{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ornstein-Uhlenbeck process and applications\n",
"\n",
"\n",
"## Contents\n",
" - [Ornstein-Uhlenbeck process](#sec1)\n",
" - [Numerical simulation](#sec1.1)\n",
" - [Parameters estimation from a single path](#sec1.2)\n",
" - [Expected time to reach the long term mean](#sec1.3)\n",
" - [Bond Pricing by Vasicek model](#sec2)\n",
" - [Tracking the OU process](#sec3)\n",
" - [Iterative approach for parameters estimation](#sec3.1)\n",
" - [Trading strategy](#sec4)\n",
" - [First time to exit the strip](#sec5)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.stats as ss\n",
"from scipy.optimize import minimize\n",
"import matplotlib.pyplot as plt\n",
"from scipy import sparse\n",
"from scipy.sparse.linalg import spsolve\n",
"from mpl_toolkits import mplot3d\n",
"from matplotlib import cm\n",
"from scipy.integrate import quad\n",
"from FMNM.Processes import OU_process\n",
"from scipy.interpolate import RegularGridInterpolator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# OU process"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The [Ornstein-Uhlenbeck process](https://en.wikipedia.org/wiki/Ornstein%E2%80%93Uhlenbeck_process) \n",
"is described by the following SDE: \n",
"\n",
"$$ dX_t = \\kappa (\\theta - X_t) dt + \\sigma dW_t .$$\n",
"\n",
"The parameters are:\n",
"- $\\kappa > 0$: mean reversion coefficient\n",
"- $\\theta \\in \\mathbb{R}$: long term mean \n",
"- $\\sigma > 0$: volatility coefficient\n",
"\n",
"This process is Gaussian, Markovian and (unconditionally) stationary."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### The previous SDE can be solved! Let's do it!\n",
"\n",
"First of all we can define the new process $Y_t = X_t - \\theta$ such that the differential is equal $dY_t = dX_t$. \n",
"The SDE becomes:\n",
"\n",
"$$ dY_t = - \\kappa \\, Y_t \\, dt + \\sigma \\, dW_t .$$\n",
"\n",
"Let us introduce the function: $f(t,y) = y e^{\\kappa t}$. \n",
"This function has derivatives:\n",
"\n",
"$$ \\frac{\\partial f}{\\partial t} = y\\, \\kappa\\, e^{\\kappa t} \\quad \\frac{\\partial f}{\\partial y} = e^{\\kappa t} \n",
"\\quad \\frac{\\partial^2 f}{\\partial y^2} = 0 .$$\n",
"\n",
"We can use the Itô formula:\n",
"\n",
"$$ \\begin{aligned}\n",
"d( Y_t \\, e^{\\kappa t} ) &= \\kappa \\, Y_t\\, e^{\\kappa t}\\, dt + e^{\\kappa t}\\, dY_t \\\\ \n",
" &= \\kappa \\, Y_t\\, e^{\\kappa t}\\, dt + e^{\\kappa t}\\, \\biggl( - \\kappa \\, Y_t \\, dt + \\sigma \\, dW_t \\biggr) \\\\\n",
" &= e^{\\kappa t} \\sigma dW_t .\n",
"\\end{aligned} $$\n",
"\n",
"For convenience, let us replace the time variable $t$ with $s$, and then let us integrate both sides on $[0,t]$:\n",
"\n",
"$$ Y_t\\, e^{\\kappa t} - Y_0 = \\int_0^t e^{\\kappa s} \\sigma dW_t .$$\n",
"\n",
"At this point we can return to the original variable $X_t$ and obtain the final solution:\n",
"\n",
"$$ X_t = \\theta + (X_0 - \\theta)e^{-\\kappa t} + \\int_0^t \\sigma\\, e^{\\kappa (s-t)} dW_s .$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Moments:\n",
"\n",
"The **mean** of $X_t$ is:\n",
"\n",
"$$ \\begin{aligned}\n",
"\\mathbb{E}[X_t] &= \\mathbb{E}\\biggl[ \\theta + (X_0 - \\theta)e^{-\\kappa t} + \\int_0^t \\sigma\\, e^{\\kappa (s-t)} dW_s \\biggr] \\\\\n",
" &= \\theta + (X_0 - \\theta)e^{-\\kappa t} \n",
"\\end{aligned}$$\n",
"\n",
"where the Itô integral is a martingale, $ \\mathbb{E}\\bigl[ \\int_0^t \\sigma\\, e^{\\kappa (s-t)} dW_s \\bigr] = 0$.\n",
"\n",
"The **covariance** is:\n",
"\n",
"$$ \\begin{aligned}\n",
"\\text{Cov}[X_s, X_t] &= \\text{Cov}\\biggl[ \\int_0^s \\sigma\\, e^{\\kappa (u-s)} dW_u \\, , \\, \n",
"\\int_0^t \\sigma\\, e^{\\kappa (v-t)} dW_v \\biggr] = \\mathbb{E}\\biggl[ \\int_0^s \\sigma\\, e^{\\kappa (u-s)} dW_u \n",
"\\int_0^t \\sigma\\, e^{\\kappa (v-t)} dW_v \\biggr] \\\\\n",
" &= \\sigma^2 e^{-\\kappa (s+t)}\\, \\mathbb{E}\\biggl[ \\int_0^s e^{\\kappa u} dW_u \n",
"\\int_0^t e^{\\kappa v} dW_v \\biggr] \\\\\n",
" &= \\sigma^2 e^{-\\kappa (s+t)}\\, \\mathbb{E}\\biggl[ \\biggl( \\int_0^{\\text{min}(t,s)} e^{\\kappa u} dW_u + \\int_{\\text{min}(t,s)}^{\\text{max}(t,s)} e^{\\kappa u} dW_u \\biggr) \\cdot \n",
"\\int_0^{\\text{min}(t,s)} e^{\\kappa v} dW_v \\biggr] \\\\\n",
" &= \\sigma^2 e^{-\\kappa (s+t)}\\, \\mathbb{E}\\biggl[ \\biggl( \\int_0^{\\text{min}(t,s)} e^{\\kappa u} dW_u \\biggr)^2 \\biggr] \\\\\n",
" &= \\sigma^2 e^{-\\kappa (s+t)}\\, \\int_0^{\\text{min}(t,s)} e^{2 \\kappa u} du \\; = \\; \\frac{\\sigma^2}{2\\kappa} e^{-\\kappa (s+t)}\\, \\biggl( e^{2\\kappa\\, \\text{min}(t,s)} - 1 \\biggr) \\\\\n",
" &= \\frac{\\sigma^2}{2\\kappa} \\biggl( e^{-\\kappa |t-s|} - e^{-\\kappa (s+t)}\\, \\biggr), \n",
"\\end{aligned}$$\n",
"\n",
"where in the first line I remove the non-random variables, in the third line I use the independence property (expectiation of the product is equal to the product of expectation) and in the fourth line I use the Itô isometry.\n",
"\n",
"The **variance** is: \n",
"\n",
"$$ \\text{Var}[X_t] = \\text{Cov}[X_t, X_t] = \\frac{\\sigma^2}{2\\kappa} \\biggl( 1- e^{-2 \\kappa t} \\biggr).$$\n",
"\n",
"As $t\\to \\infty$ we obtain the **asymptotic mean**: $\\theta$ and the **asymptotic variance**: $\\frac{\\sigma^2}{2\\kappa}$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Numerical simulation\n",
"\n",
"We can discretize the SDE using the Euler-Maruyama numerical method (see Notebook **1.2**).\n",
"This discretization is commented in the code below.\n",
"\n",
"Another possibility is to generate the dynamics from the solution of the SDE. \n",
"Let us consider the solution of the OU SDE obtained above. We can compute $X_{n+1}$ and consider the initial value at time $n$.\n",
"\n",
"$$ X_{n+1} = \\theta + (X_n - \\theta)e^{-\\kappa \\Delta t} + \\sqrt{\\frac{\\sigma^2}{2\\kappa} \\bigl( 1- e^{-2 \\kappa \\Delta t} \\bigr)} \\; \\epsilon_n $$ \n",
"\n",
"with $\\epsilon_n \\sim \\mathcal{N}(0,1)$."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(seed=42)\n",
"\n",
"N = 20000 # time steps\n",
"paths = 5000 # number of paths\n",
"T = 5\n",
"T_vec, dt = np.linspace(0, T, N, retstep=True)\n",
"\n",
"kappa = 3\n",
"theta = 0.5\n",
"sigma = 0.5\n",
"std_asy = np.sqrt(sigma**2 / (2 * kappa)) # asymptotic standard deviation\n",
"\n",
"X0 = 2\n",
"X = np.zeros((N, paths))\n",
"X[0, :] = X0\n",
"W = ss.norm.rvs(loc=0, scale=1, size=(N - 1, paths))\n",
"\n",
"# Uncomment for Euler Maruyama\n",
"# for t in range(0,N-1):\n",
"# X[t + 1, :] = X[t, :] + kappa*(theta - X[t, :])*dt + sigma * np.sqrt(dt) * W[t, :]\n",
"\n",
"std_dt = np.sqrt(sigma**2 / (2 * kappa) * (1 - np.exp(-2 * kappa * dt)))\n",
"for t in range(0, N - 1):\n",
" X[t + 1, :] = theta + np.exp(-kappa * dt) * (X[t, :] - theta) + std_dt * W[t, :]\n",
"\n",
"X_T = X[-1, :] # values of X at time T\n",
"X_1 = X[:, 1] # a single path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Mean and standard deviation\n",
"\n",
"Since we have the possibility to generate several paths, let us consider the values at time T. We compute theoretical mean and standard deviation and compare them with the values obtained from the data:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Theoretical mean=0.5 and theoretical STD=0.204124\n",
"Parameters from the fit: mean=0.506633, STD=0.205767\n"
]
}
],
"source": [
"mean_T = theta + np.exp(-kappa * T) * (X0 - theta)\n",
"std_T = np.sqrt(sigma**2 / (2 * kappa) * (1 - np.exp(-2 * kappa * T)))\n",
"\n",
"param = ss.norm.fit(X_T) # FIT from data\n",
"print(f\"Theoretical mean={mean_T.round(6)} and theoretical STD={std_T.round(6)}\")\n",
"print(\"Parameters from the fit: mean={0:.6f}, STD={1:.6f}\".format(*param)) # these are MLE parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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72QkICOCOO+5w2Xb//fdjt9tZunTpZV0/t/L6/nfs2BGbzeZcz+zpdeH7KXIlKFkoIhcVEhICOGZPvtCJEyewWCwEBwfneHy5cuUAiI6OzrFM5rge5yfkbDaby9gh58vstnOxLgbnK1WqlMu6h4cHISEhWe4puy4Dx48fz3Z7eHi4cz84uhWUKVPmonEcPnyYU6dO4eXlhaenp8srNjbWmaSrVKkSf/zxB6GhofTv359KlSpRqVIll3Fwevbs6eyKc/fddxMaGkqjRo2c3b4zrzdnzpws16pZsyaA83q5OZeIiIjkn+rVq9OgQYMsr9x0LRw8eDCjRo1i5cqVtG/fnpCQEFq1asXq1asveWxmvSWnuk3m/sx/S5YsmaVcdttyOucHH3zAE088QaNGjfjxxx9ZuXIlq1at4vbbbycpKSlL+Qu773p5eV10e3JycraxZGrfvj1hYWHOoVdOnjzJ7Nmz6dWrlzMJExQUxJIlS6hbty4vv/wyNWvWJDw8nKFDh5KWlnbR819o2LBh2Gy2HGfAzW29MtPFZvLN7pn4+fllGRrIy8vL5TnNmDGD7t27U7p0aaZMmcKKFStYtWoVffr0ueTzzOmeMuvW57uw/p2d/Hr2eZnxOLvPb2as2f29k5/y+v5f+EwzJ7fJ7mdHJL8pWSgiF1WpUiV8fX3ZuHFjln0bN26kcuXKOY5XCI4ZjwFmzZqVY5nMfZllwfEf+YEDB7Itn7k9p8rqhWJjY13W09PTOX78eJb/gLNr2RgSEsKhQ4eybD948CCAc1yfEiVKXHIQ7OLFixMSEpJtS4JVq1a5jFNyyy23MGfOHOLi4li5ciVNmjThueee49tvv3WWefjhh1m+fDlxcXH88ssvGGPo1KmT89vG4sWL07Zt2xyv17dv31yfS0RERK4OHh4eDBgwgLVr13LixAmmTZtGTEwM7dq1c5kILTuZdZ+c6jaZ9ZrMcocPH85S7sJ6Vabs6lFTpkyhRYsWfPrpp3Ts2JFGjRrRoEGDXI8F+F/ZbDZ69uzJrFmzOHXqFN988w0pKSk8/PDDLuVq1arFt99+y/Hjx4mKiqJHjx4MHz6c999/P0/XCwsL47nnnmPKlCls2LAhy/7c1iszXYleN1OmTKFChQp89913dOnShcaNG9OgQQNSUlIu63whISHOuvX5cvqcXCg/nn1entPFPtOZn/vMv20ufCb/tfdNXt9/EXdSslBELsrDw4POnTszY8YMl4rdvn37WLRokXOw5Jw0aNCAtm3b8tVXX7Fs2bIs+//66y/Gjx/P7bff7jK5SevWrVm0aFGWWYKNMXz//fdERERQuXLlXN3D1KlTXdanT59Oenp6lkG1s9OqVSsWLlzo/E880+TJk/Hz86Nx48aA45vrHTt2ZOk+cL5OnTpx/PhxMjIysm1NEBkZmeUYm81Go0aNnDOtrV27NkuZIkWK0L59e1555RVSU1PZvHmz83qbNm2iUqVK2V4v81vM3JxLRERErj7BwcF069aN/v37c+LECWdvjZxaIN12222AI2F0vlWrVrF161ZatWoFQKNGjfD29ua7775zKbdy5co8fZFosVicsWTasGGDy2QQV9rDDz9McnIy06ZNY+LEiTRp0oRq1aplW9ZisVCnTh0+/PBDgoODs613XcqLL75IsWLFeOmll7Lsa9WqFVu2bMly3smTJ2OxWGjZsmWer5dXFosFLy8vlwRbbGzsZc+GnBnzhfXtb775Js9x5fTsvb2986013ZkzZ7JMjPPNN99gtVq59dZbAZxd7S9M+GY3oU5eWvtdDe+/SG5pNmSR69ivv/5KQkKCMwm4ZcsWfvjhB8AxZoyfnx8Ar7/+OjfddBOdOnXipZdeIjk5mSFDhlC8eHEGDhx4yetMnjyZ1q1b07ZtW5555hlnRXThwoWMGTOGatWqMXHiRJdjhgwZwpw5c2jUqBEvvfQSVapUITY2li+//JJVq1Yxffr0XN/njBkz8PDwoE2bNs7ZkOvUqZNlHJ7sDB061Dn235AhQyhWrBhTp07ll19+4d1333V2F3ruuef47rvvuPPOO3nppZdo2LAhSUlJLFmyhE6dOtGyZUvuvfdepk6dSocOHXj22Wdp2LAhnp6e7N+/n0WLFnHnnXdy11138dlnn7Fw4UI6duxIuXLlSE5OZvz48QDOMRH79euHr68vzZo1IywsjNjYWEaMGEFQUBA33XQTAMOHD2f+/Pk0bdqUZ555hsjISJKTk9mzZw9z587ls88+o0yZMrk6l4iIiFwdOnfuzA033ECDBg0oUaIEe/fuZfTo0ZQvX54qVaoAjtZaAGPGjOGhhx7C09OTyMhIIiMjefTRR/n444+xWq20b9/eORty2bJl+b//+z/A0cV1wIABjBgxgqJFi3LXXXexf/9+Xn/9dcLCwlzGFbyYTp068cYbbzB06FCaN2/O9u3bGT58OBUqVMh2NugroVq1ajRp0oQRI0YQExPDF1984bL/559/5pNPPqFLly5UrFgRYwwzZszg1KlTLr1eciswMJBXXnnF+SzP93//939MnjyZjh07Mnz4cMqXL88vv/zCJ598whNPPJHtLNP5rVOnTsyYMYMnn3ySbt26ERMTwxtvvEFYWBg7d+7M8/natm3LrbfeyqBBg0hISKBBgwYsW7aMr7/++pLH5vbZ16pVi8WLFzNnzhzCwsIICAjI9kv23AgJCeGJJ55g3759VK1alblz5/Lll1/yxBNPOIdPKlWqFK1bt3Z+/suXL8+CBQuYMWNGlvNl/qyNHDmS9u3bY7PZqF27trOr/PmuhvdfJNfcN7eKiLhb+fLlc5yJ78LZ81avXm1atWpl/Pz8TGBgoOnSpYvZtWtXrq8VHx9v3n77bVO3bl3j5+dn/Pz8TO3atc2bb75p4uPjsz1m586d5sEHHzRhYWHGw8PDBAcHm7Zt25oFCxbk6pqZs8WtWbPGdO7c2fj7+5uAgABz3333mcOHD2d5Fh07dsz2PBs3bjSdO3c2QUFBxsvLy9SpU8dlFrRMJ0+eNM8++6wpV66c8fT0NKGhoaZjx44uM0GnpaWZUaNGmTp16hgfHx/j7+9vqlWrZh577DGzc+dOY4xjpsG77rrLlC9f3nh7e5uQkBDTvHlzM3v2bOd5Jk2aZFq2bGlKlixpvLy8THh4uOnevbvZsGGDS0xHjx41zzzzjKlQoYLx9PQ0xYoVMzfeeKN55ZVXnM89t+cSERGR/yZzhtZVq1Zlu79jx46XnA35/fffN02bNjXFixc3Xl5eply5cqZv375mz549LscNHjzYhIeHG6vV6jKza0ZGhhk5cqSpWrWq8fT0NMWLFzcPPvigiYmJcTnebrebN99805QpU8Z4eXmZ2rVrm59//tnUqVPHZSbjzJljv//++yz3k5KSYp5//nlTunRp4+PjY+rXr29mzZplHnroIZf7zJz99b333nM5PqdzX+o5XuiLL74wgPH19c0yg/K2bdvMfffdZypVqmR8fX1NUFCQadiwoZk4ceIlz3v+bMgX3neFChWyzIZsjDF79+41999/vwkJCTGenp4mMjLSvPfeey4zNuf0PIw5V789evRormJp3ry5qVmzpsu2d955x0RERBhvb29TvXp18+WXXzrPe77czIZsjDGnTp0yffr0McHBwcbPz8+0adPGbNu27ZKzIef22UdFRZlmzZoZPz8/l9m4L/Y5yGk25Jo1a5rFixebBg0aGG9vbxMWFmZefvllk5aW5nL8oUOHTLdu3UyxYsVMUFCQefDBB52zN5//d0BKSop55JFHTIkSJYzFYnG5ZnbP77++/xc+U5ErxWLM2WlIRUSuMcOGDeP111/n6NGjGgNERERE5D+Kjo6mWrVqDB06lJdfftnd4YiIyBWibsgiIiIiIiLiYv369UybNo2mTZsSGBjI9u3beffddwkMDHSZJE1ERK49ShaKiIiIiIiIiyJFirB69Wq++uorTp06RVBQEC1atOCtt96iZMmS7g5PRESuIHVDFhEREREREREREQByN42ViIiIiIiIiIiIXPOULBQRERERERERERFAyUIRERERERERERE5q1BMcGK32zl48CABAQFYLBZ3hyMiIiKSJ8YYzpw5Q3h4OFarvqstjFQfFRERkcIut3XSQpEsPHjwIGXLlnV3GCIiIiL/SUxMDGXKlHF3GHIZVB8VERGRa8Wl6qSFIlkYEBAAOG4mMDDQzdGIiIiI5M3p06cpW7ass04jhY/qoyIiIlLY5bZOWiiShZldPQIDA1U5ExERkUJL3VcLL9VHRURE5FpxqTqpBs0RERERERERERERQMlCEREREREREREROUvJQhEREREREREREQEKyZiFIiJydTPGkJ6eTkZGhrtDEXEbm82Gh4eHxiUUERG5Bqm+K4VBftVHlSwUEZH/JDU1lUOHDpGYmOjuUETczs/Pj7CwMLy8vNwdioiIiOQT1XelMMmP+qiShSIictnsdjvR0dHYbDbCw8Px8vJSqyq5LhljSE1N5ejRo0RHR1OlShWsVo32IiIiUtipviuFRX7WR5UsFBGRy5aamordbqds2bL4+fm5OxwRt/L19cXT05O9e/eSmpqKj4+Pu0MSERGR/0j1XSlM8qs+qq+8RUTkP1MLKhEH/SyIiIhcm/R/vBQW+fFZ1addREREREREREREACULRURERERERERE5CwlC0VERCTXevfuTZcuXdwaw549e7BYLERFReXpuIiICEaPHn1FYhIRERGR/27x4sVYLBZOnTqVp+MsFguzZs26IjFlp0WLFjz33HMFdr2CpmShiIhcd5YuXUrnzp0JDw8v8IpFQbvcxFpOx40ZM4aJEyfmW3znuxoSkSIiIiLXgt69e2OxWHjnnXdcts+aNUuzOeeDGTNm8MYbbzjXr7UvpZUsFBGR605CQgJ16tRh7Nix7g6l0AkKCiI4ONjdYcg1asSIEdx0000EBAQQGhpKly5d2L59+yWPW7JkCTfeeCM+Pj5UrFiRzz77LEuZH3/8kRo1auDt7U2NGjWYOXPmlbgFERGRq4aPjw8jR47k5MmT+Xre1NTUfD1fYVSsWDECAgLcHcYVo2RhDozJID09wd1hiIgUOsYYEhISCvxljMl1jO3bt+fNN9+ka9euuT5m9+7d3HnnnZQsWRJ/f39uuukm/vjjD5cyn3zyCVWqVMHHx4eSJUvSrVs3ACZPnkxISAgpKSku5e+++2569eoFwLBhw6hbty7jx4+nXLly+Pv788QTT5CRkcG7775LqVKlCA0N5a233nI5h8Vi4dNPP6V9+/b4+vpSoUIFvv/+e+f+ChUqAFCvXj0sFgstWrQAwG63M3z4cMqUKYO3tzd169blt99+u+RxF7b+s9vtjBw5ksqVK+Pt7U25cuWyxHi+H374gVq1auHr60tISAitW7cmISGBYcOGMWnSJH766ScsFgsWi4XFixcD8M8//1CvXj18fHxo0KAB69atu9hbBcCRI0fo3Lmz85lMnTo1S5m4uDgeffRRQkNDCQwM5LbbbmP9+vUAbN++HYvFwrZt21yO+eCDD4iIiMjT501yb8mSJfTv35+VK1cyf/580tPTadu2LQkJOdfJoqOj6dChA7fccgvr1q3j5Zdf5plnnuHHH390llmxYgU9evSgZ8+erF+/np49e9K9e3f+/vvvgrgtERG5lhgDCQnueeWx/tG6dWtKlSrFiBEjLlruxx9/pGbNmnh7exMREcH777/vsj8iIoI333yT3r17ExQURL9+/Zg4cSLBwcH8/PPPREZG4ufnR7du3UhISGDSpElERERQtGhRnn76aTIyMpznmjJlCg0aNCAgIIBSpUpx//33c+TIkTzd186dO7n11lvx8fGhRo0azJ8/P0uZAwcO0KNHD4oWLUpISAh33nkne/bsce7PrNOOGjWKsLAwQkJC6N+/P2lpac4yOdXtwbUbcosWLdi7dy//93//56zHJiQkEBgYyA8//OAS15w5cyhSpAhnzpzJ0z0XOFMIxMXFGcDExcUV2DV37/7Q/LGgYoFdT0SkMEpKSjJbtmwxSUlJzm3x8fEGKPBXfHz8Zd0DYGbOnHnJclFRUeazzz4zGzZsMDt27DCvvPKK8fHxMXv37jXGGLNq1Spjs9nMN998Y/bs2WPWrl1rxowZY4wxJjEx0QQFBZnp06c7z3f06FHj5eVlFi5caIwxZujQocbf399069bNbN682cyePdt4eXmZdu3amaefftps27bNjB8/3gBmxYoVLvGHhISYL7/80mzfvt28+uqrxmazmS1bthhjjPnnn38MYP744w9z6NAhc/z4cWOMMR988IEJDAw006ZNM9u2bTODBg0ynp6eZseOHRc97qGHHjJ33nmn8/qDBg0yRYsWNRMnTjS7du0yf/75p/nyyy+zfYYHDx40Hh4e5oMPPjDR0dFmw4YNZty4cebMmTPmzJkzpnv37ub22283hw4dMocOHTIpKSkmPj7elChRwvTo0cNs2rTJzJkzx1SsWNEAZt26dTm+X+3btzc33HCDWb58uVm9erVp2rSp8fX1NR9++KExxhi73W6aNWtmOnfubFatWmV27NhhBg4caEJCQpz3euONN5pXX33V5bw33nijGTx4cI7Xze5nwhj31GWuBUeOHDGAWbJkSY5lBg0aZKpVq+ay7bHHHjONGzd2rmd+ts7Xrl07c++99+Y6Fr2HIiLXpyz/t8fHG+NI2xX8Kw/13cw624wZM4yPj4+JiYkxxhgzc+ZMc34qaPXq1cZqtZrhw4eb7du3mwkTJhhfX18zYcIEZ5ny5cubwMBA895775mdO3eanTt3mgkTJhhPT0/Tpk0bs3btWrNkyRITEhJi2rZta7p37242b95s5syZY7y8vMy3337rPNdXX31l5s6da3bv3m1WrFhhGjdubNq3b+/cv2jRIgOYkydPZntfGRkZ5oYbbjAtWrQw69atM0uWLDH16tVzqdMnJCSYKlWqmD59+pgNGzaYLVu2mPvvv99ERkaalJQU5/MJDAw0jz/+uNm6dauZM2eO8fPzM1988YUx5uJ1e2OMad68uXn22WeNMcYcP37clClTxgwfPtxZjzXGmH79+pkOHTq4xH/XXXeZXr165fp9vBw51UeNyX19RsnCHCxf0VbJQhGRS7iekoXZqVGjhvn444+NMcb8+OOPJjAw0Jw+fTrbsk888YRLRWj06NGmYsWKxm63G2McyUI/Pz+X49u1a2ciIiJMRkaGc1tkZKQZMWKES/yPP/64y7UaNWpknnjiCWOMMdHR0dkm1sLDw81bb73lsu2mm24yTz755EWPOz9ZePr0aePt7Z1jcvBCa9asMYDZs2dPtvsvTEQaY8znn39uihUrZhISEpzbPv3004smC7dv324As3LlSue2rVu3GsCZLFywYIEJDAw0ycnJLsdWqlTJfP7558YYR0K1YsWKWc67efPmHO9RycL8tXPnTgOYjRs35ljmlltuMc8884zLthkzZhgPDw+TmppqjDGmbNmy5oMPPnAp88EHH5hy5crleN7k5GQTFxfnfMXExOg9FJHL9uO2g7l6ydWnsCcLjTGmcePGpk+fPsaYrMnC+++/37Rp08bl2BdeeMHUqFHDuV6+fHnTpUsXlzITJkwwgNm1a5dz22OPPWb8/PzMmTNnnNvatWtnHnvssRzjzPyCOvOYSyULf//9d2Oz2ZzJT2OM+fXXX13q9F999ZWJjIx01rONMSYlJcX4+vqa33//3fl8ypcvb9LT051l7rnnHtOjRw9jzKXr9ucnC41xPKPMemamv//+29hsNnPgwAFjjKOxgKenp1m8eHGOzyM/5EeyUN2Qc5CYuMvdIYiIFEp+fn7Ex8cX+MvPz++K3ldCQgKDBg2iRo0aBAcH4+/vz7Zt29i3bx8Abdq0oXz58lSsWJGePXsydepUEhMTncf369ePefPmceDAAQAmTJjgHHg6U0REhMvYJyVLlqRGjRpYrVaXbRd21WjSpEmW9a1bt+Z4L6dPn+bgwYM0a9bMZXuzZs0uetyFtm7dSkpKCq1atcpV+Tp16tCqVStq1arFPffcw5dffnnJMXS2bt1KnTp1XN7fC+83u2M8PDxo0KCBc1u1atVcxlpcs2YN8fHxhISE4O/v73xFR0eze/duAO6991727t3LypUrAZg6dSp169alRo0aubpf+W+MMQwYMICbb76ZG264IcdysbGxlCxZ0mVbyZIlSU9P59ixYxctExsbm+N5R4wYQVBQkPNVtmzZ/3A3IiJyzfDzg/h497wus747cuRIJk2axJYtW7Ls27p1a7Z1wp07d7p0Hz6/XnXuUfhRqVIl53rJkiWJiIjA39/fZdv5ddd169Zx5513Ur58eQICApxD3WTWqS9l69atlCtXjjJlyji3XVg3XLNmDbt27SIgIMBZxytWrBjJycnOeh5AzZo1sdlszvWwsDBnrJeq2+dGw4YNqVmzJpMnTwbg66+/ply5ctx66615Oo87eLg7ABERubZYLBaKFCni7jDy3QsvvMDvv//OqFGjqFy5Mr6+vnTr1s05wHNAQABr165l8eLFzJs3jyFDhjBs2DBWrVpFcHAw9erVo06dOkyePJl27dqxceNG5syZ43INT09Pl3WLxZLtNrvdfsl4czPL3YVljDF5mh3P19c312UBbDYb8+fPZ/ny5cybN4+PP/6YV155hb///ts5RuKFzGWMDZh5zMXuxW63ExYW5hwX8XyZScWwsDBatmzJN998Q+PGjZk2bRqPPfZYnuORy/PUU0+xYcMG/vrrr0uWze6zfOH2vH7eBw8ezIABA5zrp0+fVsJQRETAYoFCVte99dZbadeuHS+//DK9e/d22Zfd/4fZ1b+yq9/nte6akJBA27Ztadu2LVOmTKFEiRLs27ePdu3a5XrSlOxiuzB+u93OjTfemO2Y1SVKlLho/JmxXqpun1uPPPIIY8eO5aWXXmLChAk8/PDDhWI2arUsFBERyYU///yT3r17c9ddd1GrVi1KlSrlMkgygIeHB61bt+bdd99lw4YN7Nmzh4ULFzr3P/LII0yYMIHx48fTunXrfEs8ZLZ8O3+9WrVqAHh5eQG4fDMcGBhIeHh4liTM8uXLqV69eo7HXahKlSr4+vqyYMGCXMdqsVho1qwZr7/+OuvWrcPLy8s5K62Xl1eW69WoUYP169eTlJSU4/1eqHr16qSnp7N69Wrntu3bt3Pq1Cnnev369YmNjcXDw4PKlSu7vIoXL+4s98ADD/Ddd9+xYsUKdu/ezb333pvre5XL9/TTTzN79mwWLVrk0nIgO6VKlcrSQvDIkSN4eHgQEhJy0TIXtjY8n7e3N4GBgS4vERGRwuqdd95hzpw5LF++3GV7jRo1sq0TVq1a1aXVXX7Ytm0bx44d45133uGWW26hWrVqeZ7cpEaNGuzbt4+DBw86t61YscKlTP369dm5cyehoaFZ6nlBQUG5vtal6vbny64eC/Dggw+yb98+PvroIzZv3sxDDz2U6+u7k5KF2bDb0wHw9S3v5khERORKiI+PJyoqiqioKMAxm2pUVNRFuz9UrlyZGTNmEBUVxfr167n//vtdWvj9/PPPfPTRR0RFRbF3714mT56M3W4nMjLSWeaBBx7gwIEDfPnll/Tp0yff7uf7779n/Pjx7Nixg6FDh/LPP//w1FNPARAaGoqvry+//fYbhw8fJi4uDnC0lBw5ciTfffcd27dv56WXXiIqKopnn332osedz8fHhxdffJFBgwYxefJkdu/ezcqVK/nqq6+yjfPvv//m7bffZvXq1ezbt48ZM2Zw9OhRZ4IyIiKCDRs2sH37do4dO0ZaWhr3338/VquVvn37smXLFubOncuoUaMu+jwiIyO5/fbb6devH3///Tdr1qzhkUcecWkJ2bp1a5o0aUKXLl34/fff2bNnD8uXL+fVV191STJ27dqV06dP88QTT9CyZUtKly6dh3dG8soYw1NPPcWMGTNYuHBhji1Oz9ekSZMssyDOmzePBg0aOFsM5FSmadOm+Re8iIjIVaxWrVo88MADfPzxxy7bBw4cyIIFC3jjjTfYsWMHkyZNYuzYsTz//PP5HkO5cuXw8vLi448/5t9//2X27Nm88cYbeTpH69atiYyMpFevXqxfv54///yTV155xaXMAw88QPHixbnzzjv5888/iY6OZsmSJTz77LPs378/V9fJTd3+fBERESxdupQDBw44h0EBKFq0KF27duWFF16gbdu2l/wS9GqhZGE27HZH6wWLJX+z6CIicnVYvXo19erVo169egAMGDCAevXqMWTIkByP+fDDDylatChNmzalc+fOtGvXjvr16zv3BwcHM2PGDG677TaqV6/OZ599xrRp06hZs6azTGBgIHfffTf+/v506dIl3+7n9ddf59tvv6V27dpMmjSJqVOnOsfV8/Dw4KOPPuLzzz8nPDycO++8E4BnnnmGgQMHMnDgQGrVqsVvv/3G7NmzqVKlykWPu9Brr73GwIEDGTJkCNWrV6dHjx45fkMcGBjI0qVL6dChA1WrVuXVV1/l/fffp3379oBjXMfIyEgaNGhAiRIlWLZsGf7+/syZM4ctW7ZQr149XnnlFUaOHHnJZzJhwgTKli1L8+bN6dq1K48++iihoaHO/RaLhblz53LrrbfSp08fqlatyr333suePXtcWpsFBgbSuXNn1q9fzwMPPJCLd0P+i/79+zNlyhS++eYbAgICiI2NJTY21qVl6eDBg+nVq5dz/fHHH2fv3r0MGDCArVu3Mn78eL766iuXP3KeffZZ5s2bx8iRI9m2bRsjR47kjz/+4LnnnivI2xMREXGrN954I0s33vr16zN9+nS+/fZbbrjhBoYMGcLw4cOzdFfODyVKlGDixIl8//331KhRg3feeeeSXwJfyGq1MnPmTFJSUmjYsCGPPPIIb731lksZPz8/li5dSrly5ejatSvVq1enT58+JCUl5bqnQG7q9ucbPnw4e/bsoVKlSi5dnQH69u1LampqvjYWuNIs5nIGAypgp0+fJigoiLi4uALpApKaeoI//7oJgFq1PiG0RLsrfk0RkcIoOTmZ6OhoKlSogI+Pj7vDKRTatGlD9erV+eijj/LlfBaLhZkzZ+Zr8lEuX04/EwVdlymschrDJ3NCIIDevXuzZ88el/EmlyxZwv/93/+xefNmwsPDefHFF3n88cddzvHDDz/w6quv8u+//1KpUiXeeustunbtmuvY9B6KyH8xY/uhXJXrGhl2hSORvFJ9V/6rqVOn8uyzz3Lw4EHnUD9X0sU+s7mtz2iCk2wYk+Zcjotbp2ShiIj8ZydOnGDevHksXLiQsWPHujsckatSbr7DnjhxYpZtzZs3Z+3atRc9rlu3bnTr1u1yQxMRERHJk8TERKKjoxkxYgSPPfZYgSQK84uShdnIHLMQwJicB3YXERHJrfr163Py5ElGjhyZ41gnIiIicn3LbQvEvFBrRRH3ePfdd3nrrbe49dZbGTx4sLvDyRMlC89jTAZpaad474fnaXZ2/HJjT7v4QSIiIrlw4czJ+aUQjCYiIiIiInLdGTZsGMOGDXN3GJdFycLzHD06n42b+jsThQAeHv7uC0hERERERERERKQAKVl4HqvV22W9XLl+7Nn7KZUq5f+U4SIiIiIiInKdsdspsn8fQVs3E7xtM0FbN1Fk/z6SQ0qQFF6axLDSJJYuQ2LpshyveyN2H193Rywi1yElC8+TlLzfZT019ZibIhEREREREZFrhX/0biI/+4jwP37FMyE+y/7AXTuybEsJLsqee+7n3/seIim8TEGEKSICKFnoYt++L53LxzJaUQqNAyUiIiIiIiKXacsWeOst2nz7LRa7HYAML29OV63Gqeo1iatWk/jyFfA+eQK/A/vxO+h4Be7Yhu+RWCK/HEfVrz7lYKvb2f1gH441bAIWi5tvSkSudUoWnqdYdAcOhjkShkGhT2CY7uaIREREREREpNDZuhWGDYPvvwdjsAAHb2vLjkf6c7J2PYzHJf4Uz8ggbNE8Kn09ntC/l1F6/lxKz5/L0ZuasPrdj0gKK33x40VE/gOruwO4mmScODfz8effbmP27k4EBNzgxohERERERESkUJk8GerXh+nTwRi46y4WzPidlZ9M5ET9my6dKASw2TjUuj1/Tfqe+XMW8e+9vUj38aHEqhW06tKG8Pm/Xvn7EJHrVp5aFo4YMYIZM2awbds2fH19adq0KSNHjiQyMvKixy1ZsoQBAwawefNmwsPDGTRoEI8//vh/CvxKOO55LnfqkVSML5ad4ra7UlmwsBItmm/BZvO+yNEiIiIiIiJy3UpNhQEDYNw4x3rbtvDee1C7NnHbD132ac9UiSRq2DvsfPgxGg58kqKb1tP46b78e99DbHhxiCZBcZMZ/+E9vRxdI8MK9HqS1bZt2+jduzdRUVFUq1aNqKio/3S+1157jcOHD/PFF1/kqvyRI0eoWbMmUVFRlC59ZVsX56ll4ZIlS+jfvz8rV65k/vz5pKen07ZtWxISEnI8Jjo6mg4dOnDLLbewbt06Xn75ZZ555hl+/PHH/xx8fusR2dG5nG5xjFeYkOAYaDYjI+d7FBGRwqV379506dLF3WFk0aJFC5577jl3hyEiIiJ5FRsLrVqdSxQOHQq//gq1a+fbJRLKV2DxNz+xo+8TAFScNomW93QgcMe2fLuGXDt69+6NxWLJ8tq1a5e7Qyu0hg4dSpEiRdi+fTsLFizIsj8jI4OmTZty9913u2yPi4ujbNmyvPrqq85thw8fZsyYMbz88ssA2b5X57969+5NaGgoPXv2ZOjQoVf2RsljsvC3336jd+/e1KxZkzp16jBhwgT27dvHmjVrcjzms88+o1y5cowePZrq1avzyCOP0KdPH0aNGvWfg79SzKE6JF0wZuzOXW+5JxgREZE8Sk1NdXcIIiIi148VKxzdjv/6CwIDYfZsx3iF1vwf9ct4ebHphdf463/fkFy8BEE7t9P83s4Ujcr5b3K5ft1+++0cOnTI5VWhQoUs5VR3zJ3du3dz8803U758eUJCQrLst9lsTJo0id9++42pU6c6tz/99NMUK1aMIUOGOLd99dVXNGnShIiICACX92j06NEEBga6bBszZgwADz/8MFOnTuXkyZNX9F7/02+vuLg4AIoVK5ZjmRUrVtC2bVuXbe3atWP16tWkpaVle0xKSgqnT592eRUUAwRnBHFjigeBPud6acfGziqwGERECjNjDImp6QX+Mib/ZrBfsmQJDRs2xNvbm7CwMF566SXS09Od+1u0aMEzzzzDoEGDKFasGKVKlWLYsGEu59i2bRs333wzPj4+1KhRgz/++AOLxcKsWbOyvWbv3r1ZsmQJY8aMcX6DuGfPHgC2bNlChw4d8Pf3p2TJkvTs2ZNjx465xPPUU08xYMAAihcvTps2bVi8eDEWi4Xff/+devXq4evry2233caRI0f49ddfqV69OoGBgdx3330kJibm+CwmTpxIcHAwP//8M5GRkfj5+dGtWzcSEhKYNGkSERERFC1alKeffpqMjAzncampqQwaNIjSpUtTpEgRGjVqxOLFi537jx8/zn333UeZMmXw8/OjVq1aTJs2zeXauXnOIiIibrVoEbRsCYcOQY0asGoVdO58xS975OYWLJj1B0cbNMYzMYGbH7mfohujrvh1pXDx9vamVKlSLi+bzZZt3REuXedMSEigV69e+Pv7ExYWxvvvv5+lZ0x29d3g4GAmTpzoXD9w4AA9evSgaNGihISEcOeddzrrvXCuF9CoUaMICwsjJCSE/v37u+SQUlJSGDRoEGXLlsXb25sqVarw1VdfYYyhcuXKWRqobdq0CavVyu7du7N9Vna7neHDh1OmTBm8vb2pW7cuv/32m8t9rVmzhuHDh2OxWHKsk1apUoURI0bw9NNPc/DgQX766Se+/fZbJk2ahJeXl7Pct99+yx133OFcP/89CgoKwmKxZNkGUKtWLUqVKsXMmTOzvX5+uezZkI0xDBgwgJtvvpkbbsh5EpDY2FhKlizpsq1kyZKkp6dz7NgxwsKy9rsfMWIEr7/++uWGdtmqmq2UWjOQw2nlCc+wcmvVnJOgIiKSvaS0DGoM+b3Ar7tleDv8vC77vzWnAwcO0KFDB3r37s3kyZPZtm0b/fr1w8fHx6VSMGnSJAYMGMDff//NihUr6N27N82aNaNNmzbY7Xa6dOlCuXLl+Pvvvzlz5gwDBw686HXHjBnDjh07uOGGGxg+fDgAJUqU4NChQzRv3px+/frxwQcfkJSUxIsvvkj37t1ZuHChSzxPPPEEy5YtwxhDbGwsAMOGDWPs2LH4+fnRvXt3unfvjre3N9988w3x8fHcddddfPzxx7z44os5xpaYmMhHH33Et99+y5kzZ+jatStdu3YlODiYuXPn8u+//3L33Xdz880306NHD8DxreeePXv49ttvCQ8PZ+bMmdx+++1s3LiRKlWqkJyczI033siLL75IYGAgv/zyCz179qRixYo0atQoV89ZRETErVavhjvugJQU6NgRpk2DgIACu3xK8RIs/2IKTR99kBKrV9Ks7338Nf47Tt2Qf12f5dp1Yd0xN3XOF154gUWLFjFz5kxKlSrFyy+/zJo1a6hbt26ur5uYmEjLli255ZZbWLp0KR4eHrz55pvcfvvtbNiwwZlQW7RoEWFhYSxatIhdu3bRo0cP6tatS79+/QDo1asXK1as4KOPPqJOnTpER0dz7NgxLBYLffr0YcKECTz//PPO644fP55bbrmFSpUqZRvXmDFjeP/99/n888+pV68e48eP54477mDz5s1UqVKFQ4cO0bp1a26//Xaef/55/P39c7zHp59+mpkzZ9KrVy82btzIkCFDXJ7RyZMn2bRpEw0aNMj1cztfw4YN+fPPP+nTp89lHZ8bl/1X1VNPPcWGDRv466+/LlnWYnHt05vZ+uPC7ZkGDx7MgAEDnOunT5+mbNmylxtqru2wVGdiiVNMKR/MKzEnSEm3X/FriojI1eWTTz6hbNmyjB07FovFQrVq1Th48CAvvvgiQ4YMwXq2S1Ht2rWd44VUqVKFsWPHsmDBAtq0acO8efPYvXs3ixcvplSpUgC89dZbF01wBQUF4eXlhZ+fn/MYgE8//ZT69evz9ttvO7eNHz+esmXLsmPHDqpWrQpA5cqVeffdd51lMpOFb775Js2aNQOgb9++DB48mN27d1OxYkUAunXrxqJFiy6aLExLS+PTTz91Vq66devG119/zeHDh/H396dGjRq0bNmSRYsW0aNHD3bv3s20adPYv38/4eHhADz//PP89ttvTJgwgbfffpvSpUu7VOCefvppfvvtN77//nuXZOHFnrOIiIjbbN0Kt98O8fFw223www/g41PgYWT4+bHis8k0ffQBiq9dxc197+XPidOJq55zgx65fvz8888uSa327dvz/fffA1nrjkOGDLlonTM8PJyvvvqKyZMnO+thkyZNokyZMnmK6dtvv8VqtfK///3PmROaMGECwcHBLF682NkztWjRoowdOxabzUa1atXo2LEjCxYsoF+/fuzYsYPp06czf/58WrduDeCs24LjS+shQ4bwzz//0LBhQ9LS0pgyZQrvvfdejnGNGjWKF198kXvvvReAkSNHsmjRIkaPHs24ceMoVaoUHh4e+Pv7u9TVs2OxWPj000+pXr06tWrV4qWXXnLZv3fvXowxznpyXpUuXZp169Zd1rG5dVnJwqeffprZs2ezdOnSS34wSpUq5fyDJdORI0fw8PDIto83OJrKenu7Z+bheSUdP0gHi3lgt+dflzYRkeuFr6eNLcPbueW6+WHr1q00adLE5QutZs2aER8fz/79+ylXrhzgSGKdLywsjCNHjgCwfft2ypYt61KRaNiw4WXFs2bNGhYtWpTtt5e7d+92Jgtz+mby/DhLliyJn5+fS2WqZMmS/PPPPxeNwc/Pz+Vb2JIlSxIREeESU8mSJZ33v3btWowxztgypaSkOP/vz8jI4J133uG7777jwIEDpKSkkJKSQpEiRXKMH1yfs4iIiFvs2+eY6fj4cWjQAGbNckuiMFO6vz/Lv5hCs773E7J+DTc/3IM/J/3A6cjqbotJrg4tW7bk008/da6fX8+6sO54qTpnUlISqampNGnSxLm9WLFiREZG5immNWvWsGvXLgIuaIWbnJzs0kW4Zs2a2Gzn6vdhYWFs3LgRgKioKGw2G82bN8/2GmFhYXTs2JHx48fTsGFDfv75Z5KTk7nnnnuyLX/69GkOHjzo/II9U7NmzVi/fn2e7i/T+PHj8fPzIzo6mv379zvHJgRISkoCwOcyf2/4+vpedBih/JCnZKExxtmccvHixdkOjHmhJk2aMGfOHJdt8+bNo0GDBnh6euYt2gIQlpjKER8PfOsUxZKUDEBAQE3OnNmMMSbH1pAiIuJgsVjypTuwu2T3uz67FvEX/h9msViw2+05nuNy2e12OnfuzMiRI7PsO38ojwuTbNnFabFYLhp3TrI75mLnsdvt2Gw21qxZ41LJA5wV0Pfff58PP/yQ0aNHU6tWLYoUKcJzzz2XZYDty4lXRETkijlyBNq0gf37oVo1x4zHBdj1OCfp/gEs+99Ubu5zL8U2RnHzw91Z9P2vJJXOW6svubYUKVKEypUr57jvfJeqc+7cuTNX17RYLFnGEj9/rEG73c6NN97oMgFIphIlSjiXL1YH9PX1vWQcjzzyCD179uTDDz9kwoQJ9OjRAz8/v0vGfr7LrdOvWLGCDz/8kF9//ZV3332Xvn37OscvByhevDjg6I58/j3n1okTJy7ruLzI0wQn/fv3Z8qUKXzzzTcEBAQQGxtLbGysMysKji7EvXr1cq4//vjj7N27lwEDBrB161bGjx/PV1995dL16GpyxsPxSA4mHqX6XMe4iRUrPEdoaAfs9hR3hiYiIgWgRo0aLF++3KWSs3z5cgICAihdunSuzlGtWjX27dvH4cOHndtWrVp1yeO8vLxcJgkBqF+/Pps3byYiIoLKlSu7vHJKELpbvXr1yMjI4MiRI1lizmxt+eeff3LnnXfy4IMPUqdOHSpWrJjrSqiIiIhbxMdD+/awYweULQvz5sHZP/qvBukBgSz7ahqnqtfE58RxGj/bD2uq/oaV3LlUnbNy5cp4enqycuVK5zEnT55kx44dLufJHHM7086dO11awdWvX5+dO3cSGhqa5TqZk3hcSq1atbDb7SxZsiTHMh06dKBIkSJ8+umn/Prrrxcd3y8wMJDw8PAsw+wtX76c6tXz1kI3KSmJhx56iMcee4zWrVvzv//9j1WrVvH55587y1SqVInAwEC2bNmSp3Nn2rRpE/Xq1busY3MrT8nCTz/9lLi4OFq0aEFYWJjz9d133znLHDp0iH379jnXK1SowNy5c1m8eDF169bljTfe4KOPPuLuu+/Ov7vIR3EejkzvrPLFOBJSCuye2GxFsFl9sNsdLQ0zMlJY+udNZGQkuzNUERH5D+Li4oiKinJ57du3jyeffJKYmBiefvpptm3bxk8//cTQoUMZMGCAc7zCS2nTpg2VKlXioYceYsOGDSxbtoxXXnkFyHm8XoCIiAj+/vtv9uzZw7Fjx7Db7fTv358TJ05w33338c8///Dvv/8yb948+vTpkyWxeLWoWrUqDzzwAL169WLGjBlER0ezatUqRo4cydy5cwHHODnz589n+fLlbN26lcceeyzLsCUiIiJXDWPgiSdg7VooUQLmz3ckDK8yaYFBrBg7gZSgohTdtJ7abw91d0hSSFyqzunv70/fvn154YUXWLBgAZs2baJ3795Z6se33XYbY8eOZe3ataxevZrHH3/cpZXgAw88QPHixbnzzjv5888/iY6OZsmSJTz77LPs378/V7FGRETw0EMP0adPH2bNmkV0dDSLFy9m+vTpzjI2m43evXszePBgKleu7NJ9OjsvvPACI0eO5LvvvmP79u289NJLREVF8eyzz+bhKcJLL72E3W53ttAsV64c77//Pi+88IJzxmer1Urr1q1zNQfIhRITE1mzZo1zbMcrJc/dkC/l/OmwMzVv3py1a9fm5VJuc9zv3FiJ2yrVouT4g9zWqiFr191P0WLNCCvVhcNH5pCWdgJj0gD3jU0hIiKXb/HixVm+kXvooYeYOHEic+fO5YUXXqBOnToUK1aMvn378uqrr+b63DabjVmzZvHII49w0003UbFiRd577z06d+580bFJnn/+eR566CFq1KhBUlIS0dHRREREsGzZMl588UXatWtHSkoK5cuX5/bbb8918tIdJkyYwJtvvsnAgQM5cOAAISEhNGnShA4dOgDw2muvER0dTbt27fDz8+PRRx+lS5cuxMXFuTlyERGRbEyaBFOmgNUKP/4IeRynrSAllS7D6lFjafrog1T8djJ0aA09e7o7rGtO18iwSxcqRMLDwy9Z53zvvfeIj4/njjvuICAggIEDB2apu73//vs8/PDD3HrrrYSHhzNmzBjWrFnj3O/n58fSpUt58cUX6dq1K2fOnKF06dK0atWKwMDAXMf76aef8vLLL/Pkk09y/PhxypUrx8svv+xSpm/fvrz99tu5mjX4mWee4fTp0wwcOJAjR45Qo0YNZs+eTZUqVXId05IlSxg3bhyLFy926QHUr18/fvjhB5fuyI8++ih9+/bl3XffzVOd/qeffqJcuXLccsstuT7mclhMbjKAbnb69GmCgoKIi4vL04cnr0otisqy7YXPXmXgdz+zYKFjYPcWzTexcdNTHD++mFtvWYOnZ/AVi0dE5GqXnJxMdHQ0FSpUuOwBeq8Xy5Yt4+abb2bXrl0uk4XItSWnn4mCqsvIlaP3UOQ6tnWrYyKTxER44w047wvEGdsPXeRA96r+8Siqj/sAfH3h77+hVi13h1Qoqb57cS1atKBu3bqMHj3a3aFksWzZMlq0aMH+/fspWbKku8NxYYyhcePGPPfcc9x33325Pq5hw4Y899xz3H///TmWudhnNrf1mau3SYIb3LzTdZabjgu+dy57ezk+WDt2vsnx44sBsJv0AotNREQKl5kzZzJ//nz27NnDH3/8waOPPkqzZs2UKBQRESlMkpKgRw9HovC222DwYHdHlGtbn/w/Dt/cwnEPd98Nar0v14mUlBR27drFa6+9Rvfu3a+6RCE4hib64osvSE/PfV7pyJEjdOvWLU/JxctVeKervAJC4l1/edotVuIJJCU9A1+/CFJSD3Pq1LkB6o2ShSIikoMzZ84waNAgYmJiKF68OK1bt+b99993d1giIiJyCee3Fqw77CUqbtxIcrEQFg57n+RdR9wYWR7ZbKx672M69egIO3dCnz7www9wGbO7ihQm06ZNo2/fvtStW5evv/7a3eHkqE6dOtSpUyfX5UNDQxk0aNAVjOgcJQvPE2hx7ZFtt1rxS08l8tXfmNE96y9UY1eyUEREsterVy969erl7jBERETkMpX+bY5jzD9g9ciPSQ69+lonXUpq0RD4/nu4+WaYMQM+/xwef9zdYck1ZPHixe4OIYvevXvTu3dvd4dRqKkb8nlCQhzT3jf6dxP3zJ1KhtUGOJKENg/H4JSJibud5R0TnIiIiIiIiMi1xG9/DPVeewGA7f36c+SWFu4N6L9o2BDefdexPGgQHDjg3nhE5KqnZOF5ate6wbns51EaW5FWhCadAqBK5VdcypYv9yjGZBRkeCIiV61CMFeWSIHQz4KIyDXAGOoNHYTXmdMcr3MjW54pmG5/V9TTT0OjRnDmDDz5JOj/qzzT//FSWOTHZ1XJwvNEVMwcdN5C8SKlORDiwbEAbwBiThe7oLRNE5yIyHXP09MTgMTERDdHInJ1yPxZyPzZEBGRwqfM3J8ouWwJGV7erB45BnMt/E632eCrr8DTE2bPdoxdKLmi+q4UNvlRH9WYhecJ8vYCoNLRA2wJrcumCG/aA40ObWb19DPUatmOo0d/5+TOQMqWsWHs6oYsItc3m81GcHAwR444Bvv28/PDokGz5TpkjCExMZEjR44QHByMzWZzd0giInI5Tp2i9oihAGx/7GkSIiq6OaB8VLOmYzbn4cPhqaegVSsodmGjGLmQ6rtSWORnfVTJwvOU9nEkCz0z0jHpqQAUS8hg2PoJHIkuh2lRHoCU055Y8FA3ZBERoFSpUgDOCpTI9Sw4ONj5MyEiIoXQyy/jc+woZypUYke//u6OJv+9/LJjwpOtW2HgQJgwwd0RFQqq70phkh/1USULs2E1hkrpjgzsiSI2MiwWQo/sY1WMP6V9wWRYWf1LDBHV9tGkfV33Bisi4mYWi4WwsDBCQ0NJS1OLa7l+eXp6qkWhiEhh9vff8NlnAKwb+g52L283B3QFeHvD//7nmB154kR44AFo3drdUV31VN+VwiK/6qNKFmbDardzKmEDDXYWJcnblzSbDVt6OsfjUyntC2cOFCGogpWj+065O1QRkauGzWZTokREREQKp/R0eOwxMIa9d97DscbN3B3RldO0KfTvD2PHwqOPwsaNUKSIu6MqFFTfleuFJjjJhtUYPOwZBHvD/+77P2bf3IJ4vzBSl/oQRyBJJ7zBbuP4wdPuDlVERERERET+qzFjYP16KFaMjS8OcXc0V97bb0PZshAdDW++6e5oROQqo2RhNqzGjs1u549yPiT7+LHihlr80/BVlkTexpOWCZgMCwaDh08cdrumTxcRERERESm09u2DIWcThO++S2qxEPfGUxACAuDjjx3LH37oeAYiImcpWXiBe4LtWACPjHOTl0TVbAhAgq+/Y4OB4ArLCG80nk+fXOSGKEVERERERCRfDBwIiYmOcfweftjd0RScO+6AFi0gJcUx8YmIyFlKFl6gf1lfAKy4thj89hZ/TgU5ppVP8/DC6pFS4LGJiIiIiIhIPvr7b/jhB7BYYNw4sF5HfyJbLDBqlGN56lRYtcq98YjIVeM6+k2YO94ePgD4Gi8qxJ9rXbgz3IvDJUoDMPqRoaQlBbklPhEREREREckHxsCgQY7lhx6C2rXdG4873Hgj9OzpWH7+ecczEZHrnpKFF/D28M5dQWMBoFS1w1cwGhEREZHry9KlS+ncuTPh4eFYLBZmzZp10fK9e/fGYrFkedWsWdNZZuLEidmWSU5OvsJ3IyJXtblzYelS8PaG4cPdHY37vPUW+PjA0qWs+GQCM7YfuuhLRK59ShZewMvmBYAVC5azX6rcdDQxS7m/9vYGILDUyYIKTUREROSal5CQQJ06dRg7dmyuyo8ZM4ZDhw45XzExMRQrVox77rnHpVxgYKBLuUOHDuHj43MlbkFECoOMDHjpJcfyM884Zga+XpUtCwMGAHDDe29hSUtzc0Ai4m4e7g7gauNl88J/+zqKVm6T2XgQa+YCUGfbDtZXq8rkRtVoZyAjzeamSEVERESuPe3bt6d9+/a5Lh8UFERQ0LnhYWbNmsXJkyd5+IJJCiwWC6VKlcq3OEWkkPv6a9i0CYoWhcGD3R2N+730Esmff0HA3n+p8O1k/u3Z190RiYgbqWXhBbysXljsGRyynsAAbQ6lkWI795hu31zcpbyxexZwhCIiIiKSk6+++orWrVtTvnx5l+3x8fGUL1+eMmXK0KlTJ9atW3fR86SkpHD69GmXl4hcI5KS4LXXHMsvv+xIGF7vAgLY+vTzAFQf9wGep+PcHJCIuJOShRfI7IaM1Y6ngaKphqiQc+MYeqWfK7t/WUkwShaKiIiIXA0OHTrEr7/+yiOPPOKyvVq1akycOJHZs2czbdo0fHx8aNasGTt37szxXCNGjHC2WgwKCqLs9dxFUeRa8/HHsH8/lCsHTz3l7miuGnu63c/pSlXwPnWSql987O5wRMSNlCy8gNVi5dtWMezzPYjVkobdknNZY7dw4tgiFkzaUnABioiIiEi2Jk6cSHBwMF26dHHZ3rhxYx588EHq1KnDLbfcwvTp06latSoff5zzH8ODBw8mLi7O+YqJibnC0YtIgThxAkaMcCy/8YZjYg8BwHh4sOn5VwGoNGU83sePuTkiEXEXJQuzkextx44dvM6QdJGp49OKFKdU/SVsWxFbgNGJiIiIyIWMMYwfP56ePXvi5eV10bJWq5Wbbrrpoi0Lvb29CQwMdHmJyDXgnXfg1CmoVQseeMDd0Vx1Ylu05uQNdfBITqbK+E/dHY6IuIkmOMnGr11/5X/v/4/lqV7U5VzTwsZrFmPzrgQUA2BhscZUZBPGZLgpUhEREREBWLJkCbt27aJv30sPym+MISoqilq1ahVAZCJy1ThyBDJnWn/nHbBpssosLBa29h9A0yceouI3E9nR90lSi4W4FJmx/VCuTtU1MuxKRCgiBUAtC7NRJqAMABlWK172c9sbnDhCcLlzvxhjAiMAsHke4WRsQkGGKCIiInJNio+PJyoqiqioKACio6OJiopi3759gKN7cK9evbIc99VXX9GoUSNuuOGGLPtef/11fv/9d/7991+ioqLo27cvUVFRPP7441f0XkTkKvPBB47JTRo1gjzMun69iW3RmpM1a+ORlESVCZ+5OxwRcQMlC3NQsWJF4vwCSD7vy6Z0Ly9MUJBz3cckO/4N2cOmpQcKOkQRERGRa87q1aupV68e9erVA2DAgAHUq1ePIUOGAI5JTDITh5ni4uL48ccfc2xVeOrUKR599FGqV69O27ZtOXDgAEuXLqVhw4ZX9mZE5Opx/DiMG+dYfvVVsFxkcPrr3dnWhQCVpk7A6+RxNwckIgVN3ZBzUKZMGWrt30WNmFJQ7ty4N/biwTz/9eeM6vkYm4rXI814MLbWDXzup1mRRURERP6rFi1aYC4yZvTEiROzbAsKCiIxMTHHYz788EM+/PDD/AhPRAqrjz6C+HioWxc6dnR3NFe92JZtOFmjFkW3bKTKhC/YPGCwu0MSkQKkloU58PLyotnuTWTsT+GxJbOc2z08oOPyxc71xbTiQEh5Th6MKvAYRURERERE5BLi4mDMGMeyWhXmjsXCtv7/B0DFKePxOnnCzQGJSEFSy8IclCtXDoAMj0Q84uPot/QnAOLXHWFSg7t5g0Rew4+JlkcB2PDHVNo8cpfb4hUREREREZFsjBvnSBhWrw53XX9/s+V2QpILHbqtHaeq1yR462YqT/yCLf/3Uj5HJiJXKyULc5CZLAxpHMfJXUHUT/FlvVcizZLsbAv2oEPKaYZ6++Gc/8Qk87+BS3nk/VvdFrOIiIiIiIicJyHBMbEJsKpPf2J2HnZzQIWIxcK2JwfQ+Om+VJoynp0PP0ZacFF3RyUiBUDdkC9h165dAFS0LyQyPRw7dooUh4T4eOwXlE1JSC/4AEVERERERCR7n33mmNykcmX2t7/D3dEUOgdbteNUZA08E+KpMulLd4cjIgVEycJcstYuw1HraaZ77XVsSHdNDEa03Q/AqcM5D64tIiIiIiIiBSQpCUaNciwPHozxUMe6PLNa2fakY+zCSl9/hUf8GTcHJCIFQcnCXPK6/QVOWOOd6/Y012RhcIUzZKTuJjpqb0GHJiIiIiIiIhf66iuIjYVy5eDBB90dTaF1sE17zlSohGf8GSJ+mObucESkAChZeBG33Xabc3nnqZ0u+45+9pnLuh0LaQk/cWj35gKJTURERERERHKQlgbvvutYfukl8PJybzyFmdXKzocfB6Dy5C+xpKW5OSARudKULLwIf39/5/LgPwdTNiMkx7IZ2ADw9vO54nGJiIiIiIjIRXz/PcTEQMmS8PDD7o6m0Nt3590khxTH7+ABSv/+s7vDEZErTMnCi6hfv77LepP0qs7l7dUiAajka6OhWU7G2YmlN/8ZW3ABioiIiIiIiCtj4P33HctPPQU+atDxX9m9ffj3AUfStcr4zxzPWESuWUoW5kKcVxwAFZ5t4txW/OgxPokaxrjIULxIJePsozTph90So4iIiIiIiAB//glr1zqShI8/7u5orhn/3teLdB8fim7ZSPG/l7s7HBG5gpQszAVPP08AfEsFOrcFBCZQ9WQ0NwQU4RTBpOGFf1gC6ckrWD9/rrtCFRERERERub598IHj34ceguLF3RvLNSS1aAh7u/YAoOqEzy5RWkQKMyULL6F9+/Z0vKNjlu0ZFg9usO4hze7JJktd1lOPynfsA+CP/31S0GGKiIiIiIjIzp0we7Zj+bnn3BrKtWjXQ49iLBZKLVlAwM7t7g5HRK4QJQsvoVGjRjSv2DzL9uWVGnOYELYcOE0L8wchHMtSZu+GKGK2bCyIMEVERERERGTMGMd4eh07QrVq7o7mmpNQvgIHW7cHoMrEz90cjYhcKUoW/gf/Uo5tP77NYktrRliGZdm/as6PrPttTsEHJiIiIiIicr05cQImTHAsDxjg3liuYTv7OMaBLDt7Bj5HNGa/yLVIycJcKh9YHnN2xqfyGSUAOLHbn+LborItn5acjMVqxdgdx2xY8Buz33+7QGIVERERERG57nzxBSQmQp060LKlu6O5Zp2o14Dj9RpgS0ul4tQJ7g5HRK4AJQtzae/pvZxOPc3LwUtpmlYVgKREbw6kF+fLt14ixBwFwMMvDYCTsQexALtWrQAg7shhjuzZ7ZbYRURERERErmmpqfDxx47lAQPAYnFvPNe4nX2eAKDit5OxJSa6ORoRyW9KFuZS54qdMcbgWaYqPngBsL90GbpZl1Lm8CESKMIgRhNzezV8iidhz8jI8h9U3JHDrP1V3ZJFRERERETy1fTpcPAghIXBvfe6O5pr3sHb2hJftjxecaco+/NMd4cjIvlMycJc8vP0Iyk9Ccudo7GdfWynihXldIwvy0vVINnixwFLWaaEPswb3d4nPS2V5PgzABzYtsUxyC6wSIPAioiIiIiI5B9j4IMPHMtPPQVeXu6N53pgs/Hv/b0BHF2Rz/69KyLXBiULcykzWYinDzdzGgCvlBTOxPhywi8wS/nkgwc5dHYq+eMHYgo0VhERERERkevGX3/BunXg6wuPPebuaK4be7v2IN3Hh+DtWwhZ84+7wxGRfKRkYS75efiRmO46FkOqtzcAu0uUyVJ+1Yg3Xda9/IpcueBERERERESuV+PGOf598EEICXFvLNeRtKBgYjrfDUClqePdHI2I5CclC3PJz8OPxDRHsvCfl1vx4J5i+CUkAGC1ZW1y7Z2e4VzOSE/DNyCgYAIVERERERG5XsTGwo8/OpaffNK9sVyH/n2gNwDh83/F53Cse4MRkXzj4e4ACgs/z3MtC0MDfUgtVY9EnxMY4BOfMURwx7myJp7o0GAASpSvQHpqKlar8rIiIiIiIiL56ssvIT2d4/UasMS3JGw/5O6Iritx1Wpy7MaGFF/zDxWmT2Hr08+7OyQRyQfKYOWSn8fZMQsvYCwWLDZovnC+c1s1tgAQ6u2Hb2AQS6eMZ+3c2ZSvXY/AEiULLGYREREREZFrVno6fO6YQDJzsg0peLsfeBiACtOnYElNdXM0IpIflCzMJT/Pc92Qz2e3WrFYDUUykvm/4C3n7TEcSUnk2L49AJw4uJ+Gd95DcEklC0VERERERP6z2bPhwAGSi4VwoF1Hd0dz3TrYuj1JJUric/QIpefPdXc4IpIPlCzMpSOJRxi2YliW7ZnJwuMmkP5VbmSquZu1lobYvB1jFta49TZnWauHjX2bNpCRnlZQYYuIiIiIiFybPvkEgL3d7sfu5e3mYK5fxsuL6B4PAlBx6gQ3RyMi+UHJwlw6nHg42+12q5W0IuHcYVuBv08E9pOhAJRu6ihfvlZdZ1mbzTFE5MYF865ssCIiIiIiIteybdtgwQKwWvm3R093R3Pd29P9QeweHhRfu4qgLRvdHY6I/EdKFuZSnxv60KFChyzbw8eMwde+n74ev5K64jMOrxpBfbOKwHLxgGuy0HJ2kpMF4z8tkJhFRERERESuSZ+e/ZuqUyeSSpdxbyxCcmhJDrR1dAWv9M1E9wYjIv+ZkoW55GH1IM3u2n24XsQNeNWpjcXiWE9PSyPD4skZArD52AFHgjCyyS0FHa6IiIiIiMi1KSEBJk50LPfv79ZQ5JzdDzomOik7Zyaep066ORoR+S+ULMwlD4sH6fZ0l20xxw7wyy+/ONf9lr5B/MkUdlqq8aDlR+d2Lz8/x4IxNL773rOL5soHLSIiIiIicq2ZOhVOn4bKlaF1a3dHI2edqHcTp6rXxJaSTLmffnB3OCLyHyhZmEs2qy1Lgu9Y/El27dqV4zE9SkcC0LJXPwAMhvK16wFwcPvWKxSpiIiIiIjINcoYGDfOsfzEE2DVn7RXDYuF6O6OiU4qTJ/ieK9EpFDSb9Y8MJz7ZRdwW9lzO6q0cy52f/mmc9szHDMie/r4AGDBAvaz58jsuywiIiIiIiK5s2IFbNgAvr7w8MPujkYuENPpLtJ9fQncvROWLXN3OCJymZQszIMl+5dwNPEoALYAr3M7vIo4FwNCfJzLxz08nMsPvP0hJSIqOBOOGWmpVzhaERERERGRa8wXXzj+vfdeKFrUvbFIFukBgezvcKdjJfO9EpFCR8nCPNp16my3Y6uFe1t0cSzXuMO532qz0H5NAgAr6ySxYeOT7BjTj1KVqmDz8HQ2xbael0gUERERERGRSzh1CqZPdyw/+qhbQ5GcZXZFZvp0OHHCvcGIyGVRsjCPPK2eAFisFsoXL+PYWPMu7kp5HQAvHw+6eDgmNJkZ2ICjR38nptZC9u79HIDS1WpSq1U7LBY9ehERERERkVz75htISoKaNaFRI3dHIzk4WbsepyJrQEoKTJni7nBE5DKoeVse2ay2swsWjP3cGIYxfjUhA0g+jYeXDbBz04nVzAq8my78yJ+7v6Z8+cew2myElC5LRlqaW+IXEREREREpdIyBL790LPfrpzHgr2YWC3u6P0DdN14hbuynLGjb7ZLvV9fIsAIKTkRyQ83b8mj6dkez9zW7/uHEN9sAOHr0KD3LnXYUOHPIWTbN4sX3lvsxwPOWsc7tK2d8x9KpEwosZhEREZHCYunSpXTu3Jnw8HAsFguzZs26aPnFixdjsViyvLZt2+ZS7scff6RGjRp4e3tTo0YNZs6ceQXvQkTy3Zo1EBUF3t7Qs6e7o5FLiOnclXQfH4J2bqNY1Bp3hyMieaRkYR483+B5mpdpDkDpjecmNRk3bhwnozcCsGz7IWweFqqarUSVrwlABjZn2Zd37GfZDY05c/xoAUYuIiIiUjgkJCRQp04dxo4de+nC59m+fTuHDh1yvqpUqeLct2LFCnr06EHPnj1Zv349PXv2pHv37vz999/5Hb6IXCmZrQrvvhuKFXNvLHJJaYFBHGjvGNu/wnR1RRYpbJQszINg72A8rB6k2dNIt9kBqJoe7tw/J6MxKSlJeHrbuJ1fOEJJADZQ11lm8YkzHLmpBYlxpzh56ECBxi8iIiJytWvfvj1vvvkmXbt2zdNxoaGhlCpVyvmy2c59WTt69GjatGnD4MGDqVatGoMHD6ZVq1aMHj06x/OlpKRw+vRpl5eIuEl8vGO8QnB0QZZCIXOik9K/zsbzdJyboxGRvFCyMA+sFivp9nTqf12fHhEDAdjhcdC5f7M9gvAAG6lJGWQED+KgpSwA71teBuDAKy9T1seLME9H5fXgjm2IiIiIyH9Xr149wsLCaNWqFYsWLXLZt2LFCtq2beuyrV27dixfvjzH840YMYKgoCDnq2zZslckbhHJhe++cyQMK1eG5s3dHY3k0om6NxJXpRoeycmUnTPD3eGISB7kOVl4pcaRKQx+jf6VF5a+AECGxZ5lfyqeZKQm82/UUZasTwLA06Q49x/+90cMhl1pjmOLhZcpgKhFRERErl1hYWF88cUX/Pjjj8yYMYPIyEhatWrF0qVLnWViY2MpWbKky3ElS5YkNjY2x/MOHjyYuLg45ysmJuaK3YOIXEJmF+RHHtHEJoWJxUJ09wcAqPDdFMckNSJSKOR5NuTMcWQefvhh7r777lwft337dgIDA53rJUqUyOul3S7Vnnrx/XiQkZYC+FPqVAabgDSLt3N/WhlHkjA6zU6qpxcZGelXMFoRERGRa19kZCSRkZHO9SZNmhATE8OoUaO49dZbndstFyQYjDFZtp3P29sbb2/vHPeLSAHZuBH+/hs8PKB3b3dHI3kUc8fd1Br1FkE7tlJ0/VpO1r3R3SGJSC7kuWXhlRhHprB4rfFrdKzY0WVbWEYwAGmWNJpWDyUjLYXat5XBO35hluMPtPcHu+PblESfItjTlSwUERERyW+NGzdm586dzvVSpUplaUV45MiRLK0NReQq9L//Of694w7Qz2yhkxYUzP7bOwEQ8eO3bo5GRHKrwMYsvNg4Mhe6WgeUDvYOxnreI3ur9Jc0SXd8k+1pPDnlm8T/Fm+nfM0QzngeynL8k5YJLI1LACC+SCCH/91VMIGLiIiIXEfWrVtHWFiYc71JkybMnz/fpcy8efNo2rRpQYcmInkwa0M0qZMmA7Cs/d3M2H4o25dc3fZ2vReAMnN/wpaY6OZoRCQ3rniyMDfjyFzoah1Q2s/Djzn/zqGod1EA/gpcR6z1lHP/aWs6O0ut4tud0/A0F3+007r0Y+nUCVcyXBEREZFCJz4+nqioKKKiogCIjo4mKiqKffv2AY6xBHv16uUsP3r0aGbNmsXOnTvZvHkzgwcP5scff+Spp55ylnn22WeZN28eI0eOZNu2bYwcOZI//viD5557riBvTUTyqPS8uXjFnSIxvDSHm9566QPkqnTspsbEly2PZ0I84fPnujscEcmFK54sjIyMpF+/ftSvX58mTZrwySef0LFjR0aNGpXjMVfrgNKeNk8ATqacdG4rbS8GwEG/g4yL+5lDQQeYt/93mu6967Ku8fquAyw4fnW0pBQREREpaKtXr6ZevXrUq1cPgAEDBlCvXj2GDBkCwKFDh5yJQ4DU1FSef/55ateuzS233MJff/3FL7/84jJkTtOmTfn222+ZMGECtWvXZuLEiXz33Xc0atSoYG9ORPKk/Nluq3u63guFcBgrOctqZW/XHoC6IosUFnme4CQ/NG7cmClTpuS4vzANKB1ofAEwGCxYMBjslgwAQmIe5XjZL/A/vZH4wFrOY4p62DiZnkHpajWznO/bQyco5ulBq5DALPtERERErnUtWrTAXGTGzIkTJ7qsDxo0iEGDBl3yvN26daNbt27/NTwRKSh79hC68i8A9t7Vw83ByH+1r8s91PjoPUr8sxy/mL0kli3v7pBE5CIKbMzC8104jkxhdtDzKHelNCTDkoHVWKmZkkKGxTFxSasyjQGwpe2lnNnjPCbAw/Gt2IFtm7OcL9lu8LLmPDOfiIiIiIjINW/SJACONL6ZpNJl3ByM/FdJYaU5crYrefmZ37k5GhG5lDwnC6/EODKF0eT2joF2Xy/7GSEmAB8vH2zGxmZvbzKsjmThR7d9xD+NKuGZ8B2hnJuB78JkYPrZGZLtxpBkt+NtdUsOV0RERERExP3sdjjbijiz+6oUfnvudkx0Un7mdMjIcHM0InIxec5KXYlxZAqjeqGO+4/xjiXBP4UArwCsZyc1yUwWGmMo5xeABWgQ/5Hz2NbndTHuueFfyixZT9TpRMIXrwfAy6KWhSIiIiIicp1asgT27CHNP4CDbdq7OxrJJ4datSM1MAi/QwcJXfGnu8MRkYvI85iFV2ocmcLizx5/kpCe4LLNu3QQh04cwurpSBba7GcnQjmUSLHwIgD8eNIGAdDa/MqwyoOJTkrBAPPPTmYSl37umxXlCkVERERE5Lo1YQIA+9vfQYavn5uDkfxi9/YhptNdVPpmIuVnfMeRm1u4OyQRyYH6u+ZRsE8wpf1LA1A2oCwA/r7+VDxTkbDEzHEYHcnU377YmOX4OkQB4GmxkGE9N6PXylPxzmWbsoUiIiIiInI9On0afvgBUBfka9Hes12Rw//4Dc9TJ90cjYjkRMnC/2BMyzGOhRQ7ABXTKwLQIjEJgIBiPtjPjkfobXPM7pyMD/v2jcfLaqXcjQ2d56paxMe5bL9Iy00REREREZFr1vTpkJQEkZGcqHuju6ORfHaqRi1ORdbAlppC2V9muTscEcmBkoX/QZWiVQCwejtaCBZNKgrAC0WKAZCRYUhIdYxfmJKRwvhyxYhkCzt3vYWXxUL6eS0LMxOEbUMCSbUrWSgiIiIiItehzGGtHn5Y4zNdiywWZ+vC8jM0K7LI1UrJwv9o40MbsQV70+qm5mSkOcYd7LLnLgB8YpeSfHg3Cf8+w21lb6Nd8SBCOAGAl8Wwd+cabDhaJabHnQKguJcHKUoWioiIiIjI9WbHDli2DKxW6NnT3dHIFRLT+S7snp4U3byBoG2b3R2OiGRDycJ8kLD6MOnLjjrXo00Yd9edSfGMDSzftBN7aigLYxZi8fZ2lvEgg0r37CfEHAFg8VefUL2ID3eFFiXFbi/wexAREREREXGrzFaFt98O4eFuDUWunNSiIRy8rR2g1oUiVyslC/OBPSmdeEuyyzar1c6u5KZMWhoDxtHd2OLtjdcpfwA8rXb+z/IpIRxznMNiYUdCMv4eNo6e7bosIiIiIiJyXcjIgMmTHcsPP+zeWOSK23dXdwDK/DwTS1qam6MRkQspWZgPvMoEcNDq6F5cxOKYKflYPBxPr0CruGqAhSalbsFisRAxvxngaFkIsNVyA3V2ruKn2x8gAziWmsbn+49yTAlDERERERG5XsyfDwcOQLFi0Lmzu6ORK+zwzS1IDimOz4njlPxzkbvDEZELKFmYD4LaR+CLo4vxfeEfA3Ay4V/n/ofKHsUjNgqA+EWOX4QJ6anO/eur3ORcrhdYBICNZxKvaMwiIiIiIiJXjcwuyA88AOcN3yTXJuPhQUynrgCUn/W9m6MRkQspWZgPvCOCqF6qMgDPtq7CG3fWJDU1wbm/iu0gtoTDznX/PzxJTDrlXA87EeNc9oldD8C/SSlXOGoREREREZGrwKlTMGuWY/mhh9wZiRSgfXfdA0CpRfPhxAk3RyMi51OyMJ942TwBsNvt7D+ZRKT1XAIw/MDvLC7ix/4z+x0bUjJIOvSnc3+3lZPPnWdCWwCSNSOyiIiIiIhcD77/HlJSoGZNqF/f3dFIAYmrVpNT1WpgS0uF7zTRicjVRMnCfFJsvwfVI6qSmprKhWm+etZdAGw9sRUAS6qFBD8P5/6aDas7lz2NY6zCN3YfvLIBi4iIiIiIXA0yJzZ56CGwWNwbixSofXc6WhcyaZJ7AxERF0oW5hNLusESnURycjItIksQbjnXjPqkXwQAryweBUBq/Qw8ODeBSZP9n507T8GEKyIiIiIi4n67d8Nff4HV6hivUK4rMZ27YrfZ4O+/Yft2d4cjImcpWZiPfAL9SElJIS3DtW2hf3AJAJI4yIIHkkgpD8u5GYAuh75lU50AIo/s4P6Znxd4zCIiIiIiIm7z9deOf1u3hvBw98YiBS6leAkO39zSsTJ58sULi0iBUbIwH+2Oi2HmjBk0qxTisj300Lmp4EMzMgiYaeN+JlPXrKZN0m8ATFz9AqUPx7D9dPECjVlERERERMQtjDmXIOrVy72xiNtkTnTC11+D3e7eYEQEULIwX8VZE4k9fBgPm+Oxtg0aRTGPfQBYjaO1oWcqWDKgOYv4IHYoJsPR8dhWJRmAdSfCGRz9pRuiFxERERERKUDLlkF0NPj7Q5cu7o5G3ORQyzYQHAwxMbBo0SXLi8iVp2RhPiphD3RZDwncTaAtFoDwNEdS0HgajA1sqYYaO+JJiXPMoryzsj/gGM/3kf0/0LpoEVj6XgFGLyIiIiIiUoAyWxXecw8UKeLeWMRt7N4+0KOHY0UTnYhcFZQszEdVM8Kcy/Z7JvF+tWmk4UgGZpzd/nG5QKzJ4HvKxr2pr3Lj8WPnncGQGlgBH3sqy04lsHbVjwUXvIiIiIiISEFJSoLp0x3L6oIsDz3k+PfHHyE+3r2xiIiShfml5MAbCTJ+znVrzS4827YGBJcFIM1ytmUh4PenleDfbdiNhcp+x53H+JdOJDnDAyt2kgx0qP8ZIiIiIiIi15zZsyEuDsqVg1tvdXc04m6NG0OVKpCY6EgYiohbKVmYTzxL+BFiD6ByRilSDzq+CQkN8MGzZDUAph3aD8BxDxsWLNhXWPjHVMN63sTJ1W+qz+mjR7A0fbrA4xcRERERESkwmV2Qe/YEq/4sve5ZLOdamKorsojb6bdyPvKtUgw7hpM/7Miyr1RGRjZHWBhW4VvnWlrJWY4FP82ILCIiIiIi16jYWPj9d8dyz57ujUWuHpmfhcWLHZOdiIjbKFmYj4JblceOnbSDCSQkJJCYmAiAGXoKgLePHHMpHx7kwy9bTtJo9UnXE2WkOhdNvOsxIiIiIiIihdq0aZCR4eh6Ghnp7mjkalG+vKNLujEwdaq7oxG5rnm4O4Bric3TA4OjX/HMmTPx9vbG31YNu91gA5omJXPXmXjAB4A2NUqSfMYTr7125znCqkTCjt+hclsA0g6sxSuybUHfioiIiIiISK7N2H4oV+W6Road64KsiU3kQj17wtKl8PXX8OKLju7JIlLg1LIwH1k9bRggsF15du3axebNm0lLySAlIR3TZx4Zxaqx2l7FWT7Yz4tfthzHK+3cwIWHdm2DJv2d66nZdl8WEREREREphDZuhKgo8PSE7t3dHY1cbbp1A29v2LLF8TkREbdQsjAfWWwW9tmOYfG0ObfFbDnBP3P+xVKuEem9fuFfShE6aBAAvp5Wku2Ot6CIb4Wz5zAQ2YFNZ6ZQJvkQKSs1I7KIiIiIiFwjpkxx/NuxI4SEuDcWufoEB8MddziWv/7araGIXM+ULMxH9hRHK0CTZqdyuYrO7cnxaQB4Wj0AOyF9Hnas29NJx4MPanxPQlI0AJUaVcN4eFO8+XPcduIfUuvcx2s79+d4zb37vrxCdyMiIiIiIpKPMjLOjUWniU0kJ5mfjW++gfR098Yicp1SsjAfeRR1jEVo0jII8A9wbk89m0QM9PWm3Q2hzu2hf80DwCf0XGLR/4afSE6OgaAyeFduRaqBL/fnPMnJrl3vkJ5+Jl/vQ0REREREJL+VWLUCDhxwtB7r2NHd4cjV6vbbHa1ODx+GP/5wdzQi1yUlC/OTzTH4qj0tA29PL8DRrdgv0DGPjNVixWo5Nz6h32+zATiZkMrodc84tx/esxkAL5uVxOy+STkTCys/da5u3jwgf+9DREREREQkn5X76QfHQvfujnHpRLLj6Qn33utYVldkEbfQbMj5yOJppVrZKqSnprFy/SoASjZL4K8dP9DwWCV2rjmMNdHXWT7EpADw5Z/RQGUsFk+MSWPTmveIqN4eL5sHHyU4WiJmZKRgtXpisVjh4Dr47SVo/AQAdntKwd6oiIiIiIhIHtiSEgmfN9ex8uCD7g1GrjoXzqZd9Nb2tBw3jvQZM5i7Zifp/v7A2dm0ReSKU8vCfGSxWPAM8CY99VxrwLSkJAC+fnUFK2f+S8XfW/PTrp8AsKalAhCRZqXu0Z0EH68NwLFdjuSfr9XGTLsjWbjynzs5dOhHx0mNwX7eDPLJKbFX9L5ERERERET+i7CF8/BMiIeICGjWzN3hyFXuZO16nClfEY/kZMLnz3V3OCLXHSUL85mHpwc7Tuxxrm+L2ZqlzKvLXj1b2ANfTxv3JHgzYtnnpC+JAiAt0dHg09t+Lul4JuU4aemnHCvGzqJbimOMo0uz3Z6c7/chIiIiIiKSX8rNPtvw4cEHwao/Q+USLBZi7rwbgHKzf3BzMCLXH/2Wzmcenp5EndiRZbvh3FiF3ml+rGrzBp6nTtDtxjIApHn44nHCsb98y4MAxI2b7Dwmw+KDMXbn2QDi47ecXT13bhEREZHCbOnSpXTu3Jnw8HAsFguzZs26aPkZM2bQpk0bSpQoQWBgIE2aNOH33393KTNx4kQsFkuWV3KyvnAVKQjex48R+tdix4q6IEsu7bvDkSwssXIZvrEH3RyNyPVFycJ8tmr1Kk6mnQagabHazu2+Ho4ux3cGe9Ig5nbOpBUDoMI6x0zGcUGVsJ5y9C22eTuSgvaz37jVPplBWpIVY862NDybNExLOwWAn1+FK3hHIiIiIgUnISGBOnXqMHbs2FyVX7p0KW3atGHu3LmsWbOGli1b0rlzZ9atW+dSLjAwkEOHDrm8fHx8rsQtiMgFyvwyC2tGBidq1YXISHeHI4VEYplyHLuxIRZjKPPzTHeHI3Jd0QQnV1BYUCicbS3obTVkfnd945HmpJ5dTjrsGNPQWKzY4s4NRLi1WnWWPfUSAJFnMkj39SBhy0GIwNmScOOmpwgMrIeXd+iVvxkRERGRAtC+fXvat2+f6/KjR492WX/77bf56aefmDNnDvXq1XNut1gslCpVKr/CFJE8yOyCvO+Ouynm5likcNl3RzeKr/mHcj/9yM5H+rs7HJHrhloWXiG3plXH4nHu8RYtciZLmVTPAOey3erJkfRz/3WmVLTjl+xIJHraIdU7icM+3xKz/2s4O5ZhevppTp9ehz1DXWhEREREAOx2O2fOnKFYMdeURHx8POXLl6dMmTJ06tQpS8vDC6WkpHD69GmXl4jknf+/Oym6aT12m40DHe50dzhSyBy4vRMZnl4E7dxG4PYt7g5H5LqhZGE+K168OAARGaHY0zOc20PxdTbjrODleOx/NXvHud9gYY9vuHP9+PPp9JnzPQCedsMsugGwY8cwSE9xuabdpJKf0k8mc2zi5nw9p4iIiEhBeP/990lISKB79+7ObdWqVWPixInMnj2badOm4ePjQ7Nmzdi5c2eO5xkxYgRBQUHOV9myZQsifJFrTrnZMwA4fHNLUkKKM2P7oVy/RNKCgolt0Ro4b5IcEbnilCzMZ5ndZjwsVgLxc9lXw9fxuIt7WrIch8VCks3bZVNggqM1oocxLLXcxhnOtkRMz3tLQmPs2O0ply4IJK49QvK2E3m+hoiIiIg7TZs2jWHDhvHdd98RGnpumJbGjRvz4IMPUqdOHW655RamT59O1apV+fjjj3M81+DBg4mLi3O+YmJiCuIWRK4tdjtl5ziShTF3dHVzMFJYxZyd6KTsz7MgI+PihUUkXyhZmM/i4uIAKPv2rYTWL+/cnmGxU8HbBjgeuqfFdcBIiz2DZA9vir957hi/oEDHOSs6/oN93DIRgLT0OGeZtb49WZ7kOmah3Z4C2+ZCaoJz28GD37Fq9d25uofT8/cCEL9SM06JiIhI4fDdd9/Rt29fpk+fTuvWrS9a1mq1ctNNN120ZaG3tzeBgYEuLxHJm5C1qyhyIIa0Iv4cuq2tu8ORQiq2+W2kBgbhe/gQLFni7nBErgtKFuaziIgIwDGItj3e0T246JmKZGB3linmYaVhERs3+Nqc24zFStvqnTkSdKtzW+qNp7k5aT1euHYz3puywrm81Ks7CxNCSEk54ty2aHENkmY+ALEbndvS0uJITs5bU/5Ts3bnqbyIiIiIO0ybNo3evXvzzTff0LFjx0uWN8YQFRVFWFhYAUQncv3KbFV4sG0HMnz9LlFaJHt2L28O3N7ZsTJlinuDEblOKFmYz3x9falVqxYA9oQ02qTWxmL3dEkWAhT3sFLe+9zjt1s9KOZdnLjSzZ3bkhqe4Qmf4VmThfa1BJ5tNLjqdCqnCcKYdFL+PeUsYyxAxvnHGSyWbLo/i4hcx+J++sndIYjIBeLj44mKiiIqKgqA6OhooqKi2LdvH+DoHtyrVy9n+WnTptGrVy/ef/99GjduTGxsLLGxsc7eHgCvv/46v//+O//++y9RUVH07duXqKgoHn/88QK9N5HriTU1hTK/zQEcsyCL/BfOz9APP0BSknuDEbkOKFmYz3x9fbn7bscvMp8aIZS3lwBjdSYLTTb5Os+0Mxiro1NyY/9znZPTijmSfbYLEo0A8V7nvpnbSSR/Lm/OmnX3sWnz/50rZPU8d670ONLT4/N8P8aYPB8jIlJYHHzxJXeHICIXWL16NfXq1aNevXoADBgwgHr16jFkyBAADh065EwcAnz++eekp6fTv39/wsLCnK9nn33WWebUqVM8+uijVK9enbZt23LgwAGWLl1Kw4YNC/bmRK4jJZcuxCvuFEmhpTjasKm7w5FC7nj9m0gILwNnzsCcOe4OR+Sa53HpInLZzrbkM8ZKhsUxEKtf/3okjV3nUqxhxHHSWzwCm7Of1diaTbLQ7pnoXE60FGGpaUGLogtJOrwDgPU3BOJ14E2qlxiHtynNvn1f5hhmcvJBLBYPvL0dYx/6VCtG8s6TkGFI2x+PV9mAPNz09SklMQ1vP89LFxSRq449ORmrj4+7wxCRs1q0aHHRLysnTpzosr548eJLnvPDDz/kww8//I+RiUheZM6CHNOpC9hsFy8scilWKzGdu1Lt848cXZHPm/FeRPKfWhZeQZazT7fjk3WdLQtDyvhnKedbzB+KlnCuJy9r5rLfSs4zPpXyciSoUvFy2Z7o58Gp5G2sWNmKo5+tv2icm7c8z65d75y7/rYTFO9zAwD2FM02lRv/G/Anaal6ViKFiT3FMUP89rr1iP/zL5I2bXZzRCIiItcGz9NxlFo0Hzg3k63IfxXT+eyM2r/+CseOuTcYkWuckoVXktXRstDD2zFm4Uyvv7MtVqRhA7bM3eNcr5PQz2W/LYdkYZ3oSc5lO9l/W1e2TG/s8ee6H6enn8lSJiFhB7GHZ7ts8y7naE1osWmcw4sxxpCSlA5AWrKShSJXq0Ovv449IcFlW8q2bc7lmH79OPnNNwUdloiIyDWp9O8/Y0tLJa5KNeIia7g7HLlGnKlcFerXh/R0mD7d3eGIXNOULLyCPEJ8CX22Ph4eHhRpU5bjVkfSLrBNeWeZO4p5wY8HAMg4/93IONdDvDzRAFS1WAmZOwyAyovGkrzTkJnLSyP7LrA+xw5BWppz/fxZkzOlpZ0EHN19jk9z/PFs8bQRcFtZLN7qMnAx+7ef5H//txSANLXCFLnqbK1WHYBT077lzIIFLvusAYEu6xknTxZYXCIiIteyspldkO/o6hyaSSRfPPig41/NiixyRSlZeAVZrBa8worg4eHBosWLAIiLi8Oefi6pZLE7knS3BXpiO29owiL7bnYul2E/zyd8RAkgxMORaLSlObozZ/7fW5QTzvIeGVa8zyaudib/zpmQTc59/0aPzjFeYwxJ64+ei83ThknLOl6iOCyYtIUVM3Y711MS0y5SWkQKWvKOHa4bjMEYQ2pMjGM13fVnNn7RooIKTURE5Jrle3A/JVatACCm011ujkauOffeC1YrrFgBu3dfuryIXBYlCwuA7bwBfT/88EMmrfzxksfYzxR1Lmd8GEytWYksM3aWhHpS7N9Ozn1eqY5k41JanitvtRMQn+5cTwg890v0zJnNzkHDk5MPkZGR4tyXcsC1Vc3peXuI+23PJWO9Xm1bEcvRfee6dR/Zc9qN0YjIhU5MnuyynpGQQOq//7K7TVsATEr2k0qJiIjI5Sv780wAjjZsSlJYaTdHI9ecsDBo3dqxPHWqe2MRuYYpWVgAbBfM/uVTtMhFyx9KTefY1ggi502k8sJxbPQLY9MZRxfmN2r6UGJXNwCMiccWk0iZk6fZbKntPL5Iso1jId7Y0h2tAk9W+NW5LylpL6dPOyY8Wb7iNmJjZzr3ndq8AcDZ9dga4EVqdNxl3fP1KLC4r7tDEBHgyOjRJK5dh2epMAASVjrGiz364WiOvDfKWc6kpmR7vIiIiFwmYyg7x9EFed8dXd0cjFyzzu+KfLYhjIjkLyULC4DlgnE6ShULzbbc9rMTZBgs1C9ahw0nlrAu9i+XMvFnhzLcHreKDLMdgBp7XZtf113vGJcww8P17b0hud7ZeBzbjUnl6ME/zp171UEAQp+qC4B32YBL35w4ZaSry7bI1eDklKkkRUXhU70aACm7dgFgP3OG+CVLHMtJSRwe8U6WY02ahhMQERG5XEHbtxC0czsZXt4cbNvR3eHItequu8DPD3buhH/+cXc0ItckJQsLQHBwsMt6yeAS2ZbLOPulSKin420J9irJ7jNRLmVuOp7GT/vGsv7EIixYMBboeDCdDkcdCcJbqkbhnZr125Xgva3B7uiabLX6OLcfP+MYo6ts0UfB4kh2eZbwc+z00MfjYjy8XJ9PRrq+1RK5Gtjj40netAmTkuJcz1Rq+OuAYzKT5E2bsh6blFQwQYqIiFyDys52DLd0qGUb0gKD3ByNXLP8/aFLF8eyuiKLXBHKBhWAC1sW/rZ6Iafbe2cpF283HE+343G2/La4v132t1z2CytLeNFh0CAMhnVFg9gV7kWkb3XmlnC0Vjzx/Y4s5wXwSggHL0dLwe1bXs+yP+mfExhrGkUalXJu86kcnPubLIQy7IYM++Un+GwXJFOT4zX+mcjVwqSlcmDAQAA8ShR3brfHJzj2n/ezb/X3P7c/Ofns8WnOZREREcmFjAzK/jwLgJjOmthErowZ2w8xY/shlrXoAEDy1G+YuWmfc3vmS0T+GyULC0iZMmVc1qveXJ/fgpa5bIvPMPzue26SkQyT7rL/YMlyAPid/Zbu8cZ1AUhOPg5A2PonSD+c6HJMkSOOMsH7W0KCY6bjU/ErWbCwkks5S4Ynh2p9QbrHuTEK/W4smev7K4wqvTyXKq/MvezjUxJd358l07JP1IpIwQto08a5nH7iBCGP9AUgecsWAHafHRi75MsvU+ajMZR87VUAdt3aHGO3c3TcOPY/+WQBRy0iIlJ4lfhnOb5HYkkNCubwrbe5Oxy5xh1peivJxULwOXGc0OVL3R2OyDVHycICYrfbqV+/vnPdgoUNRXYCkMG5se5Cuh93Lqcb15ZqMeERAPhe0KS/lK0YAIGHG2W5boaXo/udb+UilNiwIsf4LHZP0vyOkELsuW1WS47lrxWX27DQaCBdkauasZ/7vXr0/Q84/r+vADg9Z45LuaL330eRpk0p9sADzm2pe/aQcfIUGXGa4VxERCS3yp3tgrz/9s7YvbL2ohLJT8bDg/0duwDnPnsikn+ULCwgqampeHl50aGDo7m03W5nt08MAIc9j3HKdoav6g9h7+m9zmNSAiri07aWc73zH9MBCCzuOuahx9m81avFNgIQV6YdwYG3UszanDTfo1gzAJsn1ovktzK8zgDgGXHBjL4W1+564mBPNwSXdIzt2LJnNRp0iHBvQCLiIj32MABBd95x0XIWDw/ncvEnn3Bss9nAbger/ou8ml3YQl5ERNwoMZHweY4eOzGaBVkKSMwddwMQtuA3PM4bo1pE/jv9JVRAOnToQIMGDfA4+4dpRkYGJ/zP8ErZj/kteBn3VX2RE55xzNw1k3QPO1uS1oDFg888fmbmrQcAeOCGms7zhVetDoDfeZNqxAQVAWDyAjsbv7dRYlVPKiwbQdN/jsPZGZBDdmUdPyRi2VskFXXMrGwtleG608CBl//Kcsy1olqpy5vxOTkxzTnBSfWmYXh62y7rPMfjU9RKUSQfmVRHi+yjo0cD4BEejs8NN1Bu4oRLHhv3yy/nnUM/lyIiIrk2Zw6eCfEklC7L8foN3R2NXCdO3lCHMxEV8UhOJvyPX90djsg1RcnCAlKxYkWKFy9OnTp1ANi3bx8+Hj6s9d/K98Xnu5T9IHQy2zI2kYonAKmeju501arXpm6AozVb+dr1APi/7SkcTNwFgP1sr+HiPmUYV7sjqSc8sKX74Z1mMGenWv5/9s4zPI7qbMP3zFZ1yWq2LPdu44ZtejGmEzqElpBQv5CEFkIIhISQQEJN6AkJAZzQe2/GuGJccO+WbElW7337lO/H2d3Z0a4k29iWsee+Ll+enTkzc6bsrM4zz/u+mRUnxfVN0uyEkkQ+wy1bf09Dw5cJHRuqGvhO5+BAZNbYvN1ep7nGw+zfLiFvcBo3PDMTSZKYNKuQ/GHpu72taffPZeXOloTLlpU0MfTOT3Z7mxYWhzJawPycsqWm4d+4EceAAdF52T+/IeG6oZ3lYhvBILqu49+wgabZs/dZXy2+O15vaV93wcLCwsIC4KWXgLDTSzr4UxlZHCBIUtRdOMgKRbaw2KtYYuF+xmYTDrRXX32VRl9jwjbzM1bw4tQV1LpGAvDQSY+KBT4/azu8NAUVkOD4eoULKkMUJIt2IbsTgBxXIRUFw1iSa4TXBYpbaQ7+GnsoXtCSdDt2fzYAmRmHs36DGEgrimHlrql5jwULx3+XQz8gkffgj5mgTxQ2sTls2GziK2R32EhKc+5RH374bOJckku2J74/LCwsukcPhUg/95zo50ilYykpiX5XXw1AylFHJ1xXcogXNHowSGCrcFvXP/jQvuyuxR6i68IF7/dX93FPLCwsLCxoaIDPPweg3KqCbLGfKT9HhL3nLfsad11tL60tLCx2FUssPIC4esLV0WnFrpPiEHkEs1NFjkLvElE9+axP1pGUlkVRmvny+V1uAPLcgwBod4CcLOGTnSgSeLV4V2GSbSi2UDIF60TVT7vdCMtduGhydNrj3fGdj+9ApKbNv9vrlG9uBkC2m4XGsvWNdDTv/va6Y9qQrL22LQuLQwU9FEJOTo5+9q1dCyDmhUP+I8Wb3BMnmtbNveVmsY1gCPe4sfuhtxZ7iqaFwv8He2lpYWFhYbHPeeMNUFVaDptM5/BRfd0bi0MM76AhNE2djqRpFH76QV93x8LioMESCw8QNvx0AzcffrNpXv+O4QA4nUIErH9TPPza7ZAzYQZ1SebL15KRjV/1UtKxDoAUBTKvz2HY8V/y1OjEFclmTPgYWU3CHkpncPoN3Q68VNW75wd3gDK2fxrvrK7c7fW+/ViEvbU3+OKWedv2zsB16J2fUN0qhMeKZi8d/tBe2a6FxcGOHgohOYTLV3K78W1YD5jFQl0VrrShb75hXlcVKR/0YBA5PXFagabZs/Fv3rxP+m6x67S2fguAqu29FzQWFhYWFnvIyy8DUB4OB7Ww2N9E7r3BH1mhyBYWewtLLOwDhg0bBsDEHLOrxS7b49pKSj+cNjHwDTmEW6Yl1caM4niRy6EE2diyCJ8qwod3pMoM3yoGUpsyzJfa3Tqc5MbDkOzG/LxRJ6Np5nxfuluhvf9SGhrm7NYxHuiomk4oLAyou1HtWYtp294YP0iVbXsvR8vv3hPVra//30om3ntwnX8Li32FHgxFw4ldY0aTNGUKAJIsY8vKArs9WgRF6pKGwAhDDtD51Tzs/fuTdcXl0eVqezv1Dz5E6YXWYKivaW1bCUCSeyA+X2XUaWhhYWFhsZ8pLobly8Fmo/Ks8/q6NxaHKFVnnINmt5O5eSNpxdv6ujsWFgcFlljYB1x4ocir8NKZL8Utu/qwq+nn7hf9fM76W6Iioi7JHL0l3s2WLL/I2M4SXIojXL9TDIBXpxpi1viQ+VLLqgtbMA17povk6fliLckeJxYWnXAdNZP+RVLS4N0+zgOZkKoxNFtUj/aH1F5aG7z1wLfR6bb6eLdlJLxxV5k+JIvJgzJ7bLO1tqP3DbWUgabt1r4tLA5G9FAIyW4n4+KLQIeMs8+OLsu+/jrGrl6FHkosLPX78Y/of++9aD4/wbIyBtx/P2prK82vvgqA1rEL30WL/YIeFge/XXkB3yw9kaam+X3cIwsLC4tDlFdeEf+feiqBnNy+7YvFIUswqx+1J8wCYPBH7/ZxbywsDg4ssbAPSEkRIpVNtsUte3HjizT7m6OfCwKZ2GU7w7Nktg+/gMGNiql9UAvikOHTNTdQl52BQ3KhZRQAsKp/RrTd8KGpSE4hio2bdwcF626i/5afAJA0XhQ3kSRHtyFdOdkz9/Bod41QcP9VWg6pGq+tKOerrfUA+HoRC7ctq4lO5w81QhOVULw4Fwok3tbfvyzi1eXlcfNtssS6ilY2VLZx17sbTMvGDzCHQfbogHxiMtSu7365hcUhgghDdpB9zbX0//3dIBs/c5LNhuR0disWSk4n9twcNJ+X1FmzcI0ehW/jJur+fF+4gXgZkHHeufv8OCx6RpKsP18sLCws+hxdj4Yg8+Mf921fLA55olWRP37XMlFYWOwFrL+2+wBZlhk9enT086xBs3psb5fttMl+mnImMrw2wSA3YxBJNy4HID9pKN9Miy9ksqhoNQUXNACgKeOxKck4EAJd0vhsCh88Hkm24/OVk5d3FtOnmfM9OBz94ra5N3nyyv0X1reoqIE/fSRyjv34qMH4gt2LhX5PiLmzt0QLl9idhsD7g19OMrW1O2Xm/Gdjwu0s3FbP+spW07w2b4jlpUIYnruljtdWCDFRD+dV21zTbmofVHr50dOUnpdbWBwC6AE/cpIb1/BhJE2ahC0zE3tenqmNo3AQ6TGOw1gktxu1pZXOefOQ3W50xXjm1t7/FwBsOTn77gAsdomU1DGmz7aY4lwWFhYWFvuJ5cthxw5ISYHzz+/r3lgc4tTMPIVQahrJ1VXkrFze192xsPjeY4mFfcyGn27giVlPRD8XphZGp9tcQtx767aN/G9MNQD2LnqRrqvojmSkfiIP4ofuHbw7yBm3n0WFY5EcNgYe/h9jpmoWl2TJTiBQS3r6JFyufNOyLVt/u/sHd4Dy1Lzt0emXl5XzdMznrqybVwHA8g9KACEIAlz32AkMnWgWDE65ajyHnTgw4XYCioa9Sz5DJeaN1xNfFSecjuVfi3qpSK3teji1hcX+oGPBAuoeeni/7lPz+ZHCleEB3KNHM2rRQlObpMMmMPDRRxKuH9i6lYa//x0QTkNCxnOyc948AJqffwHfhg0J17fYP+iawsgRxu9SWdkzfdgbCwsLi0OUiKvwgguEYGhh0Ydo7iSqTv8BAIOsQicWFt8ZSyw8wLjn6Hui0/WpRthqQ6ZEeltJXPugpiBhOF/eOrGH8LiiL/j7O03Rj5mOf5gWS5JI7t/ZuRW3e0DCTXi9O3s+gD1A34828d+8tY61Fa0A5KeLCtFvrKzofoVw5G9dmXD5Od12Rk3Pw5UUX4wmOd2JJEms+rwsbtnW2o44Z6Ci6Vw2Y1BcW5c9Pjwd4PG5iUXEKJaz0OIAw79pE+2ffLJf9xlxFu4paaedFp3uKWTZt249NX+8d4/3c6BRv7MdVf3+hOzoegi7w0i10dKytA97Y2FhYXEIEgrB66+LaSsE2eIAofzciwEY+PnH4E+cXsvCwmLXsMTCA4zkcMVjgIUjXiPgEG60H2y+AZe/iWmrH40uv+LTRcxr3kRq5srovNbkxEITwMrh50enk+SFJNlWmNxoUriQSpJbCFjHHB2fMH7psp5DpvcEVRV9mP3rXwDw9ev/A2DZu2+wedG8vbqvt1YZVaRddhvZKfEuzFhWfloGQGudN/r/xJmFCdsGfApL39vBsvdLeOYGo9+frBc5DxVVNxVTCakaTrv5Kzh3cx0Pf7GVNFe8GGmiow7uzQA1BBveFvMWPNDzOhYW+xtJQtf3rwDV1Vm4u0h247snyTJqa2vCdoEd22l944093s+BxlsPrKSpsrOvu9Erq9f8mCXfnEhD41fYbal93R0LCwuLQ5fPP4emJsjPh5NP7uveWFgA0DjjKLwDCnB2tMNHH/V1dywsvtdYYmEfUVRUFM1NF4uEEaqq2EJRN9qgtnE05M/AHS5+ctdbzYzoOIypY5KR9GCP+zpl0YcANOdNic7za9PExOMTjX1LYpCcmTkDYJ9XQP70qUdpLC9DC4dDN1WWo+s6y997E4Alb7zE9m+X7bX91bb5I/UJADhhdA6zrz6CC6YmDh2OFfwibPmmBsmWuOJxZ3Pit1eljWIA/u6aKsb+4fPofEXVscvmr+C/F5Wg69AR6MUluCgc2vnXgfDOtWK6bLG5zeyz40LNLSz2K7pueqbtK7RgEKVZPBt1v+87OQtJ8FwGCNXWmmcoB1/Y/+5Wc+8LWlqW4vdX0tg4F4cjq6+7Y2FhYXHo8tJL4v/LLwd7Ly+5LSz2F7JMxdkXiulImLyFhcUesdti4aJFizjnnHMoKChAkiTef//9XtdZuHAh06ZNw+12M3z4cJ599tk96etBRU5ODlqC8Fs9HPcaCUd2dFkuh0NNb37mJH757CyOGbcFVCEWFoZ80XZTm0W7cS21TCheK9a1Gy46nbAjo70qOk8K3w6pMYnjjz/u2909tF1my9cLaCgvQ4sZdD9z7WWmNnWlveTp2w2OeuArkw7w+x+MJz/dhdvRvRszdvC8dWm4KnI3RYkLxyUuAvPROrFeqgZSzLqKpuOwSSYX4YoyIXhkJYsr/8wVh5u2FdzyOVSuhG/DuSfVHqpIly2GhQ+C0rOYbGGxT5H2vQDV+uZblJx7HgCaP4DkTtrjbdmyEgtQZVdcYfrs37x5j/dxoKJ0U839QEWWnabfqMqqV1GUA98daWFhYfG9p7UVPhRmBK68sk+7YmHRlfLzRCgyn34KjY192xkLi+8xuy0WejweJk+ezNNPP71L7UtLSznrrLM4/vjjWbNmDb/73e+4+eabeeedQzvpaF5eXkKxMOLCmZI7BQC3bh5oy1oIx7cNSJEBuBoERTjacpKM/E2Ht4hB39jWepwhIRY1PP5Uj32KbNPpNAp3OJ2GAOZ2FQDg8/WQ4283CQUClK41wqgDHo9peXtDHUvfeW2v7S8Wt8OGy2EjEOp+gKxrOiddORaAr/67RczrRizMyE0iZ5ARFhdxjm6r6wDg5+1JzPIZ8q+iadhkifsvOCxuWw9cKByfM8fk8vQVU6Pz1QUPw4c378rhCRY9Ak295Dq0sNiXdPeF2Zu7CAbRfeJlie73Ibtde7wtOSmx0KhUC9G//5//BIh8jAcb7z66uq+7sFtIssP0G7Vt2x/w+cp7WMPCwsLCYq/w9tsQCMD48TB1au/tLSz2Ix0jR9M6/jBQFDiIUsZYWOxvdlssPPPMM7n//vu58MILd6n9s88+y+DBg3n88ccZN24c1113Hddccw2PPvpo7ysfxGzevJmmpqa4+YflHMbci+dikxO73SRdwdYc4xRb/wbUiqqcVw/Ojc5ekyXWb602hL1tzWKwu6V1GfZMG6SaKx7besn/ZLOL5bq+d9wnNrsdT0szS995vcd237z5yl7ZX4RfnTKa0gfOAsDtkBMWH4ll2CRz1eO0folDHCVJQg0Z21ETbPPwoOEiVFQdu01m5pg8Lpg6kIkDDbG3f4YQLFJcds6eVBCdn1S3CuoTiBTH3iL+TyTMyFZoiMXBjXfVKjSPBy0QoP7Rv30nZ2FvpBx55D7btsXuIYeLcp14wrroPJ3vT5EWCwsLi+8tkRDkK6/cLxEEFha7S6TQiRWKbGGx5+zznIVLly7ltJjqkgCnn346K1euJNRNlclAIEB7e7vp38FIonBsWZLJT8nHJiUWC2VdY0RrVcJlR+elR6c1CVyShBzjXqxPS2H45MkEh+hkXX4Y/PhdOPZWY9uyg5NndR/2m5srrqOmJ75uu4uqKHzz1iu0VFea5ruSUxK2Xz/3cxrLy77zfgdkuA0XpU1mc007Ly/baRIMVVVDtif+4yc1q3vXUlu9EQquBMT2Lj/CnPvRH1Kp2NzMxqo2lpc0kZHk4LFLpzAq3xBrQ6rGJzcft+sHVbFC/J+oIvJ+cHZZWHSH0tCwz/fR+dVXAGjh34rv4iwEGLV4ESMXLviu3bLYx0iyEAtlOeZ6h593ra0r0bQe0jRYWFhYWOwZZWWwaJEQCX/0o77ujYVFQip+cD7IMixbBsVWlJWFxZ6wz8XC2tpa8vPNDrb8/HwURaGxmxwCDzzwABkZGdF/gwYN2tfd7DNquybND5Ptzubs4WeTkRfvkLnz25cSruMOF8t4MSWHf37r45aBuZw9ZXJ0uWJ3gN1F0ObHNSQdHEmimu4uMmL4r3A4stETCVJ7gawBwkGXP3wkAGnZhlNy4/wvWfjyC5StX4OmqQR93j3eT0ayEQocEQ3//PFmPttYY+xvQRWaIgadDlf3OQ27omlinezCVJRweLPLLpvyHP73mzI+fHIt/15UwvLS5uj8tFaFTFX0xxtUmVBgOA233ndGzzseL/K1JbyeahAWPgIeK2fH7qKrOqFaT+8N9zJaQEVXDwKRdz8fQu1f/wrwnZ2F9txcHOHfrdSTTjItcw4ZwtA3D86QlsmnfD9+azMzhbsz4iyUZeOZrodfZq1afSnF260K8RYWFhZ7nVfCET8zZ8JBPEaz+H4TyM2DiGHJchdaWOwR+6UastTFnh7J5dZ1foS77rqLtra26L+Kir2XI+9AIeK2LCoqSrg81ZnKA8cnHugUxoo+2SOjk65wMY6yb+sIqTo35OcwNVsITjPWLsYd8AnXRfj811ZUEwr4oKMW/D27N2cM+QKA9PTDWLN23yQyPuwkcU7sLuESke1CpBt++Ay+ePYJVCXE+q++4Kvn/8lzN123x/s5bXx+wvnb643E+F+/ZbyBsju7Fwvb/SEaO+PdKzabhBYWewKKxtd3zIwui+RILGn08NcLjGrUeavbub5DhDgXZJhDnXsqwgLA5HBhmHCxGzrrjWVNxTD/fnhn987Z5up2ht75CY99mfgePRQIVnVQ9/j+z+NW/9QaPCtqem9oYaLjM1Ft/Ls6C2MZ9M9/xM1LmjRpr23/QGD9fOHu1rUDX6C22VKYMvkFQBQ4iUdmR8nfAbD3klrDwsLCwmI30XVzCLKFxYHMj38s/n/5ZSvSysJiD9jnYmH//v3j3HP19fXY7Xays7MTruNyuUhPTzf9O9iQwy7A7kKxIxx/6Wh22FWez9lJeVIDz004G4Chd37Ck18Vs/KIx6NtXeFtthW382W7gqpo2JxiMJXR3oIm26jZXkTJ6m/RNY1XHniIiqo22h8/nObP/9BtH2Y4FuDUxbVqalpIKNSyx8cdS1ZBYXR6wKgxLHlD/PEhSTK6ppGUJq57zXYhVqmhEC3Vlayf+zn+jt0PTT9lXB5lD/6gW5H6qXnbGXrnJ6yIcftFGDU9DwCbw/yVmXTvHH7z1rq49pIsoes6uqajtQZxxhSqUWLyGiaHhcjYQfojF09iRG78IPf4UTkourH/9ik/Mxbaw06qiOsz1v0ZqZJdMj9umz3x5koh0j/xVTHq90BE2BfEVsPen6gdQfTQ9z/3Wqi6GltuTu8N9zLdFSnZU1JPPhkAW078sbS89dZe3VdfsPgN8YxdP6+yl5Z9j6p6oiKhJDnilgeDDZSVPQOA3ZG5P7tmYWFhcfCzciVs2wZuN1x0UV/3xsKiZ84/H1JSoKQEli7t695YWHzv2Odi4dFHH82XX35pmjdnzhymT5+OwxH/h/6hQuScZGZm9thuyIRs3k0N0mrTeK/wa3wOw3H29y+LuPP9zdHPEWdhml8IO+u+qsDhFA4bm6aiyrZoteGAV4TxSrrCY0Ou5BZ5Wrd9sLkd6OH8e273wF6PzdfZQfnGeAGtK5n5/aPT599xD5oqHHc2ux0lGCQ1SwiUvva2XrfVG7quU9niS7gsM9l8H17yr/gfk5OvHo8sS/zsyRPjlhXVdZo+H3HOMLILU9E1aK33MnhFGzWbDAFSKjHalzSI6eri1ui8H04fhJxApHI7bHygHRv9/KT9KmOhLeywaQu7cGPFwg0xYkZzaXTSH1J5Z5UhDlQ0e6PzAWwxfWj2BPEF905hG4ve0YMqakeQUMOeh9v3NUpLC23vvova0IieoPL73iSpSyVGyZ24CNGeMuiZpwEYGFuYK/zSQe0mncb3hU2LRQ7cjNx9VxTmu9DSspyv5o3A76+moVHkppQk8adLbPhxerpIubF+ww3ReclJQwHYuOlWPJ7u8/FaWFhYWOwiEVfh+efDQWjmsDjISEkxRO2XEqfxsrCw6J7dFgs7OztZu3Yta9euBaC0tJS1a9dSXl4OiBDin/zkJ9H2N9xwAzt37uS2225jy5YtvPDCCzz//PPcfvvte+cIvqeccYbIQedy7Vq4nK7bKOznJNilsq2KEZ7a1TFXtKwavbwcmw6SrhNyONFUISKFAn4AgoEg/xx0OdX2TOGES2TRtknRwf7oUb8HYNHi6d32tXTNSt667+5ej0mSjdsv4iIE6Ghu5MmfXsz2b5dy1k175z5p6AywtbYj4bL3fnFswvkaOtc/fgIANpvMz/9xUkJXYlWrIUIed8koJp88CFeSPRqGDKDHFE/RvYboFgo79rwdIny43N69IJfitOEiyHT/P+H2YmyyxAvKGTD1SpHAd8qPIDyIRg3B0TfCib+FkgXGRnyGaFnW5OHXb63jV2+spazRw/EPC+fh2D+IUM7Y8Orb3lzLHe+s77ZvBy19ZajUoXNxFXV/W/W9CA1NRHD79ui0Hgz20PK7I9mN52Lm5Zch2XY9z+hu7cdpiFOjVywXEzY7/i1b0PbxMe4LdF1nwSvbAGhr8MEBWNDS5xcvQBob57Nhw42mZbHOwlGj7iYz8wjTcl0Xv3d1dR/R0rp8H/fUwsLC4iAnFILXXxfTVgiyxfeFyL36xhsQsAqfWVjsDrstFq5cuZKpU6cyNezkuO2225g6dSr33HMPADU1NVHhEGDYsGF8+umnLFiwgClTpnDffffx5JNPctEhbl3PysoCQFV3za117TGjOHFMPwZcdD5rckdF56fRvfPIXbmZ5M1FnLp+B+snH8fHp1wCwOFnnYe/UwhnwaAYTG1KGsyalSuY/etfxG1HkiSaX90anhaD8u5CkT//5+M0VezcpWPquo9fvvA6oy8spaZoa3T+uONm7va2EhHoIaRzWE4KJ40xiqlEBCIZCafbnngl4JEvRD+PGNYvOm/yrEE43XZKGj3Ut/t49V4xQLU7bBSMygTAtUO4OyUdMpPEYNedKv73St0LQ384ezwuQjSSDql5NHQE+LPyEzhPuJ5Y+wr8S4ib0UInCx8yb0QyvvJKWMx8b00Vy0ubxKHHiMUfrK2OTi8ubuSjdcbn/Ym/qKXPBLP6Z9YCoHn3TgXwPeJ7WugkVjwLVVezZey4fbYvyWF8T1tfe32f7GPU0m9MDkZbWhoA7R99ROkFF9Lw2OP7ZL/7kjf/+q3p89CJ+z9kvDci7sBgqAldD5KTc0p0WayzMDNjGtnZM03rRsRCgG3buk+1YWFhYWGxC3zxBTQ0QF5M4QgLiwOdk06CggJoaYFPP+3r3lhYfK/YbbFw5syZUQda7L/Zs2cDMHv2bBYsWGBa58QTT2T16tUEAgFKS0u54YYb4jd8iGEPO2F2RSx85OJJXDJ9KA2+Gu6/aDJTG4pxhMUgLWwF8a0Xrq+F2SJMeKHcQH7dt0gOBzJw2doV0e2t/vQD/nfHTQDMWeOPzt/Q7qG5Srg4vO1t+DtFiGzblzujApok9ezY2bRgLt72Xc8nOGj8REbOOBoAd0oqyblGfwrHHbbL2+mNzkDPFZyPGGbkz4wcoVfSe8zV98x8EdY2fkB8GEbb6iaWzjcK8yx8dRu5Q9JMbfppUiSSkQ8fXwv0bGTLTnVxqm01IFHZ4mVgVpewwbFnG9PLn4WlT8PM35nbaMb9psQc21dbREGUsiYhPid0mAL17f6E8/cljS9sRKnv23Dc6j8v22/7CuwU3x/3GPFCQVe/n7kLK64VBXUyLrqQ1jfeBKDm3ntR9kXY7n5IaWHPyopzFkvJyQSKRTGk5hdf3Od92Ns0VnT23qgP8Qdq0fXw/a+bvwcnz9oRV+AkVhzMSJ/Kxk23UFT8l33eT4u9z6JFizjnnHMoKChAkiTef//9XtdZuHAh06ZNw+12M3z4cJ599tm4Nu+88w7jx4/H5XIxfvx43nvvvX3QewuLg5RIGOfll4O9+5fpFhYHFDYbXHGFmLZCkS0sdov9Ug3ZIp7dEQt/OH0QdkeAhZULo/M+/OguUoPeaBhy2SWXAnD6qyt4PMOHrCl4k/NQW4QD0NfcCghxrjtie/LP63/EZ8/8DYim5hL0IhYCqCHhKPJ7eh+I5g0bTs7gIYAhUOUPF85JZ0yRgqMuuixu3e4ErUQsLGrocfn1xw6OTke+FP9J89OUoNJxLJnJDpRu8rF515ndl+vmmqt656lyXGEuDWiu9phnttdAkxAmyzXhgGzzhXhq3nZzu6QsY9oeztk2MJyL0pEs/v/PydEmkdyEAHM21wEQCgtTASXxMf1tTh9VRrb1bXxk0uTc3hvtJUJV5u+N3s21+L4gOZ1oPhGq3/r6GygNPX8Xd5emF17Es3ARAK7x40g/68y9uv2eyLv1luh07i0377f9Hgp4PNtZsuRYdF28GGtonBte0v1zX9eNZ5oWXq+q6mUy0qd2t4rFAYrH42Hy5Mk8/fTTu9S+tLSUs846i+OPP541a9bwu9/9jptvvpl33nkn2mbp0qVceumlXHnllaxbt44rr7ySSy65hOXLrRB1C4teaWuDDz4Q01YIssX3jZ/+VPz/8cfQ1NS3fbGw+B5hiYV9RKQa8q6GIQ9MjS8s4laDbNUHcfdW8QAM1Ql3WEgShUvKB5/GqpVikJ7ZIYqEOJOS+eEf/sqoI46J215EklAV4c4oWS1C1PJuigm9s/WeBH/L1wsA+Ozpv/XaduZPrufIC8/jq3mj0DThWptxoQhtyMgzCqAMPmwyVz70JLe+8n50ntpLJelY3vi2osflT/z4AtHnW47nkQsnARCQzUU+EjEkO4UOf7xrcXsPuQcjnO11xoXXOpB47c/L6WiOcfD9fSw8dTg8exxy/wnceNJIJCRG5XWpmKzErDP4KDj/n2ALO67uqoSjfmlqHkwgQi0PV4J+ZblIJfDwxZNMy0P7uFAFQLC6E7W9S/63Pg7F9a3buwJXT0TuCS1cUEYPH7v+PQ1HVhubCNXWGJ9b9k419Qj1Dz8cnXaPGo1r9Ji9uv2ekGIcjdL3rGBXKGB+Ro0/rqCPepIYWRYvPJpbRMEpv7+q13UiYmFGxnRSUsRLJ00LIoUdiMGgNUD4vnDmmWdy//33c+GFF+5S+2effZbBgwfz+OOPM27cOK677jquueYaHo0pSvT4449z6qmnctdddzF27FjuuusuTj75ZB5//PF9dBQWFgcRb78t8r2NGweHH97XvbGw2D0OOwymTjXn3bSwsOgVSyzsI3ZXLLSHcwVe/fnV0Xk2TUVHZnxVGQC+9UYF4sywu2/nkDPpTClgQPsAAPoNG0dyejp2pzl8CyCiWwW8ZmebHM7bp2s6GemHk5Mj3GmxLg4QocuxKLso5lVVvwFoqKoINa3suJFjL/kxw6caRVTqS0vIGzocW0zYQ6RIy66QSBhLxLgB6QzOTKJNEu17CkMGWFfRasrtB8LxuM0ZU8QkvftQDfkjY11JlpiYmSK2kWi/tRsorF+AJImCI8X1XZyb9VuMacUv3IWRgjiyjagjp05U0E7kiPzD+xsBuO9j0eaS6YN46CLDjfru6t4H7N+FzhU11D+5hqZXxbGoneI+7it3nXNwWu+N9jL2TFH0KFgaDudXNHxbm6m6++v93pe9QceXX+JZtDj6ufyaa3dr/Yobb8S/rXdH67itWyh46EFybvjZbvdxj4l5HtU/2vvLkb5k89fiWfPMDfPobAnw71sWMnRSDhf8+nCOOGcYhWOyKFvfiKftwEj+rWmiHzt3/hMARek9vUXkN2lQ4U9w2DOi8xVF/DYt/vqIhOtZfP9ZunQpp3XJoXb66aezcuVKQuG/Rbpr880333S73UAgQHt7u+mfhcUhyf/+J/6/8souIUcWFt8TIgVYI/eyhYVFr1hiYR+RkiJEoZ7+SI3FJovw35V1K6Pz7OEcTsGwe6yitjW67LyKDdHpztSB1BbMBOCSnJFsVmUCXg+uZNGHw6vWABAKC5eqIv6wHjxxiqkPNfcvQ5IkJk/6N7m5Z8SJhZ6WZtPnQA9hyEGfl5JVIo9ie7sQOVXVqCp81EWXMXTKtOjn5IwMuqLtotAKMLhfMlnJPTt/ftf+FgBOWWKHI3xuu8kX11MIdEDRTCHdoQJ3dPq0aycA8FlSkNR+LkJew5V41LRGAg1CAPV7uhdaV+1sSVzZ+eKYnGkRsTCW8nDevTohCAaV7o9hQoGRh/HE0Xndthv9+88ob/pu+QRVTygqCra+K0Krg2ViQNb5jRA4+spVJ6fsf7dY11srWNFB0+xNYtn3qDKyY9Ag+v/5T995O51zvyJU2bMzeHgfJayWk5L7ZL97wvyXjcJR5ZuFw65sfSN+T4gZPxjGqBn5AHz7SRnbV9X3SR9jiYiFXWkJOw0TkZV1FMOH3Upe3lk4nUaxls7Ord2uY3FwUFtbS35+vmlefn4+iqLQGM6T2l2b2trabrf7wAMPkJGREf03aNCgvd95C4sDndJSWLRIiIRWCLLF95UrrhD5C1esgK3W3wUWFruCJRb2EWlpafzsZz/D4/H03rgbbOFiFXXJohrvU18VR5fJWkwYp65ji9G8Lilr5udHnMfoo44FwG1XeKblQzx+IVSpwRAOl5uC0ebqpVqMsCVJskks/NulZ/P16+Y3NXUlXXLqxRD0+8kdPBSAUFCIjKra/blISjeLhRn5/aOi5q5wxmH9efLyxHmrIsJfR5MYUGS6HGjhl6bHPTQ/cf9jRER7l1BlX1BFi8mrZbeLr1l6bhLpOUnY7DItNp3OZjEYnv+ScNGNLvstQyeKQiuxA/uufLPDHEoXzT2YO1r839kAH90CHV2qF1evFv+nCvEv1EPhjE3V7cwYKnIg9s8wi46xQmlQ0Wj3f7dKwa3vb6f5jW0Jl+nhKtZ95SwM7uwDF4mq0e8yI5S2+XXj3Hyf8heGKirIuuSShMv0XRT66x55JLxCzyKplMApvT9IP/OMPtnv7vD1m8Vx8+SYZ9bAMVmmZZsWVfHFcxv3eb96I1YsLCgwctZGHOiJyO53HMOG3YQkSbjdBSQnD9+nfbQ4sOhagCjyWxU7P1GbrvNiueuuu2hra4v+q6jo+cWFhcVBScSJdfLJUFjYt32xsNhT8vLgzHBea8tdaGGxS1hiYR9is/VeLKQn3r5uBhMK0inKFG+6b1lmVHgaUGtUb23LSDxgSsnqh11S+SZ/Bi5UtqwUTj9/bQ2hgJ9l77zW7b7r6z/F7zeLUeUb18e1+/Bvf024vq5pFIwVLrtgSIiFrW2rut3fgJGjo9O/fuNjRk4/MppbsTuG3vkJQ+/8BICAouKyJz7fmmreTrLdxv/N7H6Qqaga3ph8XzPHmItfeEMqaszYwxcO9z39ugnkD0vn+idO4Iu7Z0WXb15SQ9aAFFJthgjYbZXSlDze/YU53+SGKnP4N20i3yA5ozEVA8gJC1BrXqGq1Yc3aD7utHF3kjbuzpjjSuwo9AbNQs+nG2oStttVfBsa0YPxIliowRsVCxtf6BvxIlYg31/oqt59QZfvkVgYJUHFRM3rpfLmWxI0hvJrrolONz//AtB7RWjJ0TdVGaXwM9w9fnyf7H9XWDevArXL+YvVRlxJ+/7chULtKMruVV5WNSPNREbG7hco6d//PI4+6kvs9nhXusXBR//+/eMcgvX19djtdrKzs3ts09VtGIvL5SI9Pd30z8LikELXDWElUiTCwuJ7wrvbakz/lp9yDgDeF2fz7paq6HwLC4vEWGJhH9LT2+xdIc0hoetg1xQC4dx01xXNwa4pzB13PAXVIsdZ7ZCTEq5fa3dzyk/ED78blUGHT2egzcUrD9yzS/tfttzsqlGC8WFjxSsSh1lrqopsE7dfKCwWbtv2h+jyjs6tbN78m+hnm8PsHJLtDjRl18OQn11YkjDFSsXmDTz+owuin1d/9hGqqiHbZGZfPYM7zogvljDy7s/whIW2Jy6bEre8vt1Pumbs7PmqBq792/HkDRGDDJtNRuryzWupCbsqOxOEQw093piedAmHDzY7geLyKtrC58ruNjuyfr4EjrkJNrzJsQ/O4701Iv/g8aNy6I01fzg1Ot21UvI/Fuzodf3eiDj4HAONoi2h6k7DSdeHxT2Sp+UjuWz7LwRY1ZFsxg3iGm1c7++Ts1ByidyL7nHCoSynGfkf9VCIjjlz4tbR/H483yyNC/OvuiWxsBjdVwJBcn8y9J23+3T/vRHyh1NMhEVDJbRv7yO/v5qOjk2oqh9V9bJ586/ZVnTvbm1DU/1kZ4vfLuk7/KkyYsTtAAzofyE2W2qPKSQsvr8cffTRfPnll6Z5c+bMYfr06TjCxYe6a3PMMfEF3ywsLMIsWQIlJZCaChdc0Ht7C4sDmJqTTiWYnkFybQ25y5f0dXcsLA54LLGwD4mIhUovDrkIQ9KHAPCT22z0u+5afOvXM/vqGfxq7Vu4NLGNizbP4bVP7+WMjXMp928nraOcpPTEedd+mTUSb1I/JjdtwlW+BL+vDaneXPV14QvPsn7ChG56pNG60JwrLDbPYCyeLmGHmqYih/MwhkJGdVS7PRMAr2cHNbXvAjB82hHRgjARbHb7Lochn/f01zR7gnQkCJf98O8PmD7Pn/0vNFVHtkmkuR3dRj9Wt/r52YnDOW/KQLbUGPkDf/7yKr4ubsSpi2v7dLoPVQJ3l9x3Nlvir151WTB+ZtliOPpGY7oLccVb2sNvyDIKzXkLbQ7Y+G70Y8QhmJ9uDjPuH/78yBdG+GtWipPFd5yUeH97EclpuD89y2ujzkLoOU/kvkBXNNwTsun3w9HoARXPyu7zWu3V/aoaUthZmHneCAJFxvdD38ciz95C13VSjhVpDgqffpqUE45nzLcrGLVUvDzQwwUH1E6z22zbFOEgU+rr0fy9FzBqePIpoO/Fwu/64mdf01QpzvO7Dwv3dnf9PenKsdFp7TuI40u+OZ4V355LUdGf2LT5djQ9REPDF7S2rux13fb29TQ3L6HTU0QwIHInyvKeh5nruookORkz5s+oaiealuAZa3HA0dnZydq1a1m7di0ApaWlrF27lvJy4Zy/6667+EkkWT1www03sHPnTm677Ta2bNnCCy+8wPPPP8/tt98ebXPLLbcwZ84cHnroIbZu3cpDDz3E3LlzufXWW/fnoVlYfL/473/F/xdfDOF86xYW31c0l5vKM88FYPD7B/aLXguLAwFLLOxDcnKEo2v16tW71H5n+04A/C6J5v88T91995ObHD9ITlXEIHvO4BmUJ6Uy5eTBAIwvLYlrG7Q5SQGcWohQ0E9Sfn/T8pKVy/nysGGUqVu6rClunYo7b0MPGoOvSaecwZm/vI1L/mgW4UYs2sDH9a3Rz8JZaMPjKTHlPszLO52cnFOItd5dcMc9yF1CtmWbDa0HkXVNuSGwrKsUYbrjB8SHo/k7zDnpZJuNL/69kbINTThtclxev7dWinxF187+FmdY8POH1Gi7zzbWMqhfMrYBSSx0h/B18w1zp/ZeOEOp3ATBsOPQFXZlyfHXO5qzMMKrPxT/pxdA4XS4q9JY5jVCnSOiX5LDfG6njQoA8aKULZznLLAbjs7vQqCkDXu2IWSGKncvjPE7739HK2qTIVhFiq/sa0QYsszAvxxLyhEDzMu+J85CzeNB84rcco78PAb/+98AyOHcghGxsP3jcJqAklL0mOrc20+cGRUOe6LlzTfFdlNTe2m57xi3teuz8cBDCd839TvFi43uhEBXsp3Ufi5S+7nQegn97o5YUT+ktKKpPtBFtftVqy/tdf1vV15AScljOB3Z5OSIdA1JSYOjyzMyEr+Q6o6M9CkMHfpzJEk8cxcsPHBDxi0MVq5cydSpU5k6VTwHbrvtNqZOnco994jIh5qamqhwCDBs2DA+/fRTFixYwJQpU7jvvvt48sknueiii6JtjjnmGF5//XVefPFFJk2axOzZs3njjTc48sgj9+/BWVh8X/D5IPw7a4UgWxwslJ8vxkkDv/wE23eoHWBhcShgiYUHAJ/uYiXPf536L344+oemeW0ffgTAY1PjCwmMaKum3Z3B12+JBPfPN4k/rCc4XdE2F6mZOHJG4tBD+EMhVN08QGxuEk7DKu9m03y7Hk5wLMGaj98X81wu7A4n40+YxaDxEwGiRUwArttUFp3Ww2Jhp8dcyGPc2L8iSTZ0vWe3pc3u6DFnYU2b2ZWU7LTFFerYuWGt6fOwqdOZOOs0Opr91Je147BLKF3CX3/ztsjL2BFQsIfdjk2eII99WRRtc+sbaznvpKGscIv+HTYwcY6jqx8+Ljp97eXiGqXbDPea+u9T4OXwQOe4X4n/JbOwl5Pq7LZiM0CjJ2gIjSCqJIeJVFS22yRsKYaLcJH3t6SN+x0/OXqIaVtaWAToGoa8dzGfbznZQfZPxeB+f1cCbnxxE6Ha/f9HRMeiSiSbJEKRuzyh9R4qWB9ItL71Nt5ly+Lmyykp9PvpT9CDQiys//vfqf3zfZScdRYdX3xBxkUXdrvNRE5D9wRxb0jfMf/rwUZ7Q72pWnzAa3ZVt9Z5Sc1y8Yt/mFNUqIpGZ3MAqbEWbQ/vtdiXPyDR1LyI5pbdC/Vpa1+DpvmjuQrT0ydFlw0ZfP1ubSs9fSLDh92MFPPstEKRD3xmzpyJrutx/2bPng3A7NmzWbBggWmdE088kdWrVxMIBCgtLeWGG26I2+7FF1/M1q1bCQaDbNmyhQsv7P6ZY2FxyPPBB9DeDkOGwAkn9HVvLCz2Cs1TptE5ZBh2r5eBX+7aGNzC4lDFEgu/RxxTcAz3HH0Pxw88HikrE4Ca3/0OgDlDjohrH5wwmSGKMUDKP/ssAP6bZS7I4dA02n1OalsDeNXEob31bebw5H4pl4v594eY99F/mXvc2SiBAGXtnajhgdhtr39Eel7ixOGqqiLJNjZuvCluWWPj3F7D1UQYcvdiYdciHF0/A7TWGgltT7rqZ0w763z6FRhV3uxyvLMwlh+vuRT+dx4A5c1ek8MvxWU4ACcXZiZcPzndSWZ+MgDuEdPFPLmNoUOFU1PVHVC+NNwZl3BbJpm39dcLJnLjq2sShlhrms70++eiqBrlTYkriP585giuPmYYg4auiFuWmiT+7wwKR9+KhrlkpcgEYkJh92b0ZeN/NwFig7ZMIWjriobsFudSkg/sUM+9hdYejBY4iYSLuoYLV6zS5KP1k3iH8IFGoKgIuZtwJcnpoj5c5Vhrb6fl1VcBqPrVbbS9827CdQACW+MrhHu+WboXentgo7a2sv300wHwb97cS2vBczdeY3oZEuxSqGfdVxV0tgSi3ynP0qUoLS3UFAsXtk91EErwzARQewmFDwaN34qGhi92qb+JKCl9Alk2v+AZNuwW4TzfA2JDr3U9GM6p2H1lZQsLC4tDnkgI8k9+wrvFdXHFIhL9s7A44JEkys+7GIDBH7zVx52xsDiwscTC7yGFaYUk3/+7XtttVoyB1lk/n4g9ycldbzXTvMo84JwrJfFF5Ug02YY3pkjJiDojlFfTzANEqcEYEOpuG2sOOwqAy9UMvm4R4lKivFhBRUXXNHRVRbIlHnTqukpV1csAeL072bnz37S3bzC1ke12NCVE8fYH2b794bhtxIXmJmDd3M+i07U7ipBtMmrYjXPZPUfgtMm8s7qyu9XJ9uyAkgWAcNvd+vra6LL0JCPM+I7Tx9IdP/qTOG+sng2ATQqhK0EOO2EgGl1CjkedFnUW/uoUUR3aYRdf4coWn2hzulF9OuI4/LashRMemW/aVD6iqMzlMwYzODsZnPH5+Ja3ij8Sj37taAD+uPRu2tRynp5fHG0zceB3qzQa6/Dxb2kmWCrEiog4hqojhY+RQ0MrBIgWOFnxrRCjJaeNpAnZNL+6lc7FVX3ZtV0iVF0dLWzSldZ33qFzvrgfpeTkuOW2cOXSCAUPPwRAw1NPo2sanm+MokmOAeYw7b5G1/a+69a/ZQurVB+qolB64UW9r5CAha8Vxc0bcphxnsuvvoadV/yIkdNFBXTFkWoUXQI0VYt+V5+9aQGhQPfP19a23vMSJqK9ycearwyHcyjUDJLMSTOFSJybe0bYIbhnD4Kg3xBMNS3Iim/PZefO5/ZoWxYWFhYHPdXVEClEduWVfdsXC4u9TPm5QizMXbaEpJoD/+9qC4u+whIL+5gRI0bs9joum4ugx8i15z7sMI4flcONM39lavfg5UZup8ETssHuwK7B4iUKeY3mt382VUWx2RlSJ0Sk09eXMKa2ObpcDRfsCDV4CdXX0/mGMWDXuhQfUXsI8brtnQ+Y/7/n0DQVJTm+GmpX1m+4ge07HoobgNrsdlRVwecto9NjDDDfW1NJiydIdauv1203lJVgc4kBZMXmDcg2O5qqMnRSDtkFqcgyNHb2ngz/NPlbvtxcx+ebDMHNbTfOSUZyz/kJf/nsLFj9P3FcUhC1uQq5oxxN7xJaqWvRXI63nDKKhy6ayKoyIeie+US48Mko4UDi8J9SFT4Hi4pjXKE/fgeA5W5RMMXtENu7flJ8aF+R73M+LRH2/JAmnIs/OXoIEwoMgTCuEvPuoukkTcjudrGualGXndaDQHGwESlw0tGxEV/GdpAlU/GXA/1cpJ9xOtn/lzhcVG02niu6N97ZZeuSfzD97LMB8CxZgub1Un7Ntcb6oV0rcrS/0PZi7hu1rY2qO+6g/tG/UZmdTmdzI7B3QmhdyXam/2CoaV6wtJS0LOHozWwtpv2Tj6P7ev2+FexYbTxH6sKifiJ83p171Kc1c8rZXvx380xdRZbF83PSxGf2aLsRmmPFz3CRk9KyJ7/TNi0sLCwOWl55BTQNjjkGRo3q695YWOxVvIWDaJhxNJKuM/iDd/q6OxYWByyWWNjHDBo0aLfXccgOlJj8Xfb8fF669khCsllcGphj5MqTbRKSw3CqDa2t5fRsY7lNU9FsNgY1d3D+zq3YwoNEZ0iIabJ9KADtc3bS+I9/oGypNnYUvov0sPWrJ29NSV0daz77CE1VCTmNnGb9+58f3VBsmJmqigFecfH9pu3YnS5CgQBINoJBo2jHr95Yx9T7viQ3zRV13w3okqswesxOlYlXCZfclNN+gGy3oamG+8QdU/ijzReips0QIId4d9IeEgPrfzsfi9v2mP5pvHb9UfzypN0Qg5P6MTH5cyY738ZW9CFqV2fhzDuN3IXApTMG0xkw+htSNbCHq4a2lnPTq2sA+OeCHcY2Rhrn1oYadUC6bOJYBqSYnVq/XfxbAJZVi2s1fkAaq3a2REWETdXtHDG0364fYxd0RYcYYdU9rh9Jk3LIOGsYjoGp6IrhLGz7qARd1wlW7b9CJ/m3CcE984KR+22fYC5kUn7k/aDpyEnG/RAo616s6Qsen1vE1lrjBYYWCCDF5EbdHbSgWaCvbDWedXUPmAsnKTU1DN/FnK/7A6Wxca9tq+jIo2j/8CMqM0Q4t29r+KVIF4F06TuvJVx/x8plBH2JX5oEvAoOp/n3IuWYYyDsLO/XvJn5xYV88654drTUek3OvFWfdy8IlpTGPw8jpKdP7nZZTj8dSTaHS9tse6/yZuzxRhy7FhYWFhYJ0HUjBNkqbGJxkBIpdDL4/TfFPW9hYRGHJRb2Mcceeyywe24Rl82F4jQuXahcDNwau+Szcyc5UcIFIyRJQrLbyWlYKz7rRr65AXUVyJrKxjEimbwzOca1JEkUtHSAHM4hp+pIsg1NlmgrEw6givyhANjShPj4XEVMiHLX4xogU3jMVFFpUzIEkZTkkZw8Swh3umaIBZkZMxJuy+50ogSDtLauoKNjA1u33UMg0MAvJj8vlssSg/qJpHtdi50EAg0sX3EOaYMN0Sln0BBkm52W6io0Vew/J9UQO656cQU/+s/y6Ocz6+dQ3GE44vphrqqcmezk6BHZ/KaHEGQTR/0CrvqEAudmhk4tQEZF0+34tRQYKAQrJW8KDJphWu2mWYaItXpnC/O2h0Wkw6/k8iN6FqLPlpdGBVFFE4P0kwefDEBOUo6p7bIaIRamuGwsLGogFFP4Jc0dX6F5V1EavPjWGfeL2hEk+4px2FKd2NKdoGpINgnnkHS0oIruU6h/as0e7293seeIeyj1SCGi7ssiK7quo7QJscaW5jQv03Qkd4y4c4D9TfP43GLOeFy4W1VNRw+GkFzOXtZKTKRiMsCApd9y/MNGCH3CnIZqz8WQ9pTu8nz2hFLf0GubskYPH6+v7rUdQH1uLotShWBWedddAARKy1Bi3JnfvPmKaZ3Ic3Ldl5/xr5vej85PSjM7nGWbEc4rp6fjLy7C0SSqvTuD4nmWmZcUbWN3GL85TVWddDSbn6urVl9BcbFIg5CdPTPh8fQk/i14rxrZ4TW1S0nZu24Wb8NIpMDRBAJWXi0LCwuLblmzBjZtApcLLokvoGhhcTBQdfrZKElJpJWVwNKDPwe2hcWeYImFfYzDIQZw8+fP32XB0GlzEorRDZKmCTFp8Z9EuF76OecAkJ+eZE7qHgwyolRUT5618htOyxbhpEl+D7okEXK4SJ00iM5qN7ZwARVFlnEiQbjCpdbpxVdZQVVWGromtr158BQAfvj0iwAsbOmgym92B0112xlUVcLqnCP508QTCQXMjpchQ4yqhU6XURSltu796HRT04LotN3hRA2FcDqFqFVV9QrBYCPT8tcB4AmqpLsd5AQakLpUeFaUNjo7N6N4hcg1YPRYBo4dj6+9jS1fL6CtbnW07Wnj81FUjTXlrZQ0GGFsDl3BpxiD79XuG4goOC9ebRb0ekRThdih+MGdAVe8CVs+RJZCqNh5vv5luH4eAP+6aWHcPZIdI2imuOzMXh4WIZKz+cunW3rcdblunOeAGuDxkx5HDoc5XzLa/Mfh4fmHA+B2imt+9ewV6LrOKePy+GprPU2dAfaEYEWH6bPSZBYgdEUDu0zGGUNJPbI//m0t7A86FgrRpGtRFc23b4QpEIVNah8QhWZsGV1ceYpGyhExrs/9XBm6J9rDxXWOHp6NruuM+N2n6IEAsiuxs7D4JzcDkDR1asLlyUccQfoPfgBA0N69EK2H84vK6YmrjX9XTnhkPne8vW631lHq63tts7y0iRtf7Vnw3rZtG0WjR7F+8iRC/UQewVA4ZLv0vPPYceZZrP7sQzqbm+LWXfLGS8aHmArAwyaLwlZH54gcgLFiodbejtrQSPsnnwBg0+LDuyVJojYcfuzrCLHs/R2m5a2tyymvEC9rmpoWMH7cI3HbsMmJXd4AzrQaHCnieDL/HhbNbd23311URaN8/m9RfYmLbllYWFhYhIm4Cs8/HzIz+7InFhb7DCU1larTxZiZF1/s285YWBygWGLhAcKiRYuorOy+mEYsHcEOVpSXseTYYwDI/60IFY0IR9nXXI0UFiHLY4wc9v79SfHWkuyt5bQVX3NFQTZvjMjlyDWLSfUI0aZzvRBJ1JZWADRZoiwrFSk8eKzYtoV326qpzkqjuUiIjZsHTQFg+lKjcMoLVeZwvDRdIzWcZ7FZysHj3W5aHitqSuEBblamKP6RlyeqOLe1GwNsm92BGgqSGxOyLEnG7dzmC5Gd6uTy6rfJDLWa9hXwCdFPkoXgcvmfH8Gdkkr2oMEANJRtjLZNctrwx4SEJjlsrLvnNAAynWbB002Q6UOyOGlMHrvM3D/Ca5dC0AvOFLCLwbENBU0X11DXdVrrhFCg9SAS3fXuBgKEBcyB0/F3U7XUZxPiytTCtOi8R1c+SkgNYZNsDE4bzM8m/8y0zq3zbwXAES5Ks2R7EyFVxxEuxPGPBWbhYJcJi3HucSKUObZ2geSQ0QIqkiwh2WV0RcezpncxZm8QqkvsKqt9dCVqe+95LPc2WReOwp4ZI74dQGJhi0ecj0H9knhxSRkAaiCA5EzsLHw5ewoAWVdckXB5/h9+z4C//oWhb77RbU5MpaGBrRMOwz15Eo78fSf+vLly157JEZSG3p2FsekNuuO1115jzeGH44gJOd5SYDiZtbY25s/+N9uWfh237vL33jQ+6Cr9h6dz9cPHMXHmQNHHz98HEhegcgwZwomLbsUWdn23xnwP5jy/iUUxhVKUXqoiOxyZ8TOl7v/kGH7mPSTniOeIkt77OdpdtLAbOhQw7qn09MSCtYWFhcWhQtdqxu9t2Engf+Kl05JZZ1tVji0OanZeEDZHvPEGJMijbWFxqGOJhQcAKSlC0VOUXXMtPbfhOdY1baM1/LZPTkoyLZccDsZuWA/Aslz4e4YQtSKDQ29yf7TwoG1GZiqFtTu5/SER4qbE5D3MvOzS6LQ9nDtQDgt5/Vs7ad+ZRsXyxAP12GHoh/WtLApoHP/t3Oi8htA9BHEQxElBwWVd1hVrjxjxawAcjiwAbHJybCMqNm9Ej4nHvPRfi6PT/1ywwzQoP2u8jt8vXHdL3xbFREb8QAijiiLcMjZ7WGiTDDfLB2ur+XFM+LEvpEYLlkRyNBJOwJ+Ol7d/fkzC89Et3zwF2+dCZ60QCweInF6ypERzFv7j5/N55Y8iDLilJv6H7MaTRCjyhqo2vKroy/sbzaLF2P5p6LrO18WN3Oy7DoB7Gm6D0kXRNosqF1G9/GnKO8qjDsOuaJJw/EwdnMmS7Y18trGWiw4v5PhROQnb94Ytw0XGD4aTfeV4QNRwieBb34h/WwuSTULzKbR/uZNA0b53Fra8vx3v6sSipO5T8G1qRNf1PS404d/RStvnpfHbDm8ubWYhgCkXZyQcOtr2ABILI6L0mysr+fPH4oWB6vcjdeMsXFEqQmhtWVkJl8tOJ7LLRdKkSRz9gHDVXnPqnaY2xcefIPa9bv13P4C9iFJX12ubiMC+KxTGvEDqdMeLr35PR9w8Myq1Je0kpztJzXIz5cg0pIhLXI2/hxx5edi0EBmnzQJg7dwK03JNNb6gPVVEnnniJmRbUtz8xsa5pvu6O6Tq+HW/K5G+h/ziuZ2TczJO557nW7WwsLA4GBkw/0tcrS348vpTf+yJfd0dC4t9SuOMo/AUDoaODng3QaobC4tDHEssPAD4QTjkTpZ37XJMyp1Ec5qOfeDAxA1iHCOTB2WixhtI0GQHQb+CbAsLamGV5qWzLiASTpt+828588ZHuOb3fyVkF4M3GdG+NlPkK7zzqH8AcK5sDkOVgfbKdsa3TWNLpxAr3X6zE+9q6XWe4RbGjf2Lab7TlUdy8nBcrv4A2GxCJExNHR1tU19WwvZvl6LrCrIsBtG+oDmENRh2BMro/N+kdygqvk8cu808WF20WIRxR8RCCfMJW1vRSld0QAtXiCZ/AgBp0h68kSoIO1tKFoDNAeG8kzYUdvjjhcfGynhx4PbTx0SnR+ULt+Ctb20CRGgowNbaDjZVt7O1tp0F2hRjZa9xLi4YdQELksOD9LbEjiq/Ks5xSNW4e/ZKxiBz5LB+BJSeXUbdomjIbhuSLJEyoz+63yyY6z4FZAl79q6HIxYX/5XW1pW9N+wGz7Lu36C3DlzA5obbmDd/JCtXXbxH2298bgMdCxKc37CYIUVF7ngxp/DB48OLDhyx0BM0XzOHGqL95Zd7LHByzSl3mnINpp91JuO2bmHsls0J2zdn7IZbdz8S8IZMbt9AWbwI3BWbnOCB3B0xlzlkt1Gflmxa7EoSn7sTrnU9pmBTioMx/pVRsVC2x/cjWC7Ewc4RR0fn/fuWhUYfYgTCis0xVa277N9mcyNLiavAd3qKEs6PUPT+49RkHttjmz1BVUQfg77dOP8WFhYWhxhD3n0DgPLzLkbvIRWIhcVBgSwb7kIrFNnCIg5LLDwAUMO5t+bMmbNL7S8edTG6JKoOJ3LvxDoNI66zrmiyg+duXYTTHW4bHkCuHzkWV/90kiePZ/bvljL/lRrsLjc6GhVBjfZQYldIsvqG6fOT5fXcXVxFiprOqJRwaK1qhNRpYUFupXQUX7eYBbBhQ3/JkUd8hsslcrQlynPldIt5HU11aOGCKPZwJU1ZEsfiCifk/0n/ViTJjh4+xuQRwoGoBYzBbH3959jCfxTpvVSP0DQVCfAoTvhjK4QLoriJz/PVK4MTOxErgpPZ4D0rbr4STCzK/fpUIaQ2RHMHivP78MWTom1CEWcNdrynhKvKxgg202dfhBYRmpc+w1OznjLt4+gBR+NX/Lx6/ZFsrGrnClw8Tyouh4w/1L3LqCd01aiGrHfZhmNAOIY+HIa8q1RU/pfOzq171J/eCKbU0pH6LQAdHRvxeEp2exv23HjXlK7raH418gEATVeirtuly06Ntu13+RhRRfoAIdAlHPX8HeL7JfdQ4KQmNQePR7w8GLd1CwP//ncgcWhsBEc3L0cqmvsubOQ/ty3mf3ctiX72LFyUsF37Z5/R+K9/A1BXum2Xt+9NEWLg8HrhqK0c1N+0XAmHKYcC5hclUXSzkKt5PNgVH0npTtKzxX0Yqq3FNUr8TqjNTeT95nayBhuOu1iBsL0x8X6Wrzgzbl5Hh3hhcfKsHZx4guEAtXdT5ERXxP2iBVMIqP3JvyOx2LinRJyUkd+LUGj/5D+1sLCw+L7grqul/2Lh6N954aW9tLawODgoP09URWbePNi5s287Y2FxgGGJhQcAwaAYvFRVVe1S+/NHns+41nG0t7czdt1a07JxW7fgKCiIfh7bP42pgzPjttGQOwUQklKmx4/ebwQA40u3g2zDNXww444VYt1//1YKusY2v4qqh6LOuxPOjwlTJl4s8ipi3i82iwdverZwTM3UvySIIXJevNac706SbMiyPSocVNe8BYAWk3R/0slnAFC8whicu2xh0c4WCB+7yM2nrJpDMNRMY+NXpv3ILmN7dfWfINtF/2Rb9y6mQf2SUMMD9JWtg4WLs164oVzsQS47OUFurjMfZmjKxvj5wIqPEotTl8wQlY8XF5tzRQ7ql4zulNFtEpoOy8MhoK7KcNWv943CMlLQywleH25NA10n05UJQFowjeNqj2PmoJl8Vf4VbqfKH0nifMTg3u2wxQlGu4quiGrHAJLLfC4c/YWoIMlSfMGPnrapK0jydxca8n45JW6epBuPTF1XWLb8VFR198SqpEm5otJzDP7NTdEqz51LRbi8roWQw1XIvV7juncsrqLlrZ7dWXuKoum8VN3Ye8MY/IrKfedNiH6WIhXYk+JF0VgX3n8XFu/yPgKKxsCnnky4LJHzd3/iaTO+97b8wxK2aZ79XxoeewyAkpWiunOkMEwicnJEWP/mCeK8ZncIYbWzi2geKWbStFUUM1rzxcfRZY6UM6HLM8me3x9XsJ1rHj4uOm/7zJMIFIscsm2ffop7/HgGT9i18Fw1/ALC44m/lvn5PzD2a09hwIAfMnToL5GkeKfKnP9sRFfF9z+7cQO1/Y/C1rl3HYARJ2Rq/w0AtLWt7qm5hYWFxSHH4A/fRtI0Gg+fQeewEX3dHQuL/YK3cBDMEulXosV9LCwsAEssPCBYsWLFbrXvyX2TqG12SrzDpzlrLAD//uVXHLO9Cl9xrVgwUCbvh0eQecZxJKU5Sct2I24TDVWHkemHMyJtCgDTL/txdHv51Mbtw9ElnDcpt55f6I+h4MDProWVNpBLW5pw2Gm6GPi2ta1GkmX6jWklZ0JrtK0rLBI+NUvkN4sNjWtvXyu2oXVxrzmMQbEcFu4GjDQKf1wWFuEiXDi1EDWcWzKkmI/v7esO36VjiqLrsPUT06xXq5t4uv/52M+NryTaE7H5Gaf7/8m4AemMHyDEUvmE/igj0tB0nS83i5xqcnL4uHUNFj3KkblTQQvx07Z2/l7fCOjR+yxZSSbfl4+qqyyoWEBzqJSjMAb8SQ4bvj12FmpR16DUpfBD8vRwPswuYZuu0Uauu5b3jUI5ekiLXnNJSiDC7iJJk4RQo7abQ+szzhoGevx2fb6KuHk9IdkldNUsrmqx+d/C513TQsgJRE+tcw8crLvI3KZ2frNt94p6BEIarphrF8mHmqgacmdMyPKbvn4MuP++Xd6PMnwUBY88bJq3IXsYSbtQMGR3CSoap0/I55Rx3b840NR4gTz56JvRAvG5Z21h8c9fZIi8P3m+++d+QcwLHzBywHZKOgOffIJgl7yH266/HoD1X34WM9dJ0Okl/WjxbO6YO5e6v4iUD7qWWNxXqmuQk5JwOLs/p+f9aip5Q8Qz8sPH13bbzuHIZsiQn0c/jx/3IJLkMIVGRyjbvBnZJQRRuyr+Tz76qG63vSesm1chTmT7VXt1uxYWFhYHBboeDUG2XIUWhxxXXy3+nz0buvkbycLiUMQSCw8Apk0TOfOOO+64XlrGs7xmOXcsvGOX2w/617MANOSKXHlKWPTRw6HQTj1I6pQxuAflIMsSqqLx0kmZ+Jx2Io/OaTmiGnCsaDmZ1aTpbRypGyF5jZ4AGzOMW0y2a8xgOUWM5U0SV0LtyodcwKOdJzNi+K/RtRC6rrNylbCLpw3qNLWdYjMPQuf8yxxGCxD0+kirOTL6+fCprwCgqh7mvigcgkMmGGJUqEsRgF+eNBItphDNm38ShWFwZyJruyniqCFo3gEn/hbGnQvAgpYOFrV0ULmtJWEwtK8jxFf/2xI33+0wznMjGWypaeeFq2aIdWwS6rA0QuG8ggMy3EgtYafaSb+DefeRVCdCBqcGghzv84OngYGpA7lxyo1cOf5KgGjoa3aqi7QYIdjtsOEPqdS0GTkpF1Qs2LVzoOgxYqH5ceTIFSGYUhexMOJEBHN+wdpHV+LbKMLkJfZcQPKtF866rm7G1GMLTM7CCCUlj7Fhw42oaiBuWSIkmxwfRhzzXUqeIgQqXQ8lzPuWf/NUkg7Ljpu/N8jYA+EtoKi47DInVK5lRu1mHOHQ9n8s2M4Zj5vDchdsMwrvNCZnknnxrud9/P37G8k45xzkZCNv38KBU0z33d6ips3HN9t7LsQRCWsde1R/vnxhE3KGqKZedfsfRHh9DMkzpgNQ+4d7ovMSOSJXfvwenpUr8a43F27RYr4D6aedRtBuvk6bCnMBaKwQLu607FyQnGj2IDtKhUBZeeNN0fZbx09A76aglpSUhMNtYyiG4zspzbgPswtS+OFd4tlSXWw+Blk23KSSJDFyxO2m5YrSTqhLdXoAe4o414W/zcYWTuuguNLxtAaYfecSPG279t3qCbvLxrBJOSTZj4jOK98shFRN27XiYhYWFhYHK/3WriKtdAdKUhJVZ5zb192xsNi/XHghpKVBaSksXtx7ewuLQwRLLDwAmDJlChdddBFff/31Lq8TTBEDquvmXMdnZZ/10tog9cQTyUozu8AUmxs5KYnZX/2W2ZMugtKF8L9zkW0S3rYgO/MdtKWlMShGRAPh3BuXIgQVGxrDKDEqBANfZ8j8b6hwNb62xEPB6HHYUaiX+tNK4kqo8UhIkkRKymg0LYimiUFjMNiIzWl+83OmTY9ZS2PjfCMHZOsO4YTZUfYXAnonwxYLh5ItnD9LVf1sWy4Gjqqi8NZ9d1NdtJXDVr3Iy9cKcfHCwwfitMtRZyFAxWYR0oa/FZRu8oYl4Milm+m/OFzMQQ3CpSKcUNV1FrV0oqk6919qDgUcc5TIV7b1m/gCHC57vMjjtMts9xp9qu8Q5+6ksXlwuXh7rM67n0q7DXytolHWUPH/pvfJScrhZ5N/xrEDRbGBkneFwNi1AIzTLhNUtGjlWoCb5t3ErqArGoTFv7Tju+Sk6/J0Gni/6IfSmFgcUtsCMQVSxL2wpxWLARwDU02fJZtMe8GSuHYdnZupb/gMTds10UrzK9ClmnGsWTiSq1HTgkiyE5utSz9cNlN9k1WrryAQ3LXQ4crfi/53V03ZHS6ypOs6yi5WXA6ENFx2G3etfJmrNn/GRTu/AeDhz7extdacj3Tpjl0PcY69dhdOHcgHa8Ph2TFtPht6FH/4YNMub3NXeWJuMR0Bhbr2QMJ7yLO1mdp7vmG8W5yvohV1OIaI+1MLjqP1w+3UPfAgW8aOA2JerITzol7l/jbhfhe+9Dyb5n7OdhDpACLEuDRVRUHu0ie/046mGs/1Hz/wGJLkxJvTfWoEzZ/42GSXC0mSmOw0UiH8+D6j4InN0f2fDRPGP9rtMoCKihfYvv3BuPm6Ks6L5HRGX7rUUCiEwtYASnDPnMuxTDxxIFNPG2KqAp2cJ+6d+QvGRHPaWlhYWByKDHn3dQCqTjsbJTW1l9YWFgcZyclwadhRaxU6sbCIYomFBwBOp5PMzMxdbu/1enF6nHQ44ivj7gpZI81J8pce9SeQJByuDDHDIwb03phcXGvGjQWbWZwL6ToFLjszdJH/bgTFDKGMz+cbjr95/YUjJVnVkbIXMjD/csBwNEZoDSl82dgW11cdCVmSkWUnmh4iFGpGB577+qpour83v76J9KrjsNsCRG7pR4/4q3lD4Tu907MFVQri8AshLlJJ2ekUYYLOtCvRVJXyjet47Q+301y2neNG5VD24A/4+yVTAGgsLyMzW5yrASPHgC08kFf8sOgRKOtd9N3pjxnE24ww8Yg+M2Jq2F0Ws860M4ZEp5+5wRDmSkpFLrcfTBpg2ofdJnHcclHo4ziHm1vfWAvAtccNQ7O7uZdf8YFjAmcOGkjUNzQ6XKjgiOuj24l1kKYF01hSbQhm7nH9cNgk/rvUSAjcHmzv/sC7oLYGDGdhUpdcZl3C7SPtlIbuRblIiOPmLb/B461k3vyRqOqeOc8Shfu7nYPj5mVmCNeYFt53KNROdfVb3W63Y16FCJmOFePCgqlreAbOQWnhYxHOQlU1O2glm2wSG1tblxMMNLBLKBr+4haqfpf4Hg2EBapXa5o5Z7WRh86narSEEruvnppfHHW2Dm+vYUV24qJKAO3+XXdwKZrOKePyKP7Lmby7xsjnqntFjsiizEK0RDk/9wKF/YR7cUNVG7Xt8S8B/NtE/rtRbhtqWHxyDj8JADklD82v0v7FF9H2wUaREkCKqXjf32+kbij/v59Ru1i4MBevWQbAsK1GkZ5Oh/HdqCnait9pPDPGVYnn9YZ5xssRR7LMoBONvDtbJ00W8wcZaRVKzj2H9o+NHIcRIrkmfWvXMmCweLY53cb+7d2Ihfl5ZyfMRxi/A2P9jo5NBIOd0fB+W1oabr9wGVY2GakqYvNC7imaquNwyWxbXovNlkpL8Ul0Vk+M5sINheJ/fywsLCwOBWxeL4WffgjAzosu6+PeWFj0EZFQ5Lfego49G2NbWBxsWGLhAUJSgmIA3bFsmRhMpoXSGN0qquAqPYRRBcLhp1tq2mn2BDnh0tGm5SFHKrqi4s0SyYz9+SJX1MZFxgBdxcOmBX80rdccUlnR5uNWhJvkJ42bOJ93yAnqPDGq0NS2wyPyujlcYhA+mDKSOuaQXXkjAGO/3siVG0rj+r6ImUhISLIDXQux5Jvj+YKzuE+6H1kSooqncxCy6qQutAO7XTgWMzPrTduRJDGgF8KRTrtdDAxl2cm0aW+Sljou3FBGC4dRZhd2EYbCobqrP/+I1iax/vBpR0DhDLC7hUNwxX8g7KxKxIYOL0tbzeIPY4yqx56wOyh3ohAzz7pxEln9k/nBLyZh66YicGnpEwA8c0WXnIkxoYvJMTnOnDaZ6mrh0tqmiGv9ZbjqKv2Gi/+XP5twX9MapzGvfJ5pnsMm0xiuwvzE3GJe3yreTje/VRSX908PaaYQzc5vqtHDxVEkSYqKZmAON47FPa4fuq4TrBA/5NV/WR5dFqwzBvzLlp0IQMjfguZT0HbBnRQR8Ow5ib+PaRljTZ9HjfwdaWkTwusKQcPjLWbL1jt735epP+H8kNPzceSJa6FpCpK8C+ILJMwD123bcH7EyjvjwyyC4eNf2e6hzGdcu/9bV8K4rxMX3alo9pmcrV1dbxE6AwqfrK/hp0cP4caTRnbVguMIKBopLjsOW+L7/qVxpwOiiNPe5vDBmfz+B+O46pihKJEqun4FpS2Armj41xsOyYZycR8GU4TkLjlTxLHZB5M8824CJW0oDeJlhPdbw1F4XLPxnFhWsoVXnjbnY9R08b2wtzWT4/Fz9GEiXcX85Sv48uxzGNAiRHBv2liU1AyWvfNadF1FaSNtoCH26uEiWrb0dKNNdQ2h2vhcs/ZcEdKcceEFZGQY1/X060XxFjl8PQrHimdtZ4u4T5yuvF7v14yMw+nsNNIorPj2XLat/RxdFzdDsKyMQZULAGjOMn6nNi7YvTyaidBUHXs4F6PdnkqgbSCpBRui31VN23VnuIWFhcXBRMGXn+LwdNI5aAiNM/ZuvlgLi+8NRx8No0eD1wtvv93XvbGwOCCwxMIDhJycHEaPHt17Q4gKPQATWyaSl5xHoId8aYuLG/GHVM58YjE/fWEFKZnxhQda334bLVx59Z9fnAwTLjAtH10ihLJPKv6Ne2I2l9zzVxa3dNChaqSmCgFl0OrbSWkQDhb1DXO11gI97FpEor93FY3k4epchKSZXWg+VUPTdVpCCm0hBVVyIEkgSw40XThA/AghR2kT7rtkWeOT9DHYJqxh3DjzgLsrXl8JOjojrwm7gGQnkmSn0xPprxFmPOqIo03rtjwxi79dejbJ6RnMyBbip6+jHWbdDcf9SjgLZRv0INz+36Yy/m9TmXlmqlFEYVGLEBJrA+JY88dmccW9RzF0Ug6yXaLwhMeibUO9iV8xYkysfOO0y3z4oXiDbKNLX50pcZuJDVXMdedycb/zop/9W5pxxjj9iuo7oveid1UdSrOfYEUHnlWisErjS5tpn1du3kGMS67wL0beTtmdWHiQHDIoGkqT2K/WEcS/vRWA2h3xTqnypz+h/IHPaJ+zM25ZHOGiFRlnD0+8OCQEhZFf/RMAuyMDLSwSbt16t5hnT0+4bhyxzsLwfmMF0prad1CVXau0vDshlP7ilui0d4M5LNgfdha+VtNMrI94ZZsHgNo2f8LQ1Vjh77jq9fxlxpVxbYLhlxYZyU5uP30MvUWIBxUNZ1iYeuP/joruw56Xx0tjT2NlvhD4u4Y67w0UVSfZacflkAmEq7q3frCD2gdW0LGwEt1j5CdtrRPXyNPPEJh1RSNp+nXYMofQ8O9w/kFJRos5UQMC4e/Es89SkR1/z9SlC9FYyehHxcWXcPglP+KI83/Ijp3i+1OTJfZXUzAL36BRdLQIt+Mp1/2ShoYvASgoMOc31QJ+7HnG80YLuzQHPfccGeedF+5m+M8CRWHGJIUzW/4FwMhpedidxp8Mp1w9Xux/R6vYlhZImGMzluSkodFpb7v43miqhGw3fr8i1bT1mOI+5eFKxt8FTdWwO2wMnZTDkUd8RmupeNZEKjlv39Hzb4eFhYXFwcrQd8RL3vILLomL6rCwOGSQJLjqKjH9wgt92hULiwMFSyz8HtLcbB445STl4FO6D7U8a2J/2v1icLuhKnGoVdu773JYrnCOhOySKVQMQAqP7BU9iH9DE1mduVEXksvVn5Qqc9VQn8McNuZKMwb0qk3HQRCb0hAdGEYo8vr5uqWTcV9vpNgrBpDrvXaWdToIBUV4Wj4iZ9/k084A4LK2Sv6RdQoAtpiQXoDL/myuKixJGjqGu02WnSx+dw51dUI8O+/W6aihcFhawI/NYQxY6/0ih8vmRfNoD7mZnNfG6k8/gCHHwKAjQQmAZBMVhruh1BekIdhFoEvOiWsXDJ/vyoAhSjjcCqn9N0c/r/3SEN0amxYAUPLXs/jPj8cBOm0x1Vq/9Buik8MmU18vnJcDbEaoIwCHXQgX/Ns0qyPGip9sT2bcpi7hzi9vIy+cyfCT9TWMzx4fXdbw7Hrqn1lLy1tF6CGNQFELHV8Z/balO3EO3UVxDSj48zH41jfiXdtgqiAcqhYiq92fi1szO0IrZjzIjpm3EtB6D9XVFR3sEq4hifskZ4g/om2qEGqKWsuieTSbmkUY6Y4dRt62UKj7kOzYMGSj4EmMWFjzNm1tq402Ce6rjx4T+d+WvCdE5DWff8T8/z4HwElvnkRVZxW6pqPrenR/nuWGm8y/2VzE4zfbjMrObUp8hebDP1vD+2sNx/FnG8R3McVpCLs2XaMuUm07zCNfGPdZRpLxndJ6yIvoDSrYw+LpkcOzOXmseMYMefVV3h9xvKmtby/ktItF0TTsNgm33YYvKM675hPfW6kbh29djAgbKGmNW+4ceRorp0+Pfq515TF/az2dFYmrafucxnna6OnEPWY0ss04zy4l3I/owE78P2HmKeiamB4xciV2eyD6lNUDQUbO+yq6jab/PA9AyrHHknmZuehU03+ep+nxxwmsM4qt/OzJmdHplJgCQMnJIxg29JfYHRn09GdFVtYx0ekX7xDfl1CohSGzHqF1ywnRZRMmmF8UBLy7V4Bk0+IqVn5aBsBbD65kx+p6VFXHZhfnRQ0kRUOfFUU8O+rqPvpOOU4tLCwsvo8kV+wkd8U36JLEzvN/2NfdsbDoW37yE5Bl+Ppr2Latr3tjYdHnWGLhAURRkeHG6+zs7LZdV7Ew3ZnOZ6Wf0epvTdj+0w21HPEXMUC8eVb3+cT6qQojaoKoMlQ1isH+lFNEjist7DbRwg6m1ve2MyLZxY8HdKnKGg4nC2Qa4kC+XoM/UxTH8Ia8SICKHYkQF4660LT6hWu2R6dtMW83X2mQKK8QA9skhLurseUTAEZnGANwTTEElfN/ew8Dx4yLfu6sEQKPPqA0OvBX2xVqNhmFNXIHZ7Huy08BWPXJB1HhEF1HDg+5C8cdxozsCkYdeSw5g8J5BO1uWP2S+IHRdkO4OOZmsJsFzmyHnfqwSHjiihgxTzILwr4OQ0hsb1uL11uKLEtI9acya9AiZiw1hMVsj9EnR4x7zSaJ+UOD4W05kiDHfI988MEHxofmMnJK3XTlXdKYGK5ArHUjlja+sjlunmNgKrKz+7xzhQ+aRaFIW6XFT+t7xr2idkYqqLagdSMsFLt/E1eltiu6opEyNR+5a/7EMJpknPO8LT/ioTUv4g8YBWcaGubS2DhXtNUUFi2e2v2+Yvqih4VdrbNLbjZJQpLC5zVBte2iZSKUWEsV4a11Jdup3S6eI42+Rpp8TdQ9tgr/thZRTKZrH7qIdXVdhOxIyHxHeL6Wn8Tykma2hd18v31HCEkDs8xh220uw6Gq6zrPzN8RdRb+6EhDzA1p3Qvr9364mddWxAtpzsKBzDx8GP+6clp0XiQMfm8RUDQcNokkpw1/RDQNf20COxMLwOmyROe2zwHQvPHPAMmdQUNebvRz/0A9t7y2mvd3rI9rK/s6UVIz4uavm/NJdHpsoQh/96QLETzDJ+6dUEDnq/8Y52P8hPmUDBdOWT0QQLLHCI6jRpJ52aV4VtTSPj+Ia5zxvMz/w+/pF8nf0w3OtBrK248hOXkYLlc+6WmHcdLM7gvOJCWJ35OGhjmMveRnAGxdKpzyiscoejVkiPmZ0K8g3vHcEzvWNLD8wxJ8HUHqy9r5/N8b0RQN2SaBrjP7LiPvqs9nOI4bG7/crf1YWFhYfN8Z8p4oeFd/9PH4Cgp7aW1hcZAzcCCcFU4PZbkLLSwssfBA5dFHzVUl//znP3fbNs2ZxsPfPsyq+lW9bjfFZRZBhpZ9Qm69cC9pHg857Rohm8T7a8WDctqZQwEIDBlJilPixKOOjK4b0nTGpLgpHPgjkheJgZ7aKISK8TnPRdvdzR8hHNTY6Guk3jWdKj0H9BDZbrPY6FG1aKq92JR1sVWW/4XIc9jRsQlJcZm8ibXbDQFpyKRxxFI6p5COEiGCSjIUrvwNLW8Xofgyo23sDkO4G5rSTHJ6OB/anzKxyRqpWVkE/T6cskrW2KPJHRoOV7W7oH6T2HA3YlmwizAyVmuDKT+Kfq4KFz3Jc9q5fH1J3Ppdc2rpuh5Nyq+onSxddkp0mSyZRaDsZOO4nDHOKE0Wwt+0gBAXdFVHHxAWuNoS5Qkz7p8zx/0Cj8vokxM4FwdF5YlDBgNbWxLOr2iv4JKPLkm4rDukLnns5GQHzuHp1Ez+B8HkuoTrhLTWaGGKCEpLC3rMddFVzXzjdaGu7kO+2nkyAFkVpxLUhQPQ7RaC8/oNP4u29Xrjr2HEuWTPdkdzNYqOiOlEVYqHDb2J1JQxUQcjiPBvXdNxpAoRL6mfWNZWX0d10RZmrxN/4KjtAZQGH7pf6ZIjUeBb17PbclOnEKiVmKIWLze2MOuzdQD86CghlvdLMQve9THOQm94v2+vEsKf2yGEoHMnF0TzASaipLFLYRdJip6/kKpz2MAMfnP6GABuf2tdj8exu9zy+lo2VbUzruFz8r99JNIBAILlQixsDV+zpPDtUuCU2VR4Sty2ov13JdGZZuRX1AGfz4eaKKxbUdDl+J9nb6fh8k0/cRauzFvwp4v++F1OjrvsJ6xcczJDZhmO6oyMBrzJ4TyYPnE9kyaLdBGBzVtoff0N9ICK2hFi+HvvRtezpaUhyd1/FwDyRor+RARyMIpGJSIzczo5OafQ0mrkbhwwI1yIRZVIP/tssd18czjzmKP6U33nXQQrq9gVPK3i+7AtxkVbuq4R2SbjbQ+ihr97mncs2dkzo22kHvpuYWFhcdChqgx5XxRk23nhpX3cGQuLA4TrrhP/z54NofgX9RYWhxKWWPg9QesiNHmzvGzJEPmobGHn0bvF78at15VIsYCLJhVjU3zY1CANeaIwRt0jf8Om6Wgxd4WzaS0An407ko5RI3BWL4su82savkY/xYsH0y/7LjFvvBcdHd0W4BX9It60X89AdzJ2vxAFF1QuBKBSHo0EOGzxOa4iY2dHjLNQ1XW2MZZ20mmXDMfNoFW/QYkZzy55439RB2Ekl5wrI0DG0E50TYpWuJWTHaQ0T0BtDaApRjidLSb0T0fCoRluPlWTSc3IwN/ZiX3IDOzDjmbL4vlCbIpUZW0u6TZn4ZXrzQVcyqQUiDn+QFgoqgokrvwZKWIRKSygazqBgBgMezzbTW3PmnyY6XNmsrEfR1iEkGWZ7YEZALTJMq0Zj1B199e0vLsdRcuHoBel1c+okaP42c+ECGbTUk3b1WJEyTxk7iCJnavmJ+x/d9T76tnSvKX3hmEyzhoWrRgcoaTs72wYKVyqDp8R1p2Xe6bRV6fHlMex+a0idpx5Oe2fGG4tXdG7DTMFyMmexeHDT4x+dmjiuvv9hoghSUJwWL5C7FsLqYTqPARK2ghVduKekI1zaAZ1j66MFhmJugxj7vmkpMGMGnkXw4bdRHr6ZDTdfF/oisboC8z3VOUWUYTkhUVPA5D7nBBzv6ldih7sxvH5YuLCJQDv1rXQf/5a0zwtxYGWIe4nLUboktMSFxo55ylReTnJaX5RYbdJhFRzn9obGwh4RX7EMyb055cnjYguc9plAopGuz/El5vrGJiZxC9PEi7YnU3evR5C2uQJMqBjI1mVYSEsfGkirtNVYffgxCTDBRer/wYlqEwyrmfmtZczpDpGnJVk0gMe0z6TkfAPHIGalonpZkUIzZ4xRhEjXbaZ7he/y0FyZjLBUDVd0cOinxZOKVDwt0cpeMTI0ac0+dB95ueW5HRRdduvo/tORMpwkc8wPX1KwuWJaGycS0VF/Nv6wXzNwEcfYeTChSTPmG5a5t28jbb33ydUmThkuyuRis3+TuOP/FBARbZJ1O80BNdQ9S3YbcYzzeU0p9OwsLCwOKj58kuSq6sIpmdQfcoZfd0bC4sDg7POgvx8qK+Hj+NzoVtYHEpYYuEBSHcDs6KioqhoeOsPb2VzlgjrHJU1CoCpeYlDHv96wcTodGRwnnf1Tzg5dTGFVQuN/Uo2bBqoMW4SucMQQaoGDUPTjWUBTcff5GfjQrPbQ5cUNIcQ2UKhZmTZDmFRabXHOLYHjn8Ap+xkTJKY9/NBuQxwOXi+Sgyo36o1nGiNIZ0H+CPfYBTAAJA0O4GYu3hI2nimbRDFJ1paRZXcc359m+iXJmFzaqR2HItrmBAchYASOSYdWY4d+MvINuPzh1Xjaa6pwt/ZjqPyG2xuERr398vPNfWJpU+bP5d9De/+jAq/IfakKZ34JTt+jO0Hwte2uzRukTDU/KN/x6xrXeQMSmNb0b2A4ebxeoV4NCbLCG28dUg+GUlOnv2xEBo6w/u55pprom3yFRVvq7iPvCvr8OTeAs/MoPbBb0nVXCS5w4KqLnL5BW2iL//Oeiu6jd+FC8/0DxQkPoBuUHcnbBuQXDZ0TadmguFebRlg5GGTNAdSKBmdZIZl3m5eN8aR6F1Vh/vwq6n+zR1GX1r9BKvMjja1M0bQkSTaswOsGy/yLk53nhbXv0GF5uIe7VuLqHtsNa2fltCxpArJLkeLs0TQFY1+l48l9Rjj3KUkjyQ1VTjnJNmJrgVRVS/frrwYgMalxTiSxblr2CgE5EgF7zSvWZgbu6AfekhFThf3iaN/cnSZf1u84zMp/AxY3R5fYEXPcKCnCrEw9lEVW2k3lpJGcf6SnTb+coEhYjttMqEYZ2FHcyPP/fJqFr38ojiWVBfHjjCE36oWH0c98BUfrIl3l9W2+9lY1X1+yD3h9An52Gw2Utp3AMZTQkqyUxbQ6AwLgwOcMkOcQnANxpyQY05L4/wTDCHqs5eeJit7IkP8IudnMKc/Tyx8HB3DOT19605C6UY4LsDJJwsnq6qq6DHi4Jw1XxNytkY/67JMvX5LwmNJ6fRgy8yMfnYWFuIKF9RyjhyBZ0V8VWTJbbxE0f2JKwVLtrDLsioz4fKubF4SL2RG8B4piu048vOMIith2j4X4cFaD+k5YikYJfoTW5AFEGHIMZRv9lBXbwwEQkrinL4WFhYWByX/+Q8A5edehOZO6qWxhcUhgsNhFDoJf0csLA5VLLHwAGLUqFEoioKimB0eEYGwurqaFStWACIkLzJ6/aLkCwCeWP1Ewu2eOMbIkxURC+WkJEY9/iCpE8czdJIYkGuyjYYcnfqMmHxRb/00Ork4bwJa+JZ5Y7CDB0trcAK5MXeRe62Ebutq2ZYI5JbjaB9JedBGSvNLoAVw2Vy4bC6cksZ5eZlcW5jLELeTzxvFAPQfFfXRLWzw6oQkJ2o4DHawLRx+624hGB4A6sDwdEMY3bjxJnRdpV+BEFByBg7F3b8V1WmII3pIJXdwGt7aIzjh8mGmXjcHk7E5zGFpSiBA0OfDLmk4kuJz9yWkaQctmz+hxGeEkYbCVUOfazaEMl/k2oSv6yNjRO6YLeFQUD1cDdrjKaLZ/xc8bYGoe1IJF9JYsuw0XuIqamvfj273zuED8HR2MDkblv7xFEYv3gCAPZy7LCOQQUjC5FKS3IbwE6juxBZ2NUZaNMjiHM7NNJymEVamre3xdNjChRFCdR40r4LO7jnCJEnim+oZtA9cQtrMcE5NhyHoSbqN/G1XkF18Fep2GXdbzHXt8sSzpRvinGdlLb5NTTgHmPOjFcUUpUDXeWzVY7TniGs5rp851D0RqxpEaGWoshPf2gZ0v0KwzBC2dF2nfc5O5CR7t2GfkmRD0wIEg820t68BwPeZkSsxJV+IepFnxazVeVz16RDTNtq+2Ik2SJwAx8nZOBMUcRngcvD+5BEs6UjlsbGDTMts20Wf9VQHOGSaOgMUZiXxxGVTAJBTU7tuzsS9H26issUQSe02CSXGMV21Vbz8WP+VyPt338ebccWEP3f4Q7R6Q9z/SWIXqq2XkNndZeaYPFyaFzmcp1WvF+7dUHkHasw96x6ZxJRk8aIm2MOt7EBHt7k5XBLnNZTWD5cWpHPcdHyDhVDvChnPAzngQ/Z5OPbYYxkxYgRr166NLrN1tKJKGm39DFeod7jZTRyL67Iy0iM5eCLzhonvxYC//CXhOrLbeL5tm3o4/m1F6KpZ2O+XJtIoyGkLut13hKbqTua/tLXb5c62+LyE6e1lAGiyeFZV3ngTVQ88Ssfir3vc19qvKph8yiC8HSGyC437Uop5xp1y1Th01exsT3Jb+bosLCwOEerqIJyTuuyHV/TS2MLiEOPaa8X/n38OlYnSMllYHBpYYuEBRHFxMffffz+hcH4Ef9jNESl2omkaa9YIocAW43grbTZCEZUEIbCegDHv0TlFpmVD33idsvWN9P/b4+iSzNb8ZD44KpXSPDsnpT9Nuat/tG2jK52AlkLhg8fzyDg3270BAk0BBsWM0WWPRNnhvzXtw+stoWHwm2TvPAkAXU4CWQiFW5u3UtSwnEy7DYcksazNHJbXlU5SyXHYKVczqGIg6FLUWZi3+tcktZkFP00LEqoWQsrEk89Csun4XEahDU2HhvIOQn6Zijnvm9b1qw4aGzvY/u0yyBTCS0QstUlmFyI5Y8wdbRXOs08aWnlHyWHcsWYbu98mBLM5bYbbMBB2JUWqTA8OO3u2h6tCa7pxHWUpi5WflNHevlbsrk3kAFOw87l0Dqm5wn12U3oGNTU1VFdXs2rVKkOJBNLCYaPn6+dzS0sbQYztt+8YCkAIlVpvI3JULBTrr08x30exaFL3RSsA1LYA9c+spe6x1QR3tvPy+s97bB9HzP2WfHgetkzDAeVqH0Ru8cVkVB9HbukRKHVenJ0xAoDUvaDU8nYxnqU12POSu20TISuSk88R/wjt6NxMWlr3wk1soRFNDjJvfrigTA9aV2Xlf9lZ/h+IEal0hyG8JeeKe8TX1trtNvybm6grE4JXXV0JmeeOiGuTo8CUFhXt62pTGgAA2RO+P3wKcpOfaffPpa7dT26qC13TsOcZIZxr/nAqfzh7vGn9gKLx4VrDWWaXZUJKjLqWwFHd7jfuyR0Nnuh2EvHrvZy30GWXKSx7B4BgZQfBBuNaDwxf984h6fi3G9ehJ7FQlmxoaMjIyD4PzpY6igrzAVBT0lGS05BjzoGjvRlncx2yLGOz2fg4JhSmaxV5p8vD0KGr6Q650I8tux/2XOPFEeFK721z4t2jYBYLAUrPO4+ae+4xzXPYzS7Inpj7YnyBo+atp0anB6yeYlp24uWjGVP0Gkeu+DMBp5F64v2dh/P1fW/3uK+cwlTUkMaG+ZWk9Uv8UmfEtDyGTxLPBn/LYDLSp0YLsFhYWFgc9Pzvf6AoNE+aSvuY8b23t7A4lBg1Ck48ETRN5C60sDhEscTCA5Dt4SIdDz74IJqm8eWXIgRL1/WoMyI3POjz9/Pjsrk4s/xMhrUPY+pLUwl1qZqaldx70navX6I1cxTjw1FeL5+UjiyprE43nFMjO9pY1nklqMYAPjPdSX544BzY9imEQMnsQA4l4Sg3iw2SJtwhuizEGLtk5+uqr0lreo77Rg0kydb77biEE2gMif0/xB9IaZwUFQvtrRORVRFGUbDuF4AQCztXijdCcpfQtrwbp9CWEs69pjrxBhKP9D/4218gT/whlREWaKTBR5obOboMSP3ChfVcRQO/9A40LTqmdY2xWozgOLuqkUmpSfjDYuFRmcJpE+mVHnNdXS5DmElPnxydVsNf6QcbxCA4SZb417/+hQ7U1taa9JiUFLH9ECHSf7WVP/Ur5uGCMlNfN9rKaZY7kZ48Whx3WNF6r988ClKEKy9tptmNc0arCBVfnrqB7ghWGHnDPl+7e8mDvWsMx6k9103+r4w8boH0Cpye/rSmhEVnVcdZEJNLL1FBDUcKxSfOjH6UHDL1jz9Ox/wEuRcliWEZw5iUPQkALey0GrjmFlIaxHVoaVmKzdZ99VYpXNHZl7GD0uMMYd2e3SUEqItY5/WWRJ2k7f2XseOkm8R2mgyxdPAkIxVBagIhJxSu5hySgjgHmp2Auq6zQQ3R/kUZAM9XNpqWy7VhUSzJjpYsvsvPzN+B0y6jh0LIqSmM+PwzALJSnFx7nFm4BxiaYwixa8pb2FrTRu32IlQlFJeXFUDuQdyN8MNpYQduzd4JQ/aGKz/HutDaPt+BhiFYucOiu6NL1eyePLLD0yahoyMj4WyqQdI0io84Nrpccycj6zoTnU5+/rOfYfe0c+kvbk64LSXNfG0Pq1rPoMHmKsTSuwPiV4x1D4en1abEOVbVjviQX71rom858boR3vvbavwesU5jhXl7gfZ8Ct8ycq3Kqvl36rATC0nrrETSder6H2FaVpc/o8f9pma5aYqkE9B1Jp44kJxB5vvdZpOxO8U+Gzf/gOnTexYgLSwsLA4adD0aXmm5Ci0suiFS6OT554VoaGFxCGKJhQcgpaWGUzAYDEYH0bIsk58vnCiSJDFr0CwmFkzkL8f8hWQ1mcObhGhS2WHYpXVdZ9a7Ioxy8R3C2Tf0TqOgA8DEkwpBCbHhsJ9RWBwTzolOjctwoswKhAdzuhGKpvuNh2db7Sa8M8NVXSUNqUuaq9J0kYvwzKGnA1DUUsSIzBFIKDhlmXS7ja5ckJdp+twk5ZqmJeRoGHIwxjUnqUJAaWj4ioBeT1rNkUSsW+NSRU5BW7ozkkqRrBGLcA7YEbd/cTCGBDAhIyxUJfVL3NZYCSChU3K4V1yf8+q/Yqc/xN9KRb6wBc0drA+HHD87fgguWeb6whwyw+dF042BeuGQM4hUmO7f/4Lo/G0IcXepdDxgFlvGjx/PigT9CdQECNqzKc4r5OtCw0mq6SmscoiKvo0BUZ3bKwkHW1AKUe2pZlr+NNyTc0zbS1cMoeyHo3+d6OSY0JWew1e7knaiIU62fvwBwZJi8/YkndBEcf19GxrJbjuTwblXiWNS43/s037wGLpmVOWW7DJNz/6Lyp//Ijqv+aWXo9Njs8aSPiSHen8FuqIzZs5sUhumUrjmV0Yfwt+RIYON6sgRVJeXjDtzqZ70DxS3ERJv78YBBZCWNpGUlFFRsbBm0rPRZbPOmBedtoVDyzW7xHH5ouBLoz0mJ6Ff4+OKfxH0mt1kSpMPX1ikDpYLIXd0irk/d8waZXxIsqO7wiHNNiEWSnZHj85NgGuONQTEdZVtzP98Dq/cfRula1fz2dN/iy774LGHSFY8HDPCuC7HjjRXTo/wyA8n49yFFw27Sk2bn4unmQXwwPaOuHY3PDOT/LG75qzT0ch1D0JDR9YlJpwwy5R/MIIElNhsJCUL4XjYVPHsjs1j667YHrdewZhRcfOc/g4C3phrqBN/fSTjmWvLMIt17sMmxB9I14SqYcexv3UgWiCA5jE/X6qLWwkFEuck3TnvTlQMgdzhjXf05v3mN7gCrXHzPcn5NFV14m2PLwbV2RKgbH0jk04KuwQlieZab5xYKckS9rBwn5If73q0sLCwOGhZvBiKiiA1lYqzzu/r3lhYHJhcdBFkZEBZGcyb12tzC4uDEUssPADxxyST1zSNTZuEYyQ9PT0akgzwxKwnyErOYmqOubDJue8bBTcCqhB3Ljh1MYVZSYCGPdXsQJFtEqoiBnShsPA2oiYINgcDAkb1Tmd6eKAZU5Ci/Ns6sd6AJJZOvtXYqKSS+T+z68YbCHBUxySyk4S4lOHK4JiCYxKegxOahahzQX7vg/GVkzMBqHLHJ+n3feylPuVtOgYsJ2uAcPhF8vtJdhkpZhCelFEOL1/c477SHYkT/SvBmEHrCXdAKHE7gMM6i7FrClfUfkpVIMQjZaLfVxZkc+sQIQYnh8WPMSlJ+MNi8fr1/xfdhq6HcKaJc68qxj3hw+xOW9FoiBxz5szhrrWfJuzT4/c/hwQmAaM68AaSHskHmUeOlkamLoRAVRL3wKq6VXxROce0ra9d5fxqzEvo6HTahPj5Tr+5FM1oSnxCpJ7dSXHN04z7qvqeuyi94EJS6qdE58mqk9yUmKqmq5JRfvgqAJpiLiwSIfnYW40PMfdERKQJ7BACjaZrfFb2GTaXnRrvdurXmasRG+uFK1cX/jhuWbNtLivXXoSS1M35SMDwYbcQCrVQvP2v8X1PEwLv1nkLqFm+EbvkRFZ0nLIQTIvd5UbjkIZHaWXhyy/QXF3FzYcn8dYgB4Xrt/FteTP2GDEokjMzwnnz6szHaOsiFjrixcL7zjeHYw/uZwhCf/vhZEaHnymxrt9+hYPZvmwxqaoHe2yxpR6EyGACEXhXuOzfS+mMSdNQ1ujh5L8txJ0gvBwg62IhyjUpGjabTMoRhntvfbg6stIlnDqYXEvRaddQesxd0TBkX2srgQFDTe00h7heHp8PV5dE88XFhiDu6GzF2VhjWp5xplFop61BCLK6LrP2c6MgVOqJJ5Jz4y9N69n7x7gPu1QBt2dlkTR9mvkExLxZV1Uv7R5RRIr6+6j9471sP+VUuvK/331DKGj8ZlQvv1pM6DJ6wEX1smvJu8dB9k+vjls3+9prsDtlchrXm+YXVi3iw8fXsGlxfLGbdx5eKTYfcx1GTsvj6AtF2P2R5w0nf5jI1xmpmqyrvbvvLSwsLA4angsXiLvsMtSU7iMhLCwOaZKS4EciNzPPP9+3fbGw6CPsvTc5NCguLqaqKn7gsT8pKysDYNCgQdHpefPmRaefeuqpaNsFCxYAsHHjRhYsWEB9vXC8dfo7Tcs7g510bunk/S1vcK58OsHaL5H6f8Tpd6Rx11nChfbe/1aTlqTR4ZPZmewmqDnZAtxhH8/i4BBYKwZfDwAXOEpZ8OpSgi1C1Koo6+SdINRs0fDp4F9riDHZNXZCa0bgdzYSDDWRU6xwWtuRfJixjGBjB5mMIEvKonNLJ69/8jr9U/oTXCtEmWM3+Jg7MYnVbZUES80i4E8LsvlvtRBa/lfewfLKPII+H/PrNuJtGC6O27OeZtnHlo6ncOzIx5dpRz6qibVrfdTVr6cglI+uqGz5dgNFAY2Ob5JwJK/G8XUbzd7JNHeaB/wLNnvZXu9js9RKizOZBZvrYMECtteLftxz1eWc5gyLDs418NUcOPVPjN9RxdoO45xMS09m27YavJ7VbEk5iWD43C6QWimtamRsqptgSS1bOqpxpiezo7mdMiRCGclsWteCLewmbGleSShpPnPWpjGxdit14RDRUmoJSispUOuptuVR2q7iLCujnSTKyspocnlR3D7KyspYsGBB9N6CMlptLSj2ZJaWG6JBg72GTtnPXD9P5gABAABJREFU8uBa8rCz0lbCqsHbKdtuuFdXelcTKM+Pfq5urufUKU2sKC2ms7OTpeVreIqXUZv/B8CjzXegdRouSXXwC3S263z51Zc4bOaCA4kINrexoUwcb79ACBRQO/y0VYt5f+i8j9s33Iha3hpdx+v14PkwhybPG+T9aBpaUKWpfFOizRP85ZMoXuGQKnv2Weq9HjI7OrF/8gKbixfQWauyeMEiShvaGNI5hKUYYeX+1y+kfuwrpKa24HYdyTffbGbtWh/N5UabDt82Wod2RAVFgObyNeQuMDuwtu+opqV5AQBtbevYvuOdhP21yQtYu9bHtvUvkatOpdi2hrbqrXzg+4ghqeOoym9maZ3Yf5FtHZXhe/buH13Mxgv/D3e5j2DQya8XL8ebZmNplQ9UndxFKn/y+LiruAo8IZaWh8jdmE5VuACTVtaM7Ff57MsA1ekSbZWV9NuxA+XeP1IXfv7kBFX85YbQM2++SlV/IdSUljVT8uZz6KrCN8uWR79LhP9vU7excKFRrb1262b8lW1c6nFxwv9NiD7jgOg+FizY9UFPUFVZsGAFcws7yEx28pu31nHrqaPxl6+nJqOBBZlNUCaOtSEYzhW7qQG1vJJVHoWij/3kpDhpLBfh9iUBjSp/M0VVKWTYnQy1uSnKcbCkciv1a31ACS07t6KoHbSkeGK+ewaLAiHKyspYsmQJ2+uboscYaet2uznxZ7fxylOPoXQaBZNWr3ZSWSnu/5qdTgYM8eGolilxVeEKP5ND4zfizu0PMeetZsgJUDsfezATyiHzzQYcMTk7axsbCXhj3IJvv8WQc88BoK1tPdt3rCBVuobmsmIa33sFgOqY7RdVrwVg7hyFompRjMXeHKTe5aOiYhOOmg20velhdbOXprY2U98i6I88zKb7P8Af7sf2ipV4a9ZSSzLB3KF4Unaa2m8u24DfEyL921aKqstod6WTMn4kOGHBglJIgpwjxW/ke/9bzeCZPtrKGqj90ytMO3UYxxyT+AWWhYWFxUFBSwu8HU67cP31fdsXC4sDneuug3/8A959F5qaIDtxlIuFxcGKpOsJssofYLS3t5ORkUFbWxvp6fEVPPcGN910E08//fQ+2baFhYWFhYXFgU1+fj61tfEO9b3F/vhbxmLfYl1Di+89Tz8NN90EEyfCunW8W7TvnnkWFt8XLhyTIM9zhGnTYPVqePxxuOWW/dYnC4t9ya7+PWM5C8P079+f8eP7vhpYc3Mzqmo4jCIXMTMzk9bWVgBcLlf0onZ2duLzCedIQA4QsAm3yYhMEXJV66nFExKOjKEZQ9nZXo6ua2iBfEbli1xxzTVieQhol3W0VHFbuHUNvySTqXTQak/DLkkous4YbxnbkocCkNuu4pYkArqODqTpbQQzxPbsNSJs0DVyJB5PMXZ/P2xKEu2ajjvFQXK6CP3a0bqDIYEBNKa20z+lP9s8fkZ0atjzhcOlXVFxyTJlPnFseU47Hm8Ij11iRKfGjlThhBuc5MTRIMJ/pWQbflmEX9oDWaBLOJzphEKtuDJyIBxuHWj04QlpOJKbke1+3AENW8oAPEod/hYXmU4frcEksl1eOqRs0vSY0NHcsQA0VYr9ZBcUgGyD1goIeSF3LLWBEG2KcT3HhBpA8YFkI5g1nNLwMY1JcbPN46efw05zSGFIkgu3LNESUqkPGi68FDw4CZCCB3SZSmkg+QEFh0uEJQZxUo9w+WWGNJIV8OsempPTSAp58DmE8ypJUwipdUhIpIXS0IGW5DQcqspgnxHu6ZOCBFHI0MW16JT8KJJCm6ODEZKbHbofu2SjkAEgS+hehRZ7O/3sWeh+lZ3hfmW5s3DZXLQF2ihILQBNR2nwUetsJBAuujEkfQh2ufdHkq6FCHQ0oto7w3nYzMubNBeFtgK0jmC0veZpQBmgI4dS0BwekmyD0doS51LTfC3IbhtqOORfstnQVRVlgHivUhuSGZ4+DLXBCDVvCzWS4chBk0OEkutJSRkVPcZQUhN2XzYSYM9PxuMRIaWy7ETTgkiaA6c3L3q/g8h56PWWiO0AoVALwaC54EiElJRReDzFOLx5yJrD1B9VV9DdUEUDQwID6FRaUcOORq87BW+S4cRLUXSSVUgPieO05yWDBMV14jwMQ6YmRUayyzglidaOAKl2GwWZSeihEGpbG/acHLqjuK4z+swB8IVUWlvacAY7sdntqIo5HN1nS6JwQK5pXkVtJym6RL8B8Q7CrtvvDlXTKWkw3HLDclOwyxIldZ1k6jJNkobDLjE0OwVadoISQNFESLZdLqeNITRoKjowTK4DTfyB6dd1AkoTbptKgDxaU2QUYKDNcOF6vZlkaskENS/eBLd6m+Ymx6WSmZlJc3Ul/QrEfkOhEK2treTm5tJc40GT/eiycBmnpKSg68IVryhOgsFkkpNbwSej+JzY+5lTIkTuKY9nO5Hcqq5OkaJBSrZjSzNCcvVgECQJpbExmo/QNVJU7w4E6lCUdpKTh9NS6yfZV48sSziHDo2uH/ltiUWSNJxptbiVPJQGI81FZLuJ6Gz2k9rPTaiigg57P5zBdkLOdJLSnbiTHaZnQEutF13XycxPprVO5OZMdL8A+D0hU97DUaMHd9sHCwsLi+89um6EIF9/fa95hi0sLBDuwl/8QhQFuvlm63tjcUhhOQsPMO69914ABgwYQE2NkZfq9ttv59FHRZGJm266ieywDTrSPkLx2GLWB9bz7Y++xW13c+NXN7KwUoTyfXDeB5z3wXkAdGx5kLIHfwDAMzcYSVsfyfThPyEfwlU+T2tcwm8GJHFqyKg4W7PwRM6e8gKrMkbwhzeaOTzZxnqfiqLD5SfUsrX8j/iO0Cj4hRh0jtu6heNensBrm55G0u180Bpi0kmFHH/paAAm/ncin235BxeM+RUrrlzB9Z9v4IE6mdxrJ0b3WeUPMm2pSEJ/u57Eyvp2FuQ7eGiHym9HGEn6K8aPou6x1SRPzaOIO/HkivDE/E1XMSDnh/jWNTDg7iOjA+KiB1aQd+1htGz/LRv980lVvZykX8FX9tdY+69xXD9yBc9tNypx/nrc4piL1QbA3y49Wyx742Mxf/OHMO8+uPFbTl+5jXXhMOQraj7m70WPRNct9QY4evkWAJYcOZZjl2/lliH5PLGzjnkzxjA+NYlXqpv49baK6C6Hu+3MyrJzUrW4dj+S3uHeLbUMLbwXb9Mw6oa08SdJ5LV775saxh0xlseX/JdnTzyf42rW8fUAo3JybvmVOFQH55afy7b8QcwfO42BLfV8tDUDLTyA/ta+nZFqf7J0IcLMcayj3NbIO8PeYUNpOfef8RsqOyp59tRnaf20lM5FlbyQvIFrvOLazcp5B1fuV4zrN4784I+pdbzCW+e+ga7rFN39JRePEQVQst15vHTmbAalD6I3irbdR0XVbPEhCIS1jVknFaPrKrfMv40H0+6m5V0hynV8+AvQFKr/ESSpeQy+ftvIC55D1oKLxIo2yVQl2bf8HyQdlktHuAo5QHCIRuNvhZh1a0Uy35wzn5L7viLbVcCGlsVsbv2Gyyf+Hp9eRtmxd3PyrB20flpC56Iqtp12FVllZzDxrIdx9E/hq3kj4o5pTMNTFF56VvTz1m33UFX1CifPEkV3Oju3sXzFWXHrAZw8awevPHoER/pvxd0pzt+nlc9xyrCf8sn2f3Lu737P2auv5LMt/2Bp8ucUTjiMb958he3nX8V7/Q2BJt+ncWVZkMvKhXg74K4jsGW4GHrnJ/wlJZ0TPfCXU7PJG5yBruu8+PE20qpaeHfOnxn2/nu0vfceebff3u11a+gIkJtmVG5eU97Cnx/4B8c1LyVrwEBaaqqYn308JzUZ37HodyrMK29spnlhOe0DV3H33Xebll3332/5z0/jq+TqmoYUkxNxe30np/zdCG9e+JuZDMlO4Tc3fslQxcYjmT7G9k/j85uPQ/3PKTSW/oiQLp5Vuc5L+E/9Kzya4UOXoMx9BZX+j3EMTCWj/myeKRL5Y32Ft/P02ZlktgZ5IuPH2BHC9JKvL+cq76l0NG7krUJDKOvQXKTJ4sXB6NGjueIKc3XKqqoqnnvuOX71yzt4+Q/LaOm3Fimljpyccg477EbSM96gvv4TampGsr34aI4/4SU2vX8kBeVesm42VyU/edYOPKvqWNZmhNuOmTM7Ol344PFx57Bp9mzqH3wIEM9zTVOYv2AMACfN3Mo/f7GYU/iEZMnHoH/+I7pe7G9LBNnuY/SFNzO16k/U/eUv0fnjtm6Jaxvdzs/nccOTM2l5/TXeWDKA4SUfUjLcyM37y2dnRaefvXEBqqLxy2dnRfcfuzyWtXPLWfL2diE26vCzJ0+MFj3ZFxxKf8scrFjX0OJ7zbffwhFHgMsFNTWQlcW722p6X8/C4iCnR2dhaysUFIDPB998A0cfvd/6ZWGxr9jVv2esAicHKCeffLLpc2wBgOwe8iWcEToDgGC4aur0/OnRZb/46hcxLQ1xpNRudli5vhH5D6ekCaeTPOVy0/I38s8gTTUcdhLiZeWQw7KRXS4CY+OLDbSpMpJuWGliHSc2XRzbe9seo+r3S7j363a0jiC+jYaTKjWm2mnQq3DbVjGwLskxxAcAR75wkEh2mYJ1RjJ/XVbRQ6JfkkMm6Ff47NkNtDf6eG3bqyziBH7L4+gS6JvfB+DXpyvYbl3DbjP4KGgsorqmiHUdPq5sFsLElPYSQtqQaLOhSU42HisKQBy7fCsA/1eYy2C3k2yHOFcnZ5u/vCV+hfKgWJZedSwA947rT8Vnf6Vm+fV01s2Mtg2lNPDcirein4P+eCuTHi4HPX+sKGQg6ToFvzsyulxBxY4xeC63iWuytlS4KU9f9RZLqpcA0LlIOKgiQiFAsEn0p7yjnI/XtrG1RQi+iq5EhUKA+uYkFN3sLEtEecWLUaEwbdlAXMUxFbAlGVl2sKByAZ6VMWE1mgIOB5JHwtdvGwA+X0l0cepRRgXolKNyUdsqkFzm+0rJNb9T0RSFNU1CiKj0FAGQec5wkiYYhVU6Fxk5UFuGfo49u/tqx9tybzJ9rqp6xfTZ4UhcfXt4+m8BsOEAyfjeueQknCEnR196BbIsU1gvCmbYnA5sduE+DPnMFZHrkmQeHWf0seaBFfi2NgMwE7HOwzk53DOygH9XNRI6LAuXGkIPhaj5/R/o+KrnSnERoTDoF+K5y24jSRWuN00V196phRKvHDkPOzxokkIoFIqK9D2hKiH+fvm5Xeaar2UoLBRvdBrPQaddhtIF2KpXRYVCsWa4IEaXl8rppwzGbTMKDUWWJ/vb2NA0LjrfZgshIZGRMwlbjJOyTTfOe+zruxJvAF3XKS29iiOOfIeAV6yT1TyF6647g5GjVjB8eD7JSeK5oqriOuXdlESLYwit2dk0bIwvEtXyVpHpc+GDx5M2axCOwsTOzMzzzzd9bm75Ojoty2KfqqYj2bt3Bg+eIH63NNXFqJF3o6u7UdhIh/YmH84zRYXvWKGwK6pi/v3pV9B9HsugT4luX/TtgH93amFhYbHnRFyFF18MWb0XELSwsAAyM+Gyy8T0s8/2aVcsLPY3llh4gDF4sAiDyvp/9s47Xo6qfv/vKdtv7yU3uemV9B5CQoDQexOpCtKVIiggKqCifkUBUUQ6CEKkV4FQ0klI7+Wm3N77vdt3Zn5/nLk7u3f3Bvz+VMp3n9crubMzZ86cmTlzds8zz+fz9PsSV5Tkaof+ydiLigTx8X7l+wBkObMAUGWV3rA1mZWd9dHl1zwxTr4ApiPqlh4fIdmO2k9uvSttOK02q30yoANVO9qwDxlCxmuHV2ZIQEu15dL7u8ZbE8qEG320L9kb/exRFBZkp7Nhzji+VROmJCDauNNlMCfLw01DLION9EVleGYWIesW4SPpCrYCQZjoEqz8RwUHtwhlz/M7/06XFqaHdAxZYk9+u3kdIiiO9Ggdk48/BQotIix6/kq/CbIipG5/f0/kwLR7/wFAjr+MptCfrTZJEnl2sa/LJINzbAqfzRlHoUNMwIsciYYfH7SJ+2j3WSRXphlW7ccigNon/gFv2Pq8rTQxzO+tM9+K+5zmFhPrwh8K8jCCjmok3s++NY5u0Y90Q8c1sV8I6tkjuHiWMJx54vgnQLfOJRAJEO4eH/0c8ZWj6cnDgvug6yEqKn4JgBx2kf5ZAUqrOG/JC63mj+BxVTqSox/pFA5jeCwioCdzJ0ZYkFZ6IIZkK/Ni+NriXF8BOr9rte3J459Ei2h4VEHkGibToOa5UdPdDAjTbTYne95hzzNZuLEsOxLWDV51D8WZ5wIwIn8sumrda9UsL9tthENBjt1QwCZ5M4c2byDLdMDtbkrMU2TbIl4CeOaIMm1PmyYwJtEuh3QUSeLPYwejHupBNe+Zf/NmQoeSO0P3x0OXijbbVRk7gqyJmKH6V15zKV4lxjH5/FPwdnZEPyuqRNjePWDdP3tjB1qMo3OgV7yU2Py+pVAMhOPvbdh0Ug5J1n5TyrLAnfhSRjMGIMP6jZGjCpeI9uo6GRkW2agoESQk2oe8x6mrXok+9/dcZykJnzCcrO8S7Z67bjd1Xi/B0EEcDh9ajDu0ooplt8cbNcvRNdE+XZYx0h205uVRt7qIQCCmX9ZvYd+xV8S1d9XqI0mbXYK9ZIAwbpNgdk0T40JdnXAXV1XrZYauSRDzPaX3c6iu3tlGycgsFlwwlsGDv0tgm1A8Zp17LiOWL0t+3BhIkhQXMhyLSCj52HHeHTM48+apSbcBONw2VIdCuTl26XqKLEwhhRS+oejthRdeEMspY5MUUvjXcPXV4u+SJdDe/uW2JYUU/otIkYVfMfSpBnNzcznrrLOi6x2m0ukHP/hBXPlYxSFAX1T5PZ/ew/rG9UT0CHfNuYs/Hv1HuoPWJFt2WGEHWv/UCzFzvGU5MxjlduD42CIX38s9krJgI4O9ulAVOuWoVsc9fTrqDxeKD+bEMVxXFyeXkYFJx1jhpmM7LbWdHqP6McI6QS1IWAujyhJLJg9nkNOOq8uaMH5a3UGGqnD9kALyTDVe5uJy7GXpZJ9nTdJtRWno3gj5V00k4NPYs0acf5FNZqZ/NLt8FnFSXyxIRRwZKHYrf9e+tauS5qmw9VOhYTr69pV80+hmUscKCv0Dq27GpgllkfQv5MEwJGuCPDdNZeJonV4lRrGJtf3Y3AwCdtFOW8Qi0nJt8Tnh9jjT0HWdt1a+B0BE0shW/45N2htXTjfPrq+r+CN+JDm+7cWjc/nFGRPNtqgYhkUWzn1hLqrnAHoom2Dr0TjCBuE5wmU1rOmU3/ZOXF3hhgbqlj8a/Vy24TYIakQFWQYE94g2fmuFTqhChLL2vH4lAB25dqR4IR2GqWJT813RdVUXXiTOy2cVzox5DgGcipMVzz9FWBfqVtm8FvUH9kDEVJ7FEFKDNggyvO/e2h3x17w/fL5KAIYMvsqsK0zFpJkJ5SpqDyGZIZNdZZ/QNswifhcUCUJOsSnU7BSkzOq2Nxk2dQajZs1j3vkX03f3lJgcqXJzgJBdJnTIGitOx4ZhkjG6+XeQ005kVCaD3Z/vXp0Mgd4wDlVG1iL0jJ1OxFTZjS/L5ZlBF/JS8ZnRsi2Vlgp02OQCejP3JdQHsLuhh2c/rYqSfwDP3X4TAB8/ab0JDkbiiaWIZvDkqkNMDFrP560njAFJRht7CVuIoJZn8EZnmKqgIMswdNwR8aylzc7FVuDm4tBt0f3LZOH8m2szKMyw6p0x83VxTqNfRBuqkanaKG5qoqTIetmxq3QYd1bUEjDbqT80LbrNH7DUeMGAGMN0LYhhiLJud5d1YoZBhV28UFj/mdWHP9pzNoYcr+oLBhuQ7HJcv42F7BDjYKS5Gf/27WRnixCc4cOtFz2aIcWNAVokkXg7/aYpjJ9fItrt9zPkub9RdM/d2AoLE8omg2qXmXr8ELJyFOyKdQ6tdb1UrG9iz6fx4XT5g9Nxpg3cRw3DQAJOvnYiY+cVp5SFKaSQwjcXzz8vCMNRo+Coo77s1qSQwtcLM2bAlCkQDMIzz3zZrUkhhf8aUmThVww1NVZ+Okd/EgrIyYkPR5zTL2+CHqOIuuKDK7j707spcBcQ0AJRBRSAq+RlQpHkE8P+dJUkSUhha99qVwkV7sG8usrLyZkqEbvMakeY8iME0dlHwozesF60KRCg3G2Rg7IEaYHkIWhyv6Pf+MmNXPfRdXHrXONzyTjeJBgVCcMQysOpGfGqLs9UawIqoaB5w9gHp1O7J/6N0JBwAR/6OgCZoqYYM4Dzn0ONIQtLxyQ3wDnm8mviV6iCwfpd+Xejq+607WBIjxmiOjee8D0hL4PFuRn8flM/Nusw0JDpLrVCASvSZD7qWsWz+RdazSB2Mm2RP2HVmjxv/6SOAj2D4xosArG5uZlt27bhGJaJZjPIUV+m0PFDbDEGHB8g8pr1DSBvHXgrSlyFcyWcY3NQMqxr19jtB12QJh9VfwSApARAigASGX6rrSN/8s/ocmfnBj76eDjd7/6T1gcfiq6XdBtSSMdwin5pa5AwIhF0Q0eTwdB60Nr2R8vfdbZG8ev9FEYRQTqrOVYIqGoqcwO7dzN64wZRd3F8HpMJeRM4sGEtbWFBMPdEhPLt0LYNSBHRfzvfFrkGs04fjhxxxe3f2Ph6dDkzYwr9sXuPyMWXkyMUiHowSASZI+dsAWDvq+XULp2HbuhgEmMFuy8mmF4d94yDUL32vUAo6HRycJN4JmefdT5S3/oui2CSDPjbjCzCjRbpfCtW+42gIKXC5r5HZFghnvK/kL/r8ZuX4rDJ2Mw+GuwJguTBZVfQZJUWex4ZJeaYEfNCRNeTj1kV+ypo6PQCOltrOqPre9tb4so19wToDcaThVXtXu55exex+lmbIoEeoWHzeUxG5Z2tQnH5Sff1ADwduofLa57l2YNTyDpjHGqOk5X6RCpdg6lylbGkdjIL17yL1FRJe21l3PE0VVxbyZWLbjjIzLdelnS6hLJva4+fGq8go4+b9nh0uz8orpekBNmz907zmgSiatS8fJEeQJ53PYZWzGeRwWxPH8fCI+fTVZeoio6FZJOjpHDiNjN0vaaGynPPQ1U8jBp1F6Ul5wMw58zh6KodI2w9x5FwYl2yLEVJc1txMbaSki/0gmTSojJ03UDXDFS7TEa2nVyn1UedbhsfPLGTj54ZOO9hMhQMyWDi0cJEJuSL4O9NrlxMIYUUUvhawzDgL38Ry1dfnTJoSCGFfnh1b8Ph/+1rZPPpMaHIX33LhxRS+LcgRRZ+xXD55ZdHl/tcju+8U0wKf/rTnyaU93g83BBj47527VrmFAsC0aEIstEb9jI4PdHlsaot3qmyPu9zEruHrIm6YipZFEmiMRRmjSuCJoG3K0h+/mIAZJcgGQxNY4TbmhDPyHWQvj4xBDIZVtWtosEbrxaRbApnvC/CI9Okw3fhtzgDgEz/XNANJEVOmFAODhbTm3U2YclGY2FMXjm7O84YoaA80ZgCYNTsI+NXyOI65oQFQecIyuhHnIvRR7os/kVc8WKHnV5Nx2ZYytD+2D9nEHMcddjNH3g1DMbrskieOyYm5sMzItaPwYkNwYTtuuSkansbwcK5LC228cQ6M2Rzs8jT6JlVhJzpEIPELfspvMlSOO1COKpODIrJdUewA+cYQWTLQQjstghZ78Eb2VHpoi94+cZPboxuk209OPI+5vElKxLad/end7NxkyAjepYuJSZKFElXkUIRApMMJMlG7gMqnf4OApEA46uh560X8a38HwCuul6hIVci8pMb4upvOPpvIk9bgRvHiCx6370ZzXQcjzQ1RfMW9mZa/U9ptRSCoYggd3XzWdi15hMIm4rLgFgn2RVkTdybXbt/nHCO06YtYe4cce7LVwgy0+cTJGdf6HFtVw9bBxfyyVOCNNJ9WYR6VHQ0DFMJJUdcaPZewq4WfPkWSaOo6mHIGLH+lB0reXCjRVQ/tbpygPIxZKEZrlmUY73QuPfCLx7WZOgdZH5wU9T4A8OPPf1cXDbRR3RJJmK+zHjlVz9l//q1AKx93VIZxj4pz//9eabSQfrYO/j+moFzGc781Ue8vrkubt31fxf9vV7VCapwy+JROFQFYnLqJdBeAUGutwTT+O17e6JKWAMJTZJpy85HAmRNIxQU19bnE2TqFrtQIBozJqJpBo4ia2w8mF8SXW43j9Fls1IhrHtF9I3sEcui67Zs/Q6NTW+IslXC4OWVonoktRHdkPC4XWSkeehusY7TB1Wxwo4lRcb4gmG4mh7E7RqCJIn7Vbm9lTXysbwRPiNaJlhVQ1pPNRl5yXN1GuEQUszLmMOhZk87a17dj64ZyIok3jjFpC2QFYlhk/NJM/vjF50Hl4zMYvYZYlzPKU1DG0BZmcKXg4cffpihQ4fidDqZNm0aK1euHLDsZZddJl5s9vs3fryV7uLpp59OWiYQCAxYbwopfCOwdi1s3QpOJ1x66ZfdmhRS+Fqi5pQzCbs9sG8fLFv2ZTcnhRT+K0iRhV8xuFyuqMNxba0wjFDNpPED5S3Mzs7mpJMsp9QbpgpSJKgJgujlfS8zKntUwn6aYU2M2mWd2h7rB7PzfWtC3RfWd19pIZMOijoV3Yiqi3LNvHsVVV08/ePVFBScwhFHCEfM0PzT+fiddgq2WorJ/AEUjcng1pyUpVuqRD0QQQ9ECGAwpNrP4qG5+Mz2JZvmvihdzKuci16vD6iameEdn7jSMND1cNS5Nq9sCDPPOAfGnAzjz4QfWMYnsnlfQjGGEbrhod0myIH52/IISaAZyY1p7LJET0TDphPnytuHcuMANklHQsJmhvlVMpyHg/dEyxxKt/rGkaZ5TEerUMy4NRfnVFvKwYyuNQBotmJKR2WzJk/cv4mdOgW9nVGS2j2pgIMd5n1TxSTc4xFKsjCWOvEHg45neuF0XONyefW8zSi9/cxAgkX4ggb9Nau+aqG8DHdPiK4zDAPDIYall/e9HF3v37IFI2a0knQVW9lgc58wkiGxpX49Jz6SGK7bkW7mNUzPilvfm7WVzMXl2Io85F9xBBknHkPmqadYTIOiMOjhP3Nw0IsAFF9no/Bn8eRG/ZSm6HJED6Obaqq+KmS3imTmamxoeDnan8qHXGuWU3CYYcmRSEwIKSDL4liz9jURsKk0HdwP/mEMOWIauq5jGHqU3OkpEmTa02N/jbtF9IXsc0chKwpaJNE05NPOXpbPEWZIimEwr9V6Npxa8olz+tFl6CZZOC5NEN9DhmbjHD+e7cNG8/5EYabU05aYc7EPhqkMNHQv3ZvWoMbkPJBQ8ThEXzQkGbtq9ZddKz6OqiKJ2QPEyxAAj6lS9Gu9JMNHOwXp+9rmOsAgk15uO3EMsrMG2VGHzQCvrnPf+2aYc4zZyuFeIP/1k8Sw6A/nn0bloOGoWoSQGWIdCgplrtZkhvS62ghHIhj11vXWY1iu03dZOSC7GoQqMNwlvhM8RTsSjvm3g3+mft33UGLGVwOJ9oDOh9uqqG5LNPoYe8g6Mf1zzGVioesBZNkiAX39XjwBVH7varK6DnLR3cIwacri+BdWRuiLk4Xt9V6qtreha7pIvSErGLpBmSbIU10zcKXbcKXZKShxcMm9cz+nxkSMnlVEZsFhco6m8F/FkiVLuPHGG/nJT37C5s2bmT9/PieeeCLV1dVJyz/44IM0NDRE/9XU1JCTk8O5554bVy4jIyOuXENDA07nwOZTKaTwjUCfqvD886FfhFIKKaTwxRBJS6PmtLPFh5TRSQr/R5AiC7/CSBaGPBBmzrRIkvF541lUtogitwipXFy+OE5dNLdETKTOfX8+21q2AbAkLchaR4TVty3ikYuEwsm2XYRXtvWGOH58IcNdTvJ3dAIQ0LKiE+gRptlIc6+Zw032UJB/PACN3gwO7fWxNVKZ0GYjrBNuSpxkxmJx51xW1q0k3OLD0A2a/7QF77oGAsDQwjQa3DKrOpOTA314RfoWU2bZo+V8donQYUSU7vaxIEn4/VUAnHXHXUw/9SxkWYGFt8G5T0POsGj5qNIsEKCtVkxkWkM/A6C4qYahbVkEIgF0TEOMfsyDU5Z5pr6NKrdM81+3oZshucFgM5oW4Ff8iJaWD1gTLMFrEqOPSdey3plIAA9pbWD8vqWcumM5sumOW+ofGjWEAchvsZx203KcrCwQBM1uv0ZaOMzevfH5CUkrjIZWT5o0CTDJwh9XwvgzcUsyEd1ss5aoYAR4eJkIyzViTE4MTUzM7zzykui6LT1+ggv7wn6tNodOu4j271tKL0lXCVdXxR1j2n6Ds1cnEtFjcsYAcMPHNyRsA3E/du76IZLDgeR0RZkhSZJIX7QoWq4qP57sHD33KGaef070s2ZEkENpzJ61NMoW2gel43D3M34Bhgy5knlzV5rHGSinmnW8J869ktaaKkKHTuDAxvX0trUybMZM0AyCuk6pQ5CPC/IsMxD3pHwMXae3rS2hZs08x/LWhoRt36t+ik0dic7GaUeWRpWFfQY894eEgvjx7wjV5PaDB3n02ssGOB8Ih0T/CPuX0aWVMFsRLuARTwaYKrU3r5/HojEFccqx+ooaXvvt3f0uj7g+s/8+GwBPv/yJFRua4j5f98ym6PIYqYatzispynDiyF+KPW8ZZx5RQo4uMzJsfi1qFnkW26uKymV6wtbYnBGxzJpiXZJt4TCyrhGRxfMl94jxp83jQg67cXaORELCbViE2bC0+P47s0uMz47iCnGORTtBiuAp3EN/rK/sZnDNx5QftF70+LGhSQrrDjSj2xKJuYJK6xlau3Yxgd3tGAO8zJHT0rCZBly6FkBWYr6f9MS0Epo/hGRE0L2mWctZ8QZLWld3NLz5i0IzlYWSLNEYzGWyttZcr1OxvgktotNcHyQtOzn5s6ShnQpvIhm+uqOHHzY14nANnFc2hf8u/vCHP3D55ZdzxRVXMHbsWB544AHKysr4Sx/p0Q+ZmZkUFRVF/23YsIGOjg6+853vxJWTJCmuXJ8pXAopfJMQGz759tqdaEuE0d4nJ52bEF6ZQgopfHEc+tbFYuG116Cp6fCFU0jhG4AUWfgVxpQpifnMDocbb7wxunzn7Dup9wpTEqcaP3G6fvL15pLBhe+KHHe9MhTnuynNcnHCBJOsMYmp2b/+iPd3NgmljzmPPJiVi72focVgTUz2e9stwijSLoiKiJoYFxas7qbp/k0J61/OWUq7W0zAhwVLAWj6/UaaH9qM1hMCA/wYbNBCrPJaar6+IxR9sgXNMHijuSOu3hcH27htXy1/X5DOignxeeT60EoeEZs49tp1gvAsGz+G8QuOSVo+Fh8+/mee/uG1eCMaTQ43C5vr+dH7H3HWkBvxm867YIVy9qEvtLjVKRGu6YmShatWz6G+QfzA27vv5597/D5IQFlHC5Kkk5NTS24kg87SZdHtukkiSoYSF3ZXE9LRdI1gUNy/3l6ThL1lH6iCaBg9ejQAEVRwZcO4M7DpOmFTlZSMLLzjpDHWuesxfdFQOXONTs7qddFVkb5ceEPCuGK6TOsJT8afo6EiyYkqoOO2xBOxI5Z9wp52Qaw0+5sTygMYRojGxteRHA707i7cM+PVifkm8V2bJxoU6RH945QbfhRfDzqSDkpdNr7N4lhKup3SWxMTiatqOk6nCDkdMExYkqLEcmWZCPvetfITtLC41sOmzcTQDIYs38bjLRkYplNv48km2anKbH7vbSo+WxOt0jNVEDZ9uUFHNFuKX3vIIlGqureTe1m84lZ2KFEiKRwK4ghF2Jam4po6lZ1m3sfjqrppKCjlw7bkjsUB89qhd/NOy/no5leQf/AokEyF66AsnrxsBlrEIqB83eKZsceQOYaZIuCIhgUAuHMsZWbl9lbef2xrbOsp0qyvu/Js0Z+dNkXkzZS06LllIaN1BTEi8WShJou+PcX+N/b1WCY1U7q2AKDqYYb5LPLNGQqgahq6ouD35lK/Np/6z/IZdkItus2Hc2QWp4WmM04TCuDs7Gxm5PXPOSnC/EOI9hZP/xvpgyxVc09PaXTZG/Ew8sCreGNyhYqwaIXWkIMi0zgHIPvQiaTZ4++vPyBedDT/aTPJMHrD+ii5p+tBlBhloRyjejcMA0PX0WUVWY9ghJMrFnuXLfvCysLCoeJFy961jexYUUfVbtG/QpVVjJT3oYV1QgGN9vrDv3y6bV8Nyzt6EtZX+IK83dJFRziR9Ezhv49QKMTGjRtZvHhx3PrFixezZs2aAfaKxxNPPMGxxx7LkCHx4fe9vb0MGTKEQYMGccopp0TTbgyEYDBId3d33L8UUvg6YfBr/0AJBekcN4GOif/avCKFFFKIR9eY8TBrFoTD8NRTX3ZzUkjhP44UWfgVhv0LTqT60KdEvOuuu3ColurjqFKLrPjbiX9jWNawhH2nDM7ik1sWxq2TmwM4lllvHW2KnOicbOK3Z1vJ8/eus/IRZo4ZCkBBp5gEb/ZZkzEjxuQk41wrH+ATha9x4RChVDquaw5jfaK94QZvlBH0A77DJKMP6gZX7YxXnrk0eLqulYgMmkl0Vuv+uDKbmEEovTZunWF8fnjelBNO5cAGQXr9paaFi2aPw6/ZmJUv8qelHYq/cC2PbYsuO8y2jOjR+w4Y3VZV9dfDHtc+QHikrsvIss74CZ+QOedRmsY/DcB5PS8TlsX5SNk/JhSy7kHAiD+2L8YRuA9Dhgxh0qRJlJWZoeGSjK2nKU5ZKOXG99ssl/VZVmNUWLrKnN06WVsqouv6nGr9aVs4PnPg6643HkJrE/sdkMdhKylJWs5WVMRl4y+Lfi7b8yOGrbgPe88gqy5d9CPZYce/fQeOMaOjTt4AkjlM/vE08Vc7zGQxHAzQ+qQVIqobujAi+ReQny/CgzEMPusamPyQFAnMsN7tmQo+RYQW5ZVYhiw5pYPi9vko8FncZ09QEIStUjc3PPnL6PoKRz6uMVaokmNUNgQ7ObCxGU3T6WpswBYW/UPr6ODIFqsfPXfWNfzPoQaKPtmS0Oaq7WKdbnfQUVZJa0Z5zFY1TnWrRyI43CJ01tDEi49QjBFOVFlYfTIA+R12s6yd6l3tYIiy8y54ENk2lHkBS8WWY7qPO20yqucgtvRd6CZxProonYZff0a4LZ7Uby8Qz/dr6+LfJI/sFapZ1YgnmmyhILIeQVfT2b/9dKYqTchKjNu7HsGBDRkZrTfEDTfcgNIvmULIo3Os8V5c2H/pHMsVfN1n8YS1/ehFNMY4KwOM69nDCO8BejUHZnpN8ivOY/KgvwGQ2RX/nIUbBzZayjKdwSOB3mhOTYDSFVY4jq4b7Bk33iILg0Gue2RRQl0A0gCpNfrj6IvFCwebQ2HysVZainB9PRX6KD58atcXqicxGQI8VNXEbfvEmL+jx5+wTwr/fbS2tqJpGoX9XLILCwtpbPz8fMcNDQ3885//5IorrohbP2bMGJ5++mnefPNNXnjhBZxOJ/PmzaOiomKAmuDXv/41mZmZ0X/R774UUvg6QNcZtkSM9Qe/dWnK2CSFFP4duPpq8fevf43+Dk8hhW8qUmThVxh9uQq/KGLJxQy7UGKcP/p8spxZ0fXjcsfhVhMVWa9dOy9B4SQZIAWtQdCmyOiyn0WfNjN0WxcB44XotswYQigco5zryhVKtOvelmla9UeqQ9ZkeMsTwqTEOTaHjGmC7Hk9OzH88Q9Vt8Q0ymqj3J485BUglGTwntphtWv4dOFM/FmknX3p1mPwjCQmF+kNs6Pr+sikw0GOuVefvvQ8mqSgS2A3J9QTl1uhTpH2AMEDMSoov6j/mCZBNhiaQU3NMwAEg4efGP1z5mim7ReET0hRqcrrI4pkcvOEasyXLxRWk42NnOR4hTH5YuLttTlokgb+khvIbGXu3LmUl5eLD3UbUA98SFgP0x5oJxgJknXNOLLOtEIOXfZY1VFsHxPXPXuVpS6tbBZk4o5BZ7Ar/dqEY2e+KOoKrHoQNHHd3mrzMfzDpWwcEd9/HSNFG344/Ye8eIrIOzj4+PPhQFWUEO4J9VBT8zQAkt1B6OBBZLc77svfZs/G7RkX7XuRYHy/O37bgehyZ3U8kfTAxge4aulVKDFGEn2IDJBD0zDCzJ61lPT0cdQFEwnT9DyhagtWdjGyTYScrslX8coiJ2ZJWjbhmnUYus6kxSfF7duQ20NX0Op7xd3CiEY3SSqnJsiSgOxgQ6VlUpP/3Qmw5GIkCQ5taWXPmlXYwuL6+3bsYExPfD/q33UMw+Ch75zPB3/9IwCa6frbkWaqK8MhQEaPydmpRSJMOPrYpNcIIJxdwD9+fVeUxPObhKLmL2f7J7XoYWGGMv3kcvTwAUpilIWXzRMvMdQYAyN0eNsd4hTTLVwiUWVmJFqd4DBMV21DY1v6eErt4p5N6bSjaBphQ6G3rZmhae3EuvSEGq3w8IZf9qlr4y/cJmkmNkL0hNNJhogmxpewS4TF2JX4Z+Afi8eRFelikL+OgG5n32tDzXOTsBUKInZYVTw56Bw7cD6r3MtFnlFN88WRhdmdVuqCiDn+65KKZEQwQv//DsM5xaKtO5bXJagHlYgfX/UXC6XTDWgLR5i3djfbe8R5Z6rW+DQvO/E5TeHLQ//fJIZhfCH37KeffpqsrCzOOOOMuPWzZ8/moosuYtKkScyfP59//OMfjBo1ioceemjAum6//Xa6urqi/2pqagYsm0IKXzUUfLqStKpDhNPSqTnlzC+7OSmk8M3AeedBVhZUVsIHH3zZrUkhhf8oUmThVxi2fzGfUzIDlP7GJnbFjiRJZNoS86j1h6T0Ys/7yNpXlUnLXsu8apWLdmvUxSTEV2SJR4sFKVW5rSW6vrJOtCls8xAJCJIiwySS0pL0PkMaQCoXbZS1qFYNrLo6b+uBhHX3jhdqopYslRe6u2nMUgCDb88VE9Er91skUMHeC6LLXyTxf+y1ryodTqtdwjCS379QpVCmRdoEMbO2S4T79p2a1hNiX8U9CfudZzwHwAcu695phsF1TkEM12QLAtStO1DCiYTwrdyLzRZia7u4T0FFQlKtm3DEQqFC+/sMQdDs25do3AAgyzKaZpIm9jRsBoR3vs6CJQsIaAGcbjdpsyx1m9skC1fcejTeA7fyy3mmgk230/92L11nKTxWSwtEuHMMCtRFIidgDAZlDmfz0hpG1Zskh9tF+gknMPiZZ6JlxuWMA8AxLJPQ7jeQIqIvLHpxDt3dfSpP01k4Jm8hCBOSIaN+xdkjRVLj5rffijt+jFiM9Eg8qdPgbaCyu5Lp01+mP/76g+Vs+TB5sn6PZxiSpHDtLqGOLWuopj0zDwOYeuJpAITrvWjmxNkZMbj3UBXpWUcS2LyRwMYnMEIhFNXqg8NmTOaxP0V4c/8bVMXke9wRKSLzKpGLMtN08B7t3c/FD3/Cq1hEj2Qan3z0zC7WvfYitojYZh89Fmc/Y57WkHhmmptFOPbdd99N25CxAOg2O4GSodGyqmRH7e1it12zwuLvyiTQ24PdNbDhRMSTQeWeJIoy0wlHCwuDELXPYTlsKYZHFYhnXo+9z0BIMghUi3GlZ70YDz6LCYduLVo9YHtUPUxJXgaOznqGV+6moDadroxcKm3iWciwxZPMkX4kmqEbhA2JQa3x442dMDoKYV9W3PrfbRDpJDw1R3P1G8IFuffDjzj1w08BuChwFCUf1HJc0X6aM4uJZObib3PieLkMT84OZDOkOydvQVy9ku3zfxboWhBFscKQbRFLkffB/eIa6bJK2pTJ6EkUygBpCxd+7nGibYohiLZ9Eq/8Hrf7WYYeepvSIYfP8asbBiHD4A+VTRzwBzluwz66IxoexTpfOaW6+UogLy8PRVESVITNzc0JasP+MAyDJ598kosvvvhzozNkWWbGjBmHVRY6HA4yMjLi/qWQwtcFQ198FoDq089Bc6cMnFJI4d8Ct9tyFU8ZnaTwDUeKLPwK419VFsbC5/OhyiqakVy9JMnJ18dCdjTiyBfEzNTBWdgVmal1Vg6hdUFr2a7K+Jxt7CxcRW9ATIL7nFoBVs+9l73TrwHANRi2+jSUfhOzjNOG0jo6xC3ThZLwohG3x23f56zCr8WHiQ1y2Jib6YhTSwFsM8PJHn/rSc7f/E7S83vs+Ex8MUqhzLDVXiVsKUy+kLIwhixM7+08bFnNDJ8O7Bfl2kLxCqbWx7Yn3W9spgh/GhYTC17qsHPSxYII+3S4cBX2yUHSu0YnrcPrzYxvixkKvnHOOAzDoCqvmG53GgZQU1PD3LmJrqKKolhk4ajjsRkGkd1vAPBJzScocjxp7TTJmrIcF0Y4h9NHnE7P7t8wp3wInhj+JKwobKyNV+bp/YaoSHcAt21QNOz43gYnpWmD+fS1A/jd4vq8+qvfMOiB+1FjHP/6yIaIHkHvbSS/Qjhk5qkGEdOgovPdt/sKx7dBCxI0DBymoUOwpwunR/SPPndfZyhRhfZJwwt4bB7yXfnRUOb+WP2ycHNdcNQWcrKPTFoGIKTaeOKCGxlx+nlMP+VMfrjk7TgFWF/fDfoPIZlKKSMQwGamJvAEw5R1BzGA+9f+D1t3WqHSDqeTPvHnBUNizsPQeYAAmIRyi09M0iMhcc42Mxdd7h0/J9LvmjWY1+O5555LOJeIO36ynW8vxZBlIhJU7Wij6ZAV5r1r5SfRZVmJd/PVXR58gxNNftT0PvMP0YYV+8TLi0hwI9cby8WmTSIsq/+riaAEfalYffVCwdnQa/CZI/kLg1ihrGpoGLIgZwMOF4paQMvwkWzKnkkkPRstdyydB6xz3+XOYvrx6WzNlNm7+DKCBzsJm68MMsNWuL6NEAU1Nmzuzrhj72kX5567+xJcQK65b1owzA9mXozTDF1Ot5/FycEVMW2eird9AmwValtOuo8h1T6yOsPkXDgW/7ZWetcdXqnXufKdOGVhLLorBcFjyCqhvbs4dNbZySv5XxJzwybnx32WjQi6pNDSIMZVWygxJyFAQE98EbWus5frdluEfbLUCyn892G325k2bRpLl8a/GFq6dGnS76RYLF++nP3793P55Zd/7nEMw2DLli0UFxd/btkUUvi6wdnUQPHHQvV08FuXfE7pFFJI4V/CVVeJv2+9BSnFeQrfYKTIwq8wJEnizjvv/F/tW1tbiyIpcfnSNly0IbociVXLyYnukKIBFpH2yMXTsCnx3eWDMZYr4fiSDJxFb1CRtxHM9IOv3x+fOLwHQVTpgQATXDIZZshcYLcId8yYO4i7T7+XjoAwJnnw1D/F7T8qMARn0FJKSWo3LkVmU+273LHqjqSnMHjfcs7Z/s/k5weEJEsJVukR5xdBRTJiQ2c/X1koxYQz2k0GQRuAZOz5WHypGKaKSkugLJJj7ODzxUKM8iddkdi/XxBOvU7rrbEuJ2+zx9OFqlnXMGu7IFJKnfY45qRwynRKS0uTOnLLsozeF6abOxLVMAgfZt5vN8mmPsKuL7x5SK6HLL91Lov/9Bw5eW/E7dufLOzetpu2J5+kLeBh9+gLaY7ILNm7RNRvuu885CwYsC1tARH6eZ39PfYFZIKGMBsBkHMFkRPYIcja32/4PQARrZffrr+fv+/5O/k330xrmpuAV6hBDTMkedHuKsbXtsQdy6/18krFK1R2VuJ0ljBk8FUDtktV0y132STh3035YjJblJVLYzDMzXuq8Uy3FDYnNIj7HQrW0bt7A1qGge73o9pFnUe2+jjl6AvZPmI0qgYtmkUK5qc7CYfDuEZPQ1v7Js12oVyVDQMdGPTLeQB8VhdPZs7eLIi3p360ipAMM9sSCdNkZgC6M95cSEGnOz2XiSGVD57Yycb3Kq3rEuPg29flRo6MIQiV+BcqEhLOsIfdjt5ozsJLnjTzNBohTsEMl60S6rdh+dYz41BlHrxwCsMciQrtodmfRpdLZjfhyvdz/nHFXPDD7wMGTyz+AYMzelk4XpDYdcXlAFzkfoijEepsV0YGgXYnad2iXbcUCSftpSXmcxHWCRoSwxojfL9aOJafbryCjTCeThsFLRazrqrZAJw/vQwJWEoGf5Y8OCafj2fB6Sg267roDGFvt/VMRHThaMxrZn9MK2B4pQ81oiOb596neu6Dr7uLzZ/dSmurSBMRnGAgSclVWxGfaOfBoafSqsTnEq257vpku3whjJwh+vvi7wljliFKFUp2NrIeRpdVsnJF28ur3sPQEl+GJUtNcfH2Q3GfKysr/9ftS+Hfi5tvvpnHH3+cJ598kt27d3PTTTdRXV3N1WauqNtvv51LLkkkQJ544glmzZrFhAkTErbdfffdvP/++xw8eJAtW7Zw+eWXs2XLlmidKaTwTcLQfzyPrGm0Tp9Fz8jkL5BTSCGF/yXGjoUFC8SP05S6MIVvMFJk4Vcc/1t1oWEY2GU7Yc0ijfqUUQDHDD4uunzuAC/q3aVLYvZVcPYLT+uyCxXG/8jtPL1b5PzRJY38BqFiqa/ojCuf376D4QdeA4hTFbomxodEj8kVOfUKPIcPN0obeS8VviAh5wTqe+vxaTobYwwhFudmYNsforkxe8A6Hjl5cHR5ipnTcAcT48ro+sC5EfsQSxZ6DDGJTrMNnPsLoOttkVPt96MH8/OMgdtYUCAMHPLMcONwg5eVS4WSMhwIxKm3rjQnyd2ONgaCK+Lhp1sFsfXqIIs4jM1RGCwswe/3J+1/ccpCWcEG+B3Jc6qByHX5z9dvIVwn8usNvf1d8TfPjWoSpl6TQMrpiT9eJKjiWitjBEzzCkmm5YEH8Y6aQ0NxfMeVDD0aljsQjntZ9PsOu5eakIxdguzsOQB4rjwV3WGAJO7lH9pG8uddH9Dc/C7VvUJppebm0tpYH61P91ukSn1WfL4z3dCYpY/l7DdzUBQXI0b0mVH874fdrvfepzYQ4u8N7SgZ1vNsM2DBoAXk5S6iZcJeOq7W0b1eFPP+6R2CgA/a7CgavFs6LrpvZuc+XnnlFfx7N4rPEUHwyf2MWSq7x8R9HlZTzcg6QYiHZfjOweTk+I4dO+I+h3Pin+us9n24ZejMFuHgh7a2EtbFuR1/zQ1WQcNLWG6momIfSk9n0mO5gmlctuFexgbTkOT4+2GYuQWPljfDEEGAnvSmyE1aFBlMR6OPshw3u/0W0bTdl0g65R/Rjjs/wKArHqN0xvGklYpx8K6TyynITo+j/u2ECGJnd9EQZLsgJrNLToyvzyWuu7HlScJamOGNIU4/sIOG5Qs4j79jI0RIUZiwu4cufw5Bo4iZM15j7e3HMLrYeu4GGTL28mPANggl3RYNJ3Yo1r0+/ZY7CZqmTlGhnWwTmkQJq2v249V2Lv+Ipua36O7ZiWGe4d5xR+DbIF5A2UpKKBosnmFdEWNKT/pgvGmWW7NhGPR+JIhT43+REDwz34WiyijmS6vStg0Yui5MZGQVh0Osz2/dgu4PMHn1zrj9wwPkYAVwmeN3Xt7np+dI4b+D888/nwceeIB77rmHyZMns2LFCt59992ou3FDQwPV1fFpHLq6unjllVcGVBV2dnZy5ZVXMnbsWBYvXkxdXR0rVqxg5syZ//HzSSGF/yakcJjyl/4OpFSFKaTwH8P3vy/+PvooBAYQ3qSQwtccKbLwG4q1a9fywikvcNaos5Juv2fuXfTsvRuAbkdictaxxRmgWCFZNlXCbVd5Y6yl9gvYBDH3yeg7eWaXyA+nyREaGubF1RXMFsRWd2Y5md2HwAB3bChZP35neuF0ADIcVsje33PfTXoen80eS3bTz9nfuZ9Vnb2cvMnKPRRVvx1mkhgbCrfJtQUApfNWcfz6Ociyi57e3QPvH63GepQKuzqxmznclqdvjC83Ij5njNYd4tSCLC5zxIdYxuKICcIUYoyh8N4nvXg/bcCVk7z8HjPsfNmIF5JuB3BrbrJNhd1gn841FYIMjb1Mv/XL7N+/P2neTFmW2bTJNCWRbaiGQW/BwG+tHaaycP8xx3LsWEvhVJ5rncNNNwkF7YbJ18Ttq69JI/tZldB7V7Lv1T9imEPWbueshONIeoSAQ+RR8yZRFvXhqhsFEXVMRoRzs0NU7P8VAG3SZzTeH8Y5bhy9izQ0+2BePSSUVDW9giCU7HYOHNxHTqkIefauWhWttyPNxScNL1ptNzTK98UPsTk587HZsgnFOIHHhut/9PFw2tpXxu0zdafVhy4987v8bL8gXYMxhEtQllheuxzvhvW0GCvQnRq6z4crPYPTz72YsJm70EBC1WFa1R6O27Y22v+9Xotkd5iK2NywZXAC4JTiQ/0xrB9GQVmiKJBIAK0afgTvviueXSmU/IdUTXAaAGFHJ2FbN11ZOzgQFESwLRwfUhpwCdLWVXfQWhmjkrzC/31rdWgnJ//gVqu5WhMSBhdm/QnWPwaqILfG5oxlUcP5dLX4sbtUJKApRvVbmR2fFkCSYdGlQpV37733Isni/qlGN6rdwZEXC6JipHM5doLUM4jlo6fgPSjUjIXl346rrzZXhO1qe98jWL8VRYPXIos4ZJJvNiLoso4EqI4c7O7ZuFxlFGU6QTNw9h9AjQJCtb0U/XhGwrXOKx+GnK+yofU9vBFTGajEPON942G/kF1/dxeKLYKERHBsjFv7RcJYxTF6NGffIUh3TbaDzUZGdyVjizqtZsX8kA7X1dH7iRVi/kWw5aMatEhMnz94EL2rC1mP4HMXUVMp+q2iBdE6O2kMhXmtqcMqnyQM2WnGnG+aO46rlr9uvQRJ4SuBa6+9lsrKSoLBIBs3buSoo46Kbnv66adZtmxZXPnMzEx8Ph/f+973ktZ3//33U1VVRTAYpLm5mffff585c+b8J08hhRS+FBR//AGu5kYCObnU9zM6SyGFFP5NOP10GDQIWlvhH//4sluTQgr/EaTIwm8oOjo6GJIxhAx7Bi0tLYTD8WGpsiyDqd5pD7Qn7P/PG+bHfXaoCnZVpiGrgtXlr0bXPzA43kVQlxJDESOZgogIKmnYTzoLIxIm+3yLXPJvbY0rr0pCDeVW3ZT+Yi4BR5hBWWVJz3Owy4GsJzc6+bBDhIqOqK3GEQqSHxpYbfedA0GWOUVYdV5ETNKLd1zF6FE/J7AqeQ6sWDRU7Iku9zpdhMwQ6wU90+LKSccI5UpAE21ufUaoX4yInkCa9iFQISa8hj9CnukmLZuT5v6TW9UMRW5ztLGsR+WAXxABe3cvipYZ2jGeoCSI4JAMpZMsAm/23vjww4GUhekZwrgCWcZ29pP0mGHtpw8/PaF8kceq47JHfxxdXjBaEMaOsWOpGDwMgIgaH6Ka/pkYokKHOtEjLgxZ4eOFf8YTFMrIWLXs63NkTrn/SQBak+QQ7EOHy7pmuapFPigIojFt4QK6zxFlvIqlgku3pyM5BMHi8Aiis/5H1vks3F1FTwzBphs6roO9ccfOzp6DYWi8/BsrJcDD1wrSpLXVVF2ZYe89Hwui8uhVr8fVsalb3Lsqv6XkC5iRs/6hoq9GikD3epFkmcKcfOzmJFv3OFE10GSFvGAXkq7RaZLz00+Nf7Ewrmc3a68yQ4+1MFPTXiVdju+kHp/IMVnvknCal/WCD6z27hg0PKpYVYKib9n9wrVZiojzDNstErIzdwshZzsfdf1AnMfTp6G6Fka3R9S+c44xJtE15Iioo67DcuUF6G2Pf+Y14KbCfH7YO4FwRCPdq7K7fTcZtcLcJzPfRZ5NssyGDNCkRAJJdbh59tlnCYVC5B8h7nmr7wlUh4MjTjyNM7QqSkeIkPpVkmj//JnPmMeYz6LeU6N1vSaL/Jm6ZMPHcBQd1jMIIySehUhnEbr5TV2YrlCWY6kJDc3qv72DLPLdNTYX2Z1I9D/75lI66hrRDZ2QbnaamBcmhkli93dCDweDyDYDSZKJlMRv6x/yG3TmYNidZHYdYPi3jyPj5JPpjmi0bLcUppKqYjcVYl8UfS7L0TpM5WvWKSfSXGCNs4oWJNIixqc7K+r4xYF6bttXS0g3En7w9OUxdMoyEuB0OkkhhRRS+Lpj+HPit1DluRei2w9v/pRCCin8L6GqcI0pcnjoocOLU1JI4WuKFFn4DUR6ejqdnZ3Rz3/+859Zt25dQrkHvzUZEKYPh4NNkVBiSIJOZxMN6ULZk1YcPzD2n1iffN1ENF2sy8x3UZwZwAiH49wt+6PPIEOSJCSbgjNoY3GORXatOU/nu/OEm6pu6AzNHJq0nmxFJmOwj/QRw1l66yVs//QscrTkxx3u1ZEw+OVWP4H6XjwzisSGsEqwvj1h8twfBzetjy4vnTQ5utysCiKhIyhIlc2GmDA3+81kuLKEHoxghHVkT3L35NYndjBn+EqMGMdZvTPIpjnjaG+PJ3pP7stVJkEw63T+2uxm2Irf8yp11L1/D2rjbObUH8vYgAi/fqvUhlwoSIY5ZwznzDlWWHZra2tSZaGiKEye/D69vYKIkV1ZPBcUDqXvV76XUD4zhm/MbbOMExymEceQp59Ket4LjI/QAuL4daULGDmjEJ9LEJueLuHm++E5H0bL1xdYSeq/qHVCusmXFBWejmaaWNhHjYhuD/ssEvi5k55DMt01bUlcNt2hCLphPUuRmFyXPcuW8eRl51M26GJmzXyLjsbPN1KovfY6QOQOTAafpjOhUzxbLw22c4rtW9FtUvMIfNWijzXedTfhPEHM7j/uZBa0n0O7J4OicCMjjH2srhIE44KLvhtX/1FDs3j5NxtY+tRO2PkammEjTZGiz4JLUrA5guhaF8sLbXRL9bz3SS8nh8vj6gmaeR0N866EXKLf2DpbzfXJ8e3yzeQ4Qih2K0ehpJkpAcw2SMEA7kO7cVfsj9u3r419uSU/yRVk6fv+CwEoqcnmj7tncfby0rj9JEkiqBPNp6oDzv4xuYCEzMGDB7HbfWSUCeLf19PCxxu3ENYNVCNCz+BOMrGI0EZnPgsuvhwkCX3KxQl17lV/wF+HHMnIsk3cUeTn027htBfpLCIiSzD6JHq9ewmGLBOgSJul1kurjVGHjsxC6kfs2pvreHN/iHmFZ1DsHibuxiBLfRhwKFZ9/VR47gwz36xfo8NbiHul9dNBS5KX8pMZv6Gm7BhsLjvd77zD9buquLPdSudgRCJ4YlRi/yrsLpXSH90IQNaJi9FlG2NGGEwua0c2dPwt4mVCWzjCn6ubebqulUAwyHWDxfhx94j4XIqfrV7NqHQf2Xrii7MUUkghha8Vtm4lf/2n6IrCoQtSIcgppPAfxfe+Bw4HbNgAn332ZbcmhRT+7UiRhd8w/OxnP+PMM8/kyCPjzQg+/PDDhLKnTy5NWPdFUJO9hzcmPAjAK9174rbppsty9Q5BBNiyDZq8QuXhTLNhcyhgqhzf6ExuwmFXEomYwPoW/lT0Ahoa+9p9FJj52lbVreJQV3yS+nMKRf6/Dk1HUgzKn38OzyKRJ8zdkZhXbWF2Ohl2kS/NoQu1XdZZgjDqfb8BQw6jdR/eEblwmEUwTagVeZR0CQoiIm/hjk4RrnrbytsAaAmIMlp7gPqff4oR1nGOFmWNGHJi1NInAGj/ywH82ywDjcIbp1LitEdzNrmDYpJf7HTRNV8QFOeMOoefzLsTWyCXprQazr3zXCJFa7GntVLlEWG1h9IUnmwU5I0zzcbxg3M4caPXbEdyZaFs5vdasVKo6vbEXP+Alpjf0Qgnv89965XMzIRtlxqPsVw6hkvv+kN0ndNjY9vEawGQDAMdDZtio7CnHIB5lZYy7v3WRALjcPAHamn0CtfsAwd/RyOCLD4lK8Ie04RlWOYwZNPwRe33pr7oF/cARN3Hlxz6LVoMWejfupUOvxdFcfPZa5+vVO3DiJrKAbd91NbNrkxrCK9WB0WXb8i+hcc/EuHMkeZmtm4TCtYnTPdgAygMt1BsNCSYyJSMGsvYIxfS2+4h2Pkgu1dtgGAP63ovEgUMQXRmdHbTYWisGx7EGTHord9DXshgjDo8rj59wPx0gpAaocTnNOyT0elOD7+TrgJJqGUV5yxkbxWuqj1RMtjR1oCsRZBiKMdQ7xsEO+8HwJMnyKGDHvFCwR6Kd9LtQ9hj3pOeJiKG9cVoGAZO0yxIClt9W5IEy6yq1rhgS+ultbOLisoqPuvy4HfJpBF/r6efciYAwTxxH24/9BiLjXfRkanyiLOyjX+R+il/xFMg0h8E6sfjVyzFW0vLBwSruqm9bSW+DfHu4X2QTXvrdOXv1rpwkKBTjK2qZEczJFh4G/vXr+XvhybRm6bSGnkZIGG827tTpJ9o3bKaSy59CFtNDBEZsQhy/6Q6IjHdqSHdw5tHHsMHbd285bBySB44bjGSPfnLEYCiT7bwpypxbsFDYjy78J7ZTD+pHIDv3X8UmbniGVTsYoxqquxmaI8I2T/0o9sS6tx3/reQmkSdMzOttmSEAnzy8UfQ0wC73xywTSmkkEIKXws8JCJ+6hefhL+o5HMKp5BCCv9fyM+Hb5kv6x966PBlU0jha4gUWfgNgyzLuFyuKKHTp+oZCL9b8DtOGpqYz6RPmZMnTyGsfXFZdWlEkFZrP9gHQKNRS19Qn64ZyHYbekhMRF3+lqR1xIaW9sFWlo5syGiSzpOrD/FB/bMAUdXiUMnaZ3yaFcoqKSC53XS/9z4Al3zcw+It95JffTH51ULds6yjBxZlg2Fg1w1CihRVPob9PXQXryNcGx9O2h+5gwYzZOIUjrvyetL84hpszhYT9pJ75tIWqOedzBXR8vX+A+KaeAUR0fnmAVzjcnCNz8WXswuA0R88HefKrHutSbmtSKgBy8pEePYla4WiTzd0nHZBLEwvms5Zo86ieY7Yz5Vux1Z7PJKukp61gbJekxCImfcXZbs4olL0GU2Wk5KFkYhQ3zgcInx2cqEVAnhsZmLuQiMUTzyU9gjyOFRTm1C2DzlYCh9NFm2wOWMcqiUFTY5gk21Mql+UsL9NTtQWDk4fHPc5O9sySJFli6CuqXmGH0p/FsdBYozLIrv6lIXHfFeEHWSdew4jV64g65xzqEsrYmRdcvKmqVv0ibbaarZ9YqngbOHk/arhpz9j2dRZ7C8rpy0jQJo3kfzMtCnoMQpdt2Gpelvs+TSMswx2xl4Vn8OrOreIMq2GRcoWtH46zNlnnU96Xj5dDasAHS24heBbliv7JXmXMymrAUXXMQyDTycOJaBKcc7ryaB5MpBk0abLLrsMV7dYLtZ6OYKYvKCyjoFBMHciYcnG2LFhXOkZSJKLcHo2kkk+OtsV7JqlOlR6OwHQwwei6yoqBUn68bmmQc4AzuY2bzrpSj2hj+5ClmCLaXKSHtmCrornwbM/NnehuGZud2dCXa8crKE6twhdkVBIngMvYhME6GnOAB9IJ3Gx9BIqJnlu7hPsGkTt6mt4Z4aHH47+Udz+WufAibRL77VeFGWoLyOznzPL94OhU3GUcBI20NGmXg4F43njvl/SEBD5YQ8ifuj2OdT3oWy+yKvYUygU1FIYjv7LC1z/w59SMf+oaP7B+8YcwccTrO+crZrG/RdeEf1cn2elPNB9h1fX5thVjLBGy1+3UXf3p2Tmu5hxrJWOQjLHJjlNEH8dkUy6Xn8dEEY+GarM+DSLZG3MzcceCeOQJXJs1lhyRpdQO1cySHxhpJBCCil8XdHaCs8/D8D+i5Mb/aSQQgr/Zlx/vfj7j39AY+OX25YUUvg3I0UWfgOhKAq7du2ivr4+IVdhfxR7ivnj5j8SiMRPPvsUUh6HQaw15oJBCziyNF612IezR57N7JDIr9eyT9R32UeXsKNoBTklHnRNR7LZooqyRTlCBVIbSiQZbp1+a9znzOOHkGHLwMBAwqAi9Grc9lDICsFTYrgPSTbiQp7HlDaxPdMiEyRDTGzPG30esiGUhcGYpyKQcRBf7k503+Gv49GXXcnJP7iVicecgOLIAqx6ZLtCUPfxeK5Ifrvk0G/xRRLJH603jGdWMW3j30h6jGRhyrE5C3+zxc8IyVJmyqbpSvNEa/KemZdJ4QgXjmHvYJOFojDfHk8I2swqNSn58OD3V8V9Lsssjy6Pz59If/RXFmaEfOy+5wQ6YlycARastMxzVCKMrhN9aNsRV9Hplnly7+PR7ZriQJc0FElhWPskADYPtQi/Z+ri82AC/P1kS2X14ikvkpe7MPpZIoaITEIoFXcPp6Wmh/f+KQgOT7YgurTeXiSXi6rtbeyd/lPcUvKQ+A93rhXH/dmP0EIxSroBQoxr33qbu793IwB+h8GKI4dT7oi//3dW1HFcr2Xg8FbB1LjtrVk57F90DADXpSU6i2/LFITQ6bNGU1Ii1Ac2hxPFZmfP6uXRcnq4gqdbnmC4Yw2d9jaMG7choSPrBgfKx+B1CaJeN8cMrxafJzB6hrKMLVuYe5SVlWF3Lya/8SjcUoDTWRq3T8jRjhES/TYUkrn2secxjAC6Ow0MA1kdQnpoHg6bZU7gbIh3RgU4r1YoPoveNUOxjESF8KWF82j2VDOn+Camda1CAprDotV22brmsZRqXx8ZOy7ejAYgX3kOuzmuDBQOH9INjrftwJZr9RctLz58RbF7MTQbx1eYyt0DgpBzOIoI9DnNKxKOy8fH7RcbfiyNXYzOCIb9fA1STF/b17WByMQLIKOY/lCmGOY5JvbNMGKseGOyyLO4c8Q4PhxXTpfLevbWjbXqdNniybcLf/FgdLnzhRc5HFyyTEtAXGfDH6H7gyrq71kb3e7fJsjbtCGJfbsrPZ2FDoWdvdb32l1X3sRSTaZqwSSGuBysnyNcoqWcPHIyPIRwwPgzDtumFFJIIYWvNB5/HAIBOsYdQfuURJOrFFJI4T+A6dNh9mwROffYY192a1JI4d+KFFn4DYQsy7S2tvLoo49SWzuwegvAZk6GveF4k5CQJibVVf4tnDqvPrpeQkog8vpw19y7ON3bwaHsbcTsQGPGIcrG5qBrBr3LPqH7bRHuqUb8+HUDr25E1YYA6DqXJBhlSCwqX4RsyLjLH7HaaTq31tkswitWCPmRqTJMW7hQbPP70GShtCuKRHDGhPepGujbXiYUM9lOaxVElOxOVNjFwulJw5WeQaQ9wOrBBSyq9zPIp5NxrKVmS7dZoW9ysvBeh4JzVDZ+V0XCNoCeZTUJ62JDPI/rNHColkFMH6YVTuO+BfcBEGqvQRpxCwATeyrF37R4h2a57/rZ9KSEQWvrx9Hl7u5uOloEYbWsqpbLy45PKG+EQniOsgxz/rDyT7jsCnqoz4VZZLPL35EXLaMQ4ew1gpi787K5PHRqFv4YI5u23PE4NDdvv3uIg4XifHtcYjjzKDK7vYnKq0yHFe6sSiqDBsXk8jlMDs2d/7yL03f+gPf+up3mRtF3ZEWQID3/fA/Z6SQcEkTZzrGXxewZowo1yaWAtxdDF0YftlA3xgBKplNNoxaAQS0uJFXmW4VZCeUcA5CNxUYd2VIH4Xrx7NYFw5zdJFzPdZPCetKMyC3L8ZBmqrOuefx5ysYfwYxTz46rL2I40VDxdrTz+Pev4EBPHrW5GXFldPOlglokzm/hHuGYHat+7MkQfVtRrPPOmTwD1R1/br3pB9jTKgjMqvYuAtvfYmbaS6jd7cihAKprdrRsR6Ew/JAiyVMFTJdiUyUkvpi4ZfCJ5EhtVJuhu670NnTg7ZpH2Ni2lB69AzngZdaZ5zN+nCCYdu3+EcmyLYZlhd8p1zOGnUnbAqAZBrt6/bSHg3TLFqm9N1PUl62L0GXZFsDQVY5sM53NI+K65mTPi4Yf20vSUF2HGZuqhAMz7hyybIJUO+iGnMlD0WPCh2PhHyqeHd0X49itie+JJgQR+KhJFgKEbArNGfHu7AawcbiDew7U0x99higZJ588cLuBX+2vZ+IG6971fNJv/DNV5TZ74vl/96e/401vIunfU1sXXR5kku/VkoreXc+odD+4sg/bphRSSCGFrywiEfiziIo4YObHTSGFFP5L+P73xd9HHomm20ohhW8CUmThNxB9IchAnNFJstxhqhniGdbjB7bYz/NGCpJlW8s2ltUuS5DLnDbICgMtyRnH0I5EddmetQ10NPoIVdfQ9dprgHDy7NQi9GoG7c9bqi8q3offDI5OBgUMRo88gs/S4/Ob+cI+bpsZn58qEkOgVDnE+fUuW4YWltA1jQyfxumf6tzW1oE/JpF/uh/s4TChmKfC7hWTY8menNQJNzXhXfcZWk+I9hf30LVFTOJz/UHkXAcZxwrHz+Hzj+TyMZaBhJwkX5frCCufmqt7ZNLjeWYW4RhmkV4dHR0sWLCAu+66i5I7Z7NUWsmm5k1x++S78zm+XJB4umqRaCqCDFCThOyOqQlycKaHd7yJhILdbpF6H374IXv2HAWGQY6mIz25OKG8EQ7jHD2GoW+8HrfeMVSoqoqXbTVpFxl3UBCEvkgGitldfU5xQ0Y3z6Y/3vV5eX2Wmy5nC7p5Hnm2wxO7IEx95BjVmMuV3JlVQ0XpEaRVd2sALSJa2vaIRVhLscSvJHPaKPGDQbGPGejoAIzb/QyxhNPCBTtYdHQFRy/cm7BHRWcFmizjDMaToMV2hZ++aakLL5RewY+TBqmUjox4Mi89IsjWhqzcuPXzRuTR1dVFOBzGZncgSRKTj48ncvRIPZXBmdHPR5fclNBG3dDQ0ZER13VMk1D6vTdhNq7qfajdHXHlJy4SORZLC7pBtjFJ34unV1xrXQ2w3imevUbnLg6+ejeD3B2ABIZB+USrDzaPzKe6wIfTLQir/hTeyw4zn2Sana603Tgj1guC9vQQWiSM2juF5W7xYiE3mM/MohvwRrow0EnXFZyN1Rz5rYtRYu51ZqYVcl5dPUEc2xw7tkmWyvNbn1mqyZCuU7psKxdsO8B6plGvvBXd9pRLvCDpexqzhq3E0BXO++k/omWUQBaSZPXbUE0Pbsdh+rvfuub1btHHn83YSnppKVo4zHO3J97Hj54SfbvtWZEOoaNzPZISJtJQSDKCNMtegNzPEGXJkWm8O91DfTDxB/Pb/3MZABknJ6a/iEVtyFQVDrA9/fgTyDhNuErPW5xHWq94MZZ7xcChd99966XosiRJXFySS+GGVRhISGEfJMmXm0IKKaTwtcDrr0NtLeTnU3vSaV92a1JI4f8WzjkHCguhvh5effXzy6eQwtcEKbLwG4733nuPuXPnMmbMmKQqsT4VWjDGmCKkhWj1t3La8NOQDIndb4l8Yhe+K5xEh2UOY+X5K1kwaAEAtprPuGPqzdBZgyMmnHlluUiWf+XEKwmapJOSK8I3uz/4AAyD3vVP0ejzYtitCTz+TrMhMWpHAzJHF6I4fw2AZIgJ88/W/CzBECXU24qkiTDfSAzH9/qQRVR2jmBQi8GFy3SOmXq1aJM5Oy9tNbD5ugg5Yh4Lc/avdXgxkpCt3W+/Te311xOq68W3pYUek7B6bYiHQ0GLaDuwchWR9YfI6RbtHjR/FtUj4sN5JbMheTnHMPWoZ8n77oSE42kTXORfaZGxW7duZd8+kR9yT/deHtv+GPs79yfs14fegs3R5eGmg/GEmByPfWjNMVguHcNvO4Va692WTuoDIfbuvYvmlvej5bZtEyrS+0v9bF+eGNIIUPv9H9D22GM4R8fnM/SuXYetrIxM0xU5Mi7EX/55r2hnb1lCPWvKX6UuR2H1KOu6djZ6kZDZXrScrnKhkLxjeDFnFx5eIZRhF0RaqybOffiwG5OWCxgq/dlx2TaMlgf/GPc8bau1XG/Dss4zJ9WC5ATJg8/eb39VqE1zOvYQS4UoigtJkjl188HourlbRY64mp4azirM4d6Hf8cn11xAmk/kOlQjEfDHP9dPcSUAzVJB3Po+N+KPxlg5JleljWFccTpNTU386le/glqRGqD/WGFoHWhBoZYblj4JlyrUfEXNlnJZQuJ5x0qau1WWvnEeaRFxvMaMHFRvN5GMbCI2K0fjuHklHH3xGBRFAlnhTPldbk1LrlrWkRns6WJIkR2n28OEoyxDobPHfwtdMnClZyAH/fSOnZ60DqU3RDgjwMk1J9MzajKapGMvnManjwgyUTZANkSbWz0xYexqBl2mIUZffwfIzbPOvaWl3DxI/BhRWTmJLL+XvrSXYZNU61M/x/aMXnMcM2L6hKGr2Pvypy58nKy6o0j3xI8LagxZmHFcIuntHG5DD0ToHD8lesyQIhOJhGk6mKhi1o0QBjrOMTl89PFwNm0SibvfyLiAH0sPJpQfNepyDg4qwb/DumYVpQOTbt+b/UPRDntibtpk2JGZ/GeKc/QoSv/nfwCYcFQJMzeI7wbPjYkEaB/8jvhj/m50GVl+L11kUB1wg5z4EieFFFJI4WuBP/5R/L3qKnSH8/BlU0ghhX8v7Ha46iqx/Kc/Hb5sCil8jZAiC7+BiA3xAwgEAsiynNyV1Jyt+kJC0dXc3MxjHzzG2W+ejUt1IRsykldKUB5mObP40zFiMHR313NBSx08cRxqm6WKqswRE+tHtz2KLcucPEaEWrDuBzdghMPM+MUV5LVtx3DEEFZ9xGVYtMk+NBMlS0zy7OY8OsNuqesc/cJufeueZ87GPzKq6iCRGNXcX3sFqXbSBrMS02SgjyxryZSwtVeiTMoCoPCmqdiCObg6RtHx6iF63nsv4fL5K0bhOeb3yKb5RtA0eYioiZPO1tVbGFktSJaCmRPZs1M4JLcGRGicrms8c8t1IBk4svNxjkokvK76+OrocigUQlEUjj76aADOe/s8OoOdCfsMhPQyoUA8sx+xdu3DR9PqsX5o+jWd7+6oZEVHDwc6D/BeT5ZV2BMgiB1JgZafiT7y56s/jqsvVFkJwNvNnVTOsNSB3pUrCdfU4DKVsOce9Rrq6YKY7tqXaFqyeeKdPHlcJp9Myk3YNiivmG0ecV+HuhyUu+LJippAiBZTqXTBmAsoyxBk5AON8LN6DzabdQ06EMtHhN6hUhrJptLV0W2R4Db0sMgh5129Jrr+YKtFgo1tno1NKwZ0JMnB4Lb+6iop+n+yIKGN3Zbxw4+fFyqv8bnjWff7LUzZJ9Real+uykjiM30I4Ua8I3MCAVtMHsfSMwAI2CzCZJmjCWpicuWtEu7T4aCGzROTCkBS0SMNlHpGMiPvhOjqYVV7o+3JdhQRlCIEIxG6C+cj6+KZCKs2fnf1LwHQFeulRG5pGuPmlYAzEzIO78xeRSkGoPgauf6pJQydbClvXYqb8iYPnU0N6DHjSNBMvvmux02gfziWouIbMxPD5qDCNVa0UwLFNBT6WV4OWgzJmxHNfWcRecXF4tyrqyfg82bR3Z3LpiJx7+4xhFN4b494odJH+B3yJzeckmLMYWxBqy8uuGB8NOdq03tF5B04C9eqyfGnkmGn9Ncij2z6gkFx2yibDbY0fJubqTVznnY7PTicLiKm+ZU7MytulxHn7aZt+Gt0v18Zt/7VtPkkw7lHeshxFNP23O6k2weCb926L1QunET53B+yxwqDfr5B5Mx86+ZEhWHaNEEkJzP+8uMCOfWTKIUUUvgaYssWWLkSVBWuvvpzi6eQQgr/AVx1lXgGV62CzZs/v3wKKXwNkPpl/A1EZmZm3Od9+/YNTBYC6aF0/vFnEeq2e/duWta1oBkaS/YuiU6eNzVtSrqvahi4dQNW/A56GuK29eUGBMifLUJsbWWWYsy7ahVpCxbQWDSLfb9/ht5VJinTbea5MpWFBVdNxJYviD2bqXjqClsqFpsmjlNWcQmZXo2g5OCXT+3kkd/8JE5ZqOhQXtTMjApzwr9SECPXDRa5vFRdhCE/2S6OaysUE1A5IgiIYHUtkZbkDs6SIh6lbi0+b1pX1xYAnOlCyTbWJAvDik5HvVAm5TkFUaKFwrTWVIFkuTH/49D/UDXVUiBGJNMpNRikoqKCmpoaJElKUIItO29Z0naWui+NLmskD63WjfhQ17dbOsU5BnWu9V3Pn4xrotuWT5vAEi4CwL5bYov31IT6HGPHohYUcM+BejbccAtKVlZ0m3PCBBpD8WTafOMTcnp0MroPJW2fISuEZXGde1wyvS6ZwiwrhNshyzxaY92np360iqu3HYrmT5tbYrkg9+oS3abMy+MRzrrtCDJyWPgzVksLaMopipaP+D6kjzCqueIKXJNETssPdzVHy6i6na76o1Fduci2cgK2/mRHzHM4QM5BgGK7jeUTBhHItxPSQrTVeRn83N8AkM1nWQ8m5umrlyzCqNdtkSh37BBJl/UYQmRJRjrsfdfaec/bAAR9EYgzuFGgn7PvmLpW1swQBirpgSC9Ukn0lJb6ivFriYpVgFNOOSV+xexr4FIrHPfSiy9K2Gc9k7mbm9hnEqF01TJujghFTuaeDtCUIwihHxfk0aAO7HJblT4WMj4ljMSIhnR8+JCDtqjTet9JhfUwBYWW6lOWxT0Ih5yARFpaO4eKBBmeTTsrV1zEqFGiT92hp1HQGWFFe0/SNowJWaZLmjIcwoKsLxoqlNiLY/JD+re1Yh+cHre/JEmU3DUHSe33le7KJrCng843DrC6UNyP5aOnUN3UwrsPiTymvq5OANY9YSmW24a/RU++Nea/QOI9icWg9OTGPofFYe6Js8Pq18phnpE+SE7r5UZfaTVJTkYpEuHZDzfx61//GiLJidsUUkghha8dHhJO9pxzDpQe/uVbCimk8B9CSQmca+Z0vv/+L7ctKaTwb8L/iix8+OGHGTp0KE6nk2nTprFyZaIjZB+WLVuGZJIfsf/27Nkz4D4p/P/j9ttvjy739vayY8cOqqsT3UJznbnYdFuUbPJ6441OCmVBpD24SYSfTc6fHLc93Z6Bc4DJXEQWJFC+Kz+aRzH7W+cnLasrdiKNJtm4/Lfib9iXUC6WdulzZbb3itxhiq6jahCSbFHVliZDT6iHfxwpY4sAHZUxDfTz1tSRnJovyFVVA3tEtFk3z8k+NAMMCQODjr+9Q8X8o5K237e5mfU5Cj+VhAnBaVniOm7YeDaGYeBKi5/c37r6x9HlXZ2fAtDV3Bh/TXQNAwMtJlGuhAgR/fWvf01zsyCoKiormPhsfJ7IXFei+g5AcYtJtbNzBBl0cUSSEOS6uhdQYxyBv79b9Jvdzb0EzXx0o0cJonW3NIH3pZP5B9/GXi2xukfkZTSaK6Bb3M/Mk0+i9A+/F/cuLQ3nuLHR/lZ4e3y+SYCr+RNFHTpTSvaQ06MlbAd4YqYIV900QpzPjWdcAcCfxwymzGmnR7MIOV93iI1eP8vbe1h5/koWli1MWufsWf8EQDLphrkZgswo6xLKs6VjW/nd1b+My6Hm37oVII529bcejdYzHkmaiM29kF5TdSrb+sKwY2sQy7qe+AwNctpRfBr2rnDUyEcdIkiZabuFE2x9hQi3f/7uP0b3G2lYY6sB5Fx6CYszbHS3ZUXXL9q2jl8+E2EeLh6nizSPIOMNHe5YeQehQITYr4ew900MI8K+rg3RdUVd1lgx98Ah2g3R5zrkXlBUDK2VEfUW6eM3VY7r+ivKZAVsFtkzdLgVYhyrsosi2AP3j2fhwaN4d/wjlI3LSSiiOAP47VbfCSNhDKAaSwt1IEkhlrrSOHXvBNy4mbctF3vELK9r6IFOQlqIcNhBd1d+3P4+vxg/ZNkg1yEIKhthQOKEE4QK8/zZg2nOUrnnYPwLFYBnjPNw9ojn8MWCIiRZwr1TpHwIdia6ekNyZ3TZ+fm5OvuwrzreLORvgy7gvYIT4tbVT7H61NvSmQPWde2+IMVFYz/3mHc8GR+Wk3mqeLGwocvLE7UWuW8YBqGwde+anJ//MyXW8d5MK4ojJ4ujN6zhvgd+yc3PC6J82EsvsHelIMT5ZQEYBkNsbf2rSyGFFFL4+qC1FZ5/Xiz/4AdfbltSSOH/Om4yU6G88ALU1R2+bAopfA3wL5OFS5Ys4cYbb+QnP/kJmzdvZv78+Zx44olJiahY7N27l4aGhui/kSOTGzik8O+BzWZNJmfPFmqXxkZBRsUqDDMdmRzdcHT0cyAgVGWLa4VRxbG+YwHY3irIiRlFM+KOc0b5iUwNxCs0FEVMvvqUhU+f8HSU5YtVlfWh0C9y7EVa+02Mw/6EsrEatFumC1ffYFAQJllemHQoyDrNUnlFFDj2pWMJq2DXYJUrJo/L6JOZkemJTjRH1hk4MgWpt23t+mixHiOd047y9FNaCehe0ebeNfXcP9rBFtngzJoQf5w4h79K1wNgGCGmnXxGdJ/sM+YQUsU9eLXqAep9QlX00i/vFHWaIaZ1lSJsussd4o4yMXEf1Ozmoc3iDfLy5csBKC6PzxV4zaRrGAhquiAlXF3DKKCZpTNGJ5QJRzq5if9JWP+ItwvDHDI6u1bFbXtDOpszj38x+nnjQ4/C8t+I849oSKoqjPlkGe+aTwmbX6Cx4YNx0FUybWtJ8ydXwyLBsJlWH68IiJ6R2xHBMUDYYnMoQpYzK25dkUeoBg3D4IF7rqTHPQfNPEe3arpEm+TD2olCJdZQ0C/UE1BjuD5N80TD5WNh6H2qMnFO60dKUfL7L9d+AkBVTJiqy8xhKYeMqDu5lJ7J8A+X8r3XxbXuzhA56vaUWf26QrKMVSKqiufII0GSiGBdL5s3wKh68HpyebD+I87xPg1AR+5RvHXwLfa3HmCMcxkAg8eI+iQ5AwOd7pB4vgvmnMK8HSLM4ie1tfSat2qLWmmepsbJq6wcf61pWYA1xvRHx4QLkqzVSac3fpVp2iFJBtUZu0lLQnjnjKtg/VjL3ON3g4ajHz0r6XF77dkghVF0ibAeojvUhisYQ//KCptGdxDUgsybO4empuFx+3d2lESXuxDnqJgmNpIkceedd+JMSyT3SkPiJYeKhmJyY/uWCrVxSZsIl5X2ZCTs969hYFWeJitRp+pOWxaLF8xIWm4bkwas42fb/URk8PSk0zuwUBCA49avjvvsGDYMgGXtPfyxSlyL2g4fp7y7Db3Auqcr81Vc43PJu9w0kelHrG/t8fFUlRjzH7j1CX5hKoilpmZ+9sRDTNu7k7NrD/Lh1BHkd3Vgk2LGlAMfUxUWJPeNPH74E0ghhRRS+JLx6t6GhH87f3UfBIN0TJjEq9lDeHVv4kupFFJI4b+EGTNg/nzhTp7KXZjCNwD/Mln4hz/8gcsvv5wrrriCsWPH8sADD1BWVsZf/vKXw+5XUFBAUVFR9F//vHop/HvRp+TLycnhyCOFAs8wDHRd55577km6z1/+8hfGmMRAejid+xbcR6YzPqTZqcYnTb55xi1M7Zf/afzcgwzNe5B0Lcz3p3yfwTveJGJO8FoLB9M8Zkpc+UDhCLZPuJKWB/olz3/iOAgHIBKCuzJh3/toMQqSYZlisulbKwbj+x/TmLcnQEbHzmiZiAK+iA9dgqGNBu4YsWLNW91xh7viAx2lUUxaTwj05XqTCMoZNLgUbMNFHj0jFBP6GWOu4jbDWVUDnIpMmi5+sOl6iEnHnRgtFxyWESVPw3owShj5ujpBMmioXE13azP/uF2o557Y9RR9tNLwHWEe2/ZYXLtXtccTd33Ox8kgSeK521Mnrl0kkhgWGQ61M5nkYed9GDbsBhob40kTXbKe6a5eO2x8BgAjEgFFFapIk3D1b94i2uNIDCFt3nYWAG65g1l7KlEjiYRH2DaEBZVnRz9fvUuEauuGgSJJTM9wH7b9fXj2hGc5f/T5GLqOtrOeX+3bQggHno7nGTNMuBpLQG2+pdr6cL4Vaq2YIf8K8J5L9IvFfhseI5GwtHmEcksL7kALHUCXSQhDXtlhEWOPjisX+6WdRbNPkCFaRMc+aBAlVwsTk4mV4pifjUmezHzT6PGkzZ9PdVCjjPro+m+//wYAW7yCnKruFv3zjx3C/ORXH/8KRRIEbIbTJFcMH6MzZ5JhF+SKlHMSV+8Wxi5BWyJhF8lwI/d8Gv3ca+YT7Mux2R9jc6+mynRAHj9eEEMeR3dU6RlFv2tmk21c98SL3Pjwn/iuLlzVjfLJRFSD6UMEsbvW8NHa28VAkPOGougSBjo13j1k94rnWvH0KYIlQloIWdbRdetrsyEsEZKt8aBNEqpDlQg//KEw8lDV5Iq/m7ZYCkujJ49y4yBS/R46m/w0BMUx5HCaUOGG9QTaz1bswZEkr+nhMKrReqn3hyvv5vdX/SL6+dgJpex9pTxhnzXE5yqcZyyPLueFDEwfG7ZlD/ydPqw23sxp0H3WcXUMZHNcP9jiZUtL/Ji0sDmCZFdwjhTnWnfHKmpvs6IZrtpZye0H6znxjPt4vyLecbsPocpKJpgmNbEwnhNjzV03XEYWyUPEU0ghhRS+qpBDQYY/9yQA+y+5Avrn500hhRT++7j5ZvH3kUegt/fwZVNI4SsOyUhmkTsAQqEQbrebl156iTPPtMKSbrjhBrZs2RJVOsVi2bJlHH300ZSXlxMIBBg3bhx33nnngBNGEPnYYhOQd3d3U1ZWRldXFxkZ/79Ki+R4avUhPtjZ9B+p+8vCocpDDBkyBFmSOVR5iOysbFSbSktLCx6Ph4L8gmi5PhTk59Ns5uUrLivG1+Wjq7uLdns76a40ijzFUSfZKCpXxH1sd5WT469ko8NBScZgilsqaE6bTrgtSLVNZ1RvIy6/GDzds2bRXNVNIOwjo7uOrKnT4uvz5IOsinyIGYOo9DXSbE6+ZxbN5LPGzxjvDxGw2XHVGXRkjaLb0ciQJkEE1uZCZ5rEyHoDRxh6PSWkeS3SxD1rFuG6OtSiQvwbhBPsptHjAJiXlU6koZceezO7lHymt4bQ2/ZjHz4MNU+QAoF9zUiqHR3YmCMmy+5wiKn52XR0CDIgM2s6smSjZqdQWfUUqfSGeyluEwSPTbaT7Sii2V+NbNdw5wXorbcUd52eMKgyo0JDafZX47dr2GxZ1jnku6nqsSbjk/In4lCSk0ea5qW7exv+9qG4csR9z86eE1fG69tPKNjCTinRjbkPR2alc6jyEHVZIm+cx/DilTwMa/VjaDZccic5thooPwrfunU4J4xnsyaRY1Mp3LYlWo9rymTW+cMM9R/C7hB9wtcsCOtSx3aa8obT2t5LR0ZJQhtmdO1kfeb4uHVjVDt5aQ52ef2M87gwDIPKg13U5SrRdscirIfZ3LyZyZkTaDq4n4bcAMUON3URB1PzhvNZl5eCLo3mzHgiZPK+vciGhlpcjH3wYHZUtCPbZTIDBmDgl8BlSDgDrfhUoZCV1FKMiBmSILnwOtrJCA/DMA16Skdn0+QLUGHmcJyX5aF25w4kdRBtOTXktQ+mYFgaKBCuqWNTZi5DmyJ0OVuQDYXWrHj3YxDGIzNDVaxxDeOIzv1szxIhvuMPVuAIh6koAYk0cn0lhBydAHTYusgOZ5IV9tIb0rHbFUIhIX0rcA1OOMa2dJ3i3m5cEei2xX+dqN4edFmipricTK9OWridkuJiHEmcGld19jC9exfOwUIBeKjyEA5VQY8ECWMRbkOxQmg3utxM8/ug/CiRtqBuA5UMwu72UqtbyuTMUCZ2PdGhV46o6GoEWXUQ9jXh0VzYZSe+SDeabGC4xFjno53hZeMJ+5vo7vKiqGEcdh9VIZlMv7juWZmN1FNKmt5LvtuD2xXvTLyqU5BRjrBB0CYxorsVR7pQe/c9a8M7urGnN+LoHEY4dw/ujrHYijxs9QUY0aPFKVbVPBcYoGQexlW4aSdBr8hftT5Hoai7nW6nh8KQn0Om0rOsvpJ6ZwljCtPx1uzCUxiv6O4mkxrJyjWba7TRJgnCeGy3TqNTYkSvTptd4mCaTHmvTmWaRaiqYQ27FmJM1SG2jRhDRJGZ6WvGXiJeNlQFgjSHIszI8LClphOvW8YwVbVZIQNXyGCw3YatwE3wYGe0XsewrLjrqrQL0lbLtoMEU/fuQi4pRfN4cEoGSnYO/q1bqM/IRJZEPzKQqGQQQ0vyoX4TmWOP4ZGLLbfwfze6u7vJzMz8j/6WSeE/i9Q9TOHLRH/V4JBXXmDaT36Ir6iY95euxbAlqthTSCGFfy/OGl18+AKaBmPGwP79Ip/o9df/dxqWQgr/Ar7o75l/iSysr6+ntLSU1atXM3euZRJw77338swzz7B3796Effbu3cuKFSuYNm0awWCQv/3tbzzyyCMsW7aMo45Knv/trrvu4u67705Y/5/8cfbzN3bwzKdVn18whRRSSCGFFFL4xiEvzcGGO4/9j9WfIpq+/kjdwxS+TMSRhbrOsaceTcaBCrb96Gfs/27KBTmFFP4b+FyyEODhh+G662DYMNi3D1IRlSl8xfBFf8988YzoMZD6ydwNw0hY14fRo0czerSVF23OnDnU1NRw3333DUgW3n777dzcJ+HFUhb+J3Hu9DKmlycmyv+moLq6Gglo72inokLkCDznnHN4+eWX48pNnz6dDRuEiUF+QT4tzVbi+cWnLU5UFQK8/B1reeL5VPUqDDn4dwJI2EYci7J/Kasn/44X1wtF0IW736est5nM005jRe5ohjvtbN/6CTltrSy66ip4+btQNBEat4Hqgki80mVn2jBeU2FhZDxvuD/lxtc1ZKcNPRBm5zhhsDF+lwjL+HCyzI5yiRtf1+jIGkV9yZGoXU8xuk5w5KV/+AN1Zl8LqbB0iszGieIN0C9GlpIlwff3CTXYvVt83DFZhLf+dXw5em8Pbc+uQU5PY1tuPi8OEcolyQhyg/IUmi5injMzpuL17cfjnMrW1ys45YYf89j2xzgt7WjWv/kK6Wo2R+QcxZrmN3Bkhiie0ULlhwO72R0s9lIiW4Ym4xaO46ldTzGneA6fNnzKz2f/jDS7UNBF2tvpef99si+w8sEZRgRJUtmxUyTCnjD+j3H1960PY+MRRCju5TzCE4gfohI695WU8t5Hb7F0rMitVhpsoc6RzxVtr7O29ySGNYU4Of33RKbfTtMfHyH/xhv5ZVBhYrqLOf/zy+ixSv/wB67aWcn3+UN0Xf2nV+KSu+jqEeHVp5Tu4aqxP0+4DrM7t1IfHk91TIjwjZ12xs4r4c/VzVw3uICgL8wPDlkJhv86vjyujpAe4ierfsLFyglUb9jA8imtFOYu4MjShUzL8HD97iqmHQiwcXi8Eu7sT4UKctGlY5FVmYef3cZlp45mzavi2Soan4by/ttEVBeNhTOAMJLkIOR9J1rHrqPyOGA/hp8+8Sd2jbuMngV72dYwiMbcQq5f8TZ/G1vFUVvzsHtOZkvxJ0xuOJo1Q97A6+jk3jG38vCqRxnbfgYrh77M/EPn8MocK8zyr+OH8Ied77EXy3jixt3P80zZ6XSkpXHHU3+mO3MUO8tzyQmKXIzdWcIYJa1rJL2ZFUzyHuSQT+GY3J38s0GM4SNbvOSP/zZIATDENfnYtgOArK6hdGZUgmSG43e0oPqEwvetY89n9t4A6foOjj32GLKyEsNnr9pZyT0jSym0C2XEB4/voDtrD9l00mHmAlzMcjLMHIZBJO4syOV3za1wzlPw8S+h/QAbOIIJI8t5TK+juqeaWc3xuQqddQcwFBs21zEYWjfenCbUHh21+xBzC07nUM92GvwHCZRaYfYbc9YhqQbfzg3R0V6CoobIyGjlmTYHs5pnUe+uZ9GQ/bzD6ZzsPMSE4VckPT+AubsDFHdGKJr+DLItSNfu77O0SKIhW40+ByM9v8D7qZgUuifnc4OZ7/Kvu++mPSzMkXIuGJP0GPeOGkSuTRVu8lueJzL8Yro/qOL2iU6O2b2BDaWjOcPo4ZlMS617dXomvcEIxopHyZndRLDTjiNLKPUe4xoCuLhtV4DfjIt/Du7dFuDxYXa+dzDEcg8oLoWc1iB/m5iGfVsH80fksbKhnRNr1zFp/x6yZg/hR2NOJqKoHLd7A2lpHgJTZ/NZl5d7hpdw05KthCZafWNBc4ReQ+dMxUX+gjI6XtlHMKyjS1By/mhAil5X+zYRgqzlO5B6I9yx4mnWDJrMiuIjeOgCkfqi7uab2TxjCs7eAMeObMfXWskeRjD1HBEy7ujvJp1CCimk8BVF0YqPyThQQTgtncrzLvyym5NCCv9n8EXygipzjuf07Gw4eBDefBNiIjJTSOHrhH+JLMzLy0NRlKhRRh+am5spLCz8wvXMnj2b5557bsDtDocDR5JcZv9JTCjNZEJp5ucX/Jpit70Lv9+PLzuDyMF2AE6dVMLG18RySA6xN3MvS6s/ZKoyFYAcCdKU9mgdJx1RSLYzSY6shqmw9mGxPPgsVsiT+Wj/aO62PQOGCspa2oqs8M+L9i4FIO+7T/OL3y1j6tEjGKq0k2+0MOb7FzBy0VbITIeWtSI/f7+XMUeEN7DaPRdXTyH/o3zCyLpM0gf56alzoY0UXXpB3VaQDM797k/5SeFKpGUrOLJRY1v+QhZ+toWcc8+h86WXGZYe5GCdcLTtdcLLgxT0YkEILhpfxLx1u63P61rRi/Oi167xnl8QCGSjpGcS8DjQi104NINLi3Rmd+wmHBbXbtjQhRw8tBy7fQ9j5l/Kokkl3LHlZWYOO4Yu7wHI9iA3NDMqUM3I4yrxFPqxe5ObQACM3C/RO9a6L1OHG4weci7HDTmO2X//K6dMKiHdJAvbn/2QptcfZ+xvfphQT3FEoatrA8dMKmHr1u8xadJjdHVtwt22OVrmYUmc+0JjNY9JglQtMWppfzGEbYy4VqO8+9nnEeGt0/R9PDrh26Tv8nN0+1Yaf3crY1p7GTw6h1sa/AwvzWFB3VbO+9WfeOHO7zPqiCL09mZmGtYx94RVTs9+kCWNWeJaK2v5nnkPXp8ygjM2C0JuTfEcLqh7j+MivTxWdg4AnhXtnHrtdF6SApw6sYS2Vj96wMpjduqk+HDmsB7mrm3bcL7bxShgTUYVM8ZeyIySfM4ozGZHRTv1I92s7ze8jQmL+3PimCJCKrymyZw4roj2JZUAjMpyYm+tJGjPoCJ3HiCI5OJDGzlUkIWqaXw07HJ0TWdh3Wb0kVfwiPdRWib8DYCCzm040qsZ5R2M067So0cYE1bZ6aok5KmhKWc9TUNXcGbTOazO2sSY8LcYUZrJPj1snmcp24K97PZauRsnqjO4eFUXrSMauCD/E97TjyKz1zKaajGfdbu7gpDSToEnxM0n5MKaT5mQs583asYwramBEeMvJeu0MXS+IYx5Dpn7TckbwtZwD7oSQjYkbJFa7F7xsmF+KyxfmMN568McMzKbkpLEsPLvtTdz5LgCxnhEbsOTHijiF79Yg4ROFuIYF/JhtHy7LHOelMWpSjscUQivPQ8KSLiZf8R83mnaQIO0jaFtMWZamka69wCOzGuRQg70CLQp7UhpBmkNBzgGG+tCzaR5D9CrWGPdppxtTHNHmJkbYm+Xi9Gj1gDw97CbqRNnMtGez7fLZ7Bydzvzhx7BkUOTnx+AvRm+PbWQDqkSR0Yje1ZoTE53UD/WyUzEc3DMorHUfmoaPm3pRD9ePM+n7ltLbdhG1mnDSZuU/Bg70iTuG1MCPY3Q0A6LhlP7UQN6sZvh+9pZnp2GY/en6GMs1+nrZ45k+b5m0rbuQi6qpm7LSQybv52gp4YXA9lcWu3nZN3Gx4E2QuWNbJJmcE63xLFoLPEEOAYHv3IFmW2HxcEOrjpjAYu2fciFs4fw6KjpfP+FPBYsX8LYuaXc6BYvnIbuawd/O/ZhJ7K0JsKeBjNnoE1Gz3Ny854Ao4Iq/yiQyWnSxLM7qYSr/vYZrQ6Zl8YUYtgV9PZmJnXvYS/iGumZdpSAzoK6rbTmDWIFsHB0PulOG7XyWhqdYyhtreVEdz2dyi6y0Dg+ybVMIYUUUvgqY+STjwBw6LwLiaSlf07pFFJI4b8Jze2Ga66Be++F3/8+RRam8LXFv/Qa3W63M23aNJYuXRq3funSpXFhyZ+HzZs3U1z8BSS8KfzbYLPZCIfDFBUVJd1u1+1ISMgxXaK9tT2uTEdLR5yTchRlMcqdQyvQ0gfxd+0Y8TkgTAV2N1jJ47vsbj4eNJWXN9bhC2l0BMLImgMkmUifktEhVFI9dQ6MfocMylLUIGTCy4IMUTLSCdnSMQwtrqwkSayuW83zR8soWpAR+19BBrLOFuYYnTHKyrQAdKRLzNr6W3EcQyf20LIrmyP27yG7q1Ncj78LMwVJzef+0YLc/tXWACfmKOi6RfbZ7YJgDIWaWPSdq6Lru7MMLvzVH2i/aATNAWE84MwZmCS0GmLdo8zMTMJ6GLtsx2MTeQ7tMaYrTff+esBqFEWQMroeobXtYwCaWz4AoKzsOxRm3pl8P8Q17nGKaz8nYJlYvJUp1MKrx7m4btaN4O8EYJXqwq8bbO/10eVJpyUnl+qbbuWQP0QyDHJsjy53hRxc88xvuOaZ3zB7z99Y9dlF0W0vlJ6AX4l/sdBaK5RnhmFQ2x2vSg1pOn2ZF3zdXRCO71xziucwLGskNtNReZkjwOsxROHa2WMZWx1km6ki1TSdpTsbUQwJxWbdl+a9PhQtiGR23u1pIk/msBZxPdL9IXo1se3DGXPJa91Gbrdo13Er3qDLAEW31NozaoUBiaKrTGxYQNMSDyftEUrPsCzyu573QhP7Nl9CJe+Jc7FXxp3blg0BXJqLobvKyB3lpTMruSN9xCau336lANYI1enQnywDoKDbh/fDn5E2R5ArsU/I7O8eiSfdMjqxvJ4tBFUbdXV1Ceu3dAsV7nstlgmJoojraST7mrK5CUkS9r4sGhHruVFnXoE2ZD7DM4cn7OaqO4A9/QIk2VTISTJqdzuGKqHZnaxV97Gr2BanKhzkdrBg0AJ6NHE+He3xxNINC27gh3N+SFqaUPoF9eR9eqgh3nqUtEeYc+ZwlMh03G5xnP3Ftqj5T27uwqT7L87NgJPuE9dEHzh7yHMNbXSEI7DvfdgkTIb6RsWhI0ahJ7kvqiJx6sQSbGZJV3Yes+e/z+gPnqbJJVPU0YZDh/nv/5Vs2hndHeb+OSO5wbsVb1iQ8WFZYk+wkbSIF1tA1DM834PLrvDh7mbSz3iU4OadCcf+Y3UzIcPggKQROL4UPc/JYK/Ot6vClHt1Vqsa7+Rbb4zW5qr0qBLoEDCfobKg9QJTG56Bza2yP7OUI0aJe3XEXWJcU52iXYqmEQ5LhFGxmc7VKaSQQgpfF2Rt30r+Z2vQVZUDF1/+ZTcnhRRSSIbrrgObDVavhnXrPr98Cil8BfEvx9zcfPPNPP744zz55JPs3r2bm266ierqaq6+Wkxcb7/9di655JJo+QceeIDXX3+diooKdu7cye23384rr7zC9alkn/9VqKpKJBI5rKJTNmSkfi6uWVlZAGiSxrNPPMu7777LkiVL4neMdUL1d6IqEpG+rtUtSJIlGyxTggtP+Dm/n3o++5sFKfHRnhaUiAtHQJAevZGJcORNANSuzEULxXfTrdIcprWKJPTBThuyqqMrGaya95uo26/h1sCQkMxkz10ehaaC6cgmmSibLrbtTz6ZcB3anF5Rd8yEfGykFt3bQnlPF4UdrdH1Sp4gAi+uFIqu/fPrUWUVWbbC9fbs/QlpaWNxOS1ziAzZwJChaMQoJhdMjq6X+j2R9bnxZBeAEUMWzjp9FlXdVYRiCApV+mKC4T4y55NlVpoALSLuSVHRGWSmH8XPA5Zz9lhDhJs2U4ABuMLifo3M2RYt83baouiyogbpnihx/y/OpTsirs/Kjl7OuO9RcYyyUm7cXRktHwmkEeoVxgmRGKLs8QMzSfP3kubvpevNnzN8aLwBQas9K+7zkl9+hk2WWNrWzcsfHATAE9CZm5XGifctY9k+QUg/d/uNbP3gnbh9fzHxbu6p9LLXVHbO2GK5rh69dSX5NpXdgx28MVuQ2b6uEI2PVZBmSKg2mYsvF2q0rsYQihak8FrhWrwr8yBeWxuy2ac60qxnpjlb9KG//Fn0TVUT5MU5WxLVoKpuY27VmWT1ZjO4Uxjx9HE/EpDRXYWzXSj+lH7+uYakRe/5Lt8xCXX3QVdEX8pyKGAS0LJN9Of0Y49h2JvPR8tGYsjCgNZLj6/LbItEoWuoaLPrqCg99caUo5BGWqHRfbi/SpA9vznUmLAtDhe9Iv7+cA/BGVfg7CMLw34YMg+OvQvFZkfTNNKVdM4+dHbc7rOOPQdJiU03oaB4zRcZio0dag2aDJEMS1V48Q038+OZP6bAZp1rZ0fiSxfdfAZvXf2LhG0Af9Ez+emSdq4/V9w3rXseQ8vF92DjYGu8cDoSX6SdVRPiiHQXpItt/q0tCWViidaLth2Eph3Rz92zhAnLpRd9Gx2JJ+adDEB+Twfpfi8um4KqyBRJ7SxY3UZLTxDZaRF0BUoexXfM4odL3uZslvDr7d0oWQ4WTcjBABqcEsHyNBRdw5AkFv3mfb5/6C+MKIh3IDaCPgbC206LtHt4gyjn0QyCgzw43dYLkMKAwRCfjqHpvNbcCUBYUpk2JJsnLxNpEZ69YBq3zL+OpkWnxB/EHDoVTSMYMghhw054wDalkEIKKXwVMfIpoSqsPel0/MUDp61JIYUUvkSUlMC3vy2W//CHw5dNIYWvKP5lsvD888/ngQce4J577mHy5MmsWLGCd999lyFDhPNjQ0MD1dXV0fKhUIhbbrmFiRMnMn/+fFatWsU777zDWWed9e87ixQ+FzabjaYmy+3Z7Xazfv16Ro0aRXFxMT22HmRDRjbiu0RnZydFpUUEZEGeNDQ00NraGlcGNSaPlWJDlWVLDeQTZYto45bFIjeaJivossKMcjEhnz9SkCV9JFjNy614a4I0bUmebHNXMJ4sMgyJ7u3tqGFB8uW1bkMpDqHYNZQ0MVl1hTOoLzmSxgIxmbSXDvzjKqSKSfJjNdaEvFfR0NoP8NaUWewpH0G4V5BqzxQ66FUgIkGWIpPn6EaVVUpKzmfiEX+N7u9yDcHlttxR7yn1k+MUpIUiWZNyWTHo2G+d954hliLTKiSTXipCTn6w7Ac8vPVhNjZttDb3ZxwHQsxx+5CZKXJ7YRjYHE5GObbyR0MQXnci8gYGJRdBm4QjLMgR5VDy+zSOHXjzHbyZdxaRlkSn8bBh0B22Jup62I3HI+7Lew2jktb5+IGZdOnxedNmd23DLceT3Kokccn2Qzw2WhCnXqfMMJeD4xokvEFBSoSDQTQtXon6p0OC3G4JiTIhk3ibvGMtl9ojUcVhH/5x73oAshQFxSZjzxDkmmGAogVR7eL4zZkVvDr+bmwxytyTnaKu/WWiX/RRe5qsIKmluHvqaCiIIeIBRRfkt01Pnqbh0aa/YzgEES4Tr5o0JA3M57s1MjTp/vEHU2HStwCQbOJ4vR9+xKaaK+j1VtA86kUiaEyZMoWJEyeydu3auN0dpnLV0LvYOdgie95rE3kMIzFkvGzSiWXORMfi2267DYA777wTRpjmE85Mgna3UBZOvQQiQZHndNzpKIpCJBIhk/i0Ev8c9E/GzD4GSbKunSSpqHYxRgzLTu6CqygKGfYMFqab/SbsYufOhdTn38I5o86JlvN4RlAXlgkbico9gNUvi/D58iPEeFe/s4iCfEFmTfRY91mWE+/tqXVhfl/ZRLsk+r7kSnwhcNkOy9V+TlYa7Hg1+vlHsWJIVSasin4089BuelweVLNfq2iomoH/wDbCepC1LW+L4wH7feLlQCZdDPIbyHYFe9hHSLXxSaGKnu3g0IwJSIaBbJK4kiSh6zoSfZ+DSa9Nf2SFRHlTCMjCUfns7PWztrMX26A08bDo4Hj9aiRNQ5dkHjp7FOOGiO+U6QXpBFU7uqyQ7rCuVUhWyW1pRYlodNUpBHBiS5GFKaSQwtcI7toaSt8XY3NFTLRKCimk8BVEnwfDyy9DZeWX2pQUUvjf4H+Vzfvaa6+lsrKSYDDIxo0b44xKnn76aZYtWxb9/KMf/Yj9+/fj9/tpb29n5cqVnHTSSf/fDU/hX4PNZmPbNksB5vP5ePfddwFBHGqShoxFFrrdVq6zCy65gC6HUK1EIhESDLTVePImmcF2jtQTpzK59fjR3PbqdobmeXh81SFAoiUvN7q9+pJL6dwv2uBttCbP3wtZxjd9kGRxvIipggLIndDD8I9XkH788QDR84rkC3WfZE8kJawT6ATg5SYr112NNARlkEX27f6uMDD404yhLDw2na3ZCkvKy1AJokoqhhHBbrfOx++vRtdDNDe/z9p1IqQ0bOaXk5BYMckiYHtqxXl8PLWZpuzEybUhK6gZCvsy9xGWRB1DMqy2DWQ21B9SElJx1+4fmdtU9IggEzN8WkK59SMcvDFFPPe+hokJ2wHuk37CCycIMmT5uvUJ2yOGwTi7RYaGfbkcueAFri08k73dBQO2+597OqPLaz77NpqaQcQweDpgkZZ6ILHNHlUmpErYFZlVL1UQ6OmmesfW6HZZUTFkcc5pZgisrIt6srrbCQcC2Aa4toWGjGKTcY62SE5ZD6M6RH22zC34+3FA7wREv/1kukjh4HMKwkjRNYxIHZHAavR+h8sM5CW/KCbChouH3z6J136/KSHc1JA0JPM52B+aHLctt+6hhLpKunrhhN+ghSUMM3FopMCg17sXn7eZjvL3yLpiHHa7HVmW2b17d3TfMVopGRFxwor9CFoyLcJmmMtBT0Rj0PKYa2829ZxCS9EX1g2uuO0OnE4xvqhqPEEW2vQ0DsMQJkj3j4N1fwHFgaIoaJrGaSNOiyvvs/mQFXGgomEmkSjZcZoE3I7M3oRrAIIstMk2qoMy1SGV3IW56LoNRc3k53Ms4x1VTSes5AMw+dnJCfUcfXG8IUnx8CwiIR2bQ+F34ywDL0UVz79nRhGuSaI+u8n71rTX41HfJ/vMERwO87LShNrSxOYeS9Gn51gdMdsnnr8+0jxWZffW/b/htXLxUiIs9XDmw6sBKF/zS9oGCcIXp4eq0nLW5Yp7k9XcQpFrKPeYRHDI7+PB3z3ApU5hmhXiMONuDJzm+TqHZzLBZkczDP50sJG79tdjKBISBoa/i8JQG6MrhDFP8YEltJnnoZrP6W/+uYd0p2hbdyBMjVKAx+dF0TQalzXxAqfjx5XYgBRSSCGFryiG/+1xZE2jae58usZO+LKbk0IKKRwOEyfCsceCrsP993/ZrUkhhX8ZKeu//yNQYizbZ8+eDVik3pAhQ5gzbg6jukYxvnM8AEceeWTSenRdTyQDTYKFhXfAmY/QHUjMATWlvICFowtYMEpMfnvMMnaTlIkAIaeDSEw79YjYFupV4ITf0ko2y/XJCXUbWjwpEioaRo49gpJXhGSqFSdkC0Ird3AWJb/9DQAZp56a/ByNFi46uCtu3WxjFfceaRFBt510bpwy79M8laCmE9EjqLIgC1XVSjjd27sLSZIJhVrwevcB4G37kENdh6jtreVgqTdato/8rC7yE3TotE2zSLATrr0JQ5IxJIPtOdvRZTGr9oUFGbD9UivX3+dB6vf4NzW/G112OArJLswCwObuTNh32URB5BYaDZTXVg54jFel8wHQ5MShRp00mSOcMrcawh3Z6WxBVp18HtfZHbGu+6KO35HpyGZ+usoJJw6Lrn+rO16ReXq9zsbKDh4+OYuWRi9bP6oByU719i3RMoXDhrN+/WcAXDdYkJVyVAkoEYmE44jYd6ZbhLoR1JFNxsvjFS5pihaitckKD9fN7aXt3fSn01vzJkb7/mkrPo6uL2nyM3y6RRDOrRogQbI9nhytr+iku/1jbIjjzzq4g7CjK0oW+iNCwTmqR+SbHFPVQH6j9dLH4c8jdKiRXj3E/jcL6V25hiETp9B8lyCTtu8QqSb0NBm73c6WLVui+156zlUsGj8Pw9sGgKwWcMYui/T+6f46wv3GkHfMENpQzPoP27qY/ql4Du+44w6r8LdeACAQ8eHQDVBs1jYtFCUL++dMPGbwMUjmPZh6fF9KABu2SJI8rCZuueUWJEnCbXNTHZJ5s1PhpX0vAeBS40mm+kCIdmUw80rnoRlawjg5bl4J1/x5YfSzvydEa20PI6YV4I9RWZYPuQaA7LNHEjwkrotDE9uPD04kW30INdt6QePTEsfkrogGR98BZz8x4LkB2CJiHO4jC10xyr/W6ko+OlKQ/RO6VOymU7CjdxCTrxb9UJcFEbfadCQfu24jiqwyzyaen0g4TJe/O1qnnUQS/5hsT8I6gNyLxpL/vYnYZYn3Aj5eq2unPRxhU7ePNwfZQTP43ri7OVLdwdLcuXQYKses3wvAL++5B6dJfNZ3CVX8b/+5h8FqK4qmoWga/zxZvLTUZ6SUOSmkkMLXA7auToa+JFKBVHznmi+5NSmkkMIXwo+EEIPHHoOWxDQyKaTwVUaKLPw/Atkka0aNGsUJJ5wQt+2oo47iuKOOi1sXG56Z6chkZtFMAFpaWmhra+tXeR9Z+GNILyJkJp3/uPh7MUVUVFnCbRdlH1kuwjv3NglSx2aSGIYkoclyHJniWHQJRuk0/sRlTFQT7ep1XeLjhX+Ofu6OpGHIlgrp0ws+5ZezfgXAvG+PI/P00wHI/e53ACi49RYKbrHyw4VtkN9rTXABHAR512O1atOQ4aSf/pe4MhG7HCULdT2MorjjtiuKG69vf/RzoOEvnPb6qWxvsQi+3gYXy/pxrZNPP4P2qYIwHD5tFoaqEti4P65M+Lcf0NsRb0jzeRg+/EcMH/6j6OcdO74PwPRpL2G359B/ePA2jaY/mqRiBn/2+Ul7Px2W+PbbSEsjEAnTvUuQBVJr/hdqdwA79uVWbrvJ/kaeL48J41QkhjfEm0y4Pm1jgyIubOdLVWYDRJlThp1CdYGPhoq95HYIx9pMMxQ9aI9XzcZi03BnXD/tIxIHVwsDKFkP43BYhJUWFATKpJoWhk+ZIdq+Yy15prNywAz1zQlailQJ4vK1JYOv+jv0TE4MXXXj42njAgCm1PT1l373tFtcE0WLN9ZZU/wJB4eXcOMDN6KHZfRgkBMWxI8bINJM2GwWWbdw4UKGTijGPTGfWed/iyv/8jQAlw3K409jBUHn1fRoCHJEN2gJWWq2UEyYdiTm4tpjlcBjBMkTGnGsCEOOJQuzy9m4cSMbN26kubk5rq0PHP1AlNAtHZ3NGTdPQZIkTsyIVyDGIi3NUkN/e8y5hA0wzLvuiDHWaQ6GmWoSm5qpRq3srkyoT1as6990qJvXfr8ZxSYz1OXgotUiVL/PeAjAPUEQxX1Ku2kuYGz8S47pn+7kAzO0e6xH9Nerd1VxVvgIHo6I+OPxaU7mZCWScrJpwHP6i28AsFqyzKq8nZayujPTGX2xk3XacIs0z7QUwPn76snqiR+DtEjMvSWCYVhEf0iyM3Xq1KRKdACXee4yEiv9PnAqNAWt+gxNo8uWjscmnuPvBixTGsMwyJLj870+v66aGrmYQ8OGoce8vNhT9Tl5MlNIIYUUviIY+o/nUH0+ukaOofnIBV92c1JIIYUvgmOPhWnTwO+HBx/8sluTQgr/ElJk4f8RZGVlMWjQoIT1+/YJlVusYmrx4sVMmjQprlztwdqBK++X+25GeTanTSrh8RoxUY1klIGhocgSvzxDkEYPfmty3D4hpyAgXz3nbF4+71w2T5liVT/6WMK5gqiaUGhNpF0+oaZbtuCP0XVDJuQyYqxMY8gitgLNBi/9WoTBxbI7jtGiTNqiReRecQWjN4oyuiyhRuIVMHZChPpJ3tbkxZ/3pMIMNEMTykI9hCTbmTP7w7gytbV/i/vskizy4eWFtWghhV67jmO+aNumizZx3ujzuO2mv3LlU8/jTEsDScboEEpEj1/BHhbtCgctwmf3GMtEwrPAUozFwuMZRn7esQnrJUmQL3YzL5oesZOXewKewr1J61F9Bne+9RITqgY2L2hNz2KR8X7cuohhEIho2HSNnc/9iNa62xP2m3y8UDapOZYlsWYoSCFxf+47dxJhVJGzzoShGxwqtAik0S6H0JgNQEqUpZfR3yC273mwZ4rw7oLWBjLyBJl59wgrAVyy9HQTrhHkk6KFcGZbZJNss8gXd744n+nbP6XV5sTrkOhME6GxXTlHxNV3cEsrOlpCG/ugeUeyJTywqU3V/2PvPMPkps42fEuavr1X73rde8MY29i40MH0YnrvJdRQAiSGQOgBAoGE8BESCL2EEnp1xx337l23Ld5ep0rfjzMjjXZmi42NDei+Ll8eHR1JZ9Rm9eh53zerVP+80WaIcdOuHIC7rVIfK4Dil0mq70ejswZVUShsFfeMGbN/z7bLLotZdyDQZhIL+/UT7lvJLuNJSCYpXQg+A8fn0zfBEF6D4WNx7Zoyhs4xKuRGFxVa1Gi4bePhS8jE6UgCOUoslCSq6+vZtGkTr7/+ut58ydWXAOD02HEnO3C4bBT0EyHPCjITAkaI8OhcIxQ6mmxXCn5Not5Rz4dFH2KPEik/DFe5BphfLnI3BtXuVdlV7DIuRaZku51emWbhPfmYnqSfO4DCq0cAcFFOEqz50NSnNhDiq7BY+K+hJfxtkDhn56op3FcvXlgcmZHCH/uY87ROT3KghIXNjdniOC9D3J/npI019f1+YKruLEwcb5z/UpbxmzI0tJOBgTLTcv+49hL989f2FYCNqSHIaqxjmT8Dm81GSNXYMVn83ly4OTbtgkuWRPVjwBd1Dbf+IK6ncqc4x+ZL5hD9wQ7xm1KSKUTSXGoIbpXotXETawcZ98foNCoWFhYWByxtbfT51z8A2HDJVXQZhmFhYXFgIEkQiZB55hlobOy8v4XFAYQlFv5KkCQJj8fToYsj2rkzYMAAkpPjF62IS0YfOP2f+mReipuRRal4w+HBS20jUAghSRIZiU7ev/ZQThpRgNsuxLZTHLGhs81JhsiiBQL45LBIWCOS+J/87nu0eTyokoQWJVYee9VQ6hoc/Lfufr0tFGVRcicZ3zMSoiy7xbrlhASKkoT7KbBurd7vvtoNfI3ZeQnw755mx1eCTYFQMxUb7sDr3YEs2XG7e+rzq6u/ilmHEiUWNntCVKV5Kc1rJf1wUWwhIkgkOZJI8kTyrElI4Yq5Z3xTyFlfhPOdtTu2WiCAvaiIlu9mUvX44zHbBlBVb2xj+A9QJewk2vn9pQwb9ow++z/9i2MWqUtQ2JXceRXmtQzSPzvQCKgazzam0iKnghYgvcAoSKHIcMWzL3H4JaLKeuFl9+rzDpLXgwr2ZTWUZCYIsTAsdvUZnU1ylhs5KrL0b0N6im3+YIh10Vwx+DJUSWPC2Reitfvju6RKuI6Kd25GCwtZJ2Wn4QiIz+1zCgL4Vy4TY37ofvKHFZBeKASb5nVGfrvlC0T4rxI+jluHwrLiDA5eNotvh6ea1tfW6OfPGTUcf7U5N2SjHBG0Zb2ARDycQ07WP3+daeyYzJJ0bEEvDl89Ehqf936c9NoJ9CivpNUu/pDJK1yJ325n2pH1BApiw3XnzJnD8uXLOf54UV1XzyuoSGhR4b02h8zwJMNpGwlDfj9czTaCP0os/Pu2zkM1fGnFOIrHm0qIP7BpJ/847CQ91QJAiZJLUY64rhPTnFzySGyKBXuU461k0NCY+QAh1UdAAyTwK34csnH990+IdaBGVyjvDFtYhLvk0QmUDDMLXrJDwTM0i8QMcY8KSPaY5QH+vVMIYyrolbyj8akqznapAFRJ0f8AcPsNka6OZLa5zS+WhlS8ozsLowmEjONlD4XQbObxaapK/7C7sVJuQEOhcO1aUrwt1OHGZ7PzXWMbiiQhtQU5uyzAmRXmFzXuOCkMAJpmi++cGag3tU/LEOkfxhaJ35D/eEXF6YPldXx9xOFs7tMbKcqhOGjQIFqXLjW9YLGwsLA44Pi//8NVvYuW/EK2TesgJYmFhcWBycknw4AB0NAAzz3XZXcLiwMFSyz8FdHc3MyGDRsAcDrNYYsJCUaIWnR+wwsvvLDrFTs8BPqbQ+MSnDYh4gB+xY2kGg+Aw3ukAtAWEG0pcuzDbWZ1NXWpol/5XXfja5dXzOkXD+IhxezukxUJZ7sH94hAmpThwpMcG9KpeY3tv3XCW4zLGxeVqw62Zy8kJBlC2FTtcwC2pQsxQ9GMB88833xaGxdRWzcHSbJ1WWzEJmkmAddn1/A51Jh8aJHvEQwGkRxOJE1FCgsrkUqyajj8O7K+UFMTrgHCMdUcVXQomsTEgYwfZ57ndhlCwdo3/0HzjlFGiK1WSpLHEATSG8Ux7F1ZQWVa5+GyR/GJ/vnc0Et4w/vYkdCERpD0fHEOqhqUlOSSlCGEk1ve+AibYuzHHY0eJECp9OKyy/iixMKjLxtCWm4CQZvRv8gtxpUeVfRUDe4AoGTkaLSQysDMQYyedrLpTb2qaiiaxqHL55CclU1Ob1FUItdpx28X/byO2OObeeH5AITcLuQMJ2ffHRGubHjD4m/I7mDY6oW6WDh0Zx2tTge2YJCqRMPFK9t6AqCFkjj33+YiMVttxjU1sG1JzDjyi++PaYvOJ2pzKORWfs/YBX8EYFuacIUFcfHGJhHu36fXUrxOsf/qLorNN1dauony8nL84esxcu+QbLJJLIwIz2+PEKGiwTgvLfp4nKachV3hz+qLc9hZEBJC18qEPjy9VYQeR9IoKJrM4S2DCVa3xV2H02OjMqCihsXWo/zDGXzYVFJbhLBcVzefTZseA0ANtRGIGp49ytEYKXxzXZERlvvueqMacWcodrFvol9kxIwzLJjdvKXzVAPFLgcrmo3v2s8hBhzQNBzhEOz8cNqIhaXiO9o0jZS2Zv2+UUYhPtk8Fn/pLMqr26WfAEKqxuAGcZxtagh/D6PwikN241ISSNTE/TgghagJ/Ba1ol44GhMUbrJlckqKuNfdM7OBTL/GbT+YHcpb/Z2LrvneKg5pNlzPH9WI1BajRw6n9KHjeS84hQyXTIpkrHdnW5TjV5Zp/PCjTrdhYWFhsV/x++HhhwFYf/m1aPb4L44sLCwOUGQZ7rhDfH7iCRGSbGHxM8ASC39F7Ny5U/98R+SGFcWIk0cAxgP/yJEj6dmzZ7fW/cADD/Dpp5/q075AiFD49Nq8qzkmJ1o8FM0QF2rSM/j8GFHJWG1piRELAXpu2RLjBJMkiZ0b6k1tathZeNSlg+Nu15abq3/22D0kO5Nx+f24vW1c85/r+GDzx6b+F/M8IPL1AZzEO/q8nOB6/bMsm/+Yy846NnbbklEV+YvTv9DbHUqscLB8+XKef/55fImpIEn84WVzDrJIfrCI+BnYvr3zqs+Iishudw9Tm92eqn8+4uJBpnkPcgv2sHDx6Nz5XPVZA1k33kBLVKXaZK0h7rb6sZax2myxDbmFD8NFLQ4tngtagIOPLwEgqCrYsnqZlrVHuZoKJEO0qGz08t2mRlMYcunyalLbjPMlIXw+h6Lcd/6mNwCQFQVvazOpXheKzY4adT4FvEFkWeKdG67l8mdeZOiUo2K+0xMnpfFikhcGGU5c2elkxLK/8I4rhakLDRHju99O5unf/h/pF19MQl4+tlAAJSxqOXsWkdek0KOmnmanIQjZE45GSRfHsFE2C2l2TeLPKeKPDTUQG75578dCDGprNsSWET1SSc0RDj/FJiNrKsVPPsL3/SQCEQHUmUrrB2lEYvabBokXC8GCWCFPkjRGjx6t3zMiuVElm4zaagiTUljsPTglgb4eZ0yBE4CvDu6PLywgP1FawQX5Gab52xq3maa9Qa/IGxgK0Ky4qbcbBYWC4cIdtnAVZzUQv4jJwUcXk2OXST+jH27NQZEqBOpjLhWJ4xsbf2D7DpFMPqR6KUk1wpU31G/QPz9RKsK5nbJx/ry5/s2422yPYuv6Z9getd6/jvwDpW3G8U5SZI7PEq5cSZJMFaWPCedZ9auaLjh+Obo/SSGIxLXfpPjJbaxl4UIhRiuECLVLLXGcbQGvO2LF56Cq0csXdiKrIULhddb7d3FK8W84qeg6QlL0vveQaKtAUVVaclLxSpKeN7GfolEtxYbmrAsEYtoAvVTKZTvfZbyvVG+3hV9MRV5w7CKDK4Y5KNeM8+lbl9lF6NtozgFrYWFhcUDx8suwfTttWTmUnTp9f4/GwsJiTzjnHCgqgspK+Oc/u+5vYXEAYImFvyJyc3PJyRG50uI53ooTRXipxyPEhJNOOiluv5KSkrjr37x5s/757DFFurPwfD7m7qqb4i7jwBAUQlHhhIpqdjH5ArGuJllVTYnq29OwSwgp894TxVRcCbFvYvt89y2yy+xEdCkupi6ay2t3/4YzZtcQ/aj7yNJW5HYhn+2nI0jtQga1dv3WemXuzvPSFmzjlD6nmJxKEwom8PyRz5v6v/fee1RVVaG6PKh2B6VZ5oIgofBDtRp+W1V65nR8m8V319TuObbGjTWHSvc/JDemT1hTItXRxnXPTEFtbmZHdjbjNq0kq0kIVDe+H+tCklGxhyuUhlBY0NAMwNbP8uk1IlXvF9RkbC5zcRhbWCwZll7BGqknH10/gaMH5xAMafix6e6yCGkNIc5OEQLKv+aWAuihw9FsXrKQ56++iPKNQtSTVZWDls+lbPkynrviEpqq18TupHbUKBonnmeIqpLDgdO7lXfcKewIhzs+MfkJClLd2BWJnNtvQ3O4sAWDurNwYbqDmQcfhyPgR44KiS3Kb0YqEPuiSda47C9GfjWPUk2kELg3qiK40yOuu9U1vXE6cvjnHd9h96WQn7+GB0+QOeWWUYAQqZTMTFwDB/H4acY22zw5aAkqhT1ELsHG/mYXckO94Z6TJI0xY8Zw8MEHh6fFOLSgSvOsHXo/OSwWOiSJDa0+yr2xAtDa6hWsbhLur4e3VOihtRHH23HvHWfq7w/5cdqEWHj8yGd5c6RRMdkQC8PV1ivj5z90bRfi1JAhQzivx7F4Rov7Y58+fbjuuuuQJBuaJu49TYEQd42doS/b5DcqbleFi7Q8HhYNd4fuiIXR/DF5KgvrxbWjahpNIZX/7WpgUpoQSwcmGq7kQKL4Pj7VcBa67QrNviDeoMbcQDEuCUKywscfi5ci73CcbrAdUL2DTbNEYZvh8mZCUfeR52du4sXZW3CFj60tFMIGfLnzFVIdxr0pRKxQaw/5UcL7dX6r2Hez7bP5r3NhTN+OeKG38SLkdk+1/jkzFL7HRBXpsssqHsQ9wm6348N8b3a3y9FrYWFhccAQDMJDDwEiV6Hq7LjwmoWFxQGM3Q6//a34/OijEH5ue3ddebf+WVjsDyyx8FdEKBSiuDg231yEvEThlJM7EOCmTxdvMzvKe9i7t1GN0qbIBMOunjsCl/FIIP6b0Mn2+I6ObUUix1jWLTcD4AuYiwU0JvZgc+/ebOjbN2bZXiPEg+rWVUJsqKsQQoHdqcT0tefkxLS5bW4UVSWlRTyQa0jkaMLVNEKeb+o7WpvPKMQDbnmz+UYeI7RqIVJSDtIn/eGEd62BVi4afBFKlJsnxZnCuPxxMWMDsGkqtsbY/HsRZ+GG8Yfqbb7VQuzSwj9IjR9/TNOXX8YsO3jQEwB4PD1j5l37t6n656A3Ef9KISIltbUiyxIN4RC+4ds3MjrYSgiZUcuFc+/B0hlM1sT2kmngDF4D4DOOY3tYMGqpcONJDrtQly6kvC0pphZJsy/IivRR+HpO4sijpjGkIIW/nz+aiX2zhCjtN4tB537XxF3ZwiW2pryRvJBMz13iHKr1/lvvp6ntwtuTUuhTuoa3H7ibUCB+jkOAdLtxrDTAZVfQNI3lTa1IdjvTnniRH5qMEIMjio/ApsiEI8UZfuLpKKEQ9lCQcYu+5iNngCX9C7AHg0jhyuAOOcg0zz0Eo1yLOxq8fOjxIzm8nKTMoVCq4i7bK2xtDHJEypNIaNjsMiG7RKM3iM9fid2zA0mzk9djNc7QIjzJDq7921QkWaLf7Fk4Cgs4pmdUpWM5SNVDAdLThNjnGWGuFltTYzhRJUnD6XTqzkL93hB16k84sy+2cKht5Jr4/UZDSIxw3ifnscUb4KWvJ5raZ9U1xz0GvpBPOAsX/J0aeyrbkw036lzNTn5ePofniyruSqrTFBYdISHsQpZtCgWXjST9dFGgxWazkZmZKYoJaSGqfAFOrr2Q2qDhoFVk4xy4tDC2kvexJbFO4miOuVIUE4mEIXfFW8ON+2vjqg8Ac2GVQpcQwJqiijNFHJx+VcUZ3vfOsDi5qznA+lA2LptCsN09//QEcd/wuN0k5BpuyqomwyH+3fpdNPuC+P1GGHKaDbxucxhxPLHQpfqwhQtE7YhzXLKuMcS7v/Q3O5/flkUhqn/0cTK2eSu3+K+CIafr8wdsElWpg8EghK/v45ddyaEOke/29ttvj9lezT9E0YCOftssLCws9htvvQUbN0JGBlumn7+/R2NhYfFjuPRSyM6G0lKIKsRnYXGgYomFvyJUVTXlIwRMYcZJSUmdFjYpCgt47dfx8suiwu+aNWYXVqTowkY1n2D0qaaGoFWEWuYrhjsnzxt7OqafL/4wamswh6et7X8uAKuHDKa4j4tLH59I/0NyCQQC+kO4K1E8PCemi7ewNkf3TvfofIHfDREP2NLOBxihLWLXsL8C8H+a2P5pvEExZfzv/87kqHdiw1QBeve6BYBd1V/Q0LBYbx/mEQ/1NrUJm2wjxZnCwTmjuxxfUJKRtNgH7J3r18bpLdACAbZMn86Om2+h8eNPYuYriifOUmYql51B9cqTKb/rLgByXn1FrDsqp5i0vYzCylqC/uWcN+9TyspGcDnP8XftQlJoJIMaXtKm04KRMyzF0x9JDuH3tvHeQ/fy4Y5B1FeahdeqJh/fphxCS4/xqOn99Ha3Q+F4eT68eYGpv4RwbG2fNJzeWYkkaBJTvcKJ1BTHYRph+PEnI6uxLtb2fDfGEFAmDMomK8lJm6px1KL1bIkf8QrAl2sqeXVnDa+W+VHC1XIdAT+qFiKggL13vu4snFawFjmjly7uAEx9/DvWOkIku22omo3Zzhu53PYxKjL93d8x9KJsTvjNCLZoQY5vEd+zLnMpmhTA42yFDlywlw69VC/uk1IcLr5iE2JubaNRRTegwo4d0aHpGjUBIcrffffdpKWJEFg5SpgfPrVHjHC+odVwgn45uh//HGK8xEgKimMfccqd+cOmuCJOnbdOFBkZdx219lTm1hui4vOuDJxOJ4UJ4mVAw6el1Ly8OmYdwfCwOsotKpyFKg1hp2Jr1LnRJ9XIzxcvrPqTLbHXWTSRlxrddf1OiKqsfZciqsX/batRBEYJf4ceLsNx1xQW4t6rqscRKegkSxBURQ4E2cvBgwcQkmNfpGzIHkRSZhZamiHCtvqN76+E1/fpcnG8ZE1lVxAGTTrctJ7Vtu20Z5S2mm0pxnnlj7qH2AsTcRYZv0OpDnPhJM+iFwBICGrYFTvvqIdBDyEKD9u+kQGVWwH45JNPICgE+xAKtQinsc1mXl80LTNndjjPwsLC4idHVeGBB8TnG28k5On6bzULC4sDGLcbbrxRfH7oIf2lpoXFgYolFv6KUFU1xjUYebgHUeTk5ptvjrvsjBkz9CIo7cXCTZtEqGt9fb2pfZeWCoAXB2PlsJBYtQbWfAB/HsRbV40jqBnjsauxp2MkRLiqTDxwJjaKh/bmpB4k1wnRwp2ViivBztgzinjggQf0B3/FJhMMhKjZLkQEuZvhfm6bm38cLTPvLxfy92PFMqFQC7/lQVDFd1fC4dNuxMOoUithD2ps8cVuIy/vdNO0oiSSlma4Bq9I3YkWrGPuvMkkOBJZcWFsdegY4ggMs159iZmnnhS3u+b3498ojpMUJzF2QkJvevS4pNNN1q0/ivrNk2LyRPZ47llyq0UYYFFtFVPWLWVXsoecLUZoYKjBEGDtBLmWJ/XpZm0kQZ9XF01CmkTfMeNN25jYV7gEA5qsOygjuCVDaNixYwe1mcLpmZzpxiZLpLiN71vohxaPEKGCjj60JyRJMSHw8chy2Fk8Tpx/szcLscwf/sF/t77zpMU3r9vGRxV1jEstBWDeQZMJ2B2oig1nWiIjdgqxRSs+FIacZsrXGEFRJEIYoseFymcAXPG/HWQUCFFpUMCYH3DGzyMZYUD6AP536v9MbQ5HWGgJ2aipEcJOxAQ3YMxMynf2xe1p5JzPzqGipcIkwthzElDSXVQ+vZTtv5vd4XZTbAr9E9xMSjVCnVNt4jz4rk68SBic6CKoBdlV9DLza41z6l+r/8XWpq0w/jeo4RQGv+1phM2/rdrxrRQvJfyljQRr4+RNtSuEOtHqJElB04K0tQlncX5iAQ9PfJhF5y3iyGJRIb0pGOKO9eL+tHjcIN4/6X2y3LFOw9h1i+to9tsbuuhp7h9hXn0zo5JjK0znOMX5/mDDZ7xRYeS/jKr5g31tA8r2VpL6z2Bj/ToS47wkurznTL5rCzF3vZHr1m2PFRVvOFy4u5Xw+T9y2qkxfeQ24fyNpGJwR1VhH7hzCzOef1ufdvVN44lzTjamw4LfG/2EoKxoIZ5ZfT8tNokUO9x/8hCQJEaXrqHXrnaO1YBYNoCNKoxjMlipoeCHBYybM5ftN96Ee7RwfAfjFHGxsLCw2G988AGsWgXJyXDddft7NBYWFnuDa64R1/Tq1eIat7A4gLHEwl8R8cTCiRMndtA7PjNmzOh2qNaC3x9PSLYjAVOVZdBWD8+OhbcugmAbg7a+To0mHnbv4K+kBjo+HZd+LIp/SOrQmHlKnAdYAG9LgLYmISxNOrsfdkf8fu1x29x8MUrGU9TTVFUXAFkISfawWPhpndgXNTcGUULQEJKYPMnsYHI6s5ky2XBd9ulzOz0KL2StT4g6NklD1lS83lgHTgS13Zsnud10clbYQVVdZWpPu0A4M7VAgORp0wBRJbk9Hk8J/fre1eH2I6Rku3H5zKKLe8QIRl90kalNA4JOQzwKtUblUQs46I+xP7RQCiu+/pyg33Cb2doVZom46xp9KqGgOSTdpxli4JIlSwjZwgJueJnb3lmuz9/ugBX9Rc6+BM+xRG6B/caJ6yAkycghY9/2Ouj49rtApyDs4PJNysWnqvjCYucT26s7XCZCqEciG1NKyMrNxO8w8g/ZQgFSvdmkZ/cj5aCTQNPwBWPFy9Q0DZdsHMdjlYUsVPvpFcajkSTjet2y5alOx5VXPg/FKcR1h8NLbW0+ihyktrbQ1E+RFPLyNzB8+OfIajOvrH4lZl22VCeBHc2gaoQaYwuwALxaUogN8IYLIKVqtahRP0svDy3h7LwMgmEX5ncVZiE91ZkKSUYqgeyoc25hySAkJJKP6QlAcFesiJs2uZD0CwfFtEfY2tKAhoo/XG3bYXNzXK/jRPhzmNpwioT3RvahwOWgV2ovnjviuQ7X2Z7u3pfaUx8ImsTC18oNYXCbYw6nrPyLqX+02CjX+ZHD98bGYJCZaXkx6/8mTbj1mqIqaAeiro2Z64Wr8eYjhdN3mMeGE43H//xnZg83i3aeUuF6XmITocBrs4x9ntbazOYKI+Rf7udBDefynDVrFg2vXglAn3CVe5fq412HKH71kS0PR/g6H122jtz26RnCYuEahKCZjbg2U0NNNDpkirZto+nTT2lbtJiE8eNx9u8fsx8sLCws9guaZrgKr7sOUlP363AsLCz2Eikphvj/xz8Sk3vJwuIAwhILf0X06dOH/Px8fdrhcOB0OjtZIj4bNnTPCeP2eNhyVakoQAHgM4tUCV/fqRc4cV30HuVtY7Gpre1XA4AUrgTr8maRVSGKPKiyeNhdNVM8mLYX1L55eS2hcBheR4JiPNRwjq2N9UY+xRxPbG7DW9v+zqLmVhpCEthg0kqVYR4NWY6tQBzdVlhwDllZR3LtsT8AwvGz/gfhPpQ6uCRVVTWHiEuQ1tLGYWtFyF3jLlFYYUtWqmm5lu9mRlag55FrW7o07jYC3s4rVl/z9ETOu28cBdVVPPbk/ShRf7iOHm0On25wO9FkY30Z6dvxeoUzdcH3p+pFYY7T3keSxL5550+/B8CVmBQjFjrCblbJZosRC+ujQpoXLzbCvJdujc056PK2klMtwiYlyY4j+TwADjn5DACCmmYKQ+5/aHynZnuKv1uON04owaS0pA7F9eVJ/ahuMDv+nGEX1Ul3/pEMrQI+vZ0/fSyElodOHcqhfTI4e0wRRx9ew8EJb5mWfSM0BYANlcZ11lA+EElWqbNl0xXfzRzBwHWv0H/h+3pbYl0LObmbUVXz9dMWNIS3U1L9McV7AKSoUOTaOO65gQkuXH9fiXdDHZUt4vxtJokqjGst1W6jJajqYiGa4So9vOhwDs492LTOZJt5nGmn9UWS44cYt62uoenzMhyuju8Np+4YRyW5VNbMAmDC92up8gWoj8qhGll7atS2Zan7P639xsQWEeqI9RONlyVBDT6uNs6fxyK5/crmYv/id6QGhehb3y7fK8CfzzRyAvZzSxTFcV23ykLgd2I4d+WdS6hv9XPPf1ea+o4qW4ejvkYv2LN2nZESQWlu0FNSLA2LhaQYeQibXB4G2Ixw6vee+yMg8gfOnTuXGlW43x1hh+2utkxSGsXvRHHVTupbjfFFyMwUTmTVJxyNLYjvEnlXdsqIfAanHorkMdyGqaefhpKchIWFhcUBweefw6JF4PEYYYsWFha/DG66CRISYMkS8r7+bH+PxsKiQyyx8FfECSecwMCBA/XpO++8Uw8t3lf0yU6kXguLORu/iJmfFhGUEsRD2/sBEQ62OZQOiNDmpMuvwSel42o1u18kzfyQHy3KZPYQ25z9lhApElJiBbyOqG0TDp031r2ht315RmxRkJGuz5GAcH5/0kOi4m9H+c8mT1rJxAnfd7ptSY6fTy8UCuk5I/NzctAkiYLaJhJ9AUZtqeCkW+8GIGBTyLr5ZhyRYjM2G70//YTESZOQwk/KkWrJ0ZStWMZfLjw9pj2atUOH6Z8PWreKXh/Gt84nbN9I0KagNBsux6LWMSxcIMITVVV8x+u0xzmXf4MkxORdZUJISM7KjhELI7t0bJ9s1HZi4bZhv4k7jshxuHxiCVK4YuvkeZ+SXmeMSwuJY+1KFOdLQNP0cEqAkuGZcdcdj3cqY8XJRJusOw7b02BLZFtuP/6Tb4hjebVC7HS4bborKoLLrtDQFiDNY0f+4CqTYxDAr4n9eOQTM+kTFNdGS10PPJ4G1tO5WBgMNhMMCpHRM3as3u5OELlCJckshP5j+T/0z6MSQmyoXkx7NJ8huvrWx+6bPw8oIiUABFTumiNcrUHJzgPM0PtsrF3F2xs/0MXCoKoyb6fIqfjDrh/0okCHporjd0R6Mv08hlNTS7IbJ087av4dLoRR3blIvpSDuLTSSBtw2apSZmw0QnMj+RfT7YarUSL+NuMxZFJB153CJNsUhvuEAzn0zUP8b1cDFxVksvmwYZyXnyE6/dsscE//YVPMeqJD220S1GjCDawoCjcicgImhcXGKcoPfBYKvwxoreaa/yzh5fllpvWNKV3DztXL8foMB+kLrq8o961Ds4nrXWmq1+d9GTQE0sZ2lc8j94H1deuRZZlmuxD6ImLhMm0wqa1ibF6Xi0WlsedW79696dmzJ/c9J5KHNyF+56oyDwFEPt0haRNQUov0ZZKPOw5HUVHMuiwsLCx+cjQN7r9ffL7ySsjqOrWFhYXFz4jMTPiNeH4Z+PRjVu5CiwMWSyz8FdORqNUVnVVUfvzxx2Mcfl53WAz56Ka4y9zA/4HiYKMtRGs4pHRmQIhdO3bsYFdSf7SUWlxtZnefLSgeAG2JQkjYvHkzIFx4QyeLsMmyFSIHVdHgjG5/P6dNuC37p4mQtEMLDjXNdzSLh/uV9cLxkmUXok1CriHejD0k9i2RorhxODoXn2Q5vtPT7/cTClc03lkpXFg5t90GQG5jCwmpUbknx48n4dDx2AsKKPrH89jy89GCQSIeqNQzzohZ//bV8fMktsybR3DXrrjz6KBQQGLYYaW0GA43+85lAMyaeS5jcsWxGMfc8FyFQHK63jfg86HY4oumGcmeGGdhW4IhtkyYMAGANxN8NLSJ/fWPWVs48jZREELSNMqK+6MqYuySIkS0yPZC7ZyF7sSOReZmn3kcj2wxVw22SxIeWaLKH9CF7HG9jPMw31fFw85/8PhL7+ptm9tEBV1JAvIM91ef7ET6ZCeyckcjC7YY4abRDJW3xLS585bTv/9c2pxiu9G5MqNpahIVrnv83z9IOsGojBwKn9NJSTXs3GGEaAa1ILdvN0LLpzsXMvRfQwmohvPPt9nsmqxuq6Y10MpD/cS16Qw7/jRVoy1KGG2VjBcYO5u2sr25gpAmjolP1bjiiyv09UXuYUVucZxcisyrw42CHNX+UMyvXLDBZyoqYsvpPGH8K5I5l2ddIKiHHgOct1zcdzxRAlxxcjEuxUV3SM/bvRc2nx0pQnBdVSK8PlGRjW0H/RAyO+2iq3JH8EdVIL7080tpCakkZKYzZcoUUi99lyJ28HLBiZS0imv/k0GPAuBzZjB3kzmvn6ZpeqEs1ZNomrfCWYXqit2//ii3Z7K3JWY+wLqPP0cKtOo1eRw2mau/e4FqMnCGApGNc1BxGgsWLDAte9RRR5l+h0oRIqCaJF44pbnF9e8ec2XcbVscGDz77LOUlJTgcrk46KCDmDVrVod9v/32WyRJivm3dq258Nc777zDoEGDcDqdDBo0iPfee29ffw0Li93niy9g9mxwueDWW/f3aCwsLPYFt9wCSUmkrl1N/hedF8WzsNhfWGKhxW4jSRKhkCGo5OTkMGyYcJ01NTWZ5gF8/7vDUUdf2uH6UmmEsEDnSUziI99A0/zZkahZzSxuRsTCQJoQab755htAPDS4Oqh42xbHVdceRzhkuF+ayMX1pwl/Ms33J4qw5xeahItmh1+Ma8AhhoCQkBBbPCMeHo+5nyK7CVRWxfR7/PHHWbNunamtsd4QjSJiVHZSCpLDTvYtt9Drg/ex5+cj2e2iYnFYWKl7+WW0doLuxkXxHY/brryKxk8+RQ2HKKutRpi4kmgWBg4rFg/iCelCEI2EHjaW9SChsT7cS0b1qmzZMsJYUJLwFgiBp8fgYQS8bSjthMjcFBcvXDAa2WaLKXDi8CTzTUgIa63h8ZXZVS76pyEgOBLsXPmXSXhdbpYNHE1Lr8HhTQtBRwqHOb84t5ScAaPi7ov23P9RbHXdaL5R5uPc/A1j5q/hm1ohnM7bbAgt/1x1Nw4pxMfO3+ltjf6ws0kCig6huUDkUvz3JWMYUiCquS4qCzupPGYBvEAyciVWKOL4auECQs1hl5/dnkZcwmGznnEHU1H7Ycxsm81Pc7Mh6PZI6sGjk5+mxm0WH33B+LkJAaa8OYVDXj2Ec/PEuB0RwUjVdNHvN9pjeDFEyFU1y9Fkt+4sXFAfPx9kICz+KZJEjsO49jVvEM1rvh9VPLiAHVFFV5zFHVeAj8eGVh+f1xjV2QtcYnvOKAHMrtgZmzc2Ztn2XPjg+C77xCDbeGj9n7mv19UAHB+demDnkm6t4pt1sfeYquHNjB8/HnqMoZBydrpyqLOL+/JFE8T1GfK38Yr9AX2ZN68cRygUwu12k5ge+0ImJW1nTFuamsBVK+dzfLlwbleFXxRkqOJ+EimgtOHDz8DXxK568ZLIYZM5SZ1jWpfH7+PKSb35+OOPTe2KorB169aYbZ9wmLi2MxKMlwC2vBEx/Sz2P2+88QY33ngjd911F0uXLmXixIkce+yxcY9rNOvWraO8vFz/17dvX33evHnzmD59Oueffz4//PAD559/PmeeeSbff9+549/C4idF0+BuES3C1VdDVPogCwuLXxAZGXqKgYHPPG65Cy0OSCyx0GK3KS0t5fPPPweEi6+yspJTTzUqYJaXl5v6u+wKcq/JHa5PApAUxpWkc+fR/anWDBFK0zRqsueF+8U/XasDwtkTERzmzp1Lft/UuH0ffvjhzr4aALkJIkRudc1qXjnuFdJd4mF2ZpMQsJyNPUz9/69aPFA7muPf5FeuXBm3HWDcWLMDUa1tZOOkSaa26PBqWZbJ2yEewNfMNwSP2h2iWmtVUwOy0yn+hUPMI/uldakhJGh+s/uoemtp3PFJNhtaKIQ/7NpcN0qEifd8/bWYqsqly4WqW1kaFfYYDNLmvQB3WHhN2PADvjYfO7YbBQ56DjNEqG2rluNraUFuJxbaFZkjBuVgs9ljwpAdiswU5QcItLFkifiOEpqeL7igbQffPn4PNoeiJxEu6SXEj/kuMb2rrAVV1dAS7SzeGZsDLR6vL9yGfUnH1VNzmrfxkUt870il2kn9sqBNjN8T8rJBNYeg1nuEaOlJdrBkewuJO4STxmnKKRf+YgddZFq2RkvGRQDQqJPFuaiGxH4MBirxqRlomlk4W7DwJFTVp+8XVfVTX2+IrMULRWXmwoIJtHmNfG6NvkacNid+KarKtaSxptYoXBMhcVKhadj2sKjmCJ+Xta+vY1vjNjLdGXiDZpdZUXJvvElH6I7FZeECRw2+Bg4rPEzvF4i6RuyyRLHLQf/GECG3Qqi5e8czmrq6Beza9Y2pzRaVl/Gk7FT9c0T8tO+BUzsxrXvuQxOShEv1sdkj7kMjo4qcsC7qzfQxxr3urFzjGgNI88Q6Zt9qSNYLYG1H3AMd4f0+KC+ZWf3uAH8rE5RV+jK92I66ZS6yLDPx7Atj1jmgbT6qrYKFEzej2cU2yxK2Egiu4t7lx7F+5gmcvFTkVT0jnAfTn2Gkm/BpDiSgV9UOFFlihLzZtP7UtuaYbV40/XzT9EHFSVGfw/sh6nxxH3JNzDos9j9//vOfufTSS7nssssYOHAgTz75JD169OC55zovHpSdnU1ubq7+T1GMdCVPPvkkRx55JHfeeScDBgzgzjvv5PDDD+fJJ5/cx9/GwmI3+PBDWLhQ5Cq84479PRoLC4t9yU034U9KJmXDWgo++2h/j8bCIgZLLLTYI77//nveeecdvvgiNg9h3Df/dbEhkvUkkUzYoaPY2bWhAf8y4ZpaeNcRQNgtGMnNFnYWFm0VQqXTYxaUAuEw3WAwGNdZ2D48uiNO6nMStx18G5saNtHgM0IpP24SDiRf8jZT/ytH3iDW30Fu/LfffptQSwtrBgyM3wHISBfCh3dFrNjii8oDdvWEiYybJ8TTHoOMYgeeqGIjkiN+6KxvdVQF4i6Kmej9NA1JlvCXluptCRMn4ho+PKZvpJqxFC1uBv04nYkoh14fng4gySpaVL7J0dOMsPas4hICPm+Ms1Bfn81GKNROLAwLacHP/yD6yLJeQAUgPVBH9eb1prENGzmK750BVoZ3lT8A/pCKmu5ko30YFRlXcNNrH/L12spO9g7Iu8R+PD0n1rGXpPlwhcWWmnDY6tljivTT2aEG6CsLl+ofFz0CQNgIyBerKznz/4w8gO6oirl3Tg7ne5sSrl6dL9xS8+VDOMu1jCyphYEBGxoqjU3C5Xnr+IU45Ro0TYwjFPLx1de9aWpaiddbzuYtTwKiyAlASYk4p91NWfT4z1BaWg6msSGbuXOm81nBZ7y+7nWcipNWKUUf1yUZPi757BJWVRtiEoA9W4hZznCKgW2N4vqxRYlrCjKjs0fhjaq2OzU5hDfsKPSGzG7SqW9OZeb2mfp0QNX460Aj39z34wYxqi6EmuigZZ755UV3WL7iCuauuNHUFozKQ7i1zRAgvWFX456mddgTliR3UME5WizsfywjksS+f73CHLp+U7iCcTS5SYbLuR5xXB/d8BggrrHEnXNxLP2naZnMf00k9J/TURQFOUqUibCLdHBtYFWSoocju3FxdeWZADSHDtH3alCdDICmKAQ9ifiyCggi1nnUmoUxhYIOKm/joDJziClAYV4BNBqOxsg6omnvrLY4sPD7/SxevJijjjrK1H7UUUcxd+7cDpYSjBw5kry8PA4//HA92iDCvHnzYtZ59NFHd7pOn89HY2Oj6Z+FxT5DVeGee8TnG26A7K6Lk1lYWPyMSUtj40Uivc7AZx6HdtF5Fhb7G0sstNhjVqxYwbywcAVw/PHHA8TkCALAH5uX6kkuo5FwCKBHOD5qFgunVlaSk6WBfJKSDTEiUjTg2Jd/y6Rz+tN3tDmHYSQEtaDA7NYqGiTW7Q0LZHV1sQnx2/PqmlcBjCqswNyzox4oFGNcWxrC4mgnBZdb18TZJ0CosZEEV1/sjnQ8nt74y2JF1YhYOGHmLKqvuQZ72Fk3YOIUvU9BuvEHZUdiob2wUP+s+v2sGTCQujfeZNFHImdTdN7DCFpbG5UPPsSOm2/R25x9+8YVRtRgkMS1S5Cicv55tqwhP60Ap9PNdZNyOO+hp6jdaQiw3gYnyIYI0HO4EL46ylmo2OwxOQsjeQD9YffiwEGDkDHEgMnhSraVm43q1v99/31muoPUhzXJrWsa8IeFqpE+Oz3VRJr9QS55aRHzNnXsHpSAN4f35sQop5mOppKoinPOE3ZsHVScBmFxyRmV3++YBhFe2ac8wPHXDmPZtnqTyOGOqubdMy18fOVw2zlvApAli/NfCRcjqc6dTU21ENA0LSxu6Q5CQ4DesuVp6uvNYXhORzbDh/0DWZKxNzqYP38JIBEKOWh2CDdXk7+JiX2M9AJlfvEd75krHnQKH5poWmdySDiGH14oHG/BWkOwtmk2eqcWUxflKv5TxkI8mtjWtMVGNeWm9Evwq+L7+FUVVdP4uLqBU9sJts5UF1K2m4SxeUhhsbVtpTmMuf0YIwSDTbyG2aF2WabhYuvhNq6xv2+LDend11Q6OsjBGox6CZBWzMQ0sT+TFPNPfXqCg0V3H0FBonGvLFONoiMNiDcfi4ND2R6uTr2y3kHVrljxXEVGlmUqtwhHsVs2rs9yslHCFe+D4f+dUfeOv6TlcKl3auw6XQn4M/NMAuG9995r6vP35UFsqsqbb76ptx3lHy7CzluNa3ZwYSoAF198sbH+dmLhgFUdu78tfnqqq6sJhULk5Jh/43NycqioqIi7TF5eHs8//zzvvPMO7777Lv379+fwww9n5kzjpUJFRcVurRPgwQcfJCUlRf/Xo0ePDvtaWPxo3n4bli+H5GQrV6GFxa+EjRdchj8lleRNGyj8+P39PRwLCxOWWGix22RkmB9UIxWV09PNopyJgSd2a92JReLhdufGeg5xZFFTYzz0JUccSRkZDDmsALtLwe4Tot2MGTMAyM3NZccO4dYad0pvzplxCNOuFy64YFhkevbZZ7scR2GSENaiCzbYFTuOxiLqmtMIFj8IwMWDL+bsgefHXUc0oZb4SfyrHnucYFk5EgqtrZtoOSLW8fLEE08A4PSZ88Gp0W+f/H5ueeMj8u1ulLT4eelcgwdT8p4ophEJQ6554QVdfHMlJnXLcdPSQZL5EUcdz9QLLwfAk5IKiHBgf5sXye4k87s7yKachsrNuFrFA9vWBUV6VV9VsZGWL8SLiEuxPYrNhtouZ2HfHCFseMNFPCRZ0Z2FoahCFg1VFSSkiXM0JMusue8YSh8SAvfyuTtZvFWIyBtsQZY4gnoRiLP/Mb/T/XFYehIu2XwrnXfIQNi1jgRfPQBN4WOV5LLp4bg2jOPXwyb6uf0adt1FKLE5LOBIksTHH3/MI0fnMWXV7yBcBZjT/wmK2YU5fXQhy3sJsbUxIK7NfEe7cPcosTAYig3lzM09iczMqYAEmmYSh+8+RORSag20MjDDcMvuCIh9sKFug2ldwRoRXvpw5S1MyZ3EimpRTCelznDn2TUbA1P6EpSM79LauonihFQAGuQcnC3zcbQtxZtoiOSnLt3Iizuq9X0UjR0Iahopx5WQ97sxADTN2aHPd3SQq1ANC5FtUbkTC7RtnJ1Wr0+7ovIT9vO4OCE6b+BPwMMb/hx/xiHmgh1nhMOPXxveO6ZrZqKTvql9Y9oB2gaPAGCLVEQt4n6SO+5M5quxjsYQsh7q6dqxiZ4ZTgYizoF19GFOgkjTYMOGqoWYk7ZIX9YVKtJfAn2ROAfnzlKU1iaksHtYaTWfm19yKFLAHFa+erXIHXpQoBdFaiaVTy6Bv03Q59s1cb+IFh61kPk+J8VxRVrsf9pf01q7e1E0/fv35/LLL2fUqFGMGzeOZ599luOPP57HHntsj9cJcOedd9LQ0KD/27ZtW4d9LSx+FMEg/P734vMtt0B6euf9LSwsfhEEk5LZcPFVAAz865+R2pkiLCz2J5ZYaLHbTJ8+3TQdKRrSu3dvjjvuOKqr4xQhSA2/jY8kk1fEA6QcJZgcc8UQtHzxgL7lh2pctUFqGwzhUbHbOSTTECJGH9eTq6673LSZY445hpKSEgBGHV1MWm6C/iDgDwtkkXDlzhidMxqAyT0mm9pzv/8dSzeNxR+uOKqhkeKKFufiX1JbW+OLhWprK5oaRJK6flhtSjbHOWtqiNw/3gdAzQv/p7dLcuwYgrt2Eaqvx9m3L+7hwwnVC3ffNpeN2a/9S6xj+1b+fPaJtDbUdzoO34YNHc7LKBTH+ernX9Hbfvhqm560V6pcCVoL9rL/AdDqTUcLO+Gm3nw3O3wqGhLeDvaXbLPha40tUvN14dXsCBedkCSZaUOFGOmNqlr7/Xtv0VInwjGbnW5TaO/Lk5M5/5s1oGmEVCi3qexq6rhYR4T7Tx4CwPhUc7GXEo8TSmeRGBJuv4iY6LIrFKW56Yw2VY3UomGLlseDJ4jw0AULFlC7bgG2rbMhkntwyKkgm12Y04bm8sA5ovpzMOjElWjkwKyu+RqAbdtf0tuCwdiwOkUJj1GWQdO49tpr9XmprlQA3Dbz97DHed7OuHgwVcPEfsxrSqegNpNaby13L3ifppeNsPjEkBtt3e/w2MR+HKitpLllHd6wU87V/A2Z7jTdGamFr7OdvgDV/vh/VKnADl8A2aFw/rqtfJJnw57ZeeVjgFD4mIUwhMsSNpGu+LmhWJxXb1bU8Ua5OJeK3A6ejgqB/inIuWW5MbEhKhXEstdgmHF/jhSRGZ0SW3G51lvLt9u/xS7bSa0QD6jDXz8JgDezxT3UFfCjhcW8/MwMkhHXpYMAL14k7pEhFBRFISk9A7e3lemj0jkNIxxajXL5hjQvOx27aPWI+6ddM47d0LZ+wpUsyahR7X0w3NazGYPsbcW1PSovaphBocKYtgRaKE4PVzqPerni2x5VqTtjD/JGWuxTMjMzURQlxvFXVVUV4wzsjLFjx7Ih6vcqNzd3t9fpdDpJTk42/bOw2Ce8+iqsWydEwnDRAwsLi58v764r79Y/gE3nXYIvNY2k0s30CEd8WVgcCFhiocVuI8cRoyJkZWXFn+FK4c/Jf+CHoovE9G3iYe9unja6JNgpTnOT7LKhhlQkTcYuGYLNgDwvw66apk87XDYyChLp18/Iv5WUlBTjfARoaGhgxQrhaPJ4uhYMEh1CtHCGRc0Ijxb8iwWJK3lt7Wuc1vc0Lhx8IWnOTH1+v753m/pH3CxaWKBcd/AY0/zGjz7CNS9ARuZk83LhB9tZUS6+7HCV5Iyrr2LghMmkZOeSdsYZAASrqwlUVBCMJ9QC3pUraf3+e1AU2n74gdLTTwdgZ3asC3HB+2/FXUdXzHnzFZweQ5RIzhKh0QMOHY2emMxufjD3ZRVQXiHyi61YuZL58+fjze9J0eBhcbeh2Gys/OZz1s6daWqvljP5epZwANa1BfGHRcLvfjCEhvrKcqRw1d8WpyF0vVl4Oc0eGc0mo+zyCkcaGsc+Zex7VTXnS3vwYyF0nTZKCBQ2Ob4z5ZrtrwMgL3xBbxuQGnv+7bLl4fxOPMRe9sIC3W11uLKUQ1bfr59HFRUV+HDQTNQ65Nj8jp60cHVjKcDSreaKtM3N62hpMUKyI+JYPCRFRtNU0zV128zbAJhYaA7hLXLEulLd/dOpCBphumcsP4xcfwYn1xmhpxoqA9t6EXI0cYryKTYtyN38AQk7beGiFxoKWa40Qrbw/UUSAtBOX4Any+LnlfzWpXLeclEQY3FjC1VOmZaFFSQfHc6R2cFtLBgUbrZglFh4Eu+iaUFTEZMb1or0A35VM1VCjmbFrhXxN/IjkZxR4vR/TofmKpHqoXIFeIz7UWdFV5ZWiYJEvVJ6oQSFg7tNEi8kIqJoRksjnzMxPM9FiiTEwvWuCwmENBhzBbtSRhq/CRKghrARoidi/6jhlwEByU9bQBwrF+K+2mYT04omEyIEmkbtkDZK84xz8jz+GzN2e1Md7uHGb02PUAZOxDmRkC2qxg9hLVnUIPcTOerSohzX6+eKsP8lBFlZ04ymaZzxt85z4Vn8dDgcDg466KCYnMhffPGFqNjdTZYuXUpenlEwZ9y4cTHr/Pzzz3drnRYW+4L3Vm6l+W7x0mblxVfxbnlLh6KChYXFL49gYiLrLxMF1wY+8zhSu0KUFhb7C0sstNht0tuFRkTnCIyEJMejsbGR974vEyGUTvFQKqPBdSIsTbHLJNltLJ9xNAFfCDA/6BZIlcjO2Hx80SFEdrtdz0f14IMP6u1PPPEE3333HQAjRozQ2//1r3/FHesZ/c5g9lmzY9rnJf1AhaOGFdUr8IV8ZLozTeKp1M7lFRnL1iohmKhNTab5zn79SJrlITNhIpIfkt8Sbrf14w8F4KuvvtL7JoRzMjoKCznu+lvJ7tlLn6eFQvhLy+J+l2jah1vJrlhXzZali1G9XvxlYn1+RabOY4imJe++0+H6o8OYL3/mRc66/yXScxN1R1jtN4YQWbFjAMGgk/c/+C8gqmwDBFMyTKJjNJFchpsWmXPsyRrUKTkUFBSwff0Ktm0UYt7Sfz+j9/G3tTJ443Iym+ppdrr1HJde2U6jWyZUlECvgMJxrQ5C7TQWX9AshM3aIETZaHfifX3ySVBk7u2Tr7dNrl0IwEsh8cDqDal8XdPE31ab86890HoKklcIxF5JI/ow9drxgS50g3ByPUZUuKnNiffcD/XJ9evXo2rGeAemm52g3y84jurqL/Vph0OIS0OHxobnZ1x6KflR1xHAZUMvE5ttJ1JOTorv8EtxpjA38QexLc3O2GZDCG5N3cCmSTfq0xIw56taatacQFbG0TQHhHDnSzyMtsZkQg7hXNWk2PuA2mp2DG+K0vnrgyGe7h92M7si444vpDU2irFGckYuHT+ICSXnkJw8PGaJz6sbWN/qjRvGKEkS53x8Ttxt7HUe6wt/Cp93HkMUUzoRCyP5WPMS8zis4BAAmjIu57GFj5HtMO5jLSSwZMkSVqxcy6mKcU8MhVRY8DyvNoxCURT6jz+M0+68F74QOSvrwkVStEjcvSzhlOwck38EBEVbqyzE4It9U6itXo+kqayX/CQ7osKmB58Sd/y2NCfH+0aFt6GPCqkmOv+gBMliv0T/bkWqgv+GVurQWLmjkYWlXeeytfjpuPnmm3nhhRd48cUXWbNmDTfddBNbt27lqqtEqNadd97JBRdcoPd/8skn+e9//8uGDRtYtWoVd955J++88w7XXXed3ueGG27g888/5+GHH2bt2rU8/PDDfPnll9xoubgs9jPF771J4rYyvBmZbDr3kv09HAsLi/3A5nMuxpuVTcL2rfR6/d/7ezgWFoAlFlrsAe2dhU6ns8N58ZhzxIdG/qgZDZAp8mYpdplQWJTxNgeQNONBN6lBxb9lc9ziHbaoyrmKorBkyRLAXEU4Qu/evU2VD7dsMZxnjz/+uP7ZoThIcabQGcmO2HAkuz3VNB0JfVu8fbvetuPmm43t9OyJ5vOher3k3egg8RshUKgNDab1HN6zp/459bTTYrarJCWy9aKLOh2vPu4TTtA/76yOdWUNmnQ4jZ98yqajjwGg9YJzmNdHCMJFL72Ec2DHVZ0d7VybDqcTNaRCSzV1wXze3XSFPq9s5eGoavyqxx2hhEWMys1mASwUFscG7BKimTNcTKG5vt7UL7+4J9VJqXwz4CDWr19PQ0MDwUh5YpuMEtbY2tci87fLcVbTEntuXdEjmxK3k0CUC1EJh2AuTBlKj29/4NvaJgKaxsm7RDgwN66A39fyX9XIsVZh0/A4zPvl3Xff1T8vZbB5w5LEv78xCugsXLjQFHIZTWrqIVGLiX2ZnDSMzIyppKdNiOlvLyjA1b8/IEL4AK4afpWpz9QpG8nMOxuA347+LZMLJ+vzar21nP/J+dTajPO5TmkkaG+iLWUDqq2FkLNRd1LKkhMl5CbJmUnA34DP34Cr+VsA1kUJ237XYNM4JqQmUvbIRwQCdWxe9VfqPzGu65ageV9IusBrdovq39mRTp/et+thyHlOByUlV5GY2B9JwuQivGDFFkrb4r/9/WbbN3Hb9zmHXA3XiUratk7EQl9InMNPTH6CG0YI8dnhXcnCyoX4VJXjlxv3ydraWhra3ZPy3AFWIlzddTW7SEhNo3DgEH1+ZP9JSBzqzufgaQeRsWUXuUvakMO7zKYZ5/n2lvWgacgoJAbDzm6bH4aeGTP2XgeNwZbuxh7exnZFOCNzHVdAuO1QFjEV4SA8I+zAjqCisrx1GQnBZtCgqsnLqcQvqmSxf5g+fTpPPvkk9913HyNGjGDmzJl8/PHHFBcLZ3B5eTlbt27V+/v9fm699VaGDRvGxIkTmT17Nv/73/849dRT9T7jx4/n9ddf55///CfDhg3jpZde4o033uCQQw6J2b6FxU9GWxsDnhV5aNdd+RtC3Yh+sbCw+OUR8nhYc60oKDnguSexNcWmCbKw+KnZvSf1XzAbN26kvNyy+HeXsrIy+vXrR1lZGaFQSA+XbW1tpaysjG+//VZPeh+9DMALL7xAc3OzaTmAxpo2ylbU4EvdzhefLiGotNLcLJaZ8vU3zM/Pp2zhQmSnOTR4/fr1+rpnz55NWVkZl112mWn9kfm9evWirKzM1P7ll1/icDhYuXKlaTzxuCX9Fu6bJ/IEVgYrmeUX/VcsFw4Zhz2J9euMdfh8Pn3bi8JONt5+B/emzeTcegs7ly7B39pKxazZbG81h4NWz5qFpmls3bqVWqA0PL+63Ri9t9yMb+NG6lpbWVdXzx8vv5D+hx5GXm8jPLtm7CE0ff0N1bNmEZoymW1vvAHA5l21Md8xo7SMijUbaQxvr+rLrygLtLDl3HOoamlGnh3ruIysa+68+WzeVavvx/qqVnasq8OXnMeGtlNYtXML/iaxTaW1gabMrTHrGTRoUKfHYfOuWvr3MffZtLmUsvI2VrGV2aESinum4922ksbyjTQiwpdDwSAphxUgL12AV7GxsuZrntpmxy4Pw7+8kqyGIE1ejY3lbdS6AnhthkA4c6aLVI+DM/42l7euGk/ZKiHGzJplFoxvC4Wwl1Yya+0CKBOCpX+5EK/9wFOla/E3tDBrqwoJmbCiDCjDu024od722/A2Bbn3Hyv57dH9+XrnMdjXfUQZhmt0NdWUUWb6/tFVyQcMGMCcOXP08y41fG4OGfIX1q39hKoqMZ2QWITDkUllxQqqqj6moeFcVixvIyNjUtz939LSQlNTE/Nmz0PeIpv6hEITWbH8RQ46qIQZX83gTIcQeKpaq2ha28Ty+rVkNQjxvZn1/C/5dwTcVSQ0jqBleRv+9T5WqG0oikLtth/YqJayrvljIJ0nhjzJpeF9GKGGcQzJ6a3v2+aUBN5PvYn+X/6RdeseoMdCjTs8MvcNcXH5zo34q8UfXPO3tZK8tJambduwBxJI+GorDkcqLS2b8Hp3kJFxGPUNS/H7duGvH4i/eQmzbIYbuK66gbyaRta3mIs4RfeJkF2RzZaGLZ2ey3+Y+wd2te7i2SO6LrrUHv/yDchaiFll7RydC5aGP4jfs7dsxB3D5srNTApMYt6ceVS2VOJf14jS+B3ltgpu3fQhd9vrWRE5h1JT2bS5lFnNUdua/yovlg0ByigrKyOvIJyXtiwIJz7Ntq8W0dhSTUNTA2MmXEFaYzpbKqvhs2q+zxOiYnlLFTeoD3BO/TTWVpXTqgSpTVIpazLO91m7khjjn8db5cIhKLc2I7c2kXHIejZvW02ZXfT93v8DGfZmWkPlJNmC+vcvC3/3yD7QNI0mZzK1pSuY3LySHZnH8eFbpZy2rZV585IYN27cbh8Li33DNddcwzXXXBN33ksvvWSavu2227jtttu6XOfpp5/O6eE0HBYWBwRPPYWnopzWvHy2TD9vf4/GwsJiP1J6+tn0+dfzJG3ZRL8XnmX1TXfs7yFZ/MqRtOgSgQcojY2NpKSk0NDQsM+SS19//fU888wzXXe0sLCwsLCw+MWRnZNDZbsCGHuTn+JvGYt9i3UMLfYqu3ZB797Q1MTCR55m24mxkSMWFha/LvK+/IRx111K0OXi88/m4M0RqYxO7Z/XxZIWFt2nu3/PWM7CMNnZ2aZCGRadU1NTQ2pqaox7MDLP4XCQlJQU0x4hISGBlpYWU+EETdVoaw7gTrTTsKuNkEuCYCuhkIvUll2gyDiKYquOtrS04PUKp09GRoZpO5H1R9qSk5NpbGwkIyODuro6VFXFbreTlJREbW1t3OIo7SltLAWgZ3JPva21VYQ9elzFIMtofj9IEpqi0NLSgt/vJ8XtQa00wn4dJT3xbxHrsuflEigPP6QqMoRUbMVF1NXVkZaQQDA8z15YgGQ3h8tpPh+BncJF47MrBBURCp6WZ+SSVNvaCFZU4ijpCZqm5zdscYl1pebmI0kSAZ8PNRhAqjIKpQRcTgJaiNT82Gqj0TTX1pCYbt5/akijsbqN1BwPvupK2kJJgIZNqyWgyagOEVrqdDpNYeM2m43k5OS4ueDqynfgTkrGlZhEXfkO0vIKTMfcr8mkJropbw6RFqgX609IxNfSjDM5FRSFclWisK2CZhLJyMhgU6vYtjOgkehVUW0S9ZqKU5HxhVR6pHlo9AZoaAvgtiu0BUJIQElmBzk6azaCOxVkO2pLDVvc4ljkOO2omkZyWxUkGT/6bf4Q9Y1NOKQQDZrYJ1mJTpIUPzWN5urPSTTRhLmQT+R61DQNv9+Pz+dDVVXcHg8VLSrZnhoSPUX4/VUEgy3hfZyM3Z5KW5twd3o8JbS2bsHjKYn/nbqgtXULLlceW5srKE4qRpIkQlqIbU3bACgIZCJpCn5PrBjjaM3F76lA0hTsbVlocoCASxxTt7uIzW1BEkIafgkC4TDgQpeD7V4Rz5pqV3AHtunrs3vT0VQH2zxR+USB/DYVV4abYHUbtky3/n3169dTQjDYjCRBg+oiQVHiFi+JnC8RenucMX22NW0jpIVM94n2RO4l+Qn5OJTYFAudsanVR2+XDeqMkGvSSkDuurI6QJO/CUVW8Ng8qJpKWXMlmuxBDtURsuUhh6rJcqbgi6oKnk49SAohTaMB4w8Lm6SRkh4urFKzETL6EAgEaGxspMnepO+DuvIdACTZjfyBLU4vCT4XzYF6VElDszsJSkE9RFn2e0lLkKgJGPvYKUFiegZqa9CUq9ImlRPSUlCkOkgphIbtkNHH9L2D1eJ68oVa8ate3EoikmxHQSKrpPN7nIWFhcVe5d57oamJukFD2TYtfn5WCwuLXxflhx9D9aiDyVyykEFPP8aS+x/veiELi32E5Sy02CNKS0spLCw05QuMMGPGDPr27cu5556rtwUCAR544AF9esKECezatYuzzz5bb/O2BJjz1gbGnNiLf/9uLrsm2WDd15TXjufGz28AYODaNTHbmzVrFnPnzuWaa64hKSmJGTNmmMYS/f8ZZ5zBggULuPjii3nooYfwer3079+fqVOn8txzz5mW7QhVUxn+7+GsuFAUnfB6vWzb9me2bvs/Jgz7HmdmJusPnUCopobceXP59ttv+eGHH+jfsycjHnpYX8/AtWtYM0Dk//OMHk3rIlHoxZabS7CigvTvvuW5557jluOPZ/v5IpF7708/wRGVvxDAu249W046CYAt009mzVoxrlve+EjvE6ypofq5v5F7911owSBrhwwldfp0Xl27yNR32+oVVGzaQOJv7wIg709/Ytna5axYNI/r3/200/3y3iP3ccptvze1tTT4eOn2OVz7t6n89SqRp+/w5EdZWe2lrCWBpoGjycnJYerUqbz22mumZa+44gry8/NpT9mKZdRsK2PUcSfx+PRp3PLGR6bjpmkakiQxJ9CTYza+Tc5x55NQsZbNSxbSNHA0fYYN59a0Eu5Y9CL1LencdNttjP1qDXWJCqM3eDl2SSu7BiXy0s5dvHjRaBaV1nHSiAKOftJcgfmOYwdw1aTexGVGCuSPhMu/gXtTyZ30HTmKSmVI5nR7Pc9s/wec9R/TIl999RWzZs3iJe/BALx08cFMLklkxp8eMfU7i/d5nZO46qqrmD9/PieffDIzZszgtttuo6mpiRUrVjB//nyCwSC/vfNuBv/hM1beezSJThtffW2Md8jgp8jKOpJvvh0kjsvUTVRUfEBu7onxv1MXfPV1b0YMf4nJH13DzOkzSXOlMWPuDN7Z8A7JssZ9BW30//wl1h11Ucyyfb/8OxuOuJLieffiairGm7iVsvHiXBo39ksGffs9k+p7szlRZkOSEMMUCUIabJ80nNbm1SxcZIy76Pu7kH39OXSSWcx1BzW2HDmS+o82kzqtF1993ZsJh85l9hxRDXXMwR+wYOGJ5OaezPvOWzglJ42BiW7ac/2aMqr9Qb6pFeHHFVNGxPQZ+q+hAPp9Ih53zrqTjzZ/xDsnvkO/tN17WZX7zTIqxhbDwz2NxrurwBYrXMbj4QUPM7FwIuPzx9MaaGXIR/fTmnomKZV/pCHnHlLL78EeKOW0LWanyx05M6mu3M4LGMVbfpv5DZf0zOWpKU/h/u/1pJz7FqFQiAkvTqDZ0azvg8eni2r200tu15ddPG4zB83rxcfb/0G94qW1ZBDl7nKcISfp/nSS1izilikNzKg4XF8mac0ijr/hNooSBlL7msjXmf+HcfDPI9m17QICWh8K7+oLNhe4U2ltqMeTkgrA9jtEOPKSmi/Z0LiYCTmnke7qgVt2YvvdQeQm77t8YdbfMj9/rGNosddYtw4GD4ZQiJkvvUX12EP394gsLCwOENKXLGTyOSehyTJfvv8VTX37W85Ci71Kd/+esQqcWOwRPXv2jCsURtiwYQOBgOH4+NOf/mSaP3v27JjlFZtMMKiKghjA+RP74/Bm0Cp1rmdLkkQoFIpxMsajV69euMKFEiJuREmSeO6557pcNoIsyXx4siik8dVXX/HQQw9BuHJqyCecTqFwYQ1VVXG7hdiwLlztF8CWnQ2AkpVJ4qRJetGRrJtuwtmrRB8XgC0x0dh4nH1uz8vVP3t6GxWSV88yCizYMjLIvVsIgITdoKnnCKH2sDXCWdayYAGyYsO/a5e+nNrair2oB7bU1M52CR29c1Bs4hbT1mwUgXDJXmyScPfY63cRDAbpHy6iEc3zzz8PwObNm035RDVNY8knH5j69u0riuQcx9f0lzYDcHiKcEcOLUhhyNSjjO2HnZnv509hXq/B3Lt8PXWJYp/YwsVJJk4o5C9nj2TqgBwcNhlfMLZgSIdCYYSdS0GSYNhZADjD53FjY2VcQScnJ8c0Pbl/NjgM4SKfCg5jPqHwubZ161aWLVum73tZllEUBVVVCQZFbjm3XeGps0aQ6Iw9b3JypiHL5nHsqVAYQZYdKJLCOxtExezCJOHUyrGLazrg2hWzTHVjFqriI6l8LK6m4nCr4eaTJDtyeDqnLarurV6XRjIJhQCarJJ3uVF1ucApjnmbTawndVovfb+tWn2r3i/iunQ6cghoGvY4rkKApwcWYw9fn/GEwmhCavxiMxUtFXy0+SOOKzlOr0y8O1RMGQFKu/Oom0IhwCtrXqG0oRQQBZ2QxDkSdISdeB0UR1HPepVN9DS1JVQvY3XNarY3lDIhuBZN07jm62todjTHXccbW4yXJmNyDuZp/kJzoI6sPPFyIE0NUcJOY4GK5QxVVwEwoLe4P9bu2IajWNzzU0/pg+y2IV3+BQEtPH5NE+5e4Lkrzou5R/XPGKN/doevgzk7Os9Za2FhYbHXuOMOCIVg2jRLKLSwsDBRO+pgdhx5HJKqMuTxB7pewMJiH2GJhRZ7nfHjhUunqqpKb4snJrUPYVZsEhsXVREKaow8sojehTnkM4rphxShZGZ2uL1169bh98evSKqqKi0tQgC48847deEumsrK2IrAXdEzpSdgJM1vaBSVQmvfeSeyYUBUQ458z+gw92B437iHDKX5u++oeeEFMT18OD3+/ncSJ03SK0tXPWI4y+KF5SpRbwMUuwhl7DXqYD55Jr5tPbIOqbAAj89Pol+IulsvuBBFUWhdvlzva8/LBYczpqhMe95/7AE2L14Q024PV55t2GWE0gY0F5uaxfGU5Xz9+AAcffTRMet46623WBR2XQLsWLuahirjmNWV78ARrpKtECIJsT67Ir6nKyGR/L4D9P4uuxBFKpPTqUhO5/utO/R5bo8QlaaMyOPE4fnh/gpbqo0xAvTM2A330al/F2MLC0KO5nKwifOwtLRUL04S79hGM4BNNJPAWwh31scffwyIcxxEKLeiKKZq37IscdIIIxy9qMelAGRmHmFad0ryyO5/n07QUAlpIT4v/RyAQenCtegN14rZfNhvY5ZJDKah2luRg0LET5rcgzluw0FcVfU/TkhKYGJVkEeWtTH/8yYuze08XcC2gx/E51ynT+/wGS8udoRDl0tLRY7a1tbN+rzaujkUFJxLfv6ZPLdtF3WB+EIfwOc13atSF9TiC4E7m4UYVpRctEdiIbBb4mA8Eh3iRYRNtmH3iQrjWlg0lEP1cZcJ2RIoTx4FQE+2chP/0Of97Ye/AfDEkieYu3Nu3OUjbGsTx0dtCDC0z3A0NM679yECCXUAXOP/GrVWuAZVDaYGhbN37aZI2LWELVWcMwkHhYV2W9RvimwWyJ+/9uJ23z1VfF/NKGRU1RorZltYWFjsdWbOhP/+V7y8feSRLrtbWFj8+lh10x2oikLet1+SuWBe1wtYWOwDLLHQYq/Tu7dwXEU7CyPceqvh4mkvFsrhXHtqSEMOO4Ba6n14t7WQft65pJ41Pe72tm3bFrcdhFgXCokHfmeU4BURWADq6uo6/T7dYc7sXWzedBBtGzeKhrA4GhELS7xe1q9fr/f3jBtrWj6wbRuZv7mehLGHiJyEsqwX3AnVN+j9OkoakHLqqeJ7hb9rR66gaCo3b6TVac6TJttsxjoA98iRaGoIOU5uymh2rF0Vt12xi2Ma9TzOeu8k/bMvOaA7PMeMGcPBBx9sWr62tpa2NnPOvlHHChdmc12t/v+qVcb2i8KOpKYGsd/6HTIem8M49llpIl9aoztB5LGrMwSC5sHJJGe6kKMcZW67wrxNIn/eDYcLB+MZo3vE/b4mSg4zTaqt4jxzyDZd5HnppZf47LPPRIXWJhHSekmqIZRFi+CjWU4gTprZUCjE4MGDkSRJF5gBSkpicw/27fs7eve+jdSUUXrbsKF/Y/Tot7v+Pl2QnDwcTRXXvD8kxh0IT9s7+aXxhzS2TLiDtjRxfUguha9dhtC3cdMjPJQ2lmMqgjg0sGnwfxU1Ha1OZ8OW+9k+abg+bQ+7Rv+3qx6AzVueBMBmMxzJpaXPsGPHf5AkIRrv8sfew7rLv4/9N71SenUoBNplsQ23za3vp91GVqD31D0dIkMyhhjjCYuFraln4GhdgBKKf18MhUIUjxNpD5wESOk3QZ/3fZWoEj5zmxGy//EpH8esI6OwiO2t4nhr6TL9soSYb7M7sLekYdM0nITw+cRxLmtJI6iaTyLTC6jwiwFJkpBc4XtVYpapf3NNtWnaPTSL3Jv/SjA1W28bwXAsLCws9imqCpG/hS+/HAYO3L/jsbCwOCBp7tWH0jNFhfQhj/5RN6JYWPyUWGKhxT5jyZIlMW2JiYnMmDGDnJycuGHMPYdm0Nbk18NXASq3NJJx5ZXk/uEPcbczbdo0BgwYEHfepk2bADjooINM7ZEwzfaocW7EZWVlJjEqHnV1BezYMYjGWbPwbTYKDqiqGhYLzQUR7Hmxufg6Im36mfpnyRZftMv/0wMMXLuGRR++C0AojlDbHofLzcje4o9UNVxcpG3RYuQs4frr883X2NLT+f69Nwl24NyM4G1u6nR+tPg20P1V3D7HHXdcjID8l7/8BYDFixfrba5EIe6EAmJMrWFR8KIzT2GQtp4StkY2CoAky9gchig6bNhQElUfQcUGaGiSxOm+egDWtHg5//7xpjHYFImsJCHuDSlIAeDV77d2+n0BOOw206QcFo0uSFFFLrUo7r33Xj79VOSEVL1G6GZ9OJwdwIMXG7HnbbR7NXr/HXvssXGH1bP4SoqLr9Sns7KO7Pq7dIP8vDPQwi66BIeHQKBBF8GcnWjXmipEM3+iEHndA9PZZTcLVTWvCAHVNTCdhDG5pnmNX5uPRebOkwGQkLCFz7tpWSl6YZTfb9xp6t/SsiFmTFK4SEi/BFfMvO4yMnskQzKH6GLhW+vfYui/hrKkUtwXbWHnm02y7bmzEOD89/ZosSk9plCUHFUwSjNeEkjx3JDhW/LatWv57LPPxCIAk26DIea8hpsaNumfC5IMZ6s7SbigAz4f2xvXsaXXRlS3hqwoFA0ZjiTLZFKNzS/E+MhpIykOAof8BoAxI0eIbYfDuzMuGmxy5WqBjv+YjuQrBEg7uQ/nHlKMJ6oQVLItO95iFhYWFnuPN96AhQshMRG6kSfbwsLi18uaa28m4EkgfcUyeOWV/T0ci18hllhosdeJOPnWrVtnah83bpypT7xKykgSHzy1jPULRJhp0eAMJp/bXzhGOnDLjR49mrPOOivuvNdffz1mW+vWrdMr7158sQhNS0tLo1evXvrYo/nnP//JW2+91dHXNaHKMpuPO06fXrFiBcu++pqWqMIs+Y8+SsO77wpnjKZR8NRTYkaUUybUEOUmDIbo8cIL9Fu0CHuuWSjpiOptZZ3Oz53xB7556Xm2tNQDsG74CLHdXdW0tIbDePOMRLqtDfXU7tzRfjXdYtQxxdgcMllFQuQr+dPnHfaVJInhwzt397Q/Dz588iEA3rn3LlY25pKMETJcPHI0AEqUMK0oCq1h55ikQUiW8a1ZyVEZyYxLjcoPGcauyDT7hHgS0Tw7rQulqtD/eCiZaGpWCDG2fhljfaVg754IFfmu5/MOHHw59hFmd63b7SYUCunCe/R53lVY895m167PWb/+j7xw1AtMy+3HzFmjCLSu556x9/DwmKs7XC4vyVzh3JbtQUOj97dP0f/zl0j2jkZVhLvUMzwLySbzcKG4DjxA47dmsTBps3DtNjYZ4fQ39ezedRNBlmwck5lMifvHhfnaZbsumH5R+gUAF356IZqmsbNFiJZ2xf7jxMI9RNM0XbAEkKKEaEkzXjZ4ZS9Fg4sgrMFFRG2AIDZwp6GtfKfD7ciS8WdG8TAR7t64qxKVEAGHn3VzZ7Jl2WLOuEfk5KnGSDkRSVcrTbmdYP4hAKSlCsE+FMnLOcCorCxmiIV23DNHfM+O3sSH3YjZW437RZ+8rvPeWlhYWOwxXi/ceaf4fMcd0C5XsYWFhUU0vsws1l0tinxy223Q2L0UOBYWewtLLLTY60Rce5MmTTK1T5kyRf/s8/lMIZPt8SQLJ9gJ1w9n8MSCDvvF47DDDiMhwaiC+tRTT5lElKFDh9La2gpAQYFYd11dHYmJiXEdhxMmTOi28LK9sNA0vWrePOpkiapsw7HiGjwYgMo/PUjzt9+ipKWKGSHjobYt7MrsnZtLqK4OyW5HSTRXdu2MrsabdtZZlG9cR31Fuald87VRXml2XvUdI5x2rY31Ha5vxNHHc9h5l8Sdp9hkQkGVXVuF+1CKchnecccdXHvttab+hx1mDt+NZvXq1dTUiNBEfzg8WbMbgs6s0BBT/42bjHx0qhIW1GQZe1gM2ZWUyrzeQwnYbIQ0XT8w4VBkGtvEeREMh7Imujou7kOwLUYMnPf9ORzUuJr5qSNg0f/FOAvb89y5Ikw4chx7sxVcyeQW9TH1KywsZOfOnXrIf7RbN7OTPJ/7AlUL0ubdikOSCaoitNxR/jgSKlvC+QHb85dKJ+l9zUKeJEnsdFRh8wtRqMm+nA1TriNpciGeEdlgkzgnRTjUXlZSUYOGa9dV3xspZI/ZTk+XQy9IAobYqyjxc09Kkh1VA6WT62jH5OFdFjexyYZr0K4Y49rWtI0bv7mR60dej0227XkYcoRr5v+45dvRI9F4gE0/Nh1lkML7xe/H9NtMMcjx/K7xOf43ImdlZg9RyGbbqhUs/+pTtq5YFre/pEXyqx5MW9iBaneIayfgbYu7TISIwzDgE+digi3VvO44xWs6qGdjYWFhsXd45BEoK4OCArjppv09GgsLi58BGy+8nKbiXlBZCffdt7+HY/ErwxILLfY6qeHKuZ9//jml4QrAvXv31otQADQ1NZkKMbSnx8D0Dud1RX5+PkOHDjW1zZ9vPEz7fD6ee+45xo0bp4srkiShKEpcZ6GiKMIJtNMsou0KVw1OjKpW/EM4RC5Cz+UrmPz1N5RsEaHJGiC7xcOuf7MQsiIFStLOP09frm3yZACK/vMq1X/9q8hj2A0GTRSCbHOtENQ6dNUAB590OtNuvMPUpq5aTUFWLgVP/Flvi4QYS3T8JO1KTKZ46Ii482x2mVD4wf2ih4yKf32TqnG5XGRlmXOLeTzxBZxQKMT777+vO1b/fdv1AASTUvU+dSGzMzDkMtYV8gjXkIJKrk/kL3OExeGQJKOixRWHtta28s6S7WJbYdfSsMLUmH6Uzob/3QobPge7uZBOyel/4ZNMI7dbV4Up6ld+y6pVq5g9e7bRGPQxatQoUz9Jknj11VdZsWIFAPao8+Sndhb27iUefOyyghYy3FpO2Uaf3uaQbFfPPwLg1STq6oUDbNiw5/X5R/c6BgA5wY6m+EEO6cZbSZHRQhpbJw1jGDb8CeK6LFx8K8UL7kFSzXk4AWRJ4tawu3CAtorWVnE92u3iPuN0mN0dq1o1ljS2dvp9OxMSI9hkG/XhEPeQFntvscm2Hx+GDJA9EGY0dN0vzAPzH+Db7d92OP/qPofon52Kk8cWPUZQDsZcqwBICoF2+yLdJfarQ449FiOPPYH0QuEmrd5aCsCEsy6IO47KtEjFevjoyYdx7NpJXq44Vl2lRgDwbqijqaaG3D796JFgVFwP5Bn3xdQTRY7dOZX/pbKmtMt1WlhYWOwRW7bAgw+Kz48/Dh38rWNhYWERjepwsvx394qJp56CtWv374AsflVYYqHFXic/P5+rrroKEAUcVFWNm5+wM6QfcWYOGDCAY445xtQWHTYaKTSyZo0RGizLMlVVVZ0WO3n++edNOQ0joczOOJWCM6+/DoCQTcHh99MYFgQ/Pv44vfiI2ixy09nzRf5CW1qa7ppblZYGQHqtKOLRXbHw2Otu4ZY3PtKnG6ur8HvbCMbJYeh0e0jKMLvPAps207J0GUQdr22rV3S5XU0NdegUXfJ5GR/9dTnZPZNJSBX76pZzSzixcE3c/jabjaKiIi64wCwgfPfddwSDwfjh62HWa2ZnZ3ShFzUiHLZW88XiywHIaRT7d4DLhqoRVw7dtMvIIRgMH/9IoRMTW2bBwn/AWxfFOgdTehAiatxxnIXtQ+Xr6upYtmyZ0cFjVACeOlUUtYgumrO/kWUhkDokmYIWo6iFO7CVDRv/ZOpbh7gePjhzCaoqRJ8ET299/iOHPUL+veNQ0o39pCSEQ8cVCYIqDllG0zR2jHgagMLDTyXjwkGkHS/ycBYWXqgva5ckri3KZmp6EmulwTS0VQDQv98MAAYPeYoJhxqV5o5ZUkp14MeHBle0VHDGh2cQCAXwhR2Qlw29TBdyFUlhYcVCbvrWcJhsqNvASf896UdvO5rPSj8zTb++7vWYPk9OeVL/fE4PoziOQzEEvwsvvJCRI9tVzlbsBKIunNNSBpHuSifbnc3EQnMoPsDUi64kIfxCKUKvg8bEHfeto4QwGIjca6t3kuDxkN9vIAmpaXGXiabxizI+vftR8p19UCTjHuo81hCHVb8QcZuDdSRn/LRuXAsLi18RN94owpCnToUzz+yyu4WFhUWEykmHw7RpEAzCDTd0XPHSwmIvY4mFFvuE7Kiw24aGhpiKtgAnnHBCTJum7r2b38AuKsxFikeMGDECu93Ojh07WLBgQeyYom7I0WHKEXEsXv66jEtESG5QsWELBvGEw56bk5KwhXPUBMJORSU5mV4f/49vvvmGp59+Gr/fT1q4MrQcFqckR/fEwvbU7dzBfx/5I3PfjE2KGwz4sTkcDFhh5HYLVVSgSYYrzddqOMQC3jbKN66LWQ+IKsxSByJeSqYbf1uQqtKoPBsTb+lwzHa7nUsuuYSePXua2quqquLmugwmpuifqxWzgNBXMfLZjTzupMhgSQ473+yhID1qKujpcXFidirJq3+IGc8hJYZI5wuK4+G0xbl1+qK+38IXzPMkmRZblIvA5oo5b373u9+ZpmOK7Uy8Wf+oKAozohKjt98n6el77szdU+Swi8zWTjSWK/4a0zcQEuK1Q3Fgt4nj5/H0pOBBw30pO20QdT9wjUsR+8wmo4VUliw5l+XBcwm6hcAu2RXcAzNIGVvC+HEzTSW4FQlsssSLg4WYvH3XdwCkpYk8qrJkw+nc+8UtvtoqivkE1ACH5B3C0MyhSEj6sd/csJmK1grTMvW+ejY3bI5Z156iaiq3fmdUoW8NxHdMHl50OEmKzKUFQjD7bvp3vHb8azgV42WIoigsXboUwHAZJmYTOOw2TmoSonqj6mNj/UY8dg+qFt/Z7GtpMU3HdcEeMYOGrH4A1O4wKt473G6mXHg5dmfXeT/9W5s4KOMI+rYOZUiacDV/vP0FUw5Te55I76BINqROUmNYWFhY7DH/+x988IF4EfvMM6YXmRYWFhbd4oknwOGAzz+H92NTw1hY7Ausv4wt9gnRLrOnnnqKrVtjq8fGy6lWtlI8+Of3Sf3RY5g+fXrXnRDCZkSY2b59e8z86NDk6M9r1qwhP+wKdLvNYaey242toIDmpESUUIi8ckMQkCQJ9/HH09hsONYcJSV8950QMGpqapDtQniRw6KCtJvOzAjvPPgHmutqYx7OQVRMVmx2JLudlJNOxDVsGLKqoUqSHr7sjRrj+u/n8Opd8UU+NdSxs3Dsyb1jG9N6wt27Oh17+/WtDdvuFUVh4nmX0tR3BJqsEHIbuRwfP82cs9BBANZ8CECJFC7QEmiD/JH0djtZn1vEtoxcaqqryV+3nOTVy2LGceQgIe5eN6UPJwwTx9vliCOMzn+2k2/T7sFAthEKhejVq5fe1F7wMwkoY64wfy+HObzzvPPOM03/5je/6WQs+4ZIJeSQ6uu034QJ39MntQ/3l7uQJAm7I4PMDOGUbC8aBXYY59/MWSOob1iEd20tta+tpa5+Pj7JKLoTqje2qyhOQuG8iasnDNHXG8mut7NGhHfLsjO83T27vrpLQA2Q5c7i8KLD+ceKf/DiyhcBCKpBcjzi/Br6r6HUeeuYvWN2Z6vabb7Z9g1gvNSoaKnosO+aCUO5r6/I45ruSmdI5hDssvGiIvocjc5J21Y2hyRVZcmWrTgk0acgqYBkR3Lc7ZT+sMQ07fTEycc64SYOnnIfP/Ru4LtXxP465/7H8SSnoDgccd3S8Ui0m18gNAVqTKKgLU2IjkHV33nhIgsLC4s9weuFyG/yTTdBFy+yLSwsLOLSpw/cGn75e9NNEMeIE+HddeXd+mdh0RWWWGixXygsLCQ5Of6DJEDeXhALo4kWUyKuq+PCVYuXLl2K3+aAQYQAAE7rSURBVO8nMTExbhhytJtw5cqV+mdVVUlPT+eiiy6KK0wuTUtjZ0EBtlCIjMsuNc37SNP48KQT9ennnzfytUmSRJPNLBypTU3d+p7xqNu5nea6mpj2YMCPEg5vzn/4YfL/9AASoEkShEXR6CICK77uuIqxqoaQO3AWOtwdCDG22HxmMV3iiKRNTU2sq6gCm43m/iORggHcW0U4rqIFeatsCIlrFhkLrBUhsaHv/05ubi68eDSklTBnrPEHe21trS7Wfv/996btKeGqB/1zk3A7FKb0z8KjtsJr53Q5fh1PO6ffmg8IBoOmQjyASTw0CWfHPap/LC4uJiUlJXoxSkpK2N+43UUoSiJbV8SvTD54kMiD6XRkMjRrKC+fGAmNVZHk7ol1NiURf2kjoYY4+eqiXIg2WzLl5W+xevVvSbcb69bCeQNrQhGRUOxjOSq3XnHxVd0ay+4QUAOEtBCNfuE+fWeDqB68vWk7VwwzhOBz/neOLiR2RIOvYbdErXpvPQAzt8/Ux9IRNlmKycUYXTG5OpzrEyAnJ4eNyRsJhAKUN27FrWnYgVRFiG8PTXiI34/7fdztDDviWBLTDcdudDoESZK4NfzHsCIrNLuj3Nzhe4zNbifoF+Jwexdmzo2jyL9vfNztLq4W9zBnVK4we7aHJ1ofoCFQjabG5pW0sLCw+FE8+ihs3gz5+XDPPft7NBYWFj9n7rxTFEgqLYXHHtvfo7H4FWCJhRb7jKSkpA7nXXbZZaSldZ1zam8RLbxECmhECmVECpV05IwLRDlY/ve//+mf58yZw4ABA0hOTqZnz57MmDGDghpDlFs9RFQ9tgUCZF59tcmVU51s3jfV1cZDeENDA2vauWZc7Qq2dMWlT/2D3qONIgWblywEoGzFMravFoLn1hU/mMLxbFlZuv9NC1dmDoQfyB3tnJPtqd2xHcUeX/xzdiQWdoM777yTe9r9cf31118TjEpqqTlcSKEQsmJjx9rVbG1NM76HJIO3ATSNIAoTJkyAtlpojRVPI5SXm9+0RcSTyCn0z4vHYKtZD+v+Z17woIuMz5PNIcV40klSvdxSFBZFFEfckOrUdrnc4nHxxRfTr1+/Dud3dt3tSxTFTX5+x3mYcnLMaQcKk0RIsNOZh8sVv+K5kuKgz9dGJeWIe7E9zsYi03RE/CuveNfU3tCwGIC71N/To8fFenubVziKMzKmUNTD7OL8MSy/YDnDsoYRVIOEtBAlKWZR94WjXyDJYRyv7c2xzub2THh9Aj/sig2X74jWoAg7vvHbG/nLkr/w9FKR4/GDkz/o1vKKZJyjdT7jZUp6Rjo/ZPxARWsFlyZDgyyD4iAxvO+TncmmfIfRjJ52Mmfd+wjnPPB4zLw//OEPpqJRmmQIo2pYzLM5nHqBk/b5He25CcjxnL9AQ6Cam1/7gJRsUexG0zSG/msoQU2sKzkrJ+5yFhYWFnvEli3wp3DO3j//GfbT77OFhcUvhMREQyR88EEhGlpY7EMssdBin9EU5YY79dRT9+NIYsM2wVzFGODggw+mqKgopt+SJUti2iKsbVeRakdGRkwfWdOQ4mwfoPennwBmQfK1114DYEQ4N5ijZ88O8wF2RGpuHiOOPC6mfeEH77D0UxGWW7N9qynvlxLlVosUXQl4vUw675Iuc3nZHE487dxuESLOQlne/Rw9iqKgKAp9+5oLithd7cRLTUWx2ymLCm8c2zKLFHeAsrItNG1ZRAjFEOc6qUZsKioCegTxwT27yAMYEGGvnP06TL49ZvZ/DhrCuQXhvHgFowgGgzHOyWnTpuluwz0Nibzllo7zQe5r/L6qmLaRI/4NgCTJHHronJj5A/r/kb59fhfTDoAiowSN67SldRPYJErH/sHUzVM3AHu+2aUZqXQcTdnWf+if5eiCFw6Rf2/E8BeQbcn0cHXteu0OkiQxLHMYATXAq2teNYX0Athle0xbd/CFOg/1jqY5IEK5R2WPYnXtapbtWqZvuztE94vkICwpKeG/G/8LGPkn6xQFZBuHenowPn88cidVqpyeBFKyc8jr058bXnmv0+2rUauJVGS3OZ007qo0uSSDgQABr5e68h20NTche2JfUjT6zSHIkf24oUczKbl5P3kFcQsLi184N91kFTWxsLDYu0yfDpMnizDkq66yip1Y7FP2baImC4sw7YW5zrj08dgKmnvKeeedR3Fxcdxw1smTJ5umMzIy+Oqrr2L6lZSUsGXLFn26tLRUdwJ6vd6Y/j3+9ZJJ/APAZuPiiy/mhRdE4YveksQmTeOrNWs4tl0hjwieFuEIklM6DtfujIZdlabpmu3bKFu+VJ/uddAYXHGOi5yUhGeUqHj67kMzSM7M5uTbfs8bf4gVwCKowQCyHF/Q1J2FP+LVRPuH+I0bN5o7aBoBn5dQQDiEPB4nJMjMZBQzvaC88gnHoKBEhIIox9NVeeb9G1NtOfwbnJMcVVAhUrhB0wzLoT+cX6+H4eiMZkxq1L7udwyhUCjmvJRlmZZwfkmXS2zv2GOPjbu+A5HaurkxbZHQXwCXMzdmvtSJqCS1E5jt9lQCg6vxJZeZ2vudcSOuxG44lTWVB7Rb+YBTkcKOud69biUhob/exaepjEr2cG+f/K7X1w3ssp2AGqC0sZTKVuOajIhpeyIW/nv1vzkkL/551p4Ml3iBMT5/PDO3z6TB1wDQoeuvPUr4ur5s6GWsrlkNwBlnnMHt88X9wBsS98Aymw0kmZHuHP4+7r5ufxdbF5XeI87C3JMOI6e3eGlgdzjZsmwxlS3G/vzLBaehqSoJqWmMOOp4Rl1yPFXPLANATndgS3Pj29LKxrqNnPLBKXx/zvf4Q+J+sS2njQtuiS3EY2FhYdGe7ub5yv36c8a//z6qzcZXN/+epvUd54u1sLCw6DaSBH/7GwwfDp99Bv/5D7TLXW5hsbewnIUW+4zovGr2Lh4Io5GVvefu6NOnD3a73SQ2RZxbkXDkY489loEDB9LaGr9KqN1u5/bbDaFs1apVzJwp8n9FBJ1olgUC+Hxm548kSRQWFurho3k9egAiP15H27WFcyUqHTj2uqJwkDl0uaVehBCm5XUugkhRx6rP6LEMmXIkyRlZetvj06fFLLNl2eIO16fYxW3mx7h2IoVkOtyGXwgWajjXojslnd6U6vNDqkoQBVsgXLE4Kg/btG+uN63L6TS7Dl0OmbOHpUHNJqOxSogmBNpEmLPYOMxoiM1P2J4B0yAhm2AwiKIoHHbYYXG7RcLjR48e3eGqTjnllM639RPjdhebpvv0vh3Hj6kyrEgkHmocezXkQxvWYOpy2MQlJCTEhmXHC1kOBBvw0EIqdWzb/jIAPXtejRJV8TegajhkieOyUvd83FG8veFtvt76NQBHFh+ptz8w4QEA7Er8e+OqmlUdrjOSf7ArVE3lj/P/yJXDrsSv+llSZThvHXI3xcKwqLqsahn3f38/UqGE3W7n223fAugOwyHhsOC9/YZbCYn7Rp8pk/R7SCTXqhZVMTzyWdM0JFnGURgV7udVUZvE+FbXimv3mWXPsLbOcIZ35oS0sLCw2B3sjQ2MnHEHABsuuoKmPh2nDrGwsLDYbfr3h9+H80LfeCPs6rxopIXFnmL9dWyxz2hoMB7quysWDptSiM2+b0/L008/HTDGdMghhzB9+nTd/RhPvIuudtzW1kZjoxCd4ok1c+bMMRVFiYctqiDFI488ErdPTmUlKSedSP7DD3e6ro5IzzPngQsGhICZkp0rRLUOHupDtbX653XzZuFKTNIfzjui16iDux7Qj9AQxo0bt1v9HQnJNJ7wT1NbCAXb2xeIiaKxentC805Tv/bHzmlTeLDXD/C3CUbjRzeK//82AR6KDV3vlLP+AwkZurNw1KhRnHDCCTHdIuPoKJcmwMADrKqizZYY9TmVvLzTSUocsMfrk2QJTY3OWedDSjYEoqy1Z2O3p8QVokMhcR0HAuI+1NS8lpTkEQwb9BABbIRCzTHLAPhVDcdeDEdt8jcxa/ssAHok9cAWrrx8cI64ZmwdVGK+8JMLY9oirkCAZn/88UezpnYNAC6bi7aguWpet52FYbFwUaUoGqQN0kz38w82fYBLcXFnTR1c9hWMPLdb6+0ug519AEi0G+dW5HhHqtObwpH9Pr1SsrNvKgBqa5BgVRsXPvoMd82+C4Afdv3A5Z9fri9n62aRHQsLC4uuGPLoH3FXVdBU3Is11+2/1CAWFha/YH77Wxg6FGpq4Oab9/doLH6hWGKhxU9CvDDgeEyc3g9Z2benZeRBt70IM2CAEDX+9a9/xV1u0KBBgLkickzIKkJMnD17NgDHZmSQ/dtb9XmSJFFXV0d9Q0PMcu2RNY3k44/HtoeFYCK5ubKKSygeNpKmavHWSdM0XrzxCr3oSTSOnj1BkQkFg6ybJ75DfWV5h5WOu8sxVwxh4vS+XXfsgPZuPxCFEDqqAlw0dERMiHgAGzbCQuAhRsVbT6iNGTNm6NN+v5+nn35an/Z6vTS2BdGTF0ZTG3YbvnwKVK/v3pcJE3EWpqamctBBB5nmpaSkUF9fD3TuyHQ4HKax72+i3XyTDluMwyFclhMnfN/RIp2jSBDSGDJEFDlRVa85rLmoYxdnZCyBgBC/V678DTvL38Rt8xDqJANHbTCIo4scnbtDUVIRS6qW0CdViF5LLxCpACKOwsjxvf/Q+03LxctLOOF1Q7BuXwU4HpF8ghmuDJZUmnOvdjf8ORS1vyNE59NsCbRwcO7BuA6fAdkDwL13C1elhZ2653x8Do8sFC9WNtdvpqHEhTcgBFBf0EdqTh4A/rY25r8j8r7eUfCEaV2ZRT3J9gin6/Jdy/fqOC0sLCwAsubNouStVwFYcv9jqO1zLFtYWFjsDex2eOEFkGV45RX49NP9PSKLXyCWWGixz8jOzhbVZ+m+WPhTcdddd3U4r7KyMm77mbuRnHrRIuHCyTj2WDIuvVRvVxSFd999N7aIRhx6ffIxiR2EqHaXy//6Isf/5jYUu50vX3gWgLLlS2moiv8dS959h8Txh/LkuSezfc0K0TZ8FE5PAoedd4ner63ZKF6jhkJxhcdoeo/KZvDE+BVvdxePx4PNZkOSJAoK4q9zwlnnx4jB3zEOG2HhI0qAs0UJXL169QKgJlzV+s033+Shhx7inwvqQOnkHN70NTTu6PZ3aG5upr6+Pu51cfvttzNixAg2b+5aDDrQUNUAbles09LhyNyj9WWcO5DkI4tJ8PQGIKT6CASMiry5k47qZGnz8W9tFcKuFqjGlTSSqVM2xF1q8oJ1hPZiKG1Ogqiwu7HenGezfRjwSX1OYsWFK3j7hLe7td7/rPlPl33m7hQ5JLM8WTEVlLvrpPtqq8jj+shhQqhTNVV3LF4wSDh1F1YshAk3dmt9u8uEHofp2315tQgdr2itoLG5li1z5jJ1cRbLln5LfWVsHrFmb1NM25CMITFt6a4uUgdYWFhYdAOltZVR9/wWgE3nXEjNwWO7WMLCwsLiRzBmDNxwg/h81VXQ3HXUiYXF7mCJhRb7jGuuuYYjjjgCOPDEwt3JodhRTsHu0Lt3b9O0zWbT8xlmtKucfNNNN+mfMzIycHbgmtsdkjOzySjsQdDXveqpsscDdvOxyizqiawoHHyCUdG6dsd2/XMo2K6Yyz4mOztbD9Ftv39BuAohfp7DEDIMOV2f/jqvkbyDzgaEkBvJKRlhwwYhKAXaGkG2Q11pxwMLxha76YhPPvmEd955Ry+UE43b7dbPzwPtuumK/LzT6N37VoYO2TvFImxpLpQkB4mJ/Rg18lVU1UdZ2d/0+clJscJPhIhjb978I0ztdi2A3V3SaWGVf++s+ZEjN8hyZ8Vtj85VuOi8Rfrn/ulGsZXWQMf3ntZgx/Punn03/1r1L77b/h0A/dLM5/X5g87vdg7RzfVCtC5OFvkoq9qq9NDkkdmiEFKkyMm+oH0uwYhI2mOXh9Vv/JeiSg/f//lvpj6Fg4awZs53HN4wKGZ9X2/72jR9w6gb+PKML/fyqC0sLH6NDH7yIRK2b6U1v4BVN3f8UtrCwsJir/HHP0LPnlBWBvfcs79HY/ELwxILLX4SdkecO9DYvn17153CRH/PU045JeaBXFEUXSxsLwR5PB7OOOMMAK6/3lx048eydeUPMW2elNQulhJjt8cJoYkOFfe3tcXM3xeMGTMGENWoI0SchafeeS8Ap931Rw4792IAiovNxTYA0mgw5SsclF2IHA7VHDFiBJmZZgecGi6a0EyiKIry1HDYFQ43tu15aNGqVaJ4xZIlS+LOHzFiBACHH374Hm9jf5CffyY5OceTnX3MXl+3rLgoLX222/21OOGzANnpY1na2MrM2ia2ef1x+xS7upfPrzvcdNBNcdujcxU6FXOY/eVDRS69lkBLh+sdnDG4w3mra1ezs3knRxUL52Uk9BbgmuHXcNvBt3U98DA9kkQxpnpvPQBzdszRQ5NzE2KrW+9toouYADy04KEul9m+eiUf/+VRmj4WhZekTvLg9kvrt0cVqS0sLCyiSV+ykN4v/x8AS+59lGBiYhdLWFhYWOwFEhJEdWSAp56C+fP373gsflFYYqHFT0K83H4HIllZsS6gaLdZJKwaYOjQoTF9I9WRk5KScDhiBQebzaYXfmkfQivLMm0/kfAGYI9TyRmMh3M1JNx7tigBdOyp08OdjP5z3+w6HHJvcOyxx3LPPfdw1lln6W2RUOOew0Zy+V9fpOewkeSUGG7D9pWGHfgh2qnkSIJwoYgTTjiBPn360LNnT92xGCmgIDYWPof/Gi7mMv7HC7qRPJntiZw78+bN+9Hb+KUgIREMdp3rMx7BYAuZmUJ4dTqz2OELcOYPmzh43moag7Gi4vn5GTFte0pH4b6K3PE98doR1wIw9a2pMfN6JPXgvvH36U6/eGyo28Cra1/lySVP8vcj/26ad/WIq7szbJ0npjzBF6d/QWFSod4WyacYCd89rPDHpUvojIIBsaLohrrYEHKpkzyTaWeanZVXDb+qg54WFhYWu4/s8zLq7luQNI2yk8+kauLk/T0kCwuLXxjvrivv+F/PYZSddDpoGs1nnYPS0vHLZguL3cESCy1+Ejqr6HogccEFIgfXF198EXf+uHHjuPLKKwGYPHlyzPwrrriCyy67jEAgEDeENLrN7XabCnfIshwTBru3GHr40TFteX36x+kJQb9wWy3/MjZR7qHTzwcMp2JdxU6Wf/XTJNSVJAlFUUhJSTG1gRAKkjOzY5aZOnUqY1msT8sAi18yOjgSwG/+Qb3gggvYtGlTzLoWNbbLa3boDbv9Hdozfvz4uO2R80Tbi7nzfu5omtp1pw5YuEhULR806PFuhd8qe7EacjzX2ooLV3S+/Sgh8cHvHzTNS3Gk4LF7CKqdV1yP0D434u5ik23kJuRSlGzkovSGQ+7TXKKYiRSv+M9eoqD/QAbdbxY4X1jxAvMGm0PF2zsQTcjG+E7uczJnDzhbn65p23sh5xYWFr9OBv3lUZI3b8SbmcXyO/6wv4djYWHxK2T57+6jNS+fxLItDHv43v09HItfCD8PBcfiZ80f/vCHn41YmJSUBMCcOXMAIdasX29UuU1ISCAvT1TdjBdanZSUhMvlwuv1xhV6oh2WU6ZM4eabb2bixImAEL5cLpcebrs3WfHVZwBc+Ogzetsx19wYt++2VV1XCZ39+r8BQ1icctGVP3KE3Sd6v3fnvDrGvpghGSHDCdpcFbUyNwTMbs7IOkOhEH369NHbP8Kc+053Gp74NIzZs+/fUXh+ZAzxnK6/Vux2c5XdDFusAB6NzZZCfr5woUaKm+TlnhzTTw1fp9u9fk5cEr/oyY/BY/MAMK3XtN1aLpJn8NW1r5raH5v8GDbZ1qFYGFDNOUQ7czDuLr875HcAXPHFFYDhmsx071kBm+7icJhd0PW+enrtTDC1uRLih/xVapVsc1eSeKjIYRpQAyYBdVTOqL08WgsLi18TWfNm0e//ngNg6b0PE0jduxXhLSwsLLpDICWVRQ8+hSZJlLz5Cnlff7a/h2TxC+DnoeBY/KzpbiL9A40ZM2bQ0oGN+/e//z3Jyclx50VcYZFw42ii8+3ZbDacTieKougipcPh4LjjjvuRI4+lT7giX0YPI3RR7qy6bzcIBQ2xoiFOJdJ9RXR4tyRJDB8+vIsFPJw4JIkTTjhBTEeLJ5IEvsa4i3344Yds3Cgq2NqJU8QlEl466gI48j64ana3vwOI8ysiPHfEzy1n4b7E4zGH3ToTOg8VHjXyFXr3ip8vMJpAWCys9gdZ0CCu934J8UP09wS7Yuf+Q+/nwYkPdt05ivsPvV//PHP7TAB6p/SmILGA1kArv5/7+7jLtQ/RTXPuvQfXs/obKQB6p/TGLtt578T3uHvs3XttG/Fwx8kP6reZnYQ9j5tKVaqXNoc5rPzBhMch1UbqCSK1wP82/89UXCbBbhYdLSwsLLqLo66W0beLKIMtZ55H+eF7P1+vhYWFRXepHnsoGy4WBoaRd9+Ks3rXfh6Rxc8dSyy0sOiExx57LG57Z462iHswnmts0KDY6pyyLOuFNPYVienC+RMt3HZHxD3qqt90OM/vbUMNC4bNdbU/coTdp/1+PeWUUzpf4LjHcAw5yRAZe040zy+bE3exZcuWAXAjLxCg3bFMygfFDjPCgrDdBbmxOSzjYcqD2AU/58JA+5L+/e6lsN/ZnfZJShqEw9G1460tFM7RGU7EeVRGModnxH8RsKec1Oek3V5mYMZA/fMnWz4BjGIjDb74uRvfWv+WLixGSHcb4fMu5ceJoJIk6cLdy8e9DECftD4d5mXcW7jtsWLhD33N+2DtWx8gaRINiWZhf11Rc0wouF22k+5K59oR1+5zV6SFhcUvFE1j1D234q6qoKmkN8vvmLG/R2RhYWHB6htvp77/IFy1NYy6+xawUhpZ/AgssdDCYh+Rlhbr6Pn8889j2mRZ3i0BaU9Y9tlH+ufsnr076WnG7nDGtA2eJMJxgz4fAb8odDB48k/ngHO7d7MK8eCTISsqP2M3Rb0IyTSZG468D67Z88IjXq+3232zs2PzMFpAYeF5JCXFCu8dIUkKWlR47oRUI2TVq4o/opqCQjQ8EP+kml8uKtvtahNviB1KbB5CTdO4b959/HXZX/W2dFc6yQ4hfD499WmuGHbFjx5LW1CE7cdz++0rIiHZ0Siq8bLDMbyIDw8tR9JACzf7CoVjcEjmEL16c2VLJQCyJHP9yOuZWNjuxYGFhYVFN+n55n/I//JTVLudBY8/S8jj2d9DsrCwsEB1OFn0yNOEHE7yvv2Skjde2d9DsvgZY4mFFhbt+LFuLk/4D8bi4o6rlUajKMo+dxb2GnWw/nncGed0e7n+42Ifpo++WoTcPH/NRYT8QoCJJyruS2677bY9X9gex10V6rhYRMxN8tAbwJ26x5uvra3tVl7KESNG7PE2fsn06zdjt5fRtBCtraX69C0lufpnn6pSHwhy/vLNe2F0e5eF5y4EoLqtmkZ/I6tqVgEwKlvk2QupxksGNU4BmE9O/UT/PLnHZC4fdvleG9u+dhNGk2BPiCnU0ugJsrx3A0P/eC3KcUOoSfGzsbCZ8gwhxteMFiJp79Teulh41v+MMOrT+53O4IzYSssWFhYWXZG4eQPDHhSpIFbdeAcNg3bvJaSFhYXFvqSx/0BW3XwnAEMfnkHiltjCjRYW3cESCy0s2vFjcywqisKMGTPizjvxxBNj2n4KZ6HNbjxohwJx8u9FMeGsC3RxUYoTbi1Jkp7vMOATD+a2n1gs9PyYN/hDTo+dDnbf7VdZWfmjjpeqqh3mu4zm5JNP3uNt/JJJShzYdacoJkz4HoA271a9Ld1uCF0fVNUzYPZK/FrEYbhvr8XdwWUzhO1DXztU/9wnTRTeWVK1RG8LambBe8WFK/DYfzlOl8XnLzZNt7lCLOlfT1JiKmtq1wCwtmczK3qL8OTvaxcBkJOQoxeDqW6r/glHbGFh8UtE9vsYc+u12LxeKsdP1PODWVhYWBxIbLzgMqrGTcDW1saYm65E9rZ1vZCFRTsssdDCoh2RYiMREhL2XgL8yLquvNL447K4uJgpU6bstW3EY8rFV+rVQm0OO56U1A77HnLKmaiqSuGgIR32UcNOvIaqCuBnVsTG5oqdDvq6tejKY97jueeeY/v27Xu8+VAoZKqKbdF9xo39mpSUkbu1jMMeWwglxWbs/6e3VpnmrWnpvnD8U3Bk8ZH6557JPU3zLvnsEnY070DTNEa/Mlpv/+qMr/bpmG456JZ9uv7dIdGeyLfbvtWn55wzF4CAzQgo/778e1RNpU9qH24cdeNPO0ALC4tfFIMff5DU1Svxpaax+MGnoJMc1hYWFhb7DVlm0UN/wZuRSera1Yy473f7e0QWP0OsXzgLi3ZceeWVXH311ftk3VrYvRRdBTc3N5cJEybsk+1FSExL59oXXweg16gxXP7Mi532L122mO2rV3a53sj3kW0/XUjij6Z9+KTN2aGz8EjMxSLe/nRm3H67QzAY1CtmW+weHk8xkrR7Qms8ITtR6finr+EAchYC3DHmDv3z9uZYkfrLsi9ZXGl23SXaE2P67S3ePuFtzh147j5bf2d8fMrHfHzKx6a2BIf5ZU6SQ7zsiVRF/nTLpzy55ElWVq9kY/1G6n31P8lYLSwsfoG88QZ9//U8AEv+9Ge8ObldLGBhYWGx//Dm5LLg8efQZJme775B8duv7u8hWfzMsMRCC4t2OBwOcnJyuP766/f3UPYJkiRhc8QWSNgTvnv5/wB01+IBzzXfg9xObLK5IBTfWTiY9QDdyjHYXd555x0WL17cdUeLvYbbXUxmxlR92tOJWHigESlQAujhtNHsbN6JX/Wb2uIVQNlb9E/vj13ZP1W6eyT3iNm2UxEpEHom9+TRSY8CcPXzr6CFD7Esyfr/0/tP55S+XVRPt7CwsIjHypVwySUArLv8OsqnHr2fB2RhYWHRNdVjD2XVDbcDMOK+u0hZvWI/j8ji58TP54nJwuInJiMjgyOOOALHXhLWAPr06cNvfvObvba+fUVen/4MmXJk1x2B/P6DSM76mVTtzR4A7Z1mwTZororb3Y4QZ7KysvbaEHw+Hw0NDXttfRZdk5g4EC0qp5/8Mwqbj4hh7Xn7hLcB2Nmykyu/MOfMUnbTfflzItOdyTNTn+HE3iL/a+S79k7tzTE9jwHQ0yxMe+ZRfX5lSyVvrHujw/1pYWFh0SH19XDKKdDaSuX4iay68fb9PSILCwuLbrP+8mspn3wEit/H2N9cjr2hfn8PyeJngiUWWlh0wiGHHMJll12219Zns9lIT0/fa+vbV8g2BbWbRTxGHjNtH49mH7PoRfivOex8xrVnA+BAOLZGjx5tmv9jczRaYcg/Lampo0lJGbW/h7FHdHSuJdhF+G10vr6ulvklYJNtTOoxiSuGXcGDEx/UUyG42uciBfpnDdQrIVe0ivyqdnn/uCItdp9nn32WkpISXC4XBx10ELNmzeqw77vvvsuRRx5JVlYWycnJjBs3js8++8zU56WXXkKSpJh/Xu+BlafU4gBDVeGCC2DjRigqYuHjz4KVd9jCwuLnhCyz6OG/0FJYRML2rYy+4wZxb7Ow6AJLLLSw6AS73b5XC5z8XJDlzsXCniMO0j/n99u96rQHJG315umgl5t5HjshSC1CkiR69eqlz1Z/xA9snz59OPzww/d4eYvdp6jHxZSUxE8rMC0rxTR9WWHmTzGk3eLlY18GYOn5S/W2eKLX9SOv54ReJ/xk49qfFCcXM63XNFJdqYA5XBvg/ZPfB0BDiImtgVbAEgt/LrzxxhvceOON3HXXXSxdupSJEydy7LHHsnXr1rj9Z86cyZFHHsnHH3/M4sWLmTJlCieccAJLly419UtOTqa8vNz0z+WKFZotLHQeeAA+/BCcTnj3XfxpsUWzLCwsLA50AimpfP/U84QcTvK++YL+zz+9v4dk8TPAsrdYWFjEcPwNtyF1UuHvtDvv5fHpwlGo/BJccm215umqNSTTIj7nDgOgrq5Onx0KhZg9ezYVFRWcfvrpu7WprKwsCgsLf9RwLX48/xzSkw2tPn5TnMOg2StYPWEoLcEQNvnAc+UVJhUyvf90bFHFeeLlJUx2JPOniX/6KYe233Hb3Nx+8O30Sullao9M/37s77n080vZ2bITsMTCnwt//vOfufTSS3Vn/5NPPslnn33Gc889x4MPPhjT/8knnzRN/+lPf+L999/nww8/ZORIo4K6JEnk5lpFKSxieXddeUxbzsyvGf+HPyABi3//IGWJ+T/9wCwsLCz2EvWDh/HDPfcz6p7fMvjJh+HQ0bCbzzEWvy4sZ6GFhUUMCalpeJJTOu0TcRd2N1z5gGXYWbFtS/5tfD7rP4AhFrrdbkKhEF9++SUrV3ZdMbo98+bNI/Rz32e/AI7NSuU3xTkArJ4wFIAEm4KzE5F8f5HpzuTusXeb2iKFO6I5rPCwn2pIBxTnDTqP8QXj484bkzeG0/qextvrRY7HfVn8xWLv4Pf7Wbx4MUcddZSp/aijjmLu3LndWoeqqjQ1NcWk/Whubqa4uJjCwkKmTZsW4zxsj8/no7Gx0fTP4tdB8vq1jLn5aiRNY/NZF1B2Wpy/FSwsLCx+ZpSecS4bzxPFmjj/fFiwYP8OyOKA5sB7KrKwsPhZcNqd95KWX7jXKivvNwri5LIbdiYcdBGMuUJvOuEEEd551FFH/WixzxILLX4syY5k/nPcf/TpByY8QL7leolLJBQZMLkzLQ5MqqurCYVC5OTkmNpzcnKoqKjo1joef/xxWlpaOPPMM/W2AQMG8NJLL/HBBx/w2muv4XK5OPTQQ9mwYUOH63nwwQdJSUnR//Xo0WPPvpTFzwpXZQXjrzwPe3MT1aMPYfnv7t3fQ7KwsLDYa6y4YwYVkw4HrxdOPBHKyvb3kCwOUCyx0MLCYo+55Im/4U5K7rrjgUwoENsW9MPAE+C4R/WmSFVsRVEIBo3KunuSv9DKkWXxY5EkiWFZw/RpVbMSVXeHeI5MiwOT9oV6NE3rVvGe1157jRkzZvDGG2+QnZ2tt48dO5bzzjuP4cOHM3HiRN5880369evH0093nLfpzjvvpKGhQf+3bdu2Pf9CFj8LbM3NjL/qfDzlO2kq6c28Z15EdVhV1C0sLH45aDYbCx5/DoYNg8pKmDYNLOe8RRysV+wWFha/btJLYttCPlDMDweRh1RFUUzVM30+H263e/c2+TOoiG3x88Jj8+zvIRyw9EntA8D7J72/n0di0R0yMzNRFCXGRVhVVRXjNmzPG2+8waWXXvr/7d15XNTV/sfx1yCbqKCJsoiammtuCanQNTPN0spKS1N/ajfNSHOj5WppZbeuLVezRU1/auUtl0q9eruaUi5oYqJCbqT+BJcUJFyQRJHl+/tjZJRAZRDmC8z7+Xh8H8ycOTN85nzhO+f7mfM9h2+++YZu3bpdt66Liwt33nnndUcWenh44OGhRJGzsGRn037cs1SP38vFW2ry05wvyapew+ywRERKXHbVqqz+cB5d+j6I5549JD/0KNGzvsAoZC763k0DTIhQygJ9xS4izq3ZgwXLci6Ba/4TRD8/Pzp06EClSpW4dOmSrfzdd9+169c1adKkWGGKXMtzbZ7jvvr3mR1GmdW/WX9Aoy/LC3d3d4KDg4mMjMxXHhkZSVhY4XNTgnVE4VNPPcXChQt58MFCjut/YhgGcXFxBAToJEgAw6Dt5An4b1pPtqcn0Z8uIKNufbOjEhEpNRcC6rBl5hdke3riv2k9bd6aCIZx4yeK0yhWsnDmzJk0aNAAT09PgoOD2bRp03Xrb9y4keDgYDw9PWnYsCGffvppsYIVESkVNW+DBY9cuZ99CSrlXzW1Vq1a9OjRg5SUFLbZMRlwVlaWbVJ8Qx/AUsJ+HvAzI9qOKNLlmc7K1cWV1b1X07B6wxtXljIhIiKCuXPnMn/+fOLj4xk3bhxHjx4lPDwcsF4ePHjwYFv9RYsWMXjwYKZOnUrHjh1JTk4mOTmZtLQ0W53JkyezZs0aEhISiIuLY+jQocTFxdleU5xbkzmf0OCbrzAsFmKmzuRM6ztu/CQRkXLubKs2bH9/BobFQsPFC2gx3b5BEFKx2Z0sXLJkCWPHjuXVV18lNjaWTp060aNHD44ePVpo/cTERHr27EmnTp2IjY3llVdeYfTo0SxduvSmgxcRKRGn/g8SNsCBtZCbU+hlyHluueUWqlWrRnBw8A1f9siRI7z99tu2L0hycnKoVKlSSUYuTs7LTZcfF0VQtSDNV1iO9OvXj+nTp/Pmm2/Stm1boqKiWLVqFfXrW0d6JSUl5et3zp49m+zsbEaOHElAQIBtGzNmjK3O2bNnGT58OM2bN6d79+4cP36cqKgo2rdv7/D3J2XMzJm0/GAKAL+88iZJXR8wOSAREcc5cV8Pfpn0NgDNZn9EkznXnstXnIvdcxZOmzaNoUOHMmzYMACmT5/OmjVrmDVrFlOmTClQ/9NPP6VevXpMnz4dgObNm7N9+3b++c9/0qdPn0J/R2ZmJpmZmbb75zThpog4wsInYMDX1kVPKhW+yrOPjw++vr64FjKnx5+dOHECuLIIysKFCzmiFcdERG5oxIgRjBgxotDHPv/883z3N2zYcMPX++CDD/jggw9KIDKpUObOhZEjAdj/zPMkDBpqckAiIo6XMOApKmWcp9U/36bltClke1Uh4X+eNjssMZldX7NfunSJHTt20L1793zl3bt3Z8uWLYU+Jzo6ukD9+++/n+3bt5OVVcgqpMCUKVPw8fGxbXXr1rUnTBGR4ktPhuxMcC08Weji4sLOnTv5+eefqVq1aqF1PvvsM+DKQiZ5C6IkJCSQk5NTCkGLiIiIXRYsgOHDATg45Bn2RkwwOSAREfMcHDaSX58bC0DbtyZSb9kScwMS09k1sjA1NZWcnJwCq9H5+fkVWLUuT3JycqH1s7OzSU1NLXRi6QkTJhAREWG7f+7cOSUMRcQxEtaDh/c1L0N2cbnyHcvw4cOZNm1agTpHjhzBMIwijT4UERGR0rFsf1Kh5XVWraD9iyOxGAaHBgxh9/g3QHO/ioiT2zf6JVzP/8FtC+YSPPEFcry8oOlws8MSkxRrAp8/T6RuGMZ1J1cvrH5h5Xk8PDzw9vbOt4mIOMTe5dbVkP+0wEmevONWz5498fK69nxx15qfsGPHjiUTp4iIiNgtMHI1d770PJbcXBKfGMAvE99WolBEBMBiYdeEyRx+vD+W3FzufHEkLNEIQ2dlV7LQ19eXSpUqFRhFmJKSUmD0YB5/f/9C67u6ulKzZk07wxURKQU93s9//5dF4Fr4yMILFy4AUKdOnXyjDMH6RUjefKsXLlwgIyMDgOrVq9vmLdQoaREREXPUWb2S9hHhuOTkcOSRx4md/B64aPEjEREbi4Wdk9/j6MO9ccnOhv79rfO7itOx69PR3d2d4OBgIiMj85VHRkYSFhZW6HNCQ0ML1F+7di0hISG4uRU+ckdExKE6DIf7/5G/zNWz0Kp5yUI3N7cCycIDBw7YLkueOnUqX3/9NQBBQUFkZ2cDcPvtt5dk5CIiIlIEDRZ9QfuI53DJyuLYg4+y8+1pShSKiBSmUiW2v/MhCf0GgWHAM89AIVMvScVm9ydkREQEc+fOZf78+cTHxzNu3DiOHj1KeHg4YJ1vcPDgwbb64eHhHDlyhIiICOLj45k/fz7z5s3jxRdfLLl3ISJys0JHXrndpAe4FLyEGKB+/foAtkuM8xYxAesiUFev5J5nz549tmShiIiIOJBh0GzGNO6YPAGLYZDQfwgx732MoXmFRUSurVIl4t54B156yXr/hRfgjTesyUNxCnZ/Svbr149Tp07x5ptvkpSURMuWLVm1apXtBDopKYmjR4/a6jdo0IBVq1Yxbtw4ZsyYQWBgIB999BF9+vQpuXchIlISRvwMMztAUtw1q1SuXBm4ssJx3qXGf74NcO+997Ju3TrbYyEhISUcsIiIiFxTbi6t//Eat305H4D4EeOIH/Wi5igUESkKiwXefRd8fGDiRJg8GdLSYOpUjcx2AsX6Sm3EiBGMGDGi0Mc+//zzAmWdO3dm586dxflVIiKOU7uZ9Wd64asnwpXVkPNWOs5LGgKsXr06X91du3bZbm/ZsgUPj8LnQRQREZESdukSIS+Pot53ywGIe/XvJAwaanJQIiLljMUCr74K3t4wejRMnw6//QZffAHXWexRyj+lg0VEiiFvUacmTZpcs05qaqptWoadO3fi7u7ukNhEREScWkoKdOtGve+Wk+vqyrZ/zlCiUETkZowaBQsWgJsbfPst3H03HD9udlRSijRZh4jITUhNTSUrK4tDhw4V+nhQUJDtthZ1EhERuXnL9l/7CgCffbsJff5pvE4cJ6tqNX7+YDYpne5xXHAiIhXVoEFw663w2GOwYwfceSesXAmaaqlC0shCERE7vfHGG7bbvr6+nD17lsWLFxda9+rRhK6aTF1ERKTU1Fm1gs4DHsHrxHHSb23I+q+/U6JQRKQkdeoE27ZBixaQlGQdYfjtt2ZHJaVAyUIRkZtw4cIFIiMjbfdfeOEFHnrooULr5q2gLCIiIiUoN5cWH7xDh4jncL14keROXdjw9X/5o2FjsyMTEal4GjaE6Gjo0QMuXIAnnoAJEyAry+zIpARpmIuIyNV6fQKuRV+IJDk5mayrPhi9vLwICQnhu+++K1D3/PnzJRKiiIiIWHmmnCR4/Bj8tkQBcODpcPa88CroCzoRkZt2vWkfLO/PpmXtv9P4i/+Fd96BqChYtAjq1XNghFJaNLJQRORq7QZB675Frp71p2/QLBYLAE8//bStbNiwYYAuQxYRESlJ/ht+oOsjXfHbEkW2pycx737EnpdfU6JQRMQBDFdXdk+YzNbpc6yrJW/ZAm3bwooVZocmJUDJQhGREuTiYj2s+vr62sryFjnJSySKiIhI8blkXqT1WxMJCx+Mx5nTnG3WgvVL13DskcfNDk1ExOmceOAhiI21Lnhy5gw8+iiMHQuZmWaHJjdByUIRkZswZMgQ2+27777bdtvLy4vevXvb7ru6uipZKCIicrP27KHLEw9y25fzATg45Bk2LPmO9Eaan1BExDQNG8LmzRARYb3/4YfWVZJjYsyNS4pNyUIRkZvg4XFlfsN77rkn32OtW7e23c7Ozs5XV0REROxw8SJMmgTt2uFzIJ6Lt9Tkp9n/YveEyeR6eJodnYiIuLvD1Knwn/9ArVqwZw907AgvvggZGWZHJ3ZSslBE5CZUr17ddjvvEuTCVKlSRclCERGR4tiwAVq3hrfegqwsTtzbnR9X/MjJzl3NjkxERLAuhGLbGgfz3cp1HH24N+TmwtSp/NGiJVH/WmZ2mGIHJQtFRG6Cl5dXkeqNHj2aFi1alHI0IiIiFcjp0zB0KHTpAgcPQkAALF3K1hmfkVmrttnRiYjINVyqUZPt73/Clk8XcMEvgKpHErl7cB8YNgxOnjQ7PCkCJQtFRG5Su3btbljHw8PjuiMPRURE5LJLl6zzXTVuDPOtcxPy3HMQHw+9e4PmABYRKReS7+lG5HfrSez7P9aCefOsx/Z337VOLyFlls5cRURukr+/vxKBIiIiN2HZ/iSW/XqCrR/+L380bmpdSfP0adIaN2PDwn+zbMwkliVnsGx/ktmhioiIHbKreRP75ntsWPhv66In6ekwfjy0aAFLl4JhmB2iFMLV7ABERMq7pk2b4u3tbXYYIiIi5dYtO2No9d6b1IzbAcDFWrXZN/oljjzWD8NVpywiIuXd6XbtWbbg39RbuZTbp02hcmIiPP44qe3uJH7Ui/ze8S/5Ro73bhpgYrSioTAiIjfJx8eHZs2amR2GiIhI+WIYsG4ddO3KPQMeoWbcDrIrVyZ+ZARrvv+Jw08MVKJQRKQicXHh6KNPsHb1JuJHjCXHwxPfnTF0+ms/7h74KLV/2qiRhmWEkoUiIiIiIuI4hgH//S+EhUHXrrBuHbmuriQ+MYC13/9E/KgXyalSxewoRUSklORUqUL86JdZs/Yn/u9/nibH3QPfnTH8ZWh/Ovfvhd+m9UoamsxiGGV/D5w7dw4fHx/S0tJ0qZ+IiIiUO+rLlH/ah8Vz9RyDlS5kEPTff9Poy/lU/3UfADnuHhx+vD8Hho7gQp0gs8IUERETeZ5Mpsm8mTRY8iWVMi8vfNK8OYwaBYMGQdWq5gZYgRS1P6NkoYiIiEgpU1+m/NM+LJ5l+5OocjiBhosWUH/5EtzPpQGQ7eVFQv8hHHzqWTJr1TY5ShERKQs8U07SeN4sbv12IW7n/7AW+vjA0KEwciQ0bGhugBWAkoUiIiIiZYT6MuWf9qGdMjJgxQpOzpiN308bbcXng+qR0H8wR3o/yaUat5gYoIiIlFWuf6TTa8sa+PhjOHjwygNdusCQIdCnj0YbFpOShSIiIiJlhPoy5Z/2YRFkZ1sXLPnqK1i2DP6wjgoxLBZO3n0vhwY8xcm/3AOVKpkbp4iIlHm9mwZAbi6sWQMffmj9mcfLy5owHDIE7rlHnyt2KGp/RsuLiYiIiIhI8WRmwvr1sHIlLF8OyclXHmvQgF/v78XhPk+SUbe+eTGKiEj55OICPXpYtyNH4Msv4YsvrKMN//Uv6+brC488Ao89Zl00y9PT7KgrBI0sFBERESll6suUf9qHV/n9d2I+W0zAurX4bVqPW8Z520OZ1WtwvEcvjj7cm9N3hIDFYmKgIiJSXvVuGlD4A4YBP/9sTRp+/TWcPm17KMurCic730ty526khHbiop//jV/PyWhkoYiIiIiI3Lz0dIiKgh9/tG67dnHnVQ9fqOVH0r3dSbq3OymhnTDc3U0LVUREKjiLBTp2tG4ff8ymr5YTuHYVgT+uofLJJIJW/4eg1f8BIK1xU1LC7iYl7G6o86jmObSDRhaKiIiIlDL1Zco/p9mHhgFHj8LWrdYtOhp27LDOR3iVs01bkNzlPpK63s+Z21tbLxUTEREpIUUdCbhsf5L1Rm4uNfb8QuAP31N7SxTV9+7CcnW6y8UF2rSBu+6ybmFhUK9eKURetmlkoYiIiIiIXJthWOeA+uUXiIuD2FjYtg2SkgrWbdjQOhdU167QpQvrzuQ4PFwREZFrcnHhTOs7ONP6DvZGTMD9zGlqbd1M7S1R1N6yiSrHj1k/52Jj4ZNPAOvI+LMtWnH29pakNW/FmRat6NFFU2iARhaKiIiIlDr1Zcq/cr0Pc3OtowV//fXKFh8Pu3bB2bMFq7u6ktbsdk63aceptsGcvuNOMoLqOj5uERGRElI5+QS3xG6n5s4Yau6MwefXvbjkFPLFV/Xq0KIFNG9u/dmiBTRrBnXrVohVlzWyUERERETEGeTmQkoKHD9uTQomJlq3hIQrty9eLPy5bm7WE6G2baFtWzbWupWzt7cip7KXQ9+CiIhIabrgH8jxHr043qMXAJUyMvD5dS/V9+2mevwequ/bjffB/bicPQtbtli3q7m7w623QqNGV7Z69SAoyJpI9POrUFNyKFkoIiIiImXKzJkzef/990lKSuL2229n+vTpdOrU6Zr1N27cSEREBHv37iUwMJCXX36Z8PDwfHWWLl3KpEmTOHToEI0aNeLtt9/mscceK+23UizL9idhyc7G7Vwa7mdP4372DB6nT+GZmorHqd/xOPW79XZqCpWTk6j8+0lcsrKu+5o5bu78cWsD/mhwG+kNbyO9QSPONW3OuYaNtSCJiIg4nRwvL063u5PT7a4s2eVyKZOqiYfw/r8DVDt0kGqHDuJ96ABVjyTicukSHDhg3Qrj5gZ16kBgIPj7Wzc/P+vP2rXB19e61awJt9xS5kcpKlkoIiIiImXGkiVLGDt2LDNnzuSuu+5i9uzZ9OjRg3379lGvkInIExMT6dmzJ8888wxffvklP/30EyNGjKBWrVr06dMHgOjoaPr168ff//53HnvsMZYvX07fvn3ZvHkzHTp0cPRbvLZt26B/fx76PRX39HN2PdWwWLjoW5sL/gFkBNXlfFB9zgfV43zdemQE1SMjMAjDVV1/ERGRa8l19+Bc0xaca9oi/wM5OVROTqLqscNUOXqEKscOU+XYUYLO/g7Hjlnn+s3KgsOHrdsNGBYLWdW8yfL2Icvbm0vVrD/rBPnDmDHWhVhMpjkLRUREREqZ+jJF16FDB9q1a8esWbNsZc2bN+fRRx9lypQpBer/7W9/Y+XKlcTHx9vKwsPD+eWXX4iOjgagX79+nDt3jtWrV9vqPPDAA9SoUYNFixYVKS6H7MPYWGjXLl/RpWreXKpeg0s1biGzpi8XfWuRWbMWF2v6klmrNhf8ArjgH8BF39oYbm6lE5eIiIgUYFuxOTvbmjA8dgySk69sSUmQnMzpYydwP3sG9zOncT+Xdv0XjYyEbt1KLeYKNWdhXj7z3Dn7vmEVERERKQvy+jDl4DtaU126dIkdO3Ywfvz4fOXdu3dny5/nDrosOjqa7t275yu7//77mTdvHllZWbi5uREdHc24ceMK1Jk+ffo1Y8nMzCQzM9N2Py3N2rkv1f6ovz+sWcOP6Tlk+dQgq5p30UcDZl60biIiIuIQ585VuXLHx8e6tWxZoN6qg8m225bsbNzTzuKanobbuXTc/ziHa/o53NLTaeNhWC9jLsW+RlH7pOUiWZieng5A3bpahU1ERETKr/T0dHx8fMwOo8xKTU0lJycHPz+/fOV+fn4kJycX+pzk5ORC62dnZ5OamkpAQMA161zrNQGmTJnC5MmTC5SrPyoiIiKlppC+R2m4UZ+0XCQLAwMDOXbsGNWqVcNisZTK7zh37hx169bl2LFjujyojNG+KZu0X8ou7ZuySful7HLEvjEMg/T0dAIDA0vl9SuaP/f3DMO4bh+wsPp/Lrf3NSdMmEBERITtfm5uLqdPn6ZmzZp290f1/190aquiU1sVndqq6NRWRae2Kjq1VdGVdlsVtU9aLpKFLi4uBAUFOeR3eXt764+3jNK+KZu0X8ou7ZuySful7CrtfaMRhTfm6+tLpUqVCoz4S0lJKTAyMI+/v3+h9V1dXalZs+Z161zrNQE8PDzw8PDIV1a9evWivpVC6f+/6NRWRae2Kjq1VdGprYpObVV0aquiK822Kkqf1KVUfrOIiIiIiJ3c3d0JDg4mMjIyX3lkZCRhYWGFPic0NLRA/bVr1xISEoLb5QU/rlXnWq8pIiIi4szKxchCEREREXEOERERDBo0iJCQEEJDQ5kzZw5Hjx4lPDwcsF4efPz4cRYsWABYVz7+5JNPiIiI4JlnniE6Opp58+blW+V4zJgx3H333bz77rs88sgjrFixgh9++IHNmzeb8h5FREREyjIlCy/z8PDg9ddfL3C5iZhP+6Zs0n4pu7Rvyibtl7JL+6Zs6devH6dOneLNN98kKSmJli1bsmrVKurXrw9AUlISR48etdVv0KABq1atYty4ccyYMYPAwEA++ugj+vTpY6sTFhbG4sWLmThxIpMmTaJRo0YsWbKEDh06OOQ96W+s6NRWRae2Kjq1VdGprYpObVV0aquiKyttZTFutF6yiIiIiIiIiIiIOAXNWSgiIiIiIiIiIiKAkoUiIiIiIiIiIiJymZKFIiIiIiIiIiIiAihZKCIiIiIiIiIiIpcpWXjZzJkzadCgAZ6engQHB7Np0yazQ3J6UVFRPPzwwwQGBmKxWPj3v/9tdkgCTJkyhTvvvJNq1apRu3ZtHn30Ufbv3292WALMmjWL1q1b4+3tjbe3N6GhoaxevdrssORPpkyZgsViYezYsWaH4tTeeOMNLBZLvs3f39/ssKQCOXPmDIMGDcLHxwcfHx8GDRrE2bNnr1k/KyuLv/3tb7Rq1YoqVaoQGBjI4MGDOXHihOOCdhB7+90bN24kODgYT09PGjZsyKeffuqgSM1nT1stW7aM++67j1q1atn6AWvWrHFgtOYq7vncTz/9hKurK23bti3dAMsQe9sqMzOTV199lfr16+Ph4UGjRo2YP3++g6I1l71t9dVXX9GmTRu8vLwICAjgr3/9K6dOnXJQtOYpzrm7Mx7b7W0nM4/rShYCS5YsYezYsbz66qvExsbSqVMnevTowdGjR80OzamdP3+eNm3a8Mknn5gdilxl48aNjBw5kq1btxIZGUl2djbdu3fn/PnzZofm9IKCgnjnnXfYvn0727dv59577+WRRx5h7969Zocml8XExDBnzhxat25tdigC3H777SQlJdm23bt3mx2SVCADBgwgLi6O77//nu+//564uDgGDRp0zfoZGRns3LmTSZMmsXPnTpYtW8aBAwfo1auXA6Muffb2uxMTE+nZsyedOnUiNjaWV155hdGjR7N06VIHR+549rZVVFQU9913H6tWrWLHjh106dKFhx9+mNjYWAdH7njFPZ9LS0tj8ODBdO3a1UGRmq84bdW3b19+/PFH5s2bx/79+1m0aBHNmjVzYNTmsLetNm/ezODBgxk6dCh79+7lm2++ISYmhmHDhjk4csez99zdWY/t9raTqcd1Q4z27dsb4eHh+cqaNWtmjB8/3qSI5M8AY/ny5WaHIYVISUkxAGPjxo1mhyKFqFGjhjF37lyzwxDDMNLT043GjRsbkZGRRufOnY0xY8aYHZJTe/311402bdqYHYZUUPv27TMAY+vWrbay6OhoAzB+/fXXIr/Otm3bDMA4cuRIaYRpCnv73S+//LLRrFmzfGXPPvus0bFjx1KLsawoiXOUFi1aGJMnTy7p0Mqc4rZVv379jIkTJzrVZ4K9bbV69WrDx8fHOHXqlCPCK1Psbav333/faNiwYb6yjz76yAgKCiq1GMuiopy7O/OxPU9xcxyOOq47/cjCS5cusWPHDrp3756vvHv37mzZssWkqETKj7S0NABuueUWkyORq+Xk5LB48WLOnz9PaGio2eEIMHLkSB588EG6detmdihy2cGDBwkMDKRBgwY8+eSTJCQkmB2SVBDR0dH4+PjQoUMHW1nHjh3x8fGxq3+ZlpaGxWKhevXqpRCl4xWn3x0dHV2g/v3338/27dvJysoqtVjNVhLnKLm5uaSnp1f4Plpx2+qzzz7j0KFDvP7666UdYplRnLZauXIlISEhvPfee9SpU4cmTZrw4osvcuHCBUeEbJritFVYWBi//fYbq1atwjAMTp48ybfffsuDDz7oiJDLFWc9tt8sRx7XXUv9N5Rxqamp5OTk4Ofnl6/cz8+P5ORkk6ISKR8MwyAiIoK//OUvtGzZ0uxwBNi9ezehoaFcvHiRqlWrsnz5clq0aGF2WE5v8eLF7Ny5k5iYGLNDkcs6dOjAggULaNKkCSdPnuStt94iLCyMvXv3UrNmTbPDk3IuOTmZ2rVrFyivXbt2kfuXFy9eZPz48QwYMABvb++SDtEUxel3JycnF1o/Ozub1NRUAgICSi1eM5XEOcrUqVM5f/48ffv2LY0Qy4zitNXBgwcZP348mzZtwtXVeU6Ji9NWCQkJbN68GU9PT5YvX05qaiojRozg9OnTFXrewuK0VVhYGF999RX9+vXj4sWLZGdn06tXLz7++GNHhFyuOOux/WY58rju9CML81gslnz3DcMoUCYi+T3//PPs2rWLRYsWmR2KXNa0aVPi4uLYunUrzz33HEOGDGHfvn1mh+XUjh07xpgxY/jyyy/x9PQ0Oxy5rEePHvTp04dWrVrRrVs3/vvf/wLwxRdfmByZlGWFLYzz52379u1Awb4lFL1/mZWVxZNPPklubi4zZ84s8fdhNnv73YXVL6y8IiruOcqiRYt44403WLJkSaGJ64qoqG2Vk5PDgAEDmDx5Mk2aNHFUeGWKPX9Xubm5WCwWvvrqK9q3b0/Pnj2ZNm0an3/+eYUfXQj2tdW+ffsYPXo0r732Gjt27OD7778nMTGR8PBwR4Ra7jjzsb04HH1cd56vUa7B19eXSpUqFfh2ICUlpUCmW0SuGDVqFCtXriQqKoqgoCCzw5HL3N3due222wAICQkhJiaGDz/8kNmzZ5scmfPasWMHKSkpBAcH28pycnKIiorik08+ITMzk0qVKpkYoQBUqVKFVq1acfDgQbNDkTLs+eef58knn7xunVtvvZVdu3Zx8uTJAo/9/vvvN+xfZmVl0bdvXxITE1m3bl2FGVUIxet3+/v7F1rf1dW1Qo8CvplzlCVLljB06FC++eYbp5j6wt62Sk9PZ/v27cTGxvL8888D1oSYYRi4urqydu1a7r33XofE7mjF+bsKCAigTp06+Pj42MqaN2+OYRj89ttvNG7cuFRjNktx2mrKlCncddddvPTSSwC0bt2aKlWq0KlTJ9566y2NlruKsx7bi8uM47rTjyx0d3cnODiYyMjIfOWRkZGEhYWZFJVI2WUYBs8//zzLli1j3bp1NGjQwOyQ5DoMwyAzM9PsMJxa165d2b17N3FxcbYtJCSEgQMHEhcXp0RhGZGZmUl8fLw68nJdvr6+NGvW7Lqbp6cnoaGhpKWlsW3bNttzf/75Z9LS0q7bv8xLFB48eJAffvihwp0wFaffHRoaWqD+2rVrCQkJwc3NrdRiNVtxz1EWLVrEU089xcKFC51mnjR728rb27vA53J4eLjt6oyr5xqtaIrzd3XXXXdx4sQJ/vjjD1vZgQMHcHFxqdADBorTVhkZGbi45E+x5PXz8kbNiZWzHtuLw7TjeqkvoVIOLF682HBzczPmzZtn7Nu3zxg7dqxRpUoV4/Dhw2aH5tTS09ON2NhYIzY21gCMadOmGbGxsRVqRcDy6LnnnjN8fHyMDRs2GElJSbYtIyPD7NCc3oQJE4yoqCgjMTHR2LVrl/HKK68YLi4uxtq1a80OTf5EqyGb74UXXjA2bNhgJCQkGFu3bjUeeugho1q1avrslxLzwAMPGK1btzaio6ON6Ohoo1WrVsZDDz2Ur07Tpk2NZcuWGYZhGFlZWUavXr2MoKAgIy4uLt9nbGZmphlvoVTcqN89fvx4Y9CgQbb6CQkJhpeXlzFu3Dhj3759xrx58ww3Nzfj22+/NestOIy9bbVw4ULD1dXVmDFjRr6/n7Nnz5r1FhzG3rb6M2daDdnetkpPTzeCgoKMxx9/3Ni7d6+xceNGo3HjxsawYcPMegsOY29bffbZZ4arq6sxc+ZM49ChQ8bmzZuNkJAQo3379ma9BYe50bm7ju1W9raTmcd1JQsvmzFjhlG/fn3D3d3daNeunbFx40azQ3J669evN4AC25AhQ8wOzakVtk8A47PPPjM7NKf39NNP245jtWrVMrp27apEYRmlZKH5+vXrZwQEBBhubm5GYGCg0bt3b2Pv3r1mhyUVyKlTp4yBAwca1apVM6pVq2YMHDjQOHPmTL46V39+JiYmXvMzdv369Q6PvzRdr989ZMgQo3Pnzvnqb9iwwbjjjjsMd3d349ZbbzVmzZrl4IjNY09bde7c2an7zvb+XV3NmZKFhmF/W8XHxxvdunUzKleubAQFBRkRERFOM1DA3rb66KOPjBYtWhiVK1c2AgICjIEDBxq//fabg6N2vBudu+vYbmVvO5l5XLcYhsbDioiIiIiIiIiIiOYsFBERERERERERkcuULBQRERERERERERFAyUIRERERERERERG5TMlCERERERERERERAZQsFBERERERERERkcuULBQRERERERERERFAyUIRERERERERERG5TMlCERERERERERERAZQsFBERERERETHNpEmTGD58eJHrp6SkUKtWLY4fP16KUYmIM1OyUEScksViue721FNPmR2iiIiIiJRTOTk5hIWF0adPn3zlaWlp1K1bl4kTJwJw8uRJPvzwQ1555RWgaH3U2rVrM2jQIF5//XWHvy8RcQ4WwzAMs4MQEXG05ORk2+0lS5bw2muvsX//fltZ5cqV8fHxMSM0EREREakADh48SNu2bZkzZw4DBw4EYPDgwfzyyy/ExMTg7u7OP/7xDzZu3MiaNWuAovdRd+/eTfv27Tlx4gQ1atRw7BsTkQrP1ewARETM4O/vb7vt4+ODxWLJVyYiIiIicjMaN27MlClTGDVqFF26dCEmJobFixezbds23N3dAVi8eDHPPvus7TlF7aO2atUKf39/li9fztNPP136b0ZEnIouQxYREREREREpBaNGjaJNmzYMHjyY4cOH89prr9G2bVsAzpw5w549ewgJCSnWa7dv355NmzaVYLQiIlZKFoqIiIiIiIiUAovFwqxZs/jxxx/x8/Nj/PjxtseOHDmCYRgEBgYW67Xr1KnD4cOHSyhSEZErlCwUERERERERKSXz58/Hy8uLxMREfvvtN1v5hQsXAPD09CzW61auXJmMjIwSiVFE5GpKFoqIiIiIiIiUgujoaD744ANWrFhBaGgoQ4cOJW+NUV9fX8B6OXJxnD59mlq1apVYrCIieZQsFBERERERESlhFy5cYMiQITz77LN069aNuXPnEhMTw+zZswFo1KgR3t7e7Nu3r1ivv2fPHu64446SDFlEBFCyUERERERERKTEjR8/ntzcXN59910A6tWrx9SpU3nppZc4fPgwLi4udOvWjc2bN9v92hkZGezYsYPu3buXdNgiIkoWioiIiIiIiJSkjRs3MmPGDD7//HOqVKliK3/mmWcICwuzXY48fPhwFi9eTG5url2vv2LFCurVq0enTp1KOnQRESxG3oQJIiIiIiIiIuIwhmHQsWNHxo4dS//+/Yv8vPbt2zN27FgGDBhQitGJiLPSyEIRERERERERE1gsFubMmUN2dnaRn5OSksLjjz9uV3JRRMQeGlkoIiIiIiIiIiIigEYWioiIiIiIiIiIyGVKFoqIiIiIiIiIiAigZKGIiIiIiIiIiIhcpmShiIiIiIiIiIiIAEoWioiIiIiIiIiIyGVKFoqIiIiIiIiIiAigZKGIiIiIiIiIiIhcpmShiIiIiIiIiIiIAEoWioiIiIiIiIiIyGX/D9pk69U8QoB3AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"N_processes = 10 # number of processes\n",
"x = np.linspace(X_T.min(), X_T.max(), 100)\n",
"pdf_fitted = ss.norm.pdf(x, *param)\n",
"\n",
"fig = plt.figure(figsize=(16, 5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
"ax1.plot(T_vec, X[:, :N_processes], linewidth=0.5)\n",
"ax1.plot(T_vec, (theta + std_asy) * np.ones_like(T_vec), label=\"1 asymptotic std dev\", color=\"black\")\n",
"ax1.plot(T_vec, (theta - std_asy) * np.ones_like(T_vec), color=\"black\")\n",
"ax1.plot(T_vec, theta * np.ones_like(T_vec), label=\"Long term mean\")\n",
"ax1.legend(loc=\"upper right\")\n",
"ax1.set_title(f\"{N_processes} OU processes\")\n",
"ax1.set_xlabel(\"T\")\n",
"ax2.plot(x, pdf_fitted, color=\"r\", label=\"Normal density\")\n",
"ax2.hist(X_T, density=True, bins=50, facecolor=\"LightBlue\", label=\"Frequency of X(T)\")\n",
"ax2.legend()\n",
"ax2.set_title(\"Histogram vs Normal distribution\")\n",
"ax2.set_xlabel(\"X(T)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Covariance\n",
"\n",
"Let us also compare the theoretical covariance with the covariance obtained from the data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Theoretical COV[X(t1), X(t2)] = 0.0401 with t1 = 1.4876 and t2 = 1.5001\n",
"Computed covariance from data COV[X(t1), X(t2)] = 0.0403\n"
]
}
],
"source": [
"n1 = 5950\n",
"n2 = 6000\n",
"t1 = n1 * dt\n",
"t2 = n2 * dt\n",
"\n",
"cov_th = sigma**2 / (2 * kappa) * (np.exp(-kappa * np.abs(t1 - t2)) - np.exp(-kappa * (t1 + t2)))\n",
"print(f\"Theoretical COV[X(t1), X(t2)] = {cov_th.round(4)} with t1 = {t1.round(4)} and t2 = {t2.round(4)}\")\n",
"print(f\"Computed covariance from data COV[X(t1), X(t2)] = {np.cov( X[n1, :], X[n2, :] )[0,1].round(4)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Estimation of parameters from a single path\n",
"\n",
"### Least squares estimation\n",
"\n",
"We can compute $X_{t+\\Delta t}$ and consider the initial value at time $t$.\n",
"\n",
"$$ \\begin{aligned}\n",
"X_{t+\\Delta t} &= \\theta + (X_t - \\theta)e^{-\\kappa \\Delta t} + \\int_t^{t+\\Delta t} \\sigma\\, e^{\\kappa (s-t)} dW_s \\\\\n",
" &= \\theta \\bigl( 1-e^{-\\kappa \\Delta t} \\bigr) + e^{-\\kappa \\Delta t} X_t + \\int_t^{t+\\Delta t} \\sigma\\, e^{\\kappa (s-t)} dW_s \\\\\n",
" &= \\alpha + \\beta X_t + \\epsilon_t\n",
"\\end{aligned} $$\n",
"\n",
"where $\\alpha = \\theta \\bigl( 1-e^{-\\kappa \\Delta t} \\bigr)$, $\\beta = e^{-\\kappa \\Delta t}$ and with $\\epsilon_t \\sim \\mathcal{N}\\biggl( 0, \\frac{\\sigma^2}{2\\kappa} \\bigl( 1- e^{-2 \\kappa \\Delta t} \\bigr)\\biggr)$.\n",
"\n",
"So, let us use the usual OLS method to estimate $\\alpha$, $\\beta$ and $\\sigma$.\n",
"Then, we can obtain the parameters from the formulas:\n",
"\n",
"$$ \\kappa = - \\frac{\\log \\beta}{\\Delta t}, \\quad \\theta = \\frac{\\alpha}{1-\\beta}, \\quad \n",
"\\sigma = \\text{Std}[\\epsilon_t] \\sqrt{ \\frac{2\\kappa}{1-\\beta^2} }$$"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OLS theta = 0.5069818519708378\n",
"OLS kappa = 2.566173550192414\n",
"OLS sigma = 0.4972450021977947\n"
]
}
],
"source": [
"XX = X_1[:-1]\n",
"YY = X_1[1:]\n",
"beta, alpha, _, _, _ = ss.linregress(XX, YY) # OLS\n",
"kappa_ols = -np.log(beta) / dt\n",
"theta_ols = alpha / (1 - beta)\n",
"res = YY - beta * XX - alpha # residuals\n",
"std_resid = np.std(res, ddof=2)\n",
"sig_ols = std_resid * np.sqrt(2 * kappa_ols / (1 - beta**2))\n",
"\n",
"print(\"OLS theta = \", theta_ols)\n",
"print(\"OLS kappa = \", kappa_ols)\n",
"print(\"OLS sigma = \", sig_ols)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The estimate of the parameters doesn't look very accurate. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Maximum Likelihood Estimation\n",
"\n",
"We know that \n",
"$$ X_{i+1} \\sim \\mathcal{N}\\biggl( \\theta \\bigl( 1-e^{-\\kappa \\Delta t} \\bigr) + e^{-\\kappa \\Delta t} X_i \\, , \\, \\frac{\\sigma^2}{2\\kappa} \\bigl( 1- e^{-2 \\kappa \\Delta t} \\bigr)\\biggr)$$\n",
"\n",
"Let us define $\\hat \\theta^2 := \\frac{\\sigma^2}{2\\kappa} \\bigl( 1- e^{-2 \\kappa \\Delta t} \\bigr)$.\n",
"\n",
"At this point it is possible to write the log-likelihood function and impose the condition that first order derivatives are equal to zero. All these steps are done in [1]. \n",
"Here I just recall the final formulas:\n",
"\n",
"$$ S_x = \\sum_{i=1}^n X_{i-1} \\quad S_y = \\sum_{i=1}^n X_{i} \\quad S_{xx} = \\sum_{i=1}^n X_{i-1}^2 \n",
"\\quad S_{xy} = \\sum_{i=1}^n X_{i-1}X_{i} \\quad S_{yy} = \\sum_{i=1}^n X_{i}^2$$\n",
"\n",
"The parameters are:\n",
"\n",
"$$ \\theta = \\frac{S_y S_{xx} - S_x S_{xy}}{n(S_{xx}-S_{xy}) - (S_{x}^2 - S_{x} S_{y})} $$\n",
"\n",
"$$ \\kappa = - \\frac{1}{\\Delta t} \\log \\frac{S_{xy} - \\theta S_{x} - \\theta S_{y} +n\\theta^2}{S_{xx} - 2\\theta S_{x} +n \\theta^2} $$\n",
"\n",
"$$ \n",
"\\hat \\theta^2 = \\frac{1}{n} \\biggl[ S_{yy} -2e^{-\\kappa \\Delta t} S_{xy} \n",
"+ e^{-2 \\kappa \\Delta t} S{xx} -2\\theta(1-e^{- \\kappa \\Delta t})(S_y - e^{- \\kappa \\Delta t}S_x) \n",
"+n \\theta^2(1-e^{- \\kappa \\Delta t})^2 \\biggr] $$\n",
"$$ \\theta^2 = \\hat \\theta^2 \\frac{2\\kappa}{1-e^{-2 \\kappa \\Delta t}} $$"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"Sx = np.sum(XX)\n",
"Sy = np.sum(YY)\n",
"Sxx = XX @ XX\n",
"Sxy = XX @ YY\n",
"Syy = YY @ YY\n",
"\n",
"theta_mle = (Sy * Sxx - Sx * Sxy) / (N * (Sxx - Sxy) - (Sx**2 - Sx * Sy))\n",
"kappa_mle = -(1 / dt) * np.log(\n",
" (Sxy - theta_mle * Sx - theta_mle * Sy + N * theta_mle**2) / (Sxx - 2 * theta_mle * Sx + N * theta_mle**2)\n",
")\n",
"sigma2_hat = (\n",
" Syy\n",
" - 2 * np.exp(-kappa_mle * dt) * Sxy\n",
" + np.exp(-2 * kappa_mle * dt) * Sxx\n",
" - 2 * theta_mle * (1 - np.exp(-kappa_mle * dt)) * (Sy - np.exp(-kappa_mle * dt) * Sx)\n",
" + N * theta_mle**2 * (1 - np.exp(-kappa_mle * dt)) ** 2\n",
") / N\n",
"sigma_mle = np.sqrt(sigma2_hat * 2 * kappa_mle / (1 - np.exp(-2 * kappa_mle * dt)))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"theta MLE = 0.5069423415202111\n",
"kappa MLE = 2.5658456824361644\n",
"sigma MLE = 0.4972077083202338\n"
]
}
],
"source": [
"print(\"theta MLE = \", theta_mle)\n",
"print(\"kappa MLE = \", kappa_mle)\n",
"print(\"sigma MLE = \", sigma_mle)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the MLE we obtain parameters quite similar to those obtained by OLS."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Expected time to reach the long term mean\n",
"\n",
"Computation of the first hitting time density of an Ornstein-Uhlenbeck process is a long standing problem, which still remains open. \n",
"As explained in the introduction of the paper [5], the first hitting time of an OU process has many applications in applied mathematics, especially in mathematical finance and for the design of trading strategies.\n",
"\n",
"Let us define the first hitting time for the OU process:\n",
"\n",
"$$ T_{A,C} = \\inf\\biggl\\{ t\\geq 0 \\;: \\; X_t = A \\bigg| X_0 = C \\biggr\\} $$\n",
"\n",
"Here I follow the presentation of the article [4], where the author considers the standardized problem with $\\theta=0$, $\\kappa=1$ and $\\sigma^2=2$. \n",
"\n",
"$$ dX_t = - X_t dt + \\sqrt{2} dW_t .$$\n",
"\n",
"This is a common choice, and many articles cited in [4] follow this approach (see [6]). In [5] the authors use $\\sigma=1$, (which in my opinion looks better). \n",
"\n",
"The standardized form can be obtained with the following change of variables:\n",
"\n",
"$$ \\bar t = \\kappa t, \\quad \\bar X_t = \\frac{\\sqrt{2\\kappa}}{\\sigma}(X_t-\\theta), \\quad \\bar C = \\frac{\\sqrt{2\\kappa}}{\\sigma}(C-\\theta), \\quad \\bar A = \\frac{\\sqrt{2\\kappa}}{\\sigma}(A-\\theta) $$\n",
"\n",
"(the bar is then removed for brevity). \n",
"\n",
"Let $f_{A,C}(t)$ denote the density function of $T_{A,C}$. For $A=0$, the density has a nice expression:\n",
"\n",
"$$ f_{0,C}(t) = \\sqrt{\\frac{2}{\\pi}} \\frac{|C| e^{-t}}{(1-e^{-2t})^{3/2}} \\exp\\biggl[- \\frac{C^2e^{-2t}}{2(1-e^{-2t})} \\biggr] $$\n",
"\n",
"Thanks to the change of variable, the expected time it takes for a process starting at $X_0$ to reach \n",
"$\\theta$, is equal to the (scaled) expected time it takes for a process to reach $0$ starting at $\\bar C$ (set $A=\\theta$ implies $\\bar A = 0$).\n",
"\n",
"#### Let us estimate the expected time numerically"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"T_to_theta = np.argmax(X <= theta if (X0 > theta) else X >= theta, axis=0) * dt # first passage time"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The expected time from X0 to theta is: 0.8880757037851894 with std error: 0.005226665594754626\n",
"The standard deviation of the first time the process touches theta is: 0.36954410854960096\n"
]
}
],
"source": [
"print(f\"The expected time from X0 to theta is: {T_to_theta.mean()} with std error: {ss.sem(T_to_theta)}\")\n",
"print(\"The standard deviation of the first time the process touches theta is: \", T_to_theta.std())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Now we can define the density and the new starting point C.\n",
"\n",
"When comparing with the histogram, we need to take into account of the time scale: $\\kappa t$. \n",
"Therefore the density becomes: $\\kappa f_{0,C}(\\kappa t)$."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def density_T_to_theta(t, C):\n",
" return (\n",
" np.sqrt(2 / np.pi)\n",
" * np.abs(C)\n",
" * np.exp(-t)\n",
" / (1 - np.exp(-2 * t)) ** (3 / 2)\n",
" * np.exp(-((C**2) * np.exp(-2 * t)) / (2 * (1 - np.exp(-2 * t))))\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"C = (X0 - theta) * np.sqrt(2 * kappa) / sigma # new starting point"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10, 4))\n",
"x = np.linspace(T_to_theta.min(), T_to_theta.max(), 100)\n",
"plt.plot(x, kappa * density_T_to_theta(kappa * x, C), color=\"red\", label=\"OU hitting time density\")\n",
"plt.hist(T_to_theta, density=True, bins=100, facecolor=\"LightBlue\", label=\"frequencies of T\")\n",
"plt.title(\"First passage time distribution from X0 to theta\")\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now compute the theoretical mean and standard deviation:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Theoretical expected hitting time: 0.8795633378038917\n",
"Theoretical standard deviation of the hitting time: 0.36757135614701975\n"
]
}
],
"source": [
"theoretical_T = quad(lambda t: t * kappa * density_T_to_theta(kappa * t, C), 0, 1000)[0]\n",
"theoretical_std = np.sqrt(\n",
" quad(lambda t: (t - theoretical_T) ** 2 * kappa * density_T_to_theta(kappa * t, C), 0, 1000)[0]\n",
")\n",
"print(\"Theoretical expected hitting time: \", theoretical_T)\n",
"print(\"Theoretical standard deviation of the hitting time: \", theoretical_std)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# Bond Pricing by Vasicek model\n",
"\n",
"The [Vasicek model](https://en.wikipedia.org/wiki/Vasicek_model) describes the evolution of the interest rate process $\\{r_t\\}_{t \\in [0,T]}$ assuming it follows an OU process under the risk neutral dynamics (I indicate with $\\mathbb{Q}$ the risk neutral measure).\n",
"\n",
"We write:\n",
"\n",
"$$ dr_t = \\kappa (\\theta - r_t) dt + \\sigma dW_t^{\\mathbb{Q}} .$$\n",
"\n",
"The price of a **zero-coupon bond** has the following formula:\n",
"\n",
"$$ P(t,T) = \\mathbb{E}^{\\mathbb{Q}}\\biggl[ e^{\\int_t^T r_s \\, ds} \\; \\bigg|\\; \\mathcal{F}_t \\biggr]. $$\n",
"\n",
"Thanks to the [Feynman-Kac](https://en.wikipedia.org/wiki/Feynman%E2%80%93Kac_formula) formula, we know that the previous expression is a solution of the following PDE:\n",
"\n",
"$$ \\frac{\\partial P(t,r)}{\\partial t} \n",
" + \\kappa (\\theta - r) \\frac{\\partial P(t,r)}{\\partial r}\n",
" + \\frac{1}{2} \\sigma^2 \\frac{\\partial^2 P(t,r)}{\\partial r^2} - r P(t,r) = 0. $$\n",
" \n",
"with terminal conditions:\n",
"\n",
"$$ P(T,r) = 1. $$\n",
"\n",
"Following [2] (page 59), we can find the closed formula for the bond price under the Vasicek model:\n",
"\n",
"$$ P(t,T) = A(t,T) e^{-B(t,T) r_t} $$\n",
"\n",
"with \n",
"\n",
"$$ A(t,T) = exp\\biggl[ \\biggl(\\theta - \\frac{\\sigma^2}{2\\kappa^2}\\biggr)(B(t,T)-T+t) - \\frac{\\sigma^2}{4\\kappa} B(t,T)^2 \\biggr] \\quad \\text{and} \\quad \n",
"B(t,T) = \\frac{1}{\\kappa} \\biggl( 1 - e^{-\\kappa (T-t)} \\biggr) .$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Closed formula:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Vasicek bond price: 0.05299806665958418\n"
]
}
],
"source": [
"B = 1 / kappa * (1 - np.exp(-kappa * T))\n",
"A = np.exp((theta - sigma**2 / (2 * kappa**2)) * (B - T) - sigma**2 / (4 * kappa) * B**2)\n",
"P = A * np.exp(-B * X0)\n",
"print(\"Vasicek bond price: \", P)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Monte Carlo"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Vasicek bond price by MC: 0.053471413401116524 with std error: 0.0002741894359949401\n"
]
}
],
"source": [
"disc_factor = np.exp(-X.mean(axis=0) * T)\n",
"P_MC = np.mean(disc_factor)\n",
"st_err = ss.sem(disc_factor)\n",
"print(f\"Vasicek bond price by MC: {P_MC} with std error: {st_err}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### PDE\n",
"\n",
"As done in the notebook **2.2**, we can discretize the PDE\n",
"using the [Upwind scheme](https://en.wikipedia.org/wiki/Upwind_scheme): \n",
"\n",
"$$\n",
" \\frac{P^{n+1}_{i} -P^{n}_{i}}{\\Delta t} \n",
" + \\max \\biggl( \\kappa(\\theta-r_i),\\, 0 \\biggr) \\frac{P^{n}_{i+1} -P^{n}_{i}}{ \\Delta r} \n",
" + \\min \\biggl( \\kappa(\\theta-r_i),\\, 0 \\biggr) \\frac{P^{n}_{i} -P^{n}_{i-1}}{ \\Delta r} \n",
" + \\frac{1}{2} \\sigma^2 \\frac{P^{n}_{i+1} + P^{n}_{i-1} - 2 P^{n}_{i}}{\\Delta r^2} \n",
" - r_i P^{n}_i = 0. \n",
"$$\n",
"\n",
"For convenience, let's call $\\text{max}_i = \\max \\bigl( \\kappa(\\theta-r_i),\\, 0 \\bigr)$ and $\\text{min}_i = \\min \\bigl( \\kappa(\\theta-r_i),\\, 0 \\bigr)$. \n",
"We can rewrite the equation above as:\n",
"\n",
"$$ \\begin{aligned}\n",
"P^{n+1}_{i} =& \\; P^{n}_{i-1} \\biggl( \\text{min}_i \\frac{\\Delta t}{\\Delta r} -\\frac{1}{2} \\sigma^2 \n",
"\\frac{\\Delta t}{\\Delta r^2} \\biggr) \\\\\n",
" & + P^{n}_{i} \\biggl( 1 + r_i \\Delta t + \\frac{\\Delta t}{\\Delta r}( \\text{max}_i - \\text{min}_i ) + \\sigma^2 \\frac{\\Delta t}{\\Delta r^2} \\biggr) \\\\\n",
" & + P^{n}_{i+1} \\biggl( -\\text{max}_i \\frac{\\Delta t}{\\Delta r} -\\frac{1}{2} \\sigma^2 \n",
"\\frac{\\Delta t}{\\Delta r^2} \\biggr)\n",
"\\end{aligned}$$\n",
"\n",
"and, given $P^{n+1}$, we solve for $P^{n}$. \n",
"I also introduce the artificial lateral boundary conditions:\n",
"\n",
"$$ P(t, r_{\\text{min}}) = e^{-r_{\\text{min}} (T-t)} \\quad \\text{and} \\quad P(t, r_{\\text{max}}) = e^{-r_{\\text{max}} (T-t)}. $$\n",
"\n",
"although the resulting values are too extreme. (a high-resolution grid mitigates this problem). \n",
"\n",
"See also notebook **2.1** for the description of the application of the finite difference implicit scheme. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The Vasicek Bond price by PDE is: 0.053030189167409314\n"
]
}
],
"source": [
"Nspace = 6000 # M space steps\n",
"Ntime = 6000 # N time steps\n",
"r_max = 3 # A2\n",
"r_min = -0.8 # A1\n",
"r, dr = np.linspace(r_min, r_max, Nspace, retstep=True) # space discretization\n",
"T_array, Dt = np.linspace(0, T, Ntime, retstep=True) # time discretization\n",
"Payoff = 1 # Bond payoff\n",
"\n",
"V = np.zeros((Nspace, Ntime)) # grid initialization\n",
"offset = np.zeros(Nspace - 2) # vector to be used for the boundary terms\n",
"V[:, -1] = Payoff # terminal conditions\n",
"V[-1, :] = np.exp(-r[-1] * (T - T_array)) # lateral boundary condition\n",
"V[0, :] = np.exp(-r[0] * (T - T_array)) # lateral boundary condition\n",
"\n",
"# construction of the tri-diagonal matrix D\n",
"sig2 = sigma * sigma\n",
"drr = dr * dr\n",
"max_part = np.maximum(kappa * (theta - r[1:-1]), 0) # upwind positive part\n",
"min_part = np.minimum(kappa * (theta - r[1:-1]), 0) # upwind negative part\n",
"\n",
"a = min_part * (Dt / dr) - 0.5 * (Dt / drr) * sig2\n",
"b = 1 + Dt * r[1:-1] + (Dt / drr) * sig2 + Dt / dr * (max_part - min_part)\n",
"c = -max_part * (Dt / dr) - 0.5 * (Dt / drr) * sig2\n",
"\n",
"a0 = a[0]\n",
"cM = c[-1] # boundary terms\n",
"aa = a[1:]\n",
"cc = c[:-1] # upper and lower diagonals\n",
"D = sparse.diags([aa, b, cc], [-1, 0, 1], shape=(Nspace - 2, Nspace - 2)).tocsc() # matrix D\n",
"\n",
"for n in range(Ntime - 2, -1, -1):\n",
" # backward computation\n",
" offset[0] = a0 * V[0, n]\n",
" offset[-1] = cM * V[-1, n]\n",
" V[1:-1, n] = spsolve(D, (V[1:-1, n + 1] - offset))\n",
"\n",
"# finds the bond price with initial value X0\n",
"Price = np.interp(X0, r, V[:, 0])\n",
"print(\"The Vasicek Bond price by PDE is: \", Price)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15, 4))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122, projection=\"3d\")\n",
"\n",
"ax1.text(X0, 0.06, \"Bond Price\")\n",
"ax1.plot([X0, X0], [0, Price], \"k--\")\n",
"ax1.plot([-0.5, X0], [Price, Price], \"k--\")\n",
"ax1.plot(r, V[:, 0], color=\"red\", label=\"Barrier curve\")\n",
"ax1.set_xlim(-0.4, 2.5)\n",
"ax1.set_ylim(0.025, 0.12)\n",
"ax1.set_xlabel(\"r\")\n",
"ax1.set_ylabel(\"P\")\n",
"ax1.legend(loc=\"upper right\")\n",
"ax1.set_title(\"Vasicek bond price at t=0\")\n",
"\n",
"X_plt, Y_plt = np.meshgrid(T_array, r[700:-200]) # I consider [700:-200] to remove lateral boundary effects\n",
"ax2.plot_surface(Y_plt, X_plt, V[700:-200])\n",
"ax2.set_title(\"Vasicek bond price surface\")\n",
"ax2.set_xlabel(\"r\")\n",
"ax2.set_ylabel(\"time\")\n",
"ax2.set_zlabel(\"V\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# Tracking the OU process\n",
"\n",
"In this section I consider a **state space model** with a state process $\\{X_t, 0\\leq t \\leq T\\}$ following an OU process and an observation (or measurement) process $\\{Y_t, 0\\leq t \\leq T\\}$. \n",
"\n",
"In order to estimate the true state process, I will make use of the **Kalman filter**. I have alread presented the topic in the notebook **5.1** and showed its applications in the notebooks **5.2** and **5.3**.\n",
"\n",
"In order to create an observation process, let's add some noise to the true state process we have simulated at the beginning of the book. "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"sig_eta = std_resid\n",
"var_eta = sig_eta**2 # error of the true state process\n",
"sig_eps = 0.1\n",
"var_eps = sig_eps**2 # error of the measurement"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(seed=42)\n",
"eps = ss.norm.rvs(loc=0, scale=sig_eps, size=N) # additional gaussian noise\n",
"eps[0] = 0\n",
"Y_1 = X_1 + eps # process + noise = measurement process"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot true process vs measurement process"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(13, 4))\n",
"plt.plot(T_vec, X_1, linewidth=0.5, alpha=1, label=\"True process\", color=\"#1f77b4\")\n",
"plt.plot(T_vec, theta * np.ones_like(T_vec), label=\"Long term mean\", color=\"#d62728\")\n",
"plt.plot(T_vec, Y_1, linewidth=0.3, alpha=0.5, label=\"Measurement process = true + noise\", color=\"#1f77b4\")\n",
"plt.legend()\n",
"plt.title(\"OU process plus some noise\")\n",
"plt.xlabel(\"time\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gaussian linear state space model:\n",
"\n",
"**State equation:**\n",
"\n",
"$$ x_k = \\alpha + \\beta x_{k-1} + \\eta_k \\quad \\text{with} \\quad \\eta_{k} \\sim \\mathcal{N}(0,\\sigma_{\\eta}^2). $$\n",
"\n",
"**Measurment equation:**\n",
"\n",
"$$ y_k= \\; x_k + \\epsilon_k \\quad \\text{with} \\quad \\epsilon_k \\sim \\mathcal{N}\\bigg(0,\\sigma_{\\epsilon}^2 \\bigg).$$\n",
"\n",
"### Kalman filter:\n",
"\n",
"Let us identify the Kalman filter elements. You can find them in the notebook **5.1** or in the [wiki page](https://en.wikipedia.org/wiki/Kalman_filter#Details).\n",
"In order to get $F_k$, we need to rewrite the state equation as\n",
"\n",
"$$\n",
"\\biggl(\\begin{array}{c} 1 \\\\ x_k \\end{array} \\biggr) = \n",
"\\biggl(\\begin{array}{cc} 1 & 0\\\\ \\alpha & \\beta \\end{array}\\biggr)\n",
"\\biggl(\\begin{array}{c} 1 \\\\ x_{k-1} \\end{array}\\biggr) +\n",
"\\biggl(\\begin{array}{c} 0\\\\ \\eta_k \\end{array}\\biggr) \\quad \\text{with} \\quad\n",
"\\eta_k \\sim \\mathcal{N}(0, \\sigma^2_{\\eta}) $$\n",
"\n",
"such that $F_k = \\biggl(\\begin{array}{cc} 1 & 0\\\\ \\alpha & \\beta \\end{array}\\biggr) $\n",
"and then ignore the first line. The matrix $ H_k=1$. \n",
"\n",
"##### Predict step:\n",
"$$ \\hat x_{k \\mid k-1} = \\alpha + \\beta \\, \\hat x_{k-1 \\mid k-1} \\quad \\quad \\text{and} \\quad \\quad P_{k \\mid k-1} = \\beta^2 \\, P_{k-1 \\mid k-1} + \\sigma_{\\eta}^2. $$\n",
"\n",
"##### Auxiliary variables:\n",
"$$ \n",
"\\begin{aligned}\n",
"\\tilde r_k &= y_k - \\hat x_{k \\mid k-1} &\\quad \\quad \\text{(pre-fit residual)} \\\\\n",
"S_k &= P_{k \\mid k-1} + \\sigma_{\\epsilon}^2 &\\quad \\quad \\text{(conditional innovation covariance)} \\\\\n",
"K_k &= \\frac{P_{k \\mid k-1}}{S_k} &\\quad \\quad \\text{(Kalman Gain)}\n",
"\\end{aligned}\n",
"$$\n",
"\n",
"##### Update step:\n",
"$$ \\hat x_{k \\mid k} = \\hat x_{k \\mid k-1} + K_k \\, \\tilde r_k \\quad \\text{and} \\quad \n",
"P_{k \\mid k} = P_{k \\mid k-1} \\biggl( 1- K_k \\biggr)\n",
"$$\n",
"\n",
"##### Log-likelihood:\n",
" \n",
"The log-likelihood function is:\n",
"\n",
"$$ \\log L \\big( \\alpha,\\beta, \\sigma_{\\eta}, \\sigma_{\\epsilon} \\mid y_k, y_{k-1}, ..., y_1, y_0 \\big) = -\\frac{1}{2} \n",
"\\sum_{k=1}^N \\biggl( \\log 2\\pi + \\log S_k + \\frac{\\tilde r_k^2}{S_k} \\biggr)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def Kalman(Y, x0, P0, alpha, beta, var_eta, var_eps):\n",
" \"\"\"Kalman filter algorithm for the OU process.\"\"\"\n",
"\n",
" N = len(Y) # length of measurements\n",
" xs = np.zeros_like(Y) # Initialization\n",
" Ps = np.zeros_like(Y)\n",
"\n",
" x = x0\n",
" P = P0 # initial values of h and P\n",
" log_2pi = np.log(2 * np.pi)\n",
" loglikelihood = 0 # initialize log-likelihood\n",
"\n",
" for k in range(N):\n",
" # Prediction step\n",
" x_p = alpha + beta * x # predicted h\n",
" P_p = beta**2 * P + var_eta # predicted P\n",
"\n",
" # auxiliary variables\n",
" r = Y[k] - x_p # residual\n",
" S = P_p + var_eps\n",
" KG = P_p / S # Kalman Gain\n",
"\n",
" # Update step\n",
" x = x_p + KG * r\n",
" P = P_p * (1 - KG)\n",
"\n",
" loglikelihood += -0.5 * (log_2pi + np.log(S) + (r**2 / S))\n",
" xs[k] = x\n",
" Ps[k] = P\n",
"\n",
" return xs, Ps, loglikelihood"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Train and test split"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"skip_data = 1000\n",
"training_size = 5000\n",
"train = Y_1[skip_data : skip_data + training_size]\n",
"test = Y_1[skip_data + training_size :]\n",
"\n",
"## Initial guess for teh parameters\n",
"guess_beta, guess_alpha, _, _, _ = ss.linregress(train[1:], train[:-1])\n",
"guess_var_eps = np.var(train[:-1] - guess_beta * train[1:] - guess_alpha, ddof=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MLE estimation"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH\n",
" success: True\n",
" status: 0\n",
" fun: -4213.924989882811\n",
" x: [ 4.328e-04 9.992e-01 5.628e-05 1.006e-02]\n",
" nit: 25\n",
" jac: [-9.095e-05 9.095e-05 5.548e-03 -1.637e-03]\n",
" nfev: 230\n",
" njev: 46\n",
" hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>\n"
]
}
],
"source": [
"def minus_likelihood(c):\n",
" \"\"\"Returns the negative log-likelihood\"\"\"\n",
" _, _, loglik = Kalman(train, X0, 10, c[0], c[1], c[2], c[3])\n",
" return -loglik\n",
"\n",
"\n",
"result = minimize(\n",
" minus_likelihood,\n",
" x0=[guess_alpha, guess_beta, 0.01, guess_var_eps],\n",
" method=\"L-BFGS-B\",\n",
" bounds=[[-1, 1], [1e-15, 1], [1e-15, 1], [1e-15, 1]],\n",
" tol=1e-12,\n",
")\n",
"kalman_params = result.x\n",
"alpha_KF = kalman_params[0]\n",
"beta_KF = kalman_params[1]\n",
"var_eta_KF = kalman_params[2]\n",
"var_eps_KF = kalman_params[3]\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The estimated parameters are very good! \n",
"Below we can see the error of the estimation:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error in estimation of alpha = 33.1%\n",
"Error in estimation of beta = 0.0115%\n",
"Error in estimation of var eta = 8.89%\n",
"Error in estimation of var eps = 0.61%\n"
]
}
],
"source": [
"print(f\"Error in estimation of alpha = {(np.abs(alpha-alpha_KF)/alpha *100).round(2)}%\")\n",
"print(f\"Error in estimation of beta = {(np.abs(beta-beta_KF)/beta *100).round(4)}%\")\n",
"print(f\"Error in estimation of var eta = {(np.abs(var_eta-var_eta_KF)/var_eta *100).round(2)}%\")\n",
"print(f\"Error in estimation of var eps = {(np.abs(var_eps-var_eps_KF)/var_eps *100).round(2)}%\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Kalman smoother\n",
"\n",
"Let's implement the [RTS](https://en.wikipedia.org/wiki/Kalman_filter#Rauch%E2%80%93Tung%E2%80%93Striebel) smoother.\n",
"\n",
"In addition to the smooth state and variance process, here I also estimate the smooth covariance $P_{k-1,k \\mid N}$ (called `Cs_smooth` in the code).\n",
"\n",
"$$ \\hat x_{k\\mid N} = \\mathbb{E}\\biggl[x_k \\bigg| y_N,...,y_0\\biggr] \\quad \\text{and} \\quad \n",
"P_{k-1,k \\mid N} = \\mathbb{E}\\biggl[ \\bigl(x_k-\\hat x_{k\\mid N}\\bigr) \\bigl(x_{k-1}-\\hat x_{k-1\\mid N}\\bigr) \\,\\bigg | \\, y_N,...,y_0\\biggr] $$\n",
"\n",
"The formulas to obtain $P_{k-1,k \\mid N}$ are long and can be found in [3] or in the Appendix of [7]. \n",
"Here I just write the python code:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def Smoother(Y, x0, P0, alpha, beta, var_eta, var_eps):\n",
" \"\"\"Kalman smoother\"\"\"\n",
"\n",
" xs, Ps, _ = Kalman(Y, x0, P0, alpha, beta, var_eta, var_eps)\n",
"\n",
" xs_smooth = np.zeros_like(xs)\n",
" Ps_smooth = np.zeros_like(Ps)\n",
" Cs_smooth = np.zeros_like(Ps)\n",
" C = np.zeros_like(Ps)\n",
" xs_smooth[-1] = xs[-1]\n",
" Ps_smooth[-1] = Ps[-1]\n",
" K = (beta**2 * Ps[-2] + var_eta) / (beta**2 * Ps[-2] + var_eta + var_eps)\n",
" Cs_smooth[-1] = Ps[-1]\n",
" Cs_smooth[-2] = beta * (1 - K) * Ps[-2]\n",
"\n",
" for k in range(len(xs) - 2, -1, -1):\n",
" C[k] = beta * Ps[k] / (beta**2 * Ps[k] + var_eta)\n",
" xs_smooth[k] = xs[k] + C[k] * (xs_smooth[k + 1] - (alpha + xs[k] * beta))\n",
" Ps_smooth[k] = Ps[k] + C[k] ** 2 * (Ps_smooth[k + 1] - (beta**2 * Ps[k] + var_eta))\n",
" if k == (len(xs) - 2):\n",
" continue\n",
" Cs_smooth[k] = C[k] * Ps[k + 1] + C[k] * C[k + 1] * (\n",
" Cs_smooth[k + 1] - beta * Ps[k + 1]\n",
" ) # covariance x(k) and x(k+1)\n",
" return xs_smooth, Ps_smooth, Cs_smooth"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"x_tmp, P_tmp, _ = Kalman(train, 1, 10, alpha_KF, beta_KF, var_eta_KF, var_eps_KF) # to get initial values for KF\n",
"xs, Ps, _ = Kalman(test, x_tmp[-1], P_tmp[-1], alpha_KF, beta_KF, var_eta_KF, var_eps_KF)\n",
"x_smooth, P_smooth, _ = Smoother(test, x_tmp[-1], P_tmp[-1], alpha_KF, beta_KF, var_eta_KF, var_eps_KF)\n",
"V_up = xs + np.sqrt(Ps) # error up bound\n",
"V_down = xs - np.sqrt(Ps) # error down bound"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
"ax1.plot(\n",
" T_vec[skip_data + training_size :], xs, linewidth=0.5, alpha=1, label=\"Optimal state estimate\", color=\"#1f77b4\"\n",
")\n",
"ax1.plot(T_vec[skip_data + training_size :], theta * np.ones_like(xs), label=\"Long term mean\", color=\"#d62728\")\n",
"ax1.plot(\n",
" T_vec[skip_data + training_size :],\n",
" Y_1[skip_data + training_size :],\n",
" linewidth=0.6,\n",
" alpha=0.5,\n",
" label=\"Process + noise\",\n",
" color=\"#1f77b4\",\n",
")\n",
"ax1.plot(\n",
" T_vec[skip_data + training_size :],\n",
" x_smooth,\n",
" linewidth=0.5,\n",
" alpha=1,\n",
" label=\"Smoothed state estimate\",\n",
" color=\"purple\",\n",
")\n",
"ax1.fill_between(\n",
" x=T_vec[skip_data + training_size :],\n",
" y1=V_up,\n",
" y2=V_down,\n",
" alpha=0.7,\n",
" linewidth=2,\n",
" color=\"seagreen\",\n",
" label=\"Kalman error: $\\pm$ 1 std dev \",\n",
")\n",
"ax1.legend()\n",
"ax1.set_title(\"State estimation of the OU process\")\n",
"ax1.set_xlabel(\"time\")\n",
"ax2.plot(T_vec[skip_data + training_size :], xs, linewidth=1, alpha=1, label=\"Optimal state estimator\", color=\"blue\")\n",
"ax2.plot(T_vec[skip_data + training_size :], theta * np.ones_like(xs), label=\"Long term mean\", color=\"#d62728\")\n",
"ax2.plot(\n",
" T_vec[skip_data + training_size :],\n",
" Y_1[skip_data + training_size :],\n",
" linewidth=0.5,\n",
" alpha=0.8,\n",
" label=\"Process + noise\",\n",
" color=\"#1f77b4\",\n",
")\n",
"ax2.plot(\n",
" T_vec[skip_data + training_size :], x_smooth, linewidth=1, alpha=1, label=\"Smoothed state estimate\", color=\"purple\"\n",
")\n",
"ax2.fill_between(\n",
" x=T_vec[skip_data + training_size :],\n",
" y1=V_up,\n",
" y2=V_down,\n",
" alpha=0.7,\n",
" linewidth=2,\n",
" color=\"seagreen\",\n",
" label=\"Kalman error: $\\pm$ 1 std dev \",\n",
")\n",
"ax2.set_xlim(1.99, 2.15)\n",
"ax2.set_ylim(0.2, 0.65)\n",
"ax2.legend()\n",
"ax2.set_title(\"Zoom\")\n",
"ax2.set_xlabel(\"time\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the errors:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set, mean linear error Kalman: 0.020994726339122482\n",
"Average standard deviation of the estimate: 0.026797960608008427\n",
"Test set, MSE Kalman: 0.0007025316744007705\n",
"Test set, MSE Smoother: 0.00036413798567487364\n"
]
}
],
"source": [
"print(\"Test set, mean linear error Kalman: \", np.linalg.norm(xs - X_1[skip_data + training_size :], 1) / len(xs))\n",
"print(\"Average standard deviation of the estimate: \", np.mean(np.sqrt(Ps)))\n",
"print(\"Test set, MSE Kalman: \", np.linalg.norm(xs - X_1[skip_data + training_size :], 2) ** 2 / len(xs))\n",
"print(\"Test set, MSE Smoother: \", np.linalg.norm(x_smooth - X_1[skip_data + training_size :], 2) ** 2 / len(x_smooth))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the mean linear error value, we can see that the average distance of the estimated process from the true hidden process is smaller that the average standard deviation. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Iterative approach for parameters estimation\n",
"\n",
"This method is described by Shumway and Stoffer (1982) in [7] and is an off-line calculation that\n",
"makes use of smoother estimators for the Kalman Filter. \n",
"The Shumway and Stoffer algorithm has been widely tested (for instance in [3]).\n",
"\n",
"Let's recall the formulas for this iterative algorithm (taken from [3]). \n",
"Let's start with an initial guess \n",
"$(\\alpha, \\beta, \\sigma_{\\eta}^2, \\sigma_{\\epsilon}^2)$ and then compute the new parameters:\n",
"\n",
"$$ \\alpha = \\frac{(AC-BD)}{NA - D^2}, \\quad \\beta = \\frac{NB-CD}{NA - D^2}, \\quad \\sigma_{\\epsilon}^2 = \\frac{1}{N+1} \\sum_{k=0}^N y_k^2 - 2 y_k \\hat x_{k\\mid N} + P_{k\\mid N} + \\hat x_{k\\mid N}^2, $$\n",
"$$\\sigma_{\\eta}^2 = \\frac{1}{N} \\sum_{k=1}^{N} \\biggl[ P_{k \\mid N} + \\hat x_{k\\mid N}^2 + \\alpha^2 + \\beta^2 P_{k-1 \\mid N} + \\beta^2 \\hat x_{k-1\\mid N}^2 - 2 \\alpha \\hat x_{k\\mid N} + 2 \\alpha \\beta \\hat x_{k-1\\mid N} \n",
"-2 \\beta P_{k-1,k \\mid N} -2 \\beta \\hat x_{k\\mid N} \\hat x_{k-1\\mid N} \\biggr].$$\n",
"\n",
"Very long formulas... where I introduced:\n",
"\n",
"$$ A = \\sum_{k=1}^{N} \\bigl[ P_{k-1 \\mid N} + \\hat x_{k-1\\mid N}^2 \\bigr], \\quad \n",
"B = \\sum_{k=1}^{N} \\bigl[ P_{k-1, k \\mid N} + \\hat x_{k-1\\mid N} \\hat x_{k\\mid N} \\bigr], \\quad \n",
"C = \\sum_{k=1}^{N} \\hat x_{k\\mid N}, \\quad\n",
"D = \\sum_{k=1}^{N} \\hat x_{k-1 \\mid N} $$\n",
"\n",
"The iteration runs until the improvements (measured by relative errors) are smaller than a specified error."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"N_max = 1000 # number of iterations\n",
"err = 0.001 # error in the parameters\n",
"NN = len(train)\n",
"alpha_SS = guess_alpha # initial guess\n",
"beta_SS = guess_beta # initial guess\n",
"var_eps_SS = guess_var_eps # initial guess\n",
"var_eta_SS = 0.1 # initial guess\n",
"x_start = 1 # initial guess\n",
"P_start = 10 # initial guess"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of iteration: 217\n"
]
}
],
"source": [
"for i in range(N_max):\n",
" a_old = alpha_SS\n",
" b_old = beta_SS\n",
" eta_old = var_eta_SS\n",
" eps_old = var_eps_SS\n",
"\n",
" x_sm, P_sm, C_sm = Smoother(train, x_start, P_start, alpha_SS, beta_SS, var_eta_SS, var_eps_SS)\n",
"\n",
" AA = np.sum(P_sm[:-1] + x_sm[:-1] ** 2) # A\n",
" BB = np.sum(C_sm[:-1] + x_sm[:-1] * x_sm[1:]) # B\n",
" CC = np.sum(x_sm[1:]) # C\n",
" DD = np.sum(x_sm[:-1]) # D\n",
"\n",
" alpha_SS = (AA * CC - BB * DD) / (NN * AA - DD**2)\n",
" beta_SS = (NN * BB - CC * DD) / (NN * AA - DD**2)\n",
" var_eta_SS = (\n",
" np.sum(\n",
" P_sm[1:]\n",
" + x_sm[1:] ** 2\n",
" + alpha_SS**2\n",
" + P_sm[:-1] * beta_SS**2\n",
" + (x_sm[:-1] * beta_SS) ** 2\n",
" - 2 * alpha_SS * x_sm[1:]\n",
" + 2 * alpha_SS * beta_SS * x_sm[:-1]\n",
" - 2 * beta_SS * C_sm[:-1]\n",
" - 2 * beta_SS * x_sm[1:] * x_sm[:-1]\n",
" )\n",
" / NN\n",
" )\n",
" var_eps_SS = np.sum(train**2 - 2 * train * x_sm + P_sm + x_sm**2) / (NN + 1)\n",
"\n",
" if (\n",
" (np.abs(a_old - alpha_SS) / a_old < err)\n",
" and (np.abs(b_old - beta_SS) / b_old < err) # iterate until there is no improvement\n",
" and (np.abs(eta_old - var_eta_SS) / eta_old < err)\n",
" and (np.abs(eps_old - var_eps_SS) / eps_old < err)\n",
" ):\n",
" print(\"Number of iteration: \", i)\n",
" break\n",
"if i == N_max - 1:\n",
" print(\"Maximum number of iterations reached \", i + 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Comparison of the estimated values with the values obtained from the true state process:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Value of estimated alpha = 0.0004416375091507386 vs real alpha = 0.0003251627987039818\n",
"Value of estimated beta = 0.9992319104078352 vs real beta = 0.999358630299211\n",
"Value of estimated var_eta = 5.859834334726142e-05 vs real var_eta = 6.177659604006022e-05\n",
"Value of estimated var_eps = 0.01005151049145717 vs real var_eps = 0.010000000000000002\n"
]
}
],
"source": [
"print(f\"Value of estimated alpha = {alpha_SS} vs real alpha = {alpha}\")\n",
"print(f\"Value of estimated beta = {beta_SS} vs real beta = {beta}\")\n",
"print(f\"Value of estimated var_eta = {var_eta_SS} vs real var_eta = {var_eta}\")\n",
"print(f\"Value of estimated var_eps = {var_eps_SS} vs real var_eps = {var_eps}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### We can see that this algorithm works very well. \n",
"It is a good alternative to the numerical maximization of the loglikelihood function used in the previous section."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Trading strategy \n",
"\n",
"Let us assume that our OU process describes the dynamics of an asset, or a portfolio of assets. \n",
"We can implement a trading strategy that takes advantage from the mean reversion. This strategy is better known as [pair trading](https://en.wikipedia.org/wiki/Pairs_trade) (or, more in general, statistical arbitrage).\n",
"\n",
"The mechanics of the strategy (taken from [8]) is the following: \n",
"- set two bands above and below the asymptotic mean (usually at one asymptotic standard deviation) for opening the position.\n",
" - buy if the lower band is crossed\n",
" - sell if the upper band is crossed\n",
"- set two (smaller) bands to close the position (usually at 1/10 of the standard deviation).\n",
"\n",
"Now let us simulate again the process:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"N = 1000 # time steps\n",
"paths = 5000 # simulated paths\n",
"X0 = 0 # initial position\n",
"kappa = 10\n",
"theta = 0\n",
"sigma = 2\n",
"T = 1 # terminal time\n",
"std_asy = np.sqrt(sigma**2 / (2 * kappa)) # open position\n",
"std_10 = std_asy / 10 # close position"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(seed=41)\n",
"OU = OU_process(sigma=sigma, theta=theta, kappa=kappa) # creates the OU object\n",
"X = OU.path(X0=X0, T=T, N=N, paths=paths) # path simulation\n",
"process = 0 # the process for the plot\n",
"T_vec, dt = np.linspace(0, T, N, retstep=True)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def strategy(X, mean=0, std_open=0.5, std_close=0.05, TC=0):\n",
" \"\"\"Implementation of the strategy.\n",
" - std_open = levels for opening the position.\n",
" - std_close = levels for closing the position.\n",
" - TC = Transaction costs\n",
" Returns:\n",
" - status: at each time says if we are long=1, short=-1 or we have no open positions = 0\n",
" - cash: the cumulative amount of cash gained by the strategy.\n",
" At terminal time if there is an open position, it is closed.\n",
" \"\"\"\n",
" status = np.zeros_like(X)\n",
" cash = np.zeros_like(X)\n",
" cash[0] = X0\n",
" for i, x in enumerate(X):\n",
" if i == 0:\n",
" continue\n",
" if (status[i - 1] == 1) and (x >= mean - std_close):\n",
" status[i] = 0\n",
" cash[i] += x * (1 + TC)\n",
" elif (status[i - 1] == -1) and (x <= mean + std_close):\n",
" status[i] = 0\n",
" cash[i] -= x * (1 + TC)\n",
" elif (status[i - 1] == 0) and (x >= mean + std_open):\n",
" status[i] = -1\n",
" cash[i] += x * (1 + TC)\n",
" elif (status[i - 1] == 0) and (x <= mean - std_open):\n",
" status[i] = 1\n",
" cash[i] -= x * (1 + TC)\n",
" else:\n",
" status[i] = status[i - 1]\n",
"\n",
" if status[-1] == 1:\n",
" cash[-1] += x * (1 + TC)\n",
" if status[-1] == -1:\n",
" cash[-1] -= x * (1 + TC)\n",
"\n",
" return status, cash.cumsum()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"status, cash = strategy(X[:, process], mean=theta, std_open=std_asy, std_close=std_10, TC=0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"PnL = [] # Profit and loss for this strategy\n",
"for i in range(paths):\n",
" PnL.append(strategy(X[:, i], mean=theta, std_open=std_asy, std_close=std_10, TC=0)[1][-1])\n",
"PnL = np.array(PnL)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 10))\n",
"ax1 = fig.add_subplot(221)\n",
"ax2 = fig.add_subplot(223)\n",
"ax3 = fig.add_subplot(222)\n",
"ax4 = fig.add_subplot(224)\n",
"ax1.plot(T_vec, X[:, process], linewidth=0.5)\n",
"ax1.plot(T_vec, (theta + std_asy) * np.ones_like(T_vec), label=\"open short position\", color=\"sandybrown\")\n",
"ax1.plot(T_vec, (theta - std_asy) * np.ones_like(T_vec), label=\"open long position\", color=\"chocolate\")\n",
"ax1.plot(T_vec, (theta + std_10) * np.ones_like(T_vec), label=\"close short position\", color=\"gray\")\n",
"ax1.plot(T_vec, (theta - std_10) * np.ones_like(T_vec), label=\"close long position\", color=\"rosybrown\")\n",
"ax1.plot(T_vec, theta * np.ones_like(T_vec), label=\"Long term mean\", color=\"black\")\n",
"ax1.legend()\n",
"ax1.set_title(f\"OU process: process {process}\")\n",
"ax1.set_xlabel(\"T\")\n",
"\n",
"ax2.plot(T_vec, status, linestyle=\"dashed\", color=\"grey\")\n",
"ax2.set_title(\"Strategy: 1=LONG, -1=SHORT, 0=No open positions \")\n",
"\n",
"ax3.hist(PnL, density=True, bins=100, facecolor=\"LightBlue\", label=\"frequencies\")\n",
"x = np.linspace(PnL.min(), PnL.max(), 100)\n",
"ax3.plot(x, ss.norm.pdf(x, loc=PnL.mean(), scale=PnL.std()), color=\"r\", label=\"Normal density\")\n",
"SR = PnL.mean() / PnL.std()\n",
"ax3.legend()\n",
"ax3.set_title(f\"PnL distribution. Sharpe ratio SR = {SR.round(2)}\")\n",
"\n",
"ax4.plot(T_vec, cash)\n",
"ax4.set_title(\"Cumulative amount of cash in the portfolio\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The histogram is computed considering the $PnL$ of each generated path. \n",
"The obtained distribution is a multimodal distribution where each peak is roughly a multiple of the band size.\n",
"\n",
"From the *Cumulative amount of cash* plot, we can see that we make money when we open the position. When the position is closed, a small amount of money is lost. \n",
"At terminal time the position must be closed. \n",
"\n",
"The **sharpe ratio** is defined as $SR = \\frac{\\mathbb{E}[PnL]}{\\text{Std}[PnL]}$. There are alternative definitions involving net returns and log-returns, however here it makes more sense to consider the $PnL$ (when the initial value is 0, returns are not defined)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## First time to exit the strip\n",
"\n",
"Let us assume the process at time $t=0$ is contained in the strip formed by the two asymptotic standard deviations i.e. \n",
"\n",
"$$\\theta - \\sqrt{\\frac{\\sigma^2}{2\\kappa}} \\leq \\, X_0 \\leq \\, \\theta + \\sqrt{\\frac{\\sigma^2}{2\\kappa}}.$$ \n",
"\n",
"What is the expected time to exit this strip? \n",
"\n",
"We can estimate the time using the **Monte Carlo** simulated data, by simply taking the average of the first times the process touches the above or below lines. (since argmax return zero if it can find a True value, check if there are zeros and if there are, replace them with a high value)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Are there paths that never exit the strip? False\n"
]
}
],
"source": [
"T_to_asy = np.argmax(np.logical_or(X <= -std_asy, X >= std_asy), axis=0) * dt # first exit time\n",
"print(\"Are there paths that never exit the strip?\", (T_to_asy == 0).any()) # argmax returns 0 if it can't find"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The expected time is 0.07165985985985986 with standard error 0.0008597119982512018\n"
]
}
],
"source": [
"print(f\"The expected time is {T_to_asy.mean()} with standard error {ss.sem(T_to_asy)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ODE approach\n",
"\n",
"The expected time $U$ is the solution of the following differential equation:\n",
"\n",
"$$ \\kappa (\\theta - x) \\frac{dU}{dx} + \\frac{1}{2} \\sigma^2 \\frac{d^2 U}{dx^2} = -1$$\n",
"\n",
"with boundary conditions:\n",
"\n",
"$$ U(B_1) = U(B_2) = 0. $$\n",
"\n",
"Here I called $B_1,B_2$ the levels of the asymptiotic standard deviation. \n",
"This formula comes from [9], Chapter 10.9.\n",
"\n",
"#### Discretization\n",
"\n",
"This is a boudary value problem, that can be solved by a finite difference method. The discretization scheme is very similatr to the scheme I used for the Vasicek PDE:\n",
"\n",
"$$\n",
" + \\max \\biggl( \\kappa(\\theta-x_i),\\, 0 \\biggr) \\frac{U_{i+1} - U_{i}}{ \\Delta x} \n",
" + \\min \\biggl( \\kappa(\\theta-x_i),\\, 0 \\biggr) \\frac{U_{i} - U_{i-1}}{ \\Delta x} \n",
" + \\frac{1}{2} \\sigma^2 \\frac{U_{i+1} + U_{i-1} - 2 U_{i}}{\\Delta x^2} \n",
" + 1 = 0. \n",
"$$\n",
"\n",
"Again, let's call $\\text{max}_i = \\max \\bigl( \\kappa(\\theta-x_i),\\, 0 \\bigr)$ and $\\text{min}_i = \\min \\bigl( \\kappa(\\theta-x_i),\\, 0 \\bigr)$. \n",
"We can rewrite the equation above as:\n",
"\n",
"$$ \n",
"-1 = \\; U_{i-1} \\underbrace{\\biggl( - \\frac{\\text{min}_i}{\\Delta x} + \\frac{1}{2} \n",
"\\frac{\\sigma^2}{\\Delta x^2} \\biggr)}_{a} \n",
" + U_{i} \\underbrace{\\biggl( \\frac{( \\text{min}_i - \\text{max}_i )}{\\Delta x} + \\frac{\\sigma^2}{\\Delta x^2} \\biggr) }_{b}\n",
" + U_{i+1} \\underbrace{\\biggl( \\frac{\\text{max}_i}{\\Delta x} + \\frac{1}{2} \n",
"\\frac{\\sigma^2}{\\Delta x^2} \\biggr)}_{c}\n",
"$$\n",
"\n",
"That in matrix form becomes \n",
"\n",
"$$ \\mathcal{D}\\, U = -1 $$\n",
"\n",
"where $\\mathcal{D}$ is the usual tridiagonal matrix. "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"Nspace = 100000 # space steps\n",
"x_max = theta + std_asy\n",
"x_min = theta - std_asy\n",
"x, dx = np.linspace(x_min, x_max, Nspace, retstep=True) # space discretization\n",
"\n",
"U = np.zeros(Nspace) # grid initialization\n",
"constant_term = -np.ones(Nspace - 2) # -1\n",
"\n",
"# construction of the tri-diagonal matrix D\n",
"sig2 = sigma * sigma\n",
"dxx = dx * dx\n",
"max_part = np.maximum(kappa * (theta - x), 0) # upwind positive part\n",
"min_part = np.minimum(kappa * (theta - x), 0) # upwind negative part\n",
"\n",
"a = -min_part / dx + 0.5 * sig2 / dxx\n",
"b = (min_part - max_part) / dx - sig2 / dxx\n",
"c = max_part / dx + 0.5 * sig2 / dxx\n",
"\n",
"aa = a[1:]\n",
"cc = c[:-1] # upper and lower diagonals\n",
"D = sparse.diags([aa, b, cc], [-1, 0, 1], shape=(Nspace - 2, Nspace - 2)).tocsc() # matrix D\n",
"U[1:-1] = spsolve(D, constant_term)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot expected time"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 5))\n",
"plt.plot(x, U, label=\"Expected time curve\")\n",
"plt.plot([X0, X0], [0, 0.06], \"k--\", label=\"starting point in the simulation\")\n",
"plt.plot([x_max, x_max], [0, 0.06], \"g--\", label=\"$B_2$\")\n",
"plt.plot([x_min, x_min], [0, 0.06], \"g--\", label=\"$B_1$\")\n",
"plt.legend(loc=\"upper right\")\n",
"plt.xlabel(\"Starting point, X0\")\n",
"plt.title(\"Expected time to exit the strip\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The expected time starting at X_0=0,computed by ODE is 0.059574670418834914\n"
]
}
],
"source": [
"expected_t_ode = np.interp(X0, x, U)\n",
"print(f\"The expected time starting at X_0={X0},computed by ODE is {expected_t_ode}\")"
]
},
{
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"source": [
"### Distribution of the first exit time from the strip\n",
"\n",
"If we call $\\tau$ the first exit time, let us indicate with $P(t',x; T) = \\mathbb{P}\\big(\\tau"
]
},
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"source": [
"fig = plt.figure(figsize=(12, 5))\n",
"plt.xlabel(\"Time\")\n",
"plt.title(\"Distribution of the first exit time from the strip\")\n",
"plt.hist(T_to_asy, density=True, bins=100, facecolor=\"LightBlue\", label=\"histogram from the MC simulation\")\n",
"plt.plot(T_array[:-1], distribution, label=\"Density from the PDE method\")\n",
"plt.axvline(expected_t_ode, label=\"expected time\")\n",
"plt.xlim([0, 0.4])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Expected value from density tau=0.05957056936631608 corresponds to PDE tau=0.059574670418834914\n"
]
}
],
"source": [
"exp_t_integral = distribution @ T_array[:-1] * Dt # integral of t*density(t)*dt\n",
"print(f\"Expected value from density tau={exp_t_integral} corresponds to PDE tau={expected_t_ode}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References\n",
"\n",
"[1] Thijs van den Berg, [Calibrating the Ornstein-Uhlenbeck(Vasicek) model](https://www.statisticshowto.com/wp-content/uploads/2016/01/Calibrating-the-Ornstein.pdf)\n",
"\n",
"[2] Brigo and Mercurio, *Interest Rate Models - Theory and Practice: With Smile, Inflation and Credit*\n",
"\n",
"[3] Robert J. Elliott , John Van Der Hoek & William P. Malcolm, *Pairs trading*, Quantitative Finance, (2007)\n",
"\n",
"[4] Finch, S., [Ornstein–Uhlenbeck process](https://oeis.org/A249417/a249417.pdf), (2004).\n",
"\n",
"[5] Alexander Lipton, Vadim Kaushansky, [On the First Hitting Time Density of an\n",
"Ornstein-Uhlenbeck Process](https://arxiv.org/pdf/1810.02390.pdf), (2018)\n",
"\n",
"[6] L. M. Ricciardi and S. Sato, First-passage-time density and moments of the Ornstein-Uhlenbeck process, J. Appl. Probab. 25 (1988)\n",
"\n",
"[7] Shumway, R.H. and Stoffer, D.S., *An approach to time series smoothing and forecasting using the EM algorithm*, Journal of Time Series, (1982)\n",
"\n",
"[8] Cartea, A., Jaimungal, S., and Peñalva, J., *Algorithmic and high frequency trading*. Cambridge University Press, (2015)\n",
"\n",
"[9] Paul Wilmott, *Paul Wilmott on quantitative finance*, (2006)"
]
}
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