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solar-conflux/python/denoising/Main.ipynb
Matei Adriel 58c07abff0
python(denoising): Implemented iterative method
Signed-off-by: prescientmoon <git@moonythm.dev>
2023-03-29 03:05:50 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "9785abf6",
"metadata": {},
"source": [
"We have:\n",
"$$\n",
"\\nabla f = (I + \\beta A) \\vec s - \\vec y\n",
" = \\vec s - \\vec y + \\beta A \\vec s\n",
"$$ \n",
"We can substitute in the partial derivatives:\n",
"$$ \n",
"\\left(\\begin{matrix}\n",
"s_0 - y_0 + \\beta (s_0 - s_1) \\\\\n",
"s_1 - y_1 + \\beta (2s_1 - s_0 - s_2) \\\\\n",
"\\vdots \\\\\n",
"s_N - y_N + \\beta (s_N - s_{N - 1})\n",
"\\end{matrix}\\right) \n",
"= \\vec s - \\vec y + \\beta A \\vec s\n",
"$$\n",
"\n",
"Adding $\\vec y - \\vec s$ to both sides and then dividing by $\\beta$ yields:\n",
"$$ \n",
"\\left(\\begin{matrix}\n",
"s_0 - s_1 \\\\\n",
"2s_1 - s_0 - s_2 \\\\\n",
"\\vdots \\\\\n",
"s_N - s_{N - 1}\n",
"\\end{matrix}\\right) \n",
"= A \\vec s\n",
"$$\n",
"\n",
"Solving for $A$ is trivial and yields:\n",
"$$ \n",
"A = \\left(\\begin{matrix}\n",
"1 & -1 & & & & & \\\\\n",
"-1 & 2 & -1 & & & & \\\\\n",
" & -1 & 2 & -1 & & & \\\\\n",
" & & \\ddots & \\ddots & \\ddots & & \\\\\n",
" & & & -1 & 2 & -1 & \\\\\n",
" & & & & -1 & 2 & -1\\\\\n",
" & & & & & -1 & 1\n",
"\\end{matrix}\\right) \n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e7d69a97",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import modules.tridiagonal as td\n",
"\n",
"def sample_with_noise(points, vectorized_g):\n",
" \"\"\"\n",
" Sample a function at a given set of points,\n",
" introducing noise in the process.\n",
"\n",
" Returns a tuple of the real values of the function\n",
" and the values with introduced noise.\n",
"\n",
" For performance reasons, this function takes in\n",
" a vectorized version of `g`. If you want to pass\n",
" a non vectorized function use `np.vectorize`. Eg:\n",
" ```py\n",
" sample_with_noise(points, np.vectorize(g))\n",
" ```\n",
" \"\"\"\n",
" gs = vectorized_g(points)\n",
" ys = gs + 0.05 * np.random.randn(len(gs))\n",
"\n",
" return (gs, ys)\n",
"\n",
"def p5(x):\n",
" \"\"\"\n",
" Vectorized version of the function\n",
" described in the pdf.\n",
" \"\"\"\n",
" n = 5\n",
" result = 0\n",
"\n",
" for k in range(n + 1):\n",
" result += x**k\n",
"\n",
" return result/(n + 1)\n",
"\n",
"def create_A(n):\n",
" \"\"\"\n",
" Creates the (n+1) x (n + 1) A matrix.\n",
" (see the latex above for it's definition)\n",
" \"\"\"\n",
" a = 2*np.ones(n + 1)\n",
" a[0] = 1\n",
" a[-1] = 1\n",
"\n",
" c = -np.ones(n)\n",
" e = -np.ones(n)\n",
"\n",
" return td.create(a, c, e)\n",
"\n",
"def smooth(data, beta):\n",
" \"\"\"\n",
" Smooth noisy data (y) by means of solving \n",
" a minimization problem.\n",
"\n",
" Args:\n",
" data (numpy.array): noisy data to be smoothed (y)\n",
" beta (float): parameter >= 0 that balances fit and smoothing\n",
"\n",
" Returns:\n",
" numpy array of smoothed data (s)\n",
" \"\"\"\n",
" # We need to solve for s in:\n",
" # (I + βA)s - y = 0\n",
" # <=> (I + βA)s = y\n",
" #\n",
" # Because A and I are tridiagonal, I + βA\n",
" # is tridiagonal as well (linear combinations\n",
" # of tridiagonal matrices are themselves\n",
" # tridiagonal)\n",
" #\n",
" # This means we can use our existing implementation\n",
" # of tridiagonal linear equation system solving.\n",
" # \n",
" # We start by constructing \n",
" # iba := I + βA\n",
" n = len(data) - 1\n",
"\n",
" # I + βA\n",
" iba = td.add(\n",
" td.identity(n + 1),\n",
" td.scale(beta, create_A(n))\n",
" )\n",
"\n",
" data_smoothed = td.solve(*iba, data)\n",
"\n",
" return data_smoothed"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2b9f2b79",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plot\n",
"\n",
"# Reusable function to plot the data\n",
"def plot_denoise_results(beta, N, ax):\n",
" # Create the data\n",
" x = np.linspace(-1, 1, num=N+1)\n",
" g, y = sample_with_noise(x, p5)\n",
" s = smooth(y, beta)\n",
"\n",
" ax.set_title(f\"β={beta} and {N=}\")\n",
" ax.set_xlabel(\"x\")\n",
" ax.set_ylabel(\"y\")\n",
" ax.plot(x, y, \".\", label=\"raw data points\")\n",
" ax.plot(x, g, \"-\", label=\"original function\")\n",
" ax.plot(x, s, \"-\", label=\"denoised values\")\n",
" ax.legend()\n",
"\n",
"\n",
"N = 100\n",
"beta = 10\n",
"\n",
"fig, ax = plot.subplots()\n",
"fig.suptitle(f\"Data denoising results\")\n",
"\n",
"# Plot the data\n",
"plot_denoise_results(beta, N, ax)"
]
},
{
"cell_type": "markdown",
"id": "f2e5c860",
"metadata": {},
"source": [
"We notice that finding a point where $\\nabla f(s) = 0$ is the same as finding a point where $\\frac 1 \\beta \\nabla f(s) = \\nabla \\frac 1 \\beta f(s) = 0$. We can use this to our advantage, by defining $h(s) = \\frac 1 \\beta f(s)$ and finding the points where $\\nabla h(s) = 0$ instead. When $\\beta \\to \\infty$, we have:\n",
"$$\n",
"\\lim_{\\beta \\to \\inf} h _\\beta (s) =\n",
"\\lim_{\\beta \\to \\inf} \n",
" \\frac 1 {2\\beta} \\sum_{k=0}^n (y_k - s_k)^2\n",
" +\\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
" = \\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
"$$\n",
"\n",
"It now becomes trivial to verify that $\\nabla f(s) = As$. Looking at the value of $A$ we notice that any vector with all values equal to some constant are solutions for this equation. This means the result will be a constant function (which might differ based on the linear equation solver we are using)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d7f7dbdf",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1280x960 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plot.subplots(\n",
" 3,\n",
" 3,\n",
" layout=\"constrained\",\n",
" figsize=(12.8, 9.6)\n",
")\n",
"\n",
"fig.suptitle(r\"Data denoising results as $\\beta \\to \\infty$\")\n",
"\n",
"N = 100\n",
"\n",
"for i in range(len(axs.flat)):\n",
" ax = axs.flat[i]\n",
" plot_denoise_results(4**i, N, ax)"
]
},
{
"cell_type": "markdown",
"id": "3c9f50cc",
"metadata": {},
"source": [
"When $\\beta \\to 0$ we have:\n",
"$$\n",
"\\lim_{\\beta \\to 0} \\nabla f(s) =\n",
"\\lim_{\\beta \\to 0} (I + \\betaA)s - y = s - y\n",
"$$\n",
"\n",
"This means when solving for $\\nabla f(s) = 0$, we are solving the equation $s - y = 0$, which has the solution $s = y$. The resulting function will then be one equal to the data containing the noise."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dfc485d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sIiIiIiIiIiIiALiYHYCIiIiIiIiIiIhUDioWioiIiIiIiIiICKBioYiIiIiIiIiIiJymYqGIiIiIiIiIiIgAKhaKiIiIiIiIiIjIaSoWioiIiIiIiIiICKBioYiIiIiIiIiIiJymYqGIiIiIiIiIiIgAKhaKiIiIiIiIiIjIaSoWSrWxfv16rrzySoKCgggMDKRz5858++23F+z4P/zwA0OHDqVly5a4ublhsVgu2LEvpBkzZmCxWIiLiyux3bPPPovFYqFOnTqkpqYWej06Opprr732gsQ0depUBg0aRExMDBaLhZ49exbbNjExkWHDhhESEoK3tzedO3dm6dKlRbb9+eef6dy5M97e3oSEhDBs2DASExMvSMwiIufiYuciOL/PvujoaCwWS6Gf++6774LGeL7yc1Rphg0bhsVi4dJLL8VmsxV63WKx8OCDD16QmJ588kmuvfZa6tati8ViYdiwYcW23bdvH4MGDSIwMBBfX1/69OnDli1bimw7Z84cWrdujaenJxEREYwaNYq0tLQLErOI1GyVOSclJCTw5JNP0rlzZ0JCQvD396ddu3b873//K/R5vnz58iJzl8ViYd26dRf0es5XdHR0ifkhX378kyZNKvRa/vPcpk2bzjuenTt3MmLECDp37oyPjw8Wi4Xly5cX276sOSktLY1Ro0YRERGBp6cnrVu3Zs6cOecdr1QeKhZKtZCYmMjVV1/NoUOHeP/99/n666+Jiori5ptv5rfffrsg55g/fz7r1q3jkksu4bLLLrsgx6wMjh07xssvv3xRz/H++++zf/9+rrzySmrXrl1su+zsbHr37s3SpUt54403+PbbbwkNDeXqq69mxYoVBdquWLGC/v37Exoayrfffssbb7zBzz//TO/evcnOzr6o1yMiUpSKyEUX4rOva9eurF27tsDPo48+ekHiM8uuXbuYMWPGRT3H66+/zvHjx7n++utxd3cvtt2xY8fo3r07f/31F9OnT+eLL74gKyuLnj178ueffxZoO2vWLG677TY6dOjAjz/+yDPPPMOMGTMYNGjQRb0WEan+KntO2rx5M5988gm9e/fmk08+4euvv6ZHjx7cf//9/Oc//ylyn5deeqlQ/mrRosUFuRazTJo0iRMnTly042/atIlvvvmGoKAgevfuXWLb8uSkQYMGMXPmTJ555hl+/PFHOnTowG233cbnn39+sS5FKpohUg3MnDnTAIylS5c6tyUnJxuA8frrr1+Qc9hsNuefH3jgAaOy/u/z8ccfG4ARGxtbYrtnnnnGAIyrr77a8PHxMRISEgq8HhUVZQwYMOCCxHTmvbv00kuNHj16FNnunXfeMQBjzZo1zm25ubnGJZdcYnTs2LFA2w4dOhiXXHKJkZub69y2evVqAzDefffdCxK3iEh5VEQuOt/Pvgv52X4x5eeo0tx5552Gj4+P0b17d6Nu3bpGRkZGgdcB44EHHrggMZ2Zy3x8fIw777yzyHbjxo0z3NzcjLi4OOe25ORkIyQkxBg8eLBzW15enhEeHm707du3wP6zZs0yAGPhwoUXJG4RqZkqe046ceKEkZOTU2h7/nNWfHy8c9uyZcsMwPjyyy8vSNwXU1RUVLH54UyAcdVVVxmurq7GmDFjCryW/zy3cePG847nzNz15ZdfGoCxbNmyQu3Kk5MWLFhgAMbnn39eoG2fPn2MiIgIIy8v77zjFvOpZ6FUC/Hx8QBccsklzm2HDx8GwM3N7YKcw8Xl/P53ee6557j88ssJCgrC39+ftm3bMm3aNAzDKNAuf/jvokWLaNu2LV5eXjRr1ozp06cXOua6devo2rWrs5v4hAkTyM3NLVdcL774Inl5eTz77LPnc3klKuu9mz9/Pk2bNqVz587Oba6urvz73/9mw4YNHDp0CIBDhw6xceNG7rjjDlxdXZ1tu3TpQpMmTZg/f/6FvQARkTK42LnI7M++rKwsHnnkEVq3bk1AQABBQUHFDmnLH/776aef0rx5c7y9vbnsssv44YcfCrVdsGABrVu3xsPDg5iYGKZMmVLu2CZPnsyhQ4d44403zunayqI8uezKK68kKirKuc3f359Bgwbx/fffk5eXBzhyeEJCAnfddVeB/W+55RZ8fX2Vy0TkvFT2nFSrVq0i4+jYsSMABw8ePO8Y823atIlbb72V6OhovLy8iI6O5rbbbmP//v0F2uUP/122bBn3338/ISEhBAcHM2jQIOe9y5ebm8v48eMJCwvD29ubbt26sWHDhnLF1bRpU4YPH84777xTKJYLpay5qzw5af78+fj6+nLLLbcUaHvXXXdx+PBh1q9ff/6Bi+lULJRqIf8f3q6urqSkpLB69WqGDh2Kj48P1113XYG2drudvLy8Un+KmvvofMTFxXHvvffyxRdfMG/ePAYNGsRDDz3ECy+8UKjtb7/9xiOPPMLo0aP59ttvadWqFcOHD2flypXONrt27aJ3796cOnWKGTNm8P7777N161ZefPHFcsUVFRXFiBEjmDZtGn/99VeJbW02W5nund1uL1cM+Xbs2EGrVq0Kbc/ftnPnTme7M7ef3Tb/dRGRinSxc9GF+uxbuXIlfn5+uLm5cckll/Dqq6+WKedlZ2dz4sQJxo4dyzfffMPs2bPp1q0bgwYN4pNPPinUfsGCBbz99ts8//zzfP311wQFBTFw4ED27dvnbLN06VJuuOEG/Pz8mDNnDq+88gpffPEFH3/8cZmuJV/nzp0ZOHAgkydPLnU4V1nue15eXqEv88oiMzOTvXv3Fvt3lJmZ6bz+4v4+3dzcaNasmXKZiJyXqpKTzvbLL7/g6upKkyZNCr32wAMP4Orqir+/P/369WPVqlVlOmZcXBxNmzZl6tSpLF68mMmTJ5OQkECHDh1ISkoq1P6ee+7Bzc2Nzz//nJdffpnly5fz73//u0Cb//znP0yZMoWhQ4fy7bffctNNNzFo0CBOnjxZrut99tlnsVqtPPXUUyW2MwyjzPnrXJQnJ+3YsYPmzZsXKBKfua/yV/XgWnoTkaqlVatWzm9mnnzySerXr1/g9bvvvpuZM2eWepwePXqUOPlreZ354GO32+nZsyeGYfDGG2/w1FNPFZjIPSkpidWrVxMZGQnAFVdcwdKlS/n888+54oorAHj++ecxDINffvmF0NBQAAYMGHBO83Y88cQTTJ8+nccff5yvvvqq2HYNGzYs07dezzzzzDn1VDx+/DhBQUGFtudvO378eIH/Ftc2/3UREbNcjFx0IT77BgwYQPv27WnYsCEnT57kyy+/ZOzYsWzbto1PP/20xH0DAgIK5DKbzUbv3r05efIkU6dOZejQoQXaZ2Zm8vPPP+Pn5wdA27ZtiYiI4IsvvuCxxx4DHPknNDSUJUuW4OnpCUC/fv2Ijo4u9VrONnHiRC699FJeeumlEnsnlrVHzccff1ymSerPdPLkSQzDuCC5rLSFykREyqqy5qSz/fTTT3z66ac8/PDDBAcHO7cHBATw8MMP07NnT4KDg9mzZw+vvPIKPXv2ZMGCBfTr16/E4958883cfPPNzt9tNhvXXnstoaGhfP7554wcObJA+6uvvpo333zT+fuJEycYP348R44cISwsjD/++IOZM2cyevRo59zvffr0ITQ0lH/961/luuawsDBGjx7NxIkTGTt2bJHFV4CZM2cW6vVXnHP5sqs8Oen48eM0aNCgyHZnHkuqNhULpdr54osviI+P58cff+Sll17ir7/+Yu7cuc7Xn3322TKtjJj/cHOh/PLLL7z00kts3LiRlJSUAq8lJiY6C34ArVu3dhYKATw9PWnSpEmBQt2yZcvo3bt3gf2sVitDhgzhueeeK1dswcHBPProozz++OOsX7+eyy+/vMh233//fZkm0I+IiCjX+c9U0uqXZ79WXNvKulK1iNQcFzMXnc9n3zvvvFPg9xtuuIFatWrx9ttvM2bMGNq0aVPi/l9++SVTp07lt99+Iz093bk9v9B3pl69ehWIPzQ0lDp16jhzWXp6Ohs3bmTEiBEF9vfz8+O6664r04PrmfKHc7399tuMHDmyQB4908aNG8t0vJiYmHKd/0zKZSJSmVTWnHSmLVu2MHjwYDp16sTEiRMLvNamTZsC+al79+4MHDiQli1bMn78+FKLhWlpabzwwgt8/fXXxMXFFeghuXv37kLtr7/++gK/5xfw9u/fT1hYGMuWLQMoVBgcPHgwd955ZxmutqDx48fzwQcf8Oijj/Ljjz8W2ea6664rc/46H2X9+yxPnpOqScVCqXY6duxIx44dufnmm2nQoAFPPvkkDz/8MF26dAEgMjKSevXqlXqcC/kht2HDBvr27UvPnj358MMPqVevHu7u7nzzzTf897//JTMzs0D7M79Jy+fh4VGg3fHjxwkLCyvUrqhtZTFq1Cjefvttxo8fX2jl4XyXXHJJmb6pOtf5HYODg4v8Jip/SFn+t1X596e4tkV9IyYiUpEuRi66WJ99//73v3n77bdZt25dicXCefPmMXjwYG655RbGjRtHWFgYrq6uvPfee0XOq1taLjt58iR2u/2C5rJnn32Wzz77jKeeeqrYYmPr1q3LdCyr1Vru89eqVQuLxVLuXHbmF3/5bZXLRORCqew5aevWrfTp04fGjRuzcOFCPDw8St0nMDCQa6+9lvfff5/MzEy8vLyKbXv77bezdOlSnnrqKTp06IC/vz8Wi4Vrrrmm0HPYmdeWLz+e/Lb513x2rnJ1dS0y95XG39+fJ598klGjRjkLkWcLCgoiICCg3Mcuq/LkpLI+s0nVpjkLpVrr1q0bQIEJae+++27c3NxK/SltafnymDNnDm5ubvzwww8MHjyYLl260L59+/M6ZnBwMEeOHCm0vahtZeHl5cWzzz7LypUrWbBgQZFtGjZsWKZ79/zzz59TDC1btmT79u2Ftudvyx9inf/f4tqey1BsEZGL5ULloov12Zf/JVBpX/R89tlnxMTEMHfuXG688UY6depE+/bty9TjvCj5hbULmcvCw8MZNWoUn332Gb///nuRbcpy393c3MrdsxEcubRRo0bF/h15eXk5h261bNnSuf1MeXl5/PHHH8plInJRVLactHXrVq666iqioqL46aefylUQy89fJXXySE5O5ocffmD8+PE89thj9O7dmw4dOtCyZctS57gtTn5h7exclZeXd85DcO+//35iYmJ49NFHi+ycMXPmzDLnr3NRnpzUsmVLdu/eXWh+xLOf2aRqU89CqVb27dtHSEiI8/fffvsNcBS58pkxDNliseDq6lqgl0JmZmap80OVpFevXnz33XccPXrU+e2PzWYrMKSgvO6++25ef/11HnvssSIXKbnYw5AHDhzIiBEjCgyFzsvL47PPPuPyyy93Hrdu3bp07NiRzz77jLFjxzrv67p16/jzzz8ZNWrUOZ1fRORCuFi56GJ99uUvTtKpU6cS21ksFtzd3Qs8lB05cqTI1ZDLwsfHh44dOzJv3jxeeeUV51Dk1NRUvv/++3M6JsCjjz7K//73P+e8iGe72MOQBw4cyNSpUzlw4IBzXrDU1FTmzZvH9ddf75wQ/vLLLyc8PJwZM2YwZMgQ5/5fffUVaWlpDBo06JzOLyJypsqck7Zt28ZVV11FvXr1WLJkCbVq1SrrZXHy5El++OEHWrduXeRUGPksFguGYRTqrfjRRx+d84KWPXv2BGDWrFm0a9fOuf2LL7445wVG3N3defHFF/nXv/5V4O8r38UehlyenDRw4EA+/PBDvv766wJtZ86cSURERLFTWknVomKhVCvXXnstzzzzDC1atGD79u0888wzdO/evcCQo+jo6HOaOH3//v3OD+i9e/cCOBcDiY6OLrGn4IABA3jttde4/fbb+b//+z+OHz/OlClTytTFvjhPPvkk3333HVdeeSVPP/003t7evPPOOwXmkCovq9XKSy+9xMCBA4HCq2Hlf+NUXps2bXJOipuSkoJhGM5716FDB6KiogBHsfKdd97hlltuYdKkSdSpU4d3332XP//8k59//rnAMSdPnkyfPn245ZZbGDFiBImJiTz22GO0aNGizJP/iohcDBczF5X1s2///v00bNiQO++8k2nTpgHw+eefM2/ePAYMGEBUVBSnTp3iyy+/ZM6cOQwbNozLLrus1OuaN28eI0aM4Oabb+bAgQO88MILhIeH8/fff5f7WgBeeOEFrr76avr06cMjjzyCzWZj8uTJ+Pj4nHOPD39/f5544glGjx5d5Ovn2rN/xYoVHDt2DHB8Obd//35nLuvRowe1a9cGYOzYsXz66acMGDCA559/Hg8PDyZNmkRWVlaBxb+sVisvv/wyd9xxB/feey+33XYbf//9N+PHj6dPnz5cffXV5xSniMiZKmtO+vPPP7nqqqsA+O9//8vff/9dIJc0bNjQ+bl6++23ExkZSfv27QkJCeHvv//m1Vdf5ejRo8yYMaPEGP39/bniiit45ZVXCAkJITo6mhUrVjBt2jQCAwPLfc0AzZs359///jdTp07Fzc2Nq666ih07djBlyhT8/f3P6ZgAt912G1OmTCly3sLg4OBzGuKckZHBwoULAUchFxz5LCkpCR8fH/r37w+ULyf179+fPn36cP/995OSkkKjRo2YPXs2ixYt4rPPPjunaTykEjJEqoFnnnnGAIwRI0YYkZGRhoeHh9GgQQPj/vvvN44dO3ZBzvHxxx8bQJE/d955Z6n7T58+3WjatKkztokTJxrTpk0zACM2NtbZLioqyhgwYECh/Xv06GH06NGjwLbVq1cbnTp1Mjw8PIywsDBj3Lhxxv/+979CxyxK/j0r6v506dLFAIqM41zceeedxd67jz/+uEDbI0eOGEOHDjWCgoIMT09Po1OnTsaSJUuKPO5PP/1kdOrUyfD09DSCgoKMoUOHGkePHr0gMYuIlFdF5CLDKNtnX2xsbKH8tHbtWqN3795GWFiY4ebmZnh7exsdOnQw3n33XcNms5Xp3JMmTTKio6MNDw8Po3nz5saHH37ovO4zAcYDDzxQaP+oqKhCOfO7774zWrVqZbi7uxuRkZHGpEmTijxmUe68807Dx8en0Pbs7GwjJiam2DjORY8ePYrNZcuWLSvQds+ePcaNN95o+Pv7G97e3kbv3r2NzZs3F3nczz//3Hn9YWFhxsiRI43U1NQLErOI1FyVPSeV9Gx19jPCxIkTjdatWxsBAQGG1Wo1ateubQwcONDYsGFDmWI8ePCgcdNNNxm1atUy/Pz8jKuvvtrYsWNHoZyUH9PGjRsL7L9s2bJCn/XZ2dnGI488YtSpU8f5zLJ27doi81xRistPP/30k/MenB3Huci/90X9REVFFWpf1pyUmppqjBw50ggLCzPc3d2NVq1aGbNnzz7veKXysBjGOayrLVLJPPvsszz33HMcO3asyG7bIiIiF5tykYiIVBbKSSJyPrTAiYiIiIiIiIiIiAAqFoqIiIiIiIiIiMhpGoYsIiIiIiIiIiIigHoWioiIiIiIiIiIyGkqFoqIiIiIiIiIiAigYqGIiIiIiIiIiIic5mp2ABXNbrdz+PBh/Pz8sFgsZocjIiJlYBgGqampRERE4OJS/b/nUq4SEal6lKtERKSyK2uuqnHFwsOHD1O/fn2zwxARkXNw4MAB6tWrZ3YYF51ylYhI1aVcJSIilV1puarGFQv9/PwAx43x9/c3ORoRESmLlJQU6tev7/wMr+6Uq0REqh7lKhERqezKmqtqXLEwv4u8v7+/kpqISBVTU4Y5KVeJiFRdylUiIlLZlZarqv9kGiIiIiIiIiIiIlImKhaKiIiIiIiIiIgIoGKhiIiIiIiIiIiInFbj5iwsK5vNRm5urtlhSA3l5uaG1Wo1OwwRqeSUq8RM7u7uuLjoe2cRKZlylZhFz1Qi507FwrMYhsGRI0c4deqU2aFIDRcYGEhYWFiNmSRbRMpOuUoqAxcXF2JiYnB3dzc7FBGphJSrpDLQM5XIuVGx8Cz5Ca1OnTp4e3vrQ0UqnGEYZGRkkJiYCEB4eLjJEYlIZaNcJWaz2+0cPnyYhIQEIiMj9R4UkUKUq8RMeqYSOT8qFp7BZrM5E1pwcLDZ4UgN5uXlBUBiYiJ16tRR93kRcVKuksqidu3aHD58mLy8PNzc3MwOR0QqEeUqqQz0TCVy7jTRzBny59Lw9vY2ORKRf96HmuNFRM6kXCWVRf7wY5vNZnIkIlLZKFdJZaFnKpFzo2JhEdRFXioDvQ9FpCT6jBCz6T0oIqXR54SYTe9BkXOjYqGIiIiIiIiIiIgAKhbKRTBs2DBuvPFGs8M4Z8uXL8disWjlNhGRaky5SkREKjPlKRExk6nFwpUrV3LdddcRERGBxWLhm2++KXWfFStW0K5dOzw9PWnQoAHvv//+xQ9ULqq4uDgsFgvbtm0zOxQAunTpQkJCAgEBAWXep6oncxEpnnKVgHKViIhUbspTInIhmVosTE9P57LLLuPtt98uU/vY2FiuueYaunfvztatW3n88ccZOXIkX3/99UWOtOrJyckxO4Qqy93dnbCwMM1vIXIBJSRnsmZvEgnJmWaHUm7KVRePctW5U64SEbn4lKfOnfKUyIVXkc9UphYL+/fvz4svvsigQYPK1P79998nMjKSqVOn0rx5c+655x7uvvtupkyZcpEjPTcV+RfZs2dPHnzwQcaMGUNISAh9+vQB4LXXXqNly5b4+PhQv359RowYQVpaGgCGYVC7du0CD7CtW7emTp06zt/Xrl2Lm5ubc5+z2Ww2xowZQ2BgIMHBwYwfPx7DMAq0WbRoEd26dXO2ufbaa9m7d6/z9ZiYGADatGmDxWKhZ8+eAGzcuJE+ffoQEhJCQEAAPXr0YMuWLSXeh/xvo5577jnq1KmDv78/9957b4FEn52dzciRI6lTpw6enp5069aNjRs3Ol8/u8v8jBkzCAwMZPHixTRv3hxfX1+uvvpqEhISAHj22WeZOXMm3377LRaLBYvFwvLly8nJyeHBBx8kPDwcT09PoqOjmThxYonxi1RH3/66ibsmz+SOD9fQddIvzN0Yb3ZI5aJcdeEoVzkoV4lUQol/wKkDcNZng5hPecpBeUp5Smq2uRvj6TrpF27/cH2FPFNVqTkL165dS9++fQts69evH5s2bSp2KfTs7GxSUlIK/FSEiv6LBJg5cyaurq6sXr2aDz74AAAXFxfefPNNduzYwcyZM/nll18YP3484FgZ6oorrmD58uUAnDx5kl27dpGbm8uuXbsAx4d8u3bt8PX1LfKcr776KtOnT2fatGmsWrWKEydOMH/+/AJt0tPTGTNmDBs3bmTp0qW4uLgwcOBA7HY7ABs2bADg559/JiEhgXnz5gGQmprKnXfeya+//sq6deto3Lgx11xzDampqSXeh6VLl7J7926WLVvG7NmzmT9/Ps8995zz9fHjx/P1118zc+ZMtmzZQqNGjejXrx8nTpwo9pgZGRlMmTKFTz/9lJUrVxIfH8/YsWMBGDt2LIMHD3Ymu4SEBLp06cKbb77Jd999xxdffMGff/7JZ599RnR0dImxi1Q3CcmZ7F78EYvcH+V1t3exG/D4vB1VsodhWSlXlUy5ykG5SqSSWTwBpraArZ+aHYmcQXnqH8pTylNScyUkZzJh3nbsp79DqJBnKqOSAIz58+eX2KZx48bGf//73wLbVq9ebQDG4cOHi9znmWeeMYBCP8nJyYXaZmZmGrt27TIyMzPP+ToMwzAOn8owYh77wYh69J+fBo8tMA6fyjiv45akR48eRuvWrUtt98UXXxjBwcHO3998802jRYsWhmEYxjfffGO0b9/eGDRokPHOO+8YhmEYffv2NR599NFijxceHm5MmjTJ+Xtubq5Rr14944Ybbih2n8TERAMwtm/fbhiGYcTGxhqAsXXr1hJjz8vLM/z8/Izvv/++2DZ33nmnERQUZKSnpzu3vffee4avr69hs9mMtLQ0w83NzZg1a5bz9ZycHCMiIsJ4+eWXDcMwjGXLlhmAcfLkScMwDOPjjz82AGPPnj3Ofd555x0jNDS0wHnPvuaHHnrIuPLKKw273V7idRXnQr0fRcy0es8x47sn+xrGM/7GpMf/z/mZuGZPUrmOk5ycXOxnd0VSrjo/ylUO1SVXKU9JtWG3G8akKMN4xt8wDm0558NUllxVUUq63gvx+aA8pTxlGHqmEjEMxzPVmZ+F5/pMZRhlz1VVqmchUGjOA+N09+zi5kKYMGECycnJzp8DBw5c9Bhjk9KdFd98NsMgLinjop63ffv2hbYtW7aMPn36ULduXfz8/Bg6dCjHjx8nPT0dcHS137lzJ0lJSaxYsYKePXvSs2dPVqxYQV5eHmvWrKFHjx5Fni85OZmEhAQ6d+7s3Obq6loojr1793L77bfToEED/P39nV3k4+NL/mYwMTGR++67jyZNmhAQEEBAQABpaWml7nfZZZfh7e3t/L1z586kpaVx4MAB9u7dS25uLl27dnW+7ubmRseOHdm9e3exx/T29qZhw4bO38PDw0lMTCwxjmHDhrFt2zaaNm3KyJEj+emnn0psL1IdxYT40MISB8AOIxoAq8VCdIh38TtVA8pVxVOuclCuEqlETsZB5kmwukOdS82ORk5TnlKeAuUpEXA8U7mc9RhxsZ+pqlSxMCwsjCNHjhTYlpiYiKurK8HBwUXu4+Hhgb+/f4Gfi82Mv0gAHx+fAr/v37+fa665hhYtWvD111+zefNm3nnnHQDnULgWLVoQHBzMihUrnImtR48erFixgo0bN5KZmUm3bt3OK67rrruO48eP8+GHH7J+/XrWr18PlD5h8LBhw9i8eTNTp05lzZo1bNu2jeDg4HOeaNhisRT7wG4YRomT77q5uRV7rOK0bduW2NhYXnjhBTIzMxk8eDA333zzOcUuUlWFe+QS4+L43N5pj8ZqsfDSoBaEB3iZHNnFo1xVMuWqkilXiZjg8FbHf0NbgKu7ubGIk/JUQcpTylNSc4UHeDFxUEusp///qohnqipVLOzcuTNLliwpsO2nn36iffv2hT54zGTGX2RRNm3aRF5eHq+++iqdOnWiSZMmHD58uECb/Dk2vv32W3bs2EH37t1p2bIlubm5vP/++7Rt2xY/P78ijx8QEEB4eDjr1q1zbsvLy2Pz5s3O348fP87u3bt58skn6d27N82bN+fkyZMFjuPu7vhHmc1mK7D9119/ZeTIkVxzzTVceumleHh4kJSUVOp1//bbb2Rm/jN2f926dfj6+lKvXj0aNWqEu7s7q1atcr6em5vLpk2baN68eanHLo67u3uh+AH8/f0ZMmQIH374IXPnzuXrr78ucR4PkWrnyHYAbH51eec/fVn1WC+GdIg0OaiLS7mqfJSrHJSrREx0ulh4xLd5tZ5Tt6pRnlKeyqc8JQJDOkSy6rFezP5Ppwp5pnK9qEcvRVpaGnv27HH+Hhsby7Zt2wgKCiIyMpIJEyZw6NAhPvnkEwDuu+8+3n77bcaMGcN//vMf1q5dy7Rp05g9e7ZZl1CsIR0iuaJJbeKSMogO8TalF03Dhg3Jy8vjrbfe4rrrrmP16tW8//77hdr17NmT0aNH06ZNG2dvliuuuIJZs2YxZsyYEs/x8MMPM2nSJBo3bkzz5s157bXXnCteAdSqVYvg4GD+97//ER4eTnx8PI899liBY9SpUwcvLy8WLVpEvXr18PT0JCAggEaNGvHpp5/Svn17UlJSGDduHF5epd/HnJwchg8fzpNPPsn+/ft55plnePDBB3FxccHHx4f777+fcePGOd9nL7/8MhkZGQwfPrwMd7Vo0dHRLF68mD///JPg4GACAgJ4++23CQ8Pp3Xr1ri4uPDll18SFhZGYGDgOZ9HpMpJ+A0Aa0RrOjcsulddZadcdXEpVylXiZjt6B9rCQVe3enD19t/YeKgltX+i62qQnnKQXlKeUoEHF+iVNTnoKk9Czdt2kSbNm1o06YNAGPGjKFNmzY8/fTTACQkJBSYSyEmJoaFCxeyfPlyWrduzQsvvMCbb77JTTfdZEr8pQkP8KJzw2DThtu1bt2a1157jcmTJ9OiRQtmzZpV5DLzvXr1wmaz0bNnT+e2Hj16YLPZip1bI98jjzzC0KFDGTZsGJ07d8bPz4+BAwc6X3dxcWHOnDls3ryZFi1aMHr0aF555ZUCx3B1deXNN9/kgw8+ICIightuuAGA6dOnc/LkSdq0acMdd9zByJEjqVOnTqnX3bt3bxo3bswVV1zB4MGDue6663j22Wedr0+aNImbbrqJO+64g7Zt27Jnzx4WL15MrVq1Sj12cf7zn//QtGlT2rdvT+3atVm9ejW+vr5MnjyZ9u3b06FDB+Li4li4cCEuLlWqQ6/I+TldLCT8MnPjOA/KVReXcpVylYiZEk6l4318BwC/2xtUzAqTUi7KU8pTylMiFc9ilDZJQDWTkpJCQEAAycnJheaEysrKIjY2lpiYGDw9PU2KUM7HsGHDOHXqFN98843ZoZw3vR+lWninExzbDbfNhaZXn/NhSvrsro6Uq6q36pKr9F6U6mDLlg20/a4PmYY7LbKnYcMKwOz/dCp3j3jlqn/o86Fqqy55CvReFDlbWXOVyvEiInJx5GRA0p+OP1fhnoUiIlJ9Nchx5KmdRrSzUFgRi2iIiIiU18ydM/lu73dk5l383u+mzlkoIiLV2NGdYNjBpw74hZkdjYiISCGBJ3cCsN3eADBvEQ0REZGSZORmMGXTFAB6R/a+6OdTsVCqlRkzZpgdgojkS9jm+G/4ZXB6JUMRUa4SMVNCciaxSenEhPg4CoKnV0K+ccAAmtXpZNoiGiKVifKUSOWTlOlYxdzL1Qtv14vf+13FQhERuTiqweImIiJSfczdGM+EeduxG+BigUk3Nmfwkd8B+F/OLvbs/ZX/8/k/wgM6mBypiIhIQfnFwhCvECwV0BFDcxaKiMjFcbpYuC8wnK/++orDaYdNDkhERGqqhORMZ6EQwG7Ax9/+BLkZ2Nz9WHR0PesS1lXIPFAiIiLldSzzGOAoFlYEFQtFROTCy8uBxN0ALMpJ5Lm1z/H65tdNDkpERGqq2KR0Z6EwXwvLXgC2RjQjKTMJP3c/Ood3NiE6ERGRkp3Zs7AiqFgoIiIX3rHdYM8Fz0DWnNwFQJeILiYHJSIiNVVMiA8uZ43aauUSC8BiH8fcT1fWvxI3q1tFhyYiIlKq45nHARULRUSkKjs9BDklvAXbk7YD0DlCvTVERMQc4QFeTBzUEuvpeZ6sFgvXBCVgA37OcQzt6hvd18QIRUREipc/DLm2V+0KOZ8WOBERkQvvdLFwQ2AY9lPxxATEEOYTZnJQIiJSkw3pEMkVTWoTl5RBdC1Xgt/5i42eHiTlpWkIsoiIVGoahiwV6tlnn6V169bl2qdnz56MGjWqwuNYvXo1LVu2xM3NjRtvvPGCnr+8hg0bZnoMIpXa4W0ArHG1ARqCLOdHuercKFeJFBYe4EXnhsGEZ+4FWw4/+dcCNARZzo/y1LlRnhIpu/xiYbBXcIWcTz0La7ixY8fy0EMPlWufefPm4eZW8f+YGjNmDK1bt+bHH3/E19e3Qs4ZFxdHTEwMW7duLZB433jjDQzDKH5HkZrMlgtHdwCwNuMgoGKhnB/lqpIpV4mcg0ObsQFLfLwAG/2i+5kdkVRhylMlU54SOX/5xUINQ5aLyjAMbDYbvr6+5U4SQUFBFymqku3du5f77ruPevXqmXL+MwUEBJgdgkjllbgL8rKI9QzgYMZRXF1caR/a3uyopApSrjo/ylUiJTi4iS2eHhzHhp+7H53CO5kdkVRBylPnR3lKpGxsdhsnsk4AGoYs5ZSdnc3IkSOpU6cOnp6edOvWjY0bNzpfX758ORaLhcWLF9O+fXs8PDz49ddfC3VVz8vLY+TIkQQGBhIcHMyjjz7KnXfeWaB7+Nld5qOjo3nppZe4++678fPzIzIykv/9738F4nv00Udp0qQJ3t7eNGjQgKeeeorc3NwyXVtcXBwWi4Xjx49z9913Y7FYmDFjBjNmzCAwMLBA22+++QaL5Z+l7vKv79NPPyU6OpqAgABuvfVWUlNTnW3sdjuTJ0+mUaNGeHh4EBkZyX//+18AYmJiAGjTpg0Wi4WePXsChbvMl/X+L126lPbt2+Pt7U2XLl34888/y3QPRKqSjWuWAvC5tQ4AEZ7N8XbzNjMkqSSUqxyUq0QqgYMbq9UqyCtXruS6664jIiICi8XCN998U+o+K1asoF27dnh6etKgQQPef//9ix9oJac85aA8JVK5nMw+id2w42JxIcizYr5oULGwNIYBOenm/JSjS/b48eP5+uuvmTlzJlu2bKFRo0b069ePEydOFGo3ceJEdu/eTatWrQodZ/LkycyaNYuPP/6Y1atXk5KSUqZ/bLz66qu0b9+erVu3MmLECO6//37++OMP5+t+fn7MmDGDXbt28cYbb/Dhhx/y+uuvl+na6tevT0JCAv7+/kydOpWEhASGDBlSpn3B8e3ZN998ww8//MAPP/zAihUrmDRpkvP1CRMmMHnyZJ566il27drF559/TmhoKAAbNmwA4OeffyYhIYF58+YVeY6y3v8nnniCV199lU2bNuHq6srdd99d5usQqQoSkjPZs20lAOu9PQHYsz+ChORMM8Oq/szKVeUcOqRcVTzlKpGKk3j8L+blHHEWC6vDEOT09HQuu+wy3n777TK1j42N5ZprrqF79+5s3bqVxx9/nJEjR/L1119fnAD1TKU8hfKUyLnKH4Jcy6MWVhdrhZxTw5BLk5sBL0WYc+7HD4O7T6nN0tPTee+995gxYwb9+/cH4MMPP2TJkiVMmzaNcePGOds+//zz9OnTp9hjvfXWW0yYMIGBAwcC8Pbbb7Nw4cJSY7jmmmsYMWIE4PjG6/XXX2f58uU0a9YMgCeffNLZNjo6mkceeYS5c+cyfvz4Uo9ttVoJCwvDYrEQEBBAWFj5VlS12+3MmDEDPz8/AO644w6WLl3Kf//7X1JTU3njjTd4++23ufPOOwFo2LAh3bp1A6B2bcd8AMHBwcWetzz3/7///S89evQA4LHHHmPAgAFkZWXh6elZrmsSqaxik9JpZdlHLhDvlQ5Ablpj4pIyCA/wMje46sysXFXGPAXKVaVRrhK5+OJT4hm/cjw7j++E2o4J4oM8g6rFEOT+/fs7/98ui/fff5/IyEimTp0KQPPmzdm0aRNTpkzhpptuuvAB6plKeQrlKZFzdSzjGAC18/Jg03RocRN4Xtxh/CoWVgN79+4lNzeXrl27Ore5ubnRsWNHdu/eXaBt+/bFzxuWnJzM0aNH6dixo3Ob1WqlXbt22O32EmM48xs1i8VCWFgYiYmJzm1fffUVU6dOZc+ePaSlpZGXl4e/v3+Zr/F8REdHO5MaQHh4uDO23bt3k52dTe/evc/5+OW5/2fep/DwcAASExOJjIw85/OLVCYxgS7Uthxgu4c7NmseRp43luy6RIdoGHJNp1xVMuUqkYvvh30/sPP4TixAy6xsuvk3ZED/D6r8EORzsXbtWvr27VtgW79+/Zg2bRq5ublFLryRnZ1Ndna28/eUlJSLHmdFUp4qmfKUiHmcKyGnHIEfRsMlN170c6pYWBo3b8e3UWaduwzyV5A6c16J/O1nb/PxKf1btaKOU5qz/0FhsVicyXDdunXceuutPPfcc/Tr14+AgADmzJnDq6++WupxS+Li4lIotqLm7CgpNi+v8+/pVJ77f2Ys+a+V9o8GkaokPGMvWOz87BUIgC2jES8NaqVehRebWbmqHHNRKlf9Q7lKxBxxKXEAjLSEcE/CFpKbjWTnMW/cjMwal6eOHDniHCKaLzQ0lLy8PJKSkpwFmDNNnDiR55577txOqGcq5alSKE+JFC+/WBhis0FQA/C++PMWas7C0lgsjm7rZvyc9aFYnEaNGuHu7s6qVauc23Jzc9m0aRPNmzcv86UGBAQQGhrqnFMCwGazsXXr1rLfryKsXr2aqKgonnjiCdq3b0/jxo3Zv3//eR0THN3ZU1NTSU9Pd27btm1buY7RuHFjvLy8WLp0aZGvu7u7A477UJwLdf9FqoXDWwDYWisQgHFXXMeQDvqW96IzK1eVMU+BcpVylYj54pLjAGhw4gAAdy62c/uH6+k66Rfmbow3MTJzFFfMOnt7vgkTJpCcnOz8OXDgQHlOpmcq5SnlKZFzlF8srG2zQd12FXJO9SysBnx8fLj//vsZN24cQUFBREZG8vLLL5ORkcHw4cPLdayHHnqIiRMn0qhRI5o1a8Zbb73FyZMni/1HQ1k0atSI+Ph45syZQ4cOHViwYAHz588/5+Plu/zyy/H29ubxxx/noYceYsOGDcyYMaNcx/D09OTRRx9l/PjxuLu707VrV44dO8bOnTsZPnw4derUwcvLi0WLFlGvXj08PT0JCCg4N8CFvP8iVd6hLeQAf5ADQJ+YriW3lxpDuUq5SsRMhmGwP8VRWIlOP0m24cZOexQAdgMen7eDK5rUrjE9DMPCwjhy5EiBbYmJibi6uhIcHFzkPh4eHnh4eFREeKZQnlKeEqmsCvQsrKBioXoWVhOTJk3ipptu4o477qBt27bs2bOHxYsXU6tWrXId59FHH+W2225j6NChdO7cGV9fX/r163dek8XecMMNjB49mgcffJDWrVuzZs0annrqqXM+Xr6goCA+++wzFi5cSMuWLZk9ezbPPvtsuY/z1FNP8cgjj/D000/TvHlzhgwZ4px/w9XVlTfffJMPPviAiIgIbrjhhiKPcaHuv0iVd3gLf7q7k4udQI9A6vnVMzsiqUSUq5SrRMxyLPMYGXkZuGChfm4eO40ocs/oN2EzDOKSMkyMsGJ17tyZJUuWFNj2008/0b59+yLnK6wplKeUp0Qqo6RMxwInIXkVVyy0GGWZPKEaSUlJISAggOTk5EKTwWZlZREbG0tMTIxWUjrNbrfTvHlzBg8ezAsvvGB2ODWK3o9S5WSlwKRIZvn7MCk4iG51u/HeVe9dkEOX9NldHSlXlY9ylTn0XpSqZOORjdy9+G7qu3izcO8fTM/rz/N5dzhft1osrHqs13n1LDQzV6WlpbFnzx4A2rRpw2uvvUavXr2cPbQmTJjAoUOH+OSTTwCIjY2lRYsW3HvvvfznP/9h7dq13HfffcyePbvMqyErV5Wd8pR59F6U6mDAV/2ITz/MjCNJtBuzD9wufq7SMGQpYP/+/fz000/06NGD7Oxs3n77bWJjY7n99tvNDk1EKruE3wCDHb6Ob39bhbQqub3IOVKuEpHyyl/cJPr0wg3NOvTCus6CzTCwWiy8NKhFlR6CvGnTJnr16uX8fcyYMQDceeedzJgxg4SEBOLj/5mXMSYmhoULFzJ69GjeeecdIiIiePPNN8tcKJSSKU+JyIV0LH/OwloNzqtQWB4qFkoBLi4uzJgxg7Fjx2IYBi1atODnn3/WpLIiUrrTi5ts9/QEI5sWIS1MDkiqK+UqESmv/MVNotJPAtDlin6s6hlKXFIG0SHeVbpQCNCzZ88SV9stag66Hj16sGXLlosYVc2lPCUiF0pGbgaZdsd88CHhbSvsvCoWSgH169dn9erVZochIlXRoS0ku7iw38gGoGVIS5MDkupKuUpEyit/cZOYnBzwDoHAKMItlipfJJTKSXlKRC6UY6fnK/S22/Gud3mFnVcLnIiIyIVxeAs7PNwBqO9Xn0DPQHPjEREROS2/WBiVmwv12sN5rEorIiJSUZLSHQsFVeRKyKBioYiIXAjpx+FUPNtPFwvVq1BERCqLXHsuB1MPAhCVmwf1O5ockYiISNkkJf4OQIgdCGlSYedVsVBERM7foc0AzsVNVCwUEZHK4lDqIfKMPLwMg1CbDepX3DAuERGR85F0dDsAIe4B4GKtsPOqWCgiIufv0CYMYLu7YyrclrVVLBQRkcohfyXkqJxcLBYrRFTcBPEiIiLnI+nkHgBCfMMq9LwqFoqIyPk7uJHDrlZOGLm4WlxpFtTM7IhERESAs+YrDG8F7t4mRyQiIlI2x9ISAKgd2LBCz6tioYiInB+7HQ5uZruHBwBNgprgYfUwOSgRERGH/J6F0bl5UL+TucGIiIiUVW4mSTkpAATXaVGhp1axsBrr2bMno0aNqtBzxsXFYbFY2LZt20U7x7Bhw7jxxhsv2vEBnn32WVq3bn1RzyFSbRz/G7KT2e7l6Kmh+QqlPJSrzp1ylUjZxCXHAad7FmpxEykn5alzpzwlcp4SfifJ6ijb1Q5qXKGndq3Qs0m1V79+fRISEggJCTE7FBGpKAc3AbDdNxDIUbFQKj3lKpGaZf/pYmFMbp4WN5EqQXlKRAA4uJEkq2NRkxDv2hV6ahUL5YKyWq2EhVXsxJsiYrKDG8kFdltsgBY3kcpPuUqk5kjPTedYVhIAkd6hEFDX5IhESqc8JSIAtgPrOXm6Z2GIV8V+eaBhyNVEeno6Q4cOxdfXl/DwcF599dVCbXJychg/fjx169bFx8eHyy+/nOXLlztfnzFjBoGBgSxevJjmzZvj6+vL1VdfTUJCgrON3W7n+eefp169enh4eNC6dWsWLVrkfP3sLvMnT57kX//6F7Vr18bLy4vGjRvz8ccfO9sfOnSIIUOGUKtWLYKDg7nhhhuIi4tzvm6z2RgzZgyBgYEEBwczfvx4DMMo9j4kJyfj5eVVICaAefPm4ePjQ1paGgCPPvooTZo0wdvbmwYNGvDUU0+Rm5tb7HGLGn5w4403MmzYsDLf3/3793PddddRq1YtfHx8uPTSS1m4cGGx5xSpChKSM0nft44dHu5kYcPPzY9o/2izw5JKSrnKQblKpOLkz1cYZLPhX09DkKVkylMOylMilcOJQ5uwWyy4YKGWR60KPbeKhaUwDIOM3AxTfkr6AD/buHHjWLZsGfPnz+enn35i+fLlbN68uUCbu+66i9WrVzNnzhx+//13brnlFq6++mr+/vtvZ5uMjAymTJnCp59+ysqVK4mPj2fs2LHO19944w1effVVpkyZwu+//06/fv24/vrrCxzjTE899RS7du3ixx9/ZPfu3bz33nvO7vQZGRn06tULX19fVq5cyapVq5zJNCcnB4BXX32V6dOnM23aNFatWsWJEyeYP39+sfchICCAAQMGMGvWrALbP//8c2644QZ8fX0B8PPzY8aMGezatYs33niDDz/8kNdff73M97sopd3fBx54gOzsbFauXMn27duZPHmyMx6RqmjuxniumrQQzxN/8J2vDwC9InvhYlFqqWhm5ary5ClQrsqnXCVScfYnO1ZCjs7N1RBkE+mZSnmqrJSnRE5LPkhS1jEAgjyDsLpYK/T0GoZcisy8TC7/3Jx/WKy/fT3ebt6ltktLS2PatGl88skn9OnTB4CZM2dSr149Z5u9e/cye/ZsDh48SEREBABjx45l0aJFfPzxx7z00ksA5Obm8v7779OwoWNZ7gcffJDnn3/eeZwpU6bw6KOPcuuttwIwefJkli1bxtSpU3nnnXcKxRYfH0+bNm1o3749ANHR0c7X5syZg4uLCx999BEWiwWAjz/+mMDAQJYvX07fvn2ZOnUqEyZM4KabbgLg/fffZ/HixSXej3/9618MHTqUjIwMvL29SUlJYcGCBXz99dfONk8++aTzz9HR0TzyyCPMnTuX8ePHl3js4pTl/sbHx3PTTTfRsqVjiGaDBg3O6VwilUFCciYT5m2nA7HkuMDC0/9I6xZ2tcmR1Uxm5aqy5ilQrjqbcpVIxYhLjgXyV0JWsdAseqZSnioL5SmRMxzYwLHT8xXW9q5T4adXsbAa2Lt3Lzk5OXTu3Nm5LSgoiKZNmzp/37JlC4Zh0KRJkwL7ZmdnExwc7Pzd29vbmdQAwsPDSUxMBCAlJYXDhw/TtWvXAsfo2rUrv/32W5Gx3X///dx0001s2bKFvn37cuONN9KlSxcANm/ezJ49e/Dz8yuwT1ZWFnv37iU5OZmEhIQC1+Xq6kr79u1L/IZwwIABuLq68t1333Hrrbfy9ddf4+fnR9++fZ1tvvrqK6ZOncqePXtIS0sjLy8Pf3//Yo9ZmrLc35EjR3L//ffz008/cdVVV3HTTTfRqlWrcz6niJlik9KxG9DG+je/eHuR4WLBnlMLf5qZHZpUUspVBSlXiVSMuGPbAYiyWSC0hcnRSGWmPFWQ8pSIyQ5uZJeHOwC1K3hxE1CxsFRerl6sv329aecui7J0rbfb7VitVjZv3ozVWrD76pndtt3c3Aq8ZrFYCh0//xurM89/9rZ8/fv3Z//+/SxYsICff/6Z3r1788ADDzBlyhTsdjvt2rUr1L0doHbtc/+fwd3dnZtvvpnPP/+cW2+9lc8//5whQ4bg6up4u69bt45bb72V5557jn79+hEQEMCcOXOKnJMkn4uLS6H7cOZ8HGW5v/fccw/9+vVjwYIF/PTTT0ycOJFXX32Vhx566JyvVcQsMSE+uFigjcsevvJzDEHOS27LyYxcEpIzCQ8o2+eXXBhm5aqy5ilQrjqbcpVIxdh38i8AogOiwapHH7PomUp5CpSnRMoj/cA6Zvk7vgS4OrriR28pY5bCYrGUeYiVWRo1aoSbmxvr1q0jMjIScEyC+9dff9GjRw8A2rRpg81mIzExke7du5/Tefz9/YmIiGDVqlVcccUVzu1r1qyhY8fiJ4yuXbs2w4YNY9iwYXTv3p1x48YxZcoU2rZty9y5c6lTp06x30CFh4ezbt065/ny8vLYvHkzbdu2LTHWf/3rX/Tt25edO3eybNkyXnjhBedrq1evJioqiieeeMK5bf/+/SUer3bt2gUmJbbZbOzYsYNevXoBZb+/9evX57777uO+++5jwoQJfPjhh0psUiWFB3gxcWALIhbtZb2n4x9vucntePDzrbhYYOKglgzpEGlylDWHctU/lKuUq6RmSkjOJDYpnZgQH+cXVll5Wew5Pd9TZHA7M8Or8ZSn/qE8pTwlUqrcLGan7+NULX+iferSP6Z/hYegWeirAV9fX4YPH864ceNYunQpO3bsYNiwYbi4/PPX26RJE+e8E/PmzSM2NpaNGzcyefLkcq0eNW7cOCZPnszcuXP5888/eeyxx9i2bRsPP/xwke2ffvppvv32W/bs2cPOnTv54YcfaN68OeBIPiEhIdxwww38+uuvxMbGsmLFCh5++GEOHjwIwMMPP8ykSZOYP38+f/zxByNGjODUqVOlxtmjRw9CQ0P517/+RXR0NJ06dXK+1qhRI+Lj45kzZw579+7lzTffLHGCX4Arr7ySBQsWsGDBgiLjKMv9HTVqFIsXLyY2NpYtW7bwyy+/OO+FSFU0pIkLa/1sGBYL9vRo7LlBANgNeHzeDhKSM02OUCoT5arClKtELoy5G+PpOukXbv9wPV0n/cLcjfEAvLN6BTYgOM/Gf9f5O7eLFEV5qjDlKRFzZBxYz0x/x+it/2s9AleXiu/np56F1cQrr7xCWloa119/PX5+fjzyyCMkJycXaPPxxx/z4osv8sgjj3Do0CGCg4Pp3Lkz11xzTZnPM3LkSFJSUnjkkUdITEzkkksu4bvvvqNx48ZFtnd3d2fChAnExcXh5eVF9+7dmTNnDuCYy2PlypU8+uijDBo0iNTUVOrWrUvv3r2d34o98sgjJCQkOBP13XffzcCBAwtd29ksFgu33XYbr7zyCk8//XSB12644QZGjx7Ngw8+SHZ2NgMGDOCpp57i2WefLfZ4d999N7/99htDhw7F1dWV0aNHO78By1fa/bXZbDzwwAMcPHgQf39/rr766vNeLUzETMaBDXx7eghydnKHAq/ZDIO4pAwNR5YClKsKUq4SOX/5C27ZT49szP/CqlmYH7PW/wihcGl2DittzVg5bwdXNKmt3CTFUp4qSHlKxBxzdn3CKauVSNzp36Dsny0XksUoz1ry1UBKSgoBAQEkJycX6qadlZVFbGwsMTExeHp6mhShiIPej1LZbfnuXu48uQZvrBz78xnsdnfna1aLhVWP9bpgD2QlfXZXR8pVUhXovSiVwZq9Sdz+YeG58J4c0JzZWx8gMeAgt5yA6UcnATD7P53o3DC4UPsLQbnqH/p8kMpC70WpavYdP87Q73uTbLHxYu3udOz6aqFpNs5HWXOVehaKiMg5+TlpK1ihT1ALWg5sx+PzdmAzDKwWCy8NaqGeGyIictHlL7hlP6P7g9VioUN0LT79w7H6bF5mfef26JDKPW+eiIjUPPnz7m4/lMxr69/HvY6N+rm5xB/twOhJv2A3qPB54VUsFBGR8svJ4Le8ZLC60ym6D9e2jOSKJrWJS8ogOsRbhUIREakQ4QFeTBzUstAXVg1CXTnhngPAocxW+iJLREQqpbkb453TaVjcTuDbYCkAw0+m8cTxAOyn2+VPs1FR02moWCgiIuWWc3A9u93dALgsyjHXTHiAlx7CRESkwg3pUPgLq/VxPwNQNzeP+4cM48X6UcpRIiJSqRScd9fAM2weuOTSNiuLhqnBZOFRoH1FzguvYqGIiJTb7j2LyLVYCMKVen71zQ5HRERquLO/sNqx7ycALsWd9i2amRWWiIhIsWKT0p3TaLgFbMLVdw9Wu4Xnjp1gub11ofYVOZ2GS+lNap4atuaLVFJ6H0pl9vvRTQC08qmHxWIxOZqaSZ8RYja9B6Uy23nsNwBa+EebG0gNp88JMZveg1KZ5c+7a3FNxiP0BwAGn7AQnZfHNqMJN7Wti/X0s1ZFT6ehnoVncHNzDKnLyMjAy0vDFMRcGRkZwD/vS5FKw27nt/SD4OXOZWHtzY6mxlGuksoiJ8cxH5zVajU5EpHCdmQeAQu0iOhidig1knKVVBZ6ppLKLH/e3WfXj8VizYbMuoxL2wDAhPvvIrReI8b2a2rKvPAqFp7BarUSGBhIYqJj5TRvb2/1mJEKZxgGGRkZJCYmEhgYqIcwqXyS/uR3N0fH9FYxfUwOpuZRrpLKwG63c+zYMby9vXF11T8npXI5nnKABIsdi2HQvMn1ZodTIylXidn0TCVVRe8W3ry4azcWLExveztuC9dCQH1C6zUCzJsXXv+6O0tYWBiAM7GJmCUwMND5fhSpTBL3LSXB1RUXA1rUaW12ODWScpVUBi4uLkRGRqoAIKZLzk5mxs4Z9I/pT5NaTdj517cARNvAt7bmKzSLcpVUBnqmksrurxN/ARDlH0X7jMOOjZGdTIzIQcXCs1gsFsLDw6lTpw65ublmhyM1lJubm779kkrr9/gVADR2D8TbrWIm2JWClKukMnB3d8fFRdNfi/lm/zGbj7Z/xJw/5vDuVe+y48BqAFp41gYVs02jXCVm0zOVVAV/n/obgMa1GkP8WsdGFQsrL6vVqg8WEZEi/H7qT/CAVkHNzQ6lxlOuEhGBbce2AZCWm8a9S+4lNDcXLHBpSAtzAxNAuUpEpCR/nzxdLAxoCAfmODZGdjYxIgd9HSwiImWXlshvRiYAl0X1MjkYERGp6eyGne3HtgOOXhmZeZnEWfIAaBGteXVFRKRyc/YsxA1y08EzAGqb3ylDxUIRESmz3P1r2OnuDkCrCPO7x4uISM22P2U/KTkpeFg9+Kz/Z/QKaQ2Aq2HQrGFfc4MTEREpgc1uY++pvQA0SklybKzfCSrBNC8ahiwiImX2V+wSsl1c8Le4EuUfZXY4IiJSw/1+7HcALg2+FG83b171acH0v5cTUecyPFw9TY5ORESkeAdSD5Bty8bT6kn9hF2OjZVgvkJQsVBERMrht8StYIVWvlG4WMz/xktERGq2/GJhq9qtAHDbv4p7T6VAlxvMDEtERKRU+UOQGwQ2wLp7nWNjJZivEDQMWUREyiong98zjwLQMLidycFUrHfffZeYmBg8PT1p164dv/76a4ntZ82axWWXXYa3tzfh4eHcddddHD9+vIKiFRGpOX5POqNYmJcNBzY4Xoi5wsSoRERESudc3MQrDNKPgdUdItqYHJWDioUiIlImy5YuYJuHY77CD1b6MHdjvMkRVYy5c+cyatQonnjiCbZu3Ur37t3p378/8fFFX/+qVasYOnQow4cPZ+fOnXz55Zds3LiRe+65p4IjFxGpvhKSM1n21wH+OvEXAK1CWsHBjZCXBb6hENLE5AhFRERKtufUHgAa2wzHhoi24FY5ptBQsVBEREqVkJzJ2vXfcMjNFYsBuZnRPD5vBwnJmWaHdtG99tprDB8+nHvuuYfmzZszdepU6tevz3vvvVdk+3Xr1hEdHc3IkSOJiYmhW7du3HvvvWzatKmCIxcRqZ7mboyn66RfuGfON9ix4+caQqhPKMSe7vUd3Q0sFnODFBERKYWzZ2H+4iaVZL5CqATFQg3tEhGp/GKT0vH2+hMA/2x/sHtgMwzikjJMjuziysnJYfPmzfTtW3BFzb59+7JmzZoi9+nSpQsHDx5k4cKFGIbB0aNH+eqrrxgwYECx58nOziYlJaXAj4iIFJaQnMmEeduxG2D1cvTwPnki3PHlVVx+sbC7iRGKiIiULisvi/hURx5rcuQPx8aoLiZGVJCpxUIN7RIRqRpiarlxwvsEADnpDQGwWixEh3ibGdZFl5SUhM1mIzQ0tMD20NBQjhw5UuQ+Xbp0YdasWQwZMgR3d3fCwsIIDAzkrbfeKvY8EydOJCAgwPlTv379C3odIiLVRWxSOvbTo7VcThcL8zLrE3/khGMYMpAY0pE1e5NqRO93ERGpmvYm78Vu2KnlHkBw0l7HxnodzA3qDKYWCzW0S0SkaghP2802T8d8hcczWmC1WHhpUAvCA7xMjqxiWM4azmYYRqFt+Xbt2sXIkSN5+umn2bx5M4sWLSI2Npb77ruv2ONPmDCB5ORk58+BAwcuaPwiItVFTIgPLhYAA6vX6c/KrCga5ewEWw4ZnnXo9EEst3+4nq6Tfqkx8+uKiEjV4hyC7BGEBSC0JXgHmRrTmUwrFmpol4hI5ZWQnFmgV8bxfT8T6+4GwAc338Kqx3oxpEOkmSFWiJCQEKxWa6FehImJiYV6G+abOHEiXbt2Zdy4cbRq1Yp+/frx7rvvMn36dBISEorcx8PDA39//wI/IiJSWHiAFxMHtcTVLRkX11QMw4Vn+vUhOHE9AIvTm2A3HF/m2A1qzPy6IiJSteQXCxvl5jk2RHc1MZrCTCsWamiXiEjllD9x/Jm9MjYfWAlAY/dgrmoWU2N6FLq7u9OuXTuWLFlSYPuSJUvo0qXoOUUyMjJwcSmYXq1WK+DokSgiIudnSIdInr/VF4CmtZry78sbO+crXGO/pEDbmjC/roiIVD3OnoWnjjo2RHczMZrCTF/gREO7REQqjzMnjgdHr4yn5v3GppRYANqHtjMxOnOMGTOGjz76iOnTp7N7925Gjx5NfHy8M/dMmDCBoUOHOttfd911zJs3j/fee499+/axevVqRo4cSceOHYmIiDDrMkREqpUD6Y7J4NuFtYbsNDi0GYD1ZxULa8L8uiIiUvX8fep0sfDE6ekyIivP4iYArmad+HyHdgG0atUKHx8funfvzosvvkh4eHihfTw8PPDw8LjwFyAiUg2dOXF8vibEscXN8d1Su5irTIjKXEOGDOH48eM8//zzJCQk0KJFCxYuXEhUVBQACQkJBRbmGjZsGKmpqbz99ts88sgjBAYGcuWVVzJ58mSzLkFEpNrZkbQDgJYhLeHAOrDnQUAkD3TrzePzdmAzjBo3v66IiFQNJ7NOkpSZBECjnFyocyn4BJscVUGmFQvPHNo1cOBA5/YlS5Zwww03FLlPRkYGrq4FQ9bQLhGRCyd/4vgzC4Zt3Xbwzen5CtuFVZ4VuirSiBEjGDFiRJGvzZgxo9C2hx56iIceeugiRyUiUnMdSHWMFmoY2BA2z3ZsjOnOkA6RXNGkNnFJGUSHeKtQKCIilc6eU3sACMMTH8OodEOQweRhyBraJSJSueRPHG89PR2E1WKhVb19GBYL0W4BhHiFmByhiIjUdJl5mRzPOg5AXd+6sG+544UGvQBHLuvcMFiFQhERqZRmbV0FQP10xwJcq/OamhlOkUzrWQga2iUiUhkV6JUR7Mmsz0eDhzvtarc2OzQRERES0hwry/u6+eKfmwNHfne80KCHiVGJiIiULiE5k8X71uDqCz2yTgEwaq0P3/XIrFRfcplaLAQN7RIRqYzCA7wcyeroTja7OsYkt4uuefMViohI5XMw7SAAEb4RWGJXODaGtgDfOiZGJSIiUrq9x1Kwep1ePDIriz/s9Tlm+BGXlFGpioWmr4YsIiKVV9Lfi9nt7g5Ah4hOJkcjIiICh9MOA/lDkJc5NjboaV5AIiIiZWRzO4TFmo27zYVmObmstzfDarEQHeJtdmgFqFgoIiJF2ntqL//e+xk2i4WGboGE+YSZHZKIiAiH0g4BUNc3AvYud2w8PV+hiIhIZRaXth2Allk2rMAG41JeGtSiUvUqhEowDFlERCqftYfX8sjyMaSSS73cXF7rPN7skERERIAzioUWD0g5CFZ3iOpiclQiIiKl23RkEwA9T89X+PSDwwkNjzQxoqKpWCgiIgWsPbyW+3++H5tho21WFlNP5VCrYX+zwxIREQH+KRZGpBx1bKh/ObhXruFbIiIiZ0pIzmTvsRQ2ni4WdsjKhtrNKmWhEFQsFBGRs3z515fYDBu9faJ4OfZX3Jv0B6vShYiIVA7OOQuP/uXYoPkKRUSkEpu7MZ4J87aDxyF8YtLwNqw0zcmB6O5mh1YszVkoIiJOefY81iWsA+CuTDvuADFXmBqTiIhIvvTcdE5lnwKgbvxGx8aGmq9QREQqp4TkTCbM247dAKv3PgCaZ+Q6eu416GFqbCVRsVBERJx2Ht9Jak4qfu5+tIjf5tioYqGIiFQS+UOQA1x98M1KAc9ACG9takwiIiLFiU1Kx244/ux6uljYMysZw+IC0d1MjKxkKhaKiIjTmsNrAOgU0ARrbjp4BUGdS0yOSkRExOFQ6un5Cl08HBtirgAXq4kRVR7vvvsuMTExeHp60q5dO3799dcS28+aNYvLLrsMb29vwsPDueuuuzh+/HgFRSsiUjPEhPjgYgGwY/WOBRzzFebWaQletUyNrSQqFoqIiNPaw2sB6GJ3c2yI6Q4uShUiIlI5HE53zFdYLzvTsUFDkAGYO3cuo0aN4oknnmDr1q10796d/v37Ex8fX2T7VatWMXToUIYPH87OnTv58ssv2bhxI/fcc08FRy4iUr2FB3gxcVBLXD2PYLFm4WG30DQnB/dGlTt/6QlQREQASM1J5fdjvwPQOemAY2PMFSQkZ7JmbxIJyZkmRiciIgIHUw8CEJGS6NjQ8EoTo6k8XnvtNYYPH84999xD8+bNmTp1KvXr1+e9994rsv26deuIjo5m5MiRxMTE0K1bN+699142bdpU7Dmys7NJSUkp8CMiIqUb0iGSUdc5ym8dcm2n5yvsaWZIpVKxUEREANiQsAGbYSPaL5K6B7YAsDCtEV0n/cLtH66n66RfmLux6B4KIiIiFcG5EnJuLgQ3hlrR5gZUCeTk5LB582b69u1bYHvfvn1Zs2ZNkft06dKFgwcPsnDhQgzD4OjRo3z11VcMGDCg2PNMnDiRgIAA50/9+vUv6HWIiFRne1K2A9AhPRmsHhDZyeSISqZioYiIkJCcybw/fgGgi18M2LKx+YTy4E9pzgl57QY8Pm+HehiKiIhp8hc4qZuXB437mBxN5ZCUlITNZiM0NLTA9tDQUI4cOVLkPl26dGHWrFkMGTIEd3d3wsLCCAwM5K233ir2PBMmTCA5Odn5c+DAgQt6HSIi1Vl+/mqckwv1O4Kbl8kRlUzFQhGRGm7uxni6TvqF5fGrAKh7xDGs6ETty7EblgJtbYZBXFJGhccoIiICZ/QszMuDRleZHE3lYrEUzNmGYRTalm/Xrl2MHDmSp59+ms2bN7No0SJiY2O57777ij2+h4cH/v7+BX5ERKRsjqYfBSA0zwYNepgcTelczQ5ARETMk5CcyYR52zFcj+PifgLDsNJkz3awgFuTK3H5E2fPQgCrxUJ0iLd5AYuISI2VnJ1Mam4qABG4QVRXkyOqHEJCQrBarYV6ESYmJhbqbZhv4sSJdO3alXHjxgHQqlUrfHx86N69Oy+++CLh4eEXPW4RkZoi25bNyeyTAITa8iCmp6nxlIV6FoqI1GCxSenYDXD1/QsAS0ZdOhALQGCLfkwc1BLr6V4JVouFlwa1IDygcneZFxGR6im/V2GQzYZXdHdw8zQ5osrB3d2ddu3asWTJkgLblyxZQpcuXYrcJyMjAxeXgo+CVqsVcPRIFBGRCycx3bEol5fdjr+bH0S0MTmi0qlnoYhIDRYT4oOLBaw+fwMQleGL1WKQG9QEN/8IhnSAK5rUJi4pg+gQbxUKRUTENPnzPdXLzYNLNV/hmcaMGcMdd9xB+/bt6dy5M//73/+Ij493DiueMGEChw4d4pNPPgHguuuu4z//+Q/vvfce/fr1IyEhgVGjRtGxY0ciIiLMvBQRkWrnSIaj53cdmw1LVFewVv5SXOWPUERELprwAC9eGngpL+5w9CbsleUY3uXWuHeBNioSioiI2Q6d2gdARF4eNNZ8hWcaMmQIx48f5/nnnychIYEWLVqwcOFCoqKiAEhISCA+Pt7ZftiwYaSmpvL222/zyCOPEBgYyJVXXsnkyZPNugQRkWrraEbVmq8QVCwUEanx2jTKxrI7Ew8XLx7wjocUoOGVZoclIiJSwKHDmwCo6+oLQQ1MjqbyGTFiBCNGjCjytRkzZhTa9tBDD/HQQw9d5KhERORoykHgdLGwijxnac5CEZEabmviVgDaBjXBM+UAuLhBtCaNFxGRyuXwScf8uhEhl5gciYiISNkdPfobAKFWbwhpYnI0ZaNioYhIDbfl6BYA2nB6ovjITuDuY2JEIiIiZzEMDmUmAVAvspvJwYiIiJRd4knH/PChwU3g9OKRlZ2KhSIiNZhhGGxO3AxAu+Rjjo0NepoXkIiISBGMo7s45OJYpTciRvMViohI1XE0w7EacmjdDiZHUnYqFoqI1GCH0w+TmJGIq8WVlvGOHoZVZR4NERGpOU7+8Q2ZLo5Hl4hamq9QRESqiFMHOGrkAhAa08vkYMpOxUIRkRoqITmTudtXAnCJXyReWSngVQvCLzM5MhERkYL+2LsYgHpuAbhb3U2ORkREpGxy9/xEktUKQGitxiZHU3ZaDVlEpAaauzGeCfO24xb6M+61oH6qY2gXDXqCi9XU2ERERApIT2JHSiwEBdIytI3Z0YiIiJRZ0p6fMCwW3HChlmcts8MpM/UsFBGpYRKSM5kwbzt2A6zecQA0PHzQ8WKDqtM1XkREaoi/f2K7h6M3oa/bpSQkZ5ockIiISBnY8jh6cAMAdTyDcLFUnRJc1YlUREQuiNikdOwGYE3H6uGYbHdgdpzjRc1XKCIilYzxx0K2e3gAMGOZna6TfmHuxniToxIRESnFoc0cMbIACPWvb3Iw5aNioYhIDRMT4oOLBaxe+wHwzvYlxLCRG9wUAqtWEhMRkWouL5vDccs57moFw4I9KwK7AY/P26EehiIiUrntXcrR/PkKvcNMDqZ8VCwUEalhwgO8mDioJW6nhyA3d3zZhVvTfuYFJSIiUpS4Vex0yQPAlhUOhpvjz4ZBXFKGmZGJiIiUbM9SjrqeLhb6hJocTPmoWCgiUgMN6RBJq0YnABjIccfGxn1MjEhERKQIfy1ix+khyLasf3q/Wy0WokO8zYpKREQEcMwHv2ZvUuHe7hkn4PCWM3oWVq1ioVZDFhGpgTLzMvn71B8AtEtJAnc/qN/J5KhERETOYBjw5yK2ezkWNzFOFwutFgsvDWpBeICXmdGJiEgNN3djvHPhSBcLTBzUkiEdIh0v7vkZDDuJXn6Avcr1LFSxUESkBvrzxJ/kGXnUtnpRN88GzXqAq7vZYYmIiPwjcTe25Hh2BtYDYOa/boKccKJDvFUoFBERUyUkZzoLhYBzPt1mYX6k59hos3MhXsBRd0+wZahnoYiIVH5/n/obgCa5NiwAjfuaGo+IiEghfy5kn5sbmS4ueLt607Fuc6wuVrOjEhERITYp3VkozGczDG58dw0uho3NHj/hboFj9tOrIatYKCIild3eU3sBaJh6er7CRleZGI2IiIhDQnImsUnpxIT4EP7HD2z3cPR6vzTkUhUKRUSk0ogJ8cHFQqGCoWFAG8vfBFrS+dvFjzzDjtViJcQrxJxAz5GKhSIiNVB+sbBRTg6EtoCAuiZHJCIiNd2Zcz/VsySxymMr20OCAGgZ0tLk6ERERP4RHuDFxEEteXzeDmyGgQtgP/3aldZtACx2aQokEuIVUuW+8FKxUESkBnL2LMzNVa9CEREx3dlzP13lsgmA330CgTwVC0VEpNIZ0iGSK5rUJvZYOidy43hkwSxcvOPwSfkbsmCNNQpIrHJDkEHFQhGRGic5O5ljmccAaJiTq/kKRUTEdGfP/XS1dSOZFgt7XGwAtAhpYVJkIiIixfs7dSOTf59MfGo87rUd2z70tHP9ARfqt7qE7Ukbq9xKyAAuZgcgIiIVK79XYXheHj7uflC/o8kRiYhITZc/9xNAECl0sPzBH+5u2DGo7VW7SvbKEBGR6u/D3z90FApd3OlZryd1Xf1JtlqZVq8poWGOkltVzGEqFoqI1DB7Tu0BoEFOLjTqDVY3kyMSEZGaLn/uJ6vFQi/XDcwO8GVUWDjg6FVosVhMjlBERKQgwzDYl7wPgE+v+ZS3er/FY0YAAHPcsvj92O9A1SwWahiyiEgN41zcJDcXml5jcjQiIiIOQzpE4hWwh1fXLOMnSy3AINwnnAdaP2B2aCIiIoWczD5JSk4KFiw0CGgAuZn0iNtC29p+bPH0ZPPRzQAahiwiIpXf3qQdADTMtWlxExERqTTshp03tr3ACYuNiNw8nr70/1gwcAFNg5qaHZqIiEghcclxAET4RuDp6glxq7DkZfJIdsGRW1WxZ6GKhSIiNcyek38D0Ci4OXgHmRyNiIhUVwnJmazZm0RCcmaZ2m9N3EpiZhJ+NjvfZnhyS7sHcdNUGSIiUknFJscCEB0Q7djwxwIAWjXoR9+ofxaRrIo9CzUMWUSkBjmVdYrjNsdDW8PGA0yORkREqqu5G+OZMG87dgNcLDBxUEuGdIgscZ/FcYsB6JWRgWfzm0HzFIqISCWWXyyM8Y8Bux3+/NHxQrMBPFynCcsPLMfLzYs6XnXMC/IcqVgoIlKD7E38DYCI3Dy8m19vcjQiIlIdJSRnOguFAHYDHp+3gyua1CY8wKvIfWx2G0vifgLg6vQMOJ2jEpIziU1KJybEp9h9RUREzBCbcrpYGBADh7dA2hFw94Po7kS6ejD32rm4WFyqZC95FQtFRGqQvXsc33Y1tLhDUAOToxERkeooNindWSjMZzMM4pIyii34bUncQlLWcfxtNjq514G6bc+pd6KIiEhFcfYsDIiBHY4hyDTuA64eADSq1cis0M6b5iwUEalB9iRsBKBRQEOTIxERkeoqJsQHl7NGEFstFqJDvIvdJ38Icu+MTNwuvZGElKwieyeWdf5DERGRiynHlsOhtEPA6WLh6fkKaVY9pnpSsVBEpKaw5bI3/TAADep3MzkYERGprsIDvJg4qCXW03MOWi0WXhrUothehXn2POcQ5H7pGXDpwBJ7J4qIiFS0sxftik+Jx27Y8XPzIzjtJCT9CS5ujp6F1YCGIYuI1BTxa9nj6nhwaxTT2+RgRESkOhvSIZIrmtQmLimD6BDvEucb3Hx0MyeyTxJos9HRMxQi2hCTkoWLhQIFw9J6J4qIiFwMRU2LEVTnn5WQLX8tdDSM7gaeASZGeuGoZ6GISA1xctd8TlitADSo1djkaEREpLoLD/Cic8PgUhcmWRS3CIDe6Zm4XToILJZy904UERG5GIpbtOv3o38B+UOQTxcLq8kQZFDPQhGRmsEw2Lt3MQRYqetRC2839cwQERHz5dpzWRK3BIB+6elw6UDna+XpnSgiInIxFDctxu6kvQDEeNaGA+sdLzS9pkC7hORMYpPSiQnxqXI5TMVCEZGa4NAW9uYmA0E0DL7U7GhERKSGy3+A+nz3HJJzkgnOs1EnI5C5BwIZEv5Pu/AAryr3gCUiItVH/qJdZ0+LcTL3oOP11CTAgIg2EFDX2aaooctDOkRWcPTnTsOQRURqgt3fsdXTA4Amwc1MDkZERGqyuRvj6TrpF27/aCXLjs4C4P9OJfOjvROPz9+pFY9FRKTSKGpajP8OvJRD6fEARB/a7mjY9J8hyMUNXa5K+U09C0VEqjvDIG/3t/zq6wlAt7paCVlERMxx5gOUe8ivuLimUS83j1tS07je1sm54rF6E4qISGVx9rQYVrdU/rs7HavFSv3YNY5Gza91ti9u6HJVym8qFoqIVHeJu9iWcZiUgFAC3P25rPZlZkckIiI1VP4DlMWahnvQSgAePnmKeHs4u41IrXgsIiKV0pnTYqxP+B2Aeu4BuNtiIaQp1GnubFvc0OWqlN80DFlEpLrb/T3LvR2JrXu9K3B10fdE5fXuu+8SExODp6cn7dq149dffy2xfXZ2Nk888QRRUVF4eHjQsGFDpk+fXkHRiohUXvkPUO4hS7FYc4jMstI3PYNvbF2xWly04rGIiFQ6xzKO8dDSh1gctxiA2ORYAGJycx0NLrmhQPuihi5XtfymJ0YRkWosITkT/23zWOHjSEw96vcwOaKqZ+7cuYwaNYp3332Xrl278sEHH9C/f3927dpFZGTRkxQPHjyYo0ePMm3aNBo1akRiYiJ5eXkVHLmISOUTHuDFuGuDeedvx8qRT51IwAXodcsD3B7TvEo9SImISM2wMHYhyw8uZ+WhlRgYzmJh9KkjjgZnFQuh8NDlqpbfVCwUEamm5m6M54P5PzHdey9xtSKwYqVrRFezw6pyXnvtNYYPH84999wDwNSpU1m8eDHvvfceEydOLNR+0aJFrFixgn379hEUFARAdHR0RYYsIlKpZXmuxWKx08Ytgk7Z8VCvA21btzU7LBERkSLtT9kPgN2wM2HlBEK8QwCIyc6CoIYQemmR+505dLmq0TBkEZEqKCE5kzV7k4pdUSt/Avm+lo2sOD0EOSc9hn1H80rcTwrKyclh8+bN9O3bt8D2vn37smbNmiL3+e6772jfvj0vv/wydevWpUmTJowdO5bMzOLveXZ2NikpKQV+RESqq7WH1wJwS3qyY0PLwSZGIyIiUrL4FMfKxxE+EeQZeRxJd/QojMnNdfQqPD3cuDpRz0IRkSpm7sZ450qSLhaYOKglQzoUHA6bP4H81dYNTD1dLMxNbc6N767BKGE/KSgpKQmbzUZoaGiB7aGhoRw5cqTIffbt28eqVavw9PRk/vz5JCUlMWLECE6cOFHsvIUTJ07kueeeu+Dxi4iYJduWzd2L7ibUJ5RXe7yK5fSD1ImsE+w+sRuAzkf+BIsVWgwyM1QREZESxaXEAfBS95eYuXMmyw4sAyA6N6/IIcjVgXoWiohUIfk9BvNX1rIb8Pi8HYV6CsaE+BBpSSTGNY5tnh4A5KU1xyhlPyma5axvCw3DKLQtn91ux2KxMGvWLDp27Mg111zDa6+9xowZM4rtXThhwgSSk5OdPwcOHLjg1yAiUpF2H9/N70m/s2T/Ev46+Zdz+7rD6wBo6hZIiM0OjXqDT4hZYYqIiJQoIzeDoxlHAWgY0JApPaYwuHYH/nMqmVoBkRB+mckRXhymFwu1wqSISNnl9xg8k80wiEvKKLAtPMCLt1rF8quXJzaLBXtWKEZuUKn7SUEhISFYrdZCvQgTExML9TbMFx4eTt26dQkICHBua968OYZhcPDgwSL38fDwwN/fv8CPiEhVlj/5O8CiuEXOP6857JjCoUvqKccGDUEWEZFK7ECq40v8AI8AAj0Dcbe681S6wciTydV2CDKYXCzMX2HyiSeeYOvWrXTv3p3+/fsTHx9f7D6DBw9m6dKlTJs2jT///JPZs2fTrFmzCoxaRMQ8MSE+uJyVj6wWC9Eh3oXaXpb8C8tPD0G+oWmfMu8n/3B3d6ddu3YsWbKkwPYlS5bQpUuXIvfp2rUrhw8fJi0tzbntr7/+wsXFhXr16l3UeEVEKot9yfucf/4x9kcMw8AwDOd8hZ1PHgU3H2h2jVkhioiIlCp/cZMo/yjHhtxM+Gux48/VdAgymFwsPHOFyebNmzN16lTq16/Pe++9V2T7/BUmFy5cyFVXXUV0dDQdO3Ys9oFNRKS6CQ/wYuKgllhPf4NltVh4aVCLwqtsJe3BOLKd9V6eANxySd+y7SeFjBkzho8++ojp06eze/duRo8eTXx8PPfddx/gGEI8dOhQZ/vbb7+d4OBg7rrrLnbt2sXKlSsZN24cd999N15eut8iUjOcWSw8lHaI35N+Z++pvSRmJuKBC22zs6HZAHD3MTFKERGRkuUXC6P9ox0b/loEuelk+dQlwae5eYFdZKYtcJK/wuRjjz1WYHtZV5j89NNP8fHx4frrr+eFF14o9gEsOzub7Oxs5+9aYVJEqrohHSK5oklt4pIyiA7xLrrgt3Me+11dOWW14u7iTovgFrSp41b6flLIkCFDOH78OM8//zwJCQm0aNGChQsXEhXl+HYxISGhQI94X19flixZwkMPPUT79u0JDg5m8ODBvPjii2ZdgohIhdt3ylEsrOtbl0Nph/gx9kfq+tYFoF12Nh4G0Pp2EyMUEREpXf7iJpF+joUhD678lHrA9OR2TJm8rNouGmlasVArTIqInLvwAK+Si3075vHb6YVNLgm+BDerW9n2kyKNGDGCESNGFPnajBkzCm1r1qxZoaHLIiI1RVZeFofSDgFwb6t7eXrN0yyOW0yTWk0A6JKWBv71IKaHmWGKiIiUyjkMOSCKI4lHqX1kJVjgO1sX56KRVzSpXe2esUxf4EQrTIqIXGBHd8Gx3fzm6RiCfFnt6rlCl4iIVE77U/ZjYODv7s+1Da7F392fpMwk5+ImnTOzoPVt4GL6o4iIiEiJzhyGnLptPh6WXP6y1+UPoz5QfReNNC1Da4VJEZGLZOc8AH7zc6x+fFkdFQtFRKTi5M9X2CCgAW5WN/pE9XG+FpJno3FuroYgi4hIpZecncyp7FOAYxhy5KEfAUevQvhnLvjquGikacVCrTApInIRGAbsmEe6xcIecgD1LBQRkYrlLBYGNgDgmph/VjzukpmJJbILBDUwJTYREZGyyu9VWMerDt7Z6XjE/wrAQrujZlWdF400bc5CcKwweccdd9C+fXs6d+7M//73v0IrTB46dIhPPvkEcKww+cILL3DXXXfx3HPPkZSUpBUmRUTOlPAbnNjLdh8/7BiE+4RTx7uO2VGJiEgNEpscCzh6FgK0C21HHa86JGYmOoYgd/2XmeGJiIiUyZnzFbLrGzBsENGWWUNuq/aLRppaLNQKkyIiF9jvXzj+E3EJ5CWoV6GIiFS4/J6FMQExAFhdrExsegfrlj9NvxzgkhtMjE5ERKRs8ldCjvKPgu1fOTa2vLlGLBpparEQtMKkiMgFY8uD7V8C8JtvAJxSsVBERCqWzW5jf7KjJ0Z+sRCgY9wmOp5MhstuBw8/s8ITEREps/gUR+e1aLdAOLAOsMClg0yNqaJoCTIRkeoidjmkJ2J4BfF7ZgKg+QpFRKRiHUo7RI49Bw+rBxE+EY6N2amww7H4Fm00BFlERKoG5zDkJMf0GkR3A/9wEyOqOCoWiohUF7/NBWB/86s5lZ2Mu4s7zYKamRyUiIjUJPlDkKP9o7G6WB0bt38JuekQ3AiiupoYXfX27rvvEhMTg6enJ+3atePXX38tsX12djZPPPEEUVFReHh40LBhQ6ZPn15B0YqIVG6GYTiHIUfuW+XY2GqIeQFVMNOHIYuIyAWQnQZ//ADAb2FN4eQqLgm+BDerm8mBiYhITeJcCTngjNWON89w/LfdMLBYKjymmmDu3LmMGjWKd999l65du/LBBx/Qv39/du3aRWRkZJH7DB48mKNHjzJt2jQaNWpEYmIieXl5FRy5iEjldCzzGJl5mbhgoX7i3+DqWaPm3FWxUESkOvjjB8jNgKAG/GZLATQEWUREKt6+U6cXNwk8PV/h4a2Q8BtY3R3zFcpF8dprrzF8+HDuueceAKZOncrixYt57733mDhxYqH2ixYtYsWKFezbt4+goCAAoqOjKzJkEZFKLX8Icl0XL9wAml0Lnv6mxlSRNAxZRKQ6+N0xBJlWQ/jt2G8AXFZHxUIREalYscmOeZ2cPQs3fez4b/PrwSfYpKiqt5ycHDZv3kzfvn0LbO/bty9r1qwpcp/vvvuO9u3b8/LLL1O3bl2aNGnC2LFjyczMLPY82dnZpKSkFPgREamunPMVZp7+rLvsNhOjqXjqWSgiUtWlHoF9ywFIv+Ra9iyaDahnoYiIVCzDMAoOQ85Ohe1fOV5sf5eJkVVvSUlJ2Gw2QkNDC2wPDQ3lyJEjRe6zb98+Vq1ahaenJ/PnzycpKYkRI0Zw4sSJYuctnDhxIs8999wFj19EpDJyFguzMsE3FBr0NDegCqaehSIiVd32r8CwQ72ObMtNxm7YCfYIxZbrZ3ZkIiJSgxzLPEZabhouFhei/KMc+Sk3HYIbkxDYljV7k0hILr7nmpwfy1nzQRqGUWhbPrvdjsViYdasWXTs2JFrrrmG1157jRkzZhTbu3DChAkkJyc7fw4cOHDBr0FEpLLI//IrKjcXWg0Ga83qa6dioYhIVWYYsPUzx58vu5UZWxYDkHC0Pl0n/cLcjfEmBiciItVRQnJmkYW//Aer+n71cbe6w2bHEOStdW6g6+Rl3P7heuWmiyAkJASr1VqoF2FiYmKh3ob5wsPDqVu3LgEBAc5tzZs3xzAMDh48WOQ+Hh4e+Pv7F/gREamOsm3ZbEjYAEDL7JwaNwQZVCwUEanaDm+BY7vB1ZMjkQNYfXgtALb0xtgNeHzeDvXiEBGRC2buxni6TvqlyMLf9mPbAYgJiIFDmyHhNwyrO/dsa4TdcLRRbrrw3N3dadeuHUuWLCmwfcmSJXTp0qXIfbp27crhw4dJS0tzbvvrr79wcXGhXr16FzVeEZHKbsqKBWTZsqiTl4eRFcbc+Jo3YkvFQhGRqiy/V2Hz69l2IgWrp6NXgS29oeO/hkFcUoZZ0YmISDWSkJzJhHnbiyz8HU0/yrQd0wDoUa8HrP8fAMeiruG4UbAHmnLThTdmzBg++ugjpk+fzu7duxk9ejTx8fHcd999gGMI8dChQ53tb7/9doKDg7nrrrvYtWsXK1euZNy4cdx99914eXmZdRkiIqZLSM7k098XAtAzI5NvbFfUyC+5atagaxGR6iQn45+J49v8m6SMnQDYsiIwbL4AWC0WokO8zYpQRESqkdikdGehMF9+4e+L+Emk56bTKqQVg8K7w9z7AXC5/F5cdp8ssJ9y04U3ZMgQjh8/zvPPP09CQgItWrRg4cKFREVFAZCQkEB8/D+9QH19fVmyZAkPPfQQ7du3Jzg4mMGDB/Piiy+adQkiIpXC3mOpePhuxw50T8/mEVtXbDhyXXhAzfkyRcVCEZGq6o8fIDsFAiMhuju71zwFgD29MeB4GHtpUIsaldREROTiiQnxwcVCocLf4dyN/Bz/M64WV57u/DQuWz8BWw7UbUdI0y5MHBTP4/N2YDMM5aaLaMSIEYwYMaLI12bMmFFoW7NmzQoNXRYRqenyXA9gd8vA224nOf1SjhNQI7/kUrFQRKSq2vqp47+t/41hsbAuYR0AU667mWCXlkSHeOthTERELpjwAC8mDmpZoPA3qm8kb2wdCcDQS4fSNKABbJzu2KHjvQAM6RDJFU1qE5eUodwkIiKVVkJyJj/uWQRA18wsvrZdWWO/5FKxUESkCjpyeCMJh9fRBgu0vo3Y5FgSMxJxd3HnqphOeLp6mh2iiIhUQ2cW/n4/dIrXt0zCrdYx7DlB1M4b4Oj1nnoYfGrDpTc69wsP8KpxD1oiIlJ1zN0Yz4R526kTswA8oHOOO/XuuofJdfxqZP7SAiciIlXQwyvGMjQijC9j2kBgJGsTHKsgtw1tq0KhiIhcVOEBXkSHePPqms9wq+Xo1Z515Eae+WYPab++C0Bqi3+Dq4eZYYqIiJRJ/gJehutx0j1SsRoG+050ILqGFgpBxUIRkSonNzeLP7OPA/ASJ9h0ZBNrDzuKhZ0jOpsZmoiI1BA/71uPe+h8ALKPXYktvQmN2Y/vkQ3kGS70XdmQuRvjSzmKiIiI+fIX8Krjtx6AtlnZfJvTm7ikDJMjM4+KhSIiVcyBnXOxWSwA5GFnzPIxbDiyAYDO4SoWiojIxXUk/Qgf/vkMFhcbuSmXkpN0FQB3W38EYJG9AwlGEI/P20FCcqaZoYqIiJQqfwGvQL8tANRPq8VRS+0at6jJmVQsFBGpYmJ3zAGgoasfzYOaczL7JJl5mQR5BtE0qKnJ0YmISHVms9t4eNnDnMw+QR2PGHIThgAu1OEUN1hXAzA9r7+jrWHU6F4ZIiJSNYQHePH89dEc8UoF4EDqFTVyUZMzaYETEZGq5FQ8ccd2QFAgTeq0ZnTnp7h1wa2cyDrB5WGX42LRd0AiInLx/HXyL3Yd34W3qzefXvs+lv61iEvKoMHvr+HxWx6b7Y3ZYjQBwGqx1OheGSIiUnW0dV2J3WIhyGbw34efIjwowOyQTKVioYhIVbLlE+LcHB/dMbVbEu4bzru93+Wj7R8xvOVwk4MTEZHqbl/yPgCaBTUjwjcCgHAvO3w1C4BptgGAo1BY03tliIhI1bF/15cARHvVrvGFQlCxUESk6rDlOoqFfm4ARAdEA3BpyKW83ut1EwMTEZGaIjY5FoCYgJh/Nm77HDJPQq1onho6jjtOZBMd4q1CoYiIVA3H/iLu5N9QK5DosLZmR1MpqFgoIlJV/LkQ0o4SF1wfgGj/aHPjERGRGie/Z2GDgAaODXYbrH3H8edODxBey5fwWr4mRSciInIONk0nzs3RISOq9qUmB1M5aHIrEZGqYtN0Trm4cMrFsRJylH+UyQGJiEhNU6hn4Z8L4WQseAZCm3+ZF5iIiMi5yEmHbZ+z//RUT3rGclCxUESkKji+F/Ytd37jFeodirebJo0XEZGKk2fPY3/KfgAaBDYAw4A1bzlebH83uPuYGJ2IiMg52PE1RnYyce4egEZv5VOxUESkKtjwPwBi67UG/pmvUEREpKIcTjtMrj0XT6sn4T7hsH8NHFgPVne4/F6zwxMRESkfw4ANH3Lc6kK6BVwsLtT3q292VJWCioUiIpVdVgpsdawyGRd+CaBvvEREpOLlz1cYHRCNi8UFfn3V8UKbf4NfmImRiYiInINDm+HI78R5OEZsRfhE4G51NzmoykHFQhGRyu632ZCTCiFNiHMxgLNWoRQREakAzvkK/WPg8FbYuxQsVugy0uTIREREzsH69wHYH9URgKgAzVeYT8VCEZHKzG6H9R84/nz5vcSlxAHqWSgiIhUvv2dhTGAM/PqaY2PLmyFIX2CJiEgVk3IYds4HIC60CaBnrDOpWCgiUpntXQon9oJHAHktbiY+NR7QnIUiInJxJSRnsmZvEgnJmc5tzp6FFk/Y/b1jY7fRZoQnIiJyfjZ8CPY8iOpGnD0DULHwTK5mByAiIsXLWv0OnkDapbdyIjeFPHseHlYPx8TyIvL/7N13eFRV+sDx752W3juhJAFCCzW0gKCoNLGBq6y97upi110X1LUL7P52Lbsqq+jaCxYsIAgoIr0HCB1SISSk90ky5f7+uMyQSSMhFXg/z5OH5M69d85Mwj1z3vue9wgh2sCibRnMWZyEXQWdAvNmDOSG4d2cmYUxh1cDKvS9EkL7dWxjhRBCiOaqroAd72vfj/4T6Ye0xSR7+Mo0ZIdmZxbecccdrF27ti3aIoQQooZlv/6Ge9qv2FWFaZv68tH2rQB09+2uFZYXDZK+Sgghzk5WsdkZKASwq/Dk4r3szzlOaXUpOnT02P+j9uC4xzquoecB6auEEKKD7PkCzIXg3wNr74kcKz0GSGZhTc0ebZaWljJp0iR69+7N3LlzyczMbIt2CSHEBS2r2EzB6n8D8It9GOlqGB9v3w5IJ9YU0lcJIcTZSc0rdwYKHWyqyrbjhwCI1Jlws9ug56UQGd8BLTx/SF8lhBAdwG6HzQu070fdx4mKk1jtVtz17oR5hXVs2zqRZgcLv/nmGzIzM3nggQf46quviIqKYurUqXz99ddYLJa2aKMQQlxwjh3P4He63wB4zzZV22jKBeoPFtZXW+pCJn2VEEKcnehgL3SK6za9olCtz9IeLyvSNl7yZPs27DwkfZUQQnSAlNWQdxhMPjD0FucCkjJ7y9VZvRNBQUE8/PDDJCYmsnXrVnr16sWtt95Kly5dePTRRzly5Ehrt1MIIS4o/Y59ibtiYbc9hs12rR6U3i0PgGg/11UnF23LYOz81dy0cAtj569m0baMdm9vZyR9lRBCNF+EnwfzZgxEr2gRQ72iMHdGHAXVWtZbTHU19JoI3UZ0ZDPPG9JXCSFEO9v0pvbvsFvB3Zf0knRA6hXW1qKwaVZWFitXrmTlypXo9XquuOIK9u3bR//+/Xn11Vdbq41CCHFhqa7AZ49WcPc925WAgl5R8PMtBFwzCxuqLSUZhqdJXyWEEM0zc0R31s+ewOd/GM362ROYOaI7Kbl7AYi2WGDCnA5u4flH+iohhGgHWbsheTUoehh1LwBpxWmAlHqqrdnBQovFwjfffMOVV15Jjx49+Oqrr3j00UfJysriww8/ZOXKlXz88ce88MILbdFeIYToVNpk+u/uz6AiH/y7M+fPT/D5H0az4vERlFlPBQv9opy7NlRbKi2vovXacw6SvkoIIVpmV8Eavj/xf+iNpQCk5h8AICZ8uNQqbCXSVwkhRDvb8Lr274DpEBAF4MwsrDnGEmBo7gERERHY7XZuvPFGtm7dypAhQ+rsM3nyZPz9/VuheUII0Xkt2pbhzOrTKTBvxkBmjujespPabbDxDe37hAeICPChRD3Ekxv+BkCYZxg+Jh/n7o7aUjUDhnpFISrYs2XtOMdJXyWEEGfPbDXz4qYXKbWUkngykVeHPEK2Wg1A9LgnOrh15w/pq4QQoh0VpMK+b7Xvxz7s3OyoWSjTkF01O1j46quvcv311+Pu7t7gPgEBAaSmpraoYUII0Zk1NP13fGwIEX4eZ3/ig0uhMBXc/bEM/j0Ld73Fwj0LsapWfE2+PJPwjMvujtpSTy7ei01VnbWlWtSG84D0VUIIcfZ+Sv2JUouWUXii/AS3bfgrAIEY8OtxUUc27bwifZUQQrSjTW+Aaoeel0HEIAAqLBWcrDgJyDTk2podLLz11lvboh1CCHFOaWz671kH6lQVNvxb+37EPbx36HMW7F4AwGXdL+Pp0U8T7BFc57CZI7ozPjaEtLwKooI9L/hAIUhfJYQQLfHV4a8AuGPAHWw/9ht7S7RgVXRA745s1nlH+iohhGgnZbmQ+In2/UWPODdnlGoLQ3oZfKmoNOHn1gFt66RkXWghhDgLjum/NbV4+m/qb5C5HQzuWEfcw1eHtMHaX4b/hVcvebXeQKFDhJ8HCT2DJFAohBCiRQ7kHyApLwmDzsAd/W/nvWIrYyq0uryDuozu4NYJIYQQZ2Hr22CthC7DIGqcc/NnO7cDUFISwNj5q1m0LaOjWtjpSLBQCCHOgmP6r17RIoatMv137T+1f4fdzvriQ+SYcwhwC+D3fX+PoiiNHyuEEEK0AkdW4cTuEwnK3IVn2gbeyCvhvTHz+NOQP3Vw64QQQohmqiqFrQu17y96BE6Nq7KKzSzavRUAW3WIs6xUqy5ceQ5r9jRkIYQQmlad/pu+CdLWgc4IYx/imx1/B+Dqnldj0ptaqcVCCCFEw8ot5fyY8iMA18f+Dr57DADjyD8wsveVHdk0IYQQ4uxsXQiVRRDUC/qe7stS88rRuZ8AwF4ZCbRCWanziAQLhRCiBSL8PFqnM1l3KqtwyE3kGE2sO74OgBm9Z7T83EIIIUQDsorNpOaVEx3sxbrsH6mwVhDtF83wnDQ4mQRuvjDu8Y5uphBCCNF8VWXawiYA4/8COr3zoehgL3TumQDYzFqwsMVlpc4jEiwUQoiOlrkTjv4Mip6cwbP499bPsKk2hoUOI8Y/pqNbJ4QQ4jy1aFsGcxYnYVdBp9iIHqwVf7++57Uov7yo7TT2IfAM7MBWCiGEEGdp+/+gIh8CoiHudy4PGYxl6AxlqKqCvSq8dcpKnUckWCiEEB1t3b8ASOsylUv/ewSPmG/RmSDScHEHN0wIIcT5KqvYfDpQ6HYC94hvyKnKxKRz4+r8k1CUAT5dYPSsjm6qEEIIUa+a2fG1g3xZefkErXsNE8D4P4PeNfx1oOAAAFG+UTx1z/iWl5U6z0iwUAghOlL2Xji4FBWFP6aOR/FIQWcqQLW5sejXQB4caZZOSwghRKtLzSvHrtowBa/GFPwrimJHtXkwLfAufDa8oO10+XNg8urQdgohhBD1cc2Oh3kzBjJzRHfnY4e//wd/M+SToYawuTqBG2odfyBfCxYODBlAQs+gdm595yfBQiGE6Ehr5gGQ32Mqhw91xd3/cwAsJUOx2Y1SYFcIIUSbiA72wi34V0whvwBgKRlAVfa19E/5HJ2hnHz/gQQNvL6DWymEEELUVTM7HsCuwpxvkvByM9AtwIPnFu/gN9MSAN60XsvX3x1iXN8uLuMqR2Zhv8B+7d7+c4EEC4UQoqOcSISDS0HRoV48G93Roxh89gFgKRouBXaFEEK0GXe3SrzDNlBth8rsa7AUjmaAks4Npt8AuDfnd/yntEpuWAkhhOh0tOx412124IHPdqAzFjLJZzlr3Kz0KQ9hsW0cNuqucuzILOwXJMHC+kiwUAghOsrql7V/B15PSMxgZl6ynaUnrNiqQlGqukqBXSGEEE3WWN2m+vZblf0u1XYzvf37MjX6Tl5edoCnDZ+gU1R+sCWw3d7bZWDV1PMLIYQQbS062AudwumAoa4St9BlGP12ouisbAA2EEigZwCWdEOdJIziqmJOlJ8AoE9gn/Z/AecACRYKIURHOLYVjq4CRQ8X/xWAXHUTADNir+L+mZfKYEwIIUSTNFa3qb79VH0xXj0Xoejg8eGPEOPdhT0r3idBv59K1cjfLb93GVg19fxCCCFEe4jw82DejIE8uXgveB7EPWIxOmMxADq7Qk9rFalGIwWehRg903hp6lX1TkHu5tMNX5Nvh7yGzk7X0Q0QQogL0uqXtH+H3ARBPcmpyGFr1lYA7ov/nQQKO5m33nqL6Oho3N3diY+PZ926dU06bsOGDRgMBoYMGdK2DRRCXLDqq9v05OK9ZBWbG9zPFLwaRWfFVhFNtNdQItyt/N17EQALrFeTrYQ6s9uben4hhBCiPc0c0Z3brtyDZ/f30RmLsVcHQfrNrEnLZXFmNpf5DAJg3Mg9dW5wOaYg9w3s2+7tPldIsFAIIdpb6jpI/Q10Rrj4CQCWpy5HRWVIyBC6+nTt4AaKmhYtWsQjjzzCU089RWJiIuPGjWPq1KlkZGQ0elxxcTG33XYbl112WTu1VAhxIaqvbpNN1Woz1befYszD6L8NgKqcyaTnm2HNfDyrcrD6RZFw+0usnz3BObBq6vmFEEKI9pRdns3XRz8FYGTgNVSmPsJ91fsIUCoo8unNQ5fNRafo2HZyozM46ODILOwf1L/d232ukGChEEK0J1WFn5/Tvo+/Hfy1wdiPKT8CMC1mWgc1TDTklVde4e677+aee+6hX79+vPbaa3Tr1o0FCxY0ety9997LTTfdREJCQju1VAhxIXLUbaqpvgWyHPu5Bf+CotixlvWBymh6kQ6bteuZ4cp/MjrWdbXIpp5fCCGEaE9Hi44C0NOvJ+9d9RIbHxjGfW6rAPCf9gLd/aOYEjUFgIVJC12OdS5uIishN0iChUII0Z72fw+Z28HoBeO1rMKU4hQOFBzAoBiYHDW5wUOzis1sTM6TqV/tqLq6mh07djBp0iSX7ZMmTWLjxo0NHvf++++TnJzMs88+26TnqaqqoqSkxOVLCCGawlG3Sa9oET29otS7QFaEnwfPX9sLg28SANa8y5k7fQAha58G1QZ9r4TeE8/6/EIIIUR7Si5KBqCnf08Awna9gd5mhsjh0GcqAPcMvAeAn9N/JqU4BYAKSwXpJemATENujCxwIoQQ7cVmgV+e174f8yD4hAGnswrHRo4lwD2g3kOluHzHyMvLw2azERYW5rI9LCyM7Ozseo85cuQIs2fPZt26dRgMTetm582bx/PPP9/i9gohLkwzR3RnfGwIaXkVRAV7NhjICwlNRTloJdQ9ko8fvo0uad9D+gYwesKU+S0+vxBCCNFenJmF/j0hPxm2v6c9cNkzcOoGV++A3kzoNoFfj/3KS+tf54WxL5NbfQQVlVDPUII8gjqq+Z2eZBYKIUQbqZMJuOMDKEgBrxAY8wAAqqqyLGUZ0PAUZCku3/EUxXUOnqqqdbYB2Gw2brrpJp5//nliY2ObfP45c+ZQXFzs/Dp27FiL2yyEuLBE+HmQ0DOo0UDeirQVAFzdeypdDOWwYo72wMVPgH+3Fp9fCCGEaC8umYU/Pwt2K/SeBDEXu+wXZbgKgG15q5n85VXMXf9fAPoHSr3CxkhmoRBCtMCunF0cLjzMdb2vQ6/TO7fXzgT8v6tjuG7dqayNS2aDmw8A27K3cbzsOG46d/r6jq73ORorLi+DtrYVHByMXq+vk0WYk5NTJ9sQoLS0lO3bt5OYmMgDD2gBYbvdjqqqGAwGVq5cyaWXXlrnODc3N9zc3NrmRQghBNq0q3WZ2kruk3pM0gKF5kIIGwgJD3Rw64QQQoimU1XVGSzsVVEGB5aAooOJL7jsl1Vs5o3l1ej9r8EteBU6tzwOluYB0DdIpiA3RjILhRDiLKmqyp9/+zMvbn6R+Vvno6paRK++TMATP/4DKvIgqBcMu915jrkbtaLypflDuOyfG1m0re4Ku1JcvuOYTCbi4+NZtWqVy/ZVq1YxZsyYOvv7+vqSlJTErl27nF/33Xcfffr0YdeuXYwaNaq9mi6EEC7WHl9Lla2Kbj7d6JuXAUlfaQOrq/8NemNHN08IIYRosuzybCqsFRgUA903vKFtHHYbhLouWOJIurAUJlCW/FeqTk7FbvVCQce4yHEd0PJzh2QWCiHEWcouz+ZkxUkAvjj0BeFe4dw98O46mYAR5HOPfqn2w2XPOAdlGzL2kFy2HVVVqM4fh3pqevH42BCXjEFHcfknF+/FpqpSXL6dPfbYY9x6660MHz6chIQE3nnnHTIyMrjvvvsAbQpxZmYmH330ETqdjri4OJfjQ0NDcXd3r7NdCCHak2MK8qSul6D8+Ji2cfQsiBzWga0SQgghms9Rr7CHWwDGlB3a4pGXPFlnP0fShV0F7G5UF1yMrWgs3z80lLgQqf/emA7PLHzrrbeIjo7G3d2d+Ph41q1b16TjNmzYgMFgYMiQIW3bQCGEaMCevD0AeBi0oN1rO19jSfKSOpmAs42f46FUUxU5Gvpd7dz+wd4PALCWDkS1aMV1HdOLa5s5ojvrZ0/g8z+MZv3sCbK4STuaOXMmr732Gi+88AJDhgxh7dq1LFu2jB49egCQlZVFRkbdjFAhhOgsak5BnpyVDCXHwb8HTKg7sBJCCCE6O2e9wpJcbcNFjzgXj6zJkXShP1VrXK8oPDE5jpJyT6n/fgYdmlm4aNEiHnnkEd566y3Gjh3L22+/zdSpU9m/fz/duzc8EC4uLua2227jsssu4+TJk+3YYiGEOG1v3l4Aroq5Ck+jJx/s+4BnNjxDn8BP6TPURnpeNRFlwVxdsREVBbcr/+FcmSurLItteasBqM4f7zxnY9OLI/w8JJuwg8yaNYtZs2bV+9gHH3zQ6LHPPfcczz33XOs3Sgghanh/7/v8euxXXrnkFYI9gl0ec05Bdg+mb+IX2sarXgOTV/s3VAghhGih5OJT9QrLi8CnCyTc3+C+M0d0Z3xsCGl5FezJLOLvyw8668rPmzFQkjAa0KGZha+88gp3330399xzD/369eO1116jW7duLFiwoNHj7r33Xm666SYSEhLaqaVCCFHXnlwts3BgyEAejX+UaTHTsKpW9uXv47j5IHqvFHLCtvJSUAD2obdCxGDnsR8f+BibaiPKczBKlbYCpUwvFkIIcTZsdhsL9ywkMSeRzw58Vudx5xTkwjwUgPg7oWfdxZaEEEKIc0Fy/gEAelZbYNKLZ7z5FeHnQVSwpzNQCNrU5CcX75UMwwZ0WGZhdXU1O3bsYPbs2S7bJ02axMaNGxs87v333yc5OZlPPvmEl1566YzPU1VVRVVVlfPnkpKSs2+0EEKcYrVbOVCgdVIDgweiU3TMu2geE7tO52heDkHeBvLSfuCtk+v40teHQi87823VmPQm8sx5fH34awBmj/kTMZOGkZZXQVSwpwQKhRBCNNuBggOUWkoB+ObIN9w3+D5MehMApdWlrD1+ahXkgixt+vGkFzusrUIIIURLqKpKcuERAHoFx0HcdU06rnZdeThdAkrGYHV1WLAwLy8Pm81GWJjrvPKwsDCys7PrPebIkSPMnj2bdevWYTA0renz5s3j+eefb3F7hRCipuSiZMxWM95Gb6L9ogH4cvsx5izOw67q8FXK2OrzE9EGM7PDwliVuZb9311Nla2KPHMeALEBsYzpMgZFUaSDEkIIcda2ZG1xfl9QWcDK9JVcGXMlAH9e+SrV9ipiqi30qbKyethzXOrm00EtFUIIIVom6+D3VGDHoKp0m/J/zjJPZ+Ky2MkpjZWAutB1+AInSq1frKqqdbYB2Gw2brrpJp5//nliY2ObfP45c+ZQXFzs/Dp27FiL2yyEEI7FTQYED0Cn6MgqNjNncZKz83lU/xXu1QVc5taFBZe9iafBk8yyTGegMMQjhMfiH6v3eieEEEI0hyNYGOkdCcDnBz8HYHdWKhtzFwPwcGER/7NN5Q+/ucuUKyGEEOcmm5Wja+cCEGXwxthlaJMPrW+xEykB1bAOyywMDg5Gr9fXySLMycmpk20IUFpayvbt20lMTOSBBx4AwG63o6oqBoOBlStXcumldWuvuLm54ebm1jYvQghxwUrKTQJgUPAgwDWtfYCSym36lQAcjn+W0V0v4p1LF7E2YwcDw6IY1qU3vibfDmm3EEKI80u1rZrEnEQAnh/zPPf9fB97cvewP38//0lcCDobw82VdCsL4E/WG7AhU66EEEKco7a+Q0r5CXAPoGfEyGYfXnOxEykB1bgOyyw0mUzEx8ezatUql+2rVq1izJgxdfb39fUlKSmJXbt2Ob/uu+8++vTpw65duxg1alR7NV0IIUjK04KFccFxwOm0dh12Xja+h15RWWJLIGDgJBZty2D6v/fxr2/duevtbJbvLurAlgshhDif7M7dTaWtkiD3IEaGj2Rij4kAzNsyjy25PwPwUH4pD1seoAqTTLk6j7311ltER0fj7u5OfHw869ata9JxGzZswGAwMGTIkLZtoBBCtETxcfj1ZY6ajAD0DO53VqeJ8PMgoWeQBArPoEOnIT/22GO8++67/O9//+PAgQM8+uijZGRkcN999wHaFOLbbrtNa6hOR1xcnMtXaGgo7u7uxMXF4eXV+Oo3QgjRHFnFZjYm59U7VavcUk5yUTIAg0K0zEJHWvvN+tUM0aVQqnpgn/QygMv0ZFl1SwghRGtyTEEeGTESRVG4qe9NAOzK3QXAlWXlLDVfz341SqZcnccWLVrEI488wlNPPUViYiLjxo1j6tSpZGRkNHpccXExt912G5dddlk7tVQIIc7S8r9CdRnJ3gEA9PTr2cENOr912DRkgJkzZ5Kfn88LL7xAVlYWcXFxLFu2jB49egCQlZV1xg5OCCFa26JtGc4An06BeTMGMnNEd+fj+/P3o6IS4RVBsEewc/vMfu5c//PXUAX2CU9xzbh4Nibn1bvq1o60QgK9y4kO9pJBmxBCiLO2NXsrAKPCtVk2g0MG0zcgloOFh3Gz23nIbxDc/HcuzzfLlKvz2CuvvMLdd9/NPffcA8Brr73GihUrWLBgAfPmzWvwuHvvvZebbroJvV7Pd999106tFUKIZjqwFA4uxa4zkGzQgQ16+ffq6Fad1zp8gZNZs2aRlpZGVVUVO3bsYPz48c7HPvjgA9asWdPgsc899xy7du1q+0YKIS4YtRcqqS8TcE+utriJYwqy00+z0VWVQMRg/MbPAk5PT65JAR76IpGbFm5h7PzVLNomN0WEEEI0X4WlwllDd1SEFixUFIU/VmtTtO6rsBFx7UIi/D1lytV5rLq6mh07djBp0iSX7ZMmTWLjxo0NHvf++++TnJzMs88+26TnqaqqoqSkxOVLCCHaXFUpLH8CgKyRd2O2VWHQGejm262DG3Z+6/BgoRBCdCY1FypxsKlaMXgHR71Cx+ImABxcBnu/AUUHV74GOj1Qd9Utx0VXpiULIYRoqR0nd2BVrUR6R9LVp6u2cddnTNy7nC1px7lnylvgHdKxjRRtLi8vD5vNVmeRyLCwsDqLSTocOXKE2bNn8+mnn2IwNG2y2bx58/Dz83N+desmA3UhROtpsAzU6pehJBMCokjuq9XljfKNwqgzdkArLxwdOg1ZCCE6G0cmYM2AYe1i8I5g4cCQgdoGcxH8+Jj2/ZgHIXKYyzlrrrqVX17FA58lujzuCEZKxocQQojmcNQrdGQVcnIfLNX6I8+LZ0PPSzuqaaIDKIrrVAZVVetsA7DZbNx00008//zzxMbGNvn8c+bM4bHHHnP+XFJSIgFDIUSraLAMVMZm2PJfbadp/2Jz7k4AAo1RZBWbZfzUhiSzUAghaqidCVi7GHxWWRY5FTnoFT39Ak+twLXqb1CaBYE94ZI5DZ43oWcQ8T0C6kxLlpUphRBCnA1HvcKR4SOhsgQW3QpWM/S8DMb/pYNbJ9pLcHAwer2+ThZhTk5OnWxDgNLSUrZv384DDzyAwWDAYDDwwgsvsHv3bgwGA6tXr673edzc3PD19XX5EkKIlmqwDFR+AXx/P6DCkFuwxlzC4kNLAFizs4uUc2pjklkohBC11MwErF0M/sP9HwJaAXlPoyekrIGdH2kPXv0fMDZ+d8sRjHxy8V5sqiorUwohhDgrBZUFHCw4CECU5yBtQFWQDL5dYcZCskqrSM2ThbQuBCaTifj4eFatWsX06dOd21etWsU111xTZ39fX1+SkpJctr311lusXr2ar7/+mujo6DZvsxBCODRUBkr9ZS7kHwWfCJj8MkuP/Eq5rQi71QtbWR9ACyqOjw2Rfq4NSLBQCCHqEeHnUafTOVZ6jEWHFgEwa8gsrdjuDw9pD464B6LGNuncjQUjhRBCiKaY99sXqKjYzJH89MbzDDD8ADojXP8Bi/aXM2fx5rrTucR567HHHuPWW29l+PDhJCQk8M4775CRkcF9990HaFOIMzMz+eijj9DpdMTFuS7SFhoairu7e53tQgjR1uorAxWvO0rEgfe0H656HTz8+e7o9wBYS4YAWn14KefUdiRYKIQQTfSfxP9gtVsZ22WsVh/q+wegKB38usPlzzXrXPUFI4UQQoimyCo282PqUvQeEFMazOOGrwAouuzvmH3jmPPW6jrTuSTz4vw2c+ZM8vPzeeGFF8jKyiIuLo5ly5bRo0cPALKyssjIkOl6QojOp/bMK0/FwvsB76OU22HwjRA7meKqYvYUbALAUnS6PryUc2o7EiwUQogm2J+/n+Wpy1FQeCT+EW3148SPAQWmLwA3n45uohBCiAvE5mMH0XscA1XhLfPPAHxgnUSf8GtRG5jOJZkX579Zs2Yxa9aseh/74IMPGj32ueee47nnnmv9RgkhRBPUnHk1KOllvHalgnc4TJ4LwIq0FVjs1YS6RZFWHQnUrS0vWpcEC4UQoh6HCw+zO3c3fQP60iewD6/ueBWAaTHT6OsWDEuu1HZMuB+iLurAlgohhLjQHCr7DYD4Civd7WY22fozz3Yra05lV9SeziWZF0IIITq7CD8PInI2wK5T04+vfRM8A8kqNvPpvsUA3Bp3HZOnXirlnNqBBAuFEKIWi83CvavuJc+cB4BBMWBVrRh1Rh4Ycj8seRjKcyG0P1z6tw5urRBCiPNBVrG5SQuSZBaV81PaUgBmlhdyzB7Cg9aHeWHGEOdxspCWEEKIc055Pnx/Kjt61H3Q63IWbcvgySW/4tlzH6qqYC0ZIuWc2okEC4UQopZfMn4hz5yHp8ETN70bhVWFANzc72YiD/8MB5dqReSnvw1G9w5urRBCiHPdom0ZzFmcdMYFSRZty+Cp5d/j0eMkXnY7Y6p1pF7zCUt6DXYZOMlCWkIIIc4pqgpLHoKykxDSFy5/jqxiM3MWJ2EI3gmArTyWeUtOMG1AH+nX2oEEC4UQopYvD38JwG0DbmPW4FmcKD/BibITDMUD3r0cgPTBj2Ly7E1ERzZUCCFEkzPyOivHYOhMC5I49ouP+IaDwOVlZh4of5h/1AoUOkjmhRBCiHPGjg9OJ2TMWAhGD1Lz8rCrdoy+iQBYiodJDd52JMFCIYQ4JavYzKaMA2zL3oZO0XFd7+tQFIVI70gi3QLhnQlgNbPWPpDbNw1C2by6wewPIYQQba+pGXmdWWoTFyRJzStnuv5nNnnnAjpOFF/COvsAGTQJIYQ4t2XvhZ9ma99f9jeIGARAdLAXBs90dKZCVJsb1tL+UoO3Hek6ugFCCNEZLNqWwdj5q5mz6h0AenmNINwr/PQOK56E3APkqn48Vj0LFZ0z+yOr2NxBrRZCiAtXQxl559o1OTrYC53iuq2+wVDforVM9P2CUr0Ob4uJ1WXTZdAkhBDi3FZVBl/dgcVayXcxI8kfcpPzoQg/D8YMTgPAWhqHHpPU4G1HEiwUQpz3sorNbEzOa3AA6RxwYsHovwOAPQf6O/cv3LYItv8PgEcts8jDz3msI/tDCCFE+2osI+9cEuHnwbwZA9ErWsSw3gVJUtcRuOw+NnhqdXILSkahV/QyaBJCCHHuUlX48THIP8JPwZH8Tc3mgV8fwq7aAaiyVXG0fCMAf73oFtbPnnDOzR44l8k0ZCHEea0pU9QcA06D3x4UfSX26gAsZb1Jy6sgcecWxq95CBRYYL2KDfaBLsdKVocQQnQMR0ZezYBha1+T26seYqMLkmTtgS9uAlsVW326Ahb+Mv4qpvW+RAKFQgghzl2JH8OeRaDoyYi7GtJ/ZG/+XpanLmdazDTWHl9LqaWUMM8wbh92KTpFct3ak7zbQojzVlOnqDkGnCb/LQBYikaiV/R4K2Z6/zoLb6WSTbb+/NN6A4Bzuli92R9CCCHaRZMy8lrAUZ7ipoVbGDt/NYu2ZbTKeRsS4edBQs8g1/bnHISPp0NVCcd7jOYEFgyKgZsGXyx9jxBCiHOOY8ZX3qFN8OOftY0TniTX5O7c5/Wdr1NprWRJ8hIApsVMk0BhB5DMQiHEeaupReMj/Dx4bJofbydnoKo6bMUjmDt9ABG/PUGwLpNsNYAHLQ9iQw/Af34/lCBvt7rZH0IIIdpVoxl5LdDUFYrbVH4yfHQ1VORBxGC2jroNts1nYMhAPI2S0S6EEOLc4pjx5a+WsNTtKVCqIHYqXPQY+b8+7NwvqzyLN3e9ybrMdQBcGXNlRzX5gibhWSHEeaupReMB3P0OAjAocCTr/3I1M+3LCE7/EYuqZ1b1w846hXpFIT4qoG72hxBCiA5Rb0ZeC3V4PcTCNPjwKig7CaED4Nbv2JqfBMCI8BHt0wYhhBCilThuwimqjf8Y/0MXJZ9UezjZl78OOh255lwAJkdNBuCDfR9gtVvpG9iX3gG9O7LpFywJFgohzlvNmaK29vhaAK7tM5GI/C2w4ikAkgb8hd30OePxQgghzh/NudnU6grTtUBhSSYEx8Jt36N6BLAtaxsAo8JHtX0bhBBCiFbkuAn3hOELxur3Ua668UfLY6SWapNdHcHC2/vfzoCgAc7jJKuw48g0ZCHEea0pU9SKKovYnbsbgPFe3eGTmaDaYNDvGTZ9NusnV7b6FDchhBCdl+Nm05OL92JT1fa7WZSfDB9eDSXHITAGbvsBvENIK04lx5yDSWdicOjgtm2DEEII0cqig734nX4t9xp+BOAvlntJoRtRwZ7YVTsF5gIAQjxD+PPwP3PnijvRK3quiL6iI5t9QZNgoRDivBfh59HoAG/9ifXYVTuxfj0J/+5BqCyCriPgqtdBUc54vBBCiPNPW9VDbFDuYa1GYWkWBPWG25eAbwQA27K1rMLBoYNx07u1bTuEEEKIVhZRtIu/m94FFd6wXsMKNcF5E66gsgCragUgyCOIcK9wnhrxMkXlClaLdwe3/MIlwUIhxAVv7TFtCvLFJUWQdxh8usDMT8Do3viBQgghzmvtdrPo5D746Fooz4GQfnD7D+Ad6nx4a/ZWAEaGj2z7tgghhBCtqSAVFt2MXrVi7jWN+NH/Yn2It7N/zTPnARDgFoBRZ2TRtgyeXKzHrsI/lNXMmzGQmSO6d+QruCBJzUIhxAXNarey/sR6AMZn7gODB9z4GfiEd3DLhBBCXBAytlDxwVQ+1VdQED4A7vjRJVCoqqozs1CChUIIIc4plcXw+e+hIh8iBuNxw0ISeoW43IjLq9CChcGewc6FUByLjNlVeHLxXrKKzR3R+guaBAuFEBe0XTm7KK0uxd9mY2CVBWa8DV2GdnSzhBBCXAgOr4SPruEzk8r8oED+3L0Xqmegyy5Hi45SUFmAh8GDgcEDO6ihQgghRDNZq2HRLZB7EHwi4MYvwORVZzfH4ibB7sHOhVBqsqkqaXkV7dFiUYMEC4UQF7S1u94F4CJzJfrJL0P/azq4RUIIIS4Ie76EL24Eq5n9Qd0A2JabyOpjq112c0xBHho6FKPe2O7NFEIIIZrNbofvZ0HqWjB5a4FC3y717uqYhhziGUJ0sBc6xfVxvaIQFezZ1i0WtUiwUAhxXquyVfHS5pf48tCXdR9M38jaY78BML7LWBg9q51bJ4QQoiUsdgtrj6+l2lbd6ue2q3YW7F7AkuQlrXtiVYW1/weL/wB2KwyayRHv09mEr2x/BYvN4mzDr8d+BWBE+IjWbYcQQgjRVn5+BpK+Ap0BbvgIugxpcFdHsDDYI5gIPw/mzRiIXtEihnpFcS6EItqXLHAihDivfX34axYdWgRodZ9m9p2pPZC1h+OLbiQ5zBc9MGbKv0FRGj6REEKITueLg1/wj23/YGafmTw9+ulWPfeWrC28testDIqBhC4JBHsEt/ykNgssfQQSP9F+HvMglZc8ScYXCQD4mnzJKM3gs4OfcUu/W3hu03NsydqCTtFxSddLWv78QgghRFvb9CZs/I/2/TVvQq/LGt29ZrAQYOaI7oyPDSEtr4KoYE8JFHYQySwUQpwzsorNbEzOa3KBW4vNwvt733f+/PKWl1mRtgLykyn+dAZveOkBGBI6FD+PgDZpsxBCiLaTmJMIwA/JP1BuKW/Vc/+c/jMAVtXKt0e+bfkJzUXw6fVaoFDRwRX/hEkvkVKahl214+/mz+PDHwfg7d1v88TaJ/ju6HfoFT1zL5pLr4BeLW+DEEII0QYc47SiDe/Biie1jZc9A4N/77KfXbWjqq5FCR01C0M8QpzbIvw8SOgZJIHCDiTBQiHEOWHRtgzGzl/NTQu3MHb+ahZtyzjjMT8k/8DJipOEeIRwXe/rUFGZs24Or3x1LdMCTfzorRXYvS72+rZuvhBCiDZwuPAwAGarmZ9Sf2r2TaWG2Ow2fsn4xfnzV4e/wma3nf0J847Au5dByq9g9NJqN438AwBHCo8A0DugN9f0vIa+gX0ptZSyMn0lBsXAnOEvEqCOkpUghRBCdEqOcdqn772Oz0rtphcJD8BFj7nsZ7Vbmbl0JneuuNMlYJhvzgcgyCOo3doszkymIQshOr2sYjNzFic5V8ayq/Dk4r2Mjw1p8G6T1W7l3SRt8ZI7BtzBzf1upqQih1WZ63jfA0BPL99o/jJqNmO6jGmfFyKEEKLVVFgqyCg5fePoncTP+Msud+wq6BSYN2MgM0d0P6tz78rdRX5lPj5GH3Q6HVnlWWw4sYHxXcc798kqNpOaV050sFfjmQ9HVsHXd0NVMfh2hRs/h4hBzoePFh0FoJd/L/Q6PU+MeIK7VtyFQWdgeuRs5nysw65uafFrEkIIIVqbY5w2XknkNeOb6BWVL2yXcvGop4ioVeLpWOkxDhYcBCCnIocwrzCg/sxC0fEks1AI0eml5pU7A4UONlUlLa+iwWN+SvuJ42XHCXAL4Hexv0NvLmT+oe1MKK8gzKbyt8EP8NU1iyVQKIQQ56jkomRUVHyMPugVPScqD4MpCzh9U+lssvGyis18tEdb1GRC9wlc2/NaAGf9W2hitrvdDutegc9u0AKF3UbDH9e4BArBNbMQtIVMPpjyAW9d8jEfrPKuc6NMMgyFEEJ0Fql55YxV9vC28TWMio3vbWN40nIXafl1+6rjpced3x8p0vq+CkuFs4xIq9QGFq1GgoVCiE4vOtgLXa21R/SKQlSwZ73721U77+7Rsgpv7X8rntVm+PBqTLmH+LfZyM/XfM8NQ+7FoJPkaiGEOFc5piDHBccxOHAsAEb/bc7Hz3RTqT5aEPBnZ71C9+rBXN9HK1Wx7vg6TpSdaDDb3SWIZy6CRTfDL8+Daodht8HtS8C7btaEY8DU27+3c1sX9/7sTfNo9o0yIYQQoj31Kd/Gu8Z/4aZYWGmL53HLfSiKvt5x2vGy08HCo4VaVr1jCrKHwQMvo1f7NFo0iQQLhRCdXoSfB/NmDER/KpVdryjMnRHX4LSvn1J/Irk4GR+jD7/vMRk+vgZy9oF3GNy+FIJ6tmfzhRBCtIFDhYcAiA2I5Xex1wFg9NsJigVo/KZSfRxBQNyOozMWo9pMfPCzGyY1lNERo1FR+frw12fOds9OgncugUPLQG+Cq16Hq/4NBlOdmorFVcXkVOQA2jRkOJ21+PKPB+u0sbmvSQghhGgzR38h6PvbcVMsrLIN537Lw6iKscFxWn2ZhY4pyMEewSi1pi2LjiVpNUJc4Jpcc6mDzRzRnfGxIaTlVRAV7NlgW/fl7ePZjc8BcG23K/H5dCbk7AevULh9KVnGSFKT8zr96xVCCNE4R2ZhbGAs02Iu4e/bQykmB4PPXtTSYY3eVKqPIwjo5rsXAGtZX2x2A2l5FdzQ5wY2Z23mmyPfcO2kO9ApuAQM9YpCVJAHbF0IK54CWxX4dYcbPoTIYYAWBHRkJDrqD/bqrg2SIrwi8DZ518larOlMN8qEEEKcvzrdmO3wSlh0i9bf9ZlG3OQFfFRobXScllmW6fzeUa83z5wHyBTkzkiChUJcwOobuHTmwukRfh4unU/tTvNY6THu/uk+Km1mdGU9uGbVR6DLAu9wuP0HFqW5M2fxaufr/euUvgzs6td5Ol0hhBBNoqrq6WBhQCw6RcctA67nzV1vMrjfQd649PFmX9e1khcqBp9TwcLSOGcmX7DPJQS6B1NQmccbu/+PudPv4alv92FTVfSKwv9d1Y2In/4AB5dqJ+s9Gab/FzwDgYYX6nriBm36laNeYX1ZiwB/m9aPKwZFSF8lhBAXoE43Ztv7DSz+I9it0GcaXP8BEQYTEYGNH1YzszClKAWb3eaSWSg6FwkWCnGBOpsVhjuT2p3m367uzqLMv1JuK0JXGcKinIP00eWSqQZjvP47bKbuzkAhaK933nJtilen6HSFEEI02cmKk5RWl2JQDMT4xQBwZcyVvLnrTZJL9xLo3fxKOxF+Hjx8hRfvphSg2g2o5X2dmXyLtmVw4uhU3CI/YXn6d1SEeLN+9kOk5VUQa04kaNWNUHwMdEaY+AKM/hPUmE7V0NTlpBxtKrVjCrKjRm/trEUJFAohxIWp043ZdnwISx4GVIj7nXZjTG8kKTcJk95En8A+9R6mqqpLzcJKWyXHy447axZKsLDzkZqFQlygzmaF4bZSu4ZTU/Z3dpqKBb3fZv659wEyy4+ht/jwxckU+iq5pNnDuL7qGZKtoQ1ma4CsMCmEEOcaR1ZhlF8UJr0JgEjvSPzd/LGpNuf0puZy99XOOzR4NOv/OoWZI7o7+xxL6QCqsq8B4LfcT/gp5RsSjr5C0Ne/0wKFAdFwzypImOUSKMwqNpNfVlXvQl35ljTgdGZhc2v0CiGEOL91pjEbG/8DSx4CVIi/A2a8A3ojhZWF3LniTu746Q7M1vrHU0VVRc5Vj3v6afXjjxYedWYWhnjUXQBMdCzJLBTiAtVQ9kJ7F04/m7R6rdO0YwpchzFoHTpDGQAGqwcfZqfTz17GAXs3bq+eTb4S6HxNtV9vTY5OVwZkQogz6XR1gy5ANacgOyiKQt/AvmzO2szB/IMMCBrQ7PPuzdOmIE/uOdb5u605ULMUjUYxFuEWvIbXd/+dAdknGYkKw26HyXPBzdvlfC59nCkX98AN2KpCsBddxMvTB/Dv5BTAdSXkptboFUIIcf7rFGM2ux1WPgWb39J+HvOQlkV/6sZWUl4SVbYqqmxVbM/ezriu4+qcwjEFOdQzlAHBA0guTuZI0RGZhtyJSWahEBeozpC90FBa/Zky/LoGmvCI/By3sOXoDGXYLf5EnxzEr8dSGWQtY4u9LzOrnyFfCXS+ptqvtzZZYVII0RSOlWpvWriFsfNXs2hbRkc36YJ0uKBusBCgb2BfAA4UHDir8+7P3w/AgODTgUbHQA3AhIUHCouZXFaBTYEvAoLhxkVw9b/rBAodfZxqyMc94ks8Y17BGLAZ9/AlvHSLlUsGuFFaXYpe0RPtF+1ybISfBwk9gyRQKIQQF7gOH7NZKuGbu04HCie+4BIohNM32gA2nthY72kci5t09e7qvEF2tOioTEPuxCSzUIgLWFtkLzQn46axtPqGjq2wVPDy9r9g8E1CVfVUZV/NraU5PG34Ap2issI2nIcsD/DEtMF1ajzVfL17Mov4x/JDzuL0Ms1LCHEmna5u0HmmOf1HfZmFcDpYeLDgYLOfP7cilxxzDjpFR5+A0zWXHAO1Rd9+x3zDf4nVZbK51I0V3p7sD4yEPlPqfR0F5dXovJNwj/wcRbEDYKsKRe+Ww2u7XsamPAhAlO/pqdRCCCFEbTNHdGdANzhRZGFgRJf2+8xRUaCteJy+QavJe+0CGHR9nd2S8pKc3286saneUznqFXb16UqvAK1O79HCoxRVFQESLOyMJFgoxAWu9grDLdHcKcXNTasvqS5h1s+z2J27Gw+DB88Mn0fc5kVEVS4C4GPr5TxnvR0UQ4PF4B2vN6FnEFcP7iLTvIQQTXY2Nzjaw/kwLbo5/UeVrYq0kjSgbrCwX2A/QAsm2uw29Dp9k9vgyCqM8YvB01ijH6osZmbOv7nB9C4KKjbPYPpPeRkSXyazIpvCykIC3APqvg5jAZ7RX6ModqxlvajKnYxSFUnCRd+wO28H/7f9/wCcgyYhhBCiJkf/jimbR9beRaB7IMv6LGuz53F8jsgqNpOdvIeBv/0RQ3EamHzg959CzMV1jlVVlX15+5w/Jxcnk12eTbhXuMt+jmnIXb27Ohf1SitJQ0X7YBXiKTULOxsJFgohWsXZZNw4sjWeXLy3SRl+7ya9y+7c3fiafHlr3D8YvOYVSP0ZFYWXrbfwrnUKekXX5CzB1gyUCiHOf52iblAtZ1P3tbNpbv+RUpSCTbXh5+ZHqGeoy2M9fHvgYfDAbDWTXpruXCm5vuesHWDdl68NdvoH9dd2UlXY/x0snw1l2SgAg36Pfso8fD0D6ZH8Cekl6ezP38/YyLG1XocN9y5foOirsFX0wHzsTvSKgbkz4rgsLoHrl1xPnjkPcK1XKIQQQkCN/h0LXlFvoHM3k1mWSVpxGjH+9fdtLXqeU58jpg+NJHfXT7xhfB2DUkG5Rxe87vgGwvrXe3xmWSaFVYUYdAZ6+ffiYMFBNp3YxPTe0132cwYLfboS5hmGj9GHUkspADpFR4BbQKu9JtE6JFgohGgVZ5tx05yp0FuztgIwu9/tDP72Icg/CkZPlOve5e6IS7lMsgSFEG2ouTc42tr5Mi26of5jR1ohgd51MyZrTkFWatWh1ev09A7ozZ7cPRzMP1hvsLChAKsjs7B/UH/IPQTLn4CUNdpBgT3hylddsir6B/UnvSSdvXl7GRs51uV1mIJXo/fMQLW5M2f4i/Sa1N2lf/q/8f/HPSvvwabanCshCyGEEODav7uFLUfnftL52N78va0WLKz7OULFd/e7/N34KQbFznZ7LLOKHuN792giGjiHo15hn4A+XBR5UcPBwhrTkBVFoXdAb3bm7AQg0D2wWTMBRPuQYKEQolW0JOOmKRl+FZYKZw2q4Stfgopi8O2qpcR3GULEqfMIIURb6kwr1XbWadHNVV//oQAPfZFYb8ZkQ/UKHfoF9tOChQUHuSLmCpfHGgqwjusd7MwsHJC8Ab56COxW0LvB2Idh3ONgdHc5V1xQHMtTlzuPc7wOxT0VU/BqAKqzp3P5dX3r/D6Ghw9n/vj5bMvaxrjIuqtGCiGEuHA5+ne910FMgdqCITZzV/Qex0nKTeLqnlef1XlrZ9Wf/hxhw92Qz1zlS2botedbbLuIOZZ7qMLU6OcKR7AwLjiOsZFjeXvP22zK2uRSCsRit5BVngVo05ABevn3cgYLQzxkCnJnJMFCITqhc7H+VFtn3CTl7Mam2gi3WomoKIbuY+CGj8BbOhchRPvqLCUMOuO06LNRu//QASo0mDF5pmBhYysiNxRg3XU8lTxzHjpVpc+Oz7QpyH2ugMlzITC6znng9IrJjmCh43W8sPN1FEXFWhTPixNvafBvZUrUFKZETan3MSGEEBeu6GAvdIYy3Lt8DUB1wRhUcxT6yM9cVh5ujvqy6sfHhqBTVPwi38Pqk8IH1RYyy/1JK76UbyzXAcoZP1c4FjeJC44jLjgOb6M3RVVFHCw46Owns8uzsat23PRuzoVMatbrDfIIOqvXJNqWBAuF6GTaov5UewUf2yzjpqKAnb/MAWBoZRUMvwum/B0MsnqkEOLC1dmmRbdEzf4jv7yKBz5LdHnckTEZ6mMiKVcbKAWb6g/iORY5OVhwEFVVXaYq1w2wqkzQ7cG07hnwhJ4WCx6BPWHyPIid1Gib+wX2Q6foyKnIIbcilxDPEIb3tqDbn4VeMfD1TfPpExLe6DmEEEKI2iL8PLhy7DF+zSnDVhmGNfcK/jItgjePfsahwkNU26ox6Zs+Dmooq3797Ak8EL+W98tTAEg1GXnHZISA7ZhygrAVXNro5wqr3eq8MRcXFIdRZ2Rk+EhWH1vNxhMbncFCR73CSO9IZ5/sWOQEJLOws9J1dAOEOJdkFZvZmJxHVrG5zc5f34W8Jc+3aFsGY+ev5qaFWxg7fzWLtmW4PF5hqaCgssD5/C19fY6VhlttsHp8B7w9nsQKrZMZ1me6VjdKAoVCCMHMEd1ZP3sCn/9hNOtnTzjnFjepydF/xPcIQOdaitCZ2fDGhrWUW8tQbW7c8d9jdfo00LIV9IqeoqoiTlacdHnMEWDVKwqDlaN8YXqZ901/52BVLgD9QwbBrM1nDBQCeBo9nTURHdmFK9JWAHBR5FgJFAohhDhrVYYjANzcfybr/zqJe8eMwN/NH4vd4sywPxPH2G5HeiF2VUXnlgWKBQCdaqF4+Z/5rmQpALdXuTO7/8OMjhgNQGT3JNb99ZJGP1ekFKdgtprxNHgS7afdwBvTZQwAG09sdO5Xs16hQ83FvRzZhqJzkWChEE10pqBba2is/tTZOFPw0WK3cNvy25jyzRT+s25tm7++ZrHbYcPr8L9JWIuPsdtdCz4OHfbHjm2XuCC99dZbREdH4+7uTnx8POvWrWtw38WLFzNx4kRCQkLw9fUlISGBFStWtGNrxYWm1W/SdLCaAT3AmTEJ8OamVQDYzD2wq/p6b6i56d2cgxZHrduaZvYoZ++AT/je7RlG6/aD3o394dqgZUDfGaA3NrmtA4JOT0VWVdUZLJwcNbk5L1kIIYRwstgtJOZoGfa/GzCeCD8PFEUhLljrCx1TfxtTc+z64Gc7cQtdilfM63hFv06kx26+Mj3PJ3nLKNTr6WXw4eHb13DziHt4fcLrGHVG8ipPUKlkN/oc+/K0G2X9g/o76xOOidSChYk5u0jOywNqrITsfTpY6O/u78wolGBh5yTBQiGaoC0y/urjmB5VU0vqT50p+Pj14a85VHgIs9XMgr3/wK7agbZ7fU1WehI+mQGrngG7lcN9J1GhgI/RxyVlXYj2sGjRIh555BGeeuopEhMTGTduHFOnTiUjo/6A+tq1a5k4cSLLli1jx44dTJgwgauuuorExMR69xdC1FVfxmRqXjk6jzQAbBVaMLChG2qOqcgudQvzjsDXd8NbCXgc/REUHQy5GfWB7exTrMCplZCbwTHFam/eXo4UHSGlOAWTzsSEbhOa+5KFEEIIAA7kH8BsNePn5kfvgNMZeAODBwLUqVtYe3ZY7bGrMXg1pqANAOjc8ijv8RnfhhbyvY83CgrPTnwLo5sXoGXNjwwfCcDaY2sbbacjaOloF8DGgyr26iBsqpWpC99i0bYMl2nINQ0JHQJAT/+eTXtjRLuSYKEQTdDaGX8NaSib4myzRRoLPpZWl7Jg14LT2z3TMfpvd/7cFq+vSQ7+CAvGQMqvYPCAq/5N4qBrABgcOth510qI9vLKK69w9913c88999CvXz9ee+01unXrxoIFC+rd/7XXXuOJJ55gxIgR9O7dm7lz59K7d2+WLFnSzi0X4txTaa1kzbE1PLPhGR5aexuK5xFnHxgV5IneMxUAW0UU0PANNcciJwfzD0LOQfjmD/DmSNj7NaBC/2vgTxvh2rc4aTJRUFmAXtHTJ6BPs9rryCzcn7+fn1J/AmBs5Fi8Td5n8eqFEEII2HFyBwDDQoehU06HbByZhTWDhfXNfqs5djUGbMItRMvKv8MawqSycmyKwmIfrZ+6Mvo6Z9DOYVzXcQD8dvy3RtvpaIfjxpkjSGkpGq49d+hPPPndNtKKjwGu05ABnk14lg+nfOgMTorORRY4EaIJ2nPFydZcJKSx4vev7niVwqpCov2iuazrlby77z+4hS7HWtof1ebd7itqWisKMKz8G+z6RNsQFge/+x+E9GHnmscBrcMUoj1VV1ezY8cOZs+e7bJ90qRJbNy4sYGjXNntdkpLSwkMDGxwn6qqKqqqqpw/l5SUnF2DRYuciyvRn08+3Pchb+56E7P1dFb7G4lvOOsnVSs56AxlqHYDtsqujd5Q6xekZRbuy1iHuvZDFE514H2ugEvmQMQg576OeoM9/XvibnBvVpv7BPbBoBgoqCzg68PaqpUyBVkIIURLbD+pJXDEh8W7bHfcoEotTqW0upQys6He2W+LZyWgU0DnnYR7+PcA3FZYyeNFO1B1Bt7wG8fb1XtRbT58sSKOwR4ZLrUJx3cdz/yt80nMSaSkugRfk2+dNlbZqjhSqNVVdGQWOoKU1QUXYfTbgc4tD0PwKjLLMoG6wUI/Nz+Ghcn4rrOSYKEQTdDeK05G+Hm02rnrCz5mlmXyyX4tKPd4/OOMjRzLkqNLOVmVilvoMizZM9t1Rc33fnuKN1J/YF5uHlNQYOxDMOEpMLihqqqzZsfQ0KHt0h4hHPLy8rDZbISFhblsDwsLIzu78TouDv/6178oLy/nhhtuaHCfefPm8fzzz7eoraJl2mIletE8/9v7P8xWM+Fe4Vzc9WK+Pvw1u3N3k1KcQoxfjDPTYmBIHA+NH1f/DTVVhZQ1BCyfBz5wUrFQolMoCb2cbtf8DSIGU2Wr4sGVf6TcWs6l3S4lo1QrKeAYhDWHm96N3gG9OVBwgMKqQtz0blzS7ZImHSvBaSGEELXZ7DZ2ntwJwPDw4S6PBXkEEekdSWZZJvvz92Or6Fnv7LeKajvzZgzkpZ2vADCzpJQ/FxVCcB/yJ77Oqx8UYGc6oIJq4snFexkfG+Lsi7r5dCPGL4aU4hQ2Zm5kSvSUOu08WHAQq2ol0D2QCK8IoGaCjZHKk1fj2f1/GAM2Um7VGlmzZqHo/CRYKEQTtWbGX3urHXz8+5ZXqbZXMyR4OOO7jkdRFF657CVuWXYLRv+dvH7lH5ncs20HyVnFZjJOZHNi9194reoQKPBRYDBTbngbeoxx7pdZlkmuOReDzuBMvReivSmK63x+VVXrbKvP559/znPPPcf3339PaGhog/vNmTOHxx57zPlzSUkJ3bp1O/sGi2ZpqC5tzQ/Oom3lmfMoqCxAQeGHa3/Aw+DByfKTrDm+hh+O/sAj8Y+wM0cbPCV0GUFCzyDXE1irYf93sOkNyNpNLyDSvQuZRgNXKfeTmT6G9Z6xRKBN79qUtQmAPbl7nKdobr1ChwHBA5y1EcdFjsPL6HXGYyQ4LYQQoj6HCg9RZinD2+hN34C+dR4fEDSAzLJM9ubt5Yrug+qf/RbkwYCyFbzsdhIVhXuLS1HGPgyXPMnhjDLs6hbg9GJejvJTNT/zXNz1YlKKU1h7fG2dYGGltZL/7PwPoGUVOj4TuyTYlMdiLRmEwVfrZwPdA/E0tt+sNdFyUrNQiGY4H1acnL9mCb8eX4GqKmzalsCX27UaEoNCBjGj9wwAfsr4uk3bsGhbBn/7x/9R8u3lvFh5eqXKJAOk+Ie77OvIKuwf1L/Z08OEaKng4GD0en2dLMKcnJw62Ya1LVq0iLvvvpsvv/ySyy+/vNF93dzc8PX1dfkSjatdzLsl2qsubUNa87WcqxxTmXr49sDDoPWx1/TS6tUuSV6CzW5zZha6TMuqKIB1r8Drg2DxHyBrNza9B+9bJ5Nj1oJ/2e6VLr9Px+qN/QL7kRCRgEExYNQZndOdm6tmRmJTpiC316JpQgghzj3bs7UpyENDh9Zbq73mIicRfh7MuSoCt+BfUIx56BWFV6cGE7HsLpJ+ehRVUehqh5Dbl8PEF8Do3uQFNcd3HQ/Ausx12Ow25/ZqWzWPrHmELdlb8DB4MiboRpf+q+YCZV9ePxdPg3ZeySo890iwUIgLyP6Tx/k4eR4AlqKRWCsjXQYoN/a9EdCK2ZZUt03NtJPHk/H/4S6e9XidF8LdsCgKvqXdGRk2FoClyUtd9ndkkki9QtERTCYT8fHxrFq1ymX7qlWrGDNmTANHaRmFd9xxB5999hnTpk1r62ZecOor5t0Srb0SfXO09ms5Vx0uPAzgsurjxV0vxt/NnxxzDt8d/Y7Mskx0ik4rxH5iF3x3P7zSD355HkqzwDsMLn2a3D9s50Xb7ZSaewGg8zjm8vt01CicFjONdya9w5qZa1hx3Qqi/KLOqu2DQrT6hx4GD+fgqjEdHZwWQgjReTlujNWeguzgmGm1J28P3x75lvfTHsAUsoqE4WtJnHiIq9dPh8PLSXTXbrwNjbkCup1eQKSpC2oOCR2Cj8mHoqoi56rHxwpLuWvZg2zI3IBRcaMg+Vae/KKozucXR4LNwPAePDTsIeB0XynOHTINWYgLhF2189zmp9EZSrFVhlF1Ugtg1Ew7jw2IpadfT5KLk/kl/Rem957e7Of54uAXHC06yl9H/hWj7nR6OzYrbH2H4F9e4hJDOTPDIijS67Gbu5CZeQ+/H25j68kNLE1ZygNDH0Cn6LDYLGw6oU0Vk3qFoqM89thj3HrrrQwfPpyEhATeeecdMjIyuO+++wBtCnFmZiYfffQRoAUKb7vtNl5//XVGjx7tzEr08PDAz8+vw17H+aItpgy3d11aB5n+fJojWBgbEOvcZtQbuSL6Cj47+Bmv7nwVgL7uoXh9eA0c33b64PBBMHoWxM0AgxvhwLwZdp5engaA3v0Yz00f4HxPnas3nsoI9HNr2f/L2IBYXhz7ImGeYU2aYtWei6YJIYTo3GrWrw3zdWNHzqlgYVj9wcL+Qf3RKTpyKnJ4ZuMzzu2HC7di3PWNVru360h2hQdD/l6GhMfXOUdTymsZdAYu6nIRy9OWszRlKR/t/I0VGUvQuZ1EtRsoOXYr1opooPHPLzf3u5nhYcPp4dvjrN8j0TEkWCjEBeLdpHc5ULQD1W6kMvMmUE2A6wBFURSmxUzj34n/5seUH5sdLNx5cicvb3kZgJHhI5kUNUl7IHUtLP8r5OxHDzzpH02yyYbd6k3F8TvQ48ZVsQl8nvIKWeVZ7Di5gxHhI3h377tklmUS6B7IyPCRDT+xEG1o5syZ5Ofn88ILL5CVlUVcXBzLli2jRw/tQ09WVhYZGafvpr799ttYrVbuv/9+7r//fuf222+/nQ8++KC9m3/eaSwrqyUBto6oS9tWr6Wzq29hD8c05JqZhaBNRf7s4GcUVxUDEJ99GAqKQGeA/tfCqHuh6wioVUN05ojujIy5iWuXvgPGUi4Z4AZotRFPVpxEp+jOukZhfa7tdW2T9+2o4LQQQojOpXb92kev8KG4qhgPgwf9gvrVe4yn0ZMYvxiOFh3FpDPygD6Mz81pZBkMbPMLYfz4Z7AOmsmeRRcBDSdcNGVBzXFdx7E8bTmLDi0CQOcGqt2E+fjN2Cp6uezb2OeXPoF9zvheiM5HgoVCXAB25ezizV1vAnB11/tZdDgcqH+AMjV6Kv9O/Ddbs7eSU5FDqGfdRRnqG+hZbBZe2PSCc5+lKUuZ5N8XVj0D+77VNnoEsifhDyxP1Tqcqqzp6Gx+zJ0RR1RgAJOiJvHNkW/4IfkHAt0DeWfPOwD8dcRf8TZ5t8VbI0STzJo1i1mzZtX7WO0A4Jo1a9q+QRewtszKas2V6JviQswwq29hj+viu3C06ChQI7PQXAT7FtNv50f0Vqo5YtJucMXrfeGyh2DILeDTeN3Q6KAAYgNjOVhwkKS8JMK9wp1ZhTF+MR1aaP1cXjRNCCFEy9U3u+CNjSsxhWsBPpcZWrU8OngWK7b/m7uP7iSmMpnjQYF86evN2uEzGT/sVg7l78NsNeNj9KGnf8+zbuO4yHF4Gbwpt5ZhM3fFUhyPpXgw2Ov2n+f755cLkQQLhbgAfH7wc+yqnanRU3l53F08OLKywQFKV5+uDAkZwq7cXSxPXc7tA253ebyhFRz/t/d/JBcn4230psxSxrpjayjetAg/SyUoOhh+FxlDH+Tx9fejYueyrlOZedHdLm24uufVfHPkG1amrSSlOAWr3cr4ruOZGj21vd4qIUQT1HfDoL20NCurI9te24WWYdbQtOse4aVY7BY8DZ5EZh2AFc/CwR/BWokCXOPnxz8DtWDh0DtXg2dIk58zLjjOGSyc2GNinSnIHam9g9NCCCE6jzqzC3Rm9H5arXaXhbxqsllh16eMXf0y48tPatt6XMT4+Ov5MvFfrM3eiqqq7MrZBcCg0EHolLNfpmJFUgm5h2Zhx4Za7dr3KmhJ/Xa14bqH4twmwUIhLgCODmN6r+koinLGAcq0mGnsyt3Fjyk/ugQLGxroxXSpcGYB/i30Iv6XtoxDRh0r3fVcHzkOpsxj0TE/nvni75iCMrBbfRjidTsJPYNcnndo6FAivSPJLMtkT+4ePA2ePD3qaZRa08uEEB2noRsG7elss7Laou0tDT5eSBlm9U+7trP74HIAepvL0H12/ekHQ/rC0Fu4qs8UPvl1Fn0D+xLYjEAhwKDgQXx9+GuScrXi7HvzTwULg08HCztTAFkIIcSFoebsAp3bCTy6forOlI9BMTI4cJzrzqoKh3+Cn5+D3IPogQx7CPNtN3PxgLu4un8obnveIKs8i+SiZOfYb2jI2dd8Pz3uC6zzmCM42NTPLw31s9L/dm4dvhryW2+9RXR0NO7u7sTHx7Nu3boG9128eDETJ04kJCQEX19fEhISWLFiRTu2Vohzz8nyk5woP4FO0TV5FapJUZPQK3oOFBxgcdJO52rJ9Q/0bMzf+jLV9mrGWmDq+neYVqrVlloaPRxuX0KWRy+eWr4UY6D2/7syazovfp/uPK+Doihc1fMq588PD3uYCO+Is33pQohW1tANg9r/l9uDY6W95mQUtnbbW2sl4+a+ltpKqks4Xnq82cdlFZvZmJzXbr+/mqtO91KO86jha34x/YWq/f8GINZcDh6BMPKP8IdfYdZmGPMggUG9WXndSv5z6X+a/ZyOVSP35e/DareyL09bCTkuSNsuq1ELIYToCI7ZBSa/nXhGvYXOlI+9OoDilHu58c0UrT9SVUj+Fd69HD7/PeQepFD15gXLrVxe/U+W2Uby5Lf7KCqHEeEjAFibuZbEnESgZQtE1jfuA/jbtH6snz2BmSO6N+nzS0P9rPS/nV+HBgsXLVrEI488wlNPPUViYiLjxo1j6tSpLoXia1q7di0TJ05k2bJl7NixgwkTJnDVVVeRmJjYzi2/sLT3YEK0rsRc7f9HbEAsXkavJh0T6B5ItJfWucxe8aHzAl5zoAeg6EuJ7P46h0t24W6383R2JopXCFNHPIaCws7SVE6UZ3EgOxe3iEUoioqlaBi2sv7OIri1Te81HR+TDwkRCczsM7Plb4AQotU0tiBHRztTX9VabT9ceJj7Vt3H2vTEThM4ffTXR7n6u6s5Vnqsycd0xIf0iOoMvh+4gZ9Mf+Vntyd42LCYnroTHHZzB6D3oFvh8UNwxf9B5DCXRUvONsM8xi8GT4MnZquZDZkbKKoqwqAz0CewT6cKfgvRGiQJQ4hzy6UDPPCM/AZFZ8Va1pfy1AexV3bFrsK3335F1XtXwMfXQuZ2MHhwfMC9XFz1Kv+zTaUaraah47PM+K7jAVh8ZDEnK06iV/TOG2Zno/a4D7SMwisGRbT4Ru3uY4XS/54DOjRY+Morr3D33Xdzzz330K9fP1577TW6devGggUL6t3/tdde44knnmDEiBH07t2buXPn0rt3b5YsWdLgc1RVVVFSUuLyJZpOIv7nPkca+pCQIU0+JqvYzN7D2gpXRr9d2FU7Ty7Wpm7NmzEQvQLxnr/QPeZlSrxO4mG387fcUr6snM43Fy0l/KLHnHe3lqUuY9mJ/6IzFWCv9qfy5NVAw0Vwu3h34bcbfmPB5QvQ6/QSrBaiE2nog2NHF7RuSl/VWm1ffGQxG05s4PWd/+oUgdMKSwXbT27HYrewJ3dPk45ptyCZqkLWblj9Mrw5Ct4cycDDb9JXdwy7zkhl9ESY/g6Hg7Sp4LF9rwWDqVWboNfpnVOOPz/0ufY8AbGY9KZOHfwWorkkCUOIzquh8czu3N3YVBtdPKMwH7sN7B4k6PbxhelFvjC9gNvxjaA3waj74OHd6Cc9T5nimvzh+CwzLlKbupxekg5A38C+LVrIy5H5qD91s+5s6hI21M9uSyuU/vcc0GE1C6urq9mxYwezZ8922T5p0iQ2btzYpHPY7XZKS0sJDKw7j95h3rx5PP/88y1q64WqocHE+NgQqSlwDnHWrGhGGnpqXjmWkv64hbmhMxWg90zBVtGLtNxyZvruJzh6Ln82FWNVFHpUW0nIGsCzFddRiC/6H1IY078H02KmsTV7K//b+z9Kq0sBheqsmWB3P2NnY9Rrd8o6Q200IcRpnWlBjhNlJ/h4/8dM7HodcxYfOmNf1VptzzPnAXC4ZDd6t0uxVZ1ekbcjAqcHCw5iV+0ApBanNumYxoJkLf5d2iyQsQkOLYcDS6G4RqBCZ4SeE6Df1ej6TsPdM5CS6hKydr0EQO+A3i177gYMDB7ItuxtbMjcAJyegnwhrkYtzl81kzBAS7JYsWIFCxYsYN68eXX2f+2111x+njt3Lt9//z1Llixh6NCzn7oohHDV2HhmT552k29IyBC66RO5T7+E4brDAFSreiyDb8br0ifAvxsAEdDIZ5muxPjFkFKcop0zdEiL297SusoN9bMjogKk/z0HdFiwMC8vD5vNRlhYmMv2sLAwsrOzm3SOf/3rX5SXl3PDDTc0uM+cOXN47LHHnD+XlJTQrVu3s2v0BaZNBxOiXVRYKjhYcBBoXrAwOtgLHSYsJUMwBWzB5L+Ny6ryGb5iLvbcvbweGYFVMTJWF8K21FtZaA91Huv4G7m8x+W8vPnlU4FCuDPuDm689u4mdzYSrBaic+osC3Is2L2A745+x6q037Ard4Pq7nysob6qNdqeb853fj8+/ghrN4V3aOB0f/5+5/dpJWlNOuZMQbJmFxyvKICjv8CRFXBkJVQWn37M4EFl1ASOhU7AZ/DVVLhV8MqOV7inbCBDPAM5UngEgAivCHxNvk1qf3MNDB7o8rNjWlZnCn4L0RLtlYRRVVVFVVWV82eZsXX+6WwLTnS29jTXmcYzSTlasHD04eVMN2r9YZVqZJF9Av4T/8LV40fWOWdjn2XGdx3fqsFC4IwLY57p2Pr62cHdAqT/PQd0+GrItWvQqKrapLo0n3/+Oc899xzff/89oaGhDe7n5uaGm5tbi9t5IZI77h3HYrOQlJfEkNAhLVrufm/eXmyqjTDPsGYtFOK4sD+/LA0CtuDhs4uXi5ZizFX5xSeAVJMRH6MXf560iEn7t7oc6/gb8TV5cHG3i1mVvoo+AX14YMgDmPSmJncCEqwWovNqyQfH1mBX7azPXA/ASfMxPLp8hfn4LcDpqTIN9VUtbXt+5elg4YGyX1n5+OPkFCtnHXxMK07jzV1vcs/Ae+gT2KfZx+/L3+dyrqZoLEjWpIxuux2y98DRn+HIKji+FU5lNwLgGQSxU6DPFXxd3Jsnvj+KfS/oft1B/IglHCzdwN68vXx99dccLtQyKGIDYpv92puqds2m/kH9nd+3VvD7XB/QinNbeyVhyIyt81trzOhpzWthW8wwau9rdUPjmWMnsgnZ8y37Tm4HRWFgbhqYfCgbdBsHe9zKxO5Rjbavoc8y47uO54N9HwAtWwm5NTXUz3aWm8+iYR0WLAwODkav19fpwHJycup0dLUtWrSIu+++m6+++orLL7+8LZt5QTvf7rifSx/kF+xewMKkhTw87GHuGXjPWZ/HsRJWs+8sleUys/wzrvNYyMwqA4fdTPwYEMKNA+7gvfLdUHCA3/e9iV7BIY3+jTwa/yghHiHc2v9WTPrm1aGSYLUQoiGHCg6RZ87DTe+mTcH12Ydb0Dqq8se3eV/lyCz0MnpRbilnR/5qbujT8OD6TD7Y9wE/pf3E0aKjfHXVVxh0zftoVjNYmF6Sjl21N+kmU30f0hvNgNCVQMoaSF4Nyb9Aea7rCUP7Q+9J0OcK6DocTtWcfeKj1c7zqbpyDpRsRlG0oOtT658iwku7kdWWwcJwr3BCPULJMefgrnenp39Pl8dbGkCWkhmis2jrJAyZsXX+ao0ZPa15LWxue2qP8+ob93XEtbr2eCZGOcEdhpUMX7yBI0o15sgIvOwq0Rc9ASP/iLeHP8Nb8HxDQ4cyscdE/Nz8CPNqPKbSnhrqZzv65rNoXIcFC00mE/Hx8axatYrp06c7t69atYprrrmmweM+//xz7rrrLj7//HOmTZvWHk29oJ0vEf9z7YP8yvSVACw6tIg7B9yJXqc/q/Psyt0FNGMKcnYSbPkv7PkKbFUYgBne3ZjvBou7D6Rnv8tJWvkFbno3bu53M9D430g3n27MGTXnrNp+vgWrhRCtZ8MJrfZcQkQC47qO48XNL+Ie+hOzL53IlF5j2+w6UW2rpqRam3Z3S79beHvP23xx6Auuj73+rFfr3Z27G4CjRUdZfGRxswKP5ZZyZzahTtFRaaskuzybLt5dmnR87Q/pNTMgPKlkpO4AY3X78P3geSg86HqwyRuiL4Zel0Lvyc56SjXVzqgw+CaiKDZC3LtQailg44mNGHVajdoz1Sts6Q2/uOA4Vh9bTb+gfs0OyJ6pXVIyQ3S09krCkBlb56+Wzuhp7Wthc9pTe5w3fWgk3yZmuoz7xseGdMi1OsLPg/nT+7Py+0+5VbeCi/WnFiKzwJ4uvYEq4iJGor/4iVZ5PoPOwCuXvNIq5xKiQ6chP/bYY9x6660MHz6chIQE3nnnHTIyMrjvvvsA7e5VZmYmH330EaAFCm+77TZef/11Ro8e7ewQPTw88PPz67DXcb471yP+rdV5qarKd0e/o19QP/oG9m2j1mqZIY5VrLLLs9l4YiPjuo5r9nnsqt05CG00s9BmgQNLYOtCyKhR1yZyOCTM4sqYi3nlm8kcKjrCi5tfBGB6r+kEeQQ5d22rv5HzJVgthGhd646vA2Bs5Fiuj72e3bm7+SH5BxZnvM6d8Wc34yC1OJXXd77OQ8MeIsYvpt59CioLAO3D+K39b+XDfR9ypPAIiTmJDAsb1uznLKku4WjRUefPbyS+wdDAS8gt0TUpKHYg/wAqKmGeYXgZvUgpTiGtOK3JwUIXFjN9KnbyZ8OXjNbtZ7CSjFGxaY8VntonYjBlXceT5j+KoH7jiQhs/LOXa0aFitF/OwAzY28hyMuD5zc9j8VuARrPLGyNG37ju45n9bHVztUiW4uUzBCdgSRhiJZq6Yye1r4WNrU99Y3zvtmZ6XzcMe57/cYh7X+tLj0JiR9xw44P+Z3xGJWKgqoqKH2mwqh7ScpaDUe/ZWDo4LZ5fiFaqEODhTNnziQ/P58XXniBrKws4uLiWLZsGT169AAgKyuLjIzTq+i9/fbbWK1W7r//fu6//37n9ttvv50PPvigvZsvzhENdV4/7sli2qCIRjuImpkM2/N+5pmNzxDlG8WS6UvarL2OOlwOi48sPqtgYXJRMqXVpXgYPOgTUE8drKJjsPND2PkRlJ3UtukM0O8qGD0LumkFdf2Ay7pfxvK05aSXpKNX9NwRd0ez23O2zvVgtRCiZWpnlJVUlzhvhFwUeRGKojB75Gx+TPmRtJI0MssyifSObPbz/G/v//gl4xd8TD68OPbFevdxTEEOdA/Ez82PK2KuYPGRxXxx6IuzChYm5SYBEOkdibveneTiZK765FkqT17ZpKCYYwrygKABKIpCSnEKqSWpjIkcc+YnryqDY1sgfQOkbYDMHQTZLTxQ45NhhhqKpfs4eo68AmIuYdH+itNBu6Xrz9i+mhniqlsmevds9IqR3/e/Gl+TL5tObGJl+kqMOiM9fHvUe47WuuE3o/cMBgQPoJd/ryYf0xRSMkN0FpKEIVqipTN6Wvta2NT21DfOq82mqnDqZlObX6vtNm3Br50fwuGfwG4F4MWwcJZ4uvP+Rf9gYM/JACQlvQ7UXYSrpc6l0luic+vwBU5mzZrFrFmz6n2sdgBwzZo1bd8gcd6pr/MCeOnHA8xddqDBwY5rJoOdHoMWANpqk9nl2YR7hbdJex0ZM1f3vJofkn9gzbE15JnzCPYIbtZ5HPUKBwUPOj3lymbRVqrc+ZH2r6MgvVcoDL8T4u8A37oZKTNiZ7A8bTkAU6OnntVAXAghmqu+jLLA0EPYVBtRvlF09ekKgI/Jh7jgOHbn7mZL1hZm9J7R7Ofam7cXcK0BWJtjcZMgdy2zenqv6Sw+spjNJzY3+/ng9BTkoaFDGRM+iSc3PoQhYCNK4Sjs1SFnDIo5VkIeEDyACksFoGVI1qs0WwsOZmyG9I1sLzzE80H+PFxYxOUVZm0fnwiIGsebbgY2W8r565iXiQvTphdrQbstzQ7aOTLE526Zy5osmNTjcvzctEDEs2OepdpWTf/g/g1ODW6tbBVFUdpkVoCUzBCdhSRh1NWWQZPzMSDTkhk9bXEtbEp7HOM8VVeKzuMY9spIVKtrsFuvKMRHtfHqu/nJsOsz2P05lJzObKTrCKzxd7J8/3+ospbz37QfeLPnZMqqy0guSgZgUMig1mkD517pLdG5dXiwUIi2VrvzqqmhwU7tTAad937yqo85H9+WvY2rel7V6m2tsFSwLXsbAHfF3UVacRp78vbwQ/IP3BV3V7POtStnF3BqCnLuYdj1qdaJleec3il6PAy/C/pMA0PDC5CMDB9JL/9eZJRkNLsdQghxNhrKKJsxWatXeFHkRS77j4oYxe7c3WzO2tzsYGGFpYKU4hRAy8o2W814GOoOIByZhY6bN446e4VVhZRVl+Ft8q7zGhobTDqChYNDBhOkG4i1tC8Gn4O4hS6j8vjtZwyKOYKF/YP6k2fOA7QbWtiscHIvHN+GOWUTyvGtuJcdczn2s9Bg0kxGngoLo0/s3XSLnQaBMaxMX8V/f3scgJe2/YX3p7yPh8GjRUG7QG8dO/J/AeDaXtc6t/uafPnPZf9p9NhzIXNPSmaIzkKSME5ry6DJ+RyQacmMnra4Fp6pPY5x3vPb70fvmQaAuxJMWVE3KvMuRWcJdQYFZ47oTlREGWvTt3Nj/+l0DfBpWePMhbDvO9j9BRyrcdPQIwAG3whDb4Ww/hzITaJ8TzkAa4+v5UjhEQoqC1BR6eLVpdkJIQ2RGrqitUmwULSaznyHzdF5/bgni5d+PODyWH2DHddBkYopaA0AnnpvKmxlbRYs3Ja9jWp7NV28uhDjF8N1sdexJ28Pi48s5s4BdzargP72LK02VNy2z+H7p04/4BWidWDDboPgxgvKO+gUHR9M+YAyS1m7ZBV25r8lIUT7qD84ZWdzllZbtXawcHTEaN7Z8w5bs7Y2ugLokuQlRPlGMTDk9LSfAwUHtFWV0eq9Hiw4WO/CUI6AnKNmq5fRi0D3QAoqCzhWeox+Qf2c+55pMGlX7ezJ1QqdDw4ZjL/Bi+rcaei9D2H0OUCVsQCdNajBoFhpdakWGAT6mwI5lrlLe99ObIf53eBUpqHjCmpXFUp8e+PfZxyW7qPYlPQKWCuowM7sgi18EPAn8sqzeW7Tc4B23d+Xv48n1z3Jvy75V4uCdr9m/EppdSnhXuGMihh1xv1rOlcy96RkhhCdR1sGTc73gEyVrQqTznTWi3a19rXQYrNQbinH392/wX1GxtrQ709DQUFRdFSqeRj88hgf48P8cf90ac/ru18iKS8JL68yZgXUH1hvvEFmCnf/iH33IgJPrEGxVWvbFR30vAyG3AR9p4Hh9EJAW7O3upzi/b3vE+Ov1Uau+VmkpaSGrmhtuo5ugDg/LNqWwdj5q7lp4RbGzl/Nom0ZZz6onUX4eTBtUAS6Wn1ffYMdx6AIQO95FL3HcVS7kfsHa9kWjuw/h6xiMxuT88gqNp91+7KKzXy1X1sFeVzXcSiKwpSoKXgaPEkvSefDxNVnPr+lEvZ/z9b/XkmWOQuDqjIiax92RQ+xU2Dmp/DYAZj0YpMDhQ5+bn7tEig8F/6WhBBtr+Z12MHgfpKi6jzc9e4MDx/u8tjgkMG4693Jr8x3WTSkpp0nd/Lk+id5+NeHncFBOD0F2WFfXv1TkWtPQwacU6GPlx13bmtoMFnzGp5clEyZpQwPgwe9A3oT4efB3CsvxV6u1dRz899ef1CsogCO/sLBX58DoItNJfDNBKJ+ehqAHMVGhdWM3c2XtfaBvGadwW3Vf2Vw1ULi854na9zL7A7tSZm1Al+TLz5GH/bk7WHBrgXMXjeb0upSBgUP4t1J72LUGfk542de2f4KB4o3kTDqZ7x7v4x7l8/QKzQ5aPdd8neAVl5Dr9Ofcf/aZo7ozvrZE/j8D6NZP3vCeZPBI4RoG40FTTrzuTvauuPrGPHJCD47+NlZnyO9JJ3lqctd+tiWeHbjs1z61aUcKjjU4D4/pvwIaDcRN924kRfGvABAalkS4b7uzv1Kq0ud/f3CPQsbPafL2M5aDUdWwbf3Yfl7TwKW3k3QsZUotmqKfGLh8ufh0f1wy9cQN8MlUAing4VXxlwJwPLU5fyc/jPQuvUK6/vc1Nky8cW5RYKFol7NCX41ZVDUWTgyFPSn7pY1lKFQcz9T8K8AjAyewnV9p6JX9BwvO05WWRbQOsEt7Ry/8GvGWm1DhVZXydPoSay3trjJ/PUf1n9+mwWO/Azf/gn+2Ru+vI2Ucq1eYWylwivVNzO68g2ypn0A/a4EvbHZ7Wsv59LfkhAXsmOlx5ylDs7WmfqZ+q7X00YVAzAifARuetcP4ya9ybnIyJasLfWec8MJbQpzrjmXgwUHndsdwUEfkzYlaW/+3roHc3oacs3V4Lv5aDX9jpWenubblMGkYwrywOCBznp9M0d059kJdwIQ3jWJ6/q5Q/KvsO4V+PI2eG0Q/CMaPpnBvn2LABhQaQZFj1/IAAIV7fqedtOnbL5+B7dVz+E16+9Yax9MKZ7ONjgW0hrXdRzPJDwDwMKkhezM2YmX0Yv54+czInwEL4zVBlwf7v+Qh399mD3FP6MYSjH67WHerTQ5aOcYnF3e/exWqgbt7yGhZ5BkRwghzqgtgybnc0DmmyPfoKKyMm3lWZ/jmQ3P8MTaJ/j84Od1HmtucoXFbuHnjJ+x2C2sSFtR7z6qqrI0ZSkAV/W8Ck+jJ1fGXIm73p3CqkKXOr6JOYmoaJ2zVbXytw1/w2K31Dnnom0ZTJi/goXv/ZcN/7yB6vkx8OnvYPfnGK3lZKpB/Nd6JVOq5ms34QbeC74R9b8Gm8VZR/7OuDsZFT4Kq2p11kduzXqFTR3nCtFUMg1Z1NHcOhznWspzU+tpzBzRnZDgbB5em4Je0fPyhAfxMnoxIGgAe/L2sO3kNkbYJrZ4KoIjQIYxF52pCNVu4P2fDdwdr3Wkm3b1wiNqBQafPVSdnKadv6c/EQXbYP/3cGAJmAuc56vyjOBT9yCghMTSKWyxXQLQaX8fNZ1rf0tCXKge/OVBUktS+fLKL+kTWM9q62fQ1H7Gcb3ecyKT9KpNLE7WBjBjI8fWe95REaPYeGIjm7M2c0v/W+o8XjOIuCFzA/2D+gOng4PX9rqWj/d/3LzMQu9TmYWlpzMLmzJl1xFsHRwyGFRVW4Akew/Tc/bxJnryK3PZ8OZALjZX1m1IYE/2BfqArYD+cTfD6L+CyYuo5bdTkLOTVD0MC/JpsA3/2qcFC8d2GcuU6Cmsy1zHD8k/APD06KedAdArY64kszSTN3a9QaBbGOMjL0Gnt7D4yGLe2/9vro69DHeDe53m1VRUWURxlRbkbWjFYyGEaE1tWb6gNc/dmcruWGwWNp3YBGilOax2a4MLTzXErto5UKCVe3pz15tcEX0FAe4BwNnVeTxccBiz9dR46MQmHhr2UJ19duXuIrMsE0+DJ5d0uwQAo97I4JDBbMnewvaT251Tfref1Eo0Xdz1Ynbl7uJAwQHe3/s+fxz0RwCyc/M4vu0HPDZ9xVZTIr7KqaCmFWyeIeR0m8L9e3qSqPZCdeZcNT5O2Zu/F7PVTIBbAL38e3FX3F1sydY+ixgUA/0C+9V73NmSGrqiNUmwULg4mzoc50Lx8dqaWk9jdaY2eLoy5koivLU7RiPCR7Anbw9bs7YSzJgWB7ccATKjt5blYquIwWY3kpZXgYqK1dwNm7kbeo9j9An8lrsKKwj+75+guuj0SbxCoP+1EHcd2d59Sf3hchTAWhYLdP7fh8O5+LckxIWmuKqY5GJtBb9V6auaHSxsTj9Taa1k7vYnWJu51jmlyU3vxqXdLq333KMjRgPagKD2QKesusxluvH6zPX8YdAfKK4qdmYF3hB7Ax/v/5i0kjRKq0udmYYOtRc4gfozCxsdTNptkJ/M7uNawG7I3h/hl/84F58yAVcF+vORny/f+HhzsXs4RAyBLkNO/+sRwP7F06C0gP69poDJC4Bov2h25uwkrSSNaTH1t0FvLOVQ4SEUFGfQdc7IOZRbyunp39M5TcrBv3oq5YcDKLV58uluhReu7U2Y5wZOlJ/gw30fcu/ge+v9XTikl6YDEOoZiqdRruVCiPbRlkGT1jh3Z1skZWfOTiqsWva72WompTiF2IDYZp3jRNkJZ3CvtLqUNxLf4G8JfzvrOo87c3Y6v9+Xv4+iyqI6tQuXJC8B4PIel7ssTBYfFu8MFt7Q5wYAdmTvAGBy1GQmR03myfVPsmDXAji6m15Zh4nPTWQ4FjhVLSNH9We5bQTLbKN55ObbiAr1Ydee1dQc+p1pnLI1S5uCPDx8ODpFR0KXBPoF9uNAwQF6B/Q+4w23syE1dEVrkWChcHE2mV3nSvHx4qpijhYdxU3vhklvws/kR5hXWIP7q6rqnLJ2Zc/Tg6cR4SN4b+97bD+5nfsHtjy45QiQGby1uhnWsj7OcyiVRUzXryeouJRFHlDlv4fppZkYqwHPYOh3FfS/BqLGgV7775ydtQVFV41q9cZeFd6hv4/m3jE9V/6WhLiQHS487Pz+12O/8sDQB5p1fHP6mXWZ61hzfA0AcUFxTI6azJToKYR7hdd77r6BffFz86O4qpi9eXu11eBP2ZmzE5tqcz6+O3c3pdWlzizCbj7diPKLootXF06Un+BA/gFGRox0OX/tBU6gRs3CGpmFoA0mL47yIO/oTrpZkvHLXgELk+DkfortVaT10I4blLYV7HatOHpwLIQP4rqgbnyU/hW/eXuzfMSXDOnS3eW9Ka4qJqNUK0kRZIxxbo/yjQIgrTgNgN/FR3KCZbjZw5nedzIRfh58e+RbAAYEDSDQPRAAb5M3fx02j9S8crKKzc7nOj3A04KRdhWe/e4oL97yIPO2P83CpHfpahzPsMioBq/TGSVaOyWrUAjR3toyaNKSc3fGRVLWHV/n8vO+vH3NDhamFKcAWkmP0upSvjr8Fb+L/R2FRSFnlVzhmL4LoKKyOXszU6KmOLdV26qd05NrLzwZHxYPwI6TO1BVFbPVzP78/dpjdhMRGdtYWq1no8nKf0rXgjfgHYG/VUVnc8dsDaSkuhuVJ69EjxtRoT6nxynfbcWmKuhVjzOOUxx17keGa58nFEXhwaEP8tDqh7gi+orG3k4hOpwEC4WL+jK7TL57SCzOZbR6e4MrY3X2lGe7aufW5be61K0AeGnsS1zT65p6jzlceJg8cx4eBg+GhQ5zbh8aOhSDYiCzLBO7vuCMwa0zBcwi/Dx44dpY5u9PA6BLRSCvDdlBxLdvQfpGXjXasJhhtbULuQYDH0Zdzj0XPww9xkI9heIdAc6J0eO54ZIxHfb7ONs7pp39b0mIC13NYOHhwsMcLz3uDJg1RXMyiDee0FY+vqnvTcwZNYesYjMp2eWoweZ6rw06RcfI8JGsSl/FlqwtLsHCzVmbAa1u3o6TO0grSWNL1hZnvxAXFAfAgOABnCg/wd78vS7BQovNQkl1CeA6DdmRWZhVfgLLvu8x5h6A7CQ4uZfwwjTqC2vu9vEDIErnif8V/4LwQRDaH0zaexADdP1yH8fN+3l46UKsBRNcrqH/2bAKAHt1EFNf2eF8LNovGsD5mj7e/zH/2/8mekXPqKhuRPjFsy5TGxBe1PX0atINXa8bCuxGuY2lq0d/jpv38/jPc6nO+n2D13jHis0NBQs70zQ8IYRoDy0pu9NW10xH39DNpxvHSo+xL38f03tPb9Y5HIuLXdRF61+Wpy1n/tb5zEtYgE5RsWMB1QgoZ0yuUFWVnSe1zMK4oDj25u9l04lNLsHCdZnrKKkuIdQjlBFhI1yOHxii1QPOqcjheE4Sx44sw6pa6WKz0+VTLdPwHzod//X3ZavJj3STniq9lSKDAoYqcMvC6JWFvbIrL152t/O9njLIj38ffQ2T4sl7Ez8nJiiIhlTbqtmVuws4HSwErV7w1pu3YuzEdeSFAAkWilpqZ3YZvQ/iFvkZC5Lgom7DGi3C2plTnvfk7iG1OBWDzkCIRwjllnJKqkt4a9dbXBFzBUZd3Yu1owD8iPARmPQm53ZPoycDggewO3c327K3MXPEtQ0Gt5oUMLOY6WP4BUVnI9gGq5UXUQ7UeDy0P1VRE7lEreKrvGX8Emzi7qhxDQZuN2SeChZGXUxCTMMdWFtq6R3Tzvy3JMSFrvbqgb8e+5Vb+9/a5OObmkGsqiobM7Vg4djIsU2+ATEqfJQWLMze4jJF1lGvcHTEaDwMHqSVpLE+cz2FlYWAFiQELeNuVfqqOnULHfUKDYoe37yjcHIfnNxLcPYe3HQqVdjJ/vZOulltrg3y6QLhcRAWp/0bPohd6ctg77sMjp4Iw++q8xqyis0kp/THLWI/Rv/tVOdf7LyGAnyyexXGQLCW93K5vkb5RQHaapSpxam8sesNAGyqjSd+e4IvrvyCzSe0oOlFkRc5n6uh63VDgV0vNz1H9l+Ge9QBjH67qC5M4MnFSr3XeGdmoU/dYGFnm4YnhBCtrb7g3tmW3Wmra+bx0uOkFGs12u+Ku4vnNz3vUrajqZKLtBIlMf4xXNvrWtYcX8POnJ3MXD4Nv34lWNVqrBVRVGfcd8aMvOOlx8mvzMeoM/KHQX/g4V8fZuOJjaiq6hwDfX3wewAujpyEvmYChbUKj2PbiDP4sas6nx0fT+GYwQABfsRXmMHkQ374WOYl92DNiSHkod3AU/RlKIYSFH05Rr/dGP23M27ISZf3eHXGakqqi4FilqZ/ykNBdesoOuzO3U2VrYpgj2DnzTwHCRSKc4EEC0Udjsyu7ceTmbd7LqWnFolanbG6ySs2dVSmQEPP+1PaTwBMjZrK3HFzqbRWMuWbKZwoP8GPKT9yba9r65zLkaE3tkvdQvojw0c6g4XX9rq23uBWgwOw3sFEWI5B8mo4+gukrWe7txEC/BluLkfRGSFqLPSeDH2mQGAM3sD95ny++3oVe/P3sjt3t0vGjENORQ6HCw+joJDQJeHs3sRWIAuVCHH+cmQWDgsdxs6cnazOWN2sYCE0LYM4vSSdE+UnMOqMdPWI447Fm5p0A2JUxChAW0DEbDXjYfAg35zvbPeI8BF4m7z55MAnrM9c71wZMS44zuXfffn7oDwfsvdA9h7yM7UgW6ClGt27lzmfTwd0jQwn2WTiWEhvuoUOhfCBWnAwLA68XG/aqKrKjm1atsTg0MH1vj+peeVUFw/CFLoEnSkfvWcatooYZy1bndcRAGzlvbV/T11fR0RHYtAZqLRV8sivj1Blq2JU+ChyzDmkFqdy54o7KbWU4ufm58ykbOx6ndAzqN7Abnm1DWtlJJbieEz+23EP/ZGK9D+xI62QQG/XPji9RKtZ2N3XdUDbGafhCSFEa2oouHc2ZXfa8prpyCocGjrUWfv3UOEhqm3VLgkTZ5JSpE1D7unfk3CvcEYH3sCvOR9SVJ3n3MfgmcbC+7pyUY/Gg5yOeoUDggaQ0CUBk85Ednk2qSWpxPjFsHDjTtZlrkXRwcerAhhdsZxJHocgZQ1kbAarmeEBfuzy92O7uxvHPf0AG/Hxf4SRj1NdZmXx/NXYazynavNGtXmjVxQeuHQ4bydvJzF3K+WWcryMWjmOnzN+du7/4b4PmdF7RoOzK1anaTc8BwYNq5PkIVn14lwgwUJRr0BvHZ+kvkippQRfky8l1SX8kvELj8Q/csZjOypToKHntdltrEzTVtCcEq2lrrsb3Ll9wO28suMV3k16l6tirnK5I1VuKXfWyXBkX9Q0PHw4C5MWsi17m8sdrppqDsCCKWaMbi8X6fYS+M5jUJHlsu+OU4PJ4QNuhITZ4OZT+3QEeQRxRfQVfJ/8PZ8e+LTeYKFjyt6AoAHO1cc6gixUIsT5yWa3OacZ3Tv4Xu5ddS87c3bWW3T8TM6UQey4ng0LHUZ2kb3JNyB6+PYg0juSzLJM3kt6jweGPuCsGdQ7oDdBHkEMDxuOm96NkxUnAW36cj9jABz6iX6Z2r6ZZZkU/qsXAXZtKJHv4Q7hoQTZbOAZdDogGD6QrpnLSc7dyfFLHodThdSTi5JZsH0eN/e7maGhQ53t+/rI1+zM2YlO0TEqfFS9rz062AsdJqylcRj9d2Dw2QPmnkQFe5JTkY3eLRdVVbCW9wROX18NOgPdfLqRWpxKSnEKngZPXhz7IuWWcm788UZn4G5MxBhnn3em63V9gd2sYjM6BapzJ2H03Y3eMwODz14e+kJx6YNvGN7NWVvRUU/RoSNuKsngTIgLy1eHvyLCK6Lez/Jt7UzBveaW3WnuNbM51ztHvcJxXccR6R2Jv5s/RVVFHC487LyBdiZ21e5c/Kynf0+yis0sXdsXxf2PqKoB1eaFe9hSDD4HSCxYy0U96r9Z5uAYhw0NG6qVhAobxuaszWw6sQl3WwgLE/+G4m0j2mzgE/UZfDeYXU/gHUZ8xBDeNR9gS2g0BVXFYLdpYy29kQg/Y52A7RNT+jCoqz9RwZ6E+7qzPKc7GaUZbMjcwKSoSZRVlzlXjI7xiyGlOIV5m//JzTFP13mfF23L4MPEn9F7wk/bvFnkm+EcD0tWvThX6M68i7gQzd86n/35+/F38+eDKR9g0BlIK0lzFq5tSEMdY1axudHjWqqx592Zs5Nccy4+Jh8SIk5n293Q5wb83PxIL0lnZfpKl/NtzdqK1W6lm0+3OtkQAENChmDQGcgqz+LFzS9SVl3muoO5kL5Fa3nW8CE/mf7Kdvc/8W/Tm9xg+A23iizQu0HMBJj4IpZ717LbQxuUxQ++s95AocMt/W8BYGXaSrZnHq7zuGMKsmOFy47iuGOqPxVElYVKhDg/pJemU2WrwsPgwajwUfQJ6INdtbM2c22rP5fjA3lClwRnQKumhm5AKIrCnf3uB2Bh0rsk5SaxJVubguwIzrlXlTPcJ8p5TIzFiue/h8LnM/Fd+0+iqrWU+v1uJgiIhv7XkB+n1bcN6j4W/pIMt30Pk1+Gwb+nW3B/wHWRk/f3vs+KtBX8YeUfWHtce3/25O5h7pa5ADw09KF6+xc4fQ21lWqDKaPvXl6a3o8IPw+OlmrZFnZzN7B71Lm+Rvuenur0+PDHifCOoFdAL54e/bRze816hU25Xkf4eZDQM8i5zXGMzuZHdf54ANxCl2NXrVrbTvXB+3OOU24pR6fo6mReNOd32hoWbctg7PzV3LRwC2Pnr2bRtow2eR4hROdwtPAoL2x6gb/89hdsdtuZD2impNwkPj3wKaqq1vt4Y8E90G6+vbV3LjtKPm8w2LcxOc85hmromulp0rnsB8273lVaK9mara3YOy5SK3M0IEgry9GcqcjZ5dmYrebTN63yyrGrCjZzDPbK7qiWICwl2gy1n9N/rnN87dfryCwcFjoMrFWM8YgEYOPW/7D9g0GYvTMwqiqv5mfgq5gpUT0p6Ho5TPk7zNoCjx9iyLX/Q6foyDbnUm2vJtgjmO4+p/vdmSO6s372BD7/w2jWz57AvRf3dPZ1iqIwodsEAFYfWw3Ab8d/w2K3EOUbxT/G/wMFHWtP/MKtn3zu8j5nFZuZ8+0OdB7HALCUxzjHpR01VhbibEhmoahj58mdfH34axQU/j7u7/QO6M2oiFFsyNzA6ozVxAyMafDYjpp+2tjz/pKrrZJ1WffLXOpDeBm9uLnfzby16y3e2fMOk6Mmo1O0+LljCvKYLmPqfT5Poyf3DrqXN3e9yVeHv2LtsTU80+0KxhflQfp6yN5LICp31vgfttcehb7XBPqNuRK6j3EWst+fu5tKWyX+bv7E+Df83gLsTvbEWhaLwfswt30/m2eGv8rvR2p1oGx2mzMTp6ODhSALlQjR0doii8oxlbeXfy/0Oj0Tuk/gUOEhVmes5uqeV7fKc4C2mIhj8DKmy5hmTdnS7tjrMEUMxui3mwd//gvuuioARqdsgY2DoCidMb4+bAjSMrDjzBWnViPuA12G0F/NIa30CHsvf4qx8Vo9ovykdyFvE0HeXaBWNrkjEHasVBsYqKrqXFClylbFw6sfZvbI2byT9A5Wu5XLu1/OXXF1axXWNHNEd8b0uofrl31NOSVEdzsJRDuv83cMm8y4SaPrXF/7BPZh9bHVjAgfwe9if+fcfk2vazhedpzdObu5rPtldZ6ruddrxzEHTw7kqW2JlFKAMWAzlkItEGlTVXZkalmoEV4Rdaaync00vLMlU56FuPAcLdauP2WWMtJL04nxa/wzdnPNXjebjNIMevv3dlkMy+FMWdu7c3fz3dHvAOgb2JfLe1zu3K+hzLN5Mwby9E/foXgexZZ/KdcOiWL6Wxtd9hsfG9Ks69227G1U2aoI9wqnl38vQKvhu+HEBq0cRxM56hVG+UZh1Bnrff1qeT8MioGU4hRSilKc457ar/fFKT7OhbqGrHoZMnczRm/nlcgIttlL2eOvvY7LCzz5ouIGNtn7c4ho1l5/GdR4jd4mb/oG9nWugjw8bHid2WCNzXK4tPulfLj/Q9YeX4vFbnEGOSf2mIivvjvVhSMwBmzBLXwpFakPON/n1LxyFI9UFMWG3eKPagnChuosJSKlmsS5QjILO0jtuyediSPL7qqeVzEmUguWOQYWqzNWN3pse2UK1Hz/sorN5JdV1fu83QJNrErXVo2suXqWw019b8LL6MXRoqOsObYG0AZ5jsVN6p22oKpQlMF9SiDv+Qylm13hpDmX+w9/yIqkD7RVMFEhqDeMuIfCaQvZdv12gh7fjP8189ioDCHLfLqx27O3A9qdM0ewsqHXPGdxEpXZV6PaDei9jvDML584/4a+OPQFJdUl+Bh9GBg8sGlvZDOczd9s7WwUIUT7aKssqsMFWrAwNiAWwHnXfd3xDaQVFLbKcwDsyt1FhbWCQPdA+gT2AepmANQ3ZSer2My8xZuYoOzg3jwrflaF/OpMMivz0Ksq8YdWQ5E2Ffcit1DncXHx98Kc43D/Zpj+X+L6aitArjux33nNyzdrC5wEedRdOMqxIvLxMi2zML0knZMVJzHqjEyJmoJVtfLSlpfIqcgh2i+a+wc+yaaU/DNeT7sF+DAleiIAK9JWYLPbnEHISdHj672+3tL/Fp4e9TSvXvJqnT7lsTtATQABAABJREFU/iH3886kd5y1l2o6m+t1hJ8HE2K7cU/cfQC4hfwCOi1rRq8o2Aw5QMMrITfld9oazpThI4Q4/6QVpzm/P5B/oOEdz8LJ8pPOEguOf2s7U9b27tzdzn1f3vIyxVXFQOOzpX4XH0lk7He4Bf/KpIvX823i8Tr77UgvPOP1ruZnesf4x5FVCDhr2jYns9ARLOzp37Ph13/tCEZ30WoiOsZnWQUlfPLtD9ykW8W/jG/xi/FRIrZo5Txiqi34Z2wFWxW9jf4EYcCs01Gk1xPmFs03uX9joe1KDtCTl2YMqrf/ig+Lr/f7phgcMphA90BKq0vZkLnBOT68vMflpOaVU5U7EdXmht79BAbvA873OTrYC6O39nnJWhZLzdWf2zurXoiWkMzCDtCZ6xSoquoMCE7sMdG5fUK3Cby46UWS8pL4cf8BhkVG1XtBbm6mwNlkvtR8/xzXWhXte0Vfgc49A8y9mDt9KMfMeymoLMDfzb/eu35+bn7c2PdG3k16l7lb5hLmGYa3yZvMskwMOoO2zL3NogUAj22FY1u0r5JMAEYC3ygKzwcH8qO3F4u79mXyoAehx0XgEwZAADCChn/vO07uALQ6iI1xDnYswVTnXYpb6EqMoUvZl3UTW3P3MH/rfADujLsTg651/2t35r9ZIYSrtsyicmQWOoKFe5K9sFv8qDYWM/Gt93hp8g1NvjYcKjhEqGdovfVVa05BrhnwqjcDoKIA0tZD2jp8j6xlp+kQOkV78cPz3JkVrgUF4xRPvC95CroOhy5DiXb3I/r7a0gvSSe+7+/AdDqAlp0bDEBizm7Gzv+FeTMGOYOFwR7BddpbM7NQVVXnystDQofw9/F/x9fky5eHv8TT4Mnk4CeY9K+tTb6eTo6azDdHvuHn9J+5uufVzptCDdWR8jX5MrPvzAbP1xZuH3gDnxz4lNyqdEyBG7DlT2LujDiyLIsBXKZ91Xam2pWtQeroCnHhSStJc35/IP8A02Kmtdq5HVNkQZt+25DGsrb35O5xfp9nzuOVHa/w/JjnG725cdy8l/zKXADWZ69A7+eBvWi0y36c6lsaut6d/kyv4ha8GlOIFrQbHHh6NtWAYG0ackpxChWWCjyNZ75WOusV+vVs+PX7umPcPYT1mev5ee9H3Lt9MaEndvFXP3gxKBA3s5nLC4tY7KatTjzUuztc8zR0G40uqCcJ659kacpS9Iqef0+cT8DU6DNmxMeHxfPx/o8BLbOwOfQ6PRd3vZhvj37LP7b9g0pbJZHekfQL7Ee2oRLF7o2laASmoPUYfJNQy+OcbQkPTye/GmzlsXXGw+2VVS9ES0mwsJ119qkwBwoOkFWehYfBw7kaFmiDo0iPvhw3H+CRJZ9iK0pocIDT1OlMZxOAqv3+OftBXSXGwA2YAteh6CsJ84wgMPQvrEjTphNf3uNyjLr6l6i/vf/trEpfRXpJOrctv42RIVqNqGEGfzw/vg5OJIK1VvaHzgARg6F7Ah7dE/ijfxd+XHk7W23FlMZOwsfkWnewod/72N6BzgK+Z7rbVXOwU50/HoPfLvRuOSw88hQHC7VpArf0u4V7Bt7T6Hmaq7P/zQohXJ2pHERLpifXDBZmFZt58tu9GEMHYArciN53N08u7t+ka0NKcQo3LL2BcM9wvr766zrXTMdU23pLQVjMkLFJW1E+ZQ1k78XRG3gBKJBsj2CbvQ87SmLxcDuBOWAPl8X/CeLudJ5GAf6fvfsOj6JaHzj+3c1ueiM9IZXeayihhSJdLsWCogi2n4jKVVSkqGDHhuAVsSEogqJSbCAdlCpdek0IpBASQnrf+f2x7MKStkk22SS8n+fhuWZ2ZvbsZO+8Oe+c854FdyzgStYVGtVrZNwen5rNgnW5ODbWoNZkoGiTmL7yKBE99KPkPO2Ljiys71wfFSoy8zO5lnvNOPqvi18X1Co1L3d9mRb1OpGS6srbq1PKdT/t5NcJD3sPruZcZe7+ufrz+nex+EOhyrBR2/BcpyeYvn06YSHnWfx4H/zdHHhui34UZ0kjC6tLdU55FkLUDBdSLxj/+/jV4xY9t+FBP0B8Znwpe8LS0/PZFLOJxYMWA/p7jqIoxpGF/+3wX+YdmMfKMysZEjYEd+f62LrvQ2V3ifyUbujyfIzJvq+O/wmAj4MPidmJ2Pn+RmFOfXQ5+tHtNioVHUPrlXi/M/5NTz72AT+jddO3Ie9qN55bnEPOKP0iHD6OPsb3OHH1hFkj8m5eCfn6h4TUS/jHH8I/7iDsPAhxB+mTm8rrwfU5WZDGxfgTFKhVvODjR6ZazY9aF1Y6elGg2AFpdOj8NNxU4mRko5Gsi17HxHYTaeGprxVc1n083DccD3sP6tnVK7PcU3H6BPVh1dlVxjIjdwTfgUqlMsaVl9deAM/taJxP8MqIpvi7ORCbEUty3iXUKhs+v/s+Wvj5mLRTSjWJ2qLm/KV5m7BWTT9zbYrZBOin39pr7I3b41OzOX8hFFufE2icj5GfElGkg6MoCvm6fGxtbMscKVDRBFTR66egdd+Drfd61Br98HqNSsvlrHgmb51s3Ku4KcgA5KbjHn+Ez5278XpqMjt1GWy/rF8Js3vCGUhN1+9n7w5BnSGw8/X/DTcZhdIAfY2O6LRodsTtMHm/tLw0tkUfQ1FnQKEThvGQhYrCjgtHycjPwFnrTNN6TUv83HBrZ0dDfsIobEI+4/jVIwCMajyKKZ2mFLsyc2XU9O+sEMJUaaOoKjNKOC0vzdgpauLRhKMX9feG/NQO2HrsRONylJyETLPuDf/E/4NO0RGXGcfsf2bzVo+3jK+l5KQY6wsZF6W6eh7ObIAz6/WjCAtyTE/o3QxCe0Jod1anhPD8HwnGTtJb3VrQqkEGzTyaFWlHfef61Heub7ItKikTnU5LYXYQGqcoNI7nyb/mTWJmElD8NGQ7Gzt8HH24nHWZC2kXjPUWDdOtftx3kWkrC9EpRadql3U/1ag19A/pz/JTy42jWSICIord15p6BfbCRmVDXFYUOpurQH0upOs76yUt5FKdpHMmxO1DUZQiIwt1iq7Ucj/lYe7IwvS8dJadXEa+Lp+1UWsZ32q88Zgr2VfQqDQ80PwBEjITWH5qORM3Pk2eLgc7f/3xNg6x5F54irdHtcLbRWucuvt699f58dSPbL64GYfApWRFPYNa52xMCpZ0v9P/TV+AQ8hXaBwvoChqchOGk39Nv/jXzX2xll4tSbyYyLGkY2UmC5XCQs5dOwNAwxN/wt8LIP4wZCUX2beejS3hii17VPn8En4v6zOiycyMpTA7EFT5YH8Z0NcZbu/T3uTYzv6d+XXYX8Qk5xCfmm3WfdzNzo1fhv+CjdqmQr//rgFdsbexJ6dQ/3fHzbUlR3cKpkfjcYxe+yOpeckE1Y8FGhoXnGzn3ZZ+TYt/WFYdo+qFqCxJFlaz4jpxaiA5M9fsm15VMkxBNtShMohKyiQvrSW2PmuxcToP6iwKdY4mHZzH1z/O3st7aVqvKe182tHVvyt9gvoUm7yqaALK9PrpsPNZg62nvn5EYa43BUl3sPr//o8/Ly1n0dFF5Bbm4mHvoQ9y+dn66cRx+idbxB6ApNOAQn1gAfCFuyufuruhqFT0DB0IoX0gsJO+/qC69ADTJ6gPi44tYkvMFmOyMF+Xz4NrHiQqNQrnJqDoNOjyvMi9MhAyW5BUoO8Qt/dpj43aptTzw62dnb4sPJHC8lPLGRw6mFe7vmrxRCHI9C0hapuSRlEBlRolbKhX6O/kj6utK2Fe2fp7Q059CnP8sLFPwM7tMKFed5Z5rpunX/167ld6B/U2lr7YcnELCgpNnAPx3vE/OLkGks+YnsAlABr2hYZ99EnC62UfAEYAXVpnVzgpZLjnFWY1QOMUhY1jFLrUrmQU6BN9xY0sBP1U5MtZl9l4YSNpeWk4a51p6dmyyMOxW5lzPx0YOpDlp5Ybfy5p8a2yVMWiNwZudm6082nH/sv72XpxK/c3u5+LafqRGKGuoRZ9r4qSzpkQt4fknGQy8jNQoUKj1pCRn0FseixBrkGVPndqbipnU84afy5tZOHWi1vJ1+UD+pV0DclCw6jCJh5NcNA4EMzd6PL/JE+rr1vob9+Yq/kx5DpcZO7DDgxrEszO2J2k5KZQz64eXfy70Ma7Dff9fh8x6TGM6H2SKZ1fLLKK/a33uzAvJ7SuJ/SJwkI7si89RGHWjWnDN/fFWnm1YsvFLWy9sJ/+gffcOFd+Dlw5CZeP6vtV8f9y+coxMv3c0CgKwXsW3nhDtQa8m0NAO6jfAQLag08L7ji7ij173uLzy/qkmo+jD/8b9CXJaVoOpK5m6amFBLsEE+gcaNL+ij7wdLd3L3OfkjhoHOgW0I3NFzfj4+BDG+82Jq/Xd3dicFh/fjj1AxsubKBXYC9jsrAmLDgpRGVIsrCa3dqJU6GfPPX0soNWrwUXkxbD2Wtn0ag09ArsZfJamJcTqgIvCnN8sbG/jMb5FEp6B2MHJz4jnj0J+hpNJ66e4MTVE3x/8nteCH+BcS3HFXmviiagbly/Q2j9f0LrdgiA3MRBFF7txduj2tLQy4unXB9mpGMDfjy9nK45eWg+66UPbEphkXPGKl4c1jXgsK4hhy43QknTMPOepjRuPrg8l4/eQb1ZdGwRf8f+Tb4uH61ay59RfxKVGoWNyoZCpRCVugAb+wQcAr+ln+94Tl+fIlGegrs3B/8ZXWZwX9P7aOjesEoShYb3k+lbQtQuxY0q2HkuqVKjhA1TkA2joG++N+Rf64SN328EhR4x61z/JumThe192nMw8SCv73qdJm4N+X7fXJbFbgEg8tIxSNFPR0atgeAIaDwAGvfXjyQs5Z5XmaSQcWrRn+eBTdg4nufVkU1550QaUPzIQtAvcrL/8n5+PfcroJ/6pFFriEq6Vmqi0Jz7aQefDng5eJGUnaTvQLkElrp/caqj9mzvwN7sv7yfbRe30S+4HzmFOWhUGgKcAyz6PkIIURrD4iYBzgHUs6vH0eSjHL963CLJwkOJh1BQcNY6k5GfweXMyyWOWjSMBAQ4mHiQtLw0XG1djcnCtt5tiU/NZtYv51A0T2DjcJHCrDDOFbrx4NBDrDz3PcvPfs2djfvwZ7R+CvKA0AFo1BpcbF2Y2G4iU/+eypX800XiyC9nf2HLxS3MiphlTJb5uznQqukpzmZAXkqESaIQTPtiSUneAByO/Ydv3n+O+4NTCcmP0g+0uKU/dc5BPxstRNGg7Tge/NroE4Q+LUFrz636Bffj7T1vo6CgVWuZ23suLbwDwRd68gTDwu7m4tVcEtJyjJ/LmmWR7m5yN5svbubepvcW+3vuH6JPFm65uIWcghxjn1iShaK2k2ShFRg6cfujU5j0w8EaUwvOMKow3C8ct+uFZQ0MnaeZf7XAxv4yWufTzOr/kLGd+y7rV/RtWq8pj7V5jC0xW1gTtYZvj33LmGZj0Npoiz1fRRZCGdXBnz+T3mBf4iFsVDa80PpF2mV7EJR7GrdLf8A/hyDpFAGKjmdvPZGTNwRcf7IV0J69+aHc8905032yoL5t0cVQymJYMetqzlUOXD5AJ79OfHXkKwCebv80D7V4iCOXL/D1kUX8lfAbmxMXobo+Jbm8q3MZqFSqIrW2qmLUiEzfEqL2uTVhVt6HNLfeTwzJwsb1Ghv3MdwbjsY346W9f3I55zzHk48bawkV51rONS6k6R+UzImcw5Nrx3EyI4b/rP4PuusJwP+kZ/BYtgKt7oJmQ6HRHWDvVuI5LW10p2C6NHyQkb8vokCbRuPgq3ACNCpNkfhoYBgBkZKrH4HYxV8/raukGQX/G9OeDiH1zLqf2qhtGBw2mCXHlxR5mGeO6upkRQZF8uH+D9l7ea9xKnl9l/o1qr6iEKLuM8SYUNdQApwD9MnC5OMMDB1Y6XPvT9TXK+wb3Jffz/9Oni6PqzlXiyx+lZGXYRxh5mrrSlpeGjtjdzIobJBxdH0b7zY3LWDoQUG+BwCFKHT1vJs/oldy+Mph/o79m40xGwFMPoOhvMbplNNFEpafHPqEhMwEglyCeD78eUC/ivP5TP0U6vcGPsrlqy68t/YUGiWXZupYZoQX4r9rO7mx/zLm0r8sD3ElzzaDcXY/4h93U4LQoR74ttLXb/drzdnsGDi1hAZhfaH3nDKvobejN90CurEjbgevdH2F1t6tja+V9GCrMmWRKts/6hnYk53378RZ61zs6x18O1DPrh4puSl8deQrMvMz8bD3oLlH83K/lxA1ifz1ZiX+bg54ONesWnCbL+qThX2D+xb7+uhOwbjVu5cXd2zB2+cC94TfGNmwN0Ff569b/W4MCh1Ev6B+/JPwD4nZiay/sJ4Onn2L3KQrshCKjyqV/3Q8wL7M3TigZk6GQo9fJhb/gZx89EEsoL3+6ZZ/O3ANMBmNEpiajVp1rkJTbG8NPDZqG3oF9mL12dVsubiF9Lx0zqeex0Xrwuimo7G1saVjQGM6+L/F9ydb8d7e9yhUCnHQONDSs2WZ71eWqh41ItO3hKhdErMSSclJoalH0ZGAZT2kKe5+YlzcxKOJyb76e0MDNly+g7XRa1l5ZmWpyULDqMIwrRteXw/mndQoRgf4kadWUb9Ax0tOrfANu4fUVv1x9Ki+BOGtQj3q0ca7NQcSD7Aueh0AHvYeJdY8CnIxHbFiSBaWdN2HtinfaLun2z1NmFsYg0PLN+odqq/2bJhbGCGuIVxIu8APJ38ArL+4iRDi9mOoVxjiGmJ8qH4i+YRFzn3gsj7Z1tmvM7vjd5OYlUhCZkKRZOFfl/4iT5dHqGsovYN6s/jYYrZd2kbf4L6cuKpvS1vvtmh0xT/IaxcQxN3pd7P0xFKmb59Oel46Pg4+dPDpYNwvxDUEW7Ut2QXZXEq/ZKwPezXnqrGW4g8nf2B8y/F4Onjy29lf0Sk6OriEMiJ5PVw+xqN+R7G5dh6VooPrFULsgFCgTa49h+zt+NS+Ba7XmnPngP40b9e9SH/q/M6ZwE2Lm5jhhfZvcIdvNF19Whm3lfZgq6Kz0izVP8rI1nDkYnKxCUeNWkPf4L6sOLOCr49+DehrC1uqRqYQ1iLJQiuqSbXgkrKTOJR4CChar/BmfcM647DHgZTcq5xJOWPshBqShZ18OwGgtdFyX9P7+OTQJ8zbu5CzhxR0iqrITbrEBJSiwLULpJzbR+Ivv/Gl5gIt1dH4qFL4zzV/0GqZlJxMj7TrC5C4BuoTgn5twL/N9cSgf5mfu6JTbEsKPL2DeuuThTFbjKsc39/8fpOVPlUqFWOajyHULZRXdrzCHcF3FBl5WV6yYrEQ4mYbLmxg8tbJtPZqzbKhy4zbzXlIU/z95F/qtdTXDSxpMaaRjUeyNnotv5/7gx4e42nq62l6fl0hnFnPv/+8D0Cbq7GQdJVGGnvmahvzj1sDHJzG8uiGWHSHQL12u0UeelRmREG4XzgHEg8Yp5KVNAUZMJka7GnvSSP3G6O+LTE621HryD1N7in3cVC9f29EBkby7fFv2RW/C4BgF+svbiKEuL0YkoWhbqHGh1cnrp5AUZRiy/aYGyeyC7I5lnQM0I8m83fyJzErkfjMeFp5tTLZd/2F9YB+impEQASLjy1me+x2jiYdJV+Xj4e9B4HOgahUqhL7Ig+3fJgfT/1Iaq6+luGA0AEmNc41ag2N6jXiePJxTqWcMiYLDSO7AXIKc/jm14d4Lj2HVap40Ngw8vx++Pcv/TkMOzp4gF8r8GnJNdfGjPsjizNp57Cx38RPDgHkXx3Jg+36wE3Tgg3X7Nw1/Swtc5OFpv2ozWaNHoxo6FnuPpul+kfmJBz7h/RnxZkVxhqV3QNkCrKo/SRZaEU1qRbcL6c3oKDQ1L0Ffk5+Je5na2NLuG84f8f+za64XTT1aEp8RjyXMi5ho7IxWbXqnqb38Pm/XxCfcwbsYyA7pPibtK4Qks/pV82KP6T/34R/ISeVesAzN31LNzk4cEGrxVmxYVT4f6F+uH70oKNHhT97eTtxpQWeCP8I7GzsiMuMIy4zDgeNAw82f7DY83QL6MbGuzdapNagrFgshLiZsXOUfILsgmwcNKUXPb9ZcfcTHM6SW5iDnY1dicmfLv5dcNP6kpp/mcd+XoQuvYP+D+qWznDgG9i7EFIv8q+fNzg40MYpELq9zoqcjrz4W9T194w1ns8SDz0qO6Ig3DecL/iCqzlXAfBwKDnW3DyysIt/lyL3dmuOzq7Ovzd6B/Xm2+PfGn+WkYVCiOpmqFkY4hpCY/fGaFQaruVeIyEzAX9n08EE5YkTR64coUApwMfBh0DnQPyd/Dl85TDxGaaLnJxPTuavS38D+gRfQ/eGuNi6cC33Gt+d+A7QT0E2xImS+iK+Tr7c1fgufjilH6k9KGxQkTY1cW+sTxae+oX+Z3fD5aMcSz0Gjir8CwqI12j4ISua1leTifH1xlGnY4BzGDRoBb4twbeFvragi59xtKA7MMY2hhl/rMeBTWiczvHKiKbGdpleMwWPFvoFXxq6lZ0srMzowfL22SzRPzI34djZrzMuti6k5+kHslR0ITIhahJJFlpZTagFt3xvDB/u/REbJzhyJojle2NK7Ux1C+jG37F/szNuJ+NbjTfWK2zh2QJn2xu1HDzsPejsfQc7Lq/B1mM7ObEhqNERRhwZe76DwnPXk4P/Qn5m0TdSa8n3bMqqBC+O6kI4pgvllO8mVMRwZ9OxOEY8b7FrUJ5OXFlPvbr6d2XbpW2AviBuPft6JZ6rsolCw1M9J1ubGjNKVQhhfQFOAXg7eHMl+wrHko4R7hdu9rG3/rGucTmMfcBPAPSs37PEldsvp+VyJa4Ntt4b0LrvxT/dD379EuXPXagKcwDQOXhwxNEFlALaDP+SeJsQXpy9ucQFQCrz0MMSIwraerdFo9JQoBQAJa+EDOBu546T1onM/Ey6+nctd3stqbhRMtX190Y7n3YmHSZJFgohqlOBroBL6ZcACHMNw9bGlkb1GnHy6kmOJx83SRaWN04Y6hV28O2ASqUyDrBIyEow7rN8bwwvb1iKff08dHmeHDrrQLPOWroHdOfP6D+NI9Xberc1OXdJfZFHWz/Kn9F/4u/kTxu3JhC7X993SjgCCUdomnkO3J04dXYtJCYBcNzHC3DkgVw1a7X2HFPnMMM/AHT5DGo8Csceb5R5HUd3CqZn4zHcu/Y7UvOSaRCUCDS86ZoVoHE9gq3HdnJ1mahVNoS6hpZ53sqOHixPn80So+rNTThqbbT0CerDr+d+pblH81JnIghRW0iysAaw5miD+NRspv+6HYeG+uHjealty+xMRQREAHAg8QA5BTnGKchFOqOKwvjgvvpkocsR5jjOoldhDM6qHNh5y0k1DuDX+voU4rb6f97N0WpsUfbGsHTlURS7Czg5xqBGw+Ntx1r0OpRHWYGnT1Aftl3ahkatYVyLoitBW8qtT0JHtq/P6oNxVh+lKoSwPpVKRTufdmy4sIFDVw6VK1l4YxTaEWw8tmDno6/X1yeoD2/1eKvE46KSMsm7Fo6t10Y0TlEscJpO04I8KER/T+/8BFFB7cn4YzQOGgcauTfin6iSVwqGyj30sMSIAketIy29WhpXrry1JtXNVCoVdza4kz3xe+gd1LtCbbaE0kbJVMffG1q1lh4BPVgbvRaQZKEQonrFZsRSoBRgb2OPr5MvAM09muuThVeP0y+kn3Hf8saJXbH6ARKNXPULchiThdfrAxoSabYBRwDIT2vNjFXHiGzqQ6/AXsYVjaFosrCI/GxIOIpf3EFWqBpjc/4ovFO/yErETe3twN2J047O0GEI+LbmeNR3kJtCi1GLCc3P4unNT5N9fXrsyCZ3lf6+Nwlwd6RvcC9WnV3F37F/ExEQQVRSJtjF4hT4DWptGgCKTsOdoWPNKqtk6dGDpbHEqPryJBwfavEQR5KO8EirRyrcZiFqEkkW3mZuHW0QlZSJjetBVCqFgswwlHwPCim9M9XArQE+jj4kZiVyIPHAjXqFHi3h3Ba4tA8u7YXYfXTNSqaLnw97HOw54ZbIkJQcCmwc0ARcX3jEv62+1qBnY7Ap/utoCBpT/36RA8kwrOFQfBx9quoSlamswDM4bDA743bS2a+z8Y8USyvuSejqg3GsnBhBVp5OViwWQtDO+3qy8Ho92vIY3SmYVO02/ndYnygc22Isz3d8vsRRhQBNco/xrfpTVmRlssnJkZ/cnOiS2Ib297+CV/NIUKn498wqAFp6tkSj1hT7R7hBZR96mPMHvjl1qjr5dTImC0sbWQjwcteXK9RWS6kp9WsjgyJZG70WW7VtqaVNhBDC0gwrIQe7BhsXmGjh2YJVZ1cVWeTEECfUTsfQFTqjyw5BDSRn5hKfmm1y3/z+nygOXD6ESg3v/ZKHe0EM/r76UYqGachRSZnoyEPjfBKAgvTW6K4nH3vU74FapTauWmyyuKFOB1dOQuw+/cjB2P1w+bgxMXhzryfHth72ge30Ayz82tDEMww2jCdOpSNt0FsU6ApIOPk/VKho7tEcJ60TLTxbcDz5OKGuoWUnKW/RM7CnPll46W+mdJpCkIcdDv4/otamoct3IT+lGwXXOhPRsUeRa1YccxJ4lnywVdnkY3kSjk09mvLriF8t0m4hagJJFtZwlV3q/WbFjTbo2dgLrZt+Va+CVP3qWmWN5FCpVET4R/DLuV9YtXcelzIuoVag/bf3gaIz3Vmt5QGNN3tI5xcPfx4cuhLfBu2glA5ncQrUSRy6qq/9Ma6l+aP1LHn9blZa4HHUOvJh7w8t9l7FKelJaFaejoiGMuxdCIGxhuyhK4dKLOpems2X/gBgQtsJPNXuqZJ3vLQfNr+B1/kt9FSDOtWBTU6O/OjsQVCnT+jforlxV0PSrY13G6D4P8KnDGpKm0D3Kh9RYG6dqnDfcL468hVQ+gInNUFNqV/bJ6gPnfw60dKzpawGKYSoVlGpUYDpqObmnvo4ZFiF2MDfzYEJA1UsubAERVGTE3s/hemteXrZQZO4EJ+azStr/8QhNA+l0J7CHF+mrzzKognXk4WZ+mRhmJcTGscYVOp8dPlu6HICjP2qevYOtPFqw6Erh2ji1hDHC7sgZjdc+gdiD0BuWpHPUujoxV/pgfyrhHFMF8oRXQMScz3ZPryv8Z7uhn6EY0JmAqevnibnetmPENcQY3moaZ2nMWP7DJ5u/3S5/xbo6t8VjUpDdFo0F9MvsjluM2r7yygFjmRFPQuFTgBFrllpqrsMV2WTj+Vpb1X1PYWwBkkW1mCWWuodSh5t8PUEP9R2iSg6DfnprUt+WqIo+kVIov+C6B10S9jNLy5q/rymX22rRV4uzooO3IMhsDMEdoLAcPBrTXeVCscfepJSkEmSuz2+5UwUAvx06id0io7uAd1pXK+xWcdY8voVx5rTx2vSStpCiJqpmUcz7GzsSM1NJTotmjC3MLOPTchM4FjyMVSouK/pfcXvlHwONr0Ox1frf1ZroN0DNGo7Ef89LxCffQGN2wHgRrLwSJJ+apYhWQhV22ko6dzlGYHXzqcdNiobCpVCqycLy+qE1JTY4Kh15OuBX1frewohBNwYWXhz/bwm9ZqgVqlJyk4iMSvRZIbS6byVAKhUOuzrf09OXCEFae1M4kJUUiZqR33JpoLMhoCaQkUhJ9sVgOScZPIK8/B3c2Bwx1y2XoHCrBBsVGp9v0qbDSc2Mig7j0NAtwv74eAo04ZrnaB+B6jf8fq/Duy5YsfDX/1jup9CkQdATes1JSEzgVMpp8i8XgfesNAZ6OPYV/1+Jiop06zRfzdzsXWhnU879l3ex4rTK/j+5PcATA5/Dp/wHkz64WCFRrNbsx9VEea0t6r7nkJUN0kW1lCWnkpU0miDlaf0Q6X7BPVlTK/eph211FiI2qafWhz9N6TfWOmri1oNLoHGnzuF3AH3v6pfSesWtkD3+t3ZcGEDWy9tpaVXyyL7lOXvWP2owhGNR5i1f02ZilVVatJK2kKImklro6WlZ0sOJB7gUOKhciULN8VsAvSjEw0JMkOiqoFzAX4H5sLeL0FXAKig7f3QeyrUC8EXeDj7Ad7e8zY/nPyBMc3GoFKpyMzP5Ow1/YqJbbzamLxfVXYaijt3eUbgOWmdGNpgKLvjdtPcoznWYk4nRGKDEOJ2F50WDUCoW6hxm4PGgTDXRpxLPc1nBxfxaveXADiYeJA98XvQqDW0qdeNA8l/YR+wnBxVIQWpHY1xIczLCY3TGQAKsxoB+gcxrfz8sbexJ6cwh8uZlwlyDUJnp09WPh7mzxOhW3He9zb8oX9Qdj/QxN6O1rl54B4CwREQ1Fn/z7t5kZJMYWSb9QCoSb0mbLu0jTMpZ0jJSQFMk4WVTWL1DOzJvsv7WHh0IaCvtzi+zb3sPn+1Roxmrwnqet9T3J4kWVhDWXoqUfGjDXTsT94MwD3NhhPh6wQxO2HXRji7EZJOmZ7ExlY/ajC0B54h3Wh+9GNOpJwGILzlfcUmCg16BfZiw4UNbLu4rfTpbMVIyk4ydjC7+HUx65jKXL/aMny8JqykLYSo2dr7tNcnC68cYmTjkcbt6XnpuNi6lHjclpgtAPQN7gvoOxrTVx7mLvU2pmiWg+r6dKlG/eGOWeDXyuT4YQ2GMXf/XKLTotkdv5uIgAiOJR1Dp+j0KzU7elv2g5ZTeUfgvdXjLWOdKWsoTydEYoMQ4nZ2/lo0AM7qG6seL98bw7FjXbEPPM2PZ5biWNCWFyIH8fnhzwEY3nA4j7d4kX7fTELr/g/2/j+TleOHKi9QP4XYSYWt80UKFSjMbGh8EBPg7oifkx/RadHEX9pFYPLP/HtxO6hgwJFvcM7Lu9Ew72aoQ3vQKaS7Pkno6k9ZzH0A1NSjKQCnrp4iKUe/IrIhWWiJJFbP+j35aP9HAKhVal7p+gpqlbrGjGavCWpKGRAhLEmShTWUpW++xQWbh/vnsvxiCh4aR7r9tQCiRkN+1o2DVGr9IiQN+kCDSP3UYu2Nm11EygFOpJxGrVLTwadDqe/fs35PVKg4cfUElzMvGxf+uJh+kZ9P/8zDLR/G3d692GP/idcPv2/m0Yx69vXM+rwVvX61bfh4bRvCL4SoXu182gH60RMGXx/9mo/2f8S7Pd9lSIMhRY65lnONfZf1Kz72De5LfGo236z6nRXar2in1k/DOqOrj8fdc/BsM6jY93W2dWZYw2EsP7WcL/79gl1xu9gYsxEwnYJsLRUZgWfN2nvl7YRIbBBC3I6+3X2S5JwrADz2VTTvjPClVxPv63/bt8DmWge07gdYdPpdWtZ3YkfcDmxUNjzW+jHquzgxK+IVXt87BRvnE9i67+e1HoPwd3NgV9wuCpV8vOx9+PyhYYR5O+HvpIazG/HLTicaiF/zLDE5uVwLCsBWp9DM0Q9a9YYGvSG0FzhX7CGZOQ+AmtbTJwtPppykQFcAYBwJb4kkViP3Rsa6iGOajTEmJ2U0+w2SOBV1kSQLa4C8Qv1TJ1sbW+O2ytx8SxoZZwg2cdFnaJi0kVcuLAM1DE1OQHNVv2oXzn7Q+A79aJEGkeBQcnKub3BfFh1dRCe/TsYCuiXxdPCkjXcbDl85zLZL27i36b3oFB1Ttk3haPJR0vPSeTXi1WKP3ZOwBzB/VCFU7PrJ8HEhRF1jWPUwKjWKaznXSM9PZ/7B+QBsj91eJFkYn5rNsmN/UKgU0qReE4Lsvbj0y2v8qv0cjUpHuuLA3IJRfFM4kCVOnYgo5b3vb3Y/y08tZ9/lfcbko0alYVBY8QnG6labRuBJJ0QIIUoXn5rN63/+hUMY6Aqc0BU6Mn3lUebd385478y5PAwbp7OobZOYses5AIY1HEbg9dJK93UOxcHt/3h593N4+Z1gVEf96L898fq+SDf/cLrl74aNv8DpPyE3DX8vD3BxJsHWnsO+rUAXTwvP5mgf/qnEdpZ3BlNZD4CCXIJw0DiQXZAN6Os1GvpmlogfKpWKV7u+ys64nTzT/hmT12pTLK1KkjgVdZEkC61EURT2X97P6rOrWX9hPS62LqwevtpkWlhFbr4ljoxLi4djK/E/8jPZV/7lWU8P9jvYA/AfhyDoPRGaDgK/NmDmKlltvduy/M7l+DmVPP34ZpGBkSbJwnXR6ziafBSAP87/wfPhz+OkdSpynCFAd/E3P1kI5b9+MnxcCFHX1LOvR6hrKNFp0fyb9C8/nf6JPJ3+AdX51PMm+xrih239X9G6QFhefVjQncCr50AFfxR2Zlb+OK5Qz6yORkP3htzT5B62x26nk18nugd0p1tAtxJHkVtDbRmBJ50QIcTtprxJtaikTLDVjyrU5elH8RUqClzvE+kUQOdATvxdOAYvIl+Xi1ql5vHWj5ucZ0jjSOYc8uBqzlV2xe2il38Ee6LXA9Bl/4+Q+tmNnZ398PNuAjnRxHcYQ6KNHZz+kbYl9FmqagaTjdqGxu6N+TfpX8C0XqGl4kcjl3BsPJuTmqXC0c30tdoSS6uaJE5FXSPJQitIyk7ikXWPEJUaZdyWXZDNzridDAwdaLJveW6+t46Ms1Ny2Ld6PiP+PYrdxR0oKHzl5sqC+v7kq1Q4qDQ832YCzdo9UeHP0tzT/GLvkUGRfHzwY/bE7yE1N5V5B+YB+qldWQVZ/H7ud0Y3G21yzMX0i8RmxKJRaejo27Hc7SvP9ZORG0KIuqidTzui06L5/N/P+ffKv8btUalRKIqCSqW6ET/IMxZxf/jU95CfBy7+bG/yEpN2+lJI+Toaj7d4kTt8Jtb4GrC1gXRChBC3i4ok1cK8nLCx1dfrU/L0C3PZqFR0DK1nkiwjqxnt3Qdy8No6unj3R6uYTg/WqrUMCh3EspPL+H37m7S7eJbj3o6gUtElIxXcgqDFcGj+HwjshP+5X2DnqyRkJ5GckwxAW5+2RdpX1TOYmng0KTZZCJWPH7WtTJM1SeJU1CWSLLSCnXE7iUqNwkHjwOCwwaTlprExZiM7YncUSRaWpLinbfqRcQodVGcYbbOVoTa7cVblwEX9MZuD2/KxjX6FrB71e/By15ep71y/Kj5isRq7NybAKYC4zDie3/Y8sRmx+Dj6cH+z+5l3YB7LTy/n3qb3orppZKNhVGEb7zY4aqs2aWeNkRu1ZTEVIUTt1d6nPavPrjYmCh9o/gA/nPyBrIIsLmddxs/JzziyOtBlN6nqfALyC2iRn0diw7vwuecjeti7sb1XtmVGuosKk06IEKKuq2hSzd/NgU6NVRy+Brp8D5O/429Nlm051YxdR31Zf7IRG//afCM+5aTBv8u589CvLLOHLdmx9FRlo1M5EWbjhO/4dRAYbjILyzDD6nzqeS5nXQagjVfR2rxVPYPJULcQiiYLDdenIu8jZZqEuH1JstAKzqboV/Yd0WgE07tMZ2fcTmOy0DDKozTFdsDa1KNl7M+stZ1Pc3WMcd9onR+ePcbh0mkMKw+8D5f+YkyzMUztPLXM97E0lUpFZFAk35/83pgEfLrd0/QN7svnhz/nTMoZDl85bCzID7A7fjcAXf27Vksbq3PkhnSkhRDVoZ13O+N/ezl48XS7p9kRu4PotGjOp57Hz8mPMC8n7rb5C43bCv7Age5ZBUzMf45X//MS2Ovvg5UZ6a5TYNqKIzjZaegYUk86GEIIIYpVmaSavX0aABO6hXN/yz4m+xtiWHxqNi+vOoFO0SfUdMA3q/7gzpjjOJ1aCXkZtAJCAgO4oNUwt34DyEujS6NhENSpyHv6O+nrGsZnxgP65KFhIcebVfUMJsOiI3BjcRNLkDJNQty+rLe0323szDX9FK9G7o0A6OjbEXsbexKzE42vleTWDlgAiWT+MgXdh81w2/wSzdUx5Chafiroxei8mey5cz0uA6Zzxc6J7bHbAX3RecO0s53nkohPza66D3uLyMBI4383qdeE/zT8D252bsaC9z+e+tH4uk7RGVdCLm+9wsrwd3MgoqFnlY8oLO4pXXX+LoQQt4dQt1A87D0AmNxxMs62zoS5hQH6qcjkZeG/9QXe137GLkf9Qlu/pT5M7xGPVPg+WFznQgc8vewg3WdvZvnemGKPE0IIcXszJNVuZm5SLS4zDoCeDRqXGL8M8UmFjt7qg3ynfYs1tlNxOvIt5GWAVxNUg2YztJ2+lmFinj4BWdLAhVsTg4aFxW5lmMFkc32whqVnMLXybEWvwF480PyBMheeLI/K/D6EELWbjCy0gnPXzgE3koV2NnZ08uvE37F/syN2B03qNQEgOjWaCRsn0MKzBa91ew0XWxdjgGujOscTmt8YpN6LjUqBPMCzMYQ/wrUGIwnMsGXuTSPjfjv/GzpFR3uf9oS6hVptVFsnv0642LqQnpfO8x2fx0ZtA8DopqNZfXY166LXMaXTFNzt3TmTcoaU3BQcNA609mpd5W2rTvKUTghRXdQqNXN6zyEmLYY7G9wJQAO3Bmy5uIXzlw/BlvmQeIxLWi1XbWzQqLT8/NRThHi4lX7iUhQ3gsJApjAJIYQoSUXLAukUHQmZCQAEOAeUuF9YPVvusdnGEza/0UitTy4WKGrymwzFodsTENoDVCruTLvIp8cWAfo4Gu4XXuz5HDQO1LOrR0quvtRTcVOQDapyBpPWRsv8fvMtdj4DWWBLiNuXJAurWUZehnGYekP3hsbt3et3NyYLH271MACfHvqU2IxYYjNiOZNyhv/1/ZimOef5wv5tLrteYLOdLcm5zrhmhNBz+AwcW/Rm88Ut/HHkDWzUNswOng3oV15efXY1AMMbDrdq7QlbG1sW3LGApOwkutXvZtze0rMlzT2ac+LqCb4+9jUT2kwwTkHu6NsRrY22SttV3WQxFSFEdero29FkkagG7g0AOH/md0iMAycf/u35BJz6hhZezSuVKISinYtbycMRIYQQJalIUi0pO4l8XT5qlRofR5+iOxTkwsHv8N8+l/e1+tHtaYoDPxb2xbf/JIZFmo4cDHINoq13Ww5fOUwLjxa42ZUcF/2c/IzJwuIWN7lZbaw9KwtsCXF7kmRhNTuXqh9V6OPgYxJ0etTvAcD+xP1k5WeRkJnAn9F/AvoaU9Fp0YxZNZw7MtJZF+JIlroeAOudncAzjWYxi4g5+hpZBVnGc76y4xU+jPyQf5P+JSo1CnsbewaGDuTfi9Yd1Vbc8HyVSsXopqOZtWsWi44u4rvj3+Gg0beluuoVVid5SieEsKYGl/SLnUSpVRDQAe5byr8nvgFKHxVRHobOxf7oFCb9cFAejgghhDBbeZNqcRn6UYI+jj5o1TcNMigsgMPLYOu7kHZJv83Jm7T2T3Cy/j0MDfAt8X0eavEQz297nmENh5X63n5Ofpy4egKtWmvReoE1SW1McgohKkeShdXMsLhJo3qNTLYHuwQT6BzIpYxL7Infw5/Rf6Kg0NenI68kXeO5nFgO2duxykVfgyLEMZBWnn2IyTrK0eRDnLx6EgA/xwDuCOnLD6d+YMOFDSw6toiL6frlkPuH9NfXqvKyqZGj2oY3Gk5sRixrotYQmxFLfl4+UDuTheascixP6YQQ1U5XCH9OI2zvFxAaRLLGhtT7fsDNyde4WnJJ9ZYqwt/NgTvbOpCZV3BbPByRFe5vkGshhKhOhplbAU7XpyArChxfDZvfhGR9/wuXAOjxLHR4CFetA53LOOeA0AHsrr8bR03pfSTDIifNPZtja2Nb8Q8hhBA1iCQLq9nZa/pgdfMUZNCPrOtevzvLTy1n2cllxoU9njj4O155+SxUa5jXtAsJHqHc3XIsXf27GlczXrjrELO3/o4urx7nckJ4LLQN0zqH8cbuN5h3YB62an3QGtFoBFBzR7Vp1BomdZjEM+2f4ULaBXbE7cDNzs1kda/aoDz1IOUpnRCi2uTnwMrH4cSvOAG+Nk5cLswkKjOeZnZuxodObbwtM7LwZrfDwxFZ4f4GuRZCiMr6cN+HbL24la8Hfo23o3eZ+xtGFvo7+0PsfvhzOlzUlzTC0RN6Pg/hj4LWvlztcNI6lblPG+82LDu5zGQhRyGEqO0kWVjNDMnCxu6Ni7zWo34Plp9abqzV1zszixZ5+dD6Hmx7T+NBTQBRSZmEOjkZE4Xxqdm89WssOqW98TzTVx7l75fuZESjI6w+u5qcwhzqO9c3KcxbkztuKpWKULdQQt1Crd2UcrNmPUghhChRdgp8PwZidoKNLYz8jAZx67gcv4vzqecBKFAK8HLwMo6QsLS6/HBE7v03yLUQQlSWoiisOLOC9Lx01kStYVzLcWUeYxxZeOkwbFqg36h1hG6TIOIpsHetUFvMGSU9tMFQOvh0KLIycnWTEd1CCEtSW7sBtxtDstCwEvLNOmeko7lpavAEu2B4fDPc9RXLz2vpPnszY77cQ/fZm1m+V1+Yt6RVdS8kZzOjywxaeLYA9KMK1SrTX7e/mwMRDT0lmFhQaascCyFqr08//ZSwsDDs7e3p2LEjf//9d6n7b9u2jY4dO2Jvb0+DBg347LPPqqmlxUi/DIuG6BOFdm7w4EpoddeNRU6unefwlcOAvl6h4WGUMJ/c+2+QayGEqKzLWZdJz0sHYHPM5rIP0OmIi90DgH+cPp7R5j54eh/0mVbhROHyvTHF9r+K4+/sX6SvVZ3K01YhhDCHJAur0bWcayRlJwG3TENOi4PlY3Fc/iAdc3IA6OXWhJaPbIb6HUt8Sh+fmm1cVfdmhvqD9hp7vuj/BW/3eJtHWz1aHR+x0uJTs9l5Lon41GxrN6VCSvt9CCFqp+XLl/Pss88yY8YMDh48SM+ePRk8eDAxMcX/IR4VFcWQIUPo2bMnBw8eZPr06UyaNIkVK1ZUc8uB1FhYPAQSj5Pn4MOVe1dDWE8AGrhdTxamnjfWK6yKKci3A7n33yDXQghRWWdSzhj/+9CVQ6TkpJS8c8JRWNif+KunAQhwDYHHNsGoz8GtfoXbUFr/q6apTW0VQtQekiysRoZRhfWd6+OoddQX3j2wBOZ3gRO/gsqGpwLvoE/9XrzU9yO4PrqjtKf0hvqDNtf3vbX+oJudG8MaDkNro6WmqwtPxMr6fQghap85c+bw6KOP8thjj9G8eXPmzp1LUFAQCxYsKHb/zz77jODgYObOnUvz5s157LHHeOSRR/jggw+qt+EpF2DRYEg+S6zixR3XptHlq3jjvTXMLQyAqNQo/k2SZGFlyL3/BrkWQojKOnPtRrJQp+j469JfRXcqzIdt78EXkSix+4jT6Ps6/ncvgcDwovuXU20aJV2b2iqEqD2kZmE1MlncJC0Ofp0EZzfoX6wfDsPm0d6vFe1vOc7wlL6k1Ytrcv1Bc9WlGkd14fchhNDLy8tj//79TJ061WT7gAED2LlzZ7HH7Nq1iwEDBphsGzhwIAsXLiQ/Px+ttujDm9zcXHJzc40/p6WlVa7hyefgm/9A2iWiFV8eyJ1OLPoC8YZ7qyFZeCnjEgBqlZqWni0r9763Mbn33yDXQghRGYaRhS62LqTnpbPl4haGNxp+Y4fEE7BqAsQfAiCt6SCy8o4D4O9S8dGENyur/1WT1Ka2CiFqDxlZWI2M9QoLdDC/qz5RaGMH/V+HR9eDX6tijzPnKX1trz9Y156I1fbfhxBCLykpicLCQnx9TYuW+/r6kpCQUOwxCQkJxe5fUFBAUlJSsce88847uLm5Gf8FBQVVruFXTkF6PFmuDbk391VjohBu3Fs97T1xtb1Rx6mxe2P9qHdRYXLvv0GuhRCiogx9pgebPwjAzrid5BTk6Gdl/fMlfB6pTxTau8OoL4nrPxMAD3sPHDSWuefUplHStamtQojaQ0YWVqOz12tpNPp3NeRmQUAHGLEAfJqVeWxdf0ovT8SEEDXZrYt+KIpS6kIgxe1f3HaDadOmMXnyZOPPaWlplUsYNhsC9y0l3bUlSR8fgWLurSqVigZuDTh05RAgU5CFEEJYX4GugPPXzgNwZ4M7WXV2FQmZCeyJ3kjkvu/h5O/6HRv1h//8D1z9iYvZBIC/k79F21Kb+l+1qa1CiNpBRhZWEyXhGGcTDwLQKL8Aej6vH01oRqLQoC4/pZcnYkKImsjLywsbG5siowgTExOLjB408PPzK3Z/jUaDp6dnscfY2dnh6upq8q/Smg7G1z+41HurYUVkkGShEEII64tJiyFPl4eDxoFAl0B6B/YGYMumqfpEoY0tqZFvsLPrAuIVdwDiM+IBCHAOsHh7zO1/1YRFGutyX1EIUf1kZGF1OLqC5N+eITXAE7WiEHbPMmjc39qtqnHkiZgQoqaxtbWlY8eObNiwgZEjRxq3b9iwgeHDhxd7TEREBL/99pvJtvXr1xMeHl5svcKqVtq91bAiMkiysDTxqdlEJWUS5uUksUkIIarQ6WvXZ2K5N0KtUtMnJ58fgK0aHTqPBmxs8Q4T1heiU/5BrYJ3RrUmHn2y0NIjC821fG+Msfa6oU2jOwVbpS1CCGEpkiyspFI7EIUFsHEm7PqEM/Z2AAS7BGMvicIS+bs5GK+jdM6EEDXB5MmTGTt2LOHh4URERPDFF18QExPDhAkTAP0U4tjYWL799lsAJkyYwCeffMLkyZN5/PHH2bVrFwsXLuT777+32me4+d56M8MiJy62LoS6hlZzq2oH6QQKIUT1MSxu0titAfz6DJ0OfItzSCDJGhu2DvqICYsyiyyIOKCvfqGuqhhZWJa6tEijEELcTJKFlVBqByL7Gvw0Ds5vBeBss/6Q+i8NPZpYrb01hTlJQOmcCSFqitGjR5OcnMzrr79OfHw8rVq1Ys2aNYSEhAAQHx9PTEyMcf+wsDDWrFnDc889x/z58wkICODjjz/mrrvustZHKFGEfwR3NriTjr4dUaukMsmtpBMohBDV62yKfnGTxqc3Q8wxtKjo6dKQtZlRvLB7CrYBDSnIaEZBeivQ2VOoKFxMiwWsM7KwtEUaJU4IIWozSRZWUKkdCN1lWHovJJ0CrROZ/5nLHxdWAvoh9dXdzpo0Os+cJKB0zoQQNc3EiROZOHFisa8tXry4yLbIyEgOHDhQxa2qPK2Nlnd6vmPtZtRY0gkUQojqdSb5OACNE8+CvRvc/TW+sTp012aRr01H63oUretRCnO2kxX1DDYqDdfyEgHrjCyURRqFEHWVDCOooJI6EEkndsCX/fSJQtf6ZI//ladj13Is+Riutq78p+F/qq2Ny/fG0H32ZsZ8uYfuszezfG9M2QeVU3mK+ZaUBLz12NI6Z0IIIUR1MXQCbyadQCGEsJyb+xJZ5zZxKVNff7CRox88upF47+7M/zOfzLPTyIx6itwr/VAK7bGxT8DW9RivjWhEal4KYJ2RhbJIoxCirpJkYQWZdiB0APS3OUCrDQ9AVhL4tSH34bX899gX7Lu8D2etM5/3/5xg1+qZSmtuYq4yypuMNDcJKJ0zIYQQNYF0AoUQtcmnn35KWFgY9vb2dOzYkb///rvU/bdt20bHjh2xt7enQYMGfPbZZ9XUUr2b+xJvvDeb0z8+gKJS4aGo8Xx0M3g3uan/oEaXE0ReUn/yrnYHoE3LQ3Rrpp8o56R1wtXWtVrbbzC6UzDbp/bh+8e7sn1qHymdJISoE2QacgX5uzkweagbn/77IWrHc7jnuNMv6zxpGbmkNO7DtlZD+WP7i5y4egIHjQOf3vEprbxaVVv7qnrqVEWmCps7TN/QOZu+8iiFiiKdMyGEEFZT2mrSQghRUyxfvpxnn32WTz/9lO7du/P5558zePBgjh8/TnBw0eRVVFQUQ4YM4fHHH+e7775jx44dTJw4EW9v72qpsRufms201XuwDVhF/yRP5rKEX7T6PkFjv47g5AUU338ovNYNW9/tnLp2nN/P/Q7oRxWqVKoi71NdSlpITAghaitJFlZARl4GCw4vYNn5Zdg4FQCQ6pDCWw71eMezHrqCc3DoYwC0ajte7zKH9j7tq7WNVV0/oyLJyPIkAaVzJoQQoqaQTqAQoqabM2cOjz76KI899hgAc+fOZd26dSxYsIB33ilam/azzz4jODiYuXPnAtC8eXP27dvHBx98UC3JwqikTGz9VqB1PUa0fT7X4lX8oQkD0mjs0dS4X7H9h+FdOV0wnB9P/8g3x74BrFOvUAgh6jJJFpbTxbSLPLDmQVJyrwLQ2zGIx8/u5aCdHT951OeCKgtFsaEwswGFGc3ISG/FxOOpvDMqplqHpFf16LyKJiPLkwSUzpkQQgghhBCly8vLY//+/UydOtVk+4ABA9i5c2exx+zatYsBAwaYbBs4cCALFy4kPz8frVZb5Jjc3Fxyc3ONP6elpVW4zWFeTjyQbMNfjgVE22q5268Rl3Vu2JBGk3pNTPYtrv9wIe0hfjr9E3m6PMA69QqFEKIus3rNwtpWW2PHyUKSrjmhy/WiT2xz/ndsB21y8xjV/HGOn3qFjDMvkXH6VbIvPkpeSneUArcqqRdojqqsn1GZOk7+bg5ENPSURKAQQgghhBCVlJSURGFhIb6+vibbfX19SUhIKPaYhISEYvcvKCggKSmp2GPeeecd3NzcjP+CgoIq3GZ/NwcGtunMl/GJ2BdoSbLLwcbhIgCN6zUudv+b+w8hriH0De5743VJFgohhEVZNVloqK0xY8YMDh48SM+ePRk8eDAxMcUvlGGordGzZ08OHjzI9OnTmTRpEitWrKiW9sanZjN91TGyLz3A6JgmfJy3DoD0blM50uQpdIoKpaAe6OyKHGvuar7lWV3YHFWZmJNivkIIIYQQQtQMt9bsUxSl1Dp+xe1f3HaDadOmkZqaavx38eLFSrW386j/4nTfOqZ0+hwXrX5xEhUqGrg1MOv48S3HG/9bpiELIYRlWXUacnXU1rDkcHlDnb5HlR28ov1B/xny7yai4f8R5uVYZFruzcyZort8b4xx0RC1Ct4Z1brGJ+BkqrAQQgghhBDW4+XlhY2NTZFRhImJiUVGDxr4+fkVu79Go8HT07PYY+zs7LCzKzooojK8G4VzD9DM/zMmbppIc4/mOGrNq7HezqcdvQJ7sSd+D22921q0XUIIcbuz2shCQ22NW2tlVKS2xr59+8jPzy/2GEsOlw/zcqKxOpYZmmUAzC0YxXzdXcbaGTdPy1UBhody5kzRLWl14eqeuiyEEEIIIYSoPWxtbenYsSMbNmww2b5hwwa6detW7DERERFF9l+/fj3h4eHF1iusaq29W7Pxno183v/zch03t/dctt67VUYWCiGEhVltZGFV1Nbw9y9aq2LatGlMnjzZ+HNaWlqFE4b+bg48NnIQL60+R6Aqkf8V3m2SBLy1+C5g9mq+FVldWAghhBBCCCEmT57M2LFjCQ8PJyIigi+++IKYmBgmTJgA6PtEsbGxfPvttwBMmDCBTz75hMmTJ/P444+za9cuFi5cyPfff2+1z2BnU/5Ri1obLVqb6k9uCiFEXWf11ZCruraGpYfL6xOCs4hOymJ7MUnAW6flmpvoq+jqwkIIIYQQQojb2+jRo0lOTub1118nPj6eVq1asWbNGkJCQgCIj483qQsfFhbGmjVreO6555g/fz4BAQF8/PHHJZZ2qg7xqdlEJWUS5uUkgyWEEMLKrJYsrK7aGlWhKur0GaYxT195lEJFKdfqwkIIIYQQQojb28SJE5k4cWKxry1evLjItsjISA4cOFDFrTJPbazdLoQQdZnVkoU319YYOXKkcfuGDRsYPnx4scdERETw22+/mWyzZm0NS7t1GrMkCoUQQgghhBB1WUm123s18Zb+kBBCWInVFjgBfW2Nr776iq+//poTJ07w3HPPFamt8dBDDxn3nzBhAhcuXGDy5MmcOHGCr7/+moULF/LCCy9Y6yOYLT41m53nkspcsMTfzYGIhp4SGIUQQlQLc+OTEEIIURVKq91eFolhQghRNaxas7Au1NYwhwyrF0IIURNJfBJCCGFtFa3dLjFMCCGqjkoxrBBym0hLS8PNzY3U1FRcXV2r/P3iU7PpPntzkeC3fWofGT0ohBBmqu57t7VVx+eV+CSEEJYlsarilu+NKVK7vbTEn8QwIYSoGHPv3VZfDbmuK21YvQQyIYQQ1iLxSQghRE1R3trtEsOEEKJqSbKwilV0WL0QQghRlSQ+CSGEqEn83RzMTvRJDBNCiKpl1QVObgf+bg68M6o1NioVgHFYvTzxEkIIYU0Sn4QQQtRWEsOEEKJqycjCalDeYfVCCCFEdZD4JIQQoraSGCaEEFVHkoXVpDzD6oUQQojqIvFJCCFEbSUxTAghqoZMQxZCCCGEEEIIIYQQQgCSLBRCCCGEEEIIIYQQQlwnyUIhhBBCCCGEEEIIIQQgyUIhhBBCCCGEEEIIIcR1kiwUQgghhBBCCCGEEEIAkiwUQgghhBBCCCGEEEJcJ8lCIYQQQgghhBBCCCEEIMlCIYQQQgghhBBCCCHEdZIsFEIIIYQQQgghhBBCAJIsFEIIIYQQQgghhBBCXCfJQiGEEEIIIYQQQgghBCDJQiGEEEIIIYQQQgghxHUaazeguimKAkBaWpqVWyKEEMJchnu24R5e10msEkKI2kdilRBCiJrO3Fh12yUL09PTAQgKCrJyS4QQQpRXeno6bm5u1m5GlZNYJYQQtZfEKiGEEDVdWbFKpdwuj76u0+l0xMXF4eLigkqlqtA50tLSCAoK4uLFi7i6ulq4hbcXuZaWJdfTcuRaWlZlr6eiKKSnpxMQEIBaXfcraEisqlnkWlqWXE/LkWtpOZa4lhKryk++w5Yj19Jy5FpallxPy6nOWHXbjSxUq9UEBgZa5Fyurq7yZbcQuZaWJdfTcuRaWlZlruftMErDQGJVzSTX0rLkelqOXEvLqey1lFhVMfIdthy5lpYj19Ky5HpaTnXEqrr/yEsIIYQQQgghhBBCCGEWSRYKIYQQQgghhBBCCCEASRZWiJ2dHTNnzsTOzs7aTan15FpallxPy5FraVlyPaufXHPLkWtpWXI9LUeupeXItbQOue6WI9fScuRaWpZcT8upzmt52y1wIoQQQgghhBBCCCGEKJ6MLBRCCCGEEEIIIYQQQgCSLBRCCCGEEEIIIYQQQlwnyUIhhBBCCCGEEEIIIQQgyUIhhBBCCCGEEEIIIcR1kiw001tvvUW3bt1wdHTE3d3drGMURWHWrFkEBATg4OBA7969OXbsWNU2tBZISUlh7NixuLm54ebmxtixY7l27Vqpx4wfPx6VSmXyr2vXrtXT4Brm008/JSwsDHt7ezp27Mjff/9d6v7btm2jY8eO2Nvb06BBAz777LNqamnNV55ruXXr1iLfQZVKxcmTJ6uxxTXTX3/9xbBhwwgICEClUrF69eoyj5HvpeVJnLIsiVUVJ3HKsiRWWYbEqppBYpVlSayqOIlVliNxyjJqWpySZKGZ8vLyuOeee3jyySfNPua9995jzpw5fPLJJ+zduxc/Pz/69+9Penp6Fba05hszZgyHDh3izz//5M8//+TQoUOMHTu2zOMGDRpEfHy88d+aNWuqobU1y/Lly3n22WeZMWMGBw8epGfPngwePJiYmJhi94+KimLIkCH07NmTgwcPMn36dCZNmsSKFSuqueU1T3mvpcGpU6dMvoeNGzeuphbXXJmZmbRt25ZPPvnErP3le1k1JE5ZlsSqipE4ZVkSqyxHYlXNILHKsiRWVYzEKsuROGU5NS5OKaJcFi1apLi5uZW5n06nU/z8/JTZs2cbt+Xk5Chubm7KZ599VoUtrNmOHz+uAMru3buN23bt2qUAysmTJ0s8bty4ccrw4cOroYU1W+fOnZUJEyaYbGvWrJkyderUYvefMmWK0qxZM5NtTzzxhNK1a9cqa2NtUd5ruWXLFgVQUlJSqqF1tRegrFq1qtR95HtZtSROVZ7EqoqTOGVZEquqhsQq65NYVXkSqypOYpXlSJyqGjUhTsnIwioSFRVFQkICAwYMMG6zs7MjMjKSnTt3WrFl1rVr1y7c3Nzo0qWLcVvXrl1xc3Mr87ps3boVHx8fmjRpwuOPP05iYmJVN7dGycvLY//+/SbfKYABAwaUeO127dpVZP+BAweyb98+8vPzq6ytNV1FrqVB+/bt8ff3p1+/fmzZsqUqm1lnyfeyZpA4VTKJVRUjccqyJFZZl3w3awaJVSWTWFUxEqssR+KUdVX191KShVUkISEBAF9fX5Ptvr6+xtduRwkJCfj4+BTZ7uPjU+p1GTx4MEuXLmXz5s18+OGH7N27l759+5Kbm1uVza1RkpKSKCwsLNd3KiEhodj9CwoKSEpKqrK21nQVuZb+/v588cUXrFixgpUrV9K0aVP69evHX3/9VR1NrlPke1kzSJwqmcSqipE4ZVkSq6xLvps1g8SqkkmsqhiJVZYjccq6qvp7qan0GWqxWbNm8dprr5W6z969ewkPD6/we6hUKpOfFUUpsq0uMPdaQtFrAmVfl9GjRxv/u1WrVoSHhxMSEsIff/zBqFGjKtjq2qm836ni9i9u++2oPNeyadOmNG3a1PhzREQEFy9e5IMPPqBXr15V2s66SL6X5pE4ZVkSq6qHxCnLklhlPfLdNI/EKsuSWFU9JFZZjsQp66nK7+VtnSx8+umnue+++0rdJzQ0tELn9vPzA/TZXn9/f+P2xMTEItnfusDca/nvv/9y+fLlIq9duXKlXNfF39+fkJAQzpw5U+621lZeXl7Y2NgUeUpT2nfKz8+v2P01Gg2enp5V1taariLXsjhdu3blu+++s3Tz6jz5XppP4pRlSayqWhKnLEtilXXJd9N8EqssS2JV1ZJYZTkSp6yrqr+Xt3Wy0MvLCy8vryo5d1hYGH5+fmzYsIH27dsD+jn927Zt4913362S97Qmc69lREQEqamp/PPPP3Tu3BmAPXv2kJqaSrdu3cx+v+TkZC5evGjyR0NdZ2trS8eOHdmwYQMjR440bt+wYQPDhw8v9piIiAh+++03k23r168nPDwcrVZbpe2tySpyLYtz8ODB2+o7aCnyvTSfxCnLklhVtSROWZbEKuuS76b5JFZZlsSqqiWxynIkTllXlX8vLbJMym3gwoULysGDB5XXXntNcXZ2Vg4ePKgcPHhQSU9PN+7TtGlTZeXKlcafZ8+erbi5uSkrV65Ujhw5otx///2Kv7+/kpaWZo2PUGMMGjRIadOmjbJr1y5l165dSuvWrZU777zTZJ+br2V6erry/PPPKzt37lSioqKULVu2KBEREUr9+vVvu2v5ww8/KFqtVlm4cKFy/Phx5dlnn1WcnJyU6OhoRVEUZerUqcrYsWON+58/f15xdHRUnnvuOeX48ePKwoULFa1Wq/z888/W+gg1Rnmv5UcffaSsWrVKOX36tHL06FFl6tSpCqCsWLHCWh+hxkhPTzfeEwFlzpw5ysGDB5ULFy4oiiLfy+oiccqyJFZVjMQpy5JYZTkSq2oGiVWWJbGqYiRWWY7EKcupaXFKkoVmGjdunAIU+bdlyxbjPoCyaNEi4886nU6ZOXOm4ufnp9jZ2Sm9evVSjhw5Uv2Nr2GSk5OVBx54QHFxcVFcXFyUBx54oMjS6Tdfy6ysLGXAgAGKt7e3otVqleDgYGXcuHFKTExM9Te+Bpg/f74SEhKi2NraKh06dFC2bdtmfG3cuHFKZGSkyf5bt25V2rdvr9ja2iqhoaHKggULqrnFNVd5ruW7776rNGzYULG3t1fq1aun9OjRQ/njjz+s0OqaZ8uWLcXeH8eNG6coinwvq4vEKcuSWFVxEqcsS2KVZUisqhkkVlmWxKqKk1hlORKnLKOmxSmVolyvgCiEEEIIIYQQQgghhLitqa3dACGEEEIIIYQQQgghRM0gyUIhhBBCCCGEEEIIIQQgyUIhhBBCCCGEEEIIIcR1kiwUQgghhBBCCCGEEEIAkiwUQgghhBBCCCGEEEJcJ8lCIYQQQgghhBBCCCEEIMlCIYQQQgghhBBCCCHEdZIsFEIIIYQQQgghhBBCAJIsFEIIIYQQQgghhBBCXCfJQiGEEEIIIYQQQgghBCDJQiGEEEIIIYQQQgghxHWSLBSilrty5Qp+fn68/fbbxm179uzB1taW9evXW7FlQgghhJ7EKiGEEDWdxCohblApiqJYuxFCiMpZs2YNI0aMYOfOnTRr1oz27dszdOhQ5s6da+2mCSGEEIDEKiGEEDWfxCoh9CRZKEQd8dRTT7Fx40Y6derE4cOH2bt3L/b29tZulhBCCGEksUoIIURNJ7FKCEkWClFnZGdn06pVKy5evMi+ffto06aNtZskhBBCmJBYJYQQoqaTWCWE1CwUos44f/48cXFx6HQ6Lly4YO3mCCGEEEVIrBJCCFHTSawSQkYWClEn5OXl0blzZ9q1a0ezZs2YM2cOR44cwdfX19pNE0IIIQCJVUIIIWo+iVVC6EmyUIg64MUXX+Tnn3/m8OHDODs706dPH1xcXPj999+t3TQhhBACkFglhBCi5pNYJYSeTEMWopbbunUrc+fOZcmSJbi6uqJWq1myZAnbt29nwYIF1m6eEEIIIbFKCCFEjSexSogbZGShEEIIIYQQQgghhBACkJGFQgghhBBCCCGEEEKI6yRZKIQQQgghhBBCCCGEACRZKIQQQgghhBBCCCGEuE6ShUIIIYQQQgghhBBCCECShUIIIYQQQgghhBBCiOskWSiEEEIIIYQQQgghhAAkWSiEEEIIIYQQQgghhLhOkoVCCCGEEEIIIYQQQghAkoVCCCGEEEIIIYQQQojrJFkohBBCCCGEEEIIIYQAJFkohBBCCCGEEEIIIYS4TpKFwur27NlD37598fDwwN3dnYiICH755ReLvsfGjRuJiIjA0dERLy8vxo8fT2JiolnHfvvtt9x33300bdoUtVpNaGhosftt3ryZRx55hGbNmuHk5ET9+vUZPnw4+/fvL7Lv+PHjUalURf41a9asMh/T4rZu3YpKpWLr1q2l7rd48WJUKhX29vZcuHChyOu9e/emVatWFmmTub8PgIyMDJ599lkCAgKwt7enXbt2/PDDD8Xue+DAAe644w6cnZ1xd3dn1KhRnD9/3iJtFkLUHjU9JgH88MMPtGvXDnt7ewICAnj22WfJyMgodt/t27czZMgQ6tWrh4ODA40bN+aNN94wvl5YWMicOXMYNGgQgYGBODo60rx5c6ZOncq1a9eKnK+42KVSqZg9e3a5r0NVGj9+fKnxwaB3796oVCoGDRpU5LXo6GhUKhUffPBBpduTnp7OlClTGDBgAN7e3qhUKmbNmlXi/uWJSf/73/9o1qwZdnZ2hIWF8dprr5Gfn1/pNgshaoa6EpcOHTrE0KFDCQ4OxsHBAQ8PDyIiIvjuu++KnG/79u089thjdOzYETs7O1QqFdHR0UX2O336NC+88AIdO3bE3d0dDw8Punfvzs8//1xkX0N/pbh/CQkJZn/W6lBWjIAbMUqlUhXbv5k1axYqlYqkpKRKt8fc34eBuXEpMTGR8ePH4+XlhaOjIxEREWzatKnS7RWWIclCYVWJiYkMGjSI2NhYPvvsM1asWEFISAh33303hw8ftsh7bNu2jcGDB+Pr68svv/zCvHnz2LhxI/369SM3N7fM45csWcKxY8fo3LkzDRs2LHG/BQsWEB0dzX//+1/WrFnDvHnzSExMpGvXrmzevLnI/g4ODuzatcvk3/Llyyv1Wa0tNzeXl19+uUrfw9zfB8CoUaP45ptvmDlzJmvXrqVTp07cf//9LFu2zGS/kydP0rt3b/Ly8vjxxx/5+uuvOX36ND179uTKlStV+XGEEDVIbYhJS5cu5f7776dTp06sXbuWmTNnsnjxYkaNGlVk32XLlhEZGYmbmxvffvsta9as4aWXXkJRFOM+2dnZzJo1i5CQEObOncuaNWt4/PHH+eKLL+jevTvZ2dlFznv33XcXiV8PPfRQ5S6Mla1bt67YWG0pycnJfPHFF+Tm5jJixIhS9y1PTHrrrbf473//y6hRo1i3bh0TJ07k7bff5qmnnqqyzyKEqD51KS5du3aNoKAg3n77bdasWcO3335LaGgoY8eO5c033zTZd9OmTWzcuJHg4GC6detW4nuvX7+eP/74g7vuuouffvqJpUuX0rhxY+655x5ef/31Yo9ZtGhRkRjm6elpxpWquWbMmFGlD4nM/X2A+XEpNzeXfv36sWnTJubNm8cvv/yCr68vgwYNYtu2bVX2WUQ5KEJY0TfffKMAyqZNm4zbUlNTFUD56KOPLPIenTp1Ulq0aKHk5+cbt+3YsUMBlE8//bTM4wsLC43/PXToUCUkJKTY/S5fvlxkW3p6uuLr66v069fPZPu4ceMUJycnMz+B9WzZskUBlC1btpS636JFixRAGTRokKJWq5VDhw6ZvB4ZGam0bNnSIm0y9/fxxx9/KICybNkyk+39+/dXAgIClIKCAuO2e+65R/Hy8lJSU1ON26KjoxWtVqtMmTLFIu0WQtR8NT0mFRQUKP7+/sqAAQNMti9dulQBlDVr1hi3Xbp0SXFyclKefPLJMs+ZlJRUZPtPP/2kAMqSJUtMtgPKU089Veo5a4Jx48aVGB9uFhkZqTRp0kRp0KCB0rFjR0Wn0xlfi4qKUgDl/fffr3R7dDqd8dxXrlxRAGXmzJnF7mtuTEpKSlLs7e2V//u//zM5/q233lJUKpVy7NixSrdbCGFddSkulaRLly5KUFCQybab/95///33FUCJiooqcuyVK1dM7tsGQ4cOVRwdHZWcnBzjNkN/Ze/evWW2ydpKixEGhhg1ePBgBVA+/vhjk9dnzpypAMqVK1cq3R5zfx/liUvz589XAGXnzp3Gbfn5+UqLFi2Uzp07V7rNovJkZKGwqpiYGABatGhh3BYXFweAVqut9PljY2PZu3cvY8eORaPRGLd369aNJk2asGrVqjLPoVab938THx+fItucnZ1p0aIFFy9eNL/RZpg/fz69evXCx8cHJycnWrduzXvvvVfkiZJh+u/evXvp2bMnjo6ONGjQgNmzZ6PT6Uz2PXnyJIMGDTJOP5gwYQLp6enlateUKVPw9PTkpZdeqvRnLIm5v49Vq1bh7OzMPffcY7L94YcfJi4ujj179gBQUFDA77//zl133YWrq6txv5CQEPr06WPWd0QIUTfU9Ji0e/du4uPjefjhh02233PPPTg7O5sc/9VXX5GZmVnm/djGxqbYERWdO3cGsGj8unLlChMnTqRFixY4Ozvj4+ND3759+fvvv032u3n675w5cwgLC8PZ2ZmIiAh2795d5LyLFy+madOm2NnZ0bx5c7799ttytUur1fLWW2+xf//+Khvhb5gqVpbyxKQ///yTnJycIt+Hhx9+GEVRWL16tcXaL4SwjroUl0ri5eVl8t5g/t/7Xl5exd5bO3fuTFZWFlevXjXrPObYsGEDw4cPJzAwEHt7exo1asQTTzxRZJqvYfrvsWPHuP/++3Fzc8PX15dHHnmE1NRUk33T0tJ4/PHH8fT0xNnZmUGDBnH69Olytatv374MHDiQN954o9x9N3OZ+/soT1xatWoVTZs2JSIiwrhNo9Hw4IMP8s8//xAbG2uRtouKk2ShsKqCggJAf2NIS0tjx44dPPTQQzg5OTFs2DCTfXU6HQUFBWX+KywsNB5z9OhRANq0aVPkvdu0aWN8vaqkpqZy4MABWrZsWeS17Oxs/Pz8sLGxITAwkKefftrsgHbu3DnGjBnDkiVL+P3333n00Ud5//33eeKJJ4rsm5CQwAMPPMCDDz7Ir7/+yuDBg5k2bZpJfZDLly8TGRnJ0aNH+fTTT1myZAkZGRk8/fTT5fq8Li4uvPzyy2ZN5yosLDTr93lrUtNcR48epXnz5kX++DB8Fwy/+3PnzpGdnV3id+Ts2bPk5ORUqA1CiNqlpsekko7XarU0a9bM5Pi//voLDw8PTp48Sbt27dBoNPj4+DBhwgTS0tLKvBaGe3hx8WvZsmU4ODhgZ2dHx44dWbRoUZnnA4wxbubMmfzxxx8sWrSIBg0a0Lt372Jr486fP58NGzYwd+5cli5dSmZmJkOGDDHpbC1evJiHH36Y5s2bs2LFCl5++WXeeOONck8pHj16NB07duTll18ucyqXOb/3goICk+ne5ipPTDL8vlu3bm2yn7+/P15eXlX+N44QourVpbh0azuvXLnCp59+yrp16yw+0GDLli14e3sXO5jjzjvvxMbGBg8PD0aNGmX2vfLcuXNERESwYMEC1q9fz6uvvsqePXvo0aNHsXHjrrvuokmTJqxYsYKpU6eybNkynnvuOePriqIwYsQIlixZwvPPP8+qVavo2rUrgwcPLvfnfffdd0lKSuL9998vdb+KfEfKozxx6ejRoyV+7wCOHTtWoTYIy9GUvYsQ1aNNmzbGxTFefvllgoKCTF5/5JFH+Oabb8o8T2RkpLHTkZycDICHh0eR/Tw8PIyvV5WnnnqKzMxMZsyYYbK9bdu2tG3b1rjox7Zt2/joo4/YtGkTe/fuxdnZudTzzpkzx/jfOp2Onj174unpycMPP8yHH35IvXr1jK8nJyezZs0a4yiRO+64g61bt7Js2TJjjamPPvqIK1eucPDgQdq2bQvA4MGDGTBggPGJprkmTJjAvHnzeOmll/jnn39KHEnRr18/s+pRjBs3jsWLF5erDaD/3A0aNCiy3fBdMPzuy/qOKIpCSkoK/v7+5W6DEKL2qokxqazjby42HhsbS1ZWFvfccw/Tpk1j7ty57N27l5kzZ3L06FH+/vvvEu/PsbGxTJ06lfDwcO68806T18aMGcPQoUMJCgoiMTGRhQsX8sgjj3D+/HmThVOK07RpUz799FPjz4WFhQwcOJDo6Gg+/vhjevfubbK/i4sLv//+OzY2NgAEBATQuXNn1q5dy3333YdOp2PGjBl06NCBVatWGT9Pjx49aNy4MQEBAaW252YqlYp3332XO+64g88//7zEh2XR0dGEhYWZdc4tW7YU+UxlKU9MSk5Oxs7ODicnp2L3req/cYQQ1au2xyWDiRMn8vnnnwNga2vLxx9/XOyAh4r66quv2Lp1K/PmzTPGDwA/Pz9mzJhB165dcXV15ciRI8yePZuuXbuyY8cOYx+oJBMmTDD+t6IodOvWjd69exMSEsLatWv5z3/+Y7L/o48+yosvvgjo+19nz57l66+/ZuHChahUKtatW8eWLVuYN28ekyZNAqB///7Y2toW6TuWpW3btowZM4Y5c+YwceJE/Pz8it3v9ddf57XXXivzfCEhIaUuYFKS8sSl5OTkEr83hteFdUmyUNQYP/74IzExMaxdu5a3336b06dPm0wHmjVrllkj3VxcXIpsK6lDZM6UoIp65ZVXWLp0Kf/73//o2LGjyWs3P1UCfWBo3749d999N19++WWR12918OBBZs6cyY4dO4qMRjx9+jRdunQx/uzn52dMFBq0adOGQ4cOGX/esmULLVu2LBIkx4wZw4YNG8r8rDeztbXlzTffZMyYMfz444+MHj262P0+//xzs4bKe3l5lev9b1ba7/fW18qzrxCi7qvJMcmc43U6HTk5OcycOZOpU6cC+tIUtra2PPvss2zatIk77rijyDmuXr3KkCFDUBSF5cuXF5l6tHTpUpOf77rrLoYNG8bs2bOZNGkS3t7epbb9s88+44svvuD48eMmhfObNWtWZN+hQ4eadPQMow0MneVTp04RFxfH5MmTTT57SEgI3bp1K3dHp1+/fgwYMIDXX3+dcePGFbtPQEAAe/fuNet8TZs2Ldf738zcmCSxS4jbR22PSwbTp0/nscceIzExkd9++42nn36azMxMXnjhBbPeqzRr167lqaee4u677+aZZ54xeW3QoEEMGjTI+HOvXr0YOnQorVu35tVXXy1zhenExEReffVV/vjjD+Li4kxmP504caJIsvDWn9u0aUNOTg6JiYn4+vqyZcsWAB544AGT/caMGVPuZCHAm2++yU8//cRrr73GggULit3n//7v/4o8BCyOnZ1dud/fQPpfdYckC0WN0blzZzp37szdd99NgwYNePnll/nvf/9rXHEpODiYwMDAMs9z843FUIepuCcTV69eLfZphiW89tprvPnmm7z11ltmT+UdOXIkTk5OxdZjullMTAw9e/akadOmzJs3j9DQUOzt7fnnn3946qmniqxcWVwtKjs7O5P9kpOTix0pUdJTqbLcd999fPDBB8yYMaPYFToBGjVqZNYULXNrZNzK09OzxN873HhqVdZ3RKVS4e7uXqE2CCFqr5oYk24+3tfXt9TjPT09OXPmDAMHDjTZb/DgwTz77LMcOHCgSLIwJSWF/v37Exsby+bNm4sdnV2cBx98kN9//519+/aVOn1qzpw5PP/880yYMIE33ngDLy8vbGxseOWVVzhx4kSJn9fA0HkxxC/DdSwuVvn5+VVoVMS7775Lhw4d+OCDD4rUXAL9A7F27dqZda6bE53mKk9M8vT0JCcnh6ysLBwdHYvse+uDSiFE7Vbb45JBcHAwwcHBAAwZMgSAadOmMW7cuDIfOJVm3bp1jBo1iv79+7N06VKzkk2hoaH06NGjzP6XTqdjwIABxMXF8corr9C6dWucnJzQ6XR07dq1SP8LzIthGo2myH4V7X+FhoYyceJEPvnkEyZPnlzsPn5+fsVOzb5VRRN15YlL5vbVhPVIzUJRI/Xo0QO4UcAX9EPrtVptmf/69etnPMYwzffIkSNF3uPIkSPG1y3ptddeY9asWcyaNYvp06eX61hFUcpMjq1evZrMzExWrlzJgw8+SI8ePQgPD8fW1rbCbfb09CQhIaHI9uK2mcMwnevcuXN88cUXxe7Tr18/s36fjzzySIXa0Lp1a06cOGGs9WJg+C4YfvcNGzbEwcGhxO9Io0aNsLe3r1AbhBB1Q02JSYYaQLceX1BQwMmTJ02OL64OEGB8SHNrrElJSeGOO+4gKiqKDRs2lHh8ec55q++++47evXuzYMEChg4dSpcuXQgPD69wQXZDB8uS8atdu3bcf//9zJkzh8uXLxd5PTo62qzfu1arNavUxq3KE5NK+j4kJCSQlJRUJX/jCCFqhtoYl0rSuXNnCgoKOH/+fJn7lmTdunWMGDGCyMhIVqxYUa5+kTn9r6NHj3L48GHef/99nnnmGXr37k2nTp2KHZRhLk9PTwoKCookzCoav0A/Pd3R0bHEPujrr79u1nekYcOGFXr/8sSl1q1bl/i9AySG1QAyslDUCOfPnzeZbnr48GEAkxtVRYbW169fn86dO/Pdd9/xwgsvGJ/y7969m1OnTvHss89a6BPovfHGG8yaNYuXX36ZmTNnluvYn3/+maysLLp27VrqfoYnPTcPD1cUhS+//LL8Db6uT58+vPfeexw+fNhkKvKyZcsqfM477riD/v378/rrrxepqQJVPw155MiRfPnll6xYscJkKvQ333xDQECAcaq2RqNh2LBhrFy5kvfee8/4/YmJiWHLli1lTgkXQtQ9NTUmdenSBX9/fxYvXmxyX/v555/JyMgwGcl911138cUXX7B27Vrat29v3L5mzRoAk1hjSBSeP3+eDRs2mOxvjiVLlqDVasscyaZSqYpMbfr333/ZtWtXsXGiLE2bNsXf35/vv//eZCryhQsX2LlzZ7lqFt7szTff5Oeffy62rlNVT0MuT0waNGgQ9vb2LF682KT8yOLFi1GpVIwYMaLc7y+EqJnqQlwqyZYtW1Cr1WaPZr/V+vXrGTFiBD169GD16tXlmkIbFRXFjh07ii3LcbPi+l+AsfZiRRj6X0uXLjXWLITK9b88PT156aWXmDFjBpmZmUVer+ppyOWJSyNHjmTixIns2bPHuG9BQQHfffcdXbp0qXAMF5YjyUJRI9x5553MnDmTVq1aceTIEWbOnEnPnj1NpvqEhoYSGhpa7nO/++679O/fn3vuuYeJEyeSmJjI1KlTadWqlckUowsXLtCwYUPGjRvHwoULjduPHz/O8ePHAf1TkaysLH7++WcAWrRoQYsWLQD48MMPefXVVxk0aBBDhw4tMpzd0DG7cOECY8aM4b777qNRo0aoVCq2bdvG3LlzadmyJY899lipn8dQ+Pb+++9nypQp5OTksGDBAlJSUsp9bQyeffZZvv76a4YOHcqbb76Jr68vS5cu5eTJkxU+J+ivfceOHUlMTCyyomZFazmZ+/sYPHgw/fv358knnyQtLY1GjRrx/fff8+eff/Ldd9+ZTA977bXX6NSpE3feeSdTp04lJyeHV199FS8vL55//vkKtVMIUXvV1JhkY2PDe++9x9ixY3niiSe4//77OXPmDFOmTKF///4mtZgGDBjAsGHDeP31143TpPbt28drr73GnXfeaRyVkp2dzcCBAzl48CBz586loKDAJH55e3sbO6Pvv/8+x48fp1+/fgQGBhoXOFm/fj2zZs0q8+HOnXfeyRtvvMHMmTOJjIzk1KlTvP7664SFhRUZBW4OtVrNG2+8wWOPPcbIkSN5/PHHuXbtGrNmzarwNC6AsLAwnnzySebNm1fkNVtbW8LDwyt03rVr15KZmWl8UHb8+HFj/BoyZIhxypa5McnDw4OXX36ZV155BQ8PDwYMGMDevXuZNWsWjz32mDEeCiFqv7oQl/7v//4PV1dXOnfujK+vL0lJSfz0008sX76cF1980WQK8pUrV4yjsw0jzdauXYu3tzfe3t5ERkYCsH37dkaMGIGfnx/Tp083qckO+r6Bq6sroB/I0KtXL9q0aWNc4OS9995DpVKVuUBXs2bNaNiwIVOnTkVRFDw8PPjtt9/KXdv9ZgMGDKBXr15MmTKFzMxMwsPD2bFjB0uWLKnwOUHfr5s/fz5r164t8lpAQECFknDm/j7KE5ceeeQR5s+fzz333MPs2bPx8fHh008/5dSpU2zcuLEiH11YmiKEFc2cOVMBlIkTJyrBwcGKnZ2d0qBBA+XJJ59Urly5YrH3Wb9+vdK1a1fF3t5e8fDwUB566CHl8uXLJvtERUUpgDJu3Lhi21jcv5kzZxr3i4yMLHG/m/+vdvXqVWXkyJFKaGio4uDgoNja2iqNGzdWpkyZoly7ds2sz/Pbb78pbdu2Vezt7ZX69esrL774orJ27VoFULZs2WLSppYtWxY5fty4cUpISIjJtuPHjyv9+/c3XqNHH31U+eWXX4qcsziLFi1SAGXv3r1FXhszZowCFNuOijD396EoipKenq5MmjRJ8fPzU2xtbZU2bdoo33//fbHn3bdvn9KvXz/F0dFRcXV1VUaMGKGcPXvWIm0WQtQOtSEmKYqiLFu2TGnTpo1ia2ur+Pn5KZMmTVLS09OL7JeVlaW89NJLSlBQkKLRaJTg4GBl2rRpSk5OTpH3Kenfze//66+/Kj169FC8vb0VjUajuLi4KD179izxvnqr3Nxc5YUXXlDq16+v2NvbKx06dFBWr15dJCYZ2vT+++8XOUdx9/qvvvpKady4sWJra6s0adJE+frrr4uNc8UpKU5euXJFcXV1LbEdFRESElLidY6KijLZtzwxad68eUqTJk0UW1tbJTg4WJk5c6aSl5dnkTYLIayrLsWlr7/+WunZs6fi5eWlaDQaxd3dXYmMjFSWLFlS5Hxbtmwp8X4ZGRlp3K+0fsGtfZhnn31WadGiheLi4qJoNBolICBAefDBB5VTp06ZdY0MfSUXFxelXr16yj333KPExMQUiUuGNt36+zH0l26+31+7dk155JFHFHd3d8XR0VHp37+/cvLkyWJj3a1Ki5VffPGF8RpY4nti7u/DwNy4lJCQoDz00EOKh4eHYm9vr3Tt2lXZsGFDpdsrLEOlKGasMCBEFZk1axavvfYaV65cqdSqt0IIIURlSUwSQghRk0hcEkJYiyxwIoQQQgghhBBCCCGEACRZKIQQQgghhBBCCCGEuE6mIQshhBBCCCGEEEIIIQAZWSiEEEIIIYQQQgghhLhOkoVCCCGEEEIIIYQQQghAkoVCCCGEEEIIIYQQQojrNNZuQHXT6XTExcXh4uKCSqWydnOEEEKYQVEU0tPTCQgIQK2u+8+5JFYJIUTtI7FKCCFETWdurLrtkoVxcXEEBQVZuxlCCCEq4OLFiwQGBlq7GVVOYpUQQtReEquEEELUdGXFqtsuWeji4gLoL4yrq6uVWyOEEMIcaWlpBAUFGe/hdZ3EKiGEqH0kVgkhhKjpzI1Vt12y0DBE3tXVVYKaEELUMrfLNCeJVUIIUXtJrBJCCFHTlRWr6n4xDSGEEEIIIYQQQgghhFkkWSiEEEIIIYQQQgghhAAkWSiEEEIIIYQQQgghhLjutqtZaK7CwkLy8/Ot3Qxxm9JqtdjY2Fi7GUKIGk5ilbAmW1tb1Gp57iyEKJ3EKmEt0qcSouIkWXgLRVFISEjg2rVr1m6KuM25u7vj5+d32xTJFkKYT2KVqAnUajVhYWHY2tpauylCiBpIYpWoCaRPJUTFSLLwFoaA5uPjg6Ojo9xURLVTFIWsrCwSExMB8Pf3t3KLhBA1jcQqYW06nY64uDji4+MJDg6W76AQogiJVcKapE8lROVIsvAmhYWFxoDm6elp7eaI25iDgwMAiYmJ+Pj4yPB5IYSRxCpRU3h7exMXF0dBQQFardbazRFC1CASq0RNIH0qISpOCs3cxFBLw9HR0cotEeLG91BqvAghbiaxStQUhunHhYWFVm6JEKKmkVglagrpUwlRMZIsLIYMkRc1gXwPhRClkXuEsDb5DgohyiL3CWFt8h0UomIkWSiEEEIIIYQQQgghhAAkWSiqwPjx4xkxYoS1m1FhW7duRaVSycptQghRh0msEkIIUZNJnBJCWJMkC4XVRUdHo1KpOHTokLWbAkC3bt2Ij4/Hzc3N7GNqezAXQpTsr7/+YtiwYQQEBKBSqVi9enWZx2zbto2OHTtib29PgwYN+Oyzz6q+oaJKSawSQghRk0mcEkJYkiQL66i8vDxrN6HWsrW1xc/PT+pbCGFB8anZ7DyXRHxqtrWbUm6ZmZm0bduWTz75xKz9o6KiGDJkCD179uTgwYNMnz6dSZMmsWLFiipuae0jsariJFYJIUTVkzhVcRKnhLC86uxTSbKwClXnL7J37948/fTTTJ48GS8vL/r37w/AnDlzaN26NU5OTgQFBTFx4kQyMjIAUBQFb29vkw5su3bt8PHxMf68a9cutFqt8ZhbFRYWMnnyZNzd3fH09GTKlCkoimKyz59//kmPHj2M+9x5552cO3fO+HpYWBgA7du3R6VS0bt3bwD27t1L//798fLyws3NjcjISA4cOFDqdTA8jXrttdfw8fHB1dWVJ554wiTQ5+bmMmnSJHx8fLC3t6dHjx7s3bvX+PqtQ+YXL16Mu7s769ato3nz5jg7OzNo0CDi4+MBmDVrFt988w2//PILKpUKlUrF1q1bycvL4+mnn8bf3x97e3tCQ0N55513Sm2/EHXR8r0xdJ+9mTFf7qH77M0s3xtj7SaVy+DBg3nzzTcZNWqUWft/9tlnBAcHM3fuXJo3b85jjz3GI488wgcffFDFLa0YiVV6EqskVonbXMIRSDoDOp21WyJuIXFKT+KUxClxe6vuPpUkC6uINTrH33zzDRqNhh07dvD5558DoFar+fjjjzl69CjffPMNmzdvZsqUKYB+ZahevXqxdetWAFJSUjh+/Dj5+fkcP34c0N/kO3bsiLOzc7Hv+eGHH/L111+zcOFCtm/fztWrV1m1apXJPpmZmUyePJm9e/eyadMm1Go1I0eORHf9j7F//vkHgI0bNxIfH8/KlSsBSE9PZ9y4cfz999/s3r2bxo0bM2TIENLT00u9Dps2beLEiRNs2bKF77//nlWrVvHaa68ZX58yZQorVqzgm2++4cCBAzRq1IiBAwdy9erVEs+ZlZXFBx98wJIlS/jrr7+IiYnhhRdeAOCFF17g3nvvNQa7+Ph4unXrxscff8yvv/7Kjz/+yKlTp/juu+8IDQ0tte1C1DXxqdlMW3kE3fW/d3UKTF95tFaOMDTXrl27GDBggMm2gQMHsm/fPvLz84s9Jjc3l7S0NJN/1UFi1Q0SqyRWidvc+pfhk3A4uMTaLRE3kTh1g8QpiVPi9mXoU9kFfYG9/08o6vSq71Mpt5nU1FQFUFJTU4u8lp2drRw/flzJzs6u1HvEXctSwqb+roS8dONfg6l/KHHXsip13tJERkYq7dq1K3O/H3/8UfH09DT+/PHHHyutWrVSFEVRVq9erYSHhyujRo1S5s+fryiKogwYMEB56aWXSjyfv7+/Mnv2bOPP+fn5SmBgoDJ8+PASj0lMTFQA5ciRI4qiKEpUVJQCKAcPHiy17QUFBYqLi4vy22+/lbjPuHHjFA8PDyUzM9O4bcGCBYqzs7NSWFioZGRkKFqtVlm6dKnx9by8PCUgIEB57733FEVRlC1btiiAkpKSoiiKoixatEgBlLNnzxqPmT9/vuLr62vyvrd+5meeeUbp27evotPpSv1cJbHU91EIa9px9orJvdDwb+fZpHKdp7R7d3UClFWrVpW6T+PGjZW33nrLZNuOHTsUQImLiyv2mJkzZypAkX8Sq/QkVtXMWCVxStQZOp2ivBOsKDNdFSX2YIVPU1NiVXWp6n6VxCmJU4oifSohFEXfpwqdsVRptbiV0nJRGyVk6soK9akUxfxYZdWRhXW1aHxUUqZxFI1BoaIQnZRVpe8bHh5eZNuWLVvo378/9evXx8XFhYceeojk5GQyMzMB/VD7Y8eOkZSUxLZt2+jduze9e/dm27ZtFBQUsHPnTiIjI4t9v9TUVOLj44mIiDBu02g0Rdpx7tw5xowZQ4MGDXB1dTUOkY+JKf3JYGJiIhMmTKBJkya4ubnh5uZGRkZGmce1bdsWR0dH488RERFkZGRw8eJFzp07R35+Pt27dze+rtVq6dy5MydOnCjxnI6OjjRs2ND4s7+/P4mJiaW2Y/z48Rw6dIimTZsyadIk1q9fX+r+QtRFYV5OqG8pVWOjUhHq5Vj8AXXErfV5lOtTiUqq2zNt2jRSU1ON/y5evFjlbZRYJbEKJFYJAcC1GMi5Bmot+DS3dmvEdRKnJE6BxCkhQN+n0jjq/z+ry/UDxbbK+1RWTRbW1aLx1uocOzk5mfx84cIFhgwZQqtWrVixYgX79+9n/vz5AMapcK1atcLT05Nt27YZA1tkZCTbtm1j7969ZGdn06NHj0q1a9iwYSQnJ/Pll1+yZ88e9uzZA5RdMHj8+PHs37+fuXPnsnPnTg4dOoSnp2eFCw2rVKoSO+yKopRafFer1ZZ4rpJ06NCBqKgo3njjDbKzs7n33nu5++67K9R2IWorfzcH3hnVGpvr//+yUal4e1Qr/N0crNyyquPn50dCQoLJtsTERDQaDZ6ensUeY2dnh6urq8m/qiaxypTEKolV4jYWf0j/v74tQGNn1aaIGyROmZI4JXFK3L783Rzo3UY/5bgwO6ha+lRWTRbW1aLxNaVzvG/fPgoKCvjwww/p2rUrTZo0IS4uzmQfQ42NX375haNHj9KzZ09at25Nfn4+n332GR06dMDFxaXY87u5ueHv78/u3buN2woKCti/f7/x5+TkZE6cOMHLL79Mv379aN68OSkpKSbnsbW1BfSFfW/2999/M2nSJIYMGULLli2xs7MjKSmpzM99+PBhsrNvzN3fvXs3zs7OBAYG0qhRI2xtbdm+fbvx9fz8fPbt20fz5hV/kmxra1uk/QCurq6MHj2aL7/8kuXLl7NixYpS63gIURe5eB6hT+SvPDnsCtun9mF0p2BrN6lKRUREsGHDBpNt69evJzw8vMgfydYksUpilYHEKnHbiz+s/1//ttZthzAhcUrilIHEKSEgzyYagP/r3Kda+lSaKj27hZVUNH7hwoXk5+cX2wnLzc0lNzfX+HN1FY0f3SmYXk28iU7KItTL0SqjaBo2bEhBQQH/+9//GDZsGDt27Ch22nbv3r157rnnaN++vXE0S69evVi6dCmTJ08u9T3++9//Mnv2bBo3bkzz5s2ZM2eOccUrgHr16uHp6ckXX3yBv78/MTExTJ061eQcPj4+ODg48OeffxIYGIi9vT1ubm40atSIJUuWEB4eTlpaGi+++CIODmVfx7y8PB599FFefvllLly4wMyZM3n66adRq9U4OTnx5JNP8uKLL+Lh4UFwcDDvvfceWVlZPProo2Zc1eKFhoaybt06Tp06haenJ25ubnzyySf4+/vTrl071Go1P/30E35+fri7u1f4fYSojU6eWMmepH9onJ2Cv9t4azen3DIyMjh79qzx56ioKA4dOmS8h0ybNo3Y2Fi+/fZbACZMmMAnn3zC5MmTefzxx9m1axcLFy7k+++/t9ZHKJHEKj2JVRKrxO0pPjWbqKRMOsQcwB7Av52VWyRuJXFKT+KUxClxe8vX5XMs+RgAo1p2q5Z7Ya1aDTkhIQFfX1+Tbb6+vhQUFJT4dOSdd94x1mZwc3MjKCioOpoK6J+GRTT0tNp0u3bt2jFnzhzeffddWrVqxdKlS4tdZr5Pnz4UFhbSu3dv47bIyEgKCwtLrK1h8Pzzz/PQQw8xfvx4IiIicHFxYeTIkcbX1Wo1P/zwA/v376dVq1Y899xzvP/++ybn0Gg0fPzxx3z++ecEBAQwfPhwAL7++mtSUlJo3749Y8eOZdKkSfj4+JT5ufv160fjxo3p1asX9957L8OGDWPWrFnG12fPns1dd93F2LFj6dChA2fPnmXdunXUq1evzHOX5PHHH6dp06aEh4fj7e3Njh07cHZ25t133yU8PJxOnToRHR3NmjVrUKtr1f/thKi05DR9fQ0vpeRpKTXZvn37aN++Pe3btwdg8uTJtG/fnldffRWA+Ph4k7o/YWFhrFmzhq1bt9KuXTveeOMNPv74Y+666y6rtL8sEqskVkmsErejG6vs7iYj+voIroB2Vm1TZdTVWvAgcQokTkmcEre70ymnyS3MxdXWlRDXkGp5T5VSVpGAaqJSqVi1ahUjRowocZ8mTZrw8MMPM23aNOO2HTt20KNHD+Lj4/Hz8ytyTHEjC4OCgkhNTS1SEyonJ4eoqCjCwsKwt7ev/IcS1W78+PFcu3bNrD+Qajr5Poq64omv27PTpoA3w+5ieK9ZFTpHWloabm5uxd6766LSPq/cG2q/uhKr5Lsoaqv41Gy6z96MTgF/ktll/wz5ig1Jk87h71nxRIc1Y9XatWvZsWMHHTp04K677iqzXxUVFUWrVq14/PHHeeKJJ9ixYwcTJ07k+++/N/vhlsSququuxCmQ76KoG74/+T1v73mb7vW789kdlXuwY26sqlXTkCtaNN7OTgoVCyGEVeRlkVSYDTZavPzaW7s1QgghhHGVXY3LEQKVC1AAZ5RAUq/p8C++S1HjDR48mMGDB5u9/8214AGaN2/Ovn37+OCDD0pMFlqrvJMQQtzu/r3yLwBtY4/DL09Dv1fBuewRwpVRq8bu1pai8UIIIa5L+Jfk69NEvDybWrkxQgghhH6VXRttGvb1l3EyaDtfublyVAmp8lV2a5KSasHv27fPuMLvraxZ3kkIIW5nhmRhm4RTcGgp2DqVcUTlWXVkYV0uGi+sY/HixdZughDiJoWX9pJio08Wejp6Wbk1QtQMEquEsC5/Nwcm9HPj2wv6akzzPNyJ9NQScCXN+HpdV1YteH9//yLHTJs2zWShDkN5J1H3SJwSouZIyUkhJl1fH71Vbi54t6j7ycJ9+/bRp08f48+G4DNu3DgWL15cYtH45557jvnz5xMQEFCji8YLIcTtLuXSP+hUKtSoqGdX8TpQQgghhCU1D9bBBXDTKaSpYBtn2Lj2v+TF38c7IzswulOwtZtY5VQq04XHDKXsb91uIOWdhBCi+h1JOgJAmMYFN50C9auntJNVk4W9e/emtPVVinuiERkZyYEDB6qwVUIIISwlKfEwuEA9rTM2ahtrN0cIIYQAICFTXwc9MjOT7lk5TPH2Ret6DF3OX0xfaUuvJt51eoRhRWrBCyGEqH6GKcitC65vCOhQLe9bq2oWCiGEqEUyk0nKvAyAl5NvGTsLIYQQ1ceQLPQrKKRhhgfZFx8hP60leVcjKVQUopOyrNzCqiW14IUQonbYG38IgNbXEvUb6kuyUAghRG0Wd4BkG/1oQi9HSRYKIYSoOeIz4wHwKyzgqBJGYVZDcmLHgqLBRqWqdYudZGRkcOjQIQ4dOgTcqAVvKOk0bdo0HnroIeP+EyZM4MKFC0yePJkTJ07w9ddfs3DhQl544QVrNF8IIUQxfvgnmv0JhwBol3mNQrUWfFpWy3tLslAIIUTViN1PkmFxEweZ0iSEEKLmMIws9C8oJKx1d2yu1+mzUal4e1SrWjcFed++fbRv35727fW1rCZPnkz79u159dVXAUqsBb9161batWvHG2+8IbXghRCiBolPzWbGH5tR2eSi1tnQKC+fIwXBxGcWVsv7W7VmoRBCiDosdj9J10cWSrJQCCFETWIcWVhQSKMuvdk+sB3RSVmEejnWukQhSC14IYSoa6KSMlHZxQLgl2uHBjisa0CTpKxqiVMysvA2N2vWLNq1a1euY3r37s2zzz5b7e3YsWMHrVu3RqvVMmLECIu+f3mNHz/e6m0QokZTFIjdf2Masr2XlRskajOJVRUjsUqI4mXmZ5Kelw7ok4X4tcbfzYGIhp61MlEorE/iVMVInBKiZGFeTqi1GQCEFOQCcFRpWG1lMmRk4W3uhRde4JlnninXMStXrrRK4ePJkyfTrl071q5di7Ozc7W8Z3R0NGFhYRw8eNAk8M6bN6/Up7dC3PauXYCsZJLc9LUKvRwkWSgqTmJV6SRWCVE+hinILoU6nL2agF31/H9V1F0Sp0oncUqI8vN3c6BPc0d2JkOILg2Avv0GVdtDLUkW3qYURaGwsBBnZ+dyBwkPD48qalXpzp07x4QJEwgMDLTK+9/Mzc3N2k0QomaL3Q9Akq0jUCjJQlEhEqsqR2KVEMW7eXETAqpnVUlRN0mcqhyJU0KUzs9DB8ngXZiPTuvE4N69qu29ZRpyHZGbm8ukSZPw8fHB3t6eHj16sHfvXuPrW7duRaVSsW7dOsLDw7Gzs+Pvv/8uMlS9oKCASZMm4e7ujqenJy+99BLjxo0zGR5+65D50NBQ3n77bR555BFcXFwIDg7miy++MGnfSy+9RJMmTXB0dKRBgwa88sor5Ofnm/XZoqOjUalUJCcn88gjj6BSqVi8eDGLFy/G3d3dZN/Vq1ejul6gGm4MxV+yZAmhoaG4ublx3333kZ6ebtxHp9Px7rvv0qhRI+zs7AgODuatt94C9MWfAdq3b49KpaJ3795A0SHz5l7/TZs2ER4ejqOjI926dePUqVNmXQMhap1YfQ2kZBv9/x+lZqEAiVUGEquEsK6bFzehviQLxQ0Sp/QkTglRM6TkpADgrtOhDmgPaptqe29JFpZFUSAv0zr/yjEke8qUKaxYsYJvvvmGAwcO0KhRIwYOHMjVq1eL7PfOO+9w4sQJ2rRpU+Q87777LkuXLmXRokXs2LGDtLQ0Vq9eXeb7f/jhh4SHh3Pw4EEmTpzIk08+ycmTJ42vu7i4sHjxYo4fP868efP48ssv+eijj8z6bEFBQcTHx+Pq6srcuXOJj49n9OjRZh0L+qdnq1ev5vfff+f3339n27ZtzJ492/j6tGnTePfdd3nllVc4fvw4y5Ytw9dXP3Xyn3/+AWDjxo3Ex8ezcuXKYt/D3Os/Y8YMPvzwQ/bt24dGo+GRRx4x+3MIUavE7icPSFMKAJmGXOWsFavKOXVIYlXJJFYJUX3iM/QjC/0LCiRZWF2kTyVxColTQpRXam4qAO6FhVC/fbW+t0xDLkt+FrwdYJ33nh4Htk5l7paZmcmCBQtYvHgxgwcPBuDLL79kw4YNLFy4kBdffNG47+uvv07//v1LPNf//vc/pk2bxsiRIwH45JNPWLNmTZltGDJkCBMnTgT0T7w++ugjtm7dSrNmzQB4+eWXjfuGhoby/PPPs3z5cqZMmVLmuW1sbPDz80OlUuHm5oafn1+Zx9xMp9OxePFiXFxcABg7diybNm3irbfeIj09nXnz5vHJJ58wbtw4ABo2bEiPHj0A8Pb2BsDT07PE9y3P9X/rrbeIjIwEYOrUqQwdOpScnBzs7e3L9ZmEqNEK8iDuoHFxE41ag6utq5UbVcdZK1aZGadAYlVZJFYJUX0Srp0FwK9QAd9WVm7NbUL6VBKnkDglRHml5OpHFtbT6aq9bIYkC+uAc+fOkZ+fT/fu3Y3btFotnTt35sSJEyb7hoeHl3ie1NRULl++TOfOnY3bbGxs6NixIzqdrtQ23PxETaVS4efnR2JionHbzz//zNy5czl79iwZGRkUFBTg6lo9yYPQ0FBjUAPw9/c3tu3EiRPk5ubSr1+/Cp+/PNf/5uvk7+8PQGJiIsHBwRV+fyFqnMtHoCCHJFf91GMvBy+TqSzi9iSxqnQSq4SoPgnXogDwcw4AjZ2VWyNqColTpZM4JUT1u2aYhlyoq/aR8JIsLIvWUf80ylrvbQbDClK3dsYVRSmyzcmp7KdqxZ2nLLeu5KVSqYzBcPfu3dx333289tprDBw4EDc3N3744Qc+/PDDMs9bGrVaXaRtxdXsKK1tDg6VX0moPNf/5rYYXivrjwYhap2L+toySd5NQBeLl71MQa5y1opVZsYpkFh1M4lVQlhXfJY+weHn2czKLbmNSJ9K4lQZJE4JYUqn6G5MQ7Z1BfeQan1/qVlYFpVKP2zdGv/MHInTqFEjbG1t2b59u3Fbfn4++/bto3nz5mZ/VDc3N3x9fY01JQAKCws5ePCg+derGDt27CAkJIQZM2YQHh5O48aNuXDhQqXOCfrh7Onp6WRmZhq3HTp0qFznaNy4MQ4ODmzatKnY121tbQH9dSiJpa6/EHXGJf09JLleECCLm1QLa8WqcowYlVglsUqImkCn6LhcoP//o39AyaPDhIVJn0riFBKnhCiP9Lx0dOiT6O5+7cr1d7clyMjCOsDJyYknn3ySF198EQ8PD4KDg3nvvffIysri0UcfLde5nnnmGd555x0aNWpEs2bN+N///kdKSkqlphA2atSImJgYfvjhBzp16sQff/zBqlWrKnw+gy5duuDo6Mj06dN55pln+Oeff1i8eHG5zmFvb89LL73ElClTsLW1pXv37ly5coVjx47x6KOP4uPjg4ODA3/++SeBgYHY29vj5uZmcg5LXn8h6gTDyEJnT0iWxU2EnsQqiVVC1ARXs5LIU4FKUfAJ6WXt5ogaROKUxCkhahLDSsjOOh3akM5l7G15MrKwjpg9ezZ33XUXY8eOpUOHDpw9e5Z169ZRr169cp3npZde4v777+ehhx4iIiICZ2dnBg4cWKliscOHD+e5557j6aefpl27duzcuZNXXnmlwucz8PDw4LvvvmPNmjW0bt2a77//nlmzZpX7PK+88grPP/88r776Ks2bN2f06NHG+hsajYaPP/6Yzz//nICAAIYPH17sOSx1/YWo9dITIDUGVGqStPo6UDKyUBhIrJJYJYS1XY7Tj/by1ilofVpYuTWippE4JXFKiJriWu414PpKyIHVPxJepZhTPKEOSUtLw83NjdTU1CLFYHNycoiKiiIsLExWUrpOp9PRvHlz7r33Xt544w1rN+e2It9HUSsd/xV+HAu+rXiuWWc2xmxkepfp3N/s/kqdtrR7d10ksap8JFZZh3wXRW20cesrPHdhNW0UW5aO32/Rc0usukHuD6YkTlmPfBdFbbX1zG88s3M6rXJz+X7sHnCwTNLc3Fgl05CFiQsXLrB+/XoiIyPJzc3lk08+ISoqijFjxli7aUKI2uB6vUICO5GUnQTINGRheRKrhBAVFX/lOAB+EptEFZI4JYSorJTLhwBwt3GwWKKwPGQasjChVqtZvHgxnTp1onv37hw5coSNGzdKUVkhRJniU7NJO7NT/0NQZ5JzkgFJFgrLk1glhKiohLQYAPzdQq3bEFGnSZwSQlTWtaRTANSzUl9KRhYKE0FBQezYscPazRBC1DLL98bw6sqD/Gv7L6jgj5RA48hCT3upWSgsS2KVEKJCCnKJz00BjQP+3q2s3RpRh0mcEkJUVkpqNABuLvWt8v4yslAIIUSlxKdmM23lEZoRjZ0qn6uKM5M2JJFdkA3IyEIhhBA1RMJRLtvouz9+XjLCSwghRA2lKyQ1U79AUD2PxlZpgiQLhRBCVEpUUiY6BTqozwBwUNcYnU06AA4aBxy1jtZsnhBCCKEXd4B4jQ0Afs7+Vm6MEEIIUYKk06RQCIC7lZKFMg1ZCCFEpYR5OaG2yWV38E5eyffAJb4RGrsMQEYVCiGEqDnyL+4hyUafLPR3kmShEEKIGurSXq5dHwlfz9E6JZ1kZKEQQohK8XdzYFzfPC7Z57PaxZntDk480N0DkGShEEKImuNy3D4UlQo7tZZ6dtW/sqQQQghhlkt7uabWP9xyt3O3ShMkWSiEEKLSnOxPGf9b1SKaxgE6QBY3EUIIUUNkJhGfGQeAu9abhLQcKzdICCGEKMGlfcaRhZIsFEIIUWsdjN9t/O/z6ef54eQPAHg6SLJQCCFEDXBpHwnXpyDHXnXg/9m78/CoyvP/4+8zSyaTbbKHEAIJqygoCKiIaEWLW12KtVis1vVba611qVX011ZtK3bR0k27udTWhapobd0VFZGqERHZhZAQAiF7JttkmZnz++NkJhkSkCXJhOTzuq5cTM6cmXkmcPHk3HMvs+5bxpKCkigvSkREZA8t9QQqNuK1dZQhx0YnE17BwkHsS1/6EjfeeGO/vmZxcTGGYfDpp5/22WtcfvnlXHDBBX32/AB33XUXU6ZM6dPXEBksfH4fG5p2AvD12FwAiuuLAZUhyxfTXnXwtFeJ7L+Gwv+x3ekEINieQtCEO5auo8zri/LKZKDTPnXwtE+JHIRdn9BgMwgaBgCeGE9UlqFgofSq3NxcysrKmDRpUrSXIiL9ZF3VOvyYZPr93DrxW2TFZYXvU7BQBiLtVSJDT6DkIza4YgAItuRYx0yT4qrmaC5LpEfap0SGsNIC6jqyChOcCTjtzqgsQ8FC6VV2u51hw4bhcGjQtshQsXqXVYI8taWV2LzZXD/1+vB9ChbKQKS9SmSICQZIrF7D+o5gYcBnBQvthkFeelw0VybSI+1TIkPYjoKo9ysEBQu/kGmaNLc3R+XLNM39XmdTUxOXXXYZCQkJZGdnc//993c7p62tjR/+8Ifk5OQQHx/P8ccfzzvvvBO+/7HHHiM5OZnXXnuNiRMnkpCQwJlnnklZWVn4nGAwyD333MOIESNwuVxMmTKFV199NXz/ninztbW1XHLJJWRkZOB2uxk3bhyPPvpo+PydO3cyf/58UlJSSEtL4/zzz6e4uDh8fyAQ4OabbyY5OZm0tDR++MMf7vPn4vV6cbvdEWsCWLp0KfHx8TQ2NgJw2223MX78eOLi4hg9ejQ/+tGPaG9v3+vz9lR+cMEFF3D55Zfv9893+/btnHvuuaSkpBAfH89RRx3Fyy+/vNfXFDlcrC59D4CptnhIGs65o89lcvpkHDYH41PGR3l1Q0O09qoD2adAe1WI9iqRfla5icpgCzV2O6ZpI9iajd0wuHfeJLI97mivbkjQNZX2KdA+JfKFgkHY8SG19uhOQgbQRxVfwOf3cfyTx0fltT9c8CFxzv37tPPWW2/l7bff5vnnn2fYsGHccccdrFq1KqJHxBVXXEFxcTFPP/00w4cP5/nnn+fMM89k7dq1jBs3DoDm5mZ+/etf849//AObzcY3v/lNfvCDH/DEE08A8Nvf/pb777+fP//5z0ydOpVHHnmE8847j/Xr14efo6sf/ehHbNiwgVdeeYX09HS2bt2Kz+cLv9app57K7NmzWb58OQ6Hg5/97GeceeaZfPbZZ8TExHD//ffzyCOP8PDDD3PkkUdy//338/zzzzNnzpwefw4ej4dzzjmHJ554gjPPPDN8/Mknn+T8888nISEBgMTERB577DGGDx/O2rVrueaaa0hMTOSHP/zhfv28e/JFP9/vfve7tLW1sXz5cuLj49mwYUN4PSKHq6AZZE3dVgCmZhwDgN1m5+EzHqahrYHMuMxoLm/IiNZedSD7FGivCtFeJdLPSgvCWYVjk8dy29WzyUuPU6CwH+maSvvU/tI+JUNa1efQUkedxxpqkhybHLWlKFg4CDQ2NvLwww/z+OOP8+UvfxmAv//974wYMSJ8TmFhIU899RSlpaUMHz4cgB/84Ae8+uqrPProo9x7770AtLe386c//YkxY8YAcP3113PPPfeEn+fXv/41t912GxdffDEAv/jFL3j77bdZvHgxf/zjH7utraSkhKlTpzJ9+nQA8vLywvc9/fTT2Gw2/va3v2F0NO989NFHSU5O5p133mHu3LksXryYhQsXcuGFFwLwpz/9iddee22fP49LLrmEyy67jObmZuLi4qivr+ell17iueeeC5/z//7f/wvfzsvL45ZbbmHJkiUHvbHtz8+3pKSECy+8kMmTJwMwevTog3otkYHkgx3raTDbcQeDjM/r/IWzrgmKqmwE0n26GBNAe9WetFeJ9KMdncHCKZmTmTkmLcoLkoFI+1Qk7VMiUbDDau9Ul5IL1JHiis4kZFCw8Au5HW4+XPBh1F57fxQWFtLW1sbMmTPDx1JTU5kwYUL4+08++QTTNBk/PrIksLW1lbS0zl+Y4uLiwpsaQHZ2NhUVFQDU19eza9cuZs2aFfEcs2bNYs2aNT2u7Tvf+Q4XXnghn3zyCXPnzuWCCy7gxBNPBGDVqlVs3bqVxMTEiMe0tLRQWFiI1+ulrKws4n05HA6mT5++z7T5c845B4fDwYsvvsjFF1/Mc889R2JiInPnzg2f8+yzz7J48WK2bt1KY2Mjfr+fpKSkvT7nF9mfn+8NN9zAd77zHV5//XVOP/10LrzwQo4++uiDfk2RaFtSUMJdy57CMQyOaW3l9frRnN1xfOHStQRNsBmwaN5k5s8YGe3lDmrR2qv2d58C7VV70l4l0o9KC1gfYwULj0w7MsqLGZp0TaV9an9on5Ihr8T6f7I2MQsa65RZOJAZhnFAJVbRsD99OILBIHa7nVWrVmHvqH8P6Zq27XRGTtoxDKPb84c+ser6+nseCznrrLPYvn07L730Em+++SannXYa3/3ud/n1r39NMBhk2rRp4XT8rjIyMr7wPe1NTEwMX/va13jyySe5+OKLefLJJ5k/f364QfAHH3zAxRdfzN13380ZZ5yBx+Ph6aef7rEnSYjNZuv2c+jaj2N/fr5XX301Z5xxBi+99BKvv/46ixYt4v777+d73/veQb9XkWgp8/pYuHQtWdkbaASOaIHvvdFEzrjacKAQIGjCHUvXcfL4DGUY9iHtVdqrQHuVSI98dZhVm1k/0hpqclT6UVFe0NCkfUr7FGifEtmbMq+Poqomjtv+PxxAXZwHGjXgRA7R2LFjcTqdfPDBB+FjtbW1fP755+Hvp06dSiAQoKKigrFjx0Z8DRs2bL9eJykpieHDh7NixYqI4ytXrmTixIl7fVxGRgaXX345//znP1m8eDF/+ctfADj22GPZsmULmZmZ3dbk8XjweDxkZ2dHvC+/38+qVau+cK2XXHIJr776KuvXr+ftt9/mkksuCd/3/vvvM2rUKO68806mT5/OuHHj2L59+z6fLyMjI6IpcSAQYN26deHv9/fnm5uby7XXXsvSpUu55ZZb+Otf//qF70VkICqqaiJoQjCuFABX8zACJhQU14YDhSEB06S4qjkKq5SBRHtVd9qrRPrBzlWUOux47XacNifjkrv3gxMB7VM90T4l0veWFJQw675l3PDX13HUFWFiUOewsuEVLJRDkpCQwFVXXcWtt97KW2+9xbp167j88sux2Tr/esePHx/uO7F06VKKioooKCjgF7/4xQFNj7r11lv5xS9+wZIlS9i8eTO33347n376Kd///vd7PP/HP/4x//73v9m6dSvr16/nv//9b3gTvOSSS0hPT+f888/nvffeo6ioiHfffZfvf//7lJZaAYjvf//73HfffTz//PNs2rSJ6667jrq6ui9c5ymnnEJWVhaXXHIJeXl5nHDCCeH7xo4dS0lJCU8//TSFhYX87ne/4/nnn9/n882ZM4eXXnqJl156qcd17M/P98Ybb+S1116jqKiITz75hGXLlu3zFwKRgSw/PR6700uzsxW7aVLVPBG7YTAjLwXbHh+K2w2DvPSBnU0gfU97VXfaq0T6QWkB610uAManjCfGHhPlBclApX2qO+1TIn0rVK0VNGGazfpg4vPgCCpaGgBIiVXPQjlEv/rVr2hsbOS8884jMTGRW265Ba/XG3HOo48+ys9+9jNuueUWdu7cSVpaGjNnzuTss8/e79e54YYbqK+v55ZbbqGiooIjjzySF198scepXWClry9cuJDi4mLcbjezZ8/m6aefBqxeHsuXL+e2225j3rx5NDQ0kJOTw2mnnRbudXHLLbdQVlYW3qivvPJKvvrVr3Z7b3syDINvfOMb/OpXv+LHP/5xxH3nn38+N910E9dffz2tra2cc845/OhHP+Kuu+7a6/NdeeWVrFmzhssuuwyHw8FNN93EqaeeGnHOF/18A4EA3/3udyktLSUpKYkzzzyT3/zmN/t8HyIDVbbHzSWnBHh+J4xva2dtcBL3zpvEMbkpLJo3mTuWriNgmtgNg3vnTVIJsgDaq/akvUqkH5QWsKGjX+FRaSpBln3TPhVJ+5RI3wpVazlTVmC3r4JG+Dg4nipfDRDdzELD3J/mDINIfX09Ho8Hr9fbrflqS0sLRUVF5OfnExsbG6UVilj071EGut+89yMe2fYCFzU0c82CT8hO9YTvK/P6KK5qJi89rlcChfv6v3sw0l4lhwP9W5QBLxiEX+RxVYqLj9yx3H3i3cwbN6/PXk57VSf9/yADhf4tykBW5vUx61f/IX7cTwF4accufuv7Pz6ctAJvWx1Lz1vKuJTebZ+xv3uVypBFROSgVNdsAWB4wvCIQCFYmYczx6Qpo1BERKKnciPBVi8bXMosFBGRgSfb4+b7czsHES2Lc3PKl8+mob0eiG4ZsoKFIiJyUGoadgKQmqpm8SIiMgCV/I8Sh4NGm40Ym4vRyaOjvSIRERmiyrw+VhZWUeb1RRw/Jr+z4ftbiR5OPn4SQTMIgCcmMiGjP6lnoYiIHDjTpKa1FhwGadnHRns1IiIi3RSvXsb6jqxCX1MWS1eVMX/GyCivSkREhpolBSXhQSY2AxbNmxzej8qbysPnrYmxUVi/DYAEZwJOuzMq6wVlFoqIyMGoLaaGAACpI46P8mJEREQilXl9OHZ+GA4WBnw53LF0XbeMDhERkb7UdeIxQNAkYj8qb+4MFprAC1tfAKI73AQULOzREJv5IgOU/h3KQGYWvUe1zQ5AauLwKK9maNL/ERJt+jcoA9nO7VsZYVSxIcYFQKAlh4BpUlzVHOWVDS36f0KiTf8GJdpCE49tsSW4Mv8LRlvEflTetBuAlICViPFa8WvW91HsVwgKFkZwOq0Uz+Zm/RIh0Rf6dxj6dykykDRtX06bzeqvkeKK7kY21GivkoGira0NALvdHuWViHQ3pmUdACUOK1gYbMvAbhjkpcdFc1lDhvYqGSh0TSXRlp8ej83uw537ODFpK3AkfRaxH5XXFQFwYVMrAD6/lXHocUWvXyGoZ2EEu91OcnIyFRUVAMTFxWEYxhc8SqR3maZJc3MzFRUVJCcn6yJMBqSaHR9AsoHbFkOcUxde/Ul7lQwEwWCQyspK4uLicDj066QMPClVqzGBGrsBmNj8Hn4+bxLZHne0lzYkaK+SaNM1lQwU2R43pxy/io9rGwFwxFRzd5f9qLyxFICZSWN4IymG7fXbgegnZOi3uz0MGzYMILyxiURLcnJy+N+jyIBSu52a5nJIHkaqOz3aqxmStFfJQGCz2Rg5cqQCADIwlfyPWpuNgM0qQVx287mMTEmK8qKGFu1VMhDomkqiqczr493i1XxS+3L42OnH2MPDTUzTpLytHoBhOccxJyWVR9c9CkBybHK/r7crBQv3YBgG2dnZZGZm0t7eHu3lyBDldDr16ZcMXMUrqO7495mmYGFUaK+SgSAmJgabTR1tZABqbYDydVQ4O3rrxqYqUBgF2qsk2nRNJdFkTUBeQ+yoh7C7gyQ60mnwV1HZsit8Tn1rPT6CAGTmz2FOYpdgYZQHnChYuBd2u13/sYiI9KR4BTV2K0CQ6k6N8mKGNu1VIiI9KC0AM0hF0ggAsuKyorygoU17lYgMNaEJyPakVdjdOzADLipLzid25MPsaNgRPq+87GMAkgNBYkeeyNGOGFJdadS0VmME46O1fEADTkRE5EBtX0FNKLMwNi3KixEREdlDyYcAlKePBiAzLjOaqxERkSHGmoAcICbzVQBaq06nvXkUAA1tDXhbvQCUb18OQJbNBc5Ynvm4lLLtJxFsS+O+50yWFJRE5w2gYKGIiByIuhKoK6HabiWmp8Yqs1BERAaYkv8BUJGYAShYKCIi/Ss/PR67sxGbownTtNFecyJ2XKTGWi2cQtmF5bvXAJDlTg9nI7bVzqSp8FYC7SncsXQdZV5fVN6DgoUiIrL/it8HoCbeyihUsFBERAaUgB9KrbKuitg4QMFCERHpX9keNzfMzQbADMRjNxzcO28SeUnWYJNwsLCuEICs5PyObMTI5wmYJsVVzf238C4ULBQRkf1XvAKAGncioGChiIgMMLs/g/YmiPVQHmwD1LNQRET633FjYgEYkZTOittPZf6MkYxItHrpltRb1Vrl/kYAsjImkZ8ej82IfA67YZCXHtev6w5RsFBERPZfsdVXI9SzUANORERkQNluZcAz8kQqfBWAMgtFRKT/1bXWAZCTlE62xw1AbmIu0JFZuH0l5R3XVFlJuWR73CyaNxm7YUUM7YbBvfMmhR/b3zQNWURE9k9NkdWz0OagJtgKaMCJiIgMMB3tMhh1IhU7/gUoWCgiIv2vtqUWgBRXSvhYRLCwuo5yR0ewsCMDfv6MkZw8PoPiqmby0uOiFigEZRaKiMj+KnoXAH/ONOo6JngNlTLkBx98kPz8fGJjY5k2bRrvvffePs9/4oknOOaYY4iLiyM7O5srrriC6urqflqtiMgQFQxAyUoAWnJnhKdNKlgoIiL9LZRZmBLbPVhY2lBqZRY6rPy9rPjOdhnZHjczx6RFNVAIAyBYqAswEZHDxDYrWFg36gRMTAwMkl3J0V1TP1iyZAk33ngjd955J6tXr2b27NmcddZZlJSU9Hj+ihUruOyyy7jqqqtYv349zzzzDAUFBVx99dX9vHIRkSGmYgO0eCEmkcqkYQDE2mNJikmK8sJERGSoqWmpAYi4XgoFCyt8FVTXFdFos0JyA7G3blSDhboAExE5TASDUGT1K6zOngRYn5LZbfZorqpfPPDAA1x11VVcffXVTJw4kcWLF5Obm8tDDz3U4/kffPABeXl53HDDDeTn53PSSSfx7W9/m48//rifVy4iMsSESpBHHk95i5VMkBmXiWEY+3iQiIhI7+spszDZlUyCMwGAVbEuABKdicQ74/t9fV8kqsFCXYCJiAxMZV4fKwurKPP6rAMV66G5Cpxx1CRlA0OjBLmtrY1Vq1Yxd+7ciONz585l5cqVPT7mxBNPpLS0lJdffhnTNCkvL+fZZ5/lnHPO2evrtLa2Ul9fH/ElIiIHaPsK689Rs6ho1nATERGJnrqWOiAys9AwjHB24cex1rTkriXIA0nUgoW6ABMRGZiWFJQw675lLPjrh8y6bxlLCkrCJciMOpGaduv/0aEQLKyqqiIQCJCVFbmJZ2VlsXv37h4fc+KJJ/LEE08wf/58YmJiGDZsGMnJyfz+97/f6+ssWrQIj8cT/srNze3V9yEiMuiZJmzvuIYYNYtKXyWgYKGIiERHbWv3AScAIxJHAPCx28osHIglyBDFYKEuwEREBp4yr4+FS9cSNK3vgybcsXQdLVuWWQdGfyncf2MoBAtD9ixhM01zr2VtGzZs4IYbbuDHP/4xq1at4tVXX6WoqIhrr712r8+/cOFCvF5v+GvHjh29un4RkUGvchM0V4PDDcOnUt5cDihYKCIi0RHKLOxahgyQG5MMwJaYGECZhXulCzARkYGjqKopHCgMMcx2nDs+sL7JPyUcLExzp/Xz6vpfeno6dru924dYFRUV3T7sClm0aBGzZs3i1ltv5eijj+aMM87gwQcf5JFHHqGsrKzHx7hcLpKSkiK+RETkABR3lCDnHgeOmCFZhqzBkSIiA4NpmtS0WtdM3YKFvsaI75VZuAddgImIDDz56fHY9vi85ljbNuz+JohLg6xJVPusC4mhkFkYExPDtGnTeOONNyKOv/HGG5x44ok9Pqa5uRmbLXJ7tdutQTCmafb0EBEROVShEuS8kwCGXLBQgyNFRAaOpvYm/EE/AB6XJ+K+3JrIBDYFC/egCzARkYEn2+Pm3q8ehcNVAQSxGwY/Psq64CJvNthsQ64M+eabb+Zvf/sbjzzyCBs3buSmm26ipKQknNW+cOFCLrvssvD55557LkuXLuWhhx5i27ZtvP/++9xwww0cd9xxDB8+PFpvQ0Rk8DJN2N4xCXnULKAzWDhQL8J6W38MjlQveBGR/RPqV+h2uHE73J13mCa5Oz+LOFdlyD3QBZiIyMDjSP4Y9+gHuOKsHay4/VQmtX5q3TH6FIAhFyycP38+ixcv5p577mHKlCksX76cl19+mVGjRgFQVlYWkblx+eWX88ADD/CHP/yBSZMmcdFFFzFhwgSWLl0arbcgIjK4VRdCYznYXZAzDdM0h1RmYX8NjlQveBGR/dPTJGQAaraRVVeKo0uy20D9UMsRzRefP38+1dXV3HPPPZSVlTFp0qQvvABraGjgD3/4A7fccgvJycnMmTOHX/ziF9F6CyIig87KXdaFxebGFWS7vwWlBdYdo78EDL1gIcB1113Hdddd1+N9jz32WLdj3/ve9/je977Xx6sSEREAtnf0KxwxHZyx1LbU0B5sByDDnRHFhfWPQx0c2dLSgt/v57zzztvn4MiFCxdy8803h7+vr69XwFBEpAfhSch79CukaDl2YAROirHKlAdqZmFUg4WgCzARkYFmS+0WANZXr6d+65skBdvBMxJS8oHOYGFa7OAfcCIiIoeBouXWn3v0K0yNTcVpd0ZrVf3uYAdHnnHGGZSVlXHrrbdy7bXX8vDDD/f4GJfLhcvl6vV1i4gMNrUtHcFCV/dgIcAIdybFLbuIc8SR6Ezs7+Xtl6gHC0VEZOBo8bdQ0mBldAfNIB9//jxzAMbOAcOgub0Zn98HDI1pyCIiMsCZZmewMN9qlzHU+hUe6uBIgKOPPpr4+Hhmz57Nz372M7Kzs/t83SIig1Vdax0AybHJnQe77Fe5aeNh5y6SnOnsrm8h2+Pu/iRRFtWehSIiMrAUegsJmsHw9x9WfGrdGHMa0JlVGGuPjWzWKyIiEg2Vm6CpEhxuqwwZKG8uB4ZGv0LQ4EgRkYGmx8zCio3QXAUONzXtYwAorYxh1n3LWFLQ8+T6aFKwUEREwkIlyA6blXj+oeEDww75JwNQ3VINWKVdeyttEhER6Tfb3rX+HDUTHFaJ7FAabhKiwZEiIgNHOLOw64CTjqzC1pzjeX5lFv7G8bTVziJowh1L11Hm9fX/QvdBZcgiIhIWChaemXcmL237L4UxMVSOmEqGOxmAGt/QG24iIiIDWLgE+eTwoaEYLNTgSBGRgSNUjRUx4KTI+nBrd+oMApuT8O24MnxXwDQprmoeUOXIChaKiEhYKFg4PWs6hUVvsdH08dGwcZzTcX94ErJbwUIREYmygB+KOyYhd/QrhM4y5KHSszBEgyNFRAaGUGZhOFgYaIei9wCIP2IOtg9qCXbp+GA3DPLS4/p5lfumMmQREQn7vPZzAMZ5RnNCQx0AHzo7t4pwsFCZhSIiEm2710CrF1weyD4mfHgoZhaKiMjAEepZGC5D3rkK2hrAnUr6uONZNG8y9o6WTnbD4N55kwZUViEos1BERDrUtNSEexKObfLS0Ojl0YRMPqzfimmaGIYRDhamxWoSsoiIRFmoX2HeSWCzhw8rWCgiItEUziwMDTgpXGb9OfoUsNmZP2MkJ4/PoLiqmbz0uAEXKAQFC0VEpEOoBDk3MZe44veZ2tKKA4NdTWWUNpSSm5QbMeBEREQkqkL9Ckd3liC3+FvwtnoBMP1J0ViViIgMYYFgILwPJccmWwcL37b+HDMnfF62xz0gg4QhKkMWERGgM1g4LnkcFL5FnGlydFwOAB/s/gDoMuBEPQtFRCSa/K1QYu1NXYeb3LXsHwCYgVjOfKCAJQUlPT1aRESkT3jbvJhYDQk9Lg/46mDnx9ado0+N3sIOkIKFIiICdOlXmDACdn4CwAkjvwTAHz/5C19Zej4F5QWAMgtFRCTKSgvA74P4TMg4gjKvj8cLPuG/pX8GoLVqDkHT4I6l6yjz+qK8WBERGSrqWuoASIxJxGlzWlnwZhDSx0NybnQXdwBUhiwiIkCXzMJWH2BCxkSaW6YA/6S6dTfVrdZ5IxNHMil9UrSWKSIi0lmCnH8ySz7ewcKln+HKfRhHfCuB5lG015wEQMA0Ka5qHtClXiIiMnjUtlrDTcLJFds6SpAPo6xCULBQRGRIKfP6KKpqIj89PuLCKWgGKfQWAjC+3PqzMfdk/vhqO3bPVzHszQRaszFas/nrLReQFBMXlfWLiIgA4eEmddknsnDpWuyeD3HEb8UMOvGVfY1QAZXdMMhL154lIiL9I5RZGJ6EHBpu0qVf4eFAwUIRkSFiSUEJC5euJWiCzYBF8yYzf8ZIAD7ZtRWf30eMzcXIovcBKE49iaBpEKw7PuJ5Xl67m3OOzlaWhoiIREeL1ypDBgoTpmE61uLKehmA1oozMNsyACtQeO+8SdqvRESk34QyC1NcKVCzDWqLweaEvJOiu7ADpJ6FIiJDQJnXFw4UAgRNwn2clhSU8I3HnrfuaE7A3lQJMYmkHXkKNqP7c/3spY3Mum+ZmsaLiEh0FL0HZgDSxjI8bwIxnjUYtjar/Lj2RGzAHxdMZcXtp4Y/FBMREekPtS1WsDA5NrlzCnLu8eBKiN6iDoKChSIiQ0BRVVM4UBgSME1WFdeycOlaDNduAEa1Wff5Rp5MdqqHRfMmYze6Rwy7BhtFRET6VZeSrmyPmxnjggD4m8ZjN+wsunAy5xw9XBmFIiLS7yIyC8P71Zeit6CDpDJkEZEhID89HptBRMDQbhjQcczWESw8rq0GgJ2ZpzAWmD9jJCePz+Clz8r42UsbI55TTeNFRCQq9uj/FBNbB8B3Zs3g4iNP1b4kIiJRE+5ZGJNkZcLDYdevEJRZKCIyJGR73BFZgqE+TtNGpWAzwOYqB+Bkv/Vn4qSzIh57ztHZ3UqS1TReRET6Xc02qC3q6P80G4DShlIATh0zUYFCERGJqnBmYXMdtHrBnQLZU6K6poOhzEIRkSEilCVYXNVMXnpc+IJq0bzJ/HStF4Dh7X6qPZPIGh7Z4ykUbLxj6ToCpqmm8SIiEh2hrMKO/k/tgXbKm60PukYkjojiwkRERDozC1Mqt1gHxp4ONnv0FnSQFCwUERlCsj3ubgG+r0xJ42cbrGaFGYEA8VPP7fGxews2ioiI9JtQs/gxpwJQ1lRG0AwSa48lLTYtigsTERHpzCxM3rXGOjBubhRXc/AULBQRGeIqmysBiAuaxJvmPje0noKNIiIi/SLQDkXLrdsd/Z9CJcgjEkdg9DCQS0REpD+FpiFbmYUGjDktugs6SOpZKCIyxFX6rGBhpt8P8ZmHZU8NEREZAnaugtZ6cKdC9jEAlDZ2BAsTVIIsIiLR1RpopdnfDEByMAA50yD+8Mx6V7BQRGSIC2UWpgcCVlahTVuDiIgMQKF+haO/FO7/FMoszEnMidKiRERELKF+hXYgKbjviq2BTleEIiJDxKaaTVzz+jWsq1oXcbyyuQKw+hUy/vDd0EREZJALBQvHdpZ0KbNQREQGinC/wkAQA2Dc6VFdz6FQz0IRkSHiv4X/5YOyD8j5PIdJ6ZPCxytrPgcgM0i4B5SIiMiA4qu1ypABRp8aPty1Z6GIiEg0hfsVBvwE3GnYs6dGeUUHT5mFIiJDhLfNC1iTI7uqqLAyDTOS88CV2N/LEhER+WJb3wIzCBlHgKez5FiZhSIiMlC8smErYGUW/rtxIktWlUZ5RQdPwUIRkSGivrUegF2NuyKOV3VkZWQMn9HvaxIREdkvW96w/uzS/8nb6qWhrQFQz0IREYmuMq+Pf61/C4Bcv5+3A1O4Y+k6yry+KK/s4ChYKCIyRDS0WxdUuxp3ETSD1sH6Mio7JnZl5KsEWUREBqBgELZ2BAvHnxE+vLNxJwBpsWm4He5orExERASAtWW7cCatAeC8+iaWB48mYJoUVzVHeWUHR8FCEZEhIpRZ2BZso9pXbR3c/DKVDmuiZEbahGgtTUREZO92fQLN1eBKgtzjw4fVr1BERAaKTY3LwOZnQmsbZstIvCRgNwzy0uOivbSDomChiMgQUd9WH769q8kqRW7e+B+abNZWkBGXEZV1iYiI7NOW160/x5wKdmf4cLhfoYKFIiISRUEzyCvblwJwcUMDywLTsBsG986bRLbn8Mx81zRkEZEhIiJY2LiLYxLzqSz9H+RkEmePJd4ZH8XViYiIdFfm9ZG47mUSAMadEXFfOLNQw01ERCSKVuxcQWljKYnBIGc3NvP5vCu4bOwxh22gEJRZKCIyJPiDfpram8Lf72zcCVvfpMJmApARnxWtpYmIiPRoSUEJ59+3lITqtQD8u3FixP0qQxYRkWgr8/p46JPHATi/oZG45DymHHv8YR0oBAULRUSGhNC0yJBdjbtg00tU2Tv6FbpVgiwiIgNHmdfHwqVrOdlmNYv/LJjPzS/vjpgqGRpwosxCERGJhiUFJZx0/zOsrfkIgIvrG2HC2WAYUV7ZoVOwUERkCOhaggywq2EnbHmDCgULRURkACqqaiJowpdsnwLwdnBqxFTJQDBgffCFMgtFRKT/hT7UciR/gGGYzGhuZ5TfT/WIOdFeWq9QsFBEZAjolllYtxVavVTFJgAabiIiIgNLfno8MYafk21WCfLbgSkRUyXLm8vxm36cNqc+8BIRkX5XVNWEaWvEmfIhAJfX11JnxrPFNSnKK+sdChaKiAwB9a1WZmFoiMkuXxUmUJGSC0BmXGa0liYiItJNtsfNn07xk2Q0U20msp4xEVMlQ/0KcxJysNvs0VyqiIgMQfnp8bjS38GwtZHZ4ma2r4V3glMYlemJ9tJ6haYhi4gMAaEy5LHJY/ms8jNaCVJts1HlToS23aS706O8QhERkUip/rc4NTeHqxyjWX7BaRHN4kP9CnMSc6K1PBERGcJsjnrcaR/hN+HbNY0YQOb0Cw77wSYhyiwUERkCQsHC1NhUMmOsT7t2JaRSYbYDyiwUEZEBxjT53873qXLYeSU+0O3ia0fDDkDDTUREpP+VeX389P3f4zfbmJQ0gYtad2LanJx4xvxoL63XKFgoIjIEhIKFSTFJ5AStY7tGTqfKVwWgzEIRERlYqrZQ1+oFYH1zGU3tTRF3b63dDkCSI6vflyYiIkPXkoISTvr1c7yz678AnOfLxgCMvJMgdnCUIIOChSIiQ0KoZ2FSTCLDG60A4daUETS2NwLKLBQRkQFm80vU2a1LlYAZ4JPyT8J3LSko4c2t1uCT379Ww5KCkqgsUUREhpbwBOT0tzCMAP6msYzZ9JF154Szoru4XqZgoYjIEBDOLPR5yW6xsjPW+K2MDbfDHR58IiIiMiBsfgWvrfNS5aPd1sVYmdfHHS8uxx5bhmka+JvzuGPpOsq8vmitVEREhoiiqiaCtOL0WB9gxVXOZLqx2brziHOiuLLep2ChiMgQEA4WVm0lp90PwNrqdYCyCkVEZIBprIAdH+G1dw8WFlU1YUtYD0CgOQ8zkEDANCmuao7KUkVEZOjIT4/H4arGMIIE/fGc2VaGzTBpGzYVPIOrh66ChSIiQ0A4WLhrLcP9VrAw1P9J/QpFRCSayrw+VhZWdWYHfv4aYFLn7BxqsrF6I95WL/np8TiTrA+7/A2TALAbBnnpcf29bBERGWKyPW4unZ0IgNmewpn2AgBiJp0fzWX1CUe0FyAiIn0v3LOwuYYcW+QFVaZbmYUiIhIdSwpKWLh0LUETbAYsmjeZ+VtfBsBrt4MZxO1w4/P7WFW+iqMzjsYeZw038Tcchd0wuHfepG7TkkVERPpC3rBWKIUTho/ipIpnIAhMPC/ay+p1ChaKiAwB4czCYJBh40+Hxg/D96XHKbNQRET6X6hRfNC0vg+acM/SVXw9/m0CQIPZDsDsnNm8vv11CnYXUN1SDZiMT57ID644k7z0OAUKRUSk3+xs3AnAZEcAI+iHzKMgbUyUV9X7VIYsIjIEdA0Wxky+KCKbUJmFIiISDUVVTeFAYchMYy2G34c3eWT42OmjTgfgw90f8lbJWwCcNXouM8ekKVAoIiL9KhQsHFFjZblz5ODLKgQFC0VEBr2gGaSxrRGApJgkGH0qwxOGh+9XZqGIiERDfno8NiPy2Fz7KgC8Y04GIDEmkROyTwBgS+0WPtxlZcafNvK0/luoiIgMOd366XYobSgFIKdsg3Vg4rn9vbR+oWChiMgg19DWgImVupE04SvgiCE7ITt8vzILRUQkGrI9bhbNm4zdsCKGMUaQ89xrAKgbcSwAya5kUmJTGJ8yHgC/6WeMZwz5nvzoLFpERAa9JQUlzLpvGQv++iGz7lvGkoISAEzTZFfjLgBGtPogdQxkHhnNpfYZBQtFRAa5+uYqAGKDQWImfx2AnISc8P0ZcRlRWZeIiMjXpuXwpVNe5Pw5Bfzvklhi22rBnYo3ZRRgBQsBjht2XPgxc0bOicZSRURkCOipn+4dS9dR5vVR3VJNS6AFG5Dt91tZhYaxz+c7XClYKCIyyDVsWwZAkmnAqBMBIsqQM9wKFoqISHQU1xfzUfn7vLP7eZKLX7EOHnE2de0NAHhcHiAyWDglbXa/r1NERIaGzn66JthaAAiYJsVVzeES5Cx/ACcM2n6FoGChiMigV7/1NcDq+4TNDkBOvJVZ6Ha4iXfGR21tIiIytNW01ABWf92az1+yDh55Ad5WL9AZLNyxK5tgezL+5lFc/qed4ZIwERGR3hTqp+vKfImE8Xdji92B3TDIS4+jtLGjX2F7O3hyYfixUV5t31GwUERkMGtron5nAQBJXfoUHpl2JEkxSUzPmo4xSFPnRURk4KttqQ3frmipBpcH8k+hrrUOsMqQy7w+7vp3IU1bf4hv+7cJmka4JExERKQ3hfvpukswDJOYxE3cO28S2R43OxusScg5fj8c9dVBW4IM4Ij2AkREpA9tfoV6sx2ApMTOYGFybDJvXvQmLrsrWisTERGJCBZW2h0w7kxwxISDhR6Xp0tJWGeeQ6gkLNvj7t8Fi4jIoDd/xkgeKzEobYTjJzYyf8ZIAHZ6iwEY4ffDpHlRXGHfU2ahiMhgtvZZ6m3Wf/VJMZ6Iu9wONzZD24CIiERPTWtN+HalwwYTrf5PoTLkZFdyuCSsq1BJmIiISF9o9lu9c7fUbSBoBgHYWbkOgJyYFMieEq2l9QtdJYqIDFZN1bD1jc5goSspygsSERGJFJFZGOOGsacBRJQhh0vCOsq97IYRLgkTERHpbaZpUt9WD0BDewPFHRmFpY1WGfKIvFMHdQkyDIBg4YMPPkh+fj6xsbFMmzaN9957b5/nt7a2cueddzJq1ChcLhdjxozhkUce6afViogcRtY9C0E/9QmZACTFKFgoIiL9p8zrY2Vh1T57C0b0LEwZCU4rAOhtixxwMn/GSFbcfipPXXMCK24/NVwSJiIi0tt8fh/+oD/8/WdVn9HeVMVusw2AnKO+Fq2l9Zuo9ixcsmQJN954Iw8++CCzZs3iz3/+M2eddRYbNmxg5MiefwH4+te/Tnl5OQ8//DBjx46loqICv9/f47kiIkPamqcAaEgZCQ1bugULy7w+iqqayE+PV3aGiIj0qiUFJSxcupagCTYDFs2b3GOAr7alSxlyQmr4trelsww5JNvj1n4lIiJ9LpRVGLK2ci3TqncSNAxcJqTnnhillfWfqAYLH3jgAa666iquvvpqABYvXsxrr73GQw89xKJFi7qd/+qrr/Luu++ybds2UlOtXyby8vL6c8kiIoeHik2wazXYHNTHeaABEmMSw3fv70WciIjIgSrz+sJ7DEDQhDuWruPk8Rndgn01jWXh25UdjQlN04wYcCIiItKfQn1zQz6r+oyddY0ADHcmYbPZo7GsfhW1MuS2tjZWrVrF3LlzI47PnTuXlStX9viYF198kenTp/PLX/6SnJwcxo8fzw9+8AN8vr2XNrS2tlJfXx/xJSIy6H32tPXnuLnU+1uAzjLkvV3E7atMTEREZH91Ti/uFJpevKea5orw7cqWasAq/2oLWqVeXTMLRURE+kMoszDRaSVbbKndwtaq9QDkpIyN2rr6U9SChVVVVQQCAbKysiKOZ2VlsXv37h4fs23bNlasWMG6det4/vnnWbx4Mc8++yzf/e539/o6ixYtwuPxhL9yc3N79X2IiAw4wQCsWWLdPuYb4c0uNODkQC7ixKL+uiIi+29/pxcHgwHqAi3h76t91fiD/nBGh8PmIM6hicciItK/6lut66f85Hwy3ZkEzABvxLkAyEkdF82l9ZuoDzgx9pggY5pmt2MhwWAQwzB44oknOO644zj77LN54IEHeOyxx/aaXbhw4UK8Xm/4a8eOHb3+HkREBpSi5dCwC2KTYfwZncHCjszC/b2IE0uov+6dd97J6tWrmT17NmeddRYlJSV7fczXv/513nrrLR5++GE2b97MU089xRFHHNGPqxYRiZ79nV7cUPwugY5zbIYNE5OalpqISch7uy4QERHpK6HrJ0+Mh6Mzjgbgk9hYAHITh0YCWtSChenp6djt9m5ZhBUVFd2yDUOys7PJycnB4+nsXTJx4kRM06S0tLTHx7hcLpKSkiK+REQGtTUdJciTLsS0x9DQ1gB0Bgv39yJOLF37606cOJHFixeTm5vLQw891OP5of66L7/8Mqeffjp5eXkcd9xxnHji4G+ELCISMn/GSO65pJWfXBSz1+nFNeufAyAeO+nudAAqmysjgoWy/5QFLyLSO7pWZk2OHxFxX05CTjSW1O+iFiyMiYlh2rRpvPHGGxHH33jjjb1eUM2aNYtdu3bR2NgYPvb5559js9kYMWJEj48RERlSWhth44vW7SkLaGpvImAGgM4yZLAu4lbcfipPXXPCXi/iRP11RUQO1u6m3dy36sc8suWenj+MCgaoLXwTgBRXMhnuDAAqmivwtlllyBpusv+UBS8i0ntC7TCSYpKYXLsr4r6hEiyM6jTkm2++mUsvvZTp06czc+ZM/vKXv1BSUsK1114LWCXEO3fu5PHHHwdgwYIF/PSnP+WKK67g7rvvpqqqiltvvZUrr7wSt1sZMSIirF8K7c34kvKpSzgSOi64nDYnsfbYiFOzPW5lE36BQ+mvGxsby/PPP09VVRXXXXcdNTU1e83YWLRoEXfffXevr19EJFrKmqwpx3WtdTS3NxPn3KPVxfb3qW3zAhmkJmSTGpcO1VDpq8Q0rca6nhgFC/dX1yx4gMWLF/Paa6/x0EMPsWjRom7nh7Lgt23bRmpqKgB5eXn9uWQRkQGraxunoz5/DluiSbCjKisncWgEC6Pas3D+/PksXryYe+65hylTprB8+XJefvllRo0aBUBZWVnEp2EJCQm88cYb1NXVMX36dC655BLOPfdcfve730XrLYiIDChVy/8GwOLqE5j1i7d5ZvVmABJjEtX36RCov66IyIGpbK4M365tre1+wrrnqLFblyIp7jQy3ZnW43xdypBjk/t6mYOCsuBFRHpXaMCJp6WeuOqtjGvvqNSKSQq3dhrsoppZCHDddddx3XXX9XjfY4891u3YEUcc0a10WUREoLJwNRl1a2g37SwNzCYI/P6dtcSOZMhsar2tL/rrjhvXfYKay+XC5XL17uJFRKKoylcVvl3jq4ks2wq0w4Z/UxtjByAlNoX0uM6ehW6HlfWuMuT9oyx4EZHeFc4sLFsPwNFx2Wz2V5LszKLM6xsS1VlRn4YsIiK9o/1jq2XDK+ZUKkkEwLQ1A5H9CmX/qb+uiMjBiQgWttRE3ln4NvhqqY1NAKxgYdfMwlCvKA04OTDKghcR6R3hYOGOAgBS3CcBsLU0jVn3LWNJwd77wQ4WChaKiAwCZdV1pBcuZYvTyY/zanGPfBgwsdlbAGUWHoqbb76Zv/3tbzzyyCNs3LiRm266qVt/3csuuyx8/oIFC0hLS+OKK65gw4YNLF++XP11RWTI2WewcO2/rOMpuQCkulLJiLMGnGga8oHriyz4nrhcLpKSkiK+REQGo/CAk+Y6Au40fl8wjaai79JacRZBE+5Yuo4y797bNgwGChaKiAxgZV4fKwur9rkZLSko4ecP3I/ZXsfNmZkE7O044rfhTNjCOVOsiwAFCw+e+uuKiBy4vQYLWxtg438BqI23BmukxKaQGWdlFlY0V4Qv0lSGvH+UBS8i0rtCmYWeYJDyUV+hzXQQbMmFoNU2KGCaFFc1R3OJfS7qPQtFRKRnSwpKWLh0LUETbAYsmjeZ+TNGRpxT5vWxcOlaHnO8zW9SUiju6P8EMO2YVeRnHgflChYeKvXXFRE5MHsNFm54Efw+SBtHrWk1jE+JTSHdnR4+N9YRCyiz8EDcfPPNXHrppUyfPp2ZM2fyl7/8pVsW/M6dO3n8catlyYIFC/jpT3/KFVdcwd13301VVZWy4EVEsFo4NLQ1AJAUDGIcuwDbmmqCZuc5dsMgLz0uSivsH8osFBEZgEJBwNCmtLd096KqJoZTgZGwhSc8Vp/Cll0X4jCcrK9Zw7ul7wLqWSgiIv2r2lcdvh0RLFzzlPXnMfOpabWOp8amkhqbit2wY2Kyq3EXAJ4YZRbuL2XBi4j0jqb2JgIdH2YlpR9BxrjjWTRvMvaOHrB2w+DeeZMG/ZATZRaKiAxARVVNEZ9eQWe6e9eNKT89nnNj3uD/ZaQB0FZzIsH64zjzRJP/Fi/l89rPAWUWiohI/wkEA1S39BAs9JZC8QoAzEkXUbvdChymxKZgM2yku9Mpby7HxNoAk2OT+3XdhztlwYuIHDpvm9UKIyZoEjv1UjAM5s8YycnjMyiuaiYvPW7QBwpBmYUiIgNSfno8tj0GGPaU7p4dbyc2YxU1djtxrUn4K8/m3nmT+O6x12A3OkuSFSwUEZH+UtdaF87KAKhtqbVufPYvwIRRJ9GUkE57sB2AFFcKABnujIjnUWahiIj0t/pdnwBWv0Imfz18PNvjZuaYtCERKAQFC0VEBqRsj7sj3T0I7CPdfdN/KTWsi61zJnyDFbfNZf6MkYxIHME5o88Jn6ZgoYiI9Jeu/QoBK8vQNGHN09aBY+aHA4ix9ljinNYHYaGJyADxznicdmf/LFhERKRD/cZ/A5DkjIf4tCivJnoULBQRGaBSMzfjOfIn/N85Zay4/dRuw00AKHiYXQ6ro8SsvIkRwcSrJ1+NgZWeqJ6FIiLSX0LBwsQYq5duTUsN5q7VULUZHLFw5PkR/QpDQhORQcNNREQkCvyt1Be9A0BSQnZ01xJlChaKiAxQ7+54l/ZgO88WP0izuYsyr4+VhVWdQ04qNsL2FZQ6rWDh8IThEY/P9+Rz/dTrOSnnJI7JOKa/ly8iIkNUKFg4PmU8AP6gn4ZPn7DunHA2xHrCmYUpsSnhx3UtQ/a4VIIsIiL9bPMreAPNACQl5UZ5MdGlASciIgNUaWMpAO3Bdr7z2q1s/fRygqYdmwGL5k1mfsXD+AyDGrvVmzAnMafbc/zf0f/Xr2sWEREJBQtzEnLYVLOJpvYmaje9QBLAMRcD9Bws7FKGrH6FIiLS71b/k3qblVPnGeJDtpRZKCIyQO1o2AGADRtlLVtwpC4HIGjCz5cWEFzzFLscVqAw0ZmovoQiIjIghIKFae60cJlxTVs9JAyDMadZ37d0L0PumlmoMmQREelX3lIofCscLBzq11YKFoqIDEAt/hYqmisAuDD/WgBiMt7E5toNwLm2FdjaGtmZavUx3LMEWUREJFpCwcIMd0ZnsNBuhykLwG4VNoUzC12dmYVdexaqDFlERPrVJ4+DGaTeY1VrKVgoIiIDzq7GXYA1DfLqo7+Fv+FIDCOAa9gLgMll9jcA2Jk3E7BKvXrSrc+hiIhIHwsFC9Pd6aTYrcFb1XY7TP1m+Jza1n2XIScP8fIvERHpR4F2WPV3ALwdyRhDfUCkgoUiIgNQqAQ5NzGX4clx3DD1ZgDs7hJm2dcywbYDnPHsSrGChD1lFi4pKGHWfctY8NcPmXXfMpYUlPTfGxARkSGra7AwrdG6XZOaD2ljwuf0VIac7ErGYTjCt0VERPrF569C426IS6felQgos1DBQhGRASgULByRMAKAa088jnhHAoYR5Lbx71snTVnAzpZq67zEERGPL/P6WLh0LUHT+j5owh1L1ynDUERE+ly4Z6ErldTKrQDUZo6LOKenASc2w0Z6XDqgMmQREelHHz9i/XnspdS3NwDahxQsFBEZgLpmFgIYhsGE1PEAbK9YZZ10/LXsbNwJwPD4yMzCoqqmcKAwJGCaFFc19+GqRURkqPP5fTS2NwKQUbmF1GYrKFgTlxxxXk/BQoDRntEAjEwc2ccrFRERAWq2QeEywIBjv0V9az2gzEJHtBcgIiLdlTaWApEZg+NSxvFJxSdsiYmBnJMhfWw4WJiTGNmzMD89HptBRMDQbhjkpcf1/eJFRGTIqvZZGe8uu4uEz54hNRAAOqYhdxHqWZjqSo04/rNZP2Nr3VYmp0/uh9WKiMiQt+ox68+xp0FqPt42L6BgoTILRUQGoD0zCwHGxVsBwS0xTjjhOzS2NeJttTazPQecZHvcLJo3GbthAFag8N55k8j2uPtj+SIiMkSF+xXGpmBs/A8poWBhR49CsLIPfX6rLcaemYX+9gRM3zh217f004pFRGTI8rfC6n9at6dfSdAM0thmZccP9QEnyiwUERlggmaQnQ1WxmBEZmH5FgC2xMZB/insqrO+T3YlE++M7/Y882eM5OTxGRRXNZOXHqdAoYiI9LlwsDBgQqCV1IyJQFNEsDBUguy0OSP2ryUFJeF+uzYDFs2bzPwZKkcWEZE+suFFaK6GxOEw7gwa2howsUqzPDHqWSgiIgNIRXMFbcE2HIaD7Phs62DAz9h1LwJQbjPxttWHA4o9TUIOyfa4mTkmTYFCERHpF+FgYUMlAGnHLACgrrWOQNDKMuzar9DoyIDXYC4REel3H/3Z+nPa5WB3UN/RMsPtcOO0O6O3rgFAwUIRkQEmVIKcnZCNw9aRAL7hBZLqdjAsEARga91WdjXtArqXIIuIiERLOFjo80JMAslTLgWsrPlQH6hQlmFqbGe/Qg3mEhGRflW6CkoLwOaE6VcAhIebJMYkRnNlA4KChSIiA0xpQ8dwk4SOEmTThPcXAzCu49iW2i3h8xQsFBGRgSIULEwLBODo+TjcKXhcVilXjc8KEoaGm6S4OvsVhgZzdaXBXCIi0mdCWYWTLoSETIDwh1qhfWsoU7BQRGSA6TbcpHAZ7F4LzjjGjfwSYAULdzUqs1BERAaWqo4WGRmBAMy4CujMIAwFCSubrRLlgD8uXGaswVwiItJvGsph3VLr9gnXhg+HypCH+iRk0IATEZEBJ5QxGA4WdmQVcuy3GJc5GTbDlrotNLdbpVn76lkoIiLSn6pqrOFb6SnjIOsowAoWFnmLqG6pBuA/m98DYPk6F7PeWxYeZKLBXCIi0i9WPQrBdsg9HoZPDR8OlSErWKhgoYjIgBPKLByROAJ2fgJFy8HmgJnfZVzQChBuqd0SPj9criwiIhJNAb9Vhmw3SJ/41fDhUGZhja+G4ppatjaswbBBoHFCeJDJyeMzyPa4w18iIiJ9wt8GBQ9bt4//dsRdyizspGChiMgAU9rYJbPwzXutg5O+Bsm5jA604zAcNLY3hs/PTsiOxjJFREQiBD9/heqOJkfpR80LHw8HC1tqeHPbBxg2P8H2JIJtVo+o0CATBQlFRKTPbXgBmiogMRsmnkeZ10dRVRP56fGdmYUuBQsVLBQRibKuG1SC209dax0AI9rbYeOL1kmzbgDAaXeS58lja91WwLoAczt0cSUiItHn/egh/B09B9PiOz/I6hosDASsCzF/03igsz+hBpmIiEifM0343x+t2zOuYsknZSxcupagCTYDZp1g9YT3xGjAiYKFIiJRtKSgJGKDuuEsK/CXGptK/Id/ATMI4+aG+z4BjEseFw4WqgRZREQGhPL1VJV+BCOySY5Jwml3hu8KDzhpqaXIWwSA2TQB0CATERHpR8XvQdmnBOyxbMyex8K/r8SWUEywaQzBYBwfl+zEkaTMQlCwUEQkasq8vnCgECBowoMrPsKVAyPcmfDpE9Yds2+JeNy4lHG8UvwKoOEmIiIyQHz4JyrtdgDS4zIj7goFCzdUb2BX0y5sho3/XnMF1fUODTIREZF+s+vlXxJvM7jTfRTL3vw+cWNLMAyTgC+H5uLvgN3qD6+ehQoWiohETVFVUzhQGOa0JkXmNtVB0A/5p8DIEyJOGZcyLnw7JyGnj1cpIiLyBZqq4bN/UR1rNSx04qHM6wsHAUPBwl1NVnnX5PTJjM/IgozoLFdERIaeysLVeKpWcMnwYRTGVGLvOG6aduzuncRkvInN3gIoWAhgi/YCRESGqvz0eGwG2GJ3YHcXAwHsMTUA5FZ0TDs+5bZuj+saLFRmoYiIRN2qR8HfwoaOPoWfbQ8y675lLCkoATqDhSGzcmb1+xJFRGRoC7z/O27PSKMwxknQn0jL7vNp3LKQ1l0XAxCT9i4xbitxw+NSz0JlFoqIREm2x82tX0njj1sWYhgmZiAGt9NJSxBGtLdB3mzI635BNTx+OPHOeJram9SzUEREoivQDgUP02rAv2KsgSX+xgkETbhj6TpOHp/RPVg4XMFCERHpP+U7t/Gv2rd5JzkRI2jHt+NSgi0jsRsGz156Fg+tr+X98pfxm62AMgtBmYUiIlGVN7wWw7BqkQ17Gy3BJgDy29vhlB/2+BjDMPjmxG9yTMYxTMmc0l9LFRERAayeuysLqyjz+mDDv6FhFy8kZ9HmaCPY7sFfPxmAgGlSXNVMkisJu2EVfHlcHo5KO2pfTy8iItJrlhSU8Kt/fI+/JicC4Nt9YThQeO+8SRyTm8IDp/2E3MTc8GN8rTHRWu6AocxCEZEoKq4vBuC8MefxzYnfZPmb/4+EnR8wIW2KlVm4F9dPvZ7rp17fP4sUERHpsKSgJDycy2aYFGQtJhX4Z1oGBOppq5kFHZ2g7IZBXnocNsNGSmwKVb4qZmbPxG6z7/M1REREekOZ18fPX3wd1+jtgMGwmvEUeo/ljwumcuyolHBv3ThnHKen3cgj9bdCIJZzfvMxi+ZNYf6MkdF9A1F0wJmFl19+OcuXL++LtYiIDDnF3mIARntGs2V9A5dveJdL6hu5pngOSz7eEd3FHca0V4mI9L4yr4+FS9eCawe2mHKms4m0urW8F59IcaCeGJuboPc4gHDGRuhCLMNtTTM5cfiJUVv/QKO9SkSkbxVVNZGX+QQtNoMjfCZbyy8jCKTGu8L7E1j72x9ebae56Hs0b/82QdPOHUvXWRn0Q9QBZxY2NDQwd+5ccnNzueKKK/jWt75FTo6mcYqIHIzt9dsB8DiG0/jGIlz2dj4MHsHy4GTe7+j11HUjCynz+iiqaiI/Pb7H+4c67VUiIr2vqKoJXKXE5T0IQF5NLIF6eDgrH8w6Lj7iIr553tkUVzWTlx4XsT9desR3WFb8HsemzYnW8gcc7VUiIn2rJbiBoqQqDNMksXw2Jo5w1ntXRVVNBE2gNTt8LNRKY6heax1wZuFzzz3Hzp07uf7663nmmWfIy8vjrLPO4tlnn6W9vb0v1igiMiiZphkuQ3bVtXGR7V0Aft3+dcAIb1B7WlJQwqz7lrHgrx9GTJuUTtqrRER6X356PK6MNzEME8MweSXNx6XZWXxi1mEz7Fwy8RKyPW5mjkmLuLhaUlDC9x9p5vm3pnHqr1Zo3+qgvUpEpO+YpsnDn9wNwGmNAd71ndUt6z0kPz0emxH5+J6CikPJQQ04SUtL4/vf/z6rV6/mo48+YuzYsVx66aUMHz6cm266iS1btvT2OkVEBp3qlmqa2puwGTZOLn4epxHg7cAxFJhHAD1vUKESsKA1EyU8bXIop8jvjfYqEZHeVdW2FUfCJkzTxpzqZNzBIGtjXQC0eY/ivY3+bo/RvrVv2qtERPrGk2uf4bOWCtzBIN+ddC3/vGYWK24/tcc+hNkeN4vmTcZuWBHDvQUVh5JDmoZcVlbG66+/zuuvv47dbufss89m/fr1HHnkkfzmN7/prTWKiAxKRd4iAIbHpuPZ/AIAvwnMB/a+QYVT5LvYWwaiWLRXiYj0jj+u+SMAZw7/Er9p2MDTu3bjbEnFDMTQWvWlHoOA2rf2j/YqEZHe888PP+e3H/0SgPl17ax2f6Vb1vue5s8YyYrbT+Wpa07Ya1BxKDngnoXt7e28+OKLPProo7z++uscffTR3HTTTVxyySUkJlqjqJ9++mm+853vcNNNN/X6gkVEBpL97R3Y03mhfoV5Lc2ACUdewJ/PuLLHXk8hoRT5rhdeQz1Fvifaq0REetdbRR/y/s73sRl2vt9uYDP9lLccSU3RrWC0gekCuvd30r61d9qrRER6X5nXx8/fewhHRivD2/3UVn+ZB1/YzElHDP/CTMFsj3tIZxN2dcDBwuzsbILBIN/4xjf46KOPmDJlSrdzzjjjDJKTk3theSIiA9eSgpJwaZXNgEXzJvf4CdTezgtNQs6r2wWGDU698ws3qFCK/B1L1xEwTaXI74X2KhGR3rOkoIS7C36BPR7M2skM274EgL8EvwIYHYHCnoOA2rf2TnuViEjPDmWY49qyXbhS3yYAXFHTyk/8pxPo4cMs2bcDDhb+5je/4aKLLiI2Nnav56SkpFBUVHRICxMRGcj21oNpz+nF+zqvuN76fzKv3Q9TFkDG+P167fkzRlqP30cG4lCnvUpEpHeUeX3c+cp/cI/agmnauKgmiNNopj19Imce902WP7/+C4OA2rd6pr1KRKS7/U3I2JsVFU8SsAeY2NrGVu9cWolRRvtBOOBg4aWXXtoX6xAROazsqwdT14ugfZ23vXI9AKNMO5z6/w7o9ZUiv2/aq0REekdRVRP2hLXWN97JfJ+3rOMTr2P+caM4eULmfgUBtW91p71KRCTS/iZk7O2xBaWF/LfoWQAur2nn5sBcZbQfpAMOFoqIyP73YNrbeSM8UNpSDQbkHfMtSMrup5WLiIjsv/z0eOxxOwA4ydeEx2hma3A4icfOAxQEFBGR3mMlWpi4sp+DgIvWinN7TMjYUygbMXbYU9iTg5zg8zHrhJt4NPcUZbQfpEOahiwiMlSFejDZDQPY+/Ti0HkOVyX2+M/D5wXW/xm/AW7TJHP2rdF4CyIiIl8oLcFOTNwuAK5rXwVA1dTryU5JiOayRERkEMpPj8furCcm+WNi0t7HcNR/YQlxKBuRmF3YPWsA+GY1NE++9AsnIMveKbNQROQgzZ8xkiNGBFhXXsqc/Ol73YjmzxjJ4zuWUtJQxC9nPchZOYm886eHITWOUe4sbLFJ/bxyERGR/bOpZhMB00+yzcXkgBe/J48Tzvt2tJclIiKDULbHzfVfzuSRjlatTvdOfjp31j4DfqG2T/Fpy8CAsxqbeLX5AmLqAmSn9dPCByFlFoqIHIK7PrqZX352PS3s3us5dS11lDRYO96bpS/Au79iu9kKQF7W1P5YpoiIyEH5rPIzAI7xNWMAjlN+AHblG4iISN84Jq8zTHX5HNsXDjcJtX1Kcm8FYLbXwdLglzTQ5BApWCgicpB2N+1ma91WgmaQDdUb9nreptpN4dvLSt6i6uO/UuR0AjDKk9fXyxQRETlooWDh0U0N4BkJx1wc5RWJiMhgVuWrCt/e3rj5C8/P9ri595wsmpw+AN5sOZt75k1R+fEh0seCIiIH6dOKT8O3i7xFez1vU3VnsNBvBng+Ppbtniwwm8hTsFBERAawzyo/BeDo1lY4/WawO6O7IBERGdQqmivCt9dWrcU0TYyOPvF7c0z945iGgScIt9/0M/XV7QXKLBQROUifVHwSvl1cX7zX8zbWbARgTGwmAM8mJVIUY11s5SXl9dn6REREDkWVr4qdTWUYpskkdzZM/Wa0lyQiIoNc18zChrYGShpKIu4v8/pYWVhFmdfKJKRuB4UbXwBgjCdfgcJeosxCEZGDtLpidfh2sbd4r+dtqrEyC6+vrOAncQF2OezQWgfAqKRRfblEERGRg/bZzv8BMKa9nYQv/UhZhSIi0ucqfZUR36+rWhe+ZlpSUMLCpWsJmmAzYNG8ycwvXcS2jsjWmOzp/b3cQUuZhSIiB6GhrYHNNZ09NLbXbydoBrud5/P7wlmHx9SWcl5b53+7abFpJMYk9vlaRUREDsZnn/0DgGMMN0z+WpRXIyIiQ0FlsxUszE3MBaxgIVgZhQuXriVIG2ASNOHx51/CXPMU2zr6wY/2jI7KmgcjBQtFRA7Cmso1mJgMjx+Ow3DQEmihvKm823mf135O0AySFgiQEQhy0fTvhe9Tv0IRERmwmqr5rKpjuMm4c8Fmj/KCRERkKAhlFp6aeypg9S0EKKpqwoj7nIQJdxGT/hYAt9qfwsCkMCEFgNHJChb2lqgHCx988EHy8/OJjY1l2rRpvPfee/v1uPfffx+Hw8GUKVP6doEiIj34pNzqVzh92HRGJI4AoKi++5CTTdVWv8IjWttgzBxGT/s/ZgybAahfoYiIDFz+FfezzmkFCI8++rIor0ZERIYCf9BPta8agDkj5wBWS6f2YDt5aXG4Ml7HMII4Pas5xbaGL9nX0GZzsIN2AMZ4xkRt7YNNVIOFS5Ys4cYbb+TOO+9k9erVzJ49m7POOouSkpJ9Ps7r9XLZZZdx2mmn9dNKRUQihfoVHpt5bDhDsKe+hRu3vgzARH8QzrkfDINbpt/CccOO4+sTvt5fyxUREdl/dSVsXf0YPpuNeJuL0cm6+BIRkb5X01KDiYndsHNMxjEkxiTSGmhla+1WSn3rsLtLAbDFVPMdl9Uqo+TYBQTMIPHOeDLjMqO5/EElqsHCBx54gKuuuoqrr76aiRMnsnjxYnJzc3nooYf2+bhvf/vbLFiwgJkzZ/bTSkVEOpXU1rOm0irNmpo1lfykfKCHicjNNWzc/TEAR4w9B1KttPij0o7iZyf8gbq6zM4pXiIiIgNE8TML+cxpAFDfkMszH5dGeUUiIjIUhEqQ02LTcNgcHJV2FGCVIj+y/pGIc6vi6iAuncLxVgbiGM8YDMPo1/UOZlELFra1tbFq1Srmzp0bcXzu3LmsXLlyr4979NFHKSws5Cc/+cl+vU5rayv19fURXyIiB2tJQQlzfvcE7cE2TH88H2227zWzsP2NH7HFYf03e+QJN0Y8x6z7lrHgrx8y675lLCnYdza1iIhIf6nc8hF5O//LZ64YAPy+kdyxdJ0+3BIRkT4XGm6SEZcBwOT0yQC8sPUF3t/5PjbDxuk5swH42B0Lp/2Ibb7dgPoV9raoBQurqqoIBAJkZWVFHM/KymL37t09PmbLli3cfvvtPPHEEzgcjv16nUWLFuHxeMJfubm5h7x2ERmaQhO4DHcxAH7fKO58fj2J9mxgj8zCovfYtm4J7YZBgt1NTnJ+xHMETeu0oIkuwkREZGAwTZxvWR/IfxBjNYsP+EYQME2Kq5qjuTIRERkCQpmFGW4rWDgpfRLQOeRk7qi5fLW+AYCC+CSYeinb6rYBmoTc26I+4GTPNFHTNHtMHQ0EAixYsIC7776b8ePH7/fzL1y4EK/XG/7asWPHIa9ZRIamoqomgibY44oBCDTnETBNzDarN0ZZUxk+vw/amuDf32VTR1bGhPQjsRm2iOfoShdhIiIyIGx9k+TdK2kxHZQ7rc0q2JaB3TDIS4+L8uJERGSwC2UWpselA52ZhSFXZJ/M1HUvYTNNSmxByn1VFHoLARij/rq9av/S8/pAeno6dru9WxZhRUVFt2xDgIaGBj7++GNWr17N9ddfD0AwGMQ0TRwOB6+//jpz5szp9jiXy4XL5eqbNyEiQ0p+ejw2w8TekVkYaM7DbhhMGpZNUkwS9W31lNSXMOGDh6FuO5uyrUzmiakT93gOIgKGuggTEZGoCwbgjR8DsHr0RcD7mKaBrT2Ve+dNItvjju76RERk0AtlFma6rWSMZet9BNs92JxeAk1jyXzl1yQGAxxhi2eD2cyHuz9ku3c7oMzC3ha1zMKYmBimTZvGG2+8EXH8jTfe4MQTT+x2flJSEmvXruXTTz8Nf1177bVMmDCBTz/9lOOPP76/li4iQ1S2x80PzknD5mjGDDoxWnO4d94khifHhfsWFm19FT76MwAbM8cCcETqERHPsWjeZOwdGdR2w9BFmIiIRN+qR6FiA8QmEztnAQBpsZmsuP3LzJ8xMsqLk/3x4IMPkp+fT2xsLNOmTeO9997br8e9//77OBwOpkyZ0rcLFBH5AlXNVYCVWRhq3+Svn4QZdDCrOpX02k8JOuOZMeYswOpl2BZsI9Yey/CE4dFc+qAT1TLkm2++mb/97W888sgjbNy4kZtuuomSkhKuvfZawCohvuyyy6yF2mxMmjQp4iszM5PY2FgmTZpEfHx8NN+KiAwRU0ZbKYEjEnIjLqDykvIAKP7kYQCCUy9lY7OVOZ0ekx/xHPNnjGTF7afy1DUnsOL2U3URdhjQBZiIDGrNNbDsZ9btU++ktM0LwNiUUfow6zCxZMkSbrzxRu68805Wr17N7NmzOeussygp2fcQNa/Xy2WXXcZpp53WTysVEdm7Cl8FYPUsDLVvaq34Co7Pb+SX/lcBKDn6+8wYeSoABbsLAMj35IfbPknviOpPc/78+SxevJh77rmHKVOmsHz5cl5++WVGjRoFQFlZ2RducCIi/anaVw1Aricz4gIq32MFBIsDjZCUw5+TvkKzvwkz6ODSh4q7TTzO9riZOSZNF2GHAV2AichgUub1sbKwKnKw1tv3gq8WMo+E6Veyo8Hq8Z2bqMGAh4sHHniAq666iquvvpqJEyeyePFicnNzeeihh/b5uG9/+9ssWLCAmTNn9tNKRUT2LpRZmBGXEW7fBAYL7UtJMRrZFMzFNes7TM2aGhEc1CTk3hf10Ot1111HcXExra2trFq1ipNPPjl832OPPcY777yz18feddddfPrpp32/SBGRDjUtNQCkxqZGHM9vqgeg2Omgas6v+N0GK8Mw0DyGoGnXxOPDmC7ARGSwWFJQwqz7lrHgrx8y675l1gdZu9fBx9aexVm/ALuD0oZSAEYkjojiamV/tbW1sWrVKubOnRtxfO7cuaxcuXKvj3v00UcpLCzkJz/5yX69TmtrK/X19RFfIiK9JRAMUNXSESx0Z4TbNx1n+5z5jncA2Dnr52SnJpEUkxTR6kn9Cntf1IOFIiKHk+oWK7MwzZ3WebCpmrz/WX0Ki2Pj+FdbO46ETZimndbycwBNPD5c6QJMRA5Xe2YQhno/hQZsBU24Y+laWv97K5hBOPJ8yLc+tA9lFipYeHioqqoiEAh0GxKZlZXVbZhkyJYtW7j99tt54okncDj2b+blokWL8Hg84a/cXGWeikjvqW2tJWgGMTDCiRnzp2bxRPZTADRPWsBpZ5wfPn9G1ozw7RSn9qvepmChiMgBqPHtkVlomvCfG8j17sZmQpMZ4KltvwGgrfokgm3WJC9NPD486QJMRA5HPWUQhno/dXWm8QGu0pXgiIW5PwsfL220MgtzE/R/0eHE6BieFmKaZrdjAIFAgAULFnD33Xczfvz4/X7+hQsX4vV6w187duw45DWLiIRUNluTkNPcaThsHb9Dv3c/zurNEJ9B3Nk/jzi/pSEvfPv2pyu6tX2SQ6NgoYjIAQhnFsZ2ZBau/ids+i8xNic5cVZgsK61hiRHBoHq0wFNPB4MdAEmIoeLnjMI1xEfY8dmgD1hI66sf5NIAz92Pm6ddNJNkGwN22pub6bKZ5WBKbPw8JCeno7dbu/2IVZFRUW3D7sAGhoa+Pjjj7n++utxOBw4HA7uuece1qxZg8PhYNmyZT2+jsvlIikpKeJLRKS3VPqsYGGGO8M6sHsdvHe/dfvsX0FcZxuoMq+PR94yMANugu1JBFpT1fapl+1fyoOIiACdPQvT3GlQuRle+aF1x5z/R17L5+zYaU3wuuukhUz6ykkUVzWTlx6nQOFh6mAvwFavXs31118PQDAYxDRNHA4Hr7/+OnPmzOn2OJfLhcvl6ps3ISJDSmcGoR+wAwYB06S5LciieZO559NfYoup4fyWErJa6yB1DMy6Mfz4UFZhUkwSHpen/9+AHLCYmBimTZvGG2+8wVe/+tXw8TfeeIPzzz+/2/lJSUmsXbs24tiDDz7IsmXLePbZZ8nPz+/zNYuI7CmUWZjuToeAH168HoJ+OOIrcOQFEecWVTURDMTSVPQ9MG2APdz2SdddvUPBQhGRAxAecGKPg2cuh/ZmyD8FTvwe41f/nvd2vses4bM4feTpGIahzeowpwswETnc5KfH44z/nNiRj9BSdgHtdSeEW2EclevkZxusfSzXvQFagXPuB2ds+PEabnJ4uvnmm7n00kuZPn06M2fO5C9/+QslJSVce+21gJXBvnPnTh5//HFsNhuTJk2KeHxmZiaxsbHdjouI9JdQZmFmXCZ88CDsWg0uj7VP7VHRE5qUHGzvzDZU26fepWChiMh+Mk2Tal9HGfKHf4aKDRCfCRf+DWx2Lj/qchwkMj7+S+yub1GgcJDQBZiIHE6yPW5mHbObVbXgSFpD0Dsz3AqjYPe68HmFTgdMvgjGnBrx+NBwk9xE9Ss8nMyfP5/q6mruueceysrKmDRpEi+//DKjRo0CoKysjJIS9fMSkYErnFloGvB2R3/CM34OicO6nRualHzH0nUETFNtn/qAgoUiIvupsb2R9mA7AClrngEMuPCvkGD1KnxtbT0PLB1G0NyEzdjEonmTmT9jZBRXLL1BF2AicrgxYqyWGPGJZbxx28mMSE4AYGP1xvA521yxcMa93R4bzixMUGbh4ea6667juuuu6/G+xx57bJ+Pveuuu7jrrrt6f1EiIvsp3LNw4yvgb4Exc2DqN/d6/vwZIzl5fIbaPvURBQtFRPZTKKswPmgSa5pwym0w+kvA3hvKnzw+QxvXIKALMBE5nGzzbgOgNdiCzywDxgGwefeq8DlFMTEE4tKw7/HYHY3KLBQRkf4XyizMqCmGWA+c/8du5cd7yva4da3VRzQNWUQGnTKvj5WFVb0+Daum3rqASgv4IW+2FSzs0NlQvlOoya6IiEh/qWmpCffXBVhX1VF6bJpsLF0RPt5mBtjZuLPb40OZhQoWiohIf6ps3AVAhj8A5zwAScOjvKKhTcFCERlUlhSUMOu+ZSz464fMum8ZSwp6qTw0GKRm+X0ApOKArz0Kts58jFCT3a7UZFdERPrbtrptEd+vrbKGLrWuepRtZisA6a4UALbWbY04NxDsDCBqwImIiPSXYGsj1R0fdGWMmQuTvxblFYmChSIyaOytFLhXMgzfu5/q3Z8CkDZ8OiRkRNwdarJr70iVV5NdERGJhsK6QgBibDFAR2Zh/S62vnMPAcMg2ebi+JwTgc5y5ZDy5nL8QT8Om4OsuKz+XbiIiAxZta/dhr8j8SLtnN9EdzECqGehiAwi+yoFPqSg3eevw9s/pyY5EYDUlNE9nqYmuyIiEm2FXitYOGfkHF4tfpXPaz+n5T/fZ6PRBsARmVMYmzzWOrcjsBgSKkHOScjBbtuzm6GIiEgf2PBvqtYtgZxsUp0JODuGR0p0KbNQRAaNPikFLt8Az14JmFQPOwqANHfaXk/P9riZOSZNgUIREYmKUBnyicNPJC02jYAZYFPJO2xyWfvSEWkTGe2xPvTaM1i4o8HqzasSZBER6Rd1JfDi96iwWx9QxTkze73vvBwcBQtFZNDo9VLgxkp4aj60NcCok6jJPAKA1NjU3lqyiIhIrwplFo5NHstkzxgA1rlcbErPA+CI1CMYk2wdL/IWETSD4ceGgoW5CRpuIiIifSzgh+euhhYv2xJHAVBc4ejdvvNy0FSGLHKQyrw+iqqayE+PVxbZANJrpcDtLbDkEuvTrtTRMP8fVL97E6BgoYiIDEzeVi9VvioARieOZNKuDbxjhzWpw/ncXw/AxNSJ5CTkEGOLoSXQwq7GXeFMwtJGqwxZmYUiItLn3rkXdnxIMCaR3/pHApsJtAwP950/eXyGrrOjSJmFIgehzybuSq/Y31LgMq+PlYVV3VPdTRP+cwPs+BBcHvjGEohLpaZjQlda7N7LkEVERKIlNLBkWPww4j/6C5Mrre/fdQTxBVpwO9yMShqFw+Ygz5MX8RjoklmYqMxCERHpQ5tfgffuB2DTcT+lLcG6ng40WpVcob7zEj0KFoocoD6duCu9YuWulZy99Gw+KPtgr+f0FPANBQ8bX/4xfLYEDDt8/THIGA9AdUs1AKluZRaKiMjAE+pBOCY2A965j6NaraEmvkArAONSxoUHl4zpKFHu2rdwR72VWRhrqLm8iIj0kZptsPTb1u3jvk1p/gQMuw/TH0fANxLohb7zcsgULBQ5QPuauCsDw+vFr7OjYQcvb3u5x/t7Cvje/txaZt23jFce+SkJBb+z7jjvdzBmDgBtgTYa2hoAZRaKiMjAFAr8jd65DoJ+PEecy6iOPlBglSCHjE6OHHLy6P/W0tBulSp/86EtqpoQEZHe19YMSy6DVi+MOA7m/oz1dR8CEGgaD9gOve+89Ar1LBQ5QKGJu10DhvrkY2Apby4HIkuruooI+NpaMBwN2OxNHOtcw3X+5yAID/gv4hujLyS747RQCbLDcJAUk9TH70BEROTAhSYhj2moAk8unPtbjiq4j+0N2wGYkDohfO7Y5LHWY7zbKPP6+MUHD+JMhUBLFsFgjPpFiYhI7zJNeOkWKF8L8Rnw9b+DI4blpcsB+NFpF5Ife8Kh9Z2XXqNgocgBCk3cvWPpOgKmqU8+BqBwsLBuG6ZpYnRMRw4JBXxtCWuIzVmCYViTIDcBV7Zn8I3iifzOfwEzq5rDf6/hEuTY1G7PJyIiMhAUVq4FYIw/CPMfAXcKk9Mn83KRlWm/t8zC5cVrcKSsBKC14mygs2pCv9+IiEiv+OAhWPMkGDb42iOQNJxdjbvYWrcVm2HjnLGn4nF5or1K6aBgochB6LWJu9InKporAGhob6DSV0lmXGTvpVDA964PnsAwghhBB8MDLdTabZQ6nfwsYRJ2ry0iW7TG1zHcxK0SZBERGXgad35Mud9ql5E/8ybIPQ6ASemTALBhI8GWEz4/NzEXh81Bs7+Zx7b+DMMI0l4/mUCTlX2oqgkREek1W9+E1++0bs/9GeSfDBDOKpySMUWBwgFGPQtFDtL+TtyV/uXz+/C2esPf760Uef6MkeQOswKAf67x8mrpLs6psf4unenv8NOvToj4uw2VIafGariJiIgMMK0NbPu31Sw+Azue2beG79pUnEx77Qk0l5/JnF+tDPcidNqc5CXlAVDauB2nEYu/4isAqpoQEZHeU7UFnrkSzCBM+SaccF34rlCwcPaI2dFaneyFMgtFZFAJZRWGFNYVckL2Cd3O87Z6KWveCcCRTbUw4ji+9ZXHeG3ZAuqpwZn8CTAmfH6oDFmZhSIiAtawrKKqJvLT46MbVDNNeOE6CpvLID6N0RnHgM0WXuMdz68naF4QPr1rL8LRntFsrdsKwBVHfpuvnf9VVU2IiMghidgfY1rgqYutgSa5x8NXHoCOlk5F1bV8UGYNNzllxCnRXLL0QMFCERlUypvKI74PNXvf0+aiZQDktPvxZB4FlzzDKHcy35lyDb8o+AV/+vQvZBknMS4zmWyPO1yGrMxCERFZUlDCwqVrCZpgM2DRvMnMnzEyOot5/7ew8UUKU639aVji2PBdEQO9OnTtRdjanGUdaxnGb57LJHNeZfTeh4iIHPa67o+xRjvvZv+BrJqtkDQC5v8THK7wef/vtWeIzW0j2J7Mqi0xjDsuyouXCCpDFpFBJTTcJKTQW9j9pKqtbFxm9cyYaLjgm8+DOxmAr43/GgmOVCp8u7nquYeYdd8ylhSURAw4ERGRoavM6wtfCAEETStbr8zr6//FbHsH3robgFccowD418q2cKlxaKBXV6FehGVeHy+/n09r1an4Si8laNqj9z5ERGTAK/P6WFlYFd4nevre2h8DGA4vixx/IaumgGBMAix4GhIyI86zJWwEwN94BHc+v177zwCjzEIRGVRCwcJxKePYUruFIm9R5AlVW+HvX2FDbBsQz8RjvgUJGeG7a5tMqnfOwpX1H2LSl9HkncYdS9cx++RKQGXIIiJD3Rdl6/Wb2u3wrNUD6lcxMyiPq8AA/L4REaXGi+ZN5o6l6wiYZkQvwpWFVQQDcbRVnhHd9yEiIgPenhn1F0wZzr/XbSLQnoDNsLFo3mRyU+OsjMKcJTiTPuOInWW0t9rZMvuPHDlscvi5Qvuo3b0dgEDjOO0/A5CChSIyqITKkI8fdjxbardQ01JDTUuNlRFYvgH+cQE0lrMxdRRgMnHY9IjHF1U10VZ7HM7Ud7A5vTgS1+OvP4bypipAmYUiIkNdKFuva8CwtycHf2E/xNYGqwdUczVbkybw9yQfhmHSVjuDYMsIoPOia/6MkZw8PqNbL8L+eB8iInL4C2cMGj6cnjXY47fxWuM24sY20lYzk9by87lj6TqWXjcTh3sHzqTPAFjjcvFo0yXcdPQZEc+Xnx6PzdaOzWX1mg+0jND+MwCpDFnkIP264Ndc9dpVtAfbo70U6SKUWZiXlEdOQg7Q0bewdBU8ehY0ltOcdRTFHf/7TUybGPH4/PR4bDhpr5sBgNNTgN0waA5YE5bTYpVZKCIymO1ZVrWnbI+bO88bQWzGaxjO6l6fHLykoIRZ9y1jwV8/DLfCiBAMwHPXQMUGys1kvuYcgeGsJ9iaTmv5uUD3oF+2x83MMWkRawxlHdo7Gs1rArKIiPQklAkYO/wZYrNfwJn0GTZHIwAxqf/DFruDgGnS3BbkuHEvhR/3ku1Ipl1wfbd9Jdvj5oYzkzCMIEF/HLaAR/vPAKTMQpGDYJomSzYvoSXQwra6bUxInRDtJUmHULAwKz6L0Z7R7GzcybbC15j+7oPQ1ggjZvD5GT/GXPZdMt2ZpLvTIx4funi68z+1mOlv40jYyve/ksafC+sAZRaKiAxm+zu4pM29Emf625w+KYk7T7io1y5wrOyNNThS3iPo9+CvnxJRUgxYPQo/f4UW08nF7rMJJK3ANO34dl0MZswBBf32lnUoIiISYmWim9jdxQC0VZ+Ev+EonCkf4fSsJnbYv2nd/l2CFUtZ214cflz60VP3OjRrVLYXiuDItCP43dfmaP8ZgJRZKHIQGtobaAm0WLfbGqK8GukqVIacFWcFCwG2rX7EChTmnwyXvsCGxlKge1ZhyPwZI3nvlgs5MuVYAKrtb+I3/YCChSIig9WBDC4pqrf64RoOb69e4BRVNWFLWIcr6xXcOU9jj98c7uMEwCf/sKYfAzcGrqQy60MAWivmEmwZwY/OmciK2089oInGPWUdioiIhGR73Nx+7jBsjmZM04a/6iwumHgS7RXnYAZc2N2lXHF8AU+u+TUAKR05aQ3+mr0+58Yaa7jJ8TmTtf8MUAoWihyEyubK8O2m9qYorkS6ag+0U9NibUpZ8VmMqbGCgoUOAyacAwueAVdCeHPaW7AQrE3xiqPnA/D81ucBSIpJwml39uVbEBGRKNnX4JI97WzYCUB1S3WvrmFkqgtXxuvh72OHL8HuqKO6qZWaNS/Bf74PQMPxN/FmzCgMWzvBdg/tNbOxGwZnH52tiy4REel1Y0ZYLZlGJoxmxW1f5v6vT2HFrefx9bFXAfBS7XMsd8dgM+GG428DOiu+erK5ZjOAKvQGMAULRQ5Cpa8zWNjQrszCvvRFvaO6qvRVYmLitDlJWf4bRn/yBADb4pLh64+DMxaAjdVWsPCI1CP2+XxzRs7B4/LQGmgFlFUoIjKYWWVWARyJn4HNqh7YW8P1HQ07AKjyVfXqGj6sfB2bqwrTH0+gJRuboxlXzlM89NQzuJZeAWYAjvkGiWf+hItnxgMQbEvDbtjV70lERPpM6PppWnbnXpPtcbNw7Ezy2wM02qz+t4H6Y6isGgVYwULTNLs9V9AMsrnWChZ+0fWYRI+ChSIHISKzsE2ZhX3lC5u87yH06VWmaWCs/B2j26zhMxVmKw0BK9jYGmilsK4QgCNTj9zn87nsLr4y+ivh79PcGm4iIjJYZXvcfHnWp7hHPElM2jt77f3X2NZIbWstANW+6h4vhA5Ga6CVh9Y8BMC1U67htqn3WuVdcduZOeyPxButrAhOouyUX4BhkJtpfZB1cv6EAy49FhERORDhyqzULpVZ5Ruw/eOr3FHV8cGZadBUdTq/ftm6JvP5fT0m1uxs2ElTexMxthjyPHl9vXQ5SAoWihwEZRb2vQPpHRVSXm19QpXlqwebg8Tz/kimOxOAbd5tAGyt3Yrf9JPsSmZY/LAvXMdXx341fFuZhSIig1dboI2NjW8CMGN8214DcKUdfW8B2oJtNLY39srr//XTf1LeXE66O5NrpnyTcWl5OMvOAWBJsovXHCO5tu1GimutHro7G61S6KnDRyujUEREek1PlV2bqjcBcGRaR7JFxSZ4/DzsvhrimodD6TyaSy/FbMsgEHQS70gCOvvJd7Wp1nqusSljcdrU4mmgUrBQ5CB0zSxsbOudiwSJdCC9owDYvZbyt38KQJZph0tfgKmXMDq5Y8hJnRUs3FCzAbA+FTMM4wvXMSF1ApPSJgGQFqvMQhGRwerN7W+GMwbbqd1rAC5UghxS7Tv0voWPf7CJP336VwB2bjuJFz4pZ3SCnydan+c4n1USfYf9LHxGfLgselfjLgByEnIO+fVFRESg58quKl8VFb4KDAzGp4yHsjXw2NnQVEl7xiS+1b6QhobjCDRagUS7YZAZZyVsVDRXdHuNTTVWsFAlyAObgoUiB6FrZmFvZRRIJKt3VOSxvfWOYu2z8PBcyv3W38Wwoy6C/NkAnROROzILQ5+K7Wu4yZ6+d+z3GJEwgi+P+vKBvg0RETlM/Ovzf4Vv76spe2lDacT3h9q3sMzr4+cr/obhaCLYmk5b3TR+uvRjUl/4JkfatjO8zdoMm1y+iLLoUIbj8IThh/T6IiIytIUyCdfsqGXhv1diT3kPw+ENV3a9v2MNAPmefOLKN8Dfz4XmasiegvOK/3D7vJnYO5IwQi08chKtCq6e9tPwcJMUDTcZyBzRXoDI4Sgis1DBwghlXh9FVU3kp8cfUllUtsfNonmTuWPpOgKm2XPvqIAf3vwJ/O8PAJR7RgFNZKV3fko1JnkMAK8Xv87mms18WmltdtnuMfu9lhOHn8grF75y0O9FREQGtm1121hVvgoDAxOTmpYaWgOtuOyubud2yyw8xInIm8trcKS8D0Br1Wm4CPCg4wFiytZCrIcRU66Eoif40iTCZdH+oD9c2qXMQhEROVhLCkrCrZ8cCRtw5z+HzdGEP2EjvpL/I2CaFOxaC8BEVzo8fj60NULuCXDJvyDWw/wZqZw8PoPiqmby0uPI9rjZuDIL2EsZcs2BJ29I/1OwUOQgdM0sjOaAk94KzPWWrpuNzYBF8yYfUsP1+TNGUtD4Jz6t/JQ/fOlhjsjM7ryzsQKevRKK37O+P+kmytu2QOVnZMVlhU8bnzIegF1Nu9jVZJVsmYEY7nyyGeP8EjWEFxEZ4sq8Pn5b8DgAp+Sewge7PqAl0EJFcwW5ibndzg9lFoYCi4dahryl+W1sjkaCbcnY6ifykHMxJ9vXEnTGYbvkOSbZ2qDoCcp9nRmNlc2V+E0/DpuDDHfGIb2+iIgMTeEe8bTiGvZfYlIKwvc54rdhxFRia8+kus2q0Jq4+S0rUJh/MnzjaYiJD5+f7XFHXI+Grsf2zCysbakNHwtdp8nApDJkkQNkmmZEyVG0Bpwc6KTgvnYwA0m+iD/o563SVyj37WBNzfLOO4qWw59OsgKFznj4+uNw+l2Ud/TECPXIANhUnEJrxdm0Vp2Kb9fXaC6+lsatCwn4E/d7fT01+RURkcPfkoISZv3iNd7a8RIA2capZMXvPRsCOjMLx6aMBQ6tDDkQDPD8ticBMGtn8ZDz98yxf4rfFottwRLIncGopFEAlNSXEAgGgM4S5Oz4bOw2+0G/voiIDF2hHvGx2S8Qk1KAaRq0VZ+Mv9EK4rmSP+LeeZMoqvoEgIktzTDhHFjwr4hAYU/Ce+kewcLNtVYJ8sjEkcQ79/0cEl0KFoocoKb2Jnz+zqBRNAac9EVg7lAd8ECS/VDSUII/aE19fKPkDQgG4N1fWunvjeWQMRGuWQZHnk8gGKCq2bpgC32SVeb1ccfz62irPpm2yjPwe6cT8OVB0L3f6xtoQVkREekdob3UlvgZhr2FYFsKD78eQ3JMOtBznyV/0E9ZUxkAUzKmAFDTUnPQr/9gwfPsaNiBJ8bD+1lbOM2+GtMei+ObS6zMDayAoNPmpC3Yxu7m3YCGm4iIyKGzesQHcSRYAyBbdl6Cv/IcbjvxSgDSsj/jtPpH2dnuBeCII+ZZSRrOL65o21tmYah//IRU9Ssc6BQsFDlAFb7IiU7R6FnYF4G5Q3VAA0n2U2iCMcDHuwuoe/wr8PbPwQzC1G9agcJMqz9hTUsNftOP3bCT7rYu9Hr6OR3I+gZiUFZERHpHaI9wej4GoL3uOAKmgdtIA3oOFpY1lREwA8TYYsJTHA+mDNn6IOotHlr9NwC+0miSUvQmOGIxFjwNo78UPtduszMy0WqZsd27HVCwUEREDl22x80NZ8Vh2FsxA7GYjUdx77xJfPOYM8iKy6K+zcsfNjwGwAh7PEnnPwT2/etkt7dpyKvL1wOQE7f//eMlOhQsFDlAoew1u2GV/UQjWNgXgblDFRpIsuckrEPppbi1bmv4dsAM8nbVGqvs+II/wfl/hJjO9xu6qEt3p4dLsnr6OYXsz/oGYlBWRER6R2iPsLms/cPfeIS1l6ZY04V7KkMOlSDnJOaEP5g60AEnoQ+iDHchdvdOnEH4v7INmA43fOMpGHNqt8eESpGL64uBzjJkBQtFRORQpKRZ+8nR6VNYcftpzJ8xEkdrA/OaWgBYmmiVCk8ccSIYe7mw6kGoDNnb6g1X5S0pKOHNwtUA/On1FlVsDXAKFoocoFBmYajpeVNbE6a5j/S1PtAXgbneMH/GSFbcfqHLSWMAALXnSURBVCpPXXMCK24/9ZCHh2zrSFNPDVg9mt5Ky4Zr34Mp3+h2buiiLrQxQc8/p4VnHbHf6xuIQVkREekd2R43d50/BpvD+gDI8Kdy77xJjEmxAnA9ZRaGhpvkJuaS5rYyEA+0Z2Hog6i41HcBuLCxAWfAxfo5j8KYOT0+ZpTHChZur4/MLByeMPyAXltERKSrVeWrAPjy6BOta8nqQvjbl/nqjg3YTBOz4zrqyLQjD+h5E52JuB3WtWlFc4X1Qdnzn2DEWINC/S3Zqtga4DQNWeQAhTIL8zx5FNcX4zf9tARawv8Z9pf5M0Z2G1E/EOw5CeugbXmDrUVvgsPgW94GfpOazEqHSWNiFgk9nB7q49R1EjIc2s8pFGy8Y+k6AqY5YIKyIiLSO2ZOsMNmiHck8foPzyLb4+btkkKg58zCrsHCcGahrxrTNDH2M+MiPz2ebKMGI+5zGjA4rT7Ipe138tBRX9rrY/KS8oDuwUJlFoqIyMEKmkE+qbCGl0zLmgZb3oTnroQWL9lJIzgp81iWV1qZgJmu0Qf03IZhkBWXRXF9MRXNFbQ3xWPE7sAwggT9iZj+JAJYFVu6thqYlFkocoAqfdanIaMSR2FgXRg0tTdFZS2ZiTEkJe8mMzEmKq/fJ3x18O/r8T/xNYo7Bjx++eyHyEvKoz3YzvLS5T0+LNQPY89gIVhBv5lj0g5qI+rtbEkRERk4djbuBGBkUk54j9jbBEfoLP8dkTCCtFgrs7At2HZALUmy20p4NuXnNNit3yF+0nwr3/jq+fvco7qWIbcH28MfkClYKCIiB2tL7Ra8rV7cDjcTN78FT14ELV4YcRxc8xbDYr8SPvfGxysOuGw4dF22u2k3+enxOOKKAAg05QOGKrYGOAULRQ5QZbMVLMyIyyDBaeW4NbQ1RGUtf/z0j1z834t5YesLUXn9nryz4x3+8tlfDqg0u8zrY+XWSmoL/gV/PA5W/4MdTifthoHbHkvO+LM5fdTpALxZ8maPzxG6qOspWHioDiXYKCIiA1coWNg16BbaR6p8VbQH2yPOD/UszE3MJdYRS7zT6uW030NOdnwEj5zB7oA1QTndmc5jP7z6Cz+ICgULdzXuYkfDDoJmkBhbTLgUWkTkcFLm9bGysEolqFH2cbk14Gtq0Inzzbs6hkheCpf/l7Kgh0ffiKXdO4W2mhMJ+hMPuGw49OFbRXMF2R43E/Ks6+iAL18VW4cBBQtFDlAoszAzLpOEGCtY2NjW/0NO2oPtPLflOQA2VG/o99ffm3v+dw+/X/17NtVs2q/zlxSU8LX7nqHx7/NJeekaaCyHtLFsO+MuAPKTR2MzbOFg4bs73qOourbb8/TUs1BERGRfeur9lxKbgtPmxMQMtx4BME0zXIY8InEEQDi7cL/6Fq5/Af5+LvhqKcq0pkBOyJywXxdKabFpJDgTMDH5YNcH4TXbDP0qLyKHF2sa/DIW/PVDZt23bEgOuRgowdJVJe8AMK2qBGwOOPvXcN7vweHq6K9rp2XXxbSWnwcc+KDH0ETk8uZyKyu+dTMAi846XxVbhwH9hiFygELBwnR3emewMAoTkVfuXElNS03EmqKtNdAaXksoW2Nfymq8FP37Xl6P+QFz7atoN+38wf9Vyha8yVanE4AxHuuCam1hAsH2ZNqCLcz9018ifrEImkFKGqzvQ5uSiIjIF+kpWGgzbBEXOCF1rXXh/T6UibhfE5FNE967H575FvhbYNwZbDvKKu3KT8rfr3UahhHOLvzfrv9FrEFE5HARmgYf7ChACpoMuSEX0QyWdg1Smp8+xaqdKwGYbkuAy1+C464JTzzujUGPoUz98qZyNlZvxOf34XF5mDd5mjIKDwMKFkqfGCiflvSFcBmyu7MMORrBwhcLXwzfPtBJjH0l1DcQoKypbN8nb3sXz9/ncLvjKeKNVgqC4zmn7V5+7b+I4roghV6rwfzo5NGUeX3c8fw6/PWTAXAkfxjxi8Xy0uVUNFfgtseT4sjrk/cmIiKDT09lyNClz1JHb0DoLEHOjMsk1hELEC4D3msZsr8N/v1deOse6/vjr4WLn6Soo/fh6OT9bxgfChZ+tPsjQJOQReTwE5oG39WBZqsdzqIZLA0FKa/56zus/PVFFL10PTV2Gy4MJl3+Jow8IeL80KBHe0fw8GDKhkN7aUVzRXjq8rGZxyor/jChacjS65YUlIT/E7QZsGje5EGTYtzU3kSz39rMuvYs7O8yZG+rl3d2vBP+vj8yC8u8PoqqmqwpjnvZJLpOjtzdtLvHc6gpgtf/H2z6L3FAlZnEbfazWJm5m9YKA3ur9YlV4XorWDg2eWz4F4u22pk4U9/HkbCFVtf28PSsX33wFwDqyqdz+q8/GFT/5kREpO/saup5qnB4yEmXfS1cgpwwInwsNTYV2MuHdg274V+XwY4PwbDBWb+0sjaAIq/V5H1/MwuhcyJy6PcQBQtF5HATylbrGjAcSkMuiqqaCBrNuLJeo732eIKtw8PB0r7MtAsFKce6PuI35lMcZZTztMu6jj0mazoxnp4z1efPGMnJ4zMormomLz3ugNeYGd+ZpR8KFk7LmnYI70T6k4KF0qv29mnJyeMzBkWqcSirMM4RR7wzPiqZhWVeH39ft5S2YBtpsWlUt1RT5avCNE0Mw/jiJzgIewaAbzvzCCaP8HQLHHYt1+qWWdjihfcegA8ehEAbGHaYcRXLky/jf5/djsNdgpH5Cj+Z8TsyEp0Ue4sBqwzZYXb8YtGeit87FWfyKlzpb5OXfjnvbv+Ekua1mKaN9toTMQfZvzkREekbjW2NeFu9QPfA27C4YUDkB19dh5uEhDILQ21Bwko/hiXfhIYycHnga4/AOKv3bou/JVz+nO/Z/2BhKLMwpGvQUkTkcBDKVvvx23/GnvQJrTuu5N4Ljh8yv7Pnp8cTk/IxMSkfYneV0bz9un4JlhZVePmy56+szC7k/wIO5nmH8axzDLCD8cnH7POx2R73Qf/9dB0Y9kn5JwBMz5p+UM8l/U/5n9KrBntqedfhJkC/DzgJpY8//pk12GRy4jkA+IN+6lrr+uQ1ewoAL3plU499NroGC8MXWP5W+OAh+O0UeH+xFSgcMwe+8z6c/SsmjLdhd1vPYY8vZNrYNnY27qQt2EasPZbhCcMj0uBbq7+EaRo4EjfiDWzn7+v/br1M/TGYfg8wuP7NiYhI3wiVICe7ksNTjUPCmYVd9rUtNdut82OGhY+FexaGypBNEz55HB49ywoUpk+A/3s7HCgE2F6/HRMTj8sTzkzcH6M8kcFCZRaKyOFo/oyRTBy/Cbu7lJ9f4hpS1UDZHjcnTugo640rwRFT0/cTgau2Mn3ZAupTrYGY9XY7j6XG0JhofQD21zeMPuubmBqbisPmwMSkob2BOEccE1In9MlrSe9TsFB6VW80Qh3IQpmFoYuD/hxwEgramY4q7HHbMU2DV/6Xiycm2VpbH5UihwPAhh9skQG4PftsdCtDXrME/jADXr0dfDXWRdM3lsA3l0LmRACe3PRkxHM+vflpttZtBayMC7vNDli/WKy4/VSe/Na5zMn9MgD3fXQfq6reBaCtenb4OQbTvzkREekbPQ03CQk3Ze8IFi4pKOHlTesA+PNb3vCFVWgacnVLNbQ1wQvXwYvfsz4YO+IrcM1bkDYm4rm3ebcBVgnygVQEjEqMDBZqwImIHK7agy0ABIyGKK+k/8XHd77n73ylvu+CpcEAfPAn+NNJbK/6jHUuF4Zp0FJ2AcFW61rWDLjwN4/ss76JNsNGprtz+OTUzKk4bCpuPVwoWCi9qjcaoQ5koYBchjsDYK9lyH0x4CUUtHN6VgMQaBqHvz2RBEdHv6TmvhlyEgoAu3MfI3HCPbhH/g1H0qdgtFvr6JLF1zUDo9JXSdvz/wd12yFhGJz7O/jOSphwZnjKVrWvmleKXgHgxmNvBKzBLWsq1wAwJjnyAivb42bmmDS+d+y1AKwqX0XQDJAXdwxGm3XRNNj+zYmIyMH5or14b/0KIXKCY5nXx8IXPsYWa2VhBFqGhS+sQmXIVY1l8NfTYM2TVn/COT+Cr/8DXIndnjvUr/BAhpuA9QFl6MPKWHvsAWUliogMJD6/9f/yQBnS2J9CH1QBLN/1OqZp7uPsg1S52cpwf/U28Pt4YYSVzXfi8FO4bdYVNG27ieYdl9FccjWYzj6tygpl6oP6FR5uoh7WffDBB/nVr35FWVkZRx11FIsXL2b27Nk9nrt06VIeeughPv30U1pbWznqqKO46667OOOMM/p51bIvh9oIdSALbWgZcXsEC7uUIe9vf78DFQraOZOsQFq791jshsGwhAx2Nm/rs8zCbI+bu84fw682W9l+jvitOOK3Ygbc+HZ8C1ryrSy+YJDy6s0Rjy2PTyH3hBvg+G9DTGSJV5nXxx8+eZz2YDuT0ydz5aQr+U/hfyj0FvLUxqeA7sHCkHEp4zht5Gm8VfIWAFcfcwXHzT1xUP6bExGRA7c/w9ZCZcjD43vILIzv7LO0tbIeW/xGDJufYGs6wdYswLqwys2wAnbVvkrMyh0YCVlw4cOQ3/PvshCZWXigRiWNospXxfCE4X3Wp1hEpK+FgoWhqq2hwjTNiL7u27zb2FSziYlpE7/wsfszbBJ/G6z8Lbz7SyvDPSaB9tN+xH+LnoRW+MbErzE+KZt7X95IoPHI8MP6sior9OEbKFh4uIlqZuGSJUu48cYbufPOO1m9ejWzZ8/mrLPOoqSk55r55cuX8+Uvf5mXX36ZVatWceqpp3LuueeyevXqfl65fJFQBthgC9pUNFcAXTIL9yhDPpD+fgcq2+PmngvGY3NZAUuzeRz3zptETqL1H/D/Z++9w+Moz/btc7avVtKqrKpVLfdewQXbmGLTa4IDSSABkl/ekJ43CZBOEnjzJSSQAiENQkiMA5gWqik2uPfeZfW+Kitpe5nvj9GMdqVVlxs853HoiLR1dk3mmft6rvu6T+dE5GnFyk5TsjGN+SmriASTkfRejPa9PHTjZHKq34InltDYNZRE6tohq7/lSVjyrV5CoZK9uI6XSp8HYKx5JZIkceukWwHwhZXWhBJ7fLEQoFh/PXJET9g7hm8+6eWD400fyf/mBAKBQDA0+hq21tNh2F8bcrolHYNkICyHSUn0YUzeD0CwYwYgoZckihODpL/5fQACkkRn0WL4fx/2KxTC8J2F0D0RWbQgCwSC8xVZlrWp7h83Z2F7oB130A3AkjHKWvHaqdcGfJ6aW99vTVm+Ef50Ebz3c0UoHHc5fHkrH2SPp8XfisPqYPGYxWe8E1DN+jdIRtKNfdd2gnOPsyoW/uY3v+Guu+7i7rvvZvLkyTzyyCPk5+fz+OOPx338I488wne/+13mz5/P+PHjefDBBxk/fjyvvvrqGT5ywccVdUFzJHRlFvZoQ4434EWlr2JlKCyYoJzUrXobH/7vNayaX6AJl6dzsT3ScgSAOVkz+Pv1P+C7F3wDgAtza7hl2yfhuTsINhykSa/kC5Z0TXesD/XOclSLOF3iQXTGdiKhRFa/m0qdy8u1Jddq3yn07Sysc3l59A0P7tL/xVP5BSKydNqyNgQCgUBwfjHYYWuqWJiX1HuqsF6n17oIOsI1mJOPAxBqn4FekvjLMi/Z/74M6+GXsUUiADTf8AdIyur1WjHHEQlT0a4MShmOs3BGxgwAknVFYs0TCATnJYFIgIisnDc/bmKhOgAy1ZzKzRNuBuC/p15n48mGPs/pSu20D0PaexhTtveuKTsb4cX/gaeuBucxSHDAjX+GTz8HKfm8dPIlAK4tuVbLC1Sz4Fd/YQEb711+WofM1DdbAPB15rH8VxtP2zAVwehz1sTCQCDArl27WLFiRcztK1asYPPmzYN6jUgkQkdHB2lpfWe2+P1+2tvbY34Ep58ttVv4zOuf4Xjr8bN9KKOK6ixUg1qTTEoWkdqGHG/ASzT95UEMJuewoqOrwEgpJDdFsYqrxczptPEfbTkKwKT0SeBtY1bTXgCqO8qg+QRY7DQv/gqyJGGQDEzpKmaibfYqWvZi2hYAgq0XEpb1lDs9JBgTuH7c9QCY9eY+nRPqa8ihVIgoC5CYgCwQCAQCiIrtSN2EJe9pkIJxW6yqO6uB+G3I0N069eyxZwnLIQqSivn3rSvZt3A9l2y9C1xVkFpMui0HAKevZcBjq3XX4g/7MelMw5pmHGidg7fsKzz79sQRdywIBALB2cAb7K51Tmdn1LmIukmVk5jDkjFLsOhsNPuauOPfz/Z5Ti9zutGnbMGc+Tbm7BeRDO2EZZmKRhds+SP8fq6Sl4sE8+6Er+6EmatAkjjYUMUH1R8AcMO4G2Je90x0Ata5vLz4YQ6Btnn4G68eFfOM4Mxx1sRCp9NJOBwmKyt2BzYrK4v6+vpBvcbDDz+M2+3mlltu6fMxDz30EHa7XfvJz88f0XELBsdLJ19iX9M+Xjn5ytk+lFGlp7PQZlTaa1WxULV1Gyw1GFM3Ys55noSiP2LJ+wdIoT7zIAZlLQcq25XboyciqmHnQ9mZG+oAFk0sLN8Jv51K0aY/AtBoMOC57MfwzUPUz/wkoFjNVZEvnlhY7LCh03vQWxXhM9g2P+Z7+fSkT2M321mat1SbhBz3NT7CU7cFAoFAMHxy7Fa+dqUVc9Z/MSYdxmgr7dVi1R5opyOgTKTsS7RTcwvXV60H4GrHDBa8cyOJu58AZJhzO3zpQ9KTlOc3+5oHPDa1BbnQXtjnGtcXdS4v9794iJAvDzCIoksgEJyXqHmFAK2+VkKR0Fk8mjOLOlgr15ZLc2eYjpapABjse+Oe0+tcXg47j2POVAZCSpKMIfEwy3X7mPfGNfDW/eBvh5xZcNc6uOa3YE0FlPry5qcfJUKEsKeAHcfP/LiKMqebSNiKv+4TRHyKi18YPM4fzvo05J7hzLIsDyqwefXq1fzkJz9hzZo1ZGZm9vm4++67D5fLpf1UVVWN+JgFA6PuEp10nTzLRzJ6eIIerd04ElQchUnGLmdh1DTkueMCWIt/jyX7v5hSdqK3VmFMOoIxoSxuHsRgs5UAKjsUsbAgudsqrrYhq67HgRisMAmALBM4+Q4nW5TBJZMPvgyBTuzpE0nTK8Jc+eQrwJykTULOsmWRbcsGuq320eTYrXzu0giSJBP2Z6ALp8Z8L/nJ+Tyz4lVuzruvzwLooz51WyAQCATDo87lZePJRra4/ookKQvrd6/J6tViVdepbGalmlNJMMbfaFKdhTLK66zY+AQ4j0NiFtz2H7ju92BO0jbtmr2DFwuH04I82PZqgUAgOJdR8wpBOb+2DMKV/VFBXXtyEnMoc7oJumYBYEw6CMgx53SlZnub3+z9KZIuhBw2ATDb/l+eNP0SQ8sJpeX4uj/AF96H/PnKe7i8vLK3mh+u/yPGjHUABF3zzsrmkjB4nN+ctWnIDocDvV7fy0XY2NjYy23YkzVr1nDXXXfx3HPPcdlll/X7WLPZjNlsHvHxCuLT11QmtSW2tK30bB3aqPOP7Uq4uRwxsuLhbTx00wwun67k63lCHsKRMHqdnqOtigsvMyGTG8fdyNbanexz7uLzl0Xi5kH0d/HfU/xSnYXxxEKn19mn2K7+O9lM+rjC5NIJGbHv5WuH/Wtgx9846TpJaEwOyeEwOflLYNFXYdylFL35OVoad1PuKmdK+hQa3F1iYUL/YiGAKVEpli4pXMj3Vy2Pee/BTLCEj/bUbYFAIBAMHXX90CXvwpp7QLvdG+ldiGqTkPtpBY6e4DguEGBcIADTb4ErfwkJ3RE4aRbl974c/tHXSiMZbqIWXdHXDKLoEggE5xvRzkJQTCbqEIyPOmrXVY4th2KHDdmndD1Keh/ofOjlBIocCZqZxOB4B72lFkIW7qhP4em8ek5Yg7gMZuzzvwBLvwPWFO311+yo5L4Xd2LKeQFzZtdgLtdsgm1zgfj15elENXjcv/YgYVkWBo/zjLMmFppMJubOncu6deu48cYbtdvXrVvH9ddf3+fzVq9ezZ133snq1au5+uqrz8ShCvqgP1FHvWCud9fTEejQsv3OV+pcXh5+dyfWQpBDydpAjQUli7XHuENukk3J2o7RwpyFfGX2VxiT+CL7nLs41rYv7murF/+m7P+gs9ThrbwbXSQx7sW/GopekNQtnqkt0b6wj85gZ6/vOvrfSQJkKYg+8QQRfzZyMK1bmEy2QN1e2PUU7H8OuiZ1HbUrRdDkzJlI16zWXrfIXsTuxt2UtSuFj+YsTMgipyu/KV4bMsC2um0AXDtxacxi0ZfLspeY2UWO3SoWG4FAIBB0rx+SF2tXu1YkkIrO1Bp346q/ScgAdDaSdfBl7c8VIQPc9hxMWNHroenWdIC47pie10oTZysDw4bjLBRFl0Ag+CjQUywcjCv7fCSeqUatjXJtuco5/cY5/OyABUnvw2Ds5BfXXECO3crmUieYazCnbwDgl821XBU8zuZANidNJj649v+4duadvd7vvhd3YSl8HL2lHlnW4W+4lmDrAkA6a5tLwuBx/nJW25C/9a1v8de//pW///3vHDlyhG9+85tUVlbypS99CVBaiG+//Xbt8atXr+b222/n4YcfZsGCBdTX11NfX4/L5TpbH+FjS3+ts9HtuvDRcBeWOd2gV4bjREKKGBeWZWpbQ5h0iiVczS3s6VaYmzUXgAPOA/hCvl6vrWYrGVN2o7fUYc54J+7Fvy/k0wS5wuTuzEKrwapNEO4ZEhz97yQZXBgz3iRx3EMk5D+NNe8ZAFIkD1Nq1sATS+DPFytiYdANjolw5f/HkQuU/w9O6vocKkXJRQCUu8oB4rYhu4NuLRNKpdnbzMk2pT19fvb8mPtEi5VAIBCc2ww18/ZMHYO6fpgz3kFn6CTsz8DvvBSAek9vsVBdq3sN0oqEYcdf4Q/zyDr1gXbzyk88G1coBEi3KGJhz4K3zuXlvpe2YnC8gTHtAyTrSao6ygFI1scf4DUQZ3KCpeD847HHHqO4uBiLxcLcuXP58MMP+3zs2rVrufzyy8nIyCA5OZmFCxfy1ltvncGjFXxc6eUsPI1DGs8WfcU+RQ84AeWcnm9XXOy//2yJdk4fmxhgedILIMks83i5ytPJ1sgUFhbfAMA7zb1NKGVON0bH2+gt9URCiXgq/h/B1oWoQuHZ3Fw6E8NUBKPPWXMWAqxatYrm5mYeeOAB6urqmDZtGq+//jqFhYoQUldXR2Vld57aE088QSgU4p577uGee+7Rbr/jjjt46qmnzvThf6zpT9QZk+GOub20rZRZmbPO3MGdBoodNnRGRSyUg8lAd+tPoimRFl+LJor1dCvkJ+WTYc2gydvEAeeBXgIZgFP3nva7OW0788YHez2mqkPJ20wyJZFiTom5LyMhg05XJ06Pk7H27tYm9d/JkHgIS96/kKSIdp/eUssvzY/wCf1e9O8Fum40weTrYN7noXAxSBJHX/8s0DUJOQpNLGwvB4hpQ7YarKSYU2jzt1HnrotxO+5o2AHAhNQJWuuWimixEggEH0f6ivQ41xhsTMTZOIZihw29oR1j6hYA/A3XopONQPxIDHWtjhELK7fC69+BeqV1a2LOTAqtFtISxmE1jevzmFRnYc8BJ2VON8b09ZjSews2tz9xioduTB3W9ydc9YJ4rFmzhm984xs89thjLF68mCeeeIIrr7ySw4cPU1DQ+7+zDz74gMsvv5wHH3yQlJQUnnzySa699lq2bdvG7Nmzz8InEHxc8ARjTQBDGdJ4LjDQmq2YNfZhSH8fOZhM0DW/qyMtWVsncm3drvacxEyqOyuQdR3gbYUtfyR7658oSTSwnSRS/AncEbiPq264levGeflnzetsqt2EJ+iJydwN6Cswpm0CwFf7SSLeQnTA72+bzZzCVLFuCIbMWR9w8uUvf5ny8nL8fj+7du1i6dKl2n1PPfUU69ev1/5ev349siz3+hFC4Zmnv7DSnu421UV2PpNjt7JsipJ9KYeSY3ZnVCHM3dW2q9rL1QJEkiTNXbirYVev127xtfBGmdIyNT51PBE5zM+3/LKXa0LLK0wq6JVLqOYW9vzutRbnjHeRpAgmTxZX1xZSEFJEw5yE/egjAcicAlf8Er59DD7xNyi6CCSJcCTMsdau4SZpk2Neu8heBCit0RE5og1YUadHqq3IPYu0HXWKWHhB9gW9vgsxuEQgEHzcGNLQqbOI5lQnAETOyiTe/roacuxWvnBZIpIUIeJ3gGci375UWWca3A3IcuwOZ0wXQHstvPAF+PtKRSg02+HKX/Hq7H9weM/X+WDj1f3+26gDTqo7GmK+j2KHDUOikmMc9hQSCSiiYqhzPJGISUwyFowqv/nNb7jrrru4++67mTx5Mo888gj5+fk8/vjjcR//yCOP8N3vfpf58+czfvx4HnzwQcaPH8+rr756ho9c8HEjXmbh+cJg1uwypxuDYx3mjHWYc9aCzktYltlTWw4oXWF2s117vMOirCHOfc/Ab6fBB7+CQAdNNmWqccLcr/J/3/s6qy4oZGLqRMYkjsEf9rO5drP2GpWt7fzfjgeQJJmQazZh90T0ksRDN0/n6hm5opYSDIuzLhYKzk/6E3XOB7FwOG1UaclKC/Ftc6fHtP7YjDZAmYgckSPd9vIusQzoVyxce2ItgUiAqelTeeTiR9BhYGfjFj7776djFqGKjq68wuTeu8NqodJzZy7HbuX+S9zoLbXoZZl3m3bxf/4Pme1VdvT2jl0AX1wP/7MZFnwpJrAdlOnL3pAXi96iOQlV8pLyMEgGvCEv9e76brGwKxBeFQ3VDEeV7fXbgfhiIYgWK4FA8PGhP/HrXKPM6UY2OLGN+z+sBX8HznxMxEBRFZPywgBMzSpi473LuWvBbCQkApFArzzB6g5FLEzZ8xL8bg4c+A8gwZw74Gu7qZv0We598fCg/m12n9QhyxKt/kYuevh5bd0O6ZzozE3Isg5P1edxl36HjqMP4K26s9exCwQjIRAIsGvXLlasiG2VX7FiBZs3b+7jWbFEIhE6OjpIS0vr8zF+v5/29vaYH4FgqERPQ4azm1k4lJowOhsXKRB3XahzeVlf/Q5mx/sASJKM3lqBXpIwmpXotBxbTrfxo7Wc9IbDADgrN0GgE7KmwS1P05g9BYALC8dqYp8kSVxaoERsrD70GnUuL2t2VHL5335CjecUcsjG/5v2TVFHCUaFs9qGLDi/6Sus1OlRBKtcWy617tphi4Wnqy1ruG1Uqgg6P78o5niSjIqzsDPQSbO3mUAkgE7SaWIZdIuF+5r2EYwEMeqU1qhQJMSzR58F4LbJt2GUM/A1L8KU/gHmrNfwnBqnDfhQnYXReYUqmrNQzfxoq4Ijr8DBF3B5SiElmYs9XuySASavZGZ2MS+Xv8T+5AzI7W416fmdH21RHBETUieg1+lj3tOoM5KXlEd5ezm7GnYRkkPoJJ0mXGrOwqisqAZ3A+Xt5egkHXOzYzMQoxEtVgKB4ONAf+LXUM6BZ6KNuSg9AWvOWnQGDzrDSSRDG7pw6hmNiVDd8rK+HcnQRsRXEBNVoTrZJ2cUaN9DujUdp9dJvadeaxd+evM+3CElZ3jc7r+DLEPBQrjiIW1NLCt1Durfps7l5WevVGLOL8ZgO4U+8QD3r01n6YQMPqxV2o9nOmZx6+yFfO3ZPURkk/ZcEbMhGC2cTifhcJisrKyY27Oysqiv792GH4+HH34Yt9vNLbfc0udjHnroIX7605+O6FgFHw1Gsu6ozsIkYxIdwY6z5iwcak1Y5nQTkTzYSn6DHLLhKfs6YVmnrQtrdlRy/2tvYy18DEkHclgZXGK0lfPTKz6Jn51AV15hzW7Y/Ds4/DIZyTZIS8WZlAlX/AkmXAGSRNPhPwKQaY2dFC15pgOwrf5Dlj3xE3SmJozpuwHwNVzL70/WsereSaKWEowY4SwUDJuOQAc/3PZVKoPvxJyM1BP+hTkXAorbrc3XNqTXPl1tWSNxcahCXEZCRszt0c5Cta0pKyFLEwQBSlJKsJvteENejjQf0W5/4eibNHgasJtSuaLoCsqcbvzOS4iEbOjNjRhTdmnFSWVHdxtyT9RjaqrcCH+5FB6ZBm/dT6hmF/9NVI7v2sm3Iv3vcVj1DDNnKDmEB5wHCEcUJ0a87/xIi3Ksk9Im9XpP6M4tVKcbO6wODDplD0IdchI9EVl1FU5Om0yyKTnuawoE5yIiNF5wOugv0mOwnIk25jqXl38fXovedkq7zZh44ozHRKhdDda8f5JQ9DgGS33MMahiYXZCtvYc9fcGdwNEIrRuX03ue4oYkhYO0xDO5H+C36LuprUxm2eD/bdRBd9Q+0wADMn7tXX7wxrlPHFp0TKumZkrYjYEp52eMTWyLPe6LR6rV6/mJz/5CWvWrCEzM7PPx9133324XC7tp6qqasTHLDj/GOm6o2YW5iXlAWcns3A4NWGxw4Yp+SA6Qyd6SwM6c722LigDrbZhGfNPJF2QUOd4Ag1XAzBzfDOr5hdQ2+Voz63aC39ZDodeBDmCoysX3pk3GyZeCZJERI5oNXV07Vnn8vLYm0EioSQkvR9z1usYU3cg6cKEOiYRap8pXOuCUUOIhYJhs6F6A9vqtvHUoadibldFtcLkQi23byjuwtPZljWSabtqm21mQuxFVKJJmUTcEejQhDF1uImKTtIxJ3MO0N2KvGZHJT/d8GcAmmpn8eLueqU4kS0EmpXsTkPyHm0Rqmjv0YYsy1C3H95/CMcmZefJ2XQIanYCEhRexLYlX8Fp0JNiTmHp0h+DVcm+KLGXYDPa8IQ8nGw7GfWdh9FbTxEhwP1rD7Kvyxbfc7iJSrG9GIBt9YpYqLYgQ7ezMLoNWWtBzonfgiwQnIuoofHf//732bNnD0uWLOHKK6+MGcAVjRoa//rrr7Nr1y6WL1/Otddey549e87wkX+0ORem8o6Ukea0nok25jU7Kln8q1d46sjvAUg2KOf5y+e2nZX2psum2dBbq5AkmR/enBxzDOoarG5WRf9eX/Ye/Hkpqa9/Ca9FaZ3U+dNZEfgVb4TnUd4c+50N9t9GFRVDHdOQZR16aw0GUzPZKTp21CsZvUvHKGu6iNkQnC4cDgd6vb6Xi7CxsbGX27Ana9as4a677uI///kPl112Wb+PNZvNJCcnx/wIPl6MxrqjOgvVmsbpdfbKlT3dlDndYK7BNu4hDMnK9dlANWGO3cqEku6a1phYqq0LZU43hpQt6EwtRAJpeGtuJegpAeB462G8Hz5M3U6l7stpqwGdAWasgi9twnHpA0BsdmOrr5VQJISEpLni1eOOyDr8jSsJe/MItk/H33QJ3upb8VZ/BnXysXCtC0YD0YYsGDbHW44DysV5dGtt9C5ISUoJNZ01lLaVMi973qBedzBtWcO1vmvTdiU/+oRSwp0T0UuGAU+o7qBby9dQW35VogecaIHptlixEJRW5Per3mdXwy6uyP8UP3znH5hzy5BlHYHWBdy/9iAb713OQzdN5/uvtEHWG+gTyrn/ulxSbN1iZaGzAnY8A8feAJeyo5thMUNOFk3WJLjqu8pE46QsXvngewBcWXwlRn2301Gv0zPdMZ2tdVvZ27iXfGM6ERnMmW9hSv+ASCiBYOsijrUqzsKew01U1CEnqpsjnljY4GnQbttSo4iK45Nm9fd1CwTnFNGh8aCEwr/11ls8/vjjPPTQQ70e/8gjj8T8/eCDD/Lyyy/z6quv9jlh0u/34/f7tb9FDlT/nAtTeUeLCYXNTLvgL9xQcA9XjFs8pDVttNqY+0ItCk3ZryEZPIR92TQ2XI+l8An2OncQjoR7RVScbqKzfzvDjbHH2yUW5iR2ZQbLMtkBJW+4fu8/obWNiCmJ1fopQB21/kkEMfRZWPUVtxKNKirev/YgYXcJhsQTXLGgnirvAfxhPzm2HEpSSmIeL9yEgtHGZDIxd+5c1q1bx4033qjdvm7dOq6//vo+n7d69WruvPNOVq9ezdVXX30mDlVwnlPmdCPrOjBnvEOw9UIi/twhrzuaWNjVLeUP++kIdpzRrqNihw1Tyk50RhemtI2E2mcPKLI1eZqo9BzQ/l40rUW79ih22DAkKXVTwLkcIlZmUEenZKJRDrB/0y+pS7EDFnLGrYRlP4NkZa1ytCo1dXR2o1pPp1nSYrrVtA0q1zxCLqW2lgDVQCxc64LRRDgLBcNGnZIblsMx7jHVSu6wOhiXMg4YmrNwoNafkVjf1Yt6i+NdEvKfxprz0qBOqKrglWhMjBlRD91tyB2BDm24SU9nIcC8LOWEvrthN3/e9yTm3P8AEGxdgByyawvtqvkFfPi/N1GUOBlJkkm0bqNq2x8ASI5ESFnzWdj+Z0UoNFhh4lU4lv0AAKfRAhd8AZKyOOlsYl3FuwBcV3Jdr+OZlTkLUHIUix02dHofxhRFzNMZPJgz3sEdakcv6RmfOj7u99Jz6El0TqPq5mhwNxCOhHn0w/dp8NYhyzq+/lTbOTvxUyCI5kyFxj/00EPY7XbtJz8/f0TH/VHmfBoKMhjeLn+bU+0nKfWuH/LF/Wi0MfdHmdONZC3FmLIHWZbw1d1M0FOAVW+jPdDOweaDo/I+Q0F16wFUdXS3QMqyrG1c5Viz4Mir8OeLyT6kTHatN5lh8TfQfX0f/gKluIv4MwcsrHLsVhaWpPf7b6M6Bu+cpYg0NcEtfFD9AQBL85YOqg1UIBgp3/rWt/jrX//K3//+d44cOcI3v/lNKisr+dKXvgQoLcS333679vjVq1dz++238/DDD7NgwQLq6+upr6/H5XKdrY8gOA9QRTZT6jasec+AFBjyuqMaMOxmu5b9fqZbkXPsVvJzlA0nvbUGvcE9YE34VvlbyMiaceRQy16C4aDyGsYO9NZqkOE6byP/NX2fl00/ZH5HKwC7MgqpTVbqpNwLvqwJhdA9qLLV30oworxeXx1t8Vzv/3fzdDbde4lwrQtGHSEWCobNsZZj2u/RF+yas9CaMSyxUD0JGsxOdF3To9ST92gUiavmFzB9nDIV0ZCyg7zcgfNW+sorhO4BJ+6gm1q3Ihaq7dfRTEybiM1ooyPYwfNljwMQaF6Mv+EaIKrAC/rIcW7lZkn5v+fbW39N5aaHASgMBCEpB+bcDreuge+Vwa2ryZj7eQA6gh34Qj7W7Kjkqr/+kWDET8SfwcFTSb2OZ2aGkq+0r2kfOXYrNy2tQ9L7Cfsz8NfcSpZlLAAlydNp6YzE/V5UZ6FKtLPQYXWgl/SE5BDba47w56OKxT7UOYlIxHxeF/eCjw9nKjRe5EANnpHESZyLNPsUJ0FZe9mQnxtbNMij7igodtgwJiuCYMg1h4gvH71kYF6Wkkm8uWZwgvlosrNhp/Z7dUe19nt7oF1zq2T961Ow5jNQt5csFOdjQ/48uPynYEvHJykbnPdfdvGoFVY5ditfnHcdBp2Bk20nee3UawAsGbNkxK8tEAyGVatW8cgjj/DAAw8wa9YsPvjgA15//XUKC5XBeHV1dTHxGU888QShUIh77rmHnJwc7efrX//62foIgvOAHLuVBROVGkVnasHieH/I6456rk4wJuBIUIQydUDmmcIT9NDkL9f+/tmtpgHXgjfK3wDgrul3kWZJwxvysq9pH8gyG/b9HYDpgSAP6/7FNF056M3MTVeGkWwfM5WGkBvobSpJMadgkJSGT9Vd2F/tGS/SYjAbWwLBUBFioWBYOL1OrcABtOEbgXAAl1/ZkcxMyNRab062nRxSFsUt8/IpnPoMSUVP8O97irST92gUieFImPL2bvHyx5t/zElnU7/ZV33t7gDYTF3OwmD/zkKDzsDk1Bna38sz7yDUdC0SME1XwQszd5Lzyqfhl4Xwzxu47PDbAOy0mNnrUC708ouWw7eOwHW/h4lXgFFZEBKNiVj0FgAON1Zz39oD6O1Kq1bQNZfvv3io12eb7lAWr8qOSpq9zRzzKAMYPj35Vjbc803uLv4dnrKvs2v7dX06OFPNqTEtA9FioUFn0L6vH2z+DjqTk0gwBX/dTcD5XdwLPn6c7tB4kQM1eE63m+5M0+JTNq/KXeXDymxaNb+A267azdjZv+eNb80dVUdBjt3KhDxl7Qh5ijUx8tJCJYNvU+2mUXuvwdDia4nZfNTEQn8ndZsfBZShJZamo2BOhiXfJvsTTwNQ33XN4gv5qO5UnnftlNmjWljZzXYW5y4GlKFnJp1JZPQKzihf/vKXKS8vx+/3s2vXLpYuXard99RTT7F+/Xrt7/Xr1yPLcq+fp5566swfuOC8IsnWff1uyfiAguz2IWUIq2Kh1WDVXHVneiLyAecBwnJY+/tQ645+Hq2sN/ub9qOTdKwsWsmF2cqm2bZtv4Xfz2XD3r8CsNztBscEWPkQfPsoc6/8LaB0loXkEHpJr31mFZ2kI82qdJ+oYmGjt+/aEwbnehcIRooQCwXDQs0rVKlsV4Qk9URv0plINiUz1j4WCYk2f1uMuDgQTq+TRm89ESLsaHpPu300isTy9nJ8YR9Wg5X8pHwaPA1c86/v9dvWrH6unqProdtZ2Bno7BYL42QWrtlRycbdJUSCdpLqL+V2Nxyctprj9q/xX9N9zDr6MJS+CyEfJOWQN3UVUxJyiEgSz1uUD12YNbM7lCIKSZK0hedgQxVYKjAklCPLOoKu2XGFObvZzli74h78074/Ud5ejs1o4xsLbgPg/hcPEvblQCShTwenJEkx7sLoNmTobkVu9FUjRwx4qz+LHFYGwpzPxb3g48OZCo0XDJ6RDgU511DFwvZAO63+1mG9xge162jy1dLgPz7wg4eIR1ZceD+5otuFt3iMIogdaDrAumNlZ8wlruYVqpm4zb5mPG99H347hbodjwGQHZHgkh/ANw7ApT8iO30ioGz6hSNhKtoriMgRkk3JpFvS47/RCFhZtFL7fYZjLlbD+fnfpUAg+GgxmkPB1HimDGsGYTnMXf+9j9v+smXQ8VDxxMIz3Ya8t3Ev0C3Gband0u+G3ZvlbwIwP2M2jiNvsKBMiW7aVr8dT+sptloV08ayFb+Be7bDwi9DQhrFycWkWdKQUV47KyELg6732Iie34PqLIxXewoEZwohFgqGhZpXqOtqlVXbkNUTm8PqQJIkLAYL+UlK9lZpW+mgX7/U1f3Yt8rf0k7eo1EkHmlRwmcnpk7k6zO/D4AxZQd62/E+RbH+rODqNOTKjkr8YT8SUswkRmSZplP7OPDSb/m1bz3vVlWz2fsk8w7+DOuJVzH6W8Bog/ErYMUv4MtbFffgjY+zYtIqQGlxhqhJyHFQj81s7sSS8Q4AwbZ5yCF7n8Kc2or87LFnAbhh3A3YjLYhOTijcwujnYUQO5HyhvxvIPnzgPO/uBd8fIgOjY9m3bp1LFq0qM/nrV69ms997nP8+9//FqHxp4FV8wtY+7UpfPLy/bz49SnndT5Pi7dF+73MNfRW5GA4qAmO9Z7BtcbHI14h6Ql6tKLwmskztXN2ti0bhymfCBH+5/k1Q84PHi4765UW5GUpk7B3tRdX73wCfC7qk5X1Jqf4Elj6HbCmAEoxq0ZiNPuatWuRkpSS05Il2No0HjmiFIKb9meIfF6BQHDWGUneezwa3Mq68NWZ9yJHTOgTyjHYdw06HsoTVOqJsyoWNu0F4DOTP4NFb6HJ2xTjXI9ZEwMe/ntoNQBXHnkPXvkKF1Yrg04OWCy8u+R/8EsSYxLHMH7KJ2KMHZIkMTdrrva3NoCrBz0dlv3VngLBmUJMQxYMC1UsnJs1lx31O7Q2ZG24SUK3vXpcyjgqOyo52XaSC3MuHNTrRwuL5e3lHGs9xqS0ScDgphP2x9HmowBMSptEEhMJtCzClLYZS/bLuEu/RVjW95ro1V8bcqIxsddjjPX7oXIrVGyGyq1keJz8vHuQFX7ZyO7IePLmrCB/zhUwZi4YTL1e+/LCy3lk9yPa34VJhX1+LjVsd0fTBvS2E8qU5eaL+xXmZmXO4sWTL2p/f2rip4CoqdFRgmFfgmOxvVj7vef3MytjFm+UvcHnp36eb827g3vme4f97yYQnC2+9a1v8dnPfpZ58+axcOFC/vznP/cKja+pqeHpp5V2RzU0/tFHH9VC4wGsVit2u/2sfY6PGq9WPMOb1WvIT7UxI/trZ/twhkVEjtDmb9P+LneVxxQVgyG6dUsd8DFU+pouXd5eDiiREymWFO3xdS4vdfUFGNOq0NuOE+pQpgEvnZAxqHN7nctLmdNNscM2+LUg4GFHmRLPMX/3fziQkozLbKZqzAwmLPg2dZ1H4dBT5CTlxTxNr9OTkZBBvbueene9thmpOutHkzqXl5+8XIohfTmGxKME22cO6XsRCASC0aavvPfhnpf8Yb/mgk+Ux+FvugxL1uuYM94m5JpHWGbAychaZqEhQatfzqRYGJEjStYgcEHOBWyv387Gmo1srt3M+NTxrNlRyY/X7mS+aRMzLbtIslRQmpaIQZa5rLMdV+I4xlx4G/kNb1HlruMPLbsBWJa3LO4m1NysuayrUDad43WfAb2+h4HakAWCM4EQCwXDQh1uclnBZeyo30F1RzXhSDhmuIlKSUoJ71W9x6bKg1yS6x3UwtTThfhm2ZuaWBiMBHmn5nlmZswkxz4j3tP75WiLIhZOTp9MscNGsGklhuR96EzNGOx7kdvn9RLF4n0ulcRQKObv3NZq+MslMbfJegtbgmPZFp7MNnkyeyLjCElmNl6yHPr5PgqSC5iUNkk75sE4C98qV7IHryq6jhuXXNWvMKc6CwEWj1mstRSrDs771x4kLPcfmq86C9MsaZj0sYLnxTk3kDx/FnPHFGuvKwomwfnGqlWraG5u5oEHHqCuro5p06YNOjT+nnvu0W6/4447RBbUKKK2EA23dfdcoN3fHpOZpIpzQ0HdqILhiYVaIUkQ0BORdVohWe5Sjid6UwiU/OBg5wSMaZswJB7HjzyoAhH6Fib7/oBHYOeTtB5Yw4lsJctzbgjWJeZxKNhE9fw7YNLV1G/YAMQ62lWyE7K7xcKu6wt1ANtoorryA85LCTgvBSCMPKjvRSAQCE4H6nlJ0ncih22ApHULDee8pK45Zr2ZqdnZhNsWQNbr6IwdoPegjyQOGDN0tjMLy1xldAQ6sBqsTEidwKLcRYpYWP0h17nNWF/9Oyvzyngv0cJeABRjSJ7bzi3eezjpLWTjjOVceLiTquPPawMuL86/OO77zcuap/2eaHDEfUy6VYnF0MTCru85Xu0pEJwphFj4EWdYu/cDEAgHtAJiWf4yfrXzVwQjQRo9jd2W6agTW1NLCgDry3fx5vp3eeimGQO2jKkX8xfnX8z6qvW8Wf4mX5/zdSRJ4k/7/sSf9/+ZKelTWHPNmiEduyzLWhvypLRJiih24zx+tH4Jpsw3MTve5weXfrbXd6W5Bi1pULsHqnd2/ewg0VUOBd3Tj3ODAbCkQMECKFgIBQuRcmdRtaeBPwxCfOvJisIVHG05it1sx27u25UUHZZrkAx8fd6XGJPYfx5Tsb2YZJOd9oCLK/M/EXPfYB2c87LmkWvLZVn+spjbYwvCsoELQoHgHObLX/4yX/7yl+Pe11MAjA6QF5we3EE3J9pOKL8H3Gf5aIaP2j6sMpw25GixUG0NGyx1Li//3V+LLvEgCTnPEfYW4K26SyskyzqU44nOpgXFfS57i5EjBnRGFzpTE1Iwa8ACcdAOF38nHH4Zdj8NVVsB2J2g3D/OlEr6NzaQd/SfcOCvWgxKnVvJVowrFtqyoYkYsXBsyug7C4fiyhcIBIIzgTLV/gCWMf/C33AlgZZlIzovqetMVkIWuSkJPHTjXB7Yl4TO2IHR1MrPr1owYH0T7SxU6xd1sMeZYE/jHgCmOaZh9LSyqFVZR3fVbsW69Xlq0pN4LzEFvSyTErDiDWTR6i/kYOtCZDkVujaBFuQs4Pnjz3d9FluMKBjN7pMm5LAFSe/jqQ0uSgyVvWqi6HbsUCSkfR+iDVlwNhFi4UeYIe/eD5LStlJCcohkUzK5tlzyEvMoby+nsqOy24HXdWKrc3n513oTCSUG9JY6JOsp7l+r69f6Lsuy1iZ057Q72Va3jZrOGg41H0JC4m8H/gYM00HhrqM90I5BMmiuglXzC5hX/D0+/dZm3DhJchwCiiESgZZS5OpdNHUqRUjGk9eCPza3L7GH3Tx35u2w6Eegi40EHW779LUl1/Ls0Wf73K1SiRZorx93PWMSx/TzaIXndlbTcPIWJGMz33zKh++m2MVrME7AFEsKb978ZoztfrRbHgQCgSCaQ85DROQIoEydPV/pOfhrOM7CmDbkIWQWKtcI+zGkvYc1T2mPMiSeAJ0XvZxAkSOBtdXK8RQnxzoLlY22ufx0VxZ6aw16Uws/v/bSmPN7vM3K/vJwc5ItULUd9j4DB9dCoOvfVdLDpKv4MDERnJuYPOZSSEjT8pDVycbqZ1eHn0SjCohVHVWauFhiLxn0dzVYhuLKFwgEgjNBjt3KgqlN7G0DXUIF+taRnZfUHFt1qOGq+QW81DCWg837+Oknslk1tf9aMyJHup2FRqtWv5wxZ6Ess7diPQCzag7DrycwFpnM/FwaDQYeyc7nX2bloZ11t9Dm6h0Nooqtbx7ubilubylh7e66XrV2ncvL9188jDFzDsaU7QTdY+PWRNFtyM3eZmRk9JKeNEvaKH8BAsHgEWLhR5TTKdaoeYUT0yYiSRL5Sfm9xcKuE16Z000klESwbT6mtC2YHO/hrSzp1/re7GvG5XchITE5bTLL8pbxZvmbvFL6Cjvqd2gtW62+VkKRUNyJUtHfQ3SxoroKS1JKYlpmS9LSuKvkWn537F88vunnLHrrUVJaD6MLdNKu0xEoVDKQMvwexTWYNw/GzIO8eSTkzkZ6/hJtytWYzOm9hEKV4bThZtuy+eeKVylv9lDn6ruNWxVoDZKBL8z4woCv2/3fSAmgFE3D/W+kZz5HvwWhKJoEAsEI2e/cr/2uDoA6H2n1KS3UeYl5VHdWU91RTTAcxKg3DvDMbtTCDZRNNFmWBxzcUefyct+LuzHlPI/RruQ2ybIeSQpjTKji5ytvJsdu1ZyOPZ2FoBSIbzcXsb2hhvuuHcOqmd0FUl+blZrzjiDIymcslJqYdvJP8Nrz0HKq+w3SxsLsz8CsT7PmaID/7L4LvQWe22hiprWS4jxlXa7uqCYUCWkOy/7Ewm312wjLYRKNiactB2qkucoCgUAw2vh1yibJuJwQf/ns8hGdl+LluI9NKeRg8z46wwO7230hn/Z7giEBg1Wp41x+F4FwoFek0ajg74SyD+DE23BiHfuSwmAyMqupDJCRcmezOCWVFztP8i9lqDHB1gWEXHPRSxI3zM7lpT21MZtAAD97pRJLYR56azXBjilx6yi1JvI3XIO/4RpAFzeeItpZqNbTDqtDGyYqEJwNhFh4jjPcNuLTKdaoeYUTUycCXTl6NVDVXoXT0zXgpOuEpxYGgeZlGFO3Y7CVYrBW0Oye3afwdapNKRbykvKwGCxcUXQFb5a/yeqjyhSqNEsabf42InKEVl9rn/bseMWK09g13MSaBXv+BfX7oW4f1B/k1mAnT+XnUombrZ0VXBXwENJZaMydDDSTordi+upupYCJKsR0gM1o09wtfU25Gi6DdYjOz5rPVcVXMTdr7qBchafzvxHRiiUQCE4n+xr3ab+fz85CtQ15YtpEWnwteEIeqjqqhtQiG92G7A/7afO3kWpJ7fc5ZU43htRNGO37kGUd/vrr0VvLMabs4e7LdKyaX0BEjlDRXgH0zixUGZOUCQ0Qktq12wbarLz9snZeqHqIWQ2T+Ia7jLm647Cl68lGG0y5XhEJCxeBJCmv99KrJIxXitBQlyvjha8pOcY1nTXUu+uJyBEMOoOW+xRNdoIiFqri59iUsadlErKKyOcVCATnCsFIUJvy2xlqHvG5SXMWJmRpt6lOb9W53R+qqxDAYrBgNVgx6Axa6+2o1FGyDA0H4eS7UPouVGyBSBCAVp2O8nRls2nmsh/DlBsgORfeeQY6fwlA2FvA12Z9m9n5Gdqmz/+unBizCbS51ElEBl/tLeitFYTaZ0AcEbC7JuoW/eLVRNGZhfG+Y4HgbCDEwnOY/kSigURE9cQkG5oxpuwk0LxUaysaKcdbjwMwIXUCELtA9GxDjm7JCbbNwZS6A6PjPb7y78I+hS+1BVltEboo7yISDDY8IcU98qMFP+JnW39Gs6+ZZl9zXLFQLVYS5U6m6CqZLFWgf+UJDhdVgQEmH3gJ2p+JeY5Nb+GyNhNr08M8YC/kkZbbKSefh5clwuavkZmcD+nx25YSTYlawToYoW6wDMUhatQb+eXSXw76tUdT0Ov536NoxRIIBKcLWZZPm7PwdOT89ocqFqZZ0iiyF3G4+TBl7WVDEgvVrGCVenf9gGJhscOGPkHZmPM3XkGw7UJ0kgzsobT9kPY6vrAPg87Q57rWM5Ad+t6IqqqtJ+fUZjzVfwBJpsC2g7neFkCC4qUw6zaYdA2YE2OeW+Z0o0s8giTJhH3ZyOFEwsi43YlagalOtcxKyIrrwuiZY3g6WpAFAoHgXORU2ymCXUJZi69lyO71nkRnFqrkJXU7vQdCFQsteot2vnZYHdS762nyNg1fLHRVw6kNcOp9OLUe3D3amlMKYfwKNiZmQvk/KUgqxr5AyaKuc3l55n0zCSUWZNmIt/rTPFxxio33FmrXAj03gbQ6KpBJJKC4LOPVUYOtiVSjjT/s1za2RF6h4GwjxMJzlP5Eog+ONw3oNMuxW3nwxqn8bM+X0FlqkGQDDyz7xoiLH1mWY9qQoVssLHOVaS1V0fl5akvO28cy+dXhuzAkHkNnqSbiy4srfPUMH39pdwMu5ySMKbsIuWbibByPw+qg2dfcXaCEQ0r7UsNBaDiE+dRuPjTtY4wUmwf1J3IBA5NkExReBDkzIGcmZM9gS3sa/3hyE4kpD+E2u2myyIS9Oo411SifqZ8TdqKxu7iJ1wI1XIbq/htKoTtagl5forZoxRIIBKeD6o7qmMEgHYGOUXndnuey710xiel59tMqHMaIhcmKWKgOEBssqrNQQkJGpt5dz+T0yf0+JzvZQpK9Dm8Ywp6x6CWJexZdyl9OvcR+537CkbB2HAVJBX3GfcQLpu/eiAqTRCcrdPu4Sr+d+c8fhHCAg3k5YDTSkpAKK74N026G5L7XTSWcXxGHQ+3TAaUgG5uRxJjEMVS0V7CjfgfQ9/qrZmuplKQIsVAgEJyfDHVTS41gApCRafI2kZuY288z+kddc4brLPSElOx3qyE2r6/eXR+z8TQgnY1QvlFpLy7bEBtjAWBMgKIlMO5SKLkU0ktYs7OKH334K0zpUFqVzpodSlZ7mdNNJJyAu/TbyLIeIgkDTrIfSh01mJrIarCSaFTMJ0eaj2jfi0BwNhFi4TlKXyLRrvLWQTvNkhyH0FkUoWvJNO+oDDc50FCBy+9CJ+m1i+2CJOV1VUegQTL0cjXk2K2MTy8i5JqJMWUPJsd7+Kpvjyt8qWLhuJRx3aKpdDUhz1hC7TN4eO0mps1XvoDmTb+F1u9D01GIysBIA+jqMKqWHRyOFLJXyqXBoLgPJn5lP5iTYo6x2OJFJ1sIdU7EaN+P3nYcfMVIBhcAmda+841UsTDDmjGqWRtDcf8NZ6DNSAW9gZyPohVLIBCMNvucynk825ZNvbsed9A9qJy+/oh3LnvoDSW2It75dLQciNFioSrIDXUislq4laSUcLLt5KCGnFR3VOMNd2DUGfnHp69nXKadzCQT/6pMwB10U+oqpay9K68wuajP14nnLMzRuXhyzl7u7VjDdL+Xhxu62qTD0JY5mSqj4gRtzhgHi74y4LFazX5MiaVEgGDHjJiCLC8xb1BiYZolDaPOqLlrxtpHfxKyQCAQnG6Gc61/tOVozN8NnoYRiYXqGhO9CaOKhY2eRvxhP2a9uc/na5OQjd21TLy1pBftdVC5Gco3KSKh81js/ZIOcmfD2OVQshzyLgBDd02mrvOWAkVUDHsKtZpFq7fC3bXhYLqthlJHDaYmclgddAY7Odx8GOC0ZesKBINFiIXnKH2JRPS4DeI7zQLhAL/b/Tvt71PtPU6ow2DNjkp+8NYLWPIh5HPw0u4GVs0vYEziGHSSTptMmWZNi9sGVOywEWxZjsG+F2PSYfyGNnTh1F4n4lMu5SQ+NjGPxmPbuEm3gYlSFZM8lUwy/ZUMycX9temQZMNZsw1cXa4SYwJkToGsqZA9nXdbHXx7fYg2OQG9JHH3iiBU7qMgqYDEHkIhdO8Q/fDdCWDfjyHxBD9b9m1OhHcD/TsLbSYbwIgW33gMdtdqJANtRiLoiUEmAoHgTLO/SXGZLc5dzAsnXiAsh/GFfTEuhaESey6LoE8oxZB0lJC7hHBnbGj5cIq1vtDEQmsaaVZl4uFQJiJ3Bjo1l8Z0x3RFLHQPLBYecB4AYHLaZJaM727Rne6Yzrb6bexr2qeJln3lFQKkW5QCr8VdBx8+DMfegOodWC1mOnOy2JJgoTZjIrlTb4Yp13Ew2Azv/E/MZx+IdyrfIUKYEvsEvnfHtTEFmdr6VtlRCfRuN1bRSTqyErK0ycnCWSgQCM43hnutr7rUVNQ24uEQioQ0QS/aWZhqTsVmtOEOuqnpqOk3SkObhNzDWQiwu6aCJdlecpIt0HwSKrdA5Vao2AytcTbSsqZD0UUwdpmSc2ux9/m+ZU43sqEFfUIlsiwRck9A7qpZFpakD7vbajSNEQ6rg/L2cm2tEm3IgrONEAvPUTSR6MW9hCM69JKOB2+axtzC1AGdZnUuL3/e+yS17loyrBk0+5pp8jbR6Gkc9g6FukAZ0uoACPtyYh1kthxqOrvadfuwTOfYrTx4zaU8sHsNkqUGY0I1P7t8ibIgtFVCwyFaandqBUTxE5eSEAkzs0esRkSWSDMmAjLNhQth0mcVgTC1OGYK8Ty/i2Lv3aQac/nq7K+xp2UDVMKktEl9fs5V8wuYnH8Hn37reQzWaq6YYWfzJiXzoj9nYZJRER9HWyxUj2mgXauzJdqJQSYCgeBMo+bTXZhzIWtPrEVGxh10j0gsLHbY0OndGNPfw2Dfj86gbEIZ7TvpPP5DwrKBcqciyg13YyYe6nqXbkkn2ZQMKM7CwTolG72Kay/JmKSJekMRC6c6psbcPjNzJtvqt7G3ca9WUMabhEzID+UbcRxZC4CzowYOPqDd3ZAxDlC+w91X/ojcsdco77vvce0xLb6WQX3Ot8rfAuCakitZWBI7vER1s6j0JRaq91V3VmM1WPt9nEAgEJyLaNf6UgDJ0IEcTB/wWj8iR7T4qHEp4zjZdlIbnjEcmr3NROQIeklPmiVNu12SJPKT8jnacpTqzur+xcJgb7GwsSvJYvfRVzjw/mukWsuxBFpjnyjpIHs6FCxSBMLCRZCQxmApdtgw2fcCEPaUIIfsMTXLuRCfpEZ7qPRXewoEZwIhFp7DzJ8QIn3qL5jvuJQfLPihdtJ66KbpfP+VjeiS9hJuW8SDN87R7luzo5L7XtpGQsmTSHq4MOU2jnpf42TbSQ43Hx62WKguUDqzUoRE/NkxC1RBUkG3WNjPLsiqWZnscY7ltcYavjh2I6sOrId3DoFfafU9ZTFDThZjgiESImGwptJgHccbjekckfM5Lhfw6WtXkJG8DXb+mmbHWJhyXdz32lG/g5Ouo8BRvvDeJu0EPFCW04zsIm1B3VK3pdfQlnjYzcpOVl5iXr+vPVwG2rU6W6KdGGQiEAjOJN6Ql+MtypCtWRmzSDQm0hHsoDPQ2esieyjk2K2sXHSCjc5NAMihBNCFkPR+9Anl4B1PkSMhamMmhHoJNZKNGVUsTDWnMiZpDBIS7YF2Wv2tMYVYX6gtyBkJGZoANhix8KDzIKA4CaOZmTETUNybqmNRcxa2VsDJd5SfUxsg6CZdJ0FhPp06Hb5xl2GZeBVMvJKGitdh96MAbK/bzjVdYqH6vqBM6OwMdpJk6u30V2n2NrO9fjsAK4tW9rpfdRaq9JcZrH4/Y+1j43Y/CAQCwbmMeq1vHrMaQ9IR3KXfRApm93utX9NRgzvoxqQzsSBnwYjFQvW5GQkZ6HX6mPvyEvM42nK0V25hz9gOT9dQsgRfO7z2bYIV2/lC6zE2jsmkztbGIYeLFa0uZL0FKW8eFCxQfvIvBEvysI89O9lCzpjDNAcg6JoVt2Y52/FJPa9jhLNQcLYRYuE5zH9L/4s35OGoa1vMiWvV/AK2dx7g7co3uGlRCqvm3wB0u/+MGeuR9D7Cviz+8342110+QRMLL86/eFjHoi5QOrNSmIT9mTFiVH5SPlvqtgBRzkKfC+oPQN1+qNsH9fuh6RhzEq285kjjROsRaOiaVKUzQMYkSlPTwF9OSeYMuOU9SMomS5JY6fIyMWqn59XSE0BsqHpPajtrATDpTPjDfk3MzDQPnFW0KHcRJ9tOsrlms1aM9Se03jLxFrwhLzdPuHnA1z4dnE3R7lzYiRMIBOcmoz1d+HDzYUJyiAyrIo7ZTDY6gh2jMhE5NdkNTrgk5yYmmm/l93t/iSFlJ8akI/z0yhu14zfa92DJXYO35lOE2mcNe2MmGAni6tooS7OmYTUoLv1ady3lrvJBiYXqJOTMhExNDBuoEAxGglrg/TTHtJj7VLEwuhW6aNtTUPYhNJ+IfaGkHJLGXYbJtYmAHKL5ht9pU5OjBcttdduQZWUnK1osBGUN708sfLfyXSJyhKnpU3u5CKH3Bl1/YqHq/BctyAKB4HxEGV45jZ8fVOKaDNY6fnbtZf23IHed68eljtPOzwO1Ife3bqvrS3QLskq8ISdrtlfw6IsbmC6dYqaulJuyG/GGT0JKAtaGI9D4IUZgJvDNJh+/zrTy9xQ7r/iu4LMLvs2Vs5SIjzKnm2K/kRxLv4feL4dbDtMcqMakM/PoTZ9ncvbwOgJOJ72chSKzUHCWEWLhOcz66vWA0mbUGegk0dQ9cbeqUxkC8m7169wf/jZmvVnJYtB1YkzdDIC/8UrCskS6UbkwVsNSh4M6Xfnnh5ScCimQxS+ixKiCqEUjo2wz7JgDLaVxX2sqSujtYZsd+foHkHKmg2MiGEyUbnsQjpZTknthzHTEnjs92gRGXz9ioVsRCz89+dO0u3J47tTjoAvyjX+04r2hst+MqUW5i3j68NNsqtmkOT/6m0g1IXUCv7joF33efyY4m6Ld2d6JEwgE5x6jme2nsrFqFwATU6YhSZI2XKoz2Dni41VzmC4ZO4frx00iI/OTPLB9JwV55dwyTymCspMtjCnaRHMAjMl7kTtmD3tjRhUKdZIOu0lxpxfZixSxsL2cOVlzBnwNtXDLTMjUhLIGTwMROdKne+5k60n8YT9JxiQKkwu77wgFsNcfotiQTFmoHYC0cBj7zr8r90t6xdkx7lIYfzlkz0CSJNKfX0Gduw6n1xm3GK1111LdWY1O0tHia8GgM5BuSafB00CLryV+m3MXr5x8HYCF2ZfEvb+ns7C/9uKbx99Mpaue2ck3UOfyijVLIBCcd1w81cwvjvgB+OqKLFbNHdxwk8lpk7WBJKoJIh4DrdvxJiGrqOfjqrpd8P6D+Cp3ccmpHawyu7of5ARvchKQgNWaDgs/RWvaDK5Z66fGl46J9zBnvk1T1lYe2vYkv1ifjxxMJRJKQifpRnQd8d/S/wJwScFyLpk48qGfp4NosdCsN2vxJALB2UKIhecoNZ01nGjt3sUvby/XHAAROaIFj7v8LtZVrOOasdcoWQxpm5F0IcLefMLuiegliQVjZrLm1MjEQoCLJhuQjgQxSEY23j6VbNf78PIOqNlNfmcZZCknOEfdfujocnnY8yFnJmTPgJwZkD2DcbZ0DP9eSJscoH78cnISu0XBU21dw036ybqA7qlZg3EW2vQZ/OGdZCLyd0CKgGwYMGNqbtZczHqzlgelk3Tae57LCNFOIBCcC4xk6FJfrNlRyZ+2vYchCd7bZ2FNaiU2ozJcqjMwcrFQ3XxSL9avHncxD+00UuepocxVxtiUsexr2kdzQAkeT0mt44XPXExuyvDiHtT1K8WcorVzFSUXsbl2MxsrDrMw88q4w6yiHR/RzkKH1YFO0hGKhGj2NvfZvqTlFaZPQVezG8o+gPIPlRD5oIeZjjTKkhQRtkjWw7w7lemSY5fFDY93WB3Uueti1mNVxDToDIQiIbbXbdcGgU1InYBJZ9LEwr7425a97G3ajSTB715OIFvuvclnM9pIs6TR4mshyZQUs6nakw+PhHjhrUU8Jzeik94bFfFaIBAIziSlbd1GjIDs6ueRCqqzcFLaJM2l1pf7vM7l5b4X96CzHSPiKSESsfRat9WNoExrJjSXKl1jdfuhfj/5zgOQaqa68QDseRsLYJHguMGEP5DNochY9sslWCZZoOlVrBOvhEU/JRX4GpXcv/YggeblSEYXptRtWLJe044tEkzBW3nnsK8jQpEQb5S9AaDFYpyLRIuFGdaMQWUXCwSnEyEWngPEs3uvr1of85gyV5kmFta76/GFfdp9zx17jmvGXoM9QcaetQNvGALNS7WhKIsLMtBJOpq8TTR5moaefxDwQM0uyo6+AEBRwEf2M7G7/AXG7ikkGVM/CeOug5xZYOstsJlR7PBHW45yuPlwjFhY6lIWwRJ7/21C6gTGVn8rwUgQo87Y6zGqWEgotatg1YGsOC0GypiyGCzMzZrL5trN2vsZdOL/LgKBQDAYRnvoUp3L25XHq6wRIU+hUjQsVYS60XQWqhtDCcYELsi+gE21m1hfvZ6xKWNZe2Kt9vjOkIuwrhkYnlioTUKOajduaVPEuDeO7ueld2MFrXiODy2z0JqBQWcgw5pBg6eBend977U+5Iea3Rw8uBqA6SfWw5bnYh+TkM7M9Mm8FFCmCxdPvhkW/aTfz6F+X+r3B93F6NIxS3mv6j221W/TgtqnO6ZrImdPsVC9Hkow6vjV1scxpsnK5mcwtc8iMS8pjxZfS7+uwtMhXgsEAsGZ5mTbSe13NVO9P1Rn4aS0SZobsMnTFNd9frTBiTnvKQy2kwRaFuJvuJ6wLFPR0EqO+yjUH6T+5JsAZG/7M7zxYMzz8wx6SB1DtdFIZMan6Eifzs1bDtOQ8yH+pssIOC9DL0l8PuUwNEGCoXvtVLujXttfx89fk5FDiegTTqEztiEZXeiMbZizX8Jb+YVhXUe8cfIDmn3NJJvsLBqzaEjPPZNEi4WiBVlwLiDUj7NMX3ZvVSw06834w37NSQhwyqW47zKsGbT4WtjduJvStlK21m3FG+4g15bPj1bdydiMJO1kOtY+VsstXJawrP+DCniUUfXlG6FiE9TshkiQU8lJkJ7KWL8PjDYYMwfy5kHefPKypsIr1yrHNf+LkD6137eYkj6Foy1HOdR8iEsLLwUUl6RabCRIfecOQZcTQ9ITlsO0+lrjnlDVNuQZ2UXopIohD/9YlLtIEwtFwKxAIBAMntEeulTmdGNI29CVx5tN2FsAyBBRAoxGKhaGIiFafcrkxeiL9WX5y9hUu4kNVRtYNXEVb5YrhVKyKZn2QDv7nPvIT+6dpTcYeoqFdS4vL24PYi0AnakpRtCC+FOY5y5UsgHVIjDblq2IhZ56pnvzoGoHVG2Fii1QswvCfg6OyQaTiWmeTsUpWHgRFC+BoiWQOYVZrlPwyo1A1HCTflA371RnoT/s1z7bdSXX8V7Ve2yv2661PE9zTNMmWkdHiXRfD0UwZ72KKU3JQQ60XAT0LTbnJ+Wzv2l/v3mFoy1eCwQCwdkg2lkYvUETD6fXidPrREJSHN16k+I+l0O0+Fq0ta7O5eVIfROPH7kfg00RIx2Je/lOSxVTpErGr64DOQxAY3YmWC1k+T2gN0HWVK17LCdzGoYNXyJAmMaVPyXblo2h4RPgBb2lRstTPxVRzv/R05BB6Y66ekYOD75+hIDzcu12ydiCbexvMNhOYUo+QJHj0iF9Z2t2VPLjLU9htENzw2TW7qo7Z13lMc5CUXsKzgGEWHgW6Wune26xlZ0NOwG4YdwNrDm2JiZsXG3VnZU5i1AkxPtV77Pm2Bo+qP4AgDun3cHicbHi2ZT0Kd1iYf4y7f3LnG6K063kdB6F0vfg1Hqo3g7hQOzBJuVSlpkNYSfFMz4Ni34M+u7/fCzAwpyFnHKdojh54OJiStoU1rKWwy3drdGPb1GOPxK0c/nD2/ptEdLr9KRaUnF6nTR7m3uJhR2BDjoCHQDMzB7LQzclD3n4x+LcxfyaXwNidL1AIBAMBXXo0o/WP4ZkqSBYexsP3jRz2MJMoq0TU5oyqdjfdAWgQy9JZNiSwcmIB5y0+duQkZGQSDGnaLcvy1vGg9seZG/TXp49+izekJei5CIuGnMRzxx5hv1N+4fd0qSKk6pYWOZ0E/Ypop9kagYpQFg2Ue70ICPHFbvqNWehA5qOkx3wsw+of+teqD1JTzw2B6UmEwDTV/0H8i8CXay7ZGzKWGyGRNyhTuyG3AE/R88M4Ua3ckwWvYUleUuw6C00+5o1AXG6YzrVHUortyowdl8PhbHkvIAxZTeyLOGvv4FQuzJ0pS+xWe1EiMlf7MFoi9cCgUBwNlA7sACcnv7Fws1V+wHISywkwaic6xwWB43eRhraq3C01bJt6wfs3PMBb+ce55Q1TGIkQqdOR7vJy1LjVtIiEZABaypkT6dB3whhD5nX/gHGXwf67s4uA5CTmEtVRxVVHVUEI0FqvMcAGJcj8+fPLifHbuVHm7xAb7EQeg9slABCaQSal2POWIej8C28oS+yuXRwg9PqXF7uf3UD1uJDAARcs89pV3mqJVUzw/SXlS8QnCmEWHgW6Wun+42TGwhFQhQlF7Esbxlrjq2J6ywsthczK2MW71e9z7NHn0VGJs2SxvXjru/1XlPSp/BK6StabuGLm/bzweurWabby0TdAZA6Yp+QnNflNLgIChdDahFlb34OGp2MHbMwRihUeeLyJwjJobgtwT2ZnD4ZgCPNR5Blmfp2H0/tW4sxBcLukkG1CKVb0rVds56oLcgp5hQSjAnDGv5RklJCZkImjZ5GsbsjEAgEQ+Tmubn86ti7+MM+/nhNJpcWx27+DGVS8gunnlTyeD3FhDsnaps+lSgFwEidheo6kmpJjYmcyE3MZXzqeE60nuCPe/+ofK7xN5Nty9bEwuHS01lY7LAhRZKIhBLRGTrRmRuQ/AWaoGWwVmHKXou//jqSvA5m60vZ4+/KLHzqevC0kp2WAvZk6n1d62JaCRQs6PpZxIdtDUQ2fQmHNZOMwqVxj+u5ndW0VF+GznqKb/3Dg//G/geC9WxDrvd0uR1tWZj0JmZnzmZL3RZkZGxGG0XJRdpnVr8D9XrInPVal1Cow1f7SSIdswH63eT71KRPQcRKgWVBn4NLehagg900FAgEgnMFWZY1wwj034a8ZkclP1r/OqZMqK2xsuG1f7PM3kCW300jUP/0NUx1d3Ih8FxWOqesNpLCER6vb+JHWVmcMsCWWbdx9aTrIGsaJOciAw3PzAUgK29BjFCokp+UT1VHFdUd1exp3KPd7pPbtPOtJ+QB4ouF0HtgI8CJxtn8fO9h6jw1XPmPH+NvvHJQg9N215Rjyf8rki5A2DuGSFdXwrnqKtdJOtIt6TR6G0UbsuCcQIiFw2AoBU5/9LXTXereDsDy/OVaC1BFewXhSBi9Tq8Jh2PtY1mUu4gcWw517jpAuWi2GHrPlZ+SPgWAQ3Xb8f9lJddVb+NGY/cbd8hWjOOXY5l4qRJknjYWeoSqqiJlX8NHJEnCKA0sFIIScK6X9LT4WmjwNHCkIYghSSm6gm3zgIFbhBxWB8daj8WdiKyKhbmJ3a6IoQ7/kCSJZXnLeO74cxQlF/X72NH6b0IgEAg+KpS5yvCr+bq6WDGvv4mLPc+n26oP8+KJlwD4/RXfJyEyTtv0eXyvMtDCHRiZs1B1uMUbZHVx3sWcaD1BMBLEIBm4tuRa/GFlGuWxlmP4Qr646+5A9BQLVUHrpztywHACg6WOn119FTnWCNTt47Kxr7EpUsdFmY/zj4ZqnDody8lDkmUcnlYwWMlOygdc1BcvhjsfhcTuja41Oyr54fpXMGdCfWMGa3b0FgG7HX4LoHUBMPDGneYs7PoO1bzC7AQlQ/CCnAvYUqe0FE9Nn4pepyfNGisWqtdDhmRl+Iqv9hPIHXN48csL8QQi/W7yvb6vlYfWphKRj6GTjvVZPA5n01AgEAjOFRo8DTEbY+2BdgLhACa94hYnHATncdpO7aL9tTdZkH2E3cDXw5tZtuMtALIyHRywJdCgg5ApmW2+XN5L8AIyturrWOWZzyVzd3Kq/lWO5o7l6gkrtfdr9bUQjASBvjuu8hK7JiJ3VPFu5bva7c3eZmRZRpIkvCHFWai6HePRs2bLsVv5Uvhb/HjbtzGmbSTQNo9IIKPf9elwYw0P7/82OlMLkUA63uo7AOmcd5Unm9Jo9DZiJOVsH4pAIMTCoTLQSPmhEG+n++c3TuYPpb8AlKykHFuOlltY21lLfnK+JhYW24vR6/TcPP5m/rD3Dxh1Zpbn3BD7Js2lcGgtEw+/jM4i0xT20F5/nAxJ5kgkn/cis1kfnsUeeRz/XHgRC0viT/xt9bXS5m9DQuq31WewWAwWSlJKON56nMPNh6nyNSPpA0QC6YS9ikA60Mm8v4nIal5hrm3gFqr++NbcbzHdMZ0ri6/s8zGj+d+EQCAQfFRQnewQm60UL4LjvhcOYDMbqGnz8ss3jiLrOtAZvCyfnMym5tUYEiOEOqbgdOawan73OqVOQ+4I9nDHDxH1+BwWR6/7luYt5S8H/gLAguwlpFvTkWUZh9WB0+vkcPNh5mTNGfJ7qhtdqZZU7bZVMx2caClkTf0JPp23iVU73obXj4IcoXZMDpiMHLBKuCWJpvRiIEi6wYbhixsgayrZ1Rtg/Tep10sxQqH6nZtyqwAIe/PjFlnDyfZTxULNWejudhYCLMhZwKM8CqANalNzDlWxMMdu5YEbxvPLo8q/o+yezIM3TWNmfvd3E4+hDi4Z6qahQCA4v/kobeareYXF9mKqOqoIRUI4tzxKbnM51B+AxiMQDpACfMEAz1tyAQMTfUFORnJJKZ5DZkoQ2o/QuPBLNE35Nnc88gxW3e+Rw2ZOeBahl/QszJ3Lh/Wvsrtxd8z7qwO10ixpGOO4CkFxFgK8X/U+p1ynMOqMBCNBgpEg7YF27Ga7Jhb25SzsiyzDbEKdEzEkHsOc/j6+ulti1qfof+sXDuzisUMPoLfUEQna8VbejRxKPudd5Wt2VHLo6DT0yX5+9GwQ4/X9O/sFgtONEAuHQMxFqRQkIhtHnHvQc6d7T9MO2o+0k2yyMzNjJnqdnsLkQo63HqesvYxEUyKtfiXnSHW7mb0XEep4D1/nJK767W5+e1UO1xu2woHnoFY50ScAxWNyKDUZ2TH3Lh78cDL1iQ2AnlDHpAGFOdVVmJuY2+fJfagL8pT0KZpYuKN+BwChtvmouz4DnczVYqO/NuRoZ+FwSDQlcuP4G/u8X0xYFAgEgvgcaj6k/e70dZ+n4wlSEeAr/96JIekgloJN6BOUabzb/GBIRMmva1zZ6/yaZEoCRp5ZqAp38ZyFR8rtREJJ6AwdvLO9iDWpysX7zIyZvFv5Lvub9g9LLGzpyptKr9wJh9+Hur3QdIyZCWbWZDo45a6ARqU460jOocykFGdBSWLLbU9htKTCe18hM6UIcmcBaBOBVcFORf3O9RZlbQx78+KKgMPJ9tMGnHR9hw1uxVmoDl2ZlDZJy0AcY50Q+5yozb4FE3RwFBL0ibz93asHtYaKwSUCgaAvPjKb+f4OqNvHyUP/AGCcswKvFKDeYMD54f9Hrj8qZ96cjN8xhSdqrdQaS0GWuLP9UYIks/Gm5WRVrYZdR2gIe8hJSeDGhSHerIewtwC9pOfBm6axuEjH/7db2fCLds73PLfHQxUL1anNy/KWsa1uGx3BDpq9zYpYGByeWDg2I5Fg8zIMicfQJx4FIuglPUWOhK5/6z3okg5gSt2GPqEcvQUioUQ8lXcjBVP5422zmVOYes6uDd015Tzo6rITNaXgbCPEwiFQ5nQj6zqwjlmNztyA+8T9hGX9iC9KXzj1N/576r80up0EZaW1qblpLC/sqmXV/AKK7cWKWOgq01wUubZcEowJ1Lm8PPByOXr5Ni7R7eaThl9x8Tv7QIooLy7pYOzFMOUGprTvo7RyHWsNbTB9NdZgA7Is4Tv1HX5x7bJ+P0N0TmI8hrMgT06bzEu8xLqKdZxynUIn6Xj+s1+h0504qBYhzVkYpw1ZbcseqVg4kAAqChWBQCCIT4xYGLWpU+ywodMFMY/5J5LBhRyxQNiKzlKHzugCFHGQsBU5YkKOmAm65hAJZNEza0hdEzsDo5NZGD2JEJQ14PsvHgbzZ9GZmwh1TtAu3mdkzFDEQucgcgvdzVC/D+r2Q/1+qNtPq7UTjEbSdj4JUcXeRL0igB63JiGvegRpzGwOu6vg7bu1x6xv2MmMjBlAbDuYKhY6vU5CkZCWv6iIgBEko7LZGAk44oqAw8n2U78zb8iLJ+jR2pDVgvKFXbW0VK1El3CKe58JIt9YycrpShtye6CdYDiIUW+kulMZelJozx/0+ikGlwgEgnict5v5oQA0HFSm11fvhNo94DwOyJQ60iApkZLOVuqtFuoNBpry50HuRZAzA7KnQ0ohZkmiYd2TUPsbwr48giRr5/GsZuW8rJ6n1Y25G6cs5qufUQaQyLJMpjWTRm8jB50HmZc9L+Y5qms8HnlJeTF/XzX2Kk62nVTEQl8zYxmrZRYmGIZ2ns6xW3ngiqt58OA/0Rk8GK3V/PyqqwEU53zO8xjtewGQZR2hzkkEGq9ADmQgA2k28zn9by9qSsG5iBALh4ASPm5DZ25EZ3CjTzgF3gkjuiiVZZm/HfgbITmk3RYJJRBoXaAtaqqDsMxVpuU7FKcool1t2VG+o1/NJ/UbcEjt2mt0OGaTNP82mHoDJCqFxJTDz/Bq5Tq21W3THidJMj9bZWfV1P6FvejW554Md0FWcxRVIXJx7mKmZw++xVkVC1u8Lb3uq+msAUbWhjwYAVQUKgKB4FzlbLZfhSIhjrUc0/6OdpDl2K188XId/6o83ut5kVAiwdYLCbYuQA4n9bq/5/k10diVWThSZ6GaWWiJdRZqF+++AiI+5fyvXrzPcChi3b6mfd1PkGVoq1QEwfoD3eJge02v92wpVIqqtIKLIHc+5MyC3FkU2xwY/72AzkiQmryZ5CXlcqDidQBt6NaHNR9q4efRIehpljQMOgOhSIgmTxM5iTmA8p3fe20uvz8RQZZ16ML2PkXAoWb7JRgTsBqseENenF5nd2ahLTvq+mA+tM0HlOuDi8Yv0yY+tvpbyUzI1CYk9yw2+0MMLhEIBPE4b4SXjgao2gbV26FqO9Tuha5M3BiS8yhNTgTZQ8mFX+VYRynUbcI573MwaVWvhxts5QBcNe4ivn3rcu0zq5s4akvx3sa9AFwzcaH2GEmSmJ01m7fK32JP457eYuEgnIUACQYbS8Ys4d9H/k15e7m2KTfcNmSA2y4Yy+b2i9hQs47Pr/Cwan4Bm0udyPp2DMnKWuxvuoxg23zkkF173vlQm4maUnAuIsTCIaBclM7kJ5sno0vZgTH5MD+98qYRLTqdwU5NKHSXfotI0A6yCZBQHRSqQFfmKtNOrGNlA/zrk8w5sY65BuWs0iCnsDa8hLWRZTz92c+Q1OO4OlpKkCNG5LCFYMsy5k3wcMD1Hg2+UwyENtzE3nu4yXAX5IlpE9FJOiKy4oLsr903Hv21Idd1jsxZOFgBVBQqAoHgXORst1+VtpVqQ0Cgd7bs5HwZKmGMdQKlJy5A1nkhYiHUORlk5dJEL0ncMDuXl/bU9nl+tZm6nIUjnIbc14CT/i7e7ZYJ6CUdjZ5G6l/7JtlNJxRh0OeK/yZpYyF7BuTMwJc5GffW7yk3f/JpMHULo0agJKWEoy1HOdZ6jLykPA46DwJw66Rb+fuBv9Pia+H9qvcByEjozibUSTqyErKo6ayh3lOviYUAc0uAE5Bhzebf917a7zo11Gy/dEs61Z3VNPuau1vVbFl9Xh9UNvtItaTi9Dpp8bWQmZCpbfKpAfmDRQwuEQgEPVHP3fqUTUoeunvgyKXTjixDWwWUb4SKLVC5GVri1GDWVBgzt/sndzayLYPS1QshCOMm3Yjj6L+hLjbiI5qd9TsBuG7SRTHnRFXoa3A30ORpoqazBglJ2/xSmZ2piIXRuYXlbUqMRYIurc+P+OpeJ3IoEcnQiat5Ii/vadTW1dEQCwFWFi9nQ806djcpg7OKHTaM9r1IkkzYU0jAeRkSaGv3+VKbiZpScC4ixMIhsmp+AebkW/nh1h3k5JRyy7z8gZ/UD23+NgDMejPuYCbEK0hCilhY7irD6lFaiIr3r4UONxJQ51jET+sWsC48GyRD3BNLncvLr15rIcIPugoxPbuObcOUDUdbjw54nOWucuV94zgLh7sTYjVYGWsfy8m2k6SaU7k47+IBjyMabQJjjzZkT9Cj5TpGF0pDYSgCqChUBALBucS50H6lDjexGW24g+5emzqqQ2H+mCl8vvjWmIvj7145kRl5Kdr59H9XTuzz/DocZ2E8x6W6jvRsQ9YmFK/dzXgqmK4r5/Ml7eSs+f+g4TATslI5Yjax79Bqsj1KAYTOCJmTIHtmV2vYDMieBuZuQbC1a0PLoDNonyGaCakTONpylOMtx7m04FIOOJUpwbMzZ7N4zGLeLH9Ty4Tq6fLItmVT01nDB6dOkG2epH1GNcu3JGXwbb6DJd2qiIV1nXXad5mVkIVdb+nz+iDNkobT69SE2uE4C1XE4BKBQBBNjt3Kd65O47HSV5HDVrwnfnx2hJf2Oji1Hso+gPIPwVXV4wESZE6B/Asg/0Llf9PGgiTFPKrBXY876MYgGShMLiTDqmwSNXmaer1lo6eRyo5KdJKO2ZmzY+7LtClOdF/Yx4c1HwIwLnUciabYdUh93r7GfUTkCM/trOaNo4fQJ8Cf3nUyRuo9eEMbpDWmAEPiEYKt87h/7UFuuyoF6N6U08RC4/D+LS4acxESEsdaj1HvrifHnk1+/hEa/RB0zdFEtvOxNhM1peBcQ4iFw+DKcUt5aGcCTl8jh5sPM9Uxddiv1e5XWodTzCl8p4/dBHunUry0+Fs56HGCXs9Y2QQL7oD5d5OTXsKPXV7u6OfE0i1+mbXbgt4cTBDTKqYSXUyl2LqLjHjOwpHshMzMmMnJtpNcU3JNn5O1+kLdqWrztxGMBDHqlOereYVJxiSSTclDek2VoQqgolARCATnCmVON7LehTHxKMg6gq75Z7z9Ss0rXJS7iHUV63B6nciyjNRVAKktUFkJWaya3f/FcX/nVy2zMNgZ8/p90ZfjUhUz063pEPAomVG1e6BuH6tq93KL5SiSHFZepLL79WYEIxwxw5ac2VxY8klSiudBxiQwmHq9d/S62hJS4jPSLGlxj3li6kQAjrUeo8HdQKOnEZ2kY3LaZJblL+PN8je1x0Y7CwH8PkWU/MMHO3n0ZZv2GbV4jhFm+cZDFVmPtBwBlA3QFHMKkkXq8/qg50RkNbNwqM5CgUAgiMfcEj2UgqT38so3ZjA1a2QGj0ER9EHFJjj5DpS+B009DBk6g+IWLFwEBYsUcdCaAkStEQZfrzVP3RwqSC7AqDfiSOgyTHh757bvatgFKOtIkik2zsOsN5NqTqXV38rb5W8DMCtjVq/XmJA6gQRDAh3BDrZWHeKH76/GnKVEUoV8OXE3INVa01f7SXSGdi1nWAortZjT6yQcCWtdB0PNLFRJtaQyI2MG+5r28UH1B8zMmEmjvwyjzshvb7yTqdlZ2nGdj7WZqCkF5xJCLBwGZr2Zi8ZcxNsVb/Nu5bsjEgtVZ6HdbO+9m2AJwYZfkbD1j2Q7rNQbDLj0egDGfmED2Lvz/QY6scQTv6RADhISTq8Tp9epXez3LKa+fmUCMjKp5lRSLalxX3+4OyGfLLkLXSiLT4ztnbcxECnmFC3zqMXbogXujsYkZGEFFwgE5yvFDht6cxOWnBcJ+zMIuuaPevvVQHmIqrNwad5S1lWsIxAJ0BHs0DZw1FZVNW9vuBfHaiEUioTwh/3a1Ma+jrmn4/JHa/eyNKlKW4sdz94BjcdAFQa7kAASHJAzs+tHcQx6d2+A2t/yH0+Qp/+bykM3prAqp7dQ2HNdvetypVjqmZGoMjGtSyxsOcbBZqUFuSSlhARjAkvGLNHWPojNLKxzedldCiYH6IytBKNcpaOxNvaFev2gisRZCVmaCNrX9UGaVWlla/G1IMvyiJyFAoFA0JMWf3emuVduAE6TWNhRD8fegONvKg7CoEe7S0ZCyp2lDJssWgIFC6ArPiOagaJDSttKAWUdAHBYlHNuk7e3s1BtQZ6bNTfu4WYmZNLqb2Vr3VYAZmXO6vUYg87AzIyZbKnbwkPbfoMpUxEg/Y0riPhz6TlsDKJqzYiVSEC5XS9JFKdlQYXi4FddhTD8NmRQpiyrYmFFewUAF+dfzGUTi4b9mgKBoDdCLBwmlxRcwtsVb/N+1ft8bc7Xhv06aoGSYk4BugqmBAl2/g0+fBg8yo5RsZxMfVePcqo5ldQooXAwxBW/bpzDM9WFlLeXc6zlGI4xjrjF1B83bsE8pu9JyNHvMZRir3thLOCpN7YMOVNLJ+lIs6TR5G2i2dfcSywcbguyirCCCwSC85Ecu5XvXnoRvz/xV3SmZvRShAdvmjlq57CBippgOKg51udkziHJmKRMQvQ2d4uFUUMwRoLVYEVCQkamM9gZVyxUhc0Wd4BM2UmJbQtzwo0si1QxTSrD9VwECsagl2VSGhSRE1sm5M6G3FnK4JGcmZCcG9MaVufy8uwHVqxjjegtDVgK/sJ9LwWwmQ3MLUzVvm9lXd2PLmkfBNKJ+PL5x7ZDmHMVZ2E8VGdhdWe1NpRsumM6oGwuzs6czc4GpSCMnoZc5nQTDihOQ51ZcW+qrlJ1bRyTOGY4X3W/qKKnKhL3nJYZ7/pA/ezNvmaafc34wj4kJHJsI1u7BQKBAGIHIFa0V2iDOkbnxU/B4ZfhyKvK5OIoPOZMXvVMYUN4BlvlqXxv9qJ+6xu19tIl78JkO4Gv/sZezr2eYqHqKI8nFqrOwr4+b5Yti2Otx7QNp5kZM+M+zhgaC2yh3LMTSYJA6wICzcuB+N1WfRot0soBxQWpioUSEma9meGyNG8pv9vzO7bVbdMyfa8ruW7YrycQCOIjxMJhsiRvCQbJwMm2k1S0V1CYPDTxTsXlV4LQ7WY7RCKw/1l47+fdkxPTx8GyeynyHGfLsWeBgUW7vognfu30TKK8vZyjLUdZPGaxZiHX244hh5KJ+HPA1DCi943HaGVqpVvTFbEwyoZf6x69gkhYwQUCwfnI3Qtn80SpmUDEz5qvTGTemNEZbjKYc/fJtpMEIgGSjEnkJ+WTbk2nI9iB0+vU1hFVLIx2xQ0HnaTDZrTRGezEHXTHZg5Gwrz13jtsef815umOMUt3nJtyI/zTnownEODbNfUAlFoVx3ya3opu1b9gzBxIyumVGdWTMqebcDAZb+WdWPOfRm+twlr0GF993osUzNBE1DKnG8l2BOuYZ5EjJtynvo6s71Desw+xMMWSok0+fu3UawBMc0zT7r84/2J2NuzEpDMp1w9dFDtsEFC+U51ZKSLVoq5mr3JdcVrEwq5YEDU7sr9pmSqaWOht1lyF2bbsIUeSCAQCQTzU/HJAc5+NiLYqOPg8HFyrDLOKZsxcmHgVTbkXc+Hf6onI3evHQPVNmdMNpjosOS8gSREi/mwCzRfHOPeONJ8AIN2kuCPVta7F20JEjqCTdMrfvhZKXYqwOCdzTtz3iz4/p5pTKUjqfX1Q5/Ly1i4r1q67gh1T8NdfB0j9dlvFqzUPNysDyJxeZ8xwk4FiQ/pjQuoEshKyaPA04Av7SDWnsnjM4mG/nkAgiI8QC4dJsimZ+dnz2VK3hfcr3+dz0z43rNfRxMKAD/56iZKRBJCcBxd/D2beBnoDxUdXa88Zm9I7N3Cw9BS/JqZN5M3yNzUXSLHDhjHxKJb8pwAItk9HZ1BO8vHyCofLcCco96TnhC2IchYKd4JAIPiYopN0FNoLONF6Ao9cD0wYldcdzLlbdZdNcUxBkiTSremUt5drmzrBcFDLqRuMqDQQqljY6WuD9iYlRL58I5HKrawMdLLSCEHg+xnpvJGoOBtPmkx8I3w3l19yPUnjgPfuIT2lCCZfM+j3VVuuwt5iPOX/gzX/KXSmFhIKH8dT9lWtQCxKT8DseA8ASRfAkvsfZJ9SgfUV7QGKu7DR00h7QMk2npbeLRZeXng5j+19nHzbBOrbu/OtcuxWfrTyYn517I/oDB3o9V4evOECMpNM1LsVcfR0tCH3nCI9mH/X6MxCLa9QtCALBIJRotXXLRaWtZcN70V8Ljj0Iuz/j5JFqCLpoXgJTL4OJl0NSYpL/kSpk4hUQULR40QCWfhqbhuwvilIt2hCIYAxdSvhlqWac+/Z7RUccZ5A0sP31ziRrqnkpjlKjROSQ7T527TNF9VVOC5lXJ/rS/Qm3czMmXFFuzKnm5CnkLCnADlsw1dzK6Djh1dP5qoZOf3Waj1rzehzfWdQqSkTjCOLRZEkiaV5S3nu+HMALBuzQsuuFwgEo4fubB/A+cwlBZcA8F7Ve8N+jbYuYSvlyH8VodCUBJf9FL66C+bcDnpFz4129RUnj57Db1LaJKB7InKO3cqcqae0+43JB9AnlPU6hpGiFlnRDCdTS12Aoiciq87C01EQCQQCwflCUXIRMEqOii7Uc7c581USCh8Dnb/XuVvNrZuaruT5qg4IdVOn0au0x5p0Ji2CY1jIMjQeITEUAMD99HXw10vhnZ/AyXfQBTppl628FZnB1ZnTeCPRhizrMOmUVuVrPv9Jrl6+VFs/egpeA6G2XOkliUggE0/5/xD25aAzeLBkv0xYjlDu9HCycyd6azVyxIgcNmNIqMDmUFqI+3IWQnduIShZyeNSx2l/f3gkRNORb7Jz240s/r/3WLOje+rK7QsmkWFVxLon7spn1fwCGj2NhOQQBp1Bm6I5mvScIj2Y9nL1+27xtXTnFYrhJgKBYJRQN6VgiOugLEP5JnjxS/DrifDq17uEQknJHbzmEfjf43D7yzD/Lk0oBGWNNCUdQm9pwJi8H6RAv/VNncvL3/c/o6wRYQtyKAGdsY3bL3OTY7dS5/Lyg9ffRNL7kWUdYX869689iLMzRKpZEQOjJyJ/UKnEVkxJnR33/SB2MyfecBP1c+gw4qn4Mt7qO0A2opekAYXCeKj5tGE5rA2hHEleoYrknaz9vvq9jJh1UCAQjA5CLBwBF+dfDMDexr0cbqge2pMjYdj+F1wH/gNASliGuZ+Dr+2Gi74BxtjcpWiBcCTOwp6oYmG5qxxP0IMn6KHMswOAz43/HotylgEgoSPVMLxW63hEF1nAsAeIqMVGTBvyaQxxFwgEgvMFNR5jNMXCHLuVn94wHmPaFvQJlZgSj/c6d+9tPABArlURt1QhSRXl1EnImQmZQ29D8rYpLo+X74HfTIbHFmBrVxxznRE/WFJg4tWw8iGaPr2OOYG/8NWkC6mztSNHTPirP8esDCX03RkojzmuvoaN9Meq+QVsvHc5f7h1NlIkCV/NrcgRPYako5iSD1CYbuWJfU8A8MkJq/j8pG8AEIgorVj9ioWp3WLh5LTJmmtCawUPJYJs0lrB61zdwfHjU5VcK1dIuTZRJyHn2HLQ6/RD/pwD0VMsHEobcoxYKJyFAoFglIh2FlZ1VBGKhPp/gs8FW/8Ef5gPT10F+1ZDyAuOiYqR45sH4XP/hXmfB5sj7kvk2K1MnVCu/W20NPZZ36zZUclFDz/Pf0r/DMAlmXdyVdGNAFSG1gFQ2tSOKftlAEId0wCD5lTsWQOt2VHJC4c/AOA/G419imfRmbJ5CZP6/ByjUacBGHVGbWNQPdePVCysc3l58h0jYU8BwfaphLxjeq2DAoFg5Ig25BGw4XCAsDcPvbWam/71ID9dci9LJ2T0OyESgMYjSqFTs4u2LGWHP3nJd2B+34NSMhMySbOk4fK7YgqIkeKwOki3pNPsa+Zk20lqO2vxhrzkJebxrYWf5j87l/Lu5plEpCDXPXqAh25iSENI+mM0Boio08DUhdIf9mvulVybEAsFAsHHF1UsLG8vH9XXnVDQinRUaZe65aJAzJrwr22lHG89gSTB/c+2wbWVmginnpt7TkIekJZTyqTJY29A5RaILvgMVhItqYCHzkt+AHO+DDplHzQD+MVNlfxki7IpF3Reys9X3ky9/kW2N2ziWKsSv6GuHz0Fr8GSY7dyzUwr7kCI+9ceJNC8HHPGO6QVvM7+1tnsd+7HrDdzz5y7SLekU+HbzvtV7wP9uxknpHW3jkfnFQ6mFXysfSybazdzyqV0Cpxux31PobXngJN4aGKht4Wqjirg9OQpCgSCjyfRYmEoEqKus4785DgTkZtLYcsfYd+z0JW7iikRpt0Es2+HvHlxM2zV4VnRNV97oJ1yzx7tMd+/MZVVM+JnAt63dj/mvJeQdEFC7mJeO5rP2q9dyds1z7K9fjvHW49zsGMLemsVctiMv0GJyVCdihnWDE62naTJ26S83kvbSBivbJ6F3MV9ZiXu7Wogk2Ud//O3Rh66sTJubTeagx4dVgdt/jbtXD9SsbDM6SYSUZyPKsOJsxIIBP0jxMJhok2uSroI65hnMaZ/yA/fTyK0dmmfEyIJh2DL7+H9ByEcAHMyrrQi8DWQkjW93/eTJIk/X/5n2gPt2gSs0WJS2iQ21W7iaMtRNtUoeRxXFl9JfbuvK8i+u7gYzhCS/hjpABFtV63LGVLX2W1vH1F7m0AgEJznqG3Ile2j25qzu3G39vvhtr3a73UuLz9+822sRWHkUALhQCr3rz3ID25VcgI1sbBruEmfglJXezFHXoUjr0DDwdj7HRNh/OUw7lIoWETipu9Dxdt02tI0oVBl1fwCXmqAg83wk6suYtXUAt4sUzbcjrccjzmu4TgLe77X0gkZnGiczf/tP0lVZznf+/BeAK4qulETI3+88MfsadxHm78Fq9S3YFqYVIhZb8Yf9pNv694kVFvBowXDnm1uageCKhaqzsLTJcZZDBYSjYlaHtVQnIWBSIATrUp4v3AWCgSC0UJtQzbqjAQjQcrby2PFwsptsPl3cPQ1oOuEmjEJ5t8NMz8F5qQ+X3vNjkpt2Fd0zbe+an2Mg7HJH9/ZX+Z0o7dvx5B4HDliwFd/E7Is4fEkcUnBJayrWMevtz/KniYlsiLYdAVyKDnG4Rcd8VHmdKNLOIUkyYT9GcjhJML0Fs/qXF5+/VoLBsfFyME0IhFTv7XdaA16TLemc7LtpCYWJhhGllk4mHVQIBCMHCEWDhN1Zz/SPgu/sQ1z5puYs15HjliItF3Qe0Kk8yS8+P+gRjnpM34lXPsornfuAp8y+XAgovOLRpOJaRPZVLuJnfU7+bDmQwCuKL5i1IaQnE56WvA194Qtd0RTtgQCgeB8R3UW1rnr8IV8WAyWAZ4xOPY0dLsmTrSeoM3XRoolRSlWEpX825CnGJAIyzJBfyLQfZ5WxcLshB65di2n4MALyrTJpqPdt0t6KFoME66EiVdAWmwUR6JJeX11Em9PWv1KntPkDGXzTnXsnWg7QTgS1jabhussjEYtrGzJP+Fzb36OiBxGjhj415tjmWpW3BvvHHRTe+iLYGxh1R9KeeimhLiujud31dDpnIMu4SQ/+HcA/Q3K89X2sPvXHiQsy3Hbw9SBZKfaupyFXfEcp9O5l25NpzPYiVFn7Le9WsVisGAz2nAH3XQElenQIrNQIBCMBuFImDZ/G6A4s/c07qG8vZwl8kXKEKz1v4SKjd1PmHAFLLxHySTsp36oc3nZWd7C/a9uwJz3MjqTE0/V57Sa7+3ytwGlDql113Ky7WTc1zFanJiz/guAv2kFciBDE7tutd3Kuop1bKlXWorD3ny+ceHtzMpPj3H4ORK6xcLiAhsGm/JeYbcSARJPPFNqO4lA0xXd39UZqO3UzbjRakMezDooEAhGjhALh0n0jkag+WLQeTE7NmDOfhE5nECoY1r3ybfsJXjt24q13ZwMVzwEsz4NkqQtZHaTfcD3jGd3Hw3U3MK3Kt4iIkcYlzKOCakTSNJ5z/ldG7UN2elTnCEir1AgEAgUUswpJJuSaQ+0U9lRyYTUkU9EDkVC7GvaByjOAE/Iw67GXVxacCnFDhuGRGUScqhzCqCsGRMzs+FwlFgY3YbsbYNDa2Hvv6F6R/cb6U1QcokyaXLilZDQt/hkM9oANFdbNBE50u1k7HK7FSQVYNab8Ya8VHVUdTsLhzjgpD9yLVMItl6IMXUbwdYLCYeSuX/tQSZlJ3W5UVIgmALEd+xruYTy9dpt0Y8bqD2sxK5kFta6a/EEPWdkbUy3pFPRXkFWQtagN+vSLGmayGs1WAclMgoEAsFAuAIu5C634KyMWexp3ENF9RbY+m+o3Kw8SGeEmatg4VchM352XzSKm3Af+pStWIvfRNIpw7WsOc/hqfgSh+sb2VyrvPYXZ3yRn2z5SVyxsKq1gwe2/hBJFyTsLiHYclGM2CXLUwn7stFb6pFlHb66m/h1xUk23psfc65Xh1U1eZvIsVvJyqqkJQAh9/g+xbOz5chTN+PUtchqHHkdO5pt0gKBID5CLBwmPXc0Qk1XoNN7MaZux5zxJqGOaSRLPmbu/C4ceV55UuFFcNMTYFd2zsORMB0BZTfdbu5fLOzL7j4aqI7FiKxkUF1RdEXcz3gu7tqoxZ3L7+LFEy/y8kklBFiIhQKB4OOOJEkUJRex37mfivaKURELj7cexxPykGRMYmXxSp4//jw763dyacGlRPQtXcWNRKhzkrZmTHKYASUuIiJHtAEnWftfgBe+BWF/1wHroHgZTP8ETLoGrCmDOqZEY9/OwhZfC6FICJ2k0yI8DDoD41LGcaj5EMdbj484szAeZU43vvrrCLZPJ+xRBpSFZZkd5a2DcuwPxtnfX3tYiiWFNEsaLb4WytrLTnsbMnSvx4PJK1RJs6RpbWl5SXmiI0AgEIwKal5hsimZEpThUOWn1kF9o7IZNecOZaCkfXBuZmUDZw/mvKcwJCoCYMhThN5chz6hEnPaZmqDQYKRIGPtY1lZtJKfbPkJjZ5GXH6XVuet2VHJjz54GJPjKHLYwl0T72PRynExYld5s4eA81Ksef8i4LyEiD8H4rQUR7ch13bW0hKoRSfp+fMnb2FKdmafbcVno7ZTjzUkKy3aI21DVhmtNmmBQBAfIRaOgJ47Gm8fKeFXRz+FzuxkrPkILyX+k4Qj5UoBdPF9sOTbEDWFsD3Qrv3en1jY7TBQ/u7V4jxCCpMKsegt+MI+QGlB7usznmsnZLvZjl7SE5bD/Gjzj7TbJ6dNPotHJRAIBOcGhcmFmlg4GuxpVFqQZ2bO5ILsC3j++PPsatgFwPqq9QDMcMziq0su1daMYCQIQFgO07bpERoa9oIOMss2Kvm9GZNh9qdh+i2QNHihSaU/Z6HqYnRYHRh03Zc8E9Mmcqj5EAebD2pr8UgzC6NR3Bt6wp5x2m16SWJ+UeqgXB2j4f4othfT4mvhROsJ7Xs4nYO/1GJwMHmFKtFOQjHcRCAQjBZqXmFaMEDhugcgN5sKoxHmfwGWfAuSh3YuLHO60SXvw5B4Ejliwt94peIeT9mJJWctCdlv81p5GQArilaQaEokx5ZDnbuO0rZS5mTNoc7l5fuvv46lUBlw5au7icdONHPbvTNi6qtih41I53Q6jv4UZGWzLd75P1os3Fq3FYDpjmlcOrGw389yNmq7ns79kbYhCwSCM4Nu4IcI+iPHbmVhSTo5dit3LJjMdIcyqOSLqX8k2V0OyWPgc6/Bsu/GCIWA1oKcaEyMKWJ60p/DYDTQ6/Sa42RK+hQt50ol+jOea+gkHcvylmHQGZiVMYtV4+/g61N/xcLMK8/2oQkEAsFZR5uI7Cofldfb3aAMN5mTOYd5WfMAONpylPZAuzbhd2XxpTFrhrG1klRJcXY0ffAgTZKyoGVNuQm+8D58eQss+uqwhEKIchYGejsL693KZMie+YjqmreldguguA2TzcnDev94qO4NfZdTTnVvzMxPjXt7z/W1r+cPZR1WW5G31m0lJIcw6AyjPiAtmjlZc5CQmJ89f9DPiS4gRV6hQCCIps7lZXOpkzqXd0j3EfTSsutJAFK9bRQFFTdbvUGPd+XPhiwUAhSlJ2BKUzIOA85LCLYuRIeO3175RWZnXEBIDnCo+RAAs9OWAlCSopyD1VbkMqcbfco2JEkm6JpBqGNG3HpOO/+j5Az3df6PEQtrFbFwYe7CQX2eM13bqbFRKkIsFAjOD4SzcDSJRLg4GOYgsMWk41NFS+ATT0Ji/Itzl98FDNyCfCbyJS7MuZD9zv3cNO6mUXvNM8WjlzxKKBLihV21XQ7MMA9K749qq7ZAIBCcjxTaFbFwNJyFsixrzsI5WXPISMigMLmQivYKPqj+gF31isNwef5y5Qk1u+DD38DR10gfk0WrycTx9CJCkh+dpMNx7R+hn42ywaIOOFGHZERT71HEwp6tsRNTlfiNoy3KIJU0Sxo6aXT3T/tybwzW1TFS94c6EXlzjZKhlWvLHfXPGM0VRVcwPnEeDS6lkB/M8UY7C8UkZIFAoNJf/FK/0UxHX4c3vkdrpAUcaaSaU0j5wvPYN9yDy++isr1yWAMja3yH0FvqkCNGAq0XaALeNTPHMKfkZ1z74g0EIl7C/gw+83gFD91kZ3zKeDbWbNSmvRemWzF0DQELtimbKn3Vc4M5/6uZhe6gm421ipC5IGfBkD/bmUA4CwWC8xMhFo4WAQ+8+EUWl77DH8Zksy0xmeCtz2HsJ8BVFQtTzCn9vvSZyJe4vuh2HLo5LMmeM2qveaZQJ5OdzlZtgUAgOB8pSi4CRkcsrO6opsnbhFFnZJpjGgDzsuZR0V7BH/f8kZAcosReQkFzBbz0VTi1XntuujmFk7KHw7M/CUeewWFx9OuoHwr9ZRaq7bc9W2PVicgqo5lXGE1feUqDzVkaSR6TOhG51a9kd53uNt/hZCtHi4X5Sfmn9fgEAsH5QX/xS0Dc+y7OjZC18Ydw5BUAWrOUzYe0CddAzkwlkqNpP+Xt5cMSC58+/DQA15Zcx3VLL4kR8KRwKh3V12DKeZ5g60IissT9aw/y49uU85/qLGwLlaMzdCKHTYQ9xQPWcwOd/21GG1aDFW/IS0egA6vBygzHjCF/tjNBT7EwwXjuDMsUCAR9I8TC0aCzEVZ/Cmp2MVlvIkVvpS3sZX/LYeZmze3zadok5AGchXB68yViL/DPL0de9LH3JF5ovEAgEHycKEhSzuWt/taYkPXhsLtRaUGemj4Vs17JUZqbNZcXTrxAdWc1ABe7nPCPa5QnSHqYsQou+gaOo0/Cqdc43KxMS85MyBz2cfREyywM9M4s1NqQbbFtyMmmZHJtudS6lcmMo5lXeK6gioUqp3Pw13CzlaO/d5FZKBAIoDt+yZC0D33iCfx1NxCWDZQ7PcjISr1iqUIO25CDqXxC9z7pT30Rgh3KurPoq7TYdHDieVItqYCycba/aXD5vXUuL2VON8UOGzl2K5XtlWyo2gDAF2feQbE9dr0oc7oJuOYSaJ8JslJah2UZU0Q5p51sO4ksy2yoVl5jSf5F3L7sohHXc5IkkW5J19bfeVnzMOqNw36900mqORWdpNOGaQpnoUBwfiDEwpHSdBz+dTO0VYI1Ff2n/s3C8pd4o/wNNtVs6lcsHGwbssrpmPh0uoennE56HntPRrtVWyAQCM43EowJZFozafQ2UtleyfSM6cN+LbUFeXbWbO22nvl0F9ceA50R5twOi78OqUobtKNcce4daTkCDG1i7kD06yz0NPT5fhPSJmhi4elyFp5NMhMysRlt2vdyOsW4wUxvjke02+R0ipkCgeD8QY1fMme+hc7UQqh9Bngmatf0eqMLa9Hj6AIpPFIFl+j3QhDInQPX/Q6yp9O64X+BbvfyYF328RzSB3z/QEbmgqzFFNuL+zzeiNxdVusliQX5k5D2SrT522j2NWti4cri5SwsGZ0NqoyEDE0sHGxe4dlAr9OTZknD6XUCQiwUCM4XzvqAk8cee4zi4mIsFgtz587lww8/7PfxGzZsYO7cuVgsFsaOHcuf/vSnM3SkcajZDX9fqQiFaWPhrnegcBGLxywGYHPt5n6frjkLTcN3eoyU0z085XQS79hVTkertkAgEJyPqLmF5e3lI3qd7XVKJmGRTWlBpqOB7Hd/wZiu8Pi0cJgZk2+Br+2Ga36jCYXQLQp5Q0oY/VAm5g6EmlkYbxpyXwNOoDu3MPr4PkpIkqQNOYHTK8apxXI0g9mwy0/KR0KiKLlIFI8CgQBQzBE/u2ESklGJUNAbXdo1fY7dyhcuSUSSIsjmFi7S7yWsM8GKn8Pd70C2siHW6lOeqzoLtWFffayDdS4vr+6r4b6XtmFIew/LmH9hzHidH7z7F146+RIAG3ZMYs2OyrjHG28gVVFaKgXJirt/S+0WzVl/0ZiLRuFbUoje6DpX8wpVop3k4nwvEJwfnFVn4Zo1a/jGN77BY489xuLFi3niiSe48sorOXz4MAUFvdtgy8rKuOqqq/jCF77AM888w6ZNm/jyl79MRkYGN99885k9+PKN8O9PQaBD2cn69PNgU06Ci3IXAXC4+TCtvlZtoeqJllloSTkjhxyPMzE85XQR79h1wO9vm82cwlQhFAoEAgFKkbSjfseIcguf3HKAqs5yAO77ZzMl037EzLK/QaCT+Y40aoyJeDpm8Nz077Eqpff63dO5dzrakIORIIFwAJPeBEBEjtDoaQR6tyEDMblVH0VnIUCxvZj9zv3A6XUWDjdbOduWzW+W/AW31zrooSgCgeCjz8KJEtJR5QL/7uVp3fFIQS+Tnf/UHleTNZXim/8GmZNjnt/iawF6i4WlreW9zjVrdlRy/ysbMaR+SMK47Ui6QK/jCfuyCLnH9dl91Vdc1LiUcVS0V/DkIWU683TH9FFdb9TXSjamYZPO7SgHh9XBsdZjACQYzv06UyAQnGVn4W9+8xvuuusu7r77biZPnswjjzxCfn4+jz/+eNzH/+lPf6KgoIBHHnmEyZMnc/fdd3PnnXfy61//+swe+LE34ZmbFaGwaAnc8YomFIJiCZ+QOgEZmS21W/p8GVdgcANOTid97YadDxfs8Y79oZunc/WM3PPi+AUCgeBMMNIhJ3UuLw+ufxkAsz+F1/QPMPPYoxDoZG+khH0NnyfQvBhn4w3cv/YgdS5vr9fo6dwbzTZkVSwE6Ah0T0Ru9jYTkkPK5OU4xVmMs/AjmFkIUJJyZpyFoBTLG+9dzuovLGDjvcsHlX28ZkclX/yLk6//s4rF//deXNeOQCD4+FHZ0X0u8IQV4Y+m4/CXS2mo3qrd57zu4V5CIXSLheq5fccJpeR1h9pZ/KtXtXNNncvL/S9vxlL0KKb0jUi6AGFfDv7GKwi0LCbUMYmwNw9/wzWA1G/3VY7dysKS9JgaZFzKOABtIvLSvKXD+Tr6pKUtGYDmpmIu+uX75/Q5NPo6wNrPAFCBQHDucNachYFAgF27dnHvvffG3L5ixQo2b47fvrtlyxZWrFgRc9vKlSv529/+RjAYxGjsHerq9/vx+/3a3+3t7SM78KZjsObTEAnBxKvgE0+C0dLrYYtzF3O89TgvHXuP2enL44pXahtysil5ZMc0Qk7n8JTTzfl87AKBQHAmUB0VwxULy5xurEm7kYHPeyoYp3PRJCdzaOp3+PzuYmR00Kjk84aJn1PXU4wbzTZknaTTsvncQbdWkKgtyBnWjLiTl/OS8kgwJOAJeT6SbcjQPeTEpDOdEffkULKVz+fMZIFAcHqJXq/qPfVwcC28/BUIuqnP7t74qPc5ez03Ike07q1USyp1Li8/euk41pIUdMY2JFOddq4pc7rR23ehM3iIBNLx1V9H2D0BkNABctePylC7r1SxUGVZ3rJBP3cg6lxe1m7IQ598E8H2aXCOn0NjxELRhiwQnBecNWeh0+kkHA6TlRVbMGRlZVFfXx/3OfX19XEfHwqFcDp7LxYADz30EHa7XfvJz88f2YFnTIRFX1MmPN7ydFyhECDQoSwOm2o3s/j/3o2709PuV4TLs+ksVIm3G3a+cD4fu0AgEJxuVLHwVFsZtW1Dz6PNd76BIfE4AJd1enk6dDkrAg+TuvCzSFLsZURfhVRPoWo0xUKImogclVvY33ATUETGT4z7DBPts8kwjYv7mPOdmRkzSTImM8E+m4Z2/8BPOIOcz5nJAoHg9FLZ3l03NTQcgOc/D0E3FC+loXhx931d5/lo2v3thOUwoEzhVc81Ibdynjem7NDONUXpCRjtOwHwOy8m7J6IDok/3jabTfddwv/dPLLuq2ixMN2SwaS0SUP4FvqnzOkmEjESbLsAIsq6ey6fQx2W7usA0YYsEJwfnPUBJ5IUm4gty3Kv2wZ6fLzbVe677z5cLpf2U1VVNcIjBi79EdzwJ+hjPH2dy8uf18nIESM6QweYa+O2ZqnOwnNBLBQIBALBR5MtxyLIsg5/xMeSh18afJuSuxme+xx7P/guQUkiLyDzHff3+Wn4Tu69aQEz81MHHWORYk5BL+m1v0czsxDiT0Tub7gJKC2wj780lp1bV3HJrzaf0+1bw+WtA+3UH/wOWzZff861+Q53KIpAIPjoE92G3OhXhpWw+Ovw2Zdo6KqfoPs8H02LX2lBTjImYdQbtXNNsEXJlDckH8Bg7KDIkUBD4Bg6sxM5YiTUMaNXpNFw4hWi2X5CQpaVta++vpj/7ByFOrSL8+0cGr1pKJyFAsH5wVlrQ3Y4HOj1+l4uwsbGxl7uQZXs7Oy4jzcYDKSnx28hMpvNmM3m0TloFUlSfvpA2ekxEHKPx5h0GEPiYQK+Mb1as7RpyOazNw1ZIBAIBB9d6lxefvDiUSxF2egttegSD3D/2pSB25ROrYe1/w8663k7KwOAi6d+nqWXfDYm8mGwURB6nZ40SxpN3ibsZjsWQ3xX/nBRxcLOwOCchR+HFtjuz6hsbJ5rn3G4Q1EEAsFHn8q2U9rv7Xo9nhseJ2HWbUCsm7DB3dtZ2OKNHW7Sfa6RCHmKMCSUc/mCUnLsVh7f9CIAK4tW8omly+KuY0OJV4hGW38Lc9Bbqwm2TxnVc/D5dg6NbkMWzkKB4PzgrImFJpOJuXPnsm7dOm688Ubt9nXr1nH99dfHfc7ChQt59dVXY257++23mTdvXty8wrOFutMT6piiiIVJhwk3r4jZ6QmEA3hDitNQiIUCgUAgOB2o7VfB1gvR57yIKW0z7tZFcXMFAQgF4P1fwKZHAZkOx3g22cIgh7hp8nWMT+29MTfYQirdmk6Tt2nUXYUQvw25P2dhfy2w52qhNVTOh88ococFAkFP/FXbqfM0gCShl2X+//buPTrq6t77+GcmVxKS4RJIgiYhULkoKBhEggJeToOAPqhUabWIS3GV0i4foNYD+Kzl7dRLH0pzXAppH0C7tKflVLCtNUeJRwIoqeUSuUhQTwlJlAQIlySGXCf7+WMyA0OGEJLfXJK8X2tlLfLLnuQ7e/3WfJnvfPfeTptNx9Mna6ikuuY6T7OF1Lqf4QVOt3YiDoge4Lnmfq15u+isfvvFszr47WZVNfxUHxz5QJL0wNXfU0aitXvXul+D64/eL3t0uZy1I6WL7OvbWd3pNdTdWRhuC1fERVbnAQgtQV2GvHTpUq1du1br169XUVGRlixZotLSUi1cuFCSawnxQw895Bm/cOFClZSUaOnSpSoqKtL69eu1bt06PfHEE8F6Cj65P+kxtVfLGJvCosv15J2DvV7A3Rvv2m12xUXGBStUAEAP5ll+VTVextlH9shTioz7wvcypaqvpddnSJ9kSzJSxsPK/+4yNZlmDXMMa7NR++VydxVYvV+hJPWNbGcZcmzbYmF3W77VGd3lObLvMACPr/L0zX/MkbHZFGuk1DjXsl93N+Hxs8e9hvtahny63lUsdHcWuiU7+mjhxNkaHDNYp+pP6cltT+ps81mlxqXq+sHXW/5U3K/BLY2D1Vx9nSSbX16Du8tr6ND4oZowOFM3Jc1qszUXgNAU1GLh3LlzlZ2dreeee07jxo3Ttm3blJubq7Q012bs5eXlKi09t2dFenq6cnNzlZ+fr3Hjxun555/XK6+8ojlz5gTrKVzU3BtS9fHP79QIx1hJUt8BX3j9/PyTkO22oG8dCQDogdwfXoUpSo2nJ0qSRo78rO2bisNbpd9Mlb7ZJUU7pPvflO76d23+eqskKWtoVrv7CXeEe3NzvxQL3cuQO3jAiWdeurBxfajrDc8RgLfVq1crPT1d0dHRysjI0Pbt29sdv3XrVmVkZCg6OlrDhg1TTk5OgCL1Yd+fpP+YqxJbkyQpdcBIJcZdIenc67l72bG7a/BMwxnPSi23U/WnvMacL8IeoftH3C9J2nF0hyTp9itndTm/+cJrsLe3d3+jrdtm628fZYbcHroAfAvaMmS3RYsWadGiRT5/9sYbb7S5Nm3aNO3Zs8fPUVkj2dFHs0dkaeWufdpStkUPjn7Q8zN3ZyGHmwAA/Mm9TGn310P11K7tOlK7V3/at1M3p41Rcny0a8nxfz8rmRYpaayrUDggXf9TeUIff/OJJGl62vQux3HtoGv1l3/+RdcNuq7Lv+tCnmXIrXsWOlucng6Uix1w0p2Wb3VWb3iOAFw2bNigxYsXa/Xq1brpppv0m9/8RjNmzNDBgweVmtr2YI7i4mLNnDlTjz32mN566y198sknWrRokQYNGhT4Rozdv5Pe/d+SjEpTJ0gNJUp1DFV0mGt/W3eR0F00vKrfVdpXuU91zXU6VntMQx1DPb/qYp2Fbt8b8T2t2Zsjp2mWMTa99m4/XWErvezDSzqC12CX3rBPMNAT0dLmZ7em3CpJ2l2xW9WN1Z7r7mIh+xUCAPwt2dFHd15ztUbEZUqS/s9HObr1pQ90ZO086cOnXYXC6x6QHs2TBqRrw85Szfx/a9RsmtTSMFi7/yeyyzFMSbpL/3fiRk0afEeXf9eF3MuQ3Z2FJ+tPymmcCrOFeZ3AeKHusnyrK3rDcwQgrVq1So8++qgWLFig0aNHKzs7WykpKVqzZo3P8Tk5OUpNTVV2drZGjx6tBQsW6JFHHtHKlSsDG3jBaundxyUZacKjKk1zdcGnxqV6OsPdRUL3suPE2ETPFhPnH3ginVcsjPJdLGxsjFH9GdfKL2ftVXI2ObRi0wG/LY3lNbj9PXQBhC6KhX6WGp+q4Y7hajbN2v71uaUAnIQMAAik8qo6FR4YI0mKdOzRa1EvaOg378rYwqSZK6W7V0sRfVwdAH/eqYhBmyVJTdXXdfmN1IadpbrppY+08Hdf+WX5kXsZsnvPQvcbykExgxRmD7P0bwFAqGlsbNTu3buVlZXldT0rK0s7duzw+ZiCgoI246dPn65du3apqanJ52MaGhpUXV3t9dUl21ZKHyyXJH2b8WNp1q9UUuPKD2nxaZ5tKy7sLEyKTfJ0jV+4b6F7GfLFOguLK2vVcGymGk/dpPqK/yWJwpW/dZc9dAF4o1gYALemuroL88vyPdeqGlmGDAAInOLKWjWfHaqw+kGSvVlH44+q2vRR0W3rpImPSa37KhVX1ipy8F9lj6hSS+NANZ6c0qU3UhdbfmRlF8eFpyG3dxIyAPQ0lZWVcjqdSkz03qM1MTFRFRVtDwGRpIqKCp/jm5ubVVlZ6fMxL774ohwOh+crJSWlS3HvPGHXKbtdLzffo2t33KwNu8pUVl0mydVwcWH3oLtomBiT6Ok6bFMsbHAVCwdG+z7dOD0hVraWODUcu0umydV5TuHKv9i/EeieKBYGgHspcn7ZdpWedn0CR2chACCQ0hNiNdZ+RI/Vuro2Po6K1/1Nz6r/teeWBZdX1Wn7N/mK6LdHxthUf/Q+yUR26Y1UIJYfXdhZ2N7hJgDQU114UIcxpt3DO3yN93Xdbfny5aqqqvJ8lZWVdTrW8qo6/bC4TNNS0rQ2bohajE0r3ilUeW25pNZlyDHey5C9OgtbC4kVZ72LhZfas5DCVXDMvSFVHy+7VX94bJI+XnarX/aIBGCtoB9w0hscLI5XS1Oc6lWj219dp3+7Y46qm1xFQ0ckxUIAgP8ln9qlTTEv6LPGZuWojwqi+uupe2Z43iBt2Fmq5X8pUJ/0bNnDpaZTU+WsG9rlN1Lu5UfnFwyt7uLw7FnYSGchgN4nISFBYWFhbboIjx8/3qZ70C0pKcnn+PDwcA0c6LsrLyoqSlFRUZbEXFxZq5bmvpLdqcgBn6jpdKZM+EkZGcVGxGpA9ACF2VzbSJyqP6VGZ+O5D4JiEnUi5oQk785CY4zO1J+RdPFiocTBI8GS7OjDXAPdCJ2FflZeVacV73yu5m+vliSFxX+mFZsOqOLbk5JYhgwACIBDudJbcxTRXKvhCeNlk00molq3j3EV7NxLhSMHvyt7+Ldy1ieq6cS/6LUHxne5AyAQXRxxkXGSpC9Pf6kXPn1BX53+ShKdhQB6h8jISGVkZCgvL8/rel5eniZPnuzzMZmZmW3Gb968WRMmTFBERITfYnVLT4iVs/p6GWcf2SNPKbxvkcKjXEuIU+NSZbPZ5IhyKNLuOmDr65qvPfsRenUWnlcsrG6sVrNpliQNiB7Q7t/n4BEAaB/FQj9zL79qqrpekhQev19OW72O17pa5B3RdBYCQKhbvXq10tPTFR0drYyMDG3fvr3d8Vu3blVGRoaio6M1bNgw5eTkBChSH4relf5znuRskEbdqQHz/6J0R7ok6eDJg5Jac5UaFB6/X5JUX/49tZgIDYiNsuSNlL+XH40eMFqZSVPlNE794dAfVFBeIEmKUvtvFgGgp1i6dKnWrl2r9evXq6ioSEuWLFFpaakWLlwoybWE+KGHHvKMX7hwoUpKSrR06VIVFRVp/fr1WrdunZ544omAxJvs6KM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"text/plain": [
"<Figure size 1280x960 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plot.subplots(\n",
" 2,\n",
" 3,\n",
" layout=\"constrained\",\n",
" figsize=(12.8, 9.6)\n",
")\n",
"\n",
"fig.suptitle(r\"Data denoising results as $\\beta \\to 0$\")\n",
"\n",
"N = 100\n",
"\n",
"for i in range(len(axs.flat)):\n",
" ax = axs.flat[i]\n",
" plot_denoise_results(2**-i, N, ax)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cef74c06",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1280x960 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plot\n",
"import modules.tridiagonal as td\n",
"\n",
"def smooth_iterative(data, beta, num_iterations):\n",
" \"\"\"\n",
" Smooth noisy data (y) by means of solving a minimization problem\n",
" iteratively with the gradient descent method.\n",
"\n",
" Args:\n",
" data (numpy.array): of the noisy data to be smoothed (y)\n",
" beta (float): parameter >= 0 that balances fit and smoothing\n",
" num_iterations (int): number of gradient descent iterations (>0)\n",
"\n",
" Returns:\n",
" numpy array of smoothed data (s)\n",
" \"\"\"\n",
"\n",
" n = len(data) - 1\n",
"\n",
" A = create_A(n)\n",
"\n",
" # Our initial eigenvalue guess\n",
" initial_guess = np.zeros(n + 1)\n",
" initial_guess[0] = 1\n",
"\n",
" max_eigenvalue = td.largest_eigenvalue(\n",
" *A, \n",
" initial_guess,\n",
" 30\n",
" )\n",
"\n",
" alpha = 1.5 / (1 + beta * max_eigenvalue)\n",
" x = np.zeros(n + 1)\n",
"\n",
" for _ in range(num_iterations):\n",
" gradient = td.multiply_vector(\n",
" *td.add(\n",
" td.identity(n + 1), \n",
" td.scale(beta, A)\n",
" ),\n",
" x\n",
" ) - data\n",
" # print(f\"{alpha=}\")\n",
" # print(f\"{gradient=}\")\n",
" # print(f\"{x=}\")\n",
" x = x - alpha * gradient\n",
"\n",
" return x\n",
"\n",
"fig, axs = plot.subplots(\n",
" 3,\n",
" 2,\n",
" # 1,\n",
" # 1,\n",
" layout=\"constrained\",\n",
" figsize=(12.8, 9.6)\n",
")\n",
"\n",
"N = 100\n",
"beta = 10\n",
"\n",
"fig.suptitle(f\"Iterative vs direct denoising comparison for β={beta} and {N=}\")\n",
"\n",
"for i in range(len(axs.flat)):\n",
"# for _ in range(1):\n",
" ax = axs.flat[i]\n",
" iterations = 3**(i + 1)\n",
" # ax = axs\n",
" # iterations = 3 ** 5\n",
"\n",
" # Create the data\n",
" x = np.linspace(-1, 1, num=N+1)\n",
" g, y = sample_with_noise(x, p5)\n",
" sd = smooth(y, beta) # Indirect\n",
" si = smooth_iterative(y, beta, iterations) # Direct\n",
"\n",
" # Plot the data\n",
" ax.set_title(f\"{iterations=}\")\n",
" ax.set_xlabel(\"x\")\n",
" ax.set_ylabel(\"y\")\n",
" ax.plot(x, y, \".\", label=\"raw data points\")\n",
" ax.plot(x, g, \"-\", label=\"original function\")\n",
" ax.plot(x, sd, \"-\", label=\"directly denoised values\")\n",
" ax.plot(x, si, \"-\", label=\"iteratively denoised values\")\n",
" ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d48e32df",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}