{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - Variogram analysis and kriging for data in 1D with non-stationarity\n", "\n", "The goal is to interpolate a non-stationary data set in 1D (based on simple or ordinary kriging) in a domain (grid), where non-stationarity are given as:\n", "\n", "- local factor (multiplier) for the ranges along the main axes of the covariance model\n", "- local factor (multiplier) for the total weight (variance, sill) of the covariance model\n", "\n", "One or several of these non-stationary features can be considered.\n", "\n", "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "\n", "# import package 'geone'\n", "import geone as gn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.1\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remark\n", "The matplotlib figures can be visualized in *interactive* mode:\n", "\n", "- `%matplotlib notebook`: enable interactive mode\n", "- `%matplotlib inline`: disable interactive mode" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I. Build non-stationary features on a grid\n", "Here are built the following non-stationary features on a grid:\n", "\n", "- `r_factor_loc`: local factor (multiplier) for the range of the covariance model\n", "- `w_factor_loc`: local factor (multiplier) for the total weight (variance, sill) of the covariance model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining domain of simulation (grid)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "nx = 2000 # number of cells\n", "sx = 0.5 # cell unit\n", "ox = 0.0 # origin\n", "\n", "xmin, xmax = ox, ox+nx*sx\n", "\n", "# # Set an image with simulation grid geometry defined above, and no variable\n", "# im = gn.img.Img(nx, ny, 1, sx, sy, 1., ox, oy, 0., nv=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining non-stationarities\n", "\n", "#### Range\n", "\n", "The factor (multiplier) for range `r_factor` locally varying in the grid is defined as `im_r_factor`: an image (with one variable on the grid).\n", "\n", "#### Variance (sill)\n", "\n", "The factor (multiplier) for the total weight (variance, sill) `w_factor` locally varying in the grid is defined as `im_w_factor`: an image (with one variable on the grid)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define r_factor as r0 on the left of the grid and decreasing linearly when going to the right of the grid\n", "# ---------------\n", "r0 = 3.0 # on the left\n", "r1 = 0.2 # minimal value\n", "\n", "# \"Empty\" image\n", "im_r_factor = gn.img.Img(nx, 1, 1, sx, 1., 1., ox, 0., 0., nv=0)\n", "\n", "# Add variable\n", "r = r0 + im_r_factor.x()/im_r_factor.x().max() * (r1-r0)\n", "im_r_factor.append_var(r)\n", "\n", "# Define w_factor as w0 on the left of the grid and decreasing linearly when going to the right of the grid\n", "# ---------------\n", "w0 = 2.5 # on the left\n", "w1 = 0.1 # minimal value\n", "\n", "# \"Empty\" image\n", "im_w_factor = gn.img.Img(nx, 1, 1, sx, 1., 1., ox, 0., 0., nv=0)\n", "\n", "# Add variable\n", "w = w0 + im_w_factor.xx()/im_w_factor.xx().max() * (w1-w0)\n", "im_w_factor.append_var(w)\n", "\n", "# Plot\n", "# ----\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_r_factor.x(), im_r_factor.val[0,0,0], label='r_factor')\n", "plt.plot(im_w_factor.x(), im_w_factor.val[0,0,0], label='w_factor')\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II Non-stationary simulations\n", "First define a reference covariance model and generate an unconditional simulation (reference). Then build a data set by extract some points from the simulation. Then, ignoring the covariance model and starting from the data set and the maps controlling the non-stationary features:\n", "\n", "- fit a covariance model\n", "- do kriging / conditional simulations\n", "\n", "Several cases are proposed below with different non-stationary features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A. Non-stationary range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference covariance model and non-stationarity\n", "Define first a *stationary* reference covariance model in 1D. Then, add the desired non-stationarity feature." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Define a base covariance model (stationary)\n", "cov_model_base = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':10, 'r':50.0}), # elementary contribution\n", " ], name='ref')\n", "\n", "# Set list to handle non-stationarities\n", "cov_model_non_stationarity_list = [\n", " ('multiply_r', im_r_factor.val[0]), # multiply range by `im_r_factor.val[0]` over the grid\n", "]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do an unconditional simulation (reference)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 0, inequality data points: 0\n", "simulate: computational resources: nproc = 1, nthreads_per_proc = 8, nproc_sgs_at_ineq = 8\n", "simulate: (Step 1-3 skipped) no data\n", "simulate: (Step 4) do sgs (1 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulation\n", "nreal = 1\n", "np.random.seed(2385)\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_base, nx, sx, ox, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=64, \n", " nreal=nreal,\n", " nproc=1, nthreads_per_proc=8)\n", "\n", "im_ref = geosclassic_output['image']\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build a non-stationary data set (1D)\n", "\n", "The data set is defined by extracting some points from the simulation of reference.\n", "\n", "*Note:* the data set should contain enough points to catch the non-stationarities." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract som points from the simulation\n", "n = 40\n", "\n", "# --- Choose 1. or 2. below ---\n", "# # 1. Sampling the image\n", "# ps = gn.img.sampleFromImage(im_ref, n, seed=234)\n", "# # Data points and data value\n", "# x = ps.x()\n", "# v = ps.val[3]\n", "# # Optionally: move points in the grid cells randomly, and add noise to values\n", "# x = x + (np.random.random(n)-0.5)* im_ref.sx\n", "# v = v + (np.random.random(n)-0.5)* 1.e-1\n", "\n", "# 2. Using the function interpolating the image values\n", "f = gn.img.Img_interp_func(im_ref, iy=0, iz=0)\n", "np.random.seed(987)\n", "x = im_ref.xmin() + np.random.random(n) * (im_ref.xmax()-im_ref.xmin())\n", "v = f(x)\n", "# ----- #\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.plot(x, v, '+', c='k')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation starting from a non-stationary data set in 1D and assuming \"non-stationarity feature(s)\" known\n", "\n", "- `n`: number of data points\n", "- `x`: location of data points (1-dimensional array of length `n`)\n", "- `v`: values at data points (1-dimensional array of length `n`)\n", "- `im_r_factor`: image of the factor (multiplier) `r_factor` in the grid; the function `r_factor_inv_loc_func` (interpolator of the inverse of `r_factor` in the grid) is built from this image" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set a function interpolating the inverse of the r_factor (given location)\n", "im_tmp = gn.img.copyImg(im_r_factor)\n", "im_tmp.val = 1.0/im_tmp.val\n", "r_factor_inv_loc_func = gn.img.Img_interp_func(im_tmp, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting covariance model accounting for non-stationarity" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting covariance model - elapsed time: 0.008378\n" ] }, { "data": { "text/plain": [ "*** CovModel1D object ***\n", "name = ''\n", "number of elementary contribution(s): 1\n", "elementary contribution 0\n", " type: cubic\n", " parameters:\n", " w = 26.219740235828276\n", " r = 144.1487904701664\n", "*****" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_to_optimize = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ], name='')\n", "\n", "t1 = time.time()\n", "cov_model_opt, popt = gn.covModel.covModel1D_fit(\n", " x, v, cov_model_to_optimize, \n", " coord_factor_loc_func=r_factor_inv_loc_func, # deal with non-stationarity (multiplier for range)\n", " loc_m=10, # loc_m > 0: number of sub-intervals btw pair of points to estimate local factor (default 1)\n", " # loc_m = 0: take factor from one point\n", " bounds=([ 0, 0], # min value for param. to fit\n", " [ 100, 500]), # max value for param. to fit\n", " hmax=100, make_plot=False) # figure size for plot\n", "t2 = time.time()\n", "print(f'Fitting covariance model - elapsed time: {t2-t1:.4g}')\n", "\n", "cov_model_opt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation of covariance model by leave-one-out error\n", "The function `geone.covModel.cross_valid_loo` performs a cross-validation test by leave-one-out (LOO) error. \n", "\n", "See jupyter notebook `ex_vario_analysis_data1D` for more details about this function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- CRPS (negative; the larger, the better) -----\n", " mean = -0.8029\n", " def. = -0.9435\n", "----- 1) \"Normal law test for mean of normalized error\" -----\n", " p-value = 0.3073\n", " success = True (wrt significance level 0.05)\n", " (-> model has no reason to be rejected)\n", "----- 2) \"Chi-square test for sum of squares of normalized error\" -----\n", " p-value = 0\n", " success = False (wrt significance level 0.05)\n", " -> model should be REJECTED\n", "----- Statistics of normalized error -----\n", " mean = 0.1614 (should be close to 0)\n", " std = 3.273 (should be close to 1)\n", " skewness = -0.08016 (should be close to 0)\n", " excess kurtosis = -0.6062 (should be close to 0)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set a function interpolating the r_factor (given location)\n", "r_factor_loc_func = gn.img.Img_interp_func(im_r_factor, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0\n", "\n", "# Set list to handle non-stationarities at x\n", "cov_model_non_stationarity_x_list = [\n", " ('multiply_r', r_factor_loc_func(x))\n", "]\n", "\n", "cv_est1, cv_std1, crps1, crps_def1, pvalue1, success1 = gn.covModel.cross_valid_loo(\n", " x, v, cov_model_opt,\n", " interpolator=gn.covModel.krige, \n", " interpolator_kwargs={'method':'ordinary_kriging'},\n", " cov_model_non_stationarity_x_list=cov_model_non_stationarity_x_list,\n", " print_result=True, make_plot=True, figsize=(15,10), nbins=20)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show experimental variogram, fitted model and reference model" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hmax = 100.0\n", "\n", "hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, hmax=hmax, \n", " coord_factor_loc_func=r_factor_inv_loc_func, loc_m=10,\n", " ncla=20, make_plot=False)\n", "\n", "plt.figure(figsize=(10,5))\n", "gn.covModel.plot_variogramExp1D(hexp, gexp, cexp, c='red', label='vario exp')\n", "cov_model_opt.plot_model(vario=True, hmax=hmax, c='red', label='vario opt')\n", "cov_model_base.plot_model(vario=True, hmax=hmax, c='orange', ls='dashed', label='vario ref')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kriging and conditional simulations" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "estimate: pre-process data done: final number of data points : 40, inequality data points: 0\n", "estimate: computational resources: nthreads = 8, nproc_sgs_at_ineq = 8\n", "estimate: (Step 1) no inequality data\n", "estimate: (Step 2) set new dataset gathering data and inequality data locations...\n", "estimate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "estimate: (Step 4) do kriging on the grid (at cell centers) using data points at cell centers...\n", "estimate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "estimate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n", "Kriging - elapsed time: 0.02475 sec\n" ] } ], "source": [ "# Kriging\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.estimate(\n", " cov_model_opt, nx, sx, ox,\n", " x=x, v=v, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=20,\n", " nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Kriging - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve kriging estimate and standard deviation\n", "im_krig = geosclassic_output['image']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 40, inequality data points: 0\n", "simulate: computational resources: nproc = 4, nthreads_per_proc = 4, nproc_sgs_at_ineq = 16\n", "simulate: (Step 1) no inequality data\n", "simulate: (Step 2) set new dataset gathering data and inequality data locations...\n", "simulate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "simulate: (Step 4) do sgs (1000 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [4 process(es) of 4 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [4 process(es)] complete\n", "1000 simul. - elapsed time: 4.33 sec\n" ] } ], "source": [ "# Simulation\n", "nreal = 1000\n", "np.random.seed(22131)\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v, method='ordinary_kriging', \n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=20, \n", " nreal=nreal,\n", " nproc=4, nthreads_per_proc=4)\n", "t2 = time.time() # end time\n", "print(f'{nreal} simul. - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve the realizations\n", "simul = geosclassic_output['image']\n", "\n", "# Compute mean and standard deviation (pixel-wise)\n", "simul_mean = gn.img.imageContStat(simul, op='mean')\n", "simul_std = gn.img.imageContStat(simul, op='std')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the first simulations and the results of estimation\n", "plt.figure(figsize=(15,5))\n", "\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0,:], c='red', ls='dashed', label='ref')\n", "\n", "for i in range(3):\n", " plt.plot(simul.x(), simul.val[i,0,0,:], label='real #{}'.format(i+1))\n", "\n", "plt.plot(im_krig.x(), im_krig.val[0,0,0,:], c='black', ls='dashed', label='estimate (krig.)')\n", "plt.fill_between(im_krig.x(), \n", " im_krig.val[0,0,0,:] - im_krig.val[1,0,0,:], \n", " im_krig.val[0,0,0,:] + im_krig.val[1,0,0,:], \n", " color='gray', alpha=.5, label='estim. +/- sd (krig.)')\n", "\n", "plt.fill_between(simul.x(), simul.val[:,0,0,:].min(axis=0), simul.val[:,0,0,:].max(axis=0), \n", " color='red', alpha=.2, label='min-max ({} real)'.format(nreal))\n", "\n", "plt.plot(x, v, '+', c='k', markersize=10, label='data') # add conditioning points\n", "\n", "plt.grid()\n", "plt.legend()\n", "plt.title(f'Results ({nreal} sim.)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## B. Non-stationary variance (sill)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference covariance model and non-stationarity\n", "Define first a *stationary* reference covariance model in 1D. Then, add the desired non-stationarity feature." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Define a base covariance model (stationary)\n", "cov_model_base = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':10, 'r':50.0}), # elementary contribution\n", " ], name='ref')\n", "\n", "# Set list to handle non-stationarities\n", "cov_model_non_stationarity_list = [\n", " ('multiply_w', im_w_factor.val[0]), # multiply weight by `im_w_factor.val[0]` over the grid\n", "]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do an unconditional simulation (reference)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 0, inequality data points: 0\n", "simulate: computational resources: nproc = 1, nthreads_per_proc = 8, nproc_sgs_at_ineq = 8\n", "simulate: (Step 1-3 skipped) no data\n", "simulate: (Step 4) do sgs (1 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulation\n", "nreal = 1\n", "np.random.seed(2485)\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_base, nx, sx, ox, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=64, \n", " nreal=nreal,\n", " nproc=1, nthreads_per_proc=8)\n", "\n", "im_ref = geosclassic_output['image']\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build a non-stationary data set (1D)\n", "\n", "The data set is defined by extracting some points from the simulation of reference.\n", "\n", "*Note:* the data set should contain enough points to catch the non-stationarities." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract som points from the simulation\n", "n = 40\n", "\n", "# --- Choose 1. or 2. below ---\n", "# # 1. Sampling the image\n", "# ps = gn.img.sampleFromImage(im_ref, n, seed=234)\n", "# # Data points and data value\n", "# x = ps.x()\n", "# v = ps.val[3]\n", "# # Optionally: move points in the grid cells randomly, and add noise to values\n", "# x = x + (np.random.random(n)-0.5)* im_ref.sx\n", "# v = v + (np.random.random(n)-0.5)* 1.e-1\n", "\n", "# 2. Using the function interpolating the image values\n", "f = gn.img.Img_interp_func(im_ref, iy=0, iz=0)\n", "np.random.seed(987)\n", "x = im_ref.xmin() + np.random.random(n) * (im_ref.xmax()-im_ref.xmin())\n", "v = f(x)\n", "# ----- #\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.plot(x, v, '+', c='k')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation starting from a non-stationary data set in 1D and assuming \"non-stationarity feature(s)\" known\n", "\n", "- `n`: number of data points\n", "- `x`: location of data points (1-dimensional array of length `n`)\n", "- `v`: values at data points (1-dimensional array of length `n`)\n", "- `im_w_factor`: image of the factor (multiplier) `w_factor` in the grid; the function `w_factor_inv_loc_func` (interpolator of the inverse of `w_factor` in the grid) is built from this image" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Set a function interpolating the inverse of the w_factor (given location)\n", "im_tmp = gn.img.copyImg(im_w_factor)\n", "im_tmp.val = 1.0/im_tmp.val\n", "w_factor_inv_loc_func = gn.img.Img_interp_func(im_tmp, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting covariance model accounting for non-stationarity" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting covariance model - elapsed time: 0.00691\n" ] }, { "data": { "text/plain": [ "*** CovModel1D object ***\n", "name = ''\n", "number of elementary contribution(s): 1\n", "elementary contribution 0\n", " type: cubic\n", " parameters:\n", " w = 21.250098976072714\n", " r = 81.84710526696728\n", "*****" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_to_optimize = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ], name='')\n", "\n", "t1 = time.time()\n", "cov_model_opt, popt = gn.covModel.covModel1D_fit(\n", " x, v, cov_model_to_optimize, \n", " w_factor_loc_func=w_factor_inv_loc_func, # deal with non-stationarity (multiplier for weight)\n", " loc_m=10, # loc_m > 0: number of sub-intervals btw pair of points to estimate local factor (default 1)\n", " # loc_m = 0: take factor from one point\n", " bounds=([ 0, 0], # min value for param. to fit\n", " [ 100, 500]), # max value for param. to fit\n", " hmax=100, make_plot=False) # figure size for plot\n", "t2 = time.time()\n", "print(f'Fitting covariance model - elapsed time: {t2-t1:.4g}')\n", "\n", "cov_model_opt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation of covariance model by leave-one-out error\n", "The function `geone.covModel.cross_valid_loo` performs a cross-validation test by leave-one-out (LOO) error. \n", "\n", "See jupyter notebook `ex_vario_analysis_data1D` for more details about this function." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- CRPS (negative; the larger, the better) -----\n", " mean = -1.149\n", " def. = -1.151\n", "----- 1) \"Normal law test for mean of normalized error\" -----\n", " p-value = 0.504\n", " success = True (wrt significance level 0.05)\n", " (-> model has no reason to be rejected)\n", "----- 2) \"Chi-square test for sum of squares of normalized error\" -----\n", " p-value = 0.0003299\n", " success = False (wrt significance level 0.05)\n", " -> model should be REJECTED\n", "----- Statistics of normalized error -----\n", " mean = -0.1057 (should be close to 0)\n", " std = 1.389 (should be close to 1)\n", " skewness = -0.0118 (should be close to 0)\n", " excess kurtosis = 0.2549 (should be close to 0)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set a function interpolating the w_factor (given location)\n", "w_factor_loc_func = gn.img.Img_interp_func(im_w_factor, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0\n", "\n", "# Set list to handle non-stationarities at x\n", "cov_model_non_stationarity_x_list = [\n", " ('multiply_w', w_factor_loc_func(x))\n", "]\n", "\n", "cv_est1, cv_std1, crps1, crps_def1, pvalue1, success1 = gn.covModel.cross_valid_loo(\n", " x, v, cov_model_opt,\n", " interpolator=gn.covModel.krige, \n", " interpolator_kwargs={'method':'ordinary_kriging'},\n", " cov_model_non_stationarity_x_list=cov_model_non_stationarity_x_list,\n", " print_result=True, make_plot=True, figsize=(15,10), nbins=20)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show experimental variogram, fitted model and reference model" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hmax = 200.0\n", "\n", "hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, hmax=hmax, \n", " w_factor_loc_func=w_factor_inv_loc_func, loc_m=10,\n", " ncla=10, make_plot=False)\n", "\n", "plt.figure(figsize=(10,5))\n", "gn.covModel.plot_variogramExp1D(hexp, gexp, cexp, c='red', label='vario exp')\n", "cov_model_opt.plot_model(vario=True, hmax=hmax, c='red', label='vario opt')\n", "cov_model_base.plot_model(vario=True, hmax=hmax, c='orange', ls='dashed', label='vario ref')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kriging and conditional simulations" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "estimate: pre-process data done: final number of data points : 40, inequality data points: 0\n", "estimate: computational resources: nthreads = 8, nproc_sgs_at_ineq = 8\n", "estimate: (Step 1) no inequality data\n", "estimate: (Step 2) set new dataset gathering data and inequality data locations...\n", "estimate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "estimate: (Step 4) do kriging on the grid (at cell centers) using data points at cell centers...\n", "estimate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "estimate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n", "Kriging - elapsed time: 0.02381 sec\n" ] } ], "source": [ "# Kriging\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.estimate(\n", " cov_model_opt, nx, sx, ox,\n", " x=x, v=v, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " searchRadius=200, nneighborMax=20,\n", " nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Kriging - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve kriging estimate and standard deviation\n", "im_krig = geosclassic_output['image']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 40, inequality data points: 0\n", "simulate: computational resources: nproc = 4, nthreads_per_proc = 4, nproc_sgs_at_ineq = 16\n", "simulate: (Step 1) no inequality data\n", "simulate: (Step 2) set new dataset gathering data and inequality data locations...\n", "simulate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "simulate: (Step 4) do sgs (1000 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [4 process(es) of 4 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [4 process(es)] complete\n", "1000 simul. - elapsed time: 4.056 sec\n" ] } ], "source": [ "# Simulation\n", "nreal = 1000\n", "np.random.seed(22131)\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v, method='ordinary_kriging', \n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " searchRadius=200, nneighborMax=20, \n", " nreal=nreal,\n", " nproc=4, nthreads_per_proc=4)\n", "t2 = time.time() # end time\n", "print(f'{nreal} simul. - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve the realizations\n", "simul = geosclassic_output['image']\n", "\n", "# Compute mean and standard deviation (pixel-wise)\n", "simul_mean = gn.img.imageContStat(simul, op='mean')\n", "simul_std = gn.img.imageContStat(simul, op='std')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the first simulations and the results of estimation\n", "plt.figure(figsize=(15,5))\n", "\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0,:], c='red', ls='dashed', label='ref')\n", "\n", "for i in range(3):\n", " plt.plot(simul.x(), simul.val[i,0,0,:], label='real #{}'.format(i+1))\n", "\n", "plt.plot(im_krig.x(), im_krig.val[0,0,0,:], c='black', ls='dashed', label='estimate (krig.)')\n", "plt.fill_between(im_krig.x(), \n", " im_krig.val[0,0,0,:] - im_krig.val[1,0,0,:], \n", " im_krig.val[0,0,0,:] + im_krig.val[1,0,0,:], \n", " color='gray', alpha=.5, label='estim. +/- sd (krig.)')\n", "\n", "plt.fill_between(simul.x(), simul.val[:,0,0,:].min(axis=0), simul.val[:,0,0,:].max(axis=0), \n", " color='red', alpha=.2, label='min-max ({} real)'.format(nreal))\n", "\n", "plt.plot(x, v, '+', c='k', markersize=10, label='data') # add conditioning points\n", "\n", "plt.grid()\n", "plt.legend()\n", "plt.title(f'Results ({nreal} sim.)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## C. Non-stationary for range and variance (sill)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference covariance model and non-stationarity\n", "Define first a *stationary* reference covariance model in 1D. Then, add the desired non-stationarity feature." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Define a base covariance model (stationary)\n", "cov_model_base = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':10, 'r':50.0}), # elementary contribution\n", " ], name='ref')\n", "\n", "# Set list to handle non-stationarities\n", "cov_model_non_stationarity_list = [\n", " ('multiply_w', im_w_factor.val[0]), # multiply weight by `im_w_factor.val[0]` over the grid\n", " ('multiply_r', im_r_factor.val[0]), # multiply range by `im_r_factor.val[0]` over the grid\n", "]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do an unconditional simulation (reference)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 0, inequality data points: 0\n", "simulate: computational resources: nproc = 1, nthreads_per_proc = 8, nproc_sgs_at_ineq = 8\n", "simulate: (Step 1-3 skipped) no data\n", "simulate: (Step 4) do sgs (1 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulation\n", "nreal = 1\n", "np.random.seed(2485)\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_base, nx, sx, ox, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=64, \n", " nreal=nreal,\n", " nproc=1, nthreads_per_proc=8)\n", "\n", "im_ref = geosclassic_output['image']\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build a non-stationary data set (1D)\n", "\n", "The data set is defined by extracting some points from the simulation of reference.\n", "\n", "*Note:* the data set should contain enough points to catch the non-stationarities." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract som points from the simulation\n", "n = 70\n", "\n", "# --- Choose 1. or 2. below ---\n", "# # 1. Sampling the image\n", "# ps = gn.img.sampleFromImage(im_ref, n, seed=234)\n", "# # Data points and data value\n", "# x = ps.x()\n", "# v = ps.val[3]\n", "# # Optionally: move points in the grid cells randomly, and add noise to values\n", "# x = x + (np.random.random(n)-0.5)* im_ref.sx\n", "# v = v + (np.random.random(n)-0.5)* 1.e-1\n", "\n", "# 2. Using the function interpolating the image values\n", "f = gn.img.Img_interp_func(im_ref, iy=0, iz=0)\n", "np.random.seed(4253)\n", "x = im_ref.xmin() + np.random.random(n) * (im_ref.xmax()-im_ref.xmin())\n", "v = f(x)\n", "# ----- #\n", "\n", "plt.figure(figsize=(15,5))\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0])\n", "plt.plot(x, v, '+', c='k')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation starting from a non-stationary data set in 1D and assuming \"non-stationarity feature(s)\" known\n", "\n", "- `n`: number of data points\n", "- `x`: location of data points (1-dimensional array of length `n`)\n", "- `v`: values at data points (1-dimensional array of length `n`)\n", "- `im_r_factor`: image of the factor (multiplier) `r_factor` in the grid; the function `r_factor_inv_loc_func` (interpolator of the inverse of `r_factor` in the grid) is built from this image\n", "- `im_w_factor`: image of the factor (multiplier) `w_factor` in the grid; the function `w_factor_inv_loc_func` (interpolator of the inverse of `w_factor` in the grid) is built from this image" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Set a function interpolating the inverse of the w_factor (given location)\n", "im_tmp = gn.img.copyImg(im_w_factor)\n", "im_tmp.val = 1.0/im_tmp.val\n", "w_factor_inv_loc_func = gn.img.Img_interp_func(im_tmp, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0\n", "\n", "# Set a function interpolating the inverse of the r_factor (given location)\n", "im_tmp = gn.img.copyImg(im_r_factor)\n", "im_tmp.val = 1.0/im_tmp.val\n", "r_factor_inv_loc_func = gn.img.Img_interp_func(im_tmp, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting covariance model accounting for non-stationarity" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting covariance model - elapsed time: 0.02022\n" ] }, { "data": { "text/plain": [ "*** CovModel1D object ***\n", "name = ''\n", "number of elementary contribution(s): 1\n", "elementary contribution 0\n", " type: cubic\n", " parameters:\n", " w = 8.450478582025847\n", " r = 52.9933842174848\n", "*****" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_to_optimize = gn.covModel.CovModel1D(elem=[\n", " ('cubic', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ], name='')\n", "\n", "t1 = time.time()\n", "cov_model_opt, popt = gn.covModel.covModel1D_fit(\n", " x, v, cov_model_to_optimize, \n", " w_factor_loc_func=w_factor_inv_loc_func, # deal with non-stationarity (multiplier for weight)\n", " coord_factor_loc_func=r_factor_inv_loc_func, # deal with non-stationarity (multiplier for range)\n", " loc_m=10, # loc_m > 0: number of sub-intervals btw pair of points to estimate local factor (default 1)\n", " # loc_m = 0: take factor from one point\n", " bounds=([ 0, 0], # min value for param. to fit\n", " [ 100, 500]), # max value for param. to fit\n", " hmax=100, make_plot=False) # figure size for plot\n", "t2 = time.time()\n", "print(f'Fitting covariance model - elapsed time: {t2-t1:.4g}')\n", "\n", "cov_model_opt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation of covariance model by leave-one-out error\n", "The function `geone.covModel.cross_valid_loo` performs a cross-validation test by leave-one-out (LOO) error. \n", "\n", "See jupyter notebook `ex_vario_analysis_data1D` for more details about this function." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- CRPS (negative; the larger, the better) -----\n", " mean = -0.39\n", " def. = -0.8687\n", "----- 1) \"Normal law test for mean of normalized error\" -----\n", " p-value = 0.745\n", " success = True (wrt significance level 0.05)\n", " (-> model has no reason to be rejected)\n", "----- 2) \"Chi-square test for sum of squares of normalized error\" -----\n", " p-value = 0.002184\n", " success = False (wrt significance level 0.05)\n", " -> model should be REJECTED\n", "----- Statistics of normalized error -----\n", " mean = -0.03887 (should be close to 0)\n", " std = 1.244 (should be close to 1)\n", " skewness = -0.03617 (should be close to 0)\n", " excess kurtosis = 0.5304 (should be close to 0)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set a function interpolating the w_factor (given location)\n", "w_factor_loc_func = gn.img.Img_interp_func(im_w_factor, ind=0, iy=0, iz=0) \n", "# Set a function interpolating the w_factor (given location)\n", "r_factor_loc_func = gn.img.Img_interp_func(im_r_factor, ind=0, iy=0, iz=0) \n", "# -> specify iy=0, iz=0: consider only x coordinates along the \"line\" iy=0 and iz=0\n", "\n", "# Set list to handle non-stationarities at x\n", "cov_model_non_stationarity_x_list = [\n", " ('multiply_w', w_factor_loc_func(x)),\n", " ('multiply_r', r_factor_loc_func(x))\n", "]\n", "\n", "cv_est1, cv_std1, crps1, crps_def1, pvalue1, success1 = gn.covModel.cross_valid_loo(\n", " x, v, cov_model_opt,\n", " interpolator=gn.covModel.krige, \n", " interpolator_kwargs={'method':'ordinary_kriging'},\n", " cov_model_non_stationarity_x_list=cov_model_non_stationarity_x_list,\n", " print_result=True, make_plot=True, figsize=(15,10), nbins=20)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show experimental variogram, fitted model and reference model" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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++fLlS3Hs+qhZ6dKlyZPRdS1ysMTERM6dO0eRIkXw8HBsLl+4cGG++uorHnjggQy1j4uL4/jx45w6dYqEhAQ7RyciIpI5JTZtov477wCwYcwYztaubdfXyx8ezn2vvorX5cucrVGDTaNGYdVnHRGio6Pp2bMnly9fxvcWf4Rw2WSratWqtGnThv/7v//L1HUvXbpE2bJlmTx5Mv3790+1TWojW6VLl+bcuXM3dWhMTAzHjx+nXLly6SZ9WcVms3HlyhUKFCiAJQOVh7JTXFycUyWc7u7uLFy4MM2fof+KiYnh8OHDHDlyhBYtWtxcqUnuWHx8PMuXL6dNmzbqXztQ/9qf+ti+1L/piIjAo3JlLBcukDhsGNZrSVdm3Fb/7tyJR+vWWK5cwdqlC4nz54O7e6ZfOzfQz699OVP/RkRE4O/vn6FkyyWnEa5du5YDBw7wzTffZPq5hQoVonLlyhw6dCjNNl5eXqmuF+Hp6XnTNzcxMRGLxYKbmxtubvavN3J96uD117wdM2fOZOzYsYSFhaW4RqdOnShSpAizZ88mNDSUYcOGsWnTJqKioqhWrRoTJ06kdevWSe3LlStH//79OXjwIIsXL6Zr166MHTuW8uXLs3PnzqRphKtXr+bll19m165d+Pn50adPHyZMmJDuyNfChQsZPXo0hw4dokSJEgwZMoSXXnrpptfet28fS5YsoVChQrz22msMGjQo6TyQVDylbNmyHDlyJN1+cXNzS0pgU/teS9ZR/9qX+tf+1Mf2pf5NRZEiMG8eTJuG+8SJuN9B/2Sqf+vXh8WLoUMH3BYtwu2FF2DGjAyVms+t9PNrX87Qv5l5faeqRphRs2bNom7dugQFBWX6uZGRkYSGhlKiRAk7RHaNzQZRUdn/yOAg5SOPPML58+f5888/k45duHCBZcuW0atXL8D0U8eOHVmxYgU7d+6kffv2BAcHc+zYsRTXmjRpEkFBQezcuZNRo0bd9FonTpygY8eO1KtXj127dvHJJ58wa9YsJkyYkGZ827dv59FHH6V79+7s2bOHsWPHMmrUKObOnZui3fvvv5/02iNHjuSFF15g+fLlAGzduhWAOXPmcPLkyaR9ERERl9W+Pfz0E2T3LJKWLWH+fJNgffstHD2ava8v4sKcamQrMjIyxYjT4cOHCQkJwc/PL6mgRUREBN999x0ffPBBqtdo1aoVXbp0YfDgwQAMHz6c4OBgypYtS3h4OGPGjMHd3Z0ePXrY741ER4OPj10u7QYUSutkZCTkz3/LaxQuXJgOHTowf/58WrVqBcD333+Pv78/LVq0ACAoKChFMjt+/HgWLVrEkiVLkvoWoGXLlilGnP47ejR9+nRKly7N1KlTk9Y4Cw8PZ8SIEYwePTrV0bnJkyfTqlWrpOStcuXK7Nu3j/fff5++ffsmtWvSpAkjR45MarN+/XqmTJlCmzZtKFq0KGBGMlWJUkREXNa2beDvD9dmbDhMt24wdy7Uru34WERciFONbG3bto3atWtT+9oNn8OGDaN27dqMHj06qc2CBQuw2WxpJkuhoaGcO3cuaT8sLIwePXpQpUoVHn30UYoUKcKmTZuSPoznVr169WLhwoVJ96bNmzeP7t27JyU/kZGRDB8+nGrVqlGoUCF8fHzYv3//TSNb9957b7qvs3//fho1apTi/rImTZoQGRlJWFhYms9p0qRJimNNmjTh4MGDJN5QcalRo0Yp2jRq1Ij9+/ff4p2LiIi4iAsXoEsXqFULNm1ydDTQuzfUqJG8HxnpuFhEXIRTjWw1b96cW9XrGDhwIAMHDkzz/H9HVhYsWJAVoWVOvnx2+wVktVqJiIjA19f35lGh/1RKTE9wcDA2m42lS5dSr1491q5dy5QpU5LODx8+nOXLlzNp0iQqVqxI3rx5efjhh4mLi0txnfwZGEkTERGRTLLZoH9/CAszCxffc4+jI0ppzRoz2vW//5npjSKSKqdKtnIMiyVD0/lui9Vq1tPInx/uoCCHt7c3Xbt2Zd68eRw6dIgqVapQp06dpPPr16+nb9++dOnSBTAjXbcqMJGaatWqsXDhQmw2W9Lo1vr16ylQoAClSpVK8znr169PcWz9+vVUrlwZ9xsqIG36z1/5Nm3aRLVq1ZL2PT09U4yEiYiIuIwZM0xhCk9PWLDAbrcn3LY5c+DcOZNwrVwJDRo4OiIRp+RU0wgle/Xq1YulS5cye/bspMIY11WqVIkffviBkJAQdu3aRc+ePW9rEeXnnnuO48ePM2TIEP7++29+/PFHxowZw7Bhw9KspvjSSy+xYsUKxo8fzz///MMXX3zB1KlTGT58eIp269ev57333uOff/5h2rRpfPfdd7zwwgtJ58uVK8eKFSs4deoUFy9ezHTsIiIiDrFnD7z4otl+91244Y+hTuPTT6FtW3OfeseOoGn8IqlSspWLtWzZEj8/Pw4cOEDPnj1TnJs8eTKFCxemcePGBAcH065duxQjXxlVsmRJfvnlF7Zs2UJQUBDPPPMM/fv354033kjzOXXq1OHbb79lwYIF3HPPPYwePZo333wzRXEMMEnZ9fv8JkyYwOTJk2nXrl3S+Q8++IDly5dTunTppPsARUREnFp0NHTvDrGxJokZOtTREaUuTx5YuNCUhr9wAdq1g+PHHR2ViNPRNMJczM3NjfDw8FTPlStXjpUrV6Y4dn0Nq+tSm1ZYrly5m+67a9asGVu2bMlUbN26dUtaIystvr6+fPvtt2meDw4OJjg4OFOvKyIi4lCTJ8O+fRAQYKbqOfN6Vj4+sHQp3Hcf/P23SbjWrjVrgokIoJEtEREREecxfDi88IIpPFGsmKOjuTV/f/jtNyhVykwlfPttR0ck4lQ0siUiIiLiLLy94cMPHR1F5pQpA7//DlOmKNkS+Q8lW+KSbqcyooiIiFNKSDALBvfrBzdU3XUp1arBzJnJ+9dvKXDmaZAi2UDTCEVEREQc6c03YcAAs4BxTmC1wrBhZjrkLdZPFcnpNLIlIiIi4iirVsGECWb7P5WBXdaGDclTIYsXh9dfd2g4Io6kkS0RERERRzh/Hh5/3Iz+PPmkKfmeEzRtCh99ZLbfeCPl9EKRXEbJloiIiEh2u55gnTgBVarAxx87OqKs9fzzySNazz5r1uQSyYWUbImIiIhkt+nTYckSszjwggWQP7+jI8p648ebe9GsVjNF8s8/HR2RSLZTsiUiIiKSna5cgVGjzPb770OtWg4Nx24sFvjkE+jaFeLiTAGQCxccHZVItlKyJVnqyJEjWCwWQkJCHPL6ixcvpmLFiri7uzN06FCHxCAiIpKuAgVg3Tp48UUYMsTR0diXuzvMmwft2sFnn4Gfn6MjEslWqkYoWap06dKcPHkSf39/h7z+008/Tb9+/Xj++ecpUKCAQ2IQERG5pbvvhsmTHR1F9vD2hl9/1ZpbkitpZEuyTFxcHO7u7gQEBODhkXV5fGJiIlar9ZbtIiMjOXPmDO3atSMwMFDJloiIOJeffjJl0XOjGxOt48fh0Ufh0iWHhSOSXZRs5UIzZ84kMDDwpgSmU6dOPPnkkwCEhobSqVMnihcvjo+PD/Xq1eOPP/5I0b5cuXKMHz+e3r174+vry8CBA1OdRrh69Wrq16+Pl5cXJUqUYOTIkSQkJKQZ39y5cylUqBBLlizh7rvvxsvLi2PHjhEbG8vw4cMpWbIk+fPnp0GDBqxatQqAVatWJSVXLVu2xGKxJJ0TERFxuMOHTZn3++83a2vlVjYbPPwwfPcdBAfD1auOjkjErpRs2VNCVNqPxJiMt024euu2mfDII49w/vx5/ryhKtCFCxdYtmwZvXr1AswoUceOHVmxYgU7d+6kffv2BAcHc+zYsRTXmjRpEkFBQezcuZNR12/2vcGJEyfo2LEj9erVY9euXXzyySfMmjWLCdcXcExDdHQ07777Lp9//jl//fUXxYoVY/DgwWzcuJEFCxawe/duHnnkEdq3b8/Bgwdp3LgxBw4cAGDhwoWcPHmSxo0bZ6pfRERE7CI+3lTji4iA+vXNOlS5lcVi7t0qWNDct/bYY5DOH2DFiYSFmYqSYWGOjsSl6J4te/rWJ+1zgR2h+dLk/YXFIDE69bbFmkHrVUm7vquCcIs7n7JNT1uGwypcuDAdOnRg/vz5tGrVCoDvv/8ef39/WrRoAUBQUBBBQUFJzxk/fjyLFi1iyZIlDB48OOl4y5Yteemll5L2jxw5kuK1pk+fTunSpZk6dSoWi4WqVasSHh7OiBEjGD16NG5uqef78fHxTJ8+PSmGY8eOMWfOHI4dO0ZgYCAAw4cPZ9myZcyZM4e3336bYsWKAeDn50dAQECG+0NERMSuxo6FTZtMgjF/PmThVHuXVLOmmVLZtq35OmAAzJ6te7qc2axZMHCgKePv5mYWqu7f39FRuQSNbOVSvXr1YuHChcTGxgIwb948unfvnpT8REZGMnz4cKpVq0ahQoXw8fFh//79N41s3Xvvvem+zv79+2nUqBGWG36BNmnShMjISMLS+ctInjx5qFmzZtL+nj17SExMpHLlyvj4+CQ9Vq9eTWhoaKbfv4iISLZYuRImTjTbn30G5co5NByncd998M03plrh3LkwcqSjI5K0hIUlJ1pgvj79tEa4MiiX/2nFzh6NTPucxT3lfrcz6VwoZU4c0XwXvr6+aY4KZURwcDA2m42lS5dSr1491q5dy5QpU5LODx8+nOXLlzNp0iQqVqxI3rx5efjhh4mLi0txnfx2WoQxb968KRK0yMhI3N3d2b59O+7uKfvOxyedEUQRERFHOXvW3Kdls5nRm0cecXREzuWhh0wC+uST8N57cNdd5kO8OI/du2Hw4ORE67rERDh0CEqVckxcLkTJlj15ZCIRyWxbj/xmGPc2eXt707VrV+bNm8ehQ4eoUqUKderUSTq/fv16+vbtS5cuXQCT7Px3imBGVKtWjYULF2Kz2ZKSp/Xr11OgQAFKZeIfaO3atUlMTOTMmTPcd999mY5DREQk282aBSdPQrVq8OGHjo7GOfXrB+fOwVdfmeRLnMf69WnfX+juDhUrZm88LkrTCHOxXr16sXTpUmbPnp1UGOO6SpUq8cMPPxASEsKuXbvo2bNnhsqv/9dzzz3H8ePHGTJkCH///Tc//vgjY8aMYdiwYZkamatcuTK9evWid+/e/PDDDxw+fJgtW7YwceJEli5deusLiIiIZLcRI2DaNPj6a8iXz9HROK+XXzb3tJUo4ehI5PLl5O1GjaBGDVPEZNw4k2ABa9zcCK5encD69bFYLCxevDjFJWw2G6NHj6ZEiRLkzZuX1q1bc/DgwRRtLly4QK9evfD19aVQoUL079+fyMh0ZoS5MCVbuVjLli3x8/PjwIED9OzZM8W5yZMnU7hwYRo3bkxwcDDt2rVLMfKVUSVLluSXX35hy5YtBAUF8cwzz9C/f3/eeOONTF9rzpw59O7dm5deeokqVarQuXNntm7dSpkyZTJ9LREREbuzWOC55+CGglOShrx5k7fnzzeVCiX77NljprlWqwbR1wq2ubnB5s2wYAGMHg1HjsCffxI1dy5BwcFMmzYt1Uu99957fPzxx8yYMYPNmzeTP39+2rVrR0xMciXuXr168ddff7F8+XJ+/vln1qxZw8CBA7PhjWY/TSPMxdzc3AgPD0/1XLly5Vi5cmWKY4MGDUqxn9q0wnLlymGzpayM2KxZM7Zs2ZLhuPr27Uvfvn1vOu7p6cm4ceMYN25cqs8rVKjQTa8tIiKSrSIjTfXBUaNM9UHJnB9/hF69TN+tWWMqF4r97NkDb74J339v9i0WWLHCrIEGKZPgUqWgVCk6AB3SuJzNZuPDDz/kjTfeoFOnTgB8+eWXFC9enMWLF9O9e3f279/PsmXL2Lp1a1Khtf/7v/+jY8eOTJo0KanqdE6hkS0RERGRrPL88/DBB7r/6Ha1aQNNmpjpbO3bm8WgJevt3QuPPmqS2euJ1qOPmoIY1xOt23D48GFOnTpF69atk44VLFiQBg0asHHjRgA2btxIoUKFUlS0bt26NW5ubmzevPm2X9tZKdkSERERyQpffw1z5pjpV2++6ehoXFO+fGbtrXvuMcVF2raFM+lVbJZMO3bMTG397juz/8gjZoTrm29Mv9+BU6dOAVC8ePEUx4sXL5507tSpU0lro17n4eGBn59fUpucRMmWiIiIyJ3699/ksuVvvAHNmjk2HldWuDD89huULWvKi3foABERjo7Ktd2YsJYpA126mCRr92749ts7TrIkbUq2RERERO5EfDz06AFXrpgpcKNGOToi1xcYCMuXQ9GisGMHdO4M/1nrUzJg3z7o3t0kWEePJh9fsMAkWTVqZOnLBQQEAHD69OkUx0+fPp10LiAggDP/Ga1MSEjgwoULSW1yEiVbIiIiIndi1CjYsgUKFYJ588BD9ceyRKVKsGwZFCgADRuCp6ejI3Id+/aZPwDcc4+ZHhgbC7/+mnzeTj+j5cuXJyAggBUrViQdi4iIYPPmzTRq1AiARo0acenSJbZv357UZuXKlVitVho0aGCXuBxJvw2yiKrguT59D0VEJNMiIsyCvACff26mvknWqVMH/voLSpd2dCSuYd8+GD/eJFjXP9d062ZKt2dRZcfIyEgOHTqUtH/48GFCQkLw8/OjTJkyDB06lAkTJlCpUiXKly/PqFGjCAwMpHPnzgBUq1aN9u3bM2DAAGbMmEF8fDyDBw+me/fuOa4SISjZumOe1/7KEh0dTd4by2OKy4m+tq5EYmKigyMRERGX4esLO3fCwoXmQ61kvRsTratXYfFiM2ojKUVFmYWIr9/flsVJ1nXbtm2jRYsWSfvDhg0DoE+fPsydO5dXXnmFqKgoBg4cyKVLl2jatCnLli3D29s76Tnz5s1j8ODBtGrVCjc3N7p168bHH3+cpXE6CyVbd8jd3Z1ChQolzT3Nly8fFovFbq9ntVqJi4sjJiYGNzfNAs0KNpuN6Ohozpw5g6+vr0a4REQkc4oWhWeecXQUOV98vCkHv2YNnDsHQ4Y4OiLHO3IEypUz2/nzw6BBcOCASbLstJh28+bN0/2sZLFYePPNN3kznYqcfn5+zJ8/3x7hOR0lW1ng+s18/73Zzx5sNhtXr14lb968dk3qcqNChQpRpEgRR4chIiKuYPp0M6r1+OOOjiT38PSE1q1NsvX88+Dvn3tHuP7+20wX/PprWLkSmjc3x996yyxMLE5DyVYWsFgslChRgmLFihEfH2/X14qPj2fNmjXcf//9SVMY5c55enri7u5u9++fiIjkANu3w9ChZqSlRAlo1crREeUeb7xhyphPnQq9e5sy8e3bOzqq7HNjknV9dGnVquRkS4mW01GylYXc3d1xd3e3+2skJCTg7e2tZEtERCS7XbliSmnHx0PXrtCypaMjyl0sFvjoIzONcMECc1/SypWQA6vYpfD33zBhgkmyrFZzrHNnM12wdm2Hhibpc6qbftasWUNwcDCBgYFYLBYWL16c4nzfvn2xWCwpHu0z8NeMadOmUa5cOby9vWnQoAFbtmyx0zsQERGRHG3wYLPQbunS8NlnGklwBDc3+OILaNsWoqOhY0fYv9/RUdmPzWYSq3nzTKLVubNZe2zRIiVaLsCpkq2oqCiCgoKYNm1amm3at2/PyZMnkx5ff/11utf85ptvGDZsGGPGjGHHjh0EBQXRrl27bLm/SkRERHKQr76CL780H/bnzQM/P0dHlHvlyWMqQNavb/avV+DLKf75x6yNBSahf+016NRJSZYLcqpkq0OHDkyYMIEuXbqk2cbLy4uAgICkR+HChdO95uTJkxkwYAD9+vXj7rvvZsaMGeTLl4/Zs2dndfgiIiKSUx06BM8+a7ZHj4b77nNsPAI+PrB0Kaxbl3OmER44AE88AdWqwdy5ycd79zYl75VkuRynSrYyYtWqVRQrVowqVarw7LPPcv78+TTbxsXFsX37dlq3bp10zM3NjdatW7Nx48bsCFdERERygt9/h8hIuP9+U6RBnIO/v0lMrtuzx6w35Wr++cckWXffbUZQrVbYtcvRUUkWcKkCGe3bt6dr166UL1+e0NBQXnvtNTp06MDGjRtTLUxx7tw5EhMTKV68eIrjxYsX5++//07zdWJjY4m9PnQLRFwbmo6Pj3d4tbrrr+/oOHIq9a99qX/tS/1rf+pj+3Lq/h0wAEvZstiqVTMfhK8XKXAhTt2/WcCyahXu3bpha9SIxB9+MFMNs9Ft9e8//+A+cSKWr7/Gcu1nyvrggyS+8QbUqWMKsQjgXD+/mYnBYnPSFVwtFguLFi2ic+fOabb5999/qVChAn/88QetUim7Gh4eTsmSJdmwYQONGjVKOv7KK6+wevVqNm/enOp1x44dy7hx4246Pn/+fPLly5f5NyMiIiIidlX4wAEajx6NR2wsx++/nx1Dh5r765xYg/HjCdi+HYCT9epx4LHHuFyxooOjkluJjo6mZ8+eXL58GV9f33TbutTI1n/ddddd+Pv7c+jQoVSTLX9/f9zd3Tl9+nSK46dPn05aiDg1r776KsOGDUvaj4iIoHTp0rRt2/aWHWpv8fHxLF++nDZt2qj0ux2of+1L/Wtf6l/7Ux/bl9P176lTuD/7LImTJ0P58o6O5o45Xf9mtY4d4e67sXXpQuk1awisWRPrBx9kW8XIDPXvoUNmMexixQCw+PtjffttEkePxr9OHfyzJVLX5Ew/vxGZKMji0slWWFgY58+fp0SJEqmez5MnD3Xr1mXFihVJI2RWq5UVK1YwePDgNK/r5eWFl5fXTcc9PT0d/s29zpliyYnUv/al/rUv9a/9qY/tyyn612qFp56C33/H7fJlWLvWsfFkIafoX3t58EFTFr5XL9ynTsW9RAlTyS8bpdq/hw6ZdbK++gqGDIEpU8zxJk1g6VLXK6LgQM7w85uZ13eq721kZCQhISGEhIQAcPjwYUJCQjh27BiRkZG8/PLLbNq0iSNHjrBixQo6depExYoVadeuXdI1WrVqxdSpU5P2hw0bxmeffcYXX3zB/v37efbZZ4mKiqJfv37Z/fZERETEVXzwgSmKkTcvfPqpo6ORzOjZ0yx8DPD662Y9NEc5dAj69YOqVU0SmJgIYWFm7SzJFZxqZGvbtm20aNEiaf/6VL4+ffrwySefsHv3br744gsuXbpEYGAgbdu2Zfz48SlGoUJDQzl37lzS/mOPPcbZs2cZPXo0p06dolatWixbtuymohkiIiIiAGzdmjwa8tFHpkKcuJbnn4czZ+Ctt+DHH80oZXYuQB0aakay/vc/k2ABPPAAjBkD9eplXxzicE6VbDVv3pz06nX89ttvt7zGkSNHbjo2ePDgdKcNioiIiABmcdwePSAhAR5+2HxIF9c0fjxUqAC9emVvogUwdWryOllKsnI1p0q2RERERBzGZoPnnjOjEmXKwMyZ2f8hXbKOxWKm8F1ns8HJkxAYmPWv9e+/EB2dvP/KK3D4sBkhrV8/619PXIZT3bMlIiIi4jBXrsC+feDuDvPnQ+HCjo5IskpiIgweDLVqwcGDWXfdf/+F/v2hcmXchw9PPl6iBCxerERLlGyJiIiIAKYk98aN8Msvpkqc5BxXr5rv7dmz0LYthIff2fVuSLKYPTvpviy32NgsCFZyEiVbIiIikrvdeL+4l5f5MC45i48P/PorVKwIR45A+/Zw6VLmr3P4sLmPr0qV5CSrfXvYuJHEn37CmsrSQZK7KdkSERGR3O2VV2D0aFMUQ3Ku4sVNOf+AANizB4KDzYhXZvz+O8yaZX5W2rWDDRtMEtewoX1iFpenZEtERERyr19+gUmTTOW6descHY3YW/ny8NtvULCg+X4/9lj6Sfbhw7B+ffJ+v37w+OPm2LJl0KiR/WMWl6ZkS0RERHKnkyehb1+zPWQING/uyGgku9SsCT/9BN7esHRpymTquiNHYMAAc09Wnz7JCVmePGbtrMaNszVkcV0q/S4iIiK5j9UKvXubgglBQfDee46OSLLTfffBt9+ae66aNYOwMFOl0Nsb5swxj+sJ1l13wfnzZhqiSCYp2RIREZHc5/334Y8/IF8+WLDAfMiW3CU42HydNQsGDjQJ+I3atDGLEasypdwBJVsiIiKSu2zeDG+8YbY//hiqVnVsPOI4YWGpJ1o//ABdujgmJslRlGyJiIhI7nLkCHh6Qteu8OSTjo5GHOngwZsTLdCC1pJlVCBDREREcpfHHoPt2+HTT8FicXQ04kiVKoFbyo/Da9zcCH7rLQIDA7FYLCxevDjF+R9++IG2bdtSpEgRLBYLISEhN1125syZNG/eHF9fXywWC5duZ00vyRGUbImIiEjucOMIRrVqUKiQw0IRJ1GqFMycCe7uZt/dnaghQwhq0IBp06al+pSoqCiaNm3Ku+++m+Zlo6Ojad++Pa+99po9ohYXommEIiIikvP9/beZNjhzJjRt6uhoxJn0728WKD50CCpWpEOpUnRIp/kTTzwBwJEjR9JsM3ToUABWrVqVZWGKa9LIloiIiORsMTHQvTvs328WLxb5r1KlzDprpUo5OhLJYZRsiYiISM42YgTs2gX+/mb9JBGRbKJkS0RERHKun34y5d0BvvgCAgMdG4+I5CpKtkRERCRnOnEC+vUz20OHQseODg1HRHIfJVsiIiKS8yQmwhNPwPnzULs2vPOOoyMSkVxI1QhFREQk57l61ZR2z58fFiwALy9HRyQuIjIykkOHDiXtHz58mJCQEPz8/ChTpgwXLlzg2LFjhIeHA3DgwAEAihQpkvScU6dOcerUqaTr7NmzhwIFClCmTBn8/Pyy8d2Io2lkS0RERHIeHx9YuNAsXly5sqOjEReybds2ateuTe3atQEYNmwYtWvXZvTo0QAsWbKE2rVr88ADDwDQvXt3ateuzcyZM5OuMWPGDGrXrs2AAQMAuP/++6lduzZLlizJ5ncjjqaRLREREck5YmMhTx6wWMyjShVHRyQupnnz5thstjTP9+3bl759+950PD4+nl9++QWAsWPHMnbsWDtFKK5EI1siIiKSMxw/bhan7dQJLl92dDQiIkq2REREJAeYNQvKloXVq0259/ffd3REIiJKtkRERMTFhYXBwIFw49Svd94xx0VEHEjJloiIiLi2f/4BqzXlscREuKGinIiIIyjZEhEREde2e3eK3TVAMBD42GNYLBYWL16c4vwPP/xA27ZtKVKkCBaLhZCQkJsuGRoaSpcuXShatCi+vr48+uijnD592m5vQURyJiVbIiIi4rrOnYMJE8y2xQJAlJsbQQ88wLQZM1J9SlRUFE2bNuXdd99N83zbtm2xWCysXLmS9evXExcXR3BwMNb/jqCJiKRDpd9FRETEdR0+DN7ecM89sGQJHD1Kh4oV6VCqVJpPeeKJJwA4cuRIqufXr1/PkSNH2LlzJ76+vgB88cUXFC5cmJUrV9K6dessfxsikjMp2RIRERHXVa8e7NsHp05B+fLmcYdiY2OxWCx4eXklHfP29sbNzY1169Yp2RKRDNM0QhEREXFtvr5QuXKWXa5hw4bkz5+fESNGEB0dTVRUFMOHDycxMZGTJ09m2euISM6nZEtERERcz4cfwpw5Kcu9Z5GiRYvy3Xff8dNPP+Hj40PBggW5dOkSderUwc1NH51EJOM0jVBERERcyz//wIgREBcHpUpBmzZZ/hJt27YlNDSUc+fO4eHhQaFChQgICOCuu+7K8tcSkZxLyZaIiIi4DpsNnnnGJFodOoCd75/y9/cHYOXKlZw5c4aHHnrIrq8nIjmLki0RERFxHV9+CX/+CXnzwrRpSeXebxQZGcmhGxY0Pnz4MCEhIfj5+VGmTBkuXLjAsWPHCA8PB+DAgQMABAQEEBAQAMCcOXOoVq0aRYsWZePGjbzwwgu8+OKLVKlSJRvepIjkFEq2RERExDWcOwcvvWS2x45Ns/Lgtm3baNGiRdL+sGHDAOjTpw9z585lyZIl9OvXL+l89+7dARgzZgxjx44FTAL26quvcuHCBcqVK8frr7/Oiy++mPXvSURyNCVbIiIi4hpefhnOn4caNSCdxKd58+bY0imc0bdvX/r27ZvuS73zzju88847txupiAjgZNUI16xZQ3BwMIGBgVgsFhYvXpx0Lj4+nhEjRlCjRg3y589PYGAgvXv3TpoCkJaxY8disVhSPKpWrWrndyIiIiJZ6uBB+OILM23w00/B09PREYmI3JJTJVtRUVEEBQUxbdq0m85FR0ezY8cORo0axY4dO/jhhx84cOBAhm5UrV69OidPnkx6rFu3zh7hi4iIiL1UqgTr18M770CjRo6ORkQkQ5xqGmGHDh3o0KFDqucKFizI8uXLUxybOnUq9evX59ixY5QpUybN63p4eCTd8CoiIiIuqlEjJVoi4lKcKtnKrMuXL2OxWChUqFC67Q4ePEhgYCDe3t40atSIiRMnppucxcbGEhsbm7QfEREBmKmM8fHxWRL77br++o6OI6dS/9qX+te+1L/2pz62r1T7NzTUlHuvWNFBUeUc+vm1L/WvfTlT/2YmBostvTtIHchisbBo0SI6d+6c6vmYmBiaNGlC1apVmTdvXprX+fXXX4mMjKRKlSqcPHmScePGceLECfbu3UuBAgVSfc7YsWMZN27cTcfnz59Pvnz5buv9iIiISCbZbDR54w0K//MPO4YOJbxJE0dHJCJCdHQ0PXv25PLly/j6+qbb1iWTrfj4eLp160ZYWBirVq265Zu80aVLlyhbtiyTJ0+mf//+qbZJbWSrdOnSnDt3LlOvZQ/x8fEsX76cNm3a4Kmbg7Oc+te+1L/2pf61P/Wxff23fy1ffonHU09hy5uXhF27oFw5R4fo0vTza1/qX/typv6NiIjA398/Q8mWy00jjI+P59FHH+Xo0aOsXLky08lPoUKFqFy5corFDv/Ly8sLLy+vm457eno6/Jt7nTPFkhOpf+1L/Wtf6l/7Ux/bl6enJ56XLsErrwBgGTcOz0qVHBtUDqKfX/tS/9qXM/RvZl7fqaoR3sr1ROvgwYP88ccfFClSJNPXiIyMJDQ0lBIlStghQhEREckSw4fDhQtQsyYMHeroaEREbotTJVuRkZGEhIQQEhICwOHDhwkJCeHYsWPEx8fz8MMPs23bNubNm0diYiKnTp3i1KlTxMXFJV2jVatWTJ06NWl/+PDhrF69miNHjrBhwwa6dOmCu7s7PXr0yO63JyIiIhlg+fNP+PJLraklIi7PqaYRbtu2jRYtWiTtDxs2DIA+ffowduxYlixZAkCtWrVSPO/PP/+kefPmAISGhnLu3Lmkc2FhYfTo0YPz589TtGhRmjZtyqZNmyhatKh934yIiIhkmltcHO7Dh5udZ5+Fhg0dG5CIyB1wqmSrefPmpFevIyO1PI4cOZJif8GCBXcaloiIiGQTm8WC9fHHcf/iC3j7bUeHIyJyR5xqGqGIiIjkbjZPT6yvvQZ//w0FCzo6HBGRO6JkS0RERBzPZoMbFwrNk8dxsYiIZBElWyIiIuJ4c+bg0aABhQ8ccHQkIiJZxqnu2RIREZFc6MwZGD4cy8WL+O3f7+hoRESyjEa2RERExLGGD4eLF7HVrMm/wcGOjkZEJMso2RIRERHHWbEC/vc/sFhI/OQTbO7ujo5IRCTLKNkSERERx4iJgWeeMduDBmGrV8+x8YiIZDElWyIiIuIYb70Fhw5BYKDZFhHJYZRsiYiISPazWmHTJrP9f/8Hvr6OjUdExA5UjVBERESyn5sb/PYb/P47tGvn6GhEROxCyZaIiIg4hpsbtG/v6ChEROxG0whFRMT5hYXBn3+ar+Lazp6FESPgyhVHRyIiYndKtkRExLnNmgVly0LLlubrrFmOjkjuxLBh8N570KOHoyMREbE7JVsiIuK89u+HAQNMMQUwX59+WiNcruqPP+Crr8BigTFjHB2NiIjdKdkSERHntHYtNG8ONlvK44mJply4uJarV+HZZ8324MGgNbVEJBdQsiUiIs7J3R3OnElxaA0QDAQ+9hgWi4XFixenOP/DDz/Qtm1bihQpgsViISQkJM3L22w2OnTokOp1xA7efjt5Ta0JExwdjYhItlCyJSIizuPUqeTtxo3hhx9g6lSTeAFRQJCnJ9PeeCPVp0dFRdG0aVPefffdW77Uhx9+iMViyYqo5Vb27YPr3xOtqSUiuYhKv4uIiONFRcGrr5riFzt2QJUq5niXLuZrp05w6BAdTp+mQ82aUK0aPP/8TZd54oknADhy5Ei6LxcSEsIHH3zAtm3bKFGiRFa+E0nNiBEQHw/BwcnfUxGRXEDJloiIONb69dC3b/J9WD//nJxsXVeqlHn816VLmX656OhoevbsybRp0wgICMj08+U2fPaZSbjGjzfFMUREcgklWyIi4hhXr8KoUTB5simCUaoUfP45tGuX8Ws8+yzExcHAgRl+yosvvkjjxo3p1KnTbQQttyUgAL74wtFRiIhkOyVbIiKS/TZvhj594MABs9+vn0m6ChXK3HViYkzC5e8PXbvesvmSJUtYuXIlO3fuzHzMknk7d0Lt2o6OQkTEYVQgQ0REst/y5SbRKlHCTBucPTvziRZAmzZm7a2ePWH16ls2X7lyJaGhoRQqVAgPDw88PMzfHLt160bz5s0z//qStuXLoU4deOyx5HXSRERyGY1siYhI9oiPB09Psz1ihJn+9+KLULjw7V/z6achf35YvBgeesgkXLVqpdl85MiRPPXUUymO1ahRgylTphAcHHz7cUhKN66pFRAAbvrbrojkTkq2RETEvuLiTGGEpUth0ybIk8ckXW++melLRUZGcuiGBY0PHztGyMiR+IWHU2bLFi60bcux2bMJv/bh/sC1aYoBAQEpHv9VpkwZypcvf5tvUG7y1lsQGgolS5rvvYhILqU/NYmIiP3s3An16plFbHfuNOtm3YFt27ZRu3Ztal+7D2jYsGHUbtiQ0RUqQM2aLDl7ltrBwTzwwAMAdO/endq1azNjxow7fiuSQX/9pTW1RESu0ciWiIhkvfh4ePttk2QlJJgCFp98Ag8/fEeXbd68OTabLfWTJ0/Sd/Jk+r79dvJ0xQxI83qSeVarmdqZkGDWRtOaWiKSyynZEhGRrLVnj6k0eL3iX9euJtEqVsy+r1uiBLz/fvK+zWY+9Gci8ZI7NGuWWTctf34zqiUikstpGqGIiGStl14yiZafH3z9NXz/vf0Trf9KTIRBg0yVwsTE7H3t3Kx0aShTxoxoli7t6GhERBxOI1siIpK1ZsyA11+HKVNMJTpH2LPHjLLExcGQITBtGlgsjoklN2nf3tyz5e3t6EhERJyCRrZEROT2JSaaqXsvv5x87K67zIiWoxItMOXfv/rKJFiffHJblQ8lE268783HBzz0t1wREVCyJSIit+vAAbjvPnjlFZg0KfkeLWfxyCMwdarZHjvWjLhJ1ouONhUnZ87U4sUiIv+hZEtERDLHajVTBGvVgo0boUABM2UvncWEHea552D06OTt7793bDw50YQJsH27WU8rOtrR0YiIOBUlWyIiknGhodC8OQwbBjEx0KYN7N0LTz7pvPdEjR1rypHbbKZK4pkzjo4o59i7N7kC5NSpZgqhiIgk0aRqERHJmLg4k2iFhZkP1R98AAMGOG+SdZ3FYgpkREWZqYXZXRkxp7pxTa3Onc26WiIikoKSLRERyZg8eWDiRJg92zzKlXN0RBnn7g7/+5+jo8hZPv8cNmwwiffHHzs6GhERp6RphCIikjqbDT79FJYuTT7Wqxf88YdrJVqpOXwYOnSAU6ccHYlrOnXKFEYBraklIpIOJVsiInKzY8egXTt45hno3x8uXjTHLRZwc/H/Omw26N0bli0zCdfly46OyPUsXw4REVC3Lgwe7OhoREScllP9j7lmzRqCg4MJDAzEYrGwePHiFOdtNhujR4+mRIkS5M2bl9atW3Pw4MFbXnfatGmUK1cOb29vGjRowJYtW+z0DkREXJzNZioL3nOP+UDt7Q0jR0LBgo6OLOtYLDB3rrl3KyTE3G8UE+PgoFzME0/A5s1mOqm7u6OjERFxWk6VbEVFRREUFMS0adNSPf/ee+/x8ccfM2PGDDZv3kz+/Plp164dMen8J/nNN98wbNgwxowZw44dOwgKCqJdu3acUTUqEZGUTpyABx6Ap56CK1egUSPYtQuGDnX90az/qlDBjGwVKACrVpnpkYmJjo7KtdSrBzVrOjoKERGn5lQFMjp06ECHDh1SPWez2fjwww9544036HSt4tGXX35J8eLFWbx4Md27d0/1eZMnT2bAgAH069cPgBkzZrB06VJmz57NyJEj7fNGRHIKazwkXoXEGPPwyA9eRcy5hKtwfpMZCcEGNuu1r9f285eBgnebtokxcHI5lsQEiidswxJuBfcbfv3kLw2Fa117zQQI/zXtmPIFgl9ds22zwYmf027rXQz8GyTvn1h6Lc5UeBWBoo2T98N/A2tc6m3zFIJi9yXvn/rD9EdqPAtA8ebJ+6f/hPjI1Nt65IOAVsn7Z9ZAXBpT3NzyQGC75P2z67FEn0m9fy3uULJj8v65TRBzNuX1Ll6A5waZin1eXuY+nBdfhEs7Ieyn1GMACOwIbtdGNi7shOiwtNuWaAvuXtdebzdEHU27bUAr0x8Al/6CyH/Tblu8uelngMt/w5V0ZjwUu898/wAqFoBvRsCYsXD4Bxj1gFmLi2vVFYs2Tv55jzwMl/am/TPs38D8vAFEHYOLu9KOwa+u+TkGiD4BF3ak3bZwLfPvA+DqaTifzsyMQjXAp5zZjjkH5zam3bbg3VCggtmOuwhn1qXd1rcK+FY227OnQXU3KFkq9bYFKiT/u0+IglMr076uTzkTM0BiLJz8Xb8jwHl/R9yoVHDy9vltcPVk2m1d+XfElUNweX/abf/zO8JyPiT1/oXc8zsiPgJOr0677R38jrCcXZ92WyfmVMlWeg4fPsypU6do3bp10rGCBQvSoEEDNm7cmGqyFRcXx/bt23n11VeTjrm5udG6dWs2bkz7Byw2NpbY2Nik/YiICADi4+OJj4/Pirdz266/vqPjyKlyRf/abBB7BkvUEYg+hq1AFSh07a/TEfvx2NwbYi9A3AUsiVEpnppY9RWsNSaYncijeK5omebLJFZ8DmvtD81OzFk81zyEB9AQ4D+/L63l+pBY7zOzkxCJ55qH0ryutdTDJDaaf+29WNNvW6IjiU0XJ+17rH0YizX1kXBr0eYkNv89ue2GXljizqfe1q8eia2S34THxiexXD2ealub790ktAtJbrvlWSxXDqTeNn95Ejomn3Pf/iJuF1P/T9bmVYyEh5I/tLjvHInHuXWp9q/NPT8JXS8mt909FrdTv9180WfNj0dCjS1QrRpYrbjvfRu3E4tSjQEgvutlcM9rrrv/A9yOzku77UPh4OUPgNuBabj/OzPttg8cgnxlTNtDs3D/Z0rabdvtAt9qpu2//8N9/9tptk1otRHbtQ/ibke+xf3iGzD0+tnfYE1yvyQ0X4GtqPnA7HZ8Ce47h6b5M5zQdAm2Eu0BsJz4DY9tA9OOodHX2Ep1M21PrcJj0+Npt603C1u5J0zbMxvxWN8lzbaJdf4Pa4WnTdvzO/BI599GYs13sFYZZtpe2Jd+2+qjsd79BuzZg8ebL2B5OxFC02hb5SWsNSeanciwdP99JlZ4Fmudj8yOfkckt3Xm3xGADQsJjyR/RsrxvyP2vJ522//8jvDYOTTV/oVc8jsC4HJo+v/u7+B3hPvOl4CxTvEZLTMxuEyydepaxajixYunOF68ePGkc/917tw5EhMTU33O33//neZrTZw4kXHjxt10/PfffydfvnyZDd0uli9f7ugQcrSc1L95bJcpkbAJX+tRfK1HKWA9hhdXks4f8HyUv/P0BCC/9QStr6b+17ZE8hAaGsr+478A4G09RyNLaa6PAtiwgMVivmLhxNFIDp00bT1tV2joVjnNGE+fiOefs6atuy2Wxum0PXca9v9i2mKzcl86bS+c9eCv622BJlTAzS31X5CXL+Zl9w1tGyWWxsOtSKptr0T4EnJD2/pxJfByy5tq2+ioImy/oW3dmKLkc7Ol2jYmxo+tN7StHVsQnzTeX3yCD5tuaFszNj8F02ibaMvDhhva3hObh8Julclz5QoJefNi9TD/FVisVmxubqw9fNhU6wOqxbnhn04fr1/2G1ZLHgCqxCVSLJ22G/9YSYLFLHpbMS6GEum03bJyLbFuhQG4K/4KJdNpu33NJqLdTLxl4y9SJp22OzdsI9LtNACl4s9Q/lpbr0uX8Lp8mciSJZP6Y/emXVx2N/9WAhNOUCGd6+7dto+L7mZEpHjCESqn03b/zoOc222+H0UTQ6maTtsDuw9zZp9p65e4n+rptD3013FOHjBtCyUeokY6bQ8fOE1YqGlbwHqMWum0PXrwPMf+/Zn7Xn0Vv6uJxJ3yITIwMNW2YYcjOBx2/XfEeeqlc93w41cJPaXfEc78OyJ1Ftbe0Da3/I5IjX5HGEcPnufYEdM2n/UkddNpeye/I+6JKwxezvEZLTo6OsNtLTabLfV/0Q5msVhYtGgRnTt3BmDDhg00adKE8PBwSpQokdTu0UcfxWKx8M0339x0jfDwcEqWLMmGDRto1KhR0vFXXnmF1atXs3nz5lRfO7WRrdKlS3Pu3Dl8fX2z6B3envj4eJYvX06bNm3w9PR0aCw5kcv3r82G5eIObBY3KFzbHIvYj+dvQSmbYYG8pbDlL4OtTE+sFQaYE4lXsZxdA3mKYMtTGPL4gXs+Mx0lCxaudfn+dXIZ7t8zZ3AfPBi3xYuxduxI4qJFzr8wcXaIizNriaUjt/4Mu332Ge6DBmHz8SFh924olcY0wjuUW/s3u6h/7Uv9a1/O1L8RERH4+/tz+fLlW+YGLjOyFRAQAMDp06dTJFunT5+mVq1aqT7H398fd3d3Tp8+neL46dOnk66XGi8vL7y8vG467unp6fBv7nXOFEtO5FL9mxgHZ1ZD2GI4scTMhy/bHZp8bc771YDSXcGnAhS8Bwrdg8W3GnjkvX5nCkm1xDw9ofSDdg/ZpfrXBaXbv999Z+5LOncOPDxwa9gQN3d3VZQD8/N/3Zw5Zu2oG6aup2yai36GT52C114DwPLWW3iWL2/3l8xV/esA6l/7Uv/alzP0b2Ze/46Srfj4eE6dOkV0dDRFixbFz8/vTi6XrvLlyxMQEMCKFSuSkquIiAg2b97Ms88+m+pz8uTJQ926dVmxYkXSCJnVamXFihUM1rog4uouhkDobDgyD+IuJB/38IE8hZP3LRa4b2G2hydO5tw5sx7S9VkANWvCF19AGn+sytUWL4YnnwQfH1OpsG5dR0fkWC++aNYiu/deGDTI0dGIiLiUTCdbV65c4auvvmLBggVs2bKFuLg4bDYbFouFUqVK0bZtWwYOHEi9evUyHUxkZCSHDh1K2j98+DAhISH4+flRpkwZhg4dyoQJE6hUqRLly5dn1KhRBAYGJiVSAK1ataJLly5JydSwYcPo06cP9957L/Xr1+fDDz8kKioqqTqhiEuy2WBDL7i8z+x7F4OSnaBUZwhoCe7eDg1PnMzOndC+PZw5Y0awXnsN3njjllPmcq0OHaBFC/jzT7O9fj1UquToqBzjzz9hwQJT+n/mTI2AiohkUqaSrcmTJ/PWW29RoUIFgoODee211wgMDCRv3rxcuHCBvXv3snbtWtq2bUuDBg34v//7Pypl4j+obdu20aJFi6T9YcNMFZQ+ffowd+5cXnnlFaKiohg4cCCXLl2iadOmLFu2DG/v5A+WoaGhnDt3Lmn/scce4+zZs4wePZpTp05Rq1Ytli1bdlPRDBGnlnAVDn8BFfqDm6cZrar4DJxdB3f1g4A2yaV1Rf6rcmWznpS/vxnNuvdeR0fk3Ly8zOhW8+YmUW3bFjZsgBumsOcaTZvCO+9ARATUru3oaEREXE6mkq2tW7eyZs0aqlevnur5+vXr8+STTzJjxgzmzJnD2rVrM5VsNW/enPTqdVgsFt58803efPPNNNscOXLkpmODBw/WtEFxTYmxcGgm/PU2xJwCiwdUfMqcqzLEPERSs3YtNGliRiTy5zcL+JYqBd4a9cwQX1/49VfTh6GhZmRwzRpwkoq02cbTE0aMcHQUIiIuK1PJ1tdff52hdl5eXjzzzDO3FZCIcG0hziWw4yWIvLagTb4ykKegY+MSp+cRGYn7gAFmBOujj+D5582JihUdG5grKl4cfv8dGjeG3bvhoYfghpLXOVp4uBkJ1VRTEZE74jLVCEVyjYh/YNsgOPWH2fcOgBpj4K4nwV0ffCRtlt9/p+ULL+B2/ryZanr2rKNDcn133WVGBZs1g5YtU1YszKmsVuja1UwdXLDAFFMREZHbctvJ1tatWxk5ciRnz56lYsWK1KpVK+lRpkyZrIxRJHfZMgDOrAE3L6j2Etz9Knj6ODoqcWYRETB8OB6ffYYHYKtYEcvcuWYKnNy5WrXg77/NPVvxqS94m6N8+ils3mzu8yuS+qK9IiKSMW63+8QnnngCd3d3Bg4cSPny5Vm9ejX9+vWjXLlyFNEvZ5Hbd+9UCHwAHtwHQW8p0ZL0rV8PNWrAZ58BEPrggyRs26ZEK6vdUBzDPSYGy7x5DgzGjk6ehJEjzfbbb0PJko6NR0TExd32yNbx48dZunQpFSpUSHH86NGjhISE3GlcIrmDzQahsyDuPNx97Sb0QjWg+c+OjUtcR9685v6a8uVJ+Owz9kZGUia3FXHITnFxNB4zBo8DB+DKFRiSw4rUDB1qRkrr1YM01rAUEZGMu+2RrSZNmhAWFnbT8bJly9KpU6c7CkokV4iPhPU9zLTBXa+ZRYpFMuLEieTtOnVMmfLdu7Hdf7/DQso18uThdJ06ZvuFF5IXic4JfvkFvv3WrKWlNbVERLJEppKtrl27MnbsWBYtWsQzzzzD+PHjuXjxor1iE8m5rhyC3xvBsW9MOfegiVBIN6HLLURFmQ/4d90Fu3YlH3/gAfDRdNPs8s+jj5L47LNmZPqJJ2D5ckeHdOeiouC558z20KHmPjUREbljmZpGWKFCBdavX8/06dOTFg6uXLkynTp1omHDhtSuXZsaNWqQR6ViRdJ28ndY9xjEX4K8JaDpQijayNFRibNbvx769oVDh8z+r79CUJBDQ8q1LBaskyfjfv68GQnq2hX+/NO1F4uOiDDLA9hsMHaso6MREckxMpVsvf/++0nbJ06cICQkJOnx7rvv8u+//+Lh4UGVKlXYvXt3lgcr4vJCZ8GWp8GWCP6NoOn3kC/Q0VGJM7t6FUaNgsmTzQfhkiVh1ixo187RkeVu7u7w5Zdw/jysWAEdO5qEuFIlR0d2e0qUMCN04eEaJRURyUK3XSCjZMmSlCxZkgceeCDpWGRkJCEhIey6cXqLiCRLiDaJVvneUH8muHs5OiJxZps3m9Gsv/82+337wpQpUKiQA4OSJF5esGgRtGgBx46ZghmuzGJR9UERkSyWqWTr2LFj6a6h5ePjQ9OmTWnatClgRr9K6he3SLIqQ6BAZSjR1nywEUnPhg3J6zvNnAkPPujoiOS/ChQwhSUuX3bNUa0ZM2D3bpg4EQoWdHQ0IiI5TqYKZNSrV4+nn36arVu3ptnm8uXLfPbZZ9xzzz0sXLjwjgMUcWnWBNgzDuIuJR8LbKdES9IWG5u8/fzzMH487N2rRMuZFSuWMtHatctM/3R24eEwYgR88gksWODoaEREcqRMjWzt27ePt956izZt2uDt7U3dunUJDAzE29ubixcvsm/fPv766y/q1KnDe++9R8eOHe0Vt4jzS4yDDb3g+PdweiW0WqUkS1IXFgb79sHSpea+mW3bIF8+c1/QG284OjrJjN9+MwUzWreGhQvB47Zn69vf9TW16teHp55ydDQiIjlSpka2ihQpwuTJkzl58iTTpk2jUqVKnDt3joMHDwLQq1cvtm/fzsaNG5VoSe5mTYANPU2i5ZYHqr6kREtSN2sWlC1rCl58/DHs3w/ffefoqOR25c0LiYmwZAk8/bQpauKMli41P2fu7vDpp1pTS0TETm7rT2558+Zlx44dvPXWW+TPnz+rYxJxbTYrbHoSji80idb9P0Jge0dHJc4oLAwGDEj5gdzNDVq1clxMcmfuv99MyevWDWbPhuLF4e23HR1VSlFRMGiQ2X7xRa2pJSJiR5ka2brRypUrqVy5MnPnzs3CcERcnM0GW5+DI/8Dizs0/U6JlqQuMRFefvnmkQ+rNXktLXFNnTub0SIwhSc++sih4dxk7Fg4ehTKlNGaWiIidnbbydbGjRt59913GT16NHXr1mXt2rVZGZeIa9o7AQ59Clig0VdQ6iFHRyTO6vXXUy1KsMbNjeC33iIwMBCLxcLixYuTzsXHxzNixAhq1KhB/vz5CQwMpHfv3oSHh6e4xj///EOnTp3w9/fH19eXpk2b8ueff9r7HcmNnnoKJkww20OHwvz5Dg0nyZUrZn0wgOnTQbNTRETs6raTLYDHH3+cAwcOEBwcTIcOHejWrRv//vtvVsUm4npKd4a8JaH+p1Cuu6OjEWf2/PNQoYKZRnj9fhl3d6KGDCGoQQOmTZt201Oio6PZsWMHo0aNYseOHfzwww8cOHCAhx5KmdR37tyZhIQEVq5cyfbt2wkKCuLBBx/k1KlT2fHO5LrXXoMhQ8z2Dz84x/1bBQqY6pZTp8IN62SKiIh93HGZpLx58zJ27FgGDBjAyJEjueeeexgyZAhPPPEE1apVw1033UpuUqgGPLgfPAs4OhJxRn//DVWrmu3AQFMMw9MTRo82UwcrVqRDqVJ0SOPpBQsWZPny5SmOTZ06lfr163Ps2DFKlChBREQEhw4dYvbs2dSsWROAd955h+nTp7N3714CAgLs+AYlBYsFPvwQatSAfv2cp0hO0aLJ92yJiIhd3fbIVmxsLCtXrmT69Om88MIL9O/fn7Vr1xIbG8ukSZOoWbMmPj4+1K1bNyvjFXE+F0Pg3KbkfSVa8l9WK7z5Jtx9N3zzTfJxT0/ztVQpaN7cfM2ky5cvY7FYKFSoEAAFChSgcuXKfPnll0RFRZGQkMCnn35KsWLF9PvYEdzczOjl9RLwNhucPp39cYSHww1TUkVEJHvc9shWixYt2LlzJ0FBQVSuXJn77ruP/v37U7lyZSpXrkxMTAwhISHs3r07K+MVcS4xZ2F1J4g5BfcvMQsWi9zoyhXo0wcWLTL727fDY49lyaVjYmIYMWIEPXr0wNfXl/j4eCwWC8uWLeORRx6hQIECuLm5UaxYMZYtW0bhwoWz5HXlNiUkwDPPmLXUNmyAkiWz77VfeAG+/95MbXzrrex7XRGRXM5is93eJPIqVarwzTffUCsXlIyNiIigYMGCXL58GV9fX4fGEh8fzy+//ELHjh3xvP5XcckymepfazysbANnVoNPRWi/BfLkwA+zViucOwenTsGlS8mPy5fN18hIiI01j5iYlNsJCeb5NhtYrVitVi6cO4df4cK42WxJx7m+ndPExMA//5ivFguUK2emcGWQZcsWFlWqROdUkqR4q5Vuhw4RFhfHqmrV8HV3x2qzceniRfqeO0eCzcbrgYHkdXPj87NnWXLxIlurV6dEnjxZ+AZzH6vNxuVLlyhYqBBumZ0WmJBgFq+OiTHrcVWrlj2LHl+6ZH4OAe65xyyY7aTuqH/lltS/9qX+tS+rzcZJT0+KrVrl8M/AmckNbvu3/IEDB273qSI5w45hJtHy8IFmP7puomWzwZkz5n6iAwfM4/hxOHHCPMLDIT4+S17KDfDPkiu5IJsNDh82j8y4tmj8jeKBR4GjwErAd/t2wPTvTmApcBHwvXwZgOnAcuCLkBBG3mb4YrgBWfIv/epV2LEjK66UOXv3Zv9rZkKW9a+kSv1rX+pf+3IDfLNzRkAWyYY/qYnkQKGz4Z+pZrvxV1DwbsfGk1E2m1lfZ+tW2LbNfN250/zlOz0WC/j7g58fFCoEBQuar4UKgY8PeHmBt7f5ev3h7W3+au/mZh4WCwlWKztDQqhdty4enp5Jx5O+5hRhYfDcc6a/q1QxU7f8/DJ/neBg89xGjZIOxSck8Oi773IwPJw/336bIgULJp1LSEhgx/z5sHAhbgsWmNGTa9yeeQZry5bw6KN39NZyu4SEBLZt28a9996Lx+2OSh05AiNHmsWF69UzywDYq5jUrFnmXq1ixWDaNPPv0ollSf9KmtS/9qX+ta+EhAR2791LfUcHkkn6SRDJrHNbYOuzZrvGOCjVybHx3MqJE7BiRfLjxImb21gsUL68SQyqVDHT3UqWTH6UKJFczOEO2OLjCc+fn1odO2bJ9Zzav//ChQvmA66XV4afFhkZyaEbFjU+7O9PSKlS+Pn5UaJECR5++GF2hIXx888/k1i8ONeLufv5+WGxWAi4coXCK1fSZ8ECRo8eTd68efnss884fOYMD7z0EgQFZfEbzV1s8fGctliw3enPcK1a0KaN+YPHjz+apCir/+Cwcyf89JPZnjsXOqRV59J5ZFn/SqrUv/al/rUvW3w851zwD7NKtkQy69/ZYI2DUp3hnjccHc3NbDZzX8j338PChbBnT8rznp5Qs6b5i/q990LduqYcuZP/xdvpHT1qkqrrpdXfecd8eM7kfwzbtm2jRYsWSfvDhg0DoE+fPowdO5YlS5YA3HS/7J9//kmTJk3w9fXl559/ZsyYMbRs2ZL4+HiqV6/Ojz/+SJASLefRtKmpTNm1K/zvfzB4MNSpk3XXt1rh6achMdGMZrpAoiUikhMp2RLJrHrToXAQlO0BljtaFzxrHTkCs2fDd9+Z+6+uc3MzCVWrVubRpEmK6WWSBVavhocfhsqVYeVKk3S53d7PRvPmzUmvblF65+Kv3VtXt25dfvvtt9t6fclGDz1kRrSKFs3aRAvMz9+bb5ppqB9+mLXXFhGRDFOyJZJZFjeo9KyjozDi4+Hnn+HTT+H335Mr+uXJA+3amQTgwQdv734huTWbzUwTfPFFU2mudGlz/1vx4o6OTFxFnz4p9+Pjs276Ufv25veAC067ERHJKZzoz/IiTuzSX7DlaUiIcnQkxuXLZppa2bJmGtJvv5kP/q1bw1dfwdmzsGQJ9O6tRMteYmPhqadgyBCTaPXsCevWKdGS23fwoCnNvmzZnV3nwoXkbSVaIiIOpWRL5FYSomH9Y3BoJuwY7thYzp2DUaNMkvXqq3DypKkyNnIkHDpkFkvt1QscvB5cjhceDs2amWmbbm4waZJJcp14/SJxAR9/bNbD6tYNNm++vWssWWIK3MyYkaWhiYjI7dE0QpFb2fkyXP4LvAOg5jjHxBARARMnmg9j0dHmWNWqJuHq3t1MG5Ts06eP+TBcuDAsWABt2zo6IskJPvjAjG799hs88IAZKa1aNePPj4w0hTauXDH3cIqIiMNpZEskPaf+gIPTzXbj/4F3sex9/YQE8xfqihXNtMHoaHMj/fffw19/mWmCSrSy3/Tppprc1q1KtCTr5Mlj/m3Xrw/nz5ufrbCwjD9/zBizIHm5cjB6tN3CFBGRjFOyJZKW+AjY1N9sV3oOAlpn7+svX27WRHr2WXMPVuXKZnHSbdvMNKPbrHYntyE+3qxRdl2lSrBmDVSo4LiYJGfy8YGlS816d8ePmwIXN96DlZadO5OrDk6frimtIiJOQp/WRNKy4yWIPgY+d0Gtd7Pvdc+fN9PU2rY162X5+Znpg3v3QqdOuuE9u509axafbdvWVHy8Tt8HsRd/fzOVsGRJ8zvg2lpraUpMhIEDzdpajz2mNbVERJyIki2R1MSehbDFZrvhHPD0sf9r2mxmjay774YvvzQf5p9/3hS+GDJEq9E7wo4dZuHn1ashf36Ii3N0RJJblC1rEq727U0BlvRMm2ZGvAsW1JpaIiJORgUyRFLjVRQ67oWTv0Kx++3/eufOmb9ML1pk9u++2yx22rCh/V9bUvf119C/P1y9aqYN/vgjVKvm6KgkN6leHX799dbtzp8Hd3d4910ICLB/XCIikmEuN7JVrlw5LBbLTY9Bgwal2n7u3Lk3tfX29s7mqMUl5S0Od/W1/+usXQu1aplEy8PDlHbfsUOJlqMkJsIrr5h1s65eNVOytmxRoiWO9+mnZpmH/xo3DnbvhgEDsj8mERFJl8uNbG3dupXExMSk/b1799KmTRseeeSRNJ/j6+vLgQMHkvYtutdC0mA5u46AhM1AR/u/WGKiKec+Zoy516JyZVNGvHZt+7+2pG3JEnj/fbM9ciRMmGBGDUQcafdueOYZs120KLz0Usrzd9+d/TGJiMgtuVyyVbRo0RT777zzDhUqVKBZs2ZpPsdisRCgqRVyK4kxuG8bSIPYQyT8WxqqPGu/1zpzxoycXK9w98QTpoKYTzbcGybp69wZBg2C++4zxQZEnEHNmmaa4IgRMHw4xMaagi1vvAGts7lSqoiIZJjLJVs3iouL46uvvmLYsGHpjlZFRkZStmxZrFYrderU4e2336Z69eppto+NjSU2NjZpPyIiAoD4+Hji4+Oz7g3chuuv7+g4ciK3vybgHnmIqxY/bAGdsdmrj/fswaNrVyxHj2LLl4/Ejz/G1ru3OZfDv6/O+vNr+fVXbI0aQaFC5sCUKeark8V5K87avzmJQ/t46FDcTp7E/cMP4fXXAbCtXk3iJ59g698/++OxA/0M25f6177Uv/blTP2bmRgsNpvNZsdY7Orbb7+lZ8+eHDt2jMDAwFTbbNy4kYMHD1KzZk0uX77MpEmTWLNmDX/99RelSpVK9Tljx45l3LhxNx2fP38++bR2SY7kYw2jxdWhuJHAFq9XOOnR2C6vU3zLFu6dPBmPmBgiS5Rgy2uvcaV0abu8lmSA1UqVb76h6jffcLpOHTa9/rqmDIpT8z5zhrYDB3Ljnxetbm4snzmTGH9/h8UlIpKbREdH07NnTy5fvoyvr2+6bV062WrXrh158uThp59+yvBz4uPjqVatGj169GD8+PGptkltZKt06dKcO3fulh1qb/Hx8Sxfvpw2bdrgqVLgWcNmw31Va9zOrSWxeHt+vvI0bdq2zdr+tdlwmzwZt9dew2KzYW3enMQFC8waWrmIU/38RkTg3rcvbj//DEDikCFY333XFClxUU7VvzmUo/vYsmoVHm3b3nQ8YflybOlMp3cVju7fnE79a1/qX/typv6NiIjA398/Q8mWy36qOHr0KH/88Qc//PBDpp7n6elJ7dq1OXToUJptvLy88PLySvW5jv7mXudMsbi80Dlwbi2458Na92NYvS9r+zcxEZ57DmbONPtPP43b//0fbrn4++fwn99//jH3Zu3fD15eMGMG7n37klPGtBzev7mAw/q4WjVwczNFdYA1wPvA9l69OHnmDIsWLaJz585JzX/44QdmzJjB9u3buXDhAjt37qRWrVo3XXbjxo28/vrrbN68GXd3d2rVqsVvv/1G3rx5s+Vt/Zd+hu1L/Wtf6l/7cob+zczru1zp9+vmzJlDsWLFeOCBBzL1vMTERPbs2UOJEiXsFJm4lPgI2DncbNccB/nLZe31Y2OhRw+TaLm5wUcfwSefaIFiR/rlF6hf3yRaJUvCmjXQt6+joxLJmFKlzO+Ta9Ndo9zcCHrgAabNmJFq86ioKJo2bcq7776b5iU3btxI+/btadu2LVu2bGHr1q0MHjwYNzeX/YggIuI0XHJky2q1MmfOHPr06YPHf6b89O7dm5IlSzJx4kQA3nzzTRo2bEjFihW5dOkS77//PkePHuWpp55yROjibDx9odH/4N9ZUOUFSLz1U24pLAwOHjQf5IcMMRXDPD1h/nx4+OEseAG5bbGxptLg5cvQuDEsXKhFYMX19O8P7drBoUN0qFiRDmncfwzwxBNPAHDkyJE027z44os8//zzjLxhDa8qVapkWbgiIrmZS/7Z6o8//uDYsWM8+eSTN507duwYJ0+eTNq/ePEiAwYMoFq1anTs2JGIiAg2bNjA3VqTRK4r2RHuWwhuWTDa9PnnULYstGwJVaqYRCt/fli6VImWM/DyMgnW4MHw559KtMR1lSoFzZubr3fgzJkzbN68mWLFitG4cWOKFy9Os2bNWLduXdbEKSKSy7nkyFbbtm1Jq67HqlWrUuxPmTKFKdfLOItcZ7NB3EXwysICFWFhMHCgufaNPv0U2rTJuteRzDlyBHbtgk6dzH6dOuYhIvz777+AqcI7adIkatWqxZdffkmrVq3Yu3cvlSpVcnCEIiKuzSVHtkTu2LFvYcldcDD1+xxuyx9/3JxoAUydmnWvIZmzciXce69ZnHjLFkdHI+J0rNcKbTz99NP069eP2rVrM2XKFKpUqcLs2bMdHJ2IiOtTsiW5T0IU7HwZ4i9DzJksumYCTJ6c4tAaIBgI3LcPi8XC4sWL4fhxeOYZWL8ebDb279/PQw89RMGCBcmfPz/16tXj2LFjAFy4cIEhQ4ZQpUoV8ubNS5kyZXj++ee5fPly1sSck9lsphhJ27Zw/jzccw+oKI7ITa4Xi/rv1Ppq1aol/S4SEZHbp2RLcp9970L0cchfFqq9nDXXvHABzqRM3JKqhN341+H58820wqZNCS1ThqZ161K1WDFWrVrF7t27GTVqFN7e3gCEh4cTHh7OpEmT2Lt3L3PnzmXZsmX0798/a2LOqWJioF8/GDrUlN1/4glYuxa0eLTITcqVK0dgYCAHDhxIcfyff/6hbNmyDopKRCTncMl7tkRuW+QR2P++2a79AXhkwRoyV6/CI4/A6dNQsCAsWADe3qlXCWvWDPr0gYULeT0sjI7Ae7NmwZ498PjjVOjXD3x8ALjnnntYuHBh0lMrVKjAW2+9xeOPP05CQsJNlTgFOHECunY1Uwbd3GDSJJN0WSyOjkzELiIjI1OsG3n48GFCQkLw8/OjTJkyXLhwgWPHjhEeHg6QlFQFBAQQEBCAxWLh5ZdfZsyYMQQFBVGrVi2++OIL/v77b77//nuHvCcRkZxEn9Ykd9n1GiTGQPEWULrrnV8vPh569jRrNfn6wvLlUK9e2u0bNoSGDbFOncrSokV5pXRp2h08yM4tWyi/dSuv+vvTuUcP09ZmuylJuL5SuRKtNHz1lUm0/Pzgm2+gdWtHRyRiV9u2baNFixZJ+8OGDQOgT58+zJ07lyVLltCvX7+k8927dwdgzJgxjB07FoChQ4cSExPDiy++yIULFwgKCmL58uVUqFAh+96IiEgOpU9sknuc3wZHvwYsZlTrTkc7bDa4/37YtAny5IGffko/0brBmchIImNieOfECSaMG8e7kZEs27GDrr168WdgIM2aNYMWLeCuu+Dxx6F5c85duMD48eMZOHDgncWdk738Mpw7B88+a/pOJIdr3rx5mtV5Afr27UvfDCzaPXLkyBTrbImISNZQsiW5x7mNYHGHsj3Br/adX2/oUJNoATz1lEm8Muh6BbBOnTrx4ujRANQCNjz0EDNmzKBZ0aKwerV5zJlDRGAgD9hs3H3XXUl/jRYgLg6mTIHnn4e8ec3Uwfffd3RUIiIiIoAKZEhuUmUIdNwDtSbe+bU++ww+/thsV6uW6fLu/v7+eHh4pF0BrGpVMzVx4ECuFCxI+/BwCpw8yaL16/GsVw9+/vnO34OrO33aTBMcOdJUeBQRERFxMhrZktylYLU7v8ZvvyV/uM+TB37/PdNTEvPkyUO9evXSrgDm5gb33UdEUBDtQkLwiopiSfnyeP/2m1mg98ZpQxcugKcnFChwp+/MdWzfDp07m4WkfX1NgRIRERERJ6NkS3K+8GWQrzQUqn7n1/r7b/PB/to0QKZPh/9WHLzmVlXCXn75ZR577DHuv/9+WrRowbJly/jpp59YtWoVABEREbRt25boq1f56scficifn4iLF+HnnynaujXu1y88ebKZSte5sylz3ro15OQCGl99BQMGmBLvVarA4sVmJFBERETEyeTgT2QiQPwV2NQXYs9Ci98hoNXtX+vCBQgOhitXzH6bNvDkk2k2v1WVsC5dujBjxgwmTpzI888/T5UqVVi4cCFNmzYFYMeOHWzevBmAihUrprj24UceoVy5cmZnyxaIjjZreM2fD8WLQ48eprBGnTo5p+x5QgKMGJG8ePSDD5rEq2BBx8YlIiIikgYlW5Kz/T0ZYk6DT0Uoet/tXyc+Hh59FA4dMqNG3t4wa1a6icytqoQBPPnkkzyZRsKWkecDZlrj1q3wv/+ZNb5On4YPPzSPxo1h3bqckXCdPg1ffmm2X38d3nzTTLcUERERcVL6pCI5V8w52P+B2Q56C9zz3P61hg2DFSsgf37YsMFsly6dNXHeKYsF6teH//s/CA83JegffdQkhNWrJydaNpsZCbp0yaHh3raSJeHbb+G772DCBCVaIiIi4vQ0siU51/53IeEKFK4NZR6+/et8/rmpNmixwLx5GV5LyyE8Pc30ugcfhMuXzfTC6zZvNvd0eXmZ6ZCPPw4dOpgiH87q++9NSfcHHjD7N0zLFBEREXF2+tOw5EzR4fDPtXLsNSeA5TZ/1Ldtg0GDzHbbtskf+l1BwYJQokTy/pUrZqQrNtYkMZ07Q2CgeX8bN6ascOhoVquZKvjII+b+s3//dXREIiIiIpmmZEtypr8mQGIMFG0CgR1u7xoXLsDDD5uFc93czL1RP/6YtXFmpzZtYM8e2LnTTIsMCIDz501Fxev3djmDy5fhoYfg7bfN/sCBUKaMY2MSERERuQ2aRig5U4HKkMcPar51e8UhrFYzze7oUTPtLjYW2rWDrl2zPtbsZLFArVrm8d57sHKlKayxdSs0aZLcbupUk2A++ij4+2dffAcOQKdO5qu3t1k8+vHHs+/1RURERLKQki3JmaoOhYoDwCP/bT3d7Z134NdfTeXB2FizYPBnn+WMqn7Xubub0a42bUxyeb3gREICjB8PZ87ACy9Ax44m4QkONgmQvSxdCj17QkSEWbts8WKoW9d+ryciIiJiZ5pGKDnXbSZaRUNCcBs3LuXByZOdp/qgPdxY2S8+Hl591azRlZAAS5aYEa6AAHjqKdi0yT4x/PqrSbSaNjX3yinREhERERenZEtylpDXIGzJ7Rd7OHWKulOmYLHZoFgxk2y0bQv9+2dtnM4sb14YOhS2b4e//jKJV+nS5l6qWbNM6fXrsrKoxuTJ8MEHpqx+8eJZd10RERERB1GyJTnHhR2wbyKs6QxX/sn8861W3J98Eq/Ll7FVrAgXL+bM6YOZcffdplDFkSOwapVJOvv0ST7/xx9mBOrDD+HUqcxd+99/TSXEhASznyePKdzhzKXoRURERDJB92xJzrHrDfO1XE/wrZL553/wAW5//EFCnjzYFi7E090dDh1SJTww0wybNTOPG82bBzt2mMdLL5lRwMcfN2Xl86c9jdOyYgX06mUqPvr5mXvERERERHIYjWxJznB2A5z8FSzuUGNs5p+/dSu89hoAewYMgGrVzJpUnTplbZw5zaRJMG0aNGxoimwsW2aSreLFoXdviIpKbhsWhuXPP6kyfz7uDzxgEq169eCZZxwXv4iIiIgdKdmSnGHPtYIWd/WFAhUz99yICLNwbkIC1nvvJaJs2SwPL8fy94fnnjOLIh88CGPGQIUKJsnasgXy5TPtZs2CsmXxaNeOqt9+i8VqNdMR16yBkiUd+x5ERERE7ETTCMX1ndsEp343o1rVX8v88wcNgtBQCAzEsmcP9+3YgbVpU2jUKOtjzckqVoSxY03CtWkTXLpk7nULCzMLE1utSU1tFguW8ePtW0peRERExMGUbInruz6qVb43+NyVued+8w189ZW5J8nPD0t4OGeDgiissuO3z2JJmagePJgi0QJMtcfQ0JxdTl9ERERyPU0jFNdX8WnwqwfVX8/c88LDzRQ4gJYtYe9ebAUKEDJ4cO6tPmgPlSqlXMcLWO3mRvBbbxEYGIjFYmHx4sU3PW3//v089NBDFCxYkPz581OvXj2OHTuWdD4mJoZBgwZRpEgRfHx86NatG6dPn7b3uxERERHJMCVb4vpKd4b2W6BAhYw/x2YzC/ReuGAKYaxdC0Die+9xtWhR+8SZW5UqBTNngrs7AFY3N64MGkRQgwZMmzYt1aeEhobStGlTqlatyqpVq9i9ezejRo3C+4Zphy+++CI//fQT3333HatXryY8PJyuXbtmy1sSERERyQhNI5Tc6bPP4NdfwcsLPD0hNhbatMH25JPmuGSt/v2hXTsS/v6bFUeP0q53bx709Eyz+euvv07Hjh157733ko5VqJCcTF++fJlZs2Yxf/58WrZsCcCcOXOoVq0amzZtomHDhvZ7LyIiIiIZpJEtcV2b+sO+dyE+MnPPCw01i+cCPPIIhISYxYs//1zTB+2pVClszZoR4++fbjOr1crSpUupXLky7dq1o1ixYjRo0CDFVMPt27cTHx9P69atk45VrVqVMmXKsHHjRnu9AxEREZFMUbIlrunCDvh3Nux6Da6eyPjzEhNNyfGoKLNA75w5MH06fPyxFi92EmfOnCEyMpJ33nmH9u3b8/vvv9OlSxe6du3K6tWrATh16hR58uShUKFCKZ5bvHhxTp065YCoRURERG6maYTimvaON1/LdAffKhl/3ocfwvr14OMDc+eChwc8+6w9IpTbZL1WubBTp068+OKLANSqVYsNGzYwY8YMmjVr5sjwRERERDJMI1viei7ugrDFgAXueSPjzzt0CN641n7AALMgrzgdf39/PDw8uPvuu1Mcr1atWlI1woCAAOLi4rh06VKKNqdPnyYgICC7QhURERFJl5ItcT3XR7XKPgYFq2XsOVarqT4YEwMNG8Inn0CNGnAiE1MQJVvkyZOHevXqceDAgRTH//nnH8qWLQtA3bp18fT0ZMWKFUnnDxw4wLFjx2ikxahFRETESWgaobiWy/vh+EKzXT0To1ozZ8Lq1ZAvH8THm6SrYkUIDLRPnJKuyMhIjh49mrR/+PBhQkJC8PPzo0yZMrz88ss89thj3H///bRo0YJly5bx008/sWrVKgAKFixI//79GTZsGH5+fvj6+jJkyBAaNWqkSoQiIiLiNJRsiWvZ9675WqozFKqeseccPw6vvGK227aFxYvNPVuqPugw27dvp02bNkn7w65Vh+zTpw9z586lS5cuzJgxg4kTJ/L8889TpUoVFi5cSNOmTZOeM2XKFNzc3OjWrRuxsbG0a9eO6dOnZ/t7EREREUmLki1xLVWHgTUOqgzNWHubDZ5+Gq5cgdq1Ydkyc3zSJLg2JU2yX7NmzbDZbOm2efLJJ3nyySfTPO/t7c20adPSXBhZRERExNFc6p6tsWPHYrFYUjyqVq2a7nO+++47qlatire3NzVq1OCXX37JpmjFLgrXhCbzwb9+xtp/9ZVZpDhPHrMfEwOtW8PAgfaLUUREREQEF0u2AKpXr87JkyeTHuvWrUuz7YYNG+jRowf9+/dn586ddO7cmc6dO7N3795sjFgc5vRpGDrUbLdtCzt3avqgiIiIiGQbl5tG6OHhkeHSzh999BHt27fn5ZdfBmD8+PEsX76cqVOnMmPGDHuGKVltzziIOgrVX4MCFTP2nCFD4MIFqFXLLFzs4QHt22v6oIiIiIhkC5dLtg4ePEhgYCDe3t40atSIiRMnUqZMmVTbbty4MenG++vatWvH4sWL032N2NhYYmNjk/YjIiIAiI+PJz4+/s7ewB26/vqOjiNbxUfg8fcULPGXSSjeHpv3rZMly9KleHz3HTZ3dxI+/RQCAuCbb65dL+2+y5X9m43Uv/al/rU/9bF9qX/tS/1rX+pf+3Km/s1MDBbbre5SdyK//vorkZGRVKlShZMnTzJu3DhOnDjB3r17KVCgwE3t8+TJwxdffEGPHj2Sjk2fPp1x48Zx+vTpNF9n7NixjBs37qbj8+fPJ1++fFnzZiTDKsb9QPX4L7liKcXKvB+DJf3Zr+4xMbQcMoR8Z89yuG1bdj/3XDZFKiIiIiI5XXR0ND179uTy5cv4+vqm29alRrY6dOiQtF2zZk0aNGhA2bJl+fbbb+nfv3+Wvc6rr76aYkQsIiKC0qVL07Zt21t2qL3Fx8ezfPly2rRpg6enp0NjyRaJMXgsfRqAvPeOpWO5B2/5FLeRI3E/exZbYCDl1qyhbOHCJH76qVlj6xZyXf9mM/Wvfal/7U99bF/qX/tS/9qX+te+nKl/r896ywiXSrb+q1ChQlSuXJlDhw6lej4gIOCmEazTp0/f8p4vLy8vvLy8bjru6enp8G/udc4Ui10dmQWxpyFfaTzuegLcb/Ged++Gjz4CwFKoEISHYzl7Fjdf30wVxcg1/esg6l/7Uv/an/rYvtS/9qX+tS/1r305Q/9m5vVdrhrhjSIjIwkNDaVEiRKpnm/UqBErVqxIcWz58uU0atQoO8KTO2VNgH3vme1qw8E9zy3aW82aWomJEBQE+/aZ6oOzZqn6oIiIiIhkO5dKtoYPH87q1as5cuQIGzZsoEuXLri7uyfdk9W7d29effXVpPYvvPACy5Yt44MPPuDvv/9m7NixbNu2jcGDBzvqLUhmHPsWog6Dlz9UeOrW7WfOhE2bIH9+OHDAHHv/fShXzq5hioiIiIikxqWmEYaFhdGjRw/Onz9P0aJFadq0KZs2baJo0aIAHDt2DDe35PyxcePGzJ8/nzfeeIPXXnuNSpUqsXjxYu655x5HvQXJjBLtoMZYyOMHHre43+rUKRg50mwXLw7//gstW5qRLhERERERB3CpZGvBggXpnl+1atVNxx555BEeeeQRO0UkduVVBGqMyVjbF1+Ey5ehdGmTaGn6oIiIiIg4mEtNIxRJ1e+/w4IF4OYGr7wCJUtq+qCIiIiIOJySLXE+Z9bA8qYQvuzWbWNj4fo9eEOGmO19+2DgQPvGKCIiIiJyC0q2xPn8NRHOroewxbduO2UKHDxo7tN6801zzNfXjHKJiIiIiDiQPpGKc7mwE04uA4sbVHs5/bZhYTB+vNmOjYWFC8Fms3+MIiIiIiIZoGRLnMu+d8zXMo9BgQrpt335ZYiONiNZly7B//6nZEtEREREnIaSLXEeEQfh+Pdm++6R6bddtcoUxbBYICLCrK01a5amD4qIiIiI09AnU3Ee+98DmxUCH4DCNdNuFx9vimFAcnL13ntQvrz9YxQRERERySAlW+Icok/A4S/MdvVX0287fTrs3QseHpCYCC1awDPP2D9GEREREZFMcKlFjSUH8y4ODb+AM6ugaJO0250+DaNHm+2EBE0fFBERERGnpU+o4hzcPKBcD6j/afrtXn3V3KMVEGD2NX1QRERERJyURrbE8Ww2U+jiVjZtgjlzzPaiReDtDTXTubdLRERERMSBNLIljhUfCb/Wgv2TITE27XaJiTB4sNnu1w8aNoRatTR9UERERESclj6pimOFfgaXdsPBT8CSzkDrrFmwfbspijFgQPbFJyIiIiJym5RsieMkxsL+D8z23a+Am3vq7c6fN/dqgSmKMX589sQnIiIiInIHlGyJ4xz5Cq6egLyBUL532u1GjYILF8x2vnwwbVr2xCciIiIicgeUbIljWBNh37tmu+pL4O6VerudO+HTGyoUqvqgiIiIiLgIJVviGGE/wJWDkMcPKg5MvY3NZopiWK1mv3lzePbZbAtRREREROROKNmS7GezwV8TzXblIeDpk3q7r76CDRvMdt68WrxYRERERFyKPrlK9rNYoMFnULYnVBmSepuICHj55eT999+Hu+7KnvhERERERLKAFjUWx/CrC03mpX1+3Dg4fRoqVoThw1XuXURERERcjpItyV42mxnZSs++ffDxx2b7//4P2re3f1wiIiIiIllM0wgle63tBluegegTqZ+32cwoVkICBAcr0RIRERERl6VkS7LPxRAIWwShn0FCdOptvvsuuSiGTxqFM0REREREXICSLck+f71jvpZ5FHwr3Xw+KgqeecZse3jAhAnZF5uIiIiISBZTsiXZI+IfOPat2b771dTbjBgBFy+a7XffVfVBEREREXFpSrYke+x/D7BB4INQuObN5//5B6ZPN9vVq8PQodkZnYiIiIhIllOyJfYXdRwOf2m2q7+Weptu3UxxDDc3WLxYixeLiIiIiMvTJ1qxv7+ngDUeijWHoo1uPr9wIezda7ZffdWsrSUiIiIi4uK0zpbYX/VXwSMfBLS6+VxMjLlXC+Dee+HNN7M3NhERERERO1GyJfbnXRSC0qgs+MEHEBoKgYGwcqWmD4qIiIhIjqFPtmI/Nmv659etg/Hjzfb770OBAvaPSUREREQkmyjZEvvZ/z6saAlnN9x8zmqFrl0hNhYqVYIePbI/PhERERERO1KyJfaRcBX+ngyn/4Qrh24+/8ILcPas2f7oI7BYsjc+ERERERE7U7Il9hH6OcScgfxlodx/Rq0OHIBp08x2s2bQoUP2xyciIiIiYmdKtiTrJcbAvnfM9t0jwM0z+ZzVCg88YNbU8vSERYscE6OIiIiIiJ0p2ZKsFzoLroZDvlJw15Mpz737rqk+CPDWW1C4cPbHJyIiIiKSDVwq2Zo4cSL16tWjQIECFCtWjM6dO3PgwIF0nzN37lwsFkuKh7e3dzZFnAslxt4wqjUS3L2Sz506BaNHm+3y5WH48OyPT0REREQkm7hUsrV69WoGDRrEpk2bWL58OfHx8bRt25aoqKh0n+fr68vJkyeTHkePHs2miHOho19DdBjkLQkV+qc8t3cvJCSY7e+/V1EMEREREcnRXGpR42XLlqXYnzt3LsWKFWP79u3cf//9aT7PYrEQEBBg7/AEoNzjgJu5T8v9hhHEuDh4/nmzPWgQ1KnjkPBERERERLKLS41s/dfly5cB8PPzS7ddZGQkZcuWpXTp0nTq1Im//vorO8LLndw84K7eKSsQhofDO+/A/v1QtGjyQsYiIiIiIjmYS41s3chqtTJ06FCaNGnCPffck2a7KlWqMHv2bGrWrMnly5eZNGkSjRs35q+//qJUqVKpPic2NpbY2Nik/YiICADi4+OJj4/P2jeSSddf39Fx3MQaD9jALU/K4zYb7o8+imXDBixAwltvYfPxAWeL/xqn7d8cQv1rX+pf+1Mf25f6177Uv/al/rUvZ+rfzMRgsdlsNjvGYjfPPvssv/76K+vWrUszaUpNfHw81apVo0ePHoxPY4Rl7NixjBs37qbj8+fPJ1++fLcdc05WNv53Ksd/y/48TxDm0Sz5+G+/UeuTTwC4XK4cqyZPBjeXHlAVERERkVwsOjqanj17cvnyZXx9fdNt65LJ1uDBg/nxxx9Zs2YN5cuXz/TzH3nkETw8PPj6669TPZ/ayFbp0qU5d+7cLTvU3uLj41m+fDlt2rTB09Pz1k/IDtY4PH6tjiX6KIm1PsBaaYg5fvQoHjVqYImJwWaxkLBxo9Pfq+WU/ZuDqH/tS/1rf+pj+1L/2pf6177Uv/blTP0bERGBv79/hpItl5pGaLPZGDJkCIsWLWLVqlW3lWglJiayZ88eOnbsmGYbLy8vvLy8bjru6enp8G/udc4UC4e+gOij4B2Ae+VncffwNIsWDxwIMTEAWIYMwbNBAwcHmnFO1b85kPrXvtS/9qc+ti/1r32pf+1L/WtfztC/mXl9l0q2Bg0axPz58/nxxx8pUKAAp06dAqBgwYLkzZsXgN69e1OyZEkmTpwIwJtvvknDhg2pWLEily5d4v333+fo0aM89dRTDnsfOUpiHPz1ltm++xXwMN8HPvsM/vzTbBcvDhMmOCY+EREREREHcalk65Nr9/40b948xfE5c+bQt29fAI4dO4bbDfcEXbx4kQEDBnDq1CkKFy5M3bp12bBhA3fffXd2hZ2z/Tsboo6Ad3Go+LQ5dvQovPhicptp06BAAYeEJyIiIiLiKC6VbGXk9rJVq1al2J8yZQpTpkyxU0S5XEI07H3TbFd/AzyuFQ/x8TGP6Gjo2BG6dnVcjCIiIiIiDqKycHL7wn+Fqychf1moOCD5+E8/wZkzkDevGdWyWBwXo4iIiIiIg7jUyJY4mTLdoO1GiI8Ady+IijKjWcOHm/Njx0K5co6MUERERETEYZRsyZ3xb2i+2mzQpQv8/TecPw81aqS8b0tEREREJJdRsiWZF3seEmMgX8nkY599BsuXJ+/PmAEqeyoiIiIiuZju2ZLM2/sW/FQR/plm9o8ehWHDks8//TQ0buyY2EREREREnIRGtiRzoo7DwelgjYUClcz0wQEDzP1aAKVKwXvvOTZGEREREREnoJEtyZxdr5lEq1gzSKhmimHcOH3w00/B19dx8YmIiIiIOAmNbEnGnd8GR74y28fug3blwGpNPv/442ZdLRERERERUbIlGWSzwY5r92UV6wbt3k6ZaAG8/HL2xyUiIiIi4qQ0jVAyJmwRnF0L7nmBR25OtAAuXMj2sEREREREnJWSLcmY6HBw94Zqw6FqE7BYUpxeY7EQ/NZbBAYGYrFYWLx4cYrzffv2xWKxpHi0b98+RZsdO3bQpk0bChUqRJEiRRg4cCCRkZH2fmciIiIiInahZEsypspgePAfqPaKqTjYrl3yOTc3op5/nqAGDZg2bVqal2jfvj0nT55Menz99ddJ58LDw2ndujUVK1Zk8+bNLFu2jL/++ou+ffva8U2JiIiIiNiP7tmSjMtf2nxdtw5++81sv/km9OtHh1Kl6HCLp3t5eREQEJDquZ9//hlPT0+mTZuGm5v5G8CMGTOoWbMmhw4domLFiln0JkREREREsodGtiR9+z+AM+uS969cgd69TcGMvn1h1Cgz0pUBq1atolixYlSpUoVnn32W8+fPJ52LjY0lT548SYkWQN68eQFYt27dTdcSEREREXF2SrYkbRd2QMgr8Md9cHm/OTZsGBw+DGXLwkcfZfhS7du358svv2TFihW8++67rF69mg4dOpCYmAhAy5YtOXXqFO+//z5xcXFcvHiRkSNHAnDy5Mksf2siIiIiIvamZEtSZ7PC1kHma9keULAa/PQTfP65KY7xxReZWry4e/fuPPTQQ9SoUYPOnTvz888/s3XrVlatWgVA9erV+eKLL/jggw/Ily8fAQEBlC9fnuLFi6cY7RIRERERcRX6FCup+3cOnN8EHgWg9iQIC4N+/cy5YcOgWbM7uvxdd92Fv78/hw4dSjrWs2dPTp06xYkTJzh//jxjx47l7Nmz3HXXXXf0WiIiIiIijqACGXKz2PMQMsJs1xwHeYpB9+Zw/jzUqQNvvXXHLxEWFsb58+cpUaLETeeKFy8OwOzZs/H29qZNmzZ3/HoiIiIiItlNyZbcbOdwk3AVvAcqD4bXR8H69Wba4LffgpfXTU+JjIxMMUp1+PBhQkJC8PPzw8/Pj3HjxtGtWzcCAgIIDQ3llVdeoWLFirS7oYT81KlTady4MT4+PixfvpyXX36Zd955h0KFCmXHuxYRERERyVJKtiSl81vh37mABerPhN9XwDvvmHOffw4VKqT6tG3bttGiRYuk/WHDhgHQp08fPvnkE3bv3s0XX3zBpUuXCAwMpG3btowfPx6vGxK3LVu2MGbMGCIjI6latSqffvopTzzxhL3eqYiIiIiIXSnZkpT87oVGX8KVQxBbGp54yBwfNAgeeSTNpzVv3hybzZbm+d+ur8uVji+//DLT4YqIiIiIOCslW5KSxQLln4C4OGjVCs6dg9q1YdIkR0cmIiIiIuJSVI1QjIu7zH1a173wAqxbl3yflre342ITEREREXFBGtkSiLsEq4PBlgjNf4VvNsCMGWaUa/58qFjR0RGKiIiIiLgcjWwJbH0Ooo+De17YfRKGDDHH334bHnjAsbGJiIiIiLgojWzldofnwdGvweIOpd6GNj0hIQG6d4cRIxwdnYiIiIiIy9LIVm4WcQC2Pmu2y78ED4+ECxegfn2YNctMIxQRERERkduiZCu3io+EtV0h4QoUaQJD/oDDh806Wj//DPnyOTpCERERERGXpmQrt9ozFi7vA+8SMM0Ntu0Af39YtgyKFnV0dCIiIiIiLk/3bOVWNUZD5DH4/Bj8tBby5zcjWqo8KCIiIiKSJZRs5VY2b/ggFpZshrx54ZdfoEEDR0clIiIiIpJjaBphbnL6T9j7Fly5Ag89BEuWmMWKf/oJ7r/f0dGJiIiIiOQoGtnKLS6GwJrOEB8Bkz+H346YIhiLFkGrVg4OTkREREQk51GylRuc2wKr2ptE62he+OoIFCkCS5dq6qCIiIiIiJ0o2crpTq+C1cGQEAn/usPEqxBQGn7/HapWdXR0IiIiIiI5lu7ZysmOfgt/djCJ1l5gQiLUvQ82b1aiJSIiIiJiZ0q2cqrII7C+J1hjYDswCXjmBVixAkqUcHBwIiIiIiI5n0smW9OmTaNcuXJ4e3vToEEDtmzZkm777777jqpVq+Lt7U2NGjX45ZdfsilSBzlxAl55D/6XCD8C8/xh/nfw4Yfg6eno6EREREREcgWXS7a++eYbhg0bxpgxY9ixYwdBQUG0a9eOM2fOpNp+w4YN9OjRg/79+7Nz5046d+5M586d2bt3bzZHbmdXT8KK3vDaw3DXXfDJJ7AM8O4Nf/0NDz/s6AhFRERERHIVl0u2Jk+ezIABA+jXrx933303M2bMIF++fMyePTvV9h999BHt27fn5Zdfplq1aowfP546/9/O3QdHVd97HP9sMFkCkqQhJJvwZKBUWyEIseSmDg8jkYcySqtDKaUDWqvVhhaLtUycCsofDQOjdto62M6gMNdWW28VR1u14SGoJUYJpFatuZCJRCUbKk4eJECW7Pf+4WR7t3nE8svJie/XzE52f+d3ku/57nfO/L45u2fmTP3qV78a4MgdaG2QyrdK26+Q/mes1PjfUuofpUi7NHu2tG+ftHPnJ3ceBAAAADCgfHU3wvb2dlVVVamkpCQ2lpCQoKKiIlVUVHS7T0VFhdatWxc3tnDhQu3atavHv3P27FmdPXs29rqlpUWSFIlEFIlE/oMj+M8Fvv1tfTX3WV0UPiuNin4ymPzJD/tfyeryFX2xVDZ3rhQISB7H6zed76/X7/NQRX7dIr/ukWO3yK9b5Nct8uvWYMrv+cTgq2brww8/VEdHh7KysuLGs7Ky9M4773S7Tzgc7nZ+OBzu8e+Ulpbqvvvu6zL+l7/8RSNGjPgUkV84s//2N6VPPi2N+uS1NQR0+oMMvR+Yo9q8a9U+I01qa5Oef97TOP2urKzM6xCGNPLrFvl1jxy7RX7dIr9ukV+3BkN+29ra+j3XV83WQCkpKYm7GtbS0qLx48drwYIFSklJ8TAyqSM1VYcq/6jLQzOVkPtf0tjJSgwElCsp19PIhoZIJKKysjJdc801SuRmIhcc+XWL/LpHjt0iv26RX7fIr1uDKb+dn3rrD181WxkZGRo2bJgaGxvjxhsbGxUKhbrdJxQKndd8SQoGgwoGg13GExMTPX9zddVVeq+5WdNmf9X7WIawQfFeD2Hk1y3y6x45dov8ukV+3SK/bg2G/J7P3/fVDTKSkpKUn5+vPXv2xMai0aj27NmjwsLCbvcpLCyMmy99cvmxp/kAAAAAcCH46sqWJK1bt06rV6/WlVdeqVmzZunnP/+5Tp06pZtuukmStGrVKo0dO1alpaWSpLVr12ru3Lm6//77tWTJEj3xxBM6ePCgfvOb33h5GAAAAACGON81W8uXL9c///lPbdiwQeFwWFdccYVeeOGF2E0w6uvrlZDwrwt2X/nKV/S73/1OP/3pT3X33XdrypQp2rVrl6ZOnerVIQAAAAD4DPBdsyVJa9as0Zo1a7rdVl5e3mVs2bJlWrZsmeOoAAAAAOBffPWdLQAAAADwC5otAAAAAHCAZgsAAAAAHKDZAgAAAAAHaLYAAAAAwAGaLQAAAABwgGYLAAAAAByg2QIAAAAAB2i2AAAAAMABmi0AAAAAcOAirwPwAzOTJLW0tHgciRSJRNTW1qaWlhYlJiZ6Hc6QQ37dIr9ukV/3yLFb5Nct8usW+XVrMOW3syfo7BF6Q7PVD62trZKk8ePHexwJAAAAgMGgtbVVqampvc4JWH9ass+4aDSq48ePa9SoUQoEAp7G0tLSovHjx+u9995TSkqKp7EMReTXLfLrFvl1jxy7RX7dIr9ukV+3BlN+zUytra3KyclRQkLv38riylY/JCQkaNy4cV6HESclJcXzQhvKyK9b5Nct8useOXaL/LpFft0iv24Nlvz2dUWrEzfIAAAAAAAHaLYAAAAAwAGaLZ8JBoPauHGjgsGg16EMSeTXLfLrFvl1jxy7RX7dIr9ukV+3/JpfbpABAAAAAA5wZQsAAAAAHKDZAgAAAAAHaLYAAAAAwAGaLQAAAABwgGbLZx566CFdcsklGj58uAoKCvTaa695HZIvlZaW6stf/rJGjRqlzMxMfe1rX1NNTU3cnHnz5ikQCMQ9brvtNo8i9pd77723S+4uu+yy2PYzZ86ouLhYo0eP1sUXX6wbbrhBjY2NHkbsL5dcckmX/AYCARUXF0uids/XSy+9pGuvvVY5OTkKBALatWtX3HYz04YNG5Sdna3k5GQVFRXpyJEjcXM++ugjrVy5UikpKUpLS9PNN9+sjz/+eACPYvDqLb+RSETr16/XtGnTNHLkSOXk5GjVqlU6fvx43O/oruY3b948wEcyOPVVvzfeeGOX3C1atChuDvXbs77y2925OBAIaOvWrbE51G/P+rMe68+aob6+XkuWLNGIESOUmZmpu+66S+fOnRvIQ+kRzZaP/P73v9e6deu0ceNGHTp0SNOnT9fChQt14sQJr0Pznf3796u4uFivvvqqysrKFIlEtGDBAp06dSpu3i233KKGhobYY8uWLR5F7D+XX355XO5eeeWV2LYf/ehHevbZZ/Xkk09q//79On78uK6//noPo/WX119/PS63ZWVlkqRly5bF5lC7/Xfq1ClNnz5dDz30ULfbt2zZol/84hd6+OGHVVlZqZEjR2rhwoU6c+ZMbM7KlSv11ltvqaysTM8995xeeukl3XrrrQN1CINab/lta2vToUOHdM899+jQoUN66qmnVFNTo+uuu67L3E2bNsXV9A9+8IOBCH/Q66t+JWnRokVxuXv88cfjtlO/Pesrv/8/rw0NDXrkkUcUCAR0ww03xM2jfrvXn/VYX2uGjo4OLVmyRO3t7Tpw4IB27typHTt2aMOGDV4cUlcG35g1a5YVFxfHXnd0dFhOTo6VlpZ6GNXQcOLECZNk+/fvj43NnTvX1q5d611QPrZx40abPn16t9uamposMTHRnnzyydjYP/7xD5NkFRUVAxTh0LJ27VqbPHmyRaNRM6N2/xOS7Omnn469jkajFgqFbOvWrbGxpqYmCwaD9vjjj5uZ2dtvv22S7PXXX4/Nef755y0QCNgHH3wwYLH7wb/ntzuvvfaaSbJjx47FxiZOnGgPPvig2+CGgO7yu3r1alu6dGmP+1C//def+l26dKldffXVcWPUb//9+3qsP2uGP//5z5aQkGDhcDg2Z9u2bZaSkmJnz54d2APoBle2fKK9vV1VVVUqKiqKjSUkJKioqEgVFRUeRjY0NDc3S5LS09Pjxn/7298qIyNDU6dOVUlJidra2rwIz5eOHDminJwcTZo0SStXrlR9fb0kqaqqSpFIJK6WL7vsMk2YMIFa/hTa29v12GOP6Tvf+Y4CgUBsnNq9MOrq6hQOh+PqNTU1VQUFBbF6raioUFpamq688srYnKKiIiUkJKiysnLAY/a75uZmBQIBpaWlxY1v3rxZo0eP1owZM7R169ZB8xEhPygvL1dmZqYuvfRS3X777Tp58mRsG/V74TQ2NupPf/qTbr755i7bqN/++ff1WH/WDBUVFZo2bZqysrJicxYuXKiWlha99dZbAxh99y7yOgD0z4cffqiOjo64QpKkrKwsvfPOOx5FNTREo1HdcccduuqqqzR16tTY+Le+9S1NnDhROTk5euONN7R+/XrV1NToqaee8jBafygoKNCOHTt06aWXqqGhQffdd59mz56tN998U+FwWElJSV0WUllZWQqHw94E7GO7du1SU1OTbrzxxtgYtXvhdNZkd+fezm3hcFiZmZlx2y+66CKlp6dT0+fpzJkzWr9+vVasWKGUlJTY+A9/+EPNnDlT6enpOnDggEpKStTQ0KAHHnjAw2j9YdGiRbr++uuVm5ur2tpa3X333Vq8eLEqKio0bNgw6vcC2rlzp0aNGtXlY/HUb/90tx7rz5ohHA53e47u3OY1mi185hUXF+vNN9+M+06RpLjPq0+bNk3Z2dmaP3++amtrNXny5IEO01cWL14ce56Xl6eCggJNnDhRf/jDH5ScnOxhZEPP9u3btXjxYuXk5MTGqF34USQS0Te+8Q2ZmbZt2xa3bd26dbHneXl5SkpK0ve+9z2VlpYqGAwOdKi+8s1vfjP2fNq0acrLy9PkyZNVXl6u+fPnexjZ0PPII49o5cqVGj58eNw49ds/Pa3H/I6PEfpERkaGhg0b1uXuK42NjQqFQh5F5X9r1qzRc889p3379mncuHG9zi0oKJAkHT16dCBCG1LS0tL0hS98QUePHlUoFFJ7e7uampri5lDL5+/YsWPavXu3vvvd7/Y6j9r99DprsrdzbygU6nKjonPnzumjjz6ipvups9E6duyYysrK4q5qdaegoEDnzp3Tu+++OzABDiGTJk1SRkZG7HxA/V4YL7/8smpqavo8H0vUb3d6Wo/1Z80QCoW6PUd3bvMazZZPJCUlKT8/X3v27ImNRaNR7dmzR4WFhR5G5k9mpjVr1ujpp5/W3r17lZub2+c+1dXVkqTs7GzH0Q09H3/8sWpra5Wdna38/HwlJibG1XJNTY3q6+up5fP06KOPKjMzU0uWLOl1HrX76eXm5ioUCsXVa0tLiyorK2P1WlhYqKamJlVVVcXm7N27V9FoNNboomedjdaRI0e0e/dujR49us99qqurlZCQ0OXjb+jb+++/r5MnT8bOB9TvhbF9+3bl5+dr+vTpfc6lfv+lr/VYf9YMhYWF+vvf/x73T4POf9p86UtfGpgD6Y3HN+jAeXjiiScsGAzajh077O2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hmax = 200.0\n", "\n", "hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, hmax=hmax,\n", " w_factor_loc_func=w_factor_inv_loc_func, \n", " coord_factor_loc_func=r_factor_inv_loc_func, loc_m=10,\n", " ncla=10, make_plot=False)\n", "\n", "plt.figure(figsize=(10,5))\n", "gn.covModel.plot_variogramExp1D(hexp, gexp, cexp, c='red', label='vario exp')\n", "cov_model_opt.plot_model(vario=True, hmax=hmax, c='red', label='vario opt')\n", "cov_model_base.plot_model(vario=True, hmax=hmax, c='orange', ls='dashed', label='vario ref')\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kriging and conditional simulations" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "estimate: pre-process data done: final number of data points : 68, inequality data points: 0\n", "estimate: computational resources: nthreads = 8, nproc_sgs_at_ineq = 8\n", "estimate: (Step 1) no inequality data\n", "estimate: (Step 2) set new dataset gathering data and inequality data locations...\n", "estimate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "estimate: (Step 4) do kriging on the grid (at cell centers) using data points at cell centers...\n", "estimate: call `run_MPDSOMPGeosClassicSim` [1 process of 8 thread(s) (OpenMP)] ...\n", "estimate: `run_MPDSOMPGeosClassicSim` [1 process] complete\n", "Kriging - elapsed time: 0.03166 sec\n" ] } ], "source": [ "# Kriging\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.estimate(\n", " cov_model_opt, nx, sx, ox,\n", " x=x, v=v, \n", " method='ordinary_kriging',\n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=20,\n", " nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Kriging - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve kriging estimate and standard deviation\n", "im_krig = geosclassic_output['image']" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "simulate: pre-process data done: final number of data points : 68, inequality data points: 0\n", "simulate: computational resources: nproc = 4, nthreads_per_proc = 4, nproc_sgs_at_ineq = 16\n", "simulate: (Step 1) no inequality data\n", "simulate: (Step 2) set new dataset gathering data and inequality data locations...\n", "simulate: (Step 3) do kriging at the center of grid cells containing at least one data point...\n", "simulate: (Step 4) do sgs (1000 realizations) on the grid (at cell centers) using data points at cell centers...\n", "simulate: call `run_MPDSOMPGeosClassicSim` [4 process(es) of 4 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [4 process(es)] complete\n", "1000 simul. - elapsed time: 4.179 sec\n" ] } ], "source": [ "# Simulation\n", "nreal = 1000\n", "np.random.seed(22131)\n", "t1 = time.time() # start time\n", "geosclassic_output = gn.geosclassicinterface.simulate(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v, method='ordinary_kriging', \n", " cov_model_non_stationarity_list=cov_model_non_stationarity_list,\n", " nneighborMax=20, \n", " nreal=nreal,\n", " nproc=4, nthreads_per_proc=4)\n", "t2 = time.time() # end time\n", "print(f'{nreal} simul. - elapsed time: {t2-t1:.4g} sec')\n", "\n", "# Retrieve the realizations\n", "simul = geosclassic_output['image']\n", "\n", "# Compute mean and standard deviation (pixel-wise)\n", "simul_mean = gn.img.imageContStat(simul, op='mean')\n", "simul_std = gn.img.imageContStat(simul, op='std')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the first simulations and the results of estimation\n", "plt.figure(figsize=(15,5))\n", "\n", "plt.plot(im_ref.x(), im_ref.val[0,0,0,:], c='red', ls='dashed', label='ref')\n", "\n", "for i in range(3):\n", " plt.plot(simul.x(), simul.val[i,0,0,:], label='real #{}'.format(i+1))\n", "\n", "plt.plot(im_krig.x(), im_krig.val[0,0,0,:], c='black', ls='dashed', label='estimate (krig.)')\n", "plt.fill_between(im_krig.x(), \n", " im_krig.val[0,0,0,:] - im_krig.val[1,0,0,:], \n", " im_krig.val[0,0,0,:] + im_krig.val[1,0,0,:], \n", " color='gray', alpha=.5, label='estim. +/- sd (krig.)')\n", "\n", "plt.fill_between(simul.x(), simul.val[:,0,0,:].min(axis=0), simul.val[:,0,0,:].max(axis=0), \n", " color='red', alpha=.2, label='min-max ({} real)'.format(nreal))\n", "\n", "plt.plot(x, v, '+', c='k', markersize=10, label='data') # add conditioning points\n", "\n", "plt.grid()\n", "plt.legend()\n", "plt.title(f'Results ({nreal} sim.)')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }