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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x267304e0b50>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import gaussian, sobel\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"\n",
"mypoints = np.load('mypoints.npy')\n",
"# Load the image\n",
"image = mpimg.imread('slice_60_volQ.png')\n",
"image = image[:, :, 0] # remove unnecessary coordinates\n",
"\n",
"smoothed_img = gaussian(image, sigma=2) # Adjust sigma for scale\n",
"gradient = sobel(smoothed_img)\n",
"plt.imshow(gradient, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"smoothed_img = gaussian(image, sigma=2) # Adjust sigma for scale"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbbbb83460>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import laplace, gaussian\n",
"smoothed_img = gaussian(image, sigma=3)\n",
"gradient = laplace(smoothed_img)\n",
"plt.imshow(gradient, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbc1226470>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.feature import canny\n",
"smoothed_img = gaussian(image, sigma=2.5)\n",
"edges = canny(smoothed_img)\n",
"plt.imshow(edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbc13d92a0>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"edges = canny(edges)\n",
"plt.imshow(edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbbff7f8e0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import laplace\n",
"smoothed_img = gaussian(image, sigma=3)\n",
"laplacian_edges = laplace(smoothed_img)\n",
"plt.imshow(laplacian_edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbbffc65c0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import roberts\n",
"\n",
"roberts_edges = roberts(image)\n",
"plt.imshow(roberts_edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbbfc9e4d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import scharr\n",
"\n",
"scharr_edges = scharr(image)\n",
"plt.imshow(scharr_edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbc009c3d0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Difference of Gaussians (DoG)\n",
"from skimage.filters import gaussian\n",
"\n",
"gaussian1 = gaussian(image, sigma=1)\n",
"gaussian2 = gaussian(image, sigma=3)\n",
"gradient = gaussian1 - gaussian2\n",
"plt.imshow(gradient, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1cbbf087280>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import gaussian, sobel\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"\n",
"mypoints = np.load('mypoints.npy')\n",
"# Load the image\n",
"image = mpimg.imread('slice_60_volQ.png')\n",
"image = image[:, :, 0] # remove unnecessary coordinates\n",
"\n",
"gradient = sobel(image)\n",
"plt.imshow(gradient, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "error",
"evalue": "OpenCV(4.9.0) :-1: error: (-5:Bad argument) in function 'Laplacian'\n> Overload resolution failed:\n> - Laplacian() missing required argument 'ddepth' (pos 2)\n> - Laplacian() missing required argument 'ddepth' (pos 2)\n",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31merror\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn [32], line 6\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Compute the second-order gradient using Laplacian\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m laplacian \u001b[38;5;241m=\u001b[39m cv2\u001b[38;5;241m.\u001b[39mLaplacian(image, ksize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m)\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# Display the original and gradient image\u001b[39;00m\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n",
"\u001b[1;31merror\u001b[0m: OpenCV(4.9.0) :-1: error: (-5:Bad argument) in function 'Laplacian'\n> Overload resolution failed:\n> - Laplacian() missing required argument 'ddepth' (pos 2)\n> - Laplacian() missing required argument 'ddepth' (pos 2)\n"
]
}
],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# Compute the second-order gradient using Laplacian\n",
"laplacian = cv2.Laplacian(image, cv2.CV_64F, ksize=3)\n",
"\n",
"# Display the original and gradient image\n",
"plt.figure(figsize=(12, 6))\n",
"plt.subplot(1, 2, 1)\n",
"plt.title('Original Image')\n",
"plt.imshow(image, cmap='gray')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.title('Second Order Gradient (Laplacian)')\n",
"plt.imshow(laplacian, cmap='gray')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.ndimage import convolve\n",
"\n",
"# Define second-order derivative kernels\n",
"kernel_xx = np.array([[1, -2, 1],\n",
" [1, -2, 1],\n",
" [1, -2, 1]])\n",
"\n",
"kernel_yy = np.array([[1, 1, 1],\n",
" [-2, -2, -2],\n",
" [1, 1, 1]])\n",
"\n",
"# Apply convolution\n",
"gradient_xx = convolve(image, kernel_xx)\n",
"gradient_yy = convolve(image, kernel_yy)\n",
"\n",
"# Combine second-order gradients\n",
"gradient_combined = gradient_xx + gradient_yy\n",
"\n",
"# Display the results\n",
"plt.figure(figsize=(12, 8))\n",
"plt.subplot(1, 3, 1)\n",
"plt.title('Second Derivative X')\n",
"plt.imshow(gradient_xx, cmap='gray')\n",
"\n",
"plt.subplot(1, 3, 2)\n",
"plt.title('Second Derivative Y')\n",
"plt.imshow(gradient_yy, cmap='gray')\n",
"\n",
"plt.subplot(1, 3, 3)\n",
"plt.title('Combined Second Order Gradient')\n",
"plt.imshow(gradient_combined, cmap='gray')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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uXRq4zlWHSxoaGp7SWY2Pj/vXqixevDjwP/vn0tXKlSsDTn7Lli0YHR117vcBgL6+vsPWVUvYxomJicDn2WwWP/vZzwAAP/3pT51PJdWq45577sG1116L++67b84yx+joKPL5fM2+t7W1OYO+ypYtWwDMAr5aMjo6GijnqezitxXP8+Z8Fg6H8a53vQvvete7MDg4iHvuuQf//M//jB//+Md485vfjF/96lcAZufAG9/4xt+67m9/+9vI5XKIxWKYP3/+HJtetWoVTjvtNNxyyy14xzveAWB2eeeMM87AsmXLfut6VX74wx/i4x//ONatW4diseh/7gJYLjtfsWIFpqam0N/fj87OTmcdjz/+OD74wQ/irrvumgMoCXiPxJ9s3boVnufhb//2b/G3f/u3zmv6+vowb948/3+Ob/2pqOeG1AFKXZ5S4vE4TjvtNJx22mlYsWIFrrzySnzzm9/Etddei2q1ilAohB//+MeIRCJz7j3afQ5HK646AXcg+W3kuOOOw7p167B79+45QY+yfv16AJjDgmgmeLRSrVbR3t7u3FMAzAb236auVatWAcCcfQDRaBTnn38+ANTcD+GqY9u2bTjvvPOwatUqfOYzn8GCBQsQj8fxX//1X/jsZz87h9n4bYRlfPKTn6y5t8ba2dNtFy0tLQAwZ4Oy67rXv/71eP3rX4+Xv/zl+MUvfoFdu3YFzk35beWcc85Ba2vrYa+5/PLL8Rd/8RfYu3cvisUi7r//fvzTP/3T71w3MHtuzutf/3qcc845+NznPoeuri7EYjHcfPPN+NrXvva01DEyMoKXvexlyOVy+OhHP4qlS5cimUzi4Ycfxv/9v//3qOyJ115zzTU12UUL3Di+T6Xnujw7UgcodTkqOfXUUwHMLlcAwNKlS+F5HhYvXowVK1bUvI/Z3oYNG/xAaIVOfPPmzXO+27RpE1pbWwPsyZFIT08PqtUqtm3bFmBNXHW45HWvex2+/vWv48tf/jI++MEPzvl+bGwM3/ve97Bq1aqnzFLZPzICKrY9S5cuxR133IGXvvSlvxPQsbJy5UosX74ct912G66//vqj1qeVH/zgBygWi/j+978fAHB2CUr7vmTJEv/z/v7+pwz6tJ1cLlfTdn4bOZosmcBux44dR3zPqaeeil/84hc4cOAAenp6sHTp0iPadP67yJvf/GZcffXV+PrXv+6fp/KHf/iHT0vZ3/72t5FMJvGTn/wEiUTC//zmm292Xu+y8yeffBLpdHoOwKbcfffdGBwcxHe+8x2cc845/udW70fiT2hnsVjsiO1mx44daG1trdm+ujy7Ut+DUhen/PznP3dmm9zTwWD/hje8AZFIBB/5yEfmXO95nr92/6IXvQiLFy/G9ddfH3iyh9cBQFdXF0466ST8x3/8R+CaDRs24Kc//Sle85rXHHU/Xv3qVwMA/vEf/zHw+fXXX39E91922WVYvXo1/v7v/37OkzbVahV/9md/huHhYVx77bVPWZb2j1Q1MPs0whNPPBG49k1vehMqlQo+9rGPzSlnZmZmjg6PRj784Q9jYGAA73znO+c8DQQcHctApkLvGR0dnRO0zj//fMRiMdx4442Ba49kHE455RQsXboUn/rUp+YsTQH4rY8nz2QyR6zHefPmYcGCBXNsoLe3d87YAUCpVMKdd96JcDjsA9c3vvGN/lKplaeL8WttbcWrX/1qfPWrX8Utt9yCV73qVU8bGxCJRBAKhQL7R3bu3FnzNN777rsvsGy5Z88efO9738MrX/nKmgyXy55KpRI+97nPBa47En/S3t6Ol7/85fjCF77gJ1QqLrt56KGHnpannery9EidQamLU97znvdgamoKl156KVatWoVSqYR7770Xt956KxYtWoQrr7wSwGwm8/GPfxwf+MAHsHPnTlxyySVoaGjAjh078N3vfhd/8id/gmuuuQbhcBif//zncdFFF+Gkk07ClVdeia6uLmzatAmPP/44fvKTnwCYpfFf/epX48wzz8Q73vEOTE9P48Ybb3SezXEkctJJJ+Etb3kLPve5z2F0dBQveclLcOedd855JLiWxONxfOtb38J5552Hs846K3CS7Ne+9jU8/PDD+D//5//gzW9+8xGVd9111+G1r30tzjrrLLz97W/H0NAQbrzxRqxZsyYQfF/2spfhqquuwnXXXYd169bhla98JWKxGLZs2YJvfvObuOGGG3DZZZcdtT4A4K1vfSs2bNiA6667Dg8++CDe/OY3Y/HixZicnMSGDRvw9a9/HQ0NDU+5NwQAXvnKVyIej+Oiiy7CVVddhYmJCfzrv/4r2tvbA0Ghra0N11xzDa677jq87nWvw2te8xo88sgj+PGPf/yUATQcDuPf/u3f8OpXvxpr1qzBlVdeiXnz5mHfvn34+c9/jlwu5z8OfjRyyimn4I477sBnPvMZdHd3Y/HixXPOulG5+OKL8d3vfhee5/nsy969e/HiF78Y5557Ls477zx0dnair68PX//61/Hoo4/ife97n9+/v/qrv8K3vvUt/MEf/AHe/va345RTTsHQ0BC+//3v45//+Z9x4oknHnUfXHL55Zf7tuECuIeTb3/72/5GVJUrrrgCr33ta/GZz3wGr3rVq/DWt74VfX19uOmmm7Bs2TJ/mVPl+OOPx4UXXoj3vve9SCQSPsiwxwCovOQlL0FTUxOuuOIKvPe970UoFMJXvvKVOQDuSP3JTTfdhLPOOgsnnHAC3vnOd2LJkiU4ePAg7rvvPuzduxePPvqoX2ZfXx/Wr1+Pd73rXUels7o8g/IsPzVUl98T+fGPf+y9/e1v91atWuVls1kvHo97y5Yt897znvc4H8H79re/7Z111lleJpPxMpmMt2rVKu9d73qXt3nz5sB1//3f/+1dcMEFXkNDg5fJZLy1a9d6N954Y+CaO+64w3vpS1/qpVIpL5fLeRdddJH3xBNPBK6pdbqm67HF6elp773vfa/X0tLiZTIZ76KLLvL27NlzRI8ZU/r6+ryrr77aW7ZsmZdIJLzGxkbv/PPP9x8tVnmqRza//e1ve8cdd5yXSCS81atXe9/5zndqniT7L//yL94pp5zipVIpr6GhwTvhhBO8v/7rv/b279/vX9PT0+O99rWvPaJ+qNx9993eZZdd5nV1dXmxWMzL5XLeqaee6l177bXegQMHAtcero7vf//73tq1a71kMuktWrTI+3//7/95//7v/z5nHCqViveRj3zE6+rq8lKplPfyl7/c27Bhw5yTZO1jxpRHHnnEe8Mb3uC1tLR4iUTC6+np8d70pjd5d955p3/N0djFpk2bvHPOOcdLpVJzHnV2ycMPP+wB8H71q1/5n42NjXk33HCDd+GFF3rz58/3YrGY19DQ4J155pnev/7rvwYeefU8zxscHPTe/e53e/PmzfPi8bg3f/5874orrvAGBgY8zzv8Y8a2T7WkWCx6TU1NXj6f96anp4/oHuq81g/7/MUvftFbvny5l0gkvFWrVnk333yz3z4VAN673vUu76tf/ap//cknnzxnTF3jcs8993hnnHGGl0qlvO7ubv+IA5dNHIk/2bZtm3f55Zd7nZ2dXiwW8+bNm+e97nWv8771rW8Frvv85z/vpdNpb2xs7Ih0VpdnXkKe9zRxi3WpS13q8jyX8847D93d3fjKV75yrJtSU2ZmZtDd3Y2LLroIX/ziF49JG0KhEN71rnc9bRt0nw05+eST8fKXvxyf/exnj3VT6vI/Ut+DUpe61KUuRyif+MQncOutt/qPTT8X5bbbbkN/f3/N04/rMlduv/12bNmyBR/4wAeOdVPqIlLfg1KXutSlLkcop59+Okql0rFuhlMeeOABrF+/Hh/72Mdw8skn42Uve9mxbtLvjbzqVa9ybsCuy7GVOoNSl7rUpS7PA/n85z+PP/uzP0N7ezu+/OUvH+vm1KUuv7Mc0z0oN910Ez75yU+it7cXJ554Im688Ua8+MUvPlbNqUtd6lKXutSlLs8ROWYMyq233oqrr74a1157LR5++GGceOKJ/lts61KXutSlLnWpywtbjhmDcvrpp+O0007zd3lXq1UsWLAA73nPe+a8VrsudalLXepSl7q8sOSYbJItlUp46KGHAjumw+Ewzj//fNx3331zri8Wi4EXU1WrVQwNDaGlpaX+Uqe61KUudalLXX5PxPM8jI+Po7u7G+Hw4RdxjglAGRgYQKVSQUdHR+Dzjo4O5ymG11133WFPH6xLXepSl7rUpS6/P7Jnzx7Mnz//sNf8Xjxm/IEPfABXX321///o6CgWLlyI//W//hfi8fgxbNnvJqlUCk1NTRgYGMDBgwfR1tYGz/MC77qgeP9zvDbfhzEzMxN4NXg0OjuU1WrVf4tnNBr1GaZqteosl/cBswc8hcPhQBksOxQKBcpi/eFwGNFo1EfCMzMzqFarfntZHgBUKhX/XRuRSMRvTzgc9u+vVqv+/57nBfrIH5bPz/n3zMwM+vv7ceKJJyKRSOCJJ57AzMwMWlpaAmXVWtXU9igzx+vD4TAikQhisRhCoRBKpZLfFuosEokEsgLVezQa9fs9PT2NyclJlMtlFAoFxGIxtLS0YGZmBhMTE5iamsLU1JRfJvs5NjaGVCqF9vZ2NDU14YwzzsDk5CS2bduGjo4O3H777Tj//POxcOFCDA0NIZPJIB6PY2BgwC+vXC6jWq2iVCr5fx9OdKyebonFYgiHwzjxxBNRKpXwgQ98AO9+97uxb98+rF+/Hscffzy2bduGs88+Gxs3bsSKFSuwdu1arFu3DuPj479z/dFoFLFYDNPT0zU/j0QiiMfj/jVq09FoFC0tLejs7MSWLVswOjqKlStXYmBgANVqFQ899BAOHjyIJUuWIJVKIZfLYd68eTjuuOOwf/9+3HrrrQiHw3jRi16ExsZG5HI5lMtlDAwMoFwuIxqNYt68ef48Gx4exsTEBO677z4sXboUxx9/PDZt2oRisYi9e/cilUphfHwclUoF3d3d6O3tRSqVQjKZRHNzM0KhEFKp1Jx34USjUX/O8jcwO6fU5wDB+aPzRK+1wvmnc3hmZsb3HbZ+lqfz3foC+gjWp3/Xaqf6O/paznfrV9km2r6tR30u/R7LUp+hn1UqFf86jgHn4vDwMGKxGDo6Onz/8nyUUqmEr3zlK2hoaHjKa4/JHpRSqYR0Oo1vfetbuOSSS/zPr7jiCoyMjOB73/veYe8fGxtDPp/HO97xjt9rgJJMJhGLxbBnzx6Uy2W0tbUFnB9w6JXhHKZIJDJn4uh3kUhkTgAHZoMvAyknN4UTiJOHToOTlWXEYjFEIhF4noeZmRn/epbB7/Qz7YsGfk5YXq8Ok5/p9wpQLCBIpVK+IysWi+jr60OlUkFTUxPy+bwPEhQ4qSiQczlXOmYVz/P8Nis4077q2KlzphNXB8fxrFQqgTZQrxzXmZkZFItFTE9Po1AoYHR0FJ7nIRaLoVqtoqmpCb29vcjn81iwYAF+/etfIxwOo7W1FdFoFKeddpof6JLJJHK5HEqlEkqlElpbW309xeNxRKNRlMtlVCoVJBIJlMtlv36CqWKxiJmZGezZsweFQiHQ73Q6jXg8jqmpKZRKJcTjcTQ2NiKTySCbzSIUCmF0dBQnnXQS3v/+9yMej2Pt2rUYHR1FPB5HOp3G1NQUkskkRkdHUalUMDY2hnvvvRdf/epX8eSTT2L37t1zxuZwEo1GfSDe0NDgs7bt7e0YGBhAJBJBQ0MD8vk89uzZg9NOOw3VahWPPfYY1qxZ4y8vU3exWAzbt2/HN7/5TeRyObS3t2PRokU444wzUC6XsW7dOgwMDCCdTmNkZATRaBTd3d3YtGkTDh48iEWLFiEWiyGdTmP58uV47LHHsHv3bpx77rlYunQpZmZm8JOf/AS7du3y534mk0E+n0exWMT4+Diy2ayvL2srmjwA8O2Etq7AU0MBr2EwtZ9rAmKv0+utPbMNfEkl20dwYIGw/s9yNWFiX7VtoVAoALwJElxAXPusvkGTAvU5miiyPeVyeU7Sw2v4N32ABSj0mbt370Y6ncbq1asxNTX1O70M9LkupVIJX/ziFzE6OopcLnfYa4/pJtkXv/jFuPHGGwHMGtfChQvx7ne/+yk3yT5fAEo0GkVXVxcqlQoee+yxAEBRhoKOQBE8RUECHZhOLgYYRfQqDP4sVwMoJzpwKHDH43EfHNQCEZo16IRkn61DoWj2pQBIMxrNqAg8CJy0jdFoFJVKxe+/Zn/K2LBv2n51ehQFGepIo9GoDzTYXjJFCnwsg6MO3madNvNTNknH0YIqBYfct5VMJgNsycDAADzPQzabRUNDA6LRKJLJJBYuXIhbb70V8+bNQ3NzM3bs2IFCoYCVK1diy5YtyGQySKfTCIfDWLNmDb71rW9h3rx5aGtrw/79+3H55ZdjdHQUxWIRpVIJy5Ytw549e7Bp0yYsXrwYPT09iEajWL9+PUZGRrBx40YsXrwYU1NT2LVrF0488UTkcrmAjsPhMOLxuM/gEIBWq1X88Ic/xHvf+17k83msX7/eH4OWlhZEIhGMjY2hsbERExMT/pp3KpWC53no7u5GU1MTyuUyPvnJT+Lss89GZ2cnFi1ahGg0iq1bt2LdunXo6enBgQMHsHnzZpx55pkoFAp47LHHcN5552FoaAgbN25EY2MjAGDRokUIh8Mol8uIx+PYuXMnJiYmsHTpUjQ1NcHzPJRKpUCGTuagUCj4Y3LgwAHkcjl0d3fjwQcfxNjYGJYsWYJsNhtIHPR+2isDpbKevJ42acEC26PZPEUTIF6jCYWCE4Jk2ip9jgvwK5CIx+Nz7JttYl2cr6xf54YCe+0f7UV9g2VwWBf/5pzVPmniZNuiwEX9MHAoWaQ/1+sI2sLhMGKxGAqFAorFIhYvXgzP8573T7L+XgCUW2+9FVdccQW+8IUv4MUvfjGuv/56/Od//ic2bdo0Z2+KlecLQMlms8jlcti/fz+Gh4fR3t4eyMYJDjQD4MRV52AzBU4yRe5AcAnDxWxogHsq0fpVFOSwTp2QdDKc0JZqtv2jg9VgHA6HA85T+08nySBngYmWrULnwTIUhKlzo+Nh+xXYsH2WAbFZJ/vPIMzAo9da/Wo/dZmMOlbAo6DWBYoAYHp6GuPj44FMs6Ojw2dJEokEIpEIZmZmfJBTLBbheR6mpqaQz+cxMzPjL3tMTU1h9erV2L59O17zmtfguuuuw4IFC7BkyRKsXbsWt99+O7Zu3Yp58+ahsbERDQ0NfoafTqf9OkOhEAqFAgqFgq9D1Q91FA6H8etf/xoLFizAqaeeigMHDmDhwoV4/PHHMTk5icsuuwy33nor1q5di3379uHcc8/F3r17MTw8jL179+LAgQMoFotobGxEU1MTVq5ciccffxxPPvkkLr30Ujz++OO+3eVyOUxOTgIAMpkMJiYm/KUStk/tgKA4Ho8HbIrjycBHO6Kd8p5isYjJyUnk83lkMplAgNP+MwAqm2qXLHh9uVx2JjgK2C240Pmmtmhtm3VzbquduQCKiiYdCt6YeLBcy8po4qJLK/ye8yyRSATGSJMjyzSzLQqSKNoPgkKdx7xGdWEBnGWwaQMHDx5EV1cXWlpaMDAw8Lxd2qH8XgAUAPinf/on/6C2k046Cf/4j/942NedU54PACUajSIej2P37t3Yt28fjjvuOL8vnEyaKemEoFPR4G6zHd5H584sWiezOjqdXDbo6iRmRqLZAOtyASgNkBpgbNbD9lhWRK9n+ZaZ0H4yQHD5gVkaqX2Krl8zUNCxqTNTYKP0L/XEHwWH/L5YLAbWr5VFYuamjI1mlpZR4f8WxPB/C2xqAU7N7DSwaRt1uayWvdAO9WdiYgLVahWjo6Po7OxEoVBAKBRCX18fFixYgHw+7zt0pekZENh+Ml+0SbWRWCyGVCqFmZkZ9Pb2orGxEaeddpoPVm699VacccYZeOihh5DL5ZDL5fDiF78Yv/zlL1GtVpHNZgEA+XweyWQSkUgEk5OTGB0dRSQSQTKZRKlUQj6f94G+1TOXWFXYbn5PfelnuvyqNlSpVOYEPRv0dXnBggkrrr1UakPaJrUxtS+bELi+U59jgYi2lf20tss2hMPhwFxh/2Kx2ByAreVoHbFYzLchlpNIJAIAn6BDGSBXu9heV78UzClDq4mB1YMFOpY53bdvHzo7O9HW1ob+/v5nbL/Xc0V+bwDKbyvPB4ACALlcDplMBtu2bcPk5CSam5sBHAqeCkQ0W9aAqIHIZge6zMAJqhmdZvOajXAS2aUDZiTqgEul0pzArqJt1bZp0FdnYKnYeDweWCqyS0aklulsSaVrdkM2wDpHit07Y8VFgVMHtj3KcjDQ2PFSqcWEKTuj1/F/C4xs5qo2oXpl21imgg3NuNWx23bTdgiiFRzaDYUMvrQNgmTtE6+bmZkJUPKuPT26lDA5OYkNGzbgs5/9LL7xjW8gHo9j69ataGhoQCaTATDL7ExOTqKhocHPptkn2pZlFPRvXR7RzcLM7ql7smEKGli+AncbfHRcdaxpOzq+1JOOLwG7it1XokDAVbeyIKyTY3AkbKsrUdJ9cpaFtGwEr2NfdbM+7UbZZN3bwY25rja6Ar36HBeTauexCwxpO5UJ1jmuCZeWax9u8DwPO3fuRFdXF+bPn4/h4eE6QBH5vXiK5/kqk5OTSCQSaG9vx8aNG1GtVv11cmUM7PomEAxomulTNFOmMJBbR6FOiI5XJxn/p6NQJ8bgbh2IK+DbrIQO3O6AVydcKpUCAZDfK/uhZbMdfNoGOPQ0gIIyOhh7P8tUB8P/La2rurVOyQIzy2axDxrQ2T5dg+e91AfBoC7hqO7s2LLdHHfVtQZC1mMBBhDc6BgOh/2nSxTUsn0aMBWIEpgoU1IulwPBkOPFe7mZkteVy2U/U6b+TzrpJHzwgx9ELpdDMpn0n3ih5HI5pNPpAGjQYGz3SvBezh22ibqjjrncpZtSNSmYmZlBqVSak1gACOiHY6X9VMCh9qDglG2k0K6oXwtaeI21f45RPB73wZ/as5arjIOybWqb9l7apy49UcfxeDzAaqhQ1+yPLmvq0pgmV6oHBfe8T+uwyZTd32KBup1P7IcuIdfy0ZaV0XGfnJxEW1sbOjs7nZttX+hSByjHUCqVCsbHx9He3o6VK1di165dyGazgYzG0owauDSAaRCr5SC0HBdb4GIWeK1m6DYzVydMZ6tl6uY1lqXt1zV8Xs91WAYDOla2QQOhBjY6XQVvCpg0O3Ht4eD/qlcNwKo7dT46XgwySvMDc52cOjXNvqkDm41Rry6ASeBmGQHVqerC2kilUkGxWAzs4eFYacbKz+iYCVh1j0WhUAgETwsqlTWwjp1gRoEdwYkCbtpUPB7HmjVrAt/bZRG1Q96rNqo607G1SyC23QQdyiJZhkPHhP3XuWj3jOg9LE+BqWbwtr2W7dJkRPdjuZgUy2xQH2QjWYa9Tvdg8NFsm1Rpe1W3OlYK3DlGLlFmiXXasvm5lqPl1vIDWr4mJQqCFIjp3hMLHtX+LEhh8hQKze636uzsRDabRV9fX00W94UqdYByjKVcLvub9fr7+/3HKhXxq1N30f4qFgBw8igbwjIpyoSwTRogLMXJz5XSVMfoeiLAtleXhmxdCnrYHu2XOh8Colgs5gc2BgMFK5YqV7aButLAQX3ZwKF9USemT1CwPN2PoksuFnSqrlxZtpbHdipQteBT9xSxXmb8SrezHXZPj9qXggL2Ue2KyzcWaJBlsUsFvE8BDceJeifTp0CRy3Qa2C3w5Tgr+KA+WLaOIe9RMKngkXtwdDwoGox5jT55p/XyM7UB6o7A0y4TaFKgZdlN2iqqu1KphGKxGFge1qCu88lVlurHggULwlg3n8ipVqv+E0t2rxHHyC51sFzq3wIwO7dUJxxD7YMCUu2fzh1dAte5yTbppl/qQZcf7fKOtpf3WzZWx7dQKGB6ehoTExMYHx+vgxOH1AHKMRYa78GDB9Hf34/ly5cHHIqicNeatotatNmrZsQu0KAsgXVI6nB5vQY4ZjMaQG3Q0AxCy7QOwV6vGSvrZdDTzFqzQ/ZfgZw6Rw2+7Ks9V8alR7Zb9erSkWajDOiuQGLHQLN4C67o7AgGmFlTTy4nznL5NBj15dovoM7UZrIsVx2vjr+CVNfmTA0SFqACh/byaN3aH2bwzDgVGLNdXD6yLJ0CUg1m1g5Ub8oy2DHl/Wo7qm9NBnRcLHOm5WldChY5dq7rXEBXmRo7H5RRcelYgzUBo44v22QBKvXKdpF94HX8jstHTCC0zXxiTsGwblLXw99U79p+AIEEgXrQJ5co1ClZDJc/1GU9lsuHGuzynGWH1GYoOn/Yx3K5jMnJSZx22mlobm7G1q1bnectvdClDlCOsfAcCh5epYFU2QCidqD2o6yW+rcZM6/VYGKdFcvX++19SmvzXBQ6VFcwVkbELp9olmm/0zaoA7NMUCQSCZw6WSqVAoFCgQXLpygtrp9bwKDZsoI5zUrV8VpGxf5Wcemf/VWgYGl6zdQVWNhsnFm1Pa9FM34LSHQ5gvUxU+UeC122UT3qBmJ9cozLR8pMKFhVcFooFPzlg1Ao5DMoqh8AgXN6ONYuZlGDfSwWC7B3uodEx0ntln1TO7Ynq7rAGu2Gezj0e2UMtP2W0VD2iXVz3NUnsN+6b4N91f0m2h+OHctSIGkZAAZ0BRAK7Gz5LEPbbO1f2T6dY7rZ1pbB5TyWp/NG28NraPcExXaMdB5YxlMBPQ801HFh3dbv2WVj9c2shwcc6sbxugSlDlCOoTCI7NmzB/39/WhoaAiwI7ppSjMkzSCVUaFTqLV7HYBPndvs3GY2+ttmoSzHtkEza3XwNtujcKKyr/oZ69fMnmVqIFaaXtfztT5dglDmATj0BIOyNNp3lq3ZsWWYFLBo5mkBH/tH58g2uvajqJ5ZtqXllQU43JjyM6W3CSTs8pCLeuf4aIBlnQp8isWiD1QZgFW3Gli4HKDLFZbFCofDSCaT/pKnLVftXZdgdByZRWtfeK8FJAo2lblUcKK26rpXgZcGXx1vgkPLBijYUDtiG9h2lq22ooBe7UcDvT7arvOMoJ56sRuDlTXSpIlzh31Qdkt9ko4v26QA285L1Z0dd4Iu1YcyGdQty2UCxTJ1OYbXWN+ke06UuXH5MNWhXscxsXbG8rk5dv78+SgUCnWAUkPqAOUYiud5SCaTqFRmN8vyWHZg7uO+dqJYEKCi686cxGQVdKNbraUgvc+2FwhuprWbzRSQsB96nYIMAP6TDnQamtlolsT61VGoI7JOiJ8zA6ODU3DCa5QFsI6Ev3WznA1IdOQKIC2wsBkrv9N+s916Uq1rGcFFKVu7UN3wc9Wl3e9g9cE9FgrgOAY2QCuQVSDNrNvqlMExFJpdNiD1b4O7sj+0q5mZGd+hJ5PJQNCn3nU8FbRpHby2Wq3OAV/Ug2VMFERSh5ZV03GiLetcVnBIgKJzzcX2KcOkNqqJip2r2lfWp2Ol48S/qWsFLNbe+FQdbUqBkrUlF2tK21Jgq5u/qSvqhowF+6DHCaiueI+yfMpE6bjruFm2zcX0qB51L5ALeCqQU/+qTysReD/55JM4cOAAjjvuuABQrcshqQOUYyh0/tlsFk1NTSgWi0in03OoRSCYKVlDtk6Bzl0dNc+A0OxM72OA1Qxfg5nWo47Btkeza05GfXTRbrDTA6oUgGi2ZylczbL4nT35EQg+xcA2Mvtif1zLAXS2SmVroFfQYdumFLMdI+0n9ar/qyNU4GLBhQUUbLMCRLvh1wZoLjlw7wH7opmvgmCKBhuOox6QpQ7c1Wa2Qc+q0SdwdKmMdejrCuw7XMjYsH4LBlgfz1exTJMyACoKRJXd0TmhwIDBSwOlgkwFP6oXvV/tTa9RsaBC+2CBKXWo9q/2wHJ0KUSBvGtPCAGCAgbLZirA1D1EGqC1LmU/FRTxO53X+ni/AjbdaEz7Unuzc0x9rLKutRIYZUH0ADk7TgoALcupdRUKBaxYsQLd3d31JZ7DSB2gHGOpVCpobm7G4sWLsXfvXgCHXujFyW0DoaVZbVChM7eMiDowl9CpKqVtA67dJ6I0tk5y62g0e9Tf6gw1oCYSCb8usiy658Ue4uU69ZP7ZJhxa/bKa1mfK9uy96gTBhAAgnRsrJvLc0plq27p5Fygx3WGhQYtyyTp9xxr9s+yT/ybwIJjoIFeN1PqmSMUBgT2ieOsetXgxUBj7YPt5BH3tDm7kZcMiwZ83TeidfKFhfxeN+GqbhRA8H7Wo/cr+6U61H0LOr60Y52vurThCmwE8ZyfGoDZTtcmVruJVhkNjiWvtUsbFH2KhU96hcPhwKnWLrBmD+tTPXIsNGmwiQlfZWD3brE+BVw6xtSLzl3OQY6T/ub1+pv7U+ySsOqbfdD9StoGHT+1Kxeo1HlKO4/FYujt7UU4HEZnZ6fzvrrUAcoxlVgshkwmg8nJSezevXsOwFAGwe4VAIJZLJ2wTiDS8a79DrzOLgVpoNDgpZNe28I26iFo1skCQWBjA4xm4coA0Ykw+1X2Q7Nnl1Pn//qdXVqxTFK1WvWfOFC92ixOnY2LjVLmwbWp0jplDQAqWjb1z+uUYmZbrA4USGmgU3CkINCCVwseFVxonRwfeziZ/lYga/fwqO1oVk9bs/ZBvZJR0UedGVzV7jzP8/fHKFuilDzvVWaGwVdBtY6vAlQFLBwnzboVYCq45P8EfGpHCn4sELa2ZsEW+0l2yoJfndu67MZyOG/sfh/eq+WqbrRu6o3zlq8+4Hd8l5EN9FZvlsVT5pTJnNoF67AsotqkgnS2W/WswEfBGX90CdJu1KYo66r+g/Oho6MD1WrVP1piYmICdQlKHaAcIwmHZ1/3DgCPP/44KpUKuru7A9mAlVq0ojovDYpcR+aE0oBBR6rMgWZ7rkccNXNWIGKZBGVDPM+bk5myLu6/sdQ8EAwedolI2SK7FMa2K3ug1DTLUdpeGQcL3hik7H4d1sPy9TevUR1ovZp1KvPiypzpZPXxU+0X21src7dB1WabDEoa5IHgKxXsMhzLs8BK+wAcOr+GuuIY20yYY6ysYSwW84GPggobBOwrG1iXHuBln37TQKx2p0uZCvAUgFLPDN7c26V2YwMS67Jnbqi9aDCzuuRc070iHEdtr4IelkEdajlqQ/q/zfQtS2P34/AzV/Dmdfo6ATJAur9JbVbtg7rg3FcApsmOPvqsjJ32hWKBMeuyoELHV8dIv2f9qidNQhQw8T6rr3K5jH379mHx4sXo7OzE1NTUnPpe6FIHKMdI0uk0EokEtm/fjkKhgJ6enkDgdBmqDfw22yINbDM6PTtEM2HXco/NOIDg/gml2pUFcGWaSrOzzRZkqbPU4KcZEMu168rad22PLsewLD7Nwcxb9alAzWZMFMtC6WfaBs3c2R49eMy1mVHrsjqxvy3drUFYHSfvYeDWJRbahg1mHCd9woR90bbaMdK6lRXQsdA+qA1YJqGpqQnDw8MBAK2BQhkP1zi5lgFUxwpM2D4Xm2b1yLZSl7WYA+pYAxMBJoERbUivt3t7yA6qvehc0P7R1u1GWA2mCgJU7yzDgijgEMC0vkDPLmE7dXyUmeAp0NQ/GUq1CY49y7P7a1QvbIMFImoH9FX6QICdnwS2yrbo/K7lg/k5ARHr0+Us3ddlda6+Mx6Po7GxEcDsnIvFYigWi3PqfCFLHaAcA2G2euDAAfT29qKnpwdAcJOhzQAsuNDfdI42A7TUKCeIda4aqJVmt5m/BiE6E+vYGYhZH6+zexYA94m1FO2Dbav2xWZJ6hjUGbhAEDM8ttM6JAYUDai1xtOlDzpdHSv2lX3UrM4FOHU5hn1yMVWqM62XOrLAiHpR9sZm72oHllGz2ahmngxgnuf5exlc72qyB2lFo1GMj4/71H+lUgkESY4Rx1MP2rL9U9bEgkMFEZots68avNh31kuWh/3Qx1h1DHQZgnNXkwKbSLA+fbJFl1ddYEZBog2GOnds8qD2rMCN7QyHw36gVJDGZR0X2CFAikSCpyqr/SvjoQmVMmmsS1kuF+Or+lJgoLalT9Lp2FvGl7agiRvbr2DEJhP6CDsBvs5Tglm1Sa0/Go0ikUhgZGQEuVwOqVSqDlCM1AHKMRB10gQrnGzM9tWJaFbDCaNZBhDM8vRedVj8be/j9Xp6qdYJIHCMvFK6vJeBSKlu1mczLAsqgOBygDpkdVa6x0Y36SmQ0pMnqQuWk0gkfN3xR0+35MY+HSdlAzRbVqeoutdAoHrS73m/dcIK9NRp61kUlklxBUJ1ktoXBUD6NIaOvYrNkC2DogCHwUMPJgPgb4a0ZdZi3XQOaHCg89clLxcTwzqoI7aLOtc2U3iNjh//JkhiMFWAyHmigJj3arDXMeXfesgb6+IcIlOYSCTmBG61T9anyQmv5yPY+uNiBNSGlLHSOaUsmN1LpuOhy4C1QJXeq/Vx7DjPuXSm9qYgV9utfoM2RftQsKSgWl+HYJknvV99lQX6HGP90QSQ7eHYq53w+nQ6jYmJCVQqs09zjo+PO5OJF6rUAcoxkGQyiebm5oDDYXB0PTFh9xconct7Ofns47Y6wZXRUFHHZYOFggAbgDW4ctJp+boBTc99YIBS0ayG99PJVqtVJBIJf1OkddoWrLE8vi2VgUHPIlAWitdTFMBYMGX3vNj9Daprza6UgVKmwzpBHTe9z2aRrId9YqCyQMR1L8fUgl0dA7ULZYbIkNgMXzNkC+jUrnQ81A41a1UdAMHHOpXVsvtkdGz1BFUFs6oTZqt2o6QGVdWB6lQzbJe+aUfsuw1cqhe1K22jBlirT2tTWhf/1wBqAS4/U5uw9bM820eKBd68T+9VxlNZP+qBddskg32wfkb7qn3mfToP1PdpG9h2BefaBxfwIQujvlWXr+xThFZPmqzQF/HaeDyOgwcPIhqdPVV8cnJyjq5fqFIHKM+yZLNZ5PN5PP7449i3bx96enrmHIilGYh1bupA9AhzZnp2Yxcnj66TKgXNOsku6CTSScwgoZNaszYFJ5pBUzQD030FXMZQp0DHMz09HViz1muUwtYMUB02N+MxaHLzpLZb22+BnWZw9qAlvc4uabEdtjzLZmlg1+8ZmOhotd/6v9WtAh5lxWqxC0qvk6nQLJCZpG2rsht2TweZBtf+JnXUll3SdnATKDfM2rcjx2KxAKujTBT1xD6zLAsGi8ViIEjouFE082YdumnTBm3aIoOlAjiOhzIuamfAoTcHK/ihTlXH9m/L4NhMX8840vu1DAV+1BvnqeqJfVM/YMGMit13xbJYPq+xQZ26UtBgmR0L4K2d6yFv3A+n+lVdKLBQZsrOY/6vPsgF6pWto83Yt7yzDQ0NDejr60M6nUZDQwO2bdtWZ1H+R+oA5VmUeDyOeDyOHTt2YPv27Vi2bJmf5WtwpmHTSNXZa1au1DfvrZXRK8tgwQlwaD+Izfop6pxUdMOgTkA6dfbDtXxg95PoRKcj4RtZ6UAIOHid0r3831LaSu/zdzQaDTwBoMCDfdXNthrkNGtXHdOxM7hYQKiBlHWoY9VlDCDoKO04Wj1qMNRs1jILGnTt+4UssFKQpu2wAdMyCNZ+SHVT1xqkCap1Y6EGZ9deCJbB/3V8lAlQRoh6Y7CwogHXlsWAr08MKSBXUK1MhYIfF7BVPbtsyyYoOraWidGlDf5vg5w+Aq7jyP7RB3CpybIptBNdEiEAtMsvmpDo//o9P9PkxzJlvMcun2nZOibUofWZ6oNsYqXjoKyLK6GwQI/X6m/LlFkmzrJJyWQSTU1N+O///m+sWbMG7e3t6Ovrq4MU1AHKsyoMaBMTE+jo6EAymQRw6CkYpScplnqkM1NHpMwJnZs6ZpvluLJEm1FxkgGHHISlYq1z1uxFM0kN8qyTGY3S67ye9yYSiTnHYEejUZ9a1fsYoJVpYT9soKZoMFXwZjMtBSyWNdAgVktPHGN1sJYRYl8oCrx0P45S98oWWP1rkLX9oNAuaCO6qZC/bfl274eKZc5oh2yz2on+EHjyel0mIpAiyNH+2H0c7LcyOAqaLSBwsXYKCCyoVEBLG7f2r8BTwaeCQeregg6Os5072jZ+5wJ/HEsdb9oA546CWfUJrF+Bo4JZMiE6DpZxUyZCwSzZTGtz1A/LVNuzrI+CFLbZshsK9FmGHW+dYwoAtW5r01qH+hbeq3qi7VlbsWVSn7ynoaEBTU1NOHDgANra2tDa2or+/n5nm15IUgcoz6JwKWZychLt7e2B4GCZD4vKNRtT50eqmg5Is1MbuPiZ/m+zcXU0CiSAuRtsayH8arUaeL+KBjlLX2vA03rj8bjfTzrgUqkU2HSpWbWCJX28kGI3EapO1Umps3FR1tQ/26zASOldpX9tNujSvfbfZtQqmgG7wIlS6hZkaXCzwd2yIhoAtA69z2btVt901pYJYv0a2BWgq+NPJBKBjF7ZOl6vNqrATsulkJGxyYANJhocdXnBBidXZqyBm8FZAZm1BbuJnJ9RLFOic8dlq9auCNqoQwWL+mJAtSEFBlZXHAOOv85bBREcF00+FKyoztg3Bfz8rQGd/k3ZQN6rc5N9YBt0/wrH0ZZRS/R76/N0jqnoxmKXz9V5TFtrbm7G0NAQ1q9fj0WLFqGhoQHj4+MvaJBSByjPktApTE5OYmpqyp+snMCaPennwCFnrxknMBe8VKuHzvtwBSbN3o9EdJOq3bzrYlJUmK0RNLiyCA3kGpyUNdDHMYG5mwjZfwUklgGxGZtS2wrIbBbt2riogUT7bIGH6kd1pDSyZa14vWWkdAlGP+ffupRBfSsbZIOd1quAV8dG61Kb06VCXS6x+piZmfFPDrXl20DqcvBqH3qmj95P5iUSifhAHUCAKXCNowYPHXudc8pCqo7VnvV67QfbrWCK7VAboj3a/imAseBDg54NjhwPvUZ1bu+1jCDbpP3UMeWha7qUzM/ZD3uoojJVdk+JLnNoG9SWVG98nxjLZV36+K6CIyB4lotNxthO/cwuBVnm1Z4VZOeK3qPsNstXcKL2QaYwn89jz549KBaL6O7uRrlcfkG/7bgOUJ4l4YRfuXIl1qxZg1/+8pdIJBKB7JOGrk/oWFoSCJ5/wHuV/rXBQsGKZn4aeIDg0eYW4duy+JlmWhrsdWlHAZIGb9ekU8fC5Rw6RHU0/CFbQ7G6UtF+22zf8zx/8yX7qTSzgkALLNTx6xjYbI3X2sCmAMvSyfYz1mO/1z0AupdDgZ+2VQGxK/Datmn/XEBBgZ918gxAClYsuHT1TzPnUCjkB0jeZ4M262fAZ3DTTYq2vwyUtnwFxdouBVe6N0hZBHu+j7Jt2j/q23VaKuuwQVDbb8fAxahp0NVXRZTL5TmP5Krv0L6zb7q06mIkNJhrEsDlQzuuLIe2qw8LELCxvwreWFc4HA4cwKhgmnaj+270sEJlUNQm1f9R/1qnjp8FpwqU2A59NF0ZOPaL7Dn386TTaSxduhTr169HtVrFwoULceDAAUxPT78gQUodoDxLwkN5tm/fjp07dyKTyfjO2QZAIAhY1DA1IGmw44+CHJ2ISrUCczd80Umr0yUdbtkczQDogCi61s7Aovdayl31Q2fJDXsKPDRbtBkw+6NtAA5lT3aZheUppa39pJOqRa27ln8sALFimQvLpths2GZ4+r/S6Gy/MizKBlE0sFjmjX1zZfiRSMR/uoRjqSyBAh8FPToO2jaX6BKQ3WOj9kMdcumIjKE+mUV7pJ1osOCrH7S/rieOCFws6Fa9W5Cp9VMUDNtNmxxznZeuRETbxOs4R+zTNBwPuxFYwTzbovPCMhYW8Fl7Y1v1PV8EFGrTei3ntO0nX+7IcVBWlXVXKhX/mAF+pwCT1wFBdgzAnJce2vlpT7ZVppq6oB1anwPM3fRrH7/nQX4EfeyPZQ31ALtoNIo1a9Zg/fr1GBoawooVKwDgBfn4cR2gPEsSjc6+afU3v/kNAKCtrQ1AcK2cGQo/KxQKGB0d9TdRKeVLUWdHQKBIXyc169OXqXFSaDkA5nyvywh2ycUupej/mi3xWnW0NpNWB+liEzQb5302o6SOFLRpJsv+aHbkCoTUr24QtH3i/y46XsVmU3bcagUMV3n6mYuGpn40Y9PsUgEYMzhtj46fAjMbNOyeAWVg7EFX2jZdHrFLMDbAqG2WSiX/qTftky6P6DKP7nOxe4xisZg/D/RpLa1Ty2WZLKsWq6X9VVZF+6N1WcaG7bGsl463zmmWZwGoTT6UgSBbxHt5KJoKdasAkHUT7LE/CuZdj5dr2yx7ybHg97oUq6wg37Sse1h0b5CtX9kizi/LXiq7pGPl0gXbruJiG5X149y0+1EUuHKclP1jPcuXL8fU1BQGBweRzWb9GPFCkjpAeZakUCigubkZl112GR599FGMjY2hp6cHw8PDKBQKGBkZQalUQiKRQDqdxuDgICKRCM466yyUSiVs3rwZLS0tc5gOdZaaTVHIaGimY9eWNfDY4GiDkhXLTljGQp2KZnJ6L+ti0FMqmPdotqvO3U5+IPjkBuuxetN+awbIsuiI1RnqvgQ6NbZBmRDVrQI6SzFrOxgUNZDzGi2/1jKc1sd+WufN+/lbs24Fi2yjPgVhwZcCQII9HX8bqLT9+uZefZmd6kv7rUBD28h6WbcePa5Ptugj9NoWBmbqXVktBeC0AwUNyvooMLd7tdROLKjWtui5KXb8FWzofgb+T8DB+m2SYfWrLAR1o6DRzgGOEevmo/8sW+tjG6gXBR8U3cehtsW6KpWKn6xpckE/osBLl16UjeL/dm+RMnOaZFggqaL2reOn11t/qoCTdsKN/8ViMeDD2HfaPpel+BTj9u3b8ZKXvATZbBb79u1zgsDnq9QByrMo3Bx72mmn4ZFHHsH+/fsRCs1u/rrkkkvQ3NyM2267DZs2bcLrX/96dHR0oFKpYP369XOCmK7N28eKVSxl6srG9Z0odBqcLApSLO2uGYXS8yyH96ujVIetSwSW7gbmHtXOMpROd2WjLE91xe/pzEqlUuA+BQfW6VFs0NINgeyLggI6e9ZvKWwN8Ha8lF3Qw/h0LKkj/YyB2+VEFZxa5kr7ynZb9kXLSiaTc/pHR6w6s4wQ+60B3fO8wBkjbAOXZFi/nvtjgaC2XdvPYKmirJ9+ZsEC2Qzd9Kj1KsDVPmob7BNldvmDYwggANZ034MGU223gmjVm0svdimESxHsnw16CujpI2oBXgWpHEvVQSwWQ6FQCOiJ9XEPCseX85L/KxvoAuRMUFgf+0Q9aZ3KjFFfWqb1jRbUKgivBf44rqyHIJBlcDy5gVZBtdojx7ahoQGRSAR33nknjj/+eDQ3N2N4eHhOEvZ8lTpAeYaFmUQ0GkVbWxvGxsbw85//HE1NTcjn85iZmcHExAR+/etfY9WqVVi7di2OP/54jIyMoK+vD729vdi1axfmz5/vgwC7LKHZmAZlzQptBqxOhsLMXCeXZisqeo0VSztTD7zeLpfoxNbAqG3SF5VpxqNOQ/ulTwzYfS+a9Wp79X51GC7HZPWmOueZHvzORRnzO/bHHgrHdvI6+3i1BR8WtNgsUYV16ZhY58rlDz1PhHUwWycborZSCwArE6FARtflmWHGYjFMTU35tsEDDjnu9gk42pKCHA3wfPqD9dklECsKMOPx+JxlRxtIdA8M++JiTtQedFx0z4sdY9ap48xA7AKWCsD1GptcsN26IZ/X6bKhgnJd5rB64NIDx0B1w+UZ/q/LehaoqG0ruFSgYG1dl2tdSQrbZZM1luXaE6J1ajKo48k2qi3ZsaXeOQfsI+fKdOp81/4lk0l0dnZi37596OzsRCQSQX9//wuCSakDlGdI6Nyy2SwaGhqQSqWwf/9+rFu3Do2Njcjn876DTSaT2LdvH6anp9HT04ORkREkEglkMhmUSiWk0+mAIQPBA40UhLjYDWVWbPZssz5g7tMEmg1pZqrl6E54u+6v9LACE3WOXNPmRGWZ+oimOhILjpT1sU6CdTJzsQyI6lRpZ37H8jTAuja7MbhqkOTn/G2/0yzL5SAVtDFw2kxSg48uQVigqQFN91No29gmnmPD/7V++50NxHbJj23S8bb7ObRugh7qXDN3ferB8zwkk8nAWGmgisVi/ngomFLATlGgrMyWvYaBmn2z33E8aokuHwFzz/6w81v/Zps0EFt2SpdyFfDwM2UcFCio/dgkx85V1qU+QUWBtgJfMkS8PhqN+nZfrVYDQFIBngJ2bRNt2u47cfk49T8cA44ly1EWRkGu+iQdPws8VdfKoihbSJ3TV9hldQVN1EEkEkE+n8fAwADuvvtuvOQlL0F7ezv6+/uf90xKHaA8AxKLxZDL5dDc3Iw9e/Zg69atKJfLSKfTaGxsRGNjYyDAh0Ih5HI55PN5JBIJJJNJlEolPPjgg5iamkJ3d3eAdVCHpA5ZJwO/V1Gn5aK91QlpObxeKV/N/jmJ9akbrUMdpgIhirIjmgUCCGyKZJ/YT82u2CZlIjTI2cCu19jHB9W5KjgAgvsx7NIG76m1V8cySqprdbp2icRmbQoq7AmlbD/rVCes3+nf2nZdN1emw9qS9ke/U+ZKHbw9c0MfyVQ2R507x5Jr8rqMoAEDCJ7yyjbYpSS2j4+z6htzNfBbBlDnG9sVCoUCp626GCn2zyYLGkRd80p1rODPtYHYzn9tp7JxFOpB2QwFiFo+QYXaC/Wk81UDqvVTHDcFrLQ5ZbSSySSKxWLgDc6JRCIAgLj843meD3Z0n5TWocuvatNant6jurQ6sLrhmOnYWN/L62zCoLq09kF9WLAOzMaUrq4uJJNJ3H333VizZg0ymQwmJiae10xKHaA8jULWpL29HdFoFHfddRdGRkbQ3d2NTCaDRCKBxsbGAD1NIy2Xy3jggQeQSqVw+umno6urC83NzXjiiScCwVWdKOvkb808lHJUBsEiff5WalYnHictg4Q6aHW0rnZpQNKzOew+CDpI3UtD56E0vgUqyorYcWA96qh1j4yyJZVKJZB92azQOikLABkAbTBQoKUZobIadg3bxVbVysz1O7s0ZZcl+DfbYBkbvVaDjDJjFmCwXl1m0SCh1HU4HHws1TI2xWIR0WjUXz7iO5e0DQoOGeDsQVzKAuqhhdpGDepsq2bRClDtvgsu5+jSBPWlIFZtRvXKe5QRtOCVQNuCVS1fbUo/oz1zPtEm7LKwPvmlLJPORQIMXZ7g2Ogc1mBNPev7suw+FUqpVAoAV9ql7sVRkGkBmM5vzj8mO2y7Ak21TwvoLAukc1nBJNtlj7KnTtUXaflqH9ZGdH5oP1lGoVDAzMwM4vE4mpqaMD09jaGhIaRSqYAtPh+lDlCeBqGBJhIJ/0VP999/P+bPn4+enh7npk6biYfDYZx//vno6OjA/v37MTw8jP7+fj94AphjuOqENIjp2rKlOnmtZqtA8NXhFhCxzdyApg5dgyGdjW5us0DKOnHXkxQU1qkB0zIBCj4UjFiwoKJOmsK+0ZG4Ap+2T9fp7XISRUGLDTQuR2THVp20daC2TK1b9aR9tmVpANHrSLWrE2c/NYjZgGPBG68hY8H6aV/KvjHIAIfOT4nH4z4rZ+eKOnMF2Aoq2BZ9MkTrt0twSrlrwLZ65FMYdk5R9N1BruVSuwyjYEjnmmue8loLVlQ/mplruQpMKDwnRBkzZW54Bo5r/qkf03aoz7IbeRVA2ifwdNlP7Z+bZ8PhsO8v1J40CaNYJlmZH4qLtWLf9Ekkuy9P2TkdF7bVleSonStY4VizDDs/lR3jvqJ4PB5I+J7PUgcov4OEw7P7GFKpFLLZLFKpFHbt2oWHHnoIxx13nPNAMc1iNLMol8vYtWtXIHDqWrp1lBTNEAD3aYmsV9utNKgL9atD02yZ3zFDUSdAOlIpYO27dWoA/E2ILFtZDcsu2GxR69FzLxSkKIhQStdmqEpP01GrfpWRUHqb11vAxDFxMSs2W9brbTna31piaWQXKKLYIGUdtNW5tSHLNKju7B4o/a1BVpdrdA2dyw7suy4ZKlBRcKDjqIBD9acBgPOJ46IZLO3T6kczZ5sVH45R4/KFBiRlTTTxUJCi7IsCPS3f6oA2qmOgNqsMBj9jIkHRx3+tbWmCoUBDGSRlqXSesQ/abpbFz7Utuk9DWRpg1l9wM62Wp3NF9zDp2FJsYHd9r+XpPFBQbJlVFS1TgYfaGX2LLuNq3bQfZesIzuLxuP901PNZ6gDltxA6+XQ6jZaWFvT19WHjxo3o6enB5s2bsXr1ap+qBtzvHNEAryBjZGQEyWQSqVQKANDQ0ODXSdEs1k4Qzc40oKpj4OeWQuc9itrtxLV1UbSP/M5mNHqdOi2KtpHt0ezbrg8zq1DmQNugk5v1KbOkToJOlWvAmk3yO7bF6kWDlI6tzdZc+rK6VZ3YvmrQt2Wps3ZlVVqmXm/3CNB+tCxlKJSpswyKzVj1CR0N8LpMZLNGBQgEr3qAobVBBhD7NIUNEDoGahOsywIlHTfXI+cKGFTfbItlyfQay3wqANa9EyyPoE3bpYCa/2v77N4KfqZjoS9c1Me3VQhG7FzhfXbfh25qV//Dazj+XCqzh8TpfjQuAVm2JZVKBZbwFHCRZQDgb5K2yZQFPRZAUP8W4GmypoDC2obWUYsRYZmcf5pU6qPpuvRMiUQiKBQKfv+ezyClDlCOUsLhQ/tMZmZm8Oijj6K3txfZbBZbt27F0qVL52zspKHTCGmgdmkgm82iu7sbnudh7969GB4eRkdHh2+4Svtq9g4EA6AFJBSbvdgs3WYI2lbez2trfWaBiJ2gnJTKlNDJuHSjzozX6Rq7baMtg9eThVJQp/2w96l+GbQ1u1WHZzdHsv/qzC3Vr/Vq5qsZq+pOwYnWr4FMM1IVV8aoywnW2er4sX96ncvBMwjwO2XdFIC72BrXRlLbXu2H2q7OLQVbrqUV6oX0PUGXXftXYKkASJkDFzulunLNQdWfC1BYnWt5dlO9/l1rD4LLvvm4toJDBn+XLdqlNe0Lr2Xb+cJG+8SPMpMzMzN+YLXLdMChJRK2UX2HbthV9kkfhWef9HA5/lZ963KuPdxO7U39GX2OMhqWQa3FdmrSpPeyTutvdb7ZpWQ+hj8xMeGDy+frPpQ6QDlKicfjaG1txdatW7F//37E43H09PT4R2fzuX/dJEaHRXHR9+FwGOPj45iYmEAqlcLExEQgMAJBOt4CDAUnGqB0EiilrWvtCn5cWaEGS6XB+Z0GUd6ne1hUNIirI9c6FYzYTJHtpw4UcGk2p47KPopnz8KotTSiyzOaBWq/7DiyjZpF83tL06tuLP2rVK+Wr46O+rOAS21Ehf9TH7xPA4or4LnKs2DIUtjabjpx7Y+es6HjxjJ1b4QGAVfgt2OpT0LoNbRxAt5IJOKf38HrCVq4RKO6sUsTBNouwKoAlffYeeZiMhRMWmaHfVR/onNYlwZ03KhvZa54L/urzIMFA3bJg9fqBk2Oi27MBQ4t1/Az6p0vK9RkS/0AdcwxCIfDvq6pP5cuVFcs385V6sD6Hpar9s72EfRa8GwZOe2n61qWqb5Wy3UBYNqFAq7p6Wls27YNy5YtqwOUusxKJDJ7XPGGDRvw5JNP4qSTTvInOA1ramoqcDogKVp1OvytxqvLB21tbahWq9i1axfK5bLvrPVEQp3UrsxPRelzOrRam7nYVssGuIKdsjbqJNXBaKaiyyO23VqHdeR01CybzkozPhfFyna5lhd0zEil0nnY19YrSGHd1pnxOldgBA6dTsrMjuNnGSe9R8u04JRC8OZyqixX2QZlkTg+bB/vt8DFdQKujrcFUgpyuNmYOmXGTtFHXe2eA6XVLd2uNq3gRIOsjqVukKXeLFNGfbA99gA2imbSCtQUXKooC2H1Tx3qngu239q07n2y7Av1Yg8l1IREr9V2u14N4WL1dFwVFKgv4m9tk17LMl0gUutnOdSz2oXuEdI5p+3TBEx1pz6IeuB4uR5GAOY+es162R5uribgtnNCx9s+xq/Ag3Xp/dQl20w/yMeybVufb1IHKEchNIYzzjgjcKAXjbVUKs3JuiwqVuZDJyqzuYceegjhcBipVAqTk5NobGwMZI38sY7DZiEuJM7/Laui1yitC7gZELbbsjDaR80idE+L6kMBDXAomKljVHpY+6YT3BUU7LjRQWh/lVbnS9FcdK0uQ9n1etXd4cAK9aUg07IQFmja8rQvtfphWSzN0igKMmzmpQDVOmaCcf2e+lDQafec6HKFK1Pmdy6wRgfNProYQrtnhEsifCGePiJP4fgRQDMTtmyeBiQLxqkv1qlz1AUgLIukNsDydU7aJMaCIL3HshnUnYJrjpsurypI07brWFrAw7ZbVkPvJbBgPcrAKCBSYMby7D4x4NCLInkN66+1rFhrc7z1TQqgFEDaZSrqk7+1HPZD7V6vU72xfSp2PtvfChj5lOeePXuwYsWKQN+ej1IHKEch0WgU2WzWXwPkeSd0orq5SR0uEDQ2DTYWwS9fvhwtLS3Ytm2bv2zEa21ZLI8OUzN7VyavdTFw8FpdTtJDnKxY52mdKIBAe/R/1qs6olB3+vic6tCVUdhApvrl/8w4gEPOkP3VzF2DhS1T6V+7b8iCTy1DnROPjtdMyYJHK7Z+/m2DqnWqroPtqBO2zQWsFPgxiHCM9OkwZnIKOGzWbDNNAhnqXVlGIPgSRAWG7Bv1p+e32PFQe+JeC2VYOPY88ItBSpeZ7HKTXS7R/VDaV10mdI0/71WAofNIXwdAob5cS00W0PFeu19BEwIFQDr2DH4KYpRtYF+0HNqZ7u1S5skyAWwHmSwyxspY2X1pfNqKulDAxPYoQKJuKDqWaiOWjQEOLbNZ9kMTL9U/26Cbsy3bprrTsl2+mW3ikqNlwzm2mzdvRnd3Ny688EKEQiEMDQ09r0+TrQOUIxTuPalWq/jud7+LhQsX+pthNUhoNsTPaNy6FktHxZMTS6UScrkcEokEHn30UUxOTqKtrS2Q1bmkVgav9QFzH0EFgkseGmit4+f3vMZu2LN1uia1Bspa11nQ4mqDBgPttwY7BSkuBkf3ICijpe20zJfNerRc7aMCAKsj1m0pa1fWTYfnovr1M10WsI80KwjSrNoFEC1VrP1g23i9PunEoKf9tcL66NAtSLVtBIIUfSKRQLFYDLAoCozsGHBeWtbIZrHKzLGfrj0urMP1SLPqzoItDYAKiPljgbZ9WohtY39Zpy6Xaf81KdBydT+cZSctKNencNT+1B50yYbXss8K+BWQKSgli0LW2PaTwMXqhO1QQORi3VyJhI4lr1H2zc5dHQN+r+1zMcsq1p+yLNW5ZfXI+o2NjWFiYgKJRMJPUhOJBHbv3o1ly5ahVCphYmIC5XL5ef0ED1AHKEckkUgEuVwOIyMj+MUvfoETTjgB2WzWz+iAuWve/B8IOi79TtkPUrSjo6OIRCJob28PIGtLD1uxyN9OOF7D73RdUz+vxVqoc7DBXCenBR1aHp2/penVGdjHRbV+e4Ity6ylF3UCGhR4H3VkHQj7bgGCa6+MHR/rUClK/2oGZoOm1aUFLcogMVuttZ+I99hHSJXattml3eeg/XUxZwp8bWDXjZbK9rBdmlHq3GBmzjYpI8Trdcx0fjEzV11ocLcBjX2inizg1nEHDgVwfl4rUBHMAIfel+V6XNnWp2CJbdd7bL9dgVDF6pw6UJZSH2NWXXA+KOvIQ/x4Lo1d7iQA1zLtUrCeQaP91n14vMb6LvVzytjYZNDqVIGTZbh0OVKvV2DN+rQNCt7sXFXAa21O9aW2PDExgTVr1qC7uxv79u3D8PAwJiYm/BfHjo2Noa2tDQsWLMDo6KgP8tS/HS6Z/X2Uw58A9VvIhz/84YDjD4VCWLVqlf99oVDAu971LrS0tCCbzeKNb3wjDh48+HQ342mVWCyGxsZG/4yThoYGn47TIKWBwtK9DCyWEeH1pVIJyWQSLS0tgeDpyriAuYCE5TOTYV1KHdeacJrFayCzAY/OmZ9pcFIK3QZmFQ0CNthq8NMJzqejWK46HHVM/OETAhpIGDA0o6Uj1EwMQOBzrVOzRKXLNVBoP/Qzdda17INttctGKpaut4HLshnVatV/qozCYMM9UzpWfELDUtdsv810Wa+2W22JdqPzghuFLeOgumNdDFzMJnk9+5NMJv220N7ZJ75VWueotk/HT8dX9Wr3bjDY2hNYFZgoEOE9+jl1yh8rytbYzxWkcv7pOGnyoDZjwRH7rhtOleFlu1m2AgE9NI9laZvZRt0grYGU+otEIv4yjiYfyqzZBMH2g+OgY2iTH9qyzmf1UzaBUrHzj7ZHO9N5weu13erfdBzpQ5QVy2az2LZtG3bt2oVoNIp8Po8VK1bg1FNPxUknneQfYcEzUBoaGpDP55HP5/0X0iYSCadN/b7KM8KgrFmzBnfcccehSmT99C//8i/xox/9CN/85jeRz+fx7ne/G294wxtwzz33PBNN+Z0lEokgnU7jySefRCaTQUNDQ+AxTQ02FHXQrrVgiu4Z4IQdHx8PZBs6kVwBTR2/qw7X9bxW93toPa5MTPul1KgyA661V20X15t1+UXr43q2sjvWgepkt0yP1qcb7Vz7RjRr10yM11iQpNe5mCnLkmnwdunXZsa6D8Y6M3utsju16lJxMVKqK3sP69H1fQ3mHCttjwXoahcuXVkQoG1VEEiQwTnHPUUErtSBZu2hUCjwnW5idS2b6Zha1tAGLGWZ2F5+roFH+22ZFOAQUNdHjF1joGXb9lCXujmUwd22j+XYpWdtj30CiKJPzCnIAOa+DdvOffu5LldFIhF/c7qCT8tMqQ9RH6P90T7qb7VLO0epM9ovbUzHTEGby274nWU/a81bV7zgI8/RaBTj4+P+AXVDQ0M4ePAg4vE4GhoasHbtWt+HbtmyBe3t7SiXyxgZGUEkEsGCBQtQrVYxNjaG6enpOcucv4/yjACUaDSKzs7OOZ+Pjo7ii1/8Ir72ta/h3HPPBQDcfPPNOO6443D//ffjjDPOeCaa8ztJOBxGOp1GoVAIsAR285oaqzIfFN1kqJSnBsmJiQmEw+EANc42uECDpYH1c+vglFLU9tLp6MSvVZcFYZo1sB7+r3XxPmZeFrS5Jj/LKRaLcza3smybgWrAU0epbdLArBng4Sh1e60GAXXQrjFRp6hOj06RfVJQZsWOh7ZBwYq93zpXS/Xb8dL77JKI2qDdS6VPJqnOVa98FJNlMOjxySD72K4GdQ2Q2g5udgUQeBRfQa3aNvvD4GbBvW74VNHyyK4pc0jd8lRjy15YXWg5Or46L6yulelSG7agwoIHnbdq0wog9RwNAjsFpJZhsABZHxSg6JxRGyLjQLBB/av92aCqCQFtSJeDFJyznYdLDC14tvqzuuc9alMWBLoSA4oyveqLVc8EUqlUCo8++iiWLVuGbDaLsbEx/9rx8XHs2rULw8PDKBQK2Lt3rz93pqamsGPHDgCzT5nm83mMjo5ienraZ7J+H+UZAShbtmxBd3c3kskkzjzzTFx33XVYuHAhHnroIZTLZZx//vn+tatWrcLChQtx33331QQoxWLR390MAGNjY89Es+eIgoWZmRkkk0n/c6JeYO5Sh7IEOtG5RGIzcKUtNZi4lnRsmXpmBw3eZtpsIzD3EVZlM1wZjzpPvQcI0ts26KlYtofXKoNjKXher8GXzlczQOsUbJbFe9Q5aBbOcXOxFq7sWftun0DQYKfLdKpn3mvBneqpltjMUgOFixHg0oL2S+/lZ9ZB07b5HfWhGaZm1MDcTJqOk+3gOFjWy2bG2iZlB/g5f3SJTdkI+9ivtR220aVr3SCqNmgfxXZlxwoU2HZdlrR61v669rJoENOx0wxc+6RtsaCM46YHnmkSpI8nW7ZDfZSyLzqO+lSUDfz6ZKPqz7aX96uQQWWbFZizTa4DyvQJMc59nX/69mbLSKnNKCC2/sCyxao7W6bqQ3Whtsn+x2IxdHR0oL29HdVqFePj48hms9i/fz82btyIxsZGdHV1IZvNBp5wikajKBQKGB8fx913342FCxdiyZIlSKfTPqPy+8imPO0A5fTTT8eXvvQlrFy5EgcOHMBHPvIRnH322diwYQN6e3sRj8fR2NgYuKejowO9vb01y7zuuuvwkY985Olu6lNKODx7/PzU1BR6e3uxevXqwPKGGqN9DNMyKPoUgk4ylqPIXQ+5Ag69HdWCAb3XNTHoYGwGQ7EHkvFvV3DW4KsBRNvBzy3ocbEWlpGoBRQs5Wz3fmjfdIOnXY6xewlYlmU6tG6lfpl16zjb4GmXXfQNuxwH6saeucI+aL8VCLiEa+G2/byPG0z1sDyOlWaRVp8KjlWvyrjwfgZXOlgFZPxb2RHNwDUA22xSQRL1rvqzdqQH+dlx1YCo7VIGgIFWEwH2U5f+lLnQuUhAwmvsY/q1QKTLVtlWtUNtv9qcAgZumlSh3hUE6UZ+V4C2rCrbaJkHIPjmYS5TE+jRfqwt6Fxgu3TuUvdc3rNPDVK/+nJSBRLaV00EeJ/9nOWqDlTHFhjzPk2o1Ma0TJvUqbjmZCKRwMTEBO6//34sW7YM6XQapVIJnZ2dSCQSmJ6eDjx+rfYfi8XQ1taGhoYG9PX14Z577kFraytWrlyJcDiMycnJ3zuQ8rQDlFe/+tX+32vXrsXpp5+Onp4e/Od//qf/AryjlQ984AO4+uqr/f/HxsawYMGC37mth5NwOIxEIoFQKITt27f79SlTwQmlAUB3wttMgZlZMpn0nZyCEw3IOvGB4PHsruxPad3DTRYNXgwsNsvU9rJuBRH8TsvgZ+yDOgnNqpVN0czBskPKrNTqK/+2rJE6d4pliDTY2bJc/9sMVrNXrVsZBbv0octANhtzgUIbtOxnyjwxiFtABwQzZNZjlyI4DhoQlC3ibwWelpHR65SF0CfdbLsZrBScKCPJ7FCBn5ZjGSVl3ShqiwqubJC085VAUsGta4+R6lXbqXZpx1D1rjZvA6ouD3BZQ/WloMLFXroCo9av9qDjZFkmAgYGR46d+gSW4Vpeoa6VcYjFYigWi3OW5Pib46ubcpkgFAqFQFlWF66+2rG1der3lFoBXRMu9dsWTNr6bALmmt/JZNLfNMv+E2DMzMz4cZQ+RnXF/Tzz589HqVTCjh07kE6nsWTJEgCzTwo9FVP7XJJn/DHjxsZGrFixAlu3bsUFF1yAUqmEkZGRAIty8OBB554VSiKR8B9ve7YkEokgn89jamoK/f39WL58OYBDtCUnMR2XZQrU8WkgJuhRFgYI7l3RwKDZtK2DosGGTsBex8miTkMBkGZTLE/r5ee8j05SGZBagVbLtUFchcFDA4MdE9WN6sSCNwtO1GlqkLFryRq41Fmqc7G60n7aR2trZZ7quKzerQ51M7UCFA0M1ga0DtWD/d9FW1sAGAqFAptU2UbNrJWV0L8t4NOxctWrLIGCLrUNIMhY2WyYgJpl1Nobwb4xAPJ6zk/amwUnnnfo9RWsh/rRfWkK5uw4qtDWtY/Wzrk/xiZAtB+7b419tbq1AJB16IGGusGYOlFGjn1juXYztWWtLKhm+6enpwPLNLQn9t8+iUeApvOAiZKdG8qYWNCo+lE7sABV9VaLCVHfYsU1/3TsXL4yFJo996e3txdTU1NIp9Mol8tIp9Nobm5GX1+fDxZ5vQI4zsdoNIpEIoHjjjsOmzZtQigU+r0EKU/7Y8ZWJiYmsG3bNnR1deGUU05BLBbDnXfe6X+/efNm7N69G2eeeeYz3ZQjlkgkgkwmg2g0it27d2PevHm+47LHsSsDAASDAA1XKdxqdfaRYg14dlLpRKcxa4BT5wIEGRo6df7WQG+zZrspTwObDWY6UfU7V4ZS6zMuSVCHNljQCbHdCmRUX+owNFtXh8MfZhSWiVKmSoEOJ7gGJOu8dG8Q9U7RDWnsk3VqtBmOkT6GqftibIZG52YBiGbr+uhjrexR+2EzfT2MjD9qx6pba6e12mTFZqwKOnhwIcFMqVRCuVz2H38meOWmWxs41K6sTfBRZQUC7Js+BuzKcvXHsqPFYtHXuY6P9tVm2iqWqaRt6DJWuVz29+EpK6G+SNlcghMXM6FMhF0y1YSF9st+kh1RwK1zhG3TOth+y0bqRlmXr9E20CdYRofC5XPLUPC6WsyS9XfKZmlf1OZdjNThWCreoyyPCwhZn9rS0oLGxkZ/2YxgRUEi54j6fAXYtJdVq1Zh7969ePjhh/3jPVxtfi7K086gXHPNNbjooovQ09OD/fv349prr0UkEsFb3vIW5PN5vOMd78DVV1+N5uZm5HI5vOc978GZZ575nHqCJxaLoampCd/61rewdOlS5HI5JzgB5u49AYLHKVPU6fJ/nbAEJroZjKIUtEXelmVRlsMGdW0LP3PtT7HOh9dyMti+2uBksxbNNl2b2qxDYL/0LIZqtYp4PD5nY5vNkNk2Zbi0/apX1Z+yKrZv6sipW9UXryEoYKDRDX62Ph0j6yzVUbqYCdsH1b2Om+q1ls5cwMLqkqJnf6jNMeC7aG5ea5kzshDAocdvCToU/GjADIVC/vtYdJ8J28i9QlyG0PmiG2lt/apzyz7qfGI7NAjY5Sgb5HgPA7tL9Iwa15hXKpUAeNExtgyg1qM+Q5lZBTgsQ+3EjpsN/gR52mY92I2f6UFixWJxDsOnetU9KGonvN4mFBQme9S9Tdzoi9VWdE7rtcoKulhAG9RrMZXaL4rquhZ7Qf2Fw2FMTU3hZz/7GY477jg0NzejWq1iaGjIB2y2DdpfPSSvUCggmUxixYoV2LJlC7Zv347FixcD+P1gUp52gLJ371685S1vweDgINra2nDWWWfh/vvvR1tbGwDgs5/9LMLhMN74xjeiWCziwgsvxOc+97mnuxm/tUQis+eehEIhdHZ2orm5GZFIxM+SLEjQrIhIWfd2aBbMgKcOXQOobryrxXRQtH7NEHQyWRBDUYdlJzXr088VlOjkVWrUBkgbFNnnWuDHFUD1iQxuOrRAyy676Jo9P7dUsQY91ZnWz/KtU7dyOOfkYhe0vXbpQbM4W77akwYbl9ggZ9uo92t5mpFbhkQDnQUnCsiVXbH7OjSY6lywNsT7CCosK2KXlayudbmCgd21qdXq1zUXGGTtnNBEIhwOz3k8V3VdSxQE2DHSPRvUsbIZrizcjpcFHhYE6xiz/QTUChLUJni/Mhpsp+510v0snPcK5Gkz6hNYXiwWmzOGrnnoeZ6ftFBs4kBhGS7/45qfqlP2iXW6vrf1q2+xzIsL2FgfPjMzgxNOOAHt7e0YGxtDIpFAU1OTf+YJ3zVlwT/byO+mp6d9PS1evBjbt29HsVjEcccdB8/zMDk5+ZwGKU87QPnGN75x2O+TySRuuukm3HTTTU931b+zhMOzNHAmk8Ftt92GxYsXB563VwfEzziZ9ZXbFKUH6WCscwCCdLt1LrZ9FqRoIHKJBSd08Pq/yznaYKR9ohypYavD0MzXlbHxettOfZ+IBkH+Dxz+UCXqSgGMBZcswy7taEC3ZSqgcGV/KjYYa7B2sQ+2PldQqtUuDXwKVG2QVmBSi11igLLHjwPBQxjtcgLrYYDVTamW4eN1ur9LM30L1MrlcoDRYZka8LRsnXMu+9AsvFb268qgFXhZEGDnpH0sVv0D73GBUwvWLIupov7DsoNapvZBgzbnPn0VfZvakrIVCkQVjGt7yK6QwWI/FDQoEOMYWoaOZbGtypDqOOrfemaN9ZUuRlXHxQIwnUdWl8rK2HngSjrVT6jO2b9kMon58+cjHA5jeHjYnxfcMJvJZHydURfq/9SHcaknGo1i4cKF2Lt3Lx555BGcfPLJqFarmJ6efs6ClPq7eEQikQiy2az/qFZDQ4P/HZ2aAgcarT7yBhxyTqQ+KfYNsbrpzoX6+R2N22bd9jrLbLjAh63D1uvKMvU6Wycno2ZUStfq5FTnTEDHelzBl+2qFZDpQOm0KYdjiKz+NLNjfxSA0gGzv9pedTIuxssGLJspWt26HK4GMLs8ZoOipcFdGaSCLi4d8F4FBgoCdV+KMn/6VAmAwMY9HTedAxpgVa/Wuauetb/si31hnupXlxssyFHgq21U6l1tybXJlP9ru1zzUtuuINTFsug8dM0B3qdl1/pc261i61AGS9kP2qHOXU0klNEgsGOdHDMyoKp3ZYL4vfafS0eaDKq98Y3WCtzYZh1r7a8FuqpzBS6WpbZJYq0kjfp0gQ/rR3Qsre1bWwmHw3j00UexaNEipFIpTExMYN68eWhoaMDmzZsxOTnpM/0ugAwgAGrZjkgkgkWLFuHJJ5/E4OAg8vl8YL/Kc01+P3bKPAsSiUTQ3NyMsbExfP/738e8efP8IGqXY4BDgcNurFNjtPtTNLDpo3o2a6LD0/tqZUwUCya0vZZW1yze9ke/5+ea6WnA5Oe6oVXr06xXGRAg+P4Vbb+22bJIrJub5hQ0KhuiZbqyXjte1gnbpRfN8JRNUz2pQ7W/1flRX+rUrB7oMNVmajFk2i9rA2pbHHsFxy4mSYGLKxjoJkkL6jTDVZDOfmsdCm7Vvjk+Or6ql2q1ilQqFdhISkCim1S1jRZAavDh9fZcCfaV42UBMfuoZaru7dhYMK+gzy7tWlDFa9QX6Xesj5utLXNGsZtVdc+UtgsI7ouhnWgfqAu790RZC33iyPodBQ52OUgDKuvgWPJ+nZccJws0bEJgQYYuM9rvlZ2wS8s6rgrcFcyyvZr8uER1o23j0zuJRAKNjY3+Mfi9vb0+40HdaEJgmbtIJBJgwKjDFStW4Be/+AVGR0eRy+WcjP1zQeoA5X8kFouhpaUFjzzyCBobG5HJZALOQycpcIi65IS2DIBdL6YzDYfDgY16OlEsOGBZSm/aAKuiBqqBVp2eZtlaRq3skPeow+MEVCdTqx0WgLgmPdunerAUr72PGbweeGYdBQOtPjVEsZOaTAH7pYGa2Z46HgsqXCDQOgxtJwOfZXDYB7tfybVmbgGYdYw6TnzyRbNmBUw8e4Hjx76rvdBmLIulmS77SZCgwdWus1s758F2LqcPwF/Wse234IEbJ5UhUmbAtkEDC8eBgFrHWuefZSg0sOp4WBuzc0SvtYBVx8fqTuciv6e+6C94bomKzkObTBFcWEDnsjeOL+eW7hfTec82KIvC+9gXZVVskOcyHu/VzcJqj0yCLFNRi7VkeapL1YcL4KmoH+C9Oj7aNr22Vrk2AYrFYshkMtiyZQump6fR3NyMqakprFq1yt8/oucs6Ty1R1hou3Tv1KpVq3Dw4EHk83n/pZvPNXnutegYCNmTRx99FPl8Ho2Njf5kUKPViavZj6s8DbYqnJz2+GllV2qBEDVgl1iAY8WVuVI4qWzw5XeWIbBA6nB7LliX/VFAoNmjBlmrB51kLFeBgLbPZhVWN3Sa6jgsa0VHo86GTk/HXp04gSvH1hXQtS7LLNkyrdNnuy3Fz/ZpQFPgoE7cskwaDPU+qwf2yTJgah/UsVLvNgArm6MshdqMBfvcB0MnrOBTy1L7s9m/glcNclqnJiXspwXjOh76v7UVHT+1O9WBC/hwPPQlelqGPoqv85L3kE3RgG/L0bkwMzMTeLeRbateqwHXsiguO1A2RjesE9joI89sq4I7XssyXaBddaY6st/bfinAcPkk1R3FMmIs2wUIDpfIWEa7Uqn4j9VXq1U0NzcDAB577DHMzMygqakJo6OjGBgY8E+FtQyjJjrsl7Ju+hbmXC6H4eFh7N27F83Nzc6zdI61vOABSjgcRiqVQmNjI/bt24fm5uZAsAEOOQ1moEDwvAtF4moowNwskxOUTtkCAg3KNvAyICqQoYPTDN/FgChjYbMMe6323TI7CgiUdq6lW/3NLJ4/6lC0LJZdLBYD1ytlz0nmWo7hJA2FQv45AqScLQBQh2xZAm2nglTriFWP9vwRyw6pPiyL5rIZXu8Cndou6kwBiHXuen6C2jbvVdvUsbFAQQGPsjXaJ36n46GnjKruwuFDh3LpPOB9avdaL//WgGb7Z5kpZQxsQLP6dgUgvcZ+r8BMwYmLBdH2shxrn9Sn9l/tyJUYUJecP9ZWWZeyv2oHFoS72FP6E9WTgkHd7KnLV2ovLIvl6sMG3Eysj+vrWUYWaNj+2/li7dheT9E5qPqwYvVRi2Gy7KbagPXJ7Keyh9VqFW1tbUgmk1i/fr1/eu7ixYuRy+X8NxZTNNnQJJBnC+mY0G4WL16MdevW+ftRnmtLPS94gBKPx5HNZtHX14fu7m4fhKhzVBBA0ayNoo5dkT4DgDpfZowuWpIBxtL/GuxsQNNzH6wj06xaJ6lF+LUmo3VaKkr567KEZTl0bbtcLmNqagrFYhFTU1OYnJzE1NQUxsfHMTw8jMHBQQwPD6NSqaC/v9/fwMVH6xjsNODajESBk82ktG/sA9tvdWgDAkUDsw10Gogtc8B7NYDaQOVyerrnQoGajp8NwnacDseMWRu0QYFtoZ7sHhAFCVqHvV/1ZN8FxfsV1DDIar3W8dcCdixH9zAoqFcQruMZjUYRj8cDG3F1fLRubZPOUc1cVXfaLjsXD8eMUvQatTNKqVQKMEBW7/QrBOw6Nslkcs5BeS6w6wrcyqbYOaOfqY7YdraD9sZD+Swr42IitE2qY7tEqX5Kx83OSepFbelwwMYmDsq2Wbt0sYPKxFjQys9bWlpQrVaxf/9+zMzMvrQ2m82iWCzO2StkmTbtu4IvfXHt6tWr8Zvf/AZNTU3PORblBf0UTyQSQUdHBx566CGUSiU0NTUhnU77wY2Dz8Oh1KjolGkUGnCUJqdwQtJYLDUHBAOgvmhOy9dsxIoaIg1cg65m+zYg1ULO1onav23W6lpHZtuZ1RUKBQCHjk0vlUro6enB9PQ0JiYmkEql0NHRgTPOOAOf+tSncPzxx2NsbAxNTU2BzJS6oH7suRmqe93TYp2F/uZ1HD+9hw7E9l0dDK+zzlSdqNZt9apjoUsSmhnxO63jcJmPtlnBl9ZhdaHMlrbXZoYsw5XJ8jsNTHTgoVAo4FwZLOy8soyYBdNarwY/V7KgY2XZRAp1o4zO4QLU4TJs3svyKK5lPJt5Hw68kCWpxarpxn19c6+WocyGAjYFBi67ou9T+1MAqUGQbVUwzfrYVpZjD81jG+18sbpxMTMqumSmOrJ2oPZkAZD6DhWXXdi6ajExLuDKcda2Eew0NTX5p8DydQoE8MlkMvAIu9Wpjr1umFW/2dzcjP7+fv+3zs1jKS9ogBKLxZBOpzE9PY3W1lY0NDTA8zx/k121Wg1Q/OrkgeDucxogr9cM3Boev3eBBRsgXFlVLcZFJ1etZRc95ZWiAVUnUy0nbtulAET/V9aFjEk+n0epVMKJJ56Ivr4+n9JtbGzEzMwMlixZglBo9oChRx99FK973evQ3t6Ohx9+GPv370dPTw8ikYi/iVHHxAVMNKBr2/iZOksbOFgmx9dm7lY3CoS0DLsPxOpGM0Rlcyi6n0TrVjtTe3Jlb/Y79kc32mn/6MD4twtQWaCl16o+XXZkl0vUGdMebdDQw7usXqkH3YPEenQ+KCuqgZ//E/DqfNe22b7ahMGCQW4QtffZcbR7dayuNPlQ5tAFXHVJWoOrZRHYb20T9ayAn/fZlz7yeu2zi8HTvnFsrQ+ye2/svObfdh5rssGxsGNvQZ/aAsdWwRXLt0yPawxd+rD2rnNZ97Txep3f2n9tX1NTE7Zv3479+/dj9erVWLFiBZqbm7F582ZMTU2hoaEhwAhRz669aPF43Lch/m5vb8eGDRtw6qmnoqWlBQMDA879lc+2vGABSiQSQXt7O37zm98gk8n4B9/oEx8MOIqCORksU6DOi9+7smV+b2lemxnYjIn3WdpVqdhaYuvQYGgDrZbrEs1IbZZnAzidabFYRF9fH3K5HFpaWtDU1ISxsTH/Me5CoYCBgQF/XLTsRCKB0dFRnHfeebjtttswPj6OxsbGwCTW7N/VJyu6OZIOQLNBZUJYLstjfRbouMQ6IZcz1Ta6goyOSa1MXpkDjqurTYdzlOpUXQFU66tWDy1Z6tKnbijVp2AUAPN6a7uWedL5oyyZBVua6VtwovZudaW61es0Cz0cIFXb0fFTNsECPluW2rkNSC7Wi/1VvVo7cAEbBTSqF+qZwnGrVqsBRsP6Nn6ueq+VFLnmgAIEnW9sG/urS4Bq16o/OxdtndperUdZBgUwNkFQ0GMT1VrsjQXwtXyp/U59H+uifYdCIf+QtU2bNgGYBRXxeBwbNmxAsVj0l+e0H8qEKLulQBcA0uk0Wltbcffdd+Pcc89FNpvF2NjYYePKsyEvWICSSCSQzWYxMjKCzs5O3wh0AuimJSD4FI86QrImwNxNZLxWjYZiHZR1LnbiacbNCc8ytd02yFtETiEAczFEFtmrM6jlEDiZed/MzIy/v6RcLuPEE0/E+Pg4RkdHA2+QVbFOrlgsIhwO4+GHH8bpp5+OH/zgB0ilUnMcQq1Mnv3R9gHwD9ezDIPqVD+3DIc6H5vh6VKeBnkNZjoW1pFZ4KVOiuPGYOgaV7ZT+6+2YAOKPklmHZwGNWbUymToEgwwO68UKOgjsDY48HPdi6C6tDahgVoDsgsYqx61H8yWVUdWXxq8dHwsY6PLsBQF7/q32gn7be1H28N7NBhbcKLlWTtQcOJicFyB2tqhzkUtQxkaBlFXECbrQtvhawO0PIJVu29DbcD6RmtfmjTZ8aB+NGFSG1MwqCDaJl/qF2wfbYKk4vK52jedh3bOsm6eHhuJRDB//nzs378fmzZtQiwWQ0NDA4rFIiKRCBKJBKLRqL8CYJfItE72nQCmUCigqakJ1WoVP/7xj3HppZdienr6mB/g9oLcJBuLxdDV1YV169Yhl8shmUwCOHTapivT0AkBHAIEejgSA4G+3VQ3XLmyN/5W52CvUaO3iN1OVAYgmwXbcil2J7lmsLaNvEadkWbA6kgqlQomJycBAG1tbbjgggswODiI/v5+H5wweHFDZi2hLkulEsbHxzEwMBBwLrbtHBvrLKx+LWCw2ZNmTnQQuuRXizlhXfpbA7EFDGo/Wpd12roh1aUj9ludkQu4adC2G4gVZNp6NPtVwMIy7SOaFgBTD2RXLIjT/8PhQ0/2qNRi8OwSgdqFPuHG/WSsT3WuOlMgp8txWh7LUH2wHAY0u8yl5WpdykRpZmuTG/VB2ncFMOxXLdbNJhJ2nJVRsO1RcKmJGPtsWToF0wQslgmJxWKIx+P+mSeaCLEviUQCiUTCufSpY6kbQK2Ore/UOiyotIDUtfmU+rVspC3figuEqW61zayHscTzPHR1daFSqeD+++9HpVLB8uXL/Q2ztA/1h9b3qy3zxZqe56FQKCCXyyGbzfp/12J/ni15wTEokUgELS0tAICHHnoIr3jFK3yjtpNChROagINOQgewVCoFDJ4TGThkcIfLwO2eBIoGORWd5IB7tzjbaNkA/rZgzDotzdpZp908yD5rwKtWq+jv78drXvMajI+PY8+ePSgUCgiHw/6jvwR4wCwVmU6nAzvv9byYQqGAyclJXHHFFfjOd76DXC6HTCYzJytw0bGuDILt1vVYO5EtCNENnK6slGOo2ajNfO0Yqs3ZjYX822bZdPZ2b4odK/2Moiyggm3bH+uYXHsLLDNg/wcQ2OPCDFaXQdgOZtrKvlHUnl3tVCpcAQzr0PHnWHC+65xTfSnw1sDqAkfaDl6vAY+iyyHaf53fNhnRMpTVsbqxy1su3enY2HFifdRJpXLoqHrVq924zPYTXBSLxTnzzbXXyo6L53kYGRkBMOtHdRkwHA4jmUz6T/ERaGqZ/Ntu7qUftkwAfZ31Ebr52AXuWaZ+r/VSFCTXAoqWcdF7eJ+yWawjFouho6MDBw4cwEMPPYTzzjsPAwMD/l4UjqMCQ1eiyjbpKwYqlQpaW1uxdetWrF69GlNTU8f0XT0vKAYlHA77G2HvvPNOnHrqqahWDx3Dro7e9VSEOmlu7uT1fLyP/7M+G+hdjlazUXuvRdjaFruZj+JC7fxcy7VIXx8HpNO3Bs7P7JksNtufnp7G5OQkRkZGMDQ0hFKphHg8jqamJoTDYXR2dmJwcBCRyOxjhf39/WhtbUU6nUY2m/Xpy1wu57d/YGAAQ0ND+MM//EPs2rXL2Xeb5Wu/6fTssoLVjzoe2gVBrD4Wblkjl2jWVmssXSwZzzTRp2g0W6McLqjRQdkMT3WjYp1qLZ3Y62z9vE9BuotxUNZR22fpdds2mxla5sXqh+2hPu0L5HROahv4vz3bphYroWyJDWYKLBhkdE5RT2yXghednwp+9DrVh83Q9TplRSwDxcRLQbRlRtQWeA8DHJcWLOtHUb1r22ZmZtDX14dCoYC2tjYMDg5icnISiUQC1WoVExMTGBsbw9DQEMbHx+c8YaJ9s+0l6FD7IsiyIE3/Zhk2DlCXFgAp+NLyrP3qHHaxsJpcKdNk6wuHw+jq6kJfXx/6+vrQ0dGBQqHgL6NZsFNL1FewzubmZgwMDGDdunXI5/PHlEV5QTEo4XAYra2tuOOOO9DQ0IBUKjXn0SyL/vmdOl4yAPxcJzdFB72WaCDVyQMEz+Rw0YvaVlc25HL2tdaKKdaxKqCx5Wnmo22tVqsYGRnB9PQ0VqxYgampKVQqFaTTaaTTaUSjUTzyyCOIRCLYsmWL/0gbnc709DTi8Tj6+/uxatUqNDU1IZVK+W/07O/vR2dnJ8LhMMbHx5HNZv32qI7sDnSbHao+bKZiGS3XGNrMVHVc63vNdGkvNhvXTNyVEWt/LFNnnZi9xrJDKqoHtSedC3rWjgqDp9W7BjKt17UnhfVWKpXA3g4XE2H7wHE93HzTIEWHrzq2zIIFOjY7do1FLQBq2RVlYQ7HCGm9bLP2oRYzStEgrXrUtupvvkbAglkgOC8s66t2ZvXEOabMhGWQJiYmEI1GsXbtWuTzeVSrVWQyGXR3d2PPnj1IJBLYs2cPAGBkZASxWMzfd5HJZPx6WCbHzoJo1m/3DKreXICcvxUs1rIN64/t2Kgf1X0tCr5d+tRyyuWy7zu6urowODiIrq4uJJNJjIyMoKmpyWebOHYsw8XaWGYwHA5j8eLFeOCBB3DyySf7QPFYsCgvKICSyWQwNTWFzs5O53P3HCSuy1GISjUT5/WcuDTKWvQgRY1OM2OKdcZ2LdVujNWMxE6CWuK6x/5t22/pWYpuOgRmnc309DRWr16NTCaDoaEhZLNZn2Z94IEHkM/nsX//fqxZsyYAcCYmJhCLxVAul9HY2Ijt27fD8zyce+65/v1TU1Po6+vDypUrsXfvXv/xOurCsgXUL7/Tcdcsj/fY5R7rsOxShx5F7gKStYKmgh8NOsreab0uIGrBgqXfFURbnbicqLaHfyug0HpU1PZ1KYD91OsVlGkWqyyGfqegulbyYPfLWKCl81sPaFNwaNmZWqBIqfLDzRcLBj3Pm3M0vWujbC2x89T2TcUFRmv5pcOxSK66a20WPVybOZ7qnzhmY2Nj8DwPL33pS7F7927s2LED6XQaY2Nj6OvrQzKZRKlUQldXF7LZLAYGBhCNRrFt2zZkMhkMDAz4p39bn+YaK01EVAd2vC3IV9CqfsEFCg/Hting0PLtEpErEdD6OS/i8Th+85vf4OUvfznOOecc3HXXXf6TjurXFKTZeUcAyfLZ/iVLlmB6ehqZTMb5GoRnQ14QSzzhcBi5XA5tbW3Yvn07xsbGkEgk5gAFXsvPgLmbBnXtk+9NcFF8rgkD1N4gpXUCh05CVMPSzX7c62A35qnDofGpA1fG53CAxmYfaswqmu2XSiUMDQ3hJS95CeLxOAYGBtDQ0IDp6Wns3r0bmzZtQmdnJ9ra2tDY2OjrgEtL+Xwe+XweLS0taG1tRXd3N+LxOP7rv/7LP9ytra0NExMTeNGLXuSzKgrYVLe6cVgdML+3oEOXszQj5/haEKLMiGvs1b70Oy4PqpNSG1BGgPUqJe+yAd5rN+Pa5RUFETrGtWxBnafNrJV61oCrfbWAi+2Kx+OB4+Y1c69Wq3OYGDtH7b4GdfT6mQ2uWh+FS3/cH1MLtFh2S8vXNqkN8H495pxtVTuzOrX3uxgXa492OYL6sKL2w3K4pMh6dZ5r+bUCJ8dJx4T3KSikjXBMp6amMDo6ipmZGX8PytTUlD/fC4WCvzF+165d/hxdtWoVTjjhBIRCIfT29vogiGLH6HCgQftgx5x/6zjZcdcx06V3Vyyw7bOMlR1/va/W/iUm3MViEWvXrvUTOQvobaKiPkrBDHWcz+dx//33Y3p6Gul0ek4fng15QQAUvqlxZGQEvb29aG9vD0wSddy6T4EDou8yoHPjWjbFOlAX+KFY0KCiVBsNkkEtFJpdR+d+F2ULXIGF5bmCpZ20royCf1tWQsGbOsHR0VEkk0lMTk5ibGwM+XweAwMDePTRR1Eul9HR0eEvyWhZROeqK8+bZbLmz5+PefPm4cknn8SGDRswPj6O7u5u9Pf3o6mpCcVicU5Wqn1XfSsdrfq2gcAGbo63Bn7dKa8UqnVYvN6CRQU1tC0LinQsXdmyBV12fPXdPHq9lmn1Q8CjrJQ+neNiFRTcWIZJ7cZSzbb9dkOmLgtYkK/OW18gaAGUBh4XSFVGzY4hP9Oxsbqz46T3W9ZC925xTmv7qHvagAXT/EztSsGmtXs7h60dKOBi25lJ1/JPLn+mY6MPD1hGTfdTsa7x8XEsWbLEPweplrCNk5OTGBgYwPDwMHbt2oXTTz8d0WgUIyMjTuZI/buK9k11bZkq4NCBd7osaAGq2oTOGVu+FbVl9UMWBNk2s0/cbvDwww+jv7/ff13LxMSEnzyzHi3bJpvqe+g7uA+wt7cXzc3Nzrn/TMvzHqCEw2G0t7dj3bp1WL9+PRYtWhR4UkCDjoIPi2KVArTgRAOQBhjeY43BBgr7uQ1ofMphcnISk5OTGB0dxeTkJCYmJlAoFAJZCctUFG+zauvY7OSxewZUbEZMPRWLRYyOjiKXyyEWi/lAZP369Zg/fz5aWlqQSCT88hVgaQZH3WpwzeVy6OjoQGNjI+6880709fVh0aJF/rkqwNzsjuNog6XVtd0QqGCHfVTnUUvHFpiwLI6fBUGujEkBj92LZO2GdWsf9VrLBCh7oAGK42/ngo611muZFwJ5Bfy2Ldpv3sfxZXZKloFB2y6XKcti9xvo3HIxGayTetFgSTtRxs2CR5ZBneocsGyNBWs6XpbN4L2qP+rG2ofqX0XnMMtSW9PvLIuhTya5Arjai7JTum+Pv0OhQwer2SVg1Zv2Z2xsDO3t7ejq6sLo6CishMNhf+9aNptFOp1GJpMJHEh28OBBnH322ahUKpiYmAjoTXWkAIP2UAuAaXKoQK1WQuhi6lygw9U/tsvOKZfo+GlbcrkcotEo1q1b5+uDJ6QraFJbsEtKbA9tEID/3p90Oo1QKHRMNsy+IAAKH1FrbGwMnE7I8zh0gro2p+nOaA6uBgW7SZT3u5AvxTos14RiRkVwUi6X0dDQgLa2Nt8ox8fH/cd3bdZmsy6Wpz9WdCJZx6jOxU7cgwcP+qBhenoaIyMj2L17NxYtWuQvp9GRKYPDzzTYV6tV/ywDgpZYLIZ8Po+TTz4Zd955J4aGhrBhwwZ/8igTwfG1GaMFW4cLbAwUqhObnWk9lrJVvWl5+mSOBQgupkODhAWUWp8NKBwfCxRcdLfq3QIbzwu+hVjL1TKsjSuYUCaQ32k91llyw7QCAQs+LeOhjt41zgp6lK2zQNACTx07bacr82VdbGOt4KTlUtTWtXwNdq6AYvtrbV3nf60xIzjTPts2Ktjh/+rjrN2rTerYaSAeHR1FT08PSqVS4DFgJjjcWxKLxZBKpXxWtb29HdPT074P45kdExMTAZCmc4I6tgypBQjqM3XDrWVma42/HWdrLzp2nG+65G5txYIfC2So9+bmZiSTSfzqV79CLBbDi170Ir/PjCWcTwpSXAmY+pBkMonBwUGsX78eyWTSPzPs2ZLnPUBJpVKoVCr+M+J0SjyzBHBvHFPKS/+no7LGT0Pm3y4alJPDhaZt/SyDh5MBs0cbc8mjtbUVK1eu9B8v4yN+QPDkRK3f/tAZWidoN76q2EkHzC7tpFIpnHrqqdi7dy8aGxvx61//2s+KqDfWqc7Xrpuz/3YJhdlMKpXCCSecgO9973tYu3ZtIANmXQqG1Dmx/axDf1umS5dKbFlWHyrMznXZQfcSuYKTpXRd+lC6WEUzQzq6SCTi73NRB2jLtOBHlzI0m7JZXa2ASz26lnosuLVggvdxHwQzchvkeZ2Oj46XS1yAz7IvhytH7c/2Wfti550r4PAetSW7J0wDimVmNDDadtsERefXU2W+2mY75sry2L5rG+lPyJZYW1CQQh+cyWQC7Ekmk0Eul0M8HkcymcTGjRuxd+9e7Ny5E1u3bsXWrVtRqVSwf/9+PP7448jn835bAGB8fHwOiLa+zjJdqi8dI3uvBSYq+pkyxJYN0etcY+ICc5qE2Pt0vFpaWpDP5/HLX/4SExMT/qGE1IeCFN6r5aitars7OzsxOjqKxx9/HC0tLc8qi/K8BiiRyOyhbNu3b/fpKZ3Y1tB0UHQQNVMhONFAY7NLVxZjy6RYB6ZOoFgsYmxsDKFQCE1NTUgmkxgaGsLu3bsxPDyMyclJzJ8/H8lkEqOjo4GlHuvcNEOmw9AJpZmWBTc2sNrlIq4j79mzxz/eft68ef7r27VvSqPr59ZR6NjQyemhXwsWLMBLX/pSTE1NzRlDG3jtMg77YfVj2QMX86IZuxUN6rr3g99pYNLg6gI/tg8MWq6NmGozFkzrZ64A6wJF2jati/q1yy9ajh1bZsAaKO1nyqSxrfaJF22P66RMtsE6XQZGOmjVs84RbbuLrWJ7rYO3bXeBM5vI2ORFx9qOp2sZWtuuZWhwc9m+i2lhfyyIsOyubsQGDoETuz/NzjW1F51PhULBZ0jIZJMd7uvrw7Zt27Bhwwb/Tb2RSMR/fHbbtm3+48gPP/wwZmZmcPzxx2PevHkYHx/H1NSU31YFGDpm9ncte3IBDH7nAo+WdbEMib1HGYyn8gEsX8dZ+1mpVNDY2Ih0Oo0nnnjC97c63kcyZ3gNVw6q1Sra29tRLBb9oyKeLXleP2acTqfheR7uu+8+nHnmmQiHwwGqVgdZ6T918OrUXG93pHErKCCIUbGBxYXi9RoG+mw2i8bGRoRCIRSLRUxMTACYNaSJiQnMzMz4B/RwKYSiTIIri2Q5lvK3GaCLruZn3FRHijiVSmHv3r2oVqtIJpM1M3/bHg1gLkdK8DQzM4N4PI7p6Wn8+7//O1paWuYEE1dw4P0KRnT5w4IJHRvr6Cka5JV94lhq8NLxtWXx0dta9C7LdmXjBCFq0zqmNuC4wIfWTYek96tN2WCpAcqyilq/3ksHbkES9U471k2lqksF16orlqG6o97YVtWptsW2ybWPRee/ZRd4rwZ6F9CxY2CZEG2zi4Hh92oXOiZ6n+pbRRMs2invUfvVdll74lzU4KxjaNvLtrG+yclJ/wWt1WoVjY2NaGpqwo4dO7B582YsWLAAyWQSqVQqcD/9cigUQjabxbZt27B582asXLkSPT09PoDRV5C47MQufbp8u2Uq7N/W51i7d/lM/d6VHGi9er0LvPAa+8MtDbXmi64AaHxQ1lz7pfvoDh486J/4Xav9T6c8bxmUcDiMtrY2bNmyBUuXLvUnsu4kB4KUsVLcfJ+OPtUDzKWagUPMiW78ZBs4uEDw9FdrrGpAnudhYmIClUoF3d3daGlpQalU8sEJAUG5XEY2m8UJJ5yAhoYGf9nKhbxdYq9j3UpNKgrXScD/C4UCUqkUMpmMfwSz7npnGXq/Oj32RTNm1QPvV0fseR5SqRSy2eycjEJBiM2e2BdLs+oP262PRrrEAlOOLzD3qQ/Wo7o7XBCyutL+WOfoclD83AVClbXg/y7WzIpmy/zfld3xO+2Hbohle1wgVPWgG2itDSujyTF26ZBl6v4O1YsKy1HgoYFRH0FmGcoqsS4FRjpOti4b8NVnWACjPkrrIejSzau68dXWCcxdllFhf1zvGnLpnvVYdpBi99PwPiYHhUIBU1NT/tLEli1bsGnTJqxduxatra1IpVJ+GxgQCcQ5BnwvTUNDAw4ePIgFCxb4T/SwXfaljpZRPJpAS73rUqh+ZxkVnSd2DF3AxcWksWybCKiN2fHS+y0Q0bbYpFoZOm1jNBpFMpnE1q1b/VfFPBvyvGVQeM7C2NgYmpqaEAqF/BNLNaOlwdcKkupA1PG4QI5er/fbzIr30xg0syY4mZycREdHB4rFIkZGRvxJTSAVDoeRSCRQKpUCm2S1rToBngqkaNtU7EZZ20cyKDx2+YknnsDevXsxb968wMS0rISiet2gp5/bcbDZgAV1kUjEf/OnzXh0UjMIWGCm2bCKS3/6P4M37UnbZp2MSyyjcrjMydUnZexqsS1shwIeBSeufRD827VEZh2hBZ/8zjIW2nbbPtdnOkYKllkO26L9YwDRdmrWaMU6cP6t/VF9U2elUsn3H8w0tR+akdbqr/Ur1r5d9si6NGDxc1dCouPNtrKPajsKMu1rO3i/gjQbfF2Ax34WiUT8peuLL74YQ0NDCIVC2LBhA/r6+nDCCSfMSfZqvQQvFJp9ieD4+Dj6+/vR0NCA/v5+NDY2olAo+HuYrJ3ohujDtfVwwKVWUqH1qC24/KsFKRbYW53Wao+WrUyqTfA4hrb9NiZZsEzflsvlsHPnTlQqFf8032danpcAJRwOY+HChbj33nsBzG684v4FTkgdKN07Yp20ZlS83lJ5NjvV6/VvmwXynnB49kmhQqGA6elpTE9Po7u7GwsWLMD4+HjgYK94PI5KpYKhoSFUq7PLKDt37kS1OrtO6MqMFGlre2otRVmWw1UWfxMI7tmzB7t370Zvby+6uroCYELrVV3UCh6uIEdhNqWBSgMKg60NwHqtC4DyHt2fU8tpqfNh9uEKIq7/9X7VgXUYtTJg+xnZHr2f/WBZFgCrY9Q61d6B4MvtLCOgOlZmxCVkyez422tYVqVS8RMGPV5fA6k+6aMBXZ11rY3eCuRd/eZnqiveoycHsy5loCxwVd24gLW2m6LsiQYJFbbd9e4cLdMCcQWo1JECGK3LJgvqH7XfnJO2bxZ00YfNzMygWCz6TOuDDz6IqakpLF++HJ7n+ew15+rMzEzgSUD1z4lEAuVyGb/+9a+xdu1aLFu2DA0NDbjjjjuQyWTm6FTHVEGnjrELcLl8mAU/FhDofhTrg5QJ0s9dc8iV/Gp7LNDh3hFrK/zhvNKybT0cY7aJRwCQsaPej4Z9+m3kebnEw0ehduzYgc7OzkAA0dMr+bkGbDV+zSb4qKXNtoDgwFrno5NcjURpUc+bXSoZGRlBuVzGsmXLsGjRIv80Rb61d2pqCslkErFYDIODg3jyySeRSCSwbNkypNNpJ0q3dWlg1TYCQXpZHaulLnX5IplMwvM8bN68GYVCAfPnzw+8HdNOIFfgJbNF/et+IL1Oy7LgR/WrbVQnqY7UZrC2367xtJkRnZAu4/G6p8qw+KM2Ye1DA6ndeOlyjK4lRMscsb0KWvTHjpuKKxu1tmHHjGNB3et8sHrS4Oi6xtUmCxBsn9g219vHbaDW7ywA4b1atgVNroz8cFmv1Z1tH/teCwAfiS5cY816FJzY5EzbYpMztSkNtmqzFhSzvFAohIGBAVx88cWYmprCvffei2KxiCVLlvg2ovM/FAohmUwG5pz6uVBodi9Ke3s7Nm3ahKGhIcRiMVSrVYyPj88BxGSNDncC9eHGy35mhT5BD/U8HHipVZ8ts9Z1Oh4Ktly+QP2NZcM4513+Wfuez+fhebNnr7geFHi65XnHoITDs28s3rZtG5YsWeIbJJVsg5p1uJzAROwcQGb5nDiaXdIBKtjRDEaNxGUAhUIB1WoVra2taGpqQnNzs78Bdnh42EeqIyMjmJmZQSqVQjg8e4jRxMQEBgcH/Wxajc9mMOynK5jUYhZc+qWRU6dcK1bWwWalrMtmDtpOtgMInkuhWaxOMB0f1sl7Ka7NrSoupsGOj5Zvn2YIhUJzXldu2897XVmZBlUKQbTd88F6XQBG7Vv1bcGDBajWydYadwWFvM7q1oJznVOapate1ClacMIThl1Mk3X62harY7sspIyT+oTD9ccVoBSg6NjSLrUcy6YcTpSlsnvm7DUusZ+rD7IAhu215doMndd5njdnTxoQfKqHYoEV7y+VSujp6cGXv/xlVCoVLFy40L+Gj5lbVlv9qS6l0bYaGhpQrVZxzz334NWvfjXOPPNMPPHEE/7jyupLbL9r6dEVJ2qJAiAdb3viN5dLdJ/eU/ko6trOXdcYutgf/k0Wk9dZO2UZjHMWyEQis0/F3nvvvTj++OPR2Njox55nSp53DEokMntWxvj4uH/iINGkdaDAXIaDZQDBdUANCpY+4297AqSWYf9mXTyELZ1OY82aNUilUhgdHUUoFMLQ0BAOHDiAwcFBFAoFNDQ0oFAoYGhoCMlkErlczt/pXovO1omhWTLboBkU261Bzv6tzs2VwWk2ptfZbFSdjC1P9axMhTIALufhosHp6DVI837NHhjIdOOcZdhs1uPKUKgHm9no58pi2GtcwcNVnj31VG1KHaAdp8MFYdWrzcrUmVM39n4N4hZIWeZJ++diwpQx07L1cwUW/F9F63M9caLzm3upXGW4wIFdzrWAxAXWrH6sWN3ovFHbsYeqqWgyxnHSfQlsr4Jprd8VsDS4a/uUkVF9av907DmuqVTKZ4c7Ojp8XSk4scmCnVvKhPD7XC6HVCqFn/70pzjrrLN8f+nqj2uMrKi9uK61/siVfDImxONxf6N2uVzGyMiI/5oOnXfqq2uBKdsW9c28lj8sz246pw/Ra137DQlWaE88KO+BBx7wTw1/JuV5x6CkUikUi0Xs3r3bf1suENxYBhyia8PhcCADVhZAQYcatWYNygSwDg0Mlm3QJzw8b3a9NRwOI5PJ4ODBg34f+vr6MDw8jHw+76+lsl3VatU/5CiTyWB8fDyQaVBcTsWVdaox1sr0NJNVHVBUby4QZCcVdaFOWyeJtl3ZB8tQKJsCwLm2ap2HXbO3gV7FsjOaGRUKBRSLRX+HO9sXCoUCWbpOcAZKvg5dHUY4fGgvkr4IUuvV4KM2puPIvzXjOhxr4nJ49v/DZev6Pf9Wm9I6LZujGZrqnA6Uuta2cN66wLMrG3VR2Vantp3aN5dYQKT27gpUdh7q2NQCkDofLBC0c5v/q8/RcvReZX+1bAu0rB/TftpEywZza3ucw6HQ7JHpv/jFL5BIJAJjrEDANU6WQVBAxPt4omxvby8ymQz27t2LfD7vZDC13dpfy8ZZ+3cBNZeeKpWKf8pte3u7f6ZLNBpFb28vRkZGkMvl/MetWZb6YDs+Kna/GMfd+nWONY9ooP/WeKZ+XX0s97MogM/lckgkEpienvbj7TMlzysGJRyefe/Oxo0bsXDhQl/hChJsJsiXLWlw0SCkg0XRclwboWzmQ7GOi8GooaEBTU1NiEajyGazGBwcxIEDB5BIJJDJZHzQo4GM6JeHtumpmyoWHds2WaDBtutvfcRPDdhm/i6xZdl9DtShbmhloOHSlnWwOlaaobvqtnq3wVCpaQVA7JOWryBpfHwcxWLRZ7GGh4dRKBT8bH1qagrFYhHFYtF/0qparfrXx2IxTE5O+qcAT05O4uDBgz7Y5LuWbLanDIJlcLSP+np0CyBcrIf2XevQoGWzW5cTpU5dYsvTMmzQtRkd61absRkx+673WKDE6y2w1aSD/7vaq/px2ZyW5crSa82XWgDZjr1m1xrIlGEhe8ZkSP2S/dH26jVWv+o3a+2HqtUfZQXK5bL/ZnkGS2XEtEz93/W39bnAoWWMHTt2YNmyZf5mTtXjkbJXrkSNfVNdWOCjwGBqaso/TJJLTfF4HIsWLUJTU5P/XjXVswvkqo3rGLCd1hfo2OnrP+yxCyr2KADqhXalLGR3dzc2bNiAhoaGZ3QvyvOKQUkmk6hUKhgbG8O8efP8YAEEnQZw6H0f+qp1z/P8DVYqdoKyPGYjyhJYh+6iCWlQY2NjmJmZ8U+5jUaj2Lt3L3p7e9HQ0ICGhgb/HnuQEJ01ka3LwSmiV1rU9k31ou21mbn20zpIdSiKyPV+OnXWwbarrmxWyjVb/UzRPtugn1vHrU8ncMxcAU31qn3SftDpxONx5PN59PT0YGpqCqVSCQ0NDWhubsbU1BQmJycD9Ge1WkU6nUZraytmZmZQKpWQTqf9QDI9PY1QaPbE4Pb2dgwODmLfvn2oVCrIZrMBWl8DrGaWrKfWZ3YOqF24gnGtwKPX67UsS23Klalx7K2ozbgAr46xZV402FpAqiyEJiouZ679pChocbEh9nrVRS0Q5wpoaqf83+raMifKWFgfoyDLsk2uuWvZLQUO9q3PtfRrH09Wvak98jFg/q8+gm10JRiqB/1cl4caGhqwd+9erFy5Eq2trRgfH/cZTvXbtYCn1mnZk1pshn6vSV0mk0EymfR9ApObXC6HBQsWIBSa3TRM/2Drq2VvVi+12mT7oXGOPkQTExUylRxjLqnR923evBmveMUr0Nvbe0T7aH4bed4AlHA4jFQqhV27dvkZhGaHFpVWKhV/kCYnJ9Hd3Y0DBw4EECkwl3HQgbb0GBDMxGzdSiGOjIxgenoaCxcuRGtrK6anp7Fz506MjIygubnZP0ERCL51mc5DTx+1zskGJOsotRzrpK2jcomCAv2MgFAdEtulQV/voa7UmdpgY2lv63zViev+Etsn1ZOyJjo++h2zI80my+UypqamsHbtWpTLZRw4cADVahUdHR3+fYlEIrAJjg6em57pSNva2vwyU6kUurq6fPtoaWmB53kYGBjAyMgIUqkUksmkM/O2Dp3i0qmOgYt5svrQIOaaR3ZMde5YsOtysnbe6Pyxr4tXgGVPdXVlxTawWODpAsSqF6XueZ9lG5TRYVt4rW7OrcW2sBzLWLjqqFUO26rvfeISYqlU8veo6fW618oCSk3s6Gtsm7Tdql9NEng/y9S6hoeHEY/Hfd2x/da+XWBb+0F7UyDMsg4ePDiHeVQdqv+sxV4pQHAtAdk+slweQtfR0YGmpiaMjY35STEA/zC5+fPnAwD6+vrgeZ6fjOg8eio9uOZ+LdG5z+SI84nASlcFVF+qx3A4jMWLF2PHjh3IZDIYGRk5ovqPVp43ACUUCqGxsREDAwOB13FzKUAdAJ0HQcTExARWrlyJ3bt3+6CFqFGNgqKOqhb9Zz9TpmVqagrVahWLFy/GggULUC6XsXfvXoyPj6O9vR2JRCIAruwJmDoRWZ89xMg6V5vJuTJA1qeTVrNVFwvD79WgleFw0X+u7I//W9BjxQWabBbJcecY6njZgGgdrx1XBVvVatUPmrlcDtu3b59zSB6DA7MhHhw3NjbmA5Zqteov64TDYX8Zj8tB1ersZrRcLoeGhgYMDg5ieHjYz7K0veoU9XNg7nIHf7vAol6ntmZFmSjLQim7xv/VjnSs1FHaoGMdJj+3rInL5mxb7RNRNtmwYkGLi1nUa22ZtCEbZNTOdT+E2iHt3yYaVm92XhQKBRQKBT8zzuVyflbe2NiIiYkJ/ziASqXig2UuB9nXY9jN/jx3SHVQy0Zo45z7rn1u6ostsFHdsjy18VrBmOUCs0z62NgYtm7d6icLVs86Vi7WzgIatTWX6L3lchmlUgnJZBKZTMYfHyt8SeL8+fMRjUb9R6S5FKT6e6o67efqp2slL5pEalLLRM/aGfs/MzPjH+Xx5JNP4pxzzsHY2NgRg6SjkecNQMlmsxgdHUWxWPQzBgYqu9OYk4fXRCIR/wwSTl6lGoEg41AL5QOYY1TWeXFD0eLFizFv3jwUi0Xs3bvXP/GW4ETXNjVz1SBsJ7ECMFf9hwtM/NwFaNh//VuN297L+/U6/m2pYu2Hba86av1b++pC+pZhcZXnqk+DnzITytBwf8n4+LgfiHh9JBLxHWJfX59P7VarVYyNjfnvyKCuuImuu7sbTU1NOHDggP/W7c7OTn9PS09PD5LJJHp7exGNRv3HunVPkAUqNnDaMbTgRpknzZJ0jGrR29b5c72anylwsSxWrfFXIKRJggtYMzDpAVTanqdiVyyQtsBD2SSdc5oE6Hc2I9elGxsQtE92c6Zm+Ap2FKyMjIz4L9kLh2cPcmxqakIkEsGBAwfQ09ODnTt34sCBA+jq6vKBcmtrq//qDODQyxBt1l4L5NpERb93gXtNIBT8WBCnv/V61a8GXMvO8fPGxkZ//4duSKe46rTgVKWWz1RmQ8cxHo/7Z0Lx4QcV+gI+ydPZ2YmpqSkMDw/7ccDWYdvB2OWy71qJgPoHTSCsHlUIUu3cpF755mQXCPtd5XkBUCKRCDKZDB577DFEIhH/LZnKCDC7cGUg2WwWmzdvRkNDA4Bg5qcZARBkQ9QJ24DgcrzlchkTExPI5XJYuHAhxsbGsG/fPhw4cAANDQ0BcKKT3BqONchamb8NsofLPlwZoivAW7bC9tU1ya2T4t+aqSngsEGllvPQa12PiVqwY8fHsj+ufRE2cy+VSmhpacH4+Lj/uCSp0mg0ikwmg+3bt6Ovrw/ZbNZn5HjYHie6gsqDBw9ieHgYY2NjAOAfyNfS0oKRkREMDQ2htbUVhUIBk5OT/sZuHScNpodjCSyQVD1ZQKzX67hbW1cQQtBv69WTRq2TVPvVPrlAMPvNJIJ6tMFV22qzeL2G9bvmhc0mbVCzwcGCGAVmtTJhBT+68Zv1a0JCIEU2g7R6W1sb0um0vzGb/oR7nTo7O1Eul9Hc3IxEIoGZmRnMnz8fY2Nj2LVrl9M/an/tZmXO3cOBVn6mgU8ZNwUe6rtq2Y3Vhx1Dfs/2hkIhf9+JtSH9re2ybXCVfTg/rPbGOToxMYFwOBxIZDKZDKrVKoaGhvxHdaemptDY2OjvcQuFQv4SmPZd66wFJmzbtE+qb11a5/8uEKMJptpCQ0MDHn30UaxevRqxWKwOUGoJQUSlUgmwJwxadqMlEHTkkUjEf2SKAEGNgb/thHVNKJ1s/JtP2PAI5+bmZniehx07dmD//v1obm4OvNnTGqFOcNcTFBZVuzLVwxmzomzbdluXa4Ja8KOT3sXaaNu0LgULLkre9s0yJnYcbDtcQIyTz2aO/FEmjhtbly9fjkQigV27diEUmj2orVwuY//+/WhpacHAwADa29sDjk43tKqNJBIJH/x0dXUhEolgbGwMe/bsQSQSQWNjo39mQjwe95k+1aV1zNZubYaufWc7XI7YZsoWnGjwtPalTJmLWeB81bFz2Y06RwqX7/R0WAswawFaF1ujbWeZ9hhvy7Co/vRvDe62L5ZBsKDPtouijEMkMvuSvYGBAUSjUSxbtgyRSAR9fX0olUr+PaVSCbFYDAMDA4jFYuju7ka5XEZjY6P/LpxqdfZVGU1NTRgYGPD7Hw6HA8ela7KnOtRlHysu/2GTKE0odG4oM6Csky3PgnQFIxZA69jRj1hgon9b27H1W7Bk65yYmMDExATS6XRgviaTSSQSCezZswc7d+5ER0cHFi9e7J9n1draip07d2J6etp/xYlNWm17bDst46T90/nGeaMJIOeW1qH6YGysVmfZ8ObmZpRKJbS3t2NycrKmPfy28rx4zJiGXigU/LUxHorDd9dwEPjiKSqcj3ny9dTckMpraIg0bJexAG4kzuyIdfPskgULFmD37t3o6+tDc3MzstnsHHDCPumE08O5tD4XsFDj4qaxw61nKuVnJ7l1NixTQYRty+HEtkUnlfajFujQgKt6tmDOBmvdTGmDof7o91pXqVTCkiVLUC6XsXPnToyOjvp7Sfr6+jA6OuqDEy716MTW8dFAnUwm/T0rlUoFmUzGf238+Pg4GhsbUS6X/f0no6OjvmNRwMBxZl/VGXMOEMzTLl2sk9qdisspWqCs5wZZAGkDizp6PffFgketh33UsvmZq10ajMLhcGC5l59romKBRq054HmzJ6KSSVA7s3arerWBwwY5XqM/1E8oFMLo6Ki/lNjd3Y14PI6xsbEAOGG/i8Wiv4w4MjKCyclJDAwM+I+wE3DbTfis14JDTcxoQ7XGiZ9zfqqdWmZK/avebxNCZc+oL51XOoetX6oFAl3slssGXXNE7YVlkfmgf8zlcv4xA543+56cXbt2YXh42GdFd+3ahfHxcf96smGMVdYWLVhSe1I96HjoAwAcQ9fbprlfxwVuNBFg/9rb27Fu3TocPHgQuVwOT7c8LwBKIpHAwYMH0draCiA4ydQZKzsSDocxNTWF5uZm5PN5f/OjZR+AYKZlJyB/61M7Orm5WW56ehrFYhEtLS0oFArYsWOHb4yAe5e5Sq2MQPsHzN1b4GJDXA6UUgt8WcDDsrRc/Vv7ozpyZe2uftl7VTQouXSmk7EW66L2UKstdvNvJBLB0NAQOjo6sHPnTn+ycq9IV1eXv6xjHZ9mNa5MyDrYfD6PWCyGLVu2+MA7lUphyZIlqFarGBgYQKlUCgRG3ku9qOO248T26NKLdcSW3bKi+6T0HtVprSds1E6pBwuKVB+W5dAnKlybdrVdrrJd+1uoD9fhjLatdh5pEmCDA/Wr9qh6sGOlNsJ5MzMz47/qoqOjAytWrPBPnbYHZbmSBC2TNsJliN7eXn8PCnXAtrI/6kNVB9ovm+BY8Mr7tF+1lirtE3QWINDfuvRogbJNvg4HqCxD7RoPq1e2V1kmvml+cHDQP4agXC77/zc2NqKlpQWtra3wPA8HDx70D+dsbW31D+AkSLH7DGsxKJrcuUCaJp/WF/F6jWVal72Hr10BgIMHD6KpqemIEtSjkecFQFGj1slBGlmpSGZQnudhfHwcS5Ys8TNXawCWMtegZWl7ir02FJrdezI9PY3m5mYsXrzYz3h4DobNNCkuA7LZqCvTtZlCLXDj0qEtn99pNqSf0xkoaLFOmOICPxS7a9y2W9toswplR9RRahsskGMbXY9wqx55HZ942LNnj7+ZWu0gnU77Y87yWab2zY6psh6WNWtpaUE0GsW2bdv8+5LJpE8Jj4+PY3p62qkTtl+dMuvnOLjeRqpBzDKJ9uBCpYat3pTVsDrQOUMb4ufUiWsMWI4CFJ0HanfaZ+07+6xATcdC6W21GQuQXBm0FQu21DdYPWsw1b5ySWdsbAyVSsV/LHV6etqn1KmTRCKBRCKBZDLpb8LkKcd6aBs3N5KV46PvOv72/1rjQhZD9a59VhvR73S8NDCqvVEHNolQ0KF1WtBhE0ubeOpn1v+4kharD7VbZZRpm+Pj4wiHw/5cnZqaAjC7d4NvBuZTV2TCnnzySQDA8uXLEY/HMT09PQdoWP9qdUux/Vc/xx+7LAoEl2dVl+rDNOFqbGwEAP8E7KdTjhqg/PKXv8RFF12E7u5uhEIh3HbbbYHvPc/Dhz70IXR1dSGVSuH888/Hli1bAtcMDQ3hj/7oj5DL5dDY2Ih3vOMdgR3lRyuRSMRfn+fAA0GKEZhVMtf1KpUKJicnEYlEcPDgwcCz/gp49Ld1VupQdcC0DM/z/OPQTzzxRP8Y/qampsB1tcQGHFsPUJtat4yBpfcp1sBdICMUOkQzu1gbbZ8LXNQCLTabsQGH4mqzvktC67ABTwO3i03QPvN61SsA/3XjXV1dGBwcRENDg/8ZN8ICCDgqFRfwYx12qUrtrKWlBZVKBdu2bfOddSaTwaJFi9DV1eWfy0IAZe3FZs62Tfq5tSnVnzIVdpxsxqx/R6NRPyC6xIISlm/nmO0XxQYn/k0dMvAoENAgYnXCOvQ1AzaDtnNKgaq2x8VIaRvV7pVJ0ERocnIS4+PjaG1txdKlSxGNRjE2NuY/neJ5HvL5vM/c5XI5TE1NIZFIIJvNoqmpCYVCAU1NTchms8jlcvA8D01NTf6Jxl1dXYEzVKxuOP46r6yPsCyHjq8dBx1nXa6zCYqLtXONtZbP9rgAsU0mXX7K+tZadVu2xc5rLvFGo1G0tbX59SSTyUC/2P9UKuUzYqOjo5g/fz7a29v9cbH272IvlSnheNBHunyiBTw69xSkaL30T9RnODz7ct4nn3wSra2tTxnPjlaOGqBMTk7ixBNPxE033eT8/h/+4R/wj//4j/jnf/5nPPDAA8hkMrjwwgsDO3z/6I/+CI8//jh+9rOf4Yc//CF++ctf4k/+5E9+604kEgn/8blwOOxvSlKl66SKRCKYmprCihUrMDk5OefUTxdStZNWjUMpWpuN8+VQ6XQaxWIRjzzyiE/Z62FrFEvPqbHVYkOso9A+UGxgcWUIWocrG7FBSNvFz1yZkgZcV3BhWzRQ6/cWXLjaoHSxSwc2yHDy6r4Hl6OxmXYkEgnQrhqIdOzU3pSJsEBLx9C1RyYUmj3fZ3JyElu2bEGlUvGP0G9ubsbSpUtRrVYxOTk5p62aabrG2jJK7J/rbbXaXo4Fx8oGGLUjXTaggyNj6QJMvMcVzMnKuM4FYtu1HKtTttEuLVhgqmcKVSqVOUyTfZpH54ZeZ+erzg0NoK5ACRx6m3N3dzc6OzsRiUR8xqytrQ2NjY0olUr+m8/37t3rv0x0aGgI+/fvRzgcxsjICEZHR/13e42OjmJiYgKjo6NIJBI444wzkMvl/H0SOtds21yg9nAskurJshjW13FMayURLKuWH3S11wV+tGwX6HIFfYqLMbTle57nP5nT19cXOJdLryHo19Ndm5qaMD4+jqGhIWSzWX++a98sULe+jb+fqp0Uy+DZOcJ5xPt14y7ndGNjo3+UwtMpRw1QXv3qV+PjH/84Lr300jnfeZ6H66+/Hh/84Adx8cUXY+3atfjyl7+M/fv3+0zLxo0bcfvtt+Pf/u3fcPrpp+Oss87CjTfeiG984xvYv3//UXeAzowBXw3dRUkCs0qemprC8uXL0dvb608YDrQ6HiD43L+CEA6mDci8l2Apn8/jpJNOwsaNG1EqldDa2hp4QWEtZ6DluIwNCIIj1cnhrrWZMgONBnoLjnRC2XYxqD1VYHPpVNG7ts21Pq2OTjdLKuK3bWPba1G2On4KoPQzC3J5oJr2txYdquKiYukMWI/dQMx+NzY2Ynh42F+/npmZweDgILLZLJqbmzE4OOg/phwKhfw9BerMLEB16ZnXWmdox9tmUlqm7Ss3rLMcfQW96ho4BA50X4mCqFr3WT3rfpBaQLyWuOyXYhkpnRcuBsqCIwVtOs72iSZg9rTReDyO1tZWjI2NYXh42D9w7eDBgz4g6evrw8DAAMrlMoaGhvwXuPH9TnyaZ3h4GPv27cPMzAx6e3vR39+PAwcOYOPGjcjlcshms37bVU/aLhscre3YhIX9VL2pn7Y2puW7NvUrWLWA0Ppjtps+wI5xLV/oqlPLq8UGU9gPPuacy+Vw/PHHB+6zSQwT50wmg9HRUaxfvx6ZTAY9PT2oVquBd2vp3FNxsXz0KYdLvlzjTZ/K+GrHCgguT7e1teGhhx5Ca2vrUwLWo5GndQ/Kjh070Nvbi/PPP9//LJ/P4/TTT8d9990HALjvvvvQ2NiIU0891b/m/PPPRzgcxgMPPOAsl4/F6Y/fgf9x3vv27fPXwoDg2rTN2tWx7N2716c96UhtRuXKIKxoVm6zpmq1isHBQRQKBf+MFnVsNrDZoKKfW3ZAJ4wr26/VVsC9x0WdqBqattU6K50M/F4diJ0cNkDUmji2braV/9einV2AzwY1BjstQ8EYr9UAqSCOpz26yrB1U2oFS8su6bhzHBKJBBobGzE+Po7R0VE0NjYikUigv78f+XweixYtwtTUFKanp33HogyPZvi2vdapKwjV79kfMkJ2Y7jqTceKWRbBiQYS6lOZMwsI1S40g7YZpLZL9Wjng2aELrFMHgG4y/G6AppNPFzlWxBKoV64sTKRSPgHjmUyGUSjUYyPj/tvww2Hw8hms4hEZl+dEIvFkMlkkM1m0dbWhpmZGaTTaWSzWeTzeUxMTPhvQeeJq/v27cPo6Ki/FOdiRTSrVh+hOrD3qL1Zv+EKmMqqaL219Gv/18+sj6iVRFgfaZMby4jZdtjvdF7xjb+9vb1zYkOtJIYsSqlUwoEDB5BKpXwb4LEZtEed03YuWD/sAm86n9X383r6EU3O9XsmAiQIIpGIf+rw0yVP646W3t5eAEBHR0fg846ODv+73t5etLe3BxvxP89T8xor1113HT7ykY84v8tkMujt7cXw8DC6urp8JRKRKhhQp8oDjAYGBrBo0aJA8JiZmQms57uCvyv42EycT1lMTU3hscce89/8SFSrhmV3q1sH6srEeJ1tH/vOci1StpOE16ijsahaGSk6b9WFBjU1ZI6FlqWZFT/XPlKXtRy81k0WRScq79dAYcfGZk62PqVy1Z4KhQIqlUoAoBwum3KJOgcVVzaqbebjh1u3bkVnZydaW1t9UM09Ybt370YoFPKfDlMAwH6pqG5ULy6HSxuwoE+/13tqMYO6FKf24bqef1cqc88ysv1Qnanda38oBE1qJ2rHlg2qJRb8aV12CUpt1DX+Ck7Gxsb8E4YnJib8vTxjY2MoFotobGycQ6crY8i+E1hVq1W/DNoyWdxkMukfOEi9aSJn2UQV9VO15qsu8dpgSr3Ysq09KZhQkGuv1894nzIPtmwdFx07C4C1LxorbGDXMrlBmWcacc8PQZuLCQqFZh9Tbm5uxsGDBzE1NYVcLuc/aMEjCDjGrsMlrW6t/qgTjW3csOtKPnVu0B7oB1hPPB7398PxCaanQ34vnuL5wAc+4G8eGh0dxZ49e/zv0uk0du/ejcbGxsCksvSwZqSeN/sETyKRCJzwBwSfTgAOBWs1cjoBm5Xqk0BsR1NTExobG5HJZHwDsOBEJ4tmrZYB0Ha4nGatbMM6BjVC12ZBG3Q1C9dApZmrimUeXG2y5QOHdo9b+tICALsZUfXI9tlHPq3D0z4p+6X1uRxutTp7voQ6ci3DCsvVJ09c4+RymHbZIBwOI51OIx6Po7e3F/v370e5XEYymcTk5CTa29vR2dmJ/v5+/7wL7sfSZTgdH9pGreBiv3PZo51ntcoiWNJgovbD8tTOuE+LfWA5LlBoAwSvtYBYxQY5XX7h0QNsl+2XZpeueWnnsM5Bl365eZ9P63R3d/tnrSSTSZTLZYyOjiIcDjtfHMnER9kDfs722D7QLrmhMxSau0HS+g3+Vj9h/ZPqSDNqF/uhOtL5xDps+10AT+/TazimFpwcbkxoX66+WLFg2uqFjBbBiQXraptqZ+Fw2D+ddd68eViyZIm//82CGpcvtf2xia/OIf1tAYqCQW2bxslQ6NBhlaFQKHBM/+8qTytA6ezsBIA57x44ePCg/11nZyf6+voC38/MzGBoaMi/xkoikUAulwv8+B34H6cNYM5kAeYGmXB49gVuzc3NgXtoyFQ+r7XZPcVmdBY8VCoVTExMoFwu+wd22SDkQv3WSOxkUgrP9kuvVaPXQGp1Yh2GfqaTXI1SdVRLVJ+qI7uHQJ8M4meqb+uMDpf50LlqoLH36wTVSWYBnE5+F1hz6d/2l3123a/fu8ZDQa8G1mg06j+RwaPK+/r6EIvFMDMzg66uLrS1tSEejyMWi2F4eNg/BKqWWLBsdewK7rZdNhhb4fiqc+WGV63XNReUzdLxsm3SAEHHWQs4WhZIbcDlqClWN3aOua57qiU1vadYLCIWi/nnJY2NjSGbzSIej2NwcBDFYtHfdOkSnWPaDw26llGw+tasmWXye8sy6r0u9kKTOdW9DeqHY/g4n20Zrr+trvVJv1pMh0uHLpDtShjsOKjNqr4sU6e2rjrgvo5qdfaUaW56XrBgAZLJJEZGRgL7UWz/bbsVpKlNqL+ywNXaiU2UNZnXpKKpqQkPPvig/5b2p0OeVoCyePFidHZ24s477/Q/GxsbwwMPPIAzzzwTAHDmmWdiZGQEDz30kH/NXXfdhWq1itNPP/2o6qOzInKjQl2nSqpj48mxetKnBh47GVyonmKRP3DovIWOjg60tbVhcHAw8CiqAgab2dsNZdbpW9TLa1yBz/5dK/C4jNoFWqxjUd1pmbXAhU5eGrXqUDMz7T/r0Aml3/Fvfm8BodarOrFAVtdZdUx0QlPUJjhRrS5Zfrlc9jOfwzk/CxI4DixDdZLJZPxHnffu3Yv+/n4fGHd0dPiPKS5duhSDg4Po7+8PODYb5F1BQz+vBWBYFjD36HF1hnqdBdpqv9pn2qdlMRQwWdDsAh7qpF3zxIIUHVfNvu0yrGV8XEHTFRSsaADh2SakyxsaGpBOp9HX14exsTGkUin/HS2uIFgrcKv+tU12L4zq3OUHqAcLxlVfrjmg/tn6PddY6NjVmveqY2svLhDoYmBqAWq9rxYr4bpX7cD6GwXA6tfUdtXOI5HZ85WefPJJPP744+js7EQqlfLPxHHNGVc7azGcNm6o7fNaTSI1AeD1kcihd2ClUilMTU0hm80+bftQjhqgTExMYN26dVi3bh2A2Y2x69at89e+3/e+9+HjH/84vv/97+Oxxx7D5Zdfju7ublxyySUAgOOOOw6vetWr8M53vhMPPvgg7rnnHrz73e/Gm9/8ZnR3dx91B3j8uAUhtdA9v2tubvadgKJIfQmWi6mwRmDZALYpkUigq6vLz15DoUMbKq1Ds4bs2tFfa1Ladmhbam0Ac5XnEuu4bSalAUcBjO1XrWzPLhPVCt4K5vh/rWDoYjxcYKvWhHYBQpcduOqz7bfB1orS3/xeWTy1Sw1G/DsWiyGfz6OpqQl79+7F0NCQf2CX580uJTY2NmLx4sX+keZPxQxwLGoFc/64GACCe7Ux+6SP1aFL13q9BbWuwGADj2ar2hY7tmpzOo4sg8thtu0WnLsCpbUxde76ueqrUCigXC774xcOzx6qtm/fPgwODvpLBRasudru0quLYVXd6DjrvfZz1xjbTcS2DTYo1kq8bAJkdct+uNhKV6JGm7eAWOs7HBCzDz3Yvrl8iL1WpdZ4KUjR79PpNDzPw8jICBobG3Hcccf5T2kpeLB6ZPtVp6onC9SA4OZ3LYNHcNi5xbrIhPKdT48//jjy+fxh9XKkctQA5Te/+Q1OPvlknHzyyQCAq6++GieffDI+9KEPAQD++q//Gu95z3vwJ3/yJzjttNMwMTGB22+/PbCh65ZbbsGqVatw3nnn4TWveQ3OOuss/Mu//MtRN75anX2Ea8uWLT5qq1QqzkOWaACVSgXpdBr79+/3X3FNpesTPDRqF41snY1mBJXK7DtbQqHZR5k3bdqEVCrlOwSXQSvI0QlqjdU+2qmBzxVwrXNnWzX4WYSt7XGV6wrUirxtWa5lAPaV42MDhWuctb+2PbafCjLV0dl3vVjRoOwKwLWyTRcQU6eje1CsI3eNh82IeD8/16cTQqEQstksGhoasHPnTv8NttFo1H+ctKWlBUuWLMHQ0JB/HpEru66Vgbp0of/T7tkeit13Y521zd5Uv/q0iF5n7UfbbMGhzlPahYvl0vll90soCKfeXZm1Jke83gVOdJOxnSf9/f3+y/uKxSJyuRwmJyfR39+PVCoV8KGuvlqGws43CwxcY63tVd/G//k97cXOFY6hAgGXb2HCpuBJ90hZ0SVF7S/75HpizdqFLsfZvtox0STIlaSq3dRKkNge7ZMFri7wq+J5HjKZDIDZ1Yjm5ma0tLT48coF+LRdroTWghL9XucCr62lL9ZdrVZ9n5NMJrF9+/bfimxwyVHzMC9/+cudQYQSCoXw0Y9+FB/96EdrXtPc3Iyvfe1rR1v1HOHO6I0bN/rLQ3bSKL3IU2aTySSmp6fx8MMPI5/PB04ztIakdenfNgPhfeVyGZOTk+ju7sb4+HgguLictNUlwZJeax2Pi2lwZSu8zgV61Lhc7dH6a2UY2mYN/NZJKSPFa1mepRWtuCaH1Ylex+zfpVe93gVS9F4XWFJ9qd5YNmlXqxfbHwsG9Hp1YC47UGZAbaWhoQGVSgX79+/H8PAwOjo60NHRgeHhYQwODqK1tRUdHR3+qcl8moC6cDlG1Tv3uFg9uO7jmFq7qZVtqm24xlvrs5m2FdZvN3/bul22r3bD8akFthWU2aUfK0yMbLDW+vm0Rnd3t399PB5HoVBAPB7333lidWOzZ1cCYLN99QG8b2ZmBhMTE/7+PgZ9tVH9TMGN6kvbYceS9uNqk9qz+guXaF2232wf/Y6Oi/URKq46bXJn9e2aAy7A4dKH9SX6vc7HUGj2iTwegx8Ozy5hj46OAkAgtugc0aU23WjuAscWWFkApX9bAMP2l0olpFIpNDQ0YP/+/RgYGEAmk8Hk5CR+F/m9eIqnloTD4cD5/8ViMaBEO3g0zJmZGeTzeX8tFwg+2UGxVCZ/a7aoxlkulzExMYH/v703D47rus7Ev240gF6xbwRBkIQokRQlUSKp1fEmyZRkjy1vcew4HifjiSczdk0ynrjKSc0kM/WbKrsyU66KPY5niWcylUosx05ZtuQtinZbEiVSpEhRFMUVXAAQxI5Gr+h+vz9Q38X3Dm5Tm2OJVJ8qFIDu9+6799yzfOfcc+/r6+vD6tWrUSwWXbW9XUcF/AVafK6N9tU5WWOo0TfbtYWCarA1srDOWJ2f3WtvozZfNsJGLWzL5yCs4bOGRDNGSsoD60AWFhawuLjoXd6yoNO2aTMi1lDUWnu3QE7b0R89hE3n9UIZKl6j/LbZQT6rra0NQRCgubkZIyMjmJubQ1tbGyKRCKampjA4OIi+vr7QiaF8pi+DY8k6ffJEr6cTUqBnC2przYPVJwWxeg35rvOh4NiXAbOyovrOtiwwVNLrNFviA6EaedusHG2VBSxcuyfQzGQyru6E73myWQ6rAzpWdVgcr9VzBRyFQgFXXXUVcrncCmdm50R1xBbkWrlSoKr99M2ptU0cC3/bd8SoXWKfLEgi/8vlMtasWYO1a9cil8uFrqsljy+X1bXZFp89tHxRWbCZDx/oJt94xEA2m0Vvby/WrFnjatt8MqCyYAGWgjd9jh2rZqIvtCGEukO7G4vFcP78ebd55fXQRQ1QIpEI8vk8NmzY4BwAmc+/9S2dNF7lchljY2MuDaWnupKsMfNNuCpBtVrF7OwsCoUChoaGMD09jdHRUaRSqZCT90WItQSTwmSzGTZrwH75oikVLlaIc0z2OdoXjQp9kUytLIP2y7cGqqDIUi2nwj6oo/OBsmw2i3e/+92uoNRGFTbyqgUufP1Sx2gdhfLCAj/90fZ1XqzxqAX+7PxaAFCtLlX+d3R0uKVP3eEzNzeH9evXO5Ct4M8aInXUND61wKeCA+oDsLw2XWsZjOO0UboCE+WbZjhqATx+Zh201RuVK/KQBln5rHOi4ETlgmCbulUrGlXeKn95ABftUCaTwdTUFM6cOYOGhqX3jFm7w+dbZ+GTG5LqisoY+d/f3x9aBvEBNcsXHZ/lcS37pO2qDNqsDHnF+33BlFIt0Mv7Z2ZmMDU15fhpv9f7la8qA0q1sojsiwVPPrtWq7+q20GwdKZKOp12O7k2bdqEaDS64hh8KwNqf3x9ZH+A8O43tZVWbqx+8DflOB6Pe4PE10IXNUBhtMg9/FpxD4RT7jRwkUgEs7OzuOmmm9xuHjUciorVGNn1TzWaDQ0NLpNz4403olQqYWJiAsVi0R2qo/vXLUix6TZriHxOyzp6/m8jYfbdRu4a0dHwWsVXw6ykDtEXcerzea9t30YUStbIWX6Q7O6KWCyGycnJUB8VmFhwon/7jLvy9kIAQ+fO8t4X2ajxsfNmI1Rf29o/NRp0souLi0in06hWl054ZH1WNptFJBJxh7tZI6byciHjq/Ok82OdnjXKNivoc7p22Ut5p8T59F2v7Vqesd+UR59cWX3kb/s55Zs88D3LzrOt+4hGlw5ma21tRX9/P+LxOMbGxnDixAkkk0lkMpmQHWJ/bWTMfuscKmlNj/azUqkgl8uhvb0du3fvDjlvHad1Zj4Qp+QDOLX0V8lnD/mb9lzBogW89vnkQ0NDA2ZnZzEzM+NOPWVGRjMZteTBPkuvUZ3W/4HamypUBy4EcHQMiUQCCwsLOH78OCqVintXj9VVbc/aOc0A+0CL8oG1lDr/dk6tnFWrSwcC8k3sr5cuaoDS1NSEiYkJjIyMhKIMAO6FRkR16oCKxSI2b96MvXv3usIzMv1CTFXjYgWZ1fcdHR3IZrPuSGlGcmqkLEhQsOETfP2xztJGnMDy0siFDIAvGrBKZvtpDaUVTqt81nBp/9muXq+OGliuwPc9o1pd3npLoJhKpXDo0CHvix9947dRkl2+8Rk8feurvUaNp422fSBT+2OzLTYq1rHrvbY4UMFGV1cXFhYWEI1G3Sve5+fnsWbNGjcWnTMbDWubtr8kyrZeb51mY2OjO0bdzrE+T0G0LQjX760sWDCokafOiwUz1thqGxYc+4y5tuGb11qAElhexi0UClhYWEAqlUJLSwtOnTqF4eFhtLS0IJPJOP5bUK/9oeOxmQgbCPkcWKFQcNvSmW1jX3l8gx2b6q19pvJE57EW6LVF9D4+sk0NHhmQ1CKdWz63qanJHSJG/mghtw8IK2nAZQMZGyhqn9UW+4Il33O0j5Q/ZlGy2SyOHj2KgYEBNDU1uSwK77GBgW23liyrDJVKJbS2tq6wkb6xK18qlYrL3lar1VAZxWuhixqgVKtVrF692k04J0PfWUAnpuuXLS0tOH78OE6cOIFMJhNy7Dq5avh0nc0XuVYqS0cF842OkUgkdHSwXs82fchZHZIaGgVFto++di4U+bI/vvSfD/j4DDn7ymf5on46Cv5tBZuk47RtWLCjTkvT8jQG5L1GCxo9Wt7ozgrLS40eFAhZHlrHV4v37Itm/HwAU9vQOfIZc1uvpCAhmUwim81ieHgYU1NT7tyUSCSCc+fOoVgshniqoKhWNKnjsOCl1nV22aharYaK+Ozc6Gm36uQs4NbdEbVS5hbU67ZTy0uNpHmvzos9AVrnR/8HVr6/R50Nx1itLp1KvHbtWgwMDODIkSM4deoUMpkMMplMKOOifLpQyt3KoeqwBWfRaBT5fB7VahXz8/MuWLPZL5/e1somaD/V4fF59u3h+h1lwue8fTplgbzKhw8gasatlhOv9Swln5zVutfKOMenQQ4Qnh+VR7bB75ubm5FIJDA9PY1yuexOGma/bKChc+MDRtZukLLZLDZs2IDJycnQ29sVJOt4CZrL5bI7t4enu78euqgBSjKZxPHjx9Hd3e2OpSapU7XrYdxmzMPaFOBo6phUra58L4tmFXieCtuYnZ3F+Pi428MOhN9HwTZ9EaulWtE077lQlOa7R9tUBVWB4/9qVG0f1XEoz/U3lVEjY3VataIQ5ZeORbMFnF914Gr89VlK1ugDy7U5taJp/v1ya6p2/C93ne8zdZSWfJFzLWNKJ5NOp1EulzExMYHjx4+joWHp1eh9fX2YnJz07mhgf7SQs5bz92VNrAPXqNGXBtf7NdL0HbhI3bP6FIlEQoZav/dlhbRv2lc+R52sz4FZ4KVtaTs+R8T+8Y3DmUwG3d3dbgs4gyabObkQkceqBzo3lUoldFgg+dLY2IgrrrgCo6OjIX4TROp8Wnul1/pAh37vA7P83OdQrczpNbWyWuTty/HLF5xdSJeszF4IlFtgpmOqZeP1OrVbPrAcBIHzWUEQoLe312Wo9D4NnuyYgXA9lOV1tVpFPp9Hf38/MpmMe0+T+ptqdbnO0+pTNBpFd3c3jh49GnqB72uhixqg8G2uTNupctI4kJlUTHUAut6qBXKKdHViFaQwGgiCAPl8Hk1NTejr60O5XEahUHDKT1LhVEWzAquI1rcTxacAPoXRMddS/lrPIVK2BslGurbvmrHg89QR1YqgLNkUsgVl5JtmNGxUpCnHC2U3rMNSYKrGnP3wgT8beVuwRbJzYiNjzqsuEdn7bb9pKHSeVGZ5mBtrofL5PDKZDK655hq0t7cjl8uFDL6NuDUDZseh16ohVcdqr1fAQjBpI1kt5uZ3ukuD7xeyn19ojvnjW3rT8dVywsDKd0Bp+/Z6BQw+vWF/eeLvoUOHMDExgc7OzhXyXsup1bIptq+2P+RDoVDAzMwMIpEIuru73ctNFeTr3On4NOupYM3Kn843XyLnqxtiH/UZF7JxvqCNz/Ppoi/zw//tc312q1Y/tB1rD9iWBcg+m2EzYT67p8St55FIxJ0+bIGN5TH/t2fNkGfKr0QigRdeeAFdXV0rglkLmvRvykxrayv279/vXinzWumiBijA0tuMmYKiUBEY6No4syhUJKbYVXg4yXzXhQpjrfQYAcmGDRvQ1dWFVCqF0dFRtLe3u+u0HSuIFjzUMjAagdqCV73fKquSNcbaB42W2Z5GvrUiI+WFz5haY6G7Ouz9vv7wfzWwbLcWgLOInj/qXLSdpqamkKNUntrImG37jJY1bPY6y3M79/q3Aj3LD9s/O37rmCKRpaPxGxoaMDw8jAMHDiAej2PHjh1oa2tbkUlQY2PH58s61Mo2XGiOfABMn0UeqF5bntllRbbpy4BaA8slGF/9geqAOvULZYAseLWROftPO1MulzE/P490Oo3FxUUcOXIEsVgMqVSqZsaK7dk5J9WK1FUvlEcLCwvo6+vD/Pw8ksmk6x/5onrqm0t9LvXL6hb/LpfLWLVqVYg3NpDRgE2jcV7j44sCs1oBD/lmsxK1gKXyzXeNtZ/WFuj3PptgHTz7Vct26/zpdadPn8aqVavQ1tbmwKWv/xr4+HRK+047k06nMTIygng87mwjv2MAYXVY7VUsFsP8/HxNPX+ldFEDFCoOU02+9KAiPlUw1oc0NDSsWALSCFajPGsQ6XBLpRJ6enowOzuLZ555BsDyEcU2EgTChlsdvzpUGlhrLBWc1ELcVrk1ctS+87dGerYITJ9v09XKL1/2wGZoNO1oHW6tyMQW/PkiZZ0vZn/0Pgv+lCwQ8IE6a9T0fBi7tdTnxPVZWl/B+3SsNmK1jo/t+ACejoX91eVLZlHGxsbw7LPPoqOjA5OTk8jn8ysiP+WtPbvDyi/1iH21kZq2aZdGyD/NBgVBsGIrqMqS1r8on8gH9svqDr/3RYM+B6Qgw8pFrYDAZ4MU5EQiS/VaExMTSCQSaGxsxOHDh9HY2Ij29vYL6pk+50JAif3VJS/+JviYm5tDuVzG4OAgotGoW/5jO9omea56VCtrqP1SnjY2NmJsbGyFLdL7LbBWsvNknbGSzaronCiY8mUZ7HOsPeNvm5Hx2Q7tpwW31n5b8OdrT+W4sbERp0+fRjabxfr16wHAgRT2UXVEdYcy5rMxmtnMZrMuS6O2m23aImWONRJZ2inY19e3Ypn21dJFD1Di8bjbDqWGhZOhRswKFq8DwqcLUggUpGhqmP8zEgqCpeKlXC6H0dHRFVus+HyrKMBK9K6G2jpjNUCW2E+rTGqE+b/2QYVKsyD2t88g2nZUCdUQqWJbw8Y2ff2z46uFxHV+beZFDZovc2SVTvuj827BjvZfx2YdvfJMjbi9316r829rduwOFe2Dyoydl8bGRmQyGXR2dmJ6ehqnT5/GLbfc4uTeGkm2rcuf6lxU1iz41M9sezYbouNS+bEZRADuFFx1pir31kD7+Ktz7vtOI9tacqjP1eyjD+ioc6hUKpiamkJLSwuuu+465PN5TE5OugP1WCfiy5hRDxV8kY/WKfveKcZreLzChg0b3NvWM5mM659dCvIFPjZDpDzUuabuNDQ0IJ/PhzYr6LhoT2vpq4I7nV9rL9QOqi5p33mv6qUPqFrZ0Oe83PV6jw1etO/2/gtlgqx/466kIFh6V48ewKhtW/vmy87YflWrVbcLUG2bBeDaLnkajS6/tFR187XQRQ9QSqVSKHIOgsCBBmY+OKG+tK9VPjWeOsE2xUYDubi4iK6uLiSTSbS3tyOdTrs3F2skT/I5SmClg2Of2PfGxkb3ll5F90q1BFudlAq5zcDY63ztK3+s0/VFj+SRGml+p1kPjdR17DZS4TXWkDHtaPugCqd80wjPOka2a69Xw2+v53hq1QexX3p4mc6lz7GqsVGZU6CkWReVb58csY88sXTv3r1Oh9iG9sFGnBZwqlzo/Qr0tV8+h8Oo3o5L55jyY/mt46QjUqq1NGllWEn7qHUYHJfep1k6C9702QRVpVIJ09PT6OjowLZt27C4uIhz584hlUq5dyfZgIpj5LP5t55fZDMPPtlUnheLRZRKJXR1dQEATp06hbNnz4bekmxJ+WgdnL3GBiX829b86RJ8LVIQa5fYtX2dE5VjC3o4T+qsVcZ5nwUXvmdS7mo5YPUZ7IsF5ZZ3tUj7y35mMhns378fQRBg06ZNzvf55MHaftofYNm/KQ+4RFMoFFxf6U/JQ+W7jpfgaXJyEufOnQu9Q+rV0kUNUObm5nDllVcim82GkHk0Gg3t4a9UKqG6FABuItXAUJjZhqZa7Y4GTmSpVEJnZyeOHTuGgwcPundZ+MCJKqsVav2OkwwsOzTrzC6EinmNjVRV2WwkoP3VfttIxRp6bVf7rw6Zbeo96qBU0W0GgL9t9KB80yhJ+6ov6VOjZPurgEl5wu9sxsAaSl+kq3/rOJU3OgZ11j6DbaMuO3/6PLuFWcfKZyeTSRQKBZRKJaTTaUxPT68ohrTGVPleK1MRjUbdNmq2YbMiGsWq049EIjV3vei13F7JPml7PjBkgaZ+pnNht2tbvtrsnCUL6lXfGDQNDQ3hqquuQqFQwAsvvIBCoRDa7ad8suQDJPpcjYIVmNu+6sskyfN8Ph8KgnyO2Rc1a/Ez5c3KgwUD/NsuY7M9YGUdjc+Ba9u8xuoDbYDl14VAkX2mdcS+7JWvb6r3vratfbOyWQtEUxdisZh7q/HAwADy+bzze/oM61ssn3QMCpAXFhbQ29sb6qfWbVoeKa8ikaUDUXt6erzA8pXSRQ1QSqUSuru7QwrCehIaMmCJaeVyGYlEAqVSCQsLC24SrEG0UUQtp8bdBD09Pdi4cSP279+PSqXiXoeuUbLvx5JPQIJgaekoEokgm82GlJtCp8LrM46qCNbJWYesDts6HnUodhzW2GvkrOOx2RntHw1WrSjMNye+TIPy0Ga+VDk1ElX+2SyIOula2Rv+zSxOrSiJ/FNHr9kR33xqut86HzoULnmo81cZ0MyVZg67u7uxd+9ebNq0Cf39/S5F7HMiWjTpcwRWTuz31tiyXeukdJ58TpJ98oEenXt+ZueMusOXJerSkV6vc6rt2nnTsdrsm0ao+Xwes7OziEQiKJVKePHFFzE7O+tOiq1VW8ZnWz5qttCCQN8uDRtB05FUKhW0t7c7O6MBg29e9W/luWaw2T4zUJVKBXNzcyvmx+eQ9XmaNbQgS8GXDR5tltYu02offOOzQaWdB9uXWhmUWmRtc62MlLV/ej+wJLOJRAIvvfQSGhsbnS9UUK/3k2f8m6Ryq/3JZDI4duxYqOZOVyLUvmoAqMkBnvfzWumiBijpdBr79u1Da2srKpVKaGeOFWyChWw2iy1btjhjYV+I5BMG6zQIeIrFonvLaLFYRFtbWyhVC/grvH3GnUqjhpyZn76+PsTjcZdus8WHShYIWQNqx6iOQZX5QhGcGjLfc3Q8Kqi+Matxsf23/GM/1VBo1kQLZGnALUDzjcWnQJrVURBi6xJ07Aq6fGSNp++51mBZmeBntQqN+Xxf9k7bBODe6j07O4vNmzeHAL3yVx31hYj857xqxF1rfDrPCt5UdjQo0O90LOyvGkyOxcrQyx3BzT7XWlKw1yrZ+aeDzuVyaG5udi9Q47JOc3NzaN4oR7RJCnJqZWTtmH3j0fuampqQzWbdHHHrrwUhJAtKLTjRvvB/rbkBgPXr17s38Cp4sJkEy9cLAWFrW8kDX98V2OlnJAU4Pl1hn16ps7UBmLZhAwgLzvU6tVMWQDQ0NCCRSGB0dBT5fN69A0czIhr0+OxlrSwV5yadTof6rgDPF4jRVpCXPMn6tdJFDVB4zC+LZIHlSCgIgtAxu9Ho0ouV5ufn8fa3vx3T09MAlg2mz1np25B9GQvu4JmennZbk2sh01oCS2JUqEaZACqfz4fW132KaMGHRhM2K6AOrhbVcu61hNNmBvQ+feeFNSo6Jo387Hh5v10q4ve1IvcLOXDlgTWS6px9mQw1Zhao1SLNKmmffBkn8lQNsQIPGls9fIvX+CIyey+fk0qlcP78eXR0dCCXy4UykMoT7RPHokRd4XcK7DivbNfHA+voyGfWc9kMgcqjZmHILz5DX3XBMXDZVOdbAa3NligvNaq3ZAEqr8vlcujs7MT111+PTCaD+fl5zM7OIp1Oe/WEY/E5M5U3fh6JRNwOLeWv2gkrl+RrQ0ODO0dDdZ7PsfJiQadt1wdwzp8/j56eHndysXVovrYUTJAfvvlQfgFh2VNd9s2nBjoKFnx6rLJVi1Q2fHZe50zHUAtc2mBNiYCysbHRrQz09/djfn7erRD4nmfb5pgU3KsvHBwcdM9iW74dXSo7bC+RSKCpqemtu8RDQ8ZKZqaT1MlpIWYQLJ2RMjw87BTUTiLRnyq2FV5OEvuQSCRCBpD3aJRhT90Dagus3sclo2w26ybeBxwUZavBZ/vqlK3z1ev4nWY31FixX3qP72+NAGy75LOOWftuHRhJo0pVbJ07zo0aCisv+oxahlbnwmeEX0lUcCFHrDzTOWT7ts6G1yrwtIDZPkMNjv2e16RSKYyNjeGll17C+973PoyPjyObzYb4pfKmMkjiZwqS9DsupVkHyP4oL4DwriH7nXXOPufjm0sF/zZq1Odamdesoi4VaLu1dABYetdNoVBwkejx48dx8OBBAHAngnJctn+1QAO/s8XWKie2P5bffE8YXyx5oTe6qwPSNrRdZt9UPyuVCorFItLpNLq7u931ahvZRwJPIPzKkWq1umJrPsnaEPZN5d8nv/pcG5DYIFHbv1DwUeuaWvf5wCY/Z390XPq3AmkA6OjowBNPPIHZ2Vls374d5XIZCwsL7h5rKyyYsH2lfYzH4277uT1On3+r7mumLRqNIplMIpFIvOKsk48uaoBSrS69jEjRPaOjhoYGpzS6Dh2JRDA6OuqWZmyqUo0sQY9+zqxMpVJBqVRCPB7H5OSkS92qM7bV9oD/DZ5qRFQAbGSsgqmIV7/3RecqPD5kr+TLJFnh1vYVzGi044uStA0bHXI8+jeA0JZS7Y9dwmMmgd9HIktFXlwWs5HkywEMdUa8X9didfeMjdiUl77n2MyWlUFg5cGAaghozG2Klry0c+DLLvG65uZmtLW1Yffu3Th79ixuv/32kLPh276j0ahzYgqG2W/NBGnmRI2eTz5s7YyC6QuBVY5Ln8+21fBaQKUA70JyyHZ5nxZa2+hegYMCjWKxiImJCSSTSQwODmJubg7nz59HY2OjK4y1GQqS1XGVJeWJRsBWv1U2rSzo29Wbm5u9Ua7lhQZ/yhO1A+wnn82C5oceeghtbW0hvVW7p4DQV+is882x6TW1lisuBP5VJ+wOLd8zX06/rf21wMR+Z+f0ldhnfQ550NTUhEKhgFgshr6+PgwNDTldrGUjbA2Y8oJvO29sbEQulwtdp0WyzODYzAnncWZmxr2V+7XSRQ9QGhsbXSWzGg3+JvJTpqpikayRonLRQRWLxZBSlEolDAwMoKurC3v27EFLS4uLGjQjEIlE3DZDVVwl60A0eqhUKu6k01ogClh5NkatWhKbcbF94D21tvxa1H0horOw0YB1ztYwsG8Ufu2Xjt2CM1XsYrGI6667zp2yqM/zGX0dq11usRGsOlD21zePtaInjTR8dU8kdY6+rA3nWcm2qYDKOmQST2NOp9OoVquuPosvXiRZMKa6pH1Wp8l6IO2vAncfsFU+6//knW/sKpc+kG6BlS3wI6+0DR2rBeIW8Ogzo9EocrkcxsfHsWrVKuzYsQNBEGB8fBzAUsSrYFf7qRG8yoDvObxO37BtwRKv03sikYjLyPJALiUFK9aOKJ/1b9VFHc/MzAy+8IUvYGFhIVRzosuNOocWtLAtvceX5bHzp99rwKUZJ5VFpVoBhy8AVHuk/18o46KBqG3D9sNmzrQv/B2NRtHW1obh4WFks1nMzs4il8utsJGWxz6Z8wWbQRCEdndZ/+bTX2DphYODg4OhV1O8WrqoAcri4iISiYRTNgqfvgPH7j4A4K0sprKyDWClwijyLBQKaGxsxLp16xzaVMHmM4hGSbZNjbiAsHGl0Ukmk4jFYqGtlSQVcP3tU2KbofGRz2HruNmO7z5fNsoabgUJ9l5rNLSOwAfqGhoa3O4DX4ZgcnIyBFB9hlsdlN6rxkGNo/IRqP3+IWDle4D0bzpunyHUMdIoqHEkT2rtFLN8sEbTZoGCIEBHRwf27duHeDyOjRs3uvoqrY/Rw+Ps/GmGSuVAHZGNNm2WSLNDOleaolaQpDtZNFNj5/tCjo7zZmVDwYwCLQWrbNOC5lKphHw+j/Xr1+Pqq69GJBLBSy+9hNOnT7tdOxZ4+D6zMmSzJhag+dq03zGI4gmh7K86MOVVLSdtMyY240MAlk6nce+997r3pen5J5qh0bZVhn3OW+2EjvNC2Q7VMxtk2SyLzqvKkbVBPlIQrn1R/lt59ulUrf77gkQGE+zrVVdd5d6G7WvP97fVTQUjDCZ0flQObOBDPrE+ppZ9eyV00QOUSCTi3gSqBodLP8CSE9F3FaTTaYyOjoYE00YD1uk3Nzc70MHJaW5uxuOPP46enp4V0TzJFmPaCFGV3N5fLpcdQAGWsgI2SmKbStaIKMK1EYv9Xh2AD7XbZ9mITtsl2TQjDb5tR5WYztuXFdP0pY0SeE1TUxPOnTuHYrHo1lCJ5BVA6O9aDkANm72Gn/syLrX4o/y0y3iWbCR/IWVXx+0r6AXChkifnUwmkcvl0N3djXPnziGbza44lM7nQH1jtMXa/FsBmS8a5We2BsUCDCWdB3Xm1nmpYeVYfKC2Uqm4szO0GFfJN34GJexHd3c3Nm/ejCAIcPDgQZw8eRLt7e1oamoKZTy0rxpA+DISqqfksQJpJRsc2HZ4eFY0GsXQ0JBb8rZO2KerFihq+zYAaWhoCB2jbwt47dKZ9sEGVsojnUuVHc1KaZucS7tziLZEdUXHqb6gFuiw31mZsuDKyr+OTftPIv9r6T7nM5vN4vDhw+75vqUy+jkF5jZbx8BPr1VfoX5EQakFnK2trTh8+PBbd4mHgIQp6Wq16pxREAQuq0EUyLqRWCyGa665BhMTE465FFJeB4SFiccKA8Ds7CxisRh6enrcGhuVFli5x1yNpDUUquwa4epecmC5qE2V35eB8Rkrki8CsEK/uLjo3sYMhN+zw+utQ1JgYcdt34pK0KXX1zJ2PoeoETAzSnZ8CuIsqrfXqvLzGVrf4XMWOodq4HTsarAUHPgcnzW+StYZKk9q1a+QNPrRz3RczAw0NjYinU7jkUcewXvf+17kcjnk83kA4SUmbYvZSbah801+MpupwI18o75a4KDRuI0++Vz2RbOl/I6kAMsu6arhtYBeI0h9Hvugc2fBY6WydOZJc3Mzmpqa8Pzzz2NkZAS9vb1oaWlx7arMKFBUmWI/awUkVo/s5xakkL884It1eg888ADi8bhXZnXMVjZ13JZHlUoF09PTeO973xva4ajz6gO51h5Z582/7Xzxb126U9tkZdfaYm3fl4m0fLH6qzxXmbVA2NoM+0zlufKFn9UaB+9vbGzEwsICzp8/70oUrP2082j5oYGfDbg0s6LjD4LA1X7yWi4f6m7aV0sXNUCpVJZe4R2Px51CM8tRKBScYV1cXEQ8HneG4eDBg/i1X/s1nD17FsBy4Q9Pl7VGXw0A27311ltx/PhxJJPJkKHX6/m3HrlvjSzHAYS3UObzeaTTafT29iKRSLi3nFqlYVQA1AYnFCAfArdCH4vF0NnZGfreGief8aIwq0O0aJvGg8/h/TbCsI6EfFFjTYXS5TNmgNim8lhTr2rg+J2N+NUo2gjeZtwsn+ySkTVevjnwgU2OXWs2dKwK8CxA0ihTjYs+TykIlrYcHzt2DCdOnMDdd9/tZFZ57wOSGqlxTggKVD51/JyfWnKg99h5UsNuI1F+rjxhDRiwvNuEhpTyorzRMdRyVHb+eH8ul0MymcTll1+OZ599FuPj4+jp6UEqlUIQBG7J18oCx+Fz0LYGyc63rxDS3m9BaqFQQDwex9q1a5FKpVYAPV6nbVgeR6PR0O5E9kE3Kpw7dy5kF2gLVbZ9y8cWvGggp8Ggz+bZIE4BoU9X9Lm+8Vue23t8+qC+wwdofcDR+hs7pzqPVv+r1SoymQxGR0dRLBZxww03ON76ghhfxupCwNsHkqnD1iZzbsrl8sueOfRydNEDlEKhgPb2dldtXK1W3fY9MohZFU7w6tWrMTk56V6GROZq5oBtkbgmXyqV0Nvbi0wmg5MnTyKdTocmBwgDAhuFq+NQw6pCy7+7urrQ2dmJp556Cvv27XNgyHf2BeBXMrZnIwpeb3eDLC4uYmpqyhuRs6/ASmXRsWqfaMCA5cyEAiqNeNiOFi36wI1eq/2iM1Rjz4yFGkSVH97rq+uxqW37HAUkvrH7yAJZjaitDNlojPfYbIT+VmPEMdgaHq2nUCPX0NDgDm8rFouhsfiiZ5VfkmYtfAXh3JXV2NgYiqy0Lyqr9n4GE3QYep6JBgC+yNnqpPZdna5vbPp/LWBaLBYxNzeHzs5OBEGA48ePo7Oz02211APR7Lt0Xg7c8m+VBdV/X3ZI/9efxcVFpFIptLS04Ac/+MEKnfSRAstaoEdBbCwWQyqVwqFDh5BOp0POXAGv6rsCc+276oydC0ucP7WzvIfglN9rWzYTwzHVIt+zfaDfB550fmxtl7Zj51T1woJb6lQkEsHAwABGR0cxNzcX4rMCDbU3FnDZYmQ7HwpM+VzylH62UlnaYp5MJl/XG40vaoACADMzM7jqqqvcKYU0Unw5F/+nYZidnUVLSwsmJyfR2dmJbDbr3h1CIdbISdFhsVhELpfDunXrcObMGeRyOVds5ovuLShQw2hTdwBCQtTY2IgTJ05geHgYvb29aGhoCAEoXst04YUAhc/wqaGlYp47dw6RSAR9fX0r2rQOwzpS8k7Bks/R2yjbV5vDjIkaF3UuymufQVUDw3k7e/asq1NSheOYtI8WMNgMh47fZln4fLtzxWYzaOB9jlz7o/2wEZCN/PWH883aG42IqBPW8EQiEfT09OD555/HwsICVq9eHQI3yhd1lrpLzUb6ulzBa+igyCeVAY0wNVtlsxnkkcqwD6hrPxVY2gjXFyX65tLKCu8pFAo4f/48rrnmGtxwww149tlnkU6n3fKvFjSTX/blnyr7KttW5mxGhWPRDKEP2NIOlstldHV1YfXq1ejr61uRnVPimK1c2iDD8nJ+fj6UleF2Y/JZZdFXK1ErO2H/1rkkP/hcDcwsn60Mqx6qHfZlFZQ3FrBaqhVE1QI/PpCjfLIZIA2ympqaEIlEsGvXLmzfvh19fX1O93U8+r/yWJ+pgSM/I7hUebN91/kF4OpDXytd9AClXC6joaEBxWLRKb1mS7RgsFJZ2rI7NTWFfD6Pq666yhUVJZPJ0Ht4aCiAZaGZnJzEiRMnkEgkcOTIEbS2toYct65p62RZw0KySqD3NjQ0oLW1Fel0Glu2bMEtt9ziDIw6BI2eLdnsTa2IenFxEceOHUMmk8Hdd98dijbYH1uoZRWaPLbCbgGVBTkajdnoUO/RefABLo1+FDyVSiXkcjl85jOfwczMjFt799Vv+KJT6whsxoL3adShQEoNoxpLS/q5tqPGSaOhWmvYClqVV/yt0buCPBrzeDzulkP1BGDNWrC//F+drq3f0UJIGi46Sdsex6vzo8bU9oF9U5BmAQTnTd+ITJtgI0Vea2XDyjyfy9/5fB5TU1O46aabMDQ0hJ/85CeYmZlBe3t7SK40Y6JyobpjnQhJ59vKKKmWjinfqtUqUqkUzp07h/vuuw+lUilUEKnta92OrYkB4J1D9nvbtm2Yn58PzaGCbh2T9l1lQcmCcfZP50LvtY7e6h1tPGVWlyIsMLFkM2zWHlmZsn302Wprk2r1RedJ/QW/q1QqzgceP34c8/PzznYoMNMzinxzz3Fqu/xMsyRa0E5fHASBO3Y/mUyuqBV8NXTRAxRg6aWB8/PzABBydNbIRaNRpFIpjIyMuPdRvP3tb8eePXsQjUaRSCSc46ehAuAKvgYGBvDbv/3bKBaLmJmZQTKZDDlqG40pMPBlHlQgrBNkVfb4+DjOnz+PU6dOOadhswg+4WJbQNiZqEBTqMbHxzE0NIQdO3bgO9/5Do4fP+4K23iNOl4fqWHVfnHMPqWvlX3QQ9eU1FH4omSNlGhcq9Wlcz06OzuRSqXcaxFs9Kpt+UAWx68ZBI1q7Lh0Pu37MbQ9yzu934IRIFxvoJ8RAKjjZVRl31DL9hVI6JhaW1tx9uxZvPjiiyvmQOXNGkYLfH2pY11e8gF0Ah11jpZvVr70GTYzYueRz7GG3WanakWVts9TU1OYmZnBtm3bsLi4iPvuuw+FQgGZTAaRSCS0rdbW4viArjp9vUf54APEbNfXb5uB4/bPQqGApqamUMZL2/M5UuW1zpnq0sLCQugMHcqmBRY+HdA+22UnC56sPbLjVPKBEz7TZqRqjd0C2VqBofoBnRsds+qfbwy1eK/3+GQ2kUjg/PnzKBaLuPbaa52N8i3HAQgt1WhbWpulOqfXWx7YdngUh28+Xild9AClXC6jsbERa9euRS6Xc8KnUSwRY7lcRiaTwdjYGFKpFMbHx7F+/Xps27YNDz30kFtCofCXy2XMzc3hxRdfRKFQQHd3N9LpNIaHhzE/P+/2ePuKoiiAKmiazvalBtUQM5rlaXyVytLRw9Fo1EWgvudZsiiXa/9EwFwzX7duHfL5PGZmZkKnt2pBn0+R2QdNSXMsVCatA7FRJPuojl/btFknRfJ2HV//Zpscx549e1YYQ43UrLH3jdE3V5YUXLCfbN+nqLr8o5/pcxT0WkCq0Y0+X8epWRU14rY/nOvGxkaMjIzgzjvvxMTEBBYXF2vuPuJ9LP7U56jDswDdB0zZptUbywMlOw4WYlqeals+2bNtKimgp8yVSiWMjY2hUqlg+/btSCQSjn+pVMplY33OJgiCFYerqUPT59v6C3VMKgPWedbKRhAANjU1IR6Ph5ZD+GOBwIV4w+91STaZTOK5555DMpkMZZp8/FRS+8e/Faj6AIneR5utGUcLBK1cWb1nOz7S4ECfaTNrtrbIjtuCXftZLXCkbVoZ4N8EnpFIBP39/YjH4w700jZwrlS2FEjpUiTbZ4aJfoDX6jK11pTxINPh4WG3pf210EUPUMgcRo9EcarUWsTD5Zmuri5nZFatWoX3vve9OHXqFMbHx7F//34MDw/j2LFjmJ2dxYc//GFcf/31iEQiOH36NJ555hl0d3e7YlwqtY1ybardghVrtEk0QuyvL9XO++y9ms4nf9TpEnw0NDQgm82ivb0da9eudTuhkskkmpubXcGVJc1I6WfASoNJpdK/fc7bR7agVh2edciaKaPy6lzwZVpBELgXaVlHrcqrwErHSd6p0tr1ezVYNmrSflngYqNSzqHP2Nl0LR0eAZnNptj5Ur77skUc+/DwMD71qU9hamoqlKZVmbdV+j7QYe9Tnli+6L28lr91XnT8Pv7p/KrBtZk99lnnXr8jvxUcFgoFnD59Gq2trbjpppuQy+WQy+XQ0dHhMhIKrn3yruOz2Sz2yY5J2yDQULDtA9UKmBWcqbO3DtaXSVC++M7Z4XWUQfJcs4wKNH190mUom4mzsmAzmfyO91ubZO9XwPtymRd11j6A7tMnG6jUAsy8R9vwPUOzrDZjr8/lrtZHH30U1WoV69atw4kTJ3DmzBnMzc2FfJPuWlVborve9HwxtbssNWBbmlXh/7Ozs69rizFwCQAUYGlyJicnQ0pHAx2NLqW5S6WS+xtYOm46k8lgYWEB4+PjiMViuPHGG3HzzTdj+/bt2LlzJ97znvcgk8kgm82646ArlQoymQwSiYSbCCBcX2LXVlXIOYmqiNZAazuMJrPZbM3IDgjvDrJ90GtVoI8fP454PI7u7m5UKhXs2bMHDQ0NIcSr4yDZrIYaBAVmmr25EKjyke7+qZWtIKkTtrtTCPJefPFF/OEf/qErNvalX+06tDVqyhMfaFADYmXRF1HpckytcSpYqVaroW2qaiBt1GwdjaazaxVEKqXTaRw5cgSzs7NYv369txJfa640QuPzahVm0wiqcyWxCI/6q8t9WljM9phJI6+U95afFqyrA7fLFD4iwD116hQuu+wyXHPNNRgfH0djYyNaW1tx8ODBkKFWGVBHb8FILX4p+TJH5It1hvZ6W1ND2dG+qWxYcKf9o4wrKPRlJ3SpnN/VGq9tT4MaHV+tgEYBodomzcIqINL51KDKF2ixb5odrDUntu++/lowY4FhrTatLKv86rIpAHfo3smTJ9HW1oYrrrgC73//+zE4OOh25wEIAX09GoDFtjMzM6593qeJANYuse5F9a+hoQFnz551n79WuiQAytTUFN75zne6g9eAlbtO6Jiam5uxYcMG/Nmf/Rk2bdqErq4uFAoFzMzMuJd5xWIxjI2NYWpqCn19fTh37hyi0SjK5TL27duHVatWrUjD28hOFZvE9LMqkY1k+BkVO5lMoq+vD+l0OvQSN6sAFA4FBargquSlUgkvvPACBgcHsXbtWoyNjeGBBx5AQ0MDUqmUczwKwPiMWtGaRjY2CqTAah9tWt0XtdnIRiNovdbXF02XJpNJ5PN5/MVf/EXooDg1SBoZ2v7VyoSoE9Ifdbp2CcoW5Nm+aDSlGQcdr40u1QFZYGqjTPbPZmcs//kKgb179yISiTi9sMV8XN7xZfI0k8N+KrE+hv1hca46NQUcQRCEdiSpU/MdrqfzQSNsd1eRZ5ptUj5rxo6A6cYbb8SaNWswPj6OVCqFdDqNJ554AtPT0+jo6FjBe50r2y87Xks2s0OirNrIW0GggjELFhQcKD9sIKPBktVrG0D4sk78XG0G/7fX65xoZsMno3ofx6Ey5wND2iddKrb8I2mWj9fqZ+S/9o+2x9ZjKTD0+aZa4ETbsM/TgEjnJR6PI5FIYGJiAk1NTejr60OhUMBLL72EbDYbOgtIl3v4WSSyfA7X1Vdfjbm5OfdcPo/Ag0d5aEAXiUQwPT2N2267DeVy+a37Lh5SPp9HW1sbFhYWnKCScTQ8PPq+XC6jpaUFg4OD+Mu//EusWrUK11xzDXp6ehAEAQqFAvL5PObm5txx35FIBIODg3jmmWfQ1tbmECqNL/8GVq6hqwLZaNCifuuQFRnr9md+pwZaswj6t1XucrmMsbExbNiwAbfccotbJ0wmk8hkMm55zPeeE6v4wEol9kUtTA8qaFADpdkX8oZkHbjurFIjoMstNNDsa2Njo6s52rp1K8bGxrCwsBAqyLTGiY5BIz2NNDXFrMDNZi/sseaWVzbqs+Pm39YZWQOnzkBrQFQmKZcqJzaLQ0ceBAFaW1tx8uRJ9Pf3Y+vWrThy5IiTQV12VAeqy3DaNnmj0ajqDA2lzcjYQ+I0QvPxyvLY1g3YAEbHrHqjP5zTxcVFzMzMoKOjA3Nzc2hvb0e5XMbDDz+MWCyGrq6u0HuE2Bc+T9u22VM+W/urcq9zqWOx/1tgwfFx3tgf7YfKjgJ+q1MkH1CJRJZeQDgzM+PN5qgD0z7Za6LR8LvUbCBjyfJQA0V+z7Hp3/oZ59jWZPj4opkklR875lpZFF9w5yMLWH3t8DeBhj4/k8lgfn4eu3fvRiQSwfj4OK688krMzs5iamoq1AYQPtcqCJa2iWezWUxPTwNACMhQHrhszhf2sh2+BZlnKtXKfL0SuiQAShAEKBaLWFhYcJ9ZJE6hLRaLiESWznsYGhrCj3/8Y/ziF7/AkSNHcPXVV2PdunVuiSMWi6G9vR2XX345XnjhBQRB4KrzaSzVqJVKJbedkZOvisjshU3rq6FWB1epVJDNZtHa2oo1a9aExnahdKCO3Ub1Z8+eRSqVwrZt29DU1IQf/OAHmJ+fR3t7u3O8Fv1rpG3HxHb5TLv9mddon2iAbIpXAZjut+c1nGv20faT49XnsT32q7m5GV/4whdw9OhRZLPZUFZLHaAdIz/TuePc+7atWvCiTpsOVmtnbJSpsm0V3DpaBTpqaBQs2tOMNcOm7agxbm5uRltbG8bGxrB27Vps3rwZx44dW5EV4HuqbHZJgZUuvbF/jK4ikYgD4BeKfPVv67j0gDj94XVafxKNRkNRnS5V+Z4NLJ0QOzIygqGhISwuLqKjowMjIyN4/PHH0dXVhZaWlhBwtXPnyyDRGdda2uFYrZzHYjF3lL6tx9HnWxuksmZfNAn4M3b8nDJjn0FnPT8/jw0bNuDaa68NbS+21/sif+W/D7jUcnA+R68AQ8GyD5wokA+CpWXHTCbj6itspkMDLwuA7Hk+anNtJkuvsZkmfqeAzZIv+CCfuAQcjUbR3t6OfD7v9CsIArz73e9GqVTCxMSEa4+ggn2dmZnB+fPn8bGPfQxHjx51mzM4Rgb+rGGxcxKNRt3rHnRJ6bXQJQFQKNTr1q1ztSJMQVFRgGVhpxC3tbWhv7/focHvfe97+Ou//mtcd9112Lp1Ky677DIsLCxg//79GBkZwcDAgJsoLUq0SNtHVhjVkNNxqWBXq0sn2/JwuFOnTmF6etq1rzsVfA5MMzSRSAQLCwvYt28f1q5di1//9V/H7Ows7r//fhSLRXR2dnp3HdgULBB2BBqlEniwP2pU1aHotSSNVrV9VWg1ohotqQHXFD7b1eWH1tZWPP744/j+97+PP/zDP3Q8ViNqAaUaTTpZHZfy2PJPswsWjGmExs9VBlRe+LfvVFx9LjMONuJl+/ytJ5paR6y8I8+efPJJzMzMYGhoCENDQzhy5Ig7X8HndC2YUB7y3AnlY6FQQF9f34qlSQU0lCEFnna5iaTZIo1y1Znwb83IWYDGZ83MzODs2bO48cYbMTAwgKmpKTz55JM4fvw41q1bh3Q6DQChF5ISbPmyKao3KhvASpBgMyc6nwqOfUtt1hZppK/BAK9Ve8TrtYZM58c67UKhgOeee85F3ArMeb3qsy9DYJdXtX8W5NjibOUhT/322TEl1b9SqYTZ2Vl3ZIXKloIzXybGgn0GBDaI5HXkjbWjtm+1sjIk5Y+1fdFo1IGt0dFRtLa2Ip/PY3p6Gu9617sQi8UwMjISAvzVahXz8/MYHh7Gxz72MYyPj+PkyZNIJpMh/jN4JI/schnH1d7e/roByus7KP9NRNlsFp2dnW77r0YzXLZgBiUej7vzMLglMBpdKqZsa2vD3/3d36Gvrw+nTp1CW1sbAKCrq8ttJczlcisEWFOjvswGsPxyNb3HpsD5+fz8PJqbm7F69WpUq1UMDg4iGo0im826DA/v9z2fzqpSqbhi2M9+9rPI5/P4+7//e5RKJXc2CK8jsT0FU3yeZntI1hhp3QCFmUBRHaoaYutMfBkbW8SqfLUgTbME/OH2ykQigUQigZ///OfYuXNn6DqfAa8VJZDPwLIjsQZJHaj9Tvusf2sKWQG2zg37Zw03+6G8tClptqugj20T9PKzxcVF9PT0oLe3Fy+88AIuv/xyAMDp06dRLpcxNDTkwK2vhoFRnc34qNw3NjZibGwstASl59Vo6l3Boc+wsw+2qFeNqBpSAiCb2icvJyYmUCgUcNttt7latd7eXmSzWUxMTCCdToeiZ71fjb8uaWmf9Hqtj+H3CnIsgObzXokDBpbOJ6HN40nbOidqh7R9q+sKQoMgQC6XQzQaxb/9t/8W3/rWt0IAjddYZ69gk9fZzDJ/dDt2rXe7+Bw5n6vE5/B6lgMUCgWk02ncdNNN+Ju/+Rs0NDSgo6MjZF91vnSeSBZQWP2knYpElgpQFxYW0NraikQisSKTyvnWtlTPfWPVuSMfOzo6MD4+jtbWVsRiSy/vO3PmDG655Rbs3r0bx48fR3d3t+PL4cOH8dnPfhanT5/GwMAAmpubXZ9pQ7VPnGse0qa+jW/ufj10SWRQIpGll1+tWbPGGYPFxcXQ24zJQE2ra61FuVxGOp1GV1cXenp6UCqV0NfXh5aWFnR0dITW3AGsUCQFBSrAF0rR2UiT17Kva9asQSKRwOzsLGZnZzE2Nob5+fkVBsmmpvnsYrGIM2fOYNOmTfjgBz+I48eP46c//Sny+TwymYyrOdF0J/llDZUSgYcaTptBsNGzOjyNcBiB2QJMnSMqri6f8dkKgPiZjZ5110tXVxf279+PM2fO4Pd+7/fwxBNPuHvs0pmOy86ljThtoRqfbZcBfaROl/fYaM3Kji+Ss0R5tE5MMzHaZ1vDo8VwDz74INatW4fx8XGsWrUK27dvx0033YR9+/a52irqkl0P1xoftq2yRF2YmZlx41EZ0LFaYGaNtoIZ6pflrw8oWABFo9vX14cPfOADmJmZQT6fR29vL44ePYozZ86go6MjZAdsu7XAqYJHlQ8rY7ZPSmyDfK1VL8JrC4UC1q5dizVr1qyI4mv1WaNkjpFLpdSxxcVFjI6O4uTJky6o0v6rbdR5VDCr2SbrnPV6bcvyxAZYalvVZludVlDODMI73vEO5PN5nDt3zvVTQYoGvmq77Bxb3rJvc3Nz6O7uxnve8x60t7eHShM00FPZ4m8LVi04UbvDjGU0urQ1vre314GU4eFhXHfddejt7cXCwgKmpqawZ88e/Kt/9a9w5swZzMzMoL+/3wFs5Zny2voMBv/WRr1WuiQAShAE6OzsxIMPPugOH9KoWx1mLBZzR/US2FDoisUiotEokskkUqkUMpmMAyY0Jpx0Kq2eCQDAq2T82zotdZyqgFxHBOAKdtva2rBt2zYEQYDp6WmnGDzen+OhoapWqxgfH0d7ezt27NiByclJDA8PI5VKobOzM7RFjO8sUsegimeNrI7Ppjk1jczoVxVOo3N1jLFYzK2pM6LV6IPOz7eEo2uwVCAt+NKxNTc3o7e3F9/85jexfv16fPSjH8WePXsALDtu60wVwNn50+gZWFng6wMxlBPlK52MLgUpKc/VKXOu9PkqT5qit6lzm5a2QJVgo6urC9PT0/j5z3+Oyy67DPPz88jn80ilUnjf+96Hxx9/3L3riLsE1BmwPwScNKiFQsFlI6vVKjZt2oQDBw4AgMtqqsyxXQtOFJQoWWev/Lan6/r4PDk5ib1797rzHNasWYNdu3bh9OnT6O3tDfHIt8znmyt9ho5PAbLqHOXZ1txoGz5grbrJ77PZbAj02eycBf8kCyjV3hw9ehSdnZ341re+he9973s4f/480um001XNLOnyrAUXts4GwArdstvJtT2SgqlagM/yiDUYlUoFk5OTmJ+fxw033IBIZOncK5sRY1t8vt39p7aCQIk/kUgExWLR+SWCE9VjmyXjZ76/bZBrMyhBEKCrqwtHjhzB6dOn0dLSgsbGRiwsLGB4eBiXXXYZuru78c53vhPbtm3D6OgopqensW3bNvzFX/wFOjs7EYvFXEbTygd1l76Ifbdz91rpkgAoBA1MP5GRmhZmCktTiWS2omreozUTjPZ19wEdYi0BBVame9ke95n7shbA0nJVU1MTOjo6kMvl3O6BpqYmbN26FdFoFOfOnQMAdyossLSWf+bMGZw4cQJ79+5FS0sL3vOe92B4eBiPPvooCoUCWltbHZ/s8oA6evKNpEJpFZCfcfmKRkyJiqT8IAhie5ot0aiA95IUmZOPmsLnnGoKWY13U1OTWzrr6enB+9//fuzZswf5fH5FWpj80CwQZY31FDqeWpGuBRK1eKMOU42B5bkaC2uMfdG8koJIlXsFFryuVCqhoaEBq1atwszMDB5++GFs2rQJ5XIZIyMjKJfLuPvuu/GBD3wAU1NTiEajOHz4MM6cOeP6zbbZZiQSwdjYGNavX48gCHDq1CkMDQ2hra0N/+yf/TM888wzKBaL3gje8pSZDmAZYPIa66BsNE6nxOsVbI+OjgIAPvzhDwMAUqkUfvazn6FcLqO/vz8E6LjTT+fPJ5dWn3S+2AebMdIIX4GCDQx8u8VUFjjn2Wx2RTZNyUa9CirZH9Lk5CQ2bNiAX//1X8cf/MEfYHJy0r18UPukYEptLa/T7IovO2ztrPJSdUSDNO27DQzUxlBOgKVgcHFxEXNzc5iZmcF1112HtrY2nDp1yoEYlUcGtbVOUrbADljSs3g8jnXr1rndLvraDe2TZvtryZAFs+wXr2fgMzg4iKeffhpNTU0O/BcKBUxOTiKVSmFsbAx9fX2YmJhAR0cHdu3aBQBob28PLVHSdykPbFCWy+XQ29v7ul4SSLokalAYKc7MzGBgYMBlQvgdAOd4iPa4mycWi4WqkbVIs1wuu/V1LhnpM5XYNg+Eo8AR8KghoHG0RoXjiESWDsFR5SqXy+4NzENDQzhw4ACOHTvmHDx34mzbts0pal9fH1566SV37HRbW1soVUm++JyZXQ/n31ZBrCKq4VCjpgdzqcFQpVbjok6JPLHKqApLQ8b7FJDqUg/vbW1txVe/+Df1tQAAanJJREFU+lW8+93vRldXFz74wQ/i3nvvxcaNG0NHdKvD0OfTKVJhtR82SlW+qGNR0KJRIfto50gNgwVxOk8awftSwJpOJ/BSh0bHrfNEUHfmzBk8/PDDuO2221xRZFNTE44ePYrrrrvOpfjXr1+PH/zgB2hpaXHr7OxLLpfDu9/9bkxNTeGFF17Apz71KYyMjOCHP/whPvWpT2Hnzp3YvXs3EokE+vr63MnGyhvKBeVL9deO184BZa1YLIYiTc7b2bNn0dvbixtuuAELCwuYn5/Hrl270NXVhUwm47ZVLi4urljO8mUgLEji3OtnqoeqY5pt1IyIlSWrxxpE8drFxUVMT0+vOIuHbdjMqD5TgTtt1uHDh7F161b09/cjnU672hbKFDPVdJLWdmifFSxr9lJJ++Tjs86jks1YUbdslq+trQ3d3d2YmppyS+mbN2/GyZMn8eKLLzpZjMfjIbun49A5UT3TWpaFhQXcd999rlaS2WwLKq0s8Dt+XssW67xRRpuamtDT04PGxkb09PS4F+YSWCmo3rhxI44ePYrVq1cDgAs87ZkpKhdaeJ/L5UIbVl4PveoMymOPPYb3v//9bn3q3nvvDX3/27/926EILxKJ4M477wxdMzU1hU9+8pNoaWlBW1sbPvOZz7yuwVSrVUxNTeGOO+5wqI2OqVQqhQ6S0cwIP9PiPCJLTnipVArtcNE0HIWFSxN8wR6Fwy4PsQ06Ts1+ULj4HQtyVRjK5TImJiYQjUaxY8cO9Pb24vLLL8fOnTuxc+dOXH/99QCWBGpgYAAzMzM4dOgQmpub0draGor6SLWiF80QKfkUxK4naxqegq1jZ5tqJDRKsO35Dqoi+ZZEVEHtGJiSb25uRnt7O37t134NY2NjKJVK+OhHP4qTJ0+GDgPjmPVY5/Pnz2N6ehrNzc3I5/PumZpB0wheoy6bkbFrtRYQKmnUp9G7dWJ2B5VNTQPLGRM9/I/jtGv3ytdVq1ZhdnYWDzzwAK677jqnL/Pz85ibm8P09LQz5O94xzvwtre9De95z3swMDCA3t5edHd3Y2hoCIcOHcIjjzyCT33qUzhy5AgeffRR/OZv/iZOnjyJxsZG3HbbbfjgBz+IPXv24MSJEzh79qyrcVAQS/7qUiWwHJ3bjAB5zt1butsin8/j2LFj2LRpE6666iqcPXsWp06dwoMPPohVq1Y5cKJbojVqJbjT+h6beaBcqEO2ZHWO86PLBCSVbwW8qgO0ZTz0cWJiIlQgqy8oVEBunaY627m5Ofzu7/4ubrnlFvzxH/8xGhoa3NIOibJkt6DbcamuMAjks7VeSsem41dbpaDMAlqVZ+V/pbK0dfbcuXN44oknkEgkEIksnesyNTWF/v5+bNmyBa2trSiXyzh//rzTlcbGRieTutRnf9jXyclJzM3N4dprr8Xdd9+Nyy+/PBQk2Ostr2rJjC+jxM8IQPr6+vDAAw8gn88jmUxi1apVaGlpcUFFY2MjbrnlFvzkJz9BuVx2Pkh5yKM0GJCT32pnisUient7kcvlvH19NfSqAcrCwgK2bt2Kb3zjGzWvufPOOzE6Oup+vv3tb4e+/+QnP4mDBw/igQcewP3334/HHnsMn/3sZ19974X4BlE6Dk42sxR0zvzMOrympiZUKpXQEc2K1nVZREkdLFNgGuHYFC2vtYZFhYpK7VtXZ6Zobm7OvQxqdHQUc3NzWFhYQCaTQXt7Ox577DE88sgjaG5uRldX14ptvXwu4D/0R42hVRS9l/cpCNHsAdOsmubX7IiCGEXp9lwLtlEsFlEoFJyTsEDAHpSlAIl9jUajDrT97//9vzE4OIjp6Wlks1l85CMfwblz59yrBTQCDIIAIyMjiMVi+PCHP+wMve2ngg01UtaxqiFSZ6tOTmsTeK0FHTo2mw4H4CIolXmdD8qnAifOJdvi8k8sFsOqVaswNzeHH/3oR9ixYwfWr1+PpqYmlMtllyYnn4rFIk6cOIGmpiYMDQ3h/PnzGBsbw969e7Fz50489dRT2LVrF774xS/ixz/+MTZs2IBUKoUgCHDu3Dm8973vxa/92q/hiiuuQDKZxO7du93yi9UfzRaxzxYAqm5qRM3vd+7cia6uLoyMjKC1tRWXXXYZ2tvb3c458kFtggXH6kwBhACrOhB11gq0NVOmuqYA1Lfk53N0vLe5uRkLCwvYtGkTLr/8cgfQfBlUBff8X5cgC4UC9u7d697lVSgU0NLSEsrO2gyHLxOkPNPrOA7qkwVgtn92hxflwNo3lW2b8YhGl3ZxNjc3o6enxwUjCwsLmJ6eRjKZRH9/P66++mpEIhEMDw+7+hHVWQVltvZkZGQEpVIJb3/7252MzczMhN5zpX2zcvRyZAMx5SN1d926dXjxxRfx9NNP4x//8R8xMDCATCaDHTt2YOPGjfiHf/gHzM/Po7Ozc0WA7NvKzPoUynZTUxPy+bx7/9nrpVe9xHPXXXfhrrvuuuA1zc3N6Ovr83536NAh/PSnP8UzzzyDHTt2AAC+/vWv473vfS/+23/7b+jv73+1XQKwxCw9tc4KPQ1YU1NTSIk0E8IdCzx1lpEZx0THqKieS0EqTFrkyb7Q+LNNPXKdyqxpfUYqPqITpLGMRqPo6elBKpXCiRMncPjwYcTjcaxatSr0BmS7HMKxc/xaIEoDp85KDbFvyULHopGEZk1sdoSkRtm3bs155LU2PaznWWj2Ru9XeYjFYmhpacHk5CQOHDjgaiyKxSIGBgZw5MgRrF69GidOnEBDQ4Ob+y1btuDmm2/GsWPH3PNs+p1j0WwVeazOVL9Tp6LG0/Kd5Fs2UGBE+WCf+FvT2hohayZNoyOdY52jVatWYXx8HE8//TSeffZZfPSjH8XExAT6+vpw9OhRd0JxECy9amB8fBwjIyPYsmULpqenceONN2J8fBy33nor7rjjDjzyyCMYGBjAd77zHaTTaQwODqK1tRVdXV04c+YMmpqacNlll2FgYACxWAw//vGPcfXVVyMIAqe3BIsqO7o86JM1lcVDhw65rFBnZyeOHDmCXbt2YePGjSFes+1azkPBkMq+zo2m5LUdPd/Izrc6HdUzlRH7LPanqakJo6OjGBoaQjabxeTkZOigNwsc6ND4N/l08uRJFAoF/M7v/A7S6TT+1//6X25OtPZB+8DddxwzfzRwuNByBeugLODQ+STpTj/LA13+sG00NCy9amFiYgKHDh1yDppZ9HK5jFwuh3Q6jS1btmB4eNjxtKGhAS0tLWhpaXH6o31jbWBnZye2bt3qTmitVCquBsXyQAEh58BnB+xyHxDOHCnfFhcX0dTUhLa2NncuyuOPP45cLodDhw4hm82ira0Nvb29zmeojeUzKDfM4PKZXN7jc34Z9E9Sg/LII4+gp6cH7e3tuPXWW/Ff/st/QWdnJwDgySefRFtbmwMnAHD77bcjGo1i165d+NCHPrSivWKxGDrwZW5ubsU1XAdvbW11VdKcvObmZufMNXtC5x6LxZDL5dwR9vboXi670HDzXhUeTS9aJVCAQIFhep0ZGyprqVRCLpcLCYdvrO3t7Ugmk4jH44hEIjh+/Dgef/xxxGIx9Pb2unfqlMvlUAW2TYOq4HO90haV8beNuPi3Xq9GzYIIJV/0VguQqYO1SyHaF40YaKQ0W6U/1WrVZZdSqRSGhobwzDPPoFQqobGxEe985zsxOzuL3t5e9Pf3u+r+1atX4+TJk+64aFVE5VWtsbCv+rfNuNhMGx2q8lqNlUaM7I+CRF6vIMY6be2/BSSWf5TXvr4+zM7OYt26dXj++edx11134etf/zo6Ojpw9OhRfOhDH8K5c+cwPT2NTZs2uewXQQUjyNOnT+PKK6/E+Pg4BgYGEASBy7Jcf/31WLduHQ4fPuxOVT5//jxuv/123HvvvRgYGMDq1atDxlijZ9VTzUbprrBcLodjx47hgx/8IDo7O3H//fejWq2iWCxi06ZNoZoc6jBP3rQZC5sdVdCp/PfJv86XlQvKlM+5cp40mLAywteAzM7OuvernD9/3r2V3dorzRoGwdLLSg8dOoTNmzfjxhtvxPnz59HV1YV4PO5qhIJg+WBEAhzNImu/OQeWbFZLQYXN/FqHrtkym73hZ9qe3gss6XIqlUI8Hsf69euxd+/e0HMqlQpmZ2fR3NyMVatWIZlMYmBgAGfOnEGhUHDAhm0GQeDeBH7NNddg3bp1brdbKpXCyMiIk3nVU+2frffgfNv5V5mhPPBHs9HA8vJnOp12S92VSgVtbW2uVsgG+uRbc3MzGhoaUCwW3Ri1jrNQKCAej+P06dOhs3ZeK/3SAcqdd96JD3/4w1i/fj2OHTuGP/7jP8Zdd92FJ598Eg0NDRgbG0NPT0+4E7EYOjo6MDY25m3zy1/+Mv7zf/7PF3xuNpvF9u3b8fDDD4cqjgG49DOLeVjJnM/nQ86P2REtfqNQkNHMwAAr94DrgVSqIPxfU4x8JqP/SCTiQFFvby8ymYw7F4LE9GMqlcLp06fxi1/8wglZpVJxa/8EZ1RqBUJ0OBREq7D2wCqus1rHqAZEnRavsUDBgjkFbZo1UJnQSMsaJ5JmIqyBtdfpD/nT1taGEydO4Pz587jjjjvwzDPPIBqNuneKAMDZs2cRjUadU02lUqhWq25XlPbfZwzJA5tNseRzYDYK0qVKPk/T+T7DqzyynytQoYFTHvG5mo3RDAF5MTc3h7/7u7/DqlWrUCwWMTQ0hKeffhobN27Enj17sGHDBsRiMXR3d+PWW2/F/fffj76+Phw+fBh9fX2Ynp52vASAeDyOTCaD559/HsViEVu2bMH+/fsxNTXldlDddttt2LFjB77xjW9gaGgIwNJuG5UlXdrk0i+L6Hk43MzMDP75P//nSCQS+OlPf4qFhQV0d3ejt7c3ZOCpD5RzPQ5AZd86SQWsCtzVKfkiYZUTW1ek80o7YrOF6tCq1ao7EfTkyZO46aabsH//fvdOIV6nfSaNjIxgamoKd911F5LJJI4fP46BgQH8+Z//OQYGBtzuFpUd8oObASirKt/MbPPZOnabUbEAx5eVVZuk7VCPbACgdpyZpHQ6jZMnT2J8fBzXXnstzpw5E9Id1i/xxNnGxkb09vY6cDM+Po5MJuO2z7/zne90xdgnT550Wb58Po8rr7wSnZ2dGB8fD50fo+DUZx99S2d6nWYH9URdtqGZdxb56yngVnbIV2ZI1BZwHlR+WYNy9OhRvF76pQOUj3/84+7vq6++Gtdccw0uu+wyPPLII7jtttteU5t/9Ed/hC984Qvu/7m5udC7aYAlZo2OjmJhYQF9fX0uNcelGU4CJ4yRsjKfjNclITU0dvlFHSHBj0YAVFqbmbDGX6P6arXqsiLsTzwed1mRY8eO4ciRI4jFYujv7w8BDwqJRlr6LDo3BS8kq7jWgKrw2uUb64Q5DhsNaSU/jb0vW0OesG3OlT5fIwybZWBfbYZAaz/0ud3d3RgbG8MPf/hDvO9978OBAwccALHE02h1rrXP+r/yj99b4me2kJt80/QsideqkVbeWz5wLhTs6BIjjZUP7Nk1Z5uBoR60tbWFdKVQKGBubg67du1Cf38/ZmdnUS6XcebMGXfWSbFYxKpVq0LjIjFlvG7dOpw4cQKVSgU7duzA7t27XYalubkZzz33HD7xiU/g2WefRTQadZG9glrqIIt5Y7EYTp48iTvuuAMPPvgg/uW//JeYm5vDAw88AAAYGBhwY7OgUpchCRp0mUTPWSJv1dlaB8L2feCVwIbLFjovOhcWgGqmVO/js8vlMk6ePIlNmzbhueeew+zsrMuE8IiD6elp986WtWvX4rd+67dw+vRpnD17Fi0tLa6egbUX3MWhemeXvG3AQVmk3PiWMKwO+XTJAjfNECsv1abZAEvPxmpvb8fg4CASiQQGBgZw7ty5kC3QQIJ1cbFYDK2treju7na6xF1TLCxVXaJ/8hXk+7JwOg7NqFF2qMM69wyqNaPIttVXWH7wmT5bySCeY+eY4vG4W9qZmppy/79e+iffZjw0NISuri4cPXoUt912G/r6+jA+Ph66ZnFxEVNTUzXrVpqbm0MI00fFYhFr1qxxW8CYdlInxW3DFjnzOh7Ny/Sj3dpIh6rgxUb31lEqumR7vI9pZv2Jx+NuOzDBSiaTwfDwME6ePImmpiaXWrVZHnVYNj2sZI0mr1HFUGChRsGCG3UqWotjFUIr+ZVX1kDZjI6NRNkPzVjxeba/Cgh9ho7tEexNTU3h3nvvxW/8xm/g8OHDaGhowMjISIhPVHy+rZPOQSM1S+xXLcCiETEQLiImXxUQK/CwxZX6vc06UaYUiCsoYuSrgJx9U4erjkXHaNfNOzo6XN800teaBJI6WQVVjY2NGBgYwLFjx5DP53Hrrbfiueeec1FsPp/H0aNHMTQ0hGq1ipMnT2JmZgbJZNK1wSWZTCaDRCKBnTt34uDBg0gmk7jrrrtQKpWQzWYxOzuLoaGh0Nk86hyob4xAWQypQFW3bPqMPsnKuMqJnTMrfzZYsMuJmlXTvtOGpVIpzM7OYm5uzm0OKBQKOHDgAG655RYcPHgQ119/PQqFAgYHB7Fu3Tq89NJLyOfz6OjoQFtbG+655x6sX7/eZdAIAn1ZI6u37I+Oi2QzQDZroiBEibpg+aF2yPc//1bgkkgkcOLECezevRupVAq33norzp4965Z17XP5Y1+eZzMhStFoFPPz8xgdHV0BGDjHaiOVVFc0a6qgQrPUyn/eo/JKnilvVVd5j2ZjFNwRRBOc3HrrrTh//rwXcL5a+icHKGfOnMHk5KSLlG6++WbMzMxgz5492L59OwDgoYceQrVaxY033vian0PDwKryjo4Ol8rlhFUqFSQSCRSLRSQSCffWTU4Ii7HU+dmIRtO9QNiY2mhawYgqjUXuwPJOC76Y7Nprr3Xg5NixYzh69ChWrVq1YgnHZkuAlUbNOmzto8/o+RwpDR77zkJTjfDt820FuM8QsW3liTp6Zr40Paxj08jIAiwS59FmHPQ6ng8wOzuLe+65B+fOncM73/lOXHnllRgeHkalUkE8HndKODk5iYGBgRXRjkbUaryUz7yO/fbxRTMavEcNArDynT2+eVSDrMXHHLNmwXTutE8KoHRM+pnNCHIpxDouzfSxX+y/BTzAMuhds2YNRkZG8OCDD2LTpk3I5XI4ffo0MpkMCoUCzp07h0QigTvvvNO9qbW3txcnTpzAqVOnMDg46NL2+/btQ7VaxdjYGAYHB3HgwAG88MILuOyyy0Jpa+vk+Tn7q4DFypfaFRsQ2IyBdSB8Ln+szCqPrCyQnyqXsVgM6XQa4+PjOHXqFKrVpeWe6elpdHd3o1KpoLu7Gxs3bkQqlUIqlUIikXB268yZMyiXy8hkMkilUnj66addDYb2S7NIykN1wApMrb3heGwWVJc1fbVd+p3N8qlt4BxacKNAslqtOjBLHt13333YuXMnkskkRkdHvX2oZWNrUblcRktLC6644gqMjo66d8TZYEZ1xQZcvuJqzYBqW1beKB+q9zbrRt3lwW7FYtG9m4dytbCw4PxiJpPB/Pw8duzYEXpb8uuhV73NOJvNYt++fdi3bx8A4MSJE9i3bx9OnTqFbDaLL37xi3jqqadw8uRJPPjgg7j77ruxYcMG3HHHHQCAzZs3484778Tv/u7v4umnn8YvfvELfP7zn8fHP/7x17yDB1iaoOnpaZw6dcqBCEa4NoIOgqW6DBbPAgjVj1QqFVe3ortD2I46Yx9C1upma+BI+uZRjWC5B//QoUMYGRnBsWPHMDw8jMHBQbS0tLjtonRUGr1rGtdG2mrYSHqmhGZzgJUOSkGDFqORlxa01VJiGw2wv3qGgBqxaDQa2i5qx2FT2Jbn+hw9Pp1joqzQcGUyGfT19WHLli14/vnncfLkSfT392P16tUuar/tttvQ1dUVUngtcNRnkl+6q0uNoTUKOnZeT2ev80sZUFlUQEMHyuexP3Zebd8148f77Nzo84DwMfks/q5Wq6G0P9tRUEaH4osS+Xw6l6amJqxduxbFYhFPPPEEIpEIenp6QnOwsLCAsbExpxejo6NIJpPYtm0bEokE+vv7cerUKZeuZ2Zy7969DpzYLbxqrBWc6Oc+p2jlQMenvLTX1QpyKKPkidYCUVYUyNhMZyQSQTqdxokTJ5xsVKtL757hO7tmZ2dx5swZ5PN5nD9/HrOzs+77lpYWXHnllXjyySexuLjo6lZsNG+zyMpD9pmOT0Gu6jHlVtvTDBA/t/zTeSCftEaCbSnf7FxQvqkXXV1daG1tdacIDw4Orjgl+7VQtbr8JnW+rFD9lA1GbA0geUUQpwEaZZgBieqYze7zMxsg0LbopgeWEwDLGTAtMAaWTp697777kE6nvTr9aikS+DzXBeiRRx7Bu9/97hWff/rTn8Y3v/lNfPCDH8TevXvdy4Z27tyJ/+//+//Q29vrrp2amsLnP/953HfffYhGo/jIRz6Cr33ta+615S9Hc3NzaG1txWc+85nQroVEIoGbbroJ//2//3dcddVVLivC7xn1A3CH1WgBF9OdNgLn/RQGXWPW9LVmX/gs33kmXAdmu/qbhp0nVdJpErhQ8NSpagSmmRwFZ2q01GBoezYjoQqipOu1fA7gXx+3EaTWj+g9ajg0e0Aij+3zbNpYwZ4afHXoNmPhcyp8Jrces/1oNIpUKoW2trZQJbtmFawDU6dio0CrfgrybDaGxPZ1DVgzKBpd2ZoSX8bDGmzfePiddYQ6Dh2LGk6N9FSuKHMKDFSuNCKORJbPHTl79ixSqRSuvfZanDhxAl1dXYhEIujv78eJEyewZs0a5HI5d1p0pVJxr4yIx+NIp9PuZaDj4+N45plnsHr16lDwoTKiINJmqXy2wlcLZvXAx3tfBGt1pVYf+D2XUhXQExiy/mb16tXI5XKhYxmUrLyl02kUi0UcOXIE8Xjcvf3WjkHHqg5Tx6cyYAGMyg77oDuJNINk+13rmZRZXyZLx2ozt/Yabs2+/PLLceWVV2J6ehqTk5NYWFh4xVkTS42Nja7+bWZmBu3t7aHAxZfFs/3m35RzLUHgd6yvVFlgWYP6NOWXghder/PFwJE6w2B3YmIC5XIZO3bswPHjx73jLpVK+Na3voXZ2Vm0tLRckEeveonnXe96lzcaJ/3sZz972TY6Ojrwt3/7t6/20RckCvP+/fvdEcKFQsFNjk4iDR13t3AyiBh9OxZUCQk8WBxFYtuK+H3CRWXhc3Sbn0Wkmr6k8GrUrAZdI3KgdjRHA2YLIG3qXb+zfLYGgQpjnbMvyub/NByq4OQfU610ZMx+aHZGFYvPsxGG9l15qDsPfLVAnAsWvWlkEgSBm3s1mpwv9oU81THqmrA6GuvofKlwbd8HCnXMlBnNSJE/PueisqoGUg23Olx9hhpSgkCOm3zzzQcNqX6vIE7lh0YyGo26zGgikcC2bdtw9uxZ/M3f/I3bFfHAAw9gy5YtSKfTzjCvXr0a/f39OH78OCYmJnD06FF3Fg53FZJftoiVn7G/HKu+kZsyawGZzluxWHSBkPLHptutDJNXKt/qsNWZaMZUZZH2yNc3S9aJt7S0YO3atXjppZfQ1dXlXaKzoIPj0X4r0FWQajMHqgf2ELYLBROaDdHrKLu2fV/mS/nGzEskEnEv2ePW4Fwuh+uuuw4DAwOYm5tzjvnVgBVmTzRD5rtGdZifWb6Rl/ZMFQVmHKNmJklW9vRlmhrA0lfZ5WKWUywuLmLTpk1e4Pta6JJ4Fw8pFovh1KlTrmq6sbHRgRSu8dHJMFui2RCidaYStT6EmQ277RaA22Fi93zXmiQKiIIUBTp23ZE/qlhqCCm4Gk2TNGJXJbWZFQqsdTg2JajPVwFVR6eGlOCCCqWpV+WxghWbPmc/LDhRvmnf1NgrKZjzGSNVYvJDwYcqLdtQxbZZHjoG7ZcPdLAtkhoja/Q5Do32FCips9BnWoOtQFXBDdvX1LjNAPA+5aUCHOWzPShNIznylAZQzwRSh6V9i0ajaGlpwfj4OF566SVUq1W8+OKLeNe73uWWlK699losLi699I36PjExgWp1adk3kUhg/fr1oXS+guxagNBGodR7LTJUPujfupylzlBBmwVmKvsWBCuva8mVygN5zb7QJl7IkTQ0NGDDhg3I5XL49re/jd7eXrdVm8/ygRPKibVD5J0GflZP7fLihfTZkgJ+vdfyxsdTC1Y0MCTxVSalUgnxeBx79uxBqVRCd3c3Nm/ejGw2i2Kx6E6YfTniPBBwK8CgzWfffPNrwYmCaCXKkgZa/F99DXVVX7pLUM2jLFQ/mEUhT4IgQE9PD+6//378+q//utvt+HrokgIos7OzuPbaa9HV1YXx8XF0d3eHllJoRDiZVDDWozAqUsUigwlubKU2U2WcbBp1ddCakmfUb1OW1inaIjO2SwNuHYYKpToy/ua1isjJF71PlVSFWu/39Zef0YjTWXPc+mwFPcDK9VZrNFUBeL8qr0YD6qwZobAfNgLRPtlaI7Znl/wsKItEIqG6BZslUNBja0IsqeG34EfJHvNv+UeinClQ0jFY8GKjS905x+fYaFhlROfBPrehocEtW3KeaPS0HcqL9lXT/cw8dHR0IJlM4sSJE9iwYYPTCy3MZT9VXvi3zgWvo61QAKUARoE+n6O1DTbrpHrIjB3btMu+ml3gNRy7zqsuH+mc8jNti/JEGW5sbMTk5CRmZ2dx1VVXoVAoePtRrVbR0tKCzZs344knnsDw8LB7rYblmc6P9oN6oeCLPNRsh9omzj+vVZ20Y7N6apd/9Tvtm+qmkg+cWH1kv1OpFNLpNDo7O1EulzE9PY3nnnsOmzZtQjweR0dHB0ZGRl42m9LQ0IBsNou5uTnHM7Wp5I8v22mBioITW3uic6zZd9ZZaqBMnedqwuLiIhKJRAjcMHvJs17o15qamrCwsICWlhYkEolfShblkgIonIif/OQnuOaaa1ZsKwaWI3UaKs0aaESlmQ0Kmh7ly2iPWRjrAG2UCoTX6RWtcllDHYc6IDUENnrxKYGif+0XU3TqVG1a2xoUdTj83m631GiefdNCMnuGhyqSghmNnnTOyCs12Jw3u0ZNZbGGSO9nm2xXz2fRqFXXc31ZE67Bsl1ba0F5U95pGlq/txkprb8AlrMSdhurdY58Nv9mxk8zfDZyJ5DTz9URUh/UaOo8Ud4JIhUQclw6L1YGCQiCIHB9VBDE3XUKQjOZDKamptDV1eXmws6jBXDq6Cg/mukh7yiLGsxoG74jAtieOhcFfur0NKjQebcBC/tgI3kL5DXzYp286mc0uvQW75GREQdAGZBVq1W0t7ejra0Nzc3NKBaLuOeee5BIJDA0NOT0gcDPZrYoV/qZgi4Fepwv1QclyhDtqnV0FiCrfdFMFe/VQI3fa+bQtulbwtKxab8bGhrQ2dmJfD6P5557Dvl8Hhs3bsTGjRtx/Phx71lK2tdIJILVq1e78erJ1Ap+a5EFtPq3BTuaAWTpA/VPyxOobwQpVoe4gqD+SGtVWFdSBygeOnHiBP74j/8Y3/nOdxCNRkNFOLo0wyN5aRD1bAN90yfvyeVybiuwrotaYEEjSUHWI/atsFHQfWk7NbAWQdsI80KkIMPWq9gsBtvTiFMNiSqDAghF6+rkyBvdsq3GlG1pvY51sqpsCh7II+WBKpuSOlt1YBrd6xz4nAiwvASojlIBjyXNPlEGtD6Dzk6foYDG9kmzABolKxhh/9i2gl+CbeWlL5PGfpDUEfL5nDfKlzp4BZ28X40bZUL7onOj4MvuMuMaOA2qzgdPibZRNYMN8ot6qSCADorPowFWw2vnVnnji/Bt5lLJp7f2Ogv8OW6NZtXWaH+VB+p8Y7EYEokEjh49iptuuglzc3MIgqU33R45cgR/+7d/i507d+K5555DT08PMpmMG5/Vef3NPqk8qX1UvqhsaZv83wYvajcJpnlAnAKfWnbJ97/tJ+2tXQb22WbtG/vMpcNKpYLh4WGXzT937tyKE8HtnPPANvLZ2gC1dyojNmC1dlFtAUltgspSJBJxGU2fzSNvrB4oAOZrVTo6OtwOpddLlxxAKZVKOHnyJK699lqMjIw4YdflF5v+JQpfWFhAW1ubAxM8edauk9t0r0aEJFY2U4hsNoWZE36nCqYCqI7bRhOKXjVaVMFTpeVva0yBlZEQeUIe6YF0amDo+Pg3v9MIRo2LRq3kg/JGAY4+3/LAGhoFVjbasUpvtyxqypn9qDUHHK86As2YkT/sNyMVdYjkBUnvtUBBI07ONZ/J+dX50WfwfjU2+jp7GkdrwBQ8WvCp8qHOwAekfTJgx6JEnumOHoISUhAEK3ZPAcsAUZdpdM7sZ8wCcrxcHqIRVuPOpV3ln45Ts5C19F3nmXzSvtosIUnX/a3MWrBJGbDt8tlsp7293e1eGhwcxA9/+ENceeWVmJmZwdatWzE6Ooq1a9e6+aHtY/t23lSWNePEPlge6G9ddidZPvIzzbaxbfbH2sZa9krJ6jb5w/5bOVB51qUSlf3GxkasWrUKY2Nj+MUvfoHrr78eyWQydOCjEm2m7qohWdlVoK/36ziVvxoQkoeUH921wxIHzpU+U89B0V07PE9MX6NSrS69v+qKK67wBmyvhV7/RuU3IUWjUezfvx8LCwtIJBLOqNjiIL5LQ2s7uBVRa1SY6uI96ryssnJiVDGtkFHZNRXO59lIRe8Dls/E0DVtCpWCEXUSWnSo9SAW4SoYID/4IjA1qhbw8Lkq3AqQSNYIMQqyqUIdE/nDZ3DOaCSU3woempqaQv1m1oI7vNgfC6i0/+QpHZQ6IRoVCxY4DoISXtPQ0OB4aQGEb2lA+6S8UePNftLgkDca2TEtzx/2u1gshpZTbEZEwbvOtWZM2B7ng/2x41JArOCfP5qh06wVdYHvL1EjXSqVQvVinG8FspwvlTXKhoI69o88VEDF/mhAwYhXgTBllnOg7+lhH5QnNhLlvKuuk4/kr+oGACdLHJ8FJ5pdsZF3T08P8vk8Dh06hK1bt6KxsRFr1qxBMplEMpl0/bVviNaib0ucRwtKVH5sIT/nWQM83st3phGccKya5SJPFSTovKkNsnZV+63AkOCP/VPZ4WcWvLN9yk93dzcA4PHHH8fi4iIuu+wyL8+YneNSkPoFtqn2gd+pPOmYbeZTZZB+QG1EoVAIzRuw/LJc6hFXFfg8Bukcu57A3tfXh+9973tIJpMraqReC11yGRRg6YyTLVu24Nlnn0VPT497Hw+LeLi0Q8UoFApobm5GU1OTe6U2jbdOlgqoGkDWpADhqFO3Ytlok5/R2Wi6VhGyKph1AhY9W3StpE5ZMxA2kldgwciGSwMa2fL5NpJlG5qF0D5r5oHLRz6gpFGpFjr7+Mj7fRGGFslSkWymhnOhxpOGUxWc99n+8jM1agp0dOmFz+XSoToStsU2NDNlZUaBkpUdO8cWNHA8atQpr7WKN/V/HR+fawGvgnfrWHW+tJ8W4LJPOmYFhtyJxzozjk+X3rQvvI8OTcEtsJxZ06iTYEodHsGCgkUFhT6QqyCWPFOgqo5a59xmNjVK1vYAhMAVHQe/p57pvVz+1qyVXuubb51DrZHQglhb38Hx8LfyW8GDXe60eqV1D7oMbW2IddQKKFS/NIizgIpjtkvbvuwzv9OxRKNRdHV1YX5+Hk8//TS2bNmCTZs2rahLKZfL6O/vR0NDA6amphw/NYtJUuCifbZyw/mxIEoBMu222hndxMHP7TleGsjQjmmf8vm822Zcyxe9GrokAQoAHD16FF1dXZiZmUEmkwkd4qUpeDoJCoJWNtMIcpI0tajRtRoi3aJFJ+xTTn5vo3G930Yjauj4P5WB9wAr9/2zv4qSbWSlGRJVVjVeNP6aGvdFfLWeofcQdHDrtvJOhZtLEBbgWH74lnDsWHTLmxpCBUs0SGxPo3ryVjM6tr/q8H2O2/KHSs7v+Lmu/ercqoNUEGi3b6oj1HlSp2IdpzW+ChRtRsxGR5p9s+NUY6lgRccHIJQq5pgVnPh0km2pfLA/moZX42ydtW9OSfq6DCuDqp82+6XzqTyyvFegyba1TZ0P267qtoImC16VOA51urrbi+0rj3gPbYDNPqn8aH8uRJrdIdG+6JzZYIk66bMt1u5YO8HvfLzUcV+I37zfN0/6bNogvjft4MGDmJ6exvbt21EqlTA5OYlsNotMJoMjR45gYmLCnYzssxHad50z+h+WEzBron3lMozaDiBsJ3UMymOe98TgnUEeZViXRBmoj42NuWVYmyl8tXRJApSpqSm8613vwosvvoixsTH3zggAofQUJ4XV7HquAQ0QDQcdQCwWc3vDVQl8UT6duyq6Rk0EJgBC39n+2YjMRvZEtSSL5Dlu6yRINiIjadpdU6uaIdG27BKBJTWWGpmpodLITfujy1j8zfHpvZqxYBTJsTDSU35RoZXPdmmO9+uzNLqjLOghc9bIKp+tAbXRnjpLgkOmmflMOk4LqtRJ2GVDRkQ6f+wr+aZGWnWB47FRls6DBcXki2bDtG+ajdNIlc9WcM/n6jZikjW8yk/VCw0w6CA5LlsXw2dw/V3nRvWQvFUQpbKqssc2bJBhi3gVKCg/VIY0U6LgjX/72rTF6ApwOf9aE6Jgln3X7BRlxzo3BX4WHFsgb4nyoWBZbaEPeCuvlRSw6/N0/BooWgCp170S8s1HNLp08vTQ0BDOnTuHxx57DNVqFevWrcPGjRtRqVSQzWbdu2vskrUtKldQxrHpjlLKoy5Hqh2z79/SjJjyBAgvJWodp45tcXERpVLJFdhyaYcv7X29dEkClCAIkM/n8fDDD2P79u3OeHD7FBBGxTSUjOY1G8K0N3cHUAB9qX/dfguEnbA6eT5b79UIVA28Ritsi5/biFOVyUbnaiw1ctZ+AuEj5TWbAyzXr+hOFLvmaSMSfTbb9DltG7FppG4NNvtki4z1lEMaXF6rUYcaXPKQysbnWIPmAw4cG7/X9XpVZjUQagT5LAsYLWDRA+Jsv/i5ZocoMzRa6lA0wuI47TZ39lvnl86KLwtjBkONsrahL9Dj93rktpUf6pnu0mFbGq3r3KqR1YyAvZ98U7lToONz3owaeX8tJ6XLnWr4VS9txkOvVzCrmQFeY+VBdUCBJMfAPthsgAJm/ZvfqU7o/7UCB+2vBQe+5RK1feoYdRncjk8zSOqc+b+CFqtn1Wo1tIVa58uCZA0YrA74nKydQ5uV0S35BHWx2NIrBhYWFrCwsIAjR45g165d6O/vx7Zt29DQ0ICJiYmQzPnAn9ZRql2i/lMXNEAg722NT63xAQitGujSt2bnCIR5hhh1MplMOtl+vXRJApRqtYrTp0/jS1/6Eh566CFn+GKxmDsFkC9+I/DgejbJImtG33SEapg0vapIFFhWCI0Q2UcFL/pcTjSvI9nrLABSp6NAxAqiL4Vp09Yk7Ycue2h/NLrWyF2J49IMixoD7YtG+5rx0b5otovvXNHxW7DEcavT8DlKJY38GJ2wHfuGZc3mWN5z/DpGbc/uSlCnzz77ag/4t/JQ+aU1JdbRKGC2/WKfNELWObKFkpxv65CZ+eFcq+HW+WS/td6ExIOjfDsG2A+tLdK50zV7zRYpOGHwoYbXl8FQsKVko3gFGHY5Uu9XOSHgpy2xz1Ge+cAE++nLztjMDfvFeVSAYKNngna1a1rkzPGro1bgoBE+iW3quNk/y1e1uTYbo/dYEKbyqv1T20PS52rGxAIefY7qhc4x77N6r0FIc3Mz4vE4IpGld0flcjkcOHAAqVQKmUzGPZ9taNGz9oOBCXnEebX2grzS+kG1p1q6wL7qcrG1i5r5zOVyzhdyea5arWJubi4UWL4euiQBCrCkfM8++yz+8R//EXfddZebCFbga8aEaTAu9VAJuVWYwqLIUQ0SJ5zt2lSYZjv4mUZ9wMoXi2m0oL+VdEeOpkGBlVXz2heN8FS5VRij0agrDub/2jcAIYPHtm1mBAjXT2gxnQ9IkAfkj424eC8VV5fI2AcaDl264efRaDR0D+9TY6RGUwEbdzVpf5T/mvpXsOKrtyBgU8Or4ERTtuyTGhYb6WqfVKZocLSP1kkr8TuVEZUTjUw5NusQVdbsMzTTok7XZjHovHgce7VaXcF7jpv9sdtsdV41q6BZHDoLlSXOn/JXZVTni3zgs5RPqu9Wtjhua1coIxoM+LJmCoz4vHw+vyILY7ODuowGLJ8NZe0a79NAgs+3WViVMQVplFPfIXoa6Nnlcr3Gjle/1+BOZUIDDvKQbak9U7m1gYvOjZK1xRpsKXDWNsgjDTyoY8w2aOZea0NUVnVe2W8rJ1Y3lDSY1V2JbFsDCNUXLifr0fXUT243Jj9yuRwymYw3QHwtdMkClFwuh97eXnzxi1/ED37wA1xxxRUu0mbUlEgkHHChQ1Tho5DwMwINAM4oamaAExyPx909etqoGgE9UAoIH0xGsoqjDpCfEVxZo6/Rhgq3Gl6N2tS40LmrgeA4tV+qrOrILQgg2Whf18lV8Tg+NTK2LQUN2nfljY6R7RHp84dKrss/NgVK50dQy+/0PhvFqcFiP63DUqNsQZIWePJzBVw615rRsBGiOiQ+n9Gr7Tf7wMI4dWIWAFsDz36pwVOd0H7ZyFgjX/ZXeR2NLr0gUGtwdA50rBr5W32iAdc+WkAQiSyv+9tTbdXAa7ZQSR2pL/q0z1LeaXt8pmYqOB6bzSMvVE8tWFRZszpJIKGg1wIz5ZfNVOkytYITlQ3aQdUnbd8HXnxEHmmGQOfZggSCEwt4yCfOow2sdB5tIGUBu4J/X8ZO9V51RttXoEFbo7zWpX4NZsgTa8OZYWZfKPPUC/2eusaVBoIVLskShEejUeTzeZexTKfTWFxcRD6fRyqVQqVSwfz8PLq6upDP573z92rpkgUo1WoV09PT6O/vx8jICLZu3YpsNhtChalUCtls1r1jggKTSCTcRKiRpHFTZ0Zh0WhSU5cavZC0VsI6FCt8irz1OiqNrlkCK98arDUW7JsCF7bFe9X50UlZJ2KRsS7dcKnM1381UDpeNcraD3WafL5G2no+hkbjQDg7op8rMLG7fAhOdF1VHZCu4aph1+yGOgMFo3q/Ag5ewwiK7Wo2QZ/lmydr/GzkpHKhPCUwp1w3NTU5x6yGkX21joXzqAWzaiyV75SLXC7nDJ6CWvaHSzq8TkEU54akcshxcA7VWfAQKhpmBR8+cMexqH5YB6qg3OqDnadaQEkLf7UdlSVGrzpm9lPlwII/C2513jX7xefpfGkkrxky8lTrEjQI0CCmFn/Ugat+ktiub/cHn8W5sWP0BWFqN7QdtXma1VXdUTCjIMJmbxT8qY5pG/q/3muDBQt4VQfsfbbeSedXl4k0QOO8EpRQDghO+JoDlQW+zFBtEPWIflJ9Tmtr6wWP+H81dMkCFGBJ+Hbv3o33v//9GBkZQXt7u9uFw/VnXX/T7VYahdgInfeo8VZHqmdtsC1F/QoWVKnUGWl0YJc71LhoBkMNm13bpQFXpE3jaCMDXX7S+/k8Pl93lvCZOiatZ+Dfzc3N7h6+u0WjIHVGNurm88ljjYp0PqwB1T7puTbKJ853NLpUCKrgQTNQNDC2cIyyYZ20Rjw2SlOjRllUx6rOgd+xat4CViW93xYhWuBB0uhcIybVCTV6CjAI5An6ODZfpoIpbV7DsZMIGjWibGhocOlutqdyq0Zbn0v5oMHVseqzrQO2YIL8oozQsOuyoXW09sRZ8t1G8L7UvJUdC+p1fvm/1VOVLXWKdmwKzPQ5mnlkFM2+sU3NVtjMgJ6urSBc58DaMHWACj702TZzpDaA82EDQvLFgnorC6onamOVn6qf2g+dK1/fgfCrMTh+HQ/tKRD2Key/ypgGxjoeDQz1f+oTn0Gd4PN4iKSeMWQzKmqf4/E48vk8qtVq6CWSi4uLyGQyK3TutdIlDVDy+Tyuu+46/P3f/z1Wr17t0KNGnHQmmgJj1EKh5oTGYuH3GAArK6s54Yzu4/G4Q6CqpHbCrYKo0QFWplj1XvadAsLPVMEUbatT9UVbdF76LH5vlYQOhYqp/NXxarShmQvf2rU6Zc2E6BINx6H1GPxOT/tV0ijbFiJz376mUdXY6BKNZgAUWKoj5xwT7NldIZaPmnnTZ1sQQyeiBorAhdfToRBsWblSZ6KyoFEieVXL+Wl9C8FVtVpFoVBwWTsLjngvM4gKFHUMCp4p13YNnmNg1od9ZT/JIwWNdm5ttoppb+U/n8NaDatfGkjoWBVM8UeXl1Qv1FGRFxp48HM7DruEpP9bx81nc86ZSdR7VSdoG2jbFPCpE7RAwS5Dar81U2GJfdKt5ZwPtTt2SU+zCzrXbNMHRlRuVZY0g+XLvCiot7quIEftqM2mqK2iDiloVTui8qw2mH5K+8e21SfovZVKJXR+EOVBn8u3W3OLcDQaDWUaNdNK/8bnlUolJJNJ5PN59PT04Pjx4955frV0SQMUAFhYWMDU1BQymQzS6XTIMWp6i5EgEI4UaQw05a6FQpFIxB2SQwejTkkjXwqWHn+uxYpqMDQKsBEK79WIjwIDhM8psYhf17R90aONtmkAaNhtShFYdjqqgPrOIo6NBckkVXjreNSAaNSnwMs6UKYttd9qpPR/XZbQz61j5fzbZT27dq0ZLI6DtUi83kZLuhyn7VpDx7HyXjpt7bsaHpUbBYvKJ5URXqvAjX1S+dBCPs6/gpOGhga0traGMh4qv1yiUf5q5MvnKy+sU1O5U96qA1OnpSCMbSngUh311USxXT2Hgrqgy0PaPwU4CvZ5nZ5urHNtM2cKThRsWHmwzlmBpmZnfJG2BWvkpdqXaHT5FGbrKDWjrDKpgJG/dd6trpAXBK8WSJP0Pl82ReeM92rGTceqc03+Uh+1DbWhviwGyQIj1V8FxgpINVOlmV7Kpco2SW0X21A7bXmjPFedYh2kgiX1Vyp3umpAOxOJRNzBpg0NDW53rOXT66FLGqBUq1WcOnUKX/rSl/Dd734X2WwWqVQqtM0N8K/P837+zYNoqPiqiHQ2NgVp05yVSsUtL/EAKCqnTTOq41Aj1NCw/N4Njbo0Ne9zvBqF+oSe7dDwakqUpAZTSZVUgRX5paccqvJaZ6PPswBNo1C2rQZeMwa6lEXDolGKKphmvfhc61wIZjl23q+GS+fC8k2dMP+ns1bgp+BP59xm+5T/6pjUgTEisoBSM2j8jP3SZSvKgEadHLsC42q1GlpyUjnUlLEaeM0s6PfaLy1CtRGlkl0aYRs6F0D4rdzkrZ13ghSbFdD+qd4z6FCAoEuxzDBaR2XHrUWRFvCyTQWz1jHSlilIVnlSx8sxUa7UXimw04wJHZbyQO2PL5jivToujcItqb0D4JYMFcjaDJgNRGxWy2Y/FMTafmgQqPzg38ofDcxU1tTW6PzwM589UsCp9pfP8WVyeJ/6LZUFyrDaIX1pqb7EljaIQIOgiP0oFouIx+OuTQIcziewpFsdHR0uSFadfb10SQMUYEkQfvGLX2BiYgLr1q1zn2kUrQbT3suzUjiZwLLho1DrTgV1OBpdaiSj7y+g4Ok5LGqI2S8FMBblU2A1SgP8bwq1WRON5MgPX2peMyIWROnfNJQ0ECxQ1MPr1PGpkeDY1ChrtKERXTweDy0JKICzNQg2auGL39SBqZFVp6ygSI2W8sDOlzoojZC0fcqKOhI1fmxLIz+SglB1HDpezURoatb2Xw27jZ7ZTwVidDL6GR2ujk1Bs4Jk/VwBosogZYyZGF6v24w12lYQpk7Fzh0BCHkYjS6nsHmtghMaac0UqaOzwEkzH/oeHA2GLOjhfZrRsGDPZ5dsNkXPm1HnoH1V8KTyRFnRyFmBDPnFdjkuyg11UF/8qDZP7ZNdqraZEpvd4BzQLllwyXtVn7Q98s5mTFT+VdeUb+ynAhIfqfwpWV2z/bTzZe27zqPaGAUnlE2S+jT2ibzTNyZbPYpElpdeWXtC2WC/7f0NDctnUAEI6VIdoLxCKpVK6OzsxKc+9Sl8//vfx+DgIIBwlFgoFJBKpRwYYb0JiUJAhKlOlVXP1jhSgGyaTtvVZQzeByw7IE21q6JYgKFZAZvlUOXS9WE7Pl2jthGvpuiZelSwxmuJxPlMonZNhStip0HUzBUdCR0mlSgWi6FQKLjxMjLVSE7b4xjJDyoh+6qZEnWkur5vgZh9T5KtJdCzBTQrocBLjaM1XIxSeHAYoxU1dBrBKs90HnX5SLMb1hiqUSWfLKBQUEeymRGVfU0bk4+UGeuotU9cmqO8qSPT4kECFk05a7ZPnadmHcgfBd+UeX0mwYMadgChPinI1kBBAadmWymLNgOkYFJ1z/bZZpg0EPFlga1MqKMmWeBBMKhgPxKJuHOgyHOtfbAZDhYP+xyzBfk2C6GZUc0C6ZICx6u6qjxi+7ZvPuCvAEx1VoE07+UzLCmI8IGXWoCGfofPsfywGRHlD3lgg172m/pCWaXMV6vV0PI+SfWMbVPfFhYW3Bh0Xmmf7A6z5uZm5PP5OkB5NUQhfOihhzA2Nob169ejWq26Q9qam5tDhZ6quMDyewhoFOhYWVCkaUUKBAVB1581dUzSSbQpYv1fjboquhVCVQgKiUbWmp0AwoKugEXbsC+ZskZXHR5JhTmRSDje8uwYbdO3Vq3P1QwHQQYjKq1x0DHxfutINKOkDkP5ZpWZxkPTyypbWq2uUa0aLgUo+jwbKaoM8UBBzo1W9/vaIa903HqtGkDbHzt/+r8CHZ1fzezo/NlIVcEHr9PlFq2doX6xb5xzm13SzINmfVQ+K5VKKKIjaYG1Zrk4lxoc8BkKPAhaFMjbCFoDFQVvyhMCPM04KQix2QmNWgnEORcqP765VMDCPml/OS4rY+qEVG/snJPfVmdrASObvVAnrPNC0FMLePF/XdpS+dNnqJNXO6x6QPm1YMTabSWdN6vXvqwK5csu6aktsvOiwaYubSs4oZ+wekJZYVaPNtiOi+PWexYXF9177Pi+HepkoVBwfpD2KZvNoq2treYmhddClzxAAYCZmRlcffXVeMc73oEf/vCHuOKKK5zgc60cWI4MCVoAhDIAep6FRvqaTqNh1TQ5SREuDSsNgxpEYKVwktSQ8JqGhga3U0jb0NQ5SYugaNQ0+lKDqqhcMwTklb2HBkPXMNUQKwgi7/TIemDZIZLv+r3yXE9YJI8Y5RG8qBGz/WS6kjzhvCkQU1KQZgGfGmFrdDhH/E7BhHW8NMx0ColEIgRCtU96P2lxcXkLsgWr6tStUdY+2+hRo3+tpeIPl13UYbNtOjPNuABwUTnbVEelEbpG5bpUxuu5s0YdA0GsAjO9l32gjgLLWRnKXRAsZ/g4BgUt5KkvK8Jx6JwrqFBHprUGqud8jgW5tr8WdJAsUFI5ZV/0fs4p5Yk7owgk+T11rbGxccUhdhao2eyKgh/tpwW17I8GNCq/CmS0qFTHzessgCavbN2IBfH6mcq1Has+W8eqAZoGSZQhzcDzHss3yp72jTbUAmKbtVJAq/OuQS/5o8X+nCf1U9Ho0plh1FkALihjHzKZDPL5PAqFgluR+GXRWwKgAEtbjh999FHnWFkU5BNgVWgu3yhC53q0zzjRiWtRraJyTd8Dy4jaLgXZpRqS9kONgI3cVUFJGl0Dy8Ksu4qoeOw3r7ORpfLOKoEaJAVLGr2zj+ocAYT25/M7zSrZaNwukWnmQA1BJBJx2+fUIHIeNdVL4vN12UQjWd6jBlKjeRoAC454j2baKHO6fME5UCemoJKGRfmnhpI8eTniNXxLN0E7n8fMgq5Ra0aLfVVjrgaRYJDAX8GK9k/1RvnMdjVblUgkVsyFBZp2yVNBinUKqs86j+wXZVbBN/lvsx265ESdY0aMMqdvvlYZUH7aObRyS5thMzrK0wtFsvp82i2OS+eT/bMFrBb8aZbSzit544vwFUgor1m/pmPRNpjNsoGAHbcGXSoH2o4CR5IFLpwjBdEcH9tQfdXx67jYtq+PBAwazBFUku8kPkfv0XZ1CYp80zHZN3hHo9HQ9viGhgYUCgV3inM2m3V2NRaLOQBJuT1z5gx++7d/G8888wx+WfSWACjVahVTU1P46Ec/iq9//evo7e11kR8jTk4sa1A0OqFA0lExJU2jqNcAyyCERpKGUusVNDJTobNKQsXRmgm2oU6vWq2G0LU6XCqItgMsGyVFy9qmNQ5aKOiLVoFlwKW1IJqOtEaYvFAnrUJvr1WgYQ0y7+VppNYw6jZSggiNcGz2iPzTLIEum7Bd5QH7rrsQIpFIaAs7SY0Fx0LQYpcANNpmO2xLd4RxbPxeMwXaR60poSNlJs9W6avj53iTyaR7ju4W0rlgXQP7lcvlXN8VCGp0qsfsKwCjMWTfyRvOnc6D8oz/09kpsNIInHKrz7UvNyQv9G/NNKjzU/Jl1FSWLHDlmPQVAz4dU1nVMaju8XtdNiJvNGtiHSLHxf8JhnwZCNVtmx1gMGbHqX2xdUHkLWVJlxfJS8qAPbtGr9H+6LzYjI2PVEbZV5URm30hELcgyRdMWJlie7o0ZGu1KOMWHHEONajRcaseaz/JW9aMqf1TcMm5LxQKTo/YLv0B+8k3NasvfL30lgAowJLBn5+fx7XXXusKeS40qeqwKSAEHfq5GkU6T01HarqOz1LyRddWyTWaUmOsjpz9toaSbVKgdPmJBtauz2paV4lI2q7t8zoKrFU0gg8FJOyjghwqEx0LI3c10JrOVMXX6nUS10k1HazLXpVKxR0Wpg7WF3Xquyv43goLzjgH7K86WiV1gOSDRrMcm11qUuOsgE0zPWy/sbExVIjM+9V48z51oDRIavDtc/h9Lpdz86syqNkWBgE6Tj0aW3lDR+abS1vvZDOE2geut+vckNe6q0x1mO1qIKAA39YvqK3QbA2Bn9ZT2NQ659pmbskD8kmXMX3ZBs3ykJ+cH9UTktZzqPPk8xU82Xst0LVBjm2LZHln55CkmTI+n7ZOl3U4Zi4Bqx1Unqptpg5YgK/9tbzkNSQrlypvlAObmdGA1AegOG6fPNjgU+2lZuR92RlrbzTTpvLBZ+uhogpuK5Wlw91Yb8lTwJnFZqAYiSytNLS0tDgg88uitwxAYWTx1FNPYceOHc5BV6tVt9cbWEbrFBbNkFBQaISIPi1oAcLHMgPh4kabaqNAqLOmEFqDYx0aFdG+eZj3Uzl06YVGmtdpdMrn6BtiNSrj+qJF/XQ8VHSNXCn4dBDcmkYjrNEjP2M7mjYlHxVoKDixTp5o3x6/ro5IP9fxaHRK5ebnHKsuy6mB5rV6WrBmg9T56a4hnU9fDYwaM5IuA+n4CIBoyNURq9NUYMa/VWdUHoHwu57IB97DdhcXF90cK+BVMMxMly6ZKnDj2DQzyDY0QmNbBB3WkZGi0ag7z4E6rlkjuzvI/k2HqkBMnSJ5oFk6X9ZQ51oDEpVjgjter7ZKM0eUNY16bQG5gk/KPa+jnnPedB4510rMPrE98phtKYhlO/q3BinUF4I621+7+03nkW3YHUwaECrPaU9sVsTqmtY7KZjRPlh9U8BqbYiP1IaTuHxsr7GAjfKiuqtypbxQG8FATW0Xx8LrtPhZdZ1/U1c1M9zY2Ij5+Xk3zyyQ/WXSWwagAMDY2Bh+4zd+A6dOnXK7eNSxAAgJtS5n2LQcDZtOpoIVYFmYqRgq+FRSdcBWKLUY10a07Cuv8+3C0YhAsyaKkG3aVt95wj7RiNmiPu0HFZbnueg6PDNW0WgUc3NzIYND46RGVpfE1NGwr7pOrvNonQUQ3pvPNVU6T2ZrbCTFfvH5lUoFCwsLAIBMJuPa5qF7Khfsn8qGdc68j++/UKdFx0ilV4CjIFefp9G8OtpEIoFkMumWJHUJQGWd96qMa1/Ii3K5HHolAJ+rY+XnWhuh2RBeS7niPZqJ0FcCqCNQ8GJl3EaUDCoo483Nzcjlcq4v+lZyPke31CYSCdffaHR5Wcm+P0odreqozZxZHddgQAGLLonws2q16iJTPkvnzzo0nVPlPYMrlQMb7GhwoUGI8tQ6TNofBQ3aB85TQ0ODi7q1f7pExgidbSsPtX21L1ZPyH912soDX4aI/+suPl/GyGY0lA86Hxos2owJfYXyyGZACLjZhgXANphQUGT1ms+lfWbWhGTLFDgmu4S5sLCAZDKJaDSKbDYb2qxRrVaRy+VCJ5r/MugtA1AIMpqamnD69GmsX78ewJJAxuNxlzHQIlZmVtR4azrNnjEBhIvdOLk02kzPAcuFcmqMFOXTKNpMBQDvMzWNyvtJNIK2LbvGajM8TOXRIekz1Phpql7PhNEMk0ab5KFGH5pJsMWOGukzvctxacZKx8fx0tnp9ZlMxhuNsi0aB46xUCigra0NqVQK586dQyKRWOFcS6XSisPsNMVLeQGWXpjHMeoOEjWkpFrRnMqA9oXPpMGwYMJnPMhr37yobOo88sh6n7FVEKEOQ+dJZVR3H7H4lQZTM5oci15PI2ozDJHI8hkeGl2z0JbOUNPf5XI5lFXR6+wBb9QRzTxYZ1BrLV6jd3V8yh/9XgEC29Z5In/UWSuo0/lhv7XgmLZJl+UUSNqlDw0Y+L3NSGq2juPROhY994Z6Q3tBGdCshUb6Cj58WQaVRfKTcgIsL0sBy+cj0VZrdkbnSXnN57IP1j77ggg7z/qZza7rbx23ZtesbKl9JfgmrxW80VZpNkmfx/lVQEQ7RXDDMdB3NjY24uTJk7j77rtx5MgR/DLpLQNQgCVm53I5tLa2Alg2PpxIuyxC49vY2OiyAKp4/K2pSxrLYrGIYrEYSoFbBadgK0LmMzRK0q1gNoWrbdvol99re9aQaAZDx6WGXSMn/k1F4LgJ8OjU9RX3JLal0TT5y0hXU678Th2ZLgmpslMRNaNk3yjL8apjoGLXyoDNzs5iamoKHR0d6Ovrw5kzZ7BmzZrQcdFqXIFlY2KjKOWtRhp0OurY6JhtZK7LXtb52NSvGmTN5igAUUOtDk0zAyqjBAJ06mrI+SyOWTMTHJdmBSxYJdhSoGejRPYrk8mEsox0InxnDJdtOGabxVIdoV7xOy2cV2elOm8jRXU4NgBQOVPHo8ujWuPEZ6vj0rkkvxQgUU6U1FnbzB7nUzNTPKhSbZHqOLC8s6ZaXa7n0Sibz+EY+ZtZIPbbLpcBcC+aVFAGIHQ2jt6vZ3ooUPYBAnXovuUdyobqgNUvG3zqXFu+18rSaKCoZMEmr1c7pe2TTxrEUV81iKN/02UsBSsKZtS/aEbJgqZKpeLkgrr90ksvuez7L5PecgClr68PP/rRj1wUzcJPTrKtgAfCqVIKBdPzGlUSnDCND6w8dwRYec4BnwEsK5o1zsDyWqUtUmU0zuu5q0IzNnRqGl0pOGHmgkbVCrYCJyoqsyWxWMwZEY5Xl3lo+GmUrHPQXSDkSzQadZGU1nnoXKkD0FNc2RazIDzbRrMrGgnT6JFnwFIm6MiRI0gkEujr68O6deswODiIJ5980kXeTU1N6OjoCL3gjP23UZ+mdjX7oVE/+awnp7ItBWrks0bJNj1LIMZoibKloEojc45Zd7ZwzlUOWSCsS5baT4IEOi3Or41wCUgBhJYFuQyn+qG84fzzVGHNtJDPdDz6TD5XAw8+T3f1aH2B8pdt2TYVdKjDJykYp7xrQMM+W6Cpzlbb5HlH1Fu7FMF7qKMKpHTJWPtmARzHpRkZUj6fd+1rP1UGODbNBnH+1B7RTiigVt5yruxnBPh8nvJPn6t9tBk8ayMUJCswV53yLY3q9/oM6z+s3OhBkPa3AkLN0ijfqNtaU6QgluOkXWSbGlhq1po2Up+p2S/tv/I0CAKcOnUKf/iHf4izZ896AdvrobcUQAmCAOPj43j729+ORx55BDt27HCGlJNHVMjokI7aRphULB5aREdNg6mHU9kUIBBO5WkqVY2iNX4EBcDyTg6NnNToqoIB4S296iR4HTMOFH46IS1w5T1sV8/BUMDAiF0PtqPhUEeuCsAx6nkM9g3NwMoiZgUv/F8NofIiCJYP4OI1GsVXKhWMjo5ibm4OIyMj+PjHP47LL78cw8PDmJmZwYsvvohPf/rTmJubw+7duzE0NISf/exniMVi6Onpcf3nUkFfXx9isaXzA5LJZCgiLxaLyOfzaGhoQHt7u9vezm16yWQSLS0tbi5yuRzi8bibb+tclI/6OYt51TgRtKkhamhoCC2JkB+ccwVxlHOb3SCVSqXQ69g14xaNRl0NUDwed6dbcq4026fP1rojyh7nW4ts1YloFlLlTx3F4uJiaLeXLksqENNlH82kqJ7RUZJ3mqlTmeXf2me7jGOzL/xNMM95UJ1TWQDCr6Hg/7QzWrPGcdjaKeoGP7dZPM0S8Lm65MtnUAZ0TjRDwefoeFW+fTuutKiTfNM+UsZ1vjQDYMES+6LgjPdpYGFBql0m4X0akNl5toGi9t0CX+2zBc7sF//muMkfBpBcvvMBZw2A6MNorwnegfA71phti8fjaG5uRqFQwMTExC/1BFnSWwqgVKtVTExM4PLLL8emTZvws5/9zKWKVQA0bWwBg26z0oJTn9OlcqkAaSpO0/Q2atXMDK9VxbfLUWqUgGUDyD7pbg5VNjoS3b6mYEajX7bb0NDgwIf2H1guOlRQYCMGe9op/6aRVXBijZe+60XrhqyxsRkNm4HQ7wFgbm4Ox48fxw033IDu7m60t7fj/PnzePTRR0MydPDgQSSTSWzbtg1zc3P4zd/8TaxZswbDw8N4+OGHce2116K/vx+Li4v40Y9+hN7eXiSTSezfv985l46ODnR3d+OKK64AADz++OOYmZlBR0cHVq1ahVWrVuH8+fN46qmnUKlU0NbWhvb2doyNjSGXy6FYLKJcLjsHz63tzCp0d3ejWq1iYWEBhULBFbf29vY6wMmTH8vlpTeR8i3fiUQCra2tbk4KhYJbztKoVms3eG6QLpPYnQmUXWYfKeOcZ+qWBRKcX6at7TzzewJAzaRZYKUAg39TJ7iDQzOp7KPWnyjoIFikQdcCVMqkLo3yuZo253hJWqTO6zWzwf4rX7XPOi7dBGAjc/JQP2Pww8BEs1O60496r4BXyW4uoMzovKgjZV/IWwW7mtXgPQpSKAe6tKiARHnCsdmsCttSuVAbovbcLt9p5sZmqGx2x2YPOS61WRoAaDaTY6xWq04ffXqhY+G9ujtUQbzODXdXsn/A8mteeKipPot9X1xcxMzMjLMFv2yKBCqxFwnNzc2htbUVn/nMZ0JFkK+EotEo2traEIlEcPDgQaxduzbEXCvM6hABuHoUmx2IRJbqLhgR5vN59zxNy1FAeI/tG0kFVlOhNjMDhBWV7fj+9i2JqLJzPL4Mju7OoOLqNVQgzTTpuDh+XaNUxdQsEAGTjfD5PR2kRjNq8AmA2Bc6U92+Ojs7i4WFBbS0tABYSl1/7GMfw/DwMKamppDL5S64nmoj4FQqhfb2duRyOeTzecRiMXR2doaioXQ67XaTlEolTE1NYWFhAevWrUMmk0GxWEShUEChUECpVEJraysymQwqlQry+TxGRkbQ2NiIgYEBl02ZmZnBkSNH0NTUhMsvvxyFQgE//elPEYlE0N/fj87OTnR0dOCaa67B9773PYyOjqKvrw+dnZ1oa2vDli1b8A//8A84ePAgduzYgZmZGezduxf5fB6ZTAbr16/H+Pg4GhqW3svS0dGBeDyOfD7v+tvf349kMol8Po/5+XmUSiX3WTabRTabBQAMDAw4XUsmkyGArg5N55jgl0adskEDToOtByjm83nkcjl0dXWFZIGOmpkIGmY6BWZNGAywAJD6ohk9Pe9EdVb12C4t2Awm+6JOTrM76mzVqdpsgW+pRnXJZr3IT43y1fHQFqhNYPvq/NX+0HmTH6wlsrZJ29BaFbVnHL9mkjjXNruhGRzlm/JOXZw+xy556ufUW/5ohkjnVOfHghcln73XOVM7Rr5wPngd7VFTU5OTZ2Zt5+fnXcZDs3q65K4HtFGfqWe07QDc0fax2NILA7kpoLGx0dUJlctlpNNpTExMoL+/H319fTh27NgryqCUSiV861vfwuzsrLO/tegtCVC6u7sxOjqK8fFx9Pf3O4OowKFcLrvsim7JUmXjITbVatVFsow41DDYe7WAiXShiVVF0tMtNXPDPlSry0eCa/qTRonTrTsYaKj4LI5XET2AUCRJY67GgsqlhzdpylUNh0YcjKSpFEB4O5/ygf2yAIhGhN/Pzc2hubkZLS0tmJmZwdzcHHK5HObm5gAAGzZswA033ICHHnoITz/9NN7znvdg8+bNOH369C89Tanzp1GGGm/9XKNeft7Y2Oi2vvLgpGp1qYaKL/Si8ejq6nK1HPl83mVLuru7kUwmUSqVHLjI5/Po7OxEd3c3Tp48iWq1is2bNzsjFIvFcPDgQXR2dmLTpk34P//n/yAajWL16tVob2/Htm3bcM8992B8fBwDAwPo7e3F1q1b8dd//deYmJjAmjVrMDQ0hFWrVuHrX/86Nm3ahM7OToyMjDg9ueyyy1CpVDA/Pw8AGBoaQi6Xw8LCAuLxuHvhJAvPK5UKenp6UC6XHRiZmZlx4HBoaAibN2/GD3/4Q7S3t2Pt2rWYmJjA7OysywjdcMMNmJiYwKFDh5BKpdDR0YFSqYSZmRlUKhVcffXVmJycRENDAzo7O102Kh6Pu/MeUqmUA6jc5aD6l0wmQ3KpjlejcQ1MtK6GTs+u+WukTlvFiFp3uWg6XrO47IslOkh1lPxfl1q0LkQBgw1y9Bm++o1agYv2h7zT5Wc9i8O2pZkitX3kK7PfuqzNdnS5mGPi8xXQEWSqDfTtrrGuVefeBqAAVtg0Xfqnf+LzWANHnmezWbfsogEtbTz7w7EykGYGRe1zsVhEIpFAJBLB7OysCyYaGxuRy+VCzx4ZGUFbWxtWr16Nc+fO1QEK8PoBSmdnJ44cOYLz58/j8ssvd/USWhQVBAHS6bQzis3NzQ5FAggVXnJCKURUIitcFBg1BFoHouuaapQY3dm6ClUSGke+XVKFXpG+gg5VOhUsVXyrVFrzAoTffMp+0xBqulSXxIDwaaiK8jlH/E1eMYImab+r1SpmZmaQzWZx/vx5xONx3HTTTZidncWPfvQjbN26FevWrUN/fz/WrVuHUqmEXC6Hp59+Gtu2bUNbWxvOnDmDkZGRVyVLlxrRuBEEkJjFWVxcxKpVqxz4yeVyKBQK6OnpcVEWP+vt7UUikXDXVSoVrFq1ysn8wYMHcdVVV2Hjxo34D//hP2DDhg3YuHEjWltb8Z/+03/CO97xDmzZsgV79uzB888/7wqV165di87OTnz1q1/Fli1bsGbNGnR2dqK3txeDg4MO2NApDw0N4e///u8Rj8exefNmrFmzBrlcDnv37kWlUsH111+PpqYm/PSnP0Vvby82bdqEdDqNBx98EK2trSiXy7jvvvvwtre9DevXr8exY8dw4MABXH/99XjuuefcFvSBgQGcPHkS5XIZLS0taG1txejoaCjabWhoQDqddktn6XQa6XTaAfpkMhkCPMCyY1b9U0DDwEOBkG/JRZetSLQL1COtg+GPZpZspkPtm2Y0tX1guc4BCO9Q0aBIs7JqqzQIskCOv2lHaIsseNHshC7jKRi5EKk9o93hnDK4stfxuZwj3zKRXdLhZ5wLBRq+gIW+iPUm8/PzoddyMKtYKBTQ1NTk/JXNnnPphvxZXFzaPlwsFh3o4VzzhYCtra2oVCrIZrMol8sYGhrC+fPnL8hHUh2gvAzFYjFcd911eOyxx9zaPM88WVhYCCmDomYWCvFzkqadKVSMcplG5hY+VT41JFQWLdKzKT4VdCqyGiUWC5InWlBKpaRB0aUQ3s/2des1hbdaXS4C1qwH1zgVUCk4IwDhWDhuKqauQStII6BhwXEkEsHMzAzGx8cxNzfnMgE8yfDaa6/FmjVrsHnzZszPz2NychIjIyO4+eabcf78eczNzWF+fh7ZbNbNaSKRcPUcdfrVUSwWQzqdRj6fx+LiIgYHB1GpVNxBagQRNKxdXV3OAHO5aPXq1e4zghJ+ByDkjDo7OxGNRt1yUzQadQdOUd/b29vdMQTVahWtra1Odzs6OjA/P49CoeCKl2dnZzE7O4srr7wSuVwO09PTyOfzGBwcdEXNpVIJHR0dyOVyOH36NJqbm/HCCy+gWCxi06ZNOHLkCIaHh3HFFVcgl8vh1KlTjjd8VUFLS4vTCe48ZGYplUo5pwcsZx0VDGhwAYSXOACsAD4aJGmGVZc61DFqtpTgSpdE6GhpJwCErmE/2X9LmklQu2zBGO0T7ZtdSuY1WvOhgMYHfjQDzO/1/B+OC1jehKCfKfkyC9aX+DLEars18CVA0iVD6o/tA3mlBem0rxowsw5LM/16VAN3DTU3N7vg48iRI/j0pz+NXbt2hXzihagOUF6GotEoenp6cOjQIbcMACwp3Nzc3IoiJT3ZUhVCieBDAQoFhdkO3c2i66sUDC081RSqKrOuFaoB0DQmlY4G2hb5UeG1mApYrtTWPupaJlOMfD5fD6DRla7T6lozC1/Z70gk4gqzaFQZXRAk5XI5BEGA559/HjMzM9i+fTs2btyIa6+9FoVCAQcOHMAVV1yBIAgwMTGB6elpzM3NubE1NTW5F9TV6eIklcE3EzGC5ZZo2gzWcmhGMRZbOtW3qanJgY/5+XlXkFwul90pnV1dXTh06BCCIEAymcSTTz6J9vZ2AMCBAweQTqdxzTXX4OzZszh37pwDX4VCAZlMBqlUCqVSCXNzc+jq6kI6nQ5lUGgX+L8uHdHOaJErvweW7YeevguE62NoA2l7aAu0/gcIH6LGZzIo0mUsrfFQUvCgxc8+cOBbVlG58i0XaTBlP9eMla1Jsc/j/3yO9oHfMTNj+69/61g1u2Z3JXJutHxAl3mYbVffo0FwEATurePMpPDeXC7n6iwZMM7NzeFtb3sbhoeHX/HSeB2gvAJqbm7G9ddfj29+85u4+uqrQ1XMLOKbm5tzOyUoRCpcChx0vZlbS2m0WKtC8q09Mgthq9FpXOzR+7p0o2lLkgU3ChzowBUQAPAqCT/jb45dARf7oLsz2C7TghTeRCLhDOP8/DwaGxsRj8cxPT2NeDyOSCSCiYkJjIyMIAgCbN26FTfeeCPa29tx5swZTE1NYWpqCgCQSqXc2R11qtPFROpUgOWi22q16jIjDQ0N7lBJLg9Vq1WX5clkMnjooYcQBAFuvvlmHD58GAcOHEBPTw9uvvlmPPjgg4hGl05O5m4tPcLf9oN2gf1g7RIAtLe3h5Zo7VIOddAuLzOI0gyDZg50qUczwrxf+1irVkPtkgUtbNs6T30ug1GSAgztI22bzVDYthXgKKmN5vcK9HTJR+eEz9PPNAtN2WH9oNYgKpCj77Dn/mgJQrVaRTKZdJllzZaxBou8OnPmDHbu3IkzZ8642r5XQq8GoLylthkrBUGAs2fPoru726WSgeW6B1VWRf6KtJnipHNmNiCbzYZSZLzGtsvoSpdRFABoMaoKPa+hYNPhq6Lze6ZWqYS6dEIQodskdU2Vim/PMNAMCzMhHAP7wrVrAC5ibGlpcUfFP/nkk9i0aRNmZ2dx4sQJfPzjH8fu3bsxNzeHW265Bb/1W7+FXC6Hc+fO4ejRo+5dOEq+z+pUp4uBrFPTJQk19pOTkyvuZYYxFoth69ataGhowNTUFNauXYstW7agWq3i/Pnz+MQnPoEDBw7g+PHjuOaaa/DAAw+gpaUFLS0tiEajLvvC2iH+zmazmJ6eRmtrK97//vfjxRdfxIsvvojGxkZcccUVoQJSAgG+TE5r4AhOaCfskkmtzILNnPiWaPi/ZpN1yZjOXGs4NAtDZ8xns8hVPwNW7siJRCKheg1dMue9WqBK36EbFHivLuGrXOhpylorozwgGOGyPvlI3mmmX8EYr6Ot1kxLJLL0qgn2l99xfAQy7M/i4qJbMv+norcsQIlGo5idnUVPTw/m5ubcS+CoVPl8PlQQy8mhIqpAMvvB9CfTaJqZAJZPAOVnRMKaeVFl0S2SLJxjm4riraBpjQrb4nkmTEMD4fe8NDQ0hN7Pwc+57q5KTgNFwxMEgXvviy4rRSIRjIyMYHh4GJs3b0ZrayseffRRbNu2DV/5ylcwMTEBYAnoTU5O4kMf+pDLoPziF7+o14bUqU4eohMjoPBRLBbD7t270dbWhre97W2Ynp7G5z//eTz++OOYnJzE6tWr8eijjyIIArS3t6OzsxMtLS0YGhpyRcdzc3M4f/48tm7dijVr1qC9vR1f+9rXsHXrVpcZbm9vd0Edd+FxpyGdpL6cU7O2DJ70kDnNUtB+aV2N2kDdBUena4tjSbRXulVdl3GsrVH7arM3mrFWAKZk+6O2Uvuj/WN7BF76PYNIAKFnVioVt12YfKLtVz5qXQ7nRYNh608qlYrLdvOcI17L6wlG/ykBylt2iYdFlkePHsXq1avdnv1qdbkIDYArcAWW6z8IVDQaYKUzz7BIp9PuWt1+p8fPqxLbd85QCKmAFDoVeIIpJdZ6EPAQ8WtEolGIvs+CYyE1NDQglUqFlqd0vZJr8MywEMiVSiWMjIzgyJEjuPXWW/GRj3wE9957LzKZDDZt2uS2eNeXZupUp18NMVDp7Ox0h9q1trY6QMHzd7hVO5/Ph7I8qVQKjY2NuOmmm/Dd734XQRBg1apVeOSRRxCPx7Fp0yZ3bgwzF0A448zlB0bjDAA1Y8J6PHWe/K3LS9ZmqY3U6wmMNEvNNjTIAla+H8l3DIDvM5tl8TlsXW5Rv6F9JaCwtSy0+/p6AwUzBAxaa6QgUEGcD1DQZ9CXkk8Eh7o0xXKHpqYm7N+/Hx/4wAdw8uTJ0FEcL0eXfA3K7Ows2tra8KlPfeo1A5RoNIqOjg6sXr0aP/jBD7BhwwYAywfYUFiJIm1BlBaG8tAsAO6Ar3g8HgIDus1Wi9QUSOi+dCucQPio6lqoVbM67KddlrJRhoIevY4AS5eiNPPD+5PJpHsJ48TEBCKRCLZu3Yq+vj689NJLOHfunAOEPMCuTnWq08VJfX19aGlpwdmzZ9Hb24vt27fjL//yL9Ha2uqcrNaiAFgBBnTZo1Y9na8w1le8yu/0M60Z4XPU9tkgUYt7fQGkAiSOj6CBY7bj8/WRz9alrFqAhtdyiV9P7dXaHq0B5Ni5RVjBH79jFkozWiyI1Z2ZPNWYvowbD+inXnjhBXzsYx/DgQMHXnGBLLAEUP76r/8aMzMzrsaqFl2UAIVvlK1TnepUpzrVqU4XH50+fRoDAwMXvOaiBCjVahWHDx/GlVdeidOnT79smqhO/7Q0NzeHNWvW1OfiTUD1uXjzUH0u3jxUn4s3DwVBgPn5efT393u3hStdlEWy0ejSUdsAXFV6nd54qs/Fm4fqc/HmofpcvHmoPhdvDnq5pR3SheFLnepUpzrVqU51qtMbQHWAUqc61alOdapTnd50dNEClObmZvzpn/6pq1yu0xtH9bl481B9Lt48VJ+LNw/V5+LipIuySLZOdapTnepUpzpd2nTRZlDqVKc61alOdarTpUt1gFKnOtWpTnWqU53edFQHKHWqU53qVKc61elNR3WAUqc61alOdapTnd50dFEClG984xtYt24d4vE4brzxRjz99NNvdJcuOXrsscfw/ve/H/39/YhEIrj33ntD3wdBgD/5kz/BqlWrkEgkcPvtt+PIkSOha6ampvDJT34SLS0taGtrw2c+8xlks9lf4SguDfryl7+M66+/HplMBj09PfjgBz+Iw4cPh64pFAr43Oc+h87OTqTTaXzkIx/BuXPnQtecOnUK73vf+5BMJtHT04MvfvGL9Rc2vkr65je/iWuuucYd+HXzzTfjJz/5ifu+Pg9vHH3lK19BJBLBH/zBH7jP6vNxcdNFB1C+853v4Atf+AL+9E//FM8++yy2bt2KO+64A+Pj42901y4pWlhYwNatW/GNb3zD+/2f/dmf4Wtf+xr+x//4H9i1axdSqRTuuOOO0JuPP/nJT+LgwYN44IEHcP/99+Oxxx7DZz/72V/VEC4ZevTRR/G5z30OTz31FB544AGUy2Xs3LkTCwsL7pp/9+/+He677z5897vfxaOPPoqRkRF8+MMfdt9XKhW8733vQ6lUwhNPPIH/9//+H/7qr/4Kf/Inf/JGDOmipYGBAXzlK1/Bnj17sHv3btx66624++67cfDgQQD1eXij6JlnnsH//J//E9dcc03o8/p8XOQUXGR0ww03BJ/73Ofc/5VKJejv7w++/OUvv4G9urQJQPD973/f/V+tVoO+vr7gv/7X/+o+m5mZCZqbm4Nvf/vbQRAEwQsvvBAACJ555hl3zU9+8pMgEokEZ8+e/ZX1/VKk8fHxAEDw6KOPBkGwxPvGxsbgu9/9rrvm0KFDAYDgySefDIIgCH784x8H0Wg0GBsbc9d885vfDFpaWoJisfirHcAlRu3t7cFf/uVf1ufhDaL5+fng8ssvDx544IHgne98Z/D7v//7QRDU9eJSoIsqg1IqlbBnzx7cfvvt7rNoNIrbb78dTz755BvYs7cWnThxAmNjY6F5aG1txY033ujm4cknn0RbWxt27Njhrrn99tsRjUaxa9euX3mfLyWanZ0FAHR0dAAA9uzZg3K5HJqPTZs2YXBwMDQfV199NXp7e901d9xxB+bm5lz0X6dXR5VKBffccw8WFhZw88031+fhDaLPfe5zeN/73hfiO1DXi0uBLqqXBU5MTKBSqYSECQB6e3vx4osvvkG9euvR2NgYAHjngd+NjY2hp6cn9H0sFkNHR4e7pk6vnqrVKv7gD/4Ab3vb23DVVVcBWOJ1U1MT2traQtfa+fDNF7+r0yunAwcO4Oabb0ahUEA6ncb3v/99XHnlldi3b199Hn7FdM899+DZZ5/FM888s+K7ul5c/HRRAZQ61emtTp/73Ofw/PPP4+c///kb3ZW3LG3cuBH79u3D7Owsvve97+HTn/40Hn300Te6W285On36NH7/938fDzzwAOLx+BvdnTr9E9BFtcTT1dWFhoaGFVXY586dQ19f3xvUq7cekdcXmoe+vr4VhcuLi4uYmpqqz9VrpM9//vO4//778fDDD2NgYMB93tfXh1KphJmZmdD1dj5888Xv6vTKqampCRs2bMD27dvx5S9/GVu3bsWf//mf1+fhV0x79uzB+Pg4tm3bhlgshlgshkcffRRf+9rXEIvF0NvbW5+Pi5wuKoDS1NSE7du348EHH3SfVatVPPjgg7j55pvfwJ69tWj9+vXo6+sLzcPc3Bx27drl5uHmm2/GzMwM9uzZ46556KGHUK1WceONN/7K+3wxUxAE+PznP4/vf//7eOihh7B+/frQ99u3b0djY2NoPg4fPoxTp06F5uPAgQMh0PjAAw+gpaUFV1555a9mIJcoVatVFIvF+jz8ium2227DgQMHsG/fPvezY8cOfPKTn3R/1+fjIqc3ukr31dI999wTNDc3B3/1V38VvPDCC8FnP/vZoK2tLVSFXafXT/Pz88HevXuDvXv3BgCCr371q8HevXuD4eHhIAiC4Ctf+UrQ1tYW/OAHPwj2798f3H333cH69euDfD7v2rjzzjuD6667Lti1a1fw85//PLj88suDT3ziE2/UkC5a+tf/+l8Hra2twSOPPBKMjo66n1wu5675vd/7vWBwcDB46KGHgt27dwc333xzcPPNN7vvFxcXg6uuuirYuXNnsG/fvuCnP/1p0N3dHfzRH/3RGzGki5a+9KUvBY8++mhw4sSJYP/+/cGXvvSlIBKJBP/wD/8QBEF9Ht5o0l08QVCfj4udLjqAEgRB8PWvfz0YHBwMmpqaghtuuCF46qmn3uguXXL08MMPBwBW/Hz6058OgmBpq/F//I//Mejt7Q2am5uD2267LTh8+HCojcnJyeATn/hEkE6ng5aWluB3fud3gvn5+TdgNBc3+eYBQPB//+//ddfk8/ng3/ybfxO0t7cHyWQy+NCHPhSMjo6G2jl58mRw1113BYlEIujq6gr+/b//90G5XP4Vj+bipn/xL/5FsHbt2qCpqSno7u4ObrvtNgdOgqA+D280WYBSn4+LmyJBEARvTO6mTnWqU53qVKc61clPF1UNSp3qVKc61alOdXprUB2g1KlOdapTnepUpzcd1QFKnepUpzrVqU51etNRHaDUqU51qlOd6lSnNx3VAUqd6lSnOtWpTnV601EdoNSpTnWqU53qVKc3HdUBSp3qVKc61alOdXrTUR2g1KlOdapTnepUpzcd1QFKnepUpzrVqU51etNRHaDUqU51qlOd6lSnNx3VAUqd6lSnOtWpTnV601EdoNSpTnWqU53qVKc3Hf3/Fi25TEVZqgkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.ndimage import laplace\n",
"\n",
"# Compute Laplacian using SciPy\n",
"laplacian_scipy = laplace(image)\n",
"\n",
"plt.imshow(laplacian_scipy, cmap='gray')\n",
"plt.title('Second Order Gradient (SciPy Laplace)')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Morphology in binary image"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x26730580040>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load the image\n",
"image = mpimg.imread('slice_60_volQ.png')\n",
"image = image[:, :, 0] # remove unnecessary coordinates\n",
"\n",
"plt.imshow(image, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x26730653580>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# make image binary using otsus method\n",
"from skimage.filters import threshold_otsu\n",
"\n",
"thresh = threshold_otsu(image)\n",
"image_binary = image > thresh\n",
"\n",
"plt.imshow(image_binary, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Apply binary opening\n",
"from skimage.morphology import binary_opening, disk, binary_erosion\n",
"\n",
"# Do separate binary openings\n",
"image_opened = image_binary.copy()\n",
"for i in range(3):\n",
" image_opened = binary_erosion(image_opened, disk(1))\n",
"\n",
"# Calculate the difference\n",
"difference = image_binary.astype(int) - image_opened.astype(int)\n",
"\n",
"# Display the original binary image, the opened image, and the difference\n",
"plt.figure(figsize=(18, 6))\n",
"plt.subplot(1, 3, 1)\n",
"plt.title('Original Binary Image')\n",
"plt.imshow(image_binary, cmap='gray')\n",
"\n",
"plt.subplot(1, 3, 2)\n",
"plt.title('Opened Image')\n",
"plt.imshow(image_opened, cmap='gray')\n",
"\n",
"plt.subplot(1, 3, 3)\n",
"plt.title('Difference Image')\n",
"plt.imshow(difference, cmap='gray')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Try canny first then binary"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x26733e91de0>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.feature import canny\n",
"smoothed_img = gaussian(image, sigma=2.5)\n",
"edges = canny(smoothed_img)\n",
"plt.imshow(edges, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.morphology import binary_closing, disk\n",
"\n",
"# Perform binary closing\n",
"closed_edges = binary_closing(edges, disk(3))\n",
"closed_edges = binary_closing(closed_edges, disk(3))\n",
"\n",
"# Display the result\n",
"plt.imshow(closed_edges, cmap='gray')\n",
"plt.title('Binary Closing on Edges')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image_binary = image > 0.75\n",
"\n",
"smoothed_img_binary = gaussian(image_binary.astype(float), sigma=2.5)\n",
"edges_binary = canny(smoothed_img_binary)\n",
"plt.imshow(edges_binary, cmap='gray')\n",
"plt.title('Edges on Binary Image')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}