{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - Variogram analysis and kriging for data in 1D\n", "\n", "Interpolate a data set in 1D, using simple or ordinary kriging. Starting from a data set in 1D, the following is done:\n", "\n", "- basic exploratory analysis: variogram cloud / experimental variogram\n", "- fitting a covariance / variogram model, and cross-validation (LOO error)\n", "- interpolation by ordinary kriging (OK), simple kriging (SK)\n", "- sequential gaussian simulation (SGS) based on ordinary or simple kriging\n", "\n", "**Note:** most of the tools illustrated below can also be used for data in 2D or 3D assuming omni-directional covariance / variogram models.\n", "\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 scipy\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": [ "## Preparation - build a data set in 1D\n", "A data set in 1D is extracted from a Gaussian random field generated based on a known covariance model, called the *reference model* which will be considered as unknown further.\n", "\n", "*Note: see the notebook `ex_general_multiGaussian.ipynb` for available covariance models and examples.*" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "cov_model_ref = gn.covModel.CovModel1D(elem=[\n", " ('spherical', {'w':7., 'r':100}), # elementary contribution\n", " ('exponential', {'w':2.9, 'r':50}), # elementary contribution\n", " ('nugget', {'w':0.1}) # elementary contribution\n", " ], name='ref model')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "*** CovModel1D object ***\n", "name = 'ref model'\n", "number of elementary contribution(s): 3\n", "elementary contribution 0\n", " type: spherical\n", " parameters:\n", " w = 7.0\n", " r = 100\n", "elementary contribution 1\n", " type: exponential\n", " parameters:\n", " w = 2.9\n", " r = 50\n", "elementary contribution 2\n", " type: nugget\n", " parameters:\n", " w = 0.1\n", "*****" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_ref" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot reference variogram model\n", "plt.figure(figsize=(10,5))\n", "cov_model_ref.plot_model(vario=True)\n", "plt.title('Ref vario model')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a gaussian random field in 1D (see function `geone.grf.grf1D`), and extract data points:\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`)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Simulation grid (domain)\n", "nx = 1000 # number of cells\n", "sx = 0.5 # cell unit\n", "ox = 0.0 # origin\n", "# xmin, xmax = ox, ox + nx*sx # bounds of the simulation domain\n", "\n", "# Reference simulation\n", "np.random.seed(123)\n", "ref = gn.grf.grf1D(cov_model_ref, nx, sx, ox, nreal=1) # 2d-array of shape 1 x nx\n", "\n", "im_ref = gn.img.Img(nx, 1, 1, sx, 1., 1., ox, 0., 0., nv=1, val=ref) # fill image (Img class from geone.img) \n", "\n", "# Extract n points from the reference simulation\n", "n = 40\n", "np.random.seed(987)\n", "x = im_ref.xmin() + np.random.random(n) * (im_ref.xmax()-im_ref.xmin()) # random location in the grid\n", "f = gn.img.Img_interp_func(im_ref, iy=0, iz=0) # function interpolating the image values\n", "v_true = f(x) # value at x\n", "\n", "# Add noise (Gaussian) to the values\n", "v_err_std = 0.2\n", "v = v_true + scipy.stats.norm.rvs(size=n, loc=0, scale=v_err_std)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot reference simulation and data points\n", "plt.figure(figsize=(10,5))\n", "plt.plot(im_ref.x(), ref[0], label='ref')\n", "plt.plot(x, v_true, c='green', ls='', marker='x', markersize=5, label='true values')\n", "plt.plot(x, v, c='red', ls='', marker='+', markersize=15, label='data points')\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Start from a data set in 1D\n", "\n", "- `n`: number of data points\n", "- `x`: 1-dimensional array of length `n`: locations of data points\n", "- `v`: 1-dimensional array of length `n`: values at data points\n", "\n", "Visualise the data set and the histogram of values." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(1,2,figsize=(15,5))\n", "plt.subplot(1,2,1)\n", "plt.plot(x, v, 'r+', markersize=15)\n", "plt.xlabel('location')\n", "plt.ylabel('value')\n", "plt.grid()\n", "plt.title('data points')\n", "\n", "plt.subplot(1,2,2)\n", "plt.hist(v, color='lightblue', edgecolor='black')\n", "plt.title('Histogram of data values, mean={:.2g}, var={:2g}'.format(np.mean(v), np.var(v)))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variogram cloud\n", "Compute the variogram cloud. The pair of the i-th and j-th data points gives the point $(h(i,j), g(i,j))$ in the variogram cloud, where\n", "\n", "- $h(i,j) = \\vert\\vert x(i)-x(j)\\vert\\vert$ is the distance between $x(i)$ and $x(j)$ (lag)\n", "- $g(i,j) = 1/2 \\cdot (v(i)-v(j))^2)$ is the corresponding $\\gamma$ value\n", "\n", "The function `geone.covModel.variogramCloud1D` returns two 1-dimensional arrays `h` and `g` of same length `npair` containing the coordinates of the points in the variogram cloud. The maximal distance between two data points to be integrated in the variogram cloud can be specified by the keyword argument `hmax`. Note that a plot of the variogram cloud is made by default (keyword argument `make_plot=True`).\n", "\n", "**Note:** for data in 2D or 3D, this function computes the *omni-directional* variogram cloud." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h, g, npair = gn.covModel.variogramCloud1D(x, v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Experimental variogram\n", "Compute the experimental variogram. It is obtained from the variogram cloud by computing the mean points of variogram cloud points within vertical bands (classes for the lags). A class for a lag is an interval along the $h$-axis. \n", "\n", "The function `geone.covModel.variogramExp1D` returns three 1-dimensional arrays `hexp`, `gexp`, and `cexp` of same length (number of classes), where `hexp` and `gexp` contain the coordinates of the mean points of each class and `cexp` the number (counter) of points in each class.\n", "\n", "The variogram cloud (if already computed) can be passed directly to the function `geone.covModel.variogramExp1D` via the keyword argument `geone.covModel.variogramCloud`: in this case, the arguments `x`, `v`, (and optional `hmax`) are not used. The classes can be defined in several ways: specifying the number of classes (`ncla`) / specifying the class centers (`cla_center`) / specifying the class length(s) (`cla_length`) (in particular overlapping classes are possible), see doc of the function). Note that a plot of the experimental variogram is made by default (keyword argument `make_plot=True`) with the counters displayed (keyword argument `show_count=True`).\n", "\n", "**Note:** for data in 2D or 3D, this function computes the *omni-directional* experimental variogram." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v)\n", "# hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, variogramCloud=(g, h, npair)) # equivalent (x, v not used) " ] }, { "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": [ "hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, hmax=250, ncla=25)\n", "# hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, cla_center=np.arange(5, 250, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the function `geone.covModel.plot_variogramExp1D` allows to plot an experimental variogram (already computed): `geone.covModel.plot_variogramExp1D(hexp, gexp, cexp)` gives the plot above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model fitting\n", "The function `geone.covModelcovModel1D_fit` allows to fit a covariance / variogram model in 1D to given data.\n", "\n", "This function takes as first argument the location of the data points, as second argument the values at the data points, and at third argument a covariance model in 1D with given type of elementary contributions and with parameters to fit set to `nan`. It returns the optimal covariance model and the vector of optimal parameters.\n", "\n", "This function is based on the function `curve_fit` from `scipy.optimize` module. It fits the curve of the variogram model to the points $(h, \\gamma(h))$, where $h$ is the lag between a pair of data points and $\\gamma(h)$ is the half of the square of the difference of the values at these points (*i.e.* fit to the points of the variogram cloud). Hence, the fitting does not depend on the experimental variogram, *i.e.* on the choice of the classes for the lags.\n", "\n", "The function `geone.covModelcovModel1D_fit` also takes the keyword argument `hmax`, which specifies the maximal distance between two data points to be integrated in the fitting. Note that a plot of the optimal model returned is made by default (keyword argument `make_plot=True`).\n", "\n", "**Note:** for data in 2D or 3D, this function fits an *omni-directional* model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ERROR: covModel1D_fit: fitting covariance model failed\n" ] } ], "source": [ "cov_model_to_optimize = gn.covModel.CovModel1D(\n", " elem=[('gaussian', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('spherical', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('exponential', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('nugget', {'w':np.nan}) # elementary contribution\n", " ], name='')\n", "try:\n", " cov_model_opt, popt = gn.covModel.covModel1D_fit(x, v, cov_model_to_optimize)\n", " plt.show()\n", "except Exception as exc:\n", " print('ERROR:', exc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bounds for parameters to fit\n", "Bounds for parameters to fit can be specified to avoid meaningless optimal parameters returned (*e.g.* negative weight or range). Such bounds are given to the function `geone.covModelcovModel1D_fit` (and then to the function `curve_fit` from `scipy.optimize`) via the keyword arguments `bounds=(, )`, where the arrays of lower / upper bounds have the same length as the vector of parameters to fit, with the $i-$th entry corresponding to the $i$-th parameter to fit (set to `nan`) in the covariance model passed as third argument. Note also that the keyword argument `p0` allows to specify a vector of initial parameters (see doc of function `curve_fit`)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "*** CovModel1D object ***\n", "name = ''\n", "number of elementary contribution(s): 4\n", "elementary contribution 0\n", " type: gaussian\n", " parameters:\n", " w = 4.676321570099125e-08\n", " r = 80.7522710352472\n", "elementary contribution 1\n", " type: spherical\n", " parameters:\n", " w = 13.843363090302038\n", " r = 97.1384629827674\n", "elementary contribution 2\n", " type: exponential\n", " parameters:\n", " w = 2.9867267281186667e-13\n", " r = 74.79632981405173\n", "elementary contribution 3\n", " type: nugget\n", " parameters:\n", " w = 0.26719882643054554\n", "*****" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_to_optimize = gn.covModel.CovModel1D(\n", " elem=[('gaussian', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('spherical', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('exponential', {'w':np.nan, 'r':np.nan}), # elementary contribution\n", " ('nugget', {'w':np.nan}) # elementary contribution\n", " ], name='')\n", "cov_model_opt, popt = gn.covModel.covModel1D_fit(x, v, cov_model_to_optimize,# hmax=300,\n", " bounds=([ 0, 0, 0, 0, 0, 0, 0], \n", " [20, 300, 20, 300, 20, 300, 20]),\n", " make_plot=False)\n", "# bounds are given for:\n", "# index 0: parameter 'w' of gaussian contribution\n", "# index 1: parameter 'r' of gaussian contribution\n", "# index 2: parameter 'w' of spherical contribution\n", "# index 3: parameter 'r' of spherical contribution\n", "# index 4: parameter 'w' of exponential contribution\n", "# index 5: parameter 'r' of exponential contribution\n", "# index 6: parameter 'w' of nugget contribution\n", "\n", "# Compare variogram exp. / variogram opt. / variogram ref\n", "plt.figure(figsize=(10,5))\n", "gn.covModel.plot_variogramExp1D(hexp, gexp, cexp, label='vario exp')\n", "# hexp, gexp, cexp = gn.covModel.variogramExp1D(x, v, hmax=250, ncla=25, label='vario exp') # equiv.\n", "cov_model_opt.plot_model(vario=True, hmax=250, label='vario opt')\n", "cov_model_ref.plot_model(vario=True, hmax=250, label='vario ref')\n", "plt.legend()\n", "plt.show()\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. Given a data set, a covariance model and a kriging interpolator, the kriging estimate $Z^*(x)$ and standard deviation $\\sigma^*(x)$ are computed at each data point $x$, based on the data set without that data point $(x, Z(x))$ and the given covariance model.\n", "\n", "The interpolator (function) used is passed by the keyword argument `interpolator` of the function `geone.covModel.cross_valid_loo`; the keyword argument `interpolator_kwargs` is a dictionary containing the keyword arguments that are passed to the function `interpolator`. By default:\n", "\n", "- `interpolator=geone.covModel.krige`, `interpolator_kwargs=None`: the function `geone.covModel.krige` is used as interpolator with default parameters, *i.e.* simple_kriging is used with mean value at the data points taken into account (*i.e* without the removed data point)\n", "\n", "To use ordinary kriging as interpolator, set `interpolator_kwargs={'method':'ordinary_kriging'}` (see below details about the function `geone.covModel.krige`).\n", "\n", "The continuous rank probability score (CRPS) is computed for each data point $x$ and defined as\n", "$\\operatorname{crps}(F, x) = -\\int_{-\\infty}^{+\\infty} \\left(F(y)-\\mathcal{1}\\{y\\geqslant x\\}\\right)^2 dy$, where $F$ is the cumulative distribution function (CDF) of the prediction at $x$, i.e. in this case, $F$ is the CDF of a normal distribution of mean $Z^*(x)$ and variance ${\\sigma^*}^2(x)$, $\\mathcal{N}(Z^*(x), {\\sigma^*}^2(x))$. A \"default\" CRPS, corresponding to the unbiased prediction (i.e. $Z^*(x)=Z(x)$) with a variance given by the variance of the data values, is also computed.\n", "\n", "Two statisic tests are performed on the normalized error $errn(x) = (Z^*(x)-Z(x))/\\sigma^*(x)$, which should approximately follows a standard normal distribution, $\\mathcal{N}(0, 1)$. Let $n$ be the number of data points.\n", "\n", "#### Normal law test for mean of normalized error\n", "With $\\operatorname{mean}(errn)=1/n\\sum_i errn(x[i])$, the test computes:\n", "\n", "- the p-value: $\\mathbb{P}\\left(\\vert Z\\vert \\geqslant \\vert\\operatorname{mean}(errn)\\vert\\right)$, where $Z\\sim\\mathcal{N}(0, 1/n)$\n", "\n", "#### Chi-square test for the sum of squares of normalized error\n", "With $SSerrn = \\sum_i errn(x[i])^2$, the test computes:\n", "\n", "- the p-value: $\\mathbb{P}\\left(X \\geqslant SSern\\right)$, where $X\\sim\\mathcal{\\chi}^2_{n}$, the chi-square distribution with $n$ degrees of freedom\n", "\n", "#### Interpretation\n", "A low p-value (e.g. below a significance level $\\alpha=5\\%$) means that the model should be rejected (falsely rejected with probability $\\alpha$): the smaller the p-value, the more evidence there is to reject the model. Each test computes the p-value and the result (success/failure): the boolean `success=(p-value > significance)`, which means that the model should be rejected when `success=False` with respect to the specified `significance` level.\n", "\n", "#### Other statistics and plots\n", "Specifying the keyword argument `print_result=True` (default), the function `geone.covModel.cross_valid_loo` prints the results of the statistics tests above, and some other statistics of the normalized error: the mean, standard deviation, skewness, excess kurtosis, to be compared with the standard normal distribution $\\mathcal{N}(0,1)$.\n", "\n", "Specifying the keyword argument `make_plot=True` (default), the function `geone.covModel.cross_valid_loo` displays some plots about the cross-validation. \n", "\n", "#### Returns\n", "The function returns\n", "\n", "- `cv_est`, `cv_std`: respectively the cross-validation estimates $Z^*(x)$ and standard deviation $\\sigma^*(x)$ for every data point (sequence / array of length $n$)\n", "- `crps`, `crps_def`: the CRPS for every data points (array `crps`), and the \"default\" CRPS (of the unbiased prediction with a variance given by the variance of the data values) (float `crps_def`)\n", "- `pvalue`, `success`: respectively the p-values (floats) and the result (booleans) of each test (sequence of length $2$)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- CRPS (negative; the larger, the better) -----\n", " mean = -0.8601\n", " def. = -0.8052\n", "----- 1) \"Normal law test for mean of normalized error\" -----\n", " p-value = 0.9614\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 = 0.6511\n", " success = True (wrt significance level 0.05)\n", " (-> model has no reason to be rejected)\n", "----- Statistics of normalized error -----\n", " mean = 0.007651 (should be close to 0)\n", " std = 0.9486 (should be close to 1)\n", " skewness = -0.2492 (should be close to 0)\n", " excess kurtosis = 0.8769 (should be close to 0)\n" ] }, { "data": { "image/png": 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Z19n7IyIiUljMmTOHyMjITK+ceu9kuJbf4ytXrsRisfD44487lD/55JMYhsGqVasA7NN5PPbYYw71Ro0ale25s5rTtESJEvb3SUlJnDp1yj4v7Pbt2zPVf+ihh+zvLRYLLVq0wDAMHnzwQXt5mTJluO666zhw4EC2sQDExsZiGEamZ43o6Gh27NjBoEGD8Pf3t5d36dLF4XkY4PPPP8ff358uXbpw6tQp+6t58+aUKlWKdevWOdQPCQnh5ptvtm9XrFgxU6x58Rx2qYEDB5KcnMwXX3xhL1uyZAlpaWlZzt1btmzZKz4zff/996SkpDB69GiHBSwefvhh/Pz8cpxPOTsnT55kw4YNDB06NNPz7uU9ESHrn6cMV/puUKZMGRISEq5qehKR/KYEmkgh4efnB8C5c+dydVzNmjUdtk+ePEliYiLXXXddproNGjTAarVy5MgRAF588UXOnj1LvXr1uP7663n66af5448/7PW9vb157bXXWLVqFZUqVaJdu3a8/vrrxMTEOBWb2WzONMlpvXr1ALKdQy038V+tn376ibCwMG6++eZMQyYvZ2QzX1ubNm0YPnw4mzdvplu3btlOgp9xfFYPF5eqUKECnTp14rPPPrOXLVmyBA8PD/r27Wsvu9JndiWnT5/m3nvvpWzZsnz88cdZrgzWvn17h4fmDJ06dXKYFDe7ewMwbdo0ypUrx44dO3jzzTcJCAjIsp6z90dERKSwaNmyJZ07d870yu4PS5e6lt/jhw4donLlypn+2JoxfcWhQ4fs/zWbzZmeEXNaZfHyumBLYj3xxBNUqlSJEiVKULFiRXu9uLi4TPUvT6z4+/vj4+NDhQoVMpU7+4fZy581MtpYt27dTHUvf3b8559/iIuLIyAggIoVKzq8zp8/b59AP7v4wZawujTWa30Ou1z9+vW54YYb+Pjjj+1lH3/8MTfeeGOWn5dhGFd8Zsq4R5ffDy8vL2rVqmXfnxsZScTQ0FCn6mf18wTOfTd47LHHqFevHj169KBq1aoMHTrUnhQWcTUl0EQKCT8/PypXrszOnTtzdVxWiQ5ntWvXjv3797NgwQJCQ0N57733aNasGe+99569zujRo9m7dy9TpkzBx8eHF154gQYNGvDbb79d9XVdKTY2lnvvvRc/Pz8++eSTbJdFL1++PEC2D3jJycn2BQv2799PYmJilvUyjr/84TEr99xzD3v37mXHjh0AfPbZZ3Tq1MnhWGc+s+wYhsGgQYM4duwYixYtyjQfWVbWr1+f5Vx35cuXz/Hh97fffrM/mP7555/Z1svN/RERESnqruX3eH7K6nmyX79+zJ8/n0cffZSvvvqK1atX2xMZVqs1U/2snqmye87K6Y9wAOXKlcNkMl31CAiwxRgQEJBlb8HIyMhM8/E6E2t+fH4DBw7khx9+4N9//2X//v388ssv2a4cf+bMmSLxzHQt308CAgLYsWMH33zzjX3Ovx49ejBo0KA8jFDk6iiBJlKI3Hrrrezfv99hxZ3cqlixIr6+vuzZsyfTvt27d2M2m6lWrZq9rFy5cgwZMoT//e9/HDlyhEaNGmVagad27do8+eSTrF69mp07d5KSkuLUCkpWqzVTF/29e/cCZLsAQW7iv5peS4MHD+bIkSMsXLgwy8lmM9SvXx+AqKioLPeHhYXx999/M23aNKKiohg3blyW9TKOd2Zxgz59+uDl5cWSJUvYsWMHe/fu5Z577slUz5nPLCvTp09nxYoVjB49OseJhJ1Rv359zpw5k+VfoBMSEhgyZAghISE88sgjvP7662zZsiXL80RFRVGhQgUqVqx4TfGIiIgUFVf6PZ7d802NGjU4duxYptEKu3fvtu/P+K/Vas30DLNv3z6nYzxz5gxr1qxh3LhxhIeHc8cdd9ClS5dMvYfyi4eHB7Vr187Uhow2ZjWE8vJnx9q1a3P69GnatGmTZY/Bxo0bX1VsV/McltMz6z333IPFYuF///sfH3/8MZ6eng7Td1wqKirqis+UGffo8vuRkpJCVFSUfX9uZHzuuf1D/+Wc/W7g5eVF7969mTt3Lvv372fYsGF8+OGHufoZFskPSqCJFCLPPPMMJUuW5KGHHuL48eOZ9u/fv/+KSzhbLBa6du3KsmXLHIZJHj9+nE8++YS2bdvah4tevgx5qVKlqFOnDsnJyQAkJiaSlJTkUKd27dqULl3aXudKZs+ebX9vGAazZ8/G09OTTp06XXP8JUuWBHBYkjsnM2fOZPny5YwaNYrbbrstx7pVqlShWrVqbN26NdO+X3/9lWnTpjF69GiefPJJnn76aWbPns0PP/yQqe62bdswmUwOqyhlp0yZMnTr1o3PPvuMTz/9FC8vL/r06eNQ50qfWXa2bNnC+PHjad68Oa+++uoVY7mS1q1bYxgG27Zty7Tv2Wef5fDhw3zwwQdMnz6d4OBgBg0alGWM27Ztc+reiIiIFAfO/B7P7vmmZ8+epKenOzxbAcyYMQOTyUSPHj0A6NatGwBz5851qPfWW285HWdGb6zLe4rNnDnT6XNcq9atW2d6DgsKCqJJkyZ88MEHDn/Ei4yMZNeuXQ51+/XrR3p6Oi+99FKmc6elpTn9/Hipq30OK1myZLbXq1ChAj169GDx4sV8/PHHdO/ePcteZnFxcezfv5+bbropx2t17twZLy8v3nzzTYfP7/333ycuLu6q/ohasWJF2rVrx4IFCzh8+LDDviv1Jrzclb4bXH6PzWazfX5BZ79/iOQXjytXEZGCUrt2bT755BP7MuADBw4kNDSUlJQUfv75Zz7//HMGDx58xfO8/PLLREZG0rZtWx577DE8PDx45513SE5O5vXXX7fXCwkJoUOHDjRv3pxy5cqxdetWvvjiC/vknnv37qVTp07069ePkJAQPDw8+Prrrzl+/HiWPaMu5+PjQ0REBIMGDaJVq1asWrWKFStW8Nxzz+XY48jZ+Js0aYLFYuG1114jLi4Ob29vbrnllizn2/rjjz949tlnKVWqFI0bN2bx4sVZXrtRo0b2X9K33347X3/9tcN8E0lJSQwaNIi6deval+wODw9n+fLlDBkyhD///NP+4Au2B7o2bdrYh4ReSf/+/RkwYABz586lW7dulClTxmH/lT6zrCQmJtK/f39SU1O59dZbHeZZu1SlSpWyXYL9cm3btqV8+fJ8//333HLLLfbytWvXMnfuXMLCwuxLzy9cuJAOHTrwwgsvOHx+J06c4I8//mDEiBFOXVNERKSoc+b3ePPmzQF4/PHH6datGxaLhXvuuYfevXvTsWNHJkyYwMGDB2ncuDGrV69m2bJljB49mtq1a9uPv/POO5k5cyanT5/mxhtv5IcffrD39HGmB7+fn5997tvU1FSqVKnC6tWrs+2Znx9uv/12PvroI/bu3WufJwtgypQp9OrVi7Zt2zJ06FBiY2N56623aNiwIefPn7fXa9++PcOGDWPKlCns2LGDrl274unpyT///MPnn3/OrFmzuOuuu3IV09U8h4HtM/n++++ZPn06lStXpmbNmrRq1cq+f+DAgfZYskr4gW1xAMMwuP3223O8VsWKFRk/fjzh4eF0796d2267jT179jB37lxuuOGGbIeHXsmbb75J27ZtadasGY888gg1a9bk4MGDrFixwj79yJU4893goYceIjY2lltuuYWqVaty6NAh3nrrLZo0aeLUiA6RfFWwi36KiDP27t1rPPzww0ZwcLDh5eVllC5d2mjTpo3x1ltvGUlJSfZ6gDFixIgsz7F9+3ajW7duRqlSpQxfX1+jY8eOxs8//+xQ5+WXXzZatmxplClTxihRooRRv35945VXXjFSUlIMwzCMU6dOGSNGjDDq169vlCxZ0vD39zdatWplfPbZZ1dsw6BBg4ySJUsa+/fvN7p27Wr4+voalSpVMsLCwhyW1M5ox+VLdTsTv2EYxvz5841atWoZFovFAIx169ZlGY8zS89fHsf27dsNwPjxxx/tZWPGjDEsFovx66+/Opx/69athoeHhzF8+HB72dmzZw0vLy/jvffeu+L9yhAfH2+UKFHCAIzFixdn2n+lzywrUVFRTrW9ffv2TsdpGIbx+OOPG3Xq1HGIvUaNGkazZs2M1NRUh7pjxowxzGazsWnTJnvZvHnzDF9fXyM+Pj5X1xUREXGFjGeJLVu2ZLm/ffv2RsOGDR3KatSoYQwaNMi+7czv8bS0NGPUqFFGxYoVDZPJZFz6le3cuXPGmDFjjMqVKxuenp5G3bp1jalTpxpWq9XhugkJCcaIESOMcuXKGaVKlTL69Olj7NmzxwCMV1991V4vLCzMAIyTJ09mas+///5r3HHHHUaZMmUMf39/4+677zaOHTuW6Xkpu3NkPAs6c5+ykpycbFSoUMF46aWXMu378ssvjQYNGhje3t5GSEiI8dVXXxmDBg0yatSokanuu+++azRv3twoUaKEUbp0aeP66683nnnmGePYsWP2OjVq1DB69eqVZayXPh858/ll3I9L7d6922jXrp39Ge/Sn4mMtpYtW9bw9/c3Lly4kOX96N+/v9G2bdss92Vl9uzZRv369Q1PT0+jUqVKxvDhw40zZ8441Mnp88/Kzp077T8TPj4+xnXXXWe88MILTp3P2e8GX3zxhdG1a1cjICDA8PLyMqpXr24MGzbMiI6OdrrtIvnFZBi57HMpIuKEwYMH88UXXzj8JbAo6tSpE5UrV+ajjz7K9bEzZ87k9ddfZ//+/dc0mWphdeDAAerXr8+qVauyHZKbk6ZNm9KhQwdmzJiRD9GJiIjIpXbs2EHTpk1ZvHgx999/v6vDccpLL73EwoUL+eeff7Kd5L84SEtLo3LlyvTu3Zv3338/0/6YmBhq1qzJp59+esUeaIVVcfluIO5Nc6CJiORg8uTJLFmyJNdLfqempjJ9+nSef/75Ypk8A9uEsg8++OBVzakWERHBP//8w/jx4/MhMhEREfd24cKFTGUzZ87EbDbTrl07F0R0dcaMGcP58+f59NNPXR1Kvlq6dCknT55k4MCBWe6fOXMm119/fZFNnokUF+qBJiL5Qn9lEhEREXGN8PBwtm3bRseOHfHw8GDVqlWsWrWKRx55hHfeecfV4cl/fv31V/744w9eeuklKlSowPbt210dUr7RdwMpDrSIgIiIiIiISDFy0003ERkZyUsvvcT58+epXr06kyZNYsKECa4OTS4xb948Fi9eTJMmTVi0aJGrwxGRK1APNBERERHJUxs2bGDq1Kls27aN6Ohovv76a/r06ZPjMcnJybz44ossXryYmJgYgoKCmDhxIkOHDi2YoEVERERyoB5oIiIiIpKnEhISaNy4MUOHDqVv375OHdOvXz+OHz/O+++/T506dYiOjsZqteZzpCIiIiLOUQJNRERERPJUjx496NGjh9P1IyIi+OGHHzhw4ADlypUDIDg4OJ+iExEREck9t0qgWa1Wjh07RunSpTGZTK4OR0RERIoAwzA4d+4clStXxmzWAub54ZtvvqFFixa8/vrrfPTRR5QsWZLbbruNl156KduVjJOTk0lOTrZvW61WYmNjKV++vJ7zRERExCm5ec5zqwTasWPHqFatmqvDEBERkSLoyJEjVK1a1dVhFEsHDhxg48aN+Pj48PXXX3Pq1Ckee+wxTp8+zcKFC7M8ZsqUKYSHhxdwpCIiIlIcOfOc51aLCMTFxVGmTBmOHDmCn5+fq8MpUKmpqaxevZquXbvi6enp6nAKlDu3HdR+d26/O7cd3Lv97tx2yPv2x8fHU61aNc6ePYu/v38eROheTCbTFRcR6Nq1Kz/++CMxMTH2e/zVV19x1113kZCQkGUvtMt7oMXFxVG9enW3fM4TEZHCLzEljZavrAFg84RO+Hr9158pLQG+qmx73/cYeJR0UYTuKTfPeW7VAy2jO7+fn5/bPVilpqbi6+uLn5+f232Zcue2g9rvzu1357aDe7ffndsO+dd+DQvMP0FBQVSpUsXhwbVBgwYYhsG///5L3bp1Mx3j7e2Nt7d3pnJ3fM4TEZHCzyMlDbO3L2D7XXUxgWYB3/8q+fkpgeYizjznaSIPEREREXGpNm3acOzYMc6fP28v27t3L2azWcNmRUREpFBQAk1ERERE8tT58+fZsWMHO3bsACAqKoodO3Zw+PBhAMaPH8/AgQPt9e+77z7Kly/PkCFD2LVrFxs2bODpp59m6NCh2S4iICIiIlKQlEATERERkTy1detWmjZtStOmTQEYO3YsTZs2ZeLEiQBER0fbk2kApUqVIjIykrNnz9KiRQvuv/9+evfuzZtvvumS+EVEREQu51ZzoImIiIhI/uvQoQM5rVO1aNGiTGX169cnMjIyH6OyLVWflpZGenp6vl5Hro3FYsHDw0PzDoqISKGiBJqIiIiIFHspKSlER0eTmJjo6lDECb6+vgQFBeHl5eXqUERE8pfJApV7XnwvhZYSaCIiIiJSrFmtVqKiorBYLFSuXBkvLy/1biqkDMMgJSWFkydPEhUVRd26dTGbNeuMiBRjFh/osMLVUYgTilQC7ejRozz77LOsWrWKxMRE6tSpw8KFC2nRooWrQxMRERGRQiolJQWr1Uq1atXw9fV1dThyBSVKlMDT05NDhw6RkpKCj4+Pq0MSEREpOgm0M2fO0KZNGzp27MiqVauoWLEi//zzD2XLlnV1aCIiIiJSBKgnU9Ghz0pERAqbIpNAe+2116hWrRoLFy60l9WsWdOFEYmIiIiIiIiIXIO0BPgywPb+zhPgUdK18Ui2ikwC7ZtvvqFbt27cfffd/PDDD1SpUoXHHnuMhx9+ONtjkpOTSU5Otm/Hx8cDkJqaSmpqar7HXJhktNfd2g3u3XZQ+925/e7cdnDv9rtz2yHv2++u91FEREQKSLoWuCkKikwC7cCBA8ybN4+xY8fy3HPPsWXLFh5//HG8vLwYNGhQlsdMmTKF8PDwTOWrV6922/kv8nt5+MLMndsOar87t9+d2w7u3X53bjvkXfu1aqNI9hYtWsTo0aM5e/as08fExMTwwAMP8PPPP+Pp6ZmrY0VERFylyCTQrFYrLVq0YPLkyQA0bdqUnTt38vbbb2ebQBs/fjxjx461b8fHx1OtWjW6du2Kn59fgcRdWKSmphIZGUmXLl3w9PR0dTgFyp3bDmq/O7ffndsO7t1+t2t7Uhz4+Ns387r9GT3YRSRvzJgxg+joaHbs2IG/v/+VDxARESkEikwCLSgoiJCQEIeyBg0a8OWXX2Z7jLe3N97e3pnKPT093eMLRRbUdvdsO6j97tx+d247uHf7i33bremwbjJsng+PboCywQ6786r9xfoeSrGSmppaJH5e9+/fT/Pmzalbt66rQxERcQtxcXH52qM+LS0ND4/8Sy/5+voWij+4FJkEWps2bdizZ49D2d69e6lRo4aLIhIRERGXMpnhxN+QHAc7v4Sbn3R1RFLUpCVkv89kAYuPc3Uxg0eJK9e9iomhrVYr06ZN49133+XIkSNUqlSJYcOGcf/991OzZk0+/fRT5s6dy6+//srbb78NwOjRo1m0aBFPP/00R44coX379rz33ntUq1YNgN9//53Ro0ezdetWTCYTdevW5Z133qFFixZXjGfRokVMnDiRU6dO0a1bN9q2bZupzrJlywgPD2fXrl1UrlyZQYMGMWHCBDw8PAgODubQoUMAfPjhhwwaNIhFixbl+r6IiIhz4uLimD1nDmn5OaeryQSGkW+n9/D0ZOSIES5PohWZBNqYMWO46aabmDx5Mv369WPz5s28++67vPvuu64OTURERApKahKkJ9uGbJpMcOt0aHwPhNzm6sikKPqsVPb7KveEDisubn8ZkP0kzwHtofP6i9vLgiH5VOZ69+X+y8X48eOZP38+M2bMoG3btkRHR7N79277/nHjxvHGG2/QtGlTfHx8+O6770hMTOSVV17hww8/xMvLi8cee4x77rmHn376CYD777+fpk2bMm/ePCwWCzt27HCq59qvv/7Kgw8+yJQpU+jTpw8RERGEhYU51Pnxxx8ZOHAgb775JjfffDP79+/nkUceASAsLIwtW7YwcOBA/Pz8mDVrFiVKlMjqUiIikkcSExNJS02l6o0d8fErm+fnj48+zIk/t+bb+ZPiz/DvL+tITExUAs1ZN9xwA19//TXjx4/nxRdfpGbNmsycOZP777/f1aGJiIhIQTiyBZY9BkFN4M75trLSgUqeSbF17tw5Zs2axezZs+1z/tauXZu2bdty8OBBwNbbrG/fvg7HpaamMnv2bFq1agXABx98QIMGDdi8eTMtW7bk8OHDPP3009SvXx/A6aGUs2bNonv37jzzzDMA1KtXj59//pmIiAh7nfDwcMaNG2ePt1atWrz00ks888wzhIWFUbFiRby9vSlRogSBgYFXf3NERIoNs+0PMRnv84mPX1lKlKuQ5+dNij+Tr+cvTIpMAg3g1ltv5dZbb3V1GCIiIlKQUi/Auldg0xwwrLZFA86fhFIVXR2ZFHX9zme/z2Rx3L7zRA4nuuwLz+0HrzYiB3///TfJycl06tQp2zpZDbv08PDghhtusG/Xr1+fMmXK8Pfff9OyZUvGjh3LQw89xEcffUTnzp25++67qV27tlPx3HHHHQ5lrVu3dkig/f777/z000+88sor9rL09HSSkpJITEzE19f3itcREXErHiUcezFLoVWkEmgiIiLiZg7/AstGwOl9tu1G90D3KeBbzrVxSfGQmznJ8qtuDpwZ3liyZO6vNWnSJO677z5WrFjBqlWrCAsL49NPP82UHLsa58+fJzw8PFOvOAAfH58sjhARESka8q9/oIiIiMjVSkmEiPGwoLsteVY6CO5dAn3fUfJM3EbdunUpUaIEa9asydVxaWlpbN261b69Z88ezp49S4MGDexl9erVY8yYMaxevZq+ffuycOHCK563QYMG/Prrrw5lv/zyi8N2s2bN2LNnD3Xq1Mn0Mpv11UNERIou9UATERGRwic9Gf76GjCgyf3Q7RUokfcT04oUZj4+Pjz77LM888wzeHl50aZNG06ePMlff/2V47BOT09PRo0axZtvvomHhwcjR47kxhtvpGXLlly4cIGnn36au+66i5o1a/Lvv/+yZcsW7rzzzivG8/jjj9OmTRumTZvG7bffznfffecwfBNg4sSJ3HrrrVSvXp277roLs9nM77//zs6dO3n55Zev+Z6IiBQ7aQm2xWfANgVAHvVilrynPwOJiIhI4ZB64eIS6CXKQp+5cP8Xtv8qeSZu6oUXXuDJJ59k4sSJNGjQgP79+3PiRE7zsYGvry/PPvss9913H23atKFUqVIsWbIEAIvFwunTpxk4cCD16tWjX79+9OjRg/Dw8CvGcuONNzJ//nxmzZpF48aNWb16Nc8//7xDnW7duvHtt9+yevVqbrjhBm688UZmzJhBjRo1rv4miIgUd8mnsl69WQoV9UATERER14v6Eb4ZCe2fhSb32cpq3+LamEQKAbPZzIQJE5gwYUKmfUZGwjkLffv2zXIeMi8vL/73v/9ddTxDhw5l6NChDmVPPvmkw3a3bt3o1q1btudYunTpVV9fRETEVdQDTURERFwn+TyseBI+uBXOHIRNc8FqdXVUIiIiIiIOlEATERER1ziwHua2hi3v2bZbDIUhK0ETjYu4RI8ePShVqlSWr8mTJ7s6PBEREZfSEE4REREpWEnxEPkCbFtk2/avDre/BbU6uDIqkWJh8ODBDB48+KqOfe+997hw4UKW+8qV0+q3IiLi3pRAExERkYJ1Yhds+8D2/oaHoPMk8C7t0pBEBKpUqeLqEERERAotJdBEREQk/1mtF4dmVr8ROk2EqjdAzZtdG5eIiIiIS5mhXIuL76XQUgJNRERE8tc/kRAxDu77DMrXtpXdPNa1MYmIiIgUBh4loPsWV0chTlB6U0RERPLHhTOw9DH4+C44vQ9+eM3VEYmIiIiIXBX1QBMREZG8tycCvh0N56IBE9z4GNzyvKujEhERERG5KkqgiYhIsZRuNfgnzsTyP6IJKlOSljXLYTGbXB1W8ZcYCxHj4Y9Pbdvl68Dtc2zznomIiIiIo7REWBFie99rF3j4ujYeyZYSaCIiUuxE7Ixm0jd/ERNvgV1/AhDk70NY7xC6hwa5OLpibvsHtuSZyQytR0DHCeBZwtVRiYiIiBRSBiQcuvheCi3NgSYiIsVKxM5ohi/eTkx8skN5TFwSwxdvJ2JntIsicxM3joCGd8DQ1dD1ZSXPRERERKRYUAJNRESKjZQ0K899/WeWf7vLKAtfvot0q/66l2d2fQMf9YX0VNu2hxfcvQiq3eDSsERERERE8pISaCIiUixE7IzmxilriE1IzbaOAUTHJbE5KrbgAiuuEk7B54Phswdg/xrYusDVEYk4zTAMElPSXPIyjNwl8Dt06MCoUaMYPXo0ZcuWpVKlSsyfP5+EhASGDBlC6dKlqVOnDqtWrbIfs3PnTnr06EGpUqWoVKkSDzzwAKdOnbLvj4iIoG3btpQpU4by5ctz6623sn//fvv+gwcPYjKZ+Oqrr+jYsSO+vr40btyYTZs2XfvNFxERKaI0B5qIiBR5GcM2nf1aeuJcUr7GU6wZBvz1Nax8ChJPg8kCbcdA88GujkzEaRdS0wmZ+J1Lrr3rxW74euXuEfyDDz7gmWeeYfPmzSxZsoThw4fz9ddfc8cdd/Dcc88xY8YMHnjgAQ4fPkxKSgq33HILDz30EDNmzODChQs8++yz9OvXj7Vr1wKQkJDA2LFjadSoEefPn2fixInccccd7NixA7P54t/XJ0yYwLRp06hbty4TJkzg3nvvZd++fXh46CuEiIi4H/32ExGRIi3dahC+fFeuplwNKO2Tb/EUa+dPwIon4e9vbNsBDaHPHKjc1LVxiRRzjRs35vnnnwdg/PjxvPrqq1SoUIGHH34YgIkTJzJv3jz++OMPvv/+e5o2bcrkyZPtxy9YsIBq1aqxd+9e6tWrx5133ulw/gULFlCxYkV27dpFaGiovfypp56iV69eAISHh9OwYUP27dtH/fr187vJIiIihY4SaCIiUqRtjoolOs65HmUmINDfh5Y1y+VvUMXV8idgz0owe8DNT8LNT9nmPBO5zIYNG5g6dSrbtm0jOjqar7/+mj59+jh17E8//UT79u0JDQ1lx44d+RJfCU8Lu17sli/ndubaudWoUSP7e4vFQvny5bn++uvtZZUqVQLgxIkT/P7776xbt45SpUplOs/+/fupV68e//zzDxMnTuTXX3/l1KlTWK1WAA4fPuyQQLv0ukFBQfZrKIEmIpKXTOAfcvG9FFpKoImISJGW2+GYYb1DsJj1cHJVur5sm/us1zQIauzqaKQQS0hIoHHjxgwdOpS+ffs6fdzZs2cZOHAgnTp14vjx4/kWn8lkyvUwSlfy9PR02DaZTA5lJpPt3zSr1cr58+fp3bs3r732WqbzZCTBevfuTY0aNZg/fz6VK1fGarUSGhpKSkpKtte99BoiIpKHPHyh11+ujkKcUHSeHERERLLg7HDMciU9mXzH9XQPDcrniIoJw4A/P4fT+6HjeFtZ+drw4GowKQEpOevRowc9evTI9XGPPvoo9913HxaLhaVLl+Z9YG6gWbNmfPnllwQHB2c5V9np06fZs2cP8+fP5+abbwZg48aNBR2miIhIkaNVOEVEpEhrWbMcQf4+OXZ4L1/Si1/Gd1byzFnx0fC/e+Grh+GH1+Dotov7lDyTfLJw4UIOHDhAWFiYU/WTk5OJj493eAmMGDGC2NhY7r33XrZs2cL+/fv57rvvGDJkCOnp6ZQtW5by5cvz7rvvsm/fPtauXcvYsWNdHbaIiEihpwSaiIgUaRazibDetnkjMqd2DEzAK3eE4uWhX3lXZBiw4xOY2wr2rgKLF9zyPAQ2uvKxItfgn3/+Ydy4cSxevNjpFR6nTJmCv7+//VWtWrV8jrJoqFy5Mj/99BPp6el07dqV66+/ntGjR1OmTBnMZjNms5lPP/2Ubdu2ERoaypgxY5g6daqrwxYRcV9pibCioe2VlujqaCQHGsIpIiJFXvfQIOYNaEb48l0OCwqU8YKX+zZWzzNnxB21LRKwL9K2XbkZ9JkLAQ1cG5cUe+np6dx3332Eh4dTr149p48bP368Q8+p+Pj4YplEW79+faaygwcPZiozjItrEdetW5evvvoq23N27tyZXbt2ZXt8cHCwwzZAmTJlMpWJiEheMCBu18X3UmgpgSYiIsVC99AguoQEsjkqlhPnkijv68HJXb/QrWElV4dW+KWnwoLuEHfY1uus43PQehRY9Jgg+e/cuXNs3bqV3377jZEjRwK2ieoNw8DDw4PVq1dzyy23ZDrO29sbb2/vgg5XRERE3JSejEVEpNiwmE20rl0egNTUVFb+7eKAigqLJ3QYB1sX2HqdVbzO1RGJG/Hz8+PPP/90KJs7dy5r167liy++oGbNmi6KTEREROQiJdBERETcjWHAtoXgXw3qdrGVNbkPGt8DZotrY5Ni4fz58+zbt8++HRUVxY4dOyhXrhzVq1dn/PjxHD16lA8//BCz2UxoaKjD8QEBAfj4+GQqFxEREXEVJdBERETcyZlD8M0oiPoBSgfBY79AiTK21TVNSp5J3ti6dSsdO3a0b2fMVTZo0CAWLVpEdHQ0hw8fdlV4IiIiIrmmBJqIiIg7sFph6/sQGQapCeBRAm56HLxLuzoyKYY6dOiQ44TzixYtyvH4SZMmMWnSpLwNCjQJfhGiz0pERAobs6sDuFqvvvoqJpOJ0aNHuzoUERGRwi02Cj68DVY+ZUueVW8Nw3+C1o9pyKa4BU9PTwASExNdHIk4K+OzyvjsRESKLxOUrGF7YXJ1MJKDItkDbcuWLbzzzjs0atTI1aGIiIgUbmcPw7ybIDURPH2hUxi0fATMRfZvaCK5ZrFYKFOmDCdOnADA19cXk0lfUgojwzBITEzkxIkTlClTBotFSX4RKeY8fOH2g66OQpxQ5BJo58+f5/7772f+/Pm8/PLLrg5HRESkcCtTHer3gvhouP0tKFfL1RGJuERgYCCAPYkmhVuZMmXsn5mIiEhhUOQSaCNGjKBXr1507tz5igm05ORkkpOT7dvx8fEApKamkpqamq9xFjYZ7XW3doN7tx3Ufnduvzu3Hdy4/dZ0jM3z8U71u9j27tPAswSYzOAG9yOvP3u3+xkqpkwmE0FBQQQEBOgzLeQ8PT3V80xERAqdIpVA+/TTT9m+fTtbtmxxqv6UKVMIDw/PVL569Wp8fX3zOrwiITIy0tUhuIw7tx3Ufnduvzu3Hdyr/aWSomly+D3KJ/xDY//mRK72t62u6aby6rPXvFnFi8ViUXJGREQKj7QL8H072/vOG2wLPUmhVGQSaEeOHOGJJ54gMjISHx8fp44ZP368fdl0sPVAq1atGl27dsXPzy+/Qi2UUlNTiYyMpEuXLm43Gas7tx3Ufnduvzu3Hdys/dZ0zJvfxvzDFExpSRieJTnud72t7V5ero6uwOX1Z5/Rg11EREQk71khduvF91JoFZkE2rZt2zhx4gTNmjWzl6Wnp7NhwwZmz55NcnJypr8ment74+3tnelcnp6exf/LVDbUdvdsO6j97tx+d247uEH7T+6BZSPg3/96Z9fqSFrP6Rz66U8aenkV77ZfQV599u58D0VERETEpsgk0Dp16sSff/7pUDZkyBDq16/Ps88+q674IiLifvavhU/ugfRk8PaDbq9A0wcgLQ3484qHi4iIiIiIc4pMAq106dKEhoY6lJUsWZLy5ctnKhcREXELVVtC6UpQoR70ngX+VV0dkYiIiIhIsVRkEmgiIiJuLz0N/vwMGt0DZjN4l4IHI6FUJbdeLEBEREREJL8V6QTa+vXrXR2CiIhIwYjZCcseg+jfISUBWj5sKy8d6Nq4RERERETcQJFOoImIiBR76amwcQb88DpYU8HHH0qUdXVUIiIiIpJXvCu4OgJxghJoIiIihVX0H7ZeZzH/LQhwXU+4dYZ6nYmIiIgUFx4l4c6Tro5CnKAEmoiISGG0dSGsfAqsabYeZz2mwvV3aa4zEREREREXUAJNRESkMApqDIYBDXpDr+lQKsDVEYmIiIiIuC0l0ERERAqDtGQ4shlq3mzbrtIMHt0IAQ3U60xERESkuEq7AOt72N53WAUeJVwbj2RLCTQREZGrkG412BwVy4lzSQSU9qFlzXJYzFeZ6Dq6DZaOgNP7YNgGqBRiK8/4r4iIiIgUU1Y48cPF91JoKYEmIiKSSxE7owlfvovouCR7WZC/D2G9Q+geGuT8iVKT4IdX4adZYFjBtwKcP67EmYiIiIhIIWN2dQAiIiJFScTOaIYv3u6QPAOIiUti+OLtROyMdu5ER7bAO+1g4wxb8iz0LhixGWp3zIeoRURERETkWiiBJiIi4qR0q0H48l0YWezLKAtfvot0a1Y1LrH2FVjQFU7tgZIB0H8x3PU+lCyf1yGLiIiIiEgeUAJNRETESZujYjP1PLuUAUTHJbE5KjbnE3mXsvU6a9QfRvxqW2lTREREREQKLc2BJiIi4qQT57JPnuVYLyURzkVD+dq27dYjIagJ1GqftwGKiIiIiEi+UA80ERERJwWU9sl9vUM/w9tt4JP+kHrBVma2KHkmIiIiIjYWX9tLCjX1QBMREXFSy5rlCPL3ISYuKct50ExAoL8PLWuWg5QEWPMi/PoOYEDpynDmIAQ0KNigRURERKTw8igJ/RNcHYU4QT3QREREnGQxmwjrHQLYkmWXytgO6x2C5fBPMO8m+PVtwICmD8CIX5Q8ExEREREpopRAExERyYXuoUHMG9CMQH/H4ZyB/j68fV8o3Q+9AYt62Xqb+VWFAV/C7bPBx981AYuIiIiIyDXTEE4REZFc6h4aRJeQQDZHxXLiXBIBpW3DNi0m4Pf9tkrNh0CXF8HHL9fnT7camc9tvrzPm4iIiIgUeelJ8OOdtvc3fwkW5+bclYKnBJqIiMhVsJhNtK5dHpLiwWSCjARX7zfh9D6o3fGqzhuxM5rw5buIjru4kmeQvw9hvUPoHhqUF6GLiIiISGFhpMOxlRffS6GlIZwiIiJXa98a21xn3024WFam2jUlz4Yv3u6QPAOIiUti+OLtROyMvpZoRURERETkKimBJiIikltJcfDNKFjcF+KOQNQPtp5o1yDdahC+fFeWq3tmlIUv30W6NasaIiIiIiKSnzSEU0REJAeZ5iNL347l2ycg/qitQsth0GkieJe6putsjorN1PPsUgYQHZfE5qhY29BREREREREpMEqgiYiIZGPlH8d4ftlOYhNSKU0iL3h8RGuPH2w7y9aE2+dAcJs8udaJc9knz66mnoiIiIiI5B0l0ERERLIwZeUu3tkQZd/2JI1bLL9hNUwsTO9OtfaT6RpcK8+uF1DauRWXnK0nIiIiIiJ5R3OgiYiIXGblH9G8syGKklwgYwayWPx4KvVR7k6ZyEtpDxC2KipP5yNrWbMcQf4+mLLZb8K2GmfLmuXy7Joi+WXDhg307t2bypUrYzKZWLp0aY71v/rqK7p06ULFihXx8/OjdevWfPfddwUTrIiIiIgTlEATERG5RLrV4PllO+ls3sY67yfpZf7Vvm+9tQnbjOuAi/OR5RWL2URY7xCATEm0jO2w3iFYzNml2EQKj4SEBBo3bsycOXOcqr9hwwa6dOnCypUr2bZtGx07dqR379789ttv+RypiIiIi3mUhPsM28ujpKujkRxoCKeIiMgltu/ez8SU6fTx+hmAgR6rWZHSisxprbyfj6x7aBDzBjQjfPkuhwUFAv19COsdQvfQoDy9nkh+6dGjBz169HC6/syZMx22J0+ezLJly1i+fDlNmzbN4+hEREREck8JNBERkQy7vuH6ZaO5wXKadMPEu+m3MjPtTrJKnkH+zEfWPTSILiGBjit/1iynnmfiVqxWK+fOnaNcueyHLCcnJ5OcnGzfjo+PL4jQRERExE0pgSYiIpJwClY+DX99hQ+w11qFp1OH8btRJ9tDypX0zLf5yCxmE61rl8+Xc4sUBdOmTeP8+fP069cv2zpTpkwhPDy8AKMSERHJB+lJ8PMDtvc3fQQWLRhVWGkONBERkZg/4a+vwGTB2vZJHvKZnmPyDODl20PVK0wkH3zyySeEh4fz2WefERAQkG298ePHExcXZ38dOXKkAKMUERHJI0Y6HPnC9jLSXR2N5EA90ERExD2lp4Hlv1+DtTtCp4lQ+xbMlZvyXGA0wxdvJ7s1Noe1q0nPRpULLFTJXrrVyDTcVYquTz/9lIceeojPP/+czp0751jX29sbb2/vAopMRERE3J0SaCIi4l4MA3Z+CWtehMHfQpnqtvKbn7RXyZjMf9I3u4iJvziZf7mSXrx8eyg9G2ky/8IgYmd0pgUXgvx9mNDjOhdGJVfrf//7H0OHDuXTTz+lV69erg5HRERExIGGcIqIiPs4dxyWDIAvH4Szh+CnN69wgGMfNC+LCbN+cxYKETttvQQvTZ4BxMQlMerT3/n9tIbXutL58+fZsWMHO3bsACAqKoodO3Zw+PBhwDb8cuDAgfb6n3zyCQMHDuSNN96gVatWxMTEEBMTQ1xcnCvCFxEREclEXwNERKT4Mwz44zOY2wp2fwtmD+gwHrpNzrJ6RnImJj7Zofx4fDLDF28nYmd0QUQt2Ui3GoQv35XlENuMsq8Omkm3ZjcIV/Lb1q1badq0KU2bNgVg7NixNG3alIkTJwIQHR1tT6YBvPvuu6SlpTFixAiCgoLsryeeeMIl8YuIiIhcrsgM4ZwyZQpfffUVu3fvpkSJEtx000289tprXHedhmmIiEgOzkVDxDOwd5VtO7AR9JkLgddnWf1KyRkTEL58F11CArWIgItsjorN1PPsUgZwNsXE1kNnaFuvUsEFJnYdOnTAMLJPYC5atMhhe/369fkbkIiIiMg1KjI90H744QdGjBjBL7/8QmRkJKmpqXTt2pWEhARXhyYiIoWYedsiW/LM7Am3PA8Pr802eQbOJWei45LYHBWb98GKU06cy/7zcayXfOVKIiIiIiJOKDI90CIiIhy2Fy1aREBAANu2baNdu3ZZHpOcnExy8sWH5/j4eABSU1NJTU3Nv2ALoYz2ulu7wb3bDmq/O7ffnduOYZCalgZAcquR+JyNIv2mMRDQAKyANft7En3WuT/MRJ9NIDXVLy+izXPF/bMv7+vc40u5EpY8uQfF9T6KiIhIIWDxhX7nL76XQqvIJNAulzGpbLly2S9XP2XKFMLDwzOVr169Gl9f9/zBjIyMdHUILuPObQe1353b71ZtNwyqx26g8pnN/FL7STCZiVz3I3j1ga1RQNQVT3EgzgRYrlzvrx2s/Pe3aw45PxXXz95qQBkvC2dTwDao9nIGZbzgzN6trPzn2q+XmJh47ScRERERyYrJBB4lXR2FOKFIJtCsViujR4+mTZs2hIaGZltv/PjxjB071r4dHx9PtWrV6Nq1K35+hbPXQH5JTU0lMjKSLl264Onp6epwCpQ7tx3Ufnduv9u1Pe5fLCvHYj68FoDuQWeJiCmX6/anWw2+eGMDx+OTs5wHzQQE+nszsn+7QjsHmjt89p7Bxxn16e+A41qppv/+t29wOt265k37M3qwi4iIiIj7KpIJtBEjRrBz5042btyYYz1vb2+8vb0zlXt6ehbbLxRXora7Z9tB7Xfn9hf7thsGbP8AvnseUs6Bhw90nIC5yb0Q8V2u2+8JTLqtIcMXb8dEVskZCOvdEB9vrzxsRP4ozp/9rU2q4uFhIXz5Loc56wL9fZjQ4zrSD23Ls/YX13soIiIihUB6MmweZnvf8h2wZM5hSOFQ5BJoI0eO5Ntvv2XDhg1UrVrV1eGIiIgrnT0M34yCA+tt29Vawe1zoEJduIZ5q7qHBjFvQLMskzNhvUPoHhp0jYFLXugeGkSXkEA2R8Vy4lwSAaV9aFmzHNb0NFYecnV0IiIiIk4w0iDqA9v7G+YASqAVVkUmgWYYBqNGjeLrr79m/fr11KxZ09UhiYiIqy19DA7+CB4loNML0OpRMF95/jJnZJecKazDNt2VxWyide3yDmXWdBcFIyIiIiLFVpFJoI0YMYJPPvmEZcuWUbp0aWJiYgDw9/enRIkSLo5ORERcoudUWPUs3DoDytfO89NnlZwRERERERH3Y3Z1AM6aN28ecXFxdOjQgaCgIPtryZIlrg5NREQKgtUKv74LP0y9WBbQAAZ9ky/JMxERERERkQxFpgeaYWS1FpqIiLiF0/ttc50d+glMFmhwqy15JiIiIiIiUgCKTAJNRCQr6VZDc1QVZ1YrbH4Hvg+HtAvgWRK6hEOF61wdmYiIiIiIuBEl0ESkyIrYGZ1plcQgrZJYfJzaB8tGwJFfbNs128Ftb0HZYJeGJSIiIiIi7kcJNBEpkiJ2RjN88XYuH9wdE5fE8MXbmTegmZJoRVnqBVjQDRJPgVcp6PoyNB8MJvUuFBEREZFixOILfU9cfC+FVpFZREBEJEO61SB8+a5MyTPAXha+fBfpVs2dWGR5loAO46BWR3hsE7QYouSZiIiIiBQ/JhP4VLS99LxbqCmBJiJFzuaoWIdhm5czgOi4JDZHxRZcUHJt0tNg40w48MPFshYPwgNfQ5nqLgtLREREREQENIRTRIqgE+eyT55lrueXv8HItTvxNyx9DI5ttyXLHvsFvEqCWX/jEREREZFiLj0Zto+1vW82HSzero1HsqUEmogUOQGlffK0nrhIehr8NBN+eA3SU8DbH9qPA0/N/SAiIiIibsJIg3/m2t43fR1QAq2wUgJNRIqcljXLEeTvQ0xcUpbzoJmAQH8fWtYshzU9raDDE2cc/8vW6yx6h227bjfoPRP8KrsyKhERERERkSwpgSYiRY7FbCKsdwjDF2/HBA5JtIxpN8N6h2Axm7CmuyBAF0u3GrZ54s4mcCDORLrVwNPVQV3q5B54pz1YU8HHH3q8Do362ydNzYj/xLkkAkrbEqEWsyZUFRERERER11ECTUSKpO6hQcwb0Izw5bscFhQI9PchrHcI3UODXBid60TsjL7snlj44o0NTLqtYeG5JxXqQb1uYFjh1hlQOtC+K3P8EOTmn6mIiIiIiLieEmgiUmR1Dw2iS0igeiv9J2JnNMMXb880rPV4fDLDF29n3oBmrklCpaXAptnQbBCULG/raXbne+Dh47BUd3bxx8QluTZ+ERERERFxe0qgiUiRZjGbaF27vKvDcLl0q0H48l1ZzglnYBvaGr58F11CAgs2wXhsBywbAcd3woldtsQZgGcJh2qFNn4RERERERHA7OoARETk2m2OinUY9ng5A4iOS2JzVGzBBJSWDGtfhvm32JJnvuXhuh7ZVi908YuIiIiIiFxCPdBERIqBE+eyTz5dTb1rcnS7bYXNk3/bthveAT2nQckK1xxXgcQvIiIiIlJQLCXgtqiL76XQUgJNRKQYCCjtk6f1rtqub+DzwWCkg28F6PUGNOyTZ3Hle/wiIiIiIgXJZIZSwa6OQpyQqwTa2bNn+frrr/nxxx85dOgQiYmJVKxYkaZNm9KtWzduuumm/IpTRERy0LJmOYL8fYiJS8pyHjETthVKW9Ysl7+B1GwHpQKgRhvo8bpt0QAnFJr4RUREREREsuDUHGjHjh3joYceIigoiJdffpkLFy7QpEkTOnXqRNWqVVm3bh1dunQhJCSEJUuW5HfMIiJyGYvZRFjvEMCWbLpUxnZY75C8n4A/9QJs+wCM/9JeJcrAoxvhrvedTp6BC+MXEREREXGl9BT47WnbKz3F1dFIDpzqgda0aVMGDRrEtm3bCAkJybLOhQsXWLp0KTNnzuTIkSM89dRTeRqoiIjkrHtoEPMGNCN8+S6HCfkD/b0J692Q7qFBeXvBI5ttc52d/gfMHtD0flt5DnOd5ST7+H0I6x2S9/GLiIiIiLiakQp/T7O9v34S4OXKaCQHTiXQdu3aRfnyOfckKFGiBPfeey/33nsvp0+fzpPgREQkd7qHBtElJNC2quXZBA78tYOR/dvh452Hv4hTEmHdK7BpDmBAqUAoWTFPTn1p/CfOJRFQ2jZsUz3PRERERETElZxKoF0peZbBMAxMJpPT9UVEJO9ZzCZa1y5PaqofK//9LW+TT4d+hmUjIPaAbbvxfdB9MpQom2eXyIhfRERERESksHBqDrRLDR48mISEhEzlBw8epF27dnkSlIiIFEI/zYKFPW3Js9KV4b7P4Y55uUqepVsNNu0/zbIdR9m0/zTp1qyWDBARERERESlccrUKJ8Dvv/9Oo0aNWLx4Ma1btwbggw8+4PHHH+eWW27J8wBFRKSQqNbK9t+mA6DrK7YFA3IhYmd0pvnNgjS/mYiIiIiIFAG57oG2efNm+vbtS4cOHXjuuefo168fI0eOZNq0aXz99df5EaOIiLhC8nk48MPF7eo3wsgtcPucq0qeDV+83SF5BhATl8TwxduJ2BmdBwGLSGGxYcMGevfuTeXKlTGZTCxduvSKx6xfv55mzZrh7e1NnTp1WLRoUb7HKSIiIuKsXPdA8/T0ZOrUqfj6+vLSSy/h4eHBDz/8YO+NJiIixcCB9fDNKDh/Aob/DOVr28or1M31qdKtBuHLd5HVYE0DMAHhy3fRJSRQiwWIFBMJCQk0btyYoUOH0rdv3yvWj4qKolevXjz66KN8/PHHrFmzhoceeoigoCC6detWABGLiIiI5CzXCbTU1FTGjRvHnDlzGD9+PBs3bqRv3768//779OzZMz9iFBGRgpIUD5ETYdtC27Z/NUiMvZhAuwqbo2Iz9Ty7lAFExyWxOSpWiweIFBM9evSgR48eTtd/++23qVmzJm+88QYADRo0YOPGjcyYMUMJNBERKd4sJaDnzovvpdDKdQKtRYsWJCYmsn79em688UYMw+D111+nb9++DB06lLlz5+ZHnCIikt/2r4VvHoe4I7btFg9Cl3DwLn1Npz1xLvvk2dXUE5HiZ9OmTXTu3NmhrFu3bowePTrbY5KTk0lOTrZvx8fH51d4IiIi+cdkhjINXR2FOCHXc6C1aNGCHTt2cOONNwJgMpl49tln2bRpExs2bMjzAEVEpACseAo+usOWPCtTAwYth1unX3PyDCCgtE+e1hOR4icmJoZKlSo5lFWqVIn4+HguXLiQ5TFTpkzB39/f/qpWrVpBhCoiIiJuKtcJtPfff5+SJUtmKm/atCnbtm3Lk6BERKSAlaxo+2/LR2xzntVsl2enblmzHEH+PmQ3u5kJ22qcLWuWy7NrikjxN378eOLi4uyvI0eOuDokERGR3EtPgT8m2V7pKa6NRXLk1BDOhISELJNml/P29s5VfRERcZELZyHx9MW5zW4eC7U7QrWWeX4pi9lEWO8Qhi/ejgkcFhPISKqF9Q7RAgIibiwwMJDjx487lB0/fhw/Pz9KlMh6Phhvb2/7s6eIiEiRZaTCznDb+5CnAS+XhiPZc6oHWp06dXj11VeJjo7Oto5hGERGRtKjRw/efPPNPAtQRETy2N7vYO6N8NlASPvvr1wWz3xJnmXoHhrEvAHNCPR3HKYZ6O/DvAHN6B4alG/XFpHCr3Xr1qxZs8ahLDIyUqu8i4iISKHhVA+09evX89xzzzFp0iQaN25MixYtqFy5Mj4+Ppw5c4Zdu3axadMmPDw8GD9+PMOGDcvvuEVEJLcunIGI8fD7/2zbnr5w7hiUDS6Qy3cPDaJLSCCbo2I5cS6JgNK2YZvqeSZS/Jw/f559+/bZt6OiotixYwflypWjevXqjB8/nqNHj/Lhhx8C8OijjzJ79myeeeYZhg4dytq1a/nss89YsWKFq5ogIiIi4sCpBNp1113Hl19+yeHDh/n888/58ccf+fnnn7lw4QIVKlSgadOmzJ8/nx49emCxWPI14Dlz5jB16lRiYmJo3Lgxb731Fi1b5l+vCRGRYmH3Svh2NJw/Dpig9Qi45XnwLNilsi1mE61rly/Qa4pIwdu6dSsdO3a0b48dOxaAQYMGsWjRIqKjozl8+LB9f82aNVmxYgVjxoxh1qxZVK1alffee49u3boVeOwiIiIiWXEqgZahevXqPPnkkzz55JP5FU+OlixZwtixY3n77bdp1aoVM2fOpFu3buzZs4eAgACXxCQiUphZrMlYlj0KO7+wFZSvC33m5utwTRGRDh06YBhGtvsXLVqU5TG//fZbPkYlIiIicvVytQrnvn37OHv2LABxcXEOXfMLwvTp03n44YcZMmQIISEhvP322/j6+rJgwYICjUNEpKhIN3lC/FEwmaHNE/Doj0qeiYiIiIiI5FKueqBt27aN9evXM2/ePJ577jnatWtHnTp18is2BykpKWzbto3x48fby8xmM507d2bTpk1ZHpOcnExycrJ9Oz4+HoDU1FRSU1PzN+BCJqO97tZucO+2g9rvlu1POAWeJUg1eYHJTHK36XimnsOo0sy2303uhVt+9v9x57ZD3rffXe+jiIiIiFyUqwRa//79+eqrr3jvvfc4ffo0/fv3z6+4Mjl16hTp6elUqlTJobxSpUrs3r07y2OmTJlCeHh4pvLVq1fj6+ubL3EWdpGRka4OwWXcue2g9rtL+yuf2Uyjfz/g37Kt2Vl1AACrt/5j2/n7ShdG5jru8tlnxZ3bDnnX/sTExDw5j4iIiEgmZh/otvnieym0nE6gdezYEZPJxJkzZ/jiiy9o3LixvWzt2rX5GeNVGz9+vH3SWrD1QKtWrRpdu3bFz8/PhZEVvNTUVCIjI+nSpQuenp6uDqdAuXPbQe13m/YnnMQS8Szmg98AUMt0lKCONxO57sfi3/ZsuM1nnwV3bjvkffszerCLiIiI5DmzBcrf4OooxAlOJ9DWrVsHwKRJkwgJCaFu3bpMmjQpv+LKpEKFClgsFo4fP+5Qfvz4cQIDA7M8xtvbG29v70zlnp6ebvmFAtR2d207qP3Ftv2GATu/hJVPw4VYMFng5icxtXsKT8M2zWWxbftl0q0Gm6NiOXEuiYDSPjStWhpwn/ZnxZ3bDnnXfne+hyIiIiJik6shnL/99hu//vorq1atomfPnuzYsYMmTZrkU2iOvLy8aN68OWvWrKFPnz4AWK1W1qxZw8iRIwskBhGRQuX8Sfh2NOz+1rZd6XroMweCGtu23Wjepoid0YQv30V0XJK9LNDPm56BJnq6MC4RERERkRylp8CeWbb31z0BFi/XxiPZytUqnMeOHWP69OkAzJw5k3///TdfgsrO2LFjmT9/Ph988AF///03w4cPJyEhgSFDhhRoHCIihYI1DQ7+CGYP6DAeHl57MXnmRiJ2RjN88XaH5BnA8fhkFuw1891fx7M5UkRERETExYxU2PGM7WW4zx/AiyKne6AdOXKEXr162bfr1atHvXr17Nupqals2rSJdu3a5W2El+jfvz8nT55k4sSJxMTE0KRJEyIiIjItLCAiUmxdOAslytje+wXBHe+CfxUIvN6VUblMutUgfPkujCz2ZZS9smo3PRpVwWI2FWRoIiIiIiJSjDjdAy04OJg77riDhISELPfHxsbSsWPHPAssOyNHjuTQoUMkJyfz66+/0qpVq3y/poiIyxkG7PgfzGoEeyIull/X3W2TZwCbo2Iz9TxzZCI6LpnNUbEFFpOIiIiIiBQ/TifQDMNgy5YttGrVigMHDmRbR0RE8lj8MfikHyx9FJLiYPsHro6o0DhxLqfkWe7riYiIiIiIZMXpBJrJZGLNmjVUrVqVG264ge+//z7LOiIikkcMA35bDHNuhH9W2yYU7RQG/T5ydWSFRkBpnzytJyIiIiIikpVc9UArW7Ysq1at4sEHH6Rnz57MmDEjP2MTEXFfcf/C4jth2QhIjoMqzWHYj3DzWLDkagHlYq1lzXIE+fuQ/Z9vDIL8vWlZs1wBRiUiIiIiIsVNrlbhBFsvs9dff50PPviA559/nsGDB5OSkpIfsYmIuK+YP2H/GrB4Q5cXYehqCKjv6qgKHYvZRFjvEIBMSbSM7Qk96msBARERERERuSa5TqBluPfee/nxxx9Zv3497dq14+jRo3kZl4iI+0m75I8R1/WAW16ARzdCmyfU6ywH3UODmDegGYH+jsM0A/29GVrPSreGWqlZRERERAopsw90Wmd7mTXtSGF2Td/ImjVrxpYtW7jrrrvo3LlzXsUkIuJerFbYtgA2zoSHvofSgbbydk+5NKyipHtoEF1CAtkcFcuJc0kElPahadXSfBexytWhiYiIiIhkz2yBSh1cHYU4wekeaDVq1MBisWQqr1ixImvWrOHee+/VKpwiIrl15iB8eBuseBLijsDmd10dUZFlMZtoXbs8tzepQuva5TVsU0RERERE8ozTCbSoqCjKly+f5T4PDw/mzJmD1WrNs8BERIo1qxU2z4e5N8HBH8GjBHR/DTo+7+rIRERERESkoFhTYe8c28ua6upoJAeaVEdEpKDFHoBlo+DQRtt2jTZw21tQvrZr4xIRERERkYJlTYGtI23vaw0Gs6dLw5HsKYEmIlLQNs+3Jc88S0KXcGjxIJivek0XERERERERyWdKoImIFATDANN/c3J1nAAXzkD7Z6FcTdfGJSIiIiIiIlekLg8iIvnJmg4/vwUf32Wb9wzAuxTc8baSZyIiIiIiIkWEeqCJiOSXk3th2WPw7xbb9u5vIeQ218YkIiIiIiIiuZbrBFpCQgKvvvoqa9as4cSJE5lW3jxw4ECeBSciUiSlp8Gm2bBuMqQng1dp6PYKNOjt6shERERERETkKuQ6gfbQQw/xww8/8MADDxAUFIQpY04fERGBE7ttvc6ObrNt1+kMvWeBf1XXxiUiIiIiIiJXLdcJtFWrVrFixQratGmTH/GIiBRdhgFLh8Ox7eDtD90nQ5P7Ly4eICIiIiIicimzN7T/9uJ7KbRynUArW7Ys5cqVy49YRESKNpMJbp0OP0yFXtPAr7KrIxIRERERkcLM7AFVerk6CnFCrlfhfOmll5g4cSKJiYn5EY+ISNGRnmpLlm2ccbGsclO49xMlz0RERERERIqRXPdAe+ONN9i/fz+VKlUiODgYT09Ph/3bt2/Ps+BERAqtmD9h6WMQ8weYPaHhHVA22NVRiYiIiIhIUWJNhYMf294H32/7biGFUq4TaH369MmHMEREioi0FNg4HTZMBWsalCgLPaZCmRqujkxERERERIoaawr8MsT2vvrdSqAVYrlOoIWFheVHHCIihV/077B0BBz/07Zd/1boNR1KV3JtXCIiIiIiIpKvcp1Ay7Bt2zb+/vtvABo2bEjTpk3zLCgRkUInKQ4W9oKUc+BbHnpOhYZ9tcKmiIiIiIiIG8h1Au3EiRPcc889rF+/njJlygBw9uxZOnbsyKeffkrFihXzOkYREdfz8YcOz8K/W6HnNCilf+tERERERETcRa5X4Rw1ahTnzp3jr7/+IjY2ltjYWHbu3El8fDyPP/54fsQoIlLw0pLh+3A4/OvFstYjod8HSp6JiIiIiIi4mVwn0CIiIpg7dy4NGjSwl4WEhDBnzhxWrVqVp8GJiLjEv9vgnXa2xQKWPWZbOAA0XFNEJBfmzJlDcHAwPj4+tGrVis2bN+dYf+bMmVx33XWUKFGCatWqMWbMGJKSkgooWhEREZGc5XoIp9VqxdMz86oQnp6eWK3WPAlKRMQlUpNg/WT4+S0wrFCyInQKAw8vV0cmIlKkLFmyhLFjx/L222/TqlUrZs6cSbdu3dizZw8BAQGZ6n/yySeMGzeOBQsWcNNNN7F3714GDx6MyWRi+vTpLmiBiIiIiKNc90C75ZZbeOKJJzh27Ji97OjRo4wZM4ZOnTrlaXAiIgXmyGZ4uy38NMuWPLu+H4zYDCG3uToyEZEiZ/r06Tz88MMMGTKEkJAQ3n77bXx9fVmwYEGW9X/++WfatGnDfffdR3BwMF27duXee++9Yq81ERGRIs/sDW0/s73M3q6ORnKQ6wTa7NmziY+PJzg4mNq1a1O7dm1q1qxJfHw8b731Vn7EKCKSv/7dBu93hdP/QKlKcM//4M754FvO1ZGJiBQ5KSkpbNu2jc6dO9vLzGYznTt3ZtOmTVkec9NNN7Ft2zZ7wuzAgQOsXLmSnj17Znud5ORk4uPjHV4iIiJFjtkDqt9te5lzPUhQClCuP51q1aqxfft2vv/+e3bv3g1AgwYNHB6SRESKlCrNoE4n25DNbpOVOBMRuQanTp0iPT2dSpUqOZRXqlTJ/ux4ufvuu49Tp07Rtm1bDMMgLS2NRx99lOeeey7b60yZMoXw8PA8jV1EREQkO1eV3jSZTHTp0oUuXbrkdTwiIvkvJQE2zoCbRoGPv21xgHs+AQ91mRYRcYX169czefJk5s6dS6tWrdi3bx9PPPEEL730Ei+88EKWx4wfP56xY8fat+Pj46lWrVpBhSwiIpI3rGnw79e291XvUC+0QsypT+bNN9/kkUcewcfHhzfffDPHuo8//nieBCYiki8O/gTLRsCZKDgXA7fPtpUreSYikicqVKiAxWLh+PHjDuXHjx8nMDAwy2NeeOEFHnjgAR566CEArr/+ehISEnjkkUeYMGECZnPmWUe8vb3x9ta/3SIiUsRZk2FjP9v7fueVQCvEnPpkZsyYwf3334+Pjw8zZszItp7JZMqXBNrBgwd56aWXWLt2LTExMVSuXJkBAwYwYcIEvLy0Op6IOCHlPEROhs3v2rb9qkBIH5eGJCJSHHl5edG8eXPWrFlDnz59ANsq7mvWrGHkyJFZHpOYmJgpSWaxWAAwDCNf4xURERFxhlMJtKioqCzfF5Tdu3djtVp55513qFOnDjt37uThhx8mISGBadOmFXg8IlI4pFsNNkfFcuJcEgGlfWhZsxwWsylTvQrnduEx/wU4e8hW0GwQdH3JNnxTRETy3NixYxk0aBAtWrSgZcuWzJw5k4SEBIYMGQLAwIEDqVKlClOmTAGgd+/eTJ8+naZNm9qHcL7wwgv07t3bnkgTERERcaVc9w188cUXeeqpp/D19XUov3DhAlOnTmXixIl5FlyG7t270717d/t2rVq12LNnD/PmzVMCTcRNReyMJnz5LqLjkuxlQf4+hPUOoXtokL3M9Pv/aLPvVduGfzW47U2ofUtBhysi4lb69+/PyZMnmThxIjExMTRp0oSIiAj7wgKHDx926HH2/PPPYzKZeP755zl69CgVK1akd+/evPLKK65qgoiIiIiDXCfQwsPDefTRRzMl0BITEwkPD8+XBFpW4uLiKFcu55XykpOTSU5Otm9nLG+emppKampqvsZX2GS0193aDe7ddsj/9qdbDbYeOsOJc8kElPamRY2yWfYCy0vf/XWcUZ/+zuWDemLikhi+eDtv3dOYbg1tX9JSgzuS5uGPJbQPdJ4E3qXBTX4W9LPvvu1357ZD3rffXe/jtRo5cmS2QzbXr1/vsO3h4UFYWBhhYWEFEJmIiIhI7uU6gWYYBiZT5i/Hv//++xUTWnll3759vPXWW1fsfZbd8uarV6/OlAB0F5GRka4OwWXcue2QP+3//bSJrw6aOZty8d+EMl4GfYOtNC6fP3PWWA0I3275L3nm+G+RAZQigR1fTSM1qgPm/xJ5ng1eJdVUEtb8mC8xFXb62Xff9rtz2yHv2p+YmJgn5xERERGRosvpBFrZsmUxmUyYTCbq1avnkERLT0/n/PnzPProo7m6+Lhx43jttddyrPP3339Tv359+/bRo0fp3r07d999Nw8//HCOx2a3vHnXrl3x8/PLVaxFXWpqKpGRkXTp0gVPT09Xh1Og3LntkH/t/+6v4yzclLkXWFyKiYV7LQ69wPLSr1GxnP1la5b72pl/Z4rne1QxnWZ3qUbU7vCAW3/+7tx2cO/2u3PbIe/bn9GDXURERETcl9MJtJkzZ2IYBkOHDiU8PBx//4uTb3t5eREcHEzr1q1zdfEnn3ySwYMH51inVq1a9vfHjh2jY8eO3HTTTbz77rtXPH92y5t7enq65RcKUNvdte2Qt+1Ptxq8smpPpuQZ2HqBmYBXVu2hR6MqeT6c83RiWqYyPxKY4PEx/T3WA3DQWomTpvLUv6S97vz5u3Pbwb3b785th7xrvzvfQxEREclnZi+4ceHF91JoOZ1AGzRoEAA1a9bkpptuypOHyYoVK1KxYkWn6h49epSOHTvSvHlzFi5cmGmpcxEpOJujYh0m77+cAUTHJbE5KpbWtcvn6bUDSvs4bHcw/8YUz/cJMsViNUwsSu/G1LR+LKjZNk+vKyIiIiIikufMnlBrsKujECfkeg609u3b298nJSWRkpLisD8/hkYePXqUDh06UKNGDaZNm8bJkyft+wIDA/P8eiKSsxPnsk+eXU293GhZsxxB/j7ExCXxlMenjPD4BoAD1kCeSX2EbUZ9Av19aFmzYOZkFBERERERkeIv1924EhMTGTlyJAEBAZQsWZKyZcs6vPJDZGQk+/btY82aNVStWpWgoCD7S0QK3uW9wK61Xm5YzCbCeocAsMnakHTDxLtpveiZMoVthm2+xLDeIfm+EqiIiIiIiMg1s6bB0RW2lzXzdDVSeOQ6gfb000+zdu1a5s2bh7e3N++99x7h4eFUrlyZDz/8MD9iZPDgwRiGkeVLRApeRi+w7FJUJiDoKnuBpVsNNu0/zbIdR9m0/zTp1kv+f54YCwfW0z00iHkDmrG/9A20T5nB5LT7ScKbQH8f5g1oRvdQJddFRERERKQIsCbDD7faXtZkV0cjOcj1EM7ly5fz4Ycf0qFDB4YMGcLNN99MnTp1qFGjBh9//DH3339/fsQpIoVIRi+w4Yu3YwKHxQQykmpX0wssYmc04ct3OcyvFuTvQ1jvELpbtsK3YyE1ER7bRPfQ6nQJCWRzVCwnziURUNqWsLvSNdOtRq6PEREREREREfeW6wRabGysfWVMPz8/YmNjAWjbti3Dhw/P2+hEpNDK6AV2ecIrMCPhlcteYBE7oxm+eHumlT2T406QsmQqWDbZCirWh+RzgC2Rl5tFCnJM0KnXmoiIiIiIiGQj1wm0WrVqERUVRfXq1alfvz6fffYZLVu2ZPny5ZQpUyYfQhSRwqp7aNBV9QK7XLrVIHz5rkzJsx7mX3nJcyEVTPGkYcbcZjTmDs+CZ+7nVvvur+OM+vT3TNeIiUti+OLtGvopIiIiIiIi2cp1Am3IkCH8/vvvtG/fnnHjxtG7d29mz55Namoq06dPz48YRaQQy20vsEtlDKf8ad8ph15hYPCm52xu+6/X2W5rNZ5OHcZzte6j9VUkz6wGTFm5O1PyzHYl27DT8OW76BISqOGcIiIiIiIikkmuE2hjxoyxv+/cuTO7d+9m27Zt1KlTh0aNGuVpcCJSfGU1nPIiE/8aFUkzzMxJv505aX1IwZMT57Kqe2X7403ExGc/IacBRMclsTkq9qqTgSIiIiIiIlJ85TqBdrkaNWpQo0aNvIhFRNxEVvOdVSAOX1MSh41KAMxK68vy9Nb8bVz89yWgdO57nwHEpzpX72oTdCIiIiIiIlK8XVUCbcuWLaxbt44TJ05gtVod9mkYp4jkJPN8Zwa3mX8m3PMDDhmVuDNlEulYSMbLIXkW5G+bX+1q+Hk6V+9qE3QiIiIiIiJXxewFLWZffC+FVq4TaJMnT+b555/nuuuuo1KlSphMF+cLuvS9iEhWNkfF2odtVuQMkz0X0MWyDYCjRgXKEc9JymY6Lqx3yFXPT1bbzyDQz5vj8clZzoNmwrZ66NUm6ERERERERK6K2RPqjXB1FOKEXCfQZs2axYIFCxg8eHA+hCMixZ1tmKRBX/OPhHl+iL8pkRTDwptpfXk7vTdpWfyz9GCb4BxXyMxYjCC7lUDNJni+Z31Gffo7JnBIomXUupYEnYiIiIiIiBRvuU6gmc1m2rRpkx+xiIgbCPJO4X3PaXSy/AbAH9aaPJX6KHuNatke0zkkMNt9WS1GEOTvQ1jvEIekW7eGlZg3oFmmuoFZ1BURERERESkQ1nQ4+aPtfcWbwWxxbTySratahXPOnDnMnDkzH8IRkeKued2q7PE4R7LVg5lpd/Fuei/SyfqXxJWGVma1GAFATFwSwxdvZ96AZnS6roK9vHtoEF1CAnPsrSYiIiIiIlJgrEmwpqPtfb/zYC7p2ngkW7lOoD311FP06tWL2rVrExISgqen4+zcX331VZ4FJyLFRNxR8C0Pnj5g9mBL01d5fNMB9hlVsz3kSkMrMy9GcJHx3/Hhy3fRoe7NDvssZhOta5e/6qaIiIiIiIiI+8l1Au3xxx9n3bp1dOzYkfLly2vhAHELV5pjS7JhGLD9A/jueWj5EBGBw/4bQpkCZJ88gysPrbx0MYIsLw1ExyWx9dCZa2iAiIiIiIiIyFUk0D744AO+/PJLevXqlR/xiBQ6zs6xJTYZycZzx/fT8s9wykRvBCD27w2M/L4ZadkM1xzdqQ43BJfnVEKyU0lK22IEV3biXHI2VxQRERERERFxTq4TaOXKlaN27dr5EYsUc0WxF5czc2wVxiTapfe6vK8H1qzGOeaDiJ3RvPjNTjomrGS8xyeUMiWRjBcHrh/DQ3takEZqlseZgCVb/2VUp3pO/0wElPZxsp43p51tgIiIiIiIiEgWcp1AmzRpEmFhYSxcuBBfX9/8iEmKoaLYi8vZOba6hAQWqkRgVve6jJcFz+Dj3Nok52GT13rdlxavZqrnO7Tx/AuALdZ6PJs6jANbgiCb5BlcHG65OSrW6fnJWtYsR5C/DzFxSVl+RhkLELSoUZbv/s51c0RERERERETscp1Ae/PNN9m/fz+VKlUiODg40yIC27dvz7PgpHgoqr24nJ1jKzdJn/yW3b0+mwKjPv0dDw9LvtzrjGSjGYPG5v1cMLx4Pa0/H6R3w4rZ6fM4OywTbIsBhPUOYfji7ZjAoc1XWoBAREREREREJDdynUDr06dPPoQhxVVR7cUFuZljy/mkT37K6V5npJQuvdd5NqQ2MZbN0cZ/ycaKjE4dwT9GFQ4Zgbk+lbPDMjN0Dw1i3oBmmXrcXboAQWpq9j3fREREREREXMrkCU1ev/heCq1cJ9DCwsLyIw4ppopiL64Mzs+xlbukT37Jzb2Ou5CSOenk58O9LasTXMHXuYSa1Qqb34U1L2LcMAuwDen+3to817FnDLdsWbNcro/tHhpEl5DAIje/noiIiIiICBYvCHna1VGIE3KdQBPJjaLWi+tSzs6xdTVJn/zg7D38flcMC346mHlIbXwSM77fa9/OcY660/th2Qg4vAmAOjGrgDudun52wy3vuaE63/5x7KoSYBazqdAlYEVERERERKT4cGpyonLlynHq1CkAypYtS7ly5bJ9iVyqqPXiulTGHFtwMcmToTDOseXsPfx6x9Fshnk6ypijLmJn9MVCazpsmgPzbrIlz7xKQa/plL9/PkH+PpnuUwYTtoTc3PuaEejvGGcZX0/8fT2Z8f1envh0B/fO/4W2r611vK6IiIiIiEhxZE2H01tsL2u6q6ORHDjVA23GjBmULl3a/t5kKhwJAyn8ilovrss5M8dWYeHMvS5X0ovTCSlOnS/THHWx+2DpY/DvZluFWh3gtregTHUs4NSE/t1Dg+gWenG45cFTCcz4/p9M1y7sC0yIiIiIiIjkCWsSfNfS9r7feTCXdG08ki2nEmiDBg2yvx88eHB+xSLFUHFYKdGVc2zlZqL/nO51Rjrs9iaVWfDTQaev7zBH3YU/bMkzr9LQ7WVoNgguSaY7m2zMGG6ZbjVo+9rabK9bmBeYEBEREREREfeS6znQLBYL0dHRBAQEOJSfPn2agIAA0tPV5VAcFaVeXNlxxRxbETujM92zHOclI/t7XcYLXu7bmPKlS+QqgeZNCsl42eZXa9wXzhyE6/tBmWrZXt/ZZGNRXmBCRERERERE3EuuE2iGkfXsScnJyXh5eV1zQFI8aaXE3InYGc3wxdszT/TvxNDGy+91eV8PTu76hW4NK2G2eOQ4zDODhXSGWb7lfo/vuTX5Fdv8aiYT3PzkFWN3NtlYlBeYEBEREREREffidALtzTffBMBkMvHee+9RqlQp+7709HQ2bNhA/fr18z5CKTa0UqJz0q0G4ct3ZZngcnZo46X3OjU1lZV/XyzPfpinTT3TEaZ6vkNj8wEAHiz5My1r3nOtzcqkKC8wISIiIiIiIu7F6QTajBkzAFsPtLfffhuLxWLf5+XlRXBwMG+//XbeRyjiZvJ7aGN2wzw9SONRy3Ie9/gKL1M6cYYvL6YOpMu9T+RLT8GivsCEiIjkbM6cOUydOpWYmBgaN27MW2+9RcuWLbOtf/bsWSZMmMBXX31FbGwsNWrUYObMmfTs2bMAoxYRERHJmtMJtKioKAA6duzIV199RdmyZfMtKBF3VhBDGy8f5nn+0A5a7AjjOsP2//PI9Ga8WeIxRtzdNt/mqCsOC0xI4ZCbxTZEpGAsWbKEsWPH8vbbb9OqVStmzpxJt27d2LNnT6Z5dAFSUlLo0qULAQEBfPHFF1SpUoVDhw5RpkyZgg9eREREJAu5ngNt3bp1Dtvp6en8+eef1KhRQ0k1kTxQUEMbHYbUHnkdjChSvcrwx/XjKdXgLpbWKp/vSYjisMCEuFZOi210uq6CCyMTcW/Tp0/n4YcfZsiQIQC8/fbbrFixggULFjBu3LhM9RcsWEBsbCw///wznp6eAAQHBxdkyCIiIq5h8oTQsIvvpdDKdQJt9OjRXH/99Tz44IOkp6fTrl07Nm3ahK+vL99++y0dOnTIhzBF3EeBDW20WsFstr3v8iIYBp4dJ9C8dKVrO28uaYEJuVpXWmzjrXsauyQuEXeXkpLCtm3bGD9+vL3MbDbTuXNnNm3alOUx33zzDa1bt2bEiBEsW7aMihUrct999/Hss886TBtyqeTkZJKTk+3b8fHxedsQERGRgmDxgkaTXB2FOMGc2wM+//xzGje2fSlZvnw5Bw8eZPfu3YwZM4YJEybkeYAi7iZjaCNcHMqYIU+GNqalwNpX4H/3QMaquj7+cNubUMDJswwZveFub1KF1rXzv+ebFH1XWmwD4JVVu7HmtNysiOSLU6dOkZ6eTqVKjr9TKlWqRExMTJbHHDhwgC+++IL09HRWrlzJCy+8wBtvvMHLL7+c7XWmTJmCv7+//VWtWrU8bYeIiIjIpXKdQDt9+jSBgYEArFy5krvvvpt69eoxdOhQ/vzzzzwP8HLJyck0adIEk8nEjh078v16Iq7QPTSIR9rVxHRZHslkgkfa1bz6oY1Ht8O77WHD6/DPd3Bg/TXHKuIKzi22kcz+eCVjRYoCq9VKQEAA7777Ls2bN6d///5MmDAhxwWqxo8fT1xcnP115MiRAoxYREQkjxhWOPuX7WVYXR2N5CDXQzgrVarErl27CAoKIiIignnz5gGQmJiYbRf7vPTMM89QuXJlfv/993y/loirROyM5t0NUZl611gNeHdDFL5engRX8HV6uKPZmop53cuw6S0w0sG3AvSaBrU75l8jRPKRs4toxKfmcyAikkmFChWwWCwcP37cofz48eP2P8JeLigoCE9PT4dnyQYNGhATE0NKSgpeXl6ZjvH29sbb2ztvgxcRESlo6RdgZajtfb/z4FHStfFItnKdQBsyZAj9+vUjKCgIk8lE586dAfj111+pX79+ngd4qVWrVrF69Wq+/PJLVq1ala/XEnGVnIamga1nzYzv99q3g64w4b7p6Hba75mIJemorSD0TujxOpTUBOtSdDm7iIaf5mEVKXBeXl40b96cNWvW0KdPH8DWw2zNmjWMHDkyy2PatGnDJ598gtVqxfzf/Jx79+4lKCgoy+SZiIiISEHLdQJt0qRJhIaGcuTIEe6++277X/4sFkuWqyrllePHj/Pwww+zdOlSfH19nTomu8llU1NTSU11r24JGe11t3ZD0Wv7r1cYmna5SydM79bwsjnMDCuW5SPxSzpKind5tl//PGn1etHCww9LEbkf16qoff55qTi3vWnV0gT6eXM8PjnbxTYq+XlT2y+hWLb/SorzZ++MvG6/u97HazF27FgGDRpEixYtaNmyJTNnziQhIcG+KufAgQOpUqUKU6ZMAWD48OHMnj2bJ554glGjRvHPP/8wefJkHn/8cVc2Q0RERMQu1wk0gLvuuitT2aBBg645mOwYhsHgwYN59NFHadGiBQcPHnTquClTphAeHp6pfPXq1U4n4YqbyMhIV4fgMkWl7dtOmQDnh0Mb//3vhC93kHownctHc5726E8lYy0T4gZydmNp2LiVMl4GfYOtNC7vPjOsF5XPPz8U17b3DDSxID5jKs9Lf/ANDKBnYCJmU/FtvzPcue2Qd+1PTEzMk/O4k/79+3Py5EkmTpxITEwMTZo0ISIiwr6wwOHDh+09zQCqVavGd999x5gxY2jUqBFVqlThiSee4Nlnn3VVE0REREQcOJ1A69mzJ//73//w9/cH4NVXX+XRRx+lTJkygG1xgZtvvpldu3Y5ffFx48bx2muv5Vjn77//ZvXq1Zw7d85hOXRnjB8/nrFjx9q34+PjqVatGl27dsXPzy9X5yrqUlNTiYyMpEuXLnh6uteYpqLW9vJRsXz4z9ZcHmUiLhWOeNdgBEugdBDWVsP57q/jvLTJA4P6XJpgiEsxsXCvJetea8VMUfv881Jxb3tPoNlfx3l55W5i4i/2Ng7y92FCj/rcUq9csW5/Tor7Z38led3+jB7skjsjR47Mdsjm+vXrM5W1bt2aX375JZ+jEhEREbk6TifQvvvuO4fhkJMnT6Zfv372BFpaWhp79uzJ1cWffPJJBg8enGOdWrVqsXbtWjZt2pRpotgWLVpw//3388EHH2R5bHaTy3p6errlFwpQ24tC21vXCSDI34eYuKRs50HLSgvTbm7dNBaLOQY8fKBRP15Ztee/czh2SzP+K3ll1R56NKpyxUUIioOi8vnnh+Lc9lubVKVHoypsjorlxLkkh4U1MobdFef2X4k7tx3yrv3ufA9FRERExMbpBJphGDluX42KFStSsWLFK9Z78803efnll+3bx44do1u3bixZsoRWrVpdcxwihYnFbCKsdwjDF2/HBFdMovmQzNMenzHEEoHZZHCScpS7ax6bT3rmOJeaAUTHJbE5KpbWtcvnZRNECpTFbNLPsIiIiIiI5KurmgOtoFWvXt1hu1SpUgDUrl2bqlWruiIkkXzVPTSIeQOaEb58V45JsJamv3nd812CzccBWJLWgVfS7ucdzxs4cc65hQicrSciIiIiIiJ5zOQJDZ66+F4KLacTaCaTCZPJlKlMRPJH99AguoQE2oemHTyVwIzv/7Hvr0AcH3m9ircplWNGOcanPswP1sYA9qFsznC2noiIiIiIiOQxixc0nerqKMQJuRrCOXjwYPucYklJSTz66KOULFkSwGF+tPwWHBycJ0NIRQq7rIamZSTRTuHPW2l9qGw6xZS0+znHxZVlM+aBymkuNRMQ6G+rJyIiIiIiIiLZczqBNmjQIIftAQMGZKozcODAa49IRLKWfI5RSe+wvdR1/HC+CgCz0/tw6QIBlybFLp1L7eKyARfrAYT1DnGLBQREREREREQKJcMKCYdt70tWB5PZtfFItpxOoC1cuDA/4xCRnOxfB988jjnuMG/5X0fT8y9gxYxxhaRY99AgZvVvxHNf/s75tIunC/T3Iax3CN1DgwqwESIiIiIiIuIg/QJ8U9P2vt958Cjp2ngkW0ptihRmSfHwzePwUR+IOwxlquN3+1TmDGhBoL/j3GWB/j7MG9DMISkWsTOayav2cD7tYqKtXElPXujVQMkzEREREREREScViVU4RdzSvu/hmycg/l/b9g0PQ+dJ4F2K7uCwwEDGnGeXDseM2BnN8MXbM81/diYhlRGf/MY8s0lJNBEREREREREnKIEmUhgdWA+L77S9LxsMt82Gmjc7VMlqgYEM6VaDSd/synLxgIzZ0MKX76JLSKDmQBMRERERERG5AiXQRAqj4HYQfDNUagidJoJX7sbBz177DzHxSdnuN4DouCQ2R8Vmm4QTERERERERERsl0EQKgwtn4Mc3oP048C4FZjM88DVYPHN9qoid0cz4/h+n6p44l32STURERERERERslEATcbU9q2D5aDgfA2kp0PN1W/lVJM/SrQbhy3c5XT+gtM+VK4mIiIiIiIi4OSXQRFwlMRYixsEfS2zb5etA6J3XdMrNUbFExznXqyzI37bwgIiIiIiIiLiIyQPqPnbxvRRa+nREXOHvb+HbMZBwAkxmaD0SOj4HniWu6bS5GZIZ1jtECwiIiIiIiIi4ksUbbpjj6ijECUqgiRS0X+bZep4BVLgO+syFqi3y5NTODskc07ke3UOD8uSaIiIiIiIiIsWd2dUBiLidhneAb3loOwaGbciz5BlAy5rlCPL3Iad+ZYF+3oy8pU6eXVNERERERESukmFA0knbyzBcHY3kQAk0kfx2/iRsnn9xu3QgPL4DOk8Cz7ydxN9iNhHWOwQgUxLN9N9r0m0NNXRTRERERESkMEhPhK8CbK/0RFdHIzlQAk0kvxgG7PwS5raClU/B7pUX9/n45dtlu4cGMW9AMwL9HZNzgf7ezBvQTEM3RURERERERHJJc6CJ5IfzJ2DFWPh7uW07oCH4Vymwy3cPDaJLSKBtVc6zCRz4awcj+7fDx9urwGIQERERERERKS6UQBPJS4YBf34Bq56GC2fA7AE3PwU3PwkeBZu8sphNtK5dntRUP1b++5uGbYqIiIiIiBRiMTExGBbfPD3nqVOn8vR87kwJNJG89O0Y2LbQ9j7werh9LgQ1cm1MIiIiIiIiUijFxcXh/9/7BQsWkGpo1FBhpQSaSF6q1w1+Wwztn4W2o8Hi6eqIREREREREpJC6cOGCPYFWq9NtpJvztgdafPRhTvy5NU/P6a6UQBO5FvHH4NReqNXBtn1dD3ji9wKd70xERERERESKvhJlK5Cex0M4k+LP5On53JkSaCJXwzBgx8cQ8RyYgMd+Bb//VrdU8kxEREREREScYJgs7IhvTOnKNTBMFleHIzlQAk0KhXSrweaoWE6cSyKgtA8ta5YrvJPex/0Ly5+Afd/btis3g9RE18YkIiIiIiIiRY/Zm2XH76BO476UMHu7OhrJgRJo4nIRO6MJX76L6Lgke1mQvw9hvUPoHhrkwsguYxiw/UNY/Twkx4PFGzo+B61HgkX/VxIREREREREprvStX1wqYmc0wxdvx7isPCYuieGLtzNvQLPCkURLT4NP+sH+NbbtqjfYVtisWM+1cYmIiIiIiEjRZRh4mlKwWBNtnTZMhXQklmB2dQDivtKtBuHLd2VKngH2svDlu0i3ZlWjgFk8oEJd8PCBrq/A0O+UPCui0q0Gm/afZtmOo2zaf7pw/HyJiIiIiIhbMlkv8Fydydxz6EYs1guuDkdyoB5o4jKbo2Idhm1ezgCi45LYHBVL69rlCy6wDGcO2aIoG2zb7jQRbngYKtQp+FgkTxSZ4cIiIiIiIiJSqKgHmrjMiXPZJ8+upl6esVph83yY2xqWPmbbBvAqqeRZEfbdX8cZvnh7pqRtxnDhiJ3RLopMRERERERECjsl0MRlAkr75Gm9PBF7AD68DVY+BakJtrKkswV3fckXVgNeXrm7aAwXFhERERERkUJHCTRxmZY1yxHk70N2UySasA2va1mzXP4HY7XCr+/AvDZw8Efw9IUeU2HQt+BbANeXfLU/3kRMfHK2+y8dLiwiInljzpw5BAcH4+PjQ6tWrdi8ebNTx3366aeYTCb69OmTvwGKiIiI5IISaOIyFrOJsN4hAJmSaBnbYb1DsJjzeRWS8ydgUS9Y9QykJkLwzTD8Z2j1CJj1f5HiID7VuXoFPlxYRKSYWrJkCWPHjiUsLIzt27fTuHFjunXrxokTJ3I87uDBgzz11FPcfPPNBRSpiIiIiHOUHRCX6h4axLwBzQj0dxymGejvw7wBzQpmYnefMpAcD16loNd0GPgNlKuZ/9eVAuPn6Vy9Ah0uLCJSjE2fPp2HH36YIUOGEBISwttvv42vry8LFizI9pj09HTuv/9+wsPDqVWrVgFGKyIiInJlWoVTXK57aBBdQgLZHBXLiXNJBJS2DdvM155np/dDmepg8QQPL7jzffAsAWVr5N81xWVq+xkE+nlzPD45y3nQTNiStgUyXFhEpJhLSUlh27ZtjB8/3l5mNpvp3LkzmzZtyva4F198kYCAAB588EF+/PHHK14nOTmZ5OSLw/Pj4+OvLXAREREXMDDz17kQSlWqgmFSH6fCrEh9OitWrKBVq1aUKFGCsmXLam6MYsRiNtG6dnlub1KF1rXL51/yzJoOP82CeTfBxhkXywPqK3lWjJlN8HzP+oCLhwuLiLiBU6dOkZ6eTqVKlRzKK1WqRExMTJbHbNy4kffff5/58+c7fZ0pU6bg7+9vf1WrVu2a4hYREXEJiw9fxPRjY6U3sJo1IqYwKzIJtC+//JIHHniAIUOG8Pvvv/PTTz9x3333uTosKUpO7YX3u0LkREhLgqPbwNCqi+6iW8NKrh8uLCIimZw7d44HHniA+fPnU6FCBaePGz9+PHFxcfbXkSNH8jFKERERcXdFYghnWloaTzzxBFOnTuXBBx+0l4eEhLgwKikyrGnUOf4tHu8tg/Rk8PaDbpOh6QAwqceRO3HJcGERETdToUIFLBYLx48fdyg/fvw4gYGBmerv37+fgwcP0rt3b3uZ1WoFwMPDgz179lC7du1Mx3l7e+Pt7Z3H0YuIiIhkrUgk0LZv387Ro0cxm800bdqUmJgYmjRpwtSpUwkNDc32uOzmxkhNTSU11cll+YqJjPa6W7s5/Q/mpcNpGLMDAGvtzqT3nA5+lSEtzbWxFRC3/ez/k1X7W1T3A/wAsKanYU13RWT5T5+9+7bfndsOed9+d72PV8vLy4vmzZuzZs0a+3QbVquVNWvWMHLkyEz169evz59//ulQ9vzzz3Pu3DlmzZqloZkiIlKsmdITCas7CaImscx/H+kWX1eHJNkoEgm0AwcOADBp0iSmT59OcHAwb7zxBh06dGDv3r2UK5f1xN9TpkwhPDw8U/nq1avx9XXPH8rIyEhXh1CgSibF0PH4X6RYfNlZ5X6OlG4LG3cAO1wcWcFzt8/+cu7cfnduO7h3+9257ZB37U9MTMyT87iTsWPHMmjQIFq0aEHLli2ZOXMmCQkJDBkyBICBAwdSpUoVpkyZgo+PT6Y/iJYpUwYgxz+UioiIiBQklybQxo0bx2uvvZZjnb///tvejX/ChAnceeedACxcuJCqVavy+eefM2zYsCyPHT9+PGPHjrVvx8fHU61aNbp27Yqfn18etaJoSE1NJTIyki5duuDp6enqcPLX+RNQKsC+mbYrgPX/xHFzz35cX9zbngW3+uyz4M7td+e2g3u3353bDnnffq3umHv9+/fn5MmTTJw40T5yICIiwr6wwOHDhzGbi8xUvCIiIiKuTaA9+eSTDB48OMc6tWrVIjo6GnCc88zb25tatWpx+PDhbI/Nbm4MT09Pt/xCAcW87emp8ON0+PENGPQNVL8RgNSQW0k6uLJ4t90Jar/7tt+d2w7u3X53bjvkXfvd+R5ei5EjR2Y5ZBNg/fr1OR67aNGivA9IRERE5Bq4NIFWsWJFKlaseMV6zZs3x9vbmz179tC2bVvA9tflgwcPUqNGjfwOU4qC6D9g2WMQ898cKruW2RNoIiIiIiIiIiLXokjMgebn58ejjz5KWFgY1apVo0aNGkydOhWAu+++28XRiUulpcCP02y9zqxpUKIc9JwKoXe6OjIRERERERERKSaKRAINYOrUqXh4ePDAAw9w4cIFWrVqxdq1aylbtqyrQxNXObYDlj4GJ/6ybYfcDj3fgFJX7tUoIiIiIiIiIuKsIpNA8/T0ZNq0aUybNs3VoUhhcfwvW/LMtwL0mgYN73B1RCIiIiIiIiJOMzCzN6EuJSsEYpi0wE5hVmQSaCIApCSCl6/tfZP7IOEkNB0AJSu4Ni4RERERERGR3Po/e/cdHkXV9nH8u+kJKSQkIYTepEoLJCBdCb09ioCiFLGgoCCKAipFBVQUUaTqA1hAeGygglRBqYIgKr1I6CUQSALp2Xn/2JeVkEKAJJPy+1zXXmTOnJm5Z2dCzt575hxHN7483Ycqte/H3cHN7GgkC0pvSsGQnACrx8L0UIi/bCuzWKDZMCXPRERERERERCRXKYEm+d+J7TC7OWyaCtEnYO8SsyMSERERERERkSJECTTJv5LjYeUrMLctXDgIniWh90II6W92ZCIiIiIiIiJ3zJIax6jKE+gVEYpjapzZ4UgWNAaa5E/Ht8LSwXDxsG257kPQbiJ4+Jkbl4iIiIiIiEgOcnFIBiPZ7DDkJpRAk/xp+39tyTOvUtDlA7irndkRiYiIiIiIiEgRpQSa5B/WVHBwtP3c/i1bb7NWo8C9uKlhiYiIiIiIiEjRpjHQxHxJV2H5S/BVPzAMW1mxEtDhbSXPRERERERERMR06oEm5jq6Ab4fApcibMundkKZEFNDEhERERERERG5nhJoYo7EWFg9Fn7/r23Zp6xtrDMlz0REREREREQkn1ECTfLekXXw/XMQfdy23PAxaDMe3LzNjUtEREREREQkDxlYiIgrj7tfAIbFYnY4kgUl0CRvpSTBD0NtybPi5aDrR1CppdlRiYiIiIiIiOQ9R3c+PTWAKrXux93B3exoJAtKoEnecnKBrtNg3/e2XmeunmZHJCIiIiIiIiKSJSXQJHclRMPKVyC4HjR63FZWqaV6nYmIiIiIiIhIgeFgdgBSiB1aDTOawB+fw+pxEH/Z7IhERERERERE8g1LahwvVnyHB461xDE1zuxwJAvqgSY5L/4SrBgNfy60LftVgm7Twb24qWGJiIiIiIiI5DfFnOLAquRZfqcEmuSsAz/BD8PgylnAAk0GQ+tXwMXD7MhERERERERERG6LEmiScy5FwKI+YKRCiSrQbQaUCzM7KhERERERERGRO6IEmuQc3wrQfDikJELr0eCsKXhFREREREREpOBTAk1u39WLsHI0NB0KJWvayu591dyYRERERERERERymBJocnv2LoVlL8DVSIg6AgNXg8VidlQiIiIiIiIiIjlOCTS5NVciYfmLsHeJbTmgBnR4W8kzERERERERkVtkYOFUQjBu3r4Y+lydrymBlkNSrQbbjkZxPjaBQC83Qiv64ehQiG5+w4A938LyERB3ESyO0Ox5aPkSOLmaHZ2IiIiIiIhIwePozicnnqRK2/txd9A44vmZEmg5YMXuM4z/YS9nohPsZaV83BjbpSbta5cyMbIctP9H+Pox28+BtaD7dAiub25MIiIiIiIiIiJ5QAm0O7Ri9xme/mInxg3lZ6MTePqLncx8pEHhSKJV6wjlmkDFFtD8RXByMTsiERERERH5f9HR0cTFxeXa/j08PPDx8cm1/UvWCvr1Lejxi4ASaHck1Wow/oe96ZJnAAZgAcb/sJfwmkEF73HO2LOw4T0Ifx2c3cHBEfovs/0rIiIiIiL5RnR0NB9Nn05KcnKuHcPJ2ZkhgwcrSWGCgn59C3r8uS41jqEV3sfpxBzWFv+VVAcPsyOSTCiBdge2HY1K89jmjQzgTHQC245G0aRyibwL7E4YBvy1GH56GRIug7MHhI+3rVPyTEREREQk34mLiyMlOZkyjVvj5u2b4/tPiLnEya3riIuLK5gJigKuoF/fgh5/brMAxZ2jISWaDHvnSL6hBNodOB+befLsduqZLuY0/Pg8HFxhWy5VF+r0NDcmERERERHJFjdvX9z9/M0OQ3JJQb++BT1+ESXQ7kCgl1uO1jONYcCuhbBiFCRGg6MLtHwZmg4FR2ezoxMRERERERERMZWD2QEUZKEV/Sjl40Zmo5tZsM3GGVrRLy/DunXr34Klz9iSZ8EN4KlfocWLSp6JiIjIbZs+fToVKlTAzc2NsLAwtm3blmndjz/+mObNm+Pr64uvry9t2rTJsr6IiIhIXlMC7Q44OlgY26UmQLok2rXlsV1q5v8JBOo/Ah4loM14GLgaAmuYHZGIiIgUYIsXL2b48OGMHTuWnTt3UrduXdq1a8f58+czrL9+/Xoeeugh1q1bx5YtWyhbtixt27bl1KlTeRy5iIiISMYKTALt4MGDdOvWDX9/f7y9vWnWrBnr1q0zOyza1y7FzEcaEOST9jHNIB83Zj7SgPa1S5kUWRYun4Df5vy7XLwsDPsbmg0DRz3VKyIiIndmypQpPPHEEwwYMICaNWsya9YsPDw8mDt3bob1FyxYwDPPPEO9evWoXr06n3zyCVarlbVr1+Zx5CIiIiIZKzDZks6dO1O1alV+/vln3N3dmTp1Kp07d+bIkSMEBQWZGlv72qUIrxnEtqNRnI9NINDL9thmvut5Zhg47JwPa8dB0hUoURmq3Gdb51LMzMhERESkkEhKSmLHjh2MGjXKXubg4ECbNm3YsmVLtvYRFxdHcnIyfn6ZD4ORmJhIYmKifTkmJub2gxYRETGJAZxPDMDF0zv9o22SrxSIHmgXLlzg0KFDjBw5kjp16lC1alXeeust4uLi2L17t9nhAbbHOZtULkG3eqVpUrlE/kueXT7OPYffxvGnF23Js7JhULyc2VGJiIhIIXPhwgVSU1MpWbJkmvKSJUty9uzZbO3j5ZdfJjg4mDZt2mRaZ9KkSfj4+NhfZcuWvaO4RURETOHowczjg1lW5jtSHTzMjkayUCB6oJUoUYJq1arx2Wef0aBBA1xdXZk9ezaBgYGEhIRkul1m30wmJyeTnJyc63HnC4YVhx3zcfp5HAHJcRhOblhbv4q14RPg4AhF4H24dq2LzDW/gc6/6J5/UT53KNrnX5TPHXL+/Ivq+2iWt956i0WLFrF+/Xrc3DKfyXzUqFEMHz7cvhwTE6MkmoiIiOSaApFAs1gsrFmzhu7du+Pl5YWDgwOBgYGsWLECX1/fTLebNGkS48ePT1e+atUqPDyKRma34dGPKH3ZNovVhWLV2FX+ca5eKAkrVpocWd5bvXq12SGYSudfdM+/KJ87FO3zL8rnDjl3/nFxcTmyn6LC398fR0dHzp07l6b83LlzNx1249133+Wtt95izZo11KlTJ8u6rq6uuLq63nG8IiIiItlhagJt5MiRvP3221nW2bdvH9WqVWPw4MEEBgayYcMG3N3d+eSTT+jSpQvbt2+nVKmMB+rP7JvJtm3b4u3tnaPnkl9Z9iVj/LCb5Baj2XSxDOFt2+Hs7Gx2WHkqOTmZ1atXEx4eXuTOHXT+Rfn8i/K5Q9E+/6J87pDz56+xtW6Ni4sLISEhrF27lu7duwPYJwQYMmRIptu98847TJgwgZUrV9KwYcM8ilZERMRkqXE8XW46Lic/55fiK/UYZz5magLthRdeoH///lnWqVSpEj///DM//vgjly5dsie+ZsyYwerVq/n0008ZOXJkhttm9s2ks7Nz4f1AcfEIRJ+ASq1sy3V6QMXmWNz8YPnywn3uN1GUzx10/kX5/IvyuUPRPv+ifO6Qc+dflN/D2zV8+HD69etHw4YNCQ0NZerUqVy9epUBAwYA0LdvX0qXLs2kSZMAePvttxkzZgwLFy6kQoUK9rHSPD098fT0NO08REREcpsFCHSNhORI24wCkm+ZmkALCAggICDgpvWuPTrh4JB2zgMHBwesVmuuxFbgWFPht1mw9g1w8YDB26CYv22dV8kiMdaZiIiI5A+9evUiMjKSMWPGcPbsWerVq8eKFSvsEwscP348Tbtu5syZJCUl0aNHjzT7GTt2LOPGjcvL0EVEREQyVCDGQGvSpAm+vr7069ePMWPG4O7uzscff8zRo0fp1KmT2eGZ78IhWDoYTvxmWy4bCimJWW8jIiIikouGDBmS6SOb69evT7McERGR+wGJiIiI3AGHm1cxn7+/PytWrODKlSvce++9NGzYkI0bN7J06VLq1q1rdnjmsabCpg9hVjNb8szFCzpPhb5Lwae02dGJiIiIiIiIiBQKBaIHGkDDhg1ZubJgzxyZajXYdjSK87EJBHq5EVrRD0cHy+3tLDkBPu0MJ7fblivfC10+hOKavl1EREREREREJCcVmARaQbdi9xnG/7CXM9EJ9rJSPm6M7VKT9rUznkU0S85uEFgDIg9AuwlQ/1Gw3GYyTkREREREREREMlUgHuEs6FbsPsPTX+xMkzwDOBudwNNf7GTF7jPZ29G5vRB98t/ltm/CM1ugQV8lz0REREREREQKGAO4nOzDFadg25Sckm8pgZbLUq0G43/Ym+FstNfKxv+wl1RrFvPVpibDr5NhTkv4/lkw/r+umw/4lMnpkEVEREREREQkLzh68EHE8ywtu4JUBw+zo5EsKIGWy7YdjUrX8+x6BnAmOoFtR6MyrnB2N3xyH/z8JqQmgaMLJF3NnWBFRERERERERCQdjYGWy87HZp48y7JeajJsmGLreWZNBrfi0OEdqNNTj2uKiIiIiIiIiOQhJdByWaCX263Xu3wCFj0EZ/+2LVfvDJ3eA6+gXIhQREREREREREyRGs/jZefgduorNhT/HquDu9kRSSaUQMtloRX9KOXjxtnohAzHQbMAQT5uhFb0+7ewWAAkJ4C7H3ScDLUfUK8zERERERERkULGgkFpt9OQdBqLkcXY6GI6jYGWyxwdLIztUhNIP6HGteWxXWriGLkPrKm2Amc36PkZDP4N7u6h5JmIiIiIiIiIiInUAy0PtK9dipmPNGD8D3vTTCgQ5OPGuI5VaHfuY/hmKrQZB02fs60sWdOUWEVEREQkY9HR0cTFxeXa/j08PPDx8cm1/YvcqQsXLuTavnP7/tfvb+FXkO9PKRiUQMsj7WuXIrxmENuORnE+NoFALzdCXSJw/L4XRO6zVTq/FwxDPc5ERERE8pno6Gg+mj6dlOTkXDuGk7MzQwYP1oc0yXeS4+MAC99++22uHSM373/9/hZuBf3+lIJDCbQ85OhgoUnlErbxzdZPgs0fgmG1jXnW6T2o2c3sEEVEREQkA3FxcaQkJ1OmcWvcvH1zfP8JMZc4uXUdcXFx+oAm+U5qciJgFNj7X7+/hVtBvz+l4FACLa+d+RO+eRwuHLQt1+4BHd6BYiXMjUtEREREbsrN2xd3P3+zwxAxRUG//wt6/JI1XV/JbUqg5TUHZ4g6CsUCofP7UKOz2RGJiIiIiIiIiEmupnjg6OJqdhhyE0qg5YXoU+BT2vZzyZq2GTbLNQYPP3PjEhERERERERHTGI4evHv0Jaq0vR93Rw+zw5EsOJgdQKGWFAcrRsMHdeH0H/+WV++o5JmIiIiIiIiISAGhHmi55dhmWDoYov6xLR9aDcH1zY1JRERERERERERumRJoOS3pKqx9HX6bDRjgFQxdP4Sq4WZHJiIiIiIiIiL5SWo8/UrPw/3Mj2wpvhirg7vZEUkmlEDLSRGbYOkzcCnCttygL7R9E9w01a2IiIiIiIiIpGXBoILHMUg4hsUwzA5HsqAEWk46v9eWPPMpC10+gCr3mR2RiIiIiIiIiIjcISXQclLDgZCSaOt55uZtdjQiIiIiIiIiIpIDlEDLSQ4OcM8Qs6MQEREREREREZEc5GB2ACIiIiIiIiIiIvmZEmgiIiIiIiIiIiJZ0COcIiIiIiIiIiImSbI64+DoaHYYchPqgSYiIiIiIiIiYgLD0YNJR15hcYVtpDp6mB2OZEEJNBERERERERERkSwogSYiIiIiIiIiIpIFJdBERERERERERMyQmsBDwQtodXYwDtYEs6ORLCiBJiIiIiIiIiJiAgtW7ip2iNLxG7AYVrPDkSwogSYiIiIiIiIiIpIFJdBERERERERERESyoASaiIiIiOS46dOnU6FCBdzc3AgLC2Pbtm1Z1v/qq6+oXr06bm5u3H333SxfvjyPIhURERG5OSXQRERERCRHLV68mOHDhzN27Fh27txJ3bp1adeuHefPn8+w/ubNm3nooYcYOHAgf/zxB927d6d79+7s3r07jyMXERERyZgSaCIiIiKSo6ZMmcITTzzBgAEDqFmzJrNmzcLDw4O5c+dmWP+DDz6gffv2jBgxgho1avDGG2/QoEEDPvroozyOXERERCRjTmYHkJcMwwAgJibG5EjyXnJyMnFxccTExODs7Gx2OHmqKJ876PyL8vkX5XOHon3+RfncIefP/1q74Vo7QrKWlJTEjh07GDVqlL3MwcGBNm3asGXLlgy32bJlC8OHD09T1q5dO5YsWZLpcRITE0lMTLQvR0dHA7nXzouNjSUhIYFLZ04Sd/VKju8/MeYyCQkJREREEBsbm+P7l8Lt4sWLuXp/xkaeK9D3f26/P4o/a7o/beKTU7EmxgFw6NAh3J0dAYiKPImHrZiLJ4+R6uB+xzFfL7ffn7x6/2NjYylWrFiO7/+W2nlGEXLixAkD0EsvvfTSSy+99Lrl14kTJ8xuyhQIp06dMgBj8+bNacpHjBhhhIaGZriNs7OzsXDhwjRl06dPNwIDAzM9ztixY02/J/TSSy+99NJLr8Lxyk47r0j1QAsODubEiRN4eXlhsVjMDidPxcTEULZsWU6cOIG3t7fZ4eSponzuoPMvyudflM8divb5F+Vzh5w/f8MwiI2NJTg4OAeik5wyatSoNL3WrFYrUVFRlChRosi187KrqP/fUBjoGhZ8uoYFn65hwXbj9buVdl6RSqA5ODhQpkwZs8Mwlbe3d5H9JS/K5w46/6J8/kX53KFon39RPnfI2fP38fHJkf0UBf7+/jg6OnLu3Lk05efOnSMoKCjDbYKCgm6pPoCrqyuurq5pyooXL357QRcxRf3/hsJA17Dg0zUs+HQNC7brr19223maREBEREREcoyLiwshISGsXbvWXma1Wlm7di1NmjTJcJsmTZqkqQ+wevXqTOuLiIiI5LUi1QNNRERERHLf8OHD6devHw0bNiQ0NJSpU6dy9epVBgwYAEDfvn0pXbo0kyZNAmDo0KG0bNmS9957j06dOrFo0SJ+//135syZY+ZpiIiIiNgpgVZEuLq6Mnbs2HSPOhQFRfncQedflM+/KJ87FO3zL8rnDjr//KBXr15ERkYyZswYzp49S7169VixYgUlS5YE4Pjx4zg4/PsgxD333MPChQt59dVXGT16NFWrVmXJkiXUrl3brFMolPS7UfDpGhZ8uoYFn65hwXYn189iGJqTXUREREREREREJDMaA01ERERERERERCQLSqCJiIiIiIiIiIhkQQk0ERERERERERGRLCiBJiIiIiIiIiIikgUl0IqggwcP0q1bN/z9/fH29qZZs2asW7fO7LDy1LJlywgLC8Pd3R1fX1+6d+9udkh5KjExkXr16mGxWNi1a5fZ4eSJiIgIBg4cSMWKFXF3d6dy5cqMHTuWpKQks0PLNdOnT6dChQq4ubkRFhbGtm3bzA4p102aNIlGjRrh5eVFYGAg3bt358CBA2aHZZq33noLi8XCsGHDzA4lT5w6dYpHHnmEEiVK4O7uzt13383vv/9udlgi+V5RbBcUBl27dqVcuXK4ublRqlQpHn30UU6fPm12WJJNRbFtWhhNmDCBe+65Bw8PD4oXL252OJINd/IZSQm0Iqhz586kpKTw888/s2PHDurWrUvnzp05e/as2aHliW+++YZHH32UAQMG8Oeff7Jp0yYefvhhs8PKUy+99BLBwcFmh5Gn9u/fj9VqZfbs2ezZs4f333+fWbNmMXr0aLNDyxWLFy9m+PDhjB07lp07d1K3bl3atWvH+fPnzQ4tV/3yyy8MHjyYrVu3snr1apKTk2nbti1Xr141O7Q8t337dmbPnk2dOnXMDiVPXLp0iaZNm+Ls7MxPP/3E3r17ee+99/D19TU7NJF8ryi2CwqD1q1b87///Y8DBw7wzTffcOTIEXr06GF2WJJNRa1tWlglJSXx4IMP8vTTT5sdimTDHX9GMqRIiYyMNADj119/tZfFxMQYgLF69WoTI8sbycnJRunSpY1PPvnE7FBMs3z5cqN69erGnj17DMD4448/zA7JNO+8845RsWJFs8PIFaGhocbgwYPty6mpqUZwcLAxadIkE6PKe+fPnzcA45dffjE7lDwVGxtrVK1a1Vi9erXRsmVLY+jQoWaHlOtefvllo1mzZmaHIVLgqF1QeCxdutSwWCxGUlKS2aHIbSrMbdPCbt68eYaPj4/ZYchN3OlnJPVAK2JKlChBtWrV+Oyzz7h69SopKSnMnj2bwMBAQkJCzA4v1+3cuZNTp07h4OBA/fr1KVWqFB06dGD37t1mh5Ynzp07xxNPPMHnn3+Oh4eH2eGYLjo6Gj8/P7PDyHFJSUns2LGDNm3a2MscHBxo06YNW7ZsMTGyvBcdHQ1QKK9zVgYPHkynTp3S3AOF3ffff0/Dhg158MEHCQwMpH79+nz88cdmhyWSr6ldUHhERUWxYMEC7rnnHpydnc0OR25TYW2biuQHOfEZSQm0IsZisbBmzRr++OMPvLy8cHNzY8qUKaxYsaJIPObyzz//ADBu3DheffVVfvzxR3x9fWnVqhVRUVEmR5e7DMOgf//+DBo0iIYNG5odjukOHz7MtGnTeOqpp8wOJcdduHCB1NRUSpYsmaa8ZMmSReZRbQCr1cqwYcNo2rQptWvXNjucPLNo0SJ27tzJpEmTzA4lT/3zzz/MnDmTqlWrsnLlSp5++mmee+45Pv30U7NDE8mX1C4oHF5++WWKFStGiRIlOH78OEuXLjU7JLlNhbltKpIf5MRnJCXQComRI0disViyfO3fvx/DMBg8eDCBgYFs2LCBbdu20b17d7p06cKZM2fMPo3blt3zt1qtALzyyis88MADhISEMG/ePCwWC1999ZXJZ3F7snvu06ZNIzY2llGjRpkdco7K7vlf79SpU7Rv354HH3yQJ554wqTIJbcNHjyY3bt3s2jRIrNDyTMnTpxg6NChLFiwADc3N7PDyVNWq5UGDRowceJE6tevz5NPPskTTzzBrFmzzA5NJE8V9XZBQXer7ZoRI0bwxx9/sGrVKhwdHenbty+GYZh4BqK2acF3O9dQigaLof9hC4XIyEguXryYZZ1KlSqxYcMG2rZty6VLl/D29ravq1q1KgMHDmTkyJG5HWquyO75b9q0iXvvvZcNGzbQrFkz+7qwsDDatGnDhAkTcjvUHJfdc+/Zsyc//PADFovFXp6amoqjoyN9+vQpsL00snv+Li4uAJw+fZpWrVrRuHFj5s+fj4ND4fseISkpCQ8PD77++us0M8z269ePy5cvF4lvp4cMGcLSpUv59ddfqVixotnh5JklS5bwn//8B0dHR3tZamoqFosFBwcHEhMT06wrTMqXL094eDiffPKJvWzmzJm8+eabnDp1ysTIRPJWUW8XFHS32q653smTJylbtiybN2+mSZMmuRWi3ITapgXf7fwezp8/n2HDhnH58uVcjk5uV058RnLKxfgkDwUEBBAQEHDTenFxcQDp/mN2cHCw984qiLJ7/iEhIbi6unLgwAF7Ai05OZmIiAjKly+f22Hmiuye+4cffsibb75pXz59+jTt2rVj8eLFhIWF5WaIuSq75w+2b/dat25t73lYWBsoLi4uhISEsHbtWvsfB6vVytq1axkyZIi5weUywzB49tln+e6771i/fn2RSp4B3Hffffz9999pygYMGED16tV5+eWXC23yDKBp06YcOHAgTdnBgwcL7P/tIrerqLcLCrpbadfc6FpbPjExMSdDkluktmnBdye/h5J/5cRnJCXQipgmTZrg6+tLv379GDNmDO7u7nz88cccPXqUTp06mR1ervP29mbQoEGMHTuWsmXLUr58eSZPngzAgw8+aHJ0uatcuXJplj09PQGoXLkyZcqUMSOkPHXq1ClatWpF+fLleffdd4mMjLSvCwoKMjGy3DF8+HD69etHw4YNCQ0NZerUqVy9epUBAwaYHVquGjx4MAsXLmTp0qV4eXnZxzPw8fHB3d3d5Ohyn5eXV7rx3q6NjVPYx4F7/vnnueeee5g4cSI9e/Zk27ZtzJkzhzlz5pgdmki+VNTbBQXdb7/9xvbt22nWrBm+vr4cOXKE1157jcqVK6v3WQFR1NqmhdXx48eJiori+PHjpKamsmvXLgCqVKli/39V8o87/YykBFoR4+/vz4oVK3jllVe49957SU5OplatWixdupS6deuaHV6emDx5Mk5OTjz66KPEx8cTFhbGzz//XCQmUSjKVq9ezeHDhzl8+HC6DwaF8Un2Xr16ERkZyZgxYzh79iz16tVjxYoV6QbNLGxmzpwJQKtWrdKUz5s3j/79++d9QJJnGjVqxHfffceoUaN4/fXXqVixIlOnTqVPnz5mhyYikuM8PDz49ttvGTt2LFevXqVUqVK0b9+eV199FVdXV7PDk2woam3TwmrMmDFpHnmvX78+AOvWrUvXHhXz3elnJI2BJiIiIiIiIiIikgU9ZC0iIiIiIiIiIpIFJdBERERERERERESyoASaiIiIiIiIiIhIFpRAExERERERERERyYISaCIiIiIiIiIiIllQAk1ERERERERERCQLSqCJiIiIiIiIiIhkQQk0ERERERERERGRLCiBJiLy/ywWC0uWLDE7DLu1a9dSo0YNUlNTs1V/7969lClThqtXr+ZyZCIiIiIiIkWLEmgictssFkuWr3HjxpkdYr5zs/fsei+99BKvvvoqjo6O2dp3zZo1ady4MVOmTMmN0EVERERERIosJ7MDEJGC68yZM/afFy9ezJgxYzhw4IC9zNPT0/6zYRikpqbi5FS0/9u5/j27JiIigvDwcPr162cv27hxI0eOHOGBBx64pf0PGDCAJ554glGjRhX591pEREQkOTkZZ2dns8MQkUJAPdBE5LYFBQXZXz4+PlgsFvvy/v378fLy4qeffiIkJARXV1c2btxI//796d69e5r9DBs2jFatWtmXrVYrkyZNomLFiri7u1O3bl2+/vrrTOMYPXo0YWFh6crr1q3L66+/DsD27dsJDw/H398fHx8fWrZsyc6dOzPd5/r167FYLFy+fNletmvXLiwWCxEREfayjRs30rx5c9zd3SlbtizPPfdclo9QXv+eBQUF4e3tzaBBg2jYsCFTp06111u0aBHh4eG4ubkBtgRkmzZtaNeuHYZhABAVFUWZMmUYM2aMfbvw8HCioqL45ZdfMo1BREREpCCzWq288847VKlSBVdXV8qVK8eECROIiIjAYrGwePFiWrZsiZubGwsWLGD+/PkUL16cJUuWULVqVdzc3GjXrh0nTpyw7/PPP/+kdevWeHl54e3tTUhICL///ruJZyki+Y0SaCKSq0aOHMlbb73Fvn37qFOnTra2mTRpEp999hmzZs1iz549PP/88zzyyCOZJoX69OnDtm3bOHLkiL1sz549/PXXXzz88MMAxMbG0q9fPzZu3MjWrVupWrUqHTt2JDY29rbP7ciRI7Rv354HHniAv/76i8WLF7Nx40aGDBmS7X0MGDCA6OhovvrqqzQ9xjZs2EDDhg3tyxaLhU8//ZTt27fz4YcfAjBo0CBKly6dJoHm4uJCvXr12LBhw22fl4iIiEh+NmrUKN566y1ee+019u7dy8KFCylZsqR9/ciRIxk6dCj79u2jXbt2AMTFxTFhwgQ+++wzNm3axOXLl+ndu7d9mz59+lCmTBm2b9/Ojh07GDlypHquiUgaer5HRHLV66+/Tnh4eLbrJyYmMnHiRNasWUOTJk0AqFSpEhs3bmT27Nm0bNky3Ta1atWibt26LFy4kNdeew2ABQsWEBYWRpUqVQC4995702wzZ84cihcvzi+//ELnzp1v69wmTZpEnz59GDZsGABVq1blww8/pGXLlsycOdPeeyyr7ZctW8amTZvw9/dPs+7YsWMEBwenKStdujSzZ8+mb9++nD17luXLl/PHH3+ke1QzODiYY8eO3dY5iYiIiORnsbGxfPDBB3z00Uf24S8qV65Ms2bN7E8JDBs2jPvvvz/NdsnJyXz00Uf2pxY+/fRTatSowbZt2wgNDeX48eOMGDGC6tWrA7Z2nYjI9dQDTURy1fW9qLLj8OHDxMXFER4ejqenp/312WefpelhdqM+ffqwcOFCwPa445dffkmfPn3s68+dO8cTTzxB1apV8fHxwdvbmytXrnD8+PHbOzFsXf3nz5+fJs527dphtVo5evRoltsuX76c1157jXnz5lG3bt106+Pj4zNMwD344IP85z//4a233uLdd9/NsHHn7u5OXFzcbZ+XiIiISH61b98+EhMTue+++zKtk1H708nJiUaNGtmXq1evTvHixdm3bx8Aw4cP5/HHH6dNmza89dZbWbY7RaRoUg80EclVxYoVS7Ps4OBgH8PrmuTkZPvPV65cAWDZsmWULl06TT1XV9dMj/PQQw/x8ssvs3PnTuLj4zlx4gS9evWyr+/Xrx8XL17kgw8+oHz58ri6utKkSROSkpIy3J+Dg+37hetjvT7Oa7E+9dRTPPfcc+m2L1euXKaxHjx4kIcffpiRI0fy4IMPZljH39+fS5cupSuPi4tjx44dODo6cujQoQy3jYqKonLlypkeX0RERKSgcnd3v2mdG9uf2TFu3Dgefvhhli1bxk8//cTYsWNZtGgR//nPf24nTBEphJRAE5E8FRAQwO7du9OU7dq1yz7GRM2aNXF1deX48eMZPq6ZmTJlytCyZUsWLFhAfHw84eHhBAYG2tdv2rSJGTNm0LFjRwBOnDjBhQsXsowTbLNm+vr62uO8XoMGDdi7d6/9MdHsiImJoVu3brRo0YI33ngj03r169dn79696cpfeOEFHBwc+Omnn+jYsSOdOnVK93jq7t276dGjR7ZjEhERESkoqlatiru7O2vXruXxxx/P9nYpKSn8/vvvhIaGAnDgwAEuX75MjRo17HXuuusu7rrrLp5//nkeeugh5s2bpwSaiNgpgSYieeree+9l8uTJfPbZZzRp0oQvvviC3bt3U79+fQC8vLx48cUXef7557FarTRr1ozo6Gg2bdqEt7e3fayLjPTp04exY8eSlJTE+++/n2Zd1apV+fzzz2nYsCExMTGMGDEiy28wq1SpQtmyZRk3bhwTJkzg4MGDvPfee2nqvPzyyzRu3JghQ4bw+OOPU6xYMfbu3cvq1av56KOP0u3TMAz69OlDXFwc7733HufOnUtXJyAgAEdHR9q1a8enn36aZt2yZcuYO3cuW7ZsoUGDBowYMYJ+/frx119/2ZN8ERERnDp1ijZt2mR6biIiIiIFlZubGy+//DIvvfQSLi4uNG3alMjISPbs2ZPlY53Ozs48++yzfPjhhzg5OTFkyBAaN25MaGgo8fHxjBgxgh49elCxYkVOnjzJ9u3beeCBB/LwzEQkv9MYaCKSp9q1a8drr73GSy+9RKNGjYiNjaVv375p6rzxxhu89tprTJo0iRo1atC+fXuWLVtGxYoVs9x3jx49uHjxInFxcXTv3j3Nuv/+979cunSJBg0a8Oijj/Lcc8+l6aF2I2dnZ7788kv2799PnTp1ePvtt3nzzTfT1KlTpw6//PILBw8epHnz5tSvX58xY8akG/z/muPHj/Pjjz9y/Phx7rrrLkqVKpXudW069T59+rBnzx4OHDgAQGRkJAMHDmTcuHE0aNAAgPHjx1OyZEkGDRpkP8aXX35J27ZtKV++fJbvlYiIiEhB9dprr/HCCy8wZswYatSoQa9evTh//nyW23h4ePDyyy/z8MMP07RpUzw9PVm8eDEAjo6OXLx4kb59+3LXXXfRs2dPOnTowPjx4/PidESkgLAYNw5GJCIi+cKIESOIiYlh9uzZ2aqflJRE1apVWbhwIU2bNs3l6EREREQKhvnz5zNs2DAuX75sdigiUoCpB5qISD71yiuvUL58eaxWa7bqHz9+nNGjRyt5JiIiIiIiksM0BpqISD5VvHhxRo8ene36VapUuaUJDURERERERCR79AiniIiIiIiIiIhIFvQIp4iIiIiIiIiISBaUQBMREREREREREcmCEmgiIiIiIiIiIiJZUAJNCpwKFSrQv39/s8MosK5cuUJgYCALFiy4ad3+/ftToUKF3A/qJsaNG4fFYsnRfY4cOZKwsLAc3ec1n3/+OdWrV8fZ2ZnixYvnyjHysxt/R9evX4/FYmH9+vV5GkerVq1o1apVnh5TRETkRvPnz8disRAREWF2KJlauXIlM2bMIC4uDoB33nmH6tWrZ3sm8Nwya9YsypUrR2JioqlxFGYZ3Z9m3bO50eYXyUlKoImprv3n/Pvvv2e4vlWrVtSuXfuOj7N8+XLGjRt3x/spDD744AO8vLzo3bu32aHckYkTJ7JkyZLb3n7YsGH8+eeffP/99zkXFLB//3769+9P5cqV+fjjj5kzZ06O7l9ERETS2rNnD4888gilS5fG1dWV4OBgHnnkEfbu3Zuj25hh8+bNjBs3jsuXL+faMaZNm0b79u0ZPHgwo0ePJiYmhrfffpuXX34ZB4d/Py4mJiby8ssvExwcjLu7O2FhYaxevfqWj3flyhXGjh1L+/bt8fPzw2KxMH/+/Azr9u/fn6SkJGbPnn27pycikmOUQJMC58CBA3z88ce3tM3y5csZP358LkVUcCQnJ/PBBx/w+OOP4+joaHY42fbqq68SHx+fpuxOE2hBQUF069aNd9999w6jS2v9+vVYrVY++OAD+vfvT8+ePXN0/wVRixYtiI+Pp0WLFmaHIiIihcy3335LgwYNWLt2LQMGDGDGjBkMHDiQn3/+mQYNGrB06dIc2cYsmzdvZvz48XeUQNu+fXum6+Lj4/npp584c+YMjRo1okyZMsydO5eUlBQeeuihNHX79+/PlClT6NOnDx988AGOjo507NiRjRs33lI8Fy5c4PXXX2ffvn3UrVs3y7pubm7069ePKVOmYBjGLR1Hbt+jjz5KfHw85cuXNzsUkXzFyewARG6Vq6ur2SHcsqtXr1KsWDGzw+DHH38kMjKywCV1nJyccHLK+f+uevbsyYMPPsg///xDpUqVcmSf58+fB8g3j25arVaSkpJwc3MzLQYHBwdTj5+b4uLi8PDwSFeekpKC1WrFxcXltvedX/7fEBHJr44cOcKjjz5KpUqV+PXXXwkICLCvGzp0KM2bN+eRRx7hr7/+omLFire9TUH3zDPPMH/+fGrVqpVu3erVqxk4cCBBQUFs27YNgLp169K1a9c0f7u3bdvGokWLmDx5Mi+++CIAffv2pXbt2rz00kts3rw52/GUKlWKM2fOEBQUxO+//06jRo2yrN+zZ0/eeecd1q1bx7333pvt4xRU+eHvv6OjY4H6sv1WZPb+5of3XfI/9UCTAufG8ZWSk5MZP348VatWxc3NjRIlStCsWTN7l/L+/fszffp0ACwWi/11zdWrV3nhhRcoW7Ysrq6uVKtWjXfffTfdt1zx8fE899xz+Pv74+XlRdeuXTl16hQWiyXN46HXnt3fu3cvDz/8ML6+vjRr1gyAv/76i/79+1OpUiXc3NwICgriscce4+LFi2mOdW0fBw8e5JFHHsHHx4eAgABee+01DMPgxIkTdOvWDW9vb4KCgnjvvfey9d4tWbKEChUqULly5QzX1a5dGzc3N2rXrs13332X4T6sVitTp06lVq1auLm5UbJkSZ566ikuXbqUpl6FChXo3LkzGzduJDQ0FDc3NypVqsRnn32Wpt7Nrt/178c1FouFq1ev8umnn9qvZ//+/Vm3bh0WiyXD2BcuXIjFYmHLli32sjZt2gBk+5vmGTNmUKtWLfujHoMHD07zjXCFChUYO3YsAAEBAenujRv1798fT09PTp06Rffu3fH09CQgIIAXX3yR1NTUNHWze59aLBaGDBnCggUL7LGuWLHC/rj0xo0bee655wgICKB48eI89dRTJCUlcfnyZfr27Yuvry++vr689NJL6fb97rvvcs8991CiRAnc3d0JCQnh66+/vun7duMYaNdiyeh145hlX3zxBSEhIbi7u+Pn50fv3r05ceJEumPMmTOHypUr4+7uTmhoKBs2bLhpXLd6nGuPlO/YsYMWLVrg4eHB6NGjiYiIwGKx8O677zJ16lQqV66Mq6ur/TGgn3/+mebNm1OsWDGKFy9Ot27d2LdvX5p9Z/X/hoiIZGzy5MnExcUxZ86cNIkwAH9/f2bPns2VK1eYPHnyHW2TmWv/d+/fv5+ePXvi7e1NiRIlGDp0KAkJCTfd/o8//qBDhw54e3vj6enJfffdx9atW9Psf8SIEQBUrFjR/rfyVsalSklJ4e+//+aTTz7JcP3KlStp166dffno0aP89ddf9jbSNV9//TWOjo48+eST9jI3NzcGDhzIli1bMvzbnBlXV1eCgoKyXT8kJAQ/P7+btte+/vprLBYLv/zyS7p1s2fPxmKxsHv3bgBiY2MZNmwYFSpUwNXVlcDAQMLDw9m5c2em+792vQ8fPkz//v0pXrw4Pj4+DBgwwD523PVudn2v32dGf//v9PPAsWPHeOaZZ6hWrRru7u6UKFGCBx98MFv3z41joF1r62T2uubUqVM89thjlCxZEldXV2rVqsXcuXMzPMbGjRtp1KgRbm5uVK5c+ZYe083ucTJ7f9XuktulHmiSL0RHR3PhwoV05cnJyTfddty4cUyaNInHH3+c0NBQYmJi+P3339m5cyfh4eE89dRTnD59mtWrV/P555+n2dYwDLp27cq6desYOHAg9erVY+XKlYwYMYJTp07x/vvv2+v279+f//3vfzz66KM0btyYX375hU6dOmUa14MPPkjVqlWZOHGiPRGxevVq/vnnHwYMGEBQUBB79uxhzpw57Nmzh61bt6YbNLNXr17UqFGDt956i2XLlvHmm2/i5+fH7Nmzuffee3n77bdZsGABL774Io0aNbrpI3KbN2+mQYMG6cpXrVrFAw88QM2aNZk0aRIXL15kwIABlClTJl3dp556ivnz5zNgwACee+45jh49ykcffcQff/zBpk2bcHZ2ttc9fPgwPXr0YODAgfTr14+5c+fSv39/QkJC7N+C3uz6ZeTzzz+317/WkKtcuTKNGzembNmyLFiwgP/85z9ptlmwYAGVK1emSZMm9jIfHx8qV67Mpk2beP7557N878aNG8f48eNp06YNTz/9NAcOHGDmzJls377dft5Tp07ls88+47vvvmPmzJl4enpSp06dLPebmppKu3btCAsL491332XNmjW89957VK5cmaeffhq4tfsUbAmb//3vfwwZMgR/f38qVKjArl27AHj22WcJCgpi/PjxbN26lTlz5lC8eHE2b95MuXLlmDhxIsuXL2fy5MnUrl2bvn372vf7wQcf0LVrV/r06UNSUhKLFi3iwQcf5Mcff8zyd+FGLVq0SPe7eOzYMV599VUCAwPtZRMmTOC1116jZ8+ePP7440RGRjJt2jRatGjBH3/8Ye/l99///pennnqKe+65h2HDhvHPP//QtWtX/Pz8KFu27E3jye5xAC5evEiHDh3o3bs3jzzyCCVLlrSvmzdvHgkJCTz55JO4urri5+fHmjVr6NChA5UqVWLcuHHEx8czbdo0mjZtys6dO9NN0pHR/xsiIpKxH374gQoVKtC8efMM17do0YIKFSrwww8/MGPGjNve5mZ69uxJhQoVmDRpElu3buXDDz/k0qVL6b40vN6ePXto3rw53t7evPTSSzg7OzN79mxatWrFL7/8QlhYGPfffz8HDx7kyy+/5P3338ff3x8gXeIvK/v37ycxMZEvvviCt99+O03PaKvVytWrV/H09LSXXetJdmN78Y8//uCuu+7C29s7TXloaCgAu3btytbf3NvVoEEDNm3alGWdTp064enpyf/+9z9atmyZZt3ixYupVauWfWzlQYMG8fXXXzNkyBBq1qzJxYsX2bhxI/v27cuwrXy9nj17UrFiRSZNmsTOnTv55JNPCAwM5O2337bXyc71vV5Wf/9v9/PA9u3b2bx5M71796ZMmTJEREQwc+ZMWrVqxd69ezPsQZ+ZgICAdG235ORknn/+efs9de7cORo3bmz/MjcgIICffvqJgQMHEhMTw7Bhw+zb/v3337Rt25aAgADGjRtHSkoKY8eOTdOuysytHCez9/faEyNqd8ktM0RMNG/ePAPI8lWrVq0025QvX97o16+ffblu3bpGp06dsjzO4MGDjYxu9yVLlhiA8eabb6Yp79Gjh2GxWIzDhw8bhmEYO3bsMABj2LBhaer179/fAIyxY8fay8aOHWsAxkMPPZTueHFxcenKvvzySwMwfv3113T7ePLJJ+1lKSkpRpkyZQyLxWK89dZb9vJLly4Z7u7uad6TjCQnJxsWi8V44YUX0q2rV6+eUapUKePy5cv2slWrVhmAUb58eXvZhg0bDMBYsGBBmu1XrFiRrrx8+fLpzuv8+fOGq6trmhiyc/2uvR/XK1asWIbnPGrUKMPV1TXNuZw/f95wcnJKc52uadu2rVGjRo0sj3/+/HnDxcXFaNu2rZGammov/+ijjwzAmDt3brpYIyMjs9ynYRhGv379DMB4/fXX05TXr1/fCAkJsS9n9z41DMMADAcHB2PPnj1p6l77XWvXrp1htVrt5U2aNDEsFosxaNAge9m1e61ly5Zp9nHj/ZuUlGTUrl3buPfee9OU3/g7um7dOgMw1q1bl+H7EB8fb4SEhBjBwcHGmTNnDMMwjIiICMPR0dGYMGFCmrp///234eTkZC9PSkoyAgMDjXr16hmJiYn2enPmzDGAdOdwo+wexzAMo2XLlgZgzJo1K03do0ePGoDh7e1tnD9/Ps26evXqGYGBgcbFixftZX/++afh4OBg9O3b116W1f8bIiKS3uXLlw3A6NatW5b1unbtagBGTEzMbW2TlWv/d3ft2jVN+TPPPGMAxp9//mkYxr9/g48ePWqv0717d8PFxcU4cuSIvez06dOGl5eX0aJFC3vZ5MmT0217K+bPn2/UqVPHAIwvv/wyzbotW7YY06dPT1P26quvGoARGxubprxWrVrp/t4bhmHs2bMnw7+N2bV9+3YDMObNm5dlvSeffNJwd3e/6f4eeughIzAw0EhJSbGXnTlzxnBwcEjT3vLx8TEGDx58S7Feu96PPfZYmvL//Oc/RokSJdKUZff6ZvX3/04/D2T0uWPLli0GYHz22Wf2sozuz4zKbvTMM88Yjo6Oxs8//2wYhmEMHDjQKFWqlHHhwoU09Xr37m34+Pikiad79+6Gm5ubcezYMXvZ3r17DUdHxww/s13vVo6T2furdpfcLj3CKfnC9OnTWb16dbrXzXrvgG2sqT179nDo0KFbPu7y5ctxdHTkueeeS1P+wgsvYBgGP/30EwArVqwAbGNIXO/ZZ5/NdN+DBg1KV+bu7m7/OSEhgQsXLtC4cWOADLuMP/744/afHR0dadiwIYZhMHDgQHt58eLFqVatGv/880+msQBERUVhGAa+vr5pys+cOcOuXbvo168fPj4+9vLw8HBq1qyZpu5XX32Fj48P4eHhXLhwwf4KCQnB09OTdevWpalfs2bNNN/wBgQEpIv1Tq5fRvr27UtiYmKaRwsXL15MSkoKjzzySLr6vr6+GfZ+vN6aNWtISkpi2LBhaWajeuKJJ/D29mbZsmV3FPON90rz5s3TvEfZvU+vadmyZbprd83AgQPT9HQMCwtLd09du9duvKeuv38vXbpEdHQ0zZs3z/Jxh+x45pln+Pvvv/nmm2/sj3R8++23WK1WevbsmeZeCwoKomrVqvZ77ffff+f8+fMMGjQozbfq/fv3T3M/Zya7x7nG1dWVAQMGZLivBx54IE2vgGu/W/3798fPz89eXqdOHcLDw1m+fHm6fWT0/4aIiKQXGxsLgJeXV5b1rq2PjY29rW2yY/DgwWmWr7UPM/p/Hmy9z1etWkX37t3TjMFaqlQpHn74YTZu3EhMTEy2jn0z27dvZ9q0abi6ujJt2rQ063788Ue6dOmSpuzixYs4OTml6ZUGtqFMMhqH+No4aTdO9pTTfH19iY+Pz/BRyev16tWL8+fP24eNANujnVarlV69etnLihcvzm+//cbp06dvOZaM2m0XL160X7Pbub5Z/f2/3c8D17fbkpOTuXjxIlWqVKF48eJ33Hb77LPPmDFjBu+88w6tW7fGMAy++eYbunTpgmEYadpU7dq1Izo62n7M1NRUVq5cSffu3SlXrpx9nzVq1EjzOHFGbuU418vs/VW7S26VEmiSL4SGhtKmTZt0rxuTPRl5/fXXuXz5MnfddRd33303I0aM4K+//srWcY8dO0ZwcHC6hlSNGjXs66/96+DgkG4w2SpVqmS674wGno2KimLo0KGULFkSd3d3AgIC7PWio6PT1b/+jwrYHjl0c3Ozd+G/vvzGMcgyY9zQPfnaOVatWjVd3WrVqqVZPnToENHR0QQGBhIQEJDmdeXKFXt36MziB1sD6PpY7+T6ZaR69eo0atSIBQsW2MsWLFhA48aNM7xehmGke3T2RtfeoxvfDxcXFypVqmRffzvc3NzSPYpx43uU3fv0mqwGPc7ongLSPXaR0T31448/0rhxY9zc3PDz8yMgIICZM2dmeO9m1+zZs5k3bx7Tpk2zJ5PBdq8ZhkHVqlXT3Wv79u2z32uZ3b/Ozs7Zmhgiu8e5pnTp0plODHDj+57ZfQO2a3fhwgWuXr2a5T5ERCRj2U1yxcbGYrFY7GPY3uo2SUlJnD17Ns3rxnFKb/wbVLlyZRwcHDIdayoyMpK4uLhM/z5YrdZbGlMsK/v27aN58+b07t2bzZs32ycKADh58mS2H7t0d3cnMTExXfm1sd6uT9bkhmvt15u12dq3b4+Pjw+LFy+2ly1evJh69epx11132cveeecddu/eTdmyZQkNDWXcuHE3/TL6mhvbUtc+r1xrN93O9b3Vtlt2Pg/Ex8czZswY+/i5/v7+BAQEcPny5Ttqu+3atYtBgwbx0EMPMXz4cMB2zpcvX7aPLXj969oXj9faVJGRkcTHx2frs8eNbuU418vs/VW7S26VxkCTAq9FixYcOXKEpUuXsmrVKj755BPef/99Zs2aleYbm7yWUUOiZ8+ebN68mREjRlCvXj08PT2xWq20b98eq9Warn5Gs99kNiPOjYmxG/n5+WGxWLKdaMuI1WolMDAwTXLqejcmgrITa25cv759+zJ06FBOnjxJYmIiW7du5aOPPsqw7qVLl9I1QPJSbsxwlFUjNrPjZVR+/XXasGEDXbt2pUWLFsyYMYNSpUrh7OzMvHnzWLhw4W3FuW3bNoYOHcrjjz+eZlBisN1rFouFn376KcPYbvxm/Hbd6nGyem9z4sNDbn8AEREpLHx8fAgODr7pl25//fUXZcqUwcXFBRcXl1veZv369bRu3TrN+qNHj6Ybw/J6N0vy5JXIyEiCgoKwWCyMGjWKzz//nDfeeIMffviB48ePZ/hFZ4kSJUhJSSE2NjbNF3elSpXi1KlT6eqfOXMGgODg4Nw7EWztNQ8Pj5v+nXR1daV79+589913zJgxg3PnzrFp0yYmTpyYpl7Pnj1p3rw53333HatWrWLy5Mm8/fbbfPvtt3To0CHLY9xuWzwrt9p2y04Mzz77LPPmzWPYsGE0adIEHx8fLBYLvXv3zvBzR3ZcunSJBx54gLvuuivNxBTX9vfII4/Qr1+/DLfNzpNFN3O7x8ns/VW7S26VEmhSKPj5+TFgwAAGDBjAlStXaNGiBePGjbMnYDJryJQvX541a9akayTs37/fvv7av1arlaNHj6b5tuTw4cPZjvHSpUusXbuW8ePHM2bMGHt5Tj26eDNOTk5UrlyZo0ePpim/do4ZxXHgwIE0y5UrV2bNmjU0bdo0R//g3Oz6ZSSrxmnv3r0ZPnw4X375JfHx8Tg7O6fptn+9o0ePUrdu3Szju/YeHThwIE2vpqSkJI4ePZpupqqclt37NDd98803uLm5sXLlyjSPcMybN++29hcZGUmPHj2oV6+efZbc61WuXBnDMKhYsWKab4xvdP39e/3U9snJydm6ttk9zu24/r650f79+/H399d06SIid6BLly7Mnj2bjRs3ZjiD3oYNG4iIiLD3krmdberWrZtmZnAg3QyShw4dStOT5fDhw1it1kyTbAEBAXh4eGT698HBwcHeM+xOknFfffUVXbt2BWw9ex599FE+/fRT1q1bx759+9I9vgm2nvxgax9dn4ioV68e69atIyYmJs1EAr/99pt9fW46evSovef9zfTq1YtPP/2UtWvXsm/fPgzDyLAdWKpUKZ555hmeeeYZzp8/T4MGDZgwYcJNE2g3cyvXNzd9/fXX9OvXL83snAkJCWlmkL8VVquVPn36cPnyZdasWZNmEoKAgAC8vLxITU29abs4ICAAd3f3bH32yGjb7B5HJDfoEU4p8C5evJhm2dPTkypVqqTpZn7tQ+qNfzA6duxIampqut5J77//PhaLxf4H9Nrz+DfOxnTjWBJZufZN0Y3fTk2dOjXb+7hTTZo04ffff09TVqpUKerVq8enn36apjv36tWr2bt3b5q6PXv2JDU1lTfeeCPdvlNSUm7rD3J2rl9GihUrlunx/P396dChA1988QULFiygffv2GfYyi46O5siRI9xzzz1ZHqtNmza4uLjw4Ycfprl+//3vf4mOjr6lGShvR3bv09zk6OiIxWJJ89hKREQES5YsueV9paam0rt3b5KSkvjmm28yfCTy/vvvx9HRkfHjx6f7nTEMw37fNGzYkICAAGbNmkVSUpK9zvz587N1P2b3OLfj+t+t62PZvXs3q1atomPHjre9bxERgRdffBEPDw+eeuqpdP9fR0VFMWjQILy9vRkyZMhtb+Pr65tuiJFr435dc+MXQdfah5n9fXZ0dKRt27YsXbo0zWOe586dY+HChTRr1syepMqsDZsdS5YsoXv37vbliRMn4unpyVNPPcXmzZtp2LBhum2uzVZ+Y3uxR48epKamMmfOHHtZYmIi8+bNIywsLNcTQjt37rxpe+2aNm3a4Ofnx+LFi1m8eDGhoaFpEpypqanpHmEMDAwkODj4pu3P7LiV65ubHB0d07Vtpk2blu4R5OwaP348K1eu5Msvv0z36KOjoyMPPPAA33zzDbt37063bWRkZJq67dq1Y8mSJRw/ftxevm/fPlauXJllDLdynNsVFxfH/v37bzpGshRN6oEmBV7NmjVp1aoVISEh+Pn58fvvv9unpb4mJCQEgOeee4527drh6OhI79696dKlC61bt+aVV14hIiKCunXrsmrVKpYuXcqwYcOoXLmyffsHHniAqVOncvHiRRo3bswvv/zCwYMHgex9O+jt7U2LFi145513SE5OpnTp0qxatSpdj7Dc1K1bNz7//HMOHjyYprfNpEmT6NSpE82aNeOxxx4jKiqKadOmUatWLa5cuWKv17JlS5566ikmTZrErl27aNu2Lc7Ozhw6dIivvvqKDz74gB49etxSTNm5fhkJCQlhzZo1TJkyheDgYCpWrJhmSvC+ffvaY8ko4Qe2yQEMw6Bbt25ZHisgIIBRo0Yxfvx42rdvT9euXTlw4AAzZsygUaNGGU5OkJOye5/mpk6dOjFlyhTat2/Pww8/zPnz55k+fTpVqlS55THrZs2axc8//8ygQYPSDdJfsmRJwsPDqVy5Mm+++SajRo0iIiKC7t274+XlxdGjR/nuu+948sknefHFF3F2dubNN9/kqaee4t5776VXr14cPXqUefPmZWsMtOwe53ZNnjyZDh060KRJEwYOHEh8fDzTpk3Dx8eHcePG3fZ+RUTENhbtZ599xkMPPcTdd9/NwIEDqVixIhEREfz3v//l0qVLLFq0KM2H/dvZ5maOHj1K165dad++PVu2bOGLL77g4YcfzrIX9Jtvvsnq1atp1qwZzzzzDE5OTsyePZvExETeeecde71rbdhXXnmF3r174+zsTJcuXTLswXzw4EFat27NF198wa5du2jSpEmaXuPBwcGMGzeOF198kVatWmXYfq1UqRK1a9dmzZo1PPbYY/bysLAwHnzwQUaNGsX58+epUqUKn376qf19u5HFYqFly5ZpBvO/3kcffcTly5ftg/j/8MMPnDx5ErA9enj9REA7duwgKirqpu21a5ydnbn//vtZtGgRV69e5d13302zPjY2ljJlytCjRw/q1q2Lp6cna9asYfv27Wl6a92J7F7f3NS5c2c+//xzfHx8qFmzJlu2bGHNmjWUKFHilvf1999/88Ybb9CiRQvOnz/PF198kWb9I488wltvvcW6desICwvjiSeeoGbNmkRFRbFz507WrFlDVFSUvf748eNZsWIFzZs355lnniElJcX+2eNm7cpbOc7t2LZtG61bt2bs2LFqq0l6eTDTp0imrk2RvH379gzXt2zZ0qhVq1aasvLly6eZovnNN980QkNDjeLFixvu7u5G9erVjQkTJhhJSUn2OikpKcazzz5rBAQEGBaLJc30yLGxscbzzz9vBAcHG87OzkbVqlWNyZMnG1arNc1xr169agwePNjw8/MzPD09je7duxsHDhwwgDTTSF+bFjkyMjLd+Zw8edL4z3/+YxQvXtzw8fExHnzwQeP06dMGYIwdO/am++jXr59RrFixbL1PGUlMTDT8/f2NN954I926b775xqhRo4bh6upq1KxZ0/j222+Nfv36GeXLl09Xd86cOUZISIjh7u5ueHl5GXfffbfx0ksvGadPn7bXKV++vNGpU6cMY23ZsqV9OTvX79r7cb39+/cbLVq0MNzd3Q0gzT1x7Vx9fX0NHx8fIz4+PsP3o1evXkazZs0yXJeRjz76yKhevbrh7OxslCxZ0nj66aeNS5cupamT1fW/UWbXM6Pzze59CmQ4LXtmv2u3cq/997//NapWrWq4uroa1atXN+bNm5dhrDf+jq5bt84AjHXr1qU5Zkav6+8Nw7Ddl82aNTOKFStmFCtWzKhevboxePBg48CBA2nqzZgxw6hYsaLh6upqNGzY0Pj111/T3WtZyc5xMvs9O3r0qAEYkydPznDfa9asMZo2bWq4u7sb3t7eRpcuXYy9e/emqXMr942IiKT1999/Gw8//LARFBRkODg4GIDh5uZm7NmzJ0e3udG1/7v37t1r9OjRw/Dy8jJ8fX2NIUOGpGl7XPsbfPTo0TTb79y502jXrp3h6elpeHh4GK1btzY2b96c7jhvvPGGUbp0aXucN+7nmm3bttn/njZt2tSIi4tLVyc1NdVo2rSp8f3332d6XlOmTDE8PT3TbR8fH2+8+OKLRlBQkOHq6mo0atTIWLFiRbrtY2NjDcDo3bt3pscoX758pm2BG8/v5ZdfNsqVK5euzZOV1atXG4BhsViMEydOpFmXmJhojBgxwqhbt67h5eVlFCtWzKhbt64xY8aMLPeZ2d/qO7m+Wf39v9PPA5cuXTIGDBhg+Pv7G56enka7du2M/fv3p2unZRT/jWXX2nKZva45d+6cMXjwYKNs2bKGs7OzERQUZNx3333GnDlz0sX7yy+/GCEhIYaLi4tRqVIlY9asWRm2KzOS3eNk9h5m9b5fO9frP5uJXGMxjDsY7VCkiNu1axf169fniy++oE+fPmaHky1vvPEG8+bN49ChQ7kygH1+kZKSQnBwMF26dMnwm9GzZ89SsWJFFi1alO1vNEVERCT/++yzz+jfvz+PPPIIn332Wa5tM27cOMaPH09kZKSpExJd76effuLMmTM89NBDmY5Xe/78eXx8fNL0TrtedHQ0lSpV4p133mHgwIG3HMPy5cvp3Lkzf/75J3ffffctb3+9xMREKlSowMiRIxk6dOgd7UtE5E5pDDSRbIqPj09XNnXqVBwcHGjRooUJEd2e559/nitXrrBo0SKzQ8lVS5YsITIykr59+2a4furUqdx9991KnomIiBQyffv2ZdKkSXz++eeMHj0617bJjzp06MBjjz2W5WRPgYGBmSbPwDbD6UsvvcTkyZNva7bGdevW0bt37ztOnoFtsiJnZ2cGDRp0x/sSEblT6oEmkk3jx49nx44dtG7dGicnJ3766Sd++uknnnzySWbPnm12ePL/fvvtN/766y/eeOMN/P392blzp9khiYiISCGUH3ugiYhI7tEkAiLZdM8997B69WreeOMNrly5Qrly5Rg3bhyvvPKK2aHJdWbOnMkXX3xBvXr1mD9/vtnhiIiIiIiISCGgHmgiIiIiIiIiIiJZ0BhoIiIiIiIiIiIiWVACTUREREREREREJAtFagw0q9XK6dOn8fLywmKxmB2OiIiIFACGYRAbG0twcDAODvruMb9SO09ERERu1a2084pUAu306dOULVvW7DBERESkADpx4gRlypQxOwzJhNp5IiIicruy084rUgk0Ly8vwPbGeHt7mxyNiIiIFAQxMTGULVvW3o6Q/Mmsdl5ycjKrVq2ibdu2ODs759lxJffomhY+uqaFj65p4WPWNb2Vdl6RSqBd687v7e2tBJqIiIjcEj0WmL+Z1c5LTk7Gw8MDb29vfYgrJHRNCx9d08JH17TwMfuaZqedp4E8REREREREREREsqAEmoiIiIiIiIiISBaUQBMREREREREREcmCEmgiIiIiIiIiIiJZUAJNREREREREREQkC0qgiYiIiIiIiIiIZEEJNBERERERERERkSwogSYiIiIiIiIiIpIFJdBERERERERERESyoASaiIiIiIiIiIhIFpRAExERERERERERyYISaCIiIiIiIiIiIllwMjsAEZHsio6OJi4uLtf27+HhgY+PT67tX0RERERERLIhNRniLoJXkNmR2CmBJiIFQnR0NB9Nn05KcnKuHcPJ2ZkhgwcriSYikscmTZrEt99+y/79+3F3d+eee+7h7bffplq1amaHJiIiInnt9C74fgg4usDA1eDgaHZEgBJoIlJAxMXFkZKcTJnGrXHz9s3x/SfEXOLk1nXExcUpgSYiksd++eUXBg8eTKNGjUhJSWH06NG0bduWvXv3UqxYMbPDExERkTzgYE3CYd0bsOUjMFLB3RcuHILA6maHBiiBJiIFjJu3L+5+/maHISIiOWjFihVplufPn09gYCA7duygRYsWJkUlIiIiecVyfAut97+KY+JZW0Gt/0CHyeAZYG5g11ECTURERETylejoaAD8/PwyrZOYmEhiYqJ9OSYmBoDk5GSSc/Fx/xtdO1ZeHlNyl65p4aNrWvjomhYiyfE4rB2L0465eALWYiWxdpiMUa3j/6/P3Wt8K/eQEmgiIiIikm9YrVaGDRtG06ZNqV27dqb1Jk2axPjx49OVr1q1Cg8Pj9wMMUOrV6/O82NK7tI1LXx0TQsfXdOCz2Kk0vzgenyBiBKt2BPci5QjwJHleXL8W5mkTgk0EREREck3Bg8ezO7du9m4cWOW9UaNGsXw4cPtyzExMZQtW5a2bdvi7e2d22HaJScns3r1asLDw3F2ds6z40ru0TUtfHRNCx9d0wIuLgpcPMDJzbbcqAoJMWf582B8nl/Taz3Ys0MJNBERERHJF4YMGcKPP/7Ir7/+SpkyZbKs6+rqiqura7pyZ2dnUz5MmXVcyT26poWPrmnho2tawBgG7PkWlr8EDfpCm7G28tJ1ILAGHFye59f0Vo7lkItxiIiIiIjclGEYDBkyhO+++46ff/6ZihUrmh2SiIiI5KSY07DoYfj6MYi7AIdXQ2rBGsNOPdBERERExFSDBw9m4cKFLF26FC8vL86etc3A5ePjg7u7u8nRiYiIyG0zDNj5Kax6DRJjwMEZWrwIzYaDY8HqPagEmoiIiIiYaubMmQC0atUqTfm8efPo379/3gckIiIid+7ycVjyDERssC2XDoGuH0HJmubGdZuUQBMRERERUxmGYXYIIiIikhtO/wFO7nDfaxA2CBwczY7otimBJiIiIiIiIiIidy7mDHiXsv1cvBzc/7FtggC/gj++qSYREBERERERERGR25eSCOsmwQd14J/1/5ZX71gokmegHmgiIiIiIiIiInK7TmyH74dA5H7b8v7lUKmVqSHlBiXQRERERERERETk1iRdhZ/fhK0zAQOKBUDHyVCzu9mR5Qol0EREREREREREJPuO/gpLB9tm2gSo+xC0mwgefubGlYuUQBMRERERERERkey7GmlLnvmUhc5ToWobsyPKdUqgiYiIiIiIiIhI1mLPgleQ7eda90NCNNz9ILh6mRtXHtEsnCIiIiIiIiIikrEr5+F//WBmU4iLspVZLNDwsSKTPAMl0ERERERERERE5EaGAbsWwkeNYO8SiL9kG/usiNIjnCIiIiIiIiIi8q9Lx+DHYXDkZ9tyUB3oNh1K1TE1LDMpgSYiIiIiIiIiIja/zYE14yD5Kji6QutR0ORZcCzaKaSiffYiIiIiIiIiIvKvs3/Zkmfl7oGu08C/itkR5QtKoImIiIiIiIiIFFWpyZAYCx5+tuW2b0KZhlC/Lzho6Pxr9E6IiIiIiIiIiBRFp/+AOa3hm8dtkwYAuBeHkP5Knt1APdBERERERERERIqS5HhYPwk2fwRGKsT4wuVj4FvB7MjyLSXQRERERERERESKioiN8P1zEHXEtlz7AWj/NngGmBtXPqcEmoiIiIiIiIhIYZd4BVa/Br/PtS17lYJOU6B6R3PjKiCUQBMRERERERERKewcnODor7afG/SDtm+Am4+5MRUgSqCJiIiIiIiIiBRGcVHg6g2OTuDsBt1nQXIcVGppdmTZlpxqxdnR/AkNzI9ARERERERERERyjmHA31/DRw3ht5n/lpdtVGCSZympVub8eoTW767nclyS2eEogSYiIiIiIiIiUmhEn4IvH4JvBkLcRdizBKxWs6O6JX+dvEy36ZuYuHw/Jy/Fs2j7CbND0iOcIiIiIiIiIiIFntUKOz+F1WMgMQYcnKHlS9B0GDgUjP5TVxNT+HDFIeZvPorVAB93Z17pWIMHG5YxOzQl0ERERERERERECrSoo/D9sxCxwbZcphF0nQaBNcyN6xbsjrLw1rTNnIlOAKB7vWBe7VwTf09XkyOzMTUFOX36dCpUqICbmxthYWFs27Yty/pTp06lWrVquLu7U7ZsWZ5//nkSEhLyKFoRERERERERkXwoOR6ObwVnD2j/Fjy2ssAkz87HJPDsoj/5+IAjZ6ITKOvnzqePhTK1d/18kzwDE3ugLV68mOHDhzNr1izCwsKYOnUq7dq148CBAwQGBqarv3DhQkaOHMncuXO55557OHjwIP3798disTBlyhQTzkBERERERERExCRXL0Axf9vPJWtC9xm2nmd+Fc2NK5usVoOF247z9k/7iU1MwQGDgc0qMrxtddxdHM0OLx3TeqBNmTKFJ554ggEDBlCzZk1mzZqFh4cHc+fOzbD+5s2badq0KQ8//DAVKlSgbdu2PPTQQzfttSYiIiIiIiIiUmikJMLPE+D9WnB617/ldXoWmOTZwXOxPDh7C68u2U1sYgp1SnvzYp1UXmp3V75MnoFJCbSkpCR27NhBmzZt/g3EwYE2bdqwZcuWDLe555572LFjhz1h9s8//7B8+XI6duyY6XESExOJiYlJ8xIRERERERERKZBObINZzeHXdyAlAfYuMTuiW5KQnMq7Kw/Q6cMN7Dh2iWIujoztUpP/PRlG6WJmR5c1Ux7hvHDhAqmpqZQsWTJNecmSJdm/f3+G2zz88MNcuHCBZs2aYRgGKSkpDBo0iNGjR2d6nEmTJjF+/PgcjV1EREREREREJE8lXoGf34TfZgEGFAuETu9CzW5mR5Ztmw9fYPR3fxNxMQ6ANjVK8nq3WgQXdyc5Odnk6G6uYMxjCqxfv56JEycyY8YMdu7cybfffsuyZct44403Mt1m1KhRREdH218nTpzIw4hFRERERERERO7QP+thZhP4bSZgQN2HYfBvBSZ5FnU1iRf+9ycPf/IbERfjKOntyqxHGvBx3xCCi7ubHV62mdIDzd/fH0dHR86dO5em/Ny5cwQFBWW4zWuvvcajjz7K448/DsDdd9/N1atXefLJJ3nllVdwcEifC3R1dcXVNf/M2CAiIiIiIiIicksuHILLx8GnLHSZClXa3HST/MAwDL774xRvLttH1NUkLBZ4JKw8I9pXw9vN2ezwbpkpCTQXFxdCQkJYu3Yt3bt3B8BqtbJ27VqGDBmS4TZxcXHpkmSOjraB5QzDyNV4RURERERERETyzNWLUKyE7eeGAyE1CRr0BVcvc+PKpmMXr/LKd7vZePgCANVKejHx/rsJKe9rcmS3z5QEGsDw4cPp168fDRs2JDQ0lKlTp3L16lUGDBgAQN++fSldujSTJk0CoEuXLkyZMoX69esTFhbG4cOHee211+jSpYs9kSYiIiIiIiIiUmDFnoXlL8KZP+GZreBSDBwcoMlgsyPLluRUK3N+/YcP1x4iMcWKq5MDz91XlSdbVMLZscCMIpYh0xJovXr1IjIykjFjxnD27Fnq1avHihUr7BMLHD9+PE2Ps1dffRWLxcKrr77KqVOnCAgIoEuXLkyYMMGsUxARERERERERuXOGAbsWwMrRkBANDk4QsQnuamt2ZNm28/glRn/7N/vPxgLQtEoJJnS/mwr++Xx6zWwyLYEGMGTIkEwf2Vy/fn2aZScnJ8aOHcvYsWPzIDIRERERERERkTxwKQJ+GAb/rLMtl6oLXT+CUnXMjCrbYhOSmbzyAJ9vPYZhgK+HM691rsl/6pfGYrGYHV6OMTWBJiIiIiIiIiJSJBkG/DYb1o6H5DhwcoNWo6DJEHAsGOmaFbvPMvb73ZyLSQTggQZleKVTDfyKuZgcWc4rGFdERERERERERKSwidhgS56VbwpdPgT/KmZHlC1nouMZs3QPq/eeA6BCCQ8m/OdumlbxNzmy3KMEmoiIiIiIiIhIXkhJgpQEcPMGiwU6vgtV7oMG/W2TBeRzqVaDz7dEMHnlAa4mpeLkYOGplpV49t6quDkX7gkelUATEREREREREcltp3bC989CYE144GNbmXcpaPiYuXFl097TMYz67m/+PHEZgAblijPp/jpUC/IyN7A8ogSaiIiIiIiIiEhuSYqD9RNhy3QwrBBzGq6cB89AsyPLlvikVD5Ye4iPN/xDqtXAy9WJlzpUp09oORwcCs8kATejBJqIiIiIiIiISG44ugF+eA6i/rEt3/0gtH8LihWMscJ+PRjJK0v+5kRUPAAdagcxrmstSnq7mRxZ3lMCTUREREREREQkJyXEwOoxsGOebdkrGDpPgWodzI0rmy5cSeTNH/eyZNdpAEr5uPF6t9qE1yxpcmTmUQJNRERERERERCQnGVY4uML2c8gACB8Pbj7mxpSB5FQrZy4ncPJSHCcuxXHyUjwnL8Wz7sB5LsclY7FA/3sq8ELbani6Fu0UUtE+exERERERERGRnBAXBe6+ttk13YtD9xng4AwVm5sWUkqqlTPRCZy8FH9dguz//42K42xMAlYj421rlPLmrfvvpm7Z4nkac36lBJqIiIiIiIiIyO0yDPj7K/jpZWg3Aeo9bCuvfG+uHzrVanA2JoGTUXGcuD45dimOE1HxnI1JIDWzDNn/c3FyoIyvO2V9PSjj604ZXw8qBRTj3uqBODs65Po5FBRKoImIiIiIiIiI3I7ok/Dj83BolW1510Ko+5CtF1omklKsHDwXy9XEFOKSU0lISiU++f9fSakk2H+2/v+/Kf+/3pqmblxiCudjE0m5WYLM0ZYgK/3/yTFbksydsn62n/2LuRap2TRvlxJoIiIiIiIiIiK3wmqFHXNh9ThIigVHF2jxEjQblmny7PTleL7cdpwvt53gwpXEHAvF2dFC6eIZJ8fK+HoQ4KkEWU5QAk1EREREREREJLsuHoHvn4Vjm2zLZUKh6zQIrJ6uqtVqsPHwBT7feoy1+87ZxxvzcXfG39MFdxdH3J0dcXO2/Xv9sofLv2UZrXd3caSktyuBXm44KkGW65RAExERERERERHJrquRcGwzOHvAfWMh9AlwcExT5XJcEl/vOMkXW48RcTHOXt6kUgkebVKe8JolNb5YAaMEmoiIiIiIiIhIVuIv2WbYBCjXGDpPsU0S4FshTbW/Tl7m8y3H+P7P0ySmWAHwcnXigZAyPNK4HFUCvfI4cMkpSqCJiIiIiIiIiGQkOQF+fQd+mwNP/QIlKtvKGz5mr5KQnMr3f55mwdZj/Hky2l5eo5Q3fZuUp2vdYIq5Kv1S0OkKioiIiIiIiIjc6PhWWDoELh6yLe/+Blq+ZF998lIc8zdF8NWOk0THJwO2GS871SnFI43L06BccSxZzMYpBYsSaCIiIiIiIiIi1yRegbWvw7Y5gAHFAqHTu1Czm73KuZgEukzbyKU4W+KsjK87fcLK07NhGUp4upoUuOQmJdBERERERERERAAOr4UfhkL0CdtyvUeg3Zv/jn8GGIbBqG//5lJcMlUDPRndsQYt7grQTJiFnBJoIiIiIiIiIiIAJ3+3Jc+Kl4POU6HKfemqfLPzFD/vP4+LowPT+zTgrpKaGKAoUAJNRERERERERIomw4CEaHAvbltu9jw4OELYIHD1TFf9bHQC43/YA8Cw8KpKnhUhDmYHICIiIiIiIiKS52LPwuJHYH4nSLWNZYaTC7R4McPkmWEYjPz2L2ITUqhbtjhPNq+UxwGLmdQDTURERERERESKDsOAP76Ala9AYjQ4OMGJ36BCsyw3+2rHSdYfiMTFyYH3HqyDk6P6JBUlSqCJiIiIiIiISNEQdRR+HAb/rLctB9eHrh9BUO0sNzt9OZ43ftgLwPDwu6gSqEc3ixol0ERERERERESkcLOmwm+z4ec3IDkOnNyg9SvQ+BlwzDo1Ynt0829iE1OoX644T+jRzSJJCTQRERERERERKeQssO8HW/KsQnPo8gGUqJytLRdvP8GvB22Pbk7uURdHB0suxyr5kRJoIiIiIiIiIlL4pCSBkQrO7uDgAF2nQcQGaNDPtpwNpy7H8+ayfQCMaFuNKoHpJxeQokEj3omIiIiIiIhI4XJyB8xpCWvG/1vmXwUaDsh28swwDEZ+8xdXElMIKe/LY80q5lKwUhAogSYiIiIiIiIihUNSnG12zf+2gfN7Yfc3kBB9W7v6ctsJNhy6gKuTA5N71NGjm0WcHuEUERERERERkYLv6K/w/bNwKcK2fHdPaP8WuPnc8q5OXopjwjLbrJsj2lWjUoAe3SzqlEATERERERERkYIrIRpWvQY7P7Ute5eGzu/DXe1ua3eGYfDyN39xNSmVhuV9GdBUj26KHuEUERERkXzg119/pUuXLgQHB2OxWFiyZInZIYmISEGRHA97lth+bjgQntl628kzgAW/HWfT4Yu4OTsw+UHNuik26oEmIiIiIqa7evUqdevW5bHHHuP+++83OxwREcnnnFLj/13wCoJuH4FHCajQ9I72eyIqjonLbbNuvtSuOhX9i93R/qTwUAJNREREREzXoUMHOnToYHYYIiKS3xkGlr//R/ieEViqe0LNzrbyml3veNdWq8FLX/9FXFIqoRX86H9PhTvepxQeSqCJiIiISIGTmJhIYmKifTkmJgaA5ORkkpOT8yyOa8fKy2NK7tI1LXx0TQuR6JM4/vQiTkfWAJD6+zySq97+o5o3WvDbcbb8cxF3Zwcmdq9JamoKqak5tnvJglm/p7dyPCXQRERERKTAmTRpEuPHj09XvmrVKjw8PPI8ntWrV+f5MSV36ZoWPrqmBZhhpcKFn6l1+n84WBNItThxIKg7h707YixfniOHOBcP7/7lCFjoWDqZPb+tZ0+O7FluRV7/nsbFxWW7rhJoIiIiIlLgjBo1iuHDh9uXY2JiKFu2LG3btsXb2zvP4khOTmb16tWEh4fj7OycZ8eV3KNrWvjomhZwFw/juGwYDie3AmAtE0pSu3c5tDMix65pZGwiPef8RpI1gdAKvkwc0BAHTRyQp8z6Pb3Wgz07lEATERERkQLH1dUVV1fXdOXOzs6mfEA267iSe3RNCx9d0wIqOgJObAXnYtBmHA6NHscpNRWIyJFrGpuQzBNf/MHJywmUL+HBjEdCcHV1yZHQ5dbl9e/prRxLCTQRERERERERyT8SY8HVy/ZztQ4Q/gbU6g7Fy9nKcmhgsqQUK09/sZM9p2MoUcyFzx4Lxd8z/ZczIqAEmoiIiIjkA1euXOHw4cP25aNHj7Jr1y78/PwoV66ciZGJiEieSU6AX96GnZ/B05vBq6StvOlzOX4o24ybf7Lx8AU8XByZN6AR5UsUy/HjSOGhBJqIiIiImO7333+ndevW9uVr45v169eP+fPnmxSViIjkmWNb4Ptn4eIh2/Lur6HJ4Fw73Nsr97Nk12kcHSzM6NOAOmWK59qxpHBQAk1ERERETNeqVSsMwzA7DBERyWuJsbBmPGz/2LbsWRI6vQc1uuTaIedtOsrsX/4B4K3776ZVtcBcO5YUHkqgiYiIiIiIiEjeO7QGfhgKMSdty/UfhbZvgLtvrh3yx79O8/qPewEY0a4aDzYsm2vHksJFCTQRERERERERyXuHVtmSZ8XLQ9cPoVKrXD3cliMXGb74TwwDHm1cnmdaVc7V40nhogSaiIiIiIiIiOQ+w4Ckq+DqaVu+b4ytt1nT58Aldwfw3382hic//52kVCvtawUxrmstLBZLrh5TChcl0ERERETELjk5mbNnzxIXF0dAQAB+fn5mhyQiIoVBzBlY9gIkREO/H8DBwZZIaz0q1w99+nI8/eduJzYhhUYVfJnaux6ODkqeya1xMDsAERERETFXbGwsM2fOpGXLlnh7e1OhQgVq1KhBQEAA5cuX54knnmD79u1mhykiIgWRYcCOT2F6GBxYBie2wpldeXb4y3FJ9Ju7jbMxCVQN9OSTvo1wc3bMs+NL4aEeaCIiIiJF2JQpU5gwYQKVK1emS5cujB49muDgYNzd3YmKimL37t1s2LCBtm3bEhYWxrRp06hatarZYYuISEEQ9Y9tkoCjv9qWgxtAt4+gZK1cPWxCcipHIq9w6NwVPt0SwaHzVwjydmP+Y6H4eDjn6rGl8FICTURERKQI2759O7/++iu1amX8YSY0NJTHHnuMWbNmMW/ePDZs2KAEmoiIZM2aCltnws9vQko8OLnDva9C46fBIed6fyUmp3IoMp5D52M5eC6Wg+eucPj8FY5dvIrV+Leel5sT8x9rROni7jl2bCl6lEATERERKcK+/PJL+8+xsbF4eXllWM/V1ZVBgwblVVgiIlKQWVNh10Jb8qxCc9sMm36Vbnk3hmEQeSWRE1HxnLwUx8lLtn+PX4zjwClHnt+6Nk2i7Ho+7s7cVdKTqiW9eLRxeaoHed/hSUlRpwSaiIiIiADQvHlzVqxYQVBQkNmhiIhIQZOSBBYLODqDk4vtUc2zf0ODvrbym4hPSmXXictsj4jij+OXOB5lS5glplgz2cK2T283J+4q6UXVkl7cVdLT9nOgJwFerpplU3KUEmgiIiIiAkD9+vUJCwtj5cqVVK9e3V6+a9cuRo8ezfLly02MTkRE8q2TO2DpYKh9P7R8yVZWuoHtlYnLcUn8HnGJ7RFRbIuIYvepaJJT03cnc7BAKR93Svu6U8bXnbK+HpTyduHkgb94qPO9BPsWU6JM8oQSaCIiIiICwLx58xg7dizNmjVjyZIlBAYG8uqrr/LNN9/QsWNHs8MTEZH8JukqrJsIW2eAYYUd8+GeZ8E5/VhjhmHw96lovt91mg2HLnDgXGy6OiW9XWlUwY9GFfyoGuhJGV8PgnzccHFySFMvOTmZ5Wf/JFC9zCQPKYEmIiIiInbjx4/H1dWV8PBwUlNTue+++9iyZQuhoaFmhyYiIvnJP7/AD8/BpQjbcp1e0G5SuuTZkcgrLN11mh/+PM3RC1fTrKvkX8yWMKvoR2gFP8r6uSshJvmWEmgiIiIiAsC5c+eYOHEiH3/8MTVr1mT//v30799fyTMREflX/GVY/Rrs/My27F0GukyFquH2Kmei4/nxzzMs/fMUu0/F2MvdnB1oU6MkHWqXIrSiHwFernkbu8gdUAJNRERERACoWLEi1apV46uvvqJTp06sWLGCXr16cfz4cUaMGGF2eCIikh/EXYS//mf7udET0GYsuHphGAYbDl3g4w3/sPHwBYz/H87M0cFCi6r+dKtXmvCaJSnmqjSEFEy6c0VEREQEgLlz59K7d2/7cvv27Vm3bh2dO3cmIiKC6dOnmxidiIiYJikOXDxsP5eoDJ2mgF9FKH8PKalWfvrzNLN+OcKe0//2Ngut4EfXesF0vLsUfsVcTApcJOcogSYiIiIiAGmSZ9c0aNCAzZs306FDBxMiEhERUxkG/LkIVr0Cvb+EcmG28vp9SEhO5autx/j41384HhUHgLuzI71Dy/JY04qU9fMwMXCRnKcEmoiIiEgRdvz4ccqVK5dlnQoVKrB582YATp06RenSpfMiNBERMdPl4/Dj83B4jW35t1lQLoyYhGQ+2xzB/M0RXLiSBICvhzP97qlAvyYV8FVvMymkHG5eRUREREQKq0aNGvHUU0+xffv2TOtER0fz9ddfU7t2bb755ps8jE5ERPKc1QrbPoYZTWzJM0dXuG8Mqd1ns2jbcVpPXs+7qw5y4UoSpYu7M65LTTaNvJdhbe5S8kwKNfVAExERESnC9u7dy4QJEwgPD8fNzY2QkBCCg4Nxc3Pj0qVL7N27lz179tCgQQPeeecdOnbsaHbIIiKSWy4cgqVD4MRW23K5JtB1GttiSzB+5m/2Mc4q+Rfj2fuq0LlOMM6O6pcjRYMSaCIiIiJFWIkSJZgyZQoTJkxg2bJlbNy4kWPHjhEfH4+/vz99+vShXbt21K5d2+xQRUQkt534zZY8c/GENuM4VfVhJv10gB//OgiAl5sTQ++rSt8mFXBxUuJMihYl0EREREQEd3d3evToQY8ePcwORURE8lJyPDi7236u1wcuHyehdh9m7kpk1nu/kphixWKB3o3K8ULbu/D3dDU3XhGTmJoynj59OhUqVMDNzY2wsDC2bduWZf3Lly8zePBgSpUqhaurK3fddRfLly/Po2hFREREREREConkeFgzDj4KhYRoW5nFQkqLkfRYdJwP1h4iMcVKWEU/fny2GZPuv1vJMynSTOuBtnjxYoYPH86sWbMICwtj6tSptGvXjgMHDhAYGJiuflJSEuHh4QQGBvL1119TunRpjh07RvHixfM+eBEREREREZGC6thm+P5ZuHjYtrxnCYT0A+B/v59k96kYfNydmXT/3XSoHYTFYjEvVpF8wrQE2pQpU3jiiScYMGAAALNmzWLZsmXMnTuXkSNHpqs/d+5coqKi2Lx5M87OzoBtSnURERERERERyYaEGFg7HrZ/Ylv2KgWdpkB12wQxcUkpTF1jG+9sWJuqdLy7lFmRiuQ7pjzCmZSUxI4dO2jTps2/gTg40KZNG7Zs2ZLhNt9//z1NmjRh8ODBlCxZktq1azNx4kRSU1MzPU5iYiIxMTFpXiIiIiKS3tatWzl16hQAZ86cybRNJiIiBdSh1TCjyb/Jswb94Jmt9uQZwLxNEZyPTaSsnzsPh5UzKVCR/MmUBNqFCxdITU2lZMmSacpLlizJ2bNnM9zmn3/+4euvvyY1NZXly5fz2muv8d577/Hmm29mepxJkybh4+Njf5UtWzZHz0NERESksLh69SovvPACAMOHDyc+Pt7kiEREJEf9tRhiToJvBej7PXT9ENyL21dHXU1i1vojALzYthquTo7mxCmSTxWYeWetViuBgYHMmTOHkJAQevXqxSuvvMKsWbMy3WbUqFFER0fbXydOnMjDiEVEREQKjvvuu48SJUrw6quv4ufnx7333mt2SCIicicMwzZRwDXt34LmL8LTW6BSy3TVp687TGxiCjVLedOlTnAeBipSMJgyBpq/vz+Ojo6cO3cuTfm5c+cICgrKcJtSpUrh7OyMo+O/WfAaNWpw9uxZkpKScHFxSbeNq6srrq6aJUREREQkK61bt8ZisRATE8POnTsJCQmxl/38889mhyciIrcq5jQsewEsDtDrC7BYoJg/3PdahtVPRMXx+ZZjAIzsUB0HB00aIHIjU3qgubi4EBISwtq1a+1lVquVtWvX0qRJkwy3adq0KYcPH8ZqtdrLDh48SKlSpTJMnomIiIhI9qxbt46ff/6ZsLAwRo4cSWhoqL1MREQKEMOAHfNhehgcWA4HV8KFQzfd7P3VB0lKtdK0SgmaV/XP/ThFCiDTHuEcPnw4H3/8MZ9++in79u3j6aef5urVq/ZZOfv27cuoUaPs9Z9++mmioqIYOnQoBw8eZNmyZUycOJHBgwebdQoiIiIihcbatWu5cOECEydOJCoqSskzEZGC5uIR+LQL/DAUEmOgdEMYtAEC7spys72nY/hul20SmZfbV8diUe8zkYyY8ggnQK9evYiMjGTMmDGcPXuWevXqsWLFCvvEAsePH8fB4d/8XtmyZVm5ciXPP/88derUoXTp0gwdOpSXX37ZrFMQERERKTTc3d157733AHjvvfeIiIgwNyAREckeaypsnQE/T4CUeHD2gHtfg7CnwOHmEwG8s3I/hgGd65SiTpniuR+vSAFlWgINYMiQIQwZMiTDdevXr09X1qRJE7Zu3ZrLUYmIiIgUPffcc4/95+DgYIKDNYC0iEiBkJIA2+bYkmcVW0KXD8CvYrY23XzkAusPROLkYOHFttVyOVCRgs3UBJqIiIiIiIiI3KKURHBwBgcHcCkGXafB5eNQ/1HbhAHZYBgGb/+0H4CHw8pRwb9YbkYsUuCZNgaaiIiIiOQvV65cMTsEERG5mRPbYXYL2DH337JKraBB32wnzwB+2n2WP09G4+HiyLP3Vs35OEUKGSXQRERERAQAHx8fvvnmG7PDEBGRjCRdhRWj4L/hELkftkyH1JTb2tWJqDgmLNsHwBPNKxHg5ZqTkYoUSkqgiYiIiAhge5xn9uzZNG3alGbNmjFs2DC2b99udlgiInJkHcxobJssAAPqPgyPrwXHWx+V6fD5Kzw4awunLsdTzs+DJ1pUyvl4RQohJdBERERExO6PP/6gQYMGNGvWjD179tC8eXNefPFFs8MSESma4i/B0sHweXfbGGc+ZeGRb+A/M8HD75Z3t/tUNL1mb+FsTAJVAj3531NN8HTV0Ogi2aHfFBERERGxW7hwIeHh4fblv/76i27dulG6dGmef/55EyMTESmCLkXAroWABUKfhPteA1ev29rV7xFRDJi/ndiEFGqX9ubTAaGU8NSjmyLZpR5oIiIiIgKAn58fZcuWTVNWp04dPvroI2bOnGlSVCIiRUxK4r8/B9eHdhPhsRXQ8Z3bTp5tOBTJo//dRmxCCo0q+LLwicZKnoncIiXQRERERASAevXqMW/evHTlVapU4fjx4yZEJCJShBiGrbfZ1Lvh/L5/yxs/DeUa3/ZuV+w+y8D5vxOfnErLuwL47LEwvN2ccyBgkaJFj3CKiIiICABvvvkmrVu35vTp0zzzzDPUqVOHq1evMnHiRCpWrGh2eCIihdelY/DjMDjys2156wzoOu22d3clMYXf/rnILwcjWfDbcVKtBh3vDmJqr/q4OKkfjcjtUAJNRERERABo3LgxW7du5bnnnqN58+YYhgGAm5sbX331lcnRiYgUQlYrbP8Y1oyH5Kvg5AatRkGTIbe0m5RUK3+ejGbjoQtsPBzJH8cvk2I17OsfDCnDpPvvxslRyTOR26UEmoiIiEgRN2bMGLp160ZISAh169bll19+4dy5c+zYsQPDMAgLC8Pf39/sMEVECpfIA/D9s3DiN9tyuXtsvc78q2S5WUqqlcORV9h9Kobdp6LZczqaPadjiEtKTVOvnJ8Hzar607paIPdVD8TBwZJbZyJSJCiBJiIiIlLEnTx5kg4dOuDi4kKXLl3o1q0b9957Lx07djQ7NBGRwuvgSlvyzMULwsdByGPgkHkPsRW7zzLrlyPsOxNDYoo13Xofd2eaVilBsyoBNKviT7kSHrkYvEjRowSaiIiISBE3d+5crFYrmzZt4ocffmDo0KGcOXOG8PBwunXrRufOnfHz8zM7TBGRgi8lEZz+f/bLxs/AlXO2SQJ8ymS6SXKqlbd+2s9/Nx61l3m6OlEr2JvapX2oXdqb2sE+VArwxFG9zERyjRJoIiIiIoKDgwPNmzenefPmvPPOO+zbt48ffviB2bNn8+STTxIaGkrXrl156KGHKF26tNnhiogULMnxsH4SHFwFT64HZzdwdIJ2E7Lc7Gx0AoMX7mTHsUsAPNmiEg+FlqO8n4ceyRTJY0qgiYiIiEg6NWrUoEaNGrz00ktERkby/fff8/333wPw4osvmhydiEgBErERvn8Ooo7Ylvf/CHf3uOlmGw9dYOiiP7h4NQkvNyfee7AubWsF5XKwIpIZJdBEREREJEsBAQEMHDiQgQMHmh2KiEjBkRADa8bC73Nty16loNMUqJ71+JJWq8H0dYeZsuYghgE1S3kz85EGlC9RLA+CFpHMKIEmIiIiInbJycmcPXuWuLg4AgICNPaZiMjtOLgSfnweYk7ZlkMGQPh4cPPJsPrVxBS2RUSx6dAFfjkYyaHzVwDo1bAs47vVws3ZMa8iF5FMKIEmIiIiUsTFxsbyxRdfsGjRIrZt20ZSUhKGYWCxWChTpgxt27blySefpFGjRmaHKiKS/xkG/DbLljzzrQhdP4SKLW6oYvD3qWjW7Y9k0+EL7Dx+iRSrYV/v5uzA691q07Nh2byOXkQyoQSaiIiISBE2ZcoUJkyYQOXKlenSpQujR48mODgYd3d3oqKi2L17Nxs2bKBt27aEhYUxbdo0qlatanbYIiL5i2FAajI4uYDFAp2n2h7dbPkyuHjYqx2/GMeSXadYsusU/0ReTbOLMr7uNKviT9P/f/kVc8njkxCRrCiBJiIiIlKEbd++nV9//ZVatWpluD40NJTHHnuMWbNmMW/ePDZs2KAEmojI9aJPwbLh4FnS1tsMwLe87ZFNIDoume//Os2SP07ZZ9MEWy+z1tUCaV41gGZV/ClXwiOjvYtIPqEEmoiIiEgR9uWXX2arnqurK4MGDcrlaEREChCrFXbOh1VjICkWHF2h5UvgU8Ze5bd/LvLMgp1cvJoEgIMFmlbxp3u90rSrHYSnqz6SixQU+m0VERERETtNIiAikg0Xj8D3z8GxjbblMo2g60dpkmefbz3G+O/3kGI1qORfjIfDytGlbjAlvd1MClpE7oQSaCIiIiJFnCYREBHJptQU2Dod1k2ElARw9oD7xkLoE+BgmykzKcXKuB/2sPC34wB0qRvMOw/Uwd1FM2mKFGRKoImIiIgUYZpEQETkFiTGwKYPbMmzSq2gywfgW8G+OjI2kWcW7GB7xCUsFnipXXUGtayExWIxLWQRyRlKoImIiIgUYZpEQETkJlKSwNHZNrumh59ths3EGKjXBywWDMPgbEwCf5+MZtz3ezgdnYCXqxMfPlSf1tUDzY5eRHKIEmgiIiIiRdj1kwjExsbi5eWVYT1NIiAiRdLx3+D7Z6H1KKj1HwBOB4ezYvdZDn33NwfPXeHguVhiE1Lsm1TyL8bH/RpSOcDTrKhFJBcogSYiIiIiADRv3pwVK1YQFBRkdigiIuZKvAI/vwG/zQYM+PVdUqt3Y/6WY7y78gDxyalpqjs6WKhQwoOwSiV4uX11fNydzYlbRHKNEmgiIiIiAkD9+vUJCwtj5cqVVK9e3V6+a9cuRo8ezfLly02MTkQkjxxeCz8Mg2jbJADUe4SD9V5ixKwt/Hnisq2obHGaVfHnriAv7irpSUX/Yrg6aZIAkcJMCTQRERERAWDevHmMHTuWZs2asWTJEgIDA3n11Vf55ptv6Nixo9nhiYjkrrgoWPUq7FpgW/YpR1LHKUw7Vo6Zc/aQYjXwcnViVMca9G5UFgcHTQwgUpQogSYicp0LFy7k2r49PDzw8fHJtf2LiOSE8ePH4+rqSnh4OKmpqdx3331s2bKF0NBQs0MTEcldZ//+/+SZBcKe4vfKQ3j5hyMciTwMQHjNkrzRrTZBPm7mxikiplACTUQESI6PAyx8++23uXYMJ2dnhgwerCSaiORb586dY+LEiXz88cfUrFmT/fv3079/fyXPRKTwSk22zbAJUKkltH6F2OB7ePNPbxbP/QsAf09X3uhWi/a1g7BY1OtMpKhSAk1EBEhNTgQMyjRujZu3b47vPyHmEie3riMuLk4JNBHJtypWrEi1atX46quv6NSpEytWrKBXr14cP36cESNGmB2eiEjOMQzYtRDWT4IBP0HxshiGwVLvPryxaC8Xr0YD8FBoWUa2r4GPhyYFECnqlEATEbmOm7cv7n7+ZochImKKuXPn0rt3b/ty+/btWbduHZ07dyYiIoLp06fn6vGnT5/O5MmTOXv2LHXr1mXatGnq/SYiOe9ShG2SgH/W2Za3zuBYo1d5dcluNhyyDedRJdCTif+5m9CKfqaFKSL5ixJoIiIiIgKQJnl2TYMGDdi8eTMdOnTI1WMvXryY4cOHM2vWLMLCwpg6dSrt2rXjwIEDBAYG5uqxRaSIsKbC1k9g7euQHAdObpyu/zxTY8JZ8v6vJKVYcXFy4NnWVXiqZWVcnBzMjlhE8hEl0EREREQkSxUqVGDz5s25eowpU6bwxBNPMGDAAABmzQhmo9oAAEcpSURBVJrFsmXLmDt3LiNHjszVY4tI4ecVfwrHzzrBqd8BOO/XkNeMJ1m5wRM4C8A9lUvwZvfaVArwNDFSEcmvlEATERERKcKOHz9OuXLlblrP19c2PuSpU6coXbp0jsaQlJTEjh07GDVqlL3MwcGBNm3asGXLlgy3SUxMJDEx0b4cExMDQHJyMsnJyTkaX1auHSsvjym5S9e08ElOTibwwiYcLvxOgoMHk619mHu6JQYOODta6FQ7iIfDylKvjA8Wi0XXvgDQ72nhY9Y1vZXjKYEmIiIiUoQ1atSI7t278/jjj9OoUaMM60RHR/O///2PDz74gCeffJLnnnsuR2O4cOECqamplCxZMk15yZIl2b9/f4bbTJo0ifHjx6crX7VqFR4eHjkaX3asXr06z48puUvXtGC7kgz7L1k5FOvEPzEWohN68JpTPB+ldOcsJSjhatC0ZCphgQaezic48/cJzvxtdtRyq/R7Wvjk9TWNi4vLdl0l0ERERESKsL179zJhwgTCw8Nxc3MjJCSE4OBg3NzcuHTpEnv37mXPnj00aNCAd955h44dO5odMgCjRo1i+PDh9uWYmBjKli1L27Zt8fb2zrM4kpOTWb16NeHh4Tg7a5a+wkDXtGA7djGOzzbsp/zfH9KNg/RMGoMVCxac+bzEUMIr+tGyagmaVfHH0cFidrhym/R7WviYdU2v9WDPDiXQRERERIqwEiVKMGXKFCZMmMCyZcvYuHEjx44dIz4+Hn9/f/r06UO7du2oXbt2rsXg7/9/7d15XFT1/sfx9ww7KiiCEIrilqaWC4ppWe5opXnLbpa5Vda9acul6+9m16tZma1eSy1btbLS260syyxFTU3NvXItS0BRQEUBGdlmzu+PuVIk4MIMB2Zez8djHnq+c873+zlzWA7vOXO+4fLx8VFGRkap9oyMDEVFRZW5TUBAgAICAs5q9/PzM+WPKbPGhftwTGuWHQdP6rU1vyhr10o97fu6Yq3OnydPX5Ghuldcp+P7Nmvo4O4cUw/D96nnqepjeiFjEaABAAB4udtuu03//Oc/NXToUA0dOrTKx/f391dcXJySkpI0ZMgQSZLD4VBSUpLGjx9f5fUAqBnSs/O1el+mPtmept0HDmmi7/u63X+lJKkgOEr+N87Un1sNVFFRkZb+YnKxAGo8AjQAAAAvt2jRIiUlJWnlypVlXmlmGIby8vJUu7b7ZqZLTEzUqFGj1LlzZ8XHx2vmzJnKy8srmZUTAIrsDm1NOaHV+45q9b5M7U3PlST1sW7V8oC3FGU54Vyx850K6PuYFBhqXrEAPA4BGgAAANSxY0f17t27zBAtMzNTDRs2VHFxsdvGv/XWW3X06FFNnjxZ6enp6tChg5YtW3bWxAIAPN/hk6f1c+YppWbZlHo8TynHbUrNsinluE2ni+wl61ksUoeGIZqW/6WiTp2QwppJg2dJsVebWD0AT0WABgAA4OUsFovmz5+vv/3tb+rdu7eSkpJ0+eWXl1rH4XC4vY7x48fzkU3AyxiGoZTjNn134Li++zVL3x3IUtrJ0+WuH1bLX9e2DFevS8N0datLFFbLX8p4Q/p+odRzouRf9bPwAvAOBGgAAABezjAM+fj46P3339fw4cNLrkT7fYhmsTBbHYALYyssLrlyLDO3QLn5Rco5Xez8N79YOaeLtC89V+k5+aW287Fa1DyilhqH1VLjsGA1qR+sxvWD1TgsWE19T8i6NFHKaifVmuLcILKt1P8JE/YQgDchQAMAAIAkyWq16r333isJ0ZKSknTFFVeYXRaAGuBEXqE+/+Gwth88qdTjNqVk2XQ0t+C8tvXzsah9o7rq2ixMXZvWV1yTeqoV8Ic/VR0Oaetb0vLHpMJcKXmd1G28VKu+63cGAMpAgAYAAODlfn912ZkQ7Y477lCfPn2UlJTEfcgAlKnI7tA3+47qo22HtGJPhorsxlnrhAb5qUn9YEWFBCokyE8hgX6qE+irkCDnv43qBaljTD0F+fuUP9Cx/dKSB6SUb53LjeKlG2cTngGoUgRoAAAAXs4wSv/Ra7VatWDBgpIQbcGCBSZVBqA62p+Zqw82HdSnO9J07FRhSftll4RoQNsoNYuopSb1g9UkrJZCg/0ufiB7sbRhtrR6ulScL/nVkvpOkbrcLVkrCNwAwA0I0AAAALzcF198odDQ0FJtZ0K0ESNG6OabbzapMgDViWEYemdDip78YnfJ1Wb1a/nrxg4NdXNcQ7WNDj1HDxfoVIa05jlneNaslzToRaleE9eOAQDniQANAADAyw0cOLDMdqvVqnfffVcjRozQwoULq7gqANWJrbBYj3z0oz77/rAkqUfLcI3qFqtrW0XIz8fquoEc9t+uLgttKA14WrJYpQ63S0xmAsBEBGgAAAAo15kr0R588EGzSwFgkl+OntJfF2zVTxmn5GO1aOLA1rrr6qaun503daP02QPSdc9KzXo62zqNcO0YAHCRCNAAAABQIYvFovj4eLPLAGCCpT8e0YQPv1deoV0N6gRo9u2dFN80zLWDFJySkh6XNr0myZBWPfVbgAYA1QQBGgAAAABAkpSTX6RDWad18IRN634+pnc3pkiSujYN06zbO6pBnUDXDrh/hbTkISn7oHO54x1S/yddOwYAuAABGgAAAM7y008/qVmzZvL15XQR8FT5RXZ99v1hrdyTqdQsmw6dsCknv/is9e69ppkmJLSSryvvdWbLkr56VPr+A+dy3cbSoJek5r1cNwYAuBBnRAAAADjLZZddpj179ujSSy81uxQALnYwy6YFG1O0aMtBnbQVnfV8/Vr+ahQWrEb1gnRzp4bq3TrS9UUc+OZ/4ZlFuvKvUq9/SgG1XT8OALgIARoAAADOYhiG2SUAcCGHw9Can4/qnQ0pWrUvU2e+xRvVC9KwLjFqEx2imHrBalgvSMH+bvoz8fczbLYZIl05Tmo7RIrhHosAqj8CNAAAAADwYAeO5emed7bo58xTJW3XXBqhUd2aqGerBvKxung2zT8yDGn7AunbmdJdy6XgMMlikQY85d5xAcCFCNAAAAAAwEP9nJGr4W98p8zcAtUJ9NUtcTG648rGahZRRR+XzDogLXnQ+ZFNSfpurtTr0aoZGwBciAANAAAAADzQniM5uuON73Q8r1Cto+ro3bu6KqJOQNUM7rA7w7KVT0pFNsk3UOo9Ser616oZHwBcjAANAAAAADzMj4eyNeKt73TSVqR2DUP07p1dVa+Wf9UMnrFb+ux+KW2Lczm2hzToRal+86oZHwDcgAANAAAAADzIttQTGvXWJuXmF6tDTF29fWe8QoP8qq6ATa86w7OAEKnf41KnUZLVWnXjA4AbEKABAAAAgIfYdCBLY+ZtUl6hXV1i6+mt0V1UJ7AKwrPfz7DZd6pkL5J6/VMKbej+sQGgChCgAQAA4Cz/+Mc/VL9+fbPLAHABvt1/THe/vUWni+zq3ry+3hjVWcH+bv6Tr9AmrZomHftZun2Rc3bNoLrSkJfdOy4AVDECNAAAAJxl+vTpZpcA4AIcOmHTPe84w7NrL43QqyPiFOjn495BD6xx3uvsRLJzOWW9FHuVe8cEAJOY+kH0OXPmKDY2VoGBgeratas2bdp0XtstXLhQFotFQ4YMcW+BAAAAAFDNGYahiR//qLxCu+Ka1NNrI90cnp0+KX32gPT2IGd4FtJQuv0/hGcAPJppAdqiRYuUmJioKVOmaNu2bWrfvr0SEhKUmZlZ4XbJycn6+9//rh49elRRpQAAAABQff136yGt/fmY/H2tenboFQrwdWN4tnep9PKV0ra3ncud75Lu2yhdmuC+MQGgGjAtQJsxY4bGjh2rMWPGqE2bNpo7d66Cg4P11ltvlbuN3W7X8OHDNXXqVDVr1qwKqwUAAACA6icjJ19PfL5bkpTY71I1j6jtvsHsRdLyyVLuESmsuTR6qXTDDCkwxH1jAkA1Yco90AoLC7V161ZNnDixpM1qtapv377asGFDuds9/vjjatCgge666y6tXbv2nOMUFBSooKCgZDknJ6dyhQM1XHZ2tmw2m9v6Dw4OVmhoqNv6BwAAwG8Mw9A/P9mpnPxiXdEoVHdf3dQdgzgfVqvk4ycNniX99KXUc6LkF+T68QCgmjIlQDt27JjsdrsiIyNLtUdGRmrv3r1lbrNu3Tq9+eab2rFjx3mPM336dE2dOrUypQIeIzs7W7PnzFFxUZHbxvD189P4ceMI0QCgBisqKlJ6erpsNpsiIiIUFhZmdkkAyrHkhyNasSdDfj4WPTv0Cvn6uPgDRicPSp8/JDXrKXW/39nWpJvzAQBepkbMwpmbm6sRI0bo9ddfV3h4+HlvN3HiRCUmJpYs5+TkKCYmxh0lAtWezWZTcVGRGl3ZS4Eh9Vzef37OCR3auEo2m40ADQBqmNzcXC1YsEALFy7Upk2bVFhYKMMwZLFY1KhRI/Xv31/33HOPunTpYnapAP7n+KkCPfbZLknSuF4t1DrKhR+jdDikLW9KKx6TCk9JhzZLcaOlgDquGwMAahhTArTw8HD5+PgoIyOjVHtGRoaioqLOWv+XX35RcnKyBg0aVNLmcDgkSb6+vtq3b5+aN29+1nYBAQEKCAhwcfVAzRYYUk9BYecfRAMAPNuMGTM0bdo0NW/eXIMGDdKjjz6q6OhoBQUFKSsrSzt37tTatWvVv39/de3aVbNmzVLLli3NLhvweo8t2a2svEK1jqqj+3q2cF3Hx36WPrtfSv3frXViukqDZxOeAfB6pgRo/v7+iouLU1JSkoYMGSLJGYglJSVp/PjxZ63funVr/fjjj6XaJk2apNzcXL344otcVQYAAHCRNm/erDVr1qht27ZlPh8fH68777xTc+fO1bx587R27VoCNMBkX+1K15LvD8vHatFzQ9vL39cFH920F0nrZ0mrn5bsBZJfLanvY1KXu533PwMAL2faRzgTExM1atQode7cWfHx8Zo5c6by8vI0ZswYSdLIkSPVsGFDTZ8+XYGBgWrXrl2p7evWrStJZ7UDAADg/H3wwQcl/8/NzVWdOmVfZRIQEKC//OUvVVUWgHJk24o0afFOSdI91zTT5Y1cdOuMrAPSqqckR5HUvI80aKZUt7Fr+gYAD2BagHbrrbfq6NGjmjx5stLT09WhQwctW7asZGKB1NRUWXmnAwAAoMr06NFDy5YtK/OWGgDMc/xUgfZl5Oqn9Fwt25Wuo7kFahZRSw/2qeTVoA7Hb1eXRVwq9Z0iBYdL7YdJFkvlCwcAD2LqJALjx48v8yObkrR69eoKt50/f77rCwIAAPBiHTt2VNeuXfXVV1+pdevWJe07duzQo48+qqVLl5pYHeC57A5Dx04VKCMnX+nZ+UrPydcvmaf0U8Yp/ZSRq+N5haXWt1ik54ZeoUA/n4sfNGW99PnfpD/NlaI7OtvOzLQJADhLjZiFEwAAAO43b948TZkyRVdffbUWL16sBg0aaNKkSfroo4903XXXmV0eUOMdP1Wg7akntS31hPZnnlJGTr4ycgp09FSB7A6j3O0sFimmXrAujayjSyNrq2+bSHVqfJGzqhfkOmfX3PyGc3nlk9IdH11cXwDgRQjQAAAAUGLq1KkKCAhQv379ZLfb1adPH23YsEHx8fFmlwbUKMV2h/Zl5Gpb6kltTzmhbaknlHzcVu76VosUUSdAUSGBahASqKbhtdSyQW21iqqjFg1qK9jfBX+6/bxcWvKQlHPIudxxhNT/icr3CwBegAANAAAAkqSMjAw99dRTev3119WmTRvt3btXo0ePJjwDLsChEzY999U+Ld+dIVuh/aznWzSorU6N66ptdKguCQ1UZEigokIDFV47QD5WN913LO+49NVE6YdFzuW6TaTBL0nNerpnPADwQARoAAAAkCQ1bdpUrVq10ocffqjrr79ey5Yt06233qrU1FRNmDDB7PKAau10oV2vfPOLXv3mFxUUOyRJtQN81SGmrjo1rqtOTeqpY0w9hQb7VX1xez77X3hmka68T+r9T8m/VtXXAQA1GAEaAAAAJElvvfWWhg0bVrI8YMAArVq1SjfccIOSk5M1Z84cE6sDqifDMPT5D0c0fekeHc7OlyR1bRqmfwxsrfaN6rrvqrJz+f0Mm51GSWlbnf/GdDGnHgCo4QjQAAAAIEmlwrMzOnXqpPXr12vgwIEmVARUbzvTsvX4kt3alJwlSWpYN0j/vP4yDWwXJYvFpODMMKRtbzsnCbjzK+eVZlardONsc+oBAA9BgAYAAODFUlNT1bhx4wrXiY2N1fr16yVJaWlpatiwYVWUBlRbx08V6Pmvf9LCzakyDCnQz6r7erbQPdc0U6Cfj3mFZf0qffaAlLzWubz5TemqB8yrBwA8iNXsAgAAAGCeLl266N5779XmzZvLXSc7O1v//e9/1a5dO3300UdVWB1Q/WxJzlLP51frg03O8Gxw+2itfLinHujT0rzwzGGX1s+WXu7uDM98g6T+06Ru48ypBwA8EFegAQAAeLHdu3dr2rRp6tevnwIDAxUXF6fo6GgFBgbqxIkT2r17t3bt2qVOnTrp2Wef1XXXXWd2yYBpiuwOPfLxj8rNL1abS0I09ca26hIbZm5RGbulz8Y773EmSbE9nDNshjUzty4A8DAEaAAAAF6sfv36mjFjhqZNm6YvvvhC69atU0pKik6fPq3w8HANHz5cCQkJateundmlAqZ7Z0OK9meeUv1a/vrgnisVGmTCjJp/9M3TzvAsIETq/6TUaaRk1v3XAMCDEaABAABAQUFBGjp0qIYOHWp2KUC1dOxUgWYu/0mSNCGhlbnhmWH8FpINeEby8Zf6PS6FRJtXEwB4OAI0AAAAADiH57/ap9yCYrVrGKJbOseYU0RhnrRymmQ7Lt30qrMt5BLp5jfMqQcAvAgBGgAAAABU4MdD2Vq05aAk6bFBbeVjNeEjkr+uds6weTLFudztPumS9lVfBwB4KQI0AAAAACiHYRh6bMkuGYY0pEO0Olf1pAGnT0pfT5K2v+tcDmkkDZpJeAYAVcxqdgEAAAAw38aNG5WWliZJOnLkiDZs2GByRUD18OmOw9qackLB/j56ZOBlVTv4ns+lOV1/C8/i75HGbZRa9qvaOgAABGgAAACQ8vLy9PDDD0uSEhMTdfr0aZMrAsyXV1Cs6V/ukSSN69VCUaGBVTd4oU1a+nfpVLpUv6U0Zpl03XNSQJ2qqwEAUIIADQAAAOrTp4/q16+vSZMmKSwsTL179za7JMB0c1btV0ZOgRqHBeuuq5u6f0DDcD4kyT9YuuHfUo+Hpb+sk5p0c//4AIBycQ80AAAAL9erVy9ZLBbl5ORo27ZtiouLK2lbuXKl2eUBpkg5btMbaw9Ikv51QxsF+vm4d8CTqdKSh6TLh0odbne2tRrofAAATEeABgAA4OVWrVolSRo3bpz69++v7OxszZkzx+SqAHNNX7ZPhXaHerQMV9/LGrhvIIdD2vyGtOIxqShPytgltbtZ8g1w35gAgAvGRzgBAACgpKQkHTt2TE899ZSysrK48gxebc9Ji5L2HpWv1aIpg9rIYrG4Z6CjP0nzBkpfTnCGZ427SaM/JzwDgGqIK9AAAACgoKAgvfDCC5KkF154QcnJyeYWBJikyO7QJ8nO6wxGdY9ViwZuuGm/vUj69kXpm2cke6HkX1vq+5jU+S7JyjUOAFAdEaABAABA3bt3L/l/dHS0oqOjTawGMM+C7w4q47RFYbX89ECflu4ZJP0HaeWTkgypRT/nZAF1Y9wzFgDAJQjQAAAAAEDS0dwCvbTyF0nS3/u1VGiQn+s6NwzpzEdBG8ZJ1/xdqt9SuuLPv7UDAKotrg8GAADwcrfddpt27txpdhmAKY6dKtB/tx7Sfe9tVa/nV+tUQbFiahm6uWND1w2Ssl6a20M6/stvbb0nSe1vJTwDgBqCK9AAAAC83KJFi7Ry5UolJSWpXbt2Zz1vGIby8vJUu3ZtE6oDXMswDO1Nz9XKvZlasSdDOw6elGH89vwloYEa1uSUrFYXBFv5Oc7ZNbe86Vxe+YR0y/zK9wsAqHIEaAAAAFCHDh3Uu3dvrVy58qwQLTMzUw0bNlRxcbFJ1QGVU2R3aN3+Y0rak6GVezJ1ODu/1PPtGoaod+tI9WndQK0bBGvZsi8rP+hPX0ufPyTlpDmXO42S+j1e+X4BAKYgQAMAAPByFotF8+fP19/+9jf17t1bSUlJuvzyy0ut43A4TKoOuHhZeYX6YFOq3t2QovSc30KzQD+rrm4Rrt6tI9W7dQNFhQaWPFdUVFS5QfOOS8sekX78j3O5Xqw06CWp2bWV6xcAYCoCNAAAAC9nGIZ8fHz0/vvva/jw4SVXov0+RLNwnybUIHvTczRvXbIW70hTQbEz/A2v7a+EtlHqe1mkujWvr0A/H/cMvu1tZ3hmsUpX3if1+qfkH+yesQAAVYYADQAAAJIkq9Wq9957ryRES0pK0hVXXGF2WcB5sTsMrdybqXnfHtD6X46XtF/eMFR3Xh2r6y+Plr+vm+ZQ+/0Mm93GS+k/Ov9tFOee8QAAVY4ADQCq0LFjx9zWd3FxsXx93fdj3d39BwcHKzQ01G39Z2dny2azua1/d9cPuNPvry47E6Ldcccd6tOnj5KSkhQZGWlidUDFcvOL9OGWQ5q/PlmpWc6f8z5Wiwa0jdKYq2IV16Se+66gdDj+d8XZh9LITyUfP8nXX7plnnvGAwCYhgANAKpA0WmbJIs+/vhj9w1isajUNGI1rH9fPz+NHzfOLSFUdna2Zs+Zo+LK3temAu6sH3A34w/f21arVQsWLCgJ0RYsWGBSZUD5jp0q0OyV+/XfrYd0qsA5wUVokJ+GxcdoZLdYNawb5N4Cjv8iLXlQSl7rXN7xnhQ32r1jAgBMQ4AGAFXAXlQgyVCjK3spMKSey/vPOZKqzB+31Nj+83NO6NDGVbLZbG4JoGw2m4qLimps/YC7ffHFF2d97Z4J0UaMGKGbb77ZpMqAsm1JztJ9721TZm6BJKlFg9oa3T1WN3VqqGB/N/+JYy+WNr4srZomFedLfsFS739JHUe4d1wAgKkI0ACgCgWG1FNQWLjL+83POVGj+68qNb1+wF0GDhxYZrvVatW7776rESNGaOHChVVcFXA2wzA079tkPbV0j4odhlo2qK1/3dBGPVqGV81EF+k7pc/GS4e3O5ebXisNelEKa+r+sQEApnLTXTQBAABQE6Smplb4/Jkr0TZs2CBJSktLq4qygLPkFRTrgYU79Pjnu1XsMDSofbQWj7tK11waUXWzxH71qDM8CwiVBs923veM8AwAvAIBGgAAgBfr0qWL7r33Xm3evLncdXJycvT999+rXbt2+uijj1xew7Rp09S9e3cFBwerbt26Lu8fNd/+zFMaMudbLfn+sHytFk0Z1EYvDeugWgFV8IGa398j8PoZUtubpHHfSZ1G/DbzJgDA4/ERTgAAAC+2e/duTZs2Tf369VNgYKDi4uIUHR2twMBAnThxQrt379auXbvUqVMnPfvss7ruuutcXkNhYaFuueUWdevWTW+++abL+0fNtvTHI5rw4ffKK7QrMiRAc27vpM6xYe4fuPCUtOIZyWKVBjzlbAtvwQybAOClCNAAAAC8WP369TVjxgxNmzZNX3zxhdatW6eUlBSdPn1a4eHhGj58uBISEtSuXTu31TB16lRJ0vz58902BmqeYrtDzyzbq9fXHpAkdW0aptm3d1JEnQC3jx2Rs1O+r02SslMlWaQud0n1m7t9XABA9UWABgAAAAUFBWno0KEaOnSo2aWcl4KCAhUUFJQs5+TkSJKKiopUVFRUZXWcGasqx/QGR3ML9OB/ftDmZOckNndfHauH+7aQr4/Vva/16ZOyLP+Xuv/ygSTJCGkk+3UzZIQ0ljjGNRbfp56HY+p5zDqmFzIeARoAAABqnOnTp5dcufZ7X3/9tYKDg6u8nuXLl1f5mJ7qlxxp/k8+yimyKMDH0PDmDl1u36+vv9rv1nEvOblFVxx8W4HF2TJk0YGIvtpzyVAV78uX9i1169ioGnyfeh6Oqeep6mNqs9nOe10CNAAAALjcI488omeeeabCdfbs2aPWrVtfVP8TJ05UYmJiyXJOTo5iYmLUv39/hYSEXFSfF6OoqEjLly9Xv3795OfnV2XjeiLDMDR/Q6rmfPeT7A5DLRvU0uxhHdQsopb7Bz99Ur4v3y9LcbYcYS30bf1hivvTOMVwTD0C36eeh2Pqecw6pmeuYD8fBGgAAABwuYcfflijR4+ucJ1mzZpddP8BAQEKCDj7Xlh+fn6m/DFl1rieIr/Irv/76Ad99v1hSdLg9tF6+ubLFezvxj9XDOO3WTT9IqQBT0vHf5G9+0PK+nolx9QDcUw9D8fU81T1Mb2QsQjQAAAA4HIRERGKiIgwuwzUACdthbrnna3alJwlX6tFk66/TKO6x8pyJtxyhxMp0ucPSfH3Sq0GONs63O78l3sqAQDKQIAGAAAAU6WmpiorK0upqamy2+3asWOHJKlFixaqXbu2ucXBrQ6dsGn0vM3an3lKdQJ89erIOHVvHu6+AR12afMb0oqpUlGedCJZatlPsvq4b0wAgEcgQAMAAICpJk+erLfffrtkuWPHjpKkVatWqWfPniZVBXfbdThbo+dt1tHcAkWFBGr+nV3UOsqN9687uk/67H7p4HfO5cbdpcGzCM8AAOeFAA0AAACmmj9/vubPn292GahCa346qr8u2Kq8QrtaRdbR/Du76JLQIPcMZi+Svp0pffOsZC+U/OtI/R6T4u6UrFb3jAkA8DgEaAAAAACqzH+3HtIjH/2gYoehbs3q69WRcQoJdOMNo5PXSSufdP6/ZX/phn9LoY3cNx4AwCMRoAEAAABwO8MwNHvlfr2w/CdJ0o0dovXs0CsU4OuGj1D+fobN5r2kLmOlmK7S5UN/awcA4AIQoAEAAABwq2K7Q//6dKc+2HRQkvTXns01oX8rWa1uCLOS10nLJ0vDPpDqRDrbrn/e9eMAALwKARoAAAAAt7EVFmv8+9u1cm+mLBZp6uC2Gtkt1vUD5WdLy6dIW+c5l1c/JQ160fXjAAC8EgEaAAAAALc4mlugu97erB8OZSvA16qXbuuohLZRrh/op6+kJQ9JuYedy3FjpH5TXT8OAMBrEaABAAAAcLlfj57S6HmblZplU71gP70xqovimtRz7SB5x6Rlj0g/fuhcrtdUGjxLatrDteMAALweARoAAAAAl9qackJ3v71ZJ2xFahwWrPljuqhZRG3XD7T+JWd4ZrFK3cZLPSdK/sGuHwcA4PUI0AAAAAC4zNe70nX/B9tVUOzQFY1C9eaoLoqoE+C6AX4/w+Y1/ycd3Sdd+w+pYSfXjQEAwB8QoAEAAABwie8PntRfFmyVw5B6t26g2bd3VLC/i/7kcDicEwT8vFwa9r5ktUoBtaXbF7mmfwAAKkCABgAAAMAlZq74SQ5D6t8mUi8P7yRfH6trOj7+i/TZA1LKOufynk+ltn9yTd8AAJwHAjQAAAAAlfb9wZNate+orBbp0esuc014Zi+WNs6RVj0lFedLfsFSnynSZYMr3zcAABeAAA0AAABApc1a+bMkaUiHhooNr1X5DtN/lD4dLx3Z4Vxu1lMa9KJUL7byfQMAcIEI0AAAAABUys60bK3YkymrRRrXu0XlOzSM38KzwFAp4Smpw/DfJg8AAKCKEaABAAAAqJSXkpxXnw1qH63mEbUr36HFIt3wb+nbmdLAZ6U6UZXvEwCASiBAAwAAAHDRdh/O0de7M2SxSPdf7NVnBaeklU9ItcKlayY42xp2kv78jusKBQCgEgjQAAAAAFy0M/c+u/7yS9SiQZ0L72B/krTkISk7VfLxlzrcIYVc4toiAQCoJAI0AAAAABdlX3quvtyZLkl6oE/LC9vYliV9PUna8Z5zuW5j6YaZhGcAgGqJAA0AAADARXnpf1efXXd5lC6NvICrz3Z/Kn3xdykvU5JF6voXqfckKcAF908DAMANrGYOPmfOHMXGxiowMFBdu3bVpk2byl339ddfV48ePVSvXj3Vq1dPffv2rXB9AAAAAO7zc0aulv54RJJ0f+8LuPos54j08T3O8Cy8lXTX19LApwnPAADVmmkB2qJFi5SYmKgpU6Zo27Ztat++vRISEpSZmVnm+qtXr9Ztt92mVatWacOGDYqJiVH//v2VlpZWxZUDAAAAmLVyvwxDSmgbqcsuCTn/DUMukfpMdk4W8Je1Uky8+4oEAMBFTAvQZsyYobFjx2rMmDFq06aN5s6dq+DgYL311ltlrv/ee+/pvvvuU4cOHdS6dWu98cYbcjgcSkpKquLKAQAAAO+2P/OUlvxwWNJ53PvsRLL07k1S6sbf2rqNc35k0zfAfUUCAOBCptwDrbCwUFu3btXEiRNL2qxWq/r27asNGzacVx82m01FRUUKCwsrd52CggIVFBSULOfk5Fx80YCk7Oxs2Ww2t/VfXFwsX1/3fFseO3bMLf0CAADvM2eV8+qzvpdFqm10aNkrOezSptekpMelIpuUd1S6d41ksVRtsQAAuIApAdqxY8dkt9sVGRlZqj0yMlJ79+49rz7+8Y9/KDo6Wn379i13nenTp2vq1KmVqhU4Izs7W7PnzFFxUZH7BrFYJMNwX/8AAACVdOBYnj7d4byNyoPlXX2WuVf6bLx0aLNzucnV0uCXCM8AADVWjZyF8+mnn9bChQu1evVqBQYGlrvexIkTlZiYWLKck5OjmJiYqigRHshms6m4qEiNruylwJB6Lu8/50iqMn/c4vb+AQAAKmP2yv1yGFLv1g10eaM/XH1WXCh9O1Na85xkL5QCQqR+j0udRklWU+cvAwCgUkwJ0MLDw+Xj46OMjIxS7RkZGYqKiqpw2+eff15PP/20VqxYoSuuuKLCdQMCAhQQwH0V4FqBIfUUFBbu8n7zc05USf8AAAAXK+V4nhb/7+qzMu99tu8LadU05/8vHSBdP0MKbViFFQIA4B6mvA3k7++vuLi4UhMAnJkQoFu3buVu9+yzz+qJJ57QsmXL1Llz56ooFQAAAMD/zFm1X3aHoWsvjVCHmLpnr9BmiNRuqHTzm9JtCwnPAAAew7SPcCYmJmrUqFHq3Lmz4uPjNXPmTOXl5WnMmDGSpJEjR6phw4aaPn26JOmZZ57R5MmT9f777ys2Nlbp6emSpNq1a6t27dpm7QYAAADgFQ5m2fTxtj9cfXZgrbT6aem296XAUOc9zoa+aWKVAAC4h2kB2q233qqjR49q8uTJSk9PV4cOHbRs2bKSiQVSU1Nl/d19El555RUVFhZq6NChpfqZMmWKHnvssaosHQAAAPA6L6/er2KHoR4twxUXaZWWPChtne98cs3zUv8nTK0PAAB3MnUSgfHjx2v8+PFlPrd69epSy8nJye4vCAAAAMBZDp2w6b9bD0mSJl+aIs0ZJeUecT7Z+S7pmgkmVgcAgPvVyFk4AQAAAFSdV1b/ojr2bM2qt1Atk1Y7G8OaS4NfkmKvNrU2AACqAgEaAAAAgHIdPnla/9lyUI/5fqirTq+WLFap+/1Sz4mSX5DZ5QEAUCUI0AAAAACUa+43v6jIbmhV47EaXqtY6vuY1LCT2WUBAFClCNAAAAAAlOZwSFvn6fSvG7Xwhz9Jku5M6CI1H2hyYQAAmIMADQAAAMBvju2XljwgpXyrIEldjWbKj71W3ZrVN7syAABMQ4AGAAAAQLIXSxtmS6unS8X5cvgF68n8P2udo53e7XOpLBaL2RUCAGAaAjQAAADA2x35QfpsvHTke+dy896aHTxeb23OV6fGdXVVC64+AwB4N6vZBQAAAAAwkcMufTjaGZ4F1pWGvKKjN36gl3cUSpIe7MvVZwAAcAUaAAAA4M2sPtL1z0tb50sDn5PqROr1pXuUX+RQ+5i6uqZluNkVAgBgOgI0AAAAwJsUnJKSHpciWkld7nK2Ne/tfEg6fqpA725IkSQ91KclV58BACACNAAAAMB77F8hLXlIyj4o+deR2t0kBdUrtcrraw/odJFdVzQKVc9WEebUCQBANUOABgAAAHg6W5b01aPS9x84l+s2kQa9eFZ4lpVXqHc2JEuSHujN1WcAAJxBgAYAAAB4KsOQdi+Wlk6Q8o5KskhX/lXqPUnyr3XW6m+u+1W2QrvaRoeoz2UNqrxcAACqKwI0AAAAwFNl/Sr9907JcEgRraXBs6WYLmWuetJWqLfXO+999gD3PgMAoBQCNAAAAMBT1W8uXZ3onGmzx8OSb0CZq9kdhh7/fLdOFRSrdVQd9bsssooLBQCgerOaXQAAAAAAF8k6IC0YKmXu+a2tz7+kXo+WG54VFjv04MLt+nhbmqwW6R8DW8tq5eozAAB+jyvQAAAAgJrOYZe+myutfFIqsknF+dLoz8+5WX6RXX9dsFWr9h2Vn49FM2/tqF6tuPcZAAB/RIAGAAAA1GQZu6XP7pfStjiXY3s4Z9g8h9z8It319hZtOpClQD+r5t4Rp56EZwAAlIkADQAAAKiJiguldTOkNc9LjiIpIETq/4TUcaRkrfhOLVl5hRr11ib9mJatOgG+enN0F8U3DauiwgEAqHkI0AAAAICa6PsPpNXTnf+/dKB0wwwpJPqcm6Vn52vEm9/p58xTCqvlr3fujFe7hqFuLhYAgJqNAA0AAACoiToMl/Z+LrUfJrW9SbKc+8b/qcdtGv7mRh3MOq2okEAtuLurWjSoXQXFAgBQszELJwAAAFAT/PqN9N4tUlG+c9nHVxr+odTu5vMKz/al52ro3PU6mHVaTeoH68O/dCM8AwDgPBGgAQAAANXZ6ZPOSQLeGSz9/LW0YfYFd/H9wZO69bUNyswtUKvIOvrw3m6KCQt2fa0AAHgoPsIJAAAAVFd7v5A+T5ROpTuXu9wtxd9zQV1s+OW47n57s/IK7eoQU1fzx3RR3WB/NxQLAIDnIkADAAAAqptTmdKX/yft+sS5HNZcGjxLir3qgrpJ2pOhv763TYXFDnVvXl+vj+ysWgH8CQAAwIXitycAAABQ3ZwJzyw+0lUPSNf+Q/ILuqAuPt2Rpof/872KHYb6Xhap2bd3VKCfj5sKBgDAsxGgAQAAANVN36lSbro04GkpusMFb/7edymatHinDEMa0iFaz93SXn4+3P4YAICLRYAGAAAAmMnhkLa8KWUdkAY85Wyr10S6c9lFdTf3m1/09Jd7JUkjrmyiqYPbymo99yydAACgfARoAAAAgFmO/eycYTN1g3O53U1So84X1ZVhGHruq316efUvkqT7ejbXhIRWslgIzwAAqCwCNBfLzs6WzWZzW//FxcXy9XXfYXN3/8HBwQoNDXVb/zDfsWPHalS/qF74+vFc7v79yO8X1Dj2Imn9S9LqZyR7geRfW+r7mBTd6aK6czgMTflsl97dmCJJ+seA1vprz+YuLBgAAO9GgOZC2dnZmj1njoqLitw3iMUiGUaN7d/Xz0/jx43jjxwPVHTaJsmijz/+2OxSUAPx9ePZquL3I79fUKMc3iF9Nl5K/9G53KKvdMO/pbqNL6q7IrtD//ffH/TJ9jRZLNKTQ9ppeNcmrqsXAAAQoLmSzWZTcVGRGl3ZS4Eh9Vzef86RVGX+uKXG9p+fc0KHNq6SzWbjDxwPZC8qkGS4/esTnomvH8/m7t+P/H5BjVJcIL1/q3QqXQqq55wk4IpbnW9iXoT8IrvGv79dK/ZkyMdq0Yw/t9eNHRq6uGgAAECA5gaBIfUUFBbu8n7zc07U6P7hHdz99QnPxtePZ+P3CyDJN0BKmCbtWSJd95xUu8FFd5VXUKyx72zR+l+Oy9/Xqpdv76S+bSJdWCwAADiDAA0AAABwl4JcacVUKfYqqe2fnG2XD3U+KuGkrVCj523WjoMnVcvfR2+M6qJuzeu7oGAAAFAWAjQAAADAHX5eLi15SMo5JO1eLLVMkPyDK91tZm6+Rr65SXvTc1U32E/zx8SrQ0zdSvcLAADKR4AGAAAAuFLecemridIPi5zLdZtIg1+qdHiWX2TXku8P66WVP+tg1mk1qBOgd+/qqlZRdVxQNAAAqAgBGgAAAEyTnJysJ554QitXrlR6erqio6N1xx136J///Kf8/f3NLu/CGIa062Np6f9JtmOSxSpdeZ/U61HJv9ZFd3swy6YFG1O0aMtBnbQ5Z7NtVC9I793dVU3qX3y/AADg/BGgAQAAwDR79+6Vw+HQq6++qhYtWmjnzp0aO3as8vLy9Pzzz5td3oVJ/0H6753O/0dcJt04W2rU+aK6cjgMffPzUb27IUWr9mXKMJztDesGafiVjTU8volCg/1cVDgAADgXAjQAAACYZsCAARowYEDJcrNmzbRv3z698sorNS9Au6S91PlOqVYDqcfDku+FX0F30laoD7cc0oLvUpRy3FbS3qNluEZ2i1Xv1g3kY7W4smoAAHAeCNAAAABQrWRnZyssLKzCdQoKClRQUFCynJOTI0kqKipSUVGRW+srceKALF9PUlBAwm9j9n9GslgkQ9IF1LHrcI4WfHdQS344ooJihySpTqCvbu4YrdvjY9Q03PlRTYe9WA67q3cEv3fmWFbZ1xHcjmPqeTimnsesY3oh4xGgAQAAoNrYv3+/Zs2adc6rz6ZPn66pU6ee1f71118rOLjyM11WyHCo+dGv1PrwR/I1CtUu9JiWLw+/4G6KHdL24xatS7cq+dRvV5U1DDZ0dZRDceHFCtCv2rPpV+1xZf04L8uXLze7BLgYx9TzcEw9T1UfU5vNdu6V/ocADQAAAC73yCOP6JlnnqlwnT179qh169Yly2lpaRowYIBuueUWjR07tsJtJ06cqMTExJLlnJwcxcTEqH///goJCalc8RXJ3COfLx6U9fA2SZK98dXaVftG9evXT35+53dPssMnT+uDzYf0n62HlJXnfOfbz8eihDaRuqNrjDo1riuLhY9pmqWoqEjLly+/oGOK6o1j6nk4pp7HrGN65gr280GABgAAAJd7+OGHNXr06ArXadasWcn/Dx8+rF69eql79+567bXXztl/QECAAgICzmr38/Nzz4l3cYG09gVp7QzJUSQFhEoJT8rRbphsX355znENw9C6/cf0zoYUJe3JkON/kwJEhQTq9q6NNSw+Rg3qBLq+blw0t30twTQcU8/DMfU8VX1ML2QsAjQAAAC4XEREhCIiIs5r3bS0NPXq1UtxcXGaN2+erFarm6u7CN+9Kn3zvyvqWl0vXf+CFHLJOe9zlpNfpP9uOaQFG1P067G8kvZuzeprZLcm6tcmUr4+1XB/AQBAKQRoAAAAME1aWpp69uypJk2a6Pnnn9fRo0dLnouKijKxsj+IHyvtWyp1vVdqM8Q5UUAF9qbn6J0NKVq8PU22Qudd/2sH+OqmTg014somahlZpwqKBgAArkKABgAAANMsX75c+/fv1/79+9WoUaNSzxmGYVJVZfALksZ8WWFwVljs0Fe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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpolation by simple kriging\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", " print_result=True, make_plot=True, figsize=(15,10), nbins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----- CRPS (negative; the larger, the better) -----\n", " mean = -0.8607\n", " def. = -0.8052\n", "----- 1) \"Normal law test for mean of normalized error\" -----\n", " p-value = 0.9955\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 = 0.6315\n", " success = True (wrt significance level 0.05)\n", " (-> model has no reason to be rejected)\n", "----- Statistics of normalized error -----\n", " mean = -0.0008858 (should be close to 0)\n", " std = 0.9544 (should be close to 1)\n", " skewness = -0.2788 (should be close to 0)\n", " excess kurtosis = 0.9001 (should be close to 0)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpolation by ordinary kriging\n", "cv_est2, cv_std2, crps2, crps_def2, pvalue2, success2 = gn.covModel.cross_valid_loo(\n", " x, v, cov_model_opt,\n", " interpolator=gn.covModel.krige, interpolator_kwargs={'method':'simple_kriging'},\n", " print_result=True, make_plot=True, figsize=(15,10), nbins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Comparison of cross-validation with simple kriging and ordinary kriging\n", "plt.subplots(1, 2, figsize=(15,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plt.plot(cv_est1, cv_est2, marker='+', ls='')\n", "# plt.plot([np.min(cv_est1), np.max(cv_est1)], [np.min(cv_est1), np.max(cv_est1)], c='orange', ls='dashed')\n", "# plt.axis('equal')\n", "# plt.xlabel('Estimate SK')\n", "# plt.ylabel('Estimate OK')\n", "plt.plot(v, cv_est1, c='green', marker='+', ls='', label='SK')\n", "plt.plot(v, cv_est2, c='purple', marker='x', ls='', label='OK')\n", "plt.plot([np.min(v), np.max(v)], [np.min(v), np.max(v)], c='orange', ls='dashed')\n", "plt.axis('equal')\n", "plt.xlabel('Estimate SK')\n", "plt.ylabel('Estimate OK')\n", "plt.legend()\n", "plt.grid()\n", "plt.title('Comparison of CV estimates with SK and OK')\n", "\n", "plt.subplot(1,2,2)\n", "plt.plot(cv_std1, cv_std2, marker='+', ls='')\n", "plt.plot([np.min(cv_std1), np.max(cv_std1)], [np.min(cv_std1), np.max(cv_std1)], c='orange', ls='dashed')\n", "plt.axis('equal')\n", "plt.xlabel('St. dev. SK')\n", "plt.ylabel('St. dev. OK')\n", "plt.title('Comparison of CV st. dev. with SK and OK')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If one test failed (or if the covariance model does not display the desired shape), the covariance model should be rejected and the search for a convenient covariance model be pursued. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Covariance model fitted on data with error\n", "When data error (standard deviation of a zero-mean Gaussian) distribution is considered,\n", "a nugget effect of the (mean) of the error variance should be substracted from the covariance model used.\n", "\n", "*Thus, to avoid negative nugget, we can impose a lower bound for the nugget contribution when fitting the model.*" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('nugget', {'w': np.float64(0.26719882643054554)})" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ... elementary contribution of index 3 is the nugget\n", "cov_model_opt.elem[3]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Substract variance error from the nugget\n", "try:\n", " cov_model_opt.add_w(-v_err_std**2, elem_ind=3)\n", "except:\n", " print('Ensure minimal nugget of variance error in the fitted covariance model')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('nugget', {'w': np.float64(0.22719882643054554)})" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model_opt.elem[3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data interpolation by (simple or ordinary) kriging: function `geone.covModel.krige`\n", "The function `geone.covModel.krige(x, v, xu, cov_model, **kwargs)` return the kriging estimates and standard deviation at location `xu`, given the data points located at `x` with value `v` and the covariance model `cov_model`. Type of kriging is determined by the keyword argument `method`:\n", "\n", "- `method='simple_kriging'`: simple kriging is used, with the mean according to the keyword argument `mean` (mean of the data values is used if `mean=None`)\n", "- `method='ordinary_kriging'` (default): ordinary kriging is used (the keyword argument `mean` must be `None` in this case)\n", "\n", "Furthermore, the following parameters (keyword arguments) are available:\n", "\n", "- `use_unique_neighborhood`: boolean\n", " - if `True`: kriging is done with a unique neighborhood (i.e. accounting for all data points)\n", " - if `False` (default): kriging is done by accounting for (a limited number of) data points within a search ellipsoid centered at the estimated point (see parameters `searchRadius`, `searchRadiusRelative` and `nneighborMax`)\n", "- `searchRadius` : float or `None`; if specified (not `None`), radius of the search ellipsoid in any direction\n", "- `searchRadiusRelative`: float, used only if `searchRadius=None`, then with $r_i$ is the range of the covariance model along the direction $i$, the radius of the search ellipsoid is set to `searchRadiusRelative` $\\cdot$ $r_i$ in that direction\n", "- `nneighborMax` : int, maximal number of data points taken into account for kriging \n", "\n", "For data in `d` dimension (here d=1):\n", "\n", "- `x`: 2-dimensional array of shape `(n, d)` or 1-dimensional array of length `n`, location of data points\n", "- `v`: 1-dimensional array of length `n`, values at data points\n", "- `xu`: 2-dimensional array of shape `(m, d)` or 1-dimensional array of length `m`, location of points where the interpolation is done\n", "\n", "In return:\n", "\n", "- `vu`: 1-dimensional array of length `m`, kriging estimates at location `xu`\n", "- `vu_std`: 1-dimensional array of length `m`, kriging standard deviation at location `xu`\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define points xu where to interpolate\n", "# ... location of the 1D-grid used to build the data set (but it could be different)\n", "xu = ox + (np.arange(nx)+0.5)*sx\n", "\n", "# Simple kriging\n", "vu, vu_std = gn.covModel.krige(x, v, xu, cov_model_opt, v_err_std=v_err_std, method='ordinary_kriging', use_unique_neighborhood=True)\n", "# vu: 1-dimensional array, kriging estimates at location xu\n", "# vu_std: 1-dimensional array, kriging standard deviation at location xu\n", "\n", "# Plot\n", "plt.figure(figsize=(15,5))\n", "plt.plot(xu, vu, label='krig. est.')\n", "plt.fill_between(xu, vu-vu_std, vu+vu_std, color='gray', alpha=0.5, label=r'krig. est. $\\pm$ std')\n", "plt.plot(x, v, 'r+', markersize=15, label='data')\n", "plt.grid()\n", "plt.legend()\n", "plt.title(f'Ordinary kriging interpolation, accounting for data error (std={v_err_std})')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define points xu where to interpolate\n", "# ... location of the 1D-grid used to build the data set (but it could be different)\n", "xu = ox + (np.arange(nx)+0.5)*sx\n", "\n", "# Ordinary kriging\n", "vu, vu_std = gn.covModel.krige(x, v, xu, cov_model_opt, v_err_std=v_err_std, method='simple_kriging', use_unique_neighborhood=True)\n", "# vu: 1-dimensional array, kriging estimates at location xu\n", "# vu_std: 1-dimensional array, kriging standard deviation at location xu\n", "\n", "# Plot\n", "plt.figure(figsize=(15,5))\n", "plt.plot(xu, vu, label='krig. est.')\n", "plt.fill_between(xu, vu-vu_std, vu+vu_std, color='gray', alpha=0.5, label=r'krig. est. $\\pm$ std')\n", "plt.plot(x, v, 'r+', markersize=15, label='data')\n", "plt.grid()\n", "plt.legend()\n", "plt.title('Simple kriging interpolation')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation based on simple or ordinary kriging: function `geone.covModel.sgs`\n", "The function `geone.covModel.sgs(x, v, xu, cov_model, **kwargs)` performs sequential gaussian simulation (SGS) based on simple or ordinary kriging, it returns realizations at location `xu`, given the data points located at `x` with value `v` and the covariance model `cov_model`. Simulation uses a limited neighorhood, i.e. a limited number of data points and previously simulated points are taken into account to solve the kriging system for simulating the value at a point, which is drawn in a normal law of mean equal to the kriged value and variance equal to the kriging variance.\n", "\n", "Number of realizations is set by the keyword argument `nreal`. The type of kriging is set by the keyword argument `method`, the maximal number of neighbors and the search ellipsoid by `searchRadius`, `searchRadiusRelative` and `nneighborMax`, as for the function `geone.covModel.krige` (see above); note that *unique neighborhood* is not possible for simulation.\n", "\n", "For data in 1D:\n", "\n", "- `x`: 2-dimensional array of shape `(n, 1)` or 1-dimensional array of length `n`, location of data points\n", "- `v`: 1-dimensional array of length `n`, values at data points\n", "- `xu`: 2-dimensional array of shape `(m, 1)` or 1-dimensional array of length `m`, location of points where the simulation is done\n", "\n", "In return:\n", "\n", "- `vu`: 2-dimensional array of shape `(nreal, m)`, each row is a realization of the simulated values at `xu`\n", "\n", "### Launching multiple processes for multi-realizations of SGS\n", "The function `geone.covModel.sgs_mp` launches multiple processes, allowing to generate multiple realizations in parallel.\n", "\n", "The function `geone.covModel.sgs_mp` has the same parameters as the function `geone.covModel.sgs`, plus the parameter `nproc`, determining the number of parallel processes. This function will run `nproc` parallel processes (parallel calls of function `geone.covModel.sgs`). The ensemble of realizations (specified by `nreal`) is distributed in a balanced way over the process(es). For the parameter `nproc`, a negative number (or zero) (by default `nproc=-1`), `nproc = -n` $\\leqslant$ `0`, can be specified to use the total number of cpu(s) of the system except `n`; `nproc` is finally at maximum equal to `nreal` but at least `1` by applying:\n", "- if `nproc` $\\geqslant$ `1`, then `nproc = max(min(nproc, nreal), 1)` is used\n", "- if `nproc = -n` $\\leqslant$ `0`, then `nproc = max(min(nmax-n, nreal), 1)` is used, where `nmax` is the total number of cpu(s) of the system (retrieved by `os.cpu_count()`) \n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.59 sec\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define points xu where to simulate\n", "sim_xu = xu\n", "\n", "# SGS based on simple kriging\n", "nreal = 2\n", "np.random.seed(321)\n", "t1 = time.time()\n", "sim_vu = gn.covModel.sgs(x, v, sim_xu, cov_model_opt, v_err_std=v_err_std, method='ordinary_kriging', nreal=nreal) \n", "# sim_vu: 2-dimensional array of shape (nreal, len(sim_xu)), each row is a realization \n", "# (simulated values at locations sim_xu)\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))\n", "\n", "# Plot\n", "plt.figure(figsize=(15,5))\n", "plt.plot(sim_xu, sim_vu[0], label='real #0')\n", "plt.plot(sim_xu, sim_vu[1], label='real #1')\n", "plt.plot(x, v, 'r+', markersize=15, label='data')\n", "plt.grid()\n", "plt.legend()\n", "plt.title('SGS (based on ordinary kriging)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kriging estimation and simulation in a grid\n", "The functions above (`gn.covModel.krige` and `gn.covModel.sgs[_mp]`) should not be used for kriging and SGS in a regular grid. There are dedicated functions that should be used instead (much faster for large grid (in 2D or 3D)), in the module `geone.geosclassicinterface` (see notebooks `ex_geosclassic_*.ipynb`), and the module `geone.grf` (see notebooks `ex_grf_*.ipynb`).\n", "\n", "A brief description is given here:\n", "- `geone.geosclassicinterface.estimate`: estimation (kriging) in a grid\n", "- `geone.geosclassicinterface.simulate`: simulation (SGS) in a grid\n", "- `geone.grf.krigeD`: estimation (kriging) in a ``-dimensional grid\n", "- `geone.grf.grfD`: simulation (SGS) in a ``-dimensional grid\n", "\n", "*Note: the functions of the module `geone.grf` are based on \"Fast Fourier Transform\" and allow for simple kriging only, and do not handle error on data or inequality data.*\n", "\n", "### Wrapper\n", "\n", "The function `geone.multiGaussian.multiGaussianRun` can be used as a wrapper; with keyword arguments:\n", "\n", "- `mode='estimation', algo='classic'`: wrapper for `geone.geosclassicinterface.estimate`\n", "- `mode='simulation', algo='classic'`: wrapper for `geone.geosclassicinterface.simulate`\n", "- `mode='estimation', algo='fft'`: wrapper for `geone.grf.krigeD`\n", "- `mode='simulation', algo='fft'`: wrapper for `geone.grf.grfD`\n", "\n", "where the dimension `` is automatically detected. Note also that the function `geone.multiGaussian.multiGaussianRun` allows to choose the \"format\" of the output by the keyword argument `output_mode`:\n", "\n", "- `output_mode='array'`: an numpy array is returned\n", "- `output_mode='img'`: an \"image\" (class `geone.img.Img`) is returned\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimation using the function `geone.covModel.krige`" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.0057 sec\n" ] } ], "source": [ "t1 = time.time()\n", "vu, vu_std = gn.covModel.krige(x, v, xu, cov_model_opt, v_err_std=v_err_std, method='simple_kriging', use_unique_neighborhood=True)\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimation using the function `geone.grf.krige1D` \n", "Via the function `geone.multiGaussian.multiGaussianRun`, with keyword arguments `mode='estimation', algo='fft'`." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "krige1D: compute circulant embedding...\n", "krige1D: embedding dimension: 2048\n", "krige1D: compute FFT of circulant matrix...\n", "krige1D: compute covariance matrix (rAA) for conditioning locations...\n", "krige1D: compute covariance matrix (rBA) for non-conditioning / conditioning locations...\n", "krige1D: compute rBA * rAA^(-1)...\n", "krige1D: compute kriging estimates...\n", "krige1D: compute kriging standard deviation ...\n", "Elapsed time: 0.017 sec\n" ] } ], "source": [ "t1 = time.time()\n", "vu_grf, vu_std_grf = gn.multiGaussian.multiGaussianRun(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v,\n", " mode='estimation', algo='fft', output_mode='array')\n", "# # Or\n", "# vu_grf, vu_std_grf = gn.grf.krige1D(\n", "# cov_model_opt, nx, sx, ox, \n", "# x=x, v=v)\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Estimation using the function `geone.geosclassicinterface.estimate`\n", "Via the function `geone.multiGaussian.multiGaussianRun`, with keyword arguments `mode='estimation', algo='classic'`." ] }, { "cell_type": "code", "execution_count": 25, "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", "Elapsed time: 0.021 sec\n" ] } ], "source": [ "t1 = time.time()\n", "vu_gci, vu_std_gci = gn.multiGaussian.multiGaussianRun(\n", " cov_model_opt, nx, sx, ox, x=x, v=v,\n", " mode='estimation', algo='classic', output_mode='array', \n", " v_err_std=v_err_std,\n", " method='simple_kriging', use_unique_neighborhood=True,\n", " nthreads=8)\n", "# # Or\n", "# estim_gci = gn.geosclassicinterface.estimate(\n", "# cov_model_opt, nx, sx, ox, \n", "# x=x, v=v,\n", "# v_err_std=v_err_std,\n", "# method='simple_kriging', use_unique_neighborhood=True)\n", "# vu_gci, vu_std_gci = estim_gci['image'].val[:,0,0,:]\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot results of estimation" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "plt.figure(figsize=(15,5))\n", "plt.plot(xu, vu, color='blue', ls='solid', alpha=.6, label=\"estim. 'gn.covModel.krige'\")\n", "plt.plot(xu, vu + vu_std, color='blue', ls='dashed', alpha=.6, label='estim. +/- st. dev.')\n", "plt.plot(xu, vu - vu_std, color='blue', ls='dashed', alpha=.6)\n", "\n", "plt.plot(xu, vu_grf, color='orange', ls='solid', alpha=.6, label=\"estim. 'gn.grf.krige1D'\")\n", "plt.plot(xu, vu_grf + vu_std_grf, color='orange', ls='dashed', alpha=.6, label='estim. +/- st. dev.')\n", "plt.plot(xu, vu_grf - vu_std_grf, color='orange', ls='dashed', alpha=.6)\n", "\n", "plt.plot(xu, vu_gci, color='green', ls='solid', alpha=.6, label=\"estim. 'gn.geossclassicinterface.estimate'\")\n", "plt.plot(xu, vu_gci + vu_std_gci, color='green', ls='dashed', alpha=.6, label='estim. +/- st. dev.')\n", "plt.plot(xu, vu_gci - vu_std_gci, color='green', ls='dashed', alpha=.6)\n", "\n", "plt.plot(x, v, 'r+', markersize=15, label='data')\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Peak-to-peak estimation 'gn.covModel.krige - gn.grf.krige1D' = 0.6202799930551004\n", "Peak-to-peak estimation 'gn.covModel.krige - gn.geosclassicinterface.estimate' = 1.596589893876738\n", "Peak-to-peak estimation 'gn.grf.krige1D - gn.geosclassicinterface.estimate' = 0.9905537155280293\n", "Peak-to-peak st. dev. 'gn.covModel.krige - gn.grf.krige1D' = 0.11695451499708254\n", "Peak-to-peak st. dev. 'gn.covModel.krige - gn.geosclassicinterface.estimate' = 0.2982567859129016\n", "Peak-to-peak st. dev. 'gn.grf.krige1D - gn.geosclassicinterface.estimate' = 0.25057269986451836\n" ] } ], "source": [ "print(\"Peak-to-peak estimation 'gn.covModel.krige - gn.grf.krige1D' = {}\".format(np.ptp(vu - vu_grf)))\n", "print(\"Peak-to-peak estimation 'gn.covModel.krige - gn.geosclassicinterface.estimate' = {}\".format(np.ptp(vu - vu_gci)))\n", "print(\"Peak-to-peak estimation 'gn.grf.krige1D - gn.geosclassicinterface.estimate' = {}\".format(np.ptp(vu_grf - vu_gci)))\n", "print(\"Peak-to-peak st. dev. 'gn.covModel.krige - gn.grf.krige1D' = {}\".format(np.ptp(vu_std - vu_std_grf)))\n", "print(\"Peak-to-peak st. dev. 'gn.covModel.krige - gn.geosclassicinterface.estimate' = {}\".format(np.ptp(vu_std - vu_std_gci)))\n", "print(\"Peak-to-peak st. dev. 'gn.grf.krige1D - gn.geosclassicinterface.estimate' = {}\".format(np.ptp(vu_std_grf - vu_std_gci)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conditional simulation using the function `geone.covModel.sgs`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 49 sec\n" ] } ], "source": [ "np.random.seed(293)\n", "\n", "# SGS based on simple kriging\n", "nreal = 200 # only!\n", "t1 = time.time()\n", "sim_vu = gn.covModel.sgs(x, v, xu, cov_model_opt, v_err_std=v_err_std, method='ordinary_kriging', nreal=nreal) \n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conditional simulation using the function `geone.grf.grf1D`\n", "Via the function `geone.multiGaussian.multiGaussianRun`, with keyword arguments `mode='simulation', algo='fft'`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "grf1D: do preliminary computation...\n", "grf1D: compute circulant embedding...\n", "grf1D: embedding dimension: 2048\n", "grf1D: compute FFT of circulant matrix...\n", "grf1D: treatment of conditioning data...\n", "grf1D: compute covariance matrix (rAA) for conditioning locations...\n", "grf1D: compute index in the embedding grid for non-conditioning / conditioning locations...\n", "Elapsed time: 9.6 sec\n" ] } ], "source": [ "np.random.seed(293)\n", "\n", "t1 = time.time()\n", "nreal = 1000\n", "sim_grf = gn.multiGaussian.multiGaussianRun(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v,\n", " mode='simulation', algo='fft', output_mode='array',\n", " nreal=nreal)\n", "# # Or:\n", "# sim_grf = gn.grf.grf1D(\n", "# cov_model_opt, nx, sx, ox, \n", "# x=x, v=v, \n", "# nreal=nreal)\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conditional simulation using the function `geone.geosclassicinterface.simulate`\n", "Via the function `geone.multiGaussian.multiGaussianRun`, with keyword arguments `mode='simulation', algo='classic'`, and specifying the computational resources (`nproc` and `nthreads_per_proc`)." ] }, { "cell_type": "code", "execution_count": 30, "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 = 2, nthreads_per_proc = 4, nproc_sgs_at_ineq = 8\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` [2 process(es) of 4 thread(s) (OpenMP)] ...\n", "simulate: `run_MPDSOMPGeosClassicSim` [2 process(es)] complete\n", "Elapsed time: 1.4 sec\n" ] } ], "source": [ "np.random.seed(293)\n", "\n", "t1 = time.time()\n", "nreal = 1000\n", "sim_gci = gn.multiGaussian.multiGaussianRun(\n", " cov_model_opt, nx, sx, ox, \n", " x=x, v=v,\n", " mode='simulation', algo='classic', output_mode='array',\n", " v_err_std=v_err_std, \n", " method='simple_kriging',\n", " nreal=nreal,\n", " nproc=2, nthreads_per_proc=4)\n", "# # Or:\n", "# sim_gci = gn.geosclassicinterface.simulate(\n", "# cov_model_opt, nx, sx, ox, \n", "# x=x, v=v,\n", "# v_err_std=v_err_std, \n", "# method='simple_kriging',\n", "# nreal=nreal,\n", "# nproc=2, nthreads_per_proc=4)\n", "# sim_gci = sim_gci['image'].val[:,0,0,:]\n", "t2 = time.time()\n", "print('Elapsed time: {:.2g} sec'.format(t2-t1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot some realizations and compare to the reference simulation" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "sim_vu_mean = sim_vu.mean(axis=0)\n", "sim_vu_std = sim_vu.std(axis=0)\n", "\n", "sim_grf_mean = sim_grf.mean(axis=0)\n", "sim_grf_std = sim_grf.std(axis=0)\n", "\n", "sim_gci_mean = sim_gci.mean(axis=0)\n", "sim_gci_std = sim_gci.std(axis=0)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "plt.figure(figsize=(15,5))\n", "\n", "for i in range(1):\n", " if i == 0:\n", " label = \"sim. 'gn.covModel.sgs' (sgs)\"\n", " else:\n", " label = None\n", " plt.plot(xu, sim_gci[i], color='orange', alpha=.2, label=label)\n", "\n", "for i in range(1):\n", " if i == 0:\n", " label = \"sim. 'gn.grf.grf1D' (grf)\"\n", " else:\n", " label = None\n", " plt.plot(xu, sim_grf[i], color='green', alpha=.2, label=label)\n", "\n", "for i in range(1):\n", " if i == 0:\n", " label = \"sim. 'gn.geosclassicinterface.simulate' (gci)\"\n", " else:\n", " label = None\n", " plt.plot(xu, sim_gci[i], color='purple', alpha=.2, label=label)\n", "\n", "plt.plot(xu, sim_vu_mean, color='orange', ls='dashed', label=f'sgs mean ({200} real.)')\n", "plt.fill_between(xu, sim_vu_mean-sim_vu_std, sim_vu_mean+sim_vu_std, color='orange', alpha=0.2, label=r'sgs mean $\\pm$ std')\n", "\n", "plt.plot(xu, sim_grf_mean, color='green', ls='dashed', label=f'grf mean ({nreal} real.)')\n", "plt.fill_between(xu, sim_grf_mean-sim_grf_std, sim_grf_mean+sim_grf_std, color='green', alpha=0.2, label=r'grf mean $\\pm$ std')\n", "\n", "plt.plot(xu, sim_gci_mean, color='purple', ls='dashed', label=f'gci mean ({nreal} real.)')\n", "plt.fill_between(xu, sim_gci_mean-sim_gci_std, sim_gci_mean+sim_gci_std, color='purple', alpha=0.2, label=r'gci mean $\\pm$ std')\n", "\n", "# plt.plot(xu, vu, color='lightblue', ls='dashed', label='krig. estim.')\n", "# plt.fill_between(xu, vu-vu_std, vu+vu_std, color='blue', alpha=0.2, label=r'krig. estim. $\\pm$ std')\n", "\n", "plt.plot(xu, ref[0], color='blue', lw=.5, label='ref. sim')\n", "\n", "plt.plot(x, v, 'r+', markersize=15, label='data')\n", "\n", "plt.grid()\n", "plt.legend(loc='upper right')\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 }