{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sequential Gaussian simulation\n",
    "\n",
    "We saw in the kriging example that kriging does not reproduce the variogram statistics of the data, making it an unrealistically smooth representation of geologically phenomena. To reproduce the variogram statistics, we perform sequential Gaussian simulation, a common method for stochastic simulation."
   ]
  },
  {
   "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 sklearn.preprocessing import QuantileTransformer \n",
    "import gstatsim as gs\n",
    "import skgstat as skg\n",
    "from skgstat import models\n",
    "import random\n",
    "\n",
    "# plotting utility functions\n",
    "from plot_utils import splot2D, mplot1, make_colorbar"
   ]
  },
  {
   "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 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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",
    "# plot original data\n",
    "splot2D(df=df_bed, title='Original bed data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grid and transform data, compute variogram parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "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",
    "V1 = skg.Variogram(coords, values, bin_func='even', n_lags=n_lags, \n",
    "                   maxlag=maxlag, normalize=False)\n",
    "\n",
    "# use exponential variogram model\n",
    "V1.model = 'exponential'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize grid\n",
    "\n",
    "Make list of grid cells that need to be simulated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define coordinate grid\n",
    "xmin = np.min(df_grid['X']); xmax = np.max(df_grid['X'])     # min and max x values\n",
    "ymin = np.min(df_grid['Y']); ymax = np.max(df_grid['Y'])     # min and max y values\n",
    "\n",
    "Pred_grid_xy = gs.Gridding.prediction_grid(xmin, xmax, ymin, ymax, res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sequential Gaussian simulation\n",
    "\n",
    "Sequential Gaussian simulation (SGS) uses kriging to sequentially estimate the kriging mean and variance at each grid cell. This mean and variance define a Gaussian probability distribution from which a random value sampled in order to simulate a grid cell.\n",
    "\n",
    "<img src =\"../images/SGS_cartoon-01.jpg\" width=\"700\">\n",
    "\n",
    "We have two versions of sequential Gaussian simulation, skrige_sgs and okrige_sgs, which use simple and ordinary kriging, respectively. In this example we use okrige_sgs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████| 22500/22500 [02:27<00:00, 152.58it/s]\n"
     ]
    }
   ],
   "source": [
    "# set variogram parameters\n",
    "azimuth = 0\n",
    "nugget = V1.parameters[2]\n",
    "\n",
    "# the major and minor ranges are the same in this example because it is isotropic\n",
    "major_range = V1.parameters[0]\n",
    "minor_range = V1.parameters[0]\n",
    "sill = V1.parameters[1]\n",
    "\n",
    "# save variogram parameters as a list\n",
    "vario = [azimuth, nugget, major_range, minor_range, sill]\n",
    "\n",
    "k = 48         # number of neighboring data points used to estimate a given point \n",
    "rad = 50000    # 50 km search radius\n",
    "\n",
    "sim = gs.Interpolation.okrige_sgs(Pred_grid_xy, df_grid, 'X', 'Y', 'Nbed', k, vario, rad) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reverse normal score transformation\n",
    "sim1 = sim.reshape(-1,1)\n",
    "sim_trans = nst_trans.inverse_transform(sim1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mplot1(Pred_grid_xy, sim_trans, rows, cols, title='Sequential Gaussian simulation', clabel='Bed elevation [m]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mplot1(Pred_grid_xy, sim_trans, rows, cols, title='SGS realization hillshade', hillshade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SGS can be used to simulate multiple realizations for quantifying uncertainty. Let's generate a couple more realizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████| 22500/22500 [02:42<00:00, 138.07it/s]\n",
      "100%|████████████████████████████████████| 22500/22500 [02:49<00:00, 132.99it/s]\n"
     ]
    }
   ],
   "source": [
    "# simulate multiple random realizations\n",
    "\n",
    "# simulation 2\n",
    "sim2 = gs.Interpolation.okrige_sgs(Pred_grid_xy, df_grid, 'X', 'Y', 'Nbed', k, vario, rad) \n",
    "sim2 = sim2.reshape(-1,1)\n",
    "sim2_trans = nst_trans.inverse_transform(sim2)\n",
    "\n",
    "# simulation 3\n",
    "sim3 = gs.Interpolation.okrige_sgs(Pred_grid_xy, df_grid, 'X', 'Y', 'Nbed', k, vario, rad) \n",
    "sim3 = sim3.reshape(-1,1)\n",
    "sim3_trans = nst_trans.inverse_transform(sim3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_mat = Pred_grid_xy[:,0].reshape((rows, cols))\n",
    "y_mat = Pred_grid_xy[:,1].reshape((rows, cols))\n",
    "\n",
    "plots = [sim_trans, sim2_trans, sim3_trans]\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15,5), sharey=True)\n",
    "\n",
    "for i, (ax, plot) in enumerate(zip(axs, plots)):\n",
    "    sgs_mat = plot.reshape((rows, cols))\n",
    "    im = ax.pcolormesh(x_mat, y_mat, sgs_mat, vmin=-400, vmax=600, cmap='gist_earth')\n",
    "    ax.set_title(f'SGS realization {i+1}')\n",
    "    ax.set_xlabel('X [m]')\n",
    "    if i == 0:\n",
    "        ax.set_ylabel('Y [m]')\n",
    "    ax.set_xticks(np.linspace(xmin, xmax, 5))\n",
    "    ax.set_yticks(np.linspace(ymin, ymax, 5))\n",
    "\n",
    "    cbar = make_colorbar(fig, im, -400, 600, 'Bed elevation [m]', ax=ax)\n",
    "    ax.axis('scaled')\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that they all look a bit different from each other.\n",
    "\n",
    "## SGS Roughness\n",
    "\n",
    "The topography generated using SGS is much rougher than the kriging examples. Let's check the variograms to see if the roughness statistics of the data are reproduced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute SGS variogram\n",
    "\n",
    "# downsample random indices to speed this up\n",
    "rand_indices = random.sample(range(np.shape(Pred_grid_xy)[0]),5000)\n",
    "\n",
    "# get coordinates and normalized simulation from random indices\n",
    "coords_s = Pred_grid_xy[rand_indices]\n",
    "values_s = sim[rand_indices]\n",
    "\n",
    "VS = skg.Variogram(coords_s, values_s, bin_func = \"even\", n_lags = n_lags, \n",
    "                   maxlag = maxlag, normalize=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# experimental variogram (from beginning of script)\n",
    "xe = V1.bins\n",
    "ye = V1.experimental\n",
    "\n",
    "# simple kriging variogram\n",
    "xs = VS.bins\n",
    "ys = VS.experimental\n",
    "\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(xe,ye,'og', markersize=4, label = 'Bed data variogram')\n",
    "plt.plot(xs,ys,'ok', markersize=4, label = 'SGS variogram')\n",
    "plt.title('Variogram comparison')\n",
    "plt.xlabel('Lag [m]'); plt.ylabel('Semivariance')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the variograms are very similar. This means that SGS is reproducing the spatial statistics of observations."
   ]
  }
 ],
 "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,
 "nbformat_minor": 4
}
