{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Image restoration, Noise, Segmentation and Contours\n", "> So far, you have done some very cool things with your image processing skills! In this chapter, you will apply image restoration to remove objects, logos, text, or damaged areas in pictures! You will also learn how to apply noise, use segmentation to speed up processing, and find elements in images by their contours. This is the Summary of lecture \"Image Processing in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Vision]\n", "- image: images/dice_contours.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "plt.rcParams['figure.figsize'] = (10, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image restoration\n", "- Image reconstruction\n", " - Fixing damaged images\n", " - Text removing\n", " - Logo removing\n", " - Object removing\n", "- Inpainting\n", " - Reconstructing lost parts of images\n", " - Looking at the non-damaged regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's restore a damaged image\n", "In this exercise, we'll restore an image that has missing parts in it, using the `inpaint_biharmonic()` function.\n", "\n", "We'll work on an image with damaged. Some of the pixels have been replaced by 1s using a binary mask, on purpose, to simulate a damaged image. Replacing pixels with 1s turns them totally black.\n", "\n", "The mask is a black and white image with patches that have the position of the image bits that have been corrupted. We can apply the restoration function on these areas.\n", "\n", "Remember that inpainting is the process of reconstructing lost or deteriorated parts of images and videos.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def show_image(image, title='Image', cmap_type='gray'):\n", " plt.imshow(image, cmap=cmap_type)\n", " plt.title(title)\n", " plt.axis('off')\n", " \n", "def plot_comparison(img_original, img_filtered, img_title_filtered):\n", " fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(10, 8), sharex=True, sharey=True)\n", " ax1.imshow(img_original, cmap=plt.cm.gray)\n", " ax1.set_title('Original')\n", " ax1.axis('off')\n", " ax2.imshow(img_filtered, cmap=plt.cm.gray)\n", " ax2.set_title(img_title_filtered)\n", " ax2.axis('off')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.restoration import inpaint\n", "from skimage.transform import resize\n", "from skimage import color\n", "\n", "defect_image = plt.imread('./dataset/damaged_astronaut.png')\n", "defect_image = resize(defect_image, (512, 512))\n", "defect_image = color.rgba2rgb(defect_image)\n", "\n", "mask = pd.read_csv('./dataset/astronaut_mask.csv').to_numpy()\n", "\n", "# Apply the restoration function to the image using the mask\n", "restored_image = inpaint.inpaint_biharmonic(defect_image, mask, multichannel=True)\n", "\n", "# Show ther defective image\n", "plot_comparison(defect_image, restored_image, 'Restored image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Removing logos\n", "As we saw in the video, another use of image restoration is removing objects from an scene. In this exercise, we'll remove the Datacamp logo from an image.\n", "\n", "You will create and set the mask to be able to erase the logo by inpainting this area.\n", "\n", "Remember that when you want to remove an object from an image you can either manually delineate that object or run some image analysis algorithm to find it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image_with_logo = plt.imread('./dataset/4.2.06_w_logo_2_2.png')\n", "\n", "# Initialize the mask\n", "mask = np.zeros(image_with_logo.shape[:-1])\n", "\n", "# Set the pixels where the logo is to 1\n", "mask[210:272, 360:425] = 1\n", "\n", "# Apply inpainting to remove the logo\n", "image_logo_removed = inpaint.inpaint_biharmonic(image_with_logo,\n", " mask,\n", " multichannel=True)\n", "\n", "# Show the original and logo removed images\n", "plot_comparison(image_with_logo, image_logo_removed, 'Image with logo removed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noise\n", "- Denoising types\n", " - Total variation (TV)\n", " - Bilateral \n", " - Wavelet denoising\n", " - Non-local means denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's make some noise!\n", "In this exercise, we'll practice adding noise to a fruit image.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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5QggJAhQdhGqj5W5CGDlUI07kJ7AjiHmgtpZg5lvotUVUWccyJUqoE/kRXsMnocwgNBU9O4ITDuHLJDIUxPQ2uhGiAI4DSnkGVTFR7X4CxURoAmGooAqEoWPGDKJqGfXwTbR7e8gM7qT9lh+jMn6IviTMvfAoikzSs+cojQtfI6G7MHMCWatjS8CWaCkFt1DEdxroKHhKmlBNItUsitaPMEZB9IKSA92CWAotlUYUV5D1EHftHGq9hN520JQWSr2K2HcfiplFVxQCz0dRNIKEht50MMIyc/WTXGxp9PX10ig3aHkhbaeBCAUz54pkUhqKIkHCxtoSB3bfguc6xK1enGYN16mTtHJsFQtEYRtFVUEKZBTRarVotdtIKclms1QqFTRNQ1U7X4CsKAqu6xJFEbFYjCiKUBSFMAzxfZ8oigiCEM/ziMcTCCGIooh6vY6iKNi2jeu6JJNJVFXFdV08z+sIFUVBSomiqERR56YUTdMQSkdoBUGArqn4vk/gh+i6jqIo6LpOs9nEDzwAdF2n0WjgeR6O42DbNoqiYBo67XYLw9BRFYEfRoyPT/36D0twvNas/d7XH8a3uHp1hnosw+xGkuOKJG/NYC3nYOd7+BG9lz9UTX5S9dnUj5EdvoUj1XkeTY5xqXCKi4XbuL+awL28gb7wAXr7h7h8rkX+dpetwTW8mM+OWAzLfom3aqO8oDisJCeZDb9BxTtJ5kWDzzd83nL7MAeefxNLb/I58opF2rrAtzlHoXCEPvMyq6uzjEY6YuAt5FptmHbhgk4lNc6gZ0LOJvPlFvpRiVc/y/HTJ3jiS99ix4PvJPjgBHHrAsGFUfQDI9w5PYpzaQ5bzDF4y2eo6D302quY5QnKkzWsRQmNKV7UTyKOJOm97HGqWGOwprNas8ierWFFs9hZyMV9aEBfPc98LMBMeKxeDVH33E/p+Tm0fTVGL2VgYYk1r5dSPMXQ7aPo4lbcnjGU9AZbGycZXHUw289jUmT4U6dxD2Qx6ivg9uFWz5PNXmC9tJ/Eu5/hyjd30S97WFeXORDLcHpmBue2OmeiEW57Zh5j6jwb753EPrsbI13CDYaoVRvk5ge4eNswI/p5SLwD7t8DN93HxZvvYGQqx6nJOWbnYHe6hNXoo/LiZ1BiQyS+WCWpVLBW+8B1MDMLGI8mwboA5RzIUdo35ylGFdRqDG//B+lflZDPESsmIbmBenSS2bUdNCYdcpXPUHquQDxTJrEyjfv5Z0m99ec5F5vAT23hmYNkN5I8ZbZouufIjxRYLL3MN/QS3kM+m98MGNhziJn0OuuXof3yAD1ekefHJMkRiJ1a4+jeXTRLX6Bv/DDnLp9ksb3E0H0R+St7KfdZbPQ4NI+UKX1rhGcKY+ib3+CglcfbGZI71cbPbpGOj9NXGsWcHkdsFXCqGeqbK/Tn9uKWn6MxnmLU68P/9rMM7EzRe3qTcG4UvT2GtzFP0e3hQt6kr3w/YU7nqJ2ltDuGisv5lU0ssjxSO8rhuxTcHeexT/cwO9BgeOJZ/GAn1Wc0wkQKNnI8pm2xrxmh5PaztaQzvTZEqK7Rur1GzNpD1XI4Ejm0L9S5OCkZnKpQ6Vlk9+n9BO5x1nb183IwSLz3JgaGM686h31XwfNH/+p3H1aCiHTMRhKyUtpC6BrtZqtz9alpNMMAt9lmj8yR2Aop6y7YksfPP8da1mJ2eYt3WLtJNjK06w5eq8Bye50vhLPkSyq7mwnG2mnSRR9lvYIfOiRrHuNFjQeHDjMmUty68zCpM5tMhHGUdki+EXI20SKnaVR3KHys9jSLhy36V32S7Yi8Eqetu7g3D2HNb+FbCmqtgqkIKq0KfQ/exqdOPYKtqOy9UGbw3mPUKxXiN+2j0CiR0QRKdYVe5RQ96achJpGxCF8mUfVBhGrSKFwlbSqoZpKg5YCQREpAMpUj8D18v4WhKwSBT6sZoBsKAkkEaFpnGU+pgVCASCNUQqTQ0NKHCaIIQQwhsgQxjUCqaOU53JVLeEslzNw+MAbBHiQ02uhJFSEswqbbEQf1EoaMUFUd7CwoCaIoxLB0lGQGYfcjIoPA94ksgRq3wErieCpKaKIn+0A30dsSNAl+LyJMYdZfYf6lr2NPTJGIG+hnL6IN30TRTtJSFUTfBIapwmYBreDiJCN8y8bSYqiKiyLreI2ruJUZosYsalCgXlnFxCX0HTTTQhFxdOEgVAMllofSJhgJnMEjWCN7iDaLqCkdhIkTeSTCNsgNrHSRjz96GsOwKZWq9PaNkEgmaDfKDPXsoFUXJFM6pZJDENap1pYYGB1A86ZoOvMoSkTCnKDWWKdSXyUezxH6IbZlkklnkIBhGLRaLTyvIyJUVSUMQzRNIwxDhBAoikqr1SQMQ4IgIAgCwjDE83zCMCSVTNNut1EUBcuyMAwDKSWe5+F5HvV6nUQiged56LpOPBHvZE89/7rI8n0fM2bhum4nyyMjHMcBBMlk8npMAJre2d/3fYQQtNttCoUC/f39eJ6H73mEgY9pmkRhgGlZjAyPvWEEz7/94kce1qwLvL2xj2qtRGA2aKRiJJYNkrfmEOsh83YbeWaZymAfu8+soF59hqJ/M4Xw67yQtljZdYKBqQeI8r188M55ijM1Xhk7wdfOl9EDyYfcnSzNptjnreKoR1nafAqzvoVp6zw49vMMbt7D0d3DvOkZSfO+NtGlJDFczuXuRSQs5u1ZPrn5BOHOnexe2ySs99CfU3heDDDyU0n04y+hVpuwuIp+y4uEV/bS+vA+vug+z23eEKNPrmIf07jS7iX2lnsoPfIXeMYY0n2ePYMLZPc/Qbanig4wFceyLdhV4pUVl9ufXacnHOJisUliPaLWk2BEDrGmrJCy6SylNw7z85AeaRJKj1pLY/ftCRR3Af1AQLaSIOitUdkzQT1aYcp8N8pcHxcVwYh9gs3HUiTveCfmmTVqPedxLszj7ToMaR+ndg+xTBUjmGTpomTIbBM1Bhjo2YJUnERMo+K/g8F9ELugcNPICp8wLnNox520I4fGbMjZ/BV2xfpJaJeZyd7JoZlLFFcfZPPIFhm9ynoQZ8fZAdZqZXZNGlwsPsekraEYIwx/SyE6WMLYP8zZkZCg6pEeH8dYNnj5YIQdNYmtHoGjadSFFKk5H2vV4vyTXyDeu4gXfZG6OoGthDSn55iyr9C7NsYz5mWODL2ZXG+c5MXnCfcmKe75AIM7ksyfPcPQfAx79yTBFZXdCpy/Mk9WT/IHcyvcd6mH9bUio2MGhjrJ0FqNdFwlmirylnW4tAQVC5bPJTl4f0ClvQ/JNOv3rDFwajcvLLVp7P4mt8zexLeW03x4foO3vuMcZ/wYTjtO87TORkMhv7CGu/cQRb/C3MYCTuBRv+syB8qCmUKcuTssbm1eINE4xQnSrKb2omrrLIyNk5v+Gvn129APwmh+iHzPSfpaW8xmfTh5mrWoytRGkur90+zNLJHWQs43DQaWh7n32Zs4PqWSNBWOoXDx3iHyZy+h6Da1sT3M9K/z/oUJ7PUy4VgBZ8On2p4jubRK6cASF9ZjLDyrs/9ghpH+e0l+81Feun2MvgWbB0ZnuFibYHos96pz2Het4YmnUyiGSqlZo+W5jAwNMzk8yu7JaeqlGkLC6uY66XSaxYUlgjBirVVkOSjiJg3yNY2b1UFMxSCvqqRVSCZsfBkxlB1iRGTpM/NU/QDF0EgYJrt27GNK9LEnNoBYbZB3TfINSKJSaxTZqG1QCcvkskk23BLztVXMhM7q+XN4tGgpLZAB0osQdgqsJK4TIlUFhAqhQkJPceCOOzjvVdhYW8I+tcaEn6Aiy0QpiPspcuoyhpwBFYiBUDQUdRQ/MAlcH930QLgQtNENgR0HRYHAUYjH42iahqIoqKqKqoLvR52sznaiTVFv+ASk+MttTxJFnX+eqmUSCyIMCWGk4EsIwja01/G3LoO7BX4bITRcL4GqmURhC5UybL8PiCToWRQ1hu861OseNBvQXsdsr6AUF3ArG3jNEroMcRsVqBTBzMDwNNHaEkZtiURlBSKF7PAQnluFpQusVR1CJUn+1rfTf/Qu4kOTlFsOyAiMkHjkYTht3Poy0i2D9DHsNHaqD1PPIGI2CVOA6qCGZVwnwHM9SqFGS0vhGlnon4BED4ph0mxUUCy9k7UIfGKaTqu6BW6ZlKUxnO8hl8oTEbKytkW90aZU9ak26kh0FuYrmAaUSz51fxVXbGLbNp7rQBRSr9QAMAyNQqHQESKBj64bWJYFdOyla2JGyo5dJKXc/pw72RlFUWi327iuez2TIqXEMAyEENcf18a7lu259vyaCFIU5Xq2RlE6f6pRFHUyPEJcP08YXlvgtWOjNZtNpJTouo5pmsRiMWKx2HX77NpYAEEQ4Ps+nud13ottMfdGYbBmIa+McKK8gSzDnp1Nbt45wy2ZPVxM1LF2GnxzZoHBPTeTOXMFZVznqyS4snOGFWOGfZVJ7n+5n/teSfGWzZ0ojw/QGI+TvnyayJhn5+oWa5mr7DaGcFrvYqt4gR8/+tPsZJK7q7tx6l9mmi/Rt/QmXqSCfKyJsn6KgcYTTGa/ga5/CdVP8Bf2JhfDp3mGu/DFLBQfhUKVhrMbLT7C0j0+Xu8EXJ3gaj1i//MPccj+aUThPMvFPjafOci7YzZq+XGWj93GQP0SzWmfpF5FuwQbT+sQA7ZSOOVjNGfeTk6x4B/BmaDJXt1n8k1pJoYD5oZrjOg29EMhDbgDNI8mcJZ1+pdy7M4E0K4hrrRR20B4FO25g0SqxVgQ0Bg3WU1cZNXbgMRPMnHTAM0zF1DH1tAvVlgqmpQvFEl/YhgxUqG9cplqzyOY+0ZoTBZYWvkyjcpF1h3YikIKYR5zJsMyZfhMyE+mpvFnn6O/OMJQdpWjyWHYTIIfxyidoKII8ukTTBgq1KZpPH+c4J5nGUxl4cV1bllq05xZpNKziHdmlvS+Y6zdeztHk32MHuinqF+G9Mv0vbxFpn+d6vgql55ZQY3PEu3MUD1whqPjVVKGRtJ+ByvzC9RUG/GsATNHmJ1RmbgywLPtCoWJcVD24HlvYUDfInNV4Y7dB7CPbcHpTzN95yUu1Evk/WWy+nnGQo2FkTIbUzlapyP2VDd5ImXxSk9E3/N5HltMY0zdTDbQcWOf57/PeIyESQqZb3Hoa3tZ2NxNf75GWLmXS6PneevmIqX3zXFR62fP+DQXrmZRbpWk4yVmJ5u47hn2Rg5DDLI7XsaqOJy8YpLUn2Px3z7D08spLj/9TmKewchTDon8ND19LzFx5gB7bi8yfaCHi6dUTj01RCJ1lv0rAesnB0hnx7j4pvsYic3RdOd5udjL4vIOCmbEn33gBIXLJvmsgxebxXrxURpv20m7rbCmH2fa7eVzPU+zcNinGk2hzO1n6mSemQ/cTW5zJ/W0Q/Amn6GWx4Wrx5l7aJBSo0wOldnSNFe9/+Hr2a7zXTM8f/6f/uRhD0ldeLQ1iWbouKsFEoHCSL6fYqGEYpkorZAwUsnk+5ivLnCuNs9yVuGh5FEOruhMpvt5Wp5n02rQ1iWTQ5NMrhtMqb1osRhGT5xcbxJh62z1JBhO9tEsNhhI9tCX6Ue4ESIQRPkU4d4hKsUSRqnEsl9gJenSOz1COtRIFlW0yKQvNLEildieEXy3iJU0iRoVFMOi1XJQl8vsuOdm4u+8hUeefIK3xt9M4/ImPbfZFKqrtAtJDvd9nmzsSZRMipYBujKAIt6GZigosokWbeKVmniOj2lJFF1g6EkC38L368RiFp7noOk6vhcAYGgaqiKIpETRVaSUCBWQSaTpohhphHqUKGGhxoeBXhyZRyhJjPYi1ZmnyYkGbqOFqkT4hSq6rCDrm+jVEuRyCMWkJCxc1SBSJDoeBC1CN0DT04h4FrVRIpx/BRobSKFj9u5EM/JEAZgpFVSX4r0P4o3vo/3YI0TBSSpRGS9xiNhAnnyjjlpeQ8tkiE3vgp5JVp/4EsmRPNH6CoZbhWgVEcRQQwVFbxIJlQgDoQ/gq/34Wo6WKxCGgu+20A3QkglUVcEa7INEL0p+AiUG9PcT2imsXIKwuYVqpxFhhFTrxMIVEGuo2gaPny5w6coy6X6F/oEBnFZAtVLHjoWoijAwNNwAACAASURBVEWrUcdpg64mqHslLi8c59i+9xJ4IY4T0pvvo9mqk8nkcH2HwO/884/bKcIoQNM0lpeXabfbpNNpDMMgiiJ0Xb9ey+P7AcVigVQqRTqdxnEcFEXB83zS6TRIQRAE18XMte1YLAZAs9lE0zTS6TTNZhME20KpI1KEEJ06njC6XksUM42OfeYFmGantseyLHzfx3UdgOv2V6vVYmxsDN/3cRyHYqFAJp1CCGg1GyTTGYYGR94wGZ6vfuQTD7czcFZfZ22il/5Fh8LlBntTTXas66xbHi3XI6zGUGsGBXUP6bYLFPjE0jp3pe7mJ1stlnuH2Vi/wNeG1uFSDf3wfg4vDXGHfZC2W+JqfZzGzUVubfVy0hliLNXLcn2FqHaUBz64Fz96Gcx+qunnMaYHOUWebHWJ42uTLOfP8qadx9i96mA0TA6ySJZbGAlCtiZeIXVmmfT7A9aO14gSP85E478Clzk0dpAXP3CEL859jHeeuR199Uk0+22IdJFPL5zmw5MnUE5+ifrQOzGDNRxLEkscpl3fJLHnOVJbHpyooTZaxJUUS/ts0lerGDkdc6pKeQPyMgv9Bfo+18O5VpvYZQNr8g7WqnOk6xArQLHmY++YxS4XKE69jWytn8Zik4MjMVDr1LxR+gbmuVy8zEB5BqVSYKzQoLlzlcKpMnrfThxvN/2nHseMv5lMTGM5u4NkziCfEeSWH4OJXWSNLF70dtZ62uQWeuHbX4aBGJpM0pBFjPJeiifqmJObiLyJPnAPp99+N0Mv/jHi+eMY2RSwC3v3EJf+wmF48yTOPSOYmVtJFpNsnjapODbx3QHmpRnSe67CoiC2eYjkZBvVu0JBv0SuuINi/72cGk4z2hik3zFQUyGxw2VIp8g9MEXhfA+je3vJj0m45VbiVwNq+w2ckUWs2SJXa6PQcxR76yS9a7A1VMY0zzP35cu8yG3cvHqBzQmNi3ObtDb6mFavcnGfyaVHqiwfb+BvemzFY1Sr53lw30M0WGamskB9714C5yS7ly2KuYCpqJ+L41ss6h/AWn6aHTdPUHnG4SVmGLhVpafyDl6ImlTNWSbnJjGvqBg9ba4+3ebtN2tc6r+fg3uPI1dCPFXQkxWEapNVzWTZT9FYOo6j2UyOrZJs7OfLRshRp4Uz2sRJ96Ge6Gcpk2P6yQglEozenuTNBYvnr77A7bVbudjoo3TvfvZfnMVeb3KPolMezeMU6zQvWkyqKiPDczxzZZR39gkuz8/Qnm5w57GjLF54idW5NLFGRPXuGsFpnZnpJA/EnibTf9f3b2l98aOfeLgWOiw3y9j9eWqlCulWxMHhHSitgKRt4ysKge+ixOP4gc94Jkk2n2bdkKSDOErZJdGW/Jd965RUjyl7iDBS8baqBH6VZm0drbLBcq1NiE6r3cKs+OhSQwkVbHSsUMcTEVHG4lJ5lal4llp1lbhhsGVKHj13Crt/hEOxKZJKkkxbwzINVMvEqa+gahFqswVhhGZZGJrNqYsnSe+bZskQ3NoexF536fF8qG/R3mcwbH6VuFUFM4m0D6GoOxHhBK3N0xSWzlG4UiGmq8STMQgDiBSaDY+2XyemmagK2zUeEj1mdWpt/ABd0wBJFESoAojoeFu6jx/F0ezbwM4gSeGFSbA1XN/HrC0TbM5jlkO00ZtRjB606f0IWcSPXNwoQvqSwJckM73ENImuBFRrG3i+g6LZaHoaJ5IYiRTK4BQiN47Ssx9hjRPWBYFpIybH8QeHSBgxVBkjMTVN7csfJVtZJj62GzVoY9SX+eYn/oS9H/gQodBYawqGb98PUZv5E5fwFY1ETCNQd9DQk8QMiSJ0FCkRfg1VbSL8EpYVISIBUqfZEDjNKoZTw3UbRI5P2Gihh5tQWkO1bUglUfwWkRKDsI1QK3j1q0T1BVruKl99+ir5nnHa0TqvnC3QlzOoV9oYBjQbDolEjHhcp92SOJ6PG0qOHT6IbY5iGUmE1sS2ezH1NIFoYBo66VQey7SRRKiqysrKCrZtk0ql8H2fer1OLpcjDEMURdkuEAbLsq7bStcyOp2sn3o9A3jNYrpW9xOGIVLK60KmUqmQTCW3Mz6d7M21omQ/CK8LJlXpiChV1UilUjiO0ylIjiJareb1ouVrBc832m2moVMulwBQBOhm7A1laf3rk48+7LlFTjs5xicTVM2Q5uYO3nHsFqov78Kst6jdEiN38lkuZ45wb/4S2v79ZPU4WtTm3t03cWJR5e01hZ/RFOyeFfaUbiZaXaVHh8+655hsjWNTw7Eusz5UYmluL7n+dWR5N7fKDVZLUxzSmjTcR0n77+LZos2enRpa5QL9tSbz6f08efbbPHl4iJ9J93I5nGay3UKniXnMRzjjXBGnmPR9WpUNwsEePNHmymqBnn33cCJjcHfPEcTJEUYOteGFl5hWmuy5+1HqToNk8jJF5xhm/sPE2v3ozlOISy4XV7eojyaIRvaSzi6SPtsAS9Iq9yFXTFL3ARs1+MabKL6tREavkrurzfHHm/QN9VAaiEhO2NgzebxyARnZJF+YYV59kNHbDrBU2Et7ZSf5iR7YmMfTEiSfu0Riq8H8B2+hb3OR7N2/Qsx5jMTF03CTDacvgjLKpcQ0Aw2D0N2Pa4c0CxeJx1z0h5LU//sLcNN9yOlVTnujDN1xBGPco7apkj2gkwoeZMsawzw8z/DizcSmxhDf/Bybo4/iNHdhX5gje2iW5z71WXbdfTMvJjUSJMi8V5KpJrh04nMspqc44R1iwr4bLTpFedTFvupRemU36dQVwqEJBmsnMV6IEA9sodoNys8tUH58gHjPfyEcrdJTnmA20sg9+1k2thbprQVYiWkY2UlOOUH7Skiw5VHe9RTDhSbtY20++niVYyNlSNZ5ZPFulOocu7NFrvq9NJ8r0XtTjtQDVQ6nJUtOlfaGw533TDCmxVi/eR8/ttxLeyjErw/heEPoAzH6gz7eMnGW1dPjVE9vcXF8lvs3TDQvx0Z2mWqrwJ2pIywU2rTH+knFXZSsSXJkDzuuttnhpCkaFvl7rnJ+9S5uD9cQjUVWoyPEtU1KcoO3pY9wPF3BbbyJ2T0rDH/DIDpapCpbTMks2kN19ltHKH3165we7MV4wSS4ZYnMRJPal1axxwOqbokL6l6GphoYawpxX2U+ZROTEXpslTWhYo5rzL/Qy8jTpzDaPYz3r7PiD2KddNnY3c/owgXcq7cxdnj4+xc8/99HfudhqSn4mqTuNMkn0gwaSZxSHb/loBsxXCJUXcVLGNhCJV1tcWb+DOspg0RVMqZ3bLE1o0mi4NIv0+iWhaZDtblBGLaIFBW/d4DI17E0QVhp4QY+yWyO0Aux7ARWNsVGq0pTCRnULGIJg2XZYqSvH7vicTAxTjKKE4+nMMsesUDBSMbRjDpq4EPGAFVBDYF2C7VVJloswK17yJ7awNZTEHqYeZiLX2Y0O4+tVyBmoigHCUXHFiotPodX3yCpqxCaqJqGqgKqgQx8QgXcpk8YeUSyU7Cqoly3rXRNBaJty4LOmp1CIzJDJCkibQ+YNigJFDWFWVsiZsUoXTpLY2OOTDJBc30WzS0QrMyj9vSj5sbQk2lUw0SzY+A1oNkEKdGtBKpiYto24EKzhuq1wNBACIQTQHETxami5Wzoy1MKQuoXZkiYCZS+QcSpp1GqZdTREVQFwOOJx54l9s6HyOQGqHsxMgY0z51jcHAQP6Zh6QLFHsWMp8GtIpsRURsUzwBHoCg2GHEUPYEaS2Kmezsi0GvheA6m1IkpGlFrjaheRbFyMLoLDAtFiM5r0Vwit4wIa+iWw2//4Qx9I32guzQdl0a1TbsBmi4JQ4GmgKr5+B4EQUgERM0Ghw88gOeFmEZAtRQST2QIqWNoGslkFgWVIPQBWF9fx7ZtYrEYruvSbrfJ5XL4vo9hGDSbrevCR9M0ri3s6brutgjSr9f+XKutuVYDdKMtdu0Rs2IYhkG73cnUmKZ5XfBcK442Db0javjLYuVr+1WrFSzLQlXV64Ln2l1atm0TBj7Ly0skkwmcdotMLs/Q0OgbRvB84xd+7mH7cj858xB66Ytkq22GWgol9SxxFgh0sKoxrLbAOTJO/rRNXr/K5fPfZHn/+3ii/GWm0nvIlGuI6BWU8hA91hmC24aRfX2U/S+xZ3qa7EaRqDxNqpgmsSvGTc5FGuUKA/EYdsliqzjA7p2DfGpJ4I1UOLixjxVL0PY22eprMbjVx51xhb2kmEKjnVoi/eY0559PkfRMBvsus+pZ9KSHMFPrnC33c3DjCpUNweBbY+gfnWf8DhPv8kkG+ncyftMcfvQ8iV2wvH47reEMA+m9NJWzyGUXdWOe3oxC9ZzL+KBK+ZWAK6MKfckQy69yMteDvBRiJtu81F5iV1HDOhpBMcOQ7RNLbJBc9aDh4NaamPcErKV8VnZOoQ5oaPY4S9Pr7ByugT8DZzMEx1c557zAUOYDRKtPUbh4Dy+vnyBQm5jld2MMa/DuPLwyzYg2i9Gq405/i8TZfVj7U1x5bpxWIs9GUjK5UEMbvpNq4x6c9S+Rnukj3LGEumIj7w0IziRYulSmd7/Bap9JevNjJGbWsH9yBzw7zIt3zXPik3XG3/o+dhuTtNVRTp16jviWw8SOe9lMFNjhXCFrD4DfxC6vEs22yOwzOD+4E+VEGe/2WZJTB6CwAv4a1v4pkp+DMlmstsfG9AaTf9qHa10gY97J5s23Y5kDiMVvIrzbaNVPkn3bj1A7sUwqv07i6jhPf/1lGnYL7/I45299hWQ5Q67mkb8tT1XbyZu31plfHMLYcNiyfOYP5dmYnSG54/fxXpilPubTdyVLLd9HdOVlNhILXK0MY8gNPPUeXni3ytKLLcxNHWN4AFFMUSRF4YFZxucyCL/GjozKQjLLo+0C8YkCzYWjBPoVWhciovUceuMU0/d/CLV1hV0v5XETknMXsgwePs/euM/GizrtY3M0Gv04y7OMaV/l/OZtVOUKyT0RGwtNvv0Wm2NeBWd+AHvXIvngVhaTz5HJ9+A810DZf4GcdYxWfonnz1XZjO/D2LmMUCwGzmh4789RCdv0VvpYdmZwLi1xSJsidU8Ve2icvmzP9y94vvK7f/xwTNUol8tsbm7QNzhETDVxA49ULInruVixOCvldXyvzebWMheKq+w4cgs9WhxbUchODVJRInZUFIZIsSs/QrwdInpMrk5pRNM9UPQYs4bpNdLUNlZICZ0IqDguCgqttkPMiuG3HNK9aeYuz3CyPs8mDtF6kT4zjhv46G6AGYQkHYFtW5hDQzjOIm4MvD6TSJFomkI9WkdrV+hfKDHgpkj5DluLC8THhgn9NcZHr2D2bOHFG2ixNEp0G4rQ8DeepbVxiaSI0CINods4Xkjo+Sh+hB4TmLbENm0Udbu+I5KEYYDvhwghkYQoQqJqgu0CHlADhCaQ0sawp1DtLEoYosgQLAu31iYZNrBrq6gNB2N4B66iY/ZPU1pboLm+jh22iLw29XqFSI2hW1kIVBQ/Qg0j2pUFhNpAj2dABkS1Mq16Gbeyhtleh+oK6CrO9BEyOw9jj/WiDQ7T0oYwbjmGOzpJa3ONWO8EmH0ceP/PYu4+jK1YpPJZKoVN0oSgN2FhFn2tiuvW0NwKDX0EV9oosSxaKkXoNmhUy8goxAlUwkhHVTJEsRRG1Ma0LVQtRVCsoCoNFNejVPPQR/cRyhiqWkGINlEAumaj2jHC9hyPPHWVl1/YYvaCy3vevx+30SSeyGMlk4S4VKsOVkzBUCUxNUuj1qbWXOGOO99EGHoUNutEgYGqKUR4JOI2qmKgCBUhOp/ntbqcRCJBrVYjiiJ6enpoNBpIKdnY2EDXdZLJJKlUqmNbbt+u3rG99OtCxfO87YJk7/odW47jkEwmyeVyuK6LqmnYto0QCltbW3ieh2matJ3Ol9kLIYjCTtbGdTt91zI8nQyQf916a7fb18XVtaxSo15DCEgmE/ieixWPMzo68YYRPH/0q6cenu67xMK6wUzlODfLdzGgBFRyFVqLYzQPquxesvDVRT6zsRfTOc4TJZcdD6TZea/PxMtHSQuLtVSRqeHz9BRC3r3rJpZnjtLMnmNiMMP5Wvz/5+7NYyU58Pu+T91Vfd/9ul+/+5o393A4HJJLDneXXGpX3iNy5Fh2AlhyECSAkj9yIFASBCAQIIkTB44syLacILbkQ0p07GoPaZfkLs/lkHPfb+a9N+8++r67q+vOH4/zpAC2gP0zW/9VoVBVXQ1U/ep7YkcPSWlXqCl3scOrLG+W+bE/y6qjkNUC5rIau1aSZmyPF8w4e24NYa/ND5ws47UvY4zfpr0BZiiP4SpcLz/P/OMDJl45ycPkv6KAx23zEt2kTToSpc4mY7UwhvdtxHdCLGe6INtIaolh4xb2hXX06Un6EwNkYZ2JuV9GXNul3nkHd2eN4YSCs+WSXiixtrlPqCpg2A7iJHgOTO21iRUtZOtL5Ge7tBZa1D4SGBoD2oJFPJSF5SGj/gX0S7vseDDRjJI1ewiDCeKxOIV8H3P/Fxk8iKGHr6GfSDNefQjShxj684TzB8xLJT4ZHrDw4h1cp4Vcs2HnDs3JEoa2jrp/mqfWiJRdJ9T7Y0Z2i7n4EuK5Fh+stzkf+x7Swwk05RrK6iSScw2h9HcIvf5NssmzcKbF49B5OpnLZJ+7xN7bTdSLGcZZ4uUvfIuN2S+zNbXMfCeJ505QHNow949oPZlhztqErXFottneeIPIhXmk1AwVcYu5rIi/EkGIthk9nGDTvUirNk76155ipk380RkaI4OsfAc504Z6BtP9MWFtli3hRRJuh5Ah0WuvkilIDPMGSnOH3/6dmzx6V6FfL/PLxQuERg7ruXmUn+7g+SGeiAeMXe6QXjqF0Cqys7vBOb3HZX2BxWmZaqKO+PgQ4SsS5tDgq1KaicxFTHR8WcSpuLwhPmTSmsV7bZ/1tsYXNz9gNn+FlrMOoce8vTJGqmMzcforRHBYDD9AGuV5kqwzOtfgQ/0Ehxvv4mdCrI4ELHWGZGGD/uZdIhtwq3aaMycErkdkLjxOsjGjsKhcIhIb8O0/3OD55hjLkxluheLU7HGE/gqm8Bm+9hrudYfQxTq31+Zpr6zzhWgGzQroH+7iTIXJdO+xfuEi8oN9ktNjqI0Wyfk+u/qQsCNxb9Sl6YicK/2bnaZ/pWg5boQ5OTlLXo+yVJhEEARa3oh2YFPutQjFo2C7tAc98qEQqWwCaz7H2qhDvB8w9Ew+PHyAEjOIpzN4uky31SRke6xubbJyWKFc6zOTLGHu7jPqNNAVmcCxiCo6UVkjooaYKpawG11igcyw0WZyaYHluVNoiNTo8sCtcSfe57B7AMM2gmciajLoGoaiISoyytDDanWxMFEW08QuzzEYDyM+3ONgfxNX97HtBmajRrjeQQq6SHKAqKSAEQQmtrmHKniEFQ1d8Qkkm1AkhCzpeBxZjUVJJ8BDEHwUGRQFVE1APgJUkGQBXwDHC/ARAfEI/PEDhMAB1QfXglEThjUaskKQyRKgEPgyiAlGdgQ7NEWt7xGNGWQSMtgOgiegqCFkPQxhA0QXr3WIXd9DEwRkJUQQSCAoeMgIaggxmYNEGoolHNVAljVGA5uuEsVWQviSTyOaRTz7Gomzr9Ic+BAtopZm0ZsD3OGIvYM1jFQUSiX6H70Pu2V8SyewHQI5IFIoEpsqouWTIPeRkg5G1mXkV4mEfYyYguibmJ0GjDqAB5KEHA5jOTbgI7smcjBA8gb4Zh3sHoIn4wdhIIYoqqQjoAigugK7KwNER6PXrSArIr3hCM+DaCRDKBQ6+h8caHZhYB0gaiaGniAIPCJRDQIZVQmhKBIIR4jcM7v4cDjENM3jwUJV1c/1MtbxgHNkRT/SblmWhSRJx2jPs2P5vo9t2wwGg8/pp+GxoNjzPPL5PN1u9/jYkiQhiuL/x9llmiaqqtLpdOj3+3ied3xc27aP3WN/2UL/LKdH1/Vjems0GiFJf2F9/3lZzmiPOHzxN2gsNvjvX/kKH/Y2We2dJFaO8PKbN5ncFnm/cY5Nw+LCq7fJXwkhfTPNZ7sp/N8+wc3IT7ha/yHXYi36+xcxjTjfbTxheeounyqr/J+323SbCSbPvErX3uI5XyX8qMiHrsdywSY336SYiFDLCviX/5Ts/mWGbZXx5wVqp24wuxAhfeH7tPYt1Ik+uv1d/H2J5di7eDkTOj0urBbor73OcrFHMm8g72yTH7PpXllmd+4EiwOFauKAVq8CziaPK7OEm+tsBV327jtcHz8Lq/dhoY6blJAkH2ErjDGdZnR3jznjm6TPaeSXIHRvAr0O/RPQtXwGyk8Qaw0GwVcojrtUQypFXaXVq8FVAb2ww0EX1M04BCkGzRiJUwsMnDzrf3aalvYRdrEHX9Bwq2tcXYiC9jzBaZVD7+9iqnm+sbSA7k3gPq5gOZcwX1omVvBpx/4a5CTm1j8A26Kjfo1k4ixSP495q8JrO9e4EYTYzexDTGJTG0DqVxD6KxxuXKW5sApYXNoeMTf3EmTPUpo7z8fDAOfwLPReYbZV4fJuHUK3mMzvwsUw7X95gPL4ewwHCmxeA8Vm6kQMZW6Hrj3JgmqAsU/8xQza22VqlSQz/mMWoocE1SnEW0lcc5Ox6X8HV/oSvfQpOHiXYTlMdV5l+htlRhsVmL1JEN5gWx8QEpMEl0/ztdccsskUyzPwyXaLILzF4vUawlcNmt4j5hfT5FikIFeZ0zb4RqfE4R9n6egZvHCXqYMXWbsWQu+8hDT2DQ6LPQy5SzKr8mMlRkb7Ez5en+e3wjdp761wbk/gceZNlPI6G7NxgsTL3Jja5J1XKgjXbzDtuqwlZHITIfqdVYpbQxakGMHciOKwx3On2hwScGO9ytatPvtpnW9qa3zavMSZVBgx06SwtojfvU95/xGnl+e49kuPyNtP8e/t8WoQMDcpon1wiUdzj7CHO5QGSywzRv70GNfHDllV7qMbu/zN+1ki5dPk6wZnl1TGw5u056Y5/N875OUUV9sOl8UQKWXs3/o8+CsRnvf+4b96q7l7yEShiDOyGCoBvqGxfbCH6om0G01y8RTDqIgiB1StFgeygIdMiRArnU32nA6R3QELYpSO2WfQatFp1pAWZpiXiyx341jNAXZKwVSHjHxwrSEjN0DRQwhegOeB6vv0Oi323S69pEpuq8N+wqc2OCQW0rlVfcx4PIHUH7EcJImbMqO2hxK1UA77yI0BejqKKFsoy3FMu4Y7k2IYSTA2UUBKRdCzHiGhj6A1kc/tIsoQCKchqiG4bWobnxF2JWQ3QNFsHMWmbw6JGBEkXIY9F8tW8dwRAgGKBqIMgiAiiaAoR4iOIIKsQhDIBIKAIB7pPnwURCeK1fWw+i1UWUALJFRfBWI4doDXaqErZTTzMWEaCJ0hQhCD8XPYIw93MMQw69B4DKMyKC5yNIwgJMGKMjAPUa0BkqGhxJOI6THEZAZSKQLHQklnkAMLQ5tFqjTpCrtkezquqWNlMhiORy8WZiRYWFWTrhIwWUxD1cI0bUJbj1CNDLXMc8TjCYRQFoQ9GHZwOzW6rR6apCEpBrrsYze2kLr7ILXRRRFBbOH22ow6Joqm4zplRLODLFiI55YRfBOPLpZloYanEJQ0eCMkbZ+DqkmjGUXyZ3iyvke53OX8F8aotVucOT/J5loLdyggBhbdTo9+D8IJaLbWmChNEpfP0+21UQ0fWTIQAvADB8f2UFUFVVWPw/88z8PzPFKpFK7rEgqF6HQ6SNKRRufZcOP7Pp1OB9M8CiAURYnBYHCMukQiETzPIxKJHA81iqIQBAGO47C9s00oFELTjhAZTdNQVRXbOXJXGYaBIkufhxcqhMPhYyG053l0Om1isdgxnfVM0NxqtY5oL8eh3+tSKpXodtrEEomfK4Tnsz/7528V3v2AzfwS9UEXp/8CxVKb270tPnnwPOvpqyykNSJ+QG5Q4Npemb63xc7qeTIvfcr+wUPqtQGvjJ1DM4ckvFdB/ow94Q6nHy2zZExQinkMrz0kcnqb5sbLjFOhkcmxVN2k1izQ9qrMHCzSerSHJQ9pT9m46xnm923+4JRC/dMN8gj8X9lNovUJFGfEjJmmHrlIaOU6nVcvEOlWiEZXiG+dB2ueyOUozns7MD5Ds6AxrkxgvJThBkMuWjfZ9m2mhwdsLnpkNp+jMtEj9eA02/13yZxKsWY2mbqRQMv2keae0BofZ3evzXDRIC64dHoeqTo8ODfH+IMWbiNK9LDCMO8RuushuwmUuRF11yR/OI8+fsiO0iGnXwZhGWv7DoUzXaKrT9gPyaTti3B7hHXiedKVHyH8rof98n+D9iiCeO8pQWOJ+q/9x3jDLuK19zHowMffRXZWYPE5NoVXkGZukAx5CAfXUBJLPJ1LcPbHdZInXuTwCzNMvRZhePsRSuaLREuHGJNfh4/rVMpbxGUL6tOQO8FkecTexX0eT9fJrUWRliqIUpjDlkns4Rh6s0x6vEivk8AoXAFlFc602B+OyEq3sRoeg9IiO5ZKRm2S/OyAnRfXSHZjCHfX6U+9h70+Sb9lYqs3uH9zi5lfE9AHm8Sz87ARZ3XhEdlyCss7SX55CftTCdn4p+y8fZq7tZv0nAm21gbcKg/Rfj1JfGufuTde56eNh3hPJQ7dMqPtEXe9KZ5kNllI/4io8jyZKZGH6mPCpUMa9W9zKfIlvtNtchAq8037xxzo/y5jwbvk4nNsDjJY4S6nowE3bkkUBlnk6m2uhGd5wVSpnBIZ11osqOf44dtPcYMYe5kipw2F4JFMaPEklQ9M4n/jEF9XWf6qTGtljT8cc3mt2eaKF+Nud4q0+ZtkvAwPcxOcvmdhT01zLtnBXA2xsNfks+kB88kJNv/TKslvCZxQ1vh/dJWvyDWakbNs7F/l7PJF+l8+4PBqBPP0ciuxmwAAIABJREFUbey1Ad0/bdBPlBi+CJvVT7mycJq17SpDa4Jzy7mfndJ66x/85lsYGpLn0/EtNjSLbDzObHqMmKJjxEJg2ZTlAYeNBn48BKU4Hb/L8LDMVLRIzDeOkpiHNmo2RVbLEjEN4oJG1BzysPyYPzS2yESiaFqIVFin3OwSiSTI6gns/gDBH/BxsMYHsSrXwnVOZ3Nkw2kWxxaZK84hmB4n7DhLwRgpTycp6/h+QMQtQK7NKG4iqwokNWznkNHB7+FF7tJ59CmRQZcDo4wQO2AkPsUKPDojH+PFCkQDJOE8lhJDdh1igzJ4Lo4oYPkS1sBDFSDwTbzAJRLVwbeQFBHHC3Csz2+ycOTGCoIAPziypAuCiCC4CLIPEngSIFqIUgox8JG0DmI0jGCrCKEo6NMokoxc/QSn30bqCTBy8aIRLB+kQRWJAb5gosTCkB6HZBEhNgahBEgWg+E+kf4B+Ca9XgOnXUHvN6F8AO02QXeAc7CPXC8zXLqIzxB1bwelfh2lu40bpNDDAXgj7GqP+JSOHjKo9TTiwwbqo+sIERXCYcLmIV1zC6FfR1I0ECKI0Sx6Ko4g2xDYBEORwLTB6SIOnhKYA5zMIlZoCkOLELT3EAnwRBU7nEM9/4u4WhFkH0GRkdQlHLGCzyaSXePppstwGMUOLMLhGJIn0Gt1OXlqgma9yvh0kq7VJDc2Qb3RxrQhZChsbHZwvTLnT1/ACLLgesiiTSgUw7JcbN8lHo1hWRbtdhvXdUmlUrRaLcbGxvA8j36/jyiKOI5DIpFAkiQikShBALbt4Lou6XQax7GJhI8CBiVZwPNcFFWi2awjyxLlcgVBkNA0nUgsRq/XRxQl0uk0rnvkFAuFQggEyJKIrqn0eh0URcayLeKJGLZtfZ74FNBudVFVDUmUQfAQxaPhyDAMZFGi3W7RH/SIxeNYjkNIN5icmvm5GXj+2//6X7wVmyjREx8z54ncpwKxHNmJOr8QKXApcp8fSK8TkQ7ZGe2S7bp8OBdlrllDOayx2PxbxF43mVYE8itDSnPLWFmJ/OrLTHlJJo1l6uUf8j8wJBUy2PYkpsd1qoMn3JMFnLnnKQZ96uP7/H7wkHcj7/HetsRXlYDkxCQ9TeDy3hTb2T2+tp/jIlkCXyfLAXHvgMD9G4SH13HPF1E/a8JpkY3t71LRv4N+4QED9zpT1hL75/8p3eFlDP8BN5sDJGuZ/MsVxqNDshPPY5dOkki9Q+HxPs7BCP3tHLcuZzG268jhgOh6Dnk7SiKxj/TYQ03PYc1LTK53Ya5ISLRBb7O/AxlJRp8Zci2cYCEzDocjRLNHYiIDmT344QY7E3GcVYe18x6n15NwzkeM/23S7/8JLiscllqMtZPImS7C+CJCoUjsd3+PkLeG9koOPr2L/PIbdBKX0HfHSKavElUycGMI9Sm2wo9w1h6QEeaozmwSaYbQH2/TGQwJtbahtsV6PsSmkiW5t4r38AZa8/eo9QpUT0fQPI+gbDAxFeZhchFskWjcRtr/FOvMJiuZKRKrLfTkTfYiHrGnBn3LRTWKGA9qNCaLzFZNRjUBmaeQO6B7awj5gGH6JXbjzxNvNdgPhXnuhoo6+zxyz8Of/3WsKQc3OeIg+wql0MsQrFKZbhPeiFLO3KO2EmEtniA1Upls1PH9NifTJ3gcbJC3TqK765xeOM/2Xhm/NOS8Nc7dYoXunQ+ZvPCfU9q/TPtxn9nk6zyJJ7ksxTCtOiYXyTo7PNmPsOULXAkqfKL1+EYJtCkXiQb2lEh2xmD2dp+7Whu7Mcu9+DSpjVsML5lkN+dRSw9J1l7FPxtw8+xFzjRuM+U2ubPjkh+ewe7I9OKP2dSzzF4+5OGNLE78NWrSTWQ5zIvlLNXEyzAlsqHpCOVdPM/m4pVF9hZucsdZYjFQWFudgGSLmRUNodtH8WeJZe5Qe1fDmldYnJiiOgMz74jsz82RTjfYb8dIt6dZvhj/2Skt3/fpix6VfhtJkrB7A0aeQ63VJBNL4JkWLgFmd0gimyawXbrbh7QOKojjRy+3ZDSBLIgcmB2cdp/a/iF11UGIqOQUg8mxAm67T1IMEVF1BD8gmkvT9Uz6lomviTQFB0GQcLsDUoJOfeeA5uYaQW1AxA4xHhlDRUTxdPQggeSnkMQMhEOghFDkEPRHEE/gyhq7a1UOBiOssMhQHHLfrPPEPKBHk6E3oNZuYqs+lgIIOjICBANwbAQxwHEsPM9BFI9oKlH8PIPH8bBGPpblETJ0ZBl8j6OdBAlBlhH/8h1/lr8jqAjICIhAH1GWEaUjiNhUZXzZxROGkEoyckUUa3SUXOgFyO09JLOC79UQxSGGIoAswbAN7UPcyhPcymOc1iFOrwu2hGeBJmrosgKeDapwRCUFA6xRE9wu4shD6g1QlQh89hFbf/QHSBEDsjmGoXHcxARy2UbZ71KQPay1z2hv38Gr70NvAMRRI2OIkQRe74CR1abXr9Nu7IHdAAYIMRUlk0SKRUFwcLwWoh4QpEO42RBeIoIlxwki45ixHCgQCCMkHNRABs9FxMJ3htjWAN+TCOlJ4qkkuXSEfDrJ9mOTlVv7yE6ClXsVmjVotPaQVIEAiEYlPBPu3tzAoc5g1ELRFAIvAoKFH3QwuwqOcyRajsVix8nIz1CaZ3lLz3Qxw+HwWJT8rI5CkiRc18UwDIbDIY7jYJomiqL8RUWEIDAcDul2u/T7/eP9n+l9LMtiNBod5/48Q4Ge6XNGoxG2bR9vfyaUfmaBf5bt84zSerbdNM1j19aza/l5WbqRDjsv3iGyksPd9rB67+MsXyVoPsdeIceNe/8Z6b3PCA3iTMaTWD2dyQ99bGeA4UYofCWKfe8kljGPlpiknnmbG+sCd85vcjNX52mpwuSlKSakE0TCL3GyIBGV51AiBYyIT2xlhQ+CLoqSQRzqvO4pXMl+wIejTSqrP2D2MxPlbJ6T5kVOBkPSTolcIU1ezlEYvUTudIvwhEOkCjtJG056zCamsO7uITys0u204fpV/v6PEjzd+RP2Jj/h9QsN2o0NqOdw9qKgjZNekVgzz9EowGGnQPEXK5gPh3Tnk+gqNOcbxIM92r8DBzOgmE+xV+sE13rwdIu9/RyUYfJX02iXXWrOWV4YBfj9OI28xp2vFaBX515rjObfEijteYwVf4Qenyc4NUOt/xW8+z+AN95AfvLXCD0JoGVh/6iE3V+FlX9Ixxeg2WNnX4FkBs+IET+8iis9Zrv1ITzZ5ebdERzeZDo6zVIqBcsPKAweEb9Xgx+tkpFD0N6krnjMb01yccckc/6A6DtDdj/5lGwuwdzkAsNQHN8SsZQGJfP75JsPeHztz1lf+Q7GD09y9q5EYt7BO5cg9CTCVjdLZFBFG7Rh4Zcojb9HzbyHfroGFxSS6hm8SIDgPiE1WyaaHjH1Sylm4z4fnfmIzbtX6bkvMQg9QLcFJhIbLG+s0g3tsfOpQ/HQpX12iFq1iUZf5nJkFjWfwLr8Ene/r/PPK3tYUYFbBzfJVKC1eoeuD/Jnk8jDPoOf6KzOKDTe/d+onPtj4qknbFc7pIUnPFr+DqlenmHfR5xd5BfFbfrbGr64xNmDNzGHOo1ylpg1TlRKsvJnq7z7eodIpMELU/eYWPspjQtzzEhfwF5MMD7XRJn6jNpPRpy98Q6LwwHuDZl+eZLdlYCqbuKUh+QPOgidKMbSKcJL93C1X8CcqtAO+hwKf0xUtpie+JCHL0Q5rOzxo8aP8d9L8dzGHdQDgwfNEo2NJDdyT8nKS0xYcXq1DOoLPb4evU/3whyn7LPs5HqY97cJh5LMixrS9Xf+rc+DvxLhufN/fPetZrPJmfwE41oUNRBIhqPYjR4hXyIWjRLSdUqCQWB7bD7d4oXiInrf49rmIzRLJINOVgiRjSWp9ltsiCM2+zVm0mne6a5RG5OJOCJn83OMhg6bCYv6YZm8EUVLJbg9quBNxBlXI0wVJ+hvH/J3Y6dp6Q5mVyIkRfE9h2wyDXUoaSXyahEtfKRL6SktHNFF0QPssSjG3Ay0q1yrbhFEM9R8m/DAp7pWAcSj9N6ZBsmzBqKgIwlFxMCA/gH9g6fIkoAgifjBkdYhFg197hoSEEQVVTUIBI9+30bXZVRVwfdcAj9ACI6QCSEIjtAeUSGQfBBVBFFFkGyQByCOEYhZxNBJvOg5PMcgkCMIsgLtLaTGE/BHR3Z4hki6j6iOw6CHbw9xOhUYWDD0kNwwoi0iDvsYkoMnqgiqiqyoiIIMtnc0eCUziIFCrecQWz6LOVFEt02e1jokMlOkvvx19ucXkAcKMSnG7pMPyRZOMdg6gN4hrd2beNUtQr0yomdim2BLEroiIkYnCYYmRgB6KoNFlP5IQ3EURF/EEyN09SJq9DRKdAoNH0nwCDDQ1BRyNEpoIoWfGcdWdNRh7+j3i0NEKUCWNbDK7LSG9N0YnpTj1GIR3AApMOg2A+r7Xc6fmyGbFukN+mhahHQmRfOwTasGiqxz4/af88qXzqOoGQIvgiiOUMQQ/c4QQTqyhD/rzAqC4HjdNM3joSORSOD7PtFo9DhUUJIk+v0+jUaDcDh85KZSpWNUqNfroWk6oigSjyXw/aPwQcu2iUQiGIaBYRj0ej263S6SJNFsNj93b5mIokCz2SSZTAF/2REmEw5F/iL8EA9BONIA2baNJIqMRia7uzuUSiUcxyEWj1MqTf3cIDzv/f133yob62SGGeLtE4TeuEyyMcXV8B+w8KHK+OX7hLJjwDtUGnnuDvf49/NFoqMBT3yb9IqJYL9HKf1lLpkeP7BukJbLPHrU5etTIzRlg/85dgVt8ypfk18iGJncVnfIH9axukkuLar48R3+/EGI/yATI5h8jfa6zH/oXWB0XgZHRpFyVLOHtOYvc3Y3TIkJdkaL5OUQ5qULNLd3CObWUe+Pob82QT13HqX9lD/aOyS9dJ7y2H3e6Pt8/FmLzCewLWmkvqCTv7iINNUCS0QJ36KtdBn/X3ZJh3pwCubbLZKLU3jhHuHDHkEYIvOLRJUUpJtI9wzsb7m0T0HBho+KUyzu12DkEJqsIExHEX6aQEj6THzfhJcU8uxj7BkoaQ9y3yS4KrKhxlCKIfZOj5FeiSLuf4d+aZ1wZQops8Ve7QxOekQqUQNZIj6xCWoVccPHKaZwRptE2l9F+WBIcWYT96Ush9r7xKZeBMmksVokVLpO9SsnkcMlrrZ3yURe5mO9y/xci+9ZSeaTUyRePIf78tcRV++Refw8Yw9ayNl5Hj6yKA5c7I1vM3/Xg/w/ol5fI9SLIj5aplUUScymMH2LiLHEZ0abUmcSsZ3m440ttOANopvXiV6qoMq/wfW95xHTTcaezhB+Ic78tTdJFnI0InOkXv8ywl4aVgsQXUHr7eFcukvIFmiutHFGZR6cK7Er5Hl9YY64+JT5K1kSQYLedokXJutM+WmaTh+5NUv68iqKPGTouvT3HSqfPuTL33gDI8gSHm/R7UHLTFB9vMde6hPs8AKSH6GnPMDJ5ak6PSLvmcQHKqu9OcobMtLLX0LUo3zdarPWPk+8FCEqR2n/0TpLjXXWtWlqY0nCEw38RwKtO1nuj3+JM4mnzHXH2JjKcSIuI/cmeP5RlU8iP8XY6vGlYZIbDyU2X7RJ1G06bhcteJNep06ukWMjobKoOiQPNKqZS1w+9Yh4cJ0L/RMYJY2VaAaxU2ZwIkLy7iXeFbeY7N1hd6VIL1jD8sKkAwnxq68yW4j+7JTWn/3Wv3yr3WrQ2C+jhQ0anTa1gyoj32U4HmWtVyesaCieQMyRWFha4t7KY+aSBb41eZH5tsxJKUUqUAl0GUEU0ASRomDgdjuUSxJPKju8MX+O/YebFFJjdFo7XE2NqGRF8i0HbWgSNXQyowBZhJsZi58ULPQdh1J6jCRg1huEBwazToaEayE7PRBcAiQ0w0MTPazIAPlpBWG/RfjCC7Q+esps5jTheIn/e2tIWRrRiQrUBZfFEwNSyzK+GiDoaYTReehv4XR3CAIQJBFREJEVgW7XPnqREHz+pS/juC7hsI7nuIxGDgKAcNSfFQQ+oiohKEfZO4IEiC6CZB+lLysugpIjQEMUo8jSEr6r40kavuCgZyM4wyoDxcOXEiiRCRDArVZwrSGBa6PG4jAY4TojJE0CBQQxAEnGT6QwkfAkDWQdXzSQ5Diuo9CyDcaufAOEOJrpIogq6QtLWDNvMohPEPPraK4HIQf/cI/q/ATZ8RRCc5tYLILQNNHsDjh9JM9CMwcI/QZYLSQjBVoEhj2E5iaheBhRy4CWRdTC6Dp4mWmkyjps34LWIbblE3QaiO1tXLuFPPVFfHkcmR4g4wd9AhwEd0jg19lvydTbYXw5QS6ZJxHLU6/UyWdzqKLGg9uPGDR84tEkYSNC+eCATDKKY7kMhg7RlMpu9S6zS3kCN4Ic5BBR8IUao5FHIpEAOB5UotEokUjkeOCJRCLHJaDPdDgAh4eHyLJMJpP5HOk5sqPHYjHa7fax7iaTzqHrOoahIwigajqhUOjYvv5MoHy0j8FoNPo8SfmorPTz0x1VT3yOKnmuj6qqn1vkPUYj6zjrRwBc16Faq5DL5fB9j3Q6zdjYvznD4v+Py72f/Fdvme4M+r1VZMCJXef2rR+T3H6T+W+G+MNthy+FosSFMMPOOm9+4xU+vGpSOpfmhZ0wSsbmYv8NTuZb7M+VKcUnSY73yLVVBlszHFYlHhxe5fzMf8Sjrf8R4a+fofSZz++V7pFsXkCMx/jgSZ3Xx0NcqbV5Xx1n56LIn240mC7PE0wqLBfyOLfX+YVtizJlbFtjChPJb7PvlyllLuCVBxgzTUZrZYYf3oNf/jKRT3Y5EP86eifEW1vnaVgqmekoDwt1vq41qf0n+zh9G/GMwch5iXBjD+3SAW/XYaKr0WwLdEZVlIMCZV7AnH9KNNeA3RTITawv6jx+f47iSp3r6R6v+FVqfYVwOsK1WwYlr4n5fIzu4AnhUwP8sofY80EdsdMZ8jRymm44y+TkecZ2B1SGF9ir/Iji/DJy1MFqq6jTGyQUnfCUROtwAWHYQPYKPIxA7lyRJ99/m+LQ4NCpEH8BNtQA/aDEqJDB7EqsHMpYFy6T0zYw7ZeIKbeZyv46fmSHE73n6GwLnFt6hZ2Ti9S7l8mU/lf2018j1ouwv/VH9OImJ768BI8ekZAWWI/5VEcWsY9msaMH0CmhTP050Z0oXQSitkjMDtBW7qF802bGjhFNLbHbnWMQThG5NEK2bqJndhl8+ABvO4ke/yMabY387Ee0KgFOz0Wekun2TfT+JqGnZ8APMHI7tFcPOcjVSLx/gleDAf34Ep8+3OVcRCP7mUxNSGL3PG5HPYylHIVGFdmEW60lYkaDk4snefvGn/ErC5dQ+yIXZ3PciY6RjD8kXB5nPpEnLd1n4IZZXIsw94Ua7ecUmo/7mP/lLvW2iKLVKdysYPYymAsldq7vcPLHPqpeo3Ayhrm/i9IrMX6gkj9lslrrcjZhoVk11jIqX9wNkfpGD6+5xWboAnPJWTw5zEI4xKOZBomPH/LFwgmeTnTxRzWUz3aR0hm+fLDP2NhL3Mgs4aqbVNJPebmd5A8nA4RVna25NpozYvOeiZNP8En7JJlJmyd8F72c4he+LvGedoLihQjTRH72gedPfuufvWXoOulInJBhEIvEiYoK1mhE1R9hjyxmtARzuSLWXg1Z0ygPO0ynCmT6Ak7XpN1u44U1brtVfF1lPJLCNU36gUV4Nk9I0xA7I0KWjBGKIDtdNnICzWGPOceg02zgRzS8cgNzZLKumHS1gOf8EnLfQmy0mUhmkYcKGTeMjAdYMDdNvTtEk1xEe4gcDxC3WggjH+amSOx1yWZn2H+8zdLiC0TxaDkeAwS+8ssjpJyNrzjI6hgEJwncXZzmBr5/VECpahpaSCdkSICD54MXeKj60Ze1Zdmfx/mLWJZ7fE/94HNNDwGCAghHfVrCs0weMYqgFEBQCdARlCSi5OEEAZLoIwsK7UYTR5bQQ+PIbhRz2EQLmgSehyQoeCMfHxdRDnC9Hp7bR5JV0OKIiQKyHEYQDQJBJQhEPCTUcBQ1nsQdWAzbLdS9Ks7WBoOQgpGdxrTbKK0NRjtlxEwSUSvgaTKRdovG+3+C2KwSdoPPUScfBBHPGRH4QwJhgKjK4PbB6yAaLlZtD9vycXwX3+sjuC1GfhdNMMHugigih5N4gg+Ci+MLKGfeRBYTIPdBMCDwCCQT12kxGlZ4uB4wtDKIoQhhPYbjuPRHPbK5JOGQgWuBZQZ0uyaZbAxVFmg1O0Sj2SMKI6zg+Cal6SiaNAajJFoooN+vEfgy6XSaXq93XM/wrK7hqMfqyAH1jJZSFAXgmEZ6tv5MPBwEwXEIYDKZpNFokMlkGQwGx+4pUZLQNO2YGntWAZFIJI6zdI6cW0fnTKXS6Lp+XE9x1LvlHocOer5DNBrD845KRgPfp9frUq/XKBQK2LZNPB6n8HM08Pzmr/+Tt75ZP031cobsgYDnPeaKV6QXc/joToezGZVuZ4fc3gQTpRyxq3G+47zPzPRlSsN97EaZJhLj0Vl+t/yQUDXG42KGZCWBndzBkS+RNyKM7dxi9lII7cczpF6+yl0pxcYXG6grM3xLeYxYH+NHpY9Ib7URQzrOlQpzcpGoG6K5/TGvjD2HOEiS8tLEIwGmvYO6GCPhhSg3muiRMlqohLIlE3UgZmVIDPc4n5CJ3PbITdcZ8w6pih2SrS7B3/GYyVoMUgqJD4qo0qv0B9/G/dTlZNOjLsnkzDlib/Yw7yWo+rdIKssYh3VqrzRZ+71lvM4By9kIykKbiQ+BN6F916E1lWHOrCKnFKrNKoUJ6Hahl/XZTEM4mCbIjxHxioznXyLmdSGzieDXKORn6S7GKJd9qp0YY8/FYbWHNyoiT/bQukUwBug7PdTVBLlsB1bLtCsjEuefJ3mqT88rkPcOiJxIMFDyjNeucSOik76xjJBe59pti7WVDIscoq9tw7dEEoMUqRMfwU+ybH98G+0rJtJ0iehEnE6nybsP/wXJ5pCJ7EO6HxXJnPTwo6uoKQ+9ssyW/Sml8TmaCZdkMIR6C9Z0tpQIibN73LhZITt3lshNiJ1r0nuvT6Y2ILzo0F5voM40KK97jD3/X6CVjlLQy8mXMccbxCQdNp8iVYbcGuYIPbxEJe6jZWdwkxUmNu8zo73Mny4u4T3ZpJ2+j3loIURn0JQsT+QypVCD/A9heCZDa3+fxPlDxs/n+Aebl1jYhNFahLSwx5eMN/nHUo2Z2jYxsYtj2FSuXaL+qwMu/cYhbqvI4WmL8ONd9krPUzl/i+KGwG+nYtSXdiCUgytj9GWNkdhjPabxXLJHMGETP3hAqvYa1VN9IluzfHw1TiEXcL6wx8rTLKWdx+xHQOheoRK1aYx9CemWxeSrAWcjGm83smyodzm/4KMEOo3KJGvFOidvqRwsifxK7oDd5hizjVOYlyV+dfUxrqfxwJ5GaVUZzH+NU63vcXg1zcnThZ994Pkn/93fe0uOh0npYcShi9Q1mUrnmSmU2N3fYyKeIuNKpLUIWSOGJcC5/Bz+o31oDrkldXgs9FCSUb5vbbATsrEHI9JyiK45YFMdsFM9JGUKnDaKNCt19NkI9zv7CL7HysEmm7MG/9rZRO30CJwBJ9Lj+HuHxEMx/OqQaTmJ3xkRFVMYYgrXE+ni0jQHjL34PGI8Da50RIHYHu5wyPZBnbHMLHQd0lac0tDhRFsn1CsS09MsXFJhrI9vu0iEwCvS7G8Rc3sE/lF+ju962I4JgYusgnT0PmPkjNBUA993GA6OtBGiAEZIRpJEJPlz22/weciyA6LKkY5GyiNwju3tNqFwGFke0QtaiEEFw4gjSyEcN0UoUyBUWkKZPE/7+i3CThfBMxC1BAQKiCqBHEbWE0h6Gjk+zsASUFMZEDMIaEiygYRM4NmoERkiCoHdRRBMBK+H4laQpB4HzRZBp0I6q1LvdsnYCnJiElmNYTT7KPU68p//Y4TqU+TeEJIFTNtGch08VcIWBeRYEtExwRsx6DYItAgYCYxIFCWiIxsaQ1EhWj+gqybRxs9BqEiAhq0oSKEYWigLc2fwZBFRjx1Z64UWSA6K4qPFDJ5uegxdHceXmVo4QbPXwnL6LC+fIBFL4Y80onqGycI0zUoNq2OihVP0BmU0XcA0RXqmw907a6j6gJNL52k1O8QiIfq90XHhZqPRQNePAgFd18W2bZLJ5HF3Vb/f/1xcHKbT6XxeHmqTTqcRRRFZlhAE8bghXddC2JaDruvHQ5Aoiows63iA0XWdTqfzeSaPcKzjObKRH2l2wuHIMc0Wix2JrDVNR5Kko2v1bEYj65hmU2QZyxrR7XUoFosEgU8oFPq5qpb4Z9/7n97KVHoIKYvyloQ0SBKdP8XM7Dapik2uKxEuaSxeuYwY9tktd3j9ykns99ZoTJex69PUaLHeMPnIXeeBmub+jTKpMwPiD7J8Or7OKBIh0a4jdnpcmBLYL8R5v30LaXORXfUnfFAU+XtRleLGPmZpiiTT2MMdhDs+XespJ6UY2v4Unygj8m4GyS4ymGliPFU5ePOX6MsN8o2zYDfY32gQG9ylWtsnOf83aQ8OGMgBzyfGmH06xuSgSKpd5tI81IYuhb4NX5rmuqxTHnzCghqFexY9YYbWhQPqn5gUMg751x1aTp2IsoTcbJDUZLzpPna2jfaDLIPZWbR6lRiQuHMJ+eQmPAgYhWTC3/VxTxdJNntI1QzB7deJCY/YyyxQfVinwO9TlzvES/8eBo8JbY6TnrIIx3W0wi/CTx1unH2f1KrO6tiIZNXlkRQjM92jrC8T606SWF5it2zTGf+Ih/rvoE2ViXljJFYG7MyoXLh+Bil/n9GHURYn+yyMlcC5C8s2n/7rHTLRbeS6w2dRi+fKM3hnXiUeU6jfCZPycpZeAAAgAElEQVRXbzD/29/FCA/Y/94ZpgUZyf8xO0KFzNZLMCuRWC7SaVRJ1WrsfiAQH9ujlZqjkJXgnSSzrxncuLfP7OgQFid4cvZlvP3XsCcSZL7QQBCXkWMKRF5CLoy4O8xz2hWIJTpc335AUVpEmLjHj67m+dX4PlLYpRWfJRj26NYUGqdizMdspoQwKdNGeOE81o90ip0b/O3DV7jdrlJxXSTqmKsaf7xwSGwzzS9nm7TEKPmszf1ImldejHGq0uZwI8yNzBQzWRen9SEzhRiVcyJJT+L0y0Xumw7npx4w/ZNfID0eptttsuE3ePVkl/zd5zGWtnC3Q/Qqk9Tv1KnNnWd9LML5gs0fHPYQsztEcnFSTp98YZ6E/ITrTofxsIoViExOxnHiGwjCPHFtl5+GxtH2EkwnWhyECojmFMlklufuHPLw9GuEnQ1amVNkWi2E2Aq+bWIZGU5ecsm3otw4WOGkfEBNMYhPv8hs1vjZB54Pf/+7bx0EJooDCUnDCwSGIYW+7+Ao0Bz2aQo268MWei6J1DJxtqsUwil0TWNxZo7FXAF1aNOuV5gwJa7okwT7VQqhLHetOvryBDWzT7JuIQxtVswK6zmZJ80yzxVncU2LvVqdV2bOM5Ed53Zrm/J0mJlKn0mK5EZhYoFKFBnBTyAWFlBNm1giBb0q/c4Q1YjhCCKtkIeRzpEaKCA7IAaIks46W+h6DKPSYNoSqH1b4eAOZCY1xBkPlCsEjVW8/5e794qRLEGvM7/rb3iXEZHeZ1VlVpZ37f2YnuHMUBxS9FpQfNCK0ErQCgtqVy/NlQDuYrUCF6JEiOJSnBWNaIYccTiu2dNdbau7urt8VmWl9ya8uzeuv/sQVUkS4BKg3nYuEEA8RNywyDzx/+d8p7VDJJVCAhRVRI3rSI9ggkEAiBLRaJxmo9XjnwCS1LsEftCrJ1BEBEno+Zh9rUcc1kMsO0m71c8v/2/XWVg85LlnXsL3mgSJi0TEBHSjeEIOQVfx3S3aTpcIIt27rxN1a4RKH4IaAUlBjKeQIr3erBCNUNBQYikEMQLOHjgdQqOOENpIuIBP2GmAY+G1mqi2RUd20FJ9ZLIS0u0t9r/3JrmpImTHqH74Ntr7v8uO45GRbIKdVbRkCt/xMfQuegYkYx9JT6CKaQTfo+Nn8dQCseFp5NDFbrRxpUHUoZOQzKB2ShBE0ApZDKeGa1aRBBc1tJG6dewwJDj7HNt6Aj1QkBAQwg6h0ECkgt+xuL2o4coxLN9DT6p0jCaiqJFN95NK5Ojr6yObTTMxOkpCz3Bs9BSWIxB4Bu26gSzoaEIKuwWl0iq18gYnZ09htGJ4TpdEIoGi/IWBOZvNHjWoPy4G7XQ6dDodJEkik8kQhuERXyeRSDxi+dgIQm8Fpam9UtLH7eiPj263SyQaOzIgG4aB67pHMfbH3VuO49BsNmg0GgjCX5iQTdPsxdhV/ciQDAGyrPxFQWkQYNsWlWqZXC5Ht9slGo3+QFVLvP4b779WG3K4a+V4anwWZ/tDskESNfskbRb5XtmnOxQj/sYGK6eyWKUI4qd3eFHPYFgOQ0+mGE6eYT4js7jX4cyAy99r51E2Mgz01/jjrdsE+ix7zp/jdsZYrVTYah2ymeln8bDBVye36C6NUtv5kNljl+hf38KYqLDl7DPmDPK0cxa1HWCxxan0MIq5Te2sRs6bpBOZRFMfEL+RoHpeIbHTppmJwvQMOXWU7u0hpHSb7FrAzl4U45U6sdqnTFo/h3GtRvwwyfpcjZw7TrRxluOOQe2PV4l8aZ5Y/j6RA4e8A7emXO6/+0MUJpeolKq0bwoUpjvUHUhuwv4zJsWPS3AadmPQGlynFcZJbjvE2oOQnsOdecBabZrkoMSv/Msb/PrNMr9w4l8wMHWfsH+IWP0i0rYB6WMw5rGwGmBl6iRHM4hv/S7xXZvkgycovPgQKdbPYHsW8eMqqWdDOPEk5WaOgcE6qcQ/YXLp10geRiD7DsvaFbzaDXKtKdSUQiRUWN0UUPqu88D3SYy/Sp5FYp+U4M47qM3TxJ6WOLj6W6T+n3fRtU9Am+U7zltMuzqZnE/wubcRGk+TXYM7J/egvI1LPxn3PNSHqT99mnRpncjeAzg5Dc4rEM0ykSmz3kyTOZllqGGwt/sGub4syu468jtbNC4V6dSeZFFIMjd1EjtyBz6QCbNLpOX36EgpTN/na91phNGz5E7HeLj07zA4wdy8xImVORYuaczlXmSuMEQuXOXc5FeQ1kPW9uJsGFus5OH8qM/gVXh/9SGvLwo897k8hv0Eh3vvomUGeGiNkQ3WuDzSIdj8CnoyyoLgYO3k4M5dtvea/NhahTvBMa5MvkGnGmHpYYyfec6h9OF5ume2ibVkri9ucSw9y5mBKLHGCnvX2thqlII0QCwbkmnlMHc6KGfi3FyrU/nSDCurNYbOGtQeDLMxfZsXHYNb66cwm9dp+qtEjWO0T8rEH3yf9d2P2ddGKUQylJv71IVRlGqKWFyknasz9kmX3945Rkdd4HBAZtQoEPV0xHSR8fx/g4fn6v/9R68dtBoMqkmiTgg+eEKIKsv4QoggCoSigKcIJFGYlbPUyw0ankUqlaJzWCGViNOWPWRFoK8Zku9I5IfGqJgGLc3nk90V9kIDte0yODSEoQh8tLRATopyLExwKj1Cf01kRu9D0VQ6gU1fy6G/DiPSAElPJIKAGEJIBFFTMDqrKFYDwWkgICC5PlI8iZxUUUIJ9uogGNA1CFsWEcFB63h0LJ+u5KN7EuVygv32LoMvuuCMoUZ8Glv3iUVEPM/Bti0sw8ZxfSQZBFHAD0T8QCSqi+i6Shh6vTVVCLIsIUkiYRgQ+L21mKhFQZTwAhNRG0aLTvFfvr4MApw7f4F41COMXULRUiDmQU7RxSCi9EB1aiRGc/E6gm2ipnrFlZKigZ4C2QenTccq4/odPF/EsUVUuU5o2wiSDJEIKCr4HkI0huCHyFoEAQHkGI2KS9SuIO+1EbotTL+GohQQV+4QcffZ29ymr9PGPCgjmz0qdkM1CRQXXYNGEOKKOlokCoGAELi9SQ8+aiqHKsl0D7cJ6gfIaQ26NWyvjipU0QQD22ijaCqha+HHkkhnX8GOZkkEFjIigtPF9tcIwi3cLjxY7SeUk7S9OsX+AcyOSdd00dQIiqoRCgGKKpJOp/HcEEWOEk9pRJUsQgCJeIJOHXKpDHbXRFckpqcmcTtpXNc8Iie7rksYhiQSCURRfDRJ0YhGo7RaLTzPIx6PH7FzHMdBVdW/tNbqdWz1DNC92J7jeOi6djTd8QMXUVLQdf3ID/SYr/O4HgJ4lKoKHxGak+i6Tq1WO2L2RPToEXjQsk1EsQcg1DSNMAip1aq4rsPAwAC1Wo1sOsPQD5Dg+YNfe+O1xfseF9o6+cYtRozPsP2FPRRM1GPHGBVCsmM+H7gNtGGFM8Jz7G7d5aqX5YnIaVbFZbamJnnqzjZjyQuUtz9h1p8k/Uqcr6+dJBrP8vHh6/hn01ze2ySfe4pVAa45rxOVP0/UGeTF/iQD5x5wuXCaUfsV3jSX6VtL8MT4TbTOF5hIj2AYJbpmglj/OB3tNJGH30RLv037zjzK8Xcx7tRJnRohBegDMfiwgTK+yY76kGz3A0rRExSSBtEVD4MSy8AN5QUGxRWUVzbRJw26n1TZmahQOHOAYPbTcWz2bs0yoJWZnR5mv77O1F2Z6mCErOMiF8eJNRvsFMApJkg2BJKqT31ZJjJjEStEuVeqUvhhA3XZos+wWPafZfXBHXJRuPiFHSRTpFn4CmBQ2zvD5rxM4aaMeDZF4uoylclj3Lz/G0x8VEX+7wfhuwnw6tA8Bi87CMbztO7/C26uaxx0zjMSvAeVKhzcg6RKVHyKofQ9xMQ1Fg7y5J5ZIbfSQXtpHvGWxbqiMu5sUZ/L0drbZ8t9j5g7Q7C5hnK7zF56kezVfdKfnMGortC1DVwr4OFzuyROKSTqKn3bTxNp5ujYN1Gn9jGulUimxkBzMK7Noyau8nDKR/BaVM0axQ/ahIM2yXUNtj5CGpjH2ivRSGTZ+IWfJZrO4zZt+gcyyPonpJUWXSFFeOhx9dMpmlrI6s0lXi3GqMXPMLi5wpjyPNfONJnbs1g5zHMi1uTJpM71s1co4uOOHxL0CRzLn+SusEVh4AmGT0q8fXKP85OvMPlbJSxzgmBojaF9H3Wuw6dqkkDbIjxvIL8X0MgPE39lhubdJv/WlfnCYJnfmLrMaDKO1nhIupwm9mqT73xrAd8eYfR4BGXrJg/HKgS3Upw641CvWgz4tzm8MsviwjI//KTPOzt9VC6fov//WmI332atVeVp3aOZuEApkaTlhowtVNBGl9CULtnlMQ7TS9SWAxLaC+hDSxyEVaYKQ+xEP6TWWSPT+CHq8jVSoxLvps6hfnRAelwg8vI1tJbGcHbmby94fvVXf+21Ql+Bzl6ZeDKB5/kkHYHOfhlXFcj39ZH1RNYO99BiMWRRpmmaxPNZitkc+36He90y7VhIIZToWjb1M+MsqDYzYYpUN+RS3xincv2seE0USeJMfJIXo2N8vjBHrVIncOFM0MdIW8VrW4SKwCQxRsNhRDMkKYnIMYVdPBaEEovWHTqJh9SDZQJvD7dTwTUtdLUPqeGwvbpN6sJxyhv3iaoSnZJJvJPHtjf5zpU0f5RweeHvbdO+BVsbOie+2oSUCt0WMeEA07QIQx9dl9B0EYQQPwCQ0WM55GgO364ThAGiIKIoMvIjym0YBgiigCSLCGKI7zmIkgURcOUpbL/In3xvgUxfmjPzT5BOBvhiEkGLY5NFVXRcScCXEkTVLIERkDh2DLV/AOqHBKEEooTg04vQA5qqoaULqKGOmuwDz0YQo6CmwBWpN1pIqtgTF9hgtyEwkeNJoriwfAtfM/E1l2ipgV7aQNxfwG06DFr38A5XiI5NILabCKpIRE/TrQpE9EFQZAQvRIkryN0WsgaC4OA4BoFrIokeSrdC0NnHa+3iuRJqmKRbs/C6DtFkBkbOI8xeRp45S4iM3mmDJCCFHrgmvreEH24gBRm2Do7T8mzQPeQgjmcH2F2LYn8RPaYTCh5IIql0FkFQkBWddDRFMTnJYN8MZ+fOM3d8lsG+QU5OXebsyStYhoesdHFsiUQigSzLVCq9NvTHkfRut3tU/Pm4oyqRSBwloh6vpHrfgRBB4Kg01PeDR4JERlF6hZ9+4KIoCroePUp/PV5LxePxI5qzbduP2D8OsVgMVdXodrs4jkM+nyedTuPY7lG83fMcPM8/Sph1zS71eg3HsY+mT5qqMTb212PZ//94/P7Xfum1Z3ydA9kivlfg7alt1PcLGNog79ZtlGqV1qpNEA8wPomjP79J7mabmJzm4vlxPvw0y2D7GnsjEjcaBfqc2zQ/d5w3G5/y1WSFSSvC5Ikhvlw/xvdOrjLakSg6r/CTkRo/XrzI7dYmxoJKcedFnl8eYK1q8ZQ9Sup4yESpjzXfpi9xmzCfohQvUzIa3NpW2OMbDLT6WDi7SPeOSXDaYbt2hoGtDsa9NdQT/xNYv4S75hMp6PSVD9B249x4Gf6tY/JDP7dL/XsO1voqnf9Dp/5+geGpIoWNbciF8EYbPZ0j0w9iy0KKd+gchKSnh8laAQyOo7aXKZ2HwdIY2XIJN1ApSR7D9YD14QSIBhMB7OxayFVojJ3DL/4I3/z2t2nuT/LypTyxTJVIGGPLfA71cpLBB2Ua/iapgW2iwg8TNepMeV3kV0/CB++DZgAzGIoMfd9BOixhnhskefY8YwWNujoMjKHOptgtTZOrHPBgyWQnewFbnEfe3kLq3ufw8Bb0vUhMvYf7bpesuMztcoWEf4XR4dsk3r/B0oOAY6qNVzsg8bkxol2JeHyfyFQZ3v0MD10D3XqarVST4vgY5bSLFo6SOemw0fk28ZyNLjcgewPj1iHix/tM9kWp+h7NoUNeP4xzbmCdj574O/hnn2AqPcWYloTlh4xWW+zaXZL947BxH+If8/WVL/CUe47S+e/y7PIxtpKjdL+vsT7+JpJ/jBNnBWqrBoNlG3EqzVLfBuJmilF/n/MDGUbyCYZPv4R/ReA582XEYsA/OPdzvPvd+8w9f49vTNf4EeEFZOkce793FxIGnXgKPZona75Lzp/kdneOn9A8EhcMZmoDNBr7HJ/3KDf68YwWxlSWiY2LjJyxmVs84OrpgPHFBFJhgI3UOeIDXbJZgXwpj9tepz9fYLsqk3W7mGd07NgTXFix6fiDxMwShlDl5KTFteT7qA9/Am1EYM0uMzap0H1hnheqLda7w3x5pkJ1vUC0z6H6h/2cPL2Hqj9H8MYHnDxosmDvMnMqQuLtEXw1zcjQX580/RsFz/f+z//42qJTo9noQMPm0tRpds02oSwRHtRRvYAH9T0KyThWqcwiJk9YY/TXdXbyIeW4iamGRI0MRW+QSCLDf1r4AxyxywvmGJORY5gHHSTB5IFYZ79c5aQ3S+awiVtr8AfpXa4rLc7LE+TNKIKoELZLxEZVaGSQnIdYYsCWXOY3vO/yy3yL39E+5veDTd7q7vBjsSxxXSM0W5i1+0TG+0nNTIOqIpw/TWl4BOl8goPPmuT//jh/sLBElQiFufeY/eohyStlMpdt2kqAFsli7mwQjYkoWkjQCQncEMEH1wVJlAncNq5ZQxBlJCFAUnwE0UdQfCBAEEFE7E1VZBlRCgANIYjhsU3gy7SNUf7p//Ia8eQx2t4OSbuCKG8hSk0EQUGx0yhiP2YgIsXKtN95E2HpQ2StH8kVCa0QPxSRYllCUcdxAmREMFtQ28VXM4gyWKUt5LBLJBbBQ0VQdFzfR1FCEHzIj4LRJVRTiNEsounh6AGSZiPjIfsdUNMEooIUVzCMJmpUQyQgIodYjRp6IoWiKLR2mmjxOL7VQfBayIqL6Nu4jouUHEAqzmCZCcxgm5icRRUiKLpO1zKR9xyCnQri2XnsyAiiUsC39hEl8J0NhOYqkdDHEIa4u5umYbWIRS1i6UFkTcX2XEZGR4lGY5imTafTpVDsxw98VE3B9X2SmTh+6JLPF0nGMuSyA6STORLRHIlYnlgkQ0SLYTxaTSmK0qsWFyB45M8RQnBsB7HXrkoYhkQiETqdDoIgkEwmjyonekWhPXETi8YfxdLVIzZOz2cj4LgmghDSbjcf0ZZVgsAnCHwMo4MggCwrJJMpOh2DVCpFIpHAMHrXPc9DlAREsbdC1XUNTVORRZnA71VfmKaB2TVIxGJ0Oi0KheIP1ITnf/1nX3vtrVFI7N/nY+E+P1Z4mVb2kHvWCtLDGk8OHVKLqVxdrnAltcL6foKR01c4sV5gfbrDwWdEjKshzedmSZ/pULx7il86+B0qa8f5TG6IlxOj1G65dMZusnT7kI+jXf6R9UUGD/q4t7vNYeNN/nQ4zguzKTRLpb+zR9e7ymFpmlvmKhPHKix0zqM4DX61+9v8M67xh/7v85tBnYes8YVGnrn4fbw1kf1RGJPqMPpl3I0y8k9O8HDyJGrs84Q/8xDx1af4D1tXcYUv4lz8Nue/HGfx7wa8dFAj62witvqpNdeIdEOC2CTblyo4N6p0JweJ32yhDnso9TJLJ0ykm2X0RIpYn40VaaLacEfwmKwPI5otnD6HgcMc7IaYwx6ZUXjn4S5XKhb3tub51//yHxKRivyJkGO2cpfsUJ147DZyxCSqXqC1O0P7oUMyukW49l8Q3nwAuQHIjEG8jGqZSNZlnPgZOvU9gsUMZn4d4Xt3yA0mIdYmyiKGPcnQs1sESZcTS7CmNRhuXiB5Ok2iNsGiKaCnh0iVryIZrzDe3EAcrbJfKTAc72Lno9gpGU3eZcXSyU0tQO0s8cUaIwWBVD5NTN9CKt/D2heox3ZRFxfIv3gWcd+FkkLnuTk8/UcpTm/RuLNJdjJOYkVmfjrBdrjA7NY9ksYkrScDqvlzDKZccCWS5ZsQf4NlSSCvtdELEv/+gcYL71W4fcqnPpBlOCpwoeVD/Eu8kNa5X41yLbfEM//dP2Rgr0JfZ53rsxnOitNc67gMj+zzI5cukot0kOefIaMnGcg6nNB+HH35HBXvASP1ODvP3aCdOc1sdZn2ksBwaYoPIre5dCvOrb5PSejPINcfUjl5CWG7ybKrc/xKlkZ5k7xusyfWaHXydFfT3Mw/zXRpkfvOEhciS9QbL2Lv3yApaJSTBs4ZlzdurPBTiTb9y1VqI8cpz1UYbZh8eC9k5NSTnBlUaa3dIHk+y8RxG+fPT1Mtwmm1hTizw9bXHayZFM8earRfusn71jq5swHy6hP4Y0sohYd0Hkzy4NIWnWadc2MX/vbgwUQySWlzl2jTYUxL4dfaxPQIQzPTDPYPMhHL80T/DL4soqcSuJZNIPZSNWLXpdJoktBjHO/rp7/q0RconBo6xlxhhFCCQAgYGOqn3KjQL0U5PTFDJKKR0BJIgchkN8olL41UaRIU4mQG8xTjaR5azV6bNRox3+N0OMb/fOnnUSUfCyimUuiawjcjda5Lyywn19hTVlhbe4+tj98Ep01EOiRdbJA5DUHa5ltvfYMrp2dRLQejpZAa7GP8eB580AQNkBEVBT8QIBQJBPAfGY91XQECfD9EUThK2CDLIAmE/qMk1qNJj2daeB2LwA3A80AIUNUAVfWw7TLN2i56REfwdZBs7EqDVkvAshyEGARB7x9vGMjImoykRKDVAN9BUgIUNSQ0awi+gZaKEbpdbMeEeAxJ10AQ0BMJQno5ZlEIkSWBSCoF4iPGkG1D1yLwXQiDRys5CUlReiBFAEHoeUMMo5cichwc0wTfR5blR69NIJmJETomEPRM36GKoKeQJRVcC8w68UKSXCKD2aiAEIIfQBDiuC0kTQDTRlIVUCQEOYYoayhaElVPERLFtAQisQiaHkeRkke048frIEEQUHWNbDaLZVlHML8wDI/qGgRBIB6PH5WDxmIxYrEYoigSifS8No+ZOo85N5qmEQTB0QopfMRYeszXeRxV9zzvaErzWDTpuo6qyUfPMQzDo0mRLP8FEPDx4z4WS49XZI/P9fg2YRgecYIkSUIQBPxHn8Xj5vbH6zhZlo88QY/P+9j784N0fFYchI83URtFXh4d5bq8gzEMz45/lvNBg3sjRZ7ZHmUq9tOEpVm23ShyqYryko/yfsDm9R2al1LM3BzipfdvMOSYXGomOTt1QFveo+PEmD3lUtmqcGLoCSatZ1gQPYps8GS8w/rxKP9DC8x715mVffKXL7BPPw9Pm3xl6gwT98ZI+NeJ54v8+tM/z1xdJyLCKU4wdLHGjnKHXxVL3Eg06F//z+yuLrHa/WU2Ly3ixeKcTwukTy1yK3me9yqvceqpX8A2P8CWHUaGSvyonYO5AOszM7QnTXYHNJzdIVrRNcy3bfLDINhbNEbaRDsWnJvhmJnAnT7HfqkJ8jTxb2nUucg5D4KJJpuToLYBLWD7uIWsQjNa5NUJQH+Hwemb1HYD1p79HJc/ukNQbMD1TXjnBM2NGOXBDJo8TOGyCWdSCOMXYWMdbAW8KqQDFmfaVBYNFOsBsbVhhgeWiH1cYfBHPwvSNXw/jjw8wsrwCs6mxVD9aXgmz+nuIJy5TvtPAuzzb3NZXmNk+PtQeBZFvUEtPUNte4wB4zZOpku0IOPsfgJBkpn7N8HIEXy6TzMrw+EBZB4Q37B5eHuQ4th1xg8PiLqHtB90sesqaDHiG2kGj5fZrYygnzqDVzsNh0u02uPs76mI6t9F9T9ge/8S8XUPPhqAvhfg869iCl9E2wi4fWKc4tdlzuomrdELjBVP8ZnMSdKtQ2oXjnF/bIk3RYMTV0R+sm+Y9Xd/j+jmGeTnznN6O0u56TK4egx34qfI7SeI5wZRbqc4f7PLeP4zbC7e54ItMr0/xrWJ23SCi8QLCfqHdjBTAmvGIvnoS3iXNumTx7GNKoKaJR3TOOX0MyOMMJOLMLF3gQ9H+wmtHJbbpHDc5x8sr3B96C1y8hY76yGpmEMwukPh8DgPv5VA/E7Ay0NbfNQMaU+niJYPyXwwSu7Q5OmzEp76HvtvRxDTbUqdAu1r0ySl22S3irxlu8hvJilceYqCsMfdzTHEewN8ce889nsXOZCu8mB5ivVQJ3NrgO/8tkis9MX/z78Hf+OE56Nf/u3Xzk7PMxzN4TRM0o6EZ7pkEimcnRqtwwMmcmNsCQYD+QHW6zU8VSDmB0w1RcJMkrSQYMpUOC71Y3tdtuQK6WiU6dgQe7bJcn2b5EiMDblLU/C57BXYE7vEEikKNYGcqTI5MITuOJjdJvery+DpxNU4aU0gtKJEw2GsRotLP57i4vF+FlZ2WGw1uZYp0x2tsTm6h3PSYfRclvtb38feXkAcbCGOH/Lvb/wKD7p7KOkuiWqLIS3O+3cfMP+0RTwXIHRdJK0ffAE5kkZEBlVH0iRkRUQUBSzXxfMDYjEVfL8XjLd8HCvAd0GWRXxXxPdCCARkTUZUFZB8hFCEIECQPYKwQ19hiN2dNbJ6H8loGlhAEnNE+p/GRwLBwVMCBFUFT0dvbyE5Pla3QRAY4BnQreB0D5FCo1cD4dto2SyoCqHRIXAsPMdBlHvGVVmTEQnAMgmDAFGJgGVj16soqkSvzFNEifd4L1hWz3EbiRJ6HmEYEInHsK0ueiQGgBf0TLK+bSFJZo835LuIkTSgQaDg2Tai5OLbDaz2HqonoSQkzEYTyRcRZA9VMSGpwdQFnMQgVhCiRuIEvovkmKC2EEKN7763TzeaoVw38R2d/qE8vu9TLvci16qq0mr3oH3pVJZ2q4MsKdiOTbFYRFFULMsmmc4Si/X8N5qmI8sK7XaHSCSG8ygGrigK0VjPG6OpPcFjGgaa1hOTjzk4pmkeEZgfr58el3gCRwJH1zW2t3aIxWIoinJEXza7BolEAoB6vXHkFbJtG0VRiEQiR+ydarV6RN31WHAAACAASURBVIHe3d0lEokciaLHAk8Ue0K1a1oEQfAIXqjQbDWQJYl0JkUmk2VwaOQHZsJz/59ffU18KkLcUBmr9dMVPJTFQ4onr1B72ODZlWVuppqQL3Px5CC3Nz6if1dgdr3DA1/n85kWo9IQkeY9JgY+z7Yp0hgyiZsNCnNfZPnaIeX4CQ4KlxGie+jaQ5Lb57n6ao2+UoYTlTOMqibnpAt8K8wQX77PQULD7GpceNIne79G2/4RdgZWqPYPkz09z4tnLNYfNjnYqvG14mWk1hrHLqzRGFU4O+/yvf17OJu/ibidQz97ndest3Bvfo3U1ghT0x/Tfz3JncMaL110sFLbHN4BN/Ikuf2PaCbnKJwaIEjMMbDYxD9msvgxRJIxvEWJSLSEe9ohcVcmjCTx1Q3Khk8h1oGCz61LNqk3oZU8RWN8k1wXMgkJfbGNpye4PWjxauGH2PnzP0L7XIHhVgIhsQ/NJwg+H2DkQ/LrH1MPbxEb24XVcT7132DwwWmQVBYGXMLN+4x/GCIH28h7h2jyebA9os++yMORm1g3d0gaIt+qf8Dzd4dpbkwQufQW9/ag8Ocmvn8R/dUqh/cGSLKKXemyl+tnMN5CN0vEPuPDW6AqGazcHLYeIeb1gWrCrTZCOk0jcUhkKoXwNZeV6S6j87so3RMYzhh1s0B9s0rf8+cxKi3qmU3ibyyz19BIP+OiGeswmUa79nUG0ycRMpusLHWYHffQ5/rpjJ1EzZWguoByv0LqbJX+UpPfXFtj/9yTjPgfcWd3l+z4HPrhDO9Wb/DPZ55lwXQZqLUY9yaIShq1nS6V15eJTkhMDc8xdCnF1p+b1IUnUWIievEUQmqbba9EdqWMd6HK8imBE3Wd+ILLRNxk49TztHYPUC5eRPy4SusgxrlYncX6AY0zCvXSG5gXLyKPNfH/RGGr1MWbdeAdj9L5Li9HY5TkTbJBkXZZYm38FfL3TDqZAg/HZjgf3mBj8jj2UkBiMYpZWUOcN1CcHZYOBYpjMo0wSdJNsqdsM9bVODd/nm++bqNfbDNak9hu7DAryNgjMut5i6ENnb2TfaRa73AgbDNSKLHVrbM1EvKjPzFB8WaUkfO5/4aU1q/8/mul9W0qKRkhGaNfirF/sI9mhYwkc6RTRboClIM2Zq2Nq4i0mjWkjsWUkqVmumB4jIg6HTmKIAYcCBVqjkneUFFSSXZK2/h+m1tpBykeZ3YtwJQhJqogytRjAq7r4JY3sAWRMj4XxQLtrkI8MElEBilbDeTjAeOn8syNDPOf3nuPmuCjO9CfC9CTUVYOG1S6W/RNalSqJW7vb7Lc3KQZ8wiTOorgU0BAwWe9vc3TL0aI4CIqKVAVPMFDFNNY7Q5O18brGthdGz8Ij94v1/aRBBAUGV1XUHUBWQLP5RG/R0KRJQh9As/DE0AIRARBAt1DEn1CIcHIyAjf/q9vcPL8OQg2ESIFLDdCIIsoSj8oAoEYIgYJpMYmoWmi+AaSJiMqAoLX7YHldI2uZeMFIVoqTa1URgsDJFVFklWESBTX6oJrI/oOECJE46Bq0GkRmCaSIvV2dr4Hok/gOz3TcxgCIl7gIysyQiSC1emgKTJIMpIsYxgGju8h+F3kaKT3OkMRBBmEEFHwEeQQUROxjRqSJeBJDoEvYFgOqhogJSQc00GafRJDLyBLKm5oI4QeCm2wF7Bsl48fWITpDK2OhRyqDAwXCMOQWq1GX19fL74tgGP3ij5Ns2dCNrvGo6SUgOO4ZLJZZFl+VMUgIAgiZtdCU3UM0yAejyMIAsKjqoYw6LWW248ggIZpEo1Gj0RLL4Yu/5X6iMc8HcuyjkSRbf/VlJbruoSERwBBy7KPms8fc3x6U6leSWiPw5NF0zTq9TqxWAxZlh+d237k4elNdwK/N+EBsKwuhtFBU1XSmRSCIP5AlYe+9Uu/89pYboHqwCBWfYTn6ikitoHVH9K/0UAodrEzl7FqtyhKU4jPzGBsvM28q5IYSXLbus1g5zh+6j3UG1lKF/YxbrWovVgj+mCP/tk+Xr/9Jk/Uv8WdIpQmJji1vczDleNIYpqIPsOf1RYRu0MsG58ANaadBLFuFfN+ilbx+2SKQ/QbnzKjzPLUS4MkxrP84uY3mD9QcVvLlI8LHLoX+WTB5fqxPPNPbNK4O0zl5VXeuH+P9aoOfS1EMYoaLrMxo1O5dsjkPzlFfmEHTRhBTckoJ/vphjqbN/dI9K2ht31q0XFmBqokMg6RY0W2VgpkP83zUFhn6FiIsjJGItFiw48jDHZo7o0wk7XR20lkLyB96HJr9RTN6QMKWYfIyiCWHiGcGeKD//3XOf6Vv89S9Huo2RNEHshsbhwjH4J7fAzvvQn2zsWZ+24FkvMYtd/FyfcxnG3CQog0FIcrOmhxzM0NFOsiWmOTfKeO0PSQIyfJDKswv454GCH45DSJmQrmV7r497bJWk+BeRtZyJIqlAm0Adzop8jvhjA2y35mnMzWDjGtiHH6IaERxzerGJk0wskIrvoyraCBWjlJJtViNe9QbLZYSxeZrY2zVK+Ri1ZICW0YMokZTaKdBNxWKaVrWEs/TDTfpnUjSfREhebcLxLPvoDap8B2l2/EWpxodvnwe2XkYpJvd8pMpEKuP0wyP/YldqJVUpdWqXznDtGzVcqFPUZbClfnlsndGWLF6TL7pRcJX6ihih06n3ZoRm2+/KUKkQKE3g66lcZJOIxsrXFz8gnWnTeJFY4xFEbwbrvE92IMuzGCh2n0yn9lYCzCx+kDWvKX2bx7lfnVi2Qdj0z9NPvKDk6ug9oxaN6Y4NlUmdc/us8yoM/Mcz+e4VnrHYLJOKXDKsKtTxiYmUNpStSlMc7lSlQ6L3G/7rE81eFEY4rQz9O076M2ioyUCgSc52rmm5hBm8H3MojndpnPjnE74tG8mqD4uRZi9wJWVWCh/wqpDzPIQxqxgzhzponbjhOdW2G4ePpvL3j+9e//3mvDns6ibtFUfCKGh5JJkBBVIjUPMZQRy10USaDb6DJgwtPxPjpJiXfkLi9IMwz4UdYOlzBNlbDaIh+GjBSKiLEoqicyFU1D4LDpmMwIGVJdkQE1RsTwcMUAw7MQmm3GL53lo8YWsgujlkhR1olZDhnHRJN26bus8BtLH/HWygb3drcYKkh89lSe8xN99OeSaMkUO2aV+HSO6GweaSqKm/XwBJFM1CKZzBONJciNJxGyOucGu2gYoOsQbRGqGmKQ53BrG0VSwXGRRQHfD7GsXqN7IhkjDESQQgTA90ICXyAMZEJf7vkyHAdB6BlXFV3pRcXDCARdsEMcq4nvlTl9Ygi3tYRsd0HwaVgltIiCJJzHE1RQZHxPQpECBFGG0mZPSMgqARpWoKMUJ1DkGK7pQquBHljIqkjX6OIJMr4XoCkSoiaBbeCZJqKo9qom2hUkwh4oCB8CDzewkSQRwfMRRAnb9RAkEVnXAb9XnRGG+K6LqGtoiRi6HkEWNXzT7rWP+11EycF3DVzPwLcMBMdB16KIotpbyekikUKWMHSwOy7qwBT+xVfwlQLRQMNW6qihitS5ixPexA4i3FpNkRwuEInrxBWFyCMCcrvdYWhkGFlRCIOehyYMQ1LZHLKqEvoBqVSGTCaLrGmYZpcgCNG12KP6TYEgCEkmktTqdcbGxnokZbU3YbEtu2cK1nXi8Ti1eo14PH7kxfE8D8MwjkTQ4/XRY5ZOMpkEIAh9JFH+K+bmIPyL22paL17+l1d1AJIk4/v+0fSn1WpxeHh4RFcGjkjQsiz1qigE8SgGb9sWOzvbJBOJXkrMC5iYnP6BETz/4xufvOatqnzrsEMzts14Q6Q+8CTRhwJh0IfkH8Pp7xBpFWlt7hC17vKZg5/h96Za3NsY4h+bz9EVt2ltz2CyibAVI635RCIzqNI4Rvd5fqwc53A+wbVMDW11gpGDYV7ydSrKHZpqi4uJElLngGc//zRvV6fZCxd5Pn2CMfM+G8YzHKt5RLMCtqrxEwu/w3+++wEvd1ssjKaITnb56hUYed4gObpP350NlJRN6rk5NjM65WiCammLF9MmXm4EUR3jeHSO/CmF+ayJ8lQJmRyGdA/9eAz/7kkizgK5ew2MwiROapmY6nPv0xHaiztMqBLNyQZDlx04dPCXPMSBLu2ESSWIcmq3yl7Dx8hVGKiEbD/lcLx0QDAdQUpPE1teZ6W2jh9b5IXJzyIl7pJaaiJ5ERZGHiKf3qWv9CJ6OIZxKskACTiug9vg4QuHHH83Bfl5yvoCXiGB7p3GzkhEBl2C/duIn1pIlTaM5vESberrA7iZaZLLOgn/u+xdOU9bvEW+MAT732fP8kjMyWz9Xh5jIIae7UNxirRuvUeffofuZ7O8ebuBrA9ScFvIlwMk5RnWeY+xhkO8P0JkdQGx36fdKZEu5ym+KuHs5CgGG5T9SVqNQZJPDqOUt8GdpzTvUEhOYaQ/JDaaQ7nQIhJqxGf/FUEhIGh/nbuD45xacYmWvk1xYgvL8ih+c5yZmRxyZQi/8A7zAy/T+FqC9pUaw7F5hN1p/vS4xUt3knybJv/4/By19h/y3kdDpO8WmJme4X7O5eNtESYHyG4NEy+UEe7k0E9fZHY75MRBiDHzCmNWGXtqCPxbLMavYAVvcXb6Cu5gwN0bIhOZDQqz4wzckRiarfGNe/cYG9MYjg6g2rcwn9iiqDzNlLRCRjmNUtoikwjZSRe5sjwBZwJqp2ChMYecusrcXJtto4g4IXFRl8jXtpiWLlGbv8dYPI7m6SwI10kagyTSEu6GjNzXRSv3selWuaKkeHN8gSecAr9VbjKt+Ix/dJf40ybRrMfK968z+rlRNG+PameOmcm/fkr9Nwqe//BP/9VrcquLbHQpHx6QDmUGQ52y38U3HdJdyAwVGbckUpE4VddEajbx4ypVQeFiKYJoebzTV+UcEyTSSVqNMrXDQw5El/zQUM/3I0lo7ZDRIEUlLvOn/hoLQYkRRWJwsECl28U1fEZT/QwbIVkvYD+3w/wPP8lPP/x1/qO3we9uPOBPdpfZ9/e4MjXKsazLfMomMaCQz8pMDyhMFcZIRoqsHh4SycPmzhpPXj5OjDh7hxJSMs/QsSEaXZWCu0xcdqHPwZcdfB8kJ0Z1exPRdcD1UOj9epcVCUQRUY4iyzGQXCRFx3d9XDdAQEaWVWRZQSBAUXtR4oAQIQDBCcB3wQUxEAgcA8FvYNsriKaNpFgoahzXCtFSGYRwEJEYdriDqkZAK+A3DjE8ATWawEdCi2UJuw5OvY3gOeiyh6h4veedTKGoPQ9Kt11DwQVFpttsoETi+K6P3yojBSGoIqHvI6gqYeAhaRqC64EoIEeiSIUC3XoN5ZFZ17MtVEXt+XCg5xLzBERBxLZMRCVElDxsq4MoBISuhyzJj6LwGgEegt0iNKsIqTzqpa8inHqBZrKAJCaRXQldD5G6HcTwQ1rtkJV1nZW9ONniFLghrtkkmkzT6rSxbJuBgQEArK6NLMuksjlUVaVWq4EgIisKsqJgGhapVBrfD4gleqKlJ5DA9zw6hnGUzhJEkVarhWP3qho67U7Pi0N4NIX5y71VmqYhPrpPpVLGMAzsR2DBxx4gQeSozdy2bcJHcXMAz/OPOrFs2wYgHo8DAqqqUiqVKBQKRCIRms0myWTyyJfkeR6apuE4PVGkPGLxPBY8ruegqSqiJKCpOuMTUz8wgufbP//Tr3moPNnp0LK6kLD4ofgdlmqfMoPNuJTk1FSO5EEUMZ6jVcpjn/sYq3uKlfohr4YGe5cU3si9xS8qn0cdzVFu2hhbu+zqdQYUEXfOp3LidWrf/RyfLwXIV+J8U3+PT+0cF5MNRjvPceP8MkVDR8gofGE7S9Hc4H6qzstPfZmf2/g3/LvGIVerb/FGRsJY2Gbqx+DZgwiX8wFPnSxgtgvYrSyX/45CdvtLXOu0OVUe5PvdT/jV+TyN6RhtXefB8cu8rKR5OFSjceMTJnZCbicbFK6Asp+keTCMcucjdrrQnTok00mi7kFTO8V0cRNPDoj2n4TVPe52oX9UZi/tko5EGCrG2Y2d5jC5z6gQ0jzQGBCOwRNtYlctvKaB2PTIxI7RH1Tx9vdZtRaolwv0b69TuWIydy0HoydZqCmMejOgb4MrsLyVo7TcYnytif3EMkYpwkb4Uwwe3EaOLLL/kUvynIA0kYNUm7ZRIOMdIymts3u7n/SZa+x5QwwFG6SNearL+0QjAyR2LFh1+SA5wPmkSpDPIZ/ZRVPhvniWQa9Av60y8C2T9lkTdcXm2oM+zlT72Bh1yE62qYwcY/ebaYpqBlVSKG8HJJ/4EMQ0Qa1Ffua78FsOHHeh+THl7CHpq8vEPqnDCymE5D/Cff5n2U5rhFmfWP0i8aUo6eG3YXgda3CJ1ftRVipR/mzmVZLHPuTS5gQftKsoydsI17JkrhQ5NxCi/fEIf3zO59nZFylo6zRKm+ilcRrTAcOVLnZxkJ/dDvmkaeO1NDqpWzjxCXYqDcxOjncONVKntyiWBPbUP0MZeBZR+C7b1gy15hbtwmUiCwmeacWoTW0Slj6iEnker7BOVm6g5XXufz1Gdn/9/+XuTWMjTewzv997H3Xfxftmk32w7+65L0tjSbYs29E6slde25sEQQIESBAEAYIEmGCBfNhkjQCJsdpdr+21ZcuHbB0jW/KMNJI1V/dM9/TNZvNq3nfdVW+995sP1U07gGPA+y3iJxIgSFaBZD14/s/ze7i3eI/9lX5Sowr7+STGnRqD7TjNsQ/5wYcvcMpr8WL9m6xeH2fB65D3VNpKi+YC7NQneCCsc8FKE7STtNUcTe2bZFufx64k0Qe+Su7WT+POiiSjm8hmH7m9PT5eGmN8IE1+f4f2r35I6E0ytZflx3uzrFZFVKYZin1C39ilf7zgWfvKd96walWSbsSpyRmUmk3ZSLOj+LTtLoYfIaZiRKHPUbNOemqYnYNN0maGuKUw7CbxNIHOkIa6KxAGHtmsiazJJNMpHA8MSSUeabiyTORGeC2Le+0tLNmjIXbxiknaew3KJEnKJkqzgxh18Ysm/8fN3+bbcp3HoUNFCYnFfIZTMJZRGczHuTygkRseR1ezZDJx4pkkluuTKOZoVbsMFyc5MT7Cfk1naaUJYYdyn8H2no3iLJPLBXhxUI3eHARRGuvggMj3UIhQRAHPCxAkCd+PcBwfw4whqiHdVocehAdEUSYMI0QRFEUgDL0nz3BPCIS+3cu4yAKR3yPSydKTMGrHhdBFiY8iS3E8wUUSywiIhHINRUwhyBlELLS4iWDqSDjYhzsomSRRvUrod3siK3RBi4EXEkYCjt1FjiKk0O3lcgA5lkAEBLvVC1krYm/4NAQ/DJB0HbwABIkwEnsTGWFAFAZEUdBzd0QQFbVHXBQAPyASen6JKIgIkYASTxJ53hNasYekKxDICEmTsFtF9F281ADC2AsImUEc1USWdKIIom4F2Wjhtn7M9laM+Uc+NU+lXB4j9AOa9X0ypTKyLLO7u8fg4OATIrFA+KTZ5Ps+vhfieX8bAA7D3qnH8dwnTkvPhXEcB9/zsB2HbDbbOxM9CTxLooTneQj0TlV+EKCqKkEQEIvFjgPCrusez0H0WlkaiUQCw+g5P08zOAgRlUq19zn63waTgyA8nrJ4WofvuT+93xPHcTBN88msiUMqlTqmNIdh+OT9JxV4sfc1eic3gcPDAxzbJl/IoaoawyNjPzGCZ/+PrDcG96/xQeqQkVPP87Obn9Cq/iJ/cLrNyvAuYweLnPGGiM5aOPdXsLUClfVN/pkfZ0vZw/S/QLTusNc3Rf3RHu2DJLlzB9zfmeazYztsZ57jF8QYqztTXJlY4+1KEq+2yKOdD+jamzhjdcI1l5pdpKwUuHI3zVrpNkP+Ju+fKPJ/rfwOX+/s8VgPeGiLjDeraFrA2ZUpTn1unF8dS7B2oHA29SKDV3KklksslSPODiusKk1evLxHFM1wc0nn3rVRhva2mZrK0bnWIW4/ZnAsJPsl0KNh2F4nPqPz+wWbfMLi5D0Ixl28ex7l8RrYDlVvkv2+u2Ti0+Svn6ST3yLOOObGPpXliNJijIxdwTB09Jcs9mMh8fstwgB28MmIEvKcSX1HQxtqo5VCttYsBkYFis1z3CykkaQmZUXFzuwT2BdpLe1i5B1mD8owFSFX1hCWE4yyDacGOXDnydZlaGYQvUXsV0eJfZyD/k14KCE/u4tZKpI82CF6eQRht05nv0rHqxBr5qCUZkqsEvXdQy4L8F6GDTnH8DOw+r5LX6vBiqZSLtkc+nlOlG/gJX38qkPiYBalqqElrqFkFBS/TMzTOJRszL4utY8kEn1FtjIOSfEMK9Eo4xmD2pU6hlkF+TNwZhRXz1DwfYyMRK27QWrE4ZNkm76FWyjBab77rT0OayU+l05R232Bmv4mk/EvsO8GqPISGa9EpX+HWwODTAQJpvd3CK7XqI8u0peq0hEuce4Zm7ete+zlFE7NZ+m7VEaQfNRNk9xfG6yeW2Y0HXCUSpMqBOS3X8Q5XCCm/xy72/+Gif4Z6sYykwsWd/MO6n2Xx1dHMNN1pFMVdsVJ5IXznDx9BFaXhZFpPpvZYTM/yqtze3zjwCVpdql4z/PLrQ3endigufks0tUFzhwMk604mFQIgyL7cxHDZ/bRdi2m13Te3Moxe9AiP9hmps/jh7sdUtOXeUmrYkUCgx/nEaZAeXEXUQ/I+F2OHhvIfSa3Vo7Ybt4kpXxMaeIyZ7czaHP/EQ7P/H/43hutRouJqRkkOyR76CHHY1imQt3r4tk2I1KMr8W28XMxkqHKufgYM2GeZKASjWWI8FA3j5BDBUWGqFFHFQQOEmAcOGibLRJmBjEQkStdLkVxZgKNqxMz3NQ7bBwd8GlzEilUiakGg00RR9M5YU3zwpdeZ9FbYSAloNkWSSHkVFnjM68PURiIU84VyRlpGm0Yn7uKbGTIFAeJ5wxSWhwhMJlf3+dffe0HhIGGVDsin0rz0f0Gb3+4zomLKQbLMnguEPTORVYTqw1KSG+YUZEQFREzbuAHEVang+vamKaBosg9kaOpyBKEoU8Y9gSBpEgIoYDv+YgKT0K94NoRhhxDQqHTcogLcexOAzWbQ5BV2o11JLFO5G+jSjq+P4QvKpDLIyZjhKGNu7+AUNtE7lSRAh9FEkBTeqBBP4QwwHdstCcUaLvVxnE9jGSq18BybYQgglCk47momobgB/hRD0xICIgCgqzg2TaSKuK7Nqqmokgyke9DFD6pbkcIokv45MU58kTEUEUwUoghoApIEniehRTpVGMCpqZDpCNMXKVx8WfoaEUMJ0DSPDy5i9m9TXX3L/DCdb72dZtAHcMohqTMJN12E48O+dLgk3Bvb2zTdXwEWQJ6DSnfC0mlUriec+x2WFaXSOg1omRZPm44AURhj6H0VIB0bRvDMPDcHjPH0Hv7OAhgGMaThlf8uJ31FCDYO09px+JFliUgQpJ6m1xBEJBIxhHEXkvyaePK94Nj4jKAqqrU63VUtecctdttCoUCvu/TbDZJJpOIonhMgu41ylTCMESRleNtLsexkWQRx7ZJpZKoisbw8E+O4Km9+VtvvL9W5Wr5FOZRh6XWCMvxiOesDsFKhlaqwHA65F8cvkMyjFBeipPOXkZZ7ZDyphB4THIqSfrB9ygPTJJtbRHumBTY5N3oJH32Cmu3bnE5vMiNiSqX7h5yxZc5F57g7NAl9pae5ebAm1yee43O4wWCtsqrhTgeDrHqWf7zn/kyD5tfxzs/SHy1je9l+fnXTV78zCSXSJKvdpj4qf+ax2tfY/BiBuYtrk69zDsZny8HJbxomA9bCu/94PtcCA7ZNCzOVpvcjjp8ZWGTUz87xsBanepCiJFUoLvG3FKX5NEIHw/Z4PiUpAxUM3C2jlk7QevSPssfHTDwcofNNiTWdxHCFM2MgOVv0Y5CkmUP4S7E9gyERpeuBn4ZEoUIGm30TRmxz+LGOxLPXprl/eVlhmWNnD7E5l7AgF9FEx6iPLZoGxH54T6iwiUExYWijUoAtZss72QYWq/iZLbQHIXtuRHUr3+CelnBurWKMuogqi4rSzY5w+Dew3kKuRni8YC6I5E0ltlKbxLrphGnkmCP4MgbiC2X/fE+JiWf+UOBE9MyfGeP2OgBwtYZHmZ2mYwXeaR9i9JRAf10Hwo1eLAE6jLWfg7hWRVjUqS9tU+JLmzOkpXvg72HEZyFZZnlf/4KUum/wBzaYOegRTLfxZDOUf/et6kP/iGiv8nv/UE/ut8l9wtXWbRi5Kd32L6lUs+cYvLiPLeMQZT4FMX9Du67Gs14C2FcRhi/Q2PoN3j01W1y44Pc1nK8+i8iMi81mNcjxAfgtiqIgyKtMMbgazpSNMQ5I0n9L7+BOXCBmjlIcLDPYWCQdOpM7Z5m6+IStbE86gsq6Ych5aMDRlwZ2X6Jx8ICyfYVutYK/f0zPIgbqME9bmYjEnZA0zjC2Atpa206hwr9jfM45hJdtcRiNuTIG2ej+JhEe5UXvtvi3Z0Sp19PYm5dZ+2FBk7sLDsfphG9DuJyjEoqYLMvhz0us97qEh1kCcJVBmoaH5fG2duq83zapv44pCBYRJ0BHl2CU4W/H63xDwqe7/7xd96Il4ssBBY2IokmpD2N4pFHWYnRPzDA7t4u9+rLxGMm/Vqe2LaA3Q5QVJFu1GClvUsnECiIMjvZiGXnACWf4KvqFpNWjHJXpVFMMtAIEbo21aLPw7CNGqmcWBc4ZWcoByb9rky2K9LnpcgEcTQvTfxulud/5gJT02PMlTVev5Dmp547z+CUyeCATsrN0zI9YoMpjmo2U4WzpNQUEg5Od5NAavLByjrZfpWRbAbZSnNkK7w3v8d2pUZMF7g8YiHqJog6yDa6GUfTImQkFFEiiHwkKSQKPPzAxTQURMlElkQct4OiSnQtC893CUIfazoWmgAAIABJREFUgQhZEfC9AN/q6QIv7LWwESHsxWUIA4/Iiwh9iVAQaLe2EcMG8fwYUtBCcg/wuiCZaQIRmkISTQpwrBZyp4oqa2CkiRoBtivgeQJ+AHIUIYQekhSB64DvIycyqPEkBD5hu47vWkhyHFQdUdcIwwCCCEGSehyDIOzlfBIJJFHE7nZ64k6WeyeswAMERE2DKEKIZxF9AREJMQwQxJCo3SIMPLwQ5HgWKZYBWcRWQhQ5jSMV8M6+SliaQBIUDCmCYBe/u4vS/A6KcsDWbp7lapaKa6HoCsVUFlVSOGg3GB4eo9vtAj2qsKob+H7vdJRKZhAEAVlWaLebT5wWg3qjJyCe1sc9z0MUBTpdi8DzSWcyvQXyIMD1vN75qF4nCALisRiu65LNZXEch0wm8//K1WSzWbrdLpqmHe9lOY5Du92m1WoRhuHxieupq5RIJPB9nzAMqVSqpFIpRFE8DjpbloWuGwRB8MTB6mV/Dg4O6O/vP560eOrw+H7PXTo+v0URQeAThgGiIGAYOqIoMTL6kwMefOuP/vgNlDj1rWnWhttccUTMoQqpep3pVIFurkD90TbXrvQR3yoyHMl0bvm0ThagWqNv7iM0f4aVyjz3Wgn29EEe6TfoHxzgW0Nv80tajqOdZ1i6uIn8cIA+T8EdHuJP8ouEjPNi9y4vV2fIrrj0lyPaQT8TdhqlVsYVLYJFlVdf+RUGrWk++/kmXxhNcnVqnHJ+i/IvbNKYvsp+7M+w+jLs7w4zPXyWxUtn2e6qjN38iPEzFr/7F2/zczGfd5oXORWF/OnwGMw3+eFynonDR5hz0EomKGw14CWQTg0SOU2GDxLkqx3Y7AJ1agE0dy1Q2uTkVzA3HmIlQrJlk/djNqfXukTjcRKqz357juS9fa6rAzTVKkfrMJkt8P1li3G5yJrfpGtooLvo8h6T27AY28No32BQDPHPJZB2Y9BS2H82Rlqf5CDtEW+6OM0+PrT/N0Z2z5E1JZgdQRwO2WiOUq4HGMVtqMyhFBdgLIF0c5icuMfW6dfo2xfRQhlsjaRZpRGNUBzIEHwvi/TRx3DhHLJzRO2HpyjrO8gTCcwWNNd9zMsFiLVB1GkLbbL+MPnyORjagKzMwscB+StVUK+gXH5A9P0EoXZIrDSLmLxAmDtEGIqwB1PsCnns9Q7D5V9HPDfJkT1CrLyCviLhFx8Sev+edqzC2HdzvHX2EPlOluTuSc5LPi63WKtu05c6JOmVSOsqmWgI2dKono3T6YfpjUHa3SxdvYPfyuGeaXE6ELg1LLFW1KiGq7QuXGDFcjltpKjpD0D2SXlDqNce8GeZV9i+PE//6jTt1DJCF4qfKdO6d53m8FXSKx0mls6z9qkVbCPJ9ozOXnuExJ0ma/o6NTdCmIyoNm8xu2Wir3jo/gFWchBViFE84XLnrzY592yRIPOQTDLD4lGa89t/Qvv8KZpbNe6/FJIzOvglkb3YIHasn+aHAgMv/Rn67hT25x2ijQSaU+Nx3ebnRZGHXo7DlS12ts9y5VKN5OMO4ts51MshH7YM9AvjfOrNu8RfOv+P5/B4moTr+sxlhjhbGCNSdQ67dTTFRHHBbrbJDJY5I2Qp73cxazYOAg1Fwba6bFW2WTDaPPIbKBmdI9pYZZN9zUP2QjqNOiKg1V2Edu+f/XzcohqTqQJCIGMEGgYSXceiZbfxUFDMMg6AmiD4psXzD4Z4Sc4yPmAg+jvEPQm/6pNP+hRH5lATeSJJ57DymI6zged1iewY7UOXGApxBWKySDxfpCkE1JwqnVaKR/c8BBc838MNPDwxBENGjxt4UUgkgKJIRIQEYYCpCwi4vZaPqh+/iIXhk+uOAAgQBL1ciBCICJFIEEAQqkSCjiAJRHhE+IRRRCTbIAg4tkvXPgDfAR8IBUS/gRBuEwUNpEhGEnT8QEIpjYKvQUdAMAsY+WHM4iBGIo8gK73Jds8F3yb0A9A0QCAM/jZMHQkiSEovkCxISKreaxoJAkgqQRTRCzZJx4vdeF4vyyRJRFHUWzOPIrBFkA1QNFBFCDoIaojjWGhqjMCOQM7gmQqaGCHHc+gDE8RGptAI0UMPT4jwnSaCVUEIDwmdiJUFcMIQO2oTBHFEQX+y/m4c82Q6nc7xi7vnecdUZEEQj7MzT92cnhOj/p0MjoCk9Pg1sVgMSZLodDpPHm/vT0fTtGMWj/TkcfdWyr2/s2EF1Wr1uE31d7k9sVjsmJ78dIy0Vqsdb3Y9bXg9FVpPszlPOUBPGT+dTgfXdXFd93jOIgiC4+8fhj3Q4NPHChz/rE9F1dNz2U/S25Y9xuP8IP4/6fKCNkIl3kCbT1EUL2AepChtBGyxQO4tDdVskngwyivkUB5OUQ46fJRI8L+HDa4/W+QXT/URXtnlRgrun6lS/lDmxzdauCTIXztgrt4lYV3gjhBR3PgCHWWZTtbEocKp5AnklT5eOvVtmHa5S5pB4wKZ5kXWt3Y5t5VgUh9mqj9L89IWWmKahfeytPYeMd48iZr4aerfW6aVG2Xu4z/kBbHN+uw639hbZndigA/mID55SG6wwNydDP9n6xOKdo1WV2QGOHmiAglgR+Lmoy30oEF3rMvjbhYmBba+WCQUoFSq0LxWIrNZhxckBtd8hESbWVugdjbPdqLN2g9DVBpYnx3n1Mwy8QGYc1WWpg954eU8HFgY5gi2JyAXDRLflvDHFMRIoL06QLOURHl7E7IWPOsyvviQ9tIfU/Jvszkjc9BZ5cVL/5LV5ypQTrH8rSr+YYHRs1lUMw2xz3PY+TrYX4JuDup7kHyRwcMG4YREJ3qTXVeDukGj4cLuJRpDMn/yyhW6ew+gcJOd/6yNlnZgzSQqVsjT6D0/8V1IB4w3fMi8B2sL+EcD1KoKM88uYplX4WSLRz902dEMGs1RDq+XwdzAkUqwn2F/X2GoWadU/DX41PNUr79N1bLRazpHlS5ri49wNJ3+xTy/b/0Ml983+fY5gR8X1ljsv83ync8TiRM8l5+F9gd8pP4pZ+kyemGdiQ/WyNt1Hh/maad2uHpTJP7YZjg2QzM2hKdb/KKvUspN0H/Y4dT5xxzV+4g3Pbo/Oouf3Oaj0RWGMnv0rUVMDn2NihhyfrCO9pcrZCOddGqAk8MR6e0Nzm/EaXlFtI0D5K27HJ1NkC44/GyuhF9vo995lSPnM0SDl2iPzZGOWRzYed4WLF75uXMsyVtYxTyxd1uUMz/k9olfI7s3Srmr8EprnCiY5ZrlQzJD9/23yPRdZ4Xf4KB/i9HiDfZ/aon8gMOoGGde1Vlp9uMPDOO8eI3F3xvBykxw759GrKdW+DmjQedHGp8UX/7//H/wDzo8f/avvvZGVjHo+2CZ/kihXkiQOJIoCkk0N8QUYb67RVHsY9jNobY9HgjL3BussjuoMtzOkzCKnBkZIVd16VaapF2D4qHCq/VRzgkzJKM4RUuhIjdoaw6/5T3iOaGPITGB2p/nYcbhD8q7XAxMTugZdhSRXFtDoQiyRGrqBJ1DgfRSiYHka5RLrxIX2wiiy2HhiJI5hZkoUJ46QbO2w9HOOqbisOXUiJcLaKHLrdurvHr5GfabXXZ8n/n1CpI3QGOnyq9/egTBaKPIDlIkAjqIArX9NnE/QPAkXCWkHYKhgxIWkQSHyO0iRj6KJCILEYqooQgSEgqeHRB6EEkRnh8hAzIQeR5aPIYsqoSRhO+LuA0Dp+ujKRFO2yURE0FWIQIv1ocQPwVKkUhzEcMcdijgPn4Pfb0Jnoyj1vG8JsphB8IadGKEaoZWoOOLJpoY4FibBEKLQPRRlDy4Gm5gIRsKUQhS1KuGio4Ppg66hBi6EBggS3hxcF0LBIEQDcnI4Dd9pDAkwKMdCWiaBIFD5EIz0LFsSJoahG1Et03YbRIFFfSJX8H69C9RnX0RXyyRiOqEvoygphDr72Ioh3TCDbb2xni0McVuvUo6k6JQKuJFAm7kEIZHDAxMEkURtWqTTCZPFAgIgoooyMSSGWwvIBIlJN9HVTU0VUNWBFRdIhbTaLZbhGjoWpqd3RaxuEgYBbTavWyN0+1iGjqe55JOZ3BcB1mR0U0D3TCI6Allq2v1skGKgqbrVCoVRFnE8z3anQ6u5+J5/jHDR1FV/CAgkUggSQrtdi8L1ul0jiGBTyvotVqNTCaNLEuEYUAulwUiOp02+XyOIPCRZenJ9IRJt9sbQI0QkGSZKAxpNOogRHi+94QSHTIxceInxuF57+vffSOThnMf3KSY3eeD8kVmOibpyiU25UX6lQLVs7sM7oyRbE9xljt8V4VvDf4NwqzEaP2LfKp9i9e1qxzcXUauJIl1GmQqSZ7lVT7nTpMghh71E/kNVk7e4c+tf8evDH6JUwsRO+dbrGY+zVca7zNXqDHeKnBdjhAOTvKw6zCWdhgKT5DbP2RgB3KJM8j6bxA1vkPW/DkasY8IY2NMHE4w+2vTrDdWyNdXMPdr3Fkv4RbhtYpEtHmC4LnTBOE63ncdlgorLO+fpfUwwa+/Ns3txAblpMrqkUBp+ywmJjvzs/Rn5ln9kUpf8iSN5BapT6BgXGRj3GLH2qNwCzChVj3Ffuoxo4+h/3WQvlrHkGpoI5AqZSFo07YmyC/XYLpDu2+GsC0Tf7xPPDjNtU2dVbvOlQkT3Y7xbanF8KRBaJ1Cluc4XJzh7hQkW7M0PhnGX/wdWBsg/aMdshd8VstH5FYj2rk7HN3ep3z0Kj/e8BmxGlAeBG5Cs4ZmdFBbfSRaBaonHeL5MfxbFVLqKkOFJnEu0a5eYdT+mKZdRYv77H4SsVQeYkB1YKMDlSm8SwLC/UEqDzaIJzoYC0nsswWMH5QhOMVRyeXEey0a4gZOUCcT1FCat6GzRfrEfw+//t9ivfAsq3oVQ2wwpgiQmqK6dA17xaYj3mMocYlvfiOFn77PBeVVxj2bhcUZtOIfMHI+ST0soaQd7v7pZ5geW0O9/THz4rPU723R90WL/us5jl5d4GTfaX5H2GLyMMCLXHZDnZHKBdpXbnP93TleEDJ8/egdni8VOUpUWb93GjX2An74NT70XyZZ+Bs2H87A1CXWgmHGxh/Tqk2RsgQaRxDYPu+2c1xcmqC/fJ1P3lSJvTLPbqaLuCPirX4LRR/l4kkX712DC4Md1h5NIOUskq0qwsGLLHcdtr2QXypZrEYOnaMKrQGZ/F4FUximVGhREV9jqFyhvBfyni5x4vAkk50X+ZvNm0w8t0dKMzm5sUc8ahIPRKSMQS5xn86BwnrcZ71mENN2iIobnD5x9h9/0rr/v/zeG0VZYVdscy8fsCLYzFVUjoI2H5yWeZh2SSsS6bpMn56BeIJmUmC5XeHO5jYvOwMMNEW0lovcjVGMkhQjg1gkklMUrExAhzaiV2c+aLMWizgvwJAj01d3abgdHrlHxFYqfKpbRrQksk4GlRS2bCGHFgzGISUgzhVpxV0quwdo2xqHH9jkq2eI+gQ6vk1HjDDkDIRQae5Qs3wOD5ukFJnJ4VdZ+3CBcOOQh/ceUdMKdDWLUOwykQkoDreRVBBjASgRgiaRMGTcSoAUGQSRiKb6RCGEbXCDTm/8UQFJEel2I1RFpWt7OF2PHuC4F2juhZN7zoog9ESPiETgB3TaHoIgYnsOghSBAE7XwUwVe+2ieJlQ7icIDQzXx8MjKbXQ732PcLdGt+OiRDW0sAGRjdsRQKwTygFmLIYqa/htlyAQEGQd3dCh24TQRjZMIgIETcOpVZFFQO5V7qPAxe92kUQdRAnZLKHKeSQ0gqCBJFtEXgVRERAVGUVsI4QaCCZCIoGeEjEyBihJbFvAQ8KXbPRomqXmdTKzX0CKCoheB9nuIPlLeI3fR7XuIFjL3Fjy+be//QPShVMctDZJZU3KpWGK2RE6bQvPiYhnskiyytbGJsViCc9zUeRecF7TBCTJxdBFDlpH6PE43a6LomSQRANZMmg1axh6RNc6IGa4mLEMQdA7LSWTqV6rDAFdN45zOoIg4Pk9Z8d13WPIoCRKGIZxzN6RZOkYMphKpZ6IGigUCj3GjyDQbDYRRemY3xOGIZlMhiAIsG37mBX09OOnJ7CnjJ+nWSPDMI7dJsMwnrg+AZqmYXe7xGImjmPjui6JRBxJkBkf//uH9/7/+Pb+P/3tN4Jhge5uine6BlvaLqVH23SZx/rMELcdhzO7Dna3wOdlAzmM44y3qNfmub0xT/JohmI64mgF1MISydok0/7zvNTeIzppczSSw9l+H2usS1CZ5/c6o/w3touutjisLOBU4ch5k/7KKWabl9AaEv6BzlwuRyrUqXbaJE8oiKVlosM+hNmXSKbukF0+QXT3B2TvvUZhdAbx3DqLdZXyqUv8tVxn05OZzb/L/rfaGJNp4mMlyn9YZ+X+LeqFFW7sF5iNbPZSXZxHm/wnJ2wYCMikdMxnNuFhjfSLazz2YfqMQD22QV9lFtIBTPmkh7cpvBnB6yLzVoIJ06G0k6aVHKaxX0f8cojn62h5nxuLXTYqMC3XkPY8LMHk/q1h5jI3kWsg73RJ5vZRbLDtNinf48TCGZT0JvLiCO5sBzv5OqfmfdITv0WpnMWI/zX2vTa74+/irRUZSaQIkrd4vDbD+N3rMHaVkXNt7mQmKGtfhXYCT1hlrTZNNvEOjw5Uhq6UqDzepH6qifPIItUykaw4bnoBtf+zsP9XyM0+NpQpRjoJzEYChDXI5bE6W0gzNRIHRzB3Cq98m3p8iLhqY2nLDDwQwCyRvDRLcPYatVs6yc09mP3n3L9/DXf4s6TVIoWDBe6llhlyF2k+/i6Jow9ZuziIsbHJ5/7H+zwn53hw4i4HnsHVIMWV2Rqt3Wd45/wVMk4SIV1na1Mn/fIK9x9eZeyZA7zBJs3VMyQGF9G8LIsPH3E2dYKrnVVuN2I8uzbE2i/LaOubfDnKUdu8wQlpg0Thp9lv7FPs3yX+wKFiDjE3mea8A1lJZGuoSDmXo725RXrN4FCvEUvFOAimSK+3mLi6QCs7w+Wl9/mLukR+aZwLEzbtyZOY7ff4MDqN/Eqb90sVxldllrs16kOnOacssq3lGFu4h5bs4Iyr5I5e4GS1iZC/QjS5RqveYb4GZ/MOf75ZYk6/w+DOCN9/oc7lQ1h8VydKdWhPZ8mviZz2R1kcLtM5rxCrulSVBIe5Dj9ViQiVASZn/v6z/D8oeI7+7+++IYQ+97t7LKgWO+0Wn1ZHsCX4c3GdqulT8EKSLR1VUmlKT/Z6QomR/gnOekUyjoIpyayaDk1cAlXBk2R010ewXGKKSuB12I57rCcc1v19vFqDRCjgugEbnQNm9CIjXhJRiqFGaXSSSGEdQdNgtIQ8kEE6M0rgtTGNBHqQIq2NoBrjhMk2fuTjmx6R2yXymtQbG1TrFnE5jXvoceutR8h7Xc4YBabGTnFtr0pDqCAjEvOaXLkEigFiDAKpt4wuSDregY8imkRhgCRHSCIQaLiRg6oJyLKIoCoogoDnBvh+L6ijGyaSrBBJApKiEIQRgiQSBWFPC0UQhuA6YW/tXQqRlF50xnV8EokMQiwBapZIGkSUermkrpJE8jzsa3+JmjBRcgWCroPk2L3JCMVADnpnoFDwkUUfUevNYcgxE3yI2r0aPTIImo7X7aJKEkQRUegjKPTAibaDJAoE+ISih+g7EHpIpgqyhtiNQNCIBAUCBV8SsAMbVVbBFghbDhEugWyjGyqqmQK/g5/OkZz6HJEgQLiDpjZwG3eR2p8gBmv44S7f/pHL0nKbiZNX2alukM2nSSf7sK0QVdVpdSzypSkQFPb394jHFTrdGqmkTrN5RDqdwe4EiJFCx7ORZQ3DiBP6YS9QLkdYVhNVFoiCkJiu4wVyT3za3Z7TEoTHYecgCKjX670phzA4FinQAw26rvcE/Nc7HamqchyGVlUVq2Mdn7gcxzk+caVS6eMz2VN689MpCdPsDYs+PbU1m01M0wTAcZxjAfb0+zyFIPaCym5v1ysIUNVeNd1xbKIoJB6L/0RleHZ/86tvBPMqdrLCA3mH5GaJf9LXj1lX+Z+1HxNTHZ6pvYDofZ39oESLPEvFx+jypzHsl/mfYnWO9mwuXJxDMrfZPIwwoiJrwOxeh/x2HF9O4spd/IsaW8t3+POxDuWldTxeInIf0ukkKbDJM5dPksstUzAKsHsJI7CRqHDndJrs8CRrv3IGqvuYAwL1ozyGOEuskoZSwNL9NfRSjP1P+rnsf4XCsMH8XYm2cJorOy2+8Y0Woxvr7A5P0J+eRHxwj1rSYmCsilu0Kb6sM3gAwRkHYQmCToLDXIzUv7ZpJcFIFXk/fUDqtRbGYgr/ziHizwSwFyI+cvBeCZEeu8TlbZTrIQ93Rhh1RRYeWpw9gsEBaO4MUC23SNs/RZS6S+ZHHbxToEy7PBpOc2bewVMmubeRYPBnR7mdGUA4ahArF0ht+VC22XJ/nuRf2BxYb1EMzyC3fpmsa7K7/Ecc1i9wYsPhsPTzVMZu4lQiJvZtqL4AK29Rf+klBhZ3aWcv0L/4EZgBiWAU83Ce9OAkkrQM8XvsDJwj3d+HPL9IM3uJ/eRtJr0Y/MZtlh6IZOoW+qWzSFsrMHGGTsdHO5JZ2hxE9h8RGKOYqW0onqZSecBuv8DkQBxiJyD6gCPvBTK/+iK1O39Fx06iRwnS2m02H29QFpbZmnyHH/xuju3HGnOv5xheUWmudhH/2QDv3n2WfiVNZqHD1S2B95JD+JXrXNydZbBwnxE94MMVhy+1iyyc6PBSW8MMFhCUfm7MjlNx1qj3v4SxfR39fZnK+RXW7jUIZn6Rg9ImteCINzWFT0VN0pfLdH7wEZE4gjvh0/f2Ku9wm0s5CXvrEdHz05QPb7P+uT2Olkzs+CjG5Mf8ZbafqYmAM2de4T/Uv4n8bJLgbQUv6qO1uso5SebmYZzBHZe+i2PEJiwOHm7gVEf4/nSJ9IpLVTFQ+y126g8wR3y6j1Qy1UOyrat89rzNo5rK2ECTh1GNXHac3YGAgjqLdTtgdaqf9wbeQZ13MW97VL2QM0s2OiZbL6qsDos8H/v70Rr/oOC5/ZVvvNEVPRKxGPWtfQbCBAMdhZrV4G5ri93qAbHhAhOxATqdLn35PmJbFs+GJab3VFqOiw/IiCz37TIvV2h2Q1K2Sp4UpqBw29vjj7PbpJwuntPhWkEgJyRx7ZAhIcFptUjSCSiIGbRQIiNn6SKhRh6hL9MuZNH6hmB9G1UMUXwXopB2o4Ug6QhrHk61S3q4w+7eNZYf3iBlJBjIFshg8LU3/pr/4eLPEt7fY7qR52LhBEv+GhutPUQxydKmxc8/W0ANHEQtQtQUfHxkRUSRYlQqR/iOhySGqKoEkYKaAMcN0NSebdNp+bhuhKHHkFWDCBHb8RCkCEXRCfwAWZLww6DX4vZCQj9EFmXswEc3e60iqwOKEOHZXUxVwI9EZHMIUTaAPRxtgkjIEKzfRWtvEBBhS2kEJdmj9cqgIqKoIZ5Xx3eaKIIAkgG+QOD4iFHUS00DntMFWcRqt1EkgVAI8Og1sJQwhDCGIAtISQHcBvg2CAaBKyJ6KigiggpC5gRki5DM0/VCtEBACHxCqYWoWkiRA55DM7ZN7pU3EJIiQrSFFhxg738TPVxAsrbZsVQW9mS++VaApPdTGBjCC1yKxQE8N8RMGbTdOtVuhXhZxY6aHNb3icVTxOI5/EAlCDTisTyCIKOpOgJtpAgUSSIMQuyuQwT4QUir4yCIGq4voD0JE/uej+P08jHxeAzHcTg6OgAiEok43pM2FUAsFqPb7eJ5vefzGDwYBjQajeNMDwjHLlEURViW9UQ0CceDo5Zl4Xm9Rlir1UJVVWKxGL7vU6lUjrM4uq7TbvdCyU/hg77vI4ricc7n6XCp+oTDIyvSk5FT0DWTsZ8gDs/8v/7LN6ryPZSDT7Nx6q/ILxpcquvcGtniwdJJ3tV/yImsyqP8T5O+eI/moMWXdmxi2xJjsz8mtZbkDnMsHl5HPpvmb7ZrON51sgxSOlVhb/ICNzfe5nc7R9RbKspQAmfxEh8Um6Q6AQ4yF8wLlLxx1B2P/QORQnCVBXeHvNpGDWq4xhzGjkEfO5h7MfYyQ+RXPRZSNyhSYKMlMd6tIT3jkF77Ed+5O0q69SbG/E+jvr7Nb/6ve/zLs0UO17Z53e3jVXWQr0+F3N+tsFyJc3jH4b/8lE6jLbPZHiS/VqM1KuMoLYpj0H4QoQRlCrcPeFSFoUodUYTtGiQvZjHPdOFGgJZx8Q766V6+wMToHYSERaGTZWs0zeJ4jv5Hm7yrSMz6e2SiFshlOCrQrdcQr9i0bVC+WMVeqpIYuc3Q7uvsj26g7z+HejnFbvoxrfgIeV0lcfgm4v0HGM85CMYD2kevk9NtRHuI2FyL9PUUi+EefZmPYaxNo15CkeMcTljk784QTTxC8Cdw+zfZVWK08TAKs4idGM2F75Pub0N9iPY2TNomaCLsu/jpQRIZDQoxtomTVDXU97MIU5PEL9lkwlnM91+B/vehE2HMhLgPt7l9/4DR6RlQr5H65S/jZlqU6jESdoN1699TjoMws4A5X+L+UpN3b92k3NfPc1/8Jf7g+gaXvjCLXt1h8LNJEgu7rLV/k9LrXyaxu07d/AbCwPMUT6zz5zeu8MXUEG9NJdCDGIXkCvf0X6YWNhm7sUx5vEOtsk+nPkm6L+DO5iDWnMyRtc3okoLxvMC5t9dZGDPwG4f0nyrRuLLD0V+kiHtbpJ8Rmf2gyGIhw86DVepzc+Q6eyxnH6LmHtDZnOTVepzq6iTh3vu0Yy+ReSdAmsjSKO+inQ5Yu5niy8MH3FfGOLeZ535siskLLeZX65w9U6TmmTTaf0VHnIZ0iey6jH6nQeuZANkWsbYUVu0d1J0ERmOamaCKn40Rt97EeBDj8cEBM1M5Tj+u0zgRZ9lfR57rp9C6RemHBtZbRc59+j+ilv7xv/2WTaUDAAAgAElEQVT2G67jkBNMRuIFRpUcBS2F5wWk0ilOlAfZOtjhlcIM4UGTQTlFTFDxWxYGIGOQzRU47NRphbuIMZN+0ox1VQygkfC4q9f4nr7LZ6MR8m0duStQdAySvsioViB0fQxkJElDC2XSYQJbAi2MIcRTCOUkntNB9luQ9IAO1t46qtXB2dnGiKURZYeKucSjtRtIkcHI4DkUNUBwbI4etBl1JGJqku5OiKYo1EdtPtk+QjdzHLbqXCwnmchraKaLrMsghiCBKOuIYYhv+ygayEJIEEn4US+orJkyPKmvK7KGLGuEkYAoSoAAQoiiaNhdG0kSCMMA5YmbQgRRJNJxQnwvRBSAEDRJxAs8JBG0bJEgyiOigneAG8aJIpeEtw+ri4i2RzOyEKMOqufSalnoYQs/tBFlCQEFIYwhmHkIRATfxnWOCMIOsppAlEQiUUQIIhRVQxAgFHtMHjEIQE4hiCJoJvgS+AKhGBLiIQQdAqeN63dx1RRacRhZiqNJMigWyA6iqiKqJoQBodfAGjmNMfEKnmITBS6S20b25sHdx7LX+GAxzZtvtYmkfizbozQ4DKJAPJYgnU2webiMGo/Yb+3gxw9pujts720hyQa5Yh/NpoOk6CiqiCC7BKJDZHeIQgG366EqJq4XoGsG0ZM4vyDLSIqCiPBEdAS9YLcsP2k++biuQxiGmKZJEPaCwE/Fi+u6tFvt4x0tXdeJiP4O+M9BlhXq9b/dynrqzAiCeExUtm2bRCJxDEx86tw8HRv1PI9SqXT8uU8HSp9OS8hyr/bea4j1CM6KrPTmJgg5ONgnlUqiawajP0EOz5/+m0/ekJwK+ydKfOqjfh6fD5g5Mw+fpDl9aYSJzTHedSX+q2KOyqN9rgy/xrXbZ0ieWiPa7ENIDJPubqOXrvLOZosXG7uU+e94iU/YnRlncXed7ajGB2c6jKxMcKkS56D4DS7NjFNcd5kZczmfqdKt7KAhMEIF0U0iyxFbsXFC/ySt/7SG2p9l6atNtM9vUKgmYcOn4vlkqhkyQoMtzyEW/Ji7/iHRRINnMp8mMScxfS3BjaDCK0qN2w8ypGc1YgtF1i9ImPYiGTPNyok2rzfzlKckCoUIc+Y0RvGI5IMXoVQj7tpoSzXuJTQGtCnE0hFaHe6GU0SWT3q8w70PYb1lMHK1Rq2/gRNmeVhP05mNWBX2eUEOUFY90lFIXOtnNVklo7hsrRyxm06xHzrEup+hsegwbSS5tt4g9dil/5caqHsiHJwm8fAuW/IY7Umd7N/k2Ir+jHC7zcfrIdMvgOHGmT/sUqp9wo27AvnXdmmkVNLVPKvGHAMZieRDH4YPOdxPEXNEup5PcXOGVmyA9O0N2hmL4rkztG/bqAenMYse9lgNefL/4e7NYiy97zO959u3s586te9V3V3V+8Ju7iIpLpIl2aYta7xNEE8ySYC5SQbIDBI4E9BJMEgwwAwSj51g4DjyEo8ty5FMKSJFiqQoUuyFvbD36qqufT919uXbl1ycZscBjAE8d1HdF+qq6rz1f3/v8xylK1+Hd1TixcOoRZfq5vvkDwYgvAtZD806zfXpEvn+KvLud1hwn6JU0qi2Zzh5qsTB6seoB/8Aceq3sJwA4o+JD9kMbScIu58hf3qNb3bmePtfLfOS+w9pHrtP5VI/hcMW05srzDa/wvKbG2xc8Giu7VDK7FCdbLFSWWbgkkk08UW+9DY0n68zJY5Rv3bAVW0X7W4Rd+YjWh+ZHMqcIwgeUDxtcHd/kgH5Fk48ymStwvDzTSr+bcrtSVLpUeKCRVrPcvTdiwxPlLHbdaS+ozTGtpkNR6nX9lEKLfYa05QeZBho7mNljxMbZe4WVziUSeg6W5y36mxaJWZ/IFE/KJD78jg8+ICiOsbCpI+VXkevSWy3I/pTZUYfSLzzyRHGTy8T7Q/BgMNHKYX8rX261iSD0w4zq5PMt9aJns2waUVosYMbp3H6b1ComxT0c7x1TuZ03IfUHaCxX+dh5Sdk4uOUviQwMfS3ozX+nYFn5X/47hvDTZlsrg85UijZOkIqRblW56Sfob/sMi0WMNcOyAUx6baDGmoEiYSkmEixR+w41NIi75fWKWdgb32HFDETUoZID8kaOqUKHHfGGWSQZ8M0w0KeEWuQmtslSpmsZ2UeWiF6Os14RyaMHVxzALwGkbuCFO0gCjt0K6sIrRb6noNkJ6iokI6xqaKcDGirPoo1RmHwHHLGJZE9vH2ZQi7NpZ01xg6fQEx1uCE+5EZVxfcTbNHj4H6XoiJwdBwEvQfqi/UIUdFQill0MSaKfZIYbCfE8aFQNPBdj8CP0VWdKBIRBBH/EaVYEEWiOOx96PkeJBAGEZIIvturtIIgJno0hrJ0jSiMUEUJUQixO23MlIIo6QiE0FhBlWO8pItWGsO+8imK08Yw28RhHanjYxZGEDJjSKKCFNlIGYPQ7yIZVm8+7gfIioxspiHRiaMYSVFRsnkQJARZQjJNREECxwe1SpR0SJIY0RcgkfDwicUEVVYQySKb/T2DfHkdsbNL4nURIgGQ8fwuvqoTpAdRz32NaO6riEZAnIzjeQqavASNGyBWaeoD/M9/2iVSz9LttjFSFoIsoqd19LRAI17i5vaPubz4PuV4l+vrl2lFZe5tfYKvr3PlwXcIjE12Op+RmC56Id2TsLppbC9ENQwUXUbVExQtRhQTfC8k9BJCF/LFDJ7nEUUhSSIwUBp4PPPOZNI4bpdCMY/nBVhWT6D6eciJov+3euottHqvQJ9rLkh67B/TNB+7s3rm8x5R2bIstra2HrN8Pheifv6Sk0qlqFarj0nM9iOfVxiGpNNpqtXqY9loJpPBf8QO6ikmPDLZNHt7u8RxhKaazMz+7NzwtH/73TcOR1McVz2kWpq+MxOMvDNPa3ScMxUYli7yFcngze0bHG+YvKAscqyyye2DJi+457nt5BlPZEK/wDtnfo+/liaouP8GNdzm6FaKVENj+MzLWJerPD02xhH9BC+XxzGVLE82RCJB5d7WFAv5Am+fLLKcmDzdzrI3MY9tNZmqLtG3IxKs3EOcWeRg8wH9+/do2jukjV3MlUGYn2bVu8boK/3cz+oIi/MYAzZ9hSx+1aLSbRKJz7BVe8ikX2Dbz3Bl6gob6wHJA4uRjs/FO3WmB7scn7Rh2eS+KFA6epOd90qE0z7G2guMHF9iL6pwUC8wOO4wruikvTzixz5DkylGtw3on6P1sczgCxsMf+RRtJtMNEdZ7lQQ9qCk6BB0yMsxNS8hNZJg+h76Diz6mxzPjBEtLzIiQbm4jb84QOpYBPY2OBKDH3xGamwESVbJ/Og++v4+4xci5J98yNrBWfYLF5E755l7WiRX69CZ9UhvrhDNfkK6cAI3NHHudyic9yAQELuDiPMxC+UKhbxKTThB1ruLWi5DY5N99RK56mnY+SnqXol2RSc/PMrtBzsc0WV40Mfuz03RqmtkVrt40T6737nN5a+e4lm1ilNo019bQcy8SOrFX+DKU19lov5D4tFR1tzTFDJ7YNd4P7+CMjzOR6+7NE6dZKFyQHNU4bD0kCCewnrRYP3V+3xw5wPubf9b1jsOb3/2Lnfe3aazuIzyzNtcfP8SzWevc1v7I24rOsdrEjOzpzmo/xT7hszpJ8dYUEdJqT6tyxLjr/+U6U7CQ/s55ERAly0qrQnmMm3a23k0YZeWp9GYLCDuTfOBXkLo9xmSQ1oFFcmCYHsWRZzEPPcpohSjDQaIicCZ5pPcvGRjNm8gn8pw69K7dJ5rkqsVmd56h08n+jAOFzE3WyznT3D6xjp/mW8ittvsT5/lpLBKdVil7GlM5ExeOyhRbm3z5JMVDrp59j+8ze7Jr7K+bfLq7jp3y0NYTgO5f4iOVEBU6sxWt7i03uFYs81t/WnyW9dw5sfRaTA9duzvHnguvfHnb0x0dfa7DkEIJUeiWa4xlMoih+CkDd7L2kx0BcRH9yrDvk4/vXrGl0IEOaIrxPy+8WPWW/ucFUc4Jg6h+WnsQKMUFTieDCBFApKq4Og+sdfitn/Abl5DD2T60wOM7CbMdSwS1cCSDDSxixzuofR5SIqN4PrImx2SskviwN5Bhe6ASUoL0CYj7nifEusZsqlB9vY3aXWatCsJ27eaqGqKkfl5llfep9Zd5IMGrMgGceIR2B5dfK7d9fn5p0JMNUJQARG8xCKOFWSjhKwXSWIVQYdcLkW32Sb0es7N0AtJHs19Fa33QR9FPq1WgO875DIZbNvGMBWSOOp5OkV6oL7EekTHjTENnUbVI/RBVeGgWiafz0PUITGbeHIB05wC7SRRKWDX2SLnaMjqBEKhSNTZA8cmtruIsoHT9ggEHVVUiTtdYq9JknSJYxcx0hBVBUGRCapVsG1iz8f3nZ6XyvMQxCJxICEoIQRdBAli1cCPVbT8IGATBVViv47Q9cH2ETUFrJAocRDlFNroSZSJE8RDk6D0I0YNEqGJavmEnQXczjv4Uod/+s83sO05MlZEw6+S6zfwhAqdeAsxVUPqL7Pvb7LbrtEUXFy5w169QmFIo2bv4Yk291cfslZZohXt8dGNt7i69AE3lt9l6swg9aiMmsr0Kq9UHrttk/gd+nImmuzgJwKCCJ7vk06lkGXxEcU4Io4jZKUXUsIw/htQQbnn3ZJ79VKS9F52PL8XZNLp9CNJaW8i/rnhvPvIvP75eitJErrdLoVCAUXpvQZ9PrX//OXG9336+voA8H0fURR7yy94/HM/Z/y0Wm0URcGxHVzXQdUUtra2GB0dwXMDjszN/8wEnh/8wW+/Ee4dIyOVWTZWOVW3edhs0mwNMmLP8+l5jweRxMheBokiRkWjZjg8n8tSsUvkkVnmM7ajiH+Rb9PafI9Z+yUUXqI/eZWU2UBf2ec4JXzJ5GS1zv6Tt0jfzvNxEnPdEZk61kdho8iz2wavtjPUTJGx/H2EpsV9+yO6TxkMY+JmZaY/3IdNkyQtUb18ieB1BSe1yvSAw43iHxPvj3KkkLBVCPB/DHJ9jwfbIZZ2gPTzx9lYvs693RpbHYHrrkW6OMSV3WV2T8rsfW+W+VcqDJoVFKONOiOgGMO07QbpF0bYE2ImD3QG3SLl4iii00YUOiSeyNpknbw8wOYndxlNJOpORCtyOZhN0bITjD0F70seiv9rKLl9DjotlIZMOJtB1GZRt8qUpiCWHXK4eBsZnBc89t7bpXkypiT0QWaHhclpMkoBZf5J/Bd2eS+ZYrY+AZkiOfUjJpQUe1/up723ilR8klJGpvqTcyS2iyb2469eZMfu0rd1hr2BJpnDLr6jMNJtItUXydllcC1uztg0tkMm0yPs5q+TnrDYfPcQw09t4JIwcnIcrHnwEtLpH2L016m/mcO1+5DMBZ5Jn4MoQ3L/AOmFX2ZNHUAp1OgcSmG6A8iySPHQINz8AyhdQbMe8M9eXWEplyXz99PUd/NElSYLXpXGM1eZu3SETukOjcpd9roNolRAesZhRjkgeNnkrtihtXDAtc4q+z8dIr8n8IPLf8z16JusPNyl+oUz0NclV73LQhDx9ew8B+VNan15jgYKn3bnuTDdQN2rseN0iAerhEdHsKU+Pvlom8HkgJyWork8zvWNKvHkEIWdM/QPJLjrNsUdDXnnLFPKXT6uneeuep2n7mww9LVvsPygyOlfG0fZbNEZVZH6nicnGnjZNdqfDvNa6R38MMd+kDA93eLVh5tsxh3MgVfoLi/huQOI2VVaxSK3h+YJqxrFC1t4RsjREG6NdUjtXmJ5a5RV8TSnUk02ggob7mFerO/xQ+MjBt11pM4UoxeKNP9AYe7n/j1ueJZ+9+03su2QzEA/oiCRSafZ6dZQYlATgTt2mQ8KNs8o/eQ0ne3WPkNyETUW6GKDGBMTY6Sy7AUV8h2V14QZZroG2cIwbgy5dJaK75KVLAgSXKGFHAk4ikRsmaR9keGWzIm4jywiqmLghwFBsI9sJoRRF7/dQXZEnI6L/wj5khvKkxrOkggHeKl9tsRN9vcjvBa8+Vd/yWChnwdXF5lJjaP7Rs8M7m3iJx7vb0MnZ+C7HcRQQMl5uDE8MQ4Dwz2fpqJDpKSQJBVRzYFgIsoplEIWHBvCsGcDT8D3QVVlRFEgJiYRIhASVFnENHSiKEQQeuJNSRIJowRBBAGJKNJQZBHPdfD8AFXs2ddFsQcs1EwTJZsBAiLJRFGKCIwh50N8r4211+xBAo0IUQDfqxP5AUks4wYJqUIJAQkhChHDLhEuiRAQB2qvthPphZsoRhAS/MhHVRViz0cU9B6MUNcRQiAWkQZ7Lzpxt06rvIUf2kSqjK73Ieh5kAXanU0kOUS2+qg5CsbR4wiFNHKsEHoNVKODSIskuA3iKm2/xF+/q2GZJQK3iVSM0NIhLnVOPDXL4EQKzA5N38VHQM1kyBdERsf6kCWTUnGCoYEpDCODlc7ScdocP3MEQfFo+zX2a3u0/QaO16FQSLF7sE7KVHHaXaIgQlctAjFCFHo9V5wk6JqOJEm02+3H8L7e0XDvVefz0NHpdBDo0ZU/hxnKsvSYuFyv14mjnuYhk8k8Ck0hqqqiaTqmaT6ypbtYj+CGnxOZu93uYyt6s9kknU4DvUrr83ufz5lAn3OGFEXBcXqVV+AHJEmMrEgcHJTp7y8RhRGHj/zsBJ69//r9N06Hh/FP3mdr/TlGMn0Q/4T0kxGacpdkPeSP8l3+E1nAajdYMz0yDiy5r7Bd+ICik5DpVzgzUqTZuMVY9RBPHjrgBXeO9LjGzP4KnfPDvEeb2W6JlF7jYfdT/JFBalEW2V3hTGUafcrkUFhB8Vcx9DIPqicJtRonkpjig20IHpDa8Im9OsKRyyiLs+Smn+K6fY65eJvtG5vc1gJ2/nKDYvPr/P7b/5Ljr1m8+82IX3QF1vM5ivsrpOo3cXN1fux12BzZ4tadPRK5SFrpsDRS5yv7RyjcN8mP2uwPR+TFhItpnVZN4VCnCU+eh2cfYm2soACx1OTqmINpJTgHdUbd0/DKCsYtSA2WUO/W6b/xBdKRgl3X6UxWyO65WP+wzd3pGOsjl0qrTHVgGGW5QCreQ5PAfcYjXM+hii7KdonMsIhvvUO8dwZjwET5ZATJKSN4f0H+5irMzkB9miTJ0HfxNrUZn4WbIpPLBvazDZwojWTdQSSHO7CBlL2K4U2jdBvECwHykQbijkdVPI954x3cUyW6h4sMuqOk3RzoE2SzOTxtFf2lIkg34EfXuTRUo2//abSNCmZfBf15nwGlSTlRsQ7tUJ8fpuE4DEwcJRy/QK4bk2mZ7M5IZHZvsbF1h831u9wJZqlUTrNdH2Ds5n2i0VWKXwaTfX7+6cP85Oe2Sd/MUrnQYT9lU0jSxIlF/OuHqX6wwshEP7Mzp6ilC5R2miwP7TL1hSdYvhbQ1e/gWm+xuxxwpxWijxwmmbrD/aaKveBxOfeQuJlidGGFFWeR5tEUD/prjOylGF3RKQZ73LCPU1+pM3/yHs8WJxjYybPdt0x2xmVyTSZ1SECoujTcMrN7Ic1kj2v9acrHYeDBTdIPFdTuBGrfJDPOAGudTeJUhsO6Se3aaepfOk/5cpPfaOe4mjVRLlt8OvsdhvcSokhlfzePF1VwZgO4O0Y1n2HGEdm/foucnmL5TMBgrc2wcoi202GwXmEwP0owcREp8xTD0w4Pd7eRR1yilM783OG/e+C59U9+940BTGzXoeO0edt+yILZJsIDt0ZAhOB7zEV9TORLWGmLdqOFJ2tUYgdZiymLHoEPrwRnOe0McyYewYhl9LROvumidrvUwwAQ6cQeXuRj5vrJ2yKzdpaSlGUsShNpEqRN5E4DadhA7vdBALvpEXQiFNtFO9KHVorY3/sUobFM5db7fFC9zJ2Da6x6Nb7/7SUefrbI/MgUO0ub3L+4w3OH5glaAnq3xlJjlWWrj9u2iWCExFKCECR0ApdQyrB0z+OJMxMUsyZy2EFUAmIcJFEDJQXyIN1YQtzb6gHfwhhZEDF0GUkQUBSJMPKQ1QRFFpAFGVkSIend6IRh7z5EFAVIRBwnIg4FPNfGSNNzj+kiUQCioCIKEfWDA4LWAamhCcJuHSmKEFIzBHKKzPAhwtoe7cYqorOGFOjIlo6smUiyiJ4zEPoV7NoKid8iskMEMYdIHiWnIcoAEWIUInguoi4TSxGSIiAkEVG0gWSGPS6Qmu9Jx5SQUAiIgwhL7UfPTaBZRULBxqeFKAboUhpJUGl4dfJnTkKqQKjNICZLSOYQoVNDCtfxGt/msxWLv3pL48aWR3pyDSlX5chTJSZPpuif1bFKKqFsI+ga73/4gELfJHpWRheLCJFJLlvEsx1838MPHDzfQ5ANlpZ3WduoELg6jXaVh5t3WNr6hM+WvsPlhe/TThbpRC6BntCKIW+kabVbDA4M4nne41l67+5GpVqt9GorWf3/UI81TSOO4r9Rb0U0GnVc16VarfYm40Ev4EiSRLlc/hu/gcJjq7r/yN0VhiFJkpBOp3Fdl0wmgyzLVKvVRzJRaDab+L6PZVmYponneY+hht1uF8dxkSSJlJVCFAWSJKbdbpPLZZFEmZmZn51K66//5R+9MeHHqLv9zAR53iq8xe3wJCkhZnPtDj+VJ2HzDqecI7yknWUrdZltIyJrt/CcaRqGS39zjeVqmRfbv4IyXOMb4S/geDdRvT4UzeRdY4Xhgxy11DRabZM95yRz9dfQnG1+ST7BtUIVc2eUtK6QlgpURINpp0JRfhl0m1sDP2Bg5+t0vRJeUUCzj7Dk3CHVusX05nf5k8UKztc/40e3HvLhJy0uLX3Ab/S9wuK19/nhrssXXtNRt8tsO03KuQPWjQnurh5ibhFK8zVwu2zu60TZgMvbEf/lF+dwJ13KtTZ9aw6DO0cYL64Ti8MkooIQjBAtyyyEuwxswcpSjvSCy2QxDaMbbMuD3D/SYvSzLqp8lJ2jiwi6zMHAKjOHK3CjTWsZ+m8fwh7uMKM+z8LAJkNTezh7sLcCi9MwdNWldQamOh1Wgn108VVKqVWS0TZBdRB5+AydcYWsNcvO935MelrEEeZR9C3yz14gtWuBeBltYoDm0gJDm4OohVGC9jiF/T6UkW06jGLcmYTMferrUJBuwOhxcqkzDB5KsdxcIBPPsjUwzu7KNoM7K2ynDcxuGyd1hrGcj5Y6gGcmSKwMSlgFeRxrbJSDNZEGN5ns/0WkgTbx7lFc5T3MikhmZBHy22SdH3OzskH0g2d48xbMpb6Lmn6WZ76aYmKiwJzp0WilODac5fjOFd62VsmUi5Q2huiYWTbLFX7x7DgzzX1WFsZ59fBl7tUPI80Oc+1PH8CkweTRWS4vqUSlS7S+t8FS8Be81fguD5tbHLsroAQC6lyJ+vA5ZkevMR98DUUoMOifoqlfp7zQ5oX+fsr1Cs+lfpEVvcl4zce+3WXcUfCmxll+6y0qX+5jaOBlljngoNlmYngH+8eDbGUjksvvsZt5kZf2PuZNZQ1v4hTprYss734FZ2KRdrhI7eQY+ZbH+uAWsdNkQnydKG6Q+8YUnXaTWr3G15xZVLPM8vXvYwgJH5w8yiAdju+PIj8xwcMPf0KnFDG447N3JkvjzQTtqaMc7Jq8l9ziP8p3GKr8Fpk56d+j0vrnf/aGrmgUFR3F9YgLJnK/wdHJCUbHx9AyBicbEmPdNFudCuXGAecpEsUCazno5GEll+D4AqkwzXSUIR8rtCUNzTEQhCxNUe/993xYR0n7pIJ+gm7CUGqQUU+nPzTRJI3E72B4LiEVhL6IVmyj1T20QECKPWRaBJVbNPbvs+kuseTt8CEVaklENy3RLcZ0PB/fSRgoqiwvHzBQMDg28DRXNm6BUOf9ao2PlSItUyQlx3TjhJgQM+gjY+Rw/Aw7a+tYssv0cIxgRkhKiBMFKHIaNyoS6zn0pIVTOSCOEkQhQUTAsUMEISQWet4stZAm7HgoqTSebdNuR2gayJqK40Z4fkICSCioOvhRjG6A5ySoUprA7U3WFUWg3bKJcxbZwikEa44dt69HO5Yt1Inj6BNTSNv3cFUJSdomaLdJfK237sqXCBpNlERAyWWRDAUil06ngR/6aJYO3S5CGICYIFsqgiYjKDJiOARJqsccCl1IPFxBIkwUjGIR7H3CcB8xbhKHEYKsIcYBQlKHsIM+dx4OfQEvNUpLtjBJaAkmcXgHqXMRpTrA//JNj5Yhc/b1NH3zMHxKoVDSMAsBgh7ihgKKbvKH/8ebHDryIvn8MIFUJpfSkKWIxXu3WXqwj+0ekM8VGRubRNczWGaew3PHGB3wcTptRodGmZo4ShBrGOkUodbhYeNDVjvvsxP/EGHzMLlsjiiKUBWVOOqFkEKhQKNRp1DsaSfS6SytVuuxv6r3EmPjOM7jsGKaBu12+7Hss5AvkMvlHpOQW60WAHGcPK7HbNsmiqLHVGdRFHFd9/H3SZJEJpN5fJjs+/5jc/rndZZpmgiC8FhHIQoCPShUQrvdYmxslCTmZ2qW/n//b//dG1NeP/FAP7q5gNkZYsT/Pznx1Czz+bM0SneYfSZLfm2CO90VyrbO15xX6Cdhy5TYmb/Hvd0Xqb2yR23lWY63BzhU0lg6bnN6f45tOWC6fJj1VyLmuz6u2eW5xgTLyWVmT+yxLI5xcv8dJngB29vCjC8Ruw3Ep8/BwbuIjRoDjVma6auk/WvU02V2+AtG7VGuJT/kJvt8qEwiahGLXodQCeEgojq6zOWfznJGrjGQfZabb+fon7nFv/jQZcuw2MsEoIQM16ZYFiSUC+P80o08m6rJ7aEOuV0PCi7l/FHG4wMCq4q8MELjpRDjh10OhuuI6y0yI1CcDRkqTnNbchlYPkZGXKLwESi/AB9XJY51a5QDgb62TcOBuyLMpFS2dw+Y4Cyk15gqjxEu7dIKIW98iewyFM/q9C/Y7FsBzesuqVNHsJ6YRi8oQY0AACAASURBVNo6izS/Tyt26W8UQM/i/uejWHeuY1dg+/omUdwm3X4Hf/oVusLLpF5t4+YaLMo64/4UkrFHImdJHt5APqWy0qkTDico2lP8pNuhb1pE+0ufpRKM2wLB5iXGzRTBmED7zDBRox/D/3vU5TsYzYjNaBnr6g4Hw0VSnT7an12leUxhIm2xe+opdvYu0J6uMzY4Dp0zXG98zNDDXVi+z//051+jXPk+6X8kcuwfHWZ9usCZ9C2q6VkYq5ANLLzBEf7pP/4x6d86xpQ0TDZTwEoaqGMB5T9f4geVAC1tIyoG3tdGSC7uMX9qiuboAGrLx969yrnhIuLxL9ERZNJXRI7YW6yXfspN7xNqpR8x0llDac7j9W1SdXUuV20O17qc0tp8y4k4/PI8Obb4frCJVxHY/1KRTDVNd3uBhpJl7S8aSPVVqn0x/eIL3NZthl97j7ipkMz+Kk8M3eSONEf40THm7AVW9AuU+D73DudI1dtM/a866hcVKuuH+Lb8MV/9cszFi1e4oHRpzfST/3QA6+wsmabNUt84E5sSh3I32U8sdvdbNDO7fOH4HE8ID7iqp3hWrtJ+ro50bxSr7wHrKxPsZJ+ncX2Jo0//e7i03P/2r97oEpHxBBR89qSYTKbEeFJES/pwwxRxWSaM2xCXMS0PM0jYsgT+cNQn1RE5KhaZEXJkmjkSUSVRDDKiiRYqxImCmqgYiYhWaZNqx6SCMQalDOlAQkkCBDEEwUHEIUi6iEpC1GwhtBqosgBeDYk9WsICph6DLPP9cIuttIDVlzCd05lJiUzmDRY2O7QaUFCHEEIoZArkNJdlFRZcn4eRSNtuYWTTBIgQRKiCiGAkuIlNW56hXd4gtGOeO5dBMQRiFAQ1IkrqaIaOGuVAnaJaX0CPQzRAFiVEw8ATAmQZtBjwfEQxIXIchEhAIiEOQVcjgrCnovA9kOVetUWoIMYGgR8jiAF6SiJJfJIgQRXBqSnk++bBryNGdzFTxxHFQbpxFymbopoapKHlyLkRzVwftfmjWGcuUNtok3UCxCgGwyTpP8y+mKXo7xKLBoo5jtOxQUjwIhdfTeNECkmiosgeECC6HUgpoEuEUoKoCsgpiU5jGz0lE4gySXsPNYgQIp+2GbGjDpJ/5h9jx0fRZB3875MkbSxhA7l5n66/zg33Pku0cQrbRPldMqkSmmTRSYWEsokkDqPEJb71x2/yzJnnefr4CQqKQTEaIxAjIkfEdSLGxvs5euwUURKxubNJJpNCUQQcu0mn2SVf7EOQRBRVYnd3nU6nxc5WDctQCf0EpxvQlD5jZGYIKRwg9lS8VkzKKiCLBkEk4kc+iqrjuz5xEtLtdrAsE0XWCIIE1wlJp9KIgoCqKTiOQ7fTc2EBKIqGpqm9Q+RH9Wc6ncf3g0fi0BBBELGs1KOZu0AYRqTTGZKkN1vv6+tHlhVEUSKdziDLCqZp4DgOhmE8EqTaaFpvXSaJYs8WrymUy2VmZqbZ3tlh7sjRn5nAk//vP3ij2spSDN7Cbulcta9ycOE/4FA1Dw++wJhhcuY9m3acZT1OMUSe0altbje+zL9+9veR705z1vP5hvnrrIU3Mfx9urU+zq5q4BTR7A650GLiQYdrlQy09smRZqKQoua+ir2XY1QvwUiLZrPBfnKcIRrc2NrB9hoUUdg7NEpf5SIYTVLCHnptkO8MfMTFKRW1nGL+lW2owK+odZp7CVe6cHbXYMUqY0yd5jefWuSPBB/mH7J8CVbtFuozZ1GrVR7WI/LPrzN6J0EbqrDWXyL4wQFKZPL6UMx4X8QlcYfWXIJ+qEVOeJIH5TEmTjzN9pWPKY7L1DaHUZRVSk6eqzOLDG2DfQGMmxbjfV3YDbEO2xjbYNyX6T89hhzXaJ9TUS+3UC502IkjNs02lg0b0jJHV+rsqR2qpYSJVZncwAlu39lgXHyZABNxuYU+MMytwpcYcGpY/a9xL9Z4UIAnVrtYv5JBOvvL6L/6CqnabYx372B0B4n2HdafHGMwKLJ9bZHClzJgjJLvGJhjLfTIZ/qEgvZgmIUn9zm9f4iH/TGlQRV5s4CUmqd8/V2kfEJg38ff20Ey+hG/3cV+Yo5BIYGHe1Cp0n3SoVD6c4Lpc/hORCF5l91rH3HjyE0mNrZIctf58N4ie6O3ifamGZ6MuXjgcLJ8leScDJ1B8q2IVquPb332J/Sdf4kvcYwnhAscuTaFc1pDXQtx74bkvmjy+tcHuHWnSfenm+wFAwwPTtL+SQXx6XucyR/hvthhxCqw8NkCc1qTBbvDoZM6ftVj/a5FsnsJOzPC5P0v83Kyz/3QI4/LsRd0doTXsJufERFwasFGTIs0KhUK+hrO3ByR66JkK0zPzGGlLB6WCjy78n3uvDPC/E9eZujCVfbPPM2Y0c+g9SZ3l5dpWVnypkNpp0DgruEVfSYOOvSZXU4Vj3Hvh2VebB7gn/8PkW+sMj7TIFqdJtfdwZ45oDT7KvcqeU7mBeqVNFb3ixwcvsg73zvH+K+l+TS6ilv3ma8W+eNkmPHCFV5Pf5kx9U0ys0/93QPPw9/51humbBILIo0k5qLcIjR1Uu0Ea7ODVHcoeiKJHhGFEjcCG13rJ0wUhGqDZ2yToa6EEZqMBh5m4hMSEIkBiiijxAIKEoJsICQWWpzGQkOPArQ4QsCHxCeRO3hCE1mNkX0XKfZRYiA0INuHL6qosYToCyhxmtEky7OFY4yLfXSciKOnnqSVCMzPHGa0VOTW/fuMDg1SzOVZ2NnhXqfNdqtJS5JRswVaQUQUREiihPJoGiwkCS4LBEGRrb0QIbK5cERA6HpIAkiqgJ84CEoKQbZIF4YQnM2epTuJkeQI3eon8CVQJJAM2h3wogjVAgRIBJk4yhMHBkKsEYYugRejSApx4oLgk8/ohPgghrguSBpIiowdNnCbG2Qsj0TexA89xNhFZhApLpBKHyY3MEp86Dm06V8gnb+ALPcj+QfIcQtSWWjHuM0mJiGEbSIxQsmDQgfJklDyQwidANMyUFSPTuyTyCFxYiMoCrGRxs1OYgwfQcgOEm6vo3TbSFIfvhjg6RrOyCTp879O/txvEOUkpOwqbriJpWWQ3XWC5gMiaQufAv/kjU85/OwwWi7F7OHjpMwS48Onaaw5vPtXH3Pz4iKfXv6MYl8RJ+7QjGo4UpvN5gadVotCIcfw6DC+77O/t0u3a5PECZWDCtaj+qdYyLH0YJHt7W0ePNjgq195hbHxETrtA8bGh7Esg1KpyPjECLc+u0apUMK2O3gOqFZAIleIOaBbj1BFC8PqHQqLYu9GJwEEElJpC4EEUUoem9YzmewjQalIrVbHNA3S6TR+0KM0G7rRY+PoGpIkUir14Tg2jUYdTVMRRQFV7c3We2BB6fH9kG3bj0zpXVzXfXz4nMlk6HbtR1VbhO97qJpCvV6jUMgDAlOTPzscnpX/6t++0T/dYDGjIZjw06GXyG4rrOYXebWzwUowwJ5dQZMsCuH7/FgvY1fOYE38GbM3BzkiZziSKFwSBvnqQYfCEZGNyj1afI1S/wqB7QL9GFhk0BhDp5ubI12aJ52qUlLSCK1FaAXspjzG/HcJJtNMNFYoZsdgxkHr1pBCid1uRFrvJ3BLTHU15vK/xewTWfp+qHLopZNIzxTQggF+Z3uMHwVrnJl7hRkl4sqKzuYnd7g/nie+X2T0ya+xufpdUlbI4dUWu7FKdrNErdbAGW+T2h5i26xTDOrMn28jes8xe1BFn4uoLd5kLDcGExX6hTzifZtrnV0GgTv3Ojx5e55PT+aYvTcIow0+2XuGrLdK0j2MMlNnSxEQ19MsLDsMrvokWkDwZsDSmRLzWx7qbMBsAe6eAeXGaSbn9/hgLGZ1scPJiTJ3Pv4R4zmTevSvMXYySPP7GP1HED5pUHr6C6TG+7GUX2Qnktif/DrFRY3t7RUyThrGRcLGJONLdTYXXcZfW4SFDfaeLFFbydMxxkij01iO2FTucmRQ5SC9RHVlldHrKzDrwjNpgqnXyUUG1tAE+1NVaterTFlTfCxcRUuOYj+7jPTcb6N+4+dZq41Slv4No2WXwlSR9EiN/LezmMe3casy/9dvPqTzGzPs/arMz610efHcU+gDxym/47O0+iP+1ZvrXLl+D/lHM5i/cg774x/TOLzHm+Ua+zv7lL4s0zo+jikOc/tSBSV+nhVtBT2UMSoz9J++w6FUge21EuEf7uAt3OTIPxhiZOiXacXbmOfn+PCOyuvnxxmdzPDB7tsoTpN38qfIfnqZkVNT3FwrMVG7z8ObHmPaUyz8/Tx3lrL0H3hwtMz6Qcy5k0dZ65qE985xMG9TvP0AS7RwCycZS9/kVr7Lw+9UyMwtUHhznJ0XM6ydTvPL5QyV7keYmSMoco3Tkyf4yIbwk1vMDnVpH3qBWNqjeTTCvKrx4GyNJ8/I3N9y2Qgsjm03CUYj2oe/z42oxsRP8jzxcwGf/XSZsew55O/u0Fjr45lzPqlL18jPTbJflhg+NPt3DzyN3/nRG34sUDNFPEkkG8ikKg7DrYSBQMeKFZIkwBYTxq1R8l4eI1JIhwrjscZorJCNZMRAwaOPCBM10YkTiQiXTOIg06YVd5AxSZHCAiQcEG0CoYqfNAmjFoZlIgYd0BpUw4fc4S7aZAYlZ9GplrHCNg4dGolDlgxyBxxHwVQGkcxhUoPjTOaKzI+N82BzifVag9Vak1oqzaaQkKQz7LkBgpUiEVXEWMTUdJLAgwhEUcLUEsqOhGuWWNvqUkoSJjI5FLEL3RBMH1c4wA9voeoiUr6Akh8hkEwCtYafdIljj8gLsOugqR6mDo+4dPhhjKI5JIJDjIsogZoBLwixrN6rT+DIEEUIsUAUaYhyRBjHdJsQODatyialMRNsB1WNEQhIhCaxJCDqAl0jQ9PQ6BaKdA2TbD6LvXUN5+A+WlBGiVVkUUaMBERJxum2UdIWqCqe30bIyEg5naBQRKiU0UURSTcgM0zcN4V+/pcIpy/gjJxEnj2LPP8MzH0F5cR51FO/hDT7a0Qj4wSGRBLFqG0T1fVwa99Gdg5IhIdsN1R+73+/wqV7NmE2RtJU1labLD0o860/e4vF+5voWg7LyrJ30GBrt41ZCKg2dtkub5ItpAg8l739bQ7KZSRZYvHBEkePHiOTzZGyUnhOlzj0WVlZZWx8nKmJSc6cOUZ5f5dOt02UBCRxyM7ODjvbDRYe7FCrNPjppY84aC/SP5pGknIIQh+tskohm6HVOKBQLBFHIVEY/Y3brN5rnqSKyIrM57c/ut57ddF1nUwmS7PZW1/V6rVHM3blcZ0lSRKVSqVHc350gNxut9F1HcMwcF2XQqH4WBr6ecWlaSq2bT+2t3/O9wmCAEVWHsETXer1OrlcliSOmJz82/9Y/P/xy/29t964sS1SrR2BloVQbXE0+gEjB0VSjRLH1RfYaV+hlE4z7o5RCneIcRl1BmgKAqe9ETrCsxwXPsH2ZvHGVmi0T1JMVfGrNuvWaUaih0CHPUSGGCDtrnLQ2cWyQNhYplK8wW4mA+fmye0vI5e77BYv81b9I45UT6EY0yA0SDsHLPadRR+8RiEqUN2+hLh8lNmTN8jq/RT2+zlce5lg8BAYF1mxH7CkH7CdU7nlpth/MI7iOWwO3qehWAy26tw885vkr4rYI+NUMvc4PKzzoSwRPBT4INvhSO4QZ9qfQSGAEFQpxhtY487aXRpGH6VDfUSuTyE4R/0/3WLwmQNGhRo4BzitQ0xPX0EbBEUYgFZMowD9g3WGDQPxuEGndZiEfR7cPMtxYwfhvE/90wtYnxbwTtwha5c4kLqM+AEP0yfY75Zxz+0zXVRoHMlQCDb40e2HjLdGkXbuYM222Bk8THbuebqdCoWcxlb+GKnL32ZtcRnTTrBSC+SagzT2NPThSVIfxhjzHQLdJl0ZwshJJK/pmGYffM9hfDTFTv8gnqJj109h/705SnP/DVJhhng8zfS5b8DMGPnJ/4L6r8wx+dI/Q7UFDGGavsa7+Omz+HsNskPfQrrUwDx+j4t+xO/+j8t8c65KdqfFBUnn+kcSP6jF/OkffY9y/zar1w9xYs7hAyEk2a9zPJ+QuXGPj1Zsnp8/4KhZ5bO/WMBpLaB4X2Rl4YeMpuG50QR5so8bM+uM3ukwnB3l3nLCif+sCI0RvIFZEvEei6l11u9u8fpglffWNtg/GCff3eCb9++R9/6EufP/MbvDn1JdepIry3c58vQg1fv3OXa/zIArcD2wSR07zthuQmBdox0VCByVk9PvsqSUqPUppPWbPNSmODV2FDkzxbilcE1ssF4dZ3LNQX02T+nIF3G2V6nUThLX6pTMDKV9iZUzZ1huXsF8eIHpcImsYvDUxGkevl3imcJdOsNXyFj95OMc5Z1xXtzu4/JMhYGbBp6S5/Cps6izEp+dtJi7pnLRW+K4LSG0A4rH//bhxb8z8NR/5wdvuJLEStQijhMmY4sBTLKYyEhEskQQR7RJkAWdYpwlm6ikJIVm4uGjECHTzktUtAKhJJMNZMQkIcJHlwKExMcmQCKNgdYLO7RwkjaO2CEhJCUqJF4NIXaxMw3WnBWy8xojRyYJDQHRCFAFh+W0y4bSRYoliGIGR6coTB8lNTSMntUQxCZRYOPJMZ+sbdFRNGzTpJ6EoOmUW21kzUKWFSLPx9I0kjhE01RUTSWwZUJFxIkcZMkgabeJfIf5Qz3vg6jGCCoogocoySRiiVgeQkkfJo7beH4LjYSkDSoqpmwhxhKEIZrWU0dICvhBLwSpKoQiuD5omogoJPhOhCwICAiIqAhiApEAokbkJ7heRN40UOVBBMXEj5v4cRVkAVkxIOlHlgVkBSRBQBMM1CQhFBQSp4LodhAiD7QOohSgakoP8FjIgySCniLWCyiTz+D5XQIji6/n0MaPIo4fRSjN4qsZHDGFahYQrBKekUHI9eEKOVAUXL+OImuoiYTgNEBoE9v3kOwynajB996v8L13NthuQt11WVv7f7h7zxjL8vPM73fyOTfne6tu5a7uqq7urp4O02GGnMxhlEhKpKSVbXklGTYWC8Pyh8V6AcE7lP3F1lreXRtarQVotUpWIGmRnOFoNBwOOTl0DtUVu3K6OZ98jj/UsP1FFrALGAZ4gPvpfD33j+f/vs/ze1rs7DdZ32iCDMlcnM6gSyqb4OpT5xmdSHJwuI1te0R0lV6zh++7IIRYtk21VieVytBstREFEc9xMHSFRr3G9k6NQjbN4eEhENKo1/B8l4PDPTrtLmEA8YSKIPmcO3uWVCxJ32wTiG380KJUSuOZEoYaIxFLoegKjuscxb1VBcdx8HwHUZTQdO2Tf9aREdm27EfixPN8Op02qVSKWr0GgKooKIr8KAUmSSKapmLb1ieTnRDD0AmCEMuy0DQd0zQfQQl1XUeSjpJi8XicIAg+mSgdUZl/4uFRVYV6vUYmk0YAxsZ+ejw8iX9666UD0lQyW6jmCipxnvFm8d0YHgKdYpWWl4fOMAvzf8nj+f+J8UGJe2YTPVCpcoNWOMx0pssrvXlG2wNmS3Wq+ycpJO9S1t6iMjjJ5tAeM90d+skCoX2IcyxF9dLHtPevUkhNkNt5leymjWuluDd2i9sHBb6SVFF/5knIBdiej1z9MdmwSb0ncy++ykPxBE+Mdtkr/APilxMQnocrFmpinda2zc3+PpXVafKiTZjXyOQcYu4SpbE04lKC5ZmLzHc8ojmB1egNPqUc407vFMZ+B+8idN9v0wkaJJZlpseLMAgxR3Ui7oChtIi2rSMVYuS8SeRARays4DyYwkgM8O777MRCtOaAwb1xrIlVgmfKSG/ViCh5Vsp1tGoetG22pj2y2Q56vE0zhJy3i5uoMHw9Db9UY2QwRuZ+m4len5N1hf332gy9aEJwkcHOLFPHZjmc2ia2PIUgu7RbLfbjaRLFMXpRFaM0hJoY4SCSopxuYlq3UI9voRtdfPE4taE7JCyVwUDhYXqVYmOffrrIQX4ScWaIxsI2I5NPEhl7lki2QOrcSTrvevzxOZ+LqoS0V0YYuoJ13mMsMcbNO6scyMdwm3kWYy7DHFIqteBgjNCUaKZTVH/rNn/47ir9qQw1r0/t7Tbvey0+vDeG3G9RyMZQroM7V+Qzv/gZxqQ6na6Hf1XhRxcDzG9aLLt1vpz02WSapYPXceZPkt5qMxwZYc2uIa4+T2Xth/zxrXVefD7B23+yyeiVIW5sDTgl3YfrOupUnz8dqJw/7jPu76JsQPDUs+TaFdYTFsnDHhPKBqdPJDg7NslaKJM/EaUQ2eO2X+TFqSzffNdhZjCMk6qS7W/h7Y5hTRtcW9lhf+lnKSbf5XF1HMOq881iwH8+/hwz17foDMHgzZepGwN25RmO91sEL1xD2d9loVwjsWgwn7JIjfpc6zyOFH9AoW1yO1ZiVWhTGcuT7PYYVLrci2SZez7JudcD6mGTwLtPayugbkXwd/aYjJkc7JVJVTW03DDpk0P/4YKn8ltvvmQHNg+CColYiqIloqpRUHQU6YgPogSgS3EUIUJRNPAUDwuHdKSE5wjE1Th/HF7jmrZLK6hxyokSRycgRhDKiKgYgoEiK0iBjy8sYQs9QhyE0EUlQNZNvHiDhl5hSdwkdXEMwbe5WVvmx63bLGnbvGfs8D1lndvJNje664Rlg1JaQ+hJrC/d42HlDlu127Tb+3RCmXecgGDqGANBRIoZCJKCIKm4rocqSaSiBiPDBSQRBPnIIBqRUviWRypi0KbFzkDn2mqAW3PJxuKkdQfJkhBlFUdoIhllPElAIIoSmUZPZ5GDNrLkYwk2QtsmDFwCCVBAj0fptQUCR8Md+KiChhUKxJMyQiiiyjE01SLwRURJRjYsQiHEEwL6gkcgBnihyP2FNqNjI8hiD1Gq4g52iWg6ft9EFluogoTYDtECCVNS8fIzGFOfRpm4gjAxCZPH6SeyCKUpGJ1FnHsKRs7RiY5jjFxGPvEsbv5TCKcvIJx8BmXuOcLSGbzoEJIsIfk2UXyC4Mjj1EsE+HaHqDTArb+J398kIho4YRNH+IggWEcKPVy1ztsfK3zrtR41K6RmWYR2BHcgkMsnaLkWRgJEOaQ3cKh123hUMP02k9NlHr90jumpcQaDHuube2xs9jAHAyamRtFVg0KhgKoo+L7Dzs46vu8yf3oe0zQxzT6rK+tkcwkSiRin5+bodTvE4lHikQRu16eyf8jGVpW+PcAM9jHFB6zXfkShrBA3ypiOR7fbQpbVR8JC1w2ikchRNDzw6fcsjIhBq9VCU7VHsXNdN3AcG13XsWwLQRBQVY1Op4OmaZimiaZpyLJ8RG/u9VBVFcMwEEWJer3+iccn+qhQ1HEcDg8PCMMj+rMoip/wgY64QP1ej0jEoFqtEAQB+XyO+uEBJ2ZO/9QInr/+xvWXRFa5Z9qkRr+IcEzmfK/FnfE8RcmiEDaJ1RcZVSzs/S8hVjb5cUrl6f4+60KR57hEig6/07uFfPoat/wDru68QIQlumfmiFYVPMsj3ZWREGjaOgmaRE+aRG4V2Tp8jWz3BrI/jxNdRi/usjL8gC9eLHNPeYbtm6/wYe013vLfZ8sU+auvCQhFgW/t27S9eyQPx1krVkg3V9n+i49Y676K3XA4PJHhd9d30E5M0hkKabQ97isixwyBVWea5lWZ2Vv7nG7OwOU+3ocHzJ4u8eGHaZ68tED2HR19TuL2w4D3H6gYnQbvVxziYzZFIY73oUtzsknSegpfaSA+LRONfxVDTcPJVcSmS7QwoFVT4TGd7F0NJdzBmA5hskv2eo5rnQyz/hi7G7s8NpZH8SEZf5rK1hp7d4tIF2qYfwiRcYV9S8D4tMW12w6JY7D+fRjLzKGd3EK+vUTSXEV8Isb6VovRdorS0IB4I0LcGdD59nVuZs6Ren6OEi+i/uyXWbiRwejG6Efj5Od/mY8/5VN9/D/h4tJTVH/jOELnf2Gkc4yodp7V/+ofMXRyHkGMQPkyln4c2f2QcrdCfOs5vKhArVRlI7WKthTFb73JsYZP7kpAxg1w00t0+ps4B2/ReOFt/s8/CPg373+AMRmgXx+weRNWihmK7Z/j+flX2J70iWsDbltddq7VuJRa4x25yeRzET4fDsPYc8ScCqsfN/lWO4olHDIuvcCFzXn2xhKY+0mmg4dsfnQPK6Vy6elPU68J5PsPuH3dZe5CHZVJhn8mh3PYZbov0zqcZvO6yz3HQrA6/Mgd48zibV4e3qI5/D7FM1/h1dYuI4LPcFWnHq0hZ87hfecWVz6tQ1PFXTnGycI09t5bpDQVq5hjPqiw87zE1J2QY10Z0qvs3t7mdm4K5dINQuMsm5kuSfUkrv43xAYX6CYuoGdztJOHdGtd1vQRfrGn88r6fQ6efoxwJ8O8VeTu3WWmK1vcnoezTZc3dhtMTJ+lOrmNuTqKfTZBX64TS1/A/cCnOneLzHyWYHmD4sX5/wgPz7/4wUuG4+AQooYCGV8g6mtEPImkL6IGITYD9EAk4oskfQHP95ECn65gUlU9XExicojZ6TEpJZjzxhCJIJIljoRMgCC1CMR95GAfS+6gBz46HppgIetdVp1bLCqrmEXwIhqNusVSL2RfcyEV0HQ7VPCJxfK4osai4fJea4+W18Te2qIjV/ATVdr+IZYh8PEg5G4YgUSW0HfQZQnHso68MpbFcCGLiIeiiAR4xOJxEAJ6pomuOugKRPUUg1AlMOJcv9/i7esOeSPGsZyIEB0gBSAIXSR3G0FchXAfaEI8hZ9N4RUMUC1akkzdK5IYuoxUOs325gae1ycalVFRsJsaoT1A8n2sgY+aCmgMQpqOj6VDtHSO1Mg4+VKKZGGU7PAUc4+fwxEWcVhHZYAm+fidXUJzkUF/H8m3kNUsXiDieCKeNMCSBtjpFJ3UGQaFx5GHPgOjl3GHT2JljtMzRlGz08iJOyrX0gAAIABJREFUPH4kRltz0H0DBA0/0PEFg1DWcWUZVxaxxZDQkHBFD9WMEw1aiIMair2MYq7h1NdQvA1w9xAdj3u3bvF737/Bn33bIogV6Nk26YTOoNVHp0hzUOPEhShGPEbQGxCPiRyfzeKJPYyoiJHUqDT26Vodtva2uHr1Midmhpk+MY41sFh7uMbNmztsb+8y6NcYGxsmcB2arQ7j4yOkkgkmp8p02y36vR6ebbOxvk+vY7K61KWz56KKMUZHckwfL+OEA5LZIWotk6XlB/TDFZreDQSrgK5H6Js2ES2O6/ooikwQHPWmmaZNJKIfVTso6qMKCN8PsCwTURQRBD4hLstEo9FHdRNH7456t35SQ3EkbFxSqRSJRJIgOGL6/KRsNJNJY33iGfK8I5Ch7wdH9ReiyOHhAZGoQafTIZGIY2gGoz9FE57UN/7VS2eixxCkEvujW8zcfxfdOslGw6YwmCAId8k5cfqJ08Qm36ZUizHTL7OacnhKNXjHtlkReuhAvPIx8ZEMuXoRlQEpK823Wn2GKNF8aoju5j1GOMAtZzEXfAadLSKU2At8JPGHvJV6l6qWREo02Tj0ybQ+pLUPH/1SDfmByg9Olpn5YIZ3Mh1ePajzRuMEY9Mf4t6J0lzdxFVSbOdrRNQuf+taWOkxuvEAUc2QPS5QurbFg80TSPYK5043qIdFjFM9xJbH7JnT3JAXmE4+xO21WJka4liuRCtv0x6/wM3mFh+8HvC5gwijYhx/rEvq9Alaf/UR958sI+4sEu/8gL2HEB/Ns1feoyvB4QWf6cUU1mQdOfnrkJykvWyyMNhD86sk93fplfOEewrbowO0hQccRmDoc33WDq5ws7TD6eOfpp1+QCoxS3n4AslsgdLwJGLhfdhYoxWZRe7UEeUcafcHiGqS/nAd4Z0OA3WftjiJcbHHqVCG0W26qzNEf/4JeG6S9bOXCMxTzMonGJva4sGFScbVefbMQ5QLZbS7LYZ1D7d/Cim6BpUEC1mV8tguO2uniVyGSCyDtx5wzO5yf+ZlTkSnMbIPqL7yPi1hkXh4h4PViyz8/hL/8o+yvP3hAjO5IiuvNTg4PYvs1Eg+CHAOblI/P8Js2CayPcnUTIvTTw4R1Jr0T0F8RKFubRJYN1i/1+Q3Rs8w9bjC0+WLfDS1Tf3W61R/5PFu8y7XM02unpgl7a5TjkZppIc4/lScx45nuf/xgKBlM93r8traIf0Nm7e+XWWolYVMjKmTBbIJjWljg8LsBKnaBA//6LscliXKCxVUZ4+bZo5SrUb5xTRbe2P4Z95iUPMJ5k9xd/AR4/4G6Y00B1NzPG63qW+6HPxMghtv6EQnU6Tv15gYr6AsLhAX55lTStx1Dkg8mEU2r/HQUKGxj5IX8CubpCIu7qUJzmyNMzZ4BynoE7VmaQ7FGNdOIN9rMaOnOBRXSG+VKBUanCZPPHIXvvsafmoTJa5wLD9HvN0gdurvvrT9/ROe//mNl3RJ5IFXw9Vg2DVIoBFDQUPCJ8DGJhR9fElGDKJIoohKyLrS4OaIS0u0OdYQmdQnmCBH1ksioyHKIVLQBnoEchOfLlJgQqChigHIFq60S9PbZTXYRMmlSZWKrG5s0ep28FQVz7Cx6aKl4yy2ulx96gvkhkb5m3duMJpOUqp5lJM6XsLDjnRxlZB90+Wer1LXkoBM6PaIaDK27aDKMq7jUMrnsJwBuqECIQgijuPQHTiouo0o+iS0IoEdIIoBgazRcwTo9zgznSRu+ISWiCCbR5RA3wHJxickVGOgZRHlAkZ0HCN9jmzxS0jJeTCGaFZW6A/qRKIBUR2EXgFBcIjEDERFw1Useq6KaOQZmz1NJP4klp9Bj0RQYhqqrhCGA9xgC8Qu/VYb3zbRExq+1SAQH0eXDQTLRfZDtEgJVzXw5RBEi9Ds4Q3apHWVMBgQBBbBUXUYOiDjIYkhyAKhGBJKIUgiviDjizKDQMTlaK1j4CP7NrINctgDxcFtvIMcdFDEOKLXQdJMFper/N4f3OLjh30kdQw9HqdvWRiqQjKWQhAUzLCNq1hksykSWQ0ntEBzSRXiyIpEp9sj8MAaOPiOSzKZxbJMXM8jnSswOTHBqVOTZDIRgtBDEkIsa8D45DHyuSy6rrG3u0Poe6RTKZaW1uh1oN+DaBSuPD5EGHikMzl293cQZAvH95Cko29kZW2Z/cpDrpz9MhEjflQDokSxLQtVVXEcG1lR0LQIsiwgSRKyJNPv9wFQlKNV1VFZqP8Jw0d/1Lnled6jFnXP80gkEo+8O4OBSTQaRVGOGEBHcEHzE9ih8kgc/QRoKMsKgnBEEtrZ2UY3jgCI8XgMXdUoj0z81AieW99YeqnsLnC93MBb8qhEfS79nELk3gEnSWM5n2Vr1EKupIgaSbodnTQdhqw9VuwKe+d9zP0uJQKe5NeQhIATg+NACcn0mGOYmPL7ZNZNUrkf0RBHqXeXKDBgb3qaMeUtahmXB+068b7L0LMuwc1xPHeB97ctDr9wnt2bG0zODbF/zWTqC8cZHRpj773r5MMKhUaW52Jxtmcc0tY9ro9qHN6wmTg+y71GnuE9nR82rzHhtWgkcnhTC9xc7XI5PUIgVGjs1JHO7FC+uUdxC3penr4ro19Yw6+fxHlTJN98n8LWSeTzIfVom/GTATk3hpjYRbfzlNX7xE912chOMnpqE+RhIsk8af95hgML7FHkyM/TUD2MoRdY++G3CQ2bkTwkT0EnY2P3W8z6Z3gvsk88mCBjtXA8i2cef4ZufIaWfJHl9ATVx1coJ4YRoxHo9EG12N29w4diFWG4TtZY4p3DLyE0quSGQOsWOYzPsD2SxlC22PtQpHT6FqvmGmPfPksmM4kzZhELUrR4ihGjiPDGDxBTJxlEylSHDvF3uhwaLQzhSYRsGq+7R6/2OPFSgsz6NsLIEdhWKg1RVpI0X/0x0foNotsSqUs+rEfo+e/ynY03uX9/nb4wysSnz2NE77L1MESdloldnGRTcWnc7HLp10YYVmvsPXRQMjHKZ2xsu0gmTLO/HKWrglAvoH+piO5GWH0STi0OI5+qUSxnOPZzB/STEpfXprk+vEdxepr0zCKJneO8Va/Qn2gj56tc+/MeH0U9xksiY6fSXNSz2GM7kD9LYXMd0e6wuWozkba43djm1eRtnnA/wpq+jKPNcaD2eKI/ze2xD4itBsw/bfLyzg1+vpzEnp9iLa6QjJ/nx523+OzVaTLXZTKzHoOKSLGfww6K3Nt/iknboSY1kBsiYj6OPFogPVoi0coSbQ9oCmVK2WNsOBt0p9Z5rdJEHBcZ6oiczboYkRYPUlGcyymWzS5nlT5rxQj90yMMKrPcqboImQni1x3kKydZztWYzs78hwse+5/99UuVsMd3gmVaMYGMoFMMEqihgikFWAoovoeAQyQQUJAxZQFXCrhr3+VeY4mMJ3HRG2POi5DzJEKhgykcIIQ7KNSBDk7oIIcachhBlnXa/kP2ecid8Cb7cgVfj+H6MQ4qPayUgDym4cQcbK1HU/Q4DAXeqZl858Y93rt3l5+/dJGhrsfYoY035jDIBOxJJmZ6nBVf452miS8pqKGLLkO30yabzeBYNr7nkcmk6FldEARkWcHs28iSSse10CMRCsUhVDdANAM0OUpbDCGusVttc+32gP1bPuNj48SSLQIP/CCCrwh4gYDnVwnNBorjYut50KIQLSIoGQQ5Rmb4OLGYDmqUvt2m71TwNB9HS9FwDNLDL5Kf/WXS4y8g6jMEckggByieieffxJc2gTb9VgUcH38AzUqfzZU21WqcsXEDzzxE1NqYg2XE4BBtMCA6sDE6baK9B8TNJQTZRhZdVDWLYIEahARuC1tw8ATwkZF8Czwf4Yizh4APDJDDPmmpQnB4Da27jOzdoLvxHYLadRR2wD0Et0/DjPHrv/kyf/Z6g2r0JLo4iiNWKOXH6bRaKLKAqsaRNRc/gEHHolPv0tEH6CmJ0nieVreNasTwbQktiKIRYWZkhu/+4BpB2GV0fJyHa2vIskCtXiWVijM5OUHE0Dl2bJqdzS3efvsma6sP6XZaELgsL1WZnR7j0oXHKOZTeI7L5k6VbMmj1apQazgc7IT0OiKNmsn2Ro90SuRgP6Syt8XsydP4fkhET2LbNv1eD1WT8Tz/k2nLkZcn8AN6vR7pdJogCLFti1gshiSJ+L6PrkXw/QBRlHBdjyAIcRyXweCogT0ajWEYRywfXdeJRmMIgkC73UbTjtZlrntkYgYeGZ59PzhKkAVHDB7HsXEcm3w+R+gHP1UTnlvfeOWlkAp/0hbZ5PtcCZ4je+cKmWKZWv8uw9zF6Rjk2GbZWUGKDVOx0gjqWf579RUq269zPF5kRCwz4XXJ6WNIuQG1TooYf06PVdT0VYg/hOoZDGce8zMd9JU6e60f8GHvGgcJg0udHuvJKWp7OyxVsxzPPcHbcw+ILW+w8HOneMc6YONmizeGI3zr1o8Z+8I0P9s6xUy7ASmX/ZEM26cOKEYmsHMJfqe9g3vnGNbMKgrnUT44QerZmzj+PNF2n+HTT7Mdl/lSS6Sf9Vh9eJx7WoZEukctn+DJlo7wYUByWsTUj7Nn7iFmhwnvHvCjFZcHd3SeEy26z/bQdqC+Dt5AwlqMoa8G2IcWjTkDQYijuiWaRonkWYlWzSCRmWdyPo/z8CEPTnsUzBD6GtenJS7ciTAycQHN/EXy/8WToFyms7LBynyCM9ZrTDl1NqttUiM3Ma8PUKbmCbwNukUH6W9sFm8N8dRn0mQGDdhuQ+c2XvEmZ7f3CIQYI77Jd1/XeDr5r1n8VIKhjEysH0C1RVU1YO0atSfOo/SGyOdvkI5cxFCTZEcaKN8cYn/8DlbfJzLbpiC3CYUfIFzvIxnfZW/1vyO+8V2iPRcyDzmM9IhtD/GVX/63/GlfobMTJWfNcytWI9yOsL5j4JZdnhy+ytMPl6g223RmdHa/O+BQHsYerXM6P0DfmmJD3cSq1zG3bYROn0+Vsrz8To1tucLnFwN67UUavTPkhA5j7QKjn5+ke/0jzoz+YxbvNXjt7j5byzfwzTojb/sc2ibuhTF+7VOTjFZrnPjTBNsz60yOHcNsfcSP9jUaGwP0UzYf/9sOKw34ugL3viNw0C7w3zynknorw1r8PtrsFXJbOVY6pzh512K3GzLhafjWi+zc+SuypwzO3SnwwOjyrYMWj1/yeK+2SOZunPylFr3ILdJKi4NMikG6RGX7GqvyBvGHOuq0x3QzQS16nYOzCR57mMGpFVG8TbZa0zzQpunLHayFQ3p3fUayGd6/1+XEWIkT37tDNGLyCm0yhQ1uyTCXr7FTjXJq7D8ipdX7xssvRSIqB2KP0LKYkJIMkUIPZXwxJBQCYn6IhkQcAQ0JRxYRJYGUqHAqkmUmTBL3YkRwAQdb6AEWuuAhhj4Q4gmgiiFC6GMK2xyKh+wEh7QVF0dVcTwZMwgRoiqDmM8g5lNRRDpSyFrX5O5mh7oXpeqY6IbIY4U4tBuMlrK4momrC1AosCsmeHthkyCZR5QFDE1GFQQkVcIPAjRNx3Js8sUi9XbzqC1cEIkZSVRRpe+BoSiU8gXMXhvH8/GEEFkVcJwBgihjehE6VRNbaDE8DEIAhqojKQKy4CGGFqpgIwoDXHpIYg9BCnARCEIbAQ1NjWMUJ4nGUnhKi0x5msTIKVKlCZTcUxDGIJRwrS5yZBVJ3EWwDvDEVUTRxOuHhAOb0IV+XSYMctx9YPH6mxUWlu5z+ZlL7NRruIJD0N/BcFpgVsBq4fS28f0OkhYlCEKC0EAOQQpsBHeAoorIMoRuG2PQQXFNRNtGDW200MRw9xA6q9BcwG8vIbp1ROcAybmHFvURIuN0LZHdrsf/8LvfY6M2jRXmkDNd6IJhuOSzBdrNOrqhk0hnsNweqXSO/d19koYBKY/ADSgWc/RMk1qthW35TE1Oohka9UaVvtOm1/OZOjYOhPiBj+d7WOYAXdd4uLpOt9PjzPwpTpwYI5My8D2bVmvAxFiGaDTJ+uoGtuXQ79okU1kURUKUQvo9H0WKs7vVRwxFkgmBwAmJajKO65BNlRFRSMZLR31YikwYhgiigCxJBIGP53m0Wu1HDeogUK1WSKVSSNJRhUUY8Ggy8xNysud5uK77iMz8k4nOUZrLfBQ//3+6tMJHq6yfxNVBwDAMHNtB01Rc10GWJVKpJLbtMvFTFEsX/uybL3UbIvvyG7Qemye/m8SV0qTUHbpalJv6JR6zTLaoc3pijszeHC06yP4dRoNP8TOlLKEQI9FZx2KOlPk+fkQhrl0HPYJQnMQ8EGlak/TCFLGrP2CncYdOdgOxO0rUi7ArbtOxVE7Y96Gk02ypvH0pYNst4BBD/uEiK0sCfddnvb0P4xHG1oeJrVxHP65yWRd50N5h6/Zx7roWr2gZWD5EabcYfKYD3zdJ/fI62bfiCF2V3TDKpaqP5r/Fj3oTxLMlqkOnESMJ4pk8U3tRmuo04hd36Xx8h+MZj9WpKbIVi6CcZ/XQw1/ughEQlKEsyoh7Q2R360Q+73Nb3ye52iCnraJ2fHBvYAQzLBVnKC2pxCZisOUQlEbRItM0FxYxpr7OfG+au0+OUNYvQvnTsLjJ/a1zTIw2GdGvcVCVyazcJ5WWeN9tkVzXec9boSXBkASHPzb53XcqDA7fY3TmSVau/hB59fMU3bewsjsI403Umz1mte9THfwS4/V9nJaO1CxAKKFO7bNe/y5l/xnimXfoukW0e68gbN/FWp/n4cQqa3NpLtZaRAsr7L3yfRL2MFbhDoJ+DfEDmYNcmdTsGGHdJyZ6/K//8lVujMwzuWvx4/wEhbc9Lo9lSJ0vsbm3Rs6Jk7Y28eRDwuyv0mx+gDHksJers+vCsexVPjBv84E0jBXvcq6Y5nn1Gda2TLTZNbZelpj9+ixrC0uUkz22RhyW8w6l/ZCPbvXpZKr8o5ERTj/MMHnCwM4ckln2yZVHUDSVw7fu48VGuCnatN9NsD/tEp7vsfmXWT77s1f5wauHjM44xKoa7tAsQ50KUymRwXCXSsFGXJvDVgww8wjp+7BWwI33ODRVimaNAylJJJGmdcKkem2Ekvk3eAcqT4+O4PZsVmbaDKmTbJgSpw7XiHmniGyqnErKFFe2sXtPsymsk8mENO6P4c6WebzdILZVpZObwRtZY3iyx/fECM86DvV8lUgmz8T7S9z9zBDtyinm9gYU78uk5XG802Wms5tk42f+zjNMCMPw//WwWFP/cZh1O7iE9LHRSJAkRQSZASEWITFceoR0sRlEA8b6CaJo+LiYooUcBECcvtxBEAQMJGSXT1JGOoEYEopNRGEfL+hxPXKdalfAwsAhg4uHFnWx9TZ+VKAeEdnsdrnnadTbHbYCiXhqDK8nQ7aL5B/w9TEV3XUIcypnBilkTee17X02kyfYa7hE5Qi5IYVer81YvMBO84BCoYTneEgICLLIwOrj+Q7TkzM4LZt2s0MQncbqXieb0tg7sIkWowRBg0ig0msqmEKUhrqNUikQN28zrzmcmYTPPQ/jZyWIHN200UUQAwhlkDMQOY+vzeARwfZ1EukCbrOL4su4YhvPTSHF2tjhLqI/TBCuIQZ9Im6awPtbBD/AGxwSCD6qIFDfNAisAYEHywuwug4fLsJWDTalWYTeIuNRuHoW/sEXTzN1LIFDH18OiaVHaNQ6ZHQFR4rhicM4FZ/ufgevHSGaKxOLayjyAW1nF9VI4KgFdC2G7JvUl97ECLtkUuALEg4SRvwUzeCHCBGNf/2HW7x5J4uePUZbqqJ6LuFA4IWrZ1k+3GDQUzg+U2J9fR8z0Ckfy1GtWWRTaT7+4B3svoBd2ENQITspkZ9KEklGwBDoWU0URUQSLYYSJwjDkFdfvU9xCHRdZHRkjGKxiGt7GKrBzs4OK8sbTE8PMzJaxuoPyOVyqKrG5sM9HiysMug7iIi0Q4/ABDWIkIirjB9XCGjS6XhHrczOUct5KpXi5rsVjpXP86u/8E+Q0NFklWpln1whjyQpjwCArWYb27bJ5XIkEikWFu5x+vRpdna3icfjDPoumUyGdvsovWUYBv1+/5GA+Ym3x7IGdLtdCoWj2otWq0UQBJ+QnEXq9TojIyOPiMxhKKAoCoHnY5p9ur02kiQSj0dRJJVLlz8l/H8hPv7/eLaF3wojekA2naPa+3Me9i1iYY7ZUOb+5Djz623uxKeRu8sox89irLSw8ibTVQdIsJt7n3LzNPgd7jDBPJNs8D4TuOwiUI5EYdAENEw2MRhhee5v2VjwWUdllyJeROJ8pMMNrc/nag3e+8KAjbUofyvmyd7a4BrwrPocD+aj1K69yfEv9PjKKHy0qPMZxyW6EyfMjbHZv8M70TPsZxsUrAtIM1vMva7z8Ok9nDU4Jh1HagR4J0oM9tapVEWSrBH7Wpqp33ucGy8mUbQWwf0Pqe8HzB1X6cSeRRn7C0buxfixdJ6n1TbXrBrKuw+5lpf5z2otpn/2OP/w/AqJKFTOgyFAvJjhwGtQ0sCWBbToZWrN58ht9di9lKKcehw++gguXWajdx39oxjp6CYbfoOZpkc78jbxuUn68gjxrRaEa1yb2iH4IxhJmEjnoNdKo9xxuL7aZ8k7xvc+3mcoUWb7jTTbM4u86HaZmgj56j+JQ/Ak2toiJ4bnQC9B+QbcrbF9Zpr84VW0wwqCsMWaM4ItwNyZEty/xcbDgIlfSNPqvkjq4AGLgs/s9/4P9r/6OaRgm/zyEnZuDr2gwNvruF/9DP/7N17ld/b30NyTZAcGD5NwTlykMPufcv5gl78K9/iH5gVq+o/506e6XDzMow0KmHqCHx68Qn1V5mI0znudQ65MDvP8uMyNJ55l64MfkP6VXfarXyZnLvCr2oD7usT/9s/bMNrmX4yV+cvTk0zkz+PzBomgw1u+RvZbqwy8LKf+27Mc7Le4JB+nMLZP7e4u37/doNtocmx7hOaVFt5f96g/B2RSXE1HscRdxCIcLsKkBoNQ5cpanP/re3UuXZnkhc//MZEpHWtUJ3Vvkf2vmpzYjyK9Waf39Dxrb/go6etETz1BNO7wwZ+0eELP4sV6vHulyflX2wy+2qVxXeK/7D/Pt8UmWX+BfuJZukNl1Nz3kaoFvLzG1PDHlFdK7PFZfmy+xuUPK4jF5wl6AXv9EoOvLzKyIGK6SyQ7X0A+vsGwnsVv7LGw0sedqxOZeJLE6oArV47/nWfY3yt4doVfCDVRR5AlwgC8wEcWJYQwJPQh5GhC44pHt1ZD0QncAFmWUVUZxz3yJNiOiagLuLZHLkygKnECz0RQOghem0A+YDHRYcvrcNccEIgSPgKOIiAaGh3JZctsYRJiGxpdx2PNjSNLNiEOESNKr+MTNWIgBBi69Mikqbv7BIGHrAuURxOoisvoRJJcxkBXZSRBZu/QotPqktLTtGpN0vECuwdtvFDFyE/R9SL0bEgYIs1Glbih0qlXkWWZSCRCf2DTNwcEQYCqqtR7HTTVwDFbSF6PEa3NmTycGIOvfr6ILNURNQl0+8gck8xhWS6yFjIQIFF6nKCvMqhXiaXnQO3RNvchiJCUs8AByB3cisMLv7LAbA5++59C6Bg0Gx4P6y4fL8LhIdxbAF/Ksdnt0xVMJB+iyQIZNYMbmIhxB62xz+lxka9+7SRPzIwRDSWCdxsolsPBFiTE45hBnexQHA4UEGv4SR2nGaBkJAI1gl09xIiBrOWwNg/QMzKoRbB74DawTA0tGiBEFQ7DLJ24ye9d+x73BzB54SKNSAQtMMnH02hhltXVdQwjxfzxedx+j0CUuLG5wubeFpI7oNLeQswHjJzRGTk2jCd47O3sEovoGIrM4mabbBLGRsbZ3akxc+I0h9U1Wp0a84+dZedglUQ8zdpiBdt2mJ2dQdNlhst5+v0uG5urnDg+x+3bdzH0GJPlIpbrIAgSsqKzvLjJ9lYVQtAViRCfaFSjX7cpZpL02h6/8uXfRAzSTJZOsrO1zlCxhD0IUSMqAI1GAwBRFMlkMmxtbZHL5chkMo+ETSQSodvtkkwmkSSJft981JIejUaxbZtQDI8SWJKKNRggCMIj9o6iSLSbLXT9yCgdiUXxvKPv1Pd96vUquqZQrVaYGB/FdXwuX/n0T43gYfqZ8N21SaZZRpu1SC6eRCBK5azN9l6bC1WbewhUY9M825OAddpZgWR9nlrZJjfYpdlMoLNBjQZWLMZor0yfFFnW4EstePkKD8feQN9q87G4xqqcR1Sh2YvTHS9Tqr7NWq7EHeGAQRROLgjcGAkZ9L+Gb3wTcw9yZcg1cnhmjds8wTOR99g9MYXpThDf/SEzPTBmI+wND5hUYaQwxbwk4XfP453cJKhU+O3FQ34+nOIwv8kLDy/z2+nXmdRPYkfHOEy9x4ndn+NwcIt9O+Bq4QKv5hf4kuWyfO9xpIl/x4g5w71cAf/BEqbjok3qNO91MKfbjPRHeHJhlxfOBXz2nx+dK6c/lWBbNhl9X4TLw+y/sc7QDHSeT6O9WeLdbJqocZ/LnRNsinms4k3Kh08hnZMx3hbh7grM7/P8CwOunkvyX/9mnTDSpLAM/6oHyUPY+TcSPxzxma7IvDx6gcPbu8AOE2qKKadNg1NEzwgMHtzl649HmPmVs7xQP4735CGZGxGwVLZWHzK2PMnfjC4yci6GcW+cY/IumzsurfxpJk+E1N5PIzlvMj4+Bck81q376JdqsCyz1J4h8VmT1LUiRmSV3Wqc/ZP7cBDl9zffZ02xEefnGS7aCDdruOceo/+3JYZKhyjrEW7+8gTP7d9lRDzFy99psHP+m9j7Hoc3AqayGtFnQ0qPPYPrLtGPbNJNQKcHz79T4PB8hXQ4y+7GIoXy0xxkenxn8Tpf+/Rz1K9/wNDQZa4fvAOqxhO5AaSf4flIhIf2Ctfe3uPSiy/y4A9+yKsTT/C3LsTZAAAgAElEQVTZF9uM7+3gOQGdZJ6P2ibJP19l7ZzIzI5FJgPayVneu73D8NUeJ78Dv/7YP2P9/AkGF0+z8/of8ZXZk9yuK0RPdlm49QyZqQVGbu9gTJ0gtT2LVXqPnnQG7Ykqgw83SC58hauTJh/FaizNppj9i1XMxDiJ7X2Mr28i7H2Rdy6uMvSnIqk52PLKXBJeZyX8IkG3gqEU6cothoN/x1Trs9SlHAfjEexik1RDoOQb3Nrz2Knu8LXJgKgxRqNhMPri7N95hv29Ky3+x++8FAQ+tm8TBEfcjsB3EcMQhaOfjogrKKjRKFq5SEcKkOIx8ENs02XgW+jxNJFUDMl2MXwHQZIQfBtP7IPQoSrv82a0z64HtiHTl8DSZJqCRyNw2Ok36REgxyN4qkat18dEAlECRKIRHcftoyoakqiiSiKu20PTBoROn2wBTp/TGT1mMTolki8FRBM9EukBqXyDU/kCs+M6c6MSuVibkbRPOZ8Er0dAhEEYJRpLE/gSCV1DDyEih7iuiyBrmL4PokRo9tEDB1P08d0B6VgMP4CG5XDQ89lpQ+2gT96II1oRdNkFMwTbR/b6iIqNINvYdHCCJla4T6TbBauJah0QeDuohgVml6C+RL+X4Xf+fY3hAjx1GTY3Yux2s2wUskQvxuioXd58F+qexIE5IJuBhD6O5DsYaoAnBtiiSETWOGg4vHv3gGhzwLg2TPQgCq0KsVQJL8gSzeiIqTQwBIM2opFFcQywfKy6TzwZx5U6IFl0m00ikQxEsgwOtpETRZSIhuD59E2T5HiOXFpjOq6z9bDN8soWk1fmmEwN8dnPPUkiMcLB4S6Oa5LNTtD3BuipJN2BiRv2iOsG7V4H23foOh6xmIKoQCxmEALRWAwtKnBYsQlDgf3DLvVam/GpIfSIRrNp44ZtSqUS5fwoC/f3GPTrTE6OMui36bSbgM/E2Ci6prK4+JAg6OA6PdzABMFGwKdcHsJ3TJoNl9AHIRTxnZChYhFJUDDbAmfmLiIGOpZpks3kkOUjQ7csf7LmEgTi8fijtRX8JKElPYqSW5aFohxFyXXdeCR4AFRVxbRMHMdBkuRHJulut0s8HkeSRAb9AaIoHq3BPgEPBkFAGIa02y2SiTj1ep1kIk4YwMjo+E/NSovfWH6pe2aZtHSIWj9P35FZ0FqwKzEipdFjTTqWTlLSuOUpGJNXaez1yepzRFhmo99nKONQy8qUp79MFhFZu0lo1lGj67QWZtHDAt32IYulHV7Nn2XaWeLt4QE9MyRMLnOnAla7h2XDGadMXO8gJDIsNG6Qb4IlwHAnTuVyi5akciYyxMyxPrsWnN/dRTZNijnIfzrKFwsWE0PT7J3U+XxihWvpADG8Tfq4xi9mOjyZaDMe9RjoJc43FCpzy+wOxinYJxGcGkG/yKXCPLvaQ4xgl8HGs8TG32JKuMhWcpW7/16jfHUJ472T9OQtpOgIxY0qwzsOW5bLq1+E0783Tj6eoRNRGe3bLC1Z5LIt4ldl2A7Q1DJ7CYV8sc7Jey5crJBq/N/cvVmQJedhnfnlnjfz7vu9te/VVV1dvaPRCwACIAESoLiJlERasuRR2LImLM9oHCMrZIfhsR3jJSY0lkxrIkbbyBYpUqJIigQIAiQWEmig0ei9uqu6u/b91t33Jbd5KAgzD3qR3qQ/Il/yIfP1xH/O+U6b+GoINfwmiu8+O/lJ/MGX2VBH+Pb/s4o6WuVnZlrcWjFZrolMCRdoGQUWj3d575thFuMtqg928CNxJDxIpSlwlxp70xmqzds8XoZtx8fvv+QwlH6f/RMJpt4M09t+QFTWaKydIDMJ4aPPkFmJUu08wE5/msiaR+X7bzLaexbfhcvIXYvGwTb1BRe/kMR7/CJ3tr7NXLeNwvdhf5hgsEk2kyUZj/KpJ3W+tlNk7093yD53nKx2hi/8vUskFAFWl7FPijyvPsH25CqnYyKvWLs8Xk8xfDbIVlum51a4WvExE/IR9Cr4j3WQb05z1hX4jupn43qZ9cY8lYM14nqV+HMBzHKTyUaZ1KyI3+8Qnkxz/3cGiA8XGB7d4bV368zLWerBErGxQdr6KHP2X7C0Vef+gYl9xCazcUBEKPHIZzOUrAkqv73Lai9FdbzIVM3iI6l+VttVbu31U57o4/NGhYfRJxhab2G1Z1FLA0THXArVMJFIlK18A2nsTXwhjW5uDyk3ijT0CJ2+JZL7FXpDCqV7lxnTj5AfsullK9zauch6oINeWGFarnArPsWzcRFt9B4P+gMYpXdIKJc4om9QuNHPav8aex9TCN9YYHLjIbcPzuK2rxFILnF8Ypj3XqmwrTlspiocyf4NMjyF//jHL4gy+DwX3XPxeQ66dJjRaSoONdmmanjIdhXLrSPLFo16iYAhU2+W6RvJUqsWSSQjWFaNoOGjY3s0qSN526xpD3lT2+IbcoVdR2Rf8sh1mmzbHba6Tba9LgWnh61LBKNhGq0ODdvBFkTqTg9NN7EtD1nVkRQJXJd2vUYsYmH4SkxMuVx4wmTulJ9wskYs5RCJWUSiGomkQSQi4TMt4n4wQh1Es0li0E9yIMOtm3fZ3Cjx6NEYz5w0OBLdRqSL69Wodio09CBNSUUwDaJRE1GykXQBDAnP70cWVSRXQVfDRJMzFHomZSfC5VsF3lnocmVZYulBm4cPoLMNgZ6OVHZR2x5KoYeab2E0W3TbBeT2AUKtjtrrkmu7XN/VqYiTlGMZzn7xLJPHUmRTk7zaqXDD7LEeV6jFBJQxhS/9QoZzp11m9RQrb5dx9AQde5v0SI1Kr07brqFJgBqkVdb5n8bm6Vsr0u2EkbVRyF5AESpYy5dp12vsW3lkdQu33EQWZGrFJYJ9Bt2WhNUVsJsmspJGViUa9QqlnojQUrBCCq4aplfYwimsojZ0grsW5+wGZ1WF3t4SL12/TcVt0nd+gJkL86SSg7hWE0k2UGWJqCgSE0IkB9KEQ3EePFhHEgS2Ng5NVVG3UXWVQqWMokcIxwUsr8mZM7PIvjqvvbKNIgRQVJDpQxL81DvbpLImhXITlzahqB/NkInGgyws3UT3y/QPJUiHJ6hWG4yNjqBqGp7Q5eGDDZJpjbm5MaIRncGhNK2Owu7eNqGAjNsRGBseRSOKa4kosoLt9fBcUJRDKKFhGGiaRqvVOgw4N5sEAoEP6uMOfr+fRqNxaAf7fJTLJQzDpNc7FE2u64II7XYb0/Dj0/UPGTx+vx9B4IOszqEF1u11+f+vsINHs1FHlmX8poFjuwwM/t1paS393//bCzNbFYRgFzVvYDBB1PGT4l2Kw12WrDDbIwfEdxIMxVYRndu000383V22qqtkH/1V2ktfJVZ7hFryBtp9C4Ix1PpxcHXazmv8+fGXeHF/nFdEmA/WeGO3hOQluV6r8rIXRj8+Rn/mgEIBViIthHCQnUAF04OV2nGmlX0emBEKhTlOhTd529gi3+oghkKcGWrT/qc9Pj3+KAfn9hnY6eE8byH1p3gqmSP1qE61U+Ezms07T2kM9RSU4yKtx/so1B/yyo9SfOanU/yPQo2fs1cJ+ptcMVdIFBx0N03dtPFvVrm5OoRvusTwOZlcpcbBTIxyz0/fwSwTl0RSQ33UrKe45tT44XqM31lbpL6d5O5f5CjkYOYWCLefQLTWoFAm9G6eYLOKV7UQljuspMtE/+wAuh5lweFH+yKttX4E+Umiv7zBqac+Tye8waI3wYvhca6r1wmf9pMfcPmnv+byZKqfpyKX8C3c4jVaZE6U+KkUbMZEoncayGdgfTSMVuvwv7STxLY61K0IGyOjZHx+1ME6vptb6LfzELjGZibHyFIZIxDkYGIR/aMWxtVBsGao7PtYPy7RL7cRSksIIwnC9TXqiZPcSIv0bzeguk211cX3tsSTSY3HrhaYv7XH73xvgeWRewwMfYKJZ2IcHH+M6vs7VN5okJ86SaKiEz3wc8I7iZwcpbW/QC4osPZwkyW7QSXuR3hkhPs/fsh0LYj/fAU1u4ahHqeRWufF7wfILg6znnVJ5i2Me7OUK8uMHV+ivJtgd6fM8JNBypUFEiNP8HD/u1jFMrO/PkQpeoJE/SqTG6fof+o+qZU+Xn4xT2Z+lWPTM8yeSXJ+ROC7SzXWCkUCUyl8a1Gmf9FPzksSbL1OLnUWfeY2STWLFlnliftlbqhH0bUIFwLjvLcX4+5sl8eqMnZVJVVYoj6RpLxWQhcTrE32cyq6RvGgj8nYmxxLzCKs3GfHPcexzW2+n5E5mR/BvG2xWbjM8MlzXGkq1MRVQnNTzD98nJVggNyoRvJ4nfbsCI9/fZU/3Ilg9FVIHW0y2MiSGBj46wue3/wXv/bC+9YqK94B+zRQdA1NFFAEh5AHAcsh3LUwBQPZAavRw7A1evUWPs9AE30osolihFF0PyTCKFkXTTngd713+ePOHnc7LXZknZJlUe42EVWThiCgRmJYkoysqCiOgOZKOD2QfX4qrTaeoePTFGxHxLUVNDGI4Jbx+VqcOOlwbN5keFjCjNRR1DYhfwa/mSDkTyLJFqZfRVFMFJLk9QPahkeh10BLRKi1RUaGTxAKBvjh964zmo0QDgS4NNFHn7/JdBbmxnQMOgSEHkpPwyf66dRcIkYCXA/Xgmg8jm5qJGIGXq9OOODDlXSaagIhOsVby02urHjcWNX50YLAy9e6vH8TFq5KvP+2RW5bZGMxxvVbLXZDIWqpx2n3P4Vj6vSqFuv//Qbx/QJy7h7fMOG94hYlsYvjtaDSRGnJBIUIAd3gU5+YYWhojTuVPL/4248TP+3jzLNHuPDJOY6eC9A3IuIubfExvYF88ABT6YftddYXbxA++3EcW8UYShOKn0KzBpH9fXD6GfTMAB1E9Pgkqu3QXLtL6Ogs9cY2Vv0BmbE+tHKBrvsOXWeXaGIW1fSBbVHu2gSPHSczNkly4TaxrMne/hYv3bjCwNQ4oXSCTDaBzy/RabfxGSFcUSEYDiOhI4sGuzs57K5FowWZwRA+08RVXPpTIaLBFEP9CYoHWwg9nePz/TSr+2wtVxgeMmnXKgQiWWpVi6mpWX701kM03aBS7dCzBAJmlLXVPYaGJglHVBRN5ZVX3+fBg33i8QRzx45SLjcol8oMDA2iGzqCr8HkWALX7tIXG2Lp9n0G09M0GxayqmIGTBzbodfrIQiHWRrLsg7BloaBYRgfgBDbgAt41Gp1FOVwM8txHNrtFqp6CCP0+/0UigUkSTqspTsO3W4XQTi80VUUGQGQJOnwnSBQrzc+XHKXZQnwPhBSPhqNJuPjf3Wl82/j+c3/9T+9sGPtcbsqsk2F8tkC6Z0cxTETb6vJRETAFE7SV8zRVD0qxS6T1mPI9TW2fY+iSt9DmhxAE2poxQzMVyE4CP4C3+z7Q15rNvmWolNrNHAclZfze3yKNPV2j5P0OD9i49zU2dntkZqVGbk/z9XiFoHdOBuxJnJln5YhkZHrFPoM9IdFMmMwH4PxSwLJQT8fbTQYaneJtB5BPX1AuTTJx0dsdsoe9/IJKgca+RNFNG2M+2GP9rpF9RkTn57h9GKb39u+xlTrEYQTMtOPf5zneu8Ru7DPae8SY/636Zw0sbWn0RsHuKs3OFY5j17MU7K3GR87SjbXYtm3zFbnIboRZCq+QH95hIzbx7/sH2DtSp2XbgyyXlnn5lck3tR7rO6r/OF3HfLCCdY3a+xct/jeTwXoGD+LrJ1h7BGR0OUD/q/v3OOc0GPmB4v8rhbiKw/WGY3s4sYDRCSHB1fCDLY/R3ayzqXnoTK4xtaMzUd/7nlGBqr8ynmX87/4CXrJEM8/Psve713jqXmFqdo64c6nyOTeoLxeofapn6Sd8yNOvoEy/Byx/dMwZNM7MkrsrMn9cgvv6CSdjd8iOTtMvC9PVVhF8hRC4Tgr5Y8in/wWU3saNC1Yz+B7fIuFgThj9iX6B08jte8y9kyTpSWXq1evwdP9nNqw+dnPajzsz6MEIdvwsTVThbyfW9IBevgBzrUmpXsqzDl8zvZISUEacyU+fz/DemaKjwWDDMVu8+BgmkdOZIlvvsXurRIjR1XeEsfRB1TubQzzzMwQf3Bzg5SsEbAaBJZERrtp3mzXSAZCDEQPMBrH+ebWFd75PRdz2ubslz5DYeU2QuuA8MgkxVMidqPDT59pEWt6XHSj3HDWofoMuy9KTKtNuoMXicoCqR/b3AhXOH1wE89TeP3mHtlUnJ+YU/mzTYvYwl22yhlKjUU2RR+D8UsEEy3uhSps5uqczzTIbQfJqlH06Q1e9fyE9QjTOw6btkV8cQBnJ0lc7uJbUygp1xlYU5kMl6mKbTZ2jxPLa6glnQtPL1Pr9LPbMVkRU5wcSPz1Bc9/+/f/7oW2JFJxLXZoct/eZdepse1UsSWRtuTQk0XaioOrgiLJaLZLCBnDk+g2q/Q6bSS/QVcN4PSaKPIOBWebP6yskpNUvJ4ENrR9HpJPxbYEuoJIx3Fodjp0W218iGiqiqLpNCWBQreLovuQZBnHE3AdEVkUkJU8A0Nw4oSJprUwNAFZs1EkE0nU0XUJRXVBbBAKmwA4joQtgeeIaIJEtVigLxYlEQ7T35+iUquzvFVmp9im1ykjSw2mR6L0hzxipomhyByUXeotG1nzY/r9uFYXRYZgWEMULSynSygYwm/6yeeKpOJxVEnAljW0UARLCtKU/ey0HLZKHfJNne2GyELeptxsoQ9pTH7u5xD7ByjuN7jxlZfZee0u89YA6ZF5Ogn489YaPslAQcaxGoQFm5FYimqxi5FIEhnUSWc6jJ09x0NnibLdIFcukWsUaVNClV2i1RandIPU0ABs2jTaZZLjAWhryK4BpTKuCOWVZeyDbTQhDJUSjb0iejjK3sr7GEaFbqNOt6cSNyUOdvP4oxNoEwPYTRWnl8HJ7SLbHRqCSNXqUthcxeh5iAKU6y2WSxauCANzI4iShhlVsCxodlU6Yod0JEOvZ+EPBLFdi3a7gW7aHFRaGEGJ6bkJrl9ZIBZJs7Oxg9VxqJRb2L0OIyNDNOstdvcPsJ0W0WgUq20RCUeJBA1uXF9G8JoYmsTYyBDpeJyFW7dQ/E2CYYNwNAhSl9t3crhuh1giydr6JoVCCUlW2N7boFOrM5gd5977m6Tjo6SiY3TaNj7DRJJl7A8EziH1WP7wNkdV1Q8Dza57KHYOb3+aeB6Ypkm5XP4gu9PBtp3DJpZwWDk3fCaObX/Y0jqcrLDotNsIgoAsy4iSiG07HxKZXddBUw//GYtGqNcaTE7+1Ts0fxvPP/vd//mFXC1DjyCLx8C7fo3XSKCWFWpOmVvGII1SBbtbJ5mdI9m4i9DxAIWU/RCjFKS0XSFQmwI1zOaKTah9DbZ7fG//AV/PwPCazYErENYqfGrgBHfKCsXhHS535nh5f5MqZbKmRehIGDQLX0ylUcjRbuhoz55DvbtNQvMYb8goQ02Ok2RkZpDHIztcnmswOQbX77ZIDK8wsDNFJOBjt36biDeLz9hAH5WZezfNFTxSOYFeL0N/Cz4WsZj89BHIN1nPLeDsT5Be+hP2pmWm/EcYS47QmzqPpVv83otNPirksdQLxNQ49ZEAx4s/T6qzwMr4XaySQ1/+49gnI9i3bfy1s8TVRco+l/KBijnqJ1ReZcnX4y0/3HtlHjW0x8riHgnXwlXh5578B1TlAxaOnePqr/w+m/kdns9kMbKX6AoR/o++MhfedElMxTF9m7zta/HLlThLxjU25RTPDMUIP1Pkids/z72+l9kv5vmDnp9m6T0GmirbMZGBeJFzRzvkesPENoFCGd/5RfyLCczaCkrps2CqsNKkt9lk09MRtvZYdXSO7YywvuMSa1dR07uU7xtEhhaRWjqxvQJm4hMsv98hOvwsS+JlIpUSgdsjfNsNMrj4dfILcOlIj4VvJKmMbfL4wyC5oUnysTBWLwk7WX5w5oDRuwKPJmpkxHmcXgftSJrtrE39dpJ7p/JkEjXGap/lv0V/yMnGMFVvi637DaKiSr12h7GPT/FOLUnO3qK+02Y+LjNb6pAL+ZhLPuR7325w2YkSO1MjJIYYH2nyTm+N94UCJ5otFk90SQ+2sb+Vpb16hcCRUX4oFSlfaxM14zQXu+zeiDF07BRf6bzG1M1foq/1HczIKLWP6Sg3bOKd11myRzjiONRJ0D4TJl7XEB/3EWuWab8rcMt6ip/x6dz04oSTNe5EtkjlPKorDzk3v8w7fxShNmqxtR4hvHCN3eEY1YhGeLdM/n6CkcwmB2aXil6lYSxyMXiM248s02l7mLKOEA5SafwAqeiw3LN4pS7y5KaFqQsMjQ/+9QXPi//m371Q69XYo8k+bR4KHd6hxFtyhe+Iu/ypt8EfWyt817rLy9YS606Jh+S5zT6bWg0hqKD6ReRcDru4i79YZCW/wTtumfu9Mj3Fj+sLERViFLs12m6XWsum1e1hdR1kW8SUdAK6SdOycHSdjU6TuipiNyEYiNLrtPFpFv7gPs99Osn8CRNVK6MpHoMDA/h8GQKBAGawh252kSQXnx5Hk/tRxASe6ydCFKXrw7NcJE+i1toGeR/EA+aP9hHTNdrVHJnjCj1s1jYOqB+IUHPQnQ5Bo85Iv0yutUVFqOIKARxaRIMqsXCATsMhHRun1XLAtQkGXCIRGUMGzeeiRk2CiSipviz+cIKeL4MdzBCeHWLg2TyJ4+dZv1Lg5f/yx1S/eo1nqn1c0AboSw7xXrHMKyubNGsukuTRatYYDIdQGi753RL5WpVQDMLBEEhxfrT4GhsbZayCyNr9ElvFKs18j/2VEsOqhrHYRtoV6LYllMQomqPC4nV4eAN7+Tp16yEySwQTAt7KEsL+TfTGBngigckJFFlFS05hjlyALpgDj8LoOcgbaOowysAx9u5eJzSRwdRNgq0DIuNJmmUFU95hUE+h9QTuvLVC/6kR3HSPRreKX9JRexrNUodELINt9/CbKn19GZLRJKVSHV0TkQQFx2kyPTfJ6uYCBwcNalWbgeEksWiWre19Ro4kabV8yGqY995+QDyqYJo+PM/Gb7q0mi0U2SLo16kU85w/9whb+UVK5SLxeJR0JsaZR0boWgViSRXTFBgd7UfRPPpCWWq7QbqlCB85+0WOTj6KrgQRBBnD9OEzdTTlkMPTarXwPA/P8/D7/R/aXKZpftCy8uG6LvV6nWg0gq77aLcPQ8u6rhMOh2i1mvRsC7/fj+t6GD7fh3MUsiwTCPhpfrClZds2qqYBAoZhfGCLHRYOWq0meC665vs7VUu//2//9xdW0znKR8ZJXKvxHQTeZ5l3KfI1rc43Ykt8OXeT/ek8r+/o3PTe5aq7R2J4ny11mJ2mQmhSY1+rES2YhPoVtnM2V+L7fNfdYi7h41YhyQzHKSoOv9u9idvdZ8SCm22Ho4EG++khPl4Isbayh5EPcq2wizByAjNdwNU+R3+nyZ1ik9R4mV/5J0/yyRO7SHKVTa+LHp4hVpmnjyKh4Qmuni5ypFTG6jtBOPk8Q5MNwrsml4dCnFqWaBTT8I8XkBY7DJVWkIYk3L4tzghHGLAXqT2VoLe9ibO/yc7XKlRPl4n+0SbeL2zy2IkkP355hcRTi8QrDnvy7xOp9jM+5OOBM8CYv4XRCJG/phL8ZJjIeIBT4lvkxuoMZ0Osj51GFHJI8cd5rupjwfgMU70p1v++yDM7Cf5sq8n1F79P4zd+wGN2m086SSxCSD+M8Ouz30S/HILPlWjedHh0ts3Bj2DRkchpRfpmt7iTe5pKzWYh/hJ/cVPjIN8iv9vECIP9jsZ2ZQnvbg/xpRR9W4PEpj3e02foO7jHzp/dY6tzGvHGf2azsIMd3CJkVInWjmBUvsPot3epJKYZfD6DuJgHYQR3+GfQ/2wSPn2CRuBZ6nfz9Lcm4NMpil/po3iqQdYbZNb3JtrwR6AuYClN6qf2UfOn+P2/WODST6VQHzN5q7TDY/UDRg8ucrXo4mQ+zfnNO9x9MkjKHmfK2iU/keN4qsvutUnceJcZOcZB/TZ33+7wzjGZ09FR+qs1Xizr/MMxH42KhpgOsfMvb2OcadJMn+Vq9hb/MBAlrJS4/kaXkz+ZoLbf5JnYl1h4pYwkbvGo/whHEhmeOhnlzalVyrtxZtNF/OMearrK7kwYs56H107xfPKXuPCZFJbvHMd8AfrXbZJHBjgROMHuE/ewl+DWYIFEIYIvahIIxfhNxU88GEXqvE5XbWFNebQbe5wV4zjVYfpH4eY3shz9yOeo6TH0tIMzu05w0+Xn9X6qWpUfCi32Tj6K7CsxOtJmZj3Ien8M8S2HStEgERpBWUlgVhtsDI0itM/w2HqFxmgLudqmf/ZvMB66/K9/6wW/Bz4kTGQkUcbhkC3TcWws16WDxb6qsSfJvCM3eX8yyDd8Za6MGfz57n1erW0ghMJMCS06qoPblQjZIb7XzXMnaOFIIsVqCdmT8NkyggcmKiYquiegOTKSIlPudchVKkj+AK4jEjBj2F0bv79Kt1fnZ37WIJmqoOs9fFqAcCSJz/ChmA1000HTBEQMJMHE6gUJ+ocQPD+eaGJpZTpCD1t2cBSXtlVDoIusOCSDBkEFjk5l8NGiXVXp9Uw29lyWd5YoNdeYGO/gUzY4OWwwHfao1ZPIWoDQwBRNfOiBAOm4jqH0KBUPyA5NophxAsh0uh0iIT9Dpp+4LOFaXfyxPkKhCM2dDeTLRaTrLf5RYIbn+y4y04kTD7RwDJGuMkJiYZ+Bu3m8A5ule3WCpkzJVrGcLPtlBRc/F898lISi8yd/9C0eNgUaawb2nkKv0aXbEvB2ZZy6g+TapB84sNIgHpDYvncbsVhkv+NhjBvU5QZSYxjFTqKkRmmrOm3NoCELGL4kpfs75NbXodZGb1Qprl1l59o1vMkxWre+iiHdY39jmb6PfZbtwh6ao1KoyNiVCjG1gK0rDIxfIFNoMIY+KuEAACAASURBVKprfO17P+LRz5+l3Krj9/mp7+fRBZFochjHtRFFB1VSCAWi9GeHwRZolBrcvb6NbewRDaZIRBNEI1EkL8T2wSLjU1neeP0BA2MqtmAzd2qSnuBxb+UB79zIkRxWmDtzhM39Xe4tFyjW6+TK+yR0P+lIltLBAaX8PoW9DeIhg0aljM8LUNrqcvvKOtXlMI+f+AeMZs8TC4wRNBNYPQvD8CMKAoap4nmHnJ1Go/FhVfwvpyMqlQqGYRAIBGg2D4VKsVgkGAx+MAR6mPHp9XrUarVDbo8sf7jdhXcYppdl+QOyskKr2fqwpi6IAp1O98PQsm1bmKZBs9kgGAyws73L0aPzf2cEz93f+OYLsdIeQ9ub3CdCdnKPK3iMtntIjsHUyRqP7cJb8gCvla5guw6XAx/lvxav8NpYk/+SW+GV1gEn5BamsY4aWSFf6Odsy+B9dYEvh2xCSoxEY5lVa48RYQzFSWP0cliiR6wb4FTVxytiFxOBB9Rphcex8wsUGwPIG9sQ3CfqlfjCx0ZpjV7nsYfjvDcYQD4yR3Zrjce7k7zeXST4VIL5r61wJ2CxZcKoX2d3U6Gc9BNP5rnfcJGHNinsGbhXd9B70OsYZLQJBMVPn3WGspJnfL+f9wclrpVgu7xAp7vDZ4bGCa+/xvNjMkljg5c7/4yqGEHIpNBzJv1jkwzFC6wWBoj2PWSq0Edv4xS6EmHvao++Z2foX7uPGDrDsb2blD7/0wSzN7ncvYFTvIv2Voqff+Ykz02qRPfOcKrX5vboILuxWZLr+zR/3OF0a4v779nojxzlB3d28VIjDHi75Nppjo9/htMI3PndH/J7TYmjr2jkMwaJvSbFWwYHN3tIog8h2uXEfQHh4CHVgVWOvrqD1K1R8tJMfqGA42/g3Zgj+5iOG8/i5VYQMLk2IVDNbCO89h7f31aZKYio31/npaGbjH/vCmVfFjl4HZ/5EtUrywi//hT+9qvs1rfYXRijlVykb73Hbn2D8M9/hPPvLFKMy2x+eZPQL0eQ6gOMhRR27l4hG4djfpPihEBqM07Z36F/bpCZxDn832nTjW9z8+59vMY+RlCm2vFIM4KeqvDSwwJfEm3+wytbpI836A8bVJ9o4m1neEt4g9p1qI8kOToZIX+6wjtLeW7+RYJ85DUGjvTzcw2dvZyFV97nPz8s82vRAGJbJX1wnoWihHijwGL5gEtHXuAjkyEe7GzTd7GPtf0BjOhDXgoNEu8tc5AMcfpljfdknXhpCP1hiK2Z+4jv+Rhby+Ob8jjd3uKmf4hEvYL15j4Jp4972S0CsseRSZtKdIfuXQGl7zarQxPMbwW5m5vi/pzKp71+jnxrhfbZDpHSkyyPOrjNFbyP9hPUh7i5VeIRX5Xr/ilmhwsUY35C+U2KK3s0z3eYSJ786wued//Vf3zBAcr06ODSEgW6CLiAiIgMyH+52y0LOJKHPxrAcXoE/AaW3aVoN9ikimt7dAMagVaDmtvjD5UitYCB27Uw/TJ6y8FGRMBBRUZEAAQ8PBqeTdnpIAf8WMIHfxZlJKGFolSYm4fBQQtFAU2VUZUAqqqB5GEGbGRFBlREdERJw/PAFzAQJAdEh5rdwxNloIPgWuhCB7/iYWoagiTjqBpCSCUQGCCaSDMyMYyZUQmMygyeTBEdMQj3hZDtDhHZRdEGWNvYQAqn6AkStVaVZFRF1yCfOyCdmkD0VHyyRsuykFWdpBnFUHXaioiWzGA5FqOmzKPdB5zr6yNeTdJb3cVTDVq2jhccQUrMY608oLy/Qq3bJTvsI51Ns9Co0BNUKoU8/YM+5s6MEtYUvvPbt9jsuiiWRqPcodmx0SRo5hxEGWJJCC2D3wJL6eALeUTHfTRqNdyuRTIzRW63+gEwUaLecPD5kxiBOFIgiFqv0Glv07NahGbP8mDpJoZuIE9eImHabK4uQShDcPwpjMggqi+MXGsgtJvYpR0EJY66t4PUkDB1hZVWGWUsTTyTou55uK5MizJhfYBavY4giGiKju4z0BSVUrkArogqOaxvNujW2rQqILs+vB4sLeTwbJtwWKZUquI5XZqtJoGATjgSwDBqjE1mOTjYJJP288jZaQKmwOBAH1LDJreVx1DDBJUw6Vg/VkPm5js5aPoRuymGM3OkzCOM9p0gaCRQJRlFFdB0Dc89tJhMv0Kn8/+BAEVRJB6PI0kSlmVRLpdRFAXDMA7tJk2j2+0iSYeohVqtChwSk5vNJqFQiHanc4hEUDQEoNlsIn8ggvx+E9uyUJRD/g+C8OFa+qEostA1lVrtkMXTbnWYmf2roV1/G893/9VXX5hPD1JsbLA7puNfbmC057lMkSG9xc0tcIJZjuoxHnZKkD3Lw5M/pFOF7GgdzxpiYbTIak9mbk9me2AUe3+dZdPjXyir9PUPki5sI/bZZK0RbmZXSCbKnCpP4bi77Otpxu01lKeSLJbbBDOT2PEFimMSlmpx1tui6DQ4+Sj4Hm1zYs9mabyG2NxDrW/iZU22zl/jJ08MUKrep6Mdwe7mUDNhsssxphoH3BiIY9/eo7lkkR0UWFcMMvkD3jsJ+3WDmWETn3OH98eGiB6f4j3N4ePDR3n0xEUkn4LvORuyXY5fSPC2scq51QRHh3d458cS52IBtoeTXFu/hhS8yGd+0mVxbw95Ios1XGBIaZJfH2O1fJLHf7LNETdHbvRZlirrfExscHaiy8+6bU62csR7wOUjxBcnEcM6zmiY4YPHQZLI5F7l2HiEzv0OE8ldXl1UmG59gfde2yQxM8CFn0gSiZV46T+UeUvPM2u28b0VwVRTRBI59jeC8NE6w6GTXHhzDcsEvTWNK2+wdz5LSN3CfENEk05Q6b6GKkZo2zWK9gw3azqqNMHJVodOf4ypuzcoR2/j+9VnuPbaNQLPdhmY+RxS26X47pssnJwldebvkXzFxD0zSuJIAfFPB+iqb5DdGyW5v0tuqMHn75rcbR3l3hNBpu8G6MR3MOJ/n9bBDeYTPtZ2bGpCF39Q4+SRHDuLs9jLJR5O7jGw5HHNGiCczNO45rA736W7kmSg2WLvfD+pco+m3CEpl9mo68wXxnAnC3iyzcXiAL1ClZgj8OTFfvqP+vmcb4L8dph7lW00PUjxQOaMEqeblfn6tTWuNASeNPJMH/s4I3/+DF8YOcaalOSUcp7bvTi+mRuYB09z8Zk7+FI+sit5Xg2M0Ld1j0WtR2LoJJpRI7/Rgm6HSrRBx4gxFN5m0iqxGZygesEh/d5pHlx/n5iYpqwavOq/wlQgxUzFz4P+BCnfbcIbDm/sLeM8GiR6O4ottRj1lnF8p3iw8joDDZFNM8FG8C5PRK6Tly1ag+vcvCkycnaK1NUmiZOzf33B840v/58vVFSRXLeDFApQdR1qnk1HEmjIIg3Bo+jadD2Ptm2hOyKtgxJqtY3a6dFzLDqizb7a5a2QyIv7DyikdH6U6LCgVaHnoIgKDdulHdAQAgZOp4usabiCSM11qMlwYHjYfWGqoofi84MtguBghHL89BcHGRkRiYd0/L4g0VACzdSQdZFAPIhgmwiejueKCJKHoog4XhcEAc2n43gKiuWgeS6KV0aVmkRCEE+kMM0IrqCjh0xc2aEnVHGNErZvDz1VxEi1CaY9Gl4D1+fS1Jp0Y10C2T3OnMiw8u4CaWSygUHMUBJH9JGvVDB0DXAQFA897sdFIRtM4zMDlFUXIx7E321wqbnP0/oOYTuEEBxBispo4UH8wTnU5BiaGaG7/jozTw/hr/pYXDtg5UGV0p5Da7mDVICo1+X+D24wsLbOL40MYXSKbOd6uLZDWgGzBMfnUvSPhCjW6hTvgWBEiTTbaI0w+nCKylYXoRZgvVYiFQ/i9ZqUrR2EzRy9Up3ufg5xfwfVH2ev26SvbwSpZZKePkpET+JXhmivLSA0XNKTZ8EcQqy0yb35ZcJuD9VMoUxmETsmkl+n3c6RTPkZy0T46p++zYOFuwycmqOlVhEDNillmoN8AdMXJRiIockqAb+OYHlk4gOkA5NI5QCUTNR6GKkWQKjr+Nop1FY/hbU6AVKMJKYpLHTpbAvklxoEvRjFlSoptZ+AlWDl8h77d6psXitR3YHShkJ1I8TOkoCVT9DYDmB0M4zGLtAfOMX86Efoi/QTC8WRRBtJayEpHVRFo9FwMH0BoIfjHgoWz/M+vK1ptVofsnVM87CFJUrQarZoNBpYlvXhI8sKf8nP6nQ62I5DuVymUW8ifTAwKknS4TyFrtHtdD8QUC7tTptarf6BBebS63WBw2+JooBp+Bka/rszLfEnv/lPXig3I7xnq+QCKkZVpDa7xnbLJTaVRdwGUy/y0u4Bn7SHudpdRLwPw3MeoaJHd/mAyCMtbt0I8WPF4/fLrxOe2OTflzo0Aga+4DZy5wTfr5oEq8uEDIisRal7m+xxkWV7mWo8zUKnwXxsiIX2TcqGzKgziH8niDvs8uu/kCaYrHC8z086EkSMdJndHkbrT7M51seUkGKjNsdYaIHVko7dHuGZ4g5iagfxxCjd5BDC5jrGcx9j932JU5mraL4Yl1IuyU4fuycarLzdYTo+hNy5xZTvBnf6FdTMfdpnbpEqDHCDUWKDJkNli0q8j7VZg09+0eDe+wJur8sz/mnmj6ZZ0arsfsdhuhtg9PQy37ZOcDSoMfZklexKF1t9Cq+xRG9nHjs5xsj1tzjv1vGnZ2DoBJyI05juZ3s4wZAQo5PapfTmf6X2009zc+EONxtTLN0qcuDK3NtfohorMVnbJ//tPBeuXeUTZ4NExBobosdgn8TKuztM++GxUxA9eAxTeYu9qyph4xQ9q0KkVKUVzlDeqNHWAix7d5gJjLG3tkBlXKL31qvYtV2OCm/QrRYI3znLTf8tst4n8RkDHDP7sKpxjEYQub6NELWZKH8KIbWK0n6Ohe/9c0aZxCxu4Hv649y9UiY5AtGdLsITP0Hk8y9x7X/YZdb3HfqG/w0B4xX2Bu6j+I4TaoepODVmP6LxcMkkeOc4tUGVIeM86iWduB3i9m/FmAsNMjp1nv2FXVaFUY4obd6pVFHLAwSzR1Fu5RDebdLJBdBbg9xb7yc5ayN0VLS3Wnzr+h5fsdZQvytwb9WPdDnJ8pRE5WqCg60juLfu8eTgBL7NZ3n+3Bcwh10UwkRGnoXoNappmbkViRU3zPQDk3S5SWtlnoLyGo1yg5/om0Gv7XH3uh+zf5XwlMPp4nk2blboCIPcy/Y4YwVxF0Sil1awFjosESX5yB7zNyH+YpyKfxfj8gb17Rp2aY5E6U2mIhor8h1iW+/yo+k0bSOLtTDEgOng+GqsH5ul8m4fqSUVv2kzvC9QePoOqcYkkeG/QUvr61/+Ty9IPpVgIEg4EqFjWRRbNWRBQhMFRKtLEAAPDYGa56L5FDq2S6vTpdbs0uvYOF2PqO3SFWwWpA4P7CatnoMua/R6Fp4g0MSmLnlUVWgHVGo+H1XFoxd0sA0JUYjhOj0CmodmD6CxztMfV5mc8qNpPvxBE38gjqxG8QckVKOLIFYIyBFE1wDFo9bL0bUdBBKEfHPoZJClAobwAMEpIIkSATNGKDSJrg0gSDEUSUYWmwhOE5cHOOzQ8/bp2kUst0OrVaLdK9HplZEUA9VIIOllhIDJwBmXaHqL5u1tJP8wZjTO/sMCZtqPPqBhCjqKCJZoEUjHyQ6M0Cg2CHs1jsgWU2+9j3ZVoC5Pos1+huK2ijHgp2JeYXf5bQK+IPXJDErmKVJhixsbd4kFJUIVD6/qojcEAg8kpqow5yrcf7dKc83lUraPeK6GsgtPDs2x8+oqO4t1dlpgBWXu6x1SZYWa06S7VkQQFLygyPjUKLndNpYbBE3DET26bodEKsbGxhayY+Fru0itNo39++zefofGwUM6rRKykqfU2mZv7z7+9Q2U7SVadh1vNILgNxC3I0jtPRqOTNAXw6u10bw2F6NJzAd5bq9voJ4aoKH2iLajVPbLiAKIvgaKZOGX40iJLJ4egAMHQRc4NneKifFZZo+cJOxPc/HcExydnOfYxKMcG71Axpzh4snnuXT6OU5NP0nKN4HSSuCUglQ3gHoAn5eiLzJNzJwlrA8S8iXxqxHGBmYYH54jER1icGCSTLYf3acjKDq634fjOTQbbQRUNM2gUNjHcbsEQ7EP18673e6HltbhhtYhd8dxnA8tK0VRKBQKZDIZGo0GpVKJbDZDtVrBcWxisSgCAr1Ol+GhQfx+k0ajfnizYztomk690cSyHdqtFv5A8EOuz1+2tHz6YWi6XqsjCj1GRqf/zgie7bu/8UK2liNUlnj8o8MU762y0uunWHd4bL9NI6Hgp4PiHuOqfQ/bNkme7SDegwX7MUqNPTpLDpYDJ0ZkvP0y30wcpRRcpV0I8bFBkdvLGt36BiVmMFsdXpfa2AM2Vf8m6QGL+KDH3l0oTabJ1W3Sm0265T62zwb519IK6hcr3J0YZPrBF5H7N7B+PEPnk/v04quEJsoMvRdh13OphCWGFo9gzW+w5EzwI/0f8URAIdfZZVl5l4T1I5rJJR5vj3A7dYzRgEokPEMob9MbSpHeWeOmP8fOhsGUIBFTblFUEkS27tN2c2S8e1xLt3FPDhF+eIC8DhPjV8ikRXbbixRWLhKvblIydxESQVrKU3y2eY3y6RHW33qJ1eFn+PzROfZaX0XP32Yk1mX0v1/Gu22jVM4gX3yM1te7+FNBottv8OeVb9KvH6M9/hkmBp/DNAapP/wWphvjKbHBdSXDJ9aT2JchIuRI2CYL73Yp/kmPY4MzsJnDrbkMV4/z/vvbhNbXsboeLz47ztbWbYyDEUr+JsrqHtGIy0p8iMeOdrhxS8Wo6nSnBhF3t+llTOSYymJ7DlW4TzxUx393Ecm/wfJej/rGMpvlOgFvnc2rN9ivuiRWVOR7f8DCpRFGpWkE2YD1DMn+VRa7QYLiEWT9bRLfCzE4FEV7fZ8ftu+hPNrP29Iqp9fPsri/iHHCZOLBNqVGk+SYhNP3Wa4YBU6+HuFkc4kTFy+SjF/iifAw7vjP8M+nE8S2U3zqwmdIHjlBJnScR6b+MXNfOssj7Sc4Ie4hnoXoD7JEl9IUCwdEa4PEJ36VT+R15gcC+JvztFouj1zMcm42zujMGeaf/QSdc5NI4ibSyy2sLw3i+3EOT5BYeXCfkckvsdD8AbHAFJvrkB9c52ytzeqZR/jaO8ukn8iTjIzSm/Todz32xC5eR2c80MGs9XNHfIgcKbKVE9j0Rzh/Zofm5QpTtRD7lzLIdwvI4wXGnp7EzEJ+ZwZzvksn0eWy/hMMN1xiCxvUwutsaxPs3nqPiZPj0FzCPWYh7R8hk/p/uXvPGMkSw87v93KqnLqrc5runumZnrQTdjZyA8klRVJcSrYsyT7ZgiUdZPibwwefsQfb5wAbd7oDDBu27446nmxKlqhIUuQybc47O3l6OofqrurK8eXnDzUzdx8EA9I36X2pQlWhUMCrQv3fP8JGo0Pl8AbLS8/89QHPn/4P//A1wXchDKhWjxg4AzpBSNJUsG0bXQRLkfCDCFWU0SQB1/XRJSAEQ5LQZRXX9wg9hyhkuBhOiCCIyIIIYYQkikSSSBCFSIKIEApEYUQUBYhSRCBIaEocx+6TjGkkzASIWzz70hjxpI+myei6iqpoiJKIIIYIIsiyghzEkRULSYGBExAzxsmkJggDCVVWCKMegV3GDwVMM0kslkIz4whIiIQIgoMUDYhCm5A2IR5RBF4IXijh+8ONpigCWTZR5Pgw9m5MEAQQuQFmkKHr6qAo7G63KU7ncaM+WSFGq94kIkJVTIq5UcrVCoW8gbC/x6rjcbTdY+ylzyOEPaq3PyGZTiJZCVKxE+BbWE4JwwOhmGLrzbc5aWUxqn26MuTjcSa6fQpEpEciVNlG11KUaxV6Peg70Gk1mcjnsXIW65UegiPiuwqnPBXVd7FCSMYStLttYoUUjifQ7fZYWpmjVimDKFAuVxBCCMKIIAp5sLFOLB4jIGDm6mV65YBMrgCDgGxiBCuK4dY7WJaOPlpEEi2EYxuyAUpkELSPkdQARdJp2H2S6Tg3bu5TfOE0XaHHmHSKQSckkcqjx4ZG35iR4KhRRdclVM/HFyMmJiZIJpPIsozrukxNTWHbNslkElVVmZiYQBCGrIokiw9HOBV0XUdT1eF3SJIoFEbQ9BjJZHJogLcsRkdGicdTyLJMKpl+eP5lTHM44DmUomx0XR8WAj7swhFFCU3THrM1wOM9rUfdOoIg4Hkevu/R6XTo9XoYhoEoio9bl6vVKrIsk0wmCcMhQzPc5OKxf+eR38f3fXRdRwBEadjd86i40HUdZGlYRDjo9xGB+YW/Oymt/+obP3itaRwSdTr8tL3LTiYgPNniaxWX/cDjjuqSrkdoQZk6kB5PUphYQazWqdY3WPm8RHF9CokG/UEPZSSEzR7TKQXLrHLU0NFrh1TQuJDfo9KVWTw54LMHoEXQycCNey4dXyD7rIhWrlCfSLNovsTVnT8j9msQqkvU3QNeWdlkbTXOoHeJXu09mEtQ9ZZJNapMVb+GfeuY2rjMfMfHn1sk16syE+vy7kc+k/cbVOw8c+YUxfBpUtMR6d057lW7jK5swIOA5DQ4WZVTbplw0eH9yIb3OxgLMr2tPtX3EjyXHnDr9jTFwhrS0Qz3igqX3Rhv7SWYyOxxGF1m8wcWxtdHebsmc29si9Q7dxidGsftSMw2Nuk7z6I9P8vaOwl+/mQL/VYF48Q/oO//mK3BLnFpB/ojpFrnGb13lWz89+m2IPZ0krv/4gdc/fcikj+IKJebtPIevtNlUQ85HfdoOC5pa54em0z82GPqlMmxtsdycQZvpcHba+C7BaTNKi/lVNLpY5ZVuB6BvFGhOHWGzyKJVq9AtZhFqi2xWCtTvWPA0U1GL49Rsmd4sNdm3OqSO7hH/mKasTc1tJeXeTDQWMg5mH6S2miS1fXvI/hdEK/B/haYJfKnLRqCiqVcJ6LO2mUFPfYkb//4bRZ++zxbqTrX9KuU9/so9jhvxUaROUdCnqZ85X9hvtJFdD/k7sJTLK7EEE/f4YbyeWYO/wWXnxEJ1RiJ9hQnp65wrlbHvZxDum4SP5lFaIhEvasIqyOEq1tkDg38xCzdSz0u3u+yqZ1GTbVZOJlFOf4FvC/eJuF8gUPpmMnuFMnGLnsvzHLiZp/+RZHe3SxOPE53tY30/gaBMUlVqPF0McbR0iXeb1/npdQ1ahWfgnLMyv2Ig+AEH2+Pk/HuI3ehcyjTiu1SLwikKhOIh/d4oE/ChxpviZ/ny+4eyuIJOskSCzcUdtOr9Nar5OYq7Byc4WR/gesPHGa/tE/FPM3KBzXqKybN9x0+l/2Yo/I0U9E4t2Kf4RYkznw6RvbC4l8f8Nz5p7/zmuIGdOsNDARiisZ0PE5O05CdPjERlCBiJp4jLUsorkNcAiuCnK6jByGy72EB6VgCKQyQAh/ZD5D8EEWSEUQBPwiQFBlREImiEEIRCBCkCEnUkRWL3qBJOpGhXS8zNlnj2osO07NJYvEA3RCJW3lUHXTTRxRUJDGFEMXQtBwIGo4XkEueJWGcRJcTQBNDF+jUWyiyQTYzQzY/h6pkkKUYhAKSKCAJXRDrRPSJhB5h5BPxEPC4Arbt4QYQRaDIKoqq4/k9PDeNJSVBCogSFYygiRkENPoz5EYyJOQQMdJxwoB4Mo0RS2AgEYUOyt42uU/WWMym6aXPksgqYH+K3T4kNvUskjhFIEyiCSGNP/3HDA526M4scMWYYzKRw9dqjLQHTDsOJ1dHeWJ1hf72AZMrEc6Wx3gmRnXbRTckInyMWpf2bo+cIXO4o9JrxYmpfSwRrqyucFwqk7AsPtzfoh14xFSdWzc/IdRlBoGPbJrIloWnSBwcV7hw7Qq7RwfMLy0gRWCXG4jHHk7FI7J93MYOQfsYQ9Lp7Jeprt1GHOzSFTVMa4JBvIJajIE/TU9t41hdXlm6zO9/+8843LxPfOICjaaLrKRJxC0G3QEKMqmYgoKLlY2ha0kKhRFUVcPQTcIgQlU1CvkRfC94mGiyCEPQNB1RHJryk8kk6VSWZCLJyEiRYnGSmJUimUwzMTFJNpsjk85RLI5hGnFMw0IUFSwzjqbqWLE4juOgqipRNAQWjuOiKiqCIGBZMQaDwWPT8HDgk8ex9CAIME0TGEpMvu+TyWRIJBLIsvzYtyPL8r/FCP0bAPPI8wMQhhGKonB8PJxBsUwTURqCIVEUH4IrkMShxOY6DlEYsvB3KJb+0T/8R69dKfbZGoQ8lYwY3RpB2+6x4EFZh4uFJJEJkjDNJWeSZCdA2dzift/kycsi2u0My/0DtswRMhmZuV5I13PZ9wpQNpkQRZIrXXbMCKMVsmmcordXZvYJON7OIooZMvVn0LVtRnc0im6WRHOEqYW/4KtXx1h9dZbB3TV+I3+BD9RJEg8E5sUPaSS+Sj7TRfmxiltfZv/MT5hS+mTdLMXiIs7gPMHlgORak+VzYzyYvsV8fp4z0hTk4lgbk9xerTM7docj7wqx+B57e5ssblf5dCLGjbCJsT7LtbEMH3TjfLrQZMVzuDWeIpDWmCmMc5BXmbZCZCdNV7hJaqdD7/MbbJDh1WkLs73DF8xz2JWIzvZFkuIIk+0in01+G/Numq9+eoNRM0AxF2ByDYVd8lmV7fMvYqWX4HgC9VePOfru7+B99AHH+T6fd57DOJfCmTaZcMt8w3aQEznyT8RwP5nmi19tka/n2VMr/Imc44I9INFXSH5cpedZdPLzPPv+Pd4RYnxn8ZjiLcj9/CjeVpfnuwb/fOAST/TZH5fRPvyEwsgWFU/nRNak/YyG9H6K/uAT5r/4LN/b2WRm8hyV4wqaMsO7YYXCuwaldpvDkZ9wYu8IEjk2K+cQK99DN25STcQxX/wy1r0qZB8g9J4n9d4R1lyWdCs/8wAAIABJREFULyuL/F//6x8ghAd8+ABWN0zCJxKMFetcfetd2kWR1O2nKI145A50YvNxNHsab+NlptKvo8kT/PCtp7DG2ozlTdrbBzxQ5ql4dS7MBKTHW9z0z9Of+YjwVMDs9jjJCZmDSxl+uxlSViycSz2W5+dw1+Z44extnOOXCc2IU2/vsveMxrp0lvmzCre3izxV0PjTfpysUWLsjsFi38OfeIPYeIp+p8PRwQFT/T5RpcrpSwkazS/iT22RjRUxs5O8OFqjxevcEeYJvT6/VUjiWi1G6wqWPkXw91L8XPgmPypcoi38E/61eI1Qb5I9ESBXIiayk0SVe2zdPKJ6VadKmmeFEsmswOvjDVamfU59fJk5bZ2fBS7BSJ3a/3uMUZhk6tRf3Rb//wt4fvZf/6PXhEimYw8QI5m4keC4UeXU5CLNapukmcBxbLQgJLBtNEXG1FQyiTh2u4sIKBGYmkoEiGGIqaioooTvuIQiREQEAogPkyq+76NIKoIQEeEjigZEMooaIYUSqbjAhcsy80s+IiamqSBJIpqcQZJ9JNUejnKiIQoagiIhKQYCOqaeR4h0PL+DQJfAd5FEj0J2Gs1IIQg6kmQgiiph6CGJIYLQhqgG9InwiAQfgCCAIFIII4GQEAFAEIkiCdfvETMn0DBwwj5iso9Y76B4OuX+OLqlEw3a9EQJVAU1niAVT6KJInavTvrOfaZLDdTSBvL4eYzpLGG/gVA4iTq2QtTfQc4aILSw2Kc/8BHnTmPaIRQzdBam0DePSMsw9vIzFC5eo3+rOoyoB1kOSnVOLi7xYPOYK0+fY+f9I2Iq6DGL6sDi2PGIy33kQUjQaxBXDZxej64cIKoaoh0gSB6Z4ijNdgfNsKi2Wri+j0dIo9UilkiwX9qn0+0iiX027q/h+zaV9h6e0EAzIpxeB1dwiaQBXlQGuYg1OkbVXkcWQ5TcKZrH60imz8jMAvXDXQ5ueWSfX0WzUuhKgpgiEg48xgvjdFptLMuk1GoTN5IYhvHwXAXYtk0ikUAURVzXJQgCkskkgQ+GoT983EMQQVV1fM9HVTQ01UCRFaxYDNO0EEWJKIpIJtO0W50hiygreJ5PFAlIsvQ4aq4oQxDieT5BED5kVhQsa9gB9WjfKooiEomhOPzIyDwEMMOl86EXZ8jePOrTabVaBEFANpul2+2haRphGCKKIo1GA9M0iSIez0xomkbg+yiq+jixJYrDC4zAH7JNvuehyApzC3/11dHfxqP6e//la8cPcviezw3foCrVUf15oqeeo1i5xztlm6VOgZZcJaXvs+W2mE/4PHlOpfN+hyeDgE8Cl+pkm0IpwX7OJdE0SCYc/ISKNjjiY3+ZcKdHI5fjxfaAu8Ei9RUfJ+kznzymYGbZqYiMRTKKIOOmSrzw6ylyGZfFRpFacpfqVIHmBDxtRGyuWYjXzpIT9zk6hun5PqZlU+34XHrxRTRhio1anSjoo7YUUvUPWC7/fQIhRmshScLpsj3TZtFXqR5dIBh7G8HbJe7N8oGxBMsHXDI9SgdN9ubHOXm3ivfmAOU0VA8FbKVASthnsznKoiHw1mcOL/2SyifWbdryFVaOTmAE08R7D3gzb7Jfuk1oFDh1sodwySQqnMQ4qJO+XiPb+gxx6cs0L1noazpeW6QwfQIltoY2EiDeLBLvbpA4fwK/d5X4K2MY6xZ+aovpjSbq7jLOf/s0S088w8xna9z7iUO6H7DXDPj7i/PcfhfOzqb581KDa0qE/ESLt28scRAc8B8cwA7z6DdnsYQ6f6jMcKHWRvBdcht7nHAl3qk+wSVhnb7wywjOfbymR+v8MZ0/WyOeBlvLkYitc58B4Uc3kec3mS/JiI08KaGAc3uAd+mnHM1bKB/00Me/yGC3iS5sc11fIW1m+K5oc9m9TWsuz8yDbY7jIeNfeRUCn6oRcSS47F3IUykKnPrziPUX+nSo4+9mic0PSF9I0bnhoUh1vJN3iU9ewq07NH91DXlymvJtnaSxh2kWyKwbeP1Frly5R/cHk9iTaVa3C5izL5GZVNF6IvnRs6jTSS73z/C7rbuMLG4Tziko/SnMW30G3WNyvSPUoMF016KRXWajtE820eOz4iy9ygmmx6rYxS5t+0W6M0ds7lqU5m+RXDe4eaxhXiqjr6XZWe5ROGiRLxh0PlmkmilQKlusXjjkT35/h55U4wvJNvvOKt/Q6xxQQK6e4/bhH9I5mOTW5+Cr4TS9xl8y2DvH1anrvO6meLWcRpmawjtjc3tnlNQJhWSoEZ8BVe0yMXHqrw94rv+P//NrgRCyfPYMghgRDWxWRqbpVo45MT2B2+8iSzBqxsmnEvS7bTKJGCOZNE6vgxCFSEA6E6Pf6hKXROIIxBEwFQnbd/Ajn0ASQRCI/BAv8EGQCIWQKPIRkJEElZiugOegqIe88vMG8ViM0dwZDC2FriZRpQyyDJHgIAg+QSAgCUkiVUHXR9C1PJJkPsx+NfC8BrIgUhzNIUpTKEoKUU7gByqCoCBEQ8BDWCcKKwj0iYhA8EGASIAwUPDcAIQIUQJZkZFECTSPwBMw9CSyqdMXPDJhhDjoUqrUKYwsEroSrucSeRF9SSQbSogJGb9bYvmHH1J0e6SWRwk2ZCS7hzS+RLOhYeUE2od/TDjYR1bjCBkVczKP+dO34LmX4eIFpPc/ZvqFXySlKshHt3FqDiPP/scUpRRZ8xJ+2GY8M4Y96NHvHhLre2DDIHAZ6AK1XhvFMHADD0GXcbo9knGLmK4iCRJSGOKoIoWJCTq2TSQrLJ45g5qII6kafd8hiIYMSvm4Sk2qkylkcASH8ZNzpCYnGMgqthOQHSvS9T3Grl7Fmj4F2zeRK23cpofcqZIOVFItAXvrPudnFliRQr6z8zHLKys0fYkRM4nbddD0DO12l0Hfw8yNko4niSKQJJlut0cYRmSzOUCgVDqkWBxjMLDxA/+h7CThOA6apmEaFoqsIEkqYSiQy+axrASaZhCFAp4XYBqxh9MQMQI/QlV1TNNC04fAQ9M0bHvwOC7ue/5wy0qSHzNA9XodRVGQZZl+v/+4jPCRIbndbj1uWLYsi2azSRAEtFotAFKpFL7vE4bRw9uQfr//EMhEwxTbwz6eWCyGrmnw0ND8qN3ZtgeI4jAS32o2iVkWM7N/9Q7N38bjm7/zD15T8wEJ8WnExgTT/ga/HC/QWK9z2ixi2nG22KV4aoWl3bN8enKDFXORdPIEG7ttjsMOWQq8GKR5e6SCVfMRMgOeqYQcdyeohBV01SZJD7Pe5WagMafaiPUB8ciieNThRilE4RLpZz1299cono945hsqm+YEN6VJLiSL7J1d4snfK7ItJ5gY+x7i/QpHiYhgRKIsWajN8zyx8Cq7D+aRfyqTu7BB9uMK7pk4eS3J7fGIucoJonAM3ZKoBSKZHLRqOlP9O9gjVWzf4Yx4D1FKEHoD8gujGD/bJJJSrJ3tovyswP6ZFRaMGP3qac6n79A+7KAspvHWO8i1Ok+vZ6jdazB7UWFrL0J8b4/t1FeInx9wImizHm9gqPf5wv/xGbOX3qBeCLE+Ok1t80Os1SW+f5xGTuURv/Mt5MwR8tw8wkwZ5FHC/bfQn30eah7XRxXk/L9PXzzLovMtRtoy1jO/xXGihzD/2yTVD8gkXeyDJ3hn4W0WwrPURg756KZJpBxTHgRgQjbdwO8JpAsVijPTHMc3MPdOs5VpI2sWX3rKYq++T83YYW5mlNG5Wbrf92jJ0zT0UbrlTzgojZKe75PsWHTCDA8+f5H5osEN7Yjx3QrJ2NO0ttYxL/0K5lckzNYhW/cGpGvrpAoDCiUdUwqwRhsUJxWW/0Dhz/0bLK4mGH9ugUull0hUqmQPn+X67AaxXgHlWsiJ/SfZFqqcLlcRDBnvnk/hwiu0az02ei2y319irrrJ6ic3uH/mKcZ+GrC2GjBSrxFJk5x61sa+6eFPFFhevUfXPk8zqXNL+z7Sgybq108xbr5LS10kdTSDPqhwNpfliuOyKS8jxBY4aFRp1nN42zdYv7rEc+JHzLdE3o89jzvwOW6JmKk0s7pL04PNIMe5J94nuLVB4+Iktb/U0c/soq7FaZ87QhrMQsvicCvEiTtMTU6xKd1gqTHL0bLDmfdENu/c57mvT7A/v0b0znOckLL0p29Sim/TsnKMCjNUJrN0NwZ0dt6hqQQcf3adsVaGj4MHTB42GVt58q8PeI7/73/1mh7T+PCzm8RiGq1qjXHTIqUoiK5DXFUwZQlLNGhWahiqSuh6OO0eqiAiBiGGLNJtD0goArIXkpEFJjIp5Chg4HnE4hp930MUZcIgxA89FFVFFBSCMCISfBRRRApCNK3Jf/RbJxifktCVArFYDDFSMAwTUQghMhAEA8QBoqTi2yliiVNIYhJZlPif/vv/nT/69utcu7ZKPBGRzY4jhzOIRhxR1AAZQZQhiogCG1UGz60gS73haKokE0YughDhB+B6IAgyCAKCEKFoGkEQEYoeupzEV0zsMEINU3hORHEqjdDdxnbH8KQMYq9NXkuweVjG0CWktIi4c4sz9zZJFU327UPytoVodBlsfUr8YBMxbSG1fPSWRm+thBqEVB/cxbw8CrYJbgd54w3EQQxpdJL2+tuksjmaNzcRsl1k9xy5mRz9/RJz2SLNnXVGYwmaPYdzz57io/sHJJMyBx2fihehegEz+Qznrlxm98Y6mViCnhAwEKG0d0QYCvQdl1ari+P62I5DFMD0xAy14zqEIn6kU8zOYugZdjdrjE6cIvBMFC+G3QzJ5WewXRVxf53drU9Yt10cSUasb1GNXG436oyMJvDp0QodJCFBz5UIJ2dQdJVIkegrMr2gj6RE5AQB2RoyJu12+yHbojxsHh4yJoZh0Gw2icUMNE3F81yCwCceH0pSw/mHITBRVQ1FMR6ykCKu62NZMVTFGHrRZHX4HRRFRElkMBig6zphODQfK4oKCA8BlT4c/BwMSCaTiOKwkycWi1Eul4Hhztawo2cISlRVxTAMOp0OrVaLkZGRf/MDliQsK0av1yObzZLP5/E877FfaDAY0Gw2icfjhEGAqukPzcpD4DUEO0MQVDo4YKSQYXLq707xoPd733ltYtTk9s1j5lZbfFau84JbI1w5Qy94H9WWWEj2UfNxRvmAo60cVt1jXXjARGsSjSquEXCrF3CtOWDZjThILzGqhcxe2qa1FWdGvcCNjkx/9By/4d7l9ajNRHeecnOTxAA6E3264ghm+zaSFeM3r1rk7SWWlxL8AgKNg3fQ1wLEVJ2cmKH6hSJH5QOS7QRu8AXaUpvzE1MciTV+8zf/Mbv3/yWJ01eYUmqMJNtU3juP656ldEZl2r0HR3kyx2UqdZ3irATqNkHjMrn6h5Tjccb2m+zVoL/tYGGSv9EluB7QfELheapUtA0m2x578jxnvRQ3x3Wm7a8xq1m8Py2RanwXqf2LfD+ZZ+ru04hXvsngfptq1eNK9jQ37rzJlzYP2LfPUjSnQbpPIjaKuHWbJXuDQWBTuHQZ6T2Tdv/bVBomN977gMWTSW5MK4wUUuSr32O02ic3mkT/6Husz75I9p3vMGJ32K5MkVwY43B8lumSTdO5w4WoTO2mSvHJNNMdif1Wnr7XpjAK+06TJ8ZjXA1zbNzrUjyjUt8ZR768QaXdod4SKQdNdqcq7N1axl3YZ4smv/iNS+xs3sLyC8zHDhkZzDIaLXDzo+8ymjrFSWGB8qkc1lspcrNnME7vUd3awiv/jJ/s7HAYtrB3DolkhRvtfYSRGezMDIWRPkQGtfoqG9kcs3obrxVwe7ZIpfwGk+GzLJTfx+A846lNSmYF4WaLwVKCnFwg2d/nSj5HrhlyeGrAJ4snuFC+wuRTPsf+FlNPZzl4sI1kOzy4mWdyIeQwdhZr8AlH8iy/XJojdE5T/ukG4vTXYKPCeVugceJl2sYd7sTyJLRdPLVONWFybT/AuHzMQf//JFk8y9EbHc7NSEQXu3zVy9EJ7tP7MODV7TKFkynu9z/BCK/wUXKPUwd5fvagzKWFLKtjM3Q3P+Pmq7cxsp/jgvd7RK0Jus4Uh9MKB7/7LoZxhrNXTXq1iIXUKWwvSVv8E2o/C8kTY0xcw0zEqA6KdNsqo0cereNdCsosLcknbWuIqxkms3+D4kH5h2+/dvvuGmPj07SOW1jojBhZ+o0+xewYIgp2zyG0A0zNYHpqCkWU8Ps2qiQT+j6BFzA9Nkqr1SWhiiR1DV2W8AMfXwzRDI1AEmk0+liWih+GiJIMgowfRIiSD76LLoOitvjcFzKoqoCuZpGVEFUZSlqC4COg43o+kdCib/dIJWawYiewbQddE/j9b/0ph/sBzz2/xOR0BkITTZwFOSBCIBKG8waCECBEAyQxwPdriEIPIn/I6uAAIWEAvicSPuwlQoiQ1SFoiqQAKUwRKAkiImQXFD1Ot19H6zUp1wqESh5f8vFdn7X9EqmxNPlCkvzBDsk7dxEFF0mTMcUIT++iTY8hBgJ4GhJxwtIRdu8Q2Uyimibu2Cjy1j5Cp4UjyCihAgMfT42hRwK7H7yJPnkaXZsAsYvR6zNotojsLjFNQY3L1O0uh00bRTc5CmW8KGDOSuBUmlRrx7jtAZ1ul4ESIiCxsrxCEIQEYYjreLTbw4XumGnRb/cI/QBZURAiH7vr0qg2iccsDsu71GqHRI5DYA/wowF71U2kTgVfjtjwbU5eOEP/eJ9dd4AbN0gLEpIwwA0d6kqMIJOhlrIo5LN0m03MZI7uoItlqkSdNqFmPfa8PIpoB0HwkHERHzcbCwKPpx08zyOVTuD5LgIRjuM8bjUOI4Y9N4L4GAiFQfTwvUM0TX/YczOU0B7JRUM/zdCEL8syqjo0LP/bn+XRDMQjZugR6xOGAcBjCQx4PDgahuHDYkEVx3FRlKHZ+hFzNCwuHEbdH4EmRZbwgxBVVR9vbQWBzyPprN1qkUgYTM/83ZG0xN95/bU3bpTQnjF48F6PxSmNT1vPodSPWD65wOZuBYQFYvWIeD+DdtEh66fJHqmIF1fx7Qh5ocrSlMVx0GfQhQttg3R/kkpqgrFynkayyxPpEhvH9+l5Js0THrHYNEU5SV2oMv7CCqXdAyTBQFk44Fe/nkFYfUBSneD69jEfjlzgGW+X66cjTkav8GBrjni6g6+6LIyus1J8gfVehWDvBGv/7Dt8O+/z67/58xTOmNxJf4V4LMH0TJWRogelNOjHhC2R2EaZ9moFrTFGK9dk56iJMtog/GSByUydvUFI3Jrkh69KiE6PbDFgMtmjfQTqVo+zyef40b7LC8tV/qTyCULHQZqtoQ+qtO/1uRgVEGI/prx/kU+LLuftcwxmP2VqMg7ffIMxW0QZGcD3JyD2JjwTQDWBHsbpGVmkgw8YhEdo2RGWHrj4r/yniP90h5hUov32NObzhzQ/GEPqeRQ+yXB8dJcPvzzO1afPkqzsMOolUVt1TvY7WBcj/KRO3Dvmk5tZZlJ7uJMCf7R+lgXPJ15uUa6UcCYmiKnrePFD7gxEnn7qSbQPl1C8MtXDIifCPrXREC+bx10X8HcNninUUKsD/h+9iSQ/IL3yOQqHG/xFXyK8USdm7SK6Ct/ZqjC99wkfNZexch1+rv8Fguou78zU+Wo/INUvooYDmi/fp/vu09iLd6gvP0Ojb7FZucmcKZG1x2jf90AzaM/vMxgskIoVmO4V+bMth9grEt2eQqfWZzwZ5/7NaaK4TffUFveNDudfXyGavUCzsMFsLMdeQiRXfYtCvc5dJ8H5ZJFaY4Eb58to8Qla0w9IbpRYG3j4yuuc8I6JGnGUWyc4Ndfjgl/iL8a2GLyRJDf9dYSNH/ClqS/zrTWbmR9KbBTirEod3suJdEa/QNLd5erWJeyTJeZvC3gXFhnd3cZbPMmdB1usLxwy8nqGzKfvovAE1cQ6C5syuZMOavh1upcCXFVhrXuHW5/myeuH+Eur7Ex0iCenGWklKetT1N76mGdf2mBN1tG8DjulBLNTFT7d9PmG58PS6t+gePA/++9eS+gJSpt7jCZGGE0U0CKNqbEZvEHA8WENNVA4t3iGnJnErncwBZHlqVlah0dkdJMRKw4DG0sM0MOQmCIjuAO8no2pieC4OH0PM6bRbg4IJAFRjPBDCAMBUQgxNYdEoscXvzLJ+IxDKjGBLIwhygMMXSMMQRQ9JAkkJaRnH4Lk43shUZRElTSajSpf+9qzfO3VJ8kXDOKJKQRGEJU4kTyk/xFAEAUEPETBRYiGwEfER0QhEgSiyAUhwA+GLE8YQRBERJGAKOlDOUzSIcgSKnFk0UP2e3QCGcGUkfsVWmUdUdCpRdBpdhE8HWU+y4gicu+f/DNefm6VbrtB0HHRZ/P0Qh+1qVE9bGG7NkajR/noDn6xzcGtFjkxA5U+hzd/iHTcx3BP01r/iPLHNwkqo1RqDUaujJF0XyF0P+LWnZuMpPPokkIuO8Gt69dRdQe3G9HrW7RaDrcCm6YfkfFEtMgnMTHGbq2JklCJzY7SLDVAkokkCc8bMgf5wgiD7gDXC6jVa3RtG9cPyKQU5FgSLBPbroF4zOh0jI5dR5Rtar09lq8WadkDerbKTDpHNmGRO71E+8EuYrtPZTzGulVFm7EoTcr0MiF9a4DsNUkpEhl5HDvQUUyLw3oNUxsafx8Zg33fJ5FIEIYh7XYbURQfAgvp8X1Jkuj3B4CALCsIgojnDdkcWVZRlCETFIYRqqI9HPjk4euHZmDl4S7VEMAEj5/v9/pYlkUsFn8sYUmS9FjGGpqch1KWYRiPt7QeRdczmQyu6xKGIel0mkqlQhiGjI2NIYoSvV7vsS+nXq+TTqdxnOFiuizLQ1+QJNEf2I93tIbAyyfwPQRB4LBUYny8wOTU3x1J60f/+X/x2sner/Hm9o+5dG6VwrjJ4NDmhclLbN/q4+ZvM9dKcOXLL9M86pBZX6I2ofHssyk2fvSXrC6dIDicI7fWwuimaVxucVJs86NYk3xDpzy4jmmtsNW/x0kHNpIjnIym2W3soyplBOMS1Q82ODuAWUo897klRk/tYJSvMbtUoNw45j+MxTkMv4Qzsc874Q5fHYM/+8v3mJiLaBnPkd90OOqexz8j8+SJSX7tv3kOvXVMYvCLlLwjZu84hBdTSPvrUDDAH6NlbzI4oXJg50iu50nWk+RPLJEIP0A/X+eDNFzakXHyNaa/nye4mMRKetS8NOc1g8SKxf82leTLqyfQbz4gZS6j5VQyQh0phFulCUqFGJW7s1C7Rad5l6UvSZxZh73f+edc/OW/x+7eh+jdLPYXt9hrZ/jkU52ZuEzoLWC1SgwOfkByEPL66x2WeufYKNk07rzO6DvbKD//FdZe+xYd/6eU3CXsxHewnhxjufafwOH3efNelenoEoP9N9HzL/Ldg7d4IW6z9uEq3YTDT6wxvnvc4pRXYoSQAQGz+hNs2D2qnSQ3RwSu7Yrc3G+yverTDQeYP1ditrRKbfKYzzll1nZq1OY0+nf32VmCsfgX8dwATf4Ut91iMu9xMGtTP7Ip166z8O9UqdVGGA1cppQpYr+0SWJ2jjN7Jb67Cb36WdxnP2T3Zhbpssh3l02qXYlX1iX08wf83I0i3/u6x6JSo5wUWDxcZmBYFHp7fH95nlOsM3VcpK1+RqmZot9Xybyo8EFiiZeDKqduvEcrZ1Fr/AzzhkF/LEbmpx9REFbZPtfmfLTM3Y9b/GTmmC/5x4yVXJzDGcrWLRa+PIrSW6VzpU9MblFK9emNr7D5g2msa8eclzfwjRSenEc8N0XvusvBGYmVqInzMRSTOsrYbe7vD2g3PPydI9riGI2bdZpOjffCIy5f9jgtfI3J+2usXTjJzXdVUtN55n7pLPfvC1y1t9A5CzmP+z86YPyVa4zv/4SpyjTJ0sc4osni+jQfG+ucXXqCW/fmSDcFpNQm2ckTTLhPcjP4l+wI85w+9TcoHuz+62+/pioS3UaTTCpJpVHDlkKMbJyF1RWyxQKl4yOEvs/O7i7j46NAiBCEpBMWjVqF0HeRpAg9jIgrMnFDRQhdFDEiLquMJ1MMen38UGBxborDTodwOOqMIOvIGGTTA772CykuXMig6TqqmkbCwIopRJGDLGkQmvT6x4SCgyIWiIIsrWaPXm/A1oNtxosFbPsYTYVUZoQwHEPXx+m6NpqkEiEjRA/Nx5GDiE8UuiiSTxQ6IAxXpcOoD/gEYUAQgBCJBIhDwzIKRBoCaXwpQopEZCQCQSIKhn9ojljn8EYJpdFGL5zBCxR0P4aii8xYBqNb9zg6XKNPyPzMCs1dA8HWoDJAjUR6wQ3igYQVyzIw41jHIr3NErtZm3hmFN3Ms3HrHkfdCv2gz2jSIJ/O0LAVZDWkc3yHKDQRugcMgjqkx5GUFtPjafyKSF2RmLo4ybt7VURZp+bbKCJsV5soKPQjj0q3haLo+F4IioogKziuSxhB37aJJZOcXF3l3uYmvqqQEjK0NQGrkEQkIm6kafZ85lZPsn90hGwlmZg7T9od4eP6Br22x/ZGiTsP1kCQOLTgJ7+c4cZJmeZMns6oQ9ew6QRl9ps7JAtpDLtIKjYKCLiCRyY2nGZQVeWxbGMYOpIkUiodkM1mUFWFVmvY2BwEIb4fPAY4g94ASZSJQojHEkiyjCCID+PlKgBhGKLr+rCmwPPQdR1FVanVapimiePYSJKE63q4rvcwfSU8Zlce9fHouk6v13tYBOg+lpsURX4McHq9HjDc30qn0/T7fVzXBaDVaj82aKuqSqPRIJFI0Ov1H/qGhlKeqsj4QfgY4A1HSgNazQapVIr79+6xuLDA2MTM3xnAY338r14raRHqfETu3lvIvSKTcx8z6XU5/cpp+so1KrsxWvs7vNPcQpyDlWKI++Y2SS9iu9bkKeM+70ZxLnn7KDW424XVZo63TriccHuYsU20Gtwmh7HxAAAgAElEQVQuPMHPhRq75hp1sY2fCijtm8iGyfEr+/zKF5/i6tcrSPmvM3+0xe33Ryn8+hL+TJXFZpdUcoGj/bfJ3gK1YiDVF5F3jrk3ayG++y2KHRFZOKLcXeZEz6FsXyMYqSOccUgLPQY/+iL75wJikoYlyBjmaQr6OuLYBkLuDajNwV4W3l2nurjE/UGL+Z2Aw7EmzZUW+zdWQB0gJAUa3T79GwYbgYOd2qdWv4W7PU5ZTHM65/D2j5uk7B3yT08g1uaInX8Jsb1FV7xE8UOfqPcdBHUS+YxO9N44Dz6s8kI3juTa3JZeR1LvIl//Fdaeq/FMPEOlsMeeWueSDIOXxtF+97tUz1ZR7sksRwpZ4RqDGz7G+RPQ3aacrSD9/jqZ0+9zY/QLdO98zOIllbHtA1rHUyjpGu1jl5bssxV+jYvj9/jzhkfolei7LU42bVraPKESY+HGbcTgebbvlrDmkmx2S0xtfw7r1ZPce+8OvV6X7OwJ2nM1lrQNjntfRSzZvCX6vHwiyZt6BXvc5Nnqb1AE3kyvMNf/Ed98V2T3RodU+QJOPOBnXxjwB69W+GTsS7RX3mU6meRwb4/vdP6YkWdO0C6fpxaroxyn8T+c55mv3kP6dod3vj7DU2JEqnaWfDXLh+3bJOIDPprroBQUuGmRvibR3Jyke79KVRbJLU8y8SdLOPEE751xSEpj5NZmSGn3KFgZ7JRL6b1xnPj3uZp7jj+aKPDs+x7Z2vPIWx0Mt4F7/QGVswFjuwHX20u0nbd45mCetxpvMLqaZ7kacDt1SNNu09uSKMlnuXi6zV5hl/j6Cd5MDog746iDFk+On6Sx43Eodbn5yR7yKw3UdpyJsMe2dIit/ZBAW2HvjRbGuQF+s8/T82dpTUsc+jqNTor6QZrohThLRp1et4K1ABvvOXzQfokTP/yU3aTBZx+qjOZinDn7N4ilH3/zD1+z+y6KYlGtt3n6xZc5dekKshnDSKSptXuoeowLJ0/R7fdIZJLcuncLz3eIpywGnkOn30UzNSZzeZr1BpIsEHgeqUScmKHT7/To2T62JCIqMhXPww8CQsEHQYdAYmpS4dnPGZgxjzAwSafzSBLISgCRhyiqEMTQdAHHdei34ty6cUQmPYJpxpBEjWTMRFU08tlpYlYB19MIAg3DSiAEwytccYh2EHCRBJcgcBFFh9DvDneKcIeAR/AIQg/PB5AIQgFEkUiQEQQVSBDKNrIvIaDgoeN3Q2QRumKZ0aAAZZvu6AUqfZt+0ydweuRMmcaPvstsQkczDZRmhNVLMWhW8NotVEMm/cwYex/vkUotENgekqPSswMO6yFGKNA8auAPfMy8RGpuhMLiGY5bA7QgxHEOwI8ojC9TOriOltNJXnyezU/fIXQ7VDdatLIqhxzx2VGAE0REQsR4PonoBsRCA1lzSeUsBrZPQrfwPI9+v4+uGyiKihkz6XS7bOxs4YYBgQDZIE5pcIAv27itDk49IJUZJZWPc7i/j6ml2dhoM6h63HF32D22cRDpiD6iodBSQH0miaMJeB2RrtDHcwJCFW4f72EjM5u+iEEM1+7gOlVEYZhqelSy5/s+pmlSq9VQFAVVVUkkErTbXSRJJnwoOUmS/NhkLMtDw7AsD6Uq4KE/Rn0c7R7KQyKO87DNOAqx7SHQeZTScpwhKzSUpoSHG1Y+g8GAwWCAYRgEQfA4pfjIuBxFIbVa7bHk9siYDNBsNodzEqqKKEqPZaogCKhUKiQSCXx/6NUZSncCiizTaDYxDOOxhDZcZFdRVZXy0RGzM1MUx//qSOffxkP99uuv2bsB0u4uu22NX3j1OeaWX+TT0Gc5GOezn6R5qmhiflXltBEjXushHvbZXKlx9USAY+r8rN3DbCXpi1Mc52JcajX4Y7qcXH6KbN/G7iY52WsTeCWcbpau4jCoSHSmJHKHCsUX4MvdJme+lmEkpeEWywRNiVFznFO9DjdKZUautHnrvRyLRp41LUmwlGDreoXpKYVmCfbFJJ2vfJFLdzsUJlOkphZIz5lMHToc7GhsWR7mxDwTZomDUo/kvEq0P+ySGsQqVK0BUncSZWyfZlRAt484cNo0JTg8X+TkDQHl0yyLbodGukJ+898lYynEQh9zf4w712C693ly/QfccW1ms3HMP5XY6z3NT7U38I8iRv0KXwkKNHe/SbGW4P/j7s1iJEkQ87wvrsyIvM/Kqsq6j+6uvrtnunum59g5dmZn9iC5orlcYmmAImDZgiQIBgzLfrA9ECzAggyatkhIomQRJmWau+Zyl9xrZrjLOXumr+npu6u77iMr7zsj447wQ3UXaUAmQD9uvmU+REYCmRF//mcprHBic5twOMy8vIYtjSHH7jM6e5j1kkF02mK60qL3+WEipeu0ejZquELoSgN5okVegPSJUfaO5NgsNJkczvPp0p9S7laYM19j2/0Oic+/wtSvLRJ+sMJmu8IfNKAdrbE0PuBSw6XtvsRe5ie8WQMY0hiD+QGsHAF7O016/iGbvsh0UCU4JMEgSf0zHVI6vdtXiIwK9I7GCfXzBPe3uJudJml9yth2h+rUHGcmXsOql8mHDMrePcxqjcv9W7zXdNEaExS9EvdkmVRhhyP/QMaQi8x2rrD1+ybZUz5SVGW3t4U+PcEXlBhB+RXs0JDOm9dp743QjuRxklXqnzS5xh7i/B6JdILUlsC50AX2BmdQt5exSg/JqRahM13O/FGfXjpgR7/D2OstjEsxJBFKJ3w68xnuL5ucFOJo3QHdUYX4UoL4Q5N783sI5ZPosx6ffdghe1ih+2iJQ+NphuIah9UZ5t8ckF7OEJYr3O0NGI9CwShRvfA67cUyI3e3+FGpSXb2GUZdl35W49KREl80EzSGR0i738fITTDxyKO73KM7gLgwST0Y5+R2ke3T69xtzmNxB62d5OHRPyGcCjjVPs6g0iK3+BG33RGU7iQom7RCc/xn197js9Mu5YzPneon/NfFc4SOFf/2gOfe7/6fb0mlDULHjzH+xS9hdbt88uf/mo5TJ7pwDMWXGN7/jFQ0T2Jukla9Ri6boZDK0I2KVF+eYxCRGFtp8jAu8PzEScZ3XAQtRrtoMRKyKbdMHESKXopep4Mg2jiOihoTkNUA0fOYGOvwzPMaieQ4iUiGaEgmCBkIrozsy0iCheVV6A9lJHmGdifLBx/c5+zZN0hFY8RjScLRJFqiSCQ1geOlUJQEsiwg+DaibIMQIASAACIgCg6eayAGfUKKg2sZeOpD3KEKjkRY0hGRcJ3HG2BCHEnJ41DC8uOEhASuE8XFx9U6EItgBT5R16S0tk0QUxga02i2SAOFQPAY9yWMDz5Cs2yadQOjI9IJPcQudBh/borWcIhzzyckRvEGLju1Cu1MiaFYJ9eKUXL2qAdNEoFGOnIGIZpjd3Udo60z0NoI5SquB8PmLrOLS0Q8FarbhD0P05Z42OkQFmX66yYVScAWfUqA7jqoWoxTM5M0K3UyyVEaloUqS5SbDQgEFEWh0+9iui6BLNHodAirEUJymFDMIxGLE1XiVLt96vaAvW6DnVqb3YFNyTQpmS3u0aJt2wxEmD49y3a3xYopsm65xEYUPNWj2mmhuC6W1aHcHaCHFBzV4+adbZZGLuDpFu12AzmkHpTuaZr22KwcoKoa+yyLSDQaYzjUEUUBXddxXQdNU/dBUmgf5ITVMAN9gCAEhEIyjuMiCCK+H9BqtR8DpCedOQ5+AKK4X+QnICGKMra9bz5OpVKPWRsPx7FRlP0tq1QqebBaLgjsb1oZQyRRpFatYlsW0WiUiKZhDIf4nof1eD9rolhEkvdNzvl8HkmSKJfL+6ksNUyr1USWJVzXQZJlarUquVz2oLvH83wURcEwLSq1OpmRPDPTPz/TEu//6H96qzG2jLj0dZ6dvMha+C4/+DdvE5M32f7K11HnozQv/4CpykVmswmUlQGXVR9h4gz6zQa7v/gsL3xiU0pt8cHQ5R8OjlOQ13hj8hR/eesS3/ilHt3L09RTNcZOKaxUqkza8yQ8C7PS5egrSUqVbaadab40P8VYMcvUgwzuCZe3UyqxcYnehwaNyCGOyldxrCjJ1QLJSph33/8+I4XfZjTSIDuSZG5kj3tqntOTSe7ks6hSjkg1gX2qzPQNmYp5mdwwRTIisLoxYHnGY8KuEbovEy9nka9vIkzeR40sY1+N484cYlwrM1odEG6CXdxldTBGPTYklXiA6R5Fkj6gGFOpaBLt8idMj40zkalx/fYD3p/NkRbiFCvn2Yl8hhQcJTRT473fu81TqSJt4SETZo7a6jo/OzXNsRdjfPqgyOTAZ1ipkOjpfDDUiI7cJNfJsB3WuVItcjtTJ94d517uBUbGBLTtHjoiRmGUE+vXmdgZx2vvEE1/i8zpFtwO0Izr7EwdQ76/RzgCqp5kNWkx2a3Tng3xUT3JlxjhtcEEfyHX+LoM9eQUa49quFEf2VlAOZ0Gs0TEzfLhokCfPbbuHsWvr3KlWCYvx5nyL/KD/n0KnThrwjam9imXPm8ibp+mkmqxpdYxzBwLuwOWpmcoTVRYiclc+nzI8qSOFxsjiEbJPhvj3naZHadKy1IYdpa5/cgmVHyRReFtat9NohX7FIY6Z7YrrL44TUXpo+o9vI3nGD3s4t4MmDsbQWissSmKbBoVZgaTBG9KFIw0Hx1bY+6dLNlfGMGOmtTVEm+UpnGnygzqGSbGd3nYyDEo98iLK0RIs1sqsbUcITmyi7gsI3+tSjRapqIeZ3DvfTruPIO5FL1ajFB6keUVi5VwlNO9NAN7i2N3R2lmRpiNwh9v2ny5VWVko8LP7m8QSzzN1I4JxoDSxCSJTIjd8QcszUQZD4X4dlrgwuczvDhXY+/a+2T1GWbLk/zkvR6hmQ7Fjs+qIMOKQGF0EVnIE5eH1C7MMRi/wZFqgr5xD3ZyzL38/8O0PPjBd98ay2aZOXSeXssi6thMJcKYTZvjk+dZv/I5Ym+XXX8FQ24j5mQ6lXVMoUVrxmTiK0dIPTeJ+tWTHPINuicjlM9kCESDU08t8XaiTWI6S6ps0U+LqHGJlhUQSiaodfokUipRLeA3/u4pMjmPUCiOqqbRwiqiouDZAbIsQeBhOQEfX3rA//Jb7/PKyy9z7tx5Go0auYyGHAqRSmeJxtI4joAsRRFFGVEIEAQf37MQAwFREvZfCyxcu4ssOMiSgTls43kWARKqEsW2DVx3iC9GGRoBvhQCUcEwXQRRRBY1AtFDkIcIso3sZPHqKca0Ofbu2ixf7/Hobpvt9QaDcolhp4zk1Ii7HU5kVGTVRkmJiE6P3AQkZI3qNYferouvy/T9Bt1klUFmwJg2DVaMzaCNqavMLB5np99AH5YQaTAs1QgFMsr8OO7kAgnHYXu3RLvZRlRk2s0aUlSjow+pDQfECgVa3S61VBIpplHzTHwvwLcd2vUaMlDv9ghHQrQ7XZK5DIZtIynivp/Hd2m29yUSWVYgCOgO+9T6AzxFoaXrdAwDwwM0DTEaoWuajE7PEJuf5eqDbVxF5P5mE18V2e64ND3QlgR23A624GC2HfrNLJcvGaQnRihOj7Gxdp/zSxcYDg30rkkyk8ZxHHq9HuFw+LGXR8UwDLrdLrlcDlVV9xNZnke/v2+4FkXxoAzwCeOy34sjPW4s1g66bTRNw7ZtBGFf3tI0jbCqHpiQJVE6MBnXajXS6fRBJHwwGAD74MhxHEKh0MF5quq+AdowDOr1OrFY7MDM7Pv+Aduj6zqZTAYeM0yqqhIOh9nb22NiYoJut0sqlcJxnIN25Uaj8XivK4bjONi2TSi0/16iKKKqIebnFn9uAM/wv/34rZEIXJz9FmbzFqMPD3N6pMNgkOHQxIs8uPVTQrFlDs91eWfSY/mCRex+klDtc4z5o4z80jT6i3NIs0W+lpvjg1+r8on4BUYiP+UfzrzIHwjb6K/PsfvRHtnhJMx0+GRM5dhSmWsb0NDiqMKrvPmNDtuhJksNk0+nA6T0i0TurpCNz3N0QoGdLruHP+J772zz9//xMr/x957ibOJZvMN36R6q8bwyS71+isX4BLGpEDfaW0T3XOLxHXrxI6xtwemROfCGbHYTdNIKF3JrCN0uqAaIBsLLE2w2NFLDh2CkmeyvEtQPY1zWUZ4ZoVn2GSgu6c0e/S8+zXzyGoJQ4Hp1m3OhZ5Hb8/iRSbYaDT76+DiJO5e5vmOh1SxS9Ufcv9vj+MldfmVKZ89pYUlJbtyocOFlUPsuwUdv8OGpK8ze3oRkQGvO4Vzd4vahRQaHlljfGGK4GxhHv8xnw3WU7ufcm+wSrMWI3xYpzDaQJs6z5axT3uyz+2iZzGthOoPPGfRLdLb3uNKCp2aLXF2rs3fuMKe0CI/qVTrpIpv9KpuUcH0Iv5zizrVNRkfzRF2R/JhNZ0Xh1GCbdlYjuLqG548wcrGC1vgK8ysFJmYfcNn3wM4g5qJ82mnR74Q5Fn0KS3dpnDdYynyDnz4soRptljMp1vZi/Li+x9jJkwhTBoOVHcpei9qnBUq3poi/06SzFGFk+jnqj97nnDDJg+A0/UaF4+fyGKMilzc8RrcjzIRTPN1Jk0uW+eGtO7z+pSU+KW4xt76D9uYM8T9J4cgWlY5Mrxvj5MSL7AS36XbPYtIj25uhpd4jLiwx6ersBBHi2OyMiMSAsLiO+oWzhLQQ8X4K8bBIbGAzXJ3iZtFk4YcqN46EKfSSLJyNc++j93hm8RDagyGLJ33KNYud00vg1ZgPa0QLJrvpAscePCJ7eJzDFzfYSm6znpvHn3LQjQ2cj9OMTBUY1o+gzP4RsXCOTXWG1WDIsUNP0RN2Of6NQzhreWr1eZpzCVzxQ26WU+TjQ7ziEYYhCDemqH+8hZI7zLGlAflDp/72gKfzO3/4lupKuE4YwfLRu1tMjSeYmT3MwIxRnJrinWvfIxPEWJw6SmngMT4yjjY3RuN4jNjCCE4ijJ1OYLbXUM9O0i/EsESPz65/ylbMIUjHkasGs9kCgeKy1TQZeC6KJhGOyvTafb761SKJtIgSjhKS44QVBdN2kAQJ33WxbAtJUlHVIrXGHq4Tplgs0u01iYTBdmxyI2NAGFEKI4n7NyUBHwEXMdgvExSl/Xh54Ju4TodwSMBzu7hOD1EMkOQYAi6eZ+LjEgQqhulj++wfKRAJhxI4rk9IlfFFHQKIBguI7Sy3Lj3ikx+vMOzEcB0NwZFJiDKOMaBZ36G/t4vc6SDIAXvNHpIFggLdPRfaYYaWgW70kOIy8ZkElZ7OuDKGa/tUs01i3SRmz6HnOuTiMTa3d1mcOUy700ePGPjhCMZumcnpGXoDHY8A2/cIFBk7CLi51eTcC89y79EqtwYWfc+k7rE/SOkHpMMajusiyJBOJPEl6JlDsrkMnuMiyDKRaARRlimVqowWRuj1+ww8l7HpKdrDAVuVJg4BKBKRVJrdWo0gpLBZrtBRZHpWj67hI2lh2rqLKUoMpYCZiwVaUg/LF0iFRlm+pbO54RAtSkTiYRx3SMjUSMWyyIGG+HgtXJKkA0kom80xHA7pdDqk0+mD5FYQBIRCIWRZPmgwliTpwEgsSRKyvP98MNCxbZtkMolt248BSvivQIuqHoCSJyOfkUjkICn1pB3Ztm1s20bTNHRdZ3R0FNM0/1qkfB8IVatVCoUC+Xz+oKtn/zz2B0ULhQKeHxwApicSYyaTYTAYHHx28fGoqK7rB1H7JxKY73soisL29jYzs9NMFKd+bgBP5Cf//q1k52Ms5RhS3WU78xBp8jzjTwcMdgOO+0V+95Pv4a0G/PKx0+z95PvoL4SZnJildL5C65VnyfdW8L/5Erb9+4ydWODE1xX+VC2y8qPPuXbUpBRKcUTs88zTUa7vxVla3+HOIxVJcklk+9R2ljn+j57mVOM+7lGL/GCCO36Sv1NU+cGERKPT59yiR6Nd4tyhE0RL69xspzD/zpDhgzFenErw7Stdpl5sMdfqsTx2kotli7qvUpjpkbrRIncoyXrJJlvQSD0aMDb3I3jXZGeiz/CuAvESDxIfcCQn8HAs4MaWzuJrFo2xgEtWj0pwkehentFXHpFfjbMXLmDGY+zeLjF3YhbPyfEX1TLm/93gre9cYp4uO0WDF39s8ija5251jYylk75rUqmeZXLd4I/DJb4p+dy5L2NKFl7pM15ZHWPDTxO2XCannuOT5TViToSoPsmDyFUuds4yZ36G3unw7JGLBO/b8GWLXqnBw0HAoJKk0clzIuuxs+BQDXVYfvgsF471WeuO4oQbHHn1MP/qkc39/g6rowMerWWYKjTImgYz4lOMe2W2H5osjJ3Dddo0mx4oCZSKjH+2iZX3MdfD1PUwSm2Bz4KfkRb6dA9Pc/GjR3ykN6hZC0ylSkzG5/hvmnd4c6aMcV1FtKvUdve4MuZS2W4QFzuIubOsPbjJS2csHpwagfd0Si+/wN1bn3H5sk9umCDzS0UaTY+Y+QnpQoS+ZTNeP8Wn4Y84uj5Otggrezpd5zzLoyVO7t2nt3yMhXCSesnk4fsh/Kd7ZJQEVi9NubiFU75DeuzrlMRpWnvXOCatc3/1TS6vPGKhu0Ez+zQ72c85FH+KUm+aMUnHfqfHkdFn2ArWuBt2iSqvo7t3eHl2lg1DYVC6yuKhOSp319Gnprgp9hCcS6z7x1AvZuh2r1N/mCWbDaMbPtHgA/7t9gyZFzSau0exTAPJ8cibIYwbk7TiPRIvHWP37WvMjb2CVWiTqCeo3bzFSDGGKfp0bt1jz4yi+g7G4D6XrqicHT9GLtui39MpNxts6bdIPQW1/gOefv4s8eh//Br2NwKe5r/8/bd2u130tsmgUSdXlCjV1rj62R3cfJENo8bMuTnmTixR3q6TzkyQsgX0bJhb50Ng9ek5OpYgsbcgsjNsI0VVnIU0R79wmnfe+ZxH/S7qWIqxtsj6VoU+ESYXx0AM47h1Tp2B888micTTKEqUWGSEwHUQ5BB+4CFJAYIo4dox/s3v/ZDXX/0GmUyBWExlYiJLJBJmZLRIRMsih9K4togsafum6CBAEFwkAQRBRMAB38H3BgRuh5Di47o9ZNlHlER8ewTbbRAKgRpO0h/aKJEkfUPGcn1c38PzUhBEkUMSnj0g7Gf44e/t8u/+x7dprHjI5ilC4Vl8koSNFGJPwuvpGH2bemlAsylye6fNQFRQQwGlZRnDiVDu9zATLi//6llu3dnEGapMh+ZYvfsASXXxRiLEtsC2B5jKEFF3iGgRhEQWXwbN15E2TFrugNWNTUzXp9Jo0DWGbFZrbFTq9AK4sryKEovSUgJMP6CniNiCjIWAKwqIYQk5quH0dIZKQEt3QBYY2g66Y5PKZVCTcSRNZmiZ+JJAOwjYaNZpmia2IkFEYxiIVLpdHE2j43nUhjYV02DgOljI+IqCp4GcKmApIm7Ko9Q02N6EdknmtS98i9XV6xQPJ6m1LDJjc2xuPcK0DIqJRSrVGpqm4TgOsVgM2J//EASB3d1dCoUCruvS7XbRNO0gKbXPcuwzLEEQYJrmfilft/M4+q2haRpBEFCr1VBVFVn+KyZHVkIH213B40LAJ0msVqt1AKL2m5CDgyLBJ0mqdrt9wBCFHjM62Wz2MROzzyzte6ZUIpEI0WgUJRQ+2Nh6Mjz6xNMzMjJy8D6qqlIulxEEgVwu/7gjSMFxbAzDwLIsUukkU5M/P6blG//zP3trsB7j2j2dUKHDSbVBfOPHNP58wMbCNJ35CpFDcdJPfYv+1WW2ZsZ4I30Se6ZKTRhnMllhPOdz5/Y2Dw+9SH9jk74jgjTOF3/lAu/fuYIbQMY5jbNyn9oDjx3H5kzhBOFJEbtucPgXfL4inCRyPEMj/yavhhtMatdJ6SrpK1eRYgo7LZ+hfJhv/lfv8rXX/zsCb5LzJ+ZJHVlHvzPD2TMJ3DC4W0OEjSmi7iytk2MEG2Mo+QZhJYUauHSHED1RprJ9jti0wFaqysKjGrx8Ez98iOSqTs74EovafVoJge3PQ0xEbbq3W0RXOzSf6pFQCkjr96lFx4n0LQ4pef6H7/yY1T/ZoLYRZ35wga2kynjjq6hSglj/MOemo3Ru3iVwDK5Xe4jdPjvP9NmU08xv5fik3WUbuJZu8dW/N8qP1luMhUscycByY4jXuE9vNg5ehriaROpKbJSLzHET5+40qS8nSW7qeMpt5KfgwXtRzm3Xqd0pMpl+h9/6cIypwTKRlsr7lW3G9CGKnmBKNjAlmeHWCMtOB/PUALcXMHIiRKkR46EYJeKXOCRNsq10SfQDnHiWfvE0FxIGWuk2GS9MWE7wqQj+0KW2JLKwUeVqR0ZRaiTFSZqRHt3ykEE4wUe5BgMDkuEI2z2f8PwY4xN9mkfjVD5t0BEh89Ey33zhOa6WHV7+8iLbNz7kixMhLq1FyIgJIuYS9uxDntFUOmySiU6zO0yz9JVd4nKCRzWPlJjALG6wXHM49YvTzLRtPjMsCuMJpt1ncI6GMSyN49KfYZ602dQ3OfX0KC+Fp7k2lYP2XWoVhdjCgNrEFsKjOoYXR/gFm2I8yYQzILGcxVopI8g6QWxAqrvDw7unmTwKoUCgsDzBkZSPXwmxfugSCzOzpH6qsp3tMjqRZdzNcDJ7m23vK4ys3kXMwPaNGt1Rg6UHOwzGMrzwYZ/K6eN4H65x2Gvy/hmPxfQIhVKXB5kss/08ohklvfEJ+fHjFCNbHFU/5Pggw/2ZCAU3xpH+Q4wGrBlZoksl5tSn//aAZ/Pf/bO3EodypEcmSGZGSeZnyYzkmDxzhOWJJpXRGh1thX+fv0R5us3npU/ZvnOfvdAG1nPTpLUMciLDlmEgdQIIIgh2QMj2GIZ9zr50kqXpMa7cXUYYLZIOpWl2TNbLeziOR77o8IVXE0xMi4SUIiE1im2LRBQVD1BVEde1CAIJ18swM/0MhcI08XgM0+4Si0M2P+d0+rwAACAASURBVE4ymce2FVwvTCyaxfMB3P3uHsFFxIfAI3BNwEEM+kTCAabRQZEcgsB9PDugIsk9LMfE8QS6ZgtfkHD8EbxAI5AFfDeCI44QQkBuZnnvO5t8799usbT4BTK5I9hCir5l4wQCATkcL0Q8Nw7REbTkFEMvhiFFqOkBtZbO7GSOitvm6KlRqhsDmoM+230bb2hjVk2akokjRDG3AmzZoRbqMXMig9pTcAyTYXdAt93EDYPVkegFAwZDE0lRGZucptJqIWgquYkpOoFHdWjSsRxavo8nCQzkEENkXGEf6Jiug+15CIaDSYATBAyGNrKi4AKNQR/dtTECn+ZQx5ZEqsMBRgDDwCeSSdM1TSzfw1MUBq6NJQQMAw/wkGSBoe3jywFtx2W308cSLXZ6BrKqMD9xnBPHzyAGGkuHJunaW+THcqyU2rhAq9lkIX2ciBolHA4TjUbx/f1Zh1gsfpCmetJj84QBisfjAAwGg4MouyAIByxOrbbPtHS7PWzbJpVKUS6XH0tGNt1udx9kiNLBKCgBj9khmUqlQiQSORgftSwL0zQPWpf3/TQenU7ngN0R4KABWlVV+v3+QafQk0HQdDqNLCuUSiU8zyOdTmOa5kHBomma9Ho9IpHIwahpPB7Htp0Db5NlmYTDYS5dusTRY0tM/hyZlld/9O23Ohee4Y3ol4mWZNz8BOHJZ5FeGePz7B63i48w/RS3Uw9Ye+OnvPPpKq13NvmjN+/ycEHh/FBi+VSO7+55TPU32HB9sm4Oxw4Yj91k/te/wdHgGD/4s4/RvuKw1Inws0GB+8YDVrU+1uh5fvVYncWjKq15nSNulz/LzPB8dIrP15PkfyHHnrXO8UiKvWqeXy+oFLUs6USNO4HHydUWzSPjZEpfpv6UwJHbb9I5JOB4FWLZdXThJIYaI9n5DCF0EVe5i7m5SGf2NllthaZ5HGmkT1ywSf7lEazz41zf+CnDTJaJW5N8am1zrJGgcdpjeSLLL/cbbMQWuNI8hHPR4plPz/M7lzbZ+X4b03ydYTjAsg6zMcywJC1zQzzOqHifkwmFleFRgsI8kTM1fiu3x8VrU5R7VRYXZliervLF/HH6co3eRgMl7rJx02GtBWIclOEs4yUV9FXuzYwQPrqL2lohq0A/06RxLWBv8ig7jU1O2W2uSVWqg3mUmSG1SpPTp4fsdhb4/FybRzUP/QhcbcnEU1Hqmz75bI+ycYJ+tYBn72KWp5iXWnjdLbZduJkOOKvk2dBVUo822FJNXn0woPTLQ5aV53k7bLLwcJ13HZsg5lJrueTjEdSxgESjyzulgFmgHw7RmdD5YBtOjQnUki6PHpQJJ3L8abPG2T7EXpuj98bLqNoJnj43TmfrTzmefZXfWVlF8yVWUzpTwlk65aPcjaXREi8S7zzNVvYqQeNNhP6fsMJJrJH/C1GRcKvjHFJMnBmHKdXHHJbQpWMcdW/SDuW4Yr7M4eFl5D8v0J6Ksl0rEU48YKLwG9zY2+BLzQ7jb7/MEb9I+fkUS+/2SITfRRhNMCzuEk/nkMQGTq9DN1xFO6cxVjpOc7PFZeE/IC0fYjRXpBR9Ce9ai83b62SiU+zp15muJtiaT5K4+Qmjs0keVXc5uRXDbdZxcvMox0fpTEfJDASqIy5b14v8arxDtz6KnY0w7m1x3QphLtQRf7lJt3UUhhcQ3CaXXx1yolql5KSYue+TfGkM9fOrXEz9IuHR3N8e8NT+1995q9FtMF4ookghQKbW32bXKXMlsYsxJtDzmwgLY2SnJ9FG05QrFTYll+TFp9BsDTwVSVbxezqe5RI4DrYxRFYkOt0esUSCZn/A2s0VTs8dYX1tl47poKhhJucDTpxRKYyohLQigSgRkiPIokggenieQeC7SJKK7yXJ5RcRpBCqKhGJSITDHqnkGIIYxvMVNC2N6/qIooAgOIiCjyB44Hv7CS3f2o+5YyFKBo6jY1t9VC2Erg8J8PBpEwT7MogjmFh2gO1mUeQEbuAAMnJ0lJDvcPcvK9z5uEm/FuW1r/0ao1PzxHJ5FhZnKBaLjBSnGJ0qkhzN0XYsFE1DlmSqzSqBBL1BD8/SSRZkejs9NEek1bQgDiFFpafrmCogqyiagJvyMDSbyVgeqRtHdxx6do9YOMH0MwvslXf2TbWSjGnb+IAbBFTabVxRoDIYoPselg9OSGTogx5S6Tk+kiKDCJoi4dkOJ2cXqDYbjBfH0ft94rEoWkSjN+wT0iI0ez3cwGfoONieD4oEskQgSdiugxTalyXHpiZI53O0eh3CqszQ8bB9ES0eo+Na2DJYEhy9mGJsZgLXC8hl00heDNtQ6LlbELIQY1E8x2fYH3A4e4pMIgfsNxg/kZiy2RydTodms/mYmZEPNqj2U1XKgeH4CePj+z6CINDrdR937XgHMhfs72EJAui6TiwWw3G9A1ZIEMSDdJgg7M83PElIGYaBaZpEIpGD+YcnjyfsUjQSYTgc0mw2SaVSj6Wo0MEsxBOmCUGk2+0yMjJCOBw+6PgRBAFVVel2uwdJrSe7Xb7/ZO9Lwfe9g5h7Lp/9uTItO//0n7ylnFklV0rw8YWTLDVNOvyEakxAD7foTEjcM3bppHq0U69z9uwdVno62z6ceuENEuvTLMhrZKVvom1UGa802NYECkaDT44pTD5c5UE4S7Z/g0fXRhmxz1I3+0wO65j8OqHZH/PNFyRSM5MsbY6x5dgcHjEI3R/ns1EdZ3eHeXmItuNTF1PMZcdpLD1P9vh5Rq9mmH/mAbORwyjPdAmtjWOElimOVohHojwINI5F7xHf8RDGbKo3ioykx/lZ8xonGyYhniJbXsNNVgnH0zz44A7+2QIum4xHfdT0HYKOTS4iEw8dYtO2uSkqiNdCFL8VJvF+hA+21ni4fJfgss/Xn/3vOTd9keJiilePybhfmeZi/hjF84f5vpZHLXk8/co0O9+WELanSR0a8NFGi3o1QDkXYebmJmUV5M0wejlLOafT0mMMhibR8Tbv6R2yEyAoHZK7XyOll9kemnzgBRyJDTl0YgrlTpfN+Wk6VgO5XSXldNmY8endfQrZuEm9lCQ0CLjkBpwNQnxvp0c7OUGrLSBGN4k4FRJTRTb9LRLKBD3TYgyFflTnWKXKTrrLTiFAiztcqfQIt6BqexQGm5SGEWztCJFoninRwQm6XN/xOHzmm0wWo9xRS9hHdaYNSHWhMTzM/WadpSiYZp/fXDqFslhl3b3IuZ9MspYaInRKtPM9HqTaTE00iMzMslR6AK3/kpHsCSbbEs+dKTERfcSNGrzydJ7y/RWOlx5hql9nxJ5htz2DNirTD/WxY/MUt8Nsra1QnlQ411axWj8jKhzGFt4l30mx5SwSGT8DsVWmHkXInZ3mulzhbnqLnLvOcHIE3VAp76wy+MsxlNCQ8Z0dOmMXKetHaGt9UlEBI7GCuKchn9JIaDaTRGnGuqTCj9jtT6FHq8xbefamy+i//RyF01vk8jESySlWdqOweIu8PEIzleZ0x+TDapWTlk3cfRElt04znEa/8zIvJnf5rrTDwo0k6nMKrr+NH/eJG6OIkVEmbZG2dYI/lvr44ouU3CHH5wp/e8Dz4F98960gMNgu36Zce4hv1rl7510u3Vsh/nICMxRgDCO8cPR1wqlR5Lk8xXOHiCyMEVJjoFtI1pBW9RHNfouIKtHp7W+6DPo2shhio7xLZiqB1Sqzu7dNr+mgOzA2WeD4uYDitEUiGSOkziKFwsiKiOjICIqP71voQwPDFJHlIko4y6DfR9U8RNFjbCSDIGbxCRMKpfECBQQRUXARRAtB2PfwSLgEOOAZSIIFQRff6SDLPoq8H22ORhOYThlZDhBFmYE+wBWgPxRptxPohoKohJBkEDQNp2bxf/zTG9QehHjm4hucfeU13FAMVJdCOkkhN0Z8OkNqvICUSzE+P8v49BThsEin30J3HAItzo7eYbvmE/JFeoFP14GRRBE5lqFmdJibKfDyV56mYrQ58dQZnE6H8PKAillBmQ/wLBM5iHJzeR0tEJlanGGvVkVSNWrtJtMLc+i+Q7XXwVLD2GENCw9TlkkVJ9ju9fBDISQkNG2/aTishqnXWwRBQKvbI6xFMSwLM/Ax/IByp8fA9TCCgKbhooRlRFWlZxoMXWefFTIsPBEGjkGt3cARfWwZOrbPQIhRGgwxYz7jp4uECgKLz6Rx5D6F8TRBP4alS5itJGfOLNJq7dA0Ksiaj6q5pMQx8tGJg5bhWCz2WNbZZ3q63S4TExPEYrEDn8sT4AMcbGu5rksQBBiGQa/XZXp6mkgkegBenjBEtm2h6/sDno7rHRiMXdc7GAh9UjKYTqfpdDr0+/0D2emvxkJBlmXa7fZ+LN33KZfLtNttCoXCAZARRfFxqswlnU4TCqvU63UKhcIBGHpSthiPx9E0jcFgQC6Xo91u789M+PulhvvGbOexbNcln88yM/XzA3gu/6N33mreMqhOvUvt213KL/2QT4ZN3v/Dz/D+foIPui6vjlV57VyRk+EFwuEi8/mj1L9+hMbKs+wUlkl9+zDq+e/z9m6fTHqM6V2D+rE9ZtuPeN85TvOHy8xeeIE9PiB6d0DNKPGZ45Kfa3Psgs4XD7vcCxUYCj6zkW8Sk/toZo2sc5GmWUVLCITkMPXcS5TNKuIwQuizHpUzNY6dOkqpNkfkozKZo3liegTBeAZrTiKsPcKW5wnnblIenKA4vow9rLEkO4Qyfai+jTCZppK/hzQU+Hz6Iie9PyfuzPDJ9VU2u1Fyp0aRbld40JKw517BN2ZRXgyh/hTM2wZ/+PsNrM9G+M1nnyP2y2Hs/iTLTQPrzDZj98/jnlEJuQmmpp9FezVPzCwyvHCLAS1uXz3EIm0uEUVphxltjlNt17nje5xMzHC0N869YJunMgmO/8bXUdNJ1PQRdp/eQ71yk9qkyUCGlzpQN49RT3YZlvf42kiWlVaAVYzwqKzzfOgL7CUvUe+D6o/TIc7hyR7ursmrBZX6dJ1AX2DUt6g4DmJ3yMikz+RekzhJ1qMdpKzPdhbe6Oa5Wtbxu5M0XZGbiSPUzRG+2RT4WaHBsFMjdjjPetEi3rZwnprE3rvCT+9tE3ezxF0Jq23zduN10vHLaIemOPxmmn5CJ7gwh2BrFNMrDGfjfLnqcP/lAeOn/xM671xjJ9fHX1ZY8UP8ytMtxtvXQF5CK+xhDqYoigEP18Nk7tksT1R56cgFgvg8plHh7rDDF9R51iKbOBMGE5kexW6B4YkuZFp0d5oYkTzHLzgMe6M42Q1avTDtsXfgRxeYOLmJurFOUpzmveq7aMNx0sfmuaG45MZ1tjrPcjSbpTX/MS8GCS6PtFm/Osmzx3S+9HmVVu51quI7DMNxzo9kiDdMXPFNHk5vEL77fbIvXuO+kqMuHSb3XJLhfQmrmmZHbzE+laYfFVH1gOBckdbIDruDEulMiR3rJodi08TnfEJzdY5Q5MPr28wvPsPz4pDNNYHVbR9vPMfRVZ274v9G7tB5judG/qPXMPFvulgYgs+pU6dQBB/f0okrIk4X8mEYdQSmlBhXPr6OpipkkhFCokNY84lGBexBA0c2qPZLhBIhpKiEGQwJhQUc32Hg7a9LRySF/qBFfj5HKAso4Atgug7xJCghEZBAlBBkCVHyCYIAURSxbJcAhcAX0YcWhjUkEF0sa8hg0CMUiiBIYSQxvN+ALDwufRP2+0fAf9x34hEEHggeAh4ELoIQIOI//icvgrR/8/Q9Cc8TQBDRdQHbCOH5Cp32EMeREUQFwbGobPWo7EA+N0GhkEfXdYbDAYFnYRtD9G4Xvd9jaAxwXRch2GcW4sk0mhonmyuwW++iy2GaCGxaPntR0MZi1Mo9NjY2kMSAXr3J+++9gzDs4Vb6SN0A0zIJZwS0TEBEgagPU+kxRFuhZwxwcLEcE1lRaHY79A0DMaTQN4b4koBLgCeI3F/dRA6HUJUQiiQgeD6CJGJ4Hmoui6Cq9LwAT1aoGzaVzoCGbjNwwZVFwokkkqbQNR0cQcCXZXTHxRVFlKiKHFHpWxaW52N5Pj3XZ+CBo4QQohpeFOp2Czml0NabSHJAvVHF0lVcB2IJmdHMNIfGz5KPjmEM2wiSyUbpAUEQ4Pv+Y4+Kc9BvY5rmweK4IOzH6Z8wMk+YoL8+/QAczDY8Kf+TJOlx4eB+M/ITwPLkeMBjM7B/8J170pgcBAGDwYBoNEo2mz34rfX7fSKRyEFHkKZpBybkJ/teT0BRv98HOGBsfN8nkUgcpLGenP+T38mTzyU8Hg4VBGFfMnt8bk/mLZ5MXfw8PRJnlnnmhUXuF3wi8kNGfvoM4p81yE6Dadp8ZSXJH/xmHdX4BwTxJJPTMtrhMHnT4ry5zARLbBXuw48/odAZ49ZEjVvJqxi78P7aEuGWQ3ohz4NTD7GlJOVfKjE/bXIOGD+i8KoV4vJanHPKEtmvnqJ/sc620ubRqw5O/g7uiRi97TA7/SVa2zc4Fo0jzW5jPJ9D8Qzqn0fxFlS0ownWLj9PNWFjjzyi1lVZ39MAEV8vIKx2aAxE5MYNLOdn1N4DTj6FaV5m+t4ptv5C47mWTitnIphTvPHFb3JhWqZyO0vNn8Myz9Irv0+Qc2lUNxnVTLBrSP1dRiWDm0cEhEGWu+dCTI6XGP1ZikKwS7MyTWy3wJX1GwS7EVznLmfHX6VTSDPJYW5KZd4cK1HqrfMfuMfbs7B7GG4Y97jvmSwCzajDrXe/T2WrwcnuBnN/DOs6nNqNkz4J9REYZYD8mUwY+OexHba9M8Qe+hSBt5+Ks61nccYlrmhrVGcncZYzxNMZ7tafZXgTGr0SF6dcAi7yZuQX6Sc1ticK7C3UuaFnmN8TubwH/7qbQxqH7xgbhGdbnB7dINm8xb9YtFhqLPIaUQZSj/H3Cyx30wR7Bvqmyy/lYHcmxq45QNahqL1Lq53hIds8+Okmk2qS2OYOH5gB+uoRYpbK9mSO0d9Veam6y5n/9EUm+v85MQz4Up1/cuMvkU4vEAnHaCgFGqE20d1VCqtpkt9qIt4bZ03fIZv/Ackdia/199ie2mUurWHYIezOp+QPneD4VpaaMUf1qE/PfsC73guMTFjEdhySuw2S6xOcmXvIg4cxrk2MszNc4cLFk8wW0vR+Nsbhmwapu68QOqPQiv0U812HW/0sR77ncGa2yZnkCX4wdobq6B3qEwJH16KsrwR0D/fJF37MC3f2iOgFbj34DebCGsOCQvN2hMVRn1huDP0ILPldNqUsyfoemcgd9JDOYMKhvXOEmcI5ro/6DDvjKOWTbK8XedPcZVJq8PnVT8lHOsi6gLnyY4w3J9CuzvP8qvH/eT34Gxmej976x29JzSbPHD5JQojQ2usze2yRwBuys7nN/MIUmS+dQgjLWI6BPtz3t/SsIWulXQa6hxrPIfopOhgEQ4ekJNF3TULRFM5eE882GXo6kiUQCkeJiiJb2yCGbM48a1KcjKMqeWR1BFFRCCk2sqNi+/s3MFGIIAgpZGWUbm9AKCwSi8qkkkliWgpBHkGWNFxPQVIUfFwE0UEQzP3NLD9AFA3wXcRgCJgEbgcRA9sa4gc+SjiCbXtENBXbCpBEkb6hE1KOEI0sMDBFHE9A01JE4yHSxPnf//kl8uElRkfH9ksYDR0cg161gj9oY3TKDHt9rH4H0dTxBl0wDba2tshmc6halG6/y9AZEkgaLd+nh4g1tEhEBJqWw2tffJqV+7sIrkRUMKneLKGqPrnDM7gDEE0FryvTNtsQGiIIIhWzxeLSEnuNOoRkBo5NOJugZ5t0fBcjJDE2M83yXp3IaIauLOIREJYkkhENL/ARw2G8iEaAT2IkR63TQVBEfFkkXxwlkojS7PUxLJdoPIXhu7R0A1uU8BUJy/cwHA9XFHBlgXrfQ9BgQAxLFGm5Ok3L4sxrI/iqQSDZHF1YpLOtMJ9/BrudpdsZEo2JjMTz5GJF3vv4PQj7+I7MsG1yZvrFA8CgaRqmaWLbzuNtq32p64lH56/H0J+AhSeSl+M4jyUs8XFsXToAFoPBAFVVsW3rQD4K2J+z+OumZUmSDrxBTxJeoVCISqXy/0qKSZJ0IH89ASa7u7skEglSqRT9fv8AxO3t7ZHP5w/KEpvNJvF4nGQySavVIpvNHviDIpHIQcFhv98nGo1i286BSdswhrTb7ceyWO7nStK6+l/89lu7aoa/230KN1WnFB/w0pkUsUyTj7+bIH+2wOy/FKhX8vw/3L1XjGSLnd73O/lUjl2dc5yZnhzu3LmRl1yS95JccnOQV7K8ggEDu1hYhmXAfvBdYw1bWsgrwQtYki1hTaw2iVxSvORNJG/OcyfP9EznHKq6ctU5p072Q/X0+kFeYP3IfuyHU9VAVePD9/9933d/MUI08gmbtX7caImFzzcZ9IusbckcPHMVacLDyWbJu22Easgp1WOFfcaevU1taR/dH2VqyGZ3bYDXt3XUh9vof9/jm8Mqjb51/NUMc5NRek0D846K1bPD/IMR7GmDgSujBPkpbliv4VRPcu6BwpmZDIZjM1geIZzsIbdRppWfpC0aDKdqDG+dwLv+H4jkZex0hNTALeTBUWR9lPrIRyT3IgjCCHcHtzkjjFPrv0vWHqJpmrRXVpB1k0ipn1rv00jvLxCZ7afnepzseIPcQB+/898uMlSe5+SFYR6WB5HX5pBeeYvoeBlrZZzCwF2am+sEK22i6SWG9yVunWly+0d/wYnkLNEXDlDvj1CtPiLlCqQ5xU7M5uetGQwvyUeuzc8N/hLmzk3qvsvl2Qob71bZ9Qr8w74vcUtY46QYJXbQ4aHbQKeO0Bsw1hGJflPAu95GJyDYf0Rn3uLJ7ZDvpKEwson3fJL0p4fcn90msEMavSa39/qY8+7Qc/oB6/fn2DclrhSq3HkqRufAQJuBySBgM2IhyU9TTWyx53QYTAb07jbZdVXuf6WG+HaH9EsKpdI+SsvAsVXeVHyGah4T8yK3Oj5aOcWjcIR/8Jsyvt5i49DkiS+eYtRqcXY7zg2nQKfYw2HTYObcRS7u5/j0B2/ha6uEi3C2PILcvEz/V5dxW6eJ3V+iOlMl9+wbfOAPcJDY4mr7MktLd9nuv03LeYkeNlgtavSWFNZz+2y3pxBzDYadLXKvXGV/v48ntCj13BLhYD91fYjOnsDGhSJ26iSn3msiiA3K+6MYCZ8Xn3L5iWfRI+5RnN2m1Zlh/JzMRGOPHw9nyJY1WvVHbKROEf3+Q+yeFEVrFGGsRdraYyVyAmlE4/1390nMrKFtPMXsYh9r7j36VYEHfBf9YIap+x7yRIYF/QFz8mkOtBj+vR0uWCe5MV7l7Cdj7PemuHX4GfW+LU6szdO3UqDxjITt7PHs03EORmdoP2jyAQq5SZuZof/0PM7fKniqN995OWi57K2tY3balKv71C2D3liGi30j7G0Uib9wESuVA1dka/eAsGlgN5q4Rp36xg5hGFCqW2Q7MRwnZH1vlZSkoYciFatF0DERDJuOkKJYckgLPstLAqFs8oWXNHQVsulhRCWLKEtdwePFQOlW36paCl3NYJgqsWSSAIdUXCMeSxFXMzhBFD+U0LU4fuAhiiEIFgJ2N5YegiB0IPQRhQ74Nr5bJ/RMFEXEdrqzEp4fIqEhyyqGUQcx4MFdh1pdpuPbyJoMgk4ipRHsuXz/TzYY7j2Bj0WIz+76Bgeby7TLDarFNba37mA3O9iNEofbi2wtPWB96SGBJCBK0JvP4PpNmvsWgeIgiw6y4ZGV4OrPX2C7tMtuvYkcCdE7MQ5zEr1CBC3ukxtwCNdr+G2HWiaJmZToKDZKvZd2rIkWi1Fu1PEFsHyXpueALmPIAlWrQ63VoC3ptMIAK6qiKSpiGKID+f4+6pZBor8Xy2ijxuMgCnQ6HUzbxbYtKrUmvguqptJuGUixGPFMmkCSMWwb2/WIJGLHkfhYOkrLsXH9NI5n0fY8Ur1w7uk4XmBjthxEQ6O9lqVXO4/pV4E4AhJDvQUiqkrV3Oag1aF2KGO12jw3/9Lx59i27SP3QjoeBH3caWPb9rG78vhU9NhJ6c5D2Eewb1ccdCcouqeiw8PDo3i7dww3i0cQdBiGEHbdIdu2icfjx89+HDt/7AJ1T6bdgVDHcdB1Hdd1SSWTx0krz/OOO4GSySSKohCJRLoAsusdFw+6rnvMEz3mhNrt9nEsvdVqHZ/3wjA8cq263T/lcplkMs705OzPjOAp1v7Dyz0LbT5XHzDtbHH/XokNr8KZdJ5fs3vZ7yTZGRoh2auSdFLcrHzA6GiGT/7tHZqnmoy5DsmpBlriLot3IjTqNtebB7TtKeSTc2wufEzwcYb58BL399dYXM5xanefThjlgd7mhSfh1uQolwsm10/+12y88wO2Bp/nTKdBLZVCyHSoVDZg7RqffyAhP3uBWkRGeQL0VZ3sdIumJ7FRvUDP3CZKK0px/wZqVqJYkWk+fYXsTZfoUAI249zefY1+VebjdhOZAwLFxNhuoVsHHOiXGOiV0Qq30O8XiIUG78VHkT2fdsagYWhMyn1UeqoYH/by1r/f4cQ/ucDyxy2uuje59XCH+3MtKh82WRD+gnbrPvkHcd445VOK3uej179NrpLmclxnuz7N2E6JYv/7LNdP0Zc0sIwGmVaAMrbH9LzKDVuiNPOAsXYaY8qGso9VhckrTd4SDik065TNDovpArHTBu8PagxuRVBKFpNhmnfCA8wBmWBvkCtCPz8ulkk1BeL9SfzbbX7SOsMZbY+PMk+RHdzGUMY5mxzk5PgElVyNMTPGDanIxcMUtWKbUAUzaRFfjFAwExTKRaJOL3axRfNkhIHYII3DPjoNC225zFg85PBCkmHNZGZfoHbWYXFpmvFmSDsaZ2Z8GUlvsWaO0z5dJx9rcncjz0c9GZ6/nqA5LjB/RiHXmSR3+ha37RivJB7ATm0AaAAAIABJREFUzSepZh5w9Vu/RfF6lJ5CHNGbJBrLs9Xxmay+QufPv0bupYByT4RUI0Zv3z7OcpGJPpnlW0N85YU+epd9VrNldteixL7SwDZ2sWd9ot+ZYdN9QLoeEBUUNiWBL26v8hcTJew7+6TjE0zpFu/dUXhqoI9YWMS9OQximQelm2Rlhctqgb1Si6GTJynd/iuqz17ACUR6zXvsuzB+Nk57K2RoZoCg1eKJpyfZmjkku7OPW5CJzCww2P4qmYF3GM4/zVprA03awe89ydd/mGK/74f8pPAEw7G7PBSyqI0K8RmdyG2VtzJNCqfhs7/U0Kw0H+Y1hjYMMlGY2fGxGt9n7vzX/u6C59M//Pcv98s+rYqLgc5KWKKh2hheh9r+FvVWg2RmmuZEQNsxqVQa1CsHxDSNTBhldWmXMBTRsxKeJxCN6uiyRKPVIhqVwHVwbB9VTiK7AVarTktssrPu0pOCp67EGOpPEY33osQkoI3gJlHkHIFYJVCi2O4IyBnajUeklSZaUCedA7MTIKnPEaghkhhB8D1kqYUoGIiCC56CEMiI2BB6BIGJLil4toui7xNKIaGggaDjWBKaEtJxyshqh5ZlUqnEeeftDRxHJ5XMdePMcR9F1rDWK9z4dIWIMothaLStFobVwO54dKwOhlXBx6daNajXG1SbbWqGQdsyMYwGekTGC7tuxELtAUo0QPA7qDrUDGhWZCwLFKtFxlPwHZ/etAzNFkkEolKSDUxKvk8icEn5oKoRdpQSqhtSLNYZHJvA8QXqro+jKdQ7HTLDgxTrddL5NA9FGUcUiOldYREiIMcTiJJEx7Doy2Q4rFSJp1LYvo0jhLgiIGsIioZASKE3Qyh4tByXAIeO3UYRfGKKgBSEiKFKKGsYdkDNdGgJBraUpB3tEB2DodMR6nUZ1+lQKzVIJJKMndDpdAogNAmFMuncMC460UiczZWbSHYLTRrk8uw1wjAkn89zeHhIPp8nDAOCoNuPk81mu+6M56JqKkEYEI1Eabfb+L6Ppind7SnX6W5xIeE6LuqRmFEUhVqt1o2iizICImEQYtldmNg0zaO4uo0kS0flfia+7yErIkHoHwkYiVgsgapqyLKC47gEQdfxkSXpmA2yLOv4XBaPx4+2trqix7JMDKPNwMAgnU4H3/dRVRXf9zHNNq7rAOFRs7R5BHL7aJpKGP7NuatarZJMJJiZnvuZETx3vv2vXz4XKbO6ssPm9ku0JtOkpSLO5wmWppZx3l+GK8/RN9yibX9A1Zvkw601Tp/vJWNIRGoP+WDNpvlWH72PQsbFPiaTFS7sf07QUBnKFtmw8mw1dYZGMnSiD9H2s9wwilwbnuSCXGN2qoooPMOZxgLarkhuKs3+lseC12K2IuLvTDLxtWWChsWJg0/ZvKHwhLJHsGnzKb9JenSS8f4WwsPTvGI3yAzF6HFsko5N3VhnJTYE+jZS7jNGar9MuWpyJvIRYmCQjPRgVs/RH4lQG41jf6dNuiTzWSJCw03xyW+8xa4WI3/xEi27SfWZPYaLl7GtT1hfXGL9VZ10pIjdSHJl/y6V3gRe8JCxz0JeT19kvVKndj+N9FGNuFdne0Dj84ECqcYmN6Q6UuuLpMIfoKg2twdkIoFBaSOkaEU5pzcIbtYZyJ5kYTeGnogSTdhs3REZ7BlmcesQXQRBMTjhpknkhmgFexjDaX6yMUzf1YCh/X6W6wFeUmOlecjg/BzvagKXcHjPVyj11TgxvE1TG6e1uc68sM1P22MsbB/wdV/nbslE9CKUn8hSiBlYN3KshDNE8LAHixymR0hFAnYGhthZ3eN8qUNarkOPz10lxRN3mqz2wWZR5dauTyB63JuqYTtNtrUoV15KE3XL2LJG5W6OXjPGucQ4heknUcN3WVdqGKNRorsnCcwqA4chu8nrDEmDPHn1BV6SVeSekHfad1g53CBfqdFJPM/e5Qgzc8OEn51hQTqgaoZYI1nkC4PEO0UEo8NfPdpkZKqPMBVDveexMT5Kai5BdFFk7ulpQqHF3U6eSKzJFy4HNBvzjHUmmRwG8SWNnYcV0rsxPhG3qCkByVQ/xYqDcfY8bcunXy2yJVcYnX+BMwcfM1V8hv7FHFpfDqp3iDRPoEm9iGufEQ3PUB2uk7srEUxCrM+kOSpiLl/g4KlHuD07ZP8ygj5Sp5yu0LM7yplCnOxCFDO4x0grjXVo0DcgkjR12luzDDy5SbsQZazaQ3X+FrYXo/qdN3H+y0nmk1f+7oLn4z/45y9DFSNsYXltLp2eYq9cwRdVYvkU+y2L1z9ZQcpHqW9XsL0WnmxSaVXZ2CyTTU5wsNcg6PjousLB3i6KEpLP5djf2UGRdAI/pFm38HwBSVYIwiZb90EW4YtfyqBFBLRoDk3tQRA1RNEDX0WTBglwkXUN226Q1qb5N//8TQ7268yenCWdGUFLhPiBhihw1LXTASEgCD2EUDiKpdvIYhOJCLZ5iB/sI3oquhbSsU1ENBRtDUmtEThJmkYRUQnx/QzVagbPi5DsEQnFFomUjGNL3PzpXXa3XPALCLKE6daoNfdodxoEgOOD7YoIokC93aJULVOp17A9F4+QlmlQrlQoV8p49RC74eJYPnYnpD+mknYaRCyLFJApBEyfGwW7RUQJEaUQo9UioiicnJ1iq3RIxXGpGDZRWaAjCSBLaJE4yDJN16Vom9R9n912A1MQqLUt6loEQZSIp1IEIUiqQjQaPeJMui5GEKpEY3EkRSCdjmPaNolEGtN2MS2TaqNNIHnIkoof+MSiUWIRHRGRIBCwXJ+madDqONgBiAVoey6j83nUlMncqTG2l5rgCXjNCHFpBvw0gijiuCZ9hTyuIxKPJmkbVW7fuU67bnPpwrMM5UaRJBHP849TUY8ZGdvuduY4joOqaRiGQSqVIgxCIpFuk7KiyMeci2maiEL3GY8Fz+NzmCzLhEGAZVldpkboMj2PuZtoNHrcruy6LtlsFsNo43lHvJDjEo3GjvmeeDxOs9lA0zTsox0wQRDIZrNsbm7ieR59fX08fPiQdDoNdF2kboNyvMu2HU1RdP/ubgmhIAjEYnFKpdLRiGnXwfJ9n0gkQr1ex7ZtMpk0U5M/O03Lb/3hf/PyB/UsI8kIB06DF4caXB9vsl67St5eY7cfvv32HabGW7j3hziM1FHDEjc6axwsT8AHae7ETTIZHznZB+JrCDNpvFKKz+x92qnznCvuIunrKD88pG2+QPBRlDuzg5Sd+3zjvxqnz4xy5so1mqkZJlwR2X8PJX+NFx8+y9IJHWlgHG3VJSGc5vd/v0mu8zonfvl3SQoFTpz5CcuNOruCy2DfPtNDJfoMhfrDBIeZVZS9EcbNTxCHd0jVxxDG7vBJtoWYt+ltz3M4PsHqyv/OMG0KkTzxZz7hnQcxeGabyweD/HRilLwxTdK4SX7gkAvNAjsVhfvfe0B50+e8OcuKPcnh3kNWwhZF26CyU2XjKQvByaOLcU4rS3zW02Tl0SFLC8tMKE188QxDH9UojR7QXjfY34lSM8cZ8utYQYCfbRNZc4n3Q3mkgj/2Ej9XvMd0uomcHyDTLJFJO4zMDbNt+9zfatG/YvI92SXRcXhS3mFprE1zVaLpCxxmV3jDi5I8rLC3YSCUO6hBjcRemnbmKWLLIeNnZ5ku9+D1dDD6+1Enioz1XORgJoPe0siYAXf7k1wc36LSu0VzKUfc8NmslXA6s9SzOka1QfTXv0z9k0c8WbD5vpDAlxwyzikMucjUbAe3Cugik2MOmxcuIdQNhh7UWf+kQVAYZmawxPJQjBtrEl8cm8SJv85433mEUoX3fvA+Z02f3idGeHH9N7jhTSC01pk+n0baOeQ08yyOlmG3ycwH47TVIU5f3abDLJ70Mb1bUQ5TgxiBwnTUYidh0LsZ5dGpbWKv99JvbvO9MMZZ8S67SkhlJ8OY+BFvv3aa6f5bbGoia+spmqHD86cSuPrHRM5/k56DJq1GjiuxHZLrY9QqH3FYWSEXybJ2RyG7XkYY17kX3yS4eoa7awvEm5dxTr9O4c4FGh2Z3NQQH47+CQObg3zxfJ4/+BdFzikx6h/Xcd8aZnvuPLGCzen+BuuLDo3UZe5f+xH+za8xPRChJhwQOdVP9N3PieWGcH+6wPiv9fGDyipn309xK7LKzsPTTA59xuTYi393wfPJ//3vXrY7ReqHZYb6CzR2i5w5dYlzM6cxtveRXYGq5fLm+yvcfG+DkakpduqbiIpPq1MGPyR0fZxGSMtskEqkqFWq1Co1VEWlVquTSmXwXAdVU/B9B8tq41aT2IbN1WsRCn1xFDWFLA0QBDKS3EKRdSQhgUuTSr2GFnXYWFonm1EZn7MYHOlHZhhJShMIfncbK/QRsREEjyCgu3+EjyC0EMNdXKeB6Kooko/rrfKn/8cuf/yHr/H1XxzBMWKs3BexOisEoYJlKgjyEJ9+vsy7H33G5OwolmOQ79HZ2Vtg/VPY2TKQpASNVhVBtun4bUzXxvRDnFDB9ELswMVwHNqOQ8Vo4fgBoSzTcVxahokgydSNTQRcUnIKyQ2JiA6JeIgag3wuQ3nPolapoZguSjIgktZxKx6aLtEWfbYtk6YFuXQEX1FwZZGG5VI0WtQsE09TMGWRZH+Bth6hKms0BJEgGkdSFJLpNAHdCY9MJo1tdxAlSKdTeGGEWCKBIAVoEY1qs4GiR0nleii3aniyj6N0xzcNz6Hp2FhBiO0LWCE0HBtXE2gBPWMpBq+4FBsBas4kPyAgCTEW7xbZXvN46uLzNGsy0Wgf+bxAo1EhGcvTbphk02lqlSoDfcN8+QvfIKGn0eT4UcFfBNt2jhkbRVGQJBFJOgKA2+1jcFdAOGZuZFlCPIJ6HcdBU3UqlQrxRLfLJxaLYRhGF2oPQ1qtFrZtk0ynUJTutlW378Y5hpYfCyAQjvuAZFk52uMSj9kh3++Kn1QyCXDcCeT7PslkkvDo9WRZJh6PI0kSrVaL3t4+gOPndNmhVlc82TaS1B0SfdzLo2kauq4fn8qazSbpdIaJ8cmfGcGz9T/9y5eTUprVdolGXxxrzOTkvafp+6U0aC0ytwrEpTR/9NkyKw9XcL4cxXizTWKmzeFglMSru2Se9MhPp9h9ZPCF8Tn2N9f4iX+enrTN3vVbeF9/EeGdfhYnyxhRgZ38Lc71NanupPlH2i7CVZ+eZYedbJZQqcJ7BpvnRKShUaYfvU6lvUMikmF548cYWFw7D8LlXdYPT2PfFODMJOebOar3XIraLvpOhnZTYrRXIN2/AN4lYvl1yC7Cx2myTY/KkMm9f7rNH/8vf8nvXngecyzFrcUmlZUxRqx3COMX2VkN+Pj6HRb921i9V1it7pO95KMvfkzjrsOPPxQ5jMepSRbyqEffyQyvOv1cKxa5tz3L+m6L50YsFhYCLqqb3K0beLMwXrdo3tfJqEXKhTrlcI+RIMNUaofPDk9zdWKX9hpcuQg5IcGndprs9XfpmbHY24T+U02MnMP1Qj/DdoXDOy7qcACKy5N6hkcli7e8Gc7XVO7sHXAq0eShfo6vnLFYjrWIOz73VQgLv8xhINF3qsBQ+m1GpHXez59BE+oMb/pMbo3wiRRlYriXe94iV/o9opUC0mqDp/quUNtyOPA3OT87wkxzCaNlUA/rtJUS6doMf24WUbQB0ladjWSR2ewA0X4bUdKoxB2mgBeeTPHX316j+ZlK+ndeZKCwSiZ2mUQrT6JRJiuriNMxRKWf1+S/4omhJ4k98/Oc20lzcDlK3imTOwmELvd2bMLkU/TaOpYrMiIP4PW/SumOxH5tk/mBEZwtWH9qkMsrDYwXfebWo6w3E0zaLlI2wU5xiV+MpFirnWEpN8Hc3CKdhyn8ngq1voB8PUEuUsbbS7Dj2jjzPQyslnlUF3ihvMh3+ySeKo1jDI4TnAsorwzxVL/MB5MRAjtHMeozFLXoGRnn/fgDxj8uMpIcIT29ysxeD+2DFqnCGJ21bWadODsz/Ui9cww3DtjdeovJZ77K61qCL++c4OboLn1Fm4sDd6k443wQ7iPcdml//UnanxkMThm4Qhol8yTVlM6lwQTBWp1xcZzC2f/0ltbfGskQQp8zkyfoiSZIailKLY8P79/je2+9waPyLo9aDSoFm0Qesj3w3T97l6CeobGnEBpqt/AuMLC9Bjvrh1SLNaJKHNGT6Zg+kijSbtWRFZ9UWkVSXVQZQjEkGovg+gIBAb7vQigjCV2QM6Rb2hYGEoN9Q+AJbG1U2FgroqlJBJSjxWkLAR8BDyH0CTlKrgBCGNBNabmASBA4CGKN0DeQRR3kInPzPTSaZTxhn7fefhMvaBLVcxBm8NwIPYMZvvTiVWzHR5FS3Xiz3sK1JURBxfFMDLNKIHiEyCBqeKGE6XdBbcO16QQeviQg6xqipuCGAd7R5IPjubiyTBiL0BAM2rJNfqKA6YBtiQRNhbwmoDkQz4EqimTjaZS0wHrN4fZShYGBAidODNAwLNodEzEUUaMaRhhQNB0sfIIQGi0LJxQ56JjUBRFRVpBVDeGISXmcTEqm4kc8SIjtmIShj6x0z1ihIKAldYRIiK8FaFkNU4B6YGNKIYYIDd+l7FrUQ5+qB7vtkHIH8lPDyClwJMj1aiCFOHbA0HCG+dM95PriyNEOhlPCCQwcp4Pvg2VZuJ5Nq9Hm0rlnGciPI3rdyPjjxuHHcxGPORtBEAgC77jAT5Kk47LBIAgwTRMA0zSPU1D/b/bm8fTE43SWLMvoRxtavu8DHLMywPGzH7svj90cQRCwLAvPc3Bd96jnpztz4rouiqIcNyfruo5pmihK97NtWRaGYRx3CD1OlT2O00PXaXq83B6LxY7LDU3TPHauHkPTjxflH7/nn5WftS/X+JKfZSTa4JoMj350kt3ln5C4813+4j9usWUF1IVlstpl9obg899eZKt3gq03czz1yQLV5wroNHn7+gqRTYN/s/khtbzKE8I6z71QYyYG0ffXGBhq8VvDdS4MPKB/dJy3r9tAH+sTU0TbJylGnmHmukHCXmBteoyvuEX83Ccsx3JUZ1+idF7lT7cs1rO3eZhOcGIz5HRERnriF+HgLtvpGn7vIwYjE+zrCQa9h7wWs2hnenjYe4+dxiQmc6DfRbuQpmdznN79D5n2dXYjEpJwn+/8q79GzH6PQPkSGdFmLiLw21cO+ZUL81w71+H86CRnXz1FtVjjvSUNdcqiUjdB+5DQXeDfvQtzy9epMcug7pO84HP46CwZr8aHB/MowFe3e1nqdXjlF7Z4dXCP/ochwwvj3An2uL1t4XEd+YUvYRVOsnMf2kGbX3u0iy6cYLczwGgKlHAcowTG6/u88mGH1K+rDEdyOIewtF1jduKrfOncOmJqn8QJiCvwrHabnffLyPlJViuQa5xmTFkhL99DdJpEok/x7gdzzGYEOl4BLpZJXPUojt/Cc+u8MNTiQJ1DOrxDpzNEMLZHDgU3AZ9ZAUbaQck3kU9dYjHQSOfuMFoAu7TBdkXhIIT+2B5Cv8PN6By/mxbRr8GD9TJff6KP+f/O4Vu7CwTv9vPqnWHSI0usD+1zOxjg3c+bPJhepX+7wNOpf8gXml/kB9IGN9TP8Ee2ab57EnkhwSVvkmzyNovTG2jzB+wLdwg+eYZDI0o6M8PyfpPgcoqRf/s2dxYGiP1ZD/tYjMT2GLKzDBofMbSj0ZgVqPlt/vPDNxnbqXFOP01azKIf5vCHNrmelvlGKkspK2N9VKD5QQlz9jabrkhOLvN2dJkV5VPuPOhnPrXKf/TWeTq7xpJjEI0E9NXq2Nu3GFtTmP+VOAtTNmtTT7OsLvNgoZfkOzGKD8/wR8WAvu/eJKPfY+7kBM2fy1Ep1/nW4gwfhxvMG3tokRdYUUXujOucGvCZOXuZzMEqybl7lJUJ6tsG2ew2xuQgiz6s5zRqM4X/z/8Hf6vDs/Snf/bywe4+rqxRtaHkiNyPNrgRdBj7rT60LyUoXbK59GyKp16a59f+3jdYvPuA5Vt7YIhoYh5FTtD2W8QklXKxjtlqETghkgCBb+N6JpEINIwiQWAieSoHGy5RNcPAqEHvsEsikUWVM/gYiIKEooGqRwl9FccSiWoZhvomefjwPifm5ugdKHR5CzFJKAaIeIiBB6ENoQuBD4QIoUPoV3HsKhAiKQ08r0VE7uPUlYATFwIUZZSVR03OnJ9B102azRilQ4EHS2VsISCZSdLxOvQU0lj2Jum0S2Mtw+52jXrFgTDEsuooShrXi9EwPGyxhic1aVsiLiF2GOCGIR3Pwwc6rkunY+N4PpYgYFoeMVdFcUK0hkVaDMnGVYZ7FIbSKgnNYejEBMFmnc6hyXIQYPZHMG0PuWqgSBJCLILZcbA6LrYs0VAkbFWk0nE4NBxank8rGqOsaFiaRlRWkGSZSCRCNNZ1HdLpFD09OVy3exLa2V8hm42jaTE8r3uKs4MqW6V10r0yjhSixDVcVaIderiaSN0NsWURUxBoEWBHuyInPZZAT1WxTEjnA1RFobTdQZcDAhzUqEOLLUxhHy1UqdabjIzMUasfMjDYSzKRIqJmkASdeq2MICnHhX6VapkwDFAVjXQ6Tb1ex7IsKpUyiWTyuBwwHosfNyZHIjrBkdgAkKXuaclxnePn1mq1bmvzkaPieR5apNvi/HiYFLqCx/M8yuXysYAKgoB0KoPjOEdCqNOdNzk6PTUaTcQjGDwMw2Mx9Dh2bpom0WiUbDaLJElUq1UymSyWZR0Pm7bbbVqtJj09PVSrVdLp7qDq0NDQEaekHafQHr9OIpFibPRnZ1ri4Psfv/zDpS12olXkZplrRsCfXInyrxca/OPfGyT3bIPO0CyTV2/y5XyGE3/1j9n49gfsr+2xsgVfPK9S37tGMh/yaXWLgyIMvWlRPtlCebvFu/u9DAyu8vzoLu/eivLWhM9vl2tsvJXiMDnIxLBAv/kI7dfvomjnqb19ldzcLAudBgcPJ0mP3qZlD2GbPn//9PO8+t01XhjUKU3OYEeHmClXSfT3sxOoGJshsf4e+gfexs1ZzPYUUKU8vW/sU8oUiTVuUzvVJHp9C8c5Te6bCa78gseOOMkH7RYvFQr0TIzhL4R8eCbB+o/vcavQx6Y9h21uEYZ1NjOf0hgc4mJRYs3q4fTGPTbrKeavWrToIVFtUy/M8ll9j1/t2WKzGvJoqkU5dMiKDd4xDWZDmFxVuLsyxHZricp8neUtnaFLHgN74zg31nj2/B7ausT0XMBdTvCtkRV60md4sL9J7L5LqzmENCYzrZvsVzJkzRRKykQd9ok6G1xfPsOnxX36Gwof+jF26gnMwEKPRlgdnqXRs8T+pIrrBEQklfOXJT5qFxCjAzz/5TzZDYlH9RRrPx7kpdEF7tV2kdpfYmNRZnm2TG2nycKkwOhhg+3oCA3BhvIkgXUHW2xTs2B/BzqkCYdMvB2dyfP/GRux27gfGKx+tYPxIzDKLVbG2vCdE5y9esjN3gNu1Q+IlizOBV/judQh0UqW6YdfQB4e4FE0Rk9hg1Jtll9dzLEx1qFySUf68zp7J5epq4Oc/vCQfH2A8pjGD27f4atnemkFMr1Og/xZE7MUYpxZJbNXxIsOspnKs6w8YnR4kN2LaeLFNpN+modfbfHGZzHW5ic5feDSmL5Hvhanc+EknmLwzLjE1l+/z53hX2X82hr6XpLDWydpJ3cYC9P0zzVJt6ooIwk6SYfRpk4xu0WpR+BsYpSCe51HwrNoi0XeWDCYkV2k2CnKpxNoCx9R1RRi5/q4ok6RPOyjJ/EjJjYn8GIlqrFPGd7oRQ5rbBow2xuhficg0bRpTnjIzSgTpQrvnDpJ9n6IHLR40k9Svvc5E5Mxegb/f6S03v+f/9eX7YjCR0sr7NUqDMRj1PvavPR7z7OrFtm3KsSyETKjzyOnUwTaFiPjDqfOJlhaqKKIIobZwPVdBnIeiRgIBIS+g9m2CHFxLR/fsxFQMFsejZKM2XawDIFWq82pCwqFniyyoqOoLmKYwxcMZMUBP4kkQeB7NK37TJ/UUTUdRfUQ5Ra+UUDVOyiij6a4hF4T3zeQhO45SxIcXOcAJzAJAgMxSKBKadr2FrVayJuv3UeXz/A//g8/JJMXGBkbwCNJgM5f/vVPufjEswRCSP+wTihUCKggywLTo2O89sMFOs0oYqhj2218QUBVdSwfDK+K44c4gYjte112JwwIBAjoxpNFucuMCJgQevzO7/0KetxiZ/2Q/hT0Z3y8hsVwb4HllTriVo2KDPT3U6y2aVouVRdSURH70CIqymyLNolCLwe1Ji07xLR9vESKPTHEiEbo6BECQUX0BPSoSiabIp1OIcsi8XgMCMlkMscOSCfcAcElqqewOg622+bU+QFOnetn62AbRVMIBAlZFpF1EURQNRlB6jp3yXSMdDZCYSBBvpBlelrh7o0WqgxmIyCtT1KrVgiCkHhaR064KBEBty6i6wlSyQK2Z5EvZLBdn2g0QygI1BolVC1yPAHRbDZJJBLIioSiyLSa7eN9LUVVj1NUqqLSaDSO+BcR8WgtvVskqHa/FEIXGu7Gua1j1uZxvF1W/8aVkSSJVCqF67rUajWSyWR3N0tS0NTuxMNjKLlcLjM8PISiqHied/R+5ONV9S5X9DeJr0ajgW3bpFIpTMs6KhRMHkfPM5nMEeTcdZe6SbA4nSMu6PGp7XG7dKfTOeKQRGamf3YYnpV/9o9ebh30IQYH3NDhVGya5vQiP//yV9kImrwW2ceM1nhOfoHtSyYnDhr8fFJj+JfPslEOKK0W2GoWube4ykv5OeKDFXqkPEOZFp8EEyjqDs1kD+9UZQbFNuvhZfSVGNdP7ZCvWJTvrvHC5ZBidoLLfS2WdIGJ5iLtGYuR5HVazJLSZzm3tMO96qeMDOhopxV6Oy+wv/spS4lhhjNrDO9NYiQWyOcCNm/tkd9pfJ+UAAAgAElEQVRPwt4Yd8p3SLwQo894FUfuIXF7mrL6TXqX3mIje8AbHzwgIszz+//gR8yki0yNz3GQzTCSusAf/OWf8Zvt/4KtYIdfm5znn8rrnO1EOLV1nzMnrvHtP3ufR94Ulel+7I0OjeZJotMKi+sZctduEu/A9q5PNGWzIpXQizARRllputTaT2FPbvGbToROYBC0PX5z4mmC/rsEjQ75WMiTYcDt9WeZe3YJ970OVnjI7ahP/8kRqss5or0r3CqLaKU2rXgPz82VeOMWrBMw6tQxnUmM+RruaJzp1TLfl8YJ4z0kN/JoVZO8mqY3PsUje5rPl+vMiEuInRmG9/tZ3l5D0taZaj/gEIX4164QKb5BOTrGucs5Lm6PsFHaZ7w3StJfY3fkAtbELbRDqEV7uGgEbEx5aMN9XIzViX9LpzAH3xBmeSX5iIsrUI+Bugid9AS1Ew06lkw0W+PkVAE/WMBPaSxIo0R2Flh+9hxG7YBz8QaJ1EnM2gPmr3noC1msbZFHPQ9h/RpTF/dJDOVoNGaxygfEhlwKCxdoWj/Cf36S4b8a4V72EYPvfBMKUYy5LLfWZX4r8SZ31V8G8yP8pV5GIybVH5jouwpj4SbBwAzl2ys8XL6GtyTwZHiXnfcfUv7FaxSGIxy+F2NHfchQ4oD4ssNez5MklBKzzxR4rxRlxlb5oFxlePUZ1O3TkK2z0TpHdmCBD28P8lTkU4qmTn9OJ+58gjI8S3u3wXuRjyjkJvDdgL+4XqJxvsip3ijF9gH6+EV2xDh+TGdmYY9aIeB6s4cvGw721QHylSXGTp3ByNxns9pHw1MROwdU6mnmTo//3QXPoz/+Vy97XkBvb5x8REHyXdTTUUavjnFn4yH1tku8p49QytA2W5QPd3Bdi2bLIB6JsbdbY2Q4Qv+AQ1QDWYJYREVVuxX9QijQNro8je+CLKq06yKBGxI4GnrUpn/IY2AwR1SLEwYuCCm0iIgixRDDNKLUQRTpjoH6cf74j77Pk9cukkh7pGJZvNBFxMe1W4ShgSJ1O1UC1yYMLMKwiqblUGQF32ugKTKeZ9FsVXn11QcIYZKvfCtG37BKGMi0DQVBTPHKa7dJ5hRiCZVUViDwTVTVRhBtoorKg7s7mPUUgS9RKGRoGVUQRQRVxbRNBDFEVDQEEVzfJSREEEL8wEdWZCRBwLE7yFKChtXh2V+fZfKZAcZPadjFfUIDlCrkEiqGZRL3IOxNkBodZHvtABkIQjh/appWpdJ1TBwXLZ+lYwc4roAdCDQ1lZIY4ieiBIqOhoLkhegpHVnqtitHVI3QD/A9l1wmS8e2kSSJemeLSrWCYXh0OhZ+aKPFTbL5GFv7e0iyRKfjoIQimqqgyF3eRQ4kNFkhoijUKg0qFRNJtNF0g1rZRZCgY8L+ZotMKo1je2TzBTw/RBR0DlarCKjkcgMoikAqkwREVDlCq9UmCB0y2Qy23SGTyR4tl8vHPI7rdE83zWaTbC53vC6uKgqWZR2nmCRRPC75C4OuU+MHAZFI5Hh5HEA/ckocx0GPRo77ex6fqR5zM48j8T35nuOYuCCC4zoYbYP+/n4Mo00QdEWvQPc9PhYlh4eHx4WHj8sUC4UCpmnSarVIJlOIoki73SaTyQDgOPbxdpem6ce9RK1WC1EUj8XQY8YoEtF/pqDlD/7FP3tZam+RfO5Jzr7bYNV/ir1Rj/lEm7WZDSrXZdz0N6iMWNQHx9htLxOWSrQTDXLtCJHGGgW7SWHeZbxpsyrZDEQCslmB8o0K9RDkrZChmkEkOYx73ecjWyImtNlKNnlah80rGtMnLzG9YvDDuE7fno43t8Kckqa0e41l/Udsnd7EWD5PrAPfeft7RHOneXF+mXQrTUzMszoQoqT2yPqLXI/nmdTyoF6nT+iwWN/hcHQYJTpFcveQ2ugIqQsfsvtWyLubC6y+kuP8fx/w5YOTPPLbhG2B6maH/3P3AVrtcwbmCwjVDUYbBUaHwZ+tcKdjcWAP8mHhBPb1Ii9NqjSk69x8ZJE/G2GzVGLLjdCpy5StOnJZJaH3sh5WSYaQI8A+M4y03GTDbdHqgQv/JEv6wt9jYrjM0o0qw/sxRtQtqrkclXaTbePneLFo0fy5Me7d/Ij1BKzFQr78zFmMlQX2fJ1WxSMycY3VyhBG4iZOQUPtDPFKok7zUKfnioTfWWZorI0juGTLFgMnizRPn2I+Z1Nod2if3mCnVuBCzGO3N8lPJl32biyy8IHO08WQHqHD5lSDh9M79AzUqbsSfqQGbySYk65x8tx9og9HsYdqlMsC2wsi5c8NppwneMf4KRfe8tl7rp+xapL1+SjnxVFKe3tc8iUOhTh3p+M8+n6Nk60W2Y0eJk7MkM7tUJkWmL2/yC1DYnjG41Gln61GhemRDCsvNBgPzpP5/BZLxUlIb/J9z+brvQeIv6RRSs6hrU/Qniiwcihy+tk+JqQdGtVHzIZDyN5L9FpvcmPtPEOdNs3+E1SffEC5MsSBDMKoTWFdQJqXGI3nEUdSfLtXQX/Ui5h6gJ7so9FwmEuLSAmLFzcb7DlFFvYG0RZrqPEExlaWq7Ml0lWf+wf3GbmUYWM3yclBj33lG0yEexw4H7MhdmifnuQ3VkaJj5QZt07Rcn/CYOUUdu1JNiSNp87Z3Jl6gem7q9w4lWaz1M9ZbGamPG5uXudy4wQrA2dp737ITO8cfffKzKdMShER+cwqU+mLf3fB89qf/G8vu0qUlmfRcg3sqED62TQ1tcTicoWe3ChBYoh0xMQ1DXQ1wfLaBn4g4gkuYeDgOg7j/TGGBlOkUzqteodm1cUxIRqJo0kCkigTURM4toDbEWk3OxCqrC46BH7IM88NoUgyqpIEQUIUI8iSgOhH8NknpE1El9jZ36VRazIxlSEIqmiyBqGN06miqyaOvY9tVxBEH00WkMTu7wS/gCB4IK3h+fsEZp4/+b/e4Bd+4Sv85N03yecj5Asp2h4E4QB7ex79Q0Ok8g49PSKC1MFzO2h6iB7zCaSQmROnWLi/wu5+lY5pISpg+waCGhIIUbxAIaAbeUYEURSQjkBZx+4ghCEIIaZh0JeJcf21O9z56QPEsMX0l2Y49YunGftCHzfuL9KwQT8hotk+XqWFlNRRfZ+sHdBpVGhq0NKgYMusdwxcSWbX8GhKCo10it3QQ05niMfjKC7IIaT7M2iyTC6XIRqJEPg+YRAQBCEiAqKssLJ3F0XVu6JSdSlV9oglQ7b21jl7bo5mq0UohehICGJAiIsgBgiBj0hIx7SwTYjq0G7aGC2X6ZlBLpw/ScdoY9Yl6qUWtmGTUHqJiQPUiyYnxk6RS/cT1RL8P9y9aWxliX3d+bv7u/ftKx/3nSwWi6yqrupaelW3WpvVsiRblj2SJxk7iA0EyASYyQyCCTDumYkxGGRW2JnEMZTYsRIlWizLstSWrVbvS3XtXQtZJIv78vZ9ue+u84GLbcAwEH8b8VOBLL53QRRQh/9zzu8IQDwRO6pbx/BxUbVDO+sw5HtY+W42m5imSSwWY29/90QcZPr6TgB91pEFdZiFOaQPq6p6eA1BRFEUlKN9rWPLCEDgMC9jGAayqpzkh3RdRzwSTcczFseh5eMrC/hH1pdPNBI9uvgEUNUAksiRkImcUKIV5bAtl8vlDjNVR0ye5eVlFhfPnkAOY7HYkZVmn2SLfJ8T5s8xmygYPGyIBYNByuUyiqIwO/PTw+H5o3/2r18JX3iKfO4R5VyZ2sVVzi7mKH5pgYG3Vnlf9/nMQg89nif6bwp0n/VZOtjDCNbYe63IkmMR7tqMDC4y+PE9Uh+Ns+YVcase6SKo/hnOldrk1FHuFie4Ov2A68IAn6zt0OlGeOdGj+GHIl/5gsFPnDhPTl/AjQdJbkZZvj9LLWjzUknmzIFPZzbG3tqfYe7tM/pSic1clYHBs6y536G7FGCuqsGf9UhG8wSCwNYAB0PrTOxlsEZnSb61RF57RLn/TbJ//AS/f+PrfOULL/C193/MueZVBn45yFpXJESS4qZILzHL1U+kwJ6m1LZpVnyGrlbo1EUEJc7Q9BrVf7HKTmcfKxcjpwosRup4a/uc7Y/waK3JWSwuZBa4m94nGrIwxeeJeHkMp8ius0OzKXDB7SE/M0nzt30273yfdqHNz//sIBO/+hK97Ag32zfwP5L5xNlN3iq3CPuPGfky7LwK/3V1hM7yKiufBLFyCrdgUB64hyP6TEei/N49EdfP4aUhHXGYeJRkI3EGqSEiFYeItVRCT5wj9VaOraJEcDBD7nmR1s0AC1WbP9LfoX+nQqLYY3xM4nEyTy+6R+5snH9oDrB+zaQy1kGWIwz6FWKnbHaXGzxcrHLwfhr1F8pM3NTQPmtw850a56pdnC/Z/OKizobtEL5e5f3XtziX7rEdm8HMXmH6B5t8+fw4qD9PesKk7TvEflzCdwIM/cyzpO6u4m5+GiW9zFa8zXA3wVyizN17H+Jme8waozTzrzIduoDZSFGThpnceo/k6DDF3gYDp2u0ym3uZAWy2wK9L4XZubXNmiqxMFlmQJBIWyCbA+iJInE3jvPkDvGhj5Eu/wlPTZ+loD2gQwjRj+LWZ4jeWefcyi5fe+olBh7uoUoXSFt1vIZD2jtPLZunWoBMUOYg1SWhP8PwTYlGv83WUopBrUvWNXlmIEshO0Nxf5J4/S1q+iAPc2lap4f4gXqNX7wyzUNPw8q/is0nicSrzJT2ycoZ/MYb9JQMKwWF4qhOTV1DNQvcSyXo4wG18Cib31rDGRri9PBfD0/9GwXPa7/9z17pKAnWKhVsR6KVq9L/fAZvAKpOh0bVpFNq0SxWMDBoFErosk+7XkeRFXRNx/V6ZDJx6gcN6mWTSt7Fc1VEdHa2W4iCi6S4dDtdfM+i1bGw2hqNZoewlmV1ucULnzRIRpNochYp0EYW0zhuHkUKAR1E0cZxBCJJn6deGEcUO4QCcSRPB7GDIvVoN3dRtc7R3xfotJvYVgNVa2M7FXzKCA7Ivo5jNai11+gbdrl8dRRD7SdsBGm7SQ4KTb77ve+RSvcxNT2Gbih45PClOuGoBr6OK/ahBk36BmQEpUZxD0xTxRd9Ok6LruPi+iKi5J1YJ6IgIB39pykI4LkuruMwaIBs2iTMALG2QqQC5Xt77N3Z4PqNXVLzIU59eobsmQz7Kzk6eYs5RSWTiCIFPCzZRZUgFk2SM7u0izbbDYtiOsQjs00rGAZPImaEiIZCWLJH2+9haAqSKJJMJJFFgYCmYtk20WgMRVGo1Rt0JRsXD48OvtwiGBHoWRZWD0zLQ1TAcrp0HR9P9bEkBzkgY3kOgiIS0IN4iosvQXoghdmQqbVK5Ap7NFs9sqkYhqIRD4mMZ04RlgfRkEhHskSMKJFwlEKhQCQUI6DrGEYARZZwbJ9Wu3lyGdnd3UGWlROasaqqh5kZESKRGKVSCUEQCAVDJ/kbRZFpt9sngMJwOEKj0UA4uqD8ZVtIFA4toU6ng6TIJ2HjY2vr+Dkcxzlsi2kGhqHjui7lcgnHcQ6FiBE8ggRKeN7hxe+4UXUcvg6FQuRyOarVKqlU6iijVEFVVeLxBJ7nYVnWCUjR9/8ClKhpgRMo4THd+Xgy4+TZAiqTEz9FF55/8X+9YuopfvjhbdYWMhxcq/PFy7/Crh6m+eAulSoUPwhx198hqc5ibIxQC25h/bnLyC9CdUTDUlxkWWC8YnKvv0x/D2J34bUR6GoFQkmH3HKJc2zw3phDvHaAp2SZXiqz/hkodkOMTndITdj4pVHc4juMbBhUf26Jj/WfQhXPQrSD2Nsjk8jy+Z/7KqJ/m5rxGeZrBiHxPGNzS3wrcwPFe4/imXmMnE8+sIpii4TmLbzrbxMKTnM79RZPFoa5caYFtT1GDZ+PpUq8eGkC87FPVYpzo3WTr//wNX5+ag9rsYa4bdN/sU3arDE0UsPMdRjuvIwdrzPba6GMmqykqqyWu1TzGpu4FGMSmYrNDj61psJgVeCJ7iK7zfdJBQWK81FOhwQ2WmfxrB1YqzIaHUbfL2LUHbZ2ktx98Dbl2yuMh8H/b89hT/Szktuh99ECn1MLBEdDJEYt9LRBLtFlfr/AklNjb8tgpG5wNxagW22Ti0n0eyHeHT3N1FyAUqjCys44C+c1TK1C7OkoHb3DTJ9MqSgxsxxi6OpdCjunMZTbDFjgi3Ctr8eT2VGyRZ+b3V2G2018Y4D8aIl0oIOThmsbDTLyCK37Cfqze0gObJdO0XK3mIzH6VBB3grzg06Fvbe7jL9wFU0YprggoOZjfEocpuTV6Zw/TWzIJtrvsr9UpH3qJSY9ncnnTdxrKu0nepQfC5wqdSnHBmgUagRqSbalMsOECW2luB9oYvRtog6HWPIicGeFWCNE6/Qo6qsP2L2wxkvVDvH1ErfCUf7LoRrfKGlM1SM0gl2qMxcJ12S8ep3HUYPgg9u8nuxH92TOt2/TjuWofm8c/dmfMNpvc+9MnuEPPVqdKMqnNILZKInFA/KNHLeCIc4Y77Mkj9Kt3McJ+biDPslej48y11HELsXKHOYng1QfbXB2PUDNK7Pbt8inJwRaf3adeX8O2Xbov9pmeVXkcxPbVIwR1gsSekFGPjeKU5pld6rK43aKT22L3D5zmk8sDVGccWi4+1Si44h385y58te3tP5GwXP///7nryjBAcr1JqPpQTKCyk5oE2MmQt7p4dkS6WQaQw7SaZv02m3KhSr4YHZ8qtUuogRIbRoHLlbPQ1ViaHIEx5YO+SYyyDKYvUPLq2dDteIRChq0qxqarKCE9zl7ZpRwcABPqiL6GUTRRBGiCOLhb70SWfRAgkqljBHQUUQdSXToWRaue2hfddpVNjbWicf7EH3lUGwJbTzRQlMkOvUWub06iB1GThWRFRvHMggl9uhZDbYPQtRrdQYHB4nFU6RTSaLxIPX2KqJ81IbRM6DEaXUOyMQjxKNZlm83aTdFLM/GV1xs73AfTMCBo+rzcfPHdZxDui+AD5PJPtqdDnbAIZBSUe0OL/afonWnxGQky1qrwkarwMJ4hvNzc3SLe8xacZrdNnI2xl61QUJRKO426Q3FCNsC+6bNhuDQ1lSCmSxuxyIaCBEIKPQkj2avQyoSRVNVRBH0owCuj4CiqASDYdptk4ZXRVEVGq0SouTjej6hYIiuabG51eXy1TkKhRwOMp7g07N9JFVEPW50qTpawKDn2Gi6jq7E8aQqWlBgbCxNtdggHcuQSujEgwNoYoxup0omlSUai2OZPWzHIRaPIQkCoXAEQRAxuw6yIpxsSB2ulBtHxOTDirYoisRiMTxfOAn5Grpx0niSZQnvyAqTZRnXOQwaC6JAoVAgnU7T6XQwTRNVUfH9w0uNov3VQdDjiQjLsk5mK6KRGKJ4uOeFwIk9JQjHpUkB0+whilAqlU6W249J0MdB6uNquW4YNJtNBgcPB1M7nc5fXKYETlpZx6Tp41wR8FfaYodL7BYz0z89F56d7739SvD995AnZ1CVFL/c6PFqN8/EdJdtKciMJFNJ7DFqQcwf5qOBd1m7ZiEtwME90JdddsLQe7ZF95s6V0MBvldPMDKSQAn6jK/1+CDks9KYRk64hK5kaf2gztqSw0YsTudGB8FP0vjTHL8+9SlGFn1m12z0qZc54H2SbZ1e+xpmZ4JktZ+70++zXayhdseZVgoEuhJ/3B9l/rFKdmebVlxn6uYbBA6CBGY2CHVcxNjrNOVh1m6Pcjmls/lWjjMzfViDj8gOmDgRHV1QuCXZlM3HDAseZyKXGEvuMHnnPMWnVfylN1kJiayrmzwfOsONwBpDwTq9zBCZzOfZ/eY+MzWLSCpNUIgRl9qcbzqEFmA5HmGgXGTd3SVzJUa6N8jGxg6Pd8NgrfBL8WnM8w02JI+DsMTZ4iyD5yUm3+0nEVvgvb4qjyMbPLUwwPTHFSxrl8sfhdmSbCx5gm92o5z1q+zddtk/CwvCNG83HnPrfJv8RovBiIIz3s/VvQvcjm3xlaiMXV/GGYyCAGcPEqT1ANaAgxmwqZlRRvqGcEo3ESOL3F9fR3lOwto1KMW6vOgHqBbbVF63mPuVEm+83U+51OLFHDSiChvDMmfO7nF/dQKnVGc62kOMmCSFDKlUEcZ6qEWdM2NjNN9eJ50IkvFX+Lkzv8q9mV0GGyKXo2EseQZ31eLF3izb/T8iFbyCv1cg3+2inKoRcmI0ZqHjdahGDpgMvUhWGeEgrvJQjZDxRRoXM4zVQjjLFp4pcyHTpJiP4tdPc5ooa5EW14WrLAoOoj6DsjZEObvJa+9uEtSGOdeG2+Y1Muf7mXPKeDzCyEEqOstOr0xf9ArPWwPc2gtR+NBFTunImQdY3RReuMnKD/oZPrtG+d0s0eifszkywMR+jNyjB3QX7tNTniD56muMn/0EfbUiyuwSO7eiXLu0ibkPuSdvIIdOQzNON1nggpInGmzh5IN0tQE+2v0BT2bO8fq9d4l4++zIqyQbffysOES37yHyVprovM3m9SJr32xQfmoU2bzJE2cu/+cLnn/6W7//yr2NmwwMytRbVZKpUaobFeyiS3QqiR7W0D2VjllHtG26XRkzkMByA/iWjRJ2MKIScQ+a9QQH+S5d20QOtBAFCZwkexsmvXYEhB49E1xPJmDItEyTTsfC9Rxyj12euBBDDzWQZB2PIIohYDoWshzD9w1EwUORIBgII4kW0MaViriei+t7+FqeH353l6/9zi1e/sI49cYGUiCH7Xew8ldYWnqf4aFBPngzz/bOMkODQwhuBttTqDcm6FgGa+shNne2GB7vJzusoIbq9Jw8kYhENHzIfum0XXRNollp4PbqaFqXRqvG8lIb1xWJBD1US0Ozg9iiic9hg8c9soxkX0R0BYJ6kJ7lYU7GcXCZt31GfJgd7+Ph1gbRmEZ/DwItl/ojD/lugevVLbwLGv2/dIWbHz5AsV0KVRt5dIjlWh1zz+RBPEJOD1LVYniBGGgarm8SjAYIBwKEhQB2tYMW0mk1WoTUAEZAR5Rl6p0WejRCwAhQqVSoNHdRJZGOXcdXQAko9EyHSChGrdIlZHS4evksa5s7KIqIrPiHokIVUTSRaqNOKKoQiij4bg9fd1FDHl3LoV7vsDjzAqIdIRIcIRpLkOzLYFqg6gqO5xCMBIlGoqiKiqEbdDsdFFkiGjncipIlGUM3cGwHz/VxHYdoJIrnevTMHgEtQCyaQEAglUzRbDZP+DWm2QNBxPM5+rOA53uoqkqn0yEWi51U0F3PRRBFHNchHotjWzahYAjbshAFEVVRiUVjuI5D0DBod1uo6iEA8fg5w6HwUYPrECQYjUbwfY9Gs0mmr4/u0QJ6u9NClERi8Ri2Y6MFFCRJo1qtkU6ncRznRJAdZnVaR0Fo90R8HWeMPM87yfC0221c1yWdTjE0OPJTI3j+3m//w1d+v9ckfHqf8dQe7a1hlO4qG5Vd1KcC9K2btOfPsa+rpN65hx3o4493F5hzdgj3wOw/x7nFOKFyiYg9wDuySWavzGatTl8cHk49S/TdTdqpAPZ+if7rdbwLl7BG61jbFWICqPUJNuQi3vMqzqUi3sApVkanuPpWH3vr2+T7Foh07lI4vcdZ52Wa3TBnJnI0tTzv9u8y8LDFYKtGoaXyrT/Z43/4rftM/U8BJkSN+tvbeKfTfLvyAvq/eR3thR7vv15jZ/+PmPIjqAGP3OpnKZU7lOaGefDNNO6+w9oFnQt7H+PmXINMPcxw6TyZ2VW+EL/IR5EiweAMldeGGBopIMvLaEKZW7kkndwustFjqOiQ7zvNyrpF9heaPKglmaqkaFeyxMs++aki2XKEYdqsPC3iLUlMDcZ4YU9g+Nway+8WKQ8ZTEdvMaKZxN6A1vf3qcRaXOiz6Hz6i1RWb1Neq9KZ3oc7gzwKNwms+OzqY7zmnUXcbFGbm0LOnObuSoNKpMUQSfy9Mo8PTIL1CM3xTSY357j5TJNn37TZ20kz/pSG35jmjniAmDfQGj7buRIaNlnB4v3HbSITCW75XUZ2Db76zCluvdOlHT0qbawXcIUgtX4NV6wzLGS4NNJlba1AcGqe1ecEeut19vdVfuHXn2I7eAYnvEjw7R2il87QfCzipQ/YejzM5HOniE6ZONsiO/VRHobeQO8fYLyZ4H7KoxDI8zwqvQ9tsrUqH1q7vPCCz8HqCmwPchXQvQTNZJKFJ13uP44wfGoZMnVSbYmb0Q7P/iBHPh6nrtwl4G/x+GAS+4rCf3H/MrcDrxKRXmDrYRVDsun7t09TnNewJmCxGmL7dg6vVGX+mS5yZI6qIzHZfoLW8D2q5/uI3F+n0neKMzsPaF/6+wRur5LQJSra08zrMdjWacdU+gd6NGIHaKVnaE+sMt3p0V79JO3B94m/NkT9VIPi0j3uXngJtXKW20MlMksZ4qcHcYs3OT82x+DuTwgrn6ey/pipmQ4r+TRPKhvkHj+ktysRe07gzJ19zmZHiE79LSytr/37330lEApQzdcJB5KobYmaYyGkk5TDMpFolupmnqpn0mi08T0d1wvTrrm4rS6xhETIkAi4Dr26RLdl0WlAWNeoFz02HtfQ9QhdyyQcDSDILoJnoMhJ6jWLarWH7bjIHoSMFkP9CWJhnZDUj6x1EX0RwdPAl1CUIOAhCC6+Z+Ij4HkygttGllxEqY3v6PQN+Jw6NUy1BJZj0mm3eP3bad585885dzmOKPjs5e8xd2YeRY1TaTSp1RUUNU44mcEISuiGiqYK6IaM45qougCCjygFcB2ZRquB67Tx3Aa9ns+P/rhKtSohaxI920WQNDpWC18Cx3NPasr4PpbZQ1E16q0m4XiMqBGiWayyEAjTJ0jYWg9d6hEUPXzBJBsSGB4ycA5shApUVx3qWREv7LK91cRvgRSSWc15mF2HNV3ECYbJdzpoIQNVVei0akTCYWLxOD3XQQqoVPYQIZkAACAASURBVDf2KWztUdzaZXd9k4OtHeKhCH3xJAoytXKVhl1BlCTqrRpK4PCq4XqHuRHPcTHCHtF4mFKtjm7oRKMxWq0GvseRQLCRRQFREtD1APVGG8c7tJr6MmkONqtEAgmSiSS6FsAIRqg1moSCh8HgSCSCwGHOBsA9Wg0XRRHvyK45tKPCSNJfXEmOeTzBYBDdCJ3kWo4X1f/yqvox8O942uGYd3P82oJwuOkmSdLJsOdxs8txHLrd7uHI7VETyvd92p3OEfPHP7n66LqOJElo2qHgOrTMDne+wuEwwGHwWjx8JsMwqNVqhMMRZEkhn8/T398PQL1eP1li/8tsHlEU6XQ6J6Lu+N+d67o0Go2jn4/A+NhPz3jot6/96SvPLOcZcRwq7jmuZHTW1DRKX5xw+yyN0Tq33wnSLa6imgHizRaT9iBr9g5hJYQWFXC31ohZsFmqI5Vm8V6vEp13UVVwr2+wE56ley+H+ksLNLo5EvYenjJLeznKolPhvphj0vCJ3Bpm5OnTDN7dYWqlw+P0AMEnFKr3d3grNsLzBwsUx0wK11cor0WYbOsE+k/Tv77BeiKD2LtHRIozdF7gc7ee4EexEMXTdWZ2NZb/gcG3V3+PvzvxZZbr16jaZU5/9vPcLleZyIRY3w0Tbi4zc+ZJjOUNzk63KM5skly4QlK5jdK/RNVeZDUWZCHforFR5nG0xhO1R3jdcb7+apHidpLGYAW56vCBO4DeFmhN72P9GWQqHXSjypMdgW9j4nZF6qNxkpUQyeQBj7dlFksl+tsK9mSXTFvjvVSJod4Qo+WniUll7uxkePpBjT/8QEOfu4MbhnvrLnoYnqDJ7bDHQWGa17P3mBxZY//Uz3D1RYd3bl7nnLLNz4YFJhNlbuhjZIa76L0HXLsZ40ebr9G4ZrK8eoPQvENYHiKa7eI+/i7bzQ3Kn4zRbJUZb6Xwzpk0Sir1A4EpPYl7Mcz1iEWoucvY8w6drEkhpjG01UV/okF4E/oe1PnouUV+xtf4bnaVF3/cT1RScANj7P/hfaT0BEPNu3QLw0Q/afFgaJN0YwTzdBzr1vvcK86R0c7x5Mg75Psu8KsX9rndJ/BJu4zeniffy3JqcobCaIx8eBtt5dM8H1/ndt82gUtxXmi7vO6vEtmIETr1CFMdwW/182YhhyaHGfp5G+lGm0Z6HN0epu9sA3E3wt7AFo/MFiGtiBKrsh+5gvDy92j1NrlSu8LN4QJ3whYpOUNhWcQtXkC5uMrC2B7umx20eYmKcoXWzT9l58wCt954yNxZ2BtRmcXhpjfO9Eia/OZ9UnKBEe9l2nc+ohwp89GHpxgPPECRBvC6IQIzRYg3SbZcPlnI8rWlNc483aDcFdjqDJCealB4lGJjMEdSeMjK7VO8cK6Pr2dlUkYcZ/Qh+nqcXFRBeUakP/DXw1P/RsHzr77+jVf2C0XMhoXX0+hVbbr9KoHFAd7Yv8tH9zepLTdZq/TodCxajSZ7myXsVhvPtAjGXdodh4F0GEmJEU1G+ehug3LJxbIVQimHSLpHIqOys+1xsCNROWhTrxm0OwEcHOSggOUeDnV+9w93ufSMS2z4fTrlYQxDwhUaSIqFZXfw/Q4+HUQ6CH4PWXDBaxBQNURfIpEIMXM6TK60zdd/702mZ6bwRYG93Aqxocdkx8sYMZmB0TCO5GP7IqWaRa2WoGsaPNp4n9HRLOGwTiYbptXLoekCqqYgCgF8z8B1ZUSvS9faxvMd9ndE/ujbbXzVwFFcLC9Es9dE1D0CioYsiriegypJuI6LYQRp9roEEwnkSBjJUBFsh37HwfA95E6DwaRBSBUI2i7xjo9SsXkYh0AVBlwNa6XCutPh6a88y/s3t9nZ6lIMRfloKkvOFhEiEWzPRRR8EtEQZquDHtAJGSHefvttDvb3iJR9wp6O3/MQuxZSx6W2tc/dGzdZufsA23HQwgE0WaVtNbE9B8f1kGQfTQ+gh0BSBDZ3cnzspSusb65h2z16PRdJFulZJsGghiD7SKpArdVA1hTkgIsiQV8yS6vsENPjJOMpOmaXWDKFafU4c3oOWZYJBoM06s2/IAa7ztHnQ1i2Ta1W4/Tp0+zt7ZHN9p/QlsvlMtls9tDOEeUTzs1xXud4Nf0Y8mdZFpZlEQ6HTzg44XD4aITTPREox2LpGEp4HCA2DOOvBJmFIwChLMkn4utwE+uwFm5ZFvV6nf6BPur1Go5jEw6FD62xnkU0GsNxXERRwuyaiOLh+yQSCTqdDr1ej1gsdkRXlgBO8kvHMEXTNE8uQcAJDVrT1J8q0vK//t3ffuXdUpv3qw69LRFhM0aNHPWrc/yOsMHrr0XZLnR4HCtwar+P/bEKt8wderpKu95F1evEJpKoD88zt3gKXdjhR6bNNc8i2k5Slc/w+emPGLs6wgdvLZEvXSa5scfWWpz6QIzd+TbjdZM6cN/Y497/CaEnWtiXtrDCbSaMP6VrnCbx4DwDQx2CmZuEimcJXXzMm7Uek9xGmdARbsrEQ00qB4+ZftplI73MN364xZe6Ud7Se9y6YzH64iMWntqkOLrA5asNsn9msREz2K9EUXJ57KvnWL3zDUIphTOPp0kYYf7T91Y5PySx7TxBIv+Ac9Wn+XB8hZn1XfbrTfybA/y/qKx/d4vbVoi6EqNYCyPLuxS9CqYzzGWvhuDN8Mj22dGLzMaa7Kd6OEYWJxxlUTvg2sAYvx4KkGvkGV0N8+m0xdy6x+Rgg9XeGqFLCYKVXR6VYNI4yxubBzzyZX7lqy/zB9/v8kG9xv6CzO36FPvjFwlU9sh2JN5av0b/wDxbB/u0tU/hp1J88No11IfbtHJpJs0uk3QwbShiMrlT5HcO9nn82rvslnok0z/PeEmkrW1ipDoE/8THCLrEzg7QKidoB1aQHlT42PNn2KyXuOYofPl2H/fCdUbiBgM5m25WofC4TKvWI5uxMI0KUVXEvNrPrLRJsLJJc/JLZM5GeFpMs/eDOB/7WYezm2cQF/cpt3JoBxKDg22I7FB+K4bsz6PlRvjJ9TfoH/67dO4uMzqVRCk9QydR4p2de/y9iZdY3x7H96/TOp1krzDIWiyAsZ0l/SmH4a2HNKJXMMfexZVjyIMb/GS5QTap0WkZ+KsRUp+x8X9vloj3FMXRPEOP9insayQFm/KKxkhyl07ERxyPIYY2sDvrvN6QEVIeY3+eZG1ijXlJJXI7wMXECL5fZ+peGv9hGUd4yFSiyZyU4dHSBkshm8ULKeYbl2mkH9A3GqJktalH+ziTa7F/vUTkhS9w7XGZj+lvk+AUt4JL/GrFJdc4h9O+S/N8H+tLXQLJBNU70zQz32H+RopW8AxrlQM6jyrIff1MZf/6K/XfLHh+87deca0mjWoVPRghOTJILrpJeEZmr1pA7kDaTGGoYTRTxG/KbK3Y1Ioye2WPUxcGiMQN6i2TrYMKB6U6mUwWLRDCbNtEAwH8rkOnYhGTHMb6RJKay+RQi4jSwjEdgpLH4CBoooqmBHn99QNOnbqEGn0PUdRRlEF6PQ812MQX8gh+E9E1ET0TxesgqoP49iDdrogHiArIgRoz06fQdBHHq9LIz/KDH94nEhrlh99f4fT5U7Rti0ZLx7LGcaUg+eo6I4N9xJJhIlEF082hBFqomocsBbF6ApoaotezsNsFZKXMw7su3/9ulUIpgi3KuGh4CIRCGulMBsF2EQURwQff9lFlBc/3SfQPgKKCoaGEVZxGA1H3qMhdZnWN2YF+StslBkWJ4NQILdElU7doRRT2JQtV83EOUnzw7jK/+v98mXpC5sdLFk1FRnMiCD5osoAqS+iBALVSjYgS5M67HzKtJwm0e/QnJxmfnuYTL3+WhTNnGB8epZUr4ZhdRBeqrQalaplexyQUCWLRJWBomK6Di43teISiQYJhg738Y2KxKHv7HYygQDQaPQxrywKWY9JzbEIREVXTkBQRz/WolOukI1mmRmdQZJlgMEY4FuMgnyOTTJwQhhX5cFBTEAQUVSUQCKBpAXL5/MkuVi6XQ5aVEwsKOBEuuhE6Gds8JiL7vn9CHNaOtraOhdDxLpWqHmZ1jq84x4LlOANkGAae59FsNk8uPoZhUKlU0I8CxZ53+B7HFyTP83Ac90SwdDqtk0uTbugcT1IcEqI9ZFkhFAoffZ9DJBKh0+mctLSOX/u4xn4s0JSj+n04HD55NuAIwKgzNvrXMyz+//jxm1/9jVfCqkRE9ykszLIQivPDcY29K206nVvEnQM+/3qB7KzI3qDOg++34KaKeV9lacvi2c+GcdoySn6Df7ezwaO3Mnzh6VM8/wOZ5pMCV9sGb+/kubZa4WIpwpnBHfaf95hWRZ6YXEF+w6LSS3Nlvo2yFaA5vsu3v5ljJvMzPL/wde5bzxCeOUePd1Cjr5FfX2QllGNraYaR1AeEaleIBicJ90vktodQZmTmk+NYyTiX3QymYhGcvYZ87wX+5eYdXrih87UPrxOfmuTmB3Oc/1Qb785Fcn0+5ocO/tg08w9g7J9mORjpYqTvcGmkxO1JmWjh59hzfoA79EXu+BvE4jt8r1bmwas+j6Q+NFdE1MpMxTMUEm3OZ2UmSueRrRp7sXGyaTDlMhcCKcoDFomtEdTIMnuXRhlbXmXcH+WdM1WG+2Vqxijx2TK6A9kMNN6TqGUjpC+0uTZ5wIgE1huneH/nHf7OV18ktjjFf/qPMca7t5DTSyQq46znG1zZnkCdV5io25g7SwT3dgk1RFIjHazgJJ/ODDP5QpYXtc/wcfWT3KjkmXb7GG9tYbdgffsBzVmV6H4PcdrijaEgzRkb+8c11nt5RivT9EIt9vddYnKaxfe6PLxQ4/FTHuJukp2lOKVnEpToMBfNEEo02b87R7RdJbC9Tvoph8bDBcYzMrtxm0LX4rLwEUP9l9mXQxS8EKNumUJ3kw8yFp9IhlibnSKul7mtZ/hqpox9/jX6rUXygdsEnDo1tcxL51LcuuZgJu6zNPIy4t0NLjQdpowxKrEuwXfnaSgu3kGJxfVZ9j9h8vp7EZ59lEA9H2DQaNF4cpDpO1uYoz22FY8vqLs86I0xp05RkXzaD0Jkv5Jg6993EMcbSG6W4R2ZaOxNRqJnWZ/aoz18ieKPChyEanxLcDl1IYS6cZ1HU3PMKQluF9rkhvdp3UwzfVHlseWTv30bd2KSh4KMeHCX2JRMqk8mXZAZc8+gjj/gnfwMs6FBokELwzyPIYkcyFHS4TYjpX5E4RST2T+huHmGpekqytMi4dItOtoU+fAjLg39LcZDf/uf/+YrkihgWz7BYIL0YJqd2jpzi7PYtSZGR8Xbl7C6JnZdoJSDWhsETcPVLYYmFNotk+qei+a6GLJEt9nE6ba4cjZFSOxxZWGGy/ODPHOhjyvn+3nxUh9PLg5yebGf5y4O8sLVAc5MGgxmVSQq5LZ8qrkOyCXGx2Jouo/jdfB9mYCsIwgyou8i+CKCoGI6WRS5H0X38fHwEOn2yuiBEL5n0bP2aDVSFMuP2N1p4Ll9jI5O4ksiewct4qks9VaZWnOXsaExdF0gEBRpdvdRA/5hANdTkKUAjm1jmg1Uv42PxR9/u0bpQKRal/EEEVUJ4rtdNMHHarsIlgWeT1APEgzoJBMJfN+n1TURFQVHhMpR3sOwbaKSTLjZJuB2kAQXVB81ZOC6NmbTQnA8JBeI6zzcdbCEGI1EnitfvMoffOcOfWoGx4FIOIjZbSOIh5maZqVBs9wgSQCx02I8Mchzn/s85y8/Sd/oABOjI2SSSfrCUTzbwXFcqp0mtuDRrPUIJwOYfhdRkak3XSIRFc938QWXrtlD1WFh8SzV6gEBzaBcquO6NqIioQUULMfBF3xkRcJ3XeyeSzgUIaJHGcqOIUkSoWCUdF8frXaLTDKJ5x3maWrVOuGjfSuOQsmCICIcXViO6+PRaOzEfjpeBz9k0hxOLgAnoucv21THkMXj60wgcMiyiUajmKZ50m46fo3jcPJxE6rZbJ5chI7pzIlk4oia7J9cXnzfPwpSx0/eC7xDUKEsH42RWrTbbQRBIhQKncANVVWlVCqhquqJQDv+uud5J22sY1vNMIyTwHUwGETTtMOGmSRh2xZTkzM/NYLn5m/+21f22hsIbRjc8ul8cYsL39HIXhWpHEDojR75tEv5PZ/Aoxbl8yLpPofGnkvrZR/jsyla9yUehWpcWM8wdXmb91Y3EGdgbsbjHWWfn3t+jH9y/grMiDz34gCfHdL4Xz/VT7WvwssTX2bymVly4j0ufsahsT7KZqGOVyvzYFXm/EUfc/cOs783SHFwioNph4nhAxJ5BdfOsDewyvB2hp1VieFPBXHCD5DKUe49voXan2I1XETNxWn0RtiSbvCNhSZztRe54vczc/4D3vihDeMjmGciDL3x50wmR2n+V0ly9ii3iuvIioWx+yJLeoSPP8hykGoQyzUQ/PdI9rLU7jdZ/s4kreIS3b4AY4uLuNceMTYqUrRVwvPQv7HNnukQarjIwQT7lRCFxgip8grt8Sa9gwXOSVu8+nCa7PommT2L+ZqPrHTZSE3x8bbOjlekJl3A34hweqOA3onR1yjxoPMkocnbnPv7U3zn1nuEumnOmrPc+6Uxqu0SF+M95pUSby/BQdsjkhxhoiEwbk4T/eKv8PT8DNr8iwz9nWkKw3OcGkjzpvZ9ru6ovE2PqXSUjfw+G904H3Ms9ssmlW0YuADh9gKiXqTjN4kOtYlkI7QiDYKcI/0n+xzYLcYjHQpmDTo9dKXG6VCCvZE81yIm6doYobBC5qlhpJzFmb4RpjIDrD58gfyVHdxCl/BClZ/cl5m9kkR/U6U3p2IdWBhekMp+iTsjNhPuJV5b+oC5TIeBjzSEZj8Z+XXEWpTHYzCwYZCPu6halZG+UTbTu0QYYapPwVZS3BnNo79WYLkwwCnV5xkpRmPKwr6jE56QWHH20f19zJk4nf1NxJxIoWsRHotS+O4OpZ95yMWVyyhzKvsLM3y0XMRLG4zGHHb+Y41JL4Do5bkyqlGJGDyM+ySsCr1ahqdyMg8f6rgLIrP1T9MYfZ2yMUG+lOC8bOK1fK5MzHJvv8aaO8LKhMFT+V0GEqvc0y7QLofpiBGux15lfDuJ3s3Qm1zBMH/I9194guRHCZIxm+H956nOLJEyXkL3esz+bUjL/+Nv/DevDA9OMj1yHi0QJpbJsHxnm4c/2UHZUohaMRqdMgf7HerNHhXTIjIOxkiPMy/BQEIgt9ymseRwOQsDmsiXP77AZy4PMJPpcXFGZCTRYGFcZDzjMRhzGYgJpAWFoQD0CY+ZDJeYCAk8Oz/E8+cj/MpXpukPdyg8bPLg+j4zUy0koYjrdhCkIEg6kprE9HQ8OYUoDeOKAq7UotsDSYqgyTE8z0aQuqiBMpGRLeYvicyfHSfZF6XdDuF4MkY0gKfs4AltBgcHiBoGcqBL1ywQMAQCagpFStDrQNAI4PsFTGsXTfBZe6jy4JbOvbsNRM0gGFRRBA+7WiHsiohtG8nsMjcxTqNQJKbrmLUmrmljqAqebYPnEfCitG0Bt2Mj9nw8yWZUDOA3LISghFzv0ml0WdXj1MsmpinxXk3mfp/MfjDE3YctNnYe8tynQ6zdHSMc7tKzO6gBDRBJhuM8ur+E3LMIuzL/+Nf+Ec8//RytgEjLbLG1u8H9mzfIbW1jV6ssTs7w7KUrDGX6eLS+hmB7NNpdwukQoqzgij0QfAIBDcf1sB0XQYFqrc7kxBTb27skElE8z0ENKLRaXVQVUqkYHl3aHYeeA6LoogcU+rMDqKqKocfJZvvZ3FgnlUhQr9cJhUIICCeCI6DrR1cdjU63i2VZhEKHC+Ge55+smB+34hRFIZPJHgH39BOxc5zlOW7OdbvdE87OMXTw2C46HgqNxWInlfbjr8Ph1tdxXkgQBKrVKn3Zw5FPfE4mIg5xBAK27ZBMJo9GQQVarRa25RAOHw6JtlotJEk+qpkfXmaOW2DRaJRAIICu639lF0sQBCKRCO12m3a7fSLAdF3/K6Lp0Hazf6o4PP/kN/7RK84/yPBrn/8FKss23XCU6uMD3r69ycUPqqwMx6jFuxh70HXA2PR5oH0C9QtVPmd0md0KEnjrAG0dFi+HsQ6a/C9fOs/Zc5OkTpl8Qh1iXq7wxLMOV7ZltoIP+dzi87ScAk85o8w5P2Q8XOVqbp7hkRpffUHmi1+JUY1FmbkxzvvvXGfhmR67848ZWtiib3OfcCZOXz3M48U4ZyP9vF+dZPEJhfKGycM7JtlTQ/TPplE9h6nJZUorDsaFDcbiCv/94yG6Q6voL0/S/i5cZBBx7C4HGxuoMwK7apbU5BLyu2VmWjqxyzc4vf5Z8osW587dx2u+TVTNcb9SpXUQ4l99r8XtYJ5E/jxDw6vED0pI5Sbhqo+R91jcOKDEEzyjlbDcDr2RFnu5YULaATGzhDJ4nmR9k8dLXQaTW8zZM6zMiDjeOLbXw324xwfTQ4RvldjtlFkZa6O2VH6/V2c1rfBaBYo3T/Gtxipffa6fu/fGaLsNpt1dzr+n8+5klfHol3j1wU8YCZjYlTz/20v/M6lf1snsCdT6RgnaP+LWf7jFR29/B1cMMj4Z46sLH0PppvhQ3ETfs7CbbRqjHoExg2jKJnoTSqegsmVyTrH5cBpO+3Vmxp9m+4ctIrMmBDMY6QGyB0Ual+DlbfjD2TA7NxsojfNMNncppiJoYzHGsyKV0wEyRoYP37nNE14f2riEHniSYsTi1x5M8eCCQt/mIDN9gxxM+kwW+uC1JR5N2yw2bAQzReFikObYKMu3Mzw5usuq+ARz2SjkO6QYYbuSR3VXIAPL+WHiO4/ISgZvCo95biHK/vQeOXuayDtzPDV+g3J/m1oRsrsqG1WPWGcY63m4ZO/jZNvcUyJ0r/e4pDR4+0WNT+1luPbuGlen0mx+9CxhdZ93XraZrDWJXrpCYmuYpxvX6XvhEyTzGbT5b9KJOJhsYD5osj8fxfxxhcmQwahnUNGC5JQdvKbAme0OtRmFIUnFPgiSUCX2Y+8xYGzS500iJ2SsbhRje5mRvIz3o0ma52T0iSy5uZucLSQRGzKt1TVmFhf/8wXPd//lt17JRuJIrSZBJKLRfnbLRZrtMlq0RWDEJXA2QDjp4aVd+p/QiUyCnHIJJxSGkBnTbb70dD9Pzke5uDhKNhbHUDRSiRSqIRGIqDhah7bUpit3MDVw1H18LY+CjSzKREJJQuE4iWgC3C7ZlMv8tEWfluZ3//c9Ht2oMTnloMdyiEoRR7DpOg0CURHR6SFIeURBR/BDmL0OimwgSTaCZCIKYWwzQ9gYwvIaJPslwgmXSDxMJBIkENCJRoPohoSuSZhOATXgIwphFH8Ezzawew0cu0q1soEiwv6WxG/9H495sNTElyQ8L4CuOjjtMoOKQswC3esxFgoidrtI3S4xWcbwXIbjUSr5IhOpOFalSJ+jo9QaVCWboi5w0OyyW7LwInEKVbgu6LzVdinmPF6Py/woJPDQSOIKERxEmq0ungX/3T/+Zf7gO98g4BbRDIlOD0DBafUQSlXissJwKsXU7ByeJOG0qohml9WP7lDc3KCe26eeL7C1ssr6o0cEPFi8eB6z1cR2e3Q8B1FWaPZ6/H/cvVmUZId93ve7+61966qu3vdl9n3BYLASBEGBlCBIpBjJ1BLTTuKTE+vYJ8mDYh/kSEeO5USJ4iSHjhJHsiXKpiCKFEEQJEAMiME2mH2f3vfu6lq69rr7vXno6Sb9KD3yod+6u24/1Kmvv//3fT9VlYnFo4+H/AT0aAh8KJbKfOYzzzA7+xBZgXBIRZZ8fAKCwEPXXPSQRjwdxwoMlFCA57iEIjFieopUMo1jmLsB53qd0dFRVGUXuZDJZLBs6zEoM4qi/gTRIIoiyuPvSyQS+5gHAElWabVa+8FnWZbxfX9foPy0w5NOp7Esa9+52XN19uruewN/eyFjwzCo1Wq73KxkEudxrijT1fV4gsDbz/jsgU5VVdvP2Ow6O7usr1AohKLsule6rhMOh/dPabt1cmf/b+h0OvuZI9hFYezxt/L5PLqu7ztVe1BU13X33aqfpaXlP/5333ztGT3F0octOqMO51a6uRzxUQprbAFHZIPpoRRhT6Ye2OycTTByQeBQs0Ku+wCFfIIvni3ynHucUy/bHOlJMzwbwn1mg5b/c2jDO6hGN+60x3cadfrHimylqliPJFaHb4Mmsnl4krELNt1lkdyBQ3QtDDKg3+Kll0Seu6/w12+VuLcW5RljkO8b20x3GmxkBFZXHKbCMtrqIzqxdXgryfiFPsrVEPe6BPKtGnbzSQYTq5SF43xR9tl58QFP9gxzr3CdVecQxqsjuG2NI3aE4+fuMzo0wMePNjl8rcJgZphHS6NYvf30+m1ev6GzcGuJIamBWTjMv3xtjvKDUdQSNDIy7aUaAxWRubiL3pHIyxZ3fIjnQG2VGM3G0KQGobFtsoU6z6opspElCM4TF0Osl9PMDNXZNoockTYx8i+wUWtws3uZHwtdzG0n+OZWkmt9GqnjCrNXRyi8nGN5donJzBov/bOv8M0/+AFBaIHDxyZZCa2yk+th5b2H5E+3GFk6QYDL8nP/mN6JUZI/3kTrXWX+j+a50d6ke3iTwrurrM7WWLm2AAPdnHt6gOXtALcrTrQrhLfQwFiSeZgJk9db2MmAvm6XjjCEa9R5z9/i137+PKt3HlGr7bDttKmEHfIuVFoiYjTLy2O95A/dZdmKkQuyxLQin81MIwsttoYHCc6O4MglHlwtcCo5yMGUz58kMhxZkumeeoUH+ht0RR3StW12hkbo+r6DGH0eX+3waGOdTtNn5Mw2t4yXMFt/zuC5X2LmjTaRU21e6HK51TmKZWmcKC/wIGLQ1QXxN4bA/oT+rX9CunGT8WOw0Mqz7K5wsPswD5+tsBWOMD43ryYUTwAAIABJREFUyI2FDQbTeRrFLDHVJptqcTtmoWki28Vpwqt3GPzFPI7xAc/HqrzvpwmkHmKbi/RpOqnBJOvfcOnkrlCrPkVPTWTb7uXCS8exLkus5K4y0afjZDJIhRZST57PPZjgjdgd4ukMZvsWA0OjXFHuENZO0Oo9woHQHJutaVZm32ZU+RrvRe/T+2yU3M53KaY81EWVmflBgqCM0Cgzcez4317w/Nvf+/prffkusokY8VAIS/aZbz8inHc4cD6D0iWy0KjQ3FEREjKJQRE17oLq09s/wICiIzUbdIku2XwMy2vTtDZwxTK2WKZhF7GEDobgEig+gS7ioOKKWwSKg2W7dFyXdlDD0Ys0vG0CQUINhdDkNq1Ok65shFbdRBYjxGIyrtNCluvgtwjcgLCs4bl1Om2BcChGOKTguBZgIqsieFGQG0iyjKpEUZQotu3vMrkUkcD3EQSHkCpCoCDKNpqu4Do6EmkCX0BWGtSqq4R1DbOl8MEHZa5/alBrgycEBCjEtABMm6jr04VEV1ghKaskwjqO0cG3DBJhDcUP0HERHYuoImGINpLZJqqJYBpoLZ+6BDuSyXLNYaZjYsoq5ZjKhmchhCJIrkvcy+B3BCR9A0UX6MlNYwY3ODswzcTEFLMrZSRJp1HeQWw30H2PsCBz4MBhhACcepXNpQV2trfxbBM8h47RptGs71b9PYdoVxo9FGK1tIkpBliBg6iBIEuo+q4Y0DQdw24TjcXwPY9EIsTq6jahENi2QzgSIhYN0WkZhELQNjwiiSiObzM40occKMTCSSJKmlwqh2EY6Lq2i4VIp3Edb18s2I8/9GVZxniMS9iDblrWLldL1/XHv0PHNE1C4ej+cvIe2HPvvLTXbNo99TiEw2GCINjPyWQyGYIg2HdHRFH8T/ZtLMvab0HFYrF9BIT2+LzUaXf2gaB7zxkOR/bff4qismvS7O4f7TXGdkPOGobRIRIJ4/u7AklVVSRJ2l9R3nOAZHk3mN1utx8LJ2U/p7TLCVP2RVKtVuPI4SM/M4LnB7/9f70WCjc4+/mLmFmDu2tXaacCRsrDdP3nFUqyxydVk1TyAOPREolXkswOL3FqK0P94DKHunyETwUS3jKKEZA84HBvdJMDNxIcnr7Nwx8H9Bhl7rVbXLRXmDkS4YXyUZaXHpE8Pc3yTZfo1jw7qS0CVUBYk1k9epODej+hjQfMTevYCxo1KmTG0swfnMfZ0jAfzXNi0mC+/SkTPSfYzgrcCw3hBgrm5DLdb6UZCMWIb1fYXjpA7/nrhG8KbAan8Us2UfEI/dxl7ECEYjSA+Abb4ml2br3DWGucnt86yOvtEl9oJnkweIr3SvOcNf8Dp05MMFOB1sfz/MnbPiWSdIQtnM4O4akET1ZaiFY/hzA55Ls8xwR22kWtN/HiBg+KMLmWxHvSZHkhjFzMUa7cJKlNkc7fQFpuEW/AQnOahY2PuG/5iCsOfq3DPCnMX5ynPj+CdnMesTvLxM0dBGGJbmWUKSVHvPUhh9Qxnngixb/Z7ie83CEZSbB9c4U8m3jPtPnPXjqLu/oDPPcCnfsfs16/h1XuJVcuIB9z2Ukv09mqckg/SO09l+MRmfJOnCsL83hNl+KgDlmJUT8g2jGpTQxjtRymxCYV12Nz8FmkbRUnsUVqKY1/sMXkBExlAvR7Td4f94nWp3abn9k13PQ0Aw98yokJ/qkbx7sNzaxHrNtmPtFLK1Qgkghz2pYoq29ipfsw5uNkOlNs+gX6DwwSpNsE5iYN/bNMqg7i0jPEUhs47kWekt8k0TSIGBO0siJFQojzHulkCG1AQg3lWZt4j+XDh3Hk+1TNKa73zfPjxgzP1AaYC2LUH/TwBbtAyV0nFo2w6U7QO2Tw/twOEVGl7dbpzeYQy0XuV0IYi9BVrZJMTbL93Q5nQ3Vutp5js1mmPGER6h9grVkgf0piXYvx/M0WD6Iehcocz47080mlyvFwH95BD299lLg0y1IrQ3f+SZpXPqT9GYfJuwI30zXGL13ikXiWLqtMJQB/OqC7OM9hLnCtv58zyzV6UwOEHq5zI1WlK1liYuT8317wLH344Wt9Y0dIJHsRVYEN4SrDr8YRRmy2doo02y7NkoeSS9F/pJdQt0AkEiOSSCHpHYbCdRKSQ1L2ECIC1c4OctSh47XwRBNNj6GFUyhSFyE9h+BF0JQMMa0fvAShWBo/pCLnYrRkCz8cYAQ1Gu0KFbOBJdhMTOXJZmWqqy1qKzbFh02Wr1cpPaoQavnsNDZZX5gnnZKR1d1FW1EIEYgiBAlcBDx3E12LE4v2YFoOqVQXkmQTBB0UBUKqROC6SEIXouQgihD4IVxHQpEtGq27hCMetS2V//V373Hp/YCW7eIIErIWJRyVCQlA2+LkQJSk45KSI4wl4zQLm4z05JDsDr2JOE51h9FshqF0ErHd5sRIjF7dpb/Z4Zgo8UtnjzFg1xjzPY6nwxzWNA7oKi1TYsI2GDMNwk0TT9XQUipEVVQpRb9l8Y+f62FcidDT3c8nd1fp2B7VSp0MDllV5Gi+D6/Soba6ycbSfexGnXatQrNTww4cSp0GajKGKXgEArQaDVzLwvShaDQJReOIIYmOYRAELkHgI0sSUlhBkUU836FWK/DLv/Q5Go0yhmFiGg6WaaHpMuGQj+lC3ewQTmlUqkVioQiaGiEbHqA7nWdxbp5cfpcfJcsyIT20L2I8f7feLcsKtXp9f1BPURRCofA+UmEXqrlb3w6Fo/sCqN1u70M6HcfZFxF7uRyAVCq139ra52E9PpHthYL3TmONRoMgCGg2m4yMjGBZFrVajZ7eXkzTxLF/Uhnf2dl53BZTfqohpuJ5Po1Gk3A4tN8Ec117v43VbDbRNJ1SqbQfrPY8j06ng6Io+ye2veezLGt//dk0TXRd38807TXOfpaGB69fXXitO/cUA5TYmHwSMTnDsaMzuC9u8caVKOPhGEEkgjCYoXR6jJAfJZFxWBvLoRgFDp1qsSWJVCMJ4tM1hEt99J4dYl3QcSc3URGI92nElYNIA6P0rJe5nOzl4Gdl9DWViewYlybrdG8odOo1pESC24kNQnKNK1d9JqYGEb8iktIGWbz3kOUbPrFVmf/3YR0vKJFou1iGRfKbH1DLOZwdWWPVeIRjhxETF4keukJyPcbN7ji1RpkjpV5u5nJsnhbodyaIDXf4aNknmRog4mwQqw+QOHuQcHgB0R3mhr3CZ+K3SJa3mUseQfqze/yXf7HN19+SiVohgkgR14azvV10NUU+6O1weqpBfd3HB7rCEYqVEFPhMBc+3yYyE1B3TYbyQ1yoDbAw/oDDh2VUZZlFA56MZDl75gnGImucqLZIRc7RPaKS1TJsNUV+JbJDfG6Lc/lxxJFuSs2b6GdHOOgvUh5Z4Z8/Z3LSOouUS1OckahG3+f6WoFT5jCR/AVyEw1Sb6aJ37/CQ/kmeUnl3bWPaQU2c8ktDlRbFBdGyByo4q0+xB6sMlsbQjTeA/8YuQNbkBDQ5sOkmg0mhqG8XkPbNin3+sSUMS4U3ib2O6OcFIr8h7UdThlD3A7liJV3MKcD8lsd7swrZPQ5zEiIeddEOi9ycqObSP40f/GX3yOafIIv/qgP+n6Ie+UiuS/aNN6b4Up1gCODNfRjdWbC99nuG6K884AT1Sw9QQ+m4mOv11mMb9Pyj2J1vkN+e5z1ToqLwyHeu7nKxZiHeNxgLpxket1hSe5BEQt0fWua3pTBaSsB4wXu/UWeyWmDXG8LWShwQDhLehY4OcbCqXtUP16gq2+VhU8C7IH7HEr8N6ykPyQ9XOFgaYi5Po2qs0Hvswd4W6rj1GYYmzBol5oI15Icm3JZuROjp3ebm2Mw0Rwm9uVt3v3hGc4/e4ts4Qi3xDeoLbgcjLRY3zHJ1RdY//UXKV+e50bzKOPiQWq2z8kLcVblPnrvbHPbiDC81WCuVSSWqzNzTsSIlbFOD5CvrVNLBhzKnf7bC54P3/jWa3bLYmHhGmveLYLPB2yu+hQ+qZOsGaRFj6cmwghTGYS4jKTFUBEQBYuU6jAmKiTcgHQ4QiSUJKxGkaUEITVLWJlAlSaRhX4UOY2sxBHEKBo5RCGDJOdASiMp3Ti+BoRAiGL5HoEuoko5HCFEuVWnQ41cn8bMvRbLiz7HTp1Dj+WZ3dhg5nKBzWWXVsGmp6uErz6kFisi+31oQgJRDmFbHTQtRqPVRlE1At8mcG0kQUCSI9gkceU06ZpAEFeoOCZ+ysezlrHtRQRMSls2//pfzDBzPUslrJCQdfxWh7AaAkKE2nUGVDgcDqOVLU6OHqC4tU0smiAU0tEjNp2WhSooNHfqSM02cddDqrXJW2FScpy+iV4qS/c4vOMx6ElEZIvnhiIMmS1Gyhbnzx/mM/0J0pUK2XyeaGmJgBqqUOV3Xp7k8q0V1j69x6OQz2pJxKq0aFUqdAV5EnaWqNphdf0RguuxsVUgmohRqG0jCiIhReTE9DCFtRp4UUwVypZD1XWouQaO5oMS0A462B5k8wkkUcU0fWzHBcHbrd9HZRqdDqOTB1lcXEUPKaTTEQzToGGDbUMsJBFWVXp70qxvrJPJRhB9nf7MJJ2GRzYXJhaPIys6WiSM43sk0gkazRahUISQFiWeTGCaFrbt4Lre490c9sf+YrE47XaHeDxGs9kgGo1g27u1bFEUcF0H27aQJBFVVfBcB4EAAp9ms0E4EsZxbHQ9RLvdRtf1/YXjPTdlTzTBT1wW13WJxna5Wo7r4HkupmGSSqUQhN3MULVaJRQKUS6XiEYjbG5uALunqd2laBtFUdnaKpDP727vNJv13WeXQJJFopEIsixRqzVxnQDLdDCtFrFYFEmS91tkPwlp+3ieixAojI397Ozw/Ouv/+Vr0V648e0c90beYvpCH9+73Yf+jSKTZ5s43cf4zdwM1a9OEVsQadpDDLUFDlQqdDUSdCdkitUeUoU1lu5m6TseJ3r/Nhsvhtj86yMclS3M1M8x62+x6XUIP3OYp+ZFrs3GyBUn+X5thZ9XJFLpA1jLg9w9H+OicIR6aBNlwOKTRY3zH67zsORy8ojANXWctesWv/MLTzMflLl6dYDGp/eod4bZrqZZuruG+Oxtens8Yrfm2YmNEZNVaK/TSv0DloMI4z0fUd1WOFzq8MgK4VTDSD2L5LzDLLVDdOwcP8xXiN+8gD75PkvxGXZu92BtzfB/f7rF1s1uVD1B+UiJtDBEPgbF9WPMuWVeLUfRCyHwc/zDUQ2jYyEcyTCWa/PNwMLZHCEmJ1hYqjOql3DXBc5M+IQfxBkoShw8eRTLfo+j61H6Iy2Onejm5YcSmdQyEymPV5UO42emma5WWfAdJtjhB3drpDX4X577Z7z/dpv5zbtspHT0D26yvqyT2Qnxqb/BscE44r0ob4e+S3JTwVzSeBB/iNRokTfO0RhbJJfIUCh4xMp9vD7Z4VqjwU22aCanGG3eppoWkIoeG9kOfd3TFL+nspDpsBm4HAiJtJd22NyCgXcDrM9kGZ+3+PRwkVFbRcy2KK3BYuokA8wQDobI52PE1TWmr3tsPvoKxoGH5LPncc9cYnVQoP+poxyMJVG9At7REFW1n8iwwMm1CmK4n1PXFdqbIosXt9DNRVZUjaC/zthQmCeDWRr3ZLgQsLbos3PhEmPGMPOFCMlUL071FgP1MMuV77FRTSLFNxhLj/LDTIUrBZczUQHHNgjEMRKGjhPa5EeNFsmDAZ88muUr1QTVVg+LUY8pZYTGO7cZ6k9Rq83SVFbJezbt7W1uxLZZmN/h+R6DqViGjeshjgyr/Gm1wEvFDdanBylenWSm6zap6zK632SxNYI+MkfkOwpnu0t81Bcjuh1ADtzyACPflTn23A6O8QB7vsG9VkD7Wni3hJNcx3wiz2DuPO5dlWqil0YhycBSCtMKI1+NM37m70BL/8E3v/WaU2uwEy6ROhbHDrXYWmhBy6QHm597dpDe8QlmTBMkEUQRRQxAdAlhMhCIRDyIqhqSFAEkZDmEIodR1SSiqCOIEqIEiibhewFCsPsBA/7j/3TV3cYVIrKoI6IhixFgFysgKyKSJNCut8ml0qyvGSwsbVAsd9gqtBnuG6Ztulz5aJtTR/O4vogUk3CcFo5RwxUihFWfVtPA90V8FzzPRxJ8REFAEHbPN0FgE41l8d2AhBrGrG3hWlWwAiqPZO59UOedt9t0RAlbFZBFD8OykPUQkqQS92x6YjpeoU4iopHuytBq1Rno72FqbASjXgDTA8vi8GQXtVKLz734HFHFQ7Y7ZMICF84dJSH4sL5D2/TR+lJ0bAvDtMinkwiij9ZqYNoBQ32TnB/qw4o3+fKvfZ6k0eDdy3fpTma5UrYo10KoYoS2WUEyBcKiQCZpYxgmmhih49k4PjRtE0GVmDo0TigGG9uVXdGpSliuj+vaeIpIyzOwAodoRqdjuMSSKoEPEFBrGeS640gSKBoEgU+z2aJSrqNrEo7nIOCTTEuPT0YBjmujhyR810FCJRcdIp8YRZZ1IhGRdsfANG1UXXtcBXdptztIokRXOku1Xt2vnu+O/PlEozEMw6DRaOyfnyKP21R7p6VdjtauA/TT+zydTmf/vLVHGQdQ1d2l4r2A897r7eVqdnlWu6Fl2B0ClBV5n3q+6ziKRCIRotHYvuOyW92X9sXTXs0coNFo7Ls5sVjsseO061yJ0u4QoyRK++6RrMiAgGV1iEaj+1yxvVOabdvIsrRLUBckxsZ+dnZ43v326695XRGizb8hOdRm+P77vCUcojS1zsHvm/yjrx7muHCYt+sxJsYv8e5ElXOxgNfL42j6HfqkgFMPtzglqPT85jmUb9oMdeU5ZiboTYV4OOkRK8fJl46ifbabyDsx2hTJdja4eiTOq6LNdrafzbJDMV/j7MI5YJvR3hadbYloVwOrXyJ+Ok0z0yZeUVgObfIf35rnSMuk6Hj0jJq0lip8Z3mVLwy+iiIZlIwBOv0dktlbtL/3POVpiXjlE8pHb3Bk9SAZp852qA31JPfVOuHVPgoNGBqrMEaWTLGCcMfn/opAoigg3ZzkwQ/gB3+1inY0z+K9JY5Vj9IpLCL1GgjNJgOU6VfaFKY7vJDLEegdrq1NkYlf5XTyabZamwwsGSw5Gv8VBe5bYV555TepvdngSGqNX7U8hCd66Jrso3pzhrkShJI9RJwlCkYYbarEWu4kR+dWWV5p8YWzUxQyA/zeCYcDf/j3Wfnx25Q+uEdyfJivJ65hLjyFYpa4aZQ4NtZNfrPFxe4xrOY849oFmrUS0Wo3W06ZD3MmXzo5yJK5TEISuVfb4gLQLvXzeSPPvdPzaEYOJ97E05JghkiwQ+LpGn0Push+oU3h04DJZ5/kiLJGYfoErXcesR1qkn/4eR42DBo3Kxx+AirvV7hb9Bhp1slqO9zWQwTjIwwn1xjPHcQ+LXDsXoZMzMe+XEeKDHNtqY/7RoGGeJ9DO2BK5ykvSPTJ3bw9FWXEnCPaNcKO2EWPqfDeX3bgZBZxG07VM6wfFDDiK4j652kiUR/IEr0u82d9q4wmpuiTfdxh6AmnSRfrvJjfhqhCW79PKz9GSdiiZQ9zQmlxq+BydOMoW4ODjNeSNNKzuFqKQ0/EmbncprmcJD56kmZqjHKzxnhdItypYlWfo1EYZ+2kwQ8663xGjvE3CYHuIM0B7xYfG+sMP32CiDzIfPk+k0oGIx9QG38F9a7IW+ESJ6duEbvUT/XZNkL7Hp2tHhbPWWhvTWAPfUzPUJWDGwf50QGVkVkZ57k5umd1wlsFooNzXG5e5ehqP/kn/g5Ly3/w3/7ha+veNYaeTtKS29y8MUuu2OTJ7oB/8pvHiCZ8Ll+/w06yCwUJXVJwFQ9wOBCNMI1GQlRRVBVJjSOKEVQpiyxkEIghygKeZ2Hbnd3hPlcm8Ct4XhvfbxMEHXy/jeO0cSyDwHeRfAFcAVEW8BEIJBlF1UAKcFyf3oEuHs1Y3Lvd4faNgPdv1TClFFLQImq6lJcahDzQ/RqBWyKItbE9AUXXkdQYghRBUbI4lk5AjMAPIwU6cqBTCZVptEsEQQuhXsQvStx8r8z/9K8W+NFHHiVJw0q2iDoKhuzQVlx8XUaSJaJeh6Bm8OrpKSqVAslckqBTxaiXKM7PMJ3PQrXKyeEhamsbyA5srCwx4ngY1RYeBgs35piM65iRNGJ3Dr9T5akjk0Rsg4RiITUqTPR0o4ZiuDcfMuF2OPx8FlcpcuXTh8SShwmNJHh3rkM0dZDGToO2WUSSHFzXJEAhcLVdIRqxqBsujh6i5LQh6nPx88d5sLiKhYntS9iGRSCA6TvYog+iQLY/R7O9G2TWwwrRWIR4SqPVqpLJpZAVD0kG17O58MQZ2u06guiC6NFoBPT0pFE0h1w+xcZmFT0k0G61mB4+RDYxgu8KaCEJ23Yfn6NMRFEgCHxCoTDNZotYJM5OdWcfmimKIqurq+Ry3UiStHsKC+3CO8ORyP6g4N4w4V74eLcavot6qFQq+6HgvZXiXUHC/o4PsN/o2ltktm17f5cnEonsjhs+RlTsNblURX2cPVL2RdfemSkajRKJRPB9f18E7e39iOJugDmRSLCxsf7YrRFRNRXf36OwCyQSSUJhHcexHq8+S/s1dlVVabfbhMMhLMvCMh2mpn52Tlq/9zu//1pw9yP0/0FnQw5442qZz9wzGZl0+fJ//SWS/vf5+JO7zB95QPLuWeSORqIRo5le4ZeOpHipcoLs5Dajnz2L8p1PsOopSl8RWG+M0lXqojy4yFsDNxnppBmoROkZXObKZZGBQw1k+Qq67/BukMUvrHFx8iLF6tv0bLtcyVcx3RIt+cvEtm4xd1An8aBGQ5AIH5RJ/yjN29/SWL/W5EczXaw/6OFMzCK02OZdf56jcYPemRp+U2H7SZn+2wJOvoyv5vFWY2wl8khX+7l34hGj6SyfVR3ujLbp5HJ0+VcYKsu0e6+wrPRz+bvv8X/+m3ku3V1kiVGKawuo/Qptq0YlFkKKx2ipIYZ2ZNohg3/+zKtcqX5ALfPLqCO36b4qcz13h1dGRd4vtniuE/Bmr0W/K7Mau8qzkQJCBP63aIJfbc+zcN2FRJyEKuNUBzn7cpPlHY8vznaIeVskJhL0HZhm8705XoqUUX91kG97H3P4rQXWNJWzB57gvdcF1JMFFm6OEKJFXfUI7DqlXJwzCyZbZ7eY0cuECyOUE6cZOPiI+zc8/rtff5n/r+GQaDWZqZ8n7tUI2Gap3Ubtb7JwC16JmyyPmEiraVJnWlzy2wzHpsi1quhim2ZHQbYqdB3LEB38FRLFvyYZ2Sb8HPz4+zB5vJfJiQaNqRxFqc3huMOnn2wy8Gyep2f/C3oaKh8EV6kcHSJ9oIu3y/BC5C22bozyYjxFUAKlV4K+EHdv5Pl7cw6Lw33E3vgxk90Z2kj0drdpjlgUsgm6yw22n1XpqXSx9EGG/peuc+S9Jo3JAS4eUYg/tBkbGOfOzG3u9Pq0d3qprTUpZxo41z7HQHKBneh9Whs6H8crnJot0jMUwyjXuC++R1OOIJ4u8UjIM7gEJ15WMCLDqMtl4laSpfvrvKxlWU/6dASDg/6b6Os/T99kwAgJ3FSStK1xXMyxPW2RuhtQGrxPow4nt/Isa+vEhqrcLW2TvX0RYVrheGKJRlJBvW0wWPpFTl18Hz0yjlNbx+8OMZFa4NtmhL4PYox9tpfl7gqdRxKVxhm6Tq8w0H3477DD8y/+6LXTXxylWChg1yXKxTIvjcJvfPYstmCw0W5TakMpHEEOBARRxFcCFFwOhEL0eyKaD6gKgighCCCLMQRRQ5JkPEwQnMdYBRV8BcuuYFotLKuDadfAN7GdHVyvDr6BIJiAiSTFCVBR1Qi+v7sf0uk00SIhtrctQGd5yaEiRVnZqjIx1stgt0w0ImE1TBQnSkyJ4asFXCGEgIPt+oTDOqZtI0gSkiIjyQqBL+G6AoG4jSvs0LFKmDWB1//kPh9+VOfGJjR1D1OwiakaMVvCEF0cIUCWFCRJIqEJBC2bM9kocVXCtjq49SbpeAwhMMH2iccibK5uEdVDdKfDCLaFXrXpHhokMzaKYNQozNU49guvMnb6FP7GQ6r3FvDFAE3UqYgWcirKwInzrN28Q66vC79b4OaDWSquTD3QWC3Ps27JuEIEy+igihAYbQTXR3BkZFEhEBzMoIrlibiqhC+r+JLLkROTXPrRLRAULNslnkzjBj6uLGAJLqbnIoYkJFUC2SfTlcIPXGrNKtG4jus7pNIRLGu3qu24Fpub2yQTYUQpIJPuRRAd6o02mi4RjepUqyaqHCC5CgdGzrO2ViAZD2MYJpKkELAbfhZFcbcC7gckYrucqb1qtqruNrHy+R5EUdxvWO26PlGAfaZUKBTah3T+NC6i0WjsN7GCIEBR1ccOibJPJ/c8b5+kDuy7RqIoEo/H95tfhmkQjUZpNpu7uRlRQtN23xN7YeK9ltZermZvENH3f7LN43ke0WgU13VpNOo4jkMqlULXfuJSCcJPwKmVSolIJIIkyTSbzf0F6N2Mj4jv+7SaTQ4ePPQzI3j+8Bv//Wvjv3+aA3/1kNbicZq9azx5q87ZVz9P79wV+vxDzH4q4kxUedPXuGBneP9AicHCLMdaNq31+/jTLyJ8skLoVJTuMZmye4ZocpaIkuLDepsvVUTmbneojdxBDh3ELv+I1e4MwoM8tmOQLCq0Bx+x+u6HCIk4oe0Emw+baD1pfHUednoJHTlI5VaZ/EaLfsHg44pCKAPOisiP62E2ulfISRa1o5NMlkzObmb5VJtDNOOYU+8T76i8IcNE0yExdpzuXpee0Svo2wcIuu9zJ/85ut5t8RlzhgfGXWprYWY2Y/w/P3yH5bdkrm/ZWCPghR3EhM1zWR83KyKudpBLFxiNSaj+IkvNPvKrMp8Li9hLN6jGyxwFfCWqAAAgAElEQVRtxrDGZLSdFl/Oj7G0XGBoFGLDNkrE56ICXusCP3+yztKVNoVqm5/76m8xNfYCO59+SiJqkry5TeK34drbArHQMfrl32K7+k3kfoPNzJNsvvcpC+ExpBsxPp65zMcxhYH8OJrwEHPHIW7W6BrVkO6t0Ow5QHIuTCa1xcelbk7nrlDY9ogWAqrnFD7606scOunQ3NGQ5U2W3UMcntpgow7t8AS3UoOMbos8OFxgOAeRiQHWLy/SnJTYWGnz2SdkakODhPwaHyy+R+Osx+q5USa3qtjZNCGpTNwMQD9IqVai1vbRM72cupEk8fwS7/hxLmbPYHodbt7aYvJBFLuvj1a2zs5ggYI0RJdUJBWScAt3cPpi1HrvsHkrijk9xs3hdfQuCaVU5vxdge3kKKnGMiOJMMX1HZRAoNTfT25zBfFDkQ+GN2htqaxux8jagySeuUt+bZSeRJuRXANL2cHPDBHXooibEZKjeaLWv0PZjDDXGGaoHUF6o05+rJcXDphUb2b4aNvl+a0Qm7Fl+sbj/JX1BBO1e4hPakz3Z6hXi9jZMlvVAbL5WbTjFvniJg+WT+DnHmGWzvOFO23Wwsc4lI5RHQizdh8uJ94lZPdQ2XmKM8IpvGPDXHOKVE9u0Lsxxcwn/zvPaV9lR3iB6dIs3vEEH1gd0nMWnjFFU9JIrs8zfPjv0NL69+/87mtz79yjvugzke3j+cEqp49GqZrbuIKL7etc2RLxEyqKH4AsIqseEc/jjBYnbnsgSQiqjqIGBIjYlojjuJhOE9Op4HgGruvSarUxjBb1Rh1ZVvED2KmUaHVaOJaF6wS4toDvKQReiAAVx/ERxAiyHEdSNCy3TDQNim4wNJqg0ehwfdVG0KLMrgdcvVfCkUT0QCMoK8xeX+fmjytowQ72do3eRBi3tongbwGbeN4aprGCFBTB2cBdc7n75l0+/dYmP3yjzeuXXOYrGmFNRXIcNB8CP0XcD6g7LqFAIWZLaIqKLdtkUjLpYpl4xyAbFihv2wwP5rF9i3AiT7YvS6vd4uyRZ4npCrrrcvYLv4Qpt6E0Q9JUOf3V36W8ucbqnQ8ZzufIvfIbJF7+dfRkFEfrsGn7VO88IBcWKbYNqnMFklXYDjwW1B1SQprViku4K4PvQ8jrp7K5giKA6dvYskHZ7uD7YPsCvuyRSOQZGe5m+uA4H14q0emAi0lbBMN3kKIhWq5FsiuFLew2f9Y2W8ham66uJJVqcxcYqso4jkU8GcMwOwj4PPP0ee4/mKXd8anVTVy3RVe3iGFZSJJCPh9lecXg0KF+dLmbSCxKJp7CcTxaHZtIJEqz2UJVd89EmqohqxqSJKIoCpqmIcsyjUaDZDL1GN8g7LeVZFneDzJXKpX9KvdPN7YAjMcMqr0T114tXBDEfZEjCAKmae7uAz3extkTWNlsdj8EPTc/959UxfcQE7AbLrZte5/VtSewGo3Gfji7VCohCML+M5qmSSqV3Bd4ez8bBAGKoqJpuxT0er1GNBrFNK391lm73UYURWA3cG1bNtPTB35mBM+f/9s/em35g4fcL6SY6j1MkLjG1742SSjzPpuPqpTDy7xxtItlK83XbsHdXJlkvYLba/J05At8sdRHtFWnMpri5teXKHzFJLcQp/NkjPufJOg9nUGumDjjMTqtHubuzjG92qHdd5rivXlub7RRJur4yTIPkhdQhlosj93lbLnNzsEzDN+PMzU4wCe3rvGsEuVdaYfhKehaMomO9eKvF/iku0mkeIRCuchlqUH6WpGHz5Y4sHWc7eYD5v49vJssMM4y50b60S7dRgrDn1U2aEdWGCy7hLK3SG2ozMZkHvxLgQ/ad5n76y2+/a0AueyTRCchuHhGBDMjMZqJ8ejjcWS/QP/Jbu4/+pTB4TyHKiJiv0XGWmJas5kzYDyfY6VaoEAYx7/A0Y1HJHNfozsTZ+juMtFXvkDbKHA3v8HA3DAT//R32LxxiTeDy1zYsNH+3stkf/tXYD6Fd7lIopHCG/w60doErXqdmdeLnI5KiIUCb0VtKkcjtJUu9EgXYjnPz1l1LqsNNBxWGtCMhVlXF2iu6CgsoXRMDkz+Q4ZOXyJrfJlv3N3mi6sWJavA1b5xDuky4bko3cM71IZ2CH0kcCLvoi90SC+fZkN/xI73HCfKixwYyHDfO0Gz6dHOzzF9E848/QLr/6OLlXDoktNUL1e4OAF/Wtjk+eku+tQTlFZn+fkzE5Q7r7KlezyVL1OUGnTfDbH6CzFWPlniiDTEgbZIQ64TifWwdi9EX66PDR/YEjA0k9GoSP3WEieMr9GrFti+sEbWSbKpbsB1i2Y4hYKI2B5hNRzQzD1CfKef2lSS5Y0KL/phjMEIbLUp1Sbpd8oUtZfwv7vF8nAP2oQODYXFgX787BS6WcRvq2wev4SWGufRnEYxNkTx7nfZvKASPbnI6rUYU/U6Rtc3iKbOcb8UoTfs0108RLavRfROlK1ymKVEht6VJbops5leo1nPs5Tewmklqa3tcG5NRXrKZyouYBSuUj5o0DbaYJkkUtOkH85SbHXhn+ynmH+fRzsW+a0VlDWPzkAaZdXgfGmWtbEdJgfP/O0Fz/an33vNaTT46vPjHBwqkjxSxiSKIKURkzK+LJKuqxTEDrIYIEUVhEaVYVnjgKoTiAGWJOE7Is22gOfq1Oounh/QNKqYrkWpXKPddLG9Jqa1Q8uVqFR36NgGkibhA6qmYVgeARpeoNPq+CA2CUUEBNHD9xxsC2R1F9wZDgUEtAnrYG7KBLbJjmtQsWBm1ef61SbZ7jzv/HgLXe2iOO+weNvgh99a5N4nm9y8vMXKQ5Pv/vkKa3faXPqLFS59s8DyxxXe+K7JozmB4rZMWnGI+g4QpmaCpOcIBBt0iR3HJiXH0TsBEUlDjqnYjTajQEoMOHlqgq12m2giTGmzzBMHT5KNhMlG4lgNma3iEueeu0jBG8G2XDqba4weegZp+BQzD75Nf7jB0naN/Iu/Bo7Ae3/z+2QX20wOnyTz1AmYu4XmuwyN9TCWjhCTbI79YpzMkMHMrTi1TgLkDqpqU6upbNgGpqBgBjodT6SBSj2wkFSBeqVEutsi3mXz8cc13ECnI9bYcT1sKaDhGJx76iLDYxOsF7Zotwz6htN0zBaua+B4PpquUau2iSfiRGPhXbdPlajslIlEwwiiR2/3OPVOCdsO8HzwPYe2adA/IPHg3jpjQ+N4gYvih0AQSCbTj0ngLgC6plOr1cjnexGEn5yX9taMVVXbB2burQvvZXb2Wks/ybTI+197YWNgXyQZj3M7nY5BOBzeRzfs5X52RXxrP8ezd5oCMK3d19F1ffe1Hg8JKoq679jIsrwvqqLRKPXHrbM9kdPd3U08HkfXdVRVptFoEY8naLc7JBJJisUSvh9Qr1fxfY9Wq/m49h5G0/R9Z+enBY+maVTKFQ7/DNXSl3/0/deUwjy/8PIrjKQv8aVMnY8Pljk4G+fBqR4sqcaxxg4NP0/ED/FxtsT4iM5IxyHPIgudERoHNpC+W8A7liZSSXO7fI6sskhzZ53GD9p8mL9N7+vbCOoz5K/dxfhSN+IHc1TzGxzVKiQrbYRwnotvmNSmk1TUGKsLOt2VPq6HF9kowWB5kEuDBs96g3zSadPXZaEZVcY/nyb8Zhet6jzrx3Xaqz4PFYe3P+1jYkjlT/+PbdxuyK8HzL8P//PfX+VOpkDz4wor3xP5zh/MoT8q8+7Xytz/xjxvfG+Ja5USM38J9nLACR02HZDFcUSjTHrCpLrusLpqEOqepKepclu4z2g+gkUGji3zmbUqYhrGhi/gbKxRikc4Zil8KZhi7Mkw6/IqA0P93N9c4VTXCyidPsyRbd67tEbfq68gDY+x+u3/yOH8Jp1EBGH4l4n0K3zwx/8K4USHwRdOcOfpaSbLNdavFrl4wSMWqDhOnsO/NchvHF3E/sDn043DNMf+mrmNHA8qT7Pa2KJMiEoroNxu0GaEJiHEwSbfijZ48cZxxse/z9V7Am+n85TkEl6xydx0D6J1l+PjF3m2ewzHWuTNTB+x7jrzA2s0C9DOL9O91EfQ2EbDwjsQxyhu0piGtesO0/kkiU4JPZVhLd1kPhnmsOFQUDsowQqNSZ833lok+YvH+AfNFT7dcmlmT5NW7jPhH2XlnZtUulwGzw0R6+gM9Ks0m01uewnS0ibnhBFWeuq8Io+xmRnArf0jTp+/SPPuCjcUkd7oRSJaichsitShIs2ugJVKnqTm0dU1QHVqlqM7YcLnHEIfTTDzpSWid5foIUthZwV3fB73zhj9CyW6ZwsI8TnE5eMML7zHbLJOKORxtnuInFij0RewGWwy1Ojirvw0w0TI7byDNPE1qiWfE40qb0a6yOVmiPkxqsJDgo0tZte3MCdGacwdJTE7i9ub4OjmCcIn3sBpT7LwrEbvpQzLxQrh1NMs7pTJzt3hiFPHmqny5vFDnO8TSMwtctvopmvSIggO8shcRxoskE8KdI01uH43wsljf4eT1rt//PprYnie86dF4ikLO+EhilHCcgxNSyAhkybgQatGOKzTcdr0hkIkXY9hNUTbNXEVicD0AQ3HDjDNAM8XQA6oNzoEfpidkgOiiGNbVMoxbt6aJRrNQiCjhxJ4nkDHcOkYNnooTiDIWGYDBB/HMXBsG12L4PkBAiK+E+C7EoLnEJaGqNdqNG1oOwp4IhldYnFmG1GGaqWD2daplHw2VlxaNfBsHbsZ49HNFiEvTmPZIOqHUWoeruORjKgkVZMuJyArQFz1GEgl2dzZRgtMBFmkFfgogoKMgBrWECMKje0dTsViaC2LkeEM86tbVCt1xnvjpOQYxbUlGuUKk5OH0cMC25UClfU6/T05ho6cQYqlKVfmmDjeQ6NcRo13kRybBE1j7srrHEtPUmg6RJ48xNrlD6m2Av5/7t4zxq4Ev/L73fDefTmHypmsKlaRLJJNsjO7m52m04xGmhmtpF3J2tVaXstYGwYM2Iu1eteG1wEwbBjeYAm7q6wdTdgZTQ7NnmYHNjOLVSQrh1fh5fzezff6Q7FKEjAWYH3T3G8EWKjL+vB46vzPOT/PWJhWo4ogGxx/e4i761XWHwbxJwZpW3Vs0UT1GtSpY/hsJMuDZXswIh0CKdBVB4Dp01lUKly/UQePgiq0UE2XrmoxfWISxacgiSLBcAh/MIDsgUKlRijsRTMsUpkEqtolEgtTrZYIR8PoeucAnmm7bG91aTVrHJ/KouttDA1kLyQzIdodnYAPdFWip7eXsHQAvAwGIkhH7oh7lJVRFD+apv4VrMIBdTyCrutHIucvZ3Fk+eDMc+i8HI7xHQoYTVWP1pUPzkIHzCzbdo6E0aFoOmxAHW7beL1egsHgETm93ekQjUbpdDqPxc2BY3RYSRcE4ej9Dt+l+5iwLssy9XodRVEen8EOTsXFYol4PH60/qzrOqFQCMexj+rotm0Tj8exbecoSH2YBxKEA75Yq9ni5MmfvlL6t/G58fvfe3di4wEX3rjLQPU4kdMy8m6SdiDB1MMsmectlFaM95w1nC++jHjzDtmIDzU3zlT6LD5pnU9LI3iO3yWRjlIzRCKdK7RzCaxjLkO+RVa0AJp1CYdv817DZvvKHD/s/ASt+xvMhOo83B3BfUtjaX+L+rdCCPVpBscbuMo8Zc7gSV7DK0QIjp6lunaDp1o1+iyFu2qIynId69yT5Kwc4YdhZC7T3l/nlVaWf3NjkVEBVlYldhZEWpF+rP1z9Kxsci1sIu49TXNtiXlhArdSxR0PMp6widZkakKcD6IqT/aCT4bVVodXzyb5sOzyi5UMq2KaeuQuHk8//rE6BS3JwFCZ4lWDC9NxcnWFQclksdCgHm7RFFXOiV72PnpEqtRh9YUxuNJlZLzKtV6X4bFRRo+/xrB7i86Py0yOp6kkXJQ1k56Jt1hcHmD+/h9xfOI8Kc1C8T5F86tf5f5xiIYn6Y3tYzhVjv9ciDubXcqbTcTXvVRu79Pj6yXympf9HS9etQDIdIlSoUk1UySgQywnIKQK7PlMOuslOvESvkgCb6xN64FK44TMceEY7qME0mCVqYIPPa7T/TDB4HSL/CYYb50glVIpZ9toN7bJDI5RWfMy8MweW74q2ryJGqoQ75FQ/G0Wul78K3PsRfbQbgeYfmmImR/X2H69n7lpk92lbbwnMojxAVIXnyWib7O047KjVNhPhoAISXudvBEn676HW53hbu0C8sB3cNOv8vCeSH8qiWWFUFc72GemWZ1eIb43ghW6j+4/R7LVQdx8iDw1QGIxT1scYn/mA9KVd9gOtKkFJOThOfR6hkxcYvT8Dp3OIOb4eXLbZfbTPizvi4QQQJyjtqpxOubDWxuiEX+fqWtl2pvbRM9Oc3OzTufEELV7Gq/MNcne0rASacxbBWafmKMqmIymIGoZbM87jCRTPEr0MdzRuJfIkPjuD5H/YYULlQEyqU3kWIyIV+X353wo+xaT3VHWlr7J9ksxnnWe4HsPdX4hG6SndQPRuUwls8e/3ZjgpFlkauZvsLT8u//7H73793/dTyf2gKprkeyOEQ0lkHwKSTdGlAhuLEo6GUB0dKqlPUYlDyfTWQSzS8cxcAUPZsfGErt0VZUf/XiBze0dDMdDqxUgt+Vw83qdm9e3CfgH6bb7+fKfrlHYryGKKep1L7HoGIrSjyz3kd9z+P73blGpg2Uo8HjYLZGIYLsCtiXjWB48koJpGlSsMvt7IDlDmKpNTNIYVCwGfRBFZtwXpkexUboqFwZTjPsUki0TX7HOkAsnFYtzYYdZv8kr/Vkup+EpWeUXTw0zYnV4Ourh7bSPX5vqZbBVYswDIcPEVG06kobrg25QoNhoElb8JJoqv/XZF1mbv0/AsRC7MDEYIb+7RTIdR1M1Cns5ouEAHlyi2grLDxcYHDsDZpXG3d9jbeE+sd4ZMieextpfpnD9CnNnn8FSQrRTISKiibSzQ8XRqBJhbOIUdp/J+9VNfvyVMKg2WsiH6fPTlPcZfCXP+Gfgmbf6mRxLMHDMw5m/62XyyQhX32/TVOHy587zk2sLbO1Z6DZYrkHI9uMTRPRWg2w8RjIUJhaO0Z/t4978PL4g6KZONB0mHk/Q1XTAJZ1NYtkG/oCCLIuIkkwqHcGyDTS9gShAKAShcITNrRYu0NMbPmhuBR1CziCq2iUciaE9Xl42NI1iqUQsFsPvD6Jp6pHY8fv9bGxskEgkjxaTDx8XjhpYh+2rw3zPXyaNH4qhQxhpKBx+XDkXHguGgxOWrusEg8GjPR7DMI7AnpZl4fP5aD+usR9mcUzDfBykPmBc+f1+JElC0zRqtdpfWX8+PEX9ZYF1IFYOBJ+maYQfv9uBwJIwLQOPR8Z1ecwA04+yQYcCUBAOMkflUoUzZ87+zAief/OVP3331/+7HPdrcXzWOpNTQ/i0Saq+ZaxoEKE+wXJYJ7aQpSu/j7Gc4EsTIscrQ4xGP2J5vETPR8twOkp3U6KjrfH/fEXnTrPN9n6L7OTr3Pp4B+93PmFtocNqfIbTMfjXf7DKebXM91MBGp0XOBm8SXD3dYYuzrG4U+Xa7xZp7JYQBtfoenwMFrok9BxOK8nO2WEKSwPog6ts7no5pdbZutlkQHmVvdI38HKcCXeZwXCIk45B1Mzy90SNolvngqQzdOw83qpL3/I11qISv9UY4Ml3CiQ/MTlvukxtZHk7UeTdn59AeFTlty/J/IYH3j4W4+W2Sa5RQojVkPfAChTZX7bIDs3AnU2UkITThF9+9nVaC/dZLxq8nZcIfKaHXUDVMiwFSqSXBOb7+zizdpve+CLf/pd3OD8wBZqX3MefstN7i4b0DENTg3jNGnz6FSbOPYto6qiZFpnpGBsflZjsa1KohsgOqWytnmCjd527/4vGQ2GU6kMJPEXW+xL4zqr843fu03ljiMvnY8RPSDzxbIG3nhvlO/MB9qttvvD8m/zZ+g1y9TCdrEFlWyVWvYDSs4pRuMSst407ZJA7HcfX9zl+1LzKtOWy1w4wOyyTUtep3lW5N2pxbFLgtB3EU4Y+rU1LDNNORvB/6uDPtJl5rw/zgszpoVV+pEZJ+uAdW2FZ0TlnBSjeHmA4sonlPM1mQiLlqyDVy5xblamNfpOnfF/E0yjjNv30vdZg8OwEe//rPt5ZnY5hkkwIiBGZ1VKVuZ8c48OTEidWJTaUNN71Du4LDo3B7zFY/hzNiIfhfJOUZtB+Ok98x49nucOxWprdwiJrD2coCDniiffRii32Rz9mYitJPZ3jBW+Eb865pEwbk3HUzDVmSgN8eHyRePwS5/sHeb+bJG9pjPYFGM+bjPe18ViztGI+MkspfueczGDfHgOhANeiKn7bIfB2nHt6h9NjcTTXgxbpYf5SAPnLFntSh/TLMwhLsLWmM7oXRXB6aY5c4UK3h2z/E1Sby0y7SfbDdymvfp6nvSLb/UU+b/nYW/sBU+de//8veL76f/3Ku2fe7sGnOYyERxH9STyaREL2UfHkaXhU/EYG0SoRC3gJ6jrT0QSyodIy2nRaHcy2huIJYwkm7bZJOnWK3R0N2Zvk3oM17s3n8XjjPHHhAjv5Iq60z+tvzjJ2LEM6G6RcyeMLKDSbGvv5Ms2WdZD3UL3s55v0ZXqQBRndKiMpB+cLzdAxHQ1RVjEdh8EeD1anht/VSQguZ4Jh4m2Dc30inxkQGDK7zMXhYqTLMUHjTAh6DZfXp/q5cGySCcOlz3TJjASJKV4isRgR/CjVNp6OxtRn3sKp1rELReYUhcuTo6TVNmHLJebYtNUO3nCCZqtLzOens/GIoM/PaDzIUF8cxROg1q4Ti/cSTgzQUCsoviSxeAYhlGDymcss37pFoVMhOz1GUBZIjY/RyeVwV28Qqj9gcaVCZHaEWNhF/OQOxZ0qhl8g7QljFmqEJmIsbpcYMB2axTZrAahG6mQmizx7bg7FHuLKNx5x6dIskR4BU+pgaALXftild9Tl+VfnuHqlhMcQkE2DsGMzKKaJuB6CtkNzb5fS1g6iI3FqepaBkREebSzhOA6pwQi7e7tMn5hG8kq0OxVs2yAY8lAolumqXQKBIOlMmHarhSxCOBSmo7XpGQjj8x8gHhqtFsX6JoP+M3gUD7bpEI3GMXQD13EOCPSCRCAYots9cFEMwyASiVCtVkkmU0eLyrIsH8E/I5HIkbNzKDQOmVkHDaYAXo/n8cjfwVksEo0+PnXZ2LaNoihHg3+HOIt6vX40kJjNZgkGgwcnKfcvyOuNRgO/z/84EC0duU+H+ziHo4gHeIwD4ruu60cA0INVaAHHcQkEAvh8AbxehUDAjyzLRCJh9vP7KIpCOHSQTzIeDx4efh+fz4ckHYBFW80uZ86c+ZkRPO//H196NzEzQE1QMV48y/IeTJRMgmKXzNPnUWJepA+TJMbmSXkHSOe2GfX9HG4wT+f2OtWeDMHyJKJH47iVZGtxhJ/vFNmzJgn5X+D739zhgz+/R8DMcvbcc3wc3Cbxfo3P/6OXyRr32R2JcVzbwlwaJ3dCYPnhCm5wlZ+kt5mZeZ7u9z0MnBDRCx6EQpv40Cilag5l+gGh8tOExzbZme2QTUJzJUTCZ9OjbPGiOMNIO4enN8mvPZMlF8pzwYFfibQJHu/y5vsDTIzt8PI7EwzNBdlZSfHOaJm+hsvAnI/o7AsErR2y8wYfPDKZefk/p3qlTUD2Ew94+IVMmOGJFu1HKZ46Z9IsbLExewGxlGOsnMFe/JTxlki/4qPn81HsWgBJ3cZ7sUTN+C+Z7d9nencB38kwJX+WJ/7Oa+Tfe5/F2ABzc+OEpXnGgufxbhrcWP02x+0VlOs5Wn29hMd1Gt//EUIlzGCwTt8bz7H7gyxDYxq3WztEPDGWVwwqI1tIyWMcf2eZp2dmWREy/Pm/V4lmxphNGATG9yikatz+aovA6QRvvd3gaw+DhEM6zsqzTDsbjHKKUGIVo9iiXN7hQWeVbOA4/8M5D1K1l0pBwL6wwkR5HNZKbH8uyfP5y3SulJiv91E9nWJjc4fWDY3Zz3wR+TmNrd0qlBq8Eh9m716ZyAkPmUibb8XThPcapNwi5vRrLOQneGrIT0IpsHu1n06iyqmLcYp4GIkl+Egr0xcOc3M7y0VLRCxusTt2ktXBE/ySN0yfncNinYXxHvr7bhMt+eiXm+iLUTL1NJf9czy6lyPw6Ar2pMTDiV7ceZuxJydZvF1m9sQ639u3+IetCD0nbYRiFjsQYnVvhv5YHMeo8o1qlcTuNC/+sMpgf5PRYJQ/0g2evQ4pZYuIKmP0N1n94w6zz57iemOP0Yk0VjhA66M55qfvYNyt0N/MIrmLnO0OUViqEjgepLFUJ7Ev8B3PIy5VMlRveAnM3mFhbJZEqcqd8VVeYoC92S6731tgLjBLwOhScGdoWjtMDsWpLEaJ9xncwiQzO0CnmedBfZgLMz8dgPzXCh5161+9q/jrJKNZLFNC8st0bRXbK6CLBpat4cHC41h0Om0SgTBOo4lhqLRsFdEScTomohKi1TYolwx2N0WuXNlgv1jkxKlx+gfTCKJIMhMgEAa/oqAbOqqqYlkmlnmQNdBU/TEvyEMwGMAN+IgEg0T8EqbZIhA5WP9VdR0XEccx0I0uPgf8jkxQirO+2iUVhIRp8NITQ4SENtMhoGszmEjg0QwCuCTGRvBaOrguvkAE0RfEg4zmqsheP57+IYRKjVAgSDSRQgymqO4U6NSbnDv/BAnFopIrkPAnCLkiBgJVC0zbwTa6DCgugmhx6cwclVqTTsckGgzi98YpFTsoYZm+4SnW8nkmpvtxWy1s02a/lGcgmyY8MAmqhbmXI+Qz2WvXUMIBAj4Pze1lgq7Ao1aZ4EQcyWrRlwpTruwgCz0MBqPkq3VWkibdZJunz8/y0Z9t8OF313nt1Yu0mya3b+9TKzYp75iUN1J4glJgKYwAACAASURBVC0+8/YMP/zaI/RGh5Bgk5UDjCfHmRk/Tq20hyg6CK5Lq6uxXygycGyUXDlHbr+GEjMwjINGkSgJbG3nkRUT2esSCh4EjL0eH7Z9ECgWHgeFTccimojSbrdpd1y8XggFZQZ8TxAMBBFcD5FwDOdw7wYAgWAoTLVaOQr5hkKhx5DO4JFzc3jOEgSBYDCI1+s9IoYfigBd148Ei2maRw6NKB40muBgyPAQK3GIkjhselUqFXRdJxKJoCjK0bmqUq0gSRLhcJhmswkc0NkPXRpBOICGHrpEh+97uB10CDtVVfVxm+ygiXVQhbcebwAZj5tnKs1mg1Qqgd9/sDQtCH+xJ3TYQhOEg42gVrPN3NxPbzj8rXwa//e7k3ofl0YvwP08l9Mavxc3kfFRMa9yY3me8GQHqSByvrcH7dgU+fL32DlZ4nqqj7kbBcTVfex6luOVDt96vsH3vnOCH8/fILyyiPxGiMsBlVCmSWTHYEp3GH6mzea9VdaO/wJPJmoUtCVCxza59omPkDeJOTzC/icSkzUv1TUT9WmJN2/scefJIAsth3PFEOa5YSrfqrIcbZD09ZHci5DzNdi4l8d9JozbzDHzdpjpW3X6M0We3/ZQ+xXYfc/lVKuD51KXwDUVPZWmd2+eiXMJmE/AF9uwk6DVlvBv9uPvTzLRI0BPgd32BLn2e7zoHyfczLM2byCj0pmIIy50MfO7bCTA17CRsyEycYP4P30G3uvyY01ndqmFkTjFs3Pr5K768Pz6L5P7ZoGR8Rnw3mZ77x9gb9yir/kjdvouEEXiwX6X2dAQe5VVctM6HWuTYHmAVnwIfWue9YtgLC6T9rUp+GMUtgu8OO1nO2JjWzpXG00uffYE//p/XqDynQ1+7r8Q+flcmj+8/zGpBuzeTJFfP0239Yi//89e5Pb/eY2mmublvrts1+B8r82E8w67/Z8SKac519PH14teMms1OokCV4098nsq7XiBTdfL6EQKsXOdDwSN16fzhFtNRkI9jGUb3FPv0OyqpIcSyJtBvn/GYVsMMJNWSN9rs+dWGY91eBiwOSHl+LmzUcRilILcxY1cIZt7np3oIpHOb1J/pLLdbXNeu8r+xJtkCjvcWZGJv1VnyNK4uvAVtovTTCgT6HqIWPwiYXWEXDDN6KuLlHM60aeSKLkPuWr3clIdJK6m6DYDrK/LnIpssjkUwdNzmr0lWAvaRKVNNM1POS2SjC4RFobotR8Q/jhNKBnhwbHvIgz1crqRoqg/oNEfx++OUWg3eeYkvN/ZY/ZiglDFYF4fJ2t+BWmsiugJEyk8Ak8PrVoS99wk7pfXODH4WZZ6NGaLu2TCHxETZ5hODaEUg7iiyxlXoLU9Tn3GS6faw3r8Dxnv/a9ZXbxD2ghyd32RSUfgptlHX2aetU+P4+m5Tc9PTEae/xuctGql337Xqwg4koAp27T0FgZdVKuOqbeQHBXTLtM1DATqeGSLri5jIOCKEQq1Af7gq+vcWVJJTozR6Qp4W03OzfQiRwVS2QyD8ST+RhlHNulKJoapogT8yIpCp9Uh6A/TqegHI3ltGwMftY6DYNgIHi8FrUUXmbahIwk2OCaSLOJKCjoBBNHCFl06Oxp+bxbdEhkWdF6KW2RFDaQY42EvgUyYslknk4xTX6oRnziOL5GGchsn0EGY7aO7G8XXCUDdxfA+ScvNEIx50B/cw5VVei/FcK/5KK8sMKIFyfTW+fzFIQb2u3ilFpJmUQtmidkacdOhvpHDKbYIxSMUN/ep7ZUZGz2NB5300AiPHtyl9OknaJ0SoT4fjeYOlZ0Vkt0qem6Z9t4unngaU4kzcHqG8uo2lXqH5eYOg8kYQrHL2JmLiH6Jtmswf3OPD1p1HvaC0edDUiNc+5NdLMPi4gtTbFQ2yC9bdPMuD247FNZtFEymh+G1517mm//hA158PY0n1aVnLsYTLzzF2FQvX3j5TeYGZohUbTzVBrV6kehkPxO9x8jEevD0rtFoubS6DVRdobevF4/kBVGl1e2SyAQwUMEwGB0aplSso3YNJNdLq9oiqAQYHkrjCl2i8RCiHsLrZAjYSfwRL7pto1smfslH0BNEVKDb0fH5/DQaTfz+AIZhEgwG6XQ6xOPxozCyC0eZm0MMRafTATgKMEciEXZ2drAe7+2USiUSiQSGcTDU6PF4jijsB8Hjg2yMqnawbQvbtkil0o9Boi62Y+M4DpZlUSqViEYjOI6L3+87WDsWxKM22WG+SNdVHMfGskw8HhnLso+aYYrixTB0NE3F71fweCRUtXtwzjJNOu0OsnQQtq5WqwSDASzLRNNUNE1FUbxHQNRyrcWFJ879zAie2oP/6d0Vb4jruQeMiA5Xp12eqqwRSk4TKTRZF5PMKJsE9kP8SHkIu3n8XZFUR+XJR0OsSAH+6dcq3HBV6uNPUbpXZe55i6cn0sTNLG71PG8e8/JoymbYanJ12k/6kclothdLe4j86Rw+7yYP/S2GF/uJ1TpIe1GWRnaJLcnYsV32mnnUwV4GhhIEakus+vKM3dTRjmVpTSiUqw5O26RUzOPrSzFW9HN5pcWbx5IErDYDnUn0d0Qe2S36TT/i+Amufb3C6H/jI1x8EfYnoEeE4SH4QCZnHyNrZKkN1ikYKaIngpR/v4h97EOOfQ6K10dwNkuE4gazZ+FS70XOlLrsWh1eKEMdk3ZHJBKew3enwUr5IW/3tMgvRdheatI/Mkd/3zrB2gAfl+9iF5ZpNcsMdQ3UhTL5ZJ7JSRvjygZad5ESQe53goy/8ZtM3HUQV+NsbbxH+hKUb/Rx/Owswf4iwtIGm7suH2wc4ythF/liF2M9xDe/t82pWwKvjV4mt9pgO1VA+d4r3C484vbHLk+aOeZeFTkxPcKf/06Ds1/SaZ+SeWXU5fxEgJ4xjX/+hd9mdq3CppHkklvjW8VrnLj0Es9e6EcN9nGhZ5VGycZzW2OPKGOZCPNFk7X+LgveBv2DkNi/QKWyztzkIJ5P1qnXfez3lpm41ySSBuWpJFPBQQxhH39NofPxBfYGgriNFKGdFIXn61TXztLZu8vO8TmO7XzI0BeeoPIgTycL9TS8uF3B3i3gen6e8aDMnUSJvcnTnP5yH/KpP8G3odHyD+O9u8/3FZlqcIITx3LcD0sUliyKxjodwWGHEG3lEZ8xFbzuDnKyh1xJYypkcn8ixkDY4H4Aqj9O0R7fgM0mz2V9fNu7gf7Iwf9kmfzdl5mRPHzFXeAJ04Vnmgi5Hu5/ME9sr4osnsfn28dTHSM0muLD6jwjhV7u7qzjzu5z89YjTqfW0LyjLCV6KW49ZDsg0tMrMDvv4/beDsoYjKzNsyDc4pXgGW45DpFja2wtTjDw2Ska2RAfFK/zuu1HlsLk9+sE/HFGTv/08dS/nqV181+8iw2urWNqLfROHcHU8bgQliOgygiGH1wJSRAQbQ+SEyDg8eH3+unUXYKyh2MjgyQkaJer4PHQsnUEv4Kh6dQbNULRCP19PaTjCabDcWTDxOu6SB4Zj0ei2mkQTibY3suRL+VptOp0KwadtsH2Ro52o0Mq5EEwaoiOTTTkx9ENRFcgEAkQjUZQa03qDRXX0XhlfJBJScXpmvSlwhAYpLnTJJ32Ivi9SN0JBL2NTRfR04tVKGM1DYLDEarqJxi+fdTaPeI98whBC6E4hdwRMTtVugWVeMFL6BdCEB+h8KhBn94l6Uo8dTyN3C3xUdPhQTbNayGRqTMzrKolZmeOEU/2UdMs1FqOWr3DU196h4ePbpMZG6HWaJBMpfAEvTiyRdsx2G6rGIqL4RgEWgK3H67jD0bpzwSQ4y5WFBS3i8c1KaguV+pNFmQ/O6aHtYLJwwctbNnm+ddO0FTreIUQYtfH5vI2kg5+jw/ViPHWr4eRk8vElQyB0jAXe5/njDLHn1/9U/K7m/zwW9+hU6zSn04zOj6EIbtcXbjN4MQEmm6wU82RSWbQugbegESxsoPksZAkm1BEIRSJYjsOiiBSqdVwLPeIMF6vq+ztmRhWi1hcod3uMBI/RaNoMTFwAmQLUZJIpzO0anVCgQhtvUsoGKZYLB5VyP9yQPnwrKVpGqZpHjWjDltWh02sw7+jadrR2rEgCIiiSCAQeNwA42iw8PC0JYoijUYDj+dAYITDYQKB4OPdnDClcgnLsshmswBHgWXHcYhEIrguR/khy7Iev/PBqesAhHog5g7fBQ7WmA/ZWYfsL8MwCAaDFAqFI9eq0+kQCoWo1WqEQiGazebRKrQsy+T38zz15E8H7/1tfH70tX/y7lC0gS8UYFnbYrjbpaF5EUQR9a6MWlonlvkceijGkOMQ3x4gvuon9NQglhzhetPLoGeXoaER+muLdAciZDcTbEsq+8ktbvtqFJerBBvnGZjewd+Y5vWhOrd3Rhn0xkjPXuXDQAtJiFPtHcPaqvHvHy7yq4qHm3ccivEd7N45yotdHjbWuLzmsmKB83yXTGqYkfA8ejxOvL3L0JYPzW1youHjzMkhYvYmXRvk0QRVqYP3k+eYtJZYielctFVKKz10btrYYS/K1jzodZgKUW4s0H72U5ILUcLmXWRFJxg5h7KZ5OpOntiujwEklH8QJFgXUN9fotEOc9nfZusE9JQuci26yYO+HS5t+/nFExn+bTjGF04G6a2e4HbmR2jVCWKuwolLr/Pw6g/wvZSlW64RmvVzX4yhex3ako+9ToLt4DJPnRhGaxS4Xr9FupFgOBDF39eiKvsZ2XZY82hEfJ/j3yXvUxopkH+vSa3tsLDq0GfYDP5vClaxQC0yirzxiJsLRapVA4ME3vEET38+zkD5Gpkxncq9ML/U+2uY6qt8/f43uLW+x9f/8CHd800Gz/VzshEkUN7hK3c3ScYF4rUOf7wU5e+mvHiaEZbNfTo7QWrPN/lHo1DchXMmlH0JnpwWuLlUp/eCl7uPHN5whvk47CV/Q4domgcrEdKJPEntDRy9QVeZpjemEzl3g9TDt+i8sMDw8yWG7glkpyIUfrJCxWeghYpcWtzjumeQYG8W4w2Lpd17vJPUubNY49jrDwgoXvb1LFLux+hvhHBuClxu7LGSXwZvmdRaneoJF+mGQMi6h++4zY74JO2xNBFzi77ebfY2d0lrEn07fYQ7Bfq9GUp6l2Z/h75UHH2vwin/kywVA6jZMt2oQHZfAe8FHkQ89F+pcfLJCNJoDN3JI23H6e0L4eQvkDl+muZog5knReaLwzxz/gSbux08YYGsX0DZCNCICvibUYZrATJrPlY3LFJ9L5KvLJJT8jwZDaLng0g9OkbfHUb/LMRKu0TkzEnqDws0hlp8+v0aL7/x011q8a/7sPCaMpLm4KgWTlfHMXQcV8NGp201sRQdTezgCC6uKIAo4Io2jmBRLOUI+G1OzPQRj0KlmsfjF2nQoWLUCEQUvLJAKh0nmjlYgpVth92mSkVzqLZdVFVie7uG6IS4dWORSkXFxE/DcFFNqNVUfP4EAX8STZeQvQcZBl3V8Pt8BDwKlihSrJUQZJtY2ELQXSo7OUKRED3jSZqVIsRFIiP9NPItWuUCnlCLTqWJbCpgNEFx6NZF6tseYtFxup1BvNFZRP8xqsU0Uv8Y3uEhPMEp/D4ZAT/7RZNUWmRU0ZCbGv0hF7FVp98RGfH4EJo26cFRDMvG47rIpkNuI4cj2UQiQUKyBJrF3PmL9PUPMd43jILM2MlTSLKMbhoMH+/BFSy6zSb+jJe+sT4QXWQVenoHERFwtA5qMU+7XqXmgJbxU+iodNsmkTCEU9Ax60iyQLdsUNypI4kBvB4X3WwieURSfREqjW0kwWF6cJbx+CileztgdvF5XVq6RrGU49HKAggWVruF9TiYOzAwSJAeSrst5mbO0KhWMAyoVTXisRRejx/HFjAMCwcXVdcIRsIUygf/2afTAXp7IRiEgM9/gP5wTbp6B0F0j0TAoRty4HgoR+eaQ6Cnqv5Faws4CigfAkD/Mgj0MI/j8XiOWlaHIgc4yr5YlnW0snw4fHgoHA4F0OHqsqIoBIPBIzyFz+c7amC5Dkff+6C1JeL3K0fuzuEo4iHU9FAMHZ64Dv/thxmiQ7CoZR2ctw4yOtKRiwUc/VwOqvVdgCMUxc/Sk5kQiAwJ+IMup7YV7kRUrk02idSXOZ7tIr0IQ1mHLfU+O9Mx5GM+yk8lKTzso7S/wqXcIC+fg7PVEs1nZlCqeVZ7PqEUfYQUMXlL6+OlFzMwnmN0aoye3Xlu2lNUMnm0mQ4bvhEM3wgxtx/v9QXkWgtv6CR3QzYTwRK99jTtxSpkVV6PuXxzcJiZTIz0AtQ/esgfr4/g//MS7bqCbyBNqBpheT7FjVaD4NQs2lSchVsrVGLj9E1BW3yaGbkOIwKI28Reb1Ie/ZQdn8C+z+ZmYZzx8BMM/eAinlSHzWeTbK/nwVQI9EZ4vedz9KVa3BRF9m/0kZh7Afpf51Isj+Tz8rYMJ0LzTEz3MvLgdT7z96qwO8nxhozW28c3glfwXXySoet5ulv3QfyUwDvPMSZPMWZfpnd+ixdPP8XYp3sUnG28gV1eVgV2zy3iu1fgiYLAzqvL2FNVfIl+bMlEHVwieKdJMf+nSDfgqiDSGIbmooBv3MI4A5mPg8yLrxOxHvJh1cvAswPYPhueyLNavESoJ8l7w0laepbnX3maQNfhZHWRU34flwYVBgdW+f53l1h/eItKRiU+2E8qWOJc6hUE8U3SYphv5wxyr9ukkymUoSIXvjHBvffgojDJcnOM9ugiZ1UXcauDeWOIvt061511TplhfnXc4PyezuXoJguLEuJ0nusJi1hyiJmxCQq7b9DtMTCvBQjeeZ1b/Tb5VpIPPvCSWY2SNs/xSRJ84X3szgav3PVxbGOIWzkvv75/Akkw2dx/HnlLYiP1HO/NX2J8LMh6X4B8+yL5/BMUe/r4ou8y/WPL7Ay7jNePEezomLdL3BWCzAifwzz+CyTLs+RHLHZuJdAjGhXLR0+9wLBXoGKe5s7pT0iXDBKxBVB28cyK3Ju7zRsliQ8TAqWx48jdOtH2FP3vpLmWVmj7PqBLB6c+wyebZ4kvfcJ3rxucaDpU10bJ+zxMBteZ0qNkpW1uzv47Hk3fQD52i8poCX07RrfzAnezEnbbpCVJPPwTP/MnbEZ7hvD8h+sw5ODz9kNy///z8+CvdXgWbv2372qYOJKJiYPgBdHjwRZcTARUy0DwSkhWBFfwIIoBVFVA1RwsS8KxZCzDpFouYgk+gsEIHtfPcO8I/ckR+mKDBNwQbgvK+20aVZ1VU+FBrkrV9DK/XGBtu87aehXHDlMoatQbDoIYouM0sUQPtnCw0ZPqjaKZFXRbJ9GTxLDBET1IgRCtdhW5bTMW7cendzkbzBAoFxBtlcBQBmthk3Jjl+TcOZS6C4aO0jtFvanhC+1Q0zokB0bwxdoIsTcJD34WrbiKb+g5/APvsHH/94lnt6iaMr7gIFrlLumZM+x+eB0tr+KVPPQ+PcLIpSfR7+5ht9skLZV6o0ak7WDmK1T3S8iWFzwC/pBNxB+gvLiB5PdgNNps3n9IqVZm/uECit4l7lWodGpMz50hInt5tLpIpysRCqTZXNonHcmC6UPUHAr5KjuqyY4G+1MeTENH0CAgw5kLs1i6RGmzTnXHoLBrIhIhkgygOSqmXePll4aoF3dY/7hKTDvO0uI11ld+QrhfRlQkMgNZqpsFTFNDNzS67Rau4sNNxzFth6DQSzwS596dOwxNJAhHXSzLxHFtLMtmL1+lpzdFfr9KNBKiWm1wfLKftbUSoaCEz+eh3bawXY1I1E9IyhBWehBNP6F4AF03EQSwdROPpKCEfOjawehfu90mlUoBHDkaiUTiKK9jmuZR5uZwl8d1XUzTJJFI4PP5qNVqR382DAPXdY94WYIgHgmLQ3foMBdzcDY6qKknEskj3ES9USeZTB5UwwOho/q6ruuPERMHY4iqqh2tNx/ATA00TaOvrw/TPNjqKZfL+HwKsVjsaKDwcFjxsHGm6zqiKOL3+/H7/RiGQTab/StL1OHwAWdsb2eXZ5997mfG4cn3/Pa7738ksGlGKPuqPN8JIe8ZeM94+bHbIrKbptWwqVTBowu0u/OUjQB7ioZpFdHjQap2DCWkUV8oMm7ZnDGfxcSk++o/5rdim2ymB5EKA2x+r0RP0mbbMVkrF/mBeZa1/TC3f3CLOzU/U80WH0e7qPsrJOQW+6MamXqZklcl7bfY2XmOXvsRt0eiWLHTNJsd+idDvNUd4UeJTYpOk/ODx+i6m0wdqzG6Wmcn3eG0HKKeg6H2Lbz1KEJYh0WTZvkpYvIN4lMxPD0G8dYYfalroF6mdfk/QVhZIDMyTfCXLlP+g08JPnOXvcgQ8U96aZ+8x6Sb4cF/vA7OQwKyl4GZALEXUjR+kMTJpSmEP8F6qOKMrPLpJzUqNwqc95nkvpsklV2iHr/I1sISA1kvUdHHzsP3+Vit42j3GOq65ONJEsU2fb/8FjtLa9i7RTbfGiV95VUWFx8xyj6B+jTdSArnhsYDtYuThr1TLh4lir+kkQ8oXDzzNrXlhzjRO+Q+HWf/0RD6yxUmHjbYbwbAf4vfTGrU4j3cy60ReP8SVzPfYuHHH6FsW2i5IJMneyiH6ljrdeR6lAcrCxgtWBmN4Jza4bgdRY+oVLvrDMaGUEo2+949xlOjOOIO3/DX+SeJJ/idK/v0xAy+PFRg+lezND7qxRleAht2fC0u6lmSz2ko3z7L6KxD5KpKzNyl/E6C4/FPKVyRaMeWmetO0SoqDIU6bGT8LCR8vBpS2ec4mW6WT9Ixphs9EN7iE+c23sgsaxNj1JUNRiWRgLlCRlxhJDSN2XDJJhzUYJBPzfvEikkyqSfpDYWpbpqYY4OUHtVYiS5ytlLlEXH8a8MExu6ycNpGvdmmPPwEzdFhnlK8zJa9TCcMVK2NNfAST92u8ECX6E+pNHcXGFIuE4pa7MYdLkQ/wVwNUF2ukYzk8Xi/xuSjBzgvfZ7xvTojfRL/cXyF08YUwmmV7F6Le/sJpNoJ3JcmuBuKkY7e48TumwTtFqc2PHz1iRTvnOvwVHaKU6EbePQ6+kyWAetV2oE7iGWZJy7+DZaWb3/wz951BZBkAQcQJQFR9ILrpduVkIUwrhXEcDQsbFQLGqpOR3fYL3foGqCaNiYix/r7SYYj+BwB13bY7na4uvSAha1Ntko1rm9vcau4S2FlD10zsAwHWfETDEZwgGq9QTB6QEsXPCKi2EGWfGyvF6lVuwi0GDuWwRfwEQweNGkk2YNXM/BIIt2WyaOlFus5m3DX4tzEGKKsUN9v4u0/iyQ30HdbGMIAHamE39OPFElQlppkzv73EBxGy3+duieOPynT2P0aDf0ecl+czPQbEBsCUSQw8xI+W6eb2Sf52m8g10ASt5FPjqHeuEuyVWfis5/nXi5Psdoh4w9gxy3E8WH2yy2EUolcpcZOZY96V4OIwOraCqPTY3QCAqnTg0iqiqmpPNqzube3Q75RJW7EaBk2hU6FZqZLmX0qepm83WGx61L0g+P42PYmUdstHNslEeulkgvR2fOz9bBMIBCi2urgDfgJSSFCSpb9nTyvvBJhdbmMqMNk/xfw+hI82LqJLNp4glGUWIbiWgHTEbAd8IoeqpbJ8LMXCUbjhAgwPjaGY7msb20SjkQI+gJsbzeIJTyEwz4CQR+4JolUmnKxQavVoq8nTrPRxrIs+vtjGIaGY1nEIxmsjkJvfBxBAs20CAdDFHbzZNIZTNfFtiy63e7RyGA0GkVVVeLx+BFHynEcWu02sVjsqD6uKMpRNuZw6fhwLycQCBxVzcPh8OMRwL/APRx87YHbc5CXqdBqtUilUng83sfujEy73UGWZELB0JHjk8vljkRXKpVC0zQajeYRK6tarRxlkNLpNJ1O9wiO6vV6jgRTo9EgHA4fkdsVRWF/f/+oeSbLMrFY7MidqtfrR2c/n8/HxsYazz176WdG8Dz6yr94t26eRxxdYHYLpISBvgkTuxbbTphIT5TqdIy4dR/xXIt27mUGNub5NN+A5SZ1cnzsejHfT3HmMwOIaYX9iQRjqxvouWmufPnP+InbIvejh6wFHvJhrsr77wnUIiIXlCr3vlHmuRd7kdYdrhTaHKeJnRzkxl6SE6E6vxuA1raNfDVFq3+Zuf80wsU1l2q0weWsykY3zT3lJq9ynDtXdJb9O5RdhaENh8mpFD1eP3ayTtbjoJoOuqfFzodjxL+0R3jgGMSegEwQz4mXKa6OEyxeoTV5inCijvTdP2DZ2SB9t5/gi1+CC+B9/xGf/NL/yNjeMr6xedL/1RdQfjDFzZ55sn/nBQKfyCSNTZ4//wJ7vi1y6z4EUhw7V6eaFlH7JhlbX+WHwTSquURd0ui1YO0nN0iFX+broz76IxB90GE8FuZf3bZQHjygFbI59cEr5D+6QVXtpxW7w25mEMN5wC27iv1ciHq+w+4UOGaUjWID69gEmYRJ4VqZgFXh+gaEq0kCdpzavg+j+auEOwXa7SJnf3WK+nfv086P8WzyLF/UwvzL3QXMCRjOiuykRtC6bZwdnWwyTCxp8J2pUf6zqXN0L5whWStzKfYMmWqBr0tLTAojhGM27fI+4YjDeOszpLQNltNFpJpLrAmRdIfzchluBFDGIHRhjL1WgZI/TCYFrSWBwvAz3Pc6jNzv0PCexKg8wGrHycWP0UpVMdRHfC6fJzW4TqjzJEvtZcxjJ+j7PR+7p67hCEGUcwVOGhMIN5YoOwLxRJdew0+zOMZK2cP4Kx5yaw754A8ZW4zjSR+j3gnSmOkn0F4lMxhnOwfZJOQ7MpFBjVzqAyb3JskMjFDdu8troQkqU/voWwOUshrfmn+fTH+W2S2HryT7Od0uc3fpBmZyEHt/B2W4n0rlY7wL53CeyiM3jvF71TLHS3FC0Q0+mBhntBwkF08SuDaKDgAAIABJREFUsyxKWpJm7QbiyjRS5MeMTJykevsD+gJn0XwDzDvfZXvrDuqLo1xuR3n4wCEeKvH9ghcjDxnzAXeTDrIYorX4Tc4//87fIMPzyT9/14OMiAcJL67gRRB8WI6IZR/8dtjWW8iChqar2JZFo9FC0zU0zSUQCBMKhUmle7CNLt1um3qrSaFWZaWwR6XVpdPt0my2cbwyeCUyvgyuINHpqhRrdbqadvBbtOvSbHdxZREXEcW1aFQ79GQySKLJQH+MdMpLNObH67FwHQu/V0ZxbARFZGOrxtqmS1eHsUCYHtugXa/jtMCKeFDMKsFOBCXaj39KpbXUxtU9dAI2kYGfA82L7E8QOH4KwR/C37UQQ0PgG8apeJADA3gz02h795G7InvVDYJWHaHS5P/l7j1jJE3w+7znjRXeyrFzmE4z05NndmZ2dnY23oYLvDuTx3DMtGQzSKAgwzZkA/JSsiBbR8MWLMkyTNgkjxR5Yjrt3u0e7zbPppnZndw9PZ1zd+X4Vr359Yee7iMMmQAJfzCugQK6UQ10+FD1w/8XHs/RUc5OoGh9GPPLzO1U8JsxNsw6A7EkUtAmPTSCUTXQnC7ZkRT1eodUIo2SlOjNZijubtO022RHehmJxmmVawSzCrHeNI1yG9F38DUFJ+QQyjmIPkgudLs+wRh0VCi0HLaiIm26uBFwZRHFjePpAoZuEtRCtM02QU0lLso4hkWrWePxyxrNeoNjhyaorMtIfpDKdoFqrYHhuRhCkP5oH/V6C8O0CAYClF2DgYtnMS2bqKwgBWRkVaHWauKLYHQttIhHJLYndurNKr4g0Gnr+PiEgyFCoSCNZoegCmpAJBxWUFUZyQsSUfrIhEaQFBnDslFlGdnzUZUQcjBAu9U6YGDtCY4f2lCWZR2sK3e7XeLxOMCBfWVZ1kGoGDi48OxX1ffBonv7PT+Eke7bTY5jP2p12QccLNizzfbXnvVHlp/rugfZItM0yefzj1ARSRqN5sHIoWkaB0ywbDZLs9k6GBhUVeXg8/1Q9r7NFYlE2N3dPRA1+89blnWAxNjfDnIch2q1yoXzj//ICJ7vffcfvzJ63uNCuIV8J8qfdiymjp8mONyi4sJVoYfHZ3cJRxLceSvJZd/iZmqD2KEBtEiUmtbmkD9NbnqaQKGLXa8jNIr8kepy05+n0R3H+otZ7ubDFFuXsJaXGdTaTBgSt1MWwY7C9vwK5XKHSS9NdbjOwwdNJsqDxLJFEksiYxNR1FIFPemSi4Zwdy4xQp2d0QmeyGewNkoInklRqjP/AVQMiycL43hLa2wtdCjVQO5PYxy1ka71UXviFNnB+xRMg0g9R3UmzNWRX2Q8H0MZ07DEUdYCDeoX7hEPP4cWm4LlEkxOsjx5idPL/xAjcITuJviTN4iEPJxVkfzES5Tfm2Ym+BFrreuod49yv0/gUjNKdLxI3/kszXs1DhdiKMkdLMlmMJ4kFB4j0y7zbq/PxO59GtFpTvZ0uD1SRcz34l9O89gtnz88NMtk4AyLzgyTowqVWIGaBdt+hERGJZwNw9wwv7O4SWgkwOVZj93RKr03EogjE1R3urSyRxg23ib+40GOiq+iB0tUzB5+4RccXpdFfvFkiPr2Mb4ZqDDSmKU7O4XQv8uD4RDJ3WcplGTWyrMMuyfIVaJoo70MfNLkotbmXTmKE3uMz3/UZSFUx2CX0wLsjMVYUbYwztXJ3nf48Cx0y1DuTVDcHWW05PBWpEX+TR8nkoLBbYacJCu9U0z1x6h3PULVKlbcJRTJcCF7AXdoFmXHJbTTJPFUmZtGL4eHTmHrBolgmbVglKVtgYthiY/SXXoSV1gQYySXG9xqBcnLFfqqSezUQ7ZaA8SqbezvNlE/f5lutErv0W3SrTVGVups7uYRyz4Xn7D4i9lRnrzpER3JQtxiaeUWPRtPoh4Xcf5SILteYupkihXlPN2Nm9TKx7mYWeZ2OszETgKjncMYb5PhIbb1S7w78z4jzTiLGYFnprcQPgty2/iMp1JH2W08INGukGgUkY8PMLg5wlvaAg8NlSvzDh+6FdKqibObI7jjMByp43SWqXyyyKGecWZ8m0qfi6sEmBmNcKF4mra5xEx1mOce/1ssLd/58JVXlLCEGFDpujaerNBodNDbXTzDwzUcJMvH67g4bY/adhNH9/FaoNFDNJDCaNisLRRZ3LZZ3myzvFCnu+nyhD7C3+99ga+ET/OVnov8/MgzfDl0jLwVxtqs4ZR1XEWi1mrT8Bwsx8WxQbMDCA2XJhAKxRHwSWeSRBMh1JCEL4AsOoQCAVTJoeV12GyWEYJJGhUw2g6DjkDW7SK4Hv3DJ/BmF7Fdi+DIJJRFWOkQODyE4XfIjp2lvXgTz/6A0vwu0bOTmGsL2PP3icjnUHNnKc7/rwR2XkcquTS2v09Y2CIgBghkzyPFelB6J7CvL6Evz9J1TXpCIn65wIwgsFFrkfB9Oht1ZF9h6OQQCCFOTZxA39mFnIqMi1us0ZNIYjcaVNfXcUyLDj49yV7G0708KO6y1TGRwgp9qQwPF9o07ABOJ4rqhOgoDqV+Bc6aaEfD2IMOSr+BojXo1Jo0mk1SyUFMp44gduntCVCqr+LW4L/7h1/jK08/wzNnz1DbfZ03X3uTib6n6OmLsbS6iyNoTI5Oc/rMeTwBNisl9JDC2GNnsF2PpCYyNDKKJKkMDx0lHEhQ3q4CHpV6ha6hE44ECAQDCL7I7o6BiIvn+uSyCSzHotE2MW2bUFhFEQNElF5EI0U0nsC0HAKKQlBWCKhBUBW0R7gH0zTp6enB932q1eqBtWPbe6LEsm3i8fgBB2u/Yi6K4oHYgL08USaTOcgJ7eMfJEk+sLH2Mjp74mRvc8c7CAeHQuFHwWKVyKPr0H6O569ekTzfJRAM0O128FyfaDT6KBe0Z78BB5gM27YfcbPcg4YZ7Fl3++IuEAjQbrcfiS2VWCxGo9E4ILA3Go0DW6vb7VIsFnn84hM/MoKnufmNV9arMLDT5c7xBLmSwYq1TUiz2VyLMt3wWQ9sUK9P4qd3uFla4cE6ZJZrLJxrcP5hFOt+iofl61SqMT5b8Hj72wHEwjL/5F6WL778GP9o8TA//WNf4nK2nx87fpHxyctUr72DJOokWuAcDrBt1lkdqrNxHK6YY7xfmMPfgsMtn048SWSgzdBAH1uaT+roQ4TxPKK8yjVpgezVQe6H1zDHp1icU0jE2/SXbBT7JMcGC8QHDmEtmcxUuxy58DLZW7fg/iDhaJr3mnUM+QgDkotgfUL1szDZl0OkX0uSerCLlngKfeMZ1iZ+G+Hdqwx0msxtiHS2FxjUBZT2f0nFsBn4so37oYue/VMOfWCQe1rCmQ2x2VqkYvl0Rh9j9vdnmUpaiM9OsBoWeG7wGZpv3uFhb5nJExqbD1fInh/HvjZFPbfG6tUOP16XaB3NM1o02J6MUogs0Ih2OBx+nGqpi/VQ56g5SGI2w2ZwkZXRKPrFJs8qNv/yx7r0d0GLNnjzo22OJ8M8k4d7VZX20BqVEHRuQrob4+v/6Nf5r9E4/8wZ3ln6beR/N0tUeoHkl32W6gbZhWHG4lG+MtnPRfkh32yuIwtH6Rw9RTR+n2SnzfBzJ9Dud0mcH6cY15n3XHSzwd1PU1TCLZ5cn+KtdBXXe46atoxzw2BMHGE98xiZ+ANKn++g9DZwrsJgTx/N4S16zf+KLypzdFo+8RGRu/oEV+rvspGL04kf4mQD2kvTlKJ9mKUC0v0AuWgesd+j31ln9nQfhxspIhQoLot0v3aE80sF/FCSuXSKuztpvp5usIJIJGtw+At76AahnKNmC9x6zOeINcX00SZbJZGzEx8Qr3UY6LRp3TBIXnYpej9gtBJh4EKUyladQ6E2C+4uqnYRLS2wHinTe0jgjQc2obX/jaMDv8wb4za9+S0OB5rcOxzC3fiIQ/1l9PEYZet5lOH7FPwww41NtuJBIgsJhLvv0RA1Xhj7iNmoSCN4hHJfg68HlljqJCnU0kTHCtRfOMdDcZSnm2E2tFt0GzeYun6Ue0M1CpUIevVf89yln/2bC57qO3/+CoZKIh5HFHxqeh3D9WhbPrrp0rUdbE+mYhg0DJ+O7aHbLpWmjSeE2SyV2CoXqXUdSkYQE5lkMElOTHDJzDG+6ZEoGsiVDsJGmVihjeQbPDF9lJ97+SXm79xgLJng2Pggm8ubBHD3zhaqgBCJ4DgWgQCMjPTTk08jCWDqJrJrERQVgkg0HRM/qNJuuZQXdQQdxjyJ586cQG+08NoetiVhyAJBNUynbCB4Gl5KIpRNgB6i1q5R1OfIpzJIYVjd2SVlbmE7JnLfAI3d90mmdexCm5auEw1YdLJxgsJZdMfDNB4SMlVU0WOnVmPo0nF2pBKzVYW6GiQREokFNLaqJQyhRS41xMOZh6hRkfuFDZr1KkLHxuzqOLaBj0td96g7Hl29RbfVQfFkap5N03VYqbcpZqEUESgYBoQl7pcMKsNBKnEDKZGkKToIAR9FsRG6IuWySSKcQe/W0CIB1IhM12jhV+DXf+kxUqqN315HYpfPPqrRKEtMHjnEwNAIyUwPyXgaVVF5MDdLy9IRUhFGTx7HcT3wTSLRGIgSlunTk+tBEkSWV+Y4eW6CVqeBJ1oUSl168mmKhRau7SMIDrIqEtE0bLtLMAiKqmB0TUL0k1CHURSFTtckFtUQPRffl1DCYSRhLyzcaDRIJBIHQ4P7wVxZlgHoPrqmCIJAuVwmFAoBPFowFg6CwPtk9X0raD8A7TjuwVjhXnh5rxK+n+HZp6zH4wkMwzhAQvzVXI2iKHQ6HQSRg6uMKIp4rn/Az9rPA7XbbaLRKI7jPsoQCdi2dSDY9pEUf5UFtm9v7Vta+6Kt3W6j6zqxWIxoNIqu69TqTS5e+NG58Cy++81XAkGbS06A1e0y3ZMJ+m8+xQ1pieZmGJ5IYO+KrK8t8Fyuy+3uk/T1llh53yHZucwHD6GUvsfWeoZKqIho78Jhnc+1jnC6sM6JGQ1q14mJQdwfbNIjLHBabjLtfZVfef5L3PjkNUbWwzw/lcVebGBXVepOmTMidMZPshKUqD8sM/W5wzCk4LWf5ND8Bomqx6ZkEv7eiyjKKoLnUOmpcHinwfTdCEN+D5dfvsfc6x6OFaXb3MIJncY92Sbx7QifHlnDcb7AsUmdWqpLQprhNfc1jvgL2GsyDfVdPukUONS+ipruYK7cIzcZYPXtLtbTdxh1G7iRlynJm8RLHfzlw7QK84iSx2Z9l9zTj3NLuEVz4yTh6QTWtV0msh7r62G2i1XSCZ87aza7mV20WpaytM25TwU+W8zSGVrmiY9gXdX584pBv7pLPacTutZmsQbXD6l88PEGOz/dJtke4k7fFjekTW4PHWLh7Cb6+Gma5SGyNwpEhjwiT4IuPsfyR7PEhmBNyhFQmhxam6CvWqGVj3P6X1hc0LKsdRVOTWxy8/9osVLP8Gvjw0SnnsNM93KiZ57O4xHurdxmfuUQxeQs589dwo95dONNts1BtKiJXmuT+nIf0395jqsTu5wZcxkMBplZN9kQavw9CRrVGgkbzM42uWScnsoWSl5EuuOROBmjfivA0PYZEr0GDzIOxRNxBKuf7NhDFh4OM3Gln9Q7S6hntnn7wTbHT50n9p6JcMmmqDcQdxRiiTE8Y5vugwReehs/P4g9+xp+XmMolsBRPuXcpRRztXX8coNVN8uh0iJ9syP0DVW5F+slp4pUAm9z/16AGVVkYKnJzcunCRkfED+XY7c6wOK1vyR36jnuWiYNoYgePYVbM+jobbRaFD12HHn2LuJPW5xoHmL38gf0t05w4v44f9i+xTP38qxoh0lvBrgVDbK0vsqQrtDcOUrfJRf/+jFuOQ69L/osexa5RhjsKSSrQWxbAPU8a3qTqbhB5kmHvhmN/kaZu9N1+q6PM7eVZLJPIzth0H9rifq6zOMvvPA3Fzw93xBfmRSvkDZy5NwhPnz3NhFNRbRF7I5Kt6VQLbnQTkArhl0SCLQEQkaQkB4l4ijEXJWEkCDUFYiaLqmuR6TWJl2qYe8us1NbIDoi03M+T2g8RO/RETJhCHVrfL4/zxeGBnj5yiX+3vMXefnSSV69do2qYhPDYzAV5GsvPEm/FuLDV9/la5e+zhdOf4VLPRfpd/oJbAqIZgC77aF320hCiHbNJGmKhDoOlbrOQHaSxvQYZg2ce1VCQzG4aBNgApo5OH8W0QnQEz6BMvwl7HYbR7dI9E8h9+XxTJt49DhYWaTTZwiuxmjJURLPvIxV3yFkFgkIb1IVHcK9T2G0NmgGbXLjz/KtD+9zzbQgLjG/3iAyFKO202a30GStXGPL18n3JLDcve0WJRRCEVxy/VmSvXG0uMrZK08iqhIz+gaciaKcS2O9pLJ+0mJjxMWdCPDA6yAegmXRo+zKCEaMqeFj9PUPUrR3iSQ0kokAATOALEURpRCJVB++GUAvmCS1Co69RbO+xNaaRrWisF02qBR2KG5tY3UtdqtlZu7epmu0KFpNLn/1ZeLRBOlUBlWLENI0LKuLiMdAdgDZUzkyOc3y5gKOZxOMiggSVEp1AgrYDkS0IK5jU621kVWIJzQ2tjvk0hF6k0fJhSdIpXNYtkswIKMgYJoukWQSvL2K+ebmJslkkkAgQL1eP2hjhcPhPTvHsohEIgf7O/vQzk6nc/D1zs4OkiTtLS6rKoZhHLS2PO+HI4X7F5tKpfLo53AwHhgO74FD92rjDoqi4nnuQd6nUqkQi+0FhzVN22tmdX84MBgI7MEEZVkmnU7TarUPxFujUcc0TQzDwPd9YrHYQfNM0zRarRaSJBGLxQ4gp6ZpEo1GSSaTB+OGAGtr6zx5+cqPjOAZ+7vCK6n2EaL1ERJHnob/8W2y55fY3BGQBJO+18vc/KzNYD9UVsaJbboklrYozaXJDQV5Ju3woHKUyN1tpJiKNGdwaagfwZlnYClNvT3DHfclzLN/ysivDRBMPYP+/CDSs9uk14s8OzDGy1MhLv/iEX7+157n8mM/xSdb3+OdOmTmbfoeL/Jrx/8bypkx3njnVZ6LX+Fnf/0xUv4RBtVnqI3v8uM5WLeWaJddCuVLVIN1pP4y3sNBUmt1ep/4EvaxHjqfPER/M0bf5+7R554hkQjhFFx6vzaGVnc5bV1GW/u7BJ8+hNezy5GJAdx4HO/MLxLfOQlqkNqLEvnvXyRS6yJfeRmvs4RmG7Qu/DGOEcCM/gQJZY2bT9/jRffz/MTN2/xZKcixgMJuc4utQZPkTpbdgMvq/AqRkxDYbOK14M/jcU79yhaDf9Zi69IkqV+sk1cSTJ85wqDbz6eHthG7caK/5HH6hMn8IZ+y3mD7KZnZ5mGUp9PU53b5sLXNxcomySN9VJ68QvezeS7MnkWamGV45xI7wxVi9QKDzz3PznSLmRsbaEFIOls8/P53aL2VIqQ0KJgq/9JeJPZulW7sQxbenuWDNyViWgGpZDP+E89xPhwm1ScwdepzDFpbBD8uUx67zSkhQzA3gmNewFRvsz2zQmiySfBinu8s1cibNsJ4CDUtcb2ywvHTHqs3IoTTfeyuFwgddjnT+xy5fI5S+zzjVhUh1svw61c5dEqhuXCZO6kURr6P22/fQH6iSTaZ4633jlI7nuXYsEAnEia3rLAjzRLTe7g8Ca+mfIbKO6x8dJlwZ4aHW2lG/Ai55AItJ41yqg+xdoh7Zop4O8HJBQ+rt404MMzYeAw5VMKWBpgpbJC6/UXuTOmMYbCeOMT4UBE1O8V0oMTWUYfLzrs4qyrhaJPJ2DCN6zNUA10eqk/zrPgW8+UxTiY8kuF1ItdchJ+X6HvH46hUxSyLdLsVnNWjbI11yGUUolcfMlPoUBeWaQ8McLweZWC0xqdCg5fOgVVf5543QmR2EePQEMKnNeSjRXq6Pvf1JJ/UDM5mBpgzv82TF//jFx75r3uxcOLrCHYUp9JH0JjgN8+/iNFo4js2ZmEXLAO73SZSSmC0XLxmHVEvI/kqghXBRUcKiGiRPHakhShJBPoyWGobcUxG7o+BbOJlZNqaieHbyB0TOafgIeBLSUTBBX0Lz1PpUcO8+Zv/Ld/9/jvc1xp85eVnGEpE8ToOv3rpZ6CegbYGW9sIWy0y8kk2b/0JU5eHqIl1/JSMOKpx9Q2dPl8nK8WobzZpf1LDDpYZODKFWpPgWg2yUbyOTeOPf5t4PoLPLu78N1GPTJNofQibXfB+El2s0qndQGptIn7qE2hcoKR8SOKNLo5zCBUH3xsgdeWLMPcAo1kj/mkNp7jBladOM/vhXWqbBqfzcWzPJxUDOZzn0OEpag8+RdxuMdLfR6I/gl6rEPNMaos7IEA0qbD08TXur1R58J9niQwcoeH5bFt1th6aOOUOetOgtyfB6mYdTwczZ6OJ27DtE5Az9A4P0xaq9MgRHt5dI6CcxbFVko5EKJZmN7TEN/73BTQNTk3D5h0QLAh5ARzVxbNcOsUiYjpNt1ojFFaYOnEYQ3TBchAdD4sg1XqD3v4URqNOSBHpTeUxpRSPx5/hxoN3aPvrhNQQhm5hGpDPxPF8B8sycV3QIiH0TofBwQiRiEapXGCoXzqoVsNe1dp8VFFvNJsHFpCu62iaRjKZpFqtHtTIfd8/sIL2F5X3A8vxeJxKpXLQvvqr2IhOp0MymcS2bVzXPWhu7T/2bShJEsjlcrRaLer1OrFYDODRVcbGNO2DnJBlWZRKJQYHBx+tIQtkMhlM03xkaYmP7CvvADERDoep1+tYlkUwGAQ44Gztf9/+IvS+hRUOhw8yO/t21n5AW9d15ID6/4HM+P/Phz/qoJQ0UEawbxzh/D8/jfq/1Dk11mVn412E/rNcvu7T55yDex+C8l22jN/gZw8HUP7PFiQcLtW7COrXcMsNxMQGicUv48V+l8CTT0FfjKOdOTpT/4rF2hrH4g/Q3voJjIl+KsYfMH/GQsjWubg9wWt36nzpsM+bP/XbfPA73+RfNGO8/nKSldFj/B3nY/7VY/8U1z6PZJm8fdXiXPQuYr9H9Tu9hJ7rxfVrdHo3ORow+Dc/EPintSHCT5rc0+aRPrSIBgNMOsfBtViU7jPeHkBWU7i/dQ0ptAGJFbjxOzD807ST36Hxu4PYnw9xaOUjVt+9Scz/iEjAJh5TuC/bHPuj13h4QmCCFOJ1keyxS7CxzL1PddylBF7pL/nVs3H+zWfr3I6bnGqHkAa6rPvrPC5dQv5Px7D/4GMWPDhFit88r3HrT4cZHtC5/9Etdra+xOj0a9zfGKFYukf1igZnXuRd3eSJ1Ou4jTivGWUyHyg8HrG4+a9nEOsmZ39eY1nU8ewyk7FtHvSE6fxnt8lfHeP+2n2Oy6d4QyuRsQUif1oi0oaP/otN3qLLua+eZ/6d63ypDnV2+P2SwS8cKyC/A9Fz0HvrDvMLfUw9MUbZe8j4yBGuO6dYXDA4U8xRGA4jWy9xvLtBq5hDnfwBq95vsLD2z/mWus1Prheo1mB1VOPH38/y/ROrPB2CnTS40VFCg0WaKhgNhd0hn7Ld4MvOPb417/Dk4RXkCwnc98/inq8xvPMBihAi9USZ8ytHEdUWZy4/wGuXadYNeoQorc/lWFoNE4oU+b9Wz3Bs52OOvFhlSw+wpvahKh/SaJ/jO9dVziVuMfveJSaPvEe3o5FUk7w71ES618PRukjui3VmOnmGht5HeW+SRt87TO2OI9oXCQQbDFFCXzjP20MK6ddkdo48y3Blhj9aP4X1fIH3cuO09Cqft+Pc/eQKGfUW3fgAD5RREoENIvcV4qUqfxJzGfiF/4Qj89uUUyUOV67zJz84wYWBEKNKBOX0JE9/Ms5sZJ5F2eDXzl3i3xbnwP0qk68WEC/FkeQITyUD/Id4GWVkkj7rKs/cO4bkeEj13P/r68Ffe+GxfuI3XwndfEDg1izytVsI166hXH0f9eNrhO7fIfBgBnlrieDGXZT6DFF9mbC1S9DeQpRXidibBK0NxPYsbquDVNpBWllF2iggLjVgqYO35SO6Q6iNFEolhtZdxuzqyB2baEMiUIRAK0SwLqMUbQJdl76BPF9IHqEvvoZolhAbQYKxs3j6OoLUhkoLt1aCQJXAZphO0GExs4FZqoGU5435Jr88IZFqGEiBHA2vH9Vp0Zvqp9GVaLfmCOfHEeIWy+aH5AdforAwS3kgQdJ+CsU8hjucREzLeBtF9K06NcGn6YvQXMM/NwKlLrH6PHQW8SNBhHCMrlFnobiJEYVVYMXxmC+1WRBllDCEgwKTkRjBcoOnTp0GLKSGSaGpM9toYyBjdi1WRYt1ARpymO8LDZbPgnx0gloadKmFvlihvKwjuS7xMLS6HvVWDqVk4pczJLQctlTFMkvEhRZepY3kSFR2PcIkcLsdEhmJYDjE+uY2gijQMTxKWxCNxAlGI3QcHdNT6EoKTVw6oo8RVhD6svRPHUENxwhnktT0NsGAQyigogWilCst4skU5VoZLawR8mO0N3z0pTC+vEMsppAbSKIlk1TqDj29eRr1OsmIRKfioLghkloa1R2hP34GVWjQbZWJhPI4oo8nGUiCitFtP1on9kilkqiqQqvVxPNcgsHQQUi30ayRSifxfBfX2QPRwp54KpfLRKNRPA/wHSIRDdd18FwHWZbwPB9BFIhGI+h6G0kSkSQF3/ceoSr2hFaz2USWlYMauyD4GN0OlmkQDofA9ymVikS0CI5tI0sSqqIgyXuZnL2tnwCe51MoFMlkshSLxYOLzd7ysoOmaQcVe1VVD5plrVbrQADtM7T2L0+CILEXqJZwHJdSscgTly7/yFx42l//uVfiwe/CD4bYufZ7bL/7A3pX34K3F3Ef3ITPlsh3vg3bf8RmvENMbaBJPt31P6bGLSJ5H00rEa5vUCy+yQBdpNX/GXkjB+vfh9UOGAbKVp5cGcq1k7T630BfLxDO2huxAAAgAElEQVRSJhhvJ0htp1FUiaQTQrO7iDfuMxI+zM+qEVaPhuhfWUO6F4XwKR6MXSVaPspk+QF6Y47MRY3G91VWPJO5lMiR6BbXdI1NqcUzIYdt12Kw0CK++wL9z23guDqvftzP45EqC6dSZJIZmP8Wwhf/AQ8evot6aZJg38+gzMGGJHKk16f5doWsfpXbPcfo3/VZWBewf8qnZ/Mi5d3vMrr+kM6ZI4Tck+CtcD81g6MarO74xASFu60xFvVdHN+hXxG5khhjbmud53UIjp0jXrYZSJV5PVQnt96hU9hlZxTu7cwTOpHgtcU62kiAT8e+yswLdzlhLHIvMcTCH9SYuOwxMWOwOgRbGRUtrzOwnURUBkh8kmCjafHc2C7vvlXlabXGtzptAsI4A2aYZ4cFRqaTvFXdIGs4lG3Q5rY4NBmFTD+ftcvccGCpCKFDkNh5Gj+2ip0/zOk+l8NPvMjqZyneku8zcSiHwhJ+WiJolOkZ6udbY+t4C88RtWS8QoXIbQ1zagezPYW0u0P5eB8trYR46Bi9ryqopxbYuhcjW29xYvgIxW6GoeYxxPADhkse+ZEaS5unsdSH9IS3WQgplC6nyL82TeOsxUCfTmklwukbO3D1BOUzSeTdAfzZNwlN/Djh//AeqcdGaC6MsO3pBIsV/N0IwoU43fUg6cNRplsTOEof21c/pGdikO4GZKaTSANRvn/3I74wFKXTPsOd9jKJ/hDGgsrsxS1S74+j5ULc4QGHt6B0ocjcVpnc0QyfvgChUIGxhgnrMdz0Igl3FVc+Tm60i/BpBM7lWX6/gvflFiN3RsgZZb594zNONn6K2e0Neg6P4NyVUDSLkVSaxlqLjnSUbPAKmuKgxj6iy2ekRoqM92YRy5sUxLPccwTMnQ7yw17yF7psxrsU7zzg0ot/i5ZW+5V/9kpd7lL3dDpeF9c0aPoGTcGiIRu0/S6u06Ei2HR9Gx2bNj4dXHxXwBRFDEnEFVUkzwHRxhF0PNp4Yh3d2MZsrqKu30OY+QRmrmPN53HrISJ+DgYmIZTAsDvYjoFi2lCtERIlPC2FEA6j2A7Bpg2tNGYB7K0dvvuNf8z27VtMyGeI9fbTk8gw037Apq0TEH3kXYvegIIlSPTLvayu3iI3HKC0s4rttAlMy9hGmKA6QC7QC1I/kbNfIjlwFsqbYNVobhTYnJ9hs7jKw24Jr8dGiJoERJUNt0aoDa5gUZE6dCwD484aUrVObkAjqGrYrQ4fFHWMOOjRGNVaG911KFZ0LMXnTmGDe1u77Lg2JdWhYlvYThdHt3B9iIfDxMUIh88cI5Pv5WPDol6vs72wTXGujtVySIQC9IcymHWPjcUq0eAgRlfCcxUqFZt6ScGoJ6huBNhZ8kjII/QmBmnXWwTC7F3kAkGa9QbgEwlr6HqbTreDqiq4CLiSAEEFU/QYGhsj09dD39AgviQgB1SiiRgBVaavd+DRm3IEw7QIaxqaphGJagdiYHr6IuViha5Zw7J0Vhbr+I6J3nKwHRctAb5ikdHyqF4v6fAhAopLqVQiGs2iBCS6ZptQMIbebqOqKo1Gk1wuRzgcpt1uH+Ru9jlWlr13Hdmzg6DVamGaJqlU6iCILEky3U6bYDB4YGntbe8EaDabB1mcvWyOhSDwaKnZO7ieJJMpms3mAbh031rrdrsH1ybgIGOjKArFUvkgbwN7VyDXddEe/e9kWX40WAiJROLActsPVe/DT/fFz35DbY+/JdFoNPC8PXsL9oRVs9nk4oUfnaXl9m/996+EEjab1TSJ3mXKZg2ZCpFOinokQ12doxyZ5L2uQCewjOE2yNW73B2VKdU1VvwGWnmFhYjLka8B17o86MkgB2qEpgcpr60Qrs7xUF0kc+dVwtIbFJ0ehuczqEoM4bCAMn+E27kMrO6Q0rrwwToc64HDF0mkV5DaG8x38qQPx7izECNWWeCjb/wPrJUrTF8fxP3Vc5z5JMed6Qc0b5cZyMP8N2XUKzCwaoM8TWl8jtDOEpH7Fg8TDabPLZKefwZrux85qrB6b4ShY7+BnH0cq/oaobtPUFHn2L1Vwq7d474OhUyBTdVm1O7w/aRL5pbDxOY0rzbWOKMegm//CRWWScmjnBJStI7U+M4dEynhMN9nMxfwCOg9XF9f50z0NPeW7/Dvg0v01CTu2TpaPc1VoY6WBqOa52VDJxXJcjR6iK2nsiwsb1NaCPK7aw9ww0WUD3vorykMjQ5zY2aLxMMp1GgMJbtOqz7Amj/DuTsT3Ld7GSn28m/tHYZGx5gwfa4vzuGuW8xVB0hHJ3ByCxRaAaYjkwh2gw97igxLadY6eSaOCwTqT/NAfJPDo2dp2XmCJy/izHn4gSInBmQe343SfjxHurOBJuT5s/lB1F6dx1J5bh5a4ESoTmn6OU5ERlgqLaD1RckqG8zOhhn9bJOrRZFEMYycKXGuB2QpwmMVm08uXcFfiNDtDRLdTiEdDbC8sMzuz7zI0L37iJvzNObCzI2EyBzaYa28jpU4iflSiG6pRbt9jaoxzuDaDqG/Y/LZrTuM2Dbb/TpjQwPk4y2kkXNkHxSYrSbYzq5wOLhMb9jA2nQ519NirvAp8drTeGe20bdjpOs6Se1lWum72KrJWfE0gdEVoh2Huj7O7vM7+K+eJB6IoDgiqY9hTj+E19E5mZpnNNuiIUQJyS9Ssd8lGFGJh27R0T2C5jx/MlWmKJ3iSqdDMCXg9WxhNR3Sh9Oc8WPMXi4x2UqycCyEtKVQUV5HeOtJ8oVFNgL9VCMtBkq97FQrRIbeZOh7SZzeWcqpYSItBS99ixPTfwvBU/+tf/ZKWTRoyg6O4BLwPGx8OpKHjo/oSURQMHAQAB8ZkBCRUAni+Qqep+B4KmE/jO9LOIigynQEE9EzCeCiuBb4NqLvIFsWgVIFZ3Ed6/oi9u0NQmoWBQkkBSIOheYqlt9BiUcg5tH2WpiGQEhIo4Zctu68hm12sTohcqoKRYV8LMEN/wENwaVSFIlIccROm2zBJROLYoVCjD9+FFH08AuQ7LRB16HjY81+j8rN91G3OjRqb2AbDwk2JQSjC6pFwXWoNn3qJQiFxxEoEjdFGlYXMRfHy4Rptevs6l3EnjBmW6KwrjMLbFgQHuljZ6dJywJJ8ZmeHmZpt0A6E6fvUIbV9RaSCblklKmjw1SaVWzPpdSx+WB+jVKzxqIu0Zxbx960UGSNjmvRart06x0Ew2ckO8RuWcOxu0S0FCGxB8nOsnyvzmj+NNXNLmEpiCK5QIdcT55kMoXtOASCIbL5HO2ODpJIIBLBk0RcVcILKmQG+3j82acYmZqkUK8yefQwhusQDIexLIuxsTEc1yEYCgHSDwGbikwylSasRRAlkd7oMLFADokQxfUG8bBEQFZIxKI4gkEormB5LieGL+AZcZLBAUIBAcd1KZeaKEEZ2zbQtASObQEQi8VRFIVQKMTW1haaphEO72Vkdnd3EcQ9arlt2+DvCYV9Nlaj0SAUCmGaFq5rk0jsBY/3LSxRlCgUCgcZob0szJ6NtBcU3ruo7F2KYgfw0f1ry357ap/Wvo+H2MvsBDAf8b/2w8r7RPdIJIJl7f19nufhuj9cR7Ys66B2v7/D02zu7fkEg0FCodD/Q0SZuK53ILoajQYXzl/4kRE84d/6vVd+u7pFQm6iNNuMCTL3Gz3ssEi3r4+sscuw22DAStMxdPL8Eq85LS7XV8jSx4gZIpa36KmVqTzsJezWsdU+cu0tOq0d1vx1PHeIEU9BN0ZRJZfYpzOIuxJC4yOaryYI7HxEz0gRNz1Cs5Ii2mqAuQApB6N+kY10geqhHdJ/aDKVHye82eLj628RVroMr3SJdobhSZUnwhZ/oTykdeswnhpFGRU4uywSPVPj8YerlLWnyPykT633POI7Bmb/DeRmAyUZQNn6XZbe+XP63BpK9RqI32Z3YJCQkaRyoo45ZbK6phFJGyTigzStJleWyiw9ZlM62UKTHOJZnfd64VhYZ1FL8MEbNT4FtowusXSKyhpIfTWGW8eZfKHO786e4PyzZXb6dTozYYq5BoEwTCQECmttps6E+R2lwqetTeYbAl44i/hHnzBS8JlyYLvR4F5F5W13g8mRHCe3iii1aea+t4SUL5A3HmfmWIpW6z0GxhxCxSeZ2DRoyQrK0QpceomIXcaq55Gtu/xcTx//fqmPrrRISoohrqY4Gl6hZ6Wf5Wmdf/Dkr7AuFoiFJb40NYWpz2Nklvgsdpb0y09xYve73JK/xiW3zv3xBmOKjRG3eP5umM7XnyC2VSQ/9Dz+TZsTZyYpzPmcfH+FjvcEqcsLiMcN0sdk7uwofPHKNO9uXuL8uSQvLLxJpXUcfdgh1N2lKR4hc22L5nSL+PIQPfRTttLEjEO899FntHbynK632ci2abounXadwGMqG/ey9B2doLa8SK1QJiCFqF/TKX/0kEzuO/R1suyqpwlNl3iwIdHSThCOrtC8I9ORE8S3YnTCeZTQCrvNNMqKwnB+ClEoUbPKBPPnMc17tCpx+l5qc64V4J1YFTm6yY8ZIeqDv89u9PNIPRky2zco7vZwb+chA8MvcGu9xGO9w+w+EHmufxNB1siGI6wbH7HQ/GXObat0Cicwn7hBjzbFXxY/5lJ5AH1yjSc0jS3FwL8sErmeo7/ncTZXi2z2jxEWN9jMblN472XGfqZF/S/uka1pjFz+j1+p/3rB80++8UpX8BEEUH3QPAAJAQXRDxEggEoIEw2RBIqUISBnUIQMqphBIYMipBHkFKIfwRcjeL6I5YLjyQTEKAE/gkuIDhFMNAKs4gs6kthFdl0Uy6S2WcDRLbxqFyUYJRLPE/QUZC2HqKYItBUCmyJCUQDDYf6TNzGBxW6J0VSK9laLTCrNfXsdyxWo+yGCXZGJoIpWsZEVmUgqy+ziHUTLJN7IotdXEWQdSZKRgztoaQepLSEnaoSSQeptaOgd2r5B05fQuypGO4KW0AiHKmRzfezqDepGh4FMEqHcRJOh3umwWe/SdH3uC9CMiRQ8CcNwMT2bhAaHD+VoG1U8x6En2weORUIKYHUN6maNruthej666yKlAhSrBqvlJoEGqB4EByK0vS6xNDQaoIUhpsbZrqr4XptYNI4syXiOjywq4Lr4tkk8GiIRV9E7TdSARiqVxvF8OnoHWVVQAyqqGkANBojGo8QzCcKJCENjY2iJOLbv0u50yPf2onc6KI/ecCVRxDAM0uk0zWaLcDSyt6UUCGLbe5s3wWCIsCyAL5PLDOGYMs16BTUgYhkmnuRh+yYekPTzKF4G0Y6Sy0RZXVvFc2VCWhDHtdGC0b0LlLu35Lxv8zSbzUdhZRVJkqjX6wiicJBrCah7rKl9DESj0SASiWAYJvjugQ22z7cCgWq1SiaTIRAIPOJc7dXdw+EwlmUiy/Kjdef0QdvLdfeWmfd+P4d4PI7v+xQKBRKJxMF2jyzvNas8z6PdbhOLxbAsi1AohK7rB/iMQEA9oLnvh5z393VEUaRare7hMjwH07Qe8bf2skR7wkk4uAzpeouzZx77kRE8/Lv/6ZVCJk2vVMBsJwjbI0ywSohhuvUuUXMKLaLR7eqUySKHBa6YIcraEbJaHLlnEuIrrKU+T7qYwOJpUt3Xwf0qbWOGgGvTK2RhvItaCvN7LTidiUFnByI2bnsbw/Qo3VwgEArQfANSL+XZmJkgHvk+8kiWpHKBUHeAaLwCjS7VOZc/X/2YAbHNvCUwNrxE5VtNtEiRdlAn7dapiQNUPt1GrOu8tGayWnYoTDXpezPEqr2CYi8y7PSy0i6QLukIwS69xzPY1gwPns4QGYWFjSST14p0qrv4Nlg1iVTFwRD6iVhNBl/u5cF2gdM7Ye4cq9Fy4fxVibV+B/u9AYasIh8CO6N5nFqJIdnmYSHAUN82inuUgayPv7LLkfg5nLZDZTPJ+ViIOadFrw0fb9l81j7N2dFdvPlxru8sMDTZoRXT+LQ3R++9FonzBmkHPENgRjnOm5Xr+MnTBC8HGbJTrFi3yDYS7MzEqKeucyFyFkF/j4EtE15/npOnQswFRDQHbvWZRMNNxHMWKMcYcNJ0sxF2CiWe/oVT+KUEnFqi+Md9DP3ycd7nPSThV3hCu8HMhkGyPkRsWqM+lOPoOwmylspjnXPcHQmzWqkyHI2SLdeJZqbIeC3upyVKw/fJ9u6gf5Lh42M6wfkh6usV1O4x/KiGP9KgpUe52r1N4W6X7VKV2tQxhvIw8H6Hm2MFbg84xByZZAzcgWMcORzh46bO546M81Cf4UgoQDGcZipRJ74Rwjnt0Zfuxa6E6R6LcnJ4HL97kd2JXlJOiaT8edhcZirxFm/taGx0lukZukRsaBu7vwyFCOXWKu75HuzwXaIzh1kOv0t0y+B+u0HMhko9ymimzs1akMiV68SPVhEqX0KYK7G+U0f0hiDmk3p6nfjNIk5qlNufLuL+/SyNDztMOHHalRsMC0/Tqd0iunOfeG4RP/plNhvf4/hOku2wiTRjsPFnn8Pv/zYbkV6y2xLt9gqfxD9iOJPn/fcMphoBhEsu27ur/FTiJOXlWfqfffpvLnj+b+7eLEaSBD/v+8Wd91F5VmXdR1d3VZ/TPdPTM9Ozc+zM7nB3uaQI7pIQBZq2DMgGZcsGDFt8sGcfZAiwDdsPggTbMESJBrWiRO4x3Gtmd+6re/qYnj6q667KqsqsyjszMuOO8EMdXAG0APpNG0ChnjIiKqOQ+eH//77v9+D1/+l1JwgIewqKr6AQRiKFSByFPJowjKhNIsijyFKRppBkw1Wo+CrNIMQeGntodPwwyyLsomAHKgMibEoqFTmN4WeJMIUiniIkzOBLCVwhhUcUQbBAcA4BmJ0earNPsFxH+KKFvzyg/tEm7js1gp/XUG6vwP3bcGeVIXIoiBzQZNMsQyFNvBVi0Rwlte/w2O3ysNJC7BukQiqFhI+/bxIaODhWE6MrMfzkAtvtLZJShIM81OM+qSqUmzKtfpiNeoe+pTBwPdAEpkZPU4plKMTWoefQsrro3YBwAF1Pp5YNsEfCuFKI9ZaFmEvxrxsmvdwQbUGk1umw+MIE2TNxdvpVvGIEZSLF2x9uYCk+kiPjqAoHgYEWgnBYQg5HKA2Pcna8RDQQ0Po+gurTGx8wfXmUwtwYXs7EDzsIbY1GywMhYGx0BMPokUpG2d/d5MqlRQTBI5VK4HoBrh+QymSRlENTsGHbFEeG6RsGQ9kMIxPjlKYmkKMqajTCyHiJdCZDpbZPLl84NOcGhw3E0UiERCKB70G306Pd6xIOhwmFNGzbod3pkkim8AOIaTaOrZCMjjMUzTNWnOD8qcvE1TzJ+BCS4uKYJhlxmoQ2THFogpAqYRoW2cIwiqrQ03ukUxnC4RCJRIJHj5ZIp9OIoniCjbAs+6REsNVuUSgUTnwyx8IoFothWRaRSATTtBDFwy6eY9OyLMuoqobe75PNZhEEgUqlQj5f5OBg/2iKcwggbbVaZLO5o9SXciIujldpx1DP4wZoTdOIRCLU6o2TZuRjs/Ux/PR4UnOIq7CPWp/9k6TYMcfrmBnmOA7RaIT9/eqRF8k/MURrmnr0PCy2trZ47tlfHbTE8v/4D14fbKlE9bPE5Dz7/iYjDBNhks5ckZwwS6uZoS9MM0SGMavED5EIh5O0OiKftF3ekwVO7eq01CfYjpV5NBJF7GmU/WfRuUAn65HrvsqeOcN14jTUMTxzhOrcR4SrEOd3uUMYZ3OTce9t1M+6qPufcqBdxP3nK7R+UiT/4U+pv93HuPEQd/MhBSoUmWDL22F7q044kmFtP82r5atsxPb4Qe8sD7Y3WVR7bDON1nMJr4osd5vMJA7obkEqMsbG9jpjs2NIl3PUl3Qcs4e81cDcuYj7wRe8Md5nzXFoWae4bOxzpn+WovKQUwOPz7o2m65N7IJN9AGIcQW1IVOdclm/d8DP07A/HmLSyLDlt1nrZyj9rR79URj+rMv9GZszF33+7588JjKkEpNUBo7MvXKbgVYklIpwtbtLeXqe+MIKhUaUkbaOYY2hO9s89S0oRC6xHqmysjzCtcEyqf0Jxmu7LHw+xi0lztz4Ip3tB/zOyy9QnjcQ12WalxuUN67y4iu7FNp9kr0SG3e/z9DwH9AYv8W56NdwuuNMZE5jTOwROT+NmPYZiY3SWV/i1OIBIuMknCqRLZfa2NO4kyEWRm7x4EYRPXWDvefOQLXKRvs9mlN5XrUKdPwyZmOKzDsbjLwwj8I4pznLePAUV76RxHw0zJn5KDVpm5drr7I/eY1LyyauluBKfZyR0yFyrw0xuvIeE5euYQhtxkvzpJdlCl/aoTtIE0ns0B+PsyDV2ArlOR3ReGPF5u/FFML7a8TCSRq3Pd4x1vgDyeLmXJhIO8sN/SbDEZf1gcNMd5dQZMBBJaAaGWZ40+T58yZObITH/JCRyZfYXv2C8LBI+FaDR4sfklspIb/8DFuFfbzNOvN2mM2RNonGaR5nojz9wyKV5lUO5LexihHqqRFy4QTNzj5WewLxdJGpsEamfpNUYZT6eI385YtgjjM8tsXgqacoW5/zwtLHdMzr7DVyDBq77F4+jfq1HS43X8CLbNM7P0NjROf5OIxsPEU02eShOCD8fJEzH11lR/mCtyYNnp975m8ueB595395XRYThCigCnlkRpClCTwlT09N0xJVdiwb3WvR9nRW/V3qisOB0GMvaFFXDPb8OgZ99hWVHbdDE4MddN4Idvm4JHFX6CMTQ3cCjEBA8E9hBDmMII8tFHGEEcLBECIyBAI+fTxayG4ZLSjjeTWcoMk+exxoHXRZIK8tUtSmyNgCB1aXve4+XspjLjnBMCHkiMJ3lyoMjcRJ7fcQdwwcPaDrqoyfP0s4A617ZaSqh6zJZC4/SUoYY3Vpm+HcPBEpx9joaYy+wtTYOVLDI9TNFhVvndJ8BmsiSS+lchCFzajP2gslfnpV4e1JgRs4+IkEZV/n856PrTpg9vnaV6d48rlJbFmnXNM5cFzKRpuZyyXW99uEHAdHFJg8PUltq4lnBeiofL5dZXnrgEq3T7nvwViC0CUXSUgTCiUxQzVsP2D7swC375LOF0mm0mhqBBGRXnfA5NQcihxCVqKEImn6hkcqFSUejxMOH05EGo06U9NT5Ip5Or0uvUGfUFglmU6hysrhl3+3x+TEOATQabeZnpgipGp09QHtdptcLkc0HkMQBPb29uj3dSKRKKlUCgSBoUyGRquNF/QhsDC6PU6NX2I4PceFhaukk0nGCzOE/QIhKUFMixMJh+l0e6SHsjSadSRRIj+UQw2p7O7u4jguiUSCRCJxYtQF4fCagGkd4iYURUGWDtdMkSORdlxCOBgYuK594sc5TlEFAQRw4p3p9XokEqmTCYvrOifoiGg0diK4DMM4JJNXq4TDYVzXxTTNE7L6MQ8rkUyddP4coy9++R6OxdFg0CcSiZyws46RE8flhsfgUNd16PV6qKpKLB7D9Q4nPsfJLtd1abfbPH31r/+w+A/xUP6bf/F6lWEy6TqC2cJYGCUpXqLcP4fR3OHmdEAqbLDS6aET4wP2abOKkbFo9upUhyLYtR6Sn+VxVmWnkaKj3qCcFPhj7895Mx7jYW4Hp5nHc1ZZmS4wH3uevcCh032J/rnn+Kh3wFesGMmoSjuRwTEeISDR6N8lnS3jdBvEZj4iUu+yS4+AXc6PnyeU+c+YavYJhC3+6fQus1KZ2PgEPX2RZ6Jv8+PlF9BGPEp7jxkXLWaCgC/m4dnytxj+ep7bK5+QaJ+lEe2THctjXnmF1HsfcN95Fm83zsLzZ/A3VJ46O890/kWUuQZ/Mr3DC5c0PntWwA4l2XmvT6MEH33jSdYnuvzv3+7T2tJInFMRT8v8yds2zsUmXhe+8c0SL53OMhRt89OUD9ULvOM95MmxMVaWKhSm24hum8sLf4gd+gU7Yp8gneZxXcV5O0P6XJ+7uwO6WorJf9Rm7fEUc+QpXYN5VeOLRz3UCwka1y9ScFwu/rpDaNBi7b11MmNjhJJfol7rk7vyIueVCs54iRv7k1zv5/ni2y+Q825wee5bzNZruLJP17qPFkoylhpwPnyW95tV6kGTX3vlD9lXb6DaFv3FEeZGUqQ+XeMzxyDl5MlKER796Brl6KeMNYfZEF38UJm1cJGSs0jz9E1q979CMvkWzbHnyY+FkY0/4sVvX6eo+8SeHmXlvQTKxR3ChRzNMY2f1Ltor4bgh1W8+ggHz0S5u1fk4eARoY0OwkGEi4rIxclt0nqUhR+PcquSIr7QRF+8i76wyOdGmu24y2xpE//RaYyhOYS9Jpak8tTmEm9NFbh8fx0pHKZ3tcdUTcMZfonByCyOf5ZQc5utT12+Mh1jr5lkbvkSj86u8tTSIm8mw1zZKDElC3ygC1gFhfP7NnecEBe/V0TprbMb9BhKvY3df5pqpslUcAm93uGUO0pxq0kntEy/XKDr+cyMXOHNdz0GYXhrIkqu94jizjXCp3TeFx2G/M+JHcg8+uIhs5EpQqKEWNsivpFh8Iufsho9y0G2Qu5sC9+6irzSJzFeJtyf4l67ysvnr/zNBU/tO//k9YiSQg3SKEICLcjiKAl6gUjFHdB0++iY2ICOiImCICtYssSy2wZZRUDCBFxPQBJVkHxEWeS2t8sXQo9Gv8uoGCUqqTiCQ40KfUmnLzkYoojuQpo0EjEgiieKOMgodNBFEzMw8HyLABFZCBPyI8SDIkgZQpQw/CZtb5+W1SA/Pk40ItPv6Pxgb5ehWJgx3SLugJyMYQsem9s7eJ7NkO6iOQIr3Qr67jq99V3IZEhkE4QyMaxInNLZc2jxLHYihjKVZmukz3YmTXMmjPjEFA/DDnuFEFsxBz0h0nUd+pJG0/fopWSiQxGCqIpeM3jlxRmUiEVqKMXOWhtFieK5HsQtUmmNxrKN4bjIckA4CMDJrDAAACAASURBVDD7Hj1foRZ4OKqMlfLpR9L0YjbpBRnRSoEvEk7YGG0PaytPCBU1qlAsFhjoA/wgwDRsJienUUMhJFXBdmwGRo9IWDuaNERxPRdBEFEU5dCDIoDnusxOTqAdrYcEApqNFhPjE+xXD5AlibHxMURBZGBaKIpCNBZGFCCVTrG2tko6PYRtO2Sz2aN1kU3loIaqqYhiQODblIrjCIhIiookakSVDIEjEIukyaZzaIpGq90hnc1i2xapRJJ4NI6PT7PZRNf7ZDIZYrEYuq7jeR7JZOrEs9JqN08MwJJ4uH4CTqCbxxOhoy3QyTrrML4uMjCME4q6YRjE4wkGg/5RBPywxFDXdZLJ1En7saLIJw3Ix+9ps9k8WW8dCxRFPaS2m6Z5wvU6blM+js8f4incE9Pz8Wqr3+8DHDU+B+i6jiAK/06TtKqqGAPjl/AVFrqu8+SVp35lBM8/+0f/+PVv+G0M9xwzzLHZsJiR5/DSj7mlD9Fp5Sm3XNRre6Rr4/Tnfkoxuk+7ssAfBQIh40Pe5RILzz5i81GRjPw9HgU2Yl3jf3Xmsa8tUbtT5mzIYsQqMd0qcbf5Pqv5BbL795ja7WBbPUbCEvJ8FmPdJhs9h+ZcJHvlE+4clEhJj4ntTvMoYhG/XsHdsCl3/mMmmlWiiFRkh9GDBmLIo7mi8cTFLOvVeX5R/QGfF/ZYfApKy1ALR3nUS/G4X4ZKmSt+hIywhVVt4typ0/z0HbimcNqNMvjKFIPZEOf0Zwj92hPEVg3ShRAT0hn+8uoIe692mQnbfCK7fPTaFP6mwc05h63KALGWZ2m4RXPXp/xaivM/hndTPt98TqadKjCtlNjc3sIdDYgfOOQcFX6vR/9Wkb+M6vx6qMYDsUP6/osE4SYPpAP09h4tOYVSmKC18JiBX2BcM+gvPqIe6zDda/HJj0cZ296gnH/M+bMv8OMPelypxNgN57k8OkUkv0HL+SaJ9VXW6z8k3v19In4HQb3NGW2VcT3GjwrvEr47z5mgwxqfc+3ab2Ip82Q7VUbtBrtGkulQkndueqwevMAT0z4xI4mr1XBdiauZMWq2xGsvZPl484BIpMFmZpiXnTbnRkcp2y5/9s4tpr+9zG1ZRf6RyzNPT1GsrKNvDbOj+JxvLMLpLuH1XyPx3GecuR1mzXd49U6J9foMk9kMlh8n34zRXV8j5YS4Hh7lpztxymmRUiXBe8E9pkfO4t76iHu7FUqNGKJUJb5b4uD9BjtTPk9Oy6z3EmgTS3T30iSUAEG6xo2FHS6Uz2M/sU3iozEetjeZibe4kDhNdarBdniI2J0mO5mPsM04W96A1w6+4Ma3Zwn/YINMw6HzcovkzRz3jV0ueM+w+ZtDLO2tI3dmGVaGeKrcpuzfQA/GsRbKeONx7u/JZFsFupM5Ti1XqSYnkZ0ap++m8MZXaYbO423YZLQtXDHE5myaC2PDjNq7DCWewJQsQks/omP9Nv1TKcbrEbTPz3Dv4E+4mjmFE75HSk+xtn6L68+9/DcXPMp33ng95meANL6c4EDWeGg3WfUbrAUH7NLjQBtwgMS64uALoHrQUuH7zhqyFsMKYM3rMkWavigwyEgM9D4yAdVgQNiHMVsmIYIvGHT9OhX/gDV/j9VYnzWpQdfVsbGp41KTBTpSCNMTaQgJDEHBCzRSJIn4EAp0FP+AwGkgZ8fQvDizoSIH+iq77TJDuSGmrRRnRkrs7B8wlI8xNVfi/v4uecUkJ0VouGH2nDo1xaRwcZFiOsR+q8pweJq622C9XmFHtxnK5wnFE8QSMTpig++F7vO98ThuKcz9WJeVhEcjHcYNAnKxBNFQCj+Vp53ycUY1nLSEnvCYGI4wlJWQh0I4qkajojPoW0ieQORCmoNej1rdo9yGrmExlB5mv9mn70l0RdAFj9GXF1jqt8mezoDWY2BoiGKAZnRJBDkqSxFSagQ57KJqCl7gE4lGD30crklpvIgs+wyMJkFgI0khNC10VK7nAj7pdBJVldH1Lqomc/b0mZM24tGREoF/KGYGgz6BIKCFw3iBTyYzhGkaZDMZ4ok4yUQcyzRpt1oMF4rYrk0kEiUQLAaGQTw+RCKRpbK3x+hYClmx8OwAq58iFZkj8E0SkRiqrCAg0dN1MrksoiiTSqYREdBCGqZpYpqHaAlJkhBF8ZBW3u6c0Mqr+1XS6fThBMTxTnhax8LisBhQQVGkk/Zl13WPJjE9tCMe1jFVPRaLEwppR1MeGc/zqFarjI2NHzGz5JNCQuCk6+dwUjPANE2KxeLhhMjzT4TNsWkZOPH1NJtNYrEYkiSeGLOPO4OAk3LF44mPaRq0222SyeQJYNT1XHzPPykttCyLSxef+JURPOL/MHg9wxhtP0Yq4bKspvm3/R6POn2GruR4HPoFoeZtansW/7PbRZl5juRSwINwj3t+Azc4wze1Vb5n76EMnSfZ6mDK13mYDnMx9RnLX5xhwrfJWMMMMhq6MWA1uUX64LvcPL9PZX+a21hsu9vEqiFc2lTdCJvU+Dd+hkylTtQq0UjreL0pRjpXyEY6FGPbbAw69EYOKHW/wkIhwcPqKopbJREqMJmZJ4g+Texhjwu+SfHaNLUlg62L+5zyO2iRLG9WHNYcjcuXXiIeG+Y9U0dtlPCGGnysrBL/6CqDb60iNbeIH4xyr9jjz8Jf8NbVNslbY/xkRsRzq9yb0mnKXbR0iicXNfYzIsU7Erf/oc/BWpqhsYDp9IBZYwYhcYrHIy2sjExkQ2TuQYvWf5mm88kzfFC9Q3YDymYbOzGMJru4A5fNvQbiHw0Rk8+z7e4xsxMmu9VkfcJnaM2hV4XtdwLsh21iz/8+orXNTihKVCiSeOUx5v1TNN02oeGLXMv/gqRfpVeeIVxeZXJK42D2HL3cLCtGkQtymLPbCvfGl3mq9CLfKPToNibojm5z7cxLiMUy/uZ15tQPyY74rCYzNJ98zELu7yLaNtOmy/j5Em5LJch+H+tegi9HemxJIS5HJwgbN5neGOOjp7/B9a0QkelN0pfGEFNNwpk+5kqMyt+aIHO/yPh4lzFJJoSL+FhgbTSGnLAILUhEnQVmv/Y9dr0SE3tlBtdPM3NFQN+tsZeKsxAXaVyrs95NcF7YY3r+PKONEP4rOTbu5Jma7PJBYDNqK4yJy7jeV2kvPqBzY5srxSof381zavlzbj5VgJrH+1cGhLcUJrdqKKds6umnGdp4jDFcIX2/z539OF+Oh1i84tMsKKi+x/DDWea2Ftlsv05mLER+PUK09ilWdZe9sRpO8zXquR06N05xPtFhp1Qju+7yxAWdRnyYS/v/Fy2/RMIv0l/eJFPM0HvC4u6gQbOW4pnCPKOFxwjNNsZMhZWdDRAM/jRu8LdDcfoXbdqhHUqVHBvvVxCUFrI+gVGMcXFh4W8uePrfufV6iDim6LOvGfyZeZtbbFAV21QDnSUafOjVUAOHqGeS9QN0wUIJSUiWxb5r0JRdUoGGHNgsa11+bDxmy91Fw6XimTi+xYh4uG7o+gMSpNljQD0k8pf9JT51VhEjPq7boyV2qftNul6LfQIGJBkOL5JiEsmPYwsqnqAh4eNjY/T3SA2fQvXCFL0x1P4+DzfXWfjSq0yFD6PHy/vb6KsVFFujaXj0BRu7pzN+for5qws8+uhzFq88haIlCPQmuz0PQdTIiD6trS0qq8vs37lB/c4jqu0u7WIfBmCIfQq+SqJicvfNbU6/coGW4+F2XSKKiyiZ2AMP3x6QNFzCoka1qyPH4ii4uE4P0XHor7WRmyqNPYFkZoyOHGHH7NINK9gRHzvjc/bLF2l2WshJC8veJ54MYWXCpEejqM02jTUd2Rsj5CskUyPksyX0bg81pBKJh5BVSCRj2KZFLBpH7xpooTCtVou56SmM/oB4LIbn2eSyGXzXJRGLkc0MHa5tOJwWqKpCJBLFtC0iiQRqJIxLQDFXIBaL4XkuvW4XQQjAh1a7xUhpBM/xIPDRpCidTh0vsAlHw/S7kB0qICshPCzcwCOTiWP2D/trRMFHllRM00EJqQQB+J5HWNUwbfOoTG9w0k/TaDTwPA/P808SV/VGnWQyeZS84gQZEQ6HsW37aCUlUzuonvTeyLJMNBrFth1ESaLVapFKpdB1nXQ6gySJRwks4aSFOZFIHsXZvRMR0u12D83SR2Kn3W6Tz+dPqOmhcIRGo3ESQz+e/Jimyf7+Prqun7C0DhuXO4cE+F7vBE9xfK7DCLxOPl/A9w97go5XaEFw2ACt6zoIAefOXviVETz6d7/7+ki9hRO5yy/0YR56HyPn9/l5f4X47g5vOllu2Y8hMPldCuwc/IRQViDbtLjqP802Y9Q8lxlxnbo2zz27w+fGz/D7y1R7RYos8Tg8wnU3izh0n41kDtMZY3mqTuHBNP+UP6fGQ8I5lYfuJ6RzCu9GygRjYAgPcEPf5JQ+zb52jpKVwDN2GCgJ7NIKw94i/oFFqpTEyMU5uz9P5okDPtzaZeG3orzgr/GcJvOG+ZjnH9RYdyLEdz2WTZ/1lsXo3w0z9fx13rjxY55M5ck0TEZyNbaHCoh6j+2VD8ktw30rQrnxC8q3JDYWP8K+sc+9p6tsfj/O83PjxGoDNv54gdf+YAvnToEHd6Lk/04O79EeyXCKcKtKcXyG3RmH7ugm2vo0iYmAavMhruCzqbcJJ1bYuSGgT41xcLZL/KMCdnMf+8UDSmWYDr7Nm/W3eWpun4Owzth8gk930rx6ZoKQtM9YeoGsdwrz/g+59uI/ZMrvkHL3WJG+RCqfYS5+g1gujPfuGMFQnHfnFTKdDrod4Znn+9SMMNnI+0SlLNeKo6h7Cuv+GDPSKDszJv1bsF3qgSbzfM7hrl2hp0a5OihQyxj8TjNGqJvjreE9rIc/JSLMsLa+wJrjMDESJp0IUW18wdzQK6wNb+J5TdpdkeKMx0QtyyAIcWq7xYXLAbXlFHx9jaH7NfL1NE43z/1nm1xpqlSmVygqIgc/snGMYUTTonW3SfNZFVd2EDZ9ZlwT0VqkMiiQHDvA/qCEPNFm/WGXitMkvJlkkE3wpYMuX0QU3MxpkGweu2VGpn6b9GdttPjnXHiywKNyipC/TOItjUIszJvZj1noXiFzMMARpln3n2DGKVIRe7TzU9hLc0Qkiy/K05jKGqtjb/FiJ897mSh30rdpmHWMp9cZMr5GYrLJk40nEQyV0JZPZ2SMqdhlHr1tsaze5GZRpzeb5eWDA5gNYVUD8vdbJLwZztkN1rYtaiUfX7qA9maDxMJ1PtN1XhBF3h+bYORmjfL2Ov43L5Hfu8/ybA51TUcItVk4f/n/h+D5xzdfD3kwkAZUhB4/du9haQGCKmB6Lo3AphHVeG7oFKOmRjqQaAcukiczRJx6SKZpOwz7URRsalGXh1KDhBoiKShs+AMESSUThIhqURzPRxAG6NGATszlgVen67lknRBFQoiBhIaEhkgnHGA6MOqMkPbjRAkha1EUNUHggECEQJSQOxZicQKxH6AJbeq+ixuSSSgmSjrN5v4e8aaJEyTQiWKIAzIepBMJtnY38PYtmrXKYUux3MZQU/Qdh0hg0qq3aTRrhAMHt2tR9iycc2EMNUxD7TEcSbFzexmnBmpJoa+bZLUhOk4dW3EwNjtEZY1Q00Kv6/QtFyUeRbYdZFHA6g2INiT6FQPcFK4tYckSnuKhxFTiQ2FCwyHUbBivoxPOirS7fVKFEGVbJ5AcesstnI6D1c+QCscxBhCNxfF8D1WWicZDh1wpD2LRJLIQotvRyRXzHFSqFAp5kskknW4LQRAoFovU63UASiMjh2si97D1V9FUEMVDVpWqEY4dropi4cgRgdwjEg1Rr9eJRiNYtkM6ncZ1PBKJBKKn0tb3EWWPcCSKZcgU8iP0ezqBaGNYfbSQhG36qMphgZ8iaxiGCSIkkylcx8c2TQIhIBqN0mg0SSQSRCIROp3OEWdKOUk4NVuNk7WPLCkn7czHNPTDCZaPrndPEAzHqyVd7594eERRPGo/jp4wrQThsOV5MBiQyWQxDANBONyN+f4hWPQ4vSaKIrZtI0kSkiQRBAH9gXEUfz/0ATmOg67r5POHTaLHnT6CwAko9NindCzYjr05iqLQbNYpFgsEASc8r8OG5gBJlI7+XlhcOPcrI3j2//77rw8QsAsqH3c73Ezf4FOjxrDVZyfRYL+3TeLJF3hx7ylaQoiXvTE2gqtMxC1uGjdZJUKEx8SFSbINC2FonR+Kr5EONXEzIrs9l0XXJ80aXx9NsyzWKe/t8VL9HI8n9rnRMdke94noFpPGCFGvhNqpYdd3SbVCKIkKl3uLjFpLRJQMkeFTeBGRwcoscSXNp1MHTG50afoCq4MX6HXuo3RdqvfP454y6UtZIpLN0mafpxFooqIWTMJ6nMvmLJ8u/Zy5LZ+9fQ9nahzNtKgFo5T2sySnpmh+cYOJ9WFm/W3WivcRtsYQnhkh2csQWRR4auqAtz5OMfZgC/PKDMXP66RmPdbKDVL+KMlP19l6FgrvldhcfcztjS5zKZuE5iI8KhIs9UmZDvf+HBJylKmdOroYR65mGRQmSe82iP/meX5mylyceUiHyyyxR0dKUVYH3Es1Dn2i36txM/kbvOAkuWk+htwpNndmeNbcQxUesHkxj96VMOYc8vnzHPy8jHRlhsTECis7Z1nIDNjaFtmSZU6n4zTlFktPQXZJ5fPULpO5Ok9snKFoN2heneRf7fnMtBQuXy5Ae55CzmN5fRmpOknRK3EvlsDNrJLSlrjsfYlH1TXORH4Dp7bMB50W9X6dYmOUotChUp0hOtlizdKwWiqfDrcIf7bG15YS/OQ5F92VuLTWYTB7ncTFGVIbAsZihwOzxgXdYjla5pL+EqczAp3sOWrv9lBS9xkeP03gVjDeXyOTbhJeeJHTwyrGbo3rozG0lE3vfIqrhk799HOk3nhAJ/icM+d1in+hof/6q6yNWbTbPufKCt75ITb2KqijRRrRbeLVEGdnltho3KD32hJPdq6ws9UgknhM3qpRlS4wqH3IO+YGrxQvMHz/Mr2dJMNTLvqWD/4sB8s/ITSyRtEtYF38Au0DgU+e/gzJzRP5/kWKt1qUr/RY0xSU2wJDl6scpMOMF3Tq1QXyeysYiRGEqWUemM8TSn6X1M4LXN5+iDCb43H+M0LLQyyed9mKXWLF/YzRSzvMZ1/5mwse6zt/+vquX+WWv8Ujr0NqfpGMnuDy7FUyRpzfmH6W860oaU9CcH1iaoSQKOI6FpbgseXUsAMXXfBYoMiMneJlq8ApO40hSCymSkxaIUakCJt2hW3aTJJhQkoQ77pEBYlcIDECTIgRJMFnENiH2AlX4qccsEEFA4MWJh3PJXAhosYR5CghVyKgids9AFkjFp1jOjzKxvotnEgC0fK4ODPMW36FvX6HM+NJuh2d/NwkqxtbNJoOpgq7lkNZ0fFcE8PxOGi3qUlhlHwMR+xj08YcCtgWfTDTbEYalFSbT9/Yo1WDUAKEfoP2VpN2t0xEFRH7oLb7iF2LbtvHlwLwHYx2B9EP0d4foHo5ljeg66oEsoikQVgJ8Pw+0/PjCGmbqXMF+k6ToRkXw/IRBIVmzSRl2wjVPoIZR5NLyG6SXG6KcNRFUwJ8e4CETzSSwHYEHi6tMTIySjabplrdIaJFCXwoFAv4gkC708NxXSbHJ5ElhUgogt7rIAQCakglly/Q7XZRVA3TtLEsi7npWWzLRpBlLMdBlGW0cAS9bzCUyWE7HvFEEllVMC2LcEymXm8hCRoRLYJtdwhHJUQFXBf03oBCvkhPbxMKhzFMG98XjqCcITzXYzDok0gl6Q+OfF2yAoJIKBzBcVxcz0c8SjoZhkGjWScWixGPJY/6c0zC4QggMBgYyLKEKApHxu0mvZ5OPJ44goT+Vfw7kTgsO8zli+gDHVVRMYwB1Wr18PzxBAPTYDAw8AIPQRQRJQnbdvCOYvnxRAJNCyHJEoqqkE4NUa/XEQQBTdNOzM5w6AtSVZVisUg8HjsSUwKyLJNIJAiC4ASFcexX0nt9ksk0AgKO7RD4AalkinbrEE+RSqVwPZfTp/76cfB/iMfgOz9+XQy3+H5ToBzdxTGm+FZqiKGnX6RQyfIfJf5brq58gJHbxu6XeI4QVbVMq1umxShRHmJhkEmOMTKZZGYrzGy6zLeaU5zrWUwM+aSNYZ5QFvhT6T73CfjqSIRmPceXOo/ZjoaYr4e5ZLtokkF7yme6sYcpnQY54I/lMEvGB3x0cZrYXhrf3cJq7AFdJMvjVF0ByoRKJUaUJTK5IiPxHrvVu5j7L5B/7TbjH3d5nOvQPDdLT9kmkoKXZzU+rqwxtpXkXjRgr+TzpryBH2mTHt+ic9vh9kSXL49M4nbXWVcbNEvg7WYpOePcnILMe2u8+1GTn6w2CY+MMrG0zFo/jBGuoPay1E4NaNgKl26Y/HRwwOxchPs5B1uX2QkZJJUa2M+xv9Wmc9bk66sun7yUoO2cpnNliVQowf6LMS4+GaY5p/NsUGYw02T9XgTvnEve0SkoGayf9dgeTvCcZqNnZkkOtYlMNLGSJktDG5yLh1C9aW7+ZcCXZnKInTA0y/QX9rh7I0H+9+p4wymkf5Jk6/xdfl3TuDua4/Tji5xSBwzOrJAqj6H+msLdn9dI9XJkQ2scyIsMdwU6qQrqskVb7VPrFJm/ZLH6UcCLMwHX1XPoox9wIJ5iWw/RuvIifmuP+Uu7TJfy6P2PmLwUxV0pUVm4SbJh8NW5EvX1Ou2nu6w3zzNVXGPTLNCpPCYt16nuPuBV+wzNG2VyL53CuZciL1tUYiPsvfmY1ms+WVfFr/ZIpjXuVBX0oQkKgyH4aJnNsM5ArfLhVp8ZM8qdrTzj9Vu07SH2l9sM6i12Zs4Q6x3Qe/hvyBTPo8+3EIUmg6UDwkOzxCJn+GT2C5LlLP/bFxs80Z7D/MZZ1N6AYtLnLzoTfEM94ExFIn0WbuExmnpI9lKBSHsCRZXpmDr9555Ebmtk9AbbwSUiwTqLvoC5Po/nPST37afIB6PM9ZKkE8/wZv+AcWuM1W0N6SuLlD63eTjtISlJJkwRQesRTExQzXkE8QrCx88yU1RY13pkv5Cx9i5S1OpMz/z1XWLiv/fTQnCp0aJJn5ZgoKbDdPoNNh8+IOK69OoHWJKD0WtguwOqZpsONj1sdNHllJzhWaXAk1qWTDxBSlWQMLCx0LNhmpJDIAsIjsk4GSYYQtRCmJZDUosz6qrMB0nm5ByaL6H4h90nfTw8KUQbhx08aqqEjUgLj/XAYAuXTgAQAymG6IPktCETgeEZzqvn8Do1Ok4VTUmRGB9Bi0B/S2fgwPpaG1tQ2fOhMirxqQK3Qh7VpMi2q2OFw0hCFEt30KQIrqxiihJtC6o1E61sEW2phANIx2GsFCUTDpFTwa+B3+4j6j1UQSAkS0RUsPsBg55PREtRr/RQhSQfvruOLCtI0uGXnCSLiJJLsZgglZSYmckTCD2yWZViJo/VN4koMVp7NrITYtAEo2UTVaOEFZVERDshaR9HlR3Hod/vn0wBjtcdgiCc9NdEo9ETppRlHXbLeJ6H3usTj8dJJBKHfTtHzb+RSATDME74Tq7rnkwnjrtoDlNMh9cMggDbttE07fCf8mgVc8ycOuZBHSeQfhmPAP8uP+rYlJtKpU5ef8y4siyLfr+PIAgnZuHBYHAytTk2JP8yTPOXf//y/di2fQIRPf45joMDR6sz74SirqrqEQbir/AOoiiSzWZPrmHbNp1Oh263e/L646SVKIonkFNFUUgkEkSPPFjtdhsAVVVP3m84NFEf3+Mv9/34vo9hGCfP5Djmfvzcf5WOxukad8IPifETvH6Pyd97gbVKkfZbDq4zgjt6m7h0inrttyjR4+ehHkFqly7XOGCHO8jkucZSo8Z0UEZEJGa1WaPGzetPUvfjjDFOWc0j753m1NY10o9eIqzd4menZlg0i1wO5UhnnufF0RAze2k+VlV8T2HKKaI1Muwwx+LuMo94zANjhiRZlqI+Yj4PwyUgSn1fp72/w/ZOHTk8y8X4MBPPfMzwTYvBb18h/tQ3Md5Noq+Ooa/An34Y5lwF/qXQIbmQ5K7eZeWxx04MtjefQjxroq3m+BCLN3p1Plan6bezfG6u889dhchPPqUy3GMgZZgfh9zIOsZLAmRqDDZgzVG5umJxvd5CcODlsyKV1QGn/zV4m3mi91W6K09x82dv4jWbVIqvcj+jMSR2yK/cYPrWEKfz9/nvtG38TpWRpRpNf4HBA5PL4xM8eKeDoufo/YtdSk+Mc34oie6N0J7QCO9OcqkaEJNEzrw/jl/axf/hKt7c28Q740SER/R/S0FtRskMG0x8qjO3/hz5Z23O7Z/li3MH2KVZYlc0/vRHd1HNJOP5K6wsP8nQywFjI/uMeqPcnRxgXL7MvlnkQcggN7JHccFkubXAxOkvCMlF3nj0Jh+vzVCablCKrfBr8cfEK3d48EGOcLAJu0VWfxBHuekyXJmhHAzYXtnGGtoiUfkHTHy+hLr12yy6HUYT80T25/HqJX5RaDH1n1i4IZfBmYBmNkc2MEmeEgkteWwfVJBjC+xuxPHLfcysyMpzm6xGzrNRSHLwk2d5OTLHZk0lpe5xPx+hVp+kV2zykZijLc6RDO8itv42g/oClZ/JLGvCYWde1GPsfpuvdwpURZ9LCxkycY3pjzr0Nk3e3pnETwrs7qYYXPZI7j7JyCDFqvAC7d0dxK6OHg0hfa3OJbdCShpgXh4jF9nEf24Be/giZy/msb85hN/9jHXT5mboQyai/w9fzZnYoQ2ShRSefcBG8j3EssHYTYng4jpTQyLtO2fI3irx2aZKqlZn13BpbloI6YCL3wwhfP7/LWv+/WiJ//7/fP2u1OFepEdVMVjZeExEUGn6fZpOA9FycKw+Ci4DLEzJp+72lOlOPAAAIABJREFUaMUEfixViEdDjDgy446C7dqIgk/VM1hT+rzdXSE0sEkFGufPnKfZ6RAPFIZcEQkJy7PISimyUhLBBRcBSQ7RleAgHKDYEaZDw0yLedJBhISvIUkagazhOzaeFyAJGpqaQVLCCHYFs7ePvr9PzCvguwZbO2VCoTgv6zOUCjN8HBnQbbaJ+ibbXxrl8aLGvZiLVIrhpKJ8lhYQJvPosYBeZ4/BYECl06NNlEe1PpUAdNEkVwuwGxaxHMSTEI+rWPsWvZ2AqBtlOKMSl2wcIwAbmhXAFbH6Ad2az956n/a+h+rHicYP10GxaIRIJITr9zl7dorJmWHOXZxg/vQwYOO2HSbyC/gDlU6tj627uLqHaEUpJkYRTSgOpUBVCGsaQ+nUIR4hFObe/YdMTc8QCYexTANJEk+K81LpNLl8/ijh5ON77okY8XyXyalJLMvCdlzq9TrNZotYIsnW1hazs7M4ts3APJyE5PP5k8K8breLJB2Sv03TxDAMVEVmY2ODiYkJNE078dActwUfi69ms4kkSUdi5WjiMeiTzx+u3w5XNeETSvgx0FOWZba3txkeHsY0TWKxGJ1um3g8TigUPgJ+Hp4vEokcCaJDYvqxSIzH4/T7fZLJJPV6/SRVdYxvCIUjSLIEQUCjUaff7xOLxYhGY3S6HfK5POWdMrZ9GAd3nUNxMjQ0dFI6KMlHousoNZZOp4lEIiei7dhzdCxWgsA/6eSBv0pwmaZJKpXCtu2TKH0ikcA0TZLJ5IkYOjR3Hwozz/eYm53/lZnwNP7+d183DZ86MtWLB+yuvonT3KZDn7YjEqsusemPsjb9c4qtLmEGfNaJsj//JktynGIhyplWgqLaJK5n0J15Ho7FWG1aPNj+BVGukUs8IH1qkpWDOhNCl6i0wplgnlUtyn/d2WPTjVMyHvGD1BCjBzH0eZfbtefJzd5Dago8m2qz5S6QsXRy6ARpmf1uCa3v0tdbJJnEtmqkh0AYSxLaNJD7F9AeV/ivNu7ybP7rPPtTmW5YofqazLuPdilwgU9fVNnJNxnMDFhehLGNWT4+ZTOuhflXz8bI/vwe33NjxPISX23t8YOFAY1NsIy9Qy9bZYYnmhqXrgzolobxf+xhjNv0tzW+UkzTie7i65O4UfjZhwZnErAch8R6k8/bOuHtXVpSjvaES3pforkzSetUl9GH11D+MMPMWh77P/0KT6dmWI5Xifkepetpgr0S5voBF8IGe3kX+aBDsfdlEq0VXow/x/pkmaVTY1x7J0tkUGci8wRvZAJUurRmw8xvvYi+W8XsWVz5fJXbf+93Sf6gin5G59RjnX9bfpLf6fl8f+8mp4tnWExlWW0KFJYt9s/pNGo+zdIQD975iJdGZ9iLgVz9ANu/yhXLoxNfY641i2P+Bd3JV3niWZtf7EdRbmnULm/ySXyV+dH/gnqjjFQdRZ3wsb68z9D2Ditzt3gifI0bE+dp3vsFqc/j9M7dIdUroE//S8b2Ysz9nUW2bz/CFjIkd0y2z1aIvXGR7RdGmHcd3vqizMufTCKcadKf2iLfSrHVUZmdkNnRlrl+V8IZbXIvm+cpL4ZpdlEKZ/hmcoUPV3uczS2Sv38LaT7Hz7QV/nNrlfWvalysv0o1t8qpcZk2IdqNx1h3VOY7q5iZEJ1Xuix80se78ATJ+/8HG2ezxNPg+GN0kxqT14dJJUZpRTYY3zxN4/5dqgyzNF7m7PbXWBM3uSDMcz90k4ndNPadgHCvTS6AzOgYdtmjpcywMnjMzac9nthc5LH9NHn/55QvN9h7P8fCyj7l2SSV/E8R+7/Pmesf/L/cvVds5Hli5/f556r6V85kMbPJJjt3z3TPTPfkTdIG6byCsu98B+P8cPCDX/1ij+5snIEzfPDJsHGCLMsrKy2k9WoVdlc7O7M7eTpM52aTbOZUrJzrn/9+KFbtCvAJkB6XTwWCVfWrP4H6f/GNRENlAtkAmx8U2G+dZiEXZ2w5/Q+XtJ79m99765Ff5dCq4XounbBMJSazL/ZRHZGW18DG4XHI5bNwn5bskTQFDNuiafXJ+hqS6RDwfTTfxcVlx6/T83pk0MijovvgdWz6Zhd8HwURRVEBmWgkjqKoWI6PHdY48vt8YO3Rm4ozW1PJOAo5V0P3FUwcBFHC9B1avoMlSli+R8dRaPsiYTGI6pQI0qUd6pIInWWGeda37/LR2CqhvEgqHkJIh9jvtIj0BMrHFYrTOrGJHFPz0wgTNg3f4lj1eYyJdSXPRtbgONomOBfBLFlMumHUpI+tKAg5Hy/gs7ZhUyv66IEY/Y5Eu92i3/FplKBdg24TLFOiWvIwOj4KSUJKHE2MEYpLmGYfTVUGRlnDpt3q0Woa3L29QlBJsjB1BcVXePt7n7C/U0aWg0TDETwXBFNFk8JIrkwqEcX0BQQgcMIGZPNj7OztU683EBAG7xMK4tiD/pdcPo9hDmLlmqZh9AwymSzJRJxer080GkNWVEzTJBjU8UWBWGxwk00mU5imiSRJlI6PiUWjhHUd3/PodjpE9Ah6KISmqMiShCAwmnP4ac/N8GY/aCxOjhgNQRCIRmIAdE42o0aeFVUbeXA6nQ6ZTGbEyui6TjKZpNPpsH+wR6FQQBSkk02s0GjyYeDj6Y7K/IYMTywWQxAEKpXKqKV5KDtpgeDJwKiHZZnU63VEUSSRSNLuDOSwVruF5w2M0512Z9ShM+zIGcbMZVmmVDpGliXi8RimaWDbFq1WE9d16Pd7g/c6mbIYNkEPI+bDdfQh8zQsORyuwzvO4H2G7N2APRM5Nbf4MwN4/G//9lvviIfUpGNuTdsYxwJP8pNsWjUuWhYil3jEd3nalljzupS8HM3UGlQEvEYN+0qevlPmSl3nyswmb9dUTtW2eEKIlJAgHFzhvWaKLx/WaUsGeeeYzwKTnDGrzLaifBQcY/JGmsrONY6aNjHe5huGQPblMfSWiZ2tcOE4Qzy6R5I3OPYUFqUaj7PTiK3HnKPA7zPP9UWd432ZdOdD6Ed4xNsYc9f5DWeamw/ucPQbT4hMtzhVyPPjqxn0T9+nm6mRrIrcEnzkyQQvvSpxmOzjvjmJ/bHC90+1mPqnJZ5syOz8gkV+FeLbAonmLGKpwsxCklXhgIPTJr3v++zrPS7VfpFU6xm/TYnMQ9huN+iXDIpFkD8FR1gm+6wCiQJCYo4rYyILp27w8cfv8/qL8Pzdz7OzeJNoIo0Q6vM7t0u8bvd5o/DrpJIuH/3wxyh/VaUVVan0T2M1QoSkGnPjK3xenuPAvoKiwdRMm1O1HmuTLi88C3Fn+x5pa5GNcBU3lcBKnuLOUp3rG1lO+z53rx1xsamTPn2V/O4OqfkznNcXWPerXOgGEHI2zdNxiisePPG4kNjj+kdfZ+21O7x2J0RpJoRyx6MlrWPl3qCkp9itvEJ+5l2272i8Fp9l7efgjKli/MEMrctNbozZvCsqVLQMZ8I51EOJZ3cLhKnTf7TJ840+7yye50vqOT4+dZf4d1/DXnJIbrg8WsrwudjnebS6Trt1gdDZvyTcO82TOZNPvRVeixdYv5xgVupxp1vlX8Q11lsfMvvJMs71OY6KJa5lH1A6H+Rp61ssfDDBx0sXmUoeIU6tICdttlqzHK/skCkUmF3x+azhMHVjhW7tl4gdNIkFuky2bJ69YGIcnuNS7wzfedZEy+4iNN6k68Q5e/oen3wjScY9hW5+xOaqyFI0xU7ugP7UDGe0GbqVHxKVV3jl7DjrN1tseS67Z/okY495V5plMdDmw/9bxU0FcHIGU+t1xuxJilO7zB1+j9vdi9xwLeZKHr/3wgyvT93CsX6Rgv8hIhbKoYoetzGv2+Ta71JrHbB0/v8/afr3Ap5P3vrf3+ooHornowUC7GguT+plfEkmY4kkUNEiYUqOQT0g4HdMzohxAp5AFImYIyLiEQlEUR1z0PuCR1gOEPEVJDxCBMFxiEg6iiij+D4hTyAbiBB0BGTbJx2KsNc+pOUadBSfvcoeKYJcyMyj2D513+Cx2MKVwXMcEHxQBdpuExEVURKRPY0QCtCjK9UJtiSwHALRAHcKK7RqRdJqBFuRSJ5dprR2yHgiT0sHLR2kWy8TjGmYtoegBWh6Bk7Yp+l2UcMyPc+h2/aQAz4txaYju4yfTyEGBYpHNrUKaEEw+jaS6iKIIMshPEdAlsM8fdonl40hCkEcUyCVSFGvtVBDHrjuwNshKbiOjx6KooeiSGKAarXDe+/eolE/Zne7zNT0PKIiUm8dEwwEcG2JeCRJUI0wnh+j0etjWxaREzlElBUOjo4BgXQqRTqVxHMdNG1QkhcMhQidmHoVRSEejQ0agnsGljPYc4rH47RP5K1u1yCZTNLtdkmnM4RCIYrHx7iuO5LJho99j1EEXJZlut3OyPyr6/qo6XhoIB7KMo1GA0EQCIfDyJJCvV7H9b1RvHww7aAPfu8OUlHpdPpktXww3JlMDsY8m83GwLtiuydGX3uUfhoAncFnFBgwJ8OtKlEUabfbJBIJgFELsqJqiJIIPjQadRqNBrquE48nqNaqBAJBOp02siyTyWQw+sbJvldoBFoajfrJxEXgZJNrAE6Hcli/3z+ZsTBH12YIEl3XpVQqnYyX+qNrPZTxhqZo13VHfqBhb88ALIksnlr6mQE83/x3/+atW67Clyt7FHcWSYQ1bjVLyK0o8xNJ9gQB2VQRF8swv0Df3+TzwmWi3Rrt6wHOHFl0t55jCYt+LYqPQ1mY5CILfHlul/eELV6IT1FqzSJEnhI69wrpiS6tvRBpTnHLCRFtr1Htt8jRoq2dJtzz+NbWLtHaCpdbr7NqCyx3F3jfPuBQ7tHRWuTjFm5V4D5TzPAZD6I5zjVASr2BH/mESi/MohOgpp1F8Z5yK+rg7K9hHIR47e0KkX82xsPvOqSyMoGQRVRVWOlNcLl3RMjfw7sa4cEPj7gkZmgu1YntplnzeujbUBrXGe82uX+uxhfOTFD7GKqFFu4PQrRCD6mkYyQmJLKexW5RYnnSZ/L4NN+fqPLL889xTzkmnmpRqOV5/KBJOXHMdfk8reIYjfw7rGycYyx1RFYNoTsBwvfbfPTBd7hLl0/fO0Psapp4PofjfIwrW5SV0/jNBe66VXKzVZRGAcGIIS1A66UVKrEXubf5MRenQfj4ApMvfkhGFbm0IrCXz9McnyNcDHB1dgyj3KCxOMncix/xcbuG3J1jdylB3N/l8fFtsmPTbAY9Ulsu+1Mxls/l2fDi6LUt1BJsRPrk5xwcT0JprnH8UpLUk5c4ekPlV8s6P9h+hnneJeMdoqxPse2LmOPrPG8nOPI+Ye7AonPtFdzbDzgI3SBz1WNupkXxyT3uhvu8YmZ5N3aZytoDIrN1CEbITjnczUT5OrcpHkS5MZXikWRwQ5fY/uFt1HKMxMxTtrxFMvMdHp/KcFwqszz7JTLCHvN+lI4jocya4BWYXHXRjT5qREFKbyPnptgXJ0gs9jB3lug075CIB7C68zTnRUrHqxw+Ps2Zs4esqk0+/6hA8Qv3mfjzPjtagOD5hxTOTOCMX8J81OTCmTJrvWekWnGcZ222dx6SFNrcTiyS8ZdxJh6i1m3Odz9PuPaA8o0QrzrvMjY9TUT5Aqb7IWvBGKnuI9qfnGXmuR3yfps/3lviNz+/R/jji6hSjxrbpNbS1BNRPq1kmTNVjMRtjFiGs4XL/wjA86//41sN1yCuRegYBgeGSduz0EWNs8EMcVtGdhxmxDgpQ2bMCZAhSEQIkkYnLenovobtmAh4GJLAjmjQFT0WIhl0Q8ASRIqTEcq9DgFfJCfIBH0f0+lREm0qfg8sC02SiMajiIbBc0KSvqYh93vYdht/LsH/1n9Ax6gTw0XBpeMaOLiUqNPw2piEEMU8spIlaDaRhCrQQpbjvJB7mWe3VjlOu6gJl4c7D+lmQpQNg+6BidG3CAoq3SoI/sBQKsseRxslPMOjY0ocGzatLHSmPaQ4FM4kCGcsJNnCMkV82UMKurSbLolQCsXT2doy2Nq2KJZMYvEAjivi+xJ6MICsyhhGm0R8sJ+UzeYQfAF8gWw2jyioiKgoQgjHkrE9F8sBy/WQQyZ6AsLxINVKB0UNEVBjTM7M4wsgiSICPuFwGMfzCephtrZ3mJyY4MrlS5RKx8RiUYKhAPv7B6QzGYLB4KAo72TqwHVcdnZ3kSSZTD5P3zCQFJlIODq6KXe7XSYmJqhUq6RSqZE0NRzKlKVBdwwMJKS+0TsxIGsjADC8kQ+Zmmg0SrPZxPd9NE0jGBj4d5rt1qgdudPpIMkDP5Isy4PSPUFAFEW63e6oGTkYDLK7u0M2m0U5YalEceCnGXqLhuDEPlkqd1135MEZbm0JgjACZ47rI8kSnjtgS7a3t8lkMqTTGTzfQw/pqJpKo9Gg3+/jef4oav4T6U44GRUdgDtN00Zr7EM2Z9jOnMvliMfjNBqN0d/IsjwaGbVte3QdG43GSa+SNwJ+w7TaUB6TZOlnStLa+G/+57dybYEtvoqrvM16M4ZrlNl/aYbokzKMPSDTOEZrn0ffmWbB8+nUO6hTM/zqg/McKUdMOVXWQlFUYYpiLsVfims0jB9zuh4iKBY4VZ6ifNUguNllp3LMKztvcJNvk1B6RPJFJkpTaBzQSvSIzIu8GqnzZu1z7GsiUUvhgrRL6eIs3y3eJy7c5DAww8RBjm062HxAnyMeiUGW+0FWl6C2HiLh7xE17xLsrZCOeVyemaV5z2C9FKfzr1Q+2lzluXKXH+2HkEMh7i3MkjvscOznObyfptLb54vPJXi72sarOXQvz9DdLtP7AqzONZF0KJyZIJJZ5nxihb7pY6sie7JKVWgTX7dovQCRP81y2+9yu1xFjUW5f+cZV8Qx7vpRSuEuZm2H6Jkpevtdrn3Voh08It52eCHWxa8l2M8EWHYltlsJ1GKA53YtIoXb7OWDbOVinH0aITbV4TiWZ9wf56tigg8nPIg2KAePuLj2CnnV5+J4jL/60/s00mNcP/9VAuU7lNQsl298jbvf/l948b+QeXetzdx8HFfWqd9e4tpxhz1vl8bS31BWfoG5yG1ESeX6mIydSnOQlXhD22I+Mc6B16WTCxFKZbA3gpxKlZCeHhAL+6i6y+dLMZ4FKpxqhsn5mzwyLaKTKqJ9m3PuJL2VafbiNu18gS+FI3zzrknhusrs+hO80ucw6wk6sS3uFba4lpZJNBrsRH+dWqlO/8lt4u/1KE6+inKrg/vJGJlzAQ4qZaToG9zPvM+NN94knHGx1tPovWkKsRK1/WM2jwq0awpt4w4vj0f5WNlkouPQtG+QXIniPb1L41KeVcPjYuJdfvT2BOf1F8gGV4gftlk528T/7JCFSZfS+CLVfJ6xeJH4h1mmv/aQd+w1cJfxywU6Uzs4rdfYOX2bBeUL6N0ij6XXmY3/Ldtb/y1fbbSQzv0Aq9xlu7nKaqDORw+6XMr9JnXtIsbNLf5I+iu+Yl4g1jlL2RJRXikS8hM87nR481XY/JGIFNpD79gct2USc68RYYue+IjuToZiZ4LO+DLXMtl/xJbWv/3Dt2quieX6mIKE6fssSjlStkjeUgnhIfoOriuT8WRCBKj7BrYPWlCnZw3GHtcDNgdOixoeNa+PI8hE0Ug7AhISH5vHlK0WQd8n48t0AhIrfps/dZ7w1GsSQUT1bOr9JoIsIbsuCcfH9H38kMTj0hqirjGrRRBcj23NYd2pIyNjix5FwccWHDzPpuKKxJgjACA5NO0yznGI05FF7JbL09UDOpbNwngSP+BgZ2N0OhrVvop+sE+1YlGqOGwdmUTjGSRZxXU6SCJEBZlgV6EbcImmRAK6gxYQSMZ1RMcmEQ0QlBQe32pRP1YJJ/K4PniijyuCHgqRiISxDZNIOITj2ARUnYAWRJYUYrEIzVaVRDKCHg7geD1y+SS9XhNfkKnVaiQzUcIpH9tvIqsSQSXNWG6WkBYbMBi2hR4K0et2GB8fx/F83v/wYy5dvoJpmCydXhyNXkqSRL1eY3pmdjSLICLQbDaJx+I0ux3CkQiSJBHWoyiKSq/Xo1qtjtqD0+k0xonReRjBHo5jDmYrBvLKYM/KOSn6k1FVlePj45FhutVq0ev1SCaTowbkwSzDoIOGk9bhWq124lWJjZiLSCRCJBL5O4biIdBqNOoDP0vfPAEUPt1uF13XB5tg+Cd7U9qILep0OiP/y0+bnGOxGK7nI4oCnuvSbrfodrsUCgUCgSBaQEOWZEzToFwuMz4+TlgPc3h4OPhfOA6JRALDNOj1esBPzNVDRqZYLJJMJkfjptlsdlT+CIyKEYfXsV6vj/w6w1mKZrM5GkEdGtU7nQ66ruM6DqdP/+yktD76rXtvyQWHTltkU+6jKymi4zaT6ya/5tZxrRvoIRu7m+CrbOLYFgIyzUYI4ZRDN7qHMZEnrIX4YfEWn7RPkzV+QFWNcFGNsyeFKF28xXubW9z2gvjWDmdZYiNdZqszye+2P2GbHjkmsYwiy8dZHgZq7EYPmA63+bgVJ+vL7LQ+4Z4dIOoniBkVPltU+WH1iAw5jrMCRsXDTGxzvBlijjzTXINEH8TTYKn8zUaIS8FptMQ6K3cF7mwK6JkQXrpGV+qjPZ1DWklQDbd40FshasRpvDODdiHMgydnSd1b5/22RboXRu9YJESdxkyY8O4dWnmf+zfGcT4zmLpsIK6kETZ8dhSH/YlxlmIGPdumHle5EJBIX46QjO6gFKcoBGt8JdxjKxLlTnecFysv0D3apFdYJjQV5szOHtuRlwiPuzy9VmXjcZA9a4H45CcsiDUqbo1o6xxTeZlcaJzaRB433ODS4fNUHvkYr7lYh33u/ocfkvvlL5LLCpybtGnOj9MPJ5j9ZIXgdJWpH3yNM3kNgSfYGZ2DlRmOTvmYqyYN0+JqdBNv6td44WiMeijHkz/cQQmLfO/TA2aiczx7XGfppVMEdpL4Z+skcykoROjGzyNtLtL3ahyczfBJ0iclPUWgQHdzGg4UmmcmcUufMGaq1HIfYAYKiGM12n9pc/DSMuu9Hl+fS7F5aHPRSrFejHPuaIeJdhlJKdNyWyTmJPToeao/v0GlqrCYLdHTFnnlNLyzvYW68QbmD9NUck1yO99kd/kCc8ol6lGTc+E11PArPLSqNJ6qSM8LBIXb9HsmzrUxxFIdxQwhp3MsFyaZePURrtGn7H8F77MQtafvkWp+mfjVAG/s17GOHUo5l7vPelyZf57w3Sn6U39DPjXHOfszlHvXaRTXSAYabIct0oUIY3M93vF7bFdDGLfHmYl8jiv6HWaTIheCPXbPJrFrOd5Y2mFf7TCvmTzauotWv8rc5hMEZYrjp2uIZ2fplnQEucqn9RanogEWAh0e6m3ETyTE2R6NtseN+bl/eEqr47moKEiICJJCF4OwK5EhRBAJCZm+IBAUZTQkAoiECKAgYvX7mDi0JY9bTpkWLpIWICvE0F2wHRcLDxGXU2KUaSVOXAiSEkMI/iCpE0MlhkTIhwA+eTlKWNCIqlFCQoSArNDttVAQMRsNkskkE9NT6OkERkhjIwJ9SaAbkLEUHx8Dgz6HSHhkwEsgI4B/gG8ec/3M67wWvYpQDfLpw0McV8Bq13Cx6dV71PrQth0Mx0aRoHlQpXfUo1P0sdsCVt9BFC2w4bjUY+/IxJfDaCEVxxboNQQ6LRfbkVCDSQRh4LVQggqC5CHIPrIsIosSIgKyrI6WrUVx0J0iCD6e52I7Bp7njDphBMcjGAigSiKuaSCJIpIgEwqEkBj4U2QJIpHIKL48vOElEgl6vR6+77Ozs0O3O/CtDKcLFEUhEomgKArFYpFyuXxi8B3c7E3DxjAMqtUqnucRiURGvpH19XUajQae552MhgZG0spwwHMIhoYSy6AEcGA0dhwHWZbp9XonbcHGyC8DP0luqao6Gs/86cSVKIqjSQlg9P5DkDCckBgyHsOlcxjMNFiW9XdMwMAIhAwlo+EZgJPF8e7IL5NMJkdn+mnANfQbDYsBhy3Jw96eoWl76J0aJrmGEt/w+cNrMTROC4IwKij86UTesMdn2OszKCwcXLehYfmnk28/Kz86Dnv1GOe5Q9gV6QQN4rsZwszRmP8qUW2VVvM57NA095gkRBA9MUZXXqVy9CHbxXmkjWf80co7+F+OMslHXA5rfM36CsEzLoVWEPXmOGmhy1nzNV5LWxzqH/LFRpuLUZfCxSSViQL1+dvYNPFnUrzNIgsHExjVMDnyNNO3cMaCzOgtInNfZGx+meR4mzeosJsyqKauY08dk0jFGWeX6vNPOabNdn0Deg7wjJSVoFy7y5npn+drZoul5jHfXC8zdjpH6UUIGA/YHFth+laL2foSnY1zPDnzKbdvPuJy58d8VslxXUsSl9r4Eyp3ZYfl+zscnVnCCMKl9iHnvm7Q+nNIORWK0T4L929wqirQ2ulx5EHhuE3/Ygj99jPqzgzhNxWkC4s4R+CbfV5arKBmDB6aU6jzFqlKnY2Xl6gufYA4/oTE4wg/bzxE8222vBnqq+BfyNI8XSeavU3wbAirJOMSYWPxM8IXavRrLbanw8SXt9idPiAWKNHuSNzabXNGmKX8cpEtbRL5jXssehfI7CukvrHBHf0HhMcecXQhy5mx13jUv4D9Zwo3/SOeekHS1wV6wmOWA+cxVrZJX+7S3XZYVZ/gFRMkex2upByEToT5+T/EPezyavUJL3e2aOy9xJrX49LYFsfPPUPfL3MxtMTN51I463PkzDHONWskfklg5ukhX1aSfLT2DsvHMSJLQUorVb43HaaYFXH3nuecPMH2O1lamyL8QYrrOZ9v2j2e83bZ0UKc3UySjT5CuJLAuV2lsTBL4rtJYt8uEZEOWdt5lQNRYLbySyzN3cP60QU+/d4FjmZCFIpFkuYpMnaD2Ac64TkF/spn/XsBboUeEo3WgROoAAAgAElEQVSuE7t4muD1x1TlA/79JzniEybBwjmk8Dhxz6d0Y5Pw4yUUu8v9sz4P1P8DMXOO248EUrWPyFbTvPBHr1LopLnRDPLghQb61TJV9xfZ3hpnb6xP2ntE0O3y7NEk2cYkj9NFgldeJDdn8XhJI+In0FLX0asNVsfq/OFkjauvzxBuFvmjpIrsCJQmapT7FjciN/+T3wd/L8Nz/1///lsdz6aDS0fw0MUIGSmEKYscyT0aXg/TtxgTI0iiTNJX0JBx8JEQiSGiAqoPOULofpCuCD0fbMFHElS6vs20GmPeC5FzBeK+hiQqBJHJCAHygkbbN2hrKlWnT9oNkHM1DASivoKBiyMqCCGNZqlEu97A6/h0LZstwcazGtTsOmk3yhQpQorGPWkfU1WIB8YJmgpBpY1vtLCKT5maThKdzfPBxgEPdrsctDzO5jL8yuIS+0mRitHCE22Km138mkP9yMaWwVNBTYAaBtVU6DoyHSFGpS9wammZP/2dbfr1IP2ugilHcKQw0ZCL7Zo4Yh9BcgioMqonkQil0LUovY5FKhulb3SZmZ3GcQdG1GQ6RbvdR9Mi+L4MaCi+QSYVYdC62CeVSCL7QQJkiIVSSI5AKCAgqkGMXo/xsfxARjIteoZFqVyh024zls/R63YYGxsbpLFEkUgsMmJMXNvBtl3Cehg1FMJ2XE4tLGCfGIJbrRbxeHwEWCzLIhgI0m610FSNWDSK73mYhonvg2PbOLaN6zjoYZ1+v4/ruqPemUAggOM4HB0dkUwmCYVCNBqNEWDT9UHPTPfEoJxKpU4YmvBoeBMGKahyuUw8Hj9ZLR+AhVqtSiQSQdMCJ8zIACwM5SP4SfGfZQ38PEPpaHt7m0QiMWJSwuEwgijhei6+5+P73sgULAiDM7quR7tzMuAZDuM6gzmLVCo1kqn0sD4Aba4D+ARDQTzPxfNcOt0Oiqpg2xaNRh1RFKjX6jSbTTKZDKqqUq/XR7JbvV4fma6H3qThkOuQSRuCSlUdmMdPzf/smJbb//Ybbx0Yq6zTxfIXyRsBZBa57YaI1Td52xDx9EdMTWgUejMUwjPUGinOe6do2Cbd3gSRvsG5l15gaTOBrTtU7TTr5j6dIwtooVBg/nqYf7a5S7r3Er80XUWqzHOcdJl6Br1WmEp9g9LyWZZkn5C6RSPoc71qcIrPeGxmsRrT1GMwc/wZ9yoO87t3MH2HJ3GXxS2fd6Q6Nw6+TpoAFETWO09Rx86S165D0yPJfeACIfbITY8jxeaolyv8QTmPu63wuXiQ/+raS/zFTINV2aCl30NuhamvWcgln8T1EM3JIu3nJJY/c7CfQXbGx35U5dvXwvznRo4///d9tmbztA5nqR4d8/ilSZ6fqfGjY5mxcB93ZhLjuIbmzRC2QkQ3mtgVjY2IRrVZZXf6c4yZu4Qzk3w8q5Lxemy7XabXr3N3dYqrM7sUjl7l27/6bX5hv8HFiSucM2W0/Wmqyy/SXJthMlTDbTgsb91i7PQvIBoqpysmasNg7Z0fMru0hDFZo1hq8eqUwqNDjYOpc0ys6rTyCRrzEndPxRi3HMTvZTl1tkF+rcOZsTzzIZ/ff5TnwsG3yAdWMa1fIfSKxYMzTZIHLSpmhovRKNZEmNj7aT7rrnJNCvEou0i8GKWhPuHx9nmmLtzn4k6CvWqBX9mdYD+/w9r8Loff9lhaukr+9Cof3Nbp1gTquXkyzadoZZ0H+SaV3SJLY9N0Gjbl02P4+3ewV2fRlj0uLKR4YNykfVHijT2J4Nk5ajerHEVu8aJ5xGHaRUokWZR2ka+22Z/apyjsExbKdBMbPKTApPQEpXSK9IKL/soD1t++SeDUc0xvtVk1SniyS+Ncgm5GYdbK8xk+TryPnJmmqzdQpkt4YxO0f6fCp833eX3hNFYszuFKF603zosNuB9d4Ey7TWJVZO3cc/S2i7zzS8fE/B4fjy2z0H3Al2da/Em9xoxzyPcOQ0ztwmfWBi+PfY7q7D6H32mxGMtRTAZ5WLKJBDz+n60jrjgpUrlpnO/e5NzzefL1NuU7rxE6LvM02+HGS9eotCIsF+b/4ZLWt//d775lWRYmNkFfIOh7GDi4ksdHQoOnuouDzJIdI+KrWBKUAgZN+iB6+IKMIgbIeSphFGzRZ80t06VLUAtz1ymzQ59kQEcyXUp+n25UIdk3Eb0+YSFA17P4j/ohkieQcSRsWUL3BCKiTFG1WHfr9LFIWQIqYOEgiD7jSpDXtRS7nkHA09D1JKpt0JZM/niyxHuhOsf9FmesaYKugEePgNvBrltMnb7AmxmJ+b0DJNfHqTRJrTmMiQqFQg/D7uJnM0RnZTLzJhNTGoV8FMEIsHbPplZzMPtZ4uMhJKlPLjHL+qMNVMUmGlzEdYOEwgp5PUK3YyCFeggBFy3goAlZwqEwvmdhWQIxfZF+r0MiKWMaIjvlI7a7d6i4RVqWhSCaSJJN3w6gqXHisRwBWUIVFKwuqGIewY9gGA6xWAA9HKff69Pudkils2iqRjQSYWp8gk6nQ7Xe5PzFy4iij6wMmodj0SiddouwPoiq7+5us7S8iO8LeK5HIh4fjVGqqophmTRbTfSwTrfXxXYc0uksoZBOJBLl+LhEJpuj1+/T7vTwPB9VC+B5zqhcLxwelOkBGIYxinfDgP2LRCJ0Oh0i0TB9o4ckCvR7XXzPpdVsEI3GRxJXtzuIrLdPUl5DEKAqCscHBydL6h6COGR5BqvkAVXDNEwUUcRjwL5IkjRaIC8Wi+RyudG0hK7rKIpCo14/6bMZFBaKsowgioPpB/8nXUGu62KdAJdgMIDne8iyRLvdHoC2UJh+r0+z2UIQRFRVw3U9QiEdz/UQBJFsJouiBAeJMX0wJGoYfSRRwbadwSK9ruH5LpqqIcsSAow6lkRRpNNu0+/1SMTj9Ho9FheXf2YAz2f/3f/4Vj03xma3j8PLyNxFjqwxnXD57e5dclQpFgSub4yhOQcsGWEMjtjTb3FsnyXJFhJBrjYt7pXivGTdpJjY54HbxCiM86OGQl3dYLz9Mu1Oku9zyIeyw3y3znpHQlUiKFmXv+zsMGPN86TzBKUV4VIlhhyYZmVS4ePmM/pulgvEeGZAHJOPknHmwxdZPk6xLuwR7sdR2CLPBfaNJ/zZQolHboPVwA7T7VlSbpYO6ySaIpZXZ+F0nitndX65+IDAkctBvIr3/gozxitcGv+UrR7spuf5fKLC7M/BUddn8vo83XdKfHYMiu/Tb8DuqTcJN/ZI9n+e77Tu8WKjTTJ0jQcln4tmEMntsxU5z3T1AK9vcXA+THY7zcsTCvfDGXa0CqHA54iLdf7lWI6/1AIcHd5nZv0D/IjPUTXIvH6b3tzHPFJ6dM8GebH7NQ7VNsHHD+j9Zhzl4SVi8T5+rs7hcZLYP5HJ7SXY61S4flHFa7/JR+Y2l85e486zDAG5xmuRf0WxvcqpjQbhdJjoq/OEU0EatzzU2j3ufVvkK1/6p9iR+9w/mODcqzGO511e/LAFqQVWLpsUVyuozQ1yD+aJlRxC44tUQw94JTvFzfU7TL72z1npWDza+iHq+XWOrOf5zYUmnx7NsTv/HC9e7PO3j9/F9L+KsLPG84VbPKtUaR3/ZxxOPqOQ0rC+3UT9jSxH5neZGLtIYUzEPtymPt1k1lSZCMbRJp/QeWIzcypG8aZK8PNvcvjZ73C25PFe7Hkm9m4Sq1/DDFjEyue4l79EvfctpMA5LhhdLkRVDtcdFqQ8dw2V7MwhhXAOe6VNtSUwrU2wc75BRQszaXZRN5YIBg+ofRAkHsgyG+wyJ1RQrSDOQZD19zY5O1cn+/wk0qc1yre73LpUwsgUGK8F8XsppPhjVqcV9JaEeLbC2l+tUYwrXCiledOL8q1MkXxzEWMzS/xig2hd4GmpTvOL13m98zfYkQC7H/boOCJu1GEiVOfq1RD3UnFuVGDp+mM+cCforI4TvHyIt6lRiTTpP1tg6XGDwkv/CEmLvkULm4Yi0FRFjrDoeQYB02PSVJhowbKpYgM9XPquzaHVZsOps+PUMVwDx7VwkdkNuRyJJikhzAwJYpZPyPNQfAfLstjzmmzQoGfZDJpJgtS8LjYm44aEYjrIgOr4aMhUPYOG3SeCTMZXCSIiSQohUSPtq6iOz77Zouf06dJB7nYREWgJFrv7e3i7ZcROizJNBDWESgoIYFourVqFZGqcN954nZ87t8jpVJaKWWQ8nkKRVE6fmkLxPJr1Fr4nogcidDsW9+42kNUAsihSLlfxbAfPdQmFJQqFFI4tnRhfe0iChaoqo9SSqoLjeEjCQHpQgiqua+N4bfpWE8fvYbp1+mYF1/VwHItOt85RcY/jyiFyQMDBRo+ESCbytFsG42PTJz4Xi3A4hMBAQkun02iahq7roymFTCYzWA+v12m32+i6DgwklGHaqVwuo6oqkRPfztDEO5RfBntZP2FVhvLQUD5JpVLAQBL6aQlr6CMZykxD2QUGMt4QYAzZEk3TRmWFnU5n9HgoDw0TSsN1cmAkF/1kH2tw/uHj4XMGBuL+yLQ8lKuGvTmRSIRGo0GtVhvFuYeSm2mag7bpk1JB+EkBYbvdHk09DMFhLBYbJbBG8qBpjs44nKwYylRDr5DruiOWaihTDV/XMIxRMkvTNMLh8E9FzgcslW3bo/MNSyFd1x291s/SzwMKhI7LdGlzwF/ToY3Wj9NulPgiUxSjGXLFy2xRwFo+5hN5i+/wLt/plliNNblPgBghUu0I/pUyh6bOiqkz0XuBqe0AF6SHJJwMFFf5MR+Qpg5BnzJnaC6nqQafsqXuIUgJBHeDQPMaV9w8IjIV54CC0ePi7Mu8FtrH7Kp4JNHxuF41ONd0ycwK1HyPxPMNHlHkO194RrhpsnfrKd9aNdFWE9y3glQ0lRYacIfmcRRLt5i6G+O5L85z7ktQkCdR3TRGNM0pcYp/uXiJU+1n2K0CrfdVpmfatD45Qn6cZCaaIx5P8nA7TUR4jFeyOOv3+CeTEuXgDJ4fReAYU7E4kz7DG+1tNvUzhJMdrq2W6TV07oZ19FaD0zcXuHznEY9uL7G1+zavJN7FEQ955EbYKeismAr/b7mI8xczvJK4QLzap9eq8GbHRPvSRc40FshEHxDbDeJ18ryRbZD6gzaH1SDe2DgbY1l8+xb2+SxnL55mLDBJrOLhGA94fvNl1r64TCzgsfXRXerfX+V230d153jtl136Yzf5Q+cU5y+9w253jI9v2fTfdJm6+D7WkwxjsRbWV6aJ5A7Y7uRJZdfRlrIoe2vEZzRWeMylx58xdmOcxu3LBGvrPD6ycF58wuH37/OgbHBPiHJ89W0a4TjvmvM4UQvltXU+Z15H1nsEzldo/l8RpqqvIWyUKW+v89c9H6ucoRft8XYjz3tPlqhJ+1TtXRr9Gs893mVx67+mk1oglVylmylw59Im/c00wd1vMf/wQ1q9ZZ6vzOJVUtwvLWAshtHtd7m+tY3kB/jmkyLb8jhlp4Dom+RbeZIHbZ4/X0DYWWXxwSyr/yUcHx/w0VYady9BtdZiU99heVak0Zxl1jyCl0MEX9niymaYq71N9lPPcH2Dfj1OtKiyIEhcelbl2vksl9IK0ezv8id+l0t/vcC599aIp27ynDnOcewlxlX4Gn/Bn3346yhti8YXDvnbTIaZ7gEb9T7VpwecfbTK/1kxePDkRZb2ZCqFdzG6qwSDs+Qeqpy9usr6udJ/8vvg72V4vvPf/69vPRZ6VCQLy3Pp+y4FMUzGlzEDCn5QIetqBBQNSxGQPJctocOm38HC46KWR3B8+oLPR0KRql1jkTAFQgSQCMtBYp5EVNKouCZVLPKORgSRKjZ7moPoScx7IbJopIQwMUFBQWA36GDZJuMEiKPSpI+LQEIIMOYpyL7PkdunT58mLik1juRaVESTrt3leeLkCVBFQhU09NA0iqWjAvXKFuGZM0iKxJTncePqC7z0xUu0n5S4VV5DUjW2NisYAvimQK9psbttkAonKNZ6CP0QDiJKUMKyWly8lKBTlKgd+UTDSbpWlaCuEFRVTLcPmkMsGkD2Q4wn51BliUw2xWHpgIazgSv1aJt7pMYdTKGK7YPtguubg70mq0LHqiDIA7kkk5igkF8kqCVp1pukMwlMo0dQD5NKpXEdh6mpSVxn0M3i+T6hoM6jx4/J5vJEo1Fy2cyIVTg8PKJQmKDX6xOLxdne3mFqahrPZwRwfN8nFovRarUoVyqMjY2xv7+PrutomoYoSESjUXq9HuVyGcdxBpH14jHhcJh0Oo3nOyMANohnN0YJpuGGVzwexzTNUWtzKpVCVVX6/f4oDh8KhVC1IKZpjs4XCARGXiXDMEb+IMey6PS6CIJILJ4YARtJkgbsjqLQabewbJtIJEKz2SSRSPydLaqhv2fQoeONgFYoFBqwRyfN0kMwMSwOHPqShmbsYSJryACZxgCc5nK5kZw2LFAMh8OjmD2ImKZBpVIaxfnxhZO4v4QgDNqa9VB4ZLgegshqtQoMwOmA6XJZWPjZiaX/+W/93lvfwCbKKc5T4lb0kKn+PHFXIKJ3CE1Nc/bomAwpauGznHH2eZAz2RGaaE2La1c8Frqn8SMCf7wRoM4+v5nOU2pWuIZONT3LRHeS+On7tKtRDhY2mNhMcH4iwcebh9hmnLPNEPPSNOO6z7L1FN0q8Igi309U0Etl4rU41UmLnqewHDEJ9FTGtUuUrfdoGHn2nS6Hh+uckxMsPoMn/jG9QI1Ljsz8y2PYu2MEXZ+5idcpWynyiSIbWxBeLtAhwHPied68DP6VLHMpmzt/dptmIc7OgxI302fIX9gl+CGUZAsheYmHHz6lE5ih0t3lICbx0uk+8cUwxysdGscC+pWPEB7EeXFsByMX5fa+QDa4zfkXJjBrGl/159mUH/P16R5/e07AWL1JKqHS89ZppbpINZNCxmLzqc5z3mNasTHCE1uUjrb44LbMpF5m+YWvIKwVaP1Chfd/dMzsP18g/z/ESIybfHxxjFDW5+vjc9RXdrhbrzEpLbGbctjsvMfZsSx2QGLs3GW6E/exbyb5YaqEdb6Dkk2gBcJ0P9vkueUcn28leVbfQ7p/hzeteTaXJD488nipfER+OcXaRx8Te5zCPfOQSmWWiddvED/W2Vr1Efc+oS18lZlP1omN5wguJrFXagj9R1zwQswrHW6PpUiV3uSN0gpH+q8QaT9gyjpF5cfvsNSvEetVufbmu8RTL3OzbzHx/DlWHZtfG99B/9FLZNpPKb/Y4OpDgUPpAme+vsujP+nzzX/RIq34LK+26HsF2k6PR4cvcePncqzZCvOnQjwNeiy7e2x4BSrJNM7RJ/RvfA3zzkN2lt5k5t5TrrDLd06PceFggXr5Ax70FvHdGvmIQXknyqVLHb4oHvFjUSDdnqfjtkjo55De+Fv8D5/nuJSg/SzORxcqJAMTFO9EWfQOeOI8YDE3Qyf2GHd2mtnYJfqNN+k0Zpg9F+ShEGdsyuVwxcB/7hJ2qIfTXuX+apG8oqA4GldcmYXXPbKPpnnx3AS9SJ++3md2XGLz8RGC2yA59iLlgwT1pRUWj7fw5jpU/TkuTcz+wyWt//Bb/9NbwUun0AUZqdHFxUMLDhJDj4wKR04PPIdZV0NwfEK+R9ZXyBEgp0UJ+TL4HqLvIvs+GT9IQNawZVBFibBjE0VEQUISBcK+T1aO0JYEerrCzd4hz+gQl0LMyjEkf1Am2MMDRcT3oaY4FD0DF8iLOpog0fZdTHxigkaRBsf0mEiM4/cdfHyuy1nGPJkuPiXJI+IqlC2TlJxFAcJOg1qxQkBP4SoiQuuYwyePiVRDvFPeIxqLkE0FOTIV/L5Mt+FgOxpOJ0xXtEgFwyhqAFGUmZrKc/acxuFmmeJ+g2AgguNIKERJxgOYtokgQlAJUT/uElMzqIqKqEi0jDp18QgHE9t36JhtLjyXpVQyUGSRQFhGCqj0PQtXttB0gWqzQiG3REQrkIoXCAc1Oq06iiqTyRbodjvEY3EEcTCK2W636fX7qKpGtVYjFo/TarWIhAcMTzAYRJKkEeiwbXsk34jSwLsyjDsPmQzHdQbTE53OiWFWRg+FkSSJ1dVVYrEYiUSC3d1dpqdnRk2/8BOWZ9hrEwqFRpIWDOSsYQR8eJZh8d/QhOs4DqoWJBwOj842LPb7aSOwpmm0m01ESSIc1k/SUN7IRB2PxZBkgWdr64gn/TU/zbYME2CD2oDsINkmKyOmZGgith1n1BvUbDb/TrpreN0GPiJt9FlC/x937xkjWWLY+f1efpWrK3R1de7pmenuyWnTbF7ucklKDKIkSjrogizDsmF9MQ4w4ABjfQaMOwOnL2frHO9OtiySkiCKS1LkkrsMuzu7OzO7k6e7p3Purpzr5ff8oaaKpCEJkD7dsYBGh0JXvXozqPfvfwyHscyeZ6s/NBqNRrFte+D16RuNXdfHcWxc1yaTyQDg+zxeWBdpPR4+dWyHVqv1ePX9p43ZfY9Pz0wuMvsL5OH5b/6nf/rG2ROjOFqJHc9CaDdoM0YGhRuOzFpO5MCuY+Pw6+UPqTt5htI6kj/MkNli7iDJNcvgdniblHmAE8R5YDsMuXXkZBy9KnOBjxAqv0xhXCK9VWH67GUON96lmmuz1omxSYRupsWl1BBydxvZOYdAi5x9BeV4nVb1Cof2Nk6rgGcfkfBn6U76mLFdasMqz5UrfHukwzlX45STY31hik/bz3LC2Gf5KETJu8U4S3SMLeR4l2RplLRRYKNwnbGhWZz3TiL5y0xcX2HKNPha1yWaKiB9Osryu22OJju03teIHQUYazsMzc1wfu2AQv4cU80ywWfO8o/P6bx7bYXQVpLuyhyzz3fZqlzm8vgYq6fXiB8UuCgk+P4S6GdaiEYOfXielfcqrD7XQa7tYtUguaAwa7zMhjtNJnOXDx044yeQ4k2qOchKw2znVpgOP098tMrYg1/iRH6Mr33ngOSFHZShKQ51ONu1WDqSCRs1arJLJdNh+EAk9ckS2+GziLV11HycjtphIvEcpijy2aZNKDHEUCFOfGGUD9MjRIsHLN4Xsca+gO3e5FSlxfT+Bf4wvEu1foX1ShfhzCuMuxAPH0P2l1i+fpv8qMWD+G9gLj7gyiWVsF6ltTXGznSX4PAieydcNjI15je7RLq3ubl1grkL79J48ALKKyau2uJhOk50BzKhX6JzO8JOI4535PFys85HiQjzlxoE8ZewTh4hS8/h6iXqD8MY57r8F8lhqm1oHNqIW7f4lBewN7FNOD7ExbZNq+Uj6inGpYsU1LfY/6HMlBBlNRRmJC5wefuAxJzLXl7ni8bnuRt6k6mvOIRqT6PU8nwn/YCRhSzGuzLhpzbpjtao1lMcFzp03jtkZP4y20sf08zPcUyWsac3uHJ4ivhzs/wkyJLzbOK5gLV/niB55uvcWg0hhAXG8g85qi6TivyEdPMU2+o4V40C9q5MTgpQtBDTz+rsWV26UhsWT/Lh7F9wWJwk0mrSXhtjZddj2ixT1KYYHe+yt5fjCWebj3czDFUkWt4B5xee/LtLWiOJHBuLjygfHCHgY+NRkz1qoksKmWlf4RwRomiERRGPAAGBEBB2wA1cPFWijU1cVNFFBUsMMAIPnwAbBwuPtmfhey5xQpj4rMpddiSTNh5VXAxdRkTCCXxKtLFkMI0u+0GXvaBLPbCJSr3UjO25dHBo4rIpdOngkERhTkqQCGSGxBBxR0RHR5FCxEQVF5MOLcqigamEgTBq16J6ex2VJJ6q0al0aO4VMVpg1S3SkTBmy0CVIgSeTKdpIQQKqtpL/ZjdNuEwxCMypaMqRsckCHoG1cAVcOwAUZRRVY1YJIEuRtHFGCIKiqwR0kJYroXhgqzLBCK4QCgSxXU9HMdDEAKEXik1ngRdv4Mek5B0H9vxGEpmEAIRUZTJ5UdwHi9qC4JAKpUayEP9LaV4PD6IfffLAPvyTKPRGICKeDyOqqqDNFIfkFSr1Z8br4zFYgOWoz8pIYpib3290RiU6iUSCfb29qjVaoNElGVZgySSpmmoqjpYNVdVdeDjAQaSWT+51ZeJ+kWHP5vI6r+efqy8D076G1L9n/m+j+f/dIern+YyDGOwbC4IwuC+vnTWarUABuCrH2XvS0x9iav/HP2UWv/reDz+WIbslSz2GR1gkArrJ7b656m/jB6JRAZgrQ9m+sfVB2t9ubAP3Ppbav35DEVT/57Q4t/PWyKfpbm2xvx+lS8swJcAlyJ7uU84wxDH/HV+tx7mi8enWGaK+mWVo1qTU0UN1QtYR+QKAV8sn2Q2rPKls1lOzjsoz06zH9e5cvITbo89zZLyJgWxQJsU2n2fH2emMO2LHI5UMMY3CRUFOitTFLpR7tFlU5Yond7i26s6hcg3+XBuGIFDrrpfZD8aI72Z4Gh3BGNZ53vZAl8uD3EuPcE2Hl/crbJbfReZLJ96RUbjDFmew3eeYHrh1wEVGCVmRClufoQyVYbUPPvdGN/65JBCMI17e54X3mzyuWqX1J+NkAlZbHY9Ns9OUXXHsKK/Cjv3EJJR8uVdvv6NIvciU1yPVxjOHXJD2kPMNEjPScwvxzgnPMUDOcG8pLBUuUJTnOJAEUnG9zjZcViLx7h9CZzDS8ifXUFcX6eSg9/PgjES5loJ9v8KZvZXSFZjVBfeJ845zPE6SesUX+4WOLPwKXb9Ga4YAfXsk5zQZ5E/N8lkJc5vNjXKs4e057M8vahzI2Fzt7rKMePXkZXbnD0w+e7WIaceGExcFBH2HzBp32X74wpzhTDK0h3KT1d5e/0qK1/a4+VkhuPHl/nteY3zs3dpvTzO4dEa6k2donET61yaaPs2o7zPtTMKb8de5sHhOzi1OLnWu4QPMkzebXD5mdc5Xh0hF7eoWKdwcwKhv/gT3G6OqXAc+6lnuS3muPNkmNKkxx0h+ugAACAASURBVOzTAdWLCmoxzvVNCUZ/gr2iM5SpMeZqaM/GGRfqfGvHxXi/QujpPMbEC/zrUJLPRaa4vWvwvbUWXeeQxUiXg8JPCO29SjXT4iBXofjvtqhUziGpF/nBXpPdTZ1b6nvsHQrsXBtBLPhouTRefZhM4Qavf96m8W+eJPgoSrOQQXztgParEnfvuhiRy4heGl2TOd3usi9cY6f5NpeDBswO06q4XP79Eh83/yNe8/J4bxYwb41QXv8tzh08gTEX46krKtfjW0wnFTbEKOuTAi07z+yay4+m0iwOfcxL0u8T+jBMdSfJ1vQR+jfSxKbPMHeyCIsXOZ8osHda51NnVNTPXSH82dTf+H7wtzI8f/Jf/fM3prwQJ4IIxwgxSowNp0nZ7hBBIYzMlJpG8lwcMWA7aHIrYrIhW4QdF0mQ2JVNltwqsg+dwMbyusiIFAOD+xmBm14NU3DJ+woqAYEP35dKrHfKjKISRWLcDSEjsBd0WaaIF8hYUsADscm+20IVVTRfwJAFWoFLSwpYCapU5oc5FcuTsjVC9S7HSJHzQ0iizgdBjcWgTtKXqYk2HaGL5DrYnkQ0kkKwj0j4ArghmM4ia3Hkss8dp0HL6DJxdpylYh0p0DC7LpIcRhNCKFEL2UkQirqcONdibNJG9mLcu24QDU0QUtN0jCaRiEgiEsdxbVRNBk8lsCE7NIwsK8STCT745BpqDiRdRJBUAkHA922SQzEQAhqmTSIrESghbM/HsG0Mz0CgTURLMTUxhd2xUVQNRJG25ZBKxhEFEV3XUBSVdrtNqVwhGo2xubWNaVnkcjkiYX1Q1meaJu12e3BRFEWRtbU1EsmhwZilIAicPHmyNw4a9CYNUqnUYEJhc3MLRVGIRqMDdkZVVeLxBIqiPDb/VgbyUzweHzQqA4MLev+ibZrmYHJCkqSegTkWo9vt0mq10PTefZFIZODz6Utv/ZbkHgCxsOxeSZ8kyQQBA0+OJPW6bCRBJByJDIr8BEFgf3+faDSKqqoD0OF5Hg8fLjIzM4NhGESj0V7k/TGj1K8B6DNOfdCUSCQGDdH98wsgSfIg0t7vyflZKe2n46JhLMtEEHrdRJZlYZm989XptLHtXpxeelyq6DgOqVR6MExqGAahUKg3Cut7zM6c+IVheH74R//dG0/vl3nAp0l7YximwzvBBoIzRcgrkTBkFmyDraJK9XSYG3c+gNEmy9VJpAmB+bE2wWiRfzWq0+qEELYsFrOLxD6OYYzKrDzK8GHrkHXf5YVGkvSpIfZKM3xdXKM+tsmpzSLeZItWOgnldzF4gSPepOSPsFk4zV7kHWqdFk8dpphFIxtaoj3WZrGawcLhAwzyyZf4cDzC8bUms3Kb580JPh71WWod8r+ubTEZ2mHLLZEhzNGOwcYpkWDsLNbRDiMEGBkHNTTO2vgVFjbeJ241eX9Y4/xX0nxkqqjWEOOvFml202RWDhkWBLRTN1ipCPzTV86iyUuMxyvc+bDB70wdp7J9BjF9xNimzVuhqzgfbLH+pTDOvQrCrEYQ02mGxvhsdoHvffcjSoUmzz1lM/cxfHe7xKxUQzuhEylLfP3Rac5KD9BejLJ/W2IpmeLsVIfa7Ta51nGOzY/QCBXRljyE+ChH2SVmlC7jboTREwp+Icz+bJHG3Q2eE0/zsKkwFP4e9tiTnNy8jLL7gD3tPM2by3TnDmkWz1GNTjOR7VL4aIvkF4a5/uQkZ+fL7BV9LqUWWLy2ylk1S6R9HM2dYONohcuKzj2pysRnBFzRZa0wykXlW3QSTxLPlGk3PE5HFJ7JbbIcdnFehnhtktu3DdKKRjG2T833ePalLULtKdonfG49SiGpcDq3S1cuMCytIrt5ut/d5lZkC3vKYeKHk4znLvHoQ5fTpwy+0daZWLI4sq+TnB6jsfAI86sRJo5K7EznSVyKk4yc5mB4AuG9G8gLYSa7GfyxNSaWpvn8r01yP/QxWw+LSMfexU98jqb/PunYArHyKfYKd7nz9vdJ/rcR0soIq/92gpuvVZjyA8bDNpVGl0P1FL9TbTGdWmVrc4bhxAbx4BTieIa97RzPLvu04106n5rCvLvO8S9EuHXdIfvpOmpW4cToW+yclZC/tYJxP8+xC3dYujPEsVSTezsOT9SPc6dU5rQ/xKWLDg8/WuXOMzbpTgW9IiL8VooT8XVcR+Xe0CnM6j5m4oh13WbqwTVCd48zcf6vZ6n/VobHRiCCgi7IhFHJCyGiooKJCaoKmsaW36aDgxl4+MC+22bNbeAARa/OulHCCqs8osEGHZoEoMpoispuvUzB6dBye2kcVdZQCBAsFx2RKSHJnJAiE6h4qkRXCpDQ6SrQFFy6bgcXqEkuVcWn/vhzLSbRFgQO17Yo7u7jGQ6iGEIMh1HCMWq+g0FAF5c1OqzETLY1mwCJABHb1AjEMF0M6tUjpOgoyBqCojKhDmN3XAzHJR7WkKXeX/uSIOIJFs7j9W1FERnLh3GdGo4RwrNjuLYEyL3+HLln6BVEH1XtMQ8eHq12FVmVcH2PoXQCH5BkD8d3ECWNTtciMxyma5hEYtA2DUyngySqRGIQjsPW0SaxtEggW6h6CF2LMJTKEImGBhfb/sVX1/XBKKbneUxNTTEyMjIAOn35JxKJDMr6frYHpp/M6jf8Kooy2HRqNpuDSYNEIsHBwcGgNbkf7YbeqndfqpFlecDY9Htv+ixIn2HqJ6X6w6L1en2wRt4vJeyzG7ZtU6vVAAbdP5FIT77q9/30gVQPTHl0u10UpRdP7zFJkUFBIvRSY32A8P9fm+97dfrns8+wmKY56Mrps0qS1PM19Scr+h6ffjGj7/sDE3P/dfu+P/Al9cdUf1Zma7VaKMpPG6z7vUN9g7WiKBiG8XMr8OFweNB+3WfHflFuR7dddk48x3FuUi7dZJgwlznHSTvJy/mzjA0P8UOeQpfvMVfIIYUU7qzrfJPbHN8d4s6SwzfvzSDtL7NU2eADpcbQ/VdIUuHk0kPM9C2gToYpAjzi3iwp7vNMq0ssnWU6+RJjDz7NE0s+U8oZ9lmhJEEyWmRy5G3OmzaZIViPpfhkPMrXTgd8GIvz7ugayxxQZouxgwNefVgjEo5x373An5Ljnxxp7DLFpWyWt+QnuTkt8H2iGPwVJysVRra6JMhyaIgs31tmd2ofVVwhd/wEVcKYhRCPPjlDkD1i7SsOK+9DYVtiHHjQ2iZ3x+H4kMX94vvsbMOhniU/fZK3V2Wax1wm7j2FnYsQulxCPlMjc9TmuDnNznfTpL8t8ax1lx+KFaq/YjD5KqxuQeFYjgtPpeiOQyY3y8b4CC9Zt/hhAMufRHnuiskLZzrkAosHI2V2X44SrQ8T7pRZfuU8Ut0mbtns6ZP4YZ874ffpWil2KgrFhS/TmgvTEbsUf+UqFyc89Kkm115axjhyKZ6/h7LyHMfmHhKP3yBqTlGuzvATV+Uzq3c5WHoFNZHD1mV+deIiwyd2OaZ+xI7yDqFxE7NmEg4ESksuV37wDxFbUWaSl8BYYHEyIKpcQD09z8q9ANn8LWZiDok9lUauzrdLO6TP6Mw/f4WjOwt8TRshfv8Er86pSKt1yutzVDuHFErjBBu7tE6luTwywvPOAsUn2two/oDgN/6IsqIws7GDfabIP3r2H9K8U+KJP7+ArdkcPK1wGKRJPtpm48wd8nf/JcPTMfKrGmJ9i9HwMNF0l/VCmfjRFKGTIfRHv4EkpRkpfI77b9dYzXYJv5Qg98U4jQcvU7xjkHgtw+8tneQMe6wrdzjuPMfC2AMeqDori8+QGvsRmfRz3J+0+ORHzzDjVvjLKQMlLzL/jTjmsXnqB2t4o1NkNodoxi2MhTTesk369z5N9aUiDzafx7p0gv1lj4vaLE0+4MpFnXb8Hrvl3+DKE6OczeZxLwyxNX2MJ5TbrHzrDg+DGT51/m3OXHLI7Y5zJhwhLr6O98Ls3/h+8LcyPH/4z/7lG1FBoSF7dAQfzffQFJ1sEGJOSDAjxYjZXUxNxZB8Mp6C6dmovsAsYRoirIpd0q7ESsKnHBGxMzGKtSonXIk5EsxrKUaCEJFABkmmJvu4isCYFGHM04mrIZRAwBcFVM9jkgiBEGCpUPFdUGRkxyfja1QFl226PDLLeIHPpKAz7unk0ZgQ4lieQNW3OfIt0kiMSjF+IO6ybhzSciEiDtENAoaFBCGgEZSRBZNQOE/owizFh6uoUhhDgJ20TTaXot5oUWt5RGMJjKBDVNAJlC6JeJRa5YjyYcDGQxNNyeH4Jqom4fsgIGO5LZC7FFp71FpV9JiIpDtIIYVAFdgqLBPJeggS2H5AIPggueRGJJJDMo5nE00I2E6A5IvE0jJ6xCcc7zVY5/N5jIaHZXlkx3IUKkdEtRC6phMEPqramzI4ODwilUrTbLUZn5ggFotROCoQiUSJxeKIooQkyYyOjmEYJoIgkslkyWSzAwNsu90e+FG6RnfgDekBHpWNjU0ikQijo6ODuYc+qzKYQXCtASjpX9T7ElTf91Kv19F1ncPDwwHAME1zsAg+NDREuVzGtH468rm/vz8AKJFIZADkHMdBFAI0XcNxXHy/x5DUalUikQjdTqcHJkQB+bGkVqlUCIfDjI6OUqvVBoCkH5m3LJtUKjUALK7rPn78nyag+mzTzzI6pVKJdDo9GExVFIVOpwew+tJV3+fTj9X3P2taCNu2CIf1AejJpLOPpUkZSeoBIoKe1FatVkkmk8RiMSqVygAg2raNrMgcmz7+C8PwfPsPrr2xp43jSh8z0+1QD3zi8yolx2VciuBX02T076H7I0Qdl0fml1BooWBylgMKTNChwPVOkoNnL5Ay73IoFfjqhMZXqrNcN45z+vQKcmmIcvIk4/sf4pLnHoucc9rMlY8ADSXeoDIeYrQaJxwkWSHMXGOK70ojZLsiO7bCxaZAqjnLB9s6YqtAkgoLiEzOlhi1Y1zoXiA1V2a2vc37wyGeitaYKeRZtT+mo+wjJzdZac3jdaJctEocoRD2KySIENUUJoRPc+/WuywQZ+9YmdStCg/OXST88QSynWVhdpHVwnO8fGaHT0YlnPwphkJFtm+BIZzGeytCa6rCwj+DzT9vkjJaNMINpowQZvqQtrfHiRc1wrN77EgXiEsPOX5L5uT5MvcDkPwOCm1uGyBf2CUhmHwgOvznI3Em2xXWkzArORyNQT6zQG7jEc1jCsvxEV7ciLH6lWlG3tqhcXWOYXWfYxsyMdFC2SpRiP4Z6eoswtEdRi++SKO2wNFqi8k7o/zHz3UpHkTInHpALfQZNquHPPVSjPhhnvnnz6FJ4EgW85sOO9a7jOVmeHvVJ/x8nKOdCRpH05y9tMLOBxvsloaRn5ZJL4wirKyTmFpkX3kB7dBGfhRjWWyiRP831vZfZyoRMFmySJ7IcnqpyqF/kuKTtxj/0CA4JRDZ3sOrCszMKmyvPWJ2c5hKaJTrJ5dgNY23KjGcP4k8d4GPvreCKc9yvruMbT/P5o+/zxlpjCUekr84jB7q8NqwgZnzeVm5yM2GRLm1jNsexkp4yA2ZwoyG0XkCZ2mF8fnPM6e3+EbrIfvmQ55ZcAgfDdENPk1tconZTySe8uYws+vcmVgmlhlhfuM3WMmlKJp3ibReI5z/S5qlYf4qtsHIxgLkr9EqqHz+3Dvoszl2giTJoEPnx2FGR4Z4c/gGnniG0x943I5tIt+eI7lThadf5cT3d4hdTSAFOYwLSR7ZBi29DJ8ICPMNhtc22cvvMb91gWJ7lt3pAp95b5TD13Saqw4bwRFZbZiJsTs82M9wanry725a/skb//sbo0KIpKIT9yTCgY/qQT48xKZZo+h2CKFiCy6+49DQeiVpOU8hFsiUMJFkiXggodg+Ysem0KzRosUoQ2QDBd31SYga4UBE9+GGUKHuGESQCPsCJa9DO/DQPBsvCNiigetbmI7NARZpJcKclCTviTQEH0EUibiQlHRMXKbFKIIi4wQBugeqD4KqYYcE6k6Ltt8ggY6iajxwj9imRigQ0AKZmJ5CtSu0iyV820WNhRC2q/ixCN9orXD2WB5F01jfM5AlhSAuo7RChNM+ihAhMDI0Swp4IUy7N4jZtg6xHYNmo03bO8RTG0hDNn7IwVO7uHITw7HQkjrFzjaqItJuByRSYNg+ogjtpsFQMszWhokgaNiORyzqEY4qiIqC7XlEwzHSqRSKF8F1fXzBJ5JUUemVy2laL1HU7XZpd7qMjo6xf3CIpuuk02l2trdQVZVUKkWj0RikmhKJxECOcdyfNj3XajWy2Sy7u7uomsbh4eGAwRkfn8B1PeLxOLreG8RMJpNIkkQsFh/4UuqNngcoHO7tY/Ulnz6Doaoqlce7XK1WC9/3e3MIj8dGO53OQAYLR2IDRqRQKJBIJLAsi+Hh4YFxuVwuIwoBkiz3hjrNLqIoMTQ0RL1eJxGPY9smnuOiPpZ+LMsim80Oklm6rtNqtUgkesWMtVqdaDQ68MnUajX8wB/0Bum6DvQYnz4T1G63B+3TfeAmiiKlYq8ose8rcl13UMTYT8X1DMw2oZCOZRnEYjFM0yQeT2IYBo1GHVXtRe6N7k/nMPqt15ZlAWBZvWmNVrvFqfkzvzCA5w/+699+Y7I+wmdsSMSKtC2d1fIkc8Iv09UWcYU7tBr/Cae8a7TdE4Qo8ARn8NGQFsa4Xd5AI89VxpF2K+y3N1nJidCuc9xz+C1PJtKdwxhO8+VSiR9NSTjxEpXuBO2WRFopwfQE944ShMOL2LMyy0dNkp5EmBt8dLJCtz3HF/Jd0s0xxOjHbIYjZA2T2yTR43tciE6z0SxSdPdIeTrCyBPI+zfZs4ZY93wm0xE2Ag+reIolbFYj+5yTy5ihMI+ST3Kx84hGwcaaSRHu2JQ6WQrdBd4a/5jfG10lMFd4+KjOVMGkGNqjfJQmnHIZjp1g0wD5qSGWPtQ5k93lpJGEW3f5sBJFGdriXqqAGgso5Qu0BROzU8c22gSFEvmmxQc8YiMLB1sizxQzHGW6lH0YUeArMYeDSJr9UpN6Z5h0TmO0GQZDRRrZo9w4hz+bY74+z/aDWxxPJRGfimKIVV5cGuZWNc9kbhpn9AMW92c4o5xmrVSjeV8g/2uHKMU97kYlurkNFr0sqbOvkVg3eeHVq/zEaKAPJcgF30HWExwcbvOovsI/kH6b62++Q/pTT7NcDhhrr2DFfOrZiyTrCcZeqDMm1DkyPYThHGr2PBfMRfKpGG7iCNXPcEu4Svqggy82sMccfqhOkpm6zY4nYD5Q8XWXR7Eak3t7fBweZlZfpXJ8lIRSw22OYGsBixNFxj2d8mWBg3e/j9/WKa/L7H0qym9enOFHkkZj3EUdUfEmT2F/aPCDUI2Tt5LcLJSpuxdwswUy8X20qWGEToT01DAnnF2cyW1iUwns+jkScoHC9DSnNw+4cDlgXSvyaMsiHtE4PTXLkWHjyQXEbo71mWtEvvMJ024SKfcmtYqG6kFq5jQh+XscyCHiz5zkzt44l28dUog9YO0WPFFfQYxr7FEhf7fNRKWDZh/DPWEhvBhDuD7D7tCHLLlRgp0VJtwhhhOjTHdq3LgIrSWTxP5FkvMz3D68yxPHA3RvhKJcx+1McajWGLsVEPXC1Lcu4L39Fsc/+8LfXdKK4BENBJK+TDSQEFGR9DD7nRqVIY2DrMaW2IvLKoLIfsjjKCbQVALqggNBwJAjUfVMfM8hq0YZReeklseTBGwEPAR8AbpiQBMPwTXwAxffddEACQ8bD5OATbpcV9scyC6apDGlJ4l7El4Q0CBA9WDIl8lJYeKBjOi5lASDPb/DRtBiV7QpiR623aXdbWGILo7kIwKm38GgjYfDIXV2Mam4CipJJN/G3CoiawIZWUHzoNUB3zAIyTKeR6+hVxSQCCFLIUJ6HF0ZIayMIIoyohjGsmQajRqmXcHxG3RNE0F1cQIbUXfRkwJaHIygiSt0sXwfIZAIKT0vjayAZYHjQL3ZZTgbwrVDeL0pKfRQT/ZpNH129rbZO9qh2amB5CPLIvBTxqQPIkKh0KDRuB/H7ksl/Yh4X7r62SmIdrsNMFjfrtVq2LbN/v4+nucxOjo6aBPu+2v6u1j9nh6A7uOGZOdx7FvTNEzT/Dmzbf+jL1NpmjYw9/alNGDwO/0Oob481peM+v6fvvzTH+vs7YYJPyfzNBqNn+vZsSxrMEHR7/3pT130TcP91FZfxusbpd3HKa1+tLx/f5/p6S+fAwMJsS9d9Y3K/bmM/nH0gWA//t7/um8q78tX/QSWJElEo9GBObr/+D/77+37PqnU32z4+w/xdvH8LzPHAt9jmY+axxGAV4Zk8ubXKcttymOvsJT4Y1bUKWL5PB8ki3ww1+JcfpefLNlMsoCCS1m5RYFDriZm+OLOMJdLz2LaIQqIPJTe49A0uMkN1O04y7ubBOF1js7XOOnMUdkoMyptMrN3mjvrI2xcjVJCJhqLMLt/jElth8XdGB9RptXqMtYqcBmHL1Jjr3mCb6xts2FKLOpZ7KaCuf6nBImz3LVUHLHNx/XblCJFZAxupVdJGBaPul+g2wyzUIgRMEox7LK690OGM5OE8gELQ++jhSxuaE8yb0wRvtSlEoPIp2VqygwJZ5qgWyPiP4n+b44T8lwaFZO/rAb8RU0j9UybnQc6+UVIdgIufi9GsAixto3WtUjMq3AuijcS59j6JE9uj3FzrMxKGa6Mg/2/xPjJNUg7FTY2UhyUCsiVaYZMnXW9we4KBNVDUjerdIrvEX/ZJLtZI7dsIGwc8n+NNJl45iZl5SEt/UtcdA5pSwmCPQX/P32RcfN1NkfyZB5ZzE7+Lnoiz0HigBPPNXn/7i6RR5tkfvwJix8fo7CeYqR8AWlbpHnyBt8eP0LQrxNZ2eRR+ID5T8k8uRbHC1+ncXiGt4ayBCsmFztdbm4t8V03g+8UiK6LnJ0p87lYjavCDsPBi1R2RvhN95D7FgQInNaXCS8X+PylGTrV13lGMTCcC8Q/maN6a5zaxEdoI0d8IVDwpAXce1GmxavUYh1eGTvkxE8C/u2719lDIdw+zvbWFitvfpX7n71OV1L5CznGOX+XK89XGDocZzh8FX07zFHjHTa+n+FNe4a7nWHmfpwllbiJW2hz7OE+zWGLd5ZiPLui8sr2FtpJm0XtAEMw0a0JqgcrKI9OsZsWOUjEqYReZ+35PHtz8zStG2TyE6RzIaaPdqnFVmidnWQ7/TqPCJh98tMsZzU+X42Qr2q4TxjExiJkmwa5t8KUtx8yHmgMZZYxT44jSNMYhs8HlZOcfrfIYfqQ8PF/x0jhiKftBW7fVGkVvorQeZMLIxZpdZj0ZYW67bDq7FL/H7/4N74f/K0Mz7X/4WtvTMkpJF/C9n06uNRdC1uCe919Drt1JE0m7YIqijwy9im3auC2GELFVUMogcJCEGWBOGNeGF2P0dFklt06eV9GQeLI7xJDIVAknvQVMmikRRUtgIigoSMQQUTEJvBcMkKEeiJgQzMx2iaKBzoyEUVG8XxMRaCGR813UfDYEtpsBk2saMCiUGYr51FslggCn67vUQ0HBI7HhBAiIcm4vkCSCIEP4+kZ9HaLWNdEmz+NZNgUzCrrSYd9KyCcGMbpNHDtNo6iELgdhqJJfMcl8Fy6RhstGqfmlOgGNTpym2hew1YtAhkCISAAPD9AlsFXwJNMKs0DHAe6gUcio+G6IqIAyaSKpHrUWx5nLxxjd3cfswOuJGObIHkKmbgOcpt6dx09kqXVVTk2cppG5RGCEsJxDaKxnvHZsj22NvYZH5ui2zXRQxqpdBLTshFEka5hEIvHkRUFVdMIANfzKJXLiKJIs9kkFAr1mJ3HfTi6pvV2vRSVSDhCu9Ud/J9SVRVVk9FDGhBwVDhAUSVUTcZ3A8IhHddxkEQJo9tFkWVURUVTNVRF52D/gJGRPPfu3SeVSiIIPUOzqoRxHZ9YNEYorFGrV0mlkriuy8HBISE9QjyegEDANA1UVSaZjLF/0JPzZFnDNl0kUcJ1PApHRUZH87TbLcLRCAESjmPTqNcJhTQE36fRamBZJvn8KLbjUW80iYYjhHQdQeyZrXVdp91qIUsyrXY/Et7b6Oq3HYfD4V5T8uOSxr4UWKs1mZiYpN/YrCgqILC3t086nUGWe7JXEPRAjChIj+UvG8/rtSwPpCpZwTRtEARMy+qNrT6WDmv1OrF4HNtxCKkaU1N/fUvpf4i3N/+zf/FGJr/Oy80nCGUCtroliuFxVo0ku607PDQfcjkIcWAkKLRbnHb32Si53G8vkZlSERoBU5SY9Bf4B+E2B+knudyQuKZN0xJuUPcTuKEMtZrO+JRNtiEyyxwxy+DY0Tg3Mzuc7L5OI2iRI8PDyI8JVmKciwRstye5l73HpZLKIZNkR0d4trGN6jm89Vqa5F6UA+85pvmIAwRC/hiBr/NNOrxzMUl7dxklNcaMVeXO8DgXLZ2rtoyiWuxGvsuQOUM9d4e5jsJwOMlY10a4cp7M/S06foPlpMTDuMnolXM8ehTG2Muw2EqTS5VI16qQSJDxWwylbtGeSnIjbJIwhhl2YPyUy7Lf4NgM5I46FMdtUgXoTI4wM9YmNOLz0N7B3o+hfiIi/NYesTWohGFOizOZVXgwIZJ/+iTlR/tcPPBZDw45zCtsVVTCqkvp2QIntu/QHJum8vA8Tx0/Rqf9l3Ss85xUc3wnc5yz6Xk2th/wzYcSL517FnP+65xGRRDT6HRwo7f48JMmczM2cc9DejBF/ZU6ZxpbfKgP81RcZ1kqM5lzeBSyqXfb5JU8yobP3rjL1eFJzP0psKoUX50m9qMhLgQR4hmPuqTx1HwOIywgHjjIOYOPagqVvWm2X4iRvqdwMvgrNjOQ1s5ihac43lrgB8Yix0yXP5aXGR/3OJbOsR6+jxKcQJlTaAnPExurUuw+4lxGpXOxzreHXwAAIABJREFUzNzdbbancqROK3wpdRG1XaAsjDL1dB0HjQsTLzFyEGN3/gDNexZ9tc21b39IkBmjOfo+gfBrWJdaZA4EZpfD/MXvfIfSWgOcH1EbDvhMOMb12RNUVt4nOPsKpzcCjj5w0fbytINlltaPcOPH2C+vMfePEqx/2yWmDjMbmWRyOUsmesCNr77PpeyzjE4d8qM7Fk8cbOPsbFF6Octo60WCSQfnqSGaN6CWWWWpfpbwsx9QinnUHqRQiBIJtXnzxV0uf1DmtVdcflQ6YDYUQgnidDbHuePtMD5u4hYEsgvPs7dRZ0ysInpt0ievYhQbhP/kkOOv//Vt8X8r4PnhG//HG0MolPwuVSxqmkBFMPAlgRAyeSXKMUvADlzqgYELxLQIQSDRUSSO7BYBAtlQmpjb671pu12iNoR9GxSVI8mh6Xc5RYSYL7Ib9lh1W5Qlly5giQGypOD4Hi4iqqCSEXXCHZNGt81kZJicECLjywSBjy16tJIKHclHFWW8wCaQRIYEnYjpExIV1mpbiKg4skBJdAiAjKhyxg2R9XVAJqUnUV3IyiqO18UTPMxCmehklqrk8Cho0g0plOsNpk/M4Qdgtkz8qI7iuz32QVewXRNPdql1SzS6DSaOZegaDVRNYDgTwTQd9LCMHpFxA4eO4RGJ6FhO7y93X3JwPQ+BAFVVMLoWfgCaBu1OA00VsR0fSfYZzWcoHlao1iwSSQFd1/AcH0WByZEZrJaPFwToaohYLErX6KV5ul2DeDKB49jEEnF0PTSInI+OjhKPx2m32z1z9mPDcH8R3XV7rzWVSrGzs0On02F2dnYAhrrdLgcHhwNpxvMc4one4/VNxbqu9wzAdu8i3Wds+ukh4DGr4tBsNpmdnX28PzX0uJVYQtNCj7tkZFzPQRBFFKXXNGyaFpFImHQqg6Yrj4sBHSRJHjyX7wfYtsVQssdwmFb38W5XrWcMFmUcx6ZWrSKKAqqs0Gy1yOfzCIKIovTMyL73eMBU6k1H9EdZo9EorucOmJa+cbgfmbcsi1Qq9XPN0KZpD4zg/RbmUCg0SKj1mTbDMAaMnG1bA4mv36IsiD32RxKlXkfR446jvvG71WoNZDjHspg9/ovTw/Pgv/+f33i1LfMniOzGZnm+cxLHeJ/FiS5aM8ywNc1nbQXt5Bk2hzdYL5rsAyZ1pjtNauMjxKxJwm6ZZafE6UaHNR5BPsZM/YAC84jyDpKe4PlSkwiXCT9rUKk/YF+cQG5G0FilxlliQ1ts1V7iS1dMFOshneNPEay2icd+l3m7zJT4Pv9v6AoxcxGveYxS62PKLFNHJ2CGV04HtIv3aM8csXh/l8nRDtX4Km/nj/N5lvmT/RC/4raJOjoHZoosM7zeCRPW6jCqIex9iFFOoDRT3IxmsYYesb5b4453wJULYyS0+9RmHOzhAmpgsZ99mqSn4t9cRsrPEdPWKEq7SNIYPltMh46zGu8ZiRVLxjslEQmmeZQoIC9bpKcDQlaSg1adVtFHkn4Zc2aFxfUY54cqnM+mqTY3WWj7/NnkWa6OdVAVkU3ZYaKdwX84zNhcjfzeFoWnPCJrHoVWEj/R5eSZMCfNRZR9idJ6k3iyyB18XnWTRKUUkUKZSx8vsj5yidMzSQ6y8yx88i4UNxlXcrghiYMfHbE6Wic0Eie2GcJOC2zfNFg0P+LYP77K8zzAuxlnY3+bh0dFpt0K8+I2uzMJEpEZ8qEjbqspkn+5RiulEg7rvFJUuHe4xXNDYX4gfkDByTLljdHJ3GFCukBO+ZCC4PHL2c8zvl5g6pkxri3Vie+FSIWKJBYLRFpdKoUDmgUZL9thvJLn+hcUXvzDSYyxk+zPd4ivyTTSd5GCcUZ3mywWEizOF9H2JxCcgHjKIch56NorjBpZ7qgqp2YcHjU2WN9a4RgyydFLbO0GjGd81OVpPhV1OPh4mE6rQTJfZ0gpwbkS5laNw1OjPCccoBwfZuTHG8z9ksMfFU+wuP0tlCtjbB8b5vjwHufrl9gRlzl2eoL9VplrI8f5kiiyZoQ42I8SUu/ij80T+kShNXOdyYMMkR/sEp2YJ5b5hPX702TWm+xfDJH62hq8ZBFZSrP2sMHGlUVeK12g0trn6U+P8qcdn3jrEtPeCrcZ4pZY4Bm7SGd6lGNz03+flJZLV/A4pM0BbeqCRcVt0LE76J6A6DiE5BARKYxFgK7ooEi0JJ+S7CBKKl4QIAItwaGqOFQyOuUhkQNsSk6HrtMhjIQniJgENPDoBC4tz6bhGxiei+M6mJJElwACl3AgEUIkLUQRLXcQu+34LUzPYeLUSaZOnex1oLgBge3iiWAGDo5lMk6SpBrBwqcTVwm5EEFFQ0EBQrKKLQa08CgbHTxJwRZVtE4b0kNMjY2RRkEPh1AUjWa7i6RoKG6Ag48buAgSaLqM5RrU6kVM10DWwLBbdAxA7MkZogKKImE9nhMQReh0jZ/KRwqEIxK6rmKaFpYDyaROOKrSbLpMzUwiyjCciVA4PCKV1ojH4agY0O7YSGEbSa9jeRV8X0MUFFqdLkHQYyD6HTCmZTy+uKo4j8FWJpMZSEB9kCPLMpVK5bFPJP7YeCwNZKi+LNQHQ72ZihDNZp1GozaQpzRNG0wn9Ay6nYEnp++9AQaSUl960TRtUJI3OPbHJXx9/0tPdhIGoKp//KrWAzj9zqC+abj/u31fjSAIPye99cv/+sduWdbg+75s1S8R7M9Q9Gcs+lJdX47qy4mDUkLHGbyefrO067qDNur+ufzZ3py+b8nzPBKJxMAwDTwuIvzpUnz/WNvt9uC5h4aGaDabPcP6wcFAJnMcB8My/77Y4t/L2yIq3zw+zT4JrqtH/HHsITfQyex6pNlnIg7fYxh75cfU1pLMxqt8eayLNPEVdjMetfBprpnvUGaaOeLcJkKCGJOnurzHMHU+IjMaIuQ5NILLGCdg83qJH3dg1PyYEg/ZG6pgx+6Qj++gj/2IDzfq7HkXicjvUaPMROv/ZpPvEWtYPF1/yL3QrzJ8UeXp6c9hnc/yEpdRSLIje/yV2EXb/CznOU7tYJrltQzWosc7xhzpXIblXAiNk7zCC4jKMm+zxtvCWQxzDI/LKOI1+FcST70O3dUwTGcxdxZI1zu8MzpDnDGeEQWc8Xlejd3hvOxQmbpKaW8RP+agpsaQn9nh/jq4bXjRm0VzhunM6KwpDuXNe2R+CCU9Qv2dOMnpA/x/cZnRXBj9lW9xVYN8KYPgawivJHlYhelfyXPx7iqzzQ5HWZnXIwGTozJjl9Z5awI6yizBjS2Kx0uMhaMU9Sk2d26xKj6Pu7HN8NRZxHWbi0++x8exCLu2zDfPP83/Of0KRiSD6iT5J9trCFNfptjM4V0os9x8Am9K5zl/lkR1jp2rHUQt4M/3wmRfVkmYHr4q8a/Gtkm8pNLN5In5dR6VfdqLLo/0fX44+QIT4RTdmXn05mXcaJT7iSzOpQzbyRj/ZeQiV6JtpvwKsdQ4hVvL2Gs5jHth3p1Zo5gro+5azBQPaZyqsXNsiPKFHNezO1xQh6htzbClKIRbOwzdbrP/uzpuZ5fQvshPPrmBclAifCgQ1cf4lL3MqS0YeZThN1sxtPIqneUSWeWId4VrHFPfRKg0yLsh7NdKtO5dwP1/voomVxC387iT83zT6mIcrJI53mLC2Gf92Vke2LN40+vMTB6xG2nzXv2A29ozdG4O83RG5rMFh85Skfq3m4R3L/IH6iJOeBS9mqVrPWQh2WKtOkIuAUY0ibN7gcRNgb1LOs9v5hEdaM/PIL90QLzzAtHP2Mwdq3B6ewX14qscFkRmKxVyeoTq/SHeZRjzSkDj47P/H3fvGSNpYp/5/d781ls5d3d1jpNndtLu7HLJ5ZJLUpZJBUOW7DvLZ+nggw44wDBwn4wDVjAMGIYNG7oPZ591kA46yWfJEkmtJIYluYEbZtPk2NM5Vld15ao31Jv8obpKJGAJkPzFZn8ZdAM9XV0zU/3M/3me38PkxxG2pSPeiSo82P6Yn2tEefpyi5ZT/BtfD/7WC8/b//3vve7LcFtqsqv0KdstUrJBSo7Q9x3aSsia2GGeOG7gI4ciHd+mFwYYmo7kiwiaAlafZ1GHbdniTnOTtusQxjVOE2c5MCgoUZygj00fNRCRQ5AQiKKTJYKKyI7k0JVDYqGMHkBVDWn7JmqgokUM6liEgYeLx/2jbda219FDiUKoEhUUFC/AQEECXAI6fp9O0Md0HBYDgZSvYagasi8xFUTIuwZRRCJBwBRRYr6MTI92u0pa09i3OzxLSfRcj72DKvVOl3w6R6BAJhbB6ffp2m0Oq/sUZ1N0wx4TM1FM1yISFQhCiCgSqq7ghg7F8Qy1ukkipeH7Ia2WiySKIPsEQYjreSiqSDymYTs2pu0TTYh4rs3c/Bj7O8ekkxqiKNJse+TyCRoth1aniRqpMFmYo7KjEjJoRBl6lFarSTwW47B8yMzMFIIgEk+kyGZzlMuHo5xMvV4nk8lw8+ZNcrkcyWRylF8Jw5CDgwMKhQLJZBLTNDFNk/v374+yJe12m2QySa1WY3p6Gs8f5HB6vR7ZTB7bcigWxzB7Pfb390ilUhiGgWn2Rk2sQZNrwNmJGMagqh36J9eRPrKs0ul0KBTyNJt1jGh8VKe37QG3Zkg6DoKA1dWnGIYx+EcgKaMqvB7RQAhHdfXh5UeWVXq9LsVikUhERxQE7P6QihzF8wPy+Tz1Wh3DMFDUgSCrVquk0+lBfohwtDc2qL7/dVC53++jadqIaSSKIoqsjgTLsKk1hBcOH7tpmqPs1aCer4yCycPxVdMyT2CGA4J1q9ViZmZmBHUcip1kMkmv2+XM6Z+d0PLut+6/3nq8S40yd9tb5GefImtR0l4aPJnvZaL43U+IMclSusdH1jn2G9Ps+N+m0PgKhnqLfK/F+VDm4cwi2he2uPt0j/ecfa6GPc7lihSCkKnaKaL8AKF+j05+mle74Mauk1TyuK7EUijyrfCQLx+NU830WS4f0G9ZZM7HODw8ROU6qwjEqDDpPeStbZn67C3MO+eYocINOjwyI5yOp6ma+whKFjdooUmHHPtVUpEUU40HeMFv8rn+Lgt8ihycxkiWudbbpNM6R3I8xnHrDObtxwSGxmNVpvi8xfpjhXfe20ZoHTFzd4I3KzJnboyxetimdtPFmLhFrCuztawRsV02/1jgyryDYZ9mJ25xS9/kcrRPevZLWI83ca5eYlUErztD//0D1jo7ZD/tk9RBugXBdYcfSSb1e21WKj6fOF1+ayzOf1ew+VoiQ8eps7PforYHhSbc6oZ86Uya6F4Of2eFhv4JxbO/wtI1lfjBPs9yXXbCXfrmdX7upkx7wuWCLTOzWOeJBdnSPT7azzClN2joW1h/VWQ+2aM86dPsTBBrrLL742Mun7N5/pLKTnWM6M0jdj+0UWd6TMjjVO5uMXmuw+bjAr/5zxfwfqxSn75FW/wOiTs3yK+8i/18yOnjh+ztWrQnzrN3/BbZKYW3jQmeE206i/NkxxzMMx5feqjh9K7y8NErbL3Qh5t9ppefp77xHX71wnVuHT+glGrhNBN8+eeKfLI6Qb1pISsXuNATqeYtfvC9dxmXVX6klJg726Uyp2HOHCJeELjVKdDPJuiGG6yU4hjaBK13r6Id3kSameJUsUhrskbHSSJWa3ixBDUhxkoiz2eKg+SuEL+/R6N0ie57HyJf+jWujLexewLaV30mtjJU47dQFl4itq3RTz7Bj5wmnn6T5+bnsR5DpFRi99575KwOxQtJljCpWH/E+HOTqDu3CYtnUdxZPrqq0iqnWYgcI9/PsSl2SHsXoOOhvh+inlnmaVXgojtH9P1PWJr5HD9yy1z+okrrUYfpsSYTpQTru23iRoyI/g4Lk1/8u1tan/6Lf/V61IdH3jGdoI8lB/QjIgfWEXk5geO79PFRJJmooDAWqiQDmXkpQcqGWmDRUwWOtQDJdrGdHpdI8zkhR8nyyfkCCWRcRaDpdQjxCEOBiBojCAQEUSYlakiIHGZlEjPjCK0eRijTUH3SrkZRjNL3XXb9Ojk5ghZAx7Nw8VFFhVkMUqFEkQgWLiYutirR820MBK4LBSbDOClkQj+kp0gcJWQ8D5ygTyaaJRWqaL6CozSImh5eucLSlef4vluhKYLvCBTGSxx06ximi2JoJ/XsHqZtEmg2s6dyNLpNvADck5Cx6/iUpgqsbXQIZYtsIYJpO3R7IflCinKlx+xiinbLJhqVcV0fRZHRDRVJCnE9n1B0QQ6YHc+w+qyFJAQghANYoRgyPqmxue1gdatkU7PI4SBMm01nEAUJPaJxcLCHqqlIio5je2iqTrNZQxAETNMkHo//FPdmeI3odruDDawgIBKJsL+/PyIp12o1Ll++PArHDkO38/PzNFtNLMvC7Q8oxMOrTLvVIgj8ERdGksSTPazB7xGLDWrU0zMzlMtlFEU6scVcIpEoR0dHxGJRDg/3SWdyo5mJYXNqePkYUKK7J9bSQAwNA8pDUrKu6yOys207J/aXRNQYQP4iuk61Ntj2AoFMJkuz2cQ7EQ6e7xGLxWg0GhiGgWVZGFFjNJRaqVQYGxuj1+sRiURGTS1FUUZzFYoy4CMNOTrA6Go0zEsBI1DhQBgxungNL0uu557MXxTp9Xoji2wY2h6yeWRZpt1pc/H8cz8zgueD3/qHr0+jcgeLKbZwayqbnQgfTTYpWaA0Z3mRgBgr2OPHvNaNIi7cp3Q4x38Y32U/WEKx4ryRMgmTD/h0Y4KiN8M/i57Fq5ZJdAymW2WecIE2R2QiKjvKBrdWPk9pR+Fh4iPE9ldou3NY1lnepk8uu8Wyf40/6YrMHi5xZWKPNXuSdiBxmR3uMIUfttludXjRq2Kj0DISlOI23aM61qJG9rjB+2wTCyN8JbLMP26kGPMtDP0hPSHFnxYPEOclwu1fYvFUlQfHi8x7UdZz95k8LpE0PGYji7xxX0NIb5ILbbIr17g5UefzzRA5mWLMclmtPkY/mmPr80ecOniRwHxKZdJlP7WI0rxDfsLmF4yAH7UD8uYmx+IMFypP2Wq3Ma8eoG6Pce2fnWc1WoU7Pqu/kUR5I4afUHhxRuMHrRjPtU12Zyb5Rt/n3Q97dBoZVLlHZjKFhs+c3KG7fUR3wsMfg8LBMhsunC3HiEurtMcu0Is8ZFsY58L1NF1L42irgfD0NnZW40q0RFGo8vjrC9z8wT36r52jm1nmZXOP41Mtrhg2Uu0q43qED8Jb1N+HliFQ6jW5cuO3WLee8aJ8gY65inrhBda/G2V79iNe7N/gaNcn15nGKa1grDUwrZAHE2Va2Hyt9wL2dzZoxyqIUpy7rbdwdl9lYvMRU+fPc/fwXdyChekdceWpwFP5Y4zOKSbupVhrPcCOLaKOK7Q/yVDS7pCKjzGb7vLmik1y55hgJuDRSylu7CmcTi5iBovMcpvKB0ki1/ZZtg/pf14l1SlhHW4SzUYpRXeZmtBoWkfIylma1SRucZFCcpanF+aw3R12BJvC1D5vXYfPrfu4hRmoPUb8ocnUpShGpcxaNIv/scaK0OV4yiWzeI7T938fzXkNkT5e+mV2Dj7lS8UbrJ4xOZ06Rev2Hu2IwGdpESHWpnV0iYdXv4vxcJmLfp9nmdtsJscZbx/wdlVk/MoYrVP3+LBvkDUsFsVNDi5eoSp9yMdSlZfqe7Q/X8L513uEhc/xcWabF/UYn3w2zo0rZ/7ulpYvCEhhyIySZF5LkvVk6p0WAYMXTD0UifsCldDGEgL6YYiCiI6EKMoE+CiOT79bJ+ZbJJERTmivEUQMNBQg6glExAhtfDrywBJzogp9RaAbujihz0G1zJ0Hd5FFCTHwiXiQ1+LIgYsQOKQkA8EP0BARCAAfNRTJCREyWgJXlWhh08cn0g+YFZLMCEmMAFRRQUFEAtqSz0dai7WMz7bgsOf3qAQuPgqWLEPgo6ARHtZIMfhftO25dFpt1IhOVNORkFBEBd8PRmyUZqsFAgQCeC7IooLvQ6/XY2lZQ1WhXrdw3RBdH+QqxsejmD2LMATX9VBVAVkZZENaLY98Pk0QDAY8x0oTxKIgCBKCCJ7v4Hk+YaAyWVJAAcno4gV9ZFkkEBhZMbquD641DNg37W5vZM8Mq9idTmeUJwFGImfYmBoumJdKpRE52TCM0Q/rYftoaMUM7ZwhVE8URWKx2Oh6JIoilmX9FAhvaK/1er3R1/tJ/k+xWPyJ6Yg+tt1H1w3C0CcIvJ/6NZFIET2prouiOGLkDB+rJEmjK8ywSj4cNB1+7eFjG9KNh1DBYatr2JQa8oSGzJ7hzAQw4vN4nncingbzFMOczVCIeZ43am0Nhc7Q8ho2yoYk7CHjZzjnMfzzqlarI8bP8GNDm2tozQ0tyZ+Vt+BiDI8YWTK09K+iTawAZV7ak+k6WZr6Fus4bAhVqhtV2rbHUnsSg0m+33mBSusZM/TJhhscrllkyz5LtstGysfjFGGhzwPiWPwxEbo0LJ9aNYG2uUMNl0zNov7qX3GOP+DH83/IJT4kW8nw40SDmWwHHZ/uwa9wxv0ITd3j4S8t8Ur6OmpMRihpuLLFWQxmkzcQems8Q+L4OIrPEV+MwUXOMWGpVEhRJkm/vcK7doVN5TJ3741zmzx7ex5VLLA7SJPvobp5uLMJx48oHb9CM3sKacLl/uw24v0OezWH2Hs2D8o9LguQUDfR3wBTfJvj9c+jh5NctAOaxhyPPROxM8FX0iX+3IT+0jZPUjApFTkXhWi8DP/7h3S/F2f6AvwnNw3mnz/g5+Npvp8b4/Q/aTC9DMVtFennX6WXNJlrHFE8PceZY48b380yW17ibR2sbybIFAxiM030qQY32WWjtkxh+wlbZ5b4DyyRrQ8f0dy1OX/uDMo/sEmn4N+vH7DzB89TelTnYtLhevCYw57F7Y/72P9WR8kuUHnpM6TkBKEf48Zr/4SXM+d58sUpxPoG6rNZnsR/gFa8xM72+yyt9Hg+XWCranH6oUBFT9E4ep8LKxpHu0USssFLSozj0xu4OYNW/ixBOsnPrf5HZJeqPF24zNGHLTLNCKcOt5ntPOZ4zCOaT3N6ssmDV46wzV8jkZnl3MY8crTNk3tw2rdxdixKj006cg9pWeHyzReYiLZ4r/UGe/sRylKXSkkjdA0k4waFW9NIn6V5deJrVKp/xUdfDll9dIUb/UvUjAr7QZSpvI7olvkN7Ra18Qz/1N5hcnkC7ekCN16qEFpTGKfO826ySKV6lePmc0Q+0zicWOe04bC13UNZfcbG6RXCV9qYt6fYL36L+cxZuvknpO6c580/7nB4rsX4borS1gGZNR9DvsXzd6ZJ+R5vvgtT0lWezWzRShq8dPVjSpEIRu6LnDl28LQif3JQwEg9whkf52uHPT4hTtVfIXL9NNvqGt9gDA6KXLji/Y2vB3/rheff/8//2+tdp0EgyCh9n3k5gWco6KpGwhVQQgEbCysQ8QMXhz6oOmUc1iZVDEVn3BY5H6ZQUFBUBXwfBQFJ0UAQ0KRB5gBBwBVE9kWHdeeQo36buBRFFxVURaEV2MQUjZjtouHghRIVr4MHCAjIoY8uiLgEtIQAFYVFNUMaHSvoUwssAkEgHokSE2SSvkgMmaio01RDeqHPYdiliUut00Ts9UgrOlrfI6+k8QMJSfcw+gEBLt5xE3FlmmdWi33bIqlFQQ7x+jbpRIxIJEaz1cYLfGJ5g57bIxKV0TUFrx8i+DKe7+N6Ds9dP0W5ViWd0jlueOjaSQDbdzk48MhmZFRVpFIJKI4buP0+yaRBrd5GUkFWJWzTotmykCSFaCxAUUN6PbB6fdodn2arxfiMhtCJE4/HyGaK1I7rqIrK0VGZQqGAphuYlksikaTfN0c04nQ6Pcq4xOPxUS6lUqlwdHREsVik2WyObK3NzU2y2exIFG1vbxOPx2k0GqRSKUIGFxSzZ/3EblSa42oFXddIpVInzaLBxMOQm5NKpWm1WmROAH2iyImYUInHB0vt0ajBca2KKCmMjY3R7Xbp9bqjHM9wnVyWlZFwGVpIg2CwhaLIBEE44tTIskyn20MQwLHtAcPI8ziu1xDFwaK8oqgnTalBxbtxwgNSVXU0y5E4sfyG+ayhyBp+bU0bWJJDAWpEBgJrKMqGNOrh4xr+/kOR1+l00HVtdMUZ8nqGTbZ4PDGyxYZh806nQ7fbZXJycvAcqerP1Hjo//Iv33x9svqUEs8IPI3THYXOXINabJFU6zFuMkElOkbOXEdjkuL5R/zpfpaj2B65uQnGCgXk6jFzzi/ySiFOP5ql3NvBrThMAM8kg3WW+UV/ltPLbX4QibLYXiSwm7yTk4mYGvObGSLaIpY1y3yySaW3yFirzISlErsikPae0DCXUAUX81FI1z6mMmMzsdaiIF+l4cNC1+ZWxKQVOeBGc5pmxOCqKfMpGV4gzy4OB+NpjoUuz1IHzO1L9OmRm7KYdh+w3HfYIIJrLVOaLkPRpPtUhrmQx2tr3G+c4dJOE+eVNMb+IeHYHIUlhe8cpTkzqfHgfJsxEcJMg4lJEfu9XVKnckQiafxOlbdeeYEvtLaIyD67e6AGPXyzxMfLRdZ260QFnWvpFP9q7JBTwSSf5LaZfydPaatDxXF5PzWBHLxNJPLrtMuPkd0V7sTWubvWpRbzCBMOu609zt+IYllFIt0plvwX2TvTxLmQIvlvchDbp5LMknHilJfH+OD9U2TcPO0LRYyxJ/R/7LI2JjNbmuNsbAzRTWE+u8nvS4+5ap1hO3mH5W6ehQmBPeU7XFu8zm6thj0nsHqrQWfVxMjXSXTO8ubaHJNnVH68fZ/oNyzGexquUiDau0f7nIeplzEezfNoeY1d2SZfbrAaj2NfVDG+bxI922A7IfPemQni3RZNTSemLvOvykWK86uUbn/MnhvgLNhUqhGQ1wi0kOU8BW2sAAAgAElEQVRLG8R3x8klfMwPZvlSvo7kaHRnowQbEL+ZRTl6h/els1xcrGF+bKDHjvhQCZgpzDNztM4Hf97izJnvstONE9W+gzGXo+B2efLE4/NbPn+Wi3KtYiEJFtmbcxxkDVp7m5x/oc18cA9P7HBhJ489f43tTYGFpQ6GUSDVbbPz9FXM3r8k2onxYKfLwcwcFwvbnFML+K0CN2fGaLQMggtbxDfPIsTq9J1disEK+93LvHTrx3TO51GcFwn2DikL27xQcYlXHpO+sk+lbtHV47T0MVbyl7hy2+OHtQ0u6ocozTj+hXNEexql0sTfo6X12//r654X8kCzqAkueiiy5XVpOxbTcoI4KiklQUHQSQsRJsUEchDSkXzWdIfDo0P80GdPsmlGZZr9HulAxg5d7vg1aoHNbtDjUdRhO+zSjstETIeUlianJckIOrIXYLo9vNDB8x0kBg2xfanPE7FHO/Rw6ZOSNGx8mqGDKYQoSEwpKQQvoCr0WQ+aeEJIu9/F9m2iaPgIPA079ESPNa/Jk5iHXEhR8mSqbo2toEo+UmTMloijUwx1BEGCUEATQxZXTuEEPp/YddwwIGPE6PkmcUVGV3WarQ6hECIbAmg2sbhBo25hKBEIJRTVJQAWl8fZPTjCdj0MQ0SQFJptFwSYKeXY3+2Sy0XQVBcjqg5C3LaNIMDYeJ7Dwzae6DA1NYYf2ni2R68LmZSIbsTIZvKEkoUrVkl648QTCdLJAoflCtl0nk67jShLpNNZGo0OsVicfn8wkVEqlTg8PCSTyYzEwSBfY2JZFrlcbrQUfnh4yPr6OisrK5TLZcbGxuh0OqMQcjQ6qIablkXf8U7EToBhDLg59dox8XhsRB9utVrouk693jj5+oNQLiccGduxRiFnxxnYPOl0ip2dLQRR+Ymld2t0bUkmk2xvb5NKpQd/yUOReDx2srPljwZNo1EDOBnbFGRESURRZCK6TqfTRhJEWp32SehZwzCiA2F2cmGRFXkUXi4Wi4Nw8om1NGQaDbMzw3DxMKtk2/bJlcan1+uN5h983x815oZbWkM7brjb5fveqHn213MYIel0GtO0fiqEPmzRxePxwZq66yKKws+U4Pnwf/qHrz80F/mjqQOUpkKRHT5ynicRPKJgv8a42uCSoZER88w5acyaRt8N+HA6QvjM5335iLLcIG7n+UA+xKm/T44EVXkdOciB9IC0vc53JjewNju8rXr0zEMiUpGrySPkToI+FcjsIDfXqJgzbAdPuYHIG0D18Bnfi7XJ9orkFwPu12xULBzBRs45vDabIFVu8h19HFl+QjE5zprpMp522e82eRGVPydkrnSL7kHI28Yu8doyZ2jgik/4tKUSm9ymVP8ysXiai6g4eyFyZIF4ziItXuAXX8rzxxttHpanuJINaIgbTD9/SG5N52B9jyvRJlsXx8k/7rAYT/DAq7CTg4mlHvfequBn+3xj4hjraYz9apeJ2Ws8Lx7QFzocdOu8GAH5VYuC/xrjhU1yqSjLcpu1TpXTnSWOsxIvCnsIhk84bXHdkKjsP2bMB3k2gzJrkYqfIR9VaK8HmLJIPreF9dx1Nt7c45+WTVZzb7NdXOQLxhTV6e8zsXOZZqpMNnbAq1aUTg24cYHk99qUNg+oTS0h2uvsZT7ghbGvUwob+CmVj9/8A/ynXcYW/xvuvvOvWXj+axQ62yQkCatYpaXe4Dz36V7eYeoojY9D7S7sGFNMTzXoHB2R3nqRjtrn9H6We4Un/NcfpfhgPse1uIb7CK7ORNAnthHai7zw8JiDnIrvrPFVT2V5QWLcDXjDFJi4niFyx8HDY8Y1kGbh7doVEstpbm59wtnsFZwFOJpvEP/oIutum4tuFjv7KdPnSqw+nWdJ2qD3hWPEMMGth/uUj17mlavn+OglmG/u80yOc7Zyna0H73Pua3nMjydZ/orN060FErUNjsI6TfkJz2XTeMsFPvuLc9QieRb/wX3qO1G0G09ov92GxRYfRh4wHmsRnxrD4WuMr9R5+7MohcM+VadB+pXL1B/VeU6PIbZM5Ok+wUc9amfn0Joii59r0orIRPs9pIcPseIlVqwof5my+O5BQLpgMPfIYEuJIxVS9G7fph7c48xnC1x8/hzPKgn85h125iJcTM/8PcCDvoiEQK9vY7t9fN+nT0BfHNghSihA30Hw+oS+i+QHOIFJ0LeQDhrkZYNAlehPJHFjKj1JoCl6lLHpyBBGNJr0OfYcjkOXR50jbBw8ScAlwLZNLN/GwkdHQUfCkUJq9HBDD9OzUBSJiDCwFhwGmSLCgAAwCRFDMEOPpujTlUOauDSx6eLQoc8ePQ69Hg1snG6b8s42pmVhoBElRlfxadDHI0TEIBQkfFHGCzxqD1a5lhhHclwccRBu1TUNRQox9L/elhoEdEOazQGsz7Is+raD64KicGJZQBBAux0Qi8WYmEji+9C3fCIa7O72EESo1Tr4nkcyGcfz4OioiqoAioCgeoxNpOn3IaKC5wZ4bg/Pt+gHHrtlmxAHBB/XHVguhAKSqiGK8qj6/OjRoxHQblgv/8k21XCeYTje2Ww2qdVqI5BhrVZjcnJy1DSyLIvp6WkSiQTAaM17aKnouj6y1oZ5F/jrdtJw/2rYlhq2sYbvD8XXcMjTdV1UZXAlabVaP7HpJY0+f3g1MU3zp0K+Q8tteB0Z7nsNraChjTWcvhg+luH6OTDa1Rq2uIbAwaGlN6yjD7//oZ03fI6HwnIIOBxeuUzTHD3/g8uSimmaI3r1cKF92OgaCs3hJWs44SFJErIsk0wmR2HpIciw1+n+v9EX/597e+l4hVx/k/mdaTy9wgfY+IUNbjVc5KUDnmsVuN1tIeRv8i1axH2T57IKv5pYYzG4z8WDJrqQRFKLtFt5tnVYSM0R6DK31DxZP8fvATf3XuHmmSQX8xIyC5jFHRxtmQg5yksmm9UXiStnEehwaszmLgVeFKrcVOKMOQYmd+hEW0wyTmZRpFJrYezmeHQ/gTD+Gi8bdZ7lLB5sT2Klmzzub/FI7/HOlIifOebf7GuUpTrXmlkymFgcUlYv8mrao3twisd8m4pxF+braMo8DanDpnlIQ/2Qh25Iy30T7VwXDj/g1KOX0fZ+geSZC9w42+Od/DmurhrcLSzyznKHucYZzkevMPWRwwvTUNoDN3KJtmdSK8xS2bxNS4TWwQTFHyfoSa9y7y+ifO+NbyK+leaNd2t0/gQmZuG7KZX19xRu1mTaFogfrLJw0OAHE1CvQvx6Hf9Dh4Jis51q8cx5SCfMsPjxJOFb3+dsaocHCZWDtRssHNvcrWno7xb51tt/SdQPWejJrBgB25U1Qsem9rUYa+mQ6PV5Ds0tttO/gb79FrczR3QfJzg3/V+yWHiZb7/3LcTl/5SH727y8YbH2mWYL52mYNxlY3yWB06armgyllvhzFmJl3WTsGKTPpimklPJ51T8SVj67lf5d+OnmKjqSG6M+ZmQb764zfZbJezKFodJB+/ZPNPta3x8Zx3rWcjOZ/O8VjZRv6XQmJ/HL17ls+CI2r15vrr1kK7uoBhRDmsbLN+GaH0O++w4F1M7fHj5d9l47HLmr37AhbxM6VIadSdF8g9tLo+HnJ15n+bVChe/p/D24VXiDzXe2LtHeeMqmzebrL7wCQ/XP6YYPORMKUlrYZozNQPXaiJ8/IzUf66w7Bxz6y9zpCb63M3OEPmqxtSOxKn6De7kTzG7v0j/8Qck1xf5RquFtr+Ft9TgyfpHGCtrFNoCX+rGGD9cpvK8j6AoFL/g0H9rk52lVXb3z6MkL2E27lC9GiHW8HjlK1+mlB8jWtOYr/tMrM1y40oeUdTY+foO+3qSw9xtbFkk9v2nf+Prwd8+LfE//N7rQt/H1SSyvsISUfqlFEoiitqwUcKAYiSD4/kEoggh2JJEICvMBTrJIEBVdJ7VD6nbFk7oU8wVicgqcVdA6XsookJSUCl6MmosStgPqYseDbuHRIgrCriKgO/b+Ig0JA85FNGCEFmNMIFB0gdZEDAFnyAEH+jjE0gqohfSEj2iqRhWt0sdi3pMx/QD+rJIoGncj/SQHY9/xCzXiXNBynI9iPE8ObpOH59BcHouiBIIHqHg0Qub+KZN57DGj5QOVQPGkxlUIK4LIMrYfRdREtmt7CFFBo8rGZOxuwGyKOARks7o9MM2Vr8PAhSLCSzLxenb5PMxqocdCoUcomjS9yCTFumZIWHYJwRMa8DkkWIiod9FkQVCE2zLx3NBj4e02ha5sSQoDjm/QDKRxdDyWJZLOpll/3AXw4iQSmdwHJ8whMnSGL7vj3I2w8Dyw4cPyefzo6pzp9PBMAweP35MPp9nbGwMAMMwuHfvHpZlMTc3N7K3+v0B0FBT9ZMdqL9e645EdFy3/xPixR4FageWjz4iCQ9E0XBINEKr2TmxiqBWqzJRmiGZGIAJE4k49frxyUxGk0QiSRCEKPIgRyPLCkHos7GxzvT09MjGsywbRR6IAT0SQZYHRGlVVZBFCdOyUBSFQqF4wkbS8L2BEHJ/IiCdSqUol8uDYPjJx4CfWkFXFIWjoyPS6fRIoEiiPBJBnU6HVCo1ECUnG1+GYYwYOkOR1u12RlMUQ06P6w4swXQ6g23boxq8KIrU63XS6fRIaMqiyPLy/zO06/+Pb7//Oz96PdN1GVNy9JwIL1KjHf8lEvIu8fYzzP4OYtYg7P485Svfp7B/lZtCj3OTv4K8s0GXfURZZMNa5dkYRKMh3fgE8pHNnN9E849wmOUaCT6vdPnDxjFzmTTugchGs0uXLdy6gXc2Trn8GVHibM9lodbGD2SSQYbrK3123ShXoj7V+jr14zhIPrfCCF8PRP6v7ic41jh97yyB8wxL8ek6JcYsj0Z3jAlvkx/7GoJg8l+FEV4lSRKZ/+yFfS6sfokfzW0zUw+Z7q2QtmYQTBFL3yBbbpN0JJ7e+jZdWaRyXOH0qcv05rdZ/WGT59oJnvah1HnE1k6duRK4foflgszW5iquDBxC79wlHgdlxqwjAr3J5QsGH12IIDsGL5+p8K1GmV++8XNEkgfcLSU5P9Ngtx5grEF8ocyztQiFGw3oREhe9Hm8qKJ2XdRDaORyZNMmd7N1itU+k+EM41ccosZ1uB7SSn5Ko/wNHvpP8MYVPnckcPvVeU6X62STN3hPTXLRz3O3e4dL89sU/Gme3rTQvrDDwpKFY7apNj6jmrxCvvwJalEn2JllTlrn8tfv8P1bD9hLp7hwdZypdY3x0nUiXpH6E41IJ0799A4XP73OrfEnzNfOc3+6z+ekRdY+e4iZThA4Y7SNdcrrHerjq2ytnkOXt1l5bYrN3R6NXho92aZaWGJLW2N79Qq/fvYT/mB8jwk9TzSqcRA+QJiIUlPuk55+lbs7TXrteSYFh3bZ41B7E/1YZ7OQIev3ufKSzJ918rTiJcq7OdzrC5xfKLMsXaS3n+W4+RTfmCOWOMBKf8rc+AKiO83VuSYdYYbF6ascfrqOED1Levcuq6cSFDMqjfc9FtpFno75vDDmsnvwBeYaj3G/W6Q/mWR5YgZ5vYJVPsVmdI10REKobPDh1QnORQtot9Z4Qh5VHGd75w7N51SWhClulx+TDops6jm+uppD195mdeIalX6Dq8ePELaO2d16h/jkdaqVizjT9yhvNWlHp/jG8SwHfELrsc6LM1/EdFcxU7OcWZr7u1taN//F777elfq4/S4yAW1JIGh5GG0ohFGKQpSC62NLInbgEhUU3MDED1z6gCcrdPsOChLRwEUIfDZkmzWrji8JVKICNaFP3/cIdJWSJbFlhOiuQELQUMNwIKLwqdHHEUNigYgaCqzqLmOegiqJuAK0fIdAVglDgVXJwpQFXuqrbOJwFPZY9zr4CBSEOFedBDOhTjJQUAOfI/uYLCoxNUoQykR8CVOGTuBQFHUCISSlKcx6UXqqQcSVCakTCdoU+ip/FnE4zMosIPNE7pCTl4gkbCrlHkEYx9VaqFGPwAVVFJD1EEEOUaNgOx6pXIjgyaiaSL1lYRhRkukIltdBNnx2Dk2S6RidTp9MdpDNieYyhBmLbg1KqRiJXAzPDbEsl2rdZaIUJwj69NqDa0+77uA74BlVIlqWidhpGuUOhXyKvdo+HiIzMwu0a0eM5ZMEiJTLZWKx2EBIhCGiIGB2usSjMUTAsUz6tk0mk8H1PFKpND3LQhBFCvkC9Xp90E4yjJElFoYhx9VjkskEfcdGEkUajToRXSPAH9hVoY+syDQbDbLZLLVajWg0iqapgyuaodPtdshkMvR65ol100VRJSIRnUqlQjIVR9NkyuUD4lGDwPeJx2IErocQBmiKjO85KJpCEHqEYcDBQZlSaRLfD4hGY5imiSQPoIL+yfWk2+khKzKBH2BaNqqqEY8lkWQZQRBxPRdZkUdNKWAkLDRVJQxCZGUQLh4GwuPxOJ7rY5oWqqqhawZBAEHoIskiTt8mnU5iWRaWZSLLEul0im63QzRq4PuDy9JgQkI+oTLLtFqtEwhhjH7fRRROgIaWRbFYhEBAUWS6J6LV9z1QJJZ+hiyt//Gf/7evZ+cneXC8Rnw+xG/EKLcfsGtp/FLmDLXuOU5NdnF3akRCmVOlNuHVfWpvvktfjFAJXbp9hXli3Jp8wjWjx3urRzyhhpcX2bcLTIZRalN7VPfznAm/yM3mE8yXLHr6AYX6JfLzq3jzOp21JuryHMf7+zxnJ3g2fcyXW69hnf8M4eEN3qhEWCikiHa3WA1V2tEGl9yLCIXH9Hu7fOysYYx1EI/j/McTNi+0JpgP6+zLFrFUi2X1HBV7Ao9T2NI+nUaaHzoPSbPEqcgSej9GMPWITCaCm1kg2lZQOhWmpyP8gT9FpRDgj/s8aS+TCGSOr04Rax+wOuWTxea9bobEnQ7rE5dR9G3yGYOjSy5BqsnLrWOimSliPZdvr5pck0SWDiWeJXvMRFMcPfoMUYuz9pf7/NrZ0zw6X+WjOZGp8Vmyl/c4epIjnUyw/ngM/0wS83s1Sp9Poj9NsGO3kB+NERge/Q0BoRQg7lo4YwXGPvK4MJaiNfV/8mR/kev/+AL85bdQY6fINGWE7j0e/MJdlp1zRA+uUe4mOHC/x6U7C9zrdtn/qMMFTePe7kukZlvkGxe4Nf+YqWyB9Ee/zPu5DvMPVkk0bMwrWSaUMq2NXbKFz6hfdNEeh0QzJR51HDrJJuk1Ge/sDjk5iyZn+NP+Nr98OY5195jo52fJmlW693OoZZ34WsD4OYHtN3c49wsfEKv1eTbWoy5PYT+2mFuMc03K0aoEfF5vsl+/xNFCj8RdlVdPrdLLbNPJvELoFLgb3OHlrMo7d9exEufIFVIshUc0xS2mDuJslB22o7cZmwpp3C9x9HyXRj3FcmIFJ5jgslPhplfA3v+M3P4ihp7ih90jFuQof/V4m1MvjHGz94SXjnRi7nv4tQLbNzJ0DusEt+dIvJjk1u4a0+VPOHg+SjTn0NiNcS8V8sLEFsbRy8gZlaPTYN85JCG8zM71KNKnNpPJgDHPxzRe4uFRjex6gnYbsjkJoZYkjEkky9eI/OIj9GcKRlWnYL3JRW2SR/4ex65KPxllN/YXjB/EuBlv84XFS393wfPG67/zui8IIIAUishhSFaIU1TjZCQNIxRQw5AfCFXuhU1qksukHEdDpiV4PPArlDGZVDIkIlGm5SSTXYEJIqgRnYbgYsgqC14E0QswA5d0XyQWBCRCiTgqAlALu9Sw6IUBtibSkXzqok+mL+D7ffpBHxcg8NERcVWJtu/QCG2QFeRMHL9rMhdGyKGDKiMKElooYoQySyQ5RYop0mQFg3SoIgQyEVHHC0K0UCfryUwSx5clFN/DFyoEWMhEeD8lUdNDCqKGE4aMxTMoSg/XEUkkkrSsfcYmE7RaNoEYkkjHQBSJxFQihkbft9E1lXbHIZMbXG3anTZ+GBAGEuOlBK1WB02BhApRI81euUG6qBBVE6iyQM9r4/VdIhGNTFLn+KiLrEA2myIej9E1TaZmsjhOj/p+nyunv8DB/iHTMzM0ux2CEBLxNGIYkown2N7dHbWtdFU9qYErVI+rJJJJJFkim8lwdHSEIErEEwmKxSI9s4eqqiQTgx/QrusyPj5OJBJBVVWePn3K2NgY8Xh8MNCZTBGGIYlEAlEawBDDMBgIAtMaWTuWZZHJZAahW31wmRnCCsMwHLWNHMehXC4zURoMlkZ1g17XRNcjyLKCZTvYtnMSWtY54S8iiiLPnq1RKpVGfCHgpC6u0mq3iEQiVKvlQavJ8wg5mcpQNYKTjNBwiT38ifeDYPD9DEPfnDTkhvkdQRBQ5EFzapCtGeSeRGkwPhqLxQbEZIRRaHwIEjRNE9f1RmDIaDR6MsAaGT2vQ7sqDAMcxyEWi9Hr9ZBlBYTwp2jPuq6xMLf0MyN4dn77j1+vNsbpUGM5NNiJulzRlpixx2gaUT7f6zJlF3ja3+KbToFHhz3mV1/APzONFx7zbVPGGy/xRcnjZUfnaHcFZWWBmeMEBfOAfCnLBiWmE1Gkjsrb7iZzkwGvPVxipp5C4y7TjYs84gHGcoTNx+M4/2iL5ictYjPPsXH0Ju5WEjN8ghWvccdKkdaeRz73BFf/Km7tPT6zo7hzv0CtEWG5G+c8BpupbZSWxgHnmJMfc7lzAc82mWYCmzIlQ+KpPcliMM1cYGC4FmfcFmbtNdy5XbK3o+D+BYcoSPNp/o/jrzP94pvUn2pcl+H62Szirs3T/jrPZxfY8fYxDAE96XDa3CF9QeCR7aIvjKN+dhUvvsHp6TYP4x7iLATuDPq9JhPZPoZokpREnH6P2LLEnZ6EcRghW8sTX97k8B349ZVFPmusQ9glNzlLyd/n6bFDSWgxO26QOt3gUdXj0ksmnSd1Dlqz/Obsi9yPN6nMnWPneJ7IUYwVq8nm1jl+6cULvHH3fUrTCSLxafLH4zQKbzPlvkM1b6CfWSC3usj4fzHGh78jMvHyB1wtpGi/NMe190z8xTaF+QKtSJm9R6eY/sIYgniW9L7Cx9/qkIh8nQv6IkelPlPl2+wtTvDV5iLSF+4y+3iFjdoudXmD+aMO7USEg8oFgvTvsvDiL6P6XY6aPvPXlqhXfo+DUg4lVaL/zSUW/WOaGZO27xMPFcrCM4RujP6pDIL0lKUfnqc23+KtJ/e4vP+rqCsu40tplPIY4vQzWn+0SbLwFabfdxFWKhxIMUrOPY6mLxJ/ZqKdXeDZJ3+OHy+S/vQ+29YR53sNpGiXLEdk459jI/UuK9fqdINJ0oaOdXiOaNVF2Ylxe7nChG7w8eQ0p1o7PK35xHJ9bmW/yeX1S1w6pXIU09j1j8nVzpP3dukqfeo9gd3WLpk7BV5YsfjYfZfY5llOP3eLhvclHh38gCupG2y13iP1nIT23DhXMxt8ti8hx7MoEw7t76yz/uoO5VspTr9ymdW5KuqpFPGmzt5YllK9RDY2j5eyODf195iW+He//TuvuwQogoAaSiTQyBEhFciofoAX2jRwsAUwJJWcLzARaAShhygrpPQ4Y2qCvC0y5YakPIENTOophbjpkzfBsm2ODajZXXygKEaRQ4EQAVeVcKTBnpQTgodPL3Bp+haK55PCoCULuIJEQlSIyIMK77HXphd6tFWBBn0akovg+6QDGQ+PmuhziIMpQVLUyIdZUlKChJJElnREX8ISBczARVET1HwXTYgyh0IoaSi+Q1+s0Q8tNDT2s0kOPIt4Notn+oxnI4BFu20hAKLcx3I7SDIocYXjtkUqE6Pb6RCGfZJpyOTy7O13iUSgZ3oUxtLs7tnksgmCAGzbQQBkK4uu6iB2aDsBnh+g6RKxtEal6pBIyEQiGuDR6QSEgY0oCaRTUTY2GjhOyMrcErqQIfA8CsUiPdOiWm2wsnKa8t4+uVyORqOO73lETnI1wxxLq9UCIJFK0T+xRyRZIZPNIggizdaAzzNWLHJ0dEQkEmFqaopKpYKqaqP6tKIoJz/I+4PPazaJxowRt0eWZWzLHvF7otEBTViSJDrd7qi2Xa/XR6RkTdNotVpomkYyniQ8sd2GFXLbtkdZmZDBQnjPMkdW0eFheSQQgBGbJhqN0e31EITBQnmzWUeRJPzQR9c1gjAgYkRwXW/UKPu/uXuvIMkS80rvu/6m95mVmeVdV3e1990zPYMZYAAMODAEQcRyuSspVvuwEVJoX6Q3hTTckF4UCoUMI6hYkcFlLLRLC5ICYQgzgzEY09O+2pbvcllZld7evFYPWZkYRIiMIJ4o5Et3V2ZW5b3Vlfev859zvkEcfNDlY9s2oVCoj8o4ArAOGo7x+mmrzc1NLMsiFotSrVYwzd5w3ddPeinD4WWw4rIsi0QiiW3b2LZNPB6nWq3iHRHaB8ZvSZJoHH3vdnd3icfjCIJIq9UclkP2V2USxxf+vzss/v94+/bv/P6bq1GJpF2mJApcqpvMG9NMUUbUypRGYzzaN3jEKOHMU3LePpZZwz50CXf8fJ5ZXmkVIezneEmkGczT3vuQ7WyWVKtL81iKmxsfoLdVetZj8qQIN1waPEcM90iGWqxOnmZSE3nnThUhtI12CyZsWK51mBccqo7ICD7ipsOsXKcR3KXYMcj0VnmnZTOayVDaDuMR50ujP+OmYxM6HOcRIR6xSTZ5BTugkNFczgTbCIaIZSqsJp9w1VnjXjbCCgpLkRaXJhJY910iqRjtXJ23KnCu52M9eMjH8jYLuSBb3TRbN8bJ2AUS/se0SouMaWuomQBuWMO7YbCyn+HsZJvljwUC59uMN4K4i8d49PEe8+0UZblO99xJvtfdwYnBwzPXMGrbzNU9ZttXKY95NC4sU6/JVIoh/EGXSy/3iD8zYHufmC7hq7sEslDJKfgKFht1WP0whh43+OyZM2z6TjH5QCI3WyS0m0T3/xGHShrn3C56sEat44HbgZ60dHwAACAASURBVOkJQmcz2DczdKIn2Dt4wsa9NNvZ45z84Qd0/8nbHKteY/RRDPcQtn23aD+fpSQpOLdqjEw9JRr3s/MkQmssyLGOxNKLBYLiBr92uM7HOycZM0IUpEdckU/x44MWl4TnNMIxWl2FbOEu3uJVRpV5tPIKZmaXqXcP+GQ8Tjh+lqer+yzuODyOtChU0lzN5hCKIt74FOGNKLdXPoLLIcbeLbJyIcr1YIt0N86B2MaZ6fDxo31GfQUmG9O8yy0Wc+M8DKaYKK0gWxrp43lu4iMe3cfqHBCNXeFO6zaFmI9L13U2yyFKO2lGNZnbjRzHM0nS9SBr0Sw78i3mJppEnkzROu9RGptnf6vAhVaZ2nSe1yWHQrtEuvgCOdvghx/XKY45nP13Nb6jtbl06Sb687OMSHk+6D0l+FlY3w2SORWmXWvQ+JMATv4dArGv46v8jKrUQ+mMUN17DyM7zkg0Qkl6QkTc4XHtHCtPPH7bv8jbxx7hX8nz3cfPyD47Tmoqya69xCeRfa5t3iZ7+gv/cNOygIDiiWhHkE8ZCUnwcD2blmhRFmzWhQ45V2OBEMeJIEsyrigjuRDuOITbDgIuBg4O4GkKdcugjoUW8BP0+TFbHWSfjhvxceC2KCsOZc2lItlURRsTF1kQUZBRRQldVImjISgyVcGiLtrInoQgiRhS/zdzPxKqKBGUNRSrb9w0ARkZ1XJp212aloHs9vuG8CQ0W0TtAR5Yro2Hh4ZInS77Xr/D59OnzcXDxSEr+/D3HBxVQkTCtLr0LIdAKEy32yESCGMaFj5NR9ZkJAVERUDzw0g+iWGCP6CTToOkCEgSHBxUGRkRaTT7awnHhXRGQXJCOB2XqdwIsZBKs2Wi+lRMx0T3Q6dnYNo90uk0kgq2A81mG8exiEWhZ0O1WWZ0Mg2Sg+s6w4I+iSPchKoMad+D5NDABBsMh7GPjLADP82gsXdgxN3d3R1GqPten/ZRY7FJ62hYGXiC+mZbG13vv4aB+XmAahgYhQdR6kEiaRDHHhihdV0nGo0OPTKSKGIcDSwDppTP5+t36kgisqai+fucrsEQYRjG0EA9/AE5SlDJsnjkp+njHQYG5AEKon9MDL/e4L4BBX3wmE+zslRVxXMZmsUHw93gMYPCxoEx2nEcGo3G0CDtOM7QuPzpXiPfERR04MEamKQDgcCQ5h6JRJBleXhONE0jEongO+oc+lW5VSlyqfYDPmvHmXea9DJBtKk6u6cCmJUQIytJRO5wfmqZeEPidSXBa0TIM0FPPIHre8IOQZYOS/zbkRihpkNXVnHdMisEOf0wxjlAo0pyRiZLl5u4QILbjYv8RfVFqt4t/uxpDcszOayBlJvkrxjD7Fl8nyn2CHCfcRYFG1UZRRAuEyxDeSxBkiRWKYR/7oAo3+cvdhWSQpcoVZTEBsepEWu2aR6s0I3VyR/OMp2OMemT+eJBnjupFNnNBkI5RDBvk30UZIwAHO7wcHWfY9E7LOl+rikTLDiXCcb+U3IRkxM/PmRrr4gR/KeY8iPkw+N8vFoBI4RwGEa8bZNyp/jilMyvV3fYzpeJrdl8ua2yrWuojSbS3Zu8qkE7HOd6Z4mFR1AICHTzNj2lwJeegf4zgTmtzuNSlx/+xOCBqLAkJUgVL9H4+gxPbY1yrcO7wPz5LLEvVSnuityR7/KqAPuxexzaEY63Suw+uc6NKY3Sn0b46OZZzFgFbTKL5hV48perzAY+oF3rEK6M4jolfjut0ZhIo9/9Mk9XxnC/mmAnIVJ9+lneKewRfUFFivoJ1bOolkDwYpP44U+xFmwyeznslo9bv/YavfmPwf4EQ9T43m2VDfv7+M++TCMQJC3PEKxdZXdqjbHmU3ZW0lgdkfUv55CtAq50iVA7ytvXFfK+EhdPizzKbxAO1gjm19i/+IDXvh5i/uEqH+QW+Vw6wxpRwqcyhGQD7m/TXr7N2cQkdqPBpJfmctePsPoeFTeBf/Y21V2BMzmLmUcnYOk6luVQenCCa8IrbD7YZlLLcHg9Ruv0a+Qymyg5iT8ohsg2egSqi7Q3F9Fm36ZVusUL8yG+GbjK9DU//tsCy/Ua9uEheekOy1fXqAoq8aaL8tlZ5k4XqLWzbFh16jM/JH2g8yXnNrHQI8ZbARrtDfK/1cMcvUDO16Z5aQapEMMa3SZ88SL3dyfpPawz8fiAcvsLKNkuvzE9gTHVxvmj6xzONflXvjiRyQ+phgtosyKpHZXnmd/4O98P/l6F591/8wdvJiQ/UVFD8UTAxcSkh82WavBMbHJTqnJWThF1RHQPHnsN9oUOitvDL/lp+0T2nW4/xeTZKIJI02jQlFxqjoHcMzmLn6ptUBJ7OJ5LhR4lr0sJg6rVAVFEEUTwPEzPwUEggoqq+tg3W5iuTciTadptDNdiXI6S9PpqT9qSEKw2SiRKpdsiovjJujr7tGnjMSNF8Xsqftcj6nqAQwGDLbmNz+dH7JncZpd1DnmVSTTZj+LYuEKJntBB9STixxdZs+psjfs5KJaIB2XkYIS2BY1Wm3g4TLdXw/R6iEEBUXGIx0M4XhfT6tDqgM/v4g/obG4aJFJ+/AGdRq2HHoC9PZNECmpVl+Mj56HrcljcxdMcHMVjZ6+LrNgE/DCSTSN4UK83UBXxaHXiUKtaJBI+YgmF3c1D/EoAy7aIh0ewLIFqpUoimcB2HHSfHwmBg+IBI5kRJLmfNvKEPoTy4OCA8fFxRPoX68NSiWQqhSCI9MwejUaD0fwooihQKBTI50cRBIG1tbVf6JoZ9Pz0VY0YRs9ga2sLWZaJx+N0jiLZAxzCIMklSv01kG3bfd6YLA/ZXeFwmFKpRCwao1gsEg6H+/BPQaBt9CnxqqpiOf2Btlrp+4QG/pdIJDIcrgbli5qm0+608HAQj1ZstWqZRrOBJMlomoo/EMQwDHq9nys8A/P1oGhxwBADsV9K6fMPe3X8fj97e3tMTk5+ip0lDtUuy7KIRmOfaopuD7t4JElGEAQqlQqRSORoOBWHA5Zt2/0yxm4XWVZotVpHA49C8yhab1kWjuPg04PMzMz+yig8//F//Ys3BSfADXePRjTJkuOjVYjSruzRcSf5dugdfmg2+XXxKo26nylD5sF0hdo5i5HIA0rbYbZOXoGOg7/yMbCO634Npb3FUr6JVTFJCEmuOQZ6Nc8SRVwOaGIissNTr41WyqGLUT7vRvAo8bAq80V6iCdPMba/Tg2FuvqcpViCC7UdClYE1ZxibC+PzGPyrsREZZtidoTUSAV3QkBshylVy8hhPyrX+JyZJVG9SEvfYkeDdO2/4KPQbU4fhtnOV/lecwWzOU7GHCGQeYqvfZER4UdIyS7BPQUh1yBQ2uC9qyZ37hSZ0IrMTFzGaH+PH/tPkdzNkDhjUxVzbBfbnI0esm35+DBu0tF0Go025fkGO2mD3h8rLDsn+eapXf7wMfxWvsu/f6CwHLEIrcb5ht5jWT/NbmsV59BlUTnGzofbhN+AQDfBxOw8QqPE4vNV1kuQjAvc0jxGllpYK7B4yaPZbjJtS3yspPms30/vaYhuuoaxfZlXJzpM2jO44harv/cMdSzN2GmDVGiRUD2KSpgPL2/wgrNFJz6OO/GIt+4ecvXCcfbWtpkMOYTlGFLkFpHOIvesp2RSaaafPuBnVpFrbZtxyUSePku3sMyeO8uxik0p1GYscciD5V22xHuMC8fY0ZdYJ8KEus323g7V1CTGMrxyUeGT4g3Sy3/LrzkxpOpN4tF/hhcpcCPn56cP7nFqKo/6exMURqO4+RwzWFi3djlwk9RbNbYyp/C8DXaaLQ4W5gnP32OjdRHJ5+PaWIlKOc7bq2f4wkGBTtTisNimtFik9pbDZ2b3OdwLU6paBI9/l/2DEbpLh/SSDd5/4nLt+R77/pPohXXkzj3MZIip4jm+YyUZd9r8teIiy7Ocmc5RNJ7wTL9MvLPM2mKHmBSkV3QwC6NcCSTZl9aQg4usFlwmLo+z8+5rzCSTHDsM8Wz+EN97jyjpNnbggJHWCqvvVYgZccIzLeorHplXL7DdXOUUx2iUCpzp+fnb2v9NbvwcsY09qr40884Eyx9HKIgbjGVvMD8W+CVWWv/D777Zcjr4BB+yJBNVfCiOjQ8B07FwHQdfIITeMbFFgedih+2AhSPAiO3jETV2IgJGu8ms5yco6zgC+FyBrOdD80SinkwEFVuRSbsqPlHBtnoIroflWKjIiK6H4An0sHEFGU+WaCkCsu0R9iQCgoYsiWieTEDSSTkiISQ8TcHniliey67ZweHIBO257NPFwiMrhYh4LoLnsE+dqgYrQo01e5+SVcGiR1NR0USNU26YmBRG9jwkavTcOoqoQzzGgdzhjr+B5npMJKOU2gKWoqH7dBRbRNRcuk4HIWzjOh6RgESt20NRIJMJIskutuMgCR6do/WVpimoPpuRTIR2t0cu72M0NI3fTIAtoAY9DuodwiHI5qOUqway6KBqKmbPRvf5eb7RxvMgFIB63SaWCtFuGxyfP4Zp2oyOzONaEgf7B0xPTbG8vIyq6phGv+PGHwwM49bi0QVbEIT+RdnrA1Br9TrhSATD6PtrDMMgGolimv324UajQSwWY29vj4mJieFA8GkgZqfTIZ5I/EJsWzpq5R7Qv6vVKpFIBASGA8Ug9j5oCB6oSOFwlL1CgZFsllar1VdpjqLisizjDlScIyN1/+N9H82nhwS/30+tWsfn1zGMHuIRuqHdaiLJMtFo7MiM3VeKWq32UH2SZfkXVlDhcJh2u02n0x0eZ61WG/bluK6L3+/Hsk0URR42SYdCoT6XjP5QM/AIDVqq+8WHyrCBuj8kSZRKJer1+tBLBB6qqlEoFBgZGSEYDPH48SOSyeSQqaWp+q/UwPMn/+3vvOk5+zyY/gyn6nVKdRMXg+Rpj2bpbSpukoaiMpl+TLyu8vbpp+ysfoHO2nt8rdfju/MRAuX3cVtNIg5k+Rf4+TYpDsgKItM9kQIyKXZZv6GgbJ2jy3GaPCJID5uTKGc+YbdtUejt8FhTOO+k+ekrNQqtRcYO95gNlPlIusK/qC8jcYNKwGKqt8tUROOD3h7HVY/NK+NMdEosrx8n2mlitcu0LsKd9WPEE2tU3WUMS2HbDrDR3udDvs/PJts8jbZxi+tk7Qnq5hO+EhLJVwIU4jqR3ih7obvkG2PI80HUSYd/806R9PxpZqbCGFtVdmkwvgGCPssJ/W3Cb+9w93IL/0SOkWaB9PY84Yl9OokAZ6xR8hsq/u4Bysgej2SV18MOnTtw8UIWv1tnb87P6ckArXszjJfm8c5v0VZMRscgeirHT95rMPfqJncLJdLnFBbbNrdXPQofwT8B7n5GhxkbaSnEq2mLA91hNTdPJfOUdx+0ef2Lfv6Xh/vsjzyh666TvZ4joYxxWPPYv/8Ewh61Qh11/wmNmdNEnwlQH+f6wway9GN2M1F66Qild3V8whh7sZ8wX4qxLkfomKfQXB+nT19k8yBFqbsDz3WMzDNMwNweY28+iVCMEQ1p6N0pwiN7xHyvIBt30Eu/yah8k8AbZ+g+ek5MCHE/abP7LEFxPspBXMG6W6Gi5Vnej2LeySA0HjNxoUtttcvDkk42DJtaiKBiEoz8OeflS0iVCAvLz9i2JhhpRpimznZuD19UZDx5jefTIvXVVURtDKewRCAJd3tRnGKR2skiU+2z4JM5KT1lMh+kI/UYjwUYz9d4f6qCGP88fgvuc5/McYW//GmBr4kZXujtceBXuNWscaOdprDtEaq1ifuaNEbGmS247H4jQ/vjZepLCV67PsbmZpZ18Q7r525SrdzGOdDQk8dI73WwmeX7HwXIX2lzcbGBYqWo7N/l/sYqfj3FaOE2SjFCVyvwoCqQC2ok5l+n+O4BzdkW0eg+TXmESH2L44sLv8RKS/AAAcdzETwRFREVDxUBPxIJUSfaFYgKGpogUXcMqm6PumdSxuBANKlioCBiiwJdu4dmueSFIBEUXFnEBjwEXNtBslxk0yKASAAZHyKeZxGQVQQ8gqIPyfPwyyqCpmDJAgoeqge208UvyMieQBsHGxHVEQmIGjIyKclH2tXRPRFD8ZAQ0XBRHZeeYNOVbao4lMQunmMx7YuzEMyQ0cLEJZWYLeLSv6h6noDr9ld+bbeNaptMBSMEe12c8iF+RcDp9ZWQVqdJr9tjb7tIo97DMBxiMRUBl0YDUiORvgIgDjpfFCQZikWTet2g0wJVlWl3QZJVOt06iWiGbGwCo24xkdXwLDANA7/W96X0zH7yzbRtIvG+CVrV+uublZUqmg+eb6+C3Od9RSIRMpkMmqYhKTLJVIpAKEg0HhuiEERRRFdVdF0frkUG/TV946467HkZGJIH3TWDIrzBKmqwvnFdl2q1OgR3uq6LruvDGPpA3RjwuQZqyKBHZ7D6AYZN0N1u96iFWfw5c8rsYTr2EKngeR64/WbjATbCsqyhWjRQZvqKTW/o+4H++bVtGzyRSCR21JL8c7VpsM4arPcG4E/DMH6BgzU4L4PjGzDK+sOOMkRSDFZk0B/EPr06HPiqBivAwdD0aQr8pwevgX/K5/NhGAadTgfHcYZ/13Udy+79UoPFP9ZbxMkzkdPR1p/yzLW47iuQkRoE7+0i2Hlips6VhQStNR9112P0/hWao3/JXdL8tBrEeyBSsUPczbVpkOJZ8BZmaoLMZJ5u4xQaQSKItK+dpfNegQp7vPTGM0aBZ8Aozzm/FuVaPc981OVML0RYqHLxQYhk7TZOfIS9dop4+xP+LHmKH2klDrUC7ysTrNZvcYNjxEd0Sh8849HuImfkKo/FNMecr2DevMFXAhqXyjssduIYeDT5Hl1WOM82p40Mvq0xLgTTmCdrxH0juE2DnzBB1i1Qdt9hTjvNNndJlnLY2gL/fKFIsXuXa2sxbueymFodKbVEvf4t/toNsnpjlFMbUHxU5H7kIhudTbKjeca247T1dZ78aRjjbJgzk1AyTD4WQD4jMGUZ+B/A18ws70wcI/H6Or0LEXJ32py/EOSvAgmaB1lixgQPftdPfHaE9oMA/1GERjbJmVfg/WSAl00B8wegyCFuO3VmawoLC4dMaaf4lymZ2MHrvHJwitfax0j7/jXfUC3uPF9lbH8KY26W7qU5UvosUxNnGZm9zTPfCpXmCNHfihM9cZLmzHFCn9RJv/LXVCeeElPz3MxPENJHmL5Wxkp8xN8ePGL0xreZiDxm3djkcqfOyGtnqR8keCk9wbWpAL1iDumBje+tLnHvz4m2v8Exf4cfZw/Y3tgjkDhBI7hMdbOM+dUVrs8u86XmHtPzWdaX/4y46XD+my7OK9ukg1eISNO0cvNsJyKcnH+bzOw5NPk/Z6eYZPK6wOOEgxcfYcQw2b5W44HhINWyfM//LeoF8E9cZ1W6gzQdJ17tMtXYpD0e4DOZGTKHWbLVcVb3vsTSfhajFuVhuIn4sMlX61dIrW1QsjaRmrN0OeD1UpIPzB4/0G8i3Nki3c0zcqiTnJZIzZQQv59ga2mL6PUXyP/VY7KJJLXYKFv7txgPVxCNHq8sHSf46GWWo8dplCqsHDdotpO88MafUPcF2e6comLfJJ86xqJ0jJO7bf56XubRqS5W5GskhSznrli0pSbPkx2kCxn8UopLzg12J5b/zveDv1fhefbf/+GbaSFAVPTjRwbLpEaHMl326dHyPBzXwydKtJ0ebcmjFoCqYFEWLBhNUGhWmRIj1K021pEHpodDG4c9r0vN6yAAtiD0VySSAJKI4Hk4uAQEvW/W9SQUSSYk+fC5EqbRpmsbpKQAiijiQyHsSbTw2Fc9TAGigsam18YO+XANC59nI4gKtbQPze9DbluERIVVuckzq0IhItIMq2iGRaIHIdNFcgXKjk0AmVNCiqQTQAAkoYEs9FWidqtFOhZgZC7FWS0I/g7NrooYktFlh4gUoud1sJUmTQFSST+S4FFuWahaD8cWcTwDv65TKhtouoBpePR6EAtCqdwllY9SqtTxGjavnf8NmmWDZqveLw2kR6VtkM2l6BoG9XrvqNPGJeiP0DO64Hmoikg0pdPr2fS6LZqNDnNj53BNheLePqlknI3nz8nlsn3/iCDQarWGqoiqqriOQ8Dv5/nmJvlctl90J0oEQyEURUXT+xdus9cjFAoe+WL8SFIf1xA8UowGKsXu7g6RSLjfuXM0NPW7bdKYvd4w3j3wqaiqisfPmVpra2tDH89gEKjX6yTTWRzXIxSJYJoWmqYDAwVGo9FoEgwEKRb3SSaTR8gFfaheDUzG/ZWUi6rp2LZz5GtS0RQFn99Pr9dnYem+AI7T9zYNPE39luef+4J0Xe+bqj/lE+p2u0N1xR/ok+n39/eH+Ih2uz00PYMwTGENupEsq48CGQw/A1Wq2+0MfT8DNSwaiQz9Qj6fD03VKR7sk0gkjgZIC03XmZ351Ulpub/zl2/Wm1PcSAQxZz3WtjP4JBnRPcDhkPa5BOF7EjOyyaGbpyratB2HeO+QzuIpfJ0E7VqJpHaFEanGg+YTtIjIxE6BNho3T6ziimM4T+ukUQij8WS3x0REItyRaeFjz6xwSAHt9G+zufuYbNSPVlXYb+8S6TiYgRIRK8lkJ8zLPGSndZXT7ntUeJlgqMJyaZpZ/xarvQij7goj3Th3Qqvke3EexyWajU1WOcNHYpcTx65Qatd567qH9eAxr7kVhM4xeqoftWLyEmOc5hhFQ0PLbrOzJZAeP8nh+h5to078zDz/zapNJ93jR0KHy0/iPAvtMKO9SqCyjbtb5qkXZ3wiTiD6lENZISfJlGsV2opBXI1wK6ASzdap3YXyLrz2VXj/Y5cz37S586TG1O0kL7x0nWfWe/hbYeq1MJfUBjfX6nzjlQSzpR0a+w2MukojdIbJ5w2Wu22y+w5zCzJLAT+xbolnT0epT/qI7S/QFTOsNp+Q2knysfMd7JdepxMo8GhqhHNLKoGFXZxnWUbiDdqhAlZtkUd/WGBuYZ7ti894T1aQnIu80fpruo1vMJKU4HaAZi7EufsCC6rIg6kUIx99CfV0izsfxqieiTKi5bnzH9Z47oXJz36PvcBlJPMR3aDJrJ3h2eUNliN55o85fFwuMlr3USuOUG98yOvjV6m6XULFT+hUrrCf3uHhto9oKcnkk3covGCR/q7Jrbkx9J0fcDpQougzeFQ+RVdYpVu7STIVZe/Dn5CbfoVTqQO2mlEOlsosRnOYuT2kRyPkg0l+rOlcHbnBh4chRg5calNbCNbrPG+u4jgm261t3MtX0BvrZK97VMtZJkZP89O197g428ITw3QMBSoenVsrXPnqc27viwRfPMWz95epfWaczq4fMTCOUYQtp0SjHiGa3mdN3OGlQ4l3UTBjY2Sks2wldVa+/BcIH5scJDqk9BfpBXZIlcYItl1yYpD2RglRXEW9PcWjb5zj+POHVCoTbKUbOEGd+D2TH77wPvUNg68ZDX60mmBC2yE/fZzRxC+Blnjvzd9708TD8Fw8UcARHcoYNGWPjiigaz5UW+Btb5/ndIgik+lC1JboCjZ75RKy7ZG0PMKChqbqPFW63HeqKHjkhAAyMq4i45NVfEg0RQvHddGDfnqWhSMIOJqEFA7SMDrEMmmq9ToJT8aPTMyTaWKzo9v4bZEOFrtuh65rYbo9lmljCC6uZZGOpulJ8Lx6QNvo4noeniDQsU1sXMo9k71mFU9WMF2XNjaupLEflNnvdXhVyJIngihKINbBrWHhoXke8dE8x+bzLDQsOjkLQUtRbB2gSS5RNUYPg2K7RHo2iGWa1MoGc2di+EMqxUKHeEJGEGWqJZOO4WGZkEwGONi2CIRBDEClbJMLpFlMX0VxVCzXpVTrIEpNQhmN9fUqU9M5JEVga6dFMh6hWq4Tj8cpFtp9Grxpk0ophIIhBE9hLLGI5oXYfr7NsYVZNre2GMnnsHsmjuv2GWe2TSwa5fDwEMuywPXQNY1AoF9W12p3kOQj/tQRzmG/UCCZTAxj3Y1Gg1arRTqdGkItTdMkkUgM1ZFAMDiMhCuKgm3ZQ7VlEMMOBoMclkqEw2HK5fKQz5XL5YYrnlgshuYLDBEYwBD50G63+703PRNNVRFlcfgYSeqrKYPm5AEh3jB6SEdqjKb2kRWO7SAcrd7wRHSfjs/nGz5vkPQaxOYrlcqwiVoQZCzLJhgMUSjs/VxB0/uDzyC+PsBPDFZhsWisj9Q4GqK63S7BYBBd99FoNIYNz33Tsj08x4NyQ0kSEUVp+DxRkDDNPissGo32MRayxNzssV+Zgef9/+m336zYSfJdF6Mg4fKc8miFj6wSHesL3GztcMqc4P25KhvlxxjeHtKYR0S1KG70cK0neIwzqj2kVqvzAhP80RmP8naTH4Sb/GfSDMruMlvozIw0MPXTNDhkX1ukGWlyfqLLdtNkzn6Jxth3yY72aK+2WFdThH0G02aThHeOBaVIIbrNg/YsWeUZb0d7ZLsab7kFvLFxTHOThdgBU61Jnozk6ZSfcnh8G3Nzm+C5i2w2f8ZcbJul549YtSsExHlW2Cc868cMRbjz3CNEm69RQxozMBsq0dYIcd6n0WiwN5cgkztg+vJLTAf81C57bJXHcOaW+Uwzi5gOsZtco5k4zUZ0kzeuxli7DaIvxbwssV2qYXoOgc93uf+swfrjBFNKh+0zEk/+xo8lehwqNp0nDtLZMhd8V6mXvsrxaoy/MD9AzojsR2w+WQ1x9Ztj9Jp77D3sETw5TmH+KdMvJNjc8+GvdNk3uliZMMaMS0DcJntuirFHx3j/vRbHv/EG4fr/wZj2NczvFcmfqfBkLMKG2yBudVneXkVEZ/G9x4y/usCZXILCusuJhzrmlTq7z+OkTpkUClHaPOHGzBvcqT+lNhNA/12b2ukSobks9p+u0T11ion4B2znXiZxMIo0NommbVE8fMb0qIaw9aHA6AAAIABJREFUcJW1WyXcdoW422WtESAT6jE/dkhl6wRW7ZBAtUXPcjFWHEpc47w/yVIjwvUXX6R6wWKio9NqZ9jt2aRaaTR9jx8aC3w1EKBRXCanX8X/OQF7Pc57Xot9W2fsfJOfPJqgsR5ibuIx1bbJqwWDmfuPaX3Oot7aR76Y45VamUYrQU8Ls+gr4pIiFjhG3vuY6B2D7hODpYUAr005ODctvnu4xtebYZ7MzBLuRjneEZGFWZ5rm8x2d1lvKXTT60y/4xG7rLOYLhDwTA5L43zgm0MK3eXU1UXan0Th3G029sL4yzm+QJWU3WIllCKzb2OWxym7LvGrD9EK3+S9zgN8hQ/48PDzTBpB5tM/ww2X2Ugk+OZjPyX1n2HEAkyqt/lIHmOsucfYzC+x0mpg0xQcGlg0HZO200NURDzBxbENFMslAFQ1j4rcT4ykUUi5EqplEpY0NBcSWmQY/a0abdoqCLoOro3keQi2i2S5CG7fTyFKAka7zzSSFBlBkTloVDEE2K+UaHs9RBx0JMDE8ixKThdX7lPKZVlF0f24KPhUH17PQkcmmxkhHYkR9mT6o5aILkvklTAxFNKSn4QcpGua9CQRA8ATSKQzCAyixv3fzAVBQhL7MWFsk/rNW+z8+B1kT8bqNBjLZfHrOgG/SqVURtN8iCIomnp0UeLIW9JFFPs0dM/zcF0IhfrIiXa7TS4bp16HUDhILOEnHk8QjUSo1RpYXY/R7DS66huytQqFAsFgEDzYPywja4NVExgWmGa/BXlnpzS8KEYiEUQRHNcapoAURRkiEYLB4FDh8Zx+KqlWq/0CpHKAm1AUhYODA5LJJPV6nUAgcNTv0kc99P014aH60Gw20TSNUCg09PMMhoWBJ2VAAB98/NNk8kEkfeC5GazYut2+B2lwnyCKw+SUIkq/0IPjeR6BQADH6SuQg3/3ej0KhcLR2ks4goPKw1XUgIgejUaPPg/DtdJgtfXpePqnj2GwXotGo0Pcw0D1GazzBv1Cg+McqDcDrMRgrTWI5A/WbYM2Zc/zhmvEgdo0eG2DyP1AFRqk5zqG8cvMFf9ob4Hs53nK+3wbP4+PpblOkuetLMc6F4mP7vL1mfNsobDyrIgUgEs6zK++wOT+IgoSz/zwLvtU0nmmvjmDmdtnYc/HmhLiZNfieXOFPz2m4uDh7AdZKNkY9S5qrUC5keVPDuYY7QapyD/lwapL5SPwpcAyfUyor1ICyvYuP+k5vFPW+WqkwLKVRkrCir/IqXGZh8/f4Z6hYapzyFcvMLf/MS4TBJ7EsVmkfbdHPvwqchEOZIgoIk75KTfU17n30CK69hDtTIcJNP6GUYTKV4hTZTM+ThEfRe8YIyub3HqvxvsfbOFVBJyNu1xY/Aql3mV+VPkcN91nXKlf5vDJPX79ZIZKpolnqhxPrVNVG9yaM0ke0+n8/gS/4VqM+w65ewLmXYeLXhtjqctUTUb/bIqDt+YoBnNMBD4iEyxy1skjFZuM9jqMN+5y+zs7nEufR/2KzPbPPsT3YYDuT/ycEy2+u22RScKVtUX0pSL+YhnldpqJ4DKjOYmqWeFvlqcIXDwg8+IsvSWP8+f2+C99M4SdNoLvy5TCl/lODpZuPuOPpf+HqefzrKbvkCrOMrb3Ck1vhne2Gqyez/Pxzh+Tnu+Qr1SQ/qnFo5t/hfrwGcdPfwa5vsKTlS/SOniP0PS34NkqcnuUViVD5cM8Nx98h52RUV5+5TyJe1cYT8qY7j77xmncJx8zm5lmaXKXrdYOmYk0M8kKG/IDopd/wpP231J/pND6bI9GSkCsJKlHgrSqYf6ldQvB2sF/dprNifsEVxVs7y1+aynMzKyM6HyZk2oa4cQU0YrL6uYSOxWN9RMnyQQqJFuLTAVyLKl5atkimXiCvapKarOEu/Qj1u7p3HwjzMNZH9+ojvGtmy4H+hjnXv4m6eAmx3I1qvF5PsnPIe7o5FYlzs7FCV4qMLt9jtp8h/uNHrfCOpYuoDUMXFPhwkaU8FtbZMbe48nDCcYbZ7m0f59Z80X2XjpJrH2fe+U99LHbrAXvUrm7QCPhkpsfRapf5vNzT7Fee0z9I53e2gTHn1fZ4TzRO2+z87OHdJozRCM1Cs31v/P94O9VeP7gf/63bx6YbWK+YB+ZIGg0bBPHE/EJKnFBI+N5zDthzroRIo5AV/KoeV1UQSbraowRJCb66Dg9yq5BFZOoJ5OwZXRJRfRcJFxERabqdHjiN6lJDm3Hwm95iA44IZ2ICTOuTsaSqGMSEGTsoEI5olMVHaKWTMD2CHoeU/iJCSK25DJHkKikUqHH49IeO+0qwXQCyRHwuxJpfERFnQoO27qFqil07S5JWWPE0Xju1Xlu1Bi3ZV5wx0kigGdjejqi10PHREZEJY536OJLyfhjGboZgXubNQQhSi/QxOlaaF0/jcY+bszCkEARJSoHFtmcSrclo6lBKpUOyUiadquNLovIMZNoXGd1qY7iWESCGpMzZzhodomG4qQjIdL6DE54F5w2OC6aJuBIPbo2oAj0XItoJIjo9vAB24Ueil9mZ6vGeCxCVM0gSTqpkSn2tveZzE1RqewjSyKyJBI/avW1LBNBBNMyabaaxOJRukZfHXFsC7NnEPD5UaR+wN3s9QgHw3SMJn6fj1gsMvSseJ531C/TPDLq9nAdl2AggGVa+HTf0O/zae+NosjUqjVSySSHB4eoigoeJOJx2q0WtmUR8PtpdrpDAOmgC6fd6eDz+wmGw5QqZWKJOJ16FTwBWZRwjpQl6K/HFFGgZ3SRBOcIFSEiiC6OY+MJfXZaNBoDT0BAQDwqEHSPWFguHqbVb15WjoYLwQPLNnFsC01VqDfqKKpCKBQcDpuSIBIKhmi1m0MKuywpmKaN63pIkoznuZ8CjxpHpYIGiUQcw+izyAY8sEHpoTfEcnSIRmO4bt+/k0gkjgZcC0mCY3O/Oj08/9Wbv/+mnzmk/CO+vNFkI7qAXDWIj3/Ek/QMwtMk0/YTFn0jjHf+FYXgCnIaRuoSe5fgs4k2am+aQD2IVs/x1p7AU1y+ohdotWY43/Uz28lwzt5AYoI/5wGPZpt8/aBGwSwyN6ojzDukmiKnAj3sxmWinTxp/13aMwdMijdovlTktr/OZ/M2O50Eb7QVIrafkZZA8JLBK2unsb0pxNpdvr0zzUNlk4weY+nSHOfLdWLWPq+3MtzRp0mYGzTdE+i9cZz2TzkfnWXTKFFsFNicP+Ar7auMRRo8PKszt14imM2TVIqEbZOkO8bFbZdtIYi763A6cpN7HzgExg6IbU9T0e/SOX2Cm28tE693OUx3SH4X1ucgey1M90M/q2MmariFeGKcKa+O+RQWTgc4uJIg0QiynLnIi2f8fGMqTrPqspMUECSZmZ2vk766DOEAxsEe23aeiUSVwqxGLhElEttB+A89vvmvdfb+9zO85XS4MGPz4YbLeWmW8hkFY2yWWUOluPI+obkEnfrvUvfH6D58kXL1PQ5DMUYrK4xoErWCwfJUlTMPpwh+MY9uSRT3PkIKl6kfjDE/fZu53TeImHeIXpBYuqfS+4zLfCOPl6qyFc2Q2H2f0dohTzoLvJKc4Xn+fWbqHcSTOq4yweipi0jdCps/3afy9RnilT1Cco6N5C6TiRF2Alu8fy9NwFtnZFkgPeqxn7xD73GM5LUsxS0/+70sjdq3iPmDbN+Oo2oKH+VzLE6UuLtR4czGFKtelYAg8vZYF/9mm3TtGYq1hNxYpdiYYNIfgQtRer4HBFoH2JUo+apHaW2P6EKT9maV2WYb56qOmqkgBkQceYTPNDSeNx8h5FTC1h5icxXnpdcYfV7ldmKL8dUKN1+LE44oVD+yOZZ2Wbu1wu3cCpn1OU5LOZ5GFLxnHUInSsz8epC7Hxlsn/kZixGNLygFjHfjvNtYYyN8mZdX91jemcEnjzHdbpJZzHOoO8R6DfyRFlMRiUI1Snn2PCeaz9iU0ogLZdpXV7lRU+hdaGKUz2I7Y5xayPzDFZ49t0VL73e7BBUdyXERAcnz8HkCguPQxCaKTAqZAAI+RSWhBQkIGhFBJysH0CyXumdSc3sYkoctCeieQAqFhKDjl3UUVyCIhGy59NptXKeHhIeHi+DX8KkaEUkjjoqEQMszOTA6lLstHM8lJKpH90i0JJdDs0vXsQia4FkuoVQK23NBEjlsVKl26riSh+yCa9lEBZWILeLZDq4AyZ5IBJEqHq4kEPIkfPRbp8FFwEbABVlFEEUEwUOQ+sH91coWdauJ5zmookBA1XHw8Ad9SJqMqkm4HsRiMXw+mUbDJBaLYpompgmSLKCqUK65FAo2O9sd8jmdZDSI2TVpNZqIrgOuhyxKBHx+5EqSqBonGYuyfdggEk/RqENAUUiE/SiKhOGBXwfPgrHcDFNTcbrtGqKgoSoBKtUCqiaj676hOXmARwCGgE2fr2+AtiwH07SH3pqBmiEIAt1ut9/B027SarWGqaR+C7B/yIgaqCUDYOZgBTTwqAz/o34q1TVIVUH/HA6I6YPVmCAI2JaFePSnLElIoohtWfh9PrqdDpZpYh2ZnwcQz0ER4MC8POi6GSgvn/YRDQzI7XZ7SDgfqCafPg+Dzw8MV24D5WeQBhus0QaDoOM4w681iPAPzh8wHAQHas3geZ7nDePqg3M0UJUG358BYLSvCPZf30CVqlQqCIL0D50p/lHf8rVlXOvHdJ5nuTe9jWzfY/mFNarVWeJli253h2pshWS3wJnQv0f37zG99ZTN/BxnP6nR6DhcqqTQGp8QWbtD0n5MrlvjJwrItAhr52h0p/mIi2xT5ivpPPnqGB9icxYb/7NVxj+8wQPVw9ie5XXSzCDS7VxAuqvwVmeJze8ecOL+AuadOGOBCPcYoVd3+NmJFvJHLlF9lYj7LnMLkDu3QVcwWOqsMrv5U/Jzu6jRPO/OCASDG8xIMaYQCE6KJHJ5dmphnqYzJBeyvLoLQV+PekHm5GoXz1JhN4FYSdNMnCbFIYc9i9TkfZojc5QXX6c7u8RBpcLk1ftIC3nOP6mROgX7C9MsPgDtM7/NpbKf1vsQqBV52RLY2veT3N9nog5ryVHu/K1F4+Y+qzc7/Eb1uzx4f4PthMf+1iSrzw7IuFEmz1fZ3b7I1ftllM99EYVb9HwnaJZabFu7VD2Nh/9div/xDyyi5/xk4yZ+X5bwCz2c1BLHOudZsC5h9w7RzYvYnTni0m8itacZDdR4evZltDWVHX+dYu8peq6C0w2QUdZ4+r/dZidUYdI5zohSRnIqzGXGeGvzR3RTIUwzwP1GCO3/2sOfVNC3vsZvai3GxuZpnunyhtJFHFkntTFNT3BJvH8Kf32P2uZNRvLfJzhf4fIHJaZ6Uf5M8DH9NEfm4TaC+s9ZvGNgTf3XlGaidC7HUXbmmNM2eXKvzfV6kNm1AplHGWx2uHbpQz7wZ/hMfIUHqza3biYIyTZjiW1ym3FeuDVOauOAcFyloSxgZ1PY8y32gqPoiTXGkjDybIVQdodCcgJ3UeHZRwEajXWq4Ry7FZtD6xLHDif5wg82WPVnKF0/g9yO8n70AlU9x+6T+6zENvB8NSbCDvM7NZ7/KMp+xKDanmL3xW8wv3AWpvfRWyv0PhGp/SdRgs40S7+3y42Tm1z8P18nMn2NH5cnWH+pTvjFALr2bWrnVXwv1RmL1VkpyTy608MsPSMV7qA8OeSOsondWmdqw+Ve5gyxSur/5e7NYiRJzDu/X9yRGXlflZl1d1VXV1ffPX3MPSOSw5uSKHElSvDKBtaGX/1iwIBhePQgYAHD62vhA8Zid7VrHStKkGRSXJJDck729BzdPX13VXfdZ9533BF+yMqkuLAE69FMoFBAIZGZEQVEfPn9jx/N4izqzc9Tn5ERWwWs2F+xVOr/ndeDv3fD84N/9i/e7HdrnI7kER2Pbfo8pI4DaLLKoeLxI71DFo2IIKGHIHgucV9CCQU0RORA4gkdTFw0QSLnSZQDnaIUwfVNuvRpBS6SKiH4ASlfISNHSQcqeXRUQlxrKA+EosCe16AlicihhaRG6dgDAi9EkSS6octRaNITPEJZJPRMkHV2xCG/Sw9FoqKCFEA2UMiHKtlAxAV0SaHjdBBdiEkKSTRsUWA3bFNwFKbQeYNJRFwC0UcMLURaEFrYoksn6ODpAuupPg+MI7r5OLWGS1wzsD2LvuMQCCF+wsRWLFQZOq0+vU6AqkOn3UcUAzQtwDJtNF0gGg3RowYEIblUgaODGk7b5NTkZTTBQEVAVQQ0WaOsT2J2PVpNk0CzOax3iKhgKALt1oBWx0KLRwgbHrqeZ3Vtm0bV5OLCHNP5q+ztN1BiUKkcUC6XyGXT9Pv9X6CBjzwqkUiEVquFrg8ltkajSSaTPTYHKwgCaJqKrmvDnhdFIZfNH4NGjfFNXxAENG1oSFY1hWjUGMtSo2TTiCYehuGY0N7vD0gmkxwcHJBIJH4hrTW6iR9WauPBY2Ta9X2fbDaLIAi0Wi2y2Sy+6+B5/rAXKBId4yoikQj1avW4L0jD9YepLtMcjEsZR/DTIXvLAI4p6selgqZljmWp4DhaLwAbm5vjfqAgDH6Bu2WaJol4nO3tbZKpBCAMhx8EDOPn8lQYDiPso+TaaFhsNpuUSqWx4TmVGqI7ut3u2EQ+2vqMSiVHqS7TNHFch3NnL/zSbHj+9T/9F28+dEs8F59k0AlZ77eQd/apOS6tziRm7AGVIMe8M8FGvsvs/m9hGQOeTK5RamXZOjJZoMtTzqMsPiLrXuByJs1iqcyLB/s89BfY5V2O2EQ602dmM0XFbHAu4uB4kONzbBLwaljjJ24Z+/Q9VmvrqBToTbs47X1qK9DUaizLLgdeizCyRcI0mIzAvlVi9fJVOjWLnxy0mbVqSP0JiiRolpJkHl7hxUzA7W2R6YHO9/QDUl6SbvwWhe55TKfOO26SSSnCc5VFrsxk6dZ1kj0XkTh93sOenyVe+XPQk3TTAQ+5yL+Jf48UecJmgxeyJh88WiK6Y+JOPeX2Yx//bBNisE+Vxs9anPiVIlMHXf645DPZ79PpQ/VMyMxah5rqU8iWuHTS5q5ZZPVoHXv1yxRfShCf0SmeiqJnF5D/7x3qoYck3+Dud0HL7FN4BlvXcwy+G6P17CK/udSg0X3MdMXmoxsNDo+STJ2epzz963z02b/k3EsrqLX3yHlxFsTLZM0bPOk7THT28WOLTHyxzaPsTdzIBdLvCmjLF5l6McLNWwazdYumUaBX3KZhHTK1co38RYMHb/0hT66k+Mr5OZ4kFpndr7A29ykPPzxgr7hC5oTFqfejBLcXmDizzOFUwHbhiNNrBpXuNYpKg3KnyQdvBxjpClfmFvif5BMonU+ZWqlTKGyyuWRx8lmPw7kUGT7H9H2BP3d/xAs5FwYRdiKzrKoab1SPKM1dYs+9z0x2goXcEYPWl9jPxKheydM4uUXZOKTR22Vx8jk2Px1w6vwhcz9W+fFDla3MPHV/gLVZYjquMnfRJ9KKo3RE0oKKwRE/MDJMnxd5+8ZTktEUfrHD65O3mWov0JuMwu15YvEPeK89TUScZ2XwmP70DvFzByT+uUgnViU3e4lbd0PKF+6hJiZo7Bq4F0JEK8r7zxWJ/NUGzisTZNeriIc5Fp/fYu7Hs1T29rjxaJ/l2eeZvHwTr9lgeyZLoOdpPmwTxqe5MrfJ416E+cd1zs6ZuDfXkeWzuC/liPQP2F3/lHNnPvcPNy3/5Zv/45uWJvOELg/CFkdJAde0KQlRpgMFyQ/ZdptMazFkBJJ+iC0IdDWBju8SZRhzjgQK/dDBCATKDM3JNcHGCn10QSehRxhYJhICqqSg+aALMgNhGFlP+yJmGHAku7Q0EcP2EdQIOUEn70okQ4G+79LTRWxJQI5q6DGD9sBCDMAOAqKCRDpUwXdRQ5GCoCOFAtuySSKewbVdpkKVWSlJL/BYC2qEksJFZYJpXySLxssUAJsAh1DsIYU9wGEg2ISSgFdUqeRBKklURZl2T0IKZRKZLDu7e+gRndpgn1RZwncD2nWIx1WiRkgmVaTVbFMsJ2k0TSKGRixhsPqsi+cFRHSJbtNivlxiefoC3caARCRGzIiSL5QRRBM5yCKZWVRXw3Z2yWYlDjse80sl6vUehXSW0BmgJqJY3gBJgLlCkWL6BJKso2tZ6vVtTi4WcS2BwA/I5/J4rkcyMWzR3tzYIJfNYpkWExNlbMtGUYcDgGmapFLJcVfM5uYmENA3TSKR6DHCoDveQkSj0XFiKCQgDBi3CQPjbcko1TUCbXY6XeLxOIeHh2PKdyqVwvM8arUa2WyWo2oFWZawLJN4PIYsSwTBsJ9GkkSq1QqGESXwXHr94YZDPjZHjxJkmqocIxlaZPOF476g/nibE4vFCIIQ1xmWFI6i4eKxF0k5Lv7TdR3LHHLB2q02O7s7TE9Po+s6g2Pe2KhrKAxDZGkI/iyVS7jucPtjRI0hnPR4q9RqNccYi//Q6zNKYo1kw9FmKZlMjIGuo2TW6FhUVT3elsU4Mb/wSzPw/PF/84dvnjq7wafBgHcaHcLMCmtul9PBa7wceoh6mbv5bZalLVaPskye2mS3nuIUk+y17pPW+lSWzrKgPGF1ewoBg5nELtp6k3fFOdaCd8lgcwWYq2b4AYtc1m1Ea4Ij6viCi8Et1oIVKuFHmLUBVyIBe9cPidzPccZv0k/ACy3YbgZEBwFdc4EfZHqQT9LbWUcKHOgpbP2KzdmH10nS4YgmK/UGIVE27AZt/yTTU48pN4okDBOhFWCba2z92iz/+GGDVKnCIPN1ft2ukWo/pht7xnpugnL3QwYtlW1fx3FTONN9qkWb8zGTzsI7rJrX+SxT42JRpvLZHlNTr3O0u01adggU2NB7XC8FdMMIst1mz3GYj8CaF5K0LjD5osrdjwREtUax6rDxUZqvLqW48juf58n9W6Q3iqzEX2K7A6dfewezPM/Evc+TEDWca1vEqrC8rXLy1Qt8srxH1tnGamWZ/Y02z3SFa9fb9HKXuPijEoO5GJbVIP1pgtkvTuFmVQ4nbhIKV0l25tBOSJQsHf/+FvPW15AK78KpFyF/i1B/kS+c8Phu5jbqxiWs1AbzXpTvf/oBr89+m9jaY/J5E7XW5O5kivyBSM4qcKq3xIHQYr1/jczFP2bP1ojvbBHtPeZg8wSVUoX403m2pqJcuuhSbWQ4GBxSzJq8rqT4ZPUZhxEN4f4uLxlltvoqP/l4g+cvPUfFdlD9gO45iVNRF3sBnnz8DKrTpPYvkTQO2ShMEJg/RO4Y5Ap7dJ+9wNGhSTp1Cmd9l9zSDcS9szw6qrA8+wLbVyzO23H2P3lKPfsYubLIXqpE88gm8uppzq8dclTocuswzsLKGq4SUnjcILMf53/jfa4NkmxPrPH0327w/OIM4YKGoahIMxHc9y2Ey+vsH54lFZWQtLeRoifY3QqZ6H+XS41rmCehsPl99lJnUbo3cbUQx3ierV2ZxgsCzUYPu3SFi/kjPuh1cMUEoihQrjhohykuJg/4F49LJOT3OHVBQHy4Qi8+yb9PPGblT/dpz6i0ZYPLC5f/4ZJWxoLQ89kXLPyJON1+jyw6SVEjgkxOiHCeNL5pDy++COiygqDI+LKIIwt0PJcYEnktRhSZPiFVHA6DAclonISkoTshw6aWAFsMiUsaYhhgRiSauoAlDr+1j77RGgh0PBvPsimgkyeCgUho2ohegOM47FQO8KIKrigiKQqaIBGEAZqiE5FV9FAggojp2Rz2WtT8LjoaSijgEqCpcQRJBNfHQCOOgkCIRICESygeMyiQQQRXDjFKaVzPI6j1OFrfJxZLYHsujgcRLYbghsi+im9DLCqRTmlkkjna9YCD3UNqNfC8ABCwLJv9/TZzJ6MExzJaIiVhWn2y2SzNZhNZlukNLDTdQNAjlCemmc3PkArzxJwMdGVsCxrNI4IQREFH0BR2qlUiKYlERmJzb4dOv04kokAo0e906fUaAGPz68gDAsPU0UgqGW1+4vH4eMvSbDYZDAbHSSzGm5oR6gAYd8yMpB4YbjYGg8FY2gGoVqtjGScMw/E2YrQBCsPh1mW4eTHHpulRi7Ou6+OW5f9QDhsPJ6JIt9sdx79HUtXoOEdbJsuy6HQ6WJY1luWAX+jcGeEdRtiNkTw2et5IGhsd+wjd8bdfT1VVIpEI8Xh8fM5UVcUwDCKRyDjynkwm0XX9GAIqj8/HKP6uaRqRSGQsjY3OrWEY4/MPjP+Xuq4fD5Xu/5c54v83jxSr3L6vUxAlTp6f4VDq8x/PzSCom/QyCrkOXFpPstqGPG3iWwayI5Db3+DMiQsM7G8TffQxqW4f5VqEtPgx97cO+V6pQdX9jN+VF1ggwga/ST/VwMx+yI6l4ZHjIip2mKMWh1P+Khcp4Fyd52fmCYQPvsAC+zSvn+PVp5cptspMq/AgB1Ge8XuNFPXtQ1xKnDyqIGo+X3yrT5MbHJAh9i0XmznU2D0+U6MgvcfTik6EJkvGGaJZ2NZP80briKfMc+Ewgr56j72tPk4qSSKcYKn5Q+AC6VmXGbVAbMHHmGgx4eo06eD+s1eo51a5/miZirbCw+Uud2KraJZD7DtgfvMk3wpFhPoc294+f7ML9oMkbhoufggXws94+PYOX/jdNk9D2IxC7re7VMJNVuwturbIVHSfP7zxLkXRwux8lenM7yIoWV5Z3iZdU9Bj8HEuQ998l+yNLunzKTq/5vHvVsE5OeDGDahVf8zdQZukdpuFpRk+iu+wlqrR776N9OibuLWA9RNrZA/vEroB9nu/yrznU+ldx25/RLJ7GbWl8F07ynPdk5Scjyjsv87ajkqukuXu3e8Tl+b5bO86cqnH0s2nSDmX4MJjem6J+fUs2cFjdrYv8MmgTj15Adc8RZAIOLpfIjN1F23r+ygnJVr6Fs2oi7+2zURODz4GAAAgAElEQVRmk3MbOpPqOb78LMOPV7cxN6q8qD5kY+Eukc5NHikreDs1HicX6N/7GmdLV7HPfIh1cZ0PFQGz9jZ+9nPU7Sh1V8CYvsOzoyZeuEffOsPEmTRb4QB1eobvFP+MViugfLBG+UqDYsPBvPKUee8+tUSPwkGEn2gCRjXN85Umwttfw2jvkspJFL5kcX72G7SftRE/u4zW8ZnJCHiHW8wHR/jrTfonrpOI/ganJrqITx4hRnWsOyVO7uzQqX2BfuzP6bbiLBz9DoU5j1d2LlHPFNk1f8TJXJXLd1LouatcXrzNhhfnfHEFN9HC2CxxL3eV1mqLtd4ylw2bU08m2Mnm+J76jPuJRaarafwv1Tmxvc207P2d14O/d8Pz6e//z29KqDTsLnQsToVxZkONSCgxEEMsfCKEdEQfWRBJywZdz6Hi9LDn8zymy5bTRkQi7rkYEYO6GnAQmgQEFB0FPQBPlmiLAVYQkEUjHoTIhGwKDnuYOFkDWdcYeA6WY1MuTDLhK/iuTSipOJKApOhMpPMojk80kEkqGrIf0gxsrMBFkWU0SRn20XghUUQ8bBQ0uhEZOxVlKxxQdXv0Q49uXGYQBOB6TBBhkjhLgoGIg4iNLXdQfRcQcLSAyFwGt6ix32rQ2t6nlyxRlTRSExM0uw5ut0fQHaBGVNAFuu0BR1UfTdEoFBNUj3oEHpSnsgSeTDKdxPV66FmZYinO3m4LWQpZnjtJ3phl0HPRtSiyrhONp9A0g163STKpofgKUSFNWp0gk7AIbItkLsHWfoNiyaDtWOTLUWzXJmgFvPrcb9DpDPt1Oo0qCzOLCKI6lj583ycSiXBwcEA0Gh0X2tmOSzKZxDQHJBIJFEVhff0Z2WwWwzCo1xtASCRqUCqVxx4gTdPo9/vHcpR7fNOXsG1nvPEZpb9GpYamaQ5j05KEaVrkcjk6nc64TM8wDLrdLuJxGsvxfDzv5zDPkY9l9NlHhYrJeIxmqz3kSEWNcbNxKpUi8IcsMMIAQVKOmVrSWGLrdrvHaAn9F7pxOKaPi8eDle/7qMefwXVcNjY3mJ6eHsbmTRPHccaSVqvVwnPdIRw0ncL3g+Mk1fBnNORBOB6YRsysEQ5jlBBrtVqkUqnxsBU5Lnj0PG9Mrw/DkHa7TTqdPi50lFk48cuz4Yn9/h+8+ex8mq01l7LcYvJwj6f5Ot+oONTNQwpf7+Oudvk0yDBFhaTns38CzGaPo6sT/OjZHcwFnaZ8hZq3T7Ff5oPTIeknSfbkHhvXRV47PM/gTIOn2/Als4hFAYMGSY748/MiGzsS8WWJnFlmQ39GtRZyZqZGPJgmvn6fgAOi06e40fwKV80m9UsKQV0gOVhGEgUe+C6xoM/eikWykidGBJkop+c1nlUnCXtdCqGPOLmN2X6BF56vclCr8KP4PuLdIhH5Fit2hNfFDG1jwIyjsGVeox19TPR0wOCJj3H5Cdr9FfRUjI2lJtxqUFsReZA5QdvzWLZkHhkgrEXRzvZp/maG4tub/MQM+VwbPpm1eNEU2DSy/GelLpUrcG+wRKHQQr4TEv/NEuv38hT8febPPYcRO8v6w2d8ceo0K2EVde7zzHQqbDyoIy8ZnA4mcM3nichZ+nEb0drn5bDD4SOLlUObZ9YUxXiWGWC7m+a/+icX2V36Oqleg72HNeZyGbq5KM96Ba5/vofRWMPQXmVdVjgq/vfsiKe5vrLLg/diVPpt1mSH3z75gMi9KtVHIpvZJpNX1nnYFNkvOwSV2yTj14lulnDn+vSieba+A7Gv3eSekOL857scoqEEbQR3m2gQ0JoImDv8DPXSEoJ3kiOrimSfRv3sALUQZ2awwIN4jWnRpSrH6F3NsflMohy7iWmcQrx9jb65Q2llkgedKkXzPrtqgeJUiudqCRYGNspEgUgsBh8JRCv7JNKXmUpWya/XaC5PsYNCynmAW9in8Nll2ocfIDZDDqbK3Nqd42Vtgodv90m8MEmQzKIEMovJVZ4KF3h2bpfIbofvxJJ46dd5luwR7rRp7yoIi+8zOHWZF9wCwd0e9ZiM+MpPsa1pGqkD7iQqtKTTxKNRProQR3nfZO73EmiN6zwqvEv+aZn+azC7YRNupxEVlbeUIovGfTadHOmqw/r9B8R8ldNXJE7XVql9S6W4v4FSvMwHtSrX4jaHkX2C4qdMUqS7kyX7ooLTyzE39/9erfH3p7T+9Z+8KZo+SySZlpL4gBKCjowYhthiyE5oEhUl4oHEIHBpYWMS8EnvgF5MIZ/J0m422EgGHHoDDNNjUoqRkSJUfJO2END3bbzAG7YfhyINXDoMvwEnRQ3fcXF9n16nQyQeY6PXYNrycdQIB7pHI3BRvBChP0AKfLzAQfRDFN9DM6LM5iYIWl1SgkbUC9GR6GgydSHEkUU6ocfAMtECASUQgBDbMkl6MEuc86S5oORJByESLjDAFzvHz5XQlqdRpuKYikWv6xKoUdYwsDNJQjFEViM4nQ7lbIZG12S3uo8qy9R7AbIcsr3TwjShXE7SN9v0+y6yAoIsUu+ZeK6F04NyLoMWRlmafA7RV8ll8iCFaLEY+XicgeMgaxG6dgdDVVmZO4N5IJJR5qg2G7hCm9qexfRMnqNqC9GHs+UVTpW/RBioJDMB1YMOmcQ0vmCiqDKe7yLLEpGoTrvTotvroCgykajOUaU6RkmMBopY7Jhb1e8fM6IMbNchny8AcHg4JJKP4tCDQX/YGxN4Q3TDsYdnNKiMhoFRu3K73cb3A/L5PK1WCxhugkY8LM/zhpsZ08axbAq5PBFNx7FtAn9o9O62O+QyWayBiWkO6HZ7BEFAPJEc864ikQiB5w3p8GGAoul0Oh0EAZLJ5HhrFI0aDDdy1pjlJSvycZFg9LhqIEDXtGGqShCo1essLi4CUKvXx4PYyIDse8OGaUkWAeE4Yj7sCRqeswGOM5T3BoPB2IsTBME43j+ChY6G1mazSf64YHEogQ2HJ/NYahsZoxFg4cQvT/Hgf/1nd94MV8/z9eQRnhXDSMbQtiNUy2nudG1mG33+YFDnW9Ikdvg5toufsr9zjRQp/vTZOzSzKot7l/h+9y2+2WjzUEsg7BTIEuerwQKmdEjSF9ja7lDWQ46MDfziEb7V4C/mZ/j6ozaRbJvEoctH5QOaqQnMqshcUyXUKrx7/STusox120PjZ/iRGtqeypHvEEcnsfiMeKtL+hsvsP+uyvzZIkLxDrn7EY7sObZbN5mkzQ4zTPQEnIsHvPuzTTZlUEWfSC/gSvAtjLDE507VmM8a0Jij6f0vlHNLuGsevuGimxdhpcFBd5/vaVEWhR4/kfZJd04y8x9FuanGmby9zfVTHtt3imx+3GIp8KikJR70+rTlEn6jS2S5y9N7UFmOk97TUI+auA2o3zyJINQoRy6yHVngC+JFJv0VLL3L6imZfrtL6uRLlPyHTJ++jNd7Dz+T5itnCvTqAmn/NQaT+9wIuug/Bf8LM+zeX2UlW2JBTbA8dYnt+yoxw6H7oIFV7lMsv4bM+4TvwerSF7nsP+Rnlbtk5d+m+LSBL1zmbxSHr17V2VzeYPnGLO9NqFy61qTvLfF2/pA3WpdYdC+TTk0ySC+yrb2Lodyg0LjClPIYu1IkoX9CXnieh599j9P514if3GDzMEuxfQL52SOO5HPEtPu4JZ+jhsuziEN0cMCOeAo/3mdv7YC1XoWTBZd+ZprC/SLi80m2XJOz5zYx1bOc/UGU3lwe55FO6Aj09SqGc56DtZCHlQHKgzVmX/NZLcg8WM/h5i/zhcChZT7lUXcZYy/N2cgKtaO/opd+BVX9GTPza+SrGp2TRS7ZGxx1txH3yijZDZ7V40jtOpNTGl/52TxrQZrXDjcQnswTufqI9/a2+F3hLNtaiB1O8J1Ci3PrFfxuGbE9vL+Hg03U1jJnw0M0cYXZ2gkODZ1SZwvhcweIjyQqzU28Q4PzR00Uv8Th/Db9ushg6gSJYoPsw3+EU9uh9fXTbP7RPbrFV4k1b/P4dYfa7ThnC3lST06gVzboTqzQr2gowS3mT770D5e0bm0+xLEssr5G3BNBV2jg0xM8JFnGlQX2JYuubxEgICIgEBJFoBCocFhnb/MRRtzgmdtm1+2iIRPzRXBcaphUsfGBOAoGKk05oIpNAxsRSIYyMcsn6LVIoSCaLlIIFkMyejQeI6rpiEGAhoyCSoiESUCPgKY3oNVtoiLh+A4OHjLDi70giUQCeQiNRGHG00kiENcizBNnDoMpwWCKGJO+Nkxl4QMBcjiSY2Qo5EHXEIMQTdSwtCiWoOJ6HmHg0WzUiEZVRAUEFEJfpt/0iOjD6HAuB2HIOCJcrTrH8olJLi1SyOXAg8AbJqwy8TSJaJxut41p9QkCB8+2UWSdIJSJJ1JEYhFEUUYXsth1BaGlUlASCBbookJEgWwSJovz1A5bSAgEoYPjubSavbEUM0IbjEyuIwyEruskk3EEIcSyBiiKhO+7+H6I74cYRpxoNEYkYpBOp6nX6wB0Op1xN8woqQU/RzuM+nVGlPGRR0WSJLrd7njr4/v+eJMx2uSMNhYjwvqoLXkkVY1u/iPZbLixGcbFJyYmCIIA0zTHWyJg/HojmWjklxmVII7+NhpaRqgH4BdeA37eBD16/G1ZbhS/j0ajxONx4vH4mH4+Oj7f98eD4Oj1Rz6dRCIx9lGN2GSu644LGzudztj4rev6WCIeHevo3LjuL5ektfvwz5Cct6DRJNWZQyrWMcgyvT/J65ksP6pFeH1mioof4PPXvOzO8mtUMfmE0hWB1+pNLH7Ib3GV/1O8SqcXIGYNLgouAz6gudnmz9oRmkqUvLWH0Z7D3MrydCJgsrZBfeIEqXqKCVfmC5kIyx93mAkFVmmyyhS/+vE6/ffK/Ohkn9iSBSbsB32WiXE48ZCt7XlOyQkqP2tyHRv1/kc4awn2aPC0tok3scjg+jkSdDH9PP7t01j8IyZb53lO/hYXykUq3ObLxSTW4+fg3iuEVp0tXsCyzhCjBLEk7aJJrSQgf9mkfLjF7lGJsOPTCUWyfzhD+fAmVkxBfQq5+CanT+9x48BkV52gfJRjxg6J2dD4cJrJ00tIN3qUNzcZ7M4QnpQ4/xsD1NCkOX8XPfxjricOIPVTkmofZa9PNpYnEeyx4SX5rP6XvCX7SJLFbXTMxBzVv1CoNU+SfJagXYLzP33K2dehWtkgJX6JD50VfnW6xtLcLnMX9nHrX+bq9neJe5fRrz4kb5u4lTmm9q7Q6N7ncH6N2DdifFPKcv8vn3BuO0ei8Zg3Xk7S6J2kZjW43ozx2dJn2Gc0Hu3t8vnFe7ySOcudrQD8RwjXX0JXN6h8toh52OCFxSuUHv4Q6hfQmue5k9jkT/9LjSCSYW9vkad1iZN1yDgnWK32SJ97zKViHbeksDs1QVDLwZM+1uuf8IKyRc7o0vxrg8lCFXURUsoq8ydvMHWyjlAScPQjGqcf8rmdGpPpJD8VF0hsHTL78CZLF7/L/1GWOJqewlkf0LrXZfu5A4r+G5y4dJN+6w2WHv6nvDUvs9zv8H61Rf1xF2+5zq3e15m8tsPcpsZFv8c7UwGCv8rGQ4fo2Q3Cxi2+Lb5ON3qWR/6Afx++y1fOTTJjprHZJRXtMfvxLl+0r7O2chNzvYSx8yHd9BZT239EQ3qOo8MXqd6JIrYi7LyxgfY7ULj+HrHBK3TeC7ge9DllGSQXfoCcb5N/e57EtToLrzq8o5X5dqvMC8nLtHod7Mxjbp6d4puLPT6aWaM1c+7vvB78vRue3u//5ZtTagotlAhCn6dunX3BoRs6CIFPzR9wKDuUxRiBJNANbLYljwNDIPQ8zsgZZogR9yAWyhRCjWQoE4QugqBS0wW6cojl+SS0JIGscCSZTAQahVBDlTQCWURDYkHJEg9leoLPQAbR80kqUbxmG8exUHNZNu0OZlRmEDgEooASjxI6NjlLJCkq7MXAz8SxBjau5yH6UCZKx3cIPZuYEiEUROIu5NUEPgJzGLwW5kiFKgouIS6+4KAEPUDBR0GcT4ER4vdbdGyRuymZdTmKLbtocoiISDI1JKDXey4ePrLo40VdfD8gk4sQBB6ariAqLq22SzQhEDU09vc84rqGaGtkjDwvnnuZUuwE3cYA2+rjCxb5Qh5EA881iWoqhVyBvYMWxakFap0WJxZOUNKzFINJXN8jath4Xo+kEuGVld8iQhbdUOiaHdptk0jUQFMgouvYlo0kShhRg4P9A9KpNAf7++SyWSrVyjEqIiSRSOC6Ls1m63jTE6Pb7RL4IZVaBULh+IZujFlOo8ElEokM00/ykIo+8qyMIuq+79Pv9zFNk1wuhyhKx6DO3vi9Rr4ZGBYTSrJItVahXC7R63cJAh8/8I5TYX1UVcGyhriFo6MKkUiEiGGMBy5BEAiD4QChqQrtbu/YQ/OLsXhZVtD1yHg4CYIAPxgOYVEjOpa6BI7LFHs9/MAfp7Rq9foYQzGitEeO/TSqpmLbznEM3UEUJXq93vHQOTwnwM+j+MeD6cj4PRqaYDgcaZo6lrNGw2av1ztOyw29UK7ncXJx6ZdmwxP7g/tvTiYv4HHAoeeg1Kb4YaJJrfiQ/qFLwCJPFAdnfoAgzPColuUmu3xEnbmkynz/VznhxblxucAr3Q+JhAuckDdpuKfQwi7bhTPE+wILQZPnkx3+la3C5Awl+hQrIe8rRa5ZR+wzz1f3L1OfTDDfHiDiE3WafJo7z/lWE7MRIdo3eJqa4NngFFsvdpk1B+TkKIeLcXJPH3JPTmNN6+wXWyTVSzgdgS/1BU6FChtdkxgbLNFDjNpcdgWyXpegsclC6iWej67TbdtkSFLjZ5zhAfrFHdb3G+i9MvFvTFOxz+Pfe4QnLFHrTfHDs1+D5z5l271H7slLrJ3yuZI4yf1bHcwTIrOhj9ussalKnJEa2O/H2bxaZfGRw8yLcxzIOv1Tu2Q/zSIVa+w/HfBF0eHFE/8rvUydp6VX6XR+TH4xh9PNUn9NQL/dwMq/zkvPzbBz0CM5+3kO3/+EyesXyTSjvNB5jftLe8xdS+HfqJNZgP9c/00eDSpkll5hZ+cW0l93OJO8woOdU3ReqBMP89R26hjp06xO/CvOxhfYevKI6Z04bmWaxmSMUHkXb+b36Hdb7OBz7aMopZyOuOMyf79DO1Njf7DF493n8GoDTpZnEZ6EmJ9f4XWxw/fyccJPl6mXJO5Eq7yW/IQwfonS/hLPsQdqnclQ42DnKdXkLK8op3jaiNF5dp8z6gKXi2V2rsY5JS7TMmT2H4u0ZhUG7oe0dt5gPlXl5tYkQiRPTj3k8H6dO5EJzGCP2XsJ+jPvEZtwWetoTL0Aqtxh5d55GlsbzE5anJy6zP3yI1YmX8DuDPDL8+wO/g3qZJGFxVkmds6zP9tgZt9mrvMxlch1ctsmH36tTLZXpzC1zeIJhZ1wk4RznU/qdyk5GsyXsQafoRkFnkw4GJur9HbPMUif5yh+l39sTfAw9UOsuQn6W2lCYZ+/qfU579qs9XUOxAQvKAus9fNM9ks8fvsx4SWTfnBEtN3kSWGZl3M3mLntsP6ex0Q2w4VOn5tWmuUnb9GcP0XQ7vFT94gpM8G5068x+BuNpau5f7ikdfv3v/OmLqh4akhEgKOgxw25gSvBRDCEe84HKrlAJxYITKBxKHvUrSaTYQQFETVw0UOZMxgkAxGBgDgSNj6+NJTCCEVMTcAzbapem5yeQUPB821s3yelGpQcCRWFI99E9kxAZkpN0HX7mLi0Bk0ERcS0BsREGVXR6MdVZNPBlwWyHrSdDtu9OnZcphE4NKIBqh1QEEVsCfZCi5gvcEEp8o5Y4REtrmlZXnYNdDQaMYmoYyMS0NY0dF9DxIOYB75Ip23xv8sHvG91mVua4eigQiyWIXAccpn0MSKgSTKawJDSJEoK9UqHU0sn6QU1ImkRPZnG7FvsbgXkDIX4TILHq01Sikw5WWQyMkcuPkGj0UKUNaKxOOl0Gtfs43vDyHgoSHTaHWamp+l3B2TSBUxXJJ6eoZhYYFI/S/+ZjNad5sWLr2LbLpIg4AwCZCWg3a2iaTqKqmKZfTRNRVFkXNcBQgRJQpSGwMtsJsPa6lNy2SySKBEGAeKxVyUaieB5Lul0hkG/TyqZxHMdZGVoURdFkYFl4vk+iWSKfqdLv9ejODEBYYgiy8iShOs42JZFv9cjm8nQ7rSPNxoesZjBYDAYD0iu6wyNx8egzVwuN45i27aN6/jIsoIsKcepsGC87fCPjcztdpswDIlGhqZgBJFWo44siQQIRI0YgighyRpBECKIIqIgIkkyiiYTBD7S8bZm1HjcHwwI/BBN1wnCkKhh4Hk+h4dHJJMpBAQi+hBZ4Xk+fhDguT5hCLIkk0gk0DQVURQwzQGxWGxs4k6ns1iWje8HBMEQ+CvL0i8MQL1ej4E5IGoYCKKAIIiomjZM1KkqIRy3NDucXj79SzPw/PF/+6dvXrRuYHkC6ZzHaqTPXngPJ2aiNVXi+hpOp8b56ikunegwXdnhsJCgNdVmZXuCedOhH80SM3/Mq5pKVO5yhMdzg8fIdDCdLO58EzdU+Ul7jjI2dyZMXu8lCQdpPGfAYznC9dwem3qfxaMH3Czp9OYtTlZ6XCoZPEms8lm/z0EsSUZ+Srm/jbbTxu/4pBPnEL1Dcs1rnAp8PpjcJNv36TUnOThxj02ly8DqU5ycRu4UaEQbnE9FKXtl/odUi3pviyt+li+eepnMrgG6heGlOcKmoS4w1ygQQWfv0V+TSBpEVl3+u1SFLTZQp130n+yQyKWxWh9wXXudGbXE04vvY+yUsSsRZrMx5j/s4l9fwZgRmZ/qISThVus0nbeeUMr6PJ7JYW9PoU4MWMiVaM0skls7ScK/zW5vgVRH4vLZHMl7e1T2RM7P7fPD5hzfoMn1Tgz/RIrJvoUrHxBcH3DJAeQX8T6+TDn3hIWT/wW9c3FKvU8Y3DKxpou803mf1q8o/JNHNR52Ja4qBgdXG/T/ZoNeYZHi6iGffuE6L1duE33hkOZdn2TzLIao4Ly9xaMXE/T8Fs1UjuiTCZ6decTCkxiKdZH9qVl0J09s4i6bf1XCu9hGfJbBNGqkBoc0sw8xvG/Qb1RJLXWp6yKlOYt36jbP7jp88XyAd/sJXzpf4GC9xLrV56/Mu/x6xCKoV3gY/gXmrTyZ6tvo7iS2dI09aQ9DFPn0co65j79Pd3qSstTi7L5E74LL4rNvsyZfw6bCbyQ0fvLpLs2ndX5N+RIP7bskhXfY/JnB1MIjWqtxzj9ssrT8TXbuFWknP0IczDO9EaeT3ufGwhuc3ruF9YbOmd2X2ejn6FYt+kGKCVHgL8x1coGCdOsUddZ4Jmio57NsN0QSikHbzxNJVyj2DN5ln9L0JPFFl7c7BzimjJ4pcnXDRpyGhdNzHNg9HqY6TJki7oRFKZ8gqZa4rbRpfdbjdu8066e3OPw4S1OI4u/0SZ19THbzyzgFm7qwx7Vmlt0wQqT6AfnEY4pLz//DB547v/9Hb+oBWJKL5Ttshz0OFY9EqJIJZEAkgojIEPwpCBKmEBALVeKSAqJAgIQnQcwP6OEhGlFUJNpSyJ489B34QkBsfpJIJIpqhaiBAGFIXxLoKuAKITFfwhJDaoKDFIoIoozuBKiSghiKSIREYjEERKKCjG2bOLaLHARIIWgBdAlxFAHXtEjGkkxMTuE3+kQCDzcIMAUBQgE3cHEIyAUKr7l5LlMCOYYThujHMoUnBqhBAIS0NBM9FWXH6/O2X6cJlMpl2p0enuOhKjKZRBxZken0ekSiCaKGQSeo4tomR40j3BBcz6dW7xHVY6iSg+d4GBMGuuwjWSLeIODCwkWSkTztdodYPIHpDMgXcvQ6PXq9HtFolICQQX9ALpejVqsRi8VQVAXX9YCAXC5NLG4wMzNNeWKK/sDFiCboDywG5gBJEpkoFIeleK4z3sjAEPcgH0s8I5xEo9H8W3iFUVux8HO5hJ/LTLIsgyAcwzo1bGcYT5ckCRHGRXujEsERlmIwGJDJZIYYhBEP69ikO5JpRkmxwWCApuu4rothGGNfj67rRCLRMVF8JIE5jjNMKWnaL0htIoyL+ghDJFlGPZaDRsc4TH/JhMFx+ovg+Dfj1NbIIC2JQ99Su9P5W6koexxp5/j9RsmtUXx/hJIQRXEcMx9JcsNtlDg+9lFMfzAYbsTS6fQ4ep7NZccym64Nj6PRaIxN341Gg0QiyeLC4i/NwHP0T//lmxv+Flb+DJWawY1Bk81Mjdh2lNORAqZloxIhb8Q52p0jjIVsn+hx/d4kLXedLTzyWY8NTaa/L9A0a2StHDc5S4dlVtU1tqpNFKvCxNVLdPsxZKGEEhzgDSwmwjItHrMXyTI/ucvO0W9hTigkO7vUuhkOGhNMZpcJ0jb9xU20R9MchTqfw2SPkLvdbVaaaTZosxrROHlQxYmFHNT3uFhbgslpVnIq5qO7HIQzbCpd7l9pYTx5gN2L0kyV+b3BPJn+AZp1hr25OtVmlELkU+LVk0isUS2USejTJF9p8akaY9+7x743Q3RlAb+wzvStFmevTWIfneTHkwcUd3Ss+Sso+SrdmQeYBYFl2vS2atTbn+cTfxUrkqYytcfsHWhc8UlGdogGDvcP2jwvZ7m0eJ3wUZ1KehY9c5/+nS8z+ZzNYVWi8UghN3vA4aHJyhdENt95Svs/iWF2syQ+ETg8rbOczvN4aZ3X8t9gMJ/lShhndlDmr4lyqpsnFw/5nCTxf01FSX0a59nzfdS/iLPycpx3HuZ4LvVNuukdpj7pEU8ssHb3PtIXi1SETdK9uzx/4gKP7CaJIMrR8gaRfpzlzV+l/XyLN/K7RBpvUZ2Z57rTZb1VpxpPcTHs0L4ekldL2DsbxCdUPNslUBx6boGn9/6E01fnydyP0onnWDYtGtFdelRa+dAAACAASURBVEsnWGrmaZcVMrE1UrXTqKaMFZtHmn0JIfjnBMUzXI52+EozzduDEyxMqJjrUXKpLTThBf6d8SfMKz4nl6d4HNaZMq4xJW7yUNaIWg0cPUtq5gxTPZ2t5BTaxoDt5zpYpX1Ub5GlmEZ40CJ8aZHYnk95yeHuYZJB/x0Wkk8xr7zMa3ePeISCYc8yK81hzt9E/+IpCjsS524kUAxYUWOkxdNMnL7HDhdpyatoDyfpdGy+Vl4iO5fllelt7g2yBK9O8+yHO0TbW5xaT1CMz9F8vcsdycJ9rNJ/7OOnIT01hVfbRJ+sYigXWPvmJoKWpft8Bbl3jQ9qb1H0YkwelJgvwlsFjavlc/9wD48rQ5QAyfUY+A4xFC7YcRZdgxou6/Q4wEZSdKKKQQufeS/KcmiQC6IovshBYPLY6yAwlHba/T5d16Lu9qgN6shBQEHWufv4DhuVbaKOT4xh++4zr8Yzu0bdMzkSbGq+iStBKyIRBA6SotIMhqmeJRKk2g4pO0APBGKqgeQ64IPjOWwywJIgFaqckFIoPYfKkw0aio+fnyBUDURZYj8e8oNYjUlf4tvCHC+F83hyGYICMbsEFIE8MS8DJPDFCKnpE1hRhVsTItLSHIokE3ohhCH1RpV4LDo0wQYBBCHxeJyJfIFYEEV2NZYXz9HvwvzMNIuTkzQOOiSMFE4A/XaNZtUmFU9TO2wSjaSPJQiFVrtKIpGg02pjWRbtdns4ZDjDQfLo6OjnWwY/IKpr6FqcydIJUsk8iwtnUGQDxw6QZRVV0QCZRn2YforH4ySTyeF2YDAYR7ljsRjJY/J2GIasnFkeG2VHDcCDQY/d3d1x7FmSpDHradRMrOs6ru0w6P0cJhqNRsetwiNGl+cN01Ij6WrkLxrBPUfG21ECybbtMV9q5JFpNptjn0yhUKDb7R5DNn1mZmbGXp6RL2hkAh6RzmVFod/vH2MepPHnGEXHR7LSyDsz+gx/u0l61CuUTCaPk1ZDltaI/F6v13FdF9M0xxDR0cA3isubpjn263Q6HWRZJh6PH0NE9fEgl0gkiEQibG9vj4ecbrdL53jY6vf79Ho9HMcZx/lHQ9cv0+OpvY7HV5kv3WaSOyyKAy7tw1ewqVlZPriS5FLy17h8/v/h7r1iJM8PO7/PP1f4Vw5dnXOa7pnpmZ08O5sZxHAURZ4yDeEONmDcHQ42rAfbD9oDDMOGz76Hgw2fzycrWKdAUaJIipncOLM7O2En94SeTtWhco7/6IfqKq4MS4D0ZLCAeml0Vf2rCqjfF99YZiJc5lHD5dhuBXt6Go0LzAfj/JvMEx7lM4QoYCDSIM1S5DYZNtnpDHGWMebOh3n/xrs8NLOExu4Tzo/iocI1rvF8zGSz2WV75wKRiZ9iez9m7WCVylyeBjf4oP4u5w/CrF6HKcdEmtBZ0P3U504y9PJZXPLYhNGW7lGI2sT3vHxWF2iHBSJPbvIHj0wW+Jd4MBhrlVB+WuMtcRI7tc2/rkzy8tB5yg0Z+PeYm5PMBR7gaf8aFib4VkioAv6Z41SrMtcvetj89AiWH7ZWDynkTpKfGmb93WGyx9YZkgskm6OcHK5x1pgltP4ZSg+j/LgTo74MF8bu8hvVk0ylP+ZyUGev6WFxr0E2DyO3E5zehZHji9wS/NxcGWX19nV07VcILN7l7XefUvrhEHPnVRKHZQ47Q7S/k2G/HcX9Vxq5jTTNmMK8OURSfpWL4VMce+hlOZyj8BFUz+S53AlzwyfSsb/LPTXOi+o+03MdKvd2YWaXkf0xlg5uU1/8I8J7ed6flsmzSefEp9A6MgknQEP9Mn+ckYnmL/N84138Yhzl0ee4dfFjQvZtHqwv464JtN4Zp/WlOF5xhnjqAYcLz3CKCm/vnsJ7cYFadJaNtJdMNokpNzkRfAHt4SqBy3UO/Tf4ujXMUCNFfDxCee0+2oyXTX0Bd20KpdZGSwVwhQ+44LvMCY+PXOtdfrf7FknhETOPE2xmPiZzYZ7SiM7S/m8xL41za6SEcxAiHfTjsR2UqQJt/QylGQ1Z0/nB4x3yqT0Kl2xC8c8z+kBC3qiTu1+mOF7kMJPnbd+fokT9iM92MB/OcPjkDLnvPuCWsY4qqzRDezTi18m/4CWzXuLUkyi3hhos2i3EtMF6+k/JXTvOvfhd1lQ/hn6bFT1Jw6rTfDbEj5xf5+XGLZTnP8CnFNA1g9MvWlwXHvD4gwa8c4qhiMPp80HWfimPcucaL0oNTOOXyQmbdH5Uwv6WhfjOZfL2+3xmw2U3UqCU3CVfe0T96vm/9ffg72R43v+d/+NNBYeybFCXXRquQ0wIMKqEiYo6CdfHnBrDb9p4HBsdlZbg0JYFDCx8roCGjKEouIgorsyI4EUTe5MSl7zDxA2XBTVC0hTxuCI2ErotoLgCHddBRyVFz5RsAyXJYsPTJWlpmFaXtNShZXQYR8f1ebBsB1NXafsVQokE3XYLxZHQRBW/IxF0wONC2wXF70PyquwW00RUHX/Xwm85LLo+flOa4bjlZ1QdQ/IOQ1dD8oYxVAnLdpFdG0cGR7SRUl7SZon/u7WDPD3N8vg0na6Bqqg4tk0wGGB8ZBiP5sF2XURZIR5PEvZ5uXdnnTYO9W6DXK5GvVgn4PPTajVITkSYHA8gGE2mY8s08gbnVl9BVRTS+7sEIz4QRDweH9VKBUmSSCQSeDweiuUSjUaTer1OMpnEtnvJn2bDIJlIUqlUCIWieFUfhWIZXQ/QPCrN29zaYmZmCtd1KZeKRCKRQZ9OJpMhnkgM2oj7h32320EQembePvsiSSLRaIR8oUA8HgegWq1SLJUGHTiNRoNwOEyr2UJTVUqlErquo+v6oBFZVXttzKlUqgfqJGkwBNpnR/qMiCiKA5mmvygeCAQGLc3i0XBouVwmGAxSr9fpdDp4vV6kI1DTZ5d0n49SqTRgrQRBQlJ6y+Km5QymHwDkI0+PZff2rURJHvhqHMdB0zRsqweOlKMIuqZpA7DRaDSIxWLU6/UeI6cotNvtwWvX6/VBf09/NLQ/1SGK0sAPpSgKrVaLdrtXphgMBgd+J+1ouFbTNDRVG8xJ+P3+HvMGWJbJ0uLPz5bWX3/j37/pz+UIl4Z5dmyUYFYlefESJ80T+KwKa7tDpLqQ23tMteNjgVFoyXSkKnFFY6u2xfDZEBdVkW4pjH/+DJMBh2gmjonFr65EeXJmm+S9KuNtg9OmyGg3QzAxR0Z2wS0xW4QVM0aks8m9ao1dbZxnwUc83oYrE4vcO8hzJyVwwZMiUu8Sr0b50PBwPhpEsEvcqueYMP34M2NI7RyXBI3trkGrU8BGYl8+Tlr6PmltmFUzgz9pMzoU5X/eU1kNX+J5wWHB+Tx17wyyeQL9XAp2i9TGAmwXXTxigMOYj7Zwm//mQYGZ9gucMl7mnCDwzBLJi+uIx2a4tHkaYTXCkm3xaN9iZPUyIe9HfOvpISsNA1fRyFeH+b6qkYhMkGl0GL64Rvz0NoEPBBa/EmV3e5bp1z/DnLRH8eEWxvmTzBwG2FqocVxdxzNTx2v7EfVzRB4WOJj3c90q8ssjY1QDFWKnbNb3Vxiq5Mm0vJhvnGSyaLCTu0Oy6uN6fJ6ZB1f58EGKz7wyTaZQ4dtCGP30MaIFlR3/NT58/2NGll/DKAQ5/5sjtNcVLtSHab77Q4av1LjpDHHJ6rIbyDHXnmA4ucyT1jsENZnd4jiPvQdM/rnIg6VniPslBJ9A1RimcXgaS7vPbuQqC0YVU1xhpPNjNGOZsNrlo4jCcGyc9M0mJeclwm/cpJqTuNd8gdpTgdOCwf6tOvaOSFJ8hmTO4b8doBvZpdUtUN1e43R3ku7kEM3jwxgpLwF9hfd2fsi40cRoLFFtmCQ39mkcbJO5cIbr4QwjuxXWv1tFiaosxG+Tvf4il8eGqd3pYkzuMbwWonxMpZMc53Q+RQsVu5QjljhHrLJPsH6Vy/I5Qqfu874wSbx5SDo7y2mpQN75EsKZLBFxlv/LvsaEG+TLBzl2zso09hPsC/MIrRrPwyfptvJksx7EiSIHhZdpNG7h8V6hRYz82yJnzxbJOhHWWh66/JTDrToffrxHPPnL/DiyiW8vTWIiSaueRl9YIG3cZUX28HwrTHYtzikzwvXoy6zN5pkeHf/7MzxdOtQwaLoWXcGh45jYjgOGw5jlZdb1M2wohAUVDyoBQaIjWlTdDl3RxQFCSIQFmbTboS0K+CUPsiASkhTUVpuk5KfTqveK/SSBotuiKzp0ZIe25NCVHKpOmxoGtuwiWRaa45J3O71EmA0JxY+BTdpukJMMaoJF1WhyuJPGEARcUSIme0kKXkJ48OFH0BTyzSJ2u8skftRul2FfgHFH5bIZZN7VCaGihH24ERk35YOhIOp4Ank4CpqGJYErAI6NIvU2qCRBHmwl6bpOIpEA2xmYRwO+3gq3pqgEvUHGR8axLZdAQCEe1fD5FDxeFdt2MGyDrcc5JBc8kgePquPR/CiKStdoY1kGHkXF6piDpFCfafFpHizbHBhifT4fmqYNwIssKTi2ezSFYGEYHYKhAKLUOxzr9fog9g1HRuCjHp3+Qd9PJPVfo2v0drY+WcBnHXlp+kOWXq8Xs9slEYshyz3w0C/h629IfbJXpp9k6m9p9RmMfrKoz8L05bR+3L2fJuubi/tMUX9iQpJ6BuB+CaFt239jZbzPGPXLA0VRHiS1PmmmBnAcm3a3A+LPSgb7n0v/c/rkMnmf8QEGPpx+91C/6LEvpfUBS7+V2u/3Y5q9Vfs+e/bJBFd/hf6TclqfJep/X/3VdcMwBhUB/evuM08/L7fTDxQiHOe75gZauca90esc3v4Gu0YBMzhMXC1yghaeyKdxh+PkvHW2kegUm1i1LUbxMnxDQNgYZ5ssL/mvMrWzwHV1mjks2hsf8PvXBJY9YRKc5HC6jVJ5gW/vfMRsNIu/s0Z6Cr7DcbpMcoI3GG8X2NBnmBhKcG33CREElshQcDe4SZbHw+u4Izv85eZN3rm3Qa0TJ72UYon7eMRJ0ssu0xyjkwpTxuUr3XfRY1X+afBDdGZYy3j5BclFdv4JLbPBhaSBOONQlY4jzXvgvSbuwgzS3jol7iIMlZkqfIC3fpYT2Tbjp+sU/tFT3vvY5B+rOm84cUKxMOrZAh5zkUqnynjmGW3tKWP+c5wJztI8tcKdhSrxeJR4Kktk80OGfA6d7Fs4B7Az7bL9x5OkH8vMbMbIpXzM55OokUeYC3/K5Idlcg91HkyfozK/hik9Zu/KOj882CJtZlhfXSQwHGDn7itcHN5nazjMzekSZqGBUAuRTl3B1s4yVbmJeirNk3SXO7sfUivB6tAdxu5WaNzfoL56nnB3iFB7gpXlfWrXs1QNhdyJFu5/moRv2yysVAhEGnhHbRTzCc3sT9GODXMsanF27Blf3Cpy7dNP+HJ0hkTa4MlDE7V4QPDwKomcyJnbC3S3AqRSh3R9L7MZKNPcFDl50+WFxB6nYiaz4TRb71eZPpniUuAWr62I/KhmUDu5S90Y5sFTD7XxAsKxEJWSSzk1wvUXZd7K1XjZ46HZlfDrJfztt5ionyc/UkM/f8D5jEBz3sEbbCNmLL5khsk+eYexl0dBCXBj4QWaM/cQptapn7xH3b/N+vWXMUoZUu/+hO2HH9MptPFtGxh6jtD5Bd6fC/I8+jauNstcfRNv7Q0uf/Yeaw/WeLV5QODuOpH8h3z2AFJWgH97cQlfOcDYeBJf6x1+OdRhSLuFHTygMP97fO32AdnOTZqe4+yEn/CS/wMWPutwqxikbRkMs85btRDZ2CgvPfZQct7n2HqQ3ZETxLLf55/EYrzo2rx28E/JPe3i/fwMqfsZMDRaa9/Da//tSdO/k+H5X/77f/1mW7YJuTJ+EybEEOOulzGCJGUvIcGDKwhIUpe0U8fCpOsadNwOGaeFiYmMiW1bFDEJSj6GLAndFQnKKjW7jSkKlN0Wh7LNHm02nSaKKNEWHdJWDUsSaLkWFi66IzGDj4gl4+gqI12BOD4CrkxTsFFOzdDxSDQrNSS7B4ZqsosjQMqQCCs+2o5NDZOM2KXrV/G1DUJuF0US8Bswg8ol4jAUZfJXPoX/a68gvTSLcCmBndIRJzTE5QRdrY1plFH9IM5GCIQ9POs2qPmCaDI4QKPZK+QTXAvd78fv96OqGs+ebTE7N0fI56XaaCIHvWwepolE/RRLbXx+lUqzy8qZacRSkWRgiLmRU1QzHUYSMwSDfja3NhgZG6LT7qIoHlqNGrIiEYlEB9KRiIDX7yUUDA0aguuNBoGAj1wui67rSJKA7Vr4/Bq2Yx8V1pWJx6KEw2HUI59Jv4lY0zTkIz9On6Hpg6kewBDx+3Ty+fwAYLTaLQIBnWazQbFYIB6PIUki7VYT3e+jUa8hCr2eGUEQBrH1VqtFo9FA1/UBQ1Or1QgEg7RarQGo6AOffscMgHzUJuzz+QYppJ6M1TvoQ6EQlUqFYDA4KCO0nR5TlM1mkWUZ3ecbyIReXUc6akR2HAdZlHFsG1ESBwAJeuDHdV04Yrs6nc7PJL1OT351jlib//cchOM4VKvVQTy9H6WXjhitvrenb9Luj4j2N8j646WCIBCJhFFVdcAIRSIRJKn3ffVAoncgIfY3t6AHehYXln5uGJ4/+M7vv1n3/4DjpQRW/T6L9X/JK6Eww2WTl+0GUneUnLxLttVCb3S5Y+3jjezijYbJ1+tUU1HOix1udyUyTLLZ9uJ1G8yIES77Wmw5Nu81lynVIxR4kUzXjzv+HsONME/KKtue57TyUBQkDqe2CY7XOVdZxCcVCeeqXHHGKLDGZE3GbgwzyhDzQ1MUd/c4dH1cGZqm21BIFjY5xE/EDRFrDMFUgGvCLvG6lwO/yi9UYlyrN4jjZUKP8bVDDWOtRvhrl5G/9GU8vlmiv7NIulolfm6aDa/NaCJBYyzCyJ0phC940TeSNFef8ZPyFRY3NhCXmrQ/zuCbPcV4IcyY/Qd0Opc5Np7ijz4MMrUcZm1iglslk7B2E+/9BvvlXTKyTUo1qT5q8IUvj7B9t07nEL74L5Z53gixPBUmblT4htnmlZPj/MfqAonNDFN6m06tQnVmjNFGlvLtBCPhMG50nhMBkYMLo6QK6zyTysymxtj8aZtfc3bQIh6UZoD0yAPM5nFq3UXmAzeY9b2OrjXZXBjFee4yq4fZfecF4mNZFhsFQoka2ayfdOQOcudTqBtZUuNdOrPzjKgR7hQ2aOQOyFo1IkqILdXDxLc1fiplUE2ZtC2RXH6EOeZHKGTodnQ6dQnv6RLKZZ3YX4RYcBN4hbfRx18lr2yQ9Q1R+ajO4UyGbknHqN+k006h+7NML3uIHETRZvfYCgqMHRjUJvJ0w68xs+7QtMtc3CvwkSuhRZ9wL7zCrupnNHEfQTxLJL5ObdlksTPHD2IZur5NJofPkr4XoP4rPyFcXKBZj/HlyOfg6zk0OYmv/grCxA7Fq1Xy3pMs6Cs89UXIeYuEDifZG99n9n6c7JTBRHmBW88bfCXcJW2KVG2NXa8XfbmDcuhnt+USOJviT7Z/zKcaDtGp15GLV/lfO8eYij6jlTuGN+VjvdJi5tkOYW2V8NgsV/etXvnwayrFn7RpjRxnZjhKSBYwfvER8/lfwWN/h/nVAoZ0AlkY4qdU6A6tM5vrIiombXkIbTzOWmeewrM7zK6+8A9YSzertG0TzQIPAh4HIih4EelaBm27g41Ny+piKlBWTGy6iLLMPlW62AQknZDoY5IgSTzERR9JvMiGi8+jH80m9FIoAUlF17z4ZBW/qBBHJWAJeAUZDQENlygSo3iJGxI6CjZHS+yCzd0bH1M9yBEQVWbGJjCDHkzbwlJEGhi0ZWgovTWshtkEVUR0XGQE/JLEqKsyhU5YDHDmP/sK/s+forPkheM6rIWRzw/DQgCmvcjHU+hLw0jTcfA6CLJIUvIODqhOp0OlUhlISYoiIUm9eQOO2AjLspAEiUggiE+DcrGG7UIwEsYG8rksZgta1Q6aoBEOhDDanR5joKlYRwe6aRi0220kQcTotAdshyiKGO0OzXpt0EvjYiJJRzMEOIgimGYbRZGQZWFwiPbBg9/vH8hH+/v7BAKBASuQyRwgihwZl0tIktSbRHB+1qnTB0KyLA8Yi363TKvVGpTtCYIwYDig95z9FXToTU8Ag0PcNM1BgzL0Dup+1080Gh0Anz77MRjxPFpG7zMpfbaobywGBj03Pp9vIAf2m6H7kfV+/w9O73X6fqb+vb+G/snr66+S9/t++l6fPijqdrsDY3df8ut7nj7Z5QMMQG3fu9X3+PSvrQ+ktCMjdp+96aW9ftYnBD1pzTAMKpXKz10Pz/reA2TX4trkMmOcw5m5zp3SPDfxke28zvfZpmMd46RuoJMjML1MuPwCpQOV+5SxMlXq9VE21TYXYw1Wa3UUY5ohz08wa3WinTUO5ofwU8QIfMTE5Nvc2wX8eU6MW4y2QqhL8JtukbXtz5G/b7E9PkZqRybqGyFFnte92xQYwqXIX4YfUFr4kKWATThpEcy2WMBLcF7HFVUmp1oUpGlub3zAyI4BTp3xRp0fSC5XvHGksEUpdYxN9WtEvvoC/jOvcfh6mO5vt6G5y+Ibp+BElfnp0xy2zzA9WkSY/xZ7W0/h7D0EUWCp+ZjhlEJi9EXa0SDOeJRMfZRr4m+RGCnzcGaDmdc+Qk9IPNksEVh6xKjnNarT0OnCUlVgrQ4bUdjslnBUuHBimO72eU4a75GqeTjfNnm1fhO+dcjrpoXfkyK/4zA6U+OFR3fxmGOo8e/yKO5yvK6Q23Xgr3c41tYp31tm8UGZ2LjBW/GzlH0zPCn+nyRGi8TGEqgRmVtBh52HTcJrTdZuTbPoe5vvRx5Re+nf4J81uXp8hgeNaa5nbZLvH2cn/H0Ssx3MxAan3zV4LNUQvzXLSOES578yh5C/yUV7l6evp/jnfhgfqvBSxs9b3wkz6k5RasXRhSih+DDFx+tM/mSEypzJ04xMbvt1WtUMpT0PI+Vn1JNwZchHtbaBpi6zlGzRajZRdkbQ9xokniYoLJm9Bv52EDNh88DKc7ao8PExh7wbYFM4z2d/7y5S7ZBPfT+J98we6Q8lfLefctXe4WTdYrk2TPmDHSa/0GT893Um47dYmjRw9H+FduU4IxdlpPYfI554wPB4iY7+Lk9f+11efbRO2LvHqrTFVjVJObGFu9/mz2p7pK7keDalIMWHOJRFDouHHL5d5W6oRKNo0fnA5Nf/8CwHU9sY67dRxyL8J51D2rmzjHXTXPhgjlW5QGx4GEXZoFP8kPlLD/Fp+6iN45xZus85qcrJW3sM3RSI/uVnsG88Y2rsPydohhnTgxysl/mKtcP5aorbM+NkAwViksHdGx0+uJfl4VL8b/09+DsZntv/3e+9OWQreLDoImH6fAQdD4YMZaeFjYngWtTpYDkOJaeFIiqkafLMZ3HKCpNwNFQUYqLOkK0Sc2U62LQw6Fpdyk4DBYGxtkrUlvHZIhHbIWi5JNAJeP0UBQOvKxFCI4KG5VpYgoMjStQEi5IKHV1BdgS6hoFq2NSKRZoBmenoEG3XxHYF9jsVrKCKY5hoqkLA7yPRMLhMmDP2EJcIckIe5/i/+HXqL43TGFawdZOuUKftaeKM+VDjMgzJtEICalSHpIdqax9NFukgc03uIJgGLiKGbaEH/eRzWVLJRO/w8fk4OMwxMjaOY5nspvcIR3Qa7RLxZBhbNfCHgtQrFWJBiXF1GtXWWZk7Q6PaQhY1RifGqNVraJqK7glQqVQxjO5AzjK6XSRZplKpDDwuoWAAV3ApV4ukhlJ0Ol38fh+aIpEv5giFAzguKIqXra0d1k4e74EL2x74afqsQyAY7B3AjtMbxcSl2zHABVVRMLpdarUqI8OjOLZDsVwiGo1i273+mb6nxnEcFElGVRREQejtfR3JLf1W5f7kQqfTQdf1XjHgEQjqp6n63h3gZ4mjcnlgCO4/ttFoIInyAIz1Jal+mqx9NGtRqVSIRCLIojiY04jFhgatyhIisiTRaDZ7spUkYbsOCALWkYzk/YS3yDAMAGrV2mC9vNVqAQwkM0mSqFQq5HI54vH4oGCwz+b0WaS+tycajQ56iDStl5jrj4D2fEHyoICw/3hwB/IZ7s920ZrN3iBq/3NaXPj5iaX/b//jv33zpf0lxup59tw4IcWDz3hCSW3RDqxT6dQZXpC5cWhyiMKdwF38gkO2u8/zYJjPiDYJvchXm5cQRxIIpX3eYIJMJ8d1rrA1tk5mu0hAaRBxZ2lm1nndew6rvs8j12Kh+wq75Szryx7K+TzHPXEuHByy4tngbnOJ4pCHoLnBD60JihPPGM3q3BKX8R9mKDTHuHNKZti7xzvPy3xJbvLdeo2rnQwROuwBtneMyImTnKs9Yq75eb7gD/CV/SHm/uszeD77OdqNJ0S7I1xv/YhsIo5/rIPneIjd1W12kxIzFQUunCJduk/y2a/j4w6/mxpnNJvnWdkl7bHJ6u9QyTQZm81Tkgu4Sy9R+JMbjITjtOIj3Ft/zPmJLHsHUaThAP7XGtihMRKCREUWsccuEJvrIJysUyut4JMvkj/nsnffx8brK8znVDZNgXytxSktz16zQU74mHLsi8x7rpLcLSEuZHBjMxQbFxBe+A888LxOSrDxrMP0wl12umMcKy2yIxcxwjUyb6+zcsFkr5bg/HANd18m+rlfxjAdRr7zHu1XPk/sWxb6F8ZIh734y1HY/oD19DGMhRlapQ1eH/ohd0+0uP3jCLtxiV9cjpLhBdLHI8T3/TTnDlhxRin7XGhqeLsBumkB5/QpIrUWHdPFi4T/Ux/z3vVh3GqQZXuIv1Bfwam/Tyq2glYPkEs8h5rDSneE+8WHVCV4oeJyTbZYtsNEx3T8i4fMBCMo8SKHdhPdrBC7ZKPciRaTiwAAIABJREFULXHvRIzk/SqbezG6x44hyiHy78/wtJLiwktZru1PsjhdZmjmDO39ILGhF7gvOqi7QZ61jtEth1k5TLK/FGOvJfLpgxqlsYuUKocER2wMXw3p+gHysSE2/F0WmuNknz/g4+cVTlldnr3hR/sgz+tj43xounSO32fNniA3X2PowxOU8s9ZuXCRdWuLiPcUphbA2Zlh2rZo15+y2VjEFg6IdKOohTtkO16ujk0hTV+nrmhMynk2lTLtXJLR1DAV5xm7Q6s8MjIErH08qeNs+eFV/T0e749wzJ9lbub/ezz07wQ8V3/n373ZFhxSUhCPpCKboDouXcfAUFzqYpf0lAe7aeJxZMZEH5Zj4dWD2A2DJTFO0FUYlsIoikZA0chZVQ5p4SoyqiAiSSoBj47HFLFxiOLBRcAvePCKCl3BoSCZRB2FsKghKjIN1+K5XaHsGCTQwHapdWpItkDXpxCwBSZcL/6OQ6dSgbZFQ7BQvBqdeoOgKxAVNby1Bl/SJvkMq0y6ARbCM+hrC3S/dprWiIJHctAcB1vusTJit41tNFG8KqrqBa+M5QerVcTjCrRt+GY7y+LoKPVGE1XT8Ho9FAo5pqcmcYFmp8u9h+tMTc+gygrbG9vMT05x7cN38flVDmp12t0OsuCQ8nmQSjFEW+PUsdOEAiF0PYCsqOTyBVTFg2NZGJ02jWaTVCqFYRhEIhFa7Ram2fPPKIrSi4XLCm2jhaZ6abcNfD4dv89PrpDpNRI7Et2uSzp9wOTkaG/P6shL008KWZZFs9UmkUjQPPLASJKE1+vBMEzS6TThcJhyuUwgoFOtVqg2m6hHZtlPjlyOpIYHkww9xkkYgKG+hNXvkWm324RCIQB8fv9gFV2W5cE6e99I3Wq18B7JbM0jUNJnZ0rFcg8UHrFifdanFyUXBkmzfkw+HA7TarXwBYJoao8JcY4YI8u2e5KZ6ILg4roOAr3n7kta/Vi567qUiqUjaUkaJLY+CUj6KbRBLP6oIbmfrOqnqvrDon0Pkt+vD7w8/e/DNI2Bb6fP2imKTLvd7jVQ64EBywUM/leW5Z8rSevqf/iv3qxExsGnEBr3Urc7vFzeIzuaRciouIk5DrQLbNW/wWlnlGNdL3WxSsy/QtydINyu4Gk3sVlFKVus0uC/XAjzQnGB4sQjlrsnKWoiYWmOcLOGPbaDWfRSYo5TiRJjtTSi2yaQH+XM0ganqgpf98RomhpZ54CIN8t+1WKCHJ6qQQ2XolMi1LE4jcx+VqRZtpjGZNdZouu2eHmozlQTTnKSZ3PP+J/uR3jlxC8xcfCc4YBAMjgN/+wy+2ObDCXPglMmNSczpa3jkW22fghTJ19gvNjAjoRZJ4hrOuivX6Ob/RyPDr/OK7NLpBMuL/uT1DlPITRJ9GCJKclPo3xIpnObyflP07DSPPH4WDKifPMww4L/KXf+o0l1OYrdUMkHsrxxcxf9nTkSfIXFNYfpuw3C/hUe37zNhekoJ4cnqTUP6Xjfo7j6Oeo1D195Q2ffsDmobTI8rCPufRlz7zkzEzs8vqHxqXM71H1+vOooreF5Hj5aJ5kKY7Y2IROhE75PQl4mtLvE+8fKdM0k23d36Ib2mJ5t4zyxsE6v4Hv4AKn1hFn/A2qtN3Au58i+XURpeNkfFuhymc9kBB5oNu8/r1J7z8uJZJL1WhqPZVEJB3lejeJJ69TCTzix0mDfmKVjNhitJmlHbzK9cw7f6G1q7XWMXwXH2eZicJn28zjC1jihcwX03QwbQZdRr8klLcM3R1MUNhd47WKar39zk+M3Jhmb9VP9UYc/updj9cIy39sXqMkmLyXXaDkRTp6oUysJbLs3qCU2eX3yJKXbBYJ2jXW6FDrjLJ6Fb35LYWzlgIwosJO8R8o5yYjpI6i2WDqe4fnDGVLP/xJx9QzWwzzNDFxaUchWIlT/vENrewa/XuLccpjDgIz+vWcsj38Jo3VIZcuBFRXFFZCzHSrq27QqDW7f2GBxrsnm7o/Yqi6gRcLcO/ZjOuuQPRvnVHuVuLXJQ+M0zcubTHVfRHzcwQ2NEvQdMmzarC+n8FU/pLmuUR1RmdQrVLMvs2q+TfTJFKnwOLp9iZHhNvHRqX/AWrrmp+4aGKILjotHlDki1pEdB8uxaCW9dFWJruAScCQSeBk3PCzhxxVFBFFDswUCXRfRBIdegaCERNe2UF0Rp2tTFV1sScXQJBqYdFwTv+MQNyQmbS/Tjo+UpWB3DWwBNEHGFEAVJHyCTAiZITyEUPDaLjEUQo5AQvKjA15RodOs40dGxEE1LYbxMmqqqLbCsDyE2bbZSe/iC+s4roFttBFdEFomnoqDv2ujIvZkDEECRUIIBfAHQyApeFUNV4CuYWDjUq3VBkmZer0+MPI2Go2e3OGCa7lItktE9yMLMtGQjqJodFsOIa+O4Mh41d7fVFXF41FRtJ6HRpKVwQZSPxbdX/cW+ZnZ95NL44IgICDS7ZgIHK2ed0xkqWeUVhQNx2FwvZVKZdDjks1mByxSp9MhEAj8Dfah2azj9/sHwEjTNHw+H8FgkMPDw8Gy9/7+PvVq7RO7Tr1+GWDQJ9MHOT/zxvxMiuoDhb7vpR+p7t/7ZutPemD6j+9LZH1WqP/8fTNv/zX6vplSqTSIqvfv/ffb7+n5mXnZGeyK9dmY/vMKgjCYbuivx3/SBN6Xsfrgsg9UPB4PqqoOWKlAIIDjOORyuYGnqn/d/fffrwboG6/7MlV/M6svBfblrz7bJYoiPr/3H4ot/n95W326xN5Gmi+UJKr5TTpZiQ0msA47SDzjsR4h1NjldXMVgQp0VzhRXyTR1lkQnzNzIouTmsJae51juh/1RIrfePpdWvIB/rKfx8YIQe0aU7UOM6TIHf4GTxkhS4GqOUuIRcb4KlPEqG5Dvu1ltiFjmNu8vShRL8xyHDjwhwgxzvmR87xYjpJklsuqlxVXYlH3YhNG9eZR4iGemEE2Z8LsD93lN58to+gteLbPSSmOmpsm51zF1LqMFxZ5lJNxm3scfn+B9J6P5zsm06sl2tcCYDxHauYZThQYjwXwfTPIBFGezs3xnfGzGG6B5/nvYKzUOHvv2xRWNsFToFkuUfsTl7wlMh28xErhOjVhnNObDwlunOSffTrA3toma6ltfvvmMLUdl8dfTPLS3DPGT0ZopUa4G8ww/2KH7bSfvdD32Oj8Fe2dWbQbz4nsbpJ9OMnDJ02G3y9yuK/wZGyXtqLzgaFQ14bYjoSI7AYhVcVSiiw9LhGs76BPJkgMxah9dEBcvkBc6RD4QYdKokkg0SVyW+eh5yXuywq1uk7nazpCeJZnj19j3Hubd2968OcqOBt+tt6eJxbcoTDlsjz5nFbTT/DXH2DuN8m5DVZvjxEekggEXGxfhuOtEtcejyAb32Ci8YTo5ntkk2vc1O+RqnwJwfTg/1aSeCSI1M2wu/gt6rMbbBWTbAzP0rw+zt3NMPcTEvmfmnxJg4+zfmZfk9iayXGvlSQ6XubzF7wc1B6zVn7CibTOfsfE2L1P+doJXmi2efXjYSbKEVp3HhNTR/B1DaL3XCYeh7n1ToRfDQRo/1WHOdPl9cpDGvtVNv1VtoJDNLZkLHmWa5llbjx7RsDVWLqo8X7OYLUapNFoEJk5oDZU5WlGxklVcI6n8MynKQ2VuPLZJmOJIE8Yo2GusBc8jTCyyvCX4O1ICHFfZfFElvPNt2l9dJHmyhzzb2coR3OMjUhQKrP//hnquT+kvPIB4UqBj72neXIzzq/tP8ebP8m1eISOIaPsrqHn90nPvMZfnzZ5fOAit+7w8K323/p78HfH0v+HP36za7ZIODIBV2BHq5OTGnglgawqUI2EGMp68DabqIJKSNIJOwpBx0NQ0/FbFppgk5WqlBQL1+ziR0ARNQ7sIjUMTNdlTzT5IUWaikJUFJmxJPwo7NKli01E0Bl1PVgYfCQWKHnbjBgys0qcSTnKsO0jIYWxXJG45WOUACoKKSXBjB1kmTEku41LG13RmHaCvILGK2KE804S1yPiN0XM4CjO3DCx80kcK4dHBm+pgNjNoroVOlINrexAuQxOCYpNHMOk4rdwK3m0aotv1krYZpdQOIrrQrtjIDgumqJgmgaxRIK7Dx+yuraK7g9TKJdIjvnJ78PM8HGe3LrLmC9BSJCw6zIr06eplmosr6yi+wOUKzV8Hi/Neo2Q348qy1SrVSRZJRDotQ8rmoogipTLJWKxOMVikVAwjKJpNOpVfB4P++k0Q4kYAg6lQp6A34/f68d1bfZ2d4glk70ZCJ+XcqVEpVweMCV+vccoWKaF47hoWo/daTSaxGKxgVnZ5/P1emwsg/HxcTqdNoIo0G53CEfCeH0eWq0msizRatTQ/QHqtRqG2UUUBWwcfH4fnVaLTqfN8NAQuWyWUDTM7vYW01OTlAsFFEnENm08Hg3DNGl3O8QiMUzDRDpKPOn+INlMDyTUmg1Uj0a72yGVSuAcmZVbzQZeTaNZr2ObJhMTU+RyeYLBEKLYA0qu62KYJoIo4hyBKUmU8KgejI6BCziOiyRKOLaDY9vIkkxA7xm5dV3HtE1c10FVFZ5vPmdycgLD6KJpKl2jiySJQE+CajYbhMIhRElEkiUUVUGSRLrdDqqq4Dg2Xq9/0EHUl8ZcFxSlB2J79h+BbruFKIg4tjNg7GzbRqAnGVqmieM6P1ex9J/8u5+8uRaJsVvIc9k5Q1r4gMdWkai4wqHjQXTbNBaWmd17i+3VX+VY9IdslgJcMucIWU+pH5zE0+hiZL7BbVnl6Z7Jqm6TosDVboXwyC2Wdr109Rz/fGIdX2mLed8uZ+UgS+MTbLu7uKNX8UR2EfOrVBQ/O06aAg1+qxhmmjL5pTXOt6bYWdriTO0A2fYwYScQ5UlM20M4ViMw3WR2/wU87ftE2l0iEx1+yUgS6Cb5ausXsI08XWeB1uTL1JdllIshtohwrPA96rtVwpEGaqdC6uk4KLdQ7CosjtLcvklptkHK26Ra7eKx3+bP7gkslnfxezV+8rTGcmeb98ZUIvsf0yoESYza3FREfCsWx4wKH76X47ePJ/j9iMxk6VU+rL/FUneI+Efj3BjZ5lPBX+TmwxlS/8UiM3/qJSMGYFRi9RBKa3UOtlUmWz7cczpqOM/zcoVG6TgXJybpOg6jZ87ChsTsXhffpQLbdRM1YZP+ixJORuL1ss67UZ22J8jLmTLX91PsP43jvZjnpG8T4WGBw7kkI2+leXKhQDB7yBeTDvvtTU48ncYfrHNqqMru8yZjVyQWghIcW8frLVGbskjea+LuTJN4cZhJYZ6qVUIPfsQ7sSFOLKeIXvUxGZP469BPuVL1Efd7uOF22UoGWF9JE82uEnl0lw1PhJnL81RuvYPU/SKFzveYPZsk91GL48oQ6SvvEDKG0BQJ17+A6neYyFzECXxEZi6Op5kmPbqOcNVDRbdZ0jMI98dpzKapTvpJzExzraOjhDrc2dvjfCTN278e4WCvzahHoeNsMuLbQlvNktlfZfP1t1ALfiSxTWYrwqdnK9QOPLiJm9SmA3hOL7Er1xm93aWln+LmaJ1pX5rCFYNH1hjDuQp6RidxI0hp7Dg+zx5i5jj3dw5ozY0wUf+IWuIFjj3a4vDEBKnvJnH/8SidfJOgfZyG+5xOc4z9K88ZKkzSEj1k52ReLfmJxFUOn/mpHfOy9U6Lz8wV2J05w48Lz7nibBIOfQFf4XsMxwu8f7/BP/K9xF+HdmlM3WZ4R2X28urfX9KS/ts/eLOpygi2xHVqvGcVOGV72bYb3JbbDHsCxAs1kq6MV5JpWV28KDi00WyJmmRRdNo0nCYeW8KVRSqOgyW4xIUA0+hEUOioElWrRcgW6agCimnTFlzyiklbcDEFl5ij4gMc18W0LMKEWHWCGI6L7TrUXIN6QmOvmaemC5ghD6m6gUeADhaWT6Xu1BCsJi8xygU5RtxVCLg6w+4imhPCQmP4cxdozHYQ7C5iyULpqIh1GbEsUata+KoNrGYRalmE/TJiJY9rP8Wv13leTPP1bhOtYxMMhwkEgzQbTcZHR8gc7pNKDSGrGncfPGJ4dISAN0A6vUs0onF4WCUeS1CoHDA7N4dHU9F9AVYXTtHtdhlKjaCqKo8ePWZsbJxCoYDX4yERj5PJZDAtm2g0jK7rVKoVvF4v9XqdeDyGKEr4vD68fh+tVh2BXiw9FAziOBaOaxONRnEc6HQNdnfTDI+OHLE2DZwj862iKAQCAZ48fUwikaTdag/YiFqtRiKRGMSio9EoHo+Her2OqirIikKpVMLj9eLz+Y+8KC3UI6OyqsiYVk9aSiSTdDodgqHeenmjVu/JREexdumI4QmFQnSPOnTsI7ZHVhRi8Ri4PXBSLBUZGRlBQGR3dxePx0Ms0Zub0DQNx7Z6MxNHjcvRaHSw8wUC+/v7xONxJFn5G+V8fUPxJyPylmUhyT9jk/opqL4hOZfL9WTHI7OydjTt0C+lrFar1Gq1gbG73yLdrzjos1umaVIqlQbpLtcVBqxUn7nps1n9lmZVVanXq4POIdvu7Y55vd7BPle32yUUCv9craXvvvmHb44XdhAFha8PFfmrip/Xx0a4Wc5wXwnyir1HajvKA+AiGbZzX2HRhHLsNqfaGf7K3caHRIcwQ8kxRuo2t4wK9QVYKgfxdn6BhlFBmPMTfGKio5GMDeGpPOHruV0ss8Td/Ci5skiDJV5NfMhhM4UcsJmNJ/BZQSoZH+Guh49zEfJNm29bdUaSz3nHqbFiOCzpSRY2gzTlPT5woHz2OF+8bfOKP8Z4eRQWb6IULmAi4QucJTV/CT1lY/lKvJcrcFyYQLnXoDlZoSWO0RgpUPyuTah7EzVt0PaMEyi8j5lroV3a5X9vZcAjEX6eI3llntZWidSxy1gPd4kurxF9ucOP/2SfiN2gPePlw8IzlGyU+09yrJ0a5ic1g5Wps7B2g0nfJSa/OkVeyfOV+iyV+Uest68SEpa4nvZyYniXqbVT/OSDDGZtn5joEpwbo2hPUD13C3thE+vJMO1zu2STc4yMTLH+V88ZGTqDM/aQF694UTwxOsd2cQPnGdoUKBX+nOfVbV4aj1BrvkzpdBjh3RjbL4ssSiPMeo7xR0aNWGMOr3SP90s+tsYOmDC6JB/M8V2zw7XGLKGpMmvrL5LrrLNx/A2snZ+SeVzA3qySkMM4sya5dJrpsVnuRnb51ZlFstnLpIIRfNN55nIGbvoEeO+yoyeoZP6MhQenaYxGkd74CPcDlbmIDLUYrmedhjZCdc/ELcfpzHc5FVhiM/uQj6tNvmp8Bm/Vz4dP03AuxLlQlU7oc1x9w2Ho3hx2pUqps430TpXI2RF8T++xH7iAtxDC336P6qsjLEx4eP78NbaGNwk9mGXSs4XvwS+QmPWymtT4QWeTgubBf8fAPTiGUkjzqZ15HoeLLMwWWNxPsCvVGds9jdKyaWwWCS+2uftxk8W1CIf3tvm+8gxBVFnKDXFnqssXPpDZ6Izi28wSffUywRsllGMuaZJ8tHiPqeA0sY0MzSUvO39+lolQms09iUnnKqLzKTS2ic0sMx3ZZE/KY8nzxK1nNN0M5fkJag9GCREiOPY+ytM4zWaahSsvM5xI/P0lrRAwZQgogowPiUU5gYOHFhatdp1Mbp8QMgIOonNUQCc4CMhogOrK+BQfAfw4OGRp8VRssiN0qHgEWm6vTFBXfCwQYhwv4ZZLE5c9r8W+ZtFRHDxWb09IRiGOhzFXR5M1TGDTrbNHE4MuuDYiXQrdyv/D3ZvHxpUndn6fd7+6T1axeN8iKYm6uqWW1N3T50zP4fHYMz4yjgMvNucfu/ljEWADLJI2kCC7SIz8sU7WXiRO7GR9rGd3PLbbPT0909J0t9SHRB2URJGieJ9139c780exajSBPYD/3ClAgKCi+FiPRP2+/J5sG3myYgNFEVAUAdtpg90khMi0HKLPkvA7Dqqo0LJDICZxJQO0OkbjAQE28LYf41buI6hp0PPEPC2w8siNImLFgXQdqk18VKC1jxUUsd2frH13ZZcu+OimnbomWdu2UNXjpJDZKahTRIWJ0WlSyQFEu9NTEwiEeh6NbvKmm6DqSiJdmcI0zV7jbncksvubf7c9uCs3dTtsuqme7mTCs/JR17Dc9d7Yto1X9xxfU8IwWoBDIOADHAyjRbVaJp0+pNVqHKfAzF40/NmemW4fTRdIdOWlbrqp+3zX+9P982xCqyvjAAjHclXXJNwFHd2kU/e63WRYt3Om+/q7y/DNZrMnO3XTWN2v6dl71L0fhmH0hkO7Hppu6WAXpHSLEbu7Xl2vUPdanSh5pNcp1DVPd59zXZd6vd4zLQM/dS1Jkmg0Gr3kWXcZvZsG60pciqL0DNHd5N6zqa2ft5TWdP0QxzfFj14eI7kn8WWnwdquSUTK4DEHeKRWCPl3eJkpgpk9Jpp/ykisgdjwsuP8Eid5gxoSUYK0xCifJG5SZoSVUoRP7SapwRXCLz/CSL+EwxA2HqSjA27wKkGeY9VzkQQm05MSJ9X3UdJvcoIxTlW9VNrg882zHzvDfd7lDe1DRqQNvpko8CRzAg9JPg+UqB+ZLNFCtWqc8VeYurXNlxYmGDvcI8ghlUyKhhRCYx9p73cp+34I5nWi2x/zlf0i2O/w8I1H5HPDxAr3SCwtk/eX4I6XFf8i8Xd+Dx5nSJ9sc/Mvx1irNSjlkoTPnqRAgc3Vs8y0a7yf0BE+7We/MIZaW2JgocbU4bf59ZdTJCIum5MFGo9WEAsGE+US86shfvj0MX0f6YjyDOt7d6k2L+N5HGVkuE1T+Rz7aILmZ1m+4ougHcwTeenXUfKjhE5+xNZ3ztL4q6+S8vqY+J379HnuUvcuI//qKXLWEerGc+w/EXh3McznNY3ZzbtUT6/jvvhPmAxPM27L3NaPEPdqXJrchaM8e0drWJ40ntw+4e1hbsdHmAoP0td+AfMINsLXODsR52J/gRevXWU/us3tV89xWvqUb8nTTF7Y4sRQBf2yyynBpD56imxV50ysj5srZ1jWrrHW2qYl/BqPXp+hz7NHrDjCXnWdE31vcv3XoSwXsO+d4wsTLYrtUzjI5E2VQafFWCiLb3yAUDrPw/ptklMZBGmXO4Flqlf/gFnNJPvQwVmbpv1kkbcWvegbj1lZWGV4sUpCqjJ41MY8O4FXglPDbT748xbRIw9L1y8RH13lW98bpHkSclmFa0MrPFq/z5F6wNjuIKtLmzTib1BqVth4XYW+LQriLNvOPDsHPvY+3+PxxCo+nuD5kom6GkObfsr1zTzpSym+8ZLE6XyVz/o+44XCU75beoB/yiRwLkkrvMrixDYzh15eNO6zlU5iLcaYP2vwfDWB9/L75H64jDcaYXcwxOJCjOCtOM2nD1ncnuOoMsrYvQz3717gWi1OW5YIjOSQAnVqdyOEtM94oPj4WFj/O98PfibDU/nt//NtEQVd1Dnl+pkSYhy4TfqkAOtimS2pyoAjImsqguvg4JJxm7iSgteVkY4TLbqk0nZbbDkl0q6F5rp4TBUdGQkR14aQpOHIEm27RROXjGCQt+vEbJlZx0sAHZEO6MlTpeo4GLJKzmmhiDKirtIKK4z3pYjZIvVKmZxgMGHrKK6Ax3EZwcOL/jFesMKkHAjhQXQVRAYQ3Tb6pSSMmRTMB/zz3/tfuPHwQ2r7n2OUP6R2+CNqG9fwCQVsK0Mjm0VrZmkVV0gXl6i7LT7Mw0ohhOzWCQY70wutdhu/R6daqzAyNoJlO2TyRRLJJMlYklajjqY6VIomHo8XUbKYGJtmIDnAg9uPeOGFq2SzWYaGRxAEgUq5zOTEBIf7h4yPj1Mqdky4rbZBX18c13Wp1qooikSt1jEy5/MFFFXB4/VxeLiHbdpIoozf76der1Jv1I69RQ0kWSGdzjA6PkatWsbn89BqNpFFgYDf32myNk1URcHn85FOp3vgo9soXCwWkWWZeDxO/Xj3KpvLEQgEECUJ07SOD95276CWRBFJ7phrTavzvOV0gIhH60whRCOR4y0v+dis6yNfyHdkr1ab6nFnT/u4c6i7XN7f34/RNnvFgpbT8dxomobr2AT8wR5A6QKKUCiELHdSUvF4HFlReyZkRVF6vThdL04X0LWOGa7uFEbXJwP0Pr+sKL2uoWw2Szwe74GPZ1NqQG8LrTsr0TUZ12q147oDBVXVe6m37qNrin7Wm2S0O0bwXC5HMtl/zODVez6s7gzG1OTPz1q657fffVux48S2/pSvjOpQfYsHbpqLusQt61N29Fk81SbpE4fs5MeJTftZ2ivRtGr4aWGyxpm5lzBzB2zV9xDnvbRG9rjzeJqvu2P8btAlcX+C0dAdPLLMXquIX8hR1euY1iqV9j4JXOaKYdq2QQqbvbkAn+by7KsbbArL1AtbbNPksjVNy52n9R9dorLr8MSzjlDQmCHPfzMRYnx4GHvX4BeJkDXajLWep89vUq4kwPWSok7rW1eJXlJoPLnDf3f99/jXiz/GXXvKa+UPeCj+e8qbDoUrBuMT19HubKM75/Bs+NiNrjO+usMfzwrUdxQU1eZUn8XddpyZxAaXS/3U3Rpnvhhmbdkh0j/OV4LThOsCi2wwPxEj9KTFTeXbXAquMfn6N5m8OMjSD7eR3/oWsdI+M+fGYekJaibIzJUQW7dFRl+eY+3kEvXg99hqnSW2XmVl4ADlgUF/NMCMvkIqEeXgocTOmMzYoZ/QLQ+TRy6Z0Q8ZPH+eYMoksAPuNz6j9c4Qr3zhgD/83p+TGnyNamkR9eoYlY+yJFIiCzfmuRvOMruaw/qqxpVNL4/MFdLeJl8r6YjlEFvKy2ytfhflq3ucE9ro99MEc0GWDw95VZhjaz9MKVrHtz/CvesNBtVVwmtN3HWH9kWV2F6FSKuCs1ekdrbFp0szvDUYYOvRCvaJS7j6AFONZa404TB7AAAgAElEQVTpRaYunePo5h/xnHiOD0eOGL0hYPX7eEVLcjuQR9EbZLd9TE9JNDcvsxnx4GRFnmxLnNEClIwnRDCZrryEPgaPNy/iOVnjQ+Mar1e85B7r9L0Q5OpuhpmrfQy2db6/ZyOebSJsneFl08Lb10d+T8ZNLfJ8LozZv8tL8ggHZZH74QbJiRG2CxUE5x2cE3B69TzOwCeczb2Gip+Dg0fMR/3YL48h/kuBob4DpGGFVXGeq68csXj3EaVJl/B7JqXHOW7FJ7DXVxgu6uxWPqS1bTIQDxEtv0axYnP+xBqSMcfQg3WuD+dZSA0hrBQxMw7vntP4FUGG0qdcSZ2iUWmR5iHnNYM1exwzOMsv6DXiqRN/f0kr8zv/7u1BQ8XWZByfhtOs0Y+F4pr8yF1HcGAKP027RlMX2TLzBGQfmiRh2BYVDNq4KA7skqclSYg+H5IBoqSy7rHYsxrEkGk6Fhm7wQO5yRQ+Jh0Ppx0/p4QQKcdDURQougYyMn58hMUAZ6QYr9thZt0Am7RYLh7gVG0W6j7Ouwn6hQBhVyPl+pl0dc4pSaYJkjBAQQHBi4iIiAlik8aYjZ2U8AeT/IuPV7htxdnKKGzuNzioBWgaDg9LW2y0npCPrvBUXmXft0dGG2KxrLJOnFarjsfrodk2UDWNYCCAqspUSkUEERKJJGsbW/SnUoT9QdJHByT7gxSyLSYnpjjK7DM7c5KwP8DtT+5x6aWryIp6zGpolEqljlfHsbBsE8t2EEQRRZFJJpPs7+8jyd3JAxdBEHEcu7eOnS9kSfQl2N3dJ5lMoqpKJ10kCJiWg2k5VMpVdE+nM0cSBBzL7E0gmIZBNBLuAQDXdXtyiPe4qK/LFoVCoV6RXr5QJBqNHnfNaMfdL208ug50phkazTa1Wo2+RKJTkHfMhFhG5/PJxz0/qqZSKpUIh8M9aadWq+M9Zry67cmSJFGpVo63p35i4lWPe2e8Xi+qIiNJHRDhum4vxeS6LoFAkOBxyaGiaj0GpNsc3R1P1TStx7QVS53JCsuyOvLbcfKpu6vVarV60xjPDpf6/X5s26ZYLJJIJHp9PeVyGZ/P12PBuixZsVgkHo93zMaC1JuMME2zF1d/1qwtiiK2ZfamNjRN74G1fD7fY61My/q58vAc/PbfvB11NeqT0yxuPkdKOCAsrjM3HeJ/yNp8xbuJ1MoRrowz7wnw0dHnxKdHyRf2uYNDjDbkNPx4yPn3sTYltgYv8WrjKfdVD7KvTTO1S1YdoLG/Tok89/QEv9iaJRy2+cdagkZ7mpdjfciiw0OvilXzMNea44V2iFebg3zNU2DCepOP+9b4qLHF7p1d/mHjMldqXoZSGabsOZbVPop7Nl+yXuECtxlvXUCaMJDSISK00fFyEPeRz48TTPyAbN9v8s+WbjBqxlmMz7Bd32b5dgRaKsWtDOnvP+C6VsSyF9m49DnFqMQfbB3RioxjL95jyjxgef8X8dk6tV2Dk4lB9p6u8KDPYiS9x93Dp+QmZhjQYyx/DrXYAOpqgRe/GuTu1jX+4zdep3w0wXcf3uaP3nqdw/Pb1HenudEfY2zmESvCMPH8c8TlLQYbZ9i+fw5PfZuB4W9wuHuN9LhJqlZj+DOHv56pYw6bDHx6kfwFka3MNolLc5iP9hkuLaCXFjm0/wbl0SQVdZ7cZ/sszQ5RKRrEkwEihyr6KZPAYZ7MQp7Gehtxvo9+O8bRbINk5RFu8yt8b+eAyRfTbBhH9DeHoHSdoPkLlJUa0cBV4tk/pth/kXdXGkyq4J29S9KfZSS1wA9bt1idOM9zpcfY/muUvFeYkGHr7jzi6x8z8H0Rce4s7hKc86tIBT+7W59xWBynvSVifWGA0YNNrqfHkByd9bGPuNQ4gTcxRf3+Ea7ksmtWmTvZIKYp6KEI/mCbvJwgGvOw/0ufs2A41MI1th6tczE9ynKkztXxUQpbKZalMtc8g8STJU7Mi/gWx6gm/wrrcp1GTcPpH6H00It6ysJcS5NtGgxIF6goOcajbU6X+tmq3UVN/SJH7Zusuy8QLqtk5iwOD5vsqqMMBldZcpN8sLFB6td8vJW+SLO6we3KApOKS2h5kuxolsSYSem+jyfeEBcuRUiILzFRCnNt/l1K54IclfxUdgM8NcskNtuUV0SE0zH8usPYoYVaOWIxECed62MzUuTV5CD3xQizwwn0WpGD3X3mzzz395e0fF9+nj4tiNCq4jQq9GETxqYPkVcZ4pKYJImXFia7TpnHFLAEF8doIuHiHMsSKlAUbAyPTEFzOfTBx/YWd9Qy+ckgZUwUF5KSlxEliNdVkB0b3RFRLfAioHu91DDxyx5OijGe86cImiJNLARUUpbMK+IwF4Q4g1KUfoKcdCIkxRB9dIoPBxwfMUdDxsHGBhxcHCxJoC428fZpqEYOVSgxHQ3iQ2RfDbDqDvBJI8GNHZEtJ8KG5We1Dumgzobs48ODEksVm4qqYbTruKJANBql2fzJ1EIXHHR/S+8eTMBPSUaRcJhGrYkgSOiqB8uy8Pv9yLLaY1CazfpPsQyBQKDn1ehOEnTL8/7/kpTH4+kdhvV6vZeGCgQCAD3PSecANtnf3++tkotipzemUy5o/VSzr8/n6x2u1Wq1N1rajVh3U0DdkrtnD+QuaBJFkXA43IlNBwK0222q1Wrv57Gb4LIMk2q12otu27YNx63Pmqb12J2uRNZlO7rymX4Msrp/7/bXdI28XWmqWwKoKEpPFuxORHTvdffedgFKt2enK4U92/Xz7Ohpd0xVEITeEGv3HnUltC5Aenaio5vCCofDvbbr7l4X0CsarFQqPyX3db8XoWNfVPfedXuOumxQVw78eXko/+U54uTYMUVei24w5KzznO1DevSEf8x5hhKX6eM1TPMJ79Q/5q4cI6guEsblotjHPmcoJzfxcMi2UmRbirErbnGzuE+98YSP3SIryhusrdbwRmP8ZnSIMx4Z64X77JUCXC9XeZkombyFT4sQbCaJl2qMsER0uMQsOo+bA3hRiefeYiEq8VseFWHuNhOkGT78Og+bh6iRQ17VkvQTZI9JVOVT1I37EJIBARU/Pt1i5MwS2lCUaPAeysFrPG1OkHGK/MFanEd9J3mw1uBhtMCfDkTITkd4MGsgbnlYKpdJIqEcTNIeuci1L53CdPepnFnnwm/ofHJ5g4NXK0z8aIrxvhlGfRP4hVFS1SXk/jXOODV2XpcYqNWQ+7/ItfX3GA48JZJX+Lh0yMxfnScbKdCn3+ajJQNx/i4sfEQ210JrrROcuM03xgUqkxsElBgzjxIcTQRYvjjH/KTDkjBD5eI7SE98TJoGj6+7pG2D9cs59jMu+xPfIHvyLKExAekLo4zljjiRUMj29dEaa7OWGabwyy6b/WeI7qeYyVd5rnJILjvOvYezqJNpvj3Rwqm+QjPcR377Jk7xv+JGSkW6cxJnusGP/a+zL3hYmG/xh4Ez6Mq3WPfN8uGnGuGh8/zD1A/5i114ev0XcZ2nNMMN1PH/jUjD5s9GdWIbf0HjIIO+e41Inw955zK/EW/w1nCC0dEKNxcLzFxYZKh/GWEpg2lt8jebD5hWc7jBcQYGNXKHCo27mzxntMiIcczEMh/m9qn/yRd59+A00dEdvhiuMn9OIDkyzL+ffUjrlAMLJv9A24CMwXe2bDKqjeFOwcbXEatpNGOPumeL7Gf7CEMLBOdE1oINHmxHOPrgPo9ZYXb8ZU7dy2DqJ5muCASnYM+4R1IYJvm6h53YSaKJOL9yusr6D77FjWWFpUOVU/sP8QyEyJ0v8WUpxhvLNVqXxjg985hMNYk+9iP+lbjOie+Mc+5phJa8jr9SQz39GG16lvZbKwwd3SIXOMS3IJCZGkAa0bnYf4NzdoSw2ELTpjjYcInkBFInHvyd7wc/k+H53vLtt9eTIgvrNSbabcpUaNJCw2LEG2XE1Qk7KqIX1lsF9mkz7vrpQ8eLgICL5gi4koQpmNjtOlbTRjEdZpQ+qnYTq1YjbgqUMFGRmbV94LZRUWjqKkURYrafpKExrcaZcL302zLBdp0HlHhv0GFDrnOq7WNU9DJq6cRUHz5NZ9IKkBI0xlyNIXQCooYHAdFpICDjigptSUSzPVTkFt6QidCuQJ/KFc88zlaJj+Ucca8HQ1bZdTQKgp+DSoCHj3zsl6ZINwb56NE6bX8Y3ZeAmkvdqKF5PMRjMQ6PjkjEopQKeVRVIRAIUq7WSfQnUUSRo/QhMzODNGoQDAapN8sEAmE8Xo18psDo9CSapnP79m0SiQS1cielFQz4yeRyuA7HDEeNUCjEzu4Wfr8foNNH49FxXbAsG1lVqNer4EK7ZTA5MUGpVKDdbgFg2S6GaeE64Pd7UBUV2zRwLBPXcQgFgzTqdQLBAKIg0j5mXjqG2E6MvQt2RkdHKRaLpNPpjteo1e4UB7ZaWJZ9HLWG4vGQqNejd0zTrRbqMWPSlX5EOjH4SDhMNpslHA7TbDQIhcOsb20iKwper6+3hyW4LqrWWTnP5fNEo1HqtU7Rn+M4WI7dY1RURcZ1oFKpALCzs0MoFMLn8+Hz+RFFkXK5TDDUAWLdhfIueO0Ciq7UpTwTIe9KWF3QY5omwWAQBHoemm6EvFarEQgEesbprg+sKzN1QZUsdza9dF3H6/VyeHiIomg9Sater/eAGdCrJAgEAtSqlZ5vSZLknmfJ7/eTy+WQJAnd42Fm+m+ng/9DfHzyxzffrlZU5qMSI5si+6Q5CvhRjdc4xQ7jIS+aFacxt8VausJqokjqYIKztszBcJhL5TKassOTqA6ZLyDIS9S3N8hLYXQbDg2Dk0qW06UUotlkN7DHyVwJqdlirJlglNO8y01GGMKZbtM6CDEr1dDdabxOmB+HWlwfzlCrGkQdP+ejpygU2nwpdwGVESaJ8aK6w1kJBrMyStwi0IggOJ9S5n8iN7JKMGEj5Pr4cewhJ+OD7G2oSE/X+bV/8gapp9/hWkNj0FEpPinwIHCZYv0mjcIVmqvr1EopnpQu8t+nd4nuKeR8dcpj2wxsj1BdyOJ83sf+J+sEas9TNlykkRy+4ADBjUMkcZzbziHmDw6ZGH2ZsneFg4ZNbWMZsTbLwLiEkR3h1RcvcsfYY+AP8qReL7N126DxeBxf0MX/qMl3TYOX3Df5wHMCK7WM1Mjgi7xC+naG9OAhv9nOUGy8ibTnMBTJk62miA89ZWc/xVtCE/n0KZYXb9Jfmedy4XPeNzRCuwucLMHJXIOaAufFO4Q+0dmVW7SCWSKncnzkJjm/tkNkIcHYzg47Tpu1vSrh/B0Ccz7kGZXJfZWl7AGh9SHuhVe5UvOzF7xB/2IOq61yYuciWc9DtmsuAXkaz+MI8St1AtsTPLVlvlqsUPX7eMPc5IPLz3N+JkGl9SllUSOynaEyOswnOzcZ2xtGnbvAWDnBj7djDI+HMA7HiR6O8+lenqFpm3gL7Bsi/eoA7/n70Ufh6uEmmnuBgn6HN4YF7OgZ7v7YIqtWaG1/m1+QHqEUg/DoOaLRKkd2idk5DWJFbOOIROAM2fI+cl+Ryu4cz83ruLJF/mGDswGHIZ+JlRIw5Ens4jr3BmFmrkymEeZJrY9BYYA9tjg/l2B7+X1e0je5nbnM1184JLt8iHJC5Ek9zMBWhtux59GlJP9m6CmXnyqUjXEmpstkbto4kRaFkSGK6gYDiwHckA+vWCDrsRjXKgw9GUT/+peoLN7jlLhHLZgifytEoGKxOV8gYG+glmR2mvcoL7zEqfDfLsv/TMBzffGDt4uKQXEhgTkaZ2A1i+SYIDlgtokCk65C0BSZFvzMaX1EBRXRsZEAn+yhjc1DSsw5KhNivGM61gNYRpNBj4/+hkNE1AkGoiTkIKbV4FO3SE0TmTX89Ns6EwQYJIRf1hHNFjIGOWwsWuSruwy3YJksf+LbJyPXuWCphB2LYVcg4ZqEqCNjYkkWAk0Ep4SAjuNKWKqIMiiiRB0k2YBmlXbTIbAisOAd4i8Kt0joIhFRomDraEoDyygR8YfxSgF0RUdEwCjUefHUeY4y29QMk1AojCRLCAiosohHU1FVhYmJSfYOjvB4vUTDEZ4+XWNgMEqx2EZWVSTVIhgJ4/VqlItl9ECQRCLJzZs3GBwcpFYroyhqx79SLKJrHiKxKKZhEIl2JKTA8fRDt3W4VqsDAv5ggEIhh6qo1Kr14wVzl1wuewwAXALBEOVShcmp8c6GVq1GrVrB6/VSq1dIJvqxLQvdo1OuVmg2G8iKjCCAqiq02y36+5M4rsPh0SGBgB9FUZEVtedNabc75XmNRr3HQng9HtLpbEca6653ix32BKdj2PXoHur1em9Y1HFdHI7bjNudhmOfz4dpdORESZI4Sh+RSqVotdq97a1sPtdjgrwenVwuf8yidSL+sVjsuPjQ1zN7y4r6UyV9QI9Nq9VqvW4i9Rljdlcaa7VaPZ+PrutUqpUeo9JlcCRJIpPJEAqFeuZjy7Ko1Wo0Gg1M0yQUCvWYmi4zpqoqPq+fSqWCx+PpyWuaphEIBHomdkEQaB7f767s102A5fP5HqACkbnZn5+m5Y+rP3q77QuQmalQPdHi/L0dgicMnEwbS5ni/XyYrxnf42z6AkQTzGVVLiZfolHfQCzFaNHHmtLHfr6Gn494Nfw6Z2N+LpQvYFOnL7mOuTPIeT4n5XMZUl/BGA9xYytAMaIw0voIlS8TQcCTnuE/8TdoykOcN4cRjT9mr1FnKrHHQnqUJc8SH+g+7OoSL0VgV68x1xohZK8RautItgWNEkL/EfXaJIGRbYK7F7mReYx3pM4ZdxgKKsHPH6NfLGP9fgTf1TO8W/i3uLUzzExpjHkWUbRZHj61mc1XmOh7nlAxi91cZ+9ggm/OnaP9uIql12jLs8z37aKnxolN7NCw5vlVI0n4+VHu10r4vDt4np8helAlFNtAtmTGBT/upMHclQSz6jd50PeYyK0kk0KeP0xfIzXwIt7aLGf7SpzQJnictnnzUom0lmK8/UO2MoO0a15OvuhwqVmj0aiyOzuHHlLwtbcYHqxyo/wO2vqrSKVHWKkYVugGtUybQOwyd6MNTvrzfJD5iN88pRNUXYriKitH6+zPzqC3azw/6WO+5mM1OIu3GiRz+ANC0QT93hqJMZ0DX5DhVpB4eJbszn0i8QZPoy6j1fOMySWeDPTzyuEczStj3Ev9kOd/8Br75z4ltbVGWF9lHR+2PIZ/tMpaxE/LtSgog+Qfaown77NcHkH/5Cn7L6SJLVq0fAZbyRHCksHuRp4FY5GHzdMMbaUY/9VlflTY5OruKW4ehTk/1eY9t0afcotx5RzbWQ/+s1vEPDLaFlzLHDA0eQibORzhYwb1b/LgS0e41l2c7ZOEx1Z5eudX6a+uk2+H2VtYY9DXR/1P6kh7aR6cb5KK5/jBgRc7U+CQC4wlF/Hux5gp5WhHFOLyAOXWXaT9IcavHNL3+XmM5gqyPsa+aDEwEmLz3Thvjea4Fj4i4s9irA4yXntAJKxTqw0g6qeJh1vUbt9EHZxEyJ5AEd8h5UYojrW4uvaU/MnzXN0SeawLtM77Wfu4wHZ5H2lgAWHiCQ9NDWvIx8UDlXdq4BcFmoMKD/4swRtvjP/9JS1bNfEWK9z21vhkRMDtj+FHIGRLyG4N0a5jUkDGIukqTLRF+tAICCoyLiIuuDa6Y+FBo+U08esaluhQGvWRFxoYtPEKMgOWTqotk5C9ZLwuO5qNB41h/AwRxcDBEkEUBLyAIIlMEOTXmeFV+hjVfGhOE6tZxG81iZltFKeMKjYQaQB1XLGNLbQAg04FootomrheA1EzwSpDs4C1swutCtu5LRRZxAoFOawZuG0Llc5h03QbtOwSttTE6/NTLxoY1RaCx+xJJ8+uZXf9H8ViEcdxGEoN9NI7mqah6yqtVoNAqOP/sF2L/sH+n1q/7vpGBPEn0ehnD75nN6ZMq91L5XTafn8iqxiG0ZN4uiOc3YO0K4fV63Vc2+rJOoLoUitXfnLgWvZPraV3D+gu49ONbCuKQj6f7zUdA73rdf9/Fww8+zq7UluX6Xh246t7jUKh0Pv47r3otif3hkuPB0i7qaiu9NQd0TQMo1cG6ThOzy/TaDSo1+sIgtArBOymq7qSU3fOoivbPZsa67I63df27PNdxubZja9uUqzbltwFh7quE4vF8Hg8PRanUChQr9cplUqUy+VeAWPXt9T1MLXbbfL5fE9GfDYJ1/UUdUscu3Jp9/mfl0fTO0BWesh3VwdZmghzJJxh8cE80nANyfyYXw+/w5r2FQQ+wVuI84VTbeTyMn5nlmJCJECImaEhmn2r/Ebfr1EurLMsqSRf/5zFlIG8N43NXRb5DZaGpjGsQbyVC9z19PND9iid/Cr/hWecN77wAsOJAw5rV7HrdQ7Hb7PFG3z7qodXNhYQohavNGu04vfBM4NdNEmWPDTmMzT6r6C0T7FKG8R9KM3SYAF2JLB+wNWoj8iJOBszD+DcAcbAGul7RWJDVRrvr9EqvkD+P8tT85Rp3VLYbO/T99YOH/1ymJvC5yw7UV588AUSJxQiepiIzyBn+BiS9ql5mqQ9WeobEfpG17knuAT2P6Swuc2Xw6eYN6f4KFqlNZJivarz4VCeESlMOJPhR+b/zbnhccaKixx9zc/gvMbh4TXKv7DN6uY2H7x+xMKFfVbKFu0JL9eDCYRJH64QoPCdA3YzEbyrZ6k1VZTd68j3FTT/FGekN3l85ocob8RpJzNM3/Fzygizpi9BrsCAGScyOcLHe/38W75JeVWn4fznhKouGauPD3JjrIeiBJ8WGQv6mY1qNKLz3A5UeSQ5hJQXKKkT/HXzNHut5/BORDDbdwlMl3jqKxAWZJZf+F1Or+WYfOhlZXqZkVqQhwdeWv0SUsDmZLPGRlrE/SCO8LHEgNrHdCbE8g/6sCc+4oXz87SV3yD7pafkRmKkwx+ydPN9lMo+95M+Yu0Gh/NZ1n7fz4nVl3hi5vnynMG1poAn7+Ng7XniDz6nUde5cM3F3+znh5+F+Lpzlp0fZcj90uvs1SSO+nY5/6MiRWeY8tk/xPNZCt+lH2NuS0R8MexbTW5dV9h/scXG83V8H72CNxEn+WUPk1fHOJA/JJO/TFLJcnhyFEIlhAcxAhtVxgbXcT/4hIczZT4JWIzpIRIfDJH6/TiT8xrvzo4xUR1l9NNRTpwZRR+ap/pojYHQKqu7/4w7Ydh58Sr1nSRXXlxEcAZ5um0hrBX5318LER3KcUPdQ1kqIiqDbCthBvUmm8p9gt/JMyleZNzrw7W8vPmxQ3jFoO/x15h6Nfd3vh/8TIbnwfKHb9+o7HGRBGuVLOaLJ7j8eZWo5bKu1hAUl6xmUnd1FAdCyHhlLwFkwmKn68MnKiy4QVRBJuwNQtukZZn8SfUxUqvJpBBkQPATM1Q0xyVhG/ylnaYmOJwljowKqkZC9iK12sQkBWSXoCsT83qZEb302wJn8PCa4eVlApwQFMIYeGWw7AoyZcCi6dgYdg1VMBHQQPIg2S4tOY/aNEBVKKsqAWmUrcQ4f1o84JanSNEr4JH96G6DZl2gZYYhMAO6gqUJ5IstNCfEWGqEHXEb2fSiejxUyxWikQjNZg1ZEAgE/diOi+bxYVkWsXicdPqIWEzHtDQQROKpEMuPnxAJ+xkbm2R9a4f+/n5KxUIHGGnqMWMgUypXMA0Lz7G/prsIHgz5j4GSha55qNXqtNtt/MEg9XoVwRVoNlokEwmq1QqBgJ98Pk+8L0mpXMFxXJ6sreDRNRRJJBaLoUidmQNfwIcgdGQe9xjM+Xw+Go0G1Wq1d+h2xyw7G1Z1wseTCm3DQBQlotEolUqZdqvVmYxwXWSlA5xcOgeyonX8JaqsUKvV8B23NkMHSPSn+imWS50DvW2SSqWo1WpUymUGBgc7cpCiEIlEeskwSZKQFLnXf+PRNWSp43fqzkB0o/rhcKQ3qKl7vL24d9dL1I3Idz1DALV6p9OmCzi696YLQszjcr8u2O0Cka6XqNvMDT/5fnblqy547i7Kd71VsvyTRmZRFEmn070On66XS1EUcJ3e1y4/0yuk63pPKms0mpyc/9tLu/5DfDz6/j9/+2HU4eqFHQ4/GkL/RxZnsmcZLf45hg6G0KBeVVghxik1xvnDALddiZhTRm9InJBNjMwdFhqzGI0VvFxCKgs0bYFP8geUTtiMZhWussNsZZtqNcYr5TX+14lNBtMJXokP8ANH4aUNm1JSJJv/M8YIMjQUI+mdIPtUQXQGuDLgozJ4yLnGy0zEHnKlaOJ8YY+pBw1ul/6GcQTiNHG/rNMwHPKxA+SSicY4eI8QH9pEBlT2vg9bL0tMO1Ey0gy/c7rKOw9y+JcWOX34VUynzAjTtH0RJjbO4SvplCJ52pfHaT7Yojm5QQYNwazzxcGL7G8PwZlZDqQl5PBp5MAGnusOJ+dm+HDV4PJFkfXSUxLWZexGm2qtQWxK4MZ1kQvRJFKzn/cTtxDEF9HTR2glF3/gAt7kABdv1rmesfhoIsHsXYvLzi5hj4/NqWX+0/AIy+XvcCYex4iOU/3rIQ4W/gJNXWD8A5v7wSUSe8P452SWpkLU9TFatzbgYI61rX2SExXuVj7FrHqxbY1LV0fwbEQptf+a4WKKH38moNiPqQ4fYCVPkZ5+gLncT/o9hdXhWyQPXcZfMFHX9/EF4igTt4jtx3GHJUq3PsIu/1OM8UES+0+wgw/QxBStmI4vFMSNfc7StoH/RY1QqB/pjV3uLo+zox8wH1Epn41ycO6QXziqo3svYu1sMpRcYO3QizIzhrjxAmesHxNduITcEPCMbjPl9VO3+wlrRwgLBwwQZFPyMaR7OYiE2A3O8DT7KfbaFpZ3jNOyRLOtMvqlfQ5zSZZvr3Ixc5b21GnK4h08Wp2b4ijOVJiLSgJK6yjrb+J5/VNYrXHo0ZncGSeFmh4AACAASURBVGZhZJ2gdJnFmEpVarBbe4TT2CRRLXDXd4I3XhnjYOUBI16V7WyBzcZTpr6SJzHmRVzchRNniO4vox4lqUf3CWvnSW/lORH+FcbbearSIlZI5qD/eXThNmboPEVzBe2762T8cUbPtHDzz9GffhdhVubUToRJs4HlHaGvvUxWqGJ569See4762Qj5w8fMOTB08m9nqX8m4Fn6+Mbb5UKZbMBFVCRGyyJz0QEaxTqTVRHHqiMrCppRQaGJhUXRrqH4JSSzSb/rEnZNDFp4xCCSYSIILXS3ybxjM4WGH5eY5sUjSxhWjU0OueDKXLIkYo6NXzbxuQ18NJHsGgG3RcQBiSJNySSvmuTMCqJTQqaIK1ZoaxaO6BJwVapOC9ETpGBVcKngxUXBASxwywhUkGQFwRFADaELAVYSGv/10p/wuXZAWXdJiR58hkXL1VE0HUkCv2yhOBZyW4Bmi2a7THIogZnugKqQz4dP89CsVRFwCQYDGC2TUCCGZMpYDZP+cR+5fJr+gVHqjRpts8nE6Am2NvboT44S8MdI75fRZB+1ikH6IEc0nqLaaBEMh3FFqLbLJAf6wAoBKvWaQSgQwbHBbJiEg0EqpTJBr4+gx0uhnEHTZFrtKv2pOM12HVGSECUBRRKwzBaSaCMKAqGQn1a7TLNVpmW1CURimIaLpnpw2xaFtkOjbaHpPqr1FormJRAIUyo1CPgjWJaA3x8hn08TCYewTJNmo45j28QiEUrFIrZlY5kmwWCIcrUMuHg9OpIoYLSa4DiAi+vY+AM+ZEWibbQ63iVFoVQqdXa6VAVcMA2Dar1OOBpBlCR2d/ZJJJIdhkYUEEQRSVKo1xtomo7H66febKJ7vETjUcrVCoqmUiqXCUUiyKrSicmrIvVGnWAoiOOCYRoIooAsSdQbVVRJQlVERLkDMFRdo1av4fP7sB0H53hnyzRNfF4flmlhGiaaqqHICqIg4jou5VKZeCyOaZgIokCtVkMUxU4ZYdvsFAa60GoaBINhXAdEwaXZqGNbJpIkUi4V8fu8KIqMz+fFcWzq9Rper7dT/qjr6Lqn1+XU/TfXdXGwmZs9+XMDeB5u/T9v399wyafn2bwyxqWlJtO7AT7yzuCJDjC7vsIWFa5QY1h+wPfFNQKpPY5GHOzMPAHnOs8h8IB+5hikRZYSexTLBnPWDm9mRxjAZnZggFwph0SGFZr803yB5502PxIsLpT22Ffu065VuGLMkvN+xtG+SVv9jPbsNpnZEPtPSyhbMlcLLci1qF3MULyVwvGcZr51kSevHFBIt1GaGwQ2W+QLQyjSMr7xJyD2szodJb4YJfjGDIIskGu7/Jb5r7m1J5Ma+JRsbADz6X0cVWW7/zROscbdUzuM5x/TPzzOtT/6mP5+jdTAN9j4wRCpN3O0MhNErBXSiyuM7oWQnCNiO3u0vb/MupGmejVIeSjG1t+ovPYVL/ZGiIWBKYanJ/h+6Tb1U+d51dPHSl1jZH+AlbVtXmgoFH0V2qUH2CkvTw5zXMrcZSD2Kg/KAc6MLdO4qbI0HmXg4BQ3JxRqGyL5L22xGpsm+eEAmak/4yX9Jd7VVjBSF2munYSGxNhUjTFnCakwhiyViPvOMtBexp0PspGtsmkV6K8VCAtRRqK7OJd0Prt7hb1mged3/KQ3BGZeaiLqX8Gu1Dl78gZPK1OMbe9TOrFItDrF1JLFjYYFtX4uzhwhhQrkY4OkthYxlCHmGzrFSIox4TxvCHfYzPnwHUTxNxwG7SaWoHMxuEDm/QDC9mdcW5jBrJU4GNaZ2u9n7tEih+EgpUyD8NU+lFO73PpX2wxeHSMoPsEJT5J50E/ELdCu79EeaGG0Nkm/PAo3Don/oxGkyz78Ow43Lm8T/ORXcK7k+bVPDvh3lyLIHwdZEBXKSejf3MRXjuJryfhGP6d4OUf1r/tZXq3yenwPrbrCracCviEvK4fvMfi0Ra1vgkTbZS0xyreSDYqHGtlHClOvRRG3WsyNGPy/dwxSA/OIH1roHo1rzScMigEOLBGMQyTjEHFSoHH7fSZePEnbWGPkfZ1aeRpCeaaDA6wMSEyYNaRCFDs2gRASye5nSZsTbBYfo3sSlCaOCGinCCZ91O8/pp14gMir5B60OP3S376l9bMZnk9vvC3kKyQUD5V8gW3dZK9fo3gyQVtyqbQMkugEXJGAqyC7TYKIYJRouCUqlGjLTdqqicfeQ5XKCHYVr2iTVKMEbT8BdLyWiGNVEKgTRCQkSgQEEdwGbadE3S2QtQ8oKXmyUpq0nsUw02BlibabRN0Wfs3Bkuq4TgvJFRAcqNsmTVmhZDXBr2MILnXXxAJQFExJoCUL6PEEDET5ON7iXx58xu/Vlyn6Bbyahq/UYCSRoGW2aWslXKWB7LUp1g8RNQPV52K4NQq1NPH+AKIHGqioPh+S7sUUXVSfQqFRwnDbhBIRDgpHlFolJvvnKWUbNCoWkWCMzbUNpqenyOeOkESXvr4QH3/yPkPDMeIJH7cXb3Lu3EmyR4d4dQ/NagO76RIP9lFqHaJ6HBpGCUl1qLfKmG6bcCTI040nqF4Nj89HMWOhiH4EdOKhJId7GbyaF8d0sUwLr67j83hBjeOg4guEeLy6QbRvAMsVCISCiLJMPp/BKwuogk0qESJzsEmzmifok/Dp4NEdmo0coaDC9s4h/f39iKJIs9kkGAz0Om66Eo973KDdiUx34vehUKjXUtxNpGlax6CryB1zsH3c1VOtVgmHI50BUa8X33E6LZfrmJYNw6DWqKOqKqZpUa93PEyhUKgX8bYsk6Ojo44PKhBA1z34fL7j9uMAIGA7TscAfmwmdh0HyzKxTLMz2On1dySxegOf39eTmly7k3zrpKf4qULB7gzH5uYmyWSyl94yLbMnf3UMzEov3SaKAoIArVazJ5UqitJhrTyeXlzftu3O9IgkcXh40Btg9fl8vVRad2LC4/FgWfbPVSz95vvtt2NbGb41kKX6jsv7xirG2RP4L+5R2v6Ed+1R3po2KA48T7T6mMH+q/idLLF6iV1zmxnbzw/6D3iuVsBK7fJebZ3XpTS6ayItnEZwBBKNCaSqS4k2tbEmkbKDzAs0WKHfPuCFyBF/Plnk3GaU9zwrhJrD5LnHOS2M6kpot+8xKPYzPRxlrXjIprKJ7PfzwtEe92UPISNDyrjHTW+Ts4UYq8EAM+0EB3YLq3gFvbJBIDiOMpUD8zb/4+Z7/Lc1F99gkdWcSet+ld9KzNK/McnaG7sMFzeRKjtsv/+UwLd8COY0wv4iseeLPLxUZrY/z/ZNFXt6k4mRWZJmGU9rmCABDt27jCxojBU/5y8yIm+VTzG/F+HPC6O8+sYqmvh/cKd5jplslOdi+9TKcyy992/YG4BvfzPOd+79z3yh/jUqX6kiHHyRE76/ZGflORpXDIrPHVFrv0XL0QgNS/j2H7BVXCMVT7J5a4k+QSJYsenfEbizG2TszBnOBHzU773HUPGINX2UmJVl9LJGIpOgHsvSzE0ysu/jg4NNYqLK1WmVOxsB/LODpPIinsPrVNsNQv8gSrRYpLyUYMLeRik9xpJOIK1ZDMzb/OWtIO6pOHbRwmPNMDNzjyebYdZbUe4I0NcQOTVe4V+khvn6/xXCOrnGtYLGgt4gVM6zHjapmXsko9b/x92bBUl2n1d+v//dMvPmvmftS1dVV3X1vmITAGITSRGkJIpDSZwZK2xrPLYfJuyIcTg8jgnYYfvFdjg0MTGasCxpNBpZoqiFFMGdAIkG0EAD6L26u7q79j2rcl/vfv2QVQkpQqMI+ZEZkZ3Zmdm3M+sh71fnO+f8sJwWAe1DRtxpxKqGtbLGVHmUocJttp/7Gom6zEHB51grxn4gQWKviz1SYEN+G/NBgc6sTPuLZcRPjlGLuWTGzrC5+AHPjj4PsSj3698n96MRBryb5MWLnN2p8PVglkuOxUNNRenu81E8gFdRkOcvoC68yXbSh2sFhk8dMPmKQiUlsZmco6VUmPSCTKhnOWje4xwj3HtsEwwnCGHz+Ng8P6rsof/UIide59riR0xPX8byf0Dy3hjDIVgbKnOuUWRjOs3oqMupl8+xfmebhJjH9io8WB/hwL/P2nKEsy/sE/ZOkbtRZaURQsQ8NqLQjitE7F06D2wqx0eIDxwQn4wSX20zVCryrYPTnPM0xBWXamyDc8On//4Dz/c+eesNz/fANLG7XeKRMDWjTVPzORiO8qCgsnw+z83xNLfmchivPs2CaNFIhdFcl7DhkVBCREyZjp/C9FQEEvgOllvGFGVcqULR36YaqlEPNjiwDBrCoI2J4VtYuMgoaASRPI20N0TAjoM2yrdyUf59DnbGhphoaGS6Do4vsSwMasLj1JnzbNQPaPoGhGWUeBBf13pN0YqHHVbJTE/wo2ci/Nb9H/NHO7dZCrRoahaxoIJktsE2USJB6kYTYSZQ/Ridmo/kRIgHh/DMMIqfBjPO+PA5itsWGDbJUBpMH7Nh0m00iAZVVAmy8RiV/T0CEoxMFdgrb4BioYQlmkaNYDRI02izvrfF+PQky2tbROJJtGCUSqXOzPF57i7cJ5nO4XlgWjZClgkpMtFQhHa9RVBV0QNBJCERi0YpHRzQ7RiE9RB1axfTa9LoVsgMJmmZBg6CQCSKi4YngliuTPVgEV11MBplJM8iHQ0TVjWyiTit8gGVvS18yWVgIEe72aLdMXAdSCYLCBFkZ69O15BoNl1a7TqpVIparUan0yGfz9Nut6hUqv0YeyAQwLJ76x1d1/vKxlGbdKvVUyiglzwS9HALrXarDx4NBHrR9lK5TDQWQ1VV9vaKZLNZJEmi1WkfDk098njuEGFxRFtvNntJrXg8jmVZZDLZv9Y+3GOGOa6Loqj9Jmvn8DkBCAGK0vscuq7TaDb6FQTeoUenWq70Se5CiD5Y1nEc9vb2yGazrK+vk0gkME0LSUh0O11azRaG0UvTHXl9gsEgnW4b27L7tHX1UPVKJpPEYrF+o3YkEkHXQ73iw0Mzu2EYHBwcoCi9EkrLsqjX65w5fe5nZuB5y/73b0Q3HvF9K4J8psSrO6dYGL6Or55mwczh2qdZiEb4ILnB74z9Q9TJVX7ivMqiOIbcDPEgssevl3xEMsq9wgyRfZ2gf8AZ8pTcLUbsOgumTBuVUnqJkNfieitHlRuclT1WImlWSl20nTCTKIw6SZqsIoUmGW/K/MFsg++4CdKj59l7KDgxtsR+q0Nlb4gyGZ47rXBt5wxWZIdI5AoLgRGSkwk6xz5hdWOVYkxiaqjAT2e3+b9Wr/Mv7rW5X5V5HNzhWHqKpzZ0ruht/uKJwM3UqGzkGSt0WS64nErkeVT5ZVLTFeI3M7wXPMlXR1+lsnmN0YMsjcYIy4s7rI1H6IbrRHZ93AGN9Ll5vvP+NV47USP6BZ9/d32Bn5NLvNsZ40drj/n8aIz670jcnfkIRgK8W9vg1ybTXFsNUF9NceELo3z/2xUWkzX2GidYeaHMr6wUCG2l0GoNxEKR6argegJ+fSVIfjiPX8ljP4Tp8UUen9dIT4zQau4jrSoMnxph76xJZmSJjZ1ROtUC+isKpb/6hOee15EqMlpnGDlb4vieizo5i7lS4ofuEqd+LcIl5pi8VmOnnGJ7dYHay8+SWXqTt4wWY26au+su04Ui6eSzrGr38SptosEhAi8/y6DyhFMP1/koUaNx5g6pOwHs4SKN+ZdQ6jr+5dus5D6D2P6IOx9dQI52eDaUwn0vxHfPHCdYWGdzLotXHWB7KMrFPw3Q/W9H2b33AzL5ABnTZOFWA6m7j/SlMT7ehiutIgcfGYQmW8ycP8P6WpKodgfPmGF16x7DyrOcidzgo+YM++06gV+a5qG+zZPmHaLtIVIndhmyB7FbNjPnuliBIG40QtbZ5JPBNQg9w/Kb20TPzJFu1bA+OE7Y/oB1fZSQPcJ2qkx4cAAlWyd+K8kXPrtFWbrJQ/cxgcdFAkOzbDS3iIabSHdT1CarBGZd7HtdNpajlLY+xJSnSdT22HnqGKmGwwvRKo3INjtJn1i3wx1D5uXP5Ri5KnE8YGIcLNKVfpVwepfT2glKO3US2jnUTp5y1+EF0+ZOahJ97w43yhovz/3/YGnd/viDN6rVMlJAoeuZ+LaL5kq4toeUjlIKuFSzOvuSxL5sYgZN2p6Bmk+jZAYx5CCeHkFutikpPm3PxKSFiYFBBwfwfA2bELYbwrGDuIqHpMn4io8r2rjCwJdaBMI2vtJGhDt05RJL+irviHXqoyW66ganhj388DbGWBvtgoo6YREetdHnLEaeTRCZc8k/EyN+3CF9KYw23kGf9WC0yR8bb6MMdHnplWEunY7ymbMpJtJtjk9AodBmchwGs018xyAeaaH4e0SCNQJyiXCwge8UEX6RdMLDsbZwlA6KahLUJQyzjhaQsS0Hy/SJxQpIIoZpqoxOzlKvW5TLbTLZIVodF1kJ4iGwLJeRsTGe3FsgEY2STSXY3dlkZLjA5voTMqkIAot6bZeA5uO5PmE9hCRAVVSMrgm+RDKWY3V5E8+RSScGqNQ2kWSZVqPN8NAwtWqdYCCE73l4Tg81EdA01leLhPUUApW1tV0sRyKZzvWAqN0OtXqFWDrda0N2XWzPo9luMzA4jCd8HM9F13VUTWFnZ4vx8fE+biOfzwMcQi0/JZVbds9AHAqFqNfr/eK+o16Zo5N1L2Wk9PALhx4e6MEyhRBs7+wwMDiI7/vs7u4xPDyMpvXWVD0vDVSr1f5Jv9FoEIlEqNdr/bh6j8Ku9Q3WoVCwBxlVVSTp09i3YzsIqfdhPM9F1YI4bs8v5B0akh3HIaAFDpNSvbi9pmn9zpsjM/rm5iaFQgGAaDSKfOirOTIs99Qpm0q1TEgPISs92nryUNk66vdx3Z4CdaQU9ZuWD/1CPZO52jdvH/l4Op0OgUCIE3M/OwrP+29/8sY1O8pEsEPbDfDtiMrkyST2Hy8Ty+psH5viyWslVo4/hZ75HhuP90gMzhJ/scaeSLI3EMewQ9SKT1iTBggUOihtmW95x6h11qmZHWStiORu0u5e4oayy3mzyvi8oKjC6n6XFwSsaDbVVJ20c4q0X2Mutc53/SF+vLrOd2da3Dlu8cz2I3KjZeJTULhSxXxcQUQ62FfucebSF7EzDzn/Gx5p4w7q0DR7gRaf+eUMT+Yl/qfVaxQSMl/5J+PM/PNJ/tP0AMOSwelLi2wkFf7Zf1aiGpA5NSt4uOHz/HaV2ks+57Rl9n/cYSx3E3XdRPZb1AMR3mqu8ErhgMA/mmH8Dye5Ib/DrhvkeKtBRyoRvPgiD6pNzpr/kKi4x9LGHqe0IXK1BKKbY/dXq0ibizzTPMboqsMnbZnx5hj19TvEunUqOY+fbyd5nH3MU7+9RTPmcitwl+ncZUacbXYOFukOhLndmMT+ks6b36jzVCFIMfI0e2s+n1RucWrVZex8DXXjDCsdjYPiCKP5dewhm+nvn+PO8gqf5CN02wluLHyXIT/DzisXkbx3OZ3MsLgaJx9y2Fzf5V6iyLJ7lvDIA9LFACuhGRKmw0FtkKmwxk+rMsYvNjn9xyF2Bhr8fHiASncVuVah6qrEK8doem3wswjzBeLKn3GwrVLovMri2jovRF2ay3dIzIYJ3Mnz7ckcny3tESTI9FqKZqtK4M8cUmdstpsf8Kgsw06XwOQIH6QMzo9HOFmc4jNlk3fWdF4ZTnOju0fsI5vO5234V5vE/vMzVA7uM9SI8ua4T1qJ8GIMxvaPsfuwy9NenHD9Lokpm4VjE7REnbiqUvykQtiyKe+fIO1HGdxIEhjcJvqwQSfvsVyI0pAaTJsZ9ipbhJY3CAT3+ODhIEryFrWr55Gry8Sen+Rq4ICx3au4YZWxzV9j/yWB1JhCnusgHcCqc44xJ8t29AGjao5HVhhz7z7qiSEWGxXORSPUFQMjnoWVJo/GiyzHJwjXR1HSNWZWx7gW+B0y0c8zYb9PM/Eai/XfpRlQkeUcHREjYXc4M/e3e3iUv+vLQuzWyAYjNEWX2EAahIxV7+KaLuXdXSKxGG7FRKtUcNpthJdj2/SpReBaoMHx4TjHPZXOnz9hv9YrUhO+Byi4XggU6DodLNXG0yCVhoFLMsNjOaKpIKlCnkAYgikbgiYEAK8Lko+lW/x6V4Ak4wmXWmQbWUDABbXT7NUKBpeICQ/DhEgIuiYoSu9EG1Lo9dE48C+t3n2kLZDA7EAgBnYbVB2s1j6KAk3adLs+vg+SDPgdoIYWjCGQECxhGBYNp0CrWaRZ30ZVQnQ6YJsynqvg2p9QlxzWq5to7TjTGZPu3gohU2FEN7DqDaaGRunuVhHVXWamjrO1ucXc7CnSqcGeatJRcUSKYqmE5aaJZOZpV+usrLcYGMjTtS0MH2RZsFsrE8unKRaLWKpJWh1FkhTKjRYhV0dzIR8Psbu7g+N38QMxQuEIKC56RGV7fRdZFmxtb5ArZDFMQSCgEQhphLQBfL930lTQ6db3aVZrKIqM1TggmkkiSYJcPousSChqb3g5ikUL4RONhnHdntHZ8XrJrEwm08NCHHKqwuFePPwI+dBoNIgNJforsaN4taqq/cHgKAWVy+X+RspL0zQMw+qT3DudTk+NaTT6cfBoNEqtViOV8vrH6XQ6hMNRDNMknc6yvb3dLwJUNZVmu0O73aTe7JIr5Huma1lhr1gkGo4QiERpNHrx/nA43E+0GYZBNBpFVVVSqdTfSF0Fgjq6rv+NVmUhBIGg1m9TPlKjjszjRyraX0/LHSXMjo7T7XYJHvLQstlsX2EC+irSz8olffcUZy68z763z776Ev/0HcEPHpU4H5jjg2dKSFtvEVyYZch6k81rNiMzEzQ6H6O+leaOV+OL0zla+STigxqZ4keM7IN1AmaWFS52z/P7gxGC9RoX5tdo3rrFy/UMfLXIa89Ps3y1w5XBPE9eNfhaexAv9COyv9Al/J0W1Tx8KafzpQ+Ac8/ATJPl62W0M5eIb30MmzEGfqGBPBmicLEI639JQAR44C4w/VyB5tp7PPXfAIk808lPePNbaZgq03l8D31qjO2RMkOdFo3T8OtXu6zNx3j9yyVW9kv8y5AO6S6fNGPMXGuS/Nomob0EvAJP7j1hejjMuppkrduk8Y23OP3PjvHaUgFOXEVty1x/4HK8VubgforjA98gkM5hBjbQu2UCZwymt3+f6Tv/mAfeOJV0haWZzxKZ/hPWXnuRmd88z+MLs5T/3zsUxz7LxcQfc2tyg3NTr1DI30Aa2uNGdBxXTNLaeERINbi3XeTVl7cxi13ClwJkP4hwqnKZd3bvMPXiFA9++yccnxziSWuKlUc7nJMV3jprsC1v8tkBlaUNideVV/ix8wnzgTH89RQ3EjZPD6yynoW92DmuHLxHOHGPxw8sZqtFRuNjLEZ04oNL+GddvvQn0P3zINeCLUrpNR50VJodGysxStIcZCuWYVifINL5EQuDbzPTep4fpBcYaV3jYrHD5syzeHMFRLvMu5+fxHvrOrsve6Qfhti6vMvW9UFOvX6D5dxltCevc2HlHfb+a5/grRWeVXYJjowSDtX419/bYaz5El+f+zdoqxGkRInIH53n4dNnWPvpDu4TB/n1u5zdOsG7y6sMnz3DY+UOg4Uu1dvgzw/SXh7i5x+P88PCW9S2y4jEZSKFAW5aHxO5W6F6MsSl0jT1XIO90gj65j2KA0MEUzlcucvlZpZrE9NcNmdZiS1wMbLGUuw0ZqnF5LU4733hdf5R+Qnml/dx3dtMHUxxZ/k4p0Nhypm/4EmrSrBykg9di2b5Hs9/5jlyV5cZVIYZ9i9Rlz5gqrvIdvHLnD1+j3vsoG7rSPVZvuFf45jxj1nnTaKVV+g632d4ap6r3yzz4otdap0SM6LwH/0++DsHHkv18TVBo1glqKlEfBXNV+jaPi3HQdYkjGYHIVtYkkc5GMDLDqEl0oR3tsgoYUKGT7UjoeotXCycsEs0D6dfTjN8PowSjRAsdPBDVYQMju0i2O0NFR4IwHdAuIABOCr4MlpDwdego/gIXyHVcsH6lCUkSxyG7gMEhQ91n5DwQHggCRAyCJmQ54OsAj4IDx8XRXKwuwIksAwZoai4COJei3iQw+EI8GXwfHCN3vHwiQcV8v5D0AUM9NZ3+IBH78NIh/dtMMO/jefC8+cUJHkJz1ExugE0bY2LoyaSXGMgnqE6VCWh/IBTYzVCoX2mCiuITpNUQKWLj+oIooeMpGbtgGAwiCpAEQqxQJLN+jq64qL5bTrBLqbrEYgH6PoWptAot2VKLRktkEGxY4SlHG3zAfu1PWxMApEQa7vbtCyHVDyDoqmYIkyltkEgEMA0DYJBnaCmkAhHMQyDVs0kE1VBiL5ZVlEUWu1ec/JRKd/+/j6hUM9A2+p0SSR6g8xRAsp13b7KcZRCOroexf+PouWdTqdXUJhM9tNirVaLRCLRB3J2u10ikV4K6ui1Ozs7pNNpJIl+8/BRLPxoxWZZBnt7e4eliFv99yUdNiYfDRUhPYTveviiV/wY0cOEw+EePNZ2+rF2z/NoNpv9SLrv+5TLZaLRaP/9u65Ls9k8rBtw+8mro3bmo44dz/H6Mfput9vHRFQqFSKRSH8oPHoc6Hun2u12P5Jumma/Y+hn5fLE/j94sDNHIX2M0W98wM3ZKQYiS4hMlK2/7PCLcy0Owj6DHw4TH6nTKsSpNzdpR4Zo3C0SrmoMjQ4Q2/oWv3ciypzZpLQHz392B+85mTc+twmPgOPwjAVhzeVgCsIbVdKnBxiP3iDwbpDW8H1OnAGu3oSJafSlBTZ2rjM6AM3QNZzvTjLmgP3uEg09SNBvoM0DT4pQ0XFnYkT2TZzxUfbuzTDoJ9m59pD23ENmPZm6KBPfgFpiEn2xwmAXnGGNA9smNpVn/OM9mId8HJqVDgUNXiwrVObLhJpw8HSdxFDljAAAIABJREFUrK9iv3AAD7OMaTXSBzaRc9A0ivBfQHJXJpaJIM22OX3qEa9vAcckFjeucOz5jxhSPmImVsMNTBGsfMjFBzKl04t8dn2Jxs04Px34t+xlhnjNeod74x47WgtZgKc32Ct/l2cbPuu+w+Z2kdeGLB5ISWZyFwks2lzfOo36cIFIpkFsBX4yEKM5ILH+ZopGq0rjbhiz1WZq2eD+SwXizZ9Qu1/gjpIg7ZX541yV5GqDxC5MTJ3hQXWVrw+W+NIdBSO8jKYNYj9yiR10if/GEMvLBrtbY6QSO3Rv7NMcirEQdXh2Zoz7b9ZZ+arOleY8Cw8WuJ65gz/v0XgcYuReiemzs1zft/jclM9GJcTcSJii+0N8WyEaqlNVrjE50yH28DT56D5/tpLixFwd8+0Mufg+dy79JfJYhHPFr5GqLLMyKPNnRXheHefVeJu3T33MC8tBDoKzZEfmiGdMAtHr+IsnqYxFefv/1HntF0y+Ot9k+/oIX3hlgTfT8xxUA4x2F9Ga8O3s+4x9OEj7RAw/neXx+z9EjCQx8y8xe9dGey7D47syQVPj7PQ+D5cyMP57hItp5Nzn2fE+QrcjKPUU32w95sVZk5XAF0hbK4x0NebNCLfrVcrZHC0UBtX7PNjTyQ0NUhsbZEhvs/Yjlblpm+//0S2uDNi03QztH1/l6UiZP4qdwpqN8Z2fxLl8+SLfT77NVx79iOm565hbHvPWFfaCj3k2vM2ffzTC6GuQVIM8/cMTfOt/uceV/8j3wd+50rr+g+++4Uge4VQMx/Nw2haxYBjTMEGTCUSCVFs1AkInFNYIBbs4ZgMJF9sJENEC6EGJTvUhhSs1hi/5vPC1HBe+kCZ7BaTUPkqqhRTo4DjguqDZINkgOyA5IOzeFUcBVwVH6936MsKXUBxQbB9hCLA9eo7kw4vwwe0V1+H74HuHe5TDicXzwBNYCnjCRbZdhO0iWR6y7yO79F7vgfBcJNftDSvu4fE98F0fPBnhA8i946rt3v8t8+ktvaeOXoL86V9V4SHRwfdaxCJdFLlMJNxEUnYZSVQZTB6g+8uMF+qk9D3GBztMDjQYyzcYz9cYShfRww1iepF0rEJEK6NLdYS9T1x1Maq7xFWJuCphSdu4dgnZb5NIqBzsbZCI6rTrZcKhEKqQCAc0Fh6tMjw0huP4OA402x2yg0O4vowaDFGrNnGp0+42kFQJoYAvgaKpSKpCtV7BlXzUUIDaYTuxqqqHKkMax/4UndBf7wipz7iq1Wr9CHg0Gu0rEIFAgL29PdKpDADVWpVOp9eiLEk9EClCEAgGDweqg/7wUq5UDv0s0b6SEY1GqVar6LqO7/fWQo7jYBhGv2m5VzCoIoR0iPHoqSmu6yJLMpZlYpsWnueSSKZ7dPhDg/MRpsKx7F5jcyyGc6jUHKE9jtSmer3e995Ab3WoaSqyLB0Oar0Gbc/7FEERCoWo1+p0u13S6TRAvwuoZ7aO9RubTdPoD3ShkN6P1B8hUHrm6TAz0z878NC7f373jYC5x5kxi3o4R1KrMLM5xbuvrTK/F2Y1fJlSWaNYW2Qwk6Er5RksZ/hOzuSpxijezyksFVv8uLTDV6IlnjmZ4Bf+9Qxuo4F2eZDY0j5kMzhWh6CWZGWty3A3CI9HKI3ssG94jHgmxfkkhbYFOzFoKLT3q+QrAkJnIFPk/UaDaNmnVTLIFo6jWOM4mou0anD/GZe4XUNfaBNrmojpx7j7JbI3QY0Jgm6O4kgL24RCborVFZfk+AHSY5ekC9Vki1ALHqzBUAEiXgKeGKzHm6RjHpUQZG/DUjpFQpNQbqSxUiUW4hrDn8kTWGmSGE4QSHZZezTE8WoH15ik/UGFQFQwtb5J4fIMU//BJSh18HUXt7FCYGIDc6dDKFpiNRdg1r/Bzw3ViMzXKU4rnLn8Xc4HbvOLmTMMP/s94qMZ5OsuofJjzEKTi+tdVtM38K0TfG7wdxlJTbNn3SMadPD0KldSmwSjBWLNN4lkjxHdvU1l4iKjK1uoF8/T/PrvE8rn0C4cI9a5h5x8RMi3MJQBMk8ZHPurQT4YMJh5+x61Vgi7KtEJL5HOX+BJcYX42j02vDXmhie4Ku1gBUYIJyzU2VUuZAfxfujyKKOQXplGLFSwjlt098ZpffwU2hcNbn6gsT2xRCKlIrqfQZc/4u5Ojn2/S2u/xOV/MMb9xTQv2O9hPkixkKixdy6D+K0q92cMzuzoKIUxntx+l6mpBB0sFh+9A5qGYrjYUyfZKW/gzyZ4ck9mOSc44cyTO+3xhWyTt+92iJ6uMrh8E4xjPDpe4YLqkZAttPEAJ6depb61gjNVJH7nDIEBjX/QjnEzb1JRwziRn9J8lMXSJ8idSKLvupSlMbR0COmjGKvZH5O7PUg038UYh1Nlncfvdpj4XJy6PorMOwT/chUpNUg9bVImzORwHtmtESytIOVP0Lka4tTX8oQeubz30x0GzzzNOzqo+xKWu4P18CFfVvJsK1c5OPMMn5sLs7K7Q6DTRBrQubPyMsdOtQmVBFp4n/97ZpBXnH1yydm/9TtMHFXj/22X//m/+6e+JRxCoSDCdrGqLfRUiprZpG40iUeC0OnQ6ibQFJuUXsE2F5GlBienZc6MqYRVk7TeRab5N2oOPR8kofWGB9sHzwF8kA53TqIXR+bwTxfwDzvRvMP7wUOlhKOXCgCBKws8WeAoEpprI/m9uQOp9xpbgsPOOGT30+Mi9YynHP1I/E8f9yXw+JTJJMkyni+QJBnPlfD8nnwjhIQf6PZba4XwQTh4ro0QvY8mcUiw9jTAQ0jg+BaO4xLUpUPd7VDesuVPfx6KApaDL8Dp4aOQA2CboNggJBnf8xBCBREE18M0fFQliCSFDld4TVxfxvckhKThehKBUIRGq01Q13E9u1dOiEIwEEDYCq6r02r72G4Kz0/TNVzu3XqMmXmJVCpFp2vSbBm4QCqdJj84wM27t5A1uefXsXqFfqFQiI2NDYaGhshms+ztFvvrLdd16Rg9AGk+n2dxcZFsNosQgmg0SqlU6qs8Ozs7zEzPsre3R7la6SsoQ0MjvRI9IJvPU61WqVbqDA4OEolEuL/48DClJPVXPkeDRs8fY/a9MO12m1QqQzgc7q2nVBkhZCRZRlE0Njc3e5BPx8VxLYo7u8RiEXQ9hjgsY6zUqn2sg/ChWCwifJ9gJEIikaDdbtPpdIjFYsTjcZ48eYJhGExOTvaKBRs1BgqD2LbN/v5+fx11VEhYq9UIh8Nk0mk2Njb6puUjVcs0zf66q1dsaPXLEnO5fB94egR+bbfb2I7DV778qz8z7YP/z//6OX9n/RhSNkc2ukLxpylK52xSNAjf0dk4sc1Z2eeDQJ7znoK9sMmd4+ucdHaZHItwQd/g4wvHuNisMlisoFy4ROndT4ifU9gJ5Rnb8EB0MBNNOvOnSC7chjIYK9B8WpDd9CExD7Vt1p/ukltQ6YSyJJ11yk8KqCd3SKwDkQFYPMOBe43syxJLYZvJ/TaSCWsu0JpnfOI+KzsxJoMN7CioIVheH+SYtAONcfjKLlu3TSJD0FiG0RigwNb3Igz/kgQVkw9LJk9l0pDx4Z4BafCSMaQdAe1dHisRZkI+5fYsWDdJh4Ogj0Pbg1SF9+ohLpQtQk/t0YzAxgrMJ8HrSEhRD3ZGWNf2CY9oZGjCogDbx7iUpvWgjJM7R2HiFrvvQjKvwICDEYD6Boy1VRplmVjbgJTGB91TPJXuIOxF6tYMDW8VwWWGvTZcvAVrUe5UBgiVZNRMDbPo8aRUIXdZ5dgPT9L8tQrD1QJ+5z67dg7rusz6f3KWV27PU7n5XX5r8THdK8d5rv6bOANLhFo1lghSCI4zGHf4xq5gINol0/CYnlBoFcIsZcJI39KRoxYvDjzk7tYJNnI7nIqmeLKYJ51cIDk2Q8MoMVypsZRRyLWPcz3e5ZS1ytTyBOqlJW7dFGSHCqx+0iA6WMSf+xprX/8PzH12lPLd+0xceRZF8zm/kuX3natc2p0i8Ipg+b0VNlNTzPpxwvE9rqtLPKXPcn8vxNOXmizcMwgbQ3gvDpH/N39O81yeY/GLXB13Gf7OAeJrHpmPfOYjcyzEr3NMvMwPllaYn4tw88d3iUVc8i/N8ZOqytMVB+mDd3g8cAVnoMFzw0Fu3TCZ9NOk9S53Ixad5mPU3bNkouC/eMD9H6xyqnAM4WTQpi2mV7f4ydxxAg/fo/iTXV7+H7/I2s1bFGKXWfXep9KeI7dxk9zIr3DX/ibsj/LS07t8/H6A0XNfxX/0XZ7MbTHwFyeQ/oc4m1drlIdazP5hi9yZF+CkRHR9kruRRfTQFufjbb6zPc5/9dkX/tbvsL9T4fn6n/zuG7mBAdqtNq7pEFCCtDyLareFImxCjo3eajMwfo35gS1+5SmHV87XeGa+zYlChZTWIOy3EY6FsGJgyPgdH9/wkQzA8vAMF4GHK3rzhe97eJ6P79KryrEBq6f4yFbvqtggWSp48l8TbWQ8X8VFRngCxQHV6K27hCODfTjpuCD5MrgSwpIRBoiuj7DAFTIWMqakIZDBV5C8w8nIF/h+FEkEwdcQUgDfU/E9BSE0JKEgyyEkoSLZAWQniOwoyJ6KbLkojoNsg+KCbPpItofn2viOg3AcJMdH8UA4AfyuhLA0MIMYlopjqziWjGPISF4A4WjInoZkyfhdgexqCF8CcZiC82x8y0T4FopqI+jiWg18u4Hqm6hWF83roNIkIDeQ3RJ6sIHmlwmqVQJU0ZUymiiiKbsExAZRfZNY6DHx6CqZ+ConZztM5p8wkbnH9MAW45kyx4fapIIdFHufbrlIMhgioSnYcoBisYdNOIpze56Hbdk9NeRwzdNjYul9f8sRTPPIa3ME63RdFz0Uxvd9mq1mH2gqSb0VlhYIoGoa1WoV36efStrbLx5CTR1isVi/VbjT6WBZFkLQJ7/3wKZ+v1HZ93tx9N7q59PBQQ+F2D8oEtQCJBJxbNuFw89j2RahUKj3Pjyfhw8fMjY6inM4VB3BTo8UrkajgRCCRCLRi6zjo+shEok4mqYCoq/EaFoQ07RIpdJIAg4ODkin0zQajb+BvDjyNjmO01eAjtqYj9qg//oqS0gwO/OzY1r+33//v38j0WrSnM6hZxZoXW/gzLWovgD5Ughp6zTNgMTs4DcxCu/w1f+twBV9my/MHjD75SbxiM/cbpV4uYsYATe8gxLNYnOe3M49uB1h40An3a4R+tCAsuBx1CFeg/iW4P77UXKjWzxaN4g1XHYVi9GNNLWwTdoyCaYHabTqdJwuoXCKg9FlyoZP/uNjsNlACWdodVuMRkzYMnEDJvqqTlnPsftxi6nhJqUQeGqNRs0l7UVovGsxHA6Af4xHoTJGNYKRSRM3Dhje17EiKhU7StiIsbO/z/rMMLk7LcRwiPRmAjJZmjMWhjHFrtQks7ZBYzVNwN+EQh3zssfb79okSjrTKzbvdCD1wGdpfJLmD4NMzGrY9gGBBRDTl7jVHEGLtTGqTYaG9mArR3Q8x0G7gnUV0hEQj6P4YYXIYJ7iTI3ags+8t4OIadBqUtGrBLccCvUN2POh1YaORbNUZmZKp7xVYiYpcXwiRixSJTq2jbpQx5tZJ1Q0UKQaA9l9Jv0t2t53iI+U+czLaS7MSZx9+QnH1z8keaaOPQhfLMhUlyPs2wt8nmXk4Qk8O4pr5WnecIkP3eEpKcwjN0D3TAW1cxL1oEj0/DZxv8Qz3hWkA4edeplac4LupMev54Z5/w9WuDi5yPVOmUt2h4c1jYHw61wffofGxg2eujJI+CCI8F3kygbecJrW+l1C+RdZm37CZe8CfzC4wbBzmfL62zws+Dx3ehhqczwK7JBeOeDq0gADr9+juTuIHwyRTdRZO1Ap3NsmOy0Q9xcoJb4Ia99kUz/J5o19zuazbPkfELk/yfRxFfFOhoEJg+GtNBuhFtLPXaHz8Cqd7hAfVrr88pkMW/slBudsomaWACq1uWUmVp4n3/grvGiGyFdyrPxgEdNUGC+UCF6/hP6lGazbDymbDta4yS8tn2bHLhGYfRrVy5Gq3kSJtKnsZYkkfpHt5mMig00at7MUBwZYC/qklXUyj4dJZk7iDRvUwhEahR3Mj1o8W4vz/fEGY7U009Ojf/+U1vXvffsNXxFI4RDVRp1oMoGDT7vVJBFQkC2T08OjPPPsFk9NSITdB8hOE0WyaHoKlpPC94OAhyl8bOHhChtP6okycKh4CA3HUfEcGdXzEa6EdDiQ4MhIrgyecrieEuBK4CkIF4TjI1wPV/GxVRdXuCieh+T1JiFH9hB4CHw4RDJ4sn8o+3tInt9bg/kgST4KHrJwEL7bux4W3wnfx5NBSB4IFyEc8B0k2UcIr/c4DvgueCq9ldnh0soF3xXgSQgRAk8DoSNh9EQnX0L48uGQJeF0TOSgDggU0UQRFgoOiu8gDBth2eDYgIMwPHAcXFng2g544DkyniPh2BKupWF1JGxLQpLC+C2BRBDDkFCUOKhxjLaNJMI4ro8sVJACWG4G/BCSkEHxcISHqUqIkETba6FEffTALlrgANXbJBToENDagEsupZNJ5AgFwgQViRY6rVa7jzhQ1V7Lb6VaIXRonvV9H+3w+Wg0iud5/STVkfnWMIy+cTcU1Gk2m1i21ad/y7LSWzMpCno4TKvVot3q9DlZ1VqNXC5HpVIlHo8frrF67cc9hIbcRy30ivg+JbR7nkswGEKSZWzb+RTjoaiUKyVikSiSJPB9AYcEdUmW+oZqSQgqlQphXUc6xIkoitKnwx8ZtI/WVMFgENdz++s8y7JQFbUPSA0GQ33shyQJdnd3GRgY6HcI9QcyXe97hMLhXqz/6Od1xP/qdrskk8keQFXA3PGfneLBq/9q/Y31YzNEn93hvT+c49TEcfLlHKv7m5xVLVbtCr/xZY2Zos3nTpk8uRskGGqTqg/CXgnSFyHmsPJMG+WjAqHrNjvhBtHSOlJWRuSniTWXEIMetAe4MRHlVDbBolkjnIXM6xbynkxDlxjeGSGlg5jaJbQbws02kZoJLL1DfDNDqRpgUCuSWk7gfC6C3mnz4abE6Og5rPoSShPCUaCVxxQ6u+UondNdhovH0Cpx9AdV5N15oufa1LUQQbbIbOfIpkqE9CpyEfzIaZQny4S8KGKqQ1TvIG+WCB87ww2tyeCOB2UVLyzIRUNk0iZbIZ3scBjcPPEPfWIns8xuJEkYBR49V+RCC5TqFIWdZfSnEyjJNYI/BuEIWNnm4MQ26WKTSFan/ShDMFRGfKtCu3gc51KZ+HWd8oMcteNdkg+KiI8hc9GH5BQH++uEtUGiZoMbMYiqGQw9QNtqoEdGSJcaMC9wDtqEpQlorhJQA6wduEQLcywtHZBOjdIYCBFsR/BDJZROHtt4BmXgI0J7e7C1ghgapC19wumfDnA7e5vaZ+f4TEvjID7GvNykub2DETpgYULmhJNheyLDCW8A+ZM6EUPGLWRoPl4la/wSxae22NvZ4Hz2PPfLB5yIb3Kz4XH2uTYPHkyRmJngQJGZH/CplP6U5m6eZ4w896MJVG+NcvwyXe04FbnN4zMhqp94KF4Vx0lieZu8jEKkDiPSFOtuFc/dZLRk0lQEF087HH9vnuXqLYaHCnwrdIW0+QPCr0yS3oTNYAL5mTL5m23c0TD1GYeIfgVj8W3ux8bZmUuQqawilzaRoiXW3U2S20/wf+5XGKiGyX+8gZ5q4rXSuPHbLITzzIUmsdY/Znf+JO2h84SubhCvnMWTPXKXxlmpeYQ/v8qjpadJzq3xZC9L636FrecmqW02uV9NYJlbOB9+iH32n9OSgpjb9wCf2liZauw82ZVZwmqd18qjNGZqBJd3eeG8z9pmjNS+QvaZRZQH2xyUNGbyeXJjQ3//gefb3/yzN/JZBbP2CYXEAUPJh7x0psqr56r8/MUlnj/7hKlj75H3qkh2Be/QnCtsQcDyCDgGittFdhxkw0GxXVS7p9AotoRk9fw6GC6y5aA4Hr4JwvZ6ay7XQ7geOB5Ybu8xRwYLhGOBmsWXx/DUPK4lodQtAl0JyZZ7/8YH2QRhgW8Bh34gyQDJkZBsAa7Alnx8qWeSxgHJlJFMgbAEvblJwvclJF9GuBLCE3iOgueoCE9FeBrY6qHPSAa/i++ZCN8AzwTfBN9B4B2+EQt849AKJACBkAT4Ev7hCRvXwfMcfFfCdw+HIWQQ4nClJ/Ccw3WcAMn2kJ2eciRZHnLXQ3E8FMdB9Vw04YNtoTgOvmMj4+JbXei2kDwXTBPJcRGmA4aNJHUQfrc32HkgPBnN1RBdj4ALiuX0DEi+hJAUJGGhUENXdgmwSDy6SCF2m1z8BjPx68wOrDKWXiURbuPZTYTfQjgyRldCFkEsW8VD4HgdBFCvdUhFM/i2SSIaxhM+xUaF/PAgzUYbTVOQVXB9F1/IhKJxarUmkg8hGZRAGM/16HRbtNstQnqQcukAVZHZKxZJJlM9laXTRBIynucR1WO4joVpdAjrQVQtAAjiiTSCnsm5R0yvYxq99+A4FuVyiWg8iqxIdLpWX0Fx3N6wdDQYeZ6H5/vo4TCBQKA/vPWSYz1OVjKZBHpoDYFAkRW6nS6e2/sVQVNVPNclHNZxHBvf6ylK5XKZkB5BkhU8z0eSFdrtFqqm0O60e2pRqIeOOPJJeS40my0URe6v7uqNOmdPn/+ZGXiWf/hbb2izLt5b73NlzONU810u/OoDfuWFVSxpg9/8Lz8hc/URSa3CJwWfC2KFlGuyO75P1BdwKwbWOsk1COy08I/reLZFNAv1vRiV761iqPOEc/ts7daYDlWRPoREwqCzBNEOdIpBYs0gsgFusoNcAhpdJFNiYatK9cocejWK+vQC9ds+oZe6BP7dAZ0BlfFQDU5sohuHW34pyUoiRdapMlw2Sa90QIuwkVllfxnS83uYbQv1ps6tisrgswK0LvJuGL9h400VkGI2ouHDfIetb/To2zfWzuAlHjOUTbM1YpPtPKEzEUJVFHaumTx4cY2xr+9DugNDFZYmq6BX2WqN4Ycc7KiKHu+iFksgxencGUad7rKjOYxb59BvVdAeZQkNHiA0GxBsPV1i6BsgnraJT4QwS2X2g5A/EWY7GSd8ewsvC8WHFvHkMGN1F9lRUOgQi5h0dluocZ/OuwYJYnRz29wUMNx+lXB1iVDQoqCayO06st0icCmM1HaobltUX32IvgnyXoyK4dJUdknlJ5DyNygsmYxrD4imv8Xa6B3m2o+Jntrl1Ox1Xr65AwMOiTs+K0M21vZDTgZz2KUQ03GVsrZJ8imX7Hck/qLyDrPnPk+h+4TBwGnkFZkt6TpnHx6nuu6RLua5cewyN7oBXozO03DqrFe2iO2o/KLhUzRyXFkvsha9z/1PgjQ/e5HJ93apz/o8Xi2RdoM0n5K52ExjJG1KSyGyF2Lse0PcqFdZC/n8k/ASix+lGZyIUq7dIbt0EjVzh++Xn+VCZo1KdYTo2i3C+/dQByKcDsg8ijrYWgFBgMjWJEogy4PUFi8kfN5X38WorLAuxVmTA5wPvcCi9zaLkV9AX/sDjD91efaXdH5qPOAj9fPEi9/HrbyA9tYw6VN3sTYHObVZpiqdJ3+wx7Ie40tPKlTOPqHlHcfYf5f01BzVB11e1S1C8iDzcpMbx1okK6u09SKlkRRh3eGOOInolvhRvIv3nSrO5JeIf2aZ37sX4vVTfzs89O8ceOwH/+KNzz3d5vNXlnlqZoVThTJ5ZZe4V0JzDBTHQLHc3vnb7ZmMsQEXhAO+1VNPhCsQtujdOoeTv+mD2Tv/9+cCA9yOQBgSmBIc3jodH78r4RkC31SQHBXfS4GfxvOTyMRQiCN1gA54TQM6At+QEa4AW0bYAr/r9wJVNmD5YPoI2+/5iB3ApMcV7fi94cr2+59DOAIfF+HR88l4IHwP4fngOuDZ8P9x914xkmX5md/vXBc3vI9In1lZWVm+qr2b6WnOkLMzQ7PArihQAig9SKsHAQIkQAK0DwLUIqS3lV4kAXpa7QIraLHaJTlDMySH3T3TPW2muqvLdbnMyqr0mRGR4e21Rw/nZlQPQAkg3zgBBMJkxHURmffL7/+Z0EGEKltFiZiFEkqHoRIthSEykIjIriUCqZxooQQ/VCevUIXYIdXr1HpQzJZUIzkRqOe0EDQ0RCRCOl0ugSQMIumPMJSDzIih6SaEAUKA0IQyqkV6Jk1EEqjTixsdA1ciHUnohvgjHxGCHkYoKxDgQjgJCCc+0g0IHBc8D01RTWjSxQ8HxO0uhvuEnLjFYv4Bi9lHzCbrJBIBMXtMZ9wmJQM0PwuGTXtQpz05JFsqIjWPwbCFmGTJWnPUjmrE9CSEFrZlY+kGpgWZTArX84gn8qSzaRqNBnv7uxQKheft6IkE44lDLqe6vWJ2DM9VwMSO2QyHfSSh0nIJldljmjEC35umESvnVnzaSC+EiHqxPJyJEgLH4vYva21SKUbDkbK7F4uMx2Pa7TYAqVSKfr8/TZwejxUosaKx3GkScr/fZzKZTLcB1AhOaFrU25WaiqSVNqmDFXWvRd9GQERuLYnrqvDEIPSfMz7OhGtXX/iVATz+zf/q3bd/p8vv/Uad13/7Pit5n+LCHiOjDy8OKP3PAbw+wc0VyB2FxN6xufXnA84VTbwdA12vwVmNT+xl5uY6dPZ0CiOfpwPgC53k92YoBj0e/LzI2eocmnOCe22C1a+SOJmH4yZdfOShQxyB9tEIsWTAXAaOPUThFaybx5SzRayHb+K5y8QHmzCIY/ZHPC1qiP8zy8Cd0CrCsyODix8foi+NEGUbVsdgdLGerFB9IQGbAa3PPTKXJ8xt6TBZgDtDOBwx2czy1WSb2bYgmO/QeepRHWrcTbZ58eo9mrHrGPqEmc+PQbqY5iwH1WNWz52w/J4GP1iDr16C+zraA4sDRmmRAAAgAElEQVS8Z7B4wSf7rI1c7nHYDmncK1JcbPNw0Ga3UGTZnLAdHFKK5bm9KJjpvQJvPEO+/2383X3S/yhEP57j2c6ExYWAvJWAO7PUzX1KrRL+6ojyVpI9M0VW1Bk1RiR7DrRB9iV6AWQe9L15tLMei33B0HtMvARQZCvsU8iA6UPnvoU949FtTFjYvcjIzNK63iRvB2TsS/RubiINMHMT2OwAMyzHQ5g5wP6Xx2xqXURpzLzxIanMXdZ/7SdcWrY4GqVIvbrFX3Z3WT74dfp/5HL79RPe8Op8/Mk+49hFJiufs9/oMfhwhervW4jqIzYeZOlxhXOrA/bKA7rtn3I9921qbY2734WXdzqkxnHuDU4opiQ/yB3hJ8vcSm0x67icrdSpPpY035qn+b+XCb8fsLpzwpHfIbdXpXj2APHTNxjk4OUTkx/LCno+hWlKLutP+fjba6xsH9G8vI5V0KCp097PMnu8SfPFPBdiTb5cs8lXF/A/fcJ+PIv1kyZHwQnZSy4vfpbnx87nvL63xpuVWe4GMKMvkMgO6WX3OVt5RLz2NifOI3bXtrhyK87R8AmVVp5Hv/sjvj2okEuMaLxTI7tZYvLkAZniH2Brf0UsccSd5WW0u3f54UyWo0c3+P6Zt2mGTWaPB1QX7lCrV9AmLf6Bl6Se7nFFnifTH/ETG/7x2urfHvDMyD94N5/o4PdO0EYgLF2J14II0YQhvhNpgU/ZndMTtJq4KIDgg/A0dYL0talQWUavkZ5aHB6IwESEurr6GiLQFKvjaxAoBkXDRBhZQkwClD1ICwT4E3AnhOMh0g/BF2jydAQWAYwAhBRI//n2qbGTFp3k1fMqFRG1rUH0Out09CQUyJAyAjMhhIG6lb7S0UwvSiktQqnGZvJUXS3UmO1rFxHN+cTXRdOhpmgcyfNbni/j+fUU8HCqsFYARzNAj66aAYEboZvw+VtPjWs8vxVSm6YHn4IrpIBAQhAggoAgBOkrvZUIJYQS6aneK+H7iMCDwENqBpploGkgcBW69bqYYoAdG5CK1bD1bVJpHRnYHNTGeIGPZofIMERKjYSV4nC3SSaVZ+J2SCQTBEGoerd0Hd93CGXIeORgx1Mkkwnq9TqbTzZYXFycCpR932dv/4BUKj1NajZ0dbJPJpJ0Oq0I8AhMK4ZlqVJXO2ZN9TCq4VyPdD3+tPndMAwCX0bvNacOL9NU993Ivl4slbBt+7mgOWqwD8Nwuo7TMEbHcQCmo6fRaEQul5vayE8LSpXj67krLJPJMBoNyeaydDod4nH137rretPiUk07bap/7uwCwaWLvzojLW38T99d/kYVcXsfHoPYn3C0ARXnMqWfh/DSPPV+i8y1NLHtAZNul/7SOuWnDbzzAUYbcCWLOx20JsQDn5oGeu4yB36fHA0e/lmSaxfnQewxaY6JHWZ4fL9F6UITVwe//AL50TG7tksue4YHVpnyzj6cXyQxcckuXYNOE1aTyP2fYeYvcNwa0tybcEZLk1jr4h9nyZ+EWMkS7fKEjDQIGwNEC9wjm853Y+z9uEG59Bbt5RaZoqZG+DNp+LLIzosuWaPLwarJwi0HzcvTLU/omSFnknm0k/NU6xskVlL0Pj9iZw6CI52Um0e/P+D2uavk//w+zjs9rGAf2xvAaAyFIce9LIUtB3MXCpfGGJzH3muzejlPvd7hTDiPs1ZjYdeA0mMYxdi69ITw8ySFCy6EffKXS5DqwLwLMy2sbdh/OqJaeRXsZ2S9CmydoKWraJkRYu1l9MtZ+PkJ3vJ3MY5vsn894Mj2mHMW4WMdcg0KB0AXCMGuphkXQ/J54KhGjIDRdg77fh/d6BJeltQ+TJJfvABnG2D34aYOhssH6FwsSupnAwobOvpLPbyfrjEq3OPIG1HYH5MNHEpXbjNbdnh0t4aer7Jy7ir17jHVTJU13+Cwd0jh6RI/+cIg8HKceyXNVu09zNuCl16+zPbWxwzObpMd9tF+62WefPIBX33YYPmVPJ05k87JW7y6W+ewdR85XsBYv8CjlMlSADsfNWi/ZdP4oUMsMQAtZO61PHcKGZLBhBevjRh2JdvJDO5GmfnRLj/7rMTyO7do/qRJvrRHR68RnpvBO1giWYRsMoHV8fjkssPCpMbJ6Ba52Tkqi68Tjopk987xo3+vwWRnyJXKJZ5qx/xmaHO0c8xwp0p2KHASY65rQzrlW6QOrvGlscnc1vcoz2l0hhd5NMhgeZJU08Sau0G7J+iUMxR2r1CMeejJeWY++yYvLX5FLSPZ29nnxP0+0mqTKr/C3TMHDB9eI5m4RaOyzbdO5li4tPy3Bzyx7f/2XREMlaNbCMIgVHEyGorVcXQ0P46YeAoonDIkrqZYEkc9F4xBG2kwFsiJhImGcAyEbyJcA+EZSkDsW2heTD3vGcqh5BlonokWxBC+gR7GQCQBCyFdROAjJw4MXMRkBP4EMRlFk6No+RN9uiwiAbP6udIL4YQwRl2jbZYuMFFgTIvcYKGUEYBCgSDPQ3iBYnh8pauRfkDoh0jPA88Hz1W3gWKHCIUSZAdSZQsF6pfxVNQkOH0so6tibJS1PgJXp++RYmq1D1HWexEqnVMYKCAipVqWDCS+F6JPLWtfs6Npf4Og/VRFfvpzqaNJgZAK3ExZqEAdE01qaKFEF6BLpa0K3YDQCTAcR/1xdF0w4wSajtQ1NGuCKQ6Ja/uUE3skMrsY9k3yRUmlkKJbmyEVmyNupjG0gFZ3m5n5GIfNbdJ5m7EzQgqNTruDhoHrOggkdsrAddS4yPVcisUig8FgCjx6/QGVSpXRaES70wYZZf74Ad1uG9uORRk7BiDw/RAh5NTCfZp4PBoNefDgAbOzsypFeTwmCCRSqDyfEInreZiWyWg4xHFdspkMdjw+tenH4/Gpfuc0GDEeVxUQX88g0jRliZ+ZmZmCkyAIlI4ncmal05lp1o4Sd/uk06lpSGHcjjGZqEZ4ITSkJHq/Ph2veb7/KwV4rPr/+O7RwySdSxNy+z6k4KNFOLebo3lun0SpRbIDHM3TPDpkcAj2Up90JsC9DeYJfD4P8xLubZWoGpdJfXhIerOBn3CZ/WQWfrdG2l2Gsc9IdIj1A2T/LMmuj+bA8W0T70qHuS9siJ+QunqC9h44Ax2z+CI82oSHberlBLm5Cdwb8hUNZhvQIcB8FJK6Mofes0gODtE6AbVsQG4AWzrkNnyylT76tXmC/+sOJarwSRNkjnuzeyS0JjYTun2Y0ULsOmCskLp6QjoVp/4FHOR22TULzJ7sEEtBcTFGctvEDfaJOwGVXp36jKTkjRg/hsYcxCToH0BqwQEXrMuw/wvIVeHBlRGzox6ZiytQH2KYC/QzCQ60Nwn2HrCwVyGz3Ea7X4SZMa0b7xCfycCPPUYHZSZv9pkvlqH2jDsfhzj3Jbn8mF9USszJDq4fsvXlAaXEC2zMfowzA9UDiXnXIt6U1HMd9p5m2PKTeKl3iL34hO7+iGzH5X4t4Oj4G+R3n5A9M0D3Dbgc8vR+hbV5n5udXapzUI8lcL8YEl/JEqbGVH9oULjmwn6ILC+jX0kSF0mSgy3GpbtUCw9YfOEA9+mEb755l7S4wsZPLX7tN9do1gY8OJqnNbdPykqTm9lmFCthiCNSCzOkOhrj/iNC8yme8U2cXUllJMnVD2klJN7ku3R2XUTxp3w1WsZ73GN4Zp6Dlo97p0a7cIfZWZN2ap3q/gZZ8zx60CM5GvPiWoMfuYtknCMODtOY4z4/OG8x2H+BveQDvvzxBou/8Rb5WJ64q9ESWfqz26x+XCTbGrMZ2rwtfO7dfptYaLD1qMqbfcGd38jwBl3KT1/hauU2pWCba7U0/2b0AOvNX6d2WOPXXyjz9LdjlD85x8lqlpPNRb6zPmbhpTVudhx2gqcUaz1mZnW64xbnSknuFtMk8xdZsmp8mvqSy50yX6b+FZ1X3+K7YsjueICefBF53KJ80Mb7/Drr7xwi33TZ/ZMjZirfZO5c9m8PeNj8n97FVw4qdHCjAEDPAzPUFNPhuZE1XAM/YnCmrI0GvoxydCwIdQIfZKAjfQ0N9RyhrpgdaajlhEI9L3UINWTEcshAU1oWwyR0AjThKy7FB83VlLXd9/CdISLQESIVLUcJnk9HQzJUwEBIgdCtCJDwy8Ajiu4RgNCU+DjUQjSi7UKbghIRjbii7EK1niCMrpEWKeT56CmQCjCJ5+uL1qpWGC1LjaQ0ph0Mysam/hOXz0EHUmGfUywjA4n0JbqmR8sUIDRCCboWRq42lYQ4hTqn4YinFn8ZHQQB6NEyNB0hhAK8EQ0lOMVc8jlY+9quCAnCUd+f0IWho2z1MpDohkEgBVo8oUjDIESKJro5IWZ6ZFN5JsMBnjOmUj7D9sEzCpUchyd1KtUqjqecXa7jEbcTDPoDQgKyhQTOWOK6Lu2OEiifsh6+73N4dEylUqVUKuF6DoauRkmhrw6AlCp3B6Hh+wFC04nH1Ojn1Nmlcm1cxuMRlUqF8XjMeDxG0wysaHwmkQr4hCFGFFCYSiYRmsZgMMBxnCmQGQwGU6fU6UjK9/1pWajneVMwE4vFpgGDwFRoHY8nprk+k8kEw9DRdZXXY9s2moButxc5w2LqK4DK+9F1XVnTRyMu/X/00Px9vBjv//fvZt+R5D6epb+o0d0eMVu8TuryAxI3shA4hH4W8eyA4VtZ4hmP8tCHT2YwlwY48TOk9jv003EKTwT22aeE9wXDtXUG6xb5whEnW4vkY0c8CXQCWSSYTVNMnMXVHuI5Vyl+uEX44jy214LKNdqDHOH1Mql6CPMBLN5nYAzIT9L8xH6dlfIIuyDwWxPKYplYuQJDm/fyz7CrZcyds5QGdYSAXvY6Ra0GJmxtrdBfqZHodNnLFfEWHeLvGSTiLolj0J8tkHlrDJcKUNmFFrBtkbJfQV8WlOQ+YgTDLsR+TdA8TpKbG8INqKViWHWN5CjAXI/Bl5BYzsClddiqU1tZJ/XTJrnZFEPDYOnxGNEA516cSWAjjWMSvTr5y3Ga/Rrm3BViFzu03C4P6ja5xAMSjUOIjRjPpLj9xz3OdIZQW+Wk0KL6TyAorXJ2exetcgYjvkdp1YSlJcr7ezg/htHjVZK2hvlai2QGSvnLLNiC/A+eMW6P8ByQi7CwB9XBHkYVakVIFUI4lORXBzTnEqwxwbsHuScegyHIvmDG9lXOW0yDeYkYjtn+3w7Ix8cMlvvMjddIDFv473u433/GR+UXMFs3yQc2z36eo7lyk/nLv8P9W/8SLqwzvPuEy98ssJhwERt9mi+cZ7Y9Qm98j9bkkGvlDp/IIdfCHnqqxeB7Cdaa2xxObH7z3BwH9dv8YOUi3ynk+GM34AqvM4w56O89w7i4xuLaAZ9182iLy2wOPuQteUQzXGLxfJ8z6TmCzxLECgUml/qc23gP23mDO7U9hJxl/Y/m6V2NoZ11yC0VGfTOcFI8optLkznKsX4txe7SkCdfHbOzolM+16SZO4fT3+PGThPW11gswNy5fT49WmGxsMXHx0nKe/cp/Jdp5PE2xmaTvjXLTGON7Ft9lt6v0Dg3ohML6IczWPUUS1+ss31R47UXWvj3Cow8eNQPiGXK3NvtUXklg26XSPgxwtuPaeNw4RtnufPpJ7zw2qt/B8Cz8e67BJEd3AFrksLoJzHHMRhMYByxOGOLcAJyLAjHGsLREI4JvokIbUQYQwRJRGgh/RhaaCHCGKFvIHwLEdogYyBVLk/oC2QQXUOBJiwlFgZ1QvXDiFVyYOwiJj44uhpJ+QG6FkcjReja6KcjrQj04AuQJkKYCGIKEPmeCkSOTFYCCzQrGltpiECHUCDQCccS4YAYhzAJ8ce+El77kd7GBXmq/YkYL+FFGqFAaWIIfnnsJyOd06kmRkajNBmC9MMo3FAqVkiKqIAVZDQmQz6fUqFifxQrFUpkKBUQ0nSEVOMhQLFAYUh4OtZT5jOl/TkFPWGEewSo0ZwGhhL8hDI8jTX62lANhbxOacBoP0dWnCCMEWASDwzMSYAxDBDjABmEBBMXT0psP0kSkxgnWHITXXzI+voxufQRo5HNzp5HsXiGTjfAstOMQpeQEMuO0W910DUNy7IYjgfksmW63S79QW9ajFmtVjFNk+2dXZaWlrEsi26vS9yOq+qIRFLpmXSlyTnV8JRKFdWG7vrokRhYCMHx8TGxmE08noiOESpxOq6s7Xbcno6YGvUGuVyOyXhCP+qvOs388Txlz1eASZu2w7daLdLp9HR0dSpwBn5J7DyZTJQeKaYyhU5Haa7rRMGFyq4fBj7dbi9KafaRoWJ4xpPRVIcUhCHn1//mHpq/l5c/+l/fxWnDbI/YeMAodZZMv8WD7RRfnB1T+cIjHg/Zzesk3h+RG0g4XqUu9jB+AY3ZgNHiGYr9Y9JPY7CxSstp8ChscnXOZPNRhvzWInRGiOVXmf2zuxDkMVOfo+eWMB88Y+PNZRbWijz56zQF55hkdh97x4X8Ccf3junnVjD2iwyeJbj6swM07QnJX6RIhwnGuUOCR+v0N/pU98e4iXX6xRGy0CbRk+T2JfRD2gmf6mqN2a3vY20+oVMdM7svSS46OHl4VoO5F5K0Pq4Qj43gozHNB+C7HrF0l/hHTYxaiBm/wDB+Qvyfp0lc6vNRO8uyYZB+NkPyxROoguwExCzJwxs5yumnjBuQPWoigN7b1xlNnmA1NB6VJeV5GztxTFA8j+Hm4N8+oJPRKDdOOHk4xs6DeMNn1tfgnmR4Zp10b5uqBuYEttIwc3aR3L+rYblNts7MonV2GO4tYAZjbk6eMT8LSQ+++g+7VC8NeNYGowTeB3Nsvf6Q5MdnSCXrhNYq6XSb0dMCE1fj+Nc86nfhML/G3MhE2xsSS07o3IL0wiLM9UiWM2ynU+wXYrTiY8pVCfZVfrF3xGEO1nY9EjtFDmSbL2c9VqsJ4t2Q+O1DXH2Rk5Uf8srZz7iaXULfd9GPYW65yviPOuzPL3PhbpwPlsdcNbJsf3kPq/AIfZRmP7XHP772W/x83GJ7L8brdxK8X0rzH72TIs8CB5ubPPpOini5wnDvMbO/2ePspyd82c1gXK3g7TWxM2mObiVIxJPM/8Nv0o9lWGyPaTUyNEyfnZdqFB7OkvIOaOe/YPDyt0jGHe59K8/aboNwa0z7WpHJSYfYX8cxN35Iauk8veExa+6EQuizPlgkvduBeob6dpfjl/JslD/C+/Axewu/y/WbG3x2EOO7zjajN16g/4cBT3Lz5IIT3Ms2vtWmM57hz848plITzMXPkzr4kvOWz/aZG5xraXw406RkV/Gz50nJv+DPNzN898RlfPgUGbOxlptsr4xZOFzAcA7p9eHKS39zAfL/L+BxN959N/QM9KENYxtGHowGMHEIXZPATeBN0hiuQHgWIhIUCz8GrgGupcZInglhDEIDTSomR7E5kd1catF9jTAIp44kISO2xw8iNkOokY7rQNAFZxyNjCb4zoDAnRC6TnSylojQRUgLIXROWyWQBkLq6kQvNQh0/MBFJTdbIE2kNJGBTujrIEyEZgM2QpjIMUhXI3QEwtXQPR1vFBKOJbqng4wp7ZEv0E7t9aFQOUATBXZwVCUYgQaeUPomHzVqi/RD0gXpRyLvKJNoCo5CoVizSPskfNRxcojYNnVfepETP0RpmDQDoccj8Xigtu+UlTq1zQcaIlRXGeUhaVpE8UXaICLB9pQJmuqLRATCon0OFUgSuouBh4GHOM0AkKhMpDCGHsQxwyxoQ3BNdEdihyE50yAYN7CNfRLFLQolm5hxguYuoIXghwKhm3S7bSwd8rk0w+GQZKo0rU44aZ6QyWSwLAvTNBmPx3R7fcrlCrZtq2bzuEpNti2bTqfFaKwqGuKJFEEQkkplCCPB8nA4JJvJIVFhio7jUCqV8DwfEIRSpUGPo1Tj0wqJXr+HHbOx43GE0JRmKJn8pQqMU/fUqR5ISsVS9ft94vE4YRhOQwJPi0eTySRAxA6JXxIzu66DHyhWqtVqkYjHsW21HN8PsGMqEsBxJxiGMbX/r5/7m1NK/15etH/6LlULp1vhUf91Fsc3sRI2vb0Gr+15xG9k4EqBDovMZAx4WmZgaCRFi9jMLJnNJtmkxLqV5mhmmfT37pHYTrKw8G34okHRNoj/J48wr8yS/PhLeOkyHXTMxBJ90WXLvcyadwf58IiStQ7f3oQbMF53MDdzpGoZ0o0DbKtNouFzb75Of+EMfvWE5M4AK+/iZfdoHDXJrZYpzz9G/6KL7SRwvudSvzNDd1KnmgF/c47dwT3MbyWpui73roRYXcXMr+RhkndJHzbYm0uTzQxJvHWVkT/kpDdENwPE+irGTzaRb75CrfKMk0LAC385hpddHt9tU1o+C3ttRAVq+3DyYsjckY1ZO4N4q8n9NbB+dEi1AHo2RphepFU7JJsH436DrZ5B4cUh4ker2KJBfAKTZcgflRl8pOPjcCQDip9NGH5jnf5Wk91rM5zzhrCcpJ9LU3xQIvm6x2QnRersiPlYGm6MeToL1ZM1cp+5FBMudt/mwKlTLPhkczmCrSZ2bMI4X8QSLnFRJOf0mL0IWbNLe7NPSkD743mKb/fhWY9WGuIfhqQXe+SOx7RfBCsHtl1mYUOwtjpk3yqyd7bNWdflSP8GleIu4vEVAm/I0pkB88/6pDwNY/4hf/Ha+6xWbeZq96m8dYX51mXurI9IfOLw2H6P3MwqMxd8bp2kmLv8CtZPh2SDXfrdc+RmfodcOkPh2Oc4GecL7xnnGzMcZJcR9Tku3C/z2VoV5l0Sj59RKc4Qr8JCt0353OvURY3x3S7f6FRpLdSwZheZ3Qjoxu7ytHmJeP8ci+4OsyOPdssmUx2xWf+c8+GYr4wG+UslLDOP1rL43jWXv/ZuE869hmg2OLxwQjnlc2FpzL6AFxyDYOktFvo+vqbh5HvUjD67tZBS/piVTArr0yPMlMs4rJI5E+ftzS2OwjnmSgc82n0NV3+EY77E4vAp7fkSVz8bEZ/roD/UcbwT4m+/g7P1hMRKlQfZX+Pl4h0yvRhe3OJzb5Zv/V00PN6j/+Fd4YcIVyJ8TzEUngRfEEaARUodw9d/KR9HsSlG9FiPXvc155JQIyJVuEkEcFDjmeBrJ9JQsQ0iGhsRhMjAJwx8ROgS+qAFQBASBD5BEILUMQ1LSYJDFyFVYNsUBEVcRBCEav1CR+CjoSN0Uz0WJkKPoaETymg7pbKECx80jMiiLkAaioEJVIKywFCW+ECL9l+oY3IKAKQa84WeWg6+iMTeCjAIGY28pIi6xPQIgESvCdStDBQbdSqsFlIHX0YjKS2y9X/tmGuRaNkJvjbCi4CHH0ZAJnKChRr4odIBhdFELNQAY3ocQXztPRHHE4mqxenxjj5IzVF6JWWr5Xm9hgYIXW2XsAAPtJx6beARhh6WmcAyLIyYIJYQ2LEWTq+IYXoE2Ag9QaPRJGZINA1czyOVqUTJ1oJavUY2m1X9YlFL+eHRMTMzswRBwHgywo7FlSvKtBiNlJW73W6TTKUZDkeUy1WCqP/qVA/jOJNpA3kyspmffoVjsRiOq4AJMA1ajFlWVJ46mY6rhBDEYjEajcY0g+hUGG1Z1hTAnDa7n3aQhVFtxWnujuM49PuDab+Y0vj4mJY5zfGJ2zbj8WSqHZKhyunxA2+qC3I851cqh+fZn/zpu119n97TPudLTxn7Av94xExqBpGzYf+bcO4euV0DmvsQvI0VT9O7dkBs7yIiyCIaafCHOEOfxP0u93smldkTeGeGvVYW2ahhH1/hbv8K1VED97hD3JshkXRwBk1co4c2C4wKjL7s4qR9zPQ8/T9tEP+9IY/KrxG7d0BHH5EKV1jsPiZJEsw+PFvBS3WoLuu0M0OMQp5UJ435tknr/pC5cytky0k4DsGNUVzrYr3/Mhj7zMylqffmSbXi2Kk4Q6nzi2SFlU0TI92l3atTOFol20lidROI2B7aN4FfjMl/cI38Wwf0Py2gp8tUsl12H7bJhtBagqx5gYe9Y87qJRqVNo87M1wfu6SOs+x+q4jbaFHdqJKbOIi4CzMGQvS5vQf9c21mxyAyEBusUZ/0KF3osetYOIkhBwk4M9skWYWFGx1qvQG1SxNmShp6Lg6HRcaxR8QDDYTG8MBB78HOcYs534R5j0BeRvYPuLFxkXN2gDZucS+fYfarLEfHfTLLDeoNOGyukfdCsmESjDSJS8c0OxA7hJMJ5L59Bj0/wm1lWZBj7NtAowGjISTLZA4tblkF1g4sFt0YRlayyxPsPZu4PqS/7GP/paBxbg2j/JSXN3uMXgmomovUbjVpxJZJ5pp88osLrL/ToPnVGY5248RmNJrZAmeNOYz4z9jLtpiZyXJ+xYaD2zx4NkM64zBayyJ2fSYrt7n3XoHfS1jcWDpmx56j++yfM5N/mf7tTarrL3FxNsl7X/0/zDz1aDVyHMkx35DLdLtfUHn1IsMPugTfnCHY+CGLk9+mxjKLIiB14SpHC3vYgxlKKx0+8O4QO6yy0e9wtlvj3GCV0eU+P9yI0W+mkUHIm0HAwC3i9XssllOkP7FY/caA3i963Krmqawm+dRvkzLLPNo9Yf5MnMedBL4YYa19xaz+MpewuB8r4zwd8bRyl/rGHJPri8SuVMjW/ors0KW/cJY3Spt48etws4a7ohMmHK4vnPvbAx7joz94Vx+BGEsl4nU0cE1wLbSJgeZoGBOJ9E71O1EmTWiocL3AiAIDDULpIINTR1P4nCFAggwUqJEhggh0SMUyaJFbCM8l9H2k6yL8gEAkMChAmAbi6JqBTgJDZNRvUqgjxiMkGkJKBbJCpR0R8tRZpMZUyoJsTNkdgdqHUCpHGFjquSCE0FBMUGiq/fMFIjDQsRCBEUXsqDyhcBwgxxI5UWwKoaFYHE+ghQa4YcTUhAgvcoiduts8lJPNjR78JH4AACAASURBVDRQXsQSRdoo4ULoyYgZQm2HrykNlYsaDbpEmillf5deQNBzEX4YCaalAjun6/Wkeq8PuIbqMgukAjunDJSjSlqFL1Xm0Klmy5eqHSSUUx2ROEWuQWSNxyTQTAJNn0qmBEKJwfHBLCI9N7LSJ9TP3DH+yMcyksTkESntkEJpgh1rs38AhrFA6Gs4XpdQDtFMHSteIBmPoes69YaqZDgNGvQ8D9OKoWmKRdk/2Mdz1TgJCYNBj4kzpl6voRsWk4lDPl8kjFKJNU0jkUjQ7w2wIifWKQhJJpMcHh0TTyYQQqi0ZoCoE8wPfASqjiQej5PP5wmCYCpOPj4+JpVKkUgkGAwGgAI6p9qeU5YnHo9PO8jy+TzjKJAxFrPRNG1aKuq6Dpqm2B1d15FhgOf5nJycUC5XCAOpKjDaTeB0vDXm8sWrvzKAJ3//v3nXMVwW9TPspfuUdi5i7gwh+Sr8xXmO4n9MInedr4YNKpm32Ci/Ryu5zsIkzkFjg/prUNCfcFK4QOkVh0C+TLW1AXsX6BkBrt3A6tnYiSyxzZ+gzyRJkkfzdnCcHbzZDDMNE0sbo4c1Ym/G8UyTxKFBfDUDD2xKox51c8LcME2vU6AfzpMezrOdSqG1wLyyQverQ8qNOMZMQM+Zh41LtGefkn9wAh9qHM0nyZb3OdEh0ZIwa+DfzJLWHIZOneSRjf+LN1n/7cfEvDrazyCByTAP1mEfXjHRHi3DBxYTEce6c0CwYtB41sOfs5C1EYRJkteKxP/VgOEVj0t7DtzvkwwX+OrkGWd9H66OGT/oUXwIQaXJzwyX2RYYxyGiDjPaNRbdLFSaOEMdw9NJ51vgJuk5FdbtLrMZYNdk+CCkXZljZm7AozDDyY0uM6KJZ9QwD8HQAjYeBMwWUySkw9xcHjZ6kFhCG24gBjrL4zpWXsLaHNW9RRj6HOh9+nGXXnKJC6FEJI/RerPg73O4A9p4Dq/Vp3IphXNSw6hcwjragWocbi3C0YDBSchmxaSQjLHu7nHip0j4uzD/HXLxJ8SvLsCohl0rQymLu7aB/qM5WmmYa/kktE+prGqYDz8kLP8Gc7l/TS24Ru5Zl/SlHFm9g/20S6Vxwp/+YpeVM/NIT3LCOhvWAi+KFzgYPOO77g3+bC/FN59mSVQ+Qjx8ykZsnf9gv8WjoMPQLXDfzmN1eozqaQ6cFVqXb9FeWqY3NyD1+Cb7+mVi3jX6b3Ww9kb8Yf8s/+A1k9mfXuD4P93k7B9OCN5/iV7yBn4xxfgOhEtX+P3xMvvaD4jl+ux5Bs39pziHX/KfvfgG/3dMQzv8CHO4jBwbdP+LI4p3/iE/m6mzuN/FPPsS5Sc3uDt7gbOzDer7Y6qNJJ3DLInUCv/CW6JUv4VIbDHfOw8L5+CLNpnmNZI373Dr6HPs7H/OpNHhwnXBzbsjaotnKTRu0Crv8ULlm38HDc+H/8e7OClwcggng5ikYJIA10YElgI1vgIUIlBjHMXoCNDtCGAEyDBEl1k0kghpKmeUFFP3kLJjm2qkdSrIlUDgge8rmidAgSFpEmJjBlak1FViWrAjpiialYQhCEsFFIYR4CFUiclBgNDUCVnIkNB4LgqWgSSMiqo0XbmJQkMgNUHo+gogaQYY+tTFJL1Ajci+to1C2Gh+HC2w0aStCk9dZbEXgQ2eDaFF6JkQ6KqmwjcUuJDRc558DoRcEQEbQ90PBFqoTe37YaAjfF2NxzwNXBWsqHsKCAlPR4QmuCGaZxCOJGICTEIFcjzAtQidNKGbVLUfvoF0LYRrI7w4BKpbS/hKn4WnR3lJIFwTzbUQroV0TKSnEXiBGqsFuvoMQx8t9NFDFa6oCx0hYmjSVBou11XjOTdUTJOjtlkTFkHoY9gJ9FgGbZwnY4/J5J9wuHWByTCJltnDELN02wEz1SJ2Ks7EdXjw8CHzCwuYlk2z0SSdznFSPyGfy4GUaMJEEpLNZtEA1/UQ6PT7I4h0SkvzszieSxC6TIYDhoMe/V6HXDaD43pINFKZHH4gcSYTCvkCmhDomoY7maAJgSYE/hSIqHZ33/dptVpTR9ZkMqFQKCClZDQakUgmQQg0XZ82rPu+r1Kkh0OSqRSTyYThYIBpGDgTlzAqNJWRhuf46EilOwuBaapcn8XFRQzDwPNdHHcSlYYmIvAV/kqJlnnvn72bWgypjbtktws82syjl5IkTm5Bfpd0yUcbHlI1xoiwTunTKsUzGo0/+YLZF9bQbx1j910OdmsUH59D23C4+1tpqn2d2KRJZpLEtvfg8wHHb73AJ5vbxGItkqlzWGIGO/UYrT0GbY6DUp+MjKO1+gxqQ2LmAP9CgLZ/lcyrFsNYg+KKS/rcNlz1yc1kiW2nGX1yTF7vQfJtWuYGuad1Bq9NmL3VIWgEaG/Pk4414WdlHpztEY76ZBpnOdEqZC48ZPjo+yRX97AMnfb+LnGxyGShiJFMYM01wR5DKgTTIKw6PMseU1pz0fbXyb4aMNqYp77gsTTps/my4IkoctYa8eS4QkHvw0oGt52hoHs4xgXy+3W0EugHUHZn2SkOKO9DM22Qe3oEkzEkBMaRAZUuLfLEN3rk+l26ozLDRyPihVWsR1kSxWPEVsDshxPm5wx2YlmKZgajPoQxFFur4J/hprvH3OEs9d+8QrJzQGfTpJ2ZUF4EZ2uC8UCDOQMRf8jhTZ2LL2cpPAFtZR/tMWy3YPf6hDW9SmLkwjtjrLiLMYLhXh1Lr0KQh6NnHOkhxVkLMzMiOR7xuCTpj0pkYy2G9Q0wAkb/9gpHVpxsTWN0cQbvrw4wfr9PuTVgkkpjay9xX2+wsv4+f7b7Ep59jTfSNW5cKFH/MMM33jnLmx8Iuv+kwvbdv8a89g4XRw8ZDvJ05zvkP/2Sk7UZ8vWAl67e5WFtle6r38C41GTtYZ/H8ccM//U7lM/9kMrbM5zdKvHWizuEOy1qf3KRpcRNxAd/Sec3vkPe2sMpbTHO/Pt8QyvQt+5xzS7Qnu9h9xt8zDmKZ7YR4yM+a6S5kknRaxxxdzmD9tuPaT3Yp7tk8L2vDiE1Q+voDKP7AZ1rgkIuYNbNUX92htGzE1JnBrw/U+B39/u4XZ1EQcKnCySWviJuplgIUozcHd7u7RCM3iRc2+bLzx+xP7PLG8LHOb/NJy3JG9f/a0TnPSpLNuHNnxJPHbH+LySPXrnA48GEXz9z/e8AeD79Z+9+PQdGhuo/cjUUitxCYYiQAZyG3nHqKlKjKyFEVGhpROrWSBGrScJQRd4LqU3dSKeGaSVQjmwkMhq5RO2bSoAbPZ6qZrUpzS9OHUO6TuC5gFROK8MATeXfSKHyUoSuyjqV+ybSoUiJblig64gI+Gi6hiblNE8HmLq0wuC0ol1OXTxKdKxGU0KLrFcyjICe2o8wYrlCKVH1FwKhCwgDtR+IKRMWRjZ0GQpll47EweK0BV4z0E5lxOHpCO85iRZGhivNyoBmK8YKTX1kMlAv1GII7IiFCNCErvYBAVJVdEgZKPH06cKjCo/nH4TKKVKTmEDtQxRUKCMrvBRq+wJfRuL0yE4vTIRugp2G/kiBSiEQQhJooBkqZFHXy0gEvgG15hzN7pBUMQ5SNYdXZ6pKzGxZPHz4kEqlomzYQUgsZtNqtchklIW73ekShgGZTAYJDPqqm2s0GlEo5BmPx1SrVaTQaLdbhL5yQZ3qacxYDMf10HXVETYZj0mn09OeqtOC0NPHaqz2vGKj2+1Of90cx1GMzXistEjJJO12ezpGU84wZ9r3FQSBElejKjBcx5uyO5qm4XoOk8k4ytzRpu3zAKlUeloeOplMcF2XVCrFaDzmyuVrvzqA58P/7t3xVh5f76NvlqguGmSyfU6KBeTxEdbNdVhJwJMXwRngXN7H8MokY0PaSy2MTpH+mS4LmRVGs/fZeCWPe3IFOfs+mdk+LiX0j5Zo5Z4x+2CffNJH68dIzZbQPvsCbXEZZAq+kqANiNU1tEOf/ltlEv0c2m2d2+nHVNwVmkcFBtUrOPsrjO8dkPgogPObtBfaGE9BLFdIOkX2il2qxiodvUni0lnoa1A+InwqmC8LMo4OgyOS6T7kr0PrDtbFFFg9uuffJHW0izF0uFd4mepAQt+BvSF93cUeFSmFb9A3JDHTxW8fku69TMm5y+HqObKfHeHr5yhZKQqv6Hzha8zVGwRzHTITnwedLjPuefoXRpg1j/GSix4LSAfg1ULiepxwbkwvSGBXcnCzjzuYYOd0DkZrlK04Mkhh9Z9BahXxMA5LORq1Pj3bZ/HQhloTlpdA+y6HMz8n/WCPOevboN0ifkNHXCnDgkNxfQ7uORwJjySvoiVv01/QWXqWAbeJ1rTYiU3Ita6jV11mPu6jb1cRQRfDX+LGswwLZpdBErTXfIyPNMKkR3AtwI7bxLMeGHms1suE8y2Kgz42JvXj71A818DabrEzyTBju+xaDaxWlky5hLM3i33GJvbTYxKrr/D4ZyG3NuO8nW/zZHRM5quPWPWHfHn9H1E8e5/JjQzD/gn27Gvs5V0uDXfYaHW48ILOZnAeobX5LOny6iTJUv86f3V0h/x30lRzHRZnVnnvwTxnf3eZxztPiJ8r8SCV4K0q/Dixhhg5zGVP+Oqxzatlmwcbe1xdWOSvmbBkzTMyB5zxO5hPHnI3sUup0aQiE1x55QKyf4/snRkS/SbecpHF5BobxRskFyecmdMJ3/Mxv5Xn7vo+fb3NNa/HiRfw6jOH4+osy/tX0S7UiYVPaIXrbMdWaVh7VKUgt7SKl9nDHmb4NHUOu3/AjpHhzMUZLvybMp3/+I+JmS/SL1s8Sy3RvdTFPnR4PXfC1f4q+Yt/Bw0PH/0v70pfIj0RaWlOtSPBNBcmDCP/NEzBgpQggxCh6Qo0SIkMnEiwqgBPOAVJ6iR+amGWEZqYRsVoyv4dhKE6oWsGmh4JaE+Bh9BOhSbRNkVpwnEbTag4f4ly34B6K0KCLhC6jjAj+3b4XPSpMli+dgmBIMT3XALXAz9Ek6FisIIggoHK6h56ngJlwkSEEt9xQCjHlDzVEUkQuoXQTZWWLAx1spcCUExP6ISKHQn0SOhtqZ9JAxFoSF9T9RK+roBjqNKs8eVzDU+UxKxFKc2heR5NL+KNDcIwjvBNwuD5eEoEInJtqYETfqicYn6Ipukqd8jz1UjLCSOhtUA6EuEbENrgqcJWLVBsUCj16ahTEkMQQ5BAw0YTFpqMITAQWoZ+rUPM0/FdtX+aMCJBeYh0PTQ/gMQcmpvE0xzMbBc7IakdzDJyJkgxplAsYsVieJ7Hw4cPyeVyFIslNCEYjcZ0Oh3y+Tyu69Lp9kgk4+p7ISWe61KpVKjVapRKRVU5kcmwf7CPYRjUj2vs7OyQSqXIZDKgacRi9jSbx/e8aWcYqMBANUIqT/ut6vXGL42mwjBESkk6nZ7ejsdjavW6Ell3u6RSKXRdnza7SymJx+N4nhclPydwHLXOU9BjxcypeFvTNJLJJJ1OR7FZmjYtK7Vte5rpo2kaF87/6pSH8vN/8a45PsCpQ9J/B2vuI3ipR+Iv4siFkNZv+yQDj958jQ+uvMqFYBOsIsOUx0ZwlpVjl0EixmA9RXxHZ7bXZC5hken04HOB3vHornnkgxEA+4nXWKkWCBM79BZ17L06g8YyVtsiVj3hti7Jn3+B5h2T/GwFSgfMxPLUft5jsLrNitMnMamRiDdgLoD6d7CXXqTb2CLlFOn3nlCuj6CtYZfb9BbexmKTG6MLLM73YOYc7OxDeRbWTGr+FvnNIbzao/ewQrGZhGQHblpU/JuMH1ymbkkypRa7G1B8Gudx9g5Fe4ghltDSR7glB33PJV3K0k8PWHbGcHLM5s0uVzMD5F6e9PEYtq8xc7+Od76PI0fEPyhj3x6RjsfhzAzx+z3+quKzdv4lbC/PzmjA/8vde8XKlSZ2fr/vO6lO5Xxv3ZyYQ5Pdzc7TExVmNCOtpPUauzYW8MpYAwYM+90vDQMLeBfYlQxD++SHhQUtBHtlSaM0PZrY05GdGJvk5c25bqhcp8IJnx/OqeLIEAx43jwECJKXdatOnSry/Osfs1/pEHvfhkwZs1ZHrgywjEO8+RU2mtvkvSPo90i+cpntz7uUX2rhTb/C99UEtcEmF7UU1d0CtVSLDDX6pkX9wQYZdREO18DXOXYL2CcPMbUpxFMXzSvCdB233yNfBxoNiPexeh473+iS2UtwtLpPodwkEYB9Au3PbKyvG/T/sk/6xSyi3mbXWCRj3GS/80Mm9h2MynXoBFiZbfSNHY4nO5R8gblQpl03ydl9jI8hnluHnWvERBLtygExLcUL1x/xeLvA0uZF9iZ2cX8nRbq7zLT/hD9uHjO3co1Cxebg7jvIqmLt2leIa1usffQuzX2LS+48U4VP+Ox0QHHukObeOQ6+l+CvM4ck1k6Yy02z+mSbQ3nKfPsD/uR7T3lhYZbd9jSXjEtcz2rUE+9wcWmOp3d3ID6BMb3OZ41TBof7PCnv8Y/0/5Faf5vFeBGSO/x0Psb15gRqaoON77ZxMufInkmGcpbY3Cz995oY2o9J/HTAo+1HTF6+ROZ+lo+o8qt3bD45uIe/NI+tUgzbNeb0FdarP+LmXJ57jYe024rDmVm+Kqq4FQs7WGUwbPJ54jFLB18hNbtL/osDzp8ZnK0XmWnv4025WGaJ7PIvMC3Bj37/LbxIOlEa+AopZBSNVhG7ELEniDB9IrUQ6KiQqRCBH5I92gD0AD8yo2pmLNxgQoMgSgJF5IlUoxbgyOA8uphLDTHaQ4ji1cGoD0YbET0RCyRABD7D/gDX88NhSC38lOsHfjRLFTE84hlgC3kqGX5JEfp2PA81HKCGLiIYNUuHByt0HSk0hKYj/NAoKpQIpSkRps1k9DiCEAiG5mQRgQwFQzeUr4Z+KAm6gCeRKkqwKS3yDEmE0lGeFjVOh6k3Gegoz0eMPD6uAE/g9f1QavSjtBkGMrUIiQyap9DiyfA8DftAgBzXTA9D43IQmshHkxfS9wlcP6wFCAKCgRaZrkUEzEbpPD2SvELpSwU6KjARnoEMYggVA9cM5TlPG9cFDBsuTmtAPJZHGnGkJwm86HwqD+lHxnkvzqCVxXEtsE+xYzHgHP3Aw3EdSoUCvueH4KVUotNuEzNj7B8dkkyn8YOAmG3TbLdo1JvEYta48bjebBC3bbLZLMNhyLgopTAsk6dPn9Jpt8lkMiFTY8cj4BJnMBiMu3ZGO1mO42BZFo7jkE6nx4zK6WnomRlF0n3fD1NhdjhXMRgMGA6H5HK5ccQ8nU6Hb9EI6IwksNGyfBhN12k0GmSz2WjqYkCv1yORSISR8yhptre3x/T0DGdnZySTSWq1Gslkcsz+XLr4y2Na5t/8D28FV94kfr7BoLfNZu4ihfUquFfQY5s420skjrPU6iY3M3VI+7Dd5+wwz4XpPvg9EhfLNP9EQ2U3iEsB722zltSJzcxhzEwR04qgG6AUxSdP2fbb5K+s0F/X6Ts50q0jeC0Bp20mCx765hFPlyaZ3kjBXox3Hw9Y+KdNMsaX2BhOkDvsIAd1OhkLJzng9LMveGLazFxpYOcarMkl8v/FKWurZSr7D+m3iyxs1+iLLPoXW/z5/AK50hbJeJJkPw9uBn7aZJDvcfyfd8k8ysPUIaeL1zBWPsd8dJHBmzkKeh3dqJG//gKGlsOb+hwZvInfvIeWDAjWNZLWNNzJc3845OLaDXYuz5Fdr3Ogd0lNV6FyCa12QKx8jq36LllrjpP4KYm7LTgPkz2oHg/x7H0mnw7Yz6bwjns4ZhKZm4H+Mseb8xg9j6o1YOKky+aKR29V0X/lKuW3tzmbPebqzC1Ke7Po+7NY2VXy/T2q8+eIi33suI5m7nH24TTxTJHC8h7r8iKlCxus76XQ1AEHkzbmRx67RchP++i2BH8Sb1uylo0xO5ciEVygd66A+VfH2NsZxIMYxjfqdH4CZmyZzO0Yt4Mqcx9rJL/e4eB2ldMgoDhbhq0caVmhqw+xn7TILuxifdHHaQncSoWW9SFBeo4t5zx9dZ9gu8zx/K8yo3+AaMYpTn6NpcMYZ8Ehc7MFYn/9fSazCxzlH6Ne+D2ePvmIpcYLxK67fNGCV1KH9LNFVh9WmekGFJnguUunnD25wtTXf5tT7U9J9RcZPvoR8VyH/leynHtwngkJ72hD9PIce3ITo/08Tw/e50YyzdCbp7TnspOdY2Wzyb1SQLqXwe6c8K/uF3n14B7vTMaw9ATJpsdG/q/YzJ9x+cvTbL/XYu737vBJao7F/Rw1fRkn8YiLXoFZDtlZmOW5WxN8qhrENxX3zhdo3zth4cdf5cfz7/NrDzSc4xStmE1gH5L0jygcfZut30nwla0273045Nfnv8p/iMMMDdyTd9i9+BKnRw0+ad7ilZv5XwDw/OQP3hp10YCMvDahLEHUdicIUKgo8RT5aaQWfn1USCcEiD6IsB028H30RPrvJbJE1FSniCLoQjAuN/HVsxK+nwM7RIcjRvsH0c1FhFZU4KMIMA09NG0qn4BIRosoJSlEWKwH49RYeDxyLKE9qyyOQJJ4VvIX+odUeNsgwPeCMHMWhKwNwDjqRORZUjK8f0Y+pmCcrhJBCIhGtwtPSiQrCgnSiGSkn0tgKZARWhRBeL5QoNwAFbFOInosV1pofh/cHrh9gn4T5fcRKsy3i1EOXpih/KfCluFn8wP+WLxSKmSWxtKdIvQfqcjLNXqrCEJWKhiZl3V+LqY19n1pSieezEKg8IYerjdE01T0evbD4wLQ80g5Q9/PEBgKRYKTpoHjmwx9yBdTCKWHRuFo+iGdyuD0eigVFvuNElKDwRClgnG533A4JJFKomsavZ4zTnZVT445rR6jlBqDFztKTmUzOUzLwjRNfN8bx8lHzcmO44zlKdd1kTIsFsxms7RaLYIgGMfmE4kEjuOE4CNKcBmGMV5ANwxjvN9lWRb5fJ5msxnFyq3x1lbY6+OMF+GllFiWNW5ozmSydLtdbNvG8zySyWQoewGXLv4SMTx//q/fak1OEls9xvD6yEoLO2NAVYC8TKLxOZgGx+c8Uj/dwE/aNNNnlO1T+ONlTm+uc3DgsyCPObi0jC4KWIMKw891Es8XcU7W+GDuAPf0kAIxut/uU/p8yH7gkGnMkJwtADtwqUPt/TewCxuwr9HXm+T383RnPZacKawbCU731liYGiAPTdiZYt/epVRIkQsOmXktj6wfIbM58rk6nc/zTGovcz9RZbo2YPWNKhPVU9B1+lfixL+oM3i/QHxOoG7ZCK9JkBgS9zsY3RNgisRWD+o14nfP0YitEjfmqLdPSGwcUH04yWcfVymWt9lp5Ynf12gNapx2T8i8dIQ65zBoOEz1HkPKIGXOQBfoDeFLXdg/IzsP/iBDslVE/UqDrnEFuXSZYnuPuB/nZ5dLXNtZxj7vcrqTp5Te4qB9TPrCLsn9fSY6Fk/zQ5aTZVK7ZxTSOtKwEI1r7LtPKLUH9Lp7WMqGzhnJPYd9BqhJRf/REonfNOj3nmB2YqSGSQb3zpB2j2Ie7JZHYgHOhEnhp5JGK8DaaNKfzFG4W+Us5qLFkiR/tg25V3Df6OLUJZZ1ifVUm8PZAhPpAerdVc5WLpDfdEkvp2nvxjAXLYyPDXizwJ1GndkKONkkj1N55M1XMYu3OTMuoL82jfFejJXyCUe1qxhC5+3Tb1GN71I3wdiuMMh5ODsf8+HKMnnpMadanLYM9GCXnf4BhQMDI9GndjLFzLmbDMptTlOKtVs2R840CxmXy6d/hJG7gHE0z73cx8Sf5ugf/zqzhR9gpnOcmE85f7VC4ijOJVtjb3ae09ImP9TyvHq7Q34jT89P8Wl5Aet0l6oW46vmMUcfBvzj0iK3nRkOrWN+13tI3rlGLX4BPbnK1o9nWRQr/N22x5wmmKykyfReprG4jdkICKY/wVFnTFVusXA2xK95vLJ0H+P4q3zwqoE9W2f9o2M4d4wlLhP49/m1YIGN3RSme8hm2WfK/hne9gL5Fz0qd1eoLvow9w4vTn/5FwE8//4tfBH6USJzsfJ9hD8yI0eyVAQ0VMSQhBd4Caiow0WA4YIUDPs9NN1A0yRo4aeiwPORRhhNF5okUMGzPSlCrCGlFk0ghP4QIUMfDlKFLI8k9L9IBVpkSCZA0zWEHgIigR82M6uwm0QbY45IaoqWNEM5TT376fuhL0gKhIyAnXoGcsY7WoQpnvC8hN8a+NEeVOA9sxuNTthoET4Az/WeRcyjKHrgKvDdKKYe3hYUgedG3il4NkzKuLcoGPp4Qx8pdDTNCMGVDyoQ+EEN1T9DDVsEwybK7UXgNAjPkwy7ZKSImggNgRA+QlMIXYQ+mhARIowYUtfCVLkWPrMgUOOyZaXC94gYe4pUNJNByNQRyW9KhIxS9DohBVILLVdC84Eh7rCFNoqf2WWQF6h1CwT+BAm7wNngkHpvlnhykm77mIQdMhYj9qSQL2LGLPb29kkkEqTT6TCqHU/QH/SxYzE6nc4YMAyGQ/q9EHhIKek5HXZ39lhYWCCeSuIHUCqVQMmwFdl1UUGA5/tjuSgIArrdLpubm0xPT9PtdsdgZVQa2O12yefzOI6DlBLf9zk5OcGyLLSoG2dkdB6ltIQQY7DiOA4nx8dIKTFNa9zSrJSi020zOTk5Bl6apuE4Drr+DAym02kGgwFuJMVpuvzl6uFp/Ou3Yqfn4UjAa0WOfpzGTHZYW/YRf/GY+HPQdpsMlI9pL1ALOnRuWKT/eAmZ7mI+0Sh+W2PzPyRZnlFY8RnI3SUZTKJd+BzXvcBc4xYTTxwo3eKzp0kq13pktqfRr3b54uwzuk5Af1CkdLFM+94hljPES02QOHvM9rkpihML+IMu6cIJnB2w1TLpvWqQnBeYjQO0dhytPkTNuohgHuErzIkOHHhMrGxCuwuPFvl0tsxgx+bK86f0tJ+IQAAAIABJREFUGgK100e2A4xcGXopDLuGcXAeL7aEPHpEs2+S+EaSn8lNLp+8xEZ6ndm4A2fnSBa+oOjYJJdmie232X+9gzYFhf0ixmdX6AkXJ5Yn68PZeoL4K1ugK75IC0o7OlUzTbK/RHuzwe5cmnrrhK1mnMVP7jJ0XbR1h/5GnZ/6Z5S20kzNb+NVJ8nNBlh3DNCvwUGRQnkH7kPPGWDaNY7vOpilbZLn6hhfZDCu3IftgKCT5FjVcR6dY+YbZ5gPi5jxDeorMZJDF92fo/XwkHIqDZUBg3tgunkKvgcvDvG6GayVPvbhHL5XpZj2sPwKuEcQbKKpJcShjracpuQ8YqK+SE/boHDtBTbFkPjHmxwn+sx3ZjDWVvH/mUmnuMbKh2X+PNHD7h6hnzVZPHmKdWaSd10213+ddqpFP/0y1S+nOX73R/QwuDi8STr5Ifogya41gZz04dERM9df5j0c1E/bpBqS45mv8M+OJPqEYvUDk66uuP1em4WHWW6WWmx+oOMUOvzNWZHnYg7/28p9Kv9xQE6ewzId4jeyuO5/Sax4H2OlTmlyioe+y+D0Cfa2S263xvpck+3SgJ07/zP/5LlXqB92mTg5Yu1IQ/7uFI9qFlpjnZX5Oj/uv8qqCa/3H/Pu/16m9Po2y5+ZTFzTUGJI3lXsnD+kMVzBKC1ira7xyFsmP5hi8OBtNl6IMxWf4mjtNg1jib3Lb3Le/ZyzifMsPelQLk7xkapy+qnB1PMdFvausDqI416axdq6hXPjLyhQp3zyOyxcKP8CgOf7f/CW8nx81w9lJ6VC/w5EA4sSoekRuGHsfxkxKEJG/ToSwirmkKkxY2Y4Zul7BP6QwA/CGYQIaCgVXvSEISISIAQaCAgIQg+PISKyJ0BqAqmp8AItIbr6R+vm0YBlMHzG6kgVHvKoKjgyFAdKRZhKhKyVAPAJCBDC//uz4pJocoGxl2jUnotyQ+lPaJG5N0D5LoE/REoRtgu7HsL3CQIfKQWaJpF6GB0WmoiOPwhXx4EgCPCVj+8PQ19StGgqRoU8IwkuUAhNQ7MshKY9OzhCYCfdHsIboqnwfqTQkLE0Uk8Q+DpDT6IwEFrIqAidkDaSCiWCEGhqAqHLCNj6YRmSFoAWoAyB1AOEHoDhIYxweVzoCqEFCM1D6B6e30cpF5QfnSMfAidM5gUuKugDQxR9kAqhK3wZBt29ZIX2YBbPzBC4SQaOh6MC2sPzPHm6TilrYOgmvudTb9QjEBNnMBwihIwWwkedOhb9fo9kMokdjxOLZiEMw0A3dGK2TTyR4OS4imWZ5ApFksk0lmVhx5O4notpGLTb7dDIPAwHQkfzDyOfTiaTQdd12u022Wx2PB3x8/6Zo6MjEokEvV7vH2RlRu+xUQFiv9+nUChQjb6v0+6OAVIQBCjCGYqRbDZaYB/57EbMkaZptFotUqkUXafLlcu/PLF02n/0Vudhir3iB+TeK5N7fY3mDwOy5oD8Lclg06ed17C5SPrxKen8HPmmw8fnTpm5NIXMr8HgK+QWjqCfAOs26iyOMOOQ8THXt7hzEqf3q48xvqtYfrmGvJuCb6Vo/6c1Uq9/h8nJDZLvFWC2xYFWJWUvkkrv0JyVTMW7YH+GXLdAVwRdl7OZPFPNCgnjEZsVjfzjIdtVn1zepp48pPtJlw93hiwuNqE9A1mfePKYqVmXsnfM3VWLQsKBbxqkn57DbfTZLrjkYn04lrRjDio2yUlpj9zTZZqtPhOb9ylc8ul1MnjWMY+1gNOhx9H1BvOxPJsDjwuHVzEebjD8p3C6Hsc6bbI3fQaWQfXpZQpZi9J0HN5xGMRvMZhZI1WE4tEC+XKB4d5jcpNZXHUDfUKwZji8efkyQeEUu5VguKGhO7vcz3eIV1tYpToDmUQfNmDvKn5KkL7YYS2AqS7c9YYM81PsJQ5oVATzrfMUlo7o/8fn2Jh/QlFXJBtD1H4e8dwmcRZx00dsNStsIrC7ReKHJ7AP1Skbpwup4SHG7wBHE3ClyPGfT5NITcCVz3iw1qOcnkTUPciVuefWmCoIpice0T0zSRavYcUO4c2LyLtXsJ4+ppdvc61YovB/FSisXAArDb0TvNw3mWxO0tRttsVl5rYeYdq3iKtpNp7c59DxeeHLPhuJDsUP4lSe3qExV2ZGTVMrS0rXdRZ2HvD2jiJ1zSaTfMJKps3KN6d5qHe5GbfIJtucrExwec/GCTJc7L9H057Em7xG7Ktl5h5n2ev+Lb66yEl9Du/DdSY/drh7I0H+Jy4H31nA+75kPzHkGy9M0GzsMzxoUqv4LL1ksuzO0HEOuaobHH48JJ9aor/2Gfl/kuV+tcFiapGpC2nU4Dbf3XqNa9ctMh9OsjA8RGsWWc2uIVtzxJaOeXd3g9+qmvxM7eNcmuf12SzlT/4IMzZJqnIVgg6fBBuYJzfRkg/pvZHlZzuHvNCcxb3+PuWngjsfWEy7L7K6u8MLr//DH9r+3wHPD/7gLRGlcKQI00ZCjGQdGfplNG3859HFNfyziEYnIwCkRQYdIZCxGGiSYDCIAAJoMtwFilYTxo81koJElOxRQRD6bsLthOjCH2EuObrqh4xIqKa4jIayxKjwTouA1EgXiiSbSHQCGQIeFUlVQkYALErEjAiakQFbjWW98L6UPwwBj6aFsl6UWVcqBHYCiYp8SiMQJkbgS0Y+pEhbE9FBPwNoodlajnzao+MZDXMJBZqMEk4qTHwRoIRCqQB9fJyEq/FCC//zthJIzSDwPVQg0EQvvFtNRvdLCG7h2WsqRKS0+REgiuTEsX0p3LgQhgZ6ALoCwwddIQ2QhkDJkFULYZ0XmdaD6PULWSehSYSpEwhJICRkZ+kPp+kG4LsKt9/HUeAEFaqnu3jdE6ZnFuj1ejTqDTRdI58r0B8OiMXsvxfxllKj3W4Rj8fH8pFhGBFD4489NLWTk7DUMJUmny/gB5CMYuFx2x6zL5qujeckRlLWqI25Xq9Tq9WYnKyMU1qjpfSZmZmwxTmT4ejoKPx3EXX5tNttPM8b+4NGMxOGYYy/ns1mUQHjx/R9H00P2Sdd13GcUJ5z3bCQceQDGkloruuGrJc7/KWKpXv/7q23fP+MiVUDvjZgqzZkOmsRu2LDuZd49CTO/L1ZVq0ulcwtusGPMU/jzEx1aZyVia1m8fTP2HnawktWoV1EOnXWrQGyaWHrk/TsbeK7MeITFsapx2FiF/NsiLj4HMm2BcYaH/XalPYTpIwGj81ZXJklbTgEWwvcfZShUgdecxE7A/zNPCktw9NuluSnh6S+eZ7dqTyZ1BGp/hRx1WbuXBrZc3C3m8ggz+pkj/IPFjg79waLu4/xzhXhg39JbOov0QaHJKoJvmhO8nB1Hc9pEhtmmarUqM36xHdjJN50YVvh22XsgcfE/gyVrE/zIE+xcERt28O0GjxaBGkk8Z/UiGUaLPTgiWEQO5cn9f4W2pMCzEgGsX3iU8cYd2M8rVQ5jscJtk6ov7GAljjCrdmkCjWyxiFnRg+r16P9Uo3AB3ejzOSSgzd9nuG+h/9pA+u/KqPVN+HhdUr9JgiPdHdAMWiQD65QTrfAmmL73Is0rLc5P/DZ2pRktQDPU2iOy/1KgXrfJXH9jMvnKsTTmzQl7L4Gi/f7GHjoOXDvg3bpCvRvk4hNwdQeTFjkjauclo9Jlrbo5dPMVTrwvQYc9bGf94nVV2D+iM3eJrnTPThLoFQbLTXBobGGd30H2+yjPBNtv0tj5iZT144pPg3g6RntmTbNYYG91c84y1RYEovMfxbw5O5t1GsSO1FiPSN5ddng7K8ec5RYYqK8z3P1gKPCPC29R7WSQIplrMkkHa2Nt1HgLNfiEjuUWjbb7Y+ZXnwRmfbpWZCvPceO9R7nz12jJrrUX7HQOj3u0+A/+/AKbvEjTtOSeEPSunyJDxlysQIfXdOJ3c+QqXWZ/8dZHrQExetx5u9aeJMLNL44Rt1pc7bX4ZA2F9YOKTw/g1O7z+B2Cu9Sj/hKi8q2x0FugbOTj0nHbpGtJWjFz3h1xqBZuMbD4hGvrde58+o8pe08V+UJzWCC2UMNZ6aMbW+xkn2FO9845Xp8D30iQ2m6ztzcLxJL/7vf/7m/jKLeP7+srZ5JTCOzhogYEzGWn8Ikl9TCtmGFQuoaBH08d4AQCkMzoiZgLWrhFZHVYyRjBfgq/MQqNS1idrwx44BOmLiSjG/PGEj0CIRHoAGaIpAKaekgJSryVksZDaFGoCKQkZlZipCZMLWQdTE0FD4Kfwx1wph7dB8yBDlSDEN2S8oQlGgh8JCSMaMjpQwZmsiWhCFDwCYVQgu9TD4+UrNCMBPJaVKXSE1F3yd+jnEagbeAZwumz85RaK0SIJMhmNQCQl/1yJvlg6mh6SqUkjwndDRFpzNCPKH0JLXo914E2AKUphAyIMBDCQ+leSHDo7sIU4Hlg9kHewixIdgKbInQJcIMf5UiBACCyDekgTB0lKYh7BTCzoCZxjPnqZ7pHNWHJHXA7WHnLD569AmLi0WuzJVpOGHiLp/Pc3p2RiaTZW19HcMwSaZSrK2tUa1WqVSmaDTq44kGEW1Zzc7OcnR0CECn0+Fgb4ep6Wn8QFEsluh0w8HNXq+HHbMxTA1DkwSIMbMjpSSZTHJ4eBgySLaNZVk0m62xodkwjPFcxPHxMfF4HCklmqZRKBRIpVI4jkOhUBjH0kfNylr0YUNGO1ia1Mcx9Xq9Tr/fYzDo47oumUwG3/dptVrj5+p5HplMZmx0HpUj/jIBHvn+v3nroNElefU88naZ7GWPjQmFbCwQ+7s7xPeWEAsfMhO8DsY7HJ32yCw6EBQxP3QRey61yz6ltoNdegXH3yMx4VJ4sIJ9bhu26uSLOQZehW26TGzPM/xHE6Rmj+i6W8RaNtgX0KZukjXr3F1e4mbmFIINVKyCPZFB2KeoLy2hvRgjONtFDi/SfnWb4p0n5G7F8DIOlVYN9X4JrdSBbpmHFY2JBz20xWlEKsXphk5xZYu42MKLD2gzRHfWiMUabDxKUHw1yQRxUhOCxTcM4s5lKO1g73c4s5fJ6LtQ9RlM1dGdAe3pOvuzWeKnV0lnNyg55+n1qvBIY+6kgf41nbzvwvF5+hfarLyzx/6tb3JSrLNf7WCVA9K1Cda8BufqXUpynmD6AOvRKeXBgNOBxfGuz15wmdj6JTLTO6Sai1jGFfaCR0wcrCCNXfock5xZ5qcfDyjNN+jqEltPUVvxSN8JCGYNjtURZnWWeuyYqfY++eZ5KLVJyjLyXBftX6bgfo8JvUZhbkim+2Vab/fwki12Xwq4uJ/k0Fkm557ScKA7D/2zfVoxCPZNRPEYzeigTe9wagXI0z7JShWaDv10HGXGcbSA2stZLG0TX4PkfhnPqNJ7eoPDa1UqRofEE4vG0hR2x4EvvcmfHj/BeXSTlViX6uoGw/p5/s67S//bQ/67xcvcrhps66csTd+kdXZE8cVrPPjDO3Q/vEr2n7v0G2vsfLeB9e3fYvUn75F7McH9syK/Ub3P4bbk+rxNp9RiRWxzNHuOT9vbzDvXeVFuMv3yRbZuf8Liyrd4UP6YuU8msW5lqW1oLOkXOfeNIe0v/xnZ1RfwBpPUhEA7TXGjeJ511eXilkXug5+x++rX2TlapdsWXNrU+CRzj1TjDXZP1jm5GeeVVJam/hr5q4ccTynygxydl9Y4111k7aTJlR5s9hNcvfKQrncO55rk8j3Bca7Pva0EGf0HvH1wjtryAb9ydI/b8S6nVx7gb13He2qS3p2ma1/G2vhTksM0dWuBA/kjbsz82i8AeH74v7yFeMbqjC68QMhpjEwpRJaWEesgo9uqn2ODovI/hYdEEQQemibR5IgOiAytMnosTYQS0igupYKINQm/pgI3AhNy7G0WUo3NxYjQqKtEP4RimkAzwqQWmh4xKeEBC19FwEFEyS0tBCQySqAZ2vjvle+PiCo0Kf4fTNQIDHpjo3foKJahKZjRocmIlQr9QIFgLGPBiO2JWCdhh/cT9Rcp+XNskBhJfqMXIGRuRnJc6PcYPWpkPBYmSgQozY9AEviMeoBcRkunwhvtUsgRlI3i04SpNKFHgEeM7yd8cuH7QOoCqQWhJKYTSl56gNJ9hEHktZIgwskLJQhNzSpieKSMwK+GkjoinkTE00jLZugV8bUCLjks30PgEsR6mMVwJLSUSNDoWWM2o96oY5oWXuBj2/Fx1LtWq3Ht2nVOTo4xDGPso9Gi139zc4Nms4lSir7TZWZ2lq7To1gs0esPxlH0RDwOQuEOhvSjUsFni+VhcsqyrPEw6Aio2Lb991gepRSJRIKjoyNKpRKGETY5jwDUKK01GgtNJpMIIWjU61iWRRCEcxSjJXYrZo57dlzXJZVK4bouyWQSXTfG8tjoOJUKWc1fpmkJfvZHb529uk9hzUTMObCzieVPkmoUqE6vkbrb4tELXyNX+gH6jSKZ7hTH/TaJnI+4rCB7RiORJXs2Tc+9Q7p4ER55PJmCxMtNjIZOrdmm8Mhj4loP1DqxO89z2nXwL0gSzgbNoz7FYorTnQ1WDh24ruM5JRJOimPvmMmDC9Q6P2XQvkJvq0X60yyJ+Ba6ewNOqvR0B5X0Mb/d4XRzivhkmdXvrjLzxgusLTymczjNRNzmVA3w714goR+SuJsn1k7Tu2xzfCmBuLlNYv8Iby/GQc8k5xdwDx0a7TkqC/dxnATGyiSmNBiU0iRaE7if7VFZCeCgQZMUuYZPotyjdrBEzjrGz72EnDnDS7lsdjTOnzfQjx9gUGbq4QBh7tEeJsgeZeHGE1pPcrQX+wwPA6ZX22RW8syl1sl9uoUWlOFLu/TuO0zvluhPrKP3+4ib02gHXVJLy2SKe1SrOVZVm9pSm+meQrzgw6ewna8x37Tg2MK/JpGpGgdMkT47hc0OO36ZzI+7iCQ0f3hIv5IgdyNLqVbHWR0yLJ+SzMPpIkyuG2wnpklZkwz0dTKdJZx6jSMF8xN9LD8JN4ZwG/SbfTS/jJVL0v6rVVLiS3gHCntYQWb2sYoJsqkk0lW0r70OKYglLZr9NMsbGuuXMvDuOeLnnlJZmiSefZ6djTXKVpGpLcWM/DP+4hLU1s/4zfVX2CkPaC3UsZ+esL7TYaA5vDSXw1/vo1o5bk6+i8r4DAuvkfYe88VWwOfrHZxdSeH+F8RKV9l5bhKn1uPw4TSGZVJyL3E259BXKb703BmbmxvsfFHibA2chYnwvfHBX7OczzI8rGFkzzPVvEvBP4/X+hGNK99hoxUwtZxj8kBRT03h9zcoD+PEz1fImgPWnzaY6b7K1tT7uLXfQw1u07ieJVOtcsNK8emGjTlrUrrt4P/3Guv3n9DufMTg9L/my0Wdg3cfsJUzuVmWJN95g29ntxBXLxL0PqHsfcrziwvMPCjR6gfUL8/xXOb8LwB4fvQHb42vYJqIfBouSnjISIYRaAgVpnxEkADdRuk+fqyLr1IQJJBCgVkL9ydFFqVspC5Rso3QfZA6gW6DYSDidXwlEVYimuIaoJldhG8iZBI0DWQbMWwiYikQcYjFaetDHK2JsgZoYoDQFXiKYXJIQ5d0kiaJpBFJYw5k+/TNAZo5jaANVhwlC4h4AeF2GeJCTCLNBngD0BIos42UE6HnKHGCEhbCSOFqAzxtQKDruGKIrnoMpctQhOvmsh8DTUfYPYYpH1AoEQ9j4JqGkCZK6VFKzAjnKwIDIRMQTxNID2QdoQ9BWXhk8LDwtT66Gs2re5F52Y/MzCO5S6CkItACPC1AF35oQlbh7pdAQ/pB5HUaQOCC74MwQiVwlFiLigeRAUp5+NJFk2GZpPJDeUyMZE8JaAo1DmUFYAZgKJRuEOhplJ5CiAQCLaovGIavCwpXeii9jzQ74fSYiOMmryKmXkblziPtORxH4vcHxOcGZM5JYvOKZEpjrpJm0HE4baQQStF0agxdSbPm4PUDZislzk7W0TST/d0aL956nkajGU4tBIpUKk0sZrN/cEixNEGvNyCZypAvFNF0k06nS6FQwOmG0xK2HcPzXTzPo+s4uO4Qy4oxKrL0/TCBlUwm6XQ6VKuHTFUWGAwGSKFFTccO/X6f8OUSHB8fk0wmx8kuyzSxLIt+rzcGcZZp0nMcOp0OzWYTy7LodNvYdiwCOpBOp6N0YtjcnM2m8Tx/vLfldPvE7QS1+hme56HrOp12m+vX/+Gl4f9f/vjDf/VWvt9GOBWGT1NoCIx2AUp7JO+U0S6WyOsVtjyJ+8FjUitLJDqzoE3CSQx6Dfb3zyhWi5jxAK4POSZBOueRqg+hNcnRr3ZpVxwytxdo3dCJBfc52V/GfHKVxIU2sVbASe8epWEJLhWg/BizVkIAp0aSs9OPmFu5QsJ7SsIP2P2Oi5k+QZ100USOh90ucqZC6uM28esVPnx8wNWkiZ3Z4MwRtJdSzFfbiGQP/41ldusaBbfOp7ND5i56lLUjEv8e6vklkjdepDD9FDYCTl/bobTsgCphTEq6PznCvNijva9jZy2Y8TGzx/gGeNMuSgqs4ZDEbB2uLyE7R6x9UKOkSabvr8DiYwJjHmdrDfPVHvrpr7CbfciE/zqP2uvMT/TZr8CKBG5B9yCDrfq4rxl0MDl4ZFH83QGd5gnKAtMGrSBp1mvkTms8OeqTGjgsJ/LMVgkZXvsKw6TBdNsDvc1JfJJB5hHGU5fcUhV6s9BokpmcQH2zjngkUXMeO9kGE8UUw3ebnGRhulqh6uYQsoWbCiglfNpHR5RfALlTw9BTZOaGkIagNUTsF6n1LmKfNaA7DdoJqXiKqrNMSbsDl+cIPnERqR67kzvob0/hFi6QDV7kQFvEHH6Jd8oZLnz3Menfi1G80aTTiJNKbPH6dJbkUodHJznWjAKZ3hmJ81/lJ/f/nIONMqWr8Nh3KO9leG/vC77z3/wa3z9+m1z5JYbnX0E8qeHXXuYLX+PS6fskusdMX7uClsiTFh229BxTgcnBNzXmex8i/CqdRbj+vU1qD238zC55Z4ZhOU3haIhvpnll6imdwXVSA52fNg+ZuLhEMANu9zWalTO6Z39HZWvI57bin/cG/LD1GfrvPM8bawUe8gMuxBZZjcMrazvM727jvJHlyV/M0VpReDtZpm8fkoq5HAzSDFp5HDkDzQL2xRxPU3/DvHGNDd1mtrKE++F3eV8tkJ59zL2jc1QWvsZn1SaZpVNOPqyTtk9ZWn7pF/Hw/Nu3VCQNhbqGF5p3R5/5Zeh68SxFoIclesLwEFqAFKARIDU3vL2MgdCRmofUAgLNRcb8EJhIA2FKfLOP1F1kIonSj5HxQwKGaDKB0DSGQQ1PP0KPF6mZQ8yEizROELEaltbBTvoYeoCbtuklNPypNLHEc8Rzs6TO3UBYRZRIIvJFSOYQVgHNzDEs53HSMVolgZMCWZhEFUDmTbTEFUgUCIoOahBHpofIrIkXFMOIpKUhvTi6XUSzPHS/DYMYmkyAJlDGAGF2ECIAv4TeryBpI7UuSrNAF/iGD8YQLBcsB2H2werhGx2k8FCqj1Qj9sdFij5S66Frg7APCJ0gkqiilPo4CRa+fAqpJBrPGpdDem70LgirBBR+yGhp4ZSGihiz0Cosw2RYFHMPgig5p4ii+8Gz9mtGvieeVRVoEfukBwizj6Z7IdMVWICJCuywh0iEz0+L/EjCcNGsDio3gUq9RiAW2Tn6AMdtkakMiOW6DAno9ZMgWnjuMSuVG3z06QZT02WarQG5/ASTUxUmJgsEKmB7e59crszQHVCZmmLUjn14eEihUMA0wwkGGTFwpmkyUS7R7/fHLEksFqPdbo9PYaPRoFarEbNtpNSwLItuN0x5NRoNYjGLg4MDGo0609Oz42X0URlmt9uNRkkHYw+O67pjdigIAnZ3dymVSmMPDzBuFx+lvorFIu12m2Qyie/7DAZhF4+u67juACk1fN+nXC7T7TpRMaE2fm6NRpObN1/45QE8u7//Fr02qCE7Lzm0mi9j3dzBqStiM3X4Ypv2YpWZ4T5y6nnM7YDPpEblkUUtvkb1uEF+BuxrPTAX6TkTZPXH2CUL76SETO/RbvvMVVNQCLBkFQoBreU62dIDjGYbd9ihZcVJXzvF3TlicAgd94xO4DLtdslPKggO2PlWDxVIJtfbGCmdA2+CzL/YpvLxm9z9zTJz6Vdh22MmuYV5NY238wLlhQGTp224NsHOB3skL2tUvjLELUtmKw249xqnr6VoJF+jHLuH3J6ndj3AXrBJvn3EY6lRHE5xetuk+2oZ83Of1NwC3u4TRN/l6KRI9nsOZ67LwYsW5ZMhTJ2HO9v0VIeJmUWC9QT7l2OYbTj5wqH81S6xnVdh6idksqDfXKekQz8PzS+gPDUFj9vEFttwIUA79om9opGruog/XcRNnZBcu4g/f8rq/9Fn5gIQJLFfXGBrsYpBi6P7A2LJHImJKpapQ9Bl31IY6oxBaYZsPgmft6nHmnAZjJTGzqNZNuou4mjA+fMWfM9nLztgLgFc7pBsd0i9qrA7KQxlUWvrxJHo8x54LiQrQBcRy9PsGegXNjG+lkMcZuA/7sHXL2HH3kWuuZDcRaQU7uUmOeMFjO1d6udT3D/3LS6LEnerb5N7rcFW8gWeX1jl3XqGVkKhxWo4qz8mbX2JP3zymOWblznav8JKUGZCWyb12wMmCz7aBx9gfEuRcV7Enu0Rr2aRLZta4/8kG0xRX/oz9o4v0dEaPIoZdHttXhx+He/SNrKbpNepkvSPOH50k73NDtm5Xdb3rtDVjzhyYiymLeLDAvlP1yifH/I3A51+ZYq3v38X9PukvBUmDgRDv0Py6SLB1R/wUetNFnbqdK6Y3GhMMXV4yKGc4KN9DasSQ3NPub1mkbwyTerkKcPZba4flzm9uMFst8/OSzc48He5uGfRfaWKVr/IbP/HrDUMEn4D13sZrfxD1i+9jKFdwtuut5sLAAAgAElEQVT7Fu3iZ5z1l8nWP+Un9pssvQSZTx9Seemr/98Bj/rRv30LIplKqPCiHQEeMZIxhGBohPKNlAFCG0ZylhXKQDJsVw6kERpa1TBK9fj4hgtaEHp6zAAVc6P9qgaYHWRGQ9Mk/X4XIcHXFLEs1Dp1rISL0HyGfoxAxdDzaUhIXFugp+NYuTxGeRpKLyPsBE5gII0iws4i4haBlUWZeWS+gizOoOdnSE5dRs8uECsuocVMNDuPYBbyE5BwkcIjMNu4QmKkLiBibYg74YXe0Ag6JxEItEDTwvSYVAjpheZjIcLOGeUDkkDz8PEJhBf6fKTPz2XXUSIkWcINsMi4rPkhEJFhGgoEBAaB7qFUuCoRpfVDZm7krwr1rHGfTtgDNHoXPOscCn1MWuir0bSoUTtqhx6ZnIQMW6+jRJ0Iovsbq3rimadKyNCoHH2r0kCGjuVwS0xJgkDhBQFCDVFShSKaUKD7EAPMOEHyPH7iGoFMcXR6l+7wGDPeRekxdCOLZqQIvC4ThTJOXXH/0SGGoaNUDDQL0zTo9sKSwbOTJvlCnp7TpVAqc3x8HK2Y98hkMoTlgKcYhkG/34/Wyf0xW6KUYm9vb9yNE4/H/54nJ53OjKcgXNeN2pT9SB4LmJ9fotPpjIc7fd8bm5DD+Hl8LGd1Op0xO9Rut8fL7CMQpJQay2W6rofRci00Tg+Hw783ThqmAcNYfDKZot3qjNfS+/0+uVyOVqvFjRvP/9IAnu6f/K9vmaUSaIfkTiQydY9kP8+djToq1yRTKBN7J4E3nCG2cACX4+jdj/HtLtkvnxAMwbbOYbSacLSHsahRPTNITsIxuyS7syRKArVmICsnMGlC0STT1TA6ZZgHrTwg6JSJPYkh8w6mDuunMywWjumv99HfcOFJEUvGWGtdQ7tRJyHy7M9tk7z8LzAqLzJXfY7A3qW+/CVsp83JUpp01mGj/Ao58SodPUnl5gKxqd9G2JNoC2/A1TN6Kzex31tAn09iull4+RC7eo9TxyU2801KMgulBnErhn5yiG0ErJe2KQaz/GVniRl9g+5cnKlLLuUdDeIVes0L+IlVHmqzFOcFZq/OWWqLAg65K0n2L3bIDnf5aB8WjmHLEWQtOP4UlpfhfkpnYr2PX4D6HsSnYX8P/KCPMblMrLKHFzgc1lyWZyFYv4xI7WIet6g88knMx8knXBKnfToySeOgC7mrFCyT+EdNUj0nLDRNxrDTX+HsMSSHewTpPkuZNpnnJ7m/O0DOBUx95sEb0NavY7V7uI/zaI1J+mqb4qUE+kGHn+wWWbjg4Mo+Khcg61No7Sr9Cy7xvQJYO+xcVPgPSySOdtm9BZ+akDtWWDeWkIOH9BIDut+5zNWfPccX2Ukm0nfIz+1wXLvDcmKa9gOTB/YC+skqtyZe5SBnUNnscLF7wtMnX2Hv8j0sO0PmiwalOZfdT0ssNDOsi8ucn7vI6c92ecAqhfiLFGdf5vQoQW1nC3ewxHOruzy8dY2g+zeYsxnsVIXPeu9xLJqUmhdZvOxjrA2Rss1zi1tMuMvUxBkVN8UXi7eYurGJ1B+Q+6HNfvtDLlUTHBReQXpVvFYLu/inbKnf4I3PXcSrLbzvzbCTdOhXkiS9BNVV0KcHaDygbWjYXYv9b82xv1rg9cO/ZcubxfgwwePZHvlEhSvFRzj3JhE37/DYDfi1n77EzsUKfaPKQdflf2qe8KONx/zWlYAHT2Nkn/8TbtpXONp/h8naDAf7H3Hpzd/4BRien/y7t0LPTHQxkwFKeuE1T9fCC6WU6FhoQiKMDkr3CGQM1CRCDlHSQUgHX3NQwkWigzZEJNoElkLYBjIL5IbIlIDMFCJxgDBhICYhrSNyafRygr6h8Z/+tkn8PHz+ROO9Jz63fvu/RVt4kVq6wqOmx//N3XsGSXrY552/N7+d83T35Dw7OxuxCRkgATACzBCtohXt0+lc1p1cJ50l+1QHVVm6O0vnk1iSZSWLFiWKFEkxgQQIEXkX2MXmMDtpJ8fOufvtt99wH3p26A+0qk7fzP40NTPV1VVT0/PM/3me37PV9nL5boVMNcDulsL//Z//jq+fv8Effu0mn//SNb7z3m3Kuod7ZQ95O4GthJCTfWjefgQhgKwHaFghXnl9gRtzOV69vEq51SYQ0dBCDnL8MI5nDKnnMLtGlaqgEByYwhS9yIkxEAN0IkVERUUQGwh6C0GTQfSCYoEnT9sLpq6iiQaS7CBJLtK+iBBQ6E4vKIiujKUZILmIqN2qt2QjiAoCfkAC2QTR4n5J7X75rKt39htWsH+F2Q9F71tUB9/o7OMEoDtvIcqgdy8z3fLX/gqW43QZSYKAoKr7Ntd/9dz78MQfBrq6pGlH3b8cISM4HnDD4ARxbQ1HAEd0cUQTSTUQ9AAdPYztDSCE4giB4xA4gxg6Q1uT6AhVepL9yP4WdbNCPP4QlhMF18WnpHFaITqtIo4tcP3KRdK9k1TqbWRNRlJEVM1Hudgk3ZtiL7OJonYhfaVSiXQ6fcDAqVarB2vm3Up5F7HQarVotVqUSiVKpdK+ePAfWFHBYBCv17ef1ZHZ29sjEAigKArhcLiLHxC6wgTBodVqUqvVulMQ+yLJNE1SqdRB/RwgFouRy+WQJOkg2Oy6LvV6vQtL9PlQVRXTNA8IzMlkEtd18fv9VCoVotEwtVr9QIh1Otb+x2Z3WT6bRdd1jh750Q2H/x4fhcyvv7Ahh+nJWZCpou0OgFagf+oQoSWH8okerMIi2Q+mCF0os12t4m14CaaacOUYBaFGQIohiDtYQhjp3h7+w4+zdXeOXncYdlYRz8ywMrXMvZBGvB1DvheEsRzs9DMbOETP9gr6+Cidp+tsGyZ/XnQYPenw8jsmhbbL+Il/TevkA1QDYdK5TZqXNll8K4GafoA7f+fj3/wvv8d8/iV++49m+cNXf8C3Lu9gtyQ2S33U5/sJyQbb0iS3p3RGe0/CYJKFazbv/NUyy1+c55VahnnVT2pmlmD0MLRjePeGEcQQF0eC9Oci8PgIinycnJSif7gC2y2mp9bJ6wEGb9W5IID/eADPnIFyZJZifJwJYY2q6+JZNojMPYA4tQNGHKVRRtWgv30K0hmE6y5viKd5QGlTGgszFO5AwYA3R/A9Uaa9DW1sEnGoZHN4PDZirYeK2CY0E4WvGwiJOlXNpjoGvoc78EoPHG+w5/FRL+tEZlZYXaoTM1w6Jxyk3hb4wmxVb5PqtRAu6hAQMG7ZaGs9+H1ZwmsRSDfBAm0lQyvbJtMTYi62wbDm0Ng0UA0Ybj2AeWKDzOIkYjOP/r4SwtzH8PosaK9S8PhIt5PMtsF8pJ++Rp0xzxS5QwEit+Pk/BFqI6cws58g92SBkeuXCESeZqGe47EpBzY/gXsuz6M9CUyvTmzIZX5eJVsNU9j4Oqce6cFfkOmvnCAYB/e8wE2lQl0d4O67X0OYCiGbd3gwe4gp1cfXtf/MTPEwV/Z+wD8Z6eXvn5jg6JUYO3OnOHVslzcuVEkKM2hfFamfahNduon1+CQ99bN8b+MdGsMj9MoqO315tMtlpGQG9e4Qmb55np46zZ2pFqmoH58uUzplky324V17l9JEmJ3cU6j224iH6iTSp9G8Lv616wSFEnOeMUQjSX4eJhoaQ+0ClUgEPX2Rm51hRptxpHYVseVlYXMY0fbwnOLl77QN3jdYYvmaws/6D/HXd5JETkUYTFi0bC/9b0yQrZZ5wO6nnvwKpeQ0RyfP/cj3MPlHffLgIUq496nA+9ccQZS7AVpZ+uF/87bcBQAqARzJRURClDNglRBsAywbx+t0/7OXw6A44HNQRJE2Hpo+nUDQgI4BtW12c1BtatzczrOW6/DK6/DgWfjcTz7Ap//X5/m1X/sChd4P0ptU+civ/idOTA+xt7KIR9HpOBq2J40aiHH+6h1qDUjEQzQaDrbsUNOiXN8NUF/K0WqsY7bKlLZzBBV44X/ucvw+/8fgiXjJlpt4I0e5vTJLLJEk9fAh3MYIStSDKRT4Z7/xGsnUJJqSoV7exW+u89xTKueOCMhSEUGTcOQQlq+HgFdCsRpIBgi0EAQTnCjg/JAVhIiNi+t295FE10IT6AIHm3QDvoIJlgluZ19Y0A33ml178f6PxBXAFSys/UNOt8IuId2/0u0PmOLsh88dEGRln9JsYzXNLpxRVhA0tZuzEV0ku9Ptj7kt1APEz/0XAa61X/+3u2IYV8RtpboZHskCuQNOA+ggyF5kJdi11CQF5BroHiQthSPFET3HQI+A08F0GsiOg+gK1JsNPMoo4aFJ2raGomlYZgRR7obURZ/M8ckBtlaWkYUyifgAFgJbW3mGh/0023UajQqxSPTACqpUKiSTSXp6epBl+WAA9P4FpdM20TUNAYlCoUBf7wB+v59sNovRMrvk4lCLSCRCo9HYb1e1UBRlfxm9cxBOdhyHTqcDgkOtVqOnpwfTNPdJyirVao1Go0E4HKbdbh80vnp6eohGo/t2Wffr962tUqlENBo9sK9s2z6Yjtja2iIUClGv1w8uUqbZ6Vbf6dpphULhYDLjx+mxOW9wNr7I7CsnmXkmy5ouMBxzWG00GQkkKZR3GftwGnevzM5ggr6GRCUGVCZZn94lbyXpl7KwdRjRzGMeEygLEj3NAG/2L/PER8FcnmM88H7cxCy78SZaJYfrqrzsr3Divbv8Yi9s/s5NhmfgX8aP8HMfP8bDP/8V/tWH/zl/q+3wX37qSwx/cpA/KFzhsUaHiVoUZfQZ7v3pTfLSl7kgwaUVKHT6GLtbwP7sETKBNF965SIjsSt88Q/LzNsw3Asj/+xVvKUCn/m7bT4bGeXmLYPQT+ps/z8LHPm//PR7B6C/jXPyn5JtlPjjT/8ifzP1PL7vX0RtLPDyepAvfqJKKgr+cYhcqjL3nMwjvYOw7LA31CB1c5iesXtwGiLfaoK/j/JnLhP+vpebP9/E+xaECNJ+IkNoRyb0eB8fKN4GQcT2qTRMP/fGqxwfXWXlCoyeeARx/gK3YnCs5WGtIzDcv01YH2Nr10Q73Uti3EO7uoZeg/IVsA47xGswGDMhUAfrMWoDF1gTIVYNoORCbD6hMHC7FyZEqg+XqCYeIFl7A4a3u3VzZQd2gUi3meX7Ix85e5tJCZh6Gl/8HZzMUV4+d57hrSc5HHwD5gdhaIMF6xtMJ5MYX58h9uACa/1jnFYfwGq3kP0L3D5U4Wjgaeh/hsTcLHtSFCmTwr24g336MfSNPQY2fgG39wdsHrrB4F8dwhjZRDx2kvwrmzzyhIf4yBLCGw/yWjaPeOgB1KuXufO2zclPmUz8QYHwTyTpiUex1tZRieH0v8fFY0/wiPVpskMGZ43HmJWHOXnzOtNPnGXs0GvYt2fQz6S5OvcqD/+CQXrvMRZq7zCzZBAolhkxT5EWdBb9RaK9Ju778ix81c/0MwWSFx5jcdii3txj2G6RnAwTGTN44/Yu8eFxbC1PHwvonme5N/t5NKtIbuQklvxhnhr9NjsUsZYMhp6rkqxOMnB0ipJwG/OtoxyJpSluXufJs16uL48S/eQcjXcE5uxFBh49Q/n1MD2KxaWNXYbkFW7fHWeuEsEe2qPcN8Xl9fNYCwEivpO0/P/t97B/+MLz+u+/ICha9w+jov7QKxH24XOCAJLUHVSXHQRVRNIUXKeOoJX3AXIypu1FDkLbEVDjIfBZ4Dbp2A4NMch3L+4yNpFEdOpAk6VFKNZF7mZE3rtjY3sHuHGrytSRMXwRP1/5apb12ja5fJ6O6+H2/DYd14vsjWNLfsoG7GartC2JzWwdRfSj0aHVaDA0FMV1NepNi0q9hmFDuykSCrY5MqFRbznM3oNKE2xJpGp4ETsFHjnXS1/K6u5AKR2yhWWuLxU4/fgniQ8fIZxKsXD3KmfP9DI92MTBYrso880fNPny60WGTycI9YZQIzEk20Xx6eDVwSNBKgIeDSEaQgyHcFUFJRzC1VREfxPCEihp8AdoWCUUPxguKEGJlu1iqwKS1SXY7MOWsZz9AtR+VEcURbCdgwsQ+5V6xC45uft3092v4+9X311wLAvH6uDYNqIigEdB1EQEyUYwf1iquj8x4e7neLrU6/3nF3UE6T43ydhHCYig6eDzdpHKjg2yCloEUe1FUnpATuznxww6VgMRCcmVsaUWltXBFlVcIQCCgrN/WXJdB1fs4HM9mGabumHhSH4K5QaWpRCJRBGENrVqGQEJG4FgMEihUDi4iED3khOJRIDuirmmqjQajYMA8H1oXy6XIxKJHMD9PF4PkiQfQCjvh4Fd1+mOj2YzBAJhRAlM0yQa7dpIuq4fNLZKpRKhYASPR6dUKuG6LolEgnw+j67r+wKqa4O5rnuwru7xeA5GS71e70HzqtVqYZomsiyhKCqO46AoCq7L/lJ6G1mW8fl8uK77Y7WW3nftN1/YzB0jMjWLd3qCrcUNegp9RPxHacgZPEETrbcfZSNJcOYeW4E42nAMPT9PeOYOvZEm3HC5Ei/QWwzTnigTPqrTUVeJF9PoYgIzGuTLL95i6oyN1nYIJdpc+EuboK/GW0s+XvwzOJJ3+MsWhI5OM+wpcPMlmeVMldjsmyznPezV1gmHerHiIUIZm4o2T6sl0xjeI30LDMfPcdvDrK/AgydDFN4OY3eOEDBus2Ucx67u8ujhflYOdXCDm7TWx1jKrnBV66Fdv0s+vMvP+UViPcdhIIjgtFm8+RJX4x2iPT+JMT3BltFm8vI9zh47SfoDCsJclavhYb715SJf+JsS7U8/yGTLh/X+fpqDbUS7ihxOQjGEfioMM0VS2Wm2A0cZfTZLKPsAtbllCEio6TC5vl5UzzKBVpWOIZMTNMYeTLB7Z5PU3iTJMZuv7ZQ4vWMh+YFUg6hr055ax1Mp4bM1ZN8AC8EIfc0d7nkgrtqwM0S2Z4u+NT+JeANlN4QRyhIzS6ybNmv3cgyNqNQckXDahvEGLJzCiYkIoTTVJYNA0YW0gVwPET/ZJrO4gpjsMDe8zWPFaRK5K1A7AsEi5G0SkxLuq1Xk0RmqKxqp+AJoJ8gaX8HKRRmaeJKVW8fYbuUJT8cJaS2qsVX8jQaBlye49bhE2vMGkjbDjt4h4RSQAyGiukI5MEhgZ4l7q2OI925RjBwj+94e85ExxlPbFGsGnZnD3DWukfKEOf2OTf20l8IXEtQ9azxo1zAXP46nOUd8oMKC1WQiOcsbiY9Ru5dnZazIMckkFK4zsHaUq8Idhnq83NxM8DgbbAayFFMBfFkPJ9+6w+jHveTzBlJugHA5jtm5x6P1I7RQWX/1EqGRINqjJZJvPMCIR2Ar1WGs3eFIYphRr48LlR/QvPIgJ/8HmTtGg8OJONtLRfYev8FfX3eIlAaIKhYb4QizkSdxb79Gw0khJSbwFqGV9XFVusewmMc4sU6u1yTs76cY8jB4yWH2WpWThxvYtSDalkvaOkP/meQ/IsPzxu+9gAuO6yDqGh2ziaSBq4i4mgSaDJqE6K8hhNtYThFJNxE8LTqOw8UFnW+/1+DLN9rkdmykSIzgSIu2VKBeh92WxK0tkb/4TpvN7TL9gxod0URTB7k2X+TSis21VdgzvSiSyNZmhb36bW6tZPDbPorZTUJhhZOnj+G6IpoSptmCRruD5Vpka3skw0lCaon/89cf4KNPe1CFIvfu1ijnGkiIlKsdMtUmjpQgmxvl3VsiE8eHiIYq+DWT/liJE8dsBvrrhOQd6sUFbr5zgavvmazmBHbKOa7M3qRQ2qG5lyWhh0mPF5BCSX75N6q8dQtiJz7KV165zh/++SaX39hjZBK8MRPHI9KyG2hBL/jDoPlBSyKGR8GTRIyOgt7AVgK4UR+mH+S0BycIejoAniBKLIql6yjxEPhEXJ+MpTg4oousgySL3RwR3aq4c58A8F+DDPezNQju/gyHs1/R36c/71/3bGwkTQBZQFABQesyigRh3yL7YYbZ2WcBCQCeKoLcBNFEUGTwhEH3d6+ENHGFKo5YpS0cQdHHuovrrQpW6TKusQHtChIKktwBsYYrirhiE+QEVmcSxwnhiE1c24PthLBcnYRmo3sV3r50kUhiGFUJ0mqC0Wrg97EP7LOpN1sEAgFisRgAlUoFQeiKoGazeSAkNLWbkzEMg3K5TDqdPrCbNE0DuiJDUWUMo3uVKZVK1Go1FKU7pVKpVBBFga3tbWKxGJ1OB0nqZm9yuRzBYJBOx6LVbB+EiTOZDLVa7SBjdF8YVSoVFEVhd3cX0zQPrK77mSHbtg++fv81plJJstkcrusiSTKqou3Tl7tC6z7j58dqLf3bN164vOcyccpCzkehUyQ7GSVy+yLquIY2vgFbINh7EC1gLYTxaAHknuugx+GLSX5mU+DqxTK5M2HyFyT0kTViXriq1onUyvwgU+LzNxzu7XT4gDhELX0csS/H9+4GubNRQV52qA7EmbPCHHOWeSMosZuTWUm12Jg3CA5PEBwPc6Z3mcDGcbLCCIn2HnIEKm+UqPeoNGMtfunTDzPzK1P0nwfn3XfwutdYG7YYW9ql2Eny9mNhPK+W+Ma3jtM3EOPQM2sobolY+BCDJ/MMnKsxtrlNLfQKN985z/xLEW7cLLO+KVK/eJuOm6NZzrMSC5KcXOXGsMpXPjjMlZUqJ+pHWdy5wG99f5OVf59leCRHUB7HjDpI/hXEshdSP8XVQ0ucFO7RSB+i7akROfoQSmeB231xet1x2rKK8VSJpGphPepQTVUJJVM0BdBnohy2CkgnRG7d1enLT5JLbUDZxZsBemyEUJnEQhk1B/EEFE0Xz16ZxViUATEHZ12y2018wQjmchK912LQmwApR3ATsr01VnQbx1ojWC3RGQriVfag7cBQCl/IgXmD1o0oc5NxksEqel6jtlPDk8zSOB2l0NfGnm2jV4YQhje5ZdXoS06C/n38q/8EPRrGXawSNSv03Gmz0dgm0u6wdHuHEe/jrI+fZ6h3ky3BJfvuIPbQR0kGY9SKt5iNtZCdEFrMh5qcJ3rYz+xb/4HGuXMMhuNIS3kWAn4GnQWsppd0ZYGNxjFGtTCXf7rKA9c/TEEtU5C+R9DzHPqx65Tu9XLIm6D+yiLNExu457cZSpfZMacJyzf4Zn6IgDREYsLAbdapqlmmlvuZOhlkcaOfr01kKN95hNETKpcD6/hNL7/WepMnDgWZTRiMrsZR7hjc7YlwWohz17pDxp5i93qOvocGKay22T7xHsxH0SrXyWxNM6hV2amNMzIb5q1elfBOhngsxtF8lTdGBcSNOlHpIlvCDPO5LSKpNdR8P0NjAywEHHqXNjm1ukP7xFP0NSucDw8gHu9lQdtAHL7KkYF/xJaWcOH3XnAsC9M0mb2zSrLXj6s6oAiIPhFB60Lj2lYRy5WZ3WziGRym6Ab5nb/McbVwmHXxMHcEFU2M8dbtDUYPS/hjIUID47x4w+X6uo+NvSS+gEJHVoj1+Wi7ICgubc1EDcLyUpO+mMHzz0sEwxqXbzbJZlQq1RaS06K8u0ZSLyDUdwl7crQ7JRYWqoQiMTCzPHnW4aETZarVPKsbTfJlD9lcHRCoVTukeuPYGJTMJo4k0Cgu83M/4ePUpMLzj4/z+FmJeLQDjsZ2uUzNha9+u06pkiK3W0cx8oiNLT72NPT1VHhtDRrWp9ir+OgdS3Fz7i1arSSKksYUZN7/wY/y+oU9jvY18akqja1dmtkMrcIuYIJdoVXZoJGdxdMxEDUL0c4g6wKOqSBaDUS73r22mXVkXwd8EQSviujTkIM+lLCOGPSAKnSFqS5iYYFX6YIXVXBltwtfVAB5X/SIDq5gY4sOruggiBKirCDKMqIgY5oWluHgmA6CY3VzPJJ4AEIURBexy5jkYNdMA0EDFLB0i45qYQomqF5sMYAghZH8gyjaGTBWsLLfxSlfRXaqiK6A4HYQNR1H0REEGduNIEsjCMoIHUHARUO1e1BEEVlyEQU/grmKpivcvLNM09BwHJFarY6qiKyvrRCLJ2i12phWd0G83W4Ti8XQdf2Aw3P/QqLrOq7jUq1W8fv9SJJEPB5ncXERgLGxMXK5XHc81LHwen0IgsDOzg6iKBKNRmm32wB4vR7q9eY+p6eFbdsHORxN07vf4/ERCAQoFgtUq1UMw6DZbJJMJrvju/th5Xq9Tm9v70FI+b5d5bou+Xy+K8AU5eA1S/t7Z4Zh4PP5sa1usFnXu2KuUqng9fiZnv7xETy1a7/yQvRUheD8Fi9e2CSlnyLtGURS1+Cwl/fcMRo7C8TsBowoNIQAsljEkCP85u/v8PfmKfrmetlOTlLevcK1F3W8vTMcOb7LoDbCX9wuc/3ap2jelDgaCxGs6Aze2+PuQBAl10fet8PAaD/n90qcCYuMn6pxLFXk71YKhNYUAg0/1cg8lXtZ+jM2tdIqD+uLrGk1vvNqCd/ZEBsdD6eOtvhXv2gRrK/yzp8v8NazAj7hLOHeHf4y0kNvXxCuVhk5JDDSE2bx5hWef9bm/T8xxedOe/nsYx5q/hRaahJjZ5Hb+SHevrxEohjgVu0KgdYyaijPB/zws88X+Oa7cPbyr3Mle4vh4yG+HbnNxaqX+KrG7sQRfunps7xzfY/p41EkZwAj2ubWyy9zymqDq7GQT7B6d5gB7dsIkSCdFkQLF/GUs3i+6WAMnobZbeIxUL5XQffZ4EmBsgm5p0g+uMcd2yBlNgj1QKYPnOAw2T2TyIhI200i2zU8egpqdQKxGupZF7aO0T7XwLUrKMfLeEQD4lW2cpA3bDabJid2IWhozI3oaJUOxfkWgZmHMZbnkN9nkNnwEz7qIZXMIft8+LbzvOXrI+mL4l9rE2hVMAchf0xBahWQy+cISRKkjkDuMRieQ1i8Tik6h2e4xsasTSpzld4Pp+FQiZDwIZSaS2yhh8R4mJxynZCssiCd4IGNMfxLTdbaRxldv4xn/EWijB8AACAASURBVAm+2SyhvjeC76ZMPbjNwHyIO+ENHhRC/KBvinL1Gg/1DbK8pDAytoBbKWE9+gizzf9I7MQwhcYmPqeP1JaHi3EYffgcU5drBE4m+PPqt3hu08/M5OPMZWcZONpPvnaGI0mDTfcGNzpXWMmk+fVHmuzM32TMjGI668jnJvG2a0hXwblaoJgdQfZ+i/RAEpc7XPAP8kj/COvNu9y4eA5ry+Q1v8YvSAPcCXeQkZmea1NO+5nelpE8Q8juO1TGejhTqCNOnuZS5RaPDEaYEXxIkTs4Zj9DxlHU7RWGSufIJjYIWnE2j76EoSqYX88TubvIeP9JBiem/xGh5Td/9wVwcF2HUrlBPOUHxQXVRdQkUEVQRGzVx9quyG//p26wrEici3crFI1elneKKOEA21sbNMw2JyeDjI0NocT7+a3/eJ21PZFiweXe0i572QaZXAOvKrKzVcMEOjYU91ymBuCB422uXG6SyaaJ90eZmDpCPt+g1erQn4ZHHtJJJix6EkEUsU1+p0l6UOTMyT7cVp7FZVjbkZhft+ggUShXEVUdWVRxBRvHbVPJ5nn0mMD7HhvAp/pIBnyUy2uUSh0uXm3Q0QOU2gEuzxuUqio4Fj3BEkenRE4fF/D7XF67ESFbSODKOpG4xurGMs22SMusY3QKnH/lFsvzNX76s3GQBdROA8fuXl18g2kkr4xjlmlUq/gTEggGSAHMRpCL5wv4vKBKJlLbhJYDrQ5NExRZBkXuxmkEB7xa1zrSJfCo2Cq4Frj3h1clEVHed7jut6iE/dzx/ui5IMvd3JYoI7hS99LiirjW/hXH3UcTHsAU9/NC95mCkoirCgiqBIqErQjYqgdJ86LoPchKHFEKgRyBVpl25SaSu4Us212VJIRwJRU8EVAiiIIPSw4hiL20bT+WWEEUbUTbh4SBKBoIYgPVzdIyO6xvVmnbfkRJo9loEgz4aTS6F5hqo4ZlOcTjcbLZ7MEMhKqqB5DA+/Vxo2Wg7ttafr8fx3GoVqvIsozX66VcLuPz+ehYHXTdc1ApV1UVr9fL1tYmHo8HXdfY3t4lkUgc5Iega5ul02kAWi2DYDCIz9cNJwOEw2FCoRCNRuNAkN230WzbPiAy388H3c8g+f3+g4q6YTRRlG71Xdc9+0vxLqrWbaN1LzxBDh360W8W/z0+tD/7rRf8LZd1TwO3BOnpCRqt71GLebEaIcaqNp4+G0U/gXt9h+k/tZm4t0elb4aXbm5yr6JxhVUafdfJXAgi9VWY7q1y7GeCOHuf5ld+dw5tpMxaoY9vv3WNz1tZTrwOZv8eGx2XCa1FX67C4rs6J9JV+s/IXLgqEu3McMxpUWtMclvNMbVqUj42yuc+Psa8b4epcZB3IHizTXBc4vnA+1nfXeFmMcal40E6r5ZZ86m0vw3Ctkg0m2b33AKZdx2W82s8nrT50L/10VpJER5y6VyxGKov8up7S9w2IFMXWV8OcKm2RdlxeHAYnFGF5KMOc71w/ZbG3PIq6ZETlMlhXMyzFXHIbLVp5re4vB7kS9/q4Zc+0+Lu9BLpHYd0ZJytikTw6SjJ+A6RKxnePJphfLVG8CMhCpUyXp/K6804piNzZ63IREuEgQj4yjSeeARVbDMbukFPViH/iELMCSK7Z2kcrhG5vQtih7z2ALJ3AW3vNLnAIr4IqIFjsJsBsUVtuU7UTCLdClI1/bgpAdd7FM/mJpMjfYj1MMVygr6tXW7oIocHO9DYZN43hZz3kZAN1mtFEmGH9qZJ1j/GTGIdn1MB3WLe30PnjRGiqQL+/o9jOH34W+twMYsVvIBYUOHEArrTxpIy+BoPoX+kDpdTMP9+hPC3QHe4PNlPo+jvDtbGU5C7xVKrw0ixjOfpIdSxXRY3F4m4BuFVh7cH5jkUOcF3wqvMbKmse2usXM6Q6K2xfLgfY24b69nH2VmZhc0BKsEJEnNNVMUiNp3kmy/WeNa3gadsYn1sAlZqtPpOc/heCf2Jt8nuWDRceLTwHuleP7cHxglXt3h/NIB85RgvFTPsJlSCxGlc/w71sMq0f4e5D8QZHXZof0lDeOpzOPMwvO0nbubo88WZTr5OOKEyUfOznVihaKdREmNUS4uImw7OcyViCzs4GY26vk1wbpvMgMpmCUKJOrvqBNNzU4jHIrQEi2b4FPrkLit34uhH9rhSCdPviaBpBQxqHC2IxB88/f9f8Niv//YLkiQiqwrJVAhJFxBUB1ETwa+C3rW0Xrtb5huvW9jJz/DmpsyX31jkXqaJ4wookoXcbnO3usduBp45McXQwCBL9Tq/85erNDopxE6d0dEwrtZDpSIwe6WMT5YRLR2PqvG+p4N8+qkgqqlw9d0O6aGP00pJlE2bRDrFA2eP4zTvMdlvMTMZZXoywEc/dITVlU3evuIi2waZNZv5lUOE+z/C9GPvZz2ziqBIuJJE22pRaZpY9TCdQpNf/YWHGD/cTzw9gSXcpdEus73t40t/62dh+zDe9AeYLe2yfG8bhQY//ckQn/jQGIeHj/DaS6vc3hgjX9EoWwV2y0uUqg2aRpBGWyXor/PHv3uOn/hkDD9ZBF0Bx0Tx6CiqiouPTkfCsmSiySSuukfLcXj3usQf/0WW733fg+ttMX1mFEeuYhgD3F2o0Sw2adaq1MtlmkaVjuQgaRJCQMP1Kdh+FTHqQ/ZFEWURXKubgVZFBE1C0GVERURUBERVBhkkTUGUFEClm29XEVAR0JAED6gNRKHLKTyotN+f25C6z40qI/gs8Cig60j+PhT/OLJvBEFOg5oAwUOtWEV0v45EDdGRcRwRUVcw5BCOHEPyTiDKQQRRxhQDyFoPbSdARy4jaTVkaggdDZw2bfcqnXqJRtMgl5fw+JLUazUsu4Ntuwz0jlOp11B1iUwmfzDbcJ86fD8IfF8wiKKIKHQX0BOJxEEuplgskkwmiUajyLLM7u4utmMRDHbnGjqdDtFolGq1SjqdptPpYFkdNE0/GOvc3t4+WFMH9nM4HUzTJBwJdX9JJYlkMoksyzhOdxC0a391SCQSBxMX0N33unfvXrfyXiwSDAbRdZ1KpYJhtADhICtkGN2rk+Pa+yJIR5aUH6sLD+JvvsBShcyxaU6c1VAQCfj28NuD0GPR6C1zt3KIrXcL/NFLWd5XfIa/bozzhe/ukm00KDUUBofqZC4GcKol3u71c+7oICOeYV4thvniV98lu1TF6lE4MlbkmWCCF48WKV0Eswcy820OywM8OD3ET31WY9xTZHbO4c7GB1mXxunNSIxHkhw+HaMaXuOzyXVOR3oZOdnP05/zsbBa4b3rJtXFBhuTOXZvlPjErc+gPPcYq2tvsTZokwlZ+MtbhHdHEU8c5s5dh//9TyKc9D5G4vhxavVvUh728d0bJ7j0+1mEzLMsPfkYFzNVKmu7WAMu7//5o3zmIyk+lY9zpyrw6sszxNSn+M7uJVLBLc7PtZl2/GjNITpCkTf/jwBPftYmlbtOPNpGsG1IbRNwSwh7Sc7v2Xj7lzn5RJR2x0FeLZDdGOf3vhbki/8hjmou8cwvD+Lf9LLV9qC96OXa7EUGWzKBP+tw7aMN1Eqb9K0ZioMXSNTGmT00QLo3T2R4k9uk6L06QM5cJSwByTiGm+fVrRBHjjZomQ3UYB3JJ6PudsgXNkhNPIm1souoxfDsDVEdzDJhtmHFoT0GvfUCnoUKnbFe1jWD3ryFHpgiNGYwf7uK5zQsxSMcZhB7ZJfGyNMEhWXcARttegxGBO5Zt4g11qGZxI41UDoR9BM5nG0Xe2qGq34Hbek43streM59ivK2g2cyxJHMZQSpzeGpJ8HJo9p/z87iNziPy04tSqDSQiz1Y9y7zWT+EJG+KBHX5NGEzd5cmah0HGVdo+GUGQqVeWZbpC8BtwffI3avj3BrgtPvu8rLC2NEIgK71WXmthuYl9eIfPZZtO+PczyY5s5eiw02aTw8xfzFKsoPakTPtJnXriKkHqHZbxK6FMaZGsHzTpqx4yPMLlXZfmWRvl87RHnlMslQljtDUca3DcTROIsbAuWxPCciMkZF55iRIRvxYfZLeAIWo6V+XK1BX3KGgWKF99LHuduu8FNajQ3fMoO7p/hmOstY6DY3rpVRi9vMvWnzs94kL7XniZofpbe8yOHWSWpHy1SNHqaO/+j3sH84w/PWn74g+mQQPSAbuKKN4OmDsEM7lMX1igheh0t3mtxYarIj+sgKZWy8aPYgRnMRR6qws1fCYw4R9ig89miYVE+ZqJjl5VcrbBTaFNwGw4ljTAxPInh76egNFvMNyp0wphAgFtI4Mp3C1erc3a6zsRHGzDSR7RbBoB+r2YHyDkd7DaaGJAb7AtRqObyROq+8DfW2QlnwkZzqwxMVGRsbJuAJkIrHyW4u0DI6KAj4xDpevUOztckTj83g1ctUjGWyWY31NZuL1WGOn/sIgXAasW3RytWxzCqPPB1gdCaK5bR5951dloteckYeFRAbBmarAYqPZ5/5CE+fWuDU2BoxvYNjl5GjOi2xgVTuILoqQiSDKTXZWPcTDwgY7SKNeoovfNVlYcvDegYCqkUqJhMNVFleqbK85TAalfH5ZFzbxrZFtlY1NlcM4j1g2RlkRKT2aSwtjOiLIPj8uKKIIFqYloGk2+BzQXdxNRvR4yJINp2ISUtpIfg1RKWDoFRAdnAkBcnaJzYL0gFgUNBlHEXA0l1cn4jgFbB8MmIwju0L0/BFMDwJHK0HWR5AsOu45jqOdQGnE0JEAauB69qIcgdZiSOLfizRj+jVMN0mguQiu0k6lgddi9NuS1iOjehYiKzjGJcpWw1kH1SqJrVKGMQg69ktWrTQ/DFKpTqaJpHPZImEgrQaDVzbwqNp4DgokrhPrXZxrA6SqmJ2TEzTwOPRqZYKZDMZelI9KLJKrdGgVmsiOA7JdJpSpYzu8yLLEpViCXl/tqRYKhOLxWi1WgSDITKZPQD6+/sPRkAr1SKi6CLLCvV6vbvcvi927lturuseZHvs/auOfz90bFkWPp+P1dVVYvE4lm3TNk1CgSDNRgNZ6VbRRUmg0awTiUSoNWoIooCuqxw69GM0LfGHf/LCmqOS1A3spWG0isHa8DnCmkw7socQ9DHqbpI9W+Jr8x2yRgAhIrFTs2lLUfqmF3mz3MakidyJooox/v2HUqiZNqPuJS5ea3Bts59K/zq9vjGmDz/GG2+/j6fDVd68tYO3BTfN4wwlFYbHh+lJL3D1+gRmLEcuP0Eu+hatCUjuNCjaQUYCk4Q/VWQKmYXNKsMDLV59UUM/quBsNVnzifQ++TQLYh/2UxpPd3TqV1cwEg65tIQ0u8XZkSyboTLPnjlNfUhn7fwljFabreYuC8OfIzl0jsjgYXqPN/DvVFGuFek5HuXnxgJkEgW+f17Eu9VPvu8VJudjvB5eo6cQwhLHefTpAWYer+KdWueBUQHz73XUTx0m884G/rUg2d5h/IE5BgUB62oUz8YMnckC9TdH+PyXZNbXF2lmOiQ+3sPDBQnPVIXvvLfLuyGHT0si76UMIsE2tdkRam8UKTVheMyDEFymRzqGVNQoRT/ImLXE8vMdRj0dCLWZe9si3d9ifKCBmX6Q3OAW4bf7sc42aNlNgmMpcvkAPmWVcsTEE6whqBmyhkOgFUdeakK/Fx4SkXYK9NoWmxaEZqrUrpr0Pz6FdatMvLfG5uAwrjVESNLZlT5Eecsg9vY3ycpZBlfq0AeUG7AgIBRa7LT6UIfOcFcZ5FR6Fe+bGju/OEMPMTpJk1W8rGaHGVfTKEsVKO/A2j3aET8PJtdZ+WIKTT6BTyvy3RtlVisL1B84SqcZ5ty9KutOjbqiEjyyQUPd4PGol4WAyN/e3WQwqdHf9xFM7btkrzh0UgbDskNkSKGwnCZoLHI130974l3CmsrVix1O6i6J1hE82yfJ//MrrK3+DKbRRG7q9N7w8Zo4y2jyUSLuHeaaXmLmPJ76UR4q9dKO2OxlTuN+4zXcoxso/jNUhwscE6OoezbpniPMt8LE0jFidYPt3SZTzTY34iovXrxORX+II+eKFN+bZXR6nEt/Bda0xmOay7dXUpzwxakEykzPwNrALKF7FbLaCt7BBr1tg86NZTY1ndMP/GiW2D8oeMTL/9sLjttAkC2IuAihJuglGmYGPdDBtVtIssXF2w4r6yZX72ZoNqs0S2WEao4PPKrwgSd8fOJDYQamdfonGyxu7TG7bLBXt7m9YhIKjuBTLASpRNMVsWybbKaMYWisbBZY2yqxs1GmP2pz4vA4/b0OV6/cYaOYo2lV2N7dYy+zymBfnec+JhDuaWOIFo4a5I13y5TNCWRVo9Ew8eo9bKzkWb67RafeolNr4LYqBMNe/B4Pw4OH+eQnn6fVcXnn3TnefnuP118qUC/J9PX2Mb9hUcjmuX37HfLVVUQhQrMusbOa5SMfeD/xkIaxu857a6PslJfxCj1Udvf4uZ89QqORoVa8zq//i5P4nS08aotWKYjmBlCUOkZHoCUrvHzFx7/4tzW+daHM984X+YM/gD/9mzqv3TWoqgZqj0Y8fZS/+vo8u/kIL59vsVzQ2dwxiY76IaShh4a5c7dGqS7gaAly1Qjnb5hosePYioDscxDUAq5mInpEJMUCrwqy1QUJahIEvRDuRdIeQk324PqbSEEXPCEIgRDtQLQBURuCNgQdhKAAPhB8XY0sqA6u4uAoNrIaQZT70fSz6OoEihTvzoMJIoIYQqEXRdrDdqtIQgdJFMAO4dgONk2QZSSlH1mM08SLLbboCBu0rRySWMK2N3HdIka7gOUKePQEluUQ7Yly/cYaNjrR2Agra9sMDAyj6wq6LpHL5Ekmk+zu7hIOh2m1Wuzt7ZFKpcjn8wf21j5xiEa9hiiKbG1sdS9AgQCtZhtREsnnC9gdk3yxyMDgAEa7jc/rpVGrY1sWsqJgdrqWVyKRoFKpUKmUCQaDhEIhWq0WtVqNZrOFYbQolSoYhsHW1tbBinu9XkfXdbxe70EuaHt7m7W1NULBYHfZvVhkZ2eHra0tgqEQoVCIXC5HNBKhVCrRNrvCyrZtvF5vF3qoql1AoeZhaurHx9K695V//UJkOsL6kE7/YwVqThunsoHcX4BWFmFdQPH4Of8XdS75dK68tc7VrTVirV2CDYGZw2d5/hfLfGxghA8/DsmzLf7qcohM6Q5bU2N8YXmXD4+PoGU1Pq1U2CuJXHUW8PQ0uNzoYWlZ4EqmAFeClGde44HkTzAS3eXuWyvYsxfZtMqI1SmcvMbZwD0e+R/XGVuqIY1Dez3AhYzF1lKMttzLzvwuI58Umfv8FMqN79N+zyRZNcjKu8T8CvJCm+ixI5x95qMU2yd57ze+z525K/z591PIlwuc6oxxMXwLp9LGfu9Fri0s0fxaAjvg0H83S+zMZ5hQVawbPt60YflrKxx66Dg7by3yL/+nCIcKO9wtzfEb/+4Yp8a3kPM1lFSTleUsqT4HtDaBgTrfeMniuf/X4k+ulFn8ez+/+u82+DcvKSyureLJDGE+sYt9zccv31jFvTLI+Y0CvmqHr96w+dmHQ2SIMhnxU53N8Z3BKj1hgbtBhz95S6av8zMYDwrEpDLBzQBiuwq+aRKHsjiySXsQcrNbDNYS7Ig1woEeVO9P8m68xUzvJuLhGTwVhdbPNGjcrWFWIPQxwCfDSgvCJ2FMpxIp0XMdioZD+IQXYX2T271PMHjqcSLuKHOTp2Grw4hnmFg0S/3pZ4nM38NOwny8SUQCaS8Mxw0CmwJyuYeEfxZx7Vn4VJwsEtFLa9xOVXDe9fKUcB6lfQX3EKy17qKoO3jHNaSrDrnBI9xbvsPisSoPBR8k5w0xuLFBjz/BpYdXyWxtk+oMk7vdwD/ZQ7u4zMtfr/LpT51BuC5THzdovvs2VeUhPNMKe3mVZDXKrDHPnZ4MH4oY9Esi1c0y88sdWkdUtJsv0/+sjvIXEjNek9wdE/G4Sy85NDPDuqYwMjaJ8uJtFgbzpJ/LMz/bZL7/Jod8CTa9FtZEjJW7c6zrHgrnDTxuktSowtrCGvPqFR6bfJIfbM1RHz+MW9hgM3SJhwtpFtqb9Fxucjt/Fc/bBvpgjZ6IQ8tZRgqGka7V6BvxotaH2e0k2clM8754kmWrwFqvn/L/x917BVmSmNeZX5rrva1bt7yv7uqu9j3tpsfPABjMYEAQjqA34oraXSq4UqyJ1XK40sYGSQVJaVdkCJJICoQIggOAhJnBABjf09Ped3X5qltVt673N69Luw/V6N0HxkaQb0K+ZGRGZGbk24n/P+d8Z32c8//dAOT/fw/Phf/wquCQwVOmZym0TJVi044lDFOtumi3TVo9BdV/BMHuZXu7SKWiEXJLCL0en3t5H9MjEkl/GqXtZOl+iY3dKOXKEItLFo2GAKaO1DRQ6nacAbDpVdROFUvoYg+EOPP4i9jwEfHn8Drr9EW6DMZVthvDLCznMawAouVkfMzNkaMT7OYs/uobVf72+zUk935mjzzH+See4NrlG5RyZbrtDk6pi95aRW2u8Ymn+0kOznFw/yy6YKOsdDA8Pt6+dJ2F9SbbG3D2/BBD0z1SawbNRodmq0ND77Cdr5LN1xgbdOD31Jjpr7B+q4AY1almu5hKjhfOG/z0p8bxuIe48O4GH38xQix6EPRzXFxfw+kW8NlVrm9O8bn/PsPbDzRwPEatK6D7EqxuNGlioyvrtHQIRN1s79ZpGibVjgdf7Dgjs+e4sXKfW9sdhFCCQivBf/7mGkXdz4cLbS7ehe9/1OStG1lef32Fr319l1jfcyhaH4GkiWnvoAk2bLYogk2lrar0PF6wTyBFx8CTRHBMYrntGF4Fw+XDdIwg2ofBlUBz2sDdw/LoWB4T0WMiuH0I7iSiZwDJvh9sgyAF9zqCzBqGVgC5hGG19jirtgCCO4ikTSII+8A2iiUIWLYg2BOIjkkEmxvBYdGVkiDKiJKAZm6g9tJYag+H5MDp9qGJPTqKAZKMZsH6RhMLD97gIIYJhq5jl2VUtUcouBcLV1WVSCRCLpejVCqhqiqqqtLr9faEgddHqVRidXVlT0zs7BDtizM1OUOhUKRSrWJ32AgHg7g8bqq1GggCbpeLYr5AvVZjJ51mfGJ8D2Sq60iSRCaTRZJkXC4n+XweQRBotVoMDg4RiUQemZoNw0B4SEX3eDyPIumiKGKaJoFAgFg0itPpZGVlBb/fT19fH5OTk7TbbWKxGM6HokZp7YmmXC6HLMv4/X70h6kuSbAxMzP7EyN4nI0vv+q4JRATUzR6TQJKgzfGLMZzJmZqjKYX9Kk02+0jTF8SeKO/RqfrJunRcPScfPZXZaKNJmdObpO50uDy37ZIh5zs1lws/WEeDIvuuoXR3E8v3ebSyShnjQDrqXXOkKUo+dj3+CEcIw2G3U5uxtd56oSE0nbwYHqSpeU4sdQVgsoJ1j+X4+RpG2mhw1/8aZyvvrlFKD/AyZf+HS+fjrJav8rN64d46unvUpArPJYR+P7oA/5l2Ik+eoAnf2MacfUwsnaJ43KHP9Pukb7TI7hdZ+TsBL7zbZxvqyw2imRXZHSzxX3nImW9iWdKY9aUsfqr+ISLaKky9aDCR8UVvnQCPv/Ts6T8NtYyFQ4+1sdu5RyD6gDfS7VoPR1FkqO81pzgv31ym48uQHfmU3TvLNEcSXAvn2daTqAFPPSkbVz2KRYWC/iKM6Qa/ZyzvohyfJrra9sU7osYch7JNs7/vrpLn3KMP74vcO8/+7l0a5WbnTR/+G9b/PBPFM4lZqgYJqHDGsu6l9hEEXk5iu2QjTW3A8GXBLOGS9/HyNQ4m1sadv8wdgRs7SDu/ScITPngQA2l7aUQ0HAO9SG1FhDt0PtHLhgJYq0lkA98mmRihY9W57Ey4wTTl/CPSWwuvoner1MIrEJlCi+fJzYRxGjOYk4NI2Vy5A508bZCiDNHMR0ecsEtGuUK9uh+fM1FhNZXaIkB2rUB7OMldrpJ2sM2ir2zNIenSYgBjCu7mMEOY+7DTCcf0PCOMyvH2Z5RCW/FiG1X2OjzcHR4iO/ezXK4ZHBnaAjxwLvkb7XwWyP4zwTYSKVZu1mkLfS4MfSA071+7K6DZFPvU8/bWT02wbNhg2vdMqFii8tqntGRAMv5PEuLOcIt8Ez08zPCNfLKIMpMkvd3bCQ+jNINwiFvB+F6ja/Ho4zdjxE+2qWxPUzUeY17vg6uVhG7LcmB0RrGlRi1kRVOLvXo193EmmVmDyfo2s6S332TSmiAlZEIP+c7wdXrb7Dv2CwreQdTOYkfZEoEQ3N81fU2X9rpsDOXZn8kwLjbS2lzmqNTiX+A4Ln4u6/ilTFFBZxesoqPty7UEW0D1BogOGVUoUGFBP5QhLYK4XiEhcUibreLG1d3yWVqzO/3oasOBpMxVtfKdJQ8yUSX7UyFfKGBz6Zhqh18AQVRK+B1WyRiQcJ9UXqqQTgY5MRhJ4ZVJRAMspVp8J136wQjCQ7On+Po4RP4XSL1SpWlxRZLKwJdo49iw0652eK1114jEg6xu72LxwPNZp5oWMXngU9+YpTb99rkCjnqnQ6b6TQ9oN6u0Wp1MXowN+chOeTkzs0O+WIPJDcb6Ryy3UXQ7ycarHPosJd9B0Te/24VnCY2McyZx3p8/On9hEM2aprE+maOyekxJLGf176xwetXV9ENhaExgzsbQb7xegWVEC5RQ2+1KdZ3CIdFBgcjaJqCYIDV0xEtiVymxZEjIzz9xHMMDg5w+/4VGp0ehYrFlds5VnZUNnIdtopddosdhibm0S0nrU4bzXTzxpsfce3mKrJsZ9+BSTTLwOkzsOhiD7iRHWPI7igQBFsU0wBLqGMJbRBlZNmNYLgRBPkhcsQEwYYo2xFsXhCDIAbA7gMpBEIH5A7YdATBhijaEexudGuP2m7IBrLRw9D2eGq4ZASHG2wxRGccXEksWqc2OgAAIABJREFUOQqiH9MWxLIcmJYdwyoAFnYrhmm0aHfqdHt1LFPH4XSBEGFhsUG5qhKO9tHutPF6/Ri6Qa1SwePxoCgKgiAQiUTQdZ10Os3g4CCNRuMRlVx9eL9QyBOPxwmEgnjcPqLRKB6Ph/WNDXw+H7qq4vZ6sDvs+B8ah4v5AkqzSV8igcfrxXzYbC2KIgsLCzidTgYGkoTD4UfpK5fLhWVZ+P1+CoUCIyMjKIqC3W7H6XRimiaKouxhKx52B9lsNnRdp1KpPCKyOxwOIpHIHl/L7d5LpKkqsvz/do7utT7veYUsg58o07L5p3/5qiO8hHQ0gGv1IG8GNLa+qSEdgB/JRc5pc4idXW6WX6D4yQrWRoKfihS51ehHbaqsPGhRerdEdDZA/SjEp09j+2iJap+XWbJ8f1tn168yVKlyychwvJfi6fwG9UQP0+vB/XSQSC1KODbF6WkXp7BTcD1g+bLAJXecvkyayIFfY/yUkzFjjfCdKDc6PTIfFLidP03NEkiVHWz9+3/DltdksdDAZhq8d83F8fNZigWY+M1plhdzHHvXoFtK09u6g9EZoXjB4u6AgDcn89yhPEdf6Of9L3u4eLFH/jObZF4zmZ1R0cRzROxthqZLHLbv8sPvaii6l8hMh59pj3H8QJdA4AWEgw7uV1JMj6SJ7B5n9Y8rfFtb4NCfOBh6fAfrR4P8/qUW2ugwh5pVfF0bRccaxw4coP/JTa7fEGmMHqElLTAc8nKnlCX+qx5OHXiK6FgfxoVr7Cp13k1rfOuBReFCk++H+vDUUtxWS8zYjtC9GyQWeo9bOwf42g8+oHRhjft6PydfdrGeU0g85kLOzSBeydL3wjTu2GnuOCP0pkyGNyM4HlOpt6+yKuhI7Tbu3So7Oz5iIzEWZ3YYuToCtjTVfgeVwjD+97wIJweRbSXKa3VmnHUCi/dwOM7QO2nRco4xbg1j3KnjNis4BnIsrMh0PD0ih4C6H2/hLOZAEqF/lg3nDMO7fuKrfpy2B7TLE7iOzWMT7pI0D7Bm75HYnOfmd1ucPJSiUfwKI5kgt1Ne3t9QcLpHWV1pUYkXcZ2oIn4DVqRJzISIdORDtFyS7RUDsW8X+VSF4jefYs7mo/xEDPNBHrF5FeFukJxL5+yKwE6vyXnzeeaSJn+4us6LYWhVFCbi8+TcUT7un+C90CDJwi1+ULvG5CuHcCjrbEhhFkPnCdiWaKx9maqsMHT+PI3WDeSBSaxVk6FQF1Fz4xupcH1NZ0qOUom0WdGqrHmfYX/5b8iszuKYc5G9WWcrFmbX1aNm36Qv5WLuWJ7xukyr0aH3sVO0hro8HtvHSrzIqUYLebbMS5twQ3XzCc8o373uJztap2+zzfThmX+A4Lnzv75qdhQUyUmmGeH12yqnP/1JbNFZ/uQr71M14/z1D8tkKkGWVsu0ewK3lraJDQzgCI9hiDKNtko21+JLLzkYG9A5PO7g3D6d555WmD5wjLt3SoyO2vi930twbL7O/EGD4fAYAYeTemuTeEJAFys0GjXWUl3+6m+y7Coutnckqo069VadYjlLJlPk9p0ql68pbOVcNHWZplDCVA2cDpmOUsPvt9FUFH7t115hbNTLgfkBpqZH+NprCxRKNTLlMt2eRibXplTo0u2JHJo/RHZHY2FBxKKPlqaTLzfY3FKwO2TqlTrRgBvT6BL0dZCdPb7+dZ3dssK+QyYD/QlisQGWsgW++e1d8iWZtz9aYmlLQpUPc/V6C19S4p2rWe7fh0S4w1ikgd1sMTvTR//YFE8+eYahqJ9k2A0dC6ctgIRFMNxPt1Pg6pW3AI3tbQe377W5u9WlbEo0LR+iy0+poWBqCs2STkXNozsahJIxinWLjz5q8bVvrNBSvXQNJ0MjH0M39yF0VIr5FbxuN5giInlEsYzQiyOYXhCLCKoOqAgYiEgIuLDEAIIYAUc/hhjGFDwIdi9tPY9mlJGsJqLmAF0EXUCwVCQJTF1FElq09CxtKw8OA5t7HME3h+AaxnANo9v7UQki6DomMobsoKkXcTmTSFqYTO5bpHcuIXRC4FBJb9dYW/ZTrvnwBiLEEx5qtQKoNtwuDx6vC7vdTqVSoVQqkUwmabVajzhaAPl8nkwmg6K0yWWzHDwwj9PhYmxsHJfLhc1mB6DTbpPsT5IvFBgYHMC0TDqdDl63h3qthsNup6ko9CUTGMZeZ5Eking8HhYXFzl4cJ6dnR1CoRCb6xtEI1F8fj+dTod6vc7k5CRer3fvOUlClmVarRahUIhAIECj0XjUJdRqtWi1WjgcDpwuFzabbc/7I4pUKhUs9szN7Xb7YeuyitvjodFo4HJ4mZ6e/okRPPI7v/6qtQzdoM6qPcziX0cJ7D9E3+xL/Jffe5/b/Trf+fMmhZ6b0KUON6u7vHtXYe75HqsHh+iEwuTuxFkwi3zxpMVn4ps8NRHiWbGL8596+aLcz9ubMpOHovzl/zlI6VeyDHvg1EyS+c0K1fQk7qdM6rlrVPwFPtjM8vbrPQZWzvLWlRVatSKXQxoOcwElt83Xv1Pjr251sO/2I8ldWizTGuzi6fRY1tskWxI3uyF+558HmJh5iUOHmrzSt58/+1qJ92/FuNO4QX4ENm6H+HBSoreww2DgFa6Esly6pOG0H6ARuknyzmlWY2XMrkgxbfC4J4tTaZN4wYknrpF9s82/TEH48xofG+vHMRkkeDfNb30jzfD9/Xx5YZdvzWm0d+a5/d5dvNPwt90sVzcnaCYWGZzVcfk1PmN2uT43xKdDn2HGscU+SWPO5mRpX4zjqQyI81jO7/H20htko3F+cLHLRj5IPZslNQhRX45SzkcjY6exu8XdOYi36qTGNvhkb4I/n3dR/toS7/xrGTM8g77iYJQB3GMv017M8WbuLZ6wBQh6NYy5KuJrV6kFzzKxaKc1USVXEBntpMnKI8xWJWq3B3GeSOP2Jgjdm6I0exnRFcDpmmVreJuYZ5BOWcVZX4JECll5Dkau0fMsE/EPQKGAtbBGuO8Kjd0WxXiMYPQk5QkTm3KeTjpE1ukmuuLlw0SCum8ERV9jJuZldfFLJC/+LN968DUGPv5Ftj68j7UY57XdAzRDHmaiQRYO9iN/dI/Jxkm6O268CTu+DT/l0g6lnkXfK0eYL97i8kqHrmjHdjdFWW5QdcoE7xtsf/gOnX/2Bca+XeSTpw9huX3ceCmHfMNkQPVxbnyOxZt1otEJJP0GV7zPc7pZ46Ym8/hSjw/ebqFFiqTSPh4fdlBbLbDEWdS3bxKdn2F7VKav0kfauonVaLPP8JEZCNHO3SAy0s/j5UFGw0n6g++jBw8QNmQkq8vxL9k4cCeCVhxlfbyPwrUWq+oVTMNOMm5H3OejvbwPwyPChyUy/o8Rj/Txw8xdTs+6adZ3MSUPyq0ah+aniY8l/wEprQ//1autnspuU+PS3TrBmZ/D1X+AC9e3+N7bD7ix2sLwP872ps6+/U9w+epd8uUmHn+QaDxGemuZ6ck4n3xhkD5pi0RcIOSrMjfpQKmqfPuNLOtrJpg6X/jc0wwPD7GYkvm3/2aFYLTMKz/1BBtrGbbWLepVhfVUjcOPfZ4PruqUCzpj42NkMtu0lAaSw8biagGbO0ytrSK6LBpanXpOQTDB0CycTi+VisLrP1ji/PkXcLkm+I///keI3iS72TrFQpteV6PZKCGZIn6nm5n9g5RqDYZHj3P87MsU2inaRpPd7Satuopb9iKbSR7cV1jeUNBtQ4zMfxHf2CjX7m5y936JpcUaf/TlVQZHRlhaydBoOJDsEfL5RWzOGO9cNFm97cPvUvjqVx/n+tUt+keHmT/3PI2unVyhTKmQpaf2mD86QweFcquGjoAp91BNlW7DpFrrouk6kmgiWBYhr0A06CMZDbNvZppaJYuq9VMptbG5dCSXiuXoIIphUltOvvGtFP/pKzf51vdv42Fzz3jrW8ElV5FEB9jDCC4NUXQiGBPgOgjOEbCHsZBAciI67HukCVNHxEIUdAS1jV1rYlc7iI0S1DagsYRVv4lV30KsF5FUEdQqDsODS05gwwOYGLqEpYNs9yOYFQwjh1NPYZkKLd2D5dLQjA49JUMxdZ+AFMXVC9M23dQqNur1Ph6s5XF53Hi9Hu7eeoAs2vD6XJTKOQKBENlsltHRUWRZJpPJoOv63rRG1xHFvXSWJNt4/PHHqVarOBwOYn192B0OJHEPqdFutx+R1PsSCQzTQJZlup0OLrudfD7P2Pg4lgCBQBiXy006vUulXKJerzM4OIhpWuQyWZrN5p6oeVgcaFkW8XicdrtNvV7H6/U+MjLrus7CwgJutxvX/6etudFokEgkcDgcWJaFYRi0FeVhDN3xCIL649ZmVVNxOp3oqsn+/T85Ka3C6sVXvWsb1AxY+rMml3/TxadPP8OtP7/NVy+uIKQVFmyPc/l+hZMvT7N+r8aDeo2j16IIyRi51DrHBtucfKnOU8tOIi9EKKYLjH6mQ3Atxgd/vIm1pWDminzql8s8y2d4sGzyP/zOJkEPvPw7h7iRvkixMMLmQoT5SorDvmf5g4hC5VqJnx8/SSRwmffNKpPlQ1wwMhCAHe9jxIduUrjlY3kHesoO/QPT9IIRept5fvheliNPzOMLTPO7/+pdWsdOElz9ERtKFLdD5Fq+jKCbPO4eZNShoEWi9B08wnPxj/EX3XsI8hKbzQ5dWae966fQNrHn+njrvSFuaV1WPT/HqV/uYVzZ5camRHpD5rf/4BrnP3GSW+nb9MU6TFwYoht4n/jgDG/80GTjYpynk6t8+7enaCzuosldUrGXadsNghmV67Ft1u1eHtsU6YxZbPaquLcq9FpRBqM1qjMKMfMcrp01asjovX4aji5nJ6fpK5QY/NeHef6SzP0HBxlptKDsZiLqpj6TJ2w6eLdr48LbXf70z2/z7jdvcOeJuxzr9ui0FnDjQVrqJ+vtktxKwv4KnpEExfazRHmB5rgHn2TgtDbpiH6qK8fwDETwxX4dW8qiVbhFaK2B7cJdhPEUoj2ErXoTz70C9t27eErr7HQmCNQu4jWexTYQYXdjmsSQxm41T/Lu00ihDUyjTn8vT/r8D5mKigykQ8i717nXH8bYfJtlbZ2j9pMs1TvozXVygz62m9tk9DyVZp5fbRms31imuX+B83aB1wtdwhGTovkAn8cG2wqrq3lWujIvd8bJNmvs18NcXMxT21fkyWMnOPiehc8XIvRMFsF3HtvWBqVgP7HSEq7uMBtbA8hPexjYDOOwpfC1wDWRYWmyxM/bXqBaG+L+EyO85FzmHcZxZtZp9aV4YmaWodtOUssG9u1N+s6ewP7xwzRv/z69LSe/MT9HJeLkok3hQH0AfVuhGyixOjjA9p+9z7vdFpy38XnZycGowO/lB3jMcYKodJJGRsK/v8b11BrJA368PQVJ3MC2XKXqO4LmvoPcjPD84yY3V/ez70jwH2Bavvfbrzq8EjVFpq318cMrXVKZJt/8+ncIRbw0uk0C/YP4/QK7+RS1RgEDA0sQaNSaWK0GfX4bp+ajJAIt+gaiaFINDRXdgoZho1Q3qZUh6OzDIMpfv76Ky9XkV379FT68eInNjQ5GZ4Jet4Yo6axulNjZFXE63IyNDxCO7jXi7qTzCDaYmT3AY489webmBsV8i/GBQfriSTwuLza7nUgkwk62zOBwklZLZ+7ASe6t3qXZ6lAq7plLT5/ZR7ulkMvWCAUFQlEXfQNR+oemKVbXKZYL1EodvE4PPp+LZrOFzeFGNXT6R6aoVCwSE3EymTzp9S53bpYJDMucPPcsWxsdlG4L2WFHFNrU1Ao27wDZrTT7JgQ+8bE+rt/IogtBltPbFEoNCoU04yPjHJ4/hj/goavVWFreITkYpVzKYRkWSlNE1Zv4fBKJWADB7DA+FCERiRMPJ5ia3sfmzjKS6EWQ2ui6wvTMGJVSBcsQ6KgtfEGR+KCA6DTxAv0DLhL9TlwOL7Ldi6UaCE51L6XeSWA5vAiSDJK8t9GybKB2wTAwemUEo4RgVaC3De0CtKtYVQWrrmI2NYymhaH0QFEQ2xpou2AqIFtg6mDImFobUy0huQzErobY6yFJKUTLwJQGkZxOJEGjW91Fr+o49DgOy4EcGKKQ61CuS+zkCyQH+hEsO+srKWyyjMMl0O51cTncj2Cduq7Tbrfp9XrE4/GHXTh7k4+RsRF8Xj93795laGQEh8OBy+VCkmXUXo9arYbP50NVe7g9nj3/jtNFp9OhVqlSKpUYGh5GM3Q0bc+PYxgGnU6bra0t+vv7sUky7XabarWKqqr4Hq6zDMNgcHAQURQfFhQ6HnG+ZFl+lNr6sUgDHl3bH/p2RFFEsCw0TUMQhUd4CV3XMQwDTdew2+3YJAczM3/3OPi/xmP70i+8GpuOcbPSR0b1s5qbRL9o8j997xqfnBtmZTlPZFpC8G1i7erkr5XoN3sYA89ye+5DPNe6jPcZPHFsgsdKA8jhIsZcl+0ebJXq2I7NcetGkXgdbBOf5mDnGn98vcCT+3oc/8xn2XjwIekPfGhbbsrGGiedXb6y1CKWXeaUZ4bs0wGm8x4mNx38ZcTiyK7EsydDnDn8IhduNmBc4OUpL5OT/dQqXWzu/YxNNljbqnJEDFDS0zx+5HmsxY+4Ls+TMR6QE2b4pTMBbvVvMlQvYQwpuJJVjip2htqn2fK3ieXiBO9vUt0Pia0Ghd443v6j5DqbnHY+RTni46mdHa53nKxeVLj5zgb9B/1Mdsf44P0Y8mKK4mgfZrrKzWCZpu0lHnRXmNS6fOpsgvcXi1SF42wfWsOxcI9ar8T8zheYclRxn9mlnQvw9m6WI8efYiUNFSNJemGQrcA1fKU40cl9OKzbzHgNHDtxtDkv49kplrtX8A4uU860WAn7kVXwTZXY0XqsNdtMeZ20AiJtr52n7Q1GjSHSc6cJ56r4IhX8q15yszbWxoZIvJ4g2u+EqA9fuk3mzjjOT+cpZo7hSr6Bc6EM67cRf6pO7+o6iruFd7aDVrZQo3FsdRXN1aGwlcUfshP42zY3Tggkl0U+evcGM2fzdBehf+oJSt2L2A5s4FnuYZW38S91sFfsFHt+lOEkA0GFZsnDOXeOu5HDHKlscHB2kPurCQxzEuutAp7JBB9qk+QHbtJeOo54ukKxvEYkPkP7jS6/de5Jckd6uCM1hrtTaOIEsScTXFguYblvc9CTJxH+n3n73QsIz+/gWNjPhb4uT0WTVOQiasqDu2GnLskcOjnOLYfETCXF+jNu0ks2Ft+qMjvfhzVXIP5WlW50lLDmoNjtkfqz+0zeO0HvYxmK1ausCTLWNzYpN5rcC88R3y1RnjmPkR9Cab/FRNRPrngZT+MFhtwGSVFmLd8m6XuCqeH32ajbCTknMEZXGVR2Kdu9TLd6RGpDNGZWyDd2iXzNxsiJ/RRpQi+EK+MhNX6R9lsfMv/xfwAtvX3j1VfNtonec4MskVW2qJTvcf4xgalBCVHrUi7p1Jt7psyAP7znwTANrE6N6UE7c1NeZqbtyI4TvPbGVWraOG+90yKR8HLuqWk+9uwcP/PZMQKJDvdW1vmjP8+RThssL6dwuQeYO3yOwaEjjA0fwekMkS1ski1kiA8EsDlbFPJbyKJIoj9G/1CE5GAUpdpiZmIfHknm7PmzPHn+SSLhKOVKiUw+S6HSYno2RjgWwOG0kyk/oKd22d3tIUjQ05vUa21MHZQajIyMkNpYZTNzF61nsbayy2BygoOH9hFPeulYO5QaVbqaE8sWRKimWdtu7ZHFtSilosDP/uYXGRqfo1TNIjkUPKEwXUukoXfY2knzB797lJ//4gH2Dw6zXb7NeqrB7q4bpVxhpD/J+NAsQX8SRWmz8uABkm4jtZzHLpnUyw0OHnueuUMDHDo0SrdRQtK7nD99nLt37uL3h8gUahhSD7erTVvpobVEtJZFNOxkbCyG12fjxZdfwunz4AkEkY0O7pDIuVNPIXuGsZo7tKzb9JoHcBgnwB9EM+6h6VmM7hZWZwOjk8ZSthE6OcRWFatcRSs3EHe7UNIQaiaCAkIbxBZILQG5LSI2Dag1MGsqQkWBhgDlNjRrmMouQnOXXuYBcm0LsbpOr3wPTUnj8YaQu0O4DBFZTdPJyIhqGLvTRbMLlUqX3YJKvdfCH/SiNLvsbuWRLQPRZlJvKhTzJRqNxiOzsGVZBAKBR7HvcDi8Vyioqqiazvb2DpNTk7icHkxzjzwvYFHI5ggGAlgCyI69NZfP60Xt9shlswwMDOAPBCiWS/T19T9EW/TY3Exht8nMz8/jdDiJRqPoukE4HKYvkaBerz/q9HG5XADY7Xvv/zG2wul0UigU6IvH6XQ6jwzRPy5FVBQFAL/Ph6qqtDttHA4HNpuNWq1Gq9WiL5Gg0+kgWNJP1ITHefPfvVoq2cBrZyyusPHDTa6Llzl72CKV3OLoAvyNaGc42mSjUma4z0daaXPf2qF7axDrjM7T/T0SSoHWbx3mf/vjVbzFaa4uFrH1DXPilMbBz4Z47pf+G7yVd/i/Gyrf/H6R712b5nYtQ8/jY+r4x7EGnuVs+DD3xyQ26gtc6UI40aDqi/DB/fvMGxAZSqPNn2LkcITdv/ATGV1hvjzMk5GDtOeeYezZ/QQbl+mFi+jr0zTPGXwsHiZfjPLhG6sccpS5I8zA7i1WN2SG1idZPpNj+KaLzoSO/CODpYCbjHSZe/m7xH1znHedYuLIJGbvEi33A/INDc6LVMwm7W6eakbGqz1JxbrPP//VAda++Fk8jQ9ZGagTLga4MVwnUukhpvL83r8I8oUvRZg8+xxXN69yNWNDfkunelPHtu8Qh54LM9SAVmAez84OvfwE5avvEm7t4C1n+bz3KY6+HGK/O8Stxg95ug37fiZC5XU3zX6RCSnNWjyMXSphLCaZaG1jT9gZ9+hMhVQig2OcTDzO4PgH9IkCb4UDHLd8PHUoRlk+SFDcgH0rtOpDTDZHqU95qftv4F1f4IHfwojdw5/bIly+hThcpX6vQaVZw1/No7/dIFwMQK+NrEVZqKRINLvsFNyYyaMEb2ZpniozmnXA9iq5fRqBtX4c5Ty2lQruF95Het1NTd7AnVVo63XeDb/DYcNLaHgc55KN3vj36bw/jT62wX1TYtUlMXhrl4K2xca4RFyuUN0dQllJ4Rh0slmwk7ofQahmuGfPQahHdvsy5ZSDna6FELDjWHIx5MwTOXyaxeoLHLm9zOuZNZ740j9mZ7BFQ/TTaTeRZYV79xVio+P4puCmtMkZrqLa/hlm+1tkPzCJnphmV7tCu+Xls8+eJp/bpi3CzusfYJtw8PK/OEp2oMGzrnHy+gpjh2OsJCZI7N6l1QHnyABefxnJobGqTKJqp2mNbyPNFJCHFmm9fwyX2SHrH6KwEyJvWBxun8OwGpi/4GblnTlePHmZ65ccDLQL1E852IhJtGqb1Jrn8U+vcM/3gNndMONPPv/3FzzVD37/Vb2mUdpRkaQWgaTOwSE//bYOfq3HSNCJW9ZJ5esE3CHS2SKPP32Gw0fm8Xv9FCtpPGE3XUHgxqqF4Rrm8kcCa/cEfvoTh/E5m6CpiOYCklBhID7Id95VEdQOpZzO0MgMmWoWRahy4cJ93L4AheoWu/kOnZ6KJHVwijZioUFu3FjH6bbTbFSpltJktpdIhCQaepUHS7cpl8ukdtK0Wm1km4rP56NWqZLa2KRW6aH2RGr1LobholgxMSWD/sEQyfgQlUwBpw067QKljIBgOTh5do7h8WnSmSLZQp5oNEZmp4GITKOeJ9up0ujVMSjidhukd9pkdzYIWA0ispuYy0G2lKdX6vFzL3yShP8GAyGDYr7M9ds5NtdsXL1X5ePPn8blcVJta6R2C9x6cJWjxycpF6vEwkMkBwfQDJlsZh2loZLeqVJv95DdQRbXdyk36uzkMiT63exsVCgWKkRDUQIeOyI6kqUR9HmJhsKsr26T3mqSiE3jcWb55V/6RaT2Lt38h9hdRUS5gyswD5IXrbONvZ5BVmqIlS2kxjZyq4DY6CA0VCgZUAOxKSP2BFDtoNkRdGvPtGsJWLobwdjjUGEZCB0nRteJpYmg6QiWgahaiB0Bm2kg9DLQ3kZWLcQuIHSwS3W05nU80hZucQLNBNWhIriKlIpV1tZcGDY3NodJr1NkZKiftqKSyxfxB6LMzkxTrVaJRCJ0u10SiQSVSuXh9KWztwKy27l8+TI+f4C5uTlC4fAjXtbeyquO0773H6JdxuP14HQ6aSkKWJDbzdBqt4jGYtjdLnz+AI1mE0yLRCKBZUIwGCAei9NoNPb6dSSZgeGhhxwuidHR0UeoiB9PcjqdDoFAgHq9jmmaj8ChwKMJlKppKIqyh5cQxb3El7mXyCqXy4+KFiVZxm63o2smBw783ZHO/xoP+83/8VX/moLUrVIXWiw+2+PZ6WP4tE0CHnh2IkZ4u0jmtsDuxAD+q0WeffmTTE98gvM/20R9dxn7ho2JqWe48sYgz6tNvvJtmcvuPr7gPMlc5BihCz08n/sqtqSPSec+XvujdWLzdVqFMoEb+6h86hb1zTW++/oqr4wGKa6vsNMWkcsqVlhhbGqExWKe3LVBzKU1NNkke/cK6qk0DtNPKlGg+s4dGtp7XLuSYdMbJ1VvoTYaXNwCJZem9EwDpbZNbqeCpEv0rAaykKXhh0HPKMLWGLaxAoXge8wvfoGQUmHmlScRP5GEgsmNbgZb1cfmbg1PSWJk8zaZD2u8X1eZbPcwB4q8u+wlmVgieiFOO9rmFVuFpukjf1/liZefYmR2hFO9Du9tLFBdVlCKZb5/q8nRJ19hdsBF7fYwTX2R7O01DM9BGHqT/oFRBHmKst3ESr3H+t04tWCK+k6Q5SmF+ldkVE+Vq6k0jpNnkN/RubO4i/SEFzYVrNMxbvUcjGr70MrHUaXvUky5Gew7wtPiE1dfAAAgAElEQVQhL68c+yeIfctc2HqLGSUF4it4XetgPYOzcA3vgVG6Ny8TunWPvu4CcspBb8OBQ5RxVTT81ggkcggGSKPjcK+AYURJSiPgyROUW9zMVhiLtMmsQCjVRRueJFBq458qYw+24OYg7UIQ+UCP2oUAhvABfs8IiXgQe7EB4iZS8DaavUBiN4m9dhDdt4bnbg5RHmDpncN0xRwdV4ltex+fqSssRzPU89sERwd57BcDfLgS5fSEwYOV5zmqPo1iKiwqRcLxFn2946jjeRa2voe9VubF35gi5pnGlrmFMXyA2dV3aXePUX9mhOC9VVwntlCII4/M0F35PhEzzO36VQoPtnjy5OcJbIaQHPeorHUoOB+Q6LYYezHMVlnm45k4t9wHoNXFaNo4M3mKPvsw3lAT3/YYcsLBzl0/Y+MmYSHFlqNDv3+C732UQp44TMa+yIBnG2ugyIm4A3PnKh8OeaCY4Lnif+Gb3ilstTKhQdi0/TR6xaJxtUwioDFlyRjiODfGIjw1fuTvL3iUK7/7atTlI7XWARk6kozD6Cfu8aApDURZR5NVNsrQ7jYJx/uQnBa1Wg2vO0x2N0++WCNXaKAKFjfu3cOGl9xWipHEOqGYQqGwTbPao5q3US64+Jt3K8imjtPmxOaWcQfsbGQ3iQQGWV1bYGIqycpajkZNR9fbBL0hyqUupXIXS9SpN6oE3HYwukyMJugKKt1Om2qpRlPpYpkC7W4Xny9AS+nQa6sUswrVikL/wDiBcJJSpcGJ0xMcO74fmwil3C61ag6/z00m3ePA3Dyj01EWFlPIkpftnTS1ahvRdFKtlvD7fFTFMoagEQ26GR8aoFho0VbynJw5xnA4wf7pBLlqC1GDgGAyPdrF6wRF0fjBmxUqFT9Fpcu+A0m2M5vsFuosr20hOjtMzYQYHRvC4wzS7vWQnX6qxS26XYlOZ48CX6zUaLZ7+AIS++cHMDWNZkWk0WgxPuknFpE4eHCW1fs5zp4+xeBImPtLH6FpUKnUOH1kiJOH9yMJDWzePYCnZdrRdTsmeSy5h9RQoNdDaHUQujqoQNvYO/ceBrcwMSULMAAdy5IwLRFBdCHie4hz11B1A8EUMaUOlr2NKbQxTSe6LmLoXSRaCLrGHpDLwNDdyKEgPbOKZqawqOKWjqJbdto0aWs5drMNqrVhNFnG4Tbxei38Xh+GJhOKRskXi0xNjtNsNnG5XI/i3j/GTLRaLXq9Hl6vF13XicX7sNlsBEMhup09BIWiKHQ7bcSHiaiepmKz25FlmVq1iqHruJ0ulJZCIBjEwAIE7HY7Wk+lUqkgSiKhYACvx0upVELr7kXho31xNE2j1WoRiURwuVyPGpVtNht2u33PmOx0ks1mCTxsVTZNE0HY+4ZpWaTTaYLBIJZhUKvVEB4yt9rtNoqi7FHisZAkCV01OXjw4E+M4NEv/s6r0nCA25s9vP4jaOEKYUHkqLeO/So0823EGDxIg5hu0jc+RbeWoVHLcqoRZTu1xt86HRjZJe5Nb3L7/R3KfUe4d/UjXjlyD9O2TCayiJqCt7+jMG5W+KMbHYo7EZrH2xw2pum4XYwKy9g3nubmge+zP9bHpbs1ijl4crPLalIk2WhzpdTFcxjWLuYQB7vk5RC/UvWx4kvhcGd4J/oYwY/WEKrDaKFFToz1sdnyEfHkqF/0Yp9rs9tL4N8foFtuMZQ8wbPPf4HKUhHX7n3KORuWx8PXl64zMX2MZMCJ/l4GTYHr61fxdn3UWgrt2gns7hob08PEK3nM6T4OR/ex0Gyj3i8i7TvMp/qHSP2UG31hGHu9wZOeLoGRBQxZYchI8fZ/NFjPSsRsEV58vMfSvSV28su8ab9D3FdE/ZLF7NA81/1jDK8MUp5tknIHKHdvUXa26Tj8pAtlWtUeoWMqR5MTRByLLG9MUmvtcPzZMQ4P+xhPjrL40Sa/cOgop093+dNv3eJOz8l4XSUWd3Ds5cPQfY8ZRYETQ5Tc69g6YSxHHvGYD/JFlAcq3uA6NJ/CsAwkaZNWfxf7BwZYZQpBkOputGoLu6eH2KuDmUdpydiXLcYcfup6m4YOnTA0JqqIl3Q8Dw5yKZknGTdwdNZp3Hbi+lwVE4PNDQHBdoti3MmGkkazeTD/epXAy0/gKt9FOTjPZrZBPt1ko9Nme/YDXrnw36H+wvfwK16yS8d4drDNR7ctpksHGQzsoK0NEBjtUNm/wP03bzN89BhS9j1shTDbiSa2e3FeOtomHT2I0pAJB2ZJf5TFdsYg/808Uf9dTJcXqwramQhnsiM0ayny2zpq8gD2TIxDsp903zLKxABphx3zSIVQNoxRvE3EP4r9xREaV75LOZQgpA6xQ4icZSG/v4V31sFEX4K1Y6u0rQzHalHu2Ic4eOsYoal+1t+8x6kZiXTcw2B4guWqSnc0yEAjR/XK95Be/DSBG2+iqwYZZ5xA8F2UHhyiQ2m/ia3dxR9xo6QsTh099PcXPBtf/l9efXCzg93uodvRGBw08UaqCO4GHQ2GBwYwyk32H4ygdVTyHSeNToPNjQ2KxQqlepNKw8Qu9FEtibTrBs1qh31zR/APnOdP/7LM9WUHWbPDdz+Q+D/+rwxOWaBrqcSGomxub7O7VcZvBmjVswiCxu0HG1RaIAgW8/uP8fTTz1CtpTGsFvWKwshQiF/4xTM8dmwfC1fKFApZajWVZk8lt1NB0Dr8k3/8T/no5gOyxTLprQITB0eZnhnn0GSUozMhnjs7TafbZWkphWDzofbA501w7dY2557ZT76cpZmvs7V4id2NBWIhB7VKg4FBE59HYyHV5tlT5zg/9wKDkSkEucbm2jLNusFG9j6epIVus3DYTGbmZlndXeHe/TQfXKpye9Uk1wth+f2U8lUOTvXRVZwsbG0S6pPpFgVClg1Bq1OuKWTzNQxVpVC2ELpQLeVpouNwBJgc7ufJM6c4fuwlxsfPUCr9CKcZIzISJhQfpddw8LMfi/GPfr7B7HiDjtrm+vUSdkGlUbfYWL3EiekMor2F1dHRHBF0oY6kNrCXFFDq0GuD1gHDBNXEaOlYGogmD6FcYGlOBMuGaEkIyIimDcEUQDJB1LFEEG0CgigjWCKCJiHrEpJpIlsasmEiIIHgwDAkRFMGAUSpidhLI9SyiN0CssPC6XSgqDHyvWW6lputmoAn7MDtdBJ0xlF7Bk2tgz8QRTAM/D4vSquF3W4nFI3QaClkcjn+H+7eK1iywz7v/J3YOd3uvjnnO3MnB2ACMkAABMBgUpQFiUGUaJV2l7uOshUsw7KX9q5LLrtckldaKpcokTSjQBAEEQaDQZiISffOvXNz6pzjyWcfeji1W+VVlfzIl+6qfjh13vqr7/9936+nbwCv1w+CSH9fP7KsEAqHqdarhCIhVI+CI7pIkoDX70NWFSq1KvFkgmAwiGmaLN1ZIp/L0zfQTyGfJ51KITou3ck+FFFkeXkBn9fD2uoKkXAMfyBMu60je2Sy+SxdXV14vV7q9fr9M1smk7l/diuXy9i2Tblaplwqd7Z56Lg7uq7fa3K1kWUFSZIJBP2sb2wiiiJebwejEQyGCPhDuDbYpoOsyuzf99Pj8Jz/8r9+6UdVgRdet0idytCl2/gzVbpPDRLNyvAgtFLzDBwIMjBdYlmIcUkVuHbpDmspB3O+SPpDk1jCg3Ld4P2czdaOxtPPHIBTJ/k3/7HB9fPD6HM5vrPk8F/+bZvZGOSKLZ5tPc13jbcw2gbRQAljocWmp8Wt1zM0CkAQxid/nonDn2ZLLhPYtIjvynQLDX72tw/wZW+bry7H2d3dYMeaYboicm13G7PVw2/9/M/yw3PbJAOLKO/XqX5sjhPXwzz5ibt8KrKPs88/Tn8iR2V3hYZa4+2sl6PPt7lyvsBjX/gZWm9cIleNgnmNc1tr6AkFXR5gNJIlWS5yG4HfPt6HNf4sxydk6rlddu7cJWwYvLZ3i5NdEu1Fgd1DIv7ow1jtV/jxWpxzd3Z5Z8tLtWmReXaMpYUiB3qPI+ZsSr4lyiIo7/RytHuDgetlspkcN7IbxEoqdqbFsvUgU0PLLLxX55myj9jIHE+98BzhmV+gO3CE0vz3CPlqTL6us33iAONJm0+OxXjy5wrEzxp81FV5Lb2LbpeopGvs/GCHqX92DZ82ArkVhJ4QZuwWnlQN4dIeWxWXiPoeineYTHuZoJ5GDMLWTZGV0SBeQSLpsSivCWhTE4QWJmHQ5qZVpysSQb3Rpn2qB2M1guSvMqAkib4nYPXbeKc0hrY0Gq0EHly8roPpz2Kd8yH3yIhTNdy7MeauZRAjtwkEa6gpBSGZZmvTy5GlCttjOqvFOL0TQSyPTvfIowxdOM/OXD/lKT/7l8vUPxfBK9xCbQ5gRiUalzaQJ9O0648w4FRpDO7w8KFxSqqBFpPJ1Rd5JCVyt+Zl4rhLfkyirznLnm+E+q7A0KBJb7OAnAnxtXqGC9t5np6eBd9tzmd7yeebPOYeRop2c+3tv8L2P0Y1aWPlRCrdw7STMiOlNn/8vd8ndvqjCFs/xJcb5oGne8nmMni3Wtjd/Xh9PWRSf8GlYQ/uSoFEzx43B0MEknPwylUe7opyKR/Alm6Re+BR8vUsxwYf5sqSh5lmFN0+TW0lTdKfJSgkuXuxl40elRHhGPsP/A+Elo2//MpLvqhD15TJ+JEgnpBMMhynKxjFlesYUg0rDOmqTirvspf3kExEEG0dRQjzv/2j32F6dj9dST8Xl5fJVOucOLMfye/j5tImTcFCEwN85+UCxUqSqZkpYgMCoYiKrtc4dngOU68RSQSJ9/axf/4YhWybYraML9TDE88+huSTmN53EJ8cxScZHJzv4vKlC/zwB3fwilWU5CCZYp1CwUbyCUzNj9Kw19CaWfRmg6HeCKdOH2Ogr5ug38+16zdRvB6uXb+GrjdJpdIYukO11kIMeXjwZIRW6w4raxl2cg7T8+P89q8d4n//zUOcPuRy51KexMgBzp56EK0NjuNSa1bZ2auTzbRIxnvZ202xvVGgktbYTe+gKRJ7eRM5EOX0I4/yiReeZXYkzMGhOxwYlFm7s4SkijSKAltbJcIhg2qjyspGlUKlQstMs5JrcuiBQ2xltwl4IOzxcPzYPD6vjF/1s3L7No3yHRqaiu0aVPM1crkFXvxcmL6ETtAXYf/EMM88OY9InsHhHjY3Vnn88TCyEUFwY8iyilr3IdRaCJU2rg2CbeGYFoJu4GgGmA6CC4Ijch/B7noAAcGVOkTSn/wuiCCKCKKIIN9DVCgdMrsgipi2iYOF4+o4joYkWYiSjSFLiB6jU4WvSQhNUBwHW9rDVjKY6iiZcp1a3cfCikOt0UYWZRzDxeNRqbXrxGNJdrY28Hq9eH0+/H4/gWAQVVURBIFkshsBiMfjRGMxHNvGtCxUj4dQMESr3UK5l5FxXRet3abRaBBPxCmVSiiKQrlUYmZ2BlEQCIZC7KVSqIrCyOgEmtYmkezs4ySTSVTFg6J0YKKWZWCaJqlUClmWMQzj3gJzC03rgEUVRcEwDCKRCKpHxbZswuFOgP8nlHdN05AkGdu2AXBsC1mWiUQi9wnrrtvJIdVqNURRxOP1sG/upwct4bzyRy8dSpdwTwUZ+fsBetYnMKIV+iajXOzTGNuqI4/WqNRKXCo5NPOT9PuLDO1pVNoRfutf/VOs0q8wP2vylrqMWHOY/FKcZ/vGeO/Pf0hUfZh27k3+4KLL4Ovw3DPzdDfyCFNQXc3xwi92k9jYJbVzkLnn5/jMyD72XusGGlSMIPue6uLzYyZD3i6WT05wQDfwnHRxVtb4xteaxKaD6IcOsrB2mWBhl975IAeObPOWs0H3BROhXCb1kMPPxsbgqRlCmRiFl0t0B+9wpRIge/sqdr6I0VUhc32WrJzhsUMmemUdqbRE+3CVk67K//XMPF/59kPsLzTYErcZ3Yjy9HMfp9qo440eZNm7x/uyjC8jMWyNsBpbpGdJJXyzQuDDPG+fyKLdkAleUvjlM89w+ivfxPDG+Jm5Vxjc7+ebf3kdexBaH0BKiNDXW+dyeILbF9cQfDWupXJkqiIPPNvP8h0R7WwFd1fnE9MPUO+XOS0McN34fd7PpthXkbncG2J8UePyD+9y+jM+zvy9EVLxfRx6wuF/YYAuQ2Hw5AN8dfdDfiU+iDwscXkyhvOml55VhfWaSlfEJH01QWR7k9VRm6jRorW2H5+YJ655CRpeum7rNIYnCVd7UJQNysMN9E2VQUfAu16h+hmobFVxAyG8ooZvDTgioEUHcbIplEYvTiSOMr4FvhaqX8H3Qx+hj5XxrIp0SRPUPq2SfddP79YAlllE9+XQ+nu53Oghux7h8hsPIB58B+9SlEb6Ep6559nbHuRI0mJPaDD4gxzjngSq1k10qMDIWJCMarBPziF2P0a/9gSSf4/A3WPEBodw1l3efT5Cf2qblcJBvLVNtKUasm+FWPIqodkj7C1WWTwbpv07EU593IezWaZ/cJKt4rcY6arTfSxO9/X36G2e5J3CKuNmk+NDB2l5hqit1NlaG+Y5nwwlh3lxlmrkTe4adYZ3uwm1F1GVGu7RceRinGBtiUDtIRLaFWa3TuLkLxB/dpxLK100lt/F6z/CbOkOyq5DebPFqF2k+mSOMXk/ZfGPae0MMNVTYy2YZkp38XRV/n/X4v9WwVN99V+95Pog3C8gBz14uwZY2jbZzLloYpKaLuGPefnW37TIV4IYahflUglZCDC/72GUQBRXthmZjLC+sYGqOPT1xGm3GqR2ctiuQblSodlw6E32MjE6waFjh2nX2ySjSfa2NpmaGiMY8RLrTmIYDuWCRT1nYYo20YRNotfPjes38AleUsu3KOd2+egL8KUvTmK0VQ6d/jRaS0OSZSzXplAqo7UbyFaLRtFlcrSfWDxCo15D9ajolkGuUGJjI02rZdHb3YOLQLNVp62JdAXC6A0dUzepVGwifpFf+eJBVKHOwpUsW+tlrMAwqgLvXrhEuVImXdwjm2sQj/cRCKg0qhUU1UcsFCZTyVHSLIp5i+7kCMFgEK/UopRZ4POfmSQZqDEzE+Avv15GURwswwHBZHunTaGmEe2KYBoWakLtCArHRjU1epJRgkEVwzbQ2jqtagPdaJKv1hFciXKhgW00GB40OTqXRDBdVGeEcCDI2EiIb3zjbbpC8MQj/QiiDywBbBnaLWhrCG0RcDvixrKxDQ0sB8kVEFzoiBoZ1wUBX8fREaDzIeA6dBpe9yjtHSvIBUkGSQRRwMXFFSzARXRdRMEB10by+BAVF1w/WDKi64Js43haOEoVR55kr2zhWGE+XGzgCNAV7cIrK+hGG9GjEg130WxUCIXC2I5DNBrFsEwM06TVatHVFUdVFBzH6Tg2loXjONiO09nfuRccNgwDVVYol8s4jnN/O8erejo7PMEg9VqdQCDA8vIygwMD+INhXNdBEDpnpHw+TyQcJRbrQpIkDENDECAUChMKhfB6vRSLRQYGBu6PJEajUSqVSke4uA663mlvmaZ5n7fVIbh3SOmWZSEKnbFDv9+PZVmdQUXDQJFV2u02oiiietSfKoencv33Xwp2e4g+UOKqaeEWZ7iob7G60M3+LNxKz+EZ3uTqt47y9rKM6te409hlXHb4paEXWAkJCI/cpC/Ux+xf17iut3jgqUPcuS4jDW2yudlFOlDAMgW6YiEGjp5EO/YQ20tt9s0d4a/XNvBPhTkcchHiDV4p7hHr6+PyahlX2CX4SAgvfhZD32UsfYyLsQ3sNws89w81vnh4nLCdZ7D/44SvZ3h3vpeJm0le07LQ7eKJlyi2YVg9S8LbQyGyTjsY4K6cZcEdp/z9y1wM2JzkBDt6ikwyw6nWIGXlAMMTmziun0uWzvB5Lyf+8Je4q6bQjSz5b2eYHn2C749KfPiNO6graxQCSwRWU4S7J5n1F6mvDPC+Zw3n7AjOgowVLpDdbZD5pMOZ+LPUah9QWXuZLz/qZ3mqzK+Pa/zpnwRJYhJIqlSqLc5fyFPxeTijH8Ou5hnZ36St20xurrNZdBh5ATy1ZcyNKZqJLG22cFcdLl5o8vRwgr8RFQ7tlEnUhzj16C7d0ZvUm/vRB6fp7o3y1r//Js2Wy4sf7aIibzPxrkFsppdseI0hqwyOjBtoET1zhOTyXT6oQ/K9CvkHHYKuj8BGBQJJipEA1eoW1nQPkatpQj1lxMQ4BKrsvK8SbXWRHJzAF0qDX4TXGlhRkcDJUShtoLRqsChCzyBauoTsN8Ey0QwHtaJQWZMZzkswnUL8uRTKOZt49Gne8uzQl7qJ5F1izdOm2RvBVR/Ap20x5C1QK8VZ8ewyPnWad0oN1D6b4PkH2TH7yHv+lK6BTxPtKtEc+D4TxZ8jK61RGH6DSO6jBKoVWsfCjLhQGVFJWBnyaxL5pX66R3ys2iN8eneZlz+u8fxYlvKlYUpnzvPm7gDDngbTvjrZYgVhaJRwvZvU3iJzw+OkblRQX9QZcHT22hW0Sh/0rDAxPk8m8SrNvqfIGuuwewLHbbN5Ywlh6GliB2r0b7pk5oax99cZfK9I6YBDa/ANZjy9fFiEuLKD75TKlR6TqbsxbpVydMW+gCtNQvISpXf9THtVyqUU+0+f+bsLHr/+hy8Fu32E+8ZRw4O8udDitnaYP34tjxX+CBVzhldeXUMaeIKmFKOORqWUJhzwk81nuLu9gCvrvP3OeQbFMF4nQCa/iys0cFoaNBsEJBXFUTh4KIKupVjfSGO3soRUnUQggGApbO/ZvHP5NulcEY/k4pMtEgEFUS6wvbVLLV/GY+/yuU/289u/fpZjR3RkW8BtHUYIdTE20ItfbnBrYRmzFaG23ebkrMVv/MPTrF6/i6OG2N3Z4sOFGyh+L3eWNmlVYWJ4jt/8579JtriF5DXIruVp1lw8ai9PnT3M//y5ozzyYB//9x99lx+9leWD6zJ7RQnZZ1MspnFcG9knkcpmqDbahLsinDx5mEa1SKVSZi9fo2Er+GNJ2vUiiuggGBqt2iKJuMncYBdh4zaaVmF0vgvLipIqtnBlh1QeBBWCniGqJRcZjVqpycxIkv/4L5/Dau6B5GdnT8DSbJbvXMRQ4NbtGtMTPkaGFGqVBrsrPYTUFD5lmYhkIlJFUZZ4+FAPDz3owyN5cewaruMgaB6wswimgNWUkGwbbBen1cbVbQRbQBQ6QgdXBUfuVNXde9s8Lh1Rg4AgCSC4IDq4gtNZaxYBWQBJ6IBN7zk9kiggCS4YLuh04kBtAavdIZkjGKDqiKqJAHgEi4w5Sr2uUNMS1Fp1/H4PqqhQKJeYnJkh4A+Szaao1Ru0Wi3i8TiNVpNatYpHVenr7ccwjPuCR9d1AoEAlXKZZHcSQ9dRZBnbsu+RxzUKhQKjI6M4dodoLkkSfr+faCyKAFy7do2uWAxfIEQsFsXrVblz5w6xWIxYLI4kdYLDgujiug5jY+MY91aRQ6EQ0WgUj8fD4uIi4+PjNJtNwuEwgiggihK6rlMoFAiFQgQCATRNw+Px3t/b8fk671Qqle63uRRFwbE7wkvXdVSPyoH5gz81gqeQ/92XBhSH60tzBA4Y3Nozqa5+nN8bWKP94zmc0X6u/EGC0PgIjXYX+ZFN7Ms+Ir2neav4Ot8upkBwWXr3Lh+01jk1GCaau0FzZw1zM8lEWSY+vsWu08fpmMwa0zTe/AEDvlnk6Wv0y0nGQ3OEL83xe8qPSLoVpl+xuSJ6eWq2TfRihtRqC699EHlxhyf+fi+/9JvzPF5/gP5EN15bpnp8Hs90nPEPBVLiNc4ELLbftDk2EOd3PvGLtL/+KvoLPlpf2+D94g3GeuZYu3WeaC7AsKbwT166hHHzq+SFZ3B2tjDGaoxnPsGT4TGeeeAZhkdn+eqtr3D1D29x6U0/527GkWK7LLrXqMYKSP4UF50q44uwFswy/vMTZIJ1ZopVPngtS/lEGrHnUdTtDcI9M3z3u9sMXN7EP9zkyWOHady4zOKOw9nnxyHm49UrMR4J5LmhwkRJQBhucTffYNczRj6vcToi8Z+//gTy7griowf58BI4+QSvrl5j4ICf7IcqiV54PBaimo/T7POgBJagXSR+K4Tfv0SwucbEpyL8zM8dpeXcQloeIR0IUHm3zmBCZsduEOnvZ/tCiGTzAygEGNs2CSQGiZlVSusGgV+F5h81aPtshsJhqrcGiE1sIaRUOAv6hQjdBwxqbYVgqIV2oxetukuuO0nCd5jyt+v4+qPcOSQjxyvYjSr+EvC4A+cCqN0OtE8QLC3BkT2aN3RKCxAYEnBGbzDmn8Sz3sV3dvyIqSM8O/kg5Q0fO+p5xmYfIrnfQ/DrP+BH4gyja2/jHR/hxuw6J8wsgd0n2e9pc95nMe55HFotRE+TDxb6CXoXmAmKyOfSxHp9tHZ6yMamUdlkK9LgxJMi1rUeksUKjl1FWvkSyS/olAp1bp//NgcK/SiRBynP9jDs8/HG9R0SZ+cwJ1X6RzwIG8eZQ+P6ksln54b5m4zMTHOW847M5yQNa+JpGt/7T/Se+g2cHYHE3Hm2ru9HrS3jdHnp++oySwPzeNfGaDSm2C83cB6bx9g+yvFbYdpLHuITBmrwCg3fHkZ3itraGL4TCpv1bmojPZya/e+Pp/6tgkdK/cVLlmag+GPYjofvvbPJhWWNtWyb19++yrl3LhMMJiHhJd8oU64WmBkP8exHHiC1dwfDtrFMG8F0oLyLYwssb+cwHQmj4SI5Ok88MYHWkpB9ApZrUc41CPsLnD01CE6BUilHuRGgqoEgymRSm/T3Jjg4M8et2zdR5W70lktfvM1v/NpzhGNtcFpcfC9FamMfW8U91hZXCIdUFpY3cB0Jj9jiP/z7GcbGq9QrDd66WESSFSzXpViukk63Ge4dYqh/kMGBPixRQ1Rditu7TM0NMT42yplj85w+FiAe8/LnX/8QU/5RF6kAACAASURBVB5mPVulqUm4Th1RlHBcl2KpQLneItYVRxBdPvWJ51hdWqBULBDu6ufkmSd57oXnuXb5x7QqDRJhL4JQZGujSCO3yVy/guC1WS3Y7KY8JPtOsp1Zp39IJRSNsLZapCscRkIgGUuyf7qXh45qFAvb7OzWaDajpLZX6e+3kX0y0xP7MK1VPvvZj3L8xAn2Ni1EbZ2+hENfpIXr1nHI4bU9SLRAtJBkCdfujBnimOCK2JqD5IrgujiGdW+H5ydnKxFs6Z7wkegoGYeO4umcV5BFEMHB7ogdCQTJ7fCzoMPccjulb7FjAYFtgwUYDq4h4bh+BA+4komg6KBYiCKIEtxMJ3CFEFU9Qq1dIxjwYLYtECCWiBMIRMhnMzSbTZLJZKdxJUkdx0NRCIci6Lp+H/EgSZ2BwVqt1uFv1TtV9p+chgB0Xaevr6+zeSMINBoNQqFQh3kliJ0l5WiUWDyJx6PSbjexLItIJIKACAh4vV5MsyNcvF5vp2l1j+vl9/vRNI18Pk9fXx+apqEoSqd1JSuYpkm73aa/vx/Hce7V6uM0Gg1kWcY0dSRJonkvs+T1ejsnM93sPMe28fn9zO//6XF4/G/945eUsEPvL4+TEI7we29d53urIT64vUv1vRRfvXaVorlO9SMxFtN14jeryE8M8sVfyKPpfiRzkMO30lgDdRKDRXKXZ9hu7XHEc5xbq3fI+9MMf+EI4UwIb6BGd+97KOkIQd0lduYjrLl3MZYvsqDdoCopBG6YbFejBPoceh7s5pXNFOHgBLvlPQ6Nxvj1w7+A50yDWHyFb278kHLmc2ytvstiNk/seJrvFAwW8zZTPptP/bOHmHn0ryj6h/nBNzzETqW44wxTuZphpaQSPexh8On9hKeOcczMsH10i8xangfcIOYDWfZ/cZQjf8+HR/Zx6yvQNzDIzbsy0dptTkSrrJQSeJs6rUKD/kwcIanjegV+8fnPk//RFq+u5KkmBvnIM1/m+54J/sy+wt1CiiMnWkhSnoVWDnXlDmN9PTDeRH7HZjUqMz48yRuXckz1eSl9epClV3eJi+M0qxt8cr9F++BzfDp5m+RijFdvhfmILiHq3yWeDBBpa+gfGaRVWed/fWGWU/EzXPG/SvJKD5FkmaHBNLeNNN2CQzg0zd6BHbqHcvg3CkQHS0RH42BtY78i4yvFSBpFnPEErTt5sn0QkaqwDtUwtDYSxPqShFsOV4ckZpp3EIIuxGy42UCe8MN6kczBKbTcErGhHGIJ2uO9bN1dYGQ0DWqJpDqI7BbwZYGeEDfWDAzRRNqBxtQqPn0/GEOoiT2C87DSdJB0mTsboyzGooSWelmpXaU/9SEBaYC7QT/To1uUG09RSOmMO1+n9ewM0dTDhIUNbMFPencA71k/6t0I7oEN1JEE5Y0SJ1sON8RtVGGelQdFAo6Hy+0tjhffpzfyDOu5RY6lHqM1ZVCtbOMRBN7pyWLq+zi4uMY1fOwMPMihyQizS0NcVVPsdz1Mt+ewGx4akTBOykcumUNLl3h/KsqI/yh2fZE5V+euNIR/tciHiVXa3hpqysWn+rEG1jGqz6Dve4OyOcFIzWRo9Ar2xRzlT80z9q0tYqFVFtNvMzx6hnS6wTlN5UjuKOnhPca1c2iBMbIXFMLDCif2/Q8IHnbOv9RuVfAkQgjeGP/ttQ0WdlxKDQ18AoZo0jc8TKFUwtItpoeizPXWaOU+JCobuC0Rp5ZjeqTGqSNtJma8WN5BhsYOYVZL/Lt/M0zAu8zWjsHGrk2lrtGjCjzykId4fI+ePo1w1MPr59KgBknnMnhUGUN3aVYa7GUrlCsmlUqTudlZZMdPW4txZ83kr7+zyOJmm1Q5x/TUQd45f41yq4Vmahw/6eOFTyTwhSwcN8E7H7gsLGYoVnTabZOe7ghTE3309AbY3lomtZdmbzPH6EiEqckJZNnm7up1vvfyVf78rz+g4SRIF0xs2c92do9mwcDnCbKzm6bV0qlUXRzXQVYEFm7eolWvoSgykthEMzTWVveIB7tIhGNsra8RizhMj3uJhSzOPtxHrd3ig1sJzn9QY2T2AJGYj1JFZy9VJBHzoLWLtPUW1bLOyuI6pw5WGB1qYLYaKPYeU4NNnn40TGq1yPhMiN/+9Rc5MneadsPgwvl3aKRrhBSRA/tNBElDb7p4FBfJ03HRtKqDo2nIWhbyAna1gWjYCLqAq5m4poMkSAiuCK4CttBxdVDuZXUcHFPrVM8Fp+PiuDaOY3fcDNFFkF0ESUQQwRU72R4EEVFQQFTAVsCSwVHA8iE4Hmy33dFfmosg1hEUP7hRUIuU1Qe5cWsDvEO0zTpau47oCvQPDOLxB3Ecga2NdRSvStc9gOjE+DjLd5aIJxL4/QFEUaTRahIMBSkViyQSCdL3NnWajSaKLBMIBnHvsay2trYYHhyiVq9RKpWIxbtAgEaz0RkwrFY7a8geH+FwiEajk5up1+uAiM/np91u886Ft7Ftm4GBwfvCqVgsEovF8Pl8rKysMD09DYBlWZQrZUrF0v26+k/aZh23J0ypVMLn86EqncyRKIroun5/lbnRaN5voomSxMEDPz0OT6PPfslX6GHdf5dA6jg7777JtcvbjC9pXDwq4Lpt+kfPcqd+gfBujOkvrfOlAZnWXgrLdEgIOZbI8kjN5PipNvbpPfyHB1nomyZREvnzH1cY/DDD6rLMViNLWugMj774MxY7kdc43F/CGDnFj7+exRM/zPZKFYMWIU8EpbBAdEfhenGHvBkk+ugTjMer1Noq5y7t8YP/nOFqS6OwC49Nebn2tfdxsg5HNB37cYUvfrKPeG2LhiXw2oLC2rkUFaVEnib9fg1nfoZTjsi16te5mNpj53KVZzWF9kMtktVDFD+4wGv/5TrnvnWOsrfEN7JpSvEm69kAe/EWAUGmtVKl0YSFkE17VmF20+TS5ru8bdg81tXmiOXyWn+Wf+3dYF6ZZFjaI/WdFp5eiydPw0F3goOCSVeswXtLXfzJNY3I7DNMuBlW+3twv7mCQgAxnKGpw1K9m3xrgRNjLSJKhuHMHsXlHbrjAZ7/lSqvX9FR7R7e/tYBxk/9C8qZAu+1yxTev43rhWOTDs0QtFWd0IAXeX0bb9FGCCegAnSJNBZiRPwK+uQOVg4UXUKd9BOpNcmKkJqQSUR7Ke5KCH17GK6PwaUI0oyfzfEq5eUz+Jo7WLIPjraINjJEDkB5BQL7IoQiTbojLXBGqAeqaLsh/J4K6B70uEp9XWNiCkiECe5MctnKMDBlUXinxupBl33iOL5ggdVjw/z4O1mGtF4mJkwubosM1vKkRo7T061y8G2V99z/xPntz/OJvlGuCAvMHXyUO6t3kUoQ/ESYrutxxrPbNL1DOKVtlrp3KPzofcZf/BTZ7SWCYhI9GcPpnSOq7/CdLYsDZwrs7kTQg16So+P0igH40XvUH5xGb6skPlwiEPIz0iyRPtDGjW2zUL2LEjzAQ8oCGxtbvPz1ZcRKjkeOrRJrxjCOBvn21gKnQzragQDpr11navA5lFKN5tAig+8OcNO6yojjUkxHKExEKYR8ON3XUd1BMkqOWvM4dnCPiDZPRozy8KzN1u41ZuXTRB2VXDqK4A2Q2PMy/+j4313w6KVvvxQIJ8FU0douRd3l9UtbtAw/zZoHyXCYHAhwYsTLviGZkXCOA90mBwY9DCZ1/AGDQ/sD/PIXTnPqpMvoeABP2GRooMzJuQz9SoVi2qLSNlE8PrwS9CWqDA72UCrC1Ss22xtRPvv5f044oVBvpdhNtdB1jWq7QrUNbdcg3ifx0EPP0TIjnLu4yX975Trr6SZrpRIBX5y7G5vs5Oqkc20kWcUwI7x7TuX1HwX5oz++i+MJ0tPTR71WI+QLgNtEVCqEYgLlcobttT2spoEjewgrUbbW1ljP7VFT+7mbbVHM5JEME7NWZd/BXo4dfpxAMEkiEUZAIJVuYhgmmtZmemKKz774S5w68xCbS5eQRBetZdITDtATF2g30zx4ZJRD+weYmcjSN9qi3PDwzR9IhGL72cmsk0llsHWV06eeRFVdPB6XltAk4I1RrzcZHXb4mU8MM9Gn88ypMB8545II1uhRQ2yv5bl64Qpf+5Pvc+PiCqoVRJaLnHpIpL/Pg2S5qCF/pz1la9AUkZoasmbgFMApm8i6gND2YOoGOHTwCrbYcXas/5ez43SwEDgm4CAI4DgGoiyC63SEjSSACKIkdKwZOlV2ARfRdTrB5p9kgmQfqF7wRsAjIqkNJN2HZKg4WgXbNnFMB8nvoaA+yNUrq/SMnKRcy7OyskQ00EWyuwfNsKlU6hSKWQaHBkhnMhi6jtfrpd1uY5sWwVAYWVXuIxgEOgyrQqFAb3c31UoF1eNBa7eRZIloV4xKtUok0OFdNZpNvD4fjuPQ1dVFqVii2WigyDLxZA+KImPZJoZhoGkapWKZgYFBLMui2axjmgZdXXFkWabRaFAqlXAc537WJpFIIIpiZwIiFESRlfuYiJ+sOIdCITweL7u7uyQSCarVMn5/AOC+0AqFQiiyev/sJcnST5XDk134wktWMkG3PIH6Zoqq1eatmzqlIQ3/ZpKAR0Zo7vI/BccZedxkQtFo17zM9ZR58GCbv1kf4HPPKDzymyM8djhNz5HjGEtr/KMDi/T1VIl2neLu0hZutEo1FcffHuEziRI19QGO1dd5Nx3B+qM5fvUrj3BgaA9je4+NikZBrRNNqyxh49ALWoH/M3aQvdgWf/b9Rd64usr1bJ4920LNl1m3RVZ8NbbvQFv3c2esRep7h/mLC49x+fw7XDvY5lBGwHCSeI0mPSoMpix62GFwJcOVTQ9y3iY30kVPdZIVbZWdnhS37j5B/QmJC+c3eVQ1KM4OMPRAmdH+/4PE5CZUDjA+EmP57i6taoi6pPHI/LP8ylOHOfClh1i90EZeu8XpnJey5OVIv5ewUsD/SZEnvceYmlnAO+vnfbXJD67W6e4exkkJXHYLjF2Z4oWJEP6Hy8j1Nv4wJL0BImsljgxYfOJLZ2idbjN9yuWRp5PMxiocm4mS14q8+bV1fvef/hm7I15ChUUqb7f47JfBXw7QLZvQ6sKz242nsYsgyjQvWKjxNizXWbOiJK+lcO50842kTb8gc6s3ykDYJai1iasOalmkK1+gvhck3ldBGmqDWiBqxGlnl4n5oT3YQl0GeRzqdYj4fawWfGyYw7jfKxJ6TMZT8+A9pENUxNiZRVn242vICLERinu7+Ht7iBgbeCwVYbefwf2w4qaIZ12Mq5PcSudwnh8jWomj3PpzsmOPMfTpGrfW3yM3JiPuwdj4GDvGMt2rKrGuAbad1wjqz+JmbxKZ7eOu2WSvkWSwt0pvcZi+Uzb+o11Ub4j0ZfYxMb9FLNrHhtHNU8IfcjXpYWTNYOvoDqtvxJGmVAa8CbzJBvnvCkQGomwdSTIw2kft4p/S3eNlb22W2PhFWup1zu2fJei5hdg3gKf4HD09K/zbD1/lrCdMzBijdsmk95EAo8d7WUDCKNvcjpxlbHaELWOHWv0U08c22TJE3m7OMNWtcOGtAXqrUXoOvUdh3yhH/BVu/VhneyxLxfFQn16mf7APW1xlrtZN35nJv7vgqaf/9CUVP6LjQxEltrJbXL1VxDVNIqofs1ZiotdgrG+bUi7LqUMB+kMm3TEbf9Qg0BNiaHyc/p5xBCHDdrrMTrqNX7GYTBhUMzqaATkTPL5eCrtNZLlNNqexsd4k2nWY3sED1NpN6lqWer1Mu21Qr8po95onggDd3eDz+Kg20zT0ErYbwDQ9VBtVGiWN1c0ioYiK1ytQrxnE4yFqNRF/MEkgJNDVN4qqetCaZbR2HUlwCcW86LqJKis0yyUCHofRiQnKuXUss02hqmF4W+hmnbGeaXyKgsfbZm7/AWbmThANx8jnN7AsC0vzopsNTBOefuoJ2s02O9s7FFJ75Is1FFmgVbnD5GiLuSkT0dHQanmOHwoSSvppNiO8/EaTQsXEFVR8qo1jWyhyku6+PkyzzW66iE9SSERUVKXF2RMKvREFv2sgWE18QUhGk5x+aJ5AIEQgEKaYy+KR2hw8ZPDYY8fwSlFk2cDVqwiiimA7CDU/VkXHqoPQ9CBjd8LCbXCETsNHFKVONAcRbKFznnE75G3XdREEpxNVFl0EAQRZBEECQUAQBQRRBMFFEKSOuHEccF1c10ZwBXCdzrMlBSQRV5IRZBMkExy18xxaWDidJpKkUgie5fbCDrGeg5SbJQxNx6+GiES7cGUZXdMxzCa9vb2Ew2EKxSK93T1cuXKFYDBIsrsHURJxXRcHl2a9gaIoaK3WfeHjv3cGi0SjGKZJvV4nFo5gmCaWbSErMrIsIwgCO9vbuI5DKBhEVrz/n9ByNptF100GBgZpNpv4/V4MQycW60LXdXZ3dwFIJpMIgoCu60QiEURRJJPJ4PP7KBVLiKJ4/1zluwcNdRyXVqvVwUsI4PP57meOfkJl96je++0uQRR/qgSP+cbVl5K+LtxCiK3gId5rvULuVpPbIXjSbxLarDN71sQzEkKvBnhMzDN2OsFpTeGWGeRwWOHAhEWXEicuhfHd9qGtWFw+KvHxmThr+bvEVwRetxwOKz4uX1iiGKzhqCpvZ7M82T5F6qMmW7LMQm8YVrfI7h7A1HQk4QDVgEBXxEd7Kod8LIB1wyBTFjFzDmPdOuJ2gQ+MELXqMkPlMP3BI9w2ZUg3cAWdSNZmoKyzv+chFvqTfNxZ4HrcQ9jxMtRboRw5iuPbRRYsHraqfDjdz5Gbe1w9ECD8jRSZhA/PtWvYg6eITEhE19YZFD/Hb001SXOcZtc1GqbKuKpRaAQw5mtIH5/noewwf7l8AXkpR7WoYIR2yQ5u0+8UOG3BpHIY7eZN5o+P4X04zVj5Qf7xV4M02kUKtz7EiVbQaw6t/j52Z8c4WmmwnlVZsfO4QgDEh4h/+QPObov0UceXqmDNQzUwxWekCSYEl5rQz+za+/Qst5g5Co8+/CSKskX5QQ+RxW5azQWU5JMglFHjdWrvBSnlDcYCVZgUkdYaHIr5CKxJDN4sIVSPQnkLSmfgyRWEcQhaULxs47fPgLIJNQFpRkRpidg4qEd7ETSZle+4dPVN4d5sMTlZxz5Sx1fsQVurYxwIYa8XqZ+KoBcrRMQYO6urRLvm2YtDIawSb/djbFZRKxlu5MDDIPUnP49+7nVGzKf44QdbNNpJ5ENnmckrCCtdHBazvBEN0b/9i+zb5+Vma4mz+PndtTyhxgJn989heDc4iUhjQ2Yt6aVuraF4VNbeTeOxZOxxh+1akOHKDNVGlbq7RaI9i50OczSs4Jsz8e8uM+07wFrzCm7qEg/4/Pj6TlEubSDHDiJMOVReXeHcZYnnj59EeqeNWgjicQvM9Mlk5RmeWriD4X+PgWiAt9UEQys3OVz/B5Ta7+MdqRNp2rj1LKG7Exwcu4wVM1HCcQ5dmySwlWd05k02zBZRaYzoVpircwGG2u/g3ZNItoaYyPWhNVIUPQ8zP5glOvHfb5r+rYLHt/AnL4lqHBBB0RmKFvj8YxFefCTE40ctnn9S5PTDIg8fhKcfixHxFenvbpPsNxBjHi4tBmlZ09zd8vLdl6t8+wc7nHujSWazyWDYplBK8NZVg1cXHO4smuhtl+FJgd2ci+QbZHGjxE4uw+rabbbX8pRyOuWSgSPZJJIhHj31GNPjLRJRqOVtmnoen8+lUVCQnRCSmcanmHhUCAQD/OzHnsdtlVi9m0aXW6QKGzSbZQzCpNLbJKI6esvk2NFRclmRD6/lMHSdJx7p5eghD91dbVbWUigeBywJs9BgdmiI8cn9JAb6qekalqlTqNaIxgK02rv09cUQXS/hqEJ/vxccgc31HUTZpaRXWV0t4taq/LtfS/LUKYMH5qEnHqa3N8bE6BFE0cfKnRBvv2cT6w4iizp6q0WpkKeu1QlEFXb2ciTVHk7M9+FoVQzL4PC0ly5Fx2vWEQQRW3aRJJuAmqenW+GBs6McPZrgo0/NcPqj/wC/ewxJauIYNxFtETcv4hZc7N02SsODbIYQrRCWHsLUBAR0kDtZFVwR1xERHAAJARHXFnBtEAURQZERcEGQEMTOd6eOriBInT9ZAQnHFnAcEFzz3vnLxsUC0QVFRpAlHFnAFTr1dOQgjqThyC1ExYvkakgm2FmBry/C3dUSkeRBFu8uoqoKATWErKhUGg2CoQCtZplEopt8Pn8vy6JTKpWwLAvV40W955jIioxj2ZTLZVJ7e8iyTG9vb0cseL24uJiWRbPZJODt8LW2treIJ+J4fD7KpRI/fu01atUaQ4ODRGJxNjc3iMUipNNpVlZWMHSTiYlJ/H4/7XaTarVy3/GxbRufz8fg4CDmvRZZT08P5XKZ27dvE0/EaTaaSJJELBbDsiw2NjaAziyC1+vF7/fj93faW8FgkGKxiHxvXVkUpPuhbNtxmN//0zM8GLD/+CUWDcRHJJb9Vxgz+3jiFyT+xeMGw/t0Tj/vkjw+ziNf2ODREZtDoQYjvSWkhyXiHynx0h+UGTFH+avbUV7+ZpW/yPn52st30F7WON4w2bBEbn/T5sN6lAtvlfACIy9OcGFtES1ylPPbm3D1Q9atbdYWM9w+N01/8hLVZhNpwsODfQ8yd+Icg46Xiy0VSVsgM10lujnAe8dGmVkV2Z/e5Noc7PS1eHh6HzNljXpaZ7OyQ7S8wV0VagEv028u806kzXH9EWZO7PL99T5uvLPI1ng/B8/M8vQDAQK2yU09weRshb1AhN1bd/j58XlGPzZHfTdHrUsjWkjzHdHisUcP88pyhsHiCoa0D6+4wsOmSW9doH7tMgn9o6w4W9TWtylte/mvH7P4zAswMATjJxWqT3mYG2yw2X2M1YuPo9y4izjXRX1fk/ldm9tbOfw9qwwZJ7lrCvQtGzwyH+PI/hznNgv8k9A4oZTA1/dbzI+Z3PoxdHuC+I9fZ+lAhRcfPk4iMMT+x/dx8lf/JfXKfjxlDffuCs6YzvJtnV7fOqnX24T6n8LzRpBy18eJGHcgoMLBfi7JMNCfo3VqmFrPCv5WAtba4AyBNklT2SFy40W2nrxFdKtCJeJnb7OJ3d1L+LBNa3sauVCgZ7aJ+KM+tIk17sw3Sd6Ad4YidI/m2VhKEtHL3Km2mDZj0OtDODSEPVqj99oAXf3XMVJxhBEN2bQZj5uEWl18488SbP5NG1U6wA+77zKdWKKejxDw7uIRYf3Yx7BuvMHhJ0Ospc7zgdFGNM8SqXyXLr+PtD2AbMziN2SOhDd48+YtfJ42W9oWrnSCZNyDb/f/ae9efuM6yziOf891Zo5njmfGM+PL2PGlviS2k/iWhKQ0xS0EAaJ0A0lZIf4CVqy76gKpElIFEmuQKsEqUKBA3SptQy5NnDQXx3Z8GXs89tw99/ucw8Jh1xUSQljvZ3WWr97F0U/v8zzvO8bl/i4S49s0UxHCn9fIDg1xYFg8WdrAO7zIxYEOHucyfPj+77BaL+MbqjMSdrL72W0m63427zepZP+CKzDHvuog6htmKFllbbqEP2CSit5kjDG2TgbQQt2YWhLfx2Ns/+wG6xGdR3dtBgbiJO9kCId04tOTxGKrrG1rLOcT8MMgtTT0TPko3xnAuJTha49zfBj3oqQ7CS76yN7b5aPmIN1n91jdcXH+zH8wls5vfvp2s7qM1NmBJLvQlTJ2YwXDlaOru83wCYVen4VmNakfFnEZNnUJanWdj5Zs/ngnxPOsBsYAu4dg6EGcJDC9bbzeLn75+wxlR5j+4ADVZpu+Xi/fni1her1s7cSoNVQkW6FUrLGfzVOoN1Bpc+3732F27jweV4tRb4bZiT5uPNikmLPQWyqxeAKHBwb6JTKZKm6Xj9cWL/Nw5SmyU6farlHOW5wcHUHTnORyeTQVurxOJMo0m002IhUMM0CtWcE0Q+ztKfR4dpk/YzA2pGO1K3SYYU6dmiUWj1Iqp4htb+PWTFqlArFEArWRRm4WWIvsI7WcBDw+qnaFWDRGPpGmXk2zl2qSqbn50etNenxVTP8FatUig2MjyMZF2lI37/xqiQcRGZkyHVqG+ysFLNnAbVhoioqjXWVwsI3XPMu3vncNpxng0+t38OgNxibA0iVaLXBaLdoOHb3uBNmJQ+/EafZD4S7Yy9iFZdgqIh1YSHkJKS8hV2XakoTctLErGoqrD9npQdF15HoD2VKQLAnZlsBWkFQd2kdvfyqSDCigtF+UrmzQFSxAUnTa1tF0EZYElo2EhWw1keyjkhZ266ivR5KQJPsoBNktZAVsWUfSLWylcnRq1NaRmtJR4zQO3lsdo2q76R4IoLkMWm2J/WQCy7ZwqBK+Tg/1RotQKEQpX6A7GCKXy5LLHVIsFug0zRcj6200VcfoNGm8uHVZU1UkRcHt68TiaF2VfJ5CJksisUdPdx/70X08HhOX7iCbSRLd3cHGYmxkHBwaXUE/qfg+xcNDttafM7ewgMt1VG5aX3vGfjTKS6MTVMpVWq02mXSWrq4AkcgOtgWhYDdbm9uEgt14fX4MowNFUujyBygVy8T2YnjcJvKL/Uun07TbLbzezheTXwqW1T761lQUVaZYKCEpNmdPf/W17P+Pqj9/5+26/y76/AX0QgZ7ZInJdQP59Qrj2ggjY3kmJQPZYTJwO0HjGmwuQ2W3zgfvw73dSaLVIGeCJtmCQv5gl8BMAbXHQcRb491fd7NxcYLpoEYqUGeuv5Mrg4ecHICNT/ZIPT2HPrxFan2Ryr0HVJEZL+e5emKQ+R9cZECLkhtN8ab1FpXtdfREiszzPnareyilx+DLctoBJ6oeLhVfYclr45Nvs5r30yTPudNzBCJubjlznKinmQkEWF95Qr2nycStPMmFYbI3LU5hccO3xmudGd7o1XGWDdTyc9p6CP1lhRt7K+xvDVPZ2cHfyDHl7YdYpAAAAmdJREFU8/G3g084q+3hyOS5FasRMNNkOgdwZfv42HzKk9sbVA9Vks0cu61xrl7VqF0pMj36XR4kK3wzNEtu6y16U2f48Xu/4FFzl2SkimrlufnYT7hp0lRK6HWV4sMD1AsG4fBlvBNvcMnr4bcf3OLZYoafBG3qhkWzS6E/nSVWVpksjkG1hGmdwjXjp5RYxVPbYvUb1/HcG8RItehJVWAf3G4XO2slPKU1Ggv3qFivUE5A/amL0USdgl6Ewzbe7jYEatBVAPME2/VbVMsdxB064Y4dtEwfTk+GgDqPY28NNe1G245jG0XKxiz5xkOCkonb3Y1JkZFVF9khP85GhMDwKPGVJGEjB2MJDlwxeldhs2MdtWZRfjNJ7XkQ05ll98lJ6jMp3l0aohgwCCxOMJWsY56bZu3zdXKlEl9+XcOKTGE3Dxgd7kDZ6mHGHWI5GcUoqyzvHDA0HiCtlrG/jFNqzDEzHCbpLuNP62iJNXqqo5Q6Von9M4M2mGLzQQpr5zT72T+wEH6JzxoFvAEP+S8k4skY8Wwe384BgVeDWI8WWBzO8IXdwivdJX4jgHe2RSh8gp4OF3/+6zJb8TU6zPP06TX2c2Eyf3rMiN3D9dg26/On8X06RT3/D8zJYRY9U7RccSQpy9mui0jxKIXoBtPGJL3BBofSM6pqD4fGOnrRwf35TYKSg6A7w/pTjVfP2FzxKfw9N4VnWuV8aOgr/2HSvxsuBUEQBEEQjiv5f70AQRAEQRCE/zYReARBEARBOPZE4BEEQRAE4dgTgUcQBEEQhGNPBB5BEARBEI49EXgEQRAEQTj2/gVfGV9/0jRlkAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.util import random_noise\n", "\n", "fruit_image = plt.imread('./dataset/fruits_square.jpg')\n", "\n", "# Add noise to the image\n", "noisy_image = random_noise(fruit_image)\n", "\n", "# Show th original and resulting image\n", "plot_comparison(fruit_image, noisy_image, 'Noisy image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reducing noise\n", "We have a noisy image that we want to improve by removing the noise in it.\n", "\n", "Use total variation filter denoising to accomplish this.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.restoration import denoise_tv_chambolle\n", "\n", "noisy_image = plt.imread('./dataset/miny.jpeg')\n", "\n", "# Apply total variation filter denoising\n", "denoised_image = denoise_tv_chambolle(noisy_image, multichannel=True)\n", "\n", "# Show the noisy and denoised image\n", "plot_comparison(noisy_image, denoised_image, 'Denoised Image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reducing noise while preserving edges\n", "In this exercise, you will reduce the noise in this landscape picture.\n", "\n", "Since we prefer to preserve the edges in the image, we'll use the bilateral denoising filter.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.restoration import denoise_bilateral\n", "\n", "landscape_image = plt.imread('./dataset/noise-noisy-nature.jpg')\n", "\n", "# Apply bilateral filter denoising\n", "denoised_image = denoise_bilateral(landscape_image, multichannel=True)\n", "\n", "# Show original and resulting images\n", "plot_comparison(landscape_image, denoised_image, 'Denoised Image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Superpixels & segmentation\n", "- Superpixel\n", " - A group of connected pixels with similar colors or gray levels\n", " - Benefits\n", " - meaningful regions\n", " - Confutational efficiency\n", "- Segmentation\n", " - supervised\n", " - unsupervised\n", " - Simple Linear Iterative Clustering (CLIC): takes all the pixel values of the image and tries to separate them into a predifined number of sub-regions\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Superpixel segmentation\n", "In this exercise, you will apply unsupervised segmentation to the same image, before it's passed to a face detection machine learning model.\n", "\n", "So you will reduce this image from 265×191=50,615 pixels down to 400 regions.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.segmentation import slic\n", "from skimage.color import label2rgb\n", "\n", "face_image = plt.imread('./dataset/chinese.jpg')\n", "\n", "# Obtain the segmentation with 400 regions\n", "segments = slic(face_image, n_segments=400)\n", "\n", "# Put segments on top of original image to compare\n", "segmented_image = label2rgb(segments, face_image, kind='avg')\n", "\n", "# Show the segmented image\n", "plot_comparison(face_image, segmented_image, 'Segmented image, 400 superpixels')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding contours\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contouring shapes\n", "In this exercise we'll find the contour of a horse.\n", "\n", "For that we will make use of a binarized image provided by scikit-image in its data module. Binarized images are easier to process when finding contours with this algorithm. Remember that contour finding only supports 2D image arrays.\n", "\n", "Once the contour is detected, we will display it together with the original image. That way we can check if our analysis was correct!\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def show_image_contour(image, contours):\n", " plt.figure()\n", " for n, contour in enumerate(contours):\n", " plt.plot(contour[:, 1], contour[:, 0], linewidth=3)\n", " plt.imshow(image, interpolation='nearest', cmap='gray_r')\n", " plt.title('Contours')\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage import measure, data\n", "\n", "# Obtain the horse image\n", "horse_image = data.horse()\n", "\n", "# Find the contours with a constant level value of 0.8\n", "contours = measure.find_contours(horse_image, level=0.8)\n", "\n", "# Shows the image with contours found\n", "show_image_contour(horse_image, contours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find contours of an image that is not binary\n", "Let's work a bit more on how to prepare an image to be able to find its contours and extract information from it.\n", "\n", "We'll process an image of two purple dices loaded as image_dices and determine what number was rolled for each dice.\n", "\n", "![dice](dataset/dices.png)\n", "\n", "In this case, the image is not grayscale or binary yet. This means we need to perform some image pre-processing steps before looking for the contours. First, we'll transform the image to a 2D array grayscale image and next apply thresholding. Finally, the contours are displayed together with the original image." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.io import imread\n", "from skimage.filters import threshold_otsu\n", "\n", "image_dices = imread('./dataset/dices.png')\n", "\n", "# Make the image grayscale\n", "image_dices = color.rgb2gray(image_dices)\n", "\n", "# Obtain the optimal thresh value\n", "thresh = threshold_otsu(image_dices)\n", "\n", "# Apply thresholding\n", "binary = image_dices > thresh\n", "\n", "# Find contours at a constant value of 0.8\n", "contours = measure.find_contours(binary, level=0.8)\n", "\n", "# Show the image\n", "show_image_contour(image_dices, contours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Count the dots in a dice's image\n", "Now we have found the contours, we can extract information from it.\n", "\n", "In the previous exercise, we prepared a purple dices image to find its contours:\n", "\n", "![step](dataset/steps_contours.png)\n", "\n", "This time we'll determine what number was rolled for the dice, by counting the dots in the image.\n", "\n", "Create a list with all contour's shapes as shape_contours. You can see all the contours shapes by calling shape_contours in the console, once you have created it.\n", "\n", "Check that most of the contours aren't bigger in size than 50. If you count them, they are the exact number of dots in the image." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dice`s dots number: 9.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create list with the shape of each contour\n", "shape_contours = [cnt.shape[0] for cnt in contours]\n", "\n", "# Set 50 as the maximum size of the dots shape\n", "max_dots_shape = 50\n", "\n", "# Count dots in contours excluding bigger than dots size\n", "dots_contours = [cnt for cnt in contours if np.shape(cnt)[0] < max_dots_shape]\n", "\n", "# Shows all contours found\n", "show_image_contour(binary, contours)\n", "\n", "# Print the dice's number\n", "print('Dice`s dots number: {}.'.format(len(dots_contours)))" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }