969 lines
767 KiB
Plaintext
969 lines
767 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "206229a7",
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"metadata": {},
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"source": [
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"<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
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"doconce format html additionweek42.do.txt --no_mako -->\n",
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"<!-- dom:TITLE: Exercises Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40 -->"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3fd06200",
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"metadata": {},
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"source": [
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"# Exercises Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40\n",
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"**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
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"\n",
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"Date: **October 14-18, 2024**"
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]
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},
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{
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"cell_type": "markdown",
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"id": "22f09329",
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"metadata": {},
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"source": [
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"## The logistic function\n",
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"\n",
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"A widely studied model, is the \n",
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"perceptron model, which is an example of a \"hard classification\" model. We\n",
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"have used this model when we discussed neural networks as\n",
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"well. Each datapoint is deterministically assigned to a category (i.e\n",
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"$y_i=0$ or $y_i=1$). In many cases it is favorable to have a \"soft\"\n",
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"classifier that outputs the probability of a given category rather\n",
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"than a single value. For example, given $x_i$, the classifier\n",
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"outputs the probability of being in a category $k$. Logistic regression\n",
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"is the most common example of a so-called soft classifier. In logistic\n",
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"regression, the probability that a data point $x_i$\n",
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"belongs to a category $y_i=\\{0,1\\}$ is given by the so-called logit function (or Sigmoid) which is meant to represent the likelihood for a given event,"
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]
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},
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{
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"cell_type": "markdown",
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"id": "02e3244f",
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"metadata": {},
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"source": [
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"$$\n",
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"p(t) = \\frac{1}{1+\\mathrm \\exp{-t}}=\\frac{\\exp{t}}{1+\\mathrm \\exp{t}}.\n",
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"$$"
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]
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},
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{
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"cell_type": "markdown",
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"id": "c999f9a3",
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"metadata": {},
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"source": [
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"Note that $1-p(t)= p(-t)$."
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]
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},
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{
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"cell_type": "markdown",
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"id": "e6d247bf",
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"metadata": {},
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"source": [
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"## Examples of likelihood functions used in logistic regression and nueral networks\n",
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"\n",
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"The following code plots the logistic function, the step function and other functions we will encounter from here and on."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "40e247ae",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"\"\"\"The sigmoid function (or the logistic curve) is a\n",
|
|
"function that takes any real number, z, and outputs a number (0,1).\n",
|
|
"It is useful in neural networks for assigning weights on a relative scale.\n",
|
|
"The value z is the weighted sum of parameters involved in the learning algorithm.\"\"\"\n",
|
|
"\n",
|
|
"import numpy\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import math as mt\n",
|
|
"\n",
|
|
"z = numpy.arange(-5, 5, .1)\n",
|
|
"sigma_fn = numpy.vectorize(lambda z: 1/(1+numpy.exp(-z)))\n",
|
|
"sigma = sigma_fn(z)\n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111)\n",
|
|
"ax.plot(z, sigma)\n",
|
|
"ax.set_ylim([-0.1, 1.1])\n",
|
|
"ax.set_xlim([-5,5])\n",
|
|
"ax.grid(True)\n",
|
|
"ax.set_xlabel('z')\n",
|
|
"ax.set_title('sigmoid function')\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\"\"\"Step Function\"\"\"\n",
|
|
"z = numpy.arange(-5, 5, .02)\n",
|
|
"step_fn = numpy.vectorize(lambda z: 1.0 if z >= 0.0 else 0.0)\n",
|
|
"step = step_fn(z)\n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111)\n",
|
|
"ax.plot(z, step)\n",
|
|
"ax.set_ylim([-0.5, 1.5])\n",
|
|
"ax.set_xlim([-5,5])\n",
|
|
"ax.grid(True)\n",
|
|
"ax.set_xlabel('z')\n",
|
|
"ax.set_title('step function')\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\"\"\"tanh Function\"\"\"\n",
|
|
"z = numpy.arange(-2*mt.pi, 2*mt.pi, 0.1)\n",
|
|
"t = numpy.tanh(z)\n",
|
|
"\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111)\n",
|
|
"ax.plot(z, t)\n",
|
|
"ax.set_ylim([-1.0, 1.0])\n",
|
|
"ax.set_xlim([-2*mt.pi,2*mt.pi])\n",
|
|
"ax.grid(True)\n",
|
|
"ax.set_xlabel('z')\n",
|
|
"ax.set_title('tanh function')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c0072e88",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Two parameters\n",
|
|
"\n",
|
|
"We assume now that we have two classes with $y_i$ either $0$ or $1$. Furthermore we assume also that we have only two parameters $\\beta$ in our fitting of the Sigmoid function, that is we define probabilities"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "47c8d6f0",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\begin{align*}\n",
|
|
"p(y_i=1|x_i,\\boldsymbol{\\beta}) &= \\frac{\\exp{(\\beta_0+\\beta_1x_i)}}{1+\\exp{(\\beta_0+\\beta_1x_i)}},\\nonumber\\\\\n",
|
|
"p(y_i=0|x_i,\\boldsymbol{\\beta}) &= 1 - p(y_i=1|x_i,\\boldsymbol{\\beta}),\n",
|
|
"\\end{align*}\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7f0dbf70",
|
|
"metadata": {},
|
|
"source": [
|
|
"where $\\boldsymbol{\\beta}$ are the weights we wish to extract from data, in our case $\\beta_0$ and $\\beta_1$. \n",
|
|
"\n",
|
|
"Note that we used"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "5666ab6f",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"p(y_i=0\\vert x_i, \\boldsymbol{\\beta}) = 1-p(y_i=1\\vert x_i, \\boldsymbol{\\beta}).\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3a5bf836",
|
|
"metadata": {},
|
|
"source": [
|
|
"## The cost function\n",
|
|
"\n",
|
|
"Reordering the logarithms, we can rewrite the **cost/loss** function as"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "865c1168",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\mathcal{C}(\\boldsymbol{\\beta}) = \\sum_{i=1}^n \\left(y_i(\\beta_0+\\beta_1x_i) -\\log{(1+\\exp{(\\beta_0+\\beta_1x_i)})}\\right).\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a319692e",
|
|
"metadata": {},
|
|
"source": [
|
|
"The maximum likelihood estimator is defined as the set of parameters that maximize the log-likelihood where we maximize with respect to $\\beta$.\n",
|
|
"Since the cost (error) function is just the negative log-likelihood, for logistic regression we have that"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c6a573cc",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\mathcal{C}(\\boldsymbol{\\beta})=-\\sum_{i=1}^n \\left(y_i(\\beta_0+\\beta_1x_i) -\\log{(1+\\exp{(\\beta_0+\\beta_1x_i)})}\\right).\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9a2cce7c",
|
|
"metadata": {},
|
|
"source": [
|
|
"This equation is known in statistics as the **cross entropy**. Finally, we note that just as in linear regression, \n",
|
|
"in practice we often supplement the cross-entropy with additional regularization terms, usually $L_1$ and $L_2$ regularization as we did for Ridge and Lasso regression."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "5b52cf1c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Minimizing the cross entropy\n",
|
|
"\n",
|
|
"The cross entropy is a convex function of the weights $\\boldsymbol{\\beta}$ and,\n",
|
|
"therefore, any local minimizer is a global minimizer. \n",
|
|
"\n",
|
|
"Minimizing this\n",
|
|
"cost function with respect to the two parameters $\\beta_0$ and $\\beta_1$ we obtain"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e48db3ac",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\frac{\\partial \\mathcal{C}(\\boldsymbol{\\beta})}{\\partial \\beta_0} = -\\sum_{i=1}^n \\left(y_i -\\frac{\\exp{(\\beta_0+\\beta_1x_i)}}{1+\\exp{(\\beta_0+\\beta_1x_i)}}\\right),\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9844a743",
|
|
"metadata": {},
|
|
"source": [
|
|
"and"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bc707870",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\frac{\\partial \\mathcal{C}(\\boldsymbol{\\beta})}{\\partial \\beta_1} = -\\sum_{i=1}^n \\left(y_ix_i -x_i\\frac{\\exp{(\\beta_0+\\beta_1x_i)}}{1+\\exp{(\\beta_0+\\beta_1x_i)}}\\right).\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f67203cd",
|
|
"metadata": {},
|
|
"source": [
|
|
"## A more compact expression\n",
|
|
"\n",
|
|
"Let us now define a vector $\\boldsymbol{y}$ with $n$ elements $y_i$, an\n",
|
|
"$n\\times p$ matrix $\\boldsymbol{X}$ which contains the $x_i$ values and a\n",
|
|
"vector $\\boldsymbol{p}$ of fitted probabilities $p(y_i\\vert x_i,\\boldsymbol{\\beta})$. We can rewrite in a more compact form the first\n",
|
|
"derivative of cost function as"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d863b540",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\frac{\\partial \\mathcal{C}(\\boldsymbol{\\beta})}{\\partial \\boldsymbol{\\beta}} = -\\boldsymbol{X}^T\\left(\\boldsymbol{y}-\\boldsymbol{p}\\right).\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e769467d",
|
|
"metadata": {},
|
|
"source": [
|
|
"If we in addition define a diagonal matrix $\\boldsymbol{W}$ with elements \n",
|
|
"$p(y_i\\vert x_i,\\boldsymbol{\\beta})(1-p(y_i\\vert x_i,\\boldsymbol{\\beta})$, we can obtain a compact expression of the second derivative as"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "074ba1e7",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\frac{\\partial^2 \\mathcal{C}(\\boldsymbol{\\beta})}{\\partial \\boldsymbol{\\beta}\\partial \\boldsymbol{\\beta}^T} = \\boldsymbol{X}^T\\boldsymbol{W}\\boldsymbol{X}.\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "784aef3a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Extending to more predictors\n",
|
|
"\n",
|
|
"Within a binary classification problem, we can easily expand our model to include multiple predictors. Our ratio between likelihoods is then with $p$ predictors"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4d71c488",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\log{ \\frac{p(\\boldsymbol{\\beta}\\boldsymbol{x})}{1-p(\\boldsymbol{\\beta}\\boldsymbol{x})}} = \\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_px_p.\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2a4a1497",
|
|
"metadata": {},
|
|
"source": [
|
|
"Here we defined $\\boldsymbol{x}=[1,x_1,x_2,\\dots,x_p]$ and $\\boldsymbol{\\beta}=[\\beta_0, \\beta_1, \\dots, \\beta_p]$ leading to"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7435cbe3",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"p(\\boldsymbol{\\beta}\\boldsymbol{x})=\\frac{ \\exp{(\\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_px_p)}}{1+\\exp{(\\beta_0+\\beta_1x_1+\\beta_2x_2+\\dots+\\beta_px_p)}}.\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1cb32178",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Including more classes\n",
|
|
"\n",
|
|
"Till now we have mainly focused on two classes, the so-called binary\n",
|
|
"system. Suppose we wish to extend to $K$ classes. Let us for the sake\n",
|
|
"of simplicity assume we have only two predictors. We have then following model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e620bb11",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\log{\\frac{p(C=1\\vert x)}{p(K\\vert x)}} = \\beta_{10}+\\beta_{11}x_1,\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b4851e37",
|
|
"metadata": {},
|
|
"source": [
|
|
"and"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3999e7f2",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\log{\\frac{p(C=2\\vert x)}{p(K\\vert x)}} = \\beta_{20}+\\beta_{21}x_1,\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7200162c",
|
|
"metadata": {},
|
|
"source": [
|
|
"and so on till the class $C=K-1$ class"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4795f8a9",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"\\log{\\frac{p(C=K-1\\vert x)}{p(K\\vert x)}} = \\beta_{(K-1)0}+\\beta_{(K-1)1}x_1,\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c55dc7f6",
|
|
"metadata": {},
|
|
"source": [
|
|
"and the model is specified in term of $K-1$ so-called log-odds or\n",
|
|
"**logit** transformations."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c8cdb1d4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## More classes\n",
|
|
"\n",
|
|
"In our discussion of neural networks we will encounter the above again\n",
|
|
"in terms of a slightly modified function, the so-called **Softmax** function.\n",
|
|
"\n",
|
|
"The softmax function is used in various multiclass classification\n",
|
|
"methods, such as multinomial logistic regression (also known as\n",
|
|
"softmax regression), multiclass linear discriminant analysis, naive\n",
|
|
"Bayes classifiers, and artificial neural networks. Specifically, in\n",
|
|
"multinomial logistic regression and linear discriminant analysis, the\n",
|
|
"input to the function is the result of $K$ distinct linear functions,\n",
|
|
"and the predicted probability for the $k$-th class given a sample\n",
|
|
"vector $\\boldsymbol{x}$ and a weighting vector $\\boldsymbol{\\beta}$ is (with two\n",
|
|
"predictors):"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "89c9a8d4",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"p(C=k\\vert \\mathbf {x} )=\\frac{\\exp{(\\beta_{k0}+\\beta_{k1}x_1)}}{1+\\sum_{l=1}^{K-1}\\exp{(\\beta_{l0}+\\beta_{l1}x_1)}}.\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3b4446bd",
|
|
"metadata": {},
|
|
"source": [
|
|
"It is easy to extend to more predictors. The final class is"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "801a59a0",
|
|
"metadata": {},
|
|
"source": [
|
|
"$$\n",
|
|
"p(C=K\\vert \\mathbf {x} )=\\frac{1}{1+\\sum_{l=1}^{K-1}\\exp{(\\beta_{l0}+\\beta_{l1}x_1)}},\n",
|
|
"$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a0ae9ae9",
|
|
"metadata": {},
|
|
"source": [
|
|
"and they sum to one."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ace600ee",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Wisconsin Cancer Data\n",
|
|
"\n",
|
|
"We show here how we can use a simple regression case on the breast\n",
|
|
"cancer data using Logistic regression as our algorithm for\n",
|
|
"classification."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "56c9f070",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(426, 30)\n",
|
|
"(143, 30)\n",
|
|
"Test set accuracy with Logistic Regression: 0.94\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"from sklearn.model_selection import train_test_split \n",
|
|
"from sklearn.datasets import load_breast_cancer\n",
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"\n",
|
|
"# Load the data\n",
|
|
"cancer = load_breast_cancer()\n",
|
|
"\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(cancer.data,cancer.target,random_state=0)\n",
|
|
"print(X_train.shape)\n",
|
|
"print(X_test.shape)\n",
|
|
"# Logistic Regression\n",
|
|
"logreg = LogisticRegression(solver='lbfgs')\n",
|
|
"logreg.fit(X_train, y_train)\n",
|
|
"print(\"Test set accuracy with Logistic Regression: {:.2f}\".format(logreg.score(X_test,y_test)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "31b448d5",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Using the correlation matrix\n",
|
|
"\n",
|
|
"In addition to the above scores, we could also study the covariance (and the correlation matrix).\n",
|
|
"We use **Pandas** to compute the correlation matrix."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "9b7aa971",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1000x2000 with 30 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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RiQDcTk7n9M0YujSuqZe2wlCBa/O6hJ0p/JKt0WgIPxNI7Tbla2NPQ926tXFxcebY34U/htPTM7hw4Qod2rctVxxyuZxRo/6HubkZ/54v54BXwvoGcK3tgoOzPX6nC9OblZFF0JVgmrct/8SP3kiZb4nLvLZ7TZxqOHL6xL9at4yMTPwvBdD2hfKv2LG0sgAgNTWtXP6l7FMl7c8NDTBp1oCss/462tln/TEtZSufw8wxqFJSSfvpiH56jyBZGysDp1rO2DrZEXj6qtYtJyObcP9QGrapuImpqqa6jtcKlEqCI27TwbMwj3K5nA6eHlwLvVVsmPwCJUaPmLAxNjLE/2bJZh2KQ9L3t5Ttu5qOFSXtz0tBYWhAXc/6On2aRqMh8PS1/3SfVqmo1dJdzxnCBl0V0bJlS5YtWwbcNz744Ycf4uDgwGuvvQbAihUr2Lp1K9euXaNDhw5s3ryZ1q1b88EHH2jj2LlzJ7Vq1SIkJAQPDw+GDx+uo7Fz504cHR0JCgqiefPmWvd58+bh5eUFwKpVq2jWrBlhYWE0blzyy2bs2LFMnDhRx23VqlXav+vWrcu5c+fYt2+fdtJww4YNLF68mGHDhgHwxRdfcPjwYb3LqijR0dE0bNiQLl26IJPJcHd3f6r4ngUM7ayQGyjIT9T9IZSfmIZZQ9cSQoHC0pQuV79AbmSARqXm5qIdpJwMKNG/oBATO0vkBgpyHinznKQ0bBq4lCuOF5eMJjvuHrGnr5ftuQhyK2tkCgPUj3zVVN+7h2Gt4m25qG7HkPnJOpQR4cjMzTEbMRrrTz8n9fUJqJMSy60tM7VAJlegydbdkqLJTkduV6PstDvXQe7gRv7RPeXWfMi9rFxUag32lrpb5uwtTIlKKH4SYGDr+qRm5TJx60HQaFCqNYzs0JgpPVvppW1ma4nCQEFmkq5ORmIajvVLbmMVRQ1nJwDi43XrKj4hiRo1nEoN27x5Y06f/A0TE2MyM7MYMXIKwcHls3ciZX0D2DnZAZCSqPuspyTdw/7B/yoDKfMtdZk7OtsDkJSYrOOelJiMo5NDueKQyWSs/GAhF/+9TEhwWLnCSNmnSqltYGuFzECBMkn3GVcmpWJWr1axYUzbNsV6RD+iBs/US6s4pGpjZWHtZANA2iN9blpSKtaONlWfoAqiuo7X7qVnoVKrsbfW3d5ob21B5J3iP7B1atmIb/74h7ZN6lHL2Z7zgaH8fSEAlZ4/nqV8f0vZvqvrWFHK/rw0LB88h8X1aa713SpMRyAoDrGCropo0aKF9m+FQoG9vT2enp5aN2dnZwASEu6/+K5evcrx48exsLDQXg8n1B5uYw0NDWXMmDHUq1cPKysr7cqyooYNH9V2cXHR0SmJdu3aPeb2+eef07ZtWxwdHbGwsOCrr77SaqWlpXH37l3aty/cymBgYFBsPPowYcIE/P39adSoEbNnz+bIkdK/TuXl5ZGenq5z5eXlPVUanhVUmblc6LmAi/2WELHmBxquGo9NJ+m+mFcnWs4YRL3BHTj62gZUeRVnk7EklMHXyfvrMKqIMJQBV0l/dxmatFRMBg6qdO2iKJp3Rp14u0QjwRXNxfC77Pj7KkuGdOL7OUP4ZHwvTt2I4au/rlSJ/pMyZsxQUlNCtJfhExxo8ZCbN8Np+0JfOnX25suv9rBzxwaaNKn8VX+gf333HdqLoyF/aC8DA0XlJrCSqOrn/Gm0h4zwIjj6vPYyMHh6+17vf7QUjyYNmDFlwVPHVV6quk+VSltuborLunnELduE6l663uGf1TbWeUg3dgZ9p70UBuJ7f1Gq43htwYQhuNdwYMhba2n38kLW7DzA4O4vIJfJpE5apfG07ftpqa5jxaJI+S4R6KLRqCW7njfEG7WKePTkUplMpuMme/ACe7g9NTMzk0GDBrF27drH4no4yTZo0CDc3d3Ztm0brq6uqNVqmjdvTn6+7vLi0nRKwtzcXOfex8eHefPmsX79ejp27IilpSUfffQR58+fLzWespDJZI/ZqSt6KEWbNm2IjIzk0KFD/PXXX4waNYrevXvz008/FRvfmjVrdFb6ASybP5sVC+Y8VTorkoKUdNRKFUaOukZGjRytyU9ILTmgRkNOVDwAmddvYebhRp3ZQ/A/G1SJqX0+yE3JQK1UYfpImZs6WJNdwmquh3hOHUjL6d78OeZDUoJj9NZWp6ehUSmR2+gar5Xb2qK+l1K+SFQqlGFhKFz12+qpyclEo1YhM9P9Ci4zs0KTVcZWNgMjDDxeoODcb3ppPsTW3ASFXEZyhu6BEMmZOThYFm+IfsvhS3i1acCwB7Z6GrrYkZOv5L2fTzOlZyvk8vIN9LPvZaBSqrBw0K1vS0drMhJT9c9MGfz++xEuXCicRHxonN/Z2ZG4uMKPIc5ODvhfLf0Lb0FBAeHhUQBcvhJAu7atmDVzCtNnLCwzHVVd36ePnOX6lcItMUZG9/Nt52hLckLhs23nYEvo9fKtzHoSpHzOq1r7qO9xrly6pr1/+Kw5ONqTEF9oq9HB0Z6gwOJP/ivKu2uX0KvfS4z0mkDcnfhyp0PKPlVKbeW9dDRKFQYOuv25gYMNysTH+3PD2i4Y1apBzS/eKXR80I81CvqdiH6vURATV6Les9LGHuXS0QuEXSm0JWpgdH+cae1gTWoRI/3WDjbcCtJvi+OzRHUdr9lamaOQyx87ECI5LRMHm+IPDbCzsmDD/Enk5ReQmpmNk60VG777A7cHq3zLS1W/v4tS1e27KNV1rChlf14aGQ+eQ+tHnkNrBxtSK/k5FAjECrpnlDZt2nD9+nXq1KlDgwYNdC5zc3OSk5O5efMmy5Yto1evXjRp0oR7957+5MGSOHPmDJ06dWL69Om0bt2aBg0a6BxIYW1tjYuLi86EnVKp5NKl0m0nOTo6cvduoUHV0NBQrR2+h1hZWfF///d/bNu2jR9++IGff/6ZlJTiX1aLFy8mLS1N51o4540nyXKloSlQkXEtAruuhSsokcmw7dqcNL/yH90tk8uQG4k59vKgLlCRFBCJW5cidjxkMly7NCPhcsk/alpM86LNnCH4jltH0rUn/JGhVKIMDcGwdRHbYzIZhq3aoAwq53J8uRxF3bqoU5LL9lsUtQp1QjTyWk2KOMqQ12qM+m7px9ErPNqCwgDljSebhDc0UNDEzYELYYXtW63WcCHsDi3ci9/mmVugRP7IW+nh13cNmmJCFI+qQMWdwEjqdyqsb5lMRv1OzYi+XP42Vl4yM7MID4/SXkFBIdy9G0/PHoVG2y0tLXjxxdbltyf3ALlcXuppnDpUcX1nZ+UQG3VHe0WGRJEUn0zbLoWHWphZmNG0dRMCL1XiD1MJn/Oq1s7KzOZWZIz2CrkRTkJcIp1fKly9bmFpTqu2nly6eLWUmO5PzvX36snowZOJiY4tdxpA2j5V0v68QEnu9TDMOxax7yeTYdaxFTn+j0+I5ofHEOE1jcjBM7VX5t/nyT5/jcjBMymIK/0AnGemjT1CblYu8bfitFdsaAz3ElJo1rlwx4aphSn1WzUk9PLNKktXRVNdx2uGBgY0qVeT8wGFeVSr1ZwPDKVFw9JNzRgbGeJsZ41SpebY+Wv0aNe8VP+PUtXvbx2quH3rUE3HipL256WgKlASGRCu06fJZDKadfb8T/dplYqwQVdh/HfeFtWMGTNmsG3bNsaMGcOCBQuws7MjLCwMHx8ftm/fjq2tLfb29nz11Ve4uLgQHR3NokWLKi09DRs2ZM+ePRw+fJi6devyzTffcPHiRerWrav1M2fOHD788EMaNmxI48aN+eSTT0hNTS013p49e7J582Y6duyISqVi4cKFOiv+PvnkE1xcXGjdujVyuZwff/yRGjVqYGNjU2x8xsbGGBsb67gV5Ot3AmR2dg7Rt+9o72PvxHMjJBxrK0tcyrAfVV6iv/iDppumk+4fTvqVcGq/PhCFmTF3fU4A0PSzGeTFpRC++nsA3GcPIcM/nOxb8ciNDHHo1ZoaI7pyc+GOCkkPVE2+pdQO+OoQL306lcSrkST6h9N8Sn8MTY0J+eH+CWPdN0wlK+4eFz+8f/BJy+netH17OH/P2kJGTJL2615BVi7KbP22Tefs34flvMUoQ26gvHkDk6EjkJmYknvk/snNFvOXoE5KJHvXNgBMX34VZfB1VHdikVlYYDZiDAqnGmT4HtQ738rLf2HUdwLq+CjUcVEYtOmFzNAIZdBZAIz6TkCTlUrBmV90whk064wq3B9ys/TWfMi4rs1Zvu8kTWs60LyWI9+eDiQnX8ngdh4ALPP5BydrM2YPeAGAbk1qs/dUII1d7fGs7UR0UjpbjlyiW5PaKB6duSuDU9v/ZOT6N4gNiCDGP5zOkwdgZGbCpR/v1/fI9dNIj0/h8LofgPuGqZ0a1nzwtwFWzna4NHUnPyuX5FvlX1n0kE2fbWfJ4tmEhkUQFRXDqpXzuXMnnl9/LbTLecT3B3759RBbtn4NwOr3F+Hre5zomFgsLS0YM3oIL73UkYFeY8utK2V9A+zb/jOvzn6F2xGx3Im5y2vzJ5IUn8Spw4UHZmz84WNOHjrNz1/fT4OpmQk16xbadHGt7ULDZvVJv5dBfAn2jp6lfEtd5ju+2Mvst6cSFR5N9K1Y5i2ZSUJcIkf++Fvr5/sD2/D94292b7//Tnn/o6UMHjGQKS/PISszC0en+6tc0tMzycstX/8mZZ8qpXbKrgO4rJ1LTmAouddCsH11MHJTY9J+PgqAy7q3UcYnk7j+azT5BeQ/YlRfnX7fkPmj7uVFqjZWFr47DjJ01kjiIu+SGBPPyLfHkpqQgt+Rp9tpURpivHafysj3OK9uLN/iQ7P6tWhevzZ7/zxJTl4+Q7q/CMDSzd/hZGfNnLH3bVxfC71FQkoajeu4kZCSxtafDqPWaJjwv+JPuy0NKd/fUrbv6jpWlLI/L40/t//GG+tnE3EtnPCroQyY5I2JmQn//HiswjQEguIQE3TPKK6urpw5c4aFCxfSt29f8vLycHd3p3///sjlcmQyGT4+PsyePZvmzZvTqFEjNm3aRPfu3SslPVOnTuXKlSv83//9HzKZjDFjxjB9+nQOHTqk9fP2229z9+5dXn31VeRyOZMmTWLo0KGkpZW8RHn9+vVMnDiRrl274urqysaNG3VW3VlaWrJu3TpCQ0NRKBS88MIL/Pnnn8j1/LGuD4E3Qpk0q3A72brPvgJg8IDerF72doVoJPx6DiN7K+otGIWxkw0Z16PwH7NGa4jYxM0eTZEvAgozYxqtnYyxiz3q3HyywmK5PmMzCb+eq5D0QNXkW0rtiN/PY2JvRdt5wzFztCY56BaHxq0jJ+m+3RBzNwc06sJVWk3G9UJhbEifr3S3R1/6ZD+XP9mvl3b+P8fJsrbBbPwk5LZ2KCPCSF86H80DY8AKRyedL0ByCwss3pyP3NYOTWYGytAQUt+agSpa/wGfKsSPAlMLDDv+D5mZFeqk2+T9sgkeGAOWWdnBI6vTZLbOKNwakrt/g956RenXqh73snLZeuQSSRk5NHK1Z8vkftqDI+6mZmq33QO81qsVMhl8fvgSCWnZ2FqY0K1JbWb2L9/Jp0UJOPgvFnZW9H5rBJaONtwNvsWuVz8k80F927jZ69itsHS2Zfafa7T33aZ6022qNxH/BrFt9Pt663/08RbMzc34Yss6bGysOHPmIl6DXtGxiVmvnjsODoWG3R0dHdi1cyMuLk6kpWUQEBDMQK+x/HXsVLl1paxvgG+3+GBqZsKCdXOxsLLg2sUA3n5lEflFbMO4ubtibVe4baRxy0Zs/ulT7f3sldMB+HOfL6vfWlcuXSnzLXWZb920E1NzU9Z8+g5W1pb4/XuFcSPfIC+v0NxF7bq1sLO30d6PnzwagB8P7tKJa+6MZfz0/a/l0pWyT5VSO+PPkyjsrHCcPQ6Foy15wRHETF6BKjkVAEMXx0r9oi9VGyuL3784gLGZCVPWTMPMypwQv2A+HP8eBZVoF0qM1+5TGfnu36k199Kz2LLvMEmp6TSq48aWxa9h/2CLa1xyqo7ZifwCJZ//4MvthGTMTIzo0qoJq2eMxcq8eJMWpSHl+1vK9l1dx4pS9uel8e/BM1jZWzFi7mhsHG25FRTJh+PfJT2pjG2/AsFTItM8agBMIHjOKEgqfXl2ZXKy2WLJtLtdX1O2p+eQr1utkEx7aLOKtYGhD2YDSj6VubKR1a0vmfa7c/wl0/7ozj+Saaev85ZMu89HlbzNqBSOzq+aAzOeNRq/e1Yy7eVmLcv29BzS1aycdp8qgclZuZJpuxtYl+2pkth9ab1k2tV1vKa6LZ1dvFVDvpNM+1WjVMm0Heo+3arpp0HKseK3H0uX7+MK6bS/u3VAMu2qJD+mdLMalYlRredrnCJs0AkEAoFAIBAIBAKBQCAQCAQSIra4CgQCgUAgEAgEAoFAIBAI9EetkjoFzw1iBZ1AIBAIBAKBQCAQCAQCgUAgIWKCTiAQCAQCgUAgEAgEAoFAIJAQscVVIBAIBAKBQCAQCAQCgUCgP5rKO728uiEm6ATPPdX1ZC4p8y0lx03ypRO/Xksy6Xr+qZJpwyXppE0Vkkm3d2wkmfa5NamSae+wNpFMW8p8S0kXywbSiUtoVibCQMIBf7adZNLuBtKdOOguM5VMO7zTTMm0Ox+eLpm2lPmOTbOUTFvK97eU+Y71l7DMJRwrRkhY3+5I168JBPoiJugEAoFAIBAIBAKBQCAQCAT6oxYr6CoKYYNOIBAIBAKBQCAQCAQCgUAgkBCxgk4gEAgEAoFAIBAIBAKBQKA3GmGDrsIQE3TVFJlMxoEDBxgyZMh/It7KoubEvtSePggjJxsyg24RsmQX6VfCi/XrOPBF6swZgmndGsgNFWRHxBG99SBxP52qsPT4+Qew67ufCLoRRmJyChvXLKdXt04VFv9DpMz3s1bmRRkxdww9xvTG3MqcEL8b7Fz6JXFRdysk7qav9qbFG16YOlqTEhzN2eV7SPSPKNZvo7Hd8RjeFdtGNQFICojk4tp9Jfovi+pa3x3G9aHbVG8sHK2JC47mt3d2c/tq8dpODd3oM3ckbp51sa3pyMF393Bmp+8T6T5kyrwJDBrrhaWVBdf8Avl48QZuR8aW6L9l+xaMnfZ/NPZsiEMNBxZNWs6pw2f01pWyzG1e9sZ+8nAUjrbk3Ygk/r2t5F4LKTOcpVc33D5dRMZf54id/t4TaVfX57w0+owfgPfrQ7B2tCE6OIrd72wn/GpohcUvZb8mZfuWMt+lUdn1LWWZS9m3+Bw+ze7fT5CUmoGHuyuLJg7Fs0HtYv0WKFXs+OUYv5/0IyEljToujrz5sjedWzV+Iu3q2qdK+axV13dJda1vqceKAsGjiC2ugmeS/PzKN/TvNLgjDVeNJ3L9z1zss4jM67do5bMEQwerYv0XpGYSteEAfl7LOd99AXd9TtBk4zTsuressDTl5OTSqEE9lr5decaKpcz3s1jmDxn0xlD6TfBi55IvWT54IbnZeSz6ZgWGxoZPHXe9Qe3psOJlLn96gAMDlpEcFM2AvQsxsS8+364dmxD26zkOjlrNr4NXknknhQHfLsSshq3e2tW1vj29O+C17BWObdzPZq+l3A2KZtKeRZiXUOZGpsakRCfgu9aH9IR7eus9ysvTRzNi0jA+WvQprw2aQW52Lp98uxajUp4nUzMTwoLCWb900xPrSlnmlgO74bT4NZI2f0fUkFnk3Yig1o73UNhZlxrO0M0Jp4VTyL4YqLfmQ6rrc14aHbw788qyiezf+ANLvd8mOjiKRd+swMq+9PooL1L2a1K2bynzXRqVXd9SlrmUfYvv2St8vOc3pg7vi8+Hb9HI3ZVpH3xFclpGsf43/3CIn/46x6KJQzmwfgEj+3TirY93ERx5W2/t6tqnSvmsVdd3SXWtb6nHigJBcYgJugqie/fuzJo1izfffBNbW1ucnZ3Ztm0bWVlZTJw4EUtLSxo0aMChQ4d0wgUGBjJgwAAsLCxwdnZm3LhxJCUlaf/v6+tLly5dsLGxwd7eHm9vb8LDC2f1o6KikMlk7N+/nx49emBmZkbLli05d+5ciWmtU6cOAEOHDkUmk2nvAX799VfatGmDiYkJ9erVY9WqVSiVSgDeffddXF1dSU5O1vr38vKiR48eqNXqEuOdMGHCYyvq3nzzTbp3765TfjNnzuTNN9/EwcGBfv36lat8nobab3gRu/cYd31OkBUSy43521Hl5OM6pkex/lPPBpF46CLZobHk3IonZtshMoOisWlfcSc5du34ArNff5XeL3WusDgfRcp8P4tl/pD+k735ZfOPXDp6gZgbt9g6dyM2Tna069v+qeP2fH0AN74/Tsi+k6SG3uH0ol0oc/NoNPqlYv0fn7WV4D1/kRIUTVr4XU7N34ZMLsetczO9tatrfXedMpCLPse59OM/JITF8svSHeTn5NFuVPFlfvtaBIfWfMe138+hylfqrfcoo6YMZ/fGvZw+cpbw4Ajem/MhDs4OdO3XpcQw/x6/wLZ1Oznpe/qJdaUsc7uJQ0nb50va/qPkh8cQt2Iz6tw8rEf0LTmQXI7LxwtI2rSXgpgnX61aXZ/z0hg45X8c9znKPz/+TWzobXYs+YK8nDxeGtWrQuKXsl+Tsn1Lme/SqOz6lrLMpexbvvnjJMN6dWBIjxepX7MGy6YMx8TIkF+OXyjW/x+nLjFlaC+6tm5CTWd7RvXtRJfWTdhz8B+9tatrnyrls1Zd3yXVtb6lHis+V6jV0l3PGWKCrgLZvXs3Dg4OXLhwgVmzZjFt2jRGjhxJp06duHz5Mn379mXcuHFkZ2cDkJqaSs+ePWndujV+fn74+voSHx/PqFGjtHFmZWUxd+5c/Pz8OHbsGHK5nKFDh6J+5GFcunQp8+bNw9/fHw8PD8aMGaOdWHuUixcvArBr1y7u3r2rvT916hTjx49nzpw5BAUF8eWXX/L111+zevVqrUadOnWYMmUKAJ9//jlnz55l9+7dyOXyEuPVp/yMjIw4c+YMX3zxRbnK50mRGSqwbFGPlFMBhY4aDfdOBmDdrmG54rDt2hzzBi6kngt+6vRUFVLm+1kuc6daztg62RF4+qrWLScjm3D/UBq2ebofzXJDBQ6edYk9db3QUaMh9tR1nNo0KFccBqbGyA0V5KVm6qVdXetbYajAtXldws4Urh7QaDSEnwmkdpvyaT8NrrVdcHC2x+/0Ja1bVkYWQVeCad62aaXpStrGDA0wadaArLP+OtrZZ/0xLWVrl8PMMahSUkn76Yh+ekWors95aSgMDajrWV+nT9NoNASevvbUfRpI269J2b6lzHdpVHZ9S9qnSti3FCiVBEfcpoNnYR7lcjkdPD24Fnqr2DD5BUqMDHVXShsbGeJ/M1I/8Wrap0r5rFXXd0l1rW+px4oCQUkIG3QVSMuWLVm2bBkAixcv5sMPP8TBwYHXXnsNgBUrVrB161auXbtGhw4d2Lx5M61bt+aDDz7QxrFz505q1apFSEgIHh4eDB8+XEdj586dODo6EhQURPPmzbXu8+bNw8vLC4BVq1bRrFkzwsLCaNz48Ze4o6MjADY2NtSoUUPrvmrVKhYtWsSrr74KQL169XjvvfdYsGAB77zzDgqFgr1799KqVSsWLVrEpk2b2L59O7Vr1y413vLSsGFD1q1bp71///33yyyfJ8XQzgq5gYL8xDQd9/zENMwaupYYTmFpSperXyA3MkCjUnNz0Q5STgaU6P9ZQ8p8P8tlbu1kA0Bakm7a0pJSsXa0eaq4TewskRsoyHkk3zlJadg0cClXHC8uGU123D1iT18v23MRqmt9m9laojBQkPlIfWYkpuFYv2TtisLOyQ6AlETd7Q8pSfewf/C/ykDKMjewtUJmoECZpJtnZVIqZvVqFRvGtG1TrEf0I2rwTL20HqW6PuelYfmgDRTXp7nWd3vq+KXs16Rs31LmuzQqu76lLHMp+5Z76Vmo1GrsrS113O2tLYi8k1BsmE4tG/HNH//Qtkk9ajnbcz4wlL8vBKDSc5VHde1TpXzWquu7pLrWt9RjxecOcUhEhSEm6CqQFi1aaP9WKBTY29vj6empdXN2dgYgIeH+S/3q1ascP34cCwuLx+IKDw/Hw8OD0NBQVqxYwfnz50lKStKunIuOjtaZoCuq7eLiotUpboKuJK5evcqZM2e0K+YAVCoVubm5ZGdnY2ZmRr169fj444+ZOnUq//d//8fYsWPLHX9ZtG3b9rH0lFU+j5KXl0deXp6OW75GhZFMUSFpVGXmcqHnAhTmJth19aThqvHk3Eog9WxQhcT/rCJlvitDu/OQbkz+4A3t/bqJq0vxLS0tZwyi3uAO/DFyNaq8girRfN7qu7LpO7QX89fO1d7PH79YwtTojxRlLjc3xWXdPOKWbUJ1L73SdEpDPOfSIUW/9ixQXfNdlUjdtyyYMIR3v9zHkLfWIpPJqOlsz+DuL5S4JbaikDrfUH37ter6Lqmu9S0QVDZigq4CMXxkSbtMJtNxk8lkANpJtszMTAYNGsTatWsfi+vhJNugQYNwd3dn27ZtuLq6olarad68+WOHKJSmU14yMzNZtWoVw4YNe+x/JiYm2r9PnjyJQqEgKioKpVKJgUHpj5FcLkej0ei4FRQ8PjA1Nzd/LD1llc+jrFmzhlWrVum4jTNryqsWzXXcClLSUStVGDnqGto1crQmPyG1xLyg0ZATFX8/fddvYebhRp3ZQ/D/j7yMpMz3s1Tml45eIOxK4SloBkb324+1gzWpRYy+WjvYcCtIz20pj5CbkoFaqcL0kXybOliTnZBWQqj7eE4dSMvp3vw55kNSgmP01q6u9Z19LwOVUoWFg662paM1GYmlaD8hp4+c5fqVwm0dRkZGANg52pKckKJ1t3OwJfR6WIXrP0TKMlfeS0ejVGHgoGv43sDBBmViymP+DWu7YFSrBjW/eKfQUX7/3dUo6Hci+r1GQUxcubSr63NeGhkP2oD1I23A2sGG1ApoA1L2a1XdvosiZb5Lo7LrW8oyl7JvsbUyRyGXP3YgRHJaJg42lsWGsbOyYMP8SeTlF5CamY2TrRUbvvsDN2f7cmk+pLr2qVI+a9X1XVJd61tKbYGgNIQNOglp06YN169fp06dOjRo0EDnMjc3Jzk5mZs3b7Js2TJ69epFkyZNuHevYk6MMTQ0RKVSPZaemzdvPpaWBg0aIJfff1R++OEH9u/fz4kTJ4iOjua9994rM15HR0fu3tU1VOvv719mGssqn+JYvHgxaWlpOtcY8yaP+dMUqMi4FoFd18IVjshk2HZtTppfaJlp0waRy5Ab/XfmuaXM97NU5rlZucTfitNesaEx3EtIoVnnwpWopham1G/VkNDLN59KS12gIikgErcuRQyCy2S4dmlGwuWSJ2taTPOizZwh+I5bR9K1J5skrK71rSpQcScwkvqdCstcJpNRv1Mzoi+XX7u8ZGflEBt1R3tFhkSRFJ9M2y5ttH7MLMxo2roJgZcqbzJf0jZWoCT3ehjmHYuc4CaTYdaxFTn+Nx7znh8eQ4TXNCIHz9RemX+fJ/v8NSIHz6QgrvyHAVXX57w0VAVKIgPCdfo0mUxGs86eT92ngbT9WlW376JIme/SqOz6lrLMpexbDA0MaFKvJucDCvOoVqs5HxhKi4bupYY1NjLE2c4apUrNsfPX6NGuean+H6Oa9qlSPmvV9V1SXetb0n7teUStku56zvjvzCw8h8yYMYNt27YxZswYFixYgJ2dHWFhYfj4+LB9+3ZsbW2xt7fnq6++wsXFhejoaBYtWlQh2nXq1OHYsWN07twZY2NjbG1tWbFiBd7e3tSuXZsRI0Ygl8u5evUqgYGBvP/++9y+fZtp06axdu1aunTpwq5du/D29mbAgAF06NChxHh79uzJRx99xJ49e+jYsSN79+4lMDCQ1q1bP1X5KBSPb1s1NjbG2NhYx62k7a3RX/xB003TSfcPJ/1KOLVfH4jCzJi7PicAaPrZDPLiUghf/T0A7rOHkOEfTvateORGhjj0ak2NEV25uXCHvsVfItnZOUTfvqO9j70Tz42QcKytLHGp4VQhGlLm+1ks84f47jjI0FkjiYu8S2JMPCPfHktqQgp+R84/ddwBXx3ipU+nkng1kkT/cJpP6Y+hqTEhP9w/1a37hqlkxd3j4of7AGg53Zu2bw/n71lbyIhJ0q7WKMjKRZmdV6JOcVTX+j61/U9Grn+D2IAIYvzD6Tx5AEZmJlz68X6Zj1w/jfT4FA6v+wG4byzYqWHNB38bYOVsh0tTd/Kzckm+Fa+3/r7tP/Pq7Fe4HRHLnZi7vDZ/IknxSZw6XHhC68YfPubkodP8/PUvAJiamVCzbqG9KNfaLjRsVp/0exnEl2Dv6FGkLPOUXQdwWTuXnMBQcq+FYPvqYOSmxqT9fBQAl3Vvo4xPJnH912jyC8h/xMi6Ov2+0fxH3Z/1fD+r/dqf23/jjfWzibgWTvjVUAZM8sbEzIR/fjxWIfFL2a9J2b6lzHdpVHZ9S1nmUvYt47y6sXyLD83q16J5/drs/fMkOXn5DOn+IgBLN3+Hk501c8betwN9LfQWCSlpNK7jRkJKGlt/Ooxao2HC/4o/DfNZzXd1fX9X13dJda1vqceKAkFxiAk6CXF1deXMmTMsXLiQvn37kpeXh7u7O/3790culyOTyfDx8WH27Nk0b96cRo0asWnTJrp37/7U2uvXr2fu3Lls27YNNzc3oqKi6NevHwcPHuTdd99l7dq1GBoa0rhxY6ZMmYJGo2HChAm8+OKLzJx53/hsv379mDZtGq+88gr+/v5YWFiUGO/y5ctZsGABubm5TJo0ifHjxxMQULoh0bLK52lJ+PUcRvZW1FswCmMnGzKuR+E/Zo3WSKqJmz2aItuEFWbGNFo7GWMXe9S5+WSFxXJ9xmYSfj331Gl5SOCNUCbNWqi9X/fZVwAMHtCb1cverhANKfP9LJb5Q37/4gDGZiZMWTMNMytzQvyC+XD8exRUgJ2giN/PY2JvRdt5wzFztCY56BaHxq0jJ+m+nRhzNwc06sJt4E3G9UJhbEifr+boxHPpk/1c/mS/XtrVtb4DDv6LhZ0Vvd8agaWjDXeDb7Hr1Q/JfFDmNm72aIoYtLV0tmX2n2u0992metNtqjcR/waxbfT7eut/u8UHUzMTFqybi4WVBdcuBvD2K4vIL/I8ubm7Ym1XuLWicctGbP7pU+397JXTAfhzny+r3yo8QKc0pCzzjD9PorCzwnH2OBSOtuQFRxAzeQWq5FQADF0cQU/TC+Wluj7npfHvwTNY2VsxYu5obBxtuRUUyYfj3yU9qfStmOVFyn5NyvYtZb5Lo7LrW8oyl7Jv6d+pNffSs9iy7zBJqek0quPGlsWvYf9gi2tcciryB1tJ4f4prp//4MvthGTMTIzo0qoJq2eMxcrcVG/t6tqnSvmsVdd3SXWtb6nHis8V4pCICkOmedQ4mEDwnHHM+f8k0+52fU3ZniqJk83+W4bqK4odJvlle6okeqiK33pdFdQrxq5jdeAv04o5AOZJOFlQPns+lcG7SkfJtN2sM8r2VEnEphVv9+l5p7r2axEG0g346ymlswJzXJElmba7TP+JpIriVaNUybTr7JsumXbUqC2SaUvZp0r5/u6d8/xti3vWkbK+pWRN1HdSJ6FKyAs+Lpm2cRP9Vyg/y4gVdAKBQCAQCAQCgUAgEAgEAv2ppNW81RFxSIRAIBAIBAKBQCAQCAQCgUAgIWKCTiAQCAQCgUAgEAgEAoFAIJAQscVVIBAIBAKBQCAQCAQCgUCgP+KQiApDrKATCAQCgUAgEAgEAoFAIBAIJESsoBM891TXk1SlzLeURLRaIZn26GGpkmkr6rlJpi3vPkgy7QhvH8m0P0q8KZl2x3UNJdPu81GiZNpHF9eSTFtKJr57VjLtyYZNJdMGQ8mUu5qlSKb9dVauZNpS/jKof3azZNrSjteky3ed20GSaUv5/m7ZKlYybeNG0p2ca9Crm2TaETOuSact4Yng1QZxSESFIVbQCQQCgUAgEAgEAoFAIBAIBBIiJugEAoFAIBAIBAKBQCAQCAQCCRFbXAUCgUAgEAgEAoFAIBAIBHqj0aikTsJzg1hBJwCgTp06bNiwQepkCAQCgUAgEAgEAoFAIBBUO8QKOgEAFy9exNzcvNJ1ZDIZBw4cYMiQIZWu9aT4+Qew67ufCLoRRmJyChvXLKdXt04VrlNzYl9qTx+EkZMNmUG3CFmyi/Qr4cX6dRz4InXmDMG0bg3khgqyI+KI3nqQuJ9OVVh6qirfUmo3fbU3Ld7wwtTRmpTgaM4u30Oif0SxfhuN7Y7H8K7YNqoJQFJAJBfX7ivRf1kYdvXCqOcwZFa2qGMjyf3pS9TRISUHMDXH2HscBi06ITO3RJOSQO7+baiC/PTWNmjRHYN2fZCZWaNOuk3BcR/U8VHF+jUeMRdFzUaPuasiA8j7VX9D1j6HT7P79xMkpWbg4e7KoolD8WxQu1i/BUoVO345xu8n/UhISaOOiyNvvuxN51aN9dYFaesbYOU785g8aSw2NlacPevHjFmLCQuLLNH/1NfHM3XqOOq43z8IISgohPdXf4rv4eN66UpZ3wBT5k1g0FgvLK0suOYXyMeLN3A7smSD3C3bt2DstP+jsWdDHGo4sGjSck4dPqO3rpT5lrrM5y6ewdhxw7GytsTvvD9L5r1HVER0if5nvDmZ/t69qd+wLrm5uVy6cJU1qz4lIqz4NJeElO8xKdu3zcve2E8ejsLRlrwbkcS/t5Xca6X05w+w9OqG26eLyPjrHLHT33sibZCujZXFiLlj6DGmN+ZW5oT43WDn0i+Ji7pb4ToPEeO1ys13dX1/mwwagumI0cjt7FBGhJO1ZSPKmzeK9Wvcpz+W83QPGNHk55E8qO8TaUs5VvQ5G8TufwJIzsjBw8WOhYM74lnbsUT/e08F8uO5G8SlZmJjbkJvzzrMHtAOY0P9pxekrO8O4/rQbao3Fo7WxAVH89s7u7l9tfj27dTQjT5zR+LmWRfbmo4cfHcPZ3b6PpHuc4dGHBJRUYgVdNWc/Px8ABwdHTEzM5M4NeWnoKCg0uLOycmlUYN6LH17eqVpOA3uSMNV44lc/zMX+ywi8/otWvkswdDBqlj/BamZRG04gJ/Xcs53X8BdnxM02TgNu+4tKyxNVZFvKbXrDWpPhxUvc/nTAxwYsIzkoGgG7F2IiX3xZe7asQlhv57j4KjV/Dp4JZl3Uhjw7ULMatjqrW3QuivGQ6eQ5/s92R/NQRUbidn0d5FZWBcfQGGA2fT3kNs5k7tzDVnvTyXX5zM0qcl6ays82mHYbQQF//5B7ner0STexnjobDAt/hSxvN+/IPur+dorZ89KNGoVytBLemv7nr3Cx3t+Y+rwvvh8+BaN3F2Z9sFXJKdlFOt/8w+H+OmvcyyaOJQD6xcwsk8n3vp4F8GRt/XWlrK+AebPm87MGZOYPnMRnboMIis7mz8PfouxsXGJYWJj77J06Rpe7DCA9h0HcvzEGfb/vJOmTT3KrStlfQO8PH00IyYN46NFn/LaoBnkZufyybdrMTIu+TROUzMTwoLCWb900xNpgrT5lrrMp82exMTXx7L47ff4X5+Xyc7OYe9PX2JsbFRimPad27F7hw9D+r3My8Nex8DQgL0/f4mpmWm5daV8j0nZvi0HdsNp8Wskbf6OqCGzyLsRQa0d76GwK6E/f4ChmxNOC6eQfTFQb82iSNXGymLQG0PpN8GLnUu+ZPngheRm57HomxUYlpKup0WM1yov39X1/W30Ug/MX59B9re7SZ3xGqqIcKxWf4zM2qbEMOqsTJJHD9VeKeP+T29dkHaseNg/gvW/n2dq79Z8P2cwHi52TN/hS0pmTrH+/7wSzqZDfkzt05r984bzzsguHLkayWe++k8MSlnfnt4d8Fr2Csc27mez11LuBkUzac8izEvQNjI1JiU6Ad+1PqQn3NNbTyAoD9V6gq579+7MmjWLN998E1tbW5ydndm2bRtZWVlMnDgRS0tLGjRowKFDh3TCBQYGMmDAACwsLHB2dmbcuHEkJSVp/+/r60uXLl2wsbHB3t4eb29vwsMLZ+KjoqKQyWTs37+fHj16YGZmRsuWLTl37lyp6ZXJZGzdupUBAwZgampKvXr1+Omnn3T8xMTEMGrUKGxsbLCzs2Pw4MFERUVp/z9hwgSGDBnC6tWrcXV1pVGj+1/xH93iKpPJ+PLLL/H29sbMzIwmTZpw7tw5wsLC6N69O+bm5nTq1EknXwC//vorbdq0wcTEhHr16rFq1SqUSqVWA2Do0KHIZDLtfVnhiub9f//7H+bm5qxevbrUsnoaunZ8gdmvv0rvlzpXmkbtN7yI3XuMuz4nyAqJ5cb87ahy8nEd06NY/6lng0g8dJHs0FhybsUTs+0QmUHR2LR/fBXGk1IV+ZZS2/P1Adz4/jgh+06SGnqH04t2oczNo9Hol4r1f3zWVoL3/EVKUDRp4Xc5NX8bMrkct87N9NY26jGEgrOHUZ7/C3VcDHn7PkeTn4dhhz7F+jfs0AeZuSU5295HFRmMJiUBVVgg6jslr74qCYM2vVEGnkYVdBZNyl3yj32LRpmPQbMSvrbnZUN2uvZSuDeFgnxUIfpPHnzzx0mG9erAkB4vUr9mDZZNGY6JkSG/HL9QrP8/Tl1iytBedG3dhJrO9ozq24kurZuw5+A/emtLWd8As2dN4YM1G/n99yMEBAQzYeIcXF2dGTy4X4lhDv5xlEO+fxMWFkloaATLV6wlMzOL9i+2KbeulPUNMGrKcHZv3MvpI2cJD47gvTkf4uDsQNd+XUoM8+/xC2xbt5OTvqefSBOkzbfUZT75jVf4bP1XHD10nBtBIbw1bQlONRzp69WzxDDjR07jp+9/JeRGOMHXQ3h7xjJq1nLFs2XTcutK+R6Tsn3bTRxK2j5f0vYfJT88hrgVm1Hn5mE9opQVM3I5Lh8vIGnTXgpinm5FmVRtrCz6T/bml80/cunoBWJu3GLr3I3YONnRrm/7StMU47XKy3d1fX+bDhtFru9B8o4cQhV9i8xN69Hk5WLSb2DJgTQaNPdSCq/UJ5u4kXKs+M2pQIa1b8SQFzyo72zLsmGdMTE04JeLxa/eu3ornlZ1nBjYuj5udpZ08qhJ/1b1CIxJKtZ/aUhZ312nDOSiz3Eu/fgPCWGx/LJ0B/k5ebQbVbz27WsRHFrzHdd+P4cqX1msH4HgaanWE3QAu3fvxsHBgQsXLjBr1iymTZvGyJEj6dSpE5cvX6Zv376MGzeO7OxsAFJTU+nZsyetW7fGz88PX19f4uPjGTVqlDbOrKws5s6di5+fH8eOHUMulzN06FDUat2ln0uXLmXevHn4+/vj4eHBmDFjdCalimP58uUMHz6cq1ev8vLLLzN69GiCg4OB+6vK+vXrh6WlJadOneLMmTNYWFjQv39/7Uo5gGPHjnHz5k2OHj3KwYMHS9R67733GD9+PP7+/jRu3JixY8cydepUFi9ejJ+fHxqNhpkzZ2r9nzp1ivHjxzNnzhyCgoL48ssv+frrr7WTaRcvXgRg165d3L17V3tfVriHrFy5kqFDhxIQEMCkSZNKLadnGZmhAssW9Ug5FVDoqNFw72QA1u0alisO267NMW/gQuq54EpK5fOF3FCBg2ddYk9dL3TUaIg9dR2nNg3KFYeBqTFyQwV5qZn6iSsMkNdqgOqmv4626qY/8rrFb/0waN4eVeQNjEdOw/z9bzBb9DlGfUaCTM8uW65A7lQbdUzR50SDOvoGcpd65YrCoFlnVCF+oMwv23MRCpRKgiNu08Gz8JmWy+V08PTgWuitYsPkFygxMtRdbWFsZIj/Tf0Gm5LWN1C3bm1cXJw59nfhj+H09AwuXLhCh/ZtyxWHXC5n1Kj/YW5uxr/nyzlxI2F9A7jWdsHB2R6/04XpzcrIIuhKMM3bln/iR2+kzLfEZV7bvSZONRw5feJfrVtGRib+lwJo+0L5V+xYWlkAkJqaVi7/Ur7HJG3fhgaYNGtA1ll/He3ss/6YlrKVz2HmGFQpqaT9dEQ/vUeQrI2VgVMtZ2yd7Ag8fVXrlpORTbh/KA3bVNzEVFVTXcdr1fb9bWCAQUMPCi4XeedqNBRcuYRB05Inf2Smptju+QHbvT9iuXI1Cvc6+umCpGPFAqWK4Ngk2jdw1brJ5TLaN3Tl2q2EYsO0dHcm6HYyAdGJANxOTuf0zRi6NK6pl7aU9a0wVODavC5hZwpXNWs0GsLPBFK7Tfnat6AIarV013NGtbdB17JlS5YtWwbA4sWL+fDDD3FwcOC1114DYMWKFWzdupVr167RoUMHNm/eTOvWrfnggw+0cezcuZNatWoREhKCh4cHw4cP19HYuXMnjo6OBAUF0bx5c637vHnz8PLyAmDVqlU0a9aMsLAwGjcueZA3cuRIpkyZAtyfQDt69CifffYZW7Zs4YcffkCtVrN9+3ZkMhlwfzLMxsaGEydO0Lfv/a+75ubmbN++HSOjkre/AEycOFE78bhw4UI6duzI8uXL6dfv/gqQOXPmMHHiRK3/VatWsWjRIl599VUA6tWrx3vvvceCBQt45513cHS8b8fAxsaGGjVqlDvcQ8aOHauj91/F0M4KuYGC/ETdH0L5iWmYNXQtIRQoLE3pcvUL5EYGaFRqbi7aQcrJgBL9CwoxsbNEbqAg55Eyz0lKw6aBS7nieHHJaLLj7hF7+nrZnosgM7dCplCgzkjVcddkpKJwLn4gI3NwRmHXggK/E+R8uRK5gysmo6aBwoB83+/Lr21qgUyuQJOtuyVFk52O3K5GCaEKkTvXQe7gRv7RPeXWfMi99CxUajX21rrb/OytLYi8U/yAr1PLRnzzxz+0bVKPWs72nA8M5e8LAaj0fPlKWd8ANZydAIiPT9Rxj09IokYNp1LDNm/emNMnf8PExJjMzCxGjJxCcHBouXSlrG8AOyc7AFISdVcPpCTdw/7B/yoDKfMtdZk7OtsDkJSou6UpKTEZRyeHcsUhk8lY+cFCLv57mZDgsHKFkfI9JmX7NrC1QmagQJmk+4wrk1Ixq1er2DCmbZtiPaIfUYNnFvt/fZCqjZWFtZMNAGlJunWSlpSKtaNN1Seogqiu47Xq+v6WW1kjUxigfmQFnPrePQxrFW97T3U7hsxP1qGMCEdmbo7ZiNFYf/o5qa9PQJ2UWGyY4pByrHgvKxeVWoO9pa6JA3sLU6ISiv9oM7B1fVKzcpm49SBoNCjVGkZ2aMyUnq3KrQvS1reZrSUKAwWZj/RbGYlpONYvuX0LBJVNtZ+ga9GihfZvhUKBvb09np6eWjdnZ2cAEhLuv5CuXr3K8ePHsbCweCyu8PBwPDw8CA0NZcWKFZw/f56kpCTtyrno6GidCbqi2i4uLlqd0iboOnbs+Ni9v7+/Nm1hYWFYWuq+UHNzc3W2onp6epY5Ofdo+h6Ww6Nlk5ubS3p6OlZWVly9epUzZ87orHxTqVTk5uaSnZ1doo278oZr165dmWnOy8sjLy9Px02el1eq3af/CqrMXC70XIDC3AS7rp40XDWenFsJpJ4Nkjppzz0tZwyi3uAO/DFyNaq8yrN/+BCZTI4mI5U8n82gUaOOCSfPxh6jnsP0GnQ9LYrmnVEn3i7R2H1Fs2DCEN79ch9D3lqLTCajprM9g7u/UOKWmspC3/oeM2YoWz9fq73/3+DxT6x982Y4bV/oi7WVJcOHe7FzxwZ69h5e7km6p0Hf+u47tBfz187V3s8fv7gU388uVf2cP432kBFerPlkhfZ+wugZT52G9z9aikeTBgwf+OpTx1UWz8J7rCr7c7m5KS7r5hG3bBOqe+l6h39W21jnId2Y/MEb2vt1EyvP7Mh/kWfhOa9q/qvv76dFGXwdZXDhxFB6UCC22/dgMnAQ2Xt2Vqq2lGPFi+F32fH3VZYM6YRnbUdiktNZ99u/fPXXFV7v3bpStYtS1fUtKAVxSESFUe0n6AwfWY4tk8l03B6uRHs4yZaZmcmgQYNYu3Ytj/Jwkm3QoEG4u7uzbds2XF1dUavVNG/eXGeb6aPaj+o8CZmZmbRt25Zvv/32sf89XL0GlPu01uLSV1bZrFq1imHDhj0Wl4mJSanpLk+48qR7zZo1rFq1Ssdt2fzZrFgwp8ywVUVBSjpqpQojR12jr0aO1uQnpJYcUKMhJyoegMzrtzDzcKPO7CH4P8cDvooiNyUDtVKF6SNlbupgTXYJXwcf4jl1IC2ne/PnmA9JCY7RW1uTlY5GpUJuaUPR1i2ztEGdUbydEnV6CqhUOi87dVwMcms7UBiAqnx2LzQ5mWjUKmRmupP2MjMrNFllbGUzMMLA4wUKzv1WLq1HsbUyRyGXP2ZQOjktEweb4o3n21lZsGH+JPLyC0jNzMbJ1ooN3/2B24NVQuWlquv799+PcOHCFe39Q+P8zs6OxMUVrjZwdnLA/2rpX3gLCgoID48C4PKVANq1bcWsmVOYPmNhmemo6vo+feQs168Ubtt6+OHHztGW5IQUrbudgy2h18u3MutJkPI5r2rto77HuXLpmvb+4bPm4GhPQnyh7R8HR3uCAos/dbAo765dQq9+LzHSawJxd+LLnQ4p32NS9ufKe+lolCoMHHSNkRs42KBMTHnMv2FtF4xq1aDmF4W7AZDfHzs1CvqdiH6vURATV6Les9LGHuXS0QuEXSm0TWVgdH9saO1gTWoRw+nWDjbcCtLfHtazQnUdr1Wn93dR1OlpaFRK5Da67Vtua4v63uPtu1hUKpRhYShc9dvqKeVY0dbcBIVcRnKG7oEQyZk5OFgWf3DQlsOX8GrTgGEPbCs2dLEjJ1/Jez+fZkrPVsgf9HNlIWV9Z9/LQKVUYeGgq23paE1GYqre8QkEFUW1t0GnL23atOH69evUqVOHBg0a6Fzm5uYkJydz8+ZNli1bRq9evWjSpAn37lXcKS///vvvY/dNmjTRpi00NBQnJ6fH0mZtXfrpYhVBmzZtuHnz5mPaDRo0QC6//6gZGhqiUqn0DldeFi9eTFpams61cM4bZQesQjQFKjKuRWDXtXA1IjIZtl2bk+ZX/lUyMrkMuVG1n2MvF+oCFUkBkbh1KWJDRCbDtUszEi6X/KOmxTQv2swZgu+4dSRde8IfGSol6pgwFB5F7EHJZCgatUQdWfwPaFVEMHIHF5AVDnDkTm6o05LLPeACQK1CnRCNvFaTIo4y5LUao75b+nH0Co+2oDBAeeN8+fWKYGhgQJN6NTkfUPhMq9VqzgeG0qKhe6lhjY0McbazRqlSc+z8NXq0a16q/0ep6vrOzMwiPDxKewUFhXD3bjw9exQabbe0tODFF1uX357cA+RyeamncepQxfWdnZVDbNQd7RUZEkVSfDJtuxQeamFmYUbT1k0IvFSJP0wlfM6rWjsrM5tbkTHaK+RGOAlxiXR+qdAQv4WlOa3aenLp4tVSYro/OdffqyejB08mJjq23GkAad9jkvbnBUpyr4dh3lG3Pzfr2Ioc/8f78/zwGCK8phE5eKb2yvz7PNnnrxE5eCYFcaUbVH9m2tgj5GblEn8rTnvFhsZwLyGFZp0Ld16YWphSv1VDQi/frLJ0VTTVdbxWnd7fOiiVKENDMGxdxFasTIZhqzYog8q5fVIuR1G3LuoUPU9SlXCsaGigoImbAxfCCg+wUas1XAi7Qwv34s1y5BYoefQnmvxBOjRoyq0tZX2rClTcCYykfqdCbZlMRv1OzYi+XPm7Fp471CrprueM/87b4hlhxowZbNu2jTFjxrBgwQLs7OwICwvDx8eH7du3Y2tri729PV999RUuLi5ER0ezaNGiCtP/8ccfadeuHV26dOHbb7/lwoUL7NixA4CXX36Zjz76iMGDB/Puu+9Ss2ZNbt26xf79+1mwYAE1a+r3NUdfVqxYgbe3N7Vr12bEiBHI5XKuXr1KYGAg77//PnD/JNdjx47RuXNnjI2NsbW1LVe48mJsbPzYdtaCfP1OFMrOziH69h3tfeydeG6EhGNtZYlLGfajykv0F3/QdNN00v3DSb8STu3XB6IwM+auzwkAmn42g7y4FMJX31+i7j57CBn+4WTfikduZIhDr9bUGNGVmwt3VEh6oGryLaV2wFeHeOnTqSRejSTRP5zmU/pjaGpMyA/3TxjrvmEqWXH3uPjhPgBaTvem7dvD+XvWFjJikrRf9wqyclFm55WoUxz5x3/B5JW3UMWEor4VgmH3wciMTCg4/xcAJq/MRZ2WTP7vu+9rnP4To27eGA97nfyTvyN3dMWoz0gKTv6ud76Vl//CqO8E1PFRqOOiMGjTC5mhEcqgswAY9Z2AJiuVgjO/6IQzaNYZVbg/5GbprfmQcV7dWL7Fh2b1a9G8fm32/nmSnLx8hnR/EYClm7/Dyc6aOWPv2+K8FnqLhJQ0GtdxIyElja0/HUat0TDhf8WfllcaUtY3wKbPtrNk8WxCwyKIioph1cr53LkTz6+/Htb6OeL7A7/8eogtW78GYPX7i/D1PU50TCyWlhaMGT2El17qyECvseXWlbK+AfZt/5lXZ7/C7YhY7sTc5bX5E0mKT+LU4cIDMzb+8DEnD53m56/vp8HUzISadd20/3et7ULDZvVJv5dBfAn2jp6lfEtd5ju+2Mvst6cSFR5N9K1Y5i2ZSUJcIkf++Fvr5/sD2/D94292b7//Tnn/o6UMHjGQKS/PISszC0en+6tc0tMzycst3/Mu5XtMyvadsusALmvnkhMYSu61EGxfHYzc1Ji0n48C4LLubZTxySSu/xpNfgH5jxjVV6ffN2T+qHt5kaqNlYXvjoMMnTWSuMi7JMbEM/LtsaQmpOB35Aknv8uBGK/dpzLyXV3f3zn792E5bzHKkBsob97AZOgIZCam5B45BIDF/CWokxLJ3rUNANOXX0UZfB3VnVhkFhaYjRiDwqkGGb4lH8JXElKOFcd1bc7yfSdpWtOB5rUc+fZ0IDn5Sga38wBgmc8/OFmbMXvACwB0a1KbvacCaexqj2dtJ6KT0tly5BLdmtRGoefiCinr+9T2Pxm5/g1iAyKI8Q+n8+QBGJmZcOnH+9oj108jPT6Fw+t+AO4fLOHUsOaDvw2wcrbDpak7+Vm5JN8q/yp0gaA0xASdnri6unLmzBkWLlxI3759ycvLw93dnf79+yOXy5HJZPj4+DB79myaN29Oo0aN2LRpE927d68Q/VWrVuHj48P06dNxcXHh+++/p2nT+yd3mZmZcfLkSRYuXMiwYcPIyMjAzc2NXr16YWVlVSH6pdGvXz8OHjzIu+++y9q1azE0NKRx48baQy0A1q9fz9y5c9m2bRtubm5ERUWVK1xVEngjlEmzCreTrfvsKwAGD+jN6mVvV4hGwq/nMLK3ot6CURg72ZBxPQr/MWu0hohN3OzRFNnurDAzptHayRi72KPOzScrLJbrMzaT8Ou5CkkPVE2+pdSO+P08JvZWtJ03HDNHa5KDbnFo3Dpyku7bBTJ3c0CjLvzq12RcLxTGhvT5Snd79KVP9nP5k/16aSuvnCLPwhrjga8gs7JFfTuC7K0r0DwwBiyzdUReZIuCJjWJ7C0rMBk2BfNFm9GkJVPwz2/k//Wz3vlWhfhRYGqBYcf/ITOzQp10m7xfNsEDo/YyKzt45GunzNYZhVtDcvdv0FuvKP07teZeehZb9h0mKTWdRnXc2LL4NewfbJGJS07V2QaRX6Dk8x98uZ2QjJmJEV1aNWH1jLFYmRe/xaI0pKxvgI8+3oK5uRlfbFmHjY0VZ85cxGvQKzo2MuvVc8fBodCwu6OjA7t2bsTFxYm0tAwCAoIZ6DWWv46dKreulPUN8O0WH0zNTFiwbi4WVhZcuxjA268sIr+IbRg3d1es7QpXdTdu2YjNP32qvZ+9cjoAf+7zZfVb68qlK2W+pS7zrZt2YmpuyppP38HK2hK/f68wbuQb5OUVmtWoXbcWdvY22vvxk0cD8OPBXTpxzZ2xjJ++/7VculK+x6Rs3xl/nkRhZ4Xj7HEoHG3JC44gZvIKVMmpABi6OFbqqXJStbGy+P2LAxibmTBlzTTMrMwJ8Qvmw/HvUVCJdqHEeO0+lZHv6vr+zv/nOFnWNpiNn4Tc1g5lRBjpS+ejeXBwhMLRSad9yy0ssHhzPnJbOzSZGShDQ0h9awaqaP0n4KUcK/ZrVY97WblsPXKJpIwcGrnas2VyP+3BEXdTM7WmjQBe69UKmQw+P3yJhLRsbC1M6NakNjP7l++k+qJIWd8BB//Fws6K3m+NwNLRhrvBt9j16odkPtC2cbNHU6TMLZ1tmf3nGu19t6nedJvqTcS/QWwbrd+iEoGgJGQajab861AFkiKTyThw4ABDhgyROin/KQqSSt9mVJmcbCadQedu19eU7ek55OtWK8r2VEmMHpYqmbainlvZnioJefdBkml/4+0jmfa0hOOSaaev85ZMu89H0m39ODq/oWTaUtL43bOSae8ybCqZdsQjdoKrkq5m5bQ5VQlMzsqVTNvdoPJNopTE7kvrJdOuruM11W3p7OJJ+f4e2kx/m2UVhXGj4u34VQUGvbpJpr13xrWyPVUSEQbSHWCwJuo7ybSrktwLP0qmbfLiSMm0KwNhg04gEAgEAoFAIBAIBAKBQCCQELHFVSAQCAQCgUAgEAgEAoFAoD+VaNqhuiEm6P5DiN3IAoFAIBAIBAKBQCAQCATPH2KLq0AgEAgEAoFAIBAIBAKBQCAhYgWdQCAQCAQCgUAgEAgEAoFAfzRii2tFISboBAKBoILIu5khmbZZPcmk0dyS7hQ4gaCqkNWtL6G6dKe4SnmSqkAgqFwUNSU8pVnCkzWTIs0l03ZAurGiol64ZNpS1vctTY5k2gKBvogJOoFAIBAIBAKBQCAQCAQCgf6IQyIqDGGDTiAQCAQCgUAgEAgEAoFAIJAQsYJOIBAIBAKBQCAQCAQCgUCgP2IFXYUhJugEgkfw8w9g13c/EXQjjMTkFDauWU6vbp0qXKfmxL7Unj4IIycbMoNuEbJkF+lXircN4TjwRerMGYJp3RrIDRVkR8QRvfUgcT+dqrD0VFW+pdRu+mpvWrzhhamjNSnB0ZxdvodE/4hi/TYa2x2P4V2xbVQTgKSASC6u3Vei/7IwGTQE0xGjkdvZoYwIJ2vLRpQ3bxTr17hPfyznLdZx0+TnkTyo7xNpG7TojkG7PsjMrFEn3abguA/q+KjitUfMRVGz0WPuqsgA8n7drLe2z9kgdv8TQHJGDh4udiwc3BHP2o4l+t97KpAfz90gLjUTG3MTenvWYfaAdhgb6v+6krK+AVa+M4/Jk8ZiY2PF2bN+zJi1mLCwyBL9T319PFOnjqOOey0AgoJCeH/1p/gePq6XrpT1DTBl3gQGjfXC0sqCa36BfLx4A7cjY0v037J9C8ZO+z8aezbEoYYDiyYt59ThM3rrVtfnHGDu4hmMHTccK2tL/M77s2Tee0RFRJfof8abk+nv3Zv6DeuSm5vLpQtXWbPqUyLCovTSlbKNSalt87I39pOHo3C0Je9GJPHvbSX3WkiZ4Sy9uuH26SIy/jpH7PT3nkgbpGtjZTFi7hh6jOmNuZU5IX432Ln0S+Ki7la4zkPEeO35Ha91GNeHblO9sXC0Ji44mt/e2c3tq8WXuVNDN/rMHYmbZ11sazpy8N09nNnp+8TaUrbv6jpWlLK+S6PP+AF4vz4Ea0cbooOj2P3OdsKvhlaKlkDwELHFVVDlqFQq1M/wLHtOTi6NGtRj6dvTK03DaXBHGq4aT+T6n7nYZxGZ12/RymcJhg5WxfovSM0kasMB/LyWc777Au76nKDJxmnYdW9ZYWmqinxLqV1vUHs6rHiZy58e4MCAZSQHRTNg70JM7Isvc9eOTQj79RwHR63m18ErybyTwoBvF2JWw1ZvbaOXemD++gyyv91N6ozXUEWEY7X6Y2TWNiWGUWdlkjx6qPZKGfd/eusCKDzaYdhtBAX//kHud6vRJN7GeOhsMLUs1n/e71+Q/dV87ZWzZyUatQpl6CW9tQ/7R7D+9/NM7d2a7+cMxsPFjuk7fEnJLN5Y759Xwtl0yI+pfVqzf95w3hnZhSNXI/nM109vbSnrG2D+vOnMnDGJ6TMX0anLILKys/nz4LcYGxuXGCY29i5Ll67hxQ4DaN9xIMdPnGH/zztp2tSj3LpS1jfAy9NHM2LSMD5a9CmvDZpBbnYun3y7FiPjkg8aMDUzISwonPVLNz2RJlTf5xxg2uxJTHx9LIvffo//9XmZ7Owc9v70JcbGRiWGad+5Hbt3+DCk38u8POx1DAwN2Pvzl5iamZZbV8o2JqW25cBuOC1+jaTN3xE1ZBZ5NyKoteM9FHbWpYYzdHPCaeEUsi8G6q1ZFKnaWFkMemMo/SZ4sXPJlywfvJDc7DwWfbMCw1LS9bSI8drzOV7z9O6A17JXOLZxP5u9lnI3KJpJexZhXkL7NjI1JiU6Ad+1PqQn3HsqbSnbd3UdK0pZ36XRwbszryybyP6NP7DU+22ig6NY9M0KrOxLfxYEgqdFTNA9g3Tv3p1Zs2bx5ptvYmtri7OzM9u2bSMrK4uJEydiaWlJgwYNOHTokE64wMBABgwYgIWFBc7OzowbN46kpCTt/319fenSpQs2NjbY29vj7e1NeHjh14moqChkMhn79++nR48emJmZ0bJlS86dO1dqej/55BM8PT0xNzenVq1aTJ8+nczMTO3/v/76a2xsbPjtt99o2rQpxsbGREdHk5eXx7x583Bzc8Pc3Jz27dtz4sQJbbjk5GTGjBmDm5sbZmZmeHp68v333z9l6ZZN144vMPv1V+n9UudK06j9hhexe49x1+cEWSGx3Ji/HVVOPq5jehTrP/VsEImHLpIdGkvOrXhith0iMygam/aPf716Uqoi31Jqe74+gBvfHydk30lSQ+9wetEulLl5NBr9UrH+j8/aSvCev0gJiiYt/C6n5m9DJpfj1rmZ3tqmw0aR63uQvCOHUEXfInPTejR5uZj0G1hyII0Gzb2Uwiv1yQYhBm16oww8jSroLJqUu+Qf+xaNMh+DZiV88c7Lhux07aVwbwoF+ahC9B90fXMqkGHtGzHkBQ/qO9uybFhnTAwN+OVi8V+ir96Kp1UdJwa2ro+bnSWdPGrSv1U9AmOSivVfGlLWN8DsWVP4YM1Gfv/9CAEBwUyYOAdXV2cGD+5XYpiDfxzlkO/fhIVFEhoawfIVa8nMzKL9i23KrStlfQOMmjKc3Rv3cvrIWcKDI3hvzoc4ODvQtV+XEsP8e/wC29bt5KTv6SfShOr7nANMfuMVPlv/FUcPHedGUAhvTVuCUw1H+nr1LDHM+JHT+On7Xwm5EU7w9RDenrGMmrVc8WxZ/hMdpWxjUmrbTRxK2j5f0vYfJT88hrgVm1Hn5mE9opRVK3I5Lh8vIGnTXgpinm5FmVRtrCz6T/bml80/cunoBWJu3GLr3I3YONnRrm/7StMU47Xnc7zWdcpALvoc59KP/5AQFssvS3eQn5NHu1HFt+/b1yI4tOY7rv1+DlW+8qm0pWzf1XWsKGV9l8bAKf/juM9R/vnxb2JDb7NjyRfk5eTx0qhelab5X0ajUUl2PW+ICbpnlN27d+Pg4MCFCxeYNWsW06ZNY+TIkXTq1InLly/Tt29fxo0bR3Z2NgCpqan07NmT1q1b4+fnh6+vL/Hx8YwaNUobZ1ZWFnPnzsXPz49jx44hl8sZOnToY6vZli5dyrx58/D398fDw4MxY8agVJbcAcrlcjZt2sT169fZvXs3f//9NwsWLNDxk52dzdq1a9m+fTvXr1/HycmJmTNncu7cOXx8fLh27RojR46kf//+hIbeXzqcm5tL27Zt+eOPPwgMDOT1119n3LhxXLhwoaKKWRJkhgosW9Qj5VRAoaNGw72TAVi3a1iuOGy7Nse8gQup54IrKZXPF3JDBQ6edYk9db3QUaMh9tR1nNo0KFccBqbGyA0V5KVmlu1ZJ6ABBg09KLhcZNCi0VBw5RIGTUv+cSgzNcV2zw/Y7v0Ry5WrUbjX0U8XQK5A7lQbdUzR50SDOvoGcpd65Ut+s86oQvxAma+XdIFSRXBsEu0buBYmRy6jfUNXrt1KKDZMS3dngm4nExCdCMDt5HRO34yhS+OaemlLWt9A3bq1cXFx5tjfhT+G09MzuHDhCh3aty1XHHK5nFGj/oe5uRn/ni/ngFfC+gZwre2Cg7M9fqcL05uVkUXQlWCaty3/xI/eVNPnHKC2e02cajhy+sS/WreMjEz8LwXQ9oXyr9ixtLIAIDU1rVz+pWxjkrZvQwNMmjUg66y/jnb2WX9MWzUuMZjDzDGoUlJJ++mIfnqPIFkbKwOnWs7YOtkRePqq1i0nI5tw/1Aatqm4iamqRozXqh6FoQLX5nUJO1O4Ek2j0RB+JpDabcpX5k+MlO27mo4VJa3vUtNlQF3P+jp9mkajIfD0tf90nyb4byBs0D2jtGzZkmXLlgGwePFiPvzwQxwcHHjttdcAWLFiBVu3buXatWt06NCBzZs307p1az744ANtHDt37qRWrVqEhITg4eHB8OHDdTR27tyJo6MjQUFBNG/eXOs+b948vLy8AFi1ahXNmjUjLCyMxo2Lfzm9+eab2r/r1KnD+++/zxtvvMGWLVu07gUFBWzZsoWWLe//YIiOjmbXrl1ER0fj6uqq1fX19WXXrl188MEHuLm5MW/ePG0cs2bN4vDhw+zbt48XX3xR7zJ9VjC0s0JuoCA/UfeHUH5iGmYNXUsIBQpLU7pc/QK5kQEalZqbi3aQcjKgRP+CQkzsLJEbKMh5pMxzktKwaeBSrjheXDKa7Lh7xJ6+XrbnIsitrJEpDFA/8lVTfe8ehrVqFxtGdTuGzE/WoYwIR2ZujtmI0Vh/+jmpr09AnZRYbm2ZqQUyuQJNdoaOuyY7HbldjbLT7lwHuYMb+Uf3lFvzIfeyclGpNdhb6m6Zs7cwJSqh+EmAga3rk5qVy8StB0GjQanWMLJDY6b0bKWXtpT1DVDD2QmA+HjduopPSKJGDadSwzZv3pjTJ3/DxMSYzMwsRoycQnBw+eydSFnfAHZOdgCkJOo+6ylJ97B/8L/KoLo+5wCOzvYAJCUm67gnJSbj6ORQrjhkMhkrP1jIxX8vExIcVq4wUrYxKbUNbK2QGShQJuk+48qkVMzq1So2jGnbpliP6EfU4Jl6aRWHVG2sLKydbABIS9Ktk7SkVKwdbao+QRWEGK9VPWa2ligMFGQ+8ixlJKbhWL/kMq8IpGzf1XWsKGV9l4blg3QV16e51neTKFXPOM+w+ar/GmKC7hmlRYsW2r8VCgX29vZ4enpq3ZydnQFISLj/hf7q1ascP34cCwuLx+IKDw/Hw8OD0NBQVqxYwfnz50lKStKunIuOjtaZoCuq7eLiotUpaYLur7/+Ys2aNdy4cYP09HSUSiW5ublkZ2djZmYGgJGRkU68AQEBqFQqPDx0bSvl5eVhb3//B4dKpeKDDz5g3759xMbGkp+fT15enjbO4sjLyyMvL0/HTZ6XV6rdp/8KqsxcLvRcgMLcBLuunjRcNZ6cWwmkng2SOmnPPS1nDKLe4A78MXI1qryCStdTBl9HGVz4wzE9KBDb7XswGTiI7D07K13/IYrmnVEn3i7RSHBFczH8Ljv+vsqSIZ3wrO1ITHI66377l6/+usLrvVtXSRpA//oeM2YoWz9fq73/3+DxT6x982Y4bV/oi7WVJcOHe7FzxwZ69h5e7km6p0Hf+u47tBfz187V3s8fv7gU388u/6XnfMgIL9Z8skJ7P2H0jKdOz/sfLcWjSQOGD3z1qeMqL1Xdp0qlLTc3xWXdPOKWbUJ1L13v8M9qG+s8pBuTP3hDe79u4moJU/PsIcZr1YOnbd9PS3UdKwoEzztigu4ZxdBQ16iuTCbTcZPJZADaSbbMzEwGDRrE2rVreZSHk2yDBg3C3d2dbdu24erqilqtpnnz5uTn6y5HLk3nUaKiovD29mbatGmsXr0aOzs7Tp8+zeTJk8nPz9dOppmammrjephehULBpUuXUCgUOnE+nGT86KOP2LhxIxs2bNDauHvzzTcfS29R1qxZw6pVq3Tcls2fzYoFc0oMU9UUpKSjVqowctQ1MmrkaE1+QmrJATUacqLiAci8fgszDzfqzB6CvxjwlUluSgZqpQrTR8rc1MGa7BJWuTzEc+pAWk735s8xH5ISHKO3tjo9DY1KidxG1xi53NYW9b2U8kWiUqEMC0Phqt8WOE1OJhq1CpmZrpFfmZkVmqwytrIZGGHg8QIF537TS/MhtuYmKOQykjN0DeUnZ+bgYFm8Ifothy/h1aYBwx7Y6mnoYkdOvpL3fj7NlJ6tkMtlxYZ7lKqu799/P8KFC1e09w+N8zs7OxIXV7jN0dnJAf+rpa/YKSgoIDw8CoDLVwJo17YVs2ZOYfqMhWWmo6rr+/SRs1y/Urglxsjofr7tHG1JTih8tu0cbAm9Xr6VWU9CdXrOj/oe58qla9r7h8+ag6M9CfGFNuwcHO0JCiz+5L+ivLt2Cb36vcRIrwnE3Ykv0/9DpOxTpdRW3ktHo1Rh4KDbnxs42KBMfLw/N6ztglGtGtT84p1Cxwf12yjodyL6vUZBTFyJes9KG3uUS0cvEHal0MaigdH9caO1gzWpRYy2WzvYcCuo5JOrn3XEeK3qyb6XgUqpwsJBt8wtHa3JSEytVO2qbt9Fqa5jRSnruzQyHqTL+pF0WTvYkCphugTVA2GD7jmhTZs2XL9+nTp16tCgQQOdy9zcnOTkZG7evMmyZcvo1asXTZo04d69pz/55tKlS6jVatavX0+HDh3w8PDgzp07ZYZr3bo1KpWKhISEx9Jbo8b95dRnzpxh8ODBvPLKK7Rs2ZJ69eoRElL6MeeLFy8mLS1N51o4541Sw1Q1mgIVGdcisOtauCISmQzbrs1J8yv/KhmZXIbcSMyxlwd1gYqkgEjcuhSx4yGT4dqlGQmXS/5R02KaF23mDMF33DqSrj3hjwylEmVoCIati9gek8kwbNUGZVA5t1fJ5Sjq1kWdkly236KoVagTopHXalLEUYa8VmPUdyNKDarwaAsKA5Q3zuun+QBDAwVN3By4EFZoMFmt1nAh7A4t3Ivf5plboET+yFtJ/mBiX4Om3NpVXd+ZmVmEh0dpr6CgEO7ejadnj0Kj7ZaWFrz4Yuvy25N7gFwuL/U0Th2quL6zs3KIjbqjvSJDokiKT6Ztl8JDLcwszGjaugmBlyrxh2k1es6zMrO5FRmjvUJuhJMQl0jnlwoN8VtYmtOqrSeXLl4tJab7k3P9vXoyevBkYqJjS/X7KFL2qZL25wVKcq+HYd6xiH0/mQyzjq3I8X98QjQ/PIYIr2lEDp6pvTL/Pk/2+WtEDp5JQVzpB4M8M23sEXKzcom/Fae9YkNjuJeQQrPOhTslTC1Mqd+qIaGXb1ZZuioaMV6relQFKu4ERlK/U2H7lslk1O/UjOjLlbySvIrbtw7VdKwoaX2Xmi4lkQHhOn2aTCajWWfP/3SfVqlo1NJdzxnibfGcMGPGDLZt28aYMWNYsGABdnZ2hIWF4ePjw/bt27G1tcXe3p6vvvoKFxcXoqOjWbRo0VPrNmjQgIKCAj777DMGDRrEmTNn+OKLL8oM5+Hhwcsvv8z48eNZv349rVu3JjExkWPHjtGiRQu8vLxo2LAhP/30E2fPnsXW1pZPPvmE+Ph4mjYt2RCysbHxY9tZC/L1OxkvOzuH6NuFk4yxd+K5ERKOtZUlLmXYjyov0V/8QdNN00n3Dyf9Sji1Xx+IwsyYuz4nAGj62Qzy4lIIX33/1Fr32UPI8A8n+1Y8ciNDHHq1psaIrtxcuKNC0gNVk28ptQO+OsRLn04l8Wokif7hNJ/SH0NTY0J++AeA7humkhV3j4sf7gOg5XRv2r49nL9nbSEjJkm7WqMgKxdldl6JOsWRs38flvMWowy5gfLmDUyGjkBmYkrukfsnMVvMX4I6KZHsXdsAMH35VZTB11HdiUVmYYHZiDEonGqQ4XtQ73wrL/+FUd8JqOOjUMdFYdCmFzJDI5RBZwEw6jsBTVYqBWd+0Qln0KwzqnB/yM3SW/Mh47o2Z/m+kzSt6UDzWo58ezqQnHwlg9vd39q+zOcfnKzNmD3gBQC6NanN3lOBNHa1x7O2E9FJ6Ww5coluTWqjeHRGowykrG+ATZ9tZ8ni2YSGRRAVFcOqlfO5cyeeX389rPVzxPcHfvn1EFu2fg3A6vcX4et7nOiYWCwtLRgzeggvvdSRgV5jy60rZX0D7Nv+M6/OfoXbEbHcibnLa/MnkhSfxKnDhQdmbPzhY04eOs3PX99Pg6mZCTXrFtp0ca3tQsNm9Um/l0H8neIPWniW8i3lcw6w44u9zH57KlHh0UTfimXekpkkxCVy5I+/tX6+P7AN3z/+Zvf2+++U9z9ayuARA5ny8hyyMrNwdLpvWiI9PZO83PI971K2MSm1U3YdwGXtXHICQ8m9FoLtq4ORmxqT9vNRAFzWvY0yPpnE9V+jyS8gP/SWTnh1+v2DKR51Ly9StbGy8N1xkKGzRhIXeZfEmHhGvj2W1IQU/I482Q/38iDGa/d53sZrp7b/ycj1bxAbEEGMfzidJw/AyMyESz/eb98j108jPT6Fw+t+AO4fNODUsOaDvw2wcrbDpak7+Vm5JN8q/8pgkLZ9V9exopT1XRp/bv+NN9bPJuJaOOFXQxkwyRsTMxP++fFYhWkIBMUhJuieE1xdXTlz5gwLFy6kb9++5OXl4e7uTv/+/ZHL5chkMnx8fJg9ezbNmzenUaNGbNq0ie7duz+VbsuWLfnkk09Yu3Ytixcvplu3bqxZs4bx48u2wbRr1y7ef/993n77bWJjY3FwcKBDhw54e3sDsGzZMiIiIujXrx9mZma8/vrrDBkyhLS08p0y96QE3ghl0qzC7WTrPvsKgMEDerN62dsVopHw6zmM7K2ot2AUxk42ZFyPwn/MGq0hYhM3ezRFthUrzIxptHYyxi72qHPzyQqL5fqMzST8eq5C0gNVk28ptSN+P4+JvRVt5w3HzNGa5KBbHBq3jpyk+3ZDzN0c0KgLV680GdcLhbEhfb7S3R596ZP9XP5kv17a+f8cJ8vaBrPxk5Db2qGMCCN96Xw0D4wBKxyddIyryi0ssHhzPnJbOzSZGShDQ0h9awaqaP0HfKoQPwpMLTDs+D9kZlaok26T98smeGAMWGZlB4+s2pHZOqNwa0ju/g166xWlX6t63MvKZeuRSyRl5NDI1Z4tk/tpDerfTc3U2fr+Wq9WyGTw+eFLJKRlY2thQrcmtZnZv3wnnxZFyvoG+OjjLZibm/HFlnXY2Fhx5sxFvAa9omMjs149dxwcCg27Ozo6sGvnRlxcnEhLyyAgIJiBXmP569ipcutKWd8A327xwdTMhAXr5mJhZcG1iwG8/coi8ovY+nJzd8XarnDbSOOWjdj806fa+9krpwPw5z5fVr+1rly61fU5B9i6aSem5qas+fQdrKwt8fv3CuNGvkFeXqE5iNp1a2Fnb6O9Hz95NAA/HtylE9fcGcv46ftfy6UrZRuTUjvjz5Mo7KxwnD0OhaMtecERxExegSo5FQBDF8dKNZYtVRsri9+/OICxmQlT1kzDzMqcEL9gPhz/HgWVaOdPjNfu87yN1wIO/ouFnRW93xqBpaMNd4NvsevVD8l80L5t3OzRFFk1Y+lsy+w/12jvu031pttUbyL+DWLb6Pf10payfVfXsaKU9V0a/x48g5W9FSPmjsbG0ZZbQZF8OP5d0pMq93fofxZxSESFIdNoNOXfNyQQ/AcpSCp9eXZlcrKZdAadu11fU7an55CvW60o21MlMbSZ/jaNKgqzAcUf4lIVyOrWl0x774xrZXuqJKYlHJdMO32dt2TafT6SbtvJ0fkNJdOW8jlvNPEbybSXm7Us29NzSFezctp9qgQmZ+VKpu1uYF22p0pi96X1kmmL8VrVs6LdMsm0XzVKlUzboe7TrVR/GqQcK763IaNsT5XELU1O2Z4qie9uHZBMuyrJOfaVZNqmvV6XTLsyECvoBAKBQCAQCAQCgUAgEAgE+vMc2oKTCnFIhEAgEAgEAoFAIBAIBAKBQCAhYoJOIBAIBAKBQCAQCAQCgUAgkBCxxVUgEAgEAoFAIBAIBAKBQKA/4pCICkOsoBMIBAKBQCAQCAQCgUAgEAgkRKygEwgEAoFAIBAIBAKBQCAQ6I84JKLCkGk0Go3UiRAIKpNtNV+RTPu4Qrqj1HuozCXTlpIJ/u9Kpl2wd61k2tmHbkimbdzIUjLt6sqFH6Rr33+ZKiTT7p2jkkw7wtBQMu16BQWSaUuJlGXe1SxFMu1T2XaSaUv5rElZ32K8VvW88nkLybSztvwhmXZSpHT17VBXuue8uubb4fA/kmlXJTmHN0umbdpvpmTalYHY4ioQCAQCgUAgEAgEAoFAIBBIiNjiKhAIBAKBQCAQCAQCgUAg0B9xSESFIVbQCUqlTp06bNiwQepkCAQCgUAgEAgEAoFAIBA8t4gVdAIAvv76a958801SU1OlTkqV0vTV3rR4wwtTR2tSgqM5u3wPif4RxfptNLY7HsO7YtuoJgBJAZFcXLuvRP9Py4i5Y+gxpjfmVuaE+N1g59IviYu6WyFxS5nvZ63M/fwD2PXdTwTdCCMxOYWNa5bTq1unCov/IQYtumPQrg8yM2vUSbcpOO6DOj6qWL/GI+aiqNnoMXdVZAB5v+pv48Fk0BBMR4xGbmeHMiKcrC0bUd4s3madcZ/+WM5brOOmyc8jeVBfvXUBDLt6YdRzGDIrW9SxkeT+9CXq6JCSA5iaY+w9DoMWnZCZW6JJSSB3/zZUQX5Cu5zUnNiX2tMHYeRkQ2bQLUKW7CL9Snixfh0HvkidOUMwrVsDuaGC7Ig4orceJO6nU3rrAnQY14duU72xcLQmLjia397Zze2rxWs7NXSjz9yRuHnWxbamIwff3cOZnb5PpAvS5lvKfk3KfFfXMrd52Rv7ycNRONqSdyOS+Pe2knutlPb9AEuvbrh9uoiMv84RO/29J9Kurs/aszZ2eEif8QPwfn0I1o42RAdHsfud7YRfDa2w+KvreM3nbBC7/wkgOSMHDxc7Fg7uiGdtxxL97z0VyI/nbhCXmomNuQm9Peswe0A7jA31/6kr5ZhJyr5F5Lvq8/1cIVbQVRhiBZ2g2lJvUHs6rHiZy58e4MCAZSQHRTNg70JM7K2K9e/asQlhv57j4KjV/Dp4JZl3Uhjw7ULMathWeNoGvTGUfhO82LnkS5YPXkhudh6LvlmBofHTG1CWMt/PYpnn5OTSqEE9lr49vcLifBSFRzsMu42g4N8/yP1uNZrE2xgPnQ2mxR+ukPf7F2R/NV975exZiUatQhl6SW9to5d6YP76DLK/3U3qjNdQRYRjtfpjZNY2JYZRZ2WSPHqo9koZ93966wIYtO6K8dAp5Pl+T/ZHc1DFRmI2/V1kFtbFB1AYYDb9PeR2zuTuXEPW+1PJ9fkMTWqy0C4nToM70nDVeCLX/8zFPovIvH6LVj5LMHQovo0VpGYSteEAfl7LOd99AXd9TtBk4zTsurfUW9vTuwNey17h2Mb9bPZayt2gaCbtWYR5Ce3byNSYlOgEfNf6kJ5wT2+9okiZbyn7NSnzXV3L3HJgN5wWv0bS5u+IGjKLvBsR1NrxHgq7Etr3AwzdnHBaOIXsi4F6az6kuj5rz+LYAaCDd2deWTaR/Rt/YKn320QHR7HomxVY2Zf+LJSX6jpeO+wfwfrfzzO1d2u+nzMYDxc7pu/wJSUzp1j/f14JZ9MhP6b2ac3+ecN5Z2QXjlyN5DNf/T9wSTlmkrJvEfmu+nwLBCXxXEzQde/enVmzZvHmm29ia2uLs7Mz27ZtIysri4kTJ2JpaUmDBg04dOiQTrjAwEAGDBiAhYUFzs7OjBs3jqSkJO3/fX196dKlCzY2Ntjb2+Pt7U14eOGXwqioKGQyGfv376dHjx6YmZnRsmVLzp07V2JaNRoNK1eupHbt2hgbG+Pq6srs2bO1/69Tpw7vv/8+48ePx8LCAnd3d3777TcSExMZPHgwFhYWtGjRAj8/3ZfOzz//TLNmzTA2NqZOnTqsX79e5//37t1j/Pjx2NraYmZmxoABAwgNvf+F78SJE0ycOJG0tDRkMhkymYyVK1dqw2ZnZzNp0iQsLS2pXbs2X331ld5lcPr0abp27YqpqSm1atVi9uzZZGUVnqizZcsWGjZsiImJCc7OzowYMUL7v59++glPT09MTU2xt7end+/eOmGfFM/XB3Dj++OE7DtJaugdTi/ahTI3j0ajXyrW//FZWwne8xcpQdGkhd/l1PxtyORy3Do3e+q0PEr/yd78svlHLh29QMyNW2yduxEbJzva9W3/1HFLme9nscy7dnyB2a+/Su+XOldYnI9i0KY3ysDTqILOokm5S/6xb9Eo8zFoVsJKvbxsyE7XXgr3plCQjypE/wk602GjyPU9SN6RQ6iib5G5aT2avFxM+g0sOZBGg+ZeSuGV+mSTJ0Y9hlBw9jDK83+hjoshb9/naPLzMOzQp1j/hh36IDO3JGfb+6gig9GkJKAKC0R9J1Jol5Pab3gRu/cYd31OkBUSy43521Hl5OM6pkex/lPPBpF46CLZobHk3IonZtshMoOisWn/+ArOsug6ZSAXfY5z6cd/SAiL5ZelO8jPyaPdqOLb9+1rERxa8x3Xfj+HKl+pt15RpMy3lP2alPmurmVuN3Eoaft8Sdt/lPzwGOJWbEadm4f1iFJWUMjluHy8gKRNeymIefKV8NX1WXsWxw4AA6f8j+M+R/nnx7+JDb3NjiVfkJeTx0ujelVI/NV1vPbNqUCGtW/EkBc8qO9sy7JhnTExNOCXi8WvqLp6K55WdZwY2Lo+bnaWdPKoSf9W9QiMSSrWf2lIOWaSsm8R+a76fD93aNTSXc8Zz8UEHcDu3btxcHDgwoULzJo1i2nTpjFy5Eg6derE5cuX6du3L+PGjSM7OxuA1NRUevbsSevWrfHz88PX15f4+HhGjRqljTMrK4u5c+fi5+fHsWPHkMvlDB06FPUjSziXLl3KvHnz8Pf3x8PDgzFjxqBUFv9j4+eff+bTTz/lyy+/JDQ0lF9++QVPT08dP59++imdO3fmypUreHl5MW7cOMaPH88rr7zC5cuXqV+/PuPHj0ej0QBw6dIlRo0axejRowkICGDlypUsX76cr7/+WhvnhAkT8PPz47fffuPcuXNoNBoGDhxIQUEBnTp1YsOGDVhZWXH37l3u3r3LvHnztGHXr19Pu3btuHLlCtOnT2fatGncvHmz3GUQHh5O//79GT58ONeuXeOHH37g9OnTzJx5/0hkPz8/Zs+ezbvvvsvNmzfx9fWlW7duANy9e5cxY8YwadIkgoODOXHiBMOGDdPm/UmRGypw8KxL7KnrhY4aDbGnruPUpkG54jAwNUZuqCAvNfOp0vIoTrWcsXWyI/D0Va1bTkY24f6hNGyj/8C2KFLm+1ku80pFrkDuVBt1THARRw3q6BvIXeqVKwqDZp1RhfiBMl8/bQMDDBp6UHC5yMSeRkPBlUsYNC150CwzNcV2zw/Y7v0Ry5WrUbjX0U8XQGGAvFYDVDf9dbRVN/2R121cfHKbt0cVeQPjkdMwf/8bzBZ9jlGfkSDT81VVTbVlhgosW9Qj5VSAjva9kwFYt2tYrjhsuzbHvIELqeeCy/ZcBIWhAtfmdQk7U/glW6PREH4mkNptyqf9pEiZbyn7NSnzXV3LHEMDTJo1IOusv4529ll/TFsV374BHGaOQZWSStpPR/TTK0J1fdae1bGDwtCAup71dcZqGo2GwNPXnnqsBtV3vFagVBEcm0T7Bq6F6ZHLaN/QlWu3EooN09LdmaDbyQREJwJwOzmd0zdj6NK4pl7ako6ZJOxbRL4lyLdAUArPjQ26li1bsmzZMgAWL17Mhx9+iIODA6+99hoAK1asYOvWrVy7do0OHTqwefNmWrduzQcffKCNY+fOndSqVYuQkBA8PDwYPny4jsbOnTtxdHQkKCiI5s2ba93nzZuHl5cXAKtWraJZs2aEhYXRuPHjHUt0dDQ1atSgd+/eGBoaUrt2bV588UUdPwMHDmTq1Kk66X7hhRcYOXIkAAsXLqRjx47Ex8dTo0YNPvnkE3r16sXy5csB8PDwICgoiI8++ogJEyYQGhrKb7/9xpkzZ+jU6f6KnW+//ZZatWrxyy+/MHLkSKytrZHJZNSoUeOxNA8cOJDp06drtT/99FOOHz9Oo0aFA5DSymDNmjW8/PLLvPnmmwA0bNiQTZs28dJLL7F161aio6MxNzfH29sbS0tL3N3dad26NXB/gk6pVDJs2DDc3d0BHpvQfBJM7CyRGyjISUzTcc9JSsOmgUu54nhxyWiy4+4Re/p62Z71wNrJBoC0JN20pSWlYu1o81RxS5nvZ7nMKxOZqQUyuQJNdoaOuyY7Hbnd4+3tUeTOdZA7uJF/dI/e2nIra2QKA9SPfN1T37uHYa3axYZR3Y4h85N1KCPCkZmbYzZiNNaffk7q6xNQJyWWW1tmboVMoUCdkarjrslIReFc/KBZ5uCMwq4FBX4nyPlyJXIHV0xGTQOFAfm+3wvtMjC0s0JuoCD/kTaWn5iGWUPXEkKBwtKULle/QG5kgEal5uaiHaScDCjRf3GY2VqiMFCQ+Ui/lZGYhmP9krUrAinzLWW/JmW+q2uZG9haITNQoEzS7VOVSamY1atVbBjTtk2xHtGPqMEz9dJ6lOr6rD2rYwfLB31ecWM11/puTx1/dR2v3cvKRaXWYG9pquNub2FKVEJasWEGtq5PalYuE7ceBI0GpVrDyA6NmdKzlV7aUo6ZpOxbRL6rPt8Cafn888/56KOPiIuLo2XLlnz22WePzccUZcOGDdo5CwcHB0aMGMGaNWswMTGplPQ9NxN0LVq00P6tUCiwt7fXmchxdnYGICHh/teXq1evcvz4cSwsLB6LKzw8HA8PD0JDQ1mxYgXnz58nKSlJu3IuOjpaZ4KuqLaLi4tWp7gJupEjR7Jhwwbq1atH//79GThwIIMGDcLAwKDY+B6mu6S81KhRg+DgYAYPHqyj07lzZzZs2IBKpSI4OBgDAwPaty/cHmlvb0+jRo0IDi77S2bR9DycxHtYjuUpg6tXr3Lt2jW+/fZbrR+NRoNarSYyMpI+ffrg7u6uLZP+/fszdOhQ7XbZXr164enpSb9+/ejbty8jRozA1rZ4mxZ5eXnk5eXpuBVoVBjKFGXmUx9azhhEvcEd+GPkalR5BU8VV+ch3Zj8wRva+3UTVz9t8iqNisz3f0lbShTNO6NOvF3igRIVjTL4OsrgwgF1elAgttv3YDJwENl7dlaqtkwmR5ORSp7PZtCoUceEk2djj1HPYXpNVAlt/VBl5nKh5wIU5ibYdfWk4arx5NxKIPVsUKVrS8mzkG8p+jUp813dylxuborLunnELduE6l56pWqVRXV71h5SXccO1Wm8djH8Ljv+vsqSIZ3wrO1ITHI66377l6/+usLrvVtXqrZUYyap+xaR7/tU5Rj5mec/ckjEDz/8wNy5c/niiy9o3749GzZsoF+/fty8eRMnJ6fH/H/33XcsWrSInTt30qlTJ0JCQpgwYQIymYxPPvmkUtL43EzQGRrqGs+XyWQ6bjKZDEA7yZaZmcmgQYNYu3btY3E9nGAaNGgQ7u7ubNu2DVdXV9RqNc2bNyc/X3ebWWk6j1KrVi1u3rzJX3/9xdGjR5k+fTofffQR//zzjzae4uLTR6OiKa5sH9Uuq6ynTp2qY2vvIbVr18bIyIjLly9z4sQJjhw5wooVK1i5ciUXL17ExsaGo0ePcvbsWY4cOcJnn33G0qVLOX/+PHXr1n0svjVr1rBq1SodN29LT/5n1ULHLTclA7VShamjrgFSUwdrskv4QvcQz6kDaTndmz/HfEhKcEypfsvDpaMXCLtSaFfDwOh+WVo7WJNaxHC6tYMNt4L0t0lVFCnz/SyVeVWiyclEo1YhM9M9EEJmZoUmq/R8Y2CEgccLFJz77Ym01elpaFRK5Da6E9pyW1vU91LKF4lKhTIsDIWrfltFNFnpaFQq5JY2FO0tZJY2qDOKt9ehTk8BlUrHnoQ6Lga5tR0oDEBVPjtl1VW7ICUdtVKF0SNtzMjRmvyE1FISrSEnKh6AzOu3MPNwo87sIfjr8SM6+14GKqUKCwddbUtHazISS9GuAKTMt5T9mpT5rq5lrryXjkapwsBBt081cLBBmfh4n2pY2wWjWjWo+cU7hY7y+2OkRkG/E9HvNQpi4sqlXV2ftWd17JDxoM+zfqTPs3awIbUC+rzqOl6zNTdBIZeRnKF7IERyZg4Oj6yqe8iWw5fwatOAYQ/sGzZ0sSMnX8l7P59mSs9WyB+0ubKQcswkZd8i8l31+RZIxyeffMJrr73GxIkTAfjiiy/4448/2LlzJ4sWLXrM/9mzZ+ncuTNjx44F7p8XMGbMGM6fP19paXxubNDpS5s2bbh+/Tp16tShQYMGOpe5uTnJycncvHmTZcuW0atXL5o0acK9exVjBNLU1JRBgwaxadMmTpw4wblz5wgI0G/Jf1GaNGnCmTNndNzOnDmDh4cHCoWCJk2aoFQqdR6kh/lr2rQpAEZGRqhUqidOQ2m0adOGoKCgx8q5QYMGGBkZAWBgYEDv3r1Zt24d165dIyoqir///hu4P+HXuXNnVq1axZUrVzAyMuLAgQPFai1evJi0tDSda4Dl43YE1AUqkgIicetS5H8yGa5dmpFwOazEvLSY5kWbOUPwHbeOpGtPN1n2kNysXOJvxWmv2NAY7iWk0Kxz4aSiqYUp9Vs1JPTyzVJiKhsp8/0slXmVolahTohGXqtJEUcZ8lqNUd+NKDWowqMtKAxQ3njCl4BSiTI0BMPWbYtIyzBs1QZlUDm3ncjlKOrWRZ2i54miKiXqmDAUHkVO7JPJUDRqiTqy+OPrVRHByB1cQFY4mJY7uaFOSy73JFV11tYUqMi4FoFd1yJmAGQybLs2J80vtNzxyOQy5Eb6fb9TFai4ExhJ/U6F7Vsmk1G/UzOiL5df+0mQMt9S9mtS5ru6ljkFSnKvh2HeUbd9m3VsRY7/4+07PzyGCK9pRA6eqb0y/z5P9vlrRA6eSUFc+Y3YV9dn7VkdO6gKlEQGhOuM1WQyGc06ez71WA2q73jN0EBBEzcHLoQVGv5XqzVcCLtDC/fHV7cA5BYokT/yi1b+4H2qQQ+b1VKOmSTsW0S+Jcj384iEh0Tk5eWRnp6ucz26ow4gPz+fS5cu0bt3b62bXC6nd+/eJR7y2alTJy5dusSFCxcAiIiI4M8//2TgwFIOEnlKnpsVdPoyY8YMtm3bxpgxY1iwYAF2dnaEhYXh4+PD9u3bsf1/9s47vubr/+PPO7L3lgQJMoQQs/aqPfKz1ahZo7YatVfV6DC/SktL+dKqliqKFrX52iEkZBLUyJA97/j9gStXbiJX8VE5z8fjPh7Jueec13mf8/mcz/uezxkODjg5ObFmzRrc3d2Ji4szOKpqLN9//z1qtZo6depgaWnJpk2bsLCw0O2v9iJMmDCB2rVrM2/ePN577z1OnTrFypUrWbVqFfBoz7eOHTsyZMgQvvnmG2xsbJgyZQqenp66pbHe3t6kp6dz8OBBgoKCsLS0xNLS8h/bC4/2ratbty6jRo1i8ODBWFlZERYWxv79+1m5ciW7d+8mJiaGxo0b4+DgwJ49e9BoNPj7+3P69GkOHjxIq1atcHV15fTp08THxxMQEGBQy8zMDDMzM72wwpa3hq7ZS5Olw4i/FEt8SDSBg9tgYmFGxE9HAGi6bBgZ9x5ydtFWAIJGdKDmhK78NXoVabcSdG8W8zKyUWUW7AT+Cfu+203n0d25F3uX+Fv36T6hN8kPkjj35z8frZfS7jexzjMzs4i7/bfu/zt/3+daRDR2tja4lzLsDBqL6sIBTFsNQHP/Bpp7N1DWaI7MxBRV2EkATFsNQJuRTN6JHXrplJUboI4OgewXP7U4a/tWbCZORRVxDdX1a5h37obM3ILsPx+dam09aRqahHgy168FwKJPf1ThV1H/fQeZtTWW3XqhcC1F2r7dRmvnHtqB+fsfob4VieZmBCZNOyIzNSfv9AEAzN8fjyYlkdxdGwDIO74H08YdMOsylNyju5C7eGDasjt5R3cJ7WIS9/XvVFoxgtSQaFIvRlN2aDsUlmbc3XIYgEr/GUnOvSSi5z9aOus1phNpIdFk3ryP3NQE5+bVKdWtEdcnf2e09rFv99B98YfcCY3hVkg0DT5oi6mlOed/fnR/d188nNT7Sfzx+U/Ao4MlXH1LP/5bia2bI+6VvMjNyCbx5v1/jd1S9mtS2l1S6zxp/a+4fzaerCuRZF+OwKF/R+QWZqRs2w+A++cTUN1PJH7x92hz88iNvKmXXpP6aNP8Z8PfdLtLansXxZ5vd/Lh4jHEXI4m+lIkbQd1wNzSnCM/H3wp+ZdUf61vo0Bmbj1KpdLOBJZxYfPxK2TlquhYyw+AGVuO4GpnyZi2tQFoHFCWTceuUNHDiSplXYlLSGXVn+dpHFAWxbMjd89BSp9Jyr5F2P367Ra8PAytoJs9ezZz5szRC0tISECtVuu2C3uCm5sb164Zfoneu3dvEhISaNiwIVqtFpVKxYcffsi0adNeqg35KbEDdB4eHpw4cYLJkyfTqlUrcnJy8PLyok2bNsjlcmQyGVu2bGHMmDEEBgbi7+/PihUraNq06T/Stbe3Z9GiRYwfPx61Wk2VKlXYtWsXTk5OL5xnjRo12Lp1K7NmzWLevHm4u7vzySefMGDAAF2c9evXM3bsWDp06EBubi6NGzdmz549uqWp9evX58MPP+S9994jMTHR4EX9olStWpUjR44wffp0GjVqhFarpUKFCrz33nvAozrZvn07c+bMITs7G19fX3788UcqV65MeHg4R48eZdmyZaSmpuLl5cXixYtp27btPy5XzK7TmDvZUnNiVyxd7EgMu8nevp+TlfBoTwMrT2e0mqdv3gL6NkdhZkLLNWP18jm/ZDsXlmz/x+XJz66vf8XM0pzBC4djaWtFxLlwFvWbR95L2MtDSrvfxDq/ci2SQaMn6/7//D9rAOjYtgXzZ0x4KRrqiHPkWVhjUu//kFnaokm4Tc6OFfD44AiZrSM885ZX5uCGwtOX7O3L/pF27pFDZNjZY9lvEHIHR1QxUaROn6Q7Fl7h4qq3b4Tc2hrrcZOQOziiTU9DFRlB8kcjUccZ7/ioLh4jx9oOs3bvI7N1QHM7hszVs9A+PkBB5uCCPN+yTm1yApmrZmHeZTBWU1aiTUkk78hOcg9sE9rF5MFvpzB1sqX8xz0wc7Un7eoNQnot1G3ubu7phDZfeysszfD/7APM3J3QZOeSEXWHqyNX8uA3w28SiyJ09/+wdrSlxUfdsHGx5274Tdb3X0T64/vb3tMJbT67bdwcGLNnoe7/xsM60HhYB2L+F8banp/+a+yWsl+T0u6SWudpe46icLTFZUxfFC4O5ITHcOuDWagTkwEwcXd5ZXvxlNRr7U30HQD+t/sEtk62dBvfE3sXB26GxbKo3yekPnNwxItSUv211tXK8zAjm9V/nichLQt/DydWfdBad3DE3eR03XY6AEOaV0Mmg6/+OM+DlEwcrM1pHFCWUW1qFiZRKFL6TFL2LcLu12+34OUxdepUxo8frxf27ISdF+Xw4cMsWLCAVatWUadOHaKiohg7dizz5s3THdD5spFptVoj5v4KBP8+1pZ+XzLtQ4oXn/n0T2mmtpJMW0oGhHwimXbepoJ7Wr4uMvcafvPzOjDzt3l+JMFL5cxP0t3fByxe7qE7xtAi69VsxVAcYp7Zj/V1Uj6v5Gxunx8p67yRZTH3IHoFHMt0lExbymtNyvYW/trr5/2vqj4/0isiY9XvkmknxErX3s7lpLvOS6rdzn8ckUz7dZL16yLJtC06F2+VY25uLpaWlvzyyy906tRJF96/f3+Sk5P57bffCqRp1KgRdevW5YsvvtCFbdq0iaFDh5Keno7cyFm6xaHE7kEnEAgEAoFAIBAIBAKBQCB4uzE1NaVmzZocPPh0GwKNRsPBgwepV6+ewTSZmZkFBuEUikcvql/VPLcSu8RVIBAIBAKBQCAQCAQCgUDwD9C+mmXIL5vx48fTv39/atWqxTvvvMOyZcvIyMjQnerar18/PD09Wbjw0RYswcHBLFmyhOrVq+uWuM6cOZPg4GDdQN3LRgzQCQQCgUAgEAgEAoFAIBAI3lree+894uPjmTVrFvfu3aNatWrs27dPd3BEXFyc3oy5GTNmIJPJmDFjBnfu3MHFxYXg4GDmz5//ysooBugEAoFAIBAIBAKBQCAQCATG84oO8ngVjBo1ilGjRhn87vDhw3r/K5VKZs+ezezZs19DyR4h9qATCAQCgUAgEAgEAoFAIBAIJETMoBO89XSufEs68atlJJPu2SVZMu2c62mSaUt5kqrJ+5Ml07ZuGiaZtvamdNqqg0cl05aSoGr3JNP+7pp0J0wGVZPuZM0gyZRh8XVPybRnjpPulOZ3Yu5Ipi3pO+zt0klL2bdIeY8Jf+31ozqYLJm29WeTJNO2ktBnkhQJT861bFtRMm2BwFjEAJ1AIBAIBAKBQCAQCAQCgcB4/kVLXN90xBJXgUAgEAgEAoFAIBAIBAKBQELEDDqBQCAQCAQCgUAgEAgEAoHxaLVSl+CtQQzQCYrF4cOHadasGQ8fPsTe3l7q4rw0zIM7YdGtJ3JHR1Qx0WSsWo7q+jWDcc1atsFm4lS9MG1uDonBrV5Iu1L/FlT9sD0WLnYkhcdxcuZG4kNiDMb1790Uv66NcPAvDUBCaCxnP9taaPznYdKoPabvdkFm64DmTizZv3yDJi6i8AQWVph16Iuyan1kVjZokx6QvX0t6rBzRmtLWefKqk1R1mqJzNIOTcJt8g5tQXP/hmHtbuNRlPYvEK6ODSXnt5UvpP8s50JCWf/DL4RdiyI+MYnlC2fSvHH9l5J3frb8cZwNuw6TkJyGn5cHUwZ2popPWYNx81RqvttxkF1Hz/EgKQVvdxfG9elAg2ovtn/HlpNhbDgSSmJaFn7ujkzuWI8qZV0Kjb/p2BV+PnWNe8np2FuZ06KKN2Pa1sLMxPjHlZTXeUm9x4qiZb+2dBjaCTsXe+LCb7Bh9rdEX4p8aflLabeU2nX7tqTxsA5Yu9hxLzyOnbM3cPtStMG4rr6etBzfHc8q5XAo7cLuTzZyYt2+F9IFafvUknp/S+k7lNR7TPhrr7/OpbS7pPpMUmqL3wYCwVPEAJ2gxGLapBlWQ0eS/p8lqK6FYdG5O7bzv+ThB++jTUk2mEaTkc7DD/o+DXjBtwXlg+tQd1Yfjk9dz4OLUQQObkPbTZPZ2mQS2YmpBeJ71Asg6rdT3D8XgTonj6ARwbTdPJlfmk8h895Do7SV1Rth1nkw2T99hebmdUyadMRyxCdkfDoMbXpKwQQKJZYj5qFNTyF73UI0KYnIHV3RZmYYbbeUda7wq4VJ427k/vUDmnuxmFRvjlnnMWRtmA1ZBTdJztn1NSiedpEycyvM35+JKvL8C+kbIisrG3+f8nRu34px0z59afnmZ9/Ji3y5cSczBnejim9ZNu85xvAFa/ht6WSc7Apu/r7yp738fuw8s4f1oJyHKycvXeejL9ezYd5oAsqVNkr7j5AYFu86zfQuDahS1oXNx64y4rt9/DapG47WFgXi77kYzYq955jTvRFBXq7cTEhh9k/HkMlgYnBdo7SlvM5L6j1WFHU7NOD9GQNZN/1rokIiaDsomCn/ncWEZqNITTRQJ0Yipd1SalfpUJf2M95nx4x13LoYRYNBbRm0cQqL351AhoFniamFGUlxDwjdc5r2M99/Ic0nSNmnltT7W0rfoaTeY8Jfe/11LqXdJdVnklJb/DYQCPR54/ega9q0KaNHj2bcuHE4ODjg5ubG2rVrycjIYODAgdjY2ODj48PevXv10l25coW2bdtibW2Nm5sbffv2JSEhQff9vn37aNiwIfb29jg5OdGhQweio5++cb5x4wYymYzt27fTrFkzLC0tCQoK4tSpU0WWNzk5mWHDhuHm5oa5uTmBgYHs3r1b9/22bduoXLkyZmZmeHt7s3jxYr303t7efPrpp/Tr1w9ra2u8vLzYuXMn8fHxdOzYEWtra6pWrcq5c0/fCH3//ffY29uzY8cOfH19MTc3p3Xr1ty69fT00ujoaDp27IibmxvW1tbUrl2bAwcO6Gnn5OQwefJkypQpg5mZGT4+Pnz33XfcuHGDZs2aAeDg4IBMJmPAgAG69hkzZgwff/wxjo6OlCpVijlz5hSok8GDB+Pi4oKtrS3vvvsuly5d0n1/6dIlmjVrho2NDba2ttSsWVNn382bNwkODsbBwQErKysqV67Mnj17imyD4mLRpQfZ+3aT8+de1HE3SV+xGG1ONuat2xWeSKtF+zDp6SfZOGfrCVWGtuXaj4eI2HqU5Mi/OT5lParsHPx7NjEY/9Do1YRvPEBSWBwp0Xc5NmktMrkczwaVjdY2bdaJvJN/oDp9AM29W+Rs/Qptbg4mdVsajG9StyUyKxuy1n6KOjYcbdID1FFX0Pwda7S2lHWurNEC1ZXjqMNOok26S+7BzWhVuSgrFzJjLScTMlN1H4VXJcjLRR3x8h7CjerVZszQ/rRo0uCl5fks//39KF2a16VTs3eoULoUMwZ3xdzUhB2HzhiM//ux8wzu3JxG1QMo7eZEj1b1aVg9gI27jxivfewKXer406m2HxXcHJjRpQHmJkp2nDX8FvzSzftU83alXfUKeDraUN+vNG2qlefKrQSD8YtCyuu8pN5jRdFu8P9xaMt+jvz8F3cib/PdtK/JycqhSY/mLyV/Ke2WUrvR4Hac3XKI8z8f4UHUHXZM/47crBxq9TD8LLl9OYa9C3/g8q5TqHNVL6T5BCn71JJ6f0vpO5TUe0z4a6+/zqW0u6T6TFJqi98GbwkajXSft4w3foAOYMOGDTg7O3PmzBlGjx7N8OHD6d69O/Xr1+fChQu0atWKvn37kpmZCTwaEHr33XepXr06586dY9++fdy/f58ePXro8szIyGD8+PGcO3eOgwcPIpfL6dy5M5pnGnn69OlMnDiRkJAQ/Pz86NWrFyqVYadWo9HQtm1bTpw4waZNmwgLC2PRokUoFAoAzp8/T48ePejZsyehoaHMmTOHmTNn8v333+vls3TpUho0aMDFixdp3749ffv2pV+/frz//vtcuHCBChUq0K9fP7T53hZkZmYyf/58Nm7cyIkTJ0hOTqZnz56679PT02nXrh0HDx7k4sWLtGnThuDgYOLi4nRx+vXrx48//siKFSsIDw/nm2++wdramjJlyrBt2zYArl+/zt27d1m+fLle+1hZWXH69Gk+//xzPvnkE/bv36/7vnv37jx48IC9e/dy/vx5atSoQfPmzUlKSgKgT58+lC5dmrNnz3L+/HmmTJmCiYkJACNHjiQnJ4ejR48SGhrKZ599hrW19XOumGKgVKL09SPvQr4OVasl7+J5lJUKd6JkFhY4bPwJh00/YzNnPgovb6Ol5SYKnKuU486xq3rad45dxbWGT/GKb2GG3ERBTnK6ceIKJfIyPqivh+hpq6+HIC9neDq+MrAO6thrmHUfjtWn/8VyyleYtuwOMiO7DwnrHLkCuWtZNLfC8wVq0cRdQ+5evnjFr9wAdcQ5UOUary8ReSoV4TG3qVvFVxcml8upW8WPy5E3DabJzVNh+vj+e4KZqQkh141zdPNUasLvJFDHxyOftow6vh5cvvnAYJogLzfCbicSGhcPwO3EVI5fv0XDisa9hZb0Oi+p91gRKEyUlKtSgSvHn76Y0Wq1XDl+Gd8aBZeKGI2UdkuorTBR4BFYjqgTV/JJa4k+cYWyNXyLSPkSkLJPLaH3t6S+Qwm9x4S/JkF7S2h3SfWZJPXXxG8DgaAA/4olrkFBQcyYMQOAqVOnsmjRIpydnRkyZAgAs2bNYvXq1Vy+fJm6deuycuVKqlevzoIFC3R5rFu3jjJlyhAREYGfnx9du3bV01i3bh0uLi6EhYURGBioC584cSLt27cHYO7cuVSuXJmoqCgqViz4kDhw4ABnzpwhPDwcPz8/AMqXf3qDL1myhObNmzNz5kwA/Pz8CAsL44svvtDNSANo164dw4YN07Otdu3adO/eHYDJkydTr1497t+/T6lSpQDIy8tj5cqV1KlTB3g0aBYQEMCZM2d45513CAoKIigoSKcxb948fv31V3bu3MmoUaOIiIhg69at7N+/nxYtWhQou6OjIwCurq4F9qCrWrUqs2fPBsDX15eVK1dy8OBBWrZsyfHjxzlz5gwPHjzAzMwMgC+//JIdO3bwyy+/MHToUOLi4pg0aZKuTn19nz4Y4+Li6Nq1K1WqVClQpn+C3NYOmUKJ5pk3LpqHDzEpY3ifCfXtW6Qv+RxVTDQyKyssu/XEbulXJA8dgCYhvtja5o42yJUKsuL1p+lnJaRg7+NerDzemdaTzHsPuXP86vMj50NmZYtMoUCTlqwXrk1LRuFm+KEqc3ZD4ViVvHOHyfpmDnJnD8x7DAeFktx9PxZbW8o6l1lYI5Mr0GbqT1fXZqYidyz1/LK7eSN39iR3/8Zia74JPEzNQK3RFFiW4WRnTezfhp2u+kH+/Pf3I9QMKE8ZNydOX4nkrzOhqI18Q/UwIxu1RouTjf7SCCdrC248MLyksV31CiRnZDNw9W7QalFptHSvW5HB71YzSlvK67yk3mNFYeNgg0KpICVBv91TEpLxqOD5j/OX0m4ptS0f12v6M/WaFp+CSwWPQlK9HKTsU0vq/S2l71BS7zHhr0ngr0lod0n1maTUFr8N3iLewplsUvGvmEFXtWpV3d8KhQInJyfdgA2Am5sbAA8ePOo8L126xKFDh7C2ttZ9ngz+PFnGGhkZSa9evShfvjy2trZ4e3sD6M0oe1bb3d1dT+dZQkJCKF26tG5w7lnCw8Np0EB/KVuDBg2IjIxErVYb1HxiW1H2AiiVSmrXrq37v2LFitjb2xMe/uitQHp6OhMnTiQgIAB7e3usra0JDw/X2RsSEoJCoaBJE8NT9osif3nhUT3lb4v09HScnJz02iM2NlbXFuPHj2fw4MG0aNGCRYsW6S01HjNmDJ9++ikNGjRg9uzZXL58uciy5OTkkJqaqvfJeUkdhir8KjkH/kAdE4Uq9BKpn8xAm5KMebvgl5J/cQkaGUz5jnXZP2QZ6py8V64nk8nRpiWTs2UlmlvRqC4eI+fPrZg0aPvKtd+UOlcENkATf7vQTWPfJj4e0AmvUs50+ugzavWZzMJ1v9KxaW3kMtkr1z4bfZfv/rrEtE71+XFsJ5b0a86xa7dYc+DiK9eW8joX99jrR0q7S2qd5+d196kl9f7Oz+v2HcQ9Jvy111XnUtpdUn0mKbXflPu7JP02ELxe/hUz6EyemTosk8n0wmSPO8Eny1PT09MJDg7ms88+K5DXk0G24OBgvLy8WLt2LR4eHmg0GgIDA8nN1Z+iWpTOs1hYFNxE80UwpGlMOQwxceJE9u/fz5dffomPjw8WFhZ069ZNZ+8/Kbuh9snfFu7u7hw+fLhAuicz8ebMmUPv3r35/fff2bt3L7Nnz2bLli107tyZwYMH07p1a37//Xf+/PNPFi5cyOLFixk9erTBsixcuJC5c+fqhU0qX5aPfbz1wjSpKWjVKuT2DnrhcgcHNA+Time4Wo0qKgqFh3HTubOT0tCo1Fi42OmFWzjbkVnIm6onVBnWjqARHdjTaxFJ4beKjGsIbUYqWrUauY09+a8emY09mjTD+zdoUpNArQbt0xSae7eQ2zk+2ihVXbx9jKSsc21WOlqNGpml/ltRmaUt2oznbFCvNEXpV5u8UzuN0nwTcLC1QiGXk5ii/3YwMSUdZ/uCmx0DONpas2zSIHJy80hOz8TVwZZlP/yOp5uTcdpW5ijkMhLTsvS107NwtjHc36z64zzta/jQpc6jZY++7o5k5aqYt+04g9+thlxePIdXyuu8pN5jRZH2MA21So2ds36fZ+dsT3J88j/OX0q7pdTOfFyv1s/Uq42LHWkvoV6LQso+taTe31L6DiX1HhP+mgT+moR2l1SfSUpt8dvgLUJb/HEJQdH8K2bQGUuNGjW4evUq3t7e+Pj46H2srKxITEzk+vXrzJgxg+bNmxMQEMDDh/98U+yqVaty+/ZtIiIMb6gZEBDAiRMn9MJOnDiBn5+fbp+6F0WlUukdHHH9+nWSk5MJCAjQ6QwYMIDOnTtTpUoVSpUqxY0bN3Txq1Spgkaj4cgRw5uampqaAujN9CsONWrU4N69eyiVygJt4ezsrIvn5+fHRx99xJ9//kmXLl1Yv3697rsyZcrw4Ycfsn37diZMmMDatWsL1Zs6dSopKSl6n7HlDUyRVqlQRUZgUr3m0zCZDJNqNVCFFXMZglyOolw5NEmJxYv/GE2emoTQWDwb5ttbQSbDo2FlHlyIKjRd1eHtqTG2E/v6fk7CZeM3vgVArUJzKwqF39PlzshkKPyD0MQaPs5cHROO3Nkd8r0NlLt6oklJLLbTA0ha52jUaB7EIS8TkC9QhrxMRTR3Y4pMqvCrCQolqmunjdN8AzBRKgkoX5rToZG6MI1Gw+krkVT19SoyrZmpCW6OdqjUGg6evkyzWoFFxi+orSDA05kzUXfzaWs5E/U3Vb1cDabJzlMhf+ap9OQttBYjTuiS8jovqfdYEajzVMSGRlO5wdPZ1jKZjMoNqhB54fo/F5DSbgm11Xlq/r4SS4X6T58lMpmMCvUrE3chsoiULwEp+9QSen9L6juU0HtM+GsStLeEdpdUn0lSf038NhAICvBWDtCNHDmSpKQkevXqxdmzZ4mOjuaPP/5g4MCBqNVqHBwccHJyYs2aNURFRfHXX38xfvz4f6zbpEkTGjduTNeuXdm/fz+xsbHs3buXffv2ATBhwgQOHjzIvHnziIiIYMOGDaxcuZKJEyf+Y20TExNGjx7N6dOnOX/+PAMGDKBu3bq88847wKN93bZv305ISAiXLl2id+/eejPwvL296d+/P4MGDWLHjh3ExsZy+PBhtm7dCoCXlxcymYzdu3cTHx9PenrxNrtt0aIF9erVo1OnTvz555/cuHGDkydPMn36dM6dO0dWVhajRo3i8OHD3Lx5kxMnTnD27FndwOK4ceP4448/iI2N5cKFCxw6dEj3nSHMzMywtbXV+5g9+wR5TNb2rZi3bY9Zi9YoynhhNXo8MnMLsv98dCKw9aRpWA4cootv0ac/JjVqIS/ljsLHF5uPZ6BwLUX2vt0G8y+K0DV78e/VFN9ujbD38aDhwoGYWJgR8dOjAdKmy4ZRe8rTQ02CRnSg1sRuHJm4lrRbCVi42GHhYofS0sxo7dxDOzCp3xrlO+8idyuNWY8RyEzNyTv96FRf8/fHYxrcXxc/7/geZFY2mHUZiszFA0WlWpi27E7esd+N1payzlUXDqAMbIgioC4yh1KYNO+NzMQUVdhJAExbDcCkQacC6ZSVG6CODoHsDKM1n0dmZhbXIqK5FvFoWfedv+9zLSKau/cML6N/Efq2b8z2v06z88hZYm7f59Nvt5GVk0unpo/6hukrf2D5D0/b8nLkTQ6cvszt+4lcCI9hxMI1aLRaBvxfM+O1GwWy/cx1dp6LJOZ+MvN/PUFWroqOtR5tAzBjyxFW7D2ri984oCw/n7rGvpBo7iSlcSriDqv+PE/jgLIoCrmPC0PK67yk3mNFsefbnTTr2ZJGXZvh4VOaQfOHYW5pzpGfD76U/KW0W0rtY9/uoXavZtTo2giXCh50nD8IU0tzzv/86FnSffFwWn/8ni6+wkSBeyUv3Ct5oTBRYuvmiHslL5y83IzWlrJPLan3t5S+Q0m9x4S/9vrrXEq7S6rPJKW2+G0gEOjzr1jiaiweHh6cOHGCyZMn06pVK3JycvDy8qJNmzbI5XJkMhlbtmxhzJgxBAYG4u/vz4oVK2jatOk/1t62bRsTJ06kV69eZGRk4OPjw6JFi4BHs8m2bt3KrFmzmDdvHu7u7nzyySd6B0S8KJaWlkyePJnevXtz584dGjVqxHfffaf7fsmSJQwaNIj69evj7OzM5MmTSU1N1ctj9erVTJs2jREjRpCYmEjZsmWZNm0aAJ6ensydO5cpU6YwcOBA+vXrV+D0WUPIZDL27NnD9OnTGThwIPHx8ZQqVYrGjRvj5uaGQqEgMTGRfv36cf/+fZydnenSpYtumaparWbkyJHcvn0bW1tb2rRpw9KlS/9xfQHkHjlEhp09lv0GIXdwRBUTRer0SbqjuhUurnobXsqtrbEeNwm5gyPa9DRUkREkfzQSdZzhk52KImbXacydbKk5sSuWLnYkht1kb9/PyUp41CZWns5oNU/fQAX0bY7CzISWa8bq5XN+yXYuLNlulLbq4jFyrO0wa/c+MlsHNLdjyFw9C+3jDXllDi7I801T1iYnkLlqFuZdBmM1ZSXalETyjuwk98A2o+2Wss7VEefIs7DGpN7/IbO0RZNwm5wdK+Dx5rAyW0d45q2fzMENhacv2duXGa1XHK5ci2TQ6Mm6/z//zxoAOrZtwfwZE16KRpv61XmYmsGqrX+QkJyKv7cnq6YOwenxco17icl6SxFy81R89dM+bj9IxNLclIbVApg/sje2VsYvg29drTwPM7JZ/ed5EtKy8PdwYtUHrXUbEd9NTtct2QcY0rwaMhl89cd5HqRk4mBtTuOAsoxqU7MwiUKR8jovqfdYUfxv9wlsnWzpNr4n9i4O3AyLZVG/T0hNeM4ykmIipd1Saofu/h/Wjra0+KgbNi723A2/yfr+i0h//Cyx93RCm+9as3FzYMyehbr/Gw/rQONhHYj5Xxhre35qlLaUfWpJvb+l9B1K6j0m/LXXX+dS2l1SfSYptcVvg7cEcUjES0Om1WqNmIcqeBP5/vvvGTduHMnJyVIX5Y0kobXxB1+8LH69WkYy7Z5dkiXTzrme9vxIrwjLtgVPWH5dmLw/+fmRXhHq22GSaWtvSqetOnhUMm0pkfIeG3PNUTLtFRWLuSfNW8bi6//8tNsXZeY4w3svvQ7UMXck05aSLdvtJdPuXNn4/dLeBoS/9vox85eubzEZ9KFk2lL6TFKSscr4GY0vCyl/G1iO+0Yy7ddJ1sapkmlb9Fv4/Ej/It7KGXQCgUAgEAgEAoFAIBAIBIJXjJjz9dJ4K/egEwgEAoFAIBAIBAKBQCAQCP4tiAG6t4ABAwaI5a0CgUAgEAgEAoFAIBAIBP9SxBJXgUAgEAgEAoFAIBAIBAKB8YhDIl4aYgadQCAQCAQCgUAgEAgEAoFAICFiBp1AIBAIBAKBQCAQCAQCgcB4xAy6l4YYoBO89Uh5tHb5kGTJtBXlPSXTtiwvmTSZe69Jpm3dNEwybUXpSpJpqyVThpzrv0umfSmklGTa77wnmTRe1y0k05ayP1fH3JFMm+vSSUuJlM8xacmQTDkh1koy7bIjykimLfy110/cqluSaXs1l85fk3lJ569JSULsYcm0nSX8bWA5TjJpwb8UscRVIBAIBAKBQCAQCAQCgUAgkBAxg04gEAgEAoFAIBAIBAKBQGA8WrHE9WUhZtAJJGHAgAF06tRJ6mIIBAKBQCAQCAQCgUAgEEiOmEEnkITly5ej1Wp1/zdt2pRq1aqxbNmy11oOZdWmKGu1RGZphybhNnmHtqC5f8NgXLNu41GU9i8Qro4NJee3lUZrlx7YirIjgjF1tSc97CYR09aTejHaYFyXdu/gPbYTFuVKITdRkBlzj7jVu7n3yzGjdUFau6XUNg/uhEW3nsgdHVHFRJOxajmq64b3pTBr2QabiVP1wrS5OSQGtzJaF2DLH8fZsOswCclp+Hl5MGVgZ6r4lDUYN0+l5rsdB9l19BwPklLwdndhXJ8ONKj28vbfOhcSyvoffiHsWhTxiUksXziT5o3rv7T8nyCl3VK2t5T3t0mj9pi+2wWZrQOaO7Fk//INmriIwhNYWGHWoS/KqvWRWdmgTXpA9va1qMPOGa1dt29LGg/rgLWLHffC49g5ewO3Lxm229XXk5bju+NZpRwOpV3Y/clGTqzbZ7TmE6TsW0Sdl6xniZTalfq3oOqH7bFwsSMpPI6TMzcSHxJjMK5/76b4dW2Eg39pABJCYzn72dZC4z8P+z4dcPqgKwoXB3KuxXJ/3mqyLxdxnT/Gpn1jPJdOIe3AKe6MmPdC2sJfK1nXuZTX2paTYWw4EkpiWhZ+7o5M7liPKmVdCo2/6dgVfj51jXvJ6dhbmdOiijdj2tbCzMT4n9lS+kxSakvZ3lL6im8TWo32+ZEExUIM0Akkwc7OTuoioPCrhUnjbuT+9QOae7GYVG+OWecxZG2YDVlpBeLn7PoaFE9vGZm5Febvz0QVed5obdeO9fCd249rH39L6oVIygxtR7Ut0zjV4CPyElILxM9LTufGsl/JiPobba4K51Y1CFg+nNyEVJIOX/rX2C2ltmmTZlgNHUn6f5aguhaGRefu2M7/kocfvI82JdlgGk1GOg8/6Ps0QPtiD599Jy/y5cadzBjcjSq+Zdm85xjDF6zht6WTcbKzKRB/5U97+f3YeWYP60E5D1dOXrrOR1+uZ8O80QSUK/1CZXiWrKxs/H3K07l9K8ZN+/Sl5PksUtotZXtLeX8rqzfCrPNgsn/6Cs3N65g06YjliE/I+HQY2vSUggkUSixHzEObnkL2uoVoUhKRO7qizTR+k/oqHerSfsb77JixjlsXo2gwqC2DNk5h8bsTyEgsaLephRlJcQ8I3XOa9jPfN1pPzwwJ+xZR5yXrWSKldvngOtSd1YfjU9fz4GIUgYPb0HbTZLY2mUS2gfb2qBdA1G+nuH8uAnVOHkEjgmm7eTK/NJ9C5r2HRmnbtGuM69Qh3J+1kqxL13Ac0Iky380jpvVQ1EkGrvPHmHi64jp5MJlnrxht7xOEv1ayrnMpr7U/QmJYvOs007s0oEpZFzYfu8qI7/bx26RuOFoXPCBpz8VoVuw9x5zujQjycuVmQgqzfzqGTAYTg+sapS2lzySltpTtLaWvKBAUhljiyqPZW6NHj2bcuHE4ODjg5ubG2rVrycjIYODAgdjY2ODj48PevXv10l25coW2bdtibW2Nm5sbffv2JSEhQff9vn37aNiwIfb29jg5OdGhQweio5++cbtx4wYymYzt27fTrFkzLC0tCQoK4tSpU0WWNzk5mWHDhuHm5oa5uTmBgYHs3r1b9/22bduoXLkyZmZmeHt7s3jxYr303t7eLFiwgEGDBmFjY0PZsmVZs2aNXpzbt2/Tq1cvHB0dsbKyolatWpw+fRqA6OhoOnbsiJubG9bW1tSuXZsDBw7o0k6bNo06deoUKHdQUBCffPIJoL/EdcCAARw5coTly5cjk8mQyWTExsbi4+PDl19+qZdHSEgIMpmMqKioIuuoOChrtEB15TjqsJNok+6Se3AzWlUuysqFzCLKyYTMVN1H4VUJ8nJRRxjvfJT9sD13Nh3k7pbDZETc4dqkb1Fn5eLRq5nB+Mknw4jfe5bMyDtk3bzPrbV7SQ+Lw75OwbeVz0NKu6XUtujSg+x9u8n5cy/quJukr1iMNicb89btCk+k1aJ9mPT0k2zcD5on/Pf3o3RpXpdOzd6hQulSzBjcFXNTE3YcOmMw/u/HzjO4c3MaVQ+gtJsTPVrVp2H1ADbuPvJC+oZoVK82Y4b2p0WTBi8tz2eR0m4p21vK+9u0WSfyTv6B6vQBNPdukbP1K7S5OZjUbWkwvkndlsisbMha+ynq2HC0SQ9QR11B83es0dqNBrfj7JZDnP/5CA+i7rBj+nfkZuVQq0cTg/FvX45h78IfuLzrFOpcldF6+ZGybxF1XrKeJVJqVxnalms/HiJi61GSI//m+JT1qLJz8O9puL0PjV5N+MYDJIXFkRJ9l2OT1iKTy/FsUNlobceBnUnZuo+U7fvJjb7FvVkr0WTnYNetiJkjcjnuX35MwopN5N26a7TmE4S/VrKucymvtf8eu0KXOv50qu1HBTcHZnRpgLmJkh1nDc/munTzPtW8XWlXvQKejjbU9ytNm2rluXIrwWD8IrUl9Jmk1JayvaX0Fd86NBrpPm8ZYoDuMRs2bMDZ2ZkzZ84wevRohg8fTvfu3alfvz4XLlygVatW9O3bl8zMTODRINm7775L9erVOXfuHPv27eP+/fv06NFDl2dGRgbjx4/n3LlzHDx4ELlcTufOndE8cyFNnz6diRMnEhISgp+fH7169UKlMuw4azQa2rZty4kTJ9i0aRNhYWEsWrQIhUIBwPnz5+nRowc9e/YkNDSUOXPmMHPmTL7//nu9fBYvXkytWrW4ePEiI0aMYPjw4Vy/fh2A9PR0mjRpwp07d9i5cyeXLl3i448/1pU7PT2ddu3acfDgQS5evEibNm0IDg4mLi4OgD59+nDmzBm9wcirV69y+fJlevfuXcCm5cuXU69ePYYMGcLdu3e5e/cuZcuWZdCgQaxfv14v7vr162ncuDE+Pj7PbdMikSuQu5ZFcys8X6AWTdw15O7FO3NeWbkB6ohzoMo1SlpmosCmanmSjoXmk9by8GgodrV8i5WHQ6NArHzcST4V/vzI+ZHQbkm1lUqUvn7kXcjnKGq15F08j7JS4T9UZBYWOGz8CYdNP2MzZz4KL2/jdIE8lYrwmNvUrfK0beVyOXWr+HE58qbBNLl5KkxNTPTCzExNCLlu/A94qZDUbgnbW9L7W6FEXsYH9fUQPW319RDk5QwvO1EG1kEdew2z7sOx+vS/WE75CtOW3UFmnHugMFHgEViOqBNP32RrtVqiT1yhbI3i2f3CSNm3iDrPF1gCniUSastNFDhXKcedY1fzSWu5c+wqrjWK5xMpLcyQmyjISU43ShsTJeaVfcg4GaKnnXkyBIsilrQ5j+qFOimZlF/+NE4vP8Jfyxf49l/nUl5reSo14XcSqOPjoQuTy2XU8fXg8s0HBtMEebkRdjuR0Lh4AG4npnL8+i0aVjRuFpmUPpOk/pqUfYuEvqJAUBRiietjgoKCmDFjBgBTp05l0aJFODs7M2TIEABmzZrF6tWruXz5MnXr1mXlypVUr16dBQsW6PJYt24dZcqUISIiAj8/P7p27aqnsW7dOlxcXAgLCyMwMFAXPnHiRNq3bw/A3LlzqVy5MlFRUVSsWLBjOnDgAGfOnCE8PBw/Pz8Aypd/+rBcsmQJzZs3Z+bMmQD4+fkRFhbGF198wYABA3Tx2rVrx4gRIwCYPHkyS5cu5dChQ/j7+/PDDz8QHx/P2bNncXR0BNAbEAsKCiIoKEj3/7x58/j111/ZuXMno0aNonLlygQFBfHDDz/oyrF582bq1KljcGDNzs4OU1NTLC0tKVWqlC58wIABzJo1izNnzvDOO++Ql5fHDz/8UGBW3Ysgs7BGJlegzdSfpq/NTEXuWKqQVE+Ru3kjd/Ykd/9Go7VNHG2RKxXkxutP286NT8HS16OQVKCwsaDhpa+RmyrRqjVcn/IdSUdDC41vCCntllJbbmuHTKFE88xbLs3Dh5iUMby/hvr2LdKXfI4qJhqZlRWW3Xpit/QrkocOQJMQX2zth6kZqDWaAksEnOysif3bsMNXP8if//5+hJoB5Snj5sTpK5H8dSYU9b/oLZGUdkvZ3pLe31a2yBQKNGnJeuHatGQUboZ/LMic3VA4ViXv3GGyvpmD3NkD8x7DQaEkd9+Pxda2dLBBoVSQnqBvd1p8Ci4VCrf7ZSBpvybqXC/8bX+WSKlt7miDXKkg65m+JSshBXsf92Ll8c60nmTee8id41efHzkfSgdbZEoFqgT9PlWVkIxl+TIG01jUrIRdt9bc6DjKKK1nEf5aybrOpbzWHmZko9ZocbLRX8rqZG3BjQeGl1q2q16B5IxsBq7eDVotKo2W7nUrMvjdasZpS+gzSaktZXtL6SsKBEUhBugeU7VqVd3fCoUCJycnqlSpogtzc3MD4MGDRx3VpUuXOHToENbW1gXyio6Oxs/Pj8jISGbNmsXp06dJSEjQzUCLi4vTG6DLr+3u7q7TMTRAFxISQunSpXWDc88SHh5Ox44d9cIaNGjAsmXLUKvVupl2+TVlMhmlSpXS2RYSEkL16tV1g3PPkp6ezpw5c/j999+5e/cuKpWKrKws3Qw6eDSLbt26dcycOROtVsuPP/7I+PHjDeZXGB4eHrRv355169bxzjvvsGvXLnJycujevXuhaXJycsjJydELU6vUmCkVRmk/D0VgAzTxtwvdLPdVoE7P5sy7H6OwMsexURV85/Yj6+YDkk+GvbYySGG3VNqq8Kuowp/+iEkNu4LDtxsxbxdM5sZ1r1T74wGd+OSbrXT66DNkMhml3Zzo2LR2oUsN3haktFvK9gbp7m+ZTI42LZmcLStBq0FzK5oceydM3+1i1GDRv5nX3beIOi9Zz5I3RTtoZDDlO9bl9+7zUefkvVItuZUF7p9P5N6MFagfFtyn7XUi/LUbr01TCm2pr7Wz0Xf57q9LTOtUnyplXbiVmMrnO//HmgMXGdqi+ivVltJnkkpb6vaW2ld8o9H+eyYRvOmIAbrHmDwzTVcmk+mFyWQyAL1lnsHBwXz22WcF8noyyBYcHIyXlxdr167Fw8MDjUZDYGAgubn6072L0nkWC4uCG5S+CIbsfaL5PI2JEyeyf/9+vvzyS3x8fLCwsKBbt256dvXq1YvJkydz4cIFsrKyuHXrFu+9957R5Rw8eDB9+/Zl6dKlrF+/nvfeew9LS8tC4y9cuJC5c+fqhU1rXYPpbWrphWmz0tFq1Mgs9d8WySxt0WYUviEpAEpTlH61yTu10zhjHpOXlIpGpcbURf+gDFMXO3IfJBeeUKsl68Z9ANKv3sTSzxPvMZ0IMcLhk9JuKbU1qSlo1Srk9g564XIHBzQPk4qXiVqNKioKhYdxyxYcbK1QyOUkpui/iU5MScfZvuDGuwCOttYsmzSInNw8ktMzcXWwZdkPv+Pp5mSUtpRIabeU7S3p/Z2RilatRm5jT/4niMzGHk2a4T1SNKlJoFbrOVaae7eQ2zk+2vBbXbx9yjIfpqFWqbF21rfbxsWOtPjkYtvwIkjar4k61wt/258lUmpnJ6WhUamxeKZvsXC2I7OQ2T1PqDKsHUEjOrCn1yKSwm8Zra16mIpWpUbprN+nKp3tUcUX7FNNyrpjWqYUpb+e/TRQ/si/9Q/bRUzrIeTdulcsbeGvlazrXMprzcHKHIVcRmJall54YnoWzjaGfxut+uM87Wv40OXxHoO+7o5k5aqYt+04g9+thvxxWZ6rLaHPJKW2lO0tpa8oEBSF2IPuBalRowZXr17F29sbHx8fvY+VlRWJiYlcv36dGTNm0Lx5cwICAnj48J9vIlm1alVu375NRIThzUoDAgI4ceKEXtiJEyfw8/PTzZ4rjkZISAhJSYY7pxMnTjBgwAA6d+5MlSpVKFWqFDdu3NCLU7p0aZo0acLmzZvZvHkzLVu2xNXVtVBNU1NT1Gp1gfB27dphZWXF6tWr2bdvH4MGDSqy7FOnTiUlJUXvM9HQGyyNGs2DOORlAvIFypCXqYjmbkyRGgq/mqBQorp2ush4haHNU5N2OQbHRk9naCKT4dAokJRzkcXORyaXITc1coxdQrsl1VapUEVGYFK9Zj5pGSbVaqAKK+ZSH7kcRblyaJISjZI2USoJKF+a06FP21aj0XD6SiRVfb2KTGtmaoKbox0qtYaDpy/TrFZgkfHfJCS1W8L2lvT+VqvQ3IpC4fd0CwJkMhT+QWhirxlOEhOO3NkdZE9/RMhdPdGkJBZ7oAhAnafm7yuxVKj/dN8WmUxGhfqVibtQfLtfCCn7FlHn+QJLwLNEQm1NnpqE0Fg8G+bbG0kmw6NhZR5cKPzgrKrD21NjbCf29f2chMsvuI9pnorsq1FY1dO/zi3rVSMrpOB1nht9i5j2w4ntOEr3Sf/rNJmnLxPbcRR594zYQF/4a/lzeuuvcymvNROlggBPZ85EPT10QKPRcibqb6p6Gf4Nk52nQv7Mr2n5475dS/FP95TSZ5LUX5Oyb5HQV3wr0Wil+7xliBl0L8jIkSNZu3YtvXr14uOPP8bR0ZGoqCi2bNnCt99+i4ODA05OTqxZswZ3d3fi4uKYMmXKP9Zt0qQJjRs3pmvXrixZsgQfHx+uXbuGTCajTZs2TJgwgdq1azNv3jzee+89Tp06xcqVK1m1alWxNXr16sWCBQvo1KkTCxcuxN3dnYsXL+Lh4UG9evXw9fVl+/btBAcHI5PJmDlzpsEZf3369GH27Nnk5uaydOnSIjW9vb05ffo0N27cwNraGkdHR+RyOQqFggEDBjB16lR8fX2pV69ekfmYmZlhZmamF5ZZyPJW1YUDmLYagOb+DTT3bqCs0RyZiSmqsJMAmLYagDYjmbwTO/TSKSs3QB0dAtkZRZalKOK+/p1KK0aQGhJN6sVoyg5th8LSjLtbDgNQ6T8jybmXRPT8R8udvMZ0Ii0kmsyb95GbmuDcvDqlujXi+uTvjNaW0m4ptbO2b8Vm4lRUEddQXb+GeeduyMwtyP7z0enM1pOmoUmIJ3P9WgAs+vRHFX4V9d93kFlbY9mtFwrXUqTt212UjEH6tm/MzFVbqFyhDIEVyrJpz1GycnLp1PQdAKav/AFXRzvG9n60F+XlyJs8SEqhorcnD5JSWP3LH2i0Wgb8n+FT416EzMws4m7/rfv/zt/3uRYRjZ2tDe6lCh9MNwYp7ZayvaW8v3MP7cD8/Y9Q34pEczMCk6YdkZmak3f60Unb5u+PR5OSSO6uDQDkHd+DaeMOmHUZSu7RXchdPDBt2Z28o7uM1j727R66L/6QO6Ex3AqJpsEHbTG1NOf8z49Odeu+eDip95P44/OfgEeHHLj6ln78txJbN0fcK3mRm5FN4s37RmlL2beIOi9ZzxIptUPX7KXJ0mHEX4olPiSawMFtMLEwI+KnR+3ddNkwMu495OyirQAEjehAzQld+Wv0KtJuJehm3+VlZKPKzClUxxBJ63/F/bPxZF2JJPtyBA79OyK3MCNl234A3D+fgOp+IvGLv0ebm0fuM5vLa1IfHUzxbHhxEP5aybrOpbzW+jYKZObWo1Qq7UxgGRc2H79CVq6KjrUebS00Y8sRXO0sGdO2NgCNA8qy6dgVKno4UaWsK3EJqaz68zyNA8qieHbk7nnaEvpMUmpL2d5S+ooCQWGIAboXxMPDgxMnTjB58mRatWpFTk4OXl5etGnTBrlcjkwmY8uWLYwZM4bAwED8/f1ZsWIFTZs2/cfa27ZtY+LEifTq1YuMjAx8fHxYtGgR8Ghm39atW5k1axbz5s3D3d2dTz75RO+AiOdhamrKn3/+yYQJE2jXrh0qlYpKlSrx1VdfAY8Oohg0aBD169fH2dmZyZMnk5pacB+Abt26MWrUKBQKBZ06dSpSc+LEifTv359KlSqRlZVFbGws3t7eAHzwwQcsWLCAgQMHFtuG4qCOOEeehTUm9f4PmaUtmoTb5OxYAY83xZXZOsIzb79kDm4oPH3J3r7sH2k/+O0Upk62lP+4B2au9qRdvUFIr4W6jYjNPZ3Q5hv0VFia4f/ZB5i5O6HJziUj6g5XR67kwW+njNaW0m4ptXOPHCLDzh7LfoOQOziiiokidfok3fHoChdXvaO65dbWWI+bhNzBEW16GqrICJI/Gok6zngHoE396jxMzWDV1j9ISE7F39uTVVOH4PR46cC9xGS9ZRC5eSq++mkftx8kYmluSsNqAcwf2Rtbq5ezxB3gyrVIBo2erPv/8/+sAaBj2xbMnzHhpWhIabeU7S3l/a26eIwcazvM2r2PzNYBze0YMlfPQvv4EAOZgwvyfEsrtckJZK6ahXmXwVhNWYk2JZG8IzvJPbDNaO3Q3f/D2tGWFh91w8bFnrvhN1nffxHpCY+eD/aeTmjzadu4OTBmz0Ld/42HdaDxsA7E/C+MtT0/NUpbyr5F1HnJepZIqR2z6zTmTrbUnNgVSxc7EsNusrfv52Q9bm8rT2e0+WYTBPRtjsLMhJZrxurlc37Jdi4s2W6UdtqeoygcbXEZ0xeFiwM54THc+mAW6sRkAEzcXfT61JeJ8NdK1nUu5bXWulp5HmZks/rP8ySkZeHv4cSqD1rrDo64m5yu244IYEjzashk8NUf53mQkomDtTmNA8oyqk3NwiQKRUqfSUptKdtbSl9RICgMmVarffvmBQreKo4dO0bz5s25deuW7rAOY8hcNuwVlKp4nFqYLJl2van2kmlLSeZew8vKXgfWn02STFtRupJk2urbr2/j62dJn/yFZNqXQp5/mt2r4p33Xnx2wj9lwU5bybRnjjO8H87rQB1zRzLtklrnJZXNX0p3fzeyLObeS6+AsiMMn9r4OhD+2usnbpXx+yG+LLy+aCqZtsxLOn9NSm70KP5qrpeNcznp+lTnP45Ipv06yfzPCMm0LUdLd229CsQMOsEbS05ODvHx8cyZM4fu3bu/0OCcQCAQCAQCgUAgEAgEAsGbjjgkQvDG8uOPP+Ll5UVycjKff/651MURCAQCgUAgEAgEAoFAkB+NRrrPW4YYoBO8sQwYMAC1Ws358+fx9PSUujgCgUAgEAgEAoFAIBAIBK8EscRVIBAIBAKBQCAQCAQCgUBgPOJYg5eGmEEnEAgEAoFAIBAIBAKBQCAQSIiYQSd465GVqyCh+nnJlOVNgyXT1t6U7lRPM3/pTlqU0m61ZMrSniArJTEmJpJp1ysv3bL/m9oHkmmDdCeKKkponWfula5PTYi1kkzbs41077BjlNKd2ls+Rbp7zEv4a68dKf0W53LXJNPWxkZLpi0lJfUEWSmfJc6SKQv+rYgBOoFAIBAIBAKBQCAQCAQCgfG8hYc1SIVY4ioQCAQCgUAgEAgEAoFAIBBIiBigE7wSvv/+e+zt7aUuhkAgEAgEAoFAIBAIBIJXhUYr3ectQwzQCV4J7733HhEREUaladq0KePGjXs1BRIIBAKBQCAQCAQCgUAgeEMRe9AJXgkWFhZYWFhIXYznsuVkGBuOhJKYloWfuyOTO9ajSlmXQuNvOnaFn09d415yOvZW5rSo4s2YtrUwMzH+Vio9sBVlRwRj6mpPethNIqatJ/Wi4U1rXdq9g/fYTliUK4XcREFmzD3iVu/m3i/HjNYF2PLHcTbsOkxCchp+Xh5MGdiZKj5lDcbNU6n5bsdBdh09x4OkFLzdXRjXpwMNqlV8MW0J69ykUXtM3+2CzNYBzZ1Ysn/5Bk1cEQPJFlaYdeiLsmp9ZFY2aJMekL19Leqwc0ZrS2m3lO1tiHMhoaz/4RfCrkURn5jE8oUzad64/kvL/wnmwZ2w6NYTuaMjqphoMlYtR3Xd8KbUZi3bYDNxql6YNjeHxOBWL6RdqX8Lqn7YHgsXO5LC4zg5cyPxITEG4/r3bopf10Y4+JcGICE0lrOfbS00/vNQVm2KslZLZJZ2aBJuk3doC5r7NwzGNes2HkVp/wLh6thQcn5b+UL6hdGyX1s6DO2EnYs9ceE32DD7W6IvRb60/KW0u6TWuZT3mH2fDjh90BWFiwM512K5P2812Zef/2LQpn1jPJdOIe3AKe6MmPdC2lI+S+r2bUnjYR2wdrHjXngcO2dv4PYlw76Dq68nLcd3x7NKORxKu7D7k42cWLfPaM0nSOq3CH+tRPlrUvYtUvbnJdVXlLI/l1JbIDDEa51B17RpU0aPHs24ceNwcHDAzc2NtWvXkpGRwcCBA7GxscHHx4e9e/fqpbty5Qpt27bF2toaNzc3+vbtS0JCgu77ffv20bBhQ+zt7XFycqJDhw5ERz99cN64cQOZTMb27dtp1qwZlpaWBAUFcerUqSLLm5yczLBhw3Bzc8Pc3JzAwEB2796t+37btm1UrlwZMzMzvL29Wbx4sV56b29vFixYwKBBg7CxsaFs2bKsWbNGL87t27fp1asXjo6OWFlZUatWLU6fPg1AdHQ0HTt2xM3NDWtra2rXrs2BAwd0aadNm0adOnUKlDsoKIhPPvlE9/+3335LQEAA5ubmVKxYkVWrVhVpd9OmTRk1ahSjRo3Czs4OZ2dnZs6ciVb7dArpw4cP6devHw4ODlhaWtK2bVsiI586/c8ucZ0zZw7VqlXjv//9L97e3tjZ2dGzZ0/S0tIAGDBgAEeOHGH58uXIZDJkMhk3btzg4cOH9OnTBxcXFywsLPD19WX9+vVFlr+4/BESw+JdpxnWojo/ju2In7sjI77bR1J6lsH4ey5Gs2LvOYa1rM72iV2Z3b0hf16K5T/7jHewXTvWw3duP2IXb+NsyymkX71JtS3TMHE2fHJbXnI6N5b9yrn2Mznd9GPubjlMwPLhODYNMlp738mLfLlxJ8O6tmLLoo/w9/Jg+II1JKakGYy/8qe9/HLgFFMGdubXxR/TvWV9PvpyPeGxt43WlrLOldUbYdZ5MDn7fiTzi7Go78RiOeITZNZ2hhMolFiOmIfc0Y3sdQvJ+HQY2Vv+gzY50WhtKe2Wsr0LIysrG3+f8kyfMOKl5fkspk2aYTV0JJmbN5A8cgjqmGhs53+JzM6+0DSajHQSe3bWfZL6vvdC2uWD61B3Vh8uLP2VX9vOIDEsjrabJmPuZPj+9qgXQNRvp9jdYz6/dZxD+t9JtN08GctSDkZrK/xqYdK4G3n/+53sH+ajjb+NWecxYGH4ZMacXV+TuWaS7pO1cQ5ajRpV5Ms90bBuhwa8P2Mg25f/xPQOE4gLv8GU/87C1qmQ+89IpLS7pNa5lPeYTbvGuE4dQsLKH7jRaTQ512Io8908FI5F22bi6Yrr5MFknr3yQrog7bOkSoe6tJ/xPgeXb2dl++ncDYtj0MYpWBXSt5hamJEU94B9n20h9cFDo/XyI6XfIvy1kuWvSdm3SNmfl1RfUcr+XErttw6tRrrPW8ZrX+K6YcMGnJ2dOXPmDKNHj2b48OF0796d+vXrc+HCBVq1akXfvn3JzMwEHg2Svfvuu1SvXp1z586xb98+7t+/T48ePXR5ZmRkMH78eM6dO8fBgweRy+V07twZzTOniUyfPp2JEycSEhKCn58fvXr1QqVSGSynRqOhbdu2nDhxgk2bNhEWFsaiRYtQKBQAnD9/nh49etCzZ09CQ0OZM2cOM2fO5Pvvv9fLZ/HixdSqVYuLFy8yYsQIhg8fzvXr1wFIT0+nSZMm3Llzh507d3Lp0iU+/vhjXbnT09Np164dBw8e5OLFi7Rp04bg4GDi4uIA6NOnD2fOnNEbjLx69SqXL1+md+/eAGzevJlZs2Yxf/58wsPDWbBgATNnzmTDhg3PbSelUsmZM2dYvnw5S5Ys4dtvv9V9P2DAAM6dO8fOnTs5deoUWq2Wdu3akZeXV2ie0dHR7Nixg927d7N7926OHDnCokWLAFi+fDn16tVjyJAh3L17l7t371KmTBlmzpxJWFgYe/fuJTw8nNWrV+Ps/HIOrP7vsSt0qeNPp9p+VHBzYEaXBpibKNlx1vBbk0s371PN25V21Svg6WhDfb/StKlWniu3EgzGL4qyH7bnzqaD3N1ymIyIO1yb9C3qrFw8ejUzGD/5ZBjxe8+SGXmHrJv3ubV2L+lhcdjXKfjW7nn89/ejdGlel07N3qFC6VLMGNwVc1MTdhw6YzD+78fOM7hzcxpVD6C0mxM9WtWnYfUANu4+Yry2hHVu2qwTeSf/QHX6AJp7t8jZ+hXa3BxM6rY0GN+kbktkVjZkrf0UdWw42qQHqKOuoPk71mhtKe2Wsr0Lo1G92owZ2p8WTRq8tDyfxaJLD7L37Sbnz72o426SvmIx2pxszFu3KzyRVov2YdLTT/KL/aCtMrQt1348RMTWoyRH/s3xKetRZefg37OJwfiHRq8mfOMBksLiSIm+y7FJa5HJ5Xg2qGy0trJGC1RXjqMOO4k26S65BzejVeWirFzIDMWcTMhM1X0UXpUgLxd1xMsdLGo3+P84tGU/R37+izuRt/lu2tfkZOXQpEfzl5K/lHaX1DqX8h5zHNiZlK37SNm+n9zoW9ybtRJNdg523YqYMSOX4/7lxySs2ETerbsvpAvSPksaDW7H2S2HOP/zER5E3WHH9O/IzcqhVg/DfcvtyzHsXfgDl3edQp1r2N8tLpL6LcJfK1H+mpR9i5T9eUn1FaXsz6XUFggK47UP0AUFBTFjxgx8fX2ZOnUq5ubmODs7M2TIEHx9fZk1axaJiYlcvnwZgJUrV1K9enUWLFhAxYoVqV69OuvWrePQoUO6Pc66du1Kly5d8PHxoVq1aqxbt47Q0FDCwsL0tCdOnEj79u3x8/Nj7ty53Lx5k6ioKIPlPHDgAGfOnGH79u20bNmS8uXL06FDB9q2bQvAkiVLaN68OTNnzsTPz48BAwYwatQovvjiC7182rVrx4gRI/Dx8WHy5Mk4Oztz6NAhAH744Qfi4+PZsWMHDRs2xMfHhx49elCvXj1dXQ0bNozAwEB8fX2ZN28eFSpUYOfOnQBUrlyZoKAgfvjhB53e5s2bqVOnDj4+PgDMnj2bxYsX06VLF8qVK0eXLl346KOP+Oabb4pspzJlyrB06VL8/f3p06cPo0ePZunSpQBERkayc+dOvv32Wxo1akRQUBCbN2/mzp077Nixo9A8NRoN33//PYGBgTRq1Ii+ffty8OBBAOzs7DA1NcXS0pJSpUpRqlQpFAoFcXFxVK9enVq1auHt7U2LFi0IDg4usuzFIU+lJvxOAnV8PHRhcrmMOr4eXL75wGCaIC83wm4nEhoXD8DtxFSOX79Fw4qljdKWmSiwqVqepGOhTwO1Wh4eDcWulm+x8nBoFIiVjzvJp8KN0s5TqQiPuU3dKk915HI5dav4cTnypsE0uXkqTE1M9MLMTE0IuW7cjwsp6xyFEnkZH9TXQ56GabWor4cgL2d4Or4ysA7q2GuYdR+O1af/xXLKV5i27A4y47pNKe2Wsr0lRalE6etH3oV8DrJWS97F8ygrFT7oJbOwwGHjTzhs+hmbOfNReHkbLS03UeBcpRx3jl3V075z7CquNXyKV3wLM+QmCnKS040UVyB3LYvmVv5+QYsm7hpy9/LF067cAHXEOVDlGqddBAoTJeWqVODK8UtPS6XVcuX4ZXxrGP+jtQBS2l1S61zCewwTJeaVfcg4GaKnnXkyBIsillc5j+qFOimZlF/+NF7zCRI+SxQmCjwCyxF14umMDa1WS/SJK5StUTzf4UWR1m8R/toTSoS/JmXfImF/XmJ9RSn7cym130bEIREvjde+B13VqlV1fysUCpycnKhSpYouzM3NDYAHDx51RpcuXeLQoUNYW1sXyCs6Oho/Pz8iIyOZNWsWp0+fJiEhQTcDLS4ujsDAQIPa7u7uOp2KFQvehCEhIZQuXRo/Pz+DdoSHh9OxY0e9sAYNGrBs2TLUarVupl1+TZlMRqlSpXS2hYSEUL16dRwdHQ1qpKenM2fOHH7//Xfu3r2LSqUiKytLN4MOHs2iW7dunW4J6o8//sj48eOBRzMLo6Oj+eCDDxgyZIgujUqlws6u6Km7devWRSaT6f6vV68eixcvRq1WEx4ejlKp1Fte6+TkhL+/P+HhhTsg3t7e2Ng8nSLu7u6uq4vCGD58OF27dtXNruzUqRP16xe+V1VOTg45OTl6YZo8VYG9GB5mZKPWaHGy0d8nz8naghsPUgzm3a56BZIzshm4ejdotag0WrrXrcjgd6sVacOzmDjaIlcqyI3X18mNT8HS16OQVKCwsaDhpa+RmyrRqjVcn/IdSUdDC41viIepGag1Gpzs9KfqO9lZE/u34baoH+TPf38/Qs2A8pRxc+L0lUj+OhOKWmPclGIp61xmZYtMoUCTlqwXrk1LRuFm2JGRObuhcKxK3rnDZH0zB7mzB+Y9hoNCSe6+H4utLaXdUra3lMht7ZAplGieeYOuefgQkzKG91NR375F+pLPUcVEI7OywrJbT+yWfkXy0AFoEuKLrW3uaINcqSDrmfs7KyEFex/3YuXxzrSeZN57yJ3jV58fOR8yC2tkcgXaTP0lKdrMVOSOpZ6bXu7mjdzZk9z9G43SfR42DjYolApSEvTrJCUhGY8Knv84fyntLql1LuU9pnSwRaZUoErQ11YlJGNZvozBNBY1K2HXrTU3Oo4qto4hpHyWWD5u0/Rn2jQtPgWXCoX7Di8DSf0W4a/phb/t/pqUfYuU/XlJ9RWl7M+l1BYIiuK1D9CZPDPaLpPJ9MKeDArlX+YZHBzMZ599ViCvJ4NswcHBeHl5sXbtWjw8PNBoNAQGBpKbq//2oiidZ3lZBxwYsveJ5vM0Jk6cyP79+/nyyy/x8fHBwsKCbt266dnVq1cvJk+ezIULF8jKyuLWrVu8996jfRfS0x/Nvli7dm2BveqeDCC+Toqqi8Jo27YtN2/eZM+ePezfv5/mzZszcuRIvvzyS4PxFy5cyNy5c/XCpr3Xghm9DC89MYaz0Xf57q9LTOtUnyplXbiVmMrnO//HmgMXGdqi+j/O/3mo07M58+7HKKzMcWxUBd+5/ci6+YDkk2HPT/wP+HhAJz75ZiudPvoMmUxGaTcnOjatXei095eJlHUuk8nRpiWTs2UlaDVobkWTY++E6btdjPpR9SJIabeU7S0lqvCrqMKfDoilhl3B4duNmLcLJnPjutdWjqCRwZTvWJffu89HnVP4lgGvAkVgAzTxtwvdDPttRUq7S1KdS3WPya0scP98IvdmrED9MPWV6RSGlM8SqZHKbxH+Wsny196U5/fr7s9Loq8oZX8u9bPkTUf7L3qR/6bzxp/iWqNGDbZt24a3tzdKZcHiJiYmcv36ddauXUujRo0AOH78+D/WrVq1Krdv3yYiIsLgLLqAgABOnDihF3bixAn8/PyKPfhVtWpVvv32W5KSkgzOojtx4gQDBgygc+fOwKMBtxs3bujFKV26NE2aNGHz5s1kZWXRsmVLXF1dgUezET08PIiJiaFPnz7FKtMTnhxU8YT//e9/+Pr6olAoCAgIQKVScfr0ad1stiftUKlSJaN08mNqaoparS4Q7uLiQv/+/enfvz+NGjVi0qRJhQ7QTZ06VTeD8AmaPwueouRgZY5CLiMxTX/j1cT0LJxtDA+crvrjPO1r+NDl8T4ivu6OZOWqmLftOIPfrYZcLjOY7lnyklLRqNSYuujPYjR1sSP3QXLhCbVasm7cByD96k0s/TzxHtOJECMcPgdbKxRyeYFNXxNT0nG2N7wBrqOtNcsmDSInN4/k9ExcHWxZ9sPveLo5FVsXpK1zbUYqWrUauY09+R8fMht7NGmG9ynRpCaBWq23+ajm3i3kdo6gUIK6ePv5SGm3lO0tJZrUFLRqFXJ7/UMW5A4OaB4mFS8TtRpVVBQKD+OWimQnpaFRqbF45v62cLYjs5C34E+oMqwdQSM6sKfXIpLCbxmlC6DNSkerUSOz1G9bmaUt2oyitVGaovSrTd6pnUbrPo+0h2moVWrsnPXrxM7ZnuT45H+cv5R2l9Q6l/IeUz1MRatSo3TW11Y626OKL6htUtYd0zKlKP317HwFfdSH+oftIqb1EPJu3SuWtpTPkszHbWr9TJvauNiR9hLatCgk9VuEv6YX/rb7a1L2LVL25yXVV5SyP5dSWyAoite+B52xjBw5kqSkJHr16sXZs2eJjo7mjz/+YODAgajVahwcHHBycmLNmjVERUXx119/FRigeRGaNGlC48aN6dq1K/v37yc2Npa9e/eyb9+j4+knTJjAwYMHmTdvHhEREWzYsIGVK1cyceLEYmv06tWLUqVK0alTJ06cOEFMTAzbtm3TnS7r6+vL9u3bCQkJ4dKlS/Tu3dvgjLM+ffqwZcsWfv755wIDcXPnzmXhwoWsWLGCiIgIQkNDWb9+PUuWLCmybHFxcYwfP57r16/z448/8p///IexY8fqytWxY0eGDBnC8ePHuXTpEu+//z6enp4Flv0ag7e3N6dPn+bGjRu6pcqzZs3it99+IyoqiqtXr7J7924CAgIKzcPMzAxbW1u9j6Gjxk2UCgI8nTkT9XRzT41Gy5mov6nq5Wow7+w8FfJn7hj545mYWoq//l2bpybtcgyOjZ4u7UYmw6FRICnnIgtP+AwyuQy5qXFj7CZKJQHlS3M69KmORqPh9JVIqvp6FZnWzNQEN0c7VGoNB09fplmtwCLjF9SWrs5Rq9DcikLhl+8UNZkMhX8QmthrhpPEhCN3dod8S73lrp5oUhKL/YMKpLVbyvaWFJUKVWQEJtVrPg2TyTCpVgNVWDGXjcrlKMqVQ5Nk3EmLmjw1CaGxeDbMt1eOTIZHw8o8uGB4z1OAqsPbU2NsJ/b1/ZyEyy+4359GjeZBHPIy+ftIGfIyFdHcjSkyqcKvJiiUqK6dLjLei6DOUxEbGk3lBvpbPlRuUIXIC9f/uYCUdpfUOpfwHiNPRfbVKKzq6ffnlvWqkRVSsD/Pjb5FTPvhxHYcpfuk/3WazNOXie04irx7RmyoLuGzRJ2n5u8rsVSo/7RvkclkVKhfmbgLxfcdXgRp/Rbhrz2hRPhrUvYtEvbnJdZXlLI/l1JbICiCN34GnYeHBydOnGDy5Mm0atWKnJwcvLy8aNOmDXK5HJlMxpYtWxgzZgyBgYH4+/uzYsUKmjZt+o+1t23bxsSJE+nVqxcZGRn4+PjoTh2tUaMGW7duZdasWcybNw93d3c++eQTBgwYUOz8TU1N+fPPP5kwYQLt2rVDpVJRqVIlvvrqK+DRQRSDBg2ifv36ODs7M3nyZFJTC06p7datG6NGjUKhUNCpUye97wYPHoylpSVffPEFkyZNwsrKiipVqjBu3Lgiy9avXz+ysrJ45513UCgUjB07lqFDh+q+X79+PWPHjqVDhw7k5ubSuHFj9uzZU2AZqzFMnDiR/v37U6lSJbKysoiNjcXU1JSpU6dy48YNLCwsaNSoEVu2bHlhjfz0bRTIzK1HqVTamcAyLmw+foWsXBUdaz2aMTljyxFc7SwZ07Y2AI0DyrLp2BUqejhRpawrcQmprPrzPI0DyqJ49gn5HOK+/p1KK0aQGhJN6sVoyg5th8LSjLtbDgNQ6T8jybmXRPT8R8tfvMZ0Ii0kmsyb95GbmuDcvDqlujXi+uTvjLe7fWNmrtpC5QplCKxQlk17jpKVk0unpu8AMH3lD7g62jG2d3sALkfe5EFSChW9PXmQlMLqX/5Ao9Uy4P8Mn2BWpLaEdZ57aAfm73+E+lYkmpsRmDTtiMzUnLzTBwAwf388mpREcnc9OuE47/geTBt3wKzLUHKP7kLu4oFpy+7kHd31r7JbyvYujMzMLOJu/637/87f97kWEY2drQ3upQw7osaStX0rNhOnooq4hur6Ncw7d0NmbkH2n3sBsJ40DU1CPJnr1wJg0ac/qvCrqP++g8zaGstuvVC4liJt326jtUPX7KXJ0mHEX4olPiSawMFtMLEwI+KnR6ebNV02jIx7Dzm7aCsAQSM6UHNCV/4avYq0Wwm62Xd5GdmoMnMK1TGE6sIBTFsNQHP/Bpp7N1DWaI7MxBRV2EkATFsNQJuRTN6JHXrplJUboI4OgewMo+0tDnu+3cmHi8cQczma6EuRtB3UAXNLc478fPCl5C+l3SW1zqW8x5LW/4r7Z+PJuhJJ9uUIHPp3RG5hRsq2/QC4fz4B1f1E4hd/jzY3j9xnNjrXpD7aAuTZ8OIg5bPk2Ld76L74Q+6ExnArJJoGH7TF1NKc8z8/6lu6Lx5O6v0k/vj8J+DRwRKuvqUf/63E1s0R90pe5GZkk3jzvlHakvotwl8rUf6alH2LlP15SfUVpezPpdR+63gLD2uQitc6QHf48OECYc8u2YRHp1Ll58lMssJo0aJFgRNb8+fh7e1dIE97e/sCYc/i6OjIunWF713QtWtXunbtWuj3hmwLCQnR+9/Ly4tffvnFYHpvb2/++usvvbCRI0cWiGdvb092dnah5ejduze9e/cu9HtDmJiYsGzZMlavXm3wewcHBzZuLHwT1AEDBugNVs6ZM4c5c+boxRk3bpzeQKGfn59u9uATZsyYwYwZM4wqe3FpXa08DzOyWf3neRLSsvD3cGLVB611G7TeTU7XOyhjSPNqyGTw1R/neZCSiYO1OY0DyjKqTc3CJArlwW+nMHWypfzHPTBztSft6g1Cei3UbURs7umkt5ZfYWmG/2cfYObuhCY7l4yoO1wduZIHv50qTKJQ2tSvzsPUDFZt/YOE5FT8vT1ZNXUITo+nsd9LTNabFp+bp+Krn/Zx+0EiluamNKwWwPyRvbG1Mn6fRinrXHXxGDnWdpi1ex+ZrQOa2zFkrp6F9vFm3zIHF+T5liBpkxPIXDUL8y6DsZqyEm1KInlHdpJ7YNu/ym4p27swrlyLZNDoybr/P//PGgA6tm3B/BkTXopG7pFDZNjZY9lvEHIHR1QxUaROn4T28cbTChdXyHePya2tsR43CbmDI9r0NFSRESR/NBJ1nPFOV8yu05g72VJzYlcsXexIDLvJ3r6fk5Xw6AWLlacz2nyOTEDf5ijMTGi5ZqxePueXbOfCksKffYZQR5wjz8Iak3r/h8zSFk3CbXJ2rIDHm17LbB3hmTfrMgc3FJ6+ZG9fZrStxeV/u09g62RLt/E9sXdx4GZYLIv6fULqMxvevyhS2l1S61zKeyxtz1EUjra4jOmLwsWBnPAYbn0wC3ViMgAm7i562i8TKZ8lobv/h7WjLS0+6oaNiz13w2+yvv8i0h/3LfaeTmjzadu4OTBmz0Ld/42HdaDxsA7E/C+MtT0/NUpbSr9F+Gsly1+Tsm+Rsj8vqb6ilP25lNoCQWHItM8bpRKUOJo2bUq1atVYtmyZ1EV5KWT99rlk2ieHnn9+pFdEgz/6SqatvflqN0IuCtXBo5JpK5s3lkxb5vXi+z/+UxSlpdNO6TNQMu1frxo+5et10GeilWTag5cWffr2q+Tbj17ODMt/G1LW+YqKxdz36RWQECvdde7ZRrpdYBbstJVMu0VWwb2AXxf11xg/sPCyEP7a6ydj1e+SaVu2rSiZtqxcBem0JfQVb/RYJZm2lFSM2CN1EV4LGZ++L5m21YxNkmm/Ct74PegEAoFAIBAIBAKBQCAQCASCt5k3fg86wevH0FJkgUAgEAgEAoFAIBAIBALBq0EM0AkEAoFAIBAIBAKBQCAQCIxHHBLx0hBLXAUCgUAgEAgEAoFAIBAIBAIJETPoBAKBQCAQCAQCgUAgEAgExiNOu31piFNcBW89U717S10ESSivKpkTZHt2SZa6CJKQcz1N6iJIgt3m9ZJpS3mC7KWQUpJpH7BQSKYt5QmTMSYmkmlLSSNL6U5xvZNiI5m2p13J7FOlrHMp77EYpXQ/LkuqvyZl3+JcLkMybSlPp5aSsiPKSKYdt+qWZNol5hTXOb0k07aa86Nk2q8CMYNOIBAIBAKBQCAQCAQCgUBgPGIPupdGyXxlIxAIBAKBQCAQCAQCgUAgELwhiAE6gUAgEAgEAoFAIBAIBAKBQELEElfBa+XGjRuUK1eOixcvUq1aNamLQ92+LWk8rAPWLnbcC49j5+wN3L4UbTCuq68nLcd3x7NKORxKu7D7k42cWLfvX6ldqX8Lqn7YHgsXO5LC4zg5cyPxITEG4/r3bopf10Y4+JcGICE0lrOfbS00/pusbdKoPabvdkFm64DmTizZv3yDJi6i8AQWVph16Iuyan1kVjZokx6QvX0t6rBz/ypt8+BOWHTridzREVVMNBmrlqO6fs1gXLOWbbCZOFUvTJubQ2JwK6N1pdY2xLmQUNb/8Ath16KIT0xi+cKZNG9c/6Xl/wQp7S49sBVlRwRj6mpPethNIqatJ/Wi4b7Fpd07eI/thEW5UshNFGTG3CNu9W7u/XLshbSl7NektLuk9qn2fTrg9EFXFC4O5FyL5f681WRfLqJfe4xN+8Z4Lp1C2oFT3Bkx74W0pWxvKe0uqXUu5XUu/LWS1bdI+fwuqX2LsmpTlLVaIrO0Q5Nwm7xDW9Dcv2Ewrlm38ShK+xcIV8eGkvPbSqO1pbT7rUIrDol4WYgZdII3ktzc3FeuUaVDXdrPeJ+Dy7ezsv107obFMWjjFKycbA3GN7UwIynuAfs+20Lqg4f/Wu3ywXWoO6sPF5b+yq9tZ5AYFkfbTZMxL0Tbo14AUb+dYneP+fzWcQ7pfyfRdvNkLEs5/Ku0ldUbYdZ5MDn7fiTzi7Go78RiOeITZNZ2hhMolFiOmIfc0Y3sdQvJ+HQY2Vv+gzY58V+lbdqkGVZDR5K5eQPJI4egjonGdv6XyOzsC02jyUgnsWdn3Sep73tG60qtXRhZWdn4+5Rn+oQRLzXf/Ehpt2vHevjO7Ufs4m2cbTmF9Ks3qbZlGibOhu+xvOR0biz7lXPtZ3K66cfc3XKYgOXDcWwaZLS2lP2alHaX1D7Vpl1jXKcOIWHlD9zoNJqcazGU+W4eCsdC+rXHmHi64jp5MJlnrxit+QQp21tKu0tqnUt5nQt/rWT1LVI+v0tq36Lwq4VJ427k/e93sn+Yjzb+Nmadx4CF4QNrcnZ9TeaaSbpP1sY5aDVqVJHnjdaW0m6BoDBK7ABd06ZNGT16NOPGjcPBwQE3NzfWrl1LRkYGAwcOxMbGBh8fH/bu3auX7sqVK7Rt2xZra2vc3Nzo27cvCQkJuu/37dtHw4YNsbe3x8nJiQ4dOhAd/fQt240bN5DJZGzfvp1mzZphaWlJUFAQp06dKrSsWq2WOXPmULZsWczMzPDw8GDMmDEAfPLJJwQGBhZIU61aNWbOnAnAgAED6NSpEwsWLMDNzQ17e3s++eQTVCoVkyZNwtHRkdKlS7N+/dPTEJ+Uc+vWrTRq1AgLCwtq165NREQEZ8+epVatWlhbW9O2bVvi4+P1tL/99lsCAgIwNzenYsWKrFq1SvdduXLlAKhevToymYymTZvqlXH+/Pl4eHjg7+9fLNv+CY0Gt+PslkOc//kID6LusGP6d+Rm5VCrRxOD8W9fjmHvwh+4vOsU6lzVv1a7ytC2XPvxEBFbj5Ic+TfHp6xHlZ2Df0/D2odGryZ84wGSwuJIib7LsUlrkcnleDao/K/SNm3WibyTf6A6fQDNvVvkbP0KbW4OJnVbGoxvUrclMisbstZ+ijo2HG3SA9RRV9D8Hfuv0rbo0oPsfbvJ+XMv6ribpK9YjDYnG/PW7QpPpNWifZj09JP8Yj8ypNQujEb1ajNmaH9aNGnwUvPNj5R2l/2wPXc2HeTulsNkRNzh2qRvUWfl4tGrmcH4ySfDiN97lszIO2TdvM+ttXtJD4vDvk7Bt9PPQ8p+TUq7S2qf6jiwMylb95GyfT+50be4N2slmuwc7LoVMXNELsf9y49JWLGJvFt3jdZ8gpTtLaXdJbXOpbzOhb9WsvoWKZ/fJbVvUdZogerKcdRhJ9Em3SX34Ga0qlyUlQtZ3ZCTCZmpuo/CqxLk5aKOMH6ATkq73zo0Wuk+bxkldoAOYMOGDTg7O3PmzBlGjx7N8OHD6d69O/Xr1+fChQu0atWKvn37kpmZCUBycjLvvvsu1atX59y5c+zbt4/79+/To0cPXZ4ZGRmMHz+ec+fOcfDgQeRyOZ07d0aj0Z/2OX36dCZOnEhISAh+fn706tULlcrwg3zbtm0sXbqUb775hsjISHbs2EGVKlUAGDRoEOHh4Zw9e1YX/+LFi1y+fJmBAwfqwv766y/+/vtvjh49ypIlS5g9ezYdOnTAwcGB06dP8+GHHzJs2DBu376tpz179mxmzJjBhQsXUCqV9O7dm48//pjly5dz7NgxoqKimDVrli7+5s2bmTVrFvPnzyc8PJwFCxYwc+ZMNmzYAMCZM2cAOHDgAHfv3mX79u26tAcPHuT69evs37+f3bt3F9u2F0FhosAjsBxRJ56++dBqtUSfuELZGr7/KO83WVtuosC5SjnuHLv6NFCr5c6xq7jW8ClWHkoLM+QmCnKS0/812iiUyMv4oL4eoqetvh6CvFxFw1qBdVDHXsOs+3CsPv0vllO+wrRld5AZ2W1Kqa1UovT1I+9CPqdFqyXv4nmUlQp3mmUWFjhs/AmHTT9jM2c+Ci9v43Sl1pYSCe2WmSiwqVqepGOhetoPj4ZiV6t4fYtDo0CsfNxJPhVulLaU/ZqUdpfYPtVEiXllHzJOhuhpZ54MwaKa4X4NwHlUL9RJyaT88qdxevmQsr2ltLuk1rmU17nw10pW3yKp31JC+xbkCuSuZdHcyt8vaNHEXUPuXr5YWSgrN0AdcQ5URq6+ktJugaAISvQedEFBQcyYMQOAqVOnsmjRIpydnRkyZAgAs2bNYvXq1Vy+fJm6deuycuVKqlevzoIFC3R5rFu3jjJlyhAREYGfnx9du3bV01i3bh0uLi6EhYXpzQabOHEi7du3B2Du3LlUrlyZqKgoKlYs2CHExcVRqlQpWrRogYmJCWXLluWdd94BoHTp0rRu3Zr169dTu3ZtANavX0+TJk0oX/5px+bo6MiKFSuQy+X4+/vz+eefk5mZybRp0/TsP378OD179tQrZ+vWrQEYO3YsvXr14uDBgzRo8Gj2yQcffMD333+viz979mwWL15Mly5dgEcz5sLCwvjmm2/o378/Li4uADg5OVGqVCk9O62srPj2228xNTXVhRXHthfB0sEGhVJBekKKXnhafAouFTz+Ud5vsra5ow1ypYKseH3trIQU7H3ci5XHO9N6knnvIXeOX31+5DdEW2Zli0yhQJOWrBeuTUtG4VbacBpnNxSOVck7d5isb+Ygd/bAvMdwUCjJ3ffjv0JbbmuHTKFE88zbXM3Dh5iUKWswjfr2LdKXfI4qJhqZlRWW3Xpit/QrkocOQJMQbzDNm6YtJVLabeJoi1ypIPeZeyw3PgVL38L7FoWNBQ0vfY3cVIlWreH6lO9IOhpaaHxDSNmvSWl3Se1TlQ62yJQKVAn617kqIRnL8mUMprGoWQm7bq250XGUUVrPImV7S2l3Sa1zKa9z4a+VrL5Fyud3Se1bZBbWyOQKtJlpeuHazFTkjqUKSfUUuZs3cmdPcvdvNFpbSrsFgqIo0QN0VatW1f2tUChwcnLSzUwDcHNzA+DBgwcAXLp0iUOHDmFtbV0gr+joaPz8/IiMjGTWrFmcPn2ahIQE3cy5uLg4vQG6/Nru7u46HUMDdN27d2fZsmWUL1+eNm3a0K5dO4KDg1EqHzXfkCFDGDRoEEuWLEEul/PDDz+wdOlSvTwqV66MXP509o2bm5teeZ7Y/8RWQ+V8Uh/P1tGTNBkZGURHR/PBBx/oBjkBVCoVdnZFr+V/km/+wbni2pafnJwccnJy9MJUWjVKmeK5+oLnEzQymPId6/J79/moc/Leam2ZTI42LZmcLStBq0FzK5oceydM3+1i1CDZv01bFX4VVfhThzo17AoO327EvF0wmRvXvbXaUiK13er0bM68+zEKK3McG1XBd24/sm4+IPlk2CvXlpI3we6S0qfKrSxw/3wi92asQP0w9ZVqFYYU7S2l3SW1zp9FyntMSkTf8nqQ6vld0vuWJygCG6CJv13ogRIvkzfJ7jcR7TOrBQUvTokeoDMxMdH7XyaT6YXJZDIA3SBbeno6wcHBfPbZZwXyejLIFhwcjJeXF2vXrsXDwwONRkNgYGCBQw+K0nmWMmXKcP36dQ4cOMD+/fsZMWIEX3zxBUeOHMHExITg4GDMzMz49ddfMTU1JS8vj27duhll65OwZ8tgqJzPhuWvH4C1a9dSp04dvXwUiucPkFlZWRUIK45t+Vm4cCFz587VC2tgF0gj+yp6YZkP01Cr1Fg76w8c2rjYkRaf/Nyy/hOk1M5OSkOjUmPhoq9t4WxH5oOUQlI9osqwdgSN6MCeXotICr/1r9LWZqSiVauR29iT/wqX2dijSTO8V4gmNQnUar1TiTT3biG3cwSFEtTF21tGSm1NagpatQq5vf4mzXIHBzQPk4qVB2o1qqgoFB6GZ/u9idpSIqXdeUmpaFRqTJ+5x0xd7Mh9kFx4Qq2WrBv3AUi/ehNLP0+8x3QixIgf0VL2a1LaXVL7VNXDVLQqNUpn/etc6WyPKr7gdW5S1h3TMqUo/fXsp4HyRz6Ff9guYloPIe/WvWJpS9neUtpdUutcyutc+Gslq2+R8vldUvsWbVY6Wo0amaX+gRAyS1u0GUVfayhNUfrVJu/UzmJpPYuUdgsERVGi96Azlho1anD16lW8vb3x8fHR+1hZWZGYmMj169eZMWMGzZs3JyAggIcPX84G5xYWFgQHB7NixQoOHz7MqVOnCA19tExAqVTSv39/1q9fz/r16+nZsycWFhYvRdcY3Nzc8PDwICYmpkD9PDkc4skMObVaXaw8jbVt6tSppKSk6H3q2VUqEE+dp+bvK7FUqP90TwmZTEaF+pWJuxBpjNlGI6W2Jk9NQmgsng3z7aUhk+HRsDIPLkQVmq7q8PbUGNuJfX0/J+Gy8QcVSK2NWoXmVhQKv3ynx8lkKPyD0MReM5wkJhy5szs8HpgGkLt6oklJLPYAmeTaKhWqyAhMqtfU0zapVgNVWDGXncjlKMqVQ5Nk5AmyUmpLiYR2a/PUpF2OwbFRvhcSMhkOjQJJOVf8vkUmlyE3Ne79nZT9mpR2l9g+NU9F9tUorOrp92uW9aqRFVKwX8uNvkVM++HEdhyl+6T/dZrM05eJ7TiKvHsJBdIUhpTtLaXdJbXOpbzOhb9WsvoWSf2WEtq3oFGjeRCHvExAvkAZ8jIV0dyNKTKpwq8mKJSorp0uvl5+pLT7bUQcEvHSKNEz6Ixl5MiRrF27ll69evHxxx/j6OhIVFQUW7Zs4dtvv8XBwQEnJyfWrFmDu7s7cXFxTJky5R/rfv/996jVaurUqYOlpSWbNm3CwsICLy8vXZzBgwcTEPCocztx4sQ/1nxR5s6dy5gxY7Czs6NNmzbk5ORw7tw5Hj58yPjx43F1dcXCwoJ9+/ZRunRpzM3Nn7v81RjbzMzMMDMz0wsrbHnrsW/30H3xh9wJjeFWSDQNPmiLqaU5538+AkD3xcNJvZ/EH5//BDzaLNjVt/Tjv5XYujniXsmL3IxsEm/ef37lvCHaoWv20mTpMOIvxRIfEk3g4DaYWJgR8dMj7abLhpFx7yFnF20FIGhEB2pO6Mpfo1eRditB90Y1LyMbVWZOoTpvmnbuoR2Yv/8R6luRaG5GYNK0IzJTc/JOHwDA/P3xaFISyd316ECTvON7MG3cAbMuQ8k9ugu5iwemLbuTd3SXUbpSa2dt34rNxKmoIq6hun4N887dkJlbkP3noxOqrSdNQ5MQT+b6tQBY9OmPKvwq6r/vILO2xrJbLxSupUjbt/tfpV0YmZlZxN3+W/f/nb/vcy0iGjtbG9xLub4UDSntjvv6dyqtGEFqSDSpF6MpO7QdCksz7m45DECl/4wk514S0fMfLZX2GtOJtJBoMm/eR25qgnPz6pTq1ojrk78zWlvKfk1Ku0tqn5q0/lfcPxtP1pVIsi9H4NC/I3ILM1K27QfA/fMJqO4nEr/4e7S5eeRG3tRLr0l9NOv+2fDiIGV7S2l3Sa1zKa9z4a+VrL5Fyud3Se1bVBcOYNpqAJr7N9Dcu4GyRnNkJqaowk4CYNpqANqMZPJO7NBLp6zcAHV0CGRnGK35BCntFggKQwzQGYGHhwcnTpxg8uTJtGrVipycHLy8vGjTpg1yuRyZTMaWLVsYM2YMgYGB+Pv7s2LFCpo2bfqPdO3t7Vm0aBHjx49HrVZTpUoVdu3ahZOTky6Or68v9evXJykpqcDy0tfJ4MGDsbS05IsvvmDSpElYWVlRpUoVxo0bBzyaEbdixQo++eQTZs2aRaNGjTh8+HCReb4q20J3/w9rR1tafNQNGxd77obfZH3/RaQnPNpXwN7TCW2+JYY2bg6M2bNQ93/jYR1oPKwDMf8LY23PT/812jG7TmPuZEvNiV2xdLEjMewme/t+TtZjbStPZ7T53kYE9G2OwsyElmvG6uVzfsl2LizZjjFIqa26eIwcazvM2r2PzNYBze0YMlfPQvv48AaZgwvyfHWuTU4gc9UszLsMxmrKSrQpieQd2UnugW1G6UqtnXvkEBl29lj2G4TcwRFVTBSp0yehfbwJssLFFfItbZdbW2M9bhJyB0e06WmoIiNI/mgk6jjjnQ8ptQvjyrVIBo2erPv/8/+sAaBj2xbMnzHhpWhIafeD305h6mRL+Y97YOZqT9rVG4T0Wqjb3N3c00lvnxCFpRn+n32AmbsTmuxcMqLucHXkSh78dspobSn7NSntLql9atqeoygcbXEZ0xeFiwM54THc+mAW6sRkAEzcXfSu85eJlO0tpd0ltc6lvM6Fv1ay+hYpn98ltW9RR5wjz8Iak3r/h8zSFk3CbXJ2rIDHB0fIbB0B/VlSMgc3FJ6+ZG9f9o+0pbT7reMtnMkmFTKtVitq8y1Aq9Xi6+vLiBEjGD9+vNTFean8U9umevd+BaV68ymvKpkr2Ht2SZa6CJKQcz3t+ZHeQuw2r5dMO6XPQMm0L4U8/3SzV8UBC+kO3WmRVbztEV4FMc/s21pSaGRZzL2XXgF3UmyeH+kV4WlXMvtUKetcynssRindj/CS6q9J2bc4l3vxWVf/lITYgntulwTKjjB8MurrIG6V8fshviwqRuyRTPt1kj6ps2Ta1l/8Kpn2q0DMoHsLiI+PZ8uWLdy7d4+BA6X7wfgqeJttEwgEAoFAIBAIBAKBQCAAMUD3VuDq6oqzszNr1qzBwcHh+Qn+RbzNtgkEAoFAIBAIBAKBQPCvRiuWAr8sxADdW8DbvEr5bbZNIBAIBAKBQCAQCAQCgQDEAJ1AIBAIBAKBQCAQCAQCgeBFEIdEvDRK5q6kAoFAIBAIBAKBQCAQCAQCwRuCmEEneOv54u8jkmnXcfGXTPuL+OuSaUtJT6pLXQRJkPJUTylP3uss4UmqUp4g+13NCZJpN1NJdwLdd+ZZkmnfVMVLpv2dlblk2p5tJHyXu0+6k1SlPM1USupNtZdMu/XHuyXTltJf25wlXd8iJRcqO0pdBEkoqScll1+YLJl2/TVNJdMWCIxFzKATCAQCgUAgEAgEAoFAIBAYjVajlexjLF999RXe3t6Ym5tTp04dzpw5U2T85ORkRo4cibu7O2ZmZvj5+bFnz54XrarnImbQCQQCgUAgEAgEAoFAIBAI3lp++uknxo8fz9dff02dOnVYtmwZrVu35vr167i6uhaIn5ubS8uWLXF1deWXX37B09OTmzdvYm9v/8rKKAboBAKBQCAQCAQCgUAgEAgExvMvOSRiyZIlDBkyhIEDH22R8/XXX/P777+zbt06pkyZUiD+unXrSEpK4uTJk5g8XiLu7e39Ssv4Vi9xvXfvHi1btsTKyuqVjnL+E7y9vVm2bJlRaQYMGECnTp10/zdt2pRx48a91HK9CmQyGTt27JC6GAKBQCAQCAQCgUAgEAj+5eTk5JCamqr3ycnJKRAvNzeX8+fP06JFC12YXC6nRYsWnDp1ymDeO3fupF69eowcORI3NzcCAwNZsGABarX6ldnzVs+gW7p0KXfv3iUkJAQ7O7tXqiWTyfj111/1Bs5eF9u3b9eN6L7J3L17FwcHB6mLUYA5syfywaDe2NvbcvLkOUaOnkpUVGyh8YcN7cewYX3x9ioDQFhYBJ/OX8q+Pw4ZrT144gCCe7fHxtaay+eu8OXUZdyOvVNo/KA6Vek9/D0qVvHFuZQzUwbN5NgfJ4zWBWntlkrbpFF7TN/tgszWAc2dWLJ/+QZNXEThCSysMOvQF2XV+sisbNAmPSB7+1rUYeeM0pVau/TAVpQdEYypqz3pYTeJmLae1IvRBuO6tHsH77GdsChXCrmJgsyYe8St3s29X44ZrQtQqX8Lqn7YHgsXO5LC4zg5cyPxITEG4/r3bopf10Y4+JcGICE0lrOfbS00/vMwD+6ERbeeyB0dUcVEk7FqOarr1wzGNWvZBpuJU/XCtLk5JAa3eiFtQ5wLCWX9D78Qdi2K+MQkli+cSfPG9V9a/sWhZb+2dBjaCTsXe+LCb7Bh9rdEX4p8aflL2d5F8artBun6c/s+HXD6oCsKFwdyrsVyf95qsi8X0bc8xqZ9YzyXTiHtwCnujJhntC5I269JabeUfaqU2sqqTVHWaonM0g5Nwm3yDm1Bc/+Gwbhm3cajKF3w4AV1bCg5v618If2S6q+NnzqS3n27Ymtnw7nTIUybOI8bMXGFxh857gPadGhBBd9yZGdnc/7MJRbOXUpM1I1/jbaUz28ptUuqvyal3VtOhrHhSCiJaVn4uTsyuWM9qpR1KTT+pmNX+PnUNe4lp2NvZU6LKt6MaVsLM5O3eljl+Wg0kkkvXLiQuXPn6oXNnj2bOXPm6IUlJCSgVqtxc3PTC3dzc+PaNcP3eExMDH/99Rd9+vRhz549REVFMWLECPLy8pg9e/ZLteMJb/UMuujoaGrWrImvr6/BNcUAeXl5r7lULx9HR0dsbN7808ZKlSqFmZmZ1MXQY9LEEYwaOYgRJhIcAwABAABJREFUo6ZQv2EwGZmZ7Nm9uchy3rlzl+nTF/JO3bbUqdeOQ4dPsH3bOipV8jNKu8+InnQb1IUvpixlSPBIsjOzWbL5M0zNCh9stbA0JyosmsXTVxil9SxS2i2VtrJ6I8w6DyZn349kfjEW9Z1YLEd8gsy6kMF7hRLLEfOQO7qRvW4hGZ8OI3vLf9AmJxplr9Tarh3r4Tu3H7GLt3G25RTSr96k2pZpmDjbGoyfl5zOjWW/cq79TE43/Zi7Ww4TsHw4jk2DjNYuH1yHurP6cGHpr/zadgaJYXG03TQZcyfD2h71Aoj67RS7e8znt45zSP87ibabJ2NZyviBfdMmzbAaOpLMzRtIHjkEdUw0tvO/RGZnX2gaTUY6iT076z5Jfd8zWrcosrKy8fcpz/QJI15qvsWlbocGvD9jINuX/8T0DhOIC7/BlP/Owtbp5bzAkrK9i+JV2w3S9ec27RrjOnUICSt/4Ean0eRci6HMd/NQOBZtm4mnK66TB5N59soLa0vZr0lpt5R9qpTaCr9amDTuRt7/fif7h/lo429j1nkMWBj2P3N2fU3mmkm6T9bGOWg1alSR543WhpLrrw0fM4iBQ3szdcI8/q9lHzIzs9j0yzeYmZkWmqZOg1ps+G4LnVr3oU+XoShNlGza9g0Wlhb/Cm0pn99SapdUf01Ku/8IiWHxrtMMa1GdH8d2xM/dkRHf7SMp3fCJ8XsuRrNi7zmGtazO9oldmd29IX9eiuU/+4x/ySR4eUydOpWUlBS9z9SpU5+fsBhoNBpcXV1Zs2YNNWvW5L333mP69Ol8/fXXLyV/Qxg1QNe0aVNGjx7NuHHjcHBwwM3NjbVr15KRkcHAgQOxsbHBx8eHvXv36qW7cuUKbdu2xdraGjc3N/r27UtCQoLu+3379tGwYUPs7e1xcnKiQ4cOREc/HTW/ceMGMpmM7du306xZMywtLQkKCip0KiI8Wjq6bds2Nm7ciEwmY8CAAcCjmW6rV6/m//7v/7CysmL+/Pmo1Wo++OADypUrh4WFBf7+/ixfvrxAnuvWraNy5cqYmZnh7u7OqFGjdFoAnTt3RiaT6f6Pjo6mY8eOuLm5YW1tTe3atTlw4IAxVY5arWb8+PG6uvn444/RavXXeD+7xNXb25tPP/2Ufv36YW1tjZeXFzt37iQ+Pp6OHTtibW1N1apVOXdOvzM5fvw4jRo1wsLCgjJlyjBmzBgyMjL08l2wYAGDBg3CxsaGsmXLsmbNGt33ubm5jBo1Cnd3d8zNzfHy8mLhwoW6759d4hoaGsq7776LhYUFTk5ODB06lPT0dN33T5byfvnll7i7u+Pk5MTIkSNf6qDqmNGDWbBwObt2/UloaDgDBo7Fw8ONjh1bF5pm9+/72bvvL6KiYomMjGHmrM9IT8+gzjs1jNLuMbgrG5Zv4vifJ4kOj2He2EU4uznTqHXDQtP879AZ1n6+jqP7jhul9SxS2i2VtmmzTuSd/APV6QNo7t0iZ+tXaHNzMKnb0mB8k7otkVnZkLX2U9Sx4WiTHqCOuoLm78Lf1r+J2mU/bM+dTQe5u+UwGRF3uDbpW9RZuXj0amYwfvLJMOL3niUz8g5ZN+9za+1e0sPisK9TcCbE86gytC3XfjxExNajJEf+zfEp61Fl5+Dfs4nB+IdGryZ84wGSwuJIib7LsUlrkcnleDaobLS2RZceZO/bTc6fe1HH3SR9xWK0OdmYt25XeCKtFu3DpKef5IdG6xZFo3q1GTO0Py2aNHip+RaXdoP/j0Nb9nPk57+4E3mb76Z9TU5WDk16NH8p+UvZ3kXxqu0G6fpzx4GdSdm6j5Tt+8mNvsW9WSvRZOdg162I2RtyOe5ffkzCik3k3br7wtpS9mtS2i1lnyqltrJGC1RXjqMOO4k26S65BzejVeWirFzILOCcTMhM1X0UXpUgLxd1xIsN0JVUf+2DD9/nP4vXsH/vIa6FRfDR8Gm4lnKhVft3C03Tr/twfvnxNyKuRRN+NYIJI2dQuowHVYIq/Su0pXx+S6ldUv01Ke3+77ErdKnjT6faflRwc2BGlwaYmyjZcdbwbOxLN+9TzduVdtUr4OloQ32/0rSpVp4rtxIMxhe8HszMzLC1tdX7GHp54+zsjEKh4P79+3rh9+/fp1SpUgbzdnd3x8/PD4VCoQsLCAjg3r175ObmvlxDHmP0DLoNGzbg7OzMmTNnGD16NMOHD6d79+7Ur1+fCxcu0KpVK/r27UtmZibw6Fjad999l+rVq3Pu3Dn27dvH/fv36dGjhy7PjIwMxo8fz7lz5zh48CByuZzOnTujeWaq5PTp05k4cSIhISH4+fnRq1cvVCqVwXKePXuWNm3a0KNHD+7evas34DZnzhw6d+5MaGgogwYNQqPRULp0aX7++WfCwsKYNWsW06ZNY+vWrbo0q1evZuTIkQwdOpTQ0FB27tyJj4+PTgtg/fr13L17V/d/eno67dq14+DBg1y8eJE2bdoQHBxMXFzhU8OfZfHixXz//fesW7eO48ePk5SUxK+//vrcdEuXLqVBgwZcvHiR9u3b07dvX/r168f777/PhQsXqFChAv369dMN9kVHR9OmTRu6du3K5cuX+emnnzh+/LhuEDJ/eWrVqsXFixcZMWIEw4cP5/r16wCsWLGCnTt3snXrVq5fv87mzZsL3UQxIyOD1q1b4+DgwNmzZ/n55585cOBAAb1Dhw4RHR3NoUOH2LBhA99//z3ff/99seuvKMqVK4u7uxsH/3rqPKWmpnHmzEXq1qlZrDzkcjk9evwfVlaW/O908Z1Oj7LuOLs5ce740zQZaRmEXQwnsKZxDpSxSGm3ZNoKJfIyPqivhzwN02pRXw9BXq6iwSTKwDqoY69h1n04Vp/+F8spX2HasjvIjOw2JdSWmSiwqVqepGOhetoPj4ZiV8u3WHk4NArEysed5FPhRmnLTRQ4VynHnWNX9bTvHLuKaw2fYuWhtDBDbqIgJzn9+ZH1EipR+vqRdyHf9aHVknfxPMpKhTuPMgsLHDb+hMOmn7GZMx+Fl7dxum8wChMl5apU4MrxS7owrVbLleOX8a1hvFP7LJK2dxG8artBwv7cRIl5ZR8yToY8DdNqyTwZgkU1w30LgPOoXqiTkkn55c8X15ayT5XQbin7VCm1kSuQu5ZFcyt/Oi2auGvI3csXKwtl5QaoI86ByvgfNCXVXyvrVRrXUi4cP/w/XVhaWjoh50OpWbv4s4VsbK0BSE5OefO1pXx+S6hdUv01Ke3OU6kJv5NAHR8PXZhcLqOOrweXbz4wmCbIy42w24mExsUDcDsxlePXb9GwYmmjtN9KNFrpPsXE1NSUmjVrcvDgwafF1mg4ePAg9erVM5imQYMGREVF6Y1LRURE4O7ujqlp4bOJ/wlGL5YOCgpixowZwKPphIsWLcLZ2ZkhQ4YAMGvWLFavXs3ly5epW7cuK1eupHr16ixYsECXx7p16yhTpgwRERH4+fnRtWtXPY1169bh4uJCWFgYgYGBuvCJEyfSvn17AObOnUvlypWJioqiYsWCDpmLiwtmZmZYWFgUGBHt3bu37uSOJ+Rft1yuXDlOnTrF1q1bdQOJn376KRMmTGDs2LG6eLVr19ZpAdjb2+tpBQUFERT09CE2b948fv31V3bu3FlgIKowli1bxtSpU+nSpQvw6KSRP/7447np2rVrx7Bhw4CnbVK7dm26d+8OwOTJk6lXr55uxHjhwoX06dNHNxPP19eXFStW0KRJE1avXo25ubku3xEjRujyWLp0KYcOHcLf35+4uDh8fX1p2LAhMpkMLy+vQsv3ww8/kJ2dzcaNG7GysgJg5cqVBAcH89lnn+nWhjs4OLBy5UoUCgUVK1akffv2HDx4UHe9PUtOTk6BTSG1Wi0ymaxA3FJuj5Y9378frxd+/0ECpUoZXhL9hMDAihw/uhNzczPS0zPo1n0w4eHF38/I0dURgKR4/bdsSQkPcXr83atCSrul0pZZ2SJTKNCkJeuFa9OSUbgZfqjKnN1QOFYl79xhsr6Zg9zZA/Mew0GhJHffj8XSlVrbxNEWuVJBbry+Y5wbn4Klr0chqUBhY0HDS18jN1WiVWu4PuU7ko6GFhrfEOaONsiVCrKe0c5KSMHex71YebwzrSeZ9x5y5/jV50fOh9zWDplCieaZt9iahw8xKVPWYBr17VukL/kcVUw0MisrLLv1xG7pVyQPHYAmId5gmn8TNg42KJQKUhL02yMlIRmPCp7/OH8p27soXrXdIF1/rnSwRaZUoErQ11UlJGNZvozBNBY1K2HXrTU3OhbPBykMKfs1Ke2Wsk+VUltmYY1MrkCbmaYXrs1MRe5oeNZBfuRu3sidPcndv9Eo3SeUVH/Nxc0JgIR4/WXgCfGJuLg6FysPmUzGnAWTOfu/C0SER73x2lI+v6XULqn+mpR2P8zIRq3R4mSjv/zaydqCGw8MDyi3q16B5IxsBq7eDVotKo2W7nUrMvjdakZpC6Rj/Pjx9O/fn1q1avHOO++wbNky3WpQgH79+uHp6albBTh8+HBWrlzJ2LFjGT16NJGRkSxYsIAxY8a8sjIaPYOuatWqur8VCgVOTk5UqVJFF/ZkYOXBg0cjz5cuXeLQoUNYW1vrPk8G1J4sY42MjKRXr16UL18eW1tb3ayrZ2ea5dd2d3fX0zGGWrVqFQj76quvqFmzJi4uLlhbW7NmzRqd/oMHD/j7779p3ty45TDp6elMnDiRgIAA7O3tsba2Jjw8vNgz6FJSUrh79y516tTRhSmVSoPlf5b8dfWkTZ7XTt9//71eO7Vu3RqNRkNsbKzBfGUyGaVKldLlMWDAAEJCQvD392fMmDH8+f/snXd8z8cfx5/fkb23JDahRuzWqlF71vajaq8WpbU31fopRVHVQav8qkVbXWqU1qaKCiFBdmJEluz5Hb8/8E2+JJEvSQ655+PxeTx8L3f3uvfd53Ofc5+79/1R8FfqwMBA6tevb5icg7sz1DqdzrAiD6BOnTpGS0o9PT0LbfNly5bh4OBgdOl1dweUgwf3ITHhmuEyewJnnlevhtD4xU60aNmDz7/YyldfrqFWrYK/9HTq054D1343XGq1qsC4xY1Iu0VqPykKhRJ9SiJZ29ejiwpBc/4YWX/sxKxl1xLTfBq0AbSpmfzTbiZnOs8ldNkOfN4dhmOLkl0p8CD1J/akaq9mHBi7Bm1WyfsK1QReJuvgfrShwWj8L5C8ZD76pEQsu/UscW1J6bf3kyCyP38SlDZWeK6YTvT8dWjvJJe6vqh+TbTdILZPfRr6c1Xdluhirxd4oMSDlNXxWu/+3QmMPG241OonPwDu/Q/nUaNWdSaOmfnUaj8pIt/foscOT8PzLeL9LcruMyG3+PKvC8zt3YLvpvRm9bD2HLsSxRcHz5e49lPPM7CCDuA///kPK1euZOHChTRo0AA/Pz/27dtnmBuJjIzk1q1cNxgVKlRg//79nDlzhnr16jF58mSmTJnC7Nmzi7X68mLyG+/B00IVCoVR2P2VSveXAaamphpWRT3I/Um2nj17UqlSJTZu3IiXlxc6nY66des+tK+3MB1TyDspBLB9+3amT5/OqlWraN68OXZ2dnz44YecPn0aACsr05yq3mf69OkcOHCAlStXUr16daysrOjfv3+J7VfOS3519ah2Gj9+fL6zwRUr5n41yq/97+fRqFEjwsLC2Lt3LwcPHmTgwIF06NCBH374oVjseFAvP+bMmcPUqVONwpxc7k4I//bbH/zzT24Het/JrYeHG9HRuZN+Hu6u+F0o/AtQTk4OISHhAPx73p8mjRvw1qQxTJg4K9/4x/84yeXzuUuv7y+JdXZzIj4mwRDu7OpE0OWif+EsCiLtFqmdF31aMnqtFqWdI3nvHoWdI7qU/H2F6JITQKsFfW4KXXQUSgdnUKlBm//2+qdJOychGZ1Gi7mbseN0czcHsmMSCym0nozwu/4ZUi9HYF3Dm8qTe+N3MqBIugCZCSnoNFqsHtC2cnUgvYAvk/fxHd+N+hN6sGfwByQERhVZ8z665CT0Wg1KR2NnxUonJ3R3EgpI9QBaLZrgYFRez8e2hZQ7KWg1WhxcjdvDwdWRxNjEJ85fZHsXRknYLbI/z4vmTjJ6jRa1q/F9rnZ1RBP78H1uVtET8wrlKP9ZnlPHlHfHAjUDfiO081hyoqKLpC2yXxNpt8g+VaS2PiMVvU6Lwtr4QAiFtT36tEdsXVSbo67xIjmnfi2yXlkdrx3Yd4jz5y4aft+329XNhZjbuT6uXN1cCLiU/4mDeVmyfC7tO7dhQPcRRN+8XWhckdp5Efn+FqldVsdrIu12srFEpVQQn2J8IER8agaudvn/33/D/nN0b1Sdvvf83fl4OpORreG9H48zpl0DlMqHd2xJnj4mTZpU4G7Gw4cPPxTWvHlz/v7774cjlxAlfopro0aNuHz5MpUrV6Z69epGl42NDfHx8Vy9epX58+fTvn17atWqxZ07xeuY+1GcOHGCFi1aMGHCBBo2bEj16tWNDqmws7OjcuXKRvuVH8TMzAytVvtQviNGjKBPnz74+vpSrlw5wsPDi1wuBwcHPD09DROFABqNhnPnHs/BbmE0atSIgICAh9qoevXqJu2vtre35z//+Q8bN25kx44d/PjjjyQkPPxSq1WrFhcuXDA6hOLEiRMolUpq1nx8v0D5OYm8PxmZmppGSEi44QoIuMatW7dp90quk187O1teeqmhSf5J4K5vk8JOtUpPy+BG+E3DFXYtnLjb8TR+OddRsbWtNbUb1uLSuaK/XIqCSLtFahuh1aCLCkZVI4/fFIUCVc366MLyH2hqQwNRunpCnu3RSndvdEnxRf6PpGhtfY6WlIuhOLfKXT2LQoFTq7oknS36Fh+FUoHS3LTvObocLXH+YXi/nMdvi0KB18t1iPm34P/U1HuzO42m9Gbf0BXEXTTdeTwAGg2aoGuYNczjm0ihwKxBIzQBRdx+oVSiqlIFXYLpJ0w+jWhzNIT5h1CnpfEq6DotfQn692ohKYuG0PYuhJKwW2R/bkSOhszLwdg0N+5brJs3IMPv4b4lOySK0O5vEtZrkuFK/es06acvEtZrEjnRJji5FtmnCrRbZJ8qUhudFl1MJMoKtfLmhLLCC+huhRaaVFWjMajUaK6cLjReXsrqeC0tNZ2IsCjDde1KCDHRsbRsk7uTxtbOhgaNfTl35kIhOd2dIOvSvR2Deo0mKvLGU61thMj3t0DtsjpeE2m3mVpFLW9X/gnOXS2l0+n5J/gm9Srlv3U+M0eD8oHZE+W9d5oe01ZySSQF8fhrxovIxIkT2bhxI4MHD2bmzJk4OzsTHBzM9u3b2bRpE05OTri4uPDFF1/g6elJZGRkiS4ZzA8fHx+2bt3K/v37qVKlCv/73/84c+YMVapUMcRZvHgxb7zxBu7u7nTt2pWUlBROnDjBW2+9BWCYwGvZsiUWFhY4OTnh4+PDrl276NmzJwqFggULFpi84m/KlCl88MEH+Pj48MILL7B69WoSExOL03zgrj+5Zs2aMWnSJMaMGYONjQ0BAQEcOHCA9evXFymP1atX4+npScOGDVEqlXz//feUK1cOR0fHh+IOGTKERYsWMXz4cBYvXkxsbCxvvfUWQ4cONSwxLQ3WfbyJuXMmExQcSnh4FO8unsHNm7f55ZdcP39/7NvBz7/sZcOnXwOw9P3Z7Nt3iMioG9jZ2TJ4UG/atGlOt+6vmaS9c9OPDJ/8OtdDb3Az6hZjZ4wk7nYcx/bnOkFeu2MlR/ce58evfwbAytqS8lVy/SZ5VfTEp041ku+kcPtm0bd7i7RblHb2oZ+xfP0dtFFB6CKuYda2FwpzS3JO3z1Z2fL1qeiS4sn+bQsAOcf3YN66BxZ9x5F99DeUbl6YdxxAztHfTLJXtHbkZ79Te90Ekv1CSD4fQsVx3VBZW3Br+2EAan88kazoBEKW3vUBVWlyb1L8QkiPuI3S3AzX9g0p178VV2d9abK2/xd7afPReGIvhBHrF0LdMV0ws7Lg2o4jALRdM5606Duc+eDugTz1J/Sg8bR+/PXWBlKi4gxfc3PSMtGkZxWokx8Zu3ZiN30OmmtX0Fy9gmWf/igsrcj84+4p47Yz5qKLiyV980YArIYMRxN4Ge3NGyhsbbHuPxiVezlS9u022e6CSE/PIPL6TcPvGzdvc+VaCA72dng+wo9ScbBn06+8sWoyoRdDCLkQRNdRPbC0tuTI9wV/fDIFke1dGCVtN4jrzxM2/4Tn8qlkXAoi8+I1nIb3QmllQdKPBwDwXDENze14Yld9jT47h+ygCKP0uuS7Dr0fDC8KIvs1kXaL7FNFamv+PYh5pxHoboejiw5H3ag9CjNzNAEnATDvNAJ9WiI5J342Sqeu0xJtiB9kpj2cqQmU1fHal599w+Rp4wkPiSQy4gbT504iJjqWP37/yxDnu582su/3v9iy6W67v//hPHr178aYIVNIS03Dzf2uP7nk5FSyMovet4rSFvn+FqldVsdrIu0e2qouC3YepXZ5V+pWcGPb8UtkZGvo1aQGAPO3H8HdwZrJXe/6nW9dqyLfHLvEC14u+FZ0JzIumQ1/nKN1rYqoHpy5K2PcP3hS8uSU+ASdl5cXJ06cYNasWXTq1ImsrCwqVapEly5dUCqVKBQKtm/fzuTJk6lbty41a9Zk3bp1tG3btqSLZmD8+PGcP3+e//znPygUCgYPHsyECRPYu3evIc7w4cPJzMzko48+Yvr06bi6utK/f3/D31etWsXUqVPZuHEj3t7ehIeHs3r1akaNGkWLFi1wdXVl1qxZJCeb5v9k2rRp3Lp1i+HDh6NUKhk1ahR9+vQhKanoJzEVhXr16nHkyBHmzZtHq1at0Ov1VKtWjf/85z9FzsPOzo4VK1YQFBSESqXixRdfZM+ePSjz6bCsra3Zv38/U6ZM4cUXX8Ta2pp+/fqxevXq4jTrkXy4cgM2NtZ8tmEFjo72nDhxhu49Xzc6aKJq1Uq4uuY6AnZzc2XzV2vx9HQnKSkFf/9AunV/jYN/HjNJe9uG7VhZWzJzxVRs7W25eMafaa/PJjuP/wbvSl44OOcu+36hfk3W//CR4ffkxXcP7Nizcx9L31nxTNgtSltz/hhZtg5YdHsdhb0TuuuhpH+6EP09J+cKJzeUebZe6RPjSN+wEMu+Y7CZvR59Ujw5R34l++CPJtkrWjvml1OYu9hTdeZALNwdSbkcjt/gZQaHvJbeLujzfDhQWVtQc/loLDxd0GVmkxZ8g8sT1xPzyymTtUN/O42liz2Np/fD2s2B+IAI9g5dQUbc3X7QxtsVfR7fEbWGtkdlYUbHL6YY5XNu9S7+Xb3LJO3sI4dIc3DEetgolE7OaEKDSZ43A/09588qN3fIY7fS1hbbt2egdHJGn5qCJugaie9MRBtp+n/gC+LSlSBGvZW7rWrFx18A0KtrB5bOn1ZsOgXx9+4T2LvY03/qIBzdnIgICOODYUtIjiue94nI9i6MkrYbxPXnKXuOonK2x23yUFRuTmQFhhI1eiHa+EQAzDzdjO7z4kRkvybSbpF9qkht7bWz5FjZYtb8VRTW9ujirpP18zq4d3CEwt4ZHlhBonDyQOXtQ+auNSbrPUhZHa99uu4rrGysWPbRIuwd7Dj793mGDniDrKxcdzkVq1TA2cXR8HvY6EEAfL97s1FeUyfO54fvfnnqtUW+v0Vql9Xxmki7Ozeoyp20TD794xxxKRnU9HJhw+jOhoMjbiWmGh00OLZ9AxQK+GT/OWKS0nGytaR1rYpM6lK006QlkqKg0MvpTslzjtq8eE7qexyauj3+dt0n5XTsk29bexa580ZD0UUQwj87bB4dqYQINXtyZ9KPS586xeuzzBQctm1+dKQSYnjjkp/QK4hXtOLutUOqJ1uF8yREaIr3w5gpfGljKUzbu4u4VQE39pXMJFuRtJPsHh3pOaT5HEdh2vYzi2/FsqmIHK9FZTz7J4U/Dv++WLKn4D6tXPB79MnHJYXI8VrVHHEHQLX4QtwEmlWvkj0k5WkheWwnYdr2Gws+mPJZpGyvxZRIJBKJRCKRSCQSiUQikUgEIyfoJBKJRCKRSCQSiUQikUgkEoGUuA86iUQikUgkEolEIpFIJBLJc4hOek0rLuQKOolEIpFIJBKJRCKRSCQSiUQgcgWdRCKRSCQSiUQikUgkEonEZPRyBV2xIU9xlTz3pK8ZL0z71LJEYdoiT2ITicg6r98gWpi2RU1xJw6qqoo7KVlke39pmS1Me8u5VcK0v26wUJj2CL8lwrRFIrLOW1knCNMWeZKqyP78p8sVhGmLZMh0cSdEb1sp7oRokXYrqlQTpr1kip8w7Q4ZWmHa3g4pwrRdq4i7z1ddFTdWjNBnCNP+NuInYdqlSdLIDsK0HTYfFKZdEsgVdBKJRCKRSCQSiUQikUgkEtORK+iKDemDTiKRSCQSiUQikUgkEolEIhGInKB7Tvj6669xdHQ0/F68eDENGjQQVh6JRCKRSCQSiUQikUgkEknRkFtcn1OmT5/OW2+9JboYTz3qem1RN+mIwtoBXdx1cg5tR3c7PN+4Fv2noipf86FwbZg/Wb+sN1m7/MhOVJzQE3N3R1IDIrg2dzPJ50PyjevW7SUqT+mNVZVyKM1UpIdGE/npbqJ/OGayLoi1u6zWuWXP3lj1H4TS2RlNaAhpG9aiuXol37gWHbtgN32OUZg+O4v4np0eS9usVXfM2/VFYe+E7kYYmT98ji7yWsEJrGyw6DEUdb0WKGzs0CfEkLlrI9qAsyZrl9X2LoyOw7rSY1xvHNwciQwMZ8uiTYRcCCp2nbyc9fNn87c/EHAlmNj4BNYuW0D71i2KXaf28A7Ue6M7Vm4OJARGcnLBVmL9QvONW/O1ttTo1wqnmuUBiPMP48zynQXGfxxKy26R2iLr3HFID1xG90Pl5kTWlTBuv/cpmRcL6VvuYde9Nd4fzSbl4CluTHjvsbTLan8usr1Faot8l5RVu7efDGDLEX/iUzKo4enMrF7N8a3oVmD8b45d4vtTV4hOTMXRxpIOvpWZ3LUJFmam/3ez2dCOtB7fA1s3B6IDI/l10RauX8j/+Xb38abj1AF4+1bBqbwbu5ds5cRX+0zWvI/IvkVknyqyXxPZ3oUhYrz2zKITXYDnBzlB9xSRnZ2Nubl5seRla2uLra1tseRVXORnn1arRaFQoFSatpjzcdPlRVWjCWat+5P917foosMwa9geiz6TydiyCDIeduCa9dtnoMp9ZBSWNli+vgBN0DmTtd17Ncfn3WFcmbmJ5H+DqDCuGw22z+VUy3fIiUt+KH5OYirha34iLfgm+mwNrp0aUWvtm2THJZNw+MIzY3dZrXPzNq9gM24iqR+vRnMlAKs+A7BfupI7o19Hn5SYbxpdWip3Rg/NDXjM83zUDVth0WcMmTs+QRdxFbM2vbCesIS098ejT016OIFKjfWE99CnJpH51TJ0SfEond3Rp5vuWListndhNOvRktfnj+SreZ8R7HeNrqN6Mvt/C5n2yiSS4/Npj2IiIyOTmtWr0qd7J96e+36JaFTt2ZRmC4dwfM5mYs4HU3dMF7p+M4udbWaQGf9wnXs1r0XwL6e4ffYa2qwc6k/oSddts/ih/WzSo+8US5lKw26R2iLr3K5ba9znjOX2wvVkXLiC84jeVPjyPUI7j0ObUPC9bObtjvusMaSfuWSyvfcpq/25yPYWqS3yXVJW7d7vF8qq304zr29LfCu6se3YZSZ8uY9fZvTH2dbqofh7zoewbu9ZFg9oRf1K7kTEJbFoxzEUCpjes5lJ2r49mtF9/uv8PP8ros4H03JUV0Ztnc2qdtNIy6fOza0sSIiMwX/PaboveN1kW/Mism8R2aeK7NdEtndhiBqvSSRyi6tA2rZty6RJk3j77bdxdXWlc+fOAKxevRpfX19sbGyoUKECEyZMIDU11Sjt119/TcWKFbG2tqZPnz7Ex8cb/f3BLa5t27bl7bffNorTu3dvRowYYfi9YcMGfHx8sLS0xMPDg/79+xda/uPHj9OqVSusrKyoUKECkydPJi0t9z/xlStX5r333mPYsGHY29szbtw4w1bcX3/9ldq1a2NhYUFkZCR37txh2LBhODk5YW1tTdeuXQkKyv1CUVC6J0HdqAOaS8fRBpxEn3CL7D+3oddko65TwAqHrHRITzZcqkq1IScb7TXTBz4V3+jOjW/+5Nb2w6Rdu8GVGZvQZmTjNfiVfOMnngwgdu8Z0oNukBFxm6iNe0kNiMSx6cNfSh+FSLvLap1b9R1I5r7dZP2xF21kBKnrVqHPysSyc7eCE+n16O8k5F6JjzdhYf5Kb3JO7kdz+iC66Ciydn6CPjsLs2Yd841v1qwjChs7Mja+jzYsEH1CDNrgS+huhpmsXVbbuzC6jXmVQ9sPcOT7v7gRdJ0v535GVkYWbQa2L1adB2nV/EUmjxtOhzYtS0zDd1xXrnx3iGs7j5IYdJPjszejycyi5qA2+cY/9NanBG49SEJAJEkhtzg2YyMKpRLvlnWKrUylYbdIbZF17jyyD0k795G06wDZIVFEL1yPLjMLh/6FrKBQKvFcOZO4dd+QE3XLZM37lNX+XGR7i9QW+S4pq3b/79gl+jatSe8Xa1DNw4n5fVtiaabm5zP5r+a6EHGbBpXd6dawGt7OdrSoUZ4uDapyKSrOZO1WY7pxZvshzn1/hJjgG/w870uyM7JoMjD/Or9+MZS9y77l4m+n0GZrTNbLi8i+RWSfKrJfE9nehSFqvPasotfphV3PG3KCTjBbtmzB3NycEydO8NlnnwGgVCpZt24dly9fZsuWLfz111/MnDnTkOb06dOMHj2aSZMm4efnxyuvvML77z/Z1/mzZ88yefJklixZwtWrV9m3bx+tW7cuMH5ISAhdunShX79+XLx4kR07dnD8+HEmTZpkFG/lypXUr1+f8+fPs2DBAgDS09NZvnw5mzZt4vLly7i7uzNixAjOnj3Lr7/+yqlTp9Dr9XTr1o2cnBxDXvmle2yUKpTuFdFFBeYJ1KOLvILSs2qRslDXaYn22lnQZJskrTBTYVevKgnH/PNI67lz1B+HJj5FysOpVV1sqnuSeCrw0ZHzItDuMlvnajVqnxrk/JtngKzXk3P+HOraBQ/YFVZWOG3dgdM332O3eCmqSpVN0wVQqVFWqI72qp+RtvaqH8oqL+Rf3LpN0YZdwWLAm9i8/z+sZ3+CeccBoDDxdVFW27sQVGZqqvhW49Lx3K/qer2eS8cv4tOoeCcCSxulmQpX3yrcOHY5N1Cv58axy7g3ql6kPNRWFijNVGQlpj46skRsnZupsaxTnbSTfkba6Sf9sGqQf98C4DppMNqERJJ++MM0vTyU1f5cZHsLvdcEvkvKqt05Gi2BN+JoWt0rtzhKBU19vLgYEZNvmvqVPAi4Ho9/ZCwA1+OTOX41ipdfKG+StspMhVfdKgSfyF0NptfrCTlxiYqNivZ8Py5C+xaBfarIfk1kexderud3vCZ5+pFbXAXj4+PDihUrjMLyrnSrXLky77//Pm+88QYbNmwAYO3atXTp0sUwaVejRg1OnjzJvn2Pv/8+MjISGxsbevTogZ2dHZUqVaJhw4YFxl+2bBlDhgwxlNXHx4d169bRpk0bPv30UywtLQFo164d06ZNM6Q7duwYOTk5bNiwgfr16wMQFBTEr7/+yokTJ2jR4u5XwW3btlGhQgV+/vlnBgwYAPBQuidBYWWLQqlCn268RUCfnozSudwj0ys9KqN09Sb7wFaTtc2c7VGqVWTHGi+Pzo5NwtrHq4BUoLKz4uULn6E0V6PX6rg6+0sSjvoXGD8/RNpdVutcae+AQqVG98CXRd2dO5hVqJhvGu31KFJXr0ATGoLCxgbr/oNw+OgTEseNQBcXW2RthY09CpUKXUqiUbg+JRGVR/6DZoWrByrneuScPUzG54tRunphOfBNUKnJ3vdd0bXLaHsXhp2THSq1iqQ443IlxSXiVc272HREYOlsh1KtIuOBOs+IS8KxumeR8nhp7iDSo+9w4/jlR0eWCK1ztZM9CrUKTZxxv6aJS8S6aoV801g1ro1D/86E95qU79+LSlntz0W2t0htke+Ssmr3nbRMtDo9LnbGW1ldbK0Ij8l/a1+3htVITMtk5Ke7Qa9Ho9MzoNkLjGnXwCRt63vvydQH3pMpsUm4VSv4+S4ORPYtIvtUkf2ayPYujOd5vCZ5+pETdIJp3LjxQ2EHDx5k2bJlXLlyheTkZDQaDZmZmaSnp2NtbU1gYCB9+vQxStO8efMnmqDr2LEjlSpVomrVqnTp0oUuXbrQp08frK2t841/4cIFLl68yLZt2wxher0enU5HWFgYtWrVAqBJkyYPpTU3N6devXqG34GBgajVapo2bWoIc3FxoWbNmgQGBhaYLj+ysrLIysoyCtNqtFioVYWmMxVV3ZboYq8X6Ki3JNCmZvJPu5mobCxxbuWLz7vDyIiIIfFkQKmVQYTdIrVF1bkm8DKawNzBfHLAJZw2bcWyW0/St35VotoKhRJ9SiJZ29eDXocuKoQsRxfM2/U1aYLuSSlL7S2B+hN7UrVXM34fsBRtVs6jE0iemNKsc6WNFZ4rphM9fx3aOw/7FCoNymJ/nheRz5hIbZHjlrJk95mQW3z51wXm9m6Bb0U3ouKTWfHr33xx8DzjOhT8wf95QETfIrpPfVr6NclTxHO41VQUcoJOMDY2Nka/w8PD6dGjB2+++SZLly7F2dmZ48ePM3r0aLKzswucMHsUSqUS/QPOO/NuH7Wzs+Pff//l8OHD/PHHHyxcuJDFixdz5swZHB0dH8ovNTWV8ePHM3ny5If+VrFi7teWB+0DsLKyQqFQmGxDUdItW7aMd9991yhsbudGzOtiPFGoz0hFr9OisLYzCldY26NPe4TjT7U56hovknPq16IXPg85CcnoNFrM3RyMws3dHMiOSSw4oV5PRvhtAFIvR2Bdw5vKk3vjZ8IAQKTdZbXOdclJ6LUalI5ORuFKJyd0dxKKlolWiyY4GJWXaVtF9GnJ6LValHaORocrKewc0aXk7ytEl5wAWi3oc1PooqNQOjjfdT6tLZq/j7La3oWRcicFrUaLg6txuRxcHUmMLaRczwCZCSnoNFqsHqhzK1cH0gtYcXEf3/HdqD+hB3sGf0BCYFRJFvO5QmSda+4ko9doUbsa92tqV0c0sQ/3a2YVPTGvUI7yny3KDVTefZ/XDPiN0M5jyYmKLpJ2We3PRba3SG2R75KyareTjSUqpYL4lAyj8PjUDFztHj4gAmDD/nN0b1Sdvvd8r/l4OpORreG9H48zpl0DlMqijfvT770nbR94T9q5OZBSwu9JkX2LyD5VZL8msr0L43ker0mefqQPuqeMc+fOodPpWLVqFc2aNaNGjRrcvHnTKE6tWrU4ffq0Udjff/9daL5ubm7cupXrPFSr1XLpkvFpP2q1mg4dOrBixQouXrxIeHg4f/31V775NWrUiICAAKpXr/7QZepJtLVq1UKj0RjZFB8fz9WrV6ldu7ZJec2ZM4ekpCSja3p+X+50WnQxkSgr1MoTqEBZ4QV0t0IL1VDVaAwqNZorpwuNVxD6HC0pF0NxbuWbR1qBU6u6JJ0t+tHdCqUCpbmJc+wC7S6zda7RoAm6hlnDPKtlFQrMGjRCE1DELS9KJaoqVdAlxD86bl60GnRRwahq5NkWrlCgqlkfXdiV/JOEBqJ09YQ8k+FKd290SfFFnpwDym57F4I2R0OYfwh1WuauBFYoFNRp6UvQv1eLTUcEuhwtcf5heL+cx1+NQoHXy3WI+Te4wHT13uxOoym92Td0BXEXTT+IpCwjtM5zNGReDsamuXHfYt28ARl+D/ct2SFRhHZ/k7BekwxX6l+nST99kbBek8iJLroj+bLan4tsb6H3msB3SVm120ytopa3K/8E5/6/QafT80/wTepVyt//c2aOBuUD/6tU3htH6Cn6yhptjpabl8Ko1iK3zhUKBdVa1CHy36I/34+D0L5FYJ8qsl8T2d6Fl+v5Ha+VGDqB13OGXEH3lFG9enVycnL4+OOP6dmzp9HhEfeZPHkyLVu2ZOXKlfTq1Yv9+/c/cntru3btmDp1Kr///jvVqlVj9erVJCYmGv6+e/duQkNDad26NU5OTuzZswedTkfNmvk7wpw1axbNmjVj0qRJjBkzBhsbGwICAjhw4ADr1683yWYfHx969erF2LFj+fzzz7Gzs2P27Nl4e3vTq1cvk/KysLDAwsLCKCy9gO2tmn8PYt5pBLrb4eiiw1E3ao/CzBxNwEkAzDuNQJ+WSM6Jn43Sqeu0RBviB5lpD2daRCI/+53a6yaQ7BdC8vkQKo7rhsraglvbDwNQ++OJZEUnELL07pbCSpN7k+IXQnrEbZTmZri2b0i5/q24OutLk7VF2l1W6zxj107sps9Bc+0KmqtXsOzTH4WlFZl/7AXAdsZcdHGxpG/eCIDVkOFoAi+jvXkDha0t1v0Ho3IvR8q+3SZrZx/6GcvX30EbFYQu4hpmbXuhMLck5/RBACxfn4ouKZ7s37YAkHN8D+ate2DRdxzZR39D6eaFeccB5Bz9zWTtstrehbFn06+8sWoyoRdDCLkQRNdRPbC0tuTI938Wq86DpKdnEHk992PPjZu3uXItBAd7OzzLPcGBO3nw/2IvbT4aT+yFMGL9Qqg7pgtmVhZc23EEgLZrxpMWfYczH+wEoP6EHjSe1o+/3tpASlScYZVKTlommvSsAnVMoTTsFqktss4TNv+E5/KpZFwKIvPiNZyG90JpZUHSjwcA8FwxDc3teGJXfY0+O4fsoAij9Lrku07zHwwvCmW1PxfZ3iK1Rb5LyqrdQ1vVZcHOo9Qu70rdCm5sO36JjGwNvZrUAGD+9iO4O1gzueuLALSuVZFvjl3iBS8XfCu6ExmXzIY/ztG6VkVUD87cPYJjm/YwYNUb3PAPJcovhJaju2Jubcm57+/W+YBVb5J8O4H9K3YAdw8acPcpf+/fauw9nPGsXYnstEziI26bpC2ybxHZp4rs10S2d2GIGq9JJHKC7imjfv36rF69muXLlzNnzhxat27NsmXLGDZsmCFOs2bN2LhxI4sWLWLhwoV06NCB+fPn89577xWY76hRo7hw4QLDhg1DrVbzzjvv8MoruUeGOzo6smvXLhYvXkxmZiY+Pj5899131KmT/+k99erV48iRI8ybN49WrVqh1+upVq0a//nPfx7L7s2bNzNlyhR69OhBdnY2rVu3Zs+ePZiZmT1WfkVBe+0sOVa2mDV/FYW1Pbq462T9vA7uOeRV2DvDA1/9FE4eqLx9yNy15om0Y345hbmLPVVnDsTC3ZGUy+H4DV5mcExr6e2CXpf7SUBlbUHN5aOx8HRBl5lNWvANLk9cT8wvp0zWFml3Wa3z7COHSHNwxHrYKJROzmhCg0meN8NwJL3KzR3yaCttbbF9ewZKJ2f0qSlogq6R+M5EtJGmD7o054+RZeuARbfXUdg7obseSvqnC9HfOzhC4eSGMs92Vn1iHOkbFmLZdww2s9ejT4on58ivZB/80WTtstrehfH37hPYu9jTf+ogHN2ciAgI44NhS0iOe8SWpSfk0pUgRr01y/B7xcdfANCraweWzp9WUDKTCP3tNJYu9jSe3g9rNwfiAyLYO3QFGXF3/ePYeLuiz+OjpNbQ9qgszOj4xRSjfM6t3sW/q3cVS5lKw26R2iLrPGXPUVTO9rhNHorKzYmswFCiRi9EG58IgJmnm1G/VpyU1f5cZHuL1Bb5LimrdnduUJU7aZl8+sc54lIyqOnlwobRnQ0HR9xKTDVyOzO2fQMUCvhk/zliktJxsrWkda2KTOrysK/tR+G/+29sne3p8E5/7NwcuRUYwebhH5B6r84dvV3Q5xm32Hk4MXnPMsPv1uN70Hp8D0L/DmDjoPdN0hbZt4jsU0X2ayLbuzBEjdeeVfTSB12xodA/6JhMInnOSF8zXpj2qWWJwrSbz3EUpi0SkXVev0HR/H2UBBY17R4dqYRQVRV3opXI9v7SMluY9pZzq4Rpf91goTDtEX5LhGmLRGSdt7Iuog+iEuBGkrh+TWR//tPl/E9tfN4ZMv1hv8WlxbaVj7/a7EkRabeiSjVh2kum+AnT7pChFabt7ZDy6EglhGsVcff5qqvixooR+oxHRyohvo34SZh2aXJnQFth2k7fHxamXRJIH3QSiUQikUgkEolEIpFIJBKJQOQWV4lEIpFIJBKJRCKRSCQSiek8h4c1iEKuoJNIJBKJRCKRSCQSiUQikUgEIlfQSSQSiUQikUgkEolEIpFITEYeElF8yBV0EolEIpFIJBKJRCKRSCQSiUDkKa6S556W3u2EaX9pYylMe3RapjBtkbQ2KydMW+QpUZUUVsK0y6rdVTVl8xuXyJNURZ5mGqoW52BluHmiMO1j6c7CtMsqZfXk3IXqWGHacrwmkTy/VFI7CNMuK6e4JvRpI0zb+acjwrRLArnFVSKRSCQSiUQikUgkEolEYjrykIhio2x+/pdIJBKJRCKRSCQSiUQikUieEuQKOolEIpFIJBKJRCKRSCQSicno5Qq6YkOuoJNIJBKJRCKRSCQSiUQikUgEIlfQlSBt27alQYMGrFmz5pnIt6wyZvoIer7WHTt7Wy6evcTKOWu4HnajwPj1m9bjtTf/wwu+PriWc2X2qAUc23/CZF3HIT1wGd0PlZsTWVfCuP3ep2RevPbIdHbdW+P90WxSDp7ixoT3TNa9jyi7RWo3G9qR1uN7YOvmQHRgJL8u2sL1CyH5xnX38abj1AF4+1bBqbwbu5ds5cRX+0zWLAodh3Wlx7jeOLg5EhkYzpZFmwi5EFRs+Uu7S9/u2sM7UO+N7li5OZAQGMnJBVuJ9QvNN27N19pSo18rnGqWByDOP4wzy3cWGP9p1s6Ps37+bP72BwKuBBMbn8DaZQto37pFseV/H5F2i7zXRL5Lyup9LlJbZHuXH9mJihN6Yu7uSGpABNfmbib5fP73uVu3l6g8pTdWVcqhNFORHhpN5Ke7if7h2GNpgxyvlaXxmtSW2qWpXRj9pw7mlcEdsLG34drZK3w173Oiw28Vu84zj1xBV2zIFXRlmOzsbOFaOTk5j5Xf46Z7kCETBtF/VF8+nP0RY3tOJDM9k9XblmNuYVZgGitrS4IDQlg1b91j69p1a437nLHErf+W8N5vkXUllApfvofKufBThsy83XGfNYb0M5ceWxvE2S1S27dHM7rPf50/1+5iffd53AqIZNTW2di42Ocb39zKgoTIGPYt305yzJ3H1n0UzXq05PX5I9m1dgfzekwjMjCc2f9biL1L8Zw4Je0ufbur9mxKs4VD+Pejn/ip63ziAyLp+s0sLAvQ9mpei+BfTrF74FJ+6bWY1JsJdN02C+tyTs+UdkFkZGRSs3pV5k2bUGx5PohIu0XeayLfJWX1PhepLbK93Xs1x+fdYYSt+pEzHWeTejmCBtvnYuaav905iamEr/mJs90XcLrtTG5tP0yttW/i3Lb+Y+nL8VrZGa9JbaldmtqF0fONPnQe0Z2v5n7Ogl6zyEzPYvb/FmJWSLkkkidFTtCVECNGjODIkSOsXbsWhUKBQqEgPDwcgEuXLtG1a1dsbW3x8PBg6NChxMXFAXD48GHMzc05diz3C+OKFStwd3fn9u3bBeb79ddf4+joaFSGn3/+GYVCYfi9ePFiGjRowKZNm6hSpQqWlnePlE9MTGTMmDG4ublhb29Pu3btuHDhQqH2RUVFMXDgQBwdHXF2dqZXr14G++7b37t3b5YuXYqXlxc1a9YkPDwchULBjh07aNOmDZaWlmzbtg2dTseSJUsoX748FhYWNGjQgH37clcTFJSuOBg4ph9b1n7D8T9OEhIYyntTPsDVw5VWnV8uMM3fh/5h44qvOLrv+GPrOo/sQ9LOfSTtOkB2SBTRC9ejy8zCoX+nghMplXiunEncum/IiXqyLzei7Bap3WpMN85sP8S5748QE3yDn+d9SXZGFk0G5n8s+PWLoexd9i0XfzuFNlvz2LqPotuYVzm0/QBHvv+LG0HX+XLuZ2RlZNFmYPtiyV/aXfp2+47rypXvDnFt51ESg25yfPZmNJlZ1ByUv/ahtz4lcOtBEgIiSQq5xbEZG1EolXi3rPNMaRdEq+YvMnnccDq0aVlseT6ISLtF3msi3yVl9T4XqS2yvSu+0Z0b3/zJre2HSbt2gyszNqHNyMZr8Cv5xk88GUDs3jOkB90gI+I2URv3khoQiWPTmo+lL8drZWe8JrWldmlqF0aX0T34ef33nDvwD1FXIvh06loc3Z1p0qlpiWlKJHKCroRYu3YtzZs3Z+zYsdy6dYtbt25RoUIFEhMTadeuHQ0bNuTs2bPs27eP27dvM3DgQODu9tW3336boUOHkpSUxPnz51mwYAGbNm3Cw8OjwHyLSnBwMD/++CO7du3Cz88PgAEDBhATE8PevXs5d+4cjRo1on379iQkJOSbR05ODp07d8bOzo5jx45x4sQJbG1t6dKli9FKuT///JOrV69y4MABdu/ebQifPXs2U6ZMITAwkM6dO7N27VpWrVrFypUruXjxIp07d+bVV18lKMh4q9uD6Z4Ur4qeuHq4cPb4OUNYWkoaAecDqdu49hPnXyBmaizrVCftpF9umF5P+kk/rBq8UGAy10mD0SYkkvTDH08kL8xugdoqMxVedasQfCL3S7ZeryfkxCUqNvIpMd1Hl0tNFd9qXDqeOyGu1+u5dPwiPo0e7z8xxvlLu/PmXxp2K81UuPpW4caxy7mBej03jl3GvVH1IuWhtrJAaaYiKzH1mdEWiUi7hT5jAt8lZfU+F/qMCWxvhZkKu3pVSTjmb6R956g/Dk2Kdp87taqLTXVPEk8Fmqwvx2tlZ7wmtaV2aWoXhnsFD5zcnY3Gqhkp6YT4BRXLWPV5Q68Tdz1vSB90JYSDgwPm5uZYW1tTrlw5Q/j69etp2LAh//3vfw1hX331FRUqVODatWvUqFGD999/nwMHDjBu3DguXbrE8OHDefXVVwvNt6hkZ2ezdetW3NzcADh+/Dj//PMPMTExWFhYALBy5Up+/vlnfvjhB8aNG/dQHjt27ECn07Fp0ybDCr3Nmzfj6OjI4cOH6dTp7ldFGxsbNm3ahLm5OYBhhd3bb79N3759DfmtXLmSWbNmMWjQIACWL1/OoUOHWLNmDZ988okh3oPpnhRnd2cAEmKNtxglxN3B5d7fSgK1kz0KtQpNnLGuJi4R66r5T7ZaNa6NQ//OhPea9MT6ouwWqW3tZIdKrSI1LskoPCU2CbdqXiWm+yjs7pUr6YFyJcUl4lXN+4nzl3aXvt2WznYo1SoyYo21M+KScKzuWaQ8Xpo7iPToO9w4fvnRkZ8SbZGItFvkvSbyXVJW73OR2iLb28zZHqVaRfYDdmfHJmHtU/B9rrKz4uULn6E0V6PX6rg6+0sSjvoXGL8g5Hit7IzXpLbULk3twnBwdwTId6zq4OZY+gWSlBnkCrpS5sKFCxw6dAhbW1vD9cILd7/ChYTcdbRrbm7Otm3b+PHHH8nMzOSjjz4qNv1KlSoZJufulyc1NRUXFxejMoWFhRnKk58NwcHB2NnZGeI7OzuTmZlplMbX19cwOZeXJk2aGP6dnJzMzZs3adnSeOtTy5YtCQwMLDBdQWRlZZGcnGx06e5NrXfq054D1343XGq16pH5PQ0obazwXDGd6Pnr0N5JNjm9SLuf1TqXSERRf2JPqvZqxoGxa9BmFY+vzWdBWyRlxe4nfZcUJ2X1Pi9N7aehvbWpmfzTbiZnOs8ldNkOfN4dhmOLR6+IeVbHDnK8JrWl9tOtXRgte7fmq4BvDZdKLdcxmYRO4PWcIe+8UiY1NZWePXuyfPnyh/7m6Zn79fXkyZMAJCQkkJCQgI2NTaH5KpVK9Hq9UVh+Byk8mE9qaiqenp4cPnz4obgP+rTLm6Zx48b5+oHLO/lXUJkfZUtBFCXdsmXLePfdd43CyttWpqJ9FY7/cZLL53Mn/e5PHjq7OREfk7ud19nViaDLwY9VxqKguZOMXqNF7WrsIFrt6ogm9uFtxWYVPTGvUI7yny3KDVTeXblYM+A3QjuPJScqukA9kXY/LXWeficFrUaLrauxU2c7NwdSYhNLTPdRpNwrl8MD5XJwdSSxGMol7S59uzMTUtBptFi5GWtbuTqQHpNUQKq7+I7vRv0JPdgz+AMSAqOeKW2RiLRb5L1W2u+SvJTV+1yktsj2zklIRqfRYv6A3eZuDmTHJBacUK8nI/w2AKmXI7Cu4U3lyb3xOxlQqN7TMnaQ4zWpLbWfL+3COHfgH4LP557OrDa/exCEg6sDiXkOdHJwdSQiIKzUyiUpe8gVdCWIubk5Wq3WKKxRo0ZcvnyZypUrU716daPr/gRUSEgI77zzDhs3bqRp06YMHz4cnU5XaL5ubm6kpKSQlpZmCLvvY64wGjVqRHR0NGq1+qHyuLq6FpgmKCgId3f3h9I4OJh2AqO9vT1eXl6cOGF8LPaJEyeoXdt0vwNz5swhKSnJ6CpvVwmA9LQMboTfNFxh18KJux1P45cbGdJb21pTu2EtLp0rfPD4RORoyLwcjE3zPCeZKRRYN29Aht+Vh6Jnh0QR2v1NwnpNMlypf50m/fRFwnpNIic6rlA5kXY/LXWuzdFy81IY1VrkOuVWKBRUa1GHyH+DCklZsmhzNIT5h1CnZT2jctVp6UvQv1eLIX9pd978S8NuXY6WOP8wvF/O4wBeocDr5TrE/FvwQLPem91pNKU3+4auIO7i4w38RGqLRKTdQp+xUn6X5KWs3udCnzGB7a3P0ZJyMRTnVr5G2k6t6pJ0tuj3uUKpQGn+6LUBT8vYQY7XpLbUfr60CyMzLZPbEdGG60ZQFHdiEozGqla2VlRr4FMsY1WJpCDkCroSpHLlypw+fZrw8HDDNtCJEyeyceNGBg8ezMyZM3F2diY4OJjt27ezadMmAF5//XU6d+7MyJEj6dKlC76+vqxatYoZM2YUmG/Tpk2xtrZm7ty5TJ48mdOnT/P1118/sowdOnSgefPm9O7dmxUrVlCjRg1u3rzJ77//Tp8+ffLdVjpkyBA+/PBDevXqZTh9NSIigl27djFz5kzKly9vUj3NmDGDRYsWUa1aNRo0aMDmzZvx8/N7rJNaLSwsDL707qNUFDwPvXPTjwyf/DrXQ29wM+oWY2eMJO52HMf2554ItHbHSo7uPc6PX/8M3D3Wu3yVXD9ZXhU98alTjeQ7Kdy+GVOkciZs/gnP5VPJuBRE5sVrOA3vhdLKgqQfDwDguWIamtvxxK76Gn12DtlBEUbpdcl3nUs/GF5URNktUvvYpj0MWPUGN/xDifILoeXorphbW3Lu+yMADFj1Jsm3E9i/Ygdw1/m7u0/5e/9WY+/hjGftSmSnZRIfcbvI9j6KPZt+5Y1Vkwm9GELIhSC6juqBpbUlR77/s1jyl3aXvt3+X+ylzUfjib0QRqxfCHXHdMHMyoJrO+5qt10znrToO5z5YCcA9Sf0oPG0fvz11gZSouIMq3Ny0jLRpGc9M9oFkZ6eQeT1m4bfN27e5sq1EBzs7fAs514sGiLtFnmviXyXlNX7XKS2yPaO/Ox3aq+bQLJfCMnnQ6g4rhsqawtubT8MQO2PJ5IVnUDI0u8AqDS5Nyl+IaRH3EZpboZr+4aU69+Kq7O+NFkb5HitLI3XpLbULk3twtj35W76vDWA6LBbxEbdZsC010iMSeDsH6eLJf/niefxsAZRyAm6EmT69OkMHz6c2rVrk5GRQVhYGJUrV+bEiRPMmjWLTp06kZWVRaVKlejSpQtKpZL33nuPiIgIw6mnnp6efPHFFwwePJhOnTpRv379AvP95ptvmDFjBhs3bqR9+/YsXrw430Me8qJQKNizZw/z5s1j5MiRxMbGUq5cOVq3bo2Hh0e+aaytrTl69CizZs2ib9++pKSk4O3tTfv27bG3tze5niZPnkxSUhLTpk0jJiaG2rVr8+uvv+LjU/KnTG7bsB0ra0tmrpiKrb0tF8/4M+312WTn8Q3jXckLB+fclYEv1K/J+h9y/QJOXjwBgD0797H0nRVF0k3ZcxSVsz1uk4eicnMiKzCUqNEL0cYnAmDm6Qa6kuvpRNktUtt/99/YOtvT4Z3+2Lk5ciswgs3DPyA17q6fGEdvF/R53i52Hk5M3rPM8Lv1+B60Ht+D0L8D2Djo/SLb+yj+3n0Cexd7+k8dhKObExEBYXwwbAnJcYVvlyoq0u7Stzv0t9NYutjTeHo/rN0ciA+IYO/QFWTc07bxdkWvy3VJUGtoe1QWZnT8YopRPudW7+Lf1bueGe2CuHQliFFvzTL8XvHxFwD06tqBpfOnFYuGSLtF3msi3yVl9T4XqS2yvWN+OYW5iz1VZw7Ewt2RlMvh+A1eZjg4wtLbBX0ebZW1BTWXj8bC0wVdZjZpwTe4PHE9Mb+ceix9OV4rO+M1qS21S1O7MH777CcsrC0Zs+xNrO1tuHY2kA+GvUfOc+yvViIehf5Bx2USyXNGS+92wrS/tLEUpj06LVOYtkham5l+unFxEaHPEKZdSWElTLus2l1VUza9RIzwWyJM++sGC4Vph6rFfR4ebp4oTPtYurhT9Moqrawf9m9WWtxIshOmvVAdK0xbjtckkueXSmrTXDAVJ99G/CRMuzSJad9GmLb7n0eEaZcEZfN/FxKJRCKRSCQSiUQikUgkEslTgtziKpFIJBKJRCKRSCQSiUQiMRnpg674kCvoJBKJRCKRSCQSiUQikUgkEoHICTqJRCKRSCQSiUQikUgkEolEIHKLq0QikUgkEolEIpFIJBKJxHT0CtEleG6QE3SS554DM3yEaZ9alihM+8CcCsK0RSKyzus3EHfynnXXF4Rpg7hT/0S295eW4k6v3XJulTBtkSepijxBVns9QJj2/3psF6Yt8kRRkXh3EbfJ5J8d4vrUUDMzYdoHposbr21bmSZM+8AMG2HaInlvTYow7Q4ZWmHa3g7i7BbZr/33V3th2hLJs4ScoJNIJBKJRCKRSCQSiUQikZiMPCSi+JA+6CQSiUQikUgkEolEIpFIJBKByAm6UmbEiBH07t1bdDEkEolEIpFIJBKJRCKRSCRPCXKLaymzdu1a9Hp9ieu0bduWBg0asGbNmhLXepZR12uLuklHFNYO6OKuk3NoO7rb4fnGteg/FVX5mg+Fa8P8yfplvcna5Ud2ouKEnpi7O5IaEMG1uZtJPh+Sb1y3bi9ReUpvrKqUQ2mmIj00mshPdxP9wzGTdUGs3WW1zi179saq/yCUzs5oQkNI27AWzdUr+ca16NgFu+lzjML02VnE9+z0WNqyvUu/vQuj47Cu9BjXGwc3RyIDw9myaBMhF4KKXScvZ/382fztDwRcCSY2PoG1yxbQvnWLYtepPbwD9d7ojpWbAwmBkZxcsJVYv9B849Z8rS01+rXCqWZ5AOL8wzizfGeB8R+H0rJ7+/7jbPntMHGJKdSo5MXskX3wrV4x37g5Gi1f/vwnvx09S0xCEpU93Xh7SA9aNng8P5Ii69xxSA9cRvdD5eZE1pUwbr/3KZkXrz0ynV331nh/NJuUg6e4MeG9Z07brFV3zNv1RWHvhO5GGJk/fI4ushBtKxssegxFXa8FChs79AkxZO7aiDbgrMnaIvs1kfeayHdJWbVbpHazoR1pPb4Htm4ORAdG8uuiLVy/kP997u7jTcepA/D2rYJTeTd2L9nKia/2max5H5HPWFnt10S2t0jt5wm9Th4SUVzICbpSQqvVolAocHBwEF0Uk8jOzsbc3LxY8srJycHsAefDj5t/cZRLVaMJZq37k/3Xt+iiwzBr2B6LPpPJ2LIIMh524Jr122egyn1kFJY2WL6+AE3QOZO13Xs1x+fdYVyZuYnkf4OoMK4bDbbP5VTLd8iJS34ofk5iKuFrfiIt+Cb6bA2unRpRa+2bZMclk3D4wjNjd1mtc/M2r2AzbiKpH69GcyUAqz4DsF+6kjujX0eflJhvGl1aKndGD80NeMyJfdnepd/ehdGsR0tenz+Sr+Z9RrDfNbqO6sns/y1k2iuTSI5PKjadB8nIyKRm9ar06d6Jt+e+XyIaVXs2pdnCIRyfs5mY88HUHdOFrt/MYmebGWTGP1znXs1rEfzLKW6fvYY2K4f6E3rSddssfmg/m/ToO8VSptKwe9/J86zc+ivzx/TH16ci2/Yc483/fsEvH83CxeFhZ//rd+zl92PnWDR+IFW83Dl54SrvrNzMlvfeolaV8iZpi6xzu26tcZ8zltsL15Nx4QrOI3pT4cv3CO08Dm1Cwfeymbc77rPGkH7mkkl6T4u2umErLPqMIXPHJ+girmLWphfWE5aQ9v549Kn5aKvUWE94D31qEplfLUOXFI/S2R19uumHEojs10TeayLfJWXVbpHavj2a0X3+6/w8/yuizgfTclRXRm2dzap200jLp87NrSxIiIzBf89pui943WS9vIh8xspqvyayvUVqSyQFIbe45kPbtm2ZNGkSkyZNwsHBAVdXVxYsWGC08i0rK4vp06fj7e2NjY0NTZs25fDhw4a/f/311zg6OvLrr79Su3ZtLCwsiIyMfGiLa9u2bXnrrbd4++23cXJywsPDg40bN5KWlsbIkSOxs7OjevXq7N2716iMly5domvXrtja2uLh4cHQoUOJi4sD7m6jPXLkCGvXrkWhUKBQKAgPD39kury2v/3227i6utK5c+cC62nTpk3UqlULS0tLXnjhBTZs2GD4W3h4OAqFgh07dtCmTRssLS3Ztm2bwf6lS5fi5eVFzZp3v7b5+/vTrl07rKyscHFxYdy4caSmphryKyjdk6Bu1AHNpeNoA06iT7hF9p/b0GuyUdcpYHVFVjqkJxsuVaXakJON9prpg4+Kb3Tnxjd/cmv7YdKu3eDKjE1oM7LxGvxKvvETTwYQu/cM6UE3yIi4TdTGvaQGROLY1PR6EGl3Wa1zq74Dydy3m6w/9qKNjCB13Sr0WZlYdu5WcCK9Hv2dhNwr8fEmLGR7l357F0a3Ma9yaPsBjnz/FzeCrvPl3M/IysiizcD2xarzIK2av8jkccPp0KZliWn4juvKle8OcW3nURKDbnJ89mY0mVnUHNQm3/iH3vqUwK0HSQiIJCnkFsdmbEShVOLdsk6xlak07P7f70fp274ZvV95iWrlyzF/TD8szc34+dA/+cb//dg5xvRpT6uGtSjv4cLATi14uWEttu4+YrK2yDp3HtmHpJ37SNp1gOyQKKIXrkeXmYVD/0JW+iqVeK6cSdy6b8iJumWy5tOgbf5Kb3JO7kdz+iC66Ciydn6CPjsLs2Yd841v1qwjChs7Mja+jzYsEH1CDNrgS+huhpmsLbJfE3mviXyXlFW7RWq3GtONM9sPce77I8QE3+DneV+SnZFFk4H51/n1i6HsXfYtF387hTZbY7JeXkQ+Y2W1XxPZ3iK1nzf0OnHX84acoCuALVu2oFar+eeff1i7di2rV69m06ZNhr9PmjSJU6dOsX37di5evMiAAQPo0qULQUG525TS09NZvnw5mzZt4vLly7i7uxeo5erqyj///MNbb73Fm2++yYABA2jRogX//vsvnTp1YujQoaSnpwOQmJhIu3btaNiwIWfPnmXfvn3cvn2bgQMHAne30TZv3pyxY8dy69Ytbt26RYUKFR6ZLm95zM3NOXHiBJ999lm+Zd62bRsLFy5k6dKlBAYG8t///pcFCxawZcsWo3izZ89mypQpBAYGGib7/vzzT65evcqBAwfYvXs3aWlpdO7cGScnJ86cOcP333/PwYMHmTRpklFeD6Z7IpQqlO4V0UUF5gnUo4u8gtKzapGyUNdpifbaWdBkmyStMFNhV68qCcf880jruXPUH4cmPkXKw6lVXWyqe5J4KvDRkfMi0O4yW+dqNWqfGuT8m2eQqteTc/4c6toFD9gVVlY4bd2B0zffY7d4KapKlU3TBdneItq7EFRmaqr4VuPS8dyv6nq9nkvHL+LTqHgnAksbpZkKV98q3Dh2OTdQr+fGscu4N6pepDzUVhYozVRkJaY+OvJTQo5GQ2DodZr55t5XSqWSZr41uBgUkW+a7BwN5g+sJrcwN8Pvqmn/sRFa52ZqLOtUJ+2kn5F2+kk/rArZqus6aTDahESSfvjDNL2nRVulRlmhOtqrxtraq34oq+Svra7bFG3YFSwGvInN+//DevYnmHccAArThuAi+zWh95rAd0lZtVuktspMhVfdKgSfyF0NptfrCTlxiYqNinafPy5Cxw5ltF8T2d4itSWSwpBbXAugQoUKfPTRRygUCmrWrIm/vz8fffQRY8eOJTIyks2bNxMZGYmXlxcA06dPZ9++fWzevJn//ve/wN0tnRs2bKB+/fqFatWvX5/58+cDMGfOHD744ANcXV0ZO3YsAAsXLuTTTz/l4sWLNGvWjPXr19OwYUODDsBXX31FhQoVuHbtGjVq1MDc3Bxra2vKlStniFOUdAA+Pj6sWLGi0DIvWrSIVatW0bdvXwCqVKlCQEAAn3/+OcOHDzfEe/vttw1x7mNjY8OmTZsMW1Q3btxIZmYmW7duxcbGxlDWnj17snz5cjw8PPJN9yQorGxRKFXo042X6evTk1E6lysgVS5Kj8ooXb3JPrDVZG0zZ3uUahXZscZLxrNjk7D28SowncrOipcvfIbSXI1eq+Pq7C9JOOpfYPz8EGl3Wa1zpb0DCpUa3QMr4HR37mBWIX8fVdrrUaSuXoEmNASFjQ3W/Qfh8NEnJI4bgS4utsjasr1Lv70Lw87JDpVaRVKccbmS4hLxquZdbDoisHS2Q6lWkfFAnWfEJeFY3bNIebw0dxDp0Xe4cfzyoyM/JdxJTkOr0z20ldXFwZawmzH5pmlRvyb/+/0IjWtVpYKHC6cvBfHXP/5odaZ9BhZZ52onexRqFZo4435NE5eIddUK+aaxalwbh/6dCe81Kd+/PwvaCht7FCoVupREo3B9SiIqj/y3JytcPVA51yPn7GEyPl+M0tULy4FvgkpN9r7viqwtsl8Tea+JfJeUVbtFalvfe0+mPvCeTIlNwq1awfd5cSDyGSur/ZrI9hap/Tyi10sfdMWFnKArgGbNmqFQ5N5ozZs3Z9WqVWi1Wvz9/dFqtYYJrftkZWXh4uJi+G1ubk69evUeqZU3jkqlwsXFBV9fX0PY/QmqmJi7g/0LFy5w6NAhbG1tH8orJCTkoXLdp6jpGjduXGh509LSCAkJYfTo0YZJRACNRvOQj70mTZo8lN7X19doki0wMJD69esbJucAWrZsiU6n4+rVqwb7H0yXH1lZWWRlZRmFaTVaLNSqQtOZiqpuS3Sx1wt0llsSaFMz+afdTFQ2lji38sXn3WFkRMSQeDKg1Mogwm6R2qLqXBN4GU1g7mA+OeASTpu2YtmtJ+lbvypR7bzI9i79Z6ysUn9iT6r2asbvA5aizcoRXZwSZeaI3iz5fCe931mOQqGgvIcLvdq+WOCW2JKiNOtcaWOF54rpRM9fh/bOw359nldtAIVCiT4lkazt60GvQxcVQpajC+bt+pr0H9nH5Wno10Q+3yLfY2XVbpHaIhDxjJX1fk0ieZ6RE3SPQWpqKiqVinPnzqFSGU/85J38srKyMprkK4gHD05QKBRGYffz0N37up6ammpYXfYgnp4Ff9Erarq8E2UF5QN3V741bdrU6G8P1kd+eT0q/4IoSrply5bx7rvvGoXN7dyIeV2MJwr1GanodVoU1sarHhTW9ujTHuGoXW2OusaL5Jz6tWgFf4CchGR0Gi3mbsaTmeZuDmTHJBacUK8nI/w2AKmXI7Cu4U3lyb3xM2EAINLuslrnuuQk9FoNSkcno3ClkxO6OwlFy0SrRRMcjMrLNAfysr1Lv70LI+VOClqNFgdX43I5uDqSGFtIuZ4BMhNS0Gm0WD1Q51auDqTHFN7evuO7UX9CD/YM/oCEwKiSLGax42Rvg0qpJD7JeKVJfFIqro4PHxAB4Gxvy5oZo8jKziExNR13J3vWfPs73h4u+cYvCJF1rrmTjF6jRe1q3K+pXR3RxD7cr5lV9MS8QjnKf7YoN1B5d2xTM+A3QjuPJScq+qnX1qclo9dqUdo5kne9o8LOEV1K/n5CdckJoNUaOcrRRUehdHC+61RfWzQ/RiL7NZH3msh3SVm1W6R2+r33pO0D70k7NwdSSvg9KfIZK6v9msj2FqktkRSG9EFXAKdPnzb6/ffff+Pj44NKpaJhw4ZotVpiYmKoXr260ZV3S2lJ0ahRIy5fvkzlypUf0r8/iWVubo5WqzU5XVHw8PDAy8uL0NDQh/KpUqWKyfbUqlWLCxcukJaWe/LPiRMnUCqVJh8GMWfOHJKSkoyu6R0aPhxRp0UXE4myQq08gQqUFV5Adyu0UA1VjcagUqO5crrQeAWhz9GScjEU51a5qyRRKHBqVZeks0EFJ3wAhVKB0tzEOXaBdpfZOtdo0ARdw6xhnpWpCgVmDRqhCSjilhelElWVKugS4k3Tlu2dR7qU2rsQtDkawvxDqNMyd9W0QqGgTktfgv69Wmw6ItDlaInzD8P75Tx+FRUKvF6uQ8y/wQWmq/dmdxpN6c2+oSuIu2i6c2nRmKnV1KpantP+ufeVTqfj9KUg6vlUKjSthbkZHs4OaLQ6/jx9kVea1DVJW2id52jIvByMTfM8LjwUCqybNyDD78pD0bNDogjt/iZhvSYZrtS/TpN++iJhvSaREx33UJqnUlurQRcVjKqGsbaqZn10YQ9rA2hDA1G6ekKeD7ZKd290SfFF/k8siO3XhN5rAt8lZdVukdraHC03L4VRrUVunSsUCqq1qEPkv0W/zx8HoWOHMtqviWxvkdrPI/KQiOJDTtAVQGRkJFOnTuXq1at89913fPzxx0yZMgWAGjVqMGTIEIYNG8auXbsICwvjn3/+YdmyZfz+++8lXraJEyeSkJDA4MGDOXPmDCEhIezfv5+RI0caJuUqV67M6dOnCQ8PJy4uDp1OV6R0ReXdd99l2bJlrFu3jmvXruHv78/mzZtZvXq1yfYMGTIES0tLhg8fzqVLlzh06BBvvfUWQ4cONWxvLSoWFhbY29sbXQVtb9X8exB13ZdR1WqGwqkcZu1fQ2FmjibgJADmnUZg1rL3Q+nUdVqiDfGDTNOPEr9P5Ge/4zWkHeUGtsbax5sXVoxBZW3Bre2HAaj98USqzRtsiF9pcm+cW/tiWckdax9vKr7Rg3L9WxH943GTtUXaXVbrPGPXTiy7dseiQ2dUFSph89ZUFJZWZP5x93Rm2xlzsR6Zu13cashwzBo1QVnOE1V1H+xmzkflXo7MfaYfjiLbu/TbuzD2bPqVVwZ1pFW/V/CqXp5RS8djaW3Jke//LFadB0lPz+DKtRCuXAsB4MbN21y5FsKt6Pz9pD0O/l/spebgtvj0b4VjdS9eXjYSMysLru24ezpp2zXjeXF27qFE9Sf0oMn0/hyZvpGUqDis3BywcnNAbW1RbGUqDbuHdm/Nrr9O8+uRM4Rev837m34kIyub3m1fAmDe+m9Z+23u2OBiUAQHT1/k+u14/g0MZcKyL9Dp9Yx4Nf9TAgtDZJ0nbP4Jh4FdsO/THvNqFfB4dyJKKwuSfjwAgOeKabhNGwGAPjuH7KAIo0uXnIouLYPsoAjIMe00PJHa2Yd+xqxFZ9QvtUPpUR6LgRNQmFuSc/ogAJavT8W8Z64v3pzje1DY2GHRdxwKNy9UtZtg3nEAOcdMHy+K7NdE3msi3yVl1W6R2sc27eHFwa/QqF8r3Kp50WvpKMytLTn3/d06H7DqTTrP/I8hvspMhWftSnjWroTKTI29hzOetSvhUsm0/0OA2GesrPZrIttbpLZEUhByi2sBDBs2jIyMDF566SVUKhVTpkxh3Lhxhr9v3ryZ999/n2nTpnHjxg1cXV1p1qwZPXr0KPGyeXl5ceLECWbNmkWnTp3IysqiUqVKdOnSBaXy7pzr9OnTGT58OLVr1yYjI4OwsDAqV678yHRFZcyYMVhbW/Phhx8yY8YMbGxs8PX15e233zbZHmtra/bv38+UKVN48cUXsba2pl+/fo812WcK2mtnybGyxaz5qyis7dHFXSfr53Vwzymuwt4Z0BulUTh5oPL2IXPXmifSjvnlFOYu9lSdORALd0dSLofjN3iZwTGtpbcL+jwOw1XWFtRcPhoLTxd0mdmkBd/g8sT1xPxyymRtkXaX1TrPPnKINAdHrIeNQunkjCY0mOR5M9DfOzhC5eYOebSVtrbYvj0DpZMz+tQUNEHXSHxnItrI/E+FLAzZ3qXf3oXx9+4T2LvY03/qIBzdnIgICOODYUtIjnvEtqEn5NKVIEa9Ncvwe8XHXwDQq2sHls6fViwaob+dxtLFnsbT+2Ht5kB8QAR7h64gI+6ufxwbb1f0utz2rjW0PSoLMzp+McUon3Ord/Hv6l3FUqbSsLtLi4bcSU5jw879xCUmU7OyNxvmjMXl3hbX6PhElMrcVQbZORo+2bGP6zHxWFua83KDWiyd+Br2NlYma4us85Q9R1E52+M2eSgqNyeyAkOJGr0QbXwiAGaebkb9WnEiUltz/hhZtg5YdHsdhb0TuuuhpH+6EP09B+sKJzeUeT7p6xPjSN+wEMu+Y7CZvR59Ujw5R34l++CPJmuL7NdE3msi3yVl1W6R2v67/8bW2Z4O7/THzs2RW4ERbB7+Aan36tzR2wV9nmfMzsOJyXuWGX63Ht+D1uN7EPp3ABsHvW+StshnrKz2ayLbW6T284ZeJw+JKC4Uer1e/+hoZYu2bdvSoEED1qxZI7ookmIgfc14YdqnliUK024+x1GYtkhE1nn9BkXz91ESWHd9QZi2SES295eW2cK0t5xbJUz76wYLhWmP8FsiTFt7XdxhIf/rsV2YdivrIvrKfM7w7iJuk8k/Ox7PV29xEPqAX+TSZMh0cXZvW/n4K76eFJF2i+S9NSmPjlRCdMgwbedQceLtIM5ukf3af3+1F6YtkmXh34ouQqkQ9WJ7YdoVzpTsLpTSRm5xlUgkEolEIpFIJBKJRCKRSAQit7hKJBKJRCKRSCQSiUQikUhMRu7JLD7kBF0+HD58WHQRJBKJRCKRSCQSiUQikUgkZQQ5QSeRSCQSiUQikUgkEolEIjEZeUhE8SF90EkkEolEIpFIJBKJRCKRSCQCkSvoJBJJsaOoUk2YdqjZRWHa9YUpgzb0hjBtVVVvYdoiTxyM0MQK0xZJqFonTFvkSaqq8rWFaYus86pJdsK0hbJP3EmLB61UwrRB3L0mcuwA4sYOYu0WiZ/oApQ5sq6K69dA3CmuEfoMYdplBbmCrviQK+gkEolEIpFIJBKJRCKRSCQSgcgJOolEIpFIJBKJRCKRSCQSiUQgcourRCKRSCQSiUQikUgkEonEZPR60SV4fpAr6CQSiUQikUgkEolEIpFIJBKByBV0kjKNul5b1E06orB2QBd3nZxD29HdDs83rkX/qajK13woXBvmT9Yv603WLj+yExUn9MTc3ZHUgAiuzd1M8vmQfOO6dXuJylN6Y1WlHEozFemh0UR+upvoH46ZrAti7d5+MoAtR/yJT8mghqczs3o1x7eiW4Hxvzl2ie9PXSE6MRVHG0s6+FZmctcmWJiZ3n3VHt6Bem90x8rNgYTASE4u2EqsX2i+cWu+1pYa/VrhVLM8AHH+YZxZvrPA+I/CsmdvrPoPQunsjCY0hLQNa9FcvZJvXIuOXbCbPscoTJ+dRXzPTo+lbdaqO+bt+qKwd0J3I4zMHz5HF3mt4ARWNlj0GIq6XgsUNnboE2LI3LURbcBZk7VF3msi2xtgzPQR9HytO3b2tlw8e4mVc9ZwPazgwzzqN63Ha2/+hxd8fXAt58rsUQs4tv/EY+vn5ayfP5u//YGAK8HExiewdtkC2rduUSx556XZ0I60Ht8DWzcHogMj+XXRFq5fyL9fc/fxpuPUAXj7VsGpvBu7l2zlxFf7Hlt7+/7jbPntMHGJKdSo5MXskX3wrV4x37g5Gi1f/vwnvx09S0xCEpU93Xh7SA9aNnjhsfUfpCzUucj3mEhtxyE9cBndD5WbE1lXwrj93qdkXiykT72HXffWeH80m5SDp7gx4b3H0hbZ3kKf7zI6dhBpt0jtstqviexbRI5TRbZ3YXQc1pUe43rj4OZIZGA4WxZtIuRCUIloPevIQyKKD7mC7jknJydHdBEMZGdn5xv+uGV8UttUNZpg1ro/OX//Tua3S9HHXseiz2Swyv/EuqzfPiP9ixmGK2PrYvQ6LZqgcyZru/dqjs+7wwhb9SNnOs4m9XIEDbbPxcw1/xOOchJTCV/zE2e7L+B025nc2n6YWmvfxLmt6eeGirR7v18oq347zfgODfluSi9qeDoz4ct9JKTmf7rSnvMhrNt7lvEdG7Jrej8WDXiZPy6E8fE+0yeKqvZsSrOFQ/j3o5/4qet84gMi6frNLCxd8q9zr+a1CP7lFLsHLuWXXotJvZlA122zsC7nZLK2eZtXsBk3kfRtW0icOBZtaAj2S1eicHAsMI0uLZX4QX0MV8LQ/5isC6Bu2AqLPmPI2vcd6R9OQXsjDOsJS1DYOuSfQKXGesJ7KJ09yPxqGWnvjydz+8foE+NN1hZ5r4lsb4AhEwbRf1RfPpz9EWN7TiQzPZPV25ZjblHwqbNW1pYEB4Swat66x9IsjIyMTGpWr8q8aROKPe/7+PZoRvf5r/Pn2l2s7z6PWwGRjNo6G5sC6tzcyoKEyBj2Ld9OcsydJ9Led/I8K7f+yvh+ndj+wTvUrOTFm//9gvik/E+sW79jLz8cPMXskX34adVMBnRswTsrNxMYdv2JypGX573ORb7HRGrbdWuN+5yxxK3/lvDeb5F1JZQKX76HyrmAPvUeZt7uuM8aQ/qZSyZr3kdke4vULqtjB5F2i9Quq/2ayL5F5DhVZHsXRrMeLXl9/kh2rd3BvB7TiAwMZ/b/FmLvUnh7SCRPipyge4bYt28fL7/8Mo6Ojri4uNCjRw9CQnK/LoSHh6NQKNixYwdt2rTB0tKSbdu2AbBp0yZq1aqFpaUlL7zwAhs2bDDKe9asWdSoUQNra2uqVq3KggULHjkBFhUVxcCBA3F0dMTZ2ZlevXoRHh5u+PuIESPo3bs3S5cuxcvLi5o1axZYRp1Ox5IlSyhfvjwWFhY0aNCAfftyv4YUZtvjom7UAc2l42gDTqJPuEX2n9vQa7JR1ylghUNWOqQnGy5VpdqQk432mumTBxXf6M6Nb/7k1vbDpF27wZUZm9BmZOM1+JV84yeeDCB27xnSg26QEXGbqI17SQ2IxLHpw6uNHoVIu/937BJ9m9ak94s1qObhxPy+LbE0U/Pzmfy/Dl6IuE2Dyu50a1gNb2c7WtQoT5cGVbkUFWeytu+4rlz57hDXdh4lMegmx2dvRpOZRc1BbfKNf+itTwncepCEgEiSQm5xbMZGFEol3i3rmKxt1Xcgmft2k/XHXrSREaSuW4U+KxPLzt0KTqTXo7+TkHslPt4gxPyV3uSc3I/m9EF00VFk7fwEfXYWZs065hvfrFlHFDZ2ZGx8H21YIPqEGLTBl9DdDDNZW+S9JrK9AQaO6ceWtd9w/I+ThASG8t6UD3D1cKVV55cLTPP3oX/YuOIrju47/liahdGq+YtMHjecDm1aFnveBo0x3Tiz/RDnvj9CTPANfp73JdkZWTQZmH+dX78Yyt5l33Lxt1NoszVPpP2/34/St30zer/yEtXKl2P+mH5Ympvx86F/8o3/+7FzjOnTnlYNa1Hew4WBnVrwcsNabN195InKkZfnvc5FvsdEajuP7EPSzn0k7TpAdkgU0QvXo8vMwqF/IStHlEo8V84kbt035ETdMlnzPiLbW+jzXUbHDiLtFqldVvs1kX2LyHGqyPYujG5jXuXQ9gMc+f4vbgRd58u5n5GVkUWbge1LTFMiATlB90yRlpbG1KlTOXv2LH/++SdKpZI+ffqg0+mM4s2ePZspU6YQGBhI586d2bZtGwsXLmTp0qUEBgby3//+lwULFrBlyxZDGjs7O77++msCAgJYu3YtGzdu5KOPPiqwLDk5OXTu3Bk7OzuOHTvGiRMnsLW1pUuXLkYr5f7880+uXr3KgQMH2L17d4FlXLt2LatWrWLlypVcvHiRzp078+qrrxIUZLyM+MF0j41ShdK9IrqowDyBenSRV1B6Vi1SFuo6LdFeOwua/FcGFoTCTIVdvaokHPPPI63nzlF/HJr4FCkPp1Z1sanuSeKpwEdHzotAu3M0WgJvxNG0ulducZQKmvp4cTEiJt809St5EHA9Hv/IWACuxydz/GoUL79Q3iRtpZkKV98q3Dh2OTdQr+fGscu4N6pepDzUVhYozVRkJaaapI1ajdqnBjn/5plk0uvJOX8Ode2CB+wKKyuctu7A6ZvvsVu8FFWlyqbpAqjUKCtUR3vVz0hbe9UPZZX8t/Kp6zZFG3YFiwFvYvP+/7Ce/QnmHQeAwsTXhcB7TWh7A14VPXH1cOHs8dw2T0tJI+B8IHUb1zY5v2cBlZkKr7pVCD6R+wVfr9cTcuISFRsVrV97XHI0GgJDr9PMN1dHqVTSzLcGF4Mi8k2TnaPB3Mx4NaOFuRl+V02fiBaFyDoX+R4T+g41U2NZpzppJ/2MtNNP+mFVyPZo10mD0SYkkvTDH6bp5UFke4t9vsvm2EGk3SK1y2q/JrJvETlOFdnehZdLTRXfalw6fsGoXJeOX8SnkemTr2UBvV4h7HrekD7oniH69etn9Purr77Czc2NgIAA6tatawh/++236du3r+H3okWLWLVqlSGsSpUqBAQE8PnnnzN8+HAA5s+fb4hfuXJlpk+fzvbt25k5c2a+ZdmxYwc6nY5NmzahUNx9MDZv3oyjoyOHDx+mU6e7X3tsbGzYtGkT5ubmAIYVdg+WceXKlcyaNYtBgwYBsHz5cg4dOsSaNWv45JNPCrTtcVFY2aJQqtCnG29/0qcno3Qu98j0So/KKF29yT6w1WRtM2d7lGoV2bFJRuHZsUlY+3gVkApUdla8fOEzlOZq9FodV2d/ScJR/wLj54dIu++kZaLV6XGxszIKd7G1IjwmKd803RpWIzEtk5Gf7ga9Ho1Oz4BmLzCmXQOTtC2d7VCqVWQ8UOcZcUk4VvcsUh4vzR1EevQdbhy//OjIeVDaO6BQqdE98GVRd+cOZhXy94+lvR5F6uoVaEJDUNjYYN1/EA4ffULiuBHo4mKLrK2wsUehUqFLSTQK16ckovLIf9CscPVA5VyPnLOHyfh8MUpXLywHvgkqNdn7viu6tsB7TWR7Azi7OwOQEGvc5glxd3C597fnDWsnO1RqFalxxnWeEpuEW7WC+7Xi4E5yGlqdDhcH463TLg62hN3M/z+TLerX5H+/H6FxrapU8HDh9KUg/vrHH+0DH7yeZkTWucj3mEhttZM9CrUKTZzxs62JS8S6aoV801g1ro1D/86E95pkktaDiGxvoc93GR07iLRbpHZZ7ddE9i0ix6ki27sw7O6VK+mBciXFJeJVzVtQqSRlBTlB9wwRFBTEwoULOX36NHFxcYaVc5GRkUYTdE2aNDH8Oy0tjZCQEEaPHs3YsWMN4RqNBgeH3D30O3bsYN26dYSEhJCamopGo8HePv+9/wAXLlwgODgYOzvj/xBlZmYabbv19fU1TM7lJW8Zk5OTuXnzJi1bGm8DatmyJRcuXCgwXX5kZWWRlZVlFKbVaLFQqwpNZyqqui3RxV4v0Nl9SaBNzeSfdjNR2Vji3MoXn3eHkRERQ+LJgFIrQ2nbfSbkFl/+dYG5vVvgW9GNqPhkVvz6N18cPM+4Dg1LpQwA9Sf2pGqvZvw+YCnarJL366gJvIwmMHcwnxxwCadNW7Hs1pP0rV+VqLZCoUSfkkjW9vWg16GLCiHL0QXzdn1NmqB7UkQ8Y/cxtb079WnPjOVTDb9nDJtTSGzJ08DMEb1Z8vlOer+zHIVCQXkPF3q1fbHALbGS4kHke0yEttLGCs8V04mevw7tneQS05EYU1bHDiLtflrqXARlsW8ROU6VPJ3on53vm089coLuGaJnz55UqlSJjRs34uXlhU6no27dug8dvmBjY2P4d2rq3SX1GzdupGnTpkbxVKq7k1anTp1iyJAhvPvuu3Tu3BkHBwe2b9/OqlWrCixLamoqjRs3ztcPnJtb7glPectSUBlN4VHpli1bxrvvvmsUNrdzI+Z1MZ7Y02ekotdpUVgbTzAqrO3Rp+X/ddCA2hx1jRfJOfVr0Queh5yEZHQaLeZuxk5Gzd0cyI5JLDihXk9G+G0AUi9HYF3Dm8qTe+NnwgBApN1ONpaolAriU4wdDMenZuD6wFfa+2zYf47ujarT954vDx9PZzKyNbz343HGtGuAUlm0Zc2ZCSnoNFqsHqhzK1cH0gv4Gnwf3/HdqD+hB3sGf0BCYFSR9PKiS05Cr9WgdDR2EK10ckJ3J6FomWi1aIKDUXmZtlVEn5aMXqtFaedI3vemws4RXUr+vkJ0yQmg1Rq9aXXRUSgdnEGlBm3R/H2IvNdKu72P/3GSy+dzt7Pc/yjh7OZEfExuGzu7OhF0ObioZjxTpN9JQavRYutqXOd2bg6kxCaWqLaTvQ0qpfKhAyHik1Jxdcz/QBJne1vWzBhFVnYOianpuDvZs+bb3/H2cCnRshYnIutc5HtMpLbmTjJ6jRa1q3F/rnZ1RBP7cH9uVtET8wrlKP/ZotzAe++tmgG/Edp5LDlR0UXSFtneQp/vMjp2EGm3SO2y2q+J7FtEjlNFtndhpNwrl8MD5XJwdSRRYLkkZQPpg+4ZIT4+nqtXrzJ//nzat29PrVq1uHPn0c44PTw88PLyIjQ0lOrVqxtdVapUAeDkyZNUqlSJefPm0aRJE3x8fIiIyN9vz30aNWpEUFAQ7u7uD+Wbd2VeUbC3t8fLy4sTJ04YhZ84cYLatU3z1zRnzhySkpKMrun5fbnTadHFRKKsUCtPoAJlhRfQ3QotVENVozGo1GiunDapbPfR52hJuRiKcyvfPNIKnFrVJels0Y/uVigVKM1NnGMXaLeZWkUtb1f+Cc51YqvT6fkn+Cb1KrnnmyYzR4PygV5KeW9LtR59kbV1OVri/MPwfjmPLw2FAq+X6xDzb8ETJvXe7E6jKb3ZN3QFcRcf0zeVRoMm6BpmDRsbaZs1aIQmoIhbXpRKVFWqoEsw8SRVrQZdVDCqGnlOE1MoUNWsjy7sSv5JQgNRunqCIncwrXT3RpcUX+TJOUDovVba7Z2elsGN8JuGK+xaOHG342n8ciNDHGtba2o3rMWlc6W34rU00eZouXkpjGotcutcoVBQrUUdIv8ter/2OJip1dSqWp7T/rk6Op2O05eCqOdTqdC0FuZmeDg7oNHq+PP0RV5pUrfQ+E8TIutc5HtM6Ds0R0Pm5WBsmhv3qdbNG5Dh93Cfmh0SRWj3NwnrNclwpf51mvTTFwnrNYmc6KI70BfZ3mKf77I5dhBpt0jtstqviexbRI5TRbZ34eXSEOYfQp2W9YzKVaelL0H/XhVWLknZQK6ge0ZwcnLCxcWFL774Ak9PTyIjI5k9e3aR0r777rtMnjwZBwcHunTpQlZWFmfPnuXOnTtMnToVHx8fIiMj2b59Oy+++CK///47P/30U6F5DhkyhA8//JBevXoZTl+NiIhg165dzJw5k/LlTfuCMmPGDBYtWkS1atVo0KABmzdvxs/Pz+STWi0sLLCwsDAKSy9ge6vm34OYdxqB7nY4uuhw1I3aozAzRxNwEgDzTiPQpyWSc+Jno3TqOi3RhvhBZppJZctL5Ge/U3vdBJL9Qkg+H0LFcd1QWVtwa/thAGp/PJGs6ARClt7dUlhpcm9S/EJIj7iN0twM1/YNKde/FVdnfWmytki7h7aqy4KdR6ld3pW6FdzYdvwSGdkaejWpAcD87Udwd7BmctcXAWhdqyLfHLvEC14u+FZ0JzIumQ1/nKN1rYqoHhwJPgL/L/bS5qPxxF4II9YvhLpjumBmZcG1HXdPbWy7Zjxp0Xc488FOAOpP6EHjaf34660NpETFGb6g56RloknPKlAnPzJ27cRu+hw0166guXoFyz79UVhakfnHXgBsZ8xFFxdL+uaNAFgNGY4m8DLamzdQ2Npi3X8wKvdypOzbXZhMvmQf+hnL199BGxWELuIaZm17oTC3JOf0QQAsX5+KLime7N/uHhqTc3wP5q17YNF3HNlHf0Pp5oV5xwHkHP3NZG2R95rI9gbYuelHhk9+neuhN7gZdYuxM0YSdzuOY/tzT2hdu2MlR/ce58evfwbAytqS8lVyfZt4VfTEp041ku+kcLsAX2pFJT09g8jrNw2/b9y8zZVrITjY2+FZLv//cJnKsU17GLDqDW74hxLlF0LL0V0xt7bk3Pd363zAqjdJvp3A/hU7gLvOod19yt/7txp7D2c8a1ciOy2T+IjbJmkP7d6aBRu2U6daBepWq8g3e46SkZVN77YvATBv/be4Ozsw5bXuAFwMiiAmIYkXKnsTk5DEpz/sR6fXM+LV/E/qexye9zoX+R4TqZ2w+Sc8l08l41IQmRev4TS8F0orC5J+PACA54ppaG7HE7vqa/TZOWQ/cFCJLvnuzoYHw4uCyPYW+nyX0bGDSLtFapfVfk1k3yJynCqyvQtjz6ZfeWPVZEIvhhByIYiuo3pgaW3Jke//LDaN5wndM3RYwyeffMKHH35IdHQ09evX5+OPP+all156ZLrt27czePBgevXqxc8//1xi5ZMTdM8ISqWS7du3M3nyZOrWrUvNmjVZt24dbdu2fWTaMWPGYG1tzYcffsiMGTOwsbHB19eXt99+G4BXX32Vd955h0mTJpGVlUX37t1ZsGABixcvLjBPa2trjh49yqxZs+jbty8pKSl4e3vTvn37Qn3XFcTkyZNJSkpi2rRpxMTEULt2bX799Vd8fEruBB/ttbPkWNli1vxVFNb26OKuk/XzOrjn1F5h7wwPfPVTOHmg8vYhc9eaJ9KO+eUU5i72VJ05EAt3R1Iuh+M3eJnBMa2ltwv6PM7KVdYW1Fw+GgtPF3SZ2aQF3+DyxPXE/HLKZG2RdnduUJU7aZl8+sc54lIyqOnlwobRnQ2OiG8lphoOHQEY274BCgV8sv8cMUnpONla0rpWRSZ1aVyQRIGE/nYaSxd7Gk/vh7WbA/EBEewduoKMuLu+O2y8XdHrcu2uNbQ9KgszOn4xxSifc6t38e/qXSZpZx85RJqDI9bDRqF0ckYTGkzyvBmGI+lVbu6Qp72VtrbYvj0DpZMz+tQUNEHXSHxnItpI0wddmvPHyLJ1wKLb6yjsndBdDyX904Xo7x0coXByQ5lnO6s+MY70DQux7DsGm9nr0SfFk3PkV7IP/miytsh7TWR7A2zbsB0ra0tmrpiKrb0tF8/4M+312WTn8UPkXckLB+fcFccv1K/J+h9yT8+evHgCAHt27mPpOytMLkNeLl0JYtRbswy/V3z8BQC9unZg6fxpT5T3ffx3/42tsz0d3umPnZsjtwIj2Dz8A1Lv1bmjtwv6PPeanYcTk/csM/xuPb4Hrcf3IPTvADYOet8k7S4tGnInOY0NO/cTl5hMzcrebJgzFpd7W1yj4xONtlhl52j4ZMc+rsfEY21pzssNarF04mvY2+S/fetxeN7rXOR7TKR2yp6jqJztcZs8FJWbE1mBoUSNXog2PhEAM083o/68OBHZ3iK1y+rYQaTdIrXLar8msm8ROU4V2d6F8ffuE9i72NN/6iAc3ZyICAjjg2FLSH7g4AjJs8WOHTuYOnUqn332GU2bNmXNmjV07tyZq1ev4u5e8MfT8PBwpk+fTqtWrUq8jAq9Xl/0dccSyTNI+prxwrRPLUsUpt18jqMwbUWVasK0v5l4UZh2nzqm+5kpLixq5u9rqzRQVRV3otW2lY+/yu5J+Vp/89GRSojDFzYJ017YZP6jI5UQi35+TZi2qrxpLheKE5F13iFDK0xbJN4OKY+OVEJsyXYUpi2ShWsbCNMWOXZ4/ZN6j470HLJkip8wbZH9msi+xbWKuDHTqqvixooR+oxHRyohvo0ofFfa88LVF7oK0655ZW+R4zZt2pQXX3yR9evXA3ddolSoUIG33nqrwN2JWq2W1q1bM2rUKI4dO0ZiYmKJrqCTPugkEolEIpFIJBKJRCKRSCTPJdnZ2Zw7d44OHToYwpRKJR06dODUqYJXvS5ZsgR3d3dGjx5dGsWUW1wlEolEIpFIJBKJRCKRSCSmo9eJ80GXlZVFVpaxj8/8/NLHxcWh1Wrx8PAwCvfw8ODKlfwPzzt+/Dhffvklfn5+xVrmwpAr6CQSiUQikUgkEolEIpFIJM8Uy5Ytw8HBwehatmzZoxM+gpSUFIYOHcrGjRtxdXUthpIWDbmCTiKRSCQSiUQikUgkEolE8kwxZ84cpk6dahT24Oo5AFdXV1QqFbdvG5/2e/v2bcqVK/dQ/JCQEMLDw+nZs6chTHfvsBS1Ws3Vq1epVq34/a7LCTqJRCKRSCQSiUQikUgkEonJiDx2NL/trPlhbm5O48aN+fPPP+nduzdwd8Ltzz//ZNKkSQ/Ff+GFF/D39zcKmz9/PikpKaxdu5YKFSoUS/kfRJ7iKnnuqejsK0z7ZbvqwrSPpwQL0xbJZjNxJy0etFIJ0xaJyNOxXtHaCNNuZZ0gTPtYurMw7bJqd6haJ0x7ydn3hWkfrTNHmHZZReQpjyLpFCfuJPQKVm7CtKMyYoVpi0TkeG2humzWeVmltdnDq6NKi2Xh3wrTLk0CfboJ064VtKfIcXfs2MHw4cP5/PPPeemll1izZg07d+7kypUreHh4MGzYMLy9vQvcIjtixIgSP8VVrqCTSCQSiUQikUgkEolEIpGYjMhDIkzhP//5D7GxsSxcuJDo6GgaNGjAvn37DAdHREZGolSKPaZBTtBJJBKJRCKRSCQSiUQikUieayZNmpTvllaAw4cPF5r266+/Lv4CPYA8xfUpYMSIEYZ90BKJRCKRSCQSiUQikUgkkrKFXEFXioSHh1OlShXOnz9PgwYNRBdHco+pcyby2tB+2DvYcfa0H3Onv0d4aGSB8Se+PZouPTpQzacKmZmZnPvnAsve/YjQ4PBiK1PHYV3pMa43Dm6ORAaGs2XRJkIuBBVb/iDWblHa5Ud2ouKEnpi7O5IaEMG1uZtJPh+Sb1y3bi9ReUpvrKqUQ2mmIj00mshPdxP9wzGTNO/TbGhHWo/vga2bA9GBkfy6aAvXL+Sv7e7jTcepA/D2rYJTeTd2L9nKia/2PZauaO3CKOn7vPbwDtR7oztWbg4kBEZycsFWYv1C841b87W21OjXCqea5QGI8w/jzPKdBcZ/FI5DeuAyuh8qNyeyroRx+71Pybx47ZHp7Lq3xvuj2aQcPMWNCe89lra0u/TtftqesbN+/mz+9gcCrgQTG5/A2mULaN+6RbFqgNg+taxqi3zGRGqD2HHLmOkj6Plad+zsbbl49hIr56zhetiNAuPXb1qP1978Dy/4+uBazpXZoxZwbP8Jk3VBjtdK+xkDse0ttUtX+2l7fz+r6PTPxhbXZwG5gk5SKmRnZ+cbnpOT81j5PW66B3lz8ihGjnuNOdPe49WOQ0hPz+CbHz7HwsK8wDRNWzZhy5fb6d15CEP6jkNtpuabHz/HytqqWMrUrEdLXp8/kl1rdzCvxzQiA8OZ/b+F2Ls4FEv+INZuUdruvZrj8+4wwlb9yJmOs0m9HEGD7XMxc7XPN35OYirha37ibPcFnG47k1vbD1Nr7Zs4t61vkr0Avj2a0X3+6/y5dhfru8/jVkAko7bOxsYlf21zKwsSImPYt3w7yTF3TNZ7WrQLo6Tv86o9m9Js4RD+/egnfuo6n/iASLp+MwvLAuz2al6L4F9OsXvgUn7ptZjUmwl03TYL63JOJmvbdWuN+5yxxK3/lvDeb5F1JZQKX76Hyrlw28y83XGfNYb0M5dM1ryPtLv07X4an7GMjExqVq/KvGkTSiR/ENunllVtkc+YSG0QO24ZMmEQ/Uf15cPZHzG250Qy0zNZvW055hZmBaaxsrYkOCCEVfPWmaT1IHK8VrrPGIhtb6ldutpP4/tbInluJ+h++OEHfH19sbKywsXFhQ4dOpCWlgbkbin973//i4eHB46OjixZsgSNRsOMGTNwdnamfPnybN682ShPf39/2rVrZ8hz3LhxpKamGv6u0+lYsmQJ5cuXx8LCwuB08D5VqlQBoGHDhigUCtq2bWuU/8qVK/H09MTFxYWJEycaTUJVrlyZ//73v4waNQo7OzsqVqzIF198YZQ+KiqKgQMH4ujoiLOzM7169SI8PNzw98OHD/PSSy9hY2ODo6MjLVu2JCIiAoALFy7wyiuvYGdnh729PY0bN+bs2bMF1m9iYiJjxozBzc0Ne3t72rVrx4ULFwx/X7x4MQ0aNGDTpk1UqVIFS0tLABQKBZ9++imvvvoqNjY2LF26FIBPP/2UatWqYW5uTs2aNfnf//5npFdQuidl9Buv8/GqLziw9xBXAq7xzptzcS/nRqfu7QpMM2zAm/zw3S9cuxJC4OVrTJs4n/IVvPCtXzynUXUb8yqHth/gyPd/cSPoOl/O/YysjCzaDGxfLPmDWLtFaVd8ozs3vvmTW9sPk3btBldmbEKbkY3X4FfyjZ94MoDYvWdID7pBRsRtojbuJTUgEsemNU2yF6DVmG6c2X6Ic98fISb4Bj/P+5LsjCyaDGyTb/zrF0PZu+xbLv52Cm22xmS9p0W7MEr6Pvcd15Ur3x3i2s6jJAbd5PjszWgys6g5KH+7D731KYFbD5IQEElSyC2OzdiIQqnEu2Udk7WdR/Yhaec+knYdIDskiuiF69FlZuHQv1PBiZRKPFfOJG7dN+RE3TJZ8z7S7tK3+2l8xlo1f5HJ44bToU3LEskfxPapZVVb5DMmUhvEjlsGjunHlrXfcPyPk4QEhvLelA9w9XClVeeXC0zz96F/2LjiK47uO26S1oPI8VrpPmMgtr2ldulqP43v72cVvV4h7HreeC4n6G7dusXgwYMZNWoUgYGBHD58mL59+6LX6w1x/vrrL27evMnRo0dZvXo1ixYtokePHjg5OXH69GneeOMNxo8fz/Xr1wFIS0ujc+fOODk5cebMGb7//nsOHjxo5GBw7dq1rFq1ipUrV3Lx4kU6d+7Mq6++SlDQ3S1b//zzDwAHDx7k1q1b7Nq1y5D20KFDhISEcOjQIbZs2cLXX3/9kBPCVatW0aRJE86fP8+ECRN48803uXr1KnB3RVnnzp2xs7Pj2LFjnDhxAltbW7p06UJ2djYajYbevXvTpk0bLl68yKlTpxg3bhwKxd2besiQIZQvX54zZ85w7tw5Zs+ejZlZwV8tBgwYQExMDHv37uXcuXM0atSI9u3bk5CQYIgTHBzMjz/+yK5du/Dz8zOEL168mD59+uDv78+oUaP46aefmDJlCtOmTePSpUuMHz+ekSNHcujQISPNB9M9KRUrlce9nBvHD/9tCEtJScXvnD+NXyz6Vzc7e1sAEhOTnrhMKjM1VXyrcel47mSnXq/n0vGL+DR6vIHGg4i0W5S2wkyFXb2qJBzzzw3U67lz1B+HJj5FysOpVV1sqnuSeCqwyOUEUJmp8KpbheATuasH9Ho9IScuUbFR0bQfF5HahZerZO9zpZkKV98q3Dh2OTdQr+fGscu4N6pepDzUVhYozVRkJaY+OnJezNRY1qlO2kk/I+30k35YNXihwGSukwajTUgk6Yc/TNPLg7S79O1+Wp+xkkZkn1pWtUU+Y0K1ETtu8aroiauHC2ePnzOEpaWkEXA+kLqNi+fDbEHI8do9SusZQ2x7S+3S1S6r72/J089z6YPu1q1baDQa+vbtS6VKlQDw9fU1iuPs7My6detQKpXUrFmTFStWkJ6ezty5cwGYM2cOH3zwAcePH2fQoEF8++23ZGZmsnXrVmxsbABYv349PXv2ZPny5Xh4eLBy5UpmzZrFoEGDAFi+fDmHDh1izZo1fPLJJ7i5uQHg4uJCuXLljMrj5OTE+vXrUalUvPDCC3Tv3p0///yTsWPHGuJ069aNCRPubleZNWsWH330EYcOHaJmzZrs2LEDnU7Hpk2bDJNumzdvxtHRkcOHD9OkSROSkpLo0aMH1apVA6BWrVqGvCMjI5kxYwYvvHB3oOXjU3DHdPz4cf755x9iYmKwsLAA7q7++/nnn/nhhx8YN24ccHdb69atWw123+e1115j5MiRht+DBw9mxIgRBtumTp3K33//zcqVK3nllVcKTPekuHm4ABAXG28UHhcbj5u7a5HyUCgULP7vLM78/S/XAoOfuEx2Tnao1CqS4owHMklxiXhV837i/EGs3aK0zZztUapVZMca12t2bBLWPl4FplPZWfHyhc9QmqvRa3Vcnf0lCUf9C4yfH9b32jT1gTZNiU3CrVrB2sWBSO3CKOn73NLZDqVaRcYD7Z0Rl4Rjdc8i5fHS3EGkR9/hxvHLj46cB7WTPQq1Ck2c8dYHTVwi1lUr5JvGqnFtHPp3JrxX/idKFRVpd+nb/bQ+YyWNyD61rGqLfMZEaoPYcYuzuzMACbHGtifE3cHl3t9KCjley6U0njEQ295Su3S1y+r7u6TIsw5K8oQ8lyvo6tevT/v27fH19WXAgAFs3LiRO3eMH/o6deqgVOaa7+HhYTSJp1KpcHFxISYmBoDAwEDq169vmJwDaNmyJTqdjqtXr5KcnMzNmzdp2dJ4O0nLli0JDHz0F5w6deqgUqkMvz09PQ3a96lXr57h3wqFgnLlyhniXLhwgeDgYOzs7LC1tcXW1hZnZ2cyMzMJCQnB2dmZESNG0LlzZ3r27MnatWu5dSt3u8HUqVMZM2YMHTp04IMPPiAkJH/nmPe1UlNTcXFxMWjZ2toSFhZmlK5SpUoPTc4BNGnSxOh3YGBgkertwXT5kZWVRXJystGl1+sA6N2/O4GRpw2XWl3wCsGi8v6H86hRqzoTx8x84rxKCpF2P+t1rk3N5J92MznTeS6hy3bg8+4wHFuU7JdEiXjqT+xJ1V7NODB2Ddqs4vF3WRBKGys8V0wnev46tHeSS1TrUUi7S97uso7IPrWsaYt8xp5UW+TYoVOf9hy49rvhUqtVhcYvTuR47fF53GdMZHtL7dLXlkieBZ7LFXQqlYoDBw5w8uRJ/vjjDz7++GPmzZvH6dOnDX7gHty+qVAo8g3T6XSlUuaiaBcWJzU1lcaNG7Nt27aH8r4/SbZ582YmT57Mvn372LFjB/Pnz+fAgQM0a9aMxYsX89prr/H777+zd+9eFi1axPbt2+nTp89D+aWmpuLp6cnhw4cf+pujo6Ph33knM/NSUPijKEq6ZcuW8e677xqF2Vu64WDlwYF9hzh/7qIh/L6TW1c3F2JuxxnCXd1cCLh05ZFaS5bPpX3nNgzoPoLom7eLakahpNxJQavR4uBq7HTZwdWRxNjEx8pTpN1PS53nJCSj02gxdzOuV3M3B7JjEgtOqNeTEX5XJ/VyBNY1vKk8uTd+JwOKrJ1+r01tH2hTOzcHUh6zTZ8F7cIoifs8L5kJKeg0WqweaG8rVwfSYwrfZuM7vhv1J/Rgz+APSAiMMllbcycZvUaL2tX4sAG1qyOa2ISH4ptV9MS8QjnKf7YoN1B5dxV0zYDfCO08lpyo6CJpS7tL3+6n9RkraUT2qWVVW+QzVtraIscOx/84yeXzuR+Izc3vaju7OREfk2urs6sTQZeffOdEXuR4rfSfMZHtLbVLXzsvZfX9LXn6eS5X0MHdyauWLVvy7rvvcv78eczNzfnpp58eO79atWpx4cIFw0ETACdOnDBskbW3t8fLy4sTJ4yPdz5x4gS1a9/9gnO/A9JqtY9djoJo1KgRQUFBuLu7U716daPLwSG342nYsCFz5szh5MmT1K1bl2+//dbwtxo1avDOO+/wxx9/0Ldv34cOycirFR0djVqtfkjL1bVoy97zUqtWrULrzRTmzJlDUlKS0WVveXeCMi01nYiwKMN17UoIMdGxtGzT1JDe1s6GBo19OXfmQkESwN2BR5fu7RjUazRRkQUfAW4q2hwNYf4h1GlpvFqyTktfgv69+lh5irT7aalzfY6WlIuhOLfKs9VdocCpVV2SzgYVOR+FUoHS3LTvGtocLTcvhVGtRa7zeYVCQbUWdYj8t+jaj4NI7cLLVfz3eV50OVri/MPwfjmPw3+FAq+X6xDzb8GDvXpvdqfRlN7sG7qCuIthjyeeoyHzcjA2zfP46FEosG7egAy/h/9Tkx0SRWj3NwnrNclwpf51mvTTFwnrNYmc6LiH0hSEtLv07X5an7GSRmSfWla1RT5jpa0tcuyQnpbBjfCbhivsWjhxt+Np/HIjQxxrW2tqN6zFpXNFn2AtCnK8VvrPmMj2ltqlr52Xsvr+Lil0eoWw63njuVxBd/r0af788086deqEu7s7p0+fJjY21sjnmqkMGTKERYsWMXz4cBYvXkxsbCxvvfUWQ4cOxcPDA4AZM2awaNEiqlWrRoMGDdi8eTN+fn6GVW3u7u5YWVmxb98+ypcvj6WlpdHk2ZMwZMgQPvzwQ3r16mU4STYiIoJdu3Yxc+ZMcnJy+OKLL3j11Vfx8vLi6tWrBAUFMWzYMDIyMpgxYwb9+/enSpUqXL9+nTNnztCvX798tTp06EDz5s3p3bs3K1asoEaNGty8eZPff/+dPn36FGkral5mzJjBwIEDadiwIR06dOC3335j165dHDx40OR6sLCwMPjFu49CUfA89JeffcPkaeMJD4kkMuIG0+dOIiY6lj9+/8sQ57ufNrLv97/Ysuk74O6S/V79uzFmyBTSUtNwc7/rpyM5OZWszCyTy/wgezb9yhurJhN6MYSQC0F0HdUDS2tLjnz/5xPnfR+RdovSjvzsd2qvm0CyXwjJ50OoOK4bKmsLbm0/DEDtjyeSFZ1AyNK7mpUm9ybFL4T0iNsozc1wbd+Qcv1bcXXWl0W29T7HNu1hwKo3uOEfSpRfCC1Hd8Xc2pJz3x8BYMCqN0m+ncD+FTuAu45r3X3K3/u3GnsPZzxrVyI7LZP4CNNWa4rULoySvs/9v9hLm4/GE3shjFi/EOqO6YKZlQXXdty1u+2a8aRF3+HMBzsBqD+hB42n9eOvtzaQEhVnWI2Vk5aJJt205zph8094Lp9KxqUgMi9ew2l4L5RWFiT9eAAAzxXT0NyOJ3bV1+izc8gOijBKr0u+e1DBg+HS7qfT7qfxGUtPzyDy+k3D7xs3b3PlWggO9nZ4lnMvFg2RfWpZ1Rb5jInUBrHjlp2bfmT45Ne5HnqDm1G3GDtjJHG34zi2P/f0yLU7VnJ073F+/PpnAKysLSlfJdenqldFT3zqVCP5Tgq3b8Y8KPFU2l0Wx2sgtr2ldulqP43vb4nkuZygs7e35+jRo6xZs4bk5GQqVarEqlWr6Nq162PnaW1tzf79+5kyZQovvvgi1tbW9OvXj9WrVxviTJ48maSkJKZNm0ZMTAy1a9fm119/NRy4oFarWbduHUuWLGHhwoW0atUq322ij1u+o0ePMmvWLPr27UtKSgre3t60b98ee3t7MjIyuHLlClu2bCE+Ph5PT08mTpzI+PHj0Wg0xMfHM2zYMG7fvo2rqyt9+/Z9aKvofRQKBXv27GHevHmMHDmS2NhYypUrR+vWrQ2TlabQu3dv1q5dy8qVK5kyZQpVqlRh8+bNtG3b9glr5dF8uu4rrGysWPbRIuwd7Dj793mGDniDrKxsQ5yKVSrg7OJo+D1s9N1DQL7fbbzCcOrE+fzw3S9PXKa/d5/A3sWe/lMH4ejmRERAGB8MW0JyXOFbtUxBpN2itGN+OYW5iz1VZw7Ewt2RlMvh+A1eZnBEbOntgj7PtnKVtQU1l4/GwtMFXWY2acE3uDxxPTG/nCqyrffx3/03ts72dHinP3ZujtwKjGDz8A9Ijbvrm8fR28XgKxHAzsOJyXuWGX63Ht+D1uN7EPp3ABsHvf/MaBdGSd/nob+dxtLFnsbT+2Ht5kB8QAR7h64g457dNt6u6HW5Hm1rDW2PysKMjl9MMcrn3Opd/Lt6F6aQsucoKmd73CYPReXmRFZgKFGjF6KNTwTAzNMNSsh9grS79O1+Gp+xS1eCGPXWLMPvFR9/AUCvrh1YOn9asWiI7FPLqrbIZ0ykNogdt2zbsB0ra0tmrpiKrb0tF8/4M+312WTn8VnpXckLB+fcj+4v1K/J+h8+MvyevPjuQWh7du5j6Tsriqwtx2ul+4yB2PaW2qWr/TS+v59V9M/hSjZRKPR6eeaG5PmmorPvoyOVEC/bVRemfTyl5Pw2PM1sNhN3iMNBq7Lp6DZCnyFM+xXt4/m0LA5aWT/se6m0OJZesqeqFUZZtTtUXTo+afNjyVlxA/+jdeYI0y6reDukiC6CEDrFme4HsrioYPXwoWalRVRGrDBtkYgcry1Ul806L6u0NisnTHtZ+LePjvQccL5iL2HaDSOffIHM08Rz64NOIpFIJBKJRCKRSCQSiUQieRZ4Lre4SiQSiUQikUgkEolEIpFISha5J7P4kCvoJBKJRCKRSCQSiUQikUgkEoHIFXQSiUQikUgkEolEIpFIJBKT0clDIooNuYJOIpFIJBKJRCKRSCQSiUQiEYhcQSd57llgXV+cuFac9GiBp2OFmpkJ0yYn59FxSogFb9sJ0xZJ+t4bwrTjwrKEaXt3EfeNq9W+snmSqsgTZKsmiXu+RZ6k2vryMmHamhM/CNPWh4UI047cIO4U10ofthWmvWDiRWHaIk9p7qARd4KsyPFaqDBlODDdR5i2NlTcmCnrqri+5YKfuJNUX+qXLEy7rKCXK+iKDbmCTiKRSCQSiUQikUgkEolEIhGInKCTSCQSiUQikUgkEolEIpFIBCK3uEokEolEIpFIJBKJRCKRSExGHhJRfMgVdBKJRCKRSCQSiUQikUgkEolA5Aq6pxCFQsFPP/1E7969RRfluaf28A7Ue6M7Vm4OJARGcnLBVmL98ndbW/O1ttTo1wqnmuUBiPMP48zynQXGf5q1y4/sRMUJPTF3dyQ1IIJrczeTfD5/h9hu3V6i8pTeWFUph9JMRXpoNJGf7ib6h2OPpV1W7VbXa4u6SUcU1g7o4q6Tc2g7utvh+ca16D8VVfmaD4Vrw/zJ+mX9M6Vt2bM3Vv0HoXR2RhMaQtqGtWiuXslfu2MX7KYbO8PXZ2cR37OTyboAjkN64DK6Hyo3J7KuhHH7vU/JvHjtkensurfG+6PZpBw8xY0J7z2Wtlmr7pi364vC3gndjTAyf/gcXWQh2lY2WPQYirpeCxQ2dugTYsjctRFtwFmTtUXaLfL5Fmm3yL5FpHZ+nPXzZ/O3PxBwJZjY+ATWLltA+9Ytii3/+2w/GcCWI/7Ep2RQw9OZWb2a41uxYGf73xy7xPenrhCdmIqjjSUdfCszuWsTLMxMHwqL7FNF3uci61xk39JsaEdaj++BrZsD0YGR/LpoC9cv5P+Muft403HqALx9q+BU3o3dS7Zy4qt9j6ULZXe8JlJb5PMtcuwgcrwm8j4XWefPE3rRBXiOkBN0klIjJycHswdOi8rOzsbc3NzkvB43XV6q9mxKs4VDOD5nMzHng6k7pgtdv5nFzjYzyIx/+LQfr+a1CP7lFLfPXkOblUP9CT3pum0WP7SfTXr0nWdG271Xc3zeHcaVmZtI/jeICuO60WD7XE61fIecuIe1cxJTCV/zE2nBN9Fna3Dt1Ihaa98kOy6ZhMMXpN1FQFWjCWat+5P917foosMwa9geiz6TydiyCDIePlEr67fPQJXbPSssbbB8fQGaoHMm6YrWNm/zCjbjJpL68Wo0VwKw6jMA+6UrufN/9s47PKqi7cP3lpTd9AohEBJIiIChidKkSJH+0hE+pCgIUgQLXSkWXoqggigqKoiCFEUEXjrSQQQktISSQhIgkEZ63fL9gSxZyIYsbZCd+7rOdWXPmZnfeWbOzJnMmXlm8MsYM9JLjGPIyeb64P63Thjv7ZXv0qEZvpNe49rUheSdOIvnoK5U+u5DYtoORZ+WYTGenb8vvhOGkHvk9D3pAqjrNsWh2xDyV32BIe4cds27oB3xATkfDcOYXYK2So12xIcYszPI/34mhoxUlJ6+GHNzrNYWabfI+i3SbpFti0htS+Tl5RMaXIVuHV/kzckfPZA0b2dreAzzNhzm3e5NCAvwYfm+M4z4bgu/j+uJp7PmjvCbjkezYPNRpvdqSu3KvsSlZDBt1T4UChjbuaFV2iLbVJHPucg8F9m2hHVqSMf3Xmbde9+TcDyKJq+259VlE5nX8h1yStC21ziQFp/EqU2H6TjlZau0bsdW+2sitUXWb5F9B5H9NZHPucg8l0gs8a9d4mowGJgzZw7BwcE4ODgQEBDAjBkzTNdPnTpFy5Yt0Wg0eHl5MXToULKzs03XBw0aRNeuXfnvf/9LuXLlcHd354MPPkCn0zFu3Dg8PT2pWLEiS5YsMcW5ePEiCoWClStX0rhxYxwdHXn66afZs2ePKYxer2fw4MEEBQWh0WgIDQ1l/vz5d9z/999/T82aNXFwcMDPz49Ro0YBEBgYCEC3bt1QKBSm39OnT6dOnTr8+OOPBAYG4ubmRp8+fcjKuvWyMBgMzJw506Rdu3ZtfvnlF9P169ev069fP3x8fNBoNISEhJjsKywsZNSoUfj5+eHo6EjlypWZOXNmqWXw7bffUr16dRwdHXnqqaf48ssv78irVatW0bx5cxwdHVm+fLkp32fMmEGFChUIDQ21qrxuj3c/hA1tz9mfd3F+9V7SL1xh/8Ql6PILCO3TvMTwu95YROSyHaRFxJMRnci+cYtRKJX4N6n5r9IOeL0jl3/aSeLK3eScv8zZcd+izyukQt8XSgyffjCC5M1HyL1wmby4ayQs3kx2RDzuDawvA1u1W12vNbrT+9FHHMSYlkjhzuUYdYWoa1qYVVKQC7mZpkNVuQYUFaI/fw8dPoHamu69yd+ykYJtm9HHx5G9YB7Ggnwc23awHMloxHg97daRbl3n+iaer3QjY/UWMtZupzA6gatTF2LIL8CtZylfd5VK/OaOJ2XBTxQlJN6TLoD9C10pOrgV3eEdGK4mULD6C4yFBdg1bFNieLuGbVA4uZC3+CP0sZEY05LQR53GcCXWam2Rdous3yLtFtm2iNS2RNNGzzJ66EBaN2/ywNK8nR/3naZ7g1C6PluNquU8eK97Exzt1Kw7UvKshxNx16gT6EuHulXx93ShcbWKtKtThdMJKVZri2xTRT7nIvNcZNvSdEgHjqzcxbE1e0iKusy6d7+jMK+A+r1L1r50MobNM1dwcsMh9IU6q/WKY6v9NZHaIuu3yL6DyP6ayOdcZJ5LJJb41w7QTZo0iVmzZjFlyhQiIiJYsWIF5cqVAyAnJ4e2bdvi4eHBkSNHWLNmDTt27DANgt3kjz/+4MqVK+zdu5dPPvmEadOm0alTJzw8PDh8+DCvv/46w4YN49KlS2bxxo0bxzvvvMPx48dp1KgRnTt3JjU1FbgxSFaxYkXWrFlDREQEU6dOZfLkyaxevdoUf9GiRYwcOZKhQ4dy6tQp1q9fT3BwMABHjhwBYMmSJSQmJpp+A0RHR7Nu3To2btzIxo0b2bNnD7NmzTJdnzlzJsuWLeOrr77izJkzvPXWW7z88sumAcSbebV582YiIyNZtGgR3t7eACxYsID169ezevVqzp07x/Lly02DgyWxfPlypk6dyowZM4iMjOS///0vU6ZM4YcffjALN3HiRMaMGUNkZCRt27YFYOfOnZw7d47t27ezcePGMpfX7fHuB6WdCu+wIC7vO3PrpNHI5X1n8K0XXKY01BoHlHYqCtKz7x74MdFW2KlwqVWFtH2nzLSv7z2FW/2QMqXh0fRpnIL9SD8UaZW2rdqNUoXSNwBDQvF4RgzxZ1H6VSlTEuqaTdCfPwq6wn+PtlqNOqQaRX8X66QajRQdP4a6huVOs0KjwWPZKjx+WoPL9BmoKgdapwtgp8axZjA5B8PNtHMPhqOp85TFaN6j+qJPSyfjl23Wa95EpUZZKRj9OXNt/blwlEEla6ufboA+9iwOvYbj9NGPaCd+gX2bXqCw8hUt0G6R9Vuk3SLbFqHtmkCKdHoiL6fQILiC6ZxSqaBBSAVOxiWVGKd25XJEXErlVHwyAJdSM9l/LoHnn6ponbjINlXgcy4yz0W2LSo7FRWeDiLqwK2Zh0ajkegDpwmoV7Y6dq/Yan9N6LtEZP0W2XcQ2F8T+h4TmedPIAajQtjxpPGvXOKalZXF/PnzWbhwIQMHDgSgatWqPP/88wCsWLGC/Px8li1bhpOTEwALFy6kc+fOzJ492zSQ5+npyYIFC1AqlYSGhjJnzhxyc3OZPHkycGsQcP/+/fTp08ekP2rUKHr06AHcGGzbsmUL3333HePHj8fOzo7333/fFDYoKIhDhw6xevVqevfuDcBHH33EO++8w5gxY0zhnn32WQB8fG748nB3d6d8+fJmdhsMBpYuXYqLiwsA/fv3Z+fOncyYMYOCggL++9//smPHDho1agRAlSpV2L9/P19//TXNmzcnPj6eunXrUr9+fQCzAbj4+HhCQkJ4/vnnUSgUVK5cudQymDZtGvPmzaN79+4mOyMiIvj6669NZQLw5ptvmsLcxMnJiW+//da0RHXx4sVlKq/b490Pjp4uKNUq8pLNpy/npWTgHuxXpjSem9yH3KvXubz/zN0DPybadp6uKNUqCm/TLkzOQBtSwUIsULloeP7EVyjt1Rj1Bs5N/I60vacshi8JW7VboXFGoVRhzDVfGmHMzUTpWd5CrFsoywWi9PancPsyq3RFaytd3VCo1Bhu+6JquH4du0oBJcbRX0og+5M56GKiUTg5oe3ZB7dPvyB96CAMKcll1lZ7uKJQq9ClmGvrUtLRVqlUYhzNMzVw69mWi11GlXi9rCicXFGoVBiy0s3OG7PSUZUr+R9ThXc5VJ61KDq6m7yvp6P0roBj7+GgUlO45ecya4u0W2T9Fmm3yLZFpLZIrufkozcY8XIxX1bp5azhYlLJyzw71K1Kek4+ryzaCEYjOoORXg2fYkjLOlZpi2xTRT7nIvNcZNui9XBBpVaRnWKunZWcgU9Vy3XsQWCr/TWR2kL7awL7DiL7a0L75wLzXCIpjX/lAF1kZCQFBQW0atXK4vXatWubBnsAmjRpgsFg4Ny5c6YBn5o1a6JU3hrxLleuHE8//bTpt0qlwsvLi6Qk86+DNwfAANRqNfXr1ycy8tao/RdffMH3339PfHw8eXl5FBYWUqdOHQCSkpK4cuWKxXsvjcDAQNPgHICfn5/p3qKiosjNzaVNG/MpuYWFhdStWxeA4cOH06NHD/7++29efPFFunbtSuPGN6ZsDxo0iDZt2hAaGkq7du3o1KkTL75Y8pKJnJwcoqOjGTx4MK+99prpvE6nw83NzSzszcHA4oSFhZkNspW1vG6PVxIFBQUUFBSYnSsy6rFTqEqNZy21R3amSpeG/K/XDPQFRQ807cdRW5+dz18tx6NycsSzaRgh7w8gLy6J9IMRj0QfbNdu1dNNMCRfsuig+EnS1kWeQRd5q0OdGXEaj2+X4dihM7nLvn9oukonDX5zxnL1vQXor9/p7+Rho1AoMWalU7ByIRgNGBKiKXD3wr5l94fa4RNtd3EeZf1+HOwW2bY8Du3ao+ZIdCLf/XGCyV0bExbgQ0JqJnPW/8k3O44ztHXdR3Yfj7JNFf2cPy55LrK/JoLHoX7bWh/5Jo+6zySq7wDi+ms3EfWci8zzxx3jEziTTRT/ygE6jeZOZ7T3wu0bFigUihLPGQyGMqe5cuVKxo4dy7x582jUqBEuLi58/PHHHD58GLi/ey/t3m76a/vf//6Hv7+/WTgHBwcA2rdvT1xcHJs2bWL79u20atWKkSNHMnfuXOrVq0dsbCybN29mx44d9O7dm9atW5v5sLvJTa3FixfToEEDs2sqlflAWPFBt9LOlYWyxJs5c6bZDEaATi5h/Me1ltm5/LQsDDo9Gh/zAUWNtxu5Fr4G3yRsWAdqj+jEpr6zSItMKOPdPx7aRWmZGHR67G/TtvdxozAp3XJEo5G8i9cAyD4Th7aaP4GjuxJuxYvQVu025mVjNOhRaF3Mziu0rhhzSrcbtT3qas9SdGh9mfUeF21DZgZGvQ6lu4fZeaWHB4braWVLRK9HFxWFqoJ1S6J01zMx6vSovc211d7u6JLv1LYL8MO+UnkqfjWt2I3e6GiERmwgpu1rFCVcLZO2MScTo16P0sWd4m8OhYs7hqyS/bMYMtNArwfjrRiGqwko3TxvOJ/Wl82PkUi7RdZvkXaLbFtEaovEw8kRlVJBalae2fnU7Dy8XUruY3259Rgd6wXT/R8fRSF+nuQV6vjw1/0MaVkHpbJs/1iIbFNFPuci81xk25J7PQu9To+zt7m2i48bWcnpVqdnDbbaXxOpLbS/JrDvILK/JrR/LjDPJZLS+FcumA4JCUGj0bBz584Sr1evXp0TJ06Qk3NrR5UDBw6YlrLeL3/++afpb51Ox7Fjx6hevbpJp3HjxowYMYK6desSHBxMdPStbaJdXFwIDAy0eO9wYyBOr9dbdU81atTAwcGB+Ph4goODzY5KlW4tffDx8WHgwIH89NNPfPbZZ3zzzTema66urrz00kssXryYVatW8euvv5KWdmfDXK5cOSpUqEBMTMwdWkFBQVbdNzzY8po0aRIZGRlmR3uXO/0nGIr0pJyKxf/5YtcUCio8X5Okv6Mspl9reEfqjenKlv5zSDl5bw5BRWobi/RknYzBs2mYmbZH06fJOHqhzOkolAqU9taN79uq3Rj0GJLiUVaqXjwllJWewpAYU2pUVbVnQKVGd/awdZqPg7ZOh+7CeezqPlNMWoFdnXroIsq47ESpRBUUhCEt1TrtIh35Z6JwalTbTFvbqA554WfvCF4YnUBMx+HEdhllOrL/OEzu4ZPEdhlF0VUrnJrrdRgSolBVM9dWhdbGEHunNoA+JhKltx8obv3DqvT1x5CRal1nT6DdIuu3SLtFti1C2zWB2KlVVPf35q+oWxseGAxG/oq6Qq3KviXGyS/Sobytx6v8p74ZsWLnQZFtqsDnXGSei2xb9EV6rpyOpWrjW9oKhYKqjWsS/3fZ69i9YKv9NaHvEpH1W2TfQWB/Teh7TGSeP4EYBB5PGv+eHlkxHB0dmTBhAuPHj8fe3p4mTZqQnJzMmTNnGDx4MP369WPatGkMHDiQ6dOnk5yczBtvvEH//v1NyyXvhy+++IKQkBCqV6/Op59+yvXr13n11VeBG4OHy5YtY+vWrQQFBfHjjz9y5MgRs4Gr6dOn8/rrr+Pr60v79u3JysriwIEDvPHGGwCmAbwmTZrg4OCAh4dHifdRHBcXF8aOHctbb72FwWDg+eefJyMjgwMHDuDq6srAgQOZOnUqzzzzDDVr1qSgoICNGzeaBhY/+eQT/Pz8qFu3LkqlkjVr1lC+fHnc3d1L1Hv//fcZPXo0bm5utGvXjoKCAo4ePcr169d5++23rcrPB1leDg4OphmDN7G0vPXUN5tp/ukwkk/EkhwezdND2mGnceD8qhubarT4bBg5V69zZNaNDT5qj+jEM+/04I83viQrIcX0da8oJx9dbkGJGpYQqR3/1f+osWAEmeHRZB6PJmBoB1RaBxJX7gagxucjKbiaRvSMG1O1K4/uSlZ4NLlx11Da2+Hdqi7lezbl3ITvrNK1Zbt1f+/A/sVBGK5dxHD1Iup6rVDY2aOLOAiA/YuDMOakU3RgnVk8dc0m6KPDIf/et28XqZ23djUuYyehO38W3bmzOHbricJRQ/62zQA4j5uMISWZ3CWLAdD0G4gu8gz6K5dRODuj7dkXlW95srZYvylM2pLf8Jv9NnmnL5B/8jweA7ug1DiQ8et2APzmvIPuWirJ85ZiLCyi8EKcWXxD5o2ZwrefLwuFu9bh+PJb6BMuYIg7j12LLijsHSk6vAMAx5ffxpCRSuGGG5vqFO3fhH2zTjh0H0rh3g0ofSpg36YXRXs3/KvsFlm/Rdotsm0RqW2J3Nw84i9dMf2+fOUaZ89H4+bqgl/5kgdzrKV/06eZsnovNSp683QlH5bvP01eoY4u9asB8N7KPfi6aRnd/oZ/32bVA/hp32mequBFWIAv8SmZfLntGM2qB6C6fRTpLohsU0U+5yLzXGTbsu/bTfSa9zqXT8WQEB5Nk8Htsdc6cmzNDe1e84aTeS2NrXNWATc2lvANqfjP32pcy3niV6MyhTn5pMZds0rbVvtrIrVF1m+RfQeR/TWRz7nIPJdILPGvHKCDGzuSqtVqpk6dypUrV/Dz8+P1118HQKvVsnXrVsaMGcOzzz6LVqulR48efPLJJw9Ee9asWcyaNYvw8HCCg4NZv369aTfUYcOGcfz4cV566SUUCgV9+/ZlxIgRbN682RR/4MCB5Ofn8+mnnzJ27Fi8vb3p2bOn6fq8efN4++23Wbx4Mf7+/ly8eLFM9/Xhhx/i4+PDzJkziYmJwd3dnXr16pk2vbC3t2fSpElcvHgRjUZD06ZNWblyJXBjgG/OnDlcuHABlUrFs88+y6ZNm8x89BVnyJAhaLVaPv74Y8aNG4eTkxNhYWG8+eabVufnwy4vS8RsOIyjlyvPjO2B1seN1Ig4NvefQ17KDV8tTv7eGA23vvJW798KlYMdbb4ZY5bOsU/W8vcna/812km/H8Ley5Uq43vj4OtO1pmLhPedaXLQ6ujvhbHYsm6V1oHQ2YNx8PPCkF9ITtRlzoxcSNLvh6zStWW79eePUqRxxq7Rf1BoXTGkXKJg3QL4xxGxwtUTbptRoPAoh8o/hPy1n1mt97hoF+7ZRY6bO9oBr6L08EQXE0Xmu+Mw/uOIWOXjC8XyXOnsjPOb41B6eGLMzkJ34Tzpb41EH2/9P5NZm/ai8nTFZ3R/VD4eFETGkDB4KvrUdADs/HzMtB8kuuP7KHB2w6HDyyhcPTBciiF30VSM/zgiVnj4oCy2PMKYnkLul1Nx7D4Ep4kLMWakUrRnPYU7frVaW6TdIuu3SLtFti0itS1x+uwFXn1jgun3nM9vzNTv0r41M95754FotK1Thes5+SzadoyUrDxCK3jx5eC2pk0MEtOzURSb4fBaqzooFPDF1mMkZeTi4exIs+oBjGr3jCUJi4hsU0U+5yLzXGTbcmrjnzh7utL6rZ64+LiTGBnHkoGzyP5H293fC2Ox9tylnAejN800/W42rBPNhnUi5s8IFvf5yCptW+2vidQWWb9F9h1E9tdEPuci81wisYTCaDRaMbfftrl48SJBQUEcP37ctOmD5PFnccWXRd+CEKoUiXOGHHObv8RHiUi7G01yF6YtktzNJS8FeBSkxN6bT8sHgX87cV4iLm8RN6l/X66nMO2m2jL6w3kIXM5wuXugJ5BmZ2bePdBDQnfgTj+4jwpjbPTdAz0k4r+03n/Wg6Lyxy2Eaf808qQw7Ri1uDa1dZ51bm0eJCL7ayLpN1Zc30Efc1mYdsG5rLsHekicCL/7TrgPi+deuveZjfeLywLrZxX+G9lbvpcw7WZX1wjTfhj8K33QSSQSiUQikUgkEolEIpFIJE8K/9olrhKJRCKRSCQSiUQikUgkEnEY5JrMB4YcoLOCwMBA5IpgiUQikUgkEolEIpFIJBLJg0QucZVIJBKJRCKRSCQSiUQikUgEImfQSSQSiUQikUgkEolEIpFIrMaA4u6BJGVCDtBJJA8RkbuCgW3uzCVyR7LnBO7MpariL0xb5E6qQnfW3CJuNzShdttm02KziNxJVd2kpzBtHeLsvpyRLkw7QODutbaKre6kKhKRu89r2z8lTDtli7gdokU+5/4Cd74XV9qSfytygE4ikUgkEolEIpFIJBKJRGI1RjmD7oEhfdBJJBKJRCKRSCQSiUQikUgkApEDdE84S5cuxd3dXfRtSCQSiUQikUgkEolEInnCMAg8njTkEtcnnJdeeokOHTqYfk+fPp1169YRHh4u7qYeI2oMbE2t1zui8XEjLTKeg1OWkRweU2LY0P9rQbUeTfEIrQhAyqlYjsxebTH83WjYvw3NhnXC2ceNq5HxrJ/2A5dOlOz7xTfEnzZv98I/LAiPij5s/GAZB77fck+6INZuW9W2a9oR+5bdUbh6YLgcS/4vX2OIP285gsYJh079UddqjMLJBWNaEvlrF6OPOGq1trpWC9T126DQumFIuUTRrpUYrl0sMaxDz7dRVQy947w+9hQFvy+0Wtu9Xye8BvdA5eNBwdlYrn24iPyTpdj9Dy4dm+H/6USydhzi8ogPrdYFqPjKiwSM6Iy9rzvZEXGcn7yEzOMl1zGfDs8ROKYrmqDyKO1U5MZcJX7RRq7+su+etG3VbpF1zFbzXKT2yoMR/LDnFKlZeVTz82RCl0aEBfhYDP/TvtOsOXSWq+nZuDs50joskNHt6+Ng92C6o0fDT7FkxS9EnI0iOTWN+TOn0KpZ4weSdnFE2i2yvEW+S2R/zbb6TCK1HTt3RdOzD0pPT3Qx0eR8OR/duZJ91jm0aYfL2Elm54yFBaR2fvGetG21v2arfQeJpCTkDLonHI1Gg6+vr+jbAKCwsPCOc3q9HoPB+rHve41XnCqdG9Bwaj/+/vQ3fmv/HqkR8bT/aQKOXq4lhq/QqDpRvx9iY+8Z/N5lOtlX0mi/fALa8h5Wa4d1akjH915m5/y1LOz4LokR8by6bCJOFrTtNQ6kxSexZfZKMpOuW61XHJF226q2um5THLoNoWDLz+R+PAb95Vi0Iz5A4exWcgSVGu2ID1F6liP/+5nkfDSM/JWfY0xPtVpbVa0+ds16UvTn/8hfMQNj8iUcuo0GTcmbDBRs+Ircb8aZjrxl0zEa9OguHLNa26VDM3wnvUbKwhVc7PoGBWdjqPTdh6g8Ldj9D3b+vvhOGELukdNWa97Et0sjQt4fQOy8XznSZiLZZ+Kos3Iydt4ll3dRejYXP/uNox2ncLjFeBJX7qb6/OF4tqhttbat2i2yjtlqnovU3hoew7wNhxnWui4/j+lCNT9PRny3hbTsvBLDbzoezYLNRxnWpi5rx/ZgWq/n2XYils+3WP/RwRJ5efmEBlfh3XdGPLA0b0ek3SLLW+S7RPbXbKvPJFLbvvkLOA0dSe7yH0gf+Rr6mGhcZ8xF4eZuMY4hJ5vUPt1MR1r/l6zWBdvtr9lq30EisYQcoCsFg8HAnDlzCA4OxsHBgYCAAGbMmGG6furUKVq2bIlGo8HLy4uhQ4eSnZ1tuj5o0CC6du3K3Llz8fPzw8vLi5EjR1JUVGQKU1BQwIQJE6hUqRIODg4EBwfz3XffATcGoQYPHkxQUBAajYbQ0FDmz59virtt2zYcHR1JT083u+8xY8bQsmVLwHyJ69KlS3n//fc5ceIECoUChULB0qVLefXVV+nUqZNZGkVFRfj6+prupST2799P06ZN0Wg0VKpUidGjR5OTk2O6HhgYyIcffsiAAQNwdXVl6NChpvtZv349NWrUwMHBgfj4eK5fv86AAQPw8PBAq9XSvn17Lly4YErLUrz7IWxoe87+vIvzq/eSfuEK+ycuQZdfQGif5iWG3/XGIiKX7SAtIp6M6ET2jVuMQqnEv0lNq7WbDunAkZW7OLZmD0lRl1n37ncU5hVQv3fJ2pdOxrB55gpObjiEvlBntV5xRNptq9r2L3Sl6OBWdId3YLiaQMHqLzAWFmDXsE2J4e0atkHh5ELe4o/Qx0ZiTEtCH3Uaw5VYq7XV9VqjO70ffcRBjGmJFO5cjlFXiLqmhVklBbmQm2k6VJVrQFEh+vPWd/g8X+lGxuotZKzdTmF0AlenLsSQX4Bbz1K+LCuV+M0dT8qCnyhKSLRa8yYBr3fk8k87SVy5m5zzlzk77lv0eYVU6PtCieHTD0aQvPkIuRcukxd3jYTFm8mOiMe9wZ1fp++Grdotso7Zap6L1P5x32m6Nwil67PVqFrOg/e6N8HRTs26IyXPPDgRd406gb50qFsVf08XGlerSLs6VTidkGK1tiWaNnqW0UMH0rp5kweW5u2ItFtkeYt8l8j+mm31mURqa7r3Jn/LRgq2bUYfH0f2gnkYC/JxbNvBciSjEeP1tFtH+r0NzNpqf81W+w5PGkYUwo4nDTlAVwqTJk1i1qxZTJkyhYiICFasWEG5cuUAyMnJoW3btnh4eHDkyBHWrFnDjh07GDVqlFkau3btIjo6ml27dvHDDz+wdOlSli5daro+YMAAfv75ZxYsWEBkZCRff/01zs7OwI0BwooVK7JmzRoiIiKYOnUqkydPZvXq1QC0atUKd3d3fv31V1N6er2eVatW0a9fvzvseemll3jnnXeoWbMmiYmJJCYm8tJLLzFkyBC2bNlCYuKtRmbjxo3k5uby0kslfwWKjo6mXbt29OjRg5MnT7Jq1Sr2799/h/1z586ldu3aHD9+nClTpgCQm5vL7Nmz+fbbbzlz5gy+vr4MGjSIo0ePsn79eg4dOoTRaKRDhw5mg5klxbtXlHYqvMOCuLzvzK2TRiOX953Bt15wmdJQaxxQ2qkoSM++e+BiqOxUVHg6iKgDt766GI1Gog+cJqBeiFVpWYtIu21VG5UaZaVg9OfCzbT158JRBpW8+br66QboY8/i0Gs4Th/9iHbiF9i36QUKK5tspQqlbwCGhMhiJ40Y4s+i9KtSpiTUNZugP38UdHfOgC0VOzWONYPJORheTNpI7sFwNHUsbzrvPaov+rR0Mn7ZZp1eMRR2KlxqVSFt3ykz7et7T+FWv2x1zKPp0zgF+5F+KPLugYtjo3YLrWM2mucitYt0eiIvp9AguILpnFKpoEFIBU7GJZUYp3blckRcSuVUfDIAl1Iz2X8ugeefqmiVtkhE2i20XRP4LpH9NdvqMwl9l6jVqEOqUfR3sQEuo5Gi48dQ17A8+KPQaPBYtgqPn9bgMn0GqsqB1umCzfbXbLXvIJGUhvRBZ4GsrCzmz5/PwoULGThwIABVq1bl+eefB2DFihXk5+ezbNkynJycAFi4cCGdO3dm9uzZpoE8Dw8PFi5ciEql4qmnnqJjx47s3LmT1157jfPnz7N69Wq2b99O69atAahS5VYjbGdnx/vvv2/6HRQUxKFDh1i9ejW9e/dGpVLRp08fVqxYweDBgwHYuXMn6enp9OjR4w6bNBoNzs7OqNVqypcvbzrfuHFjQkND+fHHHxk/fjwAS5YsoVevXqbBwtuZOXMm/fr148033wQgJCSEBQsW0Lx5cxYtWoSjoyMALVu25J133jHF27dvH0VFRXz55ZfUrn1jicWFCxdYv349Bw4coHHjG1+Jli9fTqVKlVi3bh29evUCuCPe/eDo6YJSrSIvOcPsfF5KBu7BfmVK47nJfci9ep3L+8/cPXAxtB4uqNQqslPMtbOSM/CpWsFCrAeDSLttVVvh5IpCpcKQlW523piVjqpcyf+gKbzLofKsRdHR3eR9PR2ldwUcew8HlZrCLT+XXVvjjEKpwpibZa6dm4nSs7yFWLdQlgtE6e1P4fZlZda8idrDFYVahS7F/EuyLiUdbZVKJcbRPFMDt55tudhlVInXy4qdpytKtYrC28q7MDkDbYjlOqZy0fD8ia9Q2qsx6g2cm/gdaXtPWQxfErZqt8g6Zqt5LlL7ek4+eoMRLxeN2XkvZw0XkzJKjNOhblXSc/J5ZdFGMBrRGYz0avgUQ1rWsUpbJCLtFlneIt8lsr9mW30mkdpKVzcUKjWG22bAGa5fx65SQIlx9JcSyP5kDrqYaBROTmh79sHt0y9IHzoIQ0pymbVttb9mq32HJ5EncbMGUcgBOgtERkZSUFBAq1atLF6vXbu2aXAOoEmTJhgMBs6dO2caoKtZsyYqlcoUxs/Pj1OnbnSMwsPDUalUNG9e8hRegC+++ILvv/+e+Ph48vLyKCwspE6dOqbr/fr1o2HDhly5coUKFSqwfPlyOnbsaPXOrUOGDOGbb75h/PjxXLt2jc2bN/PHH39YDH/ixAlOnjzJ8uXLTeeMRiMGg4HY2FiqV68OQP369e+Ia29vT61atUy/IyMjUavVNGjQwHTOy8uL0NBQIiMjLcYriYKCAgoKCszOFRn12ClUFmLcG7VHdqZKl4b8r9cM9AVFd4/whCDSblvSViiUGLPSKVi5EIwGDAnRFLh7Yd+yu1UDdPeL6ukmGJIvWXRQ/CBROmnwmzOWq+8tQH8986HrlYQ+O5+/Wo5H5eSIZ9MwQt4fQF5cEukHIx6apq3afTuPso7Zep6L0j4Snch3f5xgctfGhAX4kJCayZz1f/LNjuMMbV33oWqLRLTdj0P9fpTvktuR/bUnv88kUlsXeQZd5K2BocyI03h8uwzHDp3JXfb9Q9e/ia31125ia30HiW0gB+gsoNFo7h6oDNjZ2Zn9VigUps0N7qaxcuVKxo4dy7x582jUqBEuLi58/PHHHD582BTm2WefpWrVqqxcuZLhw4fz22+/mS2hLSsDBgxg4sSJHDp0iIMHDxIUFETTpk0ths/OzmbYsGGMHj36jmsBAbe+MhUfwLyJRqNBobB+vXhZ4s2cOdNs1iFAJ5cw/uNqPrCXn5aFQadH42PuBFTj7Uauha/gNwkb1oHaIzqxqe8s0iITrLDgBrnXs9Dr9Dh7m2u7+LiRlZxudXrWINJuW9U25mRi1OtRuribfV1SuLhjyCrZT4khMw30ejDeimG4moDSzRNUatCXza+NMS8bo0GPQmvuYFihdcWYU7rdqO1RV3uWokPry6R1O7rrmRh1etTe5k571d7u6JLT7ghvF+CHfaXyVPxq2q2Tyhv1PTRiAzFtX6Mo4WqZtIvSMjHo9NjfVt72Pm4UJqVbjmg0knfxGgDZZ+LQVvMncHRXwq34R9ZW7RZZx2w1z0Vqezg5olIqSM0y3xghNTsPb5eS+zZfbj1Gx3rBdP/H/1mInyd5hTo+/HU/Q1rWQal8/P3IiLRbZHmLfJfI/ppt9ZlEahsyMzDqdSjdzd8lSg8PDNfvfJeUiF6PLioKVQXrlrDban/NVvsOEklpSB90FggJCUGj0bBz584Sr1evXp0TJ06YbYpw4MABlEoloaFlc74bFhaGwWBgz549JV6/ueRzxIgR1K1bl+DgYKKj79zWvV+/fixfvpwNGzagVCrp2LGjRU17e3v0ev0d5728vOjatStLlixh6dKlvPLKK6Xee7169YiIiCA4OPiOw97e/i6Wm1O9enV0Op3ZwGNqairnzp2jRo0aVqU1adIkMjIyzI72Lnf6jTAU6Uk5FYv/88WuKRRUeL4mSX9HWUy/1vCO1BvTlS3955By0nqH/QD6Ij1XTsdStfEtbYVCQdXGNYn/+0IpMe8fkXbbqjZ6HYaEKFTVii3NVihQhdbGEHu25CgxkSi9/aDYgLTS1x9DRmqZB+cAMOgxJMWjrFS92EkFykpPYUgsfTt6VbVnQKVGd/ZwqeEsUqQj/0wUTo3M7dY2qkNe+J12F0YnENNxOLFdRpmO7D8Ok3v4JLFdRlF0tewO1Y1FerJOxuDZNMxM26Pp02QcLXsdUygVKO2t/I5lo3YLrWM2mucite3UKqr7e/NX1C3ftQaDkb+irlCrcsn+YfOLdChv63Uq/2njjBit0heFSLuFtmsC3yWyv2ZbfSah7xKdDt2F89jVfcZM265OPXQRZVw+qVSiCgrCkJZqnbaN9tdste/wJGIQeDxpyBl0FnB0dGTChAmMHz8ee3t7mjRpQnJyMmfOnGHw4MH069ePadOmMXDgQKZPn05ycjJvvPEG/fv3Ny1vvRuBgYEMHDiQV199lQULFlC7dm3i4uJISkqid+/ehISEsGzZMrZu3UpQUBA//vgjR44cISgoyCydfv36MX36dGbMmEHPnj1xcHAoVTM2Npbw8HAqVqyIi4uLKfyQIUPo1KkTer3e5HfPEhMmTKBhw4aMGjWKIUOG4OTkREREBNu3b2fhwoVlsv8mISEhdOnShddee42vv/4aFxcXJk6ciL+/P126dLEqLQcHhzvst7S89dQ3m2n+6TCST8SSHB7N00PaYadx4PyqGwOmLT4bRs7V6xyZdWNTjtojOvHMOz34440vyUpIMX3tKcrJR5dbUKKGJfZ9u4le817n8qkYEsKjaTK4PfZaR46tuaHda95wMq+lsXXOKuCGo2LfkIr//K3GtZwnfjUqU5iTT2rcNau0Rdptq9qFu9bh+PJb6BMuYIg7j12LLijsHSk6vAMAx5ffxpCRSuGGH25o7N+EfbNOOHQfSuHeDSh9KmDfphdFezdYpQug+3sH9i8OwnDtIoarF1HXa4XCzh5dxEEA7F8chDEnnaID68ziqWs2QR8dDvk5dyZaRtKW/Ibf7LfJO32B/JPn8RjYBaXGgYxftwPgN+cddNdSSZ63FGNhEYUX4sziGzJvOPy9/XxZiP/qf9RYMILM8Ggyj0cTMLQDKq0DiSt3A1Dj85EUXE0jesaNJcOVR3clKzya3LhrKO3t8G5Vl/I9m3JuguWdrKXd5oisY7aa5yK1+zd9mimr91KjojdPV/Jh+f7T5BXq6FK/GgDvrdyDr5uW0e2fBaBZ9QB+2neapyp4ERbgS3xKJl9uO0az6gGobh/Bukdyc/OIv3TF9PvylWucPR+Nm6sLfuXvfWOp4oi0W2R5i3yXyP6abfWZRGrnrV2Ny9hJ6M6fRXfuLI7deqJw1JC/bTMAzuMmY0hJJnfJYgA0/QaiizyD/splFM7OaHv2ReVbnqwtG63SBdvtr9lq30EisYQcoCuFKVOmoFarmTp1KleuXMHPz4/XX38dAK1Wy9atWxkzZgzPPvssWq2WHj168Mknn1ilsWjRIiZPnsyIESNITU0lICCAyZMnAzBs2DCOHz/OSy+9hEKhoG/fvowYMYLNmzebpREcHMxzzz3HX3/9xWeffVaqXo8ePVi7di0vvPAC6enpLFmyhEGDBgHQunVr/Pz8qFmzJhUqlO78tlatWuzZs4d3332Xpk2bYjQaqVq1qsVdX+/GkiVLGDNmDJ06daKwsJBmzZqxadOmO5YIP0hiNhzG0cuVZ8b2QOvjRmpEHJv7zyEv5YZfASd/b4yGW1+3q/dvhcrBjjbfjDFL59gna/n7k7VWaZ/a+CfOnq60fqsnLj7uJEbGsWTgLLL/0Xb398JYbHmjSzkPRm+aafrdbFgnmg3rRMyfESzu89G/xm5b1dYd30eBsxsOHV5G4eqB4VIMuYumYvxn4wiFhw/KYuVtTE8h98upOHYfgtPEhRgzUinas57CHb9aULCM/vxRijTO2DX6DwqtK4aUSxSsWwD/OCJWuHrCbbM4FB7lUPmHkL/2M6v1ipO1aS8qT1d8RvdH5eNBQWQMCYOnok9NB8DOzwcMD+fbV9Lvh7D3cqXK+N44+LqTdeYi4X1nmhysO/p7YSymrdI6EDp7MA5+XhjyC8mJusyZkQtJ+v2Q1dq2arfIOmareS5Su22dKlzPyWfRtmOkZOURWsGLLwe3NW2gkJiebeaW4rVWdVAo4Iutx0jKyMXD2ZFm1QMY1e4ZSxJWc/rsBV59Y4Lp95zPvwGgS/vWzHjvHUvRrEKk3SLLW+S7RPbXbKvPJFK7cM8uctzc0Q54FaWHJ7qYKDLfHYfxn40jVD6+Zu8SpbMzzm+OQ+nhiTE7C92F86S/NRJ9vPUDNrbaX7PVvsOThpHH303FvwWF0Wj8d6wrkDx0srOz8ff3Z8mSJXTv3l307TwwFld8WZh2jFpco15FJ1ewP2r6dE8Xpq2q4i9MO/5L631/PCguZ7jcPdBDwt8t6+6BHhIi7Y55iB9O7kZTbRn9AD0EROa5SBp/8+AG0KxF3aSnMG3dgV+EaR8cekyYdqNJ7sK0l8+99xlA94vsr9kW3WqK67do2z8lTFtkf21frqcwbZF9h6fObxKm/Sj5X7m+wrQ7Xnt0G+g9CuQMOgkGg4GUlBTmzZuHu7s7//nPf0TfkkQikUgkEolEIpFIJJLHHIOcQPfAkAN0EuLj4wkKCqJixYosXboUtVo+FhKJRCKRSCQSiUQikUgkjwo5EiMhMDAQudJZIpFIJBKJRCKRSCQSiUQMcoBOIpFIJBKJRCKRSCQSiURiNQa5ScQDQ3ollUgkEolEIpFIJBKJRCKRSAQiZ9BJnnhE7tyDje5YZLvY5jcP/3YC7d5imzup1q5zVZh2zJlKwrTls/boMcZGC9PWIW4nVZE7yIK4XVz1MZeFaTfVittJNabQXZi2re5OLXJHcJHkbj4rTNu/ncDyXi9wp2SBz7m4PXsfLdJZ1oPDNv+blEgkEolEIpFIJBKJRCKRSB4T5ACdRCKRSCQSiUQikUgkEolEIhC5xFUikUgkEolEIpFIJBKJRGI14hYwP3nIGXT/ci5evIhCoSA8PFz0rUgkEolEIpFIJBKJRCKRSO4BOYPuX06lSpVITEzE29u7zHGmT5/OunXr5KAe4N6vE16De6Dy8aDgbCzXPlxE/snzd43n0rEZ/p9OJGvHIS6P+PCetGsMbE2t1zui8XEjLTKeg1OWkRweU2LY0P9rQbUeTfEIrQhAyqlYjsxebTH83RBpt61q2zXtiH3L7ihcPTBcjiX/l68xxJeirXHCoVN/1LUao3BywZiWRP7axegjjlqtra7VAnX9Nii0bhhSLlG0ayWGaxdLDOvQ821UFUPvOK+PPUXB7wut1hZpt8jyrvjKiwSM6Iy9rzvZEXGcn7yEzOMlO9v36fAcgWO6ogkqj9JORW7MVeIXbeTqL/vuSduxc1c0Pfug9PREFxNNzpfz0Z0r2Sm1Q5t2uIydZHbOWFhAaucX70lbZLsmn7VH/6yJbFtWHozghz2nSM3Ko5qfJxO6NCIswMdi+J/2nWbNobNcTc/G3cmR1mGBjG5fHwe7B9MVPhp+iiUrfiHibBTJqWnMnzmFVs0aP5C0iyOyvG21jjXs34Zmwzrh7OPG1ch41k/7gUsnSs5z3xB/2rzdC/+wIDwq+rDxg2Uc+H7LPemC7bYtIt8lIt+hIrVF1m+RdUzkc/4kYVAoRN/CE4McoPuXo1KpKF++vOjbKBNFRUXY3bZjU2FhIfb29landa/xiuPSoRm+k17j2tSF5J04i+egrlT67kNi2g5Fn5ZhMZ6dvy++E4aQe+T0PWtX6dyAhlP7sX/SEpKOR/H0kHa0/2kCq5uPIz81847wFRpVJ+r3Q1w7eh59QRG1R3Sm/fIJ/NJqIrlXr1ulLdJuW9VW122KQ7ch5K/6AkPcOeyad0E74gNyPhqGMbsEbZUa7YgPMWZnkP/9TAwZqSg9fTHm5litrapWH7tmPSn8YwWGq7HY1W2FQ7fR5P0wDfLu3JWyYMNXoLr1alA4OuH48hR0F6zfVVCk3SLL27dLI0LeH8DZ8d+S+fcFKg3tQJ2VkznU5C2KUu6s30Xp2Vz87Ddyoq5gLNTh/WI9qs8fTmFKJmm7T1ilbd/8BZyGjiT780/QnY1A060XrjPmcn3wyxgz0kuMY8jJ5vrg/rdOGO9tLy6R7Zp81h79syaybdkaHsO8DYd5t3sTwgJ8WL7vDCO+28Lv43ri6ay5I/ym49Es2HyU6b2aUruyL3EpGUxbtQ+FAsZ2bmi1fknk5eUTGlyFbh1f5M3JHz2QNG9HZHnbah0L69SQju+9zLr3vifheBRNXm3Pq8smMq/lO+SU0K7ZaxxIi0/i1KbDdJzy8j3rgu22LSLfJSLfoSK1RdZvkXVM5HMukVjisVjiajAYmDNnDsHBwTg4OBAQEMCMGTNM10+dOkXLli3RaDR4eXkxdOhQsrOzTdcHDRpE165dmTt3Ln5+fnh5eTFy5EiKiopMYQoKCpgwYQKVKlXCwcGB4OBgvvvuOwD0ej2DBw8mKCgIjUZDaGgo8+fPN8Xdtm0bjo6OpKenm933mDFjaNmypen3/v37adq0KRqNhkqVKjF69Ghyciw3VNOnT6dOnTp8/fXXVKpUCa1WS+/evcnIuNUQGgwGPvjgAypWrIiDgwN16tRhy5ZbXwluX+K6e/duFAoFO3fupH79+mi1Who3bsy5c+cAWLp0Ke+//z4nTpxAoVCgUChYunQpRqOR6dOnExAQgIODAxUqVGD06NGlltvvv/9OvXr1cHR0pEqVKrz//vvodDrTdYVCwaJFi/jPf/6Dk5MTM2bMMNn87bffEhQUhKOjIwDx8fF06dIFZ2dnXF1d6d27N9euXbsjr26Pdz94vtKNjNVbyFi7ncLoBK5OXYghvwC3nqV8eVIq8Zs7npQFP1GUkHjP2mFD23P2512cX72X9AtX2D9xCbr8AkL7NC8x/K43FhG5bAdpEfFkRCeyb9xiFEol/k1qWq0t0m5b1bZ/oStFB7eiO7wDw9UEClZ/gbGwALuGbUoMb9ewDQonF/IWf4Q+NhJjWhL6qNMYrsRara2u1xrd6f3oIw5iTEukcOdyjLpC1DUtzOwoyIXcTNOhqlwDigrRn7f+n2iRdoss74DXO3L5p50krtxNzvnLnB33Lfq8Qir0faHE8OkHI0jefITcC5fJi7tGwuLNZEfE497gztlGd0PTvTf5WzZSsG0z+vg4shfMw1iQj2PbDpYjGY0Yr6fdOtKt+4fmJiLbNfmsPfpnTWTb8uO+03RvEErXZ6tRtZwH73VvgqOdmnVHSp7tcSLuGnUCfelQtyr+ni40rlaRdnWqcDohxWptSzRt9Cyjhw6kdfMmDyzN2xFZ3rZax5oO6cCRlbs4tmYPSVGXWffudxTmFVC/d8nt2qWTMWyeuYKTGw6hL9SVGKas2GrbIvJdIvIdKlJbZP0WWcdEPucSiSUeiwG6SZMmMWvWLKZMmUJERAQrVqygXLlyAOTk5NC2bVs8PDw4cuQIa9asYceOHYwaNcosjV27dhEdHc2uXbv44YcfWLp0KUuXLjVdHzBgAD///DMLFiwgMjKSr7/+GmdnZ+DGIFjFihVZs2YNERERTJ06lcmTJ7N69WoAWrVqhbu7O7/++qspPb1ez6pVq+jXrx8A0dHRtGvXjh49enDy5ElWrVrF/v3777jP24mKimL16tVs2LCBLVu2cPz4cUaMGGG6Pn/+fObNm8fcuXM5efIkbdu25T//+Q8XLlwoNd13332XefPmcfToUdRqNa+++ioAL730Eu+88w41a9YkMTGRxMREXnrpJX799Vc+/fRTvv76ay5cuMC6desICwuzmP6+ffsYMGAAY8aMISIigq+//pqlS5eaDazCjYG1bt26cerUKdM9REVF8euvv7J27VrCw8MxGAx06dKFtLQ09uzZw/bt24mJieGll166I6+Kx7sv7NQ41gwm52CxdIxGcg+Go6nzlMVo3qP6ok9LJ+OXbfcsrbRT4R0WxOV9Z8y0L+87g2+94DKlodY4oLRTUZCefffAxRFot81qq9QoKwWjP2eurT8XjjKoZG310w3Qx57FoddwnD76Ee3EL7Bv0wsUVjbZShVK3wAMCZHFThoxxJ9F6VelTEmoazZBf/4o6Aqt0xZpt8DyVtipcKlVhbR9p8y0r+89hVv9kDKl4dH0aZyC/Ug/FHn3wMVRq1GHVKPo72IDHkYjRcePoa5h+R8VhUaDx7JVePy0BpfpM1BVDrROF8HtmnzWzLQfybMmsG0p0umJvJxCg+AKt25HqaBBSAVOxiWVGKd25XJEXErlVHwyAJdSM9l/LoHnn6polbZIhJa3jdYxlZ2KCk8HEXXg1kw0o9FI9IHTBNQrW57fMzbatgh9lwh8hwrVFli/RdYxoW3qE4hR4PGkIXyJa1ZWFvPnz2fhwoUMHDgQgKpVq/L8888DsGLFCvLz81m2bBlOTk4ALFy4kM6dOzN79mzTQJ6HhwcLFy5EpVLx1FNP0bFjR3bu3Mlrr73G+fPnWb16Ndu3b6d169YAVKlyqwNpZ2fH+++/b/odFBTEoUOHWL16Nb1790alUtGnTx9WrFjB4MGDAdi5cyfp6en06NEDgJkzZ9KvXz/efPNNAEJCQliwYAHNmzdn0aJFFmd83bTN398fgM8//5yOHTsyb948ypcvz9y5c5kwYQJ9+vQBYPbs2ezatYvPPvuML774wmK+zpgxg+bNb3x5mDhxIh07diQ/Px+NRoOzszNqtdpsaWx8fDzly5endevW2NnZERAQwHPPPWcx/ffff5+JEyeayqxKlSp8+OGHjB8/nmnTppnC/d///R+vvPKKWdzCwkKWLVuGj88NXzHbt2/n1KlTxMbGUqlSJQCWLVtGzZo1OXLkCM8++2yJ8e4HtYcrCrUKXYr5lyZdSjraKpVKjKN5pgZuPdtysUvpg653w9HTBaVaRV6y+ZTxvJQM3IP9ypTGc5P7kHv1Opf3n7l74GKItNtWtRVOrihUKgxZ6WbnjVnpqMqV/M+hwrscKs9aFB3dTd7X01F6V8Cx93BQqSnc8nPZtTXOKJQqjLnmy82MuZkoPe++NF5ZLhCltz+F25eVWdOkLdBukeVt5+mKUq2i8Lb6XZicgTakgoVYoHLR8PyJr1DaqzHqDZyb+B1pe09ZDF8SSlc3FCo1htu+oBuuX8euUkCJcfSXEsj+ZA66mGgUTk5oe/bB7dMvSB86CENKcpm1RbZr8ll79M+ayLblek4+eoMRLxfzpaxezhouJpW87K9D3aqk5+TzyqKNYDSiMxjp1fAphrSsY7W+KISWt43WMa2HCyq1iuwU8zzPSs7Ap6rlPH8Q2GrbIvJdIvIdKlJbZP0WWcdEPucSSWkIH6CLjIykoKCAVq1aWbxeu3Zt0+AcQJMmTTAYDJw7d840QFezZk1UKpUpjJ+fH6dO3ags4eHhqFQq04BVSXzxxRd8//33xMfHk5eXR2FhIXXq1DFd79evHw0bNuTKlStUqFCB5cuX07FjR9zd3QE4ceIEJ0+eZPny5aY4RqMRg8FAbGws1atXL1E3ICDANDgH0KhRI5NtWq2WK1eu0KSJ+XKJJk2acOJE6evca9WqZZYXAElJSQQElNzI9+rVi88++4wqVarQrl07OnToQOfOnVGrS35ETpw4wYEDB8xmzOn1evLz88nNzUWr1QJQv379O+JWrlzZbJAtMjKSSpUqmQbnAGrUqIG7uzuRkZGmAbrb45VEQUEBBQUFZucKDXrslSoLMcqG0kmD35yxXH1vAfrrd/okeJTUHtmZKl0a8r9eM9AXFN09wn0g0m5b1QZQKJQYs9IpWLkQjAYMCdEUuHth37K7VR2f+0X1dBMMyZcsOn1/0IiyW3R5A+iz8/mr5XhUTo54Ng0j5P0B5MUlkX4w4qHq6iLPoIu89U9MZsRpPL5dhmOHzuQu+/6hahfnUbZrIJ81Ec9acR5123IkOpHv/jjB5K6NCQvwISE1kznr/+SbHccZ2rruI7kHUYgqb1uuYyJ4HOx+HNqWR/0uEfkOFan9uPRTRfA4POePIwbRN/AEIXyATqO505nvvXD75gMKhQKDwVAmjZUrVzJ27FjmzZtHo0aNcHFx4eOPP+bw4cOmMM8++yxVq1Zl5cqVDB8+nN9++81sCW12djbDhg0r0W+bpUGxh0nx/FD8s6vKzfwoiUqVKnHu3Dl27NjB9u3bGTFiBB9//DF79uy5I2/hhr3vv/8+3bt3v+Na8dmCxQdWSztXFsoSb+bMmWazIQFGegYzyst8qrLueiZGnR61t4fZebW3O7rktDvStQvww75SeSp+dWt2IMob+RoasYGYtq9RlHC1THbkp2Vh0OnR+LiZndd4u5Fr4ev/TcKGdaD2iE5s6juLtMiEMukVR6TdtqptzMnEqNejdHE3e3kpXNwxZJXsK8SQmQZ6PRhvxTBcTUDp5nnDybq+bD43jHnZGA16FFoXs/MKrSvGnNKfNdT2qKs9S9Gh9WXSukNboN0iy7soLRODTo/9bfXb3seNwqR0yxGNRvIu3vC7mX0mDm01fwJHdyXcig6fITMDo16H0t3cbqWHB4brd9pdIno9uqgoVBWsW/onsl2Tz9qjf9ZEti0eTo6olApSs/LMzqdm5+HtUnJ/78utx+hYL5ju//gJCvHzJK9Qx4e/7mdIyzoolY//7nNCy9tG61ju9Sz0Oj3O3uZ57uLjRlZyepnSuFdstW0R+S4R+Q4VqS2yfousYyKfc4mkNIT7oAsJCUGj0bBz584Sr1evXp0TJ06YbbZw4MABlEoloaFlc8gYFhaGwWBgz549JV4/cOAAjRs3ZsSIEdStW5fg4GCio+/cXrlfv34sX76cDRs2oFQq6dixo+lavXr1iIiIIDg4+I6jtN1G4+PjuXLliun3n3/+abLN1dWVChUqcODAgTvut0aNGmWyvSTs7e3R6/V3nNdoNHTu3JkFCxawe/duDh06ZJqFeDv16tXj3LlzJdqrVFr3WFWvXp2EhAQSEm69TCMiIkhPT7fazkmTJpGRkWF2DPUowR9OkY78M1E4Nap965xCgbZRHfLC79zOvDA6gZiOw4ntMsp0ZP9xmNzDJ4ntMoqiq2V3NG0o0pNyKhb/54v5lFAoqPB8TZL+jrIYr9bwjtQb05Ut/eeQctJ6J6yAULttVluvw5AQhaqaubYqtDaG2Du1AfQxkSi9/aDYluVKX38MGall7vQAYNBjSIpHWan4DF4FykpPYUiMKTWqqtozoFKjO3u41HAWEWm3wPI2FunJOhmDZ9NiPjwVCjyaPk3G0dJ9hxZHoVSgtLfyG5pOh+7CeezqPmOmbVenHrqIMi71USpRBQVhSEu1SlpouyafNTPtR/KsCWxb7NQqqvt781fULQf4BoORv6KuUKuyb4lx8ot03N41Uf5T9sZ/iQcboeVto3VMX6TnyulYqja+1a4pFAqqNq5J/N9lz/N7wkbbFqHvEoHvUKHaAuu3yDomtE19AjEoxB1PGsKfJkdHRyZMmMD48eOxt7enSZMmJCcnc+bMGQYPHky/fv2YNm0aAwcOZPr06SQnJ/PGG2/Qv39/0/LWuxEYGMjAgQN59dVXWbBgAbVr1yYuLo6kpCR69+5NSEgIy5YtY+vWrQQFBfHjjz9y5MgRgoKCzNLp168f06dPZ8aMGfTs2RMHBwfTtQkTJtCwYUNGjRrFkCFDcHJyIiIigu3bt7Nw4cJS7R84cCBz584lMzOT0aNH07t3b5N/uHHjxjFt2jSqVq1KnTp1WLJkCeHh4WZLaa0lMDCQ2NhYwsPDqVixIi4uLvz888/o9XoaNGiAVqvlp59+QqPRULly5RLTmDp1Kp06dSIgIICePXuiVCo5ceIEp0+f5qOPPrLqflq3bk1YWBj9+vXjs88+Q6fTMWLECJo3b17iEtnScHBwMCsXwOLy1rQlv+E3+23yTl8g/+R5PAZ2QalxIOPX7QD4zXkH3bVUkuctxVhYROGFOLP4hswbzmdvP18WTn2zmeafDiP5RCzJ4dE8PaQddhoHzq+6MYjc4rNh5Fy9zpFZNzYqqT2iE8+804M/3viSrIQU05fFopx8dLkFFnUeN7ttVbtw1zocX34LfcIFDHHnsWvRBYW9I0WHdwDg+PLbGDJSKdzwAwBF+zdh36wTDt2HUrh3A0qfCti36UXR3g1Wa+v+3oH9i4MwXLuI4epF1PVaobCzRxdxEAD7FwdhzEmn6MA6s3jqmk3QR4dDvuWdqB9nu0WWd/xX/6PGghFkhkeTeTyagKEdUGkdSFy5G4Aan4+k4Goa0TNuLAOpPLorWeHR5MZdQ2lvh3erupTv2ZRzE76zWjtv7Wpcxk5Cd/4sunNncezWE4WjhvxtmwFwHjcZQ0oyuUsWA6DpNxBd5Bn0Vy6jcHZG27MvKt/yZG3ZaLW2yHZNPmuP/lkT2bb0b/o0U1bvpUZFb56u5MPy/afJK9TRpX41AN5buQdfNy2j299wkdGsegA/7TvNUxW8CAvwJT4lky+3HaNZ9QBUVn5UtERubh7xl259cL185Rpnz0fj5uqCX/mSBw6tRWR522od2/ftJnrNe53Lp2JICI+myeD22GsdObbmRrvWa95wMq+lsXXOKuCG03vfkIr//K3GtZwnfjUqU5iTT2rctX+N3SKfNZHvEpHvUJHaIuu3yDom8jmXSCwhfIAOYMqUKajVaqZOncqVK1fw8/Pj9ddfB0Cr1bJ161bGjBnDs88+i1arpUePHnzyySdWaSxatIjJkyczYsQIUlNTCQgIYPLkyQAMGzaM48eP89JLL6FQKOjbty8jRoxg8+bNZmkEBwfz3HPP8ddff/HZZ5+ZXatVqxZ79uzh3XffpWnTphiNRqpWrXrHTqS3ExwcTPfu3enQoQNpaWl06tSJL7/80nR99OjRZGRk8M4775CUlESNGjVYv349ISH3vrNNjx49WLt2LS+88ALp6eksWbIEd3d3Zs2axdtvv41erycsLIwNGzbg5eVVYhpt27Zl48aNfPDBB8yePRs7OzueeuophgwZYvX9KBQKfv/9d9544w2aNWuGUqmkXbt2fP755/dsY1nI2rQXlacrPqP7o/LxoCAyhoTBU9GnpgNg5+cDpSwLvh9iNhzG0cuVZ8b2QOvjRmpEHJv7zyEv5YbfECd/b4yGW1/1q/dvhcrBjjbfjDFL59gna/n7k7VWaYu021a1dcf3UeDshkOHl1G4emC4FEPuoqkY/3HIq/DwQVlsmYAxPYXcL6fi2H0IThMXYsxIpWjPegp3/GpBwTL680cp0jhj1+g/KLSuGFIuUbBuAfzj3F3h6snteyApPMqh8g8hf+1n92oyINZukeWd9Psh7L1cqTK+Nw6+7mSduUh435kmR8SO/l4Yi2mrtA6Ezh6Mg58XhvxCcqIuc2bkQpJ+P2S1duGeXeS4uaMd8CpKD090MVFkvjsO4z+Op1U+vmZ2K52dcX5zHEoPT4zZWegunCf9rZHo463/h05kuyaftUf/rIlsW9rWqcL1nHwWbTtGSlYeoRW8+HJwW9PGEYnp2Sb3HgCvtaqDQgFfbD1GUkYuHs6ONKsewKh2z1iSsJrTZy/w6hsTTL/nfP4NAF3at2bGe+88EA2R5W2rdezUxj9x9nSl9Vs9cfFxJzEyjiUDZ5H9T7vm7u+FsZjdLuU8GL1ppul3s2GdaDasEzF/RrC4j3UfsG21bRH5LhH5DhWpLbJ+i6xjIp9zicQSCqPR+O+Y2/8EMn36dNatW0d4eLjoW3miOVutgzDtfbmewrSbasvos0LywPBvJ85rgKqK/90DPST0MZeFaV/eIs4t7eUMl7sHekjUrlM2X0IPg9/OlLyD4KOgT/d0Ydq2+qw1muQuTFsRVFWYtrpJT2Hae2tOEqb93Ev3PrPxfhFZx34odBemPdA+XZi2yLYlpgQf14+KbjWt91H3JOAQKq68/7veVZh267w7XTs9KlpdWyVM+1GyvMLLwrT7XflJmPbDQLgPOolEIpFIJBKJRCKRSCQSicSWeSyWuEokEolEIpFIJBKJRCKRSP5dyCWZDw45g04g06dPl8tbJRKJRCKRSCQSiUQikUhsHDlAJ5FIJBKJRCKRSCQSiUQikQhELnGVSCQSiUQikUgkEolEIpFYjUFx9zCSsiF3cZU88TTxbylMu7LaTZh2nC5DmLZIBikqiL4FmyNGLW7nPbn73aNH5A7RIvN8h0YlTFvkcy4SkeUtkmZnZgrTjm48Spj24Jx8YdqSR4/IPnJlhUaYdpwxT5i2SKY6FAjTFrlL88yLK4RpP0qW+YvbxXXA5SdrF1c5g04ikUgkEolEIpFIJBKJRGI14j7VP3lIH3QSiUQikUgkEolEIpFIJBKJQOQMOolEIpFIJBKJRCKRSCQSidVIn2kPDjlA94QSGBjIm2++yZtvvin6Vh57howdROf/64iLqzMnj55m7qTPuBR72WL42g1q8X/DX+KpsBC8y3sz8dUp7Nt64IHeU5sB7ek0tCtuPu7ER17kh2nfEn3iwgPVEGm3KO0aA1tT6/WOaHzcSIuM5+CUZSSHx5QYNvT/WlCtR1M8QisCkHIqliOzV1sML7VLpmH/NjQb1glnHzeuRsazftoPXDoRXWJY3xB/2rzdC/+wIDwq+rDxg2Uc+H7LPekCuPfrhNfgHqh8PCg4G8u1DxeRf/L8XeO5dGyG/6cTydpxiMsjPrwn7YqvvEjAiM7Y+7qTHRHH+clLyDxest0+HZ4jcExXNEHlUdqpyI25SvyijVz9Zd89aYssb1vNc1t9zm21vEVql8TR8FMsWfELEWejSE5NY/7MKbRq1viBpX8TkeUNttlvsWXt0uj5dl9e6NsaJ1cnzh89y/fvfs3Vi4kPJG2R7XlpPIr/DUrjYea5yLblcS1vie0il7jaMHq9HoPh0awYLywsLPF8UVHRPaV3r/Fup9+IPvR8tTsfT/yU1zqPJD83n0+Wz8bewbIDdo3WkaiIaOa9u+CB3MPtNOzUhJffe4W181fxbqd3iI+8yMQfp+Lq9eCc6Yq0W5R2lc4NaDi1H39/+hu/tX+P1Ih42v80AUcv1xLDV2hUnajfD7Gx9wx+7zKd7CtptF8+AW15D6ldRsI6NaTjey+zc/5aFnZ8l8SIeF5dNhEnC9r2GgfS4pPYMnslmUnXrdYrjkuHZvhOeo2UhSu42PUNCs7GUOm7D1F5ll6P7Px98Z0whNwjp+9Z27dLI0LeH0DsvF850mYi2WfiqLNyMnbeJdtdlJ7Nxc9+42jHKRxuMZ7ElbupPn84ni1qW60tsrxtNc9t9Tm31fIWqW2JvLx8QoOr8O47Ix5YmrcjsrzBNvsttqxdGp1f70bbQR35fvLXTOkygfzcAib+OBW7Uu6rrIhsz0vjUfxvUBoPM89Fti2Pa3lLHi5ffPEFgYGBODo60qBBA/766y+LYRcvXkzTpk3x8PDAw8OD1q1blxr+QSAH6Irxyy+/EBYWhkajwcvLi9atW5OTk8PevXuxs7Pj6tWrZuHffPNNmjZtCsDSpUtxd3dn48aNhIaGotVq6dmzJ7m5ufzwww8EBgbi4eHB6NGj0ev1pjQCAwP56KOPGDBgAM7OzlSuXJn169eTnJxMly5dcHZ2platWhw9etRMe//+/TRt2hSNRkOlSpUYPXo0OTk5ALRo0YK4uDjeeustFAoFCoXC7B7Xr19PjRo1cHBwYP/+/Xe1rSTS09MZMmQIPj4+uLq60rJlS06cOGG6Pn36dOrUqcO3335LUFAQjo6OACgUChYtWsR//vMfnJycmDFjBgCLFi2iatWq2NvbExoayo8//mimZyne/dJ7SA9+mP8T+7cdJDoyhg/HzMK7nDdN2z5vMc6fu/5i8Zzv2btl/wO5h9vpMOQ/7Fq5nT1r/uDyhUt8N/krCvIKaN671QPTEGm3KO2woe05+/Muzq/eS/qFK+yfuARdfgGhfZqXGH7XG4uIXLaDtIh4MqIT2TduMQqlEv8mNaV2GWk6pANHVu7i2Jo9JEVdZt2731GYV0D93iVrXzoZw+aZKzi54RD6Qp3VesXxfKUbGau3kLF2O4XRCVyduhBDfgFuPV+0HEmpxG/ueFIW/ERRwr1/FQ54vSOXf9pJ4srd5Jy/zNlx36LPK6RC3xdKDJ9+MILkzUfIvXCZvLhrJCzeTHZEPO4NQq3WFlnetprntvqc22p5i9S2RNNGzzJ66EBaN2/ywNK8HZHlDbbZb7Fl7dJoN7gT6xau4dj2v0g4G8eit+fj7utJ/Rcb3HfaItvz0ngU/xuUxsPMc5Fty+Na3v9GDApxhzWsWrWKt99+m2nTpvH3339Tu3Zt2rZtS1JSUonhd+/eTd++fdm1axeHDh2iUqVKvPjii1y+bHkm8f0iB+j+ITExkb59+/Lqq68SGRnJ7t276d69O0ajkWbNmlGlShWzQaOioiKWL1/Oq6++ajqXm5vLggULWLlyJVu2bGH37t1069aNTZs2sWnTJn788Ue+/vprfvnlFzPtTz/9lCZNmnD8+HE6duxI//79GTBgAC+//DJ///03VatWZcCAARiNN1Z3R0dH065dO3r06MHJkydZtWoV+/fvZ9SoUQCsXbuWihUr8sEHH5CYmEhiYqLZPc6ePZtvv/2WM2fOUL9+/TLZdju9evUiKSmJzZs3c+zYMerVq0erVq1IS0szhYmKiuLXX39l7dq1hIeHm85Pnz6dbt26cerUKV599VV+++03xowZwzvvvMPp06cZNmwYr7zyCrt27TLTvD3e/VIhwA/vcl4c3X/MdC4nK4eI45E8/UyN+07/XlDZqQkKq8rp/bcGO41GI6f3nySk3oPpzIu0W5S20k6Fd1gQl/eduXXSaOTyvjP41gsuUxpqjQNKOxUF6dlSuwyo7FRUeDqIqAO3vmwajUaiD5wmoF6IVWlZjZ0ax5rB5BwMv3XOaCT3YDiaOk9ZjOY9qi/6tHQyftl2z9IKOxUutaqQtu+Umfb1vadwq182uz2aPo1TsB/phyKt0hZZ3raa57b6nNtqeYvUForIZw3b7LfYsnZp+FYqh4evp1k/OS8rl+jwC/fdTxbanpd6Xw//f4PSeJh5LrJteVzLW/Jw+eSTT3jttdd45ZVXqFGjBl999RVarZbvv/++xPDLly9nxIgR1KlTh6eeeopvv/0Wg8HAzp07H9o9Sh90/5CYmIhOp6N79+5UrlwZgLCwMNP1wYMHs2TJEsaNGwfAhg0byM/Pp3fv3qYwRUVFpplgAD179uTHH3/k2rVrODs7U6NGDV544QV27drFSy+9ZIrXoUMHhg0bBsDUqVNZtGgRzz77LL169QJgwoQJNGrUiGvXrlG+fHlmzpxJv379TP7lQkJCWLBgAc2bN2fRokV4enqiUqlwcXGhfPnyZnYWFRXx5ZdfUrv2raUVZbGtOPv37+evv/4iKSkJBwcHAObOncu6dev45ZdfGDp0KHBjWeuyZcvw8fExi/9///d/vPLKK6bfffv2ZdCgQYwYcWNpxttvv82ff/7J3LlzeeGFFyzGu188fT0BSEs2n6KclnIdr3+uPWpcPFxQqVVkpGSYnc9ISadCVf8HoiHSblHajp4uKNUq8pLN8zUvJQP3YL8ypfHc5D7kXr3O5f1n7h5YaqP951nOvu1ZzkrOwKdqBavSsha1hysKtQpdivlzpktJR1ulUolxNM/UwK1nWy52GXVf2naerijVKgpvy/PC5Ay0IZbtVrloeP7EVyjt1Rj1Bs5N/I60vacshi8JkeVtq3luq8+5rZa3SG2RiCxvsM1+iy1rl4abrztAif1kNx/3+0pbZHteGo/if4PSeJh5LrJteVzL+9/Ko3GaVTIFBQUUFBSYnXNwcDCNU9yksLCQY8eOMWnSJNM5pVJJ69atOXToUJm0cnNzKSoqwtPz4bWDcgbdP9SuXZtWrVoRFhZGr169WLx4Mdev32osBg0aRFRUFH/++SdwY7lo7969cXJyMoXRarWmwTmAcuXKERgYiLOzs9m526dQ1qpVy+w6mA8O3jx3M96JEydYunQpzs7OpqNt27YYDAZiY2NLtdPe3t5Mr6y2FefEiRNkZ2fj5eVldg+xsbFER99yqlm5cuU7BucA6tevb/Y7MjKSJk3Ml2U0adKEyEjzr8u3xyuJgoICMjMzzQ6D8UaT8WK3Vmw//z/ToVar7prek4BIu5+UPK89sjNVujRk+2ufoS94MP4Ppfbjg9JJg9+csVx9bwH665lC7kGfnc9fLcdzpO1kYmauIuT9Abg3frSzFB5lecs8f/SIzHNbL2/5rFmHrfZbbFW7NJp0bcb3EStMh0ot55Y8bB7nPH8c3iWSx4+ZM2fi5uZmdsycOfOOcCkpKej1etPYyk3KlSt3h7svS0yYMIEKFSrQunXrB3LvJfH41DjBqFQqtm/fzsGDB9m2bRuff/457777LocPHyYoKAhfX186d+7MkiVLCAoKYvPmzezevdssDTs7c0eZCoWixHO3b8xQPMxNf3ElnbsZLzs7m2HDhjF69Og77AgICCjVTo1GY0rvJmWxrTjZ2dn4+fmVGMbd3d30t6UBPkvn70ZZ4s2cOZP333/f7FxF50ACXIPYv+0gZ47fGvSzt7cHwNPHg9SkW0tzPb09uHAm6p7u8X7Jup6FXqfHzdvcMaqbtzvpyen3lKZIux+XPM9Py8Kg06PxMc9XjbcbuUkZFmLdIGxYB2qP6MSmvrNIi0yQ2mUk959n2fm2Z9nFx42se3yWy4rueiZGnR61t/lGB2pvd3TJaXeEtwvww75SeSp+Ne3WSeWNdjI0YgMxbV+jKKFsL+6itEwMOj32t+W5vY8bhUnpliMajeRdvAZA9pk4tNX8CRzdlfCDEWXSBbHlbat5bqvPua2Wt0htkTzq8rbVfoutapfGse1/EXX81m6eavsb/x+5ebuRXsxJv5u3O3ERpU9SuBsi2/PSeBj/G5TGo8xzke+Sx7W8JdYzadIk3n77bbNzt8+eexDMmjWLlStXsnv3bpN//YeBHKArhkKhoEmTJjRp0oSpU6dSuXJlfvvtN1OBDxkyhL59+1KxYkWqVq16x6yvR0W9evWIiIggONiyTyF7e3uzzSjuhjW21atXj6tXr6JWqwkMDLTm1kukevXqHDhwgIEDB5rOHThwgBo1rP+6XFIFbfvUfwDIzckjNyfP7FrKtVSeeb4eF87cmPmnddZSo251flu23mrtB4G+SEfsqWhqNqnF0W03dohRKBTUbBLGth8231OaIu1+XPLcUKQn5VQs/s/XJG7rP/5UFAoqPF+TiKXbLcarNbwjdd/owuaXZ5Ny8t46IbaqrS/Sc+V0LFUb1yRi29F/pBVUbVyTQ8vuzx/RXSnSkX8mCqdGtcne8c+UdYUCbaM6XP9pwx3BC6MTiOk43Oycz1sDUDppuPbR1xRdTSmztLFIT9bJGDybhpGy+ahJ26Pp01z6fmuZ01EoFSjtrXtFiyxvW81zW33ObbW8RWoL5RGXt632W2xVuzTyc/LJzzEfcLmelEbNJrWIi7gIgMZZQ9U6Iez4act9aQltz0u9rwf/v0FpPMo8F/kueVzL+9+KyCWuJS1nLQlvb29UKhXXrl0zO3/TjVhpzJ07l1mzZrFjx447ViM+aP5FvYOHy+HDh9m5cycvvvgivr6+HD58mOTkZKpXr24K07ZtW1xdXfnoo4/44IMPhN3rhAkTaNiwIaNGjWLIkCE4OTkRERHB9u3bWbhwIXBjd9i9e/fSp08fHBwc8Pb2LjVNa2xr3bo1jRo1omvXrsyZM4dq1apx5coV/ve//9GtW7cyLUUtzrhx4+jduzd169aldevWbNiwgbVr17Jjxw6r0oGSK6hSYXkl9+pvf2Xg6Je5FHOZKwmJvDbuFVKupbBv663dp+avmsvezfv5dek64MYW8hWDbvl8qBDgR0jNqmRez+LalZJ3gLGGTd+u5/V5o4k5GU30iQu0f7UTjlpH9qx5cM4oRdotSvvUN5tp/ukwkk/EkhwezdND2mGnceD8qj0AtPhsGDlXr3Nk1moAao/oxDPv9OCPN74kKyHFNCupKCcfXW6BRR2pfYt9326i17zXuXwqhoTwaJoMbo+91pFja25o95o3nMxraWydswq44bDXN6TiP3+rcS3niV+NyhTm5JMad82iTkmkLfkNv9lvk3f6Avknz+MxsAtKjQMZv94YqPKb8w66a6kkz1uKsbCIwgtxZvENmTc2Sbj9fFmI/+p/1FgwgszwaDKPRxMwtAMqrQOJK3cDUOPzkRRcTSN6xs8AVB7dlazwaHLjrqG0t8O7VV3K92zKuQnfWa0tsrxtNc9t9Tm31fIWqW2J3Nw84i9dMf2+fOUaZ89H4+bqgl953weiIbK8wTb7LbasXRpbvttItzd6cTU2keSEa/R65/9IT0rj6LbD9522yPa8NB7F/wal8TDzXGTb8riWt+ThYG9vzzPPPMPOnTvp2rUrgGnDh5ubbZbEnDlzmDFjBlu3brV6nONekAN0/+Dq6srevXv57LPPyMzMpHLlysybN4/27dubwiiVSgYNGsR///tfBgwYIOxea9WqxZ49e3j33Xdp2rQpRqORqlWrmm088cEHHzBs2DCqVq1KQUGBaQdYS1hjm0KhYNOmTbz77ru88sorJCcnU758eZo1a3bHmu6y0LVrV+bPn8/cuXMZM2YMQUFBLFmyhBYtWlidlrUs/3IlGq0j4+e8jbOrMyePnOKdlydSWMz/kn/lCrh53pr+/FTtUBb+8qnp9+jpNza32LR6CzPemnPf9/TnxgO4ernS8+0+uPt4EBcRy6wBH5CZUvoSNWsQabco7ZgNh3H0cuWZsT3Q+riRGhHH5v5zyEu54cPCyd8bo+FWPanevxUqBzvafDPGLJ1jn6zl70/WltleW9Y+tfFPnD1daf1WT1x83EmMjGPJwFlk/6Pt7u+F0Xjrm5tLOQ9Gb7rlM6LZsE40G9aJmD8jWNznI6u0szbtReXpis/o/qh8PCiIjCFh8FT0qekA2Pn5gOHhfO9L+v0Q9l6uVBnfGwdfd7LOXCS870yTY3lHfy+MxbRVWgdCZw/Gwc8LQ34hOVGXOTNyIUm/l81hbXFElret5rmtPue2Wt4itS1x+uwFXn1jgun3nM+/AaBL+9bMeO+dB6IhsrzBNvsttqxdGhu++g0HrSNDZg5H6+rE+aORzBrwIUUPwHeqyPa8NB7F/wal8TDzXGTb8riW978Ro+LuYR4H3n77bQYOHEj9+vV57rnn+Oyzz8jJyTFtRDlgwAD8/f1NPuxmz57N1KlTWbFiBYGBgSZfdTd98D8MFMa7jdxIzBg8eDDJycmsXy9mCeTD5Em1rYl/S2HaldVudw/0kIjTPZqX9uPGIIXceelRE6MWN7F9oH26MO3LGS7CtGNu82/6KGmqvdMvzKNCZJ7v0Ihzmi7yOReJyPIWSbMzdzq3flREN77/XVfvlcE5+cK0JY8ekX3kygqNMO04Y97dAz2BTHWwblb+g+SHQndh2jMvrhCm/Sj5qtLLwrRfT/jJqvALFy7k448/5urVq9SpU4cFCxbQoEEDAFq0aEFgYCBLly4FbqxKjIu7c3bmtGnTmD59+v3eeonIGXRlJCMjg1OnTrFixYonbgDrSbZNIpFIJBKJRCKRSCQSycNBpA86axk1apTFJa23b4J58eLFh39DtyEH6MpIly5d+Ouvv3j99ddp06aN6Nt5oDzJtkkkEolEIpFIJBKJRCKRPO7IAboycvto6pPEk2ybRCKRSCQSiUQikUgkEsnjjhygk0gkEolEIpFIJBKJRCKRWM2/aYnr445S9A1IJBKJRCKRSCQSiUQikUgktoycQSeRSCQSiUQikUgkEolEIrEao+gbeIKQA3SSJx5b3cbdVmt3lfwiYdq161wVpp0S6yRMu0qGizDty3nitBtNchemHTM3R5j2ZYHlHWNnJ0zbVhdwVP64hTDtgNhoYdr6mMvCtKMbl7y73KOg6sGFwrQrP/OOMG3Jo+cFvbh+S1NtmjBtkezL9RSm/UOhuP+JJv8nU5i2RGItcomrRCKRSCQSiUQikUgkEolEIhAbnWMjkUgkEolEIpFIJBKJRCK5HwwK0Xfw5PBAZtAZjUaGDh2Kp6cnCoWC8PDwB5HsA2XQoEF07drVqjhLly7F3d3d9Hv69OnUqVPngd7Xw6BFixa8+eabom9DIpFIJBKJRCKRSCQSiURSBh7IDLotW7awdOlSdu/eTZUqVfD29n4QyZZIixYtqFOnDp999tlD07DE2LFjeeONNx65rrWsXbsWO6F+ep4cer7dlxf6tsbJ1YnzR8/y/btfc/Vi4gNJu2H/NjQb1glnHzeuRsazftoPXDpRsr8d3xB/2rzdC/+wIDwq+rDxg2Uc+H7LA7mPkniYdovUrvjKiwSM6Iy9rzvZEXGcn7yEzOMl57lPh+cIHNMVTVB5lHYqcmOuEr9oI1d/2XdP2o6du6Lp2Qelpye6mGhyvpyP7tzZEsM6tGmHy9hJZueMhQWkdn7xnrTd+3XCa3APVD4eFJyN5dqHi8g/ef6u8Vw6NsP/04lk7TjE5REf3pO2yDwXqa2u1QJ1/TYotG4YUi5RtGslhmsXSwzr0PNtVBVD7zivjz1Fwe/W+4OqMbA1tV7viMbHjbTIeA5OWUZyeEyJYUP/rwXVejTFI7QiACmnYjkye7XF8HdDZJ6LtFtkey6yfq88GMEPe06RmpVHNT9PJnRpRFiAj8XwP+07zZpDZ7mano27kyOtwwIZ3b4+DnbWd0dF1jG7ph2xb9kdhasHhsux5P/yNYb4UvJc44RDp/6oazVG4eSCMS2J/LWL0UcctVpbZHmXxNHwUyxZ8QsRZ6NITk1j/swptGrW+IGlX1ae1H6LrWqLbM9F1jGR2rb6DhXZnj9J2KaX3ofDA5lBFx0djZ+fH40bN6Z8+fKo1Xd2tAoLCx+ElFCcnZ3x8vISfRt3xdPTExcXcU68LVHSM2A0GtHpdFanda/xrKHz691oO6gj30/+mildJpCfW8DEH6di53D/g59hnRrS8b2X2Tl/LQs7vktiRDyvLpuIk5drieHtNQ6kxSexZfZKMpOu37d+aTxMu0Vq+3ZpRMj7A4id9ytH2kwk+0wcdVZOxs675DwvSs/m4me/cbTjFA63GE/iyt1Unz8czxa1rda2b/4CTkNHkrv8B9JHvoY+JhrXGXNRuLlbjGPIySa1TzfTkdb/Jat1AVw6NMN30mukLFzBxa5vUHA2hkrffYjKs/TNU+z8ffGdMITcI6fvSRfE5rlIbVW1+tg160nRn/8jf8UMjMmXcOg2GjQlt8sFG74i95txpiNv2XSMBj26C8es1q7SuQENp/bj709/47f275EaEU/7nybgaKFtqdCoOlG/H2Jj7xn83mU62VfSaL98AtryHlZri8xzkXaLbM9F1u+t4THM23CYYa3r8vOYLlTz82TEd1tIy84rMfym49Es2HyUYW3qsnZsD6b1ep5tJ2L5fIv1/9SIrGPquk1x6DaEgi0/k/vxGPSXY9GO+ACFs4U8V6nRjvgQpWc58r+fSc5Hw8hf+TnG9FSrtUWWtyXy8vIJDa7Cu++MeOBpl5Untd9iq9oi23ORdUyktq2+Q0W25xKJJe57gG7QoEG88cYbxMfHo1AoCAwMBG7MdBs1ahRvvvkm3t7etG3bFoBPPvmEsLAwnJycqFSpEiNGjCA7O9sszQMHDtCiRQu0Wi0eHh60bduW69evM2jQIPbs2cP8+fNRKBQoFAouXryIXq9n8ODBBAUFodFoCA0NZf78+VbbsnTpUgICAtBqtXTr1o3UVPPKdvsS15vLZv/73/9Srlw53N3d+eCDD9DpdIwbNw5PT08qVqzIkiVLzNJJSEigd+/euLu74+npSZcuXbh48eId6c6dOxc/Pz+8vLwYOXIkRUW3dqf88ssvCQkJwdHRkXLlytGzZ0/TtduXuF6/fu7BTMEAAQAASURBVJ0BAwbg4eGBVqulffv2XLhwwcxud3d3tm7dSvXq1XF2dqZdu3YkJpb+Fez06dO0b98eZ2dnypUrR//+/UlJSTG7j9ufgd27d6NQKNi8eTPPPPMMDg4O7N+/n4KCAkaPHo2vry+Ojo48//zzHDlyxJSWpXgPk3aDO7Fu4RqObf+LhLNxLHp7Pu6+ntR/scF9p910SAeOrNzFsTV7SIq6zLp3v6Mwr4D6vZuXGP7SyRg2z1zByQ2H0Bc+3IHJh2m3SO2A1zty+aedJK7cTc75y5wd9y36vEIq9H2hxPDpByNI3nyE3AuXyYu7RsLizWRHxOPe4M5ZGHdD0703+Vs2UrBtM/r4OLIXzMNYkI9j2w6WIxmNGK+n3TrS760T4vlKNzJWbyFj7XYKoxO4OnUhhvwC3HqWMhtPqcRv7nhSFvxEUcK9fw0XmecitdX1WqM7vR99xEGMaYkU7lyOUVeIuqaFWSUFuZCbaTpUlWtAUSH689YPHoQNbc/Zn3dxfvVe0i9cYf/EJejyCwjtU3LbsuuNRUQu20FaRDwZ0YnsG7cYhVKJf5OaVmuLzHORdotsz0XW7x/3naZ7g1C6PluNquU8eK97Exzt1Kw7UvLMgxNx16gT6EuHulXx93ShcbWKtKtThdMJKSWGLw2Rdcz+ha4UHdyK7vAODFcTKFj9BcbCAuwatikxvF3DNiicXMhb/BH62EiMaUnoo05juBJrtbbI8rZE00bPMnroQFo3b/LA0y4rT2q/xVa1RbbnIuuYSG1bfYeKbM+fNAwCjyeN+x6gmz9/Ph988AEVK1YkMTHRbFDlhx9+wN7engMHDvDVV1/dEFQqWbBgAWfOnOGHH37gjz/+YPz48aY44eHhtGrViho1anDo0CH2799P586d0ev1zJ8/n0aNGvHaa6+RmJhIYmIilSpVwmAwULFiRdasWUNERARTp05l8uTJrF69usx2HD58mMGDBzNq1CjCw8N54YUX+Oijj+4a748//uDKlSvs3buXTz75hGnTptGpUyc8PDw4fPgwr7/+OsOGDePSpUsAFBUV0bZtW1xcXNi3bx8HDhwwDYgVn2G2a9cuoqOj2bVrFz/88ANLly5l6dKlABw9epTRo0fzwQcfcO7cObZs2UKzZs0s3uOgQYM4evQo69ev59ChQxiNRjp06GA24Jebm8vcuXP58ccf2bt3L/Hx8YwdO9Zimunp6bRs2ZK6dety9OhRtmzZwrVr1+jdu7dZuJKeAYCJEycya9YsIiMjqVWrFuPHj+fXX3/lhx9+4O+//yY4OJi2bduSlma+Dfrt8R4WvpXK4eHryen9J0zn8rJyiQ6/QEg96/95LI7KTkWFp4OIOnDrS5fRaCT6wGkC6oXcV9r3y8O0W6S2wk6FS60qpO07deuk0cj1vadwq1+2PPdo+jROwX6kH4q0TlytRh1SjaK/i/0jaDRSdPwY6hqWOzIKjQaPZavw+GkNLtNnoKocaJ0ugJ0ax5rB5BwMN9POPRiOps5TFqN5j+qLPi2djF+2Wa/5DyLzXGh5K1UofQMwJBSPZ8QQfxalX5UyJaGu2QT9+aOgs27mudJOhXdYEJf3nSkmbeTyvjP41gsum7bGAaWdioL07LsHLobIPBdpt9D2XGD9LtLpibycQoPgCqZzSqWCBiEVOBmXVGKc2pXLEXEplVPxyQBcSs1k/7kEnn+qonXiAusYKjXKSsHoz4UXkzaiPxeOMqjkPFc/3QB97Fkceg3H6aMf0U78Avs2vUBhZRdcYHk/zjyp/RZb1RbZngutYwK1bfYdKrI9l0hK4b590Lm5ueHi4oJKpaJ8+fJm10JCQpgzZ47ZueIzuwIDA/noo494/fXX+fLLLwGYM2cO9evXN/0GqFnz1j+x9vb2aLVaMy2VSsX7779v+h0UFMShQ4dYvXr1HQNGlpg/fz7t2rUzDRZWq1aNgwcPsmVL6WvaPT09WbBgAUqlktDQUObMmUNubi6TJ08GYNKkScyaNYv9+/fTp08fVq1ahcFg4Ntvv0WhuLHdyZIlS3B3d2f37t28+OKNryQeHh4sXLgQlUrFU089RceOHdm5cyevvfYa8fHxODk50alTJ1xcXKhcuTJ169Yt8f4uXLjA+vXrOXDgAI0b3/iyvHz5cipVqsS6devo1asXcGPg8KuvvqJq1aoAjBo1ig8++MCi3QsXLqRu3br897//NZ37/vvvqVSpEufPn6datWrAnc/AzVl5H3zwAW3a3Pg6kZOTw6JFi1i6dCnt27cHYPHixWzfvp3vvvuOcePGmeIXj/cwcfN1ByAjJcPsfEZKOm4+7veVttbDBZVaRfZtaWclZ+BTtYKFWI+Gh2m3SG07T1eUahWFyeZpFyZnoA2xnOcqFw3Pn/gKpb0ao97AuYnfkbb3lMXwJaF0dUOhUmO4bQac4fp17CoFlBhHfymB7E/moIuJRuHkhLZnH9w+/YL0oYMwpCSXWVvt4YpCrUKXYq6tS0lHW6VSiXE0z9TArWdbLnYZVWadkhCZ5yK1FRpnFEoVxtwss/PG3EyUnuUtxLqFslwgSm9/Crcvs0oXwNHTBaVaRd5tduelZOAe7FemNJ6b3Ifcq9e5vP/M3QMXQ2Sei7RbZHsusn5fz8lHbzDi5aIxO+/lrOFiUkaJcTrUrUp6Tj6vLNoIRiM6g5FeDZ9iSMs6VmmLrGMKJ1cUKhWGrHRz7ax0VOVKHmhUeJdD5VmLoqO7yft6OkrvCjj2Hg4qNYVbfi6ztsjyfpx5Uvsttqotsj0XWcdEatvqO1Rkey6RlMYD2STCEs8888wd53bs2MHMmTM5e/YsmZmZ6HQ68vPzyc3NRavVEh4ebho0soYvvviC77//nvj4ePLy8igsLLRqx9XIyEi6detmdq5Ro0Z3HaCrWbMmSuWtUfNy5crx9NNPm36rVCq8vLxISrrxRfnEiRNERUXd4SMuPz+f6OhbzjBr1qyJSqUy/fbz8+PUqRv/tLRp04bKlStTpUoV2rVrR7t27ejWrRtarbZEu9RqNQ0a3Jpy7uXlRWhoKJGRt74+a7Va0+DcTb2b91wSJ06cYNeuXTg7O99xLTo62jRAV9IzAFC/fn2z8EVFRTRpcmt5hJ2dHc8995zZPd4eryQKCgooKCgwO6c36lEpVBZi3KBJ12YM/u/rpt9zXplRavgnBZF2/xvyXJ+dz18tx6NycsSzaRgh7w8gLy6J9IMRD1VXF3kGXeStTk5mxGk8vl2GY4fO5C77/qHpKp00+M0Zy9X3FqC/nvnQdEpDVJ6L1r6J6ukmGJIvWXR2/zCpPbIzVbo05H+9ZqAvKLp7hAfA45DnIuwWgej6fSQ6ke/+OMHkro0JC/AhITWTOev/5JsdxxnauuSPjA+DR13HFAolxqx0ClYuBKMBQ0I0Be5e2Lfs/lD/oRNd3g8LW+232Kq2tTzK9lxkHXuc6retvENBXHv+b8Ao+gaeIB7qAJ2Tk5PZ74sXL9KpUyeGDx/OjBkz8PT0ZP/+/QwePJjCwkK0Wi0ajcZCapZZuXIlY8eOZd68eTRq1AgXFxc+/vhjDh8+/KBMscjtu6UqFIoSzxkMN1ZIZ2dn88wzz7B8+fI70vLxubXzWWlpuLi48Pfff7N79262bdvG1KlTmT59OkeOHMHd3f2B2WE0Wq5q2dnZdO7cmdmzZ99xzc/v1teW25+Bu52/G3eLN3PmTLPZlABPu4YS5l691HjHtv9F1PFbfnPU9jfyw83bjfRiDkjdvN2Ji7g/PwO517PQ6/Q4e5s7IHXxcSMrOf2+0raWR2m3SO2itEwMOj32PuZ5bu/jRmFSuuWIRiN5F68BkH0mDm01fwJHdyXcisEDQ2YGRr0Opbu541ylhweG62kWYt2GXo8uKgpVBeuWgumuZ2LU6VF7m2urvd3RJd+pbRfgh32l8lT8alqxG70x0zc0YgMxbV+jKOFqmbRF5rlIbWNeNkaDHoXW/COMQuuKMafkmUUm1Paoqz1L0aH1ZdYrTn5aFgadHs1tdmu83ci1MKvpJmHDOlB7RCc29Z1FWmSC1doi81yk3SLbc5H128PJEZVSQWqW+YYQqdl5eLuU3I/7cusxOtYLpvs/PgZD/DzJK9Tx4a/7GdKyDsp/7uVuiKxjxpxMjHo9Shd3M783Chd3DFkl+wk1ZKaBXg/GWzEMVxNQunmCSg36svlQElnejxO20m+xVW2R7bnIOiZS21bfoSLbc4mkNB7pguljx45hMBiYN28eDRs2pFq1aly5csUsTK1atdi5c6fFNOzt7dHr9Wbnbi7fHDFiBHXr1iU4ONhsNlpZqF69+h0Den/++adVaZSFevXqceHCBXx9fQkODjY73NxK36WnOGq1mtatWzNnzhxOnjzJxYsX+eOPP+4IV716dXQ6nZltqampnDt3jho1atyXHWfOnCEwMPAOO6wdfKtatarJT91NioqKOHLkiNX3OGnSJDIyMsyOGm7V7hovPyefa3FXTcflCwlcT0qjZpNbfu40zhqq1gnhwt/nrLqn29EX6blyOpaqjW8t3VYoFFRtXJP4vy+UEvPB8yjtFqltLNKTdTIGz6Zht04qFHg0fZqMo2XPc4VSgdLeyu8aOh26C+exq1tsNqlCgV2deugiyrgUQKlEFRSEIc3KXaKKdOSficKpUbFdMRUKtI3qkBd+9o7ghdEJxHQcTmyXUaYj+4/D5B4+SWyXURRdLbszd5F5LrS8DXoMSfEoKxX/KKBAWekpDIkxpUZVVXsGVGp0Z+/t45KhSE/KqVj8ny/m21ChoMLzNUn6O8pivFrDO1JvTFe29J9Dysl7++dKZJ6LtFtoey6wftupVVT39+avqFtOyQ0GI39FXaFWZd8S4+QX6VDe1utU/uPqw2jNt3eBdQy9DkNCFKpq5nmuCq2NIfbOPAfQx0Si9PYDxa0BSKWvP4aMVOv+mRNY3o8TttJvsVVtke250DomUNtm36Ei2/MnEINC3PGk8VBn0N1OcHAwRUVFfP7553Tu3PmOjQPgxgBLWFgYI0aM4PXXX8fe3p5du3bRq1cvvL29CQwM5PDhw1y8eBFnZ2c8PT0JCQlh2bJlbN26laCgIH788UeOHDlCUFBQme9t9OjRNGnShLlz59KlSxe2bt161+Wt90K/fv34+OOP6dKli2lzjbi4ONauXcv48eOpWPHuM2Q2btxITEwMzZo1w8PDg02bNmEwGAgNvdMxa0hICF26dOG1117j66+/xsXFhYkTJ+Lv70+XLl3u2Y6RI0eyePFi+vbty/jx4/H09CQqKoqVK1fy7bffmi3PvRtOTk4MHz7ctPNtQECAyZff4MGDrbovBwcHHBwczM7dbXmrJbZ8t5Fub/TiamwiyQnX6PXO/5GelMbRbfc/M3Pft5voNe91Lp+KISE8miaD22OvdeTYmj0A9Jo3nMxraWyds+qGDXYqfEMq/vO3GtdynvjVqExhTj6pcdfu+36K8zDtFqkd/9X/qLFgBJnh0WQejyZgaAdUWgcSV+4GoMbnIym4mkb0jBtT1CuP7kpWeDS5cddQ2tvh3aou5Xs25dyE76zWzlu7Gpexk9CdP4vu3Fkcu/VE4aghf9tmAJzHTcaQkkzuksUAaPoNRBd5Bv2VyyicndH27IvKtzxZWzZarZ225Df8Zr9N3ukL5J88j8fALig1DmT8uh0AvznvoLuWSvK8pRgLiyi8EGcW35B5w+Hv7efLgsg8F6mt+3sH9i8OwnDtIoarF1HXa4XCzh5dxEEA7F8chDEnnaID68ziqWs2QR8dDvk5Vmve5NQ3m2n+6TCST8SSHB7N00PaYadx4PyqG21Li8+GkXP1Okdm3dhEqfaITjzzTg/+eONLshJSTF/Qi3Ly0eUWWNQpCZF5LtJuke25yPrdv+nTTFm9lxoVvXm6kg/L958mr1BHl/o3Poq9t3IPvm5aRrd/FoBm1QP4ad9pnqrgRViAL/EpmXy57RjNqgegun3k7i6IrGOFu9bh+PJb6BMuYIg7j12LLijsHSk6vAMAx5ffxpCRSuGGHwAo2r8J+2adcOg+lMK9G1D6VMC+TS+K9m6wWltkeVsiNzeP+Eu3PrZfvnKNs+ejcXN1wa98yYO1D5ontd9iq9oi23ORdUyktq2+Q0W25xKJJR7pAF3t2rX55JNPmD17NpMmTaJZs2bMnDmTAQMGmMJUq1aNbdu2MXnyZJ577jk0Gg0NGjSgb9++AIwdO5aBAwdSo0YN8vLyiI2NZdiwYRw/fpyXXnoJhUJB3759GTFiBJs3by7zvTVs2JDFixczbdo0pk6dSuvWrXnvvff48MMPH2geaLVa9u7dy4QJE+jevTtZWVn4+/vTqlUrXF1dy5SGu7s7a9euZfr06eTn5xMSEsLPP/9stplGcZYsWcKYMWPo1KkThYWFNGvWjE2bNt2xrNUaKlSowIEDB5gwYQIvvvgiBQUFVK5cmXbt2pn55Csrs2bNwmAw0L9/f7Kysqhfvz5bt27Fw8Pj7pEfEhu++g0HrSNDZg5H6+rE+aORzBrwIUUPwL/CqY1/4uzpSuu3euLi405iZBxLBs4iO+WGHwl3fy+MxaZPu5TzYPSmmabfzYZ1otmwTsT8GcHiPnffbdgaHqbdIrWTfj+EvZcrVcb3xsHXnawzFwnvO9Pk1N7R3wuj4Vaeq7QOhM4ejIOfF4b8QnKiLnNm5EKSfj9ktXbhnl3kuLmjHfAqSg9PdDFRZL47DuM/G0eofHyhmLbS2RnnN8eh9PDEmJ2F7sJ50t8aiT7e+k5X1qa9qDxd8RndH5WPBwWRMSQMnoo+NR0AOz8fM+0Hicg8F6mtP3+UIo0zdo3+g0LriiHlEgXrFsA/Tu0Vrp7c7q1D4VEOlX8I+Ws/s1qvODEbDuPo5cozY3ug9XEjNSKOzf3nkPdP2+Lk743RcEu7ev9WqBzsaPPNGLN0jn2ylr8/WWuVtsg8F2m3yPZcZP1uW6cK13PyWbTtGClZeYRW8OLLwW1NG0ckpmebNsMCeK1VHRQK+GLrMZIycvFwdqRZ9QBGtSvZV21piKxjuuP7KHB2w6HDyyhcPTBciiF30VSM/zgaV3j4oCxW3sb0FHK/nIpj9yE4TVyIMSOVoj3rKdzxq9XaIsvbEqfPXuDVNyaYfs/5/BsAurRvzYz33nkk9/Ck9ltsVVtkey6yjonUttV3qMj2XCKxhMJYmqMxieQJ4P8qd7t7oIdEZYX1PhUfFHHGvLsHegIZnG8vTLt2HXH+fFJi782v44PgcobL3QM9gTSa5C5Me/nce58BdL9UKRLnBDrmPj4s3be2+tEOfBRnoH26MO3KH7cQpm2Mtc5dyYNEH3NZmPblLeKetaoHFwrTHvjMoxnQkzwevKAX129pqi2jD+AnjH25nsK0Rb5DJ/9H3EYaLgusX/3yb2RW5ZeFaU+M+0mY9sPgkfqgk0gkEolEIpFIJBKJRCKRSCTmPNIlrhKJRCKRSCQSiUQikUgkkicDuSTzwSFn0EkkEolEIpFIJBKJRCKRSCQCkTPoJBKJRCKRSCQSiUQikUgkVmOQc+geGHIGnUQikUgkEolEIpFIJBKJRCIQuYur5ImnKCVGmHZ041HCtEXuxCaSpXWmCtPuVjNBmLa2/VPCtBVBVYVp/zTypDDt4Um7hGlnzukkTLvNxxeEaW8fFyJMW+RzHvrKj8K0p2hrC9MWichdHgfn5AvTrqx2E6b9w7F5wrRlf+3RY6v9NYdQF2Ha6lbNhGmL7K+J3EF25sUVwrQfJTMq9xOm/W7ccmHaDwO5xFUikUgkEolEIpFIJBKJRGI14oZAnzzkEleJRCKRSCQSiUQikUgkEolEIHKATvJQadGiBW+++abpd2BgIJ999pmw+5FIJBKJRCKRSCQSiUTyYDAKPJ405BJXG0KhUPDbb7/RtWtXYfdw5MgRnJychOmXhaPhp1iy4hcizkaRnJrG/JlTaNWs8QPXce/XCa/BPVD5eFBwNpZrHy4i/+T5u8Zz6dgM/08nkrXjEJdHfPjA7udR2S1Su8bA1tR6vSMaHzfSIuM5OGUZyeEl+ygM/b8WVOvRFI/QigCknIrlyOzVFsPfDcfOXdH07IPS0xNdTDQ5X85Hd+5siWEd2rTDZewks3PGwgJSO794T9rqWi1Q12+DQuuGIeUSRbtWYrh2sWTtnm+jqhh6x3l97CkKfrfeT87KgxH8sOcUqVl5VPPzZEKXRoQF+FgM/9O+06w5dJar6dm4OznSOiyQ0e3r42Bn/etKZHkDTJ82lsGv/h/u7q4cPHiUkW9MIioq1mL4YUMHMGxYfwIrVwIgIuI8H834lC1brfN1J7K8AYaMHUTn/+uIi6szJ4+eZu6kz7gUe9li+NoNavF/w1/iqbAQvMt7M/HVKezbesBqXVt9zgHenjSS/+vfA1c3F44eDmfy2A+5GBNvMfzINwfTrlNrqoYEkZ+fz7G/TjDz/U+Jibpola7IOiZSW/T7W1Qduxs93+7LC31b4+TqxPmjZ/n+3a+5ejHxgevcRPbXZH8Nnqz+ml3Tjti37I7C1QPD5Vjyf/kaQ3wpz5rGCYdO/VHXaozCyQVjWhL5axejjzhqtbat9tca9m9Ds2GdcPZx42pkPOun/cClE9ElhvUN8afN273wDwvCo6IPGz9YxoHvt9yTrkRiCTmD7gmhsLDwoaVdVFT0wNLy8fFBq9U+sPQeBnl5+YQGV+Hdd0Y8NA2XDs3wnfQaKQtXcLHrGxScjaHSdx+i8izdObOdvy++E4aQe+T0A7+nR2G3SO0qnRvQcGo//v70N35r/x6pEfG0/2kCjl6uJYav0Kg6Ub8fYmPvGfzeZTrZV9Jov3wC2vIeVmvbN38Bp6EjyV3+A+kjX0MfE43rjLko3NwtxjHkZJPap5vpSOv/ktW6AKpq9bFr1pOiP/9H/ooZGJMv4dBtNGhKdlJcsOErcr8ZZzrylk3HaNCju3DMau2t4THM23CYYa3r8vOYLlTz82TEd1tIy84rMfym49Es2HyUYW3qsnZsD6b1ep5tJ2L5fIv1HU2R5Q0wbuwIRo18lRGjJtL4+c7k5OayaeNyHBwcLMa5fDmRd9+dyXMN29OgUQd27T7A2l+/p0aNamXWFVneAP1G9KHnq935eOKnvNZ5JPm5+XyyfDb2DnYW42i0jkRFRDPv3QX3pAm2+5wDDB/9Kq8M/T8mvfMh/2nTj9zcPH765WscHOwtxmnQpD4/fLeSrm370a/7UNR2an769Ws0Wk2ZdUXWMZHaot/fourY3ej8ejfaDurI95O/ZkqXCeTnFjDxx6nYlXJf94vsr8n+Gjw5/TV13aY4dBtCwZafyf14DPrLsWhHfIDC2cKzplKjHfEhSs9y5H8/k5yPhpG/8nOM6alWa9tqfy2sU0M6vvcyO+evZWHHd0mMiOfVZRNxsqBtr3EgLT6JLbNXkpl03Wo9iaQsyAG6R8DGjRtxd3dHr9cDEB4ejkKhYOLEiaYwQ4YM4eWXXzb9/vXXX6lZsyYODg4EBgYyb575zlaBgYF8+OGHDBgwAFdXV4YOHUphYSGjRo3Cz88PR0dHKleuzMyZM03hAbp164ZCoTD9vp2LFy+iUChYtWoVzZs3x9HRkeXLl5Oamkrfvn3x9/dHq9USFhbGzz//bBY3JyeHAQMG4OzsjJ+f3x33fPM+bi5xvakVHh5uup6eno5CoWD37t0AXL9+nX79+uHj44NGoyEkJIQlS5bcNc/vh6aNnmX00IG0bt7koWl4vtKNjNVbyFi7ncLoBK5OXYghvwC3nqV8cVMq8Zs7npQFP1GU8OC/SD8Ku0Vqhw1tz9mfd3F+9V7SL1xh/8Ql6PILCO3TvMTwu95YROSyHaRFxJMRnci+cYtRKJX4N6lptbame2/yt2ykYNtm9PFxZC+Yh7EgH8e2HSxHMhoxXk+7daTfW0dAXa81utP70UccxJiWSOHO5Rh1hahrWvjiXZALuZmmQ1W5BhQVoj9v/cDFj/tO071BKF2frUbVch68170JjnZq1h0p+Wvwibhr1An0pUPdqvh7utC4WkXa1anC6YQUq7VFljfA6DeG8N+Z89mwYRunTkUy6JUxVKhQji5d2lqMs/F/29m85Q+iomK5cCGGKVNnk52dQ4Pn6pVZV2R5A/Qe0oMf5v/E/m0HiY6M4cMxs/Au503Tts9bjPPnrr9YPOd79m7Zf0+aYLvPOcDg11/m83nfsH3zLs5GnOet4ZPxLe/Dix1bWowzoNdwfvn5d86fjSbyzHneGfkeFStVIKx2jTLriqxjIrVFv79F1bG70W5wJ9YtXMOx7X+RcDaORW/Px93Xk/ovNnhomrK/Jvtr8OT01+xf6ErRwa3oDu/AcDWBgtVfYCwswK5hmxLD2zVsg8LJhbzFH6GPjcSYloQ+6jSGK5Zn6lvCVvtrTYd04MjKXRxbs4ekqMuse/c7CvMKqN+7ZO1LJ2PYPHMFJzccQl+os1rvScYg8HjSkAN0j4CmTZuSlZXF8ePHAdizZw/e3t6mQaib51q0aAHAsWPH6N27N3369OHUqVNMnz6dKVOmsHTpUrN0586dS+3atTl+/DhTpkxhwYIFrF+/ntWrV3Pu3DmWL19uGog7cuQIAEuWLCExMdH02xITJ05kzJgxREZG0rZtW/Lz83nmmWf43//+x+nTpxk6dCj9+/fnr7/+MsUZN24ce/bs4ffff2fbtm3s3r2bv//++77ybsqUKURERLB582YiIyNZtGgR3t7e95WmcOzUONYMJudg+K1zRiO5B8PR1HnKYjTvUX3Rp6WT8cu2h3+PTxhKOxXeYUFc3nfm1kmjkcv7zuBbL7hMaag1DijtVBSkZ1snrlajDqlG0d/F/vE3Gik6fgx1DcudCYVGg8eyVXj8tAaX6TNQVQ60Thf4f/bOPL6mo//j73tv9n2PJHYiYo2tatei9p9Qa4vaSi2lqK2WIu2jtZbHo4uiWlrU1lJiq9hra2JLkFUiJJF9X+7y+yPcuNxIrkaOyry9zuvlTGbmM3Nm5szcOTPfQa5A7lIVdUzIY44a1NE3kbvVLF3y67dBdfsSKA1bpVugVBESm0jL2u5FyZHLaOnpztU7CXrDNK7mSvDdJK5FPwDgblI6p2/F0LZuZYO0JS1voEaNqri5uXLsz6Ifw+npGVy4EMjrLZuVKg65XM7Agf+HpaUFf50v5aSRhOUN4F7VDSdXRy6dLkpvVkYWwYEhNGhW+okfg6mg9RygarXKuFRy5nTAX1q3jIxMgi5fo1mLxqWOx9rGCoDU1LRS+ZeyjUnaviXuvyVrYyXgUsUVexcHrp++onXLycgmPCgUz6ZPbyX/1yDGa+VOhR2vKYyQV6mN6laQjrbqVhDyGvrrmlGDlqgib2I6YDyWn/2Exez/YdJlAMgM+3lfUcdrCmMF7g1qEHamaJWrRqMh/Mx1qjb1NCgugaAsETboygFbW1t8fHwICAigefPmBAQEMHXqVBYtWkRmZiZpaWmEhYXRoUPhbP3KlSvp1KkT8+fPB6BOnToEBwezbNkyRowYoY33zTffZPr06dr76OhoPD09adu2LTKZjGrVqmn/5uxcaEPAzs6OSpUqlZjmjz76iH79+um4ffzxx9r/f/jhhxw6dIgdO3bw2muvkZmZyYYNG9iyZQudOnUCYPPmzVSubPgPjseJjo6mSZMmNG/eHKDYlX//JozsbZAZKVAm6n5hUyamYlGzit4w5s3qYdu/K1F9JpVHEl85zByskRspyHmg++MzJzENu9pupYrjtU8Gkx2XQuzpGyV7fgy5jS0yhRHqJ76oqlNSMK5SVW8Y1d0YMlcuRRkRjszSEov+g7Fd9T9Sx45Anfig1NoycytkcgWa7Awdd012OnKHkt8DctfqyJ08yD/yY6k1H5GSlYtKrcHRWnfLnKOVOVEJ+icBejSpRWpWLiO/3g8aDUq1hgGv12XMmz4GaUtZ3gCVXF0AiI/XLav4hEQqVXJ5ZtgGDepy+uTvmJmZkpmZRf8BYwgJCS2VrpTlDeDg4gBA8gPdup6cmILjw7+9CCpqPQdwdnUEIPGB7pamxAdJOLuU7mOWTCZj4X9mcfGvv7kdElaqMFK2MSm1pe6/pWpjJWHrYgdAWqJumaQlpmLrbFf+CSojpC7vikiFHa9Z2iBTKFBnpOq4azJSUbjq/y0lc3JF4dCIgksB5Hy7ELmTO2YDx4PCiHz/X/SG0UdFHa9Z2FujMFKQ+cR7K+NBGs613IsJJSgOtUzqFLw6iBV05USHDh0ICAhAo9Fw6tQp+vXrh7e3N6dPn+bEiRO4u7vj6Vk4Wx8SEkKbNrpLx9u0aUNoaKh2myygnbR6xIgRIwgKCsLLy4vJkydz+PDzf7l7Mm6VSoWfnx8NGzbEwcEBKysrDh06RHR0oRHq8PBw8vPzadmyaCuDg4MDXl7/7Mvp+PHj2bZtGz4+PsycOZOzZ88+039eXh7p6ek6V15e3j9Kg9TILc1xW/oxcfPWoEpJlzo5FZLGE3tTs8/rHHn/K1R5ZWeTsTiUITfIO3oIVUQYymtXSF88D01aKmY9er9w7cdRNGiD+sHdYg3tlzUXw++z4c8rfOLbml+m+LJyeCdO3Yzhu6OB5aL/CEPLe8iQvqQm39Zexs9p6B/g1q1wmrV4i9ZtevHtdz+yccNXeHuXz5dcQ8v7rb6dOHL7D+1lZKR4sQl8Qfyb6rlv/56ERJ/XXkZG/9y+12fL5lLHuzYTx8z8x3GVlvJ+p0ql/U/775e1jbXxbc/G4J+1l8JIfO8HMV57GahI4zWZTI4mI5W8bWtRx4SjDDxF3uEdGLfp/sK1/63jNYHg34DoUcuJjh07snHjRq5cuYKxsTF169alY8eOBAQEkJKSol09ZwhPnobatGlTIiMjOXjwIEePHmXgwIF07tyZnTt3/uO4ly1bxurVq/nqq69o2LAhlpaWfPTRR//ocAq5vHB+WKMpOiD5yQMpunfvzp07dzhw4ABHjhyhU6dOTJw4keXLl+uNc8mSJSxatEjHbd6MySyYOeW501nWKFPS0ShVGDnpGjM1crJD+SD5Kf/GVd0wqVKJyt98WuQoL/xM4RW8j4iu71MQE/dC0/xvJzc5A7VShbmzrqFdcydbsov5OviIhuN60HhCLw4M+YLkkBiDtdXpaWhUSuR2uuUtt7dHnfJ0eetFpUIZFobC3bAVqZqcTDRqFTILXUP5MgsbNFklbGUzMsGoTgsKzv1ukOYj7C3NUMhlJGXoGhhOyszByVq/Ifp1hy7Ts2lt+rUsnNj3dHMgJ1+J367TjHnTB7m8dJ/nyru89+07zIULRYPSR8b5XV2diYsr2h7i6uJE0JVnf+EtKCggPDwKgL8Dr9G8mQ8fThrDhImzSkxHeZf36cNnuRFYtK3UxKQw3w7O9iQlFNVtByd7Qm+UbmXW81CR6vkR/+MEXr6qvX9U15ycHUmIL7L94+TsSPB1/acOPs7iLz+hU9cODOg5grh78SX6f4SU71Qptcu7/35Z2tiTXD5ygbDAIttURiaFE8W2TrakPmY43dbJjjvBhtvDelkQ47Xyp8KO17LS0ahUyK3tdGxqyaztUGfot2mnTk8GlQo0RSHUcTHIbR1AYQSq0tlIq0jjtcfJTslApVRh5aSrbe1sS8aDVIPjq+io0ZTsSVAqxAq6cuKRHbpVq1ZpJ+MeTdAFBARo7c8BeHt7c+bMGZ3wZ86coU6dOigUz/56amNjw6BBg1i/fj3bt29n165dJCcXdirGxsY6K/AM4cyZM/Tp04ehQ4fSuHFjatasye3bRYOzWrVqYWxszPnz57VuKSkpOn6e5NG22/v3iwzoPn5gxOP+3nvvPbZs2cJXX33Fd999V2ycc+bMIS0tTeeaNeUDQ7L64ilQknsjDMtWj9kHksmwaOVDTtDTP6jyw2OI6DmeyD6TtFfmn+fJPn+VyD6TKIh7PsPiFQl1gYrEa5F4tH3MhohMhnvb+iT8XfyPmkbje9J0ii/+w5aSePU5f2QolShDb2Pc5DHbYzIZxj5NUQaXcjm+XI6iRg3UyQaezKVWoU6IRl7F+zFHGfIqdVHff/Zx9Io6zUBhhPLm+Wf6Kw5jIwXeHk5cCCtq32q1hgth92hUTf82z9wCJfIneiW5rHCQpzGg4y/v8s7MzCI8PEp7BQff5v79eN58o8hou7W1Fa+91qT09uQeIpfLn3kapw7lXN7ZWTnERt3TXpG3o0iMT6JZ26JDLSysLKjXxJvrl4NLHa/BVKB6npWZzZ3IGO11+2Y4CXEPaNOhaPW6lbUlPs0acvnilWfEVDg5163nmwzuM5qY6Nhn+n0SKd+pkr7Py7n/fmna2BPkZuUSfydOe8WGxpCSkEz9No20fsytzKnl40no37fKLV1ljhivlTsVdrymUqKOCUNRR7euKbwao47U/7FFFRGC3MkNZEWTYXIXD9RpSaWenIOKNV57HFWBinvXI6nVukhbJpNRq3V9ov8unWkRgeBFIFbQlRP29vY0atSIrVu3snbtWgDat2/PwIEDKSgo0FlBN336dFq0aIGfnx+DBg3i3LlzrF27lnXr1j1TY+XKlbi5udGkSRPkcjm//vorlSpVws7ODii033bs2DHatGmDqakp9valP47a09OTnTt3cvbsWezt7Vm5ciXx8fHUq1dolNjKyorRo0czY8YMHB0dcXFxYe7cudpVcvowNzfn9ddf54svvqBGjRokJCQwb948HT8LFiygWbNm1K9fn7y8PPbv34+3t3cxMYKpqSmmpqY6bgX5hg2IsrNziL57T3sfey+em7fDsbWxxq0E+1GlJXnTHty+nEbO9VByr97G/r0+yM1NSdt1BAC3pdNRxifxYMUPaPILyA+9oxNenV5oCPVJ939CeeRbSu1r3x2kw6pxPLgSyYOgcBqM6YaxuSm3t58AoONX48iKS+HiFzsAaDyhF82mv82fH64jIyZR+3WvICsXZbZh26Zzdu/A+uM5KG/fRHnrJmZ9+yMzMyf38EEArGZ8gjrxAdmb1gNg/u57KENuoLoXi8zKCov+Q1C4VCLDf7/B+Vb+fRSTt0agjo9CHReFUdNOyIxNUAYXbhc3eWsEmqxUCs7s1QlnVL8NqvAgyM0yWPMRw9o1YP6Ok9Sr7ESDKs5sPX2dnHwlfZrXAWDethO42FowuXsLANp7V2XLqevUdXekYVUXohPTWXf4Mu29q6J4xrtEH1KWN8Ca/37PJ3MmExoWQVRUDIsWzuDevXh+++2Q1s9h/+3s/e0g677+AYDPP5uNv/9xomNisba2YshgXzp0aEWPnu+UWlfK8gbY8f0u3ps8lLsRsdyLuc/7M0aSGJ/IqUNFB2as3r6ckwdPs+uHwjSYW5hRuYaH9u/uVd3wrF+L9JQM4u/pN1D9MuVbynoOsOGbLUyePo6o8Gii78Ty8SeTSIh7wOE//tT6+WXPevz/+JPN3xfaJfps2Vz69O/BmHenkJWZhbNLoS279PRM8nJLV9+lbGNSakvdf0vVxkrCf8N++n44gLjI+zyIiWfA9HdITUjm0uHnm/wuDWK8VogYr70a47X843sxGzoVVUwo6ju3Me7YB5mJGQXnjwJgNnQa6rQk8vdtLszf6QOYtO+Fab+x5J/ch9zZHZMuAyg4uc9g7Yo6Xjv1/QEGrPiA2GsRxASF02Z0d0wszLj8a6H2gBXjSY9P5tDS7UDhwRIunpUf/t8IG1cH3OpVIz8rl6Q7pV+FLhA8CzFBV4506NCBoKAg7Wo5BwcH6tWrR3x8vI6ttqZNm7Jjxw4WLFiAn58fbm5uLF68WOeACH1YW1uzdOlSQkNDUSgUtGjRggMHDmgnyVasWMG0adNYv349Hh4eREVFlTrt8+bNIyIigq5du2JhYcHYsWPx9fUlLa1o+fGyZcvIzMykd+/eWFtbM336dJ2/62Pjxo2MHj2aZs2a4eXlxdKlS3nrraKj601MTJgzZw5RUVGYm5vTrl07tm3bVup0Pw/Xb4Yy6sOi7WRL/1u4Yq9P9858Pm96ccEMIuPASRQONjhPHobC2Z68kAhiRi9AlZQKgLGbM6jL9+Do8si3lNoR+85j5mhDs4/fxsLZlqTgOxwctpScxEI7MZYeTmjURV/9vId1QmFqTJfvdLdHX165m79X7jZIO//EcbJs7bAYPgq5vQPKiDDS585A89AQscLZRae85VZWWH00A7m9A5rMDJSht0mdOhFVtOEDfNXtSxSYW2Hc6v+QWdigTrxL3t418NCgvszGAZ742imzd0Xh4Unu7q8M1nucrj41ScnK5evDl0nMyMHL3ZF1o7tqDRHfT81E9tiX3/c7+SCTwf8OXSYhLRt7KzPae1dlUrfSnXz6OFKWN8Cy5euwtLTgm3VLsbOz4cyZi/TsPVTHJmbNmtVwcioy7O7s7MSmjatxc3MhLS2Da9dC6NHzHY4eO1VqXSnLG2Drum2YW5gxc+k0rGysuHrxGtOHzib/MdswHtXcsXUo2lJSt7EXa3eu0t5PXjgBgAM7/Pl86tJS6VbUeg7w9ZqNmFuas2TVp9jYWnPpr0CGDfiAvLwiExRVa1TBwdFOez989GAAft2/SSeuaRPnsfOX30qlK2Ubk1Jb6v5bqjZWEvu+2YOphRljlozHwsaS25dC+GK4HwUv0C6UGK8VIsZrr8Z4TRl4ijwrW0x7DEVmY4/6bgTZXy9A8/DgCJm9M/LHtrNqUhPJXrcAs35jsJy9Fk1aEgUnfif/6C6DtSvqeO3a/r+wcrCh89T+WDvbcT/kDpve+4LMh9p2Ho5oHnvm1q72TD6wRHvfflwv2o/rRcRfwawf/JnBeX+VEBtcyw6Z5nEDYALBK0hB4rO3OL1IwltLd4pXrbNrJdOWkh98Fkim3be+4TYwygqL7nUl05bVqCWZ9paJV0v29IIYn3BcMu30pb0k0+6yTLqtH0dmlM+BGfqQsp57jfxJMu35Fo1L9vQK0s6ilDanXgCjs3Il065mZFuypxfE5ssrJNMW47Xyp6KO10y9rEv29IIw6tReMm0px2sRRuU7if44S6J+lky7PJlbvfS7Pcqaz1+xZyxW0AkEAoFAIBAIBAKBQCAQCAxGuinQVw9xSIRAIBAIBAKBQCAQCAQCgUAgIWKCTiAQCAQCgUAgEAgEAoFAIJAQscVVIBAIBAKBQCAQCAQCgUBgMGpxTESZIVbQCQQCgUAgEAgEAoFAIBAIBBIiVtAJBAKBQCAQCAQCgUAgEAgMRqyfKzvEBJ3gledk/TmSabc5NEEybSnzLSXHzfKlE79RRTLpmkGpkmnDZcmUI8wVkmm3dPaSTHvr8izJtDdYmkmmLWW+4apkylXMnSXTjjCqmGezReTbSageJ6G2dIS3niSZdq2zayXTljLfsWnWkmljbCyZdGKkpWTaREr4TvUPkE4bB8mUayrFpkHBvwdRWwUCgUAgEAgEAoFAIBAIBAIJESvoBAKBQCAQCAQCgUAgEAgEBlMx19q/GMQKOoFAIBAIBAKBQCAQCAQCgUBCxAq6VwyZTMaePXvw9fUt1k9UVBQ1atQgMDAQHx+fMtN+UfG+SCqPfIuqE3pj4mJHZvAdbn+yifTAcL1+nXu8RvUpvpjXqITcWEF2RBzRX+8nbuep59Ledug0m/cFkJiaQZ1q7swe2ZeGtavq9VugVLFh7zH2nbxEQnIa1d2c+ejdXrTxqftc2lLmW0rtZ9FleHd6jfXF1tmO6JAoNn/6PeFXQsss/nrvdabRBz0xd7YlOSSas/N/5EFQhF6/Xu90pM7b7bD3qgxA4rVILn65o1j/JVFRy/v1YV1oP64XVs62xIVE8/unm7l7Rb+2i6cHXaYNwKNhDewrO7N/8Y+c2ej/XLqPGPPxCHq/0xNrGyuuXrrO8jlfcTcytlj/jVs24p3xg6jb0BOnSk7MHjWfU4fOGKwrZV2ze7cXjqPfRuFsT97NSOL9vib36u0Sw1n3bI/HqtlkHD1H7AS/59KWMt9SaoN0dU3KNlZRtUG68i6J/tOG8MaQzljaWHL70k02zv2WuKj7ZRK3lO8WfVwKusamn3cSfDOMB0nJrF4yn07tW5dZ/I+QMt9S9t8VtR+rqNoVuf9+VVCLYyLKDLGC7l9Efr6Exu/LmfLIq0ufVnguGk7kil1c7DKbzBt38Nn2CcZONnr9F6RmEvXVHi71nM/5jjO5vy0A79XjcejY2GBt/7OBLP/xd8a9/RbbvpiKVzV3xv/nO5LSMvT6X7v9IDuPnmP2yL7sWTGTAV1aM3X5JkIi7xqsLWW+pdR+Fq/3asPQeSPZvXo7c3tNJzokitk/LcDG0bZM4q/ZuyWvL3iXv1ftYU/3eSQFR9N9yyzMHPXn272VN2G/nWP/wM/5rc9CMu8l033rLCwq2RusXVHLu2Gv1+k5byjHVu9mbc+53A+OZtSPs7Es5pmbmJuSHJ2A/5fbSE9IMVjvSd6dMJj+o/qxbPYq3u89kdzsXFZu/RIT0+KNYptbmBEWHM6KuWueW1fKumbdoz0uc94nce3PRPl+SN7NCKps8EPh8Ox2ZOzhgsusMWRfvG6w5iOkzLeU2iBdXZOyjVVUbZCuvEui9wd96TqiJxs/+Zb5fWaRm53H7J8WYPyMdJUWKd8txZGTk4tX7ZrMnf7iDgOTMt9S9t8VtR+rqNoVuf8WCPQhJujKiP3792NnZ4dKpQIgKCgImUzG7NmztX7GjBnD0KFDtfe7du2ifv36mJqaUr16dVasWKETZ/Xq1fHz82P48OHY2NgwduxY8vPzmTRpEm5ubpiZmVGtWjWWLFmi9Q/Qt29fZDKZ9v5JatSoAUCTJk2QyWR07NhR+7fvv/8eb29vzMzMqFu3LuvWrdP+bdSoUTRq1Ii8vDygcBKtSZMmDB8+/JnxduzYkY8++kgnDb6+vowYMeKZeQU4ffo07dq1w9zcnCpVqjB58mSyssrmFL+qH/Qkdssx7m8LIOt2LDdnfI8qJx/3IW/o9Z96NpgHBy+SHRpLzp14YtYfJDM4GruWhp/k+NMfJ+nX6XV833iNWpUrMW/M25iZGLP3+AW9/v84dZkxfTvRrok3lV0dGfhWa9o28ebH/ScM1pYy31JqP4seY/6P49uOcOLXP4kNvcuGT74hLyePDgM7lUn8Dcd25+Yvx7m94ySpofc4PXsTytw8vAZ30Ov/+IdfE/LjUZKDo0kLv8+pGeuRyeV4tKlvsHZFLe92Y3pwcdtxLv96goSwWPbO3UB+Th7NB+p/5nevRnBwyc9c3XcOVb7SYL0nGTjmbTav3sLpw2cJD4nAb8oXOLk60a5r22LD/HX8AuuXbuSk/+nn1pWyrjmM7EvaDn/Sdh8hPzyGuAVrUefmYdv/reIDyeW4LZ9J4potFMQ8/0obKfMtpTZIV9ekbGMVVRukK++S6Da6F3vX/srlIxeIuXmHr6etxs7FgeZvtfzHcUv5bimOdq1aMHnse3Tu0KbM436ElPmWsv+uqP1YRdWuyP33q4RGwutVQ0zQlRHt2rUjIyODwMBAAE6cOIGTkxMBAQFaPydOnNBOWl2+fJmBAwcyePBgrl27xsKFC5k/fz4//PCDTrzLly+ncePGBAYGMn/+fNasWcPvv//Ojh07uHXrFlu3btVOxF28eBGATZs2cf/+fe39k1y4UDgJdPToUe7fv8/u3bsB2Lp1KwsWLODzzz8nJCSE//znP8yfP5/NmzcDsGbNGrKysrSTjnPnziU1NZW1a9c+M97S8mRew8PD6datG2+//TZXr15l+/btnD59mkmT/vlx9DJjBdaNapJ86lqRo0ZDyslr2Db3LFUc9u0aYFnbjdRzIQZpFyiVhETc5fWGRTpyuZzXG9bhaugdvWHyC5SYPHEcvamJMUG3Ig3SljLfUmo/C4WxETUa1uL66SuPJUvD9dNX8Wz6zycC5cYKnBrWIPbUjSJHjYbYUzdwaVq7VHEYmZsiN1aQl5ppkHZFLW+FsQL3BjUIO1P0RVej0RB+5jpVm5ZO+5/gXtUNJ1dHLp2+rHXLysgiODCEBs3qvTBdKesaxkaY1a9N1tkgHe3ss0GYP2MrvtOkIaiSU0nbedgwvceQMt+SPnOkq2tStrGKqg3SlXdJuFRxxd7FQacfzcnIJjwo9J/3oxK+WyRFwnxL2X9X1H6sompX5P5bICgOYYOujLC1tcXHx4eAgACaN29OQEAAU6dOZdGiRWRmZpKWlkZYWBgdOhTOyK9cuZJOnToxf/58AOrUqUNwcDDLli3TWVn25ptvMn36dO19dHQ0np6etG3bFplMRrVq1bR/c3Z2BsDOzo5KlSoVm9ZH/hwdHXX8ffrpp6xYsYJ+/foBhSvigoOD+fbbb3nvvfewsrJiy5YtdOjQAWtra7766iuOHz+OjY3NM+MtLU/mdcyYMbz77rva1Xeenp6sWbOGDh068PXXX2NmZmawxiOMHWyQGynIf5Cm457/IA0LT/diwymszWl75RvkJkZoVGpuzd5A8slrxfrXR0p6Fiq1Gkdbax13R1srIu8l6A3TurEXP/1xgmbeNani6sj566H8eeEaKrVhZ+ZImW8ptZ+Ftb01CiMFaYm66UpLTMW9lsc/jt/MwRq5kYKcJ/Kdk5iGXW23UsXx2ieDyY5LIfb0jZI9P0ZFLW+Lh2Wa+USZZjxIw7lW8dplhYOLAwDJD3S3syUnpuD48G8vAinrmpG9DTIjBcpE3TwrE1OxqFlFbxjzZvWw7d+VqD7/7KOLlPmWUhukq2tStrGKqg3SlXdJ2LrYAejtR22d7f5R3FK+W6REynxL2X9X1H6sompX5P5bICgOMUFXhnTo0IGAgACmT5/OqVOnWLJkCTt27OD06dMkJyfj7u6Op2fhl6eQkBD69OmjE75NmzZ89dVXqFQqFAoFAM2bN9fxM2LECLp06YKXlxfdunWjV69evPXWM5Yfl5KsrCzCw8MZPXo077//vtZdqVRia1tkf6BVq1Z8/PHH+Pn5MWvWLNq2LX5LhaE8mdcrV65w9epVtm7dqnXTaDSo1WoiIyPx9vZ+Ko68vDztFtxH5GtUmMgUZZJGVWYuF96cicLSDId2DfFcNJycOwmkng0uk/iLY+YIXxZ/uwPfqV8ik8mo7OpIn44tit0SW9ZIlW+ptV8GGk/sTc0+r/PHgM9R5RWUi6Yob8N4q28nZnw5TXs/Y/gcCVPz/JRnXZNbmuO29GPi5q1BlZL+QrVKQoo29rzar0pdE5SOl7W82/i2Z/R/PtDeLx35uYSp0eVlereUJy9Dvl+G/rui9GMVVftJ/k3996uOYUtGBM9CTNCVIR07dmTjxo1cuXIFY2Nj6tatS8eOHQkICCAlJUW7es4QLC0tde6bNm1KZGQkBw8e5OjRowwcOJDOnTuzc+fOf5T2zMzCpbnr16+nZUtdeyGPJgsB1Go1Z86cQaFQEBYWVqq45XI5Go3uDvGCgqdfZE/mNTMzk3HjxjF58uSn/Fatqv+00yVLlrBo0SIdt2EW9XjPqoGufnI6aqUKE2dd46cmzrbkJ6QWmxc0GnKi4gvTd+MOFnU8qD7ZlyADBh/2NpYo5PKnDoRISsvEyc5abxgHGyu+mjGKvPwCUjOzcbG34auf/8DD1bHUuiBtvqXUfhYZKRmolCpsnXTTZetkR+qDZ6SrlOQmZ6BWqjB/It/mTrZkJ6QVE6qQhuN60HhCLw4M+YLkkBiDtStqeWc/LFOrJ8rU2tmWjDIo0yc5ffgsNwKLtvGYmJgA4OBsT1JCstbdwcme0Bule28+D1LWNWVKOhqlCiMnXUPJRk52KB8kP+XfuKobJlUqUfmbT4sc5TIAvIL3EdH1fQpi4kqlLWW+y1v7Zalr5d3GKqr2y1LeT3L5yAXCAotOdzQyKTTBYetkS+pjB2HYOtlxJ9gwUxxPIuW7RUqkzLeU/XdF7ccqqnZF6r8FgtIibNCVIY/s0K1atUo7Gfdogi4gIEDnMAZvb2/OnNE94v7MmTPUqVNHZ0JMHzY2NgwaNIj169ezfft2du3aRXJy4QvU2NhYe1BFcTwa4D3uz9XVFXd3dyIiIqhdu7bO9ejwB4Bly5Zx8+ZNTpw4gb+/P5s2bXpmvFC49fX+/SLjoSqViuvXSz7tp2nTpgQHBz+Vntq1a2u1nmTOnDmkpaXpXEMsn15ppylQkXE1Aod2DYscZTLs2zUg7VJoiWnTBpHLkJsYNs9tbGSEd83KnL9WpKNWqzl/PZRGntWeEbLQ7pyrgy1KlZpj56/yRvMGz/T/JFLmW0rtZ6EqUBJ5LZz6bRo9liwZ9ds0JPTvW/84fnWBisRrkXi0fcyArEyGe9v6JPxd/A+qRuN70nSKL/7DlpJ49fl+4FTU8lYVqLh3PZJarYueuUwmo1br+kT/XXrt0pKdlUNs1D3tFXk7isT4JJq1bar1Y2FlQb0m3ly//OJWEkhZ1yhQknsjDMtWj53YJ5Nh0cqHnKCbT3nPD48houd4IvtM0l6Zf54n+/xVIvtMoiAusdTSUua7vLVflrpW3m2somq/LOX9JLlZucTfidNesaExpCQk6/Sj5lbm1PLx/Of9qITvFkmRMN9S9t8VtR+rqNoVqf9+1dFI+O9VQ6ygK0Ps7e1p1KgRW7du1R6c0L59ewYOHEhBQYHOCrrp06fTokUL/Pz8GDRoEOfOnWPt2rU6p6bqY+XKlbi5udGkSRPkcjm//vorlSpVws7ODig8DfXYsWO0adMGU1NT7O2fPvbZxcUFc3Nz/P39qVy5MmZmZtja2rJo0SImT56Mra0t3bp1Iy8vj0uXLpGSksK0adMIDAxkwYIF7Ny5kzZt2rBy5UqmTJlChw4dqFmzZrHxvvnmm0ybNo0//viDWrVqsXLlSlJTU0t8nrNmzeL1119n0qRJjBkzBktLS4KDgzly5Ij2+T6JqakppqamOm7FbW+N/uYP6q2ZQHpQOOmB4VQd2wOFhSn3twUAUO+/E8mLSyb8818AqDbZl4ygcLLvxCM3McapUxMq9W/HrVkbSszLkwzr2Z7567ZRv1YVGtSqypYDJ8nJy8e342sAzF37My4Otkx5pycAV0PvkJCcRt3qHiQkp/H1zkOoNRpG/J/+07SehZT5llL7WRz4/nc+WDGZiKvhhF8JpfuoXphZmHHi12NlEv+17w7SYdU4HlyJ5EFQOA3GdMPY3JTb2wtP4e341Tiy4lK4+MUOABpP6EWz6W/z54fryIhJ1H7dK8jKRZmdV6yOPipqeZ/6/gADVnxA7LUIYoLCaTO6OyYWZlz+tfCZD1gxnvT4ZA4t3Q4UGn938az88P9G2Lg64FavGvlZuSTdiTdYf8f3u3hv8lDuRsRyL+Y+788YSWJ8IqcOFZ2iuHr7ck4ePM2uH/YCYG5hRuUaRXYP3au64Vm/FukpGcQXY5/ySaSsa8mb9uD25TRyroeSe/U29u/1QW5uStquIwC4LZ2OMj6JByt+QJNfQP4Th+Ko0wtXcj/p/rLnW0ptkK6uSdnGKqo2SFfeJeG/YT99PxxAXOR9HsTEM2D6O6QmJHPp8Pl/HLeU75biyM7OIfruPe197L14bt4Ox9bGGrdKLmWiIWW+pey/K2o/VlG1K3L/LRDoQ0zQlTEdOnQgKChIu1rOwcGBevXqER8fj5dX0UlWTZs2ZceOHSxYsAA/Pz/c3NxYvHixzgER+rC2tmbp0qWEhoaiUCho0aIFBw4cQC4vXAy5YsUKpk2bxvr16/Hw8CAqKuqpOIyMjFizZg2LFy9mwYIFtGvXjoCAAMaMGYOFhQXLli1jxowZWFpa0rBhQz766CNyc3MZOnQoI0aMoHfv3gCMHTuWP/74g2HDhnHy5Mli4x01ahRXrlxh+PDhGBkZMXXqVN54o+SJpUaNGnHixAnmzp1Lu3bt0Gg01KpVi0GDBpWuMEog4bdzmDjaUHPmQExd7Mi4EUXQkCVao7hmHo5oHjuEQWFhiteXozF1c0Sdm09WWCw3Jq4l4bdzBmt3a92ElPQs1u04RGJqOl7VPVg3530cH25xjUtKRf5wuTgUnuL6v+3+3E1IwsLMhLY+3nw+8R1sLM3/VfmWUvtZ/LX/DDaONvSfNhg7Z3vuBEfyxfDFpD9h8Pp5idh3HjNHG5p9/DYWzrYkBd/h4LCl5CQW2u6w9HBCoy76AuQ9rBMKU2O6fDdFJ57LK3fz90rDTkeuqOV9bf9fWDnY0Hlqf6yd7bgfcodN731B5sNnbufhiEZTpG3tas/kA0u09+3H9aL9uF5E/BXM+sGfGay/dd02zC3MmLl0GlY2Vly9eI3pQ2eT/5idEo9q7tg6FG2tqNvYi7U7V2nvJy+cAMCBHf58PnVpqXSlrGsZB06icLDBefIwFM725IVEEDN6AaqkVACM3ZzBwINtSouU+ZZSG6Sra1K2sYqqDdKVd0ns+2YPphZmjFkyHgsbS25fCuGL4X4UlIFtJinfLcVx/WYooz6cpb1f+t/vAOjTvTOfz5teXDCDkDLfUvbfFbUfq6jaFbn/Fgj0IdM8aRxMIHjFOOZaNhN6z0ObQ8Mk0z7T9SfJtKVkg1m+ZNpvqCxL9vSCqKnHrmNF4Kh52RwA8zycLJDOjtEI2Ys/MbI42lk8bZOmvDiVLd1JlVLyg+ZeyZ5eEO2NDT+VXfDPkPLdUs3ItmRPL4gFptKtQKl1Vv/OjPIgvLV0p83Gpum3fVweRBgbS6YtZT9WUamo/ff7d7dInYRyYVJ16X5vr43aLpn2i0DYoBMIBAKBQCAQCAQCgUAgEAgkRGxxFQgEAoFAIBAIBAKBQCAQGIz6FTysQSrECjqBQCAQCAQCgUAgEAgEAoFAQsQKOoFAIBAIBAKBQCAQCAQCgcGI9XNlh1hBJxAIBAKBQCAQCAQCgUAgEEiIWEEneOVpf2OJZNpSnszV/oZ0J5JJSYTPAsm0B/dLlUxbUdNDMm15x96SaUf02iaZ9tacB5Jpv7vAUzLtLsukO1H0yAzpTkqW1aglmbbfyCuSaXdWOkumXVFPeTxZMQ/lrrAnqUqZb+neatKO15xqZEmmbeol3cm5Rp3aS6YdO/ayZNpHzRWSaQsEhiIm6AQCgUAgEAgEAoFAIBAIBAYjDokoO8QWV4FAIBAIBAKBQCAQCAQCgUBCxASdQItMJmPv3r1SJ0MgEAgEAoFAIBAIBALBvwC1hNerhtji+pIgk8nYs2cPvr6+kqXh/v372Nvbv1CNqKgoatSoQWBgID4+Pi9U63m5FHSNTT/vJPhmGA+Sklm9ZD6d2rcucx27d3vhOPptFM725N2MJN7va3Kv3i4xnHXP9nismk3G0XPETvArs/SUV76l1K73XmcafdATc2dbkkOiOTv/Rx4ERej16/VOR+q83Q57r8oAJF6L5OKXO4r1XxLG7Xpi8mY/ZDb2qGMjyd35LeroZ5S3uSWmvYZh1Kg1MktrNMkJ5O5ejyr4ksHaRo06YtS8CzILW9SJdyk4vg11fJRev6b9p6Go7PWUuyryGnm/GW4nZ9uh02zeF0BiagZ1qrkze2RfGtauqtdvgVLFhr3H2HfyEgnJaVR3c+ajd3vRxqeuwbogbXkDTJszkXeGvY2NrTWXzgfxycd+REVEF+t/4kej6darM7U8a5Cbm8vlC1dYsmgVEWFRBulKWd4AYz4eQe93emJtY8XVS9dZPucr7kbGFuu/cctGvDN+EHUbeuJUyYnZo+Zz6tAZg3Ulredng9l84hpJGTnUcXNgVp9WNKxavO22Laeu8+u5m8SlZmJnaUbnhtWZ3L05psbPNyyTqq5VHvkWVSf0xsTFjszgO9z+ZBPpgeF6/Tr3eI3qU3wxr1EJubGC7Ig4or/eT9zOUwZpPkLK9i11/y1VGyuJ/tOG8MaQzljaWHL70k02zv2WuKj7Za7zCDFeE+M1KPv2bdbbF/P+g5E7OKCMCCdr3WqUt27q9WvapRvWH8/RcdPk55HU+63n0pZyrChlPyZlX/L6sC60H9cLK2db4kKi+f3Tzdy9ol/bxdODLtMG4NGwBvaVndm/+EfObPR/Ll2BoDjECrpyID8/X+okPJNH6atUqRKmpqYSp6b0FBS8GCvKOTm5eNWuydzpE15I/ADWPdrjMud9Etf+TJTvh+TdjKDKBj8UDrbPDGfs4YLLrDFkX7xe5mkqj3xLqV2zd0teX/Auf6/aw57u80gKjqb7llmYOdro9e/eypuw386xf+Dn/NZnIZn3kum+dRYWlQyfxDZq0g7TvmPI8/+F7GVTUMVGYjFhMTKrYspbYYTFBD/kDq7kblxC1mfjyN32XzSpSQZrK+o0x7h9fwr++oPcnz9H8+Aupn0ng7l+I8V5+74h+7sZ2ivnx4Vo1CqUoYYb9/U/G8jyH39n3Ntvse2LqXhVc2f8f74jKS1Dr/+12w+y8+g5Zo/sy54VMxnQpTVTl28iJPKuwdpSljfA+MmjGDn2HeZM9+P/urxLdnYOW3Z+i6mpSbFhWrZpzuYN2/Dt+i7v9huLkbERW3Z9i7mFeal1pSxvgHcnDKb/qH4sm72K93tPJDc7l5Vbv8TEtHhj/+YWZoQFh7Ni7prn0gRp830oKIIV+84zrnMTfpnShzpuDkzY4E9yZo5e/wcCw1lz8BLjujRh98dv8+mAthy+Esl//Q3/QQXS1TWXPq3wXDScyBW7uNhlNpk37uCz7ROMnfS3sYLUTKK+2sOlnvM533Em97cF4L16PA4dGxucZynbt9T9t1RtrCR6f9CXriN6svGTb5nfZxa52XnM/mkBxs9I1z9FjNfEeA3Ktn2bdHgDy7ETyd66mdSJ76OKCMfm8+XIbO2KDaPOyiRpcF/tlTxskMG6IO1YUcp+TMq+pGGv1+k5byjHVu9mbc+53A+OZtSPs7Espq6ZmJuSHJ2A/5fbSE9IMVhPICgNFX6Cbv/+/djZ2aFSqQAICgpCJpMxe/ZsrZ8xY8YwdOhQ7f2uXbuoX78+pqamVK9enRUrVujEWb16dfz8/Bg+fDg2NjaMHTuW/Px8Jk2ahJubG2ZmZlSrVo0lS5Zo/QP07dsXmUymvX+SqKgoZDIZ27Zto3Xr1piZmdGgQQNOnDih4+/69et0794dKysrXF1dGTZsGImJidq/d+zYkUmTJvHRRx/h5ORE165dAd0tro+0duzYQbt27TA3N6dFixbcvn2bixcv0rx5c6ysrOjevTsPHuieZPj999/j7e2NmZkZdevWZd26ddq/1ahRA4AmTZogk8no2LFjqcI9Ss/27dvp0KEDZmZmbN26Ve9z+qe0a9WCyWPfo3OHNi8kfgCHkX1J2+FP2u4j5IfHELdgLercPGz7P+OLm1yO2/KZJK7ZQkFM2X+RLo98S6ndcGx3bv5ynNs7TpIaeo/TszehzM3Da3AHvf6Pf/g1IT8eJTk4mrTw+5yasR6ZXI5Hm/oGa5u84UvB2UMozx9FHRdD3o7/ocnPw/j1Lnr9G7/eBZmlNTnrP0MVGYImOQFV2HXU9yIN1jZq2hnl9dOogs+iSb5P/rGtaJT5GNUv5ot3XjZkp2svRbV6UJCP6rbhExc//XGSfp1ex/eN16hVuRLzxryNmYkxe49f0Ov/j1OXGdO3E+2aeFPZ1ZGBb7WmbRNvftx/Qq//ZyFleQOM/mAo/13xHUcOHudm8G2mjv8El0rOvNXzzWLDDB8wnp2//Mbtm+GE3LjN9InzqFzFnYaN65VaV8ryBhg45m02r97C6cNnCQ+JwG/KFzi5OtGua9tiw/x1/ALrl27kpP/p59IEiev5qev0a+mFb4s61HK1Z16/NpgZG7H3ov5VD1fuxONT3YUeTWrh4WBN6zqV6eZTk+sxiXr9l4RUda3qBz2J3XKM+9sCyLody80Z36PKycd9yBt6/aeeDebBwYtkh8aScyeemPUHyQyOxq7l0ysZS0LK9i11/y1VGyuJbqN7sXftr1w+coGYm3f4etpq7FwcaP5WyxemKcZrYrwGZdu+zfsNJNd/P3mHD6KKvkPmmhVo8nIx69qj+EAaDZqU5KIr9fkmbqQcK0rZj0nZl7Qb04OL245z+dcTJITFsnfuBvJz8mg+UH9du3s1goNLfubqvnOo8pUG673KaCT896pR4Sfo2rVrR0ZGBoGBgQCcOHECJycnAgICtH5OnDihnUi6fPkyAwcOZPDgwVy7do2FCxcyf/58fvjhB514ly9fTuPGjQkMDGT+/PmsWbOG33//nR07dnDr1i22bt2qnYi7ePEiAJs2beL+/fva++KYMWMG06dPJzAwkFatWtG7d2+Skgq/lqSmpvLmm2/SpEkTLl26hL+/P/Hx8QwcOFAnjs2bN2NiYsKZM2f45ptvitX69NNPmTdvHn///TdGRka88847zJw5k9WrV3Pq1CnCwsJYsKDomPStW7eyYMECPv/8c0JCQvjPf/7D/Pnz2bx5MwAXLhT+MD969Cj3799n9+7dpQr3iNmzZzNlyhRCQkK0E4v/OoyNMKtfm6yzQUVuGg3ZZ4Mwf8ZWPqdJQ1Alp5K28/CLT+MrhtxYgVPDGsSeulHkqNEQe+oGLk1rlyoOI3NT5MYK8lIzDRNXGCGvUhvVrSAdbdWtIOQ19Je3UYOWqCJvYjpgPJaf/YTF7P9h0mUAyAx8ZcsVyF2qoo4JecxRgzr6JnK3mqWKwqh+G1S3L4HSsJXABUolIRF3eb2hZ1Fy5HJeb1iHq6F39IbJL1BiYqy72sLUxJigW4YNNiUtb6Bqtcq4VHLmdMBfWreMjEyCLl+jWYvSf+G1trECIDU1rXQBJCxvAPeqbji5OnLpdNEkV1ZGFsGBITRoVvqJH4ORtJ6rCIlNpGVt96LkyGW09HTn6p0EvWEaV3Ml+G4S16ILP27dTUrn9K0Y2tatbJA2SFfXZMYKrBvVJPnUtSJHjYaUk9ewbe5ZfMDHsG/XAMvabqSeCynZ82NI2r4l7r8la2Ml4FLFFXsXB66fvqJ1y8nIJjwoFM+mhv9ofmkQ47VyR9L2bWSEkWcdCv5+7EONRkNB4GWM6hU/2SczN8f+x+3Yb/kV64Wfo6hW3TBdkHSsKGU/JmVfojBW4N6gBmFnila5ajQaws9cp2rT0mkLBC+CCm+DztbWFh8fHwICAmjevDkBAQFMnTqVRYsWkZmZSVpaGmFhYXToUDiTvnLlSjp16sT8+fMBqFOnDsHBwSxbtowRI0Zo433zzTeZPn269j46OhpPT0/atm2LTCajWrVq2r85Oxfu77ezs6NSpUolpnnSpEm8/fbbAHz99df4+/uzYcMGZs6cydq1a2nSpAn/+c9/tP43btxIlSpVuH37NnXq1AHA09OTpUuXlqj18ccfayfCpkyZwpAhQzh27Bht2hR+ORs9erTO5OSnn37KihUr6NevH1C4Yi44OJhvv/2W9957T5tXR0dHnbyWFO4RH330kdbPvxUjextkRgqUibpf2JSJqVjUrKI3jHmzetj270pUn0nlkcRXDjMHa+RGCnIe6P74zElMw662W6nieO2TwWTHpRB7+kbJnh9DZmmDTKFAnZGq467JSEXhqn8gI3NyReHQiIJLAeR8uxC5kztmA8eDwoh8/19Kr21uhUyuQJOtu6VUk52O3KHkd43ctTpyJw/yj/xYas1HpKRnoVKrcbTV3WLoaGtF5D39A77Wjb346Y8TNPOuSRVXR85fD+XPC9dQqQ0zAStleQM4uzoCkPhAd5tJ4oMknF2cShWHTCZj4X9mcfGvv7kdEla6MBKWN4CDiwMAyQ90323JiSk4Pvzbi0DSep6Vi0qtwdFad2uoo5U5UQn6J7t6NKlFalYuI7/eDxoNSrWGAa/XZcybPgbrS1XXjB1skBspyH+ijeU/SMPC072YUKCwNqftlW+QmxihUam5NXsDySevFetfH1K2b6n7b6naWEnYutgBkJaoWyZpianYOtuVf4LKCKnLuyIiZfuW29giUxihfmIFnDolBeMq+m3nqu7GkLlyKcqIcGSWllj0H4ztqv+ROnYE6sQHesPoQ8qxopT9mJR9iYW9NQojBZlPvLcyHqThXKt4bYF+XsXDGqSiwq+gA+jQoQMBAQFoNBpOnTpFv3798Pb25vTp05w4cQJ3d3c8PQtn0kNCQrSTU49o06YNoaGh2m2yAM2bN9fxM2LECIKCgvDy8mLy5MkcPvz8X9VatWql/b+RkRHNmzcnJKTwq8GVK1c4fvw4VlZW2qtu3cIvL+HhRQYvmzVrViqtRo0aaf/v6uoKQMOGDXXcEhIKf2xnZWURHh7O6NGjdfQ/++wzHe0nMSTck8/1SfLy8khPT9e58vLySpXXlxW5pTluSz8mbt4aVCnpUienQtJ4Ym9q9nmdI+9/hSrvxdg+fByZTI4mI5W8bWtRx4SjDDxF3uEdGLfp/sK1H0fRoA3qB3eLNbRf1swc4Uu1Sk74Tv2S5u/OYsnGPfTp2AK5TFYu+o8wtLx9+/ckJPq89jIy+uc2lz5bNpc63rWZOGbmP46rtBha3m/17cSR239oLyMjxYtN4AuivOv5xfD7bPjzCp/4tuaXKb6sHN6JUzdj+O5oYIlh/+11TZWZy4U3Z3Kx6ydELNmO56Lh2LUu35Vf5fk+/6f998vaxtr4tmdj8M/aS2FU4b/3A2K89jJQ3uM1ZcgN8o4eQhURhvLaFdIXz0OTlopZj94vXFvKseI/6cfKgpehLxEIXhSiR6XQJtvGjRu5cuUKxsbG1K1bl44dOxIQEEBKSop29ZwhWFpa6tw3bdqUyMhIDh48yNGjRxk4cCCdO3dm586dZZUNADIzM+nduzdffvnlU39zcyv68vRk+orD+LHtZrKHP5KfdFM/XN2SmVm4lHz9+vW0bKlrc0ShKH5QaUi4ktK9ZMkSFi1apOM2b8ZkFsyc8sxw5YkyJR2NUoWRk67xWiMnO5QPkp/yb1zVDZMqlaj8zadFjvLCsvAK3kdE1/cpiIl7oWn+t5ObnIFaqcLcWdfQrrmTLdnFfB18RMNxPWg8oRcHhnxBckiMwdqarHQ0KhVyazudr0syazvUGfrtlKjTk0GlAk1RCHVcDHJbB1AYgap0di80OZlo1CpkFrqr2GQWNmiyStjKZmSCUZ0WFJz7vVRaT2JvY4lCLn/qQIiktEyc7PQb7newseKrGaPIyy8gNTMbF3sbvvr5DzwerhIqLeVd3kf8jxN4+ar2/pFxfidnRxLii+yxODk7Enxd/0lwj7P4y0/o1LUDA3qOIO5efKnSAOVf3qcPn+VGYNGWEhOTwnw7ONuTlFD0LnNwsif0RulWZj0PktZzSzMUchlJGbqGtJMyc3Cy1n/gwrpDl+nZtDb9HtrL8XRzICdfid+u04x50we5vPgJ6ZelrhUkp6NWqjB5oo2ZONuSn5BafECNhpyoQp3MG3ewqONB9cm+BJ0NLrW2lO/z8u6/X5Y29iSXj1wgLLDINpWRSeG40NbJltTHDKfbOtlxJ9hwe1gvC2K8Vv5I2b7V6WloVErkdrrlLbe3R53ydHnrRaVCGRaGwt2wrZ5SjhXLux97HCn7kuyUDFRKFVZOutrWzrZkPHiGtkAvr6ItOKkQK+goskO3atUq7WTcowm6gIAAnYMMvL29OXNG92j6M2fOUKdOnWdOQgHY2NgwaNAg1q9fz/bt29m1axfJyYUvfGNjY50VeM/ir7+KbM0olUouX76Mt7c3UDgReOPGDapXr07t2rV1rtJOyj0vrq6uuLu7ExER8ZT2o8MhHg0uH89racKVljlz5pCWlqZzzZryQdllsiwoUJJ7IwzLVo/ZB5LJsGjlQ07Q0z+o8sNjiOg5nsg+k7RX5p/nyT5/lcg+kyiIez7D4hUJdYGKxGuReLR9zIaITIZ72/ok/F38j5pG43vSdIov/sOWknj1OX9kqJSoY8JQ1NEtb4VXY9SR+n9AqyJCkDu5wWMrx+QuHqjTkko94AJArUKdEI28ivdjjjLkVeqivh/xzKCKOs1AYYTy5vnS6z2GsZER3jUrc/5aaFFy1GrOXw+lkWe1Z4QstDvn6mCLUqXm2PmrvNG8gUHa5V3eWZnZ3ImM0V63b4aTEPeANh2KPjhYWVvi06whly9eeUZMhRMm3Xq+yeA+o4mJji11GoByL+/srBxio+5pr8jbUSTGJ9GsbVOtHwsrC+o18eb65dIPmg1G0nquwNvDiQthRYbg1WoNF8Lu0aiai94wuQVK5E+Mvh6tEi1pgPuy1DVNgYqMqxE4tCtaUY9Mhn27BqRdCi0+4BPI5DLkJoZ9K5b0fV7O/fdL08aeIDcrl/g7cdorNjSGlIRk6rcp2nVhbmVOLR9PQv++VW7pKnPEeK3ckbR9K5UoQ29j3OSxXUYyGcY+TVEGl3K7rFyOokYN1MkGnqQq4VixvPuxx5GyL1EVqLh3PZJarYvqmkwmo1br+kT/XXptgaCsESvoAHt7exo1asTWrVtZu3YtAO3bt2fgwIEUFBTorKCbPn06LVq0wM/Pj0GDBnHu3DnWrl2rc+KoPlauXImbmxtNmjRBLpfz66+/UqlSJezs7IDCk1wf2XYzNTXF3r74o8H/97//4enpibe3N6tWrSIlJYVRo0YBMHHiRNavX8+QIUOYOXMmDg4OhIWFsW3bNr7//vsSJxH/KYsWLWLy5MnY2trSrVs38vLyuHTpEikpKUybNg0XFxfMzc3x9/encuXKmJmZYWtrW2K40mJqaoqpqamOW0G+YQOi7Owcou/e097H3ovn5u1wbG2scaukv6MylORNe3D7cho510PJvXob+/f6IDc3JW3XEQDclk5HGZ/EgxU/oMkvIP8Jo/rq9MJVh0+6/xPKI99Sal/77iAdVo3jwZVIHgSF02BMN4zNTbm9vfCE0I5fjSMrLoWLX+wAoPGEXjSb/jZ/friOjJhE7dfcgqxclNmGbZvOP74Xs6FTUcWEor5zG+OOfZCZmFFw/igAZkOnoU5LIn9f4aEoBacPYNK+F6b9xpJ/ch9yZ3dMugyg4OQ+g/Ot/PsoJm+NQB0fhTouCqOmnZAZm6AMPguAyVsj0GSlUnBmr044o/ptUIUHQW6WwZqPGNazPfPXbaN+rSo0qFWVLQdOkpOXj2/H1wCYu/ZnXBxsmfJOTwCuht4hITmNutU9SEhO4+udh1BrNIz4P/0neT0LKcsbYMM3W5g8fRxR4dFE34nl408mkRD3gMN//Kn188ue9fj/8Sebvy+0FfPZsrn06d+DMe9OISszC2eXwpWD6emZ5OWWLg1SljfAju938d7kodyNiOVezH3enzGSxPhETh0qOj1y9fblnDx4ml0/FKbB3MKMyjU8tH93r+qGZ/1apKdkEF+MvcKXKd/D2jVg/o6T1KvsRIMqzmw9fZ2cfCV9mhfafJ237QQuthZM7t4CgPbeVdly6jp13R1pWNWF6MR01h2+THvvqiie/MVTCqSqa9Hf/EG9NRNIDwonPTCcqmN7oLAw5f62AADq/XcieXHJhH9eqFltsi8ZQeFk34lHbmKMU6cmVOrfjluzNhicZynbt9T9t1RtrCT8N+yn74cDiIu8z4OYeAZMf4fUhGQuHX6+ye/SIMZrhYjxWtm175zdO7D+eA7K2zdR3rqJWd/+yMzMyT18EACrGZ+gTnxA9qb1AJi/+x7KkBuo7sUis7LCov8QFC6VyPDfb3C+pRwrStmPSdmXnPr+AANWfEDstQhigsJpM7o7JhZmXP61sK4NWDGe9PhkDi3dDhQeLOHiWfnh/42wcXXArV418rNySbpT+lXoAsGzEBN0D+nQoQNBQUHa1XIODg7Uq1eP+Ph4vLyKTqBq2rQpO3bsYMGCBfj5+eHm5sbixYt1DojQh7W1NUuXLiU0NBSFQkGLFi04cOAA8ocvsRUrVjBt2jTWr1+Ph4cHUVFRxcb1xRdf8MUXXxAUFETt2rX5/fffcXIqNAbt7u7OmTNnmDVrFm+99RZ5eXlUq1aNbt26abVeJGPGjMHCwoJly5YxY8YMLC0tadiwIR999BFQaDNvzZo1LF68mAULFtCuXTsCAgJKDFeeXL8ZyqgPZ2nvl/73OwD6dO/M5/OmFxfMIDIOnEThYIPz5GEonO3JC4kgZvQCVEmpABi7OYOBhvH/KeWRbym1I/adx8zRhmYfv42Fsy1JwXc4OGwpOYmFdmIsPZzQqIu++nkP64TC1Jgu3+luj768cjd/r9xtkLYy8BR5VraY9hiKzMYe9d0Isr9egOahMWCZvTPyx7YoaFITyV63ALN+Y7CcvRZNWhIFJ34n/+gug/Otun2JAnMrjFv9HzILG9SJd8nbuwYeGtSX2TjAE187ZfauKDw8yd39lcF6j9OtdRNS0rNYt+MQianpeFX3YN2c93F8uMU1LilVZxtEfoGS/233525CEhZmJrT18ebzie9gY6l/i8WzkLK8Ab5esxFzS3OWrPoUG1trLv0VyLABH5CXV3RKaNUaVXBwtNPeDx89GIBf92/SiWvaxHns/OW3UulKWd4AW9dtw9zCjJlLp2FlY8XVi9eYPnQ2+Y/ZAvKo5o6tQ9GWkrqNvVi7c5X2fvLCCQAc2OHP51NLPswIpM13V5+apGTl8vXhyyRm5ODl7si60V21Brfvp2ZqTUQAvN/JB5kM/nfoMglp2dhbmdHeuyqTupXONuyTSFXXEn47h4mjDTVnDsTUxY6MG1EEDVmiNfZt5uGI5rF+TGFhiteXozF1c0Sdm09WWCw3Jq4l4bdzBudZyvYtdf8tVRsriX3f7MHUwowxS8ZjYWPJ7UshfDHcj4IXaAdMjNcKEeO1smvf+SeOk2Vrh8XwUcjtHVBGhJE+dwaahwdHKJxddMpbbmWF1UczkNs7oMnMQBl6m9SpE1FFGz4hK+VYUcp+TMq+5Nr+v7BysKHz1P5YO9txP+QOm977gsyHdc3OwxHNY8/c2tWeyQeWaO/bj+tF+3G9iPgrmPWDPzNY/1VCHBJRdsg0Go3YMPwvISoqiho1ahAYGIiPj4/UyfnXUJD47C1OL5Lw1tKd4lXr7FrJtKXkB58FkmkP7pcqmbaipkfJnl4Q8o4v3hhycfzUa5tk2n7Zz95C+CK5uaC1ZNpdlkm39ePIDE/JtGU1akmm7TXyJ8m0NxlLZ3g7wvifH4LxvLSzKKXNqRfA6KxcybSrGdmW7OkFsfnyCsm0xXit/JFyvNa3vuE26soKUy/9dnjLA6NO7SXTPjv2smTaR82lO2BnSdTPkmmXJ+9Vf1sy7c1Rhk9Kv8yIFXQCgUAgEAgEAoFAIBAIBAKDUYs1X2WGOCRCIBAIBAKBQCAQCAQCgUAgkBCxgu5fRPXq1RE7kgUCgUAgEAgEAoFAIBAIXi3ECjqBQCAQCAQCgUAgEAgEAoHBaCS8DOV///sf1atXx8zMjJYtW3LhwoVn+v/111+pW7cuZmZmNGzYkAMHDjyHaukRE3QCgUAgEAgEAoFAIBAIBIJXlu3btzNt2jQ+/fRT/v77bxo3bkzXrl1JSEjQ6//s2bMMGTKE0aNHExgYiK+vL76+vly/fv2FpVFM0AkEAoFAIBAIBAKBQCAQCAxGjUayyxBWrlzJ+++/z8iRI6lXrx7ffPMNFhYWbNy4Ua//1atX061bN2bMmIG3tzd+fn40bdqUtWtf3Onbwgad4JVHdTdYMu3YNOmOUq8uYb4VletJpi0lebcyJNO2qCmZNJo70tW1ioqsRi0J1UMl1BaUNxHGxlInQRKk7L8xypVOu4IiZXlL+TavqCRGWkqm7YR0Y0VFzXDJtKXtS9QSagteNHl5eeTl5em4mZqaYmpqquOWn5/P5cuXmTNnjtZNLpfTuXNnzp07pzfuc+fOMW3aNB23rl27snfv3rJJvB7ECjqBQCAQCAQCgUAgEAgEAoHBaCT8t2TJEmxtbXWuJUuWPJXGxMREVCoVrq6uOu6urq7ExcXpzVdcXJxB/ssCsYJOIBAIBAKBQCAQCAQCgUDwr2LOnDlPrXJ7cvXcvwkxQScQCAQCgUAgEAgEAoFAIPhXoW87qz6cnJxQKBTEx8fruMfHx1OpUiW9YSpVqmSQ/7JATNAJikUmk7Fnzx58fX2lTsoLY9uh02zeF0BiagZ1qrkze2RfGtauqtdvgVLFhr3H2HfyEgnJaVR3c+ajd3vRxqfuc2lXHvkWVSf0xsTFjszgO9z+ZBPpgfptQzj3eI3qU3wxr1EJubGC7Ig4or/eT9zOU8+lLWW+9XEp6Bqbft5J8M0wHiQls3rJfDq1b11m8T+i3nudafRBT8ydbUkOiebs/B95EBSh16/XOx2p83Y77L0qA5B4LZKLX+4o1n9JmPX2xbz/YOQODigjwslatxrlrZt6/Zp26Yb1x3N03DT5eST1fuu5tI0adcSoeRdkFraoE+9ScHwb6vgo/dr9p6Go7PWUuyryGnm/GW4QddvZYDafuEZSRg513ByY1acVDas6F+t/y6nr/HruJnGpmdhZmtG5YXUmd2+OqbHh3ZWU5Q0wbc5E3hn2Nja21lw6H8QnH/sRFRFdrP+JH42mW6/O1PKsQW5uLpcvXGHJolVEhEUZpCvlMwcY8/EIer/TE2sbK65eus7yOV9xNzK2WP+NWzbinfGDqNvQE6dKTsweNZ9Th84YrFtR6zlIV9ekbGNSakvZf4N0bawk+k8bwhtDOmNpY8ntSzfZOPdb4qLul7nOI8pr7CB1eT9JeeVbSm0p27fdu71wHP02Cmd78m5GEu/3NblXb5cYzrpnezxWzSbj6DliJ/g9l3ZFHStKWd6vD+tC+3G9sHK2JS4kmt8/3czdK/rbt4unB12mDcCjYQ3sKzuzf/GPnNno/1y6rxr/Bit/JiYmNGvWjGPHjmnnN9RqNceOHWPSpEl6w7Rq1Ypjx47x0Ucfad2OHDlCq1atXlg6hQ26Ckp+fn6F1H4c/7OBLP/xd8a9/RbbvpiKVzV3xv/nO5LS9BtvXbv9IDuPnmP2yL7sWTGTAV1aM3X5JkIi7xqs7dKnFZ6LhhO5YhcXu8wm88YdfLZ9grGTjV7/BamZRH21h0s953O+40zubwvAe/V4HDo2NlhbynwXR05OLl61azJ3+oQyi/NJavZuyesL3uXvVXvY030eScHRdN8yCzNH/c/cvZU3Yb+dY//Az/mtz0Iy7yXTfessLCrZG6xt0uENLMdOJHvrZlInvo8qIhybz5cjs7UrNow6K5OkwX21V/KwQQbrAijqNMe4fX8K/vqD3J8/R/PgLqZ9J4O5foPYefu+Ifu7Gdor58eFaNQqlKGXDdY+FBTBin3nGde5Cb9M6UMdNwcmbPAnOTNHr/8DgeGsOXiJcV2asPvjt/l0QFsOX4nkv/6XDNaWsrwBxk8excix7zBnuh//1+VdsrNz2LLzW0xNTYoN07JNczZv2IZv13d5t99YjIyN2LLrW8wtzEutK+UzB3h3wmD6j+rHstmreL/3RHKzc1m59UtMTIs3Dm1uYUZYcDgr5q55Lk2ouPUcpKtrUrYxKbWl7L9BujZWEr0/6EvXET3Z+Mm3zO8zi9zsPGb/tADjZ6Trn1IeYwepy1sf5ZFvKbWlbN/WPdrjMud9Etf+TJTvh+TdjKDKBj8UDrbPDGfs4YLLrDFkX7xusOYjKupYUcrybtjrdXrOG8qx1btZ23Mu94OjGfXjbCyL0TYxNyU5OgH/L7eRnpBisJ5AeqZNm8b69evZvHkzISEhjB8/nqysLEaOHAnA8OHDdQ6RmDJlCv7+/qxYsYKbN2+ycOFCLl26VOyEXlkgJuheQvbv34+dnR0qlQqAoKAgZDIZs2fP1voZM2YMQ4cO1d7v2rWL+vXrY2pqSvXq1VmxYoVOnNWrV8fPz4/hw4djY2PD2LFjyc/PZ9KkSbi5uWFmZka1atW0BhWrV68OQN++fZHJZNp7fcyaNYs6depgYWFBzZo1mT9/PgUFBdq/L1y4EB8fH77//ntq1KiBmZkZAKmpqYwZMwZnZ2dsbGx48803uXLlijZceHg4ffr0wdXVFSsrK1q0aMHRo0ef76Hq4ac/TtKv0+v4vvEatSpXYt6YtzEzMWbv8Qt6/f9x6jJj+naiXRNvKrs6MvCt1rRt4s2P+08YrF31g57EbjnG/W0BZN2O5eaM71Hl5OM+5A29/lPPBvPg4EWyQ2PJuRNPzPqDZAZHY9fy6a9XJSFlvoujXasWTB77Hp07tCmzOJ+k4dju3PzlOLd3nCQ19B6nZ29CmZuH1+AOev0f//BrQn48SnJwNGnh9zk1Yz0yuRyPNvUN1jbvN5Bc//3kHT6IKvoOmWtWoMnLxaxrj+IDaTRoUpKLrtTnGwgYNe2M8vppVMFn0STfJ//YVjTKfIzqF/PFOy8bstO1l6JaPSjIR3Xb8EHXT6eu06+lF74t6lDL1Z55/dpgZmzE3ov6v0RfuROPT3UXejSphYeDNa3rVKabT02uxyQarC1leQOM/mAo/13xHUcOHudm8G2mjv8El0rOvNXzzWLDDB8wnp2//Mbtm+GE3LjN9InzqFzFnYaNS38qspTPHGDgmLfZvHoLpw+fJTwkAr8pX+Dk6kS7rm2LDfPX8QusX7qRk/6nn0sTKm49B+nqmpRtTEptKftvkK6NlUS30b3Yu/ZXLh+5QMzNO3w9bTV2Lg40f6vlC9Msj7GD1OWtj/LIt5TaUrZvh5F9SdvhT9ruI+SHxxC3YC3q3Dxs+z9jVZpcjtvymSSu2UJBzPOvGK2oY0Upy7vdmB5c3Hacy7+eICEslr1zN5Cfk0fzgfq1716N4OCSn7m67xyqfKXBeq8yajSSXYYwaNAgli9fzoIFC/Dx8SEoKAh/f3/tQRDR0dHcv1/Ujlu3bs3PP//Md999R+PGjdm5cyd79+6lQYMGZfr8HkdM0L2EtGvXjoyMDAIDAwE4ceIETk5OBAQEaP2cOHGCjh07AnD58mUGDhzI4MGDuXbtGgsXLmT+/Pn88MMPOvEuX76cxo0bExgYyPz581mzZg2///47O3bs4NatW2zdulU7EXfx4kUANm3axP3797X3+rC2tuaHH34gODiY1atXs379elatWqXjJywsjF27drF7926CgoIAGDBgAAkJCRw8eJDLly/TtGlTOnXqRHJyMgCZmZn06NGDY8eOERgYSLdu3ejduzfR0cVv2yktBUolIRF3eb2hp9ZNLpfzesM6XA29ozdMfoESkyeOCDc1MSboVqRB2jJjBdaNapJ86lqRo0ZDyslr2Db3LD7gY9i3a4BlbTdSz4UYpC1lvqVEbqzAqWENYk/dKHLUaIg9dQOXprVLFYeRuSlyYwV5qZmGiRsZYeRZh4K/Hxu0aDQUBF7GqF7xgwmZuTn2P27HfsuvWC/8HEW16obpAsgVyF2qoo55vJ5oUEffRO5Ws3TJr98G1e1LoDRs5WuBUkVIbCIta7sXJUcuo6WnO1fvJOgN07iaK8F3k7gW/QCAu0npnL4VQ9u6lQ3SlrS8garVKuNSyZnTAX9p3TIyMgm6fI1mLUq/isLaxgqA1NS0UvmX8pkDuFd1w8nVkUuni+p6VkYWwYEhNGhW+okfg6mg9Rykq2tStjEptaXsv0HCNlYCLlVcsXdx4Prpoo+sORnZhAeF4tm07Camyhupy7siImn/bWyEWf3aZJ0N0tHOPhuE+TPMujhNGoIqOZW0nYcN03ucCjpWlLK8FcYK3BvUIOxM0apHjUZD+JnrVG1auvYt+HcyadIk7ty5Q15eHufPn6dly6IPSQEBAU/NoQwYMIBbt26Rl5fH9evX6dHjGZPmZYCwQfcSYmtri4+PDwEBATRv3pyAgACmTp3KokWLyMzMJC0tjbCwMDp0KJzdX7lyJZ06dWL+/PkA1KlTh+DgYJYtW8aIESO08b755ptMnz5dex8dHY2npydt27ZFJpNRrVo17d+cnQtt59jZ2ZVoBHHevHna/1evXp2PP/6Ybdu2MXPmTK17fn4+P/74ozbe06dPc+HCBRISErRGHZcvX87evXvZuXMnY8eOpXHjxjRuXPQDw8/Pjz179vD777//42WlKelZqNRqHG11l2472loReU//j6rWjb346Y8TNPOuSRVXR85fD+XPC9dQqQ3bdW/sYIPcSEH+A90fQvkP0rDwdC8mFCiszWl75RvkJkZoVGpuzd5A8slrxfrXh5T5lhIzB2vkRgpynnjmOYlp2NV2K1Ucr30ymOy4FGJP3yjZ82PIbWyRKYxQP/FVU52SgnEV/Xb/VHdjyFy5FGVEODJLSyz6D8Z21f9IHTsCdeKDUmvLzK2QyRVosnW3L2uy05E7lGzcVO5aHbmTB/lHfiy15iNSsnJRqTU4WutumXO0MicqQf8kQI8mtUjNymXk1/tBo0Gp1jDg9bqMedPHIG0pyxvA2dURgMQHSTruiQ+ScHZxKlUcMpmMhf+ZxcW//uZ2SFipwkj5zAEcXBwASH6gW9eTE1NwfPi3F0FFrecgXV2Tso1JqS1l/w3StbGSsHWxAyAtUfe5pCWmYutsV/4JKiOkLu+KiJTt28jeBpmRAmWibvtSJqZiUbOK3jDmzeph278rUX3+2e+SijpWlLK8LeytURgpyHzivZXxIA3nWsW3b4HgRSMm6F5SOnToQEBAANOnT+fUqVMsWbKEHTt2cPr0aZKTk3F3d8fTs3B2PyQkhD59+uiEb9OmDV999RUqlQqFQgFA8+bNdfyMGDGCLl264OXlRbdu3ejVqxdvvWW4YdHt27ezZs0awsPDyczMRKlUYmOju3e/WrVq2sk5gCtXrpCZmYmjo6OOv5ycHMLDCw1zZmZmsnDhQv744w/u37+PUqkkJyfnmSvo8vLyyMvL03HT5BdgavLPbaDMHOHL4m934Dv1S2QyGZVdHenTsUWxW0PLGlVmLhfenInC0gyHdg3xXDScnDsJpJ4NfqG6Uuf7ZaDxxN7U7PM6fwz4HFVeQckB/iHKkBsoQ4oGGunB17H//kfMevQm+8eNL1z/EYoGbVA/uFuskeCy5mL4fTb8eYVPfFvTsKozMUnpLP39L747GsjYzk3KJQ1geHn79u/JkpULtPcjBk/8x2n4bNlc6njX5u0e7/3juJ7FP3nmb/XtxIwvi461nzF8zjN8v7z8m+r5v7muPU55v1Ol1n7e/vtlbWNtfNsz+j8faO+XjvxcwtS8fEg1XhOUb/uWW5rjtvRj4uatQZWS/kK19FFRx4qPI2VfItBFY+BWU0HxiAm6l5SOHTuyceNGrly5grGxMXXr1qVjx44EBASQkpKiXT1nCJaWljr3TZs2JTIykoMHD3L06FEGDhxI586d2blzZ6njPHfuHO+++y6LFi2ia9eu2Nrasm3btqds4D2pnZmZiZubm8623UfY2dkB8PHHH3PkyBGWL19O7dq1MTc3p3///s88ZGLJkiUsWrRIx23uuCHM++AdHTd7G0sUcvlTByMkpWXiZKffIKqDjRVfzRhFXn4BqZnZuNjb8NXPf+Dh6qjXf3EUJKejVqowcdY1OGvibEt+QmrxATUacqIKj3nOvHEHizoeVJ/sS5ABAz4p8y0luckZqJUqzJ945uZOtmQXs8rlEQ3H9aDxhF4cGPIFySExBmur09PQqJTI7XSN18rt7VGnJJcuEpUKZVgYCnfDtsBpcjLRqFXILHTLVmZhgyarhK1sRiYY1WlBwbnfDdJ8hL2lGQq5jKQMXUP5SZk5OFnrN0S/7tBlejatTb+Htno83RzIyVfit+s0Y970QS6XlUq7vMv7iP9xAi9f1d4/Ms7v5OxIQnyRXTEnZ0eCr+s/je1xFn/5CZ26dmBAzxHE3Ysv0f8jyvuZnz58lhuBRVtiTEwK8+3gbE9SQlHddnCyJ/RG6VZmPQ8VqZ6/LHVNyneqlNrl3X+/LG3sSS4fuUBYYJGNRaOHH0FtnWxJfcxwuq2THXeC/z3mMJ5EyvFaRUXK9q1MSUejVGHkpDteM3KyQ/ng6fGacVU3TKpUovI3nxY5Pnx/ewXvI6Lr+xTExJVKu6KOFaUs7+yUDFRKFVZOutrWzrZkPEg1OD6BoKwQNuheUh7ZoVu1apV2Mu7RBF1AQIDW/hyAt7c3Z86c0Ql/5swZ6tSpo109Vxw2NjYMGjSI9evXs337dnbt2qW1AWdsbKw9qKI4zp49S7Vq1Zg7dy7NmzfH09OTO3f02zJ7nKZNmxIXF4eRkRG1a9fWuZycnLR5GDFiBH379qVhw4ZUqlSJqKioZ8Y7Z84c0tLSdK4ZowY85c/YyAjvmpU5fy1U66ZWqzl/PZRGntWe8v84pibGuDrYolSpOXb+Km80N8xIpKZARcbVCBzaNSxylMmwb9eAtEuhxQd8AplchtzEsDl2KfMtJeoCFYnXIvFo+5gdD5kM97b1Sfi7+B81jcb3pOkUX/yHLSXx6nP+yFAqUYbexrhJMx1tY5+mKINLuRxfLkdRowbq5KSS/T6OWoU6IRp5Fe/HHGXIq9RFff/Zx9Er6jQDhRHKm+cN03yIsZECbw8nLoQVGVpVqzVcCLtHo2ouesPkFiiRP9EryWWFg11DvsyVd3lnZWZzJzJGe92+GU5C3APadCiyaWFlbYlPs4ZcvnjlGTEVTph06/kmg/uMJiY6ttRpgPJ/5tlZOcRG3dNekbejSIxPolnbplo/FlYW1GvizfXLL/CHaQWq5y9LXZPynSqldnn33y9NG3uC3Kxc4u/Eaa/Y0BhSEpKp36aR1o+5lTm1fDwJ/ftWuaWrrJFyvFZRkXS8VqAk90YYlq0es98pk2HRyoecoKc/eOSHxxDRczyRfSZpr8w/z5N9/iqRfSZREGfAwT8VdKwoZXmrClTcux5JrdZF2jKZjFqt6xP9d+nbt6AQtYTXq4boLV5S7O3tadSoEVu3bmXt2rUAtG/fnoEDB1JQUKCzgm769Om0aNECPz8/Bg0axLlz51i7di3r1q17psbKlStxc3OjSZMmyOVyfv31VypVqqRdwVa9enWOHTtGmzZtMDU1xd7+6eOrPT09iY6OZtu2bbRo0YI//viDPXv2lJi/zp0706pVK3x9fVm6dCl16tTh3r17/PHHH/Tt21c72bd792569+6NTCZj/vz5qEuwe2Zqaqq1afeI3GK2tw7r2Z7567ZRv1YVGtSqypYDJ8nJy8e342sAzF37My4Otkx5pycAV0PvkJCcRt3qHiQkp/H1zkOoNRpG/J/+k7yeRfQ3f1BvzQTSg8JJDwyn6tgeKCxMub8tAIB6/51IXlwy4Z//AkC1yb5kBIWTfSceuYkxTp2aUKl/O27N2mCwtpT5Lo7s7Byi797T3sfei+fm7XBsbaxxq6T/R66hXPvuIB1WjePBlUgeBIXTYEw3jM1Nub298DTajl+NIysuhYtf7ACg8YReNJv+Nn9+uI6MmETt172CrFyU2XnF6ugjZ/cOrD+eg/L2TZS3bmLWtz8yM3NyDx8EwGrGJ6gTH5C9aT0A5u++hzLkBqp7scisrLDoPwSFSyUy/PcbnG/l30cxeWsE6vgo1HFRGDXthMzYBGXwWQBM3hqBJiuVgjN7dcIZ1W+DKjwIcrMM1nzEsHYNmL/jJPUqO9GgijNbT18nJ19Jn+Z1AJi37QQuthZM7t4CgPbeVdly6jp13R1pWNWF6MR01h2+THvvqiienNEoASnLG2DDN1uYPH0cUeHRRN+J5eNPJpEQ94DDf/yp9fPLnvX4//Enm78vbOefLZtLn/49GPPuFLIys3B2KVylmp6eSV5u6dIg5TMH2PH9Lt6bPJS7EbHci7nP+zNGkhifyKlDRadHrt6+nJMHT7Prh70AmFuYUbmGh/bv7lXd8Kxfi/SUDOKLsY35JBW1noN0dU3KNialtpT9N0jXxkrCf8N++n44gLjI+zyIiWfA9HdITUjm0uHn++FeGspj7CB1eeujPPItpbaU7Tt50x7cvpxGzvVQcq/exv69PsjNTUnbdQQAt6XTUcYn8WDFD2jyC8h/4oA1dXrhQQVPupeGijpWlLK8T31/gAErPiD2WgQxQeG0Gd0dEwszLv9aqD1gxXjS45M5tHQ7UHiwhItn5Yf/N8LG1QG3etXIz8ol6U7pV6ELBM9CTNC9xHTo0IGgoCDtajkHBwfq1atHfHw8Xl5Fp2I1bdqUHTt2sGDBAvz8/HBzc2Px4sU6B0Tow9ramqVLlxIaGopCoaBFixYcOHAA+cMfCCtWrGDatGmsX78eDw8PvavX/u///o+pU6cyadIk8vLy6NmzJ/Pnz2fhwoXP1JbJZBw4cIC5c+cycuRIHjx4QKVKlWjfvr32mOOVK1cyatQoWrdujZOTE7NmzSI9vexsPHRr3YSU9CzW7ThEYmo6XtU9WDfnfRwfbvWMS0rV2WqUX6Dkf9v9uZuQhIWZCW19vPl84jvYWOrfxvQsEn47h4mjDTVnDsTUxY6MG1EEDVmiNURs5uGI5rHJSIWFKV5fjsbUzRF1bj5ZYbHcmLiWhN/O/avyXRzXb4Yy6sNZ2vul//0OgD7dO/P5vOnFBTOIiH3nMXO0odnHb2PhbEtS8B0ODltKTmJhnbL0cEKjLlq94j2sEwpTY7p8N0Unnssrd/P3yt0GaeefOE6WrR0Ww0cht3dAGRFG+twZaB4aA1Y4u8Bj5S23ssLqoxnI7R3QZGagDL1N6tSJqKINH/Cpbl+iwNwK41b/h8zCBnXiXfL2roGHxoBlNg7wxKodmb0rCg9Pcnd/ZbDe43T1qUlKVi5fH75MYkYOXu6OrBvdVWtQ/35qJjJZUV17v5MPMhn879BlEtKysbcyo713VSZ1a1acRLFIWd4AX6/ZiLmlOUtWfYqNrTWX/gpk2IAPyMsr2qJftUYVHBzttPfDRw8G4Nf9m3TimjZxHjt/+a1UulI+c4Ct67ZhbmHGzKXTsLKx4urFa0wfOpv8x2zDeFRzx9ahaEtJ3cZerN1ZdPL35IUTADiww5/Ppy4tlW5FrecgXV2Tso1JqS1l/w3StbGS2PfNHkwtzBizZDwWNpbcvhTCF8P9KHiBdqHKY+wgdXnrozzyLaW2lO0748BJFA42OE8ehsLZnryQCGJGL0CVlAqAsZuzznitLKmoY0Upy/va/r+wcrCh89T+WDvbcT/kDpve+4LMh9p2Ho5oNEXP3NrVnskHlmjv24/rRftxvYj4K5j1gz8zOO+vEhqNsEFXVsg04mkKXnFygwz/klRWnOn6k2TabQ4Nk0xbUbmeZNo/+Cwo2dMLom99w21glBUW3etKpi2rUUsy7S0Tr5bs6QXhl/3sLYQvklubpGvfnSf4S6Z9ZIanZNpS1nOvkdL1JfMtGpfs6RWkZoF0BscXGJX+BMayppqRbcmeXhCbL68o2dML4mR96Q7gaH9jScmeXkGkHK+1syilXbcXgFON519t9k+Rcqy4dbl0+Y4wkm4j5JKonyXTLk/6Vu0tmfae6H2Sab8IhA06gUAgEAgEAoFAIBAIBAKBQELEFleBQCAQCAQCgUAgEAgEAoHBqA04zE3wbMQKOoFAIBAIBAKBQCAQCAQCgUBCxAo6gUAgEAgEAoFAIBAIBAKBwUhn5e/VQ6ygEwgEAoFAIBAIBAKBQCAQCCREnOIqeOWZU/0dqZMgCTWV0s2/S3la0oLVPpJpK4+dlEw71l+6Zy7liWSJkZaSaUuZ7xW3PCTTPlkQJ5l2e+NKkmlLSecclWTaEcbGkmlXVI4rpHu3vKGS7p0qqFiMCFosmXbu4smSaefdypBMu6Ji6mUtmbb1mv2SaZcnvav2kkx7X/Sr9YzFFleBQCAQCAQCgUAgEAgEAoHBaMQhEWWG2OIqEAgEAoFAIBAIBAKBQCAQSIhYQScQCAQCgUAgEAgEAoFAIDAYtVhBV2aIFXSCZyKTydi7d6/UyRAIBAKBQCAQCAQCgUAgeGURK+jKEJlMxp49e/D19ZU6KQazcOFC9u7dS1BQkNRJKVdeH9aF9uN6YeVsS1xINL9/upm7V8L1+nXx9KDLtAF4NKyBfWVn9i/+kTMb/f+V2vXe60yjD3pi7mxLckg0Z+f/yIOgCL1+vd7pSJ2322HvVRmAxGuRXPxyR7H+S0LKfG87G8zmE9dIysihjpsDs/q0omFV52L9bzl1nV/P3SQuNRM7SzM6N6zO5O7NMTU2/NVp3K4nJm/2Q2Zjjzo2ktyd36KOvl18AHNLTHsNw6hRa2SW1miSE8jdvR5V8CWDte3e7YXj6LdRONuTdzOSeL+vyb36DO2HWPdsj8eq2WQcPUfsBD+DdQHMevti3n8wcgcHlBHhZK1bjfLWTb1+Tbt0w/rjOTpumvw8knq/9VzaFTXfUrYxgDEfj6D3Oz2xtrHi6qXrLJ/zFXcjY4v137hlI94ZP4i6DT1xquTE7FHzOXXojMG6FfV9XnnkW1Sd0BsTFzsyg+9w+5NNpAfq13bu8RrVp/hiXqMScmMF2RFxRH+9n7idp55LW8q+pKJql0T/aUN4Y0hnLG0suX3pJhvnfktc1P0yibuiPnOh/XLU80tB19j0806Cb4bxICmZ1Uvm06l96zKL/xFSjtekHDtUVG0py/tVQpw7WnaIFXSlJD8/X+okCMqYhr1ep+e8oRxbvZu1PedyPziaUT/OxtLRRq9/E3NTkqMT8P9yG+kJKf9a7Zq9W/L6gnf5e9Ue9nSfR1JwNN23zMKsGG33Vt6E/XaO/QM/57c+C8m8l0z3rbOwqGRvsLaU+T4UFMGKfecZ17kJv0zpQx03ByZs8Cc5M0ev/wOB4aw5eIlxXZqw++O3+XRAWw5fieS//oZ3wEZN2mHadwx5/r+QvWwKqthILCYsRmZlqz+AwgiLCX7IHVzJ3biErM/Gkbvtv2hSkwzWtu7RHpc575O49meifD8k72YEVTb4oXAoRvshxh4uuMwaQ/bF6wZrPsKkwxtYjp1I9tbNpE58H1VEODafL0dma1dsGHVWJkmD+2qv5GGDnku7ouZbyjYG8O6EwfQf1Y9ls1fxfu+J5GbnsnLrl5iYFn8SqLmFGWHB4ayYu+a5dSvq+9ylTys8Fw0ncsUuLnaZTeaNO/hs+wRjJ/3aBamZRH21h0s953O+40zubwvAe/V4HDo2Nlhbyr6komqXRO8P+tJ1RE82fvIt8/vMIjc7j9k/LcD4Ge2vtFTUZy60X556npOTi1ftmsydPqHM4nwSKcdrUo4dKqq2lOUtEBTHKzFBt3//fuzs7FCpVAAEBQUhk8mYPXu21s+YMWMYOnSo9n7Xrl3Ur18fU1NTqlevzooVK3TirF69On5+fgwfPhwbGxvGjh1Lfn4+kyZNws3NDTMzM6pVq8aSJUu0/gH69u2LTCbT3j/Js+KAwlV43377Lb169cLCwgJvb2/OnTtHWFgYHTt2xNLSktatWxMervt1/Ouvv6ZWrVqYmJjg5eXFTz/9pPP36Oho+vTpg5WVFTY2NgwcOJD4+HgAfvjhBxYtWsSVK1eQyWTIZDJ++OEHbdjExET69u2LhYUFnp6e/P7779q/BQQEIJPJOHbsGM2bN8fCwoLWrVtz69YtHf3ffvuNpk2bYmZmRs2aNVm0aBFKpRIonHFfuHAhVatWxdTUFHd3dyZPLjr+fN26dXh6emJmZoarqyv9+/fX+2wNpd2YHlzcdpzLv54gISyWvXM3kJ+TR/OBHfT6v3s1goNLfubqvnOo8pX/Wu2GY7tz85fj3N5xktTQe5yevQllbh5eg/VrH//wa0J+PEpycDRp4fc5NWM9Mrkcjzb1DdaWMt8/nbpOv5Ze+LaoQy1Xe+b1a4OZsRF7L+r/SnblTjw+1V3o0aQWHg7WtK5TmW4+Nbkek2iwtskbvhScPYTy/FHUcTHk7fgfmvw8jF/vote/8etdkFlak7P+M1SRIWiSE1CFXUd9L9JgbYeRfUnb4U/a7iPkh8cQt2At6tw8bPs/40ujXI7b8pkkrtlCQczzr7ww7zeQXP/95B0+iCr6DplrVqDJy8Wsa4/iA2k0aFKSi67U55vAqKj5lrKNAQwc8zabV2/h9OGzhIdE4DflC5xcnWjXtW2xYf46foH1Szdy0v/0c+tW1Pd51Q96ErvlGPe3BZB1O5abM75HlZOP+5A39PpPPRvMg4MXyQ6NJedOPDHrD5IZHI1dSy+DtaXsSyqqdkl0G92LvWt/5fKRC8TcvMPX01Zj5+JA87da/uO4K+ozF9ovTz1v16oFk8e+R+cObcoszieRcrwm5dihompLWd4CQXG8EhN07dq1IyMjg8DAQABOnDiBk5MTAQEBWj8nTpygY8eOAFy+fJmBAwcyePBgrl27xsKFC5k/f77OpBTA8uXLady4MYGBgcyfP581a9bw+++/s2PHDm7dusXWrVu1E3EXL14EYNOmTdy/f197/yTPiuMRjyYGg4KCqFu3Lu+88w7jxo1jzpw5XLp0CY1Gw6RJk7T+9+zZw5QpU5g+fTrXr19n3LhxjBw5kuPHjwOgVqvp06cPycnJnDhxgiNHjhAREcGgQYVfGwYNGsT06dOpX78+9+/f5/79+9q/ASxatIiBAwdy9epVevTowbvvvktycrJOmufOncuKFSu4dOkSRkZGjBo1Svu3U6dOMXz4cKZMmUJwcDDffvstP/zwA59//jlQOFm6atUqvv32W0JDQ9m7dy8NGzYE4NKlS0yePJnFixdz69Yt/P39ad++vd5nawgKYwXuDWoQdqZolYxGoyH8zHWqNvX8x/G/rNpyYwVODWsQe+pGkaNGQ+ypG7g0rV2qOIzMTZEbK8hLzTRIW8p8FyhVhMQm0rK2u9ZNLpfR0tOdq3cS9IZpXM2V4LtJXIt+AMDdpHRO34qhbd3KhokrjJBXqY3qVlCRm0aD6lYQ8hp19QYxatASVeRNTAeMx/Kzn7CY/T9MugwAmYGvbGMjzOrXJuusrnb22SDMffRrAzhNGoIqOZW0nYcN03scIyOMPOtQ8PdlHe2CwMsY1St+wC4zN8f+x+3Yb/kV64Wfo6hW3XDtCppvKdsYgHtVN5xcHbl0uijvWRlZBAeG0KBZvRemW1Hf5zJjBdaNapJ86lqRo0ZDyslr2DYvnbZ9uwZY1nYj9VyIQdpS9iUVVbskXKq4Yu/iwPXTV7RuORnZhAeF4tnU8AnYx6moz1xov3z1/IUi5XhNyjFTRdWWsrxfQdQSXq8ar4QNOltbW3x8fAgICKB58+YEBAQwdepUFi1aRGZmJmlpaYSFhdGhQ+FXn5UrV9KpUyfmz58PQJ06dQgODmbZsmWMGDFCG++bb77J9OnTtffR0dF4enrStm1bZDIZ1apV0/7N2bnQjpWdnR2VKlUqNq3PiuMRI0eOZODAgQDMmjWLVq1aMX/+fLp27QrAlClTGDlypNb/8uXLGTFiBBMmFC75njZtGn/99RfLly/njTfe4NixY1y7do3IyEiqVKkCwI8//kj9+vW5ePEiLVq0wMrKCiMjI71pHzFiBEOGDAHgP//5D2vWrOHChQt069ZN6+fzzz/XPt/Zs2fTs2dPcnNzMTMzY9GiRcyePZv33nsPgJo1a+Ln58fMmTP59NNPiY6OplKlSnTu3BljY2OqVq3Ka6+9pn1elpaW9OrVC2tra6pVq0aTJk2Kfb55eXnk5eXpuCk1KoxkCh03C3trFEYKMhPTdNwzHqThXMudF4mU2mYO1siNFOQ80NXOSUzDrrZbqeJ47ZPBZMelEHv6RsmeH0PKfKdk5aJSa3C0Ntdxd7QyJyohTW+YHk1qkZqVy8iv94NGg1KtYcDrdRnzpo9B2jJLG2QKBeqMVB13TUYqClf9k30yJ1cUDo0ouBRAzrcLkTu5YzZwPCiMyPf/pdTaRvY2yIwUKBN1vywqE1OxqFlFbxjzZvWw7d+VqD6T9P69tMhtbJEpjFA/8VVTnZKCcZWqesOo7saQuXIpyohwZJaWWPQfjO2q/5E6dgTqxAel1q6o+ZayjQE4uDgAkPxAN+/JiSk4Pvzbi6Civs+NHWyQGynIf+J9nv8gDQvP4rUV1ua0vfINchMjNCo1t2ZvIPnktWL960PKvqSiapeErYsdAGlP1MW0xFRsne3+UdwV9ZkL7Zevnr9IpByvSTl2qKjaUpa3QPAsXpnp3g4dOhAQEIBGo+HUqVP069cPb29vTp8+zYkTJ3B3d8fTs/CLckhICG3a6C6PbtOmDaGhodptsgDNmzfX8TNixAiCgoLw8vJi8uTJHD5s+CqL0sTRqFEj7f9dXV0BtCvKHrnl5uaSnp7+zPyEhIRo/16lShXt5BxAvXr1sLOz0/p5Fo+nx9LSEhsbGxISEor14+ZW2Hk/8nPlyhUWL16MlZWV9nr//fe5f/8+2dnZDBgwgJycHGrWrMn777/Pnj17tNtfu3TpQrVq1ahZsybDhg1j69atZGdnF5vWJUuWYGtrq3OdSwsuMY+C0tF4Ym9q9nmdI+9/hSqvQOrkvFAuht9nw59X+MS3Nb9M8WXl8E6cuhnDd0cDX7i2TCZHk5FK3ra1qGPCUQaeIu/wDozbdH+hunJLc9yWfkzcvDWoUtJfqJY+lCE3yDt6CFVEGMprV0hfPA9NWipmPXq/UN2Kmu9/ylt9O3Hk9h/ay8hIUXIggeSoMnO58OZMLnb9hIgl2/FcNBy71i9uhaM+pOxLXhXtNr7t2Rj8s/ZSGL2839xflWcutF9+7fJGqvEaSDt2qKjaUpb3y45Gwn+vGi9vb24gHTt2ZOPGjVy5cgVjY2Pq1q1Lx44dCQgIICUlRbu6yxAsLS117ps2bUpkZCQHDx7k6NGjDBw4kM6dO7Nz585Sx1maOIyNi4z5ymSyYt3U6vJZ1Pm49iP9J7Wflb7MzEwWLVpEv379norbzMyMKlWqcOvWLY4ePcqRI0eYMGECy5Yt48SJE1hbW/P3338TEBDA4cOHWbBgAQsXLuTixYvY2dk9Fd+cOXOYNm2ajptfw/ef8pedkoFKqcLKSdcIqLWzLRkPUot/GGWAlNq5yRmolSrMnXW1zZ1syS5mJdkjGo7rQeMJvTgw5AuSQ2IM1pYy3/aWZijkMpIydA+ESMrMwemJVXWPWHfoMj2b1qbfQ9tMnm4O5OQr8dt1mjFv+iCXy0qlrclKR6NSIbe201mGLbO2Q52h32aGOj0ZVCrQFIVQx8Ugt3UAhRGoSme3SpmSjkapwshJ10izkZMdygfJT/k3ruqGSZVKVP7m0yLHh/n0Ct5HRNf3KYiJK5W2Oj0NjUqJ3E5XW25vjzrlaW29qFQow8JQuBu2rbii5ru829jpw2e5EVj0kcfExAQAB2d7khKK8urgZE/ojbAy139ERX2fFySno1aqMHnifW7ibEt+wjO0NRpyogpt0GbeuINFHQ+qT/Yl6GzpP2ZJ2ZdUVO0nuXzkAmGBRTZUjUwKx2G2TrakPnb4iK2THXeC/5l9pIr6zIW29PW8PJFyvCbl2KGiaktZ3gLBs3hlVtA9skO3atUq7WTcowm6gIAArf05AG9vb86cOaMT/syZM9SpUweF4tkrAGxsbBg0aBDr169n+/bt7Nq1S2uPzdjYWGcF3vPE8TwUl5969epp/x4TE0NMTFFHGRwcTGpqqtaPiYlJqdL+PDRt2pRbt25Ru3btpy65vLAKmpub07t3b9asWUNAQADnzp3j2rXCLTdGRkZ07tyZpUuXcvXqVaKiovjzzz/1apmammJjY6NzPbm9FUBVoOLe9UhqtS6ybyCTyajVuj7Rf4e+gKfwcmirC1QkXovEo+1jdh1kMtzb1ifh7+J/QDca35OmU3zxH7aUxKvPN9CXMt/GRgq8PZy4EFZk+F+t1nAh7B6NqrnoDZNboET+xBtS/nDy2aCvNSol6pgwFHUeOyVRJkPh1Rh1pP4j5FURIcid3EBWNAkod/FAnZZkWOdfoCT3RhiWrXS1LVr5kBP0tHZ+eAwRPccT2WeS9sr88zzZ568S2WcSBXEGHJChVKIMvY1xk2Y62sY+TVEGl3LLi1yOokYN1MkGno5VQfNd3m0sOyuH2Kh72ivydhSJ8Uk0a9tU68fCyoJ6Tby5fvnFrWSuqO9zTYGKjKsROLQrWmGPTIZ9uwakXSq9tkwuQ25i2PdaKfuSiqr9JLlZucTfidNesaExpCQkU79N0Y4Gcytzavl4Evr3rWfEVDIV9ZkLbenrebki5XhNyjFTRdWWsrwFgmfwyqygs7e3p1GjRmzdupW1a9cC0L59ewYOHEhBQYHOCrrp06fTokUL/Pz8GDRoEOfOnWPt2rWsW7fumRorV67Ezc2NJk2aIJfL+fXXX6lUqZJ2JVf16tU5duwYbdq0wdTUFHv7p48WLymO52HGjBkMHDiQJk2a0LlzZ/bt28fu3bs5evQoAJ07d6Zhw4a8++67fPXVVyiVSiZMmECHDh2023irV69OZGQkQUFBVK5cGWtra0xNTZ87TY+zYMECevXqRdWqVenfvz9yuZwrV65w/fp1PvvsM3744QdUKhUtW7bEwsKCLVu2YG5uTrVq1di/fz8RERG0b98ee3t7Dhw4gFqtxsvrnxk8Bjj1/QEGrPiA2GsRxASF02Z0d0wszLj86wkABqwYT3p8MoeWbgcKjYG7eFZ++H8jbFwdcKtXjfysXJLuxP9rtK99d5AOq8bx4EokD4LCaTCmG8bmptzeXqjd8atxZMWlcPGLHQA0ntCLZtPf5s8P15ERk6j9olqQlYsyO69YnZct38PaNWD+jpPUq+xEgyrObD19nZx8JX2a1wFg3rYTuNhaMLl7CwDae1dly6nr1HV3pGFVF6IT01l3+DLtvauieHLmrgTyj+/FbOhUVDGhqO/cxrhjH2QmZhScL2yjZkOnoU5LIn/fZgAKTh/ApH0vTPuNJf/kPuTO7ph0GUDByX0G6QIkb9qD25fTyLkeSu7V29i/1we5uSlpu44A4LZ0Osr4JB6s+AFNfgH5oXd0wqvTCw08P+leGnJ278D64zkob99EeesmZn37IzMzJ/fwQQCsZnyCOvEB2ZvWA2D+7nsoQ26guheLzMoKi/5DULhUIsN/v8h3KZGyjQHs+H4X700eyt2IWO7F3Of9GSNJjE/k1KGiE1pXb1/OyYOn2fXD3sL8W5hRuYaH9u/uVd3wrF+L9JQM4u/pP8TlZcq3lNrR3/xBvTUTSA8KJz0wnKpje6CwMOX+tgAA6v13InlxyYR/Xmgbp9pkXzKCwsm+E4/cxBinTk2o1L8dt2ZtMEgXpO1LKqp2Sfhv2E/fDwcQF3mfBzHxDJj+DqkJyVw6fP4fx11Rn7nQfnnqeXZ2DtF372nvY+/Fc/N2OLY21rhV0v+x1VCkHK9JOXaoqNpSlverhvoV3GoqFa/MBB0U2qELCgrSrpZzcHCgXr16xMfH60zoNG3alB07drBgwQL8/Pxwc3Nj8eLFOgdE6MPa2pqlS5cSGhqKQqGgRYsWHDhwQLsKbMWKFUybNo3169fj4eFBVFSUwXE8D76+vqxevZrly5czZcoUatSowaZNm7TPQSaT8dtvv/Hhhx/Svn175HI53bp147///a82jrfffpvdu3fzxhtvkJqayqZNm0p8HqWla9eu7N+/n8WLF/Pll19qtyCPGTMGKDxY44svvmDatGmoVCoaNmzIvn37cHR0xM7Ojt27d7Nw4UJyc3Px9PTkl19+oX79f35s+7X9f2HlYEPnqf2xdrbjfsgdNr33BZmJhTao7Dwc0Ty2hNna1Z7JB5Zo79uP60X7cb2I+CuY9YM/+9doR+w7j5mjDc0+fhsLZ1uSgu9wcNhSch5qW3o4oVEXvWS9h3VCYWpMl++m6MRzeeVu/l65+1+T764+NUnJyuXrw5dJzMjBy92RdaO7ag+OuJ+aqd2eDfB+Jx9kMvjfocskpGVjb2VGe++qTOrWrDiJYlEGniLPyhbTHkOR2dijvhtB9tcL0Dw0TCuzd0b+WL41qYlkr1uAWb8xWM5eiyYtiYITv5N/dJfB2hkHTqJwsMF58jAUzvbkhUQQM3oBqqRCbWM3Z3hB2+XzTxwny9YOi+GjkNs7oIwII33uDDQPjQErnF10tOVWVlh9NAO5vQOazAyUobdJnToRVbThk2QVNd9StjGAreu2YW5hxsyl07CyseLqxWtMHzqb/MfsEHlUc8fWoWjrVN3GXqzduUp7P3lh4YFHB3b48/nUpS99vqXUTvjtHCaONtScORBTFzsybkQRNGSJ9uAIMw9HNI/VNYWFKV5fjsbUzRF1bj5ZYbHcmLiWhN/OGaQL0vYlFVW7JPZ9swdTCzPGLBmPhY0lty+F8MVwPwrKwA5YRX3mQvvlqefXb4Yy6sNZ2vul//0OgD7dO/P5vOnFBTMIKcdrUo4dKqq2lOUtEBSHTKPRiOlOwSvNnOrvSJ0ESaiplG4He4SRdIdeL1jtI5m28thJybRj/aV75k41siTTToy0LNnTC0LKfK+45VGypxfEyYLS2eN7EbQ3Lv6U9FeZzjkvxgRFaYh4wg6t4MVzXCHdu+UNlXTvVEHFYkTQYsm0cxdPlkw771aGZNoVFVMva8m0rdcYvrLv30inym9Jpn3sruEHd77MvDI26AQCgUAgEAgEAoFAIBAIBIJ/I2KCTiAQCAQCgUAgEAgEAoFAIJCQV8oGnUAgEAgEAoFAIBAIBAKBoHwQh0SUHWIFnUAgEAgEAoFAIBAIBAKBQCAhYgWdQCAQCAQCgUAgEAgEAoHAYDRiBV2ZISboBK8875mkSqYdmybdqUGNfWIl05byZM2sdX9Ipm315QzJtKt1CpZMWxMZLpm208GbkmlLiZSnep6UcOQgZb6lZIHRA8m0j3zsKZl2dgVt3xESntLcziJZMm1xInj5I2W+pTxJ1WzBGsm0je9KOF67I5228thJybSNOrWXTFsgMBQxQScQCAQCgUAgEAgEAoFAIDAYtUasoCsrhA06gUAgEAgEAoFAIBAIBAKBQELEBJ1AIBAIBAKBQCAQCAQCgUAgIWKLaymRyWTs2bMHX19fqZMiCT/88AMfffQRqampUielTLF7txeOo99G4WxP3s1I4v2+Jvfq7RLDWfdsj8eq2WQcPUfsBL/n0q488i2qTuiNiYsdmcF3uP3JJtID9dvycu7xGtWn+GJeoxJyYwXZEXFEf72fuJ2nnkvbrLcv5v0HI3dwQBkRTta61Shv6bf1Y9qlG9Yfz9Fx0+TnkdT7refSlvKZS5nvbYdOs3lfAImpGdSp5s7skX1pWLuqXr8FShUb9h5j38lLJCSnUd3NmY/e7UUbn7rPp302mM0nrpGUkUMdNwdm9WlFw6rOxfrfcuo6v567SVxqJnaWZnRuWJ3J3Ztjamx4l2HUqCNGzbsgs7BFnXiXguPbUMdH6fVr2n8aispeT7mrIq+R99tag7WlLG8ptaV8twCM+XgEvd/pibWNFVcvXWf5nK+4G1m8TczGLRvxzvhB1G3oiVMlJ2aPms+pQ2cM1pUy3xX1mYv2Xf7arw/rQvtxvbBytiUuJJrfP93M3Sv665qLpwddpg3Ao2EN7Cs7s3/xj5zZ6P9culBx+2+R7/LPt3G7npi82Q+ZjT3q2Ehyd36LOvoZ2uaWmPYahlGj1sgsrdEkJ5C7ez2q4EvPpf8kl4KusennnQTfDONBUjKrl8ynU/vWZRL341TUsaKU5S1lvl8lxAbXsqNi16SH5OfnY2JiInUyBOWMdY/2uMx5n/gFa8m5chOHEb5U2eBHRNexqJLTig1n7OGCy6wxZF+8/tzaLn1a4bloODdnfk/636FUGdsDn22fcK7NVAoS05/yX5CaSdRXe8gKu4cmX4nTW03xXj2e/MR0kgOuGKRt0uENLMdOJPO/K1HeDMa87wBsPl9OyuihaNJS9YZRZ2WSMnpYkcNz2hmQ8plLmW//s4Es//F35o3pT0PPqmw9cIrx//mO31bNwtH26YNE1m4/yB+nLvPpuIHUcHfh7JVbTF2+ic1+H+Jdo7JB2oeCIlix7zxz+7WhYVVntp66wYQN/vw2oz8OVuZP+T8QGM6ag5dYOKAdjau5cCcxjU+3n0Img497v26QtqJOc4zb9yf/z59Rx0Vi3KQTpn0nk7P5U8jJeMp/3r5vQFHULcnMLDEbOh9l6GWDdEHa8pZSW8p3C8C7EwbTf1Q/PvvoC+7HxPH+jJGs3PolQ98YSX5egd4w5hZmhAWH88e2gyzZsNhgTZA23xX1mYv2Xf7aDXu9Ts95Q9k7byMxgWG0GdWdUT/OZsWb08lKerqumZibkhydwLUD5+k5f+hzaT6iovbfIt/ln2+jJu0w7TuG3O3/Q33nFsYd+mAxYTFZn41Dk6lHW2GExQQ/NJlp5G5cgjotCbmDC5rssjt8IycnF6/aNenb8y0++uSzMov3cSrqWFHK8pYy3wJBcbz0W1z379+PnZ0dKlXhyW1BQUHIZDJmz56t9TNmzBiGDi0aeOzatYv69etjampK9erVWbFihU6c1atXx8/Pj+HDh2NjY8PYsWPJz89n0qRJuLm5YWZmRrVq1ViyZInWP0Dfvn2RyWTae33cvXuXIUOG4ODggKWlJc2bN+f8+fPav3/99dfUqlULExMTvLy8+Omnn3TCy2Qyvv32W3r16oWFhQXe3t6cO3eOsLAwOnbsiKWlJa1btyY8vOhr6cKFC/Hx8eHbb7+lSpUqWFhYMHDgQNLSil5qFy9epEuXLjg5OWFra0uHDh34+++/dbRTU1MZN24crq6umJmZ0aBBA/bv309AQAAjR44kLS0NmUyGTCZj4cKF2mfzn//8h1GjRmFtbU3VqlX57rvvdOKNiYlh4MCB2NnZ4eDgQJ8+fYiKitL+PSAggNdeew1LS0vs7Oxo06YNd+7cAeDKlSu88cYbWFtbY2NjQ7Nmzbh0qWy+hjmM7EvaDn/Sdh8hPzyGuAVrUefmYdv/GV8a5XLcls8kcc0WCmLuP7d21Q96ErvlGPe3BZB1O5abM75HlZOP+5A39PpPPRvMg4MXyQ6NJedOPDHrD5IZHI1dy6dXI5SEeb+B5PrvJ+/wQVTRd8hcswJNXi5mXXsUH0ijQZOSXHSlphisC9I+cynz/dMfJ+nX6XV833iNWpUrMW/M25iZGLP3+AW9/v84dZkxfTvRrok3lV0dGfhWa9o28ebH/ScM1z51nX4tvfBtUYdarvbM69cGM2Mj9l7U/2Xyyp14fKq70KNJLTwcrGldpzLdfGpyPSbRYG2jpp1RXj+NKvgsmuT75B/bikaZj1H9Yr4652VDdrr2UlSrBwX5qG4b/gNeyvKWUlvKdwvAwDFvs3n1Fk4fPkt4SAR+U77AydWJdl3bFhvmr+MXWL90Iyf9/5+9Mw+v6fj/+Osu2ZObPSRBbEnsu7YE0aIIrVBSSi2t5VtVaqcttbTVKlqquqhqtfpDixa1q8RaW8WWIBuJiET2Pbnb749wk8tN5CqOyrw853mck5l5n8+cmTNz58x85tB9aYK0dlfVPBf1+9FrdxwZxIl1+zn1axgp0Yn8/u4qiguKaBMSaDL8tbOx7FjwC2e3HkVbrLkvzdtU1fZb2P3o7bZ8Nhj1kV1oju1FdyOBog1foi8uwuKZbibDWzzTDZmdAwUrP0AbF4k+PQVt9Hl01+Pu+x7upGO7towfPYyugQEPLM07qap9RSmft5R2P2no0Et2PGk89gN0HTt2JCcnh9OnTwMQFhaGm5sboaGhhjBhYWF07twZgFOnThESEsLAgQM5d+4cc+bMYdasWfzwww9G6S5atIjmzZtz+vRpZs2axbJly9iyZQsbNmzg0qVLrF271jAQd+LECQBWr15NUlKS4fxOcnNzCQwMJDExkS1btnDmzBmmTZuGTqcDYPPmzUyYMIHJkydz/vx5xowZw4gRI9i/f79ROrcHD8PDw2nQoAGvvPIKY8aMYebMmZw8eRK9Xs+4ceOM4kRHR7Nhwwa2bt3Kzp07OX36NGPHjjX8PScnh2HDhnHo0CH+/vtvfH19CQoKIien5Cu3TqejZ8+eHD58mJ9//pmIiAg+/vhjFAoF7du35/PPP0elUpGUlERSUhJTpkwxpL148WLatGlj0HzjjTe4dOkSAGq1mu7du+Pg4MDBgwc5fPgw9vb29OjRg+LiYjQaDcHBwQQGBnL27FmOHj3K6NGjkclkAAwePJgaNWpw4sQJTp06xYwZM7CwsKiwzFQKCyXWjeuTdyS89JpeT/6RcGwqmBruNm4Q2vRMsn7bfd/SMgsFDs3qkn7wnJF2xoFzOLbxrVQazh2bYFffk8yjkeaJK5Uoff1Q/1PmB5Fej/r0KZSNGpd/zzY2OK9Zj/PPv+Iw50MUPrXN0wVJ81xKu9UaDZGx13imaemzlcvlPNPUj7NRV03GKVZrsLyjnFtZWhB+ybzOh1qjJTIxlafre5XRlvG0rxdnr6aYjNPcpxoR19I4F38TgGtp2Ry6lECHBuZ9jUWuQO5RC11C2TKqRxd/Ebln3UoloWwcgPbySdAUm6ctZTmXUFvSdwvgVcsTt2qunDxUanteTh4RpyNp0rqR2elVFintrqp5Lur3o9dWWCjwalKH6MOlM5P0ej0xh89Tq1Xlytp9U0Xbb2F3uJH2I7FboUResz7aS8ba2kvhyOuY1lY2eRpt3EWsBryB3Qc/YTvjSyy7DQDZY/8z10CV7StK+LwltVsgqIDHfomro6MjLVq0IDQ0lDZt2hAaGsrEiROZO3cuubm5ZGVlER0dTWBgydfDJUuW0KVLF2bNmgWAn58fERERfPrppwwfPtyQ7nPPPcfkyZMN5/Hx8fj6+tKhQwdkMhk+Pj6Gv7m7l6xDd3Jyonr16uXe6y+//MLNmzc5ceIELi4uANSvX9/w90WLFjF8+HDDwNmkSZP4+++/WbRoEc8+W/qlfcSIEYSEhAAwffp02rVrx6xZs+jevTsAEyZMYMSIEUbahYWFrFmzBm9vbwC++OILevXqxeLFi6levTrPPfecUfhvv/0WJycnwsLC6N27N3v37uX48eNERkbi5+cHQN26pZ1sR0dHZDKZSfuDgoIMNk2fPp3PPvuM/fv34+/vz/r169HpdHz33XeGQbfVq1fj5ORkeKZZWVn07t2bevXqAdCwYUOj5zJ16lQaNCh5Sfv6PphOqNJZhUypQJNq/GVRk5qJbd2aJuPYtG6EY//uXOkzzuTfK4uFiwq5UkHxTeNp28U3s7D19SonFigcbOhw5mvklkr0Wh2XZqwi/cC5csObQq5yRKZQorvji6ouIwOLmqZ9XGivJZC7ZCGa2BhkdnbY9h+I42dfkjl6OLrUm5XWljLPpbQ7IzsPrU531/IEV0d74q6b7gC0b+7PT3+G0bphXWpWc+XY+Sj+On4O7a3B/kpr5xWi1elxdTCepu9qb8OVFNNLVIJa1iMzr5ARX20DvR6NTs+AZxow8rkWZmnLbOyRyRXo842Xuunzs5G7lP8evY28Wm3kbt4U71ljli5I+7yl1Jby3QLg4lHS7qXfNLY9PTUD11t/exhIaXdVzXNRvx+9tq2zAwqlgtxU47KWczML93rll7UHQVVtv4Xdj95umZ0KmUKBLifT6Lo+JxNFNdODIDK3aihcmqE+GUrBN3OQu3lhHfIGKJQU7/y/f3U/j4oq21eU8HlLabdAUBH/iU8LgYGBhIaGotfrOXjwIP369aNhw4YcOnSIsLAwvLy8DAM3kZGRBAQYTz8OCAggKirKsEwWoE2bNkZhhg8fTnh4OP7+/owfP57du83/+hMeHk7Lli0Ng3N3Ut69RUYafzVv1qyZ4f/VqlUDoGnTpkbXCgsLyc4u9TdSq1Ytw+AcQLt27dDpdIaZbMnJyYwaNQpfX18cHR1RqVTk5uYSHx9vuPcaNWoYBufMoez93h7ES0kpaUzOnDlDdHQ0Dg4O2NvbY29vj4uLC4WFhcTExODi4sLw4cPp3r07L7zwAkuXLiUpqXRa/KRJkxg5ciRdu3bl448/Nlraa4qioiKys7ONjmKdtsI4lUFuZ4PnwinceG8Z2oy7/bw8CrS5hRx/bhonur9D7IL1+M4dilP7hzhD4haayAsU7d2FNjYazbkzZM97D31WJtZBLzxUXanzXCq7AaYND8anuhvBEz+hzeDpLPh+M306t0V+a5D7YXIiJolVf53hneD2/N+EYJYM7cLBiwl8u/f0Q9cui6JJALqb18p1OP+gkfJ5S6kN9/9ueb5vF/Zc/tNwKJWKR3C3Dw6p3qn/Rvu/nue3EfX70dVvKaiq7bewWxq7ZTI5+pxMitYtR5cQg+b0QYp2b8AioOcjv5dHSVXtK0r5vB+XPvLjiFji+uB47GfQAXTu3Jnvv/+eM2fOYGFhQYMGDejcuTOhoaFkZGQYZs+Zg52dndF5q1atiIuLY8eOHezdu5eQkBC6du3Kb7/9Vuk0bWzudiZ5P5Rdwnl71pmpazozvpAMGzaMtLQ0li5dio+PD1ZWVrRr147i4pKlJf/m3u9cciqTyQz3lpubS+vWrVm7du1d8W7PTFy9ejXjx49n586drF+/nvfee489e/bwzDPPMGfOHF555RX+/PNPduzYwfvvv8+6devo27evyXtZsGABc+fONbr2pkt9xrkaz7zTZGSj12hRujkbXVe6OaG5mX63jbU8saxZnRpfv196UV7yHPwjthLbfRTqhBsm7+lO1OnZ6DRaLN0dja5bujtSnJJZfkS9noIryQDkXriKrZ83tccHE34kolK6ALrsLPRaDXInY7vlzs7oMu622yRaLZroaBRe5k3nljLPpbTbWWWHQi4nLct4pklaVi5uTnc7/QVwUdnz+dTXKCpWk5mbj4ezis9/+RPvaq7madtZo5DLSMspMNbOLcDNwXSdX7HrFL1a1affLX9Yvp4uFBRrmL/xECOfa4FcXrmOn74gF71Oi8zW2EaZrQp9XvkOpgFQWqL0a4v66JZKad2JlM9bSu1H/W45tPsIF06XfmC6vdmSi7szaSmltrq4ORN1IdosW8xByndqVc1zUb8fvXZ+Rg5ajRZ7N+Oy5uDuSM7NTLPSMpeq2n4Lux+93fq8bPRaLXIHJ8r+ypE5OKHLMe1PT5edDlot6Etj6G4kIHd0KdmYRvvv/C8+CqpsX1HC5y2l3QJBRfwnZtDd9kP32WefGQbjbg/QhYaGGvzPQcnyyMOHDxvFP3z4MH5+figUFX9pVqlUvPzyy6xcuZL169ezceNG0tNLGiILCwujGXimaNasGeHh4YY4d1LevTVq9O+/2MfHx3P9+nXD+d9//41cLsff39+gM378eIKCggwbaKSmljq0bNasGdeuXePyZdNOMS0tLe9pvylatWpFVFQUHh4e1K9f3+hwdCztZLZs2ZKZM2dy5MgRmjRpwi+//GL4m5+fHxMnTmT37t3069eP1atXl6s3c+ZMsrKyjI7Rzib84ag1FF6Ixq5d89JrMhm27VpQEH739vXFMQnE9nqDuD7jDEfuX8fIP3aWuD7jUN+ovHNQvVpLztlYXDqWzopEJsO5YxOyTkZVOh2ZXIbc0swxdo0GTdRlLFq2NtK2aNEKTcSFyqUhl6OoUwddepp52hLmuZR2WyiVNKxbg2PnSp+tTqfj2Pkomvn6VBCzxJdINRdHNFod+46d5dk2TczUVtDQ243j0aWzUnU6Pcejr9PMx8NknEK1BvkdLcPtr7F6c75S6bToUuKR12xY5qIMec0G6JJiK4yq8GsNCiWai8cqDFcuUpZzCbUf9bslP6+AxCvXDUfc5SukJqfRukMrQxhbe1satWzI+VOVH/QyFynfqVU1z0X9fvTaWrWW6+fjqNe+1P+YTCajXvvGxP9T+bJ2X1TR9lvYLYHdWg26hGgUfsbaCv/m6OLu1gbQxkYid/OEMjPH5B7e6LLS/hODc1CF+4oSPm9J7X4C0ev1kh1PGv+JGXTOzs40a9aMtWvXsnz5cgA6depESEgIarXaaAbd5MmTadu2LfPnz+fll1/m6NGjLF++nBUrVlSosWTJEjw9PWnZsiVyuZxff/2V6tWr4+TkBJTsVrpv3z4CAgKwsrLC2dn5rjQGDRrERx99RHBwMAsWLMDT05PTp0/j5eVFu3btmDp1KiEhIbRs2ZKuXbuydetWNm3axN69e/91HllbWzNs2DAWLVpEdnY248ePJyQkxOAzztfXl59++ok2bdqQnZ3N1KlTjWbNBQYG0qlTJ1566SWWLFlC/fr1uXjxIjKZjB49elC7dm1yc3PZt28fzZs3x9bWFltb23ve1+DBg/n000/p06cP8+bNo0aNGly9epVNmzYxbdo01Go13377LS+++CJeXl5cunSJqKgohg4dSkFBAVOnTqV///7UqVOHa9euceLECV566aVy9aysrLCysjK6Zik3PTCbvnoznp9MouB8FIVnL+M8rA9yGyuyNu4BwHPhZDTJadxc/AP6YjXFdzhp1WXnAtx1vTLEf/0njZaNJTs8huzTMdQaHYTC1oqkdaEANPriTYpupBPzYYkvBZ/xweSEx5B/NRm5pQVuXVpSvX9HLk1fZbZ2waYNOEyZiebyRTSXLmLdtz8yaxsKd+8AwH7qO+hSb5K/eiUANoOHoYm8gPZ6IjJ7e2z7D0LhUZ2cndvM1pYyz6W0+9VenZi1Yh2N69WkSb1a/Lz9AAVFxQR3fgqAd5f/goeLIxNe6QXA2airpKRn0aC2NynpWXz12y50ej3DXzS9K2SF2h2bMGvDARrVcKNJTXfWHjpPQbGGPm1KlrO/ty4MD0dbxvdsC0CnhrX4+eB5Gni50rSWB/Gp2azYfYpODWuhuLNXcg80/+zF8vnh6JKvoLtxBWWrLsgsLNFEHAHA8vnh6PMyUR/+3SiesnEA2phwKMwz297bSPm8pdSW8t0CsOG7jQwbP4RrsYlcT0hi1NQRpCancnBX6W6hS9cv4sCOQ2z84fcS+22tqVGn1EWDVy1PfBvXIzsjh+RyfO88TnZX1TwX9fvRax/8bjsDFv+PxHOxJITHEPB6TyxtrTn1a8mujQMWv0F2cjq7Fq4HSjaW8PCtcev/SlTVXPBs5ENxXiFpV5PN0q6q7bew+9HbXbz/d6yHTESbEIXu6mUsOvdBZmmN+ljJ7yXrIZPQZaVRvPVHANSHtmPZqTdW/UZTfGArcncvLLsNQH1gq9na5ZGfX0D8tdKJEInXk7l4OQZHlQOe1U0P5phLVe0rSvm8pbRbICiP/8QAHZQMIIWHhxtmy7m4uNCoUSOSk5MNs8SgZMbWhg0bmD17NvPnz8fT05N58+YZbRBhCgcHBxYuXEhUVBQKhYK2bduyfft25Lcq2+LFi5k0aRIrV67E29ubK1eu3JWGpaUlu3fvZvLkyQQFBaHRaGjUqBFffvklAMHBwSxdupRFixYxYcIE6tSpw+rVq41mAN4v9evXp1+/fgQFBZGenk7v3r2NBiVXrVrF6NGjadWqFTVr1uSjjz4y2okVYOPGjUyZMoVBgwaRl5dH/fr1+fjjjwFo3749//vf/3j55ZdJS0vj/fffZ86cOfe8L1tbWw4cOMD06dPp168fOTk5eHt706VLF1QqFQUFBVy8eJEff/yRtLQ0PD09efPNNxkzZgwajYa0tDSGDh1KcnIybm5u9OvX764lrPdLzvYDKFxUuI9/FYW7M0WRsSS8PhttWiYAFp7uYKaj1cqS8sdRLF1V1J0WgpWHEzkXrhA+aIHB0bi1tyv6MtoKWyv8P3kdK09XdIXF5EUncuHN5aT8cdRs7eKw/eQ5OmE79DXkzi5oYqPJfncq+luOiBXuHkZ2y+3tsX97KnJnF/S5OWiiLpM58U208eZ3uqTMcynt7tG+JRnZeazYsIvUzGz8a3uzYuYoXG8tW7iRlmk0Lb5YreHL9Tu5lpKGrbUlHVo05MM3X0FlZ/5S9O4t6pKRV8hXu0+RmlOAv5crK17vbnCKm5SZa1g2DzCqSwtkMvhy1ylSsvJxtremU8NajOvRujyJctFePonaxh6Ldi8is1WhS71G0e/L4JZjeZnKBe744ihzrobC25fCTZ+brVcWKZ+3lNpSvlsA1q5Yh42tNdMWTsJeZc/ZE+eYPGQGxUVqQxhvHy8cXUpnUDdo7s/y3z4znI+fU7Lp0PYNO/lw4sLH3u6qmueifj967XPb/sbeRUXXif1xcHciKfIqq4d9TG5qid8vJ29X9GWWfTlUc2b89gWG805jetNpTG9i/45g5cAPzNKuqu23sPvR2605fZAie0esgoYgUzmjuxZL/lez0d/aSEDm7I68TDnXZ6aSv2I21v1GYjdjOfqsNNRhWyjeu/GB3dP5i1G89tZ0w/nCL74FoE/Prnz43uTyoplFVe0rSvm8pbT7SeNJ9AUnFTL9kzgvsIoxZ84cfv/9d8LDw6W+lceSi35BkmknZpn2G/EoaN6icv4+HgapcXb3DvSQcKtz/7My/i32n0yVTFt/9SEuZ7uXdlzFm7c8TPJ3mF4C8aRzJvzeO2U+LGYrK78b4INmnsZdMm0pkTLP90x9MLun3w9VtX4vvuR970APiWGWmZJpS9l+V9V+i5R2e/eQbsaR9exlkmlrr0nYX5Owr6jZd0AybWWXTpJp2/SZJpn2o+QpL/P3BHhQHL8eJpn2w0DMxRQIBAKBQCAQCAQCgUAgEAgk5D+zxFUgEAgEAoFAIBAIBAKBQPD4UNU3yXiQiBl0TwBz5swRy1sFAoFAIBAIBAKBQCAQCP6jiBl0AoFAIBAIBAKBQCAQCAQCsxHbGjw4xAw6gUAgEAgEAoFAIBAIBAKBQELEDDrBE4+Uu2Mlhku3i6uVv3TabuRIpi3ljmR2Eu6OJfNpJJm2lKTGJUimLeUuzd6O0tUxpHulSmu3lEiY59rYRMm0bXs2kExbyh1kr+oLJNOWEin7LcTpJJOuqv21okuSSWMh4U6qihrS9de0kilD0aU/JdNW1I2RTFsgMBcxQCcQCAQCgUAgEAgEAoFAIDAbndgk4oEhlrgKBAKBQCAQCAQCgUAgEAgEEiJm0AkEAoFAIBAIBAKBQCAQCMxGbBLx4BAz6ASS0LlzZ95++22pb0MgEAgEAoFAIBAIBAKBQHLEDLrHCJlMxubNmwkODpb6Vh46mzZtwsLCwnBeu3Zt3n777Uc+aGf9QjA2/Qcid3FBExtD3oqlaC6Zdgxt1a0HDlNmGl3TFxeR9sLz96VdY8Tz1Br7ApYeTuRGXOXyO6vJPm3aial70FPUnhCMTZ3qyC0U5MfeIP6rbdz47eB9aVt07IXlc/2QqZzRJcZR+Ns36OIvlx/Bxg6r3q+ibNYemZ0D+vQUCjetRBtx0mxtKfPcaXBvXF9/CYW7M0UX40ie/xWFZyuw+xYOvTrh/dkMcvYeJXHs/PvSXnckgh/DzpGWU4CfpwvT+7SjaS33csP/fPA8vx69yI3MXJzsrOnatDbje7bBysL81/a6XYf4cWsoqZk5+Pl4MWNEX5rWr2UyrFqjZdXv+9h64CQp6VnU9nTn7cG9CWhxf87apbRbyuctZf2W0m6AkVOG88IrvXBQ2XP25HkWzfyca3HlbzTQ/OlmvPLGyzRo6otbdTdmvDaLg7sOm60rpd1VNc+lbEuUzTqjbNMNma0jutRrqPevQ5d8xWRYq/6TUNTwv+u6Nu4cRX8sN1tbynasIroN7Unv0cE4ujsRH3mFH9//jpgzUQ8sfSnLuZRlraraLWU5l1Jbyj6TKU6Gn2P1L78RcTGam2npLF0wiy6d2j+w9G8jpd1SPm8p25InCeGD7sEhZtA9IoqLi6W+hccKFxcXHBwk3K0LsAx8FrvRb5K/9kcy3xyFNjYG1YeLkDk6lRtHl5dL2sC+hiP91ZfvS9ujTzt85w4lbvFGTnSbQe6Fq7RY9w4WbiqT4dWZuVz5fDMne83iWOdpJK0LpeHSN3Dp3NxsbWXLjlj1HUnRzv8j/9MJaBPjsB07D5m9o+kICiW2Y+cjd6lG4fcLyPtgDIXrvkCfmWa2tpR57hDUCY+Zo0hd/gtXgt+i6GIsNVfNR+FSjt23sPD2wGP6SPJPnL8vXYBd4bEs3nqMMV1b8n8T+uDn6cLYVTtJzzW9U9/20zEs23GSMd1asmnKS7w/oAO7z8TxxU7zO9g7j5xm0ZotjHnpedZ9PBF/Hy/e+Ohb0rJM79y2fP0Oftt7lBkj+rJ58TQGdGvPxEWriYy7Zra2lHZL+bylrN9S2g0weOxA+r/Wj09nfMaoF96kML+QJWs/wdLKotw4NrbWREfEsPjdZfetK6XdVTXPpWxLFH5tsOjUH/Xff1L4y4fob17Dqu94sDHdryja+jX53041HAVr5qDXadFEnTJbW8p2rCKe6R3AkPdGsGnpet7tPZn4yCvM+Gk2KteKy2FlkbKcS1nWqqrdUpZzKbWl7DOVR0FBIf716/Lu5LEPLM07kdJuKZ+3lG2JQFAeYoAO2LZtG05OTmi1JZtPh4eHI5PJmDFjhiHMyJEjGTJkiOF848aNNG7cGCsrK2rXrs3ixYuN0qxduzbz589n6NChqFQqRo8eTXFxMePGjcPT0xNra2t8fHxYsGCBITxA3759kclkhnNTXLt2jUGDBuHi4oKdnR1t2rTh2LFjhr9/9dVX1KtXD0tLS/z9/fnpp5+M4stkMr777jv69u2Lra0tvr6+bNmyxSjMhQsX6N27NyqVCgcHBzp27EhMTMnsjxMnTtCtWzfc3NxwdHQkMDCQf/75xxD3lVde4eWXjV+UarUaNzc31qxZAxgvce3cuTNXr15l4sSJyGQyZDIZeXl5qFQqfvvtN6N0fv/9d+zs7MjJ+ffbwtv0C6Fw5zaKdu9AG3+V3GWL0RcVYt09qPxIej36jPTSIzPjvrRr/a8XiT/vI2ldKHmXE7k49Tu0BcV4DXrWZPjMIxHc3HGC/KhECq4mk7ByB7kR8Tg9ffdXnHth+Www6iO70Bzbi+5GAkUbvkRfXITFM91Mhrd4phsyOwcKVn6ANi4SfXoK2ujz6K7Hma0tZZ67jOhL1oadZG3aQ3FMAjdmL0dXWIRj/wq+uMnleC6aRuqyn1EnJN2XLsBPB8/T72l/gtv6Ua+aM+/1C8DaQsnvJ0x/BT9zNZkWtT0IalkPbxcH2vvVoEeLupxPSDVf+88D9OvyDMHPPkW9GtV5b+RLWFta8Pv+4ybD/3nwFCP7dqFjy4bUqOZKyPPt6dCyIWu2hZmvLaHdUj5vKeu3lHYDhIx8iR+X/syh3UeIiYxl/oSPcavmRsfuHcqN8/f+46xc+D0Hdh66b10p7a6qeS5lW6Js1RXN+UNoI46gT0+ieN9a9JpilI3LmVVSlA/52YZD4dMI1MVoL5v/o0rKdqwigka+yP51ewj79S8So66x6p2vKSooIjCkywNJX8pyLmVZq6p2S1nOpdSWss9UHh3btWX86GF0DQx4YGneiZR2S/m8pWxLBILyEAN0QMeOHcnJyeH06dMAhIWF4ebmRmhoqCFMWFgYnTt3BuDUqVOEhIQwcOBAzp07x5w5c5g1axY//PCDUbqLFi2iefPmnD59mlmzZrFs2TK2bNnChg0buHTpEmvXrjUMxJ04cQKA1atXk5SUZDi/k9zcXAIDA0lMTGTLli2cOXOGadOmodPpANi8eTMTJkxg8uTJnD9/njFjxjBixAj2799vlM7cuXMJCQnh7NmzBAUFMXjwYNLT0wFITEykU6dOWFlZ8ddff3Hq1Clee+01NBoNADk5OQwbNoxDhw7x999/4+vrS1BQkGHQbPDgwWzdupXc3FyD3q5du8jPz6dv37532bRp0yZq1KjBvHnzSEpKIikpCTs7OwYOHMjq1auNwq5evZr+/fv/+9l3SiVKXz/U/5R5oer1qE+fQtmocbnRZDY2OK9Zj/PPv+Iw50MUPrXNlpZZKHBoVpf0g+eMtDMOnMOxjW+l0nDu2AS7+p5kHo00T1yhRF6zPtpL4Uba2kvhyOuYnpaubPI02riLWA14A7sPfsJ2xpdYdhsAMjNfHxLmORZKrBvXJ+9IuJF2/pFwbCqYju82bhDa9EyyftttvuYt1BotkYmpPF3fy3BNLpfxtK8XZ6+mmIzT3KcaEdfSOBd/E4BradkcupRAhwY1zNTWEBl7jWealpYruVzOM039OBt11WScYrUGSwvjmTdWlhaEXzKvgy+l3VI+b0nrt4R2A3jV8sStmisnD5XW8bycPCJOR9KkdaN/lXaFSGl3Vc1zKdsSuQK5Ry10CWXrhx5d/EXknnUrlYSycQDayydBY+bqBinbsQpQWCip07Qe5w+dKXNbes4fOotvK/MH+u9CynIuZVmrqnZLWc4l1JayzyQlktotZVmTsi15AtFL+O9JQ/igAxwdHWnRogWhoaG0adOG0NBQJk6cyNy5c8nNzSUrK4vo6GgCAwMBWLJkCV26dGHWrFkA+Pn5ERERwaeffsrw4cMN6T733HNMnjzZcB4fH4+vry8dOnRAJpPh4+Nj+Ju7e4lPJicnJ6pXr17uvf7yyy/cvHmTEydO4OLiAkD9+vUNf1+0aBHDhw9n7NiSadCTJk3i77//ZtGiRTz7bOnsjeHDhzNo0CAAPvroI5YtW8bx48fp0aMHX375JY6Ojqxbt87gJ87Pz8/IrrJ8++23ODk5ERYWRu/evenevTt2dnZs3ryZV1991XDfL774osmBNRcXFxQKBQ4ODka2jxw5kvbt25OUlISnpycpKSls376dvXv3lps/lUWuckSmUKK744uLLiMDi5qm/S1oryWQu2QhmtgYZHZ22PYfiONnX5I5eji61JuV1rZwUSFXKii+mWV0vfhmFra+XuXEAoWDDR3OfI3cUoleq+PSjFWkHzhXbnhTyOxUyBQKdDmZRtf1OZkoqpkeBJG5VUPh0gz1yVAKvpmD3M0L65A3QKGkeOf/VVpbyjxXOquQKRVoUo21NamZ2NataTKOTetGOPbvzpU+4yqtY4qMvEK0Oj2uDjZG113tbbiSkmUyTlDLemTmFTLiq22g16PR6RnwTANGPtfCPO3sPLQ6Ha6OxvXO1dGeuOumB8naN/fnpz/DaN2wLjWruXLsfBR/HT+H9tZHgEprS2i3lM9byvotpd0ALh4lbVL6TWP99NQMXG/97WEgpd1VNc+lbEtkNvbI5Ar0+cYz6fX52chdyu8/3UZerTZyN2+K96yptKYhroTtWEU4ODugUCrISjV+72SlZuJVz/tfpy9lOZeyrFVVu6Us51JqS9lnkhIp7ZbyeUvZlggEFSFm0N0iMDCQ0NBQ9Ho9Bw8epF+/fjRs2JBDhw4RFhaGl5cXvr4lXxYiIyMJCDCeZhwQEEBUVJRhmSxAmzZtjMIMHz6c8PBw/P39GT9+PLt3m/9lLTw8nJYtWxoG5+6kvHuLjDSeidGsWTPD/+3s7FCpVKSkpBg0OnbsaLSJQ1mSk5MZNWoUvr6+ODo6olKpyM3NJT4+HgClUklISAhr164FIC8vjz/++IPBgwebZetTTz1F48aN+fHHHwH4+eef8fHxoVOnTuXGKSoqIjs72+goekCNpCbyAkV7d6GNjUZz7gzZ895Dn5WJddALDyT9e6HNLeT4c9M40f0dYhesx3fuUJzaP8QZEreQyeToczIpWrccXUIMmtMHKdq9AYuAng9dW6o8l9vZ4LlwCjfeW4Y2I/uhapniREwSq/46wzvB7fm/CcEsGdqFgxcT+Hbv6YeuPW14MD7V3Qie+AltBk9nwfeb6dO5LXKZ7KFrS2W31M8bpKnf/9bu5/t2Yc/lPw2HUql4CHf54JHyeVfVPAdp25KyKJoEoLt5rVwn4A8aqfsOUiD1O1WqslZV7QZpy7mU2lL2maRESrsfl3fqo25LHnd0er1kx5OGmEF3i86dO/P9999z5swZLCwsaNCgAZ07dyY0NJSMjAzD7DlzsLOzMzpv1aoVcXFx7Nixg7179xISEkLXrl3v8rNWETY2NvcOVAnuHHyTyWSGZbL30hg2bBhpaWksXboUHx8frKysaNeundFGGIMHDyYwMJCUlBT27NmDjY0NPXr0MPs+R44cyZdffsmMGTNYvXo1I0aMQFbBy3/BggXMnTvX6NrUurWYVr+20TVddhZ6rQa5k7PRdbmzM7qM9MrdnFaLJjoahZeZyw7Ts9FptFi6Gzv5tXR3pDgls/yIej0FV5IByL1wFVs/b2qPDyb8SESltfV52ei1WuQOTpQdtpQ5OKHLMe2/QZedDlot6Etj6G4kIHd0AYUStJpKaUuZ55qMbPQaLUo3Y22lmxOam3drW9TyxLJmdWp8/X6ZGy0pd/4RW4ntPgp1wo1KaTvbWaOQy0jLMd4YIS23ADcH03Vtxa5T9GpVn363fJD5erpQUKxh/sZDjHyuBXJ55TpAzio7FHL5XU5+07JycXMyvUzcRWXP51Nfo6hYTWZuPh7OKj7/5U+8q7lWStOgLaHdUj5vKev3o7b70O4jXDhd+vHH0tISABd3Z9JSSvVc3JyJuhBdaTvMRcrnXVXzXMq2RF+Qi16nRWZr/A6T2arQ55menWtAaYnSry3qo1sqDlcOUrZjFZGTkYNWo8XRzfi94+jmRObNzH+dvpR1TMqyVlXtlrKcS6ktZZ9JSqS0W8rnLWVbIhBUhJhBd4vbfug+++wzw2Dc7QG60NBQg/85gIYNG3L48GGj+IcPH8bPzw+FouKv2SqVipdffpmVK1eyfv16Nm7caPD9ZmFhYTQDzxTNmjUjPDzcEOdOyru3Ro0qPxOjWbNmHDx4ELVabfLvhw8fZvz48QQFBRk2ykhNNXbi3r59e2rWrMn69etZu3YtAwYMKHdGHpT8yDBl+5AhQ7h69SrLli0jIiKCYcOGVXjvM2fOJCsry+iYUNfEFGmNBk3UZSxati69JpNh0aIVmogLFWoYkMtR1KmDLt283bH0ai05Z2Nx6djUSNu5YxOyTkZVOh2ZXIbc0swxdq0GXUI0Cr8yu0PKZCj8m6OLM72duTY2ErmbJ5QZGJV7eKPLSqt0Zw+QNM9Rayi8EI1dO2O7bdu1oCD8bruLYxKI7fUGcX3GGY7cv46Rf+wscX3Gob5R+U0LLJQKGnq7cTy61FG0TqfnePR1mvl4mIxTqNYgv+PtfPurpDm+FiyUShrWrcGxc6XlSqfTcex8FM18fSqIWeJLpJqLIxqtjn3HzvJsmyaV1i3Rls5uKZ+3pPX7Edudn1dA4pXrhiPu8hVSk9No3aGVIYytvS2NWjbk/KnKDzSajYTPu8rmuZRtiU6LLiUeec2GZS7KkNdsgC4ptsKoCr/WoFCiuXiswnDlImU7VgFatYa4czE0DihdHSGTyWgc0JSofy79ewEp65iUZa2q2i1lOZdQW8o+k5RIareUZU3KtkQgqAAxg+4Wzs7ONGvWjLVr17J8+XIAOnXqREhICGq12mgG3eTJk2nbti3z58/n5Zdf5ujRoyxfvpwVK1ZUqLFkyRI8PT1p2bIlcrmcX3/9lerVq+Pk5ASU7OS6b98+AgICsLKywtnZ+a40Bg0axEcffURwcDALFizA09OT06dP4+XlRbt27Zg6dSohISG0bNmSrl27snXrVjZt2mSW37Zx48bxxRdfMHDgQGbOnImjoyN///03Tz31FP7+/vj6+vLTTz/Rpk0bsrOzmTp1qslZd6+88gpff/01ly9fvmuTijupXbs2Bw4cYODAgVhZWeHm5gaUPJd+/foxdepUnn/+eWrUqPjriJWVFVZWVkbXiu/8xX+Lgk0bcJgyE83li2guXcS6b39k1jYU7t4BgP3Ud9Cl3iR/9UoAbAYPQxN5Ae31RGT29tj2H4TCozo5O7dVeE+miP/6TxotG0t2eAzZp2OoNToIha0VSetCAWj0xZsU3Ugn5sMSnyE+44PJCY8h/2oycksL3Lq0pHr/jlyavsps7eL9v2M9ZCLahCh0Vy9j0bkPMktr1MdKyoj1kEnostIo3lqytFh9aDuWnXpj1W80xQe2Inf3wrLbANQHtpqtLWWep6/ejOcnkyg4H0Xh2cs4D+uD3MaKrI17APBcOBlNcho3F/+AvlhN8R2OcXXZJZue3Hm9MrzasQmzNhygUQ03mtR0Z+2h8xQUa+jTpsS343vrwvBwtGV8z7YAdGpYi58PnqeBlytNa3kQn5rNit2n6NSwFopyynO52r06MWvFOhrXq0mTerX4efsBCoqKCe78FADvLv8FDxdHJrzSC4CzUVdJSc+iQW1vUtKz+Oq3Xej0eoa/aHoH0sfVbimft5T1W0q7ATZ8t5Fh44dwLTaR6wlJjJo6gtTkVA7uKt0tdOn6RRzYcYiNP/wOgI2tNTXqlPrJ8qrliW/jemRn5JBcjv+bx8nuqprnUrYlmn/2Yvn8cHTJV9DduIKyVRdkFpZoIo4AYPn8cPR5magP/24UT9k4AG1MOBTmma15GynbsYrY/t0W/rd4PLFnY4g5E0XP13pjbWtN2K/7Hkj6UpZzKctaVbVbynIupbaUfabyyM8vIP7adcN54vVkLl6OwVHlgGd10x88zUVKu6V83lK2JU8aT+JmDVIhBujKEBgYSHh4uGG2nIuLC40aNSI5ORl//9JdsFq1asWGDRuYPXs28+fPx9PTk3nz5hltEGEKBwcHFi5cSFRUFAqFgrZt27J9+3bkt354Ll68mEmTJrFy5Uq8vb25cuXKXWlYWlqye/duJk+eTFBQEBqNhkaNGvHll18CEBwczNKlS1m0aBETJkygTp06rF692mgG4L1wdXXlr7/+YurUqQQGBqJQKGjRooXBt92qVasYPXo0rVq1ombNmnz00UdMmTLlrnQGDx7Mhx9+iI+Pz11+8e5k3rx5jBkzhnr16lFUVIS+zHry119/nV9++YXXXnut0jZUhuKw/eQ5OmE79DXkzi5oYqPJfneqYatuhbsHlPFfJ7e3x/7tqcidXdDn5qCJukzmxDfRxpvf6Ur54yiWrirqTgvBysOJnAtXCB+0wOBY3trbFX0ZbYWtFf6fvI6Vpyu6wmLyohO58OZyUv44ara25vRBiuwdsQoagkzljO5aLPlfzUZ/yxGxzNkdeZnlEfrMVPJXzMa630jsZixHn5WGOmwLxXs3mq0tZZ7nbD+AwkWF+/hXUbg7UxQZS8Lrs9Gmldht4elupP0g6d6iLhl5hXy1+xSpOQX4e7my4vXuhg0UkjJzjZZuj+rSApkMvtx1ipSsfJztrenUsBbjerQuT6JcerRvSUZ2His27CI1Mxv/2t6smDkK11vLFm6kZRotHS1Wa/hy/U6upaRha21JhxYN+fDNV1DZmb+8Xkq7pXzeUtZvKe0GWLtiHTa21kxbOAl7lT1nT5xj8pAZFBeVzsj29vHC0aV0KV6D5v4s/+0zw/n4OSWbHG3fsJMPJy6slK6UdlfVPJeyLdFePonaxh6Ldi8is1WhS71G0e/L4Jazb5nKBe74sSBzrobC25fCTZ+brVcWKduxivh722FUrir6TxqIk7szVyPi+HjoPLLv2DjifpGynEtZ1qqq3VKWcym1pewzlcf5i1G89tZ0w/nCL74FoE/Prnz43uTyopmFlHZL+bylbEsEgvKQ6fVPoGc9wRPFTz/9xMSJE7l+/brB3445pHY333/gg+JM+L13AXpYPPWydF91ii7l3DvQQyI1zu7egR4SPp92lkxb5vPwNwwpD/3Vh7iU7h5cnRoqmXZilmnfLI8Cb0fp6tjreYWSaa+ys5ZMW0qkzPOdL9lKpq2o++93IL1f8neYXkb4KBh/8eHtwHsvZlsVSabt3UM6zzuJO6XbdVNKu6Xsr0mJ/SdTJdNW1JCuv6a9Jl1/LXf6p5Jp2/ZsIJ32299Ipv0oaejxlGTakSnHJdN+GIgZdILHlvz8fJKSkvj4448ZM2bMfQ3OCQQCgUAgEAgEAoFAIBA87ohNIgSPLQsXLqRBgwZUr16dmTNnSn07AoFAIBAIBAKBQCAQCMqgl/Dfk4YYoBM8tsyZMwe1Ws2+ffuwt7eX+nYEAoFAIBAIBAKBQCAQCB4KYoBOIBAIBAKBQCAQCAQCgUAgkBDhg04gEAgEAoFAIBAIBAKBQGA2OrHv6ANDDNAJnnik3LmH8EzJpJVdOkmmragbI5m2m4Q771VVpNxBFkIlU461sJBMu3kd6XZp5rxCMukqu9uhhHku6a7cOxMk0/buId0uzUjYjB3Ml24H2SFdmkmmzc5QyaSran9Nyp2Spdx9XiuZsrQ7yEqJlGXN9m3JpAX/UcQAnUAgEAgEAoFAIBAIBAKBwGyexM0apEL4oBMIBAKBQCAQCAQCgUAgEAgkRAzQCR4Kc+bMoUWLFlLfhkAgEAgEAoFAIBAIBALBY0+VXOIqk8nYvHkzwcHBUt/KE8uUKVN46623zIpTu3Zt3n77bd5+++2Hc1MmUDbrjLJNN2S2juhSr6Hevw5d8hWTYa36T0JRw/+u69q4cxT9sdxs7RojnqfW2Bew9HAiN+Iql99ZTfZp075A3IOeovaEYGzqVEduoSA/9gbxX23jxm8HzdYFWHckgh/DzpGWU4CfpwvT+7SjaS33csP/fPA8vx69yI3MXJzsrOnatDbje7bBysL8V4iUeW79QjA2/Qcid3FBExtD3oqlaC6Z9kth1a0HDlNmGl3TFxeR9sLzZuuCtHm+btchftwaSmpmDn4+XswY0Zem9WuZDKvWaFn1+z62HjhJSnoWtT3deXtwbwJa3J8vRym1nQb3xvX1l1C4O1N0MY7k+V9RePbyPeM59OqE92czyNl7lMSx8+9Lu9GwrjT7Xy9s3B1Jj4znyKw13AyPNRnW/5XO+L3UEWf/GgCknovjxCcbyg1/L6Qs5wAjpwznhVd64aCy5+zJ8yya+TnX4hLLDd/86Wa88sbLNGjqi1t1N2a8NouDuw6brWvRsReWz/VDpnJGlxhH4W/foIuv4Hnb2GHV+1WUzdojs3NAn55C4aaVaCNOmq1dVfNcSrulrN9SlrV70X/SIJ4d1BU7lR2XT17k+3e/4caVpAeStpTvNSnbUCnLmuivif7ao+ozmeJk+DlW//IbERejuZmWztIFs+jSqf0DS/82Uj5vqdvvJwWxScSD44kboCsuLsbS0lLq26jy2NvbY29vL/VtVIjCrw0WnfpT/Ncv6G7EYdGyC1Z9x1Pw4/tQcLdT7KKtX4OitMrIrO2wHjILTdQps7U9+rTDd+5QLk77jux/oqg5OogW697haMBE1KnZd4VXZ+Zy5fPN5EVfR1+swe35VjRc+gbFqdmkh54xS3tXeCyLtx7j3X4BNK3lztqDFxi7aid/TO2Pi73NXeG3n45h2Y6TzBnQkeY+HlxNzeL99QeRyWDKC8+YpS1lnlsGPovd6DfJ/WIJmosR2PQdgOrDRWS8PgR9VqbJOLq8XDJef7X0wn02PlLm+c4jp1m0ZgvvjexPU99arN1+kDc++pY/PpuOq+PdTtCXr9/BnwdP8f6YEOp4eXDkzCUmLlrNj/PfomGdGv8ZbYegTnjMHEXy7OUUnLmIy/Bgaq6aT2z30WjTs8qNZ+Htgcf0keSfOG+WXlnqvvA0z8wezKGZq0k5HU2TkT3o+fN0NgROpTDt7vrt1a4h0X8cJfnkZbRFapqPfYGea6fzW5cZ5N/IMEtbynIOMHjsQPq/1o8P3v6YpIQbjJo6giVrP2HIsyMoLlKbjGNja010RAx/rtvBglXz7ktX2bIjVn1HUrj+S3RXL2ER2AfbsfPI+2AM+lwTz1uhxHbsfPS5WRR+vwBdVhpyFw/0+eZvvlFV81xKu6Ws31KWtXvxwv/60n14L76evIyUhGQGTH6FGT/NZmrX8ajLKQuVRcr3mpRtqJRlTfTXRH/tUfWZyqOgoBD/+nXp2+t53n7ngweS5p1I+bylbr8FAlM80iWu27Ztw8nJCa22ZP+a8PBwZDIZM2bMMIQZOXIkQ4YMMZxv3LiRxo0bY2VlRe3atVm8eLFRmrVr12b+/PkMHToUlUrF6NGjKS4uZty4cXh6emJtbY2Pjw8LFiwwhAfo27cvMpnMcG6Ka9euMWjQIFxcXLCzs6NNmzYcO3bM8PevvvqKevXqYWlpib+/Pz/99JNRfJlMxnfffUffvn2xtbXF19eXLVu2GIW5cOECvXv3RqVS4eDgQMeOHYmJKZlFdeLECbp164abmxuOjo4EBgbyzz//GOK+8sorvPzyy0bpqdVq3NzcWLNmDQA6nY4FCxZQp04dbGxsaN68Ob/99lu5NpfN00GDBmFnZ4e3tzdffvmlUZj4+Hj69OmDvb09KpWKkJAQkpOTDX+/c4nr8OHDCQ4OZtGiRXh6euLq6sqbb76JWl3SYezcuTNXr15l4sSJyGQyZDIZAFevXuWFF17A2dkZOzs7GjduzPbt2yu8/8qibNUVzflDaCOOoE9PonjfWvSaYpSNy/kyVJQP+dmGQ+HTCNTFaC+b3/mo9b9eJP68j6R1oeRdTuTi1O/QFhTjNehZk+Ezj0Rwc8cJ8qMSKbiaTMLKHeRGxOP09N1fK+/FTwfP0+9pf4Lb+lGvmjPv9QvA2kLJ7ydMfw0+czWZFrU9CGpZD28XB9r71aBHi7qcT0g1W1vKPLfpF0Lhzm0U7d6BNv4qucsWoy8qxLp7UPmR9Hr0GemlR6Z5PypuI2We//TnAfp1eYbgZ5+iXo3qvDfyJawtLfh9/3GT4f88eIqRfbvQsWVDalRzJeT59nRo2ZA128L+U9ouI/qStWEnWZv2UByTwI3Zy9EVFuHYv4KvnHI5noumkbrsZ9QJ9z/jpOnonlz8v/1c3nCAzKjrHJqxGk1hEf4DA02G3//WV0Su2Ut6RDxZMUkcnLoSmVyOd0Bjs7WlLOcAISNf4selP3No9xFiImOZP+Fj3Kq50bF7h3Lj/L3/OCsXfs+BnYfuW9fy2WDUR3ahObYX3Y0EijZ8ib64CItnupkMb/FMN2R2DhSs/ABtXCT69BS00efRXY8zW7uq5rmUdktZv6Usa/eix+u9+X35r5zac5yEi1f5atJSnDxcaPP80/86bSnfa1K2oVKWNdFfE/21R9VnKo+O7doyfvQwugYGPLA070TK5y11+/0koZfw35PGIx2g69ixIzk5OZw+fRqAsLAw3NzcCA0NNYQJCwujc+fOAJw6dYqQkBAGDhzIuXPnmDNnDrNmzeKHH34wSnfRokU0b96c06dPM2vWLJYtW8aWLVvYsGEDly5dYu3atYaBuBMnTgCwevVqkpKSDOd3kpubS2BgIImJiWzZsoUzZ84wbdo0dDodAJs3b2bChAlMnjyZ8+fPM2bMGEaMGMH+/fuN0pk7dy4hISGcPXuWoKAgBg8eTHp6OgCJiYl06tQJKysr/vrrL06dOsVrr72GRqMBICcnh2HDhnHo0CH+/vtvfH19CQoKIien5MvV4MGD2bp1K7m5uQa9Xbt2kZ+fT9++fQFYsGABa9as4euvv+bChQtMnDiRIUOGEBZW8cv7008/NeTpjBkzmDBhAnv27AFKBv369OlDeno6YWFh7Nmzh9jY2LsGC+9k//79xMTEsH//fn788Ud++OEHw7PctGkTNWrUYN68eSQlJZGUVNKhefPNNykqKuLAgQOcO3eOTz755MHMzJMrkHvUQpcQWeaiHl38ReSedSuVhLJxANrLJ0FTbJa0zEKBQ7O6pB88V0ZaT8aBczi28a1UGs4dm2BX35PMo5H3DlwGtUZLZGIqT9f3MlyTy2U87evF2aspJuM096lGxLU0zsXfBOBaWjaHLiXQoYGZX+ckzHOUSpS+fqj/KdNR1OtRnz6FslH5PxZkNjY4r1mP88+/4jDnQxQ+tc3TRdo8V2s0RMZe45mmpeVKLpfzTFM/zkZdNRmnWK3B0sLC6JqVpQXhl8z7MSmlNhZKrBvXJ+9IeOk1vZ78I+HYVLD0w23cILTpmWT9tts8vTLILRS4Na1D4sELRtqJBy/g0ap+pdJQ2lght1BQlJl778BGEaUr5wBetTxxq+bKyUOl+nk5eUScjqRJ60b3lWalUCiR16yP9lJ46TW9Hu2lcOR1TD9vZZOn0cZdxGrAG9h98BO2M77EstsAkJnZLaqqeS6l3RLWb0nL2j3wqFkNZw8Xzh8qnVVfkJNPTHgUvq3M/5hXFinfa5L2WyQsa6K/Jvprj6zPJCVStiUSt98CQXk80iWujo6OtGjRgtDQUNq0aUNoaCgTJ05k7ty55ObmkpWVRXR0NIGBJV/jlixZQpcuXZg1axYAfn5+RERE8OmnnzJ8+HBDus899xyTJ082nMfHx+Pr60uHDh2QyWT4+PgY/ubuXuJDwMnJierVq5d7r7/88gs3b97kxIkTuLi4AFC/fmknZNGiRQwfPpyxY8cCMGnSJP7++28WLVrEs8+WzoIaPnw4gwYNAuCjjz5i2bJlHD9+nB49evDll1/i6OjIunXrsLj1gvXz8zOyqyzffvstTk5OhIWF0bt3b7p3746dnR2bN2/m1VdfNdz3iy++iIODA0VFRXz00Ufs3buXdu3aAVC3bl0OHTrEN998Y8hnUwQEBBhmNvr5+XH48GE+++wzunXrxr59+zh37hxxcXHUrFkTgDVr1tC4cWNOnDhB27ZtTabp7OzM8uXLUSgUNGjQgF69erFv3z5GjRqFi4sLCoUCBwcHo+cSHx/PSy+9RNOmTQ33/yCQ2dgjkyvQ5xtP09fnZyN3Kb9c3EZerTZyN2+K96wxW9vCRYVcqaD4pvHSiOKbWdj6epUTCxQONnQ48zVySyV6rY5LM1aRfuBcueFNkZFXiFanx9XBeJq+q70NV1JML9UIalmPzLxCRny1DfR6NDo9A55pwMjnWpilLWWey1WOyBRKdHd85dJlZGBR07RvD+21BHKXLEQTG4PMzg7b/gNx/OxLMkcPR5d6s9LaUuZ5RnYeWp3urqURro72xF033dls39yfn/4Mo3XDutSs5sqx81H8dfwc2lsfJ/4L2kpnFTKlAk2q8fPWpGZiW7emyTg2rRvh2L87V/qMM0vrTqxdHJArFRTcUb8LUrNwqu9ZqTSeemcg+TcySDx04d6ByyBlOQdw8ShpK9NvGuunp2bgeutvDwOZnQqZQoEuJ9Pouj4nE0U10z+SZG7VULg0Q30ylIJv5iB388I65A1QKCne+X+V1q6qeS6l3VLWbynL2r1w9HACICvV+N2TlZqJo7vTv0pbyvealG2olGVN9NdEfw0eTZ9JSqR83lK3308aev1/p9w97jzyXVwDAwMJDQ1Fr9dz8OBB+vXrR8OGDTl06BBhYWF4eXnh61vy9SAyMpKAAOMptQEBAURFRRmWyQK0adPGKMzw4cMJDw/H39+f8ePHs3u3+V+wwsPDadmypWFw7k7Ku7fISOMZTc2aNTP8387ODpVKRUpKikGjY8eOhsG5O0lOTmbUqFH4+vri6OiISqUiNzeX+Ph4AJRKJSEhIaxduxaAvLw8/vjjDwYPHgxAdHQ0+fn5dOvWzeATzt7enjVr1hiW0ZbH7QG9sue3bYuMjKRmzZqGwTmARo0a4eTkdJf9ZWncuDEKhcJw7unpaciL8hg/fjwffPABAQEBvP/++5w9e7bC8EVFRWRnZxsdRRpthXHuB0WTAHQ3r5XrLPdhoM0t5Phz0zjR/R1iF6zHd+5QnNo/xBkStzgRk8Sqv87wTnB7/m9CMEuGduHgxQS+3Xv6oWuX5VHnuSbyAkV7d6GNjUZz7gzZ895Dn5WJddALD11byjyfNjwYn+puBE/8hDaDp7Pg+8306dwW+a1l50+ittzOBs+FU7jx3jK0GXf7UnqUNH/zBer2eYY9oz5H+y99RlWGf1POn+/bhT2X/zQcSqXinnEeF2QyOfqcTIrWLUeXEIPm9EGKdm/AIqDnQ9euqnku1TtV6vr9sMpaQHAnvo/4xXAolI+vW+lH/V6Tqg2VuqyJ/prorz2q/pqUSPm8pdQWVB0eeWveuXNnvv/+e86cOYOFhQUNGjSgc+fOhIaGkpGRUeGsrvKws7MzOm/VqhVxcXHs2LGDvXv3EhISQteuXe/pe60sNjZ3OwK9H+4cfJPJZIZlsvfSGDZsGGlpaSxduhQfHx+srKxo164dxcWl08UHDx5MYGAgKSkp7NmzBxsbG3r06AFgWPr6559/4u3tbZS2lZXVv7bNXCrKi/IYOXIk3bt3588//2T37t0sWLCAxYsXl7tD7IIFC5g7d67RtXe6t+LdHsaDuPqCXPQ6LTJb4y9VMlsV+rzynf4CoLRE6dcW9dEtFYcrB3V6NjqNFkt3R6Prlu6OFKdklh9Rr6fgSomfv9wLV7H186b2+GDCj0RUWtvZzhqFXEZaToHR9bTcAtwcTJfHFbtO0atVffrd8nfn6+lCQbGG+RsPMfK5FsjllesISJnnuuws9FoNcidno+tyZ2d0GemVS0SrRRMdjcLLvGULUua5s8oOhVxOWpbxV/C0rFzcnO52OAzgorLn86mvUVSsJjM3Hw9nFZ//8ife1Vwrpfk4aGsystFrtCjdjJ+30s0Jzc27n7dFLU8sa1anxtfvl168lcf+EVuJ7T4KdcKNSmkXpueg02ixuaN+27g5kl/OF/jbNB0TRPOxvdk+6GPSIxMqpVeWR13OD+0+woXTpR9lbm/Q5OLuTFpKqZ6LmzNRF6Irp38f6POy0Wu1yB2cKNuiyByc0OWY9g2jy04HrRbKfPHV3UhA7uhS4uhcq6mUdlXNcynfqVLWbynL2p2c2nOc6NOlfrGUliV9LEc3RzJTSu/F0c2JqxH/bsmblO81KdtQKcua6K+J/ho8mj6TlEj5vKXUFvw3SE9P56233mLr1q3I5XJeeuklli5dWq67rfT0dN5//312795NfHw87u7uBAcHM3/+fBwdHU3GMcUjn0F32w/dZ599ZhiMuz1AFxoaavA/B9CwYUMOHz5sFP/w4cP4+fkZzcQyhUql4uWXX2blypWsX7+ejRs3Gny/WVhYGM3AM0WzZs0IDw83xLmT8u6tUaPKz2hq1qwZBw8eNGyUcCeHDx9m/PjxBAUFGTbKSE01djravn17atasyfr161m7di0DBgwwDIQ1atQIKysr4uPjqV+/vtFRdvabKf7++++7zhs2bGiwPSEhgYSE0o5WREQEmZmZZtl/J5aWliafS82aNfnf//7Hpk2bmDx5MitXriw3jZkzZ5KVlWV0TOna8u6AOi26lHjkNRuWuShDXrMBuqTYCu9T4dcaFEo0F49VGK489GotOWdjcenYtIy0DOeOTcg6GVXpdGRyGXJL88bYLZQKGnq7cTy61GmxTqfnePR1mvl4mIxTqNYgv+NNcfvrnFmOOSXMczQaNFGXsWjZuoy0DIsWrdBEVHK5jVyOok4ddOlpZklLmecWSiUN69bg2LnScqXT6Th2Popmvj4VxCzxY1LNxRGNVse+Y2d5tk2TSutKrY1aQ+GFaOzaNS+9JpNh264FBeEX7wpeHJNAbK83iOszznDk/nWM/GNnieszDvWNyjt71qm1pJ6Lw7tDGf8lMhleHRqT8k/5AybN3uhFqwnB7Hx1Ialn7/PH9CMu5/l5BSReuW444i5fITU5jdYdWhnC2Nrb0qhlQ86fqvyHBLPRatAlRKPwM37eCv/m6OLuft4A2thI5G6eUGamgdzDG11WmnkDJlU1zyV8p0pZvyUta3dQmFdI8tUbhiMxKoGMlHQaB5Su3LCxt6FeC1+i/rl03zog7XtN0n6LhGVN9NdEf+2R9ZmkRMq2RErtJxAdesmOh8XgwYO5cOECe/bsYdu2bRw4cIDRo0eXG/769etcv36dRYsWcf78eX744Qd27tzJ66+/bpbuI59B5+zsTLNmzVi7di3Lly8HoFOnToSEhKBWq41m0E2ePJm2bdsyf/58Xn75ZY4ePcry5ctZsWJFhRpLlizB09OTli1bIpfL+fXXX6levTpOTk5AyS6l+/btIyAgACsrK5ydne9KY9CgQXz00UcEBwezYMECPD09OX36NF5eXrRr146pU6cSEhJCy5Yt6dq1K1u3bmXTpk3s3bu30nkxbtw4vvjiCwYOHMjMmTNxdHTk77//5qmnnsLf3x9fX19++ukn2rRpQ3Z2NlOnTjU56+6VV17h66+/5vLly0abVDg4ODBlyhQmTpyITqejQ4cOZGVlcfjwYVQqFcOGDSv33g4fPszChQsJDg5mz549/Prrr/z5558AdO3alaZNmzJ48GA+//xzNBoNY8eOJTAw8K7lxuZQu3ZtDhw4wMCBA7GyssLNzY23336bnj174ufnR0ZGBvv37zcMFJrCysrqrtmB+eUsAdL8sxfL54ejS76C7sYVlK26ILOwRBNxBADL54ejz8tEffh3o3jKxgFoY8KhMO++bY3/+k8aLRtLdngM2adjqDU6CIWtFUnrQgFo9MWbFN1IJ+bDEv80PuODyQmPIf9qMnJLC9y6tKR6/45cmr7KbO1XOzZh1oYDNKrhRpOa7qw9dJ6CYg192pT4P3xvXRgejraM71niS7BTw1r8fPA8DbxcaVrLg/jUbFbsPkWnhrVQ3NkruQdS5nnBpg04TJmJ5vJFNJcuYt23PzJrGwp37wDAfuo76FJvkr+6ZADYZvAwNJEX0F5PRGZvj23/QSg8qpOzc5vZ2lLm+au9OjFrxToa16tJk3q1+Hn7AQqKignu/BQA7y7/BQ8XRya80guAs1FXSUnPokFtb1LSs/jqt13o9HqGv2h6h+HHVTt99WY8P5lEwfkoCs9exnlYH+Q2VmRtLNnsxnPhZDTJadxc/AP6YjXFdzhh1mWXzEC+83plOPftDgI/G8PNM3HcDI+hycgeWNhYcXl9yeY8nT8fQ96NDE58vAGA5mN703ryS/z11gpyElINs1TUeYVo8ovM0paynANs+G4jw8YP4VpsItcTkhg1dQSpyakc3FW6W+jS9Ys4sOMQG3/4veQebK2pUad0lrdXLU98G9cjOyOH5HJ879xJ8f7fsR4yEW1CFLqrl7Ho3AeZpTXqYyVtsvWQSeiy0ije+iMA6kPbsezUG6t+oyk+sBW5uxeW3QagPrDVbJurap5LabeU9VvKsnYvdq7aRt+3BnAjLombCckMmPwKmSnpnNx9n4MlZZDyvSZlGyplWRP9NdFfe1R9pvLIzy8g/tp1w3ni9WQuXo7BUeWAZ3XTg5bmIuXzlrr9Fjy+REZGsnPnTk6cOGEY3/jiiy8ICgpi0aJFeHnd7Te+SZMmbNy40XBer149PvzwQ4YMGYJGo0FZSVcUkjisCAwMJDw83DBbzsXFhUaNGpGcnIy/f+lOU61atWLDhg3Mnj2b+fPn4+npybx584w2iDCFg4MDCxcuJCoqCoVCQdu2bdm+fTvyWy/KxYsXM2nSJFauXIm3tzdXrly5Kw1LS0t2797N5MmTCQoKQqPR0KhRI7788ksAgoODWbp0KYsWLWLChAnUqVOH1atXG80AvBeurq789ddfTJ06lcDAQBQKBS1atDD4tlu1ahWjR4+mVatW1KxZk48++ogpU6bclc7gwYP58MMP8fHxucsv3vz583F3d2fBggXExsbi5OREq1ateOeddyq8t8mTJ3Py5Enmzp2LSqViyZIldO/eHShZmvrHH3/w1ltv0alTJ+RyOT169OCLL76otO2mmDdvHmPGjKFevXoUFRWh1+vRarW8+eabXLt2DZVKRY8ePfjss8/+lc5ttJdPoraxx6Ldi8hsVehSr1H0+zK45RRXpnKBO0blZc7VUHj7Urjp83+lnfLHUSxdVdSdFoKVhxM5F64QPmiBYeMIa29X9GWW/ypsrfD/5HWsPF3RFRaTF53IhTeXk/LHUbO1u7eoS0ZeIV/tPkVqTgH+Xq6seL27wSluUmYusjJf+kd1aYFMBl/uOkVKVj7O9tZ0aliLcT1alydRLlLmeXHYfvIcnbAd+hpyZxc0sdFkvzvVsD26wt0DyuS53N4e+7enInd2QZ+bgybqMpkT30Qbb34nW8o879G+JRnZeazYsIvUzGz8a3uzYuYoXG8tmbiRlmm0BKNYreHL9Tu5lpKGrbUlHVo05MM3X0FlZ/6yfym1c7YfQOGiwn38qyjcnSmKjCXh9dlo0zIBsPB0N3reD5LYrcewdlXRespL2Lo7khZxlR2vLqQgtcQnkZ23G3pdaTlv+GoXFFYWdPt2glE6p5Zs4p8lm8zSlrKcA6xdsQ4bW2umLZyEvcqesyfOMXnIDIrL+J3y9vHC0aV0qn+D5v4s/630vT5+TsnmS9s37OTDiQsrpas5fZAie0esgoYgUzmjuxZL/lez0d9y5i9zdkdeZomhPjOV/BWzse43ErsZy9FnpaEO20Lx3o3lKJRPVc1zKe2Wsn5LWdbuxdavN2Nla83IBW9gq7Lj8slIPh46H/UD8Psm5XtNyjZUyrIm+muiv/ao+kzlcf5iFK+9Nd1wvvCLbwHo07MrH743ubxoZiHl85a6/X6S0Osf3ky2e1FUVERRkfGHH1OTdszh6NGjODk5GU0+6tq1K3K5nGPHjtG3b99KpZOVlYVKpar04ByATC9lbgoeS2rXrs3bb7/N22+/LfWtPBDyPx8jmfbRBZmSabf/1vzOwYNCH1fxJiQPk/wdppcZPQrsxvaSTFvm8/A3DHkcuRJS8Yzqh8nB/Ie3S+a96NvYfF9OD4o+56XbmGDnS7aSaRddyrl3oIeElHn+R5MHv9FSZUmNs7t3oIeEd49H7gXGwJg/TG8e9ih4Vitdng/5stm9Az0krk4NlUzb59POkmmL/tqjR8r+mqKGdNpZg0dIpi0lbrvCpL6FR0Itl6b3DvSQeG38S3f5oH///feZM2fOfaf50Ucf8eOPP3LpkrGLCA8PD+bOncsbb7xxzzRSU1Np3bo1Q4YM4cMPP6y0tnS9D4FAIBAIBAKBQCAQCAQCgeA+MOWDfubMmSbDzpgxA5lMVuFx8eK//3iQnZ1Nr169aNSokdkDhY/vnuwCgUAgEAgEAoFAIBAIBILHloe5WcO9MGc56+TJk+/pLq1u3bpUr16dlBRjn7wajYb09HSqV69eYfycnBx69OiBg4MDmzdvNmzgWVnEAJ3gLkz55BMIBAKBQCAQCAQCgUAg+C/i7u6Ou7v7PcO1a9eOzMxMTp06RevWJW6j/vrrL3Q6HU8//XS58bKzs+nevTtWVlZs2bIFa2trs+9RLHEVCAQCgUAgEAgEAoFAIBCYjV6vl+x4GDRs2JAePXowatQojh8/zuHDhxk3bhwDBw407OCamJhIgwYNOH78OFAyOPf888+Tl5fHqlWryM7O5saNG9y4cQOttvL+fMUMOoFAIBAIBAKBQCAQCAQCgQBYu3Yt48aNo0uXLsjlcl566SWWLVtm+LtarebSpUvk5+cD8M8//3Ds2DEA6tevb5RWXFwctWvXrpSu2MVV8MSzssYQybRjlbp7B3pI1NVIN0FWSruHWWZKpu1WJ08ybSl3O5SSWmNrSqYt5S7Ne22k29XzgPqGZNqdLCr2+/GkImWez9PceynIwyLWTL8tD1S7irZjPxY7SaYtZb9FSuqq1ZJpS1nHpNyN3MrfQTJtKXcElxLHtasl05ZyB9mqsourp5N0OwQnZUZIpv0wqJotoUAgEAgEAoFAIBAIBAKBQPCYIAboBAKBQCAQCAQCgUAgEAgEAgkRPugEAoFAIBAIBAKBQCAQCARmo0d4TXtQiBl0AoFAIBAIBAKBQCAQCAQCgYSIGXQSI5PJ2Lx5M8HBwVLfyiMhNDSUZ599loyMDJycnKS+HRoN60qz//XCxt2R9Mh4jsxaw83wWJNh/V/pjN9LHXH2rwFA6rk4Tnyyodzw9+KZV7vRaUxv7N0duREZz5b3f+TamRiTYT18vek2aQDeTevgXMOdbfPWcPj7nfelC1XXbqfBvXF9/SUU7s4UXYwjef5XFJ69fM94Dr064f3ZDHL2HiVx7Pz70rZ+IRib/gORu7igiY0hb8VSNJcumgxr1a0HDlNmGl3TFxeR9sLz96Utpd1SaiubdUbZphsyW0d0qddQ71+HLvmKybBW/SehqOF/13Vt3DmK/lhutnaNEc9Ta+wLWHo4kRtxlcvvrCb7tOly7h70FLUnBGNTpzpyCwX5sTeI/2obN347aLYuSFvHAEZOGc4Lr/TCQWXP2ZPnWTTzc67FJZYbvvnTzXjljZdp0NQXt+puzHhtFgd3HTZbV0q7q2qeS1nORTv26N+pVbXfIqV2Va1jUvaZLDr2wvK5fshUzugS4yj87Rt08RXUMRs7rHq/irJZe2R2DujTUyjctBJtxEmztaW0W0ptU5wMP8fqX34j4mI0N9PSWbpgFl06tX9g6d/mcbP7v4rYd/TBIWbQPUSKi4ulvoX/LI8i7+q+8DTPzB7MP59tZnPP90iLiKfnz9OxdlWZDO/VriHRfxxlW8iH/NFnDrnX0+m5djq21Z3N1m7a+xl6vTeEfUs3sbzXuyRFxPPamhnYlaNtaWNFenwKOz9ZR3ZKhtl6ZamqdjsEdcJj5ihSl//CleC3KLoYS81V81G4OFYYz8LbA4/pI8k/cf6+tS0Dn8Vu9Jvkr/2RzDdHoY2NQfXhImSOTuXG0eXlkjawr+FIf/Xl+9KW0m4ptRV+bbDo1B/1339S+MuH6G9ew6rveLAxvXNb0davyf92quEoWDMHvU6LJuqU2doefdrhO3cocYs3cqLbDHIvXKXFunewcDNdztWZuVz5fDMne83iWOdpJK0LpeHSN3Dp3NxsbSnrGMDgsQPp/1o/Pp3xGaNeeJPC/EKWrP0ES6vydwq0sbUmOiKGxe8uKzfMvZDS7qqa51KWc9GOPfp3alXtt0ipXVXrmJR9JmXLjlj1HUnRzv8j/9MJaBPjsB07D5l9OXVMocR27HzkLtUo/H4BeR+MoXDdF+gz08zWltJuKbXLo6CgEP/6dXl38tgHmm5ZHke7BYIqO0C3bds2nJyc0Gq1AISHhyOTyZgxY4YhzMiRIxkyZIjhfOPGjTRu3BgrKytq167N4sWLjdKsXbs28+fPZ+jQoahUKkaPHk1xcTHjxo3D09MTa2trfHx8WLBggSE8QN++fZHJZIbzO6kojddee43evXsbhVer1Xh4eLBq1SoAOnfuzFtvvcXbb7+Ns7Mz1apVY+XKleTl5TFixAgcHByoX78+O3bsMKQRGhqKTCZj165dtGzZEhsbG5577jlSUlLYsWMHDRs2RKVS8corr5Cfn2+Ip9PpWLBgAXXq1MHGxobmzZvz22+/AXDlyhWeffZZAJydnZHJZAwfPtxwj+PGjePtt9/Gzc2N7t27V8q2f0PT0T25+H/7ubzhAJlR1zk0YzWawiL8BwaaDL//ra+IXLOX9Ih4smKSODh1JTK5HO+AxmZrdxwZxIl1+zn1axgp0Yn8/u4qiguKaBNiWvva2Vh2LPiFs1uPoi3WmK1Xlqpqt8uIvmRt2EnWpj0UxyRwY/ZydIVFOPav4KuXXI7nommkLvsZdULSfWvb9AuhcOc2inbvQBt/ldxli9EXFWLdPaj8SHo9+oz00iPz/n7gSGm3lNrKVl3RnD+ENuII+vQkivetRa8pRtm4nK+vRfmQn204FD6NQF2M9rL5A3S1/teLxJ/3kbQulLzLiVyc+h3agmK8Bj1rMnzmkQhu7jhBflQiBVeTSVi5g9wkbC07AAEAAElEQVSIeJyevntG372Qso4BhIx8iR+X/syh3UeIiYxl/oSPcavmRsfuHcqN8/f+46xc+D0Hdh66b10p7a6qeS5lORft2KN/p1bVfouU2lW1jknZZ7J8Nhj1kV1oju1FdyOBog1foi8uwuKZbibDWzzTDZmdAwUrP0AbF4k+PQVt9Hl01+PM1pbSbim1y6Nju7aMHz2MroEBDzTdsjyOdgsEVXaArmPHjuTk5HD69GkAwsLCcHNzIzQ01BAmLCyMzp07A3Dq1ClCQkIYOHAg586dY86cOcyaNYsffvjBKN1FixbRvHlzTp8+zaxZs1i2bBlbtmxhw4YNXLp0ibVr1xoG4k6cOAHA6tWrSUpKMpzfSUVpjBw5kp07d5KUVNrp2rZtG/n5+bz8cumI/o8//oibmxvHjx/nrbfe4o033mDAgAG0b9+ef/75h+eff55XX33VaLANYM6cOSxfvpwjR46QkJBASEgIn3/+Ob/88gt//vknu3fv5osvvjCEX7BgAWvWrOHrr7/mwoULTJw4kSFDhhAWFkbNmjXZuHEjAJcuXSIpKYmlS5ca3aOlpSWHDx/m66+/rrRt94PcQoFb0zokHrxQelGvJ/HgBTxa1a9UGkobK+QWCooyc83SVlgo8GpSh+jDpV+y9Xo9MYfPU6uVr1lpmUtVtRsLJdaN65N3JLz0ml5P/pFwbFo0KDea27hBaNMzyfpt9/1rK5Uoff1Q/1NmoEevR336FMpG5XdcZTY2OK9Zj/PPv+Iw50MUPrXN15bSbim15QrkHrXQJUSWuahHF38RuWfdSiWhbByA9vJJ0Jg3m1dmocChWV3SD54rI60n48A5HNtUrpw7d2yCXX1PMo9G3jtwGSStY4BXLU/cqrly8lBpWc/LySPidCRNWjd6aLpS2l1V81zKci7asfDSa4/onVpV+y1SalfVOiZpn0mhRF6zPtpL4Uba2kvhyOuYrmPKJk+jjbuI1YA3sPvgJ2xnfIlltwEgM/MntpR2S6ktJVXV7oeEDr1kx5NGlfVB5+joSIsWLQgNDaVNmzaEhoYyceJE5s6dS25uLllZWURHRxMYWPKlaMmSJXTp0oVZs2YB4OfnR0REBJ9++qlhFhjAc889x+TJkw3n8fHx+Pr60qFDB2QyGT4+Poa/ubu7A+Dk5ET16tXLvdeK0mjfvj3+/v789NNPTJs2DSgZ8BswYAD29vaGcM2bN+e9994DYObMmXz88ce4ubkxatQoAGbPns1XX33F2bNneeaZZwzxPvjgAwICSr5cvP7668ycOZOYmBjq1i35kdu/f3/279/P9OnTKSoq4qOPPmLv3r20a9cOgLp163Lo0CG++eYbAgMDcXFxAcDDw+MuH3S+vr4sXLjQ6FplbLsfrF0ckCsVFNzMMrpekJqFU33PSqXx1DsDyb+RQeKhC/cOXAZbZwcUSgW5qcbaOTezcK/nZVZa5lJV7VY6q5ApFWhSjb9yaVIzsa1b02Qcm9aNcOzfnSt9xv0rbbnKEZlCie6OL2y6jAwsatYyGUd7LYHcJQvRxMYgs7PDtv9AHD/7kszRw9Gl3qy0tpR2S6kts7FHJlegz88xuq7Pz0buUv679jbyarWRu3lTvGeN2doWLirkSgXFd9Sx4ptZ2PqWX84VDjZ0OPM1cksleq2OSzNWkX7gXLnhTSFlHQNw8Sh5v6ffNH7m6akZuN7628NASrurap5LWc5FO/bo36lVtd8ipXZVrWNS9plkdipkCgW6nEyj6/qcTBTVapiO41YNhUsz1CdDKfhmDnI3L6xD3gCFkuKd/1dpbSntllJbSqqq3YLHnyo7gw4gMDCQ0NBQ9Ho9Bw8epF+/fjRs2JBDhw4RFhaGl5cXvr4lX6kiIyMNA1W3CQgIICoqyrBMFqBNmzZGYYYPH054eDj+/v6MHz+e3bvN/4J5rzRGjhzJ6tWrAUhOTmbHjh289tprRmGaNWtm+L9CocDV1ZWmTZsarlWrVg2AlJSUcuNVq1YNW1tbw+Dc7Wu340RHR5Ofn0+3bt2wt7c3HGvWrCEmxrRD27K0bt36rmuVsa0sRUVFZGdnGx1qvbbc8PdL8zdfoG6fZ9gz6nO0ReoHnv7jSlWxW25ng+fCKdx4bxnajOxHrq+JvEDR3l1oY6PRnDtD9rz30GdlYh30wkPVldJuqfO8LIomAehuXit3Q4mHgTa3kOPPTeNE93eIXbAe37lDcWr/8GZAPQie79uFPZf/NBxKpULqW3ri+a/n+eNQzkU7VrWQ8nlLoV0V65hUfSYAmUyOPieTonXL0SXEoDl9kKLdG7AI6PnQtaW0W0ptKamqdlcGvV4v2fGkUWVn0EGJ37Pvv/+eM2fOYGFhQYMGDejcuTOhoaFkZGQYZs+Zg52dndF5q1atiIuLY8eOHezdu5eQkBC6du1q8MtWGe6VxtChQ5kxYwZHjx7lyJEj1KlTh44dOxqlYWFh7CxaJpMZXZPJZECJD7ny4t0Z5/a123Fyc0umsf/55594e3sbhbOysrqnnXfmXWVtK8uCBQuYO3eu0bXeDk15UdXM6Fpheg46jRYbd2OnrzZujuSnGH8xvJOmY4JoPrY32wd9THpkwr3Muov8jBy0Gi32bsbaDu6O5NzMNDs9c6iqdmsystFrtCjdjJ0VK92c0NxMvyu8RS1PLGtWp8bX75delJfUEf+IrcR2H4U64UaltHXZWei1GuROxtpyZ2d0GXdrm0SrRRMdjcLL9Bfc8pDSbim19QW56HVaZLbGG0LIbFXo8you5ygtUfq1RX10S6W07kSdno1Oo8Xyjjpm6e5IcUpmBTetp+BKMgC5F65i6+dN7fHBhB+JqLT2o65jh3Yf4cLp0qVTlpaWALi4O5OWUvqMXdyciboQ/cD1byPlu6Wq5rmU5Vy0Y4/+nVpV+y1SalfVOiZln0mfl41eq0Xu4ETZX0MyByd0Oab9jOmy00GrBX1pDN2NBOSOLqBQgrZy/heltFtKbSmpqnYLHn+q9Ay6237oPvvsM8Ng3O0ButDQUIP/OYCGDRty+PBho/iHDx/Gz88PhaLiL9gqlYqXX36ZlStXsn79ejZu3Eh6eknFt7CwMJqBdz9puLq6EhwczOrVq/nhhx8YMWKEOdnwwGjUqBFWVlbEx8dTv359o6NmzZLlF7d/TFTGZjDftpkzZ5KVlWV09HS424+ATq0l9Vwc3h3K/E0mw6tDY1L+Kf9HTbM3etFqQjA7X11I6lnzHcACaNVarp+Po177Um2ZTEa99o2J/yfqvtKsLFXVbtQaCi9EY9euzE5mMhm27VpQEH73VurFMQnE9nqDuD7jDEfuX8fIP3aWuD7jUN9Irby2RoMm6jIWLcvMEJXJsGjRCk1EJZd+yOUo6tRBl27mrmBS2i2ltk6LLiUeec2GZS7KkNdsgC4ptsKoCr/WoFCiuXis8npl0Ku15JyNxaVj6QxlZDKcOzYh62Tly7lMLkNuad43tEddx/LzCki8ct1wxF2+QmpyGq07tDKEsbW3pVHLhpw/Vfkfh+Yi5bulqua5lOVctGOP/p1aVfstUmpX1TomaZ9Jq0GXEI3Cz7iOKfybo4u7u44BaGMjkbt5wq2JDgByD290WWmVHpwDpLVbSm0pqap2Cx57qvQMOmdnZ5o1a8batWtZvnw5AJ06dSIkJAS1Wm00g27y5Mm0bduW+fPn8/LLL3P06FGWL1/OihUrKtRYsmQJnp6etGzZErlczq+//kr16tUN/tdq167Nvn37CAgIwMrKCmfnu7cjv1caULIUtHfv3mi1WoYNG/bvM+c+cHBwYMqUKUycOBGdTkeHDh3Iysri8OHDqFQqhg0bho+PDzKZjG3bthEUFISNjc09/cmZY5uVldVds/UsZKYHUM99u4PAz8Zw80wcN8NjaDKyBxY2VlxeHwZA58/HkHcjgxMfbwCg+djetJ78En+9tYKchFTDl0V1XiGa/KJK5dFtDn63nQGL/0fiuVgSwmMIeL0nlrbWnPq1RHvA4jfITk5n18L1QImDZg/fGrf+r0RVzQXPRj4U5xWSdjXZLO2qanf66s14fjKJgvNRFJ69jPOwPshtrMjauAcAz4WT0SSncXPxD+iL1RRHXTWKr8sumSF65/XKULBpAw5TZqK5fBHNpYtY9+2PzNqGwt0lOyfbT30HXepN8levBMBm8DA0kRfQXk9EZm+Pbf9BKDyqk7Nzm9naUtotpbbmn71YPj8cXfIVdDeuoGzVBZmFJZqIIwBYPj8cfV4m6sO/G8VTNg5AGxMOhXlma94m/us/abRsLNnhMWSfjqHW6CAUtlYkrQsFoNEXb1J0I52YD0v80/iMDyYnPIb8q8nILS1w69KS6v07cmm6+btVS1nHADZ8t5Fh44dwLTaR6wlJjJo6gtTkVA7uKt0tdOn6RRzYcYiNP/wOgI2tNTXqlM669qrliW/jemRn5JB8PeVOicfO7qqa51KWc9GOPfp3alXtt0ipXVXrmJR9puL9v2M9ZCLahCh0Vy9j0bkPMktr1Mf2AmA9ZBK6rDSKt/5YYt+h7Vh26o1Vv9EUH9iK3N0Ly24DUB/Yara2lHZLqV0e+fkFxF+7bjhPvJ7MxcsxOKoc8Kzu8UA0Hke7/6vonsClplJRpQfooMQPXXh4uGG2nIuLC40aNSI5ORl//9JtyVu1asWGDRuYPXs28+fPx9PTk3nz5hltEGEKBwcHFi5cSFRUFAqFgrZt27J9+3bk8pLJi4sXL2bSpEmsXLkSb29vrly5YnYaAF27dsXT05PGjRvj5fXwHVOXx/z583F3d2fBggXExsbi5OREq1ateOeddwDw9vZm7ty5zJgxgxEjRjB06NC7dsK9k4dlW+zWY1i7qmg95SVs3R1Ji7jKjlcXUpBa4qvFztsNva70ZdPw1S4orCzo9u0Eo3ROLdnEP0s2maV9btvf2Luo6DqxPw7uTiRFXmX1sI/JvaXt5O2Kvsx0eYdqzozfvsBw3mlMbzqN6U3s3xGsHPiBsLsS5Gw/gMJFhfv4V1G4O1MUGUvC67PRpmUCYOHpDncs8X5QFIftJ8/RCduhryF3dkETG032u1MNW7Mr3D2MtOX29ti/PRW5swv63Bw0UZfJnPgm2njzf1RJabeU2trLJ1Hb2GPR7kVktip0qdco+n0Z3No4QqZygTt2fpI5V0Ph7Uvhps//lXbKH0exdFVRd1oIVh5O5Fy4QvigBQZn39berujL2K2wtcL/k9ex8nRFV1hMXnQiF95cTsofR83WlrKOAaxdsQ4bW2umLZyEvcqesyfOMXnIDIrL+CHy9vHC0aV06VSD5v4s/+0zw/n4OWMB2L5hJx9ONN446HG0u6rmuZTlXLRjj/6dWlX7LVJqV9U6JmWfSXP6IEX2jlgFDUGmckZ3LZb8r2ajv7VxhMzZHXmZcq7PTCV/xWys+43EbsZy9FlpqMO2ULx3o9naUtotpXZ5nL8YxWtvTTecL/ziWwD69OzKh+9NLi+aWTyOdgsEMv2T6FmvCpKbm4u3tzerV6+mX79+Ut/OA+Xf2rayxpCHcFeVI1b5cDrKlaGuRroV7FLaPcwyUzJttzr3P+vq35Iad7cPx6pArbGmdy98FBxdkCmZ9l4b6TYHOKCunN+qh0Eni3vvwvskImWez9O4S6Yde4ff20eqXUXbsR+LnSTTlrLfIiV11dJtViJlHevb2HwfdQ8KK3+Hewd6SBRdyrl3oCcQx7WrJdPOGiyN+ycAt11hkmk/Spzt60umnZH78HzuSkGVn0H3X0en05GamsrixYtxcnLixRdflPqWHhhPsm0CgUAgEAgEAoFAIBAIBLcRA3T/ceLj46lTpw41atTghx9+QKl8ch7pk2ybQCAQCAQCgUAgEAgE/3V0iEWZDwox4vEfp3bt2jypq5SfZNsEAoFAIBAIBAKBQCAQCG5TNZ09CAQCgUAgEAgEAoFAIBAIBI8JYgadQCAQCAQCgUAgEAgEAoHAbMSqtweHGKATPPHsV0i3s6YPNpJpS7kD3VV9gWTaUu6katuzgWTabjsuSqYt5Q6y8Suk2wWu/bedJdNeNf6oZNo+SkfJtKVEyvealLvXPvVStmTa3jsl3Ak9S7pdHn/ESTLtd16U7nl/tEUlmbaUO8hKuSs3SFfHpNxJVdmlk2TairoxkmnnS9hXlHInVSl3kBUIzEUM0AkEAoFAIBAIBAKBQCAQCMxGJ2bQPTCEDzqBQCAQCAQCgUAgEAgEAoFAQp7oAbqLFy/yzDPPYG1tTYsWLaS+HZPIZDJ+//13s+J07tyZt99+23Beu3ZtPv/88wd6Xw+aK1euIJPJCA8Pl/pWBAKBQCAQCAQCgUAgEAgeK/6TS1xlMhmbN28mODi4wnDvv/8+dnZ2XLp0CXt7+4d2P1euXKFOnTqcPn1akoHAEydOYGcnnQ+oylCzZk2SkpJwc3OT+lYqTbehPek9OhhHdyfiI6/w4/vfEXMm6oGl/8yr3eg0pjf27o7ciIxny/s/cu2Mab8UHr7edJs0AO+mdXCu4c62eWs4/P3O/6R2RTzsPLd+IRib/gORu7igiY0hb8VSNJdM++Ow6tYDhykzja7pi4tIe+H5+9JWNuuMsk03ZLaO6FKvod6/Dl3yFdPa/SehqOF/13Vt3DmK/lhutraUdjsN7o3r6y+hcHem6GIcyfO/ovDs5XvGc+jVCe/PZpCz9yiJY+f/57TXHYngx7BzpOUU4OfpwvQ+7Whay73c8D8fPM+vRy9yIzMXJztrujatzfiebbCyeLDN9MOuY/ei/6RBPDuoK3YqOy6fvMj3737DjStJDyTtqvpek9Jui469sHyuHzKVM7rEOAp/+wZdfAV1zMYOq96vomzWHpmdA/r0FAo3rUQbcdJsbSnrd40Rz1Nr7AtYejiRG3GVy++sJvu06Tx3D3qK2hOCsalTHbmFgvzYG8R/tY0bvx28L+2q+ryltLvRsK40+18vbNwdSY+M58isNdwMjzUZ1v+Vzvi91BFn/xoApJ6L48QnG8oNfy+qal9RyrImZftdVfuKUmqb4mT4OVb/8hsRF6O5mZbO0gWz6NKp/QNL/0lEj1ji+qB47GbQFRcXP7C0YmJi6NChAz4+Pri6upoMo1arH5ieVLi7u2Nrayv1bVSIQqGgevXqKJX/jTHhZ3oHMOS9EWxaup53e08mPvIKM36ajcr1wThHb9r7GXq9N4R9SzexvNe7JEXE89qaGdi5mnaQbGljRXp8Cjs/WUd2SsZ/VrsiHnaeWwY+i93oN8lf+yOZb45CGxuD6sNFyBydyo2jy8slbWBfw5H+6sv3pa3wa4NFp/6o//6Twl8+RH/zGlZ9x4ONaQfJRVu/Jv/bqYajYM0c9DotmqhTZmtLabdDUCc8Zo4idfkvXAl+i6KLsdRcNR+FS8XP1MLbA4/pI8k/cf6+dKXW3hUey+KtxxjTtSX/N6EPfp4ujF21k/Rc05sMbD8dw7IdJxnTrSWbprzE+wM6sPtMHF/sNP+HRUU87Dp2L174X1+6D+/F9+98w6w+0ynML2LGT7OxsLL412lX1fealHYrW3bEqu9Iinb+H/mfTkCbGIft2HnI7MuxTaHEdux85C7VKPx+AXkfjKFw3RfoM9PM1payfnv0aYfv3KHELd7IiW4zyL1wlRbr3sHCzXSeqzNzufL5Zk72msWxztNIWhdKw6Vv4NK5udnaVfV5S2l33Ree5pnZg/nns81s7vkeaRHx9Px5OtblaHu1a0j0H0fZFvIhf/SZQ+71dHqunY5tdWeztatqX1HKsiZl+11V+4pSapdHQUEh/vXr8u7ksQ80XYGgMpg1QLdt2zacnJzQarUAhIeHI5PJmDFjhiHMyJEjGTJkiOF848aNNG7cGCsrK2rXrs3ixYuN0qxduzbz589n6NChqFQqRo8eTXFxMePGjcPT0xNra2t8fHxYsGCBITxA3759kclkhvM7kclknDp1innz5iGTyZgzZ45hmeX69esJDAzE2tqatWvXkpaWxqBBg/D29sbW1pamTZvyf//3f0bp6XQ6Fi5cSP369bGysqJWrVp8+OGHANSpUweAli1bIpPJ6Ny5M1Ays61bt264ubnh6OhIYGAg//zzjzlZTl5eHkOHDsXe3h5PT8+78u92npRd4iqTyfjmm2/o3bs3tra2NGzYkKNHjxIdHU3nzp2xs7Ojffv2xMQYfwX7448/aNWqFdbW1tStW5e5c+ei0WiM0v3uu+/o27cvtra2+Pr6smXLFsPfMzIyGDx4MO7u7tjY2ODr68vq1SW75pha4hoWFsZTTz2FlZUVnp6ezJgxw0ivc+fOjB8/nmnTpuHi4kL16tWZM2eOWfl3vwSNfJH96/YQ9utfJEZdY9U7X1NUUERgSJcHkn7HkUGcWLefU7+GkRKdyO/vrqK4oIg2IYEmw187G8uOBb9wdutRtMUak2H+C9oV8bDz3KZfCIU7t1G0ewfa+KvkLluMvqgQ6+5B5UfS69FnpJcemffX6VS26orm/CG0EUfQpydRvG8tek0xysblfI0ryof8bMOh8GkE6mK0l83vdElpt8uIvmRt2EnWpj0UxyRwY/ZydIVFOPav4CunXI7nommkLvsZdcL9z6ySUvung+fp97Q/wW39qFfNmff6BWBtoeT3E6a//p+5mkyL2h4EtayHt4sD7f1q0KNFXc4npN73PZjiYdexe9Hj9d78vvxXTu05TsLFq3w1aSlOHi60ef7pf512VX2vSWm35bPBqI/sQnNsL7obCRRt+BJ9cREWz3QzGd7imW7I7BwoWPkB2rhI9OkpaKPPo7seZ7a2lPW71v96kfjzPpLWhZJ3OZGLU79DW1CM16BnTYbPPBLBzR0nyI9KpOBqMgkrd5AbEY/T03fPfLkXVfV5S2l309E9ufh/+7m84QCZUdc5NGM1msIi/Aea1t7/1ldErtlLekQ8WTFJHJy6EplcjndAY7O1q2pfUcqyJmX7XVX7ilJql0fHdm0ZP3oYXQMDHmi6TzI6vV6y40nDrAG6jh07kpOTw+nTp4GSARY3NzdCQ0MNYcLCwgwDVKdOnSIkJISBAwdy7tw55syZw6xZs/jhhx+M0l20aBHNmzfn9OnTzJo1i2XLlrFlyxY2bNjApUuXWLt2rWEg7sSJEwCsXr2apKQkw/mdJCUl0bhxYyZPnkxSUhJTpkwx/G3GjBlMmDCByMhIunfvTmFhIa1bt+bPP//k/PnzjB49mldffZXjx48b4sycOZOPP/6YWbNmERERwS+//EK1atUADOH27t1LUlISmzZtAiAnJ4dhw4Zx6NAh/v77b3x9fQkKCiInJ6fSeT516lTCwsL4448/2L17N6GhoZUa5Ls96BkeHk6DBg145ZVXGDNmDDNnzuTkyZPo9XrGjRtnCH/w4EGGDh3KhAkTiIiI4JtvvuGHH34wDELeZu7cuYSEhHD27FmCgoIYPHgw6enpAIa82bFjB5GRkXz11VflLmlNTEwkKCiItm3bcubMGb766itWrVrFBx98YBTuxx9/xM7OjmPHjrFw4ULmzZvHnj17Kp1/94PCQkmdpvU4f+iM4Zper+f8obP4tjK/Q313+gq8mtQh+nDpF3y9Xk/M4fPUauX7r9N/XLUrvq+Hm+colSh9/VD/U6bTotejPn0KZaPyO80yGxuc16zH+edfcZjzIQqf2uZryxXIPWqhS4gsc1GPLv4ics+6lbv9xgFoL58EjZkzjKW020KJdeP65B0JN9LOPxKOTYsG5UZzGzcIbXomWb/tNl/zMdBWa7REJqbydH0vwzW5XMbTvl6cvZpiMk5zn2pEXEvjXPxNAK6lZXPoUgIdGtS47/u4k4dex+6BR81qOHu4GOkX5OQTEx71r/Wr6ntNUrsVSuQ166O9FF56Ta9HeykceR3TdUzZ5Gm0cRexGvAGdh/8hO2ML7HsNgBkZi7mkLB+yywUODSrS/rBc0baGQfO4dimcnnu3LEJdvU9yTwaee/AZaiqz1tKu+UWCtya1iHx4IXSi3o9iQcv4NGqfqXSUNpYIbdQUJSZa5Z2le0rSljWJG2/q2pfUUptgeAxxaz1ho6OjrRo0YLQ0FDatGlDaGgoEydOZO7cueTm5pKVlUV0dDSBgSVfV5YsWUKXLl2YNWsWAH5+fkRERPDpp58yfPhwQ7rPPfcckydPNpzHx8fj6+tLhw4dkMlk+Pj4GP7m7l7iA8DJyYnq1auXe6+3l1Pa29sbwqWmlnzNePvtt+nXr59R+LIDeG+99Ra7du1iw4YNPPXUU+Tk5LB06VKWL1/OsGHDAKhXrx4dOnQwuidXV1eje3ruueeMNL799lucnJwICwujd+/e5d77bXJzc1m1ahU///wzXbqUfG3/8ccfqVHj3i/9ESNGEBISAsD06dNp164ds2bNonv37gBMmDCBESNGGMLPnTuXGTNmGOyrW7cu8+fPZ9q0abz//vuGcMOHD2fQoEEAfPTRRyxbtozjx4/To0cP4uPjadmyJW3atAEod3YjwIoVK6hZsybLly9HJpPRoEEDrl+/zvTp05k9ezZyeUmj2qxZM4O+r68vy5cvZ9++fXTrZvor2oPAwdkBhVJBVmqW0fWs1Ey86nn/6/Rtb6Wfe0f6OTezcK/nVU6sB4OU2hXxsPNcrnJEplCiu+MLmy4jA4uatUzG0V5LIHfJQjSxMcjs7LDtPxDHz74kc/RwdKk3K60ts7FHJlegzzcemNfnZyN3Kf8dZrj3arWRu3lTvGdNpTUNcSW0W+msQqZUoEk11takZmJbt6bJODatG+HYvztX+owz+ff/gnZGXiFanR5XBxuj6672NlxJyTIZJ6hlPTLzChnx1TbQ69Ho9Ax4pgEjn2vxr+6lLA+7jt0LRw+nW3p36zu6O/2rtKvqe01Ku2V2KmQKBbqcTKPr+pxMFNVM91FkbtVQuDRDfTKUgm/mIHfzwjrkDVAoKd75fybjmELK+m3hokKuVFB80zjPi29mYetbfp4rHGzocOZr5JZK9Fodl2asIv3AuXLDm6KqPm8p7bZ2cUCuVFBwx/MuSM3Cqb5npdJ46p2B5N/IIPHQhXsHLkNV7StKWdakbL+ral9RSm3Bg0X/BM5kkwqzfdAFBgYSGhqKXq/n4MGD9OvXj4YNG3Lo0CHCwsLw8vLC17fk60pkZCQBAcZTQwMCAoiKijIskwUMAzq3GT58OOHh4fj7+zN+/Hh27/4XMylMcKeeVqtl/vz5NG3aFBcXF+zt7dm1axfx8fEGO4qKigyDZJUlOTmZUaNG4evri6OjIyqVitzcXEO69yImJobi4mKefrp0+Y+Liwv+/vf+8t6sWTPD/2/P9GvatKnRtcLCQrKzswE4c+YM8+bNw97e3nCMGjWKpKQk8vPzTaZrZ2eHSqUiJaXkq9Ibb7zBunXraNGiBdOmTePIkSPl3l9kZCTt2rVDJpMZrgUEBJCbm8u1a9dM6gF4enoa9ExRVFREdna20aHVa8sNLxCUhybyAkV7d6GNjUZz7gzZ895Dn5WJddALj/Q+FE0C0N28Vq6T4AeNVHbL7WzwXDiFG+8tQ5uR/VC1HidtgBMxSaz66wzvBLfn/yYEs2RoFw5eTODbvacf+b08KAKCO/F9xC+GQ/Ef8T8qeHjIZHL0OZkUrVuOLiEGzemDFO3egEVAz4eqK3X9BtDmFnL8uWmc6P4OsQvW4zt3KE7tG0lyL48KqZ7340TzN1+gbp9n2DPqc7RF/32f148rUpa1x6X9rip9Ram1BYJHgdk95s6dO/P9999z5swZLCwsaNCgAZ07dyY0NJSMjAzD7DlzuHMH0latWhEXF8eOHTvYu3cvISEhdO3ald9++83stCuj9+mnn7J06VI+//xzmjZtip2dHW+//bZhwwobGxtTydyTYcOGkZaWxtKlS/Hx8cHKyop27do90I0wysPCotTp9u1BMFPXdDodUDJbb+7cuXfNLASwtrY2me7tdG6n0bNnT65evcr27dvZs2cPXbp04c0332TRokUPxI479UyxYMEC5s6da3Sticqfpk4NK62Zk5GDVqPF0c3YGa2jmxOZNzMrnU555N9K3/6O9B3cHcl5AOk/rtoV8bDzXJedhV6rQe5k7KRZ7uyMLiO9colotWiio1F4mbdsQV+Qi16nRWZr7ORXZqtCn2f6i6wBpSVKv7aoj26pOFw5SGm3JiMbvUaL0s1YW+nmhObm3doWtTyxrFmdGl+XzthFXvKe8o/YSmz3UagTbjz22s521ijkMtJyjB1Kp+UW4OZgui1ZsesUvVrVp98tn1S+ni4UFGuYv/EQI59rgVwuMxnPHB52HbuTU3uOE3261GeP0tLilp4jmWUciDu6OXE1wnw/QWWpqu81Ke3W52Wj12qROzhRtkWWOTihyzHtC0iXnQ5aLehLY+huJCB3dAGFErSV81slZf1Wp2ej02ixdDfOc0t3R4pTMsuPqNdTcCUZgNwLV7H186b2+GDCj0RUSheq7vOW0u7C9Bx0Gi02dzxvGzdH8suZUXWbpmOCaD62N9sHfUx6ZILZ2lW1ryhlWZOy/a6qfUUptQWCxxWzZ9Dd9kP32WefGQbjbg/QhYaGGvzPATRs2JDDhw8bxT98+DB+fn4oFIoKdVQqFS+//DIrV65k/fr1bNy40eDrzMLCwmgG3r/l8OHD9OnThyFDhtC8eXPq1q3L5culPyx8fX2xsbFh3759JuNbWloC3HVPhw8fZvz48QQFBRk2yri9zLYy1KtXDwsLC44dO2a4lpGRYXRvD4pWrVpx6dIl6tevf9dxe7lpZXB3d2fYsGH8/PPPfP7553z77bcmw93euKLsdNjDhw/j4OBQqSW85TFz5kyysrKMjkaOfmaloVVriDsXQ+OA0tl7MpmMxgFNifrn0n3fW2n6Wq6fj6Ne+1LfCjKZjHrtGxP/T9S/Tv9x1a74vh5unqPRoIm6jEXL1qXXZDIsWrRCE1HJZSdyOYo6ddClm7krmE6LLiUeec2yg8Qy5DUboEuKrTCqwq81KJRoLh6rMFy5SGm3WkPhhWjs2pXZqVAmw7ZdCwrCL94VvDgmgdhebxDXZ5zhyP3rGPnHzhLXZxzqG2Y4XJZQ20KpoKG3G8ejS53Q63R6jkdfp5mPh8k4hWoNd75m5bc+ojyobesfeh27g8K8QpKv3jAciVEJZKSkG+nb2NtQr4Xvv9avqu81Se3WatAlRKPwM65jCv/m6OLurmMA2thI5G6eUGbmvNzDG11WWqV/QAOS1m+9WkvO2VhcOpauSEAmw7ljE7JOVj7PZXIZckvzvpFX1ectpd06tZbUc3F4dyjjC0smw6tDY1L+iS43XrM3etFqQjA7X11I6tn7+wBRZfuKEpY1SdvvqtpXlFJb8EDRS/jvScPsGXTOzs40a9aMtWvXsnz5cgA6depESEgIarXaaAbd5MmTadu2LfPnz+fll1/m6NGjLF++nBUrVlSosWTJEjw9PWnZsiVyuZxff/2V6tWr4+TkBJT4Ntu3bx8BAQFYWVnh7Gz+1uVl8fX15bfffuPIkSM4OzuzZMkSkpOTadSoZPmBtbU106dPZ9q0aVhaWhIQEMDNmze5cOECr7/+Oh4eHtjY2LBz505q1KiBtbU1jo6O+Pr68tNPP9GmTRuys7OZOnWqWbPx7O3tef3115k6dSqurq54eHjw7rvvmjVgVllmz55N7969qVWrFv3790cul3PmzBnOnz9/18YNFaXRunVrGjduTFFREdu2baNhQ9Mz18aOHcvnn3/OW2+9xbhx47h06RLvv/8+kyZN+lf2WVlZYWVlZXRNIat4MNgU27/bwv8Wjyf2bAwxZ6Lo+VpvrG2tCfvV9CCtuRz8bjsDFv+PxHOxJITHEPB6TyxtrTn1axgAAxa/QXZyOrsWri+xwUKBh2+NW/9XoqrmgmcjH4rzCkm7mvyf0a6Ih53nBZs24DBlJprLF9Fcuoh13/7IrG0o3L0DAPup76BLvUn+6pUA2AwehibyAtrricjs7bHtPwiFR3Vydm4zW1vzz14snx+OLvkKuhtXULbqgszCEk1EyTJwy+eHo8/LRH34d6N4ysYBaGPCoTDvP2l3+urNeH4yiYLzURSevYzzsD7IbazI2liy0YvnwsloktO4ufgH9MVqiqOuGsXXZZc41b7z+uOu/WrHJszacIBGNdxoUtOdtYfOU1CsoU+bko8F760Lw8PRlvE92wLQqWEtfj54ngZerjSt5UF8ajYrdp+iU8NaKB7g+/5h17F7sXPVNvq+NYAbcUncTEhmwORXyExJ5+Tu+/xRUYaq+l6T0u7i/b9jPWQi2oQodFcvY9G5DzJLa9TH9gJgPWQSuqw0irf+CID60HYsO/XGqt9oig9sRe7uhWW3AagPbDXbbinrd/zXf9Jo2Viyw2PIPh1DrdFBKGytSFoXCkCjL96k6EY6MR+W+L7yGR9MTngM+VeTkVta4NalJdX7d+TS9FVma1fV5y2l3ee+3UHgZ2O4eSaOm+ExNBnZAwsbKy6vL9Hu/PkY8m5kcOLjDQA0H9ub1pNf4q+3VpCTkGqYfafOK0STX/SfsbuqljUp2++q2leUUrs88vMLiL923XCeeD2Zi5djcFQ54Fnd9GCtQPCguC+nMIGBgYSHhxtmy7m4uNCoUSOSk5ON/KO1atWKDRs2MHv2bObPn4+npyfz5s0z2iDCFA4ODixcuJCoqCgUCgVt27Zl+/bthoGbxYsXM2nSJFauXIm3tzdXrly5HzMMvPfee8TGxtK9e3dsbW0ZPXo0wcHBZGWVTimeNWsWSqWS2bNnc/36dTw9Pfnf//4HgFKpZNmyZcybN4/Zs2fTsWNHQkNDWbVqFaNHj6ZVq1bUrFmTjz76yGgzisrw6aefkpubywsvvICDgwOTJ082uq8HRffu3dm2bRvz5s3jk08+MSxfHjlyZKXTsLS0ZObMmVy5cgUbGxs6duzIunXrTIb19vZm+/btTJ06lebNm+Pi4sLrr7/Oe++996BM+lf8ve0wKlcV/ScNxMndmasRcXw8dB7ZqQ8m789t+xt7FxVdJ/bHwd2JpMirrB72MbmpJf5xnLxd0ZeZqu9QzZnx2xcYzjuN6U2nMb2J/TuClQMrN4D6OGhXxMPO8+Kw/eQ5OmE79DXkzi5oYqPJfneqYWt2hbsHlFk+Lbe3x/7tqcidXdDn5qCJukzmxDfRxpv/g057+SRqG3ss2r2IzFaFLvUaRb8vg1vOgGUqF7jjC5DMuRoKb18KN31+3zaDtHbnbD+AwkWF+/hXUbg7UxQZS8Lrs9GmZQJg4elupP0gkVK7e4u6ZOQV8tXuU6TmFODv5cqK17sbHE8nZeYa+d8c1aUFMhl8uesUKVn5ONtb06lhLcb1aF2exH3xsOvYvdj69WasbK0ZueANbFV2XD4ZycdD56N+AL6Zqup7TUq7NacPUmTviFXQEGQqZ3TXYsn/ajb6W87dZc7uyMto6zNTyV8xG+t+I7GbsRx9VhrqsC0U791ott1S1u+UP45i6aqi7rQQrDycyLlwhfBBCwwbR1h7u6Ivo62wtcL/k9ex8nRFV1hMXnQiF95cTsofR83WrqrPW0q7Y7cew9pVRespL2Hr7khaxFV2vLqQglvadt5u6HWl7XfDV7ugsLKg27cTjNI5tWQT/yzZ9J+xu6qWNSnb76raV5RSuzzOX4zitbemG84XflGyIqxPz658+N7k8qJVacQmEQ8OmV7kpuAJ5xWfvpJp+8juz3/hf52r+oJ7B3pILGtQSZ8VDwHbng0k087fYXrpx6MgNc7u3oGeQHw+7SyZ9uvjzf9x/yQg5TtVyvealHa/86I0GysAJO58OINsldLOcrh3oIfEXhvzZ/4/KKR83h9tUUmmXVfz4FenVJZYpXTlXEqkLGvKLp0k09bHxUimLWVfUUoc166WTNvCra5k2o8SSyvpfAAWF127d6D/ENK1RgKBQCAQCAQCgUAgEAgEAoHg/pa4CgQCgUAgEAgEAoFA8P/snXlYTev7/9+7UfOcIWkglIo6HRxDlJA5QxmiKDPpKOMxp0Mc83CEHJUpjnksQ0oSIk2mRspMhEqa7t8fnda3bcfn8/39evbyO9bruvalnu3qvdbaa6/1rPu57/ctICDwYyMUZdYfQgadgICAgICAgICAgICAgICAgIAAjwgZdAICAgICAgICAgICAgICAgIC/2uE/Ln6Q8igExAQEBAQEBAQEBAQEBAQEBAQ4BMSEBCok9LSUlqyZAmVlpYK2oK2oC1oC9qCtqAtaAvagragLWgL2oK2gAAzRESCo5+AQF18+PABGhoaeP/+PdTV1QVtQVvQFrQFbUFb0Ba0BW1BW9AWtAVtQVtAgAlCiauAgICAgICAgICAgICAgICAgACPCAE6AQEBAQEBAQEBAQEBAQEBAQEBHhECdAICAgICAgICAgICAgICAgICAjwiBOgEBL6CoqIilixZAkVFRUFb0Ba0BW1BW9AWtAVtQVvQFrQFbUFb0BYQYIbQJEJAQEBAQEBAQEBAQEBAQEBAQIBHhAw6AQEBAQEBAQEBAQEBAQEBAQEBHhECdAICAgICAgICAgICAgICAgICAjwiBOgEBAQEBAQEBAQEBAQEBAQEBAR4RAjQCQgICAgI/AshIuTl5aG0tJTvTREQYIZwnkufyspKXLlyBYWFhXxvioCAgICAwL8KIUAnIPANpD35zMrKQlRUFD59+gSg+sGDJRUVFQgICMCTJ0+Y6nyPfPr0CSUlJdzvjx8/xoYNG3D+/Hket4o9OTk5fG8CLyxZsgSPHz/mezOkChGhRYsWyM/Pl7p2RUUFwsPD8fLlS6lrl5eXo3nz5rh//77Utfncbz6v53wecz7P8/LycsjJySE9PV3q2nx+3rKysujVqxfevXsnde3vhbKyMjx8+BAVFRVS0ePz2vK98eHDBxw/fpyX6400KS4u5nsTeGH37t1i83MBgR8NIUAnIPAPq1atwsGDB7nf3dzcoKOjAwMDA6SkpDDVLigogJOTE1q2bIm+ffvi+fPnAABvb2/4+/sz05WTk8Mff/whtQlmXdy6dQtz5szBiBEjMGTIELEXSwYNGoTw8HAA1YHYDh06YO3atRg0aBC2bdvGVDsyMhJXr17lft+6dSvatWuHUaNGMX/gadGiBRwcHLB3716pZ5yEhYXhzJkz3O9z5syBpqYmOnXqxDx4duLECTRv3hw9evTA/v378fnzZ6Z6tamsrMSuXbswatQoODk5wdHRUezFChkZGZiZmaGgoICZxteQk5PD5MmTeclqkpeX5y2bis/95vN6zucx5/M8l5eXR7NmzVBZWSl1bb7v35aWlrwt+PB5LykpKYG3tzeUlZXRpk0b5OXlAQB8fHwQFBTETJfPa0sNT548wZ9//ol58+bBz89P7MUSNzc3bNmyBUD14qqdnR3c3NxgbW2NI0eOMNVOSkpCWloa9/uJEyfg4uKC3377DWVlZUy1GzZsCC8vL7H5orTgc546b948NGrUCN7e3rh27RpTrbq4dOkSfvvtN4wfPx5eXl5iLwEBaSAE6AQE/iE4OBiGhoYAgAsXLuDChQs4d+4c+vTpg9mzZzPVnjlzJuTk5JCXlwdlZWVufPjw4YiMjGSq7ejoiNjYWKYaXyMiIgKdOnXC/fv3cezYMZSXl+Pu3buIjo6GhoYGU+2kpCR07doVAHD48GE0bNgQjx8/Rnh4ODZt2sRUe/bs2fjw4QMAIC0tDf7+/ujbty9yc3OZT3STkpJgbW0NPz8/NGrUCJMmTcLNmzeZatawYsUKKCkpAQASEhKwdetWrF69Grq6upg5cyZT7eTkZCQmJqJNmzbw9fVFo0aNMGXKFCQmJjLVBQBfX1/4+vqisrISlpaWaNu2rdiLJUFBQZg9ezYvGT7t27dHcnKy1HUBYNq0aVi1ahUvwQs+95vP6zmfx5zP83zBggX47bff8PbtW6lr8/l5BwYGYtasWTh9+jSeP3+ODx8+iL1Ywue9ZP78+UhJSUFMTAwaNGjAjTs5OYkt8rKAz2vLpUuX0KpVK2zbtg1r167F5cuXsXv3bvz111/Mt+nKlSvcfO3YsWMgIhQWFmLTpk0IDAxkqj1p0iRkZGQAqK5AGDFiBJSVlfH3339jzpw5TLX37t2Lt2/fwtHRES1btkRQUBCePXvGVLMGPuepT58+RVhYGN68eYPu3bujdevWWLVqFV68eMFUFwCWLVuGXr164dKlS3jz5g3evXsn9hIQkAYiYl1DJyDw/wlKSkrIyMiAoaEhfH19UVpaiu3btyMjIwMdOnRgemFu1KgRoqKi0LZtW6ipqSElJQWmpqbIycmBtbU1ioqKmGkHBwdj2bJlcHd3x08//QQVFRWx9wcOHMhM29raGpMmTcK0adO4/TYxMcGkSZPQuHFjLFu2jJm2srIyHjx4gGbNmsHNzQ1t2rTBkiVLkJ+fj1atWjFNr1dVVUV6ejqMjY2xdOlSpKen4/Dhw0hKSkLfvn2lMgmpqKjAyZMnERoaisjISLRs2RJeXl4YM2YM9PT0mGjWPuZz587F8+fPER4ejrt376J79+54/fo1E90vKS8vx6lTp7B7925ERUWhdevW8Pb2xtixY5kEhnV1dREeHo6+ffvW+9/+T2hpaaGkpAQVFRVQUFDgHmprYBlUOHToEObPn4+ZM2fWeW2xtrZmpj148GBcunQJqqqqsLKyktA+evQoM20+95vP6zmfx5zP89zGxgZZWVkoLy+HkZGRxH4nJSUx0+bz85aR+Z81fpFIxP1MRBCJREyzCvm8lxgZGeHgwYPo2LGj2HwtKysLtra2TIOTfF5b2rdvjz59+mDZsmXcfuvr68Pd3R3Ozs6YMmUKM+3a83MPDw80adIEQUFByMvLg4WFBdM5soaGBpKSktC8eXOsWrUK0dHRiIqKQnx8PEaMGCGV0vrXr19jz549CA0Nxf3799G7d294eXlh4MCBkJOTY6L5PcxTAeDly5fYu3cvwsLC8ODBAzg7O8Pb2xsDBgwQuwbVF40bN8bq1asxZsyYev/bAgL/LWy+1QIC/x+ipaWF/Px8GBoaIjIykluVIyLm5SvFxcVimXM1vH37FoqKiky1p06dCgBYt26dxHusJ9nZ2dno168fAEBBQQHFxcUQiUSYOXMmHB0dmQboWrRogePHj2Pw4MGIioriVt1fvXoFdXV1ZrpA9b7WBAAvXrwIDw8PAIC2tjbzzIMa5OTkMGTIEPTr1w9//vkn5s+fj1mzZuG3336Dm5sbVq1ahcaNG9erpqqqKgoKCtCsWTOcP3+eW4Vt0KAB57soDYgI5eXlKCsrAxFBS0sLW7ZswaJFi7Bz504MHz68XvUUFBTQokWLev2b/y0bNmzgRRcARowYAQCYMWMGNyYSiaTyAK+pqYmhQ4cy+/vfgs/95vN6zucx5/M8d3Fx4U2bz8/78uXLzP72f4LPe8nr16+hr68vMV4zf2EJn9eW+/fv48CBAwCq5w+fPn2CqqoqAgICMGjQIKYBOkNDQyQkJEBbWxuRkZGIiIgAALx7904si5EFRISqqioA1fO1/v37c9v05s0bpto16OnpcaXEmzdvxuzZs3H27Fno6upi8uTJmDdvXp3PEP8vfA/zVKC6zLdLly7IyMhARkYG0tLS4OnpCS0tLezevRvdu3evV72ysjJ06tSpXv+mgMD/FiFAJyDwD0OGDMGoUaM4L5s+ffoAAO7cucP84bpr164IDw/H8uXLAVRPuKqqqrB69Wo4ODgw1a6ZePCBlpYWPn78CAAwMDBAeno6rKysUFhYyNwgdvHixRg1ahRmzpyJHj164JdffgEAnD9/HjY2Nky1u3TpAj8/P3Tu3Bk3b97kymIyMjLQtGlTpto13Lp1C3/99RciIiKgoqKCWbNmwdvbG0+ePMGyZcswaNCgei997dmzJ8aPHw8bGxtkZGRwGWV3796FsbFxvWrVxe3bt7F7924cOHAAioqK8PDwwNatW7nv9+bNmzFjxox6D9D5+/tj48aN2LJlC/MHuC/x9PSUql5tcnNzedPevXs3b9p87jef13M+jzmf5/mSJUt40+bz8+7WrRtv2nzeS+zs7HDmzBn4+PgA+J/swZCQEG4ewQo+ry0qKiqc51rjxo2RnZ2NNm3aAADzQNWvv/4Kd3d3qKqqwsjIiAvKXLlyBVZWVky17ezsEBgYCCcnJ8TGxnIexbm5uWjYsCFT7RpevnyJsLAwhIaG4vHjxxg2bBg3X1u1ahWuX79e7w3O+J6nvnz5Env27MHu3buRk5MDFxcXnD59Gk5OTiguLkZAQAA8PT3r3XNy/Pjx2L9/PxYtWlSvf1dA4H+DEKATEPiH9evXw9jYGPn5+Vi9ejVUVVUBAM+fP+dWqVmxevVq9OjRA7du3UJZWRnmzJmDu3fv4u3bt4iPj2eqXZvS0lLmq5G1sbe3x4ULF2BlZQVXV1f4+voiOjoaFy5cQI8ePZhqDxs2DF26dMHz58/FfMB69OiBwYMHM9XesmULpk6disOHD2Pbtm0wMDAAAJw7dw7Ozs5MtdetW4fdu3fj4cOH6Nu3L1d6WVMqYGJigtDQUCYPOVu3bsXChQuRn5+PI0eOQEdHB0B14GzkyJH1rlcbKysrPHjwAL169cKuXbswYMAAyMrKiv2fkSNHwtfXt961r169isuXL+PcuXNo06YN5OXlxd5nWfoHVDepqN3xrk2bNhg4cKDE/tc3RkZGTP/+f8Pr16/x8OFDAECrVq2YlW/X5nvYbz7h45gD/J3nNdy+fVtMm/VCz/dAYWEhdu3aJbbfXl5ezD1k+byXrFixAn369MG9e/dQUVGBjRs34t69e7h27RpzP0A+ry0dO3bE1atXYW5ujr59+8Lf3x9paWk4evQoOnbsyFR76tSpaN++PfLz89GzZ09uvmJqasrcg27Dhg1wd3fH8ePHsWDBAm5B7/Dhw8wzrY4ePcpZcVhYWGDq1KkYPXo0NDU1uf/TqVMnmJub17s2n/PUAQMGICoqCi1btsSECRPg4eEBbW1t7n0VFRX4+/vjjz/+qHft0tJS7NixAxcvXoS1tbXEfK2ubGUBgfpG8KATEPhOeP/+PbZs2YKUlBQUFRXB1tYW06ZNq/cywy+prKzEihUrEBwcjJcvXyIjIwOmpqZYtGgRjI2N4e3tzUz77du3KC0tRZMmTbiMwWvXrsHMzAwLFy6ElpYWM+0v+fDhA6Kjo9GqVSsmk53vBTMzM3h5eWHs2LFfPbfKyspw4MCBes9KycvLQ9OmTSV8Q4gI+fn5aNasWb3q1Wb58uXw8vLiJpnSZNy4cd98n2XmUVZWFvr27YunT5+iVatWAICHDx/C0NAQZ86cQfPmzZlpA9Vl7Bs2bOAe4C0sLODr68tct7i4GD4+PggPD+eyjGRlZeHh4YHNmzfXeznQl/C13wAQGxuLNWvWiGnPnj2bM1lnBZ/HnM/z/NWrVxgxYgRiYmK4B+fCwkI4ODggIiKCeYCSr8/71q1b6N27N5SUlNC+fXsAQGJiIj59+oTz58/D1taWqT6f5OTkYOXKlWLztblz5zLP5gKAPXv2IDg4GLm5uUhISICRkRE2bNgAExMTDBo0iJluTk4OioqKYG1tjeLiYvj7+3PztXXr1kk1eFhZWYm0tDQYGRlJdZ5Ym9LSUsjKykoEcOoTDQ0NjBgxAuPHj8fPP/9c5//59OkTVq9ezWsmb33j7e2N8ePHfzMjlYiQl5dX7+fdt6qWRCIRoqOj61VPQKBOSEBAgIiIwsLCvvliRVlZGTk6OlJGRgYzjW+xbNkyMjU1pb1795KSkhJlZ2cTEVFERAR17NiRl22SBq6urrR582YiIiopKSEzMzOSl5cnOTk5Onz4MFPt27dvU2pqKvf78ePHadCgQTR//nz6/PkzU+3c3FyqrKyUGK+qqqLHjx8z1ZaRkaGXL19KjL9584ZkZGSY6ZaVlZGpqSndu3ePmcb3Sp8+fcjZ2ZkKCgq4sTdv3pCzszP17duXqXZkZCQpKChQ+/btaebMmTRz5kxq3749KSoq0vnz55lqT5w4kUxNTens2bP0/v17ev/+PZ05c4aaN29OkydPZqrN537v2bOH5OTkyM3NjTZu3EgbN24kNzc3kpeXp3379jHV5vOY83meu7m5kZ2dndj15e7du2RnZ0cjRoxgqs3n592lSxcaO3YslZeXc2Pl5eXk6elJXbt2ZaodGxv7zRcrysrKaNy4cZSTk8NM41v8+eefpKurS4GBgWLztd27d1P37t152SZp4OvrSyEhIUREVFFRQZ07dyaRSEQqKip0+fJlptp5eXmUn5/P/X7jxg3y9fWl7du3M9UlIiouLmau8TX4nK/x+UwkIPA9IAToBAT+QVNTU+yloqJCIpGIFBUVSUtLi6m2rq4ubzej5s2b08WLF4mISFVVlZvw3b9/nzQ1NZnrZ2Vl0YIFC2jEiBHcZODs2bOUnp7OVLdhw4aUnJxMRET79u2jFi1aUHFxMf3555/Url07ptp2dnZcEDA7O5saNGhAI0eOpBYtWpCvry9Tbb4mXUREIpGoTu1Hjx6RsrIyU+0mTZrwHqB79eoVxcXFUVxcHL169UoqmsrKymLB4BqSk5NJRUWFqXa7du1o7ty5EuNz584lGxsbpto6Ojp1PrhFR0eTrq4uU20+97t169a0bt06ifG1a9dS69atmWrzecz5PM/V1dXp5s2bEuM3btwgDQ0Nptp8ft4NGjSg+/fvS4zfvXuXlJSUmGqLRCKJl4yMDPdiibq6Om8BOnNzczp27BgRic/X0tLSSEdHh7n+u3fvaOfOnTRv3jwuGH779m168uQJU10DAwNKTEwkIqJjx45RkyZN6OHDh7Rw4ULq1KkTU+0uXbpQeHg4ERE9f/6c1NXV6ZdffiFdXV1atmwZU+3vcb729OlTatCgAVNtPp+JapOfny8WnBUQkBb1359YQOD/U969eyf2KioqwsOHD9GlSxeucxUrRo8ejV27djHV+BpPnz6tswlGVVUVysvLmWrHxsbCysoKN27cwNGjR1FUVAQASElJYZ6u//79e87TIjIyEkOHDoWysjL69euHzMxMptoZGRlo164dAODvv/+Gvb099u/fj9DQUBw5coSpNn3F1aCoqIiZ/2BN9zGRSITFixdzv/v5+cHX1xfDhw/njgcrpk2bhlWrVqGiooKpTl0UFxfDy8sLjRs3hr29Pezt7dGkSRN4e3szb4aiqKjINWKpTVFRERQUFJhq379/v84SeS8vL9y7d4+pdklJSZ0G3vr6+syPOZ/7nZOTgwEDBkiMDxw4kLnBPJ/HnM/zvKqqqs4yN3l5eeZNHPj8vNXV1ZGXlycxnp+fDzU1NabaX87XXr16hcjISPz888/1bpb/JS4uLjh+/DhTja+Rm5tbp7ehoqIiiouLmWqnpqaiZcuWWLVqFdasWYPCwkIA1T5p8+fPZ6r95s0bNGrUCABw9uxZuLq6omXLlvDy8kJaWhpT7fT0dK6E+9ChQ7C0tMS1a9ewb98+hIaGMtX+2nzt8+fPzK5rmzZtwqZNmyASiRASEsL9vmnTJqxfvx7Tpk1D69atmWjXwOczUVVVFQICAqChoQEjIyMYGRlBU1MTy5cv57Upj8CPhdAkQkDgG5iZmSEoKAijR4/GgwcPmOlUVFTgr7/+wsWLF/HTTz9BRUVF7H2WpqQWFhaIi4uT8HE4fPgwc5PrefPmITAwEH5+fmITekdHR2zZsoWptqGhIRISEqCtrY3IyEhEREQAqJ74s26UQUTcjf7ixYvo378/t02suqH5+fkBABckq+0HVVlZiRs3bjALkt25cwdA9X6npaWJTSwVFBTQtm1bzJo1i4l2DYmJibh06RLOnz8PKysrie8Yy0YNfn5+iI2NxalTp9C5c2cA1Y0jZsyYAX9/f64rHAv69++PiRMnYteuXdxDxo0bNzB58mQMHDiQmS4A6OnpITk5GWZmZmLjycnJ0NfXZ6r9yy+/YMmSJQgPD+e+z58+fcKyZcuYd1rkc78NDQ1x6dIliUWXixcvwtDQkKk2n8ecz/Pc0dERvr6+OHDgAJo0aQKgeuGrpkM4S/j8vIcPHw5vb2+sWbOGM8uPj4/H7NmzmTdqqKsJRc+ePaGgoAA/Pz/cvn2bmbaZmRkCAgIQHx9f53xtxowZzLRNTEyQnJwsMV+LjIxk7p3r5+eHsWPHYvXq1WLztb59+2LUqFFMtRs2bIh79+6hcePGiIyM5O6ZJSUlzJvAlJeXQ1FREUD196rmetK6dWs8f/6cieamTZsAgAuS1TStA6rna1euXGEWJFu/fj2A6vlacHCw2PFVUFCAsbExgoODmWjXwOcz0YIFC7Br1y4EBQWJzdeWLl2K0tJS/P7778y0BQRqEAJ0AgL/ATk5OTx79oypRnp6OmeonJGRIfaeSCRiqr148WJ4enri6dOnqKqqwtGjR/Hw4UOEh4fj9OnTTLXT0tKwf/9+iXF9fX1mgaoafv31V7i7u0NVVRXNmjVD9+7dAQBXrlxhbvRsZ2eHwMBAODk5ITY2lpts5ubm1pmBUh/wGSS7fPkygOpmCRs3boS6ujoTnW+hqamJoUOHSl0XAI4cOYLDhw9z5xhQ/VCjpKQENzc3pgG6TZs2wdPTE7/88guX5VNRUYGBAwdi48aNzHQBYMKECZg4cSJycnLEHuBXrVrFBYxZsWHDBjg7O6Np06Zcl+aUlBQ0aNAAUVFRTLX53G9/f3/MmDEDycnJYtqhoaHMP28+jzmf5/mWLVswcOBAGBsbc0Gx/Px8WFpaYu/evUy1+fy816xZA5FIBA8PDy4zWV5eHlOmTEFQUBBT7a/RsGFDroMwK3bt2gVNTU3cvn1bIhAoEomYBuj8/Pwwbdo0lJaWgohw8+ZNHDhwACtXrkRISAgzXaB6kWv79u0S4wYGBnjx4gVT7XHjxsHNzQ2NGzeGSCSCk5MTgOogPOtsrjZt2iA4OBj9+vXDhQsXsHz5cgDAs2fPuO7B9Q2fQbKazFsHBwccPXqUlyYc33omYk1YWBhCQkLEFnasra1hYGCAqVOnCgE6AakgdHEVEPiHkydPiv1ORHj+/Dm2bNkCQ0NDnDt3jqctY09cXBwCAgLEOpItXrwYvXr1YqrbtGlTHDp0CJ06dYKamhpSUlJgamqKY8eOYdasWcjOzmaqf+vWLeTn56Nnz57cCuWZM2egqanJrZyxIDU1Fe7u7sjLy4Ofnx9Xzuvj44OCgoI6g5b1BZ9Bsh8VZWVl3L59WyLD4e7du2jfvj2z0iT6pzuunp4enj59ynV5NDc3r7OsnYX+hg0bsHbtWm6Ro0mTJpg9ezZmzJjBfPGhpKQE+/bt47Kfzc3N4e7uDiUlJaa6fO/3sWPHsHbtWrHPe/bs2Uw7PNbAxzHn+zyv2YaLFy+K7XdNEIE1fHzelZWViI+Ph5WVFRQVFbl7dfPmzZl3SAaq76G1qZmvBQUFoaKiAlevXmW+DXyxb98+LF26lDvmTZo0wbJly+osq69P9PX1ERUVBRsbG7H52oULF+Dl5YX8/Hym+ocPH0Z+fj5cXV3RtGlTANXBFE1NTabnekxMDAYPHowPHz7A09MTf/31FwDgt99+w4MHD5hm3/MZJPtRadCgAVfOXZuHDx+iXbt2+PTpE09bJvAjIQToBAT+QUZG3JJRJBJBT08Pjo6OWLt2LRo3bszTlv17mTVrFm7cuIG///4bLVu2RFJSEl6+fAkPDw94eHhIpW18WVkZcnNz0bx5c8jJ8ZtUXFpaCllZ2Tr9jP4NFBcXIygoCJcuXcKrV68k/DxycnKYaTs6OuLo0aPQ1NQUG//w4QNcXFwQHR3NTLtHjx7Q0dGRKP3z9PTE27dvcfHiRSa6VVVVaNCgAe7evStRbsmaiooK7N+/H71790bDhg05fzDW3lRAdUlS69atcfr0aeZlX1/C535XVFRgxYoV8PLy4h5gpQWfx5zP87y8vBxKSkpITk6GpaWlVLX5/LyB6gfZ+/fvw8TEROraMjIyEIlEEh5dHTt2xF9//cU8q+p7oKSkBEVFRczL5msYP348CgoKcOjQIWhrayM1NRWysrJwcXGBvb09NmzYIJXtKC0tZW5D8iWVlZX48OGDWKDs0aNHUFZWltrxlzaVlZUIDQ396nyN5ZzJy8sLGzdulLhvFhcXw8fHhwuSsqBDhw7o0KEDV2Zcg4+PDxITE3H9+nVm2gICNQgBOgGB7wAHB4dvZlWwvBGampoiMTFRIlW/sLAQtra2TIMmZWVlmDZtGkJDQ1FZWQk5OTlUVlZi1KhRCA0NZeotUlJSAh8fH4SFhQGoTqM3NTWFj48PDAwMMG/ePGbaQPXxPXz4MLKzszF79mxoa2sjKSkJDRs2hIGBQb1qDRkyBKGhoVBXV8eQIUO++X9ZrgaPHDkSsbGxGDNmDFeqUhtfX19m2jIyMnjx4oXEZPrVq1cwMDBg2hAlPT0dvXv3xufPn+ss/WvTpg0z7TZt2mDXrl3o2LEjM42voaysjPv370v4JUkDAwMDXLx4UerBIoDf/VZVVUV6ejqMjY2lrs3nMefzPK/J+q75bksTPj9vOzs7rFq1irnPXl08fvxY7HcZGRno6elJJXDj5eX1zfdZBg/4XGh6//49hg0bhlu3buHjx49o0qQJXrx4gV9++QVnz56V8AmrTyorK7FixQoEBwfj5cuX3Hxt0aJFMDY2Zp49WFFRgZiYGGRnZ2PUqFFQU1PDs2fPoK6uLuYPVx/4+flh+fLlUFFR+Y+WCCy92KZPn47Q0FD069evzvlaTRkuC2RlZfH8+XOJ+VpNsxCWzb5iY2PRr18/NGvWjPNOTUhIQH5+Ps6ePYuuXbsy0xYQqEHwoBMQ+A740py/vLwcycnJSE9Ph6enJ1PtR48eobKyUmL88+fPePr0KTNdIsKLFy+wadMmLF68GGlpaSgqKoKNjY1UsiDmz5+PlJQUxMTEwNnZmRt3cnLC0qVLmQboUlNT0aNHD2hqauLRo0eYMGECtLW1cfToUeTl5SE8PLxe9TQ0NLjJlbq6OvMSu69x7tw5nDlzhmn58JfULoW6d++emFdOZWUlIiMj6z0g+iWWlpbIzMwUK/0bOXKkVMotg4KCMHv2bGzbtk3qGT7t27fHnTt3eAlU1XTtDQkJkXpmLJ/73aNHD8TGxvISsOHzmPN5ni9YsAC//fYb9uzZw3UGlxZ8ft6BgYGYNWsWli9fXqeRO0sbBT6+WzW8e/dO7Pfy8nKkp6ejsLAQjo6OTLVjYmJQVlYmMV5aWoq4uDim2hoaGrhw4QLi4+PF7FCkUcr9+++/IywsDKtXr8aECRO4cUtLS2zYsIFpgO7x48dwdnZGXl4ePn/+jJ49e0JNTQ2rVq3C58+f690L7s6dO9yCYY13cF2wnsdFRETg0KFD6Nu3L1Od2nz48AFEBCLCx48fxQLulZWVOHv2LPOMxW7duiEjIwNbt27l5mtDhgzB1KlTuSZAAgKsETLoBH5ovpeVqq+xdOlSFBUVYc2aNfX+t2s891xcXBAWFibWFa2yshKXLl3ChQsXmBku81mWBFRP8A8ePIiOHTuK+alkZWXB1tYWHz58YKbt5OQEW1tbrhtajfa1a9cwatQoPHr0iJk2n5iYmODs2bNSzbCpKYUCIFEOBQBKSkrYvHnzf8yK+P8VLS0tlJSUoKKiAgoKChIBwbdv3zLTPnToEObPn4+ZM2fW+QBvbW3NTHvw4MG4dOkSVFVVpd61l8/9Dg4OxrJly+Du7l6nNsuOpnwecz7PcxsbG2RlZaG8vBxGRkYS+52UlMRMm8/Pu7YtSO1gARFBJBLVufD3/8KmTZswceJENGjQQKL87EtYNmqoi6qqKkyZMgXNmzfHnDlz6v3v1yw0tWvXDtHR0WKB4JqFpu3btzObO/BZyg0ALVq0wPbt29GjRw+xOdODBw/wyy+/SARN6xMXFxeoqalh165d0NHR4bRjYmIwYcIEZGZmMtPmkyZNmiAmJkbCi40ltedrdSESibBs2TIsWLBAatskIMAHQoBO4IfGwcEBx44dg6amJhwcHL76/0QiEdPSga+RlZWF9u3bM3m4qJlc1+XjIi8vD2NjY6xduxb9+/evd+0a+C6/S09Ph6mpqdiELyUlBfb29nj//j0zbQ0NDSQlJaF58+Zi2o8fP0arVq1QWlrKTDswMBDu7u68+Abt3bsXJ06cQFhYmFSMxIHq1W8igqmpKW7evAk9PT3uPQUFBejr6zMppT558iT69OkDeXl5iQY0X8LyIbqmhPtrsMzQ/dLXE/if6w2LB/jajBs37pvv7969m5k2n/tdl3btbfi3HnM+z/Nly5Z9832WXqp8ft6xsbHffL9bt271qmdiYoJbt25BR0fnm/cvkUjE1Jrjazx8+BDdu3fH8+fP6/1vfw8LTXyWcispKeHBgwcwMjISmzPdu3cP7du3R1FRETNtHR0dXLt2Da1atRLTfvToESwsLFBSUsJMe+/evRgyZIjU5ku1Wbt2LXJycrBlyxapVV3ExsaCiODo6IgjR46IBaIVFBRgZGTEJIstNTUVlpaWkJGRkWhA8yUsF9gEBGoQSlwFfmguX75c58/fCwkJCcw8VWoMX01MTJCYmAhdXV0mOt+Cz7IkOzs7nDlzBj4+PgD+JwMgJCSE851ghaKiYp0ZehkZGWIBJBb8/fffWLJkCTp06IDRo0fDzc1Nap/92rVrkZ2djYYNG8LY2FiiGQaLTJOaUqgvDY5Z4+Liwnneubi4fPX/sXyILi8vR2xsLBYtWsRLQDY3N1fqmkC1X5CDgwN69eqFRo0aSV2fr/0GpH+e18DnMefzPK+oqIBIJOKtUQNfn3d5eTkCAgIQHBwstQz42t8rPr9jXyM7O5uZN1Zubi4vC0214bOU28LCAnFxcRKlzYcPH4aNjQ1T7aqqqjrv0U+ePGHe/GfmzJmYPHkyBg4ciNGjR6N3797MP+carl69isuXL+PcuXNo06aNxHyNRUZ0TVA/NzcXzZo1k1pgsF27dtx8rV27dnUmLgDsFz0EBGoQMugEBL4DvjTuJyI8f/4ct27dwqJFi6TSzRSQfncsPsuSrl69ij59+mD06NEIDQ3FpEmTcO/ePVy7dg2xsbH46aefmGnz3Q3t7t272LdvHyIiIvDkyRP07NkT7u7ucHFxYbpSy2emCQDs2bMHwcHByM3NRUJCAoyMjLB+/XqYmppi0KBBTLX5QkNDA8nJyVIPXPDZ1RPgr1EDn/vNdxkan80x+DrPgeoOvWlpaVL3geP789bT08O1a9d4sajgky/tUGrma2fOnIGnpye2bNnC05axhc9S7hMnTsDT0xPz589HQEAAli1bhocPHyI8PBynT59Gz549mWkPHz4cGhoa2LFjB9TU1JCamgo9PT0MGjQIzZo1Y5oZXFFRgcjISBw4cAAnTpyAsrIyXF1d4e7ujk6dOjHTBfjNiAaAuLg4bN++HTk5Ofj7779hYGCAPXv2wMTEBF26dKlXrcePH3MBwS8b0HwJn/6XAj8OQoBO4IfmP3W0rA1L/5yxY8eKrRTVdCRzdHREr169mOkC1auDv//+Oy/dsfgsSwKqV7yDgoLEDI/nzp0LKysrprp8dkP7kvj4eOzfvx9///03SktLmXrv8cm2bduwePFi/Prrr/j999+58ubQ0FCEhYVJPYO2sLBQohMfCzw9PdGuXTvMnDmTudaX8NnVs3v37vj111+/mb3ICj73m88yND6POZ/n+aBBgzBkyBDm96u64PPznjlzJhQVFREUFCQVvf/kE1wblp7BX9qh1J6veXl5MW+QwtdCE98LbHFxcQgICBCbry1evJj5HPnJkyfo3bs3iAiZmZmws7NDZmYmdHV1ceXKFeZNC2ooKSnBsWPHsH//fly8eBFNmzZFdna2VLSlzZEjRzBmzBi4u7tjz549uHfvHkxNTbFlyxacPXsWZ8+e5XsTBQSYIgToBH5oaq8QERGOHTsGDQ0N2NnZAQBu376NwsJCDBkyhPlqEV8EBAQgLCwMAQEBmDBhAhe4OHjwIDZs2ICEhAS+N/Ffy9WrV5GamirVbmhfkpycjL179yIiIgIFBQX49OmT1LdBGlhYWGDFihWc4XONj0x6ejq6d++ON2/eMNNetWoVjI2NMXz4cACAq6srjhw5gsaNG+Ps2bNMH64DAwOxdu1a9OjRo04TeZZm6itWrEBGRgYvXT35bNTA537v2rULR48e5aUMjc9jzud5zmejBj4/bx8fH4SHh8PMzKzO/a7vINmXgbGkpCRUVFSgVatWAKotImRlZfHTTz/x4hksDb63haYfhYqKCkRERIjN16TRhf1L3rx5g4iICAQHB+P+/fv/2nJLGxsbzJw5Ex4eHmLztTt37qBPnz548eIFM+2wsDDo6uqiX79+AIA5c+Zgx44dsLCwwIEDB4QMOgGpIAToBAT+Ye7cuXj79i2Cg4M5j4fKykpMnToV6urq+OOPP5hpm5qaIjExETo6OmLjhYWFsLW1ZWp4zGd3rNqUlpairKxMbExdXZ2pZlVVFbKysvDq1SsJLx97e3um2nySm5uL/fv3Y//+/Xj48CG6deuGUaNGYdiwYWLdfOsDbW1tZGRkQFdXF1paWt/0FGFZ0vw1k+nMzExYW1szDUyamJhg37596NSpEy5cuAA3NzccPHgQhw4dQl5eHs6fP89U+2uwNlPns6snn40a+NxvPsvQ+DzmfJ7nfDZq4PPz5rOx1rp16xATE4OwsDBoaWkBAN69e4dx48aha9eu8Pf3Z6bt6OiIo0ePSmRAf/jwAS4uLkz3m8+Fpu+BsrKyOudrzZo142mL2FOTObdv3z5cunQJhoaGGDlyJNzd3dG6det61bK1tcWlS5egpaUFGxubb87XWF5blJWVce/ePRgbG4ud5zk5ObCwsGDaSK1Vq1bYtm0bHB0dkZCQgB49emDDhg04ffo05OTkmN6/BQRqEJpECAj8w19//YWrV6+KGbDKysrCz88PnTp1Yhqge/ToUZ2T+M+fP+Pp06fMdAHg6dOnaNGihcR4VVUVysvLmWoXFxdj7ty5OHToEAoKCiTeZ/lgc/36dYwaNYrr8lkbaRjBXrp0CZcuXapzsvnXX38x0+3YsSMSExNhbW2NcePGYeTIkTAwMGCmt379es5ImbW33rcwMTFBcnKyxOpnZGQk81LEFy9ewNDQEABw+vRpuLm5oVevXjA2NkaHDh2YavNppq6pqYmhQ4fyov2j7jcf5aU18HnMf8TGHAC/nzef2Vpr167F+fPnueAcUO1pGxgYiF69ejEN0MXExEgsJgLVi4xxcXHMdIHq87yupgiKioooLi5mql1ZWYn169dzC0tfHgOWC2yZmZnw8vLCtWvXxMalEfyv0b98+XKd87XFixcz0x0xYgROnz4NZWVluLm5YdGiRUybmA0aNAiKiooA+L22NGrUCFlZWRK+nlevXoWpqSlT7fz8fO6Z6Pjx4xg2bBgmTpyIzp07o3v37ky1BQRqEAJ0AgL/UFFRgQcPHnDlEjU8ePCA2QT85MmT3M9RUVFi2UuVlZW4dOkSc+NpPrtjzZkzB5cvX8a2bdswZswYbN26FU+fPsX27duZ+9pMnjyZ6+TauHFjqXWLAqq9XAICAmBnZyd17R49euCvv/6ChYWFVPRq+zLx4dFUg5+fH6ZNm4bS0lIQEW7evIkDBw5g5cqVCAkJYaqtpaWF/Px8GBoaIjIyEoGBgQCqHy6kVaJSVlaG3NxcNG/eXGpll3zaAvBZhsLnfkuroVBdfA+lP3yc57WRdqMlPj/vGrKyspCdnQ17e3soKSlxQROWfPjwAa9fv5YYf/36NT5+/MhEMzU1lfv53r17YmV2lZWViIyMZLrYBfC70LRs2TKEhITA398fCxcuxIIFC/Do0SMcP36caZAKqPZplpOTw+nTp6U+Z9q5cyemTJkCXV1dNGrUSExbJBIx3XdZWVkcOnRIat1ba19P+Ly2TJgwAb6+vvjrr78gEonw7NkzJCQkYNasWVi0aBFTbVVVVRQUFKBZs2Y4f/48533ZoEGDf60FjMB3CAkICBAR0cyZM0lHR4fWrl1LcXFxFBcXR2vWrCFdXV2aOXMmE02RSEQikYhkZGS4n2teCgoK1LJlSzp16hQT7RqOHz9OGhoaFBQURMrKyvTHH3/Q+PHjSUFBgc6fP89U29DQkC5fvkxERGpqapSZmUlEROHh4dSnTx+m2srKypyetGnUqBGFh4fzos03FRUVdPjwYVq+fDktX76cjh49ShUVFVLR3rt3L7Vo0YL7jhkYGFBISAhz3WnTppGRkRE5OTmRjo4Offz4kYiIDhw4QDY2Nky1i4uLycvLi2RlZUlWVpays7OJiGj69Om0cuVKptpEROXl5XThwgUKDg6mDx8+EBHR06dPuWPAkvDwcOrUqRM1btyYHj16RERE69evp+PHjzPX5nO/3717Rzt37qR58+ZRQUEBERHdvn2bnjx5wlybr2PO53leUVFBAQEB1KRJEzHthQsXSuX6wtfn/ebNG3J0dOTmMDX7PW7cOPLz82OqPWbMGDI2NqYjR45Qfn4+5efn0+HDh8nExIQ8PDyYaNbsZ13zNZFIRMrKyrRr1y4m2jXs3LmTDAwMKCIiglRUVOjAgQMUGBjI/cwSU1NTOn36NBERqaqqUlZWFhERbdy4kUaOHMlUW1lZme7fv89U42s0a9aMgoKCeNH+Hrh16xbt2bOH9uzZQ0lJSVLRrKqq4s7rmu9XgwYNaOHChcy1R40aRba2tuTt7U3Kysr05s0bIiI6ceIEtWnThrm+gAARkRCgExD4h8rKSlq1ahU1adKEuyE0adKEVq1axTyAYGxsTK9fv2aq8S2uXLlCTk5OpKenR0pKStS5c2eKiopirquiokKPHz8mIiIDAwO6ceMGERHl5OSQiooKU20HBwc6d+4cU42voa2tzU1u+SA/P5+2bt1Kc+fOpZkzZ4q9WJKZmUlmZmakrKxMNjY2ZGNjQ8rKytSqVSupHo/i4mJ6+fKl1PTKysrojz/+oBkzZohNcNetW0c7d+5kqj1jxgz66aefKC4ujlRUVLiH6OPHj1O7du2Yaj969Ihat25NysrKYoGLGTNm0KRJk5hq//nnn6Srq0uBgYGkpKTEae/evZu6d+/OVJvP/U5JSSE9PT1q0aIFycnJcdoLFiygMWPGMNXm85jzeZ4vW7aMTE1Nae/evWL7HRERQR07dmSqzefnPWbMGOrduzfl5+eTqqoqpx0ZGUkWFhZMtYuLi2nKlCmkqKjIBc0UFBRoypQpVFRUxETz0aNHlJubSyKRiBITE+nRo0fc69mzZ//6hSZlZWVuvtaoUSO6ffs2ERFlZ2eTuro6U207OzuKi4tjqvE11NTUuHObD4qKiujMmTO0bds22rhxo9iLJS9fviQHBwcSiUSkpaVFWlpaJBKJyNHRkV69esVUu4bPnz/T3bt36caNG1JZ3CKqXvCYNm0aDRw4UOwZYfHixRQYGCiVbRAQEAJ0AgJ18P79e3r//r3U9Kqqqr76XnFxsdS2Q9pYWVlRTEwMERH16NGD/P39iah6RdbAwICp9tGjR8nCwoJ2795Nt27dopSUFLEXS+bMmUMBAQFMNb7GxYsXSVlZmSwtLUlOTo7atWtHmpqapKGhQQ4ODky1+/TpQ87OzlyWB1F1FoazszP17duXqfaPSrNmzSghIYGISOwhOjMzk9TU1JhqDxo0iEaPHk2fP38W0758+TK1aNGCqba5uTkdO3aMiMT3Oy0tjXR0dJhq87nfPXr0oNmzZxOR+H7Hx8eTkZERU20+jzmf53nz5s3p4sWLEtr3798nTU1Nptp8ft4NGzak5ORkCe3s7GzmC2w1FBUVcfdsVoG5/w3fmsvVN9JeaGrZsiVdv36diIg6d+7MZaZGRESQnp4eU+1Lly7RL7/8QpcvX6Y3b95wc3RpzNW9vLxo27ZtTDW+RlJSEjVq1IjU1dVJVlaW9PT0SCQSkYqKCpmYmDDVdnNzIzs7O7p37x43dvfuXbKzs6MRI0Yw1RYQ+NERPOgEBOqAdffQL3FyckJ4eLiEf8mNGzcwZswYZGRkSGU7ioqKJPz2WB6LcePGISUlBd26dcO8efMwYMAAbNmyBeXl5Vi3bh0zXQCcibuXlxc3Jq2Og6WlpdixYwcuXrwIa2tryMvLi73Pct/nz5+PWbNmYdmyZVBTU8ORI0egr68Pd3d3ODs7M9MFgNjYWFy/fh3a2trcmI6ODoKCgtC5c2em2gUFBVi8ePFXjZ5ZGlwD/JlMv379Gvr6+hLjxcXFzH184uLicO3aNSgoKIiNGxsbM29+w6eZOp/7nZiYiO3bt0uMGxgYiHlmsYDPY87nec5noyU+P+/i4mIoKytLjL99+5YzmmeNiooKrK2tpaJVw9ixY7F161aJjrmPHj3CmDFjmDeKqEFZWbnO48+Kmu7UHTp0gI+PD0aPHo1du3YhLy8PM2fOZKrt5OQEoNpDtzbSmK+1aNECixYtwvXr12FlZSUxX5sxYwYz7ZkzZ2LAgAEIDg6GhoYGrl+/Dnl5eYwePRq+vr7MdIFqX8OLFy+KeRtaWFhg69at6NWrF1Pt0tJSbN68+atzJpYdZAGgsLAQN2/elNAWiUQYM2YMU20BAUBoEiEgIMbhw4e/2qGK5Q2hQYMGsLa2xp9//onhw4ejqqoKAQEBWLFiBaZOncpMF6h+qJo+fTpiYmLEWpdLY+JTe1Ln5OSEBw8e4Pbt22jRogXzSTefXf9SU1PRrl07AEB6erpUte/fv48DBw4AAOTk5PDp0yeoqqoiICAAgwYNwpQpU5hpKyoq1mngXVRUJBHMqG/GjBmDrKwseHt7o2HDhj+MyXRNIxQfHx9ODwBCQkKYdoMDqgMUdV0/njx5wnX2ZQWfZup87reioiI+fPggMZ6RkQE9PT2m2nwecz7Pcz4bLfH5eXft2hXh4eFYvnw5gOpjXlVVhdWrV8PBwYGpNgDcunXrq/O1o0ePMtNNSUmBtbU19u7dy51bYWFhmDFjBhwdHZnpAvwuNNVu3DV8+HAYGRnh2rVrMDMzw4ABA5jpAvx2DN6xYwdUVVURGxuL2NhYsfdEIhHTAF1ycjK2b98OGRkZyMrK4vPnzzA1NcXq1avh6emJIUOGMNOuqqqSCEYCgLy8PPPO1d7e3jh//jyGDRuG9u3bS3W+durUKbi7u6OoqAjq6uoS8zUhQCcgFXjO4BMQ+G7YuHEjqaqq0vTp00lBQYEmTZpETk5OpKGhQb/99htz/S1btpCysjKNHDmSfvnlF2rSpIlUfOA6depEv/zyC0VERNDly5cpJiZG7CXw76Jhw4ZcyYK5uTmdOHGCiIiSk5OZlyWNGTOG2rRpQ9evX6eqqiqqqqqihIQEsrS0JE9PT6baqqqqXDmWtOHTZDouLo5UVVVp8uTJ1KBBA/L19aWePXuSiooK3bp1i6m2m5sbTZgwgYiqj39OTg59/PiRHB0daezYsUy1+TRT53O/vb29ycXFhcrKyjjtx48fk42NDfn6+jLV5vOY83me89loic/POy0tjfT19cnZ2ZkUFBRo2LBhZG5uTg0bNmTuKXrgwAGSl5en/v37k4KCAvXv359atmxJGhoazL9jZWVlNGvWLFJQUKD58+eTq6srqaqq0o4dO5jqElXbRJiZmVFQUBDt3r2bQkNDxV4C/y50dXUpIyODiIjMzMwoMjKSiKrL55WVlZlqDxw4kOzt7enp06fc2JMnT6hbt27k4uLCVFtdXZ2uXr3KVONrmJmZka+v77/aXkjg+0cI0AkI/EOrVq1o//79RCTup7Jo0SKaNm2aVLZh3rx5JBKJSF5enuLj46WiqaKiQg8ePJCK1vdGRkYGbd++nZYvX07Lli0Te7Fk3LhxXGfH2hQVFdG4ceOYag8aNIh7kPD396cWLVpQYGAg2draUo8ePZhqv3v3jgYOHMh1KVZQUCAZGRlycXGhwsJCptp2dnacR5W04dtkOisri8aPH08///wzmZubk7u7O6WmpjLXzc/PJwsLCzI3Nyc5OTnq2LEj6ejoUKtWraTincSXmTqf+11YWEhOTk6kqalJsrKyZGhoSPLy8mRvby8Vjy6+jjkRf+c5EX+Nlvj+vAsLCykwMJBcXV2pT58+tGDBAnr27BlzXSsrK9qyZQsR/c98raqqiiZMmECLFy9mrk9UbRpfM1+7du2aVDT5XGjim3fv3lFUVBTt2bOHwsLCxF4sWbZsWZ3BmpKSEuZzxZ49e9K+ffuIiGj8+PHUvn172rt3L/Xu3Zvat2/PVDsvL4/atWtH8vLyZGpqSqampiQvL082NjaUn5/PVNvc3Jy5F/TXUFZW5nW+JiBARCQiIuI7i09A4HtAWVkZ9+/fh5GREfT19XHhwgW0bdsWmZmZ6NixIwoKCphpv3v3DuPHj8elS5fwxx9/IDY2FsePH8fq1auZl7g6ODhgwYIFnMfHj8J/KjtkWdIsKyuL58+fS3gmvXnzBo0aNUJFRQUz7ZycHBQVFcHa2hrFxcXw9/fnylTWrVsnUabFgszMTNy/fx8ikQjm5uZ1+jfVN4mJiZg3bx4WL14MS0tLidINll6L3t7e+PnnnzF58mRmGt8rFRUVOHjwIFJSUlBUVARbW1u4u7tDSUlJattQUlKCoqKiOj3KWMH3fsfHx4tpS/v6zscx/5Hh+/OWNioqKrh79y6MjY2ho6ODmJgYWFlZ4f79+3B0dMTz58+ZaZeXl2PevHnYunUr/P39cfXqVWRkZGDXrl3o27cvM10A+Pnnn7F582Z07NiRqc73xn8qO2RZ2vu1+VpBQQH09fWZ2sDcunULHz9+hIODA169egUPDw9uvrZr1y7OKoUVRISLFy/iwYMHAABzc3OpXFvOnTuHTZs2ITg4WCpz0toMGTIEI0aMgJubm1R1BQRqIwToBAT+wdTUFEeOHIGNjQ3s7OwwYcIETJo0CefPn8eIESOYTgAMDAxgYmKCPXv2wMTEBABw8OBBTJ06FR07dsSZM2eYaWdnZ2Py5MkYPXp0nYELaRswSwsjIyNMnToVc+fOlZrmhw8fQETQ0tJCZmammEdQZWUlTp06hXnz5uHZs2dS2ya+qLn1SMtbJDMzE6NGjZIIvJIUvBZXrlyJdevWoV+/flI3mRYQEBD4t9G0aVOcO3cOVlZWsLa2xvz58zFy5EgkJCTA2dkZ79+/Z6bdtm1blJSUYM+ePejYsSOICKtXr8aSJUvg5eWFP//8k5k2nwtNfNKyZUv07dsXK1askGpjDACQkZHBy5cvJTwdo6OjMXz4cLx+/Vqq2/Mj8Pr1a7i5ueHKlStQVlaWOM9ZPo/t2rULAQEBGDduXJ3ztYEDBzLTFhCoQWgSISDwD46Ojjh58iRsbGwwbtw4zJw5E4cPH8atW7eYGrECwOTJk7FgwQLIyMhwY8OHD0fnzp0xbtw4ptqvX79Gdna2mI60upnyybt37+Dq6ipVTU1NTYhEIohEIrRs2VLifZFIhGXLljHdhsTERFRVVaFDhw5i4zdu3ICsrCzs7OyY6u/atQvr169HZmYmAMDMzAy//vorxo8fz1TX3d0d8vLy2L9/v9SbRPBpMi0gICDwb8Pe3h4XLlyAlZUVXF1d4evri+joaFy4cEGi02d9Y2dnh02bNnFdXEUiEebOnYtevXoxN5DX1NTEhw8fJJpR/Nvna0+fPsWMGTOkGpzT0tISm6/VnjNUVlaiqKiIeVZ8bm4uKioqYGZmJjaemZkJeXl5GBsbM9W/dOkS1q9fj/v37wOozqD79ddfmWfRjRw5Ek+fPsWKFSukPl+bMGECACAgIEDivX/zd0zg+0LIoBMQ+IeqqipUVVVBTq46bh0REcGlkk+aNIl5l8kaSktL0aBBA6loAdUd6MzNzTFnzpw6b4Ss08urqqqQlZVVZ0cye3t7Zrp8lB3GxsaCiODo6IgjR45AW1ube09BQQFGRkZo0qQJ021o37495syZg2HDhomNHz16FKtWrcKNGzeYaS9evBjr1q2Dj48P1/0uISEBW7ZswcyZM+ucENUXysrKuHPnDlq1asVMQ0BAQECAPW/fvkVpaSmaNGnCdY6tma8tXLgQWlpavGzX58+foaioyOzvt2/fHnJycvD19a1zvtatWzdm2qampkhMTISOjo7YeGFhIWxtbZGTk8NMm4+yw7CwMBARvLy8sGHDBmhoaHDvKSgowNjYmHmH6G7dusHLywuenp5i43v37kVISAhiYmKYaf/555/w9fXFsGHDuP28fv06Dh8+jPXr12PatGnMtJWVlZGQkIC2bdsy0xAQ+J4RAnQCAqj2C1qxYgW8vLzQtGlTqetXVVXh999/R3BwMF6+fImMjAyYmppi0aJFMDY2hre3NzNtFRUVpKSkSMUH7EuuX7+OUaNG4fHjx/jyUsRipWrTpk3cz8XFxbyVHT5+/BjNmjWT6qpgDaqqqkhNTYWpqanYeG5uLqytrfHx40dm2np6eti0aRNGjhwpNn7gwAH4+PjgzZs3zLTt7e2xePFiXr2ZysrKkJubi+bNm3MLAQICAgIC/z0VFRXYv38/evfujYYNG/KyDXv27EFwcDByc3ORkJAAIyMjbNiwASYmJhg0aBAzXT4XmmRkZPDixQsJL7aXL1+iWbNm+Pz5c73qnTx5kvv59evXvJUdxsbGonPnzrzcs9XV1ZGUlCQxP8/KyoKdnR0KCwuZaTdt2hTz5s3D9OnTxca3bt2KFStW4OnTp8y0bW1t8eeff/LutSjthAkBgRqEJwQBAQBycnJYvXo1PDw8eNEPDAxEWFgYVq9ezaVXA4ClpSU2bNjANEDn6OjIW4Bu8uTJsLOzw5kzZ9C4cWPmAav169eL/c5X2WF0dDRUVVUlSmz//vtvlJSUSKyW1ieKiop4+fKlRIDu+fPnzCeg5eXldZbQ/vTTT0wbYwCAj48PfH19MXv27Don+Cy9FktKSuDj44OwsDAA4ALwPj4+MDAwwLx585hpf8mHDx8QHR2NVq1awdzcXGq60qS8vBzOzs4IDg6WKA0SkC6FhYXQ1NRkrrN7924MHz5c6v5UdVFZWYm0tDQYGRnxlsn1b0ZOTg6TJ0/myu6kzbZt27B48WL8+uuv+P3337mFRE1NTWzYsIFpgM7Ozg75+flSDdDVDpRFRUWJZZJVVlbi0qVLTEotXVxcJMb4KDssLi7GpUuX0Lt3b7HxqKgoVFVVoU+fPsy0RSJRnYum79+/Z15qWVhYCGdnZ4nxXr16MfduDgoKgr+/P37//fc652ssvRYrKyuxYsUKXhImBAQ4pN02VkDge2XgwIEUGhrKi3bz5s3p4sWLRESkqqrKtfi+f/8+aWpqMtXevn07GRoa0pIlS+jw4cN04sQJsRdLlJWVKTMzk6nG94iZmRlFR0dLjMfExFDLli2Zao8YMYK6detGhYWF3Ni7d++oW7du5OrqylR7+vTpNHPmTIlxf39/mjp1KlNtkUgk8ZKRkeH+ZcmMGTPop59+ori4OFJRUeG+38ePH6d27dox1XZ1daXNmzcTEVFJSQmZmZmRvLw8ycnJ0eHDh5lqE1WfWzt37qR58+ZRQUEBERHdvn2bnjx5wlRXV1eXMjIymGp8j9y+fZtSU1O5348fP06DBg2i+fPn0+fPn5lqBwUFUUREBPe7q6srycjIUJMmTSg5OZmptr6+PqmpqZGXlxfFx8cz1foSX19fCgkJISKiiooK6ty5M4lEIlJRUaHLly8z1ba3t6ewsDAqKSlhqlMXL168oNGjR1Pjxo1JVlaWZGRkxF4s6datGx0/fpypxtcwNzenY8eOEZH4fC0tLY10dHSYah86dIgsLCxo9+7ddOvWLUpJSRF7seDL+2Xtl4KCArVs2ZJOnTrFRPt7wMrKis6cOSMxfu7cObK2tmaq3b9/f3J1daWKigpurKKigoYOHUrOzs5MtUeOHEmrV6+WGP/jjz9o+PDhTLVrn3O1X9KYry1btoxMTU1p7969pKSkxH2/IyIiqGPHjky1BQRqEDLoBAT+oU+fPpg3bx7S0tLw008/cQbANbBMoX/69GmdGWxVVVUoLy9npguA82DjY2WyQ4cOyMrK4iV7LyAgALNmzZLIuPj06RP++OMPLF68mJl2Xl4e1623NkZGRsjLy2OmCwBr1qyBvb09jIyMYGNjAwBITk5Gw4YNsWfPHqbaQHWTiPPnz3OlCzdu3EBeXh48PDzg5+fH/b9169bVq25ubm69/r3/DcePH8fBgwfRsWNHsSzRNm3aIDs7m6n2lStXsGDBAgDAsWPHQEQoLCxEWFgYAgMDMXToUGbaqampcHJygoaGBh49eoQJEyZAW1sbR48eRV5eHsLDw5lpjx49Grt27UJQUBAzja9RWVmJ9evX49ChQ8jLy0NZWZnY+yw70E2aNAnz5s2DlZUVcnJyMGLECAwePJjLzt2wYQMz7eDgYOzbtw8AcOHCBVy4cAHnzp3DoUOHMHv2bJw/f56Z9tOnT3Hq1CmEhoaie/fuMDU1xbhx4+Dp6YlGjRox0wWAw4cPY/To0QCAU6dOITc3Fw8ePMCePXuwYMECxMfHM9O2sbHBrFmz4OPjAzc3N3h7e0utLGzs2LHIy8vDokWLpJIBX5upU6fCz88P+fn5dc7XWGZE5+bmcvfO2igqKqK4uJiZLlDdPAwAvLy8uDHWTb1qvIFNTEyQmJgIXV3detf4T4SHh2P48OES/n5lZWWIiIhgWv2SmZkJCwsLifHWrVsjKyuLmS4ArFq1Cvb29mjVqhW6du0KAIiLi+My4VliYWGB33//HTExMWIedPHx8fD39xezjKnvipPLly/X69/73xAeHo4dO3agR48eYh7Vbdu2xYMHD3jbLoEfC8GDTkDgH2p3UP0S1oGqn376CTNnzsTo0aOhpqaGlJQUmJqaIiAgABcuXEBcXBwzbT45duwYFi5cyEvZoaysLJ4/fy7hp1JQUAB9fX2mn3ezZs2wZcsWiaDviRMnMG3aNDx58oSZNlBdsrFv3z6kpKRASUkJ1tbWGDlypMTxr28cHBz+q/8nEomYTz6libKyMtLT02Fqair2/U5JSYG9vT3ev3/PTFtJSQkZGRkwNDSEh4cHmjRpgqCgIOTl5cHCwgJFRUXMtJ2cnGBra4vVq1eL7fe1a9cwatQoPHr0iJm2j48PwsPDYWZmVucDfH0HgGuzePFihISEwN/fHwsXLsSCBQvw6NEjHD9+HIsXL2ZaPq+hoYGkpCQ0b94cq1atQnR0NKKiohAfH48RI0YgPz+fmXbtc83X1xelpaXYvn07MjIy0KFDB7x7946Zdm1evnyJvXv3IiwsDA8ePICzszO8vb0xYMCAb97n/29p0KABsrKy0LRpU0ycOBHKysrYsGEDcnNz0bZtW3z48KHeNWtTUVGBkydPIiwsDOfOnUOLFi3g5eWFMWPGMPVoU1NTQ1xcHNq1a8dM42vU9TlKq/u8hYUFVq5ciUGDBold1zZv3ozdu3cjKSmJmfbjx4+/+T7rpl5fIq0Sdj7na40aNcL+/fslOudevHgRo0aNwqtXr5hpA8CzZ8+wZcsWsfna9OnTxZqMsaCuReS6EIlETBuESBslJSU8ePAARkZGYt/ve/fuoX379kznTAICNQgZdAIC//BlB1FpsnjxYnh6euLp06eoqqrC0aNH8fDhQ4SHh+P06dO8bRdrarJ3pLkaXEONxpekpKQwn/iMHDkSM2bMgJqaGtepNjY2Fr6+vhgxYgRTbaC6McjEiROZ63wJn6uiQPVE9+rVq3V2DGYZNKnxWfTx8QEA7rwLCQlh3gXO0NAQCQkJ0NbWRmRkJCIiIgAA7969Y25+nJiYiO3bt0uMGxgY4MWLF0y109PTYWtrC6Da8682rDN99u3bh507d6Jfv35YunQpRo4ciebNm8Pa2hrXr19neq4REXduX7x4Ef379wdQfR6wbMICAFpaWsjPz4ehoSEiIyMRGBjIbRNrv6TaNGzYEF26dEFGRgYyMjKQlpYGT09PaGlpYffu3ejevXu96927dw+NGzdGZGQktm3bBqDae1JWVrZetepCTk4OQ4YMwZAhQ/Dq1Svs2LEDixYtwm+//Ya+fftixowZEsGF+sDQ0FCiuZO04DMj2s/PD9OmTUNpaSmICDdv3sSBAwewcuVKhISEMNWWdgCuNqtWrYKxsTGXxefq6oojR46gcePGOHv2LNOOm1+brz158kTME48FgwYNwq+//opjx46hefPmAKqbNPj7+zOtrKmhSZMmWLFiBXOdL+HzOwZUN2hITU2tc77G8rhbWFggLi5O4rt2+PDhOjNnBQRYIAToBAS+AwYNGoRTp04hICAAKioqWLx4MWxtbXHq1Cn07Nmz3vU2bdqEiRMnokGDBmJp6nXB8mGSjwmAlpYWRCIRRCIRWrZsKTbpq6ysRFFRkVhaOwuWL1+OR48eoUePHlxjhqqqKnh4eEhlIpaZmYnLly/XOfFhWdrLJ6GhoZg0aRIUFBSgo6Mj9rmzbgqyYsUK9OnTB/fu3UNFRQU2btyIe/fu4dq1axINSuqbX3/9Fe7u7lBVVYWRkREXnLhy5QqsrKyYaisqKtaZPZSRkQE9PT2m2nwGg1+8eMEdW1VVVS5Dsn///li0aBFTbTs7OwQGBsLJyQmxsbFcsCg3N5d5x8shQ4Zg1KhRMDMzQ0FBAWeefufOHanYGLx8+RJ79uzB7t27kZOTAxcXF5w+fRpOTk4oLi5GQEAAPD09/2MW0v+WcePGwc3NjSvzrOkUfePGDbRu3bpetb7FzZs3sXv3bkREREBfXx9jx47F06dP0b9/f0ydOhVr1qypV70NGzZg3rx52L59O5MmAd+Cz0DV+PHjoaSkhIULF6KkpASjRo1CkyZNsHHjRiYLbCdPnkSfPn0gLy8v1rChLlgGLr4sYb948SIiIyOZlrDb2Nhw87Xa8yWger6Wm5tbZyOD+mT16tVwdnZG69at0bRpUwDVgcGuXbvW+3eqLgoLC3Hz5s0652t8NbZjTWRkJDw8POpcVGK9eP+jJkwIfF8IJa4CAj8gJiYmuHXrFnR0dL6Zxv5vS10HgLCwMBARvLy8sGHDBrHVVwUFBRgbGzPPaqohIyODK1uwsrKSykPHzp07MWXKFOjq6qJRo0YSgSqW5Tl8YmhoiMmTJ2P+/PlMytz+E9nZ2QgKCkJKSgqKiopga2uLuXPnMg+SAcCtW7eQn5+Pnj17QlVVFQBw5swZaGpqonPnzsx0x48fj4KCAhw6dAja2tpITU2FrKwsXFxcYG9vz9QPrYasrCxkZ2fD3t4eSkpKX83EqE9atWqF8PBwdOjQAV26dEH//v0xb948HDx4ED4+PkxLolJTU+Hu7o68vDz4+flhyZIlAKpLfgsKCrB//35m2uXl5di4cSPy8/MxduxYLttg/fr1UFNTw/jx45lpDxgwAFFRUWjZsiXGjx8PDw8PiUzoV69eoVGjRkyy5Q8fPoz8/Hy4urpyD/FhYWHQ1NRk2tXz1atXXFAyMzMTAwYMwPjx49G7d2/uPL969SqcnZ3rvTRLS0sLJSUlqKiogLKysoRFAkuvxe+FkpISFBUVSZRe1icyMjJ48eIF9PX1ebVi4aOEfdmyZdy//v7+3P0L+J/52tChQ6GgoFDv2rUhIly4cEGszLSm+oElp06dgru7O4qKiqCuri4xX/u3fsfMzMzQq1cvLF68mPnCUl3ExcUhICBAbL62ePFi9OrVS+rbIvBjIgToBAS+A0xNTZGYmAgdHR2x8cLCQtja2v7rgmRfcu/evTrN1FmuBsfGxqJTp07Mfde+N4yMjDB16lTMnTuX702RKjo6Orh58yZXoiLAnvfv32PYsGG4desWPn78iCZNmuDFixf45ZdfcPbsWQlfuPqkoKAAbm5uuHz5MkQiETIzM2FqagovLy9oaWlh7dq1zLTnzZsHdXV1/Pbbbzh48CBGjx4NY2Nj5OXlYebMmbw0rigtLYWsrOy/9nrn7e2N8ePHf3NxhYiQl5dX7wshfBrYKygooHnz5vDy8sLYsWPrzEz98OEDBg0aVO9ZpWFhYd9839PTs171vhccHR1x9OhRCe+1Dx8+wMXF5V/ln1qbJk2a4PDhw+jUqRNatWqFwMBAuLq64uHDh/j555+Zei2GhYVh+PDhzG0ZvjdatmyJvn37YsWKFRINzf7NqKur486dO8J8TeCHRQjQCQh8B9ReIa3Ny5cv0axZM3z+/JmJbnl5OVq3bo3Tp0/D3Nycica3yMnJweDBg5GWlsZ5zwH/4xHF2reosrISx48fx/379wFUd9UcOHCgVHyDnjx5gpMnT9YZmGRpYK+uro7k5GSYmpoy0/gemTNnDrS1tTFv3jzetuHVq1d1lqmwbIZS29+xLv766y9m2jXEx8eLrUTXlACyxMPDA69evUJISAjMzc05o+eoqCj4+fnh7t27zLehhoSEBCQkJMDMzAwDBgxgqpWfnw+RSMRlcd28eRP79++HhYUFc9/JsLAw6Orqol+/fgCqv3M7duyAhYUFDhw4wDRDmM8gGV8G9kSEq1evws7ODkpKSkw0BCT52nzt1atXMDAwQHl5ORPd8vJyODs7Izg4GGZmZkw0vsX06dNx+vRpmJmZ4c6dO3j06BFUVVURERGB1atXSyX7/vbt22LzNWl5ghUXFyM2NrbO+RpLewwVFRWkpaX9cPM1Ly8vdO7cGd7e3rxuR1FRkcR8TV1dnaetEfiREAJ0AgI8UuMn4uLigrCwMLFyy8rKSly6dAkXLlzAw4cPmW2DgYEBLl68yEuAbsCAAZCVlUVISAhMTExw8+ZNFBQUwN/fH2vWrOHayrMgKysLffv2xdOnT9GqVSsAwMOHD2FoaIgzZ84wXbm7dOkSBg4cCFNTUzx48ACWlpZ49OgRiAi2trZMV+C9vb3x888/M/fZ+96orKxE//798enTpzo7BrMMit6+fRuenp64f/++hKk667KkwYMHi/1eXl6O9PR0FBYWcpkgLCgvL4eSkhKSk5NhaWnJRONbNGrUCFFRUWjbtq1YJ7acnBxYW1v/azuxde3aFRMnTsSYMWPw4sULtGrVCm3atEFmZiZ8fHyYeky2atUK27Ztg6OjIxISEuDk5IT169fj9OnTkJOTY3auAfx2eZSRkcHLly8lstdSUlLg4ODArAytqqoKDRo0wN27d3kJ2AD8LnJJm9TUVABAu3btEB0dLVZCXVlZicjISGzfvp1pd2o9PT1cu3aNl8+7vLwcmzZtQl5entRL2F+9eoURI0YgJiaGy1wsLCyEg4MDIiIimHqa3rlzB3379kVJSQmKi4uhra2NN2/eQFlZGfr6+kwrXIYMGYIRI0bAzc2Nmcb3SElJCVxdXaGnp1fnfI21N/b06dMRExOD0tJSblwazesEBGoQmkQICNSiqqoKWVlZdWa5sPCbcHFxAVD9kP5lOYi8vDyMjY2ZlmIBwLRp07Bq1SqEhISIGfBKg4SEBERHR0NXVxcyMjKQkZFBly5dsHLlSsyYMQN37txhpj1jxgw0b94c169f5ybaBQUFGD16NGbMmIEzZ84w054/fz5mzZqFZcuWQU1NDUeOHIG+vj7c3d2ZGx63aNECixYtwvXr16U+8QGAPXv2IDg4GLm5uUhISICRkRE2bNgAExMTpl5NK1euRFRUFBeM/dLLhSVeXl5o2bIldu3ahYYNGzLXq82xY8ckxqqqqjBlyhSmQWh5eXk0a9aMt8lscXFxnSVBb9++lciyYgFf53l6ejrat28PADh06BAsLS0RHx+P8+fPY/LkyUwDdPn5+VwziOPHj2Po0KGYOHEiOnfuXO+dU7+Ejy6PfBvYy8jIcA05+AjY1LXItXLlSqkscvFhC9KuXTvu866rK66SkhI2b95c77q1GT16NHbt2iX1Mvny8nJMmjQJixYtkvAtnjlzJnN9Hx8ffPz4EXfv3uUWk+/duwdPT0/MmDEDBw4cYKY9c+ZMDBgwAMHBwdDQ0MD169chLy+P0aNHw9fXl5kuAPTr1w+zZ8/GvXv36pyvse4iGxcXh+3btyM7OxuHDx+GgYEB9uzZAxMTE3Tp0oWZ7oEDB3D+/Hk0aNAAMTExUm3qNXr0aBAR/vrrL6nP1wQEOEhAQICIiBISEsjExIRkZGRIJBKJvWRkZJhqGxsb0+vXr5lqfA0XFxdSU1Ojxo0bU69evWjw4MFiL5ZoampSTk4OERGZmppSdHQ0ERFlZWWRkpISU21lZWVKTU2VGE9OTiYVFRWm2qqqqpSVlUVE1ccgPT2d0zYyMmKqbWxs/NWXiYkJU+0///yTdHV1KTAwkJSUlCg7O5uIiHbv3k3du3dnqq2pqUm7d+9mqvE1VFVVKTMzkxftr/HgwQNq1KgRU42QkBDq27cvFRQUMNWpiz59+tDChQuJqPr45+TkUGVlJbm6utLQoUOZavN5nquoqFBubi4REQ0YMICCgoKIiOjx48fUoEEDptp6enqUlJRERETt2rWj8PBwIqq+nrO6prZr145sbGxIRkaGrKysyMbGhntZW1uTmpoaubq6MtFeunQpLV26lEQiEc2aNYv7fenSpbRixQrav38/ff78mYl2DSdPnqQuXbpQWloaU5266NOnDzk7O4t9v9+8eUPOzs7Ut29fptoikYhevnwpMf7ixQtSUFBgovno0SPKzc0lkUhEiYmJ9OjRI+717NkzqqioYKJbm+nTp5O6ujr99NNPNHHiRJo5c6bYiyXq6urcfE3aqKur082bNyXGb9y4QRoaGky1NTQ06MGDB9zP9+7dIyKi69evU6tWrZhqf/ksIs3nksOHD5OSkhKNHz+eFBUVufvY5s2bqU+fPky1GzZsSL///jtVVlYy1akLFRUV7vMWEOALIYNOQOAfJk+eDDs7O5w5cwaNGzeW6qpJbm6u1LS+RFNTE0OHDuVF29LSEikpKTAxMUGHDh2wevVqKCgoYMeOHcw9NxQVFfHx40eJ8aKiIuYdwVRUVDgfk8aNGyM7Oxtt2rQBgDrbytcnfJ5rmzdvxs6dO+Hi4iKWAWBnZ4dZs2Yx1VZUVGTasfRb9OjRAykpKVx20fdAdnY2KioqmGps2bIFWVlZaNKkCYyMjCSaQrD0LFq9ejV69OiBW7duoaysDHPmzMHdu3fx9u1bxMfHM9MF+D3P27Rpg+DgYPTr1w8XLlzA8uXLAQDPnj2TyDaqb3r27Inx48fDxsYGGRkZ6Nu3LwDg7t27MDY2ZqJZk4WenJyM3r17f7XLIwtqOuQaGxvzZmDv4eGBkpIStG3bFgoKChJedCy7PMbGxoploAPVzXiCgoKYXWtrbEEAICoqqk5bEFbnWo2HIosuwP8t6enpsLW1BVDdBb42rOesLi4uOH78uFQy5r6kqqqqzgY38vLyzD8PeXl5rnuuvr4+8vLyYG5uDg0NDeTn5zPV5vNcCwwMRHBwMDw8PBAREcGNd+7cGYGBgUy1y8rKMHz48G92LWbFzz//jPz8fC4rWECAD4QAnYDAP2RmZuLw4cPf1UO0NNi9ezdv2gsXLkRxcTEAICAgAP3790fXrl2ho6ODgwcPMtXu378/Jk6ciF27dnElYTdu3MDkyZOZlw107NgRV69ehbm5Ofr27Qt/f3+kpaXh6NGj6NixI1Pt2tAXTTlYk5ubW6eps6KiIncesMLX1xebN2/Gpk2bmOrURUhICDw9PZGeng5LS0uplqn4+fmJ/U5EeP78Oc6cOcO8y2JN8IQPLC0tkZGRgS1btkBNTQ1FRUUYMmQIpk2bhsaNGzPV5vM8X7VqFQYPHow//vgDnp6eaNu2LYDqwEbNdY4VW7duxcKFC5Gfn48jR45wAcHbt29j5MiRTDS/hyBZzfeorKysTnuMZs2aMdNev349byVYfCxyfQ+2IHxS3514/zeYmZkhICAA8fHx+OmnnyQWXFiWHTo6OsLX1xcHDhxAkyZNAABPnz7FzJkz0aNHD2a6QHUpe2JiIszMzNCtWzcsXrwYb968wZ49e3jxV5UWDx8+rNPaR0NDA4WFhUy1PT09cfDgQfz2229MdeoiJCQEkydPxtOnT+ucr7Fs6iUgUIPQJEJA4B8cHR0xZ84c5h5g3yMVFRWIiYlBdnY2Ro0aBTU1NTx79gzq6upiGQnS4O3bt9DS0mL+0FFYWAhPT0+cOnWKuwFXVFRg4MCBCA0NZeZbBFR3ry0qKoK1tTWKi4vh7+/PGT+vW7eOabdDoLrj4R9//IHMzEwAQMuWLTF79myMGTOGqa6FhQVWrlyJQYMGiRn3b968Gbt372aaUTV48GBER0dDR0cHbdq0kZh0sTSwP3XqFMaMGYMPHz5IvMfadNjBwUHsdxkZGejp6cHR0RFeXl5S952UFnl5eTA0NKzzOpKXl8c0aMLneQ5UZxJ9+PABWlpa3NijR484U3OB+iUzMxNeXl64du2a2Dj9y03FPTw8kJSUJLHINWHCBPz0008IDQ1lpm1iYoLExETo6uoy0/ieycrKQnZ2Nuzt7aGkpPRVD8b65EvvudqIRCKmzRLy8/MxcOBA3L17F4aGhtyYpaUlTp48yXWtZsGtW7fw8eNHODg44NWrV/Dw8ODma3/99Re3CMKK2NhYrFmzhmvEYmFhgdmzZzNtogZU+zzu2LEDTk5OYvex8PBwBAUF4d69e8y0Z8yYgfDwcLRt2xbW1tZSbep1/fp1jBo1SqzZi0gk+tdfzwW+L/6dM3MBgf8LfHx84O/vjxcvXtRpxvpvXTV5/PgxnJ2dkZeXh8+fP6Nnz55QU1PDqlWr8PnzZwQHBzPfhtqTTW1tbYlOlyzQ1NTEiRMnkJmZifv370MkEsHc3FwqGZS1y3dVVFSkcoxrWLduHRYtWoTp06dzZUhXr17F5MmT8ebNG6blK35+fpg2bRpKS0tBRLh58yYOHDiAlStXIiQkhJkuUP15DxkyhKnG1/Dx8cHo0aOxaNEiNGzYUKrafGZc8ImJiclXu3qamJgwnWTzeZ4D1YGh27dviy24KCgo1Nk0o76pMRXPycnB33//zdRUXFtbGxkZGdDV1f2PizosSz3Hjh0LOTk5nD59Wur2GHx2r920aRM8PT3xyy+/SCxybdy4kZkuULdVQ2FhIdfh899KQUEB3NzccPnyZYhEImRmZsLU1BTe3t7Q0tJimj3Ipz2GoaEhkpKScPHiRTx48AAAYG5uDicnJ+badnZ23M/6+vqIjIxkrlnD3r17MW7cOAwZMoTLUIyPj0ePHj0QGhqKUaNGMdOeMGECfH198ddff0EkEuHZs2dISEjArFmzsGjRIma6AJCWlsZloaenp4u9J42mXjY2Njhw4IDQJEKAP3jyvhMQ+O74mgmrNMxY+WTQoEE0evRo+vz5M6mqqnJGsJcvX6YWLVow1X7z5g05Ojpyx7hGe9y4ceTn58dUuzZVVVVUVVUlNb0aEhMTKTw8nMLDw+nWrVtS0TQ2NqawsDCJ8dDQUDI2Nmauv3fvXmrRogX3HTMwMKCQkBDmunxSuynIj0TN9/prL9bar169khh/9OgRKSsrM9Um4u88f/ToEbVu3ZqUlZVJVlaWu6bOmDGDJk2axFRb2qbioaGhVFpaSkTVDThCQ0O/+mKJsrIy3b9/n6nG1/has4SnT58ybwpSQ0ZGBp08eZJOnjwptWY4QUFBFBERwf0+bNgwEolE1KRJE0pOTpbKNvDBmDFjqHfv3pSfny82X4uMjCQLCwupbQdfcyY+efnyJV25coWuXLlS572FBa1bt6Z169ZJjK9du5Zat27NVLuqqooCAwNJRUWFu481aNCAa770b0VZWfm7a+ol8OMhZNAJCPwDn6uDQLUZbFZWVp0eNnX5QNQXcXFxuHbtmoRnjLGxMZ4+fcpMF6huXy8vL8+Z7tYwfPhw+Pn5MfeS4avU88mTJxg5ciTi4+O5Ff/CwkJ06tQJERERTMs1nj9/jk6dOkmMd+rUCc+fP2emW4O7uzvc3d1RUlKCoqIiqZXcLVmyBF5eXszLh+tiyJAhuHz5Mpo3by4VPVtbW1y6dAlaWlqwsbH55gowy3LLY8eOif1eXl6OO3fuICwsDMuWLWOiWeO5JxKJsGjRIrGsscrKSty4cQPt2rVjog1UZxDt378fvXv35uU89/X1hZ2dHVJSUsSaQgwePBgTJkxgqi1tU/HaHmRjx46t97//32JhYcG8uc+X1HhpikQihISEiFlRVFZW4sqVK2jdurVUtsXMzAxmZmZS0aohODgY+/btAwBcuHABFy9eRGRkJA4dOoTZs2fj/PnzzLRNTU2RmJgo0XSlsLAQtra2TEs9z58/j6ioKIk5gpmZGR4/fsxMtwa+5kwAf6WeHz9+xNSpUxEREcFlpMrKymL48OHYunUrczuUAQMGSIwPHDiQuT+bSCTCggULMHv2bGRlZaGoqAgWFhZSsb3ZvXs3RowYIdH0Rho4Ojp+d029BH48hACdgMA/8PHgXkON58Hjx48lyjtZex5UVVXV+fefPHkCNTU1ZroAv5NNPks9x48fj/Lycty/f5/rFPXw4UOMGzcO48ePZ1pC0aJFCxw6dEhicnfw4EHmD1mBgYFwd3eHiYkJlJWVpVJyV8OJEyfw+++/o1u3bvD29sbQoUOhqKgoFe2WLVti/vz5uHr1ap3l8/Vtrj1o0CBu3/hs1DBo0CCJsWHDhqFNmzY4ePAgvL29613zzp07AKrLPNPS0sQWHhQUFNC2bVumnVTl5OQwefJk7iFS2uc5nwsufJqKOzk5YfTo0RgyZAjU1dWZan3JqlWrMGfOHKxYsaLO7zeL7Vm/fj2A6vM8ODgYsrKy3Hs13WtZWCf4+flh+fLlUFFRkWhA8yUsfaJevHjBeZGdPn0abm5u6NWrF4yNjdGhQwdmukC1n2Ndc6bPnz8z/44VFxfXeT15+/Yt8/sZn3Omuko9r169KpVSz/Hjx+POnTs4ffo0fvnlFwBAQkICfH19MWnSJLHFiPrG0NAQly5dkggWXbx4kTv/WbF3714MGTIEysrKsLCwYKr1JfPmzYOvry9cXV3h7e1d56IyKwYMGICZM2ciLS2tzus56yZyAgIAhBJXAYEvuXv3Lp07d45OnDgh9mJJ27ZtydXVle7du0fv3r2jwsJCsRdL3NzcaMKECURUXYqXk5NDHz9+JEdHRxo7dixTbVVVVcrIyOB+rinXSExMJG1tbabafJZ6NmjQgJKSkiTGb926RUpKSky1Dx8+TLKystS7d28KCAiggIAA6t27N8nJydHRo0eZaltbW5OMjAz98ssvtHXrVnr9+jVTvS9JSkoiHx8f0tXVJU1NTZo8eTLdvHmTua6xsfFXXyYmJsz1vzeys7NJRUWFqcbYsWPp/fv3TDW+Rrdu3ejYsWO8aGtqatLdu3eJSPyaGhcXR/r6+ky1TUxM6MKFCxLaYWFhZG5uzlR7xowZ1KhRI1JSUqJhw4bR8ePHqaysjKlmDbUtMWq/pGGP0b17d3r79i1TjS/13r17x/38tZeDgwPT7WjcuDHFx8cTEVHLli3p0KFDRET04MEDUlNTY6JZMxcUiUQUHh4uNj88evQoTZs2jVq2bMlEu4Y+ffpwJYY187XKykpydXWloUOHMtXmc87EZ6mnsrIyxcXFSYxfuXKFuV3Cn3/+SQoKCjR58mTODmXSpEmkqKhIwcHBTLV1dXVJRUWFRo4cSWfOnKGKigqmerUpLy+no0eP0sCBA0leXp5atWpFQUFB9Pz5c+baddkd1b7GCwhIAyFAJyDwD9nZ2WRtbS3mPVd70s0SPj0P8vPzycLCgszNzUlOTo46duxIOjo61KpVqzq9beoTPiebioqKdR7zjIwMUlRUZKptZmZGN27ckBi/ceMGNW/enKk2UXUg0N3dnWxtbcnW1pbc3d3rDBiyID09nebPn08mJiYkLy9Pffv2pX379lFxcbFU9ImIysrK6MiRI9S/f3+Sl5cnKysr2rBhA/NguABRSUkJ+fr6Mn+QrSEzM5MiIyOppKSEiEgqvkkHDx4kU1NT2rx5M127do1SUlLEXizhc8FlxYoVZGFhQdevXyc1NTWKi4ujvXv3kp6eHm3atImpNhFRZWUlRUVFkaenJ6mrq5OWlhZNmDCBYmJimOrGxMR88yUNPn/+TA8ePKDy8nKp6PHNtGnTyMjIiJycnEhHR4c+fvxIREQHDhwgGxsbJppfehPXfikoKFDLli3p1KlTTLRrSEtLI319fXJ2diYFBQUaNmwYmZubU8OGDZn7nPI5Z1JQUKhTOzMzk7m2oaEhpaamSoynpKSQgYEBU20ioqNHj1Lnzp1JW1ubtLW1qXPnznT8+HHmuuXl5XTq1CkaNWoUqaiokJ6eHk2dOpULjEuLFy9e0Jo1a8jKyork5eVpwIABdPz4caqsrJTqdggISBMhQCcg8A/9+/enQYMG0evXr0lVVZXu3btHcXFx1L59e7py5QpTbQcHBzp37hxTjW9RXl5Oe/bsodmzZ9OUKVNo586d3AMtS/icbLZp04Z+//13ifHly5eTpaUlU+3jx49T+/btKTExkRtLTEykjh078pZ5wwdXr16lqVOnkp6eHrOsh7r4/PkzRUREUK9evUhOTo7s7e2pRYsWpKamJmY8/v8rmpqapKWl9V+9pLkdmpqaJCsrS2pqasyzkgsKCnhrQMNnwyE+F1y+J1PxT58+0aFDh6ht27b/6qyHkpIS8vLyIllZWbGmINOnT6eVK1dKdVvev39Px44dk0rDjLKyMlqzZg3NmDFDbHFp3bp1tHPnTqbaxsbGUs/+rk1hYSEFBgaSq6sr9enThxYsWEDPnj1jrsvnnKl58+Z1Zoxt27aNeTOz7du3k5OTk1j21vPnz6lXr17Ms9i+F4qLi2nv3r3Ut29fUlBQIFNTU6nqX79+nSZOnEiKiopkbGxMGhoaZGxsTJcvX5bqdggISAsR0ReGVwICPyi6urqIjo6GtbU1NDQ0cPPmTbRq1QrR0dHw9/fnvI1YcOzYMSxcuBCzZ8+u0/PA2tqamTbfvH//Hlu2bEFKSgqKiopga2uLadOmoXHjxkx1jxw5guHDh8PJyYnzU4mPj8elS5dw6NAhDB48mJm2lpYWSkpKUFFRATm5aivQmp9VVFTE/u/bt2/rVfvs2bOQlZVF7969xcajoqJQVVWFPn361Kvet0hOTsbevXsRERGBgoICfPr0iane7du3sXv3bhw4cACKiorw8PDA+PHjOX+XzZs3IzAwEC9fvvx/1uLTqyksLIz7uaCgAIGBgejdu7eYf05UVBQWLVrE1DcoNDRUrEGFjIwM9PT00KFDB2hpaTHTBQAPDw+8evUKISEhMDc3R0pKCkxNTREVFQU/Pz/cvXuXmfZ/8s9k7XdaUVGBiIgIpKamctdUd3d3qRlul5WVSd1UvDYvXrxAREQE9u7di6SkJLRv3x7Xr1+vV43U1FRYWlpCRkYGqamp3/y/LO/fvr6+iI+Px4YNG+Ds7IzU1FSYmprixIkTWLp0KdN5i5ubG+zt7TF9+nR8+vQJbdu2xaNHj0BEiIiIwNChQ5nolpeXY9KkSVi0aBFMTEyYaPxvKSws5Bo+/Vvhc860bds2/Prrr/Dy8uL8yOLj4xEaGoqNGzdi0qRJzLRtbGyQlZWFz58/o1mzZgCAvLw8KCoqSvj21nfTpcTERFRVVUn4Kt64cQOysrKws7OrV71v8ebNG0RERCA4OBj3799n6o0NAC9fvsSePXuwe/du5OTkwMXFBd7e3nByckJxcTECAgIQERFRL37VmzZtwsSJE9GgQQOuAc/XqG/PYAGBuhACdAIC/6ClpYWkpCSYmJigefPmCAkJgYODA7Kzs2FlZYWSkhJm2jIyMhJjIpEIRMS8SQRQbe69efNmztjc3Nwc06dPl1oXOL64ffs21q9fL7bf/v7+sLGxYapbO4Dyn6jdqbA+sLa2RlBQEPr27Ss2HhkZiblz5yIlJaVe9b4kNzcX+/fvx/79+/Hw4UN069YNo0aNwrBhw5h2Q7OyssKDBw/Qq1cvTJgwAQMGDBAzVgeqJ6D6+voSXZT/b3BwcMCxY8egqakJBweHr/4/kUiE6Ojo/2e9rzF06FA4ODhg+vTpYuNbtmzBxYsXcfz4cWbaeXl5MDQ0rLOLbF5eHveww4JGjRohKioKbdu2hZqaGhegy8nJgbW1NYqKiphpC0ifDx8+4MiRI9i/fz9iYmJgamrKdYxm0T1ZRkYGL168gL6+PmRkZLj79Zewvn8bGRnh4MGD6Nixo9h5npWVBVtbW3z48IGZdu3v2P79+7FkyRKkpKQgLCwMO3bsYBoc1NDQQHJyMi8BulWrVsHY2BjDhw8HALi6uuLIkSNo3Lgxzp49i7Zt2zLVf/fuHXbt2iXWzXTcuHHQ1tZmqgvwN2cCqhey165dK6Y9e/bsOpsR1Sf/m47jS5YsqVft9u3bY86cORg2bJjY+NGjR7Fq1SrcuHGjXvW+pKSkBMeOHcO+fftw6dIlGBoaYuTIkXB3d2f6fDBgwABERUWhZcuWGD9+PDw8PCTO71evXqFRo0b1Ml8zMTHBrVu3oKOj881rikgkYtqlWUCgBiFAJyDwD127doW/vz9cXFwwatQovHv3DgsXLsSOHTtw+/ZtpKenM9PmM+PiyJEjGDFiBOzs7LgMm+vXryMxMZHpKngNpaWlSE1NxatXryRutEK3pPpHSUkJ9+/fh7Gxsdj4o0eP0KZNGxQXFzPT7tixIxITE2FtbQ13d3eMHDkSBgYGzPRqs3z5cnh5eUlN73tBVVUVycnJEl3gsrKy0K5dO6aBKllZWTx//hz6+vpi4wUFBdDX12cauFBTU0NSUhLMzMzEAhe3bt1C7969UVBQwEy7hnv37iEvLw9lZWVi46yva5mZmbh8+XKd19TFixcz0y0uLkZQUBAuXbpUpzbLBxslJSVoaWlh+PDhcHd3Z55Z8vjxYzRr1gwikYjX+7eysjLS09Nhamoqdp6npKTA3t4e79+/Z6atpKSEjIwMGBoawsPDA02aNEFQUBDy8vJgYWHB9Nri6emJdu3aMc0A/homJibYt28fOnXqhAsXLsDNzQ0HDx7EoUOHkJeXh/PnzzPTvnLlCgYMGAANDQ3uHL99+zYKCwtx6tSpOrsoC/z/i6qqKpcVW5vc3FxYW1vj48ePzLRHjBiB06dPQ1lZGW5ubnB3d+eeEVjj7e2N8ePHf1OPiJCXl8c8I11AgA/k+N4AAYHvhYULF3LBiYCAAPTv3x9du3aFjo4ODh48yFSbzxvMnDlzMH/+fAQEBIiNL1myBHPmzGEaoIuMjISHhwfevHkj8Z40MgeB6lW4uh4mpVFWzIe2hoYGcnJyJAJ0WVlZEuW19U2PHj3w119/wcLCgqlOXSxatEjs98rKSqSlpcHIyIh5uSWf6Ojo4MSJE/D39xcbP3HiBHR0dJhqf239r6ioCA0aNGCq3bVrV4SHh2P58uUAqq8nVVVVWL169TczGuuDnJwcDB48GGlpaWKZVTWZhCyvazt37sSUKVOgq6uLRo0aiWUvikQipgG68ePHIzY2FmPGjEHjxo3rzJxkxcmTJ9GjR486s9FZUPuezef9287ODmfOnIGPjw+A/znHQkJCmD9MGxoaIiEhAdra2oiMjERERASA6gwv1t9vMzMzBAQEID4+Hj/99JPEvYtlGdqLFy9gaGgIADh9+jTc3NzQq1cvGBsbS5Qi1jfTpk3D8OHDsW3bNi4DvLKyElOnTsW0adOQlpbGTNvDwwMODg7o1q2bRMBImhQVFUnMmdTV1f+V2oqKinj58qXE8X7+/Dlnj8IKWVlZHDp0CL1795aoNmDNrl27JMa+LCMXiURCcE7gX4uQQScg8A3evn0LLS0tqT1o8JFxoaysjNTUVIkMm8zMTLRt25Zpaa+ZmRl69eqFxYsXo2HDhsx06uL27dvw9PTE/fv3JQIJrIODfGpPmjQJCQkJOHbsGFf6lZWVhaFDh+Lnn39GSEgIM20++fXXX2FlZQVvb29UVlaiW7duuHbtGpSVlXH69Gl07969XvWGDBnyX//fo0eP1qt2bUJDQzF+/Hj06dOHe3i8ceMGIiMjsXPnTowdO7beNWs89zZu3IgJEyZAWVmZe6+yspLzz4mPj6937RrS09PRo0cP2NraIjo6GgMHDsTdu3fx9u1bxMfHMyl7rKGmfDokJAQmJia4efMmCgoK4O/vjzVr1qBr167MtI2MjDB16lTMnTuXmcbX0NTUxJkzZzh/qh+J7OxsbNiwQazs0NfXl+l5BgBXr15Fnz59MHr0aISGhmLSpEm4d+8erl27htjYWPz000/MtP/880/4+vpCVVUVRkZGSEpKgoyMDDZv3oyjR4/i8uXLzLT5LENr0qQJDh8+jE6dOqFVq1YIDAyEq6srHj58iJ9//plpWbGSkhKSk5PRqlUrsfGHDx+iXbt2TH1cx48fjytXriArKwsGBgbo1q0bunfvjm7dukl4sdU3ubm5mD59OmJiYlBaWsqNS8MGhk/tkSNH4vnz5zhx4gRnAVJYWAgXFxfo6+vj0KFDzLT55Msycjc3Nxw5cgSNGjViUkb+n3yCa1PfnsECAnUhZNAJCHxBVlYWsrOzYW9vD21t7a9mgdQnfGZcdO/eHXFxcRIBuqtXrzJ9kASqTWD9/PykHpwDAC8vL7Rs2RK7du1Cw4YNpZrtwaf26tWr4ezsjNatW6Np06YAgCdPnqBr165Ys2YNc/0nT57g5MmTdQaiWU58Dh8+jNGjRwMATp06hdzcXDx48AB79uzBggUL6j1YVNtPj4hw7NixOsuS/jeBvP8bxo4dC3Nzc2zatIkLBJqbm+Pq1avMsj1qvKeICGlpaVBQUODeU1BQQNu2bTFr1iwm2jVYWloiIyMDW7ZsgZqaGoqKijBkyBCpNKBJSEhAdHQ0dHV1ISMjAxkZGXTp0gUrV67EjBkzmHpzvXv3Dq6ursz+/rfQ0tKSig/W1zh8+DBXZvjltaW+zdtrExUVhYEDB6Jdu3Zi5vlt2rTBqVOn0LNnT2baXbp0QXJyMoKCgmBlZYXz58/D1tYWCQkJsLKyYqYLAFOnTkX79u2Rn5+Pnj17ctmLpqamCAwMZKqdm5vL9O9/iyFDhmDUqFEwMzNDQUEB11jpzp07EvOo+sbW1hb379+XCNDdv3+fufddzeLd06dPceXKFcTGxmLt2rWYNGkSGjdujCdPnjDTHj16NIgIf/31l9TnTHxqr1mzBvb29jAyMuJ8/pKTk9GwYUPs2bOHuX5xcTFiY2PrvKayzFINDg7Gvn37AAAXLlzAhQsXcO7cORw6dAizZ8+u9zLyL+/JSUlJqKio4L5nGRkZkJWVZbrgISAghvQaxgoIfN+8efOGHB0dSSQSkYyMDGVnZxMR0bhx48jPz4+pdv/+/WnQoEH0+vVrUlVVpXv37lFcXBy1b9+erly5wlR727ZtpKenR9OmTaM9e/bQnj17aNq0aaSvr0/btm2jEydOcK/6Zty4cRQSElLvf/e/QVVVlTIzM384bSKiqqoqioqKotWrV9PmzZspNjZWKroXL14kZWVlsrS0JDk5OWrXrh1pamqShoYGOTg4MNVWVFSk/Px8IiKaMGEC+fr6EhFRTk4OqampMdWeM2cOjR8/nioqKrixiooKmjhxIs2aNYupNp+MHTuW3r9/z/dmSB1NTU3KyckhIiJTU1OKjo4mIqKsrCxSUlJiqu3l5UXbtm1jqvE19uzZQ8OGDaPi4mKpa2/cuJFUVVVp+vTppKCgQJMmTSInJyfS0NCg3377jal2u3btaO7cuRLjc+fOJRsbG6baAtX3s6qqKqnplZWV0Zo1a2jGjBmUlJTEja9bt4527tzJVDsiIoKaNWtGf/zxB8XFxVFcXBz98ccfZGxsTBEREZSSksK9WFFcXExRUVE0b9486tixIykoKFC7du2Y6RERqaio0IMHD5hqfI/aRERFRUW0fft2mjp1Kvn7+1NYWBiVlZUx101KSqJGjRqRuro6ycrKkp6eHolEIlJRUSETExOm2g0aNKC8vDwiIpoxYwZNnDiRiIgePnxImpqaTLXXrl1LAwYMoLdv33Jjb9++pUGDBtGaNWuYagsI1CCUuAoI/IOHhwdevXqFkJAQmJubc2bLUVFR8PPzw927d5lp6+rqIjo6GtbW1tDQ0MDNmzfRqlUrREdHw9/fn2nGxX/r2cMilb+kpASurq7Q09ODlZUV5OXlxd5nuULn4uKCMWPGMG+C8b1p80n79u3Rp08fLFu2jDM019fXh7u7O5ydnTFlyhRm2kZGRti5cyd69OgBExMTbNu2Df369cPdu3fRpUsXvHv3jpm2np4erl69WmdZUqdOnaTSsACobsjy5So4S/+c169fQ09Pr8730tLSmGf48NWAhs+GQytXrsS6devQr18/qV9TbWxskJ2dDSKCsbGxhDbLLLbWrVtjyZIlGDlypFizhMWLF+Pt27fYsmULM+0GDRogLS1NoswvIyMD1tbWYmVxrODDz7SyshKhoaFfbQrCsjs1AISHh+OPP/5AZmYmAKBly5aYPXs2xowZw0yzvLwckyZNwqJFi3jpIPuf5ms1FRgs5mu//fYbYmJicOfOHZibm3Mlrvb29sx9XB0cHLBgwQI4OTkx1fnetPmke/fuaNmyJYKDg6GhoYGUlBTIy8tj9OjR8PX1ZZr9z2cZuYGBAc6fP482bdqIjaenp6NXr1549uwZM20BgRqEElcBgX84f/48oqKiuLK/GszMzP5jl7b/VyorK6GmpgagOlj37NkztGrVCkZGRnj48CFT7fpoUf5/y4EDB3D+/Hk0aNAAMTExEobmLB8mQ0JC4OnpifT0dFhaWko8TLJ8gOdTm0/u37+PAwcOAADk5OTw6dMnqKqqIiAgAIMGDWIaoBs3bhzc3Nw48/qayfaNGzfQunVrZroAUFFRgQcPHkgE6B48eMD8+1dSUoI5c+bg0KFDdQYCWZbPW1lZYdeuXejXr5/Y+Jo1a7Bo0SKmfkl8NqDhs+HQjh07oKqqitjYWMTGxoq9x/qaOmjQIKmWf9UmLy8PnTp1AlDt01XT3XDMmDHo2LEj0wCdnp4ekpOTJQJ0ycnJEh2M6xs+/Ux9fX0RGhqKfv36wdLSUqqf/bp167Bo0SJMnz6dKyu+evUqJk+ejDdv3jDr7iovL48jR45INB2SFnyW9gYFBUFPTw9LlizBkCFD0LJlS6lph4SEYPLkyXj69GmdcyaWgWg+tfkkOTkZ27dvh4yMDGRlZfH582eYmppi9erV8PT0ZBqg47OM/MOHD3j9+rXE+OvXr5l2zRUQqI0QoBMQ+Ifi4mIxM/Ma3r59C0VFRabalpaWSElJgYmJCTp06IDVq1dDQUEBO3bs4LVbFmsWLFiAZcuWYd68eVLrvldDQkIC4uPjce7cOYn3WD/Y8KnNJyoqKlwGV+PGjZGdnc2tUtYVSKlPli5dCktLS+Tn58PV1ZX7TsvKymLevHlMtceNGwdvb29kZ2ejffv2AKoDg0FBQRg3bhxT7dmzZ+Py5cvYtm0bxowZg61bt+Lp06fYvn07goKCmGr7+flh6NChGDduHNatW4e3b9/Cw8MDaWlp2L9/P1NtHx8fuLq68tKApnfv3tzPLVq0wIMHD6TWcIjPB/ilS5fypt2oUSO8ffsWRkZGaNasGa5fv462bdsiNzeXuY/shAkTMHHiROTk5HBBwvj4eKxatep/ZT7+fwOffqYRERE4dOgQ+vbtKzXNGjZv3oxt27bBw8ODGxs4cCDatGmDpUuXMgvQAdUZ8MePH2eq8TX47Fp5584dxMbGIiYmBmvXroWCggKXRVeTbcWK169fIzs7W+x+yTJb8HvR5hN5eXluXq6vr4+8vDyYm5tDQ0MD+fn5TLXXr18PY2Nj5OfnY/Xq1VBVVQVQ3b126tSpTLUHDx6McePGYe3atWLztdmzZzP3DBYQ4OCvulZA4PuiT58+tHDhQiKq9gjLycmhyspKcnV1paFDhzLVjoyMpCNHjhARUWZmJrVq1YpEIhHp6urSpUuXmGrziZaWFmVlZfGibWRkRNOmTaMXL178UNp8MmjQINqxYwcREfn7+1OLFi0oMDCQbG1tqUePHjxvHTsqKytp1apV1KRJExKJRCQSiahJkya0atUqMV86FhgaGtLly5eJiEhNTY3zPgwPD6c+ffow1Saq9rFp06YNtWjRgrS1talPnz70/Plz5rpqamq8XVt+VExMTOjNmzcS4+/evWPuWeTt7U1Lly4lIqItW7aQkpISOTk5kaamJnl5eTHVrqqqonXr1pGBgQH3/TYwMKANGzYw90bj08+0cePG9PDhQ160FRUV69zvjIwMUlRUZKq9fPly0tTUpKFDh9KKFSto48aNYq8fheTkZPL09CQ5OTmSkZFhqmVubk5Dhgyh69evU25uLj169Ejs9W/V5pOePXvSvn37iIho/Pjx1L59e9q7dy/17t2b2rdvz/PWsaO4uJimTJlCioqKJCMjQzIyMqSgoEBTpkyhoqIivjdP4AdB8KATEPiH9PR09OjRA7a2toiOjsbAgQNx9+5dvH37FvHx8WjevLlUt0daGRd8MnPmTOjp6eG3336TuraamhqSk5Ol/rnyrc0nOTk5KCoqgrW1NYqLi+Hv749r167BzMwM69at4zU7QFrUeKew9H6rjaqqKu7du4dmzZqhadOmOHr0KNq3b4/c3FxYWVmhqKiIqf7Hjx8xYcIEHDlyBMD/lHezxsvLC507d4a3tzdzre8JPn3BZGRk8OLFC4myzpcvX8LQ0FDC/7A+qaqqQlVVFeTkqgtDIiIiuGvLpEmTxDoJs6SmBKrGsoI1fPqZrl27Fjk5OdiyZYvU5ymWlpYYNWqUxNwhMDAQBw8eRFpaGjPtb3nPiUQi5OTkMNPmEyLCnTt3EBMTg5iYGFy9ehUfPnyAtbU1unXrhvXr1zPTVlFRQUpKCvPyxu9Nm09u3bqFjx8/wsHBAa9evYKHhwd3Td21axfatWvH9yYypbi4GNnZ2QCA5s2bQ0VFhectEviREEpcBQT+wdLSEhkZGdiyZQvU1NRQVFSEIUOGYNq0aWjcuLFUtiErKwvZ2dmwt7eHtrY289IcvqmsrMTq1asRFRUFa2trCW+PdevWMdMeMmQILl++zEuQjE9toPphNisrq84HeHt7e2a6tcu1VVRUEBwczEzre0VagbkaTE1NkZubi2bNmqF169Y4dOgQ2rdvj1OnTkFTU5Opdnx8PEaPHg1tbW2kpqYiPj4ePj4+OHv2LIKDg5kai2/ZsgWurq6Ii4uTerMEPuHDF+zkyZPcz1FRUdDQ0OB+r6ysxKVLl5gb6svIyIjZJIwYMQIjRoxgqvklr1694jxjW7du/dUGKfUJn36mV69exeXLl3Hu3Dm0adNGQvvo0aPMtJctW4bhw4fjypUrnAddfHw8Ll26hEOHDjHTBfgtI+cTbW1tFBUVoW3btujWrRsmTJiArl27Mr+PAICjoyNvQTI+tU1NTZGYmAgdHR2x8cLCQtja2jINBtvZ2XE/6+vrIzIykpnW94iKisq/1l9Q4PtHyKATEPgOKCgogJubGy5fvgyRSITMzEyYmprCy8sLWlpaWLt2Ld+byAQHB4evvicSiZhme/z+++/YsGEDL90O+dS+fv06Ro0ahcePH0vdVDwxMRFVVVXo0KGD2PiNGzcgKysrNiEUqB/Wr18PWVlZzJgxAxcvXsSAAQNARCgvL8e6devg6+vLTFtRUREzZ87E8uXLuXM8Ozsbo0ePRn5+Pp48ecJMe9euXZg8eTIaNGgAHR0diQY0/9YsF11dXYSHh0vVF6wmMFbjy1QbeXl5GBsbY+3atejfvz+zbdi9ezdUVVXh6uoqNv7333+jpKSEadbmx48fMXXqVBw4cIBb8JCVlcXw4cOxdetWsYBlfXPq1CmMGTOmzq6GrK/n/8k/c/fu3cy0geoGGevXr8f9+/cBAObm5vD394eNjQ1T3drUnO//5kqHGs6cOYOuXbtKfZEJqG5+ExgYCC8vrzrnTCwD0XxqfysruVmzZvj8+TMz7dzcXFRUVEg0v8nMzOSu6wICAmwQAnQCArUoLS1FampqnZlFLG/CHh4eePXqFUJCQmBubo6UlBSYmpoiKioKfn5+uHv3LjNtgL+MKj7hs0yFT+127dqhZcuWWLZsGdfRtDYsHybbt2+POXPmYNiwYWLjR48exapVq3Djxg1m2gLVPH78GLdv30aLFi2Yrw7HxsaiW7duEuNVVVX4/fffmXZCbNSoEWbMmMFLAxo+adKkCWJiYqTaYbEGExMTJCYmQldXV+raLVu2xPbt2yUWfWJjYzFx4kSm3dCHDx+OO3fuYPPmzfjll18AVDcC8vX1Rbt27RAREcFM29jYGP3798eiRYuk3gzlRyY8PBx//PEHMjMzAVSff7Nnz8aYMWOY6vKZUcUn37qGsw5E86Fdk5Xs4uKCsLCwOrOSL1y4wPS61q1bN3h5eUksbuzduxchISGIiYlhpi0g8KMjBOgEBP4hMjISHh4edXaTZD0BaNSoEaKiotC2bVuoqalxAbqcnBxYW1sz9YniM6NKQPrw6aeiqqqK1NRUic7Eubm5sLa2Zt7C/kcLRJeXl8PZ2RnBwcESq+DSpHbpvpKSEtf9jiXa2tpITEz84Xwe+fQF45MGDRrgwYMHElkdjx49grm5OT59+sRMW0VFBVFRUejSpYvYeFxcHJydnVFcXMxMm28/04qKCsTExCA7OxujRo2Cmpoanj17BnV1da7zIgs8PDzg4OCAbt26Sb3T/bp167Bo0SJMnz6dK6+9evUqtm7disDAQKbdXfnMqBKQHt9DVrK6ujqSkpIk5opZWVmws7NDYWEhM+0fNRAtIFCD4EEnIPAPPj4+cHV1xeLFi6W+El1cXAxlZWWJ8bdv30JRUZGp9uTJk2FnZ4czZ87UmVH1o1BZWYm0tDQYGRkx9cb6EmmXyHTo0AFZWVm8BOgUFRXx8uVLiQeq58+fc+burPgRA9Hy8vJITU3lTf9rpfve3t7Q1tbGmjVrmGl7enri4MGDvDSgkTZDhgwR+z06OpoXX7AZM2agRYsWEiX6W7ZsQVZWFjZs2MBMW19fH6mpqRIBupSUFImHvPpGR0enzsxjDQ0N5vcSPv1MHz9+DGdnZ+Tl5eHz58/o2bMn1NTUsGrVKnz+/Jmpx6iCggJWrlwJb29vGBgYoFu3bujevTu6devGfDFi8+bN2LZtGzw8PLixgQMHok2bNli6dCmTAN1/4/P4o5UcFhYWSsX/jg9qFhD5zEoWiUR1Lpq+f/+e+Xzp0aNHdWp8/vwZT58+ZaotIPA9IAToBAT+4eXLl/Dz8+OlTKRr164IDw/H8uXLAVTfGKuqqrB69epv+rTVB5mZmTh8+PAP16Hq119/hZWVFby9vVFZWQl7e3skJCRAWVkZp0+fRvfu3Znq81Ui4+PjA39/f7x48aJOPxWWZY+9evXC/PnzceLECe4Bo7CwEL/99ht69uzJTBeQfiB606ZN//X/Zek5OHr0aOzatQtBQUHMNL7GzJkzIS8vj7y8PJibm3Pjw4cPh5+fH9MAHZ8NaKTNl8GhwYMH87IdR44cEQsk1NCpUycEBQUxDdCNHDkSM2bMgJqaGpcNGxsbC19fX+bNIhYuXAg/Pz/s2bMHjRo1AgC8ePECs2fPZlrGDVTfN+bPn4+rV69K3c/U19cXdnZ2EkHQwYMHY8KECcx0germGADw9OlTXLlyBbGxsVi7di0mTZqExo0bM/W3fP78OTp16iQx3qlTJzx//pyJpouLC4DqueGXJYe1M6r+raxatQrGxsYYPnw4AMDV1RVHjhxB48aNcfbsWbRt25apfmxsLNasWcP5HVpYWGD27Nno2rUrU926GpJIKzBpb2+PlStX4sCBA5CVlQVQfV9duXKlRLZwfcFXILqu+9bXYGl3JCBQg1DiKiDwD15eXujcuTO8vb2lrp2eno4ePXrA1tYW0dHRGDhwIO7evYu3b98iPj6e6eq4o6Mj5syZA2dnZ2Ya3yNNmzbF8ePHYWdnh+PHj2PatGm4fPky9uzZg+joaMTHxzPT5rtE5ktqyihYZ5I9ffoU9vb2KCgo4Iy8k5OT0bBhQ1y4cAGGhobMtKVd2vvfdq1k7Tno4+OD8PBwmJmZ4aeffoKKiorY+ywDVXyW7vPZgOZHpUGDBkhPT6+zJMrS0hKlpaXMtMvKyjBmzBj8/fffXDZuVVUVPDw8EBwcDAUFBWbaNjY2yMrKwufPn9GsWTMAQF5eHhQVFSWyuZKSkupVm08/Ux0dHVy7dg2tWrUS+34/evQIFhYWKCkpYaZdQ0lJCddNNiYmBklJSbCwsMCdO3eYaVpaWmLUqFES2bmBgYE4ePAg0tLSmGnzmVHFJyYmJti3bx86deqECxcuwM3NDQcPHsShQ4eQl5eH8+fPM9Peu3cvxo0bhyFDhoh1DD527BhCQ0MxatQoZtp8Bibv3bsHe3t7aGpqcoHIuLg4fPjwAdHR0bC0tKx3Tb5Ke/9bn9p/a7WFwPeHEKATEPiHkpISuLq6Qk9PT+or0UB12viWLVuQkpKCoqIi2NraYtq0aWjcuDFT3WPHjmHhwoWYPXu21DOq+KRBgwbIyspC06ZNMXHiRCgrK2PDhg3Izc1F27Zt6+yKV1+YmJhg2bJlYiUyABAWFoalS5fWuWpaXzx+/Pib7xsZGTHTBqrLufft24eUlBQoKSnB2toaI0eOlDjv6psfNRDNZ6BKTU0NSUlJMDMzE3uAv3XrFnr37o2CggJm2j8qjo6OOHr0qESGxYcPH+Di4sL087a0tMTkyZMxffp0sfGaksB79+4x064hIyODu7ZYWVkxv54BwLJly/7r/7tkyRKGWyJdtLS0EB8fDwsLC7Hv99WrVzF06FC8fPmSmfZvv/2GmJgY3LlzB+bm5lyJq729PfOy4iNHjmD48OFwcnISC9hcunQJhw4dknoG67+51LMGJSUlZGRkwNDQEL6+vigtLcX27duRkZGBDh064N27d8y0zc3NMXHiRImF03Xr1mHnzp1cVh0L+AxMAsCzZ8+455Ka+dr06dOhra3NVPdHDUQLCNQgBOgEBP5h167/0969h0VZbv0D/wKCoJyGk+IJBhkRgUFB8xQgUuIpDyRgaCgekkQwnES0RFHaKgmk0s9DmopawsZDpsWowKDQVkBhQEU5qajhq0JmQKQx8/vDl3mdhtp7F/c8NrM+1+W17Rmv1rINwzPrWfdaexAeHg5DQ0NYWloqHYFj/SSaS1x2VHHJzs4On332Gfz8/MDn87F9+3ZMmjQJV69exauvvsr0hu/3Ok2qqqrg5ubGtNNEW2lrIZpLEydOhKenJ9avXw8TExOUlZXBzs4OM2fOhEwmQ2ZmJtcpapzfGyL/4MED9O7dG8+ePWMW+/PPP8eSJUuwfPlyjB07FgCQnZ2NpKQkfPLJJ8yPPRL1Cg4OhpmZGXbt2qX4/ra2tsbUqVPRr18/7N27l1lsXV1dWFtbIzo6GgEBAWrfWnzp0iWkpKQoijPOzs4QiUSKznBWuD7qyZVevXohMzMTo0aNgpOTExISEhAYGIgbN25g2LBhTB+odu3aFVevXuWkM5jLwuTLRhsK0YS0oxl0hPyvDz74APHx8YiNjf2P2507U2trK8rKyjrcMMly5gHLbq2XWVhYGIKCghTzyF577TUAwMWLFzFw4ECmsR0dHZGRkaFyRCY9PV1t2zavXbuGuro6PH36VOk66/kaVVVVyM3N7fDrPC4ujlncN998E8Dzo+zt1FmIvnv3Lk6cONHhf3NNmof2osTERPj5+aG4uBhPnz5FTEyM0tH9zhYQEIB9+/bB1NRUZXHCb7FclsCFF5eBXLt2Dffv31f8c1tbG7KystC7d2+mOcybNw+//PILPvroI8U8VXt7e5WB+iy0tbVh3759yM7O7vC9RVOPNMvlcmRmZv7ueyrLr/OkpCT4+/tj0KBBaG1tRUhICKqqqmBlZYUvv/ySWVwAKCkpQV5eHiQSCZKSkmBgYKDoohszZgzzgp2npycOHjzINEZHduzYgUOHDgEAzpw5g7NnzyIrKwsZGRlYvnw5844qrgQEBCAkJAQCgQANDQ2YMGECgOdfB6zHVvTt2xfZ2dkqcc6ePct0LAfwvEv1zp076Nu3L7KyspCQkADg+fe9Oh6eP378GIWFhR2+t7B8T+e6EN3c3Iy8vLwO79dYn6YiBKACHSEKT58+RXBwMCfFuaysLISGhuLRo0cqr7EuHqjjCNDLaO3atXB1dcWdO3cQGBio2Jarp6eH2NhYprHj4+MRHByMc+fOdXhEhqXa2lpMnz4d5eXlSnM+2jtGWX6tffbZZ3j33XdhZWWFnj17qnSpsizQcVmIzs7OxpQpU+Dg4IDr16/D1dUVt27dglwuh4eHB2d5sebq6orKykqkpqbCxMQETU1NCAgIYHZ038zMTPE11dFWTU02ePBg6OjoQEdHR9G99iIjIyNs27aNeR7vvvsu3n33XTx8+BBGRkYwNjZmHhN4vrBg3759mDRpElxdXbVmG/l7772HnTt3wtfXFz169FDr37tPnz6QSqU4fPgwysrK0NTUhPnz52PWrFkwMjJiGtvd3R3u7u6KD8tSqRQpKSmIiIiATCZj+nMsNDQUvr6+8PHxUdlIztr9+/cVRaGTJ08iKCgI48aNg729PYYPH67WXNQpJSUF9vb2uHPnDhITExXvK/X19Vi8eDHT2CKRCFFRUSgtLVUsBykoKMC+ffuwZcsWprG5LEx+/fXXmDVrFpqammBqaqpyv8ayQMdlIbqkpAQTJ05ES0sLmpubYWFhgUePHqFbt26wsbGhAh1RCzriSsj/io6OhrW1tUpXkzoIBAKMGzcOcXFxnGyRBbjrqNJWXB2ReeONN6Cnp4fdu3eDz+ejsLAQDQ0NEIlE2Lx5M9OtZHZ2dli8eDFWrFjBLMbL6JVXXsGECRMQHx+vmNVkY2ODWbNmYfz48Xj33Xe5TpGJuro69O3bt8OiQV1dnWKgfmeTy+W4c+cOrK2tmRcKXha3b9+GXC6Hg4MDCgsLYW1trXjNwMAANjY2ik18msjKygppaWmYOHEi16molYWFBQ4ePKh1f2+5XI6SkhJIJBJIJBLk5+fjyZMnEAqF8PHxQUpKCrPYCxYswLlz51BdXY3evXsrOvd8fHyYd8BzedRTmx07dgxJSUlK92vLly/H1KlTmcZ99uwZtm7dirq6OsydO1dxf5iSkgITExMsWLCAWewBAwZg4sSJ+Mc//oFu3boxi9MRLo/2tnfg7tixA2ZmZpBKpdDX18fs2bOxdOnSf9udT0hnoAIdIf8rKioKaWlpcHd3h1AoVJlRxfIYmqmpKUpKSphua/09XHZUEfWzsrJCTk4OhEIhzMzMUFhYCCcnJ+Tk5EAkEjHdfmdqaorS0lK1dx28iItCtImJCUpLS9G/f3/weDzk5+fDxcUFUqkUU6dOxa1bt5jF5pKenh7q6+tV5qE1NDTAxsaG2XuLTCaDoaEhrl69qrYj4+S5zMxMxQDz336PdfYG0xf16tULEolE7bPIuMbn8/Htt98yH8vwe77//nvk5+d3eASOZacJj8dDU1MT3N3dFQUyLy8vtc6ounfvHs6dO4e8vDzk5eWhsrIStra2uHv3LrOYS5YswcmTJyEQCFBSUoJbt27B2NgYhw8fRmJiItPvMaJez549w6JFi7B69er/eCt8Z+revTvKy8s5uV/jshBtbm6OixcvwsnJCebm5vjXv/4FZ2dnXLx4EXPmzMH169eZxSakHR1xJeR/lZeXK55OXblyRek11sdGZsyYAYlEwkmBbunSpeDz+cjOzu6wo4p0vm+++QZ6enrw9/dXui4WiyGTyRTHGFhoa2uDiYkJgOfFuu+//x5OTk6ws7PDjRs3mMUFns8ROX36NMLDw5nG6QiXheju3bsrihW2traoqamBi4sLAHR4rF1TtM/3+62mpiYYGhoyi6urq6s4EqSNBbqamhp88sknim6PQYMGYenSpcx/vmzduhUffPAB5s6di6+++gphYWGoqalBUVERIiIimMYWiUTYsmULUlNTOTve+vTpU9y8eRP9+/dHly7qub1eu3Yt4uPj8fnnn6u9W3Tfvn1YtGgRDAwMOlysxbJAd/DgQXh5ecHU1JRZjH+Hx+PB0tISPB4P5ubm6NKli1LnKgspKSng8/moq6tT+1FPbVVUVASZTKZyhPjixYvQ09PD0KFDmcTV19fHkSNHsHr1aib//n/H398fxcXFnBTouDzaq6+vrxh1ZGNjg7q6Ojg7O8PMzAx37txhGpuQdlSgI+R/5ebmchY7NTUVgYGBOH/+fIcbJlne6P7rX/9CTk4OrKysoKurC11dXbz66qvYsGEDoqKimHZUaavY2Fhs3LhR5bpcLkdsbCzTAp2rqyukUin4fD6GDx+OxMREGBgYYNeuXcxvxBwdHbF69WpcuHBB7V/nXBaiR4wYgfz8fDg7O2PixIkQiUQoLy/H0aNHMWLECKaxubBs2TIAzz+kr169Wul4TFtbGy5evIjBgwczzWHjxo1Yvnw5tm/fDldXV6axXiZisRhTpkzB4MGDleZburi44Ouvv8brr7/OLPb/+3//D7t27cJbb72Fffv2ISYmBg4ODoiLi0NjYyOzuACQn5+P3NxcfPvtt3BxcVF5b2G5LKGlpQWRkZHYv38/AKCyshIODg6IjIxE7969mc40DQoKwpdffgkbGxvY29ur/L1ZdlStXr0acXFxWLlypdpn906aNEmt8V60atUqSCQSlJSUwNnZGT4+PoiNjYW3tzd4PB6zuH/UURUdHc0srraLiIhATEyMSoHu3r172LRpEy5evMgs9rRp03D8+HFO/v+dNGkSli9fjmvXrnV4v8by1AGXheghQ4agqKgIAoEAPj4+iIuLw6NHj3DgwAGtupcg3KIjroS8BPbs2YPw8HAYGhp2+CS6traWWWwej4fLly+Dz+ejf//+2L17N3x9fVFTUwM3Nze0tLQwi62tjIyMUFFRAXt7e6Xrt27dgouLC5qbm5nFFovFaG5uRkBAAKqrqzF58mRUVlbC0tIS6enpHQ6Y7yx/dEyD9dc5l0d7a2tr0dTUBKFQiObmZohEInz33XcQCARITk7WuEUtvr6+AIC8vDyMHDkSBgYGitcMDAxgb2+P999/n2l3G4/HQ0tLC3799VcYGBiodBexLhhxZciQIfD391d5ABAbG4vTp08zLdh069YNFRUVsLOzg42NDc6cOQN3d3dUVVVhxIgRaGhoYBY7LCzsD1/fu3cvs9hLly5FQUEBPvnkE4wfPx5lZWVwcHDAV199hbVr1zJ9bwkKCkJubi5mzJjR4ZKINWvWMIttaWmJwsJCTjr/uaSrqwtra2tER0cjICBArceqzczMUFpaysmRR21lbGys+J5+0c2bNyEUCvHTTz8xi52QkICkpCT4+fnB09MT3bt3V3qd5UPNPyq6s1xex/XR3uLiYvz000/w9fXFgwcPEBoaqrhf27NnD/OHi4QAVKAj5KXQs2dPREVFITY2Vu1Por28vCASiTBt2jSEhITghx9+wIcffohdu3bh0qVLKsd9NYlMJkN1dXWH83O8vb2Zxe3Zsye++OILlWLY2bNnERISggcPHjCL3ZHGxkbweDyN3nxIhWj1CwsLw5YtWzg5htbezfR75syZo6ZM1MvQ0BDl5eUqxc/KykoIhUK0trYyi+3g4IAjR45gyJAhGDp0KBYuXIhFixbh9OnTmDlzpsYWRe3s7JCeno4RI0YolsA4ODiguroaHh4eTOclde/eHWKxGK+++iqzGL8nJiYGFhYWzLeev2ykUiny8vIgkUhw/vx5GBgYKObgtQ+YZ2XOnDkYPHiw1nXMOTg4oKioCJaWlkrXHz9+DA8PD6YP9ywtLXHy5EmMHDlS6fp3332HSZMmMV1YwOVDTS5RIZpoOzriSshL4OnTpwgODlZ7cQ4APvzwQ0XH1rp16zB58mR4eXkpOqo01YULFxASEqLYfvgilk8HAWDq1Kl47733cOzYMUX3QXV1NUQikdq25lZXV6Ompgbe3t6wsLBQ+W/A2m9nwLHG5dFeLj9ccIll19K/o6kFuH/H2toapaWlKgW60tJSlWUdnW3s2LE4ceIEhgwZgrCwMERHRyMzMxPFxcVq23z38OFDxSxNJycn5jPB2mN29N+2ubmZ+ftb3759OZvDtmHDBkyePBlZWVkdHoFjuViLS+7u7nB3d1d0L0mlUqSkpCAiIgIymYzpvYNAIMC6detQUFCg9o4qLt26davD/66//PIL7t27xzT2uHHjsHLlSnz11VcwMzMD8Pxn96pVq5iODACed+lpIy6P9o4dOxZHjx5VWTjz5MkTTJs2DTk5OWrPiWgfKtAR8hKYM2cO0tPTsWrVKrXHfnFRgaOjI65fv64VHVXh4eEYOnQoTp06BVtbW7X+XRMTEzF+/HgMHDgQffr0AQDcvXsXXl5ezOehNTQ0KI5F6ejooKqqCg4ODpg/fz54PB6SkpKYxk9LS8PHH3+MqqoqAMCAAQOwfPlyvP3220zjclmI5vLDhTarqanB3r17UVNTgy1btsDGxgbffvst+vXrp1jSoWkWLlyId955B7W1tRg1ahSA5zPoNm3apJgNyMquXbsUncgRERGwtLTEd999hylTpmDRokVMYzc3NyMyMhJpaWmKHPT09BAaGopt27YpzUHsbO0/RyIjIwH830OH3bt3q3TddLakpCTExMRgx44dKiMTWNuwYQPEYjGcnJwAQGU0h6aSy+UoKSmBRCKBRCJBfn4+njx5AqFQCB8fH6ax9+zZA3Nzc1y6dAmXLl1Seo31Yg4unDhxQvF7sVisKJABz+eZZmdnM/+637x5M7y9vWFnZ6dYJFdaWooePXrgwIEDTGO/SN0PNYHnYyo2b96stHBo+fLl8PLyYhqXy0K0RCJR2UAOAK2trTh//jyzuIS8iI64EvISiIqKQlpaGtzd3SEUCjl5Ev1iR5WRkdHvbmDUFN27d4dUKmW+Eer3yOVynDlzBlKpFEZGRhAKhUyP1bYLDQ3FgwcPsHv3bjg7OyuOY4nFYixbtgxXr15lFjs5ORmrV6/GkiVLFAPs8/Pz8emnnyIhIUHtT0tZF6LbP1xMmzYN+/fv7/DDxZkzZ5hvz9VGeXl5mDBhAkaPHo1z586hoqICDg4O2LhxI4qLi5GZmcl1ikzI5XJ88sknSEpKwvfffw8A6NWrF5YvX46oqCiNfU9ftGgRzp49i9TUVKX3lqioKLz++uvYvn07s9j5+fmYMGECZs+erdhseu3aNXz33XfIy8uDp6cns9gvzlrs1q2byr0Dy2PFPB4PKSkpmDt3LrMYLyMej4empia4u7srjrZ6eXmpdNyQv679VMmLm9fb6evrw97eHklJSZg8eTLTPJqbm3Ho0CGl+7W33npL5fuNBa4eah48eBBhYWEICAhQWjh07Ngx7Nu3DyEhIcxic3G0t6ysDAAwePBg5OTkwMLCQvFaW1sbsrKysHPnTty6davTYxPyW1SgI+Ql0D5UvSM6OjpMW6p/r6Nq3rx5aumo4srYsWMRExOD8ePHc52KWvXs2RNisRju7u5K85Jqa2shFArR1NTELDafz0d8fDxCQ0OVru/fvx9r165Vy3EOdRaiX5YPF9po5MiRCAwMxLJly5S+zgsLCxEQEIC7d+9ynSJz7cPLTUxM1Bbzhx9+wJ49e5Q6LsLCwpQ+7LBgZWWFzMxMjBkzRul6bm4ugoKC8PDhQ6bxa2pqsHHjRkilUjQ1NcHDwwMrVqyAm5sb07j79u37w/cvlke9e/bsifPnzzNd9vIyOnXqFLy8vDg7WtyOi44qrvD5fBQVFcHKyorrVNSKy4eazs7OeOedd1RiJCcn47PPPlO8x2sKXV1dxfdSR6URIyMjbNu2DfPmzVN3akQLUYGOEC3HZUcVl44dO4YPP/wQy5cv73B+jlAo5CgztkxMTHD58mUIBAKlwkVxcTH8/f2Zblo0NDTElStXVLoWq6qq4ObmxnSAPZeFaG39cMElY2NjlJeXg8/nK32d37p1CwMHDmT6tfYyeHEW28CBA9XytXfu3DlMmTIFpqamGDp0KADg0qVLePz4Mb7++mumHcLdunXDpUuX4OzsrHT96tWreOWVV5huxtZWGzZsQH19PbZu3cp1KlqFq46ql83jx481vmuRy4eaXbt2xdWrV1Xu16qrq+Hq6qq2n6HqKkS3z6Nuf5D34vxSAwMD2NjYQE9Pj2kOhLRT/0R6QshL5fTp09i0aZNiFlo7gUCA27dvc5QVe2+++SYqKiowb948DBs2DIMHD8aQIUMU/6upvLy8kJaWpvhnHR0dyGQyJCYm/mEnZ2dwdHRERkaGyvX09HTmXRjR0dHQ19dHXV2d0jyq4OBgZGVlMY198+ZNKs6pmbm5Oerr61Wul5SUoHfv3hxkpB7Nzc2YN28ebG1t4e3tDW9vb9ja2mL+/PnMNxVHREQgKCgIN2/exNGjR3H06FHU1tZi5syZiIiIYBp75MiRWLNmjdKHxp9//hnx8fHM58C99tpr2LdvH9Ntrb/Hx8cHaWlp+Pnnn9Ueu7CwEPv374eDgwPeeOMNBAQEKP0inS85ORnvvvsuJk6ciIyMDGRkZGD8+PEIDw9HSkoK1+kxs2nTJqVZsYGBgbCwsEDv3r0hlUo5zIyt+vp6xSzRF40aNarDn2+dqW/fvsjOzla5fvbsWfTt25dpbOB5IdrNzQ1GRkaKY8UsZ/7Z2dnB3t4eMpkMQ4cOhZ2dneKXra0tFeeIWtGSCEK0XHNzc4cDtBsbG9G1a1cOMlIPbd2OlZiYCD8/PxQXF+Pp06eIiYnB1atX0djYiIKCAqax4+PjERwcjHPnzinNNMnOzu6wcNeZTp8+DbFYzEkhOioqCo6OjiqDjVNTU1FdXY1PPvmEaXxtNHPmTKxYsQL//Oc/FUXogoICvP/++yrdCJpk2bJlyMvLw9dff60yi00kEjGdxVZdXY3MzEylDzJ6enpYtmyZ0kMBFrZs2QJ/f3/06dMH7u7uAJ5v1zQ0NIRYLGYa28XFBStXrsTixYsxadIkzJ49GxMnTlTLfKohQ4bg/fffR2RkJIKCgjB//nyMGDGCeVzgeRGcCnHqtW3bNmzfvl3pPWzKlClwcXHB2rVrOdl6qQ47duzAoUOHAABnzpzB2bNnkZWVhYyMDCxfvhynT5/mOEM22h9q/naBnDoeaopEIkRFRaG0tFRp4dC+ffuwZcsWprF/72hveHg4Hj16xPTrfMOGDejRo4fKUdbPP/8cDx8+xIoVK5jFJkRBTgjRahMmTJB/+OGHcrlcLjc2NpbX1tbK29ra5IGBgfI333yT4+wIC48fP5YnJCTIAwMD5RMmTJB/8MEH8u+//14tsYuLi+WzZs2Se3h4yD08POSzZs2SX758mXlcY2NjeWVlpeL3NTU1crlcLi8qKpJbWFgwjd2rVy95cXGxyvVLly7Je/fuzTS2tvrll1/kCxYskHfp0kWuo6Mj19fXl+vq6spnz54t//XXX7lOjxlLS0t5bm6uyvWcnBy5lZUV09ijRo2SHzt2TOX6sWPH5MOHD2caWy6Xy5ubm+W7du2SL1u2TL5s2TL5Z599Jm9paWEeVy6Xy9va2uRisVg+Z84cuampqZzH48kXLlwol0gkzGM/e/ZMfuTIEfmUKVPk+vr6cmdnZ/nHH38sv3//PvPYRL26du0qr6qqUrleWVkp79q1KwcZqYehoaG8rq5OLpfL5VFRUfJ33nlHLpfL5Tdu3JCbm5tzmRpTmZmZcj09Pbm/v7983bp18nXr1sn9/f3lXbp0kR89epR5/KNHj8pHjx4tt7CwkFtYWMhHjx4tP378OPO49vb28v3796tc37dvn9ze3p5pbDs7O3lBQYHK9QsXLjCPTUg7mkFHiJa7cuUK/Pz84OHhgZycHEyZMkWpo6p///5cp8jUtWvXUFdXp7JWfcqUKUzjymQyVFdX48GDB5DJZEqvqWObq7aZOHEiPD09sX79epiYmKCsrAx2dnaYOXMmZDIZ062evzd7T92zXLRRXV0drly5gqamJgwZMkTjB9pzOYstPT0dMTExiIyMVHRxXbhwAZ9++ik2btyolJOmzvgEgNbWVnz99df46KOPUF5ejra2NrXFfvDgAXbt2oWPPvoIbW1tmDhxIqKiojB27Fi15UDYcXV1RUhIiEpHVUJCAtLT01FeXs5RZmz16tULmZmZGDVqFJycnJCQkIDAwEDcuHEDw4YNY3q83MHBAUVFRbC0tFS6/vjxY3h4eDDZKPqiS5cuISUlRbGUwdnZGSKRSKNHsXA5r9jQ0BAVFRUqm2Rra2sxaNAgul8jakFHXAnRcq6urqisrERqaipMTEzQ1NSEgIAAREREwNbWluv0mKmtrcX06dNRXl6utGWzfRAtyw9VFy5cQEhIiGIo7Yt0dHSYf6BrbW1FWVlZh8VBloXJb775Bnp6evD391e6LhaLIZPJMGHCBGaxuTza6+joiKysLCxZskTp+rfffgsHBwemsbVdv379FPNytGHbYfsstrS0NBgaGgJQ3yy2t956CwAQExPT4Wvt77Ms3uNelmNJ9+/fx+HDh3Hw4EGUlZXhlVdeUUtc4PlMuL179+Lw4cOwsbHB3Llzce/ePUyePBmLFy/G5s2b/3IMDw8PZGdng8fjYciQIX/4PXX58uW/HI8o43JMBJcCAgIQEhICgUCAhoYGxb1CSUmJShGns926davD96tffvkF9+7dYxobADw9PXHw4EHmcX6rqKgIMpkMw4cPV7p+8eJF6OnpKRYBscDl0d6+ffuioKBApUBXUFCAXr16MY1NSDsq0BFCYGZmhg8++IDrNNRq6dKl4PP5yM7OBp/PR2FhIRoaGiASiTrlg8wfCQ8Px9ChQ3Hq1CnY2tqqtXCQlZWF0NBQPHr0SOU11sXB2NhYbNy4UeW6XC5HbGws0wIdl4XoZcuWYcmSJXj48KGikyU7OxtJSUk0f46hPXv2ICUlRbHtUCAQ4L333sOCBQs4zowdLmexcTnXc+fOnfjiiy9Urru4uCjmEbLy5MkTHDlyBF988QUkEgkcHBwwa9YspKenM+9Af/DgAQ4cOIC9e/eiqqoKb7zxBr788kv4+/srfq7MnTsX48eP75Sfa1OnTlXMpp02bdpf/veR/86bb76JixcvIiUlBcePHwfwvKOqsLBQozuqUlJSwOfzUVdXh8TERBgbGwN4vkRh8eLFTGKeOHFC8XuxWAwzMzPFP7e1tSE7Oxv29vZMYrcLDQ2Fr68vfHx81P4wLyIiAjExMSoFunv37mHTpk24ePEis9hcFqIXLlyI9957D8+ePVO6X4uJiYFIJGIam5B2dMSVEMJZRxWXrKyskJOTA6FQCDMzMxQWFsLJyQk5OTkQiUQoKSlhFrt79+6QSqXMn/x2RCAQYNy4cYiLi0OPHj3UGtvIyAgVFRUqN7W3bt2Ci4sL0+N3XNu+fTs++ugjfP/99wAAe3t7rF27VqMXFnApLi4OycnJiIyMVHSO/etf/0Jqaiqio6Oxbt06jjNkp6WlBYcOHcL169cBPP8AP2vWLBgZGXGcGTtcHksyMjICj8dDcHAwZs2axbSz5LcMDAzQv39/zJs3D3PnzoW1tbXKn3ny5AmmTp2K3NxcteVFSGd59uwZFi1ahNWrV6t8f7Okq6sLAEonLNrp6+vD3t4eSUlJmDx5MrMcFixYgHPnzqG6uhq9e/eGj48PxowZAx8fH+adZMbGxigrK1MpDN68eRNCoRA//fQT0/hcHe1tf2C8detWxegbQ0NDrFixAnFxcUxjE9KOCnSEaDkuO6q4xOPxcPnyZfD5fPTv3x+7d++Gr68vampq4ObmhpaWFmaxx44di5iYGIwfP55ZjN9jamqKkpISTmYL9uzZE1988YXKPKSzZ88iJCQEDx48YBr/ZShEP3z4EEZGRooOAMKGtbU1tm7dqjh22e7LL79EZGRkh+935K/7/vvvkZ+f3+H32G+3GHcmgUCANWvWYPbs2UrXDxw4gDVr1jCdE3XmzBn4+fkpPtCr0/nz5+Hl5aX2uIQbXHZUccnMzAylpaVqLdC14/P5KCoqgpWVldpjt7t37x7OnTuHvLw85OXlobKyEra2trh79y6zmJaWljh58qTKaITvvvsOkyZNwg8//MAs9sugqakJFRUVMDIygkAgUHQOE6IOdMSVEC0XGRmJwMBATjqquOTq6gqpVAo+n4/hw4cjMTERBgYG2LVrF/Mb38jISIhEIty/fx9ubm7Q19dXep3lAPUZM2ZAIpFwUqCbOnUq3nvvPRw7dkwRv7q6GiKRiHmB7GUpRHfU4UI637NnzzrsZPL09MSvv/7KQUbqw1WRbN++fVi0aBEMDAxgaWmpdHRfR0eHaWwujyW9/vrrTP/9f2To0KFoaWlBt27dAAC3b9/GsWPHMGjQIIwbN67T4/F4vP94JENjY2Onx9d2BgYG2LBhA+bPn6/2jiouTZs2DcePH0d0dLTaY3d0dP/x48cwNzdXWw48Hg+Wlpbg8XgwNzdHly5dmN9LjBs3DitXrsRXX32lON77+PFjrFq1ivl73stQiDY2NsawYcM4iU0IddARouW47KjiklgsRnNzMwICAlBdXY3JkyejsrISlpaWSE9PZ7r1rqNOC5YD1F/U0tKCwMBAWFtbd1gcZPkh+scff8T48eNRXFyMPn36AADu3r0LLy8vHD16lOkNL5dHewEgMzMTGRkZHW4MpmHqnS8yMhL6+vpITk5Wuv7+++/j559/xqeffspRZmz9uyIZy06yvn37Ijw8HCtXrlR7NxnXx5K4+v4eN24cAgICEB4ejsePH2PgwIHQ19fHo0ePkJycjHfffbdT4+3fv1/x+4aGBiQkJMDf31/pGLlYLMbq1as5KaZoCy46qriUkJCApKQk+Pn5wdPTE927d1d6neV9y6ZNm2Bvb4/g4GAAQGBgII4cOQJbW1t88803ilmfLKxatQoSiQQlJSVwdnZWFGS9vb3B4/GYxQWef415e3ujoaFBcay0tLQUPXr0wJkzZxTLl1jg8mgvABQXF//u+/nRo0eZxyeECnSEaLl58+Zh9OjRmD9/PtepcK6xsfG/6hD4s27fvv2Hr9vZ2TGLvWfPHoSHh8PQ0FDtH+CB5x+kz5w5A6lUCiMjIwiFQnh7ezONCXBbiN66dSs++OADzJ07F7t27UJYWBhqampQVFSEiIgIfPTRR2rPSdNFRkYiLS0Nffv2xYgRIwA83z5XV1eH0NBQpcL0b4t4f2dcFsksLS1RWFjI6cMeLo4lcfn9bWVlhby8PLi4uGD37t3Ytm0bSkpKcOTIEcTFxSnmN7Hw5ptvwtfXV2U7dWpqKs6ePatYYkA6X0tLC/Lz85GbmwuJRILLly9j0KBBTGfncumPjrayvm/h8/k4dOgQRo0ahTNnziAoKAjp6emKAs7p06eZxdbV1YW1tTWio6MREBCAAQMGMIvVkebmZhw6dEjpfu2tt95SebDLCheF6MOHDyM0NBT+/v44ffo0xo0bh8rKSvzP//wPpk+fjr179zKLTUg7KtARouW47Kh6GVRXV6Ompgbe3t4wMjJSdLFpqp49eyIqKgqxsbGczEziCpeF6IEDB2LNmjV46623YGJiAqlUCgcHB8TFxaGxsRGpqalqz0nT+fr6/kd/TkdHBzk5OYyzUR8ui2QxMTGwsLBAbGys2mNzicvv727duuH69evo168fgoKC4OLigjVr1uDOnTtwcnJiOkvV2NgYpaWlKsuOqqurMXjwYDQ1NTGLra247KjSVkZGRqisrETfvn2xdOlStLa2YufOnaisrMTw4cOZzmKTSqXIy8uDRCLB+fPnYWBgoPj/fMyYMWov2KkbF4VooVCIRYsWISIiQvF+zufzsWjRItja2iI+Pp5ZbELaUYGOEC3HdUcVVxoaGhAUFITc3Fzo6OigqqoKDg4OmDdvHng8HpKSkpjncO3atQ5b6FnOY7OwsEBRUZHWHWnmshDdrVs3VFRUwM7ODjY2Njhz5gzc3d1RVVWFESNGoKGhgVlsol24LJK1tbVh8uTJ+Pnnnzv8HtOkTsUXcfn9LRQKsWDBAkyfPh2urq7IysrCyJEjcenSJUyaNAn3799nFtvOzg5RUVEqM/6SkpKwdevWf9spTv57XHdUvQzaP7aq60Fqr169kJmZiVGjRsHJyQkJCQkIDAzEjRs3MGzYMDx58kQteQDPC3YpKSk4dOgQZDKZxi5x47IQ3b17d1y9ehX29vawtLSERCKBm5sbKioqMHbsWNTX1zONTwhASyII0XoffPAB4uPjta6jKjo6Gvr6+qirq4Ozs7PienBwMJYtW8a0QFdbW4vp06ejvLxcMXsO+L8bTpY3XXPmzEF6ejpWrVrFLMbL6Msvv8Tp06dhaGgIiUSi1gH2PXv2RGNjI+zs7NCvXz9cuHAB7u7uuHnzJugZGelMGzZswOTJk5GVlaX2ItmGDRsgFovh5OQEACrfY5qKy+/vuLg4hISEIDo6Gn5+fopZcKdPn1bMjWIlPj4eCxYsgEQiwfDhwwE8P0aelZWFzz77jGlsbVVSUqLoqEpKStKqjqq0tDR8/PHHqKqqAgAMGDAAy5cvx9tvv800bkBAAEJCQiAQCNDQ0IAJEyYAeP7/xW+7RzubXC5HSUkJJBIJJBIJ8vPz8eTJEwiFQvj4+DCNzaWNGzfC2toaa9asUXshmsfj4aeffgIA9O7dG1euXIGbmxseP37MtCOZkBdRgY4QLff06VMEBwdrVXEOeP4BRiwWK5YVtBMIBMyf/C9duhR8Ph/Z2dng8/koLCxEQ0MDRCIRNm/ezDR2W1sbEhMTIRaLIRQKtabLhctC9NixY3HixAkMGTIEYWFhiI6ORmZmJoqLixEQEKDWXIhm47JIlpSUhM8//xxz585lGudlw+X394wZM/Dqq6+ivr5eaVi9n58fpk+fzjT23Llz4ezsjK1btyoGpzs7OyM/P19RsCOdy93dHe7u7ooHSu0dVRERERrdUZWcnIzVq1djyZIlGD16NAAgPz8f4eHhePToEdOFJCkpKeDz+airq0NiYiKMjY0BAPX19Vi8eDGzuMDzEw9NTU1wd3eHj48PFi5cCC8vL7VukOUCl4Vob29vnDlzBm5ubggMDMTSpUuRk5ODM2fOwM/Pj1lcQl5ER1wJ0XLR0dGwtrbWuo4qExMTXL58GQKBQGluUHFxMfz9/ZkeS7KyskJOTg6EQiHMzMxQWFgIJycn5OTkQCQSMZ2v8UezuTRtHteLuDzaK5PJIJPJ0KXL82dihw8fxnfffQeBQKDYuElIZ+DxeEhJSeGkSNazZ0+cP39eLVv2Xib0/U3U5d91VKWkpHCdIhN8Ph/x8fEIDQ1Vur5//36sXbsWN2/eZBL32bNnWLRoEVavXv2HiypYOXXqFLy8vGBqaqr22C8TdR7tbWxsRGtrK3r16gWZTIbExETF+/mHH35Isx6JWlCBjhAtFxUVhbS0NLi7u2tVR9XEiRPh6emJ9evXw8TEBGVlZbCzs8PMmTMhk8mQmZnJLDaPx8Ply5fB5/PRv39/7N69G76+vqipqYGbm5tGt9HLZDJUV1fjwYMHkMlkSq+x3ObKVSH6119/xT/+8Q/MmzdPpVuTkM7GZZFsw4YNqK+vx9atW9UemxBtwOPxlDqqxowZoxUdVYaGhrhy5YrKkdKqqiq4ubmhtbWVWWwzMzOUlpZyUqDjkoODA4qKimBpaal0/fHjx/Dw8GA6n5qrQvSvv/6KL774Av7+/ujRoweTGIT8J+iIKyFarry8XDGr5sqVK0qvafLcoMTERPj5+aG4uBhPnz5FTEwMrl69isbGRhQUFDCN7erqqtgMNXz4cCQmJsLAwAC7du2Cg4MD09hcunDhAkJCQnD79m2V2Uw6OjpMn4pydbS3S5cuSExMVHnyTwgLS5cuxbZt2zgpkhUWFiInJwcnT56Ei4uLyvdY+zFITbN3714YGxsjMDBQ6fo///lPtLS0YM6cORxlRjTNwYMHtbKjytHRERkZGSoP2NLT05k/jJg2bRqOHz/O9Bjty+jWrVsd3pP98ssvuHfvHtPYXB3t7dKlC8LDw1FRUcE0DiH/DhXoCNFyubm5XKfACVdXV1RWViI1NRUmJiZoampCQEAAIiIiYGtryzT2hx9+iObmZgDAunXrMHnyZHh5ecHS0hLp6elMY3MpPDwcQ4cOxalTp2Bra6vWAjCXhWg/Pz/k5eXB3t6eaRxCuCySmZuba+VMxQ0bNmDnzp0q121sbPDOO+9QgY50mkmTJnGdAifi4+MRHByMc+fOKWbQFRQUIDs7GxkZGUxjCwQCrFu3DgUFBfD09ET37t2VXme5YIoLJ06cUPxeLBbDzMxM8c9tbW3Izs5mfi/DZSH6lVdeQWlpKezs7NQem5B2dMSVEEJeAo2NjeDxeBrdtdi9e3dIpVLmm89eNjt27EB8fDxmzZrV4Q3+lClTOMqMaJqwsLA/fH3v3r1qykR7GBoa4vr16yofWm/dugVnZ2f8/PPP3CRGiAa5dOkSUlJSFN1Nzs7OEIlEzLcV/9HRVh0dHaZHPbnQvkRLR0dH5aSDvr4+7O3tkZSUhMmTJ3ORHnMZGRlYuXIloqOjO7xfEwqFHGVGtAkV6AghWqu1tRVlZWUdzkNTR9GkuroaNTU18Pb2hpGREeRyuUYX6MaOHYuYmBiMHz+e61TU6o+2xrI+2kuIuj18+BA3btwAADg5OcHa2prjjNjq168fUlNTVX5mfPXVV4iIiMDdu3c5yowQQv4cPp+PoqIiWFlZcZ2KWnV0v9ZerKT7NaIudMSVEKKVsrKyEBoaikePHqm8xvqHcENDA4KCgpCbmwsdHR1UVVXBwcEB8+fPB4/HQ1JSErPYXIqMjIRIJML9+/fh5uamcvxOU59M/rb4SwgrP//8M+RyObp16wYAuH37No4dO4ZBgwZh3LhxTGM3NzcjMjISaWlpiq95PT09hIaGYtu2bYqcNM1bb72FqKgomJiYKBbd5OXlYenSpZg5cybH2XWu/+YIs6bOHCTqFxoaCl9fX/j4+HA6p7e9p0WTH6S262gz7uPHjzV+IQmrjcCE/Dd+/7E+IYRosMjISAQGBqK+vh4ymUzpF+snZNHR0dDX10ddXZ3Sh9bg4GBkZWUxjc2lN998ExUVFZg3bx6GDRuGwYMHY8iQIYr/1SQWFhaK4u+8efPw008/cZwR0QZTp05FWloagOcfpl555RUkJSVh6tSp2L59O9PYy5YtQ15eHr7++ms8fvwYjx8/xldffYW8vDyIRCKmsbm0fv16DB8+HH5+fjAyMoKRkRHGjRuHsWPH4h//+AfX6XUqMzOz//gXIZ3FwMAAGzZsgKOjI/r27YvZs2dj9+7dqKqqUkv8tLQ0uLm5Kb6/hUIhDhw4oJbYXNm0aZPSTOTAwEBYWFigd+/ekEqlHGbW+Tw8PPDDDz8AAPbv3w9ra2vY2dl1+IsQdaAjroQQrWRqaoqSkhL0799f7bF79uwJsVgMd3d3mJiYQCqVwsHBAbW1tRAKhWhqalJ7Tupw+/btP3xdk25+jI2NUVZWBgcHB+jp6eH+/fsaf9SPcM/Kygp5eXlwcXHB7t27sW3bNpSUlODIkSOIi4tjup3OysoKmZmZGDNmjNL13NxcBAUF4eHDh8xivwwqKyshlUphZGQENzc3jXo/I+RlcO/ePZw7dw55eXnIy8tDZWUlbG1tmR4jT05OxurVq7FkyRLFgor8/Hx8+umnSEhI0Njtrnw+H4cOHcKoUaNw5swZBAUFIT09HRkZGairq8Pp06e5TrHTGBkZoaqqCn369IGenh7q6+thY2PDdVpEi9ERV0KIVpoxYwYkEgknBbrm5uYOj3s1Njaia9euas9HXbTpA+vIkSMxbdo0eHp6Qi6XIyoqCkZGRh3+2c8//1zN2RFN1dLSAhMTEwDA6dOnERAQAF1dXYwYMeLfFsg7I3aPHj1UrtvY2KClpYVp7JfBgAEDMGDAAK7TIERj8Xg8WFpagsfjwdzcHF26dGH+4Gvbtm3Yvn07QkNDFdemTJkCFxcXrF27VmMLdPfv30ffvn0BACdPnkRQUBDGjRsHe3t7DB8+nOPsOtfgwYMRFhaGV199FXK5HJs3b4axsXGHfzYuLk7N2RFtRAU6QohWSk1NRWBgIM6fP9/hPLSoqChmsb28vJCWlob169cDeD7PRCaTITExEb6+vsziviyuXbuGuro6PH36VOm6Jm0zPXjwIFJSUlBTUwMdHR38+OOPaG1t5TotouEcHR1x/PhxTJ8+HWKxWPHh8cGDBzA1NWUae+TIkVizZg3S0tJgaGgI4PlMvPj4eIwcOZJpbC61tbVh3759yM7O7nDhUE5ODkeZsZeZmanoqPnt+/nly5c5yopomlWrVkEikaCkpATOzs7w8fFBbGwsvL29wePxmMaur6/HqFGjVK6PGjUK9fX1TGNzicfj4c6dO+jbty+ysrKQkJAA4PkcPk1blLBv3z6sWbMGJ0+ehI6ODr799lt06aJaItHR0aECHVELOuJKCNFKe/bsQXh4OAwNDWFpaak09FdHRwe1tbXMYl+5cgV+fn7w8PBATk4OpkyZgqtXr6KxsREFBQWcdPWpQ21tLaZPn47y8nLFVizg/wYua9pNXzs+n4/i4mJYWlpynQrRcJmZmQgJCUFbWxv8/PwUx5A2bNiAc+fO4dtvv2UW+8qVK/D398cvv/wCd3d3AIBUKoWhoSHEYjFcXFyYxebSkiVLsG/fPkyaNAm2trYqA+RTUlI4yoytrVu34oMPPsDcuXOxa9cuhIWFoaamBkVFRYiIiMBHH33EdYpEQ+jq6sLa2hrR0dEICAhQa6eqq6srQkJCsGrVKqXrCQkJSE9PR3l5udpyUaclS5bg5MmTEAgEKCkpwa1bt2BsbIzDhw8jMTFRYwvwurq6uH//Ph1xJZyiAh0hRCv17NkTUVFRiI2N7XCtOms//vgjUlNTIZVK0dTUBA8PD0RERMDW1lbtuajLG2+8AT09PezevRt8Ph+FhYVoaGiASCTC5s2b4eXlxXWKhPzt3b9/H/X19XB3d1e8txUWFsLU1BQDBw5kGrulpQWHDh3C9evXAQDOzs6YNWvW7x7v1gRWVlZIS0vDxIkTuU5FrQYOHIg1a9bgrbfeUpqlGhcXh8bGRqSmpnKdItEQUqkUeXl5kEgkOH/+PAwMDODj44MxY8ZgzJgxTAt2R44cQXBwMF577TXFDLqCggJkZ2cjIyMD06dPZxabS8+ePcPWrVtRV1eHuXPnKhZ5paSkwMTEBAsWLOA4Q0I0FxXoCCFaycLCAkVFRRrbrfYysrKyQk5ODoRCIczMzFBYWAgnJyfk5ORAJBKhpKSE6xQJIeS/0qtXL0gkEq2bP9etWzdUVFTAzs4ONjY2OHPmDNzd3VFVVYURI0agoaGB6xSJhpJKpUhJScGhQ4cgk8mYd99funQJKSkpiiU7zs7OEIlEGrd9vt2zZ8+waNEirF69Gnw+n+t0CNE6NIOOEKKV5syZg/T0dJVjC+rS2tqKsrKyDmcWadIsthe1tbUpBthbWVnh+++/h5OTE+zs7HDjxg2OsyOE/BUbNmxAjx49MG/ePKXrn3/+OR4+fIgVK1ZwlBlbIpEIW7ZsQWpqqsrxVk3Ws2dPNDY2ws7ODv369cOFCxfg7u6Omzdvgp79k84kl8tRUlICiUQCiUSC/Px8PHnyBEKhED4+Pszje3p64uDBg8zjvCz09fVx5MgRrF69mutUCNFKVKAjhGiltrY2JCYmQiwWQygUqiyJSE5OZhY7KysLoaGhePTokcprOjo6GjuLzdXVFVKpFHw+H8OHD0diYiIMDAywa9cuODg4cJ0eIeQv2LlzJ7744guV6y4uLpg5c6bGFujy8/ORm5uLb7/9Fi4uLio/S44ePcpRZmyNHTsWJ06cwJAhQxAWFobo6GhkZmaiuLgYAQEBXKdHNIiFhQWamprg7u4OHx8fLFy4EF5eXjA3N2ceOzQ0FL6+vvDx8dGq+5Rp06bh+PHjGrullpCXGR1xJYRopT/alqqjo8N0855AIMC4ceMQFxeHHj16MIvzshGLxWhubkZAQACqq6sxefJkVFZWwtLSEunp6Rg7dizXKRJC/iRDQ0NUVFSoHImqra3FoEGDNHaLcVhY2B++vnfvXjVlol4ymQwymUyx7fDw4cP47rvvIBAIsGjRIhgYGHCcIdEUp06dgpeXF/NN1B1ZsGABzp07h+rqavTu3Vsx+87HxwcCgUDt+ahLQkICkpKS4OfnB09PT3Tv3l3p9aioKI4yI0TzUYGOEELUzNTUFCUlJTT/DkBjYyN4PJ7GHw2TyWSorq7u8Eizt7c3R1kR0nkEAgHWrFmD2bNnK10/cOAA1qxZw3QzNlG/uro69O3bV+W9Wy6X486dO+jXrx9HmRHS+e7du4dz584hLy8PeXl5qKyshK2tLe7evct1akz80ew5HR0djX0/d3BwQFFRESwtLZWuP378GB4eHhr79yYvFzriSgghajZjxgxIJBKtLdBVV1ejpqYG3t7esLCw0Ph5RRcuXEBISAhu376t8nfV5CPNRLssXLgQ7733Hp49e6bohs3OzkZMTAxEIhHH2bH38OFDxSxNJycnWFtbc5wRW3w+H/X19bCxsVG63tjYCD6fT+9rRKPweDxYWlqCx+PB3NwcXbp00ejv8Zs3b3KdAidu3brV4XvXL7/8gnv37nGQEdFGVKAjhBA1S01NRWBgIM6fPw83NzeVmUWaenSgoaEBQUFByM3NhY6ODqqqquDg4ID58+eDx+MhKSmJ6xSZCA8Px9ChQ3Hq1CnY2tpqfLcg0U7Lly9HQ0MDFi9ejKdPnwJ4fux1xYoVWLlyJcfZsdPc3IzIyEikpaUpumP19PQQGhqKbdu2oVu3bhxnyIZcLu/wvaypqQmGhoYcZERI51u1ahUkEglKSkrg7OwMHx8fxMbGwtvbGzwej+v01KL9waIm37ucOHFC8XuxWAwzMzPFP7e1tSE7Oxv29vYcZEa0ER1xJYQQNduzZw/Cw8NhaGgIS0tLpZseTT46EBoaigcPHmD37t1wdnaGVCqFg4MDxGIxli1bhqtXr3KdIhPdu3eHVCqFo6Mj16kQwlxTUxMqKipgZGQEgUCArl27cp0SU4sWLcLZs2eRmpqK0aNHA3i+OCIqKgqvv/46tm/fznGGnWvZsmUAgC1btmDhwoVKBci2tjZcvHgRenp6KCgo4CpFQjqNrq4urK2tER0djYCAAAwYMIDrlNQmLS0NH3/8MaqqqgAAAwYMwPLly/H2229znFnn09XVBfD8Hvy3pRF9fX3Y29sjKSkJkydP5iI9omWog44QQtTsgw8+QHx8PGJjYxU3Bdrg9OnTEIvF6NOnj9J1gUCA27dvc5QVe8OHD0d1dTUV6IhWMDY2xrBhw7hOQ22OHDmCzMxMjBkzRnFt4sSJMDIyQlBQkMYV6EpKSgA876opLy9XWgZhYGAAd3d3vP/++1ylR0inKikpQV5eHiQSCZKSkmBgYKBYFDFmzBiNLdglJydj9erVWLJkidKDh/DwcDx69Ejjtru2dz/z+XwUFRXBysqK44yINqMCHSGEqNnTp08RHBysVcU54PlRsI6OezU2Nmp0l01kZCREIhHu37/f4ZFmoVDIUWaEkL+qpaWlw23cNjY2aGlp4SAjtnJzcwE83167ZcsWTjZrEqIu7u7ucHd3V4wekUqlSElJQUREBGQymcbOWty2bRu2b9+O0NBQxbUpU6bAxcUFa9eu1bgCXbuOZu89fvwY5ubm6k+GaC064koIIWoWHR0Na2trrFq1iutU1GrixInw9PTE+vXrYWJigrKyMtjZ2WHmzJmQyWTIzMzkOkUmOirEth+joCURhPy9+fn5wdLSEmlpaYrZaz///DPmzJmDxsZGnD17luMM2fjxxx/R1tYGCwsLpeuNjY3o0qULFe6IRpDL5SgpKYFEIoFEIkF+fj6ePHkCoVAIHx8fpKSkcJ0iE4aGhrhy5YpK539VVRXc3NzQ2trKUWZsbdq0Cfb29ggODgYABAYG4siRI7C1tcU333wDd3d3jjMk2oA66AghRM3a2tqQmJgIsVgMoVCo0lGVnJzMUWZsJSYmws/PD8XFxXj69CliYmJw9epVNDY2avS8Im3dhkaINtiyZQv8/f3Rp08fxYc3qVQKQ0NDiMVijrNjZ+bMmXjjjTewePFipesZGRk4ceIEvvnmG44yI6TzWFhYoKmpCe7u7vDx8cHChQvh5eWl8R1Vjo6OyMjIUHmQnJ6eDoFAwFFW7O3YsQOHDh0CAJw5cwZnz55FVlYWMjIysHz5cpw+fZrjDIk2oA46QghRM19f3999TUdHBzk5OWrMRr1+/PFHpKamQiqVoqmpCR4eHoiIiICtrS3XqRFCyJ/S0tKCQ4cO4fr16wAAZ2dnzJo1C0ZGRhxnxo6FhQUKCgrg7OysdP369esYPXo0GhoaOMqMkM5z6tQpeHl5aV1H6JEjRxAcHIzXXntNMYOuoKAA2dnZyMjIwPTp0znOkA0jIyNUVlaib9++WLp0KVpbW7Fz505UVlZi+PDh+OGHH7hOkWgBKtARQgghanDt2jXU1dXh6dOnStenTJnCUUaEEPLndO/eHRcuXICbm5vS9fLycgwfPlwj5+8Rok0uXbqElJQUVFRUAHj+4EEkEmHIkCEcZ8ZOr169kJmZiVGjRsHJyQkJCQkIDAzEjRs3MGzYMDx58oTrFIkWoCOuhBBC1Ka1tRVlZWV48OCBYmtWO00tVNXW1mL69OkoLy9XzJ4DnndLAqAZdIT8jW3YsAE9evTAvHnzlK5//vnnePjwIVasWMFRZmy98sor2LVrF7Zt26Z0fceOHfD09OQoK0JIZ/H09MTBgwe5TkOtAgICEBISAoFAgIaGBkyYMAHA822+v53HRwgrVKAjhBCiFllZWQgNDcWjR49UXtPkZQlLly4Fn89HdnY2+Hw+CgsL0dDQAJFIhM2bN3OdHiHkL9i5cye++OILlesuLi6YOXOmxhboEhIS8Nprr0EqlcLPzw8AkJ2djaKiIprTRMjfXGhoKHx9feHj4wMHBweu01GblJQU8Pl81NXVITExEcbGxgCA+vp6lXmbhLBCR1wJIYSohUAgwLhx4xAXF4cePXpwnY7aWFlZIScnB0KhEGZmZigsLISTkxNy11gi9gAACd9JREFUcnIgEolQUlLCdYqEkD/J0NAQFRUV4PP5Stdra2sxaNAgjd12CAClpaX4+OOPUVpaCiMjIwiFQqxcuVKjh8gTog0WLFiAc+fOobq6Gr1794aPjw/GjBkDHx8fjf3+fvbsGRYtWoTVq1ervJ8Tok5UoCOEEKIWpqamKCkpQf/+/blORa14PB4uX74MPp+P/v37Y/fu3fD19UVNTQ3c3NxoVhMhf2MCgQBr1qzB7Nmzla4fOHAAa9asQW1tLUeZEULIX3Pv3j2cO3cOeXl5yMvLQ2VlJWxtbXH37l2uU2PCzMwMpaWlVKAjnKIjroQQQtRixowZkEgkWlegc3V1hVQqBZ/Px/Dhw5GYmAgDAwPs2rVLq46OEKKJFi5ciPfeew/Pnj3D2LFjATw/6hkTEwORSMRxdurR2tqqsvxG27ZeEqKJeDweLC0twePxYG5uji5dusDa2prrtJiZNm0ajh8/jujoaK5TIVqMOugIIYSoRUtLCwIDA2FtbQ03Nzfo6+srvR4VFcVRZmyJxWI0NzcjICAA1dXVmDx5MiorK2FpaYn09HTFh3pCyN+PXC5HbGwstm7dqihSGRoaYsWKFYiLi+M4O3ZaWloQExODjIwMNDQ0qLyuqTNFCdEGq1atgkQiQUlJCZydnRVHXL29vcHj8bhOj5mEhAQkJSXBz88Pnp6e6N69u9LrmnqfSl4uVKAjhBCiFnv27EF4eDgMDQ1haWmp2GIKPF8SoU1HwRobG8Hj8ZT+GxBC/r6amppQUVEBIyMjCAQCdO3aleuUmIqIiEBubi7Wr1+Pt99+G59++inu3buHnTt3YuPGjZg1axbXKRJC/iRdXV1YW1sjOjoaAQEBGDBgANcpqcUfHW3VtvtUwh0q0BFCCFGLnj17IioqCrGxsdDV1eU6HbWrrq5GTU0NvL29YWRkBLlcTgU6QsjfUr9+/ZCWloYxY8bA1NQUly9fhqOjIw4cOIAvv/wS33zzDdcpEkL+JKlUiry8PEgkEpw/fx4GBgaKLroxY8ZoTcGOEC5QgY4QQohaWFhYoKioSOtm0DU0NCAoKAi5ubnQ0dFBVVUVHBwcMG/ePPB4PCQlJXGdIiGE/FeMjY1x7do19OvXD3369MHRo0fxyiuv4ObNm3Bzc0NTUxPXKRJCOolUKkVKSgoOHToEmUymFUfY20sk9CCVqJv2tTAQQgjhxJw5c5Cens51GmoXHR0NfX191NXVoVu3borrwcHByMrK4jAzQgj5cxwcHHDz5k0AwMCBA5GRkQEA+Prrr2Fubs5hZoSQv0oul+Py5ctITk7GlClT4Ovri4MHD8LNzU3j57ClpaXBzc0NRkZGMDIyglAoxIEDB7hOi2gR2uJKCCFELdra2pCYmAixWAyhUKiyJCI5OZmjzNg6ffo0xGIx+vTpo3RdIBDg9u3bHGVFCCF/XlhYGKRSKXx8fBAbG4s33ngDqampePbsmca+lxOiLSwsLNDU1AR3d3f4+Phg4cKF8PLy0vjie3JyMlavXo0lS5Zg9OjRAID8/HyEh4fj0aNHtN2VqAUdcSWEEKIWvr6+v/uajo4OcnJy1JiN+piYmODy5csQCAQwMTGBVCqFg4MDiouL4e/v3+EGREII+Tu5ffs2Ll26BEdHRwiFQq7TIYT8BadOnYKXlxdMTU25TkWt+Hw+4uPjERoaqnR9//79WLt2raJrmBCWqEBHCCGEMDRx4kR4enpi/fr1MDExQVlZGezs7DBz5kzIZDJkZmZynSIhhPzHnj17hvHjx2PHjh0QCARcp0MIIZ3C0NAQV65cgaOjo9L1qqoquLm5obW1laPMiDahI66EEEIIQ4mJifDz80NxcTGePn2KmJgYXL16FY2NjSgoKOA6PUII+a/o6+ujrKyM6zQIIaRTOTo6IiMjA6tWrVK6np6eTg8jiNpQBx0hhBDC2I8//ojU1FRIpVI0NTXBw8MDERERsLW15To1Qgj5r0VHR6Nr167YuHEj16kQQkinOHLkCIKDg/Haa68pZtAVFBQgOzsbGRkZmD59OscZEm1ABTpCCCGEEELIfywyMhJpaWkQCATw9PRE9+7dlV6nRRGEkL+jS5cuISUlBRUVFQAAZ2dniEQiDBkyhOPMiLagAh0hhBDCWGtrK8rKyvDgwQPIZDKl16ZMmcJRVoQQ8udo69IfQgghhCUq0BFCCCEMZWVlITQ0FI8ePVJ5TUdHB21tbRxkRQgh/52ysjK4urpCV1eX61QIIaTThYaGwtfXFz4+PnBwcOA6HaKl6CcsIYQQwlBkZCQCAwNRX18PmUym9IuKc4SQv4shQ4YoHjQ4ODigoaGB44wIIaTzGBgYYMOGDXB0dETfvn0xe/Zs7N69G1VVVVynRrQIddARQgghDJmamqKkpAT9+/fnOhVCCPnTLC0t8c0332D48OHQ1dXF//zP/8Da2prrtAghpFPdu3cP586dQ15eHvLy8lBZWQlbW1vcvXuX69SIFujCdQKEEEKIJpsxYwYkEgkV6Aghf2tvvvkmfHx8YGtrCx0dHQwdOhR6enod/tna2lo1Z0cIIZ2Dx+PB0tISPB4P5ubm6NKlCz2MIGpDHXSEEEIIQy0tLQgMDIS1tTXc3Nygr6+v9HpUVBRHmRFCyH8nKysL1dXViIqKwrp162BiYtLhn1u6dKmaMyOEkL9m1apVkEgkKCkpgbOzM3x8fDBmzBh4e3uDx+NxnR7RElSgI4QQQhjas2cPwsPDYWhoCEtLS+jo6Che09HRoU4TQsjfTlhYGLZu3fq7BTpCCPm70dXVhbW1NaKjoxEQEIABAwZwnRLRQlSgI4QQQhjq2bMnoqKiEBsbS9sPCSGEEEJeQlKpFHl5eZBIJDh//jwMDAwUXXRjxoyhgh1RCyrQEUIIIQxZWFigqKiIZtARQgghhPxNSKVSpKSk4NChQ5DJZGhra+M6JaIFaEkEIYQQwtCcOXOQnp6OVatWcZ0KIYQQQgjpgFwuR0lJCSQSCSQSCfLz8/HkyRMIhUL4+PhwnR7RElSgI4QQQhhqa2tDYmIixGIxhEKhypKI5ORkjjIjhBBCCCHA8xMPTU1NcHd3h4+PDxYuXAgvLy+Ym5tznRrRInTElRBCCGHI19f3d1/T0dFBTk6OGrMhhBBCCCG/derUKXh5ecHU1JTrVIgWowIdIYQQQgghhBBCCCEconVyhBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRwiAp0hBBCCCGEEEIIIYRw6P8DGdVIDNTLIMEAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 1500x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"from sklearn.model_selection import train_test_split \n",
|
|
"from sklearn.datasets import load_breast_cancer\n",
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"cancer = load_breast_cancer()\n",
|
|
"import pandas as pd\n",
|
|
"# Making a data frame\n",
|
|
"cancerpd = pd.DataFrame(cancer.data, columns=cancer.feature_names)\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(15,2,figsize=(10,20))\n",
|
|
"malignant = cancer.data[cancer.target == 0]\n",
|
|
"benign = cancer.data[cancer.target == 1]\n",
|
|
"ax = axes.ravel()\n",
|
|
"\n",
|
|
"for i in range(30):\n",
|
|
" _, bins = np.histogram(cancer.data[:,i], bins =50)\n",
|
|
" ax[i].hist(malignant[:,i], bins = bins, alpha = 0.5)\n",
|
|
" ax[i].hist(benign[:,i], bins = bins, alpha = 0.5)\n",
|
|
" ax[i].set_title(cancer.feature_names[i])\n",
|
|
" ax[i].set_yticks(())\n",
|
|
"ax[0].set_xlabel(\"Feature magnitude\")\n",
|
|
"ax[0].set_ylabel(\"Frequency\")\n",
|
|
"ax[0].legend([\"Malignant\", \"Benign\"], loc =\"best\")\n",
|
|
"fig.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"import seaborn as sns\n",
|
|
"correlation_matrix = cancerpd.corr().round(1)\n",
|
|
"# use the heatmap function from seaborn to plot the correlation matrix\n",
|
|
"# annot = True to print the values inside the square\n",
|
|
"plt.figure(figsize=(15,8))\n",
|
|
"sns.heatmap(data=correlation_matrix, annot=True)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e48192a2",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Discussing the correlation data\n",
|
|
"\n",
|
|
"In the above example we note two things. In the first plot we display\n",
|
|
"the overlap of benign and malignant tumors as functions of the various\n",
|
|
"features in the Wisconsing breast cancer data set. We see that for\n",
|
|
"some of the features we can distinguish clearly the benign and\n",
|
|
"malignant cases while for other features we cannot. This can point to\n",
|
|
"us which features may be of greater interest when we wish to classify\n",
|
|
"a benign or not benign tumour.\n",
|
|
"\n",
|
|
"In the second figure we have computed the so-called correlation\n",
|
|
"matrix, which in our case with thirty features becomes a $30\\times 30$\n",
|
|
"matrix.\n",
|
|
"\n",
|
|
"We constructed this matrix using **pandas** via the statements"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "be07af84",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"cancerpd = pd.DataFrame(cancer.data, columns=cancer.feature_names)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1c5f852a",
|
|
"metadata": {},
|
|
"source": [
|
|
"and then"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "2925cdd6",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"correlation_matrix = cancerpd.corr().round(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7fdedbd7",
|
|
"metadata": {},
|
|
"source": [
|
|
"Diagonalizing this matrix we can in turn say something about which\n",
|
|
"features are of relevance and which are not. This leads us to\n",
|
|
"the classical Principal Component Analysis (PCA) theorem with\n",
|
|
"applications. This will be discussed later this semester ([week 43](https://compphysics.github.io/MachineLearning/doc/pub/week43/html/week43-bs.html))."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "62d43eb5",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Other measures in classification studies: Cancer Data again"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "371f0a26",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(426, 30)\n",
|
|
"(143, 30)\n",
|
|
"[1. 0.86666667 1. 0.85714286 1. 0.85714286\n",
|
|
" 1. 0.92857143 0.92857143 1. ]\n",
|
|
"Test set accuracy with Logistic Regression: 0.94\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
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"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n",
|
|
"/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
|
|
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
|
|
"\n",
|
|
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
|
|
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
|
|
"Please also refer to the documentation for alternative solver options:\n",
|
|
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
|
|
" n_iter_i = _check_optimize_result(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"from sklearn.model_selection import train_test_split \n",
|
|
"from sklearn.datasets import load_breast_cancer\n",
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"\n",
|
|
"# Load the data\n",
|
|
"cancer = load_breast_cancer()\n",
|
|
"\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(cancer.data,cancer.target,random_state=0)\n",
|
|
"print(X_train.shape)\n",
|
|
"print(X_test.shape)\n",
|
|
"# Logistic Regression\n",
|
|
"logreg = LogisticRegression(solver='lbfgs')\n",
|
|
"logreg.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"from sklearn.preprocessing import LabelEncoder\n",
|
|
"from sklearn.model_selection import cross_validate\n",
|
|
"#Cross validation\n",
|
|
"accuracy = cross_validate(logreg,X_test,y_test,cv=10)['test_score']\n",
|
|
"print(accuracy)\n",
|
|
"print(\"Test set accuracy with Logistic Regression: {:.2f}\".format(logreg.score(X_test,y_test)))\n",
|
|
"\n",
|
|
"import scikitplot as skplt\n",
|
|
"y_pred = logreg.predict(X_test)\n",
|
|
"skplt.metrics.plot_confusion_matrix(y_test, y_pred, normalize=True)\n",
|
|
"plt.show()\n",
|
|
"y_probas = logreg.predict_proba(X_test)\n",
|
|
"skplt.metrics.plot_roc(y_test, y_probas)\n",
|
|
"plt.show()\n",
|
|
"skplt.metrics.plot_cumulative_gain(y_test, y_probas)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "448d70b5",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Gradient descent and Logistic regression\n",
|
|
"\n",
|
|
"We complete these examples by adding a simple code for\n",
|
|
"Logistic regression. Note the more general approach with a class for\n",
|
|
"the method. Here we use a so-called **AND** gate for our data set."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "1ce6966d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Predictions: [1, 1, 1, 1]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"class LogisticRegression:\n",
|
|
" def __init__(self, learning_rate=0.01, num_iterations=1000):\n",
|
|
" self.learning_rate = learning_rate\n",
|
|
" self.num_iterations = num_iterations\n",
|
|
" self.beta_logreg = None\n",
|
|
" def sigmoid(self, z):\n",
|
|
" return 1 / (1 + np.exp(-z))\n",
|
|
" def GDfit(self, X, y):\n",
|
|
" n_data, num_features = X.shape\n",
|
|
" self.beta_logreg = np.zeros(num_features)\n",
|
|
" for _ in range(self.num_iterations):\n",
|
|
" linear_model = X @ self.beta_logreg\n",
|
|
" y_predicted = self.sigmoid(linear_model)\n",
|
|
" # Gradient calculation\n",
|
|
" gradient = (X.T @ (y_predicted - y))/n_data\n",
|
|
" # Update beta_logreg\n",
|
|
" self.beta_logreg -= self.learning_rate*gradient\n",
|
|
" def predict(self, X):\n",
|
|
" linear_model = X @ self.beta_logreg\n",
|
|
" y_predicted = self.sigmoid(linear_model)\n",
|
|
" return [1 if i >= 0.5 else 0 for i in y_predicted]\n",
|
|
"# Example usage\n",
|
|
"if __name__ == \"__main__\":\n",
|
|
" # Sample data\n",
|
|
" X = np.array([[0, 0], [1, 0], [0, 1], [1, 1]])\n",
|
|
" y = np.array([0, 0, 0, 1]) # This is an AND gate\n",
|
|
" model = LogisticRegression(learning_rate=0.01, num_iterations=1000)\n",
|
|
" model.GDfit(X, y)\n",
|
|
" predictions = model.predict(X)\n",
|
|
" print(\"Predictions:\", predictions)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.15"
|
|
}
|
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},
|
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"nbformat": 4,
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|
"nbformat_minor": 5
|
|
} |