{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "5SlHXQOPbPU2" }, "source": [ "# Lecture 1: Edge Detection Code " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "colab": { "base_uri": "https://localhost:8080/", "height": 518, "referenced_widgets": [ "0c84a4f853bf4e8a9eecd882016c7601", "8ee03c9b377d4065b23cf885298fcfbc" ] }, "id": "8bRkprclbJg2", "outputId": "a81d5c2b-2ef9-46be-f2a3-f96d3b2128d8" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Output()" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "0c84a4f853bf4e8a9eecd882016c7601" } }, "metadata": {} } ], "source": [ "#@title \n", "from ipywidgets import widgets\n", "out1 = widgets.Output()\n", "with out1:\n", " from IPython.display import YouTubeVideo\n", " video = YouTubeVideo(id=f\"9r8ph2pb9aw\", width=854, height=480, fs=1, rel=0)\n", " print(\"Video available at https://youtube.com/watch?v=\" + video.id)\n", " display(video)\n", "display(out1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "id": "FUJD3FsAbd46", "outputId": "6a9628b1-9ddd-48bb-b0f2-21ee47dbd759" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "text/html": [ "\n", "
\n", " \n", " \"button\n", "
" ] }, "metadata": {}, "execution_count": 16 } ], "source": [ "#@title \n", "from IPython import display as IPyDisplay\n", "IPyDisplay.HTML(\n", " f\"\"\"\n", "
\n", " \n", " \"button\n", "
\"\"\" )" ] }, { "cell_type": "markdown", "metadata": { "id": "pz56u-MDozTW" }, "source": [ "## SOBEL FILTERS" ] }, { "cell_type": "markdown", "metadata": { "id": "AGjlELyVozTY" }, "source": [ "The Sobel operator performs a 2-D spatial gradient measurement on an image and so emphasizes regions of high spatial frequency that correspond to edges. Typically it is used to find the approximate absolute gradient magnitude at each point in an input grayscale image." ] }, { "cell_type": "markdown", "metadata": { "id": "hwgQPgbHozTb" }, "source": [ "### Implementation" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "rfSkU7IsozTd" }, "outputs": [], "source": [ "import numpy as np\n", "import cv2\n", "import argparse\n", "import matplotlib.pyplot as plt\n", "import math\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "id": "DReLPQ4FozTp" }, "source": [ "### STEP 1 : Converting an image from color to grayscale" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "G7Cgu1O4ozTr", "outputId": "637ab0bf-8fd3-448f-a95b-5632ed82faa5", "colab": { "base_uri": "https://localhost:8080/", "height": 194 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "# array representation of image\n", "input_image = plt.imread('https://stsci-opo.org/STScI-01G8GZR18A6CBS9TGJS8JE9CM4.png') \n", "# nx: height, ny: width, nz: colors (RGB)\n", "[nx, ny, nz] = np.shape(input_image) \n", "\n", "# Extracting each RGB components\n", "r_img, g_img, b_img = input_image[:, :, 0], input_image[:, :, 1], input_image[:, :, 2]\n", "\n", "# Here we are converting the color image to grayscale image by using weights and parameters\n", "gamma = 1.400 \n", "# weights for the RGB components respectively\n", "r_const, g_const, b_const = 0.2126, 0.7152, 0.0722 \n", "# conversion \n", "grayscale_image = r_const * r_img ** gamma + g_const * g_img ** gamma + b_const * b_img ** gamma\n", "\n", "# This command will display the grayscale image alongside the original image\n", "figure1 = plt.figure(1)\n", "ax1, ax2 = figure1.add_subplot(121), figure1.add_subplot(122)\n", "ax1.imshow(input_image)\n", "ax2.imshow(grayscale_image, cmap=plt.get_cmap('gray'))\n", "figure1.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "bCzaYZvHozTu" }, "source": [ "### STEP2 - Applying the Sobel operator" ] }, { "cell_type": "markdown", "metadata": { "id": "X007KGQJozTw" }, "source": [ "Gx is vertical kernel and Gy is the horizontal kernel.\n", "\n", "\\begin{equation}\n", "Gx = \\begin{bmatrix} 1.0 & 0.0 & -1.0 \\\\ 2.0 & 0.0 & -2.0 \\\\ 1.0 & 0.0 & -1.0 \\end{bmatrix} \n", "Gy = \\begin{bmatrix} 1.0 & 2.0 & 1.0 \\\\ 0.0 & 0.0 & 0.0 \\\\ -1.0 & -2.0 & -1.0 \\end{bmatrix}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "wnz-UvM9ozTy", "outputId": "7d42133f-f93d-46ad-d4e8-41d8120823ff", "colab": { "base_uri": "https://localhost:8080/", "height": 194 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "# Here we define the matrices associated with the Sobel filter\n", "Gx = np.array([[1.0, 0.0, -1.0], [2.0, 0.0, -2.0], [1.0, 0.0, -1.0]])\n", "Gy = np.array([[1.0, 2.0, 1.0], [0.0, 0.0, 0.0], [-1.0, -2.0, -1.0]])\n", "\n", "# shape of the input grayscale image\n", "rows, columns = np.shape(grayscale_image) \n", "# initialize the output images to zeros!\n", "sobel_filtered_image = np.zeros(shape=(rows, columns))\n", "\n", "# Convolution operation\n", "for i in range(rows - 2):\n", " for j in range(columns - 2):\n", " gx = np.sum(np.multiply(Gx, grayscale_image[i:i + 3, j:j + 3]))\n", " gy = np.sum(np.multiply(Gy, grayscale_image[i:i + 3, j:j + 3])) \n", " sobel_filtered_image[i + 1, j + 1] = np.sqrt(gx ** 2 + gy ** 2)\n", "\n", "\n", "# Display the original image and the Sobel filtered image\n", "figure2 = plt.figure(2)\n", "ax1, ax2 = figure2.add_subplot(121), figure2.add_subplot(122)\n", "ax1.imshow(input_image)\n", "ax2.imshow(sobel_filtered_image, cmap=plt.get_cmap('gray'))\n", "figure2.show()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "UtUFhyAxozT1" }, "source": [ "### References :" ] }, { "cell_type": "markdown", "metadata": { "id": "c2LMhiXpozT2" }, "source": [ "\n", "https://en.wikipedia.org/wiki/Sobel_operator\n", "\n", "https://medium.com/@enzoftware/how-to-build-amazing-images-filters-with-python-median-filter-sobel-filter-%EF%B8%8F-%EF%B8%8F-22aeb8e2f540\n", "\n", "https://homepages.inf.ed.ac.uk/rbf/HIPR2/sobel.htm\n", "\n", "https://www.geeksforgeeks.org/python-grayscaling-of-images-using-opencv\n", "\n", "https://docs.opencv.org/3.4/d2/d2c/tutorial_sobel_derivatives.html\n", "\n", "https://learnopencv.com/edge-detection-using-opencv/" ] }, { "cell_type": "markdown", "metadata": { "id": "mYW4Odd5ozT3" }, "source": [ "## CANNY EDGE DETECTOR" ] }, { "cell_type": "markdown", "metadata": { "id": "_JZa3XN6ozT5" }, "source": [ "The Canny edge detector is an edge detection operator that uses a multi-stage algorithm to detect a wide range of edges in images. It was developed by John F. Canny in 1986. Canny also produced a computational theory of edge detection explaining why the technique works." ] }, { "cell_type": "markdown", "metadata": { "id": "PSzB_h0AozT6" }, "source": [ "Algorithm :\n", "\n", "1. Filter image with derivative of Gaussian \n", "2. Find magnitude and orientation of gradient \n", "3. Non-maximum supression\n", "4. Linking and thresholding(hysteresis):\n", " - Define two thresholds : low and high \n", " - Use the high threshold to start edge curves and the low threshold to continue them.\n", " " ] }, { "cell_type": "markdown", "metadata": { "id": "0GRSltzYozT8" }, "source": [ "### STEP 1 : apply gaussian filter to reduce the noise from the image" ] }, { "cell_type": "markdown", "metadata": { "id": "KDAF26nRozT9" }, "source": [ "We can apply gaussian blur to smooth the image. We can do this by convolving the image with Gaussian Kernel. We can have different kenel sizes, sizes depends on the expected blurring effect. Smallest kernel means less visible blur. In our example let's use 5x5 kernel." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "NtwM7aAXozT-" }, "outputs": [], "source": [ "from scipy import ndimage\n", "from scipy.ndimage.filters import convolve\n", "from scipy import misc\n", "import numpy as np\n", "from matplotlib.pyplot import imshow" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "vk-MVNB_ozT_" }, "outputs": [], "source": [ "import numpy as np\n", "\n", "def gaussian_kernel(size, sigma=1):\n", " size = int(size) // 2\n", " x, y = np.mgrid[-size:size+1, -size:size+1]\n", " normal = 1 / (2.0 * np.pi * sigma**2)\n", " g = np.exp(-((x**2 + y**2) / (2.0*sigma**2))) * normal\n", " return g" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "78EoVD8nozUB" }, "outputs": [], "source": [ "img = plt.imread('https://stsci-opo.org/STScI-01G8GZR18A6CBS9TGJS8JE9CM4.png')\n", "img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "alMsn9KlozUC", "outputId": "edaacf26-4ecc-405b-e49a-486f993dcc84", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[0.03096863, 0.02862353, 0.02470196, ..., 0.04528628, 0.04880392,\n", " 0.04447843],\n", " [0.02493726, 0.03282353, 0.02979608, ..., 0.04281569, 0.02672549,\n", " 0.03109412],\n", " [0.01451373, 0.01641177, 0.02772941, ..., 0.02789804, 0.02902745,\n", " 0.03267059],\n", " ...,\n", " [0.02789804, 0.02397647, 0.02627843, ..., 0.01148628, 0.01451373,\n", " 0.01536471],\n", " [0.02789804, 0.02397647, 0.02627843, ..., 0.01378824, 0.01451373,\n", " 0.0118902 ],\n", " [0.04079216, 0.03064706, 0.02627843, ..., 0.01613333, 0.01568628,\n", " 0.01451373]], dtype=float32)" ] }, "metadata": {}, "execution_count": 23 } ], "source": [ "img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "kTXIKgzvozUE", "outputId": "974582a2-44e9-45b8-ced4-8128bd651e36", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 24 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "imshow(img, cmap=\"gray\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "9CNt6E6sozUF" }, "outputs": [], "source": [ "smooth_img = convolve(img, gaussian_kernel(5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LY-BVslYozUG", "outputId": "d18761c4-4e42-4d88-a706-3135ed2d052c", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 26 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "imshow(smooth_img, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": { "id": "0aAFcc0SozUH" }, "source": [ "### STEP 2 : Find the edge intenity and direction by calculating the gradient of the image using edge detection operators" ] }, { "cell_type": "markdown", "metadata": { "id": "2GPv__FaozUI" }, "source": [ "For simplicity let's use the convolve method from scipy" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "xmpCT7uGozUJ" }, "outputs": [], "source": [ "from scipy import ndimage\n", "\n", "def sobel_filters(img):\n", " Kx = np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]], np.float32)\n", " Ky = np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]], np.float32)\n", " \n", " Ix = ndimage.filters.convolve(img, Kx)\n", " Iy = ndimage.filters.convolve(img, Ky)\n", " \n", " G = np.hypot(Ix, Iy)\n", " G = G / G.max() * 255\n", " theta = np.arctan2(Iy, Ix)\n", " \n", " return (G, theta)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "CWRmzOR8ozUK" }, "outputs": [], "source": [ "gradientMat, thetaMat = sobel_filters(smooth_img)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "UnNT--_EozUL" }, "outputs": [], "source": [ "gradientMat = gradientMat.astype('uint8')\n", "thetaMat = thetaMat.astype('uint8')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "7_VeA8PjozUM", "outputId": "3ff0d2c2-0228-481d-ff23-d6d76909589b", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 30 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "imshow(thetaMat, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": { "id": "4F-HyTX1ozUP" }, "source": [ "### STEP 3 : Non-Maximum Suppression" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hspy11XiozUQ" }, "outputs": [], "source": [ "def non_max_suppression(img, D):\n", " M, N = img.shape\n", " Z = np.zeros((M,N), dtype=np.int32)\n", " angle = D * 180. / np.pi\n", " angle[angle < 0] += 180\n", "\n", " \n", " for i in range(1,M-1):\n", " for j in range(1,N-1):\n", " try:\n", " q = 255\n", " r = 255\n", " \n", " #angle 0\n", " if (0 <= angle[i,j] < 22.5) or (157.5 <= angle[i,j] <= 180):\n", " q = img[i, j+1]\n", " r = img[i, j-1]\n", " #angle 45\n", " elif (22.5 <= angle[i,j] < 67.5):\n", " q = img[i+1, j-1]\n", " r = img[i-1, j+1]\n", " #angle 90\n", " elif (67.5 <= angle[i,j] < 112.5):\n", " q = img[i+1, j]\n", " r = img[i-1, j]\n", " #angle 135\n", " elif (112.5 <= angle[i,j] < 157.5):\n", " q = img[i-1, j-1]\n", " r = img[i+1, j+1]\n", "\n", " if (img[i,j] >= q) and (img[i,j] >= r):\n", " Z[i,j] = img[i,j]\n", " else:\n", " Z[i,j] = 0\n", "\n", " except IndexError as e:\n", " pass\n", " \n", " return Z" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "vT5I0wMIozUR" }, "outputs": [], "source": [ "nonMaxImg = non_max_suppression(gradientMat, thetaMat)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Mp8jtXWDozUS", "outputId": "0b8b8c17-218d-4db3-c8e5-5cf7c85dbfee", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 34 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "imshow(nonMaxImg, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": { "id": "rxrzr1NAozUT" }, "source": [ "### STEP 4 : Linking and Thresholding" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "qXgWbko4ozUU" }, "outputs": [], "source": [ "def threshold(img, lowThresholdRatio=0.05, highThresholdRatio=0.09):\n", " \n", " highThreshold = img.max() * highThresholdRatio;\n", " lowThreshold = highThreshold * lowThresholdRatio;\n", " \n", " M, N = img.shape\n", " res = np.zeros((M,N), dtype=np.int32)\n", " \n", " weak = np.int32(25)\n", " strong = np.int32(255)\n", " \n", " strong_i, strong_j = np.where(img >= highThreshold)\n", " zeros_i, zeros_j = np.where(img < lowThreshold)\n", " \n", " weak_i, weak_j = np.where((img <= highThreshold) & (img >= lowThreshold))\n", " \n", " res[strong_i, strong_j] = strong\n", " res[weak_i, weak_j] = weak\n", " \n", " return res" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "_JrM0H-rozUV" }, "outputs": [], "source": [ "thresholdImg = threshold(nonMaxImg)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "hE8Xo7ErozUW", "outputId": "dd0c8d45-5b88-4b89-e2f9-a4d95e13c280", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 37 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "imshow(thresholdImg, cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "AdiJl4R0ozUX" }, "outputs": [], "source": [ "def hysteresis(img):\n", "\n", " M, N = img.shape\n", " weak = 75 # weak pixel\n", " strong = 355 #stron pixel\n", "\n", " for i in range(1, M-1):\n", " for j in range(1, N-1):\n", " if (img[i,j] == weak):\n", " try:\n", " if ((img[i+1, j-1] == strong) or (img[i+1, j] == strong) or (img[i+1, j+1] == strong)\n", " or (img[i, j-1] == strong) or (img[i, j+1] == strong)\n", " or (img[i-1, j-1] == strong) or (img[i-1, j] == strong) or (img[i-1, j+1] == strong)):\n", " img[i, j] = strong\n", " else:\n", " img[i, j] = 0\n", " except IndexError as e:\n", " pass\n", "\n", " return img" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "M0X9oSzcozUY" }, "outputs": [], "source": [ "final_img = hysteresis(thresholdImg)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "nOTQp7AOozUZ", "outputId": "93a4bcfa-99bd-497c-cd59-9bbcbba42130", "colab": { "base_uri": "https://localhost:8080/", "height": 286 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 40 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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SUEWjUTG52D72gzbJyDe2FvVQdJt7RqNREc6AN9Jcl+7gb8vu7TfWftqfzRe2+eQndN7VwvadN5G4onIV5WQnAy5TU4HrABYFTCgUQi6X802W86NAIICNjY1r3inXdSVg7CFU8NuClevY1zcRtRIKAq0haMGhsQ8bfHZdV0Bd13UxmUwwmUwEiDXGYDQaiXDR19sYmAY0dfwSFxEKObaVXjm2g6ZlNBoVPMvPW8XC7e+aCoUCAoEAxuOxCJJEIoHd3d2l4Q/LYoS00F1FN2kty3hGC/yHFDTfeQGjX1wzLdVkqth25+vPGoMIBAL43ve+56mXoc/zo/F4jOPjY19NZ5m7ddm9bmLsdUC5dcmYRYBVMBgU/ETjK47jIB6Pi1tcx65oocIJok0n0mw2w3A4xGQykbKgFAY6DN0eF37XFfTZJrs/9f5FvDfbwmu1tyUQCCCZTIpAo9apFyNmWT802bzUbreFV0ulEuLxOPr9PjqdjmT1a9LamE3LcJVlz1+mIerf1zl2X7pzLxtj9owx/5cx5mfGmM+NMf/J5fHfNcYcG2P+9eXfr6hrfscsNr3/yhjzN9d9Fhk2Go1ie3tbVlyNFWghYneszm52XRevXr2Smqaa4de107WA0/e3zwGuxyy86yAzTYPBQLQRez8m/s6VlZNPYx18T4Km7HeNgQCLd41EIgC8jE0zSWcN856673kO+8avEp0eIzvBUNc0nk6nqFQqMiZsjxawrHb30GQLyvl8jmg0ir29PfR6PQHw6/W6JxeL78b3sDW92z5/2fdl9BDa99J731VqGWO2AGy5rvtnxpgUgH8F4G8D+DUAXdd1/6F1/i8C+KdY7E+9DeBfAHjuuu6NxqzjOC4leygUQjabRa/Xw2Aw8BSN0uDuTQliHMB0Oi0T7CHcdO+DbttGHQNEjYQrOicYNRh6ZohdUKAbYyQKlHVcKNx1e9iv/E6BQUyHY6N3LaSwYfTsbfoBuAKYgav4Gb2TA/EYCjCac7q9N+VMJRIJDIfDtU1pm6ilRCIRTCYTjEajWy8wuVwOrVbrmgb3Pnl1nec9OMjruu4pgNPLzx1jzBdY7D29jH4VwO+7rjsC8MoY8wILYfP/rHiOMPxwOMTFxYV4F7Q3RA/cTYAXvzebTTl235qzvO9NDPsQdFsAWHsVaBZwVQWuCj2xvCSvobDh/jiMVwHgC3ZztbVNIh0uQA0qHo+LgOt2u+Ll0fb/TQyt8Rq2meAz309rM7aDQPflTf3JResuvKHjhti/64ydnwdUF36/LUZiLwB3FUr3EWYPYogaYw4A/BsA/t/LQ79ljPkLY8w/NsbkLo/5bXx/k0AS0jEFZMjJZIJsNuu71SVwpfKTYTXTU823VVP1Pr6fbyJbpX9ouq0aazOFjjehh4gChtohV36er3EOenJsDEw/T/d3IHC13Ss10EKhgJ2dHanfS/MrHA7Las/3ZDGuZZG6FF70GFFb4jUA5L7UYG4jKFzXRavVEk/hbfqftZtv62H04x8dbLkuf9G7d1MUtX3+Xc2kVWkt9xYwxpgkgP8FwG+7rtsG8N8AeArgh1hoOP/FHe75I2PMT4wxPwG8AJdeeRqNhqwSdlAVGU7vnqdV61QqtbRTbRffu7RRSX42t53Pcx+ikNCfdfyF4ziIRqPildGZxRpfmUwmHtwEuO4N0lntFFrJZBKVSgU/+9nPPFvcTiYTAYodx5HMXwbKMXWCgk1jbhqrcBxHNDFGDGvB+BDa5aNHj27ERigIS6XSvQs1AYtC6hSStyH266qsdX3+XUxvYHWk8r0C7YwxIQB/COCPXdf9L31+PwDwh67r/pIx5ncAwHXd//zytz8G8Luu695oIhljXL2CLVsVuBr7MZFmTL3CLgtMugvdJiXAr318tn5+KpWS/W8eiljLlhux8bsGcaneE5Ph6h+JRDwxMLbqT6bjvSmgzKXnRof70wzTZi4BZo018PhNWIgxBvF4XASXzron7qTxl7vSKtMtkUhIn6ybSrKKHMe70yeP3WTi+Zl19hy4L9n3WYbB3MeLZAD8IwBfaOFyCf6S/g6An15+/gMAv26MiRhjHgN4BuDH6zxLCw4tkbX6rNXkZTEG2iywmdUYc2Ni1zptvM+18/lcAsOAxbsNh8NbZTOv43kg4/vhKoPBQIQOjwFXq5Q2s+wcL66y4XAYs9lMvnPDei3UmavEz7yeE1MDtiwr6rcSazyGWhDbRiHJd9ICaxnZprF9/irMhm29q3Dxax9NNa01EM9aRsuEC+932zb4kd/C4nu/e3iR/gaA/xvAXwLg0v2fAvgNLMwjF8BrAH/vEhCGMeYfAPhNAFMsTKo/WuM57jLtYB1pfNM59kqwDrj40Oi9XsE5WXUGM4XPuqkMq96FE51ahS6uNBwOxUyZz+eehEIKb27HwnaR8SORiGg9nMw0e2zzVZs4FDqDwUC0KY0JUDjR++TnJeI9+c7JZBLD4VBWcu31WmYOBAIBpFIpD/j/XSK7bOxNZI/9qjmgF++trS2cnp7ems+XaTDf+Vwk41OTV09E61z574e8P5R6CKy3zcQ69+BEsXd7BK72GrKfw9+MMUvzWJap0VrAaM2PeT28N80YCiCuyjRjqAVyJXUvXeHaW6XvRyFZKpUwm808QWgM5qOGSWHAXCYAoulQiyIGRCGo+YH4x3w+F/yIjgLNF7pvIpEIPv30U/zFX/zF2uP3IdFNC44+nsvl0Gw2H0zAfOcjeUlaeGjAkqsdbXsbh9GTbJV2suqYJoaB6/NuOygULMvQfp0IaLeHk2qZCWWv1HY5UV0YipOTeIk2XfhcfQ4nLYUBTRsdwKYFGZ/nui7Ozs4EnJ9MJhgMBphOp0in07Llq74nBSGvp8Bj7Iw2KdknrutKcCHNK2oyFD72WI1GI9RqtXcC6K9zT51Zfdd73KUd7Aea5w+twX0QAsY2EXQEqTFGvAxUx287GH6CYZWwqFart9o9QJPdPubykJa9g053oJZge9CWkV/ejw71tzUbXfKAJkosFkO/30e325V26GsYuasjp7WbWwtkahSMNXHdRR0chh7YWdY63wi4wq3YbraHbdGALrWraDQqmp8fVSoV3+MUXH7ElBNNqVQKiURCvi9bBOyUiJsmt71Y3NZLtWpxZdrITeDxTdcv/f1DMJG0naiZCYCoy1R/7SJN65otD2k+rUNkWk4w5uXo32g66GPaZUl8Ali/sJHOFwK8ppQun0DQVU8ujXnQRKG2oQPqtMagS2RQqPGZFAbcIK1WqyEYDCIajWI8HiMQCKDb7aJQKGAwGEgQoAbztaC1+4F9Rc2Lgoy1ah+CHppv7uON/HnSB20i+U2GTCYjk2s0GkkA3jrkpyG8b0Frq6Zcldi2+Xwu8SA6JJ6TWQO0nHA2afCT72vjFKFQSLKLOakjkYhHA9FmEnN6RqOR4CPaNLGTF7XmQrNFazj09vR6PcF1+v0+ptOpZ29vvicD89gXN4G3NNvIM7FY7NZ7VnGjPt1nfuP4UMR+YbT1KvLTrG6jwd8nyG7Z8zV95+vBaLLdzZlMBo1G41ohKd1hy1aYn7fmxpWKGAw1BpIGQrnykhnG47GcT3cvNQsAcg01I51Ep935WnPSWgXvy+8arAW8bmtqBxQ+/F2vxBwv4ErjHI1GEuxI00ALQWpH6XQanU5HNCQC0Bxraq5amGkcTuNUN+3F5EcUYH7a0SriuKxa9HQ/3cVbuux8tn+VhnVbk0g/g16/m+iD0GCA627is7Mz1Ov1a0FhPIefbTtemwc/TyIwzYlOZtTmBs0nHb4/n8/lOjtJkLk+XHUpaPjOBKbpneFkp2mpPUpaw9CmCADBF3S4PiOBNdjKyclr+Uwe6/f7Hg1Bawocb5pM2WwWruuNNUmlUohEIh5zifezQf91olr9fr9LomMgEMDu7u6141rrJvlhiwA8dYbWNfH1PVnnh/2zrFD9fRZa7ZVb2q6f90q+iowxrvV9Zafo1Vqfm0qlJDT9Fs9f+Tyu9utWOdMgKlcBXsvVlubKxsYGjDHodDpSDFznWWlTRpdF4D1p7mg3L3C1EZ3GtEqlEqbTKWq1midOhVG3gNcdrZMN7VB+HVTHzwSBtaYFePNteA8KCXqm9OJBgRsKhZBKpaQUAicVx9f2jFGw2uOptRxt9t1nMfLTRt4nzkehG41GBT7g/3eBPy3DYD5IAQPAszL6XOOb3KaBRj9V2o6RuCn9wKbbZN1yNSHDc/JOJhPRAjhJ/LQJvvve3p5ssNXr9QBcpUzQxNAgKF2/XO0Z/s/UgWfPnqFWq3lWpkgkglqt5jFBi8UiZrOZCCLGsBBs10xNLQlYCE3iGLZGqo85joNyuSyBb81mU0xALWwoFBj8p13rHA+2zxaK9rPvSjfFG933/ve5B/mLglWbq++CPmgBcxOyriNH+S5aRV+XbFv4rrbpTURziEzOVZ9uap3dbMehaEbRuEA0GkUikZDdBrQA0n1A4ce+otbFNjx69AjZbBavXr3Czs4OwuEwms0m+v2+uKdrtZqYKcViEc1m04P/0KTL5XKYz+dotVqiUVA4pNNpJBIJcQkziE9rPZ9++im63S6azSa2t7fRbDbFjcv+Aa5MYa7WjHmx85nYjxQwkUgEwWBQhDKJuAIF8X1omXDgM+gB9DtHR3ff5bn63Ve5pwF45s1def6DFjD6uy1s7FB7rQ5/F7AW4ivAlYDR4KmeLLbHhqYHcDX4Np7A3B+btIDRniaCujQnisUihsMhisUistmsCJInT54AAF68eIFWq4V4PI79/X188cUXGA6HmM0WuypoHIhZ6vP5ouZMvV73jEEmk0Emk8HR0ZFnl04bYE4kEhiNRhiNRojH4zBmUSBsPB4jEokgHo/j5OREzB1qYDpZU/8Rm6GWs4zoTXNdV2J9VtFttSFjDDKZDNrt9nvjT7uNfh5UHUF9F5nwQbupSX4glWYYbc6sO3g2HvDQpCvH0WyzcRS7eJMxBuVyWQBLDQDTdUpvyi/90i8hGo0K4AlcmQ5PnjwRQTWdTjEajcQNHQgE8MknnyAWi6Hb7WI8HqNSqeD4+Biz2QyNRgNv375FIpFAPp9HPp/H+fm5CMlMJoNPPvlECqi7riuBbPP5HBcXF3BdF7lcToT+YDDA27dvPZiHX1AeC1E5joPBYCAm4Gg0wu7ursTJxONxbGxsSD9T8GksKBQKeeJ7lrlViTX5gbo2b3Ahs128BO45NvbOlsCCR6n5vQ/ywyL9BIgOX9jf3792D/3/NvTBuKmNMdjc3IQx5loyFl9cB37xOBlNA3a2in1b0hG1VL2XqcNE8DU+M5/PxWzgeVrr4r7EFCzai7O1tSW4QrPZRKvVkozlfD6PWCyGVqsFYwzq9bpnXyLebzabYXNzE/1+H61WC8ViUUL14/G4hO83Gg1Z1WezGVKpFMrlMk5PT5HP53FycoJ+vy+udsdxRNCFw2HU63XRBGgWaE2Nf7lcDvV6XUxDPwCbAmI+n+PNmzeYzWbodDoyybWA1vEz9gTzm9g07ViIKxaLIRKJSDSwPbYaA8rlcmI6sjQmBRvxpnX3PboP6Z00dZiAn7C0f9OCYzqd4uzszBNcqc+5rWXwwWgwxhicnZ2J7a5XEYKmWpvRrk8/oHYZ06xDZHQdrQpAvEIMoWexJN0mPZgMzdaYEU2aV69eeRL0jFmkRDQaDZyenmI2m0lho62tLWxtbeHs7AzGLCJjd3d35b05wSgE2HcnJyeIRqPY2dnBZDJBtVoV1z+jXRuNhky+4+NjiaxlOLy+JzOYgQU2FI/HPc/XXiVqcIlEQsBivivHKpfLIRqNyvdCoYBvv/3Wo6VWq1U4joNCoeDxnlEgcRGgu1tnj+sxo9cuGAyi3+97sB5SILDYupfEsp8asCcvMHxiXb5aVVRK846fJsEFjE4C/pEXddFzexEGvEXddJVA+7fbal4fhAajV3h2DieJdg8zSpSMSmayV6J1Bt1eFfUqSM2EAoHEQdVlAnQyI7OTjTHY2NhAs9n0rCbESnSRZx1kF4/H0Ww2MRqN5L8OxtPmEP90QSm+O7VAYxZBbmTAfD6PyWSCRqOBYrGIUCiEXq+H4+NjPH36FOl0GuFwWLSSfD6P8dRZk/IAACAASURBVHiMZDLp8SSxgh0nXbValf7REcn5fB6NRsOjqfF3blmbSCQwGAzQ6/XEZZ3P57GxsYFKpSK4CouXc6Jls1kBUnlcT1Cactp1zQnJdIRoNOop1D2bzeTdOW4sMwFc7RxKsF6HH6wijtMy3tQTe9k5ev8lW/PwA305h/hZn+MnxG6LNwEfiIDRniK6QrW3hUAevTE69oGMs8ocInPZktpxHE8BJu2hYEwHO17HmLBtZLhgMIhkMoloNIp2u43T01NPfoztxWJbGLvT6XREaxmNRqjX6x7hxQnUaDQAXAWrabORJTF1YGI4HMZoNEIkEkG320WxWEQ+n8ebN29E+PB529vbUlkum83i7OwMBwcHqFQq6Ha7KJfLkjM0Ho+xsbEhWpWexOzj8XgsbnOODfGSdrvtAR4DgQBisRh6vR5arZaMeTgcxnA4RLlcRrPZlK1aaO5wPLjg6Ofbi4gxRnZfZJ/aK7YeI22S6LgfnfRJWgWessD6Xcm+v87PW0V+wsvPtNKa9rpC5oMQMBQaXOl0tTWuThos1LgDVxd2jO1+1BKbE46aAK/TCYc6Yxe4qlMCeBMwKSAISEYiERSLRdkUjOeNx2OZ+K57FaJP4UE8he1rNpuIxWJSgCkYDGJ3dxfHx8dyvRZsFJDz+dVuARqPYntOTk5QKpXQbDYFxB2NRigWi5hMJuh2uxgOh7Jiv3jxAsFgULQwllpwHAebm5s4OjrCxsYGhsOhjIEt8OPxuGhrnKAEamm66FW11+uJ2dlutwXvKJfLqFQqnjgh7bK2wwPIT6PRSI5prZPjftPkJH/QBNGBktPpFMlkEt1u1xO4d1eP7brX2likHcJBPtUZ6Tz/pgA8jgW119toMt95N7XjOK6uBasnDjUN7ZXQK9fl9QD8AV3NRJoJtT3M62nTs0CUdo3zHL+Jy0lSLpcFz2i329Ie7cam8NQFtqihcRJq/IDHstksWq2WBxcig+kkSL06OY6DXC6HQCCAVquFZDKJjY0NOI4j7mpO+Hg8jnq9jn6/L9XiqPnkcjn0+31sbm7i4uICgUBAUgmYsDgcDnF0dOSZyIB3cSCTayKORa2CAvXg4EC8XbPZTFzZvV7PMxYMItQaKeNgHMeRd2Q/GWM8gPWywEndVo4Vx42mqda49SJ1k1ZzawBV8bZf+2yzXptLPGZf7yfMyKOcdwCu1Td2H3pfpPdJdri3BlXpYaDgYWi89lgsIzIVJy7gFRJkDA0YaxWRE1yvDtSGOOGz2Sy63S4ODw/lPfjHCaIZkRt02ZiJnjg8rjUW4jP6ffgMMohtGgwGA+zt7SESiSAajSKZTCIcDuPNmzcerwuFOQFO112UpWw0GgiHw8hkMggGg8hms2g0GgJI0yOhc4bG4zESiQQCgQA6nY54a3Rfsq00K/k72318fCwMHgwGPaU9OU7AosYJAxB1ZK/G8Nhf1PR0BDL7255w1LC0QNDaA3C1q+VNpvl9Fnd74dRCxa8mrz4XgNT3Yf/oNsViMY+pyPelU+I2XrEPQoMhgEdhos0UTkrgKjFN5watWiG40unzdCBbMBhEuVzG27dvEYvFcHBwgBcvXnhKSFI7CYVCYtIwDD8SiUjYfzabRa1W82A9Wk2leu1nCmoQTpt1bOfW1ham06ttU7UHgTEsBGEpeBKJBHq9HtLpNLa2tqS/+HwKhpOTE3S7Xcznc2xsbCCdTqNer8NxFvsv93o9JJNJPH36FC9fvvTsa03gfTqdol6vi6ChV6dQKODw8BAAxHtD4cG+0OYN4F2B9YKghYEWSHxvXkv8jGYUzWo7L8yHF69pBaFQCPF4HI7joFQq4eTkRDQ3tpmLktZyHmLXAfI5yW63ze9agLPt6wgLm+eA6+7+ZRrMd17AGGNcMqwxi7B6DWBpLwwnj473WEXsdH4mM+jYj42NDXz77bcIBoOIxWJIJpM4OzsTzYU4ix48ArR6YubzeRwdHXkiUI0xnj18tLmg380YIzEq3B6D9yHTxmIxOS+RSEhUbjQalYLev/ALv4DT01MxDxKJBOLxuPTBaDQSrYFCh8Ky1+t5cAoK0n6/j729PVQqFSSTSZlA5XIZjuPg5OQEjuPg/PwcOzs7GA6HaLVa+PTTT1GpVDxaBIUWg//C4TAGg4HHbGG7uSma7itOOo2RkA/IQ8yX0pqiNqH05NH1hO14JmoOOzuL/QM3NjYwmUxwfHzs8RDS7KbQZUb4srlHPiNWZ5sy7C+tZa6L0fiddx98iPTBChjHcVy7jioZSpsa/EzGIeOtEjI6jkYzXCAQQDweR7fbFU2g1+uJF4deHR1zQKbRxbrJ8Brc5IDqpEu+lwY2+c6cJJlMRtTXdrstk81xHImsPT4+lveqVqvSB1yxPv30U5n0zWYT2WxWAN18Po9Wq4Vms4m9vT1cXFygVCphY2NDtuzlxAEWuy/GYjFpP82hRCKBVquFXq+HcrmM4XAole7evHmDXC4nNWHOz89hzCJ8/uLiQibjbDbD06dPUavVEI/HUa1WRRvg/ej2Z/9qdzeFhC7hyX6lW5t9zPHQGBaJYDrHktfzOoLM3W4XyWQSiUQCZ2dn4k2j5qLDF/S42jEnJBs41hqr5rWb5q8WHLYGojU/vucyoWdrQn4C6Z1hMMaY1wA6AGYApq7r/jVjTB7A/wTgAIutS37Ndd2GWbzdfwXgVwD0AfyHruv+2U3319qFBjy1mqcr2XNVowayou2iLTx58gS1Wg2NRkNiKGazmXiAkskk+v0+Li4urpkoWntiFTWCwVpYkIFJeoUjMeCL78z3mM/nEiF7enoqeMhgMMBsNkOv18PZ2Rm63a6kEmj8hmbJfD7HV199JSp9NpvFN998g0wmg36/j93dXcRiMYlv0TV3Dg8PEY1GRfhWq1W5x8uXLxGPx0WzOjs7w+bmpvRHNpsVzIXxNlyhp9OpfE6lUnKfXq/nCf+3NQ6NOwSDQdGy2LcUhHR9a7OXgkxPOj/3qzZl9MKmHQGDwQCtVgvD4RC1Ws0zvjbATL7TWrIf6eMUiPp+q4SLTX6mo6ZlwsUWRPpe69BDRfL+267r/tB13b92+f3vA/iXrus+A/AvL78DwN/CYsO1ZwB+hMU2szeSXu25CjCAToOWnIRkRj2x/Uh7DubzOV6+fClmRLPZFJcyq75dXFxIe8i8tL0JmNLcIQNr8Fi7sonNkFl1gSW+b6lUwve+9z0Ui0UBUaPRKM7PzzGbzVCv1xEOhxGJRLC1tYVCoQAA4o5mLpDrLtzBDJQ7Pj7GdDrFxsaGCFKagdFoFGdnZ4Lb8JlMJoxEIkin0yLo2Naf/vSnSKfTeP36tQTE6ejqUCiEs7MzJBIJ7OzsIBqNYjAYYHNzU4px00ycTCbY2dnB7u4uarWaBNlNp1OUSiUJ4isWi9jY2JDAPLrQOZ46W1xnkuvoaNvDtMqDQwHDZ85mM4xGI9kYjffStZJtPuZ1vN9NPEpeI26lPVertpS9yezhAmwfW3bufehdpQr8KoB/cvn5nwD42+r4f+cu6E8AZI13J8hrpCW1jjnRv3OScsL6Abwkai26aDXgTbozxqDf78u5fA4Fki3UONhcrW3AliusXlU1s7AtOuAsGo3i888/x+HhoZgnBEnZrkajAdd1cXh4iGaziVwuh8FggGKxCNddRMoyY/ri4gKDwQDRaBSxWAzZbBbD4RDtdhufffYZAKDb7WI0GmEwGKDb7eLly5eo1+toNpvodDoiOJlGkMvlBKcaDoeSeBmLxaR6HgD0ej1JWnRdF2/fvhUzb2trC6VSCcViEbu7uwgEAqhWq/jqq6889XTL5TIePXqETCYjuVLEwyjotcnJSUThSC8Rgya1R5BYkh+v2PzGRYzuaAoV/VwWxNIChJ5ODVwzeHCZkNG5TPSAaUGzDsao7609ketGGK9772X0EALGBfB/GGP+lTHmR5fHyu7lbo4AzgCULz/vAHirrj26POYhY8yPjDE/Mcb8BLjK66AJogFRbTJpNfDyPh7NgNqFduFSYNjJbefn52J+aBWaKyCZkgKGtjYAT3g578dcEI0DMPCPzENB6bou3rx54xFWAPCDH/zAEz1Mz0cgEMBwOMRPf/pTuXY2m+Hi4gKhUAj9fh+9Xg+dTkdMvGQyKR6QVquFQCAgtWVYbDybzUobarUaxuMxut0uer0earUaKpWKmKeJREJyh7j1SL1eFw2IWdXhcFjc1IPBQPAfAKItnpycIB6Po1gsIpVKIRAI4Pz8HF9//TWy2SwSiYSUg6jX63j06BEAb4kLzQsEWGmyane1Dky0iWYlhRHHTZeo4N5S+jjvr72fbAvbwLgqnb/EcSWP8hivpTCaTCbS12zXMtJzQQsYCuX70DrazUPEwfwN13WPjTElAP+nMeZLqxGusWq6rCLXdX8PwO8B3oJTfi5majUUFPqlOWB64upVjqvf2dmZMIm2jev1usdG11qMDn6jB4n4Cb0NOp5G72So1Wndbh1bobEGej3q9boIAz6fbkYNRvL79vY2UqkUXrx4ga2tLQyHQ4xGI/T7fZyfn6Pf72N7exu5XA7tdlsEHivEZbNZlEoldDodAXNZP0aDrIzuffXqFbLZLHq9Hh4/foxgMIijoyPE43EAkLILNNFoem5vb6NarSKbzco4tNttpNNp0Xoo0FknxnEcKfje7/elTyjEdSQ2TRhtOlMAsEQDz+X4UjvRrmwbP6Npa+99rcF31sW193miKcV2U/iSz7UWzndijBEAEd7BYNDX5e0DwnqObW9v4+TkRDDLd0X3FjCu6x5f/q8YY/45gF8GcG6M2XJd9/TSBOKOVscA9tTlu5fHbiQtQLhKaXMC8MZGcFAAyPYPFByMeXFdV0K5w+EwYrEYotEoGo2GDLzd8do1rp/PIk6bm5toNBqeWB22S69IDJ+n8LDdjFzZdHnJbDbrKahEM09HVHK1ZAYy8ZpkMomLiws8f/4ctVoN+/v7OD4+lv2IXNeV5MloNCrpCIVCQarJxeNxlEolvHjxAoVCAcFgEI1GA/l8XuJvKAhbrZYkJeqJNxwOEYvFJP1gMpmgWCxiPB5jc3MTrVbLs68SPTF8t8FggE6nI8989OiRlNRk5jZjjvQ4aT665FW4rivCheYsx4t8Ru2Qfa4FkRYGevHS2or2JMZiMRHgNoBLLVXznRZG5HftzbFrB2v+0e/M/ucYkG9fvnx57ZpVGNRd6F46kjEmYYxJ8TOAfw/ATwH8AYC/e3na3wXwv15+/gMA/4FZ0L8FoKVMqWXP8Kiq2s2nVyVbQvPYcDgUAaBXB6rH/L3f7+Px48cSLm9rK4C3+hpXOO2mZpAbAE+MijHGE/ughSW9A3qvH34nwxqzyH7mxOcKrIO5gCuVXq+azB2Jx+OSQd1qtRCNRnFxcYF2u42TkxPMZjPBTfb29kRDoPeGexan02kRRjRpYrEY9vb2EA6H0W63EYvFhGEJ9j5//hyffPIJut2uJEcS75lOp2i323LP/f197O/vIxQKiRbFvqjX64jH45hMJuj1eigUCtjY2MCjR4+wvb0t/V0qlTymKLCYqNFo1ONlI+ktdDkGBHGp+bGPtfdKu8PttAzyia4XrPma/Ks1UjvB0haKPEZAXG/YZ/O+No8AeBYz+zc/68A20+5C99VgygD++WUDggD+R9d1/3djzJ8C+GfGmP8YwBsAv3Z5/v+GhYv6BRZu6v9o1QPY6clkErlcTsLYbYECeHMwKLVpbnCF0kKCQsR1F4l0JycnOD099diqXMl4Xx0cR8GhtSba/FypbFepNn/YPg38UkhQcGgVutPpiHmgcRuexwjbTqcDY4xE93JV58SZz+diw/N5BKrpBZrPF8Fsw+EQ6XQa5+fniEajyOVyYmYxEI/FsxKJhLz/cDhEv9+XTO0vvvhC3NUU7NFoVPqJEdOnp6dyDbAQCgzYo3Y5HA7x/PlzfPPNN+h2u1Ljl+kJFNA61oVaJQuP02NI7UNrLjQ72K8U8hqvsbEN/Vy7AJnWrGiGaa/Zbcs06P/25PeDCvzmil7ktKmur9cY5V3pgwm007EATG3Xg69tVQ66ThqkSskBtsP1jVlUzGPUqa1mAlcpBDqgi8/VYf1sGxlHP4sZxsYY0QYoBChg+GwKEMdxPLE1GnehmcXJpDGURCKBVColpQ9SqRT6/T4ajQZKpRJ2d3fFBJrPF3lTjuOg0+nINTS3iIfQ7j87O0O5XBbBN51OUSwWJdAMWJinxG9ms5m8O4PmmERpjBE3OxeQ3d1dnJ2dCX7y7NkzNBoNRCIRyfMKh8PI5XI4OTnBJ598gqOjI9llgWPDvrEXJa0Z0NNkOwq0ecvfadJoXgCuAir1WPthI3pM9eRdJ3XgvpN92f0e4r7uh5rsaKtydK/q34ArJtDZsFwduSEZv+ucJeBKcOjVSwdFabyFKxmv04AcGdVuG9uyubmJQqGAb775RgSF67ooFAqYTCYSpGVrV0ycSyQSIjD5bAo6hvNPp1PE43HJn6IAoLv67OxMdhDo9XpIpVIAIOUvuaFZLpeTQlHf//738bOf/UwC3yKRCDKZDFqtFsbjMUqlknijmKDICUoTazwe45tvvkE2m/WM787OjseEefz4MYy5qmuzv7+PSqUiXqxUKiXxP/REsaA3E/i2t7fx+vVrzwpspwTYmq4G/zWWosFXLk5c+YErwaCDPal9USCRP0k024gHLsvatkkLAu140Bq5/s3mQ/te9jl+OMz/LzQY/eJMngOu74rnulf5P3ThcjCpMtOFTHCOk3M2m4mLlh4VbRuzDVql1KsWsEjW02aLxocoqIrFoqzgxiwiQokxnJyciHbFADXWLOEGY8aYa5tp8f75fF4KSnPDNgbcUUt4+vQpAOD8/Fx2Gjw/P8fW1hYuLi6k1KUOwedzAYgAopb0+vVrZLNZpNNpOM4iSJGxKvP5XDSTQCCAk5MTZDIZBAIBvHz5EsFgEPl83iP0uRAQf6lWq0gmk5LW0Ol05DOjiXO5nGxMl06nZfxms5lkBduTj+aSNpupAfqZExprs00OLhQkLgTkEwolap724rVuTEoikRDchdfr9+Jn8jXgLZq1DMjVeMs6ws7vPss0mO+8gDHGuDoXQ6P2nPBUgbmKE1Rjp3FANEZD0szluq4AgMFgUFTxy3bIn1aXKdRc15UN4bV6zlWP2A2FmA4p10l0GpMBvLET2vVJTwvfgasm3z2ZTGJnZwfxeByvXr2SPvj000/F/Hn58iUSiQTS6TQ2NjY8W4WwGHi1WkUwGBSXdigUEiFWLpdxfHwshcbn80XBcpqyvO7i4gJPnjyRejHsT3q8er0eZrOZCJtSqSSmEbDwPnH/au5pTT5gyc3JZCLvQC2O8TPEpDiWGtAln1DwEEuhaajBbB1oybFl7ptt4tDU5QJGr58WEDZPrtIWdCjFkrlyDTTWIK6f1nIXDcXvmg9awLDjgCtNhYljOvaBq7s2I4ArTYdmFDueK49tExMfCYVCuLi48IC+LNHIQkhazdYxLFo9pzAgmEpQk1hMLBaT/BxWjqPKrzEf7R1iRTa+d6FQQCaTQSKRwMXFBYrFIiqVCsLhMEqlklSD0zEizWYTBwcHsmqPRiP0ej3E43EcHh5iY2MDgUAA3W4XOzs7SCaTos2w/utwOBQcpd/v49GjR7i4uMDGxoa8M02pXC4n/cyxy2Qy0s/ETriFLScl00NcdxFEWCqVUKlUJKk1nU7j9PRU4mva7TaKxaLkB3HyU4vQmqf2wnGMNb9pDcAPlNc4n9Z0NAbH+1Bo2SUS6Pm6Cexdh7jwsY00/Uh+2hfnBbBeZLBNChT+sAUMB4ydpGue6gHnakCk3l79bWCYg0ANg/kdjD6dz+dS2sB1XSlH0Ov15F6aUfWgcsVjuYSDgwO0221Uq1VPO4DF6vT48WOcnZ2Ja5QaDwHNTqcjBbbp6dH28w9/+ENpa7fbRSaTwWQyEdMtl8shkUigXq8jn8+jUqlgZ2cH0+kUFxcXUuKBgvPx48fY3NzEmzdvPBNjOByi0Wjgs88+E4CaQoI5S51OR4pY1et1yazmwtDtdlGv1xEMBgX8BSBBe/V6HaVSCfl83oMHcVO24+NjzOdzxGIxnJ2dYWdnB0dHRwAWZRNms5lseXvJR74mr447IdalY0e0CUrtlfey92HSLmyeo93IWqPRdJ8JvmLueDQVvYj6eafu84wPWsDYYCyJtqb26ADeXRK1B4FMxPN5XzKe/s02vfSKVyqVpLSAHflpI/Mc2Hw+j83NTXz11VfCdMxFKZfLSCaTaLfbOD8/F7WcRa4DgcX+O41GQ0oCzGYzVKtVD4MnEgkUCgXRflKpFE5PT5HNZhGLxcRNHI/HMZ1OUa1WEQqFMBgMZKIzpSCTyUh9l2g0KuUU9MpOvKXVaiEcDosmQY0mEAggmUwik8lIhrTjLPZOqtVq2N7exvn5OYLBICqVCjKZjGBAr169Eq1rb29P4ntYHpSBeNwhcTZbVPzf3d3FcDjE2dkZ8vm8mHjB4GLXSeZ16dVch/NTI+FkpODTuW7Ex6iFaXyGwXRcrOw4FfKQ4u9rE9xxHPEwPgTpd9XYoD1n/EiDyX6/qes/XAFjvyQntQ5U0pgMcFW7V8c3sGN1B1NAcQAYwMb8FX4n1kLQUJcA0IJPYzO2aZdOp9HpdOC6i2LgT548QavVwsXFBQ4ODmRlH41GSCQSKJVKUpW/1+tJEJvemI0Ts1AooNvtIpvNIpvN4mc/+xlCoRC2trbEVay9OsFgEG/evEEsFsOzZ888mg5r7nJi6jgPYkCz2QyHh4eCldAEGgwGYj7RPQ0stAoG8s1mM/T7fQkujEajktfEeJhqtQrXdaU2Dfc9YpAggwBpdhwfH4upVy6XMRqNpMog9+4OBAJSFmJ3d1cinXWEtOI7+c9+47hSg+a4am8RFxvGEbmuK2EVt8E71jl33fvZoKy9CC4Df3kusFrL+aAFzOV/j/YCXMW0aJvTlsj8TyGQzWaxsbEh4B+J7mkKr3Q6jfn8ao8iW6WOx+MS9KbrlLC6nU66033MeJCnT59iPB6jWq2i1WrJHkPcTK1SqUjl/L29PfR6PVQqFWxubqLX68nqWCgU0G63kUgkcHq6CIrmnkYsx0D3Lxm90WhIgaTBYIBYLIZAIIDDw0OkUinRfphFDUCEHstsNhoNSexjIufW1pYUmmIqAACJ0dnc3ESxWEQ4HMbZ2RkeP36Mt28Xua+Ms3nz5g3K5TIKhQJ6vR6Ojo4kRoc1g4mr1Ot1fP/73xetq1qtisn22Wef4fXr1xiNRnj27BmSyST+8i//UjQSeuJIepGiFwuAePJ0sSk7spu8yW1z9AKjTSp6lvw8NTdNcr/ztFbil+vEOWNfZ4PJD2WeffACBrhe/FuvLGQIahU0aTQgHAgEpEYuAVdmTBOwY84LO54qM3EcCiAt2bX2Q80K8BYl57X0nDx+/BjHx8dIJpMolUoAFkxwcXEhZTaNMeh2u+LObTab6Pf7iEQiUhsln89L4eY3b97g4OAAo9EIe3t7EiXKMpuz2UywC54zn8+Rz+dxeHiIdDotfdRutz14CYFRmgX9fh/dbhe5XE7ML4LXFxcXSKVSmE6naLVaHEe47qKEBIneKu4KwALiAFCr1bC5uYl6vY5arSZgMAUUzS268ZPJpLj/6c36/PPPEQgExHNnjBGciFvfancyeUWbN+wDWxvV8Ue8jgJGn8PfgOvlOO9DWiBpcNePtFmkj9l0H1nwwQsYeoA0iKrVWgoUzRxaGOmBp0uUXhsdGq4Zi0ys8RftUSDwbAfXaeFnm2E0NYrFIrrdLr73ve9J3M7FxQUikYhoMDp4iwGG4/EYxWJRtuhgNOzTp0/FHKKQ2t/fl03jj4+Psb29LQFs0+kU+/v7MkF0WkMqlZL+ojAOBAI4PT2VDdUikQgqlYpgKvF4HJlMBp9//jlarZbEI3Hs6H1iX2pzi/VgdIoBAAG0p9Op4E+1Wg3lchm9Xk88VrFYDMFgEN1uF+l0GpVKRbLPWbJC7+nN8To9PRWTV/MHhQJxObZXY206epuaLwMq7fQDPxf0bcylNebIyngav+fZeMxNwm9Ze/9KgLyAd69pbTsC3nJ/dAPrwCkAnuQ2W8XVwiCXy8n+19SAAK+rW9viGijWZpGOgdFCiW7XTqeDRCKBg4MDacPh4aG4pgmU8tkEhAOBAEqlklSwJ0YSjUZxcnIixbBZf+X09FRwn62tLdEs2MZMJoNUKiV7I9HN/+LFC4TDYfHEsPD29va2eNiINWxvb8N1XTF3ksmk7GOtg/80/kUAmxupsa8YBUygudPpoFgsCn5SLBbx4sULbG5uSmlPmjuZTEaq+nPMGRfEchDpdBqFQgHT6VSikzmGdkCa9lxqLYH8oxMcaS7rYDxqdXS3+yUmKj73TUG4D9lYy03n6Pe+iZa5uj9oAeOnztETot2LPE9jKRqA1WquVnsdZ7Eb4dnZ2bWi4XrgKUDsIkX6/loAZjIZOI4jXg8yo65zwhq1xFW4vYjWmug+zmQy2NraksxjMr4xRjxRs9lVOU3mHdVqNSQSCYRCIdlsrVgsSnb2cDhEJpPB+fm5mFztdltq5bC6H2Nx4vG4RNwmEgkpAcq+jsfjePnyJXq9ngiT3d1dvHr1SoQd4A32SiaTyOfzki/FXQRZ0oF5Urwvyz7Q00PTliYi69BMp4t6v6xJQ6HE/Z9YZpMTR5uyXJR00W97jyaOKRc7ChQ7pkWHUmiia1svgA9do4V8zjG0NSnSKg3rJkH1QQsYbeKwk1jnRW8QRa1GJwzqYDv+xs6mkKHngXsb8z72c+1saNt00oNFjMcYI5jG9vY2ms2mAI2lUgmhUAjdbhepVArJZBJffPGFrJI6wI/nz+dz7O/vo9VqIZvNSsmFVColKRGsPFcoFMRVzfiYvb09AWeTKYrkUgAAIABJREFUyaRMJJa6bLfbaLVaGI1GUr2OphpBy0gkIjE1DI5zHAdHR0dSxItaWiAQEJCUJhEjc40x12q+8FpiYtT6hsMhksmkhA8QfGVgXqVSQalUElOh0+mgXq+LV63RaKBYLOLbb7/1ePiSyaQA/tr80aY4BTlNINtrpEkLTXvCMpKXwsSOSGeb7ipgbhIAjPTWC+Nd7+VHywTMdz7ZEbgKc6aAAOBRP7X9yQEjE2gUH4DHdNHYC4tev3nzRlaz6XQqcSXdbvfahNdMyERD2x1OjwdXPx07oTeXZ2Cg9orZwYWTyQS7u7s4PDwUbIIaUDC42JJWV3lLJBJ4+/Yttre3xfShl6vf76NSqWBjY0NwKNaLAa6yg/lexIZYkS4ej0vRKtYDdt1FqdFAICDmTaFQQCwWE82MQDrziih0u92uaBsUZOl0WrLCGWXMpFHunsCtZYwxsjme6y7qBTPI7+3bt+L9YVQyt2eJx+P47LPP8OMf/9gD8uqFiQLJNnlJXEQAiGbKycn7UevV3iqtDVH4+Jkf69Ky6/T80NraTc+x3dfrxMz4PnvtM3+OpKvY0yzSINru7q7EbejJre1mDqTOhi2XF6WCXdfF6empxEpo5tBuapoA2lvE1VTH2wCQVTcSiaBcLssuhnqAu90ums0mXNeVEPe9vT1kMhl5P9Zdnc8XxZa4fxH3N6IQ7Xa7kgio83VIdI+nUimMx2Ps7u4in8+LVtHtdqW+CivbUcBSCPZ6PTx58gR7e3sYDAbY3t6WtrLvnj17hnA4jEajIdG0LGkZCoXw5MkTbGxsiLZIEFrnAwHw4D7c0cFxHMk129ragjGLrOvz83OpPTwcDiVD/OzsTDQuXY+ZUc75fF76NJPJyDnaxawXMGpy3BGCvMPf5/O5/BYMBkXL1guG/tOTFoBH815GfnDBqvMJI7CNWoOz76ef74fH3Fb4fXAmEnAFelKNYwAbTQSqgFpYaJODKiqDymazRUlIblPSarVEs6Gb8rItEnSntRmt7haLRXQ6HXS7XVG3E4kEyuUyKpWKmA7MZZrP50gmk1JU6ezsDNlsFqenp9cEGlfng4MDCSL77LPPcHh4KIDq2dmZ4DZMSeB70XxKp9NwXRcXFxfY3Nz0VJbL5XLiaeE1/X4fp6enInyIGTEymGo3AxR17R0t6KfTKVKpFBzHkdB/vaKzEDmFbjgclpwmjhH3acrlciiXy8hkMqjVapjPF3ti0XvFKGOGLySTSaRSKUwmE1QqFeTzeXS7XZycnEgm+NnZmWi+BPLtZEQKGOaBESDWYLDWFsgfGuinYIlEIuj3+6LZALh2Lumu89Su1awdJPfRlmz6oDEYY4wIDnYOVXdtT9o2LxmbKi+vzeVykulLLwPxGBZN4uB3Oh0BJjV+Y7vKbZef67oShg9cTbZMJoNerydRrNyq9dmzZ+j1ejg+PsajR4/w4sULyXsyxkiuDbcPIdiay+UQiURwdHSEWCyGi4sLTCYT8cZQINHlSzfzF198gWQyKcKM+w0x05hemWaziZOTE8zncxE83W5XzK14PC7bgbBkKONbCPyyPUxFoPuarmutZbBanp4IzOXS1eK4TWssFpOI2UgkIlHBLEVBIJhaC3AVaEhTMRBY1JVpNBry7tprqD1gwFXaAE1fai46+VZ7MallUviwH/k7NWsKKeAqOHE+n0tw4W02ndfzYJUnaRWtaVJ9mALGcRxXR5YCV2ofAE/NFx05q70CnMzZbFaC0rLZrOyLTCbXZS5ddxGty72FAoEA2u22rJba3NL4jh0no1dDHnccR1zOLJjEDGLHWezhfHBwIAWednZ2EIlE8OWXX6LT6SCbzcKYReRouVwW84oTv91uSwIiYz8+++wzXFxcCDA8nS72lC4Wi1LwnDhIMLgoGjWZTHB0dITZbOZp5+npKQKBgBSP4rtwH2yaRwRtO50Onjx5gnK5jB//+MeIx+MoFAqo1WoibOgib7fbIngIwhJXYn+zNk4+n5fjDE/IZDKYzxfJnqzLW61WMR6PpQJfu90W7ZURzeFwWAphU4vRXkjtfr7kS0lm5O/UjCloWFBKB8GRdylsyBsa2AYgApOBhH4xLraZZnuISBSMfl4h0q1NH0tgfbACxig3NQeZE1nHHQBXqw3g3QY0FArJ6sU6J5lMBm/fvpWANfU8T5yLds8yP4iAKsPiKUy0N0B7gsj0FG6uu9i5kcIKWAS3ffrpp+j3+1Iwifs6U2tgVjK1I+7YGIlEpJYwA8+MWeQv9ft9TKdTbG1tidvWdV3xRLFNFEr5fB7JZFK2RwkGg6hWq+j1eohGo3Ddhfs9mUzi9evXiEQi+P73v4/z83MpiMTJ2+l0JA2CLuvJZIJPPvkEnU4H/X4f+/v7ePHihYQWhMNhyW8iuEzzSgt+ah7JZFLqBu/s7HhyoOr1umhX1Ep6vR52dnYkmI/ucJrY1GLIc9o81n+JRELMYO0BIs9pU5rmM4F+8kU8HhdtlvyiNScKHQq5m7w/NwkRrcHY3liteduJmMueo5+lgN8PW8BoFJ8DRMbTOAXgDRhyHEd2Cjg+PhbmoNDo9/vSSexwakV+bksKkXg8ju3tbXHPxuNx2Rie99nZ2ZGyC67reopMUShR7Z3P50ilUtjd3cXr16+xu7srFd3oWQmFQkgmkyJMnj17Jjs2UoAyt4jbeRB4DQQCnrq+FCCs4EfhtLu7K1oF6+9+8cUXACAAcSwWk74LhUIoFAqSOsAtaZljpb1CrNFLoUEtB4DEMrE/tBbKPmVMDceFk5aRxABQKBRwdnYm2efM18rn83j58qXci3sxcRO3aDSKVCqFP/mTP8FoNEKxWPREPVNI+XmRNNhOk5nmHnlS5yfxnfQ9XdcVtzshAY4n+2MVad6z4QKbtEa9zv1XmVrLBMydvUjGmE+NMf9a/bWNMb9tjPldY8yxOv4r6prfMca8MMZ8ZYz5m+s+S6uNxWIRwFVAk8ZaOIjaXp7NZqhUKlJNzXVdATS1+svnaLVYV7anhGfFu+FwiK+//hpffvklptMp0um0CKBisYj5fLFRFid6MBjE1taWvAdLV5JhueUGc3cYnFcoFFAqldBoNFCv1yVadzQaifeEnhUA4noNh8MoFApIp9OYTqeSHFitViVDe2NjA8Ai8A+AuI4dxxHtqtvtYmtrC+VyWYQT3em87uTkROrl0kvDftQuf24Nw/em+TabzSTHiGNKDx3HhvEusVhMzCEe5xayTGFIpVLiCi+VSshmszg8PPQECB4fHyMcDqPZbEox8V6vJ3lhdOE/efJEAgmpARJHIR5E00R7ODke2nShKc1Jymuonen9vBlvQw2duA/v4Uc6nINmvT5fA8xa49KazU1007OX0YNoMMaYABYbqP11LLYi6bqu+w+tc34RwD/FYmO2bQD/AsBz13Vv1MmMKplJFZruS43sa3UPgCcQj/YsGZqrBqN3gastILg6ac2FgzCfz8Xu7/f7Ut6gWCxiNBoJRsSC1NrroT0MxFD6/b6YI8CVFmOMkdol3F6EcRPz+VxKM1DDGAwGqFarsud0LBbDmzdvUCwWUS6X8fXXX8MYI0KwWq1id3dXBCmTCZlvlM/nBVRvt9sycRjqzqLg3AkBuMLCdC1eFhHnZnQs48l6vNpjs7+/LyUjqFWyzzmx+Ay9zxV/i8Vi2NjYECHAQD56xTY2NnB4eCjZ4Y7jCPbCSF8Wvvr6669FO+IzJ5OJFCCnV67b7aLb7QqfDAYDqSGkPWcawLVNKbZFA8k65EF7lS7nw1LA1TaDtAeMPG2fq9uksaJl9172/cE1GIv+HQDfuq775oZzfhXA77uuO3Jd9xUWeyP98jo318xGBqa2QPcoVzSaNt1uV7wRAATwpPq6v78vqyM7NRKJ4MmTJ56YDGpPPLdarUotEjJ4JpORxEiClXp1JmbCz3SDcwsPahi8huo+N0djqgCLbROX0WZfLpfD8+fPEQqF8OWXX4rQOjw8FHCWxapYQ5cmG3d47PV6+MVf/EUcHBzIBGKJBoKhZEJud9LtdtFoNHBxcSGYy2QywdnZmWAxoVBIXMqMKKbLmqYqY2co0DSuNplMJIWDJkMikRAPkesuCpPTG8Y4HsdZpIDQ9U1hxvoytVpNahDX63XxBlHwUGBqbIj8prPeNd7GMdauZ3q3yE/alKdpZcfJAFdmNLURLXxs0gC0bcpwcdPPofue5y27701zch16KAHz61hoJ6TfMsb8hTHmHxtjcpfH1tr4HgCMMT8yxvzEGPMTfVzbjbrz2Lk6/iAUCiGfz4uZ0+l0RAhMp1PUajVcXFxgb29P1PVAYFEkmvf/5JNPUCwWPfgOsDCZWGlud3cXxhgRJvTEjEYjMTd0Mh0n19bWlqc8YyQSwf7+vkSpvn37VmxyRswSf3r79q24Y58/f47pdCpCg1nT0WjUwzx0UR8eHqLX62EwGIjnqNlsyrGLiwu8fPkS33zzDabTKc7OzkTQVKtVyRdiZjOD57jp/fPnz8WFzdgWxu8w9oVRweFwGJubmwgGg1LJj/1MTYlmF71YnGyMd9ErPCc+BUS/38fJyYnkqVGrePHiBY6Pj6WCHoUdqxRykdE5Qowy1tjcbDbzTH49xozadhxHTHIAHrOKY09zi2QLFT8vkuZH27zhgmN7mbTWn0wmRXPRwsnvnvq629K9TSRjTBjACYDvua57bowpA7gA4AL4zwBsua77m8aY/xrAn7iu+z9cXvePAPyR67r/84r7u1T1aCrZnW1jKPxLJpOyu+B8PhdXcCQSQSKRkExc1pzVCL62mfk8VpbnykPVPBKJSMYwiQOyu7srpS2pdbGdBwcHqFQqMtkZb2PMVR1fYCHQWJ/2/PxcvCiFQkHwmGazKebWeDzGzs6OBNYxb4f3q1ar2NzcFMCbphjBXgKz4/FY+pAr4ObmJo6OjkSrCAQCksfz7NkzzOdzfP3118jlcigWiwgGg54aNCxyZYzxlNEcj8einZInd3d3Zc9rTkq6qNnHehKFQiGJJB6NRjg5OUE0GsXW1hbm8znOzs5Qr9eloDuxonQ6LeYmx58R3Czixd0PKJSq1aosVpy8OmdLB+cpXvaYN1zUtLAiX1H46PQB7eXREemWN8ezEPsJIr1AGx/vlF/cy11B3ofIRfpbAP7Mdd3zywedq0b9twD+8PLrnTa+B66q0dkdoQeMqxMZjRNWxydQ68hms3j9+jUeP34sACU7VScv6oxlHVgHXA3CcDgUT5Fty3J1sO1bMtTbt2+RzWbFBKFpwuzn0WiEdrsNY4wUm3r06BFSqRRisRhevXolwjOZTAru02q18OrVK2SzWYTDYcRiMVQqFezt7eHNmzcwxkhWcbPZRDQaxcuXL7G9vQ0AePToEY6Ojjybw9Nse/nypbhX2V+s33tyciKJm48ePUKlUkG9XpcN7RkQR7CeeFiz2RTsiYXCud2JBuKpIQIQVzS9iNTiiN/MZjM8e/ZMBJwxiyBHBliyNq8G+Sl8aEpWq1XZZ4mL0SeffOJxJ9frdRSLRSlgDnhLe9CM1s4HW9vRKS46RIJaFN+PJpPWaPzwFT5bzwvt7gauTH89j7TGa9MyzGfZb6SHMJF+A8o8MsZsqd/+DoCfXn7+AwC/boyJGGMeA3gG4Merbq5RcVtF44sxZkC7PLVwmM/norITM+Dqu7Gxgc3NTQDePAw+W3d4PB7Hs2fPxPuiMRwCgryOdH5+LglwtIGn0ykODg5E8wkEAmJicCVnHRe6n/P5PEqlEs7Pz/Hll1/i5cuXKJVKok4zjJ/Bg9vb23j69KnsjXRwGc27sbGBZDIp7dfmZK1WE88XsQlqe0zMI6hMEJh4F/sTgMSe9Pt92X+aQYDEvxjIxxU6GAzKbgCdTgfhcBjZbFbME4LjXOUJysZiMUkJoNZCgTifzyU9g5gKo6Op4ekJSO8fhRn/COpyozlmg3MvKGIz9uKj3enkUfIzeUGbL/RSApA8KBvUtrV3P01Dg7t+5pXrutLvNB3XNX+0VrZMm/HMofuYSMaYBIBDAE9c121dHvvvAfwQCxPpNYC/57ru6eVv/wDAbwKYAvht13X/aNUznMtIXl1awfb1c/AACBNzoBzHkY29OJj7+/uyYRiFD2MeAO/mZzoikzgLM5NpLhFUJIagVVcy6+X7y/0JbGYymWsRpcRMqF1wMm9ubqLdbssOBBQs1Ba4CdnOzo4Ismg0ilqtJsBwr9fD7u6uJGHW63Upfs1VnphAp9MRben8fKGYMuDQdV3ZKM11XTQaDeRyObRaLeRyOZyfn0tpAlaXY1oDBRZjeGazRW4RAEmanM/nEgXMScRFgrzA6GvyBCfpwWUBdfYPd36kp4dCL51OC7aztbWF4+Nj9Ho9JBIJ7O3tSUoBd8dkkBz5Te+wCCwmXywWk/N4TAsRmvrkA61V2BCANlV4na25aByF3zXP8Tn2vW0AmGaqLbBIq4TJMhPpOx9o5ziOq7dKJVoPXElTDh5wlTXsOI4k+7FqGjeaZ97NYDDAaDQC4J38GuXnikCpz8HSTEUNh8xHBmIgHRMmeS9W4J9Op1Iuga5vHedRrVZRKBQkUrVaraJcLkvNFO4KwMnO4DnXdSX4LhhcbPBWKpXErTqfLyreMwfozZs3UuOFyYAMQKN5Rg2EDBiLxVAoFCSKOJPJCIZDbY57HG1vb+Pt27eCHVEDGg6HEk/D57AvdeQuQ+Y5USlc+Ax6YhjZOx6P8fTpUzSbTbTbbWxtbckmcTRBicUxXWIymUi94IuLC8FaWq2WaEgUutVqVWJWGJpALaVQKIgWRlOK76TNaPajNpm0Bu66rmBo5EVqRVzYbLNba+B68bVd4LyWfck5xeO83pYNftiMet6HKWCMtXWsDWLpgQKuzBauzqRSqSQbhmlshImNxDoYN0Mtw08LCYVCYu9zAttIOzUjAqtaVdZ2OQCJX6E7lSs/4zI48HQ9B4OLotXGLPJsWO6AzJdKpdBoNGQjN+7gWC6XxUsWj8dxdHSE58+fS3u//PJLyWAOh8NS+JvXcNN7mqPD4RC1Wk22aeWOknbsTzqdFjcws5rfvn0rbn1iDMyGTqVS6HQ6EpZATYNpDRR8GxsbGAwGgoMwC5uLzO7urkQ9F4tF8SjRY1Or1bC3t4fHjx/jz//8zzEajZDL5RAOh6XucaPRkAjdwWCAYrGIw8NDAFdRw3oCE1/KZrOYTCaewuIApGQq8960xqu1DB2kaP+pueE7D/T8AOARVDzuJ0z0Yq3bzHvelErwQQsYPRl1p2sMRHcqozgJ+J6fn4tJ0Ov1UK/XZQWuVqsSn8H8FN3xXCkJMFNLoSaUSqUE4NPqrhZMtivdcRxPKHmxWJTK/wQxy+Uy+v0+6vW6eIuGw6HY/blcTrAO4gjn5+fI5XJIp9P46quvJH5jc3NTEhcZ2j8ajdBqtbC/vy+fGcA3Ho8ld2g2m+Hg4EAYVGMag8EAk8lEyiAQc2E8CZM1C4WCrOiJREJA1EajIWYQo5i53QrLOpyenoqgCYVCUkNXawwM+KMGZYxBqVTC5uYm3r59i/l8Lubcq1evPKYK20JvI485ziJyOJVKiSOA0b26ZrN2WevJ7bqLfC96r8g7AERA662HtXdSl37Q2I69wAKQ/DCaNz7z55ow4XFbo7Gv0cft621aJmA+iIJTetA4QXUJQC19tc3KCvO0+ylouFMgywsQf+HEJXBKU4Xbf5CJ+H8ymaBWq0l79OBrNyKBOm3e0WSazWZoNpvY3NzEeDyWSnBUw7e3t2UTMeIqnLwaEOWeScFgEK9evRLNodFooNFooNfrCbjLvmMyJbWnSqWCs7MziX1hZjXjhhjkNhgM0Ol0PNoVvUoUvMSl+KxQKCSpBcYYvHr1Cu12G81mE1tbW2JaxuNxzGYzjxkzGo2kHEIqlRLMhPtxc3dJ8sh8Pken08FgMMDW1pakJxQKBZTLZWSzWeTzeRQKBdHU6DHb3Nz07Np5cXEhniWamdvb28ITXIDIg5lMRrxmLK9BE5DaK4U1o8vn87ncT5syXNTIU5zktjOC2o8m28OjtXb9nbxKnqcQo6DT4PRdlJEPQsAYYwTx54Slisnf7Q5otVo4OjoSNzCzhYPBoBS7DoVCePToEXK5nOAgjG7VwKGOzqTqqIE3DhYHmRNNa1qMJLYD73K5HD777DOcnp6KhyMYDKJYLMq+RWReAqAMACQm1Gq1xKPCfBtu/0GvC+M8jDHilWD28+vXr2X7EAa2JZNJjEYjKclAUJOm2d7eHuLxOBzHEdcwK/1Ts6JZxVwfCi0ybT6fRzabxcnJCSaTidSEISDL85m9zT2tJpOJ5D4xq10XzWZwW61WExyGAPTW1pbs/zSfz1GtVtHtdvHkyROUSiXZOZLYmeM4+Pbbb6UgOrAwrejqpzlJwN51F9nmut4yvUx67LXGQb4gn1CboXaqMT3yFwXFcDgU4UjSgoQCTAO8OmyC2iCPaW8SNSPWvaHg1GQLO5s+iJq8tP2oFuvkQ3ae1hw42ZPJpAeEe/z4sZgnqVQKhUIB3377rajarBKnXXu8nwZp6aEolUpot9sSIq+9AxyIra0tEUbEJuiZmkwmGI1G+PrrryUVgBjPZDIRE4PqOjd3Pzo6koGfzWaecgjD4RCVSgWpVAr5fB7z+VyKXLE8JCf/6empRHxSXacAYR0cvg9BXwbbNRoNAcgZu0LsqFqt4gc/+AE6nQ5qtRp2d3cRDC4q+W1ubqJSqcge09lsVlzc1BZSqZR4nsLhsCSqcmyozbAGL49xKxSOl+3xoRk7Go1wcHDgydECIKZeNptFIBAQc5DmWiwWEzyIph1NRG7sRpf2+fn/R96bxUi2dulZ746InDMjMjIj57mmc+r0/7t/u39hbrBaQhjLYpAFQraQbOOLbks0cIGEuwHJFgJkBFyALFk0koGWUDe+shuEZYnBcGXM74bu5kxVlZVZOc+ZkRmRY0RsLiKflW/syqyqMwhcpz+plFmRO/b+9jesb613vWutXc3MzKi3t1fr6+sdyeSZ34GBgegrIRFoKcQ0SYpSNG6muMbuQLFjNS5o7tM+2Dvsr4e0FLQuTG5MZ4cmHmr/yGsw7ppGGmfNIa4DtJXa6ufY2FhIXU7bzc3NyAQHKAgGgQDJuglR3Z2Lg3mEoHN7Fa2G1AJnZ2eRJ5eJJ0anr69PfX19+vGPfxwg59LSkur1ehQZQ932WkIImKWlpY7KjScnJ0Ec7OnpUaVSCe2JqGPCBnCFDw4OanJyMti3c3Nzury81OTkZORmAZ+CKYxgazbbVR6r1Wq4pvP5vFZWVnR5ealHjx5FdDcpCMg5s7i4qGfPnkX6SkxaPGiYDpJio3/yySdxwGBOjYyMaHJyMlR91sXx8XEUsCNxO5rixcVF4C9jY2MBlmP6oTFhTkkKMxFB1Gi0y9SS8Q8ge3V1NapUUPGBze7AKWVZfA07/UG6E+6MHxqN4zEO7ro2jdbiQshNJH53bdtNJ5p7aDHvXNN65/79GEBetx+zQsVxDelOPeRUm5mZ0erqavBjZmZmNDw8HDgFPAvnJPgkcE8AXyc98Xcmk2ul9okxPT0deXIh1OFVcrWYcIPj4+MowzozMxOM3p6eHm1tbYVgQohysjQa7Vy609PT6u/v197entK0zRvZ2dmJ1BBsINIUQC5zjAiOClUbG41GpN9ksUsK7QsyYHd3d+RX4VnMxejoaJAZS6VSgKldXV1aX1/X/v6+9vf3Q2B4DSO8e61WKxJV0c9msxnBlZ7nmPHHBCCOC2/h6OiohoeHdXR0FK5+gGY0uNPTU1UqFc3MzOjm5kZra2sRsJjP54Nl3d/fr8PDQ6VpGnwbqj9glpMxkNK2rBdfQwgDNBcOOTQFhwkQCM4JclPduS4PeX1sf3WYRy5MfE9l2b04U3K5HJr0x+tFcjcZi17qJAtxDTbu0NBQFGxn0kkqXSgUIlO9pI5TxZ4bgsU5A2wcrnEA2k05d/eRSMnDGVDXAQlzuZxGRka0vb0dQZCTk5MaGRnR5uZmALtwZVqtdn2kra2tMCVIhJ3L5UJjy+fzOjk50cHBgarVatR7JuudpNgkpCWlMiSnOQxbFjJF4i4uLoJvA0+Fzc94lcvl8KJMTU11UNQbjXZJ2DRNg+2MS/ng4EDd3d0qFova3NwMoTQ/Px/ERGLBUN/xaqVpGtntqO00OjoatZwODw9VKBR0dHQUKSVGRkYiUBL2NKVpDw4O9OjRI71580aHh4ean58PFzXpKK6vryMl6/T0tPb29jrAXOpOUdaFDc1a9mRV0l1ietaNCyDy+LrDwfeDazMPeZYw9bPeJOYHzdHxnvvuBQ/r4uLi462L5GQh/u+pDP1zt1thYSJpLy8vO044Nn7WfZi1MREIYAxZdiv38r5Co5cUeVu9geNgorkrFlPs7OwsPF8DAwP65JNPJElfffVVuKV//ud/PnLhXl9fa3t7O7wyAwMDUYLWc6kQiUyuFJJWra6uRsgCiZpI1YlXik3kCbi9ggJmDTWNCCPo6+uTJH355ZcqlUqqVCqRHY9YJr7rBdOgErDZCMycmpoKyj4ZCqmDBO2AvMvck9CHQqGg2dlZjY2NaWNjQ1tbW4FNUdmyWCxqeXlZpVJJY2NjQQqEU4IGxsaEeJck7fw6HIbd3d3hTXM2LsLUNQ9PU1EqlcK85jAgI4A3p3B4c5PID0HfM6xJ15AcV8n+zLZcLhdr96H2UWgwrqK5NHU+g9RJtfZAMWcAu7njYC4bJCut0zSNKFkH1ci25sWzvDmnwT/zk8M3JSonav2jR4+CxFWv1wMDoqAYpgGZ+hGo0NQpdA8Imqaptra2NDo6Gtf39/cHxwMiImr8p59+qqOjoxCq5OQdGhoKkNm9bLwb/WeTAxh3d3fHs0jQNTU1paOjo3ApQ04EYyJxN7FMaZoGmAuTjqCcAAAgAElEQVTD1pM8sZnJr0NmO8DckZERLSwsxAFwcHAQ5lBvb29oYnB0CNFYWFiIvL2EXgC8UwSv1WppeHg4kpFzSGBGJkkSkejZw4v1wyGQJEl488AJac4mR8Bl6f9SZ3Y79xJxXdZb5OY+gHPWu5S1GBwfbbVaHy8PhoXsjYFDyPB3T6wDa9SFBxOLCsjn7rrLshgdYOPexWJRAwMDmp6ejo3F9W5fOxhGoTNP/MO1kkLrYbOweZMkCZCVMirVajWAyo2NDe3u7urk5EQjIyOamZnRF198EbE1sGWvr6+1tbUVpUOoxT00NBSVDmmrq6uBD3GKkq50cXExAj59DNEk0JCmpqY0Ozury8tLra+vK03T2DiHh4f64osvJLVNkYWFBY2Pj0cqBQ4JMsiB/1BqZGlpSWdnZ2FeTk5OxvMZ7729vUhrsbS0FGYkJU3IF5TP5zUzMxMJqyjv6x4rODldXV1BE4DpnCSJhoeHI9kY8U71el2np6fByaLmdpq2aQykSWW9sSaTJAnXMIegYx6sMdzTHqyYJcwxHo5dSm+ndfB+cWj6Nfd5pZxC8VD7KEyk+9Q8fqJyMpCoummahoeEuJesS++++7vrTrpD2NFgcK/CreBkpU+5XLvuUn9/v3Z3dzuEH+U3+IzPwTuIIPbYnDRNgwjH9WAFR0dH+uqrr1SpVFQoFLS4uKjz83OtrKyE8Dk9PdXe3p6mpqaiHtT09LSq1ar29vbClDo/Pw8XLzWHqtVq1MMmqXlvb6/W1tYiktvpAOBGaZrGqU9eFXgfeJJoW1tbkcKzr69Ph4eHgaswX9Q/WlpaimhzcDW8cGtra5qcnAwPE9HgEBBJq7GysqKRkZHwzOzv7wdew2Zm05KGAxMxl8t1CGFCC8hlTFgBLn3CBcC1EL65XC5c++A3BGDS/1wu11EShbWZ1YLvcy/7Oud3x//4nq9bD9x0TCZr4WQF1UM4T/z9YzCRnKWYjdEAsHLmbFb1lO6C57JqowNr/n3pDk9xbMcnplwuB6PW3ejY20Rd+2bhtCDpEixRFrfXMxoYGAjQ9/z8XBMTE2E+kJy6Vqvp8vIyAF9STk5OTgZIy6aA/AVZTbqzowGbEWyLi4vK5do1mjDRSFG5tbWlSqWi3d1dNRqNKMEqSU+fPg3sAEYsMVBgH9VqVcfHx0HmQyAMDQ1pYmJCV1dXOjo6CtOD9JcQBr16J4LAyYGSoijcyspKFIBjo4LvlMtlbW9vh+s/SdrcIJjDaCxoboRuJEmihYUF5fN5vX79OqLWyQNMbuCDgwNVKpUwi5Ik0cTERLi0AakJ/6Ch/bJWyQVMmATXuMcS7dvXPILEtZ6H3NdZAcXa4G9dXV2BldEKhUIcBpeXlx+vieQMWqmTMu0SmZ9Z0IlE3a6lOA7ChKBqZnkGqMg8A0FCIXY/YQqFuyL3zqR188vD4lm0adougdvX16eJiQldXFwECErE797eXmAHl5eXWl5eVqPRrmiwsbGhwcFBjY2NRdQ0GxINhL6laaqzszOdnp4G+xRTCC+VpIjPYXNvbGyEJ6q7uztYw2dnZ3ry5IlmZmZ0cnKi1dVVHRwcaGamnREVGj9eE8YLwYAGVqvVtLq6qnq9rqWlpRgLfsK2rVQqmpiY0OTkpGZnZ9Xb26vFxcUQzoDdR0dHmp+fDzYyZWgZBwBoSuPmcjmNjo5KUvSLUjG1Wi34PGdnZ3r9+nUAyOQ0BtRl3C4vL7W6utqhHdTr9QC02fzT09OxPhw74WBdXV3VxcVFOBrAYVjH/t2s6eJrOXt/mgO+9NO9VBwACBfuy/57V8XJj0KDsd8ldYJZWa2EfwwAtiyNBY4w4PuwKZkY/5yJcczE1f3h4WFdXl5GKkf3arnw435+QszNzanRaITnAjW62WxGrpizszOVy2W9efNGFxcXGh4e1meffaaVlZXIc/v8+fMAUjc3N5XP5/Xo0SMdHBxEmoT5+fnQeCgUPz09rdXV1Rg3hEaz2dTS0pKOjo70+vVrSe0NenZ2FmQ98grjQl5dXY3FB0cH7ITsguR9wfxrtVqhOWESVCqViJQeGhrSwMCA6vV6R75kPru+vtbV1VVoZAMDAyoWi4GZgeWQBB6wen5+PhjOSZJoZ2cnBF61WtXs7KyKxaI+//zziEubn5+XJL1580YzMzORKoJk5BAhwWvw/OBexqyFqUxRPJi9rumWy2VdXFyEmYaQd36Kax4PmSrOCHYBkwWB/R7+mR/WaDL83bk66cccTf0uO88p5Kh9CBj4Aw4GS50DzQRwWjjCz2nI51n8BqGDMHOuiPMXmFCSUnk/eQdsZGz0m5ubyGDXaDQi5GB3d1fd3d1Rw6dUKoUpMjc3F3gT6Q3wKL150y74QF4chGtXV1dcJ7Xz4MKToU/1ej3AYk7QJEmiBCzfPz09VZqmmpqaUqPRiO/QR0nB2t3f348T2T1QuVwukogTCgF5j1AHotA9yv3k5ESfffaZrq+v9fLlS+VyOc3MzIR2RvAo8046UYD75eXlILHB/cG8JLcw30foP336VBcXF1pfX4/E6GiE19fX6u7u1u7ubghSyH5UdmAtkbOYsfA1i4BknUKz+IB98xZBzjUXN5Hc1HKN3vlejuO4oMO9/pCA+ShA3ncJQcdk3G6V7jLH4bZEk2GgaGgpLmjY5LjsaO6upm+kgsBTIt1pLx4vRUCfn1T8DTUb/sPKyory+byWlpZ0cnKivb292PRoA0NDQ5HImsjoWq0WYGS5XNb4+Liurq70k5/8RJ9//rm6u7v19OlTJUmig4ODDtIW4wZOw4YAuMzn2/l32TREqDcajYjfwXWapqkmJiZ0fHystbW1AN8lBfuYMYB7wgIHfB4dHdXNzY1ev34dgK6kKI+LhxAvU7VaDW0KLxyaA+ztm5ub8P5UKhVdXV1FEqxCoaDx8fFg7CJEXOsk6A8T6/T0VIuLizo9PdX29rY2NjZCcDqVHmFxc3Ojg4MDzc/Pa2dnJwQJIQAOB7Cp8ew4TsaafdeeGR0djaRq92Wrc++nu6YddpAUgtjL8LgQepcX6aPQYHgJV++8eXwGEpbN7WCgdCesWAAseqkz1wubDm3kti/x01m+MHLJ2UKQGyo0GdJYGD09PdrZ2VFfX1/gAJOTk6FZXVxchEkjKcDIoaEhvXnzRpeXl5qYmNDo6Ggk5+7t7dXAwEAURIPeTx8wOTY2NqI2UaVS0enpaURDk+eWUxK2LGo/wlRS4ENsHLx1hCcMDw9rZ2dHXV1dmpmZ0crKSkQcY64g0PG2sAlIO4E2trW1pTRtu7gPDw8D5E3TNPAbyIbMN8GetVotghMlhUetv78/cjPDvcnlcqrVamGKHR0dhQtcUpiafX19kXIVFjClSarVaodb2dere28okIfZBpHx8PBQo6OjUccJbRWTHG3e2ez3eXZ8byAosnwWtEDWvWvWDj3gycvuO9eQPnoTCYq/pI4scVkb0gfFyW5oLVlfvuMzDBinSJY2jTbk2pLjKq79oFm5AMp6rbg2TdvJidjM1WpVMzMzITQbjUYH8Y7nFQrtHLsLCwuRmAlzaGhoKN77xYsXWlxcVF9fXxDTSqWSTk5OtL6+HouYBQzecHNzo93d3SDwuXeDagWNRiPy0JLegY0HWc5PZI9rOj8/D9d5mqYRrQ2eNT8/H6bXxcVFuHTdk4IGlKbtgnb9/f0aHx9Xs9kumjY3N6e+vj797u/+bvCicMeDHxUKhWAtA35TV/zk5CTwFPoyNzcXGo90F7czMDAQJET31rDeWB9uMs3MzARmhjY5Nzen9fX10Ax9DPke64J1f99ecBMn2xAqUBTu435JdzQNtNKH2kctYBx8xeXIpr9PTXTyHQKFRcAkM1Ee++ED7O47z93hOIyj9UyuMyF5nl+Huw/PEVoS5VinpqYiUnt5eTmSG5HIvNlsRikNr6W8srISJuH8/HzkSiF1ANHKnlZge3s7Ejtx0kIMhOl7fX0dEdRJ0s6+RxLxfD4fxDja+Pi4jo6OdHh4GKVUUPEnJiYiaBMBSWCgpMhMB6+kq6srghhLpVKQBMFlarWaurq6gnSHGdlqtetnj4yMhGpPQq2JiQk1Go1IgUDunNHRUa2treni4kKjo6OBey0vLwe2RemY/v7+iMo+PT3VxMRECBuqQbgwdu8j5EWwHsbs8vIySHm+RlkfHFho05hOzFsWR8muOwQqGBmpP7KeWHdugF9x4DpFI9u+EwaTJMnfkPTPSNpL0/RHt5+NSPrvJC2qXT3gX0rT9Dhp777/TNKflHQu6c+nafo7t9/5c5L+3dvb/vtpmv43H/J8TjhOHDY+g8//s8g4A+yD68WxbgcmBBKD7CaWnzquHTGJfh/vTxZ45jo4Iiw+UnuSLwQOBpjH3t6eHj9+rMvLyygSt7KyEqAveXzxYFFIraurSy9evFCpVNLc3JzStF0XamJiQtVqVbVaTUtLSxHRzBi5twLNhXcGP0LQtVp3aSoBQE9OTkL7ITp5dXU1hHelUoncOWSnY14wgzA3AZWr1WpgKnBYMJtarXZMVqlUUn9/f7B96/V6pMng3TxMAvC2v78/zDaCOLl2Y2Mj5kBqZwCkGqanYDg9PdXz588jtYWD106opL+Q7lif29vboWGXSqXQviDkFQqFDowKAeAYja89N/ERCHj1kiTR5uZmh/bD/HEvP7QBq+8j9H3Q3v3A6/5rSX9N0m/YZ78q6X9O0/SvJknyq7f//0tqF2J7evvvj0r665L+6K1A+suSfqp2SZN/mCTJb6dpeqz3NEfg8ckjGNwVzOQyqc1msyNpkkto6S7kPDsp2K24tB00ZmJQIVk03M8njkl3IcZES23tBjufDbe7uxssXKonHh4eRpqBYrGoRqMR6RQ84z5ENaonjI6ORu4S+DeUir25uQmNYXx8XCcnJwEgwieZnp5WvV7XyspKAOUEZBJcyXO7urpC42k0GnFPUmX09/eHe7ZQKGh+fl6np6daW1tTs9nU2NiYBgcHtbKyolKppFwup9XVVY2NjenRo0daW1vT5eWlyuVygJZOhHQeClgJLl48RYwdScjPz887anUTVc7pTVVIPF7EFXV1dYWnDXLky5cv1d3dHeaMYxdZjaJYLAbeIilCCGD/9vb26uuvv1aappFwDA0bbYb15flkGAMEhXSXllNSMIW9OXbp+CNr2pnFrGvX5t8ncD7YREqSZFHS/2AazNeSfjFN0+2kXWzt76Vp+kmSJP/F7e+/6dfxL03TX779vOO6dzw3dTQ+ayt6u48ox3dcEPhgsRD8egQC4QVMblbgOFnJ3XY0VGEE3dDQUOALPLtcLitN07DtyVjf29sbqvPw8LCOj481MTGhg4MD5XK5SNEAyHlzc6OXL19qfn4+KPLkTOF+bBwC8tbW1tTd3R0mEQAlQnx8fDxyspATuL+/vyOjWz6fj5IpuVxOU1NTuri4iL6SyZ8qi6Rh6O/vD48KQpdgwWazncSKzZKmaXCC4JuAMQ0MDGh1dTWinBFk4+Pj+vrrr6P/n332mXZ3d4OVSwgBGeeSJIkkVwCqrBECIQcHB6MyRW9vb5h7rCtSFyRJm6GNVuTgKqYuGe2azWZocpubmxHukDVdObwcz2Ktsu5c83CiHu/hgDAmavZwRpP2+3jqiGxck/383pm8E+ltQTVJO5Imbn9/qMj9Q5+/1ZIk+aUkSX6WJMnPpDstIWsD+oti73MKg3q7F8m1GxYN/AO0AAdxnViHtjA1NfUWtuNAHh4V3Nzc8+rqKvK5SO0NT6Y0vCJv3rzR9PR0uKDHx8ejns/U1JRWVla0vr6utbW10BY2Nja0srKiNG27jdfX1yPdAQuj1WppfX09vEH5fD4EGScXQZStVitidciVwimIKYeLlvGBvIZpUiqVtLOzE6cyZsz5+bmePn0aWkG9XldfX1/k902Sdi3v+fn5jg2FoANkPzs709HRkWZnZ5XP5zU3N9eRFHxvb09ra2t69uyZ+vv742dXV1fkz5EUJmB3d7fGx8c1Pz/fkdoDM4fa1QDJuMuzWnGj0QgtMUnaibbYyKwZNEc0K1Kcgu0ggPD+0TyWC68p6x0hLHW6jdFYGEf2D+5uhAZaCt5D+gquxDUc9L7+7wOQvX0vPJg0TdPEGLffw/1+XdKvS3eVHd1m9cYC9snAJHAp7p4f0iEQ7Zo1ZVBDYXA6U3RnZ6fjNHDBwoTgBkbY9Pf3hyfEVee9vb0o1MX7HR0daXFxUbVaTWtra5qeng7Smav7+Xw+OBvb29taXV3V06dPJbVz9gLQHR0daWBgIBIqAfBiAm1ubqparUbfr66uIkMbHh+8PZ7Tl/Ei8RT4AebT6OioCoWCtre3I0XC/v5+MFhLpVKYKi9evAhzkcRXNMrBPnr0KIBdNBoEIrycQqEQgg2GrWtdVCBwDYk1BBGwXC6r2WxGovInT550CBRCCUgBQVpSODHMEWOKYHaMkEPt4OAgtJTd3V1NTU1F7BfaCFgWh5lrQ2x4UqS6Rt5qtTqejxBxwY2m76Y9e4X39c+ydBHfcw+17yJgdpMkmTITiSioh4rcb6ptJvnnf+9DHsSkoWX452xMco/QXJXzwWFzv3z5MgaVwc7lcmHfI2j8dPBF4qAvG40FwMSRUNvL0nIvToTBwUFNT09H/JDULgtycHCg6+trHR4eamZmJgBThBRlTWdmZjQ0NBSFwuDA5PPtPMK/8Au/oNPT04g1SpIkmLmXl5dRw5nW19cXpmGj0ejgijgxC02PcSCAkzicZrNdDhbwk4hhEj91d3fr1atXQR7kPnBk2FT8A7d69OhReMeI6RkaGtL+/r6mp6d1dnamkZERXV9f682bN+GVI7gS7WJra0sTExMhjGikNn3y5EmA2eSxIfhxd3c3hBNpGgBDMalgMrswSNP0LS3cuVokN2f9sd4Yc0IK+L4TQI2PEmZvkiThhmeMuR8Y5TcBbh0oZq9lTbNs+y4C5rcl/TlJf/X259+2z38lSZLfUhvkrd4Kob8r6T9MkqR8e90fl/Rr73sIE+BlKbxlk0FlN3BWi0F6czLwdxIrQeeXFAsbr5CfQK7F+DNcyJGqAEHEaUVfms12ACGJnTBBisVipMq8vLzUzs6OFhcXIzrbkX4EBfyZR48e6eXLl7GhFxYWAigcHh4OABR3+fb2dtwHcJsTH7d1d3e3tre33wqJANjt7+9Xo9GIInEHBwdRXbK3tzc2xsjIiF6+fBlpDjy/C/PF4nXuUC7XLgOMwIbklsvlwvMjKUrtnp+fR0Lt169fa2BgQE+fPtVXX32lxcXFANSJbKZyAaYtpiE8FKKlt7e3O7L740m6vLyMd8YMnZ6e1snJSQS+uoYrvV1AsNlsxhy4duAmjx9ertE4ptJqtcIEcwwGLMUTSX1og1zpbnNJUcaGeLj72geBvEmS/Kba2kdF0q7a3qC/JelvSpqX9EZtN/VR0u75X5P0J9R2U/8raZr+7PY+f0HSv3172/8gTdP/6n3PzuVyka7BJa8j2Y7QSwocxrGbrDcIFdIBMybOVcDs39xjIalDUPE8TwLEZ37ao+3Q+D1N22VD5ubmtLKyEq5qAN2JiQnt7+9HonK8MsViUevr67q5udH09LQkhUZEiRaK2hPgCEuWjYVGVygUgipP5YVSqaTj4+NIMUGfofjzfiQvJ51oT0+PBgcHVS6XlSRtd+7u7m5HljpMFij8bnaQTyefz+v58+eBvZB+wueT8fP3lBRz8+zZM+VyuUh/cXl5qbGxsUiFMTg4qFevXsU7FgqFqFcF4Ds6OhrldSkxc3R0FHydXO4unzAHY39/f2AdgKjcH23asTwOK4cEELIcAKyXrIs6u9Y5xPg+n7Gesx4jPnc8h5/+Xf4PZeR2P36cRLtcLpeixjJY7g1C9fTAxvu0GJfaCCm8Qu4p4lRwIMwnm0nmb36aO+vRF0cWzWdyUWcpTbKzs6MnT56oUCjo66+/DvDz66+/7khuRC7gnp4ePX/+PLwr5FyhgiMbrV6vRwAikd+Xl5fq7u6OImIsNo8TAldpNBrhHgbHYT66uroiTy+F4yi3miRJZKnb3t7W8PCwDg8PwyuG2Uu4wO7ubpyy1BqivOzQ0FBwbcivQqOvJNcul8s6PT3t4I6MjY1FlUwA6eTWc0TO4NXVVeXzeZ2fn2tkZESPHj1SrVaLtQU3yGkE4Ce5XC6E29XVlYrFovb39yOokrrdBwcHobX4wcP9WSuMQ9ac8fXra4qfvv597TsnzL2oWWzzPnPHGeoudNCGPnoBw2bOuu2kTmatD5zzNDhNssAvAsbVRZ9UXLAUXZfUkQSJifPm7mw/VVw9dlUXu51gvoWFBaVpGoGLhOxTn2d4eFjLy8vhlSKOCfOJFJCbm5uR9Jui7eTyxYxh0w8MDASOgcBBmIJDwcQlEJGoaumOE0T8UKPRiJpDlUpFW1tbOjs7k6TIefPy5csIKSC37tDQUCTqHh4ejhgjTLFarRZ5hjFV3PyUFDFR5A7msOju7o5qmJjco6Ojqlar4YGqVqsBaM/NzenVq1cd6RbGx8dVKBSiBjf5YDwoFq8YVQXAk9DmqENOGg3SlyK0XfBIb+eedjPdvZseK8SY8H1fo1mm+X0OC+7r+4I+sRedSHp7KH+cAiaxYEeps9A9DZMoG9zIxKD6Z1MocHIzeW5+ZYlN9008/4cEyCkDKc3xFibWQxZc5UQgNpvNYOmyiXBnXl5eanZ2VpVKRUmShHuzUGjX/sGbMjU1FSYNZVElBQv1/Pxcp6enHQLi/Pxci4uLQfQjXy04ElntyNCGUMyO29DQkK6vr/WjH/0oNBc2McXNCDfI5XJRGzpJEs3MzGhvb0+lUkkTExPa3t6O5NtpmoYHC/WceXY8grGo1WpRnO7TTz/tqIAwNzcXeW0oKzw4OBh41s3NjSYmJvTFF1+oVqtF7Si4K+RBRvAODg5qf39fuVwuPE7gIMwL5WQIN4AzQzwZQoHNze+sIz+UJHWsU3c68LlrMj5OkANxg2fhBW/MrR/gjhvRt3ela/goBMztzw7V0DcvA+z+eTY86j4CA1BY6tzkNAfdpDtp7te51uQnDAscM4rPmHgvu8n7MIm9vb2hKRUK7dSSBLqlaar9/f1Q+UdHRzU7Oxt5XdhMXs8Ivg4LemJiQpVKJcIIuru7I0NerVaLgME0TePznp4eTU9Pa2BgIJJOeRIpYoHQLNO0Hd08OTkZ3ilyAg8PDwf3pbe3V5VKJYh+rVYr4rBqtZpev34dJirPGxoaCvc/wGyxWIywA7ILwmmCx3NycqLR0dHgwQDwguPAlCZcABNSuqv7TDpPQOlWqxUaJKznZrPZUZgNFzwUhU8++STG4vz8XLOzs9rf3w+PHePAYZh1Cbu7mWegKfvaJTDT155rNwDi7pnzPfTAHoy94iBzqVRy5vPHL2BoDlQ5sOsCg0Fz4CurBhLf4pqNc2r8ZGDC77sXA++T6s/hGg9L8D769c4WRihRyItTu9lsqq+vL0y43d3dyGiPe/Tq6ipqU1OKhM1DmdhWqxWlWuGPpGk7XcLOzk4IQrxEJJeijyxQhHChUNDz58/D6wK3BDLb1tZWCF5qMg0PD4fGROIqeDgsbDw1PgduxkHo6+/vDwwF4cD4YTYjcEincXR0FIJBuksin8/nI5UGTGaSh5OgHS4OvCt4T2dnZ+GJ6+7u1rNnz7SyshKJr9CQKNeS5ZO4gEFLdLPFNRnWnGvujJHtoTgIHW9jLbuG/q7mwszv/VFjMMltqIDbnva3AFiR6GgoHuHrWdOkO4HAovWBc4+Oe6+ywgCVlVPFc3/wXQfnspPunihng7J4yLcyMjISqRV2d3eDX5LL5XR4eBg1hyiVgXbiIf7UP5qamgoux8bGRrCG0XQIQ/A0jdJdvEq5XI6YHYhrJCZvNptaXFwMbZGCaHt7e1HGBA2tr68vhN3AwECYr/V6PfKguOeCIm+Oobl5OzAwoOHh4Qg78LWBV+vm5iZMR8YT3gxM68PDwyhHMzU1pYODAx0fH0cMVKvV0tbWVphBVH+Au0KVyqWlJW1tbUWyK2qAT09PBwnSzcosEOsgrZvUvLszgX2d8t7cA+GTdVZk1zTrPXsP/38WHPa9eDsPH6+AweS4r6++4Bg0iGb1ev1eQMsFg3SXrNule9YEQ5Ah6LykhNulPoGeLwSB5JqSYzA8y7UzCoFNT09HqQ76Q99zuVwkU6L0LDgOxD2iimdnZ2PBcY+dnZ3g3bRa7cLt0l0WM8qs+ubO5XIBkJISM03bZWJgD4+Pjwd2g1ZFnwcGBpQk7Qz7JOlaX18P04QcM55zhc99Dhkz3h1cibl78uRJnO59fX2anJzU5uamCoWCTk5OovrkyMiIGo2GVldXNTg4qJ/85Cc6PT3VV199pWKxqDdv3oSwIvlTsVgMXOf6+jpyBCdJEgGmmOelUkm9vb1RLI5UD4ODg+FtY32wXnlXJ3ACuiNsWZdZrxD0C9d6sl6orLbOWGbXogsXH3fWusEQH6+A4XfnPbiUdRMGl7a7snFXO/jF6ZB1bzOhbh65+eIJqrmeezlinxUWblO79jI+Ph5migPQPi+e80RqC6yzs7Oov01wIaBpkiSBz7C4iMQ+Pz/XF1980RFykM/ng2CIBkG/Pa8NfYNQ1tPTEwAoOMXFxUWU4VhYWAjshnsSA4b5d3h4qJ6ensCBIG0NDg4GO9vNUjYiZlrWBPW5nJyc1Pn5uR4/fhysZOpmExCKhlMulyOhFdrB8fFxUPrTNNX4+HikJKV0TD6f1/r6XYgdXjySXfX29kbKT9Ka1ut13dzcRI0t5pt1R2iIaxxocn4wukbtAsQFBf+X1KFls4/8GVzjJpkLdTe1xsfHI+Xn7WH5cQsY97/ffv7W4mcQnj17FnEtqKJObnPA2PEOfs9qMR67wcZEA3GB4TZu1kyS7jjfL2kAACAASURBVGpUo7IWCoXwqPDMcrkcSby5J6cvngyC6gB2p6amosgc0dkUrL+4uNDLly81MjKiSqUSOMTa2lrEZFGQ3Qu/7+7uRs1mx5X8Pfkd7YdaRgCy5ISl30tLS8FtgZ0MLnN9fR2FyLLeFAS6zzNrgb7Bx0mSJIRUkiT68Y9/HCYsMT6sB9aPC8ZGoxGYTi6Xiyx3aZqGhoXL+eTkRAsLCzo/P1e1Wg2zilO9WCzq8ePHurq6inzICA4OQ3A11ph0F5Xt4KxrE2h1mP54IFlvBDgyRu4pcpMM845nI1gpfUtSM8Yvu++49+1h+8MQMK7ee4CWS++urq6IgN3f34/Bl+4ANOnOdGGgXb3O5pHJqpjZmBFaFtPhZPJ+cp9msxmVEwEOSbJN7WmpzSAFV4LIhZBhkXHyNJvNSCrV09MTXgxiUiDO9ff3x0Yk8G9ubk7FYlEHBwdBiiMzPomaCOdHsGAySApNBOH55MkTHR0dqVarReLtra2tiJ+q1Wra3t5Wo9GIKHPGyL13Pp5sCOaN6yHFtVotHR8fh0Y5Pj4ebn9JHeVWESYIqIGBAX355ZcR5T0xMaFms6nXr1/HBu3t7Y3+EV6Cx2pyclIXFxe6ubnRwsKCtra2QpthnOg/WBgH1s7OTryLezz9oKIPaGDwbahDjimL0PY16GYOB2DW/OSa0dFRlctlNRoNra2tdZj0DoI7bPFRYzCOgUidpS7vYyv6Ccd30TocNONEROpLb1cpcBvWbWH64aBaFtR1E8v7x6IiFSaaDSqwu73ZRJhD/f39Ghwc1ObmZgdmRDAeAX30m4TWXV1dqlar4V4ul8s6Pz8PQhubeHNzMwqmYXKQ5gA8g0RJCFp4OUdHRx1YAotVagvqy8tLjYyMRMJvcqrw/mwqMDXMAsfKHGwGv0H7gdB2dXWlarUaoQ7d3d2amZkJVzKYEDyhP/SH/pC2trYiMp98M8SB3dzcqFwuh0aHYOB3uCWA2whw0lz09fVpb28vAGRMQ7QkyHZsWtYd2mM+f5eGhHXIuM/Pz6u7u1s7Ozuq1+sdTGEXAKw7rxxwu79ivSF0EST0ByoCz2VNSncBlx+9BpPFJWhZAJjr+DwLoGVNFx9AR8edYMfAouUAlKIVgcdwrbttWRRuZlClUbqricTEw3RNknYZU/qLt2h7eztsebwJcEComc2zBgcHNTc3pzdv3mh8fDy4KCcnJ5FHFu8OuX0bjUbE0lxeXmpoaCjc09fX11pYWNDLly91fn6uYrEYxLSRkZHIGFetViOzHtoUOYgRLD09PTo5OenAPDyDPnPFWLZa7Vy9Xqfo8PAw5mN0dDTG8uLiQvl8XgsLC3EQEeQJNgUu5wmwCE+4vLxUo9HQ/v5+5Dam4N3x8XGHeQzfCuwFrlIul9PTp0+jegQxTbCeCTglm54DqAhVdx9nqRO5XE6Li4tRfI7wCBf+rC9Jb+0F52ll9lsHTsNnNPrJuuazhwTMR1EX6V0+eo9Qlu7UQYL5pLt0D34vBsq1hCyw5SYRwshBZEBfXwQ8B4zEwVHuB9mNe5JgKEmSyCrn/SRhNZT5YrHYYbI1m02tra2F9wxbf3h4OFInINCIXD48PIyM/lDgERatVjsUAgEGgMtJOT09rcHBQX3++eexYFHRl5aWAhdgrIjGJdvdwMBAmDJ9fX3q7++PAvH+3nBVODzImre/v6/Z2dnAcCTp9PRUIyMj4YYmr0uxWIygPEwVPDq5XC7CLF69ehVs3EqlEpsQYt3Y2Fhseo+NgxqBwJLuYsSoIXV2dqbh4WGVSqWoosl6IKeNa8GMQ9YsYh0WCgU9e/ZMe3t72tvb0+DgoN68eaOenh49fvxYa2trsYZzuZxmZ2e1u7sbByEHZvZQRuMkjWvWKyp1JrH/kPbRaDD2/wdfzgUCJhFYiXtoUO1ZJFwPGOlsRSbEv8/CcjUSwYKQArxjonK5XAc4xomKAMmqrsTHSG8nJu/q6lK5XI60lbih+/r6VKlUQh0nUrrVakWOFAL7MGcQHLinuT9eIjQ8D9rr7u6ODXx2dhabFQ2mr69PpVIpNAXSToyNjWlzc1NjY2PhgiddJZoDZXMvLi7U09MT2oSbTQhAMJJ8Ph9xRNSfQihQp+rFixcRnQ5fxjese7ZI6v3y5ctgJOPxaTQaqlQqur6+1unpaQC1fgCSfJyx3NjY0PPnz9VqtfT111938Ftozlch2JNaS2hHPIPDxcl9sJzdU+SmPmPn2geH4n37yT2297m6WZf2+8dtIj3wt3cODn9zYpZ/5pveUy7wfx9UT7TD5ww8fXGPEZ9Jndnu3DuEwEBguWB0bIjP3QWbJEkUFnPtaXFxUUmS6NWrV8rlcoHd5HI5PX78WGdnZ2Hvd3d3Rx5avEiwV90TQ83l0dFRzc3NRUQ1WARVDfFKYeqdnJyEO5gsd3t7e9rZ2YnIZ6j6U1NTwSZ2wdtoNDQ2NqZcLhexVll8gTpOOzs7EU0NeFuv14MAd35+rrGxsTAj8b60Wu16Uvl8PjS+SqWiL7/8Mup0U0rl6OhISdKOMaJ0C6kaWq1WRMBL7ax3zDXC7vDwsAPHQ7C4aY2Qcc+pm/geQ8ZB5uvChR1rxwFzj+PCTLrPw+RaN/d9SHv5qE2kh1rWe8MgZc0pN6NcK2GiPfUC90KjYCFmw+f92Qgr6S47Hmh91vzyfrtgoGICQoeFB8birkL6CE3dtaR6vR5qvwsyIpgvLi702WefRbH34eHhMOeIn8m6Qom3OTk5CR4LajyFyj755BNtbW1pY2NDXV1dOjg4CN4IgCRFzNI0DTbt/Py8BgcHgy/jNZthWu/v7wdgivcMM8VrWMPYpQDa0NCQWq2WJiYmtLGxoZ6eHo2OjqpUKunm5ibSKUxOTkZyKATMycmJfvSjH+n3fu/3QqsCbIUKcHNzE+Q61tbm5mZklENAovm5Vutr1DUD1z5cY3OAlXXq4QFoM/yfdcbhxf85CDmw+NwPPJ7hWiNCLuu9fV/7qDWYbLsPq3Fvjl8n3XmSvG4yJpKrmggBB9ucYIe72gUPz3PvEQFtkjpc3/l8O78umdjcWwKVnYUxMDDQUdiL93AzbmRkJIhdJKKi/5VKRTc3N8ERAmhEwJ2fn0exs+npae3s7MTCoorA48ePOyr/QVa7vLzUq1evogIAQDOYBnWaCDQk/eXV1VWQtqQ7bxFzgnkwMzOjer0eHpjr62tNTk6GFwnK/9TUlFqtdqAlrGLmguz95XJZOzs7EaowNzen/f396APZ+Q4PDwPwJmXD1dWVLi8vIxWoA6lsdqm90X/u534urifROtoXmhiYISVh/LDyaznk/DB1Dynrzn9HKD/knfQ9kRUqro0DUGOKZffXD9JEuufaB00mJsSpzkwkSY/4jAlhE7kXqFQqxSAjjFDn0Vq4P3/DtvcTBbNEukPmPak1wgTuC1gE1QiSJAma+bNnz/TixYu4P6cs3pHr6+tIM9lqtfTo0SOdnJyERwSTBE0KzKVYLGp1dVWFQiFSElQqFa2vr0c8EYXS8GQQIY1Jms/no3zry5cvI3IZjYbIZ1izNzc3oR0hWBDmMIe7urq0srISpsUf/sN/OMacCol4YhDqvAPCtb+/X7//+7+vx48fR40pUj3k8+2qC2ghuP93dnYib01fX5+ur6+1t7fX4XlhnSC0arVamEW+9jBzXHthDrLAqnR3GLJ2slQKN3Fc88m6t9knPNv3wn3mD8+A74PH657rftgCJjvQkt4ahCRJQkV3NyALmQUg3WElfh/MFU5WJL50f/pG3Jhpmna4sl2Fdbs2CxgXCgVVKpXQCCggv7CwoJWVlcCGeMbk5GTgFOADxAk1Gg1NTEzo+vpaOzs7wf7lZC6VSpHl/tGjR0G2GxoailgchCpen56eHs3MzISbGJAXdyksXrSmvr4+bW1thRs7a/KhdeCqJm/v8fFxgM7lclmjo6MRKQ04jFCR7lJKYN5eXV1pe3tbs7OzkYB9bGwsXO1wWshU12q1otjd8PBwpMXEFZ8kiQYGBnR1daU3b9501D6an5/X8fGxTk5ONDk5qVqtFt5MtA8EEA4ItBTnZbkL2K/HTGdNej4Y1gyCBQ8cGjmHmwsx15B8v0D2c9yPa+7z6P7gMBjnSUh3dmQ2XwaNib3Pdcx9smYOEyopsupLCu+G1BmARx98ItjAaEgIKQBYMuT7SYb7u9VqRda0yclJLSwsaHNzU69evVI+n1e5XNb+/r76+vqCEUx9ITCkQqEQxc1xqU5OTuro6Ci8Njc3NzEuHtC3sbGhvr4+LS0tRbUASGpoFdvb2xodHVWSJPrqq69iPtwbJClcxgMDA3rx4kUkNWfuMFUajUZHGgSeNTw83AGKk5Lh+vpa29vbmpubiznZ3d3V8PCwJAWwKt0FkKLBYKrVarUokgc1HlPl/Pw8zAaIedPT06pWq8FCHhsbizSm/MzlckG68zXl3ivmB9MWzk6W15V1JPha9TXjeAlaG+sQJwVr2tcqLbsnsrjkt2kftQbzLpe1pDBLmEhjHcbpiXSHA+Kfg7hzgmQnkMXu9rCzMTn1+T6LCJfu8fFxh3eACXVsBXwGc2lnZydIa1xHOkyEWS6XC3We/hLxOzAwEN/p6+uLtJLkYnHhxgLG4/To0SO9evVKi4uLury81Pb2dhQMI7oYF/XQ0JBevHgROXXh5iwuLkZBuS+//DJqblOjiaDDfD4fWg4CmEMDc+f4+FjVajVSVEgK9zHvcHx8HKVZqRzpiafOzs6CcNjV1aVKpaKzs7Nws29sbOizzz6LdBZoPJ58nLmrVCo6OjrS0NBQgMBopIDHDsyiwfhaZT1lcQ7m1WuFOyDLdY63PMRyz2ogvrZpWfe1rwXMNG/f2kRK7i98/x9L+mclXUtaVrtywEnSLi/7paSvb7/+99M0/Yu33/kFtWtc90n6HyX9G+kHSLeHBMz7hIukjqLdDtKCiXCSoGY7is5gYtqgdkoKs0S6w2fIi+o4D6eKI/bEOwHYcSo5QO2xIggpmKm4f/f29oKclySJFhYWlCRJRAhTT5lFhSeM/LxELuNJYbOwsNiwrdYdoRDg192tCMHR0dEwG3DpYmY2Gu2k4fV6XaurqyoWixofH4/3nJ+f78geR+a4Wq0WvBP6wWY9Pj5WV1dXEODYABsbGyqXy6HNeNArxD00PdI0wCAeGBiIwnBDQ0M6OjrSyMhI5H85Pj7W/Py86vW61tfXlaZpmEcICg4oYpbAtUgMjhcmn8+HB8xTf2CuZ7UY9+Ig/AuFQgTH+hp1rxNrC9PqPg4Oz/C0r2j73gc347I4zHcRMH9MUk3Sb5iA+eOS/pc0TRtJkvxHtw/4S0mmfnXmPv9A0r8u6f9QW8D852ma/p13PlwfhsE4ESjz3bfMF99wbHCfiFwu15EL1wcYVZkJdJWVZ2exHABQXzwOJCNU0KT4HdvctSJOc/gPDj4DEMOFOTs7CxC32WxqZmZG+Xy+wx0MpgJY6t4LTxnAmMF7YbOSDe7q6kpzc3NxfV9fn46PjzvMlv7+/hAuBGI+fvxYGxsbGhsbC4FK/pmBgQFNTk6qXq9HLt+zszNNTk5G5cdGo51c/IsvvgjQ+ebmJvpF2EOh0C7FQs6W09PTyI0D4ZFrpTb+QFlhNBtc2WiFxDiRlW9sbCxc43ijOEhGR0eDccx6cBPFBXFW0Dg+5+YN4HWSJCEA3WXOPd2z5d6l+/Y9nzsw7ILE91K2fSeQ9z2C409J+hfTNP2XH7ouaVd+/F/TNP309v9/RtIvpmn6yx/w7O/NhmOAXPCgqgKEOh7DZvJTnAl01zSTyXfdZkZtdfCN087BPNyQCBXuwz395OG0gbfiz5CkhYWFSFYNQ3dubk7VajWy4mXd3G7rS3eay+DgYERNEz9DXprh4eEgoVHuBP4NpiWVDYrFoiRFtPjV1ZX29/c1ODgYmeRIwoSQPzk5CaAXDgkCEfOHTHOYapKC95Ikd1UWj4+Pldy6zTHllpeXI7HW1dWVHj16FGVVLi8vQ0sdHx8PHg1xV7//+78fGgoVCwg1IFfPyclJrDHHBv2QcTwFTQxBAEfLAxCdLMr9YPMi/Pzgy3Kxvsle8TXs/Kz72kMC5tshN53tL0hyTWQpSZL/K0mS/y1Jkn/i9rMZtYvd0x4sfC9JSZL8UpIkP0uS5GffQ/+4Z5wMkkKLQUNwrKSrq6uDqMZGd6Kde4IcP0FjcJel3x9TzO1tmgOANP7OQsVjRF1qTrXJyclYbCsrK6pWq9rZ2YkC8Xt7ezo5OekwyxBevmgwGTgxBwYGAkSuVCohCMEriHci3QLfK5VKmpmZ0cLCgsbHxyPPzOHhYeTc/elPf6pms50M68mTJ1HOo1KphDvaT+1CoaC+vr7gvNzc3Ghzc1PDw8MaHx/XmzdvdHJyohcvXqhWq6larcZPtI3V1VXt7++HmcIhQn1pxpSqjblcTl9//bXSNI0KnPyfmlY///M/H+lNT09PI2AVMzNN047qiIwzQZ+SQjt1Qd9oNIJPhEnPPdjsCC7wN+bAHRUfCtCyVn3d8bl7/LLA87vad/IiJUny70hqSPpvbz/aljSfpunhLebyt5Ik+blvet80TX9d0q/fPuN70WBYoMSaYP5khQbChAXM4AIS496W7opjSXesSn+eP9dNKkkdAo1NnkX04bTwXQeT19bWwnUKKJrL5aL2UavV0qeffqpqtapisRhRt2grqOpu9rGhMNEwLQhKpBZUNmCR2tiYQ93d3cFzIeUBXi8CEQuFgt68eaPJyUmdnZ1pb29P4+Pjqlar+tnPfqbJyUlVKhX19PTo7OwsBD5gvNQ2u/r6+gKAxVwj7UKtVtPR0ZEGBgYihefp6alKpZKq1apGRkaiLvj+/n4ITfLgJLdep/Hx8YjQPjw8DKD1+vpaW1tbIWxwx19dXUU6jazG6wcLZWQwR93Ud++oh7P09PSEG97XE9gcggBh4Umr3tXctPI16Bo912W1pHe1by1gkiT582qDv/8kYG2apleSrm5//4dJkixLeqZ24ftZ+/rs7Wffubn6+b5GgiZP6IMti+bgpoOfQFJn1ClgsXunss1d5XgJuJ8vJO7pgDALhN99wXFdo9GIYu2o4+4lefnyZSw8yISYDJyKSZJ09L/ZbAcwOjaFBkF0cJK08+lubW1FUvI3b95ETSSAUqJ8FxcXQ9js7+9rY2Mj4prSNI1AyFarpcnJSY2Pj0dROEy/arUa2NjFxUXEAuVyuSDVAbYuLS1pc3Ozg2KAB6i/vz8i1iHStVqtECyXl5fq7+8PrWxycjK4PQ5cS3cg/uDgoJIkiQThV1dXEZXM/Po8w0KmH56U3h0NjndkPaAueBhDj2lyPOXq6uotj5ALhlwuF8G1jiV6u8dr9F4ni/QtTaQkSf6EpH9L0j+Xpum5fT6WJEn+9vdHkp5Kep2m6bak0yRJ/vGkvXv/rKS//W2enW3fJC4ClZgJQO1ESDjwhnBwIpTbsq7l+KYHCKVv8ClYeFwHAIh25B4Gr58kvZ3Y3N+h0Wjo4uIieCG8T5q2C5XhiUH1pW9OwPMFjVBB/V5bW4s0mBcXFyoWi1pYWIiNXSgUdHZ2FtHaYDVoTCMjI5G6AbOgVCrp9PRU+/v7qlar+vTTT1UsFpXL5SIWqaurS69evYo+grGUSqWo6cTmxhXO5oKQCNeoUqloYmIiSG9p2iYlUk738vJSzWZT09PTQS4kQpycNcRCPX36NHAi1sv29rYuLi60trYWYQxDQ0NhajOH0h1Z0wF+tBqPtncT282nVqsVeBQmvqTIpMd3HQ9k7dDc3MYc9qDa95k936R9iBfpvsL3vyapR9Lh7WV/P03Tv5gkyb8g6d+TdCOpJekvp2n639/e56e6c1P/HUn/WvoBIvD7MpFYtG6fIoUxB1zLcDyFTenenyy/wF3CnnuVbGcIKa9MwGLATcl9+X42VMFPTxcIjqUgrMrlcpygLhg5uR3A9sXMe6Fhlctlzc/Pa3l5OfCWWq0WbFo8MpDqCoV2+sdSqaSxsTFVq9WImF5aWlKStGs5U3xNktbX1/X8+XPt7e3p9PRU+Xw+gi4p+wEeRCWDs7OziIwmkRbzODs7G1Uhi8WilpaWgh/Dc5eXlyO6Gq8cgCrkR+jxCFuSRlFShg1N9UY0HHg6pCJFW6bd55mhoU1AUOQz5svNIyfpMV/ENGVJeFmNxdch1/g69kP1QzSV7+RF+v+zuYBxc+hDXzzbnP/iaitajGs5DLR7b9x0yEaW+t8cVwF8dY+CJ6pyFZaF496pLEbj2pTjOywyN7HcK+XAtLvsee7U1FRgCrx7LpcLYZEkSTCFP//88yDD4c3q6uqKLHAkIydu5/j4ODYggG+tVlO9Xtfs7GyA3/39/ZHOYXJyUsvLy8GzYaPs7e2pr68vGL77+/va3d3V9PS05ubmVCgU9Pr1azWb7VpNlCohgz9s3sHBwQBlR0ZGgqkrtUue/M7v/E5oYZeXl+GB8lAG0l8mSRJ5lXF9s24QOs5v8bXrm5pDEKHq5hPlbTkkPOk9c42miGmJiZSlG7CuCIXAFGY98XcO5iytItt+EAKG5m69D218xyNS3RRyToxjHllmLqeIb2bUSoQWkwMoSnY4j4RFU0GDwlTxuBHc0zc3N+HeZVHRP04qPqefmEVu0zvXApe5C+2nT5/q5cuXIdDK5bL6+vp0cHAQDGCo8QRRbmxsRPoD8vuenJxEOVvIiSTfPjo6Ct5Jq9Wurnl8fKylpaVI30m9oqGhoSCSDQ4ORnjD9PS0fu/3fk83Nzeanp7W7OyslpeXdXR0pKWlpXA7DwwMxPtS/xqzIk3TCFhMkjZBkWqT4CQXFxfa2toKTIeKkGA5tVpNtVpNe3t7YWYhCJKkXTqGzQnFIUvozIL7kjpMduaYg8sFlDsZ+D8tuzbh3mTZvRxUno4kq8XQBz7Puspvn//DETC3n8dG/VD/PhuaDejahaugCB/uL3XmNM0OsGsD9/3OZnRmMAuCEwe7Gg0BVRgB4MCudBfUJt3Vt/FxYTHRZx8r+k4EuAsrX3SFQiE0kNPTUy0sLGh3d1cnJydRG6lUKqmnp0fDw8NaXl6OBT0yMhLZ9qDpE1zY29sbXiySXDkTFq8T2FW5XI7a2X19fTo/P9fy8nKkvhwaGtLExITOz8+1vb0dnp9msxl8FpJOkTpibW2tIxmXV39EAB4dHcX9ycDHGkH7cS2LeXLNybEVZ0f7epLedgvzGWz0LC3CvTlZzw8HCyYUzo3svX0dOe7igs/NZ/5237N/cALm2zQGjIl2fgWLraenJ7LV12o1zc7O6uDgIFI0ZLkr3phYhAeCzO1kR//pU1YgsFhdtU7TNDgw7rZGQHp4As9yDg8LxXEmNKSsgOJnkiSam5sL0BY37s3NTZgAYCKArEmSaHx8PMb6q6++ighsyHb1el3Dw8ORaFtq5ynGDNne3u4gP7q2OTw8HCzizz77TBsbG9re3g439uDgoK6uriIOiNAGxghg+OTkJABpKixcX1+rVCppdHRUL168iLlzLkmtVou8t2iWEBIhIg4MDGh3dzeELSYLjgVJHebTfevJtU4OB9aFr7MsNuMHLs9irbupn32mv+N9ByiatPeJe92unz/YAsa9KGgTaAQsvidPngRJqlarReoDCqMhye+L5XjomR42kA0B8OZCAYHAqcUidLDPWZ9sAk5s3pMFg31Nnhjyn/A8vx/P4h27u7vD1BgZGdHh4aHm5ubCe1Kv1/Xs2bMgmu3u7urNmzeam5uLvLpwXCjNSr8QTFdXV6Et4Mk5OjpSvV6X1BY+fX19IaCcudrf3x9eKgTW0dGRVldXwyVP6RRMUcq/bG5uBpHQzarLy0tNTk7q9evX0b/R0VGNjo4GmY9I7lKppEePHqlarerg4CBYzhwUbHqP62HD8i4PaZBZkyZ7GLHh3SxmXgn38DAEn1dvLnB8vXJPX8to5NVqtaPPH7UG803MoIcaAXRIftcApLvcK8TsNJvtyNfNzc1Qr90blNUO7ul3hxbjXiMPrffmWfXu+ztmUrPZjAx0LFA0He6N+cMpB4AHXuMajgsWmms9nPzwNwqFdiWCer2u/v5+3dzcaG9vLwIBOdXAoPDQkAoCMxQuC4m1i8VihA/U63Xt7e1peHg4tIFKpdLx/vl8u0wIniRAUsiGgMtEccOHkRTMXbCt169fhyBmvRQKhcgp7C5kStqOj49H1Uc0vCyA6xs6a65mqf/uwfO1xRw5piZ14nB+WLoW7JopY+ff9XXq5j/P5zsugNw8N0zm4xUw3/H7MQFMDgMp3U0qWerr9brq9XpE8HJauc3MIL+LJekYkT/nQ7Wf971TdtGhhbEoEZ6+YLMYjC9ErhkcHOzgmbjrm8WER6e7uzvytgAIT0xM6KuvvoqNNjMzo97e3shVC9aCF6ZYLAa7WmrzOUii7doH+AfYydjYmM7OzjQxMRFs4+3t7YjMpvgcgg1hiducvL1UE3BNZXNzsyNVxOHhYXiOqLjg2IRTDdA63cvjHj3WgAsFx2IYG9dyOADQvvmudKcBOUgrdR5W3NMPLfYD93Zt1j2s9N/74de+T8B8H7FI/0g3FjrqcT6fDzIXG2dwcDDKbxKJu7e3p+3t7QA5vdBas9kMlTdr6txno7LAvy9h7kLEORacYH7KudaV5d9kvRJ8p16vB8sXrQfXstSOJ6IW9rNnz7S0tBSaC9R8qR0MOTo6GvmBOekR8EdHR/ryyy+1v7+vo6Mjra2tRRoKXL2kcDg7O9P19bVmZmbiZJ6fn9f+/r7Oz8+DB0PaCWdt1+t15fP5MF8uLy9VKBQ6Em/lcu0gxZ2dHS0sLAS7+PT0VJeXl7q4uAhw1wMvPf0Gm869eAgPPIisCamz+DwCXnq7WJqbPe5hdFyF+fRN/xCA7I4AvwatnVgzN9VcAzJw7AAAIABJREFUM3Nt/n2e3B+8BnN7j7fMIsdgGCQmCfctZCe3hR2LyZ4K95lyFFI/PT3t6Mu3bQ+Zi15Hh+vQTpxbwUYolUqRwtLNPk5XTlxaFtSDc9Hd3a3FxUXt7+8HXb1SqaharUahMWJtSHnpMV/Ly8t69uyZkqRd4I00COQABtxmTnp7e7W4uKiDg4MoRseGZoxzuVyAymhYe3t7oX2yESuVirq6unR4eKiZmRmtrKyE5tJoNLSzs6PR0VF1dXVF9j3nmSB4PZcOmgPj7u7mJEnCpGQNOXFTusPOskKH5vfzny7Msh5F/905LXxOlDiHluedzppa3jyO7g+siXTP/cKTwkZhcpHSUPWZOJ+0rOuOvCquPWTb94EhvasRUwPAy3tyEvLz5uZG4+PjEczHBnvz5k28P6eljwdjhcnl4wIe46Vhe3p6NDU1pdevXwefJU3TyFkzOjqqWq0WxDvwnWKxqKGhoUiwXalUQnugGPvExIT29/dVq9V0c9MuUbK2thYmDu/ZarX09OnT0FBIpj4wMBCBi0+fPtXV1ZW2trY0MzMT5sfm5qampqZUr9djTJlvj4ZnnJ0u4BqiC2kH8YvFYqTi9Pu7t8xNFTezuRaTmN+ZZ1+r2ZY93LI4XPZd6DPzno25y2BFfzAEzLs0BCYPoNObmwiecCfrvnOPCycCqmIW4OOZ5PD9vjUXP93uuzeLw9V2SQHANptNjY+Pa39/P96Xe2bBXxc6ZADE25MkiZ48eRIF2BAyY2NjwZUZGhqK8qWU9SVU4OTkJBKGHx0daXJyMq65ubmJXDbb29uampqKWs+tVit4MYODg9rb2wvtqFAoRNmXra2tcPGDtzUaDRWLRVUqFZ2fn+vo6CgiwFutdn6ZxcXFyLFbr9e1uLgY7mnHtaQ7zcI1W0/IzYZ1tq2ndAU8982OwKQ5oTP7fD9c3tWyWo3/8zAa11SzQsnXoZlbfzAEzEPNvT73eWf43ME1l+Jcx6kEMYtT7z7VFPUToeRhB9+07x4xzOmIpkUQ5X3CTbrLD+L8Gvo5OTkZnhJScHISu7fAx4qFNzo6qtPT0whilBTYVKPRUH9/v3p6egJYxayQFHFOvBus2o2NDfX396tSqYTX6vj4WLVaTYODg5qYmNDR0ZFqtZpKpVIEFmLWFAoFvXjxIqoqNBqNyIwHwCy1D5HHjx+HaQUOg9cpSRKNjY1FonNwt97e3vAc+SHjZpN7XJyTgpeKg8tZ4sxXVgNxPM1dyFnP00MR/czZQ2veDxLpLhiWaHCuce3cDxvrzx9sAZPFSqTO8rFuArlJwXf5nAkgN4x0ZzejGaEtwE/h5KGMxzdpzn3xiG+EHR6M+9436/ZmE6ZpZ/2dwcHBcPlmtTYWF7+zuLgnEdUIvWyaTWcfs5CnpqZ0fX2t8/NzjYyMBE+EsiHk/AVcZ5OXSqXwNs3OziqXy0UM1MDAQERcV6tVzczM6OTkRNvb2yoWi7FBqAFF3ScEChoERej6+vqiNAwa39XVVYfnx/cOeAtjdR8ZDRzJzUzpjufk4+XAO9/nuwghWL4Pmeb0Q/rwbHb0m4Bb51r52nU863bOf1hlS75py0jbcF9ycrntmT253fePTez/d3cwgJmktxaHnxTfpN9MtDN46eu7ODMIRsBdX7jej9PTU+Vy7Qhsfie1pxPw3EtCBDICBa+JE7ySJIl8NGmaBgmOYMVms517pqurXZa2UqlE7JGD0rxftVqNcby6utLMzExk+SdyGU2PipgzM+3EicViMfATtCRc5665UVkT3hDvT6R4mrazCe7u7nbUDmIeWC8+H1n+E5vVTW3e18vL0icON3+OV9Z8l5LwoQqEr1XpDsdy7d6pHlmT6sH7fuwaTNbb8SENqY4aKN2ZQ5I6zBE2qYOf/GTRMNkkdXKw021w9wA81K+HQGIm1TERFyzZ+xJJSyAnWJGbgmhjkoLHwb9PPvlE29vbUWIVG9+JiVnBx+eYSD09PZqbm9Py8vJb5mlXV7tkbb1eD3PTOSFEN6dpGkGGzAfP3dvbCyG0sLCg4+Pj0IQKhXbi8KGhodCgdnZ2onAa+XO6u7tVLpeDtY0W5sLc39FP86wQcBPQN6KPlSRNT09HOo7T09PwVjJ2sL1ZdzTXIBHo92mvH9rcW+Xrxw/P7LN9zWTCHX6YJlIWcffmgkJ6m1x0e/8OM4Dr2IyuGjqoyintFPBMv986eZzPwDXOa8jatjBD2SDZheD3y4J3nK64S82dGF4nqfMEdIE6PDwcybZvbm7CNHFhRR+YBzYF/UHIQM1P03a6TfAWTnDprkomZt/4+LiKxWJsPkDParUa+YiPj4+jZAc1iWZmZnRzcxN5ZObn57W2thakvP39fTWbzWDjMjfZNAWVSiXc4NJdykv6grMgOw6MuY8zGBllQViP+Xw7xw1ao8+/H0zZtefr/Zt6J1mTWcGS9Yw5MZDv+T83hW/7/MMUMGRHu+89JiYmdHBw8KCG8y7T4j5w068HYL0PXOO0ddq1uyGZGO4hqeP0pqE++8Rnf3eg0P/mqR2cwu4uzWygpN/HVWAHLV04uuYi3bla3bXqG4RFDc7iG4j3ZSwYGzwthUJB8/PzOjk50dHRUbiaHc8gixx4Cu8FWEk0OO9MXBYChaoAJJRCk+DU5h0YH3L7MpeS3hpjF+yuiUp3ZgjcJOaAcSP/rmtSPvf0431mkjc341wjz2q3HnLga9HNOp+7j1rA+AbINgcRv68GeJYdxKyAkfTBKir4gC840hWi9qdpGmYWm/F9nIb71FvnXvj1/hkmkgfN0ZyFmlXJ6SvZ7QA+kySJje0uV98IjCclPrICTLozwfD+NJvNAGEZn3K5rJ6eHh0eHmp8fDzCAkqlkgYGBvTy5cvw9CVJEgxe+DmNRkNbW1uRhzfLhWLDuXniGBZCyLU3B8/REtAyXMtBu0ySO04Nwh6zCQ3BhQdCCIFHcrRcLvegi9o1kex68L+78IIs6ELS3zl74BmV4eMVMB967UMYxjdpaBlZ/z/NTQGp0434vrF08JgkVNwz6+p07SBrFvHc9zU39RBajt/4RmARIQQQsvTPOUCYDSxET+AFICrdaXl+0qJdZaPBs4mT6BNm7sTERND1r66uwgSS2kXk+BvaBv2ERe3vBphNZUfXgBkbvEZoJAgPN1c5ANiE7i1DoPIuvsmznjXGE8ECY7lWq6nZbEZAJh5DotvdJM1yZrwhaDFLs43+sh48gtpNOuaR3/3geEjA/KBikd5FRPsm97hPU8KGprEh+/r64mT3E+++lj0B0zSNFASe/pBF67Y+fXA19n3vyOZ1/kT2PRFqrsY7VsUi8oRHLhyyi45T2E9fggazJgLvYnZ8hzkpKdI9EobAJoEQR3Ak1xEUyRgjPBqNdroJSVGtkRQRvB996+np0fj4eIy953BhTgBk2YRoHh5wSkNTdRMQHhPCBe2MPvh7oK0gsE9PT6OyJxqN537xhoaDAPIYI2+u2XrYwX34o6/z9x2qPygB4+0+fOV9AoDvOYfBWzYmw08qNpH/jcnyzzJSPzwZfkpgTklvE62ymtNDE8x7sEhcI8uaLHicPA4GDMmBbLALNqG7KT1mxYUI48Z32ZhsasByfz8Ho/n88vJSJycnby108CWemc/nY6PyHszL1dVVJBZD23GQk3+1Wk3Ly8vBW0KjYU7RNjEXmVdP5kV/GDuEbk9Pj3p7e+O9mQM3RdGcfLxcy/Q5Bgd04D67Vugf68ArX9BP5h6tMAsAex+dlOfPvK+9d8clSfI3kiTZS5Lk/7HP/kqSJJtJkvzft//+pP3t15IkeZUkyddJkvzT9vmfuP3sVZIkv/q+537XhovY24eYFQ7S3fe5b2gWA5vR78+k+AnARnABdnl5GVURfcM46OtA8EOmU7axaB66xhNSOSDtXBkWNKaRdIeRcIr6uPjY8V0/0f1UZGOgrSFQeR73cnMMuj8nNtoSGIar+WAWYBtSW3NBM5DamkWpVArcyDcOmh/95O9EULuWwucIEsiH9Ju/o+WgeaGdoEn6OGQTVCEoXVtBe0FzQwvjb3yX9cBc8y6kbPU1539He3PvXnb9f+do6iRJ/pikmqTfSG9rTidJ8lck1dI0/U8y134m6Tcl/WOSpiX9T2oXXpOkF5L+KbXLxv6fkv5MmqZfvPPh+vZMXsdjvg1X5ps2Ts+HBjyLD90nJDgRHDj+tv1mg6Rp2nE/16w4gdnEnLjeP8dxXFvzhN5oJ57Cwr/PPVHPeS79YbO625378B1OaYQUJzzjiobg3imeRf9gV7v55n3lOwgH94hlBS+pMj2shPuPjo5GdU3/h1D0eWfjeu5dNAk+l6RyuRxcoVKppL29vbiHewIR+r6+XNNG4Hi8Hf9ce3RtTbrzcj4UWf0QBvNeJm+apv970i5q/yHtn5f0W2m7wuNKkiSv1BY2kvQqTdPXkpQkyW/dXvteAfNtmw/CN92k7/JMPSSscrlcpCXIAm4PmTK+abnO8ZD3tYfu65vQVVjnw/gJ5uZUFq/xd3UNx3kb0v11tXmOm2MOfnJ/N918M4DpsOkwHdM0Va1W69AKYeO6CUHApJuqvhmlzrQW2Xfk5L4PWAd3cQ4NJg1mGAIBgeEBkT5/ANluDvFs+tTd3a2enh6tra1FKtHsuGFyelIvnxt/J8fgELpOuUjTNMq0kKvaBWW2WuRD7buECvxKkiR/VtLPJP2baZoeq13Q/u/bNV7kfj3z+R996MZJkvySpF/i//9faCDe3qX2PdSPZrPZQQqT3g5P8OaLg+9k83Rkv5cVKA8JFwdO/XPpzja/vr6+lzzm16Das3Hvc3eitfjfEXCMi2sIkM1Y2AgB7uvuYjYjmgIxSb75si51TCKeT7+ymBX3dvMuO65u1nk8GM917QQBeHV1peXl5bgXAsyFBQ2BJN0FGbLxMX0QCu5MYFzd7Y3Lm6BS93zxXGdZO+bncVj+XgDgYIXkFaJ/3Otd7duCvH9d0mNJP1G74P1/+i3vc29L0/TX0zT9aZqmP5W+vZnwfbWBgYF3emtoDqY6SEnLApR+svoi9w3zEOr/If2hT26GgCc4aOdChg2J2xfV35/JZuvr6+t4zrv6x0L1mlJ+onMCZ/vmY+maEJvWS9FInbgAnCIXWlLnic7/JYVG53PgXJ0sIMr3EAT3mV28J/1wl7BzovgH/wfNx9cQmeacOMmYOF7kGekQLIODg5Luqgsw3vTV5xkMyw8rDgU/TLIa8n3tWwmYNE130zRtpmnakvRf6s4M2pQ0Z5dS5P6hzz+KRgTuN22+6ajHQ8uCwK7aO/egXC6HB+Mh7cU3MwvqPvMl+102SxYXYWM5VuM4CYvr4uKiYzH7ovWN5ALAhSf8F1/EPm5ZjYPN79iBu8oZM9eY4MNk78WYu3aRPfXRWBCMWZMkO9cucHzM+X6r1YpobR9T3oVnZZNcNRqNYC/zTn5oOG7kAranp0eDg4OR8B6zmHvc3NyEZsTz/Od95jL9lNRxwDzUvpWASZJkyv77pyThYfptSX86SZKeJEmWJD2V9A/UBnWfJkmylCRJt6Q/fXvt99Jcvf8uLbsxaQ+ZIh+iReRyuSitmlUnHce4DzjjxCPHbfb52Wtp992LRe+eAzwenKYsZtRkng9gjGcGPMBPYLft/fMssO1gI0KFvnOPbDR7Fpvyccy6/t0tzXsDVrJG/GT2fy707xOOHjvln7+r+TXNZjPyA5fLZU1MTMQ1/r5nZ2cdEdf5fF7FYjGe6V4uBJKPd5qmURWzq6tL1Wo1BJx0FzrSbDbj8ORdMS95tgsvxpP9gAf1Xe29GEySJL8p6RclVZIk2ZD0lyX9YpIkP5GUSlqV9MuSlKbp50mS/E21wduGpH81TdPm7X1+RdLflZSX9DfSNP38fc/+Ju1DNQwWuZ8A0t1p5phB9mT7tv1yohnNgTi3ax3LaDQa2tvbi/55XznFuYf3z02MbF+oCTU0NBSYiBPYXE0mwRLPzN4jy2C9r2+8D/0ZHR3VwcFB9JF58Hdw8pl7lLgPGwAByHi6iekNXoyPD9e5lunXsLn8ni44vfl1vH/2Ga5lnZ2d6fz8XLOzsxofH48aQ2gGHkOGgCHNKG5y+uOCCPd4pVLR8PCwXr58GVoP/cS8xCGB4AYPA7zN/nMNibl5n3CRfmChApnvvVMogG+418IXMS1L3f+QQZXedkvncu0IZQqQMZHZ5z8EVL7PxZ19t/vGwjkiUjvr/9zcnA4ODrS/v98B8PH74OCgWq1WAKz0x5NtO6bhY+UcmmwfELCYYu65QSghdF3Ae4S8P9PHh+RP3u5zFMBR8e9yf+7pAtCBZR/XrCBiQ2bTaCKUmd9Go50JcHZ2Vmmaand3N3L1oi3hnZyZmVGr1dLr168lKbRRfi8Wi1paWoqqkqurq2/xVFhbblY5FtRoNAKE575ZJq971DIm+8efcOo+oZHdfLT3Cc7sou7v79fw8HC4AM/Ozt6ySUdGRnR0dPRBQiZ7TZLcZc3n/yxiNiMnEKkE3nUv3uEhvMIBW9+EnGBTU1Pa3t6O2stdXV2RGNvNIxYomy57QrvQQLg4MOo4AeYY4CAL2L0jrpXwf3+Wmyb+DAdOndPhWFD28PAYKp7hwiXL9PVTm83KvaEmuFDMPtMPFK7B61SpVPRH/sgf0d7enlZWVmKjg41RvRIznjElgHNiYkLValW/+7u/G0m8HFvJaiN4mhqNhoaGhtRsNiMHMvPu5irv/U0dLj84DcbNnPdpMJyWxWJRg4ODUfrUY1v8tOJk+aZj5thDll6fpWY7tvOQIPNT1Z/h4C0/WYiuHXAPAuc82RPjx7Nhcp6fn3fUxuY9GGtOQ3cjY5q4xuGgqpsCCKfsGPEZm8RNWdeOGM/sic27Y27wXqj8TsLjesdoXEvi/fGEuRC+DxfysAg0jmzaU54DALuwsKBisaiXL192zMGPf/xj1Wo1ra+vR26ecrmspaUlNRoNvXnzJkwv+uBcI3fVZ1m54GzFYlGnp6cdKSIYV+lOQN6XouQHocG8qzk13FmHD9mKbt+jVm5tbQUwVq/X3yKZZTf1hzb/nqv73i/XPvyn9HaOmuz7ZN2wfsq7rc7vLkzALhAAzk5lLJvNZgR68i7Y/Hzmm517Yya40GRjSndJu/y0d7A5K3Sz4Cwbw7/v44XW5Gkx+TsCEe6SCxLneDjIjcbh8+KmrDdOfgSbe7wQ2lksqdls6tWrVxocHNSTJ080OTmp9fV1nZ6eBoEun8/r+fPnQarb29vTzs5OrFdfW/cJW7Q1xo8xu76+jlSlWbP0XSbh+9oPRoNBdZyYmNDJyUlwIB5iHLJw/BT2fC2uln8o7vKOd/jGgskxA59Y+nTfMxxQRNjCNKXxPry7g4Su8RQK7ZSTeBo8wppTGDzHzQAHJvP5fHhNuD/eJzQW51YgODjp3ZvEJnRyYBbMdg0OVzChA04w9Fge33COtTAGNExLp/AjPLNmA/3zxNkufLmG5/BOfuglSaKRkRE9f/48qkwC2CZJouPjY+3u7ka+YzeBs6acP8s1PjdfHTNC+NIfn4OHDtmHNJiPXsBkJXOStIuhwSW4j2mYJElsBF9gDoBJd+kOskDg+xqC6j5PxPs0oftOiYcElAOnjkPwGe/lgoMNkcvlND4+ruPj4w4Bw3elTtNF6mSPZlnHWXsfc4LnIjDI3cLGc6AVoeRCEoFG35jb7Ibi5HUtx7UhH1OEKwIzCwq769xxJ9dYsiaTHwAuRLmfrw1MNTY2a6tYLHZokbxbuVyWpBCO3OPw8LCjj2TXY107vsV6YPzL5bKazWZk+/P3xVyjD/dFWGfbR20ivevF3LZmwVD20vGGrDnitj2L2zci172r3sy7+uvPorlq+o6JelAoPTQmWTekvyvvlr1Okvb39zuIdi6MstqCpA6vm7+Pu9npM4LBPUqNxl30eVdXlwYHB4Pmzpwh1IkO5rkuAN1sctzFVXp/7/s2UBZD4W+wgz3SG7OmXq93mKFESPuYukAmMJGcNI4dSeowr9BkeD9Icly3vr6u3t5ejY+PS1JHJQQ/RJ1awXjxTLC0NG3nMN7e3u4Q6PSRZ7o2x+9Zs+t9CspHqcGwOPxkcCGSPf2zC1PSW5qJ4xzfxqShJOl3NaeyLYu/0FxdzZpQ0t2mQiC4Te2bC0HianB2fDn12WxZU42T3e+ZJElUBZA6MwFycoPrADKjqcDLcQHhuIu/k//ku2AbvkH8wMm6X/GqsCZI1I12w9pyUyb7XMbuvs9ciGECulcmq1EVi0W1Wq2oYvnFF19EJc3r62tVKhX19fXp4OBAx8fH92JvPFvqxFAYi4GBAbVadykz7vNU+r7xObyv/aBMpPvMiKyWwkC77eneCanTl+/8Cxbah7jkUHG9KPp3fN93mk80N4OyXoHsd3yTuFDgp48bi9KJa0nSxqfY9J7ywLUIfmcD/7/tXUtsZFda/v5bfj+6SLXb/XLnYRSQhiyiZDTKgskKZR6bAAsYNhPBiNEIWLIIms1sQWKDhEABjZhhkUHiORsEgQVsGGBGMJ0QpZN0Omrcbdxxp2x3t2N3u+uwuPXd+u7vc6tule12lXM/yXLVrXvPPf95/Od/nf94FVHfq9d0BzDpUftIbMGIefR4napBq9XKZSHkGFDJqlarZTmCvTFT1U3a7DTdAseHZ1CESocA9nmQVLIkPePj41hYWMDZs2exurqanYIwPT2Nc+fOodls4vbt2zhz5gwuXbqEjz/+GGtra5mtSRcePyc8VH3yuaWLFjY+5+fGiWAwvWwRHpxYqrcD8RBn2m5qtVqWyaxM28zPz2N7e7vv+IAikAnGpDH9rmoIJ5FnCt6zMj4+ntWX7UKXJ1dtb+QmOHBVNycj0ahezYsLdPbosD6kUQc0c6vwfqooPjcOn1XVxS8SLENdxZy8zIOs9hmVAr1UzI2UuqOcGzK1nfkO5shhO/A3fQ/bWRNrU2pqNBpYWlrC+vo6VldXc/u05ufn8cQTT2B1dRXNZjOTdhYWFrLE5zdv3sy577uNX2V8Ko0B+3PvdoPQNroMxuvakXuy/97rUKvVcOnSJdy/fx+3bt0q9CpxcPJdRe5H5exFatkgUNVEbSkqXvO+RqOBVquVMTa6Pe/du5cL92Y5aryemZnB4uIipqenMzfnzs4O7t69m3NZe7WLZdHDwEGphnLd10QmqOkctH+0bTV6lgyrG8Mms1S7hXp+VOUj89MoZEoy3d5BOvT0Rr2uNCRJkjsNgJKO2tz8sSYPHz7MjreZmZnB8vIy1tfXsb6+nuXb5fv39vYwOzuLixcv4tq1a1m/qNeHR+neuHEjp36piqNjVD2AMU9evxhZI6+uELHBCcRjR9hge3t7uH79Our1eibGxgy3ysG7qTnaAYdhb9HVrVarZdZ9RtXqJGD9NFKTdeHEp7jumQOlHEopc3NzmJmZyd61sbGRPc8AOZV+vM0gFkEMdML0fVCbeor8ANZ7+Y5eIJMgA2CmfaDjxaEUoUZfMpaidygDoUSjRmJOaDJilV74DJNcUXIm7ZT49CTL8+fP4/Tp09ja2sL169ez8e7tSuqV4wLI9t/b28OHH36IycnJzLZCG5JKSawfr7Of6fVUe1EIYZ+KO8giOhIMhquT6tdFA4S/UVQlV+YE8vEGirKNx7qoiH4Q6UWNrlR51K3s7QFcvYBOvpGdnR2MjY3hk08+yaQKtc3oZE+SBG+//XYWvckVXz0SpEdXZpYTY2D8zJgZALkERbxf7Uj9tjvhU1pylWdKAsbAcJPpzs4OarVaNkm7gf3A9mLf6gQFOqkKpqamMqbDtme/6DnTmhx8Z2cHi4uLWF5extraGt55551cHhwyK6pXpGd6ejpjAN4ACyBLZl6v13HhwgV89NFHOduMLtCsi0pZqu7q+PFpPhW9mM7QnyrAgX/+fJohQlfWGNRFyM8c6Lp6xgZ6L6gK02g0urqby4ITj5JHs9nMHchFhqDGaqZfZJ3UlehVGE5qqkfLy8vY2NjI7Exra2toNptYWlrK0jjwfk4MVTk4qL3BWNuBDE7VLYLfmaqTZZYFaSVj5Wd68LjyKmPVBUHHgh8DnMya5Evv4ef79+9nLmsyUDJWxqmoS58TFki9jY1GAyEEXL58GVevXs0lHFcvFfuaEivbj/9j7cbF9Nq1a5nko2OCbaL9ouOkXq9nC5iGeRRB+zGGoWcwAPD000/njGy9mAM7laLmk08+mTtSAuh/1eQzFMeXl5d7ZvPqBY0p0f06W1tb2QTyGex1oOgfVyh6Tii6U8TmCvvuu+9mrk16vXZ3d3H9+vVcAJjaUiiBqPHU27uAzmJw9uxZtFqtnLFcGZ2ZZQm4+mX0Dx8+zNl1eE3tTbpBU1dn3kuVQN/NxFmkKWZ7mZyczPUZGTDLUjf72NhYxqjUaN5qpekauHOajITtoqEB+m5udyiSvj1arRZu376dY7xkeixf242qHG1xbCvv8dI+ZDndMBJGXmZUpy7b7RQ7IL8N4MGDBzh//nxuJWDuk0FoVyanurXUt2e5/thZr2oo4wCQU3W0Y9V96o3O3mBH/d9PdFV/CO/J8vR4dZViu8avsH28xEgbja6mvu3MLMstq/E1aqjlhKcIr2ok7US0keh7VKVSu5t65TT3iTJH7mamLY+SHd9HRuETmrMuHC/qfmf7egOs946dOXMGExMTWFlZGcj2R+lMJZgiOxrQUc/Yr+wHrz2IChxdKUZCgtnY2MgGkUZCEpwo+p3WcQDY3NzMjJxs3EEZK42HarcgkiTBuXPnct9jiNl+lBH4+hXZMDhINCpZ1QFKQcpQ+Vev1/eJ8Orm9QynyHai7cz6kTEU0aXSVtFqODs7mzutkHXT9qKhlHVWhgt0YpS8mpIkSSaxTExMYGpqKlvJdW+WMi2u8vfu3ctFJFMi0lMalZGoc4J0KuOT+s8WAAAQvklEQVQeGxvDzMxMRhvrr20eQsjlDyoD31+0/ZAJku4iNZ9jgB4+0qI2Gt7XDUNv5AXyQU26WUt/9xNS7+HA0FWE6NcOEJMwiFarhWazmRuUMah+q2X6+1Wy8R4ZpZvPsuN1hdI6aptsbm7m6ul3PuvqFmsfNQbzN7XVxOwbygS7qUacAAAye5SXWjmx6U2icVTDE0ifbuTk+UPqhWPsTiyGhK5cVU3IRDWsHugwYj6r9KrU5NuEthxlxt5TB6TeQ5Vyi9ou1u4cFyp1c1uEMlSgYzxXZhSrexkMvYqUJElWwX7q6juhqKGOAmXUJN4HdCJByz6jA1MlFk4sDQQD8iH9nICUXjSznLqTY1v9gY4HQlWxMiI7y9ZUAGb51Ai8pgbRra2taHkqfXGCUsUhPZ5pc1LxM9UAPRNaVV++R9VAZWxq9wkhZEmi/AJEmsjMlAbWhfd5+nQXOu1o3cZvkYeV/VSv11Gv13MucdZf1UZV28ggqSKxvvqekVWRfEf18xwbRleaw2Iu3UTVsoyQdTx16tQ+O0y38r09hsZZXYmUCalhWI3HnIxc0TQfq75f9XavTsWYS+yYF7WfaJmM29B3Ue27c+dO1iaxNtBVloxB1ZPp6emc9MdyyAQ0mJLq1N7eXs4zwmtq/KWko94ofb9uRWAZ9Px575lXEVUiVUlIj3jthtj49pLryspK9l6q0CGE3LEtfC//P3jwIKe2llXXhl6CMbOgMSDKYfsoI3q/Xi+7EvO5mMHrMFGGRg2aUoajnzXnjZanz+q7vJ1AoWoHUByQqG3pV0PfzjE1sCzoGfTSHCXC+fn5LF+K2mi0HrrtgUxCs+7TK0W7DetKaYxSBiUAn+dXJQpOYpUcyfxjBnXWkWkukiTB3bt3SwUJ+vaNjSXvCGDgItBZjLX+Gi7BNpN6DybBmNm3zeyWmb0l1/7COgfff2hm/92+/qSZfSK//bE887yZvWlm75vZH1gf4oi6S3WA91rpe+n6LGdsLM3EXhZqE9J3HSbKMNCYnUVXHQ56YL/E5dUF/5zez4mk3qqYrq9lx+qj0lkZSa0bOFEpEeiKTFGfwZX+yBIyStaDAXkqidA1HDvuRJmB2jQ02ZZOXp3EakP0ElXMpqe06cIRgzI1H86g0EVEy2RwINXA8fFxLC4u5lQ5HwLQC2V6988AfFEvhBB+OYTwbAjhWQB/BeCv5eer/C2E8A25/kcAfh3pWUlP+zLLwnPobqueD67TTXh6TwgBm5ubOU9FEfzk0s7Xa4NOHEUvBll0jxe7OeFo1FNvkT6rKxnL0MnoGYP+px3ET15fLz2SRCUrHehFNGubqq2I5aqnUGM4fJ35LkohALLYFR+GwN80nJ5l6wpOmkkbXdrqxeJYo8E6Nvlj/UuaYp63ItTr9Zy3R8vz0qpfoBgZniQJms1mjokDHaN2mXHecxaEEP4VwMex39pSyC8BeL1bGZYe1HYqhPCDkFLzXQA/3+vdJerW9Xd1oQJxkZ56Mzl3L3gXctEKoapXL8QGQlHZ/j1e+uj2nIq4FO29uqJlmnX2MHH/C5NEqRtamQMngadHk4J7D5qvcxHN/rpKA0mS7ixWVYWxKnyfd1WT4XLTIVUYvou2EzJCNYJyrJAuALl8MX6Dqko+SruXFpUhansyNKKbykNQeusmvfhr/joZoe4K9+PUh2nEcNBl9vMA1kII78m1p8zsv8zsX8zs8+1rF5EeeE+stK+VgnaiR9HkBAaL1u0H/jhYwqsfRdCObTQafatZuhKVeZYTRJmCl2B0AupqywHGWAqVUvS8ZD7r+8QzIm0DHyWq11WFiZXHoza2t7dx8+ZNjI+PY3Z2NpNEkqST60SZMXei37lzB1tbWznVhsyBK7cag9mGXoLSuuvu9W7SmEo8ajjnNf08OzubtQHbMdbO+oy3zalEquX493l1l9HAk5OTfUdfHzQO5leQl15WATweQrhtZs8D+Fsz+5l+CzWzrwP4Or93293sxfxHCaZC9CoSgOgK5u/jAOEepFj+kzLgAO3FUNVmwO8E25Crv7oi1Qam9gVKKmosBvbne+GApnSkE6ko2I7v05VcpRUyGG+ETJIkyy+jahiNpTQA+wA4PTGR9FCa0b1C7EPmz93Y2MjUM83gRwlRma7SqPExupkwhE4idgXP6yKTKLNdgFBauTh4+wwZljJhHZ8PHz7Mjq6ZnJzMtUk3DMxgzGwMwC8CeJ7XQgi7AHbbn39kZlcB/BTSg+6X5PGl9rUoQgivAXit/Z4Qm8Du/kHJOBDKMgNVGXR108CsS5cu4c6dO1ki535R1gMTC/SilMDBxVVZQ+ZZPu/xXiKViNSwrH1Dur36qHWn5KGqCEPz2Wa6NYB1AJAFCurh8SqRMOkUJRL1BHqbyqlTp/ZJe/qf8TlkxpoHxhtylRnqwqPtQHq8Ws8yyNz1ubLQSGtdKNiPRVtR/JiixEjG6M0FMRxERfo5AO+EEDLVx8zOmFmt/XkZqTH3gxDCKoAtM3uhbbf5KoC/K/uiQRlIGSNUGfQqo9t7tMPm5uayTp6bm8OFCxdgZpkNoCio7Kig7RqTElW60MmlK7NKCCrt6Dv4p1IIy1JmS5C5qRpG97NmI/STQFUWlgPktxlwg6EyUEpWirt372Z2OV3pvc1qamoqm6x0m7MNPHOK2WB0H5i2T7e+GnRMaxk+mJBt4BlNTNULIewL5ixCGTf16wD+DcBPm9mKmX2t/dNXsN+4+yKAy5a6rf8SwDdCCDQQ/waAPwXwPoCrAP6+Z+0OAO3UIq8GEfMuAZ24gF7SQWzw6G8c4IxhqNVqOQPa0tISVlZWBjrB4LCgKgn31tRqtcyoS0+K0gPkXeVesvGTn9KNqi9JkmQpAoDU7sGjTMmAgY4qzLgeP+C5qlIKUJeqesF4j54DxPp6xqSSm/+NoFo1NjaGe/fu7VM9WD+2QVHb6x8Rm9gqIR4WFhcXcykqtM5av0EwEoF2fd4PYLAzq3Wl5qpJw+ZhQ1WFRqOB3d3dTM9+lKBxkaoCxeWJiQksLi5ib28PW1tbmX3BqzxF8GI3n1Mbh0oSmpZCbVYAopOW11kHhu9rvVgOFxC1K6ldQt+n0pGX3LydyDM70uTVR/95ELCfKEGS6fOo2IOA9dcd4QD2tQnvjdERRjVlZr/Q1aLfDlWxn4P9qKQKrRsNvMcBtpPaS3SljEkl+j826WM2GoUygiRJMr2e9dAB7hkUmZI3RpJBqRGU99M2w+taf7/J0TMVIG8kVbo0Qlfbh5/VaHrQhVwNrkD/h9ADHQbiF1+2O5lYzCYTcwyUemfftRwidFsVhl0yU4Qw2AFvRaDBtqzhV9UjTsbt7e3s8DO2s4bQ8zmFj7JW4zYHtTfsKlPj9RhD8fcpI9Byi2wdQDop5+bm9mWjUwbgpSuVqtQlHWOwvg70XPkUo7GxqfaimIfIq2a9+leDKQn1ylHd1UhkSkZsA0pMB5K8Bn5yCHAUTKRI1+51P1Gr1XD69Om+31tEixojy0Izl/VbB500MzMzCCFk2c400Kvoec8IgHw+Gb+iK8PwXiGVAnq9R+n16SX5u5llR4vE4jlUAvESsDLEGI36DKUBMhrSobTyPyWrycnJLJeQr1uM2Wl7lYWqixo0qLae+/fvY3Z2NkvmxTHRy4lRhJFmMEeBosFTFq1WKzP2HVZ95ufn8fjjj5d+RpNPl4GvK0Xl3d3dXFi4NzB6I2Sj0chsLJoGwEsj+qf7ZmLSTbeNfb4efI9OHN3xzKA7uoJjScNixs2YZ6yo/cgAaBSP7RXTetG4+uDBg+yMKjIpNaarCqP1itWB9Yjtl5ucnMx5u/zzZob19fWclygmFRa1hcdIMJie+x0OwRVN9MsYfANzxT9M6arZbGJ9fT23lf4w4ScAV12dHHSxx57VycCJbJYmGafIr2qMlyBUaoi9I+YB9JKPj/Xge/zqD2Afk/QBZr3ayMMbRdVTxsA/jbple01NTWXfW600V6+qLH5Sx8IACC/1qEqm15hzV/MFsw7apoxWjgWy9jPfRoLB9EKZzi8Ds/S0gH5VkqMEO3N7ezt6vGeZDZpl7vHwAzmWJsCvcDwxEkDOYDoxMZExG59ci2VqDIbHqVOn9hnBvfriv3PCaC5nfx8nWC9bVZHaTHpUYiMj0ZicWJKzJEnwzDPPYGFhITeJKZ14VUxz9XgVi+0dW+yK4NN0aE4hVWNj7VPWtgeMuJu6m5G3LDTsPEmS7JzkWDRlL0bmB28/meq61U871GcsU6NjmTIomtOe4uvsbSca6erVHa/6+G0EPKp1fHwcFy5cyM5Q1mhcID4RVGop4xGkJKJto4blmIqndPQ7lpRmlZ7872o3ibl7NbKYtPp7SAvbjd89MwfKqfa6MGndffvxPWUMvWGUj46NdQ5QvjGLREo1Yvkw7kHe5Z/h57KTPwYyKb3fez36sfQnSZrnhNvx1TsCFNPpVZpWq5Mqku2nnhX+sV3NLJdqUldQtpFndgouAHx2bGwM8/PzaDabGV1arj7HdpyZmekZLd2tHWIMmX+eEavqpWWqSqJMP8ZEvaRCd3wRs+oHmoisG3qNT2KUGcwdAFeOux6PAAsA1o+7Eo8AnxY6gU8PrU+EEM7EfhgeY0MxroQQPnvclThqmNkPKzpPFj5NtBbhRBh5K1SoMJyoGEyFChWODKPAYF477go8IlR0njx8mmiNYuiNvBUqVBhdjIIEU6FChRFFxWAqVKhwZBhaBmNmXzSzK5Ye1PbqcdfnoLD0gLo3LT2Q7oftaw0ze8PM3mv/f6x93Sw9nO59M7tsZs8db+27w+KH8/VNm5m90r7/PTN75Tho6YYCOr9lZjesc9jgl+W332nTecXMviDXT9TY7gq/92EY/gDUkKbVXAYwAeDHAD5z3PU6IE0fAlhw134PwKvtz68C+N325y8jTSlqAF4A8O/HXf8etL0I4DkAbw1KG4AGgA/a/x9rf37suGkrQee3APx25N7PtMftJICn2uO5dhLHdre/YZVgPgfg/RDCByGE+wC+B+DlY67TUeBlAN9pf/4OOofRvQzguyHFDwD8hKWH1w0lQvxwvn5p+wKAN0IIH4cQmgDewICnfx4VCugswssAvhdC2A0hXEOai/pz+PSMbQDDqyJdBPC/8r2vg9qGFAHAP5rZjyw99wkAzob0xAUA+D8AZ9ufTwL9/dI2yjT/Vlvd+zZVQZxMOvvGsDKYk4ifDSE8B+BLAH7TzF7UH0MqV5/ImIGTTBvSM9d/EsCzSA8e/P3jrc5wYVgZzA0Al+R714PaRgEhhBvt/7cA/A1SUXmNqk/7/6327SeB/n5pG0maQwhrIYSHIYQWgD9B2q/ACaNzUAwrg/lPAE+b2VNmNoH0DKbvH3OdBoaZzZrZPD8DeAnAW0hporfkFXQOo/s+gK+2PS4vANgUdWNU0C9t/wDgJTN7rK1mvNS+NtRwtrFfQNqvQErnV8xs0syeQnoI4X/ghI3tnjhuK3PRH1Jvw7tILe7fPO76HJCWZaTegh8D+B/SA+A0gH8G8B6AfwLQaF83AH/Ypv1NAJ89bhp60Pc6UvXgAVKbwtcGoQ3AryE1hr4P4FePm66SdP55m47LSBnFebn/m206rwD4klw/MWO711+1VaBChQpHhmFVkSpUqHACUDGYChUqHBkqBlOhQoUjQ8VgKlSocGSoGEyFChWODBWDqVChwpGhYjAVKlQ4Mvw/XFqG2KxqyeEAAAAASUVORK5CYII=\n" 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\n" 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