From 4ee627162f08f62a5abcd4b4bddbe3bce5624f9c Mon Sep 17 00:00:00 2001 From: Addison Wesley Boyer Date: Fri, 1 Mar 2019 21:46:22 -0700 Subject: [PATCH 1/4] Adding changes --- .../template_matching-checkpoint.ipynb | 321 ++++++++++++++++++ __pycache__/imageprocessing.cpython-37.pyc | Bin 0 -> 1458 bytes imageprocessing.py | 44 +++ template_matching.ipynb | 260 +++++++++++++- 4 files changed, 624 insertions(+), 1 deletion(-) create mode 100644 .ipynb_checkpoints/template_matching-checkpoint.ipynb create mode 100644 __pycache__/imageprocessing.cpython-37.pyc create mode 100644 imageprocessing.py diff --git a/.ipynb_checkpoints/template_matching-checkpoint.ipynb b/.ipynb_checkpoints/template_matching-checkpoint.ipynb new file mode 100644 index 0000000..567fd5f --- /dev/null +++ b/.ipynb_checkpoints/template_matching-checkpoint.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import imageprocessing as imp\n", + "\n", + "class waldo_finder(object):\n", + " def __init__(self):\n", + " pass\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Read in images, and perform gauss blur\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "level_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "level_1 = imp.gauss_blur(level_1)\n", + "waldo_template = imp.gauss_blur(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "62.0 50.0\n", + "31.0 25.0\n", + "15.5 12.5\n", + "7.5 6.0\n", + "4\n" + ] + } + ], + "source": [ + "# Perform downsampling\n", + "def downsample(template):\n", + " h = len(template)\n", + " w = len(template[0]) \n", + " new_image = np.zeros((int(h/2),int(w/2)))\n", + " \n", + " # Central part of the image\n", + " start = 2\n", + " print(h/2,w/2)\n", + " for i in range(len(new_image)):\n", + " for j in range(len(new_image[i])):\n", + " new_image[i,j] = np.sum(template[2*i-2:2*i+2, 2*j-2:2*j+2])\n", + " \n", + " # Top, bottom border\n", + " for j in range(len(new_image[0])):\n", + " \n", + " # Top border\n", + " new_image[1][j] = np.sum(template[1:5, 2*j-2:2*j+2])\n", + " new_image[0][j] = np.sum(template[0:4, 2*j-2:2*j+2])\n", + " \n", + " return new_image\n", + "\n", + "image_pyramid = []\n", + "while(len(waldo_template[0]) > 8):\n", + " image_pyramid.append(waldo_template)\n", + " waldo_template = downsample(waldo_template)\n", + "\n", + "print(len(image_pyramid))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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AH1Rn9W4BDg3b5WmXuxljF6/T66gy/PfkHuCnoyzzc+BWSXOqs323Vq+1RyfOAo04w3IHrbNmbwLfql77c+DO6vF04EfANuC/gSvbWMtnaR2fvAqsr77uAL4OfL1a5hvAZlpnHtcCn2nz+rmy6mtD1e/pdTS8JgHfq9bhRlrTBrSzplm0wnHesNc6to5ohXg3MEjruOdrtI6jXwC2Av8OXFAtuwx4eFjbe6vfpW3AV9u5njwCwiyJR0CYJXGYzJI4TGZJHCazJA6TWRKHySyJw2SWxGEyS/L/eSK2AMoAPJkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Display the image pyramid\n", + "for image in image_pyramid:\n", + " plt.imshow(image, cmap=\"gray\")\n", + " print(image.shape)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n" + ] + } + ], + "source": [ + "def find_waldo(image, image_pyramid):\n", + " best_sse = np.inf\n", + " best_location = (0,0)\n", + " \n", + " for template in image_pyramid:\n", + " print(\"Looking for waldo with the following template\")\n", + " #plt.imshow(template, cmap=\"gray\")\n", + " #plt.show()\n", + " temp_h = int(len(template))\n", + " temp_w = int(len(template[0]))\n", + " \n", + " for i in range(len(image)):\n", + " for j in range(len(image[i])):\n", + " sse = imp.sum_squared_error(template, image[i:i+temp_h, j:j+temp_w])\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = (j,i)\n", + " \n", + " return best_location\n", + "\n", + "waldo_location = find_waldo(level_1, image_pyramid)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(700, 842)\n" + ] + } + ], + "source": [ + "print(waldo_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(level_1, cmap=\"gray\")\n", + "plt.plot(waldo_location[0], waldo_location[1], marker=\"o\")" + ] + }, + { + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/__pycache__/imageprocessing.cpython-37.pyc b/__pycache__/imageprocessing.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e6eb330ce0f66c2112eb4b316e83cbfbc92b99bc GIT binary patch literal 1458 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"output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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AH1Rn9W4BDg3b5WmXuxljF6/T66gy/PfkHuCnoyzzc+BWSXOqs323Vq+1RyfOAo04w3IHrbNmbwLfql77c+DO6vF04EfANuC/gSvbWMtnaR2fvAqsr77uAL4OfL1a5hvAZlpnHtcCn2nz+rmy6mtD1e/pdTS8JgHfq9bhRlrTBrSzplm0wnHesNc6to5ohXg3MEjruOdrtI6jXwC2Av8OXFAtuwx4eFjbe6vfpW3AV9u5njwCwiyJR0CYJXGYzJI4TGZJHCazJA6TWRKHySyJw2SWxGEyS/L/eSK2AMoAPJkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Display the image pyramid\n", + "for image in image_pyramid:\n", + " plt.imshow(image, cmap=\"gray\")\n", + " print(image.shape)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n", + "Looking for waldo with the following template\n" + ] + } + ], + "source": [ + "def find_waldo(image, image_pyramid):\n", + " best_sse = np.inf\n", + " best_location = (0,0)\n", + " \n", + " for template in image_pyramid:\n", + " print(\"Looking for waldo with the following template\")\n", + " #plt.imshow(template, cmap=\"gray\")\n", + " #plt.show()\n", + " temp_h = int(len(template))\n", + " temp_w = int(len(template[0]))\n", + " \n", + " for i in range(len(image)):\n", + " for j in range(len(image[i])):\n", + " sse = imp.sum_squared_error(template, image[i:i+temp_h, j:j+temp_w])\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = (j,i)\n", + " \n", + " return best_location\n", + "\n", + "waldo_location = find_waldo(level_1, image_pyramid)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(700, 842)\n" + ] + } + ], + "source": [ + "print(waldo_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(level_1, cmap=\"gray\")\n", + "plt.plot(waldo_location[0], waldo_location[1], marker=\"o\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -55,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.7.2" } }, "nbformat": 4, From 7a0e9ca87057ed2f6e5ecccd38689d4265d19e5c Mon Sep 17 00:00:00 2001 From: Addison Wesley Boyer Date: Sat, 2 Mar 2019 19:50:21 -0700 Subject: [PATCH 2/4] Found waldo finallygit add .git add . --- .DS_Store | Bin 0 -> 6148 bytes .../template_matching-checkpoint.ipynb | 290 +++++++----------- __pycache__/imageprocessing.cpython-37.pyc | Bin 1458 -> 1458 bytes imageprocessing.pyc | Bin 0 -> 2009 bytes template_matching.ipynb | 290 +++++++----------- testing.py | 6 + 6 files changed, 228 insertions(+), 358 deletions(-) create mode 100644 .DS_Store create mode 100644 imageprocessing.pyc create mode 100644 testing.py diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 GIT binary patch literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T0 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", " \n", - " # Top border\n", - " new_image[1][j] = np.sum(template[1:5, 2*j-2:2*j+2])\n", - " new_image[0][j] = np.sum(template[0:4, 2*j-2:2*j+2])\n", " \n", - " return new_image\n", + " return image_pyramid\n", "\n", - "image_pyramid = []\n", - "while(len(waldo_template[0]) > 8):\n", - " image_pyramid.append(waldo_template)\n", - " waldo_template = downsample(waldo_template)\n", - "\n", - "print(len(image_pyramid))" + "image_pyramid = create_pyramid(waldo_template)" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 2, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(124, 100)\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", "text/plain": [ - "
" + "'# Show the image pyramid\\nfor image in image_pyramid:\\n print(image.shape)\\n plt.imshow(image, cmap=\"gray\")\\n plt.show()\\n'" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(15, 12)\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Display the image pyramid\n", + "'''# Show the image pyramid\n", "for image in image_pyramid:\n", - " plt.imshow(image, cmap=\"gray\")\n", " print(image.shape)\n", - " plt.show()" + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + "''' " ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n" + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" ] } ], "source": [ - "def find_waldo(image, image_pyramid):\n", - " best_sse = np.inf\n", - " best_location = (0,0)\n", - " \n", - " for template in image_pyramid:\n", - " print(\"Looking for waldo with the following template\")\n", - " #plt.imshow(template, cmap=\"gray\")\n", - " #plt.show()\n", - " temp_h = int(len(template))\n", - " temp_w = int(len(template[0]))\n", - " \n", - " for i in range(len(image)):\n", - " for j in range(len(image[i])):\n", - " sse = imp.sum_squared_error(template, image[i:i+temp_h, j:j+temp_w])\n", - " if(sse < best_sse):\n", - " best_sse = sse\n", - " best_location = (j,i)\n", - " \n", - " return best_location\n", + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Variables to store best_sse, and i,j of best_sse\n", + "best_sse = np.inf\n", + "best_location = None\n", + "\n", + "for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(i-temp_h,j-temp_w), template]\n", "\n", - "waldo_location = find_waldo(level_1, image_pyramid)" + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(700, 842)\n" + "1760 2800\n" ] } ], "source": [ - "print(waldo_location)" + "print(map_height, map_width)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -285,8 +206,19 @@ } ], "source": [ - "plt.imshow(level_1, cmap=\"gray\")\n", - "plt.plot(waldo_location[0], waldo_location[1], marker=\"o\")" + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" ] }, { diff --git a/__pycache__/imageprocessing.cpython-37.pyc b/__pycache__/imageprocessing.cpython-37.pyc index e6eb330ce0f66c2112eb4b316e83cbfbc92b99bc..a8ce820200f7f1fdea7df2c91fcd249629067e6b 100644 GIT binary patch delta 83 zcmdnQy@{LKiI{B0z~E(aF{O=f5HWK^9T$g0E*5dev*POf7$0RUq(5~=_I diff --git a/imageprocessing.pyc b/imageprocessing.pyc new file mode 100644 index 0000000000000000000000000000000000000000..412774a9784c6bd31cd35716f9ea3905502c2fe0 GIT binary patch literal 2009 zcmcIl&2HO95FRe|V<{?<`lnV-B~ld7B~j7@Xn_Vrf%+1(@PR@RAayD*;)zK8=|x*Zi>?8g`+_WNz(WDoK83~k0!*P%G--q*j0XJP)0Cy`$nhTR zELv#CKC^H>JC<|Tz;mu6Q#o8L&(usMg9M*EsUBYq5K1EKkI;rcTV2>;6vwH}&0B3V zy?&Fgbum2A_QK_h;iAaT^~8;zKAfi}eOQ~rbRH!d#zb42n&i=9?LI|5>}G5)mrZ5Y6|J^}ZCAxSdA+34r`6d_ z*C~|^!fCn6QguMw2fC=IPX`;R{eN7?cQ64Y4tX4*;2Y%k={`cAUw%U`*;I_cmgopO zxcpLlqk){`YwR`DZdn)`L_rcQtqm@8VWKQ}o4Q%xW;#gHD{TUsUh5z-ac~tCX=Elk z#8OH<79Ri&*%VZ-b&*@qipV4tzH=uq>eV8Y6h82LAtLSXgSIXOew;UjE1bXay7L;N;f?(3RUZE$K2ocfDiUh111 z`kX70o2xv#(l(Gb3X+OGHI-(VcXtwf%YsogToztpS1nRKQ-!<;vFw5P&IdJR0yC`z^$-Yq>+Kn!m}G z1#YRT@;94VXF)#w(6_;pl#^6oa36;IEEq+}E`^eej*pYnT_Js$jQJ(ESU_e#)r-3q zRadRLixLiaKe9cuoP#@Z*~mXda;q&&i=n=Hm@ZB literal 0 HcmV?d00001 diff --git a/template_matching.ipynb b/template_matching.ipynb index 567fd5f..9cddadd 100644 --- a/template_matching.ipynb +++ b/template_matching.ipynb @@ -33,247 +33,168 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", + "# Import needed libraries\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "import imageprocessing as imp\n", + "## \n", "\n", - "class waldo_finder(object):\n", - " def __init__(self):\n", - " pass\n", - " \n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# Read in images, and perform gauss blur\n", + "# Waldo template image\n", "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", - "level_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", - "level_1 = imp.gauss_blur(level_1)\n", - "waldo_template = imp.gauss_blur(waldo_template)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "62.0 50.0\n", - "31.0 25.0\n", - "15.5 12.5\n", - "7.5 6.0\n", - "4\n" - ] - } - ], - "source": [ - "# Perform downsampling\n", - "def downsample(template):\n", - " h = len(template)\n", - " w = len(template[0]) \n", - " new_image = np.zeros((int(h/2),int(w/2)))\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", " \n", - " # Central part of the image\n", - " start = 2\n", - " print(h/2,w/2)\n", - " for i in range(len(new_image)):\n", - " for j in range(len(new_image[i])):\n", - " new_image[i,j] = np.sum(template[2*i-2:2*i+2, 2*j-2:2*j+2])\n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", " \n", - " # Top, bottom border\n", - " for j in range(len(new_image[0])):\n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", " \n", - " # Top border\n", - " new_image[1][j] = np.sum(template[1:5, 2*j-2:2*j+2])\n", - " new_image[0][j] = np.sum(template[0:4, 2*j-2:2*j+2])\n", " \n", - " return new_image\n", + " return image_pyramid\n", "\n", - "image_pyramid = []\n", - "while(len(waldo_template[0]) > 8):\n", - " image_pyramid.append(waldo_template)\n", - " waldo_template = downsample(waldo_template)\n", - "\n", - "print(len(image_pyramid))" + "image_pyramid = create_pyramid(waldo_template)" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 2, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(124, 100)\n" - ] - }, - { - "data": { - "image/png": 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5ZdRFRcXzjCsvtpTSAoB/BuCv55yfmIKfU0qhQJ2lze8LL7yQZ2dnB5zFTjU0bIvcitRG9SMt1AOcmfcPDw9DhZ/n8eI6avyIuFtwPwPbyDwc6Qal33dF32t8qOsk5+lVwPmOdsKNIcNyyih8ahj9pkv3itwJ/L6UmR7FTUbz23XdcdHZkFK6hv5C+4Wc8y+ffn03pfTS6f6XANy7yjUqKp4XXMUamQB8CsBXc84/Lbs+D+DHAHz8dPvPzzsXu4mSOmuWcmTZckucUhqPPFfKVDLha+vgqO6H18uITMYlB7T/r/eiUfRR+FQppCoyTUdBu65b8jdK8Z2jnceFStnY0e+Uw/n1LhLuFXGhi+q/pWv5Pfi9RIVyL6qrEVcRI78PwH8L4N+llH779Lu/g/4i+2xK6UMA/gjAD593opQSpqenm8UTRcNHpv8oYt1LEBDaupVQ0TFK3uQxpUpWhC6aUqR+BDXhu3n/PDGSiMRIXVQKXXQuGkcVv3ScPHcp6TQSP3Wc/oLqyz7MffrvuhYSERGNiAD48dFii4xhI/Oz5Zz/HwClq733suetqHheMVYRJIquWov6O9/nEQ3kVJHhQH/n+WeRqOCikN/DeRimNFyXy2AYSj+MESOqV6n3URL1ukzpGuMYcYwul0Fp7F3X60LkDI84cZeRqCvj4bKosZEVFSPCWHA2oO2MvUjaPqnQsGZ6/x3QpmBRtm+XAu/hQBqVXypTEKX7Rw7pYbjVZXWY6DyXOVc0X13SgR+r+4bhqMNIF8NyI3/m0XtxEcmhhMrZKipGhLHgbCcnJzg4OGgc0FpHw3WaXq8XtrsF4mKg6owsmYYjc7nuOy9EKSqEo9zM70Wzfrt0NkeXybmLm1wEGhxNRFQ9kgC6aoF0cbRhnMvDOJ6jz13uiKvqY8NIAIqxWWwala9xjJ7SH7UaUtEiSuwEBj3//nstMzBMSn5XrGIUhV+qcqWLrWuRXSSC4ypiDtDtfwKGi23sQqQWdPnOzsMw2QNAd1OTCO7bvKyxRlHFyIqKEWEsONvx8THW19ebUnHb29vF2u7nKfBOwbQacYmzqdl6mIgOTUDkMRFH47ZUoThKsR+mlMCwXKUrLvAyYtkw5Qu6rn9RdHGQYbIU/Dj/fhi1opR8ehlUzlZRMSKMBWc7Ojoa4GxaNNVNvVEoTaSIR2b6LpNyV06Tw/dFpeWi/LJSXKHeQ8kx7BjGWNKVieAhXXr9khtEXRyl8evYIkNFFKdZGvcw0kzX+6DOaX+Pjo+PO4vDRrq738tIo/4rKiqGx1hwtuPjY2xsbDTWSO1oQ+qh9T6iDihESQc6PDxsHR/1K4soaFQy26/p9T60mFDp3CmlVunrSEfsQsR9HD42vV91jfBzSUfrCjbQIHCiK5NA57QkcUSha9H9+71H5v1ovKVAgijbPeL8zyRT+6qggcQNCUDckMFb+RInJycDPZ55biBO+uMxXY381D/X9UKXHlxX8ZiuKlJdEfZ6fn/B1f0RuSiAwRZMvJ7GhpZEPk1a9bFpFbGoxVXJOBXdXzTuEsHSl9+zDTT+Marn6ddTA5aLy3qNUvbHeahiZEXFiDAWnC3nPODgVeoVNTzvaqVEatPV6Nw5VNQckIioslPEqINLVDotylwoiahd5mcdk3NN5TDRODk3UXIt0M4DdJTiQ6NzRWMqne+yiLi9zk2X6b7E2bTLDxGJxJWzVVSMKcaKsykiM65uge70+YtEa0emXoXrRVGMozu1tdOJcx8vsxCNMypXFzm8u/L9ukoJlELQ1AnviMLhIs4UceQSF+jijPoODBPO1uVUd04e5dFFRZOicddwrYqKMcfYcDatixE5QyOLWFTKrtRNJpLt1bLmVkylbE7dvJ7/3t5eq3OMhmS5RazLQhrV849C1ojIWlviInpsyQKoXTfduqgZ7RG3PE9X1PvUz64TuzVTOU1X0HIXlyW6dDYdU5cbo+t6XaicraJiRBgLzkbn7jB6QFQ6nJSJ5ehKiKxyPGcXF3FqHDmw/feqA5Zk/PNywUrpLHpO5z5KlaMybNyW/GVdfaI1XzCy6HqgtVqXI6upjtvvIdrq9fT+S6F2XXOviK7TlSPnYxkWY7HYWDeSkx1Fw0eRFV0TGUUTRM5LoDtZtQuRMaP0Uul3XU0U9dzewC+KACF0YbkYFsUAlrrg6Lk9h1BFVHcgR7+jmN3l/uj1eucakNRx7UQmWogXjansygiIAhkumwFQxciKihFhLDhbSmmgD5qanz2DWvdFIVKkOixhp2JKKZtam747Z4tM00QUbuVFYvUY3h/FXW3s6CFoOediHtzBwUGL8ysXOK+obM65s02w33uX81/nNGr2rsfoONX4QVzEWTyMGBmdK8oIGCb7PHKbVANJRcWYYiw42+TkJBYWFhpqp0VynIJGukHUvpbHK8dwI4tS9Uh34TlLSj2v1ev1WkVetbQ5983MzLS2zoE1fCsqi8fP6jRXdFFsDbz2c7IzUOTGUC7ieYY6xlJOX6TvqEunq/caP5d0ti7OFmUw6DMcpiDvMAEBw+LKnC2lNJlS+q2U0hdOP78jpfTllNKrKaXPpJSmzjtHRcU3A94KzvYTAL4KYOn0808B+Jmc86dTSv8QwIcA/GzXCSYmJrC4uNhQmv39/ZYzOtLZlFLzGKdyEWfTXm9AnxK7fqFUMkpj0XNPTU01HCriXuyMyqaP3M7OzjbHuQVOKb7rQMr5u/LwSs744+Pjlq5Gzra7u9uUFOQ+5XQuTXQFN3d161QO01Ubxu+tlK8Y3bcGrbvEoVbbyI1xGSvmebjSYkspvQLgvwbwkwD+Zupf/fsB/PnTQ34OwP+Acxbb5OQklpeXm5vf29trKdBuJNDviEhcUb9QJPpwG/nHgEERwx+YLij+v7Cw0NouLi4OfMfP8/PznYstisHktssv6C9gdN9KaIDBxaatkXW7u7tbLDEYLazIb9XlEiFcFVDCExHD0kLWhdG12KJYzlIWSJQ/NyyuKkb+AwB/GwCf7g0A6zlnroLb6PfZbiGl9OGU0ldSSl/hg6+oeJ5xlWaIPwDgXs75N1NK77no77O1+V1dXW2ozt7eXmNUiGIGVZwC2qXlFFFEROTcLsUfRtSRpntypcXFxYZbLS31penl5WUAwMrKSvMdt+Rwc3NzraaPer8lx3NUSTnKn3MO0WXMIMHb399vxEiWqdAtuR6Pj+b3PNcDMGhw8IgeHQvQfx+6stYJf07avtnH1BXsoJIDr6Oc0Z/VsLhqM8Q/l1L6AIAZ9HW2TwBYSSn1TrnbKwBev8I1KiqeG1ylGeLHAHwMAE4523+fc/4LKaVfAvCDAD6NIdv89no9rK2tDehspPiR2brE2VTPcfNxFOne5TLQ67pOQK5LDrW8vIzV1VUAfU4GANevX28+k8uR+83NzQHoc8gowp1jc+6lRYS6ap6UOFpkzIgc57wOORy3Ozs7DWfTsRBRYVzOZWnuVX+kbshrkKOqEcU5as65dV3tGusuGX0v3BWkHNWlJA1ScAPZsHgaTu2PoG8seRV9He5TT+EaFRXfcHhLnNo5518D8Gun/38dwHdd5PeTk5O4fv16Qyn29/cbvcjNwqpvOGeLHN5RQHJX5Ljv02pTboWkCX9lZQVra2sA0GzJ2ZaXlxsOSBeAOrIjs3PXPBHOZbucvM79uq6h1kx3PWjAtmfW65iirHHnItzu7u42HIxFejc2NgbuLbJqKueJAry5HSZkjfekXZQ8CFstnFGm/TAYiwiSa9euYW1tbcBA4ouNL8DBwUFLgdaXopQUGaErkjuK9uZYuFiixfbiiy8CQCNWzs/Pt6JEIiNIZAwppcF0RaXrYin54LTvgfoKgcGGkl2RJ5HBwqNDdG6jhFugLypycbnqoAadEvGMxEhdbF3+Wh+LEhK/joqoJLYXNZDU2MiKihFhLDjb5ORkY1gA+oYDVz7VLExK5JH6QBzPx88l52mUZBiJmPw9xRsaOpaXlxvOduPGjeY7HluKXNnb22vdSxSt4RzjonF9hHIzchFuKUnMzs4298V9UVRLZGCJjDU8ls+F90kcHR013yl35Tj9ft1YpRE+LkZqBImLzjomd/uoqOgqw9LSUqMWXBSVs1VUjAhjwdlSSpienh5QdN10r+ZoNxFH0eWlVsCKYXQ25XoEqR4NHktLSw1n5pbc4fj4uFG8aQBQQ8Dm5iaAM7N3pDfoPAFxv4OujGLXz2ZmZhrqzN9p2Bj/5/2plBFluXNLDuXPTN0Jzsk1y8BdOsNwzUhvUgkgCg/j3Pj8ql5GLkt3DXXw69evN8EJXYamCJWzVVSMCGPD2SYnJwfymkhZyCFIiZeWlhpTMTlG1BC+1IUEaHO7iMpFdSy6XAAaXKzHHBwcNJzs7t27AIB79+4BAB4+fIhHjx4BOONspPhq2nZnrebIeTBsNF4PM5ubm2soNe9T59uDsD1/DzjjOhzv9vZ281wiPdQ5mzrK3fSvgc+cQw98jriKWx5VT48stK6Dc36mp6cHLM0ABnRyPusoPLALY7HYTk5OsLe3N/CQvWqUKvIUb/iyq2IdmZ25vUhqhB5TMpOruMX/+eD4Muzu7jYL6o033gAA3L59G0B/8T18+BDAWbSEGni6zPPu61EjzDBir4t8PPfs7GxLfNQXnAuA4q+KxL5YNI7SRUT13emC1bnQDIOuHgpdqkKpow9QzuJYXFxs/KQ3b94EcLbYVldXm4V40cVWxciKihFhbDjb9vZ2Q8nUsXqRAjwKp4DKKbrEDd+qslzaKkdVjgYA6+vrjdj4+uv9mOzXXnsNQJ+zra+vA0CL02jhnq7rEVEGgxtISLmXl5dbZSfIkaempprjSblVJCbXoSP68ePHzX3yOx5DTtWVVaHuBC8nqON3Q0cU1xpxuFJiKtAWr2n4uHnzJr7lW74FAPDCCy803wF9sZKqTeVsFRVjirHgbIeHh7h7925D2aamplp9wlShdgVczdAl8zEQl08DBsOf3KQ+MzPTUDLK6u70TSk11yE1p/7y4MGDhrO5geTRo0fN8Vr/n9tIcQcGMxiiWMPIyKK/39vba2VHqCOZ1J9jI3fY29tr7oscjfro+vp6S2fzZxHNr7p5XHfSEKuII/IapZy+o6OjsJASwXvmc6XR6IUXXsDLL/dznm/dugXgLFhhaWmpGV8UH9qFytkqKkaEseFsb7zxRkORp6enGypMqkeut7W11eg5bvVSB6kHKWtOVVRT3r9TM7lnX5MSkjIeHR01egpBiv/mm282HO3BgwcAzvSdvb29ls6ktUxoYqZ1UHsZkJrz3qNo+Kgoj34GBkvuAX0OQIpNdwvHuLu724xdORrQ5+T6HIBBt4tzabV48juOhb/Twki0fvI8HIcGXrt+f3R0FJYyBwYlB46FZv6bN282AeXU3cjZ5ufnW5kWw2IsFtvBwQFu377dLBBdbK6s7+7uNg/YFfKoII0aHEpFZ1JqN/nj9RcWFprF5smfXKAHBwfNmHgP9+/fBwDcuXOnZd7X9A2ei1s+8NXV1eZ/X9x0lQBn4iqvr1ETBI/VyHsuDI+4n5ycbOaOC59zuLOz05p7Xl9rb7pIrH5Bz5hYXFxsFrUTWJ5vZ2enZZDRReQpQUpUIvGcv/PoGT4DjQgigeU7MDMzEzYFGQZVjKyoGBHGgrMdHh7i9u3bDSWbmZlpRX5raQCKFM7ZIuqq0RSlaHjlbB7Rr5xNqZueZ3t7uxX3SM527969ZpzelUZjFKmc03l68+bNgZw4nwvnTKT4Dx8+bMZHTuFOYo335Hec016vNyBh6Li3t7eb4/ycaoxwkVEjbDiHWjaC31Gcc7ePclSeR2M5nZPTmBbl3ymHdW6nETqeQRBFIF00ebRytoqKEWFsONv9+/cbSqYVht1ke3h42FCuKIbOlVbVz0pp+5HOpnGPWnoOGDSM8Pqk9OQw5GyPHz9uxkeoDkgKT4Wc27W1tWYfOZtSfI8npMFieXm50TOoK3JMqtt6bCH1tM3NzVbhVdWXSwV/er1eK45VuZkXQiLXXl1dbcbL3/MZaIAAOZtz+6mpqWJAws7OTlgUiucuFU3SIkS8Xy3ZwXeFnHhYVM5WUTEijAVnOz4+xsbGRkORtPx4Vyk7D++UN1JfAAAgAElEQVQBYq4FDBbsjJrcO2dTU7zrQAT1lY2NjYaLcEtdand3txm7lr4D+nrZSy+9BABheBCP4/U1VMnLvZFjXL9+vTWWaGyUCjyMKpIONMLfHblqtdUxAGdc6MaNGwOcDMCAtc+tvO4C2N/fb+bTuaDqXlGOXynnMXIZaHFaSgNaXpHX4DtF7josxmKxsdJRl8IZVdDyVBCNY4zqv5ei/lWM9EWqqfUExQ4+yMePHzdiI7d8cCmlgfIJwNnCunXrFt72trcBQLPoaCDRGLyoOnSpAvPq6mrjE+Li4pj4m/v37zf7PNqjS7w6OjpqFT3i9dfW1pr7UlEY6C++kil9YWGh5Ud0o8TR0VHzexIszbLoKhHB7/g8lJDw/rT4ENAXyTUeFBhUIS672KoYWVExIowFZyM0drGUBq+UyaMDVFSMWrd6OTN1D5QyCKJuMlS6NU6QnILf8dzz8/MNBWTkOOPtvvVbv7WJwaP4SMo/OztbrCmv3NaTbBcXF1slGiJzeXSfvMdShL4m9fKc5F63bt3CK6+8MnB/ytm8dqbGe7qbJ0qM9WJAwxQ8UvA4PsOUUnN/qg7wWD5jujqUk/JcnINhUTlbRcWIMBacbWJiYsAQodwkKlRaqu0eUUlCW9RGPcaiTiY81qPfSTk1ZMl1H15/bm6uZd5XDkCORi5Eip9zbpXq01hDNwoop/AQMHIFQt0nvlUDiZdXmJ6ebqg59ULqmq+88kpL/+QxCwsLA7GXCq2yzH3eJUhdQR6vqe9KqQK03oMaTHgOPjPqbDr3EWfjnFOKGRZX4mwppZWU0udSSr+fUvpqSul7U0rXU0pfTCn9wel29SrXqKh4XnBVzvYJAP8i5/yDqd87ew7A3wHwpZzzx1NKHwXwUfSbbZQHcdrFhhRNS595+13lbE4B5+bmWnoJqdf+/n6RQ0U9ArQuBqmqm49J2TY3NxvqTHAcS0tLja7mZn417/NeNJfMCxtpuBd1H+90qjVEvEw2x7i5udk4wT2wV+/PMxJmZ2cH3BZ6L7du3Wp0NXJrWhwnJycHnoPek4bYeUa5Ov+9LgrvN7JOq1TkXI/X2NnZCbsD8TPfFeds09PTzfvgmR7n4SrNEJcB/JcA/iIA5JwPAByklD4I4D2nh/0c+g03hlpsfKhaz9+rKnVVq52fny9GIWxvb7f8N2rwKC02nVAvJaApPt6IQUsQUJziC6pVk3kcwXM+ePCgMdl7bOXU1FTz0tMIoQSoVHyIL45G2jtx0hhSQssH8HcUe3kva2trzf8uEh8fHzfim0e8rK+vN/t4XT5PnTfOHcVY3tvS0lIrkTaq+OWV2HSRuuFrb2+vVZKCi312drb5zqs7n4eriJHvAHAfwD9JKf1WSukfpZTmAbyYc75zesybAF6Mfpykze9FM14rKr4RcRUxsgfgOwH81Zzzl1NKn0BfZGyQc84ppbDOWJY2vzdu3Mhra2sD6fde+17FAI0mBwbFjahuI9CnqF4sRimaG2Jcadbv3GSsnM1zoxYWForRE/Pz8804vUTc3bt3mwJBTDol5Z2dnW0oPaFJp17qwEVOnSfngmoSd3EyquepGRHOLTXfj9yLHO3OnT49jrIiyL3UYOEqg7oQeLzn+D148KCYgLu7uxtGJwGDxrSoLZnn+Q2Lq3C22wBu55y/fPr5c+gvvrsppZcA4HR77wrXqKh4bnCVNr9vppReSyn9yZzz1wC8F8Dvnf79GICPY8g2v+xi43qP/q/KOqmyNonnZ1JXUlUtIuRhVrr1MgrK/Xic50Yp9yWV8wzzmZmZhqpqmj/H5OZncraHDx821J9lFXj9+fn55nc8F7lm1FssKirrjRmjev4+tuPj45Y7QEPl3O2iBigNbdN7un37dsPteF0+V9Xh6D7RnEeg/5xdr1JjRqknQoSop59njfd6vZZkNCyuao38qwB+4dQS+XUAfwl9bvnZlNKHAPwRgB++4jUqKp4LXGmx5Zx/G8C7g13vvch5WBBGA0+jJuhAn3p5tq9awSijewBqSmnA9A2c6QRbW1ut8m9qnXSu50VF9/b2WkVaNdtAM4D1niYmJlpdYVR383JxqkeQg2trWu7zXDXPQleLZRTC5VY6zcbwgICoHDihulAU7Av0OTh1Up8L3uPm5marjgqhDn4P4co5h0WA/Dyl4r3RPu0VN0qdraKi4gIYi3AtcjbViTxoWANQtcwccGYR03oW7u/S7GbPn5qdnW35YdQy5fVMvIPowcHBAFcGBvW7UnlszanyUKPDw8NWAdaoX1m0jYK2dU56vV6r2lVUrcp1k52dnVZ4l3L9rs6jpWDuvb295lyuC0fhdK4zRoHmei3PfXTJxeeF53SLrgZCewHhYTEWi435bPpyuVjHiZyZmSk2+VPxyGMjNfreKxtrgSFvC6uxdy4q6sJyt4JufbH44tV70aRVKvwcJ38/NzdX7OSjyY1Rq2O/nseZat5fVCLO63JqpE8Uk8h5c7VARWt1fgNnRiZ9wbui/J04aJSK17LsSjhW0b8UpaT5d7UZYkXFmGKsOJuKKC7WaWkxUisXZVS8cgqqfd08Kl6zBdxErGIk4dwryv5Vrhf1JAP64qv2FAAwEFVPsZdUVnPk6NSmyV9z1tyoFOXxRaX+eP8uOmlemZ9Luba7DDTnTnvD6bg1jM5N/zSALS0ttcrc6b15IIJy31Lvh0iMVHhIoDbj5HvT1RcuQuVsFRUjwlhwtpOTE2xtbTUcSwNISaVUB/PuI6Q68/PzrRokSmVLIT+zs7PF+hddTe4jyhYZUbQDj97T8fFxqygs3RgHBwcNxaXTXnU2HsccOR4zNzfX6tYT5ei5wYDH9nq9Zg69++v09HSYMcFrOLdUvUdrlegcMKBBz8XnqXX2+Z3n5h0fHzf35fO8u7tbvE+g7OCOOghpaOBFM7SJytkqKkaEseFsys22trZaDd3V2leyFKlV0Xt+5Zxbcrha9JyzqVWy1BBez+3WPaKrqOzh4WGr95ue2wNyNcWG+6jfaO0St6g65d/e3m7Nrzag8DQlQvVB55qqm7pjX4OFlYMCfV2TQQbkpHwu1NnW1tZaAeYaSuZl/XSe3ZUTlQ73Z6ZdXz2Ye3FxsZEqLlp+fCwW2/Hx8YAYqfUJI/ZfWjTaSN6btut33rYoSrj0hEYALZO4Gz70Gpos6a1x+XJpLCevr6Z/ilceraHxgJGZ3MfHedWm8/yf+/TcJfeJ+peiJFu+5BTdNKOAi83jGFdWVlpl5jxBVBsQehKq9gFg0SV+1sigKKrGi0MpSmUnolZew6KKkRUVI8JYcDaKkWrC72rrSkrIvCXNHXNOoc5Qb1iu0fjuDiDlnp6eDkVSjoXbKGOB+zzFXqv7ejSLRqzzu8ggE/WY47HkaN5yWEshcCwePKD5gp7ZrvPiz2BjY6P53ys5a8SKN31cXFxsiZ/u4Ne4Wb4jvLf19XW8+eabAM4yCZjhrlng/nw0EsT7SZycnLRUBuV0KlJeBJWzVVSMCGPB2XLOA+E+QFtfUMrkUfeqIHv8o5Z488KmqvN5PRM1/XuBUO7TmEGOQcvN8RjvcEPKv7CwUMyYnpqaanFSnS/C4xD1etRdGFWvXW20Y6j+Pur2o2FmnHOXKh48eNCY93lPnPuo35lyuK7MAb+u58Xdu3cPb7zxBoB+bhyAhtM9fvy4xdlUuol6KACDrZIdUYHcYVE5W0XFiDA2nE2bjfd6vc7yZB6+pIGnHpWu/a9d91LXgetsSt29P5v3+d7c3GwovVeKOjk5aXUJJadRjupcc35+vkV5db4850x1GXI06i6uyzx+/DjsRurz5PqyZqRzq1JCFODNY9ylomFXnh/moWBq0VWOBgBvvPFGw9Gcsz169KjR7XgvmjHivdHVeuvB5xG69kUYi8WWUhqIn9PIczdG7O/vt9wButjc16LN3z06RB+8ly7TFB3vvMJjtOY/x84FxZc459yMz5vF6316esnKykqrcX1kBPGkTE065aLmi8nPGxsbLXO7ikYegaIL26/Le9LFFnWl8efpBiy9jrssnjx50hh3SDAoOr7++ut47bXXAJwtMjWQqKFLt2rC97ZQOedWA0udi64Ioi5UMbKiYkQYC842MTGB+fn5hoNo/pJT/M3NzVZEhVJCjUIBBjmbVzaO8sqc62lhUkaqe9T3wsJCq2GiNkPkdbyC7vHxcTN2F5OUs0Utj6OoEM4PRVqKk179eGtrq1WsRsVB/u+RM5oE6hzuyZMnjQFGsyk4lx5xos/FE2+9JN36+nrDlcm91CjCwkjK0YDBlrwe5KDdfvistUGkR8EoosJAw6BytoqKEWEsONu1a9cGylerfkVqRycs0M5N0mI57kDWjpFuYtZwKw8PI1iyQc9FDkyKqMYMNXcDfW7icYjKFcjRyBW06Kl3oYl0Ni06xDnw6HfNpuD9etq/BgZ4SXQ1cauxRHF4eNi6F3XfqJuEc8brlzgbn6F2diVn063qopwDjtUNUFpKg8/RAwMiu0DUEvqiqJytomJEGAvONjU1hbe//e2NDK3UjhRRLYCk0Nwqp3Aqzq3WLnHqHBXXIaLScF6CO+JsatGLamMAfd2J+sUwmQiqs7neqZ9LRYTU4e4ha2px5Xd8Biod8L7IxThfKaWGI/GeVNdz94dybXcqu4V1Y2Oj1R9cm464GyMK2FbODfR1NkoRbind3d1tuUQ0k7+rHkoXxmKxXbt2Da+88kpLPAMG6z4C/QfgUemaRuGipW45YVHUvhey0UnWlBiFRt571ISKRr7INInUWxmpP+oirWzVh+hNIj1qQ90sNH9rVWlfbHzxNMlWI+s5NxyTR9NoVAuNNZrl4H7TyPjD63GrsZ3uE9P79WrU6p7w++R1tTGnFyHSllFRu+QuVDGyomJEGAvONjU1hZdffnnAo0+qSIpIqqMim5vyNfqB0PqCpX2RqMfrTUxMtCook+JqjpY361OHu5dR0yj3krEnGmcEj4bRqH3P0VOx1zsAkbNFYiTHvbi42Iq0oTtBqxbzXlS84xx6/p1y8FIxIc30cFGRAREK7XHAZxQ53Ev5elpezxNalSPymGFx1Ta/fyOl9Lsppd9JKf1iSmkmpfSOlNKXU0qvppQ+c9oHoKLimx5X6Tz6MoC/BuBdOefdlNJnAfwIgA8A+Jmc86dTSv8QwIcA/GznIHo93LhxYyBcy+VwUklt5evURymS17Kfnp5uHa/6oMcaargO9QSP2ucWGOxMAwxyNueWWi4gqv7LMZYqG2t4maftK9dSY4Bu5+fnO/e5E12752gVad4Dx+R6nBYYoqHK9dCUUsv03lXt2DvznJyctLrMEjMzM8VMeK387NdQwwqhZRC9JOKwuKrO1gMwm1Lqod9P+w6A70e/VxvQb/P731zxGhUVzwWu0p/t9ZTS3wfwxwB2AfwrAL8JYD3nzNrOtwG8fN65Jicnsby8POC8dWuicirXQUgBp6amwvJ23PJ4nlOpsjtWtWk8jyP1Z9iW9gxziqsB1N6xVM/nvd9Ud+uq2e+l1pSzUQ/TGh46fp0Lz2iYnZ1tBT5zbErV/Zionr9ydK+xH4XIRYV1OadezFZrmbgbRM/nUpA+Z47TQ8k0kMGd4ZqpcVGd7Spi5CqAD6LfW3sdwC8BeP8Ffv9hAB8GgFu3bmF2djY0pXp1Xq1s7Iq8muCjrbsMNCnUF5uWPPB4R261wA0fmEd7qDtC214BfXHLRUwlMr7YVJTyeVEC5EYB/zw/P9+aQ55HX2yPMoliHKOKXV5f/+DgoOVuUd+fX4eISkR45oYu8qjacXQ8x+1ipxJFL9+gYrMXLRoWVxEj3wfgD3PO93POhwB+GcD3AVg5FSsB4BUAr0c/zjl/Muf87pzzu8kpKiqeZ1zF9P/HAL4npTSHvhj5XgBfAfCrAH4QwKcxZJtfNkaPuqxEBVfcCEKqpSJm1PKV1Mpr0aeUWs3atc6gxh3qVim3dkUBzjjF/Px80Rm+srLSMowoZ/PokK42R8rhnGu5uV0d3+5W0MRUYpiCQ5pV4dw2KnegbhdVA3Tc2s7Zy1wQWhHZXStaOMqNYoeHh53Vr31e1VURGXCGwaU522nj+s8B+H8B/LvTc30SwEcA/M2U0qsAbgD41GWvUVHxPOGqbX7/HoC/Z19/HcB3XfA8AzF9ymkIDUFyeVopo3deUarlsZGqN5TiCLVLinMf1evcAKCUkUYIgtRZOWLUFabUDFGrNBPO6fScpPjKtT3mVA0CpWJLGnblpfCOj49bDSh1LsiturrJcCycLzraV1dXGyMP566rIrLev8+vvmNeiFUDBHxeonmt/dkqKsYUYxGuxVJ2am0rtXXVstGe86YBu1GrWn5HaqxhVFGZc17X9ZPoGs7t1HnrXXc0gyHqBlM6Z8RJnUPo76ifuP6rnWp8G7Wx1dw5Why91svOzk6rqA6vt7CwUCzgpNyB1404G3U2f+ZbW1utOjXqtnF9WyUQL9qrriQv7qS5hDznRdv9jsVi4w1ogl5J5OuKOIjKBWjTBk6u1z7c3t5uxfUR0eL2lBcVNX2riy2KfnDDjC46V/yVOLiRRvdFMZh6jaj2YZchSRevX9evoedUn1zUZNJ/x3n1uM3l5eXWy6/Fefg/oaU0nDio2MsxcZwckybP+niVaNeyCBUVY4qx4GzAYNJjVN6MUENHZKZ3cN/Ozk5DFUn5mVulNeFdnNQ4Oc9jisRW30YVhiMTesThXIykuLOzsxNSXI7fE2i9ZbLCjU1RNLwm55YkgGvXrrXKOGgUj2dFENFz95bHCwsLrbhWYnNzsxjXur293UgvnrGhdUqdo/m96XcaM+ulIc5D5WwVFSPCWHA2OlKV8rsOo5TflWyVw12HIXXXKG5SQC315m2F1UTsZnU3B09OTrb0SIV/F/V8i34XGS94PQ8/4rg1rlSLnAKDHC5qMs9tibNpQ3gf48LCQmuc1L1WVlZa/dmIk5OTVkyjBgQAGAjl0/vk7zW7ABgsieFuAW2x7M8z4mhRVj+Pq5naFRVjirHgbMBgq1x+9v3cljp/7u3tteR/rzGvx2upNKd8ipI1MqoX4pxK78PdGFH2uOp3TnkjzubFi6amplrR+t7TbHd3t7Nuh2dOR5kIHKd24SmVx9PiOl4mT10V3gI4ChQntF6JW2u51e5C7j7x983h0pPOBa/3DVnwh958FcUuUkddJ77LX+ambBUxPN1eF9R5i01jDSNfnJu5h0kv0XP6ufUaUfssT0PxManxJSo45IYcHbdmWOi4p6amwvILwGCTyii51omnv+gaW+ruEC074dsoQidyf/jz1DG42Ly/v99qnjIsqhhZUTEijA1nc1HBozZ0W6JIk5OToZMVGOQwHnN4fHzcqvGvHKbU7kgjM6JYTCB2TmvUhxtfNKPBqytrhL23AFZuTWOEV2JWA0DJhB8VTdLEy1J16Bs3bjTJtIz80BbGHrOqc+KN7517zszMtJzZNPZo9E+UK0d4QEGv12u1tlIxPTK+Af059Q5Aw6JytoqKEWEsOBvQNhY4R1PdwAuuaOgOKafL6uo8jXQYwivgzszMtDhLxHWdG2hpvFKkvHIV3p86dL20A/dpwR/OBY9dXl5und85xc7OTshleaxzeZUgvB0yOdvKykrD2ZgMrDlobrQhN3v8+HHjgqEuROi1vGyhcjaXYnT8bp7XzAQ14OhcppRa2d+qE1fOVlEx5hgbzgYMmsadeyjl90BVrf/hQbhqCSwVYr127VqLG+j1ovAsvS7HrFAKzJolDA/T5vHOSZVjkEM495mZmWlxHVLlpaWllpOYHILzpc7pyHrrJvyozHpUWMnL3GmbYt4DORrn4u7du00XGs9H044zvB7Hpo3pvcydWnY5Bh6j8+zFjjQ/0t8jtXR6H4BhMTaLreRXU6MAMFgL0BeGVlqKxMjILwf0J17FEmBQnIwqSekxGr3vZuudnZ1GTGK7XTaJ0Lg+XoMizfXr11sLQf1zKlJyXoCzBaXzwvkaxiSu14kqeJXqRkbuDzWfc3Gw9ib7fN+5c6eZF4rZmpoDDGYycEz6LF090GYaTig5XiUOWk2ac1Ly3UVRNMOiipEVFSPCWHA2jYXU7xSa6EeRwksQaHGdqG2Sl6mLyrA5h9Nrl7hXVHJBTccUGyk6kZJvbGy0uDMNDkdHRy03hEZUeEyjczjdR26ppnFPztWtO9pVjHQzeVfdSJ1fitLk6trMkN/xeK9wrPdLLqQObzeQqBvF41jV8a5irp5Tewt4WzIVW2tZhIqKMcVYcDZgkKJ2NZRX0z+hZQaiLAFgsIGgm5+1CrA7sLV0gVNu1Q9dj1POxuu4oWR9fb1VeEc78riLQ3UMjfUEBo03HqblRoIIOl8lg0MUytVVMoEcfWNjo9HVeO80ijx+/LjR1dywo8/OCyLpdd2NofMQGdiAwTmM+sK5pKOlN6KwuWFQOVtFxYgwNpwtKhYa7Y86jKiMXzLHap0QUkUtvV26vloaSwV4lKNGhW3c+qkdSL1wDznszs5Oq1Uxt0qVXW9VauvuAZ3DkhtDw9qijHjPMqCVcXNzs9UdlNuNjY1Wx1DNsvDgby+0G+XYqZThZnrN1XN9V8vDa60SvRfNFvAIfw0XdOniPFTOVlExIowNZwPigqqRVdItYVpLIur4Qrg+FVE5d2JOTk6GpeR0qxYqz2fTUC531GvAq4/x8PCwlXlMHUgbXHh9kig1J6oKFpVoAwbn3jm5VvVyvWx9fb3Rx6ifkZs9efKkFWys1cfU9wWchXtpn2/XafX+vR96FK4VccZSJbadnZ1iypXmGX5D57MRkSsgqhvpzlMV+aIX3A0d6sR0USJaiIRHX+j+Lic8TfB0PB8fHxfL3EXlDWhgyTk3L5ZHP2gsZ6k2pJZxi1wWPLeKu0B/ganRAxgUGbnIuI/HaiwmoaUPOD+Mrbxx4waAs8U2Pz/fzA/Hos/ek2SV2DiBJdTR7gWSNLInioP1ZzUszl2aKaV/nFK6l1L6HfnuekrpiymlPzjdrp5+n1JK/3Pqt/j9tyml77zQaCoqnmMMw9n+NwD/C4Cfl+8+CuBLOeePp5Q+evr5IwD+LIB3nv59N/rtfb/7vAt4pnZUeMWPBwZFESDmbFEGtZcw0xbAUYS/Gz26OJtz3aWlpYZSe4bvzMxM852bvTU3TwvNAn2O40aEqMG6N+3Te3QTvhocnNKTQz158qTF0ZSLcZxuNtdMa+eyCwsLDQe7efMmAGBtbQ3AmYN/ZmampR7w+jp3UYFcf6d0Dt3w5C4dHWdkIHnLTf855/8bwCP7+oPot/AFBlv5fhDAz+c+fh39Xm0vXWhEFRXPKS6rs72Yc75z+v+bAF48/f9lAK/JcWzzewcdSCkNyL9RA3vdeuBpVMqa6DLTRqXoIodl5CDX62lXGQ8rWllZaXEtch516HohVQ1/8tLZWqvf2/xGDdY9aFiz4qMCp7wet9pxleN1E/729nbLcBR1qPE8uOvXrzcc7YUXXgBwprNRt52ammpxHQ0edu6skoi/K6oHd2WyRxxNt5fBlU3/uX+nF6t8gn6b35TSV1JKX6EVq6LiecZlOdvdlNJLOec7p2LivdPvXwfwNjmus80v+s0T8e3f/u1ZKZTKxQ7lbM4xTs8b/k7DwS4Lv646pH0s2pHFXRSae+aWO2324Z1O1XHuZn3V4Tyb2lNJVIqIOsC4WZ9cTPUyb7Ch7g9CA5mjmiVAX08jRyOHo1WSVsqJiYmitTjq88176fV6Lf1fU5+85DyhnL+rotlFndqXXWyfR7+F78cx2Mr38wD+Skrp0+gbRjZE3DwXkW/NxciozWpU1iDqEeBmYM3pKtXqj3x+Hi1yeHjYyg/TUgTesokLUY0Z3keA5wXQMlHv7e21DEEa6V4ynmiJOx7vi+3g4KBlOFBR0V9QfZk9E0H9Z3R70BhCI8jNmzdbi4zioyeM6jk9KgaIiaAvCJ1TF001jrJEmE9OTpp9F81rO3expZR+EcB7AKyllG6j32n04wA+m1L6EIA/AvDDp4f/CoAPAHgVwA6Av3Sh0VRUPMc4d7HlnH+0sOu9wbEZwI9fZiBqEFAuFMFZe5cYGXG9KDKi1FwwGkdUKVgzeYEzLqIRHV4NOCoUpAYLF500sqOrFJ1nWDunm5mZaeXBERpZocYajs2j6NUMXmpArxWRyb24XVtba3E0NYzwulpmDhh85pHBivPlz08rIpcCICKuplKRG8OGRY2NrKgYEcYiXIudR8ldukraeWiXQilZFIXvMr1ScHdUK4crZZFrASEPbVKu4hRT9SsaDi5SVnt3dzfUtThed+hHZcHdaKLOfM+D0xA0z4TXa7kbQsPUqKv5dnV1tVXU1dsEHx0dFfvY6TOPQrNKhaOi7Ho/VvepLn7RDG2icraKihFhbDib5nYpdXUTd2SWVarnVEctiJ6prdtSCesua6TmqbnlTvUNjzhXSqqWSeBMz4l6Y6tp24Nvo5ocnB/XvXSflz2fmppqZVXofXsmfJRn6K6HxcXFhmvR9K/9sskBtQe3QoMGIv2spF9HpeqJXq/XXMd/35Xvp0HcF+VwY7PYtre3Bx5gxPaBQaU0WnQl40mXj033RUmk/oB90e7t7bXM82oM8ZdX79uzBFSs9HSSyDXiL9jOzk6xHZRuubh4Pa2hqMYdYHAuh8nGcEPJ3Nxcq86k1pssXS9SAbrcNo6JiYlWBkSXiBgR2KgK9mX9tVWMrKgYEcaCs+WccXh42GlyJaKWukp1SuKnXw8YjIZ3Q4FyUDes8HpqzPAERm57vV6RSiondnEy6sCi9+SN5zXxsdSKV+MSXZzTvLgolpLXLUW8R1kV6oLQfDu9nhZbcsOXim5dnWq6Ilfc/aFShqsFKq5HoiW3njExLCpnq6gYEcaCsxGRTuKhNBqCEzm13exNqLPXQ32Ojo4a071TQM1AILfi+NSRXfCYJ3EAAAw3SURBVHKGd5VqUM7mJbCVS3ubXy3nR86kmQE+Z1qOm7/xDjl6br+eciXXryLnMqE6Y1Rolvu6OBrQ5zgl14zGvPp5lLM5t450N72GP09COVvtYlNRMaYYG87mTdmjQGKgT3U8ZCfKPfPo+yhgVU3MXrhVHbruQCbVI1fQxu7EMBYr5WxOnbXjaZS7Ro6mwckcY6nRhLoXujgU4Xqk9sZ2h7cWwY3cA65DR3mGpRLuR0dHxYYpOga/F837c51Rg429jKAGOURSyWWtkWOx2BhXp4ut5M8B2pH1XYtNH0QkZhBcbBTH+IL1er2WX839V5pio/fEbSn2Lqquqy+jZwmoud5jMaNa9KXfT01NtepOqt8ueqE5Njdw6HncJaKZE6UyFVFcq5vidbFFRK1UH1PFV3d/aGmIrjIH0XONxj4MqhhZUTEijAVnSym1qvxGxVt0q/vc+evHAYN91jzvCmhztqiuvos3UY15H2eXqyL6LjKQOOWenp5uOG9XLKdzE6XgvBfnkNvb262ScDxWk0C9P1yErrzEiKN1lZ8o1RGNAiCUo3dxoZKBQ88Z7RsmUCJC5WwVFSPCWHC2iYkJzM7ODjgLnbpFmdNRCTM3DhAaUxkZTah/eSkB1W+IKFbSx6u4LCX0cCvldO44Vj3LMx6igjjKyYDBknRaDRo4K4GQUmrpRdQDgbaups8iCnvy+xzGSRxJAFGOG+FjUR3Mix5F0kE0Jg9SGBaVs1VUjAhjwdmosykHcGqnlMnNslEtEKekU1NTLYqkQc6lXmia1ezFXZX6lbrYKKcbRl8ZJkPdz6G/V87mlkrNmfMCrCwd/uTJk+Y47ajjY+D1OE+qB0a5bq4vXzTUydFl0Y0CCvydiZzauj2vUDDQzk44D2Ox2BwqJjmrPjw8bD1wTXUviU5RdLi+DO7TUhO3GwUIfbilphtazbdLWb/Iy6fEiFD3hNd95MLSSseMpfTqXtvb282c8X61EYn757xNsd6f+vk8RrUrir7LLTBM8qg+Z48TVWLs74P+vvQ8orkfFlWMrKgYEcaCszHqn5RFze2RcYBwxbarMXuUE6UiTVSyABjMxWICpIuh2gWH3ERjDqOxA3F+mItg+n+XGMp72t3dbbgWG8N7c8LNzc1WRWNuNfvCo0W01iK36kaJXAwcr8+BHuOcIhKR/dlFXKhUalAR5eaV3ploTNHcD4vK2SoqRoSx4GzHx8dYX19vKAy5AtCuna9ZxiX3AM+pv48omXLEUkzl3Nxck/tF3cepHMs6AGfcQ7MH3EwfmaojXeQ8ih/dy+7ubqOHkbPdu9cvWM2m8U+ePGn1D9Ds7q6G9yVuALSlD80e8LCprtjI6Dl5PlsUoe/baL66OJuOo1TmTsc8jBFl4NoXOrqiouLSGAvOdnR0hPv37w/kiZUK96gO5BZE/Q0poHIR5wIq43voleaZUXdhpH2UBUBrnrsJNKfKa+0Py9m6MoOj3C9vWxv1VCMndv1Vc9a8U6pmC3iftajjqX72eYkkjlJBJS0V6CUD9/b2WtkYGuLXVQxoGESB8MRF89nGYrEdHh4OLDZN7edW0/fdv6FJlpGBgcd4hLuKHe6T4rG9Xq9VFIfHqHGCIqYbdrSNLbeRCBaJxKXICn1RuhJoSyZqLc7jjTm6mhOurKwMFAbSbeSPVNGxVMxH//ce15zTyKCjjT18kamrxedCF3mJmEVELapbetHqWucu7xS3+f2fUkq/n/qtfP+PlNKK7PtY6rf5/VpK6c9caDQVFc8xLtvm94sAPpZzPkop/RSAjwH4SErpXQB+BMB/AuAWgH+dUvoTOedOEnB8fIyHDx82lGJra6vVapaUbXFxsZXKr9HppRJ4+r9zr4ODg5aYosdEtRWBM1FG6/LznBzb8vIyVldXm+OAtujGOdCtmrSdG/R6vVbUhHaM8cRSXpfXW1xcHKjRCQxyNo6XNfj1s9fjV87mzyPK1IhEeC0JCJw52Nm379GjRy33RVQGgtDruqqhHLYkOUTZClE2xltuIMlBm9+c87/KOfNKv45+Hzag3+b30znn/ZzzH6Lfzea7LjSiiornFG+FzvaXAXzm9P+X0V98BNv8duL4+BgbGxsNVd/c3GyUelI3UtKVlZVWbXjNreoyl3v2t2Ynkwt4k78o/d4pomY38zvGWmpTQ+dsGsLk5dQ0DMkd7vq/1/OnmwI4466cJ0oHUVEgdeJTL+O5+PuFhYVig8Vr164Vo+811tC3Ubced108fPiweQ80rIzz5YYK5WZeUkLnretdKWUpqIPemyiehyuZ/lNKfxfAEYBfuMRvmza/GuhaUfG84tKcLaX0FwH8AID35jMh91Jtfl988cWstf7VyaztcoG+3uCcgpR3dnY2LJlNuOlfrV/O2dQV4BzRTdRHR0cNdeY+1QF5Luds2p3FLWlaKNQ5aVR3Q2umkJpzXmhV5Bi1H4BzTS2T5x1LtZitm/ejEm+qh2pfBJ3fqE+Cc7YHDx40WQnKnXkvnBe3sGpx2KhbT1eWfKmolFoxL6qzXWqxpZTeD+BvA/ivcs7Klj4P4H9PKf00+gaSdwL4N+edj7GRqijz4fDGOLkAWv6cLtFA4x9LiYQaoeD1CfXFdJN9lJLh0QVarCYygkRpITzGF1uUXBtFbfDF8gI8OqaS30mL5Pg2KqAzTLGck5OT1vzyeWrrYF903O7s7LSIoFdG9nvguKN74LhLiy2q/BwRb02cHQaXbfP7MQDTAL54evFfzzn/dznn300pfRbA76EvXv74eZbIiopvFly2ze+nOo7/SQA/eZFBkFIrVSclc8fh/Px82H5WzxWhK4dMzexRblTpnBpJ4iJFVxGiUhaAXlcj3d0hq/cbncudyh5hc15un3MI5QZeFiEqc9AVa+gGEs0FjDgwMNgiK/q9IxIHo3J3pWyKKJ/yoi19I9TYyIqKESFdNT39LRlESvcBbAN48KzHcoo11LFEqGOJ8a0555vnHTQWiw0AUkpfyTm/+1mPA6hjKaGO5WqoYmRFxYhQF1tFxYgwTovtk896AII6lhh1LFfA2OhsFRXPO8aJs1VUPNcYi8WWUnr/abLpqymlj4742m9LKf1qSun3Ukq/m1L6idPvr6eUvphS+oPT7eqIxjOZUvqtlNIXTj+/I6X05dO5+UxKaeq8c7yFY1lJKX3uNFH4qyml732G8/I3Tp/P76SUfjGlNPMs5+YyeOaLLaU0CeB/BfBnAbwLwI+eJqGOCkcA/lbO+V0AvgfAj59e/6MAvpRzfieAL51+HgV+AsBX5fNPAfiZnPN/DOAxgA+NaBwA8AkA/yLn/KcA/Gen4xr5vKSUXgbw1wC8O+f8nwKYRD9J+VnOzcXBUJpn9QfgewH8S/n8MfSzwJ/VeP45gD8N4GsAXjr97iUAXxvBtV9B/wX+fgBfAJDQd9z2orl6ymNZBvCHONXr5ftnMS8vA3gNwHX0Qwy/AODPPKu5uezfM+dsOJtIYqiE06eBlNK3AfgOAF8G8GLO+c7prjcBvDiCIfwD9LMpGPB3A8B6PsuKH+XcvAPAfQD/5FSs/UcppXk8g3nJOb8O4O8D+GMAdwBsAPhNPLu5uRTGYbGNBVJKCwD+GYC/nnN+ovtyn3Q+VbNtSukHANzLOf/m07zOBdAD8J0Afjbn/B3oh9MNiIyjmBcAONULP4g+AbgFYB7A+5/2dd9qjMNiGzrh9GkhpXQN/YX2CznnXz79+m5K6aXT/S8BuPeUh/F9AP5cSuk/APg0+qLkJwCspJSYnTHKubkN4HbO+cunnz+H/uIb9bwAwPsA/GHO+X7O+RDAL6M/X89qbi6FcVhsvwHgnaeWpSn0Fd/Pj+riqZ9X8SkAX805/7Ts+jyAHzv9/8fQ1+WeGnLOH8s5v5Jz/jb05+D/yjn/BQC/CuAHRzUOGc+bAF5LKf3J06/ei36e4kjn5RR/DOB7Ukpzp8+LY3kmc3NpPGul8VS5/QCAfw/g/wPwd0d87f8CfVHo3wL47dO/D6CvL30JwB8A+NcAro9wTO8B8IXT//8j9LPdXwXwSwCmRziO/xzAV07n5v8EsPqs5gXA/wjg9wH8DoB/in7y8jObm8v81QiSiooRYRzEyIqKbwrUxVZRMSLUxVZRMSLUxVZRMSLUxVZRMSLUxVZRMSLUxVZRMSLUxVZRMSL8/8H0NSkXIhXyAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ - "
" + "'# Show the image pyramid\\nfor image in image_pyramid:\\n print(image.shape)\\n plt.imshow(image, cmap=\"gray\")\\n plt.show()\\n'" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(15, 12)\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Display the image pyramid\n", + "'''# Show the image pyramid\n", "for image in image_pyramid:\n", - " plt.imshow(image, cmap=\"gray\")\n", " print(image.shape)\n", - " plt.show()" + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + "''' " ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n", - "Looking for waldo with the following template\n" + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" ] } ], "source": [ - "def find_waldo(image, image_pyramid):\n", - " best_sse = np.inf\n", - " best_location = (0,0)\n", - " \n", - " for template in image_pyramid:\n", - " print(\"Looking for waldo with the following template\")\n", - " #plt.imshow(template, cmap=\"gray\")\n", - " #plt.show()\n", - " temp_h = int(len(template))\n", - " temp_w = int(len(template[0]))\n", - " \n", - " for i in range(len(image)):\n", - " for j in range(len(image[i])):\n", - " sse = imp.sum_squared_error(template, image[i:i+temp_h, j:j+temp_w])\n", - " if(sse < best_sse):\n", - " best_sse = sse\n", - " best_location = (j,i)\n", - " \n", - " return best_location\n", + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Variables to store best_sse, and i,j of best_sse\n", + "best_sse = np.inf\n", + "best_location = None\n", + "\n", + "for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(i-temp_h,j-temp_w), template]\n", "\n", - "waldo_location = find_waldo(level_1, image_pyramid)" + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(700, 842)\n" + "1760 2800\n" ] } ], "source": [ - "print(waldo_location)" + "print(map_height, map_width)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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1TF2/yukzl2mPdXBg3x1o4YCz0H4XLuDOzn561m/m4vlz5PIZFFGkUi6ynIhzc3KMyVnn+dNzcSTZmXNFFAgGg8zrJsmFDIKpEGvswTSSjN4sAdDctsiBSoUtO7ZgA2fPnOSNwyc4fvoEBw70s237DgRB4Y//3TcAuH79OtO3Zkgtr1AsZaiVa7TGmhlY08PKygqdne309fWRmBvlZ7/8GQCXLlXZuBE++clP0N3tIpspsbRocuzIRaZuLBEOdnHfwY+ycfNmAAa3zhJrb+LlV58n+9oSfes78LiDLM4mSS4oCMi41CAD/U468PU/3c7X//xrvPT8MdxeP6qrid6udk4eu0Y5N8z1q1O0x3rxeRzirFYsykUd2aog2iKyLSELEoooIQo2mAKWaOH1eoGV92WPHwhS0GSV9a39zC4tk5otc/zNa6zkF0lnS2iuEB2xFmRbwjZKeMNOUamxqQlRUrg1Ncex46e5MjLC1k2DHLzjEF09vUiim7oOLdEGAP7mr/6Mv/77/5Or41O89dqvEBUvLs1PZzRCWFGZTsaJrRv89Zi8bhdYJpVSEcG2KOZzJJNJurq60GtVVFkiGg6RjDtV6UqpSNDvY+uWzawUc0QiEQIBH9evXeTa5fPkM0ncbje2UXaq6ECtVkPXoaM9yrp16/C4VIL+ALlcDsProrFZJrOYJZuZBaBYquE1wbCgXKujmxaCIBEMhtCyWXKFPNlcjkzaqcZHwyE6pE6khTgulw9R8VHUwbJlOjrXsHXHHjAsPvzRjwEwdPYI165cpV6v4vFGMIslJDkAK/McOfwSx997g+TSNJLpRC7hBh9IFiNjVzm4fy/egI+nv/uPnD43xNT0PKFoM5966hP81m/9ljOpDU1g1sGt0b57K+3re8CtgSJBdgWqFUq5LM+/8AsAfvmLn4MosGvHDlRNJpVcZnRqll13HeDggQfxq17ePvwcF8+9A0CmaLGwlKa7M8bOvTto6whz4cIJrlyZ5cSxcSZGb2EaIn27PwKAINh0dG3hzgMtuBSLXDoBdo3GUJDUSpJoNIqsKiwuJOjr7gZAFRaIRBsp53WGhsa5MT5NuQgLs1maou1s27qDhqiHm1NOiuJyS9RNk6qeJBiCPTv34XG1cPHsJQ4fvobPG6aQr3PurBO9PPbER/jSv/lDXnrtWZ796RsEGhQMo87J6bOgK/StGeTeux4k4GsGoJCroypePB7PryMF0RZAEGC1MwFQq1bftz1+IEjBtiwafSHKfpup+AKJlQQlM4PmFxElC0ssUDfrbN7ay+YtuwDoH+igWisysGktnWu+wk+eeYHnXz7GW4eP0dPRxSMPPcyF80O8efg1AP7qm3fzyIOHyBWyDE9k8PqKlOws41cuQbnMzK0Z1tdlenp6ACcdqNVquFwuAoEA9Xodn89HPB6nXC4jyzJut5uODqdyn8/nyefzbN++ndJ0nbn5eTxuDVVVSSQSLC1M0xaLoq16PgBN1vD4FGKxGH6/H71WoVKpMDk5SVPfOlqaWqDfpFJwFjS5kma5UiOeWMbj9XNraoZsNk+5XsO2bTTVTa2mMzU1BUBg3XqWEstMTs9gmjaWpRLPlIjnquy5+1527dmPkckzcvUqAMVikaWlJZaWlnjqs48hRZugavLjf/g7xidG8Ac09u3fyuycE63FF+fRTA3BVrDrZZ77yQ8oFHT27j/Ixx+6j8Nvv8urv/g+B3evB2DtgYMg2GAVnXREqoEBGDZQgbYGZCMJilNZ37l/A48+/CB9fX28dfhNXnppiO7NLXz0U4/zyKNfhDJMTo9z7sIRAG5Mpnjp1bf50hc+iUtRcbvd7N27l727d5NLF5mdXmb4+k2+9/03AfB5NGyriF8z6ekM0RJ109UexjXQi1u1MGp5KgULl6zwyP2POmuQKjI8coNzp0YYujLG0hJs2yazcdMatu8cYN2aFjzeEsmEE66n03mkXAzTEMmn4Oi718jnhzh9eojEcg5XeA2ZdJFXXnoLgGvXpunsaeMjT3yWMxffYX7hBpHGAD0dIdqb+9i94yCdbT3cnHBqZXodfN4wiiJh2QImArYFIk57W5BsRMmklv9/u2r/Gj4QpKBIMgGXB708RyGXwdessb5/Iw3NKql0HJcm0hhqZu8d62hrWw1FxRylfBp/oAm3R2XL4HaGhhaxDfAHg2zZMkg02siPf/IMAD//2TM8+pEniS9ncHsv43IFmZ+Nk07GyYfCpOOLvH34Te68807AIYV0Ok1PTw8BnxfbNAgFAwiCQLVapV6vUTYNAn6nyLU4P8e1K5fBMvE2RnjhhReQJYGtgwOEQiGWFqYpFAqUqVNZnXXBDmFZFoZhkEwmyaSWsU2Lo0fH2WJalJpiVFN58iVnQQ1FxdTrVKtVwuEmstks9VoNQZExLWfMpVKJkZExAAKyhr8hgKqqVMp1XC4XUME0LVqaW3G3tIKR5Re/+BUAfr+fzZs389xLLxMMBkE3GLp0hWtDZxgc3MRnf+e3oK2RUz/7CQBvvvk6eq1OrWhw5O032TawmUce/jChhihtW7dwaO8Ovv4Xf8Y/fuubAHSePcq6dWtoaWkhGgnR1BTFNnX0eoVAMEBi9Bw//ecfc/Wy42W/9KUvsu2Je5g9e5bL107RvaaJB3/vy6ztHASxRi5bQHa5aG3rBKCUn+LacIJ//umzfOnzn6SxsZnFhRJel4fuLX10tNQxKm7evepEXpGODrCKVIuLFPM6M8U0k+OTXL10nv27N+NyeZhfWOb69VvUDMVZA8OFIHrQXF586hY6muPcffcBdu1txhPIkEqdYblgINhOzt/dO0AmJVPMicxOQbVymXQ2h2XbdHa2sliUqNdquKNBAC6cv8LCYoJPfeYTdPW2MX7jCuFwA62xHso5Cwkv2UyJUslxLKKgUKsZVPQSNiKW4AgzJEFElWQkGUTJosHnBwrvyx4/EKSAKnJl5QoL9Rlia11s3tbP4M5NtLQ2oagC4UiQxPwilUIRV6UJALtmIkyZTC3MMnx1mDOZOPfftZUDd26np7cV3Z0jVV/E0+gsZiI1i0SFzz31ALsHu3jzjbeYH02ykoHL2QxBfxMkxrh21OmR796/j5X5CaYnT/DEh5+kMdKKXZdIxQus6erj9MkzvHf0CA9+yCmieRSVo0fe5srwRb72sS/Qars4deUKiZlJQh6dZkqI+RKR1lYW8k76UNcGEINNzC8WGOhuAl3glXePIke9bOsaYOzmJNcmpqgJDhGG1F6qpo3hV1mxS0iaieGqsrgYp72zlSc++hSJVJkXXjsCwIkLw7RHDDSfSlGqs5iaJmeaPPrUk3zya18GpchLP/42QbdTs3jyyU9z8fxlopEWAo0VLF7D9B2llpmm0d8D+jJkTPY/+CAA+x9/kuqtWWbnl5AFFbfiYWUpxTP//GM2ne5n59Zt3NG2lpsTNwCYzx7n1iuv0eAXUeU6Ib+b5kgTlg4uzUemmMdMJ/neX/45AFJfH/PvnODFV95lfLTIl7/6x+zZ9AeUdAMbm2CrRFCpoaadzd7i6mAps8KJUysUxRNsH1zLA/s24iNPcmGEYKPMxv019rzjePGQILGQX6Sl1cf/+NufIZdZZOL6FRam4zzzzDX8DSHSJZvpBZBdzhw9/mg/G/rDDG7s4S/+45sMbG9k46AXU5jlxo1RmlpaUT0trGQcUnjrYoF3j59ncipBtUnlenaFdb2N9K9bS7VcZPzkOF6fF1/QqYuYswnKNZnRiXF6165h8+YmFpbiZHIuZFmlJdZOfHGWd087a5yuZNElE8mo4gr6kT0eKqZOvVpHsCxkU0aui9jG+zf1DwQpVEoVlqYWKJerFIpV8uWLXLh2HUuyMMwq999/LyvxOFa1Sm+b064qJFNMjYwTizQSbYrwtd/6FJ1dMQINEjNzE1y7dp6x0QkKeWfDbNq0lWx2Eb/fz6ZN3fh9j9Aaa2bo4gSZVA1J1ElkKpQqTo3gsjbEYipJJp/ndeU1wqFm7JrIzdFb3HPoASINIQy9xCsv/xKAfXftYcuWPs5dOsMP/vl7lLBwKQaJhVnqXuiKBZAEkcWVFHnT0UK0ChaaKpCJJ1mIz2NYJjULAsEQNdFmamkRdyjEujVOH34hUWZmchoLA4/Hwu9TMZHZs3c/n/7cZ3nwyY9h6QIbNr0IwHtHz3Ljyruk4lnCzRE+/ZEHWde3lR1bdtHb1khqcpQ3X36ejz78AAC6bjI8Oklr+zoi0TWIEvSvv5MNO0Y4d2WK69Pfoa9/Pdt27QbAFwhz5uxlrl8bo143SSyuUCtW8aguctdv8Maxi2TTGYIBxwvWjTrBQJiNW9fRHmtAtHSWE0lujE9jGjkO3XM3gz4Xksv5/is/+Ak/f+5VdNHNxsF9HDx0H7oJkigDOogizc3N9HZ1A9ASCiFMTVJcnuPy5askl6Zp8cnsH+wh2tSBKZcoV21Sq9veMG3ykkTQ70UK+2mOdBCKuhF0iC8WiCdqTC3kCLfE8QdcADzx2ONEAxbLSzcpldOEwl14fT4q9RSC6EVVG1DkEF63E0G+/OKPGLmZploXiDQ20dbiwedViS8skogv4vZ7sC0JUXZqZeHGKJZtMze3QEusDcmlEolE8Lj96HUb3TBYSi4xfsOJBmfmZ2hsakBBQAREG0REZFlGRUY0RLBsdOtfVKL/Oj4QpGAZJj48hFoasdwKBbNOulwgXSxQqpvc+P7rtERVZFNnenK18q1KxJpb2LNnF5FwiOu3ZpidvkEqM8vM3DimXULTNGItLQCs6W3BsrKkUklkWaa9I8TnP/84B+9Y5s3Xj3PkvdO0Na8lX3K6D+nUCjI2gm0wPnyNgG+OalFnZSmFaNTZvXsvoQaF0Ukntzt3pkhJL4BV5OrNqwRCHlyawqa+Vg4e2Mn2HVuZmJzn+dePUsg4ktZqvUjAJWBqYIoWotuN4XZh+fykDZ2iKBBoCBDPOgrCiZk52tf00tzcyMVLZ1BMCZfkY/eB+zh41yNguxFMi89/6gsAPPLAR6gtTyOoAoEGN4pLw9DBG27ESCzxxi+fxqzk2LKhH4BXX3qHCxeu8x/++pv4u3aBlcQ2VD755a9z7NgxRkfGOTcc58hFhwiz+Tx63STW1s7mTTtp7jKJxTq459B9rKykuXB+iKZos5OKACcO/4ylxDSL2Sq2u0JLNIq/NUDMDAAS08slEuPTPH/UETvdmJmip3+Qpz71RXrXbUHwRxAkkIBiqYRfMhAs4dfP37xhI6rPQ+5ajZmVRW7eSHHm3HWa/T7WrW1E1rygRFgRHCFPWbfI2TaNboVEJY1kZhCNPA0uD+1rQkRiKv2b/Zw6e5kL584CEJ9fwNsV5sbYFKrHJtzop2bWKVcMgg0dCFKU4eEEw2MTAEzeTONztyCJFivxLLViGXd7I51tMQY39PPsm8colUvIKaeLpdtgmAL5QgETyK6kkWUVQ7GoVmuoqormcuH2OSpXxaPibfDBSg3ZFsC2Mes6pmFhihKiaaPrOrb1/i9ovn0g6jZu4zZ+Ax+ISMGrudnSswHTrVHVZNJWHbFcwMjnsMt5SsUcgruBQiqO33AYrzkSRBdMhoYvklhaIG648Adc+AICba2tbNjUS3NLFEVxagqhhghuj0a1WmVlJcnCfJpYSzd9m3qJhCJs3jTA008f5V/4NJVL4PK7ccs18vkysl0lvVymuTHKSnKKk8fTiIpIOOBM4fzsCJW6zo7tazEthZZoiB1bNrF10wA2MueujHHm2i0Ktsa2PU7r88b1IYp6DqucZS6xhBpqxvKHcbd0kDIhUamxkkggrgpV1mzq4ytf/X18Ph/f+Y7N1StXWJqcZz6RR3NHwFAxKhUUvzOmaDQMIT/VpWlyiSS1ehVLN6i757h68QyvPPMjPvHxD9EYdc7IFAtlNg/uZtuOu8CKUCrWQPXQsN7P4907eRyBUirF+fOOTn98fJy2tjb233GQcHsHqG6cLSURi5ncs3Y7gbD/1+u8cfcGTr73JufOHuO9i1fRa1dwq24qpRouzUd3by8l3YXtddptH/r43dz74CM09W8BW8MqVKnroKggiwqoItVKiYnxUQBkvcLIzQmKeg1ZVjHNGqfOXqOQynDf3XvkXj3fAAAgAElEQVTZsG0t3uBaSobT/quWalSsGprXBaKBIFSQrAqKyyaXSqNKUdrbY3iv20yMO2noyMgIbnk9o6MzNERdRGNh3L4gkiKiub3Mz+V4+51xzpxzjhmIQhM+TwuFfBK/J8SnPvkYd+weZHZmlJHrl1FcApIOdcOJHg1boVw1qNXqhEIhREGmVCphGAalUgl/wMvadWvYtW8PACU9Q7GURqvVkQQZVXNj2SIls4ZlQaVao1aqYhnvP1L4QJCCLIhYuRKzc4ssY1BwaRQkkeVqlWy5Tqylg5JRwZZd3PeQ0xq6a/dGZm9cRTSKDO5YS03qoCUWwRcQ0NwWimpR1ytYlqNEM2tVMsUClmXgllWCYQ8yNiuzc8zNrJBPp7CtJWItTlEv1tFIz5oe3H4fdcMmFIiwMJ/k/JkhbL+LUilDvW7Q0evITQc2bcbllRjcvpXG3j7iMzcRyyXGhy9x4ux1Xjo6hC/Wz4OPf5Tf+/KXAPgvf/cNZobPUsxaTCeyJOfyzJdslDaR+ZnrWG4/993/MGvWOCrOUqlEqrCMy+/mD/6nf8fTP/0ZL73wPEeOn+Xa8A0Gt21D8amw+s7FxTkuHH2P51/4BXMzE0SCAexaDb1SxatCR7SBDz/8MJfOnAHgxo1J7n3ks2jRFuyCiTfYDrIFmQzIfpAVvG1h7mp1DjjdVdedJFZSQBLAtEGWqJZ1TFHF06hRw/kYwBNq5MCjH2HbHQcZG79GPpsjHI7idQUJh5tYSaXw+T24vU7+3tAeA1HFKFaQNRXR60NWnfOBbrcbjCK2qVMtOymfZVaJRhqgXiPocmELArO3Jnn72CwruQr7MkXae9po9DralZqRQ0IiFvDjF200UcA06lCvo2CQTZcxdIlMOo7s+BY0l5tixWJmMc36O3YQbYmhmyqzC2Umb93k5IkRLl5MUqs7cvkHHnoAQVQpl8/j9ph0xJopl5Y58s4rnDw+Q2hzEyupJILodJgC/laq1RLT09PMTk0TDAZpCATQVDelQhFTrxMKh1m33pH7j926xvkL06wPRlAUlVK+RDKTRZBUejp7aI+141E9nDxxArLp92eP79dw/5vCsihnMqwk4ixZNcpBP/WAn7pgY8sSqstNczBCMamjW04V2KKOP+Siu62FSGuYXDqIz++mXElTrecolSrYto7Pt3p0WpKQRJVkMolt2wQCHhbm5jhzaogbE3NYpsT992+mq6cbgMaWRrq6u7EkgfjSCisrGTAyxFtdFAs1YrEQhlEnX14AoLpoomgi8fgwI4kyYgV8NqgypKouGjsG2H73h9h36F7SaUdZ5nVJRCIROnp6SJYFMpMJRKoUTY3EcppDh+7lgUceJ7daU3j7Zz/hyj8N0d66jqee+iIPPfwYieUVTh8/ypETxxncto3MzC2Ov/c6ABOjl3jx+Z+hygLbNm5kY9963JKCUa7TGAowuGWAlWSGUyedfLm7t4fHP/5RcMkIVZ1KNs/ozRHa3AqVcpnkUhLBtAmt5vB+rwdRFFlJr2AINksrK6wZGKB7/QZcHreTE2erqC7HyN2iiOAJ4fH62d7USrVaxeVtABOwJEJrVrej5bTbkJwzH7LPIWrbgJoOerWCXzFQymnKhRzdXU7daN/+7TREG8HnZTZVIFfROXP6AufOnOLK2DITC2/Q1BbBk3f2hCIYuDWVTn+EkOjGpQYoFTPoxTKiIRMNhvEFo4SDYTTnFZhZzCAqASJt/Ry66z6KxSJHjhznwsVRbkxkyKShp3eQjZsPAPDwI0+wvJxgcWmGkeHj/OSH/4gsZHFrJl/96h4q4c388IfPoikOUd1zzwMEAy3IkotatUJZsJ1j+r4AolGjUsiTUyEachSNu3btxhZt5k8MIVdNKoYBosK6dQPcfde9bN6wCbfLhex2cfqf/uv7MscPBClIkkR3eytSJIC/XmbBqpG0LBTbxC2KJBPzxII9LC4s8NorzwOQmhtCMNLEmt0I1PEFNuAPuLFtg2hjA83Njfj9ATTVYexUKoPPF0BEI5FYZujCKKMjN8hly2zetINDh+6irVtEWt2INb1GfGmUqdkZxkZvMDu3RGqlwuCmQUrFKq2trQQa/MwuOmFiJr+MpIBp1fC2rqO7qZHCcpYLF8ZwNTSz5e4P0bNpK3Mzk/zNn/5vAHiMHLVKhU2772bvAx+jp6wwu5wl2BBl3RfuRRZdLMwtcuRdx8iNWp57Du3l5s0l/vE73+Grv/8nDGzcyIXzJ7hy9SLLczMce/t1vvvtvwKglIvz+FMPsn/vPvZu3YWq+kAJYC0kePmFF/neD54mU0jT2esItj77xS+AanLs+R9x5uIQc/EFZudncBWyaJoby7Dxu7zYq6FopVSmIRRAdanEVxJkSwU61vQwuGcv/kgja9ZvYM/d94LoRC624KZu1FBkjbKuo3jDmIICMtRqDhe4FLBsZ82squnc1fAvXGE6GYpHcSPZFYoLy8xOjTG3cBOAo0fKGIKNFmlmMVvDUgKMT8zj9jexbv06VjJJFhLzrLWc7o8gCJi2TTlVZ25ihWhEADOIZXoo5Ku0tXeiKI3IahRZddrIN6dT6LaP7t5tzM4tc+niVU6dvsRy0qBclVizfgdPfvx/YOvWvQCEQiEswURSDAShTigs0xFrpyPm4/57d3J+Lohd06kbjkDNq2ns2r4Nr9vH9PQ0xfwKfo8XHQtNAFkUqRSKeFZTyl3b99PS3MqPrsxh2BaKZNEUjbJ9+1727L2TcDhManmFlljb+7bHDwQpmJaJ6tVobw5i1woUU0skUyuYeg1RFGltasKrQNAtsnOroym/756dzE5dplhYIF/Ik60MI61ILC8vY+g2ogiKouH3hQDIZHJUqzX8fj+a6kZRNPoH1tPXt55YSyuKouFSRG7edKrGYzfGuTk5RipdwO2W6VvTw4YPbcLvb6Ax2owt2qykErR2OSTi8a5DcYsYZpWCvQ+zanD49SOkqyJ9u3Zw8IFHuDJ8hb/98z9k33pnTJv7OzlzaYzZTIVH1u1kfWsf6VSWgFuj3TfK22+e4O3X3+H0aUfGe999O/nkRx7m+Mmr/PwXRxm+eoXHnniAC+fW8s5br/HvS2UunzxKJOBEUz/+4bfo3NqLpcPQuSu8+qvXyS6XkC2VSrFCV1cXa7q6eewJJyVrXN/H97/1v/Pjp5+hIRLG4/HQ5PWiGSb1ehZLh1gsAoZjIPOFDFKtgtct4pcsmtojlHJLnH7950zOLvDQhx5jz4GtkHXC+3pTH5YtICGiuQPUdQtTdvT7Xo9zlYxpgrRa/rYtCdMALLB0G0URMLCpVfIENIHk0izlYoqWFqduEWpyUdPr3Jofx9aiaO4wsuZi5469/O7v/i4z81O8+OLzxCQn0knEZxkePstbJ69z+GiGBr9MwKfhcbtZ37+Rm7PzLCauM35zjmrdCRWqusLYzUVqpsYvXz5COu0oigPhDsysgG77KFZtJmedCPK5//z3eN06k9Oj+IMC9917gH07e8mkpliOT7E814JoWMirl8yMD48QDbewe/tuYk1BPGoUWRKxDQHDAFF2s5zPY6wScygYxmq0+coffo2LQ5d5590jjN+cp7ljhm07C3gCIXQbLl+/9r7t8QNBCjaQLZUp1QuUhDroFUS9hKLX8foDbOjuIJ1YwiOrDKwbAGBgYCOtLT6CQRlRMsgW8lQqNSxTJJstsLiQRBQUmpqc0FJVXY42XHBuT/J6Pbg9mnMzj2AjiDWOvneNiQmn/7uwOEtzS4RHH9hPa0c7kiRgCyKyoqB5ZdKZJMhVjMpqCzNbIqL4SKUSuBq289LLr/Pu8Wv077iHu5/4OIpX41c//7/YuzXCX/7B5wC4c+9e/v3ffo/3RitkdYHsXIKWkJ9LJ4/w4vVvcfHsGMmFDK0hZ0Nml24R9EJTyItkG5jVEh2xKHce2EZ8aoKjR95lsLcHv7Y6puQi7z59hlPHz3Hm2CRruls5sOsQsUgbg4PbGNy8BSnWSPamc0fFP337/+Bb3/o++/f18Hd/+01ujN3gh9//Ea0tPnZs38PRd0/iVmDTVufwTqVYYnk5gSiZBL0qfr9Gd0eUXCGLS6yzcus63/2T36O52Skc+vd/mHvvXdVEWDaaIlIu6yiSjIgj2VVVWM0QUWWwBNCrBi6PDALIGKiqDbUCRi1PLhPnofv2AbBvz0Zy+TzL+TrNXVupCWH+l7/9LoIk09k3QGd/H3fe/wDITvowdORt/uNf/M/svOcQqmDy6ou/ZE/PbsZHx8hUMly5cg1FURBFkerqmJZXVqgbddKFLC4JHnnkEMOj80zcyrDnjkdYWq7yV3/3d+zZ7xQCx8cu43XVyGWSBL0QiQTJZFOUiwU2DvSSrjaztX8DV6450vSxq1dZmF1icXaKYj5DwO9meWmJnvYeujvX0b12A4phU6w450+EoIBZhsa2Lh5u62Hb7v2cPnueSq1OXbcplWucvzTEG28dft/2+IEghbppcWNhgYJVJWdXSOlFNEUgEA7hcnvxKwrLlRqyqCIKTn/W0DV000u1JuAPuCjUClSqEh53kPbuXtq7VBTZ9evuQ62mU61WaW5uxuXzUC0VWEktMj8/xZWrF7h6bQSP4ca72v/dsfMO9u3ZgdujUiqVQHIu5cgXC6QzZdLpMqHG8K+LgPMLk8QTM8iih8nRESZuThJu62bw4D00tLdy7sIRBHOJD92/kbsOOUUilDrFep6SYbOcSRNr8TFx9TRvPf8Dblw4xrpekW987asMj1wG4NSF4xTTC2SSi2DUaY6EEOwqqlRHFurEok3cc9d9TI6cAODv//4/M6nrdHet49Nf/Awf/9jnGdi+F8o1x725XFw78g7f+Yf/BIAq1Pj6f/gCjz10P751a6idvYgbib2H7sSl+bBdGplKjatjzlHlWwtLBAI+go1RJm4ME7F8FCpZFhfnMU2T3s5OrEqB9964CECTFWbb5s1EGmMU0xkCgQb87lX5cF1HMCwkWcPSHaGNoElIIkhuGQww9CqC38Qyq6BKlLNpNNVG1RyvKSp1anqWgfXrSWbzzC6lWVxaYHDnHaC5qC3Nc+zou6zfuQOAqcVZqobNrZk4qiDR0rGdz33p67T2r2fu6mXeees1nnvupzTFGtg06BRX/Q1uWtqaKVWK+BBJrJS4dn2eULSRg3ffg7uhhTL/NxMzzhzZis72PVuh2sbwxWOkUjm62zq5cOoIP/7+YSypk1tTS3S0dAPQt3kXZ88P8aMf/RBNsVm3rgvZsrgxPEwxr9Pa1ktbZz/BqKPsLRU30t3bQwWd1PIyDcEo99//IJKssn3nDqZmJ3ntzTfYtWsXL7/3zvuyxw8EKVg25OsWstdDUyBIWLMJtzYTbGykUK4xM7fE9K0lirkqr7zhbPibU7O4XBZr17SzZXA9htXM2MQ4E+PXyaYrVMo6tg2yLK3+h0G1Wqavr4/u7k5sDNLZJWr1PIqqsGnrINvXbkVevetgYP06PK0xyguzLC7NkysUqdVNZheXyOQKxJMJvD6Ng4ccL7V5Uz8tkQi5fJqJsSvMLa0wePchujZtwZAsThx7lWigzMN3r4dmZ0yjbx1j8tYIHZ130dzsp7vNz/XD55gaPcLDh+CBuz/Ekx/7EH/zTSf0a4pItLdFKOYv0ByN8OC9d/Hu2y9z7N2X0USdTCLJ0IVr+F3K6jts4Yl7HmPHrgN0tK3FE24GASpWGbfPCwJcHRthYtLJyR97+E4+9fnPkpq9xbN/9pdcuzCBSwnw3Wd+SWtTO4orwN49h2iKODcvrd95J2t6Owk2eEgmZpieHuPi+ZMs5yrs2LGZ3/7K75FO57l42amhGOUiAZcKlkk4FMSu1pzDUJqELAvIMmAbSOZqMbksI7oUp90g2ciKikERMMGGWxPjKLKA6nbm0xTqGJT4xjf+mmwJ1EAPqeQSW7duBqvO6RNH+fY3/4aOLie/lkUJOZ9laXQco2qjenxMjU7R4IvQ0buWxliITC7JfQ8O8KnP3AtArpLEE/Rw7OQ4T//gHSzRQyJjka25sCSLh598mLVb+pmaceZUFUz27FjP9Ogl/uyPhhkfnebAzq20xdYy6p2ivbWLcrGCN+hEL5/79Kd49MNP8vyLzzFxY5iF+Vvs2bmDPYM7ESyNI++e5crQJbxBp9A4PbtI/8ZNrN85QGdnO8ViGQGJ5tY2zp8/y7O/eJa5uTm+/ie///8vKQiCMI1zmsIEDNu2dwqC8J+Ax4A6MAn8G9u2s4IgdAOjwPjqz8/Ytv3l/6/ni7KMJxTG1+DGHVCpCzohfxgbhUQ8ztXhG6ieCGs6GsnVnavG3js7Rr2SQZVOEmuJIGlhUqkslZKFSwsgihq1WhXDzK++hAlY3Jo9hyRdxOt1oWrQ2h7i4Ufu4ZHHHmR+bIiAb/U6tkqVa28eZmRkhMmb08zPZ1jJQqH8/7D33tFxnfed9+f26TMYAIPeQYAACLB3ihRFSVbvxVZxbMd2Eu/rbLLpbdfJZrNnnZ44rrHjXmRRokSqSxSL2BtIAiB6rwMMBpg+c+/cu3/ckeyck0347jnvOXrP8fMPh8Tlgzv3Ps/v+ZXv9/eFdA6KS1Ty5jLnz9lkolt2b+eB+++ic8udfPf5k8geJzUtbeQsmB4fZGL4Ig/tCtHWGICInZw8dfpdTCvHrm2dqEaEib5xRm+8y8aOYv70D++hvHwHfVfO8t6xYwDsvG0jFRUVrKysUFdXh6Fn+M4/fwmHM8WTjz3DWwcvcea9czzxyO0A/Nc//08QagWHF7KQWc3i8DlwBvyATnp5ic71HbS32yzGof4bnDt5nNHBAd45dpIdm+/k1lvuZ8G9SklJiIpQDRXNHaC/vzBEkEwwU1QvVnL8wjG0oI/f+pPfIeAv4fiFKwwOjFPR2A7Ar3zqEyiSBLEYZt5C9HnBzJINz6MoAqIogy+I6LATjaQNrLSJoMlYRhbBqWBhoKgOWI3Sf62HoD+A12u/s0wujeZS8AdAUl0kdRNJBLfm4N0XXuCVgz9leXoac8R21ZsayunyuImvRFlN6OSVOD/6+td49aWf8j/+6s9YWRpHVaCyUkKQ7FZKkegAkqcM1ROjKhSia/NuommZ7734Dpe6L3F/9mkaWhtobK23H5GVRUSnuqaJktI6xsYXmJ1doaV1E60t7YwNxlheiXJtcByAnJlly1130NjZxquvvsxzP/ou565coaN9PfffcRdlZQ1c7xlmfsmmx5+7eJFTZ95j/8J+tm/dQXGgGLfbw+zkGIdfPsTo2DCPP/Eo991/L3zu39uFPxv/bzyF/ZZl/XyXhreAP7AsyxAE4X8BfwD8XuFnI5ZlbbjZiUVJxOV343ApSJKIpWeIx5MkV5KMT8+jeEo4cO/DdG7YyHLUvoX4yhJ6MsrUWB/R5TCprIvaphaaGtdSU92ALMssRWZZidnwUQQdp1Plxo1+JidtlpyJwcBYlKGv/pjvPXeE3/21h6lutMOByeER3jl2koG+STRVIVhcSePaGsYmFhmbXEAQAzQ1NJCM20bn+PFBkqtOXGoDsZyFP1RFRUMLliwxOz2CkM2ya1MLYnkxzNhQ7fmlKJqskFiY4rXnvkF0doTVmV5+/VeepLy5GFYyvHzoJQoHOZ07db7/oxfovj7Igf3buHL5IovhFM8808WjDx9g/FqY0Z5JhkdtavNLh17ktvs+ibfOC4qGQ5IKTYB1wMAZ8NG1ayebT9hdgv7hr/+RtjWV1NfVUVRWweZ9B1j/8NPgTQEC5EWb6kwBR69KYOr0nTrG17/+t6Qyyzz10cfp2rCZ1155l1defYeamlY+8//8NgAVTY1gySCJiEiQzXLhrVd5+fBPiSwvsHP3LtZ1bmXjgXvs+R0agiWCZHcTQoC8bqBIMtm5RVaXYmzb0kxZue25ZIwwTreLz3/+c0QiCq++3cfYbBYhb/DqoUNcP3uBPZvWU75ow5wDPj9VFdXkDIFkXmQqGmdgfh7LK4FLJJuOsL7Ty9o11UimXR1waSLFfg87Nm/mvpZPIqg+jhy9QLCohOraGlSng9VsClehhikJMpgmXn8ZW7bdwss/+Rbf+MZ30OQ0Xo9CZH4Vl6+UucUoAD85+CP+2849BOvqeeCjT9Ha1cFffOELfP073+e99y6zc8tuduzeTlGpHT50bulkYHCQM5dOcvnMe7Q0raG8rJqR8QlEp5Pf+PznufOe2/G/3+jmJsb/dfhgWdbPZy7OAo/9X8+FhewUcXkdeLxOtKxMwjBZiSeIpXU23nI7++59GF9pCM+S3V6t2KtBLs7ojW4mR4fIZCV83iIsS+LqjV7Ci7OEF6fI5OyHrTkhHJ5HFGUENDTVRVFRESWVlSRTUZaWFnj+paMsRexjMDw3z7WeSTJJWNfRzNr2jdTWteG80kt5TZpzl64QTWTobLfRiboBJ89cYHhsnExpBkdpHd5gOS5/kOTyEkEnrF+7Btw+CNrZ+zxuZqeXmZ57ASufR09nKA9CY0MJSBANR+zche0pcqVnjJ+80oPLU8Sddz/A+fPH8HjA7TKYHL9ONDpDsMSLVTjK3z1+lOPHLnLPQ0+wtnMz7mCQlJkhEp3F1DNkYwmiM4tcu2DH/IlVaKivY9ete3nprdO8de4ce+77OClkRFME3UBF/NlJno1z9o0XOXH8CI31JTz2+Cep3LCen3ztm7x29Di33fMg9z/wFGXNHfb1ZgryeYyFRa5e6ab36hWuXj3H7MwwxaEAJ955g+nxSZqbbM/FW78WMCn0vwfBxO7kLzPYOwKmSFGgFH/Blc7FowgS6LqOx+Unm0xRV1NLQ00dTkkkF1uh2OmmsdgOH6JLEVJCBMXpxeP0YKayYORZ39kFskI6lkIwJPREHr9mb0JvbSnZNCxPJSET5Xz3GX5y+F0cjhB7du/HxOYuZAoSArJpoegWistH14atnHr7NSwxhtsrkzcTtLZV0Nq1nazD7mlx4twpTpw9wy2334sWKKVrxz7+7mvf4ttf/irHX3ubwaEfcP5KN3fdex8Aza31VDeWs66riu5L3fRdu8HU8BDlVTXcfc/93PWRA3iDRaDffD+Fm+U+WMCbgiBcEgThs//Gzz8FvPZzf28QBOGKIAjHBUG45d+aUBCEzwqCcFEQhIsJPXfTN/yL8Yvxi/H/7bhZT2GPZVkzgiCEgLcEQei3LOsEgCAIf4TtVP6gcO0cUGtZVkQQhM3AIUEQOizLiv38hJZlfR34OkC132tpThFFtRtCmKbB/HyYwdlFZiJJ7mttp6iunvBKjHQBb5qSZM6fv8DJN19hanQQj8eBx+MjHksRiUTQHCIen4TmLGSyBejYXIOquImvGkyMhRmZHMXjceNyq8gOB2+90cdArx2elBYFcDmrIJ9kdGyJvv7XCUd/SqiqjjVt63B53UzPTRGL255Lkc/Jpu3tXO++QtQUaa0JoBsi6USa+YlxqoIeakorYWyelahtBMNLWUQLQh43W9a3caP3NIKsI8kGpC3GJqLMzsXR3Hab+qaWdlaN68hKNf5gGZOT4ygq+H0isdg0lhmnpjbErr12OaxtXSkHv/tjXn3hO3z1y39PTlRwBz1k9RTZVJJ4eBW/6ia9aiMmN3f5qampoqixmrq2Zk5fusrloT7at29GFMHAFlex00hw/cxRThw9TGlQ4pOf+iXwaYR7znL92gXa17Xy9MefxRlqAstOBBrhRd54/R0O/fQQ1y5fob66kn37tvL4w3eyfccm/ubv/pbp+Rlmpuycy9r6FsjlQXKymojj8rjQJAeZhQgn3zlJPJpmcmyWNZ32KS5pDgwjiVNTEEUn2XSG+qpGymtq2Ll1O1OXLrA0O021aqMHc6bM3OIqkZVplEAJC7k8Kd0ia0gQSVEUqGZ54RRvvnyO1RkbZen2+UnlBIbHp1kcOcV8NA2mxh2330dLi42hcbucH3BoZBEUSQU9S0V5DaGKchprGrnnI1sQhAzLcyM4i6ppnLFzBG9efJfhqQm2I5E2LSRRo7apnd/+o//Kxg3bOPLCIfp7e5j7jo1OrF/TiEWe2mIvXodEic9BQ2UVz/7yZ+jcu8++AcHEMoyb3Oo3aRQsy5op/BkWBOFFYBtwQhCETwD3AQesgrSSZVlZIFv4fEkQhBGgBbj4f5pfEkU0h4BuZMgnM6QzGTK5LKKsUFZVjTsYBKeDpek5HAXXNS/L9A4N0Tc4gJlJ4C2yUJ0eAqpGWVUDW7Z2smVbByUh+3pFszUc0kmT1ajBwlyC4aEpenp6GBoaYCkyT7E3RDxmO09b1neydeMGlhfDhMNhEukMk7ML9A0Pcf7SeeLJGH6/h6n5ghhMwwae+fhj/ERO8dylXhSnl3giR3JhivHhEbZU+9GcHvq7T/HckWMAXLiwTGNTHQ/f8xD33r6bf/qnZVZSM2zYuA4WzzMzvUBv7wxywDYKTz39KRquXuZ/ffHb/MOXvsrVy2dY0+TmmWceQ9IdHPrhBSaGpxgassE5mnuZJx65i6JQDeGowWI8xexSmJGJYRTK8La4cAlOtm2w3fvb7t5BjgiT/b0kcnGGZ8ZZSq5gYnvwmqaBlQfdJu90XzjN9PgAj9//S+ASQEgzOzPO+NgA6zZX4wx4WZ6f49hJm0B14bXD3Oi5QS5jsGPbdm7ZuZ3a2iB6boXhwX5qqiq5cu0Gc7N2zL8WwOGwNTu8Hlucx5KYmpjm3LkLJOYWuHo1TttmG4tSs8ZHKhMnkUuhyVlyOZ3K0lIIFLH/lr0MnD7B0KXzDBb6Fa7v7KI0VMzE9ByukjIqJZWT13u50N1H85nLrGnZwPjQAMtzUxx9zf4OS5E4geJqTEumpbGSnXs2UtO+lcbb7gdNJZUDVMgW9qBQEL8SLBGvP0BWzxEOx8jqWSwzjuIQyJsZ6gocGtkJC0tLGIjEMjlKPB5i6ST+ohIeePRx9u7cTW/PNSAiTVAAACAASURBVN56+3UAFqMLCIKJnk6Qt0T2793D7j37qercBA4VsMgnk0hO9SZ2uj3+Q6MgCIIbEC3Lihc+3wn8mSAIdwG/C+yzLCv1c9eXAsuWZeUFQWgE1gCj/97vyOpphuYGKC9vwMw7uDo4Qzyt4y8pQxOgUkgiTlymzQWnztnknW++9QaXr13D7fXStXMvj1RWcOr0CcoqSiitCJKdG2H4zUkGcwWQh2nhVp2YORFZ9VJSVo1jcQVhLobPcLEc16gVYzz7pN3ZeEtHA/PTF1GXZ6kO+hF8pSTWdfDw/bvI5/P85HvfIrY4zzP32km6Awd2IevThHKzxOq3Ur33FuTyNMbEEOWNpRw/18s9j/wzViKKYdjElLv2l7NzfzF3PwnZ5ZeIrFyns7ECVrPMZmR6xydxOEDP2IbqL/7kf/JbX3iWbV0mV45+g1INnv3IJoo815iOGCzmo0jB9VwbLmzawSO0hHZSXRZh2/oO1hVXUB43aK1upby8lFBZCRXlVeQNe/6RkyNcuzHCoTeOMjAX5lc//etsa+wCdHR03pdxQ7dXfDBUh9NTxT999SB/8d//ELU4gGSWkI3BybeOsjT7LDeGxkhmCjtkepE9uzt5+ulPMjU+x7mzxzj9TgrN4WdxKUYql+ehxz/H3p32OyCv2QGuZSFLqp3flMaZNa7zXuQKn/z0HTx6/17MtJ24TRPDUnQEXGiKA5/TS2J+GRZXcbSuoe3OPVyNj9Nw5x8CsPeBBymudbN+BdJGFqdLofzccX7yw3/h97/yd+zc3MmdT3yc0uJijJztca5E4xiGSHv7Olhfh0PREEyTjGghkkXPJnHhBdN+pooh2bldS8EXKKW+tobJoXcQctNgRKhxyST0MF0VQQA2VWos910gvzBNbWk1eg6cmhvLAFOUCNQ1sruxid0P2s1nM9kMKysriGkNh9eNw6shaQI6FpZpIuRNFMlZOKZvbtyMp1AGvFjoQCwDP7Qs63VBEIYBDTucgJ+VHvdiGw0dMIFftSzr36VnSbJKWaiJdNZkeGyY5ZVVKmsaKSotY2Zxkb/5q7+nc9NmEtk05wvyWrJDYf+ufThcGnPhBV6+9DqNaxrp2liLqApEoxlMS8cQ7Kch5A2WY0tYeZHlyVV6R2VQNMqrglQ2l+H0x6nQNfpn7Mx9T/85wjPjACTzENVFlEAZxZU1dHV18ewnPg25BPn0auF+irEsi/GZVawijcaGDjyKQEoqZtemPaQmwqxGp1nbGOTjz/4KADv21KL5U5BN0989gipB57r1YBqYuoerVwbJZsFXaAm/vLzM5OQ4e/ft5PnRt3C7JNa2rUMKBrl+8l0yhoAnECARsW30Aw89RG9PglO913n71Ak8MjgVAa/PiagIJFJJyiqrMDL2gh8bnSGdNfGVVHL7I49wx4MPEKgpZdVaxiFoyAI2K6mAg9i5dyd5fYVLZ4/xxb/5a/7oj3+Hzm1baWtbS3dPP+NjQ1h6njtu3QvAvXt2c/7cRd46eZpkQmfrrfvZvuMWMjk4ceo8ubzFuu1bkMqCP1udgoVp5gARSzCxchkUS2JtYwhyBt3nL1BebCf11tQHUTUXHsWPy1NKfUMNo6MJyMQBB0vhBcqKg/zSLz9lz+8ERPCWgFfQQIA7bt/LhvZavveNL3P62Jt8/epldmzawro2OzTAUnC7fFT7iojLDjRUTNFEJI+ChKQ5ERGw7FyyretZ+CxpLoIeH31Ly0yPjFFX5SWSWEG3nBRV2lWv2ro6unuvc/ill3nkyc/gcCvk9QLvQxVAlAALs5CHkyWJQCCIo8gBAhh6npxpoDo1EG090ER8BY/nZxT2/2j8h0bBsqxRYP2/8e/N/4frDwIHb/oOAASZlaTE7PwC4cgKmVyOpWgYze2ioa6eWKKfG1f7yBg6a6oaAdi0bSPFpQF6bnSzMDJAmc9i/4EWNm5pIWfmkeQmXC4XYgFTrqdTiJaJKsksRcKkdQPRoeIKBMjLItd7/Lz23ZMMhQtV13QGl9dLsCiEuaoTi2Upq2ymf2SUxXCUzo5mtm3ooLzOfploLi5dvsr4okXD1jZcrhL0RJx8TGV5ZpnhgVFamuGjv/Iw7RvsmFb1JcinVpFEjZmBCCvzUF5RDz4v6XEvCzOABYmEnY5JZFbp7+/nkcf2c+KNo/hEF+2d27Di8xx+5SqWWM+6TZu4fMbuQbhh8zae/Y2PsTg9zdjAIDe6L9Pfd5Xl2BK6aZB05FlOJnEXRHh9HW3s6ljPrltuY92mbYSqyknqIIi2UC5AzsigFlCiweYm9kp3IKgmz/3wm/yn3/xNnnn6o/zJF75AOpVlaXGV1ViK8kLJ8NyZawyMzbOuawOPPnMvVRu32iKPiosnd+zCSGeQPZ4PNpEF5CwDQ7RDY5DQVC9LE/MsT4W5EI9wVcpz9+32mqgPrUeUBJCzLEwPsbw6z3I0yUjvNXLXcowODPDRhx8F1/uLNU8+ayCqCqZgksskUC2D0lCA//JHv484P8nLP36eE0PjjFecB+wO9YKg0Pfmcfb96e/Q0tYGiBjpDIImfCD4qoiFHL7Bz9L5DplijwcpB9nlGP76YrJOg1xWwF9o3Nq1voPXT77Iy4deYPe+eymrrENWCvq7hXlSsfgHQshunw9ZErDGowihImRVQpYkstksGdMW8lWcmk1tv8nxoUA0ZnMG0+EVFqPLJPQkHr+Gw2MhqSn8foE//L1fJ7aaJmfopLL2KdjTe4Vjbz6Hoprs29bK4/vW0dJaD3IcIZtHUT1IivXBArZMET2bIZlbIW1EkDUBS7KIJ+bxFQVoW+tiZEMJ7gL7rKq4ityqycTYEnp0BdMUWI1maWloZX5+nFdeeo2FqXH+83/+TQBiaZO3T/eSFkro2NBpKyrHskz1DXP0yBFk4MEntrF5XyWyZDtOsWQCR0ZGKqnERREOAfz+ajAkLp4dxe9zEQwEGRyxE4EWeWamp1nTUktjcxn6qoQplPD226c4fhq2bG1nw/ad9Fy3Q6wbI2PseLQcf6ic9k1bOHDXPaRTcQQZsmKeeDZJRrdPYQDBFGiubUZTXFjY61lRQcZFJp9BlVRUxY1RkG2WZYVAYyt3+fxs2badv/7if+dLX/omZaGXqa+qpbOji6WFJb795W8AYEildK5fz9PPfha1otIWmnHIIErkdBPJ6yGH7V5+MAQFSTCxMLGwIK4z3jdKQHGxs2sdmhSlo9k2Cn7VgZFPkUquksvkMfMpVpfnOPz8D5mZmWMpPIO4dw/6vO0NKuVlSJoAZpbc0hKiZSIaOUjGePfFFzHGJthSVoakm5RKdm7KXRpgfi7CwPH3UN/dTkNVDYrbhyxJkLcVtUVVwxTtb2EKAgqCbeiyWTLpFCXFXmoqq3CrLtJajHQixVLE7g1aW1tKU30leiqGR1V4X7TbfF/CwQKnqiFohQYPlgWmhRAssh9cDsinyEsWmssJoohgWXam/SbHh8IomJaFO+hhOQ2WnqdjYw1bt2xgfj5M95XjhBeHCPrLEQWJ8Qn7hU5MDlJe4eOue/axd99OioR+kukVLJwgu5iaDJNMGgSDtivq9bjwufyIqoaWTiEreSwxTy6VQk/FEUWBO+7oxDLsTHnQVcHpt6/S33cDl7OCsqJSliLLWJlVvBI4BcgkEyws2hu2Z3iOG8OzlNa00LQmhCommZvtY+DKMeJLYe6+r5zHnrydrLiI7LA3ld/lgYQGySx6XEewYHBokvH3LvLjH76O1yNzx517OXvJ/s6nrnSTSmbw+73UNJTTe36GI69f5Qcvn0PSvKzfdheBykpEt72Szl3u5tbFBcoDQQKKgsMfwOENgGCCaOE20iiK44NMeTKVRJAVdF0nEYvjCxShSgI5nOR1E9PSsGSVbM42InrOwOnwoQQdFJsqf/XX32Twejenj73D0uwcrz7/KqaR567bbITl+p13EaqsRC6vRp8LMx+Nonh8hGrrUB0OVhJJcqaFWICmOxwqiighIGJYJrpu4MyJiLpER+NaPvbwEzjlFRyajUUxjQhFHi9LSwkqQg2U+D2YqRj9Fy+ioVDtdPLKN7/HjUE7kdm0Zg2mCFevXmVqYhKXLCOk08Smp8mFl6gLBtlTVU82lcXls5mtRaVlkMyyMDVFPJEik86heLCl4CXIWxZ58ugFgJekiujpHC5VIbE0x+DUKN7iIqoaG1mJTSN7dVTVJLo0Za87TwNbO1sYGE1hJKNg2V6WKPGBByWokh1PAERXiYQXKVbL7MSizwkOFy4VDNG2EZYA8r82tf/u+FAYBUkRWYrNspKOsLazlIcevY32jkYuX7rIctTB5FgPkXAvmqwR8NuQ1m2PbGHr1g5CZV6SKz1YPpl81pYXHx5d4vW3TtPfP4Fl2gussrKcrVvXU1LkIJkIo2kWobIi/P5S3IKPdDqJW138oJ/+0mqawf6rkM/wkTtupaqikf7+fk6cfId4cpGuthoee+oppALZ//Wjx4gZFrfu2Mua5jJmrl/ixNs/QM+O0tUOMjGWFudYX9tGPG1XLJKJFI5EDikvojgtRifgH7/ydcYXYGkC9u53ct/Dm2lZZ8OEL/X2ks/C/PwSoVCIF4cv87Wvv8q1iQS3PfZx1m7aTz6v4Cq2wxNJymGaeSRBQHr/6DcoJOxEPJqHVCKJq0ACs5BQ8yaIEkV+r50/SKTIO/xokhdJsJmMkmCj9RwK9umkS6hF9WBmael00VTewPz4CMfefJPZyQm0wmo+8dYr9N0YwOHxktQNkrpJJJGkaV0n+26/k/1332NDpwuL39BBz+hIkoRTlnEpMniKKA6WcSG8yuzkAu1NAdRC3iiZiqL43FSESggvRJmbnMYnq/hUD1WBEJWBAH3dl7lx+AgA404nRj5PPB5HFkQ0jwdn3sKzkqTEV0KR5sWRNVlOZzFV25DPLYZZSKzgKguwecd23AE/WBY5M48qqogI5AHdsq+XBIWsmcEliSzFl5heWqDcI2KoCvOxOBXFGUq9XlZj9vUOOU9tyEd/3yyzYzcor28CWQVJxNKzCLIIlsnoOTucee/tt1leWERZMiivq2Hd7m207twKpUHS6QwZ8ricrg8M/82MD4VRMIwcC5Fpyit87N23k0CRi8HBa8hyjqeeuofESpxELInb6aI8ZJ/8Dk1EVfJAElNJY+SCqLKLRMzi3JleViIW7S17mJq2Met53cn3vvMaXpdAJJLB74GmxiIa66vZ0LWeyspKdHMCoSCDvhwOMzcTRXMolIf8BLwyDdXFhB74COMTQwTLSlnftYF3L/YAMDo1RXPndrbu34uAzqF3DzN4/Ry/+uQtVBVv4LU33uLkm+doaenE67HTMenUNHlWkIIqOw90cry7m6lFWLPWyYE9xWzaVkdxvUizZCP2JFkgFTc49PxhysuCZLIwMWvS0nEvW3Y/Aa4SUvFVCsUENKcPSc6TzcTI4UCVXPYmtkQb6SyCloP4vB3OTE2PIeR1nLKE26VRWlUJgkjeAE0rdHnLFypdYLuzOpAzQZDITc8zPnCVd994ie6zJ6mtKGVNQy0TozY1u39yHESB4tIGRMmkdW0DTl+QyEqKY0eeY11TLaXVjeAoiKcKIugmoikjSNgGLZentbOLQwd/wqmz3bi19TTU2gdFNuNgMWxQFHRy8fwVFmaXcEgOArITt2GhJTJ0lteQSNv9FmPxBPm8RZu3hIDHjWIJiLk8asiPgogliiBqyKU+Ul7bcA7NTbNAjg0H9rBp82ZEVcXUdTTZfigiJgLw/iOSMJCxwDLRXE7cAR9ZPc5yPI3k9hCfH8bvl3FhhyeqaeIRQbVy5PUEaBZYORBkcvkMmqJirUZ553XbsB157iBVJSGUrMK7505RdOYE9z37MQ48+hCe0iAqkLcMJOH/Zz0a83mTbZu3s/fW7RQXO3nnraNcvXqGzvYmGh6+D9Fr4NTAochQIDilE3lEjwZmntVoAm9JNVkdBgYnOX/6Kgduf4yP/8GfER+2eQ7Ly8v09V4llVxmanwAwcwQXVzknVeuc/XMGJ0d67jzkVKCAdvorCzPkSlsgMXVOXJ6Cn9RAFnRubP9Libnw7z4yhscftduR562BLbv20dzRytne19h+vpVyn3wscfuo6SugmQ8wfTcKt/625d49In7ASgtrQA1jx6bQ9tQze/+2aeJxiQcrjICsoJYbkB8ishSoS2ZIJJYNXj+J2/w+7//KzQ0r0WQt7PngU9T0dDK7MoiipVmLmKHNMnIKgMj/ezs2IjqcsBKmuvHTnP86AlW0gmq1jQyMj/J+IztuUyMDeHSJDTBIuB28PD993LgwAGca0sQADNvoCo/t2QygJ4FpwLxKK8fPsihn/wLdVVF/NEf/zpV5UWcPvk2E6dtGLUrlKKkJMSu3U0omodcDi5d6aGvZ5TVhM5X/+5P2X/7/ey5zRYFxhtEdhUg1SbkMyC5NDbddTc1P/wBF65fI5WM0tlWqPHLGdw+jaXlEYYGZlDdIZbno1i5CCXlTlYjUcr8XkoL3mM8r5DPG7hlJ4ohks/kEE0LTdFIpjLkVYUUBouGzkzcDlGOD/dDSZCH9u5Gc7rAFBEtGRBANxCSKUSvE5dVsMy6jmIChkmFL0h9RR3hqQipdJ6K8gas+RGcuHA5bO9OkBxYho5g5cnndVtXXpSxBMvGgIkgqDJLS3ZCXM+k6VjbSngpTsTMogbcNo/Iodro8HwOTRIpkFZuanwojIKAwPXuIcIzS0SWF8ikV+jsbGJx1mBxNo3LJeJyeRHMLKJon+Sq6mQ1mkREorV5G6rsZ/j8VV44eBhF1rh06RJnHnyITZttdF99fT2yLFJTVcWWjesQjRyzkxNsbt9I3/UeXjl0lvmUxgMP2ZLg1Y2d3HZfhjffOME/fvMHNNf5qS2vJZPIYpoi89EkkVSeyait7OPxFHH10gWu37jO4uQ1VobDaBKcOXGe+z/2BPt23MPv/97/oG+gj5d+fByApz5xKx95YANlFSWQiqMGNAKqhCQaNtcgHQHZ4uo1u/GLQ3WysLzKmvYKFEVDkiRaO7to27SRpBvkvItEZJHGJpv7n5ofQZQkRFXBEuDlw4c4cvAIMzOzDE9Pk3dJBCpC+IttskxxcwMBh0JAk5kdHeZLX/0Kb7/7Np/7n39J+5q1yA6RZCyKu9D4NJ9bQfJ4YHWBr3zxzxnqv8Jdd+/miaceYGlqgL/58n8jlYiwc+cWALY9tJ5kIkvPtR5mh8IsheNkUwJdHbXIcoCevgG++eVrvPi8DY795c/9F9p33QqmjGFYyC4VZAksiS/85V9z9PBLXDl7nDPX7Hg8q68SjS0jKxoCKo/d/whrPlrHoX/+Phd6b7CrrQ3D7SBbeGeyIONyucjlcyQTCXw+H6rqJBxdwXQ5SYsic7kMPZEw41n7/1Ru2cr9n3iGWx+8zyaIZXO2e5/LYy0sMdjfw/zcNE3NtjdY3dYGksMWq/CVsKZ2DeffPczhl97iM599Cqdcjql7kUX7HSSzMDg8herxEywvBxFiqRSa24eoudCNLIrq4PGP2mXVUk+Qxclpmrdu4O5nP0btmjVUNNRhiSJmLouiilipuJ2HuMnxC92HX4xfjF+MfzU+FJ6CYeRJrGTJJpaRJQd61sf4QAJFzfLe8R4+89knMPLLJONL5LI2Wi+yuMrQwBjhhRXcrj5a1rYyOjJJdCWLy6GhKjIzU1McOmhn7tO5LIoiESxyU15SRGNdNVu71rNr52bamupoX9PAV186QlmVHf/e80AjHVs2EtfTTI2Oszy/yOlz11ElWNuyFr+vmKXVsN1eGJCkBHND3cwvLbK2JsS9u3fSe+M8Lz73NpMDYWYn5pkezrC5rQbFZdvi73/rGG8dP8bO/W20tlayobON0rJycksx8IXIxxaQHBqKbMfY01PzaG43e3buobqinOm5CWLmaXzrthHoqAJHDtmhIBfi29XlJE7NiVvx8sqbb/Ld5w9SV1PHR27dR3N4BtPjom1TJy63fX2Jx42YTlDt9ZNdiXDoRz+mv7eHP/6j3+LZp5/hkQcfRiINgl0Ok3wKc93nee7HP+C9o2+wbcs66hqr6Ok5z8L8CDtv287a9jqC5bauBOWziMsGrVIJe/avwyl6SS7ncMhFWHkPshaku3uUa312yLcSHsWMrkEMliMrCpaeZnElSihQjKe6lnufeJpd+w6Qits5kbnwDFMzk9Q01uP3FbO2Yz2kcrRPzjEXW+b4xCCOCYtb/PUAiIpEwOdGR2N+IcVodAG3P4AYdLGUyjKfiDObSmKFStm90+5jecv997B+zy4Ur7eAsVAxw0v86Fvf4eKp9zBScZKJVRyFWmJVbS2ta9fx6OOPI9RV0FzfhtNVwvTCMld7J9heWYvPX0asgFodm44wv5zDXVyHt6QMBAXBKWMgAxaIJoqm0LzD5hk2r90AikYqt4LL58NCQNA0uwIpCpA3iExP8PbLL9z0fvxQGAWH5qCrcyNTk3OUBEMkYnGiy/MIgsG5073U1Z5ENyJEliaZmrDj3/n5POm4HfMX+b2cPn8DM2+xGoOtm7p48MFHia0mGei3xU2HRkeYnZtGU0TmZiaJhmepLAlQV1WCyy3R1tZAyQm42m0bhfaN6+nasI4duzbT3FTB5OAIsyWzdLVtRbD89PZNYuo6FYWOOes2raO5uZ5ofJk1rc0Y+TxTIwPMTSxzfPECmWSGzesb+PQvf5aOzXY7sMnFGb7yg2/wtS+dxl90g8aad6kIOFlTX83e3Q8QKBVIpaJcvmj3q8ll4IEH72D/LXvpvnISwcrTN3iVytFLtDcpaKqCS1HQVLs6kFiJY6xmiUYjvPn6O0RWV/nU5x4gWF2FMjZERUsDq9k0UiEkk11Orl/rYzCZoKOmlmBRBTXVGXoXR/nx939AbWk5W3bugpTNHbhw4j1eP3KYC2fOoKd1ookM7753lpGxazjdFo8/eQ+B6npyhl0dyKWiKA6Z6roQotPHfPcQR185QWQujpHWqKlpw+EqI+iywxPNTBKdHaHY7QTNTTq2QrCkgjwikgBSoISSohBYdrmtVoDNegpRVRDFQmnEZbDz8YcxfU7OvfMm4ekZelMF2b5kGqeRwONzE5PzLKbi6MtJTM1F1Zq1VFTX0dXYRPWaNto22vg9X0UliCK5TBYpnyaXynHyxDF+eugF4gsL7Nqyifq6aswCdfrcpUuMTc4jqA4effoJGnfcwpOf+lVeee1HfO/FN+krLsIXKGG5UH1YTOTJSgF27b2TitZOLBSED/x5AUHUMC0QhUIq0xsEScBVXOAE6QZmXrefT95kbniAF3/4Hd5+6ebxhB8KoyDLEh3r21GdLhpr15CIxbnRd51kYp6xiSn++Z8P0trmp6urmW3bbS68kbPwuYqoKK/H6ykiJ3pZjkR448irTExM8eqRV3CoTgJ+u768e+t2iorvRtMUzp09xcTYAF63B8PIIQo5KiqD3H7rDl44bAN/rpy/SENzDUXBAD63TEVxMdZGcKslvPrqafqHh8jpWVuFCdi8tp4D+7ejp+MsiwIvvvQK6XiMO/ffTiaV5OL5MyzMT/HTg99ncGocgMr6dh688zOsLnv46cE3UVMqoXWVHPzhAAd/8Je4A/ahLGHHm/U11fT19vCPf9/L4PAQPm8NyXCMZHYRU0pimC5U1U3Qb28qpyLjs1SUjEVqMUo6nmB2apq4lUeUJdLZLIaus7hoMz0dpWXMTMwydrmbsZIS5sfHcWtOKoPVTE6OMzW+wJYdCv09Nvf/4KEjeFwePvv538bnceNwymSyq4RGW+kfuMILb1zkVO8o5eU2oWvLrhyh4hDFXg9kHTiUAO0t61GaHKTiJseOniMQSKFbtlG7dP464dXvsG7TDj7xmV/DVVdHHgkRyOUMFEFEEJUPSpiIkEfDFO0iS9ZI4ZRVilpbua+5kXV7dzE/M038qk3FuXz5Ijf6riGtJKiqrWHTgVtoam+jqLaejCBT09JBSVUtFIBLgF1xSZuolozhltDcDqpam2jdvJ6Lp97j8lAfJX4/Ta12TmH/g/dT39RK+4bNEAyCS2D/Ix9DKQ9w5twxel95j2Aqj+i033GosY7GtV3s3nsHWDLh+XncgWJMRCRVQRVt3MHPyhsCZg6SmSwuhwtLEVDALoyaOivLC1w8cwKFm29P8KEwCnkrTyK7ynxkFj2fI6+byA6oC9XhDQj09Eyiqqts3ezjI3faXXkkQSQSjiCLDlxOD4GGzYwNDOLy+ZmdmWF6cgI9nWNu1paWDy+kKa8MUllRxfzCDGY+Q21FBX6PhksDl1OgobYOUbSNwvDwOH19oxSHinB7XEgOjZxpcfS9C7x68ixIPlz+IMPzdsmzb3iQNU0hVpameP3aAH09Nyj2+7l97x78XhetjRVcvHqZ6wO9HD5qeyNV1VXsP/AQ1f4mbtu4gztv38GB/Vu4ePEE3/z2jzD0OIoIiPaiXF2NksmZdKxrYcO6zVzuSeB2yQSKi3C4HRiWiCBIKIWjRbEMijSVstIQj9xzF1NDQ3zrK//E1v37uOfJR8kZJqolcPz4KQBGBJHZgREWp+aITS8wPjxERUUFd3zkdh78yEPcfef9kBU5/Krd6y+hCzz52NN0rd/I6mqcRCKGKJk0b9pNbf8VXn3tIKcuXsfltjPl75zso6muipa6JrZ0baClbgMb7r0T5pc5dvgNZuZi5M0i6hvrACgKuYlcuM5gbw/917vZ6HSQL/FimCaypCJI8s8MAmAUIMVZA5BBkV2YmCStPJqkUr9hK/UbtsABe4PckUpirKwg6BkkVQGXC3y+Ai5AA1FDt2RS6Ry+AstQMLHhhTKkyKAis3bLRn7vz7/A4tQU0YV58kaGtg4bW5LWTaqa19oqWqKNShW8xWy74z5qu7rwPvgbdqgh2olAzenGkiQkzQ0mlBWHKLDCIGeghtxqEgAAIABJREFU5/OkjTyi9P71GoILzJyChVjQni70xRcMFClPNrtKfV0IeiI3tR8/FEbBME0Gx0eZmBljZGwYKw/V5WUEgpWsbe+ktqaM3p4LTI4vkUnYC14WTQZuDJNOpynyBzj1/GssLcxzo/s6GtDV0kBXWxeWYX/Fmeklzp7txshKeJwllATdlJfV4PH4UMQ0OT1NUVkNNQ02N//GaJhv/+hNNK+PQLAIzeliZm6RkYkFcmoxDzz8FCICB3/4bQDevNZHzEyxMD5Az1yGzZ3raK0tJxFdQDQ0KsqLEfoU4jqUVdsn+dzCIi/86PuEispwyAKXTh4nEZmivqmOirJGahsdbN7aQTRqr/y3375MXUOI9nU1vP32WXIJHw21LTQ3r8PjDrCa0MkkdOZnbM2B2alhLl46Q8e6du557EG8DoU/+MM/5qXvfpOAU6ayvh5ZVRg+bjfDjUei5DM5VEXBVRKksbONDRs38vTjT9K6bSsIJpfOvsfQpN3jcPet+2netIm5ZJqUCTnZZas+aQprNuznl+rbGBvpt9vhA5PD75FYiXH4zXFePjxGdSjE1vXrKfUXceb6PFHDR2oxi+m1M/2aU2B8LozXb+D1F0FJKapckGqygLyFZVk2ngC7MCFhC0ulMzqqQ8HCYnl5BVVWCPj9ZHM53O93jnKoSPk8Y1fHmL5xg1Q8Qaiiktq17ZS0tEPAac8nyPyrMn/BW8ABsVwCFyre4iKCZSVg5TESK4iKbUSCTg+GIZDI6FiChNMlIaIhigFCFTIOh8OGIL//C5wOwIRUEuKroGoQT4LPC4KIIosomvqBOEYOHVCQLOmDm9P1HEY2hkuySKZixBPLJNXMTe/HD4VR0HWDobFxPEV+TCNPOpFEx2BodBS/r4vm5i5Gh8aZGo/x7ju2xFkmuUL/jWsk41Ey2SzDWehorWXf7ZvIRleIRCeZmnKwoX0rAI01zWzq2sXi0ip6Pkeo3E9pqQNZipPLLZHVUwiuGoIVdiuwue4wkZk8oifP8o0JNLeHcMzGQ9S0dNByz0eRBIuiAdsVvdF9isUrAxjxJJZeQiLtoKqygRKfh3Q6Qt40WYlnSWQEin22UVDULJvbGulqqWV4oI/w4hiTEykmZ4epr6/n4uU3mV+cpKjIPjlXVsMsXhynr+cSC/MiGauN1vVdlIXqyeggICFaFumEDc7Rs1EOHnmeyMoCH3v4MW65cx+f7HuML37xrzj4ja9RXVuDomh4MvbJuXP7Zmpq6ympqqB2bSul9dXUNzTjiqXAzIGZ5cq1SwiavSDX79zEfHKJRNYirVsUl5YhZPNEI4usLKdxKD7WdO7A67E3cirxMMuLYabGRpkaH6Wv+wKH35uipixFJOFiXnfhd/pwVNiKVa2trcjBSvxFQUI1DZBI2WSm9yG/ooAgCD9zFnKg53RUl4IbASudRXYoVAbL+aDQJsqFjQTDPVc4d+R1xs9fIju7QDqyAqJMUVUNdzzxUXY/9AhisR+HJVKgeyBLgAIoIiIGAdWNgmTzC7BsbQqv7wMPJm/msSQHLrdtS2y8h4wiWUh4wOcu3LuddzFjq+Tiq4z332D42lUS4SWMdJZQSSne4iBVa1uo3bEDvPYzFTAxBB2n7HqfwYKsqKiSG4QMbo+G26MSWQ7f9H78UBgFUZKIJzJoxW50I0k8lUSVFcxMjoryaubnImA6yaSht8fehC4VNm/aRmNDFdHlRVKVfsqLAjgEi+7TZzj77ijnZ8MMXrcTjbGoiSj6WE3orGltYc8tW3G5LFxOHZfbgWXm6ZtbISfZL6mkupE7Hvoo9W0bONfdA04NweVB8PpYzcOyGiCvZ6GiHoD0yBCWF3be2szcdYszZ46zoTHErZv3MD29TCaWQjcsTMnJ0KhdV3/m8QepdJkk5ofpaism0eQnHMtS0bSGRMLNmjVNJDNRBgbsRKMgOvB4XCyHI/hda5gZTSOLfjA14rFVHE4fxQE3oWI7hq+tqWBwop+h4V56r13ht3/t8/zyJ56murSEV155jfHxcTyqyt0PPwTAgw8/gq+sHFOTsXwu4ljEyeJSBdCT4FLQjRTRpO2GLsWXOHrxDMGKOsoqG4jPzyKhECwOUuLzkliJkFiNICp20i2RKUZ0+9h0y0Zuv1eh+/JlRgavU18VwqWK/PS573P18gV+9JLdQKS6+hqVlZU8tfdWfA2NkMl84EljmOT1DJKigFogB0mgyjJkDEQrX2gII9mnqmFimiBrIukC6Pfc2Qu89vKrVCJy15YdePIifX39TIajfO8fvkpJeR2td92GaHzQPMo2SCKggxMF0zSwLBM9raM6bfpyciVqw5+BXM5EdThs6HOB7eXWbAOez9lTCTL03+gD4O0jLzHWe51MJIySTuFXVJyCyFg2SziWoLFrHY87Zap3bbNvR8KuOGDjyEzTQJZ1RMtAVMAb8FISKiaaW+VmAUwfCqNgAaJgEQ8v4BZEdtY3YaXjrN/WRUhYIZMZRchNcv/De2mot9WGQiEPVeV+lhdncWthSmsqcXm8ROM5Nu/Yza477iGjpxgesWXKF2fGkfIWs2PTZFbPk8w5Ma0WoisWilpOaWk7Vj7LkfM/BEAKVlC2/TbmRBcVd63DXVRMPL6KX7XwCClC4iqv/vSrKOePArA1H+X2jq3s2d5Ob2CGfxmOcb67G0+whLa1HTiLcjiEAZyJGe6/61b7O7gk3D4vLl8nppVByqVQWWBo4Bw+bwNOl0pxqJrSkI3idLvdjI/Mg1nE2Pw8rsZKjl5/juKeMtZt24KSy2Ea/5u99w6S67zOvH83dN/OYXp6picnTEDOAJEZAIIgAUaJpChZeSUHrS1b3pLl3W93S5a93l1bK1vBa1kqW6JEkRLAHAESJDKRgQFmBpMweaZnpnMON3x/3CZEbZVl1nq/+rhVequmeqqr83vPeU94zvNEESrRcVau40++8Cizs7M89dRTfIsf8J3vfIe9n/ssd330I+TzeWRZvlUpdwbN1qEIFCML+DwekCRKkh3ZqpBNjPLuOy+wfbmpEGW9Mc3BP/5vqKrKrt1biefj2F1uupetQ9MtBGsC3HXHVrSMWch0OFyEFxbICRlkwUdNY4jahlpcNhsUCnzmk3/ADxJ/w/lTZjoTH4tRmEtjuV8DVYd8AaMQRbBYQbEhOR2kMxmcFX6Hsga6RcAiyxi6jK7qWK0iAqBRxtBVRNGCvcLwXRedpbaUxqJLXOq9SiaXpyRKONvruf+eu7G3V4OiI9jEX0YjeuVPAkktExka5mc/fYaurh7u/dgTYFGQqup5j3tQM/0ENsBSTCMYOkhWEDSmbvRB+jKnj5zg2olL5h7kZda66qiSq7F7bCiKQiyXJioVScQmSKZKhELtoJv8CPl0HqfPhZorYHVY0co5JIuIXtbQixrpnMJCwoEmNvMvcB3dWh8Kp6CrKlbRoCFUy8qOTjoa61mYHMfv8ZLPFRkcHKbKb2Ptuk243eb2RBYnuHZ9ltmZcdKpOPkrE/gCIdq71tLYtpRkrsDU1ARet0nVteMjt+Ox2zjzzhleOfQ6b7x1Go/zBpJkoamlmdraWo6H05QKZj7bHqwmVBNELMsMzS2QK5Zoa2shHZklX8xy9eZ1Ll26gp4121uyIDI0Mg6ajs/fgNfrZnY2zLFjx+jvu0GpVGZqahqv10t1Rd1nZnqKoVyK6qCHuvpqHA4XhUKBWCyBVi4S8vspGwW0SmAY9PoZKU4yN7eAw91KRgeb04HNZkPXVApqHqds3EKkJWNRwgsLnDx9munZMM2trVi85gBPsVxmamqKhYUF1Ap/n67r1NfXs2LjJhSfHyOTQXC5sEggiDqTEzcJVHvp7DRHlS9eOI3LKbF9+y7KFFHKGrOzN5mbmyOVKZJOJ7l0bh0PP2L2+K1VIg31dWTzOSZGBrA57Vgkgf6LNxgbuEEiHGZ4aICuTjN9cCpWRm8Ocf7iBRLZJPF4nDdPXWLd+o3s2XsPS1auwmVTbhmsIpmVeV2HcoUpCSoTx4KIIUpmMc5u4j5a12+kbXyO+ZtTlGUrTe1LaFu2lOZl3SzbvgW8bgxBp6CVqfhNnJaKx7UAks7VoQFeP3qY8GKEzTt3EmhpxSKIlDXzN1ULBfK6jtViRXyvXqAXeeetI/z0509x6vCzNAf99NSZvBzV3iCpgkwikSafXqCglqhpa8BWG2RpTyPuxgYkt+1WDcLpdkIZZIsAahGpVIRyGa1UwuLzUVcdoraqhplU8gPb44fCKdhtVlZ1dWCXLDTV1RDwesg5nMiylVg8jtVmp6xnGbgxwmLEBLbcHO+jkCuiq+DzmhN1qWsTvH3iEqItQLYkYIgWQiHTKdy4MUMyEiOxmKB3aB4ZhYb6ACWtwPDCVdLZFHHRhlDpqWfiEa6eO429bgl+h4eirpJPxhDKRXwOJ5OJJPFIHJdubk4qn2cgfRMJgdXuOtra2hgYGCQWTZDLFpifX0AQBEKhENmM6UgGB4dJZxKskHrweDzoOjgdHqoDIWTDTk2gilhkDkE2L8RafxCf04skJqlrbmbl0tvQ/U0s6epAtsroKlhFAbEyJlsuFfn2d7+H2+3mc//m83zht3+HieERfv70MwwODjI7O4tFlG5FCsVCAavVyqc//Wnuv/9+rD6/OasvgqGWOX/uNAtzM3ic5sl8c7ifzRtW8thHDpBX0/hr3dhcbm6OTRNeiBFZCHPh4in++r/8PwAUhFaCtUEisSiZfI76xjpy2TQTIyNYEUnHYjTX1vKZT5iE4al0gr/+5hVeeeUlaq7U4a3yk8wXOPTis9wYHuLLf/CHtC37pThNNpnGWeVGL1fq8LJ4a2C4bOjouoEualgtJrakZ/c+WtdvJTY9RzGVJeD342lvA1kAGTR0ymjokoblPdVb9Er6oIEEy9eu5tHHH6W7o5NAYx3oZSQd3BX+ArfTZkqgaWaLENEAWaRz+VJ23HUHzioHtZ4q7CXTFPPTMbCJdK7qoKunE0/Ih8XvwhJw4A76UAUBweWHitPJT84y1H+DuWvnKKklUsUs3mCA1q5uVt65G6cngNfpY+J9TvJfWh8Kp+CwKSztaCI2u0gmvshMOkUxl6dkkYhEohRLOtF0nsu9A6iYJ3mooZ3aUBUet0JLUwNaPkFv3yjDN2OEoxrRRBHVsDIfNWfnT53pJxioYc2KtTz88TtY0tFJQ1Mzw2MjvHPybc6cPU0hncBf0RCYn5rkxz/4PtXtK9hx34OEmtoQ8nmckkh8Pkx/by8uh5N7d9wOgJFJcP7kO4xPhxHlPsqaig60tLfR3d1DOBzGpjiw2a0UKsShit2J2+elqaWDYjnP/MQc1UE/FqsHl9WKmi9ilAwUw6xkJ2bjaGUBu8tPSVLYff/9lN0hrP4AqXQCn8uJkI/dEqhxO+3s338vK5cv58EHH2RiYoJvfOMbjA6P4PV6WbNqNa1NzbdwCl2dndy8eZNnnvoZyVicz335y5DJYHhsaGWNRCTB+XcH2LDUHNvNpeI8fN/DdLQ28vjHH8butbLvwH0oNideb4CHPvMxHntoN1evmMXhcETh0pWLeK1uauqWMDI6xKmTx6mt9vKxhz/Ku6dOoxVL5DJmUWxseJRUOk5jWxPLV69iw6bNOGvrOPjMQd46cpRgVYD/8PW/oEIxjUOygA4WWQBRwBCpjDGb6nQI5m2q0rK1IiF7/QRdflO5yjBA0MnnUlhcCiAioiOjI1ZIDhOLi2jZAooksxBP01LXwEN79uKwKrC4yNT0FCV0nH6zmOzz+bB5PGbL0QCSSfC6aWho5JMf/yR3H/goVQ4P1vdyvowKmaL5nWwChlUHp0SRElmKlTF0ldHzZrrx1qFXOf3WcarLETQMMloJwelkyYo1NAYb8S9bybbNO3j3+NEPbI8faPZBEIRxQRCuCYJwRRCEC5X7/rMgCDOV+64IgnDv+x7/NUEQRgRBGBQEYe8H/jS/Wb9Zv1n/v69/jWwcwP8wDOOv3n+HIAjLgMeB5UA98KYgCF2GYfyz8Yuha8hqHodsoOXzZPUCXreXclljNhxhOhxj47blPPDQg+iCecpWBV1YLAYLC7PkDZ2Olnoc3gA79jSRytl46Y2zHDt1CZ/HLExu3LKXvXfvY8XSlVgtDgTZQqaQZ17VCS1doLmYY/bCOcTKqeN32iiIAn2XzxFNptl51z3ce989aPk0V8ZGuXD6NHpykfEGsz5AMU0knsLjcLBy5Uri8Tgz03P4/X6am5txOp1giExPT9N77SoAhUKBhoZ6PB4/xaINtQzB6gYMQ2NwqI9yNk+124PHZoa7Vy4NMjYXpaT4SKZyFCQrKBaiyRR6uYjX62dhZoTZSRMKLmLw1a9+ldoGEwX6zW9+k97eXv7N5z5PXV0dmzdu4ic/+QlzcyYV2P79+1mzZg3Xrl3j2ReeZ+/evTQuXYoggKy4WLN6C7L0txx+7U0ApJLEkpY2ZNnC4488yvd+8Lf86Ps/QLJa0VSBt155iQ3rV3HPPpN5KRopo2XDrF2/js6eTr773W8zN+zhwf37+ewnH6W7McAvfvYLjlXoyyOxJFu2bObRT32K7hUraWhrJ14s8Edf/Qp2xcaVS5e5cvw4a3aY4q+CLFcIZH55bWk6IBpYZRkBM7XSKg+wImIRZSRRR02lUcslbDYZu8NhEszoBXS1SGxxgevnTYWCM2+/zc3+QYrZDHbVzZKODjLJFLFkAtEiUhB0JJcda4V/oa29nQ2r17Ft2w7wVZlhSyQFVhlyOUJ1LeZnfg/LbLeC1Uohm0N22tGtBhkjScko4REVZHTUbJaXn3sOgNNvvI1Nk2ipr0FxOYjmCwxPz9F3tZ8L5y+zp2sVd+/bxyuvPsOb4yf/ORP8lfX/RfrwAPB0Rf9hrML6vAk48889QdB1yrk0frcTQ5XIZ4p4PB4mp6ZIp7I0NobYuHEzNruTZw6Zgx2z81PU1QdYvWYVW7ZsZnzsJFXBVnQBLl+7zqXeayhOH7vvM6mwH3roI/iCtSDbWJwOMzE2xsDwAMNTw5SMAs6GepRrCrMLZuja0LmCT37iM9yYnOenz77CKwefZlVnCz0dLWiZJHZDR7JZ6btqysSr+SyCpuPxeKkKBJicmmJ+Mc5seIaZuXoUqw2vz0tx7CaLEXOAR1EszC8sMjh0E0UxsfrxeJbp6WnO9fdhF2TWdS8nVG06tmxhgnRJxlbXQGj5WsKZDIrNjSzZ8NrtaPk8E8PDzFWcQi6V5sQ7J/jIY4+BJCEg4fNWgSFy5PBbvPP2cebD4Vvpw6HnXyDg8+P2+KiyWJhbjNDQkkdwKqDD9q138dFHPs6xCsEH+TIOhwM0CNXUUeUOMBNeoHtpAz09y5idnuJb//27HH3dVBhMxqLU1NSwflkbxdgMZBfZvraH2zcuw8hFEQpJULPMV1i05xNZvJrBq6+9wZunzhJqbmLtlk3s2LKTe+65l7H+UZ7+6dOcfPMEACtWreH2jzxoGpkBZcFAM1QsVhkRAxENAfCUK0ChcoHs7DzT42MM9veRiCzS3tHGunVrcCxpIdLXx6lj73D5/Hmmhs3WdiGewGt30lBVhTdnpyErkC5IKHkDzTAoWgXS6SSpuIl0fefaZSauXGau9xpdje24FSdumxN0g0gkhm/VKvJlFWtF2LiuuQ2xJoDN70A3NLRSHpcI2Uweh1sw+5fZElKFDKgqEKQx1MjEwBl8RjWS20P7spUEGtto7VwGVgtiwM/vffl3+M4r/2edwnuycQbw9xV1J4AvCYLwSUyhl68YhhEHGjC1Jd9b05X7fmVV5Oe+ABBw2dCLZRxuO+USpEpZdENgIRpDkEQcFSEQXddxucxTU51ROXlygsnJSRSrjbVr2snmBF57/TDPv3wWX00Xn//i73DvA4+ab+hwoudKJOMxksUChmIlo2tkDBWHz4/bYUG2OihWtCfj8QRd7W3sue8hEqksB59/njNvvk6b/yHCo4NU2a3ctXsfVZUTwYLG1PgYVy5fZGTsJqPjY9icEt4qP9lCFkMUsBRzTM5MohpmkShUHSIej3P5ai8Oh4NQXS1Oj59kJs90OkfI42d0NkIwYFbjaxu7mC5OotncbL/7HuyhOgqGhNfjwJrLceXUSXpPn4acSW5r0TWGbgwCAhiweeMmLp6/wIsvvsjQ0BCyLON2u5EqkNmTp07h9XrZv38/d999N92rTE2LYskkA5a9Pj7z+c9TrrBLj/UPUtZKXLp4jr/5m7+hUCpx55072LdvH1u3bmVmcoq/+973uHzBpOW/bX0327Zto7O1HkSNu3ZsxqFYaWpooJRL0xD0093WwuSc6TQX4lmS6QwvvvQaWUOgtaubuViCweujqOkcoiAxeGOYMyfNGochydz+0QdBNzAw0I0yIrpJnIoBaplMNIpr2gx4j736Gu8cfZNkPIGEQKlY4JIg8IbbidvtJp1KUMjmcFosrPWYBevquh48DjsOi4I0VaLWWQtVEsnaOmLFNOOJOSajEQzVLCa7LFaK41OcnV7kimFBRqa2KoTf46OQKzL15I+xetzIAXOGJtjZwabdu+nZuRURkFNJBi5f5sxbR1FzOVasWMX2HXfwe7/9JfM7ywrZYpH5gYsoTgeCYsdTU4untdOMPgwNNR+lZ23nv2zllfW/LRsH/B3wZ+avzZ8Bf42pKfmB1vtl49pr/EYikSJQVY9ssaGLKTRBJJlJI9st1NZWE4nMU5f1s2f3HQBs2riKH/zwh4wNG9wcGmbDlm5OHT/FwZfOklfhcx97gnufeAKzdwThqUkKhRKL0TiCqODwenAGfNhTfuxeO+UMGLKNYMj0X+FokqtXrrF+6+3ct+curl08T2Z+holrV5gbHsCml2iq9SOWzQKU2+WBcoiL58tcvXaFhcgCXT3d3LZ1M+VymWw2TywZYWDwBuvXrwNg3bp1DA8Pc+XKVSanp9EMnZraEIIoYaurxWrzMjAyjd9rknc2NHagjYWZCi9QU1uHPehnJhxBUQuk5yY4+dpLTPdeIOQ1HZXbaUfWBSiqqKUi9z30CEF/gGMnTqDqGpIk4fZ6bqVMvkAVVYEAmzdvxuP3g2B2JCSbxWQIV8u0rF7JtttvMzdRy5HILvKLQ09R0AssXbGUjz72EZqaGzl38V0kQeILX/wi+ufMboKQm6FtSRuUi+QKWZYt60bPF4hH53EobmqqqtDKZcYqUvGuQD13HXiY65MznLp8ldmZRZ4/+AKCLlAXCCKpAk11jXQvMxWuNm3fXpGyMpGOFgMMzQCjDLpOeXGR5MwMh/7QFINJJpM0u910rlmDx+kiHA5XGI0Eypkitdiwel24FCdep4kLcNnsiBpoRZWqqgB6UaWcy2KXdKqRKaoykuhA8prgJU0WTf0F2UoylWV+IcZMtkjKa9K021Lz1FQ5WKhEFm+9eIWBm/18XMuyYuNmpFyRg9/+eyb7b+B1eug7doFnfvILlm7dBsAjn/88gZZmljQGwWqFsoohiSBb0Yp5tEIKa9DF5bef/6Cm+b8vG/eeliSAIAj/AFRiSmaApvc9vbFy3z+7yqpGc8sSFuMZctkoNsXF1YE+SkYZxS4zNjlCODLCyVOvYK0UaQXJ7Es/cF8Pm9ato3dggXdO9zMfh6bWJkKNHWaoVTb7VU6XjXQ6iSQJLCyGqbXZqQ7UMDY7jSTbsTkg1NLJ8KnT5utbbIyOjTM2PEJXWzN3bruNo2+8zD/2n4dcis3rVyCX8qgl80QQbCJVXg/Le7oZmhikuqaavfv2UCjkSKXSZDIZ+vv7QYJswdRl8Fa5yJcy5AoZrDaJQqlAMp0kGo8yF4+wmF/ArctcGx4CYCocYz6eItjRSTaxgCrpeESR0mKcwwefpP/MO/TUBaiymUY+HY5it1hB1ZAdLigU2bTrdjbddpspxybAr4D6BW6JmOgV1J9kU4im8gQ8dmRRNfkCLZU2bDbCC6/+nFPnj9PY2MRjH3+Mjp5OMpkUP3nqR4wMjfHlf/tH3H67WVOwSX5S87O43S6i0SiDA300NDTgdrqwW50koxncDg/1taYTnI3nKOTKfPzRT+Dw1DI4NsFQ/zWW9iznK3/wZWxWhWXLVmCvNiv92ViyIiADuUIKh90Ooo6RTCLYbUi5DD/81jdpnDcVpTavXIXH4yGVSpLPpgnaFGrq6xCRkBHQyjrJSAy/24+7EqEW8kUsskxBV0mJZawWK4YsUxvwUyrl0HM5WgNBrA6zYxSORbD6vIguJ/FiEVvVIjPRKLPFDKqusdJjw+G0UKOYr2+EJxgaHmAxMg9qkcXJCSLheWRRRFVVNMnC8Og4V+NmRNux+w52LGklX5Cwy1Z0SUYSJDRNRRA1rH4FUhOcOXPk15ngr6x/jWxcnWEYc5WHPQRcr/z/IvCUIAjfxCw0dgLnft17SJKMalgQRA1N0JiPxykUM2SKORanI+zZvZLbbluJ1aJSLKQrz5FwuVw4nSZI6Kl3+kCoornFxs2bi/zZN77JpasjrNtgou+6ujuoDdXgzZexWu0gy0QXIiyEYwSEWiwOJ40d3SxJmC3PG4Oj9Pf3k4zFWLtmFSGfC/IZFEmlpSlER10Qj01Er4BZqv0+FIcdXV9P67I23G4nhmgwNjnG6M1hpqenEQQBxQkDwyaybOTb38IwoGdpF83NzfT2XuO1IyfxuGHD7WsIuQNosRxXjpvtp2Qmjd0bwG3RqXWIHD/+OsVcnvjMNNdPvEXIIbBz/QqoaGMkp0eQRAsLM2Gqq6sRnQ5AxFANBEMwB3EM41YPqoLeN7ldK3ujAy6PGXkk01m8XpmVa0y1pCMvH+L6QC/eKhfbb99F99LlSDL4a6pZu3ED754b4IWXX6Nnmckf0eDI4akOgaFx5co1Xn/9NVYuW879Bw5gr/Hi81STjGSo8Zs1FNmq0Xv2IqH6dh478DCBUD3/6d9/DYfDQUuSdPCTAAAgAElEQVRTK41LOsyiYuXDKl4XiFAo5SmWSpw69hYOSWTb7bswpqf5h+98m+j0FL+112yIlTWVWDKBZhFxu93ouk45V0ARBHLZPE6Lgt0qks8nKBYypj1IIk6Pm5JQ5PLsAsVinnKpSFNdDTU+H95AFQ7FytSMiaexOZ0kcnnyaomIWmI8HWUmnyRv6MhWhd65SaotEGg3wUt3HDjA0s2buO3O3WB3EGhqZONddxCZm8XnraKlq5tAZwcljxm5LNm4iQJgtzkoA2VdxyZJiBKVNmsetDTJyPSvM8FfWf8a2bgnBUFYU9mSceCLAIZh9AmC8HOgHxNs/Xu/rvNgLgGL4sKGnYnZIUZu3iRQ46G2sRrRkmLt+h7Wre0mmZwnlzLzX4fDRU2wjnQ6z6GnDyIYnTz8yMfwVtXx4mtvcfTtE/zgH35E1bNmYdIiw+OPP4bP56etbSnB+mq0gk4qksFicVJVG6Sqto6e5SsAmAwvMDsfJhpZALVIMR1HVvOouTTVHSEEtcDc5DhCRaMgV8hjSBLZfJElPW0sLi7y4ssvMDs3jSyLTM2UWb7CzYqWrltaFF6vF4usMDQ0jL/axSc+9Sjnz13EMAya7lzPmu4VuLDzQ8kUUzn25kksggtFyzB49hiXjrxBNpOimEhiKxdZv3IFjaFqRoZMHH06m2d0dJTXD79Be3s7XUt7qGloQLC+j4PgA2iElAoGxWIen90HehHJMB2hrkMymaY6UIskKbg9AbKFDKVygeqaesoGDI5M4a7k4xZvBooF4tEYsuJEEBWmZxcZvznHaP8k1y71c/3ydbZtNyOLjpYgx969xLuHj+IQ7LTV1LP/zrt45bU3uHbxIo1tLebGVr6DLEkU1DKFQoHJiXH+6i//K3PjY/yXP/1TtFyWMydP0Riq5dTk+K09K5UKZn9/KEV8cYG6QJDNq1bjrnIjCCJ2RcLQVaJJM7qLphIY2TD5UpGZkoJsEcmWSszPTaJPDFPt8dDR0ky+ovtQzmcIZ1JkJMhIYGsMcdfeOwmGakGSqSnlcfr9BBpbAQgt7QFfFUahRD6VwdFYz8f/6EtEIwu43W6sThey30+xkhYXkSnyS2yBoatIkoSEbs5+GCUic1NIxv/BKclfIxv3W7/mOX8O/PkH/RC6bhCLppgNhxmfnAKLQKC2CodDR4uUkBSVbD5CoRDD5zOrtIpkJZNIkIxniS7G2Xz3LvbcsR+loZ3t2/Zz+OhRLl+5wPiEOUx0Y7CXb//VN/H7q3j845/lwIOtVPuqCXiqsCsuAp5qUrFZ3BWDDQQCpBNJ0qkYsxOjTA7fwCFp+ANe2hpDNDfUYrcr+INmS3IhnuLS9T6isQQ5MUMmk2FiZoK2tmba2psoqKfYunMzn/3sp0kkzAssn89z9uxZ+oauIlo19t53JyvX9lAslsm6IBNfxOEM8NjHTTJZhyJz/Ni7TA0lOTh+g1whj9Vqpcbvo3P1UlobG+kbH+H6DfM7a04bZy9fZmh8nKamJjZv3cL999+Pv67OhIBaLYDxy7CgMsErCr9UaZIAjyKg4UAUITo6zg//5w8BiC3G8Lk9pBJJ+nqvc/LEaSKJBaZmR7k5Nlwh3HUwNW2G6wGbk1Qyi47Eps3bGRme4OyZMxx+420mhscopAu0N7TT09xWeXM7a1raGBib5MgzzyClMzQ01ZGNhDl7/B127NqKq6nxVgpkICAYBj6PF6mxme6Obsau9fHqq6+ztKONhtZWdE3nbNjstrg8bjqWLae1tZlYdJHes+cYnwuT6++jp7EZu67hdbmQFYmpohmuT8SmEBwKTreL1iVrCNQGyZSL6ALMxxbo6+ujb3QApcKDnysV8dfV0rVmJU0dbWzcupWa7m7QIdx7jbcPv8rZN98mV5Gp3n3vfvY//BEcNbU4HE4wVOSgn9rge1qQ4q+IzYCMDSsyoBsadgRT+OU9BGU+w8LMDJ5Kd+ODrA8FojGfy3P29LssxKME6mpYuWopkrVMeH4Y2QLVNS5kaxmHTcTrM0NZUbeiliy4nUHuunMvx/oGefXFl9l99wHcbR3sffAAe+/axfi4mY+Pjw3wi188w6VLV1iYnkErFgh4PYRqg+RUlVIhT6GQuwX5FUQNQy9RLqSxWwUkvYisl7DLMuG5KRKROapqg7RX+BCnF6KMTEyTyGQYnruOYRgUSrBh81puu20jo+MDZPIxbE4Rd4Xj/xfPPsmzz55l5cpqtuxYx9TsMIpiR1EUbE43J8+f4erlazzx6KcAuGf/Xqampigk8tgUBUVR8PkDiHYFrBYujd6k99oAJdU0kq7u1USzIjOxRSYXw0xHF2jtWsKuhjqK5ZLZBn1/ScH45e37UW2ZlI7LadIZPfPkk/RdNtOZ3XdsJJeOcfiNt7nWG2Nubpr5+ByLcR3FBk2NTkrZFH/7nf8OwNe//Fkz5LfZiE5MsLAYRy1DdSBEci5BLBVl3bLV1LrMGkE6lWd1SyuKqtE/OErvm4fJ++ykFmaILdSgqjkQysQqdOeGJBMIBCikMrg9Vfz5f/w6j9/3AA67hTUrV4JoMDQ4iNVuvn6umMPv91PX0QaCwboTJ3nuySc5/foREpkcLlEk4PVgCCr5yoShf1kXsttGNJMkMx9mOBJmIZfizgP7+OwffJGxyQlujo1RVWUiY4vlEv5ggKWrVmD3+czwSoXjT/+cM28fJ5WNce7EKfJl87qzWxzYBAsrV69F1cv09fcSaqhBlAwCtQEsdgfNXZ24JHN+w8Agq6bBsCFipuLmFKlhoijtDqx2B+nsLWH4f3F9KJxCqVTCbXfQ3tlBsLGWRC7C+UtnCFTLPPr4Phpbglj0LIVcmWIlXw74/OByMz+TopAvc/XiRc6fOc2Jt4+z8467uW3LNkKdLbQ21gHQXOvG71L4y4V51EKWUjGLx6XQWB9keHqK+YVpqhwKsZjZDksnY6TiCxQySVpam2hrrmPoUgnJUJibniKXzyCPOxkYN3O1cDLH6EwYXZYp5/O0tdnZdcc6Nm5eT0dXK74qD4PD17kxfI3qavOCae9s5O59CR555BFaWlq5fOkqs/PjHDlyhDWrNxAMBOgbmOIPv/oNANav7mIxGqFKcVPt9lFX14Dd66F/epor/cOE03lEVzWr15vdgVWr12EkE0xMTDA9Pc3A6DDHzpxi09YtaIbOLZKx/5VA5H/532UrAxInX3mel597ku2bzYGoz3/2QfqunkdXo7z40lVmwzPUNQqs3lhFc0sdK5av5dypfsZGzdJTTU0NuN2MXbrCs88+y8TENAf2P8iuzdv52cKPEbOg6CLlpNnytBY1vFY7vo5OgqLE6PgY4/Np/E4Lqegci3NT+Nob8PvMU1RHAEPHJsqgi7hrm9i8SSGTz1K2KCBL1PT04KmkM6IomiAiQQfdYMnmbdxfMmioaWa8t5d8NMr4YpS8WmDL7l0APPLpJ+ibHOav/vZbWJIJFlIpppMRWrZvwtnewor2NprWrMNboQEEKBRy2OwKoEO+yIUjRzn83CvIqsayOh8d996HP2h+pkQ6x2v/+GOezf89DsVGeGYCl9OGLIOzyk1dWxurt95GU89Sc4937cRlsYGhYKgqAuZUmKZrSLIEgg2Xv5rh8YkPbI8fCqfgsNu5fedOvDUBxmbGGB0dRLbAho1rWL9hJfHELJKRw6lYK3xYEEvEmRwb5eTJXibGZqn22pmdixBfmOSlQz/j/NnT3L33TtraTaGQ5tVLKeUyZFMJDL2MoRWw2qzU11eTLCVZSMRwyTYmxkyugFI+g0UWSMbmKWfiiIaKLOjYrDJVfj8eXwfJYpmRmQpOfyFGXheRRSs2W45Vq1bw0MMHkCSBsbER7A4LpXCJUjlLvmD+7HvvuYudu7aiKAqLi3M0NtXicit893txrOJ1vvSHX+GrfxLgO9//JwCmFxdpa2tDjxWYmZylkC2jWhX65sPEJJmGNZvp2biN9ZvNC9hTFcQTvUmwsZ6eTIZnnvoZ5y5dJBxZoKWpuSJlzC8dwT9zO9J3jFPHTvD8M0+STU2z+05TzIY2O0tLHjraD7Bz12p0yUKgzoviVAnW+RAFhd4rx5CsplNIp9OMvvIqz7/4MkMjI6xYtpztW3eg5VX6evvYs2UHNT4/RmXylEIJ2Ql+t5vQiqW0B3zUWYtk1DIne69wo+8ynRtWI9jM6FHSBbRUlsR8lPnJOS6dO8/A0CDxfIZINkFaK+HwulnbbRafa2tr6epaQlNzA/XV1dhcHrrv3Ed3fTs/jn+X2bJIvlBGN0S8NeZ15Fy3iWU1NTQsfZP8dJ66wDI2BnxsuP12dCRU1TDZtyuapIgCNmxQEtBLRUTRhmyIZNMZgk4X9qk57BYZSyW6U/JFWmUJyePDoygUaaXK6cBus5LMpsjORLn47MtcDpnzJC3NzXg7loAAOjLoJseCJlqRRAMEC1MLUdLF/9sGohwOJFHk3dOnOH/9AjUtVfy7r3yFtRvaGLxxmiqvmdv6fC5mJ8188Ozp45w6eZNiDvYfeJDUiSusuGs7++77KG8ePcUrrx1mdLSPtnYTd3Df/rspl4s47QpNDbU4HTai2RTFUhrdKGBQxCJZSCbM3NFikQl6akgl4vT1XmV2egpFsbJ37x5CtUHcfh+X+4cYmTMHTXxV1dy2dhPNS7pY1lTG5XLg8/no67/Cjp238ZWv/CGHnn2aQiFHuWxexH39vWiahsvlIpct0NnZRXNLI/ftX8mzP73GkSNH+Pzv/xErN5k96fHROaxFiaPPvsaliTDafIyYWiYjy6zauZWVu/cRaO/B6jWr99PxLBu9Pmrq6lkeDHLy1BmmpqZIprMIooiuGojvVyN+vzN4X8Rw6uQr/PAH36ecLvDFz+5j0x0mziLfe4yf/uT76Fh4/InPo0kSU/NjDI4NscW3Hq+3msX4FHkTysHTT/3MHINOZdh5++3s23svwWAtA5euEgxUIxrgcTjJZSt7APgUG7l4DE3TqHW7KDc3sJhJkT15lIsXzuIJBXFVV07ZeJqbg2MMXRtkpG+Q6GKMuqZGOtesYNltm7D4XJTQuX7MBFO9/fY75HJZVq5YxuOPfJQ79+yBXJahwZuMjkySjcaxWlwYJZWBYRM7sXNgGP/qZfzp1/+C8OAs9a3NeEIhLC43KgK6qpu1gLx5eBnFIoLLbP/qhRSiW2HN+o2caHmdfDyFPjdLIpdjsRLeW90+2tqW4Pf4EUsqiuKEXJ6Qu5q01UFS1jk9Mcpcyoym9GwOKvUFVbtF9WhOegoCqViKK9f7cFZ5gQ82Pv0bMZjfrN+s36xfWR+KSCGVTnLolR/hrIZP/+4Supa343VNoubyNPpUpGIGqyYzdHyEq+fMHH5xUWBL9+20dTfhDShcxoJjMYZlZIhPruzmweYm/unpnzH4qsmcXJxfxBmqJZYtU5KtpLUSgkOh7+IgGV1DsCok0teZna1AKtQYdimAUZhhtP8kWmEWXStQHRIINBjkynOcu3IQQzTBUV/43MN85GMfZ3J6hpefPsHkzDD/4T/+MfnGBgqpFO8cP8nBp47z+MeChHaafX6b6MbhsbEYmae6ppPnDr1LdaCJrRs/wzuH/z0Hf/oGXfU1rOw2ORpXuyUkv583xSwTqkHe4qJ+7RruvmcvbSu6UFEpGwVsRbMuUm0TmFWqsDVXMRePky/JLKnrpEr0IpRMuT5E0CvBgmGBdLIAahaf3wW5NK8eeobn/+6H1Cs2Ci6DjRvugqApA/dP332JF94q09RYT99fHmV2ahZRNyhkM9zcXc8XP3c3DfJ6xqZNLcm/n3mdDcuX8AcPfoGuYBMNdW2wmKLv1SPIi3E6b6tlengMu2IW0fy+ALG8jmC4kESRaDyLS5slFPDz2fVbOHHyAj98txcjZGLlhJpGCoqLYNMSmto62FztYdWKTgRKVIeCJHIZDFmm2TDbeVeCft48/g79AwP09/dz5549TLx7juef/glr1naTytcxujDF0NVh3Dbz5NdcHtAcBKuXEqzrBkM2EV9lGRmDAjp5o4hiN68L0VKGVBSm5pBn5sAqQXMD//a/fY08KrHRGGomS3bOTEN7j55g+Ox5uqolljY1EsvNo1ptnB4fIyNLRAyNBcnJqh07AShTBaqfrDKDbpMQsJLPqjgEGatNRkiNU5jrJ6SUP7A9fiicgt1h51Ofuh+rJ40vJIFmEFmIYUUi4HGgKFYsmkixHGEuYsJBbbY6lq1YjqfaychYP4upFHX1jRiKhUg6jSYKuGqqafWbcNO9B+7D09zIu8ODoFiwudz0XbvG2OQEnmAQya4wFV4gnjH7uQ6Pj1ShRFkQCTW3Iig2BAVyqs5CNMm5i2cZnyyzYp2Za+7ceTsL4SgvPPsyb7xxlE/81mNkC2kKao7nXjzKc8+doq7OSUtLCw2VqcXxyTG+//3v43TZ2bHrTg4ePEhP91p+6xOf42NPPMpbR17m/LlzoFbYoFo7WIzGmI8t4Khycvf9D6L7Q4Sam3FXhciUCuRyBTIVklGrZCE7P4VPsZGYm6OUSdLU00NjZbKzmCwgWRVUyfQKNgf4vDbQLKAWuHDsKL/46U8o58o01zVhd1qZn5lj8cdPAzAzPs0j9z/Mks4uDh18gcX5CA/f/wBuu43xkRtcvzZAtb/aVKsGnnjiAA/ee4CexlZK4QTYbBQiY2QyWepDIXRdx263Y610dAxVA0PE0AVAR5IkitkSgpQFQ0a2OWjrWMKyvSazk62tm4LiwltbQzGXppiMkNfyHHntNYaGB0ml0yBJ1OfNGNtdXc2uXbvYum0HG1evBk3j+kA/41OTCEKZslZkfHaSNWvW8MgjjwBQXV9vxujv8ckLQK5APl/EXhPAaVHIl7OIlkocX8xw/Y3XefuZg4z3DWL3uuncsYXtjzxAx44tNHiaTRCZajqdZRvWcfDvv8/5o29zPTaF3+EgkUgQzaZwh+oIdXXS2dHJ+l2mU6hZ1gWSjh0BTRewiAoup9scD9XzXLt4kaOH3+ZLv383f/6Phz+QPX44nIJdYfPWzRT1BbKlCE6PBXQNQS+Ty5aYnJums3UJwYYGZKfZg+8fGCaZL+H0ugmHZ4mrOo6aAKpdYW5+hmQ6w0wqgb/ZNNpte/dwYWiQ2ViMnKoi2xVcPi+tbW0UdB0VA1VyklErBmJ3k8mmyKoydl8IzeoiU4ZUXkOyS1y5Nsj0HGx2mlXm+q5VnDz8Fs89exhBhLv27WAxMsszv/gpp0+HWbPGz2Mf/SRd3csYGhkB4MUXn+PMmSEefHAHbW1tKDYrY2Oj1NUFaWrcSUdLgPnZcTq7zUpzQ0Mjx84+z2Imys69e6hb0sBMXmIuliRnT4BsQVUlHIp5EoqKHbdYwm4YjM2OEg+PI3e3ItpFUxrdooNDQK8wQWHYzZZZPsOxl57l0FNPcv7Yu/zJFz6BhsbAUB9vvfoWg6Nmm1cTdR448AjLV6zipUOvU84Z3HP3vXQt6eQ/fe3fce1qP26nF09FJm/nbduo9QfQsiWs/gAUVK5dvY6h6axasRJBEHA6nZQK5qmWyWSwWe1YBBlVNWVgvBYPmi7jdvrRDQkcTlpWmpGXWt/EvArjySSNoSCirDF2bZx3L1xGzRV48MD9tLcvocNrCq9YFBudPUsJNjSBAfGhEQZHhsmpJa4O9LFv/z2s2nEbq7dvoWmTKVSciySYGppgfGKGvuFr3LXzDtpbO1BVHTUSRXAo6JRRK+HX9fPn+NnPf87kpSus7V6GblE4/PYJpkWRL/UsxRFsRisXsdkrptjVSO3t61DDg8zHIriaGnnojs8gShaa29rxNjabGhJu8zsgGpDPIFptpiixpptj35k0mfAoswPDaGnIxf8vo2NLpZPcHBukvbMRhDL5ZBJdKyCIKqoEvkA9umRH8VroWm4Ov8SSfYzNzGBMyYiizFw6w/EL5+kbGCa+EKNUKjM2v0CHxwxFo/ksI9PT6FaJTKlANJGkubkFp9fP2csX0Qyore/EajPn5mPpIkJZJpk3QPHS0b2aK1d76RuZoL2tEU204fXnGRw24ayXT53j1OnzjN2EtVtBk/J4g068QRerN7j42tf+lHJJQrJKjFWk7w49f5a1a4Ns27mDgM/PymXLeeXlC8xMjbFyVYjlKzq5cPYEumoWkjo6V1AWBBZTcZa5LNh9dqySSFrV0BMZ7G4vkiRQqFC2l4p5asop+i5e5erps5TTYWbH+jnx4tNs3ngb1lADGGWMyiwGsgqKzIU3X+cfv/O3jA/0s76nhQ3LNzA1M8mZuVOUhBI20aQXt9qtlHMqakFnIRyhsb4Bn6uK+ak5Zqfm8TvduFvqsStmy9BjcVBK5tCsIOk6Vw8f59Sx41S7vYiiiCKbI9rptAllL2aLBKuCWKwSellFlCRsgo2SIeB3+9F0gcVEipRmOpFsPst4OofocDCbyVDKZPDV1rF6zQZKiST37b6P1StX43C8V0UVAYFcNIJFEPHX1XLHvt14vTa2rF/Hsg2roa4WJBEtbhb2fvijn3D42Elm5heobwzyzsnTCEUVwRDp7Ozk3of2s2nbJmSL6Qhffv01rgz0Y9F0BI+XTKHAxEIU19wikUSWxhqRkmglX5mhcVolNj5wN43rOhFLBRqCtchOH0SS5KJJJoeGmJ0N38LT2J0OSqqOL5picnaOaDxDJl8glUpQKiaIxkax5OHw82c/sD1+KJxCLl/kpVcPsW7dOjxuBYus0tRcg9fnIZlMEKrvQCvLlEmDo0KdLUpkCxqh6maW9qzCnZ5ktH+YwcUJPHYrVpsd2WYnWzZj1/6REdx+Ly6PFxEJUQetWELPFyknctgcdjyeBrrazVOnv7ePYl4jFsljtXq4c8/9vPHGG5y70M/NySm8gXo2bl3CsROmutJ3vvN9ZmYXqKuHJz79CAU9h8Nm4Xe/9NtMTEwztzDH//zeP7Jxw1bu3/8AAA89tJnVa5azZMkSVFWlurqKXA5uDPZR1G5SH2rg4tUrnDlr5uTb7ryXYKiFRFrnxtAIVUvW4PPU4bb6kJxO/D4PNqtEJml2aKKReaaGz3L28GEWZ2eo8ciMDV3mL77+NbZs2s5de/awbe99KH73rb2YPHOKw88dIj41xaqOdu7YsY3kXBK/3YdXcZPKp1i1yoSCR9IJXjj4PG8dOY7L4WbZ2mVMjE1x5uRJymWdYkFjdmqBKr/JEq2oIrXNSyAc4cTLr/Pms6/gFhW6V3aRjqexeC2kEikSUbMmUi6qVLl8GBYNQ9fRdINUPofhsGKp8aBYrGTyOTPNAHw+D3UuN4ligXKpRH19iNVNDQjxBK8/+xzJaAyHw0o2aSIsb9y4Qe+l61x89zz1tSHu3XsPS1evZO3WjeB2Qj4Lgkh+cpYf/dzUYnz58JvkZSsPfuwTtHXW4ZTt5OMpZkbG6O+7xn/982+wdddWvvjbnwNg1br1rFrSTXxylvHBmyRVnd33P8S2e++jurYZoWA6glLFFFU1hyJLtDU1gVYgPbvA8DsnGb04wMjVAeKzi5TzBWwVWntBMEilUrRbXIQjUfKqgWxzoIkgywIWe5lWbxUTg7EPbI8fCqfg8lgoqCmOHH6LbBraWuCRj96Lz+cglczTe32SbFZgbHyOCxVuuqG+KArg8oSoqmplbXMAh24lW5sm4PObI9KJJO5KmFXlC7AwOUF4eoZiJkd3azs3R24SnZzFyBZAF/A4QuxYa6r5anGVof4BouEk81NRWhqDyJKDWDrCzYk0n/r0Hr7wO79PtpK/P/X0G/h9FvY/8DAbNq1nfn6OQ4cO8slPfYI169fy5pFjLMbjHHnzdXbtMt/jd3/vC1y+fIlodJGepSto72iluQXKap5AdRNuj4fa+jpOnjCjkbHxGTqWLCVUW0M2kSMfT+FzBBDIUownySXHSRVTzIyb6cnM1E2K/WepcXkINocIT8+QLmWwuB3c6LvIiWNv8aVwmAP3mbiDTDLF0z/4B86/fZTW2lpuW72aBl81bsmBx+uhylnF0NAgm7eaofSqtas5evI4Q4ODlMoapxZPc/H8RbwuNxvWb+L61Yuk41HuvcccQOqsa4VwjFeffo6Tr72JR7LR09GNXbFh2DW0skoikSBX4YOwKw4EwaRnFhEQDdAFHSgj6mU8isRsPM7iqEmA0tLYiFOymrUJhx0tFePt13sZHeyjNuC7pfs5PmNGat/61jeZGpmiub4JtVDkT/7kq+y++y7++Ov/2ZwbUBT0+QWe+fkvuDFkqpfv2befqvZ2lq/fSK6wiFuxo8bTbN+4kVz6Hv7Ht77JmRPH2bbVFCG6//FHzY6hKhLtHyaRyVPT1Iq7vp7/l733DpLkuu88Py9tedNVbaZ9j/ceGHhPEKD3ImglkdLuirrVSYrb1cbu7e3exRnd7urkdXIUSWkpQRQEgiAJEG7gxmC8Nz3TMz3T0768S5/v/siaAbihoxBa7QUvgi8iozuqMrKyst77vZ/5/r5fT4DebVyIK92lqGjg1OmU5jj08su89sz3qUzOYLQlmVBnPJ4im0gT79Lah9LFSob0J7MMqOCrOulCP0Y8gRcGBNLF1W1SsfM8Nf8jm5VvjR8LozDQ38ev/ouf4sCrB3n26f3Uq+BYDWToksn08OIrpzl7YZHJyRt0+49Yt2kVq4bXItwkZ89cRqbrZGIp+gZ7SCeTWG0XJawjukmugb5+LkxPYwidK5OXuHFlmnapSqdURbEdkokkTrlNsQuBXb1inMq1RWqlJV74/vPkMiZxM0lfoZd6Y5bh4XFSo2OMr4yERBE/YNW69bzvgx/CjDXI5oocOz5PJvMsE+Or2bx1E489dj/f/OZrvPZGlPD5yIc/xr79r3H4iME//0o/4+Oj6DrYtsWG7Tu5dvkqK9es5eChyChcmLzII49+jJGBUSanF3DKy7RkQNtqsLgwQ6dZwqot0RdRTPcAACAASURBVChHydjQdVnbN8Jtu7Zx9vQZphsN7ti9g/e85zHq5SbPPfcCv/+bv8H+V/YCIG2XS2fPo3ohZigImjam0MnE0wSOy8rRMU6dO47eTUw+9IlPcPs9dzA1c4OlUoXjx0+jIrj79jtYOTbK/I1p7E6ToZEor0Og8tJTT/PKs8+TNxLs3LydtBGjtFRGExqh36Zeb0a6jkBvby/xuIn0w4hgWVORpo5UI/x/IRVHTC9weX/U7h5qJgu+xBIRinD6wllmJs/w/ocf4Wd/8Z+xZt0GnE6Lk12B3BOnTzGQLfLIQw8TM0x+5+wZDh0/yuyVSwytWQmKwctvvMmxE2e477GIgvSDn/sCNzo2p69cIl9I0LZcOs0Gi9euM33hAuWlRbZs2siOHTu6s1sBAtAEhc2bKchIU9LzIbwpLNP0INU93fOYPnqEI6++yNl9+7l25DT3rtlGfz5Dr5ZC9yWha3MzextLJkn0F2haNkklSQeBwMFr+/iWDYognjQxOjcVaf/+8WNhFISikM/n8X2fVgPWTMDgij6WlhY4dWqBw4cuMbsQoGlFduyM2IA2rR/HazlcOH6FK5fmWLuplxUjvYS2C54kl8mTa7XptKKW11q5wp237+HBB+7j6JHjfOPrf8ZQ3yB2x8ZuNcmNjnD5wswt4IYWSgqpNFa1whsv78XqVHnw4TtZLtsM9seJx00Wz1+gXI4QkJoGExMTjE2M0nLPMzSwik3rh7lw/ionjp9j65ZNPPKeB4gndAa6kNZWp8xyaY6zZyrceedh1q/eSL0BQeDx9FM/wNAEn/38F4klohkTBiHVyiKB3cZr1Xj1mb8mntbwvDK+61FIw1De5J6t49EzWrueHbs/zPz8PC9991kMBR68/342rd/A0mKFL3yun7/8xl9x/GBUhg1tl7t23sZo/wounDjJzLUbPPrAIzTLLQJC7r37Lq4vXWFhIUIohuUFUoU0q5MTbEvtYMeunaQSaWK6CarCpz/zaZQwYHAgAlMdfvZF9r3wGoPZXnZv3kZcGCgSEpkErVabVqdNx7LIZiLvrlAsokuB41roioZhGNS8BkIo6FJhRTZDQdVwbkQ7YHtyioVKg2ulRRLpJOsmhnh488f56Ec+QKF/BRBgxA3uuz9CfC78zBxTZy7yne98h2JPka07d3LHfXeTyGXAdUE3KZXL9A8M0j8QcTwcfOsInXiMobEJzpw/yFuvvU5teobW7AKNpUUef+wRfv4r/4Sevm6Fx3FQVRVNVaMqQxDlARUF9G7bdyjCW0Q3IDl04ADPPPkkK3STDz3wAGbVJesqaJ02egCqEhKEUR7FqjZoVT2kHkeoKpoqsK0W9WYLq+OSz+boL2YJBgfh3NV3tR5/LIzC/Pwi/90v/o9cm4Qdm+Gee/YQixm0bJfr1+aRYYzQkzQbPieORYpPF8+ewm7WEA4kY1k2bXkIDUFloUSt2cCybCqVCqu7fApDoyOQiPPex99LpVLhr//mSQqZnlt6C0eOHcHr+DSbUflPFwoilISBRbanh09/8v3cd99uzp4/xm/97u9jNRu8+srLzF6bBkCGcPzoUSYvXGTNhgJxPc1nPvVl/u3/9O/4rd/4Pf7Vr/0KxWKOB+67h5twwXQyyac+9Ql+7egfcfLkSXQtjhGHvhV9nDt7nRMnDnLbbbu4+57IFTU1k+mrM5SWpmhXXfp7QpIxn54VITs3T7Bx9Tibx9eTH4y8l3CuwoEL5/nqn36N8mKd+x64D10zaTYsLMvlpRdeZmFmnrga7czbdu3kkXvuI+g4HHvjLQaLg3TaPq7t4PgWNbvE+g1rmZyJqg9+6CBciR96lKsLCE2jbTVo1/2IwPb++2BpkcMHo538W1/7JmvGV7J+9RqK6QKaUAhsl1arjeu6zC0s0bI6bNwS5Sws1wFVx4jpOK0OuqahmDpm3MB2XAbyBcaKfRSGIxzH537my7iawUKzRbonQ76Y7kq2h9HWrOgIVWV4MPJcfuEXv0J7sUGn0QYpSGTTZIp59HScwLFQBey4/Xa+/8JenvqVXwbgwY98nIc/EalrAVQqFaQMGR4dYjFwaTabtBtNCt1+bsOM07ZsYipoioJrOShoaJqK3fDQszphxkTRop3fa9n4pkayr4jqhhw5d5YhkWBD/xg9mQydcg18Bzfo6pNYdVLZNOlUkYV6BZIGgfRYriyjo5DuL6I4TRJderh3M34sjEK95hIOwcMPjbJn9yY2bBgmnTFotARxM0e9cp1EbICYoSG7NftQdVnRn6M3nyeTSLNULRM6HqW5JTrNFo2ORaPVwO9a1Gq9Qm92iLGJUbbs2Eqz2cR3XISh4Nk29VaD9avXMdNtHGk3mihSYpgCQ5NUywucP32Cg/tfZaQ/RbtaZfLCOcrLUYfeulUDLC0v8we/89vcdc8OHn30UQaL43zl576C67UpZFeQyyR4c98rmGbkyq1du46NGzfyr//1F1i3dhN7977G7CyMjg3TsZIc8d6iWq0ST3QnmOZRqk6STLg88elNPPzIPfQVdXqLkO9Pg1SgFFLvit6+ufcof/rtt2i0JNu2b2R8dBXVaoPFheNcvzrL1IUrrOhdwba1kWz65lVrKabz1J0amVSOZCqLYaYh5hHYDqppkpYJtO6s6VhNYrEUrXaTZCqDqijE9SSKJ8F1ca9f4/jhQzz//ecAGC8O05vqISYNcANCQkCg6ya6GXS1GgSiG18LLUQoClKGCFVFCImmx5EhaEJgpuLkUlkmz0Zl6mN732Tnxz7OcDKNkjCirVh6kTp1IJBRvxSqfhOXkSY2mKbQGwLdrduI3H1V1wnabV548UWMmMl7H3sMgFxfX8T4Zhj09xb5wuc+Q288SQbByf0HOfTWAV546RU+NzYKgBqLE4unaDSbqKFFNpOHEGTbIaarOF0u1k6XISyRyvPwBz7CyaOHOb9vP+sKvVxaKFOu1Vm/YpSUUMmYMRJdlSunEhJIDQ+DjicQgcDTTDAj9a2YoaB6NjHpvuv1+GNhFFJJg49+6IOsWzVBsRBHhi2WSw1KJRvbkiTMJONj68hke2h0hUIIK6zoj5HNmniOzeUbS1SXSpTnFwk8HxQVz3O4NhUliL75ja/x0c8+QSoe4/Zd24mrKp7jks/nCUIo16p0WjWWliM3rl5towcKMR2EbzF35TL1uSlmpi6SKyQpz8xSr5Zxu+HJBx77IKfOXeD5Hxxk8tR53tr7Ful0krvvuxvX9/n2k89y9327CCz4kz/7cwA++cmPc/sdd7N1y05qtSZHjx2nbwCGRoYoLQl8x6Veq9DX1XisNea5OHkI24e77lnJ1h19yKBGPOZDWoOSx5njF3jx2Qjb//Lzs4QG3LZ9I4++78MsluqcPH0B1wpYmFnEt3xGR1awZ2vkTfVl8jQqdQLXQ1cM2i2H5VKVXkMjcAKEJgmDgE47MszzszfY0L+FuGlgGhpOx0HTE6AqTJ67wMHX32R6cpJGJQqx7p7YTDKZxEQj6HigqmiGjm4IYkJGuQIFpBb9BooScTCrKEhdQ6gKgQ+xZBwPn1g8y+jYKk7ciMptrx88wM6f+jRKwnxbmTrsajErGkIakbseRgtEESroCqg3k3xECcZQQhhSrVY5cfoUvX0r+NKXomqCZ8YIE2lalk1fPofZk6dTKiNRWbN+HUeOHuK5556L+BKBxz/8YQYGh8mm83i2jdusYegGggA0A9XTCLyARDzqWbWrS3ztT/+C6zcW+dAnP80dG9bzxrPf5eybB+kJGhjJPHXbQgZRSdK3JX29PbRDlabtIw0NocdwDYO0GUMx4oR2i3zq7QrT3zd+0vvwk/GT8ZPxQ+PHwlPI5XKsXbWa5fIiFy/NUV6ep1Kp0Kh5TJ5fYvXETtaMD9JbHKBtRUmoMKyTzkgcu8xcrYzdMXE7bZKmwYoVIxQKBVqBy2w96rg7+MJLTJ2/yOoN6xgYGKCg6ejxBDHTZKlcorUwz2JpjmYpqmGrjkXajJMSOllVIWY7BO0Oqwp9VOslKtdmWDE4SHkh2gU3rFpDf3GQI28dY7S/h/LsAvsm2yzfWEIqAbXWMhOjE2zcuoO5a08CcPjgaYZWrGPt+s28+eYx5uYWeM9jexgYGuD733kN224ifQ+9qyV57eo05dI8q9fAxq0DZIqSTsND0XToCC6eneWZ5w9x+mT0HWKFGMVUGh2DqckpDh4+RbXWYe2q9cS1OImkyuqhcQrxKJHZKddolcroRgxVCKqVGovLSxR7+5FeiIGGITQCO4p/r01Ns2HHFgxFxao3SZopcH0un5rkpWefZ3ZqmvHBQe7ZEvVK9FSTqKqK8GRELGoqKKaGooEqJYFQcMPIYwBQdBUZSISqYIQ6QhGEvkoykaXltPElDI+tpPdatx+mXsezLfRMEk9A4AdoCDTV4CbNPRJEF7UqpSQkRIYeoCAViSokAonQDIqFIkNDQ1ydvs6Bt6K8SH7FCJ5qUKk3WW5Mk0nEKc/OszwzQ6NU4vTJM1RqVRpdVOa3vv1d7r3/Pv7Jz/08vcUCoW1F5LdeG2d2EV/rI5nL3Gq1fvpPvsHffvXP+dD7H+HLX/oyXr2E0yhx7uRhGmGbwMwSlypmFzEZ2hLTFnRiIa7r0LFCpC5pC0Fa1fGFjvQ1TO8dCjl/z3hXRkEIMQ006VZcpZS7hRBPAuu6p+SAmpRyuxBiHDgPXOy+d1BK+U9/1PWrlTJ//Me/TblmYRgRU1hlGVIJlVQ8x/jIMHHdx7fKJLvNO6qZwrXrlJYqLM0vsTDpkNRMJvpXsGpwmEw6hysDCkaEvru6JLhxdpIzV2e4kkihqxqKoiBUhUanTblaoRO2Cbt954OZHEPpPEk0srEYfZkkmiqRuMyEknq9g5YPcLpEr0vXF6h0XGJ6gp/7/BMYZpI3Xj/IwUPHWFiqkMionDh4jmbNYmwwqpcfPTTJhvU3WLt2N+fOXmJ+UTIxMUHbalFtTDE8miEej7O8EEFUn//uq1y7Au/7wDjFfIJWZZ5kMotQ0lw4MctfPfk6e1+do5CPoNcPvedxlk6dYHF2jmbbxes49Bf6MBUTr2mT0+OsGx5HsbqZ7HKVpKaTSCXRpABVkEqlUH2NlJYgGU8gNMjGIld0aWYBbInihCT1BGY8R+3qHAdeeoMb56+yedVadm7cguhSdPplGwVBEITIEEBBCBVJgI/ElQG27xHcKgGpCHxUoaBiokpIJxIoponXqRM4oKQDRBc9iC4ItChvYMuQMPSjBJ/a7frqstIKLd6d2JGeRSAj+jm9Kw+BFNEkNGN85jOf5o+++nW+9TeRIcdI0u54SDRkvEVPNkdC05i6eIHy4hJ33XUPe26/k2a3X/zchUneeO1NvLbFz//0FxkaH6J9+QJvvPB99u99BddN8PjjjyOD6Bm99Fd/yepCLw/s2kV7eZFz545w8sxbtKWFqwsqnQUMMuTy4wDEWgGdcg3RD7ri4/guHculJT1qnkfV8shKlXb9v01O4Ydk46SUP3XzfyHEf+KHm7WnpJTb3+2FEwmDu+7diB8GJNNFpi4v8frLp1BFjtWr1jPYVyRwbAxpk0xEnoLnBszPNrh2bYlSpYFaCRkd72NzzyApT6M9PU8YBIxlo11w9cQGWsMrmZmdo1wu4zkuYRiix0x6EnFGs30s1hdJdDUTRnsHKSZzCMslIRR61TS6LliuLrBzbD1TSzNUlpvkzAhhefXSNc5cmSaZyDM+XGSgf4SxFSMMD4xz/MRpzl68wLf+4gDJ3AFyvdFnTF+HE0cvY1nPsn/fUcZGc0ysXEm5ssieu1eyZfsE2WyWeiXKHE9P1QgcuGPXPZj5ImZTAT/O1MVlvvXNfbz2yjU01WTV2giVuWbTJrYVeqg3LQbHVmG5gnNnL3Pu5DkSQuPuHTvJaDp2KfKmVMcll8/TbrRo1sv0rBgil89iNmPYQQe35uBJl2ysS2dW74CeJBGqtOttTrz2MheOn6O91GDL2EZW9Y2gtAJqpcibirtxFE1BESqaUFARBMhIOj6UuJ5Hx3PwZZeLQIMwFAhVxVB18AKSfTlc18YNbIQ0uDp1kbkuGGnV3XcTy8RwhURRAoQSIJQuTkCA9AWeG2LcJB1QovV/0wgFgCqBUMGv1NBSJht27+Zf9vdzcWoagDBQWVqsYmom45sGQEpUVfDaK3t57bXXeOChR/jwRz7KlSsRtuSJz36R3/+d3+XF7z/P5okRPqjcy1Pf/DNef+5ZdBlgBYI/+cOTKN2dv1ltsHnLJlYU0pTLMxw/tZ9vfe817tiVYfva9cydvMTZi/PQiTajQaOXuGoSeHVyKYVa6FMNLTwtoB60WWyUScRSJMz4u12O//Xhg4honj8FPPQPvUYqHeOuu9fjBAFGbIAwvM7+167SaPi0Wx6EPmpoYxoCNYjKeaVSixtXy9QqHobew52bRxgfHKYvkcGvt2l7Kp4XknSiCZDryTJfX8KQcdb2jpFOppBS4hPiyZBmp82WYi+i++PkYmnMUMF1fHQpSIQ2vnRI+CHZnEmYH8KvLNHfE3kiS/PL3JhZYPXGTaRikmppFlPJ8/h7HmX96i08/9IraOohmnYLqxG53725BLPXqhw9/jRGKsEnPvVTEdBHsdh22zD1Epw5foaYGnVVTgxtp9W8Tj49hD1XY+baNNeuVDl0cJbXXrxEqwYrhvtxuySgC4szjNoB+XQGt2Nx8eI0h/YfxWpYbFm5nsF8EcXzCdpRr0FSVdADj6W5GZxOh0w6TuDbSNsgaEdw2tD06E0XAbg0fwl/vszC4iJvvrmf44dOoThw28YdjBUHUW0ft2OTVSPPIiBEV1RQFbwwABSCQBIoISESy3exHQc37LIEKVHFQFFVVKERSrACCxQfM2ng4TN99SK6iM6/67YdIH0MoUQMXUIi8JD4IHUCFaQu4KYrrUJgvE1SKwDVB3wfLd8DoQO+y8DYCAPjXTLZUIdOCJqG1BoIPSrnSj/g9OnTvPLqXqq1JnrXG/G8gMX5JRJmjGIuy+z0FQ6/8SrjAwU+8N730Ld9Fb/7f/0eJ4+cBiJyn3x/ktHVAyzXZjl0dh/FCfjolz7IxrEJTg6mOCkOc2kyCplsw2WiMILebtOXjVMLQqqBgyl0rGqb5YbDUEzDTNwi3/t7x3+tbBzAvcCilPLSO16bEEIcBxrAv5FSvvGjLq4IkKKFZTtoZo50Lksm28Nspcb83CJLQ1n0oENHM/GtCMN99WqZ6zcWSObTTEwMsU7JkFR0nKUyStthhZkkUCX1alQdqDSmyWfSaEoMQ9UxpY7neSiagdQUakpAKpuhU48ssNLx0V2JbofEVR2dkKZt0ZtPMT8zR3JsgL58L40uU9ONuUVc1yeb66Enl6C01Ka0vEixkGZkaJRPffwJHnnP47xx4E1OnI8kMqrNBvNzJeZKNT752cdYu2Y9Z86cYXi0AMY8l67U+L//+Dm2r4vsrecYXLm8yFNPfo9K9QxL8zB/A1wLklqB4tgA6ALXjmDCsZikGM/jB4J9hw7z0iv7MPQUn/3EZ7h31+0sX75KSkRqQgDpmI5EYreapJJxCoUebLtDu2ngez4KkEpl0TLRojp+4ThHDx7h4OFDnDl9nrUT69i6ehMpEae6UCajxkklEgTdBi1D09F1AxQFGbj4UiLDkLBbnPS9EDfwbzX73CKCUgSKqiKDgOX6Mn3FPDkzRblRpdWosmp8HIDb9+yGThMyCTQhCQhQumVPoahoio6ma3RV5aGrDu91PysuiVLvqgaeBbpK0GmhGm+jAUPbRoklojBEqODYYOis37CWz//0F3nhB69w6OgRZNil/m9arJ1YyQOf+zwPvv+DHHrmSRYX5vjIE59g+523Mx3O8v5Pvxc9GbkrB/eeBMOn2ixx+PQhKh2Xz37pEXY+dg9oKntySdaNrOKFr34PgPlziwRlwQY1RjqRJS1DYm5IoGpY9TpNp4lPkVaXzerdjH+wbNw7FKKeAP7yHefOA6NSyrIQYhfwbSHEJill450XfKeWZDFpMvWGQjOUWMplNu7cxc/+wsf48z97iisXrvPs3gYTw6PctXMtlXKEyirNXWHn0BirBkZRrJBGfwy745E1TJyOR11XIGdQrkYLJBuLUVpaJikFPhYtK4BUDCMWB99HYKNeFmS7uoroSsSdEYvjCPBUFT3eT82xGBndyny9guIqDMejcuGVi4fJiYBN+RzNTh+B0iGV9fBpocgm6XhILiVY99n7Wa5G7v2v/8Z/YOVIkl/7wD9j9z17+M3f+W1mFub42S9/GdsYZXj9duZaz7Er3028hQa2l+H5ZxdwmiYqHps3rObOPXs4euQ45VKDPbsf4MjRiFhGzPXwwmiFI2/sp3RxFi1tIBSdfZdOcrW2QG1xiaFMhtu6DU5+zGR6doZLShvySfozPWhLbRpFgeu6uJaHqSbQ/GgXzHlFnvyPf8346Bif3v1ReotFUokkTseik1HQVBXPMNCS0flNNUTxQ4qZDIaMwEmhrtKyWlQbbZaXy4wWhjC7xMPpuImhJRGaTln6pPp7KS7GER0NR4S0Oiqu1Ontj8h5S7M3KI6Mga+hqEaXtzBa8CLkbZdAjxrGfE9H0XLoQN2LaCRCrUVccwh1mwRp1MwgeLfoDgjNKKxxaJLxkqDGQYJhprjn7kfZtfNBarU67WaXXk3VyCYTZHszYFc4c+0CnbTGOXeJu3sEI9NDjPT3MfyhKM/0vjv34AkLx5tl3xvfJa3Dx9/7OOH8InNzlwmcNuYKg/t+7QEALp+7yjPfPsAbl2BDw6fPKLA1t5qrls/ljk0z3scVv8BgdgWR5OvfP/7BsnHA60IIDfgYsOsd5zp0bbGU8qgQYgpY+1/e0Tu1JHs0If/oT59mZK1BzXH5zg9e4vY9e9i8dTVWw8K3oNGscfr0SfxG5Or2FosM9g9gqBp6XMXxAsxQYKgagRDYrkMz7DDXiDyLhh+nvyeNGoLwfKTXIfA8VEtBlRItAKkqb9fIVeVWvBtKiZASKSWGYSCDKKudjieIJSL3sT9f4Ea9zMzUVUL/XmKajhP4+LaNUKIMl6LqGEachcUIlhuP63z2cz/F+h1bePLpp7g4dY41G9ZjxBX+/b/9dX7mi5/nf/l3v0JfJmIW+utvPEMQBEgZMjg4yJ7d20gndBRFYWRkhEKPh5kwuUm7uHfvy5yLXaU1X2Us2c9g/wDlhTJnD53gnAS30WDDyCi1meh+Nm/dxODoCJWlOrOXZpEyAhYZgUBXDITwCdvOLf2Y3kwPwdAYQ70rSOtxDF+guCG6VDClSuiGiMCPmEQB1YSEEUMTSnSNIMQOPHwZ0rEtUARmIo7a1UwIkHiE6IpAQUUKMOMxFE1g2W0ajQbtVusWA3e1XKFYqUBXdk7wjpq76B6SW0SGjXqdZCqN0FVMnwiTgkmIQ1JJItAjoJEETe/OWyXKPZgkIfC6ClsSNBUUhXhcQVXSpLs6C6lUvJu89CEMyRWKpLM9XL06y9PPfJ8xu4d8T5LB0cgojI7fRsOqUGqUaFYbrFs5CK7Ct//mWQ4ePEq1DP0FuP/eSIpl0/pt/Mv/fivf+N2naSyVmJmeJZu/QZjvJ5EXqEKh4TVYbsd+xAr/4fEPlo3rvv0IcEFKeeMd5/cCFSllIIRYSSQbd+VHfUa+kOaDH11PT18KW1pMXbvG5IVDuE6MbTt2cvXiLPWFOvM3OhSMCMk1NDxOJhajU22R0OOYAmK+IC5UfFWjIT2WOw2mahHYyXQM4mtyqKjorobS8vBdF+l4aFKghAKhC2TXUQiVSLlYypBQdmdGKFEUgd1uoQQB6UQckYzuZ+XgEL70KV29xsL16wwNrSAVM2l5NkIRqKqCxCcILc6cPQ5AtblIMmswvzjNn/35t1m7Mcf7P/wwq9YNERPwynMv88u/+GsYYRSTa1LBUHRUVWPj+g1s2rARx27huG2Gx4a5fm2BK1emaHUiwzk/V0IdVNi9cit3rt9J0chx48os9XoTXdUQjsXMxYucPxI1COlBpMGgqwYxI0Y2X6CQ6qFTr5BMJlFEQKvRwuiCfUaKKyjGs+RzOWK6gQgE0opieqEYuK6D9N+uDsQMFQOFTq1BPB5HyugZpzJp9EaMQBWk8lmMVPRMg66ynampaCiEXTIcGQS0rBZL5RLtdptmLcpx1yo1OvUGib7Brnvw/zLhwuj+e1JZMLtVCdvFNIwolhUJIrciyk0EQkF7uzUBz4JYLBKOJYwWO2EIqgIoGDEFw4wmknQdxE2Lkkhzzz0PMT11maNH9/H1b/wtuxMDtDtV7rov2lcfeuw+UtkYdq2F25SM9I5z5cwM+14+SrEnwfY9/dy4fo03nj8JQOOGw8d/6Zf5pX/Ty+zFK1w6cY7ZhQpnZ64xV+tgiCSq6OGK/49Lx/Z3ysZ13/s0Pxw6ANxHpDXpdZ/sP5VS/shmbikk9z16L8VighvXL7Fm1QCTV2d47oWjnDy9j2JmhI5VJ5/sZXQgaiYqJNLg+kjPBaERdzV0N0DTBKamYxgaVrvBvBstkMALybR6GYql6NXiKDGDmARdCnSiHcXVohIlRE1agQwJpSC8KY4iJfghfstCM1S0UKB0c2Kj+V4Cx2WxWmbf3r088shDDAwM4Ns2qq6QyCZoW21uzMxRKkc4gomVw0jFwfEd7r5niE994QnWbliLomuMrRjh+JEZmqUmNyNaHY3A9Wl5DpOTk1y7cpF6rUQ8oZNMpKk3bAw9GfH9A/GUSavpsePObdy1cQ9B1SYfpMhm8sQMjdrSMpW+Ec6fi5JcjXKTQ/veotpu07Ed/EDS6HQQto+R0jE1k5pTQ9Gi1VbIFpCZHnRVJfQDbNsmlAExwyRaxj5SRphEAKvZRmoutm1jGAa25zJbXcZvG8wszBEISOQymF1DK7wQVVFRVZUwDPAtB6tjo+gKrU6ber2Oqc7e0AAAIABJREFUIrRbJDS+4yI9/208gnxbMDe6YPdvsyuhlkxCYIEEU/VhcZlSqcRSvYIwTDbcdhso4EsbTcTevoRP5AurWhcN6UVHEIISROrHIppHofRRhQ6uD7pO3+ptfP5n/jl33P0QV6Yuc/Vvv83kjQu3em6kL/Ecn9AXpIwkdiNkeaaBVYE127bxgcceobQ8zw++F+k5Xzl/FWbLqGtSjI5vZvTR9VCps+/gcYy9J7l6vsri7Byru2rq72b8g2Xjuu/99N/x2lPAU+/6DgDNMJirLxOi4bs1DFVy/51byOVyHDh8iepSiNUOSRdjjPVF8aPWdjGkSirbA2GI7oeEtounSzRdI5E2iYlWJAUONEOXyfkZZK6XRKaPrKZimCZaAFoY1bRlF3sPoCgCGXYnlSIQdOXNVY0gCKJsuBvgVCOjEzMUVqRyhJbDiSOH2bpxA8Vcjk6riWaoFIoZWp2AazPTLCxE7vpjH3sfQ8MD5FYU+eWRX8LD5zvPPs3WHVvZvXE3PWYvo33DXDwzDcDijQUCx2PT+g0YisLExCDzC9dxHIsLFy4xPjbB4+/7AAvzUQlw72v7aC95pI0MhXge6dnEfA1N03AcBxGEjI2MUuiJSoyHTx7j+NlztF2XnmwPduAhvQDdsUkHkcS5VBX8bgpQmDoq4NgOoQxxgsgICLQo/NKVSHXKiKZZc65GKpXCjMfwkdxYWuDoxbO0lIC5aolUJk0sm0bp0skJ6WNoBjoK0vdxHQc39NCFiS8kjuuSSCQQMvqNfdfDd/0fFrSB/8JjkHhWZBT0uAFOk7OvPM+br7zEhbOTNDsBSrKH/vE1fNFMsHrb9kh4tgsr1lWFeILoM4LutUVXm1N6SD8glFFlBej2cSjYto8ZaAjTpHdiM70TG9lVKfPnh0/StFts3347AMWxldQXZwgDlVQyz+kTl6hXPDSRI2kMIIM46UQvmXSUy7JafjemWQZcSEjIa9w9uI2+1YM88+RbHHj+ElXt/2fErYEQ2FLF8vyImxGbpflp4jHBpz75IZ751mtcS90gl0iQUKIJY7fqqIZKOmNQbzZRFB0vCPCFQNEUNKFgqhqpbn1WUw1cy8aLO/ieFwFXUFC7eHsfhYAQtRuQSyGRSvS8FQSKEKgIEjETGYQIXaMTuLhdvv7AUDE1Qd6MIzwF13XRdYNUKgNKgJFMoTttms0mi6VoUppmnE7bwmh2aDebfPUbX2d69joPPvggX/j0F3nqyW+z97lXuHRhBoD5G7OoqGxYt5GV4yP09edQtbu5dPk8Z85dItdbYOuOraBEArP1ZoWenkFKy1WOnzxFLFDxLJtKo46qCYYH+qjbFqvWRorHfkxlWdrMLCyAoeMToEhJiEfbtxCKQIvrt6oDDh6hH9BxO+iqiq9HeZeOdFGkAjqoCDw1Oj+RThHvHjOlRSZnpml6NkHCIN9bRDN04skEnt8lwQgCVD3iHVT9ENMNCdIJYjETrWXg+z5xw4xcd8DtOFjtDlkpfkgf8x0zDUSInouMYP38CZ5/5usce+tFFqZnCEPI5vuwmg5vvX6DBx5+jNWbt2PqCTw/qqDomtGlSPAILR1FJxKoULq6nESISCm61QfLJSVimMlUJPLthlHOR0ouXZnl+myZheUGFy5HCfTR1cMYcZOR0ZXs3HUHP3juVU6cmEQVUK45xJJFqo06p85fAKC/Pw/DvZCqgurjdW5Qr1UoFoYZnkhSGIij53QOTp171+vxJ70PPxk/GT8ZPzR+LDyFhcUyM6Um29ZtpnXDRg1bpHtyaHWbUHoEvk1/IUNfrgezG8OHnkQVAU6njfRcZMIk1BR8BULPxW0EBLZFXotiwUQhQ2A59MbTEauQ62CHoBk66AquBqoT1bQBEBH9l4oAEXXsqUJFBmH0WihRwygnASD9EB2FjBHHjCUoV5tYjkcu34PlWFhth4XFCpemZujiXZifK7FqvYLVCjhz4jKnT1zn9js241sKx44f5ZXnXubC+RkK2QgsZKgGhuZz7do1hgf7mZ2dZ2x8kFKlRiyhMbFqnLbVfjvm7+9h9kaDfUcPcfj1fSQUnXw2Q73TQKiwbvUqhnv7UCvRDSUG8uy86zb8Y8eZu3aDZqdBSjVIColtdzAMA9OM8B1AJOMeBPihh1AkmqkhZYRMFJ5E0zRQVYJuV2K+vzcCKRFwdmqSxVqF8Y1rcUTIcqNGLBbDjMew7ciTCpwAqcUgCKIwT9GRqSS6roEisBwbRVPxu56F53Xj+ptDvPNPEB0yBCsiqv3T3/s/2f/697hz9woe2HMba9esI50d4aVXz/H1J9+gVSqBFVUd/VC/9Z2F5uEGbXRlAF2NUggokXq6REFooIpoaaXSZtS/oUTei4eHYRogVGw6lCp1Gm2b/YciHs6+4R7uufc2kmaM4bFVZAvnCEULGfpcn1+m7QaUWy1aXUqA2zeuhvoiz7/8DPc/tof4il7iegsMtztnPbJ9eUbWb+EH33z5Xa3HHwujIDSd3/rDpwgbNR7aNsLVK5fINtoki4NMXpnm6uWrJEiRMxPE5M1mGRMDkK5PJpEkVAToKlIIbNum4/r4nRbZIHLjhlMF1CRkUYnbIaFl4QYBgQxBM3A1SHeCW+U8JeiGDkJ2jUJ0tNtNDE1D1XUUVRDvls8UEeIpIFSd5fk6k1NXmFi3jtHxEeqWx2x5hhNnz3Hg0Fm6X4Gpy4t84CODFEZGSR+/xNrRtWxbexd/8B++xslXzyCAvnyeTPqmCrNDPp+n1WrhBgHpZIxGx+LUmbNk8z1MrFrD6XNnuTIVwX4XF+dpkyGGR9Nr4hoGxd4+DA8uXbnA1KErrBwcwTwZTYNNWzYzMjFOLG0ShC7xuEExnUMuVRGugyIgrqm3kquu6yKCAENIVEJimoKUksDx8TwPVTFBkbcWbZBM0LQs7NDn6twNPENhdOUE5y5PcurUKd7z0MPouo7VjgBnvhMQxAN8X2IKFV3TaesKUhH4YZTYNBJx1C4KVRUKuv53IfduJgB8IKR0IpL6qy9e4v671vHgg9t4de93OXn6MI88+n6yOYW43sGqLECtDXoSs0tB5wgFRZHopoiMu3g7mRkgCfFREYiuEy5lSNvqYJomhm4gNTuCTYYuC6VLoMLgyCCKEhnCVqdJtV5hauoqh4+cY/LyFWpVmyee+BQ7dm1ET6U5fOoU1S5nSnFkkBdff5mnn77A4MgQWwfWR3QDMkQPNHrSBVauLvIv/uff5T9+c8O7Wo8/Fkahr3+Qux7cwn/+1ndZvDTERx+7k3qrwnB+iJm95+lUfYbzPaiBuNVcE1M03LaFFjfQtQSlagPHsrAVQSwRR1oeuD4D8ahXIu0rKKHE8H10H4xuo5Srgh0EBEBcjaN2GURs38NqdZCiq3UpFDzPQwrQTRPN0LE8F/8mJFcVEWza9/FUjWPnznPh+nWKxSKKrlKu11gul+jYoBmRoZq6ssQf/sFfsHnzZoSqko8P85//5GlarRZxA9av28DWLTuZn4taTk6dmaS0XCWVSdM/MICPR7PTord/BdePz/K//u//B4l4kptRYblqkVs5zPWr03zw4ffwocceZWLVOEba5OipY5w5doIDr7xGpxLhys59b5I777qbZr2FaeoYioxEUX2LeCxFp1lB1/WodAfEEzrxeIZKpUK9XiWfGqDRaKDJgHjCwHVtVNUgCCJPwXFdin29vPrWflRDZ9edt9PpdLhx/TrpWAJTN2g3WyRj0cLWREA7cHG9kGqjjQhCnHiBammZi2fPEY/HWbN+I7NdvoaZG3Ns9FyQIaHj4AQQi5tI6SFE5CXMXTjDV3/zXwEgApf77v0gc/PT7DvYwbLhofe6qGqAIm0SegcyJrThVgnIEDgEEVVDhHbuOicumqqiIWhbbZJdHQdFqKRTtwgYEYoLuLiyCbrN0uI1fuErX2L91oiUxfWrpJIxWs0qr770OuUy3LFnG48++hjpjEHH8lgqV4l1EZCZXJGXX93L6oEkI4X10EnxjT96gTu2rOPOOz7O0uwh4vEJfO0fEafw/8XQjQQf+viXCGtVTlw4wPZtHTZu2ERpycIghRYIYujEpIZ0IrcpsBw818ENPBzPRQ0UhB/i6hD6Lk4YWWyjWw5LSRWCAD0UaF28iSIj664JiZREQJubXZgyRL/VLBMSSp9A+oQEuL6DKz06jo3dFfcMNQVPSCzPpW61CYWCqypUrl+nVGkSSBga6Wf7xi0cORIxUl+8OMfMzDIH95/CdV3a7TbpdJr+3nG2risysXIVppHk5OkoqTS/OAeKTsuxeP3APrzAQ9MUpqavI1Hp6x+gUOgl22WwXl4u8/KZi7z3ofv5xBMfZcOaVTSdGpbosGHXejZuX8uu3VuZn4qad55+6jtMXr2MHiqotk+73Wb1+GCUYBcC27bQNJVUF5ij6lElxnZtMrkMWkxHtsEPAjRFRm3RhobeDWfatkVn0aVULmN73ZAinWF4YBAlhMP7DnCtUKTQEwF5xgaHKaxaS6aQoKVrWK02UgYsLy9TKi3R19fH1q1bsU5HJdVAQC5fAD9ESZpogI+PdF0MXYBrcXXyAktzEbHtY4/dRn+hh7Nnz9NoQb4HWraPUDziMdj/6tPcset++m5/PGqnBAxfAcOg7jYxvQA9paIp0G45+AKSyTipeA63E23lmqYihMBxLGIJDUM3AYcgCHBdm7Vrh1FVh2Ss23NjpjCNEK/TQldg99Zhfu1Xf5VcrodT504wOXWKuWtLqCJKoO/fd4wrl8v84mc+R75/B8987Q84ewjuXNMPVh5N9FBabKOne971evyxMAqeF7Brz8PU56b5k3PHeOaFA6wYX4vT8vFtHb8lUTKA6+M7XU0/10GR4Pg+Hdemh0Sk5qUIOiKgFXr4SBJd9FoMlRCJgkSIaJIThOhhlDEXvkT4ITcVfIVCxAnYNRJ+EBCEIZquESgQBj5eGBCKKM0tAT8McDyXnoE+TNNk1do19A8MEiCRQonYfzQVpVsRmZ9fpFVv4fs+vqeQSRdZt2Yta9aso69gU281abdK2G63rq4LVE2j3m7w/Esv4ngu6XSKRrPFjm2bueuuu0gnkrdi/ksXLzNcr/Pe9z7MylUjGCbkEklafhtfSFqVBvd+/EOc+l4Ua+ZffZPFhRKW7VA006ixGG3fxwsiXIEbU6lbTa5VI0CY7bmoqhrF9oqCXJ7lxtwciqIwOj5GsVhES8VRu6SkBbq0eapAqAqO45BLptm+biMrcgUOHTrE4uwc17tiOUtLS3ieR2++B69t4XVsrl+cZ3F+gWp5mVwuFz27blelbsSIZ1LRb6gqCAG2Y6EHDmg6zvIiJw7sZ6xbsr/nrh1MTs3yxmvHqNfg7rtHKBSGSJghu3bm+MH3LvHr/9sv8cQX59j98c9H8yJmYmLQaxYQmnpzupBJpMH1wI+WlEFkOAkADWJmOkLtCD3KLTgG/b0rmZ29xPz8GHcaa6JnareRrmRiZJDRgQy+YzNz+RJHlspcuT7FsRNvsVyp0T8UXf/Evgt4LcjFV0CQZ/ayRX0Olq6psK1Is2GQLw4B/8h8Cv+tR7tt0XYFG3fdw6Y7HuTV73+fxxc7TPQNcv3yXvwmyHaATHp0K0MoQmIkzKj91moTthziuSSkDVrCpWX5SN5mydWFEuHXhSAUEim6XXESDF9GffWhh+gmqqSioKoiKgGLgDAMCWSAqetomoovRRdd2E1j6QqOExCGPnW3jt/0cZWQ6fkZsrk8fYMrcIOQdstifM1KAIYnxuh0OihSwdQNXMuNEpk6tN0OR48fZXZ+CUXtxsm6oNqskcrkGVuzih07dmGaJvv3vUG11uTokRO0m00aXZny6SuzbLh/Nzu2biJmaHSaFVRD0O5UMZMJYqrGtUOH+da3/iY6//oNcoUBmp0SJJK4us7xqUvMXL8UhVCqiut7txScms0mXhjgBwFCCISmUqvVsF2HXGWBTC5LoVCgWIwSpavTw5QaVTxdQYkZlKsV2q0Wg8U++lJZckacy9NXuXx9GohIUd86dgQVgfQDNClotqoU8z2Mj45h2zZvHtjPYpcSb+vatRHcWFMJBBH6UYQRqln6VOdmuXjqBBsiugmqy8v84HsvMn3Fpz8PYyOraddaOGqb9z1+H9nEMQ4fuczv/Kf/gc/UIgbrdTvvxDMUUj0ZrJpBu92kpydHX28BPZkEt4n0QHS9HQJAQqdsgaaS6DFAy5BJppkYCuld0cfcwiyVRoTK1JUARddYv2Y9q8cmOHzwNN/8+tdAKgwM9jNcLNKXz9K/ImKLrtVq+C3B3r372H/iJEcOXKEyBzPTISRWs1zyGRkeiEgj3uX4sTAKvu/TtCxIJNhx30OcOXeCa0t1islBLpyZImvE+X/Ye+8guc7zzPd3cp/OPTM9OSIPcgYIEIGgSJFUoCkrWrKstLbXsr2O0t699jrs1rVXtmw5rGSvLbtkS7JoJpESIeYAImdgMBhMwuTYPZ3TyfeP08DKe2Vd7i3fKrnKXxUwwPSZnnP6nPf93vC8zxMSVRQHhPquIEkSqqoiCSKGbePZFeSACuEAFdMkj4Umen6nAJAcD8/xcEQPFw9L8FAkoQ5e8lMKF/zCI36+6KkyggiO4+9GAmA4NkgioigiKrJfVQY/YnBcbNuu05QHkWSH4dFh8mVoSCoIskI4FuXiDZ9DMZlM4pg2giDQ1txOrVplZnLK55j0soTDYUzXpLnFp0h/6N6jXLs+yOmzF9hz8B6UYID773sAWdH41je+SalYo7Ojg0jY3xUaGyrs27uX7s4u7EwaFREtFKJmFAnIMp6ucvnqNSbr6UPVckgEQpTEPLdSKzx79iz5+WWSTTrpyXFKpRKCLBGL+RwSgaBO1TYxTAMEgYgeRWxppFLIs1zKUV6aQ5IkWuso1Bb3OqJc7xzUKhQmx1FlhR1r+0kEw6zv7CWmh+horQ84lfIsLC+RSa/g2DaarLBz23Zaks10dXZyc2iISzeHsOo1iJb2dsRYDDQFBzBdC1mVUVwPzBqFlWUKy0v0bPPz92vXbvDWmyU2bIAHHn6Etq4Er772NG++VeWXfnEdR4/uZP36fv70z17mz//wPwPQ3tOJJ2uUDYNIqB3HcQiHNKLRMF1dXYBIzXDYvfteAHbvO4rc1kswofubtQd2AeSIQHtbHw+/70P8wzf/jm89cxyADWt76evqYP3aTh548GH27DzEyM1RZFmmq7udZHMjDg6RsH8P5uaXeOqpZzh75RK5okHZgfXr1nPzZo6vf/kJRqaz7H5X711sydtZPxJOoWbUyORyhELQ2NNDz5atvHzyHAu35jCrLr3tXTSF42iyhHT34jxs18GuY9QFRaYquKTMMvOVPEXXoE3TUOv9P9FyEE0HV/Z8clDBTxFEzx8aEQQB23Wx6qN0nufD4B0BLPz5B1ESqRh+KC/LMrbr4NRRMrbg1Y3ZIxoR2H9gB/ccPEihXGE+tcSNW0O8ceoG2VoFvc53EbQVHNdmeTnDwsokrc0tNHWFsU2btsZONm/ezIUr17k94Rvt9t3bWb2pn9MXLzI1N0sgHGPtxo2Uqibffe577NiylYff+SCnT54EILWUpiGeoJArIJerhIMaCBJOscJKpkClbHDu5FkKdYHZbMmkOL+IpemUrArF2Rla4o0YhRyoGm0bu2lvb6etwx84SiQSuHjIqkp7ZwfZQp5SqYRl22h6gFQqxdWrV8nk/RbgyNQsgVAQXdUoVfOY2SKS49GshQm0dKAIIk1qiGSfv8uWHJPZpkXK5TKhgI6uanR0tmDbNolEgkQigaqq2HVYdzgeg3AIZH+YzRYcAsh+K8m2wLRQPA88Hw3oORZbN8FDDx3g8JF+bk8O0tmscmBXlVdeGqGxaYTHHnuUz3/u3Zx8y5/nm56aIxyIYIo2sbjmR41OipHBaWYGIRAUWEp73LzyHQCuXTrKuk276d+yn9ate0EJIMs2IIMIBx58HyevDHF9zAcXXbhyi572Vh4+ZtCZbGPPge309a1CxEEPSOixCNV8nkCdQq+jtYP5qTlWlCwTk8ssLVf5zKd/nVdePcM3nnyFXQf3cuDIfYh3+uBvY/1IOAWjVuPC5XPsO7gVNR6jY+06XnnuBbLD82xobKazpYOYKyN5vnYegIdDzTLxkPxdOxQgZ1UZWUozXkoTUjRWxROERd8CxZKJZDk4noerCHiSz/3nCoKfRiDguR5ufUbWxkPEwQYczzd+TZIQPAFJFhFEcG0H2/Hbba4soqgyUULUch61aglVk9jYt5oN4hpKVh7n1A0aGuCnf/bfAaCHQ+i6xvkzZzlz+jSbd63hPe95D7ZhkgwnKZVKuLLMqQv+KPTzLx3ngx/+GPsPHWRyYoZ7Dx1CbWlDlgbJF4qoAR1RVBi84Wtj5HIF1q3bQDwaA0kmMzHCubNv8daZtzAcF1nSOXdhiEo9JYu2tBPo7CLe3UO0qYlYIEJfVzdbNZVw2N8J86UiQ0P++1+/McDw2CiCKNLU1MT07AzlWpXGpiY2bd2CoigYnkTF8u+Z2xqDgI4t+tTrsutiug5LS0sEyhZtiTqqsf4AxxQNGpLoHd00xOLgemTKGUTPF/fJ5XKEwuG6qgq+wxb92o4rKnWqt/rMtCQQ0lSiQZ1cxj/+wIFd9Ha2EQlbpObPce6tk6zvb+GxHzvME09/h4tXYGp6hP1776G1YT8Ay7OLPl5GVpDCGoZZobm5gdHxEabmponGGkhlypRq/u945cQTvPLaE4QS7Rw49l427riH1Ru20ra2H7dmoq/ewa/+5hc4c9Kv67zyvW+zsjTP48+9SDwQ4qFjR9m8bjWSYCJrHtXiIvliEdOqUwJEmrnvvoNYXTJ/+9XHuTo4R3PrKj77H+5j/c6T7D68h4aeHp8X8m2uHwmnAB5nzpyif0cvsXiE1es30NiSxFssEo3GCetBxLKFYxl3Ia2u5+F4FqIooSgakuhSrK0wvbLAdDlLT7IZVQ+gu34vybOriLbrjzHLot+5FsEWBCRBwENAcMQ7alz+uHS9B+14/kMtiiKarqJqAX+AyrbvMjXJooSiaui6jlwEyyhTKeUQvCYi0TDhSIC1G3Te89h72XPPTv/9JInevm5qRpHvvvAmhltiw6ZV5PN5vvAbX8RxPX75V34NQfGvYWpuga6ebg4fOcKJt36P1vYOEECQRGKxBIqiMTY2xvi4P5S6c8cu1q3dwNTkNENnTjF8+Txjo4OkcisIokSx7PDwg++AgL8z737wYQJd3SzZNo3t7YT0ELVSmciNEWbmZrl69QYDAwMM3vKdQjaXw/ZcOru7GBufolKpIMgSc/PLjE1MIwgCmWyWZJ2iPuVkaZShMZ6gIdhGNNlGvOqRy+WoTi/RtHMPnmUj11uegq6iIRIUFZyqQS61QtYr097eTqFQYGVlBVmW7+poZLNZzGwWKx7GVRUkZFwMsB0QJUJ6EF0LMDziz54IuAwNXiIehU99agc7t8Xo7evAsyu8572P0NU3wkomzR9+8W+I1luSW1bHUKoJcuk088USqRS858dWsbq7mUgoSGtnElFZTa7sPxctHVFuz5QZmylz8q1n+Jtv/DV9G7bzK5//TfbcexgrYxPuXs8DP+GnNPcePsLtoWv86R98gcHhUT7yoQ8gBRTMcgFBcqiUc+hBn1IfIL2yRFNbF3MsMzU3i2k7zM4t0bn/Ph5dv8qHYHtVyrXy27bGHwmnIGOSHbpA6db9NG/bixiwWXfoY1w9/m2MQATRFpELNrITQAz6O3/eKWM7JRo1G7e8wJt9LUxMFJjNZFnX2sz2tlWEaiZVuy6zbpUIiCKKrGLjUrIsPElCUkM4roBVs7mZKBOO+LtUo6sQNkGvgOCqWAGVckDGCmm4qopScQkWinQrfhgnoDKbyxLuaObhSB9Xz45RO7IXu8FlYHKIY/sP8PF3vBPPyVGrTgLgxjV+/Rf/E/cf+iCfeff7+cqfPEmy9nt89hd+CkGWGLh8nWxmio9/wheAnRga4+bZV7AWZ+nWI4SrJhQLCLUc1coShWqKiSUHL+wb+ehSiWf/8+e4dnOYxXIFUw5BuJXND7+f9f1bqZSqPHD/O1ic9qv93/vuc6SW5kivLBEIqUiaSLlWZXhoks62JBFFJB6OcmCvLx5TrArI4Va27jtEqlAhnVthcWmW9etW05hsYmhkgvnlDIuLPutP4+h3sGeXMfMlAi1JPvTB93Hk0D2ceP67HH/2GZ5Zeh67aqBr/pRkOBylUjYIhSLEY01MT0/T1H8Ix4OBgauk0kvs27+fS7f9z3Ns4BaHMlUiDc04Jn6AoOiAArKHuPUgn/yrx/mr3/1jAG4HYuh7jjE4cpn3/+YpHj7WxSd3rCHCDLo1xdEtHqNnUrR0g1C/zw0t61nMGcxUHO5/9F5efuk1vvqPtxkevM2nP7EL00ly9uwr7NrnF5OPHUqyq1KlZknUzCCnThZ59qmL/MEnHuO3f+PP6P/Qe0HxqBb93UhuXcum7g18Vg/yK5/5cVx1hUBQRRU1BHTCbWtAVDEN38ijWhmXMqHAPlraznJ14Djfeu5PSXQYrN93D1Q98ukKsaaut22P/zb78G/r39a/rX+yfiQiBQGB4aERHw0nCnS0tXLs/qMsXjvP9NQsU5ZEr6cSDscQ60WlkBzAdlxsyyAYDFExDaq1Gpqi0hxvIBGKoJaqd1uSWiSMU6n40GVRRHLF/wlFFSVc0UG3Qa3XLEQ8XNfD8fy2ped5eI5LLpulbNRIqhF0WSBt+EU6XRKQggFKtSrhxm5qy7O8+OoFvnt1gOXlFLtXb+LY7l3s2rEaV/Jj0RMXz3DlapqDe022bNvMoaMXSTTGKZSKRBOttHdl8IQAzz/rV6aHBkdYnstz7fIwO3ccoHf1eggEiUYTxGJxJm9PIYopLMPPH4PJIKfOjxOIxnG9gU6DAAAgAElEQVSQWUrnOLjzXn7m3/8sgVCcJ554isefeJLJUV9F6/zpU8gSVCsFAkGNxuYEzc3NHDuwn2ohh1sp0BzUSdRRn6ZVITU9zqliiV/4/OdobG1CEG2SrU0gy5x67QST0wv09PlKAF/45ZMk4jFKuRUqxRKWaYKqs3PfHhINcd56/TUED5aXfQRnpK2V1mCEM+cukR2boK2tjcWbg0wM3UQuF1jT2UkgFCRcRwxu2NhPpMMHIXgeeK4/XXmnRR8IBIjFYvyX//ZbACiROHaxwgvPf5sn/2GFV167SjU7ykcf7Schl4gpLqvWJlm7pR3HvVP8DHNr+hqzszOE9F28+12P8PKLJ8hnMjQ2JhgeHuXK1Qxdvf55nL/yIpu3d7NmQyd6SOHDH9nH+nXLfP3vXuU3fvezvCe7xKPv+wkaOtfWrUHErVRJNnexet1mLl4dprWxBavqUKtZlGtFllNZZmb8qcqV7Dy2VaEa7+Hm6E2qos2FG1dY+L3fJZZowHYkTEviwx/+5Nu2xx8Jp+B5HolojKce/xbBWCNbDtyD29PLxz71KU783d8zubCCYEo0xOIE7uAOPJAkmVKlREAPsZhJUSwWCasBOqINNKpBHKd6t8UoBlSqloEsSniigIbiMwXXiTg8RSJmCHel7gUcHEfEvdPedVwER6BSqTC/sozQJNASilCz/W6EJ3to4TB5o0rB1ChZEVYmKixNprg9nePm1UUGB25z+NYWNu/zjeTSwAySBolkO7t3HUCWQA/YCGqArr5NZIoGZ6/c4s03fKn44RvTtDY1snvfEX7x5z8HUoCFyze4cXMEz5VYSWeRFetO2YXlxSXaEn3ce//9qLEQS6UMuw7uJdnczLPPH+crf/llLMMmUMdBCLLGxo2bSDY2sH7Davr7N7B6TR+Dbz3P6VdfY2JijKW5BRbr9FSmq2AqIRbnp3j+8a/StboLNSSgayKhkM6ZU+eZnlmk7bEPAiC7Imt6VlFqaCAWVulo7wLLIByPsWn3Drbs3w0IzM74JDQtbV0sLa8wmMoxPzzCkuMi1Wo0xOP0tq1h27q16OEQQl0MRtf1u9Rvwh3tF8eHJCOLqLpOQtOQzHpKqXnIgTgPv/d9dHd38q2/+T1OnTpBe+IWn/rIPqjOY1ezzE0PYXmNAKzeeoQdezbTuqqLWzcGKBbL3Hd4Hx9+fzevvnyaF14YYMvmFrIZv6bwlT+HT/30PNt2HWV27jaOl2XTtmY+9PFdfP3vz/EXX/xDKtkqn/iZXwEg1NyKKGi0rdvKuo17+O6rzzA4PIJZs6gYIqUarORL5OsiR65nEtBFzPgEHe2t7LxvP6ZlkMtlSKdmyOcqFHIGaKG3bY8/Ek5BEEWSyRbOnDpJtKGJWFOc5s527n/4YRpkidPffJzhK4M0VWL0Rfz+rFWt4AouputRsDzmVtLYlkF7tJFGNYJmuFi2gFuHnFVcC0PyadYUUUIRBDxPAM/DFj08RSRaEe+SezoCOK6LIYDqSf7W43gEtQCiqlHEJqard9F6liyjaAq6KGJYNqFEO+t27WR7ZyNnLp7j9tAAJ65OcG18gtUX/aJSqpghVxD56t9/h2effp3s8gJGLUOxksPS+llemmN8OkU4UEfbyIvsvud+fue/fBFjpcxTTz3Hiy98j8mpMUqVIqtXrWX3nnsI1LUoyqUaWjWEFEqykFliemmW209P8eWvfoWJmWniTSF+6qOfJhHzH3jJlWlPttAYi9PV3sLy4jwTt8a58corLF4fIGwYJHSdas2nQ1bCOnZYY2wlzYU3v8OJkwaFcppC0aCjRadSqlIsQGvM/1ArpsPoxCSubbD+2EGaezqpOCau6+B6FpogUjVqxLvqkEM9zMlX3mTFslm1fQ/jYxMotRqbt21lVVOCpnAI23Wo1tvEmVzOZ1eWdQQJREH2CVux7/aYJVnmjuevFFcIqAmkeANbjzxEPBjkvy1/gtuTE0xMpGhNGNiCydCYSa7ig5diXTOkcwVujtxiftwiEoGZie/x4x94lL17N3Lq1ADBSJi+Vf7w0Uc+vEitanL25DCXb5wjmhDYvXcH+49uJpKoYf5xiZe+/Q2am3wsygd+9ldBEbl66gxXh4a4vZhjuZTDk0DWw8ihRqSOOMlVPnipsTFOsjlBvKeVtvZWEokItlmjWMiRWkwxMjTB2PAkgxMDb9sefyScQjAYIlco0tvTxfjQDV49/jwf/MmPUQoo7HrgAYrZDMdHRpmsZOitswQ5tgGCiBwKk7IdClaNeFCno7WNmKojVaz60FP9gXQNapKHK/o8ixo+RNV0fNSboKhEPZVafZutCi4WHogyYr1t6bouoUiEiFWjbFkUXZPGiB+6GlUbaiZBLUDNqmACa9ZtY/9j72HtzgOM37qOU86Rz6YYHRsDINLcQ0O7xtzKCrOzy4R0lXC4D1WrsX79QRA8Nm9YS6Xko92m5wpEYx3MTszzX3/79ymXSiwvLLJlyy7uPXQPnV09dHf3USn76cPCUpo/+t0/QpA90rkFDLuIqHmUjBKbtm3hYx//JLt23kO13pMsZcsk4w1E9QC2keOt157ntZdeJHHzKnHPZX13Dy2NTRTrzEVuMETKc5nJzJFoaKKqyKzd2Ey5vIJRKVMKeJSKNd58w2fvk0MbOXXlMqricd+77kOM6FhYaCEdx5Io1WrYgkc05t/jqeklzl64iuuqHD78AIcPS/z5b/1Xbo2OIFTbCK9ZRbVapVCfqtRDQQj4gz+iT5fo8zF6HriOHz6IIl6dKk0Oa4iCTKlQJqyH6O7fz4ZNRzn78gRXrk9zaG+cZLKZdRtnWKoTCkpKlcX0TUZuO7z7cIK2thZOnr7FzMwgm3cdpHe1QiAsINSl5T/5mU/zB1/6Ar//B+dAgg9+JES1YpNNZdm0ZRu/8cur+KXP/TbffeqvAHjgoWO8duoCf/6Xf8qNG4Ns2Rrl4JFdyEGFUGMzekMLrqxi1kNYVZWJRkJUPRPLs1m2c2iaRLSniYaeFlpWddK/cxsvP/86XF18W/b4dmXj4sBfA5vxo7JP4cvCPQ70ApPABz3Py9bFYf4EeASoAJ/wPO/yD3v/SDRGV18PmeU0bS0tzI2N8r1nn+PYe9+F19ZC/31HOPHCcVKjUxh1Fh9NVzEcDyESZ355HkeRUOUQiaYkuhpCqOTQtQCu5H94lg05q4qDiyyCIsrg2j47siCgyv7kpU29J4lP2CkCjuiDmxwBEEVsDwrVMo12nDu1WsMwEAUHV1aoUiSdT1MsGzQlu9ge1FmzYS3xeJDCSv7uTl4sWj7bbnYZVbLwXItAIACCRDAQJKQH6O5q47//yZcASKXLzCyk+P0/+BLXBodIJho4dPQ+3vOed7FmbS8XLlzga3//DS5f8YlYS6UKHa1BWlqTJOJriccjNLUk0MM6sYZG2rp6yacXSK/4oahjuchOkcGpCcYGr3HmjdeplUscakgSCug0RhKIroBVT9KLlkWunKdsVjiwYxPJ3lb23bsTWYGRW7fIZ/MUi1VyWR92/eyLI8RbGti1eyv7Dt+DHguxkp7FREQPqFRLNWLRBop1NqtTJ89wY+AWqeUCihzlPe/+MfYfPMDV06cpL8+zbf1asoU8hZIPu25qaa4Tr34fb+udv0QB13VwHIdUyT8fVVOIhxwcwcQyNJSQSv/mPbzw1N8SCLagamGwKnT3dJFs869Ziwps3JykY02BHb3bWZyb4cEHVtHU2syJ15+iWLPojMH/9QWfkfD/+M330dXThifP0tGZoKNtNdcuj3P21Bgf/ehH6e7TOHJwDU+96Kss/tqvf5rJxQLxZJyf+MzDdPaE6dnQhi2ZuAENR1Mp2Q522a9lWZ6HI9dACuI6Np7nYAs2hmUgOyJKRKEr0s597r288tzgDzPDu+vtRgp/Arzged77BUFQgSDwn4BXPc/7fUEQ/iPwH4HPAw/jMzivBfYBX6l//WeXFgiwc+8+vvY//pIHjx5GD4R5/qWX6OrfQJceINncROuWfmZHx1gp+/lgVyiEWbHJCi7jxTyOKlK0atRcG0P0wDYRRBm5zjwsB3TsQgYXF0P0UGUBzxGxHBfZc5AVwccD1Adc/MTc83cW0Z/hdyQBE5eVXBbTNAhrIeQ6ptxzBCLRMLblgOZjGxbnlkgvZBBjOo6kUXUFbC2CF/D79pgOkigQa9ZpTgZJr8zjCQoCMho2oWCIW0NjXL7kG7lhOAwMDjM1NsGxI8c4dPBeNm3cQKlW4ltPPsMLLxxncnIaqw7A2rFjJ7/xax9hdnqOTDqLazrorkhLqJmgGmVxfIbZ5UVWcv7osSi5TEsCNy+fZ3L4JtmFNBvX9SAOl9GVIFbFwJFVjDpu4nZ6mYH0ImVR5PSlq4Smw9y8PUo4pLO4uIgeCLFx8xbaEp0A1HIXWNvTw4Hdu9EViVq5gCKLlEs5PDdAJB5BC+jMzvgDVzeGbiIpMnowxKWLV+jfsJX3vu8x5icnKJbzVG2TilGjXPUNxAOfRKXuuCXPLxgDIPg8m3gezQ2+2pODiYuJpLkoogOuTFdfL40tOqWygCJHKeTzRCM6uuY/R/n8HLpWpak9hGctoGpFpICK4+XZtKWPjh6PSlWhnpHx1b95mvYOjSNHDpJMJvmHx79NpQCKJPH8MwMc2ldg5861HH/Ljx7fOnmFSEuUH/vYY+zYt5mKs0jRXKJgVSjWstRMMFwB074TKQSQVBfbgmBQQ9M0sC1Mw8DzLCRFQBQ91mzs/WEm+E/W26F4j+EzNH8CwPM8EzAFQXgUOFo/7GvAG/hO4VHg7zzP84CzgiDEBUFo8zxv4Z/7HS4+CagjOMSiYd5x+AFOnr3Ei8+/yE/v3E62UiXe3saQZ7FY8He1trY4harJrFFitJTDitmkCxWWKyVatQiuY1Iza4Q8/wEORkM4noDjQU0UkGURLH+mQXJEJMfzSV7roSWWz7wkIoAoYckCVcnFlEUyhSJRTScZiSOV/NBbVjUSTY0splPMpTNkCxWmxhdYmEjTsXkVAiolw0RWdYr17kBAjyELLvnsEhXTpmzlCYXjyJKCakC1Uubxb32Tydt+pTkejZHPZ1m3bi0f/6mP0tnegeNYPPU3T/DCCy+QK+TZumM7+/f76Luf/Mmf5NZbX+eZJ5/l9q1pwlojrq0QiSZo7ezCVTxqYo2ZRR/sVKymCesigl2jJR5G8jRE1SEciqKFQhRsj5xhka6TplxdWOZ2uUjrxlVMpzLIuRwjN8dJJhqplsvkihVuXJ+mdKcGkc2BLHHzxEmWbl7nwYePsuPIXqqSh2mbKKLA3NwsA4MjAJw4d5JSyaWjcx23x2c4d+Myjxw7yLqNGxi7cpHpmRkqRg2n3jGqGrV6euD7dMdxUHD82qPoq0SJoscdCgwXAUly0VURsPByJebmJyiXqiwupAjqmzCsFRBkJKU+Q2PaBBQH1yyytJImEo+jahKZ/AKhSAeqIRAMxfmd3/kAALNzWaam5+nt6SMYjHJ7GD70gftRlRj//c+eJhKoUXF16hkZyeYgTiDOd46/ztVbg2za0UVrXwTb9aNVVZWRRRHVvmOfIiIugmBiOx5GsUStUkJwPCJ6EMkRyFcNVPtfFubcB6SAvxUEYRtwCfgPQMv3GfoiPhU8QAcw830/P1v/3g9xCi7x1kbC0SjPP/88Dx95Jw8cPcYXv/51Stk8TR0NxBqbKFgmQkudsCIeYXZ5ievLecohDcupIasyw4szRCSZ7sYwZqGKUjfyiOoToywVsmQWZtD1EKtbu+nt6UIpmZTTecwGFVnxc1INqFQquLaDK3kYeORskxtDY9gidHZ24ho2RtHPZyORGKlyietTtxktpxD0MJIQQBd0WhNhRMOl6BXJZAtodR2ASFAhvTCF6BaxKhYyBaxKCRsVI2UwMjLK4OWLDA34kcID9x3lfT/2GHt27eLalas8+cQ3uHnzJrl8EUkR+Zmf+xnuu/8YyVY/EplZnOa7zx5ncnyWjpbVBOUECzNZsosGi4uD1MQqK8YC4WSdsCMh0722h/41vazu7EY0Xc6cOMnicIGK5zJTKpH2BGYt38g7Dxzgvr3bWbNpHdFIkLZYlLissjA2zcsvv8ybJ8+wPJ5Ci/i6FasDMYx0npl0ihG7zPzQdcTqJ9n2jkMIuRVs02Ilk+L4S98DoGLXEENhppdnkCIBLt26xouvvcL23bs4/coLNHe01SnZ6joOLUlfNBZ8eXtJ8glkvXqhsU6r59Vl4wKaAhiYTg1JEhEiGrZZBRc6O7vBAU0PYpXSyLp/zzRFQdF1ymYBURWo1kw8UaW5tYXBm2MM3KgSj0VRNP8eWJbK8mKap0aeRtcj7N/fwapVq+hoX0VHezfL6Qm+89zrbN3h6zEfeuSjLJVcHn/6GZ575gSXr0U58uBO9hzehG2kyKeyBONxxPo0r6YGiMpR5vMr1BwHWRYJhwKIHriGie26xEJxvNq/7ECUDOwEfsHzvHOCIPwJfqpwd3me5wl3hhLe5vp+2bhEYwMb+vtRNJWZ6TmK5QpdHd14ps3F02d57/vfhSorBEIRSvVR5TmzwrxZZd6qsOQYRBQPSdfJ2QaDi7MIyVY2NDej1HH3CyspGltauTk/w2wuw7qWFgItDeTLBmrNIBaNQMDFq0OaJUtCk+4oFQkUbZO0XWWpnCcYDBGIRQlFwlh1yWJHkVi0SkyaeYygiudpjI+P8vW//ms2Dmylb1cPPVu6SQQ1KvUBIU8QiYo1JMmhVlwitzjK/Pw8wzeHKczD0vwCMzMLHDt0DwC/9HOfJdncyMDVizz3zJNcvHIZRdZo7+yiKdnCYz/+KPlSkWe/+9Sd+0LNEFDVKKFwIw3RdgQpwUo2g5FfBNnggXfcw43b5wC4MVxl/Y4Chx7axeTIFLdvj7PngQOMjJ9nvlxiulZmz4MP8dC9hwDYdHA/TWu6wDHBdSheuMyF51/h0hsnGRq8hV2u0JlsIJnw94uwlcFVFZSgQrqYIje9wOmX36SlJUnr+lUgCgxcH2R01Jcl3bNnD/1bd/Pam2cZHrlN76q1dPX1cvnCBTq6u/AkkcGhIfrrsncbt2wB08TVVepT8og/gNVZvvtv1x+v93wadjzo6OggEFDxXMHHiwRtBMnkztMteAqeGSUa6SWajFDNpyhUVghGg/T09mLYMxRzLpm6tsfcXJXdew7wzW+eRlYrfPyn3o/nVfmL//HH5LJFcqUYqzbdy87D7wZg1ZbDFG2ZhuZ+Tp15hTfe+jazIxnWrzWINjchR3QkRcatB7SKoKIYAu2Jhrvtd3B9mT/PwbI8SuUckv0vy6cwC8x6nneu/v8n8Z3C0p20QBCENmC5/voc8P2Yys769/7J+n7ZuGRbi9eQiKKqKhPLKa7eGGT73gN0dnRw/OmnefSRdyBZDoKiMl8vsJSsRcaKOZasMjVFIibKWJ7LSq1KpVhEsAwCokh3yC/qiUGdQCKK3hBDcMoUBJv5Up5g1SOpqLTEEsxkp+6OWsu2Vx+NlqmKDplamYVqDjugEG5uRAgFyJkGluNvOxUPJmt5FgWLglckGBQRajkGz73KyNBp1o/084j3LtZv6UeV6uAiJ0u5skwxN8/MzAATE4PMz0xw6cIAgVAPUxPTaGqQ3Vu3AtDR2sSFc2d56olvcf78NTZs6mP79p10dPZw+vwFXKvKwNXzfONrXwUgEo8gzC/huTJ6KUvJtEmnM6xkU+hxj41b2/jQJ+5n15yfAF+68RZ79/WT6NE4dWmMM7fOUpYr3PuBhzl/ZRBzaIL1Rw5x8KFH/M+oMQGezeLwCN/80h9TGp2gfHsOreayPpxAbe1AiIQQdR8HYTcJODhEG+NEanEGJ24yMTPHSrpA6+FussNDjA2P49n+PTh68Ahbd+7mxpVBloMBHrz3AGpIZ2hshLXdnSxl0oxMjPPIBz7iP1TN9enHOxiFOw/b/6oUJdU1EBwb23JQAhGwfcBKa2s7iAqzc8tkchrRBgWnYiLUTUUUw9wcyLKSXaFgNZMvzVE20uze28i2nX1s7O+mVDTIZfzfkUiUuOf+3cSjIeYXspw6+To1w6WtvY2pqWVSpUZ+fO/DrOv3U76iIWK5Evv23ktfbzelwhJnzz1PR0eCnQf7CagK1XyFO0SfBiYV00FK6KiqiiCBbbsIrkBA1e9K9AXUf0Epes/zFgVBmBEEYb3necPA/cDN+p+fAn6//vXZ+o88B/y8IAjfwi8w5n9YPQHAsUwwDNpbO5gNTXNpYIh3vu+D3P/AMf7oz7/E4tgoqZl5ylWT8VrpznmRMmvUZJFAOIho1TBqNSKhEK2xOI5hc3F4kOU66em63j5kHNbs2Iaw3MTA0BAjY2OsaexgU0svbnkFR3SpqxyiahIBWcMFijWDdKXMUiELsSBeSGO+kGM6PYVZVxuyNIklwWBZMAg1SMjFMglJJiGppHKzXDo+TCU3yb77DtCc8I1QrFkMXrzE2MgAmZU5bCNHIhagOwRCU5JytsjeXQd4+NiDAMzdnuH4c98hvbTI0cM7SCTi7NiygVWr1/PSiy9w5fxpFqbHkNz6OVVMGpt1yqUq40sD2LaLrAoEkxJrt6/i6Du30NwrkujzdR827InjYpMpT7Pz8EZMpcr3jl9D6Opg3soQ623n3mNHkWM+biI7NsnM+BCvPfOPXHrxJVpckd5QnJ6udgKBIHnDIGtWqBR9Rz5tGJRKBQK1AoIqkrE98otZTly4jhdt5NbIMGMjMxQz/vGnXj3BldNXuH11kB3r+nnv4fs4/soJKrUqgiwxMTlJzTBw7qC1MivQ1sn/a6As1llPkZAEFTwNp1ZF0hQSTS3EG1qZmB4nX+wEPU7N8wirvmNTlFZuDs7y4osFSkIZRyggySDrK7R3xwiHqoRj0NTgp0xr13cwdvl7VMoyB+/Zz4svXkQPSfzqr/6f2ObXuLncR9fqTQh6pH7PbGqWiWlV6e5q58DefZw//V0K6QxBWUUL6yxmCih3R6EFDNshv+IL7ciqgmGbeAIEQgFkRcGzrbsM329nvd3uwy8A36h3Hm4Dn8Tvxf2jIAifBqaAD9aPPY7fjhzDb0m+fXzlv61/Nav3y2uZKviDVHQCn7nzygow/r/1Xk/xJFx7kqQQ4T5i/4Jn+W/r/8t6u6rTV4HdP+Cl+3/AsR7w2f+ts/BcgpLEpjUbGLoywlIujxgJsXn7FhqjYc69+iqZmRmKpRr5ulCm4Tk4uoYnugRUGccScFyXWCxGf/9GdNvh9tUBxtNLAOScGqsEk951a2iQW7GHh8jUDJxIELG9gaILSlXDNP2yrm1bvgqQZZMtl1kxyhiCx9z8HFU80pKGlS0j1luSoqBTDiqI8SiqmMIsFZFdg772KOvjbdxcmmHy7GlS04MsLfj5ZleyieXZNDiwfkMXPeu6Wd3TRGtjhK+9PofgSuzbdQ/b9xwA4Gt/8RUGLl+lu7uVe/fsxnZMrp07SzVfxKuUGR24jqzBY4+8A4DunnZUvcLY2BiXrl5ClGHz9o20dzbT0halu6eZYmUBUfLL8e0tSbL5LLNzc3T1dHPPkR2kC/Pkp/NUhQqOYTF18wa1/BWmClN8ceSTZOanGLxwgvt2biMuSjQqYQQHlldyTCzNkzLLuPV2XioWJ5fLgSgiBxQK5QKO59LY3EhjsolvHL3G3LyALPlTkudPXcSzPbZs2sw923ayNDbBmYvnKRs1soU8Yc9n0bp87SoAWyYmWNXmtz/vpA6eAP+PapdQL917Eh6+aIPlCkiii9jWwp6D93HiOxMspcEpaih6ElH1C9yZnMd8SqBigBXopWZMowg5JDmCKAWoGSlcq4Ia9tNKSYFbN0e5chlW967hkXfu4cTJQY4/d4JiXuDA4QdIdnRSqacDwYiKLRqUyis0xZPs27WN3u52SrksRrlIIBqmZpR9CW9AEhWQTIJqlEAgiChLmK5PQGTZHrZn4Vgm5eq/Mtk4z7YRqgatTUly+RK5msntxQVKVpXGhihnXn8DseoLnjoBPzeqYqPHI1Au4NTKdR1DgWqhRDGTo6W9k807tzMz5bfzlpYWuDwxzGwtD54PRAolIuSxGMotIgsyykqKYs0HzpTMGq4Asifhui6uJBJJxIkHZALRMAE9gh6JYhn+za+6LpboYOEiVl3WNiXZGkjSrYYJhxpoCuqcmxpiYXGBXWv9wtv6datJd8UplyxWr13FhnVdtDdrOEYGPRDFNMCxRYycH+4OXLlJKVshtCYAjsv9hw7xWy//DqVMgbXdnRj5HPO5Bbp7fQhsS2Q1XVtjrN/awJZ7WlB1kfaedhRF8jUPbY981uDGdb+7IcsynT1dhKMJ8ukihlvj6H0HkXObOPXiGV5/4iTf+OIXqc1X4P1w45njrOlq4ejqftRylaJlkndzmI5IqlphzqpSEJw6vBBqkgqxBjxRwBIEBEnDtU0WihbTmWk4CpYcorHRZ6POpVMk4w0cvPcwhmXypT/7UxZcD6FaJZfXaWhpxvZcrtSdwkOpZVZ9n2LcP5tG3KnSCSq2K/hqcir1WoPDmv4tfO+JEDeGCrS2BNmwqZOi6Y8qv/TGOcanK6zr34fVsIahmxlMM0c00UJTsgenZmDVFrBrdexENcXhg80E1GUkyWLzpk3culXg5RfP4HgRjn58E2owQq7Oq5mvlKiZJrIoAAbdXe2sX7Oay4OnmJ6eZnWij5phgFrXqhRsX7k7HEVRFDxJJiAqCI6B56sZIYgaZrn2tu3xR8IpCK7H7OgYDZEEpuWRKpaYWFjAk0SCAYWlW6OEBQ1RUTHrYh81T0APBaCcwzMsXEFAliQqhQrjQ8PYuSLJ5gSBRj8cDcsOEzOTLN8eRRVkgqqGrGtMLM8zvDSPFFDpE0QqdeUdSxWRgwE0JFRXJqTpPg9fsp+ia+J6AmalRn7ZLxpmyiVqOLV3GKMAACAASURBVFiCh+aF6F+1lnuaulBTJQRTRhQUkmKAkuPxrmMHAViztoPp6Vleeu0tLl05QWPyIFs2b2R2cgHBi6MqISpli/lZv4ZbKhq0t3WSiDVglqvMTkwRDmjoisz6deuZnrlNZmGOmds+tdfU6A0e/fc72bS1n719qzHdKiuFNNlMmZASxzN1rpwa5vlnfXWibAZ275vgofceY+2Wbkp2BsursHp9J3NX47RqIvJyik7Ld8wHmjpIqDqhqEqFKrOZFHOFDDkb8rJMMRKkpol4ut/FKWQryJKKKIuYroPtiriCjzr1BBfIYsk6i3nfMRdLNUJxgRu3x5ibnWF0bhq9tRNNkqiaBqZtEY3HmJ3yI6+FhYV661G4IyT/A5dX7xgJsoIk+boNakCiXF5g8Nw5rg+OYntxRscNVGUSPdZNxfA7RucvV0CJcPTB96L0Rkh/7SzjI2C6Dq6t4dkhRDuK4/jXIMsy0cYmDt3TTLlSYXp2ir7utYiCixZoxXEUcnm/RgKgaRpKQAXbIJ1OEVKhv38Tr59+gdRKgf5AmHhTM0rYtwPTsRAQsRwP07AQZBdRkRElDcu1kGQRTZWxLPsHfBI/eP1IOAVZkpifnKZ71VZaWtowbQtH8Fi9dhWhUIis4CHgIknK3dmEkmMRF31OfQVfLi4YDBLzRKxyhVs3bzIyCrEWf+Q10pwg0dqCXakSU4O0NSZRFI2VcpmqJKDFIwRm5wnWhVqkRBgtGkW0HJxsyReQ0TRyuRwTqQXKhgmeRyXv7yCSJNHY1kIoFuX8KxeZM0Kk2mXaHIVkohVRk4mgoQMTI77RruqLsmlTL4MjgwzcSpMpzGK4bdwcO8/o6FpMy0UQFMw6rb0sKqiyxszkDKXMIpfOnyakB5E8gbnpKSbGR0mEQuD6u04xm2Z8/BqJZoWEF6VQyTOzMI9linQ1r0MyFb7z9GlEyy9C9Xd3MHZ9li+PfosPfOIYu+7tx3KqnHztBW5euUhpsYbWVGFN3B9Y2tLaxcrKPKVajoVKhrlqjnnLpqTpVBSFgihSwvMFfYGEEkQQBCzHw7J8AXckGVlTCWgaME3N/Z/68cGGRgjqnLl+lZXUMnv27mJ6PkMiGsUxq6ysrNDa2sr0in+9swvz3JX4+iHLc/3HXvDqSvICuNjMLkzy7e88zcWXLtMaaaVSXuLatWmS7TZq0I8ILQ927zvA/T/+AdyGGV56I8TobV9OrlQ2kUyZsNqIrPmFQ7dWxivW0Jp6yI9XefO1swzeglh8A5/7/M9QaemkTgZYtwUXQQHbszHNKi0NCVQlyOwMTM8sUDNsPEnFrZtu1awhih6y5/kOwlNQRAkLl4ppItk+xLtcNd6+Pb7tI/9/XI4skI+4dG1rYV2fzPLMKONPfp1LuQLF4Um0QJiCUSMaAL2OW28ul4jgEnM8BMdjTVCmp62NQCDA3MIS86klDNejmPG7FQupHJGGBlxJpioIVAomjUGdWKCZJBJCwWM+pNIa852IUnNwxtOYlSrpzApLlQJ2RCOPhRQK4FomO7vW0Brzd538pWF2WSKHNq7h6u4Ys5NDtNSKhBLNLNSqKIlVtPds4dalUbySH8pNjdwiGG1h/853U8kNMHhyDjm1wsUzNhkrRSzWRGtPGw3tfqtNjAVYqGbYurqTydkbRHWBn/jUz7G2exVf+eMvY+Xm2bplC5n6fEgmvczTTy6xe/MWpkbSnH9jgFs3hjEdl8c+0E/P6haqy9BVd5yd0UbEXImpyRzpSxUC6/uQJJfrV17jxptzRMLgNUrcFuswZCVNPq5iagmuTDpkgnGsiMZKOYekieDWyM8v0t3lszNP2AWCqkIkIOFSwaqUAAHX0ylX6tOmjoVcd4KiA3MzY2xdv4aQVEOYzaIqJchX2Nq9AbFksTSVw72jfhQOYLtVNFdCMAFbBFnC1hRqMhiA6UGsLnVvGCYhTUUBBEcjdyPLxBuDHOht4+f/3Uc5f+EtXnmjyEuvZ4nX9TzDgQaSsUZQZsjN5/j4o59h7LVfZOSNBcKH1iPp87ikQfOvuZhrItZ6lME3RzHMMB/5yc/zh3/5BHagE6mvnyUpje6KhJ06BV2hQiAcQolEqZQEAgTY2bmJbZEolYEVlgaWad7STsn07aApGsGslikaAqqkIkkugl1Cdhw0QUBERqhBWPpXphBlmRaGYdwFDqUyWS5euUwxV2QxlQJFor2jA0VRKBb8MK6xsZGALJNPrZBsSNAgibSEYiQbm2nXExQaO8lXSixlfVh0tlqlkq9h4OGJBmW1iqsWyIsyoiMgOC4pe5Fq1J9IlKs2VqaAJkioeoDeZCdaawNjqXlqOIiyQlgJ0dvl05dLxIhXPLLVGrZts2nTJiJhmXzJxAvKTCxPc2XkKrIuMzI6CcByZhLDhXB8FVcHFlhaqKIHMlgSbNvQxbWrQwwNnmVzHbcuywalYhbDibJ6fTfHjuynva+FywMXyJlZgk0hZnPzlOsCqtmay2d/5ZNMjkzz5ouvkZpepL2lg8VUmu8e/x4f+PBH+PBHPsiTj/8jANeur7Bra5xHP/wONmzdwJmrF3j+lRfw0iViHTp2xmAis0hnogeA6XyamfkVqigUcLEUBV2SCatQqRaJxcPozUkyi74T6ejZQGrh/2bvvaMrua87z0+lVy9nPOTUADoAjc45MVNMEqNEWcEKJiXZkpxmjne8Mzv2jL0er7wrzzqsLDnQsmhlkhJJNdnsxE7snIBO6EbO4eHlWHH/qEeOZo6Dzlq7K5+j+yfwQr1fVd26v3u/YYalSpG6SIhwvI5CpUihoiHKTjlsWRa5mo9DtKGR3du20lGfYOCiyPjYCBm1iEcNkktnEKoW+aqDZAWIx+NIkowg1Rxfa5gkSXZ0VgRAtmxcNQCcpLgQgWKhhN+lkEnnkCWFzVu2EW9q45EnniTRXM/rB/YzPOxMVARTYmk5BdkSvhDoYS8P3P8At68c5OCByzzwcBNqXMWoQbt9EZtK5gpXbx5HdHnwtSpE4hK+eAu6buPyuBGqJmYNZCcIApZlUSwWyWWzeEydUkVz5PTLJRYXF0nQ/B5OIZ/PIwuCI14sCo6wca2pYts2lmUhCBaBGqr0J4mfiaQgihLVYonJ8QlKxQqKorCcSlGpaITrYpgWlCplcosLhGtU5QcfuB80nXeOHyPkD1KemMEMF/F6TIKCj6aAF1ONkBKdnoIli5SxKehV0lqZbKXk2JhVSxTKZTRNI2XmcdVG2FHFS8wbpSEcJRaJ4okEkcJ+liYW0AoFLMtiSZ+l0u3M7LtbOzBnllkslpBdMh5/gLJdYqaQpqCbjBXKzJaWiDe72LTVKb/9Pg0blSpxRicW0S3YtHctHW17OHh5jsHLFQauHuX+e7cBsHv3WgavHWZ2cYJwvJlEe5y0nmH/iQNcGkpRF4M6d5l1Oxwuf31dnEiwjlcP/ABMgTWr+wgGw6QKRcYmU5T0Mo898ziCWlNb1sqs6+8llV/m6MXjDM9NkNSyhPywYedWhi4Nc/XULEndkZy/mVlguVgkUlfHhr51bNu7g46V3WTKBZLJJNWqRjKZZHjIIfucGxihTgng9ocxzCqL07OYtk0wHscTCDLMEkGPD6XWCGxoaeHpX3iWxmiYrhXtvPK97zKWvENLIoGqOO7XumngDTq4j+b2DiwkBMshS77nOm2DItSY1JLwnkGuLAI2jsiMIFAslsnmC5QqOvgCoAt0dK/i/aqHkWGnYX3hzDlmpheYH53C3QuxaJj3P/44f3zlIm/tT7F2XRMdsSiy4qhHlcrzeJtdbN7jwsDDUuEqo5MjbF9xH35fCJEUlmW+90BUVQ+irFCtQcltW0DXdQKhEPlMlvn5eVYbBrLbqXbKBQPZo/5YUnCc0y3bdgBctaRQrDUyf5L4mUgKqktldHiUxakFxiYnqIvU4fX6cWkmwXCEbD6PrIiOc6/kXDA+t4f+9RvxyTJjwyMIUwsUCiWKuSIeU8BnSfhsGVetLAv6ghgiVDwmeVOjYBoULZ2yqaNZjvv0rFVC1p3SNSKqdEQS1PvDCLpJqVTFqBbZ3NDFbDpJqVohvbTMrOSo/rT3xhD8XkSXilswWMplsN0m81qBa9OTLAkCdkjCX+dl3cZ+5zs8BsFQnPm0wK3RBeo7Y/Rv6yUak4iO5Ghr8jF0Y4g39jseAjv27GLN2j4OvX2KkalZRqanufuePfziF57n4WcWCPj82KZGvNZcbe9o4cgbN7l27TaxgAfZlhgZG8UbDLDvvo1E6kP82Ve/jFWT/17Zs4KxpRFeP/Qa5wY1tu3z8fzzn8RTtmhv6aFxxSqmlr/L1IzTRJvDoCCZtDXFefYTz9DcXM/C4jyKlqc9EaZStent7OajT38EgEpBoqqXyZTSnHjnOPvf/BFVvYLb42ei1ixsrGsg5XIu4GQug+h2U9/UTDwQZPjmDTKnJ2mMx3GVbDTRoKjpRKNOUmhsbcdExLJM3DWSK5aNbRkg2cgSiIKIULN2e1emTVYkh+/Q2EI0EufCxas8+8zjFEsF/KE4mzt7WNvvVF/lgsnZk2c58NZhHunZguwLUa06k6pAGATBg1EsY7ucNS3rKby2h8ZOP95gE+euZCgZjjRcJpOj4qki6xZCbcToUb0Ygo1sGcQjceoiQYYHTESXioFAMpUhk8kRbHImNKongCg6CEZBsBEEAfvHKgVqzFC32/sT348/E0lBFAQGLl6lXK6SyZRI1MlkiyXKlQrL+TyaabBjxw7W9/Vy/vQ7ABw8eJCIz8/G9RuQTJOp5DLTxQKkloigEJU9NHpDqKLzE922SCVfxCcJuGWJmKxgSl7Hvl4SESSRUanKRO2pZmayKGoIt6xjFSu4q1VEl0Ii1kSbL0S+WubiUpbZ8XEARn0Bwv4AIa8ft6SSLwrk9QrLgkbBCznTwpIN8ARAcI6pkM2jSjq5jIbsctG+shNDETl69gyVgpdQsJ652QlOn77qLJQcJBBoJBQOcvNWjtPnhlADdWzc1I/oDlIsZLl5a4SbB5wk0t3TwQPbnmL91lWM3hxiLj2Dbtok4nHq20JcHniHKzcukq+pfx87O4gggMsP+x5Q2PPAdtq7IjR7OrkzPEtjVzft/esZWzgP6ORFiYIk4oqFWb2ul6/9xZ/y6svfI+D14fFFyOU0du6+m+ee/xUAsrOLvH3qGNPLsyQLy47tnK6jSh7Cqhco8NwnP8WPDh4E4OSpU9wZGaElGsGjm+SWMtj5InapTLloUahUyVVLdCWcEWy0LuFMHWSpZu4JmCaCpSMLFlh2rVyoldKaBYpYqygsNm/eyEMPPcIbP/guL3zj7+nqbqN/41qEYgVqe/KtO3fjUYJEgiG87gCGrvHmW68guop86IN7aVmhUNIXsEyn5IzF28DwIckBLKuB5HIeQYBEohWv3085k8QjKe8Jv5g42hymbhKMBlBVlaXUMrlSAc0yWc7lmJyepTviHI/b76WQSyG+64r9Xgj8t+GsiNf7rywpmIZJNp2jsbGZcCCKhcBiagl/IEQ6m8GyLIZHRuhbvYo1a5zS+PxSkvPnziBs2ERPdzdLmSRjl65SKmfwGuDXYFV9CxHRKbMMU0ZSQBUlVElAtBx4tVmsGcoKArZaobLo7H+FsgbBKLLLi2JZhFU3ilslk0wTU2X8skpnLMb0svP6fCmDJ6CSEyvotkrKqHJteoScKrLp3ruYrVZ55+xRlnIFfEEHp2BlRVIZi6uDEwxcG2cyW+LGxB0Gro3SGl7BzOwSXl8dy8vOk/nwofPc/cB9fPpT/5aRqVvcuH2Fr37tJSLRAygyRGMBXLKNIDoX/ereHeAWeO7zz3Hnxi0E06RSLXHz9k0WUzOYgsFv/NtPkavR0SenhinrJVauXsHq9asxJIvZhQmuXhnh6NtniEY7uHJ1lKm5Gv+kahFvaqZv0xZ+8MYB3jp8hJ41vbzv/gcYGZ7k9TePcuDQUWpCUIxeuE2uUmD1lrXc9+ADtPd08MpLLzE1PsG6tRs4xyLbN2zlrSNH3zsnlmUhIzI7OkJycoYGXwCPJGG6ZXKGjSUrNLY5PQ5fIISBUwAYFsimWWskSNRMAcEyoFy77IsFiASc/1eKSPUxHn70Ia6cP8Vr+9+gvaMJQxJY07+GWNjZJq7pXUtTXTPhukYypWuYRonbIwMkGgTWbW/CtG9jmhU8HgdeXy3HmJk2SaUkFtLLnD6fRpEbqKtrx+v3IaQlZNGFUVNSqlZ0SqUShmVQLkpM5dJcG7pJMp+liolVKJBKZSjXpgmyW6RY1vEr5nvygu+GgOToSAgChVqf5ieJn4mkoGs6oUiEfXvvoliucOLUaTz+AA8++giFYpFLly4xPDrCq6++yl27HMbg3r17GBoY4MyZd3j68SdQGuLILQmau3oQi2VunL3E4sIwUcXJkHG3F69pE1JcRNw+Ai4XbltEscElSiiI+LBoq3M68X5BIREOoNg6km0hmgZapohbFjENC8u26eloIdJQk4dzyyhhN8lcmmLOJpldIG3aeOJxvPX1uNIpTFElndP5xrdeB6BOVRClACOzeUS1npnZMtduTeNywbw+TUnTiMdilA3nApibm2dmepEde/bxgSef5cyFk1wduMDwyE3yhTQLUwWyueX3rN/10jEq+iIb161HlSXqImFCsTgNzS0Eg17WbVxHsZQhUTOAbW5qQDdK+IMeCstFphdmSWaXeflvL1EpW9wpL1HVFFa1NnKWOYJuH0FvEFl28X/95Qvs2raT3/yNL5Job8fIFNn3vif46l/8DRcvO8JbcTnMb/6732L7/XsIdDeDpdPY3MTf/OlXyaUcoZdvv/gNzr5zGoCmxkbaW1vxKypnr99C0SxigRCKLeDyeVFsEcXvoand4d8pigsT0E0bWzOwLQNFFsHWwapCNkk5k8ajOj0ds1hAchmgyOTm5wiuaCPU18Nzn/0Uf/hffo+qaeD2ealLNGDXqMrlcomqrkG1hGmqzM5MUtbKWJLF9OI4LlcKVfWQSjmP7gtnhxm6WaVYjjK7VKUihFi/7UHiiS6mJmcJegO4ZQVbdzKnbdtIkoQkiVQrFSbGbnPt5o2aA5kHCwuPx4MiO59fLlURxRrATgBRsMB2thECAoIgI4gShvGuetA/Hz/3ffh5/Dx+Hv9d/GxUCrqOqrjp7l7N1Nw8+VKZaCLBUx96FlEUyeS/jCjA0NAQco0z/syjj5JIJLh97RrL6STTc/O4g0HuevghFAHmi3mmR0bI2E7pnZUgOTNDvddPcyhCgy9AVPESlF34FBm3LKPa0FirFAKqB9GCdDaLV5DxutxU9Apul5dStcBCPoO3MY4r4GTshVKOxVSea7dvYZPAFgzWbtuCtzHO1cEbXBsdo1yoQszH+FRNYjxRjz8UYPWmLTy2fiuXr13mtVdepCnqp2jOs76ngeaWdmou5YxPpjlx4gDXrl/h05/5LFu2bmVd7yZy+RSyBLOz09y8Pkg+77zh9q0h8sYiL798iHKxik+VaKyP4/O6EWyT06cGWNe/hukZRxNnYmIEb0ClsbGBpUyS0Yk5LAuK8/DYox9gcmKOeKyJlT19nOUPWN3Yyp3RUQ6/eRDdgKc+8gnkQJw/+P0/4oH77mfr449z9MRJ7ow6fZp7HnuG+595kjMXT3DwG1/hi1/8PJ/+7C8xemOI4wecLcOxo0cpl5xz9vie3azt7cPK5BkavI6oaRQrGaplHW9dPQXNQBN4T+hVwHFJQxJQ3AqiZgM6aGVYmmVy7DZzs5MMnHb0EJOZNIJbwsBmYnqCnVu38ZEPfZBQyEc+n2PdyvVs2LIJWXUxesdRg4qFwviCHgrlLLFEE2dPnGVp0QATbt3KsHlzF5IIVy5eA+Do4Qx18RVs3f4I14ammVjM0tC0hlC4iULJBo+OLEK1JqEnyiJ+lx+XLFAsZllaWmBqcRZPyIuiuqgIBerq6gjUvC7ShTRujw/LNrAsEUG032OKC4LjsyqIIpr2r85LUkCW3Lz0/VeYmpvDsASe+uCH6OruZmlpiV/91V/nD37ndzCaminVLpg333yTHZs3EU/EmJiawmvJpJcWGbw0wD333Y0/UYeUTfHk008CUC0W+c7XX6ShqYmFisbAyDUag1E8NqxoaaM91kI5qSErzpLMFzJUCkW8Ljcxn0oFA02x8CoWZVEiEGkAv5tcwdmP31mcYVkr4muIkmjaSCwaIlfKcOnsZeayGUxJJOgNUM5XaGx0sA192+5m2+77WHXfo2BK7Jm/n6hb5dj+V3jwiS42b92FS4mSriWFN948x/hYHpcU5rt//3X2v/Yqjz76KB1dnazo6CAetvn4R3dTKjhrVKlU0FmgWq1y/NhRJsfHkAQo53MU8zmGLo9x7fwk+byzPenoaqCQEbhyfhC3z43PF0EWBJ594kkEw0KtLrFv/RZ27dzJxw//AdtX9zBz5zZz42NkNQ3VEyRd0hm8Pc7GLQUQLJqb6ijmHFLa7Pw0WDqT0xOcv3iOQvkXCYebWVyax+Wq2fXFonzh6ccB2LprO8GAj1OHjzA+OkJrMEhLXZT5XB5LdZPOLLLjrr1s3LzRWSDTRJIkisUKqtftiL8oYC0vcOzQG1y9cJqTJ94m7nXAYCWjQqQhgTfoJx5xc/zYG1w4fZTPPfc8bo/M7Ow058+f5a4H7qe+ds70SgV/OEB2aQmjWqWzvZudO+7m/Jm3eeGvh0jOS2xYt4apMQcKHg038mu/8R/54698g8Hbk/Rv28s9Dz7M3PwyXn8DllaiqOvYNaKfIqssLS3S3txAS3MDIxN3EF0iOa1IJBrk4cceoru7g3yphqdxKVT0CvFYHKNaBcFAkRUs3aBUMbCRcLtlPP/qpg+iSKFYoqevl+6+tdy4c4flVIa5hUUkQURCYP369SxMTUKNlajrOrZoo2MxNTdDxBNncHKOueEJ5HtEvKqXpeUU+Yqz2F2rVhHpaKFr/QYaY3W89PffpOQLoPp8vHX7Js2VLP2BKMka0KZUKiHLMl5BIFnKowgi1XKFmFfFFKFYKrK8vMBC7eQsmyYVRaWsGVRyOYamZ1BdIh5PiJgtYggmsmRTyaWYnV8C4PWDRxhJV/m1dVuINLVQMUrYWoW2WB0rWw38YoFqqYpbcE5ofRgaYiqWXSW5NIOmVfiT//PLtHe2Ud/UCIis6OzGVRPUWL1qLWHV4uat63Q3r2PvlgdJLs6TT2cRbBOvR2VkZIRQ2HnSokjotkVzaxuZXI7z58+jKgqXL91CEixm7gwRFEX62hwr+nVdrZwKuMiZoAsqAwPX+PhnPsNf/vVf4Y8EIDnP7MQtNvQ6e35dq6DlMnzogx9k846NtLS3ceP0WTLLSQJB55gfefRB7nr4IQAqhs71gcvML8wQrQuRXc4SUTxILhdz6TTpcoFYfR0NjQ568F0HmJDX7UiwqQIsz7P/tVf4wXdeRLF1Pvyhp9jU64yETUlA8qigSBimye2btzh59AR//qdfJhz0Mbcwx3e+8x1MbO65527nN8gCCwtzhPx+SsUsDQ1NPPLQ06zv28n5s6d4a/8VThyawbadPfwDDz+C5PaRK2co2QVMWccd8BByecmmSuAzUWWJxazTU8nmdCTLoJjPkk7Nks2mWM4t46/3EmuKUd+YwOVWKGedZq/klQmGQui6hmXpOMqTFrZZAy7VNCk9np+iyMr/F2EYJpJLJRSpo6Wzg9GZOX74w9dIZ3I8+cQH6O3u5gOPPMaF48dJ16jQFV0jFo8zPT3JYmqZ1lAbsiliaxaxYISGWAK9qFPM1Yw4vWF0zcbGxer+9XhiB4nUJ9i+fTt30i8ylM9gZspYtTGOLxCgUC4xOzKMoig0JuqRBJFksYCkyBS1CgvZLLritGXqV/USTMSomgaaUUfY72FFcxNzU+McPHKAQFDloQfvo6ujlRe+/gIAd6ZmyQ5e5EPFJBGlHsQyufQs1XyStnAfRsHg1sAtxqacamTwxjx2SaC1fRWQQ7dtEHQWl2YYm7mDoihcGryAS3HcgHLZF7ivdyMXL1+id10/23dsZXDwKktz8zQnEuTzeTo6VqDXxmdl0yRbrZDX3czNL3Lk2ACGplFdTrJzy3r61vczOzfO6IjjOt1SH6Z/dQfrd93NkQuXOXnkEG1tbezctZWFoZucPPQac6M36W52GpkXz1/l1e9/j2c+/2m6+nq5cvQQX/3TPyedWuLevffyKqN4VBdyTZa/sJTk8FtvcOnIUfxlHT8iy8kqSn2MiYUFlESM9du2vGdFX0kmuXn9Bh6fh0g0QMjr4offeZGTB/dTXxdl84Zenvr0J6FUA/K4ZSiX0GwTl9tLd3szQcXFX33tBRriDQT8Qa6PjvDS918hGnWmDx0tzVR1DbfPjWhpiC4VqbmJ7p5+Wlq6qZZFhm5cQ6yBILq7N3Lz9gRjM/NUbYs7E2NMzE6ysmcLS8lJArIbUZEJBh3cQaWUR7ZF6uIRFpeKLKcWKBtlVq5Yycr+VfgjPkxTRxSdTYKqKsguiUpBB8tEEGxMwDZtnJahWGte/uS3+s9EUvD7A/T29XPp8lWWCwXe/4En6Lh+jcMHDzE0eJ3f+53/iCIIKJKMUBvdBAI++jdt4NrQdfJamaJexR3wIUgilgWq4kZEwq7WiCYG+AQ36YUUAVeQ5qYOBEGgvbuXTbv2cfToUeYqBitXO5Zum7Zsplguc+bcWdLpNLOazsTYMPFoDJdbBVFEs01CNTRdvL2LthWdlPQqU1NFZElidHycq+fPkE0tsbZ3C43xIOVCmrV9zlg1o2lkrSqaoANV4g0BfG4BrZzm1qUFeteuY017GK3koOmGrAIhj5fVK/tparc5cPQIbe0tpAvLWEaVSH2U6ZkFdm7sA8A0BYZOX+O+e+/mnXOnmZgcYf36ftxuF+l8Bp/q5dSZUyzUNCODiQYKhk66WKa9upAYJwAAIABJREFUvZPV6zciCRK9KxrZvr4Pl1Hiq1/+Q27cuQUdsLg8z+LSAo11MX7luV/ij/7sq/zub/8WbpeIWzJZ0Rhlfe8qttbAWh7XOKePHWF+cQI1qDI8fIvhawN0tXWyedN6yH6XkN/D/Ljze+8M3WZhbBS7UqazrY24x4e+WMAMhbCXF9i4cxtbtm1h8qZDMPvWCy9y5cx5Zham6F65gsbGGJnFWdau6eGp9z9MfWMdmDrotfGc4qFczSFICtgyYksj+555GtEQefml11i/aRslzeby4FWOHjkOwCc+/hGaWlso5PP43V5M3UA3CohqgJ6NXXxMfpZzpzo4dcLB00zOJFnM5mlo7mVlQyOHT73Dt7//PZ5/LkFLZ5RcOk8hX8RXq5Q8btCKOfw+lYmpAndGh2jvaWHzjk209zSjmVWqWhVPTeLO43WTrZQRLAlJcBCN704lZVlGkmVEUaZcfldt6p+Pn4mkEE/U8au/+W/4m7/7BldvXGOvIPALz34Y0YY3XnuVr33lL2iMhsmksgg1Flw8UcfK1auoWjrFaoVkMUfJ0lnIpEgXiuBygSghCE7GDvgjBHxhFqYX0Qomq9vXcOjYUW5dH2HPjnsoFU0mbg2yUHEqi6lsmubmZjbfvQ8A2zCZnJhgZGSEaqmMZhpUSyUm5hylueypd3BfvsxSaplEXSdGqcTCxCRGOcveXRt5+MG78Psk7gzdpn/NagCGpudJLaewbIcTL9iW4w2oujh3dhhJbiDR2EJHu3OTNzXlmJwvsWbNerbs2sepcxeYm5tD9kA0FmTL1vUEw+PUJZxE9bGPfpIv//rv8olf+iRKwMWL3/kmT/3Ck3SvWsHRQwf52Mc+wv/+X/+YQMR5Su24awfucJTp+UU2btjK9i3bUZAIesGriJSS8zR3r6JjzVoov05dSzvTswscP36cf/MffpfnPvphhsfGyOWyhAIqG3q76V3ZAY3OHj4cn+dv//YFzhw7iqDYbN++jfp77kHTDGYmRiEMnY0NDA87kvMnX/8R2sIyO1evYUVDA5n5BTRRJVep4g6H2L53H+GGeva/5CgBHnjlZSTNIOxzc+n0SUTJ4hMfe5Znnn7CMb1VbNILc0SC7xqG6ihuBdnvQ0sXyZy/gF0R0AtVZsanUZUgpXIJLJnRUQfavbCQJBpfjZbOUSoWsGULlwcsIY1lmHT21hEJ76Vcdfo6x0+cprVnHQ8/+mFaVvUymzF5+9gpAqEgX/j85/CobgqVIuXaded2y0SjIe4M3+L1114hk0nygaefobuvB0vW0coFXJIFte1JWatgGDqqKCFLIqIoYplmzbJERlYUBFHEqP501Zz/X49sNksgGObzX/wCX/6TP+F7L71EMBjic89/ls196/jyf/lfmXSr2IaJUpPzNk2TheQCFV1D9roQJBFJdWzfJJ+bWGM9ksdDtZY2ZbcX1etnbHSa+cVlmls7KBY0Thw7zXOf/QxPPvEhvv3dHFevOujBiYOzdHd3E4tGiUaj9HR1s3HjRiYnJ8nncoiShK7rLC47GHcLG90wmJ6bxUahIhhY8SDhQJwVK9uw7Cqlok5dPIpWs2kr5yqUMmVsXaRi6JTSaUplnVA4RnOPl2PnTjEynqGl3dkzT8/nuDlcZPfcFA+vWc2TTz/Ft176e3xhlWIlR2tDK+vXbufN/U4nf35qmWBDI3/5zRdZt2UDXTeu8saxt9m+aSMoLqq2yd333U9Du+Nt2bd1G6aqouk2AX8ENBNskcVUEo8iIVkCajTBTKYCKly5M01BE7EFF4XlDFv61rKpr4+l1BJDt69z4sQpTpw4QWODgzgcHknR0NrIzl2bsa0q6zf0c/ToYfa/cYCr5UvwLNwZuMrp485TdvTcReq8fkxBYmoxRTmbpShEmM4U8bTH6KoB2SZrqFKfKPL+Rx8hFA1w9MwxilqBvbu3U1efILe8SLAhRjASBsG5YU1dQzcN5BoB6ejhIwycGSS3WMbvCjJ2e5KqJBLwRpmddLat3/i7b/PQ++5l545tKKaMXc1iSGWQTdKpJYLuEOHOJvbd5WhmHDv9Z8SqFULhKG0dXXz4ox/n7775Aq+8+hLxuI+PP/3LSG6JdMWp1vwBDw2xMGePHeCNN15n5aou1vStQvbKLGdTBFQJv9vN3JIDC68aFp5IEEEXkGUZQbCdpACIgoSAg2GQ5Z/y9uEfsY17Cng/oOGI8n3Ktu2MIAgdwE0cWzmAM7Ztf+6f+vzlVIo//KM/Ys/dd7F69WpCkTDhcJh4PE5LczMBbwCjXEB1uRBqe6nZ2Vlefe018qUioqqAZRPw+SkWiwyPjbKwnMKQRaSAs782XArd6/q5MniTkZlZ1vb2sWHrDi4PXOXQ0ZM89Ogj7LtvLy6P8xQZunmLVHqRcinHwswkE3eGCPr97NixA69bxufzYRgGWtXJ8LZtoxk6GVlkaOQOxWwOv1slGqvDMZ6q4HEpmBWBgwcOAbA0k8br8+P3RBBtFwFfHT5/HNQiT/zivZw5dw718lV6+x1PgPnFEvOlY2RKiyBWeObDTzO3PMPAtUsUdYHRW5M07e6hq6kXANUKsnrjNn74xmvsfuwxPvH5X+PEsbdZu3knd9/1ACG3j9aOHoIJB2FZti1GZubwB6JgiRQyRcL+EIqiICkuKlWDdAkGDp2CR+Gb33uDfFUgGEygyirFdBZFkWhatQpVkTh3/iJXBgeQahMd1e3l2WeeZteO7UyO3Ea0TKbHx5mbmiQSc47h1KHDZGacRmxXNEFUUfGUdOxykfqAl2VfHTMpnaa2dupbnIanWTOYDbhVOhsbuH5rkFI2xfqt6+lsbwPbdMptUXAMYFRnjCyZzn7b1AzCoShut5ep8Vm8op/1vZspGXBnZpZMpYhZA/8cefski4uLRKNx1q7oRXB5wDKwsXC5AlQrFqqsEY45o+2elR3cHh2kc2EtTcVuOrpb+ejHP8LXvpLk1ddepznUQ7A+SkOnk/g1rcr4ndvcvHmdTCpJa18LC8l5YpFGR3xVAlHivYrZsix0vYpsu2p/cxqMlmEhYYJgOoZHyk9X4h3+Ydu4g8Bv27ZtCILwvwG/jeMQBTBi2/aGn/QgotEYA9cGuXj1Ck996Bk++MyzhIJBLp6/wPXLVygWi5iVEm5ZxBus4QKW5njr0EFQRDRbJ1dJg2UxNjbOyy+/TKZSIVcuEU44TS41HKCtp4eCaXBrfJze/g08+MgjzC6nOHriJH3rN7Dnrt2ItbXLplPMTk7R1tBAR3s7y/OL3Lpxk6sXLyIIApFIxPElrFUKfr8fSZIYHR3FEGFFZycP3nsvnSuaKVdSKG4ZQYSZ6WluDDqeftGWXjpX9lIfb0ZV/BCREEUvo+MzXL59mvY1TXRvfJzOLsfX4PDRCxivQqaUBEEj0dPJvffezeTkKBvWbWBw8CYDF/6Se+9+PwDdLWvw1cVpW9uPKZh0rOpkVW8/km4QlBWSs/OOYElNlMewRGxLxjQEVMkLXgHZVsClYtvgUv1s27mXVd2reYnz7L7nfYzeuI6u2wiWwKsvv8LIyB2e/diHWb1jBx/9+Kd4uFCA2lOqs70Jo1zi5Ol3eP373+XefXsQbVjTu5quFSv5Fq8yNzHBqqYOAJSygVQo0t3UhGzpaNUKFSmIkFsgGI3i8/sBi3Bt++OSRDLLSeoiYQqZDJFQkHAoCIqCInkxyiUUt4pRdbwnJZeCJElUq1W84XqaG5rxeTwkgg10tHXS1N5D+fAhkndu0rN6JeAwli9fGuTll37AeOsA/ZvXEm4M4lf9BAMeyrkyZhVcLuc67V7ZyZFzp5FVE0GqMjMzz46dW8lnfoHvfOubfOlLX6K7fzUffe5jAAjonH37MNcGBhEEm5tDN9ASIvd0JwiGA1SyGUpY+P21EaNdJVssorp9NQKUjWnWqNiCiY2BbpmOO85PGP+PbeOAt37sZWeAZ37ib/0fIhCL8vQXPsMPv/kihw+8wuqEyu6t/cxefY1Xvv4XNDfEMG0bTbeplp3OcSQgIxd1vJIXl+xltphCjgQw4kFePnMUr9tDXPVxYb/jeNxcMmmor2fXmg6u3zjF7vvXs2f3bnbd6sSaucUPv/Q7ZMu/yerVmwH46CdXsn//61y6eI7FkkF/fx8Pb9zAS9//LvlMltzyEoauUyzUOveGQDgcprGti109Mbq7u2lfUc/Y2BCBkJ9S2eD69Axvn7uA2eKU04PFBZ7f94u4Q17AACNPqN1H0r3M+A8hsi6AGlDIjTnjqoalejpp5/aZRc6+eYPtj9xPvG4VhqZya3CIB++5j7Juc7tmM2eGLNxajCZfECQRt9eDYVlktQKpiona2MmCaeGpyZcLhkU0IiIZFnq+hGJDuZrHqgh4/D7KWpXWnn6auzU4C9sfe5iyojEyM4rmKVHS5yikh5gcfJuEmKeluZWWla0w7fRdjr5ygsNHDjA1PcyO3VsIxkKMnZmgub2R0bEhaIeWYICG2vF4JTcly2R8bpKiUaJiVnlTmsZWBP7dU0/g1UXQdR7o2wTAzR8epJDJks8uo2cK7Nm8DSEcolJYxhItbAl0S8PjczARWi6PGoljLqexlpM0NSWwFR3RqxNJyOQLk+zduZbb4zeYGHcAXv/+97/EqctXOHHmLNcv/BWx4zF2bN3KfXfto7mzHa/XBbqBz+88XaanR2lpSBCWXYRQCEsBMgtldux+nJ6+e/j+l/4TJ06f4U8nHWVs3bQxqxV2b95AU6iRQyd/RPH6PL77TDwhP8t2irJl4/c44CWfHUIvpTBdQUqWgISGoLiQKAPLiIKNXxXxun66OIV/0DbOtu3ij73m0zgO1O+9RxCEy0AO+A+2bZ/4p77ANE3uvfseqqkkr33zRb7xre/wo9deYfT2DUpluG/zbqbnF1hYTGHXjDwqgkmuUKFsCwTdbiarWbpi7axa002PS8I2DRbGxjl93elMT03NsXfnDpKFArlCnuPHjqGKAvWxMGv7VnH51Du8+Ld/ycOPvA+Abdu2snP7BmyzwI1rV3n1lW9TKhfBtOhe0cmqVavQKjrDQ46bUbVapS4Rwe/3kynMc+rsGY6fPkmpUqEhEWVxOYmJQ2H11tx6hEIB2zCxDRMkh8wiWDaKolASS7z1zlssL1YIRZ1qR/DWMzozQXRFgLbuDjAs+ndt42O/+FG+/Y0XGBwc5JHHnmTtekd/QStX0Mq6YzpqW5QzaXTLxCVJ2JKAWS1jGyZaDXevSjJ+RUZRJUTLRiuWqeYL+LpbEWQZRXXhdStoJedJ61bcuAUXlWwJt6Dymc//OuePvMXhg29w9OQZ2jp7iCbqGR4ZB2BgYBqPKrNtx3aeeupxZLfAd77zLa4P3mBmdAnuhmqlwtyM4x1kFypolSqyKqD4VDxePz5Vxe/3E47FnWayZVHX4Gw9guEQqVQSQTRJJOJMTI7RvNCGN+anUMo7FGksrFJNWk23EFJpquUq/mgDqjeDZQtOn8qtcuTgCUq6Ta5UIhZ3vmNN/zr6d+/lrocfQr95lMnJSc6ffod3zp5l767d3HP3XTQ2NCF4nJswGIpQqWiMjo6yom8THpdCLptBrOg01jfyH3//P/G1v/lrXnrtVQAKhQLbNm/hsaeewDKKDM1cp6DlqegaHhzKNaL9Xo9AERQ8Hi+2oaOqCi5RQTeqlCsGgm2jBnwEPQF0/afLfXjXNu4rtm1vBIr8mG2cIAj/Hoek+ve1P80BbbXX/ibwTUEQgv/jhwqC8BlBEC4IgnAhV1NH+nn8PH4e///Hv8Q2DkEQPgk8BtxX83vAtu0qjhwetm1fFARhBFgJXPjxD/1x27hVvX22Xq5QKWvkyxrLySSqYGFWdRLxFt58+xKi5EK3RGqNe6qmguwL4/YGyLrcrNq4mVVre6lvbcIfCqIIcOPSBY7vPwDA1Tt3qFy+gE9VQJa4fvUKVjZNT3MrCDq6VSa9NMHAxZMACGYWj0tBKy5Ryi9SKaZQFQlfwEOxuIylF9i1czv33e14MoyPT3Lnzh3m5xZ49O5tnD17lpE7E/j8XuaTy0xNL9C3dhWbduzhzRPOUsrJIqJlO3LCtgSm4Dgliwr3PXkPCwtLJBey5Ao1FKcUpTNTQokniLcl0KmiiAr3v+9BpiaGefGFrzM6MkUs4SAIg9E6Pvf85wj43BimSSq5SLlaIRKN4gv4MbBwe1TEWtNKkWQ8igvBsDAqVWRFwB8JcEcrklvM4pNdtCQaqJadInF5KUUxU0Qv6AxeukFvVxvdPb3MJdO8duBNLp44zuadu1m5zSnve/r3EPR5WLumi/q+NSzfGkQvlvGpKivbGznIHGZF412JUckGr9+HPxLAHXJjSyLT12/wwAMPEIlGwbQwF+Y4+c4p53gyy6QXZ0jUx0C0WUwuoutVbDzYGHh9XjLpNHaNB+ALhgEJs5oHUUJ1+/EGg+RLVd44eJCLV26i+iMUdR2X4bzHlGUCsSirfOtRYyJ9lQoNrZ2ce+cUZ6/c5OCRk2zespFf+vTzALR3dKKcvcTAwACr1m1m7/2PgDvIzVt3mJ+ewPJpVCWdVMmZPqzoXsGD738fG/dtJ5ecRfGrpJamWFpaQI650I0qJiZmzcfBq7ixNYOgRwVDA0NHNEz8og/BBqEsU6wImD9N1+l/zDZOEISHgN8C7rLtGusIEAShDkjZtm0KgrAC6MFxlfpHQ9M0/vzPvsKFc2coGAKi4keSZVx+hcWqhs/rp6enF0OUuDrkaOWVDFi/YydrN25G9fnRAwJ+v5eqYYIsUReN0L7JxcqaSCrhMEvLSSqmjgG4qho3BwYYvnKBuoAfza4Q9ancuX4OgLGhC4TDIQTRxiPptK/toqtrBbOzs8zMzHD58hnKhQx799wFwI5tG1nV08nw8DDJUoqsViaYiNGYSLA4v0A0EmB9/zpWdnXz9jsOlViyQBVlPILsCIAIIoZmYpo2rpjEmraVVCsCR9528unY2CQpLYNSSpPML9HY0omplVGiQT71S59GK5b50Y/eZKxG3vH4FjjwyvfZsHkTfX199Ha0YlgmsktBt0yKRZ1Uco58xoFq5zJZtEoVDBOf20NrSwvtrW2EYhEMw6CSL5LNZpwSFtjQv47k8BDvvPkjNMOmrBmE65q4+6FHWbFpC1VJwlcXZ2puHoAHtt6Fns2hWBpoGumlJEHFS1N9PdFABJijsS6BUkv8ZkXHti2KVY2FuRy5Uo5YfQOPPv4ESjwOts3swiLnLjkS9e3dK8jMT5POpakYZYIRP76gh2q1hNsjgyoRDHjRk+92ViVwKbh9QSjrCIqL5vYOLp6/QjJd4LEnH0dD5a2T7yCoTp8jXSnjF0QqooCvtRu/bbM30ULvxu1cOPsO+1/9ISfPX2Vu6f8A4Ld++39mLl3gzPmrvPS971KqGmzeuRefKlIXC7O0eIueVV18/ovOgG7dunWsWb2adHaZ8xfPYNoGLU3NhNxevKKCpXio6hp2jUDlcblwuxXkahG9aiBaIhF3ALc/QCmvMTU+z+zcFJevXP/nbvX34l9iG3cex7H9YG088u7ocR/wnwVBcIDY8DnbtlP/1IdnsllGp2eIt3bQGY6QzeTJLGewLFBEmceeeoYVXasomzahAYd9tlgo0bG2n4Y1axAUFyktSVnTyS4tYefKVHHjcodoXucYW6l19ajVEjODl1m6dYP2hjidsTB6Po1LsrBMnan5BUquGszZ76G5rYVg0A+CRTgcpLm5mfamOtQ9O7l+/SZvv32ci+edG3bt2nW4VS+Tk5PktDSZdIldO7fQ2tRCMplk48bN9PevJ50tOGamgAuRkMcLigzooCjouklZq5LKzeHyyBiCRCrvLN/4zCQziybNoSaCkSBgOqMm20SJRHjuM8+zZeNW3jrkoO/e2P8Wh954jUxqAcGq0t7RQa5YYHh0hOGxUVLpNJlMhkrFSZwCEPIHcLtUBMvh9XvcbhK772L3zp3EmptZmJohtTBHvaueppcdD0p+GQ4tfAEW/pmr6OY/8LfHAZwmXrgoU8rmEWoipqZmIEgSliKSqZZYzufZ8sjj7Lv/gZqKkoDicVPSneN/+oknuHP9Kq/98Hu0rmijf0MvkgwGBrlcnoETR1jb20e9xyE3nTxyHBvYvmsniqLi9nppW9HJkaOnWNm1muc//8scOXGOA2fP0lNDoaoBPwYiLtUHlgymAX6FSIvKvfEGduy5j8Nv7efrL/wNAH/wR3+M2+1FUlyMjo7y0ve/x9DwCF0r17Bl23ZikQCbN60jGncAXsvJNBfPnePWtUFOnjxCLpOlfUUj5A0qCzkEt4jLBtHhgxL2+XGpCpWKiaTKCIZEKa0zMTXKyO0phoenWVjM0NrRAwz8MyfIiX+JbVz3P/Lal4CXfqJvr0WhWGLLXffS2dNDrqhjmDA1u0ByKU1Lcxv1/evRVDeCKLHmLqfh01zVyZsmd5bTGAj4PCKKoOIJJBDcJrooYWKhRpxZdqM3QHtdEMW2mR8dQ3C52bFnLx31EfKZBSYmxulMOSadAOFIENXjwjA0TNPE7VUJhUL4XG4Mw6J/TS+dLZ0s1yiMt28PMzgwQCFfpK23Fc0waWxqQfV4URQXGzduoi5Wx+TENYzKf2vsRQK1dosNSBK6DeWqicu2kU0Lnz/Kvt2O9bsnMM3Y7BFmJqcYvHyJNf0bCIXCznt1E3djIzve3/Ie9DqfyXL61FGOnzjCpSvnidXFcXmcMjwYDpFIJOhbt/q9mXcoFKK5uZmAz8/S0hLXBgYZHh5m5JVXsOfm2LxlI92dK/Drfo7te5mw38PE8C1+9IPvU8gs82u/8lnCgQC2ZWGYFn/9wte5ePkKO3c4QJ49H3o/Pc0thLw+SKY4/K1vs//lVwi6vbhdKrZm41JE3F6nEhGDCrLXi6GIWKUMFbdMor4JVA9aIY/LJVG1DJZrMO3mjhZ8HpFvf+/v2LVnO52rHAMc1Stz4eI1fu8//1ee/MA+fu2z/wsAbx96m2Q2Tc/qNTS0tiIp0NLWiqiISIqILEuMjNyhri7Gs89+EHCEXxbLGVyeIKbtolzW8AcCiKoHO6sQamjhqUQDzR09APz2//Rb+P1BbBuKpQpjE+OMT88iSgdoamnFJRZobGyitdVRjxocuMnU7AyWZTA1MUIs5CM3l+bWmQEMl4Wtiui29S6gkXioDskWkH0CPo8fSxeZHV9kZGiacsmiobGTNdt38dgTT/KD1358YPiPx88EolFSVeLdq5BjCapmhkhdIx0NXXiWkiTqGsi7PWTyGQzLxO11MOKmKmGUdUQb/B4vZr5IyTSRBBFVkdEMkUq5ilFzxpEskVROJ9bYiRqJcX1iineuXKGwog1F0KhoGolwiPp6J+nIssjM/By5XAZ/MIAqyaSX0oxPTnH5ygC6brJj115WrXAgy0tzKRLRIts3d9G1qYMf/Wg/6XSa9GIKUXARDkUZHhpmdHgEU3P2gx7ZRcDnr62C0/O1BIEqNlbeRApJCJJIV7MzI9fMBInwIJNLJW4P3mLHrnvBtkjNzDNy8zpaucLQtZss1ViY8/OzbNm1nZGREZbTKfxChI0b17Fz9y42b9uKGo3+9zbt7wIWZBkMg7XbNzE/P0/qxiRHjx7lb08d5oMffIZVPU6FUFxaZnFqBLdkcGt4iFxqEZ8EpUKR1vZOfutXv0ipUMLjcQBkxfYYbstm9sYdRs9d5NKZC6i2RHuiCa/bQ9AXRBRkjFolVaxqFAzD0boslFjIF7h39RoQZFyBAKCDLFE1nfUcnRojpMp0rexiTd9qkEVcKFi2iaFXcStQKZffky5saW5GcikoioRWKeLyemnpaKa5uZ5INMjs9DiTEyP0rV7Jpp07a4tk8X+z995Bdp3nmefvO/Hm1DmjERuNnEGIYAZJMUqUqEBRomzZlsf22B7bY+/U7pTH69qZKY1HY9mWdiXZkiwrkBIpUiQFihGkkHMGuoFuoNE53pxO3j/OAUilHdaMp5au0lsF1O3GuY3T93zf+73heZ8nrGt4OHiyiiVkqjWbSFhDTjaAbUC6iW0PfACA7/f1c/LkSfbtPcCZ8xdYyOaw6jVMu8z0/AJeYYpFXd2ccP20dWZ2AT0aIRSP0pBqprOlAaOUpTqRJ1/NIyI6jiwwDN8rVEIlrKqBEQsRUcOochjZ0VjasYYVy1dz0/tuo3/NWiZnpt/1fnxPOIVkpgEl3chMxSJnSdTyBkoogppuoojgyuQokbBKNKLjiKBGYNpELBPHsHELCyzuXMbk7DS5ahk7GiYUiyFpYeRAbUgyZcplk/41G5kdu8ZPXniaF35ykKPHDrN2UQ+rlyxmfPwaEc0/paLRMGalhuxCTA9j1OqMT05w/ORpqtU65Uqdl158CTeYhisVK3R2drN8WR/Llnaw23GZGBsnEU7S1tJOIpbk+MGjTIyO3+DRU1XVbxeCvyFVCVtVsCWJYwcuMN1tMTFboVT3gTAFI0R2pkhn62K6mtv57te+zujoKIMXzjM8NEAmkaQhkeKO228HYMWKFWy/cyejo6NUajWWLVtGZ9+KG46gnMsSjkWRr9+DpGLbFq5lomk6DR0dNHR0wKq1IBl86W//hm98+QtEAu6DlnQS2bVZmJnGy2f5+8//NatWrWLFypUcO3SYhWye3qVLSKX9yOXc4TxOqcrMuUHsqQXcQoWlnb20pBqYn10gV7UwLJtc3m95zpVK1CWBSMWxdJVIYzOr1m3EqJvoIZlKqQyKihTcz1v79xFXPG69/RZSqSRGKY/emMSqVOlftoK//PN/y5KeXgjQiQ8/+BDZSp6GpgamZ6dp0Vpobs7Q3tnEku4u6tUCpYUZMg1N5AOimGRXN7FoHAuwXIjHIwjAMCx0WYAaAs+FYJahYckK7lq2krseepRzp89w8MBhytUqsViMumnTFfLA8njtlTcA0OUYdc96rISAAAAgAElEQVRj8NoQjY0Z7EaJkBJDdWwaNInW7h6au7uIxPxx95ZMM55hUwzHqBQreJZLU6qZ5b0r6GzrRFJVKrkc8fC/MDEY14OhsRmWLO4jJdlUDQ/XU8kV8mSaE6QzUSIhQS03jx4If7REIpw7cYLRi5dZtWwFlqIjVytokkBWwniyi2FYKMEJnEikEWaNqxMLLN+yg3RTmr0vPMPwmVPYRZP58QXixiyDF/2CTCgSQdMV5ubnCUV1FhYWcDxBvlDhppvfR3tHNxfOD+AEGgUD+cv09/fTv3IF01PDJEIRKmWDhfICa/tWceTIcbILBVpa2mjp9qODPUdOEAprYBicuXCKfG6aU+fOMzZbZd+hKh2TlwnHWygHtPN6LEFHRx+nB4b5q899nsHhIZpamujsbOeRRz7MPXftoqWxgajuLwCtpRVUhdblfj58Iypw/U0RSzfhuQ6mGZDXShKKEqZYyJHUoniA6ZpENIedjz6AltQ48MorvPqDZ/0fk02zuLWNpCsRTjVhl+vse/l1Xnz+R6ixCK4mY++R/KlS4EopR8xTWNncQU+8gZ6uboxskcMHj5CMx6nXTGLJBKGIH1mEPZeVa9YwXinxyqH9bLv1Vhoam9BDGpV6lWgihSYctt3sd4D+6YtfYOuaPjZt7CeejqMoCk6pSrVUwijX2bhqHbKu4836ALjzZ86ixUMsWb0SRZEQiiCcirF5w1p2P7ebxz76cf7od3+bP/v3f+nLBAKf+v0/ZPGmTWhCwZDe5ktWNTVw9q7/OYeuR4CB6Rqrt93E6m3vw48KhX+dXYaaQzLhA9p+63d+j5beRdzzgQ9x6x23snPzBqKmzY++/yTnL5zj0sURTp4bIhL3R7kbkhlu33ELW2+5lUwyQ0MihVGqkJ2dQ+Ciy4KKUUaN/AsbnVY1nXSqGTwNyRNEVAktFKKm60SFh2XXWZxpwvAKXDnmh1lXLl5ibmAYe67A5KUBdF0n2dJMtCFFXnEo2xUkWcMNQtHsQhENl0hMp6Zq6G1d9O+4jbikoczOoYfjvG/bMgoBs3Eun6ehMU22mKVarbB85QoQgq6ubto6umht62Lp0iXMzfvXj42NUSxl8bAIeRJJPUIynCKbLXDk4BEkF5oaGljU0cm5Qb8ZU61W+fJXvkLyheeZmJ3EMot4jssTn/k4/XGP7t7lLFu5mVSDP7BUNRUOHDjOSy+/Rs2o8+FHH0VSZTZsWs/aDRtA80FKBJR1lMoQjYGqguNg1euomuaDfgS49TpSOETgZzHqdYQikUpm8BBUjSphPUyZGlFNZdt999Le1MTUsN8BIl8iHU/gFsusWrOObL6Iok/TGtZoW7oIIjoGDvG0f6ptyhbY++obKLZHSyqDVawRCkXo6+vHMAxkWSaVbkAJUkR5foGxqWnOT0+QbGtn6223EdIjPo17QJOvxqK0tft1IzWkIxSZVatWoaAgCwXHscnPF7ENC2HKgIwIYNFnT5+lLkxWb1pHLBmHiA7lKooM4yNzvPri89x26z089qEP8aM3/Vb11774JX7nz/6MtkW9SCH97exL+OIrAnws9HUE0HWvISR+OlcLTFEhoiMFfAq9/au55yMf4q4PPcSSZYuJqQoYFh/53/49TIwyMj7CmSvDDASTpKPDY3zne8/yyskLdLS1s2XdOvp6e9Fkiem5SQYvXeTk6WNMzf/3qsDvuKV3feX/QpM8UB2PerEMjoyqasiWiWLUsOZzxNU6E4cuMH3+BJOB7LiYy9KFjm7bVAbPcX5vnN4N6+lo2oqS0KkWqlTLFaJKAAeNxamUiqiShu3ZaPEMXWs2olQtZo+doFK3SLc20b1sEeC3SdvbW3EVQa1eYfPmzUzNzNDQ0IBhWcwvTIOQuc5d4WFQLC2Qzy8wfW2MoQsDJDIttHZ0owiFSrlM3bS5PHyFWtDz3rR1C3osRjQa5Y477qCpMUFba5rlS7qIhVQ8R0JoKQj54XfCU7m3bSlbb7kdy6j4FGGaDLqGV6lwZP9+xq9eY27Kn6AbHhygYXk/nR0dxGIxbNOiubmZdevWkWxuQfIUcOQba1V1ZHDlG+pKIaGDAzXZZyZKySqZjnYqQfidnZ0louoUShXcsQlcx59GXb1hPXc+8H6i6SSFaolY2henOfjjV7mkH4KqAaaNY1oYroekaNRMi3JpnvlcHjcYoDIVlclSmZoLN91+BzvvuRddB9MiQPS5ICR6e3v9zyeRIJ1OE42nsM0KyBrTI5NMj82yduUqpOZuWMhCxa+dzEzOoSVDRFJpCMtQr2KbBsv7VrB4cSNHDh1i18Mf4YOPf4ojpy4E75kiHooiVP2GKOw7EYAevo6EuOEM/L88ftquf+1IINsWcwHfQdFzCLc0ozU3MDg/TXVyip39a8FxqGTzLOrqZdHOW3moFuiRDlzh+996kjeOHuDKudMMnTzM4s5OjEqJmYlxVE3Q2NLExlVLYPe724/vCafguQ6qZWGbRWxPQVE0hCqRkh1CVpVmyWbv668yfuwg3YFcVn9TK8sb2ghbMD85y3evXeR8fpKF6hyd224iGWtCKBLhYIHFonFyhSLZag3XsNBkm4zQaOxZgjNXYPL8Ra5NTt3QlZBCEmcHBzl9/jzRWATOnOLatWs89thjqDUTx3HRNA0lmLjrW70CXQszMXmNl5//ISFdZ9OmTbR2LOL8hUtUsznWretnx44dbN61CwDHcvHCUZR4EsIqEFCRCxskHYFKpeZglf1CWiyiokR1MuEun7YcEwSMDVzguR++wJkz55gcHaN8nTQlHCZ36Qod7e3IQmJqagpVktmwfj0b162noaGBrVu3kujwKc8lLQTVOpValWgyiRbQiMdJUKrOQTzE4KVhJub9IbCFhTkkIXArda7NzpKIJlAUhfTYJBOXRlA1mdHRa76+IXDp1GkidRujVOKKfYlkNI7jOFiGCXjEIhFs18UN0ptoLE0IwfK2Vu7/8IdoWu4XXG0bwhEJyzZQFWhq8kPvdDrNksXLMGuGX4ismxzed5hCLs9N626CmsTshWsMD/mqXjOTC7SEOsjPFUi1pXGRMRyXxX0rWbVmHWcPn2Fq8DKNbb0IxV937c3NxFMZQEHipzkKrgu64Inrwtm/ZMG//bKOhyo8jKCdYOBQcQ2uzk4yfHWIqQvn2f2VrxLLVshPThBpSJHu6qCjZxEAt998O3/yp3/KY5NDHNq3n72vv87w6aNkkklu3rCKVatX0tzaRCWYJH039t5wCpZFTPKo41FxDCzbRJdlmuIa4YrEyP69MDTEciFYl/bnAFpkDT2bI6xH6GnMsKFmc/LqMBfmJlmYnqVz0/toWboGJQDazOWy1F2bStEgFFOxHQfPrLC4pR1vZY3zg5c4dm4QOxA6XbxkESXLo7V7MY2NGSYmxgjHk5TrJq7n4rmgyypm3ffwpmEzMX6FS5cu09PVzaabbiaeaeHy1UkWinn61q7lE098moYNa32lEuDMT/axatNW0HQunz7NpYFzTIxcwqyVadm8g4cf/AhKWEIK6oCyAKvsoro1n0pK8dj3/PM8+cxzyKEY77//AZoaGijnfacQ0UI0Lemhs7OTRCJJdnqG82fPMXjhIufPnCabzXL21EnWr/cHWm+/606Ix4nqGhh1kEIgQEcQijeAZTAzOkYq4Ptz43GMaoWEHqYl3UAiHCM7n+Py8ZMY4zPIOMxOTmAFC7K5uZmeeAN22PXRq5UKyXSGxvZWcD0S8RiqJF+n4aRoe5Tm5mhLJGjrXuRP+jn4RSgEtuWiKm+PESfiKfpX9KPFkiDg8vlz7Hl1L8J2Wdl5CNnyuHDmAoOX/OGjsZEZZgol/umbT3HH/Xex6qYNiLoNepTG1g5kfYg9ew9SMQ9SDUhKdqzfDFoE1wH3p6aRr8cL4ueyBOlnwoR3/rOEQFFlYkEhsDGZJBYOYZl1JsZHuHj8GHP7jtFtQX9nF5WRUQ6dOIEaKD5d23+MR+59iNYNi3jkN57gkY89yvShQ7j1Gu2tLQxfGeLFp55mOtDVeDf2K92HX9mv7Ff2U/aeiBSqlTKV3AzhljaEolJ1TEyjRrlQY+bCaU79eDfLZY/+hma61aAIZbkY9Tplw0GLRFkbCxNv72AwX2bowFFy1xbYcJ9Gxzo/n7XrNaKJOFZVEE/Eke06RrWMq2vIDWmKEY1rV7NUDB8xaXo6zc0Z1mxoRVY8Rsam6e5ZTKFsUi6WyGbzxCNRymW/9ZQvlJGETiyq8fjjH8WWVL733G7G5/Pcvusefu13fxeSCSaPH+dHu18C4Klnf0hz5yL0WJLRsRHaGtJY9RIjQ5doODXM2tXb6O7p9cfNACGDKgkfAenUOP/jl3n6u/+E7Uk88Zu/xZZb7wKktwuNlo0lLP8klQSZrg52trawY/s2zGodyYNvfvObnDh6FIBsdoGbb9lJy/JlEExWUq0hoiHAf331zDnI+9X7JklCMR26Y0lSkRipaJqSp5KbmydcKZOJxelobcMOFJRD8QxIErIWYbZY4vyVYRxVoW1xD4VCjlylhFWpYQQ4jtlyjfl8kbVt7aSbmqlaFpqr3iAtBcCTKBR8AJksy7S1tUEswbXDh9j9wo+ZnZgloob50bMv45TreKZNoeq/v725l4ps8OYbB7FUmd4VK3BRQQ2TamrDQmH/kROYnsZNd98PwEOPPgahCKYDCt7P1ArEL3iFr9zk+XWGG98P3qjj4par6AFbUlzIxDyPOGDMzXP2J/u4o6mTxYZga0cPNctkfWcntueHKecPH+f/2XOInvdvZsO69SRCEYbOn+fK5SHy2QWy+TyFcploJvXf24Y37D3hFIxalXolS0RqQA7JeIZDtVKiNjPBpf1v0azI9GUytNgGaskP19PpNCVFY65qgKLQWK3T1NBCT7IV79wwJ04NMNN+jpYuPw+NhONUVBVNDyMhIeFz7NdsG1NXae5bQroyyciYD7kdf+E1Fvd2oesawrO4emWIuVyZixeH8VyX2ekZdD1MIgAfhfQ4tuxjE6ZnZxifWWB2YZ5b77yXDz76EUilyQ5c4K8+/185f3EAgMnJGUwU7rt/E488+ACSazE+NMgxIbHgKeiegua8YyE5+Itpfo6Te3bz5FPfZGVfHx/+1Gdo6F8LAmYmJmgIxFGUSBRF8TAtA8+xUJUQqCCnY4RTMfDgN//sjzi3159s3717N1dHLvOv//AP0JsawTJBE9SqBcKKAuU805cHIagpLG9qJhmVaI0mMPIVQjXIqCHa0xkcxyIaVgnrYep1fzSmWgcbF8s1ySSSNLU0M5nNYZ4/i+NYNKfSlOazqKpfy6jWTGKJOMv6ViBFYygyCMP3ibZJQM3nks/6TsE2bBRJhWqd/Xv3c/rEWVYuW0UymmTqyjgYHulohtZ2n+Uo1pTGicu8dvRNjh07x/DIBN2dbaDF0KNJ5gtVEvEo/Ru2cPf9Phgp1NKCI0HNBZ/i5eeLB4HCPeA/OylwBv6V3ttOG5DMGooH7QE/QoOkkEJidWc3E4uXsM+DvmQjm0IpFilRSrZHRUioEf/63v51VBaKvHb6HKfe3ItTNehoaaU500DIkmmNZNjYvx5HU2Fk8l3tx/eEU5BliVQqjqx4FM0KVbMOnoUqHOrVEr1t7TRJUBuepBjAiquNJUayOcYqZXr6+tmR0qhVaqSlCMsSGfJ2iJjt4VQCPj5FJ1upUHMcaiWHsOyQ0BRcWaAlY6zfsQ0xNYFt+xlVsZSntXUR0ViIVDLKmjXryOcWEMJj5fIVuI5DNByhd5GP7uvu7OTQwSP8zd/8DfsPHmByPk9Tazef+e3PQlMr5HMcO3GcqZkZ+vr9Yma6sQXbU/joox+ht7+P/+tP/ogj+9+iIRHjIw8/wqJuf9rRDpgrJBmwLYyZaX74/afoamnmiU98nNCK5eC6IDxaOrveXpGei4Pnk3eq+H10L5jKdDz/OlVl9U4fRj06Mc6xE8dxnHfM3qsquuL4CzkaIRMOowaFvZtXriJpgleoYkYVapU6mvDwFI35SpGaUcQOyZRrPntyNNxJS0srBcemfXkfW+66nRfffIPBkSG6OtpQEDQ0N9Hd4f/ew5OznJueYW5ujnqljBWNEJckkKFeNYlEfH6E6wJBhmH4cxylKhPjU+C47Nj+PlLRBMfd42iOhLA8Gjt9xm5H89BbEiQG0ozlJ6jVbWQ1BIZBqqGReDrNXXe9n4c/9An05T55LgJm8waxlP4LHQL4Az+/OC+/jmNw/ZceSIoCmkR3MPsQFRJepUpzLEpfZxcdyTR2Lkc4E8UoTpNJxlFcl+y8v8Gb4xkqkkpzIs3S9i6E5SA5gsZkGrVVx3IdRERnrlj8xZvvF9h7wimEG1vJJ/qI1jV02cMrTxCfzpF7+nkeHJpkVaZEoqeJoyGXYeGHoksVHSnVQlRS8RQJQ+1FwSHi1OiMqVwplbHMMaRosGCiYQxMMuEEccNE5IqETJ+i3Usl8OIhwh+/H+OazxJ07AevMD5a4S//9z/mgXs24dlQLRdRVKjWTWKxBBFdQ9yoQNeojV5mLmljtKxhujDAZ//o30FDBjTIFeZ589WXaIkoPHDTWgDe/MmbHD5zjNaMyUvPfZuDFwd54o//E7vufIBUi45ZqqHFwijXSXNKVfbseY0fPPccK7bdw2//7u+gRGNYho2qK5g1H6pw45aERFX2q5QeLkJ4SIqLrAgUXFQ8X0UpQGUOjFyme/lSQg1pUBRsRcH2HKS6jKbHIBJj56/9G77x5a8C0PuHf0Z7Zxe1eo2xqUm8Shlhu8TkELFihdr0AlEU2oLisNe7hppkEWpNoKZV8CpsWrucqW98nbErVwl7LqZlMFgNyHCTUS7bU7xPzRFKGIQwqRkZwjKEQyrV3BzRdIi2Vr9lq0Y0Ko4FiSSReCPxWCOlbInxy1c5fvIA8WiE5sYMC4GORndvNzGrSn9jBGO2jjM8Rqy7D2oajtNIXW2jY93N6H1rIFBwAmiQamieBJaK63nYEtiy33FQ8NCEQFx/BtedL4AUAJskCU+AJ1wcJ4IauopY6YsQzUYWmC7pQIprQ4fR5HFi8U3YXgpXKZIvXyEU0WkIIoVKcQ5ZM9keTaILmZAqoQkHL1fEwcNSFWp1FVn/5+do/F9qiqKQSqWQHVA00OUUIjsJQpBIJonHo5i1OulonL5eX2a9PdFKVA6RqzRScutU6iVk4SLJLk2JBMmFGY6ePkOh2YePZrbvpCHdSlRINEYjNMZ0QrKH6daZmJhktpgjNnOZ5qi/wLb19jJy/gqnX36Z7Z2ttC9tR3dsiIaJazogwDQhYCGCGloxj5IvkJ2epauljY6mFtAjVGamefHFH3Hp8lUiOHz3KR8RmCvm6OxezMFDR3l9zwFuuWUnDz90H1pMBwFaNAylMocO+irMhw4dYHRilJWrl/PY44+hRDWQXR+tJsCzPL9FcUNM0J/E9LmmJcBB4LsABfzFKmQuHAlqCrNzbN++A0lRsep1UFU84aG5GlQdkAQbly7nR8Esw6n9B2l/YjnhdJrlHe3+8WjWAgCV5ys2qRrIwYKshEmYZWzVQ4/LoMS4ZesGLu95lb0njrOkdwmeEBRdfwPmZUE0kSYUSwEKddNCC0PdgFBIEG2Ig2eQyPjAn56lizh68jj9fSsJJSOE0zGGRq8wevUqqeYMi3q6OHXiOKbnpyenBs6y6567aGhponi4xNT0NOgqtWKFN/a8huvaftvRA4IZGscoI8vC/x1lkIRAeTs34OdaD7/kW75JfmdZVrFM34sILYwlScwVq4xl80xVbApRm6LkEPZAdgWGDSLYuqquoCs68/WqL2ngSdiOA7bjk9Li4UqCRCz6y27i5+w94RQAHM+mbpiEFA1ZlSnXa+RrZdRoFD0SoVzJEY3oRINCozBNVF0jpmlMTU4zpdXJxKNoQqBHwvQkk5y9MsLCWR90ku5ZyoqepRTzJcrzs1QKOeq5eSamRhmaGmMqv8BiuYom/JPVrjjIVY/Rk0fY/1yEm7avJ5UJs7AwhytAkUOUy2XqZd8pKMJk4sJ5Eo6DVamxYsUKZCGDaXPixCmeeW431ZpFY0cb9bIfyi2Up8k58/zDN7+LJWs8/ul/hZYM+4VF18Wen+PHP97Nm3vfAkDW4K5dt7Hz1luIxDUQBuXcHI4nk2xoRo9ImBaUq34LMJkMoXsCkPCES3BMvb3QXQGVGhdP+cVVXVZZvmgxeAJVUkAORoOFDJYfhoj2dn/YCHj6e0+SCmnsuPdesAwfKRmSIaxALASqh2cXmSv6LdJmpQU5rSFbNcoTk4Rch+r0FHHbJCHAKRWJJNJUHH8XlctVFHS0UByHEK4WxnLAcOpYlTrRsIQkOSxa54f2K9et5rvf/Ed6l/YyMj3OwMgQiXCUpUu6eeShB1m9ZSMDx48ycs0fGHvjjdc4fPIo87kFKrZJe08H+blp/vaLf88rr++jZgq+/72nCEUjbLhpu/8MYv4ovVsqIsWb/A6kIHC9YHsujmETDuYx8AmW4Z2YhhvQR9AsGXSV+Vk/RzRciYLrMDQ/y9VCkYIEtUgEUwnh4uEZISzLuwFVx5HxPOHT+kk+GMrDC/IXv8CsCUHpuiDpu7D3hFPwPJdaveKr7igxoopHxTIoGAZONE7d83BcF7duYgfTYaYJStjFEh64NhMzV4nq3TiWjWRoLM40scmyuWAEyjhjYwyYrzM9M8f08BDViTE0xyQZj9HelKa3ZxHJqMN0QDI6OT2FW3UYHXV45rk5XnrlGSTZoqWtmenZeVRVo7GxGTmIDV2rSr2ep6mzi0c/9hjrtmyisbsHNI2q4zIyO0smHCNnuEzM+JvEUuOkUg0sW7uJO++5h/U7t+PVCgg9BIbEnh+/xMD5U6xd5Y/h3vP+XbSsXMr42TN84T9/g//jz/+cwWMnWciX2LzjZpJNrah6BC3kP1Yb0B1ACISQgoXo+jBcD78OEYowF5Cg5GcWiKkRQIK6gVmtI4c0iCi+dJHwT8gdj9wHwNe/9y0+94X/wqevDpOSZGKeQJUl1IhCOBNHTsWoqy5l03dS565O+d0BbMauXqGSyyPbNrkrVwlbJtnJKcKhKHowlOYVy8ioGFUXF426Y5GQQY1q1Os1PGyq5SzDl/x5lb2HfsKpc1f4h299nVq+QsmusXn9Fj76oQ/Q0d4CikffHTfTNx/wR+gyzz73NJZncd/D76ezt5u9B/ey++XdLOtbRyzRyMWL5/nMZ36d7Tu2AXDnrjtYu2Etyzas84lOZAnLdZACCnVNSNRxsALHpv4si3LgEMT11x7gaIxf89MHyxaYQjCZz5E1LaREiqLnUvQcWjQNzYvg1A28YOZGEgLD8QihokgKQhEIIRABGEqVNWRZprqQf9f78T3hFCQh0DQFSRG4kosje3i6Ql2RyHsWBcdFaBrVcuF6d46O5k7ikThz5QKRRIz83GWMegrP9dA9l6QmkVFknCkf850fHuTSyaO0dXWzuW8J3ds3sKSzjTUr+2jv6UAL6cwoFprkL8iLJ89x9eIQvR0dLFnUTqWUZTY7RUtbMzPzc6hahPa2DjTVPxEcq05Ek4hGNOKRbkjG/U9XQLytnebFi7GrdS5MTrFm1ToA3rfzZlatX8vW7VuJxKOAjScZCEmw7wc/Yu/ePey6+w52fvjh4Le2mDi8ny987nMc3befW5Yu5dy5AQavXOPwy6/Rs2Ytuz70YZq7e4OreUfZW+AhBTWQ68g7wPO4abNP9Do1MsH3v/1d7rrnbtrWrkOT/GMuj8D0LKIiTLVepKPfjxQe+PijPPvVr/Hdp77Dfeu2EKnWiRg2IQDXpm7VsHB9vQKgXCpQiYTxJIFtm2gRnUgiTrMnkQvrFCwbLaoTb/LH1/NCYJSrOOU6kuWQUDWsWo1wWCUa0sCr8eR3vsXXvvplABZmZli3YQkXBi7SmGygb/UqPvzYR1h26y3YI8OMTV6jo6MNKeUXSnfdfScrVy/D9mxkVeHNn+zhzbf2kWlMISlw7/33YiPxnae+x+kLPrz+4IkDrOhfwbe/8094mo4iSXi2Tb1uEgpdl34Lv11odIPi4s/inG8sfsAWLEz7mzYZT9Ha0ohnmdRLBjIqCws5FvQonYkEIUVDUTy/IAoosorrWVil+g1Ql4vnK44BiucgOxJN4dgvuYGft/eEUxCALAmQBVWrhuOY2KpESREMLszR3tlOTFGpLNRxgnaOFlVxVI+Zcpb5SpGGeBjPraMqOrImKJcLFAsLuKZf+Y6H4U+f+Cx9G9axdkUfIUUEIZhfDXbKJRpT7Tce5s5dLWzYtIOmVMDfYFZYG1JwXYsVHiCpSELDdf37kT0XgYNjGXiWhFBksoUc0VSajVu285/+2+fRkJgenaQ32LRLl67wE3wBhfw8yYSGFFI4feBNvvW977B6TT87H7ofvxcJe/7h79n99NNMDQ7SH0vywue/SDyexljIsv/ACQZOX2Drlu20dfuEHQWjRkjxpx09cf2TlhDXq2AC8CSSSR/LIQHPP/cDjh49ykcf+wTrNm0k1t1NypOx7AiqJgjLCQhOwd/5g39LX0M7L33ruwxNT5IwbZplldZQhJRQSUqgCQgFcGlV03AMi3K14hfmEHiqiykroCmMTs0xL12kqeYXh6ezJeaLZaaHh5ErVYjHUBTZL94JOH3kKN/71nfwgnz/iccf56bt2zlz/DSnT56iZpgMXRmho62deCJE17q1UKtQv+q3nV1cGtMpRkavcuDIYfYdPkjdkTAdk0PHj5Lp7GT95m189ImP09HjQ8FfeuUlXtz9An/91b/jN3/9T0loSXRdxalWcW0DofhzIqrsHxaS8N6OCq6bF3zaAnxou0cl76cPSzs62bpyGYZiE607qFWXqA6yYyI8A8l1cG0bEbCaIwkMw4fuu6qL8GQcyfUVp/2EBklYRNDe9X58TzgFz3HIHhEAACAASURBVHXxbAskB9Ox8TyLSEOKUHMjU3Oz5CXJl8BSFcyq/+GNz03hShKzpSxV12JlYyOaoqIrYWaLJUq2Q+vSbu7vXQxA544d3PLw+9ETCVQEtWoJYZnouozQVKS4juKCXfM3jKJINCX8/N7IFnEcg0hzA5KkogWbybFADSr3QpLBVZGkEAQ1nUgiTbFaJhGJsa5vFQrQ39WLLAey4JYHtqBcLKFIMngqc5cv8eyT36F5STcf+uRjEFawAlm01196mcHDJ7h99Rr0mkVxfJZlzRkWdzaRVmeoehqa7d1IX2O6f/8/XQO7nv0GXwuXr/7D3wNwdWiYDzzyCMNXr/C3f/sFOnt7ePxTn6a3eRmO45Bpa0USHmiB69Q17vjYJ1jW28v+N1+ntrBA9tooo5OThKsWGUUnKSnItr9pF4kIqiRjeyqeJKjZLnXHJic5jNdKWCmVBatKS9Q/BbtjceSZBUStgpOdRZahOJ0jEtW5NnqZF596Fqfq8PFHPgbA9u1biUQi3H/fQ3i2zO7nX+CLf/cVXn/ldbZsXk//yiXMz88ycshPN2zHpGrVuDw8gBoNs3nzZuKZJr78tW+Saorz5v43ee7Vl7j3oYf4g53/BoD7P/YBpmqzfOuH36E1vYQHH3yQRKaBiKpg2za2Y2E4NnLEXxeeEL7fv1Fb+JlmpVMEs0Juzu+ItGW62Li0h3wpT084RTWSoj2aJO4IEBa2bWLWq3hKkLZ6OrVqGUUIpOthoYcfNbguSL7zLdf/hbUkBaCoEmEpAsIgpOi0J2LMLl1GYWaWGctCVwWRWAIz4BOcnJxEhDSiiRhNqRQNZhVFD1FxYGh+BKshzd277mDjBx8CILJ4CSYKDi4mLnokjEDH9WxsHFxJELUIQjD8hNxwoVRBT8SACBSrVGamGZuapFI1SaQzJKIBnZrrkYon0NtbcGt1pFiIkFAwDNDDgGuDbSMjIKBjQ42AgJgI4dhVhg+d4Lmn/5HxC8N8/E8/TtuKpWAaqMHA0ubNW7l26DjLOnvxZrJoixuI6UlKrktXpoVxCSavjtO10XecbizqBxlBMez6GD9wI58dPXuWU6dOArB9y1Y+8Ue/DwtZjh49xoEjh/nil75A0msgk0ojuQ637LiJZMrvAFWtKn1rVtK1cwcfu3UbFHOcO32Cs4eOUBobR6rUmRifYXLYF6c5XJ0hFY2S0MP0dHfRuaSHcHsGUc1iFWeYGx/DtixCwc9vy7RRLte5fPYkT37jH8iWy0xMVtF0iUtDA4xcu0zPkg6qRf/z/PY3n6K1pZ14PIGmxslk2hkcOE+5fJaBgUGaGpMkYhEaLH9jhsM6kUSEjRs3cuuuO+hetpTBkVHCT0fIVU1SzU0Upi0qVpWh8REAGlszbN65jRf27Ob//tu/IROL8f4HHwJZRlE1FAlUT3kbKoKLJ6R3OIWfMa+MY9ZYCIhlmhsViCik5ARLUy2YzV2ohkXdqVKxbYRtg22hB+lDSJOwNQnJ89WuhCzheQ62Z+MJBVkCSUjUxC/LX37e3tXsgxAiJYR4WggxIIS4KIS4SQjxH4QQE0KIU8Gf+95x/b8TQgwJIQaFEPe867v5lf3KfmX/v9v/jJbkPcB/8zzvr955oRCiH/gYsApoB14TQiz3PM/52R963XxxVpv54gJCl6laNUK6yrbb7+TA1WtcuTxEb28P7bEEoSCHN1wTEQohdA1NjxJFomQ7ZE2Lgq7x4Ccf5+bHP4ad9E9yAzBx/Kk0wHU9BAJHKDhCwsH122+lYJoslfHBJm6FwvGzXL58mTPnzvHm/r3kigX0WARN0ygV/VO5pbmZ7Zu2sainF7WpmXKtCpKgUFhgXf9yirNTVHMLLOteRHenX1M4efoSR08PUvc85nOzSFIdmRq//qlfY9Ntt+NYNrKqMXTUV2E+c3GAiuNy6tIQy5PNOMJhfHSUZGsnZcvh1KVLzHz7W6x98F4AdEkK+mT4vNseWJUyknCRIxrg8cLTzxBW/FD3gTvv8tGOqsqWu+9my9Yt2JUK0/kKU6PjzE/P8MKrzzE64k8ZapqCFFbYdMtN7LjzFrqW9rD69p2svu1mn/LMtGFqlpmr/vXf3PMKxZl5jhw5hnTlNO3VKeRLGnXZYU6SqMgKHa1tDFzyCUSkpRrlcpnDZy5AOMTy1f188MGPEIqGOHXmGBcGz9La0UK+4rfbTp0epFA8jhASsqxSKhQxKgbxRJpipcJCbpR7dt3BX/zxnwSL1QPPxHJqqOkEhHUmjhzBdm3CsTATMxPUTJveZb0kUn5OWDNrtLQ3s3PnDqbfnODz//E/kr02xid+9/dAgtr8AuGmBiyuL3cpIIXxX7/djvQ5FkRKY+DwAFcCUd0PPrwKsDHHr/HWnr3s3LqFT334fv7gk59gQchs711OQg9hBipXVKrgCvSIRr1WwzZsdEVF8jwsy8JTZJSIipr8Zyw0/jItyevjqr/AHgaeDERhrgohhoCtwMFf9gbX86jbDpYHkuciO2DWHAo1k6Ijo6GQL5m0hVUaw/4mNz0bV5FwhYKogWsLag4UHAGNLST7V0JLMxXPDy0lJLwAwqM4ErIXBEnCxZOD2NoqQFBYRDEYeOstfvj9Z7h8YQDDsGhubWHJqmV09XbQ1tVKJBLCsvyCz/TkFJcvDnLg+GsMXZ5FUlQymUYWZqbpaW8mLGyEWUaTJRIJH9I6OpVlumTz6c/+DrfddRvhKLS3p4l2NuG4IOshFsav8cLLvqCNFdJZvmMH+ZkFXr10nvZkE4quMjQ7zni1wtZ772LrQw+gBozUHryNVDIdHM9EDWk+GL9awcvlGDp9CrnkF2OvHj9BpFjBqNVpb2/H8wS6rtO5po/OFUvwLl/m4EvP0Rjxn/2DD99PyahxZfwa3/vKVzCFSzgeoad3EStX9LF08WJaWttoWeTTpf3+PbcjYfOlz/0Vz/zjt6nVKqxfsYwN/SsJhX2diUUt7TRF/MKnVTY4deoMD2Tn2XbbrbRt2gj1KGiCdbvuAKMMEZnSjN9huvvBDzAzl8OomyiKRj47z7lTp7h6ZYBrVwZRZB1Pj0C7331AlsCuI/KzFMpFqgWTQqVMNJVgdGqOnp4lLFu9mg1r1zE76beqJV2wvG8pN23ZzMETJXJz87z23PNUJmf4wEc/SvP61X5aH0DFPVlcdwvv3FVvr31cyii09AbQ965FoHoMjF3DUMO0rVpLVleoN8eoOYI5F2zTJSX7hUNF0XBsi5ppoKoqET2E57iYpumnE7qGq2nM5N/96PT/sJZk8G+/J4T4FL760x97npcDOvAFZ6/bePC9nzIhxG8BvwWQaGpFCWmEpRiqJqPIdXRHINkyeqYFd2aeUt3GljTCARqtmMtSsUzisSTJSAqhh3CEwVy1SjUSJtLRhYFKTfhFLg2bEDKaC7It+b16BLIkITwXRbi4sRjXB/AK05M8+8arDE2OcucHH2LF0uUsX9lHLBFDNEVBqoNZBj3ABMzPse+tfQxcSDEx/gr5fAEjJKMKB88yWL5yCR2NcYxahQNHffGSquMgRaNsu+N9LNm2EaeURU5qYJaRJRVvIccLT/+AK8FJ+9nf+g2Wdndz+tBRBk+f48r5AZKpBsYuDjI6luVTD9/Prk98DEf2F2Adj5rtIEkSelRGRgfXCtCGHlcuXGDh6gi9AQloaeAKx08PIkyXYUXDMgzCeggtLtPc0UauUsIdHGT75g0A3LXrTmhqhFIBZ3Kaw8eO8sZbb7Ln9b382HGJZVI0tLWQzPh8gtHGNtb09dNs63z20U/S0dZOrlSkUC3jeC7F+TKnxi+wqK0TgHQiRc2Giekc5y4O0bZhC+jBAzJM//hVdOKdPl3d+7q7mZ6YprW9C892sS2LwsIsU5NjnDi6j7f2vMqZgUv857/4CwAWL+1lUW8XrrCYy84xOTvD0RMnuXx1mkxThu3bt7Nx81aSsSjP/vAHAJw6c5LHPvlxbt64hYnGc8ilKklZ5tT+g+hC5onONmhKowXkPtfVrjz4qbqCJ3zsWN0zOTN4hWvzPp5mYHoWS7d58fA+xusGXksbp+ZnmFEcIqEEeSGjOy7JYGhMEhq2ZeMKIxCW9esXiqYjSQJLk6gIDy/xz4tovK4l+a89zzsshPgCvmzc3wF/Gfyafwn8V3yh2Xdl75SNa1u2yvNkBaFpyJKELoMuBFJYJt3dy8iFAXKWg5fUiASKxPb8JMVCmZgeJ6aFsRQDVJnc3AJTpkm+btOJfIOjUVY8NM9FtmU/pHYDBIkrkCS/PeToaiDnDXVbYFmC1s5FPPYb/wr0CNTrIJmAi1uc5fTZg5w960OEB86dZm5mFl3Rue/DN/P8cy9TtXLEMykqdoWJuQkcL45lV6nJ/lIpSRaGqpHzKqCCEZKIKAFE+Nokzz/7DAdff53F/f4Az+otW0HX2NrSzLZHH6E4PYtZrfHM089y8uvf4OLECLskFy8YVY6oKkZE8VMZIsi4VMoFkjFfgGbg1CnirseGQHMgaYOoWjSG4zjlGuVCmYjukgrFGDt8nLHsLFp+gdKQz2y856//mlAoQntLKz29y1hnR3BDLUSNCUq1Kpl4DDXrUZn0BWPNhWHOR08yMTeDqQrqisSV6SlMVRBOp5EVXwzHCVhW1q3dgO25HDlxgraDBzh47ASf+ezv0bGqD6I6IGNWy0hhf00oskYymGKUNAlV1WkMd9HY2caarevYcfM2Xnl5N1/4688B0NnZTKYhQamcJ1vIoodDpJIZ+tcup3/VOnbt2sXgwDCvvPIaM7P+7xCWVWrZAhGh+GCtusn6xctQhMLJfQd5qaON9//mpwOBn19QtBM3ZiXxgLAIMXx1goWSH9HOmxZJr8ZoJQeZRrxUI0dOHmO0sEB7QxxFiaCrEiJA7Ji2i+UqaLKgZlQxMND1MJKqUXVsKrUaFQmcd68a9z+uJel53g0mSCHEV4EXgy8ngK53vL8z+N4vNdf1KJYrlN06lhAI06UmVFxZIdzWyawQjFdrTNcMmjIZAGIdrVRCCq4eoQ7MZOcxEwmqlkXF8ygWKshI6AHyK4yE4gZovut2Pb/zBHgSVgWUoF3X0rKIndtu5icvv4o7W0Bqi/qORBa8/p1/5NU3nmJ67hLC81s9nR1NfPCezfQtX8FUKc6P33yeUq5G19J+CgtFrs1OMZOboKExQWOPP7q7MDFD2XS4dO0ym2+5iUhUB6pMT4zy/H/4O4ZGR7hlx3Y+8PhjwdPSqBcLKLEosqwQ7+hEAHd98GH2HT/GD3/wDHFNIZ32T+ZYNMotH/0E8XAE1zWxPINYWIVamcuHjvCT119B2Abh65Bb2yasKDSEQhhVk0QsTktjEyesMWacIjm3hqMJTNN3OtMj11AsD0bneesr36U33UY6FOf2SAdyTCEaTWA6HvMVv92mxppxQgpjaY2r5QXGyiW29K+lafEihifGOHvpEg8/8kGm5/1Q97a7drHt5h2cPn+OiYlJnnv+h3zlK1/ivgffz6ZtW1AycbR4BDd4ZhWzjq7FyBXKpJN+1GfW65jlPPGGOMvWrkNVBE/+wNdCXtK3jJ5FXXiehenUSSQSdHZ009zcxqVLI2zatIWx0SneemMPesR3PB/56CNs3bKFsWujlGfnKExMMX5xkO1bb0K3XY68+RNuvv9u4st7r+8Org+c/dy6B4RV4erFYZJpH7CVbGzCVg0mc7Oo0RhIGtVyGcWySCg6DXqcpOkhav5nanseoUgYOVTDdh0cITA1iZJRYSI7T8k0kcJhao71C+/hF9n/jJZkm+d5U8FlHwTOBa+fx1ea/jx+oXEZcOT/6/8QCFxPRpJkX+1GUpEkFVfXiHV30blhA5UTRzk8Oky+4v+X0YRKLSxRqJbIVgyKlSlU4SE0jdZkhkwshe5JSNcHR1z8Ihq2763ln31QLiFZxrquYKvq3LJ9G/tf2s2br7zMHffeDekEL3/9i7z21vcx3QkevHs1W7b4EOTuRS0QC0O5gj0hk0i7zM/XsKmB5OIIibplEksmmc37MnDC9Shm55i5egVsh7mhSxx662VOHN6LcWqYrkWLuG/HDqKtvhPBdglpEZB05qZnUfUwqXSSJctX8OBdu/gvf/F/8uxXv4Z+/TSybMYn83zq059Eimi+yIsQ7P/x8zz5la9y5dRxWtUQo1N+etIRSeAiM16Yploq4hoW81aRA5Hc/8veewdZdt33nZ+bX86hc56enCMGAwwGGSBBAAygSC4lSjJJ25K51rps7Za2yrvySl5JpCVZJilTpElJBEiKpACQiBwMgMEAmIjJuadz7n4537x/3AdQ3tVqYXv/gKt4qqZqqvvW7XfvO+d3fuf3+waadh1bcQgHE0TaQUezZZxKHdOsMpzsJeBKSKaLKGrU63UKhQqyTyMU8VqMFUFgtV7B15Pm9o37MUI+etavYe2WLczMzPKT55/j/oce5s++6SEUV+t5UhuGuGf9AEgim27bygtPPcNX/8Of0vhKg6ENa/j1L3yetVs8hKjebKCqPnya8l73VdNUNDEMro1VWOXEsddZXPD2s/Xr1zMwOMzAYA/xeARRFGnqOqbh8uNnnqVUaVEuV1ECPmqNWntaqCRTKa7fvIZdrTPc1cP82DhLqQ6GOjo5OzXBiTfe5L41XlAQhL+/E+m0f37j9Elmr4+x7eDHvfurEjfHL/PO6bfZOnQ/XcEYHZKPwVCYQS1A1pEJ6C2s1s+h2krQh+sK+EN+bEWm7sJSqcJMpUjTtvHjEov9/y+y8vd5Sf57QRC24T3bFPBFANd1rwiC8DfAVby692/8Q50H78kEFFnGp/jwI+IzRERXwpQkxEScfY88xKRZ49azV1nKe5Xp3sEsWjAApkXQVsmEAhiuTTgcpn/9Bka6+8AG5b0isPtzXX7JxRE8IKgngtGmt4o2SqD9FUpNpKDLanGO73z3a/zslaexrBpjk2e57Y4RPvKxj7JhVxbUNtGkMQ1NE2SX/r7b2ba5j5lbNxi7fhGNOKlIjOW5ZS6+c4Ed7TP59s27Ofr2eTq1IFTqvPbk9zj92stMj19lUElSXZznx9/+NpGXvELjoUcfI337fjAgnezwZMNrOsXZWczlPFlJJdw0oK0vIDo2f/vlrxLKVxleN8zWHZtotGq8+L0fMj8+xp5dO2msrDBb8nD3sizQUBQkXBIDCfRananFRRYEh1Q0Tlc2TEbyk3K8Hrmdr2A2RETXwRYkSoqMG1BwQwGEaAfhjjSDa9eQaqst4wtSzC0hZOLE9u0AAcxyCQJh+kI+rOdtKo0yy6te4J+YH/dqNyK4CGy/fRs71m7kL772VV44/BI/+v5TRKMhfmfLJgAS0TCNZp2QP4zR0mlUqsTiEa+g2Kpz8cwZ3jh8GEX0cumZiRl+vPRDHNEmm02S6cgiiDKmLXD9+k3eOXuTTEeCXXt2MzzsHbHWb91MRW9wc2oCTRDYtXMnN85eZmlyhuHNm5Bsl5+98AI7HrwHgGhPN//vGGeQWjUCgsv2tmBwRyrB/GIDyaizuX+Arb29nFwt0mML9As+IlUdsVJHcr2dX1ccmnYdFQfJp9EUXPKNOk1VJNyTRdQtmrUGPT290FZC//8a/y1ekp/9B67/PeD33tcnwEM0tpoGtgu24GKaNqZp0bBACAjsWL+Wxpoh5hMxmjkPI26FNLRYEEF1UQnQE1OYr+mElCADff1E0lkPuNOW9vIyA08SHBEswZvIoguy68GUa3aTkM/LIJqVFVYWp1gqL7CwPMNSYYb5hQKPf3w7jzxxNxv2dYI9jmt6ZCJBq3n396kopRYDvWmigRs0Ki3Wj/Zy5947Of32US5dOk2j6O06I/v6OW2fx8yVqJ+/wus/fJaY4nDflt3k55ZwDINzJ08SaWcKO/fehvH6W8xXymjhMK4kc+PqFV55/nnyU9PEJZUda0Yx24w4VRQ4O1Hge//ua/iifh569CFqRoWb5y9w1/4DfOLxR3jxmb/l5DHP0+DG8jSCbRHw+dk30oURhLHJHCPr9/LJhz9CT6YX69ItjFkvvQ8MKNAwWC0ViAz1om0YgqFuCEsYyQBqTxYCPpqWt6v57RBxeSO26FITQMcikImiIGHkXSZnprk/4GN4rRdEao0y+fIK0XiKFi1cIByM8vkv/CM+/elP8pv/4kucOXWC3IKnzpzq6iXgD2AaBrIoEYvHQPBqGsdefYlTx9/gxtUr/PKnPwOApilMz00yMX2LYq5Is9lktVBkebXIQw8/jCAppLMd7LvtNvqGvGKmbjY4e/4Mb508wQEnRDQQIhWLMz89h+RCIhbn1IWLHDn8CgAf/dVf+fvnfPtfQBTQBJfOjNeR6sokWe1M09eZYTCbARdKE5Oo5TqRtIVab0GjgeR/tzVvU64WiAcsXEug0KizUq+hZVIM9/ZRLFW4cfmalyS/z/GBQDSKsohiuehlg0pApaBKmKpFwCeTCiqUHJ3A5vWUh/qxLa9Kmwp00m8KpCWbrkiEbzbnaFkimzbsZN89j3omGxbUHS+V9kkgShIOIiBhtCxkJDQNEAQsE0JG5D0EsFyI8dxfvU7QiTPSDfMzl9nQD05xjvrEEgwNQHQDQqudlkkF0MpQrSD6avzSL+3Gp1X4469cZLF0gvW3P0xy3RpO/p8nKWcuATDNenKqzVylykJuloHOKBlBJKJLrFMSNAWRdEBgrujVLf7iK39IiRYVvYymuSQUGatYRlvVua+nmxABkpUizZr3jny+ACdSE9i6yfbbd3D01FcJBiXCQZ2R4QG04Dn2Pxjm/IR3Ps309JDpXMf3vv8Km/rXMja2Si6zh9/52p8TCIQgGEF+5MPIbe5Do2WiGw6C6yClAtQtsFwbWZFwcanTxHQsxLb3hiCDaLdQdYnQ0iqhUgXyK1SOH2V84gaDc+c5/u0/QW566V3OVVmZqBLbuRYZL8bbfkByCSZCrNmwhtMXzlOy3u0wBbAQEFWFqNkCuwW5RS7+9Xd46hv/kZVylU2btzJ8t2d4m81mWdOsUKwVCCXDGLLBSnUFS7HRwiqKIhFRPFbictMrrmoVcGaXSJUc9ic2oi9WMGSXSkhnvr7Azo3rkJB4+cvfAuDDOw4SWNsPTs1DyzYN0IIokoYiKbz50yskrAq9pmfJ3aWniUXW862KS6B8CSaOMHv2BPtGtlPUDSx/gdCAgl7zsg9ZEog4Nl1ig/lmk7qscqVlEfUn+dgXfovLR99g5voswWr9fa/HD0RQsGwbXzRAyBen3qxRazYIShBTRRKGTSs3zcP79hGZm+apr/wBABcmbhDfsAFNkbk+eY1VocF99z3Kx574ZTJbPBYfAgTfNXCVDBxMHMcF1yak+dq0VcCxkLHBZ3i6hMBffe8rvPL634BdYv2aDPfd/yArC2OMj4/z7E++z9jN82zYsJZ4vM2MCzpke6LQPQRCCMEHH3rgE5SXknzzG6/xzlvXeeyJu1k38gMWZ73s5UjhBNWqwujGzXQMDFC2a+QWl9jQPUBGsogEQ6QFP3rb98GVJLr9cSy/DwWben6FTLgTSbOJBmPgqkRTGUy57cVYrhKNZxiMRdiyeQfVUglokE5ZpNNpVlZWePnll959ZPp7u+ns6qe3s4NWtY5erZOIxkj4w149wvXenacLBwFNwq9KuK6LaLhIho4guYDs+VJUS22ThjYZZ2qepclpcpOzLF29jpPP4zNbFJemabRqNPN1tGgDqT0tF+dnuHXpKqPbdtK0bRq2TZeqIMg+nv7uU1y7epMnnvglhtsEs7xVRZMjaIBRLnD18Mucf+kF8lNTbBlYQ7GuMz21wJ//7p8AsGP3Drbs2kLvSB+hWIiVeoGG60PzKUT8IarFInazgqYEyAQ89SgtIHALaNVr+IZjlJwaq60qC+U86tIcTUFmvpRjseZlg1/9zjd58LGHkEWT8uwcV06do1xpUBcU5HCM6QvvsFKr0XwXXu+4aMEIvV395BZXeebJ79Ob6iQbSqA1DZxqAwfPcwQ8eftWs8Hy3Aq+7n5UxUcyrXHn/Q8S6+5hbHoawefD+C9Yjx+IoGC7DrZo4RdlVFMng01HMEJYAkolzGKBS4df5saZUwT83nmwqes8f/4ksmsSCwV54lMf56EPP05081rA8ZQ1/bKnRAQ4uoWoKVi2g+hKbXSfhaU38fsl8ClgLnDkhZ8A8NPnv40vYHDorm3s3NbPrp2jYO1maWaWN157m7Gr44xdn6DZ9F63osj0D3SS7czQOZpAUvzEo71EfBmaBZi6liOe3cSODYf47g89S/Dx6jS7dz/O7Xc/SHhNknW37+adwy+yQIWMaZDWAnQGw/gDbcadKKPJCnpdwKhWiMcHiAZC6LaDjsRSo8lUocT1dgtwemWZ8O4Ounp6GBoZ5tSZo4xdXyKdBsQmlmUQj2vs2umBefp7U5hWFdFpcv3yGZYWW4wMbYRS1evQSIIXHN4VEFEVBEnyKjO6hVCpeKhQUYTVPMaN6+QWFhHauWv+zUvkcjmazSamaaKpEmJAJS5HyaQyNFsyTk0k3S5k+o1Vqss5JEEgoMpIyAgWYJpcvXCVLVt28ImPf+o9KJBeLhBPaoiNGseee5aj332KxtQMA8k06XSWmuYQF8KYBS/zuvHCm8yePM/Q1rVs2LeVaHecuKwSJ0ZlpkRKDBAQIpRmchy/+RoA9VyZaqlMf08vPzz2M8JdcZyQSGSgBzviY6FeYrlVpdg+Mn3jqe9wZuYyrWoRsVanI5ygp6OPqq5TKZfoXbeJ5WaL515/A4BnXn2VWCjI0mqBkXQvRtVAMgWEpktEDmEINk6rhfKuYawMsu0Q8cUw8GGZAk3DRgqEmFta4ujZd2BpgbWx9e97PX4ggoKIi9isojgGnapIOhonIkJhapKpKxcZv3SOmbErFJbnWTvidTsHNwxTq5fIdiS58847uG/bDhBVmhffYbWik8IpBgAAIABJREFUIwQjRDNpmu1+7mIxR7XVoFE3adUtCislFmbnMJoVQj4JWYJU2uHJp/4KALNVZHTHCDt3bGLXgQ3QWoCYj47uTXwk5Ofa0Axj12aYaYtjiKJEo25x6vg5Km+b77apqebDDHalCcphpk9eRXYC70m2BwMpDt3/YRJ9AyA32Hz3HVy8eY63z1wgIUeol2WioZgn7omH2wkgEFaDiCGFRqVKrVnH9fuoKTBTazDRXMVu+xIObNrEXO4tKvUc4bjKXYf20tEpYJl5FK2JYdfYd9vIe4IgOCa51Ty9XRorS7corTRQBnt444/+A67gIKkKvkiIaNJrC0diYfwBDVmUaJQK5KZnaa7mCSEgNQ0qC0uYlSq+trtSOq+gNBsYioAbCuP4FequhYWILfhwxBBLSxWiAU8Sj5bN4q0paJm4muKVhSxoLuXpyPRw6IF7kYMRXNsLzN2JGOW5MV767pOMv/4m7vwCtw2M0B3LUCzV0FyR4ZGNxNtmObMr86yUitw6coxb508T68mS6e9hy7ZtTE5MU1otU86VKBeKmG06d0dHhoG+HhLZbnp3dYFfJJSJMrxmgOHhNVC1OHLkGEfbADWiAXbs303QLxNVVLaOrENLd2FVGrQcgZAWYmZ+mlBbgn1idgrLaBAKRqnOznPyyOsM+yLMzi8RyXbhkzR0xwSzbQosyMRCYVKazK2mgRMK0bJcZssllGKOlixiWCai7/1Tp39hBvOL8Yvxi/GfjQ9EphDWNDZGgxj1Gka5wuzqKsuTk8xeu8LyzAR2tcwDh+5g55b1qJKXiiaiQToyCSrVIrOz0zz15a8wMb3ASqWBHE4ghqPUcWi28QhKOMTFa2MIYpBgIIboimA7JCJ+sFvMTI+jiAaFNnBmaKiLmVslfvqj16jlVikVx5ibuc7+vdvpzHSyffdWtt9+AN6VQ/dr0KqyODlGvpKjUCwzM1Xg2Ku3SMTCXL5wgktXXiXXKNJGqBKIJNl7+wFEvwCSyrZD97BczONLd1M9cdGT5S7XUNo4d8kC1ZVJBiOkQzGCfb3UdZ28rjO2ssxMs4l/YIDHfvmXAbj3iSf4i3/zMSYmb3J97CK9fQm6Bw5QKkyTjMvoehPbqRNtcyUsw8bvi3HPoV28+spFyrkSrlPCPHEO27axHJOKIpBX2nuJ5CkoWZaFT5VplsvIDsSDYXyCgFlvIjmgtus6ri+F7cpUrAaupEAgANEYyWwHoVSGsz99HgJhutZ5CM7A0iLj47ewymV8qSTFRpOgIDM5dgt/IEK2qx8cCUFsv9B6gW//we9z7vkX2BrLsrVvgIwWg6pO2BbxSTJCqcpomwDW05mlIScZz82yZNZYHpvitbdPc/LwcWYXC/hDSdau3cDW7XexaZOnA7l9x2Z6erM4lolku9iCjW40yC/O8+arr2LkmnSleviNz3jfQUN0iHalsVyDernkGfM0GsiRCKFACFoKfesS0D6RRdJZ5JDKvoMHsQtFFt65yCvf/i6lizco1BtkNT+SICK3C+hmvYVPjVFqmjg+P0QiSAGVQG8nvo402dFB6pUisvLfmZqz06wz+8YRZmdnWZxfIL+6jCzAxpERHrjzU3ziQw9jVUrMjV3n7cOeu9Ly5C2SwQDNSpGFuVmG40lUXEYSccSIj1srs0wuzhPs9Np5GwZuQ9uxBc2foKOrn2gkSUDVCAX8zEzepP6zFivj1+jKeq2nWqGBLpocHrvAtfOXuePABmanq1w+fZREHDKZEJlUmlTWS/sy2Sid3QkynVE6DzwI5SLUXcrF7/HW6xNUyrBxRw+7RoZ4+U0vtazbNYKxAI4CFdMmrER54Ilf4+B9H+PIH/4Z8wsLVGpVdMtDEC4sr7K6tIyQbxCqFAn5A9iOx2pshlQ23HsXe+97kNse8NyM8CsMjazn7DvneP65V8hkAgQCDq36Et09MTo6IqSTUWTZO8M36ib1SgvbkqlVW0QjSXxKgGSpiIiDKIKsS4jSz/tbtm1hOTYmLQRFQw75EVUN3XVxIiqKP4gQ8QhOk6KG7EuhBhTSQ32kB/sJdnVB3yAEo5TOnGDDpk3c/fBDANw0K5y7ehnTaCIjEDAd8Nm8c/YUFVvAF4qCIFFZ8pSUXnzqP3H0xz9ib0c3Wzo6GAzHscsWlUoTQVJQBIFWq05Y9Yp6PtEhKjqgqazpHGRBb1LNVWm1RNau28GOg/fz4cefYO360fek/P2ygyDbSGYL9BovPf0TnnvmxyxNTKIvlYg5Kn3ZfhzBW+UFs4EVlNFiQcrVEtmubgYGh9mz/wB7bz+AbPVAmPdydssRsVzP7FftyNB7+x72LC1zZH6BsmkQdSX8skSgXdcpFWvo1Sp6S0ftyLBYKTFt1Lk97COnVyi1qhTLeXS9632vxw9EUKjkV3nrx9/FRSSRSbNu2wY2b97MvfccomdoiJvHjvHCD37A6s2bxNrchG5HRlkp0+GK3LVpH/lShUA8ghuE+XoOv1OkLyWjJLy3rTcW8akR1IBJIOIi+wxWizmWcxaLy3OUW1UiIRucd9WZbWKRCI5eJhFKsX/n/QTuuJ+VhWkq5RJjY2OcOz2LaXkCItUGSAr09cPjH32UodEB/D0DhOMxyk0IJ+Aff+nXGNzQw/npfwXAxbEixcoqabeLcqVGMBkEw8AX6eVDv/NHUKuAXUNvn5mnF6aYmZulXKxQL1U48uLLxKJhNm/ezPoNm7j9oQ9BIIrV8LKXM8dOc/TIBeZnmgRDNnPTJQShhWna+P11IqF5Dt21nY4Ob8LPzZS4fnUevaFx61aDdaO7kJUOFF8ZSRBRXAHZthHa4rlYpicjLogokQhl1yVft6hboHV20rV+HdnhQYJtaHqmp5tYIuLRuFNxj0wmKCBoGMUyV5sVBjJh4ju8TGHkykZePP4q5945yf5sN5qoglni0qVzrN97AMkngQClto3dG6+8imLa7Fi7lnjLa/8pooIgCJSrJQgoRFMxGksetiSaiOKTVBotC6fSJGzZbOkdYedjn2THRz6K1NFLKO7D5V2pfDx2banIxOULfPN3f4/lxQUUAfZkBqmZOcxCneFQArltADtZzDG4cxMHP/IQ08tzXLhylSs3bjA+PcOLL73Ep/Z8mo0H9kC/t7n4Qj6aoouD7bV3g37koIrpWoiqhiO6mJhIbT1IR3IxHR1/OMZSvcXk3Bx6KoYpSzRch1g2zXi1SKFceN/r8QMRFHyqwv7tGxkaXcOBQwcZ2r4dBHAKRQo3zvPHv/e/oi/nWZfO0tFuxfgNmVQkid+00SottFAnjmAyMTvO5NJV/FmVnVuHmG96/dk3ThzGUgXUSJLe1VEsW+TqlZuYLZdIJEGz1SSkVZDaOPXtu3YxfWuSgAZ3HzpIZ6abgF8iGcwQjyfZs6NKsVB5z/H4+o0rvH3yDeZu5fnKHz7Lr33+l9jQSlGra0gayKEIfSMjOJJOT59HGr0+u4BtGqgCJCJRJBxaNRNJw3NYDsbBF0ETvZbkaG+G0b17wAWnWOaRRx6hVSsTCQapVqvcPHOCI68fZ3zKQwQurRawp+dx7RB+NYnrGKQzCcIRjZXlGSanppn6q3Ns3OC1z+qVFjevzxIOdmFYSRKpDZi2nzHZRBUlfAioloPUDsyKKKJKKqKqUdRbNDUNPZ4itn4tm+45RPyO2yEWhTZXwvaHvIDQKoNoeSxHw8J1YKlcYaFSYqmahzZ7fXhdH47b5Py5M+zZuR853UXh8kVKxUX6+7sxTA+V2jfqVdYHRkaoXL3AzNIiii+GpqgYepPVRoWq1UByVBwdOsNeIVMwoVloopkKHYkuaNSZKi+iiQq9I2toKR7L0QWcpof9aC3Pc+qFp3n2yb9mu5lkrZYl3ZGlI53hQu48M60qqUCIVJ/H9JwtLaOqKkNbNzOUPcghAarzi5w6cZI3XzvG//x7/5pf/Sdf4OCj9wEQH+rGMprIiotdqyErGjOXrlFdXiHYO4BfkWnWq9iyF5gdv4Djk9CEEBMT4+gubN6yk6HhUZLdaZKCy+rbx1lpw7Tfz/hABIXu/j7+tz/433EtAyEVBX2FxevXOXvqOK/85Ce4lTxrOtMo9TyNijchE8E4RqOJo9ukOrtZrEO5lGd2fgzRB9t39rLx4CYqsrcL7rlvHRcnZnC0AFduXKJluETjDWxdYfu2TTRrJkvvzHHnAQ/Y0tPRy/LUJKam0p3NcvXyRc6/c5o9O/dgmRKxSJYdhz6EseqhB0O+AfxqP9/81jewRY2v/OGPSfccJVeqUW9pxLUUx45fZOf+9SB4s95o2gRUDcECvwg4Fj5NojQxzmq+yZr1A6xOTdHUPXCRILQ4+ebbXD1/EVe36YwlqRbzrCzPkyusUmuZWIIGUqB9vUY8JKMoASrlIpKooOsCWX+GDRv7GFyzg8uXL3L5mtdBsS3o6NtIqwn1coWabfIvf+tfURpby8LMLLcuXaZRLBFpn+GdVgujZRII+Ul2j6DFEuy6804S69dCbw9EwhTqDYIxr6agt8BuQlgLgFvHWJhHljRWV6sce/1NpGqDjd290Jbl37F1Mwf3bOOnf/sD/umXfhtsCKsC6A0SoQCqKlCqtdA07/Pc9fCHeOfIi9xYLVCTmiTlCqIpEA5HMZotCoUFRrNrWB3zssHung4EScNGQpQCNJsVTAtKpRKYJogKqgRWs4W/HZgxa5x76SeMBCW21xO4fpHcfAWjCt2BBHlllfn5WeSk98yRdIIXjrzE4IGd7P/Eo7imSbgzwz2PPMSZUydw00G+/oP/xFNHvVb47/7B77Jh41rABUmjdPQtLrz0Cmvjafy6AaZNwCdTqHo7v6m66OgolkRVF4h1dvPZz32RrqERDGDtll2Eevu5ePTo+16PH4igAC7EQgiCCXaFI8/+Fc/+6ElifoltGzPcf+BDmIU6Z149zs0zNwDwixad8U5sXWC22aBoiMyszFMTTUa2hNm8p4eB9WGsoHf2GhKT3PbACDXd4MZEjKXlHLnlJpFQDz4pxU+ePczawY0M93qpq+TK5JdqmHqLZDRD0bKYGJvg6qWrREIxdm4/QMAfxW27/3b39rFx03q+9KV/xrM/eZMT516nqq/ij8axXYULlyb4s69+h+j3ZaYWPFu0dHyEgc4+LzdxHSbPneCF7/8ttXyDW9OT+DVQ1Caa4vW8S6sLiLpJJpKgUahzpVylpzvLlu4sVlcXs0urzK2W0R3vuCFrEdaMJKnU6ywuNFhZXebWeIGVwgLBUAQkkDQ/wbiXuuq6Sc1s0NBN/HGF3jVZQiNJQjs/TY9hsKeQx9UNhLZeg1kpU8jncYGO9Zs816RU2hOllGRsEfzRwHsaRL4S+CNAo8WNN1/mZ88/SylXRZEiVCsG/aLKgY4+yHlBEMXhY3fewTtHz/DMk0/x2Bd/A8Xvx23WuXTyOFv37icWDvBuj3fL/n386699jee+9S2Wrk9SarUY7uhFjcZYvTbPcnGFAaGf4YyXqdUqNSxM1Lif5VaNG6uL+LJpDj38ACgSmuDhtTTb/Lkuik8hHQ9RXiiRTsZRA34EVaPqWJiWSyARJZCMYLa5CalEDHNM5/ArL9O/aytdw4PgWuCKiIpI39ZRevq6OfzqYQDOnDnBhk2jYFoUT53hxb/8HlK5TtAXJKz4UV2HVrOJ3n5mMaig+TWuTpZZMgWSg+tJ9KyhBZSAjD/CZ37jf+Tr0zNQeJez+A+PD0ZQEASswgrH3niBU6cPM3HrHTqzGk989AE2bBz1eAvlMLrdR7nlpcars3nyuSYRNUl3Rz+55TLLbolor8ra/cNkRyPYWg63rTwcDgcQ4mHieotEMkK+IOLofgZ6d3L57CLfy5WoiBFEu13xcWRUMUh3Vy/rNt5GcX6CeKSD41cnuf+eDLt2byVfmOZvfvhD73pJYGRNHx95/CPs2L6e2eWLxLrC9I+uw7AVJmemaeqrXL28+B6Tdt3wACoy1E2a5TneOvwS50+9yb5ttxFdl0BWTRzLoNXwspGMz2Gwa4DR3hHK+QqVfJlsOkGmM4Xkk1nIFbh4dZLzV8YBmJ5bwRlyiIQ0/INpYvEQhUKTSr1JZbGKbpkgCsiqNw1UVUPARFJtErEE2c4Q+E2wQ+ALQncUwdLfE5ZRRIesZXnqzgLggGN61n1mq4oiqvgVrU1EA/wCzMxw6cxLHD36NOffOUlutUJI62Rt7wYSTZPJV49y+klPXVqQWliBIN2hwHtOXKhBYoEQTz/1XZBV7nn8cWJZr2YRiEZYf8cd9PT2c+ynL/Dqj3/K0RvXGexIEY6FiKndlE0D1/LuZdgNlEQIMRtioV5iwa2RTg+jZqIgOTiO6GEjfEEvxQGQNKpaiHOLywz1LCHjp2Q3sRGYrxdYKK3Sn9BIt9+pLAn0hqKMn73EwvgU3cNDHv9GcfEH/Wh1k1AsgG60jyfNhhdcbZvV1VVePfoqn9x/kGhDR9UNNNclEPBht8WDWrZOq25S7+qjJkP3unU0who5HRZWC1RDGomhNWQ3b4Oz/x0FhfzSIv/xT/4t41MXUAI17r1/K4fu20ZqKIO1OoWsaRDws+aBNXSMdgBw4fgEJ167xGq9TEdGomkYdHV2s+NAB3vuH4BkHdNYwhG9CWlZNcTSCjY6Yb+KPw2yEgW3wcSVs6xMQe9wBVH0ahCmrpOOR+ju7KG6WODmtWlkN8jD9+1idO0Q5UIRw6zT1eNNyFJtFVGt4Ag5LGuBVNJmw5YOOgdSGJbK0ECSllHkwsUznL/oIQ71UpVmoUyotxu/ojI5Psbq0iK63mTdUJTb79jGSv46Y7e8XWdwYCOpZJxqvkGsO45rxrDsFpZYRPTLZEISa6U4Fd1T2dHNBrduThAORQmG4viUILGIH1HUqUg6gm6Szaapt4E5Lb2BXtdptQyCcoPSSo7atRu4DT/hkSGIh0HS3gNfIYvgWDgtA1ERQRQQbS/QKFbbZzMcgVnveW+eOc1bb7/AtetHEZUaQ2vCuEKVqbE54loAsdXk5M9eJq61d9lMmKlrN5CaBiHFBzULgnE+/Mjj/Ns/+gpf/8Pfp1Jc4r5HPcXu0T07adWbhAfX8PCvfp7egbUc/uGPmLh4nunFAqpk0RBhT4eH4AyLQQqCxc3Za0zrTRJb1nDgox8mPjKIYVrohkUo4MPWHWShvVRCCfr3H2JJUHju7ClaDRO/GmZ4eC1lR2VhoY5WLpAueACyqC/Izp4hjt68Rn5sGu4RsfQasiKhaRI3L56lsLTEtjZL8tCdB72/41pEe7KE+ro4PTNOj6LRrfmJIKC0LAS7zfdQZOKqjzdzc5R8PkY7U9zKlZhuNqhWixREg+GAQvfouve9Hj8QQaFeLdEsTXLwtjXsu2sj2cEQujWPXruBLleIhCI4jSJiyE94hxcUDnSlICxx/I0LnJo9xnKpwW13rGXTXSMw6of6CqJkowTaVSvbxnFtz5UZy6sOuzI33rzIyWPnSIVh67ZOJNE7q127OUmxNIdPUXjm6R8yMzlFJBTl/vvuYXllnueee5GDdx/kc7/y694zGCVUzSUQVrFbZ5HcKiGfjuTksZoiPiVAKhmE0X4qbdu42RvXuHDqFLf3PA7xOJLix0Dk7TPnOX/yEpmsRKZbIRTzshchoLPSnGc2t0Qy0YlhthAFG0lwkAwHbFAjEjv3eF4Xm7YM8caROWoNg0KujK5XMB0Fy1WREQn5NKrFEpW216OmSKTCEQxZoZEv8NqLLzB99To74qOMrltLtrcbLRZEzbQRh+EAyAKiX/H4DZLg8R0Ac3qamVu3sHWdyQmP7v7KuaeJJ2VuO9jByMYuMl29vH7sKn/5zaPMlKa5ff0uynNzKG1dzZFYJz2ywER9kdzCvAdbl5Mc/JVfZ2x8ku9++5tce/1VEu3MqzMUJJju9AAd/iibH/gQo/0jnDp6hDdeeYm52UmKosLLl72WsBqLUsRmol6EjgyHdu5hy779IIgoqoogigguGIaJ3PaiQFN48LOfZ/fd9zN18WesLObR5ADbN+5CbzQ5//Zx5s9f4OpJj6a8uW+YVCKDUjOYuzQG5TpyNACuSTYc4eq5C+zcs5t/8sUvALBm40bPql5wiQ4OcO9nf4ljP32eRqnK9HKOjKDRG43S2TbwkSUFwYVx/Sabdt3Jhv07qdoGq/OzqCKYjo5FAP1d+8T3MT4QQSEa9fMrnz1EMhtADJo4rQVcoYQvpqERptXMY5g2rToEZG8nD2V72Hr/CGUpz1tvnMR2HJIjMqFuwF2mZeRQlDZWHwAF0TRBkLCqFeSQH6dkc+y1y8xM2Kxbs46e7g5yK97x5NrVyxTyINpTBDSBTCrJA/ffzeBgL8JVnXq1giqpZNPe+bRcDSEqUGtUiPszqK4fUQfJsNFsF8GsIUsKw5kkztbNADz93EV+9tNn6esfpHf3Wj702MfZvHkvlaLBD/70t3nj6Gk++sk7WLfeu35h6SZNs046nSIWjVCriUiiBW4L227hWg4hOUgq5k0YVQox1Hcbqys5FhbzrBbq5PIV5hZXWVxZoloyGR7uIJ3yJvzIQD8b123EMRxuXR/n1s1xbpw/TDa2RHP6KpIsYyMQCHqZiOrTUHwaoXCYzt5OHGwq9TKmbbCyusjY+HVqtQqtNuNq7cMq99y7h8F9I0AdAmnuTvh46+INzr+9xIZ799Il38H5Iz8F4MVTr5Ps7MXE4sTbx/lcHcgGQZa5/e6DzF8+h88yGD/iOYt/b2KWdXvvZP3u20gPjkA4hLZmDXesGeKOjz/G1M3rXLx0iZvPvACAP51hsDPLrr4+UsNDDG/dSijdD6aLaxsoikeaC4Q0rw4AYDngOkRsGIimyMhRRDVAvLsbknEe3LOd5ZcP88fnPC8NKaDgYJOMxqiXKujLOTRfB9bcLCs3JpEUjdsP3Mm+Q3d79xccjJaOGgjh86k8+D98mk27d7Bw7SY3Tp5m6coN8sUiM21TpKQ/SEj10bKqBIISemWFhdlplJbJupFBAmaThGAw0pl93+vxAxEUEEwiaRPRX6VWXSIYEvFlwuDWmb95lY6ODD6fSkARMdrqyaglwsMRbgtsILM+SHXRYcv2PsSUAE4dX0gEVHDbj6iEwdZB0rANG9kMMTle4sSJeRYWQRUj5BZM8jnv/tn0IMmgy8rSKqpis337MMObu7HrRQrlKUqVHDdvXmNgaASARDKNY4m4lktuxsWuRHDrYWrLJiCjSiKWXQPFJdtetLu3bGZhappnn36G39zzv7D17gfYekiDogmLFzh74XVOvnWF/QeHAbDqLhgQjGhYuSY+QUTX67SMPIJo4Fc1FFnGbtcgqmaNllMC1aFnSGN0SwcuPRRLZVbyORqNOplUjFa7bRsOaiQiOeyWQ1iVyEbDTEzkqV6bAGMFv6QRU0OEm15h0m2Y6PUWLc3HhCRiYtGSLHTFwlRdrEoO26qzvo1Q3PlYksEhP8jTlMavE033IfhSuEGLBRO+88qz/KOPfpTtH/Xac9UXW0yMz6ELUWzTxF5aoZjNEMQlkkwS8yukdBejjZs49/zPmLo4zZsvvckDj32M7Xt2IKaioLgQTzNwZwfdu/bw4Yc8tKEoKR55693MRwAMwLYRbR1cHZoVStOT1Fe9Ds3pY2+Rn59ndnICd24KfySGEksR7O6hY+Mo937oHrLbN3D3E48AcOW1k1SnZygZDnPXrvCNb3yDQFClNDPN/PWrfPxzv8wDjz/mfQ6gUq4SDPmxLQdJVpHjcQb27GVg1y72HrqL44eP8Nqzz/HOFY9qHTOa9HV1EnR1nOIKE6dOUtBhYGSUfV09ZMI+kEzireL7Xo6/4D78Yvxi/GL8Z+ODkSmIDhV9gajqIxSUQbJwFpcQgwLdnb1gG9hNHUQJVW7Ll9tlrGYVJaGy/rZBQq0O8DVxmuM0W0seE7plYLe8nT8YVLENF0lRENwAKAlKpSL5Alh2hMUli+PHZknEPN785vW3o0gSL7/0ExRFIpUJo1fmeePYEa5cuUa5CqfOHKOhe8CcLVv2Eoml6ezoZuZWk4DcRTI4QL6ygOs6xNJhMIuUizl6Bj35sIfv382TT5/ixRdf5JFPPUL/+iFAgWCAz3zpd7j0hbO8/tpJurNeet/Tk0FQGjRKDerVMsGAioKNIirYjoFjN9EdB6FtESbgQw5UMV0dyxHQzRCiouAP2wzGRXz+OKJgY7d1yCWnjmvVkBSJvo4ko4N99Pc6jDds3JaNU60i6DaBtnmqYrgorkBc9tPQW9QsAysgUXJsCGoYQR+ObjA07DFbB9YqIJbBaRKJWAipIAlfgEg6RLwvz6W5cb7+oyf5F7/6SQDu+Mj9jH3921TzTUyjwlPffZK9W38Lv+wjkU1TWFwi5Nrctnk3AGbZouiKzFy7xVO5b/PiC88xvGkUKaTSVAU233GAddu2eiK8eEX+4nID51aJ1cUlZifHMa0GtXoBw6piG2UWZ26Rm50i5fOEW4vT03TF4qRdgd5gBsUfpWBInD9zkZePHWW5usIXP/857n/icQCmbtyiZFgM9Q564sNLS0RDPtb19vGbH3+CxZ0H6O3ueE+wTZQlJFlmeWmBdDpFpVQklvRg6FJvDwc+8yn23XWQq2e948mZt45z89o1xFoVPbfC5NkzTK1UmDx3kcq162wc7GLTcDdjF8+97+UovCtp/g9eJAgx4JvAJjyA168B/xxY274kBpRc190mCMIAcA240f7dCdd1//E/dP+BmOpe/MsvEtmdxHQncMNVXEXH0Rv41aDnqa6ooNdwzLb+oKrgugIOElI4DqUEqBY4q+CuglwHp4rVhgi7iobiD4MYpFXz4Yts4u2nr/HXXz/K9TMmITXJYK/MrrYt+0BvH3Mz81y+fJVmrUk8HicSi3P6zFn8oSDRRBxXlllY8URAy40Kg0NDbN2xnXOv/YxMNkV/fx/JRARJtJHQ8ctxuasmAAAgAElEQVQuPllEaWs8zC+uUq473Jot0CTM7375z/Gv2Q61FkR15i6c5lt/8e+5+M4xAD7/uY8y1BPCqC8g2mVSMQ29UURTBZqNGrVqg1AohNRetPVmA1f0TEGkNtzXcsE0bAzDxLQcUqkUDb313ncRCAWRZRld17EsC0kSmK708pfffpbSEox2bEJuZ6L9cpitiSRSLkcEF1mWaWguBX+D06ULWAMumZ1+PvmFxwCIxM6Cq3gemvUq+HzQUtFbXfztD27y5T+4QigK+/Z7x6X/6V9+muef/gHPPHWTpNZDPRfn//jh7zO6cyelS1f5/V/9TXYrcUa1tgtYo44VkJgrrtLQWyzXSqxqUIwprGLi1/yMdvfTt8nTW6zlK1TnVjEWy4hFA7npIhsumC6qqhIJhfFrEpLrEmxvRtlwmKjfj+I41Gs1fKEwpXoDQkEuL65ytVzh0X/6G9z5z38TgEYlR8mp0zDqRCIRfFqQhi6g+WIEgqDVdU+QxtdmREmO51y/UuDsiVNcv3mDrft2s2nHNo9AZrclyNvO4fVSnrncMj/48XMMrRlh7+5dZFJpxq5c49hLrzB59QaublKrVvnO64ffcV33/y6r+P8Y/9W2ca7rfvLdXwqC8BWg/HeuH3ddd9v7vDe6bnL67XNsDqwhOqKiSTEMuwq2BEIEvbiKlo6DpiI67Y+sKgiqgtQwsMp1ZLUf9CoEO8H2Y+YmUIIacsyL8EalSMty8cVi+KQgtekSl05fp5Y36e+Okwr1csddazwDWGB2boLFxSUE0UTTJFbyK9yamMB2LEKhEMPDa4imEnS13Ymu37pJuVjhwtkLFPKrDA70EgkHKZeLGHqDTCJKyOfHMFukUl4HRfFFaVoi+PK8efY6/+5P/4SD9z7Kgcc/CXqDnnVbeOwTn6XSdvf5yyd/TGGpwf7dQT7ziYeoNiooop9qrYqLQCKVRPMpNNrCrdVaEUVVEUUXSXIRJAVB8HSOZVlFEKHVMtDf1bEEJMnAkmwMS8e2PSOZkRGRjZtUFmMGG9fGsUved3DptfOsFhXu2XYb1ZZDLpcDWaOuCMiJAR5+9CDrDgz+vAPUsrwaT1MEswmBEFh1tNAQjz+yl2rxTb78leeYn/damNmeLnbu2sLidBmx3kVuXuXGpSuMbtuB2WxhtwxUn8y7AoSKLGM7DvFQhGQsTiQeI+2XWNQsmvMzNEtF6q6fC5MeX0UwHETDJuCqxJQQyY4YiWAUn+JDAHyKAq6N2awhWl7dQpJFDEunZZv4VBlZdJBEB91sEfTLkNd5/pkfcqvkzYuDjz5MtDtBV0cWZAHXdAgGfTi4YLYXt2szO+F9JlsEq6lz/MirHHnuRSZnpvH/6Hvc99CD3HXnnQz1DRDv6n5P6CaYTLA2FeO3/9kwWtvwpVGpsGPbFnbt2s3N0+/w8nMvkclk+M7rh9/Xevyvto37O78XgCeAu9/XX/z7hg1T15bpGM2SWTMKWFh1B9H1g5tEGxiBlQUWp2YwXK8o1tXfiRLxXoysSixcusGFsxfYtmU7nXfeieL0weoYtCmjqhT0/m+nWBhb5eKZW0xeW2aku4+R7m34xBA+rYXV1vsThCayYuPzS2jRICPxESKRBD5/iEgsQbajC8mnMnbLa7fl80Wu37xBbmmVmALhgEw6GUMP+SkU87R0m3JNx6eq3Jr2OhypZBZZCzI0mqZgqBw/f5HJ+Tzrt20nOTIAosvW2+7lkTbh5/LZN7l+8W0KlTLPPH+S7ZsH2bCmg5bh0mzkMaw6TrGJogrt9yLgCioOAo4NwrtHi7b3hSCIqKqPv1taUiUVQRYQBAFbtBEEgaX5t7j99iyinGZwYBOO7hUaDbVFYVYndu8+fEIIY26BaDLOrbnrXHj5IurbN3GCcWTNa/M6fo2p8Rls0yIckEimy2g+kd4BG58WpadziMEBjcKql7lcPHmRrXvvYGGqyk+/d5I7936c82+f5KFD92JU6gimjYzwnlO4LIhIroPiCkS1IGHNTzYWJCwbFBZz6K7LoBSmM9Tx8/ntugiuiCyIKIpKwOfHL6ue+Ktg41omsiy+5wggSQICLq4lIBg2jmMS8MnYuHR1JOi1dU6MXWGu4hUmX33teaSARP9wH8lknI7uPtau30E40YWkhgjaVW7MTfAXf+N5UYxNTuBXVPIzCyimQzL5f7H3nlFyped95+/GunUrV1fnHBAajTSIMwBmODkyDpNJMciiTUpcSRuOVtLS9q4ta9eSvZYs2VQ4ImmJYuaQHE4mJyJjkIFG7Eajc6rqrhxuvvvh1oyoPT7yWPoyOofvJxygGn3r3vd97hP+Ic3i7Czf/vrXee57T7F5aIRHHnmEA/ceAqB1qBchGiYUCoPtgW2hqyqogVfoxt13MLR5Y6BZ+r/++js6jn9v2zjf999SgrwbWPV9f/Jnf0YQhAtAGfiXvu8f/f//pz9rG5dSZBanclw8OUl6oI3OWDd6VA/A+HUfZzHH66++zrWbU2zbHYwAe/pHwJWxLRslFefWrUu8/NN5xs8v8k+tXlqH+yAcA6l5mY15amt5IqkwNy6scerVKYz1EKObN9CZSWPVGtRqOWKxYDLQ1p7Atk1Ws8ssLS1Rrdfol2T0eIK1tSwLS4uYpkk2F7zFa/k8iXCYVCRCa6SIWSuxnlshlWlFECWuXJ1AxGfLli34TQckT2gwPT9FNNPJ5tGtrNXhwpUJLlw4zwObNuK5HlIkzb2PfQyAez/4UYy5Sf76q/+ZZ777LRYW1ohEHiWdyKBHVWy7QLlcokUP0ul0WxSzoeJ5Ho7j4Lo+rue97YIlCB6SJKEoQXD1fR/BB9kXkEUZDzFgQTYMevo6cNHJ5iaYmgveCTOlZUb3P8DWX/k8lC1GfB/CDtUff4P6UZMfPH+C146e4C3HMisGywvQ0w4xXcCwfOJxiKdepl7XWS9oiL5MrRo0Ob72Fz/kV5XP4jtxllfKZDIdvHrkFGcOH6MjEiMsKdgNEyUSZCK2aSNrEornoiHhmzaS6RE2HZIGRKMZdrb302I0qd+igC341G2TqmVgNarUjBq2INGSiCM6Hr7j4LoO4lt2b76L7fs4novpu2A7CCEF03WQtRiZ1gSpXIhEKthHm+/YyvFTRxh/5RVsxySkJ2jrHcbwVfJlk+6eJIYMlyaDaQKaguB7eHik0yniehgvlcZzLNxymclz51idnOTZHz0FQMtQL4medkakFkzPoWuwn0MP3ofW0YFdLuEgEE4n+R+ZKfxDbOP+VfPfPwF8+2c+vwz0+b6/LgjCbuBpQRDGfL9ppcRbN/dvbOM2JVO+ZCjcOD+F3hFl1KwSyWg0aiVWF5Z4+fnj5AvQ2gktmaBpJbX1gFPBrldQbIOD9+3GdiQOv3Sdf/Nvv8ym4Y3sP7AZTwncfC/eOElHV5qxLSEunl7gxqUKbbEORF+jWlxHkmwUFSyjGUR8ibCu0tPThSBmyeVWmVtYRBRUqtU6lmWjaWFSzYff0dHB9q0baGvLEJFWKZareHYDx3HwfIl8qY4gSKDEGN4UjDHn5uY4efYKknabg/dFEUURSRJxrDpvQU3Cgoygp5vXZFM2QxRrGom2Ia5O3Obk6dsM9ibobNeJx9JE41JTPJWAjq3HgxEbEvgOgvCWjFeQDRj12ttBwvM8LECWZRQpEGR1HIdEqJ/KCmgRkZCgM3M9gFG//NMZJqcPs3XvCfbdeRASElPnX+LrT/8pPZsi/MJn70H2wGyqS69rJltGttIabyW7eBtRzCPLVS6Nj+OLLayfXGR1xaO9Izjk4xdX+b++9CckImnyWY8/+sO/IJMI8/pzL/HEAw8Q03Rsw0SONWX5HQdF1ompCiFFwazVsesmlcoaVrFCujNFTFAwVpYAEBURV5XwRR8JG8X3UQQRTQDNchAsl+B2SW+JfGP7Aq4koKoiKA6VWhUHi5rvILhVGr5BSJdpTQeEqJXbU8i1Bi2SjKKFiSQz3LFjN90j21jIFdASPkfPn2bThqCPsmP/fsxancsnTpMJhemIJ3jx4kXiqkZnPEFcD2NYFuuTb0HZp7F1haNrDqKm0tLVzuLKMp/6pV9ESadRPIfVxcW36evvZP29beOaG0sGngR2v/Xhptu02fzzOUEQpoCNBCa0/83lux6KI1EqGVw+fZEzV09SdoOs0LchGYW77+5g576tDG0OKKlYDbBqiKIHWEhpOPjwbhDTvPT0OU5fmeDyrQmUgDCIGILRHf2sZi3OnlthegY6d6QIhSKYToGQ0MB3oG4EFFPLdpFVncHBQUY2jLJeKJPLFshmc3iehyzLxCI6yab7UTIVJ51IousyvgkRTaZQscjlcpRqLoYtkS9VuHB1Gj0RfIfb83kMR0IXw0zenmVuJUu1VsYwa0gi+KKI7QUdfoDCyjqHj5/j1cNnSITjpDJ9vHHkGmc0m64OjYH+NDu2DxGJBd1qQShhWja+D54HiIHIqiSJyKKIKBL0DZp9FNez8R03cOZugr5830cS22k0GkTiGaLxLg7uCAJho9TBuasFfu0L/zO/8du/xUc/9gC1YpZ6YZEPfuxRHv3sLzDxymt85St/CcCHfvXD7No2xpGXD3PuzGE+/7kPkt4QZ3X9MptGR9h5xz5++MPzrOWDwFUpN4iEo+hakuHhEJNXp2mLdDExfpXtg8PIkoQggOMFnxdlCdf3cBwPyRfw8PF9n0qlgu/7xBJxbNsmGglYlb4k4skisiwQounijIDqi9jFGqLtISLhyyINLwgLVd/GC8nIusbc+hylShkLB18L4dlFlooV5gp5cleDvo5n2WwaHKIjlcJxPPI1k8GeEQ585p+B6UNtknOXztHfFAP63Gc+jVmt88fzy0ydv0Sy3ePg2Db8So0EEsmQjotP3g+yqVmrymw2jyRGkfCYuD1F5cdPo0Z13vve9xHr6aa9oxtffOfGD39v27jmPz8I3PB9f+GtzwuC0Arkfd93BUEYIrCNu/13/Q7Bh9ZYkkx7jMxYCiteIdtYRI9KdHW2smFkkMHRTdAShVrw5rcqWVwaiIoHqku5vEK8a4gHPn0vDzz2CNO3FpmfnSDWFFnZtnMUWU3x+ktXWF0HWQVBCWP6LiHZpmaXiKlthN8SuPRsGnWTkl8hmVJJJGJIksTgUC+KoqDKIr7vYZlBZmE2aqytzeI4Dt0ZhVAoRExQcZU4QlglmlpnpWizvNbgxVePA7C2tkY40UpXbw/ZfIH19XUapsXZs6c5+KksqUgKyzKQ5KBZmu5oo7e3H8Py0ESZqJZhbmqOLZt7sGybs2eXkKQEuh6UWC2pdirV6/i+i+DLwY3Gw/fB8YJSIaSEAoNdQHIUbGxkUSKkhgk81SUiiTQx3SK7kufU8WvUrCAQ7tq5l0S7x4+eO8KX/+A/cfPSCSJKkfK8x9zVVWZevcT8XB3EgGuQXWvwxpEz/NVfPsfSbXjkoSki0SRHjposZl/nV774m8haC3/yJ4HDczgi8bl//imq+SKrCys8+tBenv3ma8ghlRs3bmCZJpF4hlpzehKLRVlrlAJLNscFfFxJoGKbiBGNVHcHluVhik0tAt/Bs318R0IURRRkRBd8z0VXo3iyh4tP3TNZNoNEd7VWwgyJaL7OjLWKmlCQtRBqIk6pYZBvGLgJgakmE3bLYBetnS1ochhZVLm9dIuL4xMcQAx0I5QUtXwewQ3uaUQO0T7YQW9HF5PGGQbaOlgtlOnMtDOSzqC5AsurKyhW0+o+HEWRBC5ki6SiOraicHP6Nn/6Z3/Bi8//hAMHDvD4e59ATcb+Oyf9b9Y/xDYO4J/wt0sHCJqSvyMIgk1grfLLvu//nbIvAlBaX8MVbXb3bGHH+x+BWB3cIkQVcG2QG1Baw22ae6txCXwZ06rgWw5SxMKwl5A8E0lPMrhNY3DXHW/DU52Gy/xClivXZ7Bc6OztBlmiYVZJdeiEFCisWoT1oADWNBnPF5FlGUmScBybhlHFtOqEwyG0sIqEj+sFnXtZFlCTOpIAjl3BMn2qpoAaT+KhUG14VAyPFllnYTWY6RWLFbq6OqjUbRYWlxAkGUXxuXD+LJfePMGD9z+IrIlYlWCwI+lxto1tZOf2rcQ1jbmpm4zt2M2X/vdfx7UqfPmPf5+r46t4dhCDBwf76RuIgu8jeC6eb+N5TmBd7rn4eHiagvSWDL4NpukhyxJC09vBaEgUG9MkYkl8GeZXVzl2Lqh/69I4ttpJzjLQpTDf/db32NrbTsiMcvi56zzz/XMoiSSheNCYfO63nyWqBDor99yVYefYQYRB2LDhBRIpEKIq7d0pVrLBgSrmIZubZ2L8IsXcCqlYlJpt0t3VzvTiPHHLJhSLUF0J+jqtXW00SlmS6RSy7QXlkCRQc0wcVUZJxTDWS7REg/LEsWwcy0FwQfJkJCQcx6HhOPgxFSckYGk+NUml1AgCZ7Hh40VExJYwW4Z20T84QDydRNE1JmcWaFtYwTIFrl8IJvLF+RxXZ68imB67tu/HknzGpyawVguoHSlYX0eXFSLJILtTBBEEhbFNm7neepKRvj7MuVmEUpV6zSSiRujVIrS2Bo5Sk0aJwmyRWEcXY7vuQIvqrK+vY9ZMsis5vvn1b/LCsy+gNzUt3sn6h9jG4fv+L/43/u4HwA/e8RUAoijS39XDhexFbt64wo4PbwO/AroFIQOMepD/ygJSsyb2LBdXMBFEB9uxsHFAqiMKPq5XwPUUMCR8os3fkaFcavD0Dy9gNCDWE6etM01Le5JCeQZds7HsECktAAqZloOieBRLBXLrWVoz7YTDIRYXF9EjGrFYjKmpSfRQE1jU2006nWYtm2O4q5Vy3QoesKyxlq2xmMvT2tnLRz/5GY4fDzKFG9euMr+wjKwq7Ny1j0QqTjQeY2Z+jj/4nd/l/JFj/PLnP08808St+zYTN8aZm73F4w8/xNrqHJ4JsXiatm0H2X3iTV58/hnePB24Gb156gYPPtjGffe9h2KpQDQaJhINMT8/RywaxvMcYrEY080RXUdbJ+FIiFKxjCCnWVvLc+7cNYa39NE3MoQp1aiKU0htzRFgKEO+DiXV5sCh93D55dcxah53bjmE4zicvnaFtaKL2Cx/FEFHkWREu8zyYhnDlAhnK/zyr34GzxF5/fkj/PlXjlALMm9iEYmfvHCY3WMb8aoNlufmSXX3Y8pQrJdJRdKsV0r0J4PG6tzcHMl0EqPeIKVFEBWRpfW1pnGswfFTJxlo6yRjBtcvCRL1Sp2Iqge2nEYVNRrFUmDdK7FcK5KvVVn1ChhasO+23LWVgw8dorOvi5pbwPU9LNfCxWbTwCBblK3Uihb77gsm8vPXppk8cwWnZDI+c46VWoOe/m7WjTU6wyloNBAEgatXrwLwV1/7Kx555BGisQThWJTz45dYnplmSyJFOpZAqpo0imWasAnCvoeVL3Hfkx/nt/7Fl5C1MKZpguOyOrtAaXWVl154gXK9+I7P47sC0eh7HoIgEYuFAzZXrQgJgErQO5A83kpl/Wb96zXBG/giCB5xLUO1UkSWS6iaim86CGIcpKatm6EzdXMCVYJkVCWZiJJKRtA1GcEJ4dkWsUQMqTnCFF0bNSQRJQyEaWmNo8gq8YTO2lqeW1PT3J5aJBILNuTMQoFNmzbROzBIzSpjeQoV0yRfyDK1WKRuuvS0tNPe1cv9DzwMwMaNG5m5PcXGTcPs27cPVVNYzWVJtbQz/q1v8dz3fsSm3iE+8GSAjkNTGN0wxCc+/iFOHDvMwsItWpIJXGwqk5NMTE4zumUnWzYHNNnzZ89x/NhZfC+JIPg4ronjGDSMOtGoTqVSQhAE8vlgw6RSC2zcMMquXXuwTJc3z1zk+rU844sNXji6Qqqln5sLCsM7HwfAjMS48srLPPTk+9jQ3kPxxk0SFYt0OEqxWsGXRGqSgSsFjUY9nMKzK5gWtLTqlMo5wm0JUFRmrs7zrW8dYX4WwuGAi9CoCly/XCY3eZFabpVMPEp0a5JwLMq5C5cIRQ1GusIYTZHU1va2gLVpuwiGjQ8k1DD9Hd2E7QaWYTE3NU1HU44tEYsTiSUIq2Fsz8eTPCphj3W/zrX8DLONFdYkj9RgiN33BqbA++/dR6JdZ7F0C1WX8AWPhlHBcV0UWUcUdSzNJxxUTNzRMsC+vYNYeYNjb5xh4rmTvHn5VS7ePELn9gHo6uCe++5l6umgZPrDP/ky3/3Rj0mEQqxMTNKpqYy2tZBbzbHuCQzHW4hoYXw9eNnphkcIkfZkO/FEK74EliQTDWnEEi3IosSWHTvR4yH+4C+/8Y7O48+5Dz9fP18/X39rvTsyBSAUCpOQW8jmciytLNPV14rvOvi+0bQulMET8N+6ZF/ibe9eH0RDw614yHEAB6dRQxH1QOUGyM6VOPrKBZxaILUmOB6uY2A0fPAE6hWLju7w2xmI7Zn4vguegWVZFNdAlFUcF8JahIbhYnoymhg0cK5NzlMwdWylnc09YRKtrdSEMpemb3JrepFqw2RmYZFvfvtbbN8WcB9aM5nAHUuUuHTpElevX2Pq9jTFSpmWSIbZ2Vlee+EVDu7eD0BmdBitq52PfOT9lIurnDj2KqmEhh4JUS2VyBfXeei+B/jQL/0SAPv3XuDwy9/l+LHjLK/U6OuLoEVV8vkCDRMMA3p7w6wXgr6IOLeCK3SxZXsrufU8EzMGWnwj18sG5qLDkJsg0TJEV2dwPctGGT3UTkeym4vH32R9dpq2WJowNnPFJcpWjkZcwI0HzyBclBGFBpEkvOf+MWJJF1Sflcl5/uIrTzM5CY4XRpGC6YzjOST1KDFRolEXCIVb+IXP/SK273H6zCkEXyWSSuC85bXp+1i1BoLr4zdsRCCmh+iNtaC5Jvm1PHWjwJwd9GhafJFUKoWrCFRtg4JcJ1cvM9vIcrOSY/TeDdy1Z4RIm0YsHWQjllqm0qihhcGSBRRVQPRMPNvAw6LeyNNoOCRCwb4wDMh0tSGlFEZr7aw7mzl8+ibPv/J1bi5d5X/5pd/msc98ipYtWwB47dQpbk/PsnB7hoFtY9x/xw72D/Vz4lvfxVwv4woE/ihNkbuaVcdqGBirRTA8BF3ERwzQhbKELECsu5O/Ucb57693RVBAEAhpGqofIZtfYGE5R5ffDpKMqGjgWc0goOD5ys/+IOAj4uMbIqofQvIEqBrYNQEl0w5GMJ+dm1jh6sUcvq3iiyqVSo3CWoGwGCEVDSMKEdZKhbdhzuChyCArARrQMmuIjoWkRLBsl7n5VWLJTr7wq4Fc+9RclpdefoNvPn2UX3z/TvrkFnIlm2sTsyzkivQNbiSd6WBhYZ5LFwORj+H+PmzLoFYuk8vnKZWrDI9sZPOmrWzfvIcTJ45RrTSwmxZhAUS4hpBOE03oeIKHqEIoLCMJOr5vc+PmFerzQY+gp6eLu/Y/zLUr80T0Ovc9eB+9/d1YtkGlVqZhmoQjUZ59/iUAJm/N8Oa5aUrV57FdEYcOHnzwMe7o68OtWixPrbAwk+Xp7wTeG0XH4s47D9AmZ7g2V6RDS7G5s4eEIrG6OIvl2WgtGWqJoO/SriSRJFCELPsPDBLpUiDsM7uQ5dJlh3INECOUa8EGrhRL9CYzjA1toEOJERE17jp0iHK9SkdnJ6XJefLlErobbONiuYwe0XAsC80TUAmo7IrtEZdVYi3tyLEME8sBjLreqGImdTzbZL2ep+jXWWzkWPbKbLx/M7se3sfAaB+OUEP0gwmH6Jo45RqyLFP0bLSQTKNexXYMwhE1cNkWBPRYEBTWK6ssFYrogkb/5hTD29/Plv0znL+6yLe/+0cMCK188AtfYN/9ASB434OPsprLceXSJVoiIXaOjuDMT3PmJy9iliuY2NQadaSmWG04pJGOJZm7dJX67Dz6xn5818MGTMvE8ECXZFzvnVvMvjuCAuDLIiIyggLIIRAVXF9BEhyEpvK+/zP6CL4A+D4iDggCgiITicTBM3HrLnooA/oQjdlgg104M4fgaYTDLYiCQqPhs7pWIaypJGJJwhEZW7SQ1aCnENU0fNfCtepocvAAlFAIy1Woli08X6Kzb5hdT34SgF0NgaqYJm9pnDh/nfGZHJW6w0KuiOkItHf38NBDD9Hb2cXtiaB779k29Wq56Rxso+oxhkc24foC45dvcvXmBNGYhu01q7xqNdBDVGUujI9TKEGxVGJ5dZnu1nY6uzo4d+4s//73fw+Avr4+3nz9FMlkkife+yQ779gBoks0HkHSVPLFIr4o8b2nXwnuqRSnbqu8euwCoJJIt3Ll1ipL1TJOoUru1iJe2SHSnFZ0dAwSF+OcfP083a0biKkxIpqG57qkkkk+du9jqDu3cnE9gPzeSRv1+hWWl58nkZLAL0C+zO25BSwftuzYjiS1o4cDHMTVM6fJrl3H6NBJx0E2DYqrOZIjQzz+2GMczv+AhmUSaw2YreXcOp7ko4oioiwi+SKC5yPYLpqkomkaUV3halMdquaYxOIaBbPIilAh0hWnPR6lp1Vnz337yPRkMM0aa7k8oSbzNKIoKG4EV5Fpbe9AVcHwC5hmCREXUTCxfINGPZiSReIRPNvC9g0c2yWu6GzfPULn0Aileok3jhzh0Y98FK2zKSZbq5Fp7eL+BzsQsMEocnVumum1FfoVAVnXkEMmuhYAcCIC6GKIqCxBuQyuR0xVMYCoFkImMJ8SfP0dn8V3RVDwfBfDreFILl19PXT1DYCoYlogGB4hJYTgq/i+iv9WG8T3CeiTBEHDLgQCr5aAFG6HUBf1G2V++P3zALz08gUiiV7KJdBCYaqmRWkpD4h4noyuqii6QEsoGEmG9QS10hqm4RJWBWRZRg+FyRVrVGtV9FgUw/GozMwBoCW7GdtzF4Nb9/GV//t/YnI2ix5LsGvvIfLlCuuFIrOzs3S3Z9i6LdDjM8plPNcmlWzFMB1qDZdytcGp09ybKcIAACAASURBVOd57uWXCIUUCqsFTl0IcF99u8ZAsLl14U0mbs/S3Z9CVMPML64w0NvPE088AY7HxbNBJnLq+Bm6M+2Mjm5i27ZtpEZGcPMrZNezqHoYX5TI5kvMN0ldvhwilemi7heo1z2mF3PUXzvOdaVAQhDZM7iBWFKjt6l47YTSvHTkNL4g8f7PfZK1i8cozF3Dr5eJpWMcuusQS+EY337pWPDMrCXC4TlaWkGQqxAVABkflXRLlDsPPMBSrsZwf4Bajchlrhx9HcdeJqOnya2uUlldI7lhI9s3jXI6pJFbX6OeCIKCLfqgKYiahFt3cGwfZAk1JGNLArVqlVrNZLUYlA9CSKBDVyk7NkJrhN0PHaBjpIt4e4zrUzdZW16nlC9y48Ykc7cDKE6j2kAPRUkn0rT2DhCPabSkQqSSIRIZjXRSpeZXKZSCsWo0FkZVVXzPZm0tTzbfIJkepLd3M3fuv4PTCwXWc3m6MwF4yXdEPMcDWURExPI8ZpaXWa+V6VViuAJ4toNrBnvf9YNGo2PWGD/7JvuHulDaUtj4TSAWYDbBa+9wvSuCAkLgclN363T1dNLTN4DnFvBREJqEHhEJH6lZRgDCWzWSB3jUnFyzvteQoq1Q0nj22Td442hAydg0up9cHlbWFom3JLHMBmvreQSKrBWqxMIajWqOsS1NH8OtcWxLxLUhpIdRQxKappFKSsxlS0iKyOT0bU6eDQ7s3nvbibe1ovsyH/zYZ/jhj5/BEwUO3Xs/Dj7nzp3lzdMnuXD2OEO9gYVXXNexag1cF0plg3zJwPYkFpdX2bF3B/vv3MtTTz3Fq8feAOBj/+wzXD57ln/9f/4rEFU+9slPc/roUS5eusr2zVvZfeAewqIKzQ1z8fwFGvUyFy6eZXL6Bg8/+hC79u5AVkX0mIYSDvPGqeMBYw9w8FgvF5HCITRZou6JbNy2lbENXUQ9m/5kjIkL4xxuXk9JSiK3b+CJD38ct00ne0OmaGTpCjWoe2Wimo+xvs6NE0FgLpkiA0M19tzZjhLzQTbAcynVaswtVLl6Y5pzF27S+QsfAGBsx2YWLp1CFB1aEnFy5gLLE7dxDYsffef7VApF0qLK9HwQmNPxGN2ZFEa+hCj4QX9IEnAkqFsm5XyeRq5AyQxQq0oshOGalGplEgNptu3ZRsOrM37pMufPn2dleY2V1SLrudrbqvOWC4pWQ1bKxL1VVNWjqz1KT2+Ckc0d7HvPTjL9XZh2kF1aVgUtJuHbDZSIQ1TL4HsytXqDWCxGdmWCa5eu0D0UTIxisTgIUChWUVSXqB5DkCVsPAzXxjRNglAaZGsxJcxo/wZeX1rk6ae+h9rbyh1PPIokSKiiHLQSzMBb6J2ud0VQEEUBX3Rp1GqEoxGIx7DsNZBlND2Ca5oElyryNwOTJtMv4ACi6h7gYJkuYU9iPVvh9LlrROLBAfx//sN/4v/40n/g1nSeZFsHttkIQB6+QDVXpqw1KKzm6O8NRE/DWgLF9xAcA0VRcS2Dqluhajp0dXWQ6BzklVNXmJoNgEJbGnVcQaBmGDzxvic5dfYi1ycnkJUQ+/buYWCgn8OvvcTxw6+zMB0Eqq0bN2KbJqbhgRCiUncJ6Qn6+wd435PvQ5Zl1IjK7GLglfjCsz/mtVd/yvjV6/zK53+JzaNjfOO//hXzU9OMbdjEAw8/zJaxbdx3X5Cut2XayCRiRGI6R08cZWLyGjv2bqN1oBcEnxvXb/DMcz9+26symkxi2ZBKpCmUDBAb7Nyzi1XLZ+Lim7xx6TRJXadiBoG5ZbSPhz/7eSqCTE4wWBUd6rJJUmlQtdaAOu2JBJt7gtTYXlpHDVUZ3tAFYg1KWVyvg1g0gSTNc/bcVS5fn+TzkUAubdfoFo794AdUinXElEpIjnDuxJvUThzn2BuH+cJHP8l7hjbx6ncCctDS6jKO5NEaTeD7IIgiLi4V06JsNKg06ti2RbxpeCuoIr7jUioXSJBElmVOvH6cf///Ps1Af0Desm0QVZDV4Gf6B8fYuf8e+oY3ki4KTE1eYWVhgoVbUxQLFTIdvejpFox6cI/qjkMoHMKo2jQMl1Q8TDZbp1RZRVU1FEkirIYg1EzvAwlIUoloUzOhTmt7G/FYAs2ViOg6RCAkBShXE4GWRJKhhMJEdpliYR1EkH0f326CWG1423zjHax3RVAoui6HKyXqZh319iJLJ6/StSkBUhgkCdEsguzgNgpvm3LIiSjYPtWKhyiGkENxEJKEw11UFlSujq8xPemxf/cuAK6fW2TpZg6v4tKTaGVk0xC97SkKpXVK5XWmp2/Rs3mQmhz8gnOTt+jIJEm2dLNuVqk3bERRZL3UwENhtbROtezy6ouB846u9bD3wL1orsCNxRy/9ptf4vd//3f47ve+gWMX2T62ha50Cs9weOzRDwPQmukkGk3g+QKKphCPR3H9YJM+tnWU//InX8aen8bTgwD451/+dwgJlS/+61+mo62VP/3LPyYRl6nNrXP6+Z+Su3iTSCrJ5HwQRH79N36L73z5j7jn7v10tvWz8447cF0fcjLHTp/kqWefoVAU8cNBM7ah66xVS4gpj4HRAaqXLvPVH/4hdnYBVU7Qv+FBujc/htexPXgGg6PMJCKUS1OMRiV8C/yiit6SQElmWKqJRHcP8cRvfwqAb/7mbxDqh+TmOkQLUKkguWl0wUMQwYtU+Py//CzxjcEBXCovoUU0VEPAFcrIKZOzl08xt7DIY48+yr0feoJIWKfHC9BOz//HP2Kb10YsGsOqGyyXSxi2Qc6tsOpUGbxnjPd+9Auc/FHQQ/nR919EWwvTHe+kMrVGqh6mettCNWF1tQNbjTO0YwzTs+jsCEqUWzdvszKzzsFtfQz0dhFt72KTdBcNa5nvf+fP+Yuv/Ih953fygY/fC0BIK6HIM6DnkI0YTk7g9pkc12eP8eB7D2DIt5gsnOegGmg6msQD8pUFmuQiShabB3ppSUaw54uIoohuh5GaACxP9LFdi53CKhhlhjUNPImyIxDSwDFBibqE1X9krtOW3eDu+0dIZ7Zx9ORP+Lf/7s8ZHhHYsm2Ezt52RrdsQRvsRYqHAx9CgGoR06wRVtJI6SRu5TqSkIBoL9nxeb777ae5Mu5gm6cAuHxpAcuSsW2T6blpVF1ibOt27jqwj/n5ab72X7/C0tQNmj00iutr5DIJNo30E4toCJKCGgoz1NrN5Su3OHniFJFU99tW9K+99iotHb30D46gSjL9I4McOnSI82eO8Wd/9mfsGNtMPreGqsokmy7MejiMrmtIkoIgijiOQ92oU6/X+d3f/V2WVpYRFZliU4I91dfBoXvuZteuXZw/e4Z8Po/i+8iyiCAIXLtxnXK9TqlpLPLVr36VC6fepLWzi1wuhyuIbNu+nenpKb77g6cYn7jJYx/7CDebmchsfhXTdRgaGeSJx9/He+57D+Viidee+QZTt/J0Dfdx3+P3cbMYvKWuFpYJaUkS0RCF5Vnq+TwaoIsKtxfnWVlYZO+9B+lsD/QL2iNh9mwcIiknwcyDHYJwK1s2pNCUa3zuV75I//ZtJKLBhOnW0WMszM4Ri3eiSDK2YVIzGnzxi19k34GDtHcFWaDWhKaLqsri6goJUSbi+9RKJZbzyyQH2vjYpz/JzgcOIibDWHt2AHD+/EVKpQJbto5x5eZlnn7mx2zatIlE4g0sVcX1ZXbv3s3WnVvI5wPOzeuvvIroSPT1dzN3Y4ZnXnqO9qEMj7//bh5+6Alee+45Ll28xt5DwYixa1SnYdjgCbS0tOKXNZaXF8kXVkm3xtkw0s/18Qvk8sFEJJGOgw+qDI7loYoyejROW1cv1bkiZaOOKsg4XlP3IxRClFwMw8bDp1yrAn5T4yGQVQgJEvxj6ym0ZMI8/sGthNNRlGiWV14/ye0ZnxuTk5jWJG1tJ9i6fTeDQyOo4aBWk2SHUMQnFldJpG0yw6O4JYeJIzf59l+/wtlzBu//4G5ikQEATp+6QqlikmxJEI1HuH7jBidPn+Tajevouka5bIGg4DdxDYVyBXyXzvY2isUityZuUDcstm3fxdzCMr4g8oEnP0SpEdTjTz39E25PTzC4YQRVlkGR2b9nN22ZFq5dWUD0PSrlIpoa5sjRNwBQFR1JVN9m8wmSgOVaWJZBZWWeg/ccpHfjAM+/9hMA1gtrxONxJElifHwcURSJx+MIrkQ8HqdergVU56YnwLVr17CAk+fOMT09zYuvvsqDDz5MuV5jfOImrX3drJbytA8G6f3Qvh3k6xVGNm6kc7AncGiu1Rja8Ov85z/+OkcuHMdMDtG3O0Bk9g1kKDl1RLNMJiSxZjvEUWnVYtws1lmdnQfHJd+UrOsJpdk3souMAlQs7KKFEgvRlu5ClVRcx8E2LULxIJVubWmls7WbpBxD8ATKxRJ3HNjD/Q8+TKVe4/DRo+SyWSavBDwDVQ/j1R1uzcySUGRkfIa3jvHghx+n5759EIb18joDQ30A7N13B08//QIDRh+pliRnL5zlSx/+EA8+/BB//tfP0DW0jY0bhunp6QrcaIHNoxvoaevDdupcnxjnJ6+8yP577+KDyqOMje3lwvELXD7/JuvrAVFuQGuhVAN8AVsQmZue59yFc9gqiLLJ3r1jfPWbz3BjPOhNHXzPCL6rIElguwKgEEq2MzI6xuk3r7HWqBBXE7jNwB9WJETZBVnCl0TmF+fYahsgK9Qtl2gzQ/DfmrS/g/WuCAqxuE64VYCEyKEnDrJ19wjLS2vMzuaZnytz7twER16/zIvPncfxg5AXjkooYRfX87EdOPCeHiJ6movnJ7l4rsFAXwuf/tSv8ObpAFPu+JexXYvhDcM88b4nkGWR1w6/wfWbAS9dlCJUGgbhpqdBtW7jOlVKVRvHMlhcKVGt1VjMvkFIT7B5bAd7993JlVuzANTMCrdnp7jbrhKSVPB9erq72LJlC6JvcfDQAWrVCq7ts3Eo4M5LkorRcCiUSyAIpFqSwZzdd0jv3cm+O/dyZfI6oaaISFdPN8l0inq9SqNWwTQMGrZIQlEC5pyq0tndSbXps7BWLmL4PheuXUORZVZX1zh3ZRw9HsMQPGxV5MLEFQ4NPgDA3Q/dgyOK1IwGa5U1zHoDNaQSjqf5wKc+ytNPn+L1ky9xKBmQcQZ27MMurxCXPdRqAXc1i1Ku0yJqtOlxdCRiiopfb7IYCROyw6jRwHxWsbPgZigUHGQtimXbVCoVrFjwfSNqlLCqYVVN7IZJJKTR0dHJkSNHefXoYUq1Ovligex8YC0/1jeApKuk0xFaoxGWF+YpmSZKIg54ZNcLiLEQUnvwYvngk+/l5q0ppudmGN2+mcsTV7k1NUUqlUIQJPp7+hnqH2A9l2WqKYKyedMwe3ftx/UaLK7OIIdE0plW1vN1ZD/M0NAYM1NzLC4FJK1N1SSmIxKSdW7fXuGnL40zMw9j+6BYW2bHtj2EZJvrl4OgcOddT6ApaXwHVFENGgx6ksHR7ZzUn6OwXsONJbBqwT1VJRXX84jEoqi2xfT0FLnleRJDm3HtOr6k43gesvyz+J6/e70rgsLy8jov/ehV7r7vTiLdLSSHe0luHmLUcDHW6nzsUx9kejrH4lIe22l2yl2btfwqc/NTLK3mee2nC9SqC5QKIMmwsmLygx++xPUbwaE3LYsNm0YoVtY5fuoohw7dwyc++SmKxRIry2sUi2XWVgaQm0yTi2fPMjdzmxuTc8giGI5ELNlJtW7QsHwEUeGFF3/Czbm55rfwmF+YYmFxmg39w+DahKI67R1tnDpeZHp6mkKhQGd7J/fccw8AiUQax/bI5QsgCLS2Z1BUiVK1RF9bilwxz+VrV4mlAn7F+z70QUa3bmFuYZZYLIbn2AiiSkdrByvLK2wYGCEUjXLtLSMSTaVkmHiCSHt7O54k0TnQR2d/L0evnCdXK/Pkpz9Bqq8pT6YrgI/vQd1t4CkesgpLpXW27duB5cX42teeIzs3DsDWsWH6Qi5ho4qUXSbjwUCyhZQSJiYoVLLrlLNZEk06+tpaga997XtcmW5HjeZxbJNEbITx6wYVyyHR2kp3Xy+JSJAprNqLCJaA7EuIrk8ImZPHT4Eqc+r8VTaMDbFt5x7G3eD7ViwH13AYbO9i27YdxNMp3njzMN946vt8quef075tA8Vq8W36vbShl8fe+wj/8Y/+Cy35DDXL4EfPPEvdjRCLJVBVFUmSWFla5mSTxGbUq+zduQstJLNt5yZcReTgAw8iSDqeLdDTt5lo7AxvHA7kR9o2uXQMy6Tica7MXOPCxTwDgzKPPP4AguKRTEQYGe5laSYgsdmVMmoyjVkPLCzxRBBCtPYMEkqlqear2CEB9y2Gv2/g2RaClkSRZNZyy6ytLpAeGiYd0ZARsGwbQXrnR/3n3Iefr5+vn6+/td4VmYJlwuGfzlLISxy8Z4y+be3glvEbeZSIi9bdys7OEDvlTRBush5tEb9hUarUKBaLvPjjEs8+8wI7dwxx5533cuTwSX76yrG35c5TLS185OMf4dr16xw9epTrN2/wyGPv48BddzO8YYx6zcCztlNtahc4NuQLZYoVE1WWkENJookUkmZxe26eyekFjp69RCgadMp7+nqYnbvND374HX7rf/sX4HhYDYO29g7K1QqnTp9hdWWVrs5e7KZSEKJILJlAVDVc30WQRYrlMqu5VW5eu8C1yRuM37zKxjvGANi0dTO+ALZt093Zxbjnocd0evt7mMiXaG1vo25aVKqBIEhXuo9crU4mlSZbKFCuVIklU9yxbw/pV14kM9zD/Y8/TLYWfOeqUcPyHGzbRA6pCJJA3a0TTSaoVMuM9HWwZ3Mfi4tBySQs30KzXa6fOo4wM42+tERbby/UTHRJoVioUM+ucWBb0Ngr33c/R849zzOv3aTuBfizePQ804tQFWUMyUeL6JTLwfUv3J5FsH3a4xlkR6CUW2e+7HPgPXdTthzSXe188jOf5VR/MEb+8Te/i+R41Bsm1YbB5rGtLFXXuXFrinPnL/LAYDfr63mSYpObvbzAyOhG4qkk1yZu0nAd6pO30VP9NOoWmhphdXmNi+cuYDaCGn6gv5dMawueZ9E31E3RsAN3MCQ0Raa7d4TR0R0cOx+Mqi9cvMajw1uQ5Birq3VcF+46eD8PPfwYS7WLlNYrJJNJcoWmdYHnBpQeD/DBckBVFfRkBr2tlcLMHHXJQwsHR9fDA9fBrduEBAG/YbAye5vRu+5EItAcCQlCUIa8w/WuCAqtLd30tO3h2GsnyK6U+JB4F31jCYSIiJSWwVwA2QNPwSg3CUuWSqxlgGQ6Rkg3KRaKiEKaLaP7eeyxj9Dbs5W//utvvu1jWCisk83l2LtvD7KmcPrNM7zy2stcvzFJd3c/qqIh+oW3VYiKlRqpTCeZZIquri6ieiTwVFBkJm7dpqW9lVy5yMBwsCFbOtr43lNPkc0tYbs+lu2wViwytnU7Qxs3sTQ3ixaJEo0nePrZwCtRQEGSVHxBwrZNqvUqNbOGbZsU8/PUTINNO7aw50DgRWG4NoXcCrFkjPaOVhq1GhVPJpvNUqnX8ASP9cIaihrkloIAhmlj2zb59SK6FmZlZQVBlAlFwiRa0qwUczSaQjSypjTl7TwkKdiMtUadesVClGHXyE6yG4f4xuFAV+dMLocmh1i7Pc1QSKNdVsjoEdxanfZ4ilwhx7FnXmTD3YFZyyc+/3m2TN5BRciiJsA0TUoFg7WiTdUPMTA0RDG/xpsvvArA4pEzuGsl5FAGEY9MJElrTGJ4YBj0CJPzM8TjcXbtCtQAf/KDZxAdE1lUyGazaGGVvr4B5spZnn/2BUwZDj10L+hB881aLaHHYjz58Y9y9uIlzl6+SL5Uo2isk0xk2LF9D+VClcvnL7P3zsDP84nHHyGZTDM/s8Dhk6+ynKuT6BikpaWTcCRCOpVh5+5dTC4HU69yNYcWjrK+XmdmJociK8SindiOiudpTM+tsrySJ5oIdDvD4bdEfgjG7wIBqU8NoafTLIlQsi3CoWAChGGiCiE0VyKphlluNLhx+hT9GwYZ2jgGKKBG/4cgje+KoOD7IsP9e5i+PccrL11AVVU+mbifxEAG8ll8u4oQlUH2kaSm0lFYBc2nOD3DT3/yBkcOu+QLJY4cPcnCQp5ksoVSpc7w8CAAbe3tvPbaG/za9l/jAx/4AD29fVy6NM7EzVuMX72C6wjYjTzppsClKitEtBi9AxvZvm0bLekMkiSRTCcZ2LBIIp3AcG0y7cH8ulAuoIVVVlbLGLaLJ4g4Hgxt3ERHTy/T09Mk0y109PTiNGfMi4ur5EsVZEnFdEyqjRrhsEZ3Xy+rER9P9Ljv0Qe4487gUFXtOg3bpDWdIruySiqRAMtnfmmBulHDEXwqjTptzWvyfZ9EIoFhGIgItLa0cOb0abbtu4OGaVKolglpGkhvZS4+9bqBbZlEohqiBI16FUXV0ESRyuI8SxfOUrt6GYBYqoOunl72jm6mMD1DFA+vXscwGgz195KbrXPljRPUS8FI9anij7FDHg2pwcjWEaIxHQmFHbsOEorFSehRzp98k2PPBdOWdN5ga6qN9nCcmCcwNrCRM8s3mZuaxZJ9stksS0vLtCaC7DERi1NeW2B1YYnelgyryyuUnRqZRIoT1y5y5JXX+MD73g9NIXI1EsWxFR783Oe58/Ztfuf3fo+T58Yp5rP0D+yht6ufpZUVpm/Ncv99dwFQr9S5dP4yy0s53jj6GtF0P7IsE4lEsByLfKNMuZbn2s2g73LvhiEikRg3p+e5NVXHb+gsLTYYvziPmHTIZX1uzaxxV/MZE44FmYICCEF/rPlwUMI6Bh4V26U91ARg+QIhQURWwxiSg1TMc+vcabp7O4l6kIi3EuoeAuUfWaOxVCrwwvPP4fkeHakBXn72Gq+/eo2H37uBJz/xHtL9m8AzwbQRmm9+w1CIiiFeefEMT333Fps3P0x7Rzc3btxi8tZNlhZzRGIJ2tsDTHluPYuqakxNTZFuSbFx4wb6+vpYv6vEtRs3EQUJ0feJaP9fe2ceHMd1Hvjf62Nmem4cg5u4CIAHeImnZB2UKFkWLcmyjiSy5XXsONmqrXX+SXk3caUqlVTtH66t3ardjauylWy8iZzIsmPJuqiTtEwdJEGKBEgCPHARNzCYA3MfPd3T+0cPKdIWRWk3XhGq+VVNAfOmp9EfXr+v3/ved9iW73PnzrM4v8DQ6WGmpufo7V1HbW0tul4gEo+gOBT8tf4r3oDzS/MsLy4yMTrG8y+8QM+6HjSvj+hKlPu+eD/vvP1LovEYwdo6tvTbWXlcTg9zC8uUSiU0jxskC6fbiWGUOHrsAIPnhgk1N5HO2265Bcm0ZwOxCOMXL7KlfxOdoQbee+2XuNwuLoyex+P1s1gphnr//ffz/IE32bR+Iy0NjRx9/12++bWniEWjWJTZsmUTmseF5rKfnPPz88jCjt5cjkXJpjNIVhlvIIAPNz/54d+zeGqYPR12haVa1cstPT0sLSySW5xjY+96vG4NJAkjmWV9QwvuvJvIJXtLMlMokDQK+FsbScwWOTo6hEOyaPG3sX3PGkYGhjj6wus44vZUektDJ/3eerS0jlQ0cJYlWmrquXRxjHsfe5iF6DI/feYnPLr/IQA0SUFoHoIeH796/S3cQY2CKBEvZ8CCxfEpXnvuBb70RTt0XXH4UVwa5vwS3jXtfPMPvsNi/K8ZOj2LrhtIlkJLYzN9Pes48q5tODz01kFSqQxWWVDT4uNb3/42Hd2dpDMF0vEwnY21TExeoK7eNg5v2ryBUqmIaYJTFQhnPUMnJ3n3g7dx1q8w/oHBww89xP6vPGkPhkoUcL4AQganCyzdRPg8rO3tZrQ2QBkH2ZL9YMnF0rR461BME0Ux6G0Mkc+Eee3ZH/P+m28QCnXQ0beFfY/8zicej5+kGMw64KdXNXUDfwE8XWnvBKaA37Usa6VSHOa/A18GcsC3LMs69XF/QxJl+jesob2zB6NkceLkAINnj/Lmi5PMTOb4o+8+juwEoUBdgx0s4/U3k10scHEwQyYKtz+xiz17bqNsqrz33gn+94/+idbWVvbu3QvAxMQYbxxc5J+f/meODRylv7+fru5uNvb30dXdweJCmKC/9koWY78/wNjYBJFwlPDyMnOLh9F1HcuykCS7w1LZNJm8vR4PBHx4fB662zs4fvw4A0eO0NYWorUlxO7du9i+fTtHjxxh5NwwXs3W8lu37KCnpxvLEpRMnURqBc3twuWpYXp2FlOYCJdse7JgFyaWLQdmLksymaS5pY179t7NjvWbWJpe4N133+P4yQ8wKw5VtfV1NDc10NRQz55bbqGlNsgDX3mIE6PD/PTNFynoRUwsZirp2CzToKeji0uj4/z8+ecINTfx5UceZCG8hFC8TE6MwUqce7feDkCTK4AiFPKSREMggMuhUNQLGOk0qqLgcqt0yB7aKvkB85kk8YJOLilobQ7Ss/Ue8tkEybOXOHh2nKmpKcRClI1uOzNSl8tPQC/jMCxk7EzNWlkiUdRJx1bQ8wUujozwumlvwidjK9y5bTsdwTouOByUZQvhVXE1+EiVc5yfuMjbr77GHXf1AaBJJg6vxuTEDAMvv8jpkXNEVhLUhepxa14Mw6Czs5M79nyBwTNHAXCqMj1r1yPLDu7ev5ve9euZj8TxBwO0hrox0lGSiQhuzVa0Gzb20tzsJh3L45BdxJMGjXX1SA7Q/PX81X/6I9b19bOxv5IQXbKXfmXZ9i1wWiDKJZBMdt9xG+NH3+HcW79CddrbwhtCLRQTBbyyArkUlmog5VIEfQ46GmqJRJZ4buA03Ru2ftwQvIZPks35IrANQAghA/PAL7DTvB+yLOsHQog/q7z/U2A/dgbnXmAP8DeVn9dF05wEfQpGIUtzYzePP/x1dmz7AkNnB5gaPcNfY9l7XwAAEoBJREFU/en/oibkwFfjYucu+1S7dzeTiEvMjUsUVxTGxkZoCNVTE2xAVaC+rgafz4uvsse/efNmAkEvr7/5GpHlJd6PHebcuXPs2rWLdX3r6e3pZmJ8xvZDB2pq6tixI4gsyxTzOoZhoOs68/Oz+Hw+dKPIxMQ4yYqRbv36Prq7OykWi/z13z/L0OAJ1vU9Sm1zA0vjUYJ+DYdU5vTJ46Qjdh7bZCxOU0s7jY2NqA4H6WScmZk4kUiYS3NT1LU2oXg0yo4P4z0URaKYMliJR6nr30JnZzv+3vXEepeRFJna+jpKlUy/69b1YskKtV4/G9f30t7ahGttJ8rECJZlEqwLksvZ9ScBHJLM9KUpnv/5L7h4YZSWtjZU2UF9UyO5hQTxVBolm6FQKaqbNjMUszmiK1EC9UEkzYFlCFSnA7cso5ZlXGUDWbKffpsUH3GHyelLc8wufoDH7yabijFPAUmyq1X1+mrpqbVzmTWUJaRUGtmQEJKDom7QHgoxMz/D6WMDrKyEyRSLjF+4YN9HJYOmujpcQuaWbdvIlLKMLUwSX4mhSyWcDgW35kSq7NnHUikGDh3hhVdfZ2phjrIkKJVVaoOd/O7vPUb7mhYcqswjDz/M3fvs+y4WW2Z0bJLp6XnGLkzi8bVQQiWdMsjFcyQjs6zEFlnf1wuALAQlvUBrSxNbN29F7l7Pv/3Of6RujRtfq4FptKDIDuBDN2SjbD90JGEbY8uFDLJXkIovEUstMxtdoqWx4sXpdVBKFcjnCpTMIrLfQi7rrAk18NiD9zI7nyYSe5XoUvgGI/1DPu3y4V7sOpHTQohHgLsr7f8I/ApbKTwCPG3ZFUaOCSGCQohmy7IWr3fSfC7HqZMnMEsOFMmH5g7gcrvxODxs6NnG5PQIFFTmxxNMnrf91t965RyNoW4KSZW1bdv5xc9fYPj0MHrRolAUxGNZZqcXOPimXT/v0Ue/SvPOXaztWsPgmSEOH36bpfkFXp57ibdcB9m+fTudHb0kr1RPEvh8PrxeP5a/jK7rlEolQqEavF4vFmXaWlsolewB0tHRgdvtZmZmhs7WECOnjjG/cwNmNswP/9t/4ezpQfp7OkkkUgyesPe8k9Ew7Wu68fj9LIYXSaRWkGXB+KVxnK1+mttb0LzaFYetvFFAlp1Y2PUaCvks0WgU4Q+ieTzcc9+93H7XXcSWI1euqa2rg2I6i6YqOCQvyeEzDJw4Rk1DPY3NDeRKeRqbbT8F2bQYPHaCkTPD7Ni1i7vv3odZBqfbw9mZIdLFPA7g/WHbpqBkDDtAhzK7d26nbEnkM3m8moLH4cHSi5QypUpRVOjRNNSmelqddaQsC9MqUHS58PtdOBwO9KKF1+lBq8x0SMQw83mE5sVyKCBkmt0aQVllaWEBSzIIahouxR5Qfq8To5AnkSvQ3NTAdGSG6YUZ8DvImjncAQ/3fvFefK22e3R0ZIKXXn2Zs+cXeOKp/bgDXg4deh+9kOed997izTfeZm56jgcfuo8HHrYdvMZGRzjwysusJLJEXl7kG98u8/g3nmJi6iKvPP8Mopjj0uQ4d95nF9X1ub3kM8uIkooiCVRZoatng52DVMRRZA1M7HBp7FqSqNIVW4JkGuB1sjj4Pgeee5qzY6cJtHgoOWzj8FRslnrVA5aG2+FD1MuUEqOk0xG8LoWGWh8eTcUwfntJVq5O6d541UBfAioph2kFZq/6zlyl7bpKQZZk+rp68biDZHI6sWiSTCpMGRMUg3137iNYH0DzuFhcsm/4D04NM38pTCKSwOko0dXRwdrOXrAczM8tk0kUSaykOPyrtwFYiUe4c+8XWNvTzT1776SlqYGVZJpweJmjR07w7uEjjDZMkq9sPQWDQTq7OuydB6/3Snm1mZk5AoEANf4AHpdGplJ4NLYUJWwYdrZnoTP0wTF+ZCZwKGXeeuMEmzfUsPfWbSzMLaIW7b+RicwxllrB4/GRyiTp7umif0s/zXUaI5k43T1rkV0OcpVa8Vm9gKpIyIqgribA+Pg4qZUEbaFG8tkCZUxqaoK41IpniyjjcDmQTSeGrqO4VN5/6yBnRs6waUs/subEkgTRhB0X7JIUHC4nAX8N6zZspLllDZHkCvmVJHPTc6SLOiG/n5LLziqUKCZIY9Dc3IhVV0M0EqGUitEgO/FqLoQEpirh0OzZl5xMUcobaCh4fV5MTGRHgKDPTSyaQPMEEaZMKWsbAkuFPA7FxFDLlJwWJU1DKej0d3XTqBiMriwTyabs/WPA43VjlksEAl7mwnOcPDtI26a13PbAXg4fO0wstcK6LRvtKCHg5OkTLMeWeOz39vHHf/LvOTF0nANvHGB2LoehqyTCRSgLJMkgUUkUc2zgfQIBH1999AlOnT6FXijREKojlQqwtDCDmU6TSqTp7bKXKA5FJZnXKWZSFAspzHzGznFvgZkuIlwgWXa1KrCXiKZ0OVTBgnKJcmyZ5//lGQYH3mZtXxt+IUics4dYRC/R1BggMZ+nqAGaRBEDI7fCzNIkS4tFUrk0LrfresPvN/jESqFS8+ErwPd//TPLsiwhxI1r2l97viu1JBt9Xta2d+JyuQjW1RMIBskWikxMTDA5PU0xbzJ+fo7GlmZ6u+wIvYbaTtLZDIODg6RSKQo+By7VS2NDG5lECa87yd133YvPbxt8Xn/jVcpWkeGzQ+zYtR2Xw4lXK9N+yx76uvuZnJji3PmzhBftkmLxlRjh5QVUVUVVZRRFwe/309rail7IkEunSMSTTFTKdyWTScqlMul0mkJpBlnPcv7UAH09a/jDp+5k84Z1qIpCbGYSf6V/Qp4aNE8AWZaJKzrNQY2uphrcopvJ8zlqG0LopoFeSSZjlE10Q8fvctHZ2cnc2fNYmLjq6zHNMInlJIZRRqkEzxcKBYpGGk1SUCyTfCrD8Lmz+IIedt1+Kw6vRrJcQtYr21XCSVE3SGVzSLKKKSR0o4woGaRiSZLZHKKk4fXZ5896XOTzeSxhcGZ5Dj28hCOZwVEXIuQUFPUieatIwGkv4do1B0mjhKXn0ZUSeimNQ5SQnbWopRL5aALN5eOynVzyqCALVswM4USejNDYWlNDe30DNV6FpWKa5UQU4axcf9kgm03jUxUWo0sYKux7+Ets3X83R0ZPIpOnaVMfy3OnAXjtjQOYlLnj7tuIp5Y4dPh1ssUctfUS9Q0eJFPm9t2307+hm3jcvi/GLo5w/5ce5sv772fXrj388G//jmd+/DSNzQF8Xo1sLosoCxJxW7E1FoO4XW6K6SxOh0w6HIeVJDQFkGUH5RL2yuHy6LFMTKtMiTKKPSdkbmqSg6+9TGOjyoOPfpGRwROMDAwBoCpO5rIO1vh7SYooqVSStAW1bhibGmXw1BTRRIrOSlm6T8KnmSnsB05ZlnV5cRK+vCwQQjQDy5X2eWDNVd9rq7Rdw9W1JLtqAtbI8GmKeh7VqRDw1+AP1uEPhNjWv5P4So65yXN8cPQdgnX2P6NnXSebt/axZUsPbreTnx08wdF3TyJJZ7g0NYOqOml/pI21ffY/IxpdYGpynPMjaeYXppElJ/GVFG2t3fRv3Mbunbezc9ctDA3Z58/lMhT1vL2rsLxMbHmZZCrO+OgFdF1HkVQUyXmlpoFb82KWyqzEUmAu09Hkp2zqbO5r59Y9t1DIpJiZGCc8M87OjfZT5JFHHqO5pZ3p6WmODhzjwtgFPnj/bSQJ8nqRsoB0No3lsYeJVDGCut1uOjs7mR4aJhqNUk6lrix3ZKEgV4K6yiXTvuGEhepUOH1qkPmleXbuv4/O3i7C5SLlQglNs92KVUnFRJDMpCkaJnrJBFWlOB9nbnKKttZ23Hg4ddYOQPJ6ArR0tDC6EiWSS6ImkzQh0SRqiOgZIsllSrpBc729/vVmY8j+WpAsXH6FGmcNuWSMXC6NojrQSxaqqmJU8gnqRQNLMUhiMp1NspQ16bUsMk4BrnpUIVAkAZY9W8tkMhT0AulcmmwpjyvgwRX0gFWksbOVzv61EHAze8x2vorGM8hOsITO9NwYqqvMAw9+AU2t58Bz75CMGixHZnnjzQjrN9g2gnwhBcLk4KHXcakh4tEo//gP/8DmbT2kkwkUZDSnl+d+9iIAT9Xto2+bh/qaWta0hhieLjA3O0VbqN/OEpUrY5cEt5cDpmxiyIAq2ZZGYeH32HlKHU6V+qYAobZaQt327EtJSVwKT5HNqczri+jFMu462LxjC7JbIRwP09K+ljVd7Tce4RU+jVL49UKyLwG/D/yg8vPFq9q/K4R4FtvAmPw4ewKA262xcUMvS+E5ovEYl6bGyOTO43AE8Hqb2b17H/fsfYjW1kkujg8DEFmKMSyfYWxiEM2t8I2nvsfQ0GnCSxHcmp90JsfAwABDQ/bGhykMnKqCZbmIR6JIigujJDh+/AQT43N87ckgkdg0kYi9POnp6aaruwPD0FmORVhaWkCRJByqi0sTlwiHI3g0P2s7beelhrpmLl4c49Cbhyjr4JIExVKRWHiBX/zLKNMTEdpavVglk9t221uS3Rv7MJMZGmoD/Juv/w4nB0/yyoGXGD4/TrqhgUIhh5VV8fkqvhMuFWFaOBwOGupDJBJ2TMXcujk8Hh+yqmLqJuKqiDjFKdsVkFxOpmanKJZ0tm3fSllVSK3EcfrcZHL2FqDmDdDds5b29k6Kuk4skcBfX0v64hTZeIpvfe0PaKlv58++/xcAdPSt57EnHuf1Ay8wM3IWV6mAyxKEUyuU8nmWl8I4PR5CldqNWtBDQRFMXppGTjjo6V1DtpBiZiGMUvbS2bkFxaGSTtrXE0utoIU0VJ+GyJtks2nGz5/HCHpob67Bo7mhbJGoLH8syYHP56O2Lsj43AQzi7OcPneG9p3reOLrT6K6JBYnx3jviJ0ezizbHoNL4UV23bGDxx//KqWSyeJsioMHjlBT62Rm9hIXz4+xeev3ADsZbqGQY3DobULBtdx333388tghJGHhdrtpaqyjsbaRIyePANA7EKCxYyteTcLt0Ugllzh3/gzeBi/BrhpwVhIHVfpMliWcooyBhCIAq4zf4yXg8zI7s8zE1Cj929bT6LGnm+nz8yyenUCarsOUZTybAtT313H7fbdz8dwE6XyOthYNSfnk+RTE5YrDH3uQEB5gBui2LCtZaasDfga0A9PYW5LxypbkD4EHsLckv21Z1nWLy1bOFamc49NQD0Q/5XdWC59X2apyfbZ0WJYVutFBn0gp3IwIIT6wLOs3Stl9Hvi8ylaVa3VQjZKsUqXKNVSVQpUqVa5hNSuFv/2sL+C3yOdVtqpcq4BVa1OoUqXKb4fVPFOoUqXKb4GbSikIIX4khFgWQgxf1faXQoh5IcRQ5fXlqz77vhBiXAhxUQjxpavaH6i0jVeCtT5TPo1cQohOIUT+qvb/edV3dgghzlbk+h+V7d/PlI+SrdL+x0KIC0KIESHEf76qfdX2WaX9N+RabX12QyzLumlewF3AdmD4qra/BL73EcduBE5je5J3ARPY/nty5fduwFE5ZuMqkqvz6uN+7bPjwK3Yri6vAftv0j67BzgIOCvvGz4nfXY9uVZVn93odVPNFCzLegeIf8LDHwGetSyraFnWJWAc2F15jVuWNWlZlg48Wzn2M+NTyvWRVFzJ/ZZlHbPsu+1p4Kv/Gtf3/8J1ZPt3wA8syypWjrnsAr/a++x6cn0kN2uf3YibSil8DN8VQpypTOlqKm3Xi8a8XvvNyEfJBdAlhBgUQhwWQtxZaWvFluUyN7NcfcCdQoiBigyVXGOrvs+uJxes/j67wmpQCn8DrMVO9LII/NfP9nL+1bieXItAu2VZtwB/AjwjhPB/Npf4f40C1GJPm/8D8LNVsZa+MdeT6/PQZ1e4KXI0fhzWh1GZCCH+Dnil8vbjojFvGKX5WXM9uSpT08vT05NCiAnsJ9Q8tiyXuSnlqjAHPF+ZMh8XQpSx4wNWdZ9xHbksy4qw+vvsCjf9TKGyLrvMo8Bla/BLwJNCCKcQogs7/dtx4ATQK4ToEnYOiCcrx95UXE8uIURI2GnvEEJ0Y8s1admRpikhxK2Vp9M3+TAy9WbjBWyjHEKIPmzjYZRV3mdcR67PSZ99yGdt6fw1S+1PsKdiJWyt/B3gx8BZ4Az2jdJ81fF/jm21vshVVl3spLGjlc/+fDXJBTwOjABDwCng4avOsxNbeUxgR6KKm1Q2B/BPlWs9Bez7nPTZR8q12vrsRq+qR2OVKlWu4aZfPlSpUuX/L1WlUKVKlWuoKoUqVapcQ1UpVKlS5RqqSqFKlSrXUFUKVapUuYaqUqhSpco1VJVClSpVruH/AE6o23OFiHNtAAAAAElFTkSuQmCC\n", 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" ] @@ -285,8 +206,19 @@ } ], "source": [ - "plt.imshow(level_1, cmap=\"gray\")\n", - "plt.plot(waldo_location[0], waldo_location[1], marker=\"o\")" + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" ] }, { diff --git a/testing.py b/testing.py new file mode 100644 index 0000000..95201a4 --- /dev/null +++ b/testing.py @@ -0,0 +1,6 @@ +import matplotlib.pyplot as plt +import numpy as snp + +image = plt.imread("waldo_1.jpg") +plt.imshow(image) +plt.show() From ba456758d82614256cd4376f46e11fd69960b54e Mon Sep 17 00:00:00 2001 From: Addison Wesley Boyer Date: Sat, 2 Mar 2019 19:53:19 -0700 Subject: [PATCH 3/4] Adding final changes --- .../template_matching-checkpoint.ipynb | 91 ++++++++++++------- template_matching.ipynb | 91 ++++++++++++------- 2 files changed, 114 insertions(+), 68 deletions(-) diff --git a/.ipynb_checkpoints/template_matching-checkpoint.ipynb b/.ipynb_checkpoints/template_matching-checkpoint.ipynb index 9cddadd..7128807 100644 --- a/.ipynb_checkpoints/template_matching-checkpoint.ipynb +++ b/.ipynb_checkpoints/template_matching-checkpoint.ipynb @@ -87,29 +87,76 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", "text/plain": [ - "'# Show the image pyramid\\nfor image in image_pyramid:\\n print(image.shape)\\n plt.imshow(image, cmap=\"gray\")\\n plt.show()\\n'" + "
" ] }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "'''# Show the image pyramid\n", + "# Show the image pyramid\n", "for image in image_pyramid:\n", " print(image.shape)\n", " plt.imshow(image, cmap=\"gray\")\n", " plt.show()\n", - "''' " + " " ] }, { @@ -172,29 +219,12 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1760 2800\n" - ] - } - ], - "source": [ - "print(map_height, map_width)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -215,18 +245,11 @@ "plt.axis([x-100,x+100,y+100,y-100])\n", "temp_h = len(best_location[1])\n", "temp_w = len(best_location[1][0])\n", - "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False)\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", "ax.imshow(waldo_1)\n", "ax.add_patch(rect)\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/template_matching.ipynb b/template_matching.ipynb index 9cddadd..7128807 100644 --- a/template_matching.ipynb +++ b/template_matching.ipynb @@ -87,29 +87,76 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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Pa6LVlOPGjQuPcf78+bCGWfEXXSHziSeeCI+xZMmSsObrr78Oa6K/6+hKksyKTkCPKCIUBUWEoKCIEBQUEYKCIkJQUEQICooIQUERIeS04Whm4QrGqCF57dq18DzRNm4A13wbP358cnzBggXhMa5evRrW7N+/P6yJLofKbJM3b968sGb06NFhzahRo5LjzIpNpkFaW1sb1kT3y9ixY5Pjp0+fDs8B6BFFhKKgiBAUFBGCgiJCUFBECAqKCEFBESHktI9SXFyMKVOmJGsefPDB5PjWrVvD80SLdQCgo6MjrCkpKUmOR9ueAcCECRPCmscffzysiebLLFZjruA4f/78sCbqdZWWlobHYBZMMT2z6FzRn5m5GiWgRxQRioIiQlBQRAgKighBQREhKCgiBAVFhKCgiBAsWviS1ZOZnUPPfo/XjQcQr6AqHINpvoNprkD+5jvD3cOucE6D8pOTm1W7e1XeJnCLBtN8B9NcgcKfr556iRAUFBFCvoOyNs/nv1WDab6Daa5Agc83r69RRAaLfD+iiAwKeQuKmS0zs6/N7JiZvZ6veTDM7ISZHTSzGjOrzvd8bmRm68ysycxqe9021sw+MrO6zNe78jnH3vqY7x/MrCFzH9eY2S/yOccb5SUoZlYE4M8AlgOYC+B5M5ubj7ncgqXuXlmgb2G+A2DZDbe9DmCnu1cA2Jn5uVC8g5/OFwD+lLmPK939gxzPKSlfjygLARxz9+Pu3g5gI4CVeZrLoOfuuwFcvOHmlQDWZ75fD2BVTieV0Md8C1q+gjIVQO/rntZnbitUDuAfZrbPzNbkezKkSe5+JvP9WQCT8jkZ0qtmdiDz1KxgnioCejHPWuzu/4yep4q/MbN4N88C4j1vbRb625t/ATALQCWAMwD+mN/p/Fi+gtIAYHqvn6dlbitI7t6Q+doEYBN6njoWukYzmwwAma9NeZ5Pkrs3unuXu3cD+CsK7D7OV1D2Aqgws5lmVgLg1wC25GkuSWZWZmajrn8P4OcA4sus598WAKsz368GsDmPcwldD3XGL1Fg93HO95kHAHfvNLNXAWwHUARgnbt/lY+5ECYB2JS5RM9QABvcfVt+p/RjZvYugCcBjDezegC/B/AmgL+b2cvo+cT2r/I3wx/rY75Pmlklep4ingDwSt4meBPqzIsQ9GJehKCgiBAUFBGCgiJCUFBECAqKCEFBESEoKCKE/wONKU7e0Ur4NAAAAABJRU5ErkJggg==\n", "text/plain": [ - "'# Show the image pyramid\\nfor image in image_pyramid:\\n print(image.shape)\\n plt.imshow(image, cmap=\"gray\")\\n plt.show()\\n'" + "
" ] }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "'''# Show the image pyramid\n", + "# Show the image pyramid\n", "for image in image_pyramid:\n", " print(image.shape)\n", " plt.imshow(image, cmap=\"gray\")\n", " plt.show()\n", - "''' " + " " ] }, { @@ -172,29 +219,12 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1760 2800\n" - ] - } - ], - "source": [ - "print(map_height, map_width)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -215,18 +245,11 @@ "plt.axis([x-100,x+100,y+100,y-100])\n", "temp_h = len(best_location[1])\n", "temp_w = len(best_location[1][0])\n", - "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False)\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", "ax.imshow(waldo_1)\n", "ax.add_patch(rect)\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 94bf95dabbae203c514bba9e61c234a80b4a1cb4 Mon Sep 17 00:00:00 2001 From: Addison Wesley Boyer Date: Sun, 3 Mar 2019 22:17:05 -0700 Subject: [PATCH 4/4] Adding changes to notebook for testing second image --- .../wheres_waldo_final-checkpoint.ipynb | 279 +++++++++++++++ wheres_waldo_final.ipynb | 337 ++++++++++++++++++ 2 files changed, 616 insertions(+) create mode 100644 .ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb create mode 100644 wheres_waldo_final.ipynb diff --git a/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb b/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb new file mode 100644 index 0000000..021f048 --- /dev/null +++ b/.ipynb_checkpoints/wheres_waldo_final-checkpoint.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (603, 1588)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "def find_waldo(image_pyramid):\n", + " # Variables to store best_sse, and i,j of best_sse\n", + " best_sse = np.inf\n", + " best_location = None\n", + "\n", + " for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(j-temp_w, i-temp_h), template]\n", + " \n", + " return best_location\n", + "\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])\n", + " \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][1]\n", + "y = best_location[0][0]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + } + ], + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/wheres_waldo_final.ipynb b/wheres_waldo_final.ipynb new file mode 100644 index 0000000..97bfcf2 --- /dev/null +++ b/wheres_waldo_final.ipynb @@ -0,0 +1,337 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 3: Where's Waldo?\n", + "\n", + "Due Mar. 4th\n", + "\n", + "So far, we've mostly focused on using imagery to do stuff for which it is better suited than a human: calculating camera locations from imagery, finding an optimal projective transform to stitch images together, and (soon) we'll be doing \"structure from motion\" in which we create 3D models of the world from collections of 2D images. These are tasks primarily based around measuring things and doing calculations. On the other side of the coin is object recognition (identifying the semantic content of a scene), and the best contemporary computer vision algorithms do object recognition at roughly the level of a 2 year old human (with some exceptions). For this (mini-)project, we're going to delve into a topic that sort of straddles the line between these two general realms of computer vision.\n", + "\n", + "As a motivating example, did you ever play the game Where's Waldo. There are books filled with images like the following:\n", + "\n", + "The objective, of course, is to find Waldo, the man in the red striped shirt and beanie wearing glasses. He looks like this:\n", + "\n", + "These scenes are (obviously) intended to have a bunch of visual clutter to make this task reasonably challenging.\n", + "\n", + "Your task will be to come up with an algorithm that locates the template image (Waldo's face) and the target image (the larger scene). This is called *template matching*, and it's a primitive form of feature recognition. \n", + "\n", + "## Implementation\n", + "### Template Matching\n", + "Template matching works in a way that is very similar to filtering: slide the template image over every location in the target image, computing some sort of metric at each position. In practice, one commonly used choice for an error metric is the one that you've already used for matching keypoint descriptors: z-normalized sum square error. Another choice is [normalized cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation#Normalization). Once these metrics have been computed, simply find the argmin (for SSE) or argmax (for NCC), and this will be the location of the best match. \n", + "\n", + "**Your task is to implement template matching. Use 'waldo_template.jpg' as the template and 'waldo_1.jpg' as the target image. Where's Waldo? **\n", + "\n", + "### Not so fast!!! What about scale!\n", + "Oh, no. As it turns out, the template I've provided is not the same scale as the Waldo in the image. To deal with this, you'll need to create an image pyramid for the template (See Szeliski 3.5, and [Mubarak Shah's lecture on this topic](https://www.youtube.com/watch?v=KO7jJt0WHag&feature=youtu.be)). This essentially just means creating a sequence of downsampled images of the template, and trying each one in hopes that one of the resulting down-scaled templates matches the feature in the target image. **Create a sequence of templates with which to perform feature matching, each one 1/2 the resolution of the previous (so 1/4 the total number of pixels). To avoid aliasing, before downsampling perform a $\\sigma=1$ Gaussian Blur of the image. Once you've built your image pyramid, find the argmin/max in 3 dimensions (u,v,template scale)**.\n", + "\n", + "## Generalization\n", + "**Waldo appears in every Where's Waldo image (obviously). Try using the same technique on 'waldo_2.jpg'. Does the algorithm work?** I confess that I pulled the image of waldo for the template directly from 'waldo_1.jpg', so for the correct scale, there is something close to an exact match (i.e. SSE=0). However, Waldo, while easily recognizable to the human eye after undergoing the small scale deformations associated with artistic license, is not so easily recognizable via template matching. We will return to a similar problem when discussing object recognition, and hopefully this example will motivate the need to come up with representations of objects (like Waldo) that are more robust.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Import needed libraries\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import imageprocessing as imp\n", + "## \n", + "\n", + "# Waldo template image\n", + "waldo_template = plt.imread('waldo_template.jpg').mean(axis=2)\n", + "\n", + "# Where's waldo number 1.\n", + "waldo_1 = plt.imread('waldo_1.jpg').mean(axis=2)\n", + "\n", + "# Perform gauss blur of waldo_template\n", + "waldo_template = imp.gauss_blur(waldo_template)\n", + "\n", + "# Function to perform the gaussian reduction\n", + "def reduce(template, a=.4, b=.25, c=.10):\n", + " \n", + " h = template.shape[0]\n", + " w = template.shape[1]\n", + " reduced = np.zeros((h//2, w//2))\n", + " for i in range(2,h-2):\n", + " for j in range(2,w-2):\n", + " pixel_w = a*template[i][j] + b*template[i+1][j] + b*template[i-1][j] + c*template[i-2][j] + c*template[i+2][j]\n", + " pixel_h = a*template[i][j] + b*template[i][j+1] + b*template[i][j-1] + c*template[i][j+2] + c*template[i][j-2]\n", + " reduced[i//2][j//2] = (pixel_w + pixel_h) / 2\n", + " \n", + " # Just cut off the image border, it's easier this way\n", + " new_h = reduced.shape[0]-4\n", + " new_w = reduced.shape[1]-4\n", + " trimmed = np.zeros((new_h, new_w))\n", + " trimmed = reduced[2:reduced.shape[0]-2, 2:reduced.shape[1]-2]\n", + " return trimmed\n", + "\n", + "# Function that creates the image pyramid calling the gaussian reduction\n", + "def create_pyramid(template):\n", + " image_pyramid = []\n", + " image_pyramid.append(template)\n", + " while(template.shape[0] > 25):\n", + " template = reduce(template)\n", + " image_pyramid.append(template)\n", + " \n", + " \n", + " return image_pyramid\n", + "\n", + "image_pyramid = create_pyramid(waldo_template)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(124, 100)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Show the image pyramid\n", + "for image in image_pyramid:\n", + " print(image.shape)\n", + " plt.imshow(image, cmap=\"gray\")\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/addisonwesleyboyer/Desktop/Computer_Vision/project_3-mini-project/imageprocessing.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " return np.sum((((D1-np.mean(D1))/np.std(D1)) - ((D2-np.mean(D2))/np.std(D2)))**2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (1588, 603)\n" + ] + } + ], + "source": [ + "# Find waldo\n", + "# Height and width of waldo_1.jpg\n", + "map_height = waldo_1.shape[0]\n", + "map_width = waldo_1.shape[1]\n", + "\n", + "# Function that performs the template matching\n", + "def find_waldo(image_pyramid, waldo_1):\n", + " # Variables to store best_sse, and i,j of best_sse\n", + " best_sse = np.inf\n", + " best_location = None\n", + "\n", + " for template in image_pyramid:\n", + " temp_h = template.shape[0]\n", + " temp_w = template.shape[1]\n", + " print(\"Searcing for waldo with template of size :\", (temp_h, temp_w))\n", + " for i in range(temp_h, map_height):\n", + " for j in range(temp_w, map_width):\n", + " image_patch = waldo_1[i-temp_h:i, j-temp_w:j]\n", + " sse = imp.sum_squared_error(template, image_patch)\n", + " if(sse < best_sse):\n", + " best_sse = sse\n", + " best_location = [(j-temp_w, i-temp_h), template]\n", + " \n", + " return best_location\n", + "\n", + "\n", + "\n", + "best_location = find_waldo(image_pyramid, waldo_1)\n", + "# Finished now print the best location!\n", + "print(\"Found waldo at: \", best_location[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.patches as pat\n", + "# Get original color image\n", + "waldo_1 = plt.imread('waldo_1.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][0]\n", + "y = best_location[0][1]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_1)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searcing for waldo with template of size : (124, 100)\n", + "Searcing for waldo with template of size : (58, 46)\n", + "Searcing for waldo with template of size : (25, 19)\n", + "Found waldo at: (2585, 180)\n" + ] + } + ], + "source": [ + "# Try on the second image\n", + "waldo_2 = plt.imread('waldo_2.jpg').mean(axis=2)\n", + "best_location = find_waldo(image_pyramid, waldo_2)\n", + "print(\"Found waldo at: \", best_location[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get original color image\n", + "waldo_2 = plt.imread('waldo_2.jpg')\n", + "fig,ax = plt.subplots(1)\n", + "x = best_location[0][0]\n", + "y = best_location[0][1]\n", + "plt.axis([x-100,x+100,y+100,y-100])\n", + "temp_h = len(best_location[1])\n", + "temp_w = len(best_location[1][0])\n", + "rect = pat.Rectangle([x,y], temp_w, temp_h, color=\"green\", fill=False, linewidth=2)\n", + "ax.imshow(waldo_2)\n", + "ax.add_patch(rect)\n", + "plt.show()" + ] + } + ], + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}