{"cells":[{"cell_type":"markdown","metadata":{"id":"8-N7WAZT6VJK"},"source":["\n","# Convolutions\n","\n","## 1D transforms\n","Convolutions are an important topic in mathematics, statistics, signal processing ... Let's discuss 1D convolutions first. A real valued convolution of two continuous signals, $X(t)$ and $K(t)$ is defined as $X * K$\n","\n","$$\n","(X* K)(t) = \\int_{-\\infty}^{\\infty} X(u) K(t-u) du\n","= \\int_{-\\infty}^{\\infty} X(t-v) K(v) dv,\n","$$\n","\n","where the equality is determined by a simple change of variable argument. The discrete analog is\n","\n","$$\n","(X* K)(t) = \\sum_{u = -\\infty}^{\\infty} X(u) K(t-u)\n","= \\sum_{v = -\\infty}^{\\infty} X(t-v) K(v)\n","$$\n","\n","The convolution has many, many uses in data science and statistics. For example, the convolution of densities or mass functions is the respective density or mass function for the sum of random variables from those distributions. In applied data analysis, you can think of the convolution between $X$ and $K$ as *smearing* the function $K$ over the function $X$. Thus, it plays a key role in smoothing. Let's try an example using the covid data and a box kernel. We take $K(t) = I\\{0 \\leq t < M\\} / M$ (i.e. is 1 for times 0 to $M-1$, then rescaled so it sums to 1). Assume that $N\\geq M$ and that $X(t)$ and $K(t)$ are $0$ and for $t < 0$ or $t > N$. Then, our convolution works out to be\n","\n","$$\n","(X* K)(t)\n","= \\sum_{u = -\\infty}^{\\infty} X(u) K(t-u)\n","= \\sum_{u = 0}^{N} X(u) K(t-u)\n","= \\sum_{u = t}^{t + M - 1} X(u) K(t -u)\n","= \\sum_{u = t}^{t + M - 1} X(u) / M\n","$$\n","\n","That is, our convolution is a moving average of $X$ where the convolution at point $t$ is the average of the points between $t$ and $t + M - 1$. So, the convolution, as we've defined it, at point $t$ is the moving average at point $t + (M-1)/2$ (ie. it's shifted by $(M-1)/2$). Also, at the end ($t \\geq N - M + 1$), we're averaging in the assumed zero values of the $X$. This might be reasonable to do, or maybe not. The fact that we're padding the end and not the beginning is just because of the range of index values we defined the kernel on. We'd have the same problem only on the other end if $K(t) = I(-M < t \\leq 0)/M$. Of course, the computer will start summing things at index 0 regardless. However, it can shift the kernel relative to the signal arbitrarily by zero padding one end or the other or both. A reasonable strategy is to set it so that\n","it averages in $(M-1)/2$ on both ends. Numpy allows you to only look at the range of $N - M$ middle values where this isn't an issue (argument `mode = \"valid\"`).\n","\n","Note we could make the kernel weight points differently than just a box kernel. A popular choice is a Gaussian distribution.\n","\n","Also, the convolution has $N+M-1$ points. So, it has more time points than the original signal. Numpy has options to shift the convolution back into the same space as the original signal for you (i.e. has $N$ points, `mode = \"same\"`). Or, you can just do it yourself if you do `mode = \"full\"`, just shift by $(M-1)/2$. Similarly shift for `mode = \"valid\"` (but the convolution has fewer points in this case, so it won't have corresponding points with $X$ at the very beginning and end).\n","\n","Here's an example using Italy's daily covid case count data. We plot the data and the convolution smoothed data. In the bottom panels, we show the residuals to highlight the difference.\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":287},"id":"S0SX32e-6SeF","outputId":"3ea5471d-8a2f-4d91-c3b0-7701d77fed28"},"outputs":[{"data":{"text/plain":["[]"]},"execution_count":1,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd\n","import numpy as np\n","from sklearn import linear_model\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","sns.set()\n","\n","dat = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n","## Get Italy, drop everyrthing except dates, convert to long (unstack converts to tuple)\n","X = dat[dat['Country/Region'] == 'Italy'].drop([\"Province/State\", \"Country/Region\", \"Lat\", \"Long\"], axis=1).unstack()\n","## convert from tuple to array\n","X = np.asarray(X)\n","## get case counts instead of cumulative counts\n","X = X[1 : X.size] - X[0 : (X.size - 1)]\n","## get the first non zero entry\n","X = X[np.min(np.where(X != 0)) : X.size]\n","plt.plot(X)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":742},"id":"V2AyDVeAPd-t","outputId":"32d58c5d-c334-4899-c25b-206725124254"},"outputs":[{"data":{"text/plain":["[]"]},"execution_count":2,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["\n","## 41 day moving average\n","N = len(X)\n","M = 41\n","\n","fig, axes = plt.subplots(2, 3, figsize = [12.4, 12.4])\n","axes[0,0].plot(X)\n","axes[0,1].plot(X)\n","axes[0,2].plot(X)\n","\n","K = np.ones(M) / M\n","\n","## Plot the convolution with the argument 'same'\n","## this gives N (assumed greater than M) points\n","XC = np.convolve(X, K, 'same')\n","axes[0,0].plot(XC)\n","axes[1,0].plot(X - XC)\n","\n","## Plot the convolution with the argument 'full'\n","## which gives N+M-1 total pionts\n","XC = np.convolve(X, K, 'full')\n","temp = np.pad(X, (M-1, 0), 'constant')\n","axes[0,1].plot(XC)\n","axes[1,1].plot(temp- XC)\n","\n","\n","## Plot the convolution with the convolution shifted back by (M-1)/2\n","XCshifted = XC[ (int((M - 1)/2)) : int(len(XC) - (M - 1)/2) ]\n","axes[0, 2].plot(XCshifted)\n","axes[1, 2].plot(X - XCshifted)\n"]},{"cell_type":"markdown","metadata":{"id":"yPd7sIhS9Mjl"},"source":["Let's show that the first point and end point of the convolution are the averages of $(M-1)/2$ points and and $(M-1)/2+1$ zeros at the beginning or end of the original signal just to show that our intuition is correct.\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"C2jBChLq9q5g","outputId":"519c4bc5-cdca-473d-d29a-18b172d5dac5"},"outputs":[{"data":{"text/plain":["[[0.07317073170731708, 0.07317073170731707],\n"," [2059.5853658536585, 2059.5853658536585]]"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["temp = np.convolve(X, K, 'same')\n","[\n"," # the first convolution point (temp[0]) and the average of the\n"," # the first (M-1) / 2 X points and (M-1)/2 + 1 zeros\n"," [temp[0], X[0 : int( (M - 1) / 2)].sum() / M],\n"," # the last convolution point (temp[N-1]) and the average of the\n"," # the last (M-1) / 2 X points and (M-1)/2 + 1 zeros\n"," [temp[N - 1], X[int(N - (M - 1) / 2 - 1) : N].sum() / M]\n","\n","]\n"]},{"cell_type":"markdown","metadata":{"id":"qTKMfU0hyxxC"},"source":["Also, I averaged a lot (41 days) in order to make the shift very apparent. Let's look at the performance for less wide of a kernel."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":405},"id":"7sUZ46cKy4xZ","outputId":"7e582d2d-496d-455b-ef75-c78e755945ae"},"outputs":[{"data":{"text/plain":["[]"]},"execution_count":4,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABBwAAAINCAYAAACdwWwBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAADfBElEQVR4nOzde3wU9b0//tfsLZvbhgQCASQIwaCRyEULoVViqdRWyVHKsdWj1aNIK+FYT4+clm9FzlGpl5/VFDwKB8XWC62naZVWK7a01KBVsBJEEQQJSLgEEkKSzW2vM78/dmeym53sziazl+y+no+HD8zuZ2c+GXRn5j3v9/sjSJIkgYiIiIiIiIhIR4ZET4CIiIiIiIiIUg8DDkRERERERESkOwYciIiIiIiIiEh3DDgQERERERERke4YcCAiIiIiIiIi3THgQERERERERES6Y8CBiIiIiIiIiHTHgAMRERERERER6c6U6AmkCkmSIIqSbtszGARdt5cqeFzU8bio43FRx+OijsfFx2AQIAhCoqeRsni9EB88Lup4XNTxuKjjcVHH4+Kj9XqBAQediKKEc+e6ddmWyWRAfn427PYeeDyiLttMBTwu6nhc1PG4qONxUcfj0qegIBtGIwMOscLrhdjjcVHH46KOx0Udj4s6Hpc+Wq8XWFJBRERERERERLpjwIGIiIiIiIiIdMeAAxERERERERHpjgEHIiIiIiIiItIdAw5EREREREREpDsGHIiIiIiIiIhIdww4EBEREREREZHuGHAgIiIiIiIiIt0x4EBEREREREREumPAgYiIiIiIiIh0x4ADEREREREREemOAQciIiLS1datW1FdXY3KykrMmDEDVVVV+NWvfgVRFIPG1dXV4frrr0d5eTkWLFiAzZs3q25v06ZNmD9/PsrLy7F48WLs2rUrZExXVxdWr16NOXPmYObMmbjrrrtw8uTJkHFHjx7FkiVLMGPGDMydOxdr1qyBw+EIGad1bkRERDQwBhyIiIhIV7/4xS9gsVjwox/9CBs2bMBVV12Fn/70p3j88ceVMXv27EF1dTXKysrw7LPPYtGiRVizZg1qa2uDtrVp0ybU1NTg5ptvxsaNGzFx4kQsXboUBw8eDBp37733Yvv27bj//vtRU1OD5uZm3H777UHBBLvdjttuuw3d3d1Yt24dfvzjH+P111/HqlWrgraldW5EREQUninREyAiIqLUsmHDBhQUFCg/V1RUoKenB5s3b8YPf/hDWCwWPP300ygrK8PDDz+sjGlqasLatWuxePFiGAwGuFwurF+/HrfeeiuWLFkCAJg9ezaqqqqwYcMG1NTUAAD27t2Lt99+Gxs3bkRlZSUAoLS0FAsWLMBrr72Gm266CQDwyiuvwG63Y8uWLcr8jEYjVqxYgWXLlqGkpAQANM2NiIiIIuMZk4iIiHQVGGyQXXTRRXA6nWhvb4fL5cLOnTtx7bXXBo2pqqpCS0sL9u/fDwCor69HZ2cnFi5cqIwxGo245pprUFdXB0mSAPjKH2w2G+bNm6eMGzduHGbNmoW6ujrltR07dmDu3LlB87v66qthsViUcVrnRkRERJExw4GIiIhibvfu3RgxYgRGjhyJo0ePwu12Y/LkyUFjpkyZAgBoaGjAtGnT0NDQAAAh40pKStDd3Y0zZ86gqKgIDQ0NmDRpEgRBCNneu+++q/zc0NCAxYsXB42xWCwoLi5W9tXY2KhpbkNhMunzvMdoNAT9ST48Lup4XNTxuKjjcVHH4xI9BhyIiIgopj755BO8+uqrWL58OYxGIzo6OgAANpstaJz8s/y+3W6HxWKB1WoNGpeXlwcAaG9vR1FREex2O3Jzc0P2a7PZlG3J2+u/z/7jtM5tsAwGAfn52UPaRn82W6au20sVPC7qeFzU8bio43FRx+OiHQMOREREFDMtLS34wQ9+gPLycixdujTovf4ZCWqvq42RSykijQv3ev/t9R83lO2FI4oS7PaeIW1DZjQaYLNlwm7vhdcrRv5AmuBxUcfjoo7HRR2Pizoelz42W6amTA8GHIiIiCgmOjs7sXTpUlitVqxfvx5msxlAX4ZC/2wBu90OoC+bwGazwel0wul0IiMjI2ScvB2bzYampqaQ/ffPaLDZbMpn+89TbhipdW5D4fHoe5Hq9Yq6bzMV8Lio43FRx+OijsdFHY+Ldiw+ISIi0uj1977AA7/8B3qdnkRPJek5nU4sW7YMZ8+exXPPPYf8/HzlveLiYpjNZhw5ciToM4cPHwYA5eZf/lPuryBraGhAdnY2xowZo4w7evSokvkQuD15G/K4/ttyuVxobGxUxmmdGxER0UA+/KwZq57bhZMtXYmeSsIx4EBElEBivxskSm6v7TiCY6c78bc9JxM9laTm8Xhwzz334LPPPsNzzz2H8ePHB71vsVhQUVGBrVu3Br3+xhtvoLCwEGVlZQCAWbNmITc3F2+++aYyxuv1YuvWraisrFTKGyorK2G32/HOO+8o45qamlBfX68skwkA8+bNw86dO9HW1qa8tm3bNrhcLmWc1rkREREN5Jkt+3DqbDc2vs6VjRhwICJKkM3bDuHe//k7OntciZ4KRcmT5nWbkTz44IP429/+hrvuugsOhwMfffSR8k9Xl+9pz/Lly7Fv3z6sWrUKu3btwvr161FbW4t77rkHBoPv8sRisWDZsmX45S9/ieeffx47d+7Ej370Ixw/fhx33XWXsr/p06fjyiuvxH333Yc//vGPqKurw/LlyzF+/HgsWrRIGXfjjTciNzcX1dXVeOedd7BlyxY89NBDqKqqCspc0DI3IiKiSJxub6KnkHDs4UBElCB/3X0CAPC3+pP4p8snJXg2FI3uXg9+ufUAvlI+FhecNyLR00k68lKUjz/+eMh7L774IubMmYOZM2fimWeewZNPPoktW7agqKgIq1atwg033BA0/o477oAkSXjppZdw9uxZlJaWYuPGjZg6dWrQuCeeeAKPPfYYHnjgAbjdbsyZMwdPPfVU0AoXNpsNL7zwAtasWYO7774bVqsVCxcuxIoVK4K2pXVuREREkRw63o4CWwZG5aXnyhaC1L/gkQbF6xVx7ly3LtsymQzIz89GW1s3m5EE4HFRx+Oibjgclzse3Q4AuO7ySbguTgGH4XBcEkHrcZH/zgI9v3J+LKcWdwUF2VxfPIZ4vRB7PC7qeFzU8bio43FRx+uFPlqvF3hFQUSUYIz7EhEREVEqYsCBiCjBGG8gIiIiolTEgAMRUYIx3kBEREREqYgBByKiBGNJBREREVHqS8drPgYciIgSLA3PPURERERp5Y33vsC/P/Uumtt6Ej2VuGLAgYgowSQWVRARERGltFd3HEFnjxu/fbsh0VOJKwYciIgSjfEGIiIiIkpBDDgQESUYSyqIiIiIKBUx4EBElGAsqSAiIiKiVMSAAxFRgjHDYXjzeEX0Oj2JngYRERFR0mHAgYgowRhwGN5W/u/7WF6zA1297kRPhYiIiCipMOBARBRHHq+I39U14GBjm/IaSyqGt3N2JwDg8+PtiZ0IERERUZIxJXoCRETpZPvuE/jj+8fwx/ePKa8xw4GIiIiIUhEzHIiI4mTX/jN4IyDQoGDAgYiIiIhSEDMciIjioNfpwf/+4VPV91hSQURERESpiBkORERx4HJ7B3yPJRVERERElIoYcCAiigMxTFCB8QYiIiIiSkUMOBARJRpTHIiIiIgoBTHgQEQUB1KYoEK47AciIiIiouGKAQciogQLF4wgIiIiIhquGHAgIoqDcDEFhhuIiIiIKBUx4EBEFAdhl75kxIGIiIiIUhADDkRE8RAu3sCSCiIiIiJKQaZET4CIKB2ECykw3EBEREQ0/H34WTOyrbzFDsSjQUQUB2EDDsxwICIiIhrWznb04pkt+xI9jaTDkgoiojgIF1RguIGIiIhoeOvodiV6CkmJAQcionhgTQURERERpRkGHIiI4iBcTEFkSQURERERpSAGHIiI4iBSn4Yeh5u9HIiIiIgopTDgQESUYJ8ePYd/+/k7eOlPBxM9FSIiIiIi3TDgQEQUB+GSF7odHgDA2x+ditNsiIiIiIhijwEHIqI4YLEEEREREaUbBhyIiOKA/RmIiIiIKN0w4EBEFA+MNxARERFRmmHAgYgoDhhvGL68oojX3/sCDSc7Ej0VIiIiomHFlOgJEBGlA5ZUDF9v7zmF13YcwWuJnggRERHRMMMMByIiojBOtXYnegpEREREwxIDDkREccAEByIiIiJKNww4EBHFgcQuDkRERESUZhhwICKKA2Y4EBEREVG6YcCBiIiIiIiIiHTHgAMRURwww4GIiIiI0g0DDkREccBlMYmIiIgo3TDgQEQUBww3EBEREVG6YcCBiCgOmOFAREREROmGAQciojhgvIGIiIiI0k1UAYetW7eiuroalZWVmDFjBqqqqvCrX/0KoigGjaurq8P111+P8vJyLFiwAJs3b1bd3qZNmzB//nyUl5dj8eLF2LVrV8iYrq4urF69GnPmzMHMmTNx11134eTJkyHjjh49iiVLlmDGjBmYO3cu1qxZA4fDETJO69yIiPTEDAciIiIiSjdRBRx+8YtfwGKx4Ec/+hE2bNiAq666Cj/96U/x+OOPK2P27NmD6upqlJWV4dlnn8WiRYuwZs0a1NbWBm1r06ZNqKmpwc0334yNGzdi4sSJWLp0KQ4ePBg07t5778X27dtx//33o6amBs3Nzbj99tuDggl2ux233XYburu7sW7dOvz4xz/G66+/jlWrVgVtS+vciIj0xngDEREREaUbUzSDN2zYgIKCAuXniooK9PT0YPPmzfjhD38Ii8WCp59+GmVlZXj44YeVMU1NTVi7di0WL14Mg8EAl8uF9evX49Zbb8WSJUsAALNnz0ZVVRU2bNiAmpoaAMDevXvx9ttvY+PGjaisrAQAlJaWYsGCBXjttddw0003AQBeeeUV2O12bNmyRZmf0WjEihUrsGzZMpSUlACAprkREcUC4w1ERERElG6iusMODDbILrroIjidTrS3t8PlcmHnzp249tprg8ZUVVWhpaUF+/fvBwDU19ejs7MTCxcuVMYYjUZcc801qKurU1KP6+rqYLPZMG/ePGXcuHHjMGvWLNTV1Smv7dixA3Pnzg2a39VXXw2LxaKM0zo3IqJYYEkFEREREaWbqDIc1OzevRsjRozAyJEjcfToUbjdbkyePDlozJQpUwAADQ0NmDZtGhoaGgAgZFxJSQm6u7tx5swZFBUVoaGhAZMmTYIgCCHbe/fdd5WfGxoasHjx4qAxFosFxcXFyr4aGxs1zW0oTCZ9MiSMRkPQn+TD46KOx0Vdsh0Xg0GIPAj6fY8MJNmOS7IId1wMgra/O4NRiPnfHxEREdFwMqSAwyeffIJXX30Vy5cvh9FoREdHBwDAZrMFjZN/lt+32+2wWCywWq1B4/Ly8gAA7e3tKCoqgt1uR25ubsh+bTabsi15e/332X+c1rkNlsEgID8/e0jb6M9my9R1e6mCx0Udj4u6ZDku2Tndmsbp/T0ykGQ5LslG7bhkZGg7VebkWOP290dEREQ0HAw64NDS0oIf/OAHKC8vx9KlS4Pe65+RoPa62hg55TjSuHCv999e/3FD2V44oijBbu8Z0jZkRqMBNlsm7PZeeL1i5A+kCR4XdTwu6pLtuHR2hq6ao6atTVtgYrCS7bgki3DHxen0aNpGV5cj5n9/8WCzZTIDhoiIKFqsnlU1qIBDZ2cnli5dCqvVivXr18NsNgPoy1Dony1gt9sB9GUT2Gw2OJ1OOJ1OZGRkhIyTt2Oz2dDU1BSy//4ZDTabTfls/3nKDSO1zm0oPB59L969XlH3baYCHhd1PC7qkuW4aJ1DvOaaLMcl2agdF1Fj/w3RK/GYEhEREQWI+hGG0+nEsmXLcPbsWTz33HPIz89X3isuLobZbMaRI0eCPnP48GEAUG7+5T/l/gqyhoYGZGdnY8yYMcq4o0ePhjRbO3z4sLINeVz/bblcLjQ2NirjtM6NiCg2GPYmIiIiSllDS5hPWVEFHDweD+655x589tlneO655zB+/Pig9y0WCyoqKrB169ag19944w0UFhairKwMADBr1izk5ubizTffVMZ4vV5s3boVlZWVSnlDZWUl7HY73nnnHWVcU1MT6uvrlWUyAWDevHnYuXMn2tralNe2bdsGl8uljNM6NyKiWBAZbyAiIiKiNBNVScWDDz6Iv/3tb/jP//xPOBwOfPTRR8p7U6ZMQU5ODpYvX45bbrkFq1atQlVVFerr61FbW4sHH3wQBoMvvmGxWLBs2TLU1NSgoKAAZWVlqK2txfHjx/Hkk08q25w+fTquvPJK3HfffVi5ciVycnKwdu1ajB8/HosWLVLG3XjjjXj55ZdRXV2N6upqtLa24tFHH0VVVVVQ5oKWuRERxQKXxSQiIiJKPW2dTrzz8SlMGJ2T6KkkpagCDvJSlI8//njIey+++CLmzJmDmTNn4plnnsGTTz6JLVu2oKioCKtWrcINN9wQNP6OO+6AJEl46aWXcPbsWZSWlmLjxo2YOnVq0LgnnngCjz32GB544AG43W7MmTMHTz31VNAKFzabDS+88ALWrFmDu+++G1arFQsXLsSKFSuCtqV1bkREumO8gYiIiCjlPPF/H+HU2W7Ny2inm6gCDtu3b9c0rrKyMqjkQY0gCLjzzjtx5513hh2Xk5ODhx56CA899FDYcZMmTcKmTZt0mRsRkd5YUkFERESUek6d9a1QpbXJdLphHQERUVzwJERERERE6YUBByKiOGDQm4iIiIjSDQMORERxwHgDEREREaUbBhyIiOKAq1QQERERUbphwIGIKA7YSIjSzbFjx7B69Wpcd911KCsrw8KFC0PGrFy5ElOnTg35Z8eOHSFjN23ahPnz56O8vByLFy/Grl27QsZ0dXVh9erVyqpZd911F06ePBky7ujRo1iyZAlmzJiBuXPnYs2aNXA4HCHj6urqcP3116O8vBwLFizA5s2bB3k0iIiI0lNUq1QQEdEgMd5Aaebzzz9HXV0dpk+fDlEUB8zymTBhAn72s58FvVZSUhL086ZNm1BTU4Mf/vCHKCsrQ21tLZYuXYra2tqg5bTvvfdefPrpp7j//vuRk5ODdevW4fbbb8cf/vAHZTltu92O2267DePGjcO6detw7tw5PPLII2hvbw+ax549e1BdXY3rrrsOK1euRH19PdasWQOLxcLltImIiDRiwIGIKA6Y4EDpZv78+bjqqqsA+DIZ9u3bpzrOarVixowZA27H5XJh/fr1uPXWW7FkyRIAwOzZs1FVVYUNGzagpqYGALB37168/fbb2Lhxo7L8dWlpKRYsWIDXXnsNN910EwDglVdegd1ux5YtW1BQUAAAMBqNWLFiBZYtW6YEO55++mmUlZXh4YcfBgBUVFSgqakJa9euxeLFi2EwMEmUiIgoEp4tiYjiQGKKA6UZvW7I6+vr0dnZGVSSYTQacc0116Curk7JnKirq4PNZsO8efOUcePGjcOsWbNQV1envLZjxw7MnTtXCTYAwNVXXw2LxaKMc7lc2LlzJ6699tqguVRVVaGlpQX79+/X5XcjIiJKdQw4EBHFATMciNQ1Njbisssuw7Rp0/Ctb30Lf/nLX4Leb2hoAABMnjw56PWSkhJ0d3fjzJkzyrhJkyZBEISgcVOmTFG2IY/rX7JhsVhQXFysjGtsbITb7Q7Z55QpU4LmREREROGxpIKIKA4YcCAKddFFF6G8vBxTpkxBZ2cnfv3rX2P58uVYu3YtvvGNbwDw9VywWCxKDwZZXl4eAKC9vR1FRUWw2+3Izc0N2YfNZkNHR4fys91uh81mCztO/rP/OPnnwO0Nhsmkz/Meo9EQ9Cf58Lio43FRx+OijsdFnR7HRTAIcLq9yLSaYOgXJE9FDDgQEcUBl8UkCnXbbbcF/Tx//nzceOONWLdunRJwABCStQD0/T8V+J7auHCv999e/3FD2d5ADAYB+fnZg/68GpstU9ftpQoeF3U8Lup4XNTxuKgbynE5dbYby56ow6wLR+OBpXN1nFVyYsCBiCgOGG4gisxgMODrX/86Hn/8cTgcDlitVthsNjidTjidTmRkZChj7XY7gL5MB5vNhqamppBt9s9osNlsymcDdXZ2KqUW8jb7ZzLIn1PLkNBKFCXY7T2D/nwgo9EAmy0TdnsvvF5Rl22mAh4XdTwu6nhc1PG4qNPjuJxs6QYA1H/WjLa2bj2nF1c2W6amTA8GHIiI4oAZDkTa9P9/RQ4CNDQ0oKysTHm9oaEB2dnZGDNmjDLuvffeC8lUOHz4cFDPhpKSkpAeDC6XC42NjVi8eDEAoLi4GGazGUeOHAlqQnn48OGgOQ2Wx6PvxbvXK+q+zVTA46KOx0Udj4s6Hhd1eh2XdDi2LMohIooDxhuIIhNFEX/6059wwQUXKD0bZs2ahdzcXLz55pvKOK/Xi61bt6KyslIJLlRWVsJut+Odd95RxjU1NaG+vl5ZJhMA5s2bh507d6KtrU15bdu2bXC5XMo4i8WCiooKbN26NWh+b7zxBgoLC4MCH0RERDQwZjgQEcWByIgDpZne3l5lmcmTJ0+iq6sLb731FgBg9uzZ6O3txcqVK7Fw4UIUFxejo6MDv/71r7Fv3z489dRTynYsFguWLVuGmpoaFBQUoKysDLW1tTh+/DiefPJJZdz06dNx5ZVX4r777sPKlSuRk5ODtWvXYvz48Vi0aJEy7sYbb8TLL7+M6upqVFdXo7W1FY8++iiqqqqCMheWL1+OW265BatWrUJVVRXq6+tRW1uLBx98ULclP4mIiFIdAw5ERHEgigw4UHppbW3FPffcE/Sa/POLL76IqVOnIicnB08//TTOnTsHs9mMadOm4dlnn8UVV1wR9Lk77rgDkiThpZdewtmzZ1FaWoqNGzdi6tSpQeOeeOIJPPbYY3jggQfgdrsxZ84cPPXUU0ErXNhsNrzwwgtYs2YN7r77blitVixcuBArVqwI2tbMmTPxzDPP4Mknn8SWLVtQVFSEVatW4YYbbtDzMBEREaU0BhyIiOKACQ6Ubs477zwcPHgw7Jj169dr2pYgCLjzzjtx5513hh2Xk5ODhx56CA899FDYcZMmTcKmTZsi7reysjKoHIOIiIiiw5xAIqI4YEkFEREREaUbBhyIiOKA8QYiIiIiSjcMOBARxQEzHIiIiIgo3TDgQEQUB2waSURERETphgEHIqI4kJjhQERERERphgEHIqI4YIIDEREREaUbBhyIiOKAGQ5ERERElG4YcCAiigM2jSQiIiKidMOAAxFRHIhiomdARERERBRfpkRPgIgoHbCkYvgRJQndve5ET4OIiIho2GLAgYgoDlhSMfw8/eon2PP5WZxXmJ3oqRARERENSyypICKKA8Ybhp89n58FAJxo6U7wTIiIiIiGJwYciIjiQOS6mERERESUZhhwICKKA5ZUEBEREVG6YcCBiCgOGG8gIiIionTDgAMRURwww4GIiIiI0g0DDkREccAeDkRERESUbhhwICKKAyY4EBEREVG6YcCBiCgOWFJBREREROmGAQciojiQGHAgIiIiojTDgAMRURxobeHAwAQRERERpQoGHIiI4kBr00iGG4iIiIgoVTDgQEQUB5ozFxhxGLaa23vx1O8+RsOpjkRPhYiIiCgpMOBARBQHmksqGHEYtv5v+2Hs+fwsfvri7kRPhYiIiCgpMOBARBQH/TMc5lv3YUnO32CEt9+4eM6KiIiIiCh2GHAgIoqD/j0crsuqxyWW4/hSxpEEzYiIiIiIKLYYcCAiioPAeENgVsNYY3vQOK5SQURERESpggEHIqI4CAwk2Ay9yr+bWFJBRERERCmKAQciojgQAyIJBYZu5d8vtx6CAaLyM+MNRERERJQqGHAgIoqDwMyFi80ngt671HI0YGCcJkREREREFGMMOBARxUFg08jcgJIKAMgSnH3jWFNBRERERCmCAQciojjLEDxBP7tgUv6dTSOJiIiIKFUw4EBEFAeBYYQMwR30ngV9AQivyIADEREREaUGBhyIiOIsA8EZDpkBAQjGG4iIiIgoVTDgQEQUDwGlEnKGQ6NnJAAg0+BS3hMZcSAiIiKiFMGAAxFRnMk9HNrFLACAVegLOHhFUfUzRERERETDDQMORERxoNbDQQ44sKSCiIiIiFIRAw5ERHEkQESmP6PhnJgDAMrPAEsqiIiIiCh1MOBARBRHOYITRkGCKAlo9toAANbADAcGHIiIiIjS1vN/PID/fv4DeLypUWbLgAMRURzIYYQ8Qw8AoFOyokfKAMAMByIiIiLyefeTJjQ2d2H/F+cSPRVdMOBARBRHeYZeAIBdzESvZAHQL+AgMeBARERElO5S5ZKQAQcionjwnzRs/gyHDjELvaIZgBxw8A3wMsOBiIiIiFIEAw5ERHGUJ/gyHDoCMhyMggQzvABYUkFERESULnYfbMZLfz6Y0suimxI9ASKidCD5MxjkDAe7mAUXTPBKAoyChEzBBbdkYkkFERERUZp4+rV9AICJY3Ixb/q4BM8mNpjhQEQUR9kGJwCgS8oAIMAhBZZVMMOBiIiIKN10dLsiDxqmGHAgIooHfxxBXgLT4S+nkMsq5NcZcCAiIiKiVLkiZMCBiCiO+gIOJv+f/gwHgy+y7WVJBRERERGlCAYciIjiQA4jDJTh0FdSEfepEREREVEiqTxwEhIwjVhgwIGIKI76Ag6+zAaWVBARERFRqmLAgYgoDuTAdQZ8gQWnP+DQv2mklwEHIiIiovQipEo+QygGHIiI4kZChiAHHHw9HPpKKnyvS+zhQEREREQpggEHIqI4MUKEwR/AdqF/wIEZDkRERESUWhhwICKKCwlmwav85JaMAEJLKkRmOBARERGlvVS5ImTAgYgoTkzoCzh4/V+/csDBIngAsGkkEREREaUOBhyIiOJAkqBkOLgkI+TFjuTmkXJvB5ZUEBEREVGqtJFkwIGIKE5MEAEAHn85BdDXPDJDznBgSQURERERpQgGHIiI4kBCX4aDJ+CrV8lwAEsqiIiIiCi1MOBARBQncg8Hd0CGg8uf4WDxl1Qw4EBEREREqYIBByKieJACMxzClFQw4EBEREREKYIBByKiOFHLcHAiuGkk4w1ERERElCqXhAw4EBHFgQQJpjAZDmZBhAEivKKYkPkREREREemNAQciojgxh+nhAPjKKlhSQURERERcFpOIiLST0JfhEBBw8MIIj+T7KrbAzZIKIiIiIkoZDDgQEcWJ3DTSHVBSAQQ3jvQy4kBERESUVs7ZHXj45d348LPmRE9Fd1EHHI4dO4bVq1fjuuuuQ1lZGRYuXBgyZuXKlZg6dWrIPzt27AgZu2nTJsyfPx/l5eVYvHgxdu3aFTKmq6sLq1evxpw5czBz5kzcddddOHnyZMi4o0ePYsmSJZgxYwbmzp2LNWvWwOFwhIyrq6vD9ddfj/LycixYsACbN2+O9jAQEUVNbhoZmOEAAE6pr3GkJDHgQKlBy/UCoP2czOsFIiJKVXUfncLhEx14Zsu+RE9Fd1EHHD7//HPU1dVh4sSJKCkpGXDchAkT8H//939B/8ycOTNozKZNm1BTU4Obb74ZGzduxMSJE7F06VIcPHgwaNy9996L7du34/7770dNTQ2am5tx++23B10c2O123Hbbbeju7sa6devw4x//GK+//jpWrVoVtK09e/aguroaZWVlePbZZ7Fo0SKsWbMGtbW10R4KIiLNJDDDgdKLlusFredkXi8QERENT6bIQ4LNnz8fV111FQBfJsO+fepRGKvVihkzZgy4HZfLhfXr1+PWW2/FkiVLAACzZ89GVVUVNmzYgJqaGgDA3r178fbbb2Pjxo2orKwEAJSWlmLBggV47bXXcNNNNwEAXnnlFdjtdmzZsgUFBQUAAKPRiBUrVmDZsmXKxc7TTz+NsrIyPPzwwwCAiooKNDU1Ye3atVi8eDEMBlaZEFFsmOBbgULu2SDrWxqTTSMpdWi5XtByTub1AhERpaNUuSKM+myp1wm2vr4enZ2dQSmWRqMR11xzDerq6pS04rq6OthsNsybN08ZN27cOMyaNQt1dXXKazt27MDcuXOViwcAuPrqq2GxWJRxLpcLO3fuxLXXXhs0l6qqKrS0tGD//v26/G5ERP1JgU0j+2U4yCtVWAQ3Aw6UMiJdL2g9J/N6gYiIaPiKOsNBq8bGRlx22WVwOBwoLS1FdXW18qQDABoaGgAAkydPDvpcSUkJuru7cebMGRQVFaGhoQGTJk2CIAQvDDJlyhS8++67QdtbvHhx0BiLxYLi4mJlX42NjXC73SH7nDJlirKNadOmDfE3JyJSp7YsJtCvpII9HChNaD0np+L1gsmkz8Mbo9EQ9Cf58Lio43FRx+OijsdFXTyPi8lo0O18kUgxCThcdNFFKC8vx5QpU9DZ2Ylf//rXWL58OdauXYtvfOMbAHw1lBaLBVarNeizeXl5AID29nYUFRXBbrcjNzc3ZB82mw0dHR3Kz3a7HTabLew4+c/+4+SfA7c3GLyAiC0eF3U8LuqS7bgIwsAZDkrTSLgB6PddoibZjkuy0Pu4pMIFQqxpPSen2vWCwSAgPz970J9XY7Nl6rq9VMHjoo7HRR2PizoeF3XxOC45ORm6ny8SISYBh9tuuy3o5/nz5+PGG2/EunXrlIADgJCnEACU1MjA99TGhXu9//b6jxvK9gbCC4j44XFRx+OiLlmOi9Fo0JThIJmMcTm5JMtxSTZ6HZdUuECIFy3n5FS6XhBFCXZ7z6A/H8hoNMBmy4Td3guvV9Rlm6mAx0Udj4s6Hhd1PC7q4nlcurqcaGvrjuk+hsJmy9T0oCZmJRWBDAYDvv71r+Pxxx+Hw+GA1WqFzWaD0+mE0+lERkaGMtZutwPoe3Jhs9nQ1NQUss3+TyhsNpvy2UCdnZ1KAyh5m/2fTMifU3vioRUvIGKPx0Udj4u6ZDsuHo9XWaWi/7KYroBlMdsd7pieXJLtuCQLvY9LMl8gRKL1AmKotJ6TU+16AQA8Hn3/3/N6Rd23mQp4XNTxuKjjcVHH46IuHsclVY59XAIOAELWlpdP6g0NDSgrK1Neb2hoQHZ2NsaMGaOMe++990KePBw+fDhoma2SkhKl9lLmcrnQ2Nio1GoWFxfDbDbjyJEjQU2lDh8+HDSnweIFRHzwuKjjcVGXLMdFQl9JRciymJCbRnrgidN8k+W4JBu9jguPbWRaz8mpeL1ARESULuJSZCqKIv70pz/hggsuUGowZ82ahdzcXLz55pvKOK/Xi61bt6KyslK5WKisrITdbsc777yjjGtqakJ9fb2y7BUAzJs3Dzt37kRbW5vy2rZt2+ByuZRxFosFFRUV2Lp1a9D83njjDRQWFgZdyBAR6UoCLPAACF9SwUUqKF1oPSfzeoGIiNJRqlwSRp3h0NvbqywbdfLkSXR1deGtt94C4FsXu7e3FytXrsTChQtRXFyMjo4O/PrXv8a+ffvw1FNPKduxWCxYtmwZampqUFBQgLKyMtTW1uL48eN48sknlXHTp0/HlVdeifvuuw8rV65ETk4O1q5di/Hjx2PRokXKuBtvvBEvv/wyqqurUV1djdbWVjz66KOoqqoKehKxfPly3HLLLVi1ahWqqqpQX1+P2tpaPPjgg1xTm4hiKtvgBAB0SxlBr8tNI62CG15GHChFRLpeKCgo0HRO5vUCERHR8BV1wKG1tRX33HNP0Gvyzy+++CKmTp2KnJwcPP300zh37hzMZjOmTZuGZ599FldccUXQ5+644w5IkoSXXnoJZ8+eRWlpKTZu3IipU6cGjXviiSfw2GOP4YEHHoDb7cacOXPw1FNPBXWsttlseOGFF7BmzRrcfffdsFqtWLhwIVasWBG0rZkzZ+KZZ57Bk08+iS1btqCoqAirVq3CDTfcEO2hICLSTAKQLagHHFz+DAcLPBAZcKAUEel6Yc6cOZrPybxeICKidDP49sTJRZD6N1egQfF6RZw7p0+TMJPJgPz8bLS1dbMOOACPizoeF3XJdlxWPbcLd3ueQ5bBjZ+2X4dmMU95b7r5GO7IrUODezR2jLkFP/jnS2I2j2Q7LslC7bjc8ej2QW/v+ZXz9Zpa3BUUZHPZ1Bji9ULs8bio43FRx+OijsdFnd7XC+Hc88+XYPqUUTHZth60Xi/wioKIKB5EL7IMbgAqJRUBTSNFxoCJiIiIKEUw4EBEFAcWuJV/d/h7NshcStNIN0sqiIiIiChlMOBARBRjze29cDicys/efl+9Sg8HwcOmkURERESUMhhwICKKoY4uJ1ZueB9OhwMA4JEM6N8GSF6lwoLUDzgcbbLjv57/APu/OJfoqRARERElrVS5ImTAgYgohk6c9TWHM8HXWMgDY8iYvpIKD7xiajdm+tkre3C8uQs/e+WjRE+FiIiIiGKMAQciohiyWnwBBpPgBSBnOARz+ZtGGgUJotsTv8klQK/Tm+gpEBEREVGcMOBARBRDZv9yQUZ/hoNbCs1wcPozHADA4HWGvE9ERERENBwx4EBEFEPyKpdKhoNKSYUIQ1/mg+iK19SIiIiIKEkJkYcMC6bIQ4iIaLBEf8RB6eGgUlIB+Po4mAQXDF4GHIiIiIiS3cY/fAqHi6WikTDgQEQUQ0rAIUyGA+Dr45AFF4wMOBARERElNZfHi537zyR6GsMCSyqIiGJILqkwQw44qH/tyn0cDCypICIiIkpucVizkstiEhFRRKLYL8NBpWkk0Lc0pklyx2diCZIq9YhEREREFBkDDkREMST17+HADAciIiIiShMMOBARxZDYf5WKCBkOFnjgFcW4zC0hmOJARERElDYYcCAiiqGQVSoGaBrZK1kAAFkGFzyeVKnaCyUw4kBEREQUUapcMTHgQEQUQ1K/Hg7eAZbF7JQyAQC5Qi/c3hTOcEgTf/+kCXUfnUz0NIiIiIgSistiEhHFUP8MB/cAJRV20RdwsBl64UnhgIMgIHXaLoex6Y8HAACzSguRm2VJ8GyIiIiIEoMZDkREMRTSw2GAkopO0QoAyDX0Kktp0vDndHsTPQUiIiIahlLlcpABByKiGFJKKiAHHNS/dh3+Hg5WeJSVLVKRkCoFiYPwt/oT2H2wOdHTICIioiFK3Ss1/THgQEQUQ0pJheBvGjnQKhX+zAeT4GWGQwo6fa4HL/35EJ5+bV+ip0JEREQUNww4EBHFkFJSESHDQQ5EmAUvpJSOm6dnikNnjyvRUyAiIiK9pPKlms4YcCAiiiFJCl6lYqAMB7mZpAmpneGQziUVRERERFqlyiUTAw5ERDEkisGrVAzUNFJ+3ZfhkLpS5eRJRERE6Su1s1H1xYADEVEMiSEZDupfu3KGgxlevPtxU3wmF2ep3AyTiIiIiEKZEj0BIqJUJik9HMJnOLgDmka+8d4XuGxqIYrH5MZljvGw4ff7cOZcL7wigw5EREQ0vMXjGUqqXDEx4EBEFENKSUWEDAe5t4NF8AKQcLbDkVIBhw8OcDlIIiIionTDkgoiohhSSioQfllMd0DmgwmiEqggIiIiIhquGHAgIoohZVlMOcNhoJKKgEBEqjeOTEdsX0FERETpiAEHIqIYUpbFhBxwUP/a9cLQF5yAlxkOREREREkqHg8SUmVlLwYciIhiqK+HQ/iSCkAIWBrTo5RiUGoQUuWqgYiIiCgKDDgQEcVQYNYCMHBJBRC8NCaXkCQiIiJKThKLXzVjwIGIKIaUkooIq1QAwUtjimLs50ZERETJ54MDZ7D5z4dYXpnmUuVvn8tiEhHFUMgqFWEyHORyC7MgsqSCiIgoTW34/acAgCnn5WFO2ZgEz4ZU8TJNM2Y4EBHFUF8PBw0ZDkpJBXs4EBERpbvOHleip0A0ZAw4EBHFUF8Ph8gZDm5/0plZ8EJiGiUREVFaE9hxOGnxKk07BhyIiGJIkiQIkJRVKtwDrlLRl/1ggheMNxAREaU3A+MNSSsezb3b7A48/+YBnGjuivm+YokBByKiGBJFCUb0dYDU0jTSLHhZUkFERJTmmOGQ3l768yG8+3ET/usXHyR6KkPCgAMRUYzJ/RsAjU0jwZIKIiKidMd4AwHAcH8GxYADEVEMiZKvRELmDfO16/L3cDAJLKkgIiJKd8xwoFTAgAMRUQxJUl//Bl85xcAXD33LYnrjUhtIREREyYvxhuTFyzTtGHAgIooxOcMhXDkFALiDmkbyTEZERJTODIw4UApgwIGIKIbEkAyHgQUui8mSCiIiIiIa7hhwICKKIUnSnuHAppFEREQkY4YDpQIGHIiIYknqW6UicoaDL+Bg4rKYREREaY/xhuTFXlvaMeBARBRDoiTBBH9JhcYMBwsDDinD45VwsLENXi//PomIKDpcpYJSgSnREyAiSmVSQIaDW4rUNNKf4QAvRDHmU6M4+MWbB/D5iQ5MHJOrvCZJEi8iiYgoIp4qkhcfI2jHDAciohiSIAX0cNBWUpEuy2IeOt6Oz0+0J3oaMfX5iQ4AwLEznQmeCRERDQeB5//+PRy8oogNv9+Hv+4+Ee9pEQ0aAw5ERDHky3CQV6nQVlKRastiDhQ8eXRzPR55uR5ujzfOMyIiIkpO4U7//zjQjA8ONGPztkPxmxCpS53LtJhjwIGIKIYkaXAZDulUUuF0p9EvC16jEBHRwAIfOPQvv+t1MUBPww8DDkREMSRBe4aDO3BZzFTKcEj0BIiIiIaJ4JKK4PfY0iF58NpGOwYciIhiSJIQkOEQIeAQsCymN4UCDpGkUnCFiIhoKMSAU2L/DAc2kaThiAEHIqJYkiQlw8Erhf/KlTMgfCUVKXQTHuFXSaHfVJu0+4WJiEirwPN//wADVzhKHnxYoh0DDkREMSQGZThE6OEQUFLh8aRRXwOes4mIiAAEN41kgIFSAQMOREQxJEkSjJAzHLSXVLi9qRNwkBhRCMLjQUREAxHD9XBg/IGGIQYciIhiSAJglJtGRvjK9QRmOHjT56Y0fX5TIiKi8KQwq1QIbBtJwxADDkREMRSY4SAG9HC4pmJiyNjADAdPKmU4RIoosA6SiIgIQHDTyP7xBWY4JA9eumjHgAMRUQxJUsCymP6v3EljbcjONIWMlXs4WAQv3G6utZ2qeJFCREQDYTPC4YF/S9qFXvESEZFuJAkwyD0cNDaN9A12x3JaSYUnbSIiIp+geIP/3080d+Hv+5pQkGtNyJyIhoIBByKiGJIgweQPOHgiLYuJvoCD5PXEdF7JhA9ziIiIfNSWxV79/AcJmAmFxYsXzVhSQUQUQ5LU1zRSznAQBPXGT14YIEr+172uuM0x1nhOJiIi0iawpIKrGlEqYIYDEVEMSZIEE3z9GLwRMhwAAW4YkQFPepVUMCJBREQEIHhZzKd+9wnmXTIugbOhgfDKRTtmOBARxZAkAQbBd1qK1MMBCCi7SKmAA0/LREREWgTG4N0eEX+tP5G4yRDpgAEHIqIYkoC+DAcNX7ny0pgQUyngEF66JTik2+9LRETaiTxJDA/8a9KMAQciohiSJAlGpWmkMcJowC35Kt0MYuo0jYx07cQa1fT16quvYurUqSH//OxnPwsaV1dXh+uvvx7l5eVYsGABNm/erLq9TZs2Yf78+SgvL8fixYuxa9eukDFdXV1YvXo15syZg5kzZ+Kuu+7CyZMnQ8YdPXoUS5YswYwZMzB37lysWbMGDodDn1+ciGgAKj0jiYY19nAgIoohtaaR4chBCaOUOgGHiHhxlfaee+455ObmKj+PGTNG+fc9e/aguroa1113HVauXIn6+nqsWbMGFosFN9xwgzJu06ZNqKmpwQ9/+EOUlZWhtrYWS5cuRW1tLaZOnaqMu/fee/Hpp5/i/vvvR05ODtatW4fbb78df/jDH2C1+pacs9vtuO222zBu3DisW7cO586dwyOPPIL29vaQYAgRkZ4kRhwAAD0OD36x9QAqyopw6dTCRE8nBB+WaMeAAxFRDAVmOAQ2jRRCF6kA0FdSYfSXYaSCSKfkZDtlnzzbDVuWOYZ7SLbfOPEuvvhiFBQUqL739NNPo6ysDA8//DAAoKKiAk1NTVi7di0WL14Mg8EAl8uF9evX49Zbb8WSJUsAALNnz0ZVVRU2bNiAmpoaAMDevXvx9ttvY+PGjaisrAQAlJaWYsGCBXjttddw0003AQBeeeUV2O12bNmyRZmX0WjEihUrsGzZMpSUlMT0eBBR+mJJhc/r7x3F7oMt2H2wBc+vnJ/o6dAQsKSCiCiGJAkwRZXh4BuTThkOybRKxamz3bj/uV24Z927iZ4KAXC5XNi5cyeuvfbaoNerqqrQ0tKC/fv3AwDq6+vR2dmJhQsXKmOMRiOuueYa1NXVKf+N1dXVwWazYd68ecq4cePGYdasWairq1Ne27FjB+bOnRsUBLn66qthsViCxhER6U3rKTGZzp2x0NGd3MuDp/jh1xUDDkREMRTUw0FT00hf4llKBRwi9nBIHgcb2xM9hbS0cOFCXHTRRfja176G//3f/4XX68vwaWxshNvtxuTJk4PGT5kyBQDQ0NAQ9Gf/cSUlJeju7saZM2eUcZMmTYLQL8VoypQpyjbkcf2zGCwWC4qLi4PGERHpTWuGQzKdO2NhgERQGoZYUkFEFEMSoF5SMcB4t7+HgymFSioiSbenBOn2+4ZTWFiIu+++G9OnT4cgCNi+fTt+/vOf48yZM1i9ejU6OjoAADabLehz8s/y+3a7HRaLRenBIMvLywMAtLe3o6ioCHa7PahXROD25G3J2+u/T7Vxg2Uy6fO8x2g0BP1JPjwu6nhc1CXbcTEYtN1qG40CjIbYzTnRxyXwOOj1nakH+XgY4nxckukYRIsBByKiGFJrGhnuUkLp4ZBKGQ4RpHpaKA3siiuuwBVXXKH8fPnllyMjIwMvvPAC7rrrLuX1/hkJaq+rjZH/24o0Ltzr/benZVw4BoOA/PzsIW2jP5stU9ftpQoeF3U8LuqS5bhktzs1jcvLy4Y5DjehiTouFkvfbare35l6yMnJiOv+kvEYaMWAAxFRDEmSBJNKhsNAlAwHIXUyHNjJmaLxzW9+E88//zwOHDiA8ePHA0BIVoHdbgfQl+lgs9ngdDrhdDqRkZERMk7OdLDZbGhqagrZZ/+MBpvNpnw2UGdn55AbRoqiBLu9Z0jbkBmNBthsmbDbe+H1irpsMxXwuKjjcVGXbMelvUPb90NbW3dMAw6JPi4uV991UFtbd9z3PxD5uHR1xneZ5GQ6BjKbLVNTBgwDDkREMSShL8NB7uGQnWkecJkKeVlMcxqVVKTbCmBp9usOSXFxMcxmM44cORLU6PHw4cMAoNz8y382NDSgrKxMGdfQ0IDs7Gxlmc2SkhK89957IZkKhw8fDgoklJSUhPRqcLlcaGxsxOLFi4f8e3k8+l68e72i7ttMBTwu6nhc1CXLcXG6tZ3/3W5vXPocJOy4BGQ/JsPfS3/eOF+8JOMx0Gr4FoMQEQ0DQctiwohReVbcevXUAcfLJRUWwZMypQYRf40U+T1JH2+++SaMRiPKyspgsVhQUVGBrVu3Bo154403UFhYqAQXZs2ahdzcXLz55pvKGK/Xi61bt6KyslIJLlRWVsJut+Odd95RxjU1NaG+vl5ZJhMA5s2bh507d6KtrU15bdu2bXC5XEHjiIj05vWyaSSApO8amSrXaPHADAciohiSJMDoz1bwSgb86F9mosBmHXC8S/J9LfsCDgMmQqQUnrLT15IlS1BRUYHS0lIAwF//+lf85je/wa233orCwkIAwPLly3HLLbdg1apVqKqqQn19PWpra/Hggw/C4G+YZrFYsGzZMtTU1KCgoABlZWWora3F8ePH8eSTTyr7mz59Oq688krcd999WLlyJXJycrB27VqMHz8eixYtUsbdeOONePnll1FdXY3q6mq0trbi0UcfRVVV1ZBLKoiIwvGK2p5kp/oNr5DsEQfSjAEHIqIYkiQJpoCmkfIJdKDTqFMOOMADryhp7lY9nKX4NVOodPt9w5g0aRJ++9vf4vTp0xBFEeeffz5+8pOf4Lvf/a4yZubMmXjmmWfw5JNPYsuWLSgqKsKqVatwww03BG3rjjvugCRJeOmll3D27FmUlpZi48aNmDo1OKPoiSeewGOPPYYHHngAbrcbc+bMwVNPPRW0woXNZsMLL7yANWvW4O6774bVasXChQuxYsWK2B4QIkp7mjMcUv1ckvqXP2mDAQciohjyZTj4ezhoaBoZmOEgpklzg1R/SkMDW7VqlaZxlZWVEUsZBEHAnXfeiTvvvDPsuJycHDz00EN46KGHwo6bNGkSNm3apGl+RER60dobIFVPnZIkwe0RGW9IIQw4EBHFkCRJMAq+qwIvDBFLJFzoCzjEuyFRrKTqRREREZHeNJdUpGi63C/e/AzvftKEKePzEj2VsHhtox2bRhIRxZAg9XWb9gZ+5Q4QeJAzHDIED8Q0OZulya+pSNWLRCIiGrp0L6l49xPf0sWHT3ZEGJle/v5JE3bsPZXoaQwKMxyIiGLIEBhw0FBS4ZRSL8MhUtMC3oATERH5aC+p4LkzkeJ99Df98QAAYFZpIXIyzXHe+9Aww4GIKIYE9AUcPBq+cpUMB6RTD4dEzyC+0u33JSIibeT+BdrGxngyAURRwsHGNjhcnvjtNNkl6GTucnsjD0oyzHAgIoohOcNBlABJQ8DBIVkAAFbBpbmOM9lFOiXzBpyIiAj42Ssf4cCxNk1j45nh8JfdJ/DKXz/H5HE2rLr1srjtl1IDMxyIiGJIDjjI/RsEIfyymF1SBgAg2+CE0zX8otiDwZIKIiIiaA42APFN6X/3Y1/vgCOn7HHca3LjlYt2UQccjh07htWrV+O6665DWVkZFi5cqDqurq4O119/PcrLy7FgwQJs3rxZddymTZswf/58lJeXY/Hixdi1a1fImK6uLqxevRpz5szBzJkzcdddd+HkyZMh444ePYolS5ZgxowZmDt3LtasWQOHwzHouRERDZUg+bIUvDBqGt8tWgEAFsGLhzb9HX/+x/GYzS1eIj2EYYYDERGlu2gzFuJ57hQiLbEVY9v+cRzrfvsxPN7UyPxMN1EHHD7//HPU1dVh4sSJKCkpUR2zZ88eVFdXo6ysDM8++ywWLVqENWvWoLa2Nmjcpk2bUFNTg5tvvhkbN27ExIkTsXTpUhw8eDBo3L333ovt27fj/vvvR01NDZqbm3H77bcHBRPsdjtuu+02dHd3Y926dfjxj3+M119/PWSNb61zIyLSg1Hy1Tt6NDSMBAAnTHD7x+YYnHjlr5/HbG5JgwEHIiJKc9GuTBXPkooExxvw679+jo8On8X7+04ndiKBeO2iWdQ9HObPn4+rrroKALBy5Urs27cvZMzTTz+NsrIyPPzwwwCAiooKNDU1Ye3atVi8eDEMBgNcLhfWr1+PW2+9FUuWLAEAzJ49G1VVVdiwYQNqamoAAHv37sXbb7+NjRs3orKyEgBQWlqKBQsW4LXXXsNNN90EAHjllVdgt9uxZcsWFBQUAACMRiNWrFiBZcuWKcERLXMjItKLHHCQm0HKBn5aIKBbysAIoRdZghPnkBPjGSYeSyqIiCjdaV0OUxbXDIcBC0Hjy5EmpaapJuq760g35C6XCzt37sS1114b9HpVVRVaWlqwf/9+AEB9fT06OzuDSjKMRiOuueYa1NXVKVG7uro62Gw2zJs3Txk3btw4zJo1C3V1dcprO3bswNy5c5VgAwBcffXVsFgsyjitcyMi0osJvoCD219SoeUpgStgacyhCtd40u3x4mBjW8KbU6ZbSUW6/b5ERBRZtEthx3VZzOSINyTV44lkmkuy0/1xfmNjI9xuNyZPnhz0+pQpUwAADQ0NQX/2H1dSUoLu7m6cOXNGGTdp0qSQp4FTpkxRtiGP61/iYbFYUFxcrIzTOjciIr0YJTeA0AyHcDySLzhhwtACAc3tvah+cseAZRkb/7Afj/1qD16tOzKk/UQS6aKIa4kTEVG6izbgEM9HBYZkCTjwemFY0n1ZzI6ODgCAzWYLel3+WX7fbrfDYrHAarUGjcvLywMAtLe3o6ioCHa7Hbm5uSH7sdlsyrbk7fXfZ/9xWuc2WCaTPvEbo9EQ9Cf58Lio43FRlyzHxSxnOMhBBJMBJpMBRuPAZ2+PPxvCJHiVzwzGm+8fg9sj4s//OI5brp4KIPi47D7UAgD48z+O46YFpYPahxaR5m8wCLp9fw6WfFwMcbiqkv8bICIikkUbcIhnulyim0YmIwY/tNM94CAb6D/MwNfVxsh/eZHGhXu9//b6jxvK9gZiMAjIz88e9OfV2GyZum4vVfC4qONxUZfo42L2Bw1c/q/bEXlZyLdZkZVpGfAzcnDCDN9nB/vdkpHR9xXffxuBx0Uawj60MJjDn2pycq0x3X80MjPNMd9H3ogs5MRhP0RENHx4o1yBIb6rVMRvX+HwHn940j3gIGco9M8WsNt967bK2QQ2mw1OpxNOpxMZGRkh4+Tt2Gw2NDU1heynf0aDzWZTPhuos7NTKbXQOrfBEEUJdnvPoD8fyGg0wGbLhN3eG/WXTyrjcVHH46IuWY6LwesC0BdEaO/oAbxe9PS6BvxM/wyHtrbuQe3b5errASFvI/C4yCRJGvQ+tLB3D/y7AkCn3RHT/WshH5feXnfM99Xe3g23I3kDDjZbZsIzg4iI0o0YbUlFPDMcApo4HDrejs4eFy6dOjpu+5exyfTwpHvAobi4GGazGUeOHAlq9Hj48GEAUG7+5T8bGhpQVlamjGtoaEB2djbGjBmjjHvvvfdCMhUOHz4c1LOhpKQkpAeDy+VCY2MjFi9eHNXcBsvj0femxusVdd9mKuBxUcfjoi7Rx0VuGin3cPB6JXg8YtgLi/4ZDoOdf+C1SP9tBAVhJP2/vwJF2rY7if7bjfaCbzC8nuT5fYmIKDlEXVIRR4EZDo9urgcAPPL9CozJz4rvRJL3EFEYuj/CsFgsqKiowNatW4Nef+ONN1BYWKgEF2bNmoXc3Fy8+eabyhiv14utW7eisrJSCS5UVlbCbrfjnXfeUcY1NTWhvr5eWSYTAObNm4edO3eira1NeW3btm1wuVzKOK1zIyLSi0mSV6nQHt9198twGCytKZAJP38nfALxlWa/LhERaeCJOsMhRhNRoXY5ca7DEb8J+MUzqyOSRE0liQ6BZlFnOPT29irLTJ48eRJdXV146623AACzZ89GQUEBli9fjltuuQWrVq1CVVUV6uvrUVtbiwcffFBZVtNisWDZsmWoqalBQUEBysrKUFtbi+PHj+PJJ59U9jd9+nRceeWVuO+++7By5Urk5ORg7dq1GD9+PBYtWqSMu/HGG/Hyyy+juroa1dXVaG1txaOPPoqqqqqgzAUtcyMi0oupX9NILTEAeZUK8yADDodPdGDP4Ra4k+QpeqRzI1MkiYgo3UXfwyGxTSOT4woj/QzHa6aoAw6tra245557gl6Tf37xxRcxZ84czJw5E8888wyefPJJbNmyBUVFRVi1ahVuuOGGoM/dcccdkCQJL730Es6ePYvS0lJs3LgRU6dODRr3xBNP4LHHHsMDDzwAt9uNOXPm4Kmnngpa4cJms+GFF17AmjVrcPfdd8NqtWLhwoVYsWJF0La0zo2ISA8GyQsIgKdfQlm4wINb8o01YXABh4df3j2ozyXKcIzWExER6Snqp/cJbhqZiFUakul6IWE3/kl0DLSKOuBw3nnn4eDBgxHHVVZWBpU8qBEEAXfeeSfuvPPOsONycnLw0EMP4aGHHgo7btKkSdi0aZMucyMi0oNR7sPgz1rQkuIgN40cbIZD0olwhZBMFxDxkG6/LxERReb1JnHTSLUMhwSkOPD06cssOXW2G2NHZg2b5UpjtiwmEREBRskfcIiiZY5cfmEa5gmLkiThf//wKXqcnojjiIiI0lm0TSMTvSxmQs7dyXS9kKCp/HrbIextaMX1l0/CP10+KTGTiBKbFhARxZDBn+Hg7d/DIUxUuv+ymMNVW6cTHxxoxr4j58KOS6LLByIiooRI5CoVkiThhbc+wx/f/0L1fbUrloTEG+K/y6Szt6EVALDl3aMJnol2zHAgIoohpaQiiviup9+ymMOV5nRPXkEQEVGa80ZZo6BnScUXpztR99EpAMC1c88PeV+1pCLteziQVsxwICKKIaPku4CQgwha6u30WhZzuGBJBRERpbtoezjoyeUOf72hdu2SmKaRvF4INFyOBwMOREQxNFCGQ7iwQ6pkOPQP/2cKLlRYPocZnnDDiIiI0k60JRV6ZhhEehii9nYCK0CSQjLc6z/0wofY8Pt9iZ5GRAw4EBHFUMgqFRqkSoZD/+TQBdZPcFPO+/h329ag15PhpB1Pw+WJBBERxY+YzE0jVfcf/3OZKAENpzoiZmSkiy9Od+KDA82JnkZEDDgQEcWQHHDwDqaHw3APOPS7eJpl8TU4Os/UhvNNLcrrvAEnIqJ0F23Ggh7nzs4eF+o+OgmHK/qSikT0cNi++wR++uJu/Lx2b9z3HYrXLlqxaSQRUQwZIfdw6BdwCJO92Lcs5vAOOPRPD20Ts5Fv7AEAlJqa8IWnMBHTSjheohARUX/R3r/r0fPhqd99gsMnO5CXYwmYhxQSYFBdFjMBK3fLy2x/1tge/533w2cl2jHDgYgohuSyCHmpSw09I5Wxwz3DwevtuxoxQEShsVP5eYr5jPLvPGcTEVG6izZjQI9lNA+f7AAAdHS5lNfUppEsGQ7x1NrhwLrffowDx9oSPZWIuh1ufHT4LDzeBESBNGDAgYgohuQMB2//DIcw3P6xw71pZODFyAWm08g1OJSfJ5paIPhDDSypICKidBdtD4dY3VyqBRLUm0am9rn7+TcP4KPDZ/H4r/ckeioRPbZ5D9b99mNs3dWY6KmoYsCBiCiG+lap8Gc4+F8Pu0qFf6xRSM5ItVaBT18mmFoBAHtcE+GWDLAKHow0+DIeUvyaJVS6/b5ERBRR1CUVQ8hwePnPB/HiW59pnod608hB735YONfpTPQUNDvR0gUA2LW/L3t01/4zqPnNXnT1uhM1LQUDDkREMWQaqIdDGO4UWRYz8GlNkdGXtnnCU4CT3gIAwGSTr7MyMxyIiCjdRZsxMNgMB6fLi+31J/H2R6dU31c7J6uVVKT6udsQoQQ22X/9//3Dp/jkSCt+/+7RRE+FAQcioliRJAlGpYeD/HUbuYmDnOFgETy6zeXY6U68s/dUXC8QAhta5Rl8zSLbxWwcdI8F0NfHQULqX7gQERGFE+15UI+mkWraupz4+ydNcHv6AhrqJRUx2X3Cebwiuh1u1SBLsvN4RPy8di/+/EFfaUV7lxO/q2vAoePtCZsXV6kgIooRSQrMcDBq/pxT8n0169k08oFf/gMAkG+z4quzc0Le/+vuEyiwZWDmBfqtHOENuHiyGXoBAB1iJgz+Y2ITfK99sP8MfrXtEJYvKseFE/N123+yStFrNCIiGoJob+A94iDLLiPcRz/4yw/R6/TgTFsvvr94OgDAEIcMh79/0oTPT3Tous3B+O9f/AOnznYj2xr+NllKwrN5c3svmtt78XFDq/La7oO+Zcj/+P4xPL9yfkLmxQwHIqIYESVpwFUqwkXOXf6AQ4bgURor6uV4c6fq65u3HcJTv/tE130FllSM8Gc4dIhZ6JKsAIAcfxPJvQ2t6HZ48ORvPtJ1/0RERMNFvDIcIu2n17/05O6Dzdj81mf46POzqkEKvRMTN/3xAHbsVS/ziKdTZ7sBAN0O/bJM0x0zHIiIYkSSJCXDwRtFfFcOOACAGfqe8OJZuSA3tMqAG1bB17SoQ8xS/j1HcASNZ1UFERGlq6GsUnG8uQuj8qzIzIh8a6f1XNvU2oNXth0EAMy9eEzI+9HOdzg7fa4HTpcXE4ty+15Mn19/yJjhQEQUI15RgkkYRNPIgFiwnn0cgPj2SpAvRuRyCodkghNmdPozHHzLZPbNJ20CDmnzixIRkVbR3r/LQf39X5zDfz3/AVZv2hWDWfkkY9PIrTuP4aU/HYzLPH6ycSce+OU/0NHtivm+UhEzHIiIYkT09C1F5IX2Hg4SBLgkIyyCV3PAwSuKeP6PB1A6YUT4bScgwyEvoJwCALpEX8DBJIjIgBtOWHxz4+MCIiJKU9HeOMsZDh9+5lvxqdWubRnHwVwHJGPTyNq3GwAAl18yFpPG2uKyz5a2XozM813D8IpFOwYciIhiRPL2NX2MJsMB8JVVWAQvMjQGHD440Iz3Pz2D9z89E3ZctMtuDYXX39BK7tXQ6Q80uGGCUzIhQ/Ag1+CAU/QHHHj2JiKiNBXt+Vnu4SBEWr8xRPQn21hnOAxlW05X/JYQj+c1VCphwIGIKEZET1/qnbwsptZVlpySCTlwwqKxh4Pc5CmZyCUVmYLvOPRKFuW9LtGKDGMXcgxOnB1ko+3hipcrRETUX7T3slt3NeLv+5pwXmHoylNh9xPdbgCoL2yh5823dwjpEvEs7Th0vB2/3PoZqv95Oh+SRIE9HIiIYsXrK6nwSgKkfl+3keIOriiXxlRbskpNpHO6nidub5iAg9zHIce/NCYREVE6i7YJo9PtRUu7A3s+PxvV5wZXUhF6jaFnSYXbM/gnD/Es7Xh1xxGcPteD1Rvfj99OUwADDkREMSJ6g5fEBAAhYqjBx4W+pTG1MGhMqZQkCZ99cW7AFEQ9n1jIF0/yqhQOyay81y1mAAByDNpqTlOJ0+3FoePtTM0kIiJFMp8T1J5pyA8omlq78ZONO/HevqZBb9/tHXzAIXHNK5P37yvZsKSCiChGJH/TyGj7NwB9GQ4WwR1hpI/WDIe/7j6B1//+BUrG56m+r+d5O1xJhbJSRb+lMdNBzW/2ormtF9+ZPwVXzy5O9HSIiCgJxOu+eTA36BZTaONr+Rz/wtbPcPpcD5574wC+PG3soObkGSYZDjQ4zHAgIooRyevLTvAGftX64wJq6YmBlICDxh4OBo3f5j0O3/YaTnaovq/nutryprIG6OEA9DWUTCfNbb4ykh17TyV4JkRElCz0PP+GM5i9mEyh1yxy2eRQshNknmGY4ZDECSlJhwEHIqIYkfxNI91S6JOBL100GmPyMzFv+jjVz/ZlOGgMOGjtRhlBLFI65ZKKoICD0sMh/QIORERE/cVtaejB7EblM3KAZKjXH5Ikwe0dStPIIe0egO93ef/T0zjbzr5SscCSCiKiGJHcvptpV0DvAvm0nGE24uHvVUAQBNUn3bHq4RBJLCL2SkmFyAwHIiIiNWKcVmzSKd6AT460wpphipixGc7bH53E7989ihuuLBn0NvR4UFK39xRe+tPBIW+H1DHgQEQUI3LAwTnAV224k7QzylUqhnLCD6RnhoOc5igHHAKbRnYyw4GIiEihd4ahvceF3Exz6PXBYPaj8pETLd040XIk6LXavx3G6XM9WP6tck2ZDy++5bvJf+6NA9HPSZ6aDsftYGPbkLdBA2NJBRFRrMgBh8AMB41xAbmkIkNrDwd94g26ZjjIm1JrGskMByIioj569iL45Egr/n3du3j+j6E38rEs3Ni6qxF7Pj+LQ43tMdxLsIEOm9uj7YENABgHcRGVuNUxhh8GHIiIYkTy+JZ8lLMVohHYw0HLSU23Hg56Nq3ybyqwh8O/fascDy6ZHdDDwQkuLUVEROlOz5KKP7x7FADw932nQ94bzH1ytNkXriGsOhEttbn9dfcJfP9nddh9sEXTNoxaO2/ToPDoEhHFij/DIbCUQCu5h4NF8MCt4cStXw8HHUsqAAgQkWmQAw5mzCotxHmFOUqGg0kQkalx6U8iIqJUpef5N9wT+8HsJ9qHEfF8+q8WcNi87RAA4H//sE/TNgZzDcVHJdqxhwMRUaz4MxxcQRkO2k5qgRkObq8Iizl0pYtAegUc9F6VyxoQTAgsqfDACIdkhlVwI0dwBL1HRESUbvTq4SBJkm7XBDJvlHOLxYpXA5EkoK3TiRE5FtQfOou/7j6uvOfVeFFjNA7ieDHioBkDDkREsaL0cBhKSYUbLreIbGv48YMpqRAQer7U9amEJCnZCy7JCC+CgyZdYgasRjdyDA60iDb99ktERDTM6HH6/c32w9h9qBk5maGZlWfaevCb7Ycx9+Ki6OcW5dOIeK24AQB//sdxPPv6fiz88kS88d6xoPckCWg42YGcLDPG5GcNuI3B9HAg7RhwICKKFdHXsMgTcKMdbdNIC7xweyOfuQfTwkEQhJAAg549HCSoN4yUdUpWjEIXcrlSBRERpTk9sgLe+qARANDSHnpe/Z9XP8HJlm7s+fxs1NvVmikgi2dJxbHTnQAQEmyQ/fSl3QCA51fOH3Abg2oaGfUn0hd7OBARxYo/4CBK0X/VOgN7OLgjd1oezIlPLUih77KYgFVlSUyZ3MchmytVEBFRmtO1abOKlvbeQX822muDeJZU6EHvEhQKxoADEVGs+AMO3kF81fbv4RCRTud2va8RwmU4yAEHZjgQEVG6i/U9+lBWs4o2GDLcAg6DWaWCy2Jqx4ADEVGsKAGH8Cf5u667GGXn56N88kjlNTngkCF44HLHphhSULn40PsiQe7h0CuqBBzkpTGZ4UBERGku1jfpaud8raJNvkjGe/FwQRMTMxxiigEHIqJYkfwBByl8D4fZF43BihtnwpbVV3bQ18NB27KY0iBSHNRLKqLezIAkSAEZDgOXVOQww4GICADQ0e3C8eauRE+DEiDWT8yHck8dbQ8Hp8uLDz9rRo/DE/KeJEn45dYD2LpTvedCrITLFmVJRWyxaSQRUayIvhNtpAwHRcAwuedBhuCGyx16wg4xiOsUtVlF24k6LClCSQUzHIgoBbyz9xT2NrTiussn4fMT7Zg3fRxMxsE907v/uV3o6nXjoTvnYPyobJ1nSsksxi0chnRTHW1Jxa/+cgger4SLJubjP2+aGfTekVN27NjbNOi5DFZHlxOnWntwyeSRIcdiUMtikmYMOBARxYjgXxcqsIeDoDH4IN+gGwUJotsZcfxgrlPMJgNc/bIndG0aib6SCodKwKHH/5o8hohoOPrF1s8AAPWHWgAADpcXcy8uQk6mGWZTdIGHrl7f9+Huz5ox/vJJ+k6Uklqsm0bGM+Dg8frGHzjWprxm73Gh/lALRmRnDHoeQ/HQCx+i2+HBd+ZPwdWziwEAO/efxj8ONGNiUW7U20vGspFkxYADEVGsKCUV0T/pcsMIj2SASRABV0/kXQ3ixJeTaUZ3v3RHPU+gkiQh0zBwhkNfwMGl306JiOLIpbKK0F93n8Bv325A+eSR+OG3pw9qu81DWFGAhqfYl1QMPuDw0eHol9Ls76nffoyGU3bk5yYm4CBf7+zcfwZZGSYUj8nFxj/sBwDsDwiMaNXZO/welkiSNKReHoPFgAMRUayorVIR5ns+OPtBQK9kQa7ggKQh4DCYHIfsTDPQFnxRq3fTKmuYHg5yI0kGHIhouOlxeHD4ZAcKVG6e2jp9WWmfHGmNapuBN5weLasTUUqJtk9CtBLVpsDrz/ZsOGUH0Pf/R6IcO92pZCXJnK7Iy4/319ox/IKCEsJehsYMAw5ERLEyhGUxAd9Nei4cENyxOallWowhr+kdcMgK08OhNyjDIVGnQSKi6L3x3hd464NGjMnPDDuu1+lBZoa2y+3AG06DQYjZ08jOHhfcbhG27ODvZY9XRN1Hp3DxpAIUFWTpvl8KL1YBB49XhChKCWuMeN/GXTEPpiRCa8fw6z8lihIMCehXwYADEVGMCNGWVPQ7B/RIGQA6YXB2R/yoXnECSceHapLUtwKFvCJFoMA+FRZ44EJoFgQRUTJ664NGAMCZtvAB4XN2B8YX5kTc3uGTHejo6nvyu/PTM9h35ByWXXcxLjq/YGiT9XO5vXC4PLj/2V3weEU88v25QcGQuo9OYfO2QwCA51fO12WfpJ03Rlktqzd9gDPnepCblZhzbKqWB22vP5noKUQtUX0nGHAgIooVlQyHaOLKHaLvCZPR1RFx7GDOIWqf0btppLwChbwiRaDAPhWZggsulbILIqJklJlhQq8z8gpCDn+Ph+a2Hjz5f3ux4EsT8LVLzwsa4/Z48fBLu0M+29XrxuOvfIT/+M50TJs0clDz/ODAGbS096J4TC5qfrMX5SWjcM6f0v7R4bNwOD2ouLgIZpMBH33eonyu8UwnisdE30iPBi9WWQCnz/nKMu09w6/nAOkr1n1CBsKAAxFRjESd4dBPm+hbEs3saI88WK8MBz1PRqKIbMF3YauW4RDYpyLL4EKHl0vAEdHwYNSYnt7c1ou8LAt+9ZfP0dzei83bDuHL04qwt+EsMi0mHDllx8WTwmcw/P7do0EBB4fLg3c+bsKsCwoxMq/vu3Xv4bMosFkxYbQvo6KptRsbfv9p0LY+aehr/vfs676GeUebOtF0rhsNJ+3Ke7948zN8pbwI4wtzYDQIMJsMKMjNwN6GVlSUjUF7lxOZGSbkZoWWy9HgeFKw7CASrYE70gczHIiIUo1ahkOYetz+77T7MxwsmjIcoj+LqJ149LzeMYlOGAXfBrsk9a7Ucp8KNo6kZHT06FGsWbMGu3fvRmZmJq699lqsWLECVqtaAI3SidaAg3xTH+ilPx3Ezv1nlJ+PnAr/Hd9w0o6395zElTPHAwD+8uEJvLrjCP7w7lE89e/z0NHlRHuXC2t/+zGAvnKIky2Ry/EA4N1PmkJeO3amE8fOdAa9NmlsLo42deLjhlZ83NCKwhFW/Os3L8SHn7VgceVkWMyhfYHIlzn40p8OwuuVcOs3psJkVH8I4fWmX8CBwYb40rtPl1YMOBARxYo/w0EcZDPEHtF3k97e1o7t9Scwf9Z5Aw/W6Ryi58nI6PWVU7gkI7xQvxDt5dKYlKTsdjtuu+02jBs3DuvWrcO5c+fwyCOPoL29HT/72c8SPT3d/Gb7Yew6cAY/ueXSoKflpM4rivB4JTgG0dVeFhhsALQtyffinw6ix+nBNRUTcey0LxDQ7fDg8IkO/H+/rg+6WbX3uODxiGjv0nc1gKNNvv3WH/KVXjS19uCRl+sB+M4dNy8o1XV/ejh8ogOZGUZNfTSGKrAx47HTnThnd+DNXccw+6IxqPvoFABg7Mgs7Np/BrP9WSIHvmjDT757KTIzTMpqDjR4RoOQkg0q9cKSCiKiFCOIQyupcPh7Ghi9Trz850O47MLRsGlMXxUgYrKpGSc8BXBCe8qrnicjOeDgCNObgQEHSlavvPIK7HY7tmzZgoICX8q70WjEihUrsGzZMpSUlCR4hkPX3NajND/8z/XvIT83A//xnRkYP8pX3iSKEj44cAbTJo9ETiZ7rHi8Ir73+Nu6b1fr1+5v327AlPF5KLD1BYYeeXl3SLx5685j+NMHx/WboAZ/3X0CI3IsmDohH5PH2+D1SjCbBnfuG0jjmU58cKAZX7pwNP74/hdobu9FXnYGPjnSiqULy/DJ0VZkZpjw1RnjUbf3FHZ+ehrdDt8T9Pu+eykam7vwlWlF8IoSMjNMOH2uBxaTAaMDVuT4+ydNGDsyG5PH2cLO5fS5HgjwLS+99/BZeEUJL751EP98ZQne+fgUmlr7lrMOLFXZ8u5RuD0iGpu7lNf2NpxFRVkRb5R1YMu2JHzZzWSWqP/EGHAgIooVKbplMftXW/T6b9Tlm3GnywsMsFJZ4DnEAjeW27bhfNNZnPKMwOP2hRBV5qAWXNDzAYvJ6zvphw04iAw4UHLasWMH5s6dqwQbAODqq6/GT37yE9TV1Q37gMPHDa3YXn8i6LW2Tiee/+MBfKtyMto7nag/1II9n/tq/i8pGQmrxYgPDjRjTH4mHlwyG129HmRlmCAIvtTodz9pwuXlY5GdaYZBECBKvkwASZKQm2VBR7cLmRYjBEGA2+OF2WRQbrL+/slpzCotRH5uX/mVVxQhSYDJaFCWiHS6vTAaBP8+vcjJNKOj2wVBQFBAtqvHhd0Hm9Hd64bFZMQFE0bgw8+aUWDLwMQxuXC4vBidn4ld+8+gdMIIjPJnd4Qre2tJgm77j26uD/pZ7f4h3sEG2e/qjkAQgLKJ+TjS1Il/ueoC/P7do7i8fCwunlQAs8kASQIOHm/H9CkjkZtphtFggMPlQZfDowS6+ut1enDoeDte+vNBnLM78ebOYwHv+m7cn32jr3TlbyqrB/zU35TzpT8dBAAUj8nB8eYuSBJw/RWTIELA2PxMbPrjAQDA1bMn4Gy7A7d980LkZJohShL+uvsETrf2wOMV8f6np2E2GXDx+QX48GBfs83f/O1w2GPk9oSeZE0G3/k5HUsqKL6Y4UBElGIE/927Z4Bygkgc/qf/GYKvs3S4cofAt76UcQTnm3w3CeNM7bjAdBoHPeM07VPUMfxtUDIcBs6w6FEyHNg9m5JLQ0MDFi9eHPSaxWJBcXExGhoahrRtkw5Pftu7nPjpCx+ivdsFoyDAaBRgMhpgNAi+f4wGmIwCrBYTPF4RHq+IiUW5aGrtweETA/cMONpkxxOvfBTy+scNrcq/n2nrxfd/Vqf6+d/VHQl5TYC2qq/N2w4hPzcDPQ6PcmMmShJs2RY4XB643SIk+IKzJqMBbo+IvGxfIENmNhqQl2NBe5cLniiWGRTga2B3SclInDzbjWvnTsR7+07j1Nlu3PbNC7Hv6LlBFselF0kCPv3CVyIi37xvefcotrx7NGjcK3/9POK2RtqsmFo8Agcb29Fqd+g6z8YzfRkGW945GvK+HLTZfagFVotRtYTG4/UGBRsGyyOKMJkMup5/05XeZUSpxmg06HL+iRYDDkREMSJIvlRO7SUVwZezcmaAVQ44hL0Y6Xuv2NQa9M5MyxfaAw46Rr9Nou/E36uhpCKLGQ6UZOx2O2y20LRqm82Gjo7IjVwHYjAIyM8f+oosvV4J7d0uX+aTRoE3WYEGuqHSSzTfKmrp0Pbu4O8HSep7UtzR7z23V8TZjuhvTiUAPU6P0l8hcHUHtQAMxV6r3YH39p1O9DRi+v8GAEiCAfn52WAHh6FL1CoMw0Vmdgby8wdIlY0hBhyIiGJF9AUcPBpLKvoLDjhIYWvvAk+y5xl9AYc6x4WotH6GSyyNqO2ZE9K4Ue3ErGcNqUlDhoPSw8HAgAMND3Jq/2CJogS7vSfywAgyjQKe/o9KSAYD2jt64XZ74RFFeL0SPF4JXv+/9zg9OHyyA3sOtsCaYQwKOkwYnYPrrpiEL104GpIEvPzng/jLhycweZwNR0756s4vv2Qs6g+1oMfhgSAAs0oLMdJmxbHTnfhGRTE++vwsMsxGWDNMcLo8mFqcj2OnOzFtcgFcbhEujxfFo3PxxWk7vKKELKsZGWYjMiwGZGeY8cZ7XyAn04w5F4+BLduC1g4HsjPNMPmbv5mMBpyzO5Drz3LItpphNhrQ0e1CXo4FBxvbMXZkFto6nbCYDHC4vNh9qAWzLhyDkrG5ON3ag5G2DLy58xguKRmFHqcHhSOsaG7rxd8/bsLiK0twtMkOSQJ2fnoan4fJ/iB9XHXZeTjd2gOjUcCFxfn4v+2+MgSrxYgrpo9DW6cDHx/2ncdcKiUIqablXDfa2rrh9sQ2sEG0ZM02zJ81Hv96zUW6bM9my4RxgFVXAjHgQEQUI3LTSI802JIKf9NIQYIFHkgaggFGeFFk9F0w1zkuwnRLI0YYelBpPYDtjmkRP69nl+xoMhzYw4GSjc1mg91uD3m9s7NzyP0bPDrdRFlMviejGYbw27y0tBDf+eoUAMCu/Wfwu7oG/Nu3ylE8JhdAX+34oism4+LzCzC1eAT2HTmHg8fb8Z35U3DT1y4A4AtSWsyGoGX9ppeMCtnfjCmhr+XnFqrO7btXTw36Occa+n2Rlx0atJSbWF5a6tvuuJF9WSMzSwuRn5+NtrZuZGf4LnX/5argFRQmFdkw56IxAICJ/uMwb/pYtHY4cPhkB55744DqfCk6BbYMzLtkHNq7XfiXqy7AwePtmDphRNB/Q1fPLlb9rNPtxQtvfYapE0bgbIcDu/afwZyyMfjj+8dUxw/GhcUj8FljOxbMLsa2DxqRlWHC/EvPw4efNeNfv3khXnjrM3x15njUvt0At0fE96rK8OqOI/jqrPGo/dvQSqtk3b0eeDwiezhQXLR1OnU7B2nFgAMRUQxIoheCP5F4sE0jXTBBlAQYBAlWwa2p3GGssR0mQUS3aEGrmIM/9V6C72TvxHzrfvzNcTGkgLINta3pecFjjCbDgQEHSjIlJSUhvRpcLhcaGxtDejsMJ3PKxmBO2RjV9zIzTJjuDxZcduFoXHbhaAAIujlMZUaDAaPzs1A4IhNFBdmwZZvxo/XvJ3paw9J3v14Kp1vEZRcWYlRepvL6xecXhPlUsAyzEd+rulj5eXFlCTxeEdlWM8onF+D+TR8AAL4xpxj1h1pw1aXn4Vd/8fWGOK8wGydauvGVaUUQJSArwwSjUcCf/3EcNy8oxd7DZzGxKBffnFOM0229mHPJeMycMhKjbFaMGpGJb82bDAD46dIKAL6mqfYeN6aMz0PFxUXwiqIScBiTn4nm9l7Mmz5OWf4yGm5/rxEui0nx8G/fKo/7PhlwICKKBX85BQB4BrksJiDAIZmRJbhgFdxhyx3kd84zngMAnPAWABCwy1mC67M+RK7BgbHGNpzyBlzsqa5SkZgeDgw4ULKZN28e1q9fj7a2NuTn5wMAtm3bBpfLhcrKygTPjmJJEARlWcRFV0xCU2sP3B4Ruw8NvUFgsrl69gRdV7W44aslONTYjssvGQuzaXDZfeGYjAZ8Y44vI+KGK0tw+GQHvjVvMr791SmQJAnvfNwEe48LP/qXWfjsWBumTS6A1eK73fGKIi4vH4vxhdn42qXnKdssneBbGWXa5JEDPvkdnZ+F0fl9PxsNBnz/ny7GOx+fwq1XT0VeTgbOnOsZXMDBX0rBDAeKtUtKRg6pJHCwGHAgIooFb1/AQXOGg8prDsmMLLgiZjjISx2dZ/IHHDwF/n0bcdg9BhdbTuJC86nggIPatHUNOPgzHERmONDwc+ONN+Lll19GdXU1qqur0draikcffRRVVVXDfklM0q7qK5MAAJsCll2Mp0e+53vC/v827ozJ9ovH5OKef74EZzsc2Lzt0KC28eVpRcjJNGNWaSFKJ4zAN+dM1HmW6r5ZEbwfQRBw/22XwStKyDAblQwdmdFgwHmjc3Tbf/9sodH5mf55RNe80O0RIUmSrudfokCXlhZi4ZfPx/jCoTcsHoz0yJEjIoozSexr/qQ14KCmr3GkC5KGbMvx/gyHkwGBhYPusQCAC0xngsaqXdzo2zTSl+HgUMlwkIMrvaLvvXgFHP7xWTP+43/eDbssIBHg6+HwwgsvICsrC3fffTceffRRLFy4EGvWrEn01CgBZpeNgcko4J++cn5c9zumIAtjCrJCXpteMlLpY3HZhaORYTFiVql6n4xwMsxGTJ8yClPG52kaP74wG9MmF+Cmqy5QXrNlW3Dj1y5A6YQRUe9fbyajARlm/TMrtLBaTKj5t69g7Q+uiOpzDSft+OFT7zLgQDFTOXMcJhblJqw8jhkORESx4PUtZekrpxh8+pp8s54ZMcPB92e+oRsA0OLtW87vsKcIADDZfAYGiBD9AZCGU6EN8fTNcJBLKrRkOLghQMKnX5yDLcuCCTo+hQq0fss+AMDPa/fif344Lyb7oNQxadIkbNq0KdHToCRQPnkknvmPSpiMBlw2dTREScJ//+IfQ9rmpVML8e2vTsGv//I5zrT1oKnVt3pJVoYJPU6PavNNAPjp0jkQAJw+14MPD7bg65dNAARfE9Elj/0tqjnIN+cWc9+NSE6mGV29btXx40ZmY9n1fQ2I39t3Gt+co970MR3l5fjKM/7rX7+E7fUncOHEfDz7evjsmFZ79Mu4EqkZacuA1WLC+MJsTJ0wAkUFWciymlE8JjbXVFox4EBEFAvyChXRZDeo1NXJDRetgjtsfwUJEgRIsBl6AQAdYl+TrlPefHSLFmQbXDjf1IIjHvWGcYDOPRyUppEqPRwEAFJfwMEgSLDArax3//zK+brNQ43Hy+ZcRBQd+elguLT8yhm+xoFf/9IE/Pkfwb0RSsbZlEDvT5fOwVj/yho/+OdL8NfdJ5SShqVVZfB4JZSd39c04LZvTMVLfzqE6kXTYPCfK8aOzEbVl9VTpCeNteFok9235OhFY/DJkVZIAFrae4PGGQy+bZlNfeeqbKtJCTiMHpGJ88fm4vLysdhefzIos2HBZROw4LIJAx6LdDaxKBe3X3MRJElCS3svzivMwf+8+kmip0UpaJL//8+vzjov8uAEYcCBiCgGJH8Ph8EuiSnrK6mIsEqFBGQLDhgFCaIEdEqZAW8J+NR9HmZnHMFllqNhAw6xWRYzNMNBgAAJEtwwwiMZYBJEZBlccIbp96AnZq4SUSzcvKAUiytLkGU1IctqwvlFNvy8di8AYMKYXKy8ZRaMhtBAdOATyJF5VpxXGBzUqJwxHhUXF0UsF7jvu5fikyOtWPjl87H/izZMHJODvJwMSBEyMswBqdbWjL7bg0e+X6E0mZs2eWTYfVMoQRDwT/4+IER6+5erLsBVwyDoxx4ORESx4C+pGEr/BqBvhQer4Iq4LOZkUzMAoEPMUsomZB84fU3uZlq+gAnekM/KYlFSodrDQUnmENATUFYRP4w4ENHQ3PfdS1F2fj5u+lrfU3+jQUBOphkG/43mJSUjccvXSzFhdA6u+8r5qsEGAJgyPg/fmF2MirIxGDdKPWtBS2+CkvF5uP6KyTAZDbikZKSS4i8IAkbmWUPGy30gsqx9QYa87L7AbyI62qcquWFffm5GgmdCw90/X1mCR75fEbTaSjJjhgMRUSzIJRVRLIk50CoVgJaSCuAC82kAwF53aIfww54itItZGGHowWRTMw55xqpuR49luWrfPoxPDp/FCg09HOT3bXDEdaWKaDqIExGpKRmfhxU3zkTDyb4mtGo36PNnnYf5EdKdBUHAt+dP0X2OgW77xoUwmz/HV2eMw9l2B9o6HUq/HLPJiMfumgtBAF7bcSSm80hX/+/mS3GipQsffX4Wb33QmOjp0DA2ZXwexuRnRR6YJBhwICKKAUn0l1QgipIKlYhDYA+HsMEACRhj9F30nvTkq7wtoMWbixGGHmQZnANu5tTZbjS1diu1xYOxdWcjMuCCUCD/Dio9HAIkYmlMBhyISC+Tx9kw+6LRKByRGXlwAo3Ms2L1kgq0tXXD4wktn5PnH1hSQfrJsppQOmEE9nzekuip0DA3Iic+5ad64TcKEVEs+Hs4eIeY4eAMKKkIV+4gQUKhoRMA0CzaVMco28LApQu7D7Vg96EWbLi3EpYhLC1m9ZdHeCUBbpWgS+BDwF4xEQEHRhyISB+CIOCu66ZFHjhM5GaGDxLT0JhNiVm2k1LDV2eOT/rgZn8MOBARxYIccNCph0OmIXwPB0kUkWfwLanWLqpnJ8iZBjflvA9rtxvvOqcOmIHR4/QMKeCQIXgC9qkWSvEvU4EEZTjEbU9ERMPLVZdNwK79Z3DZhaMTPZWU9PUvTcBHn59F8ZgcvLfvdKKnQ8NETqYZ6+65ItHTGBQGHIiIYkApqRjiKhU9kq+5VJbgQqdKhoMoSWjvdMLk7lZWqLCL6pFviz8IAACLsj9ErqEXr/deqj7/Id6RZ/gzHFyS+mkmKMNBJeAgSpKy9BsREcVPTqYZj3x/bqKnkbJyMs14cMlsnD7Xw4CDjiwmA1wqpUL9/fhfZqLuo1MYnZ+JP/z9i9hPTCdWy/DNjGHAgYgoFuRlMQMyHP7pK+eH/YigkgnQ7Q84ZAtOdIhSyI348388gPf2nUZlsQdl8C2H2X+FCpnNELz+uryqhZqhlhzIGQ5OqKfmBv6mchZHlqEv4CBJUnBUYojOtvcq680TERElGs9J2tiyzLD3RF7Fyqwx4DBhdA6+908XY+f+4RXsYcCBiIiCiX0lFVMnjMA9N1wCqyX6r9xuUc5wcGLn/jN4edshLLvuYlxSMgoAlKcjZ5uagFzfkpgDyRaCm0WGK2GItARnJHI2xUAZDoFUMxxEwKjTws1Otxc/2vC+PhsjIiLSgZFZfGEJAmA0GDBuVDbsje0Rx5tM4S8aKi4eAwFAltX3kMNsHF438BnDOOCg0+UcEREF8faVVAgCBhVsAIAe/814lsGNA0fPwuny4ue1H4eMG+Hv39AxQDkFAPyuZzYA4BOXb3m2saYOZAsO1bFh+lNqIpdUOAcKOEQoqdCzqWNnd/x6QxAREWlhNKZ+wOHy8rEwGQ345ytLov7sI9+fi6f+/QrNTTbNAU8pbl5QihuuLMH3qsoAADd97QJ8r+piLK26WBlTYMuIek6JNNjryGQwfGdORJTEJHEQTSNVrj3kHg6A74a8W7KqflQulwiX4XDAPR7/r+07sApulFtOAADuzPkb1nZ+M2TskEsqED7DIbB8pGeAHg56EfgUiYiIkkw6lFRMGJ2D2745FUaDASeau3C8uQsnz3Zr+myGyYAMs1FzdWVguWnFxWOQ7c9kmHHBKNWb9UljbfjWvMkYlWfFxtf3a9tJAg3nkgpmOBARxYKS4WAY0g2vCAN6RN9Js39JRKC+DIeBAw6AL4Ah3+ADwGRzCyYYz4aMG3rTSH8PB2mA5dUiZjgMbf+BBrqo+/27R4ddDScREaUGYxoEHDyiCKPBd7v5vX+6GA8uma39w/5rJ60NpAOHBT7UCJcZsPDL56Pi4iLtc0qQzAwj5lw0JtHTGDRmOBARxcIgMhwGOqX2SBnIghvZBicwQD+kPEFbwAHoWx5TNjfjMI73jAp6bagZDhYl4KChh4MoBxz6mkLpm+Gg/vrv3z0KAKgoS/6LDSIiSi3pEHCYVGQL+nkwD2C0fiRw26mU2Hjj/Cn4+uziRE9jSJjhQEQUA5I3+mUxbdkW1df7lsYcOMMhz5/h0K4h4AAI+P86rsWbPdMBADMsX8AIb9AI3Xo4aFqlIrYZDiypICKiZJPKAYdHv1+Be/75Elw4MX/Q25CPjtZzeOCwWC2rveTai3DlzPEYOzI7JttXIze5HM4YcCAiigWxb1lMree9BV+agIqyMai+flrQ6/JKFeFKKuQeDnZp4KaRgU56R+LPjnJ0ilZkG1w43xRcVqFXhsOAPRxUSiqsggsCfPsVhxrxICIiSmKp3MNhdH4Wpk8ZFXmgBloPk8Xc94AnVs8ZvlI+Fndce1FcG35mZw7/goTh/xsQESUjb19JhdbTUobZiO/908Uhr3f7MxyyDeoBBwNE5Pjfs4dZpaI/CQYc8YzGdEsjik1n0eDpqw882+7A7oMt+OrM8QNmXoSTEU1JhT/gYBB8mREOyaLrKhW6pksQERHpIFZP4VOG//BozXD48sVFMBsNyMk0wxxhicyhimfmZHYKZDgw4EBEFANBJRVDPDF1KyUV6ss75viXthQlIaghpBaNnpGYbmnExH6NI9f9zrf05qHj7fjPm2ZGO2VYEGFZzIAwjAdGuCQjLIIXmYILDsky5JKOQAw3EBFRsmG5X3h9JRXaxmdYjPjJdy+N2XwCxascZqTNigmjc+Kyr1hiwIGIKBbE6DMcBiIHEQYqqcgx+AIO3VIGpCgr5b7wFAIAJppCV6oAgAPH2qLanixDKamI3MMB8GU5WIRe5AoOtCFH1wwHJjgQERHFVl62BR3d6g9G4kHPZtORxCNWtPE/r4TBIKREJgwDDkREMeBx+U66vgyHoW1L7uGQNUBJRa4/w6FTtEa97UbPSIiSgAJjN2xCD+ySlqaTkSmrVAxwmul//jzjzUOeoRfjjG1o9I5iDwciIqJh5NKphbj4/AIUj8kNO04QtD0IEKJcFlMawnXD0oVleOP9LzBuVDZ2H2yJOL69c+CeWnrIyTTDZEydVoup85sQESWR5jO+jIEeyRK0HvRgyKtUyKUT/ckZDp1S9AEHF8w45R0BAJhkinyS1crqX6VioKaR/Z3y+jpZjzF2ABhw9c9BiZQtEc+nIkRERKlIlICZpYUYmRf+WmTORb5+UZqf3GscNpTnFHOnFeGnSyswdqS2hy5tMQ445OVE3zsrmTHgQEQUAwa3b5nKHsky5NS7VtFXvzfK0Kn6vpzh0DWIDAegr6zifJ0CDpkZJozwL9OptYmlnMVh9fepGMqTimgxm4KIiGhotJ5Lv3v1VNz2jan4j+9M1zRe6yWUHg8PhvqASC/zZ45P9BR0xZIKIqIYMHl9y1T2iBnIGOK2zvgzEPKNPciAC04ER777Mhy0r1AR6Lh3JABgfuZ+tIg2vOcsHfxkAVjhQK5/Ti1em+qY/s2yev29HjL9mRF6Zh1E2pSuK2IQERGlIa0Bh8wMEypnjMfJlq6w4/ouE2JfUiFL9FKl3/7qFHxjTnFC5xALzHAgIooBsz/g0C1lDDle3itZ0C36ggx5ht6Q9wsMvpP2YHo4AECTZ4Ty79/J3gnDEAsa8oRuAECXmAEntC3n5PA3xrQafBkO+q5SEaGkQs/6DSIiojTkjfLErfXmXmuW6KgRg3voMph9xUrhiMFdxyW7mAQcXn31VUydOjXkn5/97GdB4+rq6nD99dejvLwcCxYswObNm1W3t2nTJsyfPx/l5eVYvHgxdu3aFTKmq6sLq1evxpw5czBz5kzcddddOHnyZMi4o0ePYsmSJZgxYwbmzp2LNWvWwOFQr4smIhoMSZJgEX3fK76SiqGfweSlMeVshkCTTc0AgEbPqEFt+7Q/g0JmHWD5Ta0y4fu8PGct+mc46Jp1EGFTiezh8MmRVpw+15Ow/RMREekh2vN2pB4OQr8/B/Kjm2bihq+WYOYFg7sGCtqnxuu1n/zrl4a8r/4qLh6DaZNH6r7dZBDTkornnnsOubl9nUrHjBmj/PuePXtQXV2N6667DitXrkR9fT3WrFkDi8WCG264QRm3adMm1NTU4Ic//CHKyspQW1uLpUuXora2FlOnTlXG3Xvvvfj0009x//33IycnB+vWrcPtt9+OP/zhD7BafdEiu92O2267DePGjcO6detw7tw5PPLII2hvbw8JhhARDZq7Fyb4Vmno1NjDIJJu0QoYO0OWxjTDg3yj74ZVLo2IVv8shCzBhZ5BNKCUWf1z7JUGbnrU/5yuZDjIJRU6pjhE2lKiSiqaWntQ85u9AIDnV85PyByIiIj0kJOpLaNRJkTMcBCC/hjIhRPzceHE/Kj2PRCtFRU5Wfo2dXxi+VeQnzvUAtzkFdOAw8UXX4yCggLV955++mmUlZXh4YcfBgBUVFSgqakJa9euxeLFi2EwGOByubB+/XrceuutWLJkCQBg9uzZqKqqwoYNG1BTUwMA2Lt3L95++21s3LgRlZWVAIDS0lIsWLAAr732Gm666SYAwCuvvAK73Y4tW7Yo8zIajVixYgWWLVuGkpKSWB4OIkoTUo8dAOCQzHDDpEuKXpc/WyC739KY+YZuZV9ylsBgvNZzGRZlfQjAF3AYikz45tgjhgk49Pu5L8PB3zQyfgkOupZvEBERpZPli6bhvX2ncd0Vk6L6nNab+3g2crykZBR+V3cEWRkm9Dg9A46zmPQtEsgwG3XdXrJJSA8Hl8uFnTt34tprrw16vaqqCi0tLdi/fz8AoL6+Hp2dnVi4cKEyxmg04pprrkFdXZ3yVKqurg42mw3z5s1Txo0bNw6zZs1CXV2d8tqOHTswd+7coCDI1VdfDYvFEjSOiGgoxF7f0o72QfZUUNM9wNKYI/wBhzZvFrT3cg71tqMMJz2+JwSZQww4yCUZ4TIc+kdhQjIcdI04ROrhwIgDERHF35JrL8KlpYW6b/enS+fgX666AFdcMlb3bfd36dTRuHvxJci2RvfQI2JJhdaaCh1NGJ2Dh79Xgcervxx2nEXnAIHVktoBh5hmOCxcuBBtbW0YN24cvv3tb+POO++E0WhEY2Mj3G43Jk+eHDR+ypQpAICGhgZMmzYNDQ0NABAyrqSkBN3d3Thz5gyKiorQ0NCASZMmhdTdTJkyBe+++67yc0NDAxYvXhw0xmKxoLi4WNnXUJh0inYZjYagP8mHx0Udj4u6RB4X0e0LAshBAoNBGPL3Q7c/eJHjL1eQtydnOLSL2UPaPuDrNwGE9omIdu6ZYQIO8rb6X2fIGQ4ZggcGiLocM1mk/wYMBkEZk6gO1Xr9rkRENHx8pXwsvlI+Fnc8ul3X7Y4dmY2xI7Px8p8P6rpdPWntlxDvs3JRQVbQz1+dOR45mWZcMqWvbFXvgEOiV8eItZgEHAoLC3H33Xdj+vTpEAQB27dvx89//nOcOXMGq1evRkeH7+mfzRa8XJr8s/y+3W6HxWJRejDI8vLyAADt7e0oKiqC3W4P6hURuD15W/L2+u9TbdxgGAwC8vOHfsEfyGbTp/Y71fC4qONxUZeI49JlNaAbgFvyfcVaLKYhfz/0lVT4ggHy9vINvv4NbWKW+gej0OHfRp4huIlhtHOXm0aqBRzkbRkN6hkOgC9DIifHqtt3aq8nfAZDri1T+e8kM8oaVL3off4gIiK6pmIidu0/gysuGYe3PmhM9HSCaC03TdTKEbd+Yyre23cai+ZNDulPYTGldkaC3mIScLjiiitwxRVXKD9ffvnlyMjIwAsvvIC77rpLeX2gyFbg62pj5FKKSOPCvd5/e0PtIi+KEux2fTqNG40G2GyZsNt74fVyvTYZj4s6Hhd1iTwuzg7fMpVuyXdC8ri9aGvrHtI2u0V/wMGf4SBvb0KuG/Dqk+HQJspBjOC5Rjt3uaSiRyXgIG+rfxmDCAOckgkZggeZghsd9t4hHzNZe0f47+ZjJ9ux9+AZXHlZMXp73brsM1p6/a56sNkymTFFRJQCCmxWrP3BFTAYBIzIsWDP52fR3u3CmSRYHSnSvVff24mJOFw5YzyunDFe9T1zQFbi2JFZaGod/PGMVFqSCmJaUhHom9/8Jp5//nkcOHAA48f7/vL6ZxXY7b5Ga3IWgs1mg9PphNPpREZGRsg4OdPBZrOhqakpZJ/9MxpsNpvy2UCdnZ26NIz0ePS9qfF6Rd23mQp4XNTxuKhLxHHxunxBAQ98AQdJkoY8hy7/qhFyuYPb7YUgCMiVOgHoG3AY0S/DIdq5Z4ZZpULellrOgUMyI0PwwCq44HZ7dft7i7Sd/37+AwBAR48nYR0k+f8uERHFgpyu//XZxfj67GI88Mt/JHhGPlpvs5Pxfjwvx4KKsjEwmwxYNG8yPvysGaIo4ZXth6Pe1jVzi2Mww+SSkEcYxcXFMJvNOHLkSNDrhw/7/pLkm3/5z/79FRoaGpCdna0ss1lSUoKjR4+GLG12+PDhoEBCSUlJyLZcLhcaGxu5QgUR6cfre0ouZzjocbaUyx3kYECvv3tyjuTLpmiLYYZDtJQeDlGsUgH0BSgyBbeuq1RotXNfEyKvaUFERDR8Jcv9e6RLI3l1CrVhk8b6HiifV5ij86y0EQQB1d8qx+3XXIQRORm46rIJsGVHt1Tm7ItG4/mV8/Gteal/Dxq3gMObb74Jo9GIsrIyWCwWVFRUYOvWrUFj3njjDRQWFqKsrAwAMGvWLOTm5uLNN99Uxni9XmzduhWVlZVKKk5lZSXsdjveeecdZVxTUxPq6+uVZTIBYN68edi5cyfa2tqU17Zt2waXyxU0johoKKR+AQc9Tu7n/MGAPEMvTPDi/U/PoPG0Hbk6Bhza9Qo4wPf7q5VUyNRSKbv8ZSM5Boeuq1Ro3ZSuK2MQEREloaGWkesl4jyUVSpCx104cQQe/l4F7r/tUv0nNkjRLm1ptcSt0CDhYvKbLlmyBBUVFSgtLQUA/PWvf8VvfvMb3HrrrSgs9C39snz5ctxyyy1YtWoVqqqqUF9fj9raWjz44IMwGHxxEIvFgmXLlqGmpgYFBQUoKytDbW0tjh8/jieffFLZ3/Tp03HllVfivvvuw8qVK5GTk4O1a9di/PjxWLRokTLuxhtvxMsvv4zq6mpUV1ejtbUVjz76KKqqqpjhQET6kQMO/pIKPc7tPVKG0uMg39CNzdsOIUtw4JF8377adWgaKQctcgxOmOGBe5CniEzDwCUV4XTLZSOCQ9cMB62b6p8lR0RElGqSZUGEzAxtN+iq05VCV5NItGhXrtD6+6eCmAQcJk2ahN/+9rc4ffo0RFHE+eefj5/85Cf47ne/q4yZOXMmnnnmGTz55JPYsmULioqKsGrVKtxwww1B27rjjjsgSRJeeuklnD17FqWlpdi4cSOmTp0aNO6JJ57AY489hgceeAButxtz5szBU089FbTChc1mwwsvvIA1a9bg7rvvhtVqxcKFC7FixYpYHAYiSlOSx1dS4JH0PJkIOOfNwVhTOwoMXWgRbRhl8GU3tIuZgw4OBOqVzHBIJlgFD0YYetAihq7qo0Wm0jQyY8AxakGYLrGvT4Wu2QYatyWKUkJKOYiIiOImSQIORoMB6+65ApIk4Z5174a8H65nZDKeqpnhMLCY/KarVq3SNK6ysjJiKYMgCLjzzjtx5513hh2Xk5ODhx56CA899FDYcZMmTcKmTZs0zY+IaFBCMhz0ObufE7MxFu0oMHYBHmCk0dcwstUbuizw4Aho82ZjrKkD+f6gRrQk0QOr4Osv0SsNvMSk2hFRlv4UnCGrWAyF1i0lqF8kERFR3CRLSQWAkOUmA8nTVJttMmYkWszRdSrItKRPhgPXvSIi0lsMejgAQKvoa45UaPCttiNnOJwV9Qo4BPZx6FupoqvXDafbq+nzkqtX+XdHlCUVSoaD4NC8v0i6HW7NEYdkvIAhIiLSU9WXzwcAVFw8JurPjrT5Hgzc8FVfKXpmRuyf0gsqV1HJeLouHJEJaxRBhLycgbNAU0365HIQEcWJ5PEFHORlMfWKOJz0FAAAik2tAIBRSoaDfl2a1Vaq+MHad2AxGbBhxZURPy85fEEQh2SGGDamrdI0Uln604ku/yocQ1H30Um88NZBzNV4UZWMFzBERER6Kp88Ej+/+3LkZpmx89MzUX32O/MvwIUT85GTacaXpo5GTtbAGQpDN3CKQzKerzMzTPhZ9VfQ2evC//vfnQOOG2mz4utfmoBZpYVxnF1iMcOBiEhvMcpwaPSOAgBMMJ2DAAkjDb6Ag54ZDnLA4ZtZe5ElOJTXXR5R0+dFl3/ZTjH8RYh6Dwf/KhWCAz06BBxeeOsgAOB9jRdUXlFKyrpQIiIiPdmyLYMurZDLIEaNyIxLH4LhUlIBAFlWE8bkZ+G8woFXDvt/t8zCgi9NgNmUPrfh6fObEhHFSf9lMfUKOZz25sEpmWAV3Djf1IJRcsBBtx4OwctrXp35SfQbcPhKKsI1jBxIX4aDAz2OoQccopWsFzBERETJIJ79H5RdDZOmkYEKR2QO+J4tO7py01TAgAMRkd7kVSp0XBYTAEQY8LGrGABwTeZHyPP3WZB7O+jhiGe08u/jjG1Rf150+Uoqol0SE+jr4ZAtOLHnUAs2/H4f7N2uqLcji/a4M+BAREQ0MLMp/g0n1Xs4JPf5+tvzp+CbFcUhr5tNBpiM6Xf7zR4OREQ668tw8H3F6nl63u4ow5cyjqDUfBoAcMozQskM0EOrmAu3ZIBZEIOyHQDfCT7S0w3J6QuC9EQIOKhtptufFWEUJLSfa8Op1h6IElB9/bQofoM+RoMAj1f7RYkoJf9FDBERUTyUTx6JT460ouz8fOz/wvcAIhE3y2rXC8l+ph6Tn4UbrpyCf64swXv7TuPwyQ5kZZhw2YWjI384BTHgQESkt37LYuoZcTjlLcARdyEmm1sgSsDvembruwP4tnlj9k5kC86g10VJglFjwCFShoPaEwsvjOgRzcgyuH19HKQMtLT1qnxaG6PBAI9X+2oXei7FSUREFE+j832rJFxYnK/L9m775lQIJhO6uhz4r00fAIhvwCHc5cZweTYgCAK+Uj4WXykfm+ipJBQDDkREOpP8JRV9TSP1DQg833UlKjIO45hnFA57inTdNgB0y6UNBkfQ66IIRLrWkFzaAg4DHZJuyYosuJFjcKBZzBtSxoHBEN1xZ3YDERENVxaTAf99+2zdtme1mDDxvHzs/ey08prRGMceDv4LBYNqigPP18NJ+hWREEVpz+cteOO9L3gzQprJy2IqTSMHcX6+1L9cUoY5dE3nTikT2xzlOOSJTcS8S5JXi+iX4aAlA0AJOAxuqaxOf7DDJvgyG8Qh/H9njDLgwAQHIiIargZzCvvapedhyvi8oGyCmxeU4ttfnaI0NwwspTQnov/AMCypoGDMcCCK4Knf+Tr1l4zPw0UT9UlTo9Qmed0QENA0chDbqF40DW6PiAd++Q80tfboOr9I+po39stw0HDzr5RUiJFKKtT5+ka0IN/YDbiH9hAj2oCDJEl8aEJERMPSYM5fNy8oBQB87/G34fH6lr/+2qXnBY0JDEYY4xlwCFtSwZP1cMKAA9EA9hxqgcPdV//d3uUMM5ooQL8Mh8GsUiEIAixmY1yXoJLJGQ5ZBjeM8MLrD5yECzi4PSL+8PejuKLTjkxoKalQ/73kRpX5hu6I+4wk2tRP9nAgIqLhaig34eEuNYIzHBKwSoXKLnm6Hl4YcCBS4fGKeOrVT4JeU60hI1LTv2nkECTiv7peKQOiJMAgSMgWnLBLWQAAb5gz/LYPj+OP7x/DBbmtmGQGHINYFhMAmr15AIBiYyuAoQUB1P6fLTB0osTUjIPuscrvJeMDEyIiSkfhrjUC34tr00jlz+G3LCYFY8CBSEVnjzvkNX65kRaSJEEQff/9ePwZDsPtPx0JAjolK/KEXuQZemD3+m7MpTA3/6f9ZR9WwdcwM+KymAO8ftgzBgBQbDoLAdIQMxyCL4zGG8/h33L/hCyDGz2iGes7F6DRO0p5X5QkSKwMJSKiNBMumzLwrfiuUiGE7F/BU/WwwqaRRCo6ukPLJxwu7cvrURrz9gWr5AyHIZ0XE5RYc85f2lDgL20Awmc4yOULmQZfwMERoWnkQNc2ctNIoyDBDI+uPRwWZu5BlsH395NlcOPrmR8HvZ/IoGJrhwP/+KyZZR1ERDQoQzmF3XTVBQCAb8wpDnkv8LxkSkBJhRqeKYcXZjgQqbB3u0JeY8CBNAkMOEjDs6QCAM55czDJdBYFxi7A/yuFyzYwGXzx60zBNzhiD4cBuGCCKAEGAcgQPLqtUjHW2IYyy0kAwItdl+PWnHdxkfkUrIJLKf8QJSTsKuZHG96DJAH/+s0LMW/6uMRMgoiIhq2hnL7mTR+H6VNGwZYV+rDAGxRwiP+zarUHFLkq86TkxQwHIhVqJRWnz3Xj+TcP4NjpzgTMiIYLyR9wECXAK3/FDsMUh3NiDgCgwNClvBbu4bvRKMAAERmCB8Dgl8UEBLjg+6xVcA/piY0hIOBwmeUIAOCgeyx2uybhtDcPJkHENPNxZUwiMxzkXe//4lzC5kBERMPYEM9hedkW1dKKRAccAq+Dqq+fhlmlhaj68qQEzIMGiwEHIhVq2Qw79jbh3Y+b8Piv9yRgRjRs+Feo8C2JOfRgQZQrO+qmL+DQV1IRLt3fYBCU/g1A5KaR4epFHZIv+c4iuIdUYuD19n32QvMpAMAuZwkAAR+5JgIAyswnlTGSxA4OREQ0PMXq/BV4LjUk4KIkcI+XXTga//atcmRZmaQ/nDDgQKTC4fIM+F6Pc+D3iOQMh8ByiiHdxia4h8PIwAyHMDf/JqOglFM4JRPEgNPLZReORk6mGQu/fL7yWrhfyynJGQ6+koqtu45h3W8/VtYI16qoIBMAkCk4cZ6pDYAvwwEAPncXAQBKzM2QL9Oi3DwREVHyiFHEYezIrMiDhqhwhHXA97hI3PDH8BCRCvZroEFTWxJzSPGGxJxpm702AECh0Q4DRIgwhA04GA0GZPozHPr3byjIzcDPf3B58DKVYX4tOeCQ4c9wqP1bAwDggwNnMPOCQmRmaDt1yU9Axht9wYaz3hx0Sb4gxDHPKHgkA0YYelBg6MI5MZcr0RAR0bAVqxy97Ewznlj+FZhNsXtO/aObZuGdj09hpM2KX2z9LGb7ocRghgORCoeTAQcaJI/vptujQ8NIAAnLcGgTc+CUTDAJIsYYOwCEbxppNAjIMTgAAL1iaP8GQ79HFOEzHHyBgkzBFVSS+twbB7C8ZgdONHcN8MlgcnxEDjic8uYr77lhUn4+z/++JEnDbglTIiIiILZLcOfnZiAnM3aNGkfmWXH9FZORmx1ajhmuBJOGBwYciFT0himpIAqnr6Si7yn8cLyHlSDgsHsMAGCm5QsAEQIORgHFxlYAQFPAjT0w0EXQwBcQbcqSnF2qT2z+svt4yGuq/B8dZwoNOAB9ZSMj/H0qPN7k+Js6ebYbTmZZERFRmlG7MmC4YfhjwIFIRaSSCqZe04DUSiqGIJEn2oNu3/KMRf4MB2+EkoqxxnYAQKN3ZNB70aZ5tijlHJ0QVfoqqL2mRt5vkX9epzzBAYf2fgEH+VOJdOBYG+5/bhf+6xcfJHQeREQ0PIzO95UKzr24KMEzGTrVZAZGHIY99nAgUiE3jcwSHJhmPoEm7wgc945S3vd4RZhNOqXMU0qRMxw8Ul88dyjxqURmEraIuQCAUQbfUrBSmBt9k1GAzdADAGgXgxtMqf3+4X4veb+FBrtqVkW4TAu1/cpLe7b6V96QtXp9P8sBlWQgL8nb3Nab4JkQEdFw8J83zsSJli5cPKkg0VPRQejFAeMNwx8DDkQqHC4vzPDg321vYYzRDgDY2PlVfOqeAABwexhwoAH4ezi4g75eh/LUPHGnWjnTYJSxE4AEb5jUAoNBQJ7Bd5Pc0S/goPbrh/utgjMchhZwMMELm7+3hFxCITviGQ0AmGxqDvoMERHRcJFlNWH6lFGRBw4D6hkODDkMdyypIFLhcHkxO6NBCTYAwC3Zf0eu4Luhcnu4fh6pk9y+m1uHpE9zpcGcZ79XVYb/+Pb0Ie/7nJgNURKQIXhgE3oRpqICECXk+TMc+gccVEsqwmU4eH0ZDrkGByySK3RXYScSvOd8f7mEUzKhR8pQ3U+mwQ0ztPdtESCh1NSES8zHMM18HBkInSMRERFFhxUVqYkZDkQBJEnC0aZOdPY48eWMQwCA3/fMwizLF5hgOoe5GZ/jz45LGHCgAUkuX1AqMOAQ7/yGCp3qOL0w4pyYjVHGLl+2QZjH/wZPLyyCr/eJXcwMei/a398JCzpFK3INDow02HGiX08IrfEGSeorpzjnzUb/o+mEGV5JgFGQkCm44JZMcLoH7t8iQMQoQxcqMj7HVZmfKq/XO8/HC93ztE2KiIiI1Klc9DDBYfhjhgNRgLc+aMSaFz9EvvM0zjO1wSUZsdN5Ad5xXAgAuMTSCABwexlwoAGoBByGJMEnWrm8YbSxI2xmgcnt6/PQLVr6lZNANeJw3VcmAQAuLS0cYL/+Pg4BWUbK5kRJU5aDBGCk0RdwaOvXv8FHQK/kW4Ir2+AEAPQ4Bs50+F7O37BqxJagYAPgOzY0OCtXrsTUqVND/tmxY0fI2E2bNmH+/PkoLy/H4sWLsWvXrpAxXV1dWL16NebMmYOZM2firrvuwsmTJ0PGHT16FEuWLMGMGTMwd+5crFmzBg6HI2RcXV0drr/+epSXl2PBggXYvHmzPr84EVGAbGvoM+ClC8twYfEI3HBlSdjPptINuZDoix6KCQYciALU/q0BAHBZxhEAwMeuYvRIGdjnPg+iBEwwnUO+oYsZDjQgya0ScBhK08ghnHyrvnw+AOAbc4oHvY0zYh4AYLTBjrZOJz471qZ6s292+QID9v79G6C+qsvM0kLU/NtXcOfCMtX9toj+Pg7+hpWBTrf14O61O/DqjiNh5y5JEmZYjgEATnlHqI7p9pdZZAm+sohwAYfJZl+vh17RjNPePDzbeWXQZ/W2+2ALfrXtUBQlJMPThAkT8H//939B/8ycOTNozKZNm1BTU4Obb74ZGzduxMSJE7F06VIcPHgwaNy9996L7du34/7770dNTQ2am5tx++23BwUT7HY7brvtNnR3d2PdunX48Y9/jNdffx2rVq0K2taePXtQXV2NsrIyPPvss1i0aBHWrFmD2tra2B0MIkpLWSoBh6KRWfjRv8zChRPzVT6RolQzHBiEGO5YUkHUjwAJ0/03KfUu31PYbsmKI54xmGI+g9mWBrg9lYmcIiUxyaVvD4ehWDRvMq6ZOxEWkwGjR2Ri3KhsPLq5PqptNPszHMYYO7Bx62cAgBu/dgG+/qUJQeNM/oBDhxRcTgEMHG/Jy8mA26NewtDXODI0w+Fki68vwxvvfYFvzZs84NwlUcIEYysAoN51vuoYOcMhU/BlOHQ73KrjTPDCKvjee6DjW+iVMjDSHwyRsyP09vRrnwAAJhbl4ivlY2Oyj2RgtVoxY8aMAd93uVxYv349br31VixZsgQAMHv2bFRVVWHDhg2oqakBAOzduxdvv/02Nm7ciMpK33d0aWkpFixYgNdeew033XQTAOCVV16B3W7Hli1bUFDg6+puNBqxYsUKLFu2DCUlvqeJTz/9NMrKyvDwww8DACoqKtDU1IS1a9di8eLFMBj4zIaI9JGVYQYQmmUFRM5gSKWsAPZwSE08WxL1M8rQiRGGXrgkIz5z913k73L6LkIvtpxghgMNzJ/h4AwIOBiNQzhdDvFMm2E2QhAEXDlzPEonjIj682e8/gyHgBv/d/aeChlncfluvkNWqECklR/Uf8FwJRVaWaReZBlcECWg2f979Ncj+jIcsiNkOOT4V7rwSn1lGD3+PzMEDy7P+AylpqZBzzWcju70bkpZX1+Pzs5OLFy4UHnNaDTimmuuQV1dnZJBU1dXB5vNhnnz+vppjBs3DrNmzUJdXZ3y2o4dOzB37lwl2AD8/+3deXhU5dn48e+ZPdtkJ4GQQEgIEAj7rhBAFhVQgVpptbXWaqvW9q3Lz1qX1kpb7fu+WrVWX5durpWqWCmoWBVQFoUg+5aEfcmezCSZfc7vj0kmmWSyMiHb/bkuLsiZZ84585CZec597ud+YNGiRRgMBn87p9PJtm3bWLx4ccC5LF26lJKSEg4cONAlr1UI0T9NH53UbFu7b+z3oSvyoC+lD72+/koCDkI0kaIrB+CsJxYPDUtfHq4LPqRqy7FVW4KmiQsRrGikTtv5j9qOfs+mJQWrVdB59QGHeI0VA747/J5gUypc9VMqmmc4tDanpKUBVWtTKtrL7PZlN1R4I5rXlahTHzQYqT8LqNQ6AgMOcZpqfhX9Tx6OfgeAatVE/f+KXTXgVn3/t9dGfMkd5g3+rIeu8tpHR/j963l9aprFyZMnmTx5MmPGjGH58uV8/PHHAY8XFPimug0bFpjNkpGRQU1NDUVFRf526enpzdJvMzMz/fuob1efxVDPYDCQlpbmb3fy5ElcLlezY2ZmZgackxBChMKCyancfs0Ybrx8RLPH2spg6EvX4xpN81fTlzI4+iuZUiFEE4O1voDDGXdcwPYqNYIij5kkrYVPPviMg+dm8O35Wd1xiqIHc9bWoMV3MVpPdwGp1+39mr33WxPYU1DKgsmpbTfuAKsaRqU3nBhNLYN15RS6k/B4GzJ8XG4vFVY7BlfnMhw0LUQc6jMcIjUOzEotFrX5fttidlcAUFwXvAimPuAw0Xic/a4UjttGBzw+TFdMrLbW//ORRllPKgpv1UxntOE0I/TnMCkuYjQ1lHmjOnyu7fWfvNMAHDxZweihcW207vlGjRpFTk4OmZmZWK1W3njjDe644w6eeuopLr/8csBXc8FgMGAymQKeGx3tC4ZVVlaSnJyMxWIhKqp535vNZqqqGgp7WiwWzObmvxON29X/3bRd/c+N99cZOl1o7vdo64KZ2gsIavZF0i/BSb8E11P6ZfqYZHYdKfH/rNNq0Ok0aHWtjwR0Ok3IPlMa645+GTU0jlFDYkmOC/e/psZZol3xOjuqp/y+9CYScBCiTv0dw/qAw2lP88F8viuZJK2FLP153t1xmpXzhgeNxor+yeX2UFpWSZK2SYZDG4OF1kwZlcSR01UkRJsorQo+vxMgMcbEdfOGt3u/A+PDOVdW23ZD4KQ7nhhDLanaMgrdSbg9DRGEx17L49g5C79I9F3cd3hKRQtd40TPMXcC6bpSxhlOsNkxql3nCvCXdQcprbJzidv3Xq6vBxFMbV3RSIC5pgM8YwsMIurqlvo85BrIa9WXYGlSo2K7M5PtzkzuMa8lVVeOUWm56GRnlVXZ+e2rO1nUqG6G2kMzHKxWK8XFxW22S01NxWAwcOONNwZsnzdvHitXruTpp5/2BxwgeNGw+iyzxo+1VFysPUXHVFVt1u5C9tcSjUYhNjai088PxmwOllkkpF+Ck34Jrif0S2RUQ5ac2RxGbGwEFbWtf6/ExkZg0GtbbXMhLna//P4ngctMx8Y0jCtC/dl5IXrC70tvIQEHIeo4XB5AZbCuPsOheVXgI+5kLuEIw3XnASi32EmIkQ8c4WOpcfkLC4ZqSsXcCSkMiA0jfaCZnzy1ucV27U05fPy2GRwvrqGmxsHfPzjc9hPwBRzGGk6RqS9ioyM7IJ3/2DnfVAq90wJaqAoypUJtbUpFK8c94hpIuq6UgR1cdnLzHl8thdzoYtC2XL8BoNbbkIkSpriwOwOLWOrx/WzzGlrNsnCovq9TA6EPOHy6y7esY/7pnr/85oYNG7j//vvbbLdmzRpGjWoeRNJoNCxcuJD//u//xm63YzKZMJvNOBwOHA4HRmNDgMhi8f3u1Wc6mM1mzp1rXkejaUaD2Wz2P7cxq9Xqn2pRv8+mmQz1zwuWIdFeXq+KxdK+YF9btFoNZnMYFosNjyzX7Cf9Epz0S3A9qV9qqhuKEFusNioq9FittlafU1lZi76LMhx6Qr9MzIxjTHoco4fFUVFR023nUa+n9EtPYDaHtSvTQwIOQtRxujyYFRtRGjteVeGsp3nAId/lK+qToqsgQrFTVeuUgIPwq7G7CA9xwEGjUcgZFt9mu/becB0YH0F25gDe/eRIu89hnyuVJXzNaP1ptHia1XBQUDFrfAOiqmAX5a3cjG/tTnH9ChkDOhhwqBevVAXsJ5gatSFN3xRkeUt9XcaCi9bvHjnrAw5dkOHQmyxfvpzly5df0D6a1sepDwIUFBSQnd2wjGpBQQEREREkJSX5223ZsqVZpkJ+fn5AzYaMjIxmNRicTicnT55kxYoVAKSlpaHX6yksLAwoQpmfnx9wTp3lDnHhYY/HG/J99gXSL8FJvwTXE/ql8QWs16PidnvxeFrPaHO7vV1a5aC7+0WDwl3XjQdC/9l5Ibq7X3oTmXwiRB27y0OKrmHOd+MiczPHJBNm1JKaNoiz7hgAMnVFWHpI9XiHy8PvX8vj7Y1SyKw71dTY/Sn1gQGHrp9209EU7460PueJwaHq0Coq8ZrqgBoOAOGKA53i2xasaGRnk/+Lg6yQ0V4avMQpvtTU1mo4VDeaUhGmNF8SU4fvdbnUNgIOXNyAQ4XVwasfHeZcWfff7Qklr9fLhx9+yPDhw/01GyZOnEhUVBTr1q3zt/N4PKxfv57c3Fz/735ubi4Wi4XNmxsygc6dO0deXp5/mUyA2bNns23bNioqKvzbNmzYgNPp9LczGAxMnz6d9evXB5zf2rVrSUxMDAh8CCFEqHRmttYFzPAS4qKQDAch6tTY3KRog0+nuHnxKDzekfz9w8McLUlmkK6SLP25HrNc3Y4DRew7Vs6+Y+UsmTkUYxfO5RMts1srAfCqSkDAQXsBRSO7SscCFAolnigG6ypI0FqpbJL9E63xpYdbvSa8QeLYnV3QpaguMyFaY8OkOAMKcbak/u54nKYaneLFqWqp9LY859Pqbchw0CjNT9Tgz3Bo/evyYmc4/GX9IQC27DvPn+7KbaN1z3TmzBl+/vOfs2TJEtLS0qiqquKNN95g3759PPPMM/52BoOB2267jSeffJK4uDiys7NZvXo1p06d4oknnvC3GzduHHPmzOGBBx7g5z//OZGRkTz11FOkpKSwbNkyf7uVK1fy6quvcvvtt3P77bdTVlbGY489xtKlSwMyF+644w5uuOEGHnzwQZYuXUpeXh6rV6/m17/+NZoe+J4WQvRNEk8QvZ0EHISoU1ntIEXru+PVdDqFoijotAp6nYYjrmRyTYfI1BeR7+gZ6dNlVQ3z+974+ChnS2u47ZoxxEYZW3mWCDW1wjfXvsQbFbCkalfMrWyqo3c4Otq+1BvFYCpI1Fg57Aq8MI+un04RdElM6GyOgwMDFZ5wYrW1pGgrKHA3X6e82ZHqDpWg9WU3lHmiUFsZrjUNYsRrrFR6w/3/f/VFI+uXv2xJfcBhsLackfoz5LuScbcxDSMUmtac6E0iIiKIjIzk2Wefpby8HL1ez5gxY3jxxReZNWtWQNvvf//7qKrKK6+8QmlpKVlZWbzwwguMGBG4hNz//u//8vjjj/PII4/gcrmYNm0azzzzTMAKF2azmb/97W+sWrWKO++8E5PJxJIlS7jnnnsC9jVhwgT+9Kc/8cQTT7BmzRqSk5N58MEHufbaa7uuU4QQ/VyQIrhtfF9LhoPo6STgIESdymoHQ3VlQPAVKgD0Wg0F7iS8KiRrq8i3dTzVuysUVTQUINu0+ywAG3ac4ptzM7vrlPql8HLfXedT7sCaC9qLMaWig+29HVzloLRumcp4rRWPo0nAQfH9/gVboQI6n+EAcNyTSKz2BEN0JUEDDg6nh2qbi/ho3wWlt+5gsRrfVIPyVrIbACq8DcvdAjwc8y6n3HF8ZBtLjuGkP1jhUlv/uqzPaJlkPM4k43E+tY9iTe2UDrzS/icmJobnnnuuXW0VReEHP/gBP/jBD1ptFxkZyaOPPsqjjz7aarv09HRefvnlNo+bm5sbMB1DCCG6UrDggcQTRG8nOYFC1LFVlpGoteJVFY67ExmSFIU5XM/SmUP9bfQ6DTbVyJm6gESkpbCbzjaQzd480+KD7SexO3tGBkZ/EWk9AcBeZ2rA9ujwtqcCXGyNCz/OmZBCQrSp1YyYEm9gAcdH/vIV727y/f6b28hwyBzc8ioRbTnhTgBgqK406OP3Pb+Fe5/b4g+6NUypqA84RLa6fy8aHqu6il3OIf5tqbpybo76jKnGQqYZfXVR2ioa+aUjg4OugZTUBWYSNNZW2wshhBCt8Qca2khhaO8qVUJ0F8lwEKKO3upbTq3EG4VdNRBnNvLw9yYHzHWvT40vdA8gVVeOt6SQ3766k+vmZZIxqPMXVZ11uqSaL/ad53xZ8CXWbn9iE9+6bDjRkQZyhsUTZpS3fFcyuH0XmaVe30XnpBGJRIbpGTc8ocuP3dEkAm+jtINvzx+OVpPFL//8JRVWR9D25+qKpQ7SVgJwosjKiSLf662v4dB02cjf3Tqdw6cquSQnuYNn1+CYOxGA4brzvhUymlz4W2p9hR73FZaTNCmc+jhKnKYaaDvDAXxBh8oWsjPqtVU0ssgbw/PWBUwyFPLdyM8xKL13qoMQQojuobT4Q3ufJETPI1cfQtQx2EoAKKqrjK9RlGaF9eoDDvUp81H28+SXVPHS+wf43Q9ntLjvDTtOYTJomTV2UEjP+W8fHKLgTOvTOt74z1EAJgxP4M4VY0N6fNFA9Xoxenx31etXapgzIYXRQ4NPz+mMX3xnEuUWO8+/t7/ZYx2dItE4w0Grqf9db3nUcs4TA/jqNYQpDmyNVndIrKuX0HRKRVJcOElxrV/IAxj0Gpyu4EtLnXAnUOUNI1pjI8dwiq+dQ1t8PV5V9fdDQ8Ch9QyHejWNikcG42xjSkW9+qkXeiS7SAghRAfJlArRB8mUCiHqhDt8Kdv1AYdgGWz1F0X1NR5SdeUoqFTbmi+nV89S6+SNj4/yl3WHcIS4wFtbwYbGdh0NnpIuQkO1VaFBxasqWFXfxasmxJWcMlOimToqeOHEjtZJaBygqA+stXa6TvT+KRPxdRfz4FsSc7juPAAFrgEdO4k6T/1kFk/95NKgj6lo2OlIB2BpWB5KC7kc+WequPMPm/jPztPocZNcl4lR4Wk7wwECl8dszKVq2OUYwl5XatDHm3LWZWDoJcNBCCHEBaj/Sm5rKCEBCdHTScBBiDpRLl/ByIaAQ/OP8JSECH8bp6rFpLhI0FiJCNM3a1vP7W64c1tcaWuxXUcFu6MdpdgYqK1Ah1zsXGyq1RfQqfSGo9Z9tGou4ihA7eCkCk+Q35+2TrfM48sWqF8BAmCYrhiNonLeE02RN6ZD51DPqNcS1Uqdi4/sOdhVPQnaaobpioK22XGoGJvDwzubCsnWnyFc46LKG+avt9KWWm/wgMMfLFfw15pcatTWMyDqXezlMYUQQvQdJkNDNl1MO1ca69gy10JcfDKlQog60V7fkpjFHl9xvITo5hcY44cncMvSbKqqnZzdGctQXSmDdWWcpeXl+tyehoBDUXktqQPal+LdlsZZFUZc/Nj8EWl1q2wA7HIM4ZWaSwPmvDtcHoz6rl+qrz/yVvsCDmWNUvg1FyHiMGlEIg6nh3hz+y6I6wWdgtHG6Z7zxDBMX8IwXbF/asMwXTEAhZ3MbmgPm2rka+cQphvzmWk8SoG79ZoQ6Trf9Kg9zrR2L03ZUoaDp4Nx+fpaDwaZUiGEEKKDhg0ys3JeJkMHmokw+W5mSUBB9HaS4SAEYLVYicI3/37y1LFckpPMkkarU9TTaTXMGJ1MQrSJk3V1HDJ1Ra2ms7s9DQ86XKHLPKiqcfr/PS9svz/Y4Ky74JlgPMGNkZtRaAh47M6XaRVdxWvxXeSWX4SAQ+O93rEsh7uuG9/hAUnwDIfW93HANRiAMfpT1JepHKb3ZRwUursu4ACw2T4CgMnGY/wu5k0mGI612DatbkWL+hUu2qOlDAaP2rGvyfoMB5lSIYQQoqM0isLCqWlkpcb4t0m4QfR2EnAQAvjnv74AwOo1MW5UKjcvzm51RQe9TsNBVwoAYwynqXW0XMOhcYZDsIu8zqqq8a0mkKk7z0LTXgDeq53IfRXf4jP7KADGGU5yVVie/zlHTlWG7PiiQa3dzfYdBwAo9zQKOHTRXYlQ3O0IGnBoY7eHXQNxqDritTWMN5xAj5tUbTkABV0ccDjtiWe3Mw2AcI2T70VuDtpOwctgne+c6oOC7VHTwpSKDmc41CUOmhQXkw0FpGjL2niGEEIIIUTfJQEHIYDa4tMAFHnM6PVtvy0Mei1H6i6+YjS1JLrOBiwz2FjjDIfPdp3h/S3HUTta4a8Rl9vL46/l8cQ/dqPHzbcitqBRVL50DONT+2i8aHi3dgp/rZ4FwCWmIxjwBURaK24pOu/TXacJd1UBTaZUdFnA4cL3EWxKRVv7daFji2M4AKP1p0nTlaJTvFR6w9q9GsSFWFs7IeBnI85mbQZoLBgVNw5VR7HX3O5917QwpcLdwQwHe12Gg07x8p3IL/iZeT3hSvClRoUQQog2SYqD6OUk4CAEMEDrW+2h2GPGoGt7zrdBp8GNlq+dQwCYYTzKx1+d4tG/7aDCGnhx0TjD4fh5K+9uKuTmxz/t9IoVewpKOVyXqTA/bB8J2moqPOH8s2YaaqNvpV3OoZR4ojAqbsYaTgJQ65B55V2hxu4mqW5VhFJvlH97l02p6KIMh/Y44KzL7NGfYrKhEKiv39D1I6JibzRPWRb5f55iLGzWpn5q0Sl3nL94Z3t4W2jb0vaW1Kom1taO56BzEE5Vi17x+pfoFEIIITpK4g2it5OAg+j33B4vAzR1AQdvNIZ2ZjgAfGHPAmCC4TjvfbqfY+csrN163N+urMreYlbBrvySTp3v+fJaAGI11Vxm2gfAO7VTcNB0pQyF7Y4MAC4P24MWD3aHp8VMDNF5Blc1MRobXhXOuGP927sq4BCK3Xq93iBb297xUfdAzrpjCNe4mGnKB2CnM/3CTwiIMLVdx7jQncTbNVMAuNR4BJqszpFaF3A47Wn/dIrWuDvxNbnBPpbnq+dz3hMDQLSmNiTnIoQQoh+SopGil5OAg+j3Cs9aGKD1pcN3JMMB4IQngdPuWAyKh6mGAgCcdZkLxRW13PvcFv74zt6g+6ixdS7bwF63/+nGfPSKl3xXEntcaQFtBsSGAbDJPgqL10Si1splpv3kn6nip09tZv32E506tggu0nYW8AWsnI0CP121SEVXZTgkxrS90oWKwju1U/CovnM474lmf10xyQt113XjGZwYybJZrQcwvnJm4FB1DNRVMq3ufVcvta5mQkfqN7Smo0UjG6vy+t6H10d8wf3R77W4pKcQQgjRkpa+8X9+/UR+ddOUi3ouQnSGBBxEv2etsTWaUhGNTtv2xZzBv7Skwta6Oe2Tjb6q+V/sO8/bGwvYsu9868etbT7/vD1sDjegMsFwHICtjkyafh1NGekr4OdAz9raiYBv+oUWDzV2N6s/DbxIExcmyupL7T/V5CK366ZUXPg+EmPCmm379vwspowcwD0rx7f63KPugTxetZQXrXP5g+WKDk1daE36QDO/vnkqY4a1HiywqQY21hVGXRy+C6Uuy0HTqGBk0/+Lzupo0cjG6lfJiNA4SdZWMbmVlTWEEEKIYFr6ys9KjSEtKaqFR4XoOSTgIPo9b+U5DIoHu6qn1BvVrrvHel3DW+dr5xC8qkKarowBGl+mxL+3nuDQiYpW9+F0B0tpb5vN4WGQtoIkrQWXqmGvM7VZm0tzBnLXN8eRO34QXzozsHpNGBU34w2S2RBqZZW1pFb7prbscQZmmnRV0cirLvFlAFySk9zpfcyfnMrCKakBwQVzhIHbrhlD9tC4Np9f5I1hnysVm2ro9Dm0pD399oFtLDavnmiNjWlG39SOJG2V/71c0oGCkfVesM6l2BPFKXfD67+QgMMGew6PVS3lP7bRAFI8UgghhBD9jgQcRL+nrfStUHHaHRtQdLE1xkZ1HqrVMA66BgHwzYht/rutZZbWLy4+2H6Sf33e8TuedqebqUZfhsIB12AcNL/gM+i1jBkWT1yUERWFzfYRAKwI/5IoxQZAwZkqWbXiAp04b2Xd+s+J0tixqzr21y2VWq+rqmUsmprKoz+Yxk1XjOr0PvQ6DSsvG96u4MLFpm1HZogHLR/axwKwPPwrhumKmGfaD9QXjOx4sGe/K5XfVC1jX8AUkQsJGimc88RyxuOr6xGhkYCDEEKIDpISDqKXk4CD6PeM1WeAjhWZ02kD3zpv107FoeoYri9itvEQAJZ2TJlY8/kxPEGL97XMZbcxpW51gG2OzKBt6gtf6uoyMTbYczjljiNC42R+mO9u/G9e2ckf397ToWOLBsUVtfzmlR3oig4CcMQ1EA+B9T/UTq4E0RZFUUhJiOiyKRsAi2cMYWxGaKYldJTSztf1mX0UR1zJGBU3PzV/yFRjIR5V4SNbzgUdv8obfkHPb6p+yc1IxY5JcdJ1oSghhBB9jSIRB9HLScBB9HsmWzEA5zwx3LmifRcqjaddGA1ayrxRvFc7CYAl4Xkkaiy4gkyZ0OBlmK6IOI3Vv+2fn3WsnsII+9dEahyUeiL9mRVN1Re1rA+MeNGw1jYBgJnGI8RoagA4crqKI6cqWb/thKxe0UFHT1fh9qiM1PsCVoeC/F/05j5dkZvBf107rsPPG5+ZQM6weL45N3gwrD3aG0dR0fDX6tkUuHw1S5yqln/UzOCIO/j7or1OuBMv6PlN1Xp9AYdBukoej32Tn0Z9gAQdhBBCtIcsUiF6u7bXIBOijwt3lAIwemw2E4a3/0JjycwhnCutRaNR+OpQMV84shhnOMEI/Xlmmw6ywzGMcm8kVjWMIdoSLjUdZqrRl5ngVRVeqp7Dflcq58rat2Rerd3FjkPFjHbvB8WXtdBSsb76QIO+USbGIdcgjrkSSdeXcGvkJ/yPZTFeNDz2Wh4AUeEGLh07sN2vv7+z1DqJUmwM0/mWNz3QaDqFVqPg8arEm9te9aGv0WgUfvKNsRe8j/aqUU08bb2ceI2VWtWArS6b4EKc9cTysnWOf5WJC3XOE0OxJ4oBWl+gcZi+BCPuIEvZCiGEEEL0LRJwEP2a6nYQ6fVdBCSkDunQc5fPzgDgz/8+WLdF4RP76LqAw2Fmmw5T6Q1jlyOdXNNBNErDHU2NonJr1Kf8unIZGsVXyf6rQ8X845Oj/OiqMWQOjgagwurg+ff2MWdCCvmnqzi5N4+fmC3YVR15jqEtnlt9Bkbg1A+FV2ou5R7zWlJ0FYzRnw5YTvPI6UoJOHSApcbJeMNxNIrKcXcCFd5I/2N//NlsvF610WomvZeiQEcSNbwhmEbSmWKbZd7QVupuutTshXCh47dV16DFy+9jX0erqJgUFw5VAg5CCCFaF4qlsIXoTjKlQvRrnkrf0pU1XgOJSZ1Lo66xNxRePOwaSLGn4cInRmNjbtgBNIrKHmcqG+0jedE6B6fquxC9P/o9zDZf0crn1uyj3OLwZxy43F7WbjnO0dNVvPj+Ab7Yd5bFYbsAyHMMxRnk7mhaUiQzxzSsXNC0+F6ZN4ovHL4CkleF70SLp+F12FycKq7G4fQg2lZV7WBS3VKoeY70gMeMei1hxr4Rz+3o3FFPCAIOfXFspaLgRou9Lsjgq+UghBBCCNG39Y0RsRCd5C4/C0CxJ5rMTl4gHjtn8f9bRcOL1nlcH/kFKqBBxaNq2OLI4ivnMOpLDb9WcwnLw78iWmNjbvW/ee4fDSsFeFWVPQWlPPXPPQF3li8NP06GthiHquNDe/O59VqNwq9umhqwzeVpXkdig20MU40FJGqt/Hfs66y3jWeDfQy7jpay62gpU0YO4LZrxnSqL/oDh8tDpdVBlKWAdF0pblXDLmfHsmN6E0WhQ+UGvB0sghpM4wyHDh6+TU/eeSkOp5uf/9+2EO61/eyqgQicmBRZIUYIIYQQfZ9kOIh+zVXmyy4454nudPp70zvZxd5onrRcyR8sV/KEZTFPWa/gK2cGjdc1+to5lN9WXU2JJ4o4bQ0TS96n8WXVH1YHBhvCFQeXKb4LpA9sY6n0Rvgf02l9+x0zrPmKAu4gAQcHBt6u8QUmtIrKkvBdzDEd9D/+1aFi1F5c7LCrvfLhYe5/YRuplTsB2OIYjkUN7aoGPUlyXMdeWygyHBrTakOb7hAdYWBAbDhXTvcFibLqpi9dLA0ZDhJwEEII0ba+mPUn+hcJOIh+zVvhW2GgWI1tttRle33vipGdep5dNfDnat/0imzDGf9Sl8EsCcsjUuPgnDuGz+zZAY89/L0pXH/5SG69KrvZ84KtlAGw2zWEF6xz2eNMBeCqsJ0M1RX7Hz9VXN2Zl9QvbNl3noHaCsYZTgL4p6j0VT9ekcOE4Qnc1M7f81DUcGg8X7Uz9Rya0gUJWiyfPYyHbpzMjZ18/3ZWfcDhqvCdfC9iI7Eaea8JIYRomcQbRG8nAQfRv1X6plSUEddGw5YNHxzT6eee9cTysc03feHbEV/wzfCtpGjLGKorIVFjQUFlmuEol5iOAvBW7TS8dW/b9IFRZAwyMyQ5ipULRhAVbmi2/6HJLRfS2+9K5eXqOex0DEWrqNwUuZFIxQbAkVOVnX5NfZnL7QFUvh2xBYB8VxLnPTHdek5dLSk2nDtXjPUXMm1LKBIcAkqPhGCkdd284SycksqvbprScAyNQvpAc8BKLhdDaV1xy8G6CiYYTzDJcOyiHl8IIUQvIykOopeTGg6i31LdTpRq35KGlbrm0xE64qffGMsX+86z41Bxm20TY0xUWJ0kxpg4V1bLR/axmDU2LjUd4RJTQ3ABfMUsIzS+4nKf27ModCf5H3vgu5NRaL168Yi0WO5ckcOg+AjufyHYnHWFN2tmkKKrIFlbxfURW3iheh6780sxGrTMGjuo3X3QH5RZHEwyHCNNV4ZT1fJGzYyAxwclRPCdhVnddHZdq70ZQKEpGqkE/XdnmQxaVl42vM1jXQzv1E7hgCuF6YZ8RhnOYlTcF/X4QgghehcJN4jeTgIOot9ylJ1FQaXWa8DKhc3BH5eZQE5GPL8qq8HtUTlfXtti28gwA7+6aSqqCj/+wyZUFFbXTifPmc6VYbsYqK3EoeqJ0tiI0Dixqzr+YxvDBntOwH7am2o+YXjrq2840fPX6tncZV5HtuEMs40H2Xg8m/3HKxicGEn6QHO7jtPX7TpSwvPv7OKXMTsA+MQ+mlJvQ99874qRzB7XdwM0TVc8aUkoplREhDV8NUWa9Be8ckpr5xTqGhFtsasGvnYOZbC2nFGcxSABByGEEEL0YRJwEP1W8bF8YoHznmjsIVgKUqMo/LIuZfuW33/WYjuvVyXMqMPbpDBjgTuJZ6yX+3824iRNV8ZZTyw1qumCz6815zyxvFc7iWsjvuSq8Dzy3Umc8cRztrRGAg51nnlnL7ONR4nS2CnzRPKhbWzA4+F9ZBnMlmgvYoaDVqPh2Z/NBuDXf9txwftr+l5rLCbSyIzRydTYXewpKLvgY7WXU/X9vhiQgIMQQohWSIqD6OWkhoPotxznfFMXTnoS8HhCU1lfq9Gg1Wi4bOLgFttMHunLOGgrQ8GBgaPugV0ebKj3uWMEe5yp6BQvN0ZuRoen1UyN/qTgbBV63MwP2wfAx/Yx/loa9fr6uh7tTHBgcGJE243aIcyoI8yoa3dmRWvaCoLcsjSbW5Y2L7ralZx18X7JcBBCCNEaiTeI3k4CDqLfMlWdAOC4O6HTS2K2ZOX8TH75vSkMaVS08d5vTeCOZWNYNDUtpMcKHYU3amZQ5Q0jSWthrmk/Ow6XdPdJ9Qg7DhUz13SAaI2NMk8k2x0Zzdr09aVEtZrWvy5++b0pzJ88mG8vCG0Ni6bxhqQOLtMJvgKRbbnYtRxcqu8zR69ceHaVEEKIvutifz8JEWoScBD9kupyYHYWAXDcnYhRH9q3glajYUhyFAnRDdkJyXHhTBoxoNPLbzYWE9l8RYq2NM2oiDc3z5yoVU28VzsJgAVh+/BYy/r8hXR7aCpOcnnYbgDW2cbjoXmA6mKvdnCxhZt0zBo7kBmjk4I+PiQ5im/PzyIyTB/S40aYGvb33N25rPrB1HY/9+pL08lIMTNjdHKbbS/2eE6mVAghhOgsva5vjzlE39K3Jx0L0QJPyTE0qFR6w6nwRnBniO/K1mt88RVhuvC32zfnZlJusXPZpJanbLREr9PgcPnupv78+okMSojgJ09tbtZupzOdS12HGaYv4XLDTmyOhYSbQnsR2VscO2fh07zTTCjagFanstc5mJ3O9IA2S2cOpfCchZyMC1vppDe46cpRAGzdX3TRjpk+yMzhumVajR3MRLr60nSuvjS97YZc/DtI/oCDTKkQQgjRisZfTz+6ejQf7zjNt+YHX3lJiJ5IwmOiX3LV1W845k7kVzdNbXMlh84amRbr/3ewaRuzxg4EYHp28LvGTQ2MD+fbC7I6lVbeOBqelRpDZJieadlJRIbpSR8Y1ailwtu1vrvIU4yFbNiwlQqro8PH6wve+iSfikM7yNSdx6VqeLt2KmqT2ZTLZg/j7uvGhyRzRTS3ZMZQhiRFcdUlQ7v0OBc9w6Eu3j9UV8KqmLe4KuzCi2MKIYTo2zIGRfOL70ySgt6iV5EMB9Ev2c4eQQ+cUQcwa0Bklx1n6qgB1NpdxEYFL/z4vStGct28TPQ6DdGRBsZnJvD467ta3N+FFNALln5369JsPF6Vsio7L7x/gJxhcfzri+Oc9sST5xjCROMJzMc/5fWPY7ljWU6QvXa9ymoH4UYdep2Go6erOFNSzSsfHenQ3evOcHu8FJwq4/9F+y4EN9pHUeHtut+V3kirUfj+4lFEhXddBky4Sedf/aXedfMyWbP5GCPSYpqtLJGSGMGZkhpGpMZ06DjKRS7Ldd4TjVvVoFO8RCl2LjUd4V+2yRf1HIQQQvR8jb+d1D5folr0RRJwEP2O6vWgKfZlOFgihnRpKrWiKMxtZcUKRVH80xWum+dLj/vm3EwOnCjnhoUjWP1JPvMmpvDfb34NcEF30W9YkMUz7+zlyulDAo6v0yokxYXz0I2TKa608a8vjgO+lRgmGk8wwXCcD4/m4/aMvih38VVV5e8fHuZMSQ2Xjh3I3z44hEZRmq008N7nx7o04FBhdbAkPI8krQWL18TH9oaAS+74QdTY3f4Mlf7mjmU5/P3DQ/zwqtFkD4276MdfNDWNBZNTWbv1eLOAQ8YgMz/9xlhiIo0d2ufFznCo8EbycOU3iNdUc3f0OoyKGz1uXPK1LIQQIoAUjRS9m4xs+qi8IyVU21zMHjeou0+lx/GWHEPrsVPjNUBcz1sx4vJpaVw+zXdedyz3XeRemjOQ8xW1DE+N7vR+J2Ql8vRPZ7VaS8JkaJj2ccYTz35nCqMNZ7gxchNnzucyJKXrLi69qsqazcc4X17LjkPFAOSfqQJUohUrsboaHKoeu6qnwhuBBy0/+t/PiIsy8YvvTAppscJ3NhVw5Mtt3GE+CMAbNTOxqQ2FOiNMem68fGTIjtfbTBqRyMSshG6tnK3RKAEZP9Ozk9h2oIj5k1NJiA7r+P664bXUqCZqPEZ/pkOExkGlV76WhRBCNFACUxyE6HVkZNMH1dpd/PGdvQC8/vERwow6Hr15Wsirx/dW7jP7ATjqTiYpvnekyH9/8aiQ7Ket34EwQ+BHwps1M7hP9z6DdRWc3/EO6qCbu+wic19hOWu3HAdUhmhLydAXka4rYaiuBLPGHtDWoyqc88SwxZHF9vJM/vGfoyyalsbgxAv//1RVle3b9vJf5k0AfG7P4oArMEulM6uE9DU9YZmu7KFxvL2xEIBblmbznUUjCDN27mut+16OQo1qJFqxMct4iLOeWPKcQ1GlxJIQQggh+gAJOPRBewvL/f92urw4XU7e3VzIdxaO6Maz6jnO7t5OAnDYNYjRnSi+2Jc1rfNgUcN5vWYmt0Z9SsL5Lfz3i2n8102XBS2AeaE27T5LsraSFeFfkqU/H/CYW9VQ7o3AoHgIU5wYFTeDdRV8U7edRWF7+M/R0fxq30h+sHQM09uxBGJLzpTWYLNU8MOo/xCpcXDSHc+a2oZ59bdfM4Y9hWXkjk/p9DFE6KQPNPPAdycRbzahKEqngw1At2asWrxhRGtszA/zBUO91Qq7nF03XUgIIYQQ4mKRgEMftK/QN6c5SVPJDGM+BsVF0eFECkbEEh0dRUJMGF5V7ZYU4u5WXHiEBNdZPKrCfudg5sVKwKGpO5aNwVLr4pUPDwOw35XKIddARurPMdf1KV8fGcPU0aGbqvPB9pOs23aC6WoeN5i/RquouFQNB10pHHMnctydyCl3fKO57SqxmhrG6E9zmWkfsdpalkfsYLLxGG+vK+M/eRlMHZnEFTOGtHrcpo6ft/D437ZzW+RHpOutlHkiecE6L2BO/eSRA5g8ckDIXru4cBmDOj/NqLHu/Dx8r3YS0435pGgrGKirJNd0kMHacnY7h3DSk9Bt5yWEEKL7Nf56khkVojeSgEMfVFxUyrXh25hhPIpWqf9oOoplfR4bXOMwjJ7Lv788y8++OY6cYfHdeq4Xm233R4QBu51DqFLDSYrr+Fzvvm7SCN8FtcPp4a1P80lJiGBNxWTuMq9jpP4ch3a8iTf7ZyG5QHM4Paz+NJ85pv0sDfetzrHHmcq7tVMob3FFCIUKbySbHSPZ4hjONGMBS8N2kqYr42fR69lSMZx3P5nEqKGxxMZGtPtc3vvsEN+N2Ei6voRar4H/s87DqoYxJDmKqmrHBWVOiJ6vO+OvR90DOeoeyCRDId+N/Jx0XSnpulLmh+1nl3MIVd5w9jkHU6saOOuJa7Y0qxBCiL7rYq+iJESoScChj3E5HSx1/IshplIALLGj2HZWx0TDMRK01SwxbqfyyB6qjDk8/ZaH+26YSubg0Nwh7Om8NgvRJb6L2o2OkWQNjibCJHUtWrJoaipjM+KxOdz85pUa/lo9mx9EfspIxx7+9OSfmXL5EqZlJ13QMfJPV3J1+FfMNfmKM/6rdiL/sY9p9/M9aNniyGKfczBLwncxzVjATNNRxhlOsOn1A7yXfCmXzxrJy2sPcMW0NGYFKaJ68EQFn+8sYG75W6QbSnGrGl6qnkORNwaAFbnDGD00rkfULBBdpyf8/37tHEJ0bS0xmlpyTYcAmGA4AcCcuveIS9VQ6jFT7DXz1+rZeKXWgxBC9G2S4SB6OQk49CEVVgdb//IEs0yl1KoG4pb8jKiUUZx7Zy+/OVLENGM+i0x7iNXWcm3El1xm2s9Hqwt4M3ock0YPYuGUVLSavjt4de5ehxYPJ9zxzF80mxlj+ueShu2lKAqDEiIorrQBvqkVH9nHcnnYHr4d8QX/+o/KpBE3odN2rp6DqqpU7Pg3c00H8aqw3jY+INhw7ZwMtuw/z6SsRP9SndcvyOKD7Sf58fIc/vXFMcZlJvDX9Yfqak1cwnZHBt+M2E6ytoorwvbgqDzArreHothH8Zf1tQyMj2BQQrh/KdL9R86wZ91qFpsOEaXzrVzyQvU8jrsHsHJeJjkZ8QyMb3+WhOi9uj/c4AugfVL3HvjCnkWW/hyxmlqy9OcIVxzEa2vQK14G6ioZSCXpuhIK3BcW9BNCCNGz9YTvJyEuhAQc+pCvP1rLLNNhvCpsjVnCNSm+lQ1+dPVoSiqHUWOfwqOvZDDDeJSFYXuJ09awMmIbNc48Ptgyjh9+OoIX77usR9zpCzVHwQ6cez5EAT6wjeM7KTF98nV2hZiIhhUZPrSNZZC2grGGU6wwfs4X/3ee9GtuJ21Qx5fL/OS9fzO54lNQYE3tZDY6sgMenzMhhSumD8Hl9nLkVCVpSVFcNmkwl03yrRhx54qxAPx1/SH/cwrcyTxWtZRx+pMsCtvDIF0l0435TDfmU+yJ4tS7m9jqiWdqhhlX+RkSbcdZEu4EoMwTwUvV8zjrifW97iijBBv6kZ72eVDkjaHIEeP7wRfzI0xxkqItZ2l4HkN1pWTrTwMqqseNopWvcyGE6IsCl8WUHAfR+/TLEcqxY8dYtWoVO3fuJCwsjMWLF3PPPfdgMpm6+9Q6rfT4UcaWrgMFPrKPZeHiRf7HdFoNA+Mj8HpVBifFkO+aiCVqCrHntzPXdIBYbS0rIr5ipvEIW9fZmH7FlWg0oV+FoLu4Tu+n9uPn0CkqW+2ZHHClkBgrtRvay6DX8ttbp6PRKPz8+a38pTqXuaYDLA7bxURdPufWPMKmoZeTPnkWqQPatyzl+R2fMLnobTSKyjZHJsachcQfKeU7i7LIO1JKmFHrX3FAr9Pw/749scV9PfL9qeSfrsTm9PDPzwpQ0fC1ayhfu4YwTFdMrukgOfpTDNBaGaC1MonjcK7uyRoo8pj52DaGr51DcNIwxSbe3Hs/D0TnaBTw9uCxnE01kO9O5rQ7jqF1NR7mh+3H8ZUW0/Truvv0hBBCCCGa6XcBB4vFwo033sigQYN4+umnKS8v53e/+x2VlZX8z//8T3efXqd4HDVYP3iGBI2Hg85BzL7hVqIjjc3aaTQKD904GRRfsb5XPgznN4ezmaI7wuKwXQzUVTHwzNscff4/2EctYeycnp/t4HR52LznHCNSY1A0CgaNiqW0mC93HmJsEnAyj8GOAnSKyl7nYN6qnc6M0cn9coWOC5Fct3zoDQuzePWjI9gz5/P8oXi+F7nR93tz+h/sLtxK4ejF5M6d1uq+XIVfEpb3ChpFZbsjg7dqpvFQzkBWzs8CYGxGx6rypw6IJHVAJC63B69XZVxmAn9YvZsKq4NCdxKF1UmEKw7SdKWkastJ0ZbjQM95TzSn3PEUuAcwZVQyHC3l3mvHUWG143J7GTbI3LnOEr2Woii94u7RFsdwBmoridbUkqCtxltS2N2nJIQQosvImFX0bv0u4PDmm29isVhYs2YNcXG+NHCtVss999zDbbfdRkZGRjefYcd4bRbO//MxEjQWyjwRlOZcz9T4lu8yazS+D60wo45brxqN3TmCD79MpzxxMZvX/5Nc0wEG6Srh6KsUHHqfo/oRnDCN5NqlM4mP7v47vmdKqnnjva/wFOUzwHWWWLWCZE0tji+dhCkuDIqdAQosAbDWPUmBnY6h/Js5XDkzjfmTB3fjK+jd5k5I4ZIxA7HUOrlv33lWVS1jvmkfc0wHGGc4CUefY/eBf1ISP4khk2YSFZ/gD1Z4ayooXPc3kiq+RgNsc2SyOWwBWQkGUhIvfOqCXqdlycyhADz8vSnYHG6+PFzCmo0FRMbEcKjCyCFXStDn3rBwBLcsze7TNUxE23wB1p4fcDjjiedp6+UM0ZZwV/R6POcO4yk7hTY+tbtPTQghRBfq+d9QQjTX7wIOmzZtYsaMGf5gA8CiRYv4xS9+wcaNG3tVwKGi8AB88RJmWznVXiMvV8/lElNUh/ZhMui4+tJ0AFza77D7fAnWnevINR0kSVtFkvdLLq39krLX3+agJ56w5KEYkoZhiE7EHBNNcnI8lXaFqAgDOm3gxZrD5eFMSQ3pA6M6nCmhqiolxaVEqDXYKsspPXsGfcVx1OJ8lmurfI1aWGDCrWqo9IZT6Y3grJrAXmUEtohk/t/yHBJjZCrFhVAUBaNBS6IhjF/cMAmTQctfP0hkR9EwFpr2MNZwkmH6EoZZPoBPP6DCE84hTERonJipIalumdbN9hG8XTuFl348tUuyaKIjDMRHmxg+NB5zmI5xGQl8vvccNTYXOcPi+fO6g9x05Uh2HS0l3KgjMkxWKxHduzRmZ5R4zXhUBa2i4jrwH7SzvtfdpySEECLEett3kxBN9buAQ0FBAStWrAjYZjAYSEtLo6CgoJvOKtDZwgKKPHZqq2vxuD2gesDrQVG94KxBLT+NruIY0fazAJR5InneehlKzEAuyUnu9HHHZyZAZgJlOem88/E+3Cd2MclYyAjdeeK1NcRra6D8JJRv8j+nGtCoCmWqHpuqx64acCoGajx63GhQgEqjjqhwPR6PBwCvqoKqYtRpcXk8eDwqXq8XrUZB47YRodYQqdgIw4MXMAL++9J1pSXOe6IpM6RwuDqKlKFpODCSmZ7E9kI7JypVfrxiHI7yWuYkRXJlXS2Anj49pLepX071x8tzOHo6jcGJl/O7v21iguYwYw0nSdWVE6utJZZa/3MKXAN4r3YSJzyJXHXJ0C7/PzEZdcyfnIrb7WVpXfYDwP/ecQkAY9Lju/T4onfpbZ8RtaqR562X8b0ZUSSMm9XdpyOEEKKrSYqD6IX6XcDBYrFgNjefm202m6mqqrqgfet0F56Ovf/TDxh08HUADG20dasadjjTORC/gLu/PS5kFfWT4sO57bqpeNUp7DxUTIGzlr07vkYpP8VQYwXJlBGlsRGmONEqKhpFJVxxEo4TqPHtpHHNSbVhcwBnk5+9dX83GvPXeA1YvOFUqWGcdscROTSbOQtnM1gbxqhwA5eoasBFwuhGtQX7S2FIbV1miVbbPdMBEmLCSKjLHFn100XodVfwr8+P8eznh0jSWghTnMTFx1LsNOGJiuG+Wyfg9apEhun9U3y6Qnf3S08l/RKcVquhN3bJEfcgfrEZrnCV8635Hat/IoQQQgjR1fpdwKElapML147SaBRiYy/8gn9Q1giKDyWiU5140eBFQUXj/7dTMWDVJ+CNSUGXNpbJo4bxrdSuW+Jx4UxfPYhFc8b4t50qshJu0mGtdfLV7pNYqywMNCucOVNCrMlLdZWF02dK0OJlxJBY4s1hWGxOIkwGXB4vXq+KRqOhxu4iOsKI3eUlIkwHKGgMYRii4zheqSE7exjVTshMiSY60sDZkhrSB5l73V3Ii8Vs7v4AS2zd3zdfM5ZvLhzJ6aJqhgyMwmTQdWlwoTU9oV96IumX5pbOymBj3mmKyn1ZORqNgterkhQX7t9Wr36bQa/F6fJlbw2IC6e4vJaYSCOV1Q4A4swmyi12EmPDKKnwrW8ZYdJRY3cH7Le+XmVrxzIZtNiddceKDaO4wkZMlJEIk57xI5JC8h0khBCiZ9FqFCLD9Nid7h5RT02Ijup3AQez2YzFYmm23Wq1XlD9Bq9XxWKpbbthG2JT0kn48ZOYzWFYLDY8Hm+bz6msvPDjdkSkQQNeL9EmHfOnDQvaptbuJsyo7XRwICvgJxVbjYOEKAOKorS7X/oLrVbTod+Xiyk5xojD5sRha5rO0vV6cr90J+mX4LRaDd+5YhRXXzK01/ZLRUWwVLKOM5vDJANGCCF6CEVReOLHl+D1qs3qpQnRG/S7gENGRkazWg1Op5OTJ082q+3QUW53aAepHo835Pu8WAw6DR6PSldMNuvN/dKVpF+Ck34JTvolOOkXIYQQPY1OqwmcrixEL9LvwmSzZ89m27ZtVFRU+Ldt2LABp9NJbm5uN56ZEEIIIYQQQgjRd/S7gMPKlSuJiori9ttvZ/PmzaxZs4ZHH32UpUuX9qolMYUQQgghhBBCiJ6s302pMJvN/O1vf2PVqlXceeedmEwmlixZwj333NPdpyaEEEIIIYQQQvQZ/S7gAJCens7LL7/c3achhBBCCCGEEEL0Wf1uSoUQQgghhBBCCCG6ngQchBBCCCGEEEIIEXIScBBCCCGEEEIIIUTIScBBCCGEEEIIIYQQIScBByGEEEIIIYQQQoScBByEEEIIIYQQQggRchJwEEIIIYQQQgghRMhJwEEIIYQQQgghhBAhJwEHIYQQQgghhBBChJwEHIQQQggRUl988QV333038+fPZ8SIEfz6179use3LL7/MvHnzyMnJYcWKFWzfvr1Zm+rqah5++GGmTZvGhAkT+NGPfsSZM2eatTt27Bg333wz48ePZ8aMGaxatQq73d6s3caNG7nmmmvIyclhwYIFvPbaa50+NyGEEEK0TAIOQgghhAipTZs2cfDgQaZMmYLZbG6x3csvv8yTTz7J9ddfzwsvvMCQIUO45ZZbOHz4cEC7u+++m08++YSHHnqIJ598kuLiYm666aaAYILFYuHGG2+kpqaGp59+mvvuu4/333+fBx98MGBfu3bt4vbbbyc7O5sXX3yRZcuWsWrVKlavXt2pcxNCCCFEy3TdfQJCCCGE6Fvuu+8+7r//foAWswKcTifPPfcc3/3ud7n55psBmDp1KkuXLuX555/nySefBGD37t189tlnvPDCC+Tm5gKQlZXFggULePfdd/nWt74FwJtvvonFYmHNmjXExcUBoNVqueeee7jtttvIyMgA4NlnnyU7O5vf/va3AEyfPp1z587x1FNPsWLFCjQaTbvPTQghhBCtkwwHIYQQQoSURtP28CIvLw+r1cqSJUv827RaLVdeeSUbN25EVVXAN/3BbDYze/Zsf7tBgwYxceJENm7c6N+2adMmZsyY4Q82ACxatAiDweBv53Q62bZtG4sXLw44l6VLl1JSUsKBAwc6dG5CCCGEaJ1kOAghhBDioisoKABg2LBhAdszMjKoqamhqKiI5ORkCgoKSE9PR1GUgHaZmZl8/vnnAftbsWJFQBuDwUBaWpr/WCdPnsTlcjU7ZmZmpn8fY8aMafe5dZZOF5r7PVqtJuBv4SP9Epz0S3DSL8FJvwQn/dJxEnAIEY1GIS4uIqT7NJvDQrq/vkL6JTjpl+CkX4KTfglO+sX3fXYxWCwWDAYDJpMpYHt0dDQAlZWVJCcnY7FYiIqKavZ8s9lMVVVVwP6C1Yto3K7+76bt6n+uf7y959YZGo1CbKyMFy4G6ZfgpF+Ck34JTvolOOmX9pOAQ4goioJWG9pBmkTOgpN+CU76JTjpl+CkX4KTfgnOarVSXFzcZrvU1FQMBkO799s0awHwT1do/Fiwdq1tb7q/pu3as7/2nltHXchzhRBCiN5GAg5CCCGEaNWGDRv8RSBbs2bNGkaNGtWufZrNZhwOBw6HA6PR6N9usViAhmwCs9nMuXPnmj2/aUaD2Wz2P7cxq9XqLxhZv8/GmRGNj1m/v/aemxBCCCFaJwEHIYQQQrRq+fLlLF++PKT7rA8CFBQUkJ2d7d9eUFBAREQESUlJ/nZbtmxplqmQn5/v30d9u/raC/WcTicnT57013ZIS0tDr9dTWFgYUIQyPz8/4Jzae25CCCGEaJ3kjgohhBDiops4cSJRUVGsW7fOv83j8bB+/Xpyc3P9wYXc3FwsFgubN2/2tzt37hx5eXn+ZTIBZs+ezbZt26ioqPBv27BhA06n09/OYDAwffp01q9fH3Aua9euJTEx0R9caO+5CSGEEKJ1kuEghBBCiJA6c+YMe/fuBcBms3Hy5Ek++OADAC6//HLAd/F/22238eSTTxIXF0d2djarV6/m1KlTPPHEE/59jRs3jjlz5vDAAw/w85//nMjISJ566ilSUlJYtmyZv93KlSt59dVXuf3227n99tspKyvjscceY+nSpQGZEHfccQc33HADDz74IEuXLiUvL4/Vq1fz61//2r+cZ3vPTQghhBCtU1RZTFoIIYQQIfTOO++0WPPh8OHD/n+rqsrLL7/Ma6+9RmlpKVlZWdx7771Mnz494DnV1dU8/vjjfPjhh7hcLqZNm8ZDDz1ESkpKQLtjx46xatUqdu7ciclkYsmSJdxzzz3NVpvYuHEjTzzxBAUFBSQnJ3PTTTdx/fXXB7Rp77kJIYQQomUScBBCCCGEEEIIIUTISQ0HIYQQQgghhBBChJwEHIQQQgghhBBCCBFyEnAQQgghhBBCCCFEyEnAQQghhBBCCCGEECEnAQchhBBCCCGEEEKEnAQchBBCCCGEEEIIEXIScBBCCCGEEEIIIUTIScChBzl27Bg333wz48ePZ8aMGaxatQq73d7dp9Ul1q9fz+23305ubi7jx49n6dKlvP7663i93oB2Gzdu5JprriEnJ4cFCxbw2muvBd3fyy+/zLx588jJyWHFihVs3779YryMLldTU8Ps2bMZMWIEe/fuDXisP/bN6tWrueqqq8jJyWHGjBn86Ec/Cni8P/bJxx9/zLXXXsvEiROZOXMmP/7xjyksLGzWri/3zYkTJ3j44Ye5+uqryc7OZsmSJUHbhbIPqqurefjhh5k2bRoTJkzgRz/6EWfOnAnp6xKiJTJekPFCUzJeaE7GDM319zGDjBe6iSp6hKqqKnXWrFnqddddp27cuFF999131alTp6p33313d59al7j22mvVn/70p+ratWvVrVu3qn/4wx/U7Oxs9bHHHvO3ycvLU7Ozs9X7779f3bp1q/rss8+qI0eOVN96662Afb300kvq6NGj1ZdeekndsmWL+rOf/UzNyclRDx06dLFfVsj9/ve/V2fOnKlmZWWpe/bs8W/vj33z9NNPqxMnTlRfeOEFdfv27epHH32kPvTQQ/7H+2OffPHFF+qIESPUe++9V/3888/VdevWqVdeeaU6e/Zs1Wq1+tv19b7ZsGGDOnv2bPXOO+9UlyxZoi5evLhZm1D3wa233qpecskl6vvvv69++umn6rJly9QFCxaoNputS1+rEDJekPFCMDJeCCRjhuZkzCDjhe4iAYce4v/+7//UcePGqWVlZf5t//rXv9SsrCw1Pz+/G8+sazR+nfV++9vfqjk5OarD4VBVVVVvvvlm9Rvf+EZAmwcffFC95JJLVI/Ho6qqqjocDnXSpEnq448/7m/jdrvVK664Qv2v//qvLnwFXS8/P18dP368+sYbbzQbQPS3vsnPz1dHjRqlbt68ucU2/a1PVFVVf/GLX6hz585VvV6vf9vu3bvVrKws9bPPPvNv6+t9U/8aVFVV77vvvqADiFD2wddff92sj8+cOaNmZ2err7/+eshelxDByHhBxgtNyXghkIwZgpMxg4wXuotMqeghNm3axIwZM4iLi/NvW7RoEQaDgY0bN3bjmXWNxq+z3qhRo3A4HFRWVuJ0Otm2bRuLFy8OaLN06VJKSko4cOAAAHl5eVit1oCUKK1Wy5VXXsnGjRtRVbVrX0gX+s1vfsPKlStJT08P2N4f++add94hNTWVSy+9NOjj/bFPANxuNxERESiK4t8WFRUV0KY/9I1G0/pXWaj7YOPGjZjNZmbPnu1vN2jQICZOnNgnP69FzyLjBRkvNCXjhUAyZghOxgwyXuguEnDoIQoKCsjIyAjYZjAYSEtLo6CgoJvO6uLauXMnMTExxMfHc/LkSVwuF8OGDQtok5mZCeDvk/q/m7bLyMigpqaGoqKii3DmoffBBx9w6NAh7rjjjmaP9ce+2b17N1lZWTz77LPMmDGDMWPGcMMNN3Dw4EGgf/YJwDe+8Q0KCwt55ZVXsFgsnD59mscff5yMjAxmzJgB9N++aSzUfVBQUEB6enrAoK1+f/3l81p0HxkvyHihMRkvNCdjhuBkzNA2GS90DQk49BAWiwWz2dxsu9lspqqqqhvO6OLau3cv77zzDjfeeCNardb/mpv2Sf3P9Y9bLBYMBgMmkymgXXR0NACVlZVdfOahZ7PZeOyxx7jrrruIjIxs9nh/7JuSkhI+//xz3n//fR555BGeeeYZbDYbN910ExaLpV/2CcCUKVP44x//yJNPPsmUKVO47LLLOHXqFH/+858xGAxA//x9aSrUfWCxWJrdFarfX3/4vBbdS8YLMl6oJ+OF4GTMEJyMGdom44WuIQGHHk5V1WZRsb6mpKSEn/zkJ+Tk5HDLLbcEPNbSa2+8PVib+lSm3th3zz33HPHx8SxfvrzVdv2pb1RVpba2lmeeeYaFCxcyd+5cnnvuOWpqavjHP/7hb9ef+gR8KX333nsvK1as4K9//St//OMfMZlM3HLLLVRXVwe07W99E0wo+6A9+xLiYpLxQv/7jJPxQnAyZghOxgztJ+OF0JKAQw9hNpuxWCzNtlut1qB3MvoKq9XKLbfcgslk4rnnnkOv1wMNEcKm0b/6PqrvE7PZjMPhwOFwBG1Xv5/e4syZM/z5z3/mJz/5CdXV1VgsFmprawGora2lpqamX/ZNdHQ0CQkJDB8+3L9twIABDBs2jPz8/H7ZJwCrVq1i+vTpPPDAA8yYMYMFCxbw4osvcuzYMVavXg303/dSY6Hug5Y+r1u68yxEKMl4QcYLIOOF1siYITgZM7RNxgtdQwIOPURGRkazuTxOp5OTJ082m6vZVzgcDm677TZKS0t56aWXiI2N9T+WlpaGXq9vtjZwfn4+gL9P6v9u2ncFBQVERESQlJTUlS8h5E6fPo3L5eLWW29lypQpTJkyxb9u9He/+11uuummftk3Lb0HVFVFo9H0yz4B33mPHDkyYFtcXBwDBgzg5MmTQP99LzUW6j7IyMjg2LFjzYpi5efn99nPa9FzyHhBxgsg44XWyJghOBkztE3GC11DAg49xOzZs9m2bRsVFRX+bRs2bMDpdJKbm9uNZ9Y13G43P/3pTzl06BAvvfQSKSkpAY8bDAamT5/O+vXrA7avXbuWxMREsrOzAZg4cSJRUVGsW7fO38bj8bB+/Xpyc3N7XbrSqFGj+Pvf/x7w5/777wfgkUce4Ze//GW/7Js5c+ZQWlrKkSNH/NuKioooLCxkxIgR/bJPwFfpeP/+/QHbSkpKKC4u9r+n+mvfNBbqPsjNzcVisbB582Z/u3PnzpGXl9cnP69FzyLjBRkvgIwXWiNjhuBkzNA2GS90kYuz+qZoS1VVlTpr1ix15cqV6qZNm9R3331XnTZtmnr33Xd396l1iYceekjNyspSX3zxRXXXrl0Bf6xWq6qqqpqXl6dmZ2erDzzwgLpt2zb1T3/6kzpy5Ej1rbfeCtjXSy+9pI4ePVp9+eWX1a1bt6p33XWXmpOTox46dKg7XlrIbdu2rdm62v2tb9xut7ps2TJ14cKF6r///W91w4YN6jXXXKPOmjVLrampUVW1//WJqqrqK6+8omZlZamPPPKI+vnnn6vr1q1Tr776anXKlClqUVGRv11f75va2lp1/fr16vr169UbbrhBzc3N9f9cVlamqmro++DWW29VL730UnXt2rXqZ599pi5btkxdsGCBarPZLtrrFv2TjBdkvNASGS/4yJghOBkzyHihu0jAoQcpLCxUv//976vjxo1Tp02bpj766KN99pdx7ty5alZWVtA/27Zt87f77LPP1KuuukodPXq0etlll6mvvvpqs315vV71xRdfVOfMmaOOGTNGXb58ubp169aL+XK6VLABhKr2v74pLS1V77rrLnXSpEnquHHj1B/84AdqQUFBQJv+1ider1d988031auuukodP368OnPmTPWHP/xh0C/7vtw3p06duuifJ1arVX3wwQfVKVOmqOPHj1d/+MMfqqdPn+7S1ylEPRkvyHghGBkvNJAxQ3MyZpDxQndRVLXJpBIhhBBCCCGEEEKICyQ1HIQQQgghhBBCCBFyEnAQQgghhBBCCCFEyEnAQQghhBBCCCGEECEnAQchhBBCCCGEEEKEnAQchBBCCCGEEEIIEXIScBBCCCGEEEIIIUTIScBBCCGEEEIIIYQQIScBByGEEEIIIYQQQoScBByEEEIIIYQQQggRchJwEEIIIYQQQgghRMhJwEEIIYQQQgghhBAh9/8BX26FoykyMHYAAAAASUVORK5CYII=","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["## 21 day moving average\n","M = 21\n","K = np.ones(M) / M\n","\n","fig, axes = plt.subplots(1, 2, figsize = [12.4, 6.2])\n","XC = np.convolve(X, K, 'same')\n","axes[0].plot(X)\n","axes[0].plot(XC)\n","axes[1].plot(X - XC)"]},{"cell_type":"markdown","metadata":{"id":"Npefe2J60ALa"},"source":["It should be stated that the convolution operation is multiplication in Fourier space. So, functions like `np.convolve` are performing FFTs in the background. However, if you're going to do this yourself, make sure to keep track of indices and zero padding. (I.e. the bookkeeping.) Otherwise, the FFT wraps around and you get a little of the end averaged in with the beginning and vice versa. I work out getting the same answer as `mode = \"same\"` below.\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":417},"id":"2NjbjZY6z_qF","outputId":"842c0379-c203-47c3-8d7d-f2ef0dbc3f6f"},"outputs":[{"data":{"text/plain":["[]"]},"execution_count":5,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["fig, axes = plt.subplots(1, 2, figsize = [12.4, 6.2])\n","\n","## Pad the X with zeros in the back, need at least M-1\n","pad_width = (0, M - 1)\n","Xpadded = np.pad(X, pad_width, \"constant\")\n","## Pad the kernel in the back with N-1, so both the kernel\n","## and the X are of length, N+M-1\n","Kpadded = np.pad(K, (0, N - 1))\n","\n","## Note we take the real part b/c the complex part is all effectively\n","## machine 0\n","convolution = np.fft.ifft(np.fft.fft(Xpadded) * np.fft.fft(Kpadded)).real\n","\n","## At this point the convolution is of length N + M - 1\n","## To get it comparable with the original X, subtract (M-1)/2 indices\n","## from each end\n","convolution = convolution[ int((M-1)/2) : int(N+(M-1)/2)]\n","\n","## Let's see how we did\n","axes[0].plot(X)\n","axes[0].plot(convolution)\n","\n","#Show they're the same by plotting the subtraction\n","axes[1].plot(convolution - XC)"]},{"cell_type":"markdown","metadata":{"id":"3YHru6youNjC"},"source":["## 2D transforms\n","For two dimensions, the convolution is similar\n","\n","$$\n","(X ** K)(i,j) = \\sum_{u=-\\infty}^{\\infty} \\sum_{v=-\\infty}^{\\infty}\n","X(u, v) K(i -u, k - v) = \\sum_{u=-\\infty}^{\\infty} \\sum_{v=-\\infty}^{\\infty}\n","K(u, v) X(i -u, k - v) \n","$$\n","\n","Once again, let's think where $X$ is of dimension $(N_1, N_2)$ and 0 outside of that range, and\n","\n","$$\n","K(u, v) = I(0 \\leq u < M_1, 0 \\leq v < M_2) / (M_1 M_2)\n","$$\n","\n","(i.e. $K$ is a box on $M_1 \\leq N_1$, $M_2 < N_2$). Then, applying the exact same argument as before, the convolution is:\n","\n","$$\n","(X ** K)(i,j) = \\sum_{u=i}^{M_1 + i - 1} \\sum_{v=j}^{M_2 + j - 1}\n","X(u, v) / (M_1 M_2)\n","$$\n","\n","That is, the convolution at point $(i,j)$ is the average of the neighboring points. Also, all of the same bookkeeping, zero padding and Fourier transform stuff apply (using the 2D FFT).\n","\n","For regular kernels (box kernels, 2D Gaussians), convolution smooths the image, which has the efffect of making it blurrier. The kernel width determines how blurry the image will then be. This is typically done to denoise an image (to blur out the noise). Let's try it on a cartoon image of Brian. We'll just stick to a black and white image so that it's 2D. A color image has 3 color channels, so is a 3D array. (However, you see the patten; you should be able to extend this to 3D with little problem.)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":267},"id":"Lieu8C2vD1PL","outputId":"08106779-3575-4f1d-e894-f05989b17ae0"},"outputs":[{"data":{"text/plain":[""]},"execution_count":6,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["import PIL\n","import scipy.signal as sp\n","import urllib.request\n","\n","\n","imgURL = \"https://github.com/smart-stats/ds4bio_book/raw/main/book/bcCartoon.png\"\n","urllib.request.urlretrieve(imgURL, \"bcCartoon.png\")\n","img = np.asarray(PIL.Image.open(\"bcCartoon.png\").convert(\"L\"))\n","\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(img, cmap='gray', vmin=0, vmax=255)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":739},"id":"EN7StDYDOR-5","outputId":"6209d3f6-c1f1-4752-8a28-220dd34bd6e3"},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, '32x32')"]},"execution_count":7,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["def kernel(i, j):\n"," return np.ones((i, j)) / np.prod([i, j])\n","\n","plt.figure(figsize=[12.4, 12.4])\n","imgC = sp.convolve2d(img, kernel(4, 4))\n","plt.subplot(2, 2, 1)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(imgC, cmap='gray', vmin=0, vmax=255)\n","plt.title(\"4x4\")\n","\n","imgC = sp.convolve2d(img, kernel(8, 8))\n","plt.subplot(2, 2, 2)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(imgC, cmap='gray', vmin=0, vmax=255)\n","plt.title(\"8x8\")\n","\n","imgC = sp.convolve2d(img, kernel(16, 16))\n","plt.subplot(2, 2, 3)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(imgC, cmap='gray', vmin=0, vmax=255)\n","plt.title(\"16x16\")\n","\n","boxsize = (5, 5)\n","imgC = sp.convolve2d(img, kernel(32,32))\n","plt.subplot(2, 2, 4)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(imgC, cmap='gray', vmin=0, vmax=255)\n","plt.title(\"32x32\")\n"]},{"cell_type":"markdown","metadata":{"id":"wU5TGqlsMdWy"},"source":["## Convolutional neural networks\n","\n","Of course, your kernel doesn't have to be a box, or a truncated, discretized bivariate Gaussian density or even be non-negative. It's helpful for smoothers to have non-negative kernels, since they're just taking a generalized variation of a moving average that way. But, we want to use convolutions\n","\n","more generally. Here, let's take a kernel that is part of the image (left eye) and convolve it. I'll make the kernel super peaked at eye features by extracting the eye and raising it to the 4th power.\n","\n","So a relu activation function plus a bias term would then be able to highlight different thresheld variations of this convolution image. For example, here I add a bias term to the convolution then apply a leaky relu. You can see it just highlights the one area where the eye is. A leaky relu is\n","\n","$$\n","lrelu(x, c) = \\left\\{\n"," \\begin{array}{ll}\n"," x & \\text{if $x > 0$} \\\\\n"," x * c & \\text{otherwise}\n"," \\end{array}\n"," \\right.\n","$$\n","\n","where $c$ is usually set to a small value. If $c=0$ the leaky relu is just the relu. I set $c$ to be 0.05 so that we can see the background image."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":259},"id":"YiFfUi-NKYxF","outputId":"391ab859-b789-458b-97eb-324f3ab6a9d3"},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'LRELU of convolution + bias')"]},"execution_count":8,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA9UAAAE1CAYAAADpkcO0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9e7QsW1Ue/s1VVd2999nn3PeFC9zI0+vgTRAUVGSgxkdUVECIARFjwCgSUVEcJr+BRsVkQNToFRQTeTgUCCCCiRkajUMdER1xGHwwHCDPwOVyn+exH91dtdb8/bHWXDVrdVV379d57LO+y2F3V1etWvXo6vWtb85vEjMzMjIyMjIyMjIyMjIyMjIy9g1zqTuQkZGRkZGRkZGRkZGRkXGlIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyMjIyMjIyMjIwDIpPqjIyMjIyrBn//93+PH/3RH8WznvUsPO5xj8OTnvQkfPM3fzPe9KY34ezZs5e6e2vh05/+NG677Ta85z3vOdD2b3zjG/E//+f/XFj+53/+57jtttvw53/+54ftYkbGicF73vMe3Hbbbfibv/mbwXXkOyn/vuALvgBPecpT8OIXvxh/+qd/urD+L/zCL3TWT/99+tOfjuvedttt+Imf+InBfb/oRS/C13/91/d+dt999+G2227DL/zCL+zjiJfj05/+NF760pfiqU99Km677Tb81E/91JG1fTkiP2+X49WvfjWe9KQnrbXus571LLz61a8+5h5dOpSXugMZGRkZGRkXA+985zvx4z/+43jYwx6Gf/Ev/gUe+chHomka/O3f/i3e/va34//+3/+L22+//VJ389jxy7/8y/jqr/5qfOVXfmVn+WMe8xi84x3vwCMf+chL1LOMjCsbQnCttfjYxz6G22+/HS996Uvxlre8BU95ylMW1v/VX/1VnD59emH5zTfffDG6eyC89rWvxQc/+EH89E//NG688UbcdNNNl7pLlzXy87bFL/7iL2Jra+tSd+PYkEl1RkZGRsaJx1/91V/hNa95DZ7+9Kfjl37plzAajeJnX/IlX4KXvOQl+JM/+ZNL2MNLj62tLTzxiU+81N3IyLhiccstt8Tv0JOf/GQ89KEPxQtf+EK8613v6iXVj3nMY3D99ddf5F4eDh/5yEfw+Mc/foEkZuwPl9vz9rbbbsNrX/tafMu3fMux7ePRj370sbV9OSCHf2dkZGRknHj88i//MogI/+7f/bsOoRaMRiN8xVd8BQDAOYc3velN+Jqv+Ro89rGPxdOe9jT88A//MO68887ONqJK/fVf/zW+7du+DU94whPwFV/xFfiVX/kVOOcA+PDLxz72sfi5n/u5hX1+9KMfxW233Ya3vvWtcdmHP/xh/Kt/9a/wlKc8BY973OPw7Gc/G7/1W7+18vhe/epX41nPetbCcgkzFdx2223Y3d3Fb/3Wb8VQ0xe96EUAhsMR/+AP/gDPf/7z8YQnPAFPetKT8JKXvAR/9Vd/1bufj3zkI/iBH/gBPPnJT8bTn/50/OiP/iguXLiwsv8ZGScRj33sYwEA99xzzyXuyWrccccd+KEf+iE87WlPw2Mf+1h87dd+Lf7Lf/kv8Vkmz4dPfvKT+OM//uPeUPUUzjm87W1vw7Of/Ww8/vGPxxd+4RfiW7/1W/EHf/AHnXXy87bFlfq8/chHPoIXv/jFeOITn4gv/uIvxk/8xE9gb2+vs04a/j2bzfAzP/MzePazn40nP/nJeOpTn4rnP//5veHyv/u7v4vnPe95ePKTnxyv/Y/+6I8e+3HtB1mpzsjIyMg40bDW4gMf+AAe85jH4JZbblm5/mte8xq84x3vwAtf+EI885nPxGc+8xn8/M//PP7iL/4C73nPezrK0t13341XvepVeMlLXoKXv/zl+P3f/328/vWvx80334xv+qZvwvXXX49nPvOZeO9734tXvOIVMKady37Pe96DqqrwDd/wDQCAj33sY3jBC16AG264AT/2Yz+G6667Du973/vw6le/Gvfccw/+5b/8l4c+F+94xzvw4he/GF/0RV+E7/me7wGApeF473//+/FDP/RD+NIv/VK8/vWvx3w+x6/+6q/iRS96Ed785jfjC7/wCzvrf9/3fR++7uu+Ds997nPx4Q9/GK9//esB+JDRjIyrDUI4H/awh/V+7pxD0zSdZUSEoiiOvW8a9913H17wghegrmv863/9r/HgBz8Yf/RHf4R//+//PT71qU/hNa95TQxXfvnLX45bb70VP/IjPwJgeaj6q1/9arzvfe/Dc5/7XLziFa9AVVX40Ic+hM985jNxnfy8bXGlPm/rusZLX/pSPP/5z8dLX/pS/NVf/RXe8IY34I477sAb3/jGwe3m8znOnTuH7/zO78QDHvAA1HWN//2//ze+7/u+D6997WvxTd/0TQB8pNkrX/lKfN3XfR1e/vKXYzwe44477sAHPvCBi3SE6yGT6oyMjIyME437778fe3t7eMhDHrJy3Y9+9KN4xzvegW/7tm/Dv/23/zYuf/SjH43nPe95eMtb3oJXvvKVcfnZs2fxpje9CY9//OMBAE9/+tPxF3/xF3j/+98fBwTf8i3fgt///d/Hn/3Zn+FLvuRLAHii/773vQ/PetazcN111wHw+WZ1XeOtb31rJP9f/uVfjvPnz+P222/HC17wgt78y/3giU98IowxuP7661eGHjrn8B/+w3/A53/+5+NNb3pTHKB++Zd/Ob7qq74Kr3vd6/D2t7+9s81zn/tcfNd3fVc8F5/85Cfx7ne/Gz/90z8NIjpU3zMyLncISXbO4WMf+xhe85rX4KabbsJ3fMd39K4vzwONf/SP/hF+//d//5h72sWv/dqv4XOf+xz+63/9r/FZ9mVf9mWw1uLtb387XvziF+NhD3sYnvjEJ2I0GuHMmTMrnx//5//8H/z2b/82vvu7v7vzzHzGM54RX+fnbYuL+bx1zkV1P12uJ3nWneCp6xoveclL8O3f/u0A/H1dliV+9md/Fn/5l3+JJz/5yb3bnT59ujMBYK3F0572NJw/fx5vectbOqSamfHjP/7jnWtynKHqB0EO/87IyMjIyAiQULxv/uZv7ix//OMfj0c84hH4sz/7s87ym266KQ7wBLfddhvuuOOO+P4Zz3gGbrrppo577J/+6Z/irrvuwnOe85y47AMf+ACe9rSnLajp3/zN34y9vb2FEMDjxsc//nHcddddePazn91RfE6dOoV/8k/+CT74wQ/2hvdp3HbbbZjNZrj33nsvSp8zMi4lXve61+Exj3lMDCX+8Ic/jDe+8Y2DE3pvfvOb8a53vavz71KYJX7gAx/AIx/5yIVn2bd8y7eAmQ+kCP7xH/8xAOCf//N/PrhOft62uJjP29tvvx2PecxjOv8A4Md+7Mc6y77qq75q7f5LBIBAHOlXuZv/7u/+Ll7wghfgSU96Eh796EfjMY95DN71rnfhox/9aFzncY97HADg+7//+/Hf//t/x+c+97m1+3UxkZXqjIyMjIwTjeuuuw4bGxtLc/8EUlarL6Tx5ptv7gzeAODaa69dWG80GmE2m8X3ZVniG7/xG/Hrv/7rOH/+PM6cOYP3vOc9uOmmm/ClX/qlnX33OelKXy52ya/7778fAAb75JzD+fPnsbGxEZen50Py16fT6fF1NCPjMsG3f/u34xu/8Rsxn8/xwQ9+ED/3cz+H7/me78Fv//ZvR4VU47bbbju0UVlRFLDW9n4my8ty+XD/7NmzePCDH7yw/DDPnvvuuw9FUSx1B8/P2xYX83n7rd/6rXjmM5/ZWfbc5z4XL3/5yzvL+/xH+lCW5cL9Lcex7Dz+3u/9Hr7/+78fX/M1X4Pv+q7vwo033oiiKPCbv/mbePe73x3Xe8pTnoLbb78db3vb2/AjP/IjmM/neNSjHoXv/u7vHiwndymQleqMjIyMjBONoijwxV/8xfi7v/u7BfObFDJIueuuuxY+u+uuu3oHxuvgOc95DmazGf7bf/tvOHfuHP7wD/8Q3/RN39QJrbv22mtx99139+4XwNJ9j0YjzOfzheUyUDsIZH9DfTLG4MyZMwduPyPjpOGBD3wgHve4x+HJT34yvvM7vxM/+ZM/ic997nNHWic6xQ033IC77roLzLzwmSh6N95449I2DvPsGcL1118Pa21vu3q/ej/pvvPztu3TUT5vH/CAB+Bxj3tc5x8APPjBD+4s06Zry9A0zcKxy3H0TYQI3ve+9+EhD3kIfu7nfg5f+ZVfiSc+8Yl43OMe13tuv/IrvxJvectb8Jd/+Zd429vehgc84AH4wR/8wYseUbAMmVRnZGRkZJx4vOxlLwMz49/8m3/T+4Nd1zX+8A//EF/8xV8MwP/Ya/z1X/81PvrRj8bP94tHPOIReMITnoD3vOc9+J3f+R3M5/OFfLCnPe1p+MAHPrAQ2vbbv/3b2NjYWJqT95CHPAT33ntvx2V4Pp/jT//0TxfWHY1GaynHD3vYw/CABzwAv/M7v9MZsO/u7uL3fu/38MQnPrGjmmRkZHTxjd/4jXjqU5+Kd77znR1zrqPE05/+dGxvb8dwa43f/d3fhTFm5XPraU97Gv7hH/4Bf/d3f9dZ/t73vhdEhC/6oi/ad78kd/o3f/M3B9fJz9sWV/rz9v3vf3/n/e/8zu8AAJ761KcObkNEqKqqk/999913d9zhU4xGIzz1qU/Fq171KgDAhz70ocN0+0iRw78zMjIyMk48nvSkJ+E1r3kNfvzHfxzPec5z8IIXvACPetSj0DQNPvShD+Gd73wnHvWoR+H222/H85//fPz6r/86jDF4xjOeEd1ob7nllkHDoXXwnOc8B//f//f/4a677sKTnvQkPPzhD+98/r3f+734X//rf+Hbv/3b8b3f+7245ppr8P73vx9/9Ed/hFe96lVLTXO+9mu/Fv/pP/0nvPKVr8R3fdd3YTab4W1ve1tvWOjnf/7n4y/+4i/wh3/4h7jppptw6tSphb4AgDEGr3rVq/BDP/RDeNnLXobnP//5mM/n+M//+T/j/Pnz+MEf/MEDn4uMjCsNH/jAB3qJ8Zd/+Zcv3e5Vr3oVnve85+GXfumX8FM/9VOdz/7u7/6u93v9yEc+suMS/alPfQr/43/8j971vuEbvgG/8Ru/ge///u/HS1/6UjzucY/DdDrFH//xH+Od73wnXvjCF+LWW29d2sfv+I7vwHvf+1687GUvwyte8Qo86EEPwh/90R/hN37jN/DP/tk/G3QvX4Yv/MIvxLOf/Wy84Q1vwL333otnPvOZGI1G+NCHPoSNjQ286EUvwsMf/vD8vA24kp+3VVXh137t17C7u4vHPe5x0f37Gc94xoJjucYzn/lM/N7v/R5e85rX4Ku/+qtx55134pd+6Zdw88034xOf+ERc7+d//udx55134mlPexoe+MAH4vz583jrW9+KqqqWkvaLjUyqMzIyMjKuCnzrt34rHv/4x+PNb34zfvVXfxV33303qqrCQx/6UHz91389XvjCFwLwJV5uvfVWvOtd78Jv/MZvYGtrC1/2ZV+GH/zBHzxwOCIA/NN/+k/x0z/907jzzjvx8pe/fOHzhz/84Xj729+O//gf/yN+4id+AtPpFI94xCPw2te+dqXL6a233orbb78dP/uzP4tXvOIVuOmmm/CSl7wE9913H37xF3+xs+6P/diP4cd//MfxAz/wA9jb28NTn/pUvO1tb+tt9xu+4RuwsbGBX/mVX8ErX/lKFEWBJzzhCXjrW9+Kf/yP//GBz0VGxpWG173udb3Ll6lqgDfd+pqv+ZpIWv/RP/pH8TNxbk7xa7/2a3j6058e3//Jn/wJ/uRP/mRhvZe//OX4vu/7PrzlLW/BG97wBrz3ve/F7bffjrIs8YhHPAKvec1r8PznP3/lsV1//fV4+9vfjte//vV4/etfj52dHTzkIQ+J5asOip/5mZ/Box/9aLz73e/Ge97zHkwmEzzykY/Ey172srhOft62uFKft1VV4Y1vfCN+8id/Em94wxswmUzwvOc9Dz/8wz+8dLvnPOc5uPfee/H2t78d7373u3HrrbfipS99Ke68887OeXzCE56Av/3bv8XrXvc63HfffThz5gwe+9jH4s1vfjMe9ahHHffhrQ3iviSMjIyMjIyMjIyMjIyMjIyMlcg51RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0Qm1RkZGRkZGRkZGRkZGRkZB0R5qTuQkZGRcTXB1RZ7d9x7qbuRkZFxgrHxoBtgquJSd+NYUdcN7vjMZy91NzIyMk4wHvTgW1BV69HlTKozMjIyLiL27rgXv/dF33+pu5GRkXGC8U/+/Odw6vNuvtTdOFbc8ZnP4mlP+ppL3Y2MjIwTjD/7q/+Bz3vorWutm8O/MzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiEyqMzIyMjIyMjIyMjIyMjIOiPJSdyAjIyMjI+NqgWHuvHdEg+u6o9zvin6s6ktGRkbGlQbuec4dBSg/KzN6kEl1RkZGRkbGIdBHUFMQAE7eL9vWEcEMfK7Jr/5clq4zjIz7B8OFdwXzWtumfcjIyMi4HJHJb8bFRCbVGRkZGRkZh0AzMHDry69K1edVJNaqtp3ajeH2c1luuCXLuu0+st2S6oMr5WaNdY4COU8tI+PkgJkXyO66irLe7rhU6MNgiMRfjn0F8qTDUSOT6oyMjIyMjAPCMEfSlw5PtArMcZmHI4JDq2ALMXaqFb1cwwEw5El0u127TG9iwJGAt0S6VbhJ1uk5BumzJs42rNGnVA+RbGlb75OxeL5WoW9YmhXzjIwrC31E7iDk7igItmOGSfbdt2ydPhx2vYNMLGRcXsikOiMjIyMjYx8wzJ3w6T44UIcgA/2Kdrq1bs+BUPDiZw7UkuWBcZgON++S7MX9WxBseF8Egk3oknC/38Uwdo0h1dqpNvomHnT7/m93YiG2E86fkPNMqDMyrk4clfLbR57XJdQZGSkyqc7IyMjIyOiBYV4gcqLsCjQB1MsZnkQvG/oRgELa5la9thLOHbYWRVoUZ0dhv9S2brjbrlaNy4G87L5Q9AZtLncaNi7b6GPTSrkm8SlRLtkrLKlybkC9+5L9IWnHIJPpjIwrAX1h3odpaxUOGlK+H+w3vHvZ8Q9t45LlmuQ7FRm1n30N7Ve2OcprdTUjk+qMjIyMjIweaPKWkmnAE7wqoaYWhCZQxDKQclFqDXNUgoFWwXVhu0gck7EWAVGxNgCgBkWa3GoSLvvX+yMAJRgET+KFyjp4kl6DYg63qOp9ardG4ZvqDPR0jrcJ72UZM3Vzw8EoApFHeo7UcUofBZroZ2RkXH44CEkzILieqUhN/tZp+ygJ9dC+On4UnQlANbl6gH4sU8qXfdZHlvtwVOH3GYtYm1QzM+q6Ps6+ZCTo+zLqZcwM5xYD7pg5/lvWzuVqnHAU0A+IoQeIMab3M2NMZ52Mi4eqqvLDPeOSo89Ru8TislSxFqXXKhW4YkalQqoFFhIiHrZP7nuCJ8WyVNp0aNVtUbq1ilv0PNd1y40isG1fRCFv+2OpPSaZUCi43cco7KcEd1VktHnXuu9Aq2an+eMMoI454hTC3jkQ7rZtE/blQB33dB1N4IhyeHhGxhWKPkKtifRBc5OXqdgpYe9bf92+rurHsj7tB6vaXnfyIeNosTaprusaH/3oR4+zLxkBQpattbDWdsgxM8Nai6Zp0DQNtre3MZvNOts3TYPpdBrXmc1msNYurNM0TWy7j5xfqSiKAmVZRkKsSXJRFCAiTCYTbG1toaqquB0RYTQaYXNzE0VRYGNjI77OuDh4xCMegdFodKm7kXEVoo+IFR3SjB5iTJFE6lDvAp5MA23OsA5vFmLYCZcOYX2yfyGVEdw1ORMl2YR9RZVa9U/ynzkcSwEGgzqqr/RHiHAZ++231udFVOR2kiD8NqnJAQr53nLOhCDrvjVhS4N20qDgbpg6o80dL2J7FEh2+17OnfRR/83IyLjykJLb/RLDddbvMzlbdz9aoV5GrA/S3jrt6rYPEnaecXzI4d+XOVLFWavTmnjL54CfAKnrGk3ToK7rlaR6SNE+jvyU4yyHIG0TEaqqikq0LDfGRFJtjEHTNJ1tAKAsSzjnQEQnWsnPyLgasKx+dJ9hFtBVegv1WepsLSRUlgshLIK6qsPCOdkbBXK72CcfS12CURDDMikyzzAEFHCBkFMktYVhMHuSaTmQcvJtGGJYR3Ebx93+CPG1oEjcGxCQEHUn+dyJ0s3qPJAiwC15X3QRL5g7LuI6T1vUeU3MoZXpJHxeFH9GNjDLyDgKSH7tceXZriKl6T6Xlf07DCIxxeoSX0Nj16G+OXBvKLus7+KzdY3QcgyT7KF+r3PthkLtMw6OTKovMwyFd2tFWZPpuq4xn887283nc+zt7aFpmvhak2pRu+u67hD0FFcyqR6NRh2lWsh1WZbxx2I8Hi/MiBZFEc/VSVLvMzJOMnQIsEaf23ZqoNUupwUzMq3idnKGwzIddixkWspo1TAdldW3ywvLNDk21F0PZEDsCbJWrSvj/DLj4JzxRJkIZTgqywbMiARb9iOEuolEmKMaLOHtBEal1pH1fJi5J9974WzIcjlP6DlPQyhk38p4xxFFRVznT2tncpkO0b8e2hVdyHUm1hkZq9FHvvYzTusTIFaRuXWJnJA+IagHwTq52N5AsUswDzuZYOIzdpg0y7EdJfbT70yojx4HJtUXQ9Ucavti7X8/M1dHud+0rfSvEGtNsPXnOjxcSHdKEOUzHVLeByGmR0UwdY7yUZPWNNy7LP3tLYTaGANmjiq1VvllHTmnsi5wce/1/e7nKNbZ7318sY4/I6MPQ+pz3/I0caMTbo2uoplur/OdGUERVbnBljyxJgBVWMmvY6LymuZFl0HXFbOwVgkmFMRRwbZMYCHs1F+2yzLB2fZ5qlXrkho4Z1A7E4+FwKiIQwh1OA6lPrd50FqF6e63BMPAwsJ0SHeVrEeKpDfJoLKrkrek3veHIkHXIfNt/nkISVftdfPDOavWGRn7wH4NrQ6znsY6YwyHNpLS9qjJwDBpFbK/7vikj2CmqnJfHw8z/ulr/6CTB5kgXx44MKle9SU6TL7CUfTjOPe1zAAMWI8spop03+dCiNO267ruqNRN03TaEcIofzXxlvWEUDrnlj54Vh3rfnGcodXStpBiOS+iVGvVX86PzrcGPBGXyQY5v2lO9To5Pmvn0uzDCG2/eUKr1tkPcT7sPjMyjgrLSFKqNC/7djkAxGKcRfsiXwZA6TiouhzNulwImxYSCKRmZm14dXS7TkgsEbfkn4CCHMrCtSo2yTPZK8+GgLK0IL9rOHEBKxxGAIqC43Jm/886/49BqJ2BZa+se3VdhZvLX3VqRnAgkolcoOYwmUndHOsCDkTAOKxnYaJSrom7KOccCHObN63czNGGegsobt+eV21mFsPzM7nOyFgL+zXq2m+buu2h8PL9KsbLwqj3Q8KXYWEb1a5LPori14rwbt0/meTsEzz6zlHfOV03XDzjeHFFh39fqsG8JoVDBDrNg06/BH2h3SnRns1mkVTrdiTcez6fx5xpjfl8Hsl2n1LdF/495CR+1Eq1tHlcodXa0TtVquW6GWPiOdIQNbssS5RliaIooulZ3z7SfOy0nWVlC7Qy3ncMFwM5bzzjSoeubwz0K7pA68gNoKM+pwMiw62KrUOIU0dtE8h0EdTmGiYqrkLunFq33c7nRBeBqIpaTQSYoFQDngiXhUNROJhQH8sYT7hNwWAngzDfLhFgCgcKjw5DDMfyHAzpLNbAMcHWBs4RrDWwljB2BtYRmvDXwsRcbn+eCJZ1+S8Tj4MIGJGDPj1EgA0kmrjNHRdC7Qmvp819RmcSku7JcntOQ+Zj5/rFEPLO+UZcP7ajwvQzuc7I8EgFr/2MqdcdO+hJ/GVh5stU26G85KG2lq27L8EgppqwcnVAXAZ4QszJA9CBF5f3YJ3zr4n1YVR3Qc6jPl5c0aT6coUm0UNKsIQZD5FuIb06RFu2a5omKtZiSKYhod86xLnPqEyU6rTPaT+PGseZqywqtSamaW61tRaj0aijVAuKouhMWozH405/hQyLet2nWsvnadv6obiMeGdkZHSRhmaLEr2w3tD28JK0EGsJza64q25LeHZsW+1CQr0ldLsEowm501KbulWfuxDyHV8rQl0YjvnRhrwSXZYOVWVBgUiTatAEpVpINDuvWhMxmAmmYJDx5BsAnCW4huK2XDgwG0/QjQzsvHpMRKAwUeHCcdWKyEr+NDgYsjGjgs/v9oupQ6Qtdw3VNFzYh4Djsu41giLWuq43wmcU1isgYeKL5z+r1RkZizjM+GO/udTrqMYp2VuHTPe1vQ6RTknyMhThAey0kh+SdaT9IUVeLx8ks9zNGe9rbxmh3g9JzoT6eHFRSPVJIw46d1nUXn3D6+V9RmEAMJ1Osbe3F0my1ADXbV+4cAG7u7tRRU7/Wmuxu7u7UD/cWov5fB5DnPtyqnXo90kz5BKX7zS0W8iuGJml5bLEyGwymcAYg9FohMlksrDO5uYmNjY24vopwS7LEltbW9jY2Oj0S5RvUcPTtmUdMVPT5D0j42qFJr1AP5nWebmyrnaFjuWguK17XEaluUvm4n7V8m5ZJ08Gp+ialQEI7tndEHRdDopBPoRZFGYwYH1fRuRDuCvjQpi2D9k2hmEMoyi8MtywKNOEslL0Ull0cwjvJuNVbR8qTmDnFWsJA5dQcSKGIU+lC/LkuHIuqM2m43TegMK5aymxuIz3kWfA53kDiCHnLhyfDglvQl53jS6xhpzn5NrLvmOovLpmFD9v1eqMjIyjxarQ7VXLj4rgLYhWqlsmUYyjcp7sexnJdinBTbZdJ5WOFXHWzuBDEwD74U19qngmz5cGhzIqu9zJ8nH1UUiokFqtFIvCKcsvXLiAe++9t0N8nXM4d+4c7r33Xlhrsbe3t0C8m6bB3XffjbNnz3ZUbdmH/JXPhvqoiXiKkxz6uyz0GkBUsxd+FJTKnSregCe9N954I66//noURYHJZIKqqqLybIzBZDLBgx70IFx33XUdJVtqXwuhvvbaaxdqMldVFcm2EPCD3sND9/9xX/eD5mWd5Psx43BIlWmzsKwlT1IDuSGKYdwSJt5PyNEhXi0hk5ZbYi3kbkYGljRp93WWx2GDlgAGxTaSwm6/2wGVUjMYmDc+FJuIYZwnvUKwi0Ke7T6E2xDDFM6HhRt0FGpTMKhiuIZAtVeyrQHI+raLIvTPGjD3m1XaYIbGIZzcOkJhvLIer0dC/P36beohmWTAZwlNU8DaNsdbjNXmzud2t0R7cdJETzVKuLgGx8/859HtXKtGl/n4JSPjYmOI/K7ri7TM7GsI+/F2WRXWvKxP8vnQsfSFeC/sgwiO2/W0Uh3b4UWiHFaKL+X5RT2kuq9vq8D6YQv0hp9nkn1xcGLDv/c7QD+ImVrqnC1tSB5zXdeYTqfY3d3t5D0zM86fP4+zZ8+iaRrs7u5iZ2dnoY27774b9913X8fp+6DHmglLF+sY3PWtI3WsmTmS49Fo1An53tjYwJkzZ2JZL61gA4jL67ruVaplIiQl9Mdp+HdU6AtZupz7m3H5os90TN9JuoySNgYTiOt2Ce64U8dyWBCy1nWbFhUWQKg33Sq0sv4Gu0ietamWDvMWky+NtDa1OH77mtLekExUXcmnllxqIk9Oy9LF0G8h0ABQjBxAgCl9uLhrALZB9TAAGYIxzoeJF4SmbslyUTo4S/G9mJoBQFVZGMNR1XaOOsQZQIdQ69xuwBNonQNOJP9C2HlQyZkYVSDqhn3ouA/pNmigw8PbSQ99NjWRTkPANfHOZDojox/r1EJeVWNaQ687FOq9bi70upD2DhMCbpY8I4RY6+21cr1MyFiLfB8Aabi4TI7o5cuczDOODsfm/n3cOCr35f2uvy45TXOq089StVmW6brR6b+rTW0+TixzO1/mjp3mwltrO9caQGeZbvdiX6uL6Yx/FG1f6mdKxuUD0xkgLHfxFiVZtijAGAdiLCHXQEtw/eCiq0qMY8h2W0daO1479j+WDA5Euu2f5FgDnqzb0FvRfVvC3vM8Yb9Xwz5vz7JDQZ5Y+5znvm0IxAS2CDnXYXlDnkyzD/92DUXSy468cg1PsP22bSd8TrYnzPLPhjDxWHYr1MMGEPvnnIExvr917acXisJ54m+867i1JpJyp+IynSM0SgVnpk5dbUAIMqNEtzSXRCP4SRDEvGqgkwbfcQWXaAYxK8umZRkZq7GM+PUp2+sSxaHw58Mijsd6QsAPok4Di+HfKfrIte7LQt96zpk+F6ui/VaNJbNR2aXDiVWql+Gg6tkQUVpG0AAsqMx6O/0vDdleh1RnHD2WGkL0XBNr7YKqrCdH5DM9kXKxr2VWjDOuFKQ51IKUNNlkOKRV6Tbfl5UybTrqtpTBastHtWqmBaFWBE9CkWMfgUja67AnHaoshK/jZE1tCHjBHE3RGMG8jIGCCRUZFM4Fxdh50lq0JNs2gCuDMZkjmMJFozKvSOsBmX/vAJBrlW0xQHPWBKmdYS15NdsRmsbTWWsN2JlIeB0TChr24BB1nYhRVN69nFVut4R7C2xjogu5cwYkCrkDHPsQcG8IJ8RY1Jb2fmhzvNvrl07CLDix55/SjIyV6CO8BwnxXqeN/Xy+inTqPGqilrD2KsZxQlVN+B1wfDYUFj5Eple2pyMnVf+IWpM0Da1K60iAzB0uHq46Ur2fm2vIxEsTpj5nbV0jWgzBdDuynSZmqUv4STMPOynQEyBphIE8vOQza22nHELfRIm+d8SZXJYtC/nPBmYZJw1andYh3/IeaEmqJsBCpgnAOOjDFqajFMfQ3x6104VWhHDpsk1OreOJNAciLSTdf1aDIslP+12E4Y/jltDL/stkYOQQQgvJoHYhBJoMqPEltqrKH5XPiQ7PFpsYloUQcKBLsEWtBjy59usEUzSpYR3UZFHIXZCmRaFmBho2sOzrZzMIJQFl6aJruYR/jzcalBuhv+JSLiHktS/tVc8LmJpBZOAcg6xBI3ni5Etz+XJlYf9YnFxxFEzd0JJpbTCXnl+Z4MjIyBjGuoR6aPm6YeI653ld0rlMIEj7Hcdfqm3D/TnVwGJIeBoKfhDCHcu5Dhxj37KUUC+GpPdMAsS0nP3t67DIok2Lq45U65mjVD3WsNbGOtF9JIrZ15E+e/ZsXEcwm82iUdn58+dx//33LxiVnT9/HhcuXIhmZ9PptEOqpSTWpVA1M4bBzGiaBrPZLJY2a5qm49ZtrcX9998PoHUEBzwR3tzcjLnY0+kU4/G40/54PI7rlGUZTdAERITJZIKNjY0Fd3P9OjU4yw+8jCsJqZO3LNNu3UBLsiRnWspbCTQ51oTct9fdl1asCW0ZJ4pBgj73WV57F2u/T8mlNmjzpC17oq1V0zrkB+u+A204uT5uGxyyYQAKg0BqTMizDgq18+oxGa8Sp15jXrmW1xxCwinmOWtHcAnN9io1Yl61hHoDgOMSzG1ZLwL7cHNGzKcuQkkvZsDOjM/9DqRfFGt5LTW0mQFjCGXpUDQGRVMADVA7E3PX/fkxoXSZN40rwCAJTw/v/X3SVadlClKWWR42N0uRCXjGScMywnsUubcpsV2mZPfl/a6Lw/RxXcMyTaINUSenOt1uaB8a65zf6AB+wND4OA6UZ2NCtgX7PX9DRD2PL1tcdaRakKqMqSIohHhnZyfWhE7rOk+nU9x3333Y29uLywBvMiZu3ru7uzh37tyCQ/j29jYuXLgA5xym0ylms1nnCyhq96oQ84yLj6ZpMJ1OI4Gu6zq6fxMR6rqOdbD1w6YsS4zH4/h3Z2dnwf17Mplga2sLRVGgqipUVbVQc/vaa6+NZcM0aZfXmsRnZFwJ6DMlk/dAWpoKkTjrEGBWf4FFMhTJNrfKtuRD6zzqAj5H2DHBkCfSRC2xTPN/KxdyoKHqMzuK++sq5a3hli4JVQdl3cBPEFTsS1sJ1WP48OipNTAElI1DWfoSXD7EGqhtEcPBRRkWsg0olTgcl+NWuRZoMzLtyi3HX1AwQ5M8bkZQlhHcwEsfAl5wdCb3NbPVM0ybq1UMUzYASrjgSC7n2QrpB3t1HBRN6fQ1lbB6f23EXK4N5+9OpHSjEfSvqr5fcl3rjKsBB1Eyh1TJ/bhYp8RyFSnr9bdZQzXXOcp6H6lqnfa3jyADbcRO7JeaYl0HqRN53+c6/1u3m+67D2lfhhTyZdd4mSFuzsVejauWVAPd3Oa+Os6z2QzT6TSqxinJ3dvbi7WkNeq6jkrmdDqNbej9yudp23r/OY/68oSEbacPal0HezqdLqjMxhhYa1GWJZqmibWwNYSIi1ItTuG6jY2NjRhaPkSqM6HOuFIg5a6ARYU6VZU5kCQNIdO2M2hS7Sf7KSOxEnLbJWUOJoY9Wya4QPKkDjODMHcFHANVyC92gWjXqqazhcEshIULOXMAhMdqFaHgVrlu2JeAqtihBKFwfr+OuDXysgWqpkBVWIyqrsGYOIYD3pW7RgFrTcf4TBugiaqsTcT8uZD61v4c2fC5D8tu1XoA4TOjBmRq0BqU687+lBs4O6+WW6WQW2vQOIOGDWr2ees1CDVRp5SZhm/Sm75N2Nckl3UqdHP0YwTDwGA+k+mMk4p11eC+saceb6ToMx2L5HAJqR1UjJP9yzb7GRPLI20wn5p5YZ00BznNv07bWZdQ9x3L0GepsdpBFWvdZprXveo8rspbX4Vl5Pwk46ok1dq5WcJ3dXg2AOzt7eHOO+/EnXfeGWtJi5osZHd7ext33nkntre3B1VmIdhp3rWU3RKCpkk34ImbhJVnYn35QCZEmDnWpdZh2EJoz58/v0CYRX02xqAsy1izWmNzcxPXXHMNqqrCaDTCeDzukOqyLPGwhz0MGxsbkXDL50LoZVkm1hmXOzShjsvQVay1s7bOo/bLgFrVb9KOzmVieCZkWufkegLsBzF1CNWmMACJxmSchGWHHN8CnglbECybkGfdDTW3RKipm8st5NlSO+izYVnJDBucqRkGtdp/wd0Qc6/klqhtcN0mXzuaG4qktjDi7N0anREByc8RYkoedVVq6/yxNQ7R1Twq+4kbmDdUcyhHDtXIohw7UMjdplL9hjmCnQV3ckeAYRQFw9luLe4xW5TOwTrCBltfv5pNmLhoIw8akkmM9jzXkWD7/c7IdMzhxmA4eLVeIgSAblTBImm/ugaHGScL+w371amS6xIjIYR9TtZD49jURGxZ/w46Fu60l4RAL+RcJ6Hoq4yI971/rEc4NaHW+dQpwRZSr8t8pUTfgOJvTaxfTYuh3MuOdd2og7T/Vxv2RaqvRHI3NPslZFrIa5oXvbOzgzvvvBOf+MQnMJ/PceHCBezt7XXI+Pnz5/GpT30K58+f77S97LVets46GZcXJOxf6o4vK1uVfqYJrzFmIbQbAE6dOoXrr78eVVXF/Gq9joSEP+ABD8DGxgaKokBZlrFtIdZVVR3b/bNqRnnd7fazbcbJh65FneYzC9kRQirqdE26lBY6ocD6tUHI+0VLltKhiQufSj5utw52mLiCC/+AivQgzC8rkv6CEXOrARWmTr7vEgktJLwJAx0Lg8A3I9kuQt9MIPMGBcDSJx+mDlvAMvkQcXIYFTYSawCwNv3uSkg4Ypi3XtY401HfW3dtRuW8y3ppvNlZ3bSTeD6svEE5dnDsncclv9s1CI7g/rwXJcMU3i28nhewtUFZ+rJc2hm8aAxGbGCZ0LAJ55LQcKt61yEqIJkz8CSc/MRJFQfN7dBT3ycAd/LygUyoM65srEOo+5TJPkK8iiy5+Nxcr1xW3zqD4dE9i5eNIYbU9oU8cu5fJyW/66r8604KDJ1XB45magzvWyHEekgZ18Tb8aIDuT7GqM4nTQ2d31Td133OIeFdXHVKtYR2pIS2b5koyKJkz+dzAIiqthiZpYQ84+Rj1ezrEDSpFrVbYzQaRcJujMF8Pu8t1yURE9KO7lcuoZBxJUBU6q5RWD+htmjLUTE8eZqZ7mDBIajTJNv4QYIox6YniC7wOmV8Jqonxc+1+kwgVHAxp7iAz32uVJs1y5EIcfMkT8KXGxIH6tAGB+JOknNNkfETARV7VbtiQg1Exbo13/KKtlHHUbAfiHn3cI451EAbxm5IBl8UPwMkBJ4gRmz6PMi5qWFgmTGCN1FjeMOwkimGmjtLsHWI3hl1TdQozBZQOIhi7GACuW4K7wruncgZxgCN9f2Mijp87WoH9uH6CKZl8CZk6eBXG5cxpIY4xYkKPWFThLVSxTrXtc64ErFfQi3vRRhYRgQ1hnJw0+/iUF7xOpPuOjd41RgnNRMzyUTBUDg6IM/Srtp+GAK5TKUHuqHn6XayTI5n0QV8Ed5MLbShyHXaj3XGiler4nxQ7ItUH8XJvVzi7Pv2f6n7lJFxVNB51hdrXxd724wrF31h3xpCqLUBmVdzfbi3hFSX3NZ6ZgC1HiiRGFmh48KdKsCWKNJtA3iTMCCQaFGHPYGuiGN9assEkGnJP/v9TFHE0HHpU03Sj1ZBdwBGQT53Yb0051rCxAuWkGZfy9qAUbGcx1b91jWwbVDKTVCzgXDOgqqts5Kl/5poa/QV9nMA5ihgnd9vSQ6madVvmgKFdTDEnlyHGtpFxSBJIvcX2zuEjxyKMQMXfE520xQ+55qLoLY7OPbqvCGA4HzOO1pH+DJQYyljJvcNcZgYIK9kNyCM2cV7QjvDG/iBUYM2pFzCyDOxzriScBBCvWr5EPoIm96vic9YWlhHRK2U5C0LT+5z4E6dubWTd+rivUx9txyel3pxz2Rd3/YHETT66mh3lskkK2jhOHr7AwrP8uVGan2TFmm/FtpeQvxTHIWT/JWGq06pBhZviqEZuYyM48ZxkspMWDMuV6QKtSwTN25dKxpqXQtaINSyfU2twuyi6qvCvKkb5ittNtS25VVgTbJk07B/9vWppbSWZf+prqUcHb4DSZac3yJ0pmBua2gTAYGotcq6EEBPiGfkBycF4EOXSVRvxD7GOtrsf9RrNTgqmVGhraHtQ6b98UieuVf2TSS6qdFbBaeOry1pZcMaBr5m9U5TorCMUWNQzguMKutDuSsbS20ROQR/t1hP2zWEIjiWA4Fkk1euS0jZLT8r0U4A+LB6mXyRc6qdJFoneY7kWEhxGuIty2KIfYJMpjOuJByEUA+Ng/uI3H6U0yEMqeB9/V0ggEk/0tdCJNMSWXo9rV475kjKU1U7bpcc6qq86/RYloWP9+WhL4RpK3Itx9F3/lMSHW0laXm97LS/h8XVRKYFJ4JU9z4Egpu3Ng3T60votpS0ktBuwfb2NnZ3dzGbzeK6EvYt7emyXBcTWoVMQ4NleapUDuX3pm2eBAxdk1VhTDrfXrfTt95hrrneXrvOE1Es79Y0DYqiQF3XC9dYXOfrukZRFDGPuizLmFct6Qsa2p1c53en62RkXGxokq0Vak2CHRDIp1d9q/AVtABmhhbWFTdwURktWgLt3/t2WpU3DGoUsRRybxQp9eTVdUKiZb8UVVMfbl2rsGI5UlGim0C6OfSzUYTa9zucl/BXjonV8cjyeK6oVZk1iQZ3871lnXlYL5J8pV878iS0AKOJQdGi/vp1K4ihm4Fjr+Aze1M1abR1Fbcow+iQDECBZBs1CiEDlBsWrvZnwRQOTVOAyJcGM8ZhXpeonfE58kSwYdJAJjbS2uJyX8Ua5syd89yvwreRC32EPCPjSsF+iE0clyjSmSrCfQrxQfsxRDL7JgT2I3ytXeJq4NgGyWqiyu6XNK5aPw2X12HnaamtdRzB9cRDXF8R9XSSQAh3X1+GjiOPGbu4okm1EIf0iyZ50NZa3H///bjnnns67t7MvhyWriW9s7PTaWM6neIzn/kM7rnnHjRNg93d3Uimhazs7e0tuIYfJaTuMbBIpIU8TSYTVFW1sJ0sK8syEimNyWSCyWSy4GB9EiCkVBzV0wkVmQyp67q3PrlMtohze7q9TLAMke5lSI3y0usynU5x4cKFaECWltQqigIf/vCHMZ/Po9GZfD4ajWIprmuvvRanT5/utF1VFc6cOYONjQ1UVYXTp09jPB531tGEW95nZBwXTM/rvlrOkldt1XsJ9bYE7IXXI6UCC0QxFiXYgtCo29qbgAUllBhTMihCeLWUZWpDi2X/BG9opb6bMcQa0DnVhK6hmgksW0LApStikC3vjTr+gjmGhwuxk1Bvv++2LFcT5gV8eLhvrwkhz6LIp5BSVQIZcLngrO7dxxG3F/KtHbereLxS+st4ZVlKczmCD6oGSvja3mwJbDjW1TYjRjkBuLEoNxzsnFDMfJ61tQbGMMrSoa6LWEO7dt68DAwVMUDxvLQh3hKBIMpNm0OtJ3ASUShu16ANA8/kOuNyxjphtzxAIIeU3yGsyl0Gjncc0Uf8D1qCKiXSfWr8qhTWwxi3AsNkdohYp9evLXbYLhMPEB0OTkRd8zK0EwZ9arbu09UY1r0uLpn792GT44UcyT+9vK7rWBv6nnvuwcc//nFMp9O4jnMOOzs72NnZgbUWFy5cWCiL1TQN7r//fmxvb0eCpUma7CcthXWUEHKT1joWolxVFba2tjCZTDrblWWJyWQSVczRaLTQxqlTp3DmzBkURdFxjT4JEGKcEl+tQDdNE2uFa8znc+zs7MA5h93dXRRFsXB/AYiTOfutJZ4anKXnXCIm5JqkJbeE7ErfZJk4fo/HY1RVhRtuuAHXXHNNp/3JZIIHPOABkViPRqOFsltyz/SZoPXhoE7gGVcvDLfqYfrE0SWN5D3g86hn1Jp5+WVeuW3giZC+k51aLiHVsq0hRNftkuHdwNjXKxWFnEKuLkjKWyGSsSKEOvsSWkrZDfStRlubWkh5tx8yIGmJsxyTqOjSf6+uAyVoIRRQyKJ3tQ750KqdGEquvpIyEaEVCsNtiHqEqjPtybOfcDApseT2GhKCAzm64dPiKO4cwVlfd5odwVny4eBzxDrWhXMwpSfYriY0M9PWtHYIOdZC0k2s263TBcTUTsLUx4FI2zDM1KRZwvyRbFuiveYnZ7o542rCuoRa/12FZQpwmrusQ6lXEdGDkLODKOaabC4LC1+rrSPmQ33RpKvW18RaIAQ6vVbLjq2vbnjfOsvCxjM8rmilGlgkKZpsW2sxn8+jKq23EXW6aRpsb2/3kmoJCxdVURRqIWl9KvlRY5VSLcqkhiwryzLWO06V6MlkEusk6xDiKxma8Mq50aRaE+u6rkFEvZMidV3DWtur8jvnDp2Dv8yhW+5d3ed0QmQ6nWJnZ6cz6UJEGI1GqOsaVVVFNTo10JDJhqqqFlR6fQ7XwZDZXybWGUMQgzIhPJrgCPHR8KoydZRUT1D1rHn7N4ZUA5gTOuprDA3moIZT2JZ9e/IUrZhRhn/SN8khrokwZ2+EBXgi3/fUpHCslrpkWE8KSJ+Nj2OO+ddehe9OBNTU9l122KjzIOeg5G5psToQ+5L9cRVo1eU4GaAOQMi/1OwG2gkIhH5U8G2KoRvC+ZmjwAYar2orJu+cAYyDc4S69uZjtnQoGgcijrnWAEKprfa1awhF5cttmYIxn/o5EMCT9ZJDfrUtUDiCBaNgXwKtgT+OOLmizrsNoesObZ1qFyZCTAgPb8m2mJdxnHTJyLiccdR1ntcJp05JqlZQh5y9+0o4AThS8pb2Xb9fZ5IAAPpyytcd66wTSt4Z4wnp7yHafXnX+gdoyMgsXSYlt3SOddyH/M4moeD6b8YwDuT+fTk4eOu+aLVQyK6Uujp//jzuvPPOTni3tRbb29u4cOECmqbB2bNnoyItEAIiId99ob5C3I8LQpz18WqlejQa4dSpU9jY2OhsNxqNsLm5GUn1ZDLpEG8iwjXXXIPrr7++Q8CvdFItaJoGOzs7UfXVJFVez2azGM2gsb29jbIsO6Rb3xdS11wmKQ5DrPu2lz4KUdb58YLZbIbz588vkO3RaBT/aeItOHXqFCaTSXyQzufzeP+m5Fvyu1Mlex2clPso4/iga1ILUoVaSGxNfngj4c124PZq0JJPjdY4zCudkkeNsCyGCLP/QYw5zPo+5pYoe+Iriq0MNghiZ6ZV35oIc1LkN5D1lq51iXEa+l4mj5cYlo2WeJcAKtc9bnmqlaG9mgLBVsdXBFLp+9ztT1TRuZWiLSiU/2JU4JbIg2PoewqWQZ7zJFcepc4RRgDKygbzMg4KtL8oxdiBjEMxIoC8kh0i0WFrT8KLEBLOjFiLu7EGpTNgtrAwmLHp9KVWirY4gwMt4ZZwel/izF9jq9bLyLhSsd+xyrp5u+k2wHrh1zIOGSrFBSz2+aD53HGfiUrdR6pX9T0q8Wuss7BNT2RfH6EG1g8PHzqHsl9DtLBfXXJLmuJ4XP3RTH39yFjEgZTqy0mNSsN6AU+aJTR7d3cX999/Py5cuNDZ5vz58zh//jzqusa5c+dw7ty5y+aYACyQKk2qRVkuigLj8biXVEt4rybYum0h1VVVRfJ9JZMhfe3qusZ4PI750HJ/aBV4NpvFPHmBkFlRqeu6xmg06kyciAreR3YP02e9rE9B1tCpDAIiwng8xng8jrnVKeq6xvb2NjY3N1FVVZww0N/nZT90GRlHAU2ojSJ2AiHUDfl/4oLtAjFsIIRz0TXbhvheCau20HnG7MtTQdTsNvQ3fsMZKKgdWBlwUJjboVa3r13F3VGbqyvLRgyAu6p8S+a8uiomatIPIfdQbTlqzcwAYMzKzCye2zYPXLYtuW2j4lZhr5TZWk0m9kEUJP0UcmgJviVgChNN3ypmEIwv48UGBRyMRbyq3lGbUZHDuLQoC4ey9Cp1WTmMtxqY4DpHpTcuMxMCVQRuGGzh/6o8azszaOa+nnXsoyU0TYGR9eHhAFA3BebWwMLAsb/2FgYzpJM47fWO15U5Tjy0ofrc6xqekXE5ozcqbmC8myq5KclcNk6OYpcKS07LVx0G6ziNr5NfnRLqdScP+vbfN1bqI9xDJmgdoW4FkU3X65Bw0EJuddpnfW6KED6ekuve/dNiffCcV92PExX+3RcK3mck1aduX47oI9X6vYT+9jk467DgoTBd3d6VDn0M6et1J4H0OdPbpopw34TH5XIPpYp8qkCnoeV9342MjOOGA0IocviuoVVohVDLnSiEeka+jJRhv948hIQ38KHcYvwlRl0Iry1COG/cVrs/M0BegW3Dy9vc7ZKBEbp5uH4ljrnRMnxp86H9Upssl89ksNKE/guZdWpbPaDRxygTChsO2GQO+dCe9PcZbelfhoq5c55rMjEcX0qJSR+JQ11tmbRAG4quc5MrEKrQjyIQzgLyvlX2K2ZssINrCCNn0Vi/t9msxMa8xmjcoBw7mIpBmw7cMKggkCGwZXCDaGRGpQ9ZYAasNXBWntfeIZzZYF4bn3fNQM0m1imviFGwhUPRMb2L1wcUDOk45FdTXO7vmeX11TMyLjesS6gHaxkPqMZD++oj1oKhMOgUBx2TpseVTgoMKdN9YdIphgj9UD70svM+tB/9vLaa9KvIXG0wpn8vOB6tP54hI7NOPzFcz7rvGPL4cDWuaFKt86c1SbDWdkzM+siDbuNSYJUpgVakU6VaPhsi1eln6Tp9pPCkkGtgkQzrcwcgmnClrufM3Dm/8i+Fvi5D99Y6y47j3tNtDu1P0hbke6KRPkizap1xXBByB7Shz5LX2lGDCZHYCVkTdbqm1lNLTL04kGZpVxuBOS0hwyuXUtuZuB3USPxKQy1JbMh/LuRUh2tbgiLZ7b4Kbok4qzaFoDLacPESwMhxNClDaFfCvP2+vfJN8JMMhjxxFVLsiGI4eRHIrlbG04gAqD4XzBixJ6w2HKsNx62N3yRc3ucsh7By8sq5RQirDscuf2siGCYQF2iswchZEPm8aNsYzFwFZy2qSaC6u0AxcTAj31FuCOwAm1hgsAu512F06cLrxho0zivUFr7clgFQwEZaLOdFpggkYkLnU0sIuKyfnsOMjCsN6xLqg4xPOoLGkumnZUTvIPseIqmrFOjUXO2g0D456bgzKru06FKeoq+UWar0SySRdgLv5For9bl1/U7623e9k2VxvJhMqiwrtZVxBZDqZV+uVJXTYeCaUA+1eTEJ9RAxWaWwpmW1NBnU5DptUz5P29Btn1SylCrIfRMYfQYRgvTcaeKZkvG+SY11Z3SPGqvu61Sd7gs11+ukPwp9OKn3UMbxQUKmXfIeWCQsBuzzYKk1EpN6wVGZFZU6qNINteHcsZa1IqaiFvuc4ZZIcyDcmjDLvwoMYorlt2z4J1NunjhK/9r8a2lL+iOquy6rNQ7kV1QHYq+eC38kbols6/gNTMP2FZMPBQ/7LNCdRCi47VN7XqXfqbKjcqqlr/ATCaHL8byN0UYQOASSH/qA2L7f1sDnYY/JoSSHUWFB1BqamcKFvGlP6k3V5lDD+LBwLSkXBijGFtWmxXy7jGo14NXrSd1gOi0xnZconIk3lmWK9aobEHQxSiHQUZ0WlZ7a2uYuDyYzriAcNCe5E5KsyF3ahknGlauQ5vgeVZTfMoK+inCnZLJbimo1EQawdDyZ9nOZcr9KyR4S4/ZLctPJBk++u32LxwSORB5YHpa+DJeDF9fFwIFI9cUio6vyS/f29nD33XdjNptF9U3ny9Z1jbvuugtnz57tuH9LberZbAZr7bGUxRKi1Veuiog6rtyp+7YQta2tLWxubnZIoJTSEqOya6+9FqdOnersW0pqSa70eDxeUFxPnz6NM2fOnCj3b0HTNDDGRKOyNIoB8PnFm5ubnXxpZsbW1ha2trbQNA2uvfZaXHfddQtGZWJyx8y9rvBSjkv2rz+TPGYp6ZUa3S2LqlgFOb6mabC3t4cLFy50rqlzDvfeey+YfZ32qqqwvb0dPycibG5u4vrrr++UZOurYX6S6ppnXDq04bVdwkIQ4kiYC1mDhEFTzPltwnp1INOAKOAc1eyOsylaQkmdfbdEWoiWVmVjXnAgylAKppSpkrrWaZ645IanEEIviqk3ASOA/He5DGF+0h8L72jOpu0zh2O05Pc/BqFybSg31DpCrHU4uhBlTab1NSiDAu5LhHX7XzF7wk/tZIjkbMuqY+UQDnhSWxLATCCSyJkwuA1ltpwlFI7hGkYxcYAjuPATbUZq0FcyyhFgygZ2TmDr3cKNZVQjG9o2sLXxkQYgTGHivWYpGKOpYzfoRg8Imp4Jg4yMKwnrkMNlY4/9qrl9+dh9JDxNUUuXrdu/dbAqFFwv78tJXmjvAGr7svYOuq8hxJx29IR3q0mF9li728b1qE2dip8vidlZJsqcdHJ92SrVOoxbkxWNu+66Cx/84Adx7733xtrEUlNaahB/9rOfxSc+8QnMZrPOtnVdxzrG8veoYIxBVVXRkVkIioCIcN111+HGG2+M5Y+EPAtZGY1GeOADH4ibbrqpN9ybiKJRWV8tY71+H2EejUYYj8cdFfukECUhrTpyIVVxZRImvafE5E5cvsX9XbctzuFyTwoxlnX39vbw6U9/Gvfcc09nn2IUJpM+d999d2eyR/drKOd5CClhv/vuu3Hu3LnOOpPJBOfPn8eZM2cwmUzw0Y9+dGFC5kEPehAe85jH4Lrrrosmd2mkQ1mWHffzk/pwzDhapIREiCep14AO7faEmtEqw3NqlWkguFqDQ95xW0fTIiwHADCKMGioQm4sBeIaQ6+5q0yX8IRyxK05lQVhZtqZeiHEVVDOfX8IUMfi1XPqkFpdG5kRQsdBHWIv50t+NYT0jrqCbSx3JZMOQvpFUTfqGON5V++lBre8Th3ZAZ+73FCov03t9SG0RmWiRhfh+CS/WhvBMQh7KOAc0LDBiC0MWThHsI0/ctMQyADWx5XD1S3hZgZK6+IsgNsxyhGcYGuDpjZwIV+7rgtYRzDEKMnBsZ9eKcIZFVWa4SdD5FxLGL+ejJBj0JMpGRlXMobCfYHVucl6PZOQp6HxQJ/ztWAZwT4Mlk0ErAoN75sA6COI60Shptuk/Vum+A+VF3MhLQnAQji4vl7tPtJ9qj5hsU8dwzrmfRmSXc1jwn2R6lU3+X6+BOlJXwhTUSHdOpxbY2dnB3fccQfuvPNO1HWN6XQac0WFEN133324//77Udd1Z1/LzJoOCyG+oir3lbS69tprcfPNN2M8HmNrawtnzpzpqNvj8RgPfehDccstt8Sayyn57QvtluWrwlHSEOaThvS6DqUBLFuu7z/9mZ6Q0WkGcu9JWa7RaNS5Z6fTaSx3VRQFzp07t6BmA1jY57qQvhBRjMbQ13Z3dxfMjO3tbYzH4/g3PfZbb70Vk8kEzBzd4fX9JPs5SFmxvu/9Sbz/MvohV1pMwobCaaWcllWkZk6eRGvCKoi5zeAYNm3QkmghylJSqoQPm6bYF09QN1jqVLdt10rBrUFwhkJoNwW37dBnavuBsC/5rCW/HBRqcdhWBDf5qyH9BwDjuKOsAl0C7s9RN8+uVaM9SY57JTkWdEixJ9e+0xaEmmUNUvnjHEKmW7UeQCwZ5suhtRMCvrY1sOm8cVllDawjjJ137SZiVJXFeKNBWVqYcBHIAKZyPjS/8O7gclAcwr5NwTCFDWo30DTGt1daFI5BDYMdwbBFE47WojV4k0kBMc4zkFz2MCGiBrAZGVca+khy5/0SQg30E9BVod9DSm9f+8vcsvvaWBd9262juC+bAEixcjKhEynV5l6nfUonJwRiWNZbfzo0rdOH4nOKVl+33v7GMH+l2lPXHI15sYa19H1d07aTistWqV4HWinU/5qmiaqdNi1Ltz3OC92XwyxI86JF+dOmZEKkJdQ7Nc1api6n++t94FE3F/igM4RHFaZz1DOU+os8RNxWEW1mb1yWkurUGE/eywSHXDM94cHMnevYl9Ped80OEwqebq+jP+R7kkY5iEq+HxxFXzOxPvkQWiavBaLcClF0hIWSTgK5W5vO9m3espTKAlResVrXEykA7MOqK+7mKkv478xQcLr2fam4DW0WsLRNbfi4lK8y8ARS8r+lH0Js/fvWGKslx3riQQ2iGMEwTTl4h/OV1u3uOFZTG1q+2L6QcU+mK7hIqCVEmoPabAOZrsnnTs8MUDD5Y6TWJE6IqP5VkomHKrTBMBgxo+JQ+qrxdaYLYhSF86WxUKBgByKfa41wntkR2DGKCcOMGG5OsHMChZ/GaHQGT6yldvXcFZhysZBmgHD+xDW3JorXrmLJ0W8HsMTwYQ4ZGZc5Dvp7vG4e8VDtZaBL5vbb1lBt5cOOMwQ6n1vjMO32qcurkCrC2kxsKDS93Vb2E96HyWcxLQMQfTsAfz2GzOGGcsvls46KvST8u2/MCbR8ZD8q/5WMQ5Hqdc2MjmLbvgsiivR8Po8h35pUy+shUn1c0KqeNg0TaBVblMA0FHs8HmMymWBjY2Mht3UZGdsPhsK9V9VJXrX9YdtZd7t12zxoe0OkuyiKGOqt87T1xI4Oy9cKtOSwa/VXY+gBtN9+9z2w5PtQ1zWICPP5fGGduq47aRc6hH6ov/r1OtEsR/XjmHFlQRO2PghBlFBooUdCIg3UwENm5cNnBXuSKQHlUv6oQTvTXyqyJ6Sd4f9Pk80mKKxAILPc5hY7+FBhMbXSpHjsuuWWJExYE+sUBHRUcT3xoHOgCUAJ7jikt2WuaEEl98fYkuvYJ9U3vy+KhL1g0+ZogzqlusSBXPYzJWVcg+4EhpD8SN4Z2EB7TgsijNibhE2cwZ4z2LQWE7IwtQuh+YAxPje6LF0wMgvtGkZZO1ARzMzCQcecbJbniyftNryv4IJKjbbEFvurJ+euHHgmpXWsMzIuZ6xSng/crso3Tmstt8ZWq8ejQ8R9kPjtc5wxhHVFoH2fs6TfFsvbS0Or02XLIOHdAGBDxBSYwRTKaYEWx1gykduzC7Pkci0rp5aGpedxncehlerDDv4Pu/6QWt1XVutSQEjSMpdpTZq1Ui3ka5lh1GH6NYT97Oco2lmY5TvkcabtFUVxpNdfz8ilanZ67bSanZY3G7ov5LPD9rkvpUL+rVKqU8X+KGcUh77HGScXaR5qerUZEr7t1VWZZC+4VaG183VUiQPE+RtQdakhKrhHA+WiHTpQo1VYCw77Yf9+4oARBxWXpW3/PYhEl5V5WTgGUTZ1rW2dW+2Jp1JyFs5Wa4olxFeX30rJsz4Hnffhrz5eHUaut2tAsIbi+ZDa2C1Z7+5xThIZwChBYVKju2+5XjNiX18c/hxvhkmAGaT2uAHbQIJrwm7tQ7FHhUNVW4zHDYrSoSyDQ7gD5k3hw8IL7xhuKgYV7GtZE8OMxDwSmDfGt0cWxD4uwavv7fVMIwiI2/zykrlzLTMyrnSkCuQyDK03RIBTo6+uEZaa4FtBnoFh9VP3YT8w+9hmSLldBd1+H3lets1QuHrHeV2tu0CwmQDjjRkt1LiNQ7i2Uq77+rsQHdBu0Om/jE+H8r01TqoiPYRLHv49pCLqvGghAKlTsjh4S46rXndIoT4K6NBrMSRLjZzEcXtjYwNbW1sLOdVbW1uYTCYYj8cYj8fRCVzakZDwVTfjUYdN6zbTL9FR7+e4cNxf4qHweiHLEoUwHo87aq8xJhp/1XWN06dPL7QtSvLQhJAo4+IRcJCJKd126nw/m82wt7eHnZ2dOBEgqrrcj2K8p/OqMzJWQd8pLeELURzkf77lWyUltETlrZOvs5SNSt2q/V8K+cGtukgg74ydhM0BLUEXMp9Wpjes89T8i4qBCTuUYE9IIeoutWq7Uo9TMqzD23XotxyH1JAWstcluN1jLtFOPnRy63ralXMqxy0loxoE0zchyz1kOhq5xUmN9rMSQMPd4xIVnkjMwHwIeHpuAZ9/vY0Ce0EtL8CYNA5V47BRFxiVDqNRg7J00dkb1huakWGYmmEKhrMG1nqzMzKMsnQYlQ7cEGpnYjktfzy0MAHS9t/fQ+Mg7fS5t2dknBQsm8QfIpKrcnP3o7wCi8rnuurxspJYKRzzWv2i8J+0f1xkOt1u1WdL3cGlv8wtoRYCDvLLgpLN4fP0uJYp6pJXPRQC3nec0X38KopQvGSkWpPdPhfmpmmiU3LTNJhOpwsE4L777sPu7i729vZiiSKtwolifZShIlp5Ho1GOH36NEajUWd9KWklJEpKV+k2rrvuOpw5cwaj0SiWztIK5mg0QlVVK9XM9P26x7oO8Rxqb1W+8nGnAuynzeP6Aqc58lrZFUf306dPd5aLKdlsNkNZlphOpwvu25LOoP0BUlK9u7sbSe+QN8DgzG74fkj4d4rpdIpz585hNBphb28P8/k8RknIX7lvy7LsnbTKRDtjHWgH7PQuSkOmhSxKqDRB8qMZM/LO36Juc1Cnq9BuAUKFtpYzkv015ElyqT6r2KvUI/Z1pKVUFtj3uwKjBGMGwrYpPBkN5NRSt30HgGlxvwaRo6syX90+iope0+K2cl4aINaTlu0lt1uTaFLbSlsS3s1h+ZgDcWbf5wYt2fRtyzloTeBMOMdF2E7c2OOxJ8elVesqjPtmIQZx7GRSwTP3Gga1NZg4i1FjMK68W3hZWRQFwxTOK9wOoMq/t7aArY2MJzGZ1KAZA3UJdoQZm05IvH5S6rrlgJ9wMMwomTtmbBkZlyvWSqfEYoklwTrO30Pkbtm40iwZywqhZuaVpmoHxbJQZiARjjSZXEKo+2p3622EvHb6sQ+ivHLiQkVIptdJf6bzrDuGZj3Ktey317AuIdarlOqDGsxdybjkSrUOj9UQNU7U6ul02nHwBjw5kc+1MZkm04dVqpcRaymZpR2URb2WHOmNjQ1sbGx0SLUxBpPJJBJnyavWpPqow737MESYj6KdS9HGxWgTWFSq5YdEq7liMpf2QyZg6rpeINRAG6EgKnJKqiWCY9lky9Bxp8ZquhyYQCanptNp7E9Kqjc2NnrJvPQnK9gZQyB4JVjuOk/YWnKt76iC25zlFJ5ocsewjNT2ae62QzeEt+A2RLliRMLtHcB9SPfYMSowJrAowpBlFvJvDRjbVGDXEPYSRVmX/BLiLEZhFdpcaTFIa8O8F8mu9E+UaKh2dTulagPqM6Cbox3PB0leMbch4YzORIZj3R9VI7xzXhEd2kexj20etuxX91+OSUqWbToXw+Erdh2jNCdbMGAtoXEGdVNgVDUYjSyK0rXlthoHQz7PmphRz0o0jVQokHx7j/QJqZ2/C3A0ZwMxKrRRFI7aa5mRcaUiJVHLxkrrqLRx3fA9TsO9tRot0GTMsv+mD6m9++1bH9mVSYQFMeqASvyq/Q21rUO2U+w3ylK3v2zSQpCW4UrDwgWSqy3n7KjG+H0TDCctNHxfpPqoDl4ukBBfIccae3t7uPPOO3H27FnM53Pcd999caAvbXzuc5/DXXfdhbNnz0YSrskCM2M+nx9KqU7NwTS5uPbaa/F5n/d5uO666zoKti6jJUq1kClpS8poSaj4ZDJZCCHf2NjYd+mro75B11XJrxbIQ0CXk9Kl0JgZGxsbuPHGGzEajTr3XtM02N3dhbUW0+kUt9xyy0L99L29PVy4cCHWXZfa6wJrLT7zmc9Ecz6d4qCjB/p8BJjbmuwSyZHmVN999934xCc+gfvvv79TY1070X/e530ezpw505sLL98B51zHrT7j6oWQRq8aewLDoAWynM6ge6WWorO0QVe5FYW2Rps37eBzeD0x88vHTKFOsodXrr2aW8Gro2Nuc6cnjjGGCy7W4bcKhCkKzMhEsjglwoyok0ssZmrG8zFFnP3nWj0ukuVxewrPFfJqbcwDV+dTtpG2izBY0sQaPesDEhlAKILqjNhOdz1AEfJwbn1Y++K1Y7Rh86JOz4w/79Infx1961JHmwHMiWJN7ZoMitAPKalWM6FiH74/5wLTxmHDGTS2wWTcwBiGcwTMEUpriULD3qjMEYjYX5Pk3pN+Af7eAgDi1vgtE+iMKx2p6rjf+tQaae1jaX8VmU7hEqK2rjq9XwKcHvtBCPQ6Y105llXHvWzb0MG4/VD4e5+KrMtx0cDr2I7+nQ3vxTm806++KAaoMo1LIkHTHPGh/PuTiEumVOsQ7Z2dHezu7nY+P3/+PP7hH/4Bn/3sZ7Gzs4P/9//+H86fP99ZZ3d3F/fee28M+x4iFwdRq7VarBVIUaKLosCNN96IJz7xibj11ls764xGo6hOb21t4brrrlsI/9allTQZ0euISni1EtjLEcuiCOQ+EzKaqsCa7GozPY0LFy7gnnvuiWqxhHkL5vM5RqNRnGTSXgPaYKzPg8A515nA6svZn06nmE6ncVJIlHO5p0ejEay1ePCDHxxJs55wkjYzoc4AWqIGLJI9Tl67MOSR5TYQatk2qqbwP/itotmalNXEqNHmU9sYfOxJeIVQPxqEEfu61OOgTHtF2KvTgK9JbckHN1sAu8aTaIQWoxILldMs/XUtQdUh6+254AXlWIckE3y//Dnsqs7aFbxAa6il60untabF4VXcX5m733u9XnwNBhG8+iuTC+zDqi1MdNX255ZUfrn/N7HdEH/Ak+o5UUtgw/KKHQoAcxaCziH/vd2+BoVrbmAcwCFwbVRZVFVQrdk7gHMYOZalhasLNNagcT67voBDESg9s4R4A+OOot/WIBe39/azjIwrF+ualKXreGK0qI7qdpeRSmaOE4ZDJFraPkh95SGss92CQLAPdT40sFa7fRi8FtQNrS5UW4UitEM52SmfWCDpSUh4nOAdiM5Njcn6IhXTyQXB1UKogUsc/q1V5TTMdT6fY3t7G+fPn8eFCxdw33334ezZs53tZ7MZdnZ2DmzatA60Aq3duiVv+pprrsH111/fIRSj0Qibm5soigKnT5/GddddF0OBM04G+h48mkimCvC62NjYANAahmlyLpEXp06dimQ3zeeW9YaQqt4p9vb2cO7cOUyn045J2Xg8xsbGBsbjcVTbnXPxQSp/T7oJRcbB0SrV3XJZhhm1kfBAn7sqNadTR2tLkt/r6TcDHZXaq9aeVKtqS6CgTm+wz6+eOOAU+zJYvpyUhDIT6jCgqokwNS0hnxopr9XmIEeCC0++SkbHDdzIcmgC3PMdYUC2krDvlBwbAgq4BaJbmFaZNeT/UkjWNsYTY3nPsdwUvLoru2eKym4KIkaRqr+W4JyBdb5sVe082S7ha1vXTHHSow5u277+s8OUC+yG+lhyroTQ+utObd1s9u7gjsiH0YNRwXXOIRFQlA5FwW3JmIJRVL7mNRHQ7AUTSTg4GIxhMQvEWsps+brU7YSFujTxPrx6hoYZVwLWcV9ep5xTul5bO7lVGIeIkhhepSW2evshgldCotPXffs7NPFNsIzwHrbtdffPzJGQ913HdBKvS7JNUI7b9oC272l7fcc7dJwxVD5Oai56FPUR7f3iJAqGlzynGsDag/G+cNaLiWX7y2Qi4zhxqe6vdcO48/2fobFojsVByW2Xy2c+nNjTJAtCTd7wS5RCoDX/cmjDw7WKXaNVqQExK2vdTUsgmJVRMB9r+2hBkazXRKjYk2xRohsEs62gbEflkrtEugoq9wjeFVyIsBDaghgF9Rj7LRlXyLb69SriLOHQRpFt/9e348e2BBcIsbUtoWYmb1IWXkfUSuWGD6muuXXStjHXXB1XDKEHqpCXXpFDwYyCi2D45s/ViPzVrLiIJJfhDeEMuzghM4ZFpSYUGmuAkDlWll6tFohqTcQoDGPuCA2bmK9tQhRDxRzvS5n6duE+BNo881yjOuNywjrEr9dsSinVfQqmJtSD++4J+e7b91CucbrdOjnYcd1DErF1zttRegsNEs4lQogOs9bQy8Q0TBRtHZYNLCfkui1SpN5AiH7oVx8xV5HAKfbr83MSsS9SPWRMtM76+8lL6NvX5YKDEut1HAfXaWe/WOcarfsAGVp3qcnFER/fQY/nIH3cz3k5LlwO6u8yw7+O+2Ty/V3neXGpjy3j6NEabwWSt2L9IoQV6vBnMd+S/F1NoIGQT62W6dBrT9h9Hi6H/OoqhHsXug2iEPbG0eVZiLvk+0K1OVbKtlhmmkCofUi5/8yvzyiIgxGYV28b9oZaojTLegBgTJcM9r0WWPZbRsK9GHAyqDinny+EgUcCzh3lmpn8NWLAMcVr1ZqPCfFtj5vIm5cBXk0vjQ/PHsFhwtar2/AkvmaDghglOYBNULc9RnCoYYKZmAHYQWp3G1uALGPWOFTGoSotisLBmFZRj/0Hh3vJ93oc+mzQ1q0Wsl2q0HAgh31nnHxIru6y8PBUkdboI85DubTL2hkKPxboMUcfUjKakskhcqkxGCo9NIEwcL4MaNCcbRlSwjsE+bxAO/7SxrkxRFz1P+1DxwgXbSmudXKn0/7qffX1s08YPWlq9bEp1UOqsj65ul5uWvpK3qeOxRcLEu4tKp3OFZWwW50Lrf/tB5fyplrmEg0cnmweBy7G/g9yXo4Sy+6pNA1hyJzssH2U9sSJXC/TLvu6X7rvfTnnl/reybh0aBVrD20cRgiKNLVLTFzuWWgR1Okm/DVoHatr8oM0X6KJvBFZCPM27N+P2Q88Yg42+W2lHjQAjOCJfBWIMocBiMRplAxMFPGW/GZRqIVUy2SCNsRy7N/XKNA3ripUeLeGkLw+Iq6DkT05ld/W8Gn42BDHz+Rz/Zm0KYq5hJEDAAUiLJ12DBgHGKao6kbzLyYY8uS5LByKwoeqy/40qW8agwkTGmswawrU3OY7k6j8kHJf/ohnkBrW1F4TCRt3BMv+X9GocQQTijBBMC4t0ABTDvcPOVimYGjXRksYiAO4P2wh1vnJlXFSsEqt9qS3fX1Q9IWOLzOtGlKodYqZXtYHq45rHewndPmgYc6CIcK/31D0vkkGSVERzqTX6SPTQ5MLsm38fIkgOCSqDKEvhPyk4djcv+XkpWWBxBl4d3cX0+kU8/kcn/vc53Dvvfd2Tvb29jY+97nP4b777sPOzk5vSa00D3u/x6LNx1ISUJYlrrnmGmxsbMQcaiHUo9EIxhg86EEPwnXXXYetra1Oe1JSqyiKlbWmh/p2MTC0n6Navt/99mG/JPEo+njcx78MRVFgPB537id9j9d1jZtvvhm33norptNph+DKd61pGtx///3Y3t7undxalXMtjvnGGDRNE/sgOd133XUXPv7xj8f7XrC5uRm/L6dPn8apU6cWJgQAdNzsT+JDNaMN906hKaO+8mP2amRNiO7PkrPMaJ2wEf5UDIAIDbwqXsHn81oQikCovSpN3oAskO4FZ2y0ebTSn5JbnWYcYp5nJoQJi6oNju3Jtp7ot6HJGgVxVJg1LEwMdzbMod+tU7WBD11OQ8k1mAmWW4KsdyGEV0MTat1uh0zL+yS0XO/T/11sV7YHgGpkYQqGsxSXMxOKUF8as9L/VWp7QcFsEcGUDH7SQqi93EMVXJzAkJJntTNxUA14BXwUogBMCAMvrC+fpY3WIjkPp09IdnseV0dcZGRcTAwRvD5VcFkY9n6wTtmmddoADkawhhRPgVZk1217KAf5MFgVYt6nMK+z/rLPpH70qvPYR7CHJjFWLdOfLWs/Xe8kj/uOPadaygh1DBGcw/nz57G9vY29vT184hOfwGc+85nOOnt7e/jsZz+Lc+fOYTabYXd3d6HsltSmBvYfRiru22LGJIZMgvF4jJtuugk33HBDLHs1Go1A1Lpyy+dSXkir2UKm5W9GxjqQMmyj0Qh1XXdKsQH+nn/Qgx4UvxdiGCZluqbTKfb29tA0Dfb29hZmdnUYd993RupgW2s793Rd16jrGmVZ4rOf/Sw+8pGPYDKZAECclLr22mtxzTXXxD5LrXaBtCd96HMfz7jyMXRFxR3aEyO/lnbarklqJ7eOpA2hU8e66WlXBgQWjIrbPGp9dxtuc7RLtLnaDl3CVHLb/xFzDEGXEG9Z1yvULpYIK0LIcEmulwjrnGXLXtX1yioHBV0UGqAih9I4HzJdOJRlV73WSrP+CqfGY0J8teO3LNNh3mlOt2N1Tm1LgEV1judUktuBoErrZ40PTy9Lh6JyCGVoYUoGOwIZ/3eyWWM+LcEMWGtiyDYzoW4KTG0RQ8Qn5MtrtY7inmYLAbbsJyQmZAMx9wS9PS6vpI+Mi4SaQaHGt0MFX4fc9tzBZfKsdPm5lXEJscocqs+Feb+E+jAKdbpvoJ8QrzLPGvo8NbCUdlNyuCw3e9l+V6HXVGwf2+83HRFYfT2IqDOhm5qgaQK/qq9Sz7pPFBnqa0qspZ1l25xEHDup1iGjAuccmqZBXdeYz+fY29tbKB00nU4xm80wm81Q13Vv+SEd+noQ6FDV1IypKApMJpNYGmtjYwNVVUUSboyJ5EecvbXyrctlZWSsC33/6PQHDXHiLoqiE46tkU4S6faB5d8ZcfWWmWR53TSe0ojrvhBvADGCQ4i2RJFcDTk0GS3E/EvXeAba/GpRGlPjMksmkqWCW0Kc3qViStaX4a9zrOV9Fd47asteFewJs+RrV6HPY+ZOXWK/HS2kLA8do4MPN2YiONfmFWtFGOiGWhsZ7ATiCCBs4/OQKZBDMRVL0Uec5a/Tx5KoyKnpmW5P1pW2mqbo7ENQhtzltl3AFA5kPMmWmtGmZFDBIMMg9XNIBqCSMZn6CDRXG9jal8OytfEh4tMSs3kJ63y/yBZ+MiIQ4CZksRfx/grB4+EaVUGlpjDRwUwxt9sG13KCkG9xD2/dymsyoaa4KNmUCXXGZYnDuDDvB/o3fD+lrw4yTu8bLyxT6I86RXSd83ncTuFDJcz61uPO75F6NoMjyXYp8cbwce5nvKbHi7Jtek9eDWO/i6JUi6Kml21vb+PcuXPY3t7GHXfcgY997GMLYa7nz5+PtXj7wr8PWoMaQIccj0YjjMfjzuebm5u44YYb8MAHPhBVVWFrayuG5Qphue6663DNNdfEMFf9L83BzshYBzKZk5Jl+W5Ya3HTTTfFUnJ6ve3tbWxvb2NnZwd33XVXJN2C+ABdEt3hnENd1zHsO4YpFQXquoYxBvfccw8++clPxsgN+Vy+qxsbG7jmmmsWfBJSop5xdaEtfSXX3iudDVTucSC/pNaXkOs+dcJFcoqQZ+tDv8XJdMwI6rVvtwqEumIAzHF7B+/87dDN9S6Z0ZDk2i6GtEvodsdkjdvcal9yqxvOLfBh1UIIfUiyJ4SenJMjODaABZzr7lnU7vQr3DV7YxWS7SKBFrI+FNIt7t/LQMRwzsAYC2NCmHggzYZ8OSvfZljfMMyIYUb+ZLMDqASoJFDJ4Mbnbxdj/xlbgp0blKXDuGlgGwPnCKPGwDkDx8CsKbHnimg8ps+vnAfiNq/asPOkWdR6cCToonIDiKXPapj4XozrejzhMjIuOvpI0FD9YODwYd/AYuh36tit93WYusT62NIw7rjvNVLxOtGx4KXq6UFwEGU7JZlDynp8P7CPVctjypTsP6jOHCZxga6SHUn3CqwTAp62c7Emey4XHMr9exVkgC6DbYG1FhcuXMDZs2dx/vx5fOYzn8HHP/7xBTVbBvfM3KtUHxRCeiWMezweR4VNIKT6QQ96EKqqivnVOgd7a2urk1MNoBPeKu+Bg6vplxJ9ORWXClfi+TsIJMJhCM65OEml1eCmaXD27FmcO3cOFy5cwCc/+cmFtlIDi76ZXcmpXni4hwkiIsLdd98Na22sxS0TTfIdP3XqFB74wAeiaZpOvW7xU5C2xQgt4+TAh0fzwmuXDALEFVtIrOn5rLs+olmZ1D+W8lrC/8oQDuwVcD+8kGBw7Q7ehHBuhO0bagm1VnQNgLFDh3hLvyz8chfDh9v2tfu5hIcLuS7h3bELOBTklBqtylmhDeOTMGpxB2f25az6CLWcO0DU7kQhDyTaOgpjKa2ALLbFTDCmJeNCtKUvQqbL0qEaWVCPRTYRQAWjmHhCTSUhXCZPrAuADIENg8pwzI3/ZyqLYuRg5wb1tIC1hGpELcGuLMZ1gdoWmLsCjr2SPGMT7gcGB/WZQYDzyrUci5PwcG7PgQHDMUe3cZ/n3t6PhHaSJyPjckTf77o4e3fWS5RNvS7QkuP9kGTZRx+J72tjaFwXxwgDYdZDIeSawA2No46KXA+VvepbT+93sDb0EvW/s17PZEZavky3oQl2WxYxMTJjRBV7yGRavx+KgrxaxunLcFHqVKfO3anrt4SC94WIy7ZHfbG0CpcaKAFtznVZlqiqKv7TId2idGtlWrYFrh4imHG00EZeGnI/6Zx9Sa8QYltVVYykSI3AdCj3qntzSMU2xsBai7quO6YT2pRQT4CddKfHjOVIlVMb6GJNbV1jIdZSF1pcmBmh7FV47aibUx3da9HmYJfwxmTSdsndcHDZjzMEKds1J8JM3ZpSeiv2OxBvi1bNbMjXtvb9oEiiDQOWKKjcfp9lWMsIm0S7XScnmgHLBjaUf+JAwCXvuRvOvTjxoD/T+7CB0Mvsg6GWrAsa1w0XF2LvrPFkM5BrY1w0LwNCmLnzedAFvCLtVXB0wr65EeIMmJEBOwa5QLINwOLY7QBXc3xvmraNZmbQNAWcZchP9aiygSATGhhAhWrHEHtqVemCgTKQ/4K8KZ64jjs9WA33TTtZwiHff/i8Z2RcKqTu2EJqhwzKhkpmaaKWOncP/X4va7uPIAoBXDYGWXAj1wRyTTK7sN8Dbreqzf2uO9SHeA3BC+dNX5dVn6dkuxs+3i4bLJu2D3Lcp0IvSzG8GlTrY3P/zoRyEUMkadl5XXUeh8Jdhva5aj/ruAyuaiPj4mE/vgLHRWqHcr8zrj4wurnGckeQ+qvzlNPYIyG6tbpXhbw28LzQqWViGqZ3pksu6brUTKq+NYXQZCKUoQ0h3WNmtT2H42n7ogVZaQvwpFtee3Id1PW4vjdqI2aADJxjOOKonhaGwS7kUINgnfElppzpEOV4rpJSWbFPPSp2nDgmDoPadBtPpLvbymAavjQZ+UmDIv5WeMW3aQysNRiNG5SlA4XEdCoYxSjtCIBSeY0YAgyBHMuID9Q4UOigm1qYkYPZDbnaDaMsCbO9Cs6RV8qLMIHXAJ2kbXVsMtCcuRKWXcy1BnwZMwrzHVLL2i/nQKwZLnt/Z1ym6BsDLFOWUzJ10N/tdlKzu69lhG9V3wb3lYxPNUHWyqks78sbJjpeQrcuYVxGruO1oP7z2keElynbRrUjUTvy7O9TrbWD+DqTHmlKVp+x2brmaCcFF0WpvhJwJToR94XoHjWx2Y8Ffg7/OFqsey6XhVCtmnTJyDguMNqcYwmh1XegSwhqFUiNJuBCmhtqSTHDO32LGq0HG6JOS/tAq1oTJ6HjYT+GOZqSGWYID7TUhoVbCio1E9BRgiUUXIfScQhx9usaeOVTjscGhdrzOL/PKijB0jMX6i7PUEayVwTlut33kHLUfW8IKNghfYRb7Rau2pJK0dKOCQcqBL+gxfxsANHV24QL4Gp5D1DJbQ61IdCo8B0rTSTQMtrjxvmDaByMIZgJg6oGVFpwQ6h3DJz14eZSqkvcx2tb+LJaIVc6kuKWs6NBMB8jhiHulNaSY/f58/44bEKo81M043LBcf+mrzPu61NOBX0EOlXR0+XrtLHQh2ScmoaBD036H2TMOqjYDzwZhva7qqzVQjs9kxhDExhdIt1uVwQlXE+s+gnV9lzJb7Kuez3YpyU51nrbq4VQAxeBVNd1jd3d3YWc6r29vVgCSHJDU1Olo1DA+sJgidpa0mVZ4tSpUws1dbe2tjCZTDAajaLDt5iOaROyK42IHwQHOUYd8p/J3NFBUiZ6Q2uCa7i41Z86dWohpWI+n8e0ijTlAlitOsv3NHUbJ6Lo5q8d/bWrvvYxkPcLzp5H5JuQcemhryQjqNTwpNOq696QJzGSmyzQNaR1Oy6o1U0g5SYZnMhgwEJqSodSWgQ0gVhXjKBQt/nQxIySvVI+M9RRyxt44lyTJ+1NUNub0BfhZcRASRTa9yTcgIFA2CXL2wSCLP8AxLBpf5z+RZkcm2UaJNP6nAuZbJd7Ym8TZbtrZoYFhVtCp3UbzAZEPj/ZMcdwaucITW18uHrJYEvAzE9jGCO50l6NJ0OgSQkQgSYjv6OqBIwBzebg3RnYtMWtii2AjIXdcygahxEalJbQzArUc6CuC5Sh9FdBjLk1QMit1hMRhvxkxdwVGJvGh9cbRuNMPBeWdd5le04p+ZuRcamxLinsy6kGVo/N1ol+7HOnTvOw+/a9Tkg6gTokvE+V7usT0BLr/YSZHzWWhbGv3FZNVgzltcs68llJBUamxJaZoCKDs3YPu3YGy+2vsV+/JdP+3mjbE8j50/dYn0izjFhfjULbsZJq5xw++9nP4oMf/CCm02lcbq2Ndap3d3dx3333YT6fLwyoNXnYz4XRRFqcvdN86RtuuAE33ngjxuMxHvjAB+Lmm2/urDMajfCQhzwEN9xwQ3RkFrdj3fZoNBo0W1qWW7CfYxGsYxiQ7vOwTsv73ZaIYm1yIW1HaTJ3tYOZYzkrPXFhjIkO9qPRCF/wBV+A66+/vnPe5/M57r//fuzs7GA2m0V3fQ0xFpTvnr6PJHdbtk2/U1VVwTkX3cvTdbT3QDrZJfu57bbbFkwDM64sePVWz6Z3lWFH7TBsZjw5LUAdNbshrw438Iqxgy+l1ZBvx+c4ezIrNSGimVlQsT3pDo7dRDG/uuMAjpYYS18jYVbH06jH4CwO6lr1XGC8/OwVdiI0MjBicV1lRL2cfeY0nA+vdkpiFurMitwZUCz9BOjwvaCmKxdsyeWOhmcJFYzbEvVKr3351fLaBnINB1WCrFXYnTUoKueN0oKabGYMUzGKxqGE9eq0/CstaFx5Ql15og0iYFYDpgbPLVAamDMGNGoAZwH4GuFFxaBdv596XsAYhnMEogKFY8xdEY9dTzLUTCicwahwnXPDEhUQFGydP+0PmfpOV0bGZYE+8jWkAHd8jpg7xHtp+LgaU6amWQclz4P76iGWfcT6YoV4A4cbz+u+p34zfSHtWp1ur43fRqe1yLmx7CLJPmPGKKnAfSDsOk+stWqdEmtpUx55zLxArPcTudqHk55PDRyCVK9D1pxzuOeee/D3f//3uHDhQmdbUann8znOnj3bMT7S6x0UMngfjUbY2trqKGZFUeABD3gAHvKQh2BzcxMPe9jDcOutt3acisuyxOnTp7G5uRmVbWlDG5tpB+SDYpUD4jrbLgsFH1qnb7/rGkstm4HTkQhN02A+ny8omxkHhzbwExBRjLyYTCZ4+MMfjltuuaWzzt7eHj7zmc/g7Nmz2N3dRVEU2N7e7rSdEmp93WRZWiIPaI39mqbBeDzuJdXST/1Xg5nxbd/2bQc/MRmXHBIGbZLng86zltxlC4rh1T4emjqh1BLqLcTaE2mOIdcSAi7QIWZFCKvum8qT8lsU2rVEKAL5jko4teTJE/xu2HiRPDqjaRn77TkMWKoQmm6J0ATV2pf2IozhYMLrkhxsUEqZW/IaQ7EhYdjOq6tgFBTW49YQTqoyA4pID/yMOvWZKNupW7tMShDawZwnm4Bjg4IIlg0a62JuM2a+xnZROJSlQ1GGv5Xz6rVzYNugaBxoUoJKv1eqG/A4qNZlAbIuRjhIuDiPChTNFICDnYbw8sI7kBN5Y7WmMb5+9rzE3BWoxaAtTA7IPWFhUCc3SJ9LvUwQNZlQZ1xmSImx/B1UpsFLt9PL1s197ltvsFb1Ab5BQ8Q69jXsSsj1Sl6iyCuwXPxaZS421OYyDI279YRA6nCu855jWg7J61ZtNgTs2hlq12Ba1CjIYGIqzFwNC7dQZksTa4GkU+k8a8D/3g4dw7riXTYqOwJYazGfzzs1piUMVUpmHZfDN9Af/i0h3GVZoixLjEYjbGxsLBDv0WgUnZSFNGisWw7oKPM2rhSIsil/s1J9dBiaoNDO9KIap9vJPS/381Ckw6p7VpfGkvfi5F8URQwD7/uODN3b2ezsZCKSU7Rh3jNDUf2NJmBo3b4BRVRJiDgvhOPKj7SU0CrhSWoR12hDyF34O6PWFdzBG2+Jaq3JM9CGmvs61qE/gThHAzS0/ZM+1/AqewNgDMIokFMHCkQesFz4HG4QNrhtrAlEWvLR5SMrZ4tdVLGlzNeCEo1uze12PTmuljT789iew3Qbqc8tEw8NWqM5MS4zAAqrSknCh12X5LBRNdjYmKOwBGcJriEUc4dqbmE2HNA40GYFjAr/elQChXpuGPJqdeO8Yj0pgju4r31NBcPODGxtMNujYJ5WwLowWcHJ77YcA/uJAQlx90ZsPlqiPaNiUscokYl1xuWFWAEkncRcQqjXwSrHb92mKKZ9Kvey+thDRKx3DEDyZ7HEV2qa1VPZb4HIpapwH/Q2+zEgWxcLBFPOH6hDYAU+bYjiuegj1LKMwZg3DUZUojQFbHyqde8VrVgD0kbrDh7PrVKrh3BYFfuk4MCkel0Vta5rbG9vdxQxUbskv1PnWx8FNDGQPFNNIMqyxHg8xsbGBjY3N7G1tYUzZ84s5H/qkG/Jp07Vwf0Q64N8JjiMmn0xkIa1WGs75dKyUn10SMmnjpyQe3JjYwOj0aiznTEGp06dimq0EGyNdXwC+iZI5Ls+n88BeFV8e3t76fejb4Y4k+orH0LU+q6kAwXiTMGEjDvqdEoEBbotT3TbJbH+JwczFnglWWpT1+p2tiRqtHfhFiO0khmOgDkILhB7GaSV0MS2Jc4a6S+YCYOdEnGsFI9D6ltbACBCzYyaW/KqS425oObLdgUDY6ZOyS9W68qxuWRf+vxJ9yXX25876nym+wpQJNfS1sy0kx8lh3rc3LZfCdF2jGo2wtZ8hLFpMCodytKiqizGFxqMNi2q0zXK0xY0MTCTEtisgMIr02QIXJUgFyhByMUuRwXcbg2357wJWnDzpqk3ThMTNhOI/ZwNZuGsSZ66DKwtAyV513ULE/POfcqBCdddn9PL4zc3IyOmfy0JvwYOphCnWFaGSfdB0NeXlKztx4x13eozqSN13zoAQmTQwcfeh4UQ54Xw+J4+UQhhsvDPaiJqJwVAcRpQQr9tIMZzNLDOqeiFljjLRIgQa9+X9nPZbzrWZOa1FPxlyv9Jxr5I9bKZpaGbs2kaTKdT7O3tddYXpVrI11HfuH3EWiD5n5ITvbGxgY2NDVRV1dle1/zVpkqHzak4qvUvF0It0A9KrVALuT5Ifw8z+3UUM2frGHUc9f4Pup2OyEijKgCvVI/HY4zHY8zn845pmGBdF/w+gzOpXw0gpnfsFzmi4cqHuGinSAmJJ8EhtBuI4dfa/MvnCrfLHIVc6tCGDEwKIdYI6jO6YdoFB3Iddi+h5d3yWNQquKHDZWhP+ufLgXGHdANAWyKMUUq4NjNmRHB+w5gPjtAmwrEUIFRBLZfwazk3ADAnioq5J/gmkFjuEOiGuvnoorDrcyoTDTIBodF+1ureHPZfhzYBb8Zmqb0uBhTIvo8A8BEDFNrxuexTNhjbEpVlVDOHsbE4NZvjlJ3HM1gEucSUBlSyNy4rC1BlgHHlS5E59uHjjQvr1cB2AzcF2MmkucN41GA2L71hWUAdjqqGz9/XujyDYpi4vzQMUambJQPHjIzjwmH9cIB+Mt0X+r0K8qzQrtKHwTLVM+2T0eNu6uYX92KN0PW+/Oy4jyV9ARZDpfeLoXMXx8/JuQ4fAggRAeTf6/VMiDcS1dmQqNIA4FCQQUkFxoXnOJZdnNyYcxPzrQ0Bdh8cpY9cX+3CyKHrVC9TIHXYb+eLnDhDH+dFiLNXoR+iNkvfhAyIG7JAlGkAa5Pqg8567Sd3ed1t19nPQdteta1EHwiZlomTVW0u289BtzvItkPt7Ke9w+z/qPq+qt10sglAr5HYfmaT5a82NjtI/zKuTGj3aWCRYGslmtQ68XPqhmB78saYi8IMoAbDwht/pSS6WyqrJZClGoTU5EPARxQIIHtC6rfh2CdNgC21JDq+V8et7PiAcIw+/Nsr29a0QyQ5fskRNwBGTDjlEI9Jn68ZtaHwFJTqMXvSJxMVTTgufe5SdVrc1APH74WJa7cTGjNi1OTPO9DWAS+5PQdVOF9lmIjwNcUpTprAAQ4GBVuvVTHQWIN6VvhyWAXDjEIpLecJNZ3eAG1MvGpdhueUc0BjvUP4xhw82gPMDFQ2gGlAhmFrA1P4EmJFzdirS1RgbHGDXRSwIUpAAkC9S7uDA0UV26/TjbLR6QJZsc64GFhGrA8r0KxLqPugVeuWvC03OFu3L8tUdyHWy9ojat2sF9ZTT0VRc4WE6/2tO2mw38mFyEd6jlevM3TNXYgAAiQFSZHZGIrfEmvAX6try1O4pTiNCRU4FSJ25nCYweEuu4tzdg8X7B4cAwUZiSfw/aR28lmT6L7w+KupdNYQDpVTrR2IU3IsarQmWPozTWqPGtKXGKqgBvfWWhD58j+z2QxlWWJnZwfb29u95X+0Edm6od5XO6bTKXZ2drC3txcjFXL496WHXAdJZ5AUCA0JC5eUjP18R3Ue/UGiEzKpPjlwFMy/UtUBXTKqlwMtIdSEukGoBR2GMHVQigu0CrIm1wW8yt033pmRJ58lvAI7CqpsGfopCq+uYY1AGCv2/dDh5NKn7jH5AYdXkRkzAKzKOomSW7Am6gw21FlHH5ecGwTi7MPFpY/+b8ltjW7dTnp+tXKdfubPQatCW3DMfSe010FU3Coo0UU4PwWAsWNM0IaF+5xrxhiMCVmMjX+2+Nxn4xVmbjvBjQvu4KFnzqkTxUDdgK316g0RzJZPcylmNbhxsLUBM4GIYYxDQQ4Nm5hy4CcKTDhncv1MCMn39cAlXx1YDK8HMqHOuPRYmeOK7nhc0Ece+8pirYNlBHDILA1YYQ62ivwPKNm6T+tyOzn+lITvR4Feh1gviw7QOeLpudTH1vGFQnd9B/bRRz3XoqICI2qpng3TiQ0Y590cc7aw4WnXltfq9nHZvaaFr6Ha28uM3I4iIuNywqGNyjQ5TgfgQqZTwp0S8eMaTGuVWhNiPeiv6zqWERqqqdtndpYxjNlshul0itlslt2/LyNoh31Jb5AyXILZbNa55/cL/Z221q49EdUX0ZJx5aHsGyQpFVjIsl5LiGualyxh15JDLeqvDQTVxtlz8kQ75J2V4ce7oTb8m9Cq4ABQoQ2ZrqI6HfoDnZ9HHfVXK+l+XU/ELDSxFrXTtcSMGBTCi6sQdkxEHRJch+PykwMUzdPEJM0fo5xnv07JQEWe0FbcEtmKxWWcY652em513rYlChMGPtR7ThQUcgrusFJqrHXP3mBChTZ/3R+zz7ceO9+PCTuMg02OrifOIK9WNwXmswK07a9uObcoHYPKqR/pbtSg8QiojSfXgCfUahTMjkGlQXHKwE0tTOEdwY3x/8rChfDGNrTSgbBrCEDbV6kjXoE7w7++153oizwuyDgGrJtDfNToMxzTDtzyfp39L1OA+1TbIQwR1z7jMt12XG9JiLe0H1NGByYYDiIQxGNTmxY9BFW3rfcvxxZ9c1aQ/UW1Gphzg7vr89gr5rim2EAFAwtGzRZztpjzoqfVELk28OHnzMPltvTxrGP2dtJ41aFIddM02N7ejgRVnLwF8/k81sKdzWZxOTNHwn1cztBygftIXdM0uHDhAu69917s7OxgNBotEAAiWsinPmkX/7gg111KL2WjsssD1lrMZrNownfTTTctXJe7774bFy5ciNctDeFeNhEmzwFmxt7e3r6jO44rciXj4kJEYl2OCAikjBB8SNFr+KUdtW0gkYxWLWQwahngRaLKqOGJsgsqNJgiAR1zmw9sgpoqZLsmoCTf65Yw+YPQLuAVq9dQBBttSHpNHEPTZTBVkM93827Y3pm8AnCKCSOmkEeNmEMOtb+NQPZ8CDhhagiNqNJoyWwVyLOQ6hEzxnAosEio+35pLQwaJtQhrNubvTFGrGp2h2MlpqhkOwLqoLZHUg+vTBM88SzD/gs41DCYskFtCRvGoiBGYw2m09bLhJ0FGQu4Gcy0AW3OQRvBcNE5n2OtFH0YAzg/KKRJifIaBrsGzAA7wDnCeGR9SezG164u2Pi8cGfQkDeCa8J19Z0AClGwVEg4gGjWJvd4JtQZFxvHEt2ZKpNCVqFU5YRY942H+wiuJtY6bFzIWBrurfsylF+dLltqBBz6HI25qN9wrY9Mr0tmNTTR7NR/DtAEPi5Tam16nmOfepbp7USthiLUklPtmHGf28a5ZndhHwWZEPLt61zLufCPWRPzr+Mx9RDrvn4BJ48wr4ND1ane3t7Gpz/9aezu7mI6nUaCLZjP5/jYxz4WyWu6vfw7avdvUc0BxBBkDWMMdnZ2cMcdd6AoiugC3ldeKCXaGauREulcUuvywNbWFh760IfihhtuwLXXXotbb70V11xzTWedD3/4w5jP57jzzjuxt7eHCxcudLwGdJSHhqR7SHj53t7egrP4OjjqZ0HGxQXB56iKuRPBkyybDrQC4dbO3+1nbe6v4ZZ8a5IrqEmRxqCo+oEMo1IsVbat4POSxVAL8MSR4EmpJ6oMMKE2XrXVYdIlfE5zQ/Cu3YFIT8lhxg5zODRhyFaAMGaDEZHPQ2b/twT5OtUMbLAPl67ioLM93iKQ5IYIxgDGUSSzMikgIeIMP0EgGiuzWNd4Yh7GWh212J8XVR4LPte5lJ4QYr6hRK+LSt+Qz7XmsNqIfV54CURFviwKjLlAwezzr9VlPm0dxuE3Ydw4bNYFJrMG470Gm/Uc1a5FdaZGMXfA9hxUGsCQr1c9KoCi8KW3DAONA8+tDxsvCWYEFJVEqfnyWvPGwDqKLuBSZg3wyjoAzNkfB8ObmfWp0nqSKBPqjEuBoVDclICucute9Vkfse7tT0L2ltW4XiDvybG04diLE/cL43NQh1DL+8F+kvLJWDEvkRqZDamsy+ou62MbmlgAWgJqnaojrQ7Dsp88js/pnvMgfbHhuvms6EVX8Iatul4cnMJ7qrnoiUTybuJRfV+iPqe54quu4UnEvt2/NWazGe6///5YMuvs2bOdAXjTNLjnnnuwvb19ICfgw0Ar1X0D9ZTkZ2ScdNxwww246aabcNNNN2Frawuf93mfhwc96EGddZqmwd/8zd/g3LlzMb9aK9OpX4GGNqTTkSn7QZ58OZmI5YhA8a9Xe0VBlkFMyJUmcTX14cak2kHyOpJeYjimYGwWyk4pJRhoySjgf/wsoIg9x3BsyZsWJdmwb9PAd4Y878YMKgc89FVUdsAblY3Qqu5gT+wb8hJ8wT6Htw1B9+egDqo+4Pc/dt6ZdWYItToGnf/ttw81sjuhm4h50YI0j7pU6qwNSoQouOLOzuFvTf54PPkM25DP0atAMX+cQgh7CU/KR4FYG4avQ22BjRAib9mgsQZFU2C2W4IIIGPBzqI4ZUCGIrGWMmBwDlQWwKQENw489xfLjAjF2KGsHMysDYcsDKNyDMf+rFXsj2Hs2qgDmXSQflI4HzIhYYOKLyc2E+uMi42LFc2l1cz95r1qYp3WRV7YRzKWWBYOrtuNoc5IwqcHQr05IXzrGrUtm8DQ5a/6wubTz6TfQ23HNtI+KHU7GqwFDE16SG55n3mZ7ieH/yoqkNaxFlCYZE37m4aAryrtdjXgwO7f63zJroZZiYyMKxWrvp/ZmC/joIiloUK4LIAYyt1Qa6jVV3rLb+fXkfxr/487hl9CZH14MUWFVFyr0+kZbewlObQFWvJag3y9alB0LTfo5tRKnnef+3dFBkUMYfSz+CMyqNB19K4BTIlREaEKedU1CbFrc5prCnnL7MP6ampzzOU4hAyCaOF407JkTvW5LauFWHpspOpfSx63EGo5XgZ33lM8197lfBavu58QmZEn00SEedifD9MnGDZg53PMnSPYmsBMsDb8rQnVzGEUNBojI8PGAaUBXOitIcAQ2DF4xmAHkCGUI4eydDBzb+wWa1ere7PwI0U04T6ow2SMrOMjANoJGn0vENBxi8/IuNjQ9YaXYT9VPIb20WlvSTj0UPhy33pAD1FTYdop1jFR6yPo0qd1SR+Dl5aWanOmF8dRKemV9vr6l/Zz6D2QEO1EyS5gFn4X5PUisW7D+9vmGA7dVECtrKe51QfFSTMl68OBw791HWi9TA/Ecx5tRsbJwGF+lDOuLghRA7o1fp3kYiEogVAKNrWhzUCbsyzttW2shpDtGSGS1go+t1rXYJbQaf0rRWgJoybU+s6XGtYGPpx7DMYUFF3J5bhmITS9YIrE2hM232pNwDRI31LbWsLNLXny7QBshH0UAEbchtYb+EGSnENdaiWeQ3VcMsDSYFmHgDnaAYEu5SWqe0rI/TJ/TeeBbMsxuhB+XyKU4GLfdsXtoG/P+FgEx4yGfWj2tC4wbhzmdYmycKgqi1O7M4xPNyg35yAD0IhgKgKV4SYyBDQMtoDdJZ9LHaT5amRRzi3mjYGDgWVfKkvn+xPEYC/ki1N3YAr4yARNtvX9kp+KGZcaq4j1Or/dy8K2193/uoRao81bBhDIXhHynvtC2Pva16psZ7kms6JsE608X8tIse6zjtxL109rei+7Bvq89xLqASVezo8O03dgn7aThIP7YzcxHFy33fAioe47730pA6lanfY3xUkn1od2/87IyDi52G+t6owMuVNa8set6hwMxIS0+BrRoaazIoNC9vRrwBNUS93BGyklWIiykJ05MYwhFE6Mv1gpvGJCRTHEO5pwAUhrbMc6zNyqvo59COAYFFVawQytY3kFr8hKjngDxjRMMEAZb0mikldIWxZsQFEFj6Wv4PshyrEeFjlqw9FlG6fWkTD2VG3Xkwh1IMrpQFmIsijc0r64oHsH7a46L+vU1E667BpvwCZ1t30EgcHYMUZNiapxmMwt9qYVNi7UmGzWGE0alBOHYuJgRj7UW49/qWS4KYGtD6M3hcNoZGGtAdcEdgRiGwi1QcEONbz7Obg9UqMupZBrfx8S5KqU4fzqPOuMjOPG0O+xVmGH8qWXEclVarQQ12W5y3351UNI3cS75NqvIX+XGZbp/Oehr2JMWQMvEO/Oej3nbWjs0+lTT/+WGa6lWHAvh1aJV/dXlHXi9tpYOafyXCOCYwvDoZoRZHKhvw+9Exrkf8PWySO/WrE2qXbO4d577+0su//++3H+/PmYU72zs9PJX5aSVcd5ktdx5e4NIzEmlg6S1xnrYShPReCci87R2jQuxdB101EQJ2lGq++8rTTj6Dn+oijivZu2r83/VkWKpJElzIyyLLGxsYGtrS0YY6LpnC6ZJ+Z/B/le90W4ZJxMiBrokoFBG/rt/4rKmtawbtXudoBRxjZbZQPw5lgsic7wJJQAzMnvwYdaAyMHbLAD2JN+CbMW4iR5xAIhgIa9SqzveCHWDK+6VtSaychnNvTf525zJLIsBDTkckv+sZwHOaYFYhpyrTWRbsgTYO2mLiRXjkHIPSuiLevpfejXPo9a1HeO/THwDubSX88yPZG2IaRafk1FpU5ribdqfzt5Iq7srWu573/tDKrGwNYGrgyEuSGwYXAJUIHgCM4I5aejWs1MMEHxts6HgDsYn6ceS54VsS9y7QDEPPcmEGkpv0ZYVKwNcw4Bz7joSInQkBlWH9ZZJ0VLXBd/xxeeVSsU17Q3se8JIZVcXd3eUK3nIdfpZeONdXKc19m2PRJv/pVOGvSh1+VbEV15H9fvOQ65jvuNENB9S0uTraoxLhPTUZkO+xbFGuiey3TZSVar1ybVdV3jYx/7WGfZPffcgzvuuAO7u7vY3d3F9vZ2h1Rba7Gzs3NspFrI8LLczz5iRkQYj8cYjUYwxmA8HmMymRxLH08itHFVXxmk+XyOCxcuRDdoIdgamtClKQRxxvIETnakdZz7SLU+L3337mQywcbGRmc9aU/+7ezsYG9vr7cPxpjOP43JZILrr78es9kMe3t72NzcjE7uQqTvv/9+7O3tHchUTO+z73t7Uh+0VxsK+aFGG94NtKG2YoQF9VkRJEAhWGDAqVtEh2p7ctgqG5ba3OpI2hAUcUh+sCdeBRib5Fs6xyUcmWic1oT+ktqnEaLHLcmOanYIGa64zXcWZV3UXgtf8ktqVRt41XociLQo7RIeLfWp5VgJrUO4Iz/wmQn5p5YYm+RnVkKzZQBUSX8TBVvAyXJLHCcAIEQ6qNAVexd0eTpPAikVAiqQz3XpMF16i9XnJTPG7KCf+AyCId8rcfI2NceyWmQYGFEk01QCpgTYMgrHcBYo4UCmQVE4mD14J3A2YPblxCo0cAzMUWDGhBrGG9WF610xx3uVoctttdfn6tZmMi53HLWC2CFgQqgUydofoe5+3rdtX7ktwZByPkQyU5V72eTCUJ+7+caLWHdSQ/aRjnuKNcdBOlpr4bMe0aXji4U2HL6PWA/tT6IK0hQZKbEl0PeD7tNJV7L3pVSfP38+vmdmXLhwATs7O9jZ2cF0OsXe3l5HHdMq13EhJQa9MznJTSs1qMfjMYwx2NzcxMbGRh7QrwldIquvXBYRYTqd9pLGdL0+10ZZPqTIXqnQqr1MRgyR6iG1nohQVRUmk0ln8sE5F9XppmlWTjT1vQaAsiwjaSciNE0T67hL+9vb2we6JnIs8k8fZ8bJgL6bDRgVgLkMHsKPMEEZqCCYPQWVV3KKPRH2ai6jDWWWmtA+/IzVvnx+cx0IoAxo2sEJY0yEzcCASnIoyGFiDWo2IX+4JYSalIs6Wap8bJcMKsQUTHKQZwTsgTEnp0K6GQUBJuRYj9mbg4mKK4S6CvlxQuIBYMzsS5OBYgi17Ff3V4fCWx3qyG2pLlLr61B5FyYkRJm2WBzESs50FUh2wS1hLoNa26DNx9ZKtGwvofaV6pOfeAEc6ygEA7BDGUzGrDWgOaMoDEzBMJU3JcOc4RyHHGs/i0AFYEqGrf12LpifESXP26CIFwRYJlRhn0IVJMRboivSp1UaXZGRcdTQKiCwXn50CuZFV2ddvqqzvziB1KqfnVJJ6B9DGJZnzur+DTl0p33W+15JUnWf1De1l3BT61Z9EKfqtczh1lCq1zGAW0flXjVh4dAlvMuUYk2shUTrnPllSBXpIT52krE2qW6aBp/61Kc6y86ePYvPfe5zmE6nmM1m2N3d7SjVEip6XKRaEy9536fspcuESG9tbaGqKpw5cwanT5/uDVvo22eK4555WXUTHnb/+z0mTQh1GSXB7u5uR51eplTr65OSrqqqUJblifkSanVak2uNNC2hj1RvbW3h2muvjevJD8RsNkNd15jNZphOpwtl4+T7olMe0kiA8XiMa665BvP5HPP5HBsbG5FMS+TB3t7egZ3BjTHxmvYp5SflWl/N8K7QrbInV1QMrIRAGRVyOyMfxiyqMuBDty18Xq8Pdw6qL7vYblQ3QtgxIGHPLVmV/TcI7toIpbsKRmk51FH2irN8G9K7O803ZnilXZy6Z+SPYQZGLX/VAMQrswYTeFOyCRM2HXBKSHRUwbkNl1YhxVVQcEtmOGe8NxcBG4HEcs9grKFuqHjNHPLWKYaGp8cof52Eo4drUrBX1idM2GAKdakDwWaOdb/FjZ1BmMNPNAjpLthPDsTwf3AM15fz6YICXbJX9ydMKBwDTQkOtb1NwZFUkwHYMMgBxgBkADPyLZJxYIfgJF7CWl+r2rJBwwY1h/JYFM57mEgYg2HYRbKsDcoa+HQGeS/EuwHlEPCMY0Gav7pM7esjP+m6q3J9l6mVmnAvTjGFcd1Au3qdPvSR5yFCrVVeaXNQsU4IvB5vtsR6ed/6zudBCbn0P62xLVilpK9LphdC2amd2DZoc9BTtVr2G13YO8Tan4uhFFB9ftPJoKsFa5Pq+XyOD37wg/E9M2NnZwf33Xcf6rqOg3nnXIecpur1UcIY0yFefcpXmjcK+JzUa6+9Ftdffz3G4zFuuukm3HDDDXlAvwaEGIpC3Ueqz549G687EfXWLBZylYaAa1KpQ/QvF/SFPK/bP1GT5S8RxXMnD6aiKFBVVSScKektigLXXXcdHvjAB8b15Mdhd3c3Rozs7Oz0/vjqiaiyLFGW3UfA1tYWbrnllhj2LREH8v2u6xrb29sHCsuXCBHpdx+pz9/BKxuOfE1iE2iekI7wv5jr3P64ty7MQrwkT9ibm1GYZffLW3MVPcjwKNElhpLPK6hJ/nl1ugzf5TEcLBPIdZ2fowN5aMNGAu8Ja0P+ryfWWCCqnhj745Vw702W0Gn/b+I4mHQF0kZSx9ufy1Y59wSw4+aNoPhiUbH2ij55B3HyTuKSe81qfdnGX6euSZcNgygHRhmU9Ynqvyj3QqiBNoRfQvBraTsQ6k3H2GAX8qa9UlyCMYPBLLhyF+GeKeAwIYtxaVEWDpNJjfFGg9GmRTF2KCYMMyFQFX5DSl/LugDgphZuxjAjC1N5Ek57Sm2zBawt/SQLG1Q+GzCcW9+HBgYWQAVGhdZ13Z9fuTa8MAGTkXHcWBVGe5B86b42NPryt4vQj3Tif1l+tV5/SI3uO7Y0dzglpWkY9ZBvTR/6jM/0+9TJOz2mVW0C7W+WngiQvvdvs5y46+PthF0v/A5192dAC5MQfRMSBIou7K2ZmSfhoDbcOw3zXnW+xS38pGJf4d/33XdfZ9ne3h62t7dR1zWapsF8Pl84oXVdH01Pe6AVt1WkWi8XMj6ZTDAej3Hq1CmcPn0axpi1voDrhK4cNQZn0I5o/+sek5hgiVI9n88XiOZsNsNoNEJZlkvJVzrhodVLIX+aeF8u6FOX190uulAyx/utM7unfAL0vS0gIoxGI2xsbMTzWxTFQkj+0HlPowH6wr9Fna7rGmVZwjmH+XyOsiwxn887oef7hb7GfaQ648pHSwT9K4vW6EnfNVLDWly/hZBZaYRaIim5wECoSU26nVDSg8NAwTcTyBliqSfAq8o+x9mgCHWOfei1gw1blhwIFLUEmtQzsROyrI5HlwETEzUJlxaV94xr84cl1LtgjmHGYGBmkoEV+zzecciynrADM6GAi8Q0daB28LnBcxD2jMG2Iewan4tt4RVrRmsCJwMvw627dxxIBdVayHQV+l72Dnw9ga7Ih9v7/XlCveEYm+ywRQ02igZl4VCWFmXp0DQG87oAM6EKywDAGIYxjKJyGE0aVJsW5SaHsloGNPJEOqI0oFGBYlLCNA6828BMHMrNGtWORb3XYLRXYm+3As0ZM1eiZn+PWhhI4LfPe2fUYTKDAnluQ+tJ/T25A8SMyxPrOFLr/Fcd6qwJ97pq65AiyiF1RxtW9REm2U9Uuvc5bu1UepCxErXf+2Uh3n2IJLRnu4IW3+vQex9t1Z1MW+ZOni5LJwJWwa/TvU5CqIUga+LcOyHRQ5gNtaW1NLle2DYh1/G1nAfuz5+WkPOTTqJT5JJaGR2sethdCiVxmSGWJrR6vaHlx4lV+znoBMiy/BT5/Eo3f7jS+5/RRcflWX5Quc3frcnnJNcmKNhhcAa0earyg11S11xLIHeM/GBb4qCyUghB9iHZ2l2a4QcAczaxgQIOLvwUerLLYZBAUYJddXeKciz90Yo54CcMSpa/XgklCEGnWJFFcrV1mwUzNmFxpqw7OcFl4UDkSadzBGPkOQFYS6ibArOmwNQVOOMK7JHBnAh7xoere9W+ra/tjdJ8rrSPNuiGbcskQMVeuS3DWdEqueQoWzZo4EPtayKM2WECh1OmwanxHJNJ48tjjRyKcZgMrAnNzPgJg8rF8a4pGVRwp4wWhTrVNCoAE4i1Ce+JAGNAzoFHBWjTgqcNytOMaqdGtW0xGjeY7FWYTktM5yVmrgSCY68NRLpSQ2cTNDIxY0uhIy4yMo4DmpyslZO8hNyug6Fw4AXFGt18XQ1N8g5aA3uoXYFJzsWyMaomonH7Nb63beoSg4hV6LRfVvSQ2d584pTE9ijNfXDoRgVoMi2qc2w3NLXMLC7th14Wj5lMW56LXYdQt1M2HGJ82tfpBEsfsT7JRPtQpHqZs9uq8JQrAftVpA+z/tB2+yGxx9HfdP+isB5XSH+6r1VwzvUqxbL8YhHq48Jxlh64XMj45dCHjKOFuGkLHfXKMQdHaophzj7Um+KaNfmQ4ZoYc2rVYFGpPUHmzo+yKIv6KSDfmEj4uA3rlrxqBxOIE0WyrR20i6B+i8puZFY+qiaLudca4vIN+B/a2CdRvgNxt9Q6oQtpLUIIcgWHTWqwNZnj9JkZTNE+zyh4ajETmtrAWe9ozUxgNiBizy/bOQ00IRJAQuFnYMyCIZw3IGoHyEKoS3hDtQ0OpJt9XnQVJgcqdhiDUcGhJBciFKyPLmD/z4EwJodR4VVoMuxrR08J9bQAGQY7Qj0v0DQmKtQyWWAKh7Lykwjl2MGUDFM5FBMLmJZom0kBdgwz8UMbnluwj2EHWz9TYEpGUTEqa72juDWYO3/cVv2jcP80rW1ajJzQBFqXjMt51RmXCkNkWf++9pWi0liWS91vdBZIdxLxclxYh5j3lXIC0CGiWuVe2D4he+tEBfS6nvecW4kcaA0k/SRFLH+oVGfd/wKSA72CfOs+9ZBWK/wM8pu7SKo1kbZJE0tN0wi9qnVKnpdNwpwEHIhUrzMI3k8+w7pYx4SsbxttTACgY5Akn+tlfcrg0Bd1neXrHIvGKmWyb93D7n+dkBFZT+fN6xDmoe16Z+ySa3eQa7sMumzT5U6s+yag9DnVIeMXI1Ig/Z7IfnW4/lH1Yz+5OBlXDhhCiPWgRquaHN2mEYiIg1dI/WS7D8OWkGpdT9lTNuUyS37A5EtaeeLLihjKX+mJ/K0DK61kQBiUdEJLRA04Gn6ByXdQHR8gqvoidFuxxJZI9eTznUtI3WNx0vaq9JgcRsaiNA6TcYPNU3NMrqkj+QQD7Ag2qLtNXWA2KzGrC8xciV0uMIXBnjHYLQl75PO+a2I04OCy3tbP7j4hQykt8ieEmDAmnxMux1UyUMFgzMCmM9hyDpvOh7iPyZPrUShbJsZgBRwaZ1CHMG9moGkKNNbEQSaDUDsDCVLVMGAUhlEVFqPKYjSymJyqUVQO5YZDMXFwe2EqZ9oeEXt3Hbgpw80JriY4S3DBDbwwjIIYDfs89F0ycIRoGGcBMBuM0NbOlsvoIwu6NnGZWGccB1Ype4cxzor76FGidfsafaHCx6k+pvvXZaD61kvDogFEQt13jClJ1qqrvNYmcL1EGsPEMxJa7oZ9a5M0YgKr0O7UWE32m471o5N7z75TPtFJN+S2bQkJtywRCsMRBgtmeD371edP9iH7HurnSfDU2VdO9dmzZzvL5vM5ptNpp5TPQlx9Tx3jdSC5o2JC1pefWxRFLIuV5kzr12mJoqIocM011+Dmm2/GxsYGbr31Vjz4wQ++7HJ3L0eIIdZ8Po+mVWk95PF4HHOhh86pNsyS9wA6ZbQkp3pdDO3rYl3XVfuR74EYuGmVXT/4JAqAiDqeBHJO+rwLDoK+iYvRaIRrrrkGVVV1aoyLo/h8Psc111yDyWSy4JegXeGHvveS+x1DhHJZrRMFIRiiMFfJj6cYaHnCEpQOgp/VJ/I/SBxIq7otvKOsJ7XSflonVWORHEv/un2xgdgXaI2oGCF0XcgRhzrFQVkmBKJPPl+Ye25fWaSP3hEwC/uNXw2iEFrtw6s3Qoh0QQ6j0uccj8aNV3Zn/ihs7RVdZoJtzAKZ3qYC50qDcwbYMYw5HGpwINTSLz9w0hMdFt5dXQZ/jRo4FSBUSt0h8qR6gwmnjMGWMzjjDK6xDltscRoOo8phNPJ7bBof1m1D0rm1BOcM9uoSM1egCeowwjVpQCjhJxj8PWP8xIN1KGyBibVwrgYzMBpbsLOwMwYZ7wpu5v6oqAQ4HLSbE9gBrpHfGgdXEMbjBkSMqi7hGqBmnwvO6h6oyavthUx0AgvEuR2GZmRcHKS/sZpYpznVx92PVWHXR9mHKDSoEHVgkVCn4dXyfkjR1WQ6JdLyOt1mCAtkW4/xks1NINReze6S6wJJzvTAvtNJgBTy2+fArRkl2prTPpxd+qOPY3FfaTm2vvrVQ7nWJ4U8D2FtxmKtxf33399ZJuZkMkhOFcHDhJcWRYGNjQ1MJpP4ejQaLd1myKQsJXdVVeH666/HLbfcglOnTuERj3gEHvGIR2TTpDXQNA3OnTuH7e1tTKdT3HXXXQtkcmdnJzpLD9WZFrM4/blcL1kmkyonZbJDFP6iKGJprTSMXgzC5DNNQGVyqW/y6qgeUuPxGNdffz1Onz4d3d2Zfbmuvb09zGYz3HDDDTh16tRC+Txxgmdm1HW9cGzyjBDnc0klALAwuZBxZUNcwKXmsbglT8mgIcKGczHsW2AAryjqH3S0SiqHklpNGPCkDtYG3lDFkUHDwAaAEbVu2gUQDbp0P9N7zod6t6RZYOH7VnIIW0dbBkzUdFGw5RAa+MkCb77mCZoJ20qO8sR5Ur0Bhw1qMC4bFIZRBlINIIZKO/Yq63xWxrzpxhnMXYFpUKenxivTO4ZxAQ5TctGQDPAu3xKaH93A2b/25zpM/okiE46nYB3Q74n2FAZ7VGBuDCyFIHzrQ8JH1sE0BmXpUBQcxgP+N9Y5g3ljsOcKbKMM5cko3itAKB/GnmQ78oS2AmETDQi+tJio3ja4x5EBytLClD5MHPAkmh3JvI1Xqa2EzFMMMSfyYfcTODguQpg8xUiFgoGxuhcg1zlRq7NKnXExcNBUy1WEsGuIJcsWc5fDzb9WH/vaj+UQE6I6pACn2w0R6z4DL1ku+9FmbWmo8gIJDMtseP6lhmHrhN2vWm7jsZBSsk3wBuFYBmsI6URA7zrU7r811Oy7pmmY+KIb+sIxLbmn5P5MoxK1cn6SsK/w71SZ0qWV5KT1zUocFEKwyrLEaDRCVVUL6/SRedlW/qZqp5QtGo1GGI/H2NzcxKlTp/alil6tqOsa8/k8Ejshzvo697lW96EvnFjUUx1ufJJmteR4RaUeIsfynRKSqs9PX83vo3owyWSH7EeTeumLTIboyQ6tUOvj6IMOa5eJhpP2YL2aISRWh16boARX8cc61CImiuRYalRbakmqz7FmWJJ61S3h6zpX+x//Aj4/zRDQsKjQfta8CCS/oS7xIfjaxJbbMHRRJCWHrWS/3UKpmOSf9InV54AvSYXOMmDE3hF7I4SgT8iiIBkoM4rCdUigBhGjLH3eceUIY2cxbgw2XIGJLTF2BcZssGWKMJGBWBdc1/OWvOopOezBYc4uTIBwVK6hthGCbUCognpdIpQMY6lDHa4RezXaP798fndZ+jxmIsaoBDbYwjoDi8Lnlgf1vGAhtJ6EV6zM36g9B4CfcHCOIrk2YUKiGtuwfrhPCody7HwEv6UQgu5JtfRpUlhfF5uBGYwvo6b3zT4dQAalBbfRGWJWJuXRMrnOOAp0wnVVDvMqD6N1Seq6E/Q6NFwrvsXC5Ch1CNxC+mVPX44C2hE7xUK6oyKBmtwZEBDCk716u3i++9zBBaJqu32Sxl5BsCeScKgtOeeGlf8I8+JEyAroVEMAUX1Oc7GXbZ/2R85dXx9O4rhvbRbJ7Msnaawi1LLdQaDDfzUB1tCkfgh9tXjLsoxkemNjA6dPn8a1116bSfUakLBvIUMS6q0hIfvL8qJT8qzzeDWZPmxu9eUEHQlRFAWaplmIjhDiKoRT3gv6SPVRwhgTIwT091omTuTzvhra8vmy8J40V1wvPynXOaOb/wy0RFLMyhghHxViOtau10ATVXWPoLXGkdBl36YneIYC0QOhYAqloYAR+3WkjrXUvm7bBbxG0M35BkL4L8gPnELotwEDTLH+MyOETlNQs1V/wxRT3HfF4rINTJgxYYcJLEbkUJlQRoqAovCEmUIMnQuj1KJ0MAWjFLoedsZMGAWTr2LGMA4gC4yZogmaJoaALy82NcAueU3Em7h5rV2UWMccSpAhhn9XoaURGUzYYBOELUeYOE9+CYCFV8/RAI0V07RFBWyjasBzfxKdKzA1FJV/WTuWIIM3QyMwysJhPG5QViFVJhycrQ0okOqicnDWk2Uh0E0IoReVGkA0K2MVxz+GL1c2Yx9+WScZ3hLamEIWnbyhYsblAv3s6iMr+82tTsm5bgdoidTSslroz/Udgkn2s05/+xRp6V9aYmq/EKMtQYG2bFQRkmQcrxALwGHCAKGeczKJoa5bH/GXEleFMQvkVavLg9sHIlvAwLLrPa9pbeuhc6bfryTSK1RqHXZ+NQgo+yLVs9msd/lxQEJdhVBPJhNMJpPOOhIqu8yJOiXVukb15uYmTp8+jTNnzuC6667LpHoNaFINIEYQ6PtASPUQtAqtyTPQVbl1/fGTgNSpXGpAa+hQGQmn1utoBfk4UBRF53sm+xGSLT4GQrwFOo9aG9ml0KS6L6c848oHoSVuQEsygVCahNkrgPCEyclG8D9InqR6iOotKnDNrmOs5eBDggsilKDFwUjYluDJOsET4R1DUcH2Zi0mhiADnmSKWm1lYBBIoeSDN+xDqYlaEzatqutOVKFvFQMbDGw49uZesBgbi4Las6Rz2EhqWwUltSwdqomNZaZkPCOmZbY2GO81ODUrcV1detMv5wUXvQ8GYW4L7DY+ZHy7MDhvSmybMrqBz8CYG4eZUqv9xICfuNhyhE0mbDlg0zE2ncMGHCo4FMS+VBn7kHVD3gzMGIdRZaOSXBQOp+YFzkxLXD8vvZGZM941HK1r+KnRHGXhw8jL0mJjq0a16c+DP37AyOPIcCy9xQ2DG8BOvUGZ3KDFjFFPi5DbLcTEE+95CA6lMOFTwaFkn+dtqc1Dd6BoZNcq6a3DfUbGUWAdkriMrKTKI7BoypWio3AmZDZFqoguC0FeBh2SnRph6b7oUPTDEOrFyQJ1DGGCQEpFrWpXQq/lteU2wm9VHrY+hvR44jrJ/rWDtp5c6Otvei2KjjdGu8+hvgHdiY/0OFqTyUXS3HcfrIpivNLFlX2xyEsx8E2Vy6HPUpKRErHU7VsTOzHHyjnVqyFhv3Lehtyg13WJ7syI9ax70sK/U6QPv3TmuS9c5rjdzHWf5DuRToD0RRCse536Hron4WGa0UJfybZ+sa/xa8AqzNeHatfJoE2MU3QbJYRoeXIOIOZWMyT02g8Ba/L7mLDBjIAK/t8GfH5swy05mpkCVQhFr8NuawbG7PsxMz4nmtCSZ32cJcTwzN/LdQhNtzLYJIOKGTMCxoGgS9ksAoeyUwUseypXOgcOztSjIvldK3w5qWLsQCW3jjAAiobgaq/QTpoazppIaHUpLlNyDCufTwvMphV29ips1xW2UWJqvFHXtjHYNgYz4jg5AYRccBA2HXCKgbHzrti+9rgvVebzn31JMH+dgipsjVdxwiRBseFQlg6YNL7UVgx/ByjkOY8mFqZgMAOmYJ8vfcqhOEUgkbwNQCUBJiwrja9d7RjcOBS7DbjmeE+5WYNy26Le9XdSUfj8bOv8+Z+zide3rZvepjWU7M+JlForuT0/Br6vQA4Bzzh66BBwoP3tFEKzjurbMTTrUbsX8pcDmW370DXN8hkTHPOB09JSfTm5y8pjiQu1Xn/VNnIMmtjF3OEBlTlV49vl0lfJ0V4BanOvHTEKNp3JhT6S3dl/Qm7TvOe+8ZEQ606IfVDcC308nZfpca5HqgHEMP+UVMca1dwl1qKcd6IoQJ37Vo79JIkqWZpFVskuFxyWWC2bqV21/jozkUPo23bde6ov7Coj46TAK8zUlq0KwdZVICVelQ5Oy2jDp33eczDIAoXBjR8ElOqrVQOYw8EyRyV1Htqowo+6ATBh4wcFgfz4ElktYZrFQUkbJu1AUZ12arAj6c2x1Bb8oK2EH3gUgfgztaTbE7EQ9u0YmyHsuyInaXuemLLxKq9hVCOLamQ9ObYU12MHr7o2BLbe0Zqdz7tmF8pUzY03N+NW4Wb2+cdl6Xy7THDWwFpP5iX3vWCC4qoYczuYatCGr4vhmjNtXecSJtbanoR88QIOYB/6bwho5g6lcWisJ7Jl6WBDP7w5m4t1qa01sLXBfEog4x272RHKmUW542AqBpVemaaSYCoCRsFep3F+dGxC/eoRR1nFT0g4sHVwTWsGNxk3fpOmgFG10iSCwqE1JZMntgOhCfeTTKxQu2lGxpGhr8bvYIqd0B09zlFqcB/S8UifaVmfaq3V7HVDz4fWE5K1qq++T/0qtSZq8llbm7k7eSD1o/v6lTqD953rdfqp+7RQmqxnwiHsMNaw1mHUGnrSIFWKh0K4OT6jZPLDX710vVhXO73fkuP1kygS8q7aJ+o4gMt9q4n10Nj5Sh4PZ1IdkIn1yUXfl/Ryu96Xoj8Sin2pHmBX+sMzYzkMuDPD34bTWgAF6hBOq1GEH+eKAykhIXsIyc8GltrSTwbUMdSq1WuGieVIJoiCblC1EWsRO0J0d5b92DjQ8u7PEjkszDaGraMNLx8zYYOAig1q+PzkAoRNEE45HyZ9jXM47Ry2qMHYeAInOb+OPYevjIMxLi5vGoOmCaUHDcNZF5VnZu9sDQCOPamWMlt1U8Q8YWOcd8t2BpVxKAvfvnWEaV1il0vYEAlQE2FPHbMYhzEIVThWn+fcTkqEKlXeMRs+HH9GjF02/j7gdsKiYofKMgrLKOeMEVnYcKdsljWq0voyVwZo5p54z+vC15MOx212OU4OFJU3ICs3HLDFKEoCh5JaKAk0KtoRn1wwuXjklfvC+rblfEn4dwlvsFfAoQ7xEd0ojNYjID/JMi4mUsV6CJrMOUVWU/dtjb7xiMNypXhRwRwgi+gSu77tRR127CcqYwnAgTDpXrLbR9j0JANpYjl8LFFhBnuiq0gh0M1v1i7c6bEvE1CGzkOMDmAG95Fx9Rso7cT9oD03fU7nmvzq2tTtfYHOhEMnn33JREKany77uNzG3MeFy5ZUS06tuHdLbrXGfD6Pod99IeDHiaMiBEetrh6mvXXWl220mVZak1jn/C5rX4cQrwoDX4XDfmGPkuDtpy/p8Q+FVqfQJmba1EyXtTpqSL/EQLAvp1ryqde531LTsqvloXs1wIB9zrJSqF34KUZc3oZVV4HceudtH95dMWFCoiwTajBmaN2qZ+QANpjBxUGFbzsJcQt/S7QKonYmt+RJdgEf8l1xW8fTE++2r0IeRcSsyf+T9ccMjCEh6gYVA1vOu2JvBIV6AxYFXFR+mMmHgDvy5NIBqEuYPQb2gHldYNaUYAaKvRFK41CE0Ggh4xq1LTC1BaZh4mJGBmxbVaOyQNF4wuhVeoPaUDRaa8gbmE1Dbrio/fqc1USouR1A7FFb+iw1GZPrUcArFyM22GB/Topwvmvyd8apusJmbbE59WXFamdiqbAxWqMyQ8DIWFSFhSFgY2OOja0aEzSAsz4UnODDFna9Es0W4Ibh5gA3BDsr0MwM5tMiTkQ01njTMhAK8mGNMzZ+siEqXeF+Yg6TL/6cFQhpAMzQpcEyMo4KgwZViiz2GVTJ73ERyQ2pMOw2h/gg48Gl/e3ZThP7VAlNx2E631mrzevkUUtb4uQdQ9XlG6yU7CGkJHlVjnBfCH0aLdB7jlUX+oivb69/v53wbbWOOENEhV5NDnSOmRHPpX8rkxYtsV7sy2IfdR58ZyIiQd+yvlzsK1VwuWxJdVEU2Nrawg033ICNjQ3cdNNNOH36dGedCxcu4K677sLe3t6CeVNqCpVxNBADrfl8jul0iu3tbZw7dy5+BvjrMpvN0DTNIMETw7h0okSbk/Xl+hym30exzmG30z4AeiJIjlUcwYfuX2bG7u4u7r333lhiTpy5p9MpZrNZ/Luf/q/zAJM8+q2tLdz8/7P3L9uSHEmWKLZF1B7ufh4RASCQlYnMyrrd2V1dd93ZHV8uTklOOObkfgc/hgNOOOCIMy6Oe5EDjshevbrZj+ysqpvIBBBAIOI83N0eqsKBqKipqZufRzyAiIALVuCc425upqZm7q5b9pYtX345MzTz3mO32+H29jaZq/V9f/BBWfbdzoH6Lymb+alGIEItIdZA2xfrZOoEYAY2FLBJqpUGkOTdBs4Ycf1D+oWsbtQSs+v6/FY8KuL497RM8yKp7ZM5gAco2LP2XYAxqMAmhMRCC/R/BkYHk4/HcXUMbEmwI6RFkbHTQATnNLlGu7jZCAKJyrNdPOtBGAM4gjIGB8Hea9W1F8IAxghC5QW1D2jIo+IJmHNkn50TVD6AetE+1rFVVc6mekjswU2xbZmy0vZ8JYJaCA3U9dxYjCpjm23OzEethsrdO9KkR0pyxKSIkO6zJsJKCL3oT3VDpwjugRt2OA+MlVRAUMO7jrW+u5WJ8a5F4lwIVvC49LGFphPUwaM6F1Advz8GAZggvcDvI5vfMcaOVf4+Mvb7Gt3g0AeHURgVBQgIQzRMG7N7diRCJVoTz6LJCEFeUz3Fqb3WKd5F5Kx0CQLvYqoXZb/Z96y1fyr3Vx7jsSDnrjrdnDHPx5bqwZfWiyYJp8NWUyUDPAOP+XdJDnizcyxd/PNzL1tDLcVBHXeZ0IjM7UPLDcva+CVGmEBJHo7sMzqNCVrfLjRlOPP9HrDeMWnMEVA74pmke0nVcBRky/F+2aVz/V331ccKrD94UP3s2TOcnZ3hN7/5DZ48eTLb5ocffsDV1dWjAMSHFI8FEG8DOB57gx7bXkSS63rXdbi9vcX19fWMcby9vU29rI85sxuorqpqBh7z/uJE9EklR/Ie1Qasy7B2VbkpWAlMd7sdXr58OWtdJiIpkTGO4wGgvS/u29bGW1UVzs7O8MUXX2C9Xk9fJCHg9evXqKoKXddht9st7mdJTWLX+QSqP/7ggwWFZKZiFIG2gmjdXhc11gPa3hFjfM4BM3dwD6CjiTlgIpBMC84ajBqEBpxabLVCqY/yKiiYNhDnIWhjP2v9Ww3HBprqpT0UFI2Itd4AhJWdvSVBH8cyAhgieATUlCwAqJlAgdBSrFe2WRHALHB6MAao9Dq3y8xBmSYDlA0mkVjuHZNyWU9oHwheGB6MPanZmJ2zXQdAW43pvpFqpS1GzIFiDqinmvNJOr8jwR6CLQXsETBISMkNW5CtiAEBmrjQ86ZCiPsbCNiTXuwujnETQpSlAzsiTF2v4hyL4CwoMB6uVCre3oxY3QxoLz3AgtATuALCSPCxpZYfONWTe8/TnMUDjDHJYdJ+k4HrOGNLOFA2kikpEeL5fXzLwVN86HEXq2rxNj2gTVI8+9uOTXOWOJcAHwDb9G44PrZSYn3sOX3dJEUOMhml5eC4ZEfN7Mvqs/OYGYFJUde8kFQox3ggdc/a8ZVy6YNt71mHJ+C7kPCwYDqsbT9g/XFoLmdxsF87LyJtyYUQv6fsOs+vNxb29ZC68qX41ID1BwuqLXKn6dKd+y737zeJ92l09djXLW3ztjfXfdKVx0Qu7y6l3uVx7gJKd7mEf2xvpofGsSRByVofi1xqbfsr+8W/b3BqpRn5cez9+CYu+h/jh+cp7g5z6Z7qTgm5Pq2CuiTvSDlsJ9lSLIJIiowyYSqFNZGZOpdGIzJyqEBYkUMDZaZJCGsooF6JulWbZHcgrb8OpCxrE5RpHWlisW2kY3FfCiHVTBvwHEiwR8BePOq4JOuJMQijIgazgnvtd23Nlyaw3McxWXsme65kOtsg6IXQCaMOKuF2CGA/KQIGMHoQtsy4ZcI16/j6eE4DJLs2caGMqabcjNyGTGlQZ1PAmGT0IyYw3UvAVjw68eihagUX69obMAIcArnk+B5iSmGAScp1/zsGdjavcYQRC8+c17XmMi5cg0MXCP0t46wbMfQOEjq4OqTe1NZJJkQgbT2+qyqgGgMGP52vqQYAVRYsfZpaUoHfcDF5ilO8izD5931J6YcaauWtmnK2uaypXdrnse/xhwL9mZQ42xdHNtaBVf1SAOv8+Pnx2H5fYr9tbARYbbKFT599GUCPQPcYIz3bNx03P8vHUrqi50C6rM3WMVsCOWOR43OLtdPZpchbXy3FVF9uhVpz1hp33Dt33Vf31fzPxvsJxAcPqk/x8cQJFH1c8ZDa7XzbY4/fZcBxil9umASc0gJletzAlDloGzj2MLMwZbgFGTMYby8CRQZ7+ipvI3hbgVELpdZH1t86XzCZORlgsr5JunwV20l1pI8Zk0ppLApOByhDPcS64z4C6j0Chpg+2EvAFoSBK2yF0REray45cNWxGNAFtO+2j4y+OZqzKPgfof24nUg0CxM4zJNYXQToPptbB0ITGZsaEyCsRF3SS0AdxEC3vraNE+3j6zz0vDvSOdF66mkRaBJ4ArCCwxk5nIvDRhjnovuzY9q5ORG08bzsXtlISCyxGduZ+3YNSYC2hfbGbtijrrQPtkXVqmM4sYAYGHashmdx2sQJxpFRjQErAD5o7fcYF5ZWd24t4Kw23+4fu3fz2np9bDIxO8Up3nfkNdUAkrP1Y5nrCci++fe5iMAncLZ8/BKcloA638YngB1S2y6BqpSWTMUsyjrk/PxyE7DcZXtpX0tzeLQN1cI+ZsmJI8d4aCQJPOZS+FnSI5PJ5+uz0mRtdj4F853XWefnkPclT23ZCoY8P8/ctdxk4Z/yWvEEqk/xqHifb4b3ve9PKRv2IcVjwPkpPv0IUULtEGaPS/xCt7ZDHpQkwOb2bZLr8p06ZsxxlZ6nZI6lrbS0dVNtAAhq4lVB5ckbIpjgWuuA5+25WKY6a5MkdySJKffQeuGegpqliccgggHG0g7YyYiaGC4uRwRAQw4rcnhCNSpWUDzGpYfPPpMcGauu3EMNQgs9dgM1bkvALgLqlYQILgGHoHObkyIw07TpwQEqbbZH8uf2YAykjuc9GXiUlPAYKUqxmVL/b5XXO3hirOAwROO4BIzJ4VwYT4SxEsJZAFaixm0OKnHX+0X7WtfKuyEAOHcDmti/uhsczOIIABzbwpvAPN1r5pje7x1aFrCTBKglxOcHBjFiGzJKfbMpLqwpgucBlGTexu43Ue2AOPYQ58R8A+x+PMUpfurIAc+xKNdBi/Wyscwk31cuL15stbQAHJck3jnQXwLSyRysPBeZgF4O/I9LpOdgM+8BvZQ4SI/ZeWXPuTumdIlNLo3Nyt7UeY/wnP02gzA7Pi1cq9IFPT1eXPfyPGzuLCF9LBal75AkwS/vr6WkyV3gHZiuQTnmT2GN/lGB6qWFey4Bd87Be38gKc4lyvYaq/V9Uwn324CIh7z2Tff/U4KbuxwNHyJBLh2vLZZqrD/FeNOSBZtbq0Mupd+5jPxN7++lKL807/v7FL/cMBHZVGk6j/LOVxZYZc4UgYptY1JtBaKSZOAegkGUr/YA9gjoENBKlBwTo47S8l4EHRkozWq3KS4YoOzknnT/5uDd0dSmq4sS722UN+9lxCAKIHcyYB8G9DKioQo1ucTSNOSwJ4eePKooB3egxOYaG92A0Qijjc/VAqzFttF68E2QaNglqKH/nEmtI1Nr7thE6hDuWLBeD2hWI1wd0G0rdPsaw+AwegaRoPcOIgBLjUEIXRR529WrRDBSBLTxvZ23MjMpdk0AiCESMMRx2dztIjgHa830TVw9VoLEUGtFX9ynKOi9wIC28nCs5QJeCEPg2U3kQpTUi953zchw+xqr/Yh2NSTpt3MBQ69u3wAQrB1Z5lYkonPpRRMVqhxQ4CzQJIRJw2sIBgEGnoz4TB6vv59cwE/xfmPRYfkeiXL+eAmm898nhnhe0+wWvt+PGYYtjclkziWQTs8fMNTpIJAMTIrMx1GuO46BztxI7QBMH9lXLovPkwtLTtcONK/bxjzuSgYssfvTMQrZd9y/F4k+DtP5+mIfDhzLVe6+dgf3U5TGm1e7jdHO/22jNK792IH1Bwuqc4dkq6fOW/gAQF3XyUF6HEcASNvkBkqlkVlutjWOYwInp3hY5HNrrZzyyB2/76tTv0tW/K4iP9aH8oY9BqjvA9oi6r7edd3B+8GM4cZxXJTY5MD3bZI29n4sa6ftuXEcH73/0/vv044IYQAoQ63MqiSpNhBZwGDARGCttJwAFdnrFHQzBXQA9hkj2oAjA82oiNCCsZKJtZY4gpFUdt2RpLrhGgAIyXTMZN9bhCRvHiI7vYdHLx578QgQjOLRhRGDeHgJAAGO1KaLATRUoSGHKs2CJFBdgVBFBmEljA0oAek6Ll2Mzd/HVVQvej5OJvk3i6h82uuZMgQ1CSoK2pd60J7O7ATNyqux1+CSw/heHEYQbokjC61MtCkHaomScqjc+4piW7MIrHWhDECAISY39qLfC3sENGB05LCFQ0tzM7ZkJhdVBS7eExWAwdfYe8a596gowAthiwo9KNW61yKpTNFqz50XwAPrIeDsdkDFAU0VUNce1opMBGAWMGvPaxHC6JF6ZjMBEG3jNQgpcwSrP7f7JjJ6oi7BgZAc0e2+/+kafZ7ilxh5TXW674rv0xLA5Q7c1lLrLs8dY0jzODQTm5JKs7/jscoa42OA+uh53rF2WTJUW3Igz2uNTf5t4y3l31wMpTQ20/PSfZXr3YMkwRHwmddq27ZL403GnDIlGkz+nsfU/mopuZDVSse1cMmoLxm6Ec2dwYF5guGu8r8DVQTowG09T2o8pP76Q48PFlQDEwg4ZlSWg+08O2bAA0ACGXkwcwIg76un76caBx8ekSXNweBj5vMgG7jATL8PgP1zxH3zcl8iwiKEsAicy3v6GKjOncXfJOy1S+9H2//b7PcUH2+YuZYailEGKCazMgWsEfyIMp8CBUdtkAiWCIggztYNylBLfJ2iF4qSWwKhJU4mZcb4bmLNnX0D5CCH44KoBiUn7AqTU/gAoI0mLcEAJSoFkiyxrlhU+u08egnwCKjAaMklBtpAfm1gLY6/BiUQqT2yJ2AJTOCsg7H1ShL7yOJrLTilbZvI+BJUTt+KYBUCNmEE9nEOheAHbSF13Tf4UWp4IuxZFztbInRs9e5zmedA1iNcAbUx+EG0bZnVuI8SmXZiBNEEQm3MBimz28XfSbTGu4IuCNuQAdI47wMxBhE0ULbayYBeGJ1Mnz/pE1Nk1k96BGEQtuJ6ANrTmghaR12ZqkcQAoFHF5k4PXMmlXgzJB1kRN4ebpKEa833ZEBHMhvZKU7xXuIYEMkBT8mMLoJsLEujS/l02v8Co5pvk4NgR4VqTmlVCLLuENn6Jz+nnFk9Vu+dg8H7wHdaZ8XPNi9Z2ithbkolQInljoytGptpkYcx1V7CouT7wDisGMNdgDrfNgecs5rsg8QGZu3HlozkZnLwlIw8OPTBsaxFmbHZObBeGvNjIz+/jxmTffCg2lyGl0B1VVWJrbaFvAE8c0TO2eg8hmFI/XQ/5gv4c0TpMl0y1XYN7pvXYzLvTx1clW7pb/J6u39zyYzdz7kr+JI795tG+kKLrbXKa2bv0bc9zik+/jDpN0fJb276pM8rsA40AZQ2CBpoqyhPQA9ScIcJUPvs9bkp1oocWlDqr9wK4VwI6zCZobUB2Ii2y2oE2JC2sGqjZ5UHIrjV/e6IsCFK7aa0ZdbceGok4IYCthD0HDLmO5N3C8X2YJaRn2q6AQXAJvcWKECu4uO2rX1R2+PqOD7JABkG7mJyQgI28DhzI85WPdZnA9YXA5onHhKAyz3h7PsWm9drbMca26DfrXswOqbYu1oZawBYB5Xk3xKhZj03D3X9BmkSw+SGZ3CQaOAmJFgJYwXCOqgLu9Vn5/Ek6Lxf+IA1QpK0N+TRVh7nZx3W5wNcHft67x36fQURYByd9uQeHbrRYStV7MFNqJM6ghECQUZCNTjENXKqpda6bAFzQMMBY2yvRYV8e+qpru3hrI66hUCEMRBrsidjq09xivcRd/anLtR595mV5TW+wJyZXmqhZSxwMvsilYSXTGder231w8Bx+bj2UFagnTPdB+eHw8eOmYEdbEvzx0vgWSYR8jpu+2lKJGBKDnoJM8l3nkgor5XNhZbN2Pin4xvgF0wg2NBPaVC2NDf2/FJCIh+7/VgC/6m23VhyO994LfM+4Pn+05zFpOhj1rlLTvYfm7HZBwuqiSiB5rZtsV6vsdlsZtvs93tcXFyoPCEy0iZH7roOItoz+erqCsMwpNe1bYvr62tst1u0bTt77hR3hwFmm2frV51H3/dpm2Ny5lyBcOwN8ymCsxxQL/Xwvq81lohgv98nQF0+l0cpD6+q6o1Bb85y13WNzWYzO573HrvdDnVdw3ufruspYfXLDGMJjUnO5WghghKrm55kzNG8i/R5M8vypOC1jBrai7oF4Uy0P7U6SRPWAmwiUPOiwLqNTHibwPgEpM31ehW0TrmHgkcDllZTbIw22TkSAGZUJBjFDKs07N1nxlUGos3p21zJjfMYaHL6XgdJx6pJwTwwsfkEk4VPrGwtgo0EnGHEWTVis+6xOe+xejKgfgq4Cwe+PAOCIFx14GaPuvHYb2vcbptUqxeCAsreO9xIleZIoO3P9kzYxXm55kmq3dNUg23ErovXoxYkgzKGJiyASV5+6QMaEWzgsSKPOhqPreoRm7MeqzPtO80rgTtjyDAg9D1kBMZbxrBzGHqHbleh2TUYAmttNAscGWDQGnPODM5CIDgncFVA7fQ53gP9yBgDgwioJaAFYxCCB2NXAof408UkUoCqKCIVd4pTvHUc652cx31dOPL63zLK1lklQC1BdN6zWrfhg33PpNR2Hne9H8i2U1Z9CXjn4y0TBbmxWTkX89ZVOHgMC3O7BKIt2eCI0+u9hPhNRxCaz3GgZfY9jZEmtno+f1T8nI8rB/5LqoMcUOfy6vxa5tc5qQRokqNr4jSkZHAZtr+7SjwNWM9el22+lBhakoF/TMD6gwfVORvdNM1sGwPbBqhN9joMA4goyb73+/0M+I3jiP1+j77vMQzDT8JWv0vDqJ87SmBt82fnZc8dA4bAYU31pwig74olqXfO8N91P47jeFDSAEzAl4hQ1/WsLAKY5NlvqgQwUJ0nuyy89+mY5XEfuu9f0vX/1MNAp8m8c0dkgYJET/oF24igRYCHtk2yllADIbWvAhScmfFVFdloNfginIfY8zjeQtbuiaFy9Dr+c1CQxAA2kS9V1pzhJGDN+lgfGH1w2IHhmCOonoC0SbAhyhzrGaubuLLdk3w5AOnxEM/dDNM8JVWysswAziPArDOQZp8G6pKtf3mh9FyA1vee0YhNPWCzHrDaDGgvRjSfA+5pA75oQZsWCALpPdwmYPV0RL0OaFoPiqsd71l7OY+MzbZBN7o4T1r3PXjGlhxumCCRybcrazXrNt4qnrvNm32smQzfZR9zplgYhbUFFkSvsRNUqwC3EbgzB75s9ByCQLYjqPJwrcDdhuTuXY+M0esd51jBNKDPjSMjBH2eOaCpPVo3oqri/RAIRA7VrKSJ0I0OAQGQKvWuzj+l9d7S+87u87zX+ClO8TZhwLoE2HetLY+x1DMH6lyJkX0Pz9YmkAMwOgfNlBjVciwmOQ6RmZ2d00wSTqk+eclYzMYxAcr538fY5nJOXDluLDt467Y8A6IGrh0xVlzDS8BeBgAG6OeAMH1yE2Yy83xOjNH2KJ5fiDSn2XnfFyUgnTmIp/OcTOgsuSrZfVay1eU4c9a6VDWUr8lBtra0/LQ+Hz9YUG1Rgq+PNT728f/U8aZJiMdmtN40A/Ymx7kv3sU9Uo7rfSWLTvfzKY5FXldN6Ut5Lv2W+Bhj6jWcXhuXDHlf60Z0X3sSDJjkznk9dKozhkQGdFpYOTEwD5x7lQXnQL+Bx9qNWDUKEdeB0Y+MdXA4j87SXjj1Sx7S4gZYCaUWS21Q0GuMdw54AU0ydDTZtm0jG86YWOg61fzlcwSYKFDnxNj2ae5aClhXYwLUzcajvgzgTQU+b0CrBnAOoABaVaieBLh1gARB/bqDjAQJQBgIvmf4QaXRbtdMADWOjwVwnlFJlIvrRMcxS2LmVyEmGOL51aI/XUyYWNivDDVXa9ijrT02Zz02T3s0T0MC1HSxAkWtpJwP4PMBYT+CfxzBtWA9DPADo9tV8GOUfcfCfO/LRSFhHB2qMWAgh6oOaNoRzJJe571Kwx2LMtieEcDwMPsfjQrqyo6otADJLGlwilO8bRgAeSwQWWx7VLCcx1px2ZrCgFxuSHZUgpwxpQk8Yi6zzgFlekwO2eWHrDU0eTA/t2OvXWL8lx5LBEQGQA1Qr12DM27RyYheRlh9NTABaYm6HZsvF9l8kzcDmNU0O/B0PSwxV6yDl2rH7+tFfhfj3nCVrusoHpPHt3XaKM7pjuPkyZ4E+rNpTfX9RxIZ+T6sdr0knT6GdecHD6pP8WHFMUbxXd3sS2/a+2RN5XYP2f5t3qyPOU6+XS6F/zk+HN4UYD/EOO0+dv0Uv6wIRHAy1VQbkAYmyTJHiBgwl00DKte2vyfH0cgKU3RhlugWDcpcqpGAZ16XbICuFcEFRjSkvZAdAoiAxnm0zYimmRjb1cjwnjGOjGF0GAKjC+riXYsuM0aoJLKDstcjAYhO2SySwL/NgTpFx/MmBeNDZOxr6OLKWNDe5HtQeXwOPHPZtzMGSIDKO7RjZHqd9mbGKAg3Paj3qXBPtgPC3kNGzTYQA7QShB6gI3bVXgijqAx6zMbGUappdedA5k6OqR59T5TUA1b4Usc56QmoRPubr5zHehWZ9vUIt1IGWi8qg6pYXRgC4BzojMBMcH0AcYDfA7wT+IEx9A7jyBCZaqctjL3uR4bfNmibESsMs228N0A+sd2OJDIsUbYPczM3k7iYTKFYO/4RLARP8XHE+3BIPgamDwyoFhjtXAJcMtczlRxoxs4CWDTJ0hrjuF6KjPXSvh86B0trkmOmXHmU9cNpf1BTsptxjy11aZxLSYslI7elsT3kXEpAbcd9yOsYBCYT1s+voZUfJVaZaMZW5wx2kCNfDJiuyazO+oEfe+X1/NiZ6xOo/sTiY8nmnEKjZJXfZV/ud3EvPARQn+IUS2HstAHqofiWtS9fa58FTPLogaZ6W0Al33YnGlgL2XME6+uMaJA1SYsZKkE+Dx4beKzZw0XkmPdzBoA6A9UAlKF0AT5Q3J/LxkxpPEzmmB2l6wIM4lJPaR/nw9MEKMconR4BNfpB1kqKpsRCI9FBW2zBQmmOFMTp/tZB+zePW8Y4KpjcDD3qvUfVB/DGgSoGNQ5gAjEhDEF/rwCqCdwCMgi48hhuGdxFhl0IO19hBwePyWTOZqQOEs9PoWUjkxt5iGM1czUASfqf6tkRjd0CULmAdqV9tQGge1UhjIT2ckTTb1GNAdQ4yBh05VfFBSMTqFZg7qPbuSVEfKDY5zomaDhMoDpUkEDwgVJ7LWaB9xMYp3ifMGnvagJPdaJQ0O3j9TVAfYpTvOt4DOB4SJJ7CVDft24oATWwIAXHHMBJwc6W7t6zvzPmdYkVz7c98JwxJl/mJmmz8S+cU2mKpg7fkzJIYKCWk6FYWR++xPpPALUY50KNdfm6fM7KuSz3lc//1MOaDpIbJkG38+qj84n1DS/d2w/q1pfGnJLeeh29hFRPvVRKkEdek/2QZMnHgG8eBapL9+27amZ/irD6TjNgsjZDAJIJlLmA56ZQ9rfVYtu/8mLldb4f+oW0+CnGaQZjS7W1ANA0TTLEOlYrbfdNbty1KNV5hyDzTeKhbPRj91k6dVuYL8Cbvq9szu3a5OO2mud36dBt769TnGIpBBNoGsmMuCTCECTnaiC2PyL9N0JZPjMoG7JblQCM8a1h9bvOFgQGuGUyH2PR17TQ3s0iWkPdOO1ZXLkA5xRYEwskkLaeikz1MDgMXpnqLRw64lgnrYOoRNAGIDCi4A9J5lxLgAOiU7SywgogBV4ItajxV4CZkym7f8NuMmlD1pqMNOlwSzonDJVXq5RcQfw+MPadw7avcLmvcLbtsdoPqC9HcEvglYf0WpMMJlTP6ul6jQGy11SI7yW1nApC2MHhmhkdTXJ3G1cd2fJIRqVacYqsexfH6zPlgq0TAwDvdMH6JDicecY4OGALBM/Y7WqIEM77Pc5CD2AP3rhYGy6gSicidAHkCKgBtwrAazVd671DFxzIT5+nNQVUrGqFXhgBBAqaiOBYg20stQ+EYdSfkwoiqpWQt9eKZQ+0bNBzilO8q3jouuRYW6cSQC3t39jN9HqT9OJ+CXXJ7ubHz12ly/Moja+WxnisvVRucpbXUufsd3nuh/2z43lKNGYjANGIbJI2myT8cN4cTetVgRwwvwn02xzcJdvOmO6yhnrJwDY/LsD6fYa57D6pLI/QyL5MQJCZ0x1PZOSfcw9Zs94FzO+LjwGHPRhUExFWq9XsMQOlucHSTxnMjPV6DWACyiKCruvAzOj7Hsx80Kvanuv7Hl3XYbfbYbvdoq6nxQURoWma5KD8SzPSOhZE2jqpaRq0bYuLiws8efJkdu2HYUDbtqnF0tK8mXP47EMxAmiTmOdJnIfM/ZIM6W3imEQ8/+B/zLgAzFzRzSU9DzPce5P3U956brVaYb1ez8Z3fn6O1WqFpmkOAPfbhLXuOr0/TrEUk9xbgbIxnCMRKAPY9o9F0ETWc4C2ZupgUupoeBMBOqDYzBPQZTJkPa6yxwFAS5NUe4CDE0HNAZULWK1GsAsQIWUsI0XerkaMI8N7rUUDB2y8Ry2CEYQWXllw0hZMo70u1gSDMHOe9nH14YWTYdcFGHvvUu9jFxnPSrS2zLazGnVAwaonoCdBT8oI96R9rluJRm8B6AIBWwW5VevBlSD0Au48uCG4Zw3c52fg3/4NwAy5uUX45gf4b2+BDhBPGHqHm77GK6nxo3P40RFuSBBIUl/tNrLnHjqOnnSsTFpvDgB7UqM3j4lZV/Zaa+QHAMyE1+zgxga7qwotj2ACbsdKF6VXwDg4XPo96osRMhLGHYNY4FqBBICqAK4AxMRIEAX6mibQgoMAoBcH5wMCCPvIOrMI+qFCCJyk4kGA0asTuN3LahCH1Forv7fL309xivcRtqZ4kFdLIUMuWeA8chC7JF1OdcKwz6dDUHy4/dyEzLZjQWZglmdNCW725+G6YsmROh2L5vvzC+dx8NoENqefAgKJmjHq+BnWn9pAMoBkYPZFfY7/df1r1AD+CR3+P91fsfWTQbLVKHsJ8CGgdPwuWekDR3Caj7VMDuRB0YVcIForXTDGDpyM0Uqjt7ylV/74UpRttXJpfyDMnsufz8ey9Nx0Hh9fB5lHgeqyRQ8wMWs/x8nnTLWIwDmXPmgMRNtjOXjJnasN3JVttQygvA2Y/pQcv/MomerSld2SEWUv4zyMrbXrVAIzY1yBx83dTzXPb+JuncdSyzGbkzdlqi0ZYW2vmqaZHTdXddi2JzB8ivcVgqk+2ELdsA00qulVBUEX5cSNaOsqc83W3tDxtci/eKd2VJZ660h7hKr0WEG5h0RWleDEwQdlVWvySfbNLqCqA9gpMAuie6xXHtQLht4BGCFCqJ1PIMtMxPTtE9KXac0hgWnmkC3A4mcbKXVOEFQIQAAGmZIE5pheGe27MK8eyv52EOzjeW6JUBFwQ4QnxHhKBOcb0FZft+l6VK1He+lRf16h+u9+BfoXfwf67/57ULOG3PwI+uN/AP3XP4H++hqh71HfeDTswV6t1gZSgBygEntNhGittI/j6UxKD601njt8T/fBAIGHYCBl7QMTXMXofI1NEDzxjBV5lVULsI+At12NICcK+ncMrgRce1AVF8TxI9U5TZrQqIu7AdMcG8j2IAzEcCLo4LD3AbWZmgXCIDwDz8bw2H1N2f1nV4pFUlu4k1nZKX6qMEn2MSk1cLwOd2m7lLQsSAQvQU214g1fsozHXKkNWE81t5OBWR5HVYvZdncBsPu2s/O76+84EK3pBk0gNAPWiMldRw7/w+o3+J+7Nf5X//sf4b76Av3/9wf8X/9f/wL/F/cNvulfpbZb5XnmsvPcEC4HzuXzd4UBYB+CqnfiOTjMcYyqpmTGuE/HOn4Nl+Ko4Vih1jm2nn1sScOHvl59Y/m31X8aGHrfsXQMYzPrup5JvMdxhHMu9fItwUsIITGCxgqW8m/n3EGrqMfGh37x3yQMtBmwXgLVOZg+ZmxmiY4QQrpGwASm82t23zW47/57V27Yx+7B+7affZhlpl5LoPptpN/JrTJ7X+SRA+ocWJ/iFO8rTCZsTCsLZm7fnghDbA1lcm0F47EPM01MQ26oYvXHCsxiHTUEPQQ9ERrKs+VRfweCJ4fPvE9Q30XE4z2DXSwZijJwAJBAcJHFBgStC2n7YXDoR05Ay1GAY5WTixD6kTGMFRyF2P7FWAXbXmt0K9IFlxeCj8zplgk7nmrSq0xS3BGwI8ENAm7IJ3DHETTuwBgcx7l3GHyL/oZx3lU42/Rgt8eqcaC/+RL0t/8a/Ot/DVpfQK6/R9hdg354CfrhJoHTygXAmykZUJOOayOU2oINEHQE7BHQkS7Iz4TRgtAi9ugWwY5E68UBbCmka+uiXOFH1n7dTzyBfYVKYq02SCXmPIJYwJWAGkljJNZ/9rsAYCdoGo9+UCWBGecpE6P/V2lo/O6Bgnskt3dKCQ6GwIPj9TBjPUIV1QWWYLGlczydeF8fthI6xSneJu4DKDkou6s/dXrdAnud1zOXx9X+xXzvGuIucEZEk4FZNvZJtj0HgQ819MrHmZ/HjDW388HE6C7VRHtRKTh4YncF1gpLezI0VOF/kgv8T/+7b1H/H/5nuL/9H8D/47/F/+aP/zf8v79/hu+G17DKk9ykkaLaKmTrxBJML9WI55FvNwPgEPgQ4mtUeZOM4SLgzaXqFD+x8jZbi3NbysOLbZeu0bsA0x9TPIqpzhfpNlG5/Pt9Rem2bGGMXA6+8ppqAw9lTbUxpMZQmww8Pwfbt53bSf49Ra4QaNsWm81mdm1Wq1Wq372Pqc4/lHPAbskam/tjwPoh4PM+JcXbXNeHjKvcxpI59i+PXPr9GGCds9Qmzy/LNdbr9ayu+l3dzyf371PcFVo/Oxk45ZIwlQCr/FaZZVtQGQBXstZctAWUgHSPgIGmnbkoyx2iHHtDuoDxpF/gntVh+gkiYAq2ACOIB/q9gxlZSSD0ezW6GsfYTsoJmJXZblcjht6BdjWG0aF2HpULaBoPZsEwOIye0Qdd1Dj2qCNrnRhyVpa7HjmNJQRG7QWNr7APWr8sQKy11vnaMgOsDGsHwU48xgy4DaSLxJYczolwsXRRmADvgf0Wsn0FMAN+BFwN1JW23LogrPse3hPCKwaNKzAcVqLM9FpyFlrHecsON6yLtkshnAetLR+IcMNqWHaDgD0FbMWjQ0AFQg2GEMMJoQawZ8KNEGrv9B6IR1i1o7YKewa48wrV9YiwF/CK9EaRSCSNAnYCVwU09QjmgNZPsk0vrPeAUEzQTLXRZXgwmgipbYUwgDHAmGpJ3gA+PubvABOnOMWbxH0lZ3c9/xAl6TGZrwG6kjXNW2It1VDfNcY8mLQdlRmYJaOzBYCcXnPf+8tk5QL9bDuynxAzklpDvZxcYMLsfJdiS4Luf+lQ/9P/D75uIbtbNOcjzn9wcMTwsduEsd7guAZGSPskZHXgNJd/E02tvaJwXD9vxDwvMnYbhzJ+Za4zEG3rRZrabE3nS2mfNi6rqbZ+5MfA81If62P33pKiYKnd1scmAX80U50D3J/bRAqYAF6+qM9l20u1JznwztnqHOAYe3oXaHrM4z9VlDff+xhLDt7sZx4PqYXO6/CX6nJ+ihr9n+M6lffh0t/vgq2290Ue95nHvUm8y2TaKWn16YUZNwET02mOz4AyedZrWaW4WmtdibKXynBOTuAmCd9TQBflwwSgwjzD7iFRtptsW/S1BHTE2AihDw5VHxQ0BgbzZFgGACEQ+kGBtgiBvY56VU/3vA8KzEgIVaVgu2o9eFth31W6kBLdZ1P75CxNrKCvqjyC17rt4LWnctOP2IwOvXe4DRX6jCtyQgACAhgDEfYg7GH1etNiKJAC8I6AnqKMOZAy7HuH/n/ZgdZ/hBsGyM0r0PoM6DvIn/8J8s332oKrItSXAZthwDh0GK4Z4hs1V4vX1GEygmMINrGuGwDOgmATzdcEQO0YAwgjEyCc6Fy7hnkMAK5YbXYctP/3OUjd2Z2ak9GmhqsYvB1BDavx2igIfYBbAU3IEunRdK68tqOPddYGsElr7ZlVbdCNDnsxSaTK+kVs3A4MLV8YYUqBbDEIHAXqpzjFY+Ox4CIHRXnLpPL5iQ093Maez52uU6srA302rgeMLwdPd62VDUTGEwALJlfpAnSn16QSjUnNZD2X03kU70dliueGXEfX9tn5AhPQ3oUe/4/wHcJ/+h3+t//Hf4cvf/v/xNX3K/zfd7/Dv5NvE/C1HtcWxvYfm3f1qZhea+ZrlsjwCMqiIxqh4TjJNGeu4xwVh3MxuWH3Sw6uHbGeR3zNkrP3MWNG6zmdb3ufevQhEv4PNU4ttT7S+LnB+88R92Vq33R/P8V+jn7YfUQZuKU4uX+f4lhM+W0Nc302Nk8fm9ygFQTSbHvG1D5LMO/57CHwIqiyBRjDWlspZZnYWwhWxNgT8KNjwNeoRXDbV8kczEFwxmNyBQ+BMWRS4Eag5mQkScKdO8A6F1CvPFwTEEbtez0GnrZlQVV7OCdwdYCrA7gWiA8YO4Yf1HHaVQHN6FH3Dq4P2PoaQ5QeA0At2l5rFQhnjtGRU4YW2le0jjLwAYItE24cA75C7xlXNw3a2zWa7zwu/kuHJ1/8R6ye/3vwmkEVwV97jDeEMJJKrCuA64DVZsB6X6PrHIZA8Kw9uZ0oE81QB/YVBLWogzugCy2J67c2CBomVFESHiKwDtDkidUyd1EiHiC4ZX18w4TVUOHJtsbqbEDYjaCrDtIL/C6A2wCqCDIKZNCWWiF6k2qtvMBSOSFM107bbCkLLtFALghQEeDj+lkX9ISGApgEgzBqEkB8SmQA2moLyI355MCo5xSneBdxDGDb40s1wuVrllpXHYvSfVqBlr0+lvCJTzXdeSunpVZJaZsM8OfPWZ21gd28vdTsnLLtprFlY84k5rlKqhyPSbHNyDCfIztfTq8LqYTES8AoHn/afYf/E32P/zM5uP/KENzAy3cJUOdjNSdxiWCzdCe38QAqOb8rSgVB6cERRJJk2+rDbf+WFCDIrK46/04rEy/l+N7V+vWh7t8fQ5xA9QPjYwc/n1J8LAmFN5Gt/NT32dvI6i1O7t+nWAqrMbU7ycUsf17w4GR63O4ea6NFEuv5SA3Meoq1uxDsEXAtIzwEjTBWEDA5GHQSCLYkMxZ0FCAwYSSGJ0YrQC2MWiaWVwJhLbZg0qWTI5lxqePICJ4wDG5y9A6x/dKg/Z+5EqzWA8bRoRsdQlAWmliduOuNBzei9b8jgesASel8wPcMPxBWuxrNNqAbHfrgtP5cgHXQmmn2hIodrojRx97bbmZ6JuiI4JiAwNhGhnsAcHazxvn1BTb/6FFRQFup2zZzQFUFbM57bD4fUD8Fqk2vkvUfA2i3AkKNjrWmei0BNQRrGiEgDIGwhcMQW48R1ByuEsFzDzTCGImwJ2Ag1tZhmBa6FUgNzyDwBNSkfb83zmGzWwMvAGCL+spr+7PBoVoHUJUth+NcuzZgXQ3otw5D7+BHTqCaSOBYJ5w5YPSMzpzGRcsCmPT6D6JsP0JIjPaKAnpxyFUX5aJc2epTnOLdx5tIusu6XavFndUgY7l+NweITDSr2UVkr80jwUMSIFxy306gzFhkubtm2tzCrbY6B2FlHfAECidArMy3JLY6gesEanVzF+FuPm9ljbEB7OT1EcywjNFhmLHpNnYzBFO2OtufhDSGdJ6YFLYmtV5SoDqwgmKa5tDGV0ZSG9h1CgGcoef8+81L0b5rpnKggzZkFg+pr077zGThdwH0pXP/0ONRoLp0DM7/va94yISWUoJcAls+v7TfXIpsURpI5fs+ts+7Hr8v3oSFXQIy7+JaPGQsKZMWJcV55HXR5X7K+bvvTfUpx10S77d5X73rezOPY/4GpzhFGVanmliHSKeaHLyOgFowMdSESRpuddROJrZjIEBIGeoAwShakzZEoK1LPN12LwFDVrM7RHDUkTplD6SsbxtrsRnAEAiNUKyZZTAErQS07KMBGdB3ldZa+6kW2mqlg1cZMjvB6mwEsEe1qxECaT02aR01NwK3IZAWiiP0AhkjM9wQJHiEvaC+DmAX0HQqJx+8g/OCWhzIAzXHemAGuuhDbSy+i0yQGsARbpzWQt+wunRvhHEWGOeh0p7avUnpBQ0CLrYDPuu3OP+8Q30uaC9HPMFOkwd7ggsKnK2P9goEF6XpDrq48zQlVWoIzkNIC9qRCHsm7AjYMtDBaux1fAPp/dJBsCVgrBh7arHfOdz+ucFZ26c+2k07ojL232mygusArgTCgmYT78lYR5DY6ij5dy6gCmZINw8XmTgBKREUx08EkAisVZfevxIbrdl9e4pTvLt4yJrsIfs4BmBSTWvGbobiO788Tm6mNT9Otj/Ma6VTz2cDgkcAmEnNDfRyeu9NQDpnq0MBCAEkECtQyfSslZcgA7Uqt04geyGMsS8N4ARTf2zIfI5YKIFgq19OyQggAet0znFc+XU6UBlkLDeyORZMde4ly5ycwePjQwACq9GijdFiqcY6/zvvuV3Gff5F5XP3ETKfbE11VVX43e9+N3vs+voaL168QNd1GIbhwM34bcKArrl0j+M46zUNKHg7Ozs7eO12u029qFer1eGHgAj2+z1evXqFEAK+/vprXF5ezmpQ27bFV199hc8///xo7fC7jDcBPO8rmXHXfpkZm80GIQS0bQvvPS4u5lY46/UaX3/9NcZxxGq1wjiOBw7hzJyubX5c67NsgHxp3mcfWA+o68+B/E/x5syN8/Kw+9jauPV9f9DKzbwKcnf18nl7L5T7z9ucnZ+f49mzZ7P5ubi4wPn5OdbrNdq2vbO2+q5EVG70V57bOI4/S8/6U3y4wWnhlL1vAdSR4ewy6CFQYFUBqLQrCEYg6cUnEa8uLGpiOKjk2fauvUAFPQL24rEihxqTnLyV6NAswDoIGsVuqEXBpMt7fIIwglAJYfBTfXXvLWGoxyQIuq7CODqsZMDqbEC19lhBGc9uXyEEwjgyeAjwOxUTVucEEJJ0mRigmsANg9sAbjy4Dhi2I+rbGn1Xoeoq1GMABODg0JGy6iMEe5LU1srHBVZLhFWUHHpo/W9PATfCqBlYiyYdWtG5VfYZuPQVhpeMoXc4f6L9VscxthsjMxZC1rKswhoeY5ZEcfG61Ajav1uAWhwcAgZh7APDRadydRGfFth1ZNwZKgnfQnDDhCt2oNBA9kBbabJjHBlN4+EqZdldHdDUAWEkUKxhd3VA5Sf39pToiP8AlYOb6oA5AIFTvcEghDECaC8qCRfkDuHqCzBmf5/iFO87HrIOXJJZl7Ekwc0B9UE/6aV95GuzjHHNZeHA/XWy9vlL8bMlB9aJjKDpvEpgvTSeIFo3nIy+IqC22uvU9iqx14dglBaSbgLJapsPSTcD0RKlV8f6P89IvSyBkPZD9rmS/aRpPl1koO+6zjZfyt5Lqs0G8fx4NG2f98M+2F+xps7X2qWyIHd3P+Zzldfcl072H4sS8sGgumka/MM//MPssW+++QbjOOLm5gbb7RZd1x159ZtF3u6q73v0fT+b2KZpcHFxgaqqZsz07e0tmqbBfr/H+fn5AfAKIeD29hYvXrzA7e0tVqsVuq6bgbezszMwM9q2RdM0qOv6AOD8nPFz3WDOOZyfn6NtW4gInj17dgAMP/vsM/zlL3+BiOD169cIIeD6+jo9b0mN29vblCixbFXe39r+XpS+RPfqEMLMQK/c7thj94G+pUTMXduWzy+BXu99cpnv+x673e5g7sy5OzeDK5UY2+029bMuX1vXNVarFZ49e4Zf/epXs3v/7OwMT548wdnZGdbr9WLf+bvCPgjzpEB+bpZYs/ftKX7ZoaDKZOATc11nt60BkjaymiEC6tjKGSxAAwXWLZRptX7VCqSjsyum+u0gylpvZcRORgRoPbUx3/m3AUHBtCdz2I5f4PHnAIKHOkWzB2ofIoutS6NWPFxc0PR7By+E867CpSdsLvX9UVUBAwv6voK/ZQXGW4+qCVidDXCtvlfGXQXXBLh9QHUuoJpANaE6F50p0vpg50KstxbUvgJ8jUoI7HQ2RgIkJhQYBE/aa7kWTT6cC2GI4kxjU1WGD9g3XACwZcJL30BuFHy2qxES9HzaYcTeO4xRaTASxT7QOs81AtYQhDg/K+exqke42JKsqgL63qEfKjwZazzzDjfscMOkSQJCatelPbkF50L4YhQ8CR7nNKKtPOrKJ1Bctx7OTWy1W+ldQdFKvhoDqlurX1fjMgtVtrIaxw2TC3wQvRes5lLLARRQ2z09tdMyCfgpTvHTxLE1zmKdbgbmiCjV2t61L2AC1FaXnPeVnhEcC4rEMqw/8l3Oz4B5MUxg2Qy+8uSAAe/U0jD7ZM8ZbhvX9Hcu96bsvNTI0IdwAKzzHs75XJbHyM+9rEEnEozBo2I3ey4BUEscF9floA84HcrLU9KDJ7n4MZm2rbUd8cG+ZsfJznGJ/Z/A+fGEzVI9fTnupViqef9Y4lEttUpWeLPZpPY877rllC3gc9ZraaFuzFx+/KZp0DQNvPdHWwd579H3PZxz2G63uL6+PnCt7rpu1uLoFEhA1wyqiOigdZOxoavVCvv9PiUlLERkBsDK/RsQPMb4LknH3yUL/aaqgSVZy9Lfdl8vOc6XDL0ljCysxdixMRvLbe3OyiTU275f7b1QOrfb+eTvldN75hRzZllmPwFgjCCkFWUuayGYHsmAVSOS+lK3oqZWK3LJ2XsrHj1CdMZW6fNePG6kx7XvsOc6IelAFRiENfQLf0+UOo0wAddSxX7GOraBCJ60drgSAYHVTTsmAGrh1FaqJ0Jg4MlQQV7Hz6jITm93DXa+wiAUQbj+a1+N2iaqHeGtdVcV0G5GrbuudB8SZcvOBfAqtopqPNp9jfXgce5rXASHayacO8YVEV7HmuZKgBUYl4FwETSB0RElqTUDOA+CViRJ8lsEOAg2NOKsHbDaDGg2+llVNx517RWgRvfsITCEdMnbSzwPUmfshj3a2mO9HuCic3rdeLQDI0iP885hu6txOzTYjg4dGFvmpFrQ60Z4Nno8wYiKAlZZC7Oq9lqrXsU+407AtYFpgFsCrxgIAFUevBWMOwF1olJ2z1GBoMQPk5qUDd7peYGSHJSjKmCItZcemkwAjrfkOsUpfu7I2dzc3dkb+LTtjsjCk5xYYhYO2p7O6qqJ5oymAdUcuJdMbPnYrPY6/lqCuRzgW6RkQSEjNpmztstaSD5MdOzMKZxZDcisXlnBvczm0PHUhsraX+X7tTmxMNbezNlSfTLyfaeTntUcp/1mTHUJ3K1m3F7rEXCs1pqI4JgP5PhLyYAySuZ/MjjTn0fbshWsc/l7vk0ZHxOgBt6yT7UB1vddV30XqDXWEphaOeU1vUczZhmoMSlrDtr7vj/13z0SBv7supfJjrwXcimdN0BWsq/57+W/sn+4bXffPbckG3nstXzI9kezbcW85Oe09LpyvEvvrXzey8gfL+vaTVb+Lt+vx87jxFKfwiK/yzh7TNJjMoFuQTINU/ZTNw6Rj24F2IOwVu4QIwg9dPEzIKATlTxLBNX7MGIUj9sQ4EBg1trrQNp7uCdgS8AuyoxrptQeqhVBFdmDgQgs6mrdxRrgAEBo6o3dE7Aj3fdTV8H3a/QvGRRZzb047MHYR8bFQSeh7gPOe4/z3QCOfayryivIC6SsayWQoDLmqgkgFrSs7Opm6DH0Ds86h/2+1hZQvcMtKrxmp8CZCG0QbILHWbSJ68HoiJNp3EoCVibRdj713V6tRpw97dB+7uHOGMSE0I1YX41oXw7odnVknCd2l0eX2FsioKkCVqsBzWpEvfIR8AqGrUOIrnSroPL6zis03TPFNlWazGiDoIHK8QfRmvbKOwyjQ1OPcE5QVTq3rYyoQoBrBNzEz9TGAUyqgqgCqFIgLgHgQTD0DsGT1oFyrKEWwj4C6NgcDUGQashVTq/3KmFSYhCi+R5MGn+KU/w8cUxqbDJnkglg58x2DnAS65l933uo/4BjVnAVjzF5C8yZ8LL3sbHAx0DYbC3Eh8/NgLXodh5T/fKMfSUcsMl2vgZu7ZwNmDrhKZmQJxXia/NjLMmUl+rHrQ7cEaexOIreE/FbLwFgw/vF54eB3wmYI81rksLb8xLl1yXzXexTxAw9zZU8I6tg85QB+CyZMCUbbRzTvVZK/38pOOpR+s+maWZvLANN7xtUlzEr2M8ksgYgciB3l6TFakANVOesodW+5gzcKTRypnQp6WCg2v7ZfWJg2sBdCTLz/eX/jjG15XPHpN1LWb+HxDGG/K5tHrLP8t/S/uw9lSeGHlJbYq95332qy7Gf3h+nWArBHExj4XdrkeWgNc7MalwW4uMjFOQyFHx1rOxgRwGDhMRwMCnbaH+raYv219zJAB8E1+TwiiqcUYUVHCoirCLrYC2dWhA2oi7gKyNmiLCD9n3OW4JpX21gSyo5VxUxY1M5YGyTpNxHADYSJcM2grpfb0VPsiGPxinDMPSahKwGNSoDkFhVJq0PloAJyLKgrn2cWwE8QAHo0zHjeKP5mr1bx/g50EFr6gZRsEpe0FLA6HutRV4HdStvCeQI3ARUbcDQ65XTPqk6744FJJpMYBGMnjEMTvtyNwEQQRgYY+cwjlqz3fcV+uCwhcOPlcMPTq/9edCFpJOAAYQ9VZFhr1CJ4GwM2Ixj6i9dcYD3jM15j9r6VAsSrUIrh6phcOvBlYffR3XDoGy1GdDZgtHDHL1tcahzKND7YMzuZFVlmDlfLEmIH5HhJ1wfneIUwCGQLdti2Tal6VRZA1uGMdZCpM7XGctZArZUT5wdNzf6KiMHrwJ1EPch3GtQYGu83HwM0M8OEUnAevYayMFjeSQzsLg/V6whj81PYumhr7XvI6cF1em4x+qU7dhLx0jO5QuJgpksPiYDfAgI1ieb5jLuJcZf7Fqm5AeBaXnyzcnczieBaePeH7A2/th6UD8kHsVU2z+7gd+15LuMUkq6dJFKVq8cb77NXccpQcGSNDmPhzClv4RYSqiUSoESSBu4fuj8lXNt+8jB9UP28dBYYl6tbdRSLAHKRRlVJmd/zHjy99xdrysZ7fynPX/s/fKYuC8hcIpT5PHQu0yNywAKEdSwLmoMmDsBLoJgIK27dVDmWTGToDYGQICGgA036MWjFxWU78OAkTw6GnELxooqOGKs4FCD0YBRgbAmp7XUxKBAycCrz07EDLR2hGQONpCC1UG0P3TtGJug7uFaz60SaxZdYuY154ACMiJBFc22qkoBtasFIsqqStAe2eQpteCSoG7W3hN8IIxRsixQMDcQoSegj4sjY38DKRusazTCdbFydSL4vK8w/qCPn4UO9WVWrsLxH0FZdgAhKNfBkaEHgCEwqtFhRQO4ksRUh9HD31IyCQuiDPUNa5KilghSRReSA6lbeBdZqVaA2qvJmovwt3IBHE3JuBHwisAtAxWDVhWojmo2H8CrDm7rQa89glczOQDJyd2xoA5iBdcYM2ba6qctPE0O8lWWSMlVGac4xU8VeSK+BM4T2EaUDS0rzgxYU0zKlaucHFwbW2xJvglkTwZfztZrd4HRDFDbMazOuZRUL61fluqDSzCZHr/nm+m+pMKdYUqV/HU8tRlzxDNAb1L8x8RdoFyHcL8SIGexXXbPLEnCS6Z/igSjQZBZ67W0PQhLrdXuGvvHiq8exVSbhNfAQc4Mv68J8N4nE6Tc1ElE0LZtGscSU21sXWkyVrJ/4zhiv9/PAMhqtUrHNlOoYwzoKebBzKjrGm3bYrVa4ezsLN0z9nMYhlnLrWNstfd+ESwa8/0+Y1bvc0eCpXxNXlaQR15zfFc5w9I/i/sSWfY+qKoKTdPM7ulcOfAQ1/TyvPLzKN3483M+lUycAphYO2BeR23mZAYsA2gOLkWw5wm8jKSGYRMYRZKp6XGi7DvWwSnDoWDLIyCIYBQPbcGlC8WGKvTkwUToqUZDDityaMCgCOAgADGjCgQSMwCT5EptMUKysQA9BDckaIlQkblYR7YiAi4HNfOqcpklpkWpCDD0Dq4mcDWCnUAICF4ATxgHSygSgp8Y1jEwBmHs4HDFDnsm3JImBDoyxkTbiAFTsqIVKKscAetIunCqxWHla5xta9RN5GajbNoPFA2/KI3FB0IfHEbReu6GAhryqCqPqlbpOlVa7+yagMarDHscGetxxMZXqIWxEcIqAJdBsAmCOn6eDKL9Xu3TmKAtwGoOWDUqAweAMBJCT+BGIE5AQSaqqnIAM2jlQUHgBoG71Tr1KhD6njGMWk89ZPPkQQlIp77m0MSFx+TYa/doyO7vU5zifccSu3ywtnoASwosA0qTTB/WwtrOFWAT0dQHOr12vl5+iOpu2u396+wSTB8QMRmLOmsTdoQtz39fMv6aMbwL7PxsfzmDHP8LMfFosdRbemk8B7XUhRQ7l14TKMn7c8n4MUVnfoyD+Szum7scwS1BkEi0Y8mJB8y9jeVjYrTfCFTnwOZ9yb8NnNhivXQbBpAW9bnk1cZnYzNQnUvXbVsDbX3fH4BqaxM2jiOqqrq3rvsUUzAzmqbBarXCer3GZrM5AMrW9uyuubNrX8rN8+O8j3gbsG7nuNQCLr+nj6kuSmb/oWqL/PXHQHXbtg82Klv6IkvZzQVQnQPqJWfyU/xyw+4EF3PZ2kd5UvQxZAZSKwicKAMKZBJwqOlWG//VRGjBGBBSKyZdsESXb5pqxAxU51/UAFDDoccYJY9ATRP89yToRXskN1AgPSBKCwXakiueQRe3HVRAhyEC2TF7C7k4BxUENSLYjHXUxupWLqCqtDWUqe4kEKgWcKWg1HltFWVycABgr8zq6Ke6RkasQU5SyOmnfcK5NJ+SatotAinrOoCx29dw10GBfnTYDiOBnTLq41h02ABiv+YAF925vWeMnUogiQXkBPXag1gw9ozWM869x6V32AQtBTiTgDZC6D0cPKkEf4QmBzwRBmG44OAGUQaanDqCVwJiD26B2Qp2jDL5VQVmAtCj3o+otx5+1N7jPgPTVkMdYBJvY/f1epqhnd5Pk4O8KSxOhTGneNexJA9eanl1FxjJjcpyELQUebkeUIBRmdYnQfRzVHsoF2OJzx1bdxgjrtvOnzNQ54rX5vXKB+eH47hkxtYXx3mTUkGLktG1Ry2sblsZ3UM5fn7suxywJ5A7P6e8n7eAVEUAPloHns45L2MRSdcvl87rsY7PZ+6snlp3PQJQl7EE7j+GeJT8uwQxS5LrdxkGqnIzsfwYxh7mYAKYy48NWFt9qYjMQLXtp+/72fn1fZ967uaOxwdZqUyaewoNIkqJjNVqlfpa58D6+vp6JgkvI9WFLABcu97vi6nOSw4eGvlYbNxLdcclqF66n46x1PnzS5Enl+y+zx3t67qemce96T2bvyfLczum6jjFLzMM4FpMtk4aHoQ6LjIMjIxwak4lSNtaqyhjVjdCeCLammRAgCddpMQCiwikA7wEDJkEHAAaqOy7Ik6tWhwIFRh1Op5m+c11XDC1eOIIqCsAdQBW0BrwnijVVwO6rUClwSyCFgKHgJoEFQWs6xFVbAkVAiEEgnPKmNbNZKQFKPPKlcqtHasBmERpZCBtBeMiwK36gLV3WPsKF8FhGxMFgWB2OBgJ2NM0tzoHUz2iyq615novjNuxAm0F7Tiirj1ajHB1QFuNqOqAfl+h79U4bLqOhFGsk4Oy2l2oEEYPrgRVG5MDgUCkkuuKAlYicEGwRsCaRtQcEISAoG7r+f0zEFR9INDe4V7N4Xivc9gEDzBAFYMqRrJ6936qs24cqBpVZhrZfh+MCdL7lbOEUM5CJxAQ7wu952PWBSdAfYoPJ45KoMnaUQUF2QvM4JI0+9g+03P3KOrKet70OCTVLx9jcMuWUneBr3KMOctaGrTlZl9au5xJmylb1zyQZV4KETUm4zj3JesMWihBjJ/NS8DazuPgvMmM0eggwZDXeufjypMhqdWZHF7LpeMlUL/A5h9s+0D2+SG90T+0eDCoZmY8efIk/S0iOD8/n7XpeZdhbObV1RWGYUDTNNhutwfb/e53v0PTNLP+vvb6uq7x2Wef4Ve/+lVq+2QA2EDZfr/Hd999h5cvX872+/z5c/zDP/wDrq+v4b1PvZnLObH2UqeYYr1e47e//S2apsFut8OvfvUr7HY7ABP4+k//6T/h+++/P0hc2HUhIuz3+4Pe5ERTL2v7/V3eeznL+ibu77Z93/cHkvE8qWDJnbL3uSUjDPzm97SNL1eH5ODc2mhtNhs8f/4cv//972f3ZtM0ePr0KTabTTrGY87LQPN+v8cPP/xw0Hv85uYm9R4vVSV3xbEEwik+jcjfPRyZWim+KFUSrVtWyGXe9rzuZyBCI+qG7UEYWc2rIMB1FGIDukCpycFDpd6BQmKqOYJpA9Q58BnjODy0Rlrr3KaxuihVbwTYiLpS27tIgTXwgyPsSCJbrb21WQgOHg2FZKpV17GvcpW3PyGUvjASAMkA9uw5q2FkoGmV4a4qj3F0WPsBw+iwGyvsZXLnrhEwgnBNVeoLHeIi0gCx9YcOpLXl8DVkUHa8iuOtVsqcV14Htt9X6L3Kz6frKBgDA32sV2Y1BKNe4AftJy0BWjvudF4u/AiGYM1eQbsLCIHhe3UxX5PK1CvR+vo+Sv0RmRKVm2s9OjcCss9Ax6BVDQSB7ANk9MAY0vxpfbhVo2t/cuOVfHYPECZAne5Tme4Sn7Y6MdWneL9xHzixWtYDd+8S0BJS3bM/QmSkezm+NJcaL8V9ZNNSvW4uTc5bWuWeMsfUe0vHuq9u+ujY4pwAOADXZThCMgUDlqXRM9dzyszPknw7Y7MzGXdS1xZstyXw7OFjhmtLLuSIYzCH9qU5yteVpeTcYs0NvAT0Mt6bWHgbkuVjkn4DjwTVl5eXs8fOzs5ST+h3XVcdQkig2ljk29vbg+OLSAL2q9XqAFQ/e/YMX375Jdbr9Qws7XY77HY7eO/x+vVr7Ha72YXfbrf4/vvvcX19DRHBfr/Heq1iv2TCkLWK+ljjfbDsq9UKX331FZ48eYK+7xPQMlAWQkDf9/j3//7f4+bm5qBu3QCcObKXNSXW99oY8dLl+m0iH0vOvD40clBdyr9zWbclZMr7x8oVjGlumubg+bJ3dfna9XqNL774Al999dVsbpxzWK1W6f1aVdWd17+sb7G52W63+PHHH/Hq1avZ9vv9PvV2H4bhUfN2AtWfbthVlcjgEZa/yG0bgtbQSgBCdALXHtFIddVakwy0QliBcYuptnqUAMmQacsVmAiDeHgJqMnBgdFQ9AgRXcKMCPDQWmAvgj08mADdWmupWwFWAViL4MKHGbhqBdgSY8cque4guGaKbZVUohyiI3YXHPpbRuNCknxXlS7K/Khu1MDkh8NODcyIdaGpIFDATgAn4LgOJla2m53Aj6ytplzA2k/sq2PR3z0wSJXaPrl4hQIIO9Jz8BRrwqPEmkYB7wKq2qMRZdO5CWhpxGboMXpGGGowgAZjcuR2kY0HgL6r4nlOMncD/G2lVmBMwKodwCwQITB7rDzjbPSANwO2aO4GBfBMQEUBbeXRrkc461VdEVCx1lK3DRCCSsCHLOnJ2r7MuYCmCpCRMPgJEJuSItUwIq+vjrXdoiZ0OVN9ilP83PFQOfOSWdbS+iCB2+wz/N4abZEkDc4l4GWdb34MbbuVAUyTPGOuDAGsJEdQysGPGXXd5fq9xBwDE7herDcXqBv6wjzntdjl+AWWjcvnQ78HDXiXqsYcHC8x52lMoJkLenkfMAi4w4D3mAKASduCPak28BLw/XAdr63MtknncOQaHHM4/9jjUWjkPvn3+4iytjqP/O9cAp47TxvwPeaCbGDBQJ+FtdQqpbxvU2/xkHPNx/hTxPs6joE/S3ow8wxU5wztXaBuSeJt94NJ+Jdk+W8SOaDP77uHvrYc3zFZe55pPZZtzZ/L791j48m3JaJF+fe78kDI56h87C7vgbviBKo/3RAo+FHwQZGpltSOyB6vSXRrAVoEsBAQGN4Zkyrpp8nAKwJqRBOW+LPKALUDoaUKDbnYD1TQy4iaGBVUAh5i7dcgsXo7MggCYCsee6qwIsZKGBsQ1qT9iz14Jm1nAXaxj3VPaljWkaATgsIyhxAy8zZxcKOAR2Ddj1g5D47o2LGxNJRYbOdU4m1u2WQ/I8gGgGCmYQagI2AXoSQxD4FAnrEJIyQQVkHgidBKQB3nfx0YHRP2pEvLRgQrBKycR1N7NQQjZXe5Avgy4Ay9AuAbaFuqCKZ9UFlg8Ax4BdCO1dHce4ZzIdWGqxw+xL7TPsrc9TUrDLgQQuUFg6iJWACwgUfLXs3K2gGr9YDNkx7VWQCvSaXfs+LDbB1TMdBHbpkteeFj0kGvLi0s+kLxaCWaCDI4bSZ95XanOMW7iFwW+xAp7QRS79nOZMJHytMSeF4AkPnaOEmJs01S3Ta0tIZp8oy2v2fnOAOjoqA5JigNmKaIgNokzfZ9cCxM4v2YsO2NXZ6t+Ugl9PZZDeQs8WR0lj93jAFWybaabBqwvk8CfYwcKZMMaZ0oWWIiSxTM2qPF3x3xlPyw7+yYVGnIwRFjlIcZ+T40Pua14KNA9UzP/56A5U8RSxfsoedzqp/+cOOua3gsGfI+kyQfSjxEgvWY15ziFA8NY+2MzbWev5TVo7rIAqoRjcCRttcCGB3UMdveoTmwbkEYRMH4Jkq9e2jv6iFVV09GLBuuInBGqqmuwBhjv+tORvSRqTbncGuBMoARqAKLLug8AaMjrEVNs8wMTCXqxnwDPQX0kREIIIzEqGSqX7bohHA+MhrykdUVbVNFSODa2M+crbZg0lZbHN2vhQTEU9stdgF1lFqLUGKLnResYwsuR8oqVy7gWWB4Iex8hQ6cWNk+OLiuTsDe1WpaxrWC8aoKWK0G7PeaNM3ZcSJJr7MYR+1h7YNKy5WVtiQ2EqjOP44cCSABTbyyGzegibL3pvFoVh5uHeA2BF4xwAQJ0QG8HxKopiqqAXqtryYW1I2f1XiHwBgCawIAHBMzFK/vlCAhTGRRSgCdAPUpPoB4EOgGxQ9oBa6mHDn2uhyk50zzErCejUWiH4Gx1rY9zVlpi1niHlZDHBaBeALUNLG8+RzcF6meGnQwjmNzYGM0VthhLlHnuDfQJGnPz00ZdnNqmBuP2TXhB36IzEB+BpLL55ZiSSZuNdml+ZqpDm5Dh5pcmqul+vQ0/oLh/5Tx1rvTzX5iUTKCOVN9irvj56gxf1fA+OcE2HfVCr2LcT2kBukUp3hXsXTHqpMyp3ppgtZY20ILUAmv1nupMVUthC1TrF3VOmZjT5WdYJh/1a2MGCOgtn6ZDvPPI2MaRlGFizEiHgIfM+4emoFfZXXX6jKuNdIBhBHK8A6QBKrVJVqXGQytUwTUsXpPQEWEFQQQmi36OrAagwmhDQEVBTQkQAKikbEJBPIEdoB4ZVaDVymyBEqsbhmMCeCGDOgCHo4UwFexrtm5qcb7bHDYdzVuxhodGHtx8CPBbwl9X6FpRmXDGzUGYxdQt37GijsnaNoRTavtuPzA6PZVYqd9IAxepfFeCC4wHAU4r8xP5WKfaK9e7ptqiI7iASKE9XqAqwMkAFUdULXROZ0wGZQBak7mA+AD5LaD7EcF3PGnawVN8Ar+4xyMI4M96/hSY99JFm7JBrvD7J5XPk1mtdinOMW7jBw4HevPDMxBX8lWl7W8VlN9rLa6DM6Oka9T8hpiG8uspjeXg8fX5UD2LkY9iCQX8KX65ZIlpwjo7mV7M5n5m4QlL1yW7SSiidmOyWQD1+auPQFrK5Gas9cHpm4ZY2z7XQLU5e/H7pHS9C39XoDpqX1X/E4LAzoMGMLEUudzl7uRA7mR4/1O80u/fyzxRi21AL1xzaTrfUg385pWk2cv9f0tzZ9KZ2Uzg8prU0MIaey5A3V5kYdhQNd1qKoK+/0eu90u7RPArJ78XcTHeAMdi9KFGkCSAZtf2AAAxupJREFUaVu9+9nZGc7Ozo7WMfd9fyAnLu+18rrdx0aX9Snl4/lzdp0fC2jtnirLFWw+TJ5d1/WBC7dJtsvyhPL3pfdi/i8vhbBzKv8di6We3Cbbt59lOcax92AZS4mDvK/8KT7NmHLx1u9XQUcLgSMBySSzFYk1ZdAWRdrmiTBA22o1IogqZ7QBOAchxIVMHRcxW3jstXt1AkCDeJXURSA9UsAoIYFqwsS+eFIDMrtLGSpfHEjgYp9qIaDL2JgB2lILMJm7fsGqQ7nglvUZBEILQS16LpVMJm0+su+E2DIrAGFwEQAbe0qgUaXdEhlWIknFet5TAs5EcbsotQ6B0A8uscJBAC+MGsqsa7ep+fNdqLCFuojrYtVh5R023mM9VGq6VikYbRp1M7f6b3bK/lZtANcB4ic2PYg6gg+Dg3SEbnToRQ3HAiqIJzgErGiSgXswKtEa7toJiNSQDFB5+SCaXBg7RtuPgIzgMYAaB2ECbQdIEISbISFjCQJygDsHuLHPWoIfgyYFRJUDgfQu6UWZe6tFzz/pAuUO4ZQeO8Up3leUrOSbxtQWiRLAJplA4H1K1QNA/cD7/q6ex3mUbZ+UCKXZ6/MxlkC6/Puh5ZbHtrsLyJYMccC0zjTDzFyqLia7jgmQUp6eA+mSNc5N1e5aC/uFa3gXgJ2UARKVTDHBHHe7833aLo/JBXxSJLxpouJjJDIfZVR2fn4+e8xchM0symo2LfKF9mPDQNVut8M4jiAidF032+bq6ir1kzYQY3W2Bio2mw0+//zz5P4NKECwet+u63B7e5vAgkXXdXjx4gX++Z//GZvNBrvdDpeXlwkQ2Xz87ne/S6DxY7v47yvMEEtEUp9vA8o2z1999RX+9b/+1/jss8/S4yJqCLff7zGOI169eoUffvhhsXYeQOqXvAQC3zTKuvwyYXLXB3EOxs08L98md4s3Y73SZM2SN5ZI2u12B6oJ5xyePHkyG0tVVXj69CkuLy9xeXmJs7MztG07A9W2XekxkIc5d+d15fY+2W636f2y2+2w3+9nSQnr616+l/L5sc+Kcp4twXAC1p9OGJiYysxkxugFEAYwRhG00RVbZAIjAKJBmGAdBLtMG+cihnQQXAQAiAlUJtRQYM2k7bYG0fYlTNA6bQA9efTiMYhPDEND0UALAoktuGow1uRmrZR8XDTZGCqZpG7KWitgBnQsynIruJcIrEdR6TgFOx8F1i6bIy+UarZHryA31VezwHvSfsxs70FlqsfRzRY1w2CGbMr29sEsyTQIAgSGeI6SZWWMx3h99sTYOsINEyyt3QrjPDhsQkAbgtaGQ9DsA9bViLryWK1GuMYrM72r0O0rjGOsUyZJ8urRM/beYScVrsil5ZcB+FoqOBHUcX6CADJUCIGjM7jKtceR0xwRCdqbEeurAc35iGrjwau40B0Ffq811FQB3BCoJtjSL4yEceCUhBi9SuHHWMc9ZIDaQ9uOWYlC6mVtEvDTmuAUP0Mcq69dYqtn25BqLKb2UUE/+zKW0fY/A5UL+5vXEC/XBpc9kvNx5MnOpX1bjlL/nhjvJUOv9DoctgxL/Zhj3MWiLgHpcltjxu/a3metHEi0n7SdZ8lWl+2wvBwnLY4dIx1r9t2aMeVYlplP7P2UvLjLUb1sVZbXxZfjy//OHytVDx8bsH5Un+rNZpP+FhGsVqu0SC4ZNnvNmxoXmfuzuQk75w6Y6t1ul1oX2T8bm4Gv1WqFJ0+ezJhqY723221a3JemVH3f4+rqCi9evMBqtcIwDHj16tXMAOrzzz/Hl19+iYuLi4/uwr/PMJBkYLmqqnQfGHj+/PPP8fvf/x6Xl5czAHd7e4ubmxv0fQ8R7WddXvf8zfYuATWAGeAzhUPJauexlOmrqgpPnjzBer0+YGQNPDZNg81mcwCqX79+jW+++SYlFuz+z49RVRXOzs5mrK9zDufn57i4uMDZ2Vl6b+YgNTftWwKvdg3KHu0hhASqLenRdR26rju4FuM4pv0szZU5mucJBpvrk1nZpxmmACtdkRkqB6+AJBOjbJOAyfBpJYJRrEY6MryYzM5aUek0AoGYEaCO31vx+gUPAYnWURso9hLgoYuEmjh++RtY0l6iXgV9AEzSO4FrG6s91oo6lY+irK9t7xNbLtjFE7e+yy4tcikx6gyBF4IEtUvTOvMQn1MWQIQAP2cO9Ag09VjO2F2L0vXWRfa1C4wBjAEKGnfM8KQtzAZoj3BPKmP3ENwCeO0IrTjU4rAOgk0QnEmA84K60s+sblfh5rbFy2GFq+i2XongDB4r0qZVgzB6OGzB2DOlVl5jdu+0MbGykoABWuOMEWjGgKrT/tYCZbbt3Puh0kRDAHwXUJ8FUCWpfRavCOSgteejQDzg95qYAHSOLWERxO4LnSNASxE86f3piu+GXJlxilP8FHGfxPmu+miLElxa/+qASUZu+5oRBjgE1mWN7eKxH8Cul8C6dNKOO0rA2iKXWOfnWc7DwbzcMeaH+PYssdM6XgOocyBpjLCx0R5I4DWXkgskAWoDzGUNdHnsg/nPVASp/CiNa76f2VpMVNauc7x83UoGvTzPh8bHvgZ8FKguAYAx07ZQz6XRwNtnGGyRDmC2gLcoF/4lK25gI2epAaS+11VVJRa8BALWw/r29hbDMKCu6+Q4bS2P1ut1AhEf+43wrsOSD3Y/2PUxgL3ZbFLfcwON5gpOROj7PjG5paQlT4C8qRLiWOQJmRz43fdhapEDZlN22PMGqq3/tCk98jBm395r+XvA9mVgP2eh83ZZdowSPOelGuV71cLY/7wFWslC2+/5uHIVwl3XJAf2OWu+lJQ7xacTE1ydgLI9rj9jPS0piAQEQThup4szA60dEygoqKmg7LYDoRYFfq0QNkSxPZbAgWLf6bjUiMYwVWSgBYIKrK1C4msAoCWHhhwaaG31RhzWQliJMtCAstRN/Ecg1Ey4YZWBO2gLrpHM2ErSzw6AI0Jl93tE6nX81Uh5iax2Hzg9lttfiYHsyIh7MMa4hbHfaTtMi9Aw7QAehI4Ye6LUDmwgM1qb5PMB+rglCRiChghr0ZpuB6D2hF1wkH2D1/sVtuLwI1d4Xet+a9F/28BYSQUW7TXdMWEgwk32kTQguuqKGrkNRBgDoRVBRxTbfWktujlvr+NoXVx0dl2FqtbWXzUrW811tkD3An+r9dgKti2BqjL6YXToRqe15JZ0IF1SzpzfMRmT2ZhPLPUpPoSw9a0xtArEMpCXrV+n5ybwZ22e7HOgBNdl5OCKZ/vNnKXp0AArjSGBO5nVddu2eWKwlI4bg720jriPFFl6/lhNcp7ASNtk82ljATK2t0y8lUmIuK2OaSJyAgESwiQbX2K5YwY1P/aS6Rtlc2jzZK/J5ejAnLlO28Xkhcuu413ntBQ58C8THp9CPEr+bSAI0Ik5Pz9PC3kDAmVf3zeV5xo7ZpLurusOpLivX7/Gfr/HMAxg5rTIt9pdk2g/f/58BgAMENze3ibwlzPdgMpwv/3221Q3bYy1ASKrs/7DH/7w0coU3ldYwqFt21myIi8HsPtiu93OgPKPP/6IFy9eJDb022+/PWgpNQxD2v5dy79z2fdqtcL5+fmDJMm5lHm9XuO3v/0tPvvss1nNdFVVaNs27fvy8nIGqkUEf/rTn/D69Wu8evUKNzc32O12s7IHZsbZ2RmePn06A6LOuZn8+/z8fCb/BuZ11WWkD1bv0zHzVnNd16XHr6+vsd1usd1uZ68v66qX5qhtW2w2m9n76ASqP+0wcMEyGTcFTHXV2sjKDF0m12cmdQH3EVq3AQgJ9JH2T4ZKbNugruEVSH8SA2r8rO7cCPDC6g5OKgtvIyzqI5vdwKGOzACBsCKHGowahBaMChG8w0zTFATrOSLWSOtP7aGsCYF1ZKE7QgLVgRQ09qQM90CxP6kADIaLCQOdK3Ufh6jcvUI0vAFFAE0JSCuwpjTntQQ4TKZZXZQu53J2IDLSpHLmAJXsV6TgMkQgPcZzMok7AAxC8MQIrAtBD8ZOGrSi5m03jnHFOh8CNRhyAmyZsAqExhZYxojH8Rg4zaMjgFmZ54F02elBGDgavEl0kIcurG0ZQqwu5dwAXBOoicz0KAi9YLjhlPURTxg7h76rsO8r9EHrvLvYqzwAMxMkF+fKxVGfgPQpfs7I2dmjEvACWC/VM+cmU44IPoSU1Mu/2a0PcQnUgYJsyGXHNJcQL9Xy5vXDSww4imPlNdb2t8mwS/Y+r0G/D0iX+1rabnEfC6z0MVl5zrzruACPMJOFi0xS6tk+KLYqWzCnLM+hPGbqmZ2x1/m2x1p55RLv8pyXaqetjrz8/VONRzHV6/U6/R1CSBLTvKb6XTHVxo5570FECTjnsd1uE2vmnJsxazbmtm3x9OnTGfAahgEvX77EarVKoL2Ufw/DgKurK3z33Xeo6xpXV1cJBBjQ3mw2iwz6Lz2I6ICBtcjBm/c+AUYDYi9evEDbtri5ucGf//xntG17oCAwdUAuOX5XYQkZY5XLuue77mcD4+fn5/jiiy/w61//egZi8zrq9XqNp0+fom3b2dxst1tsNhvc3t4CUIXGfr9P25gy5OLiIrHVNt7Ly0tcXFykZFcp/16K8t61a2J13ZbAMH8DG48lPR4TpnbJEwsmt7dzOdVUf7phdaZlGND2QlAGWY21KAmvFQJqPS1FSAmV3oroPuOipxZzGAfORBt37SCRhtSFCkHg88SveIziEUiAKBsnAIMEuMgyD5AI8gUeiBI9oAO0tVcapQJvWzgYO1uJ1ZFH1kYUqPZEuGVl2aFDxCCEDowaObBWWeA+LnM4AkcDkAaaPQhjZHF1brWXdi1B678h83ZPEWC3Isq6R5Z6IIKPyY0hnocasU2L6hEASECiCQ1mZawrAE4iO09xkRETBz4CTw9gZMTEyATwGcryCgGjTLL6dZgA60B6L62C1tv30PP18ZK2FNDyiLb2WK8H1I2HawPcmkEVQXqBBMllEvC9SsrHzmF72+B2V2PnK/RwGOPcK9s///xXNQBi7/Wplc9pRXCKnztKBtq+60tgfWxbA9aCpd+P3+EG1GfMaAFuc+C85FOzBM7y9l02voNzNrCYHf+Ykdsiy15skxNm+fjyKMsD83mdl+ZMtcKLUvBsTvJzQbFtWW+sD2bjwWFLsFIFYPEQU7lcZbBkllZGfm8EmRh24HgJQj7Gh7SA+5DjjftUH1v83lXk/6HEY4H+zGwgY13z508M2xTH5qI0IChZ07uY1J8rlmqmH7J9uW1+bvk27+Jc79rHY/Z/1/v2XcvsLY7J0E/xaUbOWhPyOmuKbGxIstq8JZEB7I14sDB2rHJlD0YjgloCAlgBNhsLYXVpgq0EDGQSO2UC9jJiH0Z1BZeAkQI8C2pMvak7eOzhsEGFHoyRgAFTmxRAgWMjU02aLWg6SHRcZbSIckcoeNWOTxNIVFCo0uK9KDhzEKzCBKwtBlJWWOcIB/W8xqIDxlwDngyMT3Ofbw9onXojUaJOlNjrPRE4tjTrCdjDauCVtdY+34QtEdZOEwSrCJZNMr6N2wYgMu3pFFBBX+MwLUZdZMprUVDt4nlOwFsBdR3lnhCglYAzGnHeDNhseqzOBrATuCaAKyAMsVd1Pl0BakzWM8aB0e1r7LvIUEdAbSUINm4vakzG2Y4s0UBx7j+cb7BT/NLiIe2jknSZ5sCxXC/kjHUpC88jMakJPNlxsnERokQ5lp/RocdD3oJrtv8jIHwpJtfqheMvjNtiiY3Ox7JUXrq0Xf67y9a76VwJM9BdAuuceeZijZgD8uJE0vYlO55+LwBxqVLIz9OAtCNeBNP22vznbDiYXOOXAHWe2CnjYwbUwFv2qf4Qwc+HNKZTzONNEi4fUoLmrg/UTyGOgfwPLdFxik8j4loNgEmc9cubhFFTUAk4lIE0E6oEZAKwY1bnZdtZjNrep9Hq1lhtD051Y4AuDDxCMoMRCHoZEz/uETDGGmsBEMiBBGBy2ETQSJjcvwMpAFwFgmPClgRdtsRpxaTZmI/D/pGyv0w0gUlCZO2nU6zFxkPxdRPA1nHrvvIa37I+TreX5GCe78dek7aHgtw6Lq0YQEuETgR7Chgg2FNMgEgsdxFEB3QNF1n98trXILSiteet6HHWoqZnAUjtxiZTO0lzUUPQwMP6crfssa5HrNcKqNvLEdwIJABcxTOJByYmhC4g9LGtV+/gR8Y4Msagbt8msVdFgN17jFYC3Oz6USpnAOa11qc4xc8R98nA87hvXbYErBUQLwNQA5+UgS3OjmGfRwHHTa/y/Zn8vHwcOL4+tE9dL5mUHMeB8F2kwWMff0jM2XY6kE4fcz1fktlblG3FrGbdjlWeu8v+niVh4mtydvqY63cOyjWZsSwBXzrOx85IH4s3BtWnRfYpfglB2YfSTxFvwtq+T7a3VBa8y/0+VgVwik8ncsY6Ny7zEbapVDnAIcDDxVrf6LQMwQoBCMqoWjCUFQUmYB0CITChJyAIR2YGCCQIDNSinLOHoBctEaqJZ1n8AM24ewh6BNRgdBBUQGqZpUyqgUKg9VDTMprGVovWYAcB9qyvG0lBuUNMLDAimFRG1F5nsmJjQe3dboBY2Xeb2zmgNsCez1PZPiWvrza2FSSpbr2RDMTDpN2EgRgdxZZhZHXm2i5sHakZ75R557gor7PlmQHqTVAw3QbBRgIuadB7glSC7khr4pkEPiiIrTmgdl5l+bVHVXlUTUDdeNRrD7cRUEUJBZADxGslQBgE4w1h3E2A2ntOAN1RZIyggNpAtDYdo3SvmvQ+1b2f4hQfSJTAemkdkzOGORgutz0KrJF9NtnGBZg+FmLKkzuAtT3ujpjFlqC4ZHXjTtLeju3joWu8Y/Xd+b6OmrQmlnc+dv19UgscjK+QhN93/NwALoHjh/gCIR/PnJ0ur0/JTk+tt46fx13HXDR+w8e5LnxjUC0iyXhotVphs9ng7Ows1Z/aTW51z2/CUFqd7bGbvus6vHr1Ci9fvkTTNNjtdrP2TYCakplhlsU4jqn9kBk8ffbZZ7O6a6tHNcMm731yVR6GAVVV4fXr13j58iVevnyZ6loN4FitaNmW6RQazjm0bTv7UAwhJBOutm3xm9/8Bv/qX/2rWe2u9x5936fHrKb+XcV6vcb5+XlqW3V5efkgwGr3qJm0ffnll3j27NmB3Nui73u8ePHiYD8vXrxIfaDNmT4/vu3f5sh8DKzO+uzsDGdnZzN38MdE3/e4ubnBzc3NrGe11VJbbfWSEdlD5siMyqqqwmazSe8pe7+c3ie/rEj9fCP/SBGoDJl0m0TgEBIjyFBJNAPYCaMnRV4mAfdksvKpRrcVgpDutyJCK9pCqibGgACWEJnpgCDaPsRcVj0JRqjE2RGhFzXtERBIVCJtdd0MBcStCDZBZdO7eEtr7bICYA5Rmp0vRjEB45EQ228pk8ui/LmDsrfG4hIOXahz6XeAyritxjr19y7ky+l6JAk71KwsqyKW2XY2XkpS8Z6g1wJ6/m2W2ABrrfUYr4nVnrvIUK9FcOED1ghY04hNPaRjORY4p8oFH/t1O6cjqKoAZtG66TokubdrFVATx+sUdf/ao5rgO0J3U8F7ho89qb1X4JDamImgjoDakWDUJuOoIojWdmw6jyNc6l1tvgEn07JTfAyxJAW/9zUGso8AoGNsqsWxGuulemwgAstifFNf52U2/hhrbuNPx84SCfee98Ixlo57V7g7np+k4svgOU9sLB03Z6eNab6vFKAc96yXdQGuS8n4ZLKWAexi7ImVB83+np3fA8f4McRbyb+bpsGTJ08wjmMy++r7Pj1vxlPWc/exYYAaWH6zv3r1Cn/84x9xc3OTzJ/MyMkW65999hl+9atfoa7r9DoDZiGE5GBspmX5NrvdDjc3N8kQy1pqtW2bQMB//I//EX3fz0B127Y4OztDXde4vLzE8+fPZ8f/pYfNkRnI5TU9Z2dn+OyzzzAMAz777DP8/d///ey6mHP4MOii6037oB8LA/vWGst+X/qgWDovoqmPdOm+vd/v8eOPP2K32+HVq1f4x3/8R7x+/Xq2jxcvXuDrr79O7tq2P4umafD8+XP84Q9/mIFScx1v2xZN0+Di4uKNzn+32+HPf/4zXr58mXpTm1u+9a/+7rvv3uj9XFUVLi8v8eWXX6Kuazx9+hSr1WrWZuv0PvllhmQ/xygD95ElrSnAi5sxg2ZXxrYYw8QcesyZW2N7PVS2vI/7b8lpP2oJEFt8CDAipHqynBkYEdDbl78AIDVP89BWX7WI9nZ26mxdxePaO6WK/8xdWzBJvz1NQLWKbLTJp3eEBNidaP22MuMU5dFIbuEOCgQZyraqKZvOpTGpKltfBtWppjm+1pGAaXIbN5bYy+Q6PgijF4J3+uo9A3sQnEw10rUAF0LKakdme4SqBfai8+fB2AthFxj73ul5UGSKWVBxbJfFkgA2ABALiGUGqLkRyJgt+WOfMhkB3xH6W4d+X6XXVpWH6QWYgNEDTAIXpjmw4+UV6daqTLLDnOIUH0ocY6vvqrteYqtLV+9kehbVK1Mib/6ZcsxdPD9WwBzk5sDaADNlgKyMHFwvnUf6e1b6M22XS9MPasrLOcrHecccHozxyByU60pTFFlSopSxJ1k4Hb7e5suSvck5vGCg7bzuG/+xdlkl4C8l37P7A8drp++KD6ns87HxVqDaHHxXq1Vi9XJQPY4jrq6u3ph9yifWXMDz2O/3iSU2V+7ctbmu6+SEnPeq9t7j8vIyLepvb2+x3+9n7Juxcva4JQZyUP3y5Uu8ePECZ2dns17dm80m9cK2/tY/R3yIBmr2hjMn7LIdll27EALW6zU+//zzg/mzBAeAdz63lpSxJEnZm/2uyBnp0gkfAG5vbxMLvd/v8Ze//GXGVosIrq+vcX19ja7rMAxD2lc+vrOzM3zxxReJUc8dtO2ee1N1hLnev3z5Evv9HtfX1we9qW9vb9+KqbaEw+XlJTabTQLVJ6b6lxklW+2gALkCRfdqZQtDXDCY3LqCoIUAErAn1j7GNLlOA8bqGvCJkms4OCJsxWMLH3tTB1RggNT1G7AFwVQrljMM9psxrnWUPSc3XQJcQHTCnrZlkcmkJrI9PttnHZnkXBIOQmp3NULrw50ADST9XiN51cCB0JBHwz4CUDUHEqFiMQlwBKpMkwTRfuYhQhg9g0DoQoUBjB6MHTH2rCZlt6yGZHuaDMVWQjgXwnlQSf6aFFjvIns+xEX1ngRXTvtQDyQYgiYpjI1nL6i9jnXNPp1T3wMtCSSuRiWQygDiJIde5d6azZDZ+YhJ6Z1k5+zi96aABKg5wNFkfJQvUCdJePz5ES8ET/HpxlJ99WKrJFBiq2fmvAU7bEC3lIEfsI8FO2yRu3Lf1bKpZDTvqr3On89dspdeZ9DTnluq+14qTSv7VLtiv49lW/MExMzQy8CxyAG7bmNxsUSJiNK26fziB5u1zPI5qDUCK1Mn2LiX8MJ9c34sloD1Y1//scZbG5UZ8DAwUrYfettaz/wmP8jqxJ7FJtEOIaCqKohIAiLGLpc9rquqQl3X8N4nMJIzprlTtbXqsrZexlwOw4C+79H3fXrcAL4BorJv908ZH+qNaeAp7+EMzK+1zbn9noex0+8jWZFfxxzs5fEQ1nopTNEAICVq8l7PJrO23ttLsiQbk92zdh9bqYG1t3vT9521LLP72thpu//Lfu6PifLzIgf/udLjFL+8CETJxdreXWNkjkEMRwqeh1jVWlNscCQCwMGLRFdszPZhEtwKxgzrPjkCaC8CUSwPJqACo8IEqh0omYqpNJ1Qg+FI+1Wr0VYE1BEIM7SndhNZ5Fam2mYblwJo63tsizbddmKflcEeokw6fy0Q68kNGYJm52c0eA0FhRT/qfFZPB6HBLo5sr/T75JIGRF9TeXVyAsDQMEpqy+kUn2amPjaWCVou7F1UDn4Kkzs+EDKTu+J0MWPKhfP3Ry9TbXAxpJHoTsHwA3GWhOYBa4KcMYkW6F68REoIyBBB1Y1AeNw+P1BpFJzH0xGqXPkA8EFSaZ5eWstq7LWxA89cvl4ilP8dHFsLZpLdB8qA18C1nnfauBu5YbJk2ePZYDafi61cVqSR5ePHXvdMaCYs+oz4C9Iv9u4S6C4BKjvWsvkcw1MdenHEhNpXjDVS0915tNY7jIJm51rSgQWfhu6u5RsuM9I7rHxqZqT5fFWoNpqh00mu1qtEng1ybSxaG8bS29yY81MAmt10MZ01nWNcRxTb1wL732qA2fmxLLn7bIMWBk7Z315mTmd1+3tbWIWDYQZ4G6aJsnhP2Ypw/uKY1LfHCxvNpujMuP3OacliF0KG2P+fH7/GADNw+4bZkbf97i6usL3338/28bUEQZey8SUKSXOz89xfn6egLQlc5aSW48JK3swRv3m5mYGpsdxfOPe7LmiZLVaYb1eY7PZHE2ynOKXFQkUKpKO5lnKGDrShZt9HwcB6ijLFSE0EUyaSZeDtp4aoKy1zxZ9KinWcBEYB2IMEqEpAZ14jAiRxY6tlCCpdzWyxYeLC5+KABJKzLRFAs/Q+uskFY7jrTCxzJWoKVgr2k+647iAyuYImIB4iMBaeyOTMtlgjFHyXfuAmrQmnUglzcFAtRBEFDQCWpsMEEKkxzlqOkNQltvqmXUcc1lhI5EtZkIjk+S+jefSxp7SdZSdsyD1f94Tp+vGEGxCmGTo8YxzM7sAoAv6+dZihPeM4BkhMtlRaABigJv4e0WQUSecWODagFZGhChpGHqHcXSao4in5UXvo7hb5C3eTIyZh3nIG7BmkVNd9Sk+uFgiqMrHDyTeKeF5//d+DpyOHQvAHLBGAFf2mD56jCMsOHBYE5yP46E9toGsvpkASGaktTCspV7Yx86hnI+j5mTxpaaQKg3I7KcmJ2RxX8fmML9Gb2tEO9XXx/MpmPOluOu++NjjnTDVxp4ZSzxzDXyPPWhzVs05l8Cw1cMCmD1mYUy2SWeN9QshJGBkRk+WHDBAke9rGIbEVudMWy6Vfdc1v59K3CX1tcTMx1Zfa9fZwHCpUsgZZBFJ5l952L2Tv49KKZLduyb1NlBt78Xyfl8a5101PnbvmgrE7mN7H7yN+sIScfm/HFCfQPUvO3JgPYBidfAEsipIBGOEGlpf24pHCMAQv87MAdxcr1XyPQFrlSYT6ggQU09VIowSMIrWVPsoOQdiCyxRp+khPudF64I9OWygvaiNmXaY2OjU8osElWSsCSGx61m+AFUE1ACim7YcMAqTHBko3zEhjhHC8CAMImA4OAkz5shFJ23H2jgq4vejMnARran20bCrRtC5DIKOGA0BFxkABSancBuTCBBiCzNj7geidJ04XlsDpwDQIKCOVykgtkYTrbVuknQxjt0SAaNedGKAV9GoLAtiQdUGBKcttUJk4XOpPEEZezvnUMy0AWsD2i5djRNjfYoPK3Kp9V3f3USU2GbguNnYQ7//j21XMsE6RjwaWD8kjrHhD418rMBUP750nAMWVpYl7ktsrTHX00fV3Uy3AVP/iE+asqXVm4QlJvIES96/uoxS5v6pxxuB6nyxn0tknXOzWte3kaE+dBwGhHOZsAGAqqqSLDyXCpdANwfENt4cnJSS4BwA5GDbbnQDJfm/krXMM035z1N8+LEEePPH7P7L/QUApARMLu9eyiwuGaNZGBt9DITedx/dJ93O3y95OYSd09skiErwXL6vTu+BU5Rhjt8+sshW32qPqzNzQE2MtQQgMDxPixNjpo0N9iQRwKnEuCXGIAqMfPHl7yUkdiDnJct2WwOUiSbkoD2azUBrhC0Ic8Yzb41lzwPIelBjaqOVvfUYMpMOllF+6+q4JqOyAAACODAqL8mYLN+/izsu4aGjEB8nkIjK4EUwpCSFssoBNCkEsvMaaALbY8bc2/yNRNoPHGq8VsXrDiCTJAoa9lg1I5rGw1VhYmuCGpJR0TuMGBAWUMweEAvIKcO+9LE21ZlTcv62ubQ5MSl4fg7GWPs3XLSe4hTvIx5iTmZRArwDaXXBNOrn5FRb/aYy39K7Io3nLdcGb7tuyaNkpfOa9aXX3jcP+RqSQcCR1zyEUT6Qxd+zfb6/JTk+ABztmQ16sNzc9p/Xji/FpwC6Hw2ql8BozprlMY7je62TzBf7AJI022qlc8bN3KIBHLBtxp7lgMPqVfMaUEsS5DXaxpTnIKHrulRn3XUduq47kOOW5kzHkg8noPFhhQHhsp47B8gmkd7tdrNtdrvdrFb5GEg11YX9zCN3+7Z7p/yXs+FlzXo+9jK5JCIz0G/vIQPaptp4aC37EuC3+z6XqZ+Y6lMAWW2xTKZlarSiUmOHEDP/EZiKOkzXLKgoaC9laNuswbjfCNDqJOulyC7rMa2Fl4KhCTwLlAEgaN21g7qpalst1nZQoMRoD3HpwQCEgA6K5zzpMay9lPXPBglIjNWcEgA6DyqNljQuA7fzyHtWl22ccjfw/JslpH8TAFYjtjBbcBMEITlf69+5mRlL0JpvYUhk0wdRFtm+aRlqNJYf26d5k9Rj3FzO6yhjr2TuZF6R1oWLABWrhL3igLryaBqvNeCsTHoYgRClCq6RJAVPc9bEhVvMSISBMOwdhsHBB0LlZFZzbux9EAPQSOZ5Vp4wYO7XcopTfKjxEMfqJWmusZNlG6uHgtWldlb5+mS2TlnQ3xxrh7U0xvL5xwDq+9Yf5dwlRn9B/l0e+6HgNoFrzEHmfa9fOvccMN+1j2OA2iIH1kvGdbNtF+b7U2qZdV88ClQfY9VyoJkvuHOjpfvMnt40chbaQKo9lrNuuXv4XUy1RQ56S3Y6Z9Xy2lcDLCVDbeAkP579vIuZPMgGfkSA42Md90MiB9AlKM3vgTyRA2CxLOCxTHUOqG378j1WAmmL/JjHALI9lj9n5/TYL6clUJ0+5AuZ+ompPoWFuYEvRd5YxEcGkUVrq63mei0GUzUzbo7gwLy+uiPBEGXFAqj0G9qvuhcPLyEtQlVurg7jDJ85v3IE3IJRtL3WAAJo3o/U2mFxBOr2O0AJkpnTtafo9k1q3iaRkTcQbbH0blmat7x9li2MrFY5rw3OGWWJ6gAgeqGR8sguB9aRWxYiIAQgOtJq4kKBsyUsbA6sv7bVgiemXoCVBEBiPXYE1HatxyjHbkgdzSsX4JxMdd9eFQUSx0QsCCNArLXUAiD0SvuHnrT+W4CxY3T7Cl1fQYTQB4aPoNpFF3MxFk4EuYDeeldPn6Cnz69TfLyxJLe+CzjP1j6YO1XPJL/F63O37WPHntU2H2FKl2IJcD8EkB8bx2zfC2N4DFhc2vcSo/+YZMUMiGf7LlUH+Rjuev7O8aNIqhSAOpeEH7RW+wQY6IfGW9VUr1YrfPnllzg7O8Nut8OzZ89mbG/f9/jxxx/x3/7bfzswnCqByZuA7L7vU+ufHARbi6+6rvHkyRN88cUXODs7m73WAA4R4dmzZzg/P589f319jaurqwSOXr9+nepf7ThVVeGvf/0rrq+vAUyg4ezsDM+fP8dqtUr9fjebTdo3EeHy8hKXl5eo6zqZvJVsdd6W6WMDHPbB8LGN+76wWujdbjcDpvnv2+0Wf/zjH/HixYvZvX17e5vul2+//Tb1rM5js9ng6dOnR++Lpmnw1Vdf4ezsDGdnZ0lFkSd7ltzuAQXMV1dXiTG/ubmZSdRFBP/0T/+Eb775Bj/88AP2+z1ub29TjbclqMr2cxb5GErwb+f25MkTPH/+HOv1Gl9++SWePHkCALPXneIUITLMU9WwANE0zHo9A2om1QcHh5DqjA246atj6yZEd2qJDt0U+zyTAsAAQY+ATjyCqPS7k3G2CPFwiL5XIFsMKU7DDSRKmRkbABR7MgMGVAnreC7m7j0BTGWMR1IgOhBpnXF8bSDdX2rd9NA5BI5yqAZ4c6bc5PUWqe0KNMnhwZAwl4kjvq5iZZZJKV0QOKkFDFhbDfVIlJQCM7Ydc2Y+1ViLya0NNBfHN7fyCLAlUGqxxZWAquxg8bkwEIIn9PsKfe9g7ca8KKh2pHPhYx25HZ+jjsFlYzhUAnxa33mn+LTioTLwvMdwafJlRlpSANYcwJaEQx5krDIwK2NJjxNSSyiiErzhAEC+KUn3mPXpY/pSP2afS5HmfAF05/Gm5/3QtfmxPuNlkmPWBuwXBKCX4q1A9cXFBX7/+9/PZNb5YrvrOnz//ff4d//u3x2A6pxhtkX7Y2O32+Hbb789YO7atsVms0k9og3o2vPMjMvLSzx58gR1XeNv/uZv8PTp09lNZv15m6ZB3/d4/fo1bm9v09hFBNvtFv/5P//n1BbJzuHi4gJffPEF2rbFr3/9a3z99dczUM/M+N3vfoe/+7u/w2q1wtOnT/Hs2bMZoCCiWbuhU3wYISK4vb3Fy5cvU9203feWqPn+++/xb//tv8V/+A//YSa3HoYBNzc3GMcRNzc3+OGHHw5A9fn5OX7zm9/g/PwcT58+xZdffplM9wBNtPyLf/Ev8Pnnn6e+7CV4PXa/9H2P7777Di9fvsTNzQ3+8pe/4PXr17NtvvvuO/zxj3/E69evZ07k+fvzmAQ8l3Ob+V8eFxcX+PLLL/Hb3/4WZ2dn+Oqrr/D06dPZmN/UtfwUn1aUjKv1mta7Yw4uByHM64X1K78SlXnbYo1FXcSt7ZOH1r3au2WSc5ssfDIrM/OeER4MYA8AVEXJOFBBmU+VC7PK1omwim8TwZwJ5gis8zZgnoA+guuBDISqIVsyLluaG6LJDRwT5LS2KDVUTm3PAyrDNiBtj1vbsckpPPMhsXppIQAEjjXY1pILAEJgEHtwEAzCGMAZWy2pt7UZzenYJ0n8CIru4POY1S8byCWaXNPn7j4KsvNC89jzhxhJDh68GZRNjuZMUfYfe1iHhSWJAWZtJZTLILWPuD3/y15WnuJDj/uAdRn3AdfH1teWx7Pa40XTsmwMafwLzGw5vhnAj8zqrD3VA1jrPNIYs3m7D2g/du2ey75TcuPItN4FyMv9vWnM5rjYV2Kl77gvHqt++BTirVawVVVhs9kcyK0tjKHNGVdgmujc3OtNwnt/4J5MRAnk1HWNq6urxDjb89bn9+LiIjHbl5eXB0zxxcUFzs/PU52p3Qx2nl3X4ebmBj/++GM6LztvAGjbFk3T4NmzZzPw5JzD5eVlAuNlMgLAnRLgjyU+1WSA1dFb7XTf96l9Wt/3uL6+xnfffYc///nPs+SR3TPe++T8XSabiAjr9Rrn5+d48uQJPvvsswNQnbfSus/pOw9j2bfbLW5vb/Hjjz/i1atXs21evXqF29tbbLfbWQ/4h0RezmA10/k9YOz7er1O7bRKBcn7NDY8xccTJgHPa6uN7RzTl/sENKX4wjejLAXUtk+VXTeJZWaE2CKrFYYQ0IvHvGgjShsBjOLj7wInAZ4CBnJoyaEhhwHqCB6ogoNTyTYRVjJx7fn5tRKieZrCRg+gj4A6dyonAeq4g2OyeB/PL3fbnlzOBbUAdVZgXLKpagpmPbIV3DoJae5EbN/z9iku9p6Oam5l3KOpVwWZAWKrSc7PQKCJhVo15irlx8RcN6SfPYPwbF/pvD2jiiZl7CS1y+JGUkstqgii6vR07DASvGf40ZRg6vIdoiLAsbJlJoFnCCQbX0UBo/CdwtRTO61TfOpBRAcJJgApIXkskqlr2l5D82OxlBIZsH7AeykHa0stwB4iI79rzZ32XeziGLjNzcseWv6a7/tdsNA56M+l4ve9Lo9jc5YnUo4lVD5VDHBXPApUL12UvJ6zZMyO1Una9u8CNC6ZMdnP3I35PilKOdbcRGypLjyfi/yfHc+Oab/noDk/9/K1p/g4orzuZTlDft3LGua76pOX7rkcaC7di/b4Y8df3pflednf7zLKWnDgBKRPsRxLwNrAoDPQnDGtxmYDwEAMc+ROC7b4ewVgFU3C9qQsc6o1pthGEQGDeATRn/nCZBQPB8bKNVhRjZ4cNlzDw2kttXhcE7ARRkXKgFcSGeUI0CFAF/s8eRBumVIt9YApAQAy6Xqs6yWrx56Hgz4e4vLGTMEMaIc4X1WEpFwsguzTI5eME6nTt+OJkTaZdIi1x0Ey1trZZ4b2TSWaZJyjZ/TBoRZGKxLVBUhKgTWCGtHFa8ukwLWtRt2fn4+lrj3q2kMEcHVA3Xi4OsC1AW4lCUyTI4hlAcwNTgjBM/zA8J4xjC4ZkZn0e6khlrnOz+8527UkafpJ/n2KjyGOmWuVzwPTOmCpndIErDFzAF9a4x8ztdLPDDqQg5eM9dI6Z6kee+lY9ljesis/h/xnPrb7jveYSHOdj/eRjPOstRcdysOXrqfO7STnL7dN529KnCN/A8eZ6beVfn8qsvE3YqrzN8vSwt8iB6bvMw7euAtAx3s/Y8ZLkFvWc5YGSnaOIYT0045Vmk6VoKpk8M2lPJcGn+LjiWOJkPL6m0nd0mMPAdZLPafLZI9t/9jxL/0OHCaE3ibuSqjZc6ca6lM8JhQwUgGUp3tYHaPVKXpywgYqUjYXAKqgMvCBCDXUjbqKywdbiHkJGMWjCwOGoKZlgC4uxuBRsYNHgOcAUUtpgKFmZhB0EDSYQLIjA716XAd9nDC1lbJ3G0EXTHaOnoBBADApoE7A2sDdXHJsi1IPrV829scYazNEk/x4UBacojTbi6izOjGaKGyuq4Cqsu89jxBIJd8GoM00rKBySAijt2MZZ61zYMZtVJ6LAACD/fT5YC2+gtjziDJ1dfkOnsAhXsUwJQqIlUYXADISfM/wnhAWWmnlMzMEnjH09s84L2vrZuPOPy1PLPUpPva4r543N606FiFfF0OOAjIzmUz+DgvvH2u3tSTlvouhPjYuPe7d7G25fQpZrjVGNvY8aZGz3CXo/SmcsUXkgGG/K47VUs/2Ga/nsbk+lnz41AnEd1rAuJSZys2T8nifJlYlaMjltzYme+4YKycii72pc0D9kDpW2/9Sn2wD1jn4mmXc7gFeD5mDX6L84k3ioW/0PFlSguQ8gVLeV0sgfEn9UPZtXmKkH3JNl84nTwAdcx9/W+VEmRDIo0wInBjqU9wXJVsN6KJrjKyrgDBikgSXZljG1moNM6XXkwCbAAgrpGQCRlGzspEq9OTRZYudUXzKxDtieAnow4iKHEYJaEiSe/hAhF4IPRFYGDXUCbxCtsCKoN6KPwgT85m/K6zdVIjAOkQ2R7tGzV3SDcjZPnMJOQB0RAqqI8BOr0szS+n/augmcAK0PqD2gtXgUVNAFVtNMUeAHRg+ELywumFH4J9c2oXQgfVaYJKo2+xWsD7htkgnmKf2EExiLYkBBxABPSUgH0n/WE+dTSoA8bG1VgB8xxh7VqY6/kPaXFuzsfW7Fm2fZSy21nxri68JYJ/iFB933FcXvFhjnW1vpmUlW23AMyzso2SJ8/7UuYFZzlYTDs1vDfzdVdd7VzzmdSV4TAKYksUtz5Xmc2WfG0uM8ZI6wLaV2Wf2HYkMTAZn9zl/v6tYvEeK43zqYNrijUF1uTi2hXop/16v1/jss88OGCkzdfLe4/b29sCw6W3CgCoRYb/f4+rqauZybH2127ZF13U4Pz/HZrOZLfK32y2YGWdnZ8kwzOrHbdwAcHl5mfZtwHm1WqXzHYbh4PjOOVxcXODy8hLr9Rr7/R673W4mQXfO4cmTJzg7OzvakxhAqqvNo2QxT+BlipJNLhMp1v5MRFJ/83wb7z3++te/4ttvvz2oqc6NysyQrATX5tZd1zXW6/XBB+dnn32GJ0+epHr+zWZzUFNd1/XiB2Ouftjv9+j7frb/m5sbvHr1Cq9fv8bV1RWur69xc3Mz28dut1tMDNwXROqGb/f+5eUlzs/PZ+M0l33raX+6L0/xmMiltxPLau2i7BGFY60EdGB0rDXLgH7ZjdDFXy264OBAcEyRMZ6+Dj1HgzJi7Ek/u70EBAmo2IFAqMjBEaMiM0nLF08TmA1QgDtG9tkRgfLPHajkuo2nYYBTMC0ske1rNic0Z0jtNXbMHFQLgI4UqDeYWnlNiYg4zjSTFOeKUQuwDhU2IaDx1kda9+zB6EDYk7YcCxyl69lk2J96DE0GNAK0oqqCEQRPZhIHtDL19lZJusAFQeM8KqeMObPA1SGZkrETraVuDE0DoQsIvTLU486hu6nQ7SuEQPDRpIxIgGRWli9cJ5Bv5mpt7Jndh6k+PF2rQjFwilN8CmGA7i4AugSsAYaH9XMHYIB7gVB7SM10Hsf6Js/G847iKBNr6pqFp/PX+HyNJ/oZxzSVHJX15wEL666FYyy1CstZci1jkiT9tsfNuDON6RjjXsxhqQLIHb/TOO5RN+TnaL2xPzWw/dZMdQmi83DO4ezsDF988QVWq1V63FyTu65LwOV9gertdotXr17NgAkzJ2C9Wq2w2WwOWhf1fZ/Ar/ceq9Uq9RcehuEAVOcMX9M0CTxZO64cvFRVhbZtE7C6urrCq1evZu2z6rrGl19+ic8++2zWLixnAZ1zWK1WqOt6dv4mZT8B6sPIywFy13lLiPR9j+12ixACdrsdttvtzKhrHEf85S9/wTfffINhGBJ4zZMtr169moFqO67dd/azbdsDx/fnz5/j2bNnKelipmQWzIymaQ4UIAamzYX/1atXqdWbhTmOv3z5EtfX13j9+vWB+7cZlC3VW98Xdj/XdY1nz57h888/n30+WLLAtjndm6d4aOTMJjCB1qXigam+VcOMxxwQ2Wt1/9a2W4QQAM8Kz5kqVCA0xFhRhR0PuA01BucxikcfxlR37ShnOWNPbOWy1bQMEuXeKrk2E7J1lBQrc61AFwLYuzxvCWbtrIAo5U7nOAHmHDxL/jsmgD31DwX2ZE7nc/CrrcdkJke3BVINQiNAIw6tTK3J1FxN/1kCwGbejg9MiYGJnVbWvBXtxc0wszXdYi/KpofIqq8lgMN0tUUo/gO4FVAd1JisUtY69ALfA37H8L26fA+9w9gzuk6XPT4QRs+ZKZnWiOt0H5qyTcdGYtVPXPUpPoV403ZRObg9BqwF5segwHwyHMzAZnbsuwC2sdhEk0lW/trH9LS+65wWHz8C/tI4snHPWOVSvUv6uVLWMef7WlLy3sU0p8+pBeZeP1tzRROm9mWYHNdnWI4o/QwyybxLYP1Q9vxeef0nlIp8p6C6DGZGXdcJkFrkQCYHgO8yY5GDjK7rZvt2zqV2QcycXJvzRf4wDAnc2vgMVDvnEtBu2za1ATJQnbsemyt0Dp7GcZwBtlLyCyC5k3ddl9zTyx7A5nC+xFSXEveTDHwKm5OyVRSABErHcUx9mnNwOY4jbm9vU4/nruvS/WWgerfbJYa7ZHstGWKsbpkQWa1Wicmt6xpVVc3aTOUJlqXzMgm63d/5sff7Pfb7fRqzOZiX539X2cGxsHvOxrtarbBer2fjtPPNW2+d4hT3hUnAAWMDJ9Myh6llEwDU5LXfMLTPNQcGeGJHAcKOlDFts8WMA6EBsBJGLMsFk9ZbO2bsZcQoHi3VGMUj0FRLNog3gXIE/4RADhBgJEELbS+1IgWRdQTQTgQ1FKACQCOTazkQa6YjsFQ2W2agOrWfScw0YZCJcTZ2CGSS64w9iX+ZnJxF/9Wkdds+gmtbaAsUOI+QBMoFghFAR4IBxsJPbEX+CeIon2tgLYQBmnCoI0s8QpMCLoLa/FyNQPYytcByLoCdstXsBORU5u23Ar8nhIExdgwJwDg6DJ1Lcm/bh2BeV82xN3WIV5RJ+2T77F6xWuqcmc7VAKc4xacSieEkfQ8vMdZLQNaAo0nBY4v4ibXGJOee7UvM9ZtSHbBJwAGZ9mv7KIDgkiT7WJR11dPj83OzuA+j5KA33/bYWPJa83JMcYNjB0q/pn1nh9ByFZn9fbB9EUuA2sZTts5aAtT3RTl36XvlE2OpgbcE1Tlwy8P+rusan3/+Of7lv/yXMyY6hJDkp7vdLrX3eVeRs4ZXV1cA5oZIxiAPw5AYdGMS83NrmgbPnz+fGUZ57xNTfX5+jh9++CHdMLkplUlod7sdrq6uDozKrq6u8OLFCzRNk1oM5Wz0er3G3//93+P3v/99AiEGpg24WLuu9XoNYHpjOOcSuF/qY/xLjRzkGvDMW62JCF6/fo3vv/8efd/j5cuXePHixUy6773HP/3TP+Hrr79OCgsDrwbSrT97Kb8moqSOuLi4SP2o83j+/Hnq43xxcYGnT5/OQLXdG2UixZI3Vkrwl7/8BX/5y19moH632+Hrr7/Gq1evsN1u8c033xzIvw1w32emVoaN6+nTp1iv1/j973+Pv/3bv033IgBsNhv86le/Suz7qSf1KR4aBqzv+hSL9jVxQQa08IAAPjCGCKRrEQykwDriKozI64r1S9ERoRbCJkrCCUAHdQevhDGIxyD6ed/LGEFkFXtfB4yoMCBgD8YGDgM5eGEIMcCEKkz11QQF1gw1EmMJGGmqO2bo4rK2HssZ++sAcBAEogiElQ0fopR6jMz8COuJrYtW24ctkJydtzHIUbOd+lpnjHeAMtqBpjmz1KAgAnLMF3Z56s4Y+sCaSKizJXltLLhIqiefetfO65iJRGXgTsC1ttOSAPg9Y9g6BB8XbkF7Uo8jI4TJmVwN1OafbxTlkhCg5qC14nCaMECYtfexHtzDia8+xSceuaw3Z0KnZOL96wQGJWANTDLwY8BaXxM/q8TqhAH9lOHJwZtiIrMAsbbmPbaGKQFmWj9nYyoB9n37LJ97jFHXm9SFW015DuiXFABLYLok25YY/mPmcm8Chu9LSjxUOv6hxxuvalMWpmj3kz9HRPjiiy/whz/8AX3fp+e99/j++++TDPXbb799p0x1Ll199epVAtYWxlT3fZ8AqTHQFuv1Gn/7t3+Lv/mbv0n9uJumSfLvYRiw2Wzw17/+dVZ/KiLY7/e4vr7GMAy4ubnBt99+m3pX27x88803qYd3XdepbtsYv/Pz8wT4qqpKDJ9zbiYdL+XDtr2dU/73Lz3ya2RM9DCoONTuv1evXuGvf/0rttst/vrXv+Kf//mfZ6B6GAb86U9/wj/+4z8m1jpnhO2DaolNtkTIZrNJ74svvvhits2TJ0/w5ZdfJqb34uJi0SG77PtuY9vtdri+vsbXX3+N//Jf/ssMGO/3e3z33Xd4/fo19vs9fvjhh9QrfWmOHhPmOWDS9b/7u7/Dv/k3/2Z279V1jadPn+L8/Dwlik5xiseEsoITW21A2pEACSAGuMjOOhGwOGzh1IVbFLgxE255bgrmRPtBD0JwkaUeIFEqHb+7JCBAUn11qn9jNTOrSAH0QAEdOZyhTgxKTSpldlDTMCfAGgr0rU2WsteCRgQeU2swQOXfZSssJ1rfTOnzB1FyzvH1hJH0eEP208sErgWTLJ4gCVybPDwx2dDaZzVJk0l+nn4KPEn63eTjXqZlns3rCowWWkc9xmtZx2NCdEzGzjciqBHQUkDDHqt2QLsaUVUBro69vjsGV3p3+E7l3kQCrgRj5yASncIzh3IRyvrgTnNqbLUPhEFUZRAwJQ68HJqU5W20Ts7fp/iY4xgQNFAsIgWbeVwyDeCoWdlSGOudQK0eXPeRyZbz1lj5cZbO4Zgs+67IAfb0ukxWbUnJe/a3JNl+yHgOTdGOJwa8TEqB/Pts6Trm9dX2OxHNAHUC6kcA9ZvGdE3frNTgY4l3tqpdumkMXFg9sz0+juNM3vo+ayuP9eI1YFxVVZL7loZUuVTXgG/uIJ7Lc3PwkjPDxpqXMtucRTYH6Vy2XVUV+r6fGWWV8vLcdTpPSuQg/9Sy6zDyucnnzthm+zcMQ5JJWxgbbI8bM5yHMdJLEme7p0wJkdf6A0jSb7uv7D5ZOocycldyG3sOkO1+MhVH7jr/LsLe75YoKksj8vd7bqZ3ilM8JHIZeHoMUcKLyCSCFDxRRJekpmVBCCyEkbSWeiVALwSJzEkl0+KvjfscYG22JpDYyQgvAUMYE7gWCLy1WCSBkCJQgaAGx4ULsBUfXWytXSOhCqSyawg4gk8B0CBob2oJGKy+N5f4gQASZUkF0ThsYp2dBK0dj+dcU5RaE2HPwI6UFfDIAbAGk4LZCoQaCnZrUQl2C60J50jzU5wrvT6ThHvEVKM9xJ/KyJv8XX860UVILUgtv1oRuHidKwgaBGxoRONCZJmB4AljtoQkFlQqHNXWWk6SgVmIknHnArzXFmAhRBkpB1B8niDwYqZzKrs3QA0gJm6ATubmcPn2pzjFxxoGdpbKBe1vk3EDxwGhracsmbgEuMtWW3nktdI2lmOO4EkKnpJjh+uK3KTrLvLurjLJdP5p/PZEBhbvZGEP9wUAnPly5Im9Y/288+McTSJk7PTSXEznkoH7QsJ/rKVWXj9ezuNdTPNdyYdPgZ3O461A9UMWxTnA/tjj5zyXu0DIpzC3P0Ucy9x9jPGYcdsH4M95rh/rPJ/iw4ucrSaoMzPEMu+2IBNUrCCJowxcYXcEziK4CMCOaXIEj68EKRtZE6MWwR4eNTGGVIerEu8h+JTN76EGZoEEjrwuFBjYYwQToQFjj6ALGVKevQZpDTIpqLTU2QgCgdFqZTgABsnkMg1MknBPuphh0fpsqy03UDwCaERmDPYQtEZYJfHqaj3S3OgMmGqZzaV7FRn1WgQtAtqkENAYREHoAIr7t3/ASJz6Y1cSr09k7Tmy83VMj7QUUrKkZY/GedSVR9N4EAlcFWYttAxAu1ZH7uqgrDUpgw0gGiUZ66T9tc35W8QW/4RRGATR84qn5soFLrSemiEYMbUJA04s9Sk+7SCiCGrlADwDh6CrrK2GmBv13BUbOHSzTsBSDtcPU+31ArDGfHtLFhjoewiwXmJS7bVAwWCTgdD5HCzOXyHHXgK4+fHycQHz4+T7yfd1bH/5sUoQXo45NypL47kHGJfHPLbmPMZSfyrg+qS/fGC8T1BggDnd9AvGY8f+fkxi4xRT/NRzUl7jnzpO98ApPoUoTcsY2uN4cvxWAOnBqDkKkInQBDUwEwE6UuC3EkEQSlK+WsxIh+CJMQrgSeBRAQKMFLDhBtd+D2CS3nnJm2fp413QshJmZcirWAM4SMCWdCFTk6AmArO2t6qz+t4BBAbDJbCpjuAqrSYEItDCGoQzxlqQt81StrsWDy+aiJA4n7lTeNpPApRItezGhrcIaNmjrUY0tYd9tHivbtqjZ4yB0YvDIKxJj2xsVbZ4snZZyo4HuHjgPrjJGEcIw+gQAqOqfALD7AQAg8iDGJCshjpEYdgYnb8tcnBt+w4CjIEz47FoThZl3g5BTeLEADXSOZx0YKf4FOM+1nYZWGcM8xHwmrOZd4HbnI0VSPJ3SGy1JbESyLx7fbMErMvztTEdixIMHgXZd4zlGHO8BDQdJqA5JStkcSx3Haec49LxW7JjLLXRusvcbMagL4Di+8icHIyfQPUDw4y1ygtr8m+TwK5Wq5lUOZfnvg8Zs7kkm9tz13UH9eG73S45OZtMO4SAruuSxJaIkoOzjdF7j7ZtASDVxpZAOZcH57XoRJTOu+/7dPxcOuu9T3N6dXV1cNPWdQ3vfaq/BnAgITbjNTvX/LzzbX5OMJbL3svHS0l8+Xwpm7efJvPP697z193c3KS+6bvdLtXeW1i7KZPqm5zbwh5fr9epTt4et3thvV5jtVodOHuX94Ldo2XkfdLt3Mx1fLvdYrfboeu65OSdjz0vGXhTswmTeOf3hrUIs/ezbVMaBJ6k36d428hNy1ThrcyhF3WfTiAvSnoJAsdAE1QGPoq2swqkrKsBTAcF1kRQCoRY0WZiIGLdMDcIEjBEJplYFyZaZy0YwuF7lliZb4o72pMaodVxQdhGVlel27rMGeJ51Qjpi5piEmEQmjlSe1BsHcbgCKEdCUhMni0wZl9Nt6Kr+ExWqD8d5gDYjmly6C0cdsGh7itwP7mvWz9nY6t7omS4hjiNlQhqmSqSGYIWVhPOED8xvwKgD4ImeDjS82njztSgLMC5AFcLXBMggWD5DWJMv9N0EUW0P7UmWCi10dL7hzK2KS6WoX12awrajzvJ3vV88yv9aSwJT/FLjsfUu5Zy35yxTuCMIhDO2OoDJ3BRQGfgbdEYawlYZwy2ycOPsdX5ueXnlwP8x87DEhg8tq45xkQHaKb3mAVnAtXFnPgj4y5dtWfXJwPSS1L/u0zNHmtWlj9XbndXMuVTiPcOqtfrNT7//PNZTbGBwvV6jZubG1xfX6cWURbDMODq6iqBSuuf+y7CQNWrV68SqLm9vZ0B39VqlYydbKxt2yawY/s4OzvDV199BWAC1X3f4/b2FuM44vr6Gl988cUMmAFTe6PcqdwAIhFhv9/jz3/+86y224CMgZa2bfHZZ5/h7Oxstu/VaoUnT56kZMXl5eWig7QZRhFRej5v72UA8KcEQHk9uNU152Hu2nlv6LJefb/f48WLF7i5uUnA1PZr83wMVF9dXeH777/HMAz48ccf8f333x/cu7e3tykhwszJQd5A9mq1wq9//evUp9nmr23b5Nb+9OlT/OY3v8Hl5eVs7JagMSO1cRznUqYQ8PLlS/zwww8pQWD35O3tLbbbLbbbLf70pz8l92+Lvu9xfX2dDNoeU0+d14I/ffoUz58/n91TVVXhN7/5DX79619js9ng+fPnByZrVkdu+znFKd42crYaABwYFYLWVMNgpGX3o+EVCCKMjghtXIF18T1WS1xMmbaQlAMPEHhy8KggLOr8HR28816egJqZOWKM2TaOGNeBsKIKoAosCjp3YGivakLNamRmNdYWtuCiOP4qsthDmoMplBVmOKiBlz0/gCPwpmheprMyLny0m0FZK4JaQjIo64nQMaEjij2lkfpSp1pDIO3XHMMZSPXTjagJGoDoXi4IQcG7gWlrf0bQfdcxKcAk2lM6/qsqD66m2mlAwXRyAR84tdACJpbHDMrAAcFrSoAhEEocG4YItC2pQDEvYdJvl+6pE1t9ik8r7qqttsiBUf572SN5qXd1CazNaMsY03wfOVN6DFgvycBxz/gt7mJJjwHrJVl2eq5k5uPxfcGOl3XYd63ESmn2rKd3ObZiuPkc3FkzfwTUl9fzWCzVU3/q4PlYvFNQvTSBBvBywGws6mq1wvn5eWrrky/y9/s9/vrXv+Lq6iqBqHcJqruuw9XVFaqqSuA3v9Hatk1tlZgZm80GdV3PJNp1XafWR/lrh2FIgGi73eLZs2cHwOzVq1d48eJF2ma73c5A9TAM+Pbbb3Fzc5PAmwE0A3TWy9pAncVms8Hnn3+O9XqNs7MzPHv2bNYP2YDRF198MTPFKtlXA4jvGlQf+7DLwbSIJJZ4xqaEgJubG2y329SyrExYXF9f47/+1/+KFy9ezFqgLYHqpWTHdrud9aMuVRIhhDRP+byasdjFxQX+8Ic/4KuvvpqB6qZpcH5+jqZpcHZ2hufPn2Oz2RzsOzcRs8RL/vyf//xn/OlPf5qdl4ik9l5d1+Hrr7/GixcvZnNn+7PXPQZU5wz1s2fP8Pvf/35mslZVFb788ks8f/4cq9UqtdYqkzl53/cSWP8SP4BP8WaxxFYztK6XQHAUtJ6aTJKobHUIglZCYnsdgFVQCeGQZOCR2YyrNQ/GSMAggoE0SeQ5qpIkoAsDAjwccTIuS4spCRjFYxt6gIGKGH2srW50iYOKCFvKejkzQGGSGI8R3HFknxFZZBdrmJVZnsAdQVmbikIy0KqhjtYDtDZ8lEn+DSBJ6hUgG/s8hTLXKvsEIdVgV2R9pefg0ly8tR/3/7+9b+1uJDmyu5FZDwBkd09PS6ORvFrL6+Pjf+H//xt87A/2eldaSfPobpJAoSoz/CEysqISBRBkP2bUnXdOD0mgHlkFEMyb98YNqeu2Xikl44D01+ZEsHWBhCDX36Rr1mv3WZ2Wumnn588M8jLpFsVaVGuOQAwuKdQOIcx9rq0NHBBVemSXVfl8L9NmMU/oZ+XeXnOtp674mmBt4PpzaQUHHifW3jmEqJ3h18m5hdZTW8u1Emv9VLGtptbqq+01aLL52vN2O4VZwzshsf4ZnwFrLbAW585LfWYMzziPTf3Oxy6V7gvHteNcs5QvxnwFof4Srd/AJ1aqlXhoOrZ9XMlc13Xo+x7b7faEvHRdl4/xMYldaa1VElyuJKmdVq3WSqp1PNoSq0w3Vwu3XvfxeFwQGCWDelzb71vfjLqfvY/2e+21DeCEGIYQFnZ6VawtNptN3s+uONpz6f6XUh7X7u052Pvz2PZWgS2Jodr2lTCvEeP7+/vcH1zvv7U9n1Oqh2HICyKHwyEr4vYarJqvj+lih6bFbzYb3NzcnCzC6OKMWqXLtlKW7OqYLaZpwjAMeHh4yGPTf2UqubXAA1io9k8tp9Br1N/nzWazeE/p74H+04WasqSi2r8rPibYfJ0yJeRMqCOL3ulptkQDERuWCd6QArRaZhwcpXrlJbEOThTeQD5PGkeKCI4xxEkIdpRJh9TjigW8cw0YjEOUMqGRAw48wYPQkcORI0CS0O0JaJ2QwR5pgsjICi6bayMwPGL2OAdoYrXeC9mZIbXHHumzNCnYMW0ZgWzFViKtj8dkbR5JenxrmFmg1JKLAOI5vVv3A+aJZpvIdMdYhJLpgoiq5Z45k3/p1R3Fio+YleLGRUnqJrHnu5QCDixrqGOYCfU0+RRKtiTUIbXTUus3MzKJDpBFFMJc+03QOn11Qwip1vdeNN9XVHwJuEatVthWW3MYljlWUqJLYh0SmV2ouHyqzJZqtZJLZl7UV+dtgWwD17GcI9Z2zq3XsoaFTfoKwrhmMX9M1T6nFttrLgPO7PjWML8etPqzPa8uZFyy4ZfneioZ/hrmfZ+EVNsbp2puObkHZCJ+OBzw29/+9qSlldrCtb/zWluhD4GtjR2G4YTc9H2f66rVaq0kQb++efMG33//PV69epWJAhFl4hNCwO3tLW5ubk5IdQghW3H1Gu31T9OEt2/f5v3sL7QSE1vHavHixQvc399jt9vhxYsX2O/3CwKkddlKtrWNk1Wo27bFixcvrvpQ/ZiwRFrvo4XWDt/d3WGaJtzd3eFwOCy2+eGHH/B//s//wf/9v/83k81rSLUeX9+Lai23r4tzDjc3N7i5uVksGuk9897j1atX+P777/HP//zPiwUhfb3064sXL05eOy130HOXpH4cR/zwww/4f//v/+X3mF6btolTh8W7d+9OalusFf6pxFrfH6qya493vQ+vX7/G69ev0fc9bm9v0ff9KqnWfSyqSl3xVCg50yRwCXYRtTqyQ+eW729RMiKYHTYUtMw4YxdZSCSEKDUss7/AhIkcIgOBPCZmtOTQowEl2YUcIcbUNZulvlpV6841CBxxjBMcCI1z6MijgYSNPZDYuds06/SRMDjARyGhAXPtbsuEJhHKjgI6ACGKajqlUDBpB+YwMc+tX4CsrjoIiQZwQh5DotgjgAfncCCxe1s7t46FjLo/0jwZ1vZcPQibSNgysI3SZkt6YMtrNxIhELJqLtcnCxwSBkYLLdg7BpHYvckJ0dVwMsKsUMcgJFoJdoyEaZIANUBCyfSeId0LT3I8Ufzn6/CQVlqBySxeqFJdUfHl4lobODCrzuXjvCBpWBBrJacS1JXIN9GixtoSO9s/2drAoUIUTm3g54iqXtua0KPjLrH22LX158xzedC5dHA+Q771OSJNUr+cXm5xae5+UkdeWNIfG9uHqstfokoNfIaaalWkLaxS5r3Hy5cvM0HIA2sa3Nzc4N27dzko7GPCKoIlcQPmILFpmnItqCqRSp40bOr29vaEVHddBw3M2mw2i2sLIeDdu3e577VzLr9ZbfCUBmbZ5+x5dCzl/dU63d1uh8PhsKj7BZCt469fv851yUqA1OKrJO2XgJI//Vcq1aoma639w8PDYv+3b9/ir3/9K/793/99UZu8RqrLemw9/znoAosSSV2Q0HvaNA12ux1ev36N7777bqHMKvHWr6U9Wq/v/v4+f1+6HI7HI96+fYu///3v2O/3i3p8/X6aJrx79y6XFHwMWBfDdrvFq1evcHt7u7gv+ljf99hsNvlay+NYVDJd8SGIRLmnsb6TxhTWFZhSwFUEQ1fhgcbJz12MAM/1xmKplqnaSEKcRMUm9CwkcIBDD4eJGoSkTcO1aFj6UR9TH2sZj5BssabL+37kgIEn9OyxIY8AxoGD2KghMWOepO2UENZZVZ6QrjVNOhtEtC6ibeXzYQoOx+gxsTNqM0GDxJIf6oQM6uRUSfcEwkhzGjZBxhPTD1rLKAr23Ie6PJ5McuX8LdnaakYgubcOxgbKc7suST2P2PoJ3jEaL9fpfcyW7zBKz2nXcCbTHJHrqJ1PPcMn+dk7xhRcDiZT6EdSwJxUrg4BT1LLPURvrmtenKjEuuJLxocElwGXVV1HdBpcdoZYWwV1oVRDshLKNPC1Nlsn10bL8C69Bn1Oz/EhWCOMay2sloGRK+TdKPVKrO2418Z5jUr9GC61B7Njf8q8Tl63699X/2j4qKT6sdWsc89Z0rH2+C9hGVD7can0lf/0cR3zNVZpawnWn0+CA868Se0buDx/Oc5z13HuWi5d27l79BQ8tv3aua95Da55/rHrfC7se9e+juX796nv5UvXp1/LdHwb8vYxrq28zvJ6135fy0T5x673a7ADVXxazDZcAIkcS+9q6VHNJDZf7ansk8qJZNuOPBPPPgV8BTiM6e3dsPxribBlIZwjMyb4NGkbweSwca3YwFOQWeC46LcqSa8RRw544AkdeQQ4bOCwR4SHqNCeJA088KwoZyILUbUjRwT2YAZ6YvTdhL4L6KeAcfIYoxNynayWlGT5fLykaAemTNhD+qe9lx0YHUt4WiSgZ+BIc8DZAACqJpGmdotjoAGhY6mpbmQdAH2qZ2/BGNghUgqKS+dvWdqHeUiv6oYiGi//ui7AqUIdRW0mB7SdtPSKgXLrLI5zvfR49JimuVe1tlXTpG8C59ZZgSnb4DU53UFKCCazODGmu6gEnFHrqSu+bDzmWLSKtcUJyS5s4NYqdEmxfmxsNg382jZba9dXJoSvketryh7XwsyWPZ/Nvigs6IVCv+hFvVgMpMVChuUFa4R6raZaz18e+6lY4yUlFnXpX6hKDfyCfaofIxzXEJLPoXJZOzKABYmxZGatTliJTVkXbEm4kjFrb8+/XIm4lARprRXWubFfItU6dmsJtud4apjVh8Iq1LZWuAy5K7cpifi17aIukdxzj+troqq+JZjl9+eu0X74rIWgrf2zz6/tZ4//MRYKyp/PEelym7X9Kyo+NbQeV4m1wsMBMWZ1OjKjScqni0K0XWAEzAS044gBDo7F8izHQVart0LVEcnL5MABAwdMCPDewZPDEEcEjhg5wMPB0fyZ7dP393HEhhpRSlnquz0zekpp4KSqhlxRILF/i7fGiQ1b2B0aH9H3E3xSdMfRY5y82JbTzNC71GYr/WOW2uLI0hf6yA4h51rLJFVJuH7pSMYxgtAwcCRgJMIRc3p3C0LPoko3iVgTkAPVAEk3b9PnVIDUZ7dg9GkEnQtonBBq7yXt27cxE2ZKoWWA9KIOwSGMmk0i20yTw8OhXQSNaT9qfUxruTWEzIPnxReS65miOBlaqAOhKtQVXw8u2cDL2uFSWNKa6XOwajWwrlgD1ymm2n9Zx3jSZmtlXrJWXw2cLhKUgWSLawCdPG8D3Fb3WSPYhsC7Ym4lT6+P326zGPsZEr0Ge+y1e63q8mMo555fozPxFyPVFtdMxnXSXq4YfcoX6RpltSTVRHSiGJbH0l/eUuVUAq3XdY70ramhJcqe348p1daGXj7+uUiSvZ+XSOUaob5WXVc85g64RLZLEr3mPLjmWp/iILi0z6dAeS+sEm/7Ta9tr6htsyo+F4TozMRa7b0DO1FLkzbLIEzBwbsg7ZmSGnqcHAI7BJak7Z4jBvJzOjZEqQ1qpCaZtBw4ACRtooY0gWycQ0seD/GIGBk+teXycELyMU94RkRRRJOifaSIPTxaAvrEthlCSCU4LPWu5piPBAaaUVKxuy6gaQOaJqKdhFxPwWViDSC1pRKyquRaFe4uRBzZYWSXw8okvE32b2NEJLnOwQl5jiRBbhPN98kzo2fOtekEoGV5VRyANlVmh2S9z0nfYLQU0fqQ22eJ5TstlySJi1xSngPheJBpTEzXqDXU4+ShoW26uKCLJy2Zv49ZNRGXAyeSrb2ppZxgVvdtH+2Kiq8B54i1JaWlugtgMZ+1mFXpOQ2cmTNBdfOGotryXE5jj1GeR4k10udp5DmRW9XfHMiVjqFkUa/Pqt4n5Lr4rS+vPd8Xuo6Qy75pO56vay2crLx/q+c116LblWnngLHQF/f0KYTaioPnYLf5Ggg18AuRalX5NB17t9vh5cuXJ4T522+/xfF4zD2jy1An2w/6Y5MN5jkoS4myTd323uPnn3/OdbvW+qr7r30PIBPVly9fYrvdom1b3N7eLtK2QwiL1lH2OPqz1kOXqqX3PtcSe+/x008/LVo/WVKuNcFa/2pfm59//hl//etfP3pI3DmUSrX28rb3T+vRNdn74eEhB5Xpdj///DPu7u4W6dhW/WfmHBi2du+0vZgmWJfPv379Gq9evTqpqbYttWx/77xyGiOGYcjv1Z9//vnkvXF3d4cff/wRx+MRwzBgv98vxj9NE3744Qfs93sMw7B479tk9MdCyM4tZHVdl2u97eKBpvS3bYtvv/0Wr169WvRHd87h9vY2v5/L+1ZR8alg20LZ8KlgJjzH6NG5kIm1qp2ZVLZCHw9jA46EjiN6dhgZGBwlJRXY6GQFDh6ElgjEBE9SO33kME/iHC8mLScqD5EEmqWJ3cARkRw6SDK21FQn27H+/pMo1SOJkr5hSfOm0AApr7HrxBbddkGIdbJAx+hSQBDD+9TnORHrjiXUaze5OS07ygKELjZM7HJLrhEyE56IpJ6aCC3PQWOedbIo49ZEb0Am0HpPIpJqrXXUJK4Cr2Q6EWtALN7aa9qp0h5VZUrHToT6ODYIyQJeEmo2k8iAdG2J2EsN/vze0WMohZ7M+0uJdbV+V3wNuLYOtrT2ZiX3ArH2RGBKtdO8tF2rmn1pFav8bFUC7ZXMkfnMOTM313PmGm8l1qBMdD3WyWF5fp9s7sxsPvdOz2vVfWv7JtCqWl1irS3VOYV6sQhx5ZLgY4T60mOPiUtfovUb+IVItU7SNfSobVu8efNm8aLc39+j73t89913OBwO+P3vf58DnBR///vf8b/+1//Cu3fvFqnNHwNKapVUl4FTRIS///3v+Otf/4rNZrNQ7jRVW5PPv/322wWpBaSl1X/7b/9t0V7MruZo+vfd3d3C7mt7DT88PODf/u3f8P79+5Pxa4DXjz/+iH/91389eX673a6SJ2C2OG+320/Sp/oSrH1bX9Py+WEYcrsoTcm2OB6PmVRbddcGsW23W7x582axUENE2G63uL29zYFjmuyuUNKs7dQs8bZK7suXL0/UXA0ZG4YB79+/x7//+7/nHu0KJdXa5k1JtSLGiJ9//hk//vjjokd16S44FzK39j62ePPmDf7Lf/kvePHiRW79pQnnGsT2L//yL/jv//2/5/RvvXa7OPO53zcVFafkmpPC6zAl9dQn0gbMNmJAiKZzjCZEjNHBgbHhiIE9fJpkNelPi0sW5y0YAxw8ERqmFMpFOCYVlsGIxAjGLOzSJE0nFJ4cWpKQM1HbRa1+AME5wi6Kjdp6PgKpegxM7EURZgICwAdCjCPIMdouoOsntJ0QayXXnNpISaBXhPPp+luG8xHMhJDItfR3FnI9TA0oim6uddgMmet6ZjQsLbSkfVa6PggBbRHzNai9WgKECB3FHAjW+pAt30qq2y6AHGNK9m7vtbaacr20vobMZvEAqf94snzP9eXSmiuktlo5nCz19UYa85jS1DUhfUyWe124qYS64muEVasfI9l2TluSRq0lVuJ70sO6JJx4Ro6PUatLVdaiVK4tsVZCnvc1hP8x2DlQ2d86K/Mr5PJc66xL9/ti26wVhdr+bB/LP5+5vqde97X7fCn4xeQkrUcFJCG8VNZubm4wDAO6rsPhcEDf9yek2nuPf/u3f1ukJX+sF8+SN0Vpd3337h1++OGHkzrT7XaLb775Ji8WADjp6attibS1kpIwPfc4jvj555/x/v37Bam2baTevn2bE6AtxnHMCv7xeMTDw8NJbXRJpFdrMhIJ/ZwoFf5r7NEl7EIFsLTxqJp8e3uL3/3udwu1FZB2ZLoI8s033+Dbb79dqK7OOex2O2y32wVJt+PT3tjl6xJCwMPDA+7u7vKC0A8//LDY5v7+PivVx+PxhFTrQkJJmh+7bwpLqNXGbXFzc4Pvv/8e3377Lfq+x263y6RaU+//6Z/+Cd99991J7/OSsFdU/NJQSzgATJwM0xwRotig83YxGXyV8CXC2DLjJoparb9xqsK6RNxvk2qdhGVEZkyIaMiL8gqHiWMm15z+mziiJS/ptiSKAEOU6CERQiSLNUdKFmodn/SMFmpHcEwAGozB4XjwOI4NNv2IfjOhaSKaJiaF2mEcfVajj0f9jOS8sCD3Qwg1kFp2RQdOKq+mg49JTdcEdg8h1JEoq0otYibUEUBLjN7Nn4sMQt8EODer0t6nftSOZdxpTE0r15DTvtO4GZQTv0MQ8uwdy7gZedyOZDlA/9SplVuTvvV195CWZSM7MCgtISzrqL+eKWJFxSms3RpYJ3sOlDsh5MeIFiFdijU7+Fpdss7j1uaF19iQrWKtsK2kSmIdEhHX9lv6Xxku9hTeYa9p8b1ZfLDXegmPke7FvB7r36/hqcT5qbzrS1WpgV+4pto5l63Q5STcBkKdIwBl4vKnwGOrNWpVtmNQGy4RrQZ9WSuytVvb1lrATABVZVWypETO3h9gvY7ahpGVYzhXE2FJtV7H58I15HCtzthC7+djH7RrwVt6b/VfaQG3RPocqT73nrQLATZwzUKVd/t8uc25ILZrP9gu3RNbM277cNt7Ur7v7L5Vna74pWHbbOXHIGFYShpzEnR0mUgjJhUXlC3CPUc0TIgkadUTADZvcQex+rWAtMhill7WiJh4giNCAw+C9MWOyU43qwkChkyIhBrLZG4PUTQCgMmJvbozYoljaU3FYMBJIBsnO/MwOfShwXaYsN2M6PoJzjOaTlpSjUeP47FZ1JIzNBbNpI6D8nOAtB9DOrcjCU4jlvrpXOfNqYYaMad4T+zQIAWQpfroxgvZt0Q+v15RLPcTHJyq1l6Sv+NEiMGJ6p76UKuiHuOsVDNm27e2VyMS67jWmGf1POtY6e+6uWYHpER0ypZ2W2deUfE145x6eo4QaxDZOVBaALPttkq1+ynzDFWr9dw63DVyv1prfYZcs/kcL23Sa3Prx+Znl8i0VaHtsS+R6BKXUr55ZezA6Wt47Rzzsbn3l4xfNP0bQCaN52pb27bFNE35e4tPXbdZEraTuo1EVk/qKbzPtbOWIFnYml2tV7XHaZom9/u1gVze+9y7WJXDMiBLbfA6vjWL9Nr1rD3+S/5iXPoFvvSc3lclu2vXYN9fFmph1tdEe5Er1Nqs9mZLqi1hHsdx1YKtr4n2oC57pA/DgOPxiHEcMQwDhmE4+d1Y+325BuXruvY66zXZ+2Dvle3TvqZGV4W64tcA/XSw5NCDMUYHuAgyKmxgj84HINXpekS0oKSvitK9Sc1OAwiBlqqlh9Rbb5nA5AGGkGpEgIAGDo4Int3CgtiQM8fQSRyl8SYLMgAQYQJjC8JAM/GO6R+rYu2k1RfSUVpmHCaP473DbvToOrGCO89Csh0DhxbDlOqlmaA13GrRlns5h3NNkHrqSATHyOp0ZyZfDRgdArZ+QuMjpiAqd+MiHCEr4MxCiEsyHSMlxVrUc2mV5UAU5v1YWmiFIAsh0+Syoh4ZCKz9vQmjaZkGAJFnon2a+D2TarV96z3Q16WiomKG1vVaArZGAi1UsS4tx5k0G2INQ6jtNhbXzlMtaX5sG0VI5Lm0hJfnV2X9Up7S4jwrau055VkJtF2Q1WNYYn1NvfelcLJLhPrcMR+rpf6arN/ARybVj928SyTuklJtVbK1bT4XrlUHz7V9KvexNbiqVNvnbb1zSaz13yUCXKrVXwvOfZCXsPZ2G0RXqtQlqVbCXjoorrnH9jUpF1vKsDH7HvpYOEem9Xt7TWu/f6Va/di1VlT8UoiJDCKT1eT2iULKOi/6wzE6OGJ4F9C1k7yvR9ltmDO2U3CNTPQGksmW/c0kEDwIHTncpj+t+6RWcxpCasKFnjyaRPktuQaACdqGSsjgAREHknAygtjBGxbSPBJhSBbsyMaazqnVFRMGJhwGj5vJYzNO6BOh9k3EdnuEGxr4kUHBS29rCPEEpB7dpl0r2W/S77bWTo+gHO6lgV+OgCnZsrukTgcWIqz2bIxe6pyJ4R0n14C6kESRRjrvBA9HnAm1JeXaHuwYXLZtW3hitKmW/hh9WkBY1qrn+89zIjmpKl28ryoqvkaULaiApaq7Vm+tRNS2f7qWeOpxVK22NdaKRd3yFb+bkibO8CpGFQSTQCdWbGbOajUnC7iq1nYcZcjaybnPENVrFgXO7btak/2YvTtfy2VC/dhr85znv2TrN/Araal1DkpgVM0tlT+t+by5ucE0Tbk22yrMa2FXwKnN+GPCElmtf7ULAs45HA6HnOx9d3e3INWAqM37/T4Hcuk/aw9m5qxo2+tg5kXNrx5vbYyP1YT82oiRJYVr9eAAckCchuHZf33fw3uP3W6Xk7uB+QPbtovS+71YGUwJ3npeSy7ta3R/f4/9fr8Yl4bHaXL3OI4nr4smd1+qi37qfVJorbleo35v76EGB3Zdl//ZBYa1dloVFb8mOJb6Xg3JAoQ8ab1yZCDy3NMYEBLpnNiRp0T6eg6ScA2xk7cAOoakXydbtpwP6JOywkwASR/rF9SiIYcIRg+ZlHlIoFkHh8aQtQBRRyZmtGRtyZKuPZLWYDsEIrgIbBloErGOAPYENCC5bpL7MBJhZI8DO9yFBtsQsRkCejehayKaRq6i8REbAGPkHOB1gEdI6jRjGcrlmdEjIoJwBGHvHAIBfWTs2SFyg/tJGpm1iDnoa0zX3AbO6rGS8M4F9E3IyrUo0HK+rguZ3Kt6PU0O05RahjFhjA7H1ArMOhRcsn/GlGA+sMvPW0UemNO+FYyUGp517oqKrxdrZO2c1ffEqqyftY/8Jq2p1T4RwFKpvYZEn4y3JIw0E2tLNC25ns+HBbkGn9qwraL8mJX6XJlg3ofygyfXu+YMsPuVix+KbFlfIdRrFvZz+LVxg18LPohU2zfFNTf4mjeRQif9Shh3u93Jvi9fvsS3336biYxarq06bMmrRUlcPuYbxCqOtu2XwnuPt2/f4ocffkDf9xiGAYfDYUGqtaWUJljb42oIVowRfd+fhG1puygl4Le3t6u1u9py6pyd+EOJ3aeAVVOB9brotm3x4sWLHKSlir5al51z+Oabb3ILKAsl3USUU7TLe6MBYno+fV/qvdTk9v1+v7h/h8MBP/zwAx4eHvDu3Tvs93scj8fFsUuF+qn33waFlUqyLiZoiNtmszlpU/f69Wu8fPkSNzc3J0FluvBT22VV/JoRSepxrdFNf4NbcOqNLKnQSuja1Ld5bj2VypOIMbEQMw9tG4XcnzlitgpK/2WZaEXy8EifB+BsF3RJzW6RUm8BjBylBQukb3UHIagyv5n/5o3EuAOnEDOHlggtM7ZRWnBF3QVCqHXPSHMrKGaHiQlDcOhjhD/GRWAbsxBJJcADuUXauEuX0gAY4UUNT0p5JvFEeEvS21labMkdOpD0sm4Y2LD0Am8hKjd47e+PJpQD0yQhZqJkEw6HFsPoMUVRpkc4HJOq7sxdYwAbBLSprntIKrZLKrQNLtPFBGCusZ4Klbqi4mvGOSJ3zsV5iUDn0DI63f+EWDMviLniscX9mFTtteRv23ZrccwriDozL1pwqUX87DiwPpcuH7Mk3pGmos/KfDBkXR/PwWrPdNDY12mNXFuoOn+VzfwrVKmBj6BUP3XS/5TtyyCvsv5Va1632y2maYL3fhHMpf9K2zgzZ0v1c67hGihRVWJrx6Bq5+FwQIxxQVjsNlbJtMq7tQTr4oOFEkI999ovgaqtl+zhv1ZSbUsBrAVe71/btvl9ASC3K7M2e+25bAmibqOk9NxiQ+l+0Pur/8ZxxH6/x8PDw2K//X6fe28Pw3Bi7bbugefc9zUrt4Vev7bGWiPVfd8vepeXIWVrZQcVFb8mOGajVM4kSyuaI5Csytp7VMKziBgxeoxRlE9VOIMhl0jH85wCxQiYkmodwJigtm3RAVo46KczYZ7A9XDwTAjE6BIBjZgV65i2j+Y6GNJu6wjAORl/C4Ln07Zb+V6kr4EkLXxkwh5Azw4HjtIjOkS0xNCpZ2RkdblnWVQIEPv5QFJTLrbz+TOgZ84txzQpnSD35cHJPR9JVX2d4DqAxUzdQpTkYfJonKjRWnvtnSx2OMfShzo4HMYGR/YY4TBA0sgB6YcNCFGXVl6c07xDFHXJFzTZU0RgpdmqWHF+n6itPS9MoLbSqvi6UfZGto9dInfnyKWdo14MMVv5vXPP/F1UpTbEmK3gwHlSXZ4nj9eQaztOe50OBBib/GL/NVFRhZq1baySzSvBasVrY+vdHU65gH1NPhbp/VoJNfABpPpTT6q1lzAg6l3XdSeqnnMODw8PePv2bQ6HUlIzjiNCCPjrX/+KP//5z6uKoAZ6nQvyei5UTVZC/7e//e2E+O73e7x//x5N0+Se0SUpUtJj1VBVq3Xh4OXLlyetjXS7c2Bm3N3d4eeff87K6Jo9/GO2KPtYIKJM/NZaZwHSJ/z169dZZVUSaElz3/e4vb09eV1UidXk87u7u5NQBiXH9rWwtdLjOOLHH3886R+u/bOHYcDd3R1++OGHE4u4BpWthdtdc2/Umq2LBhZ93+M3v/kNbm5usNls8Pr16xOl/je/+Q3+8Ic/4OXLl3lxorTQ632txLri1wZVaHWKpO9QWx+rlmaXiNOYyFxkIEYndcUsAWABlNpnCUGMNAeESUBZsmenfzE9ZtVSwjxJauGwZcIGQqRHFiKu55gwE+tctwchzaI4i5oNAkbncvr4jikTa1lIoKQU6z8hvR7aKgYAOURmjErMEZMin9p5gRPpJTQgtBwAeDwkQj2SHFsWF4SSTyQEfEoW9gGiZAeaFzdE8WfZDoRtMlczI5Pp3OKLkC3qITgMo8cQGxzYYwLlvtFq+Z/r6OX12SDAE+MY557TSPeoS3XcgMxTNQ1YFxfU9q3bpztSUfFVY41QW9jgshMFGoRw5W/Rpb7SgHym6vNr4WXXHEPUXiHWi+OuzG1sWrgr5oRUEOZSUc+Pm3tniXc5Tnst1o5eBrvlvtOq5J9bEFh5/Klk+pJKXTHjV+vjbJoGr169wosXLxbkxeJ3v/sdfvvb3+ZevkoClbRM04T/+T//Z+7tbKHJyrrPxyTVWlNLRHh4eMBPP/10QpjVilzamfX5ruvwhz/8Ad9///0iPErtzd579H2P3/72t9jtdovzd12Xbb5d12G73S4U2Rgj/vrXv+Jf//VfcTgc8iKAVVv1nvzaiLX2mL65uckLL+Wiwna7xXfffYcXL15AU9ZtSzJ9P61Zu9VBEELAMAx49+7dYpsQAv7yl7/g73//O6ZpyhZ9S6yHYcBf/vIXvH37dnFsvaf6XtX9LGzpwlMVaxsqdnNzc0KYb29v8ac//Qlv3rzBixcv8Mc//hGvXr1abHNzc5N7UKs7pKxjt8nqFRW/Rlhipao1G0I9byfkaYypz3GknAodeA7qEvVbVFoGUJTeIoAxaH0uAyMYx6Saag/rwLMNXMlob0ibEnRt3TTSbLVukGzl6fEBjImSWwkSqNaT1FOnIeTzbJjQMqGBtMASpT2RbAIcp0RxloT0FhIG5lBOiIENR/QB2JFb2M1lsUGmfS1kUilhaXL9jqXe2oPRMnLLsyZZsOUeumTbjzmgzDtGODZgrZmODgf4VJstVnO9HqTXOoDQgtEnQh2YcExVmW06l6O5nprTsRjSdiuykH2tJdf3yXytdTGxoqKEtSBfItzWvnwOue75GrJHtPi6xKnlOxNRqxqb7yMDMJbrhYU8P1aMoThrXBlKqRjrvfAXiGpkhk8uHDv2c0Ft+XrYjLVwE1ird6mcnxNKHiPUj9rwv6LlyF8tqVbyeAlq91bVUMnIfr/HbrfD8XjEf/zHf6Dv+0XImZIqJdIfO0Fcjw8g13o/FWpfvrm5WSROWwVba85fvHhxsu/Lly/RdV3+3pJqtb+r4no8HjOptoROQ9Z+TfDe4+XLl7i9vUXTNKvkcbvd4vvvv8fLly/zvdMPBF0kUNW4XEwhosW9UNVYoQs0P/74I8ZxxMPDAw6HA4CZEB8OB/zHf/wHfvrpp09/Q4qx6yKN2rzth91ms8Ht7S1evXqFly9f4je/+Q1ev369OMZut8OrV68WAWVVka74R4HavIF5oqOBWGUidEhKpyi1Dp7FJiykeG7J5CAto4hF1T4SkEp7AYgVXFSCpHwT48ARI+Z6aw+ZPKmyrAS3TfsDQoAPjvIxR0qWacgf6h1EHeZkM7fXyOncSmADARMYUzpGy0La+6Rc9yA0zCYtnPM9kdpwxoYCOifE1LmY+0tr0jYAHCeHY/Q4RocAl9VjPdaYbuiGIzbJUu6TCq1xP0puHXE+l2IKTpQkpkyo1Y7dggGW19v2mxZCHdFRyBZx2T5mku0R4SmCIWTd9qiW+2kXXuziQf0srPh68VjdbkxOmLLtUwlKn4WXiHXe34gLlzoILX5eUXWBJfmNjOTIuYyFCr5CsK3CvGpPxyxIeMxq8kKWoNPE7Qhe1Htn99UZRfrSufV45wj1uf31GNcS6l+TAPdL4VdLqq/F1/QiXlpJuoRrWzJ9TfeyYh31PVDxjwqtpbYTJyW6SGqkEiT9FJ3S5+nAHh3HHGAVEzkMoGTzTgneTJhYaopHzDXbPQiOXU7qnicws0rtieCTCj5B2nO1LCnenkXBvYnIYV5CiAl3jrI13ENU6SGd54CIwIwDiaW8ZUJPqYYZjEBy/Y6ExHckddhbJmxIvjYL9UbO0UfGyIRNIGwooCfpG+39/LeEiNEFh8PQwI0NRmZsE1ke2OEBHi2zhJgBc20yE7S23SdirLXOal9XqBU9MKX66Tm5OwC5jzRhtvi7RNS1rzaB0VOER0SASy28gCmKvdsmfmsNvY5BE8eBSqgrKoDzqqOtMfYrpK8EES3qgxfPnSHF56Bz46WSS4uQr2icQkAqleFZpZ4JPs8havYc+rmjn5eGYGubrfJ6HNGiz/W5dqZASjhnzu3DPLkFwS4XKkrCvGY5v9ZqX6Ik7WsJ4uVjZ9X2r0ilBj6AVF9D8J5rFbj2/JUACK55cz/2ej3lXlqSXoarreGcE+Ca7cttPmdf8i8dn/N36Nz7r/4OV3ws6LurTICePzFUrTZWv0SeGcCRXe67zJiDuRw4W5cdsyjMSUm25/P5eJxqmimTawcn5JEYDZu+qyz1wH0i1QEyoeyZ4aNM4xrvFrXKcC6Hoj3A4UgRnlNoGWRC1EKU6ZBqtrWn9hGMEcCBGK0nbBnoeFawO+ac8D2BMMADDITJ4Rg8PIli3fgI5xghODATvJPAN0+MQ/ALpdfWuUuyOOV7pi4CfS1i2kbJMTAT6inZunXhZAKJxRucFfZM1CH9prVGXOrp3fK46Z0h6cJIj9UWWhUVl2AtxOdwaU66aImVyKsl0Db5uyTW1/AOVxxft/dEi9ppkP5tUMWZ8/nW6rAv9bNWgr2mXiuU+OakcD5N7La9vC9e4yM2+8ewFmr2lPTw0jlQ53EzPplS/VhQ1seylKrltfyltTWgZc9e23JIrdD6/VOu41PDkp6y3tn+O1eXW/4D5mRw20rr0rH1eOdwjQp+rVJ+zfbnrr+0oNhrDiGctL3SGv1z6dtr987u/1i7q0/9vjmxOxnrt/1noTX55b9r8ZgF67FtPubvfUXFY2CoOmrt4LNOrb/VBLGAE3xWPtXGPBIQyGEgIb6qBvTMuV+12KdnSyPYoSOpGZQwLs5Ee4LUQxMAEGFHcn6tM/aQUDG1MTsAMRIGEmt4xGzfVvviQ6r7tgFpjpFSx2WfgeaE8hEMJsbAEjjWk7QIayG11z0DPVNeSLhnBw/AR+kp3QYhqaoMe7VtE+de0SMIIS8EkLQBS2Q9kIyvM2RbXp9ZIe7TIoC2tdLXozWTyAZz/XlMr3NLqjrJNqp0W6KuH0Fzox15T8yEeoaS66pSV1SsJ0qf2+6EMBYE9BLWelXbuXAmc+D0OXjZgq1jZqtaF9uqcm3HsHptC2ePWaDl+drUHq6qdu7CYAi17H86jzs5H+brVpQK9ElQGs632bLb6TbPace1NtaSi31tKjXwTFL9S69K6Pm997klkCWXSib6vsd3332Hf/mXf1m0N2JmPDw8YL/fY5omPDw84OHhYfmmDQH39/e5XlsDpspxfKp7EWPMyeY2bMs5l+tdN5sNmPmkdnez2WC326HruhxaVtZU//zzz/jb3/6We17b1l02zOtcgNu1yuNT3Qzl9uXzGpA1jiO899jv9ye1w13XYb/f50R1rUW/pqb6cDhgv98jhID9fo+7u7vFGKZpwt/+9je8ffs218vb9mR67Kcmd9vrv0R6iQi73Q63t7f5fa7baWs2TT8va+1vbm7whz/8Iffovr29PQl50z7dNd274h8JrvicUCVU4ReTweV2R0qqZFKKkR6b0uMjgL0jHHINdFKQWVtZSf9lz2K5jpRILzlMzFgamlPYGOSE2pZKx7tDXNigIyi1iXLgCExOJpma7K0p3yPNqeRaPz0ngTOchq8RYQ/GAYxIQvaPAA4QpVt6X8v+m1S7J6nhSDbxeRGhZUbH0m96w3LnRojtO9DyPgdQbj8GANt0D0donbncjwhCm6isT8fTvtINpC7aWrLn+vlZkdbWWFZrjiyhbN4xQqS8PyBKuKZ923Cy6RkTzYqKLx22ddYaadK54RoZBGYibEGgbC3S7ctE70t1vRLoNaumj9Udl9ZvfU7/ZkRe9odeXL+1YZtjzDbyfCMW9vB8neYa2BxLLeKL6zpzD3WMZ4n/I2T2GhJ9bdK33eZrJ9TAE0n1tR765xzrOdB+w977BcHVHrshBPzTP/0TACxaailhvbu7QwgB79+/PyFPx+MRf/nLX/DTTz9l8qShXXbF7DHF8rnQMf7www8L1VHDo3RB4e7u7oQYaQ9i3bbv+xPV8ng85vTz8prstT2XHH5KHA6H3OpqrXWU9x5//vOfF+SwJNXDMOD+/v4kiG2appzKrYS5XGx5+/Yt3r9/nxPElZjrosuHBLwpOdYxlynb3nv85je/wffff4+2bRfXp4sobdvizZs3ePXq1YIY932PN2/e5JZar169Ogl50xZlllQ/5/f+3Da/9IJcxZeH2V68rKe20wZ9TuzYLlmNhejtXaqfiymADHOtNUEI3xHA4IBjUolV7+45UWYWYsskhK9jh5FYfub5WAx5TH4NVEUm9CRp3C0idn6EI+S06yMkRG3HDMBhJMotquT8QjonSD1jg5n4Wnsj0jg3RNLbuVA29Hgdz23EVPlWQg3IwoMq6ltEtFLxlwgpoUdMKr5DwEx8VVVu07GmNInVBZEIkt7YKdVcJqyUXARynH1yEyxs3un6NYQsB5nRrEZ7YrQpAE2TvinRb6Sx2zpqc7sqKioSSjJWEuuclP2IK23NZq12bzvvUHu4lGg8XsK4JkLY5+3jDqkjQ3FuPe+54yyvX/YuA9d0/4VD1lyrLhjo/Tq3CGDPX86d1tp6Lcd2nUp9TtG+pnzXOhMroRb8QweVqd1VSbWSmqZpEGOEcw6bzQYvXrxYkGq1fBNR7m0NLG3HqvjpsdeUu09JEJQAjuOYr5OIcpsrTT733p+orW3bZiVXFx7KsdsWZOXj9vunWrc/NfQeALNqXRJ/IsIwDIv+1db2rqne9/f3i3unjgRN/x7HcZVUHw6H/Lj2Q7eLOtr//EOu0b7mC4tScirc3NwsWrLp47qg9OLFi9xSTKHt1TabDfq+z+TZoirUFf9oUMK1hiYTJyFLuY4WjEAOD85hIFGdIyHZlmeLstBYQPtUBwK0l0PHok73EGI4EAFOJikNSfCM9q7OCkj6p6FjDMZIhAfn0HIEpc+NxkcQMTxFjEFGEAHcRDnavVP7odi8G4i1/JjookvqsiaLO8g1ZmJMksyt4ymhPbkBmdCOPKs4noXQTkTYs8MDUs03zTZ2TsdQtd+b1yeAMDqkMc4qur5WI6d2WelVVVI9f8rP7b5mBwIKQj2HlgHSj5rAmC4kfS/aZtnv6+dhRcVZkpazI5gXduyrFt8Lcr2oRabLc+xFqytjx466mJhV6fT7nT7Tbd2yh5ut4CukXrcrkcebzu+v+Iw4sYrb55jz5+3aea8VMs7N3UqSqz9fS36vmRNeq2x/6XgSqb5UlH4N4XzqNuXKUvm4cy4rayXx6boOIQQ457DdbhcEMsaIu7u7bP99+/Yt3r17tzjG/f39YpuyZ/M19cYfghgj9vv94hesJFvee7x7925h7db7opZn7Vtc1pSrmm3t0eXre65m+5eEcw7DMGQiqQsHFrogsaayW/v3mlJta61jjCcLFqWCbRce7HviuQq/vSZtjWXRNA2++eYb/P73v88OBH39VLXXsofXr18vsgW0r7f+zmj/8pK0rxHrc7+7H/t3uqLiKSgTv0t12kLToOeWT0Io1cbdJtVZySZoJlRtmqgNiXAHiCq9iXNydySZLOU+09C6YsIECSxjjgA5ObZJnR6RWmixQxsdfJS2U41n9DGi4Zmct9GjY4cjEfZuHl/PQEuU6sBnsuwANLG4N2n7I6XrBHAkxkBaAz6HmwGpVReMTZ0JW5bpqj2X3see58nFBFmAIMyLC7pAQSm0DRA1fITLqeuRxPpeTucc5n7TkhrOi7AxD+l9LWscZl7AbhFWFuDmnuSJRKu1vBLqiorLsMQszwdAWXnN86FC+T3XJ9omd9uaZ7Vqq1q9GMMFC7Qdp9YNa7ZFfo7Mgqedm6zY0fNcqvhEWr0ePu3DfS4ELQec8fr8aC30TPez4y4dAtcS5ses4OcIdVWp1/EspfpzrUgQrdtIskUjkWqFkitLAl++fInf/e53J0Tx3bt3eP/+PcZxxE8//YR3794t9nv//j1++OEH/PTTTxiGIdce22PYsXxsMHPuI63nKXEuaKok0GvPv3r1Cm/evEHbtvDeP9oTvBzbpeN/CJ5ak732vNbJq+JsFwZKUl2S5nP1IRbnLP/X7PsY7EKI2vftokHbtvj222/xxz/+EdvtNm+njoS+79F1Hb7//nu8efNmsa99v6wp4J8D535f6ipnxYeCMNt1y0+FMoBqJLFRN8zooanXjECi8kaaVeVshU6keyCktlkET6ISNywJ4Y6E2O6JMHgHYpmcHXg++8gRnjxGMO7T9jsIsTvAAdwAExaksKMAIqB1EU2I6NlhYI+WHZxP6jvPE9NASO295JyDp7wwAAjR1W0AqXU+Yu5/rX2vddQjSZ23ZyGc74nxNqnxPSj3XJVwN4KLs/2cITXqknCugWWqInFe5NiTsbazqtCp7Il5DmHDbHn3SZHWtlheHysJdZSaaZ+uSAm1LLIsa6wroa6ouIyI9bnOpXCvc8j7k/lcINPSinCRWAOzQu1JE8Mpp22XIV523uOTOh3TwqxVkMv08cwhcMpJThyfZwh1+b0miDPHxbWfuy9rKO/5NbbtvG+5QFDMwy4R6jWR9Wsn1MCvzP79HIJmw5oUagtm5pOaVCVYfd9jGIaFwmffHFq3XNpwS+X4U8KS94+N7XaLaZrm4IYvqFXVOI65ZtwSapt6PgwDDofDr7Jm3LoSyveZkm6tn7ZOBH2s67pMrsv3P3DdwsXHet+d+x2pFvOK58KGkinJKt9NvPh+ViP1q9qb20TeGjsxIOSgLdle0KZzNUgqNMTyHSEBYl1SrDtmOEc4RkJ0opASEUZD6xmMA0krqMYRukAYnNgRJeq2AVhI5wiHFxSx60a0bUBzbDBMHlsOaGMDH5p5jAR0JOndQyKoSqyFFCe1G8CUlG2Xvh9XrJRyjynXHk6kCr/83LP0um4h9egN5J5qDXbDEhAmbgB9jLHhKAp+GqPWt+t16CKGX0zY5lddriGqYTMr1RLixlKzntwAnNwD2n8cmNt0WWW69qSuqHgc54jTWh3xJay2zMIcYjYrsUgrprMiu65Ym5C0tAinlm87do9l/bL21RayvJxzR54t3nmMhaK9RrJPZ9OXFxuswm+PnY9nVOlzSefniP0lJd+muT9F2Fh7jSuhFnwQqb70y3OtB/9TnPvSNnUyX/G14NxCycf43fwQslyJdsWHQAlPmfjNQE5v9pkcciZNQwrOmsz7zEOIsKrcMRG7Ccs+1ICQRm0L5QwRHAkIDHCkdDwl14QdExw5tMx4SIqL9o3Wtih7MO4dcGTCoGptoNw+agShZ49bOqLrJzRNxCYSYiRsjw12xwZH9phAOLIkWAcSUv3gKF+Hz6RXxghoy7H5+iWdW0LT7J3VO6bEN5KEp0mdttipxfYd4cEYTKBaG2dCra+N1qjrNqF4XQlzjbtCgtyklZcqzhMnJVvbeuV6yeV7xtZRq0KtJDpgJtN1WlhRsY6SNF1DwJTYleR5TXk9p8w6kkU9IYeUCfS587l0jMAsNdPlZwEzYAisN4uItld1hNRKc1qhW23DlcZ0ArqS1F7YZrXk9Qox75wrYE2BtosL1zpQz6nUFYJflVL9MfBY6mBFxdeA+jtQ8aWhVKiBuW7a/mmfiLLKq6RRFeeRKLd1ajiFbqW6bCW02mJLrd9MQoSZhFhrKbQQQ52AyXEHzL2kX0bGlgl3Tgiuh1jF92AcaKla35MQ9XsAD0QYyWNnypEeoseLyYOZ0HYBvo0gxzgeGrQPLYajxxQchthgZEJgh54JDcs16cSyZYZPqrFN5bZgLBcejAsTgNi4AU4WeSXtmp4tgWsMZAXaGVJuE7sJ0u/bRcaQEtjVMTC/vmm/NF6tl5Z7TwtFyPag9hRhA8gov08o1U/TonbaXmdVqSsqBOfm02frpa8kWyXJXnveKtakSuqKTZvBWb32qmKncQVEENOyDRbJQqCXo84HUlWbZut4uqhsD1/DubmWv+JerJHpa+rEL43jkud0sSBwwVJ+DudKHKtKPeOLI9XXQO3cNuyqtH93XYfNZoPb29tsEy5rtqdpQtM0q72c1bqt9uPyF6sMPPvc0DCvtYTpf3Rof22972uvxae+72v3tKxpXgsE6/s+10o3TXNS667vSw0bszXV9ucv6fWsqDi1fKttbd36PSZiTUCqk57tywcSu3LPMW8PmAAyzP2U7TEHms/nWLaxyd6aDD4SoWegj2Ird5Bk7sa5ZDWUkTuKOR38AUJUHYDgHDwotf6ax/diatEfJmAzob+d0NwEtMeApgnohgbj0aM7RuzHBhMzPBM8M4YUajYRmTZb5lrAGEGZTKo1ftDFBaJc0yzXrY9jMT6p0UYKA5vrohlSU03QwDdJPLeTv5ZlgULVbFG0hUw3iUwDs8pt0VBMSvW8COGSe0BrrZfBZMv2WTWYrKLiPM4R63iGWJfPP0agz9mObd9nawWXeRQbYj8T63I/MMM7tyDhLm3D6Q+EJ5dt3DE9bmutOX2Gl+ncOvZzWNrIl9d36X6t7b/2uF3AKEsELwXG1mCyT4tnk+rPNWl/6nmu3V7bEsUY0bYtbm5uFs9rcvJ/+k//CdM0Yb/f5+ArDbs6HA74+eefsd/vF/tqK6YQAh4eHvD+/fsT4q11v0r0Pndt7zAMePv2bSZka7W3/6gIIZwEy+lXuyDyKYi1kmUlvvoYILX+m80m9w5/8eIF+r5f7L/b7fDy5Uu0bZsJtLVxe+/xxz/+Ef/5P/9ndF23WBTR0Dmb7F5R8Y+MS+p0CfvomEhcw5ztxBMRDkQYHEBRyFSk2TYeICr1kZBt3T2LOg2SUK/J6bjMGCF/SIltkJkcU//Adsy4jXJslyzPnELMZLwMrWd2HHFHDs6RpI2DATjspgbdoQMRsJ1GkAOaHcM1E/ppQhwdhrsGm0ODw6HFFFzu9RyiqNdyH2UyyaCcfu1NEnabrq9Ndnm1f1uiG4jg4qwqS8q5IJI4ALr02t07lxcpepawM4e5XroBg3gOLEM6j7V5WzXdE+dt1HpuQ8m0xzcnAh9BGNlBa+tVpVbbdyXUFRWXcVaxxpzBoNuVz6/t/5S5l1WtFTadW5XrTJSLsYnd257TgbTlHs82bwKZoDN5XO3gWoudTn5CrNdI5iLnaYXolvfTX7g/lkBny/iZ46w9do0qfW3JX7V8X8ZHV6ofs1+fa8XzMY597fYa6qQ9qDebDV6+fLnYZhxHvHjxAn/6058QY8Q4jlnl1LZLd3d3+POf/4z3798vznk4HHKy+I8//oi//OUviz7ZADIR12N/blJ9PB4RY/ziVGpgJs/n3ABlIvjHgiXP2+0W2+12cW+7rsPt7W3unf773/8eu91usf+LFy/w5s2bTKh3u92CVDvn8PLlS3zzzTcnrdCsA+NSmvvH+j26Zj+9rqdsX1GhiElltuq0Qn8rEufN7bCy3ZlnJXYgh4MTQj1CAr0OTo6tqqmqrpxI8QBRKFrz9h0h5M8TUpsWLOqPmeSPagRwcNJyq0nXQZDWUg0kQIvIYWTGmK5iTJO4LTwiiXo9pHGQJ+zYow8daM/o70c024DmltG8BMgTOEQ02yO6+wntfcA4eIQgE0gAiKkO2zlGCA7MhOPkMEUHx8AABw8NMovYcZA67SI53WFpHw+QMLDBuaxgq+KvaHn+uWFGB1GggVnt3yLKawiXVHQ7eZyV6jlOLdVR0/xY5DQNZlsnrXZvLFTq8n1WUVEx45JSqj2pFWVtsFVdz3ZRuUK9zccoyDsw113P9u95Wz22XyGjQIRLnxNqBc8LmkSYl29jDknzKEhxOVaaE8ZtL+wFmTXblNBe32ev35x7zW6fe3GjaBlW/FziqV1XTsLQqkp9go9Kqj8kOe5j45qxWBK0Nqa+73NidNu2maipyhlCwGazwTiOCwKn6dIAsk23VKrXrL+fE0oqrR35S8E5y70+Z79+KqzZu1VF1n9KnC36vsdms8ntsdQKbo+rafX2+JcSwz8EH3qfvqT3VcXnw5rd29p+S2LESKneql6w6T8KIdoTAPspPEEmKM6czyMpzkZB1l7K0lprjrIJSb1omdDHeVwxjZmT4s2cUrPTMT3Piu1IlIi6CRSD2LSPpCReksLfOUIfPRB6dO8jmjZi14xwHUCdKC0NRVAT4BrG8d7jODSIgUAEOB/hPYMSqQaAGAhhcnjYtziMTVJu5wlqT6L0D8mArfedMau8D6kW3VrmPZBrrjUMTnqCM3aI6IwGLko5o6UoRHjlI6clVcWTuk0R9qOJzcQxmGQiq8ZrW7VSpa6EuqLiMq79O36pHlgX5y/NKYiWdc5r1vGT0LNMLAXhijlLSKU/XnoFCPkkwBYTiS2cZ5Je8mhD6uVY8885w6FcODhDnmOx/aX7qPeQiE4Is/6c78kjt+Ipgkkl1Nfhs9dUf+rE72tRqn8nb37nsNvt0DTNwvJtSbVzDu/fv1/U6Orjx+MR3nv0fZ9JlEK3+dgE6CnQawK+POJzDXH+lKRaCbVdrCGiTKTbts0qdFl2cHt7m23hWtNfkmol3eWCyKdUn5+jVj/1+BUVwExw9d1jFeqYH8PisTFZlUMicdpTOuQJ17xiH0laSGWizMgK7ax+MwZKtcZIPZsN6dWAMlXJW4idmVlI2ohE2tPQH1KnLE0a92aO5oiwgfRRblm+V+Vcr3cC484Reu+AALRDj/a9BJbBTWgowm0cXOdADYOaCPKMZoiYhtTHumE4z3CtEGtKFxsnwub9iIe7Dsdjk9XrkO6GA9AjYITWHsrYG7CkaJMsGmjbLIVYxeflj9YsjGiAXEssBJy1Fnuun5Z7Y15n1tAiuc+Nm4+t1vb5PTEvDixaZSmRvsIOWVHxteJcBtDqtmp31t8xnoPDFKVl+THo/iVxtWNZy6xhVsUZRnleIrfbWiwTyugISzKrCrgSbntN83bLc2TbOPNqHbZVle1j+vMaoV671kv42AJnnZ9djyeR6mtv7LntyhfwsRWrjz2Wspj/Um9mfU4DzKxlWO3fMUbsdjuM45jPpY9rLazWudpzxRh/8YCwzxHW9TVDQ/DKemitle66DtvtdqFU60LOzc1NVqnXSLW6Hx7rLf4hpRiXVP5rfo/Xtrn2PBVfL9TqnX/GcjKmZBOYyZKt59U6XlWFlTyp0t1ArMlHUgUc6AE0cT5fk9QSBuOAmO3hPh8r9fU045ygtmgALKqHbj+aDQNpKvZygrllaZvVYCbtDCX7hCaNZ08EeAcKLfz9FiEQXo4HbKcR3RsGbeQzhxzBdRHxENAeI5Tbuo5BDYRQOwI5gCPDdyN8GzE8NBgOLabJIUQCs9RjZ2s1m0RvkiCwNno8JM1Hw89k7PKztsVSsixKPkktNTgdi7La3CWyHJjmoDFCmigzWrfM7db9mMWVqYsBWk+uBFvbrU1m76pSV1TMeOrfY/t3fWmhFpS9qNcs32sk0j5myfU1Yz3b5qrcH1qrHYvHCZ40f4IWhNou8pVjmq8F2TZuE8TlTHbRkRb3z/bKPrmmFSJeoqx5fqyG/Rrucda6X1Xqs/hq0r+fQ17PJTgDM+m2xEl/QZREq1pZkmr7OIDF909ZIXzKNhWneO6CRrk4Y7/X11+t3haWaNv3h92/dDCU78F/5Br459ZmV3wdKGunlUCXS0fS63m27gYk5TTtfyTKxM+q3J4lERs0p3urLXmkJcFiSI3z3vQ+3rCTEC8l16zbajI4ScsqMNqY6rLTLEzSrZOdHMnynYj9lgltsnx76HZy7C3PE66ebb024X1oQIce/BPheGhwOwzoXk9oXnigSZ8lLcONLKQ6MqgluM4BTXK3JLbq+gluM6F7CNjcTxgPHtPkxB4eHKZJO18I2bYTvzZEtGE5MW0ponERgR2O0SEkcjumu9kiirqu1kliqO9bybEGkCkp9ojwjuW4cSbhMh45b2AyZBonhPrjpmhUVHw5WBOgnjL/lIWx01CxvJ35LC5V7XK7sk+1bntubOdae9ntyuftOVRdBs+t+GZCPY9jkSJO83YKDTqzAWf22ks7dqRl3XWk023stdjnotrWcTpHLFHejw+Zh1VCfRlPItWfw875lHN8igl6Gfq0Rqqdc4gxZvJk23Exc1YjAWCz2ZwEVuW6iaR6t2170tLLqt52n/IYa4pzaUevpHuGtUqfq2u/9AFlrd3l83o8TZMvrd1q6d7tdjkd3AaKqUXcLso8hUQ/Z7unuEU+tWW+4uuFK95brvhqoYFiGmKWU1Ahdm9t+QSIzZqBxWNAUikAIKnQ2kcamOuuCdLndExTokhCcue6NdluTJPABhKA1kWxQRMAisk6mJK8R8wTLKnzFR+4EOt0PFpav1UB30VR4nUhYU8OLTfAAIyTR4yE22nAJk7wNw60cSBl4cSAJ1BDQEOgxolS3XlQ40CbBm43wT9M8JsJ/i5iOjgcDw18jGgahxgJRBM4Ef0YCd5HjKNHO3oMU4PABE+Mzge0TcA4ebQu4hgcHrjBmO3jXuzyyc7tMSd4H9mDOPWldowGMU9ulcxbu7f96AhMmcAvibUsxMC8dyoqKmZ86N/gNbJW1j/PgWbrxNoeQx9XW7e1hK/VWq8S9JUa5RNCnf6GaHCZhjVQWuIt7eCXoMT7hFxnxXq5vS8esH2y82NGpV5dUMDcU/sah2Ctof60+GqUasVTiIElYHY1zhLvNZVZ+wtbgl2eN4SQU7+VQJVEOISQa7nLsVtivpZirUFdRHQ2tOtrQ0mo1wLqHlOFlfg2TbM4nv2nNdNluywl1Wr/Vhu3xWOEunRKfAmohLoCUDv2eiCZEl6tm1ZS5CE1uSMk9IthlG5GJsOBRMGWVk4zcQUk/bslACwK9pgmfDsAIzs8UMDAESFtC54VdIKQ7A1msj+SKNZtJvwERJnUOaehWXpuIeU9JEjtSIx74kQ8hRC2INxG4CYKUR/TOA4OaIKDZwcXGA97oeXMwCZOaBOBdjsHjqxFySAl050HvAMaD2rTPXMEaiYJO7tj+PR4GAnTIOo1R4Aco/X6NxFwztgeATCLdVz6yYqSzEy5xZXo0gSf7kRgwjG6bPFWYu6d2CGJGFNwmIJDYLcIKbP10wGU7d9WnZ6TwCuhrqiwWCXDV8wXta3VybyUTm3fjmgRICbkmuHJLUin7TVtia8NI8t2cKsip8dLgl7azXXclhznftuJnOb5PmmgmUtZDvPY8vWb65uPPY9RPxNnxXuuy15bGLgUMPZYQvga4V6IPgWBP3estde+Eurr8clI9TUT5V8itOypSriSXf1qyXXbttjtdicfKlrvOo5j/gW1LbWYGQ8PD7i/v8c0TZimaZEgriR4v9/jcDjkfezz+lVbfVnEGDFNUybclpjbbb5kom0JaakmA8jEt+zPbclxWROtz9t2WUrMLQlumgavXr3CbrdbnLtt2xxCpv2oy5Zau90up3trwrcdg80C+Bhk9NwxHlPwr3n8Y+1b8WWjrKNWWKVWlUarUOs+2r4pJOuc47leOkBU6EAzwdJPvUCJ3LKQ1EDL2mgG0BPhmM40ImJK9nFGSukG4JBqoXnujS3PS3J2m8jeRIRjlJTvd56wT+Np03EAqfV+AONIES2k4lgmWIQNMzyzLA6kHUaSHswbJafBYXho4DyDmiCK9a4RNVoLk4EloXYEjgzqZbs4RVAb4TcMjhEcCS4CTS/n8G2ES4Q6BpKWVmYWOE0O4+SFRJOkjhMxbgFQbHJImZJdtenr456kbloJNSC2cyXUwKxOa931fEz5Kn3Hl2S6oqJiiWutwDqPXbTKMr9VpUq8sHrTMkDMHiPkIMO5LZbD5fnC3POZTlp7nVzfYoynFnDmJQm3thcl1kr6VV1fq6W23wdzTN1P+2jrNufqxHXMVshbnEs/59LfujWyu7ZvJdSfD1+dUn0tLGFSlIqxqtC2x7QqzEpqj8cj9vv9gvjGGHE4HPLj4zjmRHE99vF4xJ///Gf87W9/W1jBrYI9TVPuh20xDAP2+z2macrnL/tg6/5foj1ciW3Zcso5lx+/vb3FmzdvTlpaWRVaia19DzRNg9/97nf47rvv0DTNQpG2KvJut8slAPqYBtfp1+12u6pU932fty+fX1soqKj4R0PZMgtYpnzLzwIbSGb3USIWSdRf5XWSOp3aXhkyrUTbQwjxCMYEmUgNkPRqnazYeu6OHXpiDBxxQMCRhfB2cGjJYQCLfdyJjXuXrkOTyHswPAIci/L9jjwmIgye8JDq4qT1VFLiiXHgmPtte/i0YMDoU4/VyA4DCVGPPKuzABCDw3jwcG8ZPEU0cQI1BE62b2pEuaa0nshTBGIEmEXRbhzcTkbTOEY8MnxH4Ag0vaSKcyTEkdD2EW5gTHdiDw/B5ZZWQoIJjRNS3fmAiR0O7DFB6qvBQEcRnQs5yMyTTGKPk8vEekotwDzFPEmdosORXVaqF+8VnBLqqlBXVCyxNo8o54PXzjVswvc1+6zWcCePzjmyn8lhfi4uCOvaeKzlPJPjFReqHI2zBdse51RxxiopDnzqGpVzL/ton7ORx4Jj2HHlYyV3VEj11GU7rjWHo+2bfS2hrmT6eXg2qf4aQoeUWJ+DKtVPBTNn4quqshJcff5wOOB//+//jRcvXmQSrcRabeOHwwG73Q4PDw+L4w/DgLdv32IYBnjvMU3TyeKAvn7265eC0t5tleeu6+C9x83NDX7729+e1D2rdV9r5TXFXdG2Lf70pz/hn//5n9G2LW5vb09q5vU8lhD/Er8rl9K9Kyp+KawR6nMQq7QhzhDCDAADzb+XM3GSHxykjtoeR7fR1llpU4zJQs4EtDyfBxDy3QLYwIn9O9nAe/IyqeIIpP16JOWY5rZTnhkeERsK2LQThqnBFAkcgAiH0csYG54V8jZN1w4c8ICAkRi9a7D1Dj4wWjD6yPBkFh5Y1FyiCc6n9OyjSzc4Si/rhgAKYv/euNkCnmaMfJjmg00MHhk8AeQA6hLhTd73OHFSuAkxpK+RMqFum4AYRWVXxfoYUr1husMeMSWEMxof0bUBRMD+0GKIjUxiI6AJ4d7Nk+TALvWdnmungTlpfJkPXgl1RYVFOX9/bP63mh4NTaumbL8+d3y7j6rVlujB7F+2tSrnMXI+SuFi6vKZ+0JkccNYzpkZgRneOUSOQAS8cfyV49UAsPwzL8tb5Pj6nH1s2XbL7m/vQYlLartc3Xml2T6n98Zut1g0OPMxWC4sVDwfVan+BVHW5AKXV5tKXKqrtTbh8rhfC57yR+NDjv0xt62o+JJR9qAGlgq1kl1VoS2h1nRvtYADM1EmLIm1bZukPajHlV/DTKxJpmSicq8FhSVrNzkEDpg44kDSvmlkhifCFh57ArwjbBnozWxLeyp3PmAXJwRu8DICDg5jsp0zCaF+AQePFj9ixAERBw74iRzaxiNSg12MWZV3zGgwt3qJUdpkOc9wjXjY45FALqnQkHpoCgw6RNAmOZgiIx4iwGmdIK0l56AzADyl5xzgGiCmiibnGW0XECPBTYwpWb/zPU7Ks7Sq4fScEGpP0porRocQGG0b4FyED1EWHVjq3QMIYzidyDbQXuKmTVZBqCsqKmZ8CKG2pFGJ4InCyeeVWAslxmXQVlars+36/LEcKCVoy092XADgSXpPB0RjX08faPH02CV5tdetx6ZiEcCq11Y1n59/2vxvrVZ9dbtCDMsBb2ZBQO/PWi5TxadBJdW/Aqhy/Ngbfi2Q7Nrjr33/teAaV8U19+VLr0OvqPiUKBO+z0HUYzpRqAHkntSR5nrcVN6LiaReWadW2i7LG9ueEmZVqx2JDRxpIqfP6UTNWtA9ETp2GCFqdeCAA0LuK+0IiM6DQRiZ8A0DlGqi28gAJnjH2PoJCEAbPfrImIhwcIQ7RyAGtkToiTBSA8aEERF3JOcZPWHjHFoGega2zKAAEDN8cGgmjzAGdJsJlIi1Cvquk8kaNTTfhClNAI8RcWAhypFADWPVyWj88c2t9Lzmo6SFt5uAMBL2952044oERG09GdH4CD82GCMj8NzrWlO/1eLtCOh8lHZeTBjY5ZrplmNuqaahZ4vhVYW6omIVa8LKpfnMY+TYKtWrxBpL4ndOxQWMOspp0c0BxATvnCjMJJlGuZY4u8Ap/1zWWutHg2RyzG4WqWfmdFbK1zJ/7l/3mbF2b0pCXX5fbkvm/MCcGh55XmA4V1tt08BLlEr7U5+veD4+C6letY5c+GV9Dgl6jhp4zUrQtdtfU5vyMfDUY1YS+DiuJdSPHePce/Bal8BT3tNP+Z166u+f7nPN+T/WGM9tX/Hl4dw7wBJYm/CtCnVIpFmJlFW4A8m/rE6zEDA98sgyEeG07en5pC+1I4fePK5g4rxPBOPIQax1EIv4hIgREQO1CK7BbWq9tY3S/oligxiANkoAlyOxht8gSFJ29Lmtl6ZfvCSHQB7vmTEx4y1NOJDDLoV1tRBF/JXzeBkcdtHjxeBxnBzG0aPfjOh3k4SW7QF/iPC7lHDrhVhzZCHZmBXoWdFO9ylZx8lTek56XdMmdb2YItwmIB4nTHcE1zCOhwbDvsFhcGL/TscKTBiixx4eDoyWZ8XagRHinJjrSazuB3YY0qs9wKHR2uvkZlh7P1UyXVFxiue699aSpa8BX0EuT7YjADHKOZOaPFvF53W91WRrolzXnD8ZSAi6DUkLqR81GUeNI4Ijl9r8UaK8lP5upO+zkn4afPYUyH7GzWO+DxwX5FqfYuYTMrz2mNyGZe20XdzQx6vN+9PgalLdti3+63/9r59yLF8VrDK9plIzM/7H//gfmKYp/2yf069rLbWs8q3brH0Yfskk5lx6tQ0Ts22x1rY5Z8G3rbDWel3XMLHnw/btrvhyUCZ8l5ZvhQZN5ZZZ2Wpo7djGLrg4h1q1pZ1VC1FLHEe46OCcENbIQl5bEHoGBpKEcNUtIoCeCR0AZqAnoIdHm2x5Ezir0wFz+mwA48gRezA2SRkhSJ20A6NzEX0zofERG57gfQSR2KO/PbS4G1uMot9iAOG19/jZNfjJexzBYjOHtNjSpA+1qU+UlHp2OEaPbozwPqKLAa6P8D2DGobrCP5FA7rtpFc1AHgPHyN4PyI+jODjbI9U0k2dg9s0QOeByCk93IM6+Rzk/QA+TGjeHdG8ndC8j+g2E/pDg+no4FK4GQCEA+GBfap/TssUqb+1rF3MCpKHhMJNkBT2kQgjCA1zVqvt+0e0fTpxRVSSXfG146mE2hXzmKXVuqgTpjmVuyTPur9VktWSrQnWa8FaHksreNli6zS0LM3Z+DR8zJMTIr0yvtPUcsqqeNlHOp8nEWz7FQBa8ohgTBzOhpbZ/XMvbhA2roUjh0M8YowByz7Xco+sDycr9iv16WuiSOko+BpLQj8HribVRLRIM66oqKioqHgMa7ZvqzZH81gwdm/HnOunI0RhjolQEZBV52wDT1ZwS7IIjA7SigrR40CEI0vtdMNASzLBUYV4IiHZEzE6llpqn86mYWd54pL+a+AkjZUZ72mCA6GnFlsibEnrBqX1lHeMvp/gm4huE3Jrqt3xiBeHJidoH4YGt2OHXWzRs8ODIxyI57A2LG3xDOnD/QAvddFHCQ0jYsRAaI4RvouIRwZoQrNpgNYDzgkx9umrI3Ai1jqRpdTbGoAQcZ2EhQD4TtpyeQfqJyHb2INjgEs9rjmmBciWscGEKThsjh53aDBC6sojGMSMCQ4TF20MwWgRMeZ8cGBwYvv0hkC3eWI598IGKqGu+HrxVMt3iZJwKbGW75chXTa0TKE28JMxXKGSao9o6Vt/htwq8TfktyGfnUXMMzElIoQonQiusb0zp1rspFJ7cqafNrItXVw1yVXlPBryGOKIIY6rLb+s5VsVaQajdy06auBAGDDiyBOQ0s3LVmR67Y7V2n69aFYmgFdy/XFRa6orKioqKj45jJMtw7Y9UvKcnzNkGkAiUTJF0YTtiYQc6/PamzoQwbGqnZxJuhJCIeOyfZMHJ/XVIxgDAKaZTE9gjLRUOUJSEAKJ/e6IgClGqTcmAlyDSA4DOdxGggsdXrIQ3Y4DvE91fRHSC9qnSSQFNJNDNwU4ToQUQvD3xBhpVvBbSH/te6dWecJtJByiw8PosX/boHsf0LcBTRPRNAHdDwHbHw7ovj3AbR1oI/2pJaxsAiZGHCJ4krpqv3USw9044DgHm/ExgA4TaJOmET4liadZdJwkFdx7tZMLwe/agM0YMCS1ep8WRcSOKV99eidEULZ7N2Awz6nukTRcblau5V7xCbGuqPiasNqu6hnOxDXCtdaWSRfg1mqsLUnVn8+d66RLTVK051Axlz7jJTGxtIGXsDXXKO7JufvBkKRwW2dt93WgXPOcry3dj4cwLK57LbTM3iv73M/T/ZliFnM91voN89oU1u5r6qWrcv1pUEl1RUVFRcUnx7k/1SWh1uYoQppnoqT7TyREMhTHUZIFCMEeycGlml1KSjZB/ugxa0q4oGU5XwtRqqXGWsY1Jpu3A9CSAzNwICng9uSyEjNxxISI9/EIOCHiB+fxgjxeEwlBjgAGgHkEEcMHWiRlK5omopsiuonRM2NkwkRAD8LIjInUEi+E3mNefDgS4d55bNnhEBy6wNiFCS1FdD6i2UeMR4/N3YjudkJzO8D1JDZvR+BJelNr2jdiBI0EHydYqUb6W7MWF4K2BLQN3G2HZhrAMSKOmjxOUtudlPNNO2E8OtyjwQjCQA4jZLFASPFsvOS0sBHT6+HSm4bTa758nyAX1ucSA65qdcXXg5JQX5UZY0jf2W1wOdzKKrL2vLk2uIBTV9KKBVz3DRwzkWQIifXOwcMtiPUVHDKfM1y4H7bFLOeFPrFqh/TXhUGZyGq9tZLrtXC3tdCysj3X/Jw8KKnlai/HqlqtKeGlWq3W9dXrx/laa3sP9LmKp6OS6oqKioqKT4ZIlK3c5eNKnnP4DIQ8jSmUDFCiRAAxRqJU/zw/NyfCLq3jHkCIyZ4HCT8LBIwABodEmuU4gRgDIanUjANF/MwRMRFqAGhZbMoDIgIzBg5SOwdG4IhDHDFxABHhR2qwcS221OKWWnzrOvyma/Gb2OJNaPDm0KE7xEVNsCde2AsHdnjvHN56wg+O8YCYlHvOCw8BnCeUYxrnzjls2EnNeONwy4RdbKTOPAJNYHQD4+VPE160R9zsjug3E5o+oNlEcCBMg2QbxDBPrNpNQHszwnUM6qR1l5x7AjUEN0VRrZ2Sc0IYHcajx3R0aLrZh+AIuYY6pkWSAxFaBjyL8qzvESXauWQgOQ7yhNzO/ZLjwDHnxPCKiq8Bj+XmPEb41n5W5DrqlV8p21prEYhllFqtLy4JmwZtlbXO5bUEilJ7TATPDp4cvHNgSpbzlYXJk3GyfE6HGHH612hxQYtFBiX1en77s16LS0Tbk8vhZ/r82j21qeN223y9HE9qvdes5JeuVVH2374W1wRGV5yikuqKioqKis+Kc4RaVUeb5I30+EASVBUg2yqxjJhVD7GGA0gEzRHQMaGFKB6qami4lyrQkzmXttKawDim9lnAMg28JYeWRS0JHHCIUgM3cUCIEXsc8UAevWux9z2OLuJAEQff4kAeIzXYRVGhtSbYp/pDqQ0XUugZuU48EGOfRtGmaW4EcOSIARHH9NwDHPqkKe2cx5hs1i2kZZeD3Jv37PBq9Hj1rsXuYUTfTeg60f/H0YuS7uernkaHGCa0uwA3MZzOHlwit+9G0GG+k64T+/j+vsU0ebghJgt6hHOyoNCAU0q7Q0ivcTsfNhPqNeTaTUOsWd8Pq3tUVHyZeLQd65Xk+dL+l1Tssg+yHt/anM+1dnXQloSi9PIKeZTQ3aQQu9kazsRzYveZ8ZXquqrVa+q8nl8RDLGUshSXFzFV8SamOTGcOZNsJc5r5DTby0nukX091CJuFXVKfx3PkeVsc1+x319Djs+VCFRi/XRUUl1RUVFR8dmwRqiBJaHW5GxAbb9CuOyffFG0hUDpXGCi2QYNSBAZAyeqpZxfbNT2sfL5CMbIEQERD0jBWEZdYGYMPGFIpHqMol7rZKQhj3084sEfced6PLgtHlyPgVq8joRtFBLpmBGJ0DKjj5JeDohir+MawTiwtO5qQOjg4IkwgXHPE97zEQNP6Mijg0dHHj28nMs1OTVc77cD8JNv8Dp4vBhb7MYAd89oU8iPh7T/apyMwDvGcAjYDUe0mwCXitldG+E3DNexWNuTbTwcKE2EgeMkSxVdlAr1GB2IpO1ZhAM4YiSHEYQjyXVvoyrymvLNyba/XFjxAIjnRRh9H+U6+oqKLxgfi1CXCdsLO7dar59IsEpyfE4pzZbrlTpkezQHAgexgMfIiCTt+Lxzi/ZYgFGKLwxZ1Gs+UXNVOXepzEfGR+l8bnF821dabduM5apwWSvt8mKDdNFeEvuVcZqD5brpRz7aFnXcj5DjS++hagd/GiqprqioqKj4LLCEGlhODNathVrXLNBNQqqHZq2tTk+ohdsB6CC1cM479HHZ0mskYJ+2zQQbogZrDXUEcOCAA0+YEKU3NXOuo44ADnHEQxiwD0ccwhFDGLPFUFu5dL5B5xr0vsXf/Ab/0dzgb/4G37oON95jwy6p45zafJFYzZOSfkcRbyngRx7xcxxwz3I3NtRgQ9Jc610c8PfpDj+P95hiQO9bbH2HnevxbXODb1yPDbwo2DSn1fZwuHUOt43Dhj08Az0DXbLPOwbaSV6kjhn9EHFzP+G2G9G2IbUFY3R9QLsJOYzsmFppjaPHcfTYB5lq7APQHhtJemfCACe2/OQioGQDB4DgCX1kdMxo2Lz25r2h5JrN1/x+gqnBrqj4AvHU8LFLhNp+PTl2UlTPWczL4y5IYCLLSlbLcahCrftZtfhUsU6fDckeHZIN3LNbWLXtsdcs6SFGBI5Lm7dRa/X5rDynY3vnxIqOU2Vc667tsc7Zu3ObsbRQoKS83Mdavks3QAAvxnxuwSJfY3Fue6xrUFXr61BJdUVFRUXFJ4UGRVmFWqF1sTat2UHUSiG683aiQs6kGpiJlNq5VX0mAHsHUGqu2sfUdgsk7bQAgAgDGIMh04R5IqLK9JhqpvfxKI8ntSLX6XHEGIV0hxiFXMeIxnkEjjjShCGMODYTRpYepKPf4SVabOHRkURz9SwW9y4p+HqdlOzbqpxMHHCA2NA9CB01aEjO9fb4AE8O26bDsU13qQFeUIdA0m+7S5PQAREjMUY47MhhxwRmYGBCx4AnYEr3fQBhjEJ+3ZGxYaDxBGdWRtpNAEfCdHS4f+gQo4NzEVs/YYoOR/aZUI9wiKC5URaLSpOt/gDgCD6mMDaW14ZW3hMKJdZsfq528IovEdcSIktagaUifa5GdzW8ijQw65QgSnutJRE+R+DXLNarY1ixjZv0QtlPVzcdsj28VH3P/e4vUrNXVPhsMbfW8whRybVkqbCO51CxYryl+jy3QuTU+9ssWKxYwpU0WzJfkuzy2uxrMo/vcdX6EiqxfhyVVFdUVFRUfFYoD4s0E2ogWXpZCHLuC83LGmpNePZADjObidM8UbI9nB0DLUswFhDh4LAhwp1LXaDY4UBiOm9ZyHxPES1IiCvPedRHnsAstXxEhK3v0JLHxreIzDjGKVvAPTk4cumrqB2dayRoB4QWDhty2LFDpyo1CD1LLTUT8AKEAxFuyWHrPN5Rh4EDGnLYwKGFQyTGtm3QkkfnGhyj9MtuSPqmqqr9ghrcsEeDuQf3CFGlN0zYRAiZhrbxEjt6ft0AtIhoXETXBjgnE05mQmRCDJL23XQR/sCYAoDopD93O6IPASESjtEDHHO9dAvAw8FHsVC2pL2olxNGB1GtrVGVi6+lYl0JdcWXhqcojCf9jY2aa2uenwIlVrlXNZkwMxayqJ93LP7p1C6Pc5/oEOPpcVOdsbY+jInMr5G5VXJ/JkhM4ZVUOhK129Ei1ZyIhNSqW6ZUq9M/Jbdr6rgdj33unFq9BrvwsWi/ZcZaOrvK2vG4eE2Mlb+oxX5Oq7WK86ikuqKioqLik8PavkvYMCpVrF1+bq45BuQgLWYbcARyaxFA6qdtrbZFC0YTGZ6B1pHU6zrKpE7RAdiyR0tCfD0I3gnh26f66dnOSGi8xwZdbvXCzLkFi4fLE7EIFvKYJkpCUmm2fSdCraRawmeAnggbIrSuxZYc9smC2KZFAABonQMaoCWPd2GPfTiiJZ+CeSI8ETZwuIWDh/T3dpDJ3pRU+qPawo0IFEnGYl/HwA4xLlVqjkAYXeq3DXgfwWMj6jYx2iZguxHr+sO+wyF4jOzE9k4MzwEOHo4jGtZllPmcLv+TJHAl3NOZyWnVUyoqHseaal1ahM8RQFVEAcqfe6KMnx7fpYVSdSZ5505Ua7u9kNJZvT13/jVYQn1CerX8JULSw1cCywAHeHE5RT4l/7o9gU7I8jlXwGNhb+ewVpfuQCfkuryPLv0dTFczH694PZ9iB68q9eOopLqioqKi4pNibVpystLOc1AZQZKfPea6amAmVvZ4bFfkMVt+VbI8JtXTg0ARaMBomOGSxTmwHL+BJH4zxPYdwehSbXOEB5NMcNgxODLu44BjlD08HBrnk8rqARKVI/eRTnZxpNCz+3iUum0nlvWBGtxC2mANlKzXxWRwhFjUJ2g9MeeWYgwJVFN1unetWMTjiDgx0JhJIwEv2AEkU1ZJOWc8EKMhIfm7RPA9Expoq6tky48tdtEjHAidC2h8BODhhybVWAMhEMbJiyINYIgO48Fh147ouwDnIhCkc/gIEkYOgJJqPkJC2xap3kQYizmfh/i/J5pLB9QiXlHxpeGXUhVzuyxwtjeTIa6c0qxVVS4t58CsQltirZ/lZeK3JdZ2DPYxNoQ8xJgt4ELWZR+JAZv3e879WyjFHNMFOCDGfK6yfVbgeNJai4hy6ne6gDk1HLMCvlZPbuvRAWTLuFzj3Hv6sV7iinMLJVW5/nBUUl1RUVFR8VlQWnOBpRU818qm5zRsqkzmtkFlqmJqGriGjAUkdYSkTtgl9t3HmaTr8eagHn1MvlObdE8OgRkjeamvThXdEwcc4wQCoWWPI01JHXapVYy08ho5wIGk5VYi2/t4xIM7Yu+3eEk9XiSL9iaRa6nnXi4gjJA2XwcOIEjAl0+TtQMkGXxi0fA9HA484m46zHXfPiI4xkht7mXNqab8gUO+/o0TS7qnWT1vIfXUIYWLuQh0wWMX5V5IAJokhjMTxugQTCLvPUt42Qs+wjvtPQ0cUm11Kw1h0h0T67n0JKcc720XVyJJizBbGlBRUbHEpX7JijUL+GpdNTDXVuN5JEzbH8pnSaHCZtUYM1G/MC5bd21TwdWevegHvRKmVtYcn7v25fMxnwsR+TxW8Zdt9W8KLc5vSbbeR3VWXUoqtwgcF0Q8jSp/LYn12ut0rj1XxYehkuqKioqKik+KNdLj5jmaKJGgpIbq5CBJ1iuKNTPQEODiPBHR4DK1vSnZ9iycLJpgmp4jPFMy0REOjpJCKvXcLpHIhiGEE9LCqiWHzkmNdEcePYkiPHGYiTh5bFyLnpqF/U/GGDOp1rH6NAVq4bCDy2RX07eXEy2xex+S8u1Zfg5gbEj2gwdGDhhcjxu/wSEeEaHtwQLG9Er0IPRJ192w/LwnUYyU1PdJpVZC7TErwbJwQTiwz4qxI4fG2CUp3QEH6bs9gTBFB+8COh+xCwFRE33TIkKPAAeHAW7xfvDmPVTDxyoqnoZL5Lokr1L7PCvCebsz6iawrK9Wtbrcbm5VJb/DUhozt7CiTESX51yzTcczpNvucy59e77qdYU828LdfP1rVvUIRpvaaKk6T2mhc22hYq3O2x6rLFl6CtldU6ztY+Vxz/WyvrRQUoPKHkcl1RUVFRUVnxxKrGnlsbn2ixdE0icip72rFaJkzhM5VaWFDMvPSrIbzH/oYppItemfi2L2FmVDapdHrfljOUfHUk/dkoRk+VRnvfMNblyHA08YeMJ9GBbkuiWPDflMmoGUTo6IKRFPhiR458kWC5nORDZfn1i9KT3m4BDTdXWJ5vZMOcF2oIiRW7x0PR7S+ETdEJt4JDlez/PUsoXDBhDFm+ZJldrQy6lUhCR0BwipbhERGAjs0VA02yHR5FQPzYQQRaXxiNgipCRwfX9IIvgOAQd2OJDLr0ejE9ykdtmWWflrqr/XdlsVFV8K1ojuU7Fmzb7mnPnn4rfK1vZaYq0oCZvLR+FMXm2AWWReDd8ox+FX7oVVbu31nkNZ/z0vPKhaTgClLAyzKGBhk8PX+k0rub6mntoutuq1rZFce426DxHNri8w1mqvzy2QWCu9hrFZVEv49aikuqKioqLisyKTaczp3KpIkvl5DmHR8DEll0vl2gNQHhhISLX+cdPHtT1XMLY7IbBClhsiOaixNyqaRO47otkWzYSOHO5T8Bg88BCPuf3JyAEdeWzIoYHUJkcAIyIOCAhJJSGIffuBQhq/xwiHPt0na5knMAJmi7ssCQgR95CxjdSAOMAT4ZjO2ZPHgSdEFlL/nidsycEnQox8zwUjGKAIx9LXumFIDTZLL/COAOcIjucpds+Ux+vYLV7nkLdyYA44Bo+JpR5RzJOpXytmxVrhIRcq/cjngDJ5/cV80NrJotmXUVXtiooSjxFrS5wfSwdftRsbK/QJKS9IorWDl3XWJ+NeWSYrLdOq+EYgt7jS8+Rtirpv/Ry2YWKEmVzaEiVPpyovE5+0Gzvtvz0/v1ajfvaa2CR+m9fC3ovVkDJDrBV676vi/OlQSXVFRUVFxWeBJdPAUpAg81imYGmiRdAUcPleibM9ZqPHzav15rw8Px+AVMMbRAXnlGbNMrnzvKzZBpCDw1oQejBGAHcgtBTlcXJo2aMjj2Oqm9bJqAfhlppsqR7BeEDAETGR43niMyImQi13gZAIrQWJOh2Auf1WUpu3IHh49ETYI+LIES05RDB6eAyJuE+Q0LMIxtbUPTsGdiRkN6Te3R4S4hYwJ7APRMkpME+5R3JwPFcxNuDFKzylZw7s0aWMd0kml20jGFOi+AEzeo4YyOXHqPgKSFBZk889P1/1lYovER8jUKokmWfPhXUrc9QFzmz/JqNW88V9rWK9tIPTqWq9tq+xsnus3wvprb1OHHV/a9kuH09bCvHVnwy5vhbLoDM+IdbXYM3CrYsHqiyfez+U+z723qmE+8NQSXVFRUVFxWeDra8u/3Rr+yxFTOqx9idWMIRpe+Y0GUsEKk3WGkZOyVZCPh9zzqxxADaIcFEmTINbqqVqIW9Znt9CCNxAYts+QNpUHcjjBh4P1GDPE4YUFqbnVRV5AyG4O0hf7BHLiaNLwWAeQlq1ptkGtwUG9iTX0fPc01rvZkeEnggPJOfYZMIqZH5ETOnmSBZpOUdjju/J4SFNJkXxmB0BgNSd750o/i1zbrlVktsIqaduwVkRD5DQN0fzNfm0sKBhZVNaNMjPp7p6Z8bisMwe0nMDswW8Tg0rvlRcQ6yvbZf0WJjZ2m/Smp3ZEms9XtmyyyZ7s7FV5/pmOu1pfW48uXb5EeX9Ui2z/duwZjEvx2aJ/Ll65XL/eOFlKlVs4DTpfDnepWp97nVdU7fPXefJmCqxfjYqqa6oqKio+OywRNH+bK3dWoNtJz5jUq5z72RLzow1+KR/KDTsSto4Sf/pILXVYIjj2WEkIYIyuZNjdcxo0/kGp3XNouB2RNgyYQ+Hjhx6uFTTHPMYNOVWUrQdtmAMcBjA+TlV2Zs0Tg1Za9nUj6frBwgT5PHePO+YMSVSfUuEByI8JMV5IAYxMOb65nS8pBg36Vha1+wgVu+yZtm+ZjIeecUcS82zkudsK4dYvNtEiBmSWs7J+m2P67K67TK5ZijpNtuwnnf5/ojGHq7XV63fFV8jLhHqc7XZ16rX+vwlYm3DyspQMVu7rBbxNeXaMXJN88l58rkp1zWXqrg9Z67rLqztuSUYrfS0lh0W9dR6HlXWS9hj2Wt7rE91+fwlQl1+fwnnwsrO4ZJFvBLtx1FJdUVFRUXFJ4Uqh/ln+5zZpvyTrcqjPh5IEsLbNKkJhOzRnhPCkx08nXPR0zr9G4kwsCjCHUUZA4ckd8+VzKrMSk11SmeNgCegTeR1JLFDd8SJXHscKOKIiAnL8QOYFWjIccLKpKcxamzDQurn9Gs5pxJGJbMta4AboyW5VzsQHhzhQIx7yGT1wdwRBssiAkvit16rg7QSax0wQGrbI0sInN7ykCa8DavKLIQ6glLduixW9DK1hDVjS1suCSrzUNWaARYiPRpCbaFEfQKtkmUNL8v30QSbVVR8abiW5DyHDF3TigsQEmn7JgNLYq3HiuZ7e46s4pLuKz9okBkASeJegU0el7FeviZr81aifyml2x5TbNaclWep117ue0KM9aLodHFvNQE87V8uiHwImT1HqC3ZPlf3XttuPR2VVFdUVFRU/GJwhjhz8biokKrk0iKoTCdfSrSUUHtGUkRlQhEwK5iU9hWSSAipZs4jAuQQOabgGHd2gqaqdU9CSEci9AA2RDgSYUezCj2CEXRiqJbFpAj3AHonCdpl32xAyG3LSCFkQpYdSysxBsE5CWGzz+t9UQUoErBlwp0jkKPFokPPhM6QU01M7wFsoxyrgdQvjqo6Wys6Iav31u7N6ViqtitGSH9rOe7cPidfNwtZPsIl0jy/7iHZwe0CSctRFiRWFk7yeIxyXVFRscQ19vBz6vU51VUJmRJrPfa57UvFubSFn1Oh8/lAJ/uUSry9zrJuukwrL9XiJRlWIhozsV6/ljn8rBzjx0jSPhdYdmm7a5+rSd8fhkqqKyoqKio+KZQ0rhGcckqgPyupmm28y58jaJH6zOl/MdmRlYTZIBuCWpTt+RjeMTwCKDIcM0bmXA8cQYvgrDzJSiRQle/JqNb268gsinoaSwNgm+qQb+Ncx724X+lrA2ATGT0zWo6ixjPQscMxUiK2ieRzRIeYQr8SwU3ha7vosXWErXfonJDkFmJbbxmpH3RSxiFkeRcjbiPhQELKjyQKtVrS+3ReB/m6MW3C9N55XbAAEOEWVv8eDE+WXGu4mdZ8z11rtY46mneLtugCs9Rgm3KBxb2sCktFxaM4p0SWSd1POZakcF+vtM7J2jPBprQoaftFl2p3Omve59w1rdVW6+LsydizymwXPFP7rIhFmNraca0qbkm+RFjy6nZreOze2aDLk2T1J1q/7fkquX4eKqmuqKioqPikuESmbfiUPtaYiYAlYqpmZ0IFnBBSnwmxkLBopjCq5HrmfI7AasVmeB/QcsQYpaY3sAZ6zeqpN2Pr0ldmwsRiW1b1+khIRJtyOy+tk/aJtDZgTFEIoVXslSACQpY9gB4hW6U3TBjZYYS002rA6BDQuQhPSm7lboZI2CFgFzx20WPnHfZEC4Isdm85vyjksveGI3bM2KVa8zEtFIjNXIi1TzbvNhH6CZRr2326X9JDXJZGonEXSE31LHfrwogDm3u+fI317tt6aa2zhrlvbmW7ioqKp+ExNfsS6SOi1XTush9zsVMmryXBlqdPCak+58+MpVSsF+ctarZdcUyLfC3OZYK8Np58rBVbtW3JdY6Qr/WhPrHXF4/bXuAlsbbHuRb2OJZoVxv4ZVRSXVFRUVHxWXHuz7IDnxCgMsDsdJ/5eIVunQm2fU7txx6a6kqITPDEcE7qqz2xEGoWYq0JrVqFZ21/8zGkPnpkh5EJIzmMpDXGWNjQG5bgLiXKbNpakflZiXxLovg2LsI7RoiEwA4Tu7xP6+T5thFdnVlrAAkhEvrgsIsNbqYGD+RwpKXSrXXv1navZH2DgMByzj1cXgRowfl+Nqo886yc6L0UkuzNayzbemI4Wr4OOjENzCC4FKw2uxTUHRDTO0IVdgeWNPA66auo+CR4CqGyZK4k5o+FbOV91eGzIIrrSd8Xj7lCbi0WbqY14l0cS9PAz6aTr9ynksjLl8evo+wzDcz38BxRLknwY9ufw7Xp8RUzKqmuqKioqPhsOLHnpkeaC3/wqfgK2HZZVtVOioXZblFzbY5jyXtgguOU6k2A81Gsi9HB81L1BWROpIrwPB4hry2EkI/MGFPwVj5/UlLbpJR3FNG65XEsabdE3jtG4yOaJoIZCMEhREqBORALe3o+HytbJwkxEvoxoB8n3MYGYySMSTmG3kee7fVy7+KC/ALAJnoELialiRh7EleAB62+LnOLMUaTrl3HOEUzDn2ROKalD72PnO3t83GtUiQLKVnNPqmJrKio+NiwxK9UM0ul9EnE3PxJsL2hfUEaL6nL14w57XyyzbnjaSp5brWFdSW4JLIndvQzf/KuvY7HrrtUr59DrJ86pq8dlVRXVFRUVHxSWAUUWFq+9WdgqUY/9idcCbUlgeXP8pgl06UKMKukgJBPkCgQngCXiHNkec4bhYGIM6HVfRsHhBgR2KHhiJZdUlZlAgZDkttEWBtDLJVM6/EBIfb6s/eMJinRTRMRgstqtPdyHJ9INTlkIizXQGi7gPbo0R0jpuAwRlG7A6fxAYbAGhKc7oMjYOunrOIDyAS7dXI9er8Ugd3CYkCLSaYsFuj2jji/8B4MF8UpMMEv3iO5L3me0BaEHHOwXa2prqi4DpYAPzcAy25zrgVUuf/auUqFe5WArtRPX9tqyu4DLJXYNQJZtueSgEttr8WrNvfHxvOxiepjvamr2vzpUUl1RUVFRcUnxaUE5jXLdznVKEm43a+sqZbnTn/W7WxNrvZjBsRSHdmj5QiXbNZKbD1JQBhgCWAx5kRu5XGt5I0gpkzay8RrZlG/G79+f1zq4WXt4fp9jHaSZxTpkCzhzGASci3jZcAjKdkT3OTggoMPDsekPoesqouizqAs8Ysl3owth4w56Murynrk1IeaZDtm2T/y/GpN7IAgKd6KYK5J7r9MppvkSwgAxqSCzzXTlF0LgH3tuRLrioorURKyx4i1xbltzz3+FOKr+Byk8BLJVUV6rZe1tauvjVHvw6eqSdbjXrPY8SFqdcXjqKS6oqKiouKzwiqLlgCf+1NfEur58TIRmrPKqj/bmmq7fU7IhpC9AA9isW776LI12da9WXKrBJOZFmRSHku9mJP9W3pRLy3RADCygwsMHwqlOtUd2/mXklirjus+ugiQx8IE76RGXO3gzrFYxgNhCg4xStswrc0eIMFner9DTvB1IJ57PivapLZnl0Aw9eXpGA3P6d62C/kIl47nThZcQnpHxMiLfeT1tK+h7GfTzu3j594zFRUVp1gjWk8hX5ZA2/rkc+2fnnJsS1TP9l1OD4fi+YsktiTAV9R769OXxrQ2xsBRxvLUevArsUbYqzL9+VFJdUVFRUXFJ4MlTVZRVJRpzbodVra1U4RgyLF9zJIpJWWqVMbFMSQ52zGnGuBkKU+J1k2cWz6VBDcrs1bZVWINIYYRSGngTlprFVbGRY1gMfdxkJZbTZxDw+b+3HaSityyyhtCq8SUUg2yJbb2eb13AyS4bEpjDGTva6o1N6XODtIzm0z1uqaqA/Pr3EDCzMrFDwYwQoj6GOa657K6XO+xvm4TZq1/bnm2RCXTFRWfFufCuU7IZEFS4xW/mueU3kvPA6dket5hHt8l6DjPHqc43lPGqMFq5/Idrl0IuGTvViX8MVSV+tOikuqKioqKik8GradWWMK8JEBrEwVznLVjF0RNz2e3nx8/3WeC/BGcMnHkZAnnBUl0QEq15tUxxVQ3LYR1/qottZRU52tQtcOMS4m1mgw9ZqKqrbiaRV267ufSz8t6Yjb3QuvZ9bHyXgqJXhJqu/+YxhzT/fJmdUSTwD1Sey6eg+CYl+4Ae/+UJNt6aavmL5O+52uC2T+Y13LWqCsqKj4mriFr52qSF0r1E35BS/Jn21A9C/pZfoawXkP41w97eTx2vNeO/aQcis6T6Xzscwr+BSJe8fFRSXVFRUVFxWeH/RN/SrCRVcg12/QamQZOCfUa1gic3d8xI6T63WWP7CUxtBSvtCnrNc39n+Vc2lbLYuL5HIuvhtA71lA1GPI/X8+pAjLXE09EuX+zkvgFeeXl8Vuet3ORF4sR+fFV1Voet8nrkQi2a0yZ1q2w5Dis3Muyj3npZODVo1ZUVHwIPrZ9+JzCeg1ygrV+xj9jbGt9o5+C59yPcyT+WnxoDXYl058XlVRXVFRUVHxSnAuKUuJY/tkvSfYlS6+labnXcnl+nFqstdWWklQ91skY01cVZ+f+yHNitn5VdTmmfw3LwkDLUqMcAYSV3qR6jUpQ7bVZEp0VdEOkKV+HrR8XK2YEJVKPrJ7DWM8tOddjZHC6dvNQVo4XXngd//Je6vjLVmlrdm270LE2lrXnr0UNKauoeB6eWqP7HAL4WJjZuZZUz2mV95it+tIYz+1f9rd+LmxN9KcKNKv49CCulewVFRUVnw1xDNj/+w+/9DB+pVDq+tw/S8+diDz/z+DaGc8f7TnjWz/aY0e6fgxW933KfSit+2S+Pj6K6497abvS71Ch2P7hDVzrH9/wHxjjOOHf/+3Pv/QwKioqvmD84T/9Hm17nQZdSXVFRUVFRUVFRUVFRUVFxTPxHAdFRUVFRUVFRUVFRUVFRUUFKqmuqKioqKioqKioqKioqHg2KqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgmKqmuqKioqKioqKioqKioqHgm/j9yfaVlonLBsQAAAABJRU5ErkJggg==","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["\n","plt.figure(figsize=[12.4, 6.2])\n","\n","K = img[200 : 270,225 : 322]\n","plt.subplot(1, 3, 1)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(K, cmap='gray', vmin=0, vmax=255)\n","## I normalized it this way so that the convolution\n","## numbers wouldn't be so big\n","## Also, I put it to the 4th power, so it exactly finds\n","## the eye.\n","K = K ** 4\n","K = K / K.sum()\n","K = K - K.mean()\n","\n","imgC = sp.convolve2d(img, K)\n","plt.subplot(1, 3, 2)\n","plt.xticks([])\n","plt.yticks([])\n","plt.imshow(imgC)\n","plt.title(\"Convolution\")\n","\n","temp = imgC.copy()\n","## Add a bias term of -15\n","temp -= 15\n","## Perform a leaky relu\n","temp[np.where(temp < 0)] = temp[np.where(temp < 0)] * .05\n","\n","plt.subplot(1, 3, 3)\n","plt.imshow(temp)\n","plt.xticks([])\n","plt.yticks([])\n","plt.title(\"LRELU of convolution + bias\")\n","\n"]},{"cell_type":"markdown","metadata":{"id":"x-MLWI6fbqMH"},"source":["Because of how convolutions work, this will find this eye anywhere in the image. Here we just add another eye somewhere else and repeat the convolution."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":411},"id":"biP5vtTXaODL","outputId":"ce740fca-58bd-4523-d72f-abc968c4b2cb"},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'LRELU of convolution + bias')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["plt.figure(figsize=[12.4, 6.2])\n","\n","#put another eye in the image\n","imgCopy = img.copy()\n","imgCopy[60 : 130, 85 : 182] = img[200 : 270,225 : 322]\n","plt.subplot(1, 2, 1)\n","plt.imshow(imgCopy, cmap='gray', vmin=0, vmax=255)\n","plt.xticks([])\n","plt.yticks([])\n","\n","imgC = sp.convolve2d(imgCopy, K)\n","\n","plt.subplot(1, 2, 2)\n","temp = imgC.copy()\n","## Add a bias term of -15\n","temp -= 15\n","## Perform a leaky relu\n","temp[np.where(temp < 0)] = temp[np.where(temp < 0)] * .05\n","\n","plt.subplot(1, 2, 2)\n","plt.imshow(temp)\n","plt.xticks([])\n","plt.yticks([])\n","plt.title(\"LRELU of convolution + bias\")"]},{"cell_type":"markdown","metadata":{"id":"K2af4LJwM9Fj"},"source":["So, we found a custom kernel that highlights this specific feature in images. Convnets layers learn the kernel. That is, CNNs learn the image that gets convolved with the previous layer to produce the next one. [Here's](https://towardsdatascience.com/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way-3bd2b1164a53) a really great pictorial guide by Sumit Saha.\n","\n","Now, let's discuss some specific vocabulary used in CNNs.\n","\n","* **Padding** zero padding just like we discussed for 1D transformations\n","* **Pooling** pooling, often max pooling, is a dimension reduction technique, taking the max in little blocks.\n","* **stride length** instead of sliding the kernel by moving it one pixel at a time, move it more to increase computational efficiency and reduce the size of the output convolution.\n"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3.10.4 ('ds4bio')","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":"3.10.13"},"vscode":{"interpreter":{"hash":"79f87720972903b6188d40b03afb0115543bf63f5f0af29aadb196967754f61a"}}},"nbformat":4,"nbformat_minor":0}