{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- This is a regression problem ---\n", "\n", "1. Loading dataset from file...\n", "\n", "2. Calculating gram matrices. This could take a while...\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16767/16836.0 [00:13<00:00, 694.98it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.539767503738403 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1253.27it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16816/16836.0 [00:13<00:00, 658.99it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.770305871963501 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1230.40it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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I0yAMw/Cl+oPWVoWAmNbUQduiY1y2/hN0Pj6R5/7vnflIUD88PC3vsu11vCq1kPTuVninFfdM9Q/JdnBSebj2nT7h5b/39qz8+XemRAdy9eLnEOZleybetsgvuoLjPn570trAa0FkNToS9Y5MdDj7jenR3DGxsv5T4v+F2JEJD9+/J1Psnv/1CZU/d9BuUK7vjmxdRW3vzcbb7QjCWaQ0DcIwjADMUMowDF8G2tR6MDABYRgJUu1Ba01AGEZCqEK6zwSEYRg+OFMMExCRjKzJcPmZ63hq8/mMP6yMrBmWDxZ7e9tV+QCz3l2B0ngO3zxQ8K3wGkH57VYAjPVJHvPDw+W5FtZ4ynY1lefSCCMqQc2qrni5OTd3BefJvLDh+YrGBDC1Njr13i+7onND7Oodx+RUZbsJ02r9vxC/7JrlW55jf6Y421VTzfqK+gWYnPL3O1rVNQOAjnzU682x2tvQ65ebo62iMZklpWEYvtg2p2EYIdgUwzCMEMzU2jAMX5yo1iYgImntHofc817u+OsH+Vv5OP9xaGLevHr1e7+fz3jlzVtRGmDWa1Lt9cr0M58G/wXJvxi7vazsoCfR7f6+yt7MJzvHhF6/aXQ8b86eUeXjyrHHJzdDFM8f889N4eXG0dGLbVndw+5stNm2l/W9/lm9/qgpvL+UFKe525GJl5XMy/aMfz6QRU2OF2edOB6juzLx8pVcP7I89d4NFYxHETJ98fJuJkVVCAjDOFmxKYZhGL7YLoZhGKHYLoZhGP6oOWvFIpNNUX9Yef+wvVx35jpeOHx63nrSa1XpTaRbGjKuZ4q/laU3noOXNT6LlN4FyRxei8tHj06O8zh5wiwgAd4zLJ4VZJhFZhyLx1J29Y6LrDOrdnVknam1wyMtIEsptYjMMbpmXeh9pRaYOevHSihYShZTJ877nrO0fK7bz0KynHPq4y0yBzHQEaVEZAHwbziZtb6vqreXXD8NuB8Y49a52U22E0h16zeGMcTpc7WIqCMKEUkBdwFXA7OBRSIyu6TaPwCPqOoFOLk7vxvVblVoEIZxMqJAZuC8OecBraq6FUBElgHXAd5EowrkIhaPBiJVoKoQEBOHH6btigyffP1THPrxZH7+9//C1GEHAXjoyHhu3/gpAF6e92D+ntJEut6kNt7o00Fh4vwcr/zsHLzTirh2CzmONm0Nvd4R04Tg6e7gKUYce4VS0hodebk9hpnB6h7hM6PKbQHCyKr/eA/0hSdwak0Xvzc3jPJPAhyO/z3tri1HW9bpY+HIeAmRD/b1wwjFwwAHjJkC7PS83gW8p6TOrcDPReQvgBHAh6MatSmGYSRIHxLrAJpFZK3nuKkf3S0C7lPVqcA1wIMiAUFCXapCgzCMkxKtyA6iPSL13m7Am+txKuVJOm4EFgCo6m9FZBjQDASqgaZBGEZC5AylBmKRElgDtIjITBGpx1mEXF5SZwdwOYCIvAsYBoTOp45LgxCRbcARIAtkVHWuiIwD/hOYAWwDrlfVg8fTj2EMVQZqDUJVMyKyGFiJs4W5VFU3iMhtwFpVXQ78H+BeEfkCjnz6jEZk7x6IKcZlqupd/bkZeFZVbxeRm93XfzcA/RjGkEIRsgMYk9K1aVhRUvZlz/lG4H2VtDkYU4zrcIwxcP9+dBD6MIwhQQWLlIlwvAJCcbZNXvKsqk5Q1bfc8zZgwnH2YRhDEtUBXYMYFI53ivF+Vd0tIqcCz4jI696Lqqoi4jvHcQXKTQDjJjfgbwRrGEMbrXJfjOPSIFQdixtV3Qc8gWPNtVdEJgG4f323UFR1iarOVdW5TWP9A3kYxtAmnvaQpAbRbwEhIiNEpCl3DlwJrMfZWvm0W+3TwFPHO0jDGKqoSqwjKY5nijEBeEJEcu38SFWfFpE1wCMiciOwHbj++IdpGEOPIR0wxnUKebdP+QFcY4y4NNUco6VlG28cOIVh3dCcGsFVTY77708Oz6HrqBPH0Ju+/dz64tTrjx2ZmT/f0TU2f+5NtuPFz4XaL4ak12U7yreilJE1w0KvP3cs/HqOjcemBF67pCHcTdoPv6RBpazrHRtZZ1v6FFrqtlTU9/ga/6Q963pH+ZbnaMsUvzcTUsFxOoNoTvn3/arb9wHXHbypJtpXBaA17Tfmt3zKArCgtYZhBKFU/yKlCQjDSAyLKGUYRgjhhs7JYwLCMBLEphiGYfiiagLCMIwQbA3CMIxA+ipM5/hOUxUCYlvPeFIPtfD5zz/BP33wI24cyqsA+NXce6k73wmQuLqnYNPwQPv8ojbunPyb/PnZDYXYkdszvfixqqulrMwv5qQ3NH3cGJI5ouwc/kfjsVjtfHBYefzMHEf6KhwU8Otj0fdc2RidnzKtOzlYYffrev3bvXx4uFFvVovjmhzsxxerNd0T0HfOvuYQAO3ZeG1fOuz4Y1LaFMMwjECqfBPDBIRhJIYtUhqGEUqVqxAmIAwjQUyDMAwjELOkNAzDF1XQAQxaOxiYgDCMBDENwjCMYKpcQFS3fmMYQ5p44ebiLmSKyAIR2SwirW5OmtLrd4rIK+7xhoi8HdVmVWgQmWwNtd0wv7GVn7VsY1P35HwUKW90qXXHCqkHvVGjIDja1C+6Jvn26Y0UlaNnVHmUIm/kqbAs236ERYKCcAtJL2GRqX5zrPKAv9vSp0TWmV3XGllnbKoxMhJUKaWRoXJMrt0Rel9pJKpXK+wXChGjShnjRpDKRZxa39sUq70z6g5XPIYyBkiDEJEUcBdwBU5m7zUistxNluN0pfoFT/2/AC6Iatc0CMNICh3QoLXzgFZV3aqqvcAynCRWQSwCHo5q1ASEYSSJxjyimQLs9Lze5ZaVISLTgZnAL6MarYophmGctMQ3lGoWkbWe10tUdUk/e10IPKaq2aiKJiAMI0nir0G0q+rckOu7gWme11PdMj8WAp+L06lNMQwjKRRHg4hzRLMGaBGRmSJSjyMElpdWEpGzgbHAb+M0agLCMBLECTsXfUS3oxlgMbAS2AQ8oqobROQ2EbnWU3UhsEw1nolWVUwxThl2lP3vzfLnrYs48NhUvn3Lk/Sc4wxt2ZGxfH3TAgDWXPxA/p4Z9cUBRF7pKQQDua/j0vz5tyetxY8LG54vK9vjE//jl11n5M9vHN0W42kKRCW1iRvsJWwrM05gl1K6+rZF14nx+Vndk+Zy/1w0gaTVN1UrRyMCwLxeEuwlKsCMH1k96Ft+2DV33pFxtsfnD0/51ivlUF+8eqEMoKGUqq4AVpSUfbnk9a2VtFkVAsIwTlrMm9MwDF8UpPKIge8oJiAMIzFiL0AmhgkIw0iSKnfWMgFhGEliAsIwjEBMQBiG4UvOUKqKMQFhGAkipkEYhhGICQjDMIIwDcIwjGBsDcIwDF/iB4NJjKoQECNqehg/az9vdw8n1ePEgZw/ahPgxHXs7nLiUzZIwWlpdt2hojZ+c2xy/rztWCFeYVb9bVmn1pZ7GT1/rL6sbFfvuPx5WoPc6/0ZmwqPYRknyzaEx5CM43hVSmNN+XOWsr4n+pdtW7qZ2XV7K+o7KL7m1kz4R7EtWxyDcmqtv+NVGKNr/D3Ltmccp6sDfU4synE1R2K1l7vvuDABYRhGELYGYRhGMFUuICKd6kVkqYjsE5H1nrJxIvKMiGxx/451y0VE/t2Ny/+aiFw4mIM3jBMZcb054xxJESfqxn3AgpKym4FnVbUFeNZ9DXA10OIeNwF3D8wwDWOIMnAh5waFSAGhqs8DHSXF1wH3u+f3Ax/1lD+gDi8AY0TEP3ONYRgDGfZ+UOhvTMoJqvqWe94GTHDPK4nNf5OIrBWRtW93REbfNowhiWi8IymOO2itG/yy4kdQ1SWqOldV544ZNwDbRYZxIjJENYi9uamD+zcXibSS2PyGcXITU3tIUoPo7zbncuDTwO3u36c85YtFZBnwHuCQZyoSyO6eMTQ8OZHPLl7Bty6+ikePjs9Hsl5x4b3sO9sxkimOXD2/qI1vTiyE+R+Tei5/viPT5dunN1p1Dr+o1bNqV+fP2yucCa3rHRt6PW5E6rBEunGiT5cSxwhqXkN0UuBz6/bTE2CIFsSG3m7f8osawsNjp7Wz6PXRvsqf+/fpo77lcxqcpL5Zdd6PozEXBec0NFQ8hjKqfJszUkCIyMPAfJzUX7uAr+AIhkdE5EZgO3C9W30FcA3QCnQBnx2EMRvGkOGED1qrqosCLl3uU1eJmdLLMIyBRUQWAP8GpIDvq+rtPnWuB27F0V1eVdVPhbVplpSGkSQDNMUQkRRwF3AFzu7hGhFZrqobPXVagFuA96nqQRE5NapdS71nGEkxsIuU84BWVd2qqr3AMhy7JC9/Ctyl6qQYUw1Ic+bBBIRhJMnAbXPGsUE6EzhTRH4tIi+4U5JQbIphGEkSf4rRLCLeRLNLVHVJhb3V4rhBzMcxQXheRM5T1bfDbjAMIwGEimwc2lV1bsj1ODZIu4AXVTUNvCkib+AIjDVBjdoUwzCSYmC9OdcALSIyU0TqgYU4dklensTRHhCRZpwpx9awRqtCg8j21ZDqgUsat/DorAvZmR6XjyLljS71e09kJW/UKAiONrUxPdq3T2+kqPw4dE9ZmTfy1OoYBkZewiJBAaR1Z+j1HGGRqVb3xDO28rIt3RxZ59y6/ZF1Gmvq2dQTWa2I0shQOabXBmq5QHkkqv5Ec8pFjCqlOeUYUOUiTr3ZG+93c3qtvxFeRQzQLoaqZkRkMbASZ5tzqapuEJHbgLWquty9dqWIbASywN+o6oGwdqtCQIyt7+LAnD6+tPXjHHlqEn/4dw/yZovz5fpx51i+tvEaAH479/78PcMm/Kaojdd6j+XP7z/wgfz5HRPX4sfkVHn57my5qP5l16z8+WdGRS76FtFStyX0+sGYRjLrev2/VACXhxsg+hInTFwcC8lNPXBRQ3T4uuJ2/cO5HYuwCN3UW/xlnNMQHs7Pj5ylZClH3a7fdC0tc5aVURztOxZdKYoBtKRU1RU4xoresi97zhX4onvEoioEhGGcrFjIOcMwgjEBYRiGLxb23jCMME54Zy3DMAYPW4MwDCMYExCGYfhiaxCGYQQh7lHNmIAwjCQxDcIwjCBskdIwjGBsmzOaxpoehk8/xOHeBlJpZXJtA+8b5fgx7M+Moqe31q1XsPufXdde1Mbm9Pj8eUd6RP48Jf6ON9Nqy8vX95ZHKd6fKTj4ZLU86nUY4wPSzedY1xvP0aotMybwWjo6KFAZpY5PfgRFn/bSlh0V6FsRhNepzsvWdPj/Ym+22D9illboJRbS996M8y3tyDrv14RUb6z29mSPM+FTwiHt41AVAsIwTlpMQBiGEYRpEIZhBGMCwjCMIEyDMAzDH7OkjEdb72hmrhzHR//XM9xz3od4qrOZOzZdCcCTF9zLhplO9O6gqFEAX53wQv4821yIwbkj45+P0RspKscfNZXvUoyuWZc/P1BhPsiwSFAAlw+PF9pscu2OwGtH+yq3xduaiX7bo3JlghMmLioSVFnfAbsV76oPjxBVumtxTDMV9QuwJ+O/83FmnZubs9bZzeiOmW/0zLoR0ZVCEMyb0zCMMEyDMAwjCOlHdvZ3EhMQhpEUtgZhGEYYtothGEYwVS4gLLOWYSTIAGb3RkQWiMhmEWkVkZt9rn9GRPaLyCvu8SdRbZoGYRhJoQO3zSkiKeAu4AqcHJxrRGS5qm4sqfqfqro4brtVISCyWkMqrcxt3Mqy6RcVeXB6PTv3ZApp9LwemxDs6bkn47+f7/XSzJGScs9Ir9dna7oym4MwL0yArEant4Nwr9DX05V7NQalv/OS1s7IOiNrhpVlvIqi1CszR5R3Zqkn5vZMPI9LLzlvzVIm16aL+tiTieelOZXKx1DGwE0x5gGtqroVQESWAdcBpQKiImyKYRgJkcvuPUBTjCmAN9nrLreslE+IyGsi8piITPO5XoQJCMNIEtV4BzSLyFrPcVM/evsvYIaqng88A9wfUb86phiGcbJSwTZnu6rODbm+G/BqBFPdsjwlmby/D9wR1WlVCIjRdd28fbZyx7arYeU4FszZxMunTQfgJ53j834Zv577g/w9neNeLWrD66fxYMel+fOvT/DP7t1Us76sbIfP3HNV14z8+Q2j2suuhzEhtT35JobxAAAHcElEQVT0+sGYfhSvhmb3rlwJnFp7MLLO0Rh+J9szqYqzbAetNUT5VpSuOfTHDyJd67+20KNO+d5sj9t2vOzeXX3HuQYxsIZSa4AWEZmJIxgWAp/yVhCRSar6lvvyWmBTVKNVISAM42RloHYxVDUjIouBlUAKWKqqG0TkNmCtqi4H/lJErgUyQAfwmah2IwWEiCwFPgLsU9Vz3bJbgT8FcsvwX1LVFe61W4AbgSzwl6q6spIHNYyTiYH05nS/gytKyr7sOb8FuKWSNuPop/cBC3zK71TVOe6REw6zcVSbc9x7vuvuzxqGUYpSySJlIkQKCFV9HkcdicN1wDJV7VHVN4FWnP1ZwzB8GEhLysHgeLY5F7v7qUtFZKxbFncv1jAMKCxURh0J0V8BcTdwOjAHeAv410obEJGbcnu6XQcHwCLNME4wBthQalDol4BQ1b2qmlXVPuBeCtOIyL1YTxtLVHWuqs5tHFvvV8UwhjZx1x+qeQ3CDxGZ5Hn5MSBnVLAcWCgiDe5+bAuw+viGaBhDF+mLdyRFnG3Oh4H5OKaeu4CvAPNFZA7O7Ggb8GcA7r7rIzgOIhngc6p6nPnJDGPocsIHjFHVRT7F/xFS/2vA145nUIZxUqBAhZHS32nMktIwkqS65YMJCMNIkhN+ivFO0FjTS820TjrT9dRklAmpWi4e9SYAB7IjSWccY0xv2vqz6/cWtbE/W3DeeTtdcCCqCzDknJwqf2e2Z8rTw3cUBTipzFmrORWefKY1ZrCXAwFBVgCyGu14VcrokAA0OX6f9k845OVAXxNZ9U+EE0Rp4JccQUltcpQGewlyvAoj6LPwVrYbgP1ZZzdtQireM7Ufr7MWJLpDEYeqEBCGcbJiGoRhGL6IgtgipWEYgVhuTsMwgrDUe4Zh+GOp9+Kxr7eJmauauOLPXuLBs05lZdep3P3GBwB4/IJ7eXHqLKA0rNwlRW185dTf5s8PjF2XP9+R8V+N94aSy7GoaW9ZWZ0UonK1ZyvTB8NCxQFcPjxeqIwxNb7uLAAc7qvcWn57JrrfOQ3RYdeaU0c5WuEHfG/G/38YFeYtF5o+R08/DHRzuxWlnFbr9D0p5bSZjtl27r7+k6yfRRyqQkAYxsmK7WLEoE+FmoxyQeM2Hp52UZHtg9cmoiNbsG/w2jpAsI1ER9Z/373Dx7agTsrtHLz2Em3ZyhLnhNkvOByK1U6YPcWOjP+vYhgH+sqTBpUSx75hdM1w3oxhL+ElKHlNtjZcOyu1n8gFmK2EnJ1DKTnNIWcnEaRplDJBKvs8+GIahGEYvihI1gREJE11PRw+Hb678zKGP9fEpfNa+e8pZwDwi+5m7tnihLFfdVEh7H3bmOKMYht6C1L/Ps/6RFDYe9hcVrIrU/6r+Vz39Pz5wpHxUuXlaApZOwBoj6mRrO8N/sWfH3Mdw8u4miORdY5q9Nje7K2JtVbhZULK3/qwW8M1iNJ0eHFD0xf37a8V5dYccppD3LWF4w57D7ZIaRhGMLbNaRhGMCYgDMPwRal6S0pL3msYCSEoovGOWO2JLBCRzSLSKiI3h9T7hIioiITl+gRMQBhGsgxQ0Fo3QdVdwNXAbGCRm8iqtF4T8HngxTjDMwFhGEmhQFbjHdHMA1pVdauq9gLLcBJZlfJV4JvAMZ9rZZiAMIwEGcApRmTSKhG5EJimqj+NOz5bpDSMJIm/i9EsIl6jniWquiTuzSJSA3yLGBm9vZiAMIzEqMhZq11VwxYVo5JWNQHnAqvEMRGfCCwXkWtVNciasDoERGemnlN3CBdeuZNHTzuNzelTWbdvMgC3THqa807dA8CuTOGelzpnFLVx9Yg9+fOLRmzLn+8NsKvf0Du9rOz6kfvKys6pL7R7sC9Tdj2M1nS4N+elw+K1d0bd4cBrh/oqt6SM583ZEFlnem0XR/tiTWXz7Mn6e0qeWTfCtzzHVIqtFvtjxRgUQzJnOZnzrYjbdmPNcWaEy2X3HhjWAC1uwqrdwELgU/muVA8BzbnXIrIK+Osw4QC2BmEYydIX84hAVTPAYmAlsAl4xE1kdZuIXNvf4VWFBmEYJysDaWqtqiuAFSVlXw6oOz9OmyYgDCMpFKgwCNE7jQkIw0iM6o8oJVoFAxSR/UAnlWamqS6aObHHD/YMA8F0VT0lTsXRwybqJdNuiNXo063//FLELsagUBUahKqeIiJrk/gHDBQn+vjBniERquAHOoyqEBCGcVJi2b0NwwhGISKSVtJUk4CIbTZapZzo4wd7hncW28WITyV25dXIiT5+sGdIBFuDMAwjEBMQhmH4U/12ECYgDCMpFOizNQjDMIIwDcIwjEBMQBiG4YsqGhAfo1owAWEYSWKWlIZhBGJTDMMwfFG1XQzDMEIwDcIwjCDUNAjDMPwxS0rDMIJQwLY5DcPwQwG1bU7DMHxRCxhjGEYI1a5BVEVUa8M4GRGRp/Gkw4ugXVUXDOZ4/DABYRhGIJab0zCMQExAGIYRiAkIwzACMQFhGEYgJiAMwwjEBIRhGIGYgDAMIxATEIZhBGICwjCMQP4/o4RWv6+efgMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16830/16836.0 [00:13<00:00, 690.53it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.533250093460083 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1251.89it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16817/16836.0 [00:14<00:00, 654.53it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 14.489107847213745 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:14<00:00, 1172.01it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16801/16836.0 [00:14<00:00, 628.36it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 14.75175428390503 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:14<00:00, 1148.18it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16793/16836.0 [00:14<00:00, 607.50it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 14.311212062835693 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:14<00:00, 1186.81it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16792/16836.0 [00:13<00:00, 669.79it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 14.046022176742554 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1207.23it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:14<00:00, 641.17it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 14.37161374092102 seconds ---\n", "\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16768/16836.0 [00:13<00:00, 717.90it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.72141408920288 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1238.51it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16832/16836.0 [00:13<00:00, 704.24it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.117121696472168 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1291.65it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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I0yAMw/Cl+oPWVoWAmNbUQduiY1y2/hN0Pj6R5/7vnflIUD88PC3vsu11vCq1kPTuVninFfdM9Q/JdnBSebj2nT7h5b/39qz8+XemRAdy9eLnEOZleybetsgvuoLjPn570trAa0FkNToS9Y5MdDj7jenR3DGxsv5T4v+F2JEJD9+/J1Psnv/1CZU/d9BuUK7vjmxdRW3vzcbb7QjCWaQ0DcIwjADMUMowDF8G2tR6MDABYRgJUu1Ba01AGEZCqEK6zwSEYRg+OFMMExCRjKzJcPmZ63hq8/mMP6yMrBmWDxZ7e9tV+QCz3l2B0ngO3zxQ8K3wGkH57VYAjPVJHvPDw+W5FtZ4ynY1lefSCCMqQc2qrni5OTd3BefJvLDh+YrGBDC1Njr13i+7onND7Oodx+RUZbsJ02r9vxC/7JrlW55jf6Y421VTzfqK+gWYnPL3O1rVNQOAjnzU682x2tvQ65ebo62iMZklpWEYvtg2p2EYIdgUwzCMEMzU2jAMX5yo1iYgImntHofc817u+OsH+Vv5OP9xaGLevHr1e7+fz3jlzVtRGmDWa1Lt9cr0M58G/wXJvxi7vazsoCfR7f6+yt7MJzvHhF6/aXQ8b86eUeXjyrHHJzdDFM8f889N4eXG0dGLbVndw+5stNm2l/W9/lm9/qgpvL+UFKe525GJl5XMy/aMfz6QRU2OF2edOB6juzLx8pVcP7I89d4NFYxHETJ98fJuJkVVCAjDOFmxKYZhGL7YLoZhGKHYLoZhGP6oOWvFIpNNUX9Yef+wvVx35jpeOHx63nrSa1XpTaRbGjKuZ4q/laU3noOXNT6LlN4FyRxei8tHj06O8zh5wiwgAd4zLJ4VZJhFZhyLx1J29Y6LrDOrdnVknam1wyMtIEsptYjMMbpmXeh9pRaYOevHSihYShZTJ877nrO0fK7bz0KynHPq4y0yBzHQEaVEZAHwbziZtb6vqreXXD8NuB8Y49a52U22E0h16zeGMcTpc7WIqCMKEUkBdwFXA7OBRSIyu6TaPwCPqOoFOLk7vxvVblVoEIZxMqJAZuC8OecBraq6FUBElgHXAd5EowrkIhaPBiJVoKoQEBOHH6btigyffP1THPrxZH7+9//C1GEHAXjoyHhu3/gpAF6e92D+ntJEut6kNt7o00Fh4vwcr/zsHLzTirh2CzmONm0Nvd4R04Tg6e7gKUYce4VS0hodebk9hpnB6h7hM6PKbQHCyKr/eA/0hSdwak0Xvzc3jPJPAhyO/z3tri1HW9bpY+HIeAmRD/b1wwjFwwAHjJkC7PS83gW8p6TOrcDPReQvgBHAh6MatSmGYSRIHxLrAJpFZK3nuKkf3S0C7lPVqcA1wIMiAUFCXapCgzCMkxKtyA6iPSL13m7Am+txKuVJOm4EFgCo6m9FZBjQDASqgaZBGEZC5AylBmKRElgDtIjITBGpx1mEXF5SZwdwOYCIvAsYBoTOp45LgxCRbcARIAtkVHWuiIwD/hOYAWwDrlfVg8fTj2EMVQZqDUJVMyKyGFiJs4W5VFU3iMhtwFpVXQ78H+BeEfkCjnz6jEZk7x6IKcZlqupd/bkZeFZVbxeRm93XfzcA/RjGkEIRsgMYk9K1aVhRUvZlz/lG4H2VtDkYU4zrcIwxcP9+dBD6MIwhQQWLlIlwvAJCcbZNXvKsqk5Q1bfc8zZgwnH2YRhDEtUBXYMYFI53ivF+Vd0tIqcCz4jI696Lqqoi4jvHcQXKTQDjJjfgbwRrGEMbrXJfjOPSIFQdixtV3Qc8gWPNtVdEJgG4f323UFR1iarOVdW5TWP9A3kYxtAmnvaQpAbRbwEhIiNEpCl3DlwJrMfZWvm0W+3TwFPHO0jDGKqoSqwjKY5nijEBeEJEcu38SFWfFpE1wCMiciOwHbj++IdpGEOPIR0wxnUKebdP+QFcY4y4NNUco6VlG28cOIVh3dCcGsFVTY77708Oz6HrqBPH0Ju+/dz64tTrjx2ZmT/f0TU2f+5NtuPFz4XaL4ak12U7yreilJE1w0KvP3cs/HqOjcemBF67pCHcTdoPv6RBpazrHRtZZ1v6FFrqtlTU9/ga/6Q963pH+ZbnaMsUvzcTUsFxOoNoTvn3/arb9wHXHbypJtpXBaA17Tfmt3zKArCgtYZhBKFU/yKlCQjDSAyLKGUYRgjhhs7JYwLCMBLEphiGYfiiagLCMIwQbA3CMIxA+ipM5/hOUxUCYlvPeFIPtfD5zz/BP33wI24cyqsA+NXce6k73wmQuLqnYNPwQPv8ojbunPyb/PnZDYXYkdszvfixqqulrMwv5qQ3NH3cGJI5ouwc/kfjsVjtfHBYefzMHEf6KhwU8Otj0fdc2RidnzKtOzlYYffrev3bvXx4uFFvVovjmhzsxxerNd0T0HfOvuYQAO3ZeG1fOuz4Y1LaFMMwjECqfBPDBIRhJIYtUhqGEUqVqxAmIAwjQUyDMAwjELOkNAzDF1XQAQxaOxiYgDCMBDENwjCMYKpcQFS3fmMYQ5p44ebiLmSKyAIR2SwirW5OmtLrd4rIK+7xhoi8HdVmVWgQmWwNtd0wv7GVn7VsY1P35HwUKW90qXXHCqkHvVGjIDja1C+6Jvn26Y0UlaNnVHmUIm/kqbAs236ERYKCcAtJL2GRqX5zrPKAv9vSp0TWmV3XGllnbKoxMhJUKaWRoXJMrt0Rel9pJKpXK+wXChGjShnjRpDKRZxa39sUq70z6g5XPIYyBkiDEJEUcBdwBU5m7zUistxNluN0pfoFT/2/AC6Iatc0CMNICh3QoLXzgFZV3aqqvcAynCRWQSwCHo5q1ASEYSSJxjyimQLs9Lze5ZaVISLTgZnAL6MarYophmGctMQ3lGoWkbWe10tUdUk/e10IPKaq2aiKJiAMI0nir0G0q+rckOu7gWme11PdMj8WAp+L06lNMQwjKRRHg4hzRLMGaBGRmSJSjyMElpdWEpGzgbHAb+M0agLCMBLECTsXfUS3oxlgMbAS2AQ8oqobROQ2EbnWU3UhsEw1nolWVUwxThl2lP3vzfLnrYs48NhUvn3Lk/Sc4wxt2ZGxfH3TAgDWXPxA/p4Z9cUBRF7pKQQDua/j0vz5tyetxY8LG54vK9vjE//jl11n5M9vHN0W42kKRCW1iRvsJWwrM05gl1K6+rZF14nx+Vndk+Zy/1w0gaTVN1UrRyMCwLxeEuwlKsCMH1k96Ft+2DV33pFxtsfnD0/51ivlUF+8eqEMoKGUqq4AVpSUfbnk9a2VtFkVAsIwTlrMm9MwDF8UpPKIge8oJiAMIzFiL0AmhgkIw0iSKnfWMgFhGEliAsIwjEBMQBiG4UvOUKqKMQFhGAkipkEYhhGICQjDMIIwDcIwjGBsDcIwDF/iB4NJjKoQECNqehg/az9vdw8n1ePEgZw/ahPgxHXs7nLiUzZIwWlpdt2hojZ+c2xy/rztWCFeYVb9bVmn1pZ7GT1/rL6sbFfvuPx5WoPc6/0ZmwqPYRknyzaEx5CM43hVSmNN+XOWsr4n+pdtW7qZ2XV7K+o7KL7m1kz4R7EtWxyDcmqtv+NVGKNr/D3Ltmccp6sDfU4synE1R2K1l7vvuDABYRhGELYGYRhGMFUuICKd6kVkqYjsE5H1nrJxIvKMiGxx/451y0VE/t2Ny/+aiFw4mIM3jBMZcb054xxJESfqxn3AgpKym4FnVbUFeNZ9DXA10OIeNwF3D8wwDWOIMnAh5waFSAGhqs8DHSXF1wH3u+f3Ax/1lD+gDi8AY0TEP3ONYRgDGfZ+UOhvTMoJqvqWe94GTHDPK4nNf5OIrBWRtW93REbfNowhiWi8IymOO2itG/yy4kdQ1SWqOldV544ZNwDbRYZxIjJENYi9uamD+zcXibSS2PyGcXITU3tIUoPo7zbncuDTwO3u36c85YtFZBnwHuCQZyoSyO6eMTQ8OZHPLl7Bty6+ikePjs9Hsl5x4b3sO9sxkimOXD2/qI1vTiyE+R+Tei5/viPT5dunN1p1Dr+o1bNqV+fP2yucCa3rHRt6PW5E6rBEunGiT5cSxwhqXkN0UuBz6/bTE2CIFsSG3m7f8osawsNjp7Wz6PXRvsqf+/fpo77lcxqcpL5Zdd6PozEXBec0NFQ8hjKqfJszUkCIyMPAfJzUX7uAr+AIhkdE5EZgO3C9W30FcA3QCnQBnx2EMRvGkOGED1qrqosCLl3uU1eJmdLLMIyBRUQWAP8GpIDvq+rtPnWuB27F0V1eVdVPhbVplpSGkSQDNMUQkRRwF3AFzu7hGhFZrqobPXVagFuA96nqQRE5NapdS71nGEkxsIuU84BWVd2qqr3AMhy7JC9/Ctyl6qQYUw1Ic+bBBIRhJMnAbXPGsUE6EzhTRH4tIi+4U5JQbIphGEkSf4rRLCLeRLNLVHVJhb3V4rhBzMcxQXheRM5T1bfDbjAMIwGEimwc2lV1bsj1ODZIu4AXVTUNvCkib+AIjDVBjdoUwzCSYmC9OdcALSIyU0TqgYU4dklensTRHhCRZpwpx9awRqtCg8j21ZDqgUsat/DorAvZmR6XjyLljS71e09kJW/UKAiONrUxPdq3T2+kqPw4dE9ZmTfy1OoYBkZewiJBAaR1Z+j1HGGRqVb3xDO28rIt3RxZ59y6/ZF1Gmvq2dQTWa2I0shQOabXBmq5QHkkqv5Ec8pFjCqlOeUYUOUiTr3ZG+93c3qtvxFeRQzQLoaqZkRkMbASZ5tzqapuEJHbgLWquty9dqWIbASywN+o6oGwdqtCQIyt7+LAnD6+tPXjHHlqEn/4dw/yZovz5fpx51i+tvEaAH479/78PcMm/Kaojdd6j+XP7z/wgfz5HRPX4sfkVHn57my5qP5l16z8+WdGRS76FtFStyX0+sGYRjLrev2/VACXhxsg+hInTFwcC8lNPXBRQ3T4uuJ2/cO5HYuwCN3UW/xlnNMQHs7Pj5ylZClH3a7fdC0tc5aVURztOxZdKYoBtKRU1RU4xoresi97zhX4onvEoioEhGGcrFjIOcMwgjEBYRiGLxb23jCMME54Zy3DMAYPW4MwDCMYExCGYfhiaxCGYQQh7lHNmIAwjCQxDcIwjCBskdIwjGBsmzOaxpoehk8/xOHeBlJpZXJtA+8b5fgx7M+Moqe31q1XsPufXdde1Mbm9Pj8eUd6RP48Jf6ON9Nqy8vX95ZHKd6fKTj4ZLU86nUY4wPSzedY1xvP0aotMybwWjo6KFAZpY5PfgRFn/bSlh0V6FsRhNepzsvWdPj/Ym+22D9illboJRbS996M8y3tyDrv14RUb6z29mSPM+FTwiHt41AVAsIwTlpMQBiGEYRpEIZhBGMCwjCMIEyDMAzDH7OkjEdb72hmrhzHR//XM9xz3od4qrOZOzZdCcCTF9zLhplO9O6gqFEAX53wQv4821yIwbkj45+P0RspKscfNZXvUoyuWZc/P1BhPsiwSFAAlw+PF9pscu2OwGtH+yq3xduaiX7bo3JlghMmLioSVFnfAbsV76oPjxBVumtxTDMV9QuwJ+O/83FmnZubs9bZzeiOmW/0zLoR0ZVCEMyb0zCMMEyDMAwjCOlHdvZ3EhMQhpEUtgZhGEYYtothGEYwVS4gLLOWYSTIAGb3RkQWiMhmEWkVkZt9rn9GRPaLyCvu8SdRbZoGYRhJoQO3zSkiKeAu4AqcHJxrRGS5qm4sqfqfqro4brtVISCyWkMqrcxt3Mqy6RcVeXB6PTv3ZApp9LwemxDs6bkn47+f7/XSzJGScs9Ir9dna7oym4MwL0yArEant4Nwr9DX05V7NQalv/OS1s7IOiNrhpVlvIqi1CszR5R3Zqkn5vZMPI9LLzlvzVIm16aL+tiTieelOZXKx1DGwE0x5gGtqroVQESWAdcBpQKiImyKYRgJkcvuPUBTjCmAN9nrLreslE+IyGsi8piITPO5XoQJCMNIEtV4BzSLyFrPcVM/evsvYIaqng88A9wfUb86phiGcbJSwTZnu6rODbm+G/BqBFPdsjwlmby/D9wR1WlVCIjRdd28fbZyx7arYeU4FszZxMunTQfgJ53j834Zv577g/w9neNeLWrD66fxYMel+fOvT/DP7t1Us76sbIfP3HNV14z8+Q2j2suuhzEhtT35JobxAAAHcElEQVT0+sGYfhSvhmb3rlwJnFp7MLLO0Rh+J9szqYqzbAetNUT5VpSuOfTHDyJd67+20KNO+d5sj9t2vOzeXX3HuQYxsIZSa4AWEZmJIxgWAp/yVhCRSar6lvvyWmBTVKNVISAM42RloHYxVDUjIouBlUAKWKqqG0TkNmCtqi4H/lJErgUyQAfwmah2IwWEiCwFPgLsU9Vz3bJbgT8FcsvwX1LVFe61W4AbgSzwl6q6spIHNYyTiYH05nS/gytKyr7sOb8FuKWSNuPop/cBC3zK71TVOe6REw6zcVSbc9x7vuvuzxqGUYpSySJlIkQKCFV9HkcdicN1wDJV7VHVN4FWnP1ZwzB8GEhLysHgeLY5F7v7qUtFZKxbFncv1jAMKCxURh0J0V8BcTdwOjAHeAv410obEJGbcnu6XQcHwCLNME4wBthQalDol4BQ1b2qmlXVPuBeCtOIyL1YTxtLVHWuqs5tHFvvV8UwhjZx1x+qeQ3CDxGZ5Hn5MSBnVLAcWCgiDe5+bAuw+viGaBhDF+mLdyRFnG3Oh4H5OKaeu4CvAPNFZA7O7Ggb8GcA7r7rIzgOIhngc6p6nPnJDGPocsIHjFHVRT7F/xFS/2vA145nUIZxUqBAhZHS32nMktIwkqS65YMJCMNIkhN+ivFO0FjTS820TjrT9dRklAmpWi4e9SYAB7IjSWccY0xv2vqz6/cWtbE/W3DeeTtdcCCqCzDknJwqf2e2Z8rTw3cUBTipzFmrORWefKY1ZrCXAwFBVgCyGu14VcrokAA0OX6f9k845OVAXxNZ9U+EE0Rp4JccQUltcpQGewlyvAoj6LPwVrYbgP1ZZzdtQireM7Ufr7MWJLpDEYeqEBCGcbJiGoRhGL6IgtgipWEYgVhuTsMwgrDUe4Zh+GOp9+Kxr7eJmauauOLPXuLBs05lZdep3P3GBwB4/IJ7eXHqLKA0rNwlRW185dTf5s8PjF2XP9+R8V+N94aSy7GoaW9ZWZ0UonK1ZyvTB8NCxQFcPjxeqIwxNb7uLAAc7qvcWn57JrrfOQ3RYdeaU0c5WuEHfG/G/38YFeYtF5o+R08/DHRzuxWlnFbr9D0p5bSZjtl27r7+k6yfRRyqQkAYxsmK7WLEoE+FmoxyQeM2Hp52UZHtg9cmoiNbsG/w2jpAsI1ER9Z/373Dx7agTsrtHLz2Em3ZyhLnhNkvOByK1U6YPcWOjP+vYhgH+sqTBpUSx75hdM1w3oxhL+ElKHlNtjZcOyu1n8gFmK2EnJ1DKTnNIWcnEaRplDJBKvs8+GIahGEYvihI1gREJE11PRw+Hb678zKGP9fEpfNa+e8pZwDwi+5m7tnihLFfdVEh7H3bmOKMYht6C1L/Ps/6RFDYe9hcVrIrU/6r+Vz39Pz5wpHxUuXlaApZOwBoj6mRrO8N/sWfH3Mdw8u4miORdY5q9Nje7K2JtVbhZULK3/qwW8M1iNJ0eHFD0xf37a8V5dYccppD3LWF4w57D7ZIaRhGMLbNaRhGMCYgDMPwRal6S0pL3msYCSEoovGOWO2JLBCRzSLSKiI3h9T7hIioiITl+gRMQBhGsgxQ0Fo3QdVdwNXAbGCRm8iqtF4T8HngxTjDMwFhGEmhQFbjHdHMA1pVdauq9gLLcBJZlfJV4JvAMZ9rZZiAMIwEGcApRmTSKhG5EJimqj+NOz5bpDSMJIm/i9EsIl6jniWquiTuzSJSA3yLGBm9vZiAMIzEqMhZq11VwxYVo5JWNQHnAqvEMRGfCCwXkWtVNciasDoERGemnlN3CBdeuZNHTzuNzelTWbdvMgC3THqa807dA8CuTOGelzpnFLVx9Yg9+fOLRmzLn+8NsKvf0Du9rOz6kfvKys6pL7R7sC9Tdj2M1nS4N+elw+K1d0bd4cBrh/oqt6SM583ZEFlnem0XR/tiTWXz7Mn6e0qeWTfCtzzHVIqtFvtjxRgUQzJnOZnzrYjbdmPNcWaEy2X3HhjWAC1uwqrdwELgU/muVA8BzbnXIrIK+Osw4QC2BmEYydIX84hAVTPAYmAlsAl4xE1kdZuIXNvf4VWFBmEYJysDaWqtqiuAFSVlXw6oOz9OmyYgDCMpFKgwCNE7jQkIw0iM6o8oJVoFAxSR/UAnlWamqS6aObHHD/YMA8F0VT0lTsXRwybqJdNuiNXo063//FLELsagUBUahKqeIiJrk/gHDBQn+vjBniERquAHOoyqEBCGcVJi2b0NwwhGISKSVtJUk4CIbTZapZzo4wd7hncW28WITyV25dXIiT5+sGdIBFuDMAwjEBMQhmH4U/12ECYgDCMpFOizNQjDMIIwDcIwjEBMQBiG4YsqGhAfo1owAWEYSWKWlIZhBGJTDMMwfFG1XQzDMEIwDcIwjCDUNAjDMPwxS0rDMIJQwLY5DcPwQwG1bU7DMHxRCxhjGEYI1a5BVEVUa8M4GRGRp/Gkw4ugXVUXDOZ4/DABYRhGIJab0zCMQExAGIYRiAkIwzACMQFhGEYgJiAMwwjEBIRhGIGYgDAMIxATEIZhBGICwjCMQP4/o4RWv6+efgMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'untiln', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16818/16836.0 [00:13<00:00, 699.30it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.167239427566528 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1290.16it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16810/16836.0 [00:27<00:00, 324.71it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.928404808044434 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 604.67it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16811/16836.0 [00:28<00:00, 303.36it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 29.085914373397827 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:29<00:00, 580.51it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16827/16836.0 [00:29<00:00, 267.68it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 29.936203241348267 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:29<00:00, 564.84it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16808/16836.0 [00:30<00:00, 317.49it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 30.504612922668457 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:30<00:00, 554.14it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16813/16836.0 [00:28<00:00, 309.53it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 29.05724024772644 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:28<00:00, 581.85it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16832/16836.0 [00:29<00:00, 326.04it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 29.537243127822876 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:29<00:00, 571.77it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16814/16836.0 [00:27<00:00, 327.12it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.93167495727539 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 604.57it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16824/16836.0 [00:27<00:00, 328.97it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.70145606994629 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 610.43it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 326.07it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.869890213012695 seconds ---\n", "\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16827/16836.0 [00:27<00:00, 324.13it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.95077395439148 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 604.92it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'size', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16825/16836.0 [00:27<00:00, 328.35it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 27.774469137191772 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:27<00:00, 608.01it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16792/16836.0 [00:12<00:00, 705.29it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.07064938545227 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:12<00:00, 1296.38it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16787/16836.0 [00:13<00:00, 708.12it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.213430404663086 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1285.97it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16830/16836.0 [00:13<00:00, 708.64it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.11094045639038 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1292.36it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16783/16836.0 [00:13<00:00, 714.79it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.227651357650757 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1280.90it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16776/16836.0 [00:13<00:00, 713.17it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.497620582580566 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1258.38it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16803/16836.0 [00:13<00:00, 710.63it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.267339944839478 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1277.00it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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I0yAMw/Cl+oPWVoWAmNbUQduiY1y2/hN0Pj6R5/7vnflIUD88PC3vsu11vCq1kPTuVninFfdM9Q/JdnBSebj2nT7h5b/39qz8+XemRAdy9eLnEOZleybetsgvuoLjPn570trAa0FkNToS9Y5MdDj7jenR3DGxsv5T4v+F2JEJD9+/J1Psnv/1CZU/d9BuUK7vjmxdRW3vzcbb7QjCWaQ0DcIwjADMUMowDF8G2tR6MDABYRgJUu1Ba01AGEZCqEK6zwSEYRg+OFMMExCRjKzJcPmZ63hq8/mMP6yMrBmWDxZ7e9tV+QCz3l2B0ngO3zxQ8K3wGkH57VYAjPVJHvPDw+W5FtZ4ynY1lefSCCMqQc2qrni5OTd3BefJvLDh+YrGBDC1Njr13i+7onND7Oodx+RUZbsJ02r9vxC/7JrlW55jf6Y421VTzfqK+gWYnPL3O1rVNQOAjnzU682x2tvQ65ebo62iMZklpWEYvtg2p2EYIdgUwzCMEMzU2jAMX5yo1iYgImntHofc817u+OsH+Vv5OP9xaGLevHr1e7+fz3jlzVtRGmDWa1Lt9cr0M58G/wXJvxi7vazsoCfR7f6+yt7MJzvHhF6/aXQ8b86eUeXjyrHHJzdDFM8f889N4eXG0dGLbVndw+5stNm2l/W9/lm9/qgpvL+UFKe525GJl5XMy/aMfz6QRU2OF2edOB6juzLx8pVcP7I89d4NFYxHETJ98fJuJkVVCAjDOFmxKYZhGL7YLoZhGKHYLoZhGP6oOWvFIpNNUX9Yef+wvVx35jpeOHx63nrSa1XpTaRbGjKuZ4q/laU3noOXNT6LlN4FyRxei8tHj06O8zh5wiwgAd4zLJ4VZJhFZhyLx1J29Y6LrDOrdnVknam1wyMtIEsptYjMMbpmXeh9pRaYOevHSihYShZTJ877nrO0fK7bz0KynHPq4y0yBzHQEaVEZAHwbziZtb6vqreXXD8NuB8Y49a52U22E0h16zeGMcTpc7WIqCMKEUkBdwFXA7OBRSIyu6TaPwCPqOoFOLk7vxvVblVoEIZxMqJAZuC8OecBraq6FUBElgHXAd5EowrkIhaPBiJVoKoQEBOHH6btigyffP1THPrxZH7+9//C1GEHAXjoyHhu3/gpAF6e92D+ntJEut6kNt7o00Fh4vwcr/zsHLzTirh2CzmONm0Nvd4R04Tg6e7gKUYce4VS0hodebk9hpnB6h7hM6PKbQHCyKr/eA/0hSdwak0Xvzc3jPJPAhyO/z3tri1HW9bpY+HIeAmRD/b1wwjFwwAHjJkC7PS83gW8p6TOrcDPReQvgBHAh6MatSmGYSRIHxLrAJpFZK3nuKkf3S0C7lPVqcA1wIMiAUFCXapCgzCMkxKtyA6iPSL13m7Am+txKuVJOm4EFgCo6m9FZBjQDASqgaZBGEZC5AylBmKRElgDtIjITBGpx1mEXF5SZwdwOYCIvAsYBoTOp45LgxCRbcARIAtkVHWuiIwD/hOYAWwDrlfVg8fTj2EMVQZqDUJVMyKyGFiJs4W5VFU3iMhtwFpVXQ78H+BeEfkCjnz6jEZk7x6IKcZlqupd/bkZeFZVbxeRm93XfzcA/RjGkEIRsgMYk9K1aVhRUvZlz/lG4H2VtDkYU4zrcIwxcP9+dBD6MIwhQQWLlIlwvAJCcbZNXvKsqk5Q1bfc8zZgwnH2YRhDEtUBXYMYFI53ivF+Vd0tIqcCz4jI696Lqqoi4jvHcQXKTQDjJjfgbwRrGEMbrXJfjOPSIFQdixtV3Qc8gWPNtVdEJgG4f323UFR1iarOVdW5TWP9A3kYxtAmnvaQpAbRbwEhIiNEpCl3DlwJrMfZWvm0W+3TwFPHO0jDGKqoSqwjKY5nijEBeEJEcu38SFWfFpE1wCMiciOwHbj++IdpGEOPIR0wxnUKebdP+QFcY4y4NNUco6VlG28cOIVh3dCcGsFVTY77708Oz6HrqBPH0Ju+/dz64tTrjx2ZmT/f0TU2f+5NtuPFz4XaL4ak12U7yreilJE1w0KvP3cs/HqOjcemBF67pCHcTdoPv6RBpazrHRtZZ1v6FFrqtlTU9/ga/6Q963pH+ZbnaMsUvzcTUsFxOoNoTvn3/arb9wHXHbypJtpXBaA17Tfmt3zKArCgtYZhBKFU/yKlCQjDSAyLKGUYRgjhhs7JYwLCMBLEphiGYfiiagLCMIwQbA3CMIxA+ipM5/hOUxUCYlvPeFIPtfD5zz/BP33wI24cyqsA+NXce6k73wmQuLqnYNPwQPv8ojbunPyb/PnZDYXYkdszvfixqqulrMwv5qQ3NH3cGJI5ouwc/kfjsVjtfHBYefzMHEf6KhwU8Otj0fdc2RidnzKtOzlYYffrev3bvXx4uFFvVovjmhzsxxerNd0T0HfOvuYQAO3ZeG1fOuz4Y1LaFMMwjECqfBPDBIRhJIYtUhqGEUqVqxAmIAwjQUyDMAwjELOkNAzDF1XQAQxaOxiYgDCMBDENwjCMYKpcQFS3fmMYQ5p44ebiLmSKyAIR2SwirW5OmtLrd4rIK+7xhoi8HdVmVWgQmWwNtd0wv7GVn7VsY1P35HwUKW90qXXHCqkHvVGjIDja1C+6Jvn26Y0UlaNnVHmUIm/kqbAs236ERYKCcAtJL2GRqX5zrPKAv9vSp0TWmV3XGllnbKoxMhJUKaWRoXJMrt0Rel9pJKpXK+wXChGjShnjRpDKRZxa39sUq70z6g5XPIYyBkiDEJEUcBdwBU5m7zUistxNluN0pfoFT/2/AC6Iatc0CMNICh3QoLXzgFZV3aqqvcAynCRWQSwCHo5q1ASEYSSJxjyimQLs9Lze5ZaVISLTgZnAL6MarYophmGctMQ3lGoWkbWe10tUdUk/e10IPKaq2aiKJiAMI0nir0G0q+rckOu7gWme11PdMj8WAp+L06lNMQwjKRRHg4hzRLMGaBGRmSJSjyMElpdWEpGzgbHAb+M0agLCMBLECTsXfUS3oxlgMbAS2AQ8oqobROQ2EbnWU3UhsEw1nolWVUwxThl2lP3vzfLnrYs48NhUvn3Lk/Sc4wxt2ZGxfH3TAgDWXPxA/p4Z9cUBRF7pKQQDua/j0vz5tyetxY8LG54vK9vjE//jl11n5M9vHN0W42kKRCW1iRvsJWwrM05gl1K6+rZF14nx+Vndk+Zy/1w0gaTVN1UrRyMCwLxeEuwlKsCMH1k96Ft+2DV33pFxtsfnD0/51ivlUF+8eqEMoKGUqq4AVpSUfbnk9a2VtFkVAsIwTlrMm9MwDF8UpPKIge8oJiAMIzFiL0AmhgkIw0iSKnfWMgFhGEliAsIwjEBMQBiG4UvOUKqKMQFhGAkipkEYhhGICQjDMIIwDcIwjGBsDcIwDF/iB4NJjKoQECNqehg/az9vdw8n1ePEgZw/ahPgxHXs7nLiUzZIwWlpdt2hojZ+c2xy/rztWCFeYVb9bVmn1pZ7GT1/rL6sbFfvuPx5WoPc6/0ZmwqPYRknyzaEx5CM43hVSmNN+XOWsr4n+pdtW7qZ2XV7K+o7KL7m1kz4R7EtWxyDcmqtv+NVGKNr/D3Ltmccp6sDfU4synE1R2K1l7vvuDABYRhGELYGYRhGMFUuICKd6kVkqYjsE5H1nrJxIvKMiGxx/451y0VE/t2Ny/+aiFw4mIM3jBMZcb054xxJESfqxn3AgpKym4FnVbUFeNZ9DXA10OIeNwF3D8wwDWOIMnAh5waFSAGhqs8DHSXF1wH3u+f3Ax/1lD+gDi8AY0TEP3ONYRgDGfZ+UOhvTMoJqvqWe94GTHDPK4nNf5OIrBWRtW93REbfNowhiWi8IymOO2itG/yy4kdQ1SWqOldV544ZNwDbRYZxIjJENYi9uamD+zcXibSS2PyGcXITU3tIUoPo7zbncuDTwO3u36c85YtFZBnwHuCQZyoSyO6eMTQ8OZHPLl7Bty6+ikePjs9Hsl5x4b3sO9sxkimOXD2/qI1vTiyE+R+Tei5/viPT5dunN1p1Dr+o1bNqV+fP2yucCa3rHRt6PW5E6rBEunGiT5cSxwhqXkN0UuBz6/bTE2CIFsSG3m7f8osawsNjp7Wz6PXRvsqf+/fpo77lcxqcpL5Zdd6PozEXBec0NFQ8hjKqfJszUkCIyMPAfJzUX7uAr+AIhkdE5EZgO3C9W30FcA3QCnQBnx2EMRvGkOGED1qrqosCLl3uU1eJmdLLMIyBRUQWAP8GpIDvq+rtPnWuB27F0V1eVdVPhbVplpSGkSQDNMUQkRRwF3AFzu7hGhFZrqobPXVagFuA96nqQRE5NapdS71nGEkxsIuU84BWVd2qqr3AMhy7JC9/Ctyl6qQYUw1Ic+bBBIRhJMnAbXPGsUE6EzhTRH4tIi+4U5JQbIphGEkSf4rRLCLeRLNLVHVJhb3V4rhBzMcxQXheRM5T1bfDbjAMIwGEimwc2lV1bsj1ODZIu4AXVTUNvCkib+AIjDVBjdoUwzCSYmC9OdcALSIyU0TqgYU4dklensTRHhCRZpwpx9awRqtCg8j21ZDqgUsat/DorAvZmR6XjyLljS71e09kJW/UKAiONrUxPdq3T2+kqPw4dE9ZmTfy1OoYBkZewiJBAaR1Z+j1HGGRqVb3xDO28rIt3RxZ59y6/ZF1Gmvq2dQTWa2I0shQOabXBmq5QHkkqv5Ec8pFjCqlOeUYUOUiTr3ZG+93c3qtvxFeRQzQLoaqZkRkMbASZ5tzqapuEJHbgLWquty9dqWIbASywN+o6oGwdqtCQIyt7+LAnD6+tPXjHHlqEn/4dw/yZovz5fpx51i+tvEaAH479/78PcMm/Kaojdd6j+XP7z/wgfz5HRPX4sfkVHn57my5qP5l16z8+WdGRS76FtFStyX0+sGYRjLrev2/VACXhxsg+hInTFwcC8lNPXBRQ3T4uuJ2/cO5HYuwCN3UW/xlnNMQHs7Pj5ylZClH3a7fdC0tc5aVURztOxZdKYoBtKRU1RU4xoresi97zhX4onvEoioEhGGcrFjIOcMwgjEBYRiGLxb23jCMME54Zy3DMAYPW4MwDCMYExCGYfhiaxCGYQQh7lHNmIAwjCQxDcIwjCBskdIwjGBsmzOaxpoehk8/xOHeBlJpZXJtA+8b5fgx7M+Moqe31q1XsPufXdde1Mbm9Pj8eUd6RP48Jf6ON9Nqy8vX95ZHKd6fKTj4ZLU86nUY4wPSzedY1xvP0aotMybwWjo6KFAZpY5PfgRFn/bSlh0V6FsRhNepzsvWdPj/Ym+22D9illboJRbS996M8y3tyDrv14RUb6z29mSPM+FTwiHt41AVAsIwTlpMQBiGEYRpEIZhBGMCwjCMIEyDMAzDH7OkjEdb72hmrhzHR//XM9xz3od4qrOZOzZdCcCTF9zLhplO9O6gqFEAX53wQv4821yIwbkj45+P0RspKscfNZXvUoyuWZc/P1BhPsiwSFAAlw+PF9pscu2OwGtH+yq3xduaiX7bo3JlghMmLioSVFnfAbsV76oPjxBVumtxTDMV9QuwJ+O/83FmnZubs9bZzeiOmW/0zLoR0ZVCEMyb0zCMMEyDMAwjCOlHdvZ3EhMQhpEUtgZhGEYYtothGEYwVS4gLLOWYSTIAGb3RkQWiMhmEWkVkZt9rn9GRPaLyCvu8SdRbZoGYRhJoQO3zSkiKeAu4AqcHJxrRGS5qm4sqfqfqro4brtVISCyWkMqrcxt3Mqy6RcVeXB6PTv3ZApp9LwemxDs6bkn47+f7/XSzJGScs9Ir9dna7oym4MwL0yArEant4Nwr9DX05V7NQalv/OS1s7IOiNrhpVlvIqi1CszR5R3Zqkn5vZMPI9LLzlvzVIm16aL+tiTieelOZXKx1DGwE0x5gGtqroVQESWAdcBpQKiImyKYRgJkcvuPUBTjCmAN9nrLreslE+IyGsi8piITPO5XoQJCMNIEtV4BzSLyFrPcVM/evsvYIaqng88A9wfUb86phiGcbJSwTZnu6rODbm+G/BqBFPdsjwlmby/D9wR1WlVCIjRdd28fbZyx7arYeU4FszZxMunTQfgJ53j834Zv577g/w9neNeLWrD66fxYMel+fOvT/DP7t1Us76sbIfP3HNV14z8+Q2j2suuhzEhtT35JobxAAAHcElEQVT0+sGYfhSvhmb3rlwJnFp7MLLO0Rh+J9szqYqzbAetNUT5VpSuOfTHDyJd67+20KNO+d5sj9t2vOzeXX3HuQYxsIZSa4AWEZmJIxgWAp/yVhCRSar6lvvyWmBTVKNVISAM42RloHYxVDUjIouBlUAKWKqqG0TkNmCtqi4H/lJErgUyQAfwmah2IwWEiCwFPgLsU9Vz3bJbgT8FcsvwX1LVFe61W4AbgSzwl6q6spIHNYyTiYH05nS/gytKyr7sOb8FuKWSNuPop/cBC3zK71TVOe6REw6zcVSbc9x7vuvuzxqGUYpSySJlIkQKCFV9HkcdicN1wDJV7VHVN4FWnP1ZwzB8GEhLysHgeLY5F7v7qUtFZKxbFncv1jAMKCxURh0J0V8BcTdwOjAHeAv410obEJGbcnu6XQcHwCLNME4wBthQalDol4BQ1b2qmlXVPuBeCtOIyL1YTxtLVHWuqs5tHFvvV8UwhjZx1x+qeQ3CDxGZ5Hn5MSBnVLAcWCgiDe5+bAuw+viGaBhDF+mLdyRFnG3Oh4H5OKaeu4CvAPNFZA7O7Ggb8GcA7r7rIzgOIhngc6p6nPnJDGPocsIHjFHVRT7F/xFS/2vA145nUIZxUqBAhZHS32nMktIwkqS65YMJCMNIkhN+ivFO0FjTS820TjrT9dRklAmpWi4e9SYAB7IjSWccY0xv2vqz6/cWtbE/W3DeeTtdcCCqCzDknJwqf2e2Z8rTw3cUBTipzFmrORWefKY1ZrCXAwFBVgCyGu14VcrokAA0OX6f9k845OVAXxNZ9U+EE0Rp4JccQUltcpQGewlyvAoj6LPwVrYbgP1ZZzdtQireM7Ufr7MWJLpDEYeqEBCGcbJiGoRhGL6IgtgipWEYgVhuTsMwgrDUe4Zh+GOp9+Kxr7eJmauauOLPXuLBs05lZdep3P3GBwB4/IJ7eXHqLKA0rNwlRW185dTf5s8PjF2XP9+R8V+N94aSy7GoaW9ZWZ0UonK1ZyvTB8NCxQFcPjxeqIwxNb7uLAAc7qvcWn57JrrfOQ3RYdeaU0c5WuEHfG/G/38YFeYtF5o+R08/DHRzuxWlnFbr9D0p5bSZjtl27r7+k6yfRRyqQkAYxsmK7WLEoE+FmoxyQeM2Hp52UZHtg9cmoiNbsG/w2jpAsI1ER9Z/373Dx7agTsrtHLz2Em3ZyhLnhNkvOByK1U6YPcWOjP+vYhgH+sqTBpUSx75hdM1w3oxhL+ElKHlNtjZcOyu1n8gFmK2EnJ1DKTnNIWcnEaRplDJBKvs8+GIahGEYvihI1gREJE11PRw+Hb678zKGP9fEpfNa+e8pZwDwi+5m7tnihLFfdVEh7H3bmOKMYht6C1L/Ps/6RFDYe9hcVrIrU/6r+Vz39Pz5wpHxUuXlaApZOwBoj6mRrO8N/sWfH3Mdw8u4miORdY5q9Nje7K2JtVbhZULK3/qwW8M1iNJ0eHFD0xf37a8V5dYccppD3LWF4w57D7ZIaRhGMLbNaRhGMCYgDMPwRal6S0pL3msYCSEoovGOWO2JLBCRzSLSKiI3h9T7hIioiITl+gRMQBhGsgxQ0Fo3QdVdwNXAbGCRm8iqtF4T8HngxTjDMwFhGEmhQFbjHdHMA1pVdauq9gLLcBJZlfJV4JvAMZ9rZZiAMIwEGcApRmTSKhG5EJimqj+NOz5bpDSMJIm/i9EsIl6jniWquiTuzSJSA3yLGBm9vZiAMIzEqMhZq11VwxYVo5JWNQHnAqvEMRGfCCwXkWtVNciasDoERGemnlN3CBdeuZNHTzuNzelTWbdvMgC3THqa807dA8CuTOGelzpnFLVx9Yg9+fOLRmzLn+8NsKvf0Du9rOz6kfvKys6pL7R7sC9Tdj2M1nS4N+elw+K1d0bd4cBrh/oqt6SM583ZEFlnem0XR/tiTWXz7Mn6e0qeWTfCtzzHVIqtFvtjxRgUQzJnOZnzrYjbdmPNcWaEy2X3HhjWAC1uwqrdwELgU/muVA8BzbnXIrIK+Osw4QC2BmEYydIX84hAVTPAYmAlsAl4xE1kdZuIXNvf4VWFBmEYJysDaWqtqiuAFSVlXw6oOz9OmyYgDCMpFKgwCNE7jQkIw0iM6o8oJVoFAxSR/UAnlWamqS6aObHHD/YMA8F0VT0lTsXRwybqJdNuiNXo063//FLELsagUBUahKqeIiJrk/gHDBQn+vjBniERquAHOoyqEBCGcVJi2b0NwwhGISKSVtJUk4CIbTZapZzo4wd7hncW28WITyV25dXIiT5+sGdIBFuDMAwjEBMQhmH4U/12ECYgDCMpFOizNQjDMIIwDcIwjEBMQBiG4YsqGhAfo1owAWEYSWKWlIZhBGJTDMMwfFG1XQzDMEIwDcIwjCDUNAjDMPwxS0rDMIJQwLY5DcPwQwG1bU7DMHxRCxhjGEYI1a5BVEVUa8M4GRGRp/Gkw4ugXVUXDOZ4/DABYRhGIJab0zCMQExAGIYRiAkIwzACMQFhGEYgJiAMwwjEBIRhGIGYgDAMIxATEIZhBGICwjCMQP4/o4RWv6+efgMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16832/16836.0 [00:13<00:00, 697.60it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.248164415359497 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1282.25it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16794/16836.0 [00:13<00:00, 712.67it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.288017988204956 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1275.23it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16816/16836.0 [00:13<00:00, 710.71it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.472957849502563 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1257.41it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16777/16836.0 [00:12<00:00, 715.08it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.14788556098938 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1292.37it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'branching', 'h': 1.0} is: \n", "calculate kernels: 100%|█████████▉| 16772/16836.0 [00:13<00:00, 723.83it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 13.229627132415771 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [00:13<00:00, 1280.75it/s]\n", "[[ 1. 0.94299033 0.64 ..., 0.79544732 0.79544732\n", " 0.79544732]\n", " [ 0.94299033 1. 0.44376016 ..., 0.55154348 0.55154348\n", " 0.55154348]\n", " [ 0.64 0.44376016 1. ..., 0.8593672 0.8593672\n", " 0.8593672 ]\n", " ..., \n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]\n", " [ 0.79544732 0.55154348 0.8593672 ..., 1. 1. 1. ]]\n" ] }, { "data": { "image/png": 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I0yAMw/Cl+oPWVoWAmNbUQduiY1y2/hN0Pj6R5/7vnflIUD88PC3vsu11vCq1kPTuVninFfdM9Q/JdnBSebj2nT7h5b/39qz8+XemRAdy9eLnEOZleybetsgvuoLjPn570trAa0FkNToS9Y5MdDj7jenR3DGxsv5T4v+F2JEJD9+/J1Psnv/1CZU/d9BuUK7vjmxdRW3vzcbb7QjCWaQ0DcIwjADMUMowDF8G2tR6MDABYRgJUu1Ba01AGEZCqEK6zwSEYRg+OFMMExCRjKzJcPmZ63hq8/mMP6yMrBmWDxZ7e9tV+QCz3l2B0ngO3zxQ8K3wGkH57VYAjPVJHvPDw+W5FtZ4ynY1lefSCCMqQc2qrni5OTd3BefJvLDh+YrGBDC1Njr13i+7onND7Oodx+RUZbsJ02r9vxC/7JrlW55jf6Y421VTzfqK+gWYnPL3O1rVNQOAjnzU682x2tvQ65ebo62iMZklpWEYvtg2p2EYIdgUwzCMEMzU2jAMX5yo1iYgImntHofc817u+OsH+Vv5OP9xaGLevHr1e7+fz3jlzVtRGmDWa1Lt9cr0M58G/wXJvxi7vazsoCfR7f6+yt7MJzvHhF6/aXQ8b86eUeXjyrHHJzdDFM8f889N4eXG0dGLbVndw+5stNm2l/W9/lm9/qgpvL+UFKe525GJl5XMy/aMfz6QRU2OF2edOB6juzLx8pVcP7I89d4NFYxHETJ98fJuJkVVCAjDOFmxKYZhGL7YLoZhGKHYLoZhGP6oOWvFIpNNUX9Yef+wvVx35jpeOHx63nrSa1XpTaRbGjKuZ4q/laU3noOXNT6LlN4FyRxei8tHj06O8zh5wiwgAd4zLJ4VZJhFZhyLx1J29Y6LrDOrdnVknam1wyMtIEsptYjMMbpmXeh9pRaYOevHSihYShZTJ877nrO0fK7bz0KynHPq4y0yBzHQEaVEZAHwbziZtb6vqreXXD8NuB8Y49a52U22E0h16zeGMcTpc7WIqCMKEUkBdwFXA7OBRSIyu6TaPwCPqOoFOLk7vxvVblVoEIZxMqJAZuC8OecBraq6FUBElgHXAd5EowrkIhaPBiJVoKoQEBOHH6btigyffP1THPrxZH7+9//C1GEHAXjoyHhu3/gpAF6e92D+ntJEut6kNt7o00Fh4vwcr/zsHLzTirh2CzmONm0Nvd4R04Tg6e7gKUYce4VS0hodebk9hpnB6h7hM6PKbQHCyKr/eA/0hSdwak0Xvzc3jPJPAhyO/z3tri1HW9bpY+HIeAmRD/b1wwjFwwAHjJkC7PS83gW8p6TOrcDPReQvgBHAh6MatSmGYSRIHxLrAJpFZK3nuKkf3S0C7lPVqcA1wIMiAUFCXapCgzCMkxKtyA6iPSL13m7Am+txKuVJOm4EFgCo6m9FZBjQDASqgaZBGEZC5AylBmKRElgDtIjITBGpx1mEXF5SZwdwOYCIvAsYBoTOp45LgxCRbcARIAtkVHWuiIwD/hOYAWwDrlfVg8fTj2EMVQZqDUJVMyKyGFiJs4W5VFU3iMhtwFpVXQ78H+BeEfkCjnz6jEZk7x6IKcZlqupd/bkZeFZVbxeRm93XfzcA/RjGkEIRsgMYk9K1aVhRUvZlz/lG4H2VtDkYU4zrcIwxcP9+dBD6MIwhQQWLlIlwvAJCcbZNXvKsqk5Q1bfc8zZgwnH2YRhDEtUBXYMYFI53ivF+Vd0tIqcCz4jI696Lqqoi4jvHcQXKTQDjJjfgbwRrGEMbrXJfjOPSIFQdixtV3Qc8gWPNtVdEJgG4f323UFR1iarOVdW5TWP9A3kYxtAmnvaQpAbRbwEhIiNEpCl3DlwJrMfZWvm0W+3TwFPHO0jDGKqoSqwjKY5nijEBeEJEcu38SFWfFpE1wCMiciOwHbj++IdpGEOPIR0wxnUKebdP+QFcY4y4NNUco6VlG28cOIVh3dCcGsFVTY77708Oz6HrqBPH0Ju+/dz64tTrjx2ZmT/f0TU2f+5NtuPFz4XaL4ak12U7yreilJE1w0KvP3cs/HqOjcemBF67pCHcTdoPv6RBpazrHRtZZ1v6FFrqtlTU9/ga/6Q963pH+ZbnaMsUvzcTUsFxOoNoTvn3/arb9wHXHbypJtpXBaA17Tfmt3zKArCgtYZhBKFU/yKlCQjDSAyLKGUYRgjhhs7JYwLCMBLEphiGYfiiagLCMIwQbA3CMIxA+ipM5/hOUxUCYlvPeFIPtfD5zz/BP33wI24cyqsA+NXce6k73wmQuLqnYNPwQPv8ojbunPyb/PnZDYXYkdszvfixqqulrMwv5qQ3NH3cGJI5ouwc/kfjsVjtfHBYefzMHEf6KhwU8Otj0fdc2RidnzKtOzlYYffrev3bvXx4uFFvVovjmhzsxxerNd0T0HfOvuYQAO3ZeG1fOuz4Y1LaFMMwjECqfBPDBIRhJIYtUhqGEUqVqxAmIAwjQUyDMAwjELOkNAzDF1XQAQxaOxiYgDCMBDENwjCMYKpcQFS3fmMYQ5p44ebiLmSKyAIR2SwirW5OmtLrd4rIK+7xhoi8HdVmVWgQmWwNtd0wv7GVn7VsY1P35HwUKW90qXXHCqkHvVGjIDja1C+6Jvn26Y0UlaNnVHmUIm/kqbAs236ERYKCcAtJL2GRqX5zrPKAv9vSp0TWmV3XGllnbKoxMhJUKaWRoXJMrt0Rel9pJKpXK+wXChGjShnjRpDKRZxa39sUq70z6g5XPIYyBkiDEJEUcBdwBU5m7zUistxNluN0pfoFT/2/AC6Iatc0CMNICh3QoLXzgFZV3aqqvcAynCRWQSwCHo5q1ASEYSSJxjyimQLs9Lze5ZaVISLTgZnAL6MarYophmGctMQ3lGoWkbWe10tUdUk/e10IPKaq2aiKJiAMI0nir0G0q+rckOu7gWme11PdMj8WAp+L06lNMQwjKRRHg4hzRLMGaBGRmSJSjyMElpdWEpGzgbHAb+M0agLCMBLECTsXfUS3oxlgMbAS2AQ8oqobROQ2EbnWU3UhsEw1nolWVUwxThl2lP3vzfLnrYs48NhUvn3Lk/Sc4wxt2ZGxfH3TAgDWXPxA/p4Z9cUBRF7pKQQDua/j0vz5tyetxY8LG54vK9vjE//jl11n5M9vHN0W42kKRCW1iRvsJWwrM05gl1K6+rZF14nx+Vndk+Zy/1w0gaTVN1UrRyMCwLxeEuwlKsCMH1k96Ft+2DV33pFxtsfnD0/51ivlUF+8eqEMoKGUqq4AVpSUfbnk9a2VtFkVAsIwTlrMm9MwDF8UpPKIge8oJiAMIzFiL0AmhgkIw0iSKnfWMgFhGEliAsIwjEBMQBiG4UvOUKqKMQFhGAkipkEYhhGICQjDMIIwDcIwjGBsDcIwDF/iB4NJjKoQECNqehg/az9vdw8n1ePEgZw/ahPgxHXs7nLiUzZIwWlpdt2hojZ+c2xy/rztWCFeYVb9bVmn1pZ7GT1/rL6sbFfvuPx5WoPc6/0ZmwqPYRknyzaEx5CM43hVSmNN+XOWsr4n+pdtW7qZ2XV7K+o7KL7m1kz4R7EtWxyDcmqtv+NVGKNr/D3Ltmccp6sDfU4synE1R2K1l7vvuDABYRhGELYGYRhGMFUuICKd6kVkqYjsE5H1nrJxIvKMiGxx/451y0VE/t2Ny/+aiFw4mIM3jBMZcb054xxJESfqxn3AgpKym4FnVbUFeNZ9DXA10OIeNwF3D8wwDWOIMnAh5waFSAGhqs8DHSXF1wH3u+f3Ax/1lD+gDi8AY0TEP3ONYRgDGfZ+UOhvTMoJqvqWe94GTHDPK4nNf5OIrBWRtW93REbfNowhiWi8IymOO2itG/yy4kdQ1SWqOldV544ZNwDbRYZxIjJENYi9uamD+zcXibSS2PyGcXITU3tIUoPo7zbncuDTwO3u36c85YtFZBnwHuCQZyoSyO6eMTQ8OZHPLl7Bty6+ikePjs9Hsl5x4b3sO9sxkimOXD2/qI1vTiyE+R+Tei5/viPT5dunN1p1Dr+o1bNqV+fP2yucCa3rHRt6PW5E6rBEunGiT5cSxwhqXkN0UuBz6/bTE2CIFsSG3m7f8osawsNjp7Wz6PXRvsqf+/fpo77lcxqcpL5Zdd6PozEXBec0NFQ8hjKqfJszUkCIyMPAfJzUX7uAr+AIhkdE5EZgO3C9W30FcA3QCnQBnx2EMRvGkOGED1qrqosCLl3uU1eJmdLLMIyBRUQWAP8GpIDvq+rtPnWuB27F0V1eVdVPhbVplpSGkSQDNMUQkRRwF3AFzu7hGhFZrqobPXVagFuA96nqQRE5NapdS71nGEkxsIuU84BWVd2qqr3AMhy7JC9/Ctyl6qQYUw1Ic+bBBIRhJMnAbXPGsUE6EzhTRH4tIi+4U5JQbIphGEkSf4rRLCLeRLNLVHVJhb3V4rhBzMcxQXheRM5T1bfDbjAMIwGEimwc2lV1bsj1ODZIu4AXVTUNvCkib+AIjDVBjdoUwzCSYmC9OdcALSIyU0TqgYU4dklensTRHhCRZpwpx9awRqtCg8j21ZDqgUsat/DorAvZmR6XjyLljS71e09kJW/UKAiONrUxPdq3T2+kqPw4dE9ZmTfy1OoYBkZewiJBAaR1Z+j1HGGRqVb3xDO28rIt3RxZ59y6/ZF1Gmvq2dQTWa2I0shQOabXBmq5QHkkqv5Ec8pFjCqlOeUYUOUiTr3ZG+93c3qtvxFeRQzQLoaqZkRkMbASZ5tzqapuEJHbgLWquty9dqWIbASywN+o6oGwdqtCQIyt7+LAnD6+tPXjHHlqEn/4dw/yZovz5fpx51i+tvEaAH479/78PcMm/Kaojdd6j+XP7z/wgfz5HRPX4sfkVHn57my5qP5l16z8+WdGRS76FtFStyX0+sGYRjLrev2/VACXhxsg+hInTFwcC8lNPXBRQ3T4uuJ2/cO5HYuwCN3UW/xlnNMQHs7Pj5ylZClH3a7fdC0tc5aVURztOxZdKYoBtKRU1RU4xoresi97zhX4onvEoioEhGGcrFjIOcMwgjEBYRiGLxb23jCMME54Zy3DMAYPW4MwDCMYExCGYfhiaxCGYQQh7lHNmIAwjCQxDcIwjCBskdIwjGBsmzOaxpoehk8/xOHeBlJpZXJtA+8b5fgx7M+Moqe31q1XsPufXdde1Mbm9Pj8eUd6RP48Jf6ON9Nqy8vX95ZHKd6fKTj4ZLU86nUY4wPSzedY1xvP0aotMybwWjo6KFAZpY5PfgRFn/bSlh0V6FsRhNepzsvWdPj/Ym+22D9illboJRbS996M8y3tyDrv14RUb6z29mSPM+FTwiHt41AVAsIwTlpMQBiGEYRpEIZhBGMCwjCMIEyDMAzDH7OkjEdb72hmrhzHR//XM9xz3od4qrOZOzZdCcCTF9zLhplO9O6gqFEAX53wQv4821yIwbkj45+P0RspKscfNZXvUoyuWZc/P1BhPsiwSFAAlw+PF9pscu2OwGtH+yq3xduaiX7bo3JlghMmLioSVFnfAbsV76oPjxBVumtxTDMV9QuwJ+O/83FmnZubs9bZzeiOmW/0zLoR0ZVCEMyb0zCMMEyDMAwjCOlHdvZ3EhMQhpEUtgZhGEYYtothGEYwVS4gLLOWYSTIAGb3RkQWiMhmEWkVkZt9rn9GRPaLyCvu8SdRbZoGYRhJoQO3zSkiKeAu4AqcHJxrRGS5qm4sqfqfqro4brtVISCyWkMqrcxt3Mqy6RcVeXB6PTv3ZApp9LwemxDs6bkn47+f7/XSzJGScs9Ir9dna7oym4MwL0yArEant4Nwr9DX05V7NQalv/OS1s7IOiNrhpVlvIqi1CszR5R3Zqkn5vZMPI9LLzlvzVIm16aL+tiTieelOZXKx1DGwE0x5gGtqroVQESWAdcBpQKiImyKYRgJkcvuPUBTjCmAN9nrLreslE+IyGsi8piITPO5XoQJCMNIEtV4BzSLyFrPcVM/evsvYIaqng88A9wfUb86phiGcbJSwTZnu6rODbm+G/BqBFPdsjwlmby/D9wR1WlVCIjRdd28fbZyx7arYeU4FszZxMunTQfgJ53j834Zv577g/w9neNeLWrD66fxYMel+fOvT/DP7t1Us76sbIfP3HNV14z8+Q2j2suuhzEhtT35JobxAAAHcElEQVT0+sGYfhSvhmb3rlwJnFp7MLLO0Rh+J9szqYqzbAetNUT5VpSuOfTHDyJd67+20KNO+d5sj9t2vOzeXX3HuQYxsIZSa4AWEZmJIxgWAp/yVhCRSar6lvvyWmBTVKNVISAM42RloHYxVDUjIouBlUAKWKqqG0TkNmCtqi4H/lJErgUyQAfwmah2IwWEiCwFPgLsU9Vz3bJbgT8FcsvwX1LVFe61W4AbgSzwl6q6spIHNYyTiYH05nS/gytKyr7sOb8FuKWSNuPop/cBC3zK71TVOe6REw6zcVSbc9x7vuvuzxqGUYpSySJlIkQKCFV9HkcdicN1wDJV7VHVN4FWnP1ZwzB8GEhLysHgeLY5F7v7qUtFZKxbFncv1jAMKCxURh0J0V8BcTdwOjAHeAv410obEJGbcnu6XQcHwCLNME4wBthQalDol4BQ1b2qmlXVPuBeCtOIyL1YTxtLVHWuqs5tHFvvV8UwhjZx1x+qeQ3CDxGZ5Hn5MSBnVLAcWCgiDe5+bAuw+viGaBhDF+mLdyRFnG3Oh4H5OKaeu4CvAPNFZA7O7Ggb8GcA7r7rIzgOIhngc6p6nPnJDGPocsIHjFHVRT7F/xFS/2vA145nUIZxUqBAhZHS32nMktIwkqS65YMJCMNIkhN+ivFO0FjTS820TjrT9dRklAmpWi4e9SYAB7IjSWccY0xv2vqz6/cWtbE/W3DeeTtdcCCqCzDknJwqf2e2Z8rTw3cUBTipzFmrORWefKY1ZrCXAwFBVgCyGu14VcrokAA0OX6f9k845OVAXxNZ9U+EE0Rp4JccQUltcpQGewlyvAoj6LPwVrYbgP1ZZzdtQireM7Ufr7MWJLpDEYeqEBCGcbJiGoRhGL6IgtgipWEYgVhuTsMwgrDUe4Zh+GOp9+Kxr7eJmauauOLPXuLBs05lZdep3P3GBwB4/IJ7eXHqLKA0rNwlRW185dTf5s8PjF2XP9+R8V+N94aSy7GoaW9ZWZ0UonK1ZyvTB8NCxQFcPjxeqIwxNb7uLAAc7qvcWn57JrrfOQ3RYdeaU0c5WuEHfG/G/38YFeYtF5o+R08/DHRzuxWlnFbr9D0p5bSZjtl27r7+k6yfRRyqQkAYxsmK7WLEoE+FmoxyQeM2Hp52UZHtg9cmoiNbsG/w2jpAsI1ER9Z/373Dx7agTsrtHLz2Em3ZyhLnhNkvOByK1U6YPcWOjP+vYhgH+sqTBpUSx75hdM1w3oxhL+ElKHlNtjZcOyu1n8gFmK2EnJ1DKTnNIWcnEaRplDJBKvs8+GIahGEYvihI1gREJE11PRw+Hb678zKGP9fEpfNa+e8pZwDwi+5m7tnihLFfdVEh7H3bmOKMYht6C1L/Ps/6RFDYe9hcVrIrU/6r+Vz39Pz5wpHxUuXlaApZOwBoj6mRrO8N/sWfH3Mdw8u4miORdY5q9Nje7K2JtVbhZULK3/qwW8M1iNJ0eHFD0xf37a8V5dYccppD3LWF4w57D7ZIaRhGMLbNaRhGMCYgDMPwRal6S0pL3msYCSEoovGOWO2JLBCRzSLSKiI3h9T7hIioiITl+gRMQBhGsgxQ0Fo3QdVdwNXAbGCRm8iqtF4T8HngxTjDMwFhGEmhQFbjHdHMA1pVdauq9gLLcBJZlfJV4JvAMZ9rZZiAMIwEGcApRmTSKhG5EJimqj+NOz5bpDSMJIm/i9EsIl6jniWquiTuzSJSA3yLGBm9vZiAMIzEqMhZq11VwxYVo5JWNQHnAqvEMRGfCCwXkWtVNciasDoERGemnlN3CBdeuZNHTzuNzelTWbdvMgC3THqa807dA8CuTOGelzpnFLVx9Yg9+fOLRmzLn+8NsKvf0Du9rOz6kfvKys6pL7R7sC9Tdj2M1nS4N+elw+K1d0bd4cBrh/oqt6SM583ZEFlnem0XR/tiTWXz7Mn6e0qeWTfCtzzHVIqtFvtjxRgUQzJnOZnzrYjbdmPNcWaEy2X3HhjWAC1uwqrdwELgU/muVA8BzbnXIrIK+Osw4QC2BmEYydIX84hAVTPAYmAlsAl4xE1kdZuIXNvf4VWFBmEYJysDaWqtqiuAFSVlXw6oOz9OmyYgDCMpFKgwCNE7jQkIw0iM6o8oJVoFAxSR/UAnlWamqS6aObHHD/YMA8F0VT0lTsXRwybqJdNuiNXo063//FLELsagUBUahKqeIiJrk/gHDBQn+vjBniERquAHOoyqEBCGcVJi2b0NwwhGISKSVtJUk4CIbTZapZzo4wd7hncW28WITyV25dXIiT5+sGdIBFuDMAwjEBMQhmH4U/12ECYgDCMpFOizNQjDMIIwDcIwjEBMQBiG4YsqGhAfo1owAWEYSWKWlIZhBGJTDMMwfFG1XQzDMEIwDcIwjCDUNAjDMPwxS0rDMIJQwLY5DcPwQwG1bU7DMHxRCxhjGEYI1a5BVEVUa8M4GRGRp/Gkw4ugXVUXDOZ4/DABYRhGIJab0zCMQExAGIYRiAkIwzACMQFhGEYgJiAMwwjEBIRhGIGYgDAMIxATEIZhBGICwjCMQP4/o4RWv6+efgMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:04<00:00, 6.90it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1084.8151524066925 seconds ---\n", "\n", "[[ 1. 0.78494458 0.16494757 ..., 0.15271354 0.15271353\n", " 0.16526035]\n", " [ 0.78494458 1. 0.11848202 ..., 0.10969431 0.10969429\n", " 0.11870669]\n", " [ 0.16494757 0.11848202 1. ..., 0.29588336 0.29588333\n", " 0.30248631]\n", " ..., \n", " [ 0.15271354 0.10969431 0.29588336 ..., 1. 0.99999998\n", " 0.99941038]\n", " [ 0.15271353 0.10969429 0.29588333 ..., 0.99999998 1. 0.99941043]\n", " [ 0.16526035 0.11870669 0.30248631 ..., 0.99941038 0.99941043 1. ]]\n" ] }, { "data": { "image/png": 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WYuNYKdqcnnS4o3MZ6ZEktG/A5OBjWwsIGsfy1Clsczg8v8TRVoVO+4o8Pg8bV6wGJcbVHlIPJ1JPb27E0Y0Z7l9YwqtQuLD80yNhrKYIGsoX5nZDbllu98JanliIPWIU9RLaBVpHI3yy6Rg+170e0r0fpwLiXOiSeMAfnnwhut7HDYbEUvHSB2/hzQc/yHfc3kVHI/zGgPd88ToOLq3wwKlFPnXqAMurPf72Gb/HSC3/7c2HwAbzQ0TwwxFJEvPFj1/DPQsOBDoPRJyeU6KBcPCHlvno4GpWtcPBbJnDkwUufcN9wdFZFEirhV/fwHTaQXUVw3DvVSzPBJ7VQNKHVj9sthP7Zkn6cGIWspPB8718eY/bj17FVQvLbBQZe1sb3L26m29YOsqnTh7gsj8I/QFo5bZ46S3kOcRRUFutDfZ1bd5oXiBZhljD8uhyim7tvLTQHQZ+fAzzy57RRRk+ErJCEQdVS7j9266mFZfENqjKG5OM5ZMzJJ2CYhg2y3W/f28wPaqqUc0pg5MSI8FciSKWT11OlCtlWzBV6COaTHkQXByEdjz0FL0MdV0+9IIOiFKuZMRrlvv2XhT6y/Ng/oxGmHZ7E0mqTSHNC7QoMO0246dcQdlNsIWiBnwUbfoCIoM4xVSKSnCaFrMRLp2lf8DwySvngmkwMiBwze/dE+Y9iqAoGX3zlUTD4OAFSNYrXMvgo3qMVS1gP/RppNMO5hvBzLz3HNa9IhR6YaMYF0S692x7n37z3L/hRz/yMX7t8y+g+PASrZPKrtsPc9sn/6YxN371fd+NnRh8pKQrBp8ouz7jKVvCn/z675xhfjwp6ZNKxA23vTyopk6C194He37ucwaXCVUWTiSXwu/8yOs5XC7ycDnHU9pf5B/HB7k4WcHi+Z7uaa5898se3SSAGmcLariooFZpH4ooe8Hh6DLFlELVDkiBy5QXP//jj2qyXNd5mNWqw1I04EQ5E7QcU+HrI6rvMn5l12fweK5993/Y5MFvsYHrU068BHXdSYDxTDANTE4Dj2oELtVGQwB41tPvYiEesla2iYyj8pbUVvSiCct5l4VkyI8vfoTnvP+nNvt1j5iT6bwbDaq4F2RssBODWsXHGvgzyjO+6XMsT7q0owIjymw8oVLDsEooXMRMMmYl79COCl65/z38L+95OSShTSoJr6uaDxPG2XxWv5bp5wriBJ96pBKe8MQHGVYJP3rgw3RMzis+9FJkYsO81d8n0k1Tqx7vlZcfx6AMyiBUrSgfe96rt52WfcVNHf2Nt2+viPv3XvWpx3G6t/PoaMy7V2/itTe8hZ/4q1c0ZsVWc+ORZoRLpDElHml+vHH9JtomJzsab6rsEUFA1CaDS4UqFaI8tPWGE89kLW+xnmfcPbOXQ/15fuGK91BqxOvXD5zVJNj6uziauID2CaUcBiTAJeH0qdqCHSsulbOaLPf0djMsEjpJQT9P+K5L7mRQpo1pcKro8tq1K4BNU2DKQ/Pabb7nY3uGeRD3g1CcCggfgU/kDAExNV2KMkJEURWM8SSRY1LEZEmJEQ2mgW72uTUqWNymeeKTMC8mn/YtTVwEEkyVMo8wURhEHDtUwVUW74Ur955iddLCiPL6+Jag3sehTamCxjQdM2ZTXktVm0d+y+eAceBig3j47MI+fGn4z9HTSGxFeiTBTs2cmqZxHrpFBt5nd4dfytpMOEdA4nHrpDxncg43GPK6/Xfw7w/fwq7bDzdmxRnmxps7Z5gRWpZoUZIk8ZeYH2+54dZgerz+/oCtl2VQl41FJxMky8L/7RrKqio++ZQrSU5b4g3h4wcXaR2J+Mn7XwoCf/DcN53dJIDNgBnVxnNOnIQ+1Qf1tUYwRAStKo7pNY9qspzYN0s0gUEbknX4i94taBROWwA7gV3fO2Cl7HD51BSo5/EMmLP2tksDcwpEUR1nUTTQq4g0aAz135w+fjVFV+hOtNlgPoYqE7o1zHn7t10d+q8COkSNEjVISo0wSBQFHlTxg2EwH6II1KN5gem0WT56OcnAN2aJS6WGORVbKKu9AyR9T9k2fOgFHa74fz4Tnp3ztUmYbcKcUzPIuSa2Au8bU0na7cBzEkNVsXHLVURjz2e/9TJ823Pd734+8NnK6nH4gEJtDaADhs+8BvGKHU8DpeChc1j2iuB20r0fm4qDMQ+87Cl85/OuhOVVXv3Jt/L608/kPV+8jl993zfQPmb5jjd3uO3vb6NURyyWD09g0Yy5fXgtC9GAPz+WcWLQ5eDSCvcevYh/+xs/R9kRPnHH/0sqYZirfkxbYkZack/Z4kA0oi3CiocFA6946DtZSoZEtQMt/gbPQ8NQQf0n/8sP88E7Xk3bbJ4quXr69WZYspZcPakYVuoF1DHCvMnItSSVmFxLWpIw1oKWJPwfJ0+R+9rTrpbUVMTiGLiUSm2NOkxYLrrkLmo0CCOeP/+Hp2JbFe/61Gtpb1Hr86m8AlZ8woIpiAXKYF2RClwcdSm3VF6Lt9wlM71J+v9efpiyVjFKtcQSokABWrakVMvHTlzOa+54ByWGTBylGhzCpP47i2JRYvGUamibir6PuTmJsGIo1THSglnT4j+euh6PYFBWqzZtU5zhTO27sFmHVcrn1nfzC5/9BHNmTIHBqyGTig0NqEQmJV4NEw38FmqZMRMALo7G7LXt5rYqj+fVp49hUO4dXcR6kfHzd/wta77NLhvQoTXfoiMFRjxeDUWNN9+2vs6sHTfzFIvjgzdtc9HXtOOk3AZlUUk551ArGGPYZ5WleMDBpRW++GAXUwDWNMKhVEcClGq4Jj3GnB1xYtClP8yonEVHEaYEW8CyL5g1YTMcc5YFU7DiIw5EI2aNpS0JsRRkEnG4P8dGGhbiqLYrV0etEE+RC4ddypyGuAmLsuYT1nytgbDOmk+YMwVHXRevhqdnAUdPJcYgtCS0Of3/8/3dVPXiKpwlsY5IHKMqaeCvVlSykWeU3mDrDeNVkJHFeeH+coE5M2rmcqOGKRNxHK3m2R+tkknJRGMcQkcK9tpaja8Fg1PfQL65hlP4rv7eJpOwUkskjomLMaIktT9kZdDmUDXP0Kf0zJiJxnhMAx9aPLE4MlMw9ClzZsSab3NdfAqLMPIlK94TU/C5wR4qbzCirOctWlFJZBxehcQ6JlWMRxiWCSc2etyV72dXtMHEhz7bJmfNBYg3kwKPYeJjHIZSLXN2hMFj5GE6EoRFWQuJu/uh5u3DoxmGRcLni72sVF12x+sArFRdenaMweMxFBq2zV3re5mpfSUA0VYbbxukyuMX5jwXmlQxS6ctMi7QSc5hZziez/LAqUV8pMFeneSNcIjFMlFD25Tck+9j1g5Zao+onOWi3oCN1TZqLN7CkkkaDeKAndA2KT1TcWfRJo5GlDJhxcMuU7K/u85SOiQxFScnPTpRwf1mEa/Cw9EsB6OCtA5KsgizpmTBB4Gxy0bMmpJMIlIZ4IF1L1xkO4x8QSyWXEu6JmPgJ3RNxrW9E4x8EBaVt7RsgFw3qiB0SjXMRBNOJD0qb8/QII5mi5hWxVXxadJaS7XARMfhtcCcGbNkQ7R/SXg/Bqx0QX2jLVgxdCUIlqnQuKH3pRpE7iO8SqNBnBh1uTxeodSgQbhaZc7rvzOixHisKBO1dKRiohu0TRhfZCypVLRNwnXd48162GhlQZuqBXssjr7LsHgGLsWrcHN2iJ4pKOsNFotn5OPm+6VaCiwWT6kRPTPBouyLKmbq/qdaxPW9hzEoUR2vcX16lH6csVgL3rWoRdvkWBSHNPPy4OwSXZs30ZCxOP7LOa18edxGUp4TRdbz3Od9mvvfdDEY4ZTr8Kt7budTpw6wsdIlXQsRbB+eQAJM1HBLy1NqzPvVUmrEvUcvQkcRG6tt4hMJSV8xFbx9uJc5O8Sp4XB5KXN2xJprsz9eZehTOiZnojGnpOTTDx0gTcMJWpb15hgFx+TMqvDm9ZuYtZundd9nrFchVPviZIW+z+iZCQ+XcwA8o/OFOn01I5YKSLA4IMbhue3QDU2uv/eCMYqI4pzBuXrhx448j/D16Qohhj85EeHSiDeuPp2eDSeiEc+gVsUNyumyw2I8pG1zRi6c6m2b883teyk1qnkC8Ax9SiKuUcvfcegmdEs9AiNK5UxAXU3YWv2TXW7d83RyHzVCw6swdknDjxElNRW5j+janN3xBoer48RSMfRtVlyXfdEq7zh0E64eY15GRJHDiuJViKyjdCGOoywteT/lj3v/M7PxmMJHuFpo9cutgVJCMTXfvKUT5VzeWiYWx5XpcTwGV5tEbz/0hPA8hxmutPxJ9izWyxZLyRCAjSqlZUusKE6Fqg6U+uSxS0njEu/DszLGA+/e9rpXaLSRC5UuCO7KynLn6l46RYkvStZchyPViOXVHlFSx+eXJYtmXNuyJaWGCMiHi1kmUUx3ZsxQMlqdglE/wseCj+GK+CSxTH0COR0pmEQxD5ZL9OJwqk40piMFS3MDemlObBzreUZiHSfjECnp0oTrs6NkMkUdPCOfMozDxtsVbTDyKW2TsyvaaGzLBTtiopYET4GhIxV9nzBnci6bX2mi8pw3xNaRmIphHYlYqaEVlaxNWrh6k0KA046eyPCZ58bWEdomr9/3jXqfiON01WUxCo7eUiOcGjJT0DMFvjYlwliUnimaExLgyoXlRuWvvCUywcQAyGxJ5S13T2Ke0D7MRGPaJq/7ECaa1DxUGDyJuGCG2DF7onVmJMeIsmhGLNoBPVNw5cJyw8+oSkjMZkBXZDyTKvQ9cRGH7RxP7B2mZyZn2P+jeuyxVI1pAeA1mCAHk9DH1LcwHetVC8sYlCPJHOMy5gndI4x8wqwN62PgMlJTYvG42ucBsLoUMnWnWkAkns9se9UHJ+VOTcpt0FWdk7TjAnIPZclzWsd54/qN/O0zfo8feNvPkq4EtOL24bVckx7jnnwf79cgHF695x8BeNtrn8NCCWoyZvrKzP1DXGp51eEXcElnBSPKp05dwp7OBqt5m3dd9zZOuByncH084ZRXinfu4lQsTSTlpFJaLrzuHS35pbtezEInaBCReFbGbfp1jsGli6usjNvs6gw4vDaH98K7v+kP+e/jA1yenGTNt1iwIz5f7Oba5AR3FXt44L9esQkRbo2UVBCnqEiTB2EqbSL1xMPeFY+LDb88+0JarWDmGFHGk1rNjh2j9Rbd+VFz+ntvSOKKX7ruPbRNTlILzjXX5nOTfSxFA5arIBDvees1TV8NvPeISMrZofLL7kX40hClFd4b1IOfhGUlsUcijzFKNY6I2+G0fcXNfwfA/eNdHBnNcdPsMe556zUYF9o2haKRbKIn00hKD6ZU2iX87vFvQzMX4hyEEOac14zZLXEPBqQUfNtB7Nm9e52n7X4Qi2el7GBQPveX14b5K0PW628/+dsxE4PvBg1LhhGabk6E1DEmc3caXCJfcSQl7MCc26KpJLVJDHFMKhFtkzNSS9kSosySJDEL0YA5O2LWDik1YhLFTRtlR7BFWEymApdaXGZZTIcsxkFVnEknzCfjoLZiiYHMSOhPCqpO0DqmNQ2kkgbLr1qGXpYznwYBYUSp1OBq6HE2HVOpYSaZ0M1ynDdkIvTsmI5UYKAjFT0zpi2OGTOhtk6AOoZBmgnBVHVKdiMgZFNAOCjHBpdAq1XQzaYaxCaakcYVRR7TSQsi4ylccGq24oo5OyKTcouJAfPRkFk7bE7VqsOZMR8mzKuazZgAUSFrFZSRJU1LXC2EpmEBxjqiyGOtZwJkrQLnTPAHiGc+HjFMUuajIVVnU0jaSPDJZsyB1pmsxoEpBVOCthxRVuHrzWqsUtUIk4k86gxaCwiNBNOqsJGnl+bMR5tmYjNWgoDwpSCtCi8W2woC1HlBUteEWmtt/pUde2ao9VcQB+EvcCflhRFJ2dqrT5/7Nxz9w0XGn5+janvaxyyXvvkQv/XRv2ogz8t3nebEoMtSe8S9Ry+iOzMmfvccZUf451e+7gwI9J/Gl7IQDfj4xpVsVCmFj9iTbTCsgpProx+4iWLRQeqQfgQzFfc+9/XkWjHSknnTYtWP6XslFjhUtblt/eZHhSUBBi4lNRUbVUbLlsTi+Kt/fDK79qyzut4haxVMxglvaNW5AAAgAElEQVSLcwOW17oszQ14+423PipsuhUyzdUzUT3jnCk1QKhtsbzm9JO+xJkIMHYxqakYuGA/V94QmbCSP3bicvqTzcCrTlpwUbvPsExJoyA0fvvg22iLNrApBOg0ExjpJlz6H09d3/Q97d/WO2biY3IfEYtjNhoz8TFrZZvPre8mEs98NsKgTFzEr1/yDvoak0lALnqmbCDTqQ9k5GNicdycRPzKqSc2uSQjl9C2RYMIWPEYFI8wqf8m9xEjn1D4iJWiTeEss8mE3EX8/L73MNGIJwdlkFefvp6BSxsnqUGJxTUw7NSkeHb3bizKsDapLMq3XP6FbUc8HrhxVn/yrU/bzlf5uevf9ziOpBRBjOGapZPcMdcj2rANtLkV8nwklDmUjIUaznwkBDqFP/988FRGZULpDRtFRu6i4AzLBTs0eCfYscHZiIHmrHvHmo+IJeeYs1gUo8qBaHRWWBJqu9k6xlWMFU9kPDKyrG20qQYxIyf4ScRa1MINY1ZM+8vApuv0fUzPlKz5BIeQ4JvTfaIR3xg5ImwDRwI10lFvThcTGU9eRbSiksJbIhM2zsqgTT6JkTo7NC8jCmeDc7DOz5jCpxs+w4rHqSERV8OJbWbMhL3W87nBnsaRWfiISFwjeCYupnSW2Dq6cU7lDat5mxMbPazxbBRBSJXOcqia57TrNj6engn2/0hTCrVkUrLm2mSm5Lr4FHeu76MdFVRqKFxEOyoaf44RJRIfBEQVN6Hi4yqmUsOojHHesJoUlM7yhfIiRj7l8vgBYoQ7+/vYKDMyW35Je1sFxN54DSuevmvV3/PAF7a97L8eNIgLQ0D4UBfg7pP7SE6HlO0ptLkV8jy4tHIGlNnqFKjJ8JYvgUCn8OfB7gprRUhD3tdaZ1iFY+J4tBfX9hB7fCloy9GVlNhU9KSiKxmXRjkrzjUaxNlgSYCNqkXLFmdoEHdlFzPbG7OqQpqW5AZmOhNOFxGz3clZYdMAmVZkEqDTkSoxMA1t8hSs+6BBPBocCZD7qNEgUlM1pzDAiVGXYbRZCrWdFuxqDxlXMakNGsQUPi11jJVww7QVyEQYmpxMAlw6hSc9QuktsXGY2jbJfUTuIyLj6dngUFwt28HEM575dNSkgl8er7DHbhDXp38mHg8Uaigx4aSO1ulIRdu0eOLckWasEx832sSUGh40aDATHzN2MWOfsJx3qLyphZbl2uQEIx8zbzIMwo29Y4x80rS/VSOZtgtwUxaqKk6do1PhfC60cy/GtiiUMNs90+e6593H7e94cgNtboU8HwlljvoRMzWc+UgI9NPjAH9+6KErKEuL94a70j21nSy0VgWpolBmbShUo5jbRl36vsWaa3MwOcWDxaW8dOYLlOo55WbOCksCOGcwRilLizGKMUpyImK5msMOLOM0xeSGU/0Y27csD2LefPDRYdOtkGnfZzy38zlK3YQ513xWRw+WDRwJ4FSa5VbV/ExTsaf8iSj9k12kMI3PYyP2nGzN4CuD2NDHG+cCfDryyRmbo21zBi6jayd8c/veM/qvtkCxEJCZ6TxN4cBxHpP3UzCKTYLjT71w68zT2ahapKbEYZiNxqGmg48o1fJN3Qc4VfWwKIer47z9gScQWxegT2dJoqqBG0W0yR+p6gCzypvm2VeVRZ1gY4d6wxuyZzB2MUfn7sKK522Hnkhexk22KwQIU1WadgEe2L2EEd9EmAYf0H3bXvWqQukvkC14FrowuPMOHY7446veycvvfwmLdzvSlRI/HPGkpM8b12/iLTfcyr/9jZ8LDipjSfqKj6VBK/5pfGmDcHx6bPmZhfsB+L0PzpL4GhWI2uBDKvbMoRKXCi4RbKm4WLj9267nwcEiy+MOT1o6zF1re/nUxkEi8fz+xR/kV/5uHjst++bPdErZ2tMfORANZdrmTjjKtsXmgVdTKWXLEk0Ul1j+bO9THhUVuXRxlUGZMJtOODXs8tfJzaS2aiL2JlXEW67/U/re4j6w2PBgthxgSb22Yw2l4mxda0EFloZap0nXwi4y+Dg6I9nrL6In02oV5HmEtYpzQhw7sqSkP8xoZSUHrlvBfWCxQWKiLcleU37Eh36qOrGqM1F6ZXC+Tus8qIG/lCfjRlGDfESxQ32oLeELy9+0bsSNImzL8Yqb/w77vvmmzagivN7iLJw6OG0Vxh15iL02iExI1hKMU94xvhkKQ/ENEQvxkOr9SyTFZtFagOpRkrXef8NMQDWm6Imcmz8v1IPY0SAem0QgjilrNGMrcnEGovEIpMLHm2jFIxGOKU294+IEH22+rloBonJpSM12sTAfjeinGYW3LMZDZpMxC/GQyHgi7NlRB2iyEsVRr0AoW4ayHWoVuiTwXLWkyW48Gyoym44RUWZqJ1ovzkls1WgvA5OSieDEnYk26KbQMlOAQgWN6kzLulC0aJiLqfmrUY3ebBEQU3TEiBJZR+UsaVzRjksqZ+llOXN2dEb/U5iymSMX5lotDTqktkYhDM3zUBMQjglgI4e1njQOwU5lGVFZJWsVjIE0LemZCVVns83pWjgDTZDNz6ZI0BSenD6/kAEqRK0KZy0L8ZCZaNp2mLfm8U5rgsqW+W65MKapo/mc9/qFX1HqgkAx0gMH9NoX/Qx7338STq/y3R+5i7c+/GQe+PglFEsV2dGYy19/P2+9450s+4Ilk/D24V6uiE/yqsMvYDEd0rIl9w8WOdhd4UMPXUH8wVmqDtz5E68DQr6Bre19p57fXrmGb2g9SGZKjpXzHIyXef/gBi6KN8ik4EixyEI04B8HlwDwgQ8/kXu+73VNG9N2puG6sdimj1xLDIaPTWJuTPqccIaeCc7PfdZxpIq4OKr46GQ3G3Xk4zSfIJOSFRdiEQqNmLNDjhSLlLrpgIzF8brPPotOq+AT3/hnRFtKp1dsqsUTDX6MCNu8H2HZ8BMmuikNMjF0Tdr4cAA+MG43xUw8BoMPuRZ10FGpEW879WTeePB9zd+5ei2VW3gAiLF4fF3ar2xC36f/e5QPjIP0NXjWfJtEXAPDBgdlByueDZfxsY2r+LW976ctllKnc2KY1Alott6pDsUDTpVMDA5ltvYzeLR5Zh+cxFiUT48PslJ1+NnFTzJUT6/e+Ll6YgQjglfF1c/8v092MWMmjR8hFsezL7tv22jD3hvm9Yff8uztfJXfeOLbH7NdEXk+8J8IUfd/rKqvesTnlwBvAubq7/xiXfntrHRhaBCRhtL01oC1HIhPs5COQiUoXweiWEsqEbPGkUrYOLE4LumssBgP+eJoiVGZsFa0KEsbzIotJ+J040ZYcq24NFnmIjsgFQcx7LJjlstucJCZktWqTamW9TJ4qMUJuVbE9WY0hN9zDYt4xmTN55P6vd02py0xC6YgE4MxFT2TsmBz2pJwvJxtHFylWtqmIDUlqzUwX6ol9zHLZbdx9kFIgvLOUlSWvi/ItmRjlls2fl89XrTOTdgULm0TY7RqNlIsllgsBmkE4PFqtgkDnjo4cx8SvtqmoFTLRpnR9wWlBqdiieJUmboLp6I0EU+hSkc8ffV0zWZf00zXk1WviT5dc+06TiNs+MwEBMPi6fuM1aLNaScUpqoFQMjFmEKysShOoaxzQzyGtjg8Qdh0TQZb5ul4NYfFs1x2WavarHlPXyM84TkOvSET3zhry3rejpXzjOyoEaTTwLNzoa9WoNSW2+yeS7iH5g4Reaeqbr2s6peBv1TVP6hvunsXcPDLtXthCIg6cpEylEmH2jaTzWAlLc/0Uk9Vs6lTrPARpTdUGoJ1xCni5AzNAYKgmG7yWPwZwUWVt/j6qrNSw+tq6vg6i6JlHlHJ2DxCz7QiWAmnz9R/Yer3HaY5faZ5AX7LXQnT90q1YSH5phO8k8Ypt9l3XcSx5sto/T+bzkNT/5ue6pt/dyY5NY1gcBgM7gyPu1fTzM0jx1tOL5bZZHcLj5whiKbaz9QstFuk+nTzOJUAB06Leamc8dzsl1HtrSjUCAy6OdZp/1ZMqMkgJjyP2kaz6Fm3rt2CZGzd4Oe62b/Kodbbuc1OgboCCbPAscdq9IIQEFII7eOKVA4tK/5+dAWHNubpPBAxvKwKtmBVserHHHOWA3bC4fJSOibnU6cuYSadcPXMSTaKjH2tde5K96BRO1wYU59SENKuIZyYnxiEikyZKXmwWKKfHufS1jK7o3VmbMj82x2vc7roYsTzGQttk5zBd1se/fdZCVrH+4sZeuYYR6oWPVNw2nc5yIB7y1k861yVHKdfp4s7pMkVORkFb/1E40ZT8moaEyOTkjitaKUF86Z1hgBMm40WTs2ttR6mdKQakOsmxNaWigWTkGvVqP3XpseYaNxkRk6hwhJLz0yY+Jg7Wpcyb1p49AzBODVnpptxqtIbhFQrNnxILuuaFIMw8gXXpseajTfUJGxQ8U3K+JoLZsdQEw63FrjYhlycrUJuWuPCijTmDlCbNzFOlbZJKNXh8Y1wujZ9GIvSdxkrtsu+KK3Ns6DdzRlHLJtRu9O2b8oOk22JRt0qOLZLX8V6ENu5ze5XgfeJyP8KdIBvfaxGLwgBoRbKrlDfB8fFyQqz6YTTc3WVEw8Y26jrbZMyZ0d0pGBPZ4P5ZMywSsldxLBKQybkFhMjwn6J72B/usqeaJ1YKorYssv2Wa8LlXgM/TpBZ+gCzCeeL9FGnPpmM6QSN59PF+qeaI2esSzYSV3UZUxPDLvskJ4Y1ny7CbIJyUURE0maugbT+IaBy4IPol6AI1PhnaF09kvMnik/XpWRFrRJmg06/U7PWJItKnYqwXyzIs2mOe26lBphxVOoDZmeTX2FiImPGVVBqEz9C4/0QUxNGIOhxJFJRK4VbbMpqAFSItb8pge471pNROY02WvNtYnFMfQJwyploCUpDq/TFHhpzCir0vgfwnMKJhAEARp43dRiVlyLWCrWXZt112LkS4bqG9UnV0+sWzUbredorgnsgjO1n+2QaijJv01aEpFPbfn9j+rLp86Fvg+4VVVfIyJPB/5MRG5U1bMyfkEICPEQDzXcsjTJOVHO0i9SooFQdYIPQicTRlqy4iN6pmLNtZlEMat5CLyZT8a4erK9D/DV1MSYbqKtjsTlssdGGqIEV6oui3aA3XJiAWc8/Omz31pDwYph66ExXXDTfk67LrmOGfkITMjiHJpxqFZkBqHiUuN6D1mImSmwzpOZkqFPiaXCiGfz/IK2KVAVVIP5spW2ntqZRA0vW0/4kXeUhJBtACeO2FT15uWMsU+dhTbo5yEjVMpm81gRLLY2Y2jGMv0sGDTSqPepRJTqcGgwdWQq5BxJXVNiapsENT8IiMyUZFIGoSFKW0KfXvwWs2FzjFNhahFKfKMZbRXgUz/ENC/FSHj2sRh6Io3gDSx9adsdkwdBxtQ3dK4wp5xLJOXyYzgpH/M2O+BHgOcDqOrHRSQDloCTZ2v0ghAQlyycwrzkFPrRFjLJeeXCPczaEQd/aJn/7TU/TGvZIVnWlIm7swj1HB4sl3jXdW8jwnL9rS/H5MLxaC+tVWHmUEnVMvz2yjVcWqf5fmJwBfvTVZbLHr+5+zOMfIEVIW1PGPgJ/+Gtz8JHdcZekz0I4oX5+5WXHX4Wu9MNIPg+ThVdTufhtL+2d4JTRZd96Tr3Di+iUsObDr6Xe0rLvqiiUGVXnHPcGZ6YjDlSWX7+tu/fhMxcXTEZ6mrQhMzJSJGydtRO15KH7sOCS1t898J3MZfUxWCMYzUPJ3EWlRzpz3FJb5XUVoxdTOUNvTjnlXveRyyeuO58xVvuyOdYtANO1wjKT9/2A01fm8laoQL1NFkr3jC8+JaEcRXTS/KQEKaGQRFMrdQ6UlthjWdQpMxlY/Iq4pcOvgsjnsPlIkeKBW5sHeYn/ubfNVCsyQWNdTNZy9Z8OMFUYCfCM590gF4W+gRIrGOQ12nmkQsX3FShyE5RWXqtnMQ6blx4mGfN3AMEZ6gR5Tff+13hmeYBgn3vzdcxymPmOmFeN8YZWVw1F+dUdbLW4J55fKJn+Ibglee09r+KkZTbuc3uIeBbgFtF5DogA059uUYvCAEx8BnVao/FwTH8eMxYC/o+46ODq3FZHaswmTRl4uJoFOoLxGNOuJwYKBYddmhwbR8iJOsgqG9oPchFdkBcn9R7onU20oyRL2ibBKeeUh1dk1HuKjF11l6V23AByyBMUfthyzfNPMCuKNQSiKViJeuyUqdHX5keZyXrsidaZ3e8TqkRqcRcGlV0pUVFyJ0wktOVlIujHLt3hNZaz7RqtBgNlZxrx62NPFUehQtbasecCBTDFJ8qT1t4oKlbsBUBaZuCI+15LktPNQhEqZaunbDPauOPAci1IpOTtAX21JGdyf4hvs5UnV5JqT5EIFnrwxWkcYunLjzYFIPxtUN1va6I1bU5mQloxMmix2I8xCNcEwchO2cmHIhPs98OSPYPm36q0mKtb6JUjVGq+oIc7yzlesyz9h6ia3NyH3ItptWmwrMJNTALH4X6GlXKUjogNRVPaB/mpjTUoFz3KbE40osHiCjjQUpVWL5p90MMqoRdSbhZ61TRpRsVROKo1JLXF+58dJKQRK6JrJSvJFDqq+SkPNttdiLyfwGfUtV3Aj8LvF5Efrru/t/pY8Q5XBACQgipwdptI3mojdg2BavaocqgSgVpt2iL0JaEUiZ06iIpTkPKNqkLqb+xx2XaBEFlpiSVUJ0oLNYqmBKyiXA03vbUESfVGby5JIRMVpmEOAUTkqti3JlQnAQVONQ9VOIaIrONgy6YJLEGf4hVIUkcvr78dxqSPA2H9vVmjOKQ3ahOpldwohqusHdJEApbC8akdU5CMAsCL4lU+Fr9TqQiljNV8hgTNAqRRquI46oxY6a8TatcTQVEmYQ59YR5nmZOpnWU1tR8MuJJTUVmSkY+2dLvFHoN/XlvmrFHkcOYENZsjd8MnVbBRYqtK1VNKVStiuvXJWZaOLf+nsU3P7F4nErjYIyj2qka+1AD01RYiRtYOTWhkE8sDrNlPxmjRNY3hsW5b/VzMjEekx7tNjtV/T+3vL4b+J/Opc0LQkAkUpFlm/Z+wOUdB7NlbA5RPlWFIZaCFR+qQE005vp4QioR0o+wY4MvhWgYwqfVKsfK+eYSygeLJYrYslJ1SdsTSnWNcHDq8RsxeWJDKJ6r7eZJ8DNEE+WhYqmplmTxLFc9Thbhera2yVmuekzimIfyENjk9DBrvmLBBCddm4SBlsRq6fuK4Xp25kU8RsMqc9JcQlNGCqUJkaC1CSJesONghhwaL7Eet+t5c6zW4Z6pqTg8mm9ej3xC5UONy377fmIRrE6zQz2nXELPlPTrZLTBeitEYeoW3qbxxnVcuR0YDk0WGVQJc/GY3EdU3tKvE+IyW5IaR2wca0WLQZoydgmnZwJMecJ1OV7N0pGCwXoLdSbUXMgNRaybBVpsqO+AByqDHRoeHCwwl7SaDM7EODbqknPTileTuhJ47iLm04zEhLTzffEqEHJfLEp/PWg8Oo6QUnhwsEi/TJsci9OTDp2oaLJCp31O1jLyJISEA0127LnQTqj1NmiiMQwypBqizjHyBSOfcHiygEvBJQJVxYKBTCJ2mZJTUtKRglNeaUsBMxXORmjLUY1iXCy4WDgYL7OrVsH76XF22T6LdtAUjoVNdMLOFSRJhYhSFhFilGIQNoxLE65MT7ArCuqxRZmzI+ajUIzmiuQkc3bErmijgQatGBZM0pgyVgyzJiEWy4JNmZkfneFYtTac+GV9j6ZqXZNyEodK1vV8iSjudBuXwjXt48zawMPU2w8Bvu3ZCZcky02tSaeGjskbHqaUqsNR0BET5hKYmx82NSmnEcZTXpualGWXq9vHyX1Mt87WLNU2dTGn957G4lhJOizFfXIfs8sqFsFGG7RNzm5bNP3JtCZlPRcQEqXK2tdQlhGTKOW6mePMRGeWnJuaGNMamKWGorVjn7AQD8lMyTXZw+y3AwwwqlPK5xcGGIH1QahJec3MCfpVxu4kPOtTSY9OlDfPdRr/cWTXLGnkmqJB1iiHzmHdh6rWF7aAuCBCrWezPfr03gv53G9dTucLCaMDjtZRy6VvuI+f+tjf8YYTz+STn72Sp950H4f7c+zvrvPphw6wNDegeOcuqo7wjz/z+ww02Pe3jbrcvnE989EIKyFCrvKWS1vLrFdtrHje8u5nNT4HvxFj5wruu+XWBrpMJaZUx5FqTCzw0fEBTrtuk+5d+oi2zRtv/0rVpW1z1qs2PTshFsfv/MO3cNm+ZU5s9GinBYNxyv75dY6szHHxwhrvuOZtzUadRmaWhLTzqc8i1ypoHUgDrwGcckLPeN47vHJLunfUmBgjn9A2BQOXEdfowDSe4rYTN9Iv0qatXpKzv71Ov0rpREFAvHr/e8jqUOZpiLGpPfvTeIlYLH+6sb+GQqMmsGrq1S/VMtEQxjxrh0w0Yd21+OTqZRhRLkoHtGzBStHhN/e/t0lrhxD+DaE0faHT1O1QqGavbXPrxr4mFHuiSVPqPszlZgBcMHsqJpow8gkjl3Isn6NUw1w8pvKGn971YUqFy+r6o3/eX6yL+FZntOceEaD1zdmhuv+pyaZcd8nD2w61Xrxul77g1hdu56u8+Wl/8vguGIMIdjUiHoDG/v9n792DLcvu+r7Pb639Oq/76u7p6XlIo5FGGoFGIAUkQQCDE4gdqgAnkXBUxrFxmSqMq6hySIBKHFJ2KoUTKBsKBbApQATHlv8AmwQQAiQCyBKWFIHQDJJGM5p3d8/te/vee+557MdaK3+sx9nn9u3p7kFYbdG/qlvnnnPP3XudffZe+7d+j8/Xy8UpxbPtGQ7qAcWe5mwx46isOFvOfNNOWbMb4LS16zi0Pl03tQPvJpYVb918MrUrn88OGarG1xBmLsUc6kJTFF0vJtEv8PGe7dPNWV5XXTy1dwL8HXuoaoaqYUMtyMWQFR3b5ZyjomJS1r4Rq1hwpRixWSxC7UGvyImMPNZsOJ+SK/G1A0pk1RQlwmUzonYL7s2vplLfPql66XJGquZAjajE05kKMRin2Cnna23ZW8XCB/F0x0j7eMZEFR7LlzT8/IOvKZHU03FvfhWFpcVnMHyqOFS39iaILT1j6XIqGXOmnKHFca6YMtR1gOYW5KH82+CoQlrSOIcV619zFh0m0nvzq2uftZJ2jSgVx+CLvTqWLmdmS6ZqkDydnWzmNTNUlmooWme4N7vKzBXksZ4jbM8ga6nMiZKQRn35N9k7S4ybMeugaSkOFflxWHc6cE3DxXaLw7oiPxKygAArQnAqVyYBZueu5cBmTMTXSFxZjGisptpqqAK+bEMvsSh/0jtZrRmDa9th0uQQewQa58uXLzabvGnwFCZI7/UrH2F1QbYuY6IX5BhE/No404ZMrFe+CwG3Qpm1yQFYC5iulQKfqFTUCHtmjEGSYA2AcW0CpyxtngK5/RPdOEWmDJmyKYKeKV9nUKuMofafJzsxUa0ViYXXfEPTAo1LalM+EBgmCHTybiZqSe4MZH4JoMSzJSZqybGqyNBUsl7HAZCJb+ZqnUl1FbXr2NHH6XiMXBOqLl36buLvQ7yeResacgwax74eeQ8wfF9e2MiE5jvLRC2pXD8mZq7ZLsBQ8lBafus9GOEw3qFa35QpgUHF4lUNqi1Sb4YMBrxl+ASPbVzgQw+cYb8ZMm8LXlxOaFvNYV0lwOy2GpBLzVgqHih2efPZZzmT+07I2HgVy2khgGjrcDkaoW2ylPqLk8PcNlRiyQXeNn6CJ5u7Tm2uArjajRiqhkMzYKg2vVvfafaWI46X/n8WTc5BPaBuM/aWK0EdWG/+So1fgZJlYa2LsHWGLykuMVKW988fTE1V60SpnFK1CdlunUo4+P16xFFdrX0FUVdilvmxXrWLtMToWxmqIXNRnNMl75/flTQmTmNSxnLtLT1naXP2zYhLy42kQuWFgiqu2sUaOWsUJqOls6k3tHY+43FBD/jj5b1+4g+Y/ZGq19bzvuhKnbrEuNRs0DnNsSm9AJB5NCwx/Ln3eHOGIztYW2LE7UX0PcCWehrF+hLjVu0Ocu5mzBjc4RHVMwXDS475PT5Cbw+P+PjiAZ6ebjN4LiN/kz+p4jrZS7I5pJPUp/HKrOap5pU8enCBzWLBN519LDVenc8PKUNFnlgSPQnnI9CtM75fIEwOQ1Uw7wwVho/PX8lbRk8ytX5CME55YnVMMWKZ6AWlajmjj5P7O8priqwjV9arY2vvWQyyVdszxN6JgtJl6XfwGZ1j06J6/QVD0Xy43WFLz7knu5o8CItKS56ly5moRWqT9tvy+hiVbmkzndzbSrdsZEusU2zlvg5ioopQ+bjeSxFTtQrhRTPn7uwQLTY1W8WLCfwSow2exUgali7nTHbMZ/K7AdjO5mxmc2CbiSoYOrdWfWlxjPETYothAiEG0vJQeSn1p8SLrI98i3GQeFG3LmPmfBl7HTRCNrM51vlAcps8CMc9+VXu4WrabpxYT277gi6w2DRx21udH9wdXYybM6WR0ZDl/Q3m4QZ5YYjqQI08fu37X/1evvfJv8Yzs22uzgc8qc7QzgtezMcMjIeBTK0Xit03hr+28Rk+evQAO/mMjx+/gsN2QGcVe82YWVR9asEdZ5jCopaK5rjguW6ROIiVWOad4UsLnwK7UBzw4eNXJ6p15zSF6lIuftpVqSinVB2ZMphZxtOH2xwejViULfUy52K2wWJW8Gy+yaNtQ9VrEV46TesUE9WydJocS4vi9XmFxTIMd9W5a6ikpcDwvuNHkhvfJ1dHJqUfj8e45YEY/dx0i1ldpMKeaVGyNHlgUm4C8PEtL4jbnGgmKmhpUBRYhkr43WOvKWGdJA8ixjcikzIXwziraa3moBvy+OE5tLLs1UNfAdmWfHxL+XV/CKTGia5BY13Oa/IjplYBHVoc7z18Y6JOvyST0mbkqsekNAV79UM/8MsAACAASURBVJDO6aSr+e+GT9A4zUP5VSzwgelbbopJeTB6kpyVGpm3GzZIJnPciUHcpLkkqW6NTmXOruvS7N9v9bVuFbDDhV4OAeU8or51liyQpfvsEhW+aPC1BP7/V9vKJVbN+mVF1fvn/okfLRbe9J+DX9P7OMe1n9Q6UuVdzqrc2Q8qaFHiQAw5Lqx587WW7BwdeiS8O584mSK9vgA/tkyFcTt7zfjdibtX/27m05N27TNErU0clGKopNdLgiLH70v3lg9WfGZD4QId2qxtL34fuRjfj4Gf8SvpMEgKgGo8V8K3yvv4Ux6CrjGV2qczpTHE94miE0UXjke/4CkP+8pl9b/9pVIK1IYgbLRKWjTuT9WReceDuFkTxc98/c/xP3z6r9D8fsXgigFRvH28xz87vJ+f/MZ3873v+U5U7YV0N64KpiyYPO97Lp7uhtyfzXm6G7JrNviJ+36HDM3r/sXfQYwPev5hT6Fp+0nH8KKmq8QzIsuC3/+a+3m6OcvFZpO3jZ/g4/NXcqE4IBfD92w9y6vf882n905AKiaSLpQnK9h8Rlg+fZbRAkw5YNTCYjhgtIBFWfEj577p1N6OhyeXOeoqzuQzXqg3GeuaUq3c3GlX8Y/v+T2WzvCLH/ja1SE0feSc+F4GG/o5jO+jQHwPha5XeLjDHK4Wbu3/f0i+la1iwXFbpgKhKmuZZDW7yzHb5Zzvu/t9fv8xZnQCwycmzLiK1LOga0EvPebv2WyFyfv77tu4uhxQZR2FMozyms55VH3dZYyLmsO6Ypw3/OADv8Y/f9/X4XLn99v53o00VwsJDefVtVzqbxFI/SURU/eDb95k0eb8rQc/yJae83Pv/3pUI74vJ9opyLlfea0H9i7boCQmDnj0pk95B6cyNW4nuy0miGY75+AbXseP/qVtdq7s8cj7P8tvPfdaZhce4jW//kqq5wpe9ZOf5Xc+8r/zrCl5IGv4xcNH+JLqeX7w0b/CpKr51cMv51PT8zw8ucyvPv2l/NAHtumG8Om/+xOJ+hQLlgC+69mv4ys3PsdQ1TzTnOU15WX2zJjXVRd50+Apnmzu4i2jJ/nw8atR4nj1e76ZJ779p274Wfrdnj9/dBdfPfgcT7VbbOk5u2bCQ/ken2rO8XCxy64ZrPMgxC8d9mxs9874C+M5T7Vn1+6OlWp584f/BpNBzRPvuP6YYkzlZLbkifaYWahbAJiolrNaM7cmCfl8rlUsXZbW+ErWkXNLl/PjL/5FnnjHT6UMR/zs9oTrFDMSWhRz23AYmuTGIQuwdB2fa1dQm6n1PIhVGbvhwJZEkZpfP3ojj77zx8nQa23sJzkUkRVhnEsB3xhktVhKybFYPtt2KBwfWb6CS90mn3r7u1KgOm6n78HF7X6ycQz7PAhxvP6638a1dkeb8ybNKWhGAkqBVlwoDhgVLVc28HdmB6IUQ6XZcl5LYjPIx+2M5myXc1/m6zRzW3jiUDhH+wSp+Nw4y/nyiHPZlEo1LF3BueyIZ9sdjkyFUYq5LZnaNsUcrpfq7k8I8bF1BpzlXHbERBxn9IyJarFuFp4fMxHHk3aQxHZbpzFK0YhOjIjGaRRekDdmYdJ7jaI1ao0j2R9PTA3m4t3z/mQxUYKyXbrbj5RvDSdUqgIcuZylzVNqVIcJYkW5yliYPMFXrHNrF2TfYu+Fdc6XnKtY/egfK8k4cnk6xlNbpfZvgFZapnaAwjJ3vgTaA11CnUTgUUTUX6RlrYKHLj0vyQJoRlAICs3U+glwagfMTUntWpbOpEkhZm08mXO13QM7xqhlL5h56+nOOzGIO3bH7tjp5u7EIG7O4jEyBkzsAAxq1gFa67pIKXIrUpHYUIDkaJ2mMdpzJa2Q9YhS13IivTubSxeKZ3yRTWszn9OPHEinktReH5l+I0suNT5tl4cinhQVD6/H/YD3FirfC0rjNFp88Mvi6wusUyvsgFisXTEpT3ox/TGcfFwdg2vH3Yei+NSwL5Rq0T6O7FSqeWicP9brn1slL2K1H5+2bJ1BXQNeCZ4F6/UA3mNxNM4HDBt0oFqx9p2Y63gtJ8dw0vx+VTpeDVA4P4b4fdysrb3/Fv/3i75QSkSeAqb4XEHnnPsKEdkB3oOn5T4FvMM5d/Ult2MgnzvEWJwxXGknTOuCYgpL8eAQnKV2lgNbsKlaprZibkv2F0M6p3jlcJ9CGwa68W3CIVAViVLgmZFxvbzbjNmvvBbklW7Clp4z1DVDVTMKJdMTvfCtv9j1gGTPTq7v+6/tmTEzu8eBrWilYc+M2FINe3bEObtgJE2qzKxQDMXve6lzImZ+KH4sfem8Shq09q3GJ5mT/fGksu0Tr8+sY+50gpVMpGMohrkzRPDbRC1ZupwCQ4OmwFA4Q+M0G2pJ4TwMpo9v8+Qq3QPk9liUoazcYpna0DIvvt+kdV7zM+qPRhZl5FIWWKzyhV4Ky0A1Ceffj0H0EXeWFYXL4BK/MjJK+xPKhnTkYn1sRa8K5vrHdvX7ioM5UUsqMS+LRRnti3qCCPYNzrkrvec/APy2c+6HReQHwvPvf6kNiIF8Yb1Gp/PR/GWTM5jGlAHgHFPrOLADdmzDYTdklpdM5yXGCvkZL6Sbi1kDd1jcqpeBAFR1sFeP2O/GCWaync0S02EkvkJypOrEEohmepWFJ/mUMf4QT6bdbsLUZeybMVbNPYPSHrPXjZllB1TS0shKe8KXbrdMAwJNO8tI1b4RSfxpDzBSTZKXeyk7DVgLMHUZ84CwB0DByBlm1nn1G2AkLng9ltz5lKdyltxphqoFuyp5PzkJre31BMcTYB4uzjzEEebOMBKXOA1+Gy40fvnXG/wEgvKl2rEUXPeOPb24U7+q0qdTvddgnGXpusSyBBgqj9SrVEtlu1Qs1z9+MX4TJ0GAiSxT6vXlmENSh+ztan8Wo/tW4N3h93cD3/ZnsI87dse+KMwiN/XzhbI/rQfh8BhtB/x0oOyed85dDH+/BJy/0UZsAfMzmnGeIVnG60fP8unJeS7fs5n4kCjNWa2BQ87pjPuKfc5lR7zyzFU2ywXHpmTeFRx1A4xRPovh/F10Q636DqL7+PDkMq8pL1GJ78J8dfEi/3b2kCcjuZyr3QiNZdqF/409/yfuhifX/xESCx6nfrc2wBVG0jFRS87rltcWl7lbGz7Sba1lLJY6ZyotL3YTdIirtDp4IL01+lS1dJ2i7XTKTsQx9D2c2Jbdf12L4m5tWPZoTJUIm6pYw+T/cVPRuiwVKsWKQYtiZn2ac9pWKYvRTy323XcdWsWjZ9U6w47yp90gygSogsd67edHtqIQE9qsT2DvbclBN+TY1eSuh713akXTjmLGvSxGHprexlIyljIICvnPeqkpKDDsd2P2uxEL17B0hmHqzQlZDLeexXjBTNap1rcKrf1zEKT8Gufc8yJyF/CbIvKp/h+dc06u4weLyHcB3wWQbWzfiUHciUH8uYxBnKxmvd3sTzVBOOeeD48visgv49V9LovIBefcRRG5wHWQ2sHb+KcA1X33u3YkfkoFzudHTMqGy5uACYRn5yhFsRVOjolaMlQ150bHbBRLjrqKRZdz1FW0rfYq22ZVB9G/ywLcUx5yd3boL8Q851x2xCcX9wVZuYxD46XoZwGfJt21Kl1AavU9rRbhnD5iooQzbsEwZDAmSjinp0yUcGCHa3yJRvnmpgMzDBOEv8MemsGacE4tOV2rqXOd5ASj9S+YvnfRt4kS8tAlCjAUSRdFfDwwlWc59OogWpelBqzWZcy6Il1ssdbEYtMx8RxOv/ZvnSGPk0HYR4wjlOQcmCqVMc9smRgMSRfDDsmlY2ZLjo0XtslZZTGi9gaQmBIRctM6SxXrICQnQ5PJ6lw4sDlKrNfF6IbMXeNBOb06iBaTthvtwGys9YD0Y1U3Z1/EhVIiMgKUc24afv8m4B8AvwL8N8APh8d/c8NttTDYt1A3uKbh0/O72ZsNqV6E+lxkQ7TsG8PzZkwpx1xst3xx08EW46rmrXcdocUy0K0Hvzpfw+uLXrwHsSmD5Oo+PruL8/khShzP1GfIxTDRSzbUgoleMFSbnNHHqfEq2urkD52NElNuq2rCeOI91Z7jgfyA57sNRqpmz4ypZI+n2rNM5CJbap4CjxbFRHmvotVZuhjO6GP2lScdxTvzSNWI8pSj/uTQ50mAB9Cc5uHsGqF2WWrEmkiLpmbmLKNwkW5pmzyIyEGIfIfYmVnp9pqLDXQa08m0a3x+xSwwwJaylOQc2iVntA+EWieJsaFSenilXzGShnHQNu17KMBaQZw/sfyDFbvmbSxcs/b+He29gLH2QrxDKdL/+M8ha5WU0SItXd3xIE6188Avi88OZMD/5Zx7r4h8BPhXIvK3gKeBd9xoQwI+mqE1KO8eOufFb5wOOgw6rHF79QAWhbU+EpyLh6DkEmjISkBdT3fS0jmvEJXTJcJQbPrJCY/SpcYrp8IJf30RomusDd2ZLTopUplAMrYIuXS91miSS62Ce10E9/VkhZ7GBgL2tR7N2vuu87eoPxrjGlYEE+7F8Q4ZG5lzCRWYuKBhSQ9h99L7v56dVm+oQ2OaFkfDSohmVUPiqdJNWMKcVt9x0ltaTR4n4kbRy0oaon4/RdjHyf9J4j+97UJoXltrMb/FGARfxDGIIBL6Zae8vocX57hp2z475eLbazb+KEeKnB+75/28a3iJKw9O+OX3fC3Dyw7ygpESvqqqObTC14w+A8Cvf+VPU4nw1vd9LzLXPFrdR3E5Y+uyoR0oPrjMOR8war/VbHB3dsCeGfPuB34judPGPYsWxYO/9Z1kRYcImC54BrMMnG+8+vmju9agtXtmzG7nqdYPlxfZM2PO6SOeas/ROs33bD3LsRUezudYHHl1xLGFNxZXObbCO/7gOxJK3kNrfeqy61TSy8hyQ9tkWCNrac38yQHTcsw/euChBM7VeDcZPPr9mfoMryp3yQO0NvZRfPvkqdAVGTFrwq5xjJQwDVCD7/jDv5l0MaxVKGXpOo2IC9h7YbE75H8d7jK3BZvZnDaAYvvw2KiLsd+toLXftf0xAJ7tLLtWc792aX8i0DSaLFvpYmjt9+2c0LWabppz9KYqkbR91+oqoFyojs5qaut7SRqbsZPPKFXHlw6f582ll7Cch0n5r//Rd/rnswrTKJ585BwH7YDzpddA2W9Ga9DaWH7//z71GoqiSwVrSlngH978ie9uf2jtbVFJedAOOP9CBW2Hazs+1y15vt7m/c8/RDtxtDOBrmM7ZCPu0iMeA3b0nH+7uJ+JXnDu7kMOjoZsThZc6bZoh5p2CG8opgkNNlEvMFGa2i34dKt5ZeYZiB5NX/Cqe66wXc4plPGo87zm6UOPjl8+fZavHnyOSTxpRZjZPaYBlHK3NszsHhMlPJAf0DrFsRXGqsI4myL4Y1VROy9B/5Z7n0kiLJ1TVLolF5uw8Z1VjPOaK8sxJmhGgMfWPXbwClxl+YbxY0xCJF2L8zJ/+Hbs3WrIOTUnAldbFJUYxmq0dvxLySlDBsMEnsRX3/s5Ouvv1jFAWltf0TnQLZ1TfES9gv908kmP25MmeSWzEDuJuiEax9RWTJSnUN+l/f43Vcs9bsFQBnztfU+m8Rx3hXfdxQU5PJs0Uhcm59P75/iWnY8zkiZUndrUyAUesRfjJLl0LG3Blp6hcTyYH3Fel3h0XYtC8XX3PokSy2en55i3Bf/51ieY2ZKtQAs/MCNGqg6hT5UYoP5YNMkTy5S5hV7O0AR7Z4K4sVW6w0yMD1I6x47yqkwP7VzhE7OzZAsXshgrFBxULJ3mweJFRtJx9XBEd5xz1Qn6WKNrv8y4bBQ7yncPPtcN2NFL5jbjnqB4ZXHsKMVQFVw+mnBUVGTacLwsKbKOwyN/Mo8W8FS7xZlw0uRiObAV+0GqDq5wYCvOuAXPdxu0aB7O52sxiThJZPhU6BOHZ5N4q7GKXBtyZZm33rNxTiiyjuNl6bH3UVkLyGYK0wlPNnexFdSwcumS8O9I1TzfbrPM99YCjCNV86pshboDH1c5trXXzQwLgM8enVsh+cME0Vm/2s4Dz3J+VPF4c3fA79XYUIIdsXxRTzMXw243YSc7pnUZbyx8FvzYtUytY0fVfPrwrjSeZZeRK7s2IdadP1Ubozk8GvHY8t4w4WQp6xH3G+/0rdMosdQ2T4VwuXRUskDhC7YU8Omju1A4Lk0nNG3Gp+oLHJuKs0FFLRLLI7g2llc/fniOUnepTuHWYxFfxEHKz6cZJ77OoPBLDIt3f4+aKqlkkUW4qOCFdToKLAd24LsQBw1zI5Rly6IssblgCpgoQyUKJcJENV5lW3mtTE9YUAk3NiwbJmW94iUqy6IMiLlywJaeMwlRa42jlQar/MU5ko5WGoZiPB8R5ZcVJ9KQfQHhqFUJ3oModUemLDrcxa0TBlnYf8+DUOI4Lhy2tGFMQZuzF6vwQddFEphdupwqLDH6UvZxTBFjH8/xzWJBFxTFO6fIxLIM3k6lO/9a2XlatS2YqEWPbB3TsW2Ks5hM2FLzwKiMqt6GpfgW7M2gL+qPe0GhTbrgMmVY6lCTYDKOyopNvQj7ztGxr8bEjJJH6/kJwlFLx5aek0vHSFpKiallXwW5Xfrv8LgtWCh/TKPuCXhs3boH4Y/DuKgZZk0P/nurWYyUuLtt7baYIAploFwd3KFoStVyYXDE51pBdQ5C/nogPrUGBQ2KHT1nJB3LRYFdZtQKVK1QnUN1cGAzlOrQDvbsGFgwtQXn8jql2YYUaFEcL3zZthIPmFXKUi/9iTlqYddMsC56EIY9M0qy9RO1ZC/cvffM2Lu31dE17dj9gqG9xTAJwhgr5NpPDss2S7J3izxnVhcYo1C9WgzdCIjiUrdJo2O03SYPopKWy+1WUude2sIzJ1xB62bXBN3mrqXCsgxZmiuLcVofRw8ijjXXHl3X1Rm73QYzW7LUXvuzcVkSzimTB9Gxb8a0WcbMltRuH4CpNUytZigtVxbjtJ9Fm5NpL5cYPZba+BhE02nqRc7FZos6y1mGi7WSjsNQdFaqltZm1C5D4ahtxtJlVNJxRh9z3h4CPgahgBfnE0QcR4uKpsl4odnm2JSpTuRKO/EiQKpLcRaAK/MRg7xYExS6VbuzxLgJW5ic4TTDaQWi2Lcdh92Qx66epxs6uqGAklR5N1YVGsNIOj7VnGeiFpzZOuYgG7AxWrI7zWkHmm4g3KMNE+Vdzwc4ZiKKmVpwySiU+Gq8Y9eyqQru3T5ks1iQKeu1OLThYraBdZ4E9VC+l2IQAFuqYWo9fv28btlSDRMlVLKHQTi2fqz9SaH/+Nqt3bUYRKG8ruW0KxNab5i17NfDazyIT03GuMrwcHGRSdALVTjm2gdRc7Fs6Rnn9CyxLa2TEGsY0jcNbKrKexJhgnj99qXUrRlZjDE4V6qO1ilmdcHDxUVf0KVq3wGLWi0xpA2FToaZu5qKrwZShBRxSyUNm6ri9dsrCO20rbw3FdKepe447vx3vzQ5T8gZ3jB4LmltxH1F+E4uXaBsr2jfUYrggeyQHe3HNwmf9Uu2L6FwPJXvcNyUvGHwLFM74Fw4lvvZ2BdyiS8Ui9t9aucMI92sLTF+9xbOe+fuTBA3ZUPdwFbjBXSUcF6XnM2nvOns83xgcR69cIgIC9cwkIJjuwRyprbg4eIyQzFcORhjZjl7TYaearKlT48+12Xs6BoFPN5uck7POLBDvqxYMJYyUZpz0Ty3v8WVYpTk30RgMStwThgt4FPNOc4EPQaNY8+O2Avq3q8tLvsKST3lqfYs1ineWFxNhUz9QGUuvsDpT/bP06YshiILitZtp9Pdu8wM8zq/xoPIpgrTCI/W9yZX2HsQQXpPWp5td3hllN6zeXKVH8yvrqXuOgyHtmEomnm4aD65f8HL7jmfRtbK0oQsRq79hTu9OuQT9f3MbZECkAa15kHE1PGhGbCjZ8xtySP5n6BEOLSGXVNwf7bkk/sX0iS4bHLyzHiJPydkytIED6LuNMdHAz42e4DtfLYm2HvYrWQHjVNpQqttxnY+954FmlKuYIFlOMaf2LsHgIP5gKbO+Pj5B7jaDblQeE/jSjtmrFdZjOhBfGL3AoO8S99V/jI8iDsxiJuwWVcw3CuQkMV4oat5sdngoy/e72MQpeC6bs2DMFi2VM2jzd1sqCVnt47ZV0M2x0uuHOeYQmMLuC/rGIpXlLYcMhHFOXXMc53mvqxGO2FqO3Z0yX07B2wWi5TFGGQtz+ae8rwoKx4udteyGOfsgll2APgsxjm7YKKEiVzEImtZjH6nZwy2vn7n8nU9CPBZjNM8iExZHrs0wlWGR6pnGUWVarEpi5GL5e7skPP6OPR1eM5FJYZS1rMYGsUZ5Zdbg1Dn8YadiymLEWMQJ7MYH21y3lg+S4MvnmpD+Xa8q+fiIbSe1lSxpRYsXca2Xk1iE2nZUAO+7MwLSdruqK2SuA54jyXSyBcm53F9lreNP5uEimLPRqRzFaFOI/5t6XK2lJdhfDA75JyOFC8fg/ryM8+vZTG+YvRkKlIDn8WoVLOWHQG4eG6TUVavYfc/eIvnfkwl3652W0wQ+hl43T/8NM/87dczeeYCf/E3X5s4lN/w3sf5redeywvudfz9F3fXuJOv2t7nc7/0aroh/NZ3/28rXuUDj/B/XngLk6rm95fnudRuYlA8VFziwA7ROP77X30n+sKcojDMDis2tud86CvenXoG5rahlIxH24Ycy4+c+yZ2zYAnT2FIAnyk22IkDQd2yJbyAbF3/MF38JZ7n+GJw7NsVQv2FkNeu7XLn+yf5/U7l/m5V/zedY9Jv7nqipmtg1ZE+OW7X8mOPqbAJkXuBp3Gc2RLJmrJZTNOJdoFhgMqfvTyV3G1Gaa715lyxoODK+x3I3ZCTcVP3/ehG35vT1w4ZmpzhtLShuVBjktLnmW82zrF3fqYZZDi+/7Lj6Cx3FteZaIWXGy3+T/u/XAqDe8Hd+NxiP00AIf3N+zarIfgU75gqae2FQOcLYocS+00M5fzWHuW/+f4PAZhR/usyo/d8yFf/HTBiyY92/n3xwnqHu2zGSex93/5/g9wEpLzrhsetZU55M4S46ZMBLSi2XCeTdnjUPb5lCe5k43VxJDASV5lZFUeGd/UZRCmdsDUDHyBkANnFdZaSNWYei0lCR6YmuM4Xx4xvQ5DEmBqBhilODJV6h8wRlGbjNYq6i6jNdo/D6+fZv206FqpcuiKjHYuO2JLzTlyJUu7Es5pw3iWLseK4sAOkzZnjsGiPNPRrDIZC+P5k7XNVuLEwdvpd4fGCzeOcaKE500Z0GkqlWTHCakv3hvHNLUDFiZHiUv7WlrPtozyesa5NFHEi8/3eHgh4aHSHHSVR+Sz0ubsWxxDLBdfupyZK5iaAXNbJFx+6zQdft8D8arn0zhut6ro7MN7oy2DlmhUH4vMkVux2zyJcZtMEHfsjv15tDtByps05zyLMh6rExzKyKc8yZ00ViWdC1jnVUZWZWQ6RhqzwZOHxHj3zlrvsVgr19T1r9/B14tk+gzJk899rtyvLzunMFaFR//chucvZTfqcYi9C8vIjmRFwQbPbjQinh8Zm5gi09HqlQAR0Fm/FOispu1xJs2JvpPTOkPj+jtWF/ovLrIyPb+SHlcyMiWVCwxQ6a7hQOoTd2LT0yWN3691ikZ8eblBaNDr3ZSxz8QpjPj3+HNgpSNqnfJ/jz0ZogK7IvSppGFYTOJg9prjTnSV2JdT1HCbuxC3yQQBGEM+FfK5hR4Dos+GKFW3xnzItUnch5OsiMiJGAa2Q1TjjuW3hGYnpRwo319Quy51QNbOBzeXToMYdpvxdfkNAEvt2Q2N0knxWmvny6d1YCdoG9S+/eNpdt0Gqz6EhZW69zk9XaX6epJ1RWAsGKdSQ1h0k0vdUZguXdyl7hiqhoXKk7r39XB1/THOrGOoonq2TvsoiO59RkWLxjKSNn3mgWpW6t56waEZpP3FpcUKJydkQhKt0SJMbcNWKA5T4qhclxB1q2MUirWcZz0sXZcKyYa6TtWfrfNFYnGZ0TrDRFnsmrq3XeH5etvOJQvZoJen7g13PIibNIdzjnwa2JSQOJR9PmUu69zJokdFOsmrjKzKStqgbu2DikspqEIQTZTzE4T4E63FMws0gcbkMtpwEe3Vo+syJAGm4hmWbYjoK/Epy1wsubKpQrJUHSIuaXqexrjsa1v41Kgf40rkzrHbTTBOeCC7ugrWEXiRgHLWV3eGCzi2Trd4TdFCG2zYT6E68qAzWp7QuHwpm7qMkXjRmVbWOzD9GBy5870YQ9WhnPfCYoYiMkDjPtOkdMox6Qdp585vL+6vwVdvnuymVEAbAqcpaKl0ksyrVIvu8SyjuvpILKbnxXjuxPp2ATJiafdqcrtVu1NJeTMmgmQZ83sceqnBmYSZe/3oYsLPncTKzdrSBykd1+DoIopu34y52o0wTvFiNvFq1yYEJkNeHyO0nU51EQAbqgqBuJYcx8MTX+dwGiIO4MVuwlLnHJghrfbpta5TTLuSeZunCslpV9J2OqUyT0PYnYS/5iLkwf2N9nDpeRKXQtVmHFNlV+reI1VzYEZEpfEIf5m2FcdtuSoRFsthN+SoG6TtXw8202de3K0NjzWTtO+4j3ihNjHYJ5aJW7K0Pkh50A1RuBWcpxuuBSnBf6cxSGmC4E5Ex+2ojI/Ww9SD4cu3zdoSox8YzaXzQUpbMrUD9rtx8nhap5nb57BYxqoid5rHWkk9Hn5bp9c3nAveVnsLCIC+uRAov53t9pggrMPVNdlMyJbWa2kaoK652o2YNQXZ0itqRwm62CYtxqE6oXaWqc3ZVB1TW3HcFtdQn5PbqVrEeCFdawVCPCISr09bYhx11fq2xNOOVhefSxGIXLzLe/LLd2HdHwtrrkfIvubw4JcYcR2eoziyPuIRi4L8NiQtJyx+IMnYygAAIABJREFUuRG9pUhn8p7IqoTav3f98aSdBOFEWzqXLtJosXIy/h4zAQUGK4pKNelu7nmTXRpHBLP0WQ8Kf/ytE7zGiGZu29QcpnqeSz/D0H8teRaKNJnGVncl1k9KTiW+Zh6YF33FrNOXGDrI+p162G7K7ngQN2PBg2jHjm4gOLE+tpBnnM2OGRUNx8NV73x0+zuncCI4BWW420cc3Wa5ZKNY0oSmHeMUS+f7BWa2XImwOvExD7dCoMHKbYwK3GfyWeqIBH8B9lNhMaW3dAUzW6YLtbMqTQxuLTB4bSrTb9ed5CKhCCm03sm0peZs6TkHZphiEBbFLPy9dRnK2jSWFlKzkXWSxgV+ovDHaBWE9e8MFCZn06PnSvrfhyJJni9eeMrZlGrtHy+tXLqLx+9vaXNKlYfGNhu8FrdGcIoeRETIAZSSMbWVv1AdKb3aPz79VGtMZ/o0dZGqIb0Ho5OH4pmlwvKEgE4eJryTac7WLdfG9bLszgRx81YcCfnMgnZepEiEy+2GD1Iewka2ZJC1bGRL8twwyFqc9oJGJ4OUu7MxtcnY0r4c1yCpvz+XDpc5dGY9kCVz5LlZC1KmvgkUGscL9SZ/YbyOiOsHKVudMRT/+xl9jMaR5YZxXlNkHYOsZZHnDLOWMjMMs/ZUr+F6wcGTJ+Gu8S3l/SCl7QUpY38EcE2QcpQ1dFalO+Qoa9jUCzqr2Mx88C/CdFao1mvHOLUudT5eL0gZswsjaVm6FoVlrGuUODYzP8kd6yp06qpTCqVOD1KeUau+lNap6wYpYxHVMkwUCuvhNk6zqecpSKkDw7N1hq3Qzr76vNcPUpasWJi3bncKpW7OBNCaZsOx+x+BdArV+deGquFbXvFJ/uXk67nSjDmqKy4XE+o642A58JLuxru7BmHuHN84+hP+dfHlTPKa55ozXGnH6U5ybCofQGx9N6J1Aq2iXuYcu5badf6uABybltfnFZAz1jVPtWfXCqWGqqEK/MR9M2aoGg7NgH3lBXnaJuPKcszx0v/PrC7Yr4fM65z9esgVM7vmULTOkYtgWQXDzur10mjTK+B5qj27VigVI/VLm1Oplqmp0jIkutV79YhpDzNvEUZ6i6OuZBGKly52x6loqW/xNa/KrXiqPRvGnWGcX+Ks7t5Z8jBio9aBGXK53kjvuapH7DVjLnbHLJ2XBDQOqnDdxJDpee1Bta3zE9Nn2rt6k4C+FssXtu8l+3wvio9BVDxfb/vYQ+ZFkZ83n6Z1sKmE1jmebO9mGUC2sJpg+8cQIJfLPkialnhf2DSniPwl4Mfw8/nPOOd++JT3vAP4n8Oe/8g5986X2ubtMUE4h+s6UJ4eTRdqG5qWXHUctyUuc6kq0ddBePUk39YtKDxHMcffNUrdUeguIcIMKmkv5oR0vRWcEcR41z9HUOLrISIROWo+lCp2CK5oQtYJVtT68159gzW+VsOGhidj1NqjDvtL7w/ZihiQPFk9GU2LCopbLXtu3KuDyFZ1EKzGEfkFGkvjMjqr0rjAL3faUB9h1uIBQHiME5YmcCkRquCR9M2wUgBbf13SGDqnUL3lVpvW+v7MzqVXC+Fcuj9r/NKjihdsXFqc+P1G5msgZAWVCZ8tF5W2cTKecZrl4b3FTbz3VPs8FkqJiMZXen8j8BzwERH5FefcY733PAT8IPAfO+euBrmKl7TbY4JAkLjG1kDUtdAqrPscYj0rQIsLKDKXCqjiOeoLoUgNRp4v4FOMWAIQdhWwQhyiwCqHEGCmLm7LYZxjGFOPxMyCf4MlSrr1A3QBOhvJT0EeL/4otf4I1y4d1gKSL3G+RwFdjRe28WOz6S6m3Sp4uB7dt+nY9ccdj+tpd0G79hgvyFXqT4XsyMl99c2nWMP7Ty4HZHVMV+8/3TxKd7VNTvn9RqaxIN4b6C8lrHO0t7CdOGma6wR3b8o+fx7EW4DPBlYsIvIv8Sp3j/Xe87eBd0WtXOfcqZIUfbu9cyx37I59sZuTm/u5sd0LPNt7/lx4rW+vBV4rIh8UkQ+HJclL2u3hQTiLaxqyueAETBlKreuGqanYbcboZQyyea/AhdZgsT4G0TofFLM0HNiKZZdxrMpVflz59uK58lWDWN8j5hyIlR6MRVLAyvMRGnI0086v5fvBuEoaRiGNOFUeflKLrz+Id9JM+eRhUpvqtWyfbO7RvW7BvDd3n5ZinNnC8xWDkC6AkVWQUiuvFLXyfCwqZBuUOE8/ijRmcWQhdpAF9z0/sfzpjzGmWxsXKimlL5Zj0zrduDalfEeqThmfTHlaVBm+i0w8FjC67HHpZUM8psWhUOQSZQw6NtRydXxik1gvgBx/r0QFZH6Xlg2Zsr6IK0gkFBKbzATlHEOpqfoKZQFA0xdQBi9A5EWD/r1kMc6KyEd7z/9pEJ+6FcuAh4CvB+4DfldEHnHOHbzUP3zhTSmkKnnn29/Pz3/ybQz+eMhg1yFVxQ+d+0PedfBqzv3VY/75x96KzDXPV2coLmc8f7niwr6lXShGSviKzHBofRzgX3zJL1CJ8DUf/G6s0Vgj5GWHNT69N74oNLMSWzr0QjB7Q3a/SrhsRuyZMV9SXOLD7Q6VtBRi+Mf3/B5v/vDfOBVTD9B1Cq0dXauRUMKdPzngsYNXkM0Ux4VDN8KnJmOyqeKxSyN++e5XnorRf7i8yJGt2FJzds0G4CG00Y2f2YK/vuEF1R/5g3cmpoDrgW27TqOUwxghy2wCzog4FrtDVK3SjckVlj+u7oVO4UVN4d6vPGA7m3FsqpQmLFXLRC240m2wqed8++Qp3vHxbwt4vBUeP5q1CmPEX4RFhzGKps7pprmPNxXGB6itcHdxxNVumFD5Y+0BNHNTeiCNXnK1HbKdz/mu7Y/x9/7w7WSZ8UAbo8gyk/DzcUkX/6aU830xQU7AtApnBV1YnIX5GwpmXcnfPPt7DMXxfZ/8r2jbDK17y8cAr4nbBfhPXvEZrJOkvubt52/+vI9p9puzK865r3iJvz8P3N97fl94rW/PAX/gnGuBz4nIZ/ATxkeut9HbY4JAQGuutkNsq7AFmMKL5cR23/12hB50nhk56DBlhq0sJleYwnMsMzRD0QE/pjFiGA0ams4HNQdlQxvIRKYcYEvn92PAlDBRltotQt+Gh5cWQTxm6QyTQX0qAQqg7TSZttS59ut5ZZmWY1xlMZ1gS7/udZXBNIKrDDv6mK0AvY3EZOMkKW5t6Tkt2pcFS5tqCmJxFsDGYJnW0caq5KE0nUYrR2cUeWbojELHCaIqvRZxjAMUlrzq1qhVZ7Op//xBTKZ1OgkdW1SAwOq1/XdGr3EZjVV0xk8akbw005bjTiHKkRddOJbC2XyKFpsoVBO1oHUZQ9UkYpXCMdFLcoTxoKbQ3pdpjabQJgVYlbhU5tKGMRnrxY47q2gzjTWKovSf+Ww+9VqsqqUSx0ZVU2eGTK8yI5GPGbcLsJ357y6WzatT4jc3ss9jodRHgIdE5FX4ieGvAiczFP8a+K+BnxORs/glx5O8hN0WE0Q7yZi/7dV86u27PLz/BOffa/nQMw9wZf4gD//6d1M+X/DgTzzOr330XTzZ7vBQvsfPXf0q3jB4jv9x81sZDBp+dO/NPDq9wJdOLvJvnn4E89tn6Ebw/33PjyWx2G01oHYdWoT/cudbeNvO5yhVy9OLs7xueInfmL2Ge3MPMXn//EHuya7yvuNH0GL5xQ98LU+846eSKw3rNQt9WlQsuPpHDzzEN4wfS2j6S90mDxcXebS+l0eqZymwHDl/91k6X9PwQHaVS2ZMpVoOzDAh7PbcOC1bKtXyyB+8k43Bkg++8Zeue1xPKo9H+1jdMLVVCq5tqQX36Iapk0TMmjph6XSauHytg6JB8ep8j9Yp/tsXvu6W91+7lqe7Bo2XG8hFMbUdU7fKQsxcFpYMPmia4zi0udfHcBn/ZP8r+dCXv2etd+Wkgnl//9EixfzQ+uVJJRqDY98YtMCHl/ey3435/Tf+0hps+OQSL273iW5B1Q/2Aj9y3aNxHfs8TRDOuU5E/i7wG/gY78865x4VkX8AfNQ59yvhb98kIo/hBc7+uyB0dV27LSYIp6EbqASt3cmnlEVHM+65X0oYimNLzSkFJtqL9w4GDeOqXktdpdRRqI6sZKUVGfUYt4oFm3rBUNUc5kM2Ay8x9g80LkuVl+tFM+ukozS82Gbei79vZzMm0iY0faM1E9WwFUjcU1us1TBEuIqvKVChMtPDXCwqZSuw/q57I55hX7eyb0PpQC3TBDGUjkoUBpvW3rtWXTNBLJ1PF8fCqPZkivPEhRrHQO/C9ZkhF9KZHtJTiWXXrlKMcxt7K/wkYbBh34a5LWmtTmXx/X1ESby4vz5wRuH3nYmkiSEX33a+dC4dd3/sY1XnitnZv5BtGmcGvYbBl6Xy/XkslHLO/Rrwayde+596vzvg74Wfm7LbYoK4Y3fsz6W5FcvkdrXbZoJwAtIZnFvl6Z0mwWMwvfUgscnGptx9Ap6EngJlV0tsWIn4JiVoZShVGxqGDIUYDtMdxGcrLMqXJEtoHuvZSbe9/3zVjWlXoi5i/HhxYZ8eorIGnAlCv15OTkLfRATQZGmJYUQl2vRL2UnoTbRCLC0WHe5ehViUaLRbYdNS0VcshhKbis2MeEBLLJKKnsNp+4pjWLn/gqbfmKVCxkISoMUg3q0Uk0C2DSsYzknAzGnW9x5W34sfi3K+9EsRPh++BidCd+0pnkD0xk7+bU1b85adgZtOYX7B7LaYIMQS5PUcWMd+M2LZ5IxnvS/DOWoHR7Zi6RYcm4qZLVksVwRlFS72eMidEEAgFrCULkvr0Kv1kKvdiFK1XO2GHJhhCJCtBGcraT3HAZu+x+t1YJpeI1M8fQ/NkLnNkpjNgRkx10cchNcraVNjk8KGIGBLZX3mZMZK31L1iqAqaX3B1Q2CYtfrEJ3anJnLV9WWFiaq86XO4fPlAgZDLtZXkwbeQotOlYx5AMC81GR5Whxi6QDnKLUJHAZL2SvSstKm/SkchdjAjjBYaSlVt9ZYF5vI+ksZnG828x9vpfJtnE0AXBU0zSvxRyIe67y3JPXb70/6q89UiqGS/vnwkl/H6XanWeuO3bE7dl27M0HchAm4DK/u3XWU2qKUxeZAZEO0ne+3EB9x9ncWQ54byrxLpObaZnRGUZi1+JEvgIo9DghV1no5NelS7j22TnvCsw8QRnl51UVmQih4uo4/2X+9VC1l0OqMHkke7oa5WI5smToxjVMUzqCcB6B4lmaWxmNQK8qysnSdpulu7GqfZrlYKlYsyFz8QscfV2+tU0HWrgv9K4ZlWILlzlOiFyY/dft9r+FkpiEWPIEviPKBwpbaaXIiX9ITniJ30/a0Nhp0EsTpe3Mnf7/e96SDTms0hQqdnr41vg6E7f42LQ7bQ/JHa+M4Y6r75VzsdyaIG5t0UBz4ycEZwzOzHZbzgu0rqy/dGcO+LXi+22ZLLdhrvarV/HBAU+eU93jh21J1awpUS9cxdRblYCiGuWuoJOO56RbPDbfRWJ6dbzPRS+7KjzxGTtWpKKhUXVpixHbgaDk6uaO168jxylmxZfyZ+gy71ZDn220mesHldostPePZdoe7s0MmapmavYwIQ1Uzki41YinrqyGrJBjsj8dQ1Sjl0MpdczGcRqiC9dTfrhkxc0ViOCzdnEqOmNocE/Y1VB1Y70Zb8ZyGXCyt6xiG6shCdadWeZ62tOm/tm9j85hv0Du0HiFXicM4z+CIVoTJq5WaUgwF/ju+MdT3lN9DdmJq/XcYlwdD8dCXUWBUnmy5P3Vb+PSwOvHaLdmtFUp9Qey2mCBsBvV2Thlm9gdG+zw12mF+V4VYmyK9O6rh3uwqZ3XLmXzGmeyY8facUdlwbErqLvOiq0aROwdOqCTDii+jzUUzxGsfvGJylVeVu2kd/4riCle6DQ6Ujxccm4oDM2LWlWTKI/CisjhcezFGwZ3+668qdzmn5izzPUZB2/GcnvHK4grn9TGXzTiJ/0YCdBswcZVqUmv51KzTrAy+QrEz64HXl8LXRdOiOK+PqZ32d2pgIi2bSsilZRLe/3jnPajCmZTmbPBB4FYaD38JFYTXqxPov9avKzinOgwwUV6xfVMZnuwKH2NwkgR5PZHKT0wHdkAlbfJc+hP1acFDiNAbX2yXBfhNLpotFbaPQovwgjFo5ziyA6a2SmSpmLKOcauTtm/y4H29fDfg5XSI//u022KCQPwkwaBCLSsG+sgrSGeCyy0218igIhcCcNSTiX19vSNTloFuGWQhgJWF/818XYIP8q0uJuMspfb/W4QlRhFguJW05KwyHKXyATOXrUjLp9np8BffcxAzJbl05NiwTHKhn8PfsRs8t8BDX/3aqAjZlUq1a1kMgCyzXr/yBnfS08xnMRRFxMGJ1w3NnUnudxH6JlXA2PtHnTBuCn/MT9Y99K0/UcRJLGYWih41KheVIDNKnM9csILQpn0GwSMvZ7C6gE9mGPq/r4R3YlZDp0kjF43F9oKhK/K1r5lY/zynTUT9yeELzYP4s7DbYoIQB7p10LS4pmVmSppOUzVuFYNo2tCQldOyYG5KWufjDV4rQ9EEvQdjFDqAZGIWI3oK8WRaGB9nsCLMbcHS5aFdPKb5em3eznMygV5Tklxz17yW2ZgHjFuMJRS0qKAkFbe/fhb2GYuxPdqcKEjS+N6K6EFcz643eSxDkVOKQTivWtXSB7CqoMblwmXl0EQQXej3SKCU0/dzetrTQ+KNc1jxW/b7VKkoqw9/uYZUHRuuelN1n2F5cl/xoo5ZDCARoPpeiBbnG7ISm0Kvbec0i+fUy5oYgt3xIG7GXPhRCsT3IzgXJgYJP8pTlvoXlAkiNMZ6BWjfIRlQ9j1OxGnmISk6/R6l2IpQrxA7AH361OHU6u50s2adokWlGgdDgNaGi6/AJN6hR+/7u5mWKL9jU73HSTBsjEG8HIsTYTyW6TE2G+BP/hzv0RA8G/97iD9gyK5T5XOjGET8LxPu6iu2xspjiI/x9QIff2ixvQtzvby678ncyvekwmdL33dPmwNIAcqT29UhBbvazsuwOzGIG5tTYAqBTCN5xkZ2RJl3dAPx8BgFZBmlwEgacvwSo1INRd4xyGNeewVqiYI6py0xACZ5zVgvKaRjI1syUjXzrkyxABOyCKmcOUbeb+FuOVQ1VchiDFXNyBUpq1GJF9KNhVLx7tUSyN1CKpQC1pYYrctSx+JL2WleDZDUwKNbP5IulDwb8nRRSFKviupUsTiqEbNS6zplPyeXHH0qtsVTv7QIeXD3S/FwnzZsYxl6MU4rlIrfyUuVWp/U9SS8GpcYefCF4hLDIjShIC0WSvVLrcMUdm0Ww6k/3RIj3hhvY7stJgi90XL5bcLmH2WgNX/nzO+hxPH+/+y1ZI+dIZ+CZBn3ZWMuaIuWMV89fJyJavjB17+XLT3nf/nsN7N/POTyfMz0xTFnZw5xwpFdMlQeiPpcd8xEaebW8H13v497tNdZmA6fZFMV/Bef+Wp2yjmZMuzXIyrd8tx0C4D8SPFEe8xErWb8mXVMQ0Dtbm2YWcdECbtGsAjfPnmKsRrxqqwhl5zWzchlyIP5VUoZ8aOXvyqlCjurPSZPdUzbChu8jVHWsFeP6Hqdmiq0bC+qko/Vje+twMcSpjYWjvlsxXl9TBGgrV6RvOPV+fjEN1BinGUzW92Ff+bKV3kYrDhaq8mVSWMd6JbWaj566X7+3V2+6nQkNU2Y0GauCGMwoRvWN4dtqQUzl/O2coiXFmg5tjUbquJn996aJsOjrgzxDf95C9WlgOisK/jswVl+Y/JpNtQydbgWYlb7DSLFS5ej8GnjLTVHi+XB7JD7sgE2MD8A/tne1wLw1PEZpm2Z2u3PBLXwA7PFSNVEKnjc5/+9/yZGWZ1uIn5p9K9u7eS/M0Hc2IIsAVI32KZNFWmDvOWoBl17eExaM7p4J2nDXbpluiyplzmzzCCNQjcOm8HSWVRIQdYOirDWzsUmcnMeMhzTpkxBz6O6os00s9qfdLr2XYbKRh0MmDvNPFyQS9Uxdz7QV7sMgySX86TyUvRmrjbDpLJtnVAYr3h13PqLobO+1HvalGut3FpZVK2wAlNbQYCntFhmUYaPjpkrqJ0nc7dhiXM9i3fkLix5DtpBijF4SI+jMf5zLHROZxWLOmceajmMUknhO2ZfKmmx4l87slUA1migTQ1RLY4Ow36zAvPOu5zGZununCnDvCtQ4lianEXj9wvem9JiWTqbXos6Fm3wupYu90FoOtrexFC7DiXCfjNEi+OwqVi0OUfWK8LHAPLMFn5JKIbG6ZQennblmsbqy8lm3IlB3ITFLIHLMyTLyPEtzbk2CWtPES9mLz/fj/THbIYEtiQCTkmKQWgkxORjoHEFHNUiqSchWl9QJgJCnGKtXwBYW8fH5xbSnVRfZ42eXNc1HqIE8K1NwrquB8Fd69y0AfYibm0MOsQ3/Gf0J3ITshWxz6Dg9DGdtL647+oxjsWPUWR1DGxgZMYCL39sbdKtiMulNlC/4jGI1GzrvNelcF7c1/qJ2jpPeYrjiXoiUSzZMzQ0hazUvSI5K37mpqfP0Tq1tvSwzoXP1X/NB5Ktjscyo3CGJvwt9l90VmHU6ju6GdDtNXabTxA3jKuIyM+KyIsi8sneazsi8psi8nh43A6vi4j8uIh8VkQ+ISJv/rMc/B27Y/8hm4Ruzpv5+ULZzXgQPw/8BPALvdd+APht59wPi8gPhOffD/xlPMLqIeCtwE+Gx5c0YwXViM9iKGHpvK7D0bLCZb5GQsIyYBUQ89HsA+MLjUZlQ91mDMuGo9xiM4XLJDAJfTBsKB2leNLUvtWh+lGxdJbSGSZFzVaxIAtNSJVumRbebT3MYaJaRr0YxES6NMVWIkykYyjCRFqsCK0TSslTkVBs5OowaBRnytmpMYgsdBjGGIRFrolBuMJCYdlSi7UYRLwRerGYORNpfZ2DsykGAX1EmrfU/BTuaDvF/IYxiKpomagllWsZSZs8p+jdrWIQPgviYxBdShHneBZEhuZseZzuxJky18Yg9CoGcaUYsaXn18Qg0n6viUG0KQYxFEMpg1REBXC29LGGo2KAEi8GpMQyCQriRqtTYxDbxeKUGMQt2n/oWQzn3O+KyAMnXv5W4OvD7+8Gfgc/QXwr8AsBTPFhEdkSkQvOuYsvtY+20+SHCqwF63jWjLlSj7ny4gZSOmwhuOCKLlzDWHwn50Q1/MnyHrazGXcNpzRGc24448XBBjbPsDmMVZliADuqoJSMXHV8pN6ikhdDMK/A0HDv8JCz5TGVahlor+AVYwRXC8dZralkdciGYhiF9eymKsLJl6OpMVh2jaMUw7GtKSVj7lo2VcWhbTijNA8OriRgTBTiyVXHYTdMr23q/5+9dw+Sbbvv+j5rrf3qnplz5jyu7ksXX11Zr2tJljEytssW4pEy8R82VIJ5VHg4FCYgxxDihHIqiQOEFJTNy0ACBgvKFR5xAJcVYbBjMBgcG0tgYUlXlu+VrOv7Olf3PGamp3t6P9b65Y/fWmvv7jPnnDnHwjqizq9qaqZ7uvfevXuvtX/r9/s+Tthx+3mwAhTG89Hmccpm4DHXZZEXaxx7Sf4MaMxRREgmrMG4REu1Bti0HEy/3zK/krsJWTAmlARMtqx7bn6Zx1xLAEpUoigAvZzkY3BG/7eyHXMDa+lxRouktSmxVvkab5qNCuwL31DaEbQ0NTw69g1HfcOT5XV2zDDx2xD1USU6YYlRrgS6rNiLEPKHXBGvB5eXi2+avap9DTEc9DO+qLjBSgr2syDxijqC23xcCgG8beeV7F6m5/8BUCrFw5NBfwV4OP59K+ntmyYIY8y3AN8CUD50Ht+IViutYd+u2Slaqp2O4aDY0GJIhcWEOrxcHHPeLVn2NW1fcDKUhMFqWhY2XaqT3FwrA5fcMXOjBco927Nj1Im7dgOtLbSTIFa3FzEZq+BzxuAwrEQ7F5B4HnqgS9FV7k4cnLXRi7KJrbW50QF5fdjJxKMhOE5sSW0Hjgatsvu45j4aaobgJhlEgEENeBZi8DFtcBKp1OjAXISS0vSUot6c6ljlOV/YjQvztFbo1WGXPu4zOVelDGLtVGlrPRSsxNCLmtkkh6lVrEGUE6i0qi/1LGW85FKhsjSO68NOrkEcDY1yahK9PTqEAZz4kmVfsQgVwZgMF68mBdpkvJts/xIIziGsbM9sQsICuDHsYBEO+hnHfc1CytH7EzgIM1Xvju5tCT9ztd9l15V5wnhQpDwlRETMnRryp7/ve4HvBaifelyKE6OCMf3AQWhYDA3dssImoJT3kcvfUxqXv/Srwy4eQ10MFM5TuwHjxsMpzXh3rE2hwrYWrvldHnErSoRFqJibjp2iY8e1zF3HsqjZL1fU7rwer4G53cogAKzP+5mjE9iOCXiERRC8DYrcE1iLpxadSGYSuFgsWUWruz445q6jtn3efi+O88UJJ6HKeADQDAKngLA9I5MMwmTGpwW8VW6FNUYzCKOw5u0MYqp3kOJCsaSP0Oo0QaztmEGsQ0ntPHOjxreNgdroxFhJl48huWU528cJeSLRNpEAPF+s8oAsjae0Q35c2x6LqMuabZgVPfsRSzLNIMqcJY0ZhGYWA3u2xyHMI2dG3zN+VkfgXLFPEMue6XFWctah186YQfTxjnW5PN6wFri3Jcbdv+VXMu4J/AW8aox5FCD+TvnhWaS3H8SDeBCgknNn/Pl8xb1mEB8Afi/wZ+LvH5o8/63R9uvXAod3qj8ANC97nvzLH+fKNz3N3kuv4/f+8zdTv1Txtr/yLA//P2t+6pee5NqVN/O/Xn1lQ7n6iy9e5ZP/91sYduAH/+B3jYrX+1/F3y++nNms45+dzLkynMeL5a31y1zzuzSm57/5x7+H6vElZTlwfDhj/8KSH/2y97NnKwocN8KmnjUOAAAgAElEQVQJe7biZ/cVgv2d5hv5xd5yJGPNYM+u2Ynf3ke7hj275sA37Dt1uP7dH/lmvvrxX+S5o4c4X51w9WSXt124wseuP8rbL77CX3/9T52qkp2eCyhWIxnp5tdhePzdB1wuFizE8FoYW6FJa6EXy9wOPDuUsbWpRc4ghr959as46Ge5uHaxWvGW+RWuDrtcKNRQ+I9e+MwdL4Kv2/soq0isOgiphjGSrNZiWUhijA4cBMtCSr7vxpdgEV5fXWffrXi5v7Cxv9MQoK2Md/Pn938mt6lt5IpYYM8mohU0ViLyUp9X09+Sl3zNs+0j9OK4WBzTS8H79nVVfHzuU6zFsxKhiVkQwEXXb2w3VYL/yIXnboJ4/6E7nrWtuM8ziDtOEMaYv4cWJC8bY14EvhOdGH7AGPP7geeBb4ov/2Hg64HngBXwzWc+EmPpdw3DzEJKf63hYrnMCtfbytWpJ45wk+J1UrvuxNFFeK6qVI8fOYRovx4xB0301nDG0sTOR2MGShPYr05YR7dq2FShBkZCVvwJeDVrCU79IaJW5hAJZUNIBbWbVbJHQFWSPjMbqZ41hgvFkn23Yi0uF+cUqBTdvaWAQD4WJV75iEWw2btUj13FYfqo6XnWmJshK18nIFYZ2ZHT7VoTKAm04rIqdapt6PkaBWC2ZfvS81OX8bkRDoPLa/4eqxoS07rK5BhKQjxP+v2tpcyYDNUwnRRwEdYhbCh2J32KxDJNsQ0uuxWp63bxBS9aKyK/8xb/+o2nvFaA9931UQjgPcWJ4NYyCtUOAwf9nK4v2F2PgJr020brPSDrVfZywipUtG1xk0FtEo6tjM/twOwKJbpOL42PAqaB2pDVjY77OhOn0jFXUbMRFOlfEbcfW3tpv/r/8VgkHjvczFuYRhooXmIBdxLHvqGKxKl80UYxXI1BBVYkanXG13XmZs5Auuvbyd3/LNGKy2tz0G5F8rIYY2zBBowK4UzatcmaT49jky8zHp86oafoY7E1/5+kX5nO27h2dsbHrMoTjGGdrBhNZMUyiup6EbX7Q3CT+sYIqpONKWC7NfwfY9wXSEoQxHtFP24pWRfWK5rRalo/RMv2dBdOYBNQ5F6So3NOKJyPCD4TyVeqGF2aQb0/RbMIglEyqdkUXpleqIX1EUWXKMOODoVWTx/7eCe1GEKwIwIw3rEDJmYUZ6Bqb2QVm+7XZdSv2KaoJ5RgL46QLnKJetCxut/HLCZnEMHl6vzdZBDWCD0q45fuuNZIPu7psXUywr375EouLt7JtxScTumqeBGSErYz0IvJhVsvJg706UiVfAzI+Br9sRvIz83PNLKGE2IybVc/y+ZsMFX0uqe4zyeX+2SCMBjnMEG0pZkYnE6l7EV0wiiNp4gDQzkTXs2P43esTEyFSKvikouUacHGu3pqj4qNXVUrECHaQQTMphZhCm0z3jqDKPE5g8h3tEQ/N0Jh0nGoce6tqNIp0oWXhs72q9Ng3s4gbL6b+0xjtpNj8iZQWr+RXZU2CdX4u6rEBzEbGQRsZhBBJJ/DlEG4aJoLm0rk25/9ZiWskVnpJWYNab+GW2YQIFGhW3DRICdlEMqt2P5MaTsyUt8n29qeurYn8ruKz3MB8ixxf0wQIsgwZBWoqVBt7YYsYLstTLv2JSaK01o2BW2TmK0Kz2pLdB1UABYLdjBIUHEZBhvJUKdnENYITdHn+gJsiswCWZ5N+Q+x3jA42qBiNmtf0HsVXO3i83BrEdw7ZRC17VU2P4vLqrjNWCAsSN4bxDt2ko078SWdH30tTryelxNfsranC9GeFqXRuoJlzCAcktfsyapPj0drJVPR2TaU9Has69zKX2NagyiNozSwCDbjJgKGntPVnTRzGG0Dk3NaEMvS1KrNMaWKG8M6cU7SdxLbptvb1s94D63NaTyYIM4QBnAOPwNf2QhA1+f2ijVV4RmacbAmolB6r1hoTNJfMKoVUfXMyz4zDEGXAXpBWBWAyVoP6a7rslJR0pis6CkJ7BXtxhIjQW7LVCCMj7uUphvVpQhyM3wmPQ+bykUptlGNajYzprcOw55V28AOm/vwSU8CiAW4IWcZAQtmyPvdjjQYwtZEdbtojFcfTZG8TPBmLBZ2uZCrQi/9ZHlozQg6UlBYKgTeLLK7eZyByhjaTMzSwZ9qKPl1clqRsqSPmhbjUmPSHTIOBAKebVtBIIOtRjKf5GO653gwQZwljHItFkKxCuMSwxqutrtqorMQZq6nsoPi9G2gcT0SlaNWAgd+ztK2HPuGxbJh8I65bZlHyOyeXdOLGtaIBeeCWrw7TfsT0hKJKtVJ2FXgtfVuBMUkFqLlnF0zt4kS3HLOrulxKmpjPM6pbmNpA40bKJ2ntgNlfF63M15c24Miiax6GdNd0HT56nCOgBrppqzBGzOa2ohnbgZ6020sMTqjPIcTVxLifmZOLQDWrszn6iyxCKWCioxMpPjG1L+UUWtyz/YKZArkzz63Xf5+biU4M4KaNnU4piAmb8wtlxghFilLCbggBGMzuOmcPYkuZpqttTLQysDchLF+w1ik3Fy6jLKDG+5adxGRkHtfx30yQQDW0O8YVZHKa2rDxWpJU/X0O2ajqCWQW4VGoDZwzq5pDOy6NbOmZ69pcysrUXjTEsOIFilF0DYnI9LSGXWdtpEeXRvPhXq10SbtxFHJ2A2ZLjESylMmxcn0u588hjvIs03s6ko0VU5x3q3Yd6sNbcmpylNqwSbCEmjNpMOp+W2wG0XKdHdP6f5ZYs/2LEKZlxjpDjtdYiQ+RynjXbwN2mFqQ8nalGP2cRvx27TEcMbQGHgtFJutzK2azkYLVHQptIxLxD7qdSST5rTESApTayHzOIAMZU9LmhTJL+OeMwj5j6DN+SsSxoBznP9NV7jy8ddRHBRZRWqqLvWTrz61oRr1zLrkfFSO2labeuJtCsL5/le/mqO+YQiWD82+iNUQVYeOLG05o68Ed2xZ9LuUxnEU1iwl8JCr+axfMbeGxgjf/siP8j2f/Q2nsi8BFn1D7QaWQ0Xj1Bjn5LU5H7K/itVRQ1EPDG3Bsq1Y3Jjz4a7kU4+erlD1iPOsRZgbwyIIa7E0ZrwMOxF++95nKI3jv335PTkdDmKzHd6JL7MS08z1DGJzYfTDV57gpC3zMq2pep6bX2Y9FGqHh4Kg5mbQGkNc1qnpj9fMwfa8sdzl215+d+yemMz6TIOoDQVtUFOavXJNFwoOuhnPHVzG2cD5ek1hAydDya/ffYZFaKJquTC36yyBv5aS0sAy1OzYlq+s5/ypV7+ayg4EMbShYOb6jeVCWm50oaAwnjYUWnsJBTfWcwax7JUtXXC8ubrCWkre0ywojeOvX/saTqKkvW4r5HMwXcb85vMfjd+bMk21gP383V37DzKIO0e/V7D6ijdy/g+/xrnrn+DyPxH+zS89ydXXnuI3/NgfpX6x4qm/8ix/7kM/xPPDBZ4qr/O3H/kq3jl/gf/R/xaaWcefeO1pPnH8CG/bvcIPPf8O/D+7xLAD/+59f4lF0LT5gp3lZcRvfW/Fr734GRrb8/z6Em+eX+H7jx7n8fIGe/aEf756HY8Uh/zE8VtxJvB//vjX8qlv+munIh9h9H1opc9ZyP82f43ftPcxnu0eYd8teW04x1urV/i59gneWb+QkX2ggzsZ5zzT7WFNYB1K9t2Kz/SXN2oHc9vyTT/7Wzg3W/OT7/xHtzyvp/lTAPzM63pWoc4p9J5d85hrWYlhHgfASgzriHPosdTGx7twwZ7RzOHbXn433/PYh+5q/630PD/o93HRQmMcB2GgFXjIKjN0mbIOE5jbgZITDkPJftGylII/efVd/OXH/r+NJdm2gO10/ymSv8VhWBOAeQRGXfe6DPng6nEO/A5/8dEPM/XxuJW25y/0y3y+4B4NdB5MEHcOI+C6AN4jPqh4rLcUbQRNCTAM9FiWoaYXSxv0zhJ6S18kJKFe8CLxPZLcsNIaUoVMHY6TQVPdgOF4qGjjYLSx2h/YUoSS1Hocn9M+fCpaaqV76qeQ5PQ1da9YRnm2VajocMxNfxP6b1R2TmrWU7BXGgAhqk1trn23L+QRABQ2Bk1CMKYJopE+0rRtloRPNQtnFDzkUot28vetCp7b+9+OnPEQYochvV7Pc1qiJACXM6PqdUVySN/8nNPf28+nGAuXafmR9hMJZdNzPal53EqouNxCfDpz97WIBzWIM4RY8I0CE4wx7JUtReHp55MTbrUAt2dPaGKhbW5binqgrvtcHd+uwqtac0I7miwes1e17Dq1tdsvT9h1azopNgBPo6q1zYzHMIH8Ti8cBfAoOzE9f75YsWO0ELdnT2IRsI0cji7WI/S1qfvRmzCRRyuydByM/hi9eOSUC+tOcvPp8Y5ps4YkwI7pVebPKCsT4CDYPJCnv/V4fJRuu7fiXC6kkkRjfORyKLJxXNZIrLtE6HNEtiZ49FlsBrfPg0VFhDySFbz7oF2zdA3BiGJN2zmtiNqzCb32p30pd4oHE8SdwwiYQdS8t+to/YzgLXaQDUyEFr3KCeqvUF8MH1GSocgFuMIrE9uL0G99idagOICIjWhDkdF94yB0+XeJWu9NMwiLveWFk6IPRdZr7BkLgenHmlEn83ZxWpU8BMvgN4t7Z3XZSspPXS5uqplNJ5Z6kjUpt+IWxxRrDneK7WNKfAU/KbpuIwlOE17xGJrUTZCbPUi393Urvwzdlmz8Hp8fW8Zn8dVwqJeou7d58oHs/ZlDwHjJxcpB7MQ4J3pcWJPFT31Mr70YJOhgySjLhBLcQFjKTemfj3fD0niGWMXXdpua1KiXRsioze3rJXlMbT9O3guQ7kg6EL1YrZjHizC5Vm2iICfGOSZgRX9XxkcQ1Mj7sDbg7N1NDPlYxeZzmR6nIZR+O6PdCMtoXpOQmNloxt4bSGiEMY/GOSPPYTwnqWVqYVxanHG/tzsn24seG38UTHbzkuh2S5dycl3cSw3iQRfjDGEEXBty3/G4r/GDpVhPptegkmLLUNOK48RXrKUirAt6SxxU4xo+RY+PlnIqr57EW467isNhRm0HFkPNsW+46JaTtbcOTGsk1yICspFGKrlJQzMTxQMksNWxr1lKxSrUOCMce5VTP/YNaynZs92ohBwxA2WcJCo8vXE6MKLTVopttexbYSm2757p8VKqWMtJyk+DktykyGIv0xoEEvKEoUutcfK42whEdSlUfq40wlp0siwNkQcR8jFYdBDq93Bv+9109RI6SRRxnZySqM0Uan6WSTeL4dxD7SHFgxrEg3gQD+LW8WCCuHMIIIVBhgHxntp6jBVCqUxL40F88odMBKhAZQZMGbDOKwgq8jR8sNhA1rLU9DEWEjE4Y6idZ9e1OKOIzCTE2kW+wDqUdKK8gdL4bN47jZvNYhPbUO8+tR1oTE8TeRP15HdpfDTRTXWEqJ0gQhfrEwq6KjY0LPS1ffQkvbWz9rSyv10rSS7mKRPR5ZRyK9Kr1jIWKbWOMvIZyvi/NhS3bAHeKtRqrydgqCKEvEQi/yHkboruN2UwI5w66YHcKU47rvR9ufxjcMBShGDIXJtbFUC3z2XyMr2n4iQ8qEGcOQwEZ2AYwHsqN2Cs4EswXpmcMgwj4zAzNAOmCBRF0EJjJEOFYCIz9PTUz2Kp3UAT4bq19XHAlmNbMuL221AQjLlp4epM9GmcoB3V8HXcZxMngsb0lGaIWgghy8Gn/YBOEA0qMLuWEidhY7KaRmmGyFZN7cKR8HWWgmWFJ0x0DJSFSmRa6nOLTAIbSH6ViVtREVhLkQlnZ9nn5lJH8r5H+nZ094607PS4jK3QhMjssJnsdbtCZPpuTpsgp99RImdVU67I5L1pPxv+n5Muxsj+vPsw3FTauu/ivpggxIAUFlOW4ByV9VgbEGcQG5SaXSg7sbEdzgi1HbRGYAXndNCVzqvDt5WsLVHiqOKdMd3hLQZnUwFS6c957UliDU4pyaIM0Jh9AON2stntpsV8em+a1JJvQxKTsSaAjOxLYnE01T9SJDzENJRKrnTyKevzLMbCCiPvNrQadNKNKtST953mFOUm9YHS3F32oG1iHwVZhBJLUsuatgtDVG4aXbxHQRtE6xG3E9qBMVuYvi7BqdMR25jBpPObMDCndTDyd32v1O5bxYMM4s5hArjWw6zBrupYpHSUywB1IFRgZg292Ag20jv7MtQMJwVr4Hxxwm7ZsufW1GXPUEIoNWntJkCpsUhZ89luj9oOHHQzrlc7vKH+LPtuyZ5ds+8Uw7BbtAoKqraKn+KpJwrX6fFUZv/6sMMiNLw27OELw3W/y1JucOhnLELDI9EcFpRHsWN65nZgT9Z6V7fCjlFzmsRzANixLVU1upqn2AZEOWM3jifdTReh4SiMzuIqB9+xCgUuZlV7ZqAkUJlAJzYbAPeETLzaK9d3/G63s4tAyIbHcxkg9LSitgG6ohQIk0kBLQb2tsvQ5z233tjm9t+3OieBQCuBdV4SqE/r3AiVMZxzSuY7rbh72t+NEZppNnLHs3FzfC6LlMaY3wz8JXQF9TdF5M/c4nX/GfAPgHeLyIdvt837YoIQB8PcUccv7kK9oqwGur0GQoioSGFuB/btih0zsOta9twJ5bynmakM+xC0dRmCzUjK0jh2JkCpxhRYLPvNCZfKJY3tOa5rLpcL1qLIx1J81i5M+ol60Y5AKWu2213uJqDU5XLBnl1zsThm367oi0IfuyX79iSTlyCSv6zHSjSoMTYuefr8msRfdBLwfmQR3g4TsE0nd8ayb0+wJmSglLpzAVGaHhQo1UYqdgJFpZpJIl514WyXz/bx7UTp+8ZYalMwNx0HwZL8U5PGREKWKoHKRYLVrQlltwJKpUkiZX07ESjVxHNzGAYCet5TfeMsQKm1bCpM3dNS43OUkBhjHPBXgf8E9aP5kDHmAyLyzNbr9oA/Avybs2z3vpggEDi5VDBfHBNWK5bDefZ3TxC/izmx2BbC8ZJFKDkIc9ZyxMPlEY8UhxkoddDPudHOudHPOWlLdtaCOMMq9CxE75V1pPPWpqAdFGa9ChUnXqHWKyoaswsFXPc7XCqOORjmFMbjWsMqdBMostmAXfeR1TflarTxgksMzxFqXWcS0iLMgBEl6TEswozGdixDjSVw4Oc39ee7tmTp1CdkynRMMRVQndrMBdRgZorQXMrAWtTUJvlWLOJxNqbX7EVUbKYXl8VwD7rZhtr0dB8bjyeMx9qUdNLHCUcVuVai+2vwBFEznBBsxoX0aNYzty1rKTn2NQOeNgwkGbpefP78g/iNc+JFKHGZK7OUtJRKRkeqaXHg5yxCwyp0qMFSmmAktnfNRkFSJ0zJmc1d077lc5pBfAXwnIh8GiAqy38j8MzW6/4U8GeB/+4sG70vJohwLnD4RsPl3R1M1/Ptj/9T/kb5Xv7l1+/gXpjjWrDzOe+qCt5WvsbcznhhuMI50/Kt7/px9uyav/vSV/Dq0Z6y+xY1ez3YXincu9ZhMRyFNXOrXpnf8eQP85byCGcM184ZHnLCf/WZb+RSvaS2A1fW5/iF8hGePXwIALc2HIaOuR3vyIvQsYoXzEVbsAgdc1Ny1Z/ggW+58G95ndvhndUr8eK8zsxUvKP8BBfcnD/+6jtGdqg4ZrbTJc8wJ1God13Lq+05BrG5/19Yz7AoOR4szw9dJgw5Rmet0sD1UPBQZJsmW7wS+Mp6jjIRksGNIdnhpfi+G19yk7NWGxR6PnM9bSh47uAyzw8KGU/waY/JOIc6akWUKEt1xwx00vO2Sq0Fk4HPG8uG73/tS/LnO/Z1rv24WNQ9HGaUxrMKFR+59np+9oJlbvtYzFQXrlUYnbVG7UulvGvW1POY8zzq5hvLr79242kswjPHj3Lc1/y6nZ+P79GlzMGEZZqQsQAfPPryDf0MrWW8fHcX/9kniMvGmOly4Huj+VSK01ztNnxxo5n2EyLyj40xXzgThIrSClIWmKJQwJD1iqJ0mglQ6NrQ5cLaMCliqcajs4HCRsEZNyIpp8VE0PbZtACn612TwThJQxLIaEVxN6MxbxW3w/k5M5G2Y9SQtBFotQ32Si1dO6Eau1g0NTZpLKZtG7ZJGh6oJnc+Z0YV52ltYjsSgjId5/R40u90bsZ9mY27aMBkYNXGc9P3RDGc08BPY/FwUy3KRDWq6X5vBZ7KAj/xWNLnnYrypPfaiGCFiC69RUZwFnj8WeMuMoirIvJr7nk/xljgzwO/727ed19MEGGwVAuD8QGRwEv+PNe7Of31BlPqYCf6OK5CT2EdyzDnkl3x6ZOHuFCuuNCsOOpqLtQrXBUQp67g9cRqLRn5Wiwv9JfYt2tKAq/6XVxxxOvqYx6qFsydGrJeKFZca+dYI7xQwK4p85peiV+eUvQOPTOVwr1x7MeB88IQOG97jqWnxrMIntL0HAZtfT5e35hY7xUqlWf6DPleh5LzxUrP0eRire2AqTxlNXDR2kw60vbtuARyDOxZrbmEaAdYomn2Bm0dR202+/+vr65Hvsg0g1AezNx2tKHkfL3motUlRYmN3AZhHZcdlUmKTJa5DDTGsha/USuo4yX4RfXVfDwLP8s3AIW9D5wPMxyBVah5sdnnEbdibohalDF7issjZ4jixRqdWPZsUraq877TxPr66hrOCId+xoGb8YhrWZo+v0ePXQumitPQ9/2q+ho7E/Pe02Dad4zP3RLjTq52e8DbgX9h9Ht5BPiAMeYbbleovC8mCLyhPBI4WSPrlhe6S1xb71AeOPxc13/Sdqyk43oI1Gbgut/lkjvmxdU+y6rOd5kqZh4mMPHMUI0Gm7MPx4vdRZ4orwFwZTjP3LbMXMfcKduyNJ7zxYrKqQCKkZshtQUusx/TY73oNdV9LTgekxMVfTGeRXA0puM1X7Fn+mwvDxDMwJ47iUK0WguorVLQb7idjf3ObZcb6KWxk0lrxDaUxoEdzY6JPBGL5Ti09BPYeGMC1mrKnbwy1ZSnpIw6ltYEeltEzkrL2pQUNtBETYX0vkCgzJlHAo4ZCH00MdZlhRehpsipvp7zgYClMTrBJB5Kgpk3tmceWho3cN5qi7IhStWLbOy3T5kO6nGSloZpIkzhjGXfraiMZ247BmeZG0PjhDqeVxc8ZWyJehRUBfC64igfq+7r7ieIz2EN4kPAm4wxb0Anht8B/K70TxE5BC7n/RrzL4Bv/4LoYlAG1g8Z5Nwupu95R/MCH9p5A889+jrMotAUdGfOeTujpGNuKx4rbrBnO95x/mUuFEt+4tqb6L3juK+RYLJWZUDyIFmFjpqCVgbePnuBx90xpYEd0/Gw67je7WCNcGwbjoYGuMBxr3ccMbCWIZv36p1kdPQ+byttdVJyGHTt+oQT5mbGRdvGan3PedvwRLHmnJ3xSn8hV+R7cRz6GbXtORzm2cvj2DVc63Z1rR2vpsJ4CIYQDIswjHT2SWHNSs9hEM5bT2ksvWiZsDaWc7bZMO8dZfbG+srL/YUMTsrmvWE07+1FNTUOwkAyskl1jrWMWo6qMk5sZXasBN5YNnmCS8IsL/cX8r7TeUiS/aXxHEd371WoOOhmvOxdrGlYQHIbFoidj4lYsVjmYYjn74TzdrZx+b3QX8IRuNbvcNDPeM0bFlJyKWYHi1BumvfG4uuz7cOxBZ06Rh74xJkueb2o+JxlECIyGGO+FfgRNKF6v4h83BjzJ4EPi8gH7mW798UEkbw5P/vbnmb3xYv8Fz/+FPWL6s15+QOtqku99NRNqlFTb85/8C3fPapNnfsqfsB8OU305vzssEcvBW+tX+YgzCnxfNsHf99deXP+T/JbNrw5RwUo/Yaf6WrmtuXAN1xyCpD63R/5Zr729Z/mk4evu8mb80svvcz//vhPn6pQdZo358b5MpZHqiMulzd7c9bxeFpxzO3Ap4fqJm/O91/7tVzvdvKy5XJ9zJtmn+X6sJOXNLfy5pwuQ3797jO08QKfenMmkdcE11ZXbZ+9OVNB8ovqq+zZNS/3F/ivLzx/6j5S3Mqbc8eq/6Zl9OaEseXYC5RWJ6ilFPz7ruHZ9hE8ln23JIjd8OZciacToZFx6XA5iuwGUg1GJ+E/duHZmzATd+PNafjcsjlF5IdR+8vpc//zLV773rNs876YIAiCdD3VQiiPBxgK5VG0LVfXu/RtQXWsxivJj9PH39brSV5IyTW/yyPuiKNhhl8pgArYAASB+mcYn5y1LOKVXr4SoZSBxsBKhLkIS6ko8dxYzzKSL0ViX04fOzMyMkPYXJKom1XiUJgovLJZ0iyNyy07rbJb1kJmOoLemW8Mc6YmPYAayGQJ/xCBPCNC1CL0ZhSKyVL3k8ebAii31rtIgKuHbIvqIaSC4pQCPSpi6fEHGkbNSn1+E+wFpxdNp5T9VSh42GnD2aGYFLiZbu2i2rW+T/DR3EhfG49t8v2tRbVAS2IdIz6firwbxeDJcd4t3X4jHiApzxAGcA5fGUJlJwR9x7zosEUglGajmp1+i9X0v8mch0Bte0wZcMW4fp3ClT0mO2sZIxgrGBMvjLhu1ovEZN5EU9x8IW9X7UcLPLWB2256pI6ESd2SCXQbJmQikyDh6TU3X/y1Hagn0u+nHxsbHhTbsV353358mg7CdJJoTBRtk2llX/JEFhixAcGkFuHWpHkKvOhOBLDShLycYfJ741jRScUDRHr35nc1amGM7zE5M5luP9Vq0oR0z+SsU8J8Drf1HyLujwkiBOTkJA9200Zw1GqFjf15X8KNYc5hO+No1tD2BauhwnaCK8YLzyJ4LKZQz4uDMOfAa999KRULPwMHtjUMvVOH79bS9smdarwYLPFuazyV9SxCxSLoWtjHwl2Ko9BgTVDlZdPREeg6x/FQsR4KSltx0pcs+oZ1V3LUN0z1JbbJX2ny0NdsC5OYTARbSpH7/x5DiEWzjmQYU+DFZF7IWgqOhprVUDLENXthPQuvddTJyQYAACAASURBVJfEQUkEpdH7YRPGrcchCq4iZJk4xQpEMlMSphFNf9roM3IchXoXfkZjeg797BZsyfG5pCVqUYn7VrQ7MXXQqhJgidEnI+k9rEURmgpO0++wMg1q1zg6a7moJG5RMla6JsLWdlNMoex37dH5gM15xrAWU9UMM/CNQ8pAKB12Pud8uaYsPb7W4tis6KntQFF4KjsghSFU6tGgepWB88UJRbTeq2JmAYlgpANASiV5FYWnK4XCBRpjIxRb4bgKze5pzMBO2UZ2YRIUkTFNJdr+bRGrikKXG6UNVM5TOE/tBsoiGuiYsbOi24yX3oTpqJqaKV2OzxvDrluzZ082PhNxkE63kT739O+Z6+lCgQ36vJr7DHpMNrUK7UbWclo6PbfrvO3TZOJgZGlmoduo/gXj8qK2/anbnz5nJ3f6JorMJL7GdKJInzG92mOwW+a9Y6doIg4jQbk1MjDNgqax7Xw+xZLA2WTqtuOBYMyZIpn3xpQrLTGsifJzulRMhr2l9RnQlLKOnN6jd3cJJt45h4iss9l816EydsYoKxIjp17gIWcThiFW8qt4UXXCBuMwMQGnZrkmbtckybYIwHJ2BEiFjcE77vd2F1uIVne9FJmzoKfR57/HgRs2n4vVeIsoqIxYWEzIxbu4pSWvjKR8redh3IZnZGFOz01CSKYl12kD71ZLDIWzTz4fm8SuFEknUhW59fXJvNcaoWQgmfjq6y1BIlbEsLGPtMQ7TX/yVsrdZ44HE8QZQkQFYVqwbYBg40j3LIcKPzhcLJdn1eH4WycVxcWvpKZLQiaDpe83P56avetPvtGKyR6dCRtQGFhLYBdlWVrU3GVjWxMNyenjNFFMTVfyx4zHLTJSkU+T0Z/qW2pbjQ2EZGkMK19HQNWIBPQyIgpdbP05GR/b2KZLcSuk4O1iOnjXUjC3Q1xWjCjPNFCzTB1pzh/l/PSYkqzfFp39NvUHG9uXjZkIxso4kMfXaZSxzVrG7+S0omj+bCQpOn2fz5lcDMPWJLSZ9dzLRPEggzhLGM0g7CBYL1BE9GRR0HkVgHGd0NieyqmeQhG1H0KEVAcxKh1PZHR2jsFJVnRK6/Aq/ohDtSRswDgVge1ECEbXo55IwErCMUNBYzx9XuO7jS6GFjND1H2I2YTT/xc2xMwnULuBwgZqu03VHv00FH7sN5+bvLZHWIWKVagoJ2t+ZySvw9UmjnwsMIrAVnagiMxRgMpqltXYfqPweacuxlpKSk5u3cWIsvWaocS7P0kQWBQtGR9vnovbZxBrcczNoIxayAP3NI+KTpTKHRBszCAa09FT0Ng+K3uDAqrS67uofg4jInRb/Pg0H5K7Cvnctjn/Q8T9MUEAWEO3a7j+1hr8kE/cueqEL370NW7sPcHCN6yHkoVv6L1jPZT6OtHlRyLUvHv3F/ng7O00s44Dv8OBnxPEcuC1YNnYHgIMg1UeiLf0SUKe0Yi2x/PF5REO2K1aDkKd2ZedOIK1dGi//MDPCdZyELQgWpqBYXAsfUU7FKxdSeu1aNn5+LwMOYPwaAvVYegjqzE997CrN08Vlj23Zs+uOQxlVH7SSSvVW9ZS0puWgzDLd+jkzbkcalZDlTOIpVMh3YVvcgaSWKIOkwdGLqjG50oDh6HMDtseE0V29XVTb87edqzFsQgNh4O2jM/Hc3nsmw1WaiBs1BwA5jZC0sUDnutn9uZ0sYhasIzs2UO/owVHrzYHq/Bafl8ArnmTXdJhNPIJjIQ5UOCXFbuRBd51PMggzhASkHVLtRBdEyYdyrbjervLjfWMajHeGR0hp+kmKBZiFUp19y4OVaBlVXACJBl7DPHurkXLJEcnMgIMWoFGAkr1VfD6IqhYymHbxHVuHGyGqBCVHvtY7xhiu9UjskkiSscsk9S+n6alG+tmhQ8TEZxTd+vSwI1+Hu/CAU9y1g4Z9wBQx886ThCjOnYCTaVIryntabiE05ciy1CzHwV1MNAw1lqASd0hHadhbtuJelfIsn/T/bibmrpjlMaxlsCl6LQ+Xc6d5sKtWR661ArQmyKredl4XaT9roNEVGigIeQuRlrOTLerx1Le8XhvF4YHS4yzhQgyDAyNwfVgujhBdJ3iIIzQzy3LoWbZVxz7mr53rH2B7QXbm5wi7xhdE7uZp657jnyT21oq915pvWCA4B2DGIj1itpMcBCGyC8YsMBu2amEvejd3KcLLF4xSbthbHM6ht6pYax3tL6gG5wK6w4u07xHZueIiZjyKxQwFVuuOY23XChX7Ll1bHOOGUbYWgKtpYwZlqb3vRQsh4q1LzPobDlUHPuGE19ybJubvp607+R+nY5rx6pXZkWgm4DR8h03ajukOTIJ5CSC2irUzEObH0/3B6OORdLZSOdkz/R0YumJOpa5HTneRHQ7Y7F0HVus0/2XoVaPksxJ0QnnelDBmtHh22ch3el2kw7FLyse4CDOENZimhnL33yMPLOHW9usATHVhvjE4cMbmg8vuH3mUfdhWysi6UT85NGbuNEpt+GF2UWWQ61V9LWhPyzxheCWlnVR86ib00ZRmUediqE4o1Xw73jyh/knR+88Vb8B4GCYM7Mdx75m17VYIwyLkk9ef4jDox2O6ob2pORT5hLHRzOedZc5fOJ0fYmLtmAVyU2L0LEIkrkOGgPfcuHfUmL4i9ffnR2uenH5eNpQUNuBE19ugMuCGJ47uMxJNxZdr1Y7HPUNy75iVugE8/z+zzA3ekdN7MjS6Hp8GYTGqK7En7z6Lh1M0bZu6u7dR2lAa4Q9t2YdVOzlI9dejzHCi80+jVPJv+f3f4ZVKGIhUVGgfQRgKcfCs5bAnlE9iT/x2tO52Jm4IhuX1OQYSuNppWDlVRzoynqPITh2y5ZBLF87f5a1OL6saiiN429dfQtt7BDBqE8atmjlX7f30Xh8t/Ifu3M8yCDOEH5eIm9+kjf84SuEg0+y+uDjvHDhMidf8UZ++z99H7OXCt745z/CH//oT/Px9nHe1TzP39z7dXzp3gt8z5WvQ2ae73ztS/nY4WN86f6L/OAvvhP3oxcYduCffdt3cc1rz/z1ruRYeubG8bW/+gne8+jzOCN85vgibzt3hb999BiPlze46I756Ppx3lRf4Z8evpPSev7Oj76Hj/+u72EtYwremGI0yZGWxhSsZWBuKiyGoy9r+IaLP8sz68c57054pdvn7bMX+bfLJ/nK3ed4LRQcDHrHDqJScHM78OF2zty2LELDJSv8Qv+6jfN1zq75Yx/5bezOWn7qXf/XTcSrFIkpGQj5+QHPj+x9klWoc4Fu3614srzOIlTsR4JSiXAY1DezjyKyiyhDt2d7XgsFf+rVr84u27crLE6LmwOen72g9YpH3Irz1vCyd5RIhk+3osAmLSgKczNwPRRcsi2dWP7Ea0/znQ89cyqo6naRzsWLg37GerJyqoznB5ePsfAz/ofLn7ztdlK8MnQR9drd+cWnxQOg1NlCrGHYLal359i25WKz4qXZQL9bQeUJJZj5jH17wkPFEXu243x5wp5dI42naFTCfl50JHXrJFo7N44u3lVL49Ck0rLXqHlvbQf2qxnninWuIYBSi4PYrHgtpWzQu71IZkEClOIo0As9YRj2yxN2TBdFcJe0Rcm+W3KhXLJjFXiVuAHdtEUX9SKn+IWpaC2gQDHnI8hnfO9pLbc0OaTXnotKSU1Moc/ZNTtmIBizUcOYtk+dEaZiLw7thtyJj7CtE9mGgXmsO8zjki5pVCZ48yZCMup/xnPQo67rZ+0gbIvWwjgxJMHZJGJbTT77mSYctHOSzvS9MDLu9y7GHT+TMeb9xpjPGmM+NnnufzHGvGSM+Uj8+frJ/77DGPOcMeaTxpivO8tBGAHTBxg84j1rXyCDxXWiBUsBvK5zVVjUqlGvOBgMIRYch7hOFDFZtDbRnPUnEERFUDvvaKNxbxdGA5sUXkwu3HnRgZWg0V6Sp+Q4MtPj6fNtKKJrdxFFcFWHUrUqT8FoZEDRqGxkJwW/aYiYu775pMGajqlLRkFRELaLGINt3kYarNvKTveCo9CairI8U3lSJ4RIvGIT+DTloUyJaWdtKU5fN9Y2FAiVrovN9ujZR6yd/L5XulbSLbnTz+crzpJB/G3grwDfv/X8XxCR754+YYx5GhWq+BLgMeDHjDFvFrlzJceIFiVlGMZqvwUGgxn0f2oym+6Q8eKMv1a+ovM6EHvvKAZIBfltBFy6UIotE9ikar0jnfp+ik5IpfGYISE1N7+t08Axo4NTGAFVW4tNSyC5lYOutRsZciEtPddHk+GNfWLU0dy7DR6BnrTtdp/ZQGaOnIOAv41DVYCxCChGzY3i8fg4yM/irHWau7eLZjwKllWmZR8zhXT0OYuInZzUykxak/cSU9+S6fWQgGg6WRanHvdpoahd4SZW3llDuO+LlHc8CyLyE8D1M27vG4G/LyKtiPwi8Byqtnv7fRgIlcXMZ9i6Zlb0mCIQCgNV0CXGrKExQ2yTBeUPGA9OsE6YO+14NLanKgb1xChTRyDN8qMeZOWUO1Hbgcqm9meX24JJSqyxCrSSUgdZaVyWrUtEpqmk+lRNurAhZwTa/hyy9Z7Lxbg+t0UTZyH/HX+ywU9s0zpkY4mh+zUbx5NiOjmk1yaVpgQaq+I2qylcHO3/b0O3x2PS7+BOA8lL2JhEe/G57enQlm4yNhrfM/IsIIGvxm2Uxp86Md9q/ykGfOyMcNOPMybzabbfd7vYZOPefRg528/nK34ZRHa+1Rjzc3EJkuSATlPWffxOGzIB3MkAXY8MA4ddQ2gdxSpoBuGBrudIag78DqugrMhVqKG1DK3Di6WL1fwQbE7N1uJpRQtfqr+gi4DjVtulR8OMo77h2NcELH5iAbexxAh6ga1lYC0DPT5Kp+kASI97fL5LL4Ymu3sv/Cwa5sw4HOYswyb46W6WGJagcv9icgaRfrYHJEw4JfG16ZiOfMOR12Nci2MpZWxFunyHTSl/gkrbCZQ6yGj1d5YB5SPGZBVKVqFkLWMLcrrEqEw4dYlRTlqov5wlxng9COuo8zDCw8++/ZIE4zaUmA2syplDzvjzeYp7nSD+D+CNwLuAV4A/d7cbMMZ8izHmw8aYD/ft8Z3f8CAexH9kkYBS93MGcU9dDBF5Nf1tjPkbwAfjwzsp60638b3A9wLsXnxCQmHBqopL7QaME6SwYCWLx2g6rp2K2sWOgxNskdb6Eo9J2ZoSq+RZzNQYXKxdVIXP4jKNUwq5jTWDU2XNTaRfM4qzTp28nUSB1sl7KztQ4uPSYIiu3tpxqcy9A2wCNjNFt/0iT+tibFOS0zFl9CQ+4g88owlM2tfm7+2/70ZVyRnLIBMf1AxM2xwB2x2b6X63ZfPvJRIRK1HovdxM7z5LFyMJyNzzLV7kC78GcVoYYx6dPPytQOpwfAD4HcaYOqrrvgn4mTNtMwg4nSR8onh7AauDHWtykbIXF/n9FoJBvGLkCxOwSJ4g0rXkJf0oecgj+GBzAXAICuhxZlz3p/WoQodHWnBgZGAq23JM6dU6bvzCh+DocZma3YciCpTY7OWQvBg2KvRp7Z2eTzT1+GNRVartoTJdYmx2WCQ/1r9tLPYV9FLEpVWUwxMTawDj0mJM98f6xHZHQ8/zzQXcbREV/Q5MVrzqERKxTD87G8uLVB+wjEubW3lg3Cn0+xph016ELsLa9TONUPSzhp4fk3/uNr7guxjGmL8HvBd19nkR+E7gvcaYd6FT52eAPwgQVXR/ALX7GoD3namDEQQb25yEQDsU4A12mLY5vXpVhpIOl9ucZjDIYAiYfHeZtjk9kjH1MKmSD6O35NoXp3QKtuZOuXkCKDder5J1iT8RENpQxEGok0QbB2R6/rQYB8rtB0Fqc04HYaKJT+MmG7wIv07HBZHYhVVrvfi6sw6UqerTdmxnN+k1o/9lfH4itedFts/8Rtzr5KDvtXj8TUpRwE2D+0wZ0fb276Gb8QWPpBSR33nK0993m9f/aeBP381BpI6ltB3S9flJMTJpc+rzHsuGQUksQ69DyXooaaVgCBYX25x6pzBsKg6Z6KGhUujJoCUZ9s5pWYcSj7bySju2Oe8U6SKxmNh5GLJIyoZjFoF+0tIMYmlkoDc6gK0JcWKxG5RkUFVrP2GgnsYmTMuKxGXYXGYogc3n18TC3KRr0UtUg4o2dsTCbS+WYLxOKFvmvbcyEZ5mWUlIdtw3eX/6fPzOSF4XStnuI7dEXxuZt3eJpJzufzwXun0lxd2MT7lT6BGlIvBdjnYBwv09Q9wXSEoTgCFgCodxlj4Kxrg2gFWBWZyLAJ+UrjuCWExvkELJWkVsVyZrOnFpfWnHDEDUDLYblPZc24HWF5yEKiMptY2nikMJSYmNAKnJReAnaXaIy5deAsEo768LBeugxsCtGWLmoMsZ1VIIGUnpY9uzzPuWXBPYrleUZshaFtuxrVA1LofG59U1vMw9/7X0GZORoOR71lOiTEjiQPWxi1AaKCWoP8cktlGT28/pRCETR3P16+jFUtrYMoz7sjJ6alTG5P16ZFLDuHsthl589NIYJ8Ydq12Iyvi7Ako5o++7l8whx/09P9wfE4Q4Q5iX2BAQEc5VLa/Wge58AWkNFgLn7Jp9t2LPrtkpWua2Jcw9dqaDbwhqDT8ESxHAeL3bzo3HGaXnNka1B/dmLZfrYxyBC3XDxXKZgVJ9BEolBKQ3WuuYshmBDU3JxMBsGHkPF8ulQquLZXSqKthzJ1woV+zbVRZRhURKGrCMA6iPLcdtu/vSDIRgRun/SVK+LVVXKDl+8rxl36qTVOZi2BV7Vl289yIMuhcyScpHbQqdRBylqEhtO8kgbjVAtwdxiWPfnsR9qePVPAzRX0NT/nWqg6AeGwGhjQ7c67hUu5ewGGpTshMdzaZQa88mUOoskd53T+3NGF/wS4xfiRADy8cbzn/Sg/fUxcDe/gpfn8cMojgIP2oeOISnZld5sroKZcAVgVWoOBlKTnyJ95YyCMabcZ0pmylg5VQ41hGorFLFV6FiGWpK1EV6KRUnvmQwFuP17jOtQehkEVPcCLP2k4JgHeXYFAilQKkSn4FSSylZilKPvYxirstQg4VFUEfrbcyENYFhsPSDyzZ2kEA7k4GaMRLjcYbYqSkZSWejBNxYKF1EaHgwWlB0Ihnl6YKwFD3XA34jq9o4zgl6M3V9SuOwpt/ij6g6to+TURuh304UUGVF90dQte6VrzLxKgHUhsixmX432xOndlFutgpYRs2PhZ+xChWt9BvvnW5vut21GHokK3PdU9znXYz7YoIIFYQCTFGAc7z93Mu8dHSOxROWLLbmHK8vTrDmFR4rhjyYHn74kL26pQsFg1hOQkVIhU3gvFXrdotlbitqUT/It198hXfOX8ChKthvaV7hmZPHWdgZDmHlFZR14isGqyvm2hTZbBbGtBlg19Q4YydemPAl85d4qjyiNAM7pueSO+bJ4pAex1PFIc/0l1WGn7Eo2lvHIsxUtyFUWELWs5iGBMsQdHgUEyOXaUo/aihssA14qjikj7BpgLnxPOQKVrZnHq0FX/K11mRiDcLFO2yPIxidKLpQ5MFiNwrBmxd9aRxtVIBupeexaDC8Z+t4vk74912Tl1trKSdiMENkks7ojS7NTny10UmaTn4ptFsyGhDVpmSQntqUXLapc6Hv+3Sv6MxVUGWt9N5tpzNMyP8DuO6bjGy913iQQZwhQi0snrBc2J1j24737H2ET1+8zL/54n1MH5Wj5nMedXN2jPpafnF9hYfcgq98+DNcKFZ84vgRVn3J1XaHYXC58Gkx7EYRlDRgevG859wneUf9MqUJPFbe4HF3zI8dfAm9OK67Ha5052ilyO7eBGhlYOru3Uqf1+y7ps4mwSfS4RF+df0CD7uaxpxQG8vD4ZCLrqY2V3nI1Xzw+OEsXuLFZnfv68NuPF7H+WLFS+0FenG5OFvYgO8tfeE4DGuadExiaePxWGNYBM9+dPfu40Vd4nh9Mct3YIDazCiNYzYp9D3bPqLZAiEXhtdSZsvBXgpurOcchjW9iBZOY7bWZWm61KLUdHzHWJYSeNTNN4qL5+2MZ9tH8vWwCHFSj6OnMR2HfgdrNFO8st7jxaGlnnA3LGQbwIRz6PPEZvOy4rKVLF+X4he6yzgj/FJ7kaOh4VXfsRLHedvF47E0JrDtGv5z7ZvZsW3mBWkh/AXOGkZie/8+jvtigoDE6BwIw0A2WzFgvMF6YBi2evsRoBO/rs47fLyrSnyPCfFuFi/8pBKdwjKqPFvIuIg+FAyi8O1BHFYkbisQJmv5adEymFERexr2pmR1s73n4108tUIdKr7ichfDZTEW4qCyIkgwBD8ubza3vL2/sPH3NthI/7/ZKdF9Wm3ZTn4rhkF/D2Inn2X63WhstwF1vT5mOhvFzDgJ5UxKirwM6im06xHP1RDGLZ8mRT8dxNtxmnyedi4GghiG4GJOsjlw0xlKHRZQqPlGe/xe5O8/jxiHs8T9MUGIwfYgVYkpCpahpvMFdmUJTcCXFqpYuMucA71Ir/c7AJyv1tyoOnbLFld6fGkiWWv8ArN+gwQO/JzDUNOYgUVoWNkT9ssTLhZL5rbl2NecL1acK1U7IZRqHT8lPk1jlIjTQpwVYSUq/roSoSGwEtgTr2tX8Vx0x6NaUbwzTzUa57bjvFuxKuo8aei+PK4KVPVAE8ljkCajsbPQmHHdn9Lk9Hc7Eb6x2IzdSGfrYnFML1ri7MRRGc/SqJrGOXvCWkr2ypa5cVGp2uZJYmybxsnXGCDETGf0I51OIPtumVP1yqTUXbfT2B7nFcRUhprdUrOHxhiqKWeEsRaTQHHpeJrcfr65mHqpOMYSOFfodz03m+8JNoxWjIzb3XcrLZTHbd5OUv9W8cB676wRMwjxk9aZATOY2AYdNu6EYx9dT3DrC3qvqEgJFutjkfKU1hsQGYWjsS3AEOzYRo130KQxkTKIbSDS7UIRgTZBNTYuTdUzHMFKIWYvTjRzsFsZRM4iAGsFCeC9DspcJDMjyjMNBLXv28wg9PObWxYXgXxsHkPA0one5ZO9QCeqo+FPWX9PMwhrFGE4LQ0mCroen82fnyiUk7KqlOh0MZvD6DGk72Q70pXjGMVnztL81AlwzOK2P8etQjmxk+O92+H0eSZinSXuiwmiudLz+Ps/xrVveJrdly7zx//Vm6lfrHjLX/4k1T8s+OjFxzh675v4rmsv88ziUZ7ee4UffP6dvOniVT7xA29l2IG/8wf+Ar/Qv463Vq/y/uZr+KGTd1HMBv7FuuTKsI8Xw1vrV7ge/SD/7I98A/XrjykLz+JwxoWLx/zQl76ffVtQm5JX/ce5aCt+Zv4pSjPwHb/6PM/1A4vYWuyAc2ZgHkUnrnQV58zAQSi56LRw9Xv+/X/Jex7/NJ88eh0X6hWfXe3x9IUr/Ny1x3jXpZf4S4/9VJaL8yLURguoq/BivgvWpuAl/8mNC70yhtXbKy6XC657nxWRAqMilHpHCC/7sYhmI6z5b1z7Wq5382xce7k+5k2zV7kx7HChWALwvv0Xbl4GbGEa3lxd4brXFnIf0sQ0+mIsRViLKkDNjXAYBpZS8NduPI1FeH11jX234oX+Eu/bf2FjP9sT+iq8ls/J186fjZ9RM56elEGk90v2suhE2LGGtQjLYPl0rzWHXgouFcd04vim3UMAvqb5ad1mzBRSLSVlEkn+P+3nd+y+dmb8xelx/3Mx7osJAkBEKE4E26ptbnyS5VARektxErCTC336G9TlaRVqVkHbb3QW71ymT2NsroqnVNBMSsjWJPSgMhV6UV+MpLZ00pck7gRAJZumNFUkPCX+xNRZKx2nmaApbTTomaoiD/gM6EK0sOhIqtZjOITlkJy1JrDsyeuUfAVORin6VLCDVFCbkLyIvJOt++YUQp1rQLF9upZS9wH5bj8dqMEwsQXQrCEdTzqGqQbDxn5ug4xcxyVPjgmfAsbMwaF1rBJtd1eRkKafXcl51aQk0Yuo9YEZzXJgfD9xH78c3MN2POhinCWMtjhf/g2w99wOtAO2A4qCP/DET/B3i6/ko7/pDTy7eh2vrM6pG/Wy4cVqHxtVrb+8hqfKX+SCbXhp/+N0X1ZwsVzy706e5Gq/i8ey8A2Hfq6DtjWcHNfYMiAnBYfHDW8oo5O4BN5QVngJvKm8QWng9z/1k3xo/auycc52zeD6sMvcthz6ObtuTWUGVsuG5xYPcWWxx3FfcXTS8JnyIgerGc8tHoJHYWa0op7akq0M7NqGXjxzo/3+89ZQGjv6XxrDN1/+V+zZnp9eP57hwb2MxjnLULNjW47CjMoMEWcxELB85vgSh93YOj2qZgQxHPQzzhX7AByf+xSlcTfBh7Vlqd2c9zQLPrh6PBdWU6GxNGO7she1LjwXVa0P/Jxnjh/FmsChnzG3Hdf6HY7PfYq1+Dz4alNkr8zkHbIOQmMMX1Y1/ODysYlPqrsJbZrqIGspMyhMcQ41v9ReJIjhXLGmF8fXND9NL8KjhX7/H1jOYwcnTWRhgoAYJ7N315/V835XF/tWPMggzhDRF0Oq6OrdWlwPdD07tqVyA2EeOOwall3FcV/je8dJX+J6IcRWaJlVlQIXyyXnijXXhx0OhjleDNfdLodewUe2h6HTdb3pDb4fe956B08AH419t+LKcJ5VtK7vxbF2BU3QbOT6sMPaFRwOczwK/fadZdVXdH3BiQ10XcFxV9O1BateATmpwKiGvDpBlDLx5RRPHy3j+pR9iDA3qvh8fdjNE0TaLxB1L9XJqjReBXgjpmHR15z0I17DGuGgn3Hc13nZsY6gsCCS6xXWGBCyI1hpHAd+Jx6/ueUEoRNIkY/nuK+xJnDgZgzOctDPWIkulUqivZ0MG23TwMjXKI3L+BFnAl0spk5h0mkg91Lk16yC+n8cDU3uhChaVXKLFOC6ln1xvgAADuVJREFU383bTPuYRt52PKbuFjWRO4ZExvJ9HPfFBOF3KvzTT/H0n34VuX6A/8Fz/ML+w6y++ov51n/5RuoXK972PT/Pf/+h/5ef7x7l6folvq95D+/cfZHv/vL/FDMb+K5rT/OxxWO8fe9l/uHzX8rwY5cZduBf/6Hv5iCujx8ralahpzSWH3nX23j3w79EZQc+c3yJt5x7lb+zuMTjxQ327Jpnu0s8Vt7gxxdfgTOBv/XP38vP/7a/SjtB4k27GifSUZuSlXRZ9v7T73iIr9//OX6+fZR9t+Ll7gJvn73Azz78JL9m59O8MAQWki5UhR7vmMAzvaE0sBbLvg18un9k43zNTcu3f+w/51zT8q/f+Y8mdHPZAPdMuxcwFgffWr/CUWjyZLDvVnxRcYOFlOzFDGQlwjqECHUmYhksAc/cBNYCf/3a1/AXH/3wrb/XuBRJKEaAVej4dTs/D8AjrmVuDK959cJMU9YiaPUuSQVWxnDNGxoTuB7Ut+Ks0vTTSPZ+r/qOgHYrQAu5jdHM4brf5fed++yZyF8vDnDejjWJe4r7e364PyYI4wW37JDFMf54yY31w9A6iuXA/9/e+cQ6kl11+Dv3VpXL9nvdr9PvTdORkhFSCIrQLEYZBQkJBUQQwwaxI0KIDSukSEhZICQkFiyTdRawYI3EbhJCIoGiIIRACUFKwiAyTRgIMyPSPT3v9ftnu3zvyeLeW1X2s9+/7pnnYe4nWS7b5fKtcvn41Lnn/I5MSuwU/NEx+37E4/kWh2XNQRPSYs3E4MUG+bimDqmyTUk1U3wpHKvnMPaHnOicY/Vsi3AyLTmaV1gpOWwGQR7ODzjWilobnvghH+ad0CBXHGaWEqMWXdmUOZme7xdr7TdDjmN2nkU5cqG35ztRcq5fi+HV4LWJgrAFpbh25mLiy4UO2LWETmDTwkUPY31FfSpQC3UkwUt54oNcX6rxMOI50YJDX2NNDMzp7Ew1Z9i/rprz1JU06lrDszwF3C/3TsbCirQJV8fSUFvlUEtqnYZEJIJRSB5Dv5qzjnGSVIuxHDRdFstZJZjrcJxo6JyVPIGSENRMBWyrjEM/FtPuH4uq2KtmdC4iT3NeAl8I81s11XCImUx5bnzEo9E20zslWsbLjmHNnj3kXnnAXXPCbnXMbXuK35pjh47SOOooZFtahy8ELWDbWHxsn1dLqHEoseyMT9mrjiiM59SV3KueUMVaCYBK5q1bbsXjC40eQ3filL0chJGUrZhtKta6Nzhkxx6zWxyyY09wCHv2CferA+7ao1Bmnk68Xtwr9cXoP17GWk9h3ULBGJxVlCqwbfJWEq29a4+opcHbsO62OWXHzLBoW6yVCMlc0qpap+fC/vsu/2PNd7tQrAVM1bNjJvjoMQ3EcjcKBKepyaTXELRBabtsN4S+GF2Qc3U153n//KV0GZK1yFLmp8ZLldVl68skNex+gPbKZAORyWRWsjiRtJFshIEwTrEns1Cx6RzvTIboxFIdzNv0WnWefT/k8XyL/WLIk3lw3eW4wPkk36ZnAkpT9RzH3IUd45iqB4EnpzUPZ1sMjOPtyZiH1TY/PfhxqHSMsvClzNvHENz1fgbi4ufM2/tUCPR4NmbfjXk8D7Moj5ptHhdbPGq22HdjPmwPe4U+nR5ECvQlrchVehAJp36h9V7aXMqKTK8ZDD4GYPfdDse+6oKb1nBoTtiPMzQAH7JN0GCIU6QGWu2zkE0YpnSXFaXWueZ9PYj9WHw20jnWOw59ya5tqJYyIJf1IOogLdZ+H9ehUdfmsviop1FHXYck6XdZ0vuuqwch6MZfYjxNlsczQ43gBwUMKqSq2CpnUHrc0EChqAGpytDGzp4yMlOGNvSX0IFHBuGkSZqUxnjUBNtSEoJbdXSHkzx5Xc7ZKmaMiynjeN/vxVCJiwXE8Qs0UbRW+rfg3od+GamUWUglyONiythMGdl4b2aMTGj5V0c3N2lSQlRRisfELbnzfZwajAnNeKyES5qCcHmz3BcjdewIy2Fs4zg9OzbT9jYQxyjeD9b8APt1LGHsuhBvWGUcFgRs4uupF0gtSinSfl6aUvWs/mN1Cs11Zwzoskhr8SEngk420PViEmnsFzGLxsxrd7sySbj2otslEJGXY0e7ByLyRyte/7yIvBrbVfydiDx/0TY3woOAYCRQRTUoJYnR0DjHx2QSHwVeSUKuKQFKw7p0upR9TUojcqaYB8CaoIjUV6IKwijplkqIY5FQaycWT9B00puUgNT7QSdPxMaTrzRzqviZJS6M95wTPr3mltbxYla23ltWr163nJrmzNrnorFRpd8TM0n19YOUyYj5VFB3DilIuRgf6CTfUtJR6PvZpUinUm+nhPTqqAqWfrLXVbYONSee1GvD9jIkEWlrKq5CX3LuyiidfPhTIiIW+BLwq4R+NN8SkVdU9dXeav8KvKSqJyLy+8AXgN86b7sb4UFALHsVQSQoJamPorUrVK1T4MxhgnZlusSIt76qtY8qxsvfg/OhUjOpWodiqE7VOs2Br1O1Tv9GnYp08gK6D2rUtuP1GJq2V2fQVeirWq8iPX8VVet1y8uq1rNYa9Ie02Qcz1G1pre8StV6meRB9P+N+6rWPh4vp2dVrcN+RyPyLqhaNxrHsqRqfVVaI8c1Va1VL3W7BJ8CHqjqD1V1BvwlodNdi6p+Q1VP4sN/IrSlOJfN8CBUkbkH51HnQocsJ8iSqvWMUCSUftReDeKC7P1FqtbhH0mjK6nMnWHqwu7PvGXul9xjlsRx9ayqdb94KylKda9pr3lvN+6md7/M8g+xf3/2kJ1VtYbLusbh89Mlw0wtoe+mpWkvL1bMnIiu9RpWxSDWqVqnsvEmfL1RSdvzXqlap5LtNtZBr/KUs/uxjqfKf0g8uxjEqq52P3/O+r8H/M1FG90MA5HJfCC5UrHWroj0s9L+PDafujIi8jvAS8CnL1p3IwyEPZoi3/l3Dn7zk4zeuMvrrw0YvlFQf/M7fOwP93hg73H8iz/LXx8c8G8H93n99i7//ObzvLM7ZOf7hmZs+eVfepX75T4v1D/iv+7t8rc/dwsZOv5xssebTWgd+kL9I952O4zNlKP/uMM/TCqMUSb7Nf+7d5vPvfj3bBthJCU75r+5byv2xz+kloZXPv4C358p+36rHfe2mbAtQUPgTbfNtpmw727xXMxx+ObrH8Or4bWDPbaqKY9Oxrz+obt89+F93tq7za9/5ButIpXFUUpBwYA9O4tZkBNKKSjl/9qMxvC5wq989AfcKU74z/kpJz3x2BTwazDsmFMeu5QMFdO11fDlxy9yOB+0XtOd6pRPjN/iUbPFbhnaIP7BnQfMcW1ORyIlRHmUl29/jx80x5Q9Lw26as6k6gRQizJRYaKWrzz5JAAfHbzNc8UTXpve4/N3Xju3cnQkM8qYh/Jr29/jrfmsreJMx6ULOMbzKt1LqOacqPDY1Xx3+nG8SsxNMXx26yEQaisaQoZkqhINY5c2V6K/3fvF1soErUujXMVAPFLVl855/VJd7UTkM8AfA59W1elFH7oRBgJjMcNRWBZg4PEVyHgUXEpRxCu37Sm3yglbdsqgbKjtHFcJvopJLr0KytB7D26ZCSfxREjdtUtx+EqpCkdhPdPKMSiSNoS016QeT0kol1YVRjLHmWAQQmGUo5IUGW+oJYjfllHCvqrmDO2MgZ0zKmYMy4qxnTEs54yLKcut+voB0HQ5NMAsBPXSa8nVr0Uhlpw7DTM2QFvZWfaqSau4PC6mzNXgYgZSUgjfsiWjmLQULg8WsxRboRcJU6YAI9E2buBi5mNrUmIMKIwzBDobVUZxBmdsgsTetpksGIeUndmfIUlB4CAcLAtl1/04QvgOu2Pl6aoxG4IGyNhMadS2Yi+Lnx3Spz20P94wlXlWX2I54/Japd/PLg/iW8DPxI52bwCfBX67v4KIvAj8GfCyqv74MhvdDAOhHp3NKE48ZjqHeYX40CznqKmgMdjTIKASZM4E78N9ak12rFVbrXfqSmRqUBNKtZcbz1g8+O46Xr3gvDBRQxPTkScaxFgmWuIxTJpwqPqzDv2YQXoM3XWy9ykIGCL+Lo45tbnz+LZSMbwv1U+EUm2vGkvOg+pym8GItj091mElda3uSqsTybikfWkf92Zv2vwK7cqvwzqhiMzjz3Yo79U2hG2cjSeUKwKyjsVU6TTr0n/O47F0ncAMs+4Hm0R7W2OrC8tJtMbEojfX7m9f7CV4DDM1tDK/KUMyFqktbveaBmGJZ5UHoapzEfkc8HXC8P8idrr7U+DbqvoK8EVgC/grCcfsf1T1N87b7mYYiEzmg4gC7tm5EKr6VeCrS8/9SW/5M1fd5mYYCBEoy5ALIQI2JkcVoaEuccoyJUOV4jDGU0hMiIqiKW0j3LZvenhPSnpqG+FG/ztNFYpRrNGFf9kQse8PMbzeZvGd8UpSRNy3j43xFMZhUArjsSa4+KXppjZTFl6r9bBiqsyumU40vWnIMMjuX7zpvSW938TlkJ/Rid+ETt9hdqefpbhKv3FxXL7NJ2h7c6xZ18RbmEJNxyjqTC4lZvULv86rqjRrltvneuNaHHfwiEJG6uqfgOP82ZSLxnY5rhSkvBFEN2CAIvIQOAYe3fRYnoJd3t/jh7wPz4LnVXXvMivern9Kf+Ejv3upjX7twRf/5YIg5bvCRngQqronIt++iQPwrHi/jx/yPtwIG/AHfR4bYSAymQ8ksYRgk8kGIpO5MbrZoU1lkwzEtbLCNoj3+/gh78N7yzOexXg32BgDcd200U3h/T5+yPtwI+QYRCaTWUs2EJlMZjWbnweRDUQmc1Mo4HMMIpPJrCN7EJlMZi3ZQGQymZWoou76Ct3vBdlAZDI3Sc6kzGQya8mXGJlMZiWqeRYjk8mcQ/YgMpnMOjR7EJlMZjU5kzKTyawjNoTaZLKByGRuiKConj2ITCazCs2CMZlM5hw23YPYCFXrTOaDiIh8jaDCfRkeqerL7+Z4VpENRCaTWcvT9w7LZDL/b8kGIpPJrCUbiEwms5ZsIDKZzFqygchkMmvJBiKTyawlG4hMJrOWbCAymcxasoHIZDJr+QkZY/emKeDaFgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:59<00:00, 6.41it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1080.0441789627075 seconds ---\n", "\n", "[[ 1. 0.78491075 0.16493961 ..., 0.15270142 0.15270125\n", " 0.16524833]\n", " [ 0.78491075 1. 0.11847531 ..., 0.10968467 0.10968455\n", " 0.11869706]\n", " [ 0.16493961 0.11847531 1. ..., 0.29586772 0.2958674\n", " 0.30247203]\n", " ..., \n", " [ 0.15270142 0.10968467 0.29586772 ..., 1. 0.9999998\n", " 0.99940716]\n", " [ 0.15270125 0.10968455 0.2958674 ..., 0.9999998 1. 0.9994077 ]\n", " [ 0.16524833 0.11869706 0.30247203 ..., 0.99940716 0.9994077 1. ]]\n" ] }, { "data": { "image/png": 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Mq+PbiI1jpWhzdtLhrs4VpMeS0L4Bk4OPbS0gaBzLU6ewzeHo/BLHWxU67Svy+DxsXLEalBhXe0g9nEo9vbkRxzdmeHBhCa9C4SI8QnosjNUUQUP5zNxeyC3L7V5YyxMLsUeMol5Cu0DreIRPNh3D57vXQ7r3k1RAnA9dFg/4w9MvQNf7uMGQWCpe9PBtvP7we/nWO7voaITfGPCOz97A4aUVHjqzyMfOHGJ5tcfffu3vMVLLf3v9EbDB/BAR/HBEksR89sPXcd+CA4HOQxFn55RoIBz+wWU+OLiWVe1wOFvm6GSBy1/zQHB0FgXSauHXNzCddlBdxTDcfw3LM4FnNZD0odUPm+3UgVmSPpyahex08HwvX9njzuPXcM3CMhtFxv7WBveu7uUrlo7zsdOHuOIPQn8AWrktXnoLeQ5xFNRWa4N9XZs3mhdIliHWsDy6kqJbOy8tdIeBHx/D/LJndEmGj4SsUMRB1RLu/OZracUlsQ2q8sYkY/n0DEmnoBiGzXLD798fTI+qalRzyuCkxEgwV6KI5TNXEuVK2RZMFfqIJlMeBBcHoR0PPUUvQ12X9z2/A6KUKxnxmuWB/ZeE/vI8mD+jEabd3kSSalNI8wItCky7zfgZV1F2E2yhqAEfRZu+gMggTjGVohKcpsVshEtn6R8yfPTquWAajAwIXPd794V5jyIoSkZfczXRMDh4AZL1Ctcy+KgeY1UL2Pd9HOm0g/lGMDPvP491rwiFXtwoxkWR7j3bPqBfM/dv+JEPfIhf/fTzKd6/ROu0sufOo9zx0b9pzI1fedd3YScGHynpisEnyp5PeMqW8Ce/9jvbzI+nJX1SibjpjpcE1dRJ8Nr7YM/PfcrgMqHKwonkUvidH341R8tFHi3neEb7s/zj+DCXJitYPN/dPcvVb3/x45sEUONsQQ0XFdQq7SMRZS84HF2mmFKo2gEpcJnync/78OOaLDd0HmW16rAUDThVzgQtx1T4+ojqu4xf3vMJPJ7r3/4fNnnwW2zg+pQTL8FschJgPBNMA5PTwKMagUu10RAAnvOse1iIh6yVbSLjqLwltRW9aMJy3mUhGfJjix/g69/9k5v9usfMiRekCnNB6sPvY4OdGNQqPtbAn1G+9qs+xfKkSzsKPqH5ZEylhmGVULiImWTMSt6hHRW87OA7+F/e8RJIQptUEl5XNR8mjLP5rH4t088VxAk+9UglPOWpDzOsEn7k0PvpmJyXvu9FyMSGeau/T6SbplY93quvPIlBGZRBqFpRPvTcV+w4LfuqWzr662/eWRH377nmY0/idG/n0dGYt6/ewitvegM//lcvbcyKrebGY80Il0hjSjzW/Hjt+i20TU52PN5U2SOCgKhNBpcKVSpEeWjrNaeezVreYj3PuHdmP0f68/z8Ve+g1IhXrx86p0mw9XdxNHEB7VNKOQxIgEvC6VO1BTtWXCrnNFnu6+1lWCR0koJ+nvDtl93NoEwb0+BM0eWVa1cBm6bAlIfmtdt8z8d2m3kQ94NQnAoIH4FPZJuAmJouRRkhoqgKxniSyDEpYrKkxIgG00A3+9waFSxu0zzxSZgXk0/7liYuAgmmSplHmCgMIo4dquAqi/fC1fvPsDppYUR5dXxbUO/j0KZUQWOajhmzKa+lqs0jv+VzwDhwsUE8fHLhAL40/OfomSS2Ij2WYKdmTk3TOA/dIgMfsHvDL2VtJpwnIPGkdVKeNzmHGwx51cG7+PdHb2PPnUcbs2KbufH6zjYzQssSLUqSJP4c8+MNN90eTI9XPxiw9bIM6rKx6GSCZFn4v11DWVXFR59xNclZS7whfPjwIq1jET/x4ItA4A++6XXnNglgM2BGtfGcEyehT/VBfa0RDBFBq4oTet3jmiynDswSTWDQhmQd/qJ3GxqF0xbATmDP9wxYKTtcOTUF6nncBnPW3nZpYE6BKKrjLIoGehWRBo2h/puzJ6+l6ArdiTYbzMdQZUK3hjnv/OZrQ/9VQIeoUaIGSakRBomiwIMqfjAM5kMUgXo0LzCdNsvHryQZ+MYscanUMKdiC2W1d4ik7ynbhvc9v8NV/88nwrNzvjYJs02Yc2oGOdfEVuB9YypJux14TmKoKjZuu4Zo7PnkN16Bb3tu+N1PBz5bWT0OH1CorQF0wPDZ1yFeseNpoBQ8ch7LXhHcbrr3E1NxOOahFz+Db3vu1bC8yis++kZeffbZvOOzN/Ar7/oK2ics3/r6Dnf8/R2U6ojF8v4JLJoxdw6vZyEa8OcnMk4NuhxeWuH+45fwb3/9Zyk7wkfu+n9JJQxz1Y9pS8xIS+4rWxyKRrRFWPGwYOClj3wbS8mQqHagxV/heWQYKqj/xH/5Id571ytom81TJVdPv94MS9aSqycVw0q9gDpGmDcZuZakEpNrSUsSxlrQkoT/4/QZcl972tWSmopYHAOXUqmtUYcJy0WX3EWNBmHE8+f/8NXYVsXbPvZK2lvU+nwqr4AVn7BgCmKBMlhXpAKXRl3KLZXX4i13yUxvkv6/lx+lrFWMUi2xhChQgJYtKdXyoVNX8tt3vYUSQyaOUg0OYVL/nUWxKLF4SjW0TUXfx9yaRFgxlOoYacGsafEfz9yIRzAoq1Wbtim2OVP7LmzWYZXyqfW9/PwnP8KcGVNg8GrIpGJDAyqRSYlXw0QDv4VaZswEgEujMfttu7mtyuN5xdkTGJT7R5ewXmT83F1/y5pvs8cGdGjNt+hIgRGPV0NR4813rK8za8fNPMXieO8tO1z0Ne06KXdAWVRSzjnUCsYYDlhlKR5weGmFzz7cxRSANY1wKNWRABO1XJeeYM6OODXo0h9mVM6iowhTgi1g2RfMmrAZTjjLgilY8RGHohGzxtKWhFgKMok42p9jIw0LcVTblaujVoinyIWjLmVOg41sUdZ8wpqvNRDWWfMJc6bguOvi1fCsLODoqcQYhJaENqf/f7q/l6peXIWzJNYRiWNUJQ381YpKNvKM0htsvWG8CjKyOC88WC4wZ0bNXG7UMGUijuPVPAejVTIpmWiMQ+hIwX5bq/G1YHDqG8g313AK39Pf32QSVmqJxDFxMUaUpPaHrAzaHKnmGfqUnhkz0RiPaeBDiycWR1yHss+ZEWu+zQ3xGSzCyJeseE9MwacG+yicJTKe9bxFKyqJjMOrkFjHpIrxCMMy4dRGj3vyg+yJNpj40Gfb5Ky5APFmUuAxTHyMw1CqZc6OMHiMPEpHgrAoayFxd/8ABuXR0QzDIuHTxX5Wqi5743UAVqouPTvG4PEYCg3b5p71/czEE6r6WUVbbbwdkCpPXpjzfGhSxSydtci4QCc5R53hZD7LQ2cW8ZEGe3WSN8IhFstEDW1Tcl9+gFk7ZKk9onKWS3oDNlbbqLF4C0smaTSIQ3ZC26T0TMXdRZs4GlHKhBUPe0zJwe46S+mQxFScnvToRAUPmkW8Co9GsxyOCtI6KMkizJqSBR8Exh4bMWtKMolIZYAH1r1wie0w8gWxWHIt6ZqMgZ/QNRnX904x8kFYVN7SsgFy3aiC0CnVMBNNOJX0qLzdpkEczxYxrYpr4rOktZZqgYmOw2uBOTNmyYZo/5LwfgxY6YL6RluwYuhKECxToXFT73M1iNxHeJVGgzg16nJlvEKpQYNwtcqc139nRInxWFEmaulIxUQ3aJswvshYUqlom4Qbuieb9bDRyoI2VQv2WBx9l2HxDFyKV+HW7Ag9U1DWGywWz8jHzfdLtRRYLJ5SI3pmgkU5EFXM1P1PtYibe0GDiIxjUKbcmB6nH2cs1oJ3LWrRNjkWxSHNvDw8u0TX5k00ZCyO/3JeK1+etJGU50WR9XzTcz/Og6+7FIxwxnX4lX138rEzh9hY6ZKuhQi290+oNQfDbS1PqTHvVkupEfcfvwQdRWystolPJSR9xVTw5uF+5uwQp4aj5eXM2RFrrs3BeJWhT+mYnInGnJGSjz9yiDQNJ2hZ1ptjFByTM6vC69dvYdZuntZ9n7FehVDtS5MV+j6jZyY8Ws4B8LWdz9TpqxmxVECCxQExDs8dR25qcv29F4xRRBTnDM7VCz925HmE96YREKpCcirCpRGvXX0WPRtORCOeQa2KG5SzZYfFeEjb5oxcONXbNudr2vdTalTzBOAZ+pREXKOWv+XILeiWegRGlMqZgLqasLX6p7vcvu9Z5D5qhIZXYeyShh8jSmoqch/RtTl74w2OVieJpWLo26y4LgeiVd5y5BZcPca8jIgihxXFqxBZR+lCHEdZWvJ+yh/3/mdm4zGFj3C10OqXWwOlhGJqvnlLJ8q5srVMLI6r05N4DK42id585CnheQ4zXGn5k+w5rJctlpIhAGtli06UY0VxKlR1oNRHT1xOGpd4H56VMR54+47XvUKjjVysdFFwV1aWu1f30ylKfFGy5jocq0Ysr/aIkjo+vyxZNGMmammbklJDBOSjxSyTKKY7M2YoGa1Owagf4WPBx3BVfJpYpj6BnI4UTKKYh8slenE4VSca05GCpbkBvTQnNo71PCOxjtNxiJR0acKN2XEymaIOnpFPGcZh4+2JNhj5lLbJ2RNtNLblgh0xUUuCp8DQkYq+T5gzOVfMrzRRec4bYutITMWwjkSs1NCKStYmLVy9SSHAacdPZfjMc3PrGG2T1+/7Rr1PxHG26rIYBUdvqRFODZkp6JkCX5sSYSxKzxTNCQlw9cIyVb3wvRqM+GbDTU2MeycxT2kfZaIxbZPXfQgTTWoeKgyeRFwwQ+yYfdE6M5JjRFk0IxbtgJ4puHphueFnVCUkZjOgKzKeSRUE18RFHLVzPLV3lJ6ZbLP/R/XYY6ka02LKf9vkHE5CH1PfwnSs1ywsY1COJXOMy5indI8x8gmzNqyPgctITYnF42qfB8DqUsjUnWoBkXg+sbMlDwQn5W5Nyh3QNZ3TtOMCcg9lyde3TvLa9Zv526/9Pb7/TT9DuhLQijuH13NdeoL78gO8W4NweMW+fwTgTa/8ehZKUJMx01dmHhziUsvLjz6fyzorGFE+duYy9nU2WM3bvO2GN3HK5TiFG+MJZ7xSvHUPZ2JpIiknldJy4XXveMkv3vOdLHSCBhGJZ2Xcpl/nGFy+uMrKuM2ezoCja3N4L7z9q/6Q/z4+xJXJadZ8iwU74tPFXq5PTnFPsY+H/utVmxDh1khJBXGKijR5EKbSJlJPPOxf8bjY8EuzL6DVCmaOEWU8qdXs2DFab9GdHzWnv/eGJK74xRveQdvkJLXgXHNtPjU5wFI0YLkKAvG+N17X9NXAe4+JpJwdKr/kvgNfGqK0wnuDevCTsKwk9kjkMUapxhFxO5y2L7317wB4cLyHY6M5bpk9wX1vvA7jQtumUDSSTfRkGknpwZRKu4TfPfnNaOZCnIMQwpzzmjG7Je7BgJSCbzuIPXv3rvPMvQ9j8ayUHQzKp/7y+jB/Zch6/a2nfwtmYvDdoGHJMELTzYkQF0Lx5+4xuES+4EhK2IU5d0RTSWqTGOKYVCLaJmeklrIlRJklSWIWogFzdsSsHVJqxCSKmzbKjmCLsJhMBS61uMyymA5ZjIOqOJNOmE/GQW3FEgOZkdCfFFSdoHVMaxpIJQ2WX7UMvSxnPg0CwohSqcHV0ONsGgJ7ZpIJ3SzHeUMmQs+O6UgFBjpS0TNj2uKYMRNq6wSoYxikmRBMVadkNwJCNgWEg3JscAm0WgXdbKpBbKIZaVxR5DGdtCAynsIFp2YrrpizIzIpt5gYMB8NmbXD5lStOmyP+TBhXtVsxgSIClmroIwsaVriaiE0DQsw1hFFHms9EyBrFThngj9APPPxiGGSMh8NqTqbQtJGgk82Yw60zmQ1DkwpmBK05YiyCl8HhBmrVDXCZCKPOoPWAkIjwbQqbOTppTnz0aaZ2IyVICB8KUirwovFtoIAdV6Q1DWh1lqbf2XHbg+1/gLiIPxF7qS8OCIpW/v1WXP/huN/uMj403NUbU/7hOXy1x/hNz/4Vw3keeWes5wadFlqj7j/+CV0Z8bEb5+j7Aj//LJXbYNA/2l8OQvRgA9vXM1GlVL4iH3ZBsMqOLk++J5bKBYdpA7pRzBTcf83vZpcK0ZaMm9arPoxfa/EAkeqNnes3/q4sCTAwKWkpmKjymjZklgcf/WPT2fPvnVW1zsCjR2rAAAgAElEQVRkrYLJOGFxbsDyWpeluQFvvvn2x4VNt0KmuXomqtvOmVIDhNoWy2+ffdrnOBMBxi4mNRUDl9KyJZU3RCas5A+dupL+ZDPwqpMWXNLuMyxT0igIjd86/Cbaog1sCgE6zQRGugmX/sczNzZ9T/u39Y6Z+JjcR8TimI3GTHzMWtnmU+t7icQzn40wKBMX8WuXvYW+xmQSkIueKRvIdOoDGfmYWBy3JhG/fOapTS7JyCW0bdEgAlY8BsUjTOq/yX3EyCcUPmKlaFM4y2wyIXcRP3fgHUw04ulBGeQVZ29k4NLGSWpQYnENDDs1Kb6uey8WZVibVBblG678zI4jHg/dPKs/8cZn7uSr/OyN73oSR1KKIMZw3dJp7prrEW3YBtrcCnk+FsocSsZCDWc+FgKdwp9/PvhqRmVC6Q0bRUbuouAMywU7NHgn2LHB2YiB5qx7x5qPiCXnhLNYFKPKoWh0TlgSarvZOsZVjBVPZDwysqxttKkGMSMn+EnEWtTCDWNWTPvzwKbr9H1Mz5Ss+QSHkOCb032iEV8ZOSJsA0cCNdJRb04XExlPXkW0opLCBwjRoKwM2uSTGKmzQ/MyonA2OAfr/IwpfLrhM6x4nBoScTWc2GbGTNhvPZ8a7GscmYWPmvkAKHxE6SyxdXTjnMobVvM2pzZ6WOPZKIKQKp3lSDXPWddtfDw9E+z/kaYUasmkZMV1aZucG+Iz3L1+gCwqm6SrLCobn4kRJRIfBEQVN6Hi4yqmUsOojHHesJoUlM7ymfISRj7lyvghYoS7+wfYKDMyW35Oe1sFxP54DSuevmvV3/PAZ3a87L8cNIiLQ0D4UBfg3tMHSM6GlO0ptLkV8jy8tLINymx1CtRkeMvnQKBT+PNwd4W1IqQhH2itM6zCMXEy2o9re4g9vhS05ehKSmwqelLRlYzLo5wV5xoN4lywJMBG1aJli20axD3Zpcz2xqyqkKYluYGZzoSzRcRsd3JO2DRAphWZBOh0pEoMTLeep2DdBw3i8eBIgNxHjQaRmqo5hQFOjboMo81SqO20YE97yLiKSW3QIKbwaaljrIQbpq1AJsLQ5GQS4NIpPOkRSm+JjcPUtknuI3IfERlPzwaH4mrZDiae8cynI5IaWrwyXmGf3SCuT/9MPB4o1FBisCj7onU6UtE2LZ46d6wZ68THjTYxpYYHDRrMxMeMXczYJyznHSpvaqFluT45xcjHzJsMg3Bz7wQjnzTtb9VIpu0C3JKFqopT5+hUOJ8P7d6LsSMKJcz2zvS54bkPcOdbnt5Am1shz8dCmaN+xEwNZz4WAv34OMCf73vkKsrS4r3hnnRfbScLrVVBqiiUWRsK1SjmjlGXvm+x5tocTs7wcHE5L5r5DKV6zriZc8KSAM4ZjFHK0mKMYoySnIpYruawA8s4TTG54Uw/xvYty4OY1x9+fNh0K2Ta9xnf1PkUpW7CnGs+q6MHywaOBHAqzXKran6mqdhT/kSU/ukuUpjG57ERe063ZvCVQWzo47VzAT4d+WTb5mjbnIHL6NoJX9O+f1v/1RYoFgIyM52nKRw4zmPyfgpGsUlw/KkXbp95FhtVi9SUOAyz0TjUdPARpVq+qvsQZ6oeFuVodZI3P/QUYusC9OksSVQ1cKOINvkjVR1gVnnTPPuqsqgTbOxQb3hN9rWMXczxuXuw4nnTkaeSl3GT7QoBwlSVpl2Ah/YuYcQ3h04wSR7Y8apXFUp/kWzBc9DFwZ136HDEH1/zVl7y4AtZvNeRrpT44YinJX1eu34Lb7jpdv7tr/9scFAZS9JXfCwNWvFP48sbhOPjY8tPLzwIwO+9d5bE16hA1AYfUrFnjpS4VHCJYEvFxcKd33wjDw8WWR53eNrSUe5Z28/HNg4Tief3L30vv/x389hp2Te/3Slla09/5EA0lGmbO+Uo2xabB15NpZQtSzRRXGL5s/3PeFxU5PLFVQZlwmw64cywy18nt5LaqonYm1QRb7jxT+l7i3vPYsOD2XKAJfXajjWUirN1rQUVWBpqnSZdC7vI4ONoW7LXX0RPp9UqyPMIaxXnhDh2ZElJf5jRykoO3bCCe89ig8REW5K9pvyID/1UdWJVZ6L0yuB8ndZ5UAN/KU/HjaIG+Yhih/pQW8IXlr9p3YwbRdiW46W3/h32XfNNm1FFeL3FWTh1cNoqjDvyEHvdhhq5WDBOecv4VigMxVdELMRDqncvkRSbRWsBqsdJ1nr3TTMB1ZiiJ3J+/rxQD2JXg3hiEoE4pqzRjK3IxTZE4zFIhY830YrHIhxTmnrHxQk+2nxdtQJE5dKQjuxiYT4a0U8zCm9ZjIfMJmMW4iGR8UTYc6MO0GQliiOsIgNly1C1Qq1ClwSeq5Y02Y3nQkVm0zEiykztROvFOYmtGu1lYFIyEZy47WiDbgotMwUoVNCozrSsC0WLhrmYmr8a1ejNFgExRUeMKJF1VM6SxhXtuKRyll6WM2dH2/qfwpTNHLkw12pp0CG1NQphaJ6HmoBwTAAbOaz1pHEIdirLiMoqWatgDKRpSc9MqDqbbU7XwjY0QTY/myJB4jYf2DT5TJwQtSqctSzEQ2aiadth3prHO60JKlvmu+XCmKaO5vPe6xd/RamLAsVIDx3S67/jp9n/7tNwdpXv+sA9vPHRp/PQhy+jWKrIjsdc+eoHeeNdb2XZFyyZhDcP93NVfJqXH30+i+mQli15cLDI4e4K73vkKuL3zlJ14O4ffxUQ8g1sbe879fzWynV8RethMlNyopzncLzMuwc3cUm8QSYFx4pFFqIB/zi4DID3vP+p3Pe9r2ramLYzDdeNxTZ95FpiMHxoEnNz0ueUM/RMcH4esI5jVcSlUcUHJ3vZqCMfp/kEU2cchCi7OTvkWLFIqZsOyFgcr/rkc+i0Cj7ylX9GtKV0esWmWjzR4MeIsM37EZYNP2Gim9IgE0PXpI0PB+A943ZTzMRjMPiQa1EHHZUa8aYzT+e1h9/V/J2r11K5hQeAGIvH16X9yib0ffq/R3nPOEhfg2fNt0nqHI7AXwies+LZcBkf2riGX93/btpiKXU6J4ZJnYBm653qUDzgVMnE4FBmaz+DR5tn9t5JjEX5+PgwK1WHn1n8KEP19OqNn6snRjAieFVc/cz/+2QPM2bS+BFicXzdFQ/sGG3Yf9O8/tAbvm4nX+XXn/rmJ2xXRJ4H/CdC1P0fq+rLH/P5ZcDrgLn6O79QV347J10cGkSkoTS9NWAth+KzLKSjUAnK14Eo1pJKxKxxpBI2TiyOyzorLMZDPjtaYlQmrBUtytIGs2LLiTjduBGWXCsuT5a5xA5IxUEMe+yY5bIbHGSmZLVqU6plvQweanFCrhXxls1YqiPXsIibDYZlUr+31+a0JWbBFGRiMKaiZ1IWbE5bEk6Ws42Dq1RL2xSkpmS1BuZLteQ+ZrnsNs4+CElQ3lmKytL3BZls5Wlz0H31eNE6N2FTuLRNjNGq2UixWGKxGKQRgCer2SYMeOrgzH1I+GqbglItG2VG3xeUGpyKJYpTZeounIrSRDyFKh3x9NXTNZt9TTNdT1e9Jvp0zbXrOI2w4TNTsubaWDx9n7FatDnrhMJUtQAIuRhTSDYWxSmUdW6Ix9AWhycIm67JYMs8nazmsHiWyy5rVZs17+lrhCc8x6E3ZOIbZ21Zz9uJcp6RHTWCNJHtgnEn9MUKlNpym903Ee6huUtE3qqqWy+r+iXgL1X1D+qb7t4GHP587V4cAqKOXKQMZdKhts1kM1hJy+1e6qlqNnWKFT6i9IZKQ7COOEWcbNMcIAiKzY3htwUXVd7i66vOSg2vp9DZY81LU7dh6krGze+P0TOtCFbC6TP1X5j6fYdpTp9pXoDfclfC9L1SbVhI0zVtwDtpnHKbPNVFHGu+jNb/s+k8NPW/6am++XfbyalpBIPDYHDbPO5eTTM3jx1vOb1YZpPdLTyyTRBNtZ+pWWi3SPXp5nEqAQ6cFvNS2fbc7OdR7a0o1AgMujnWaf9WTKjJICY8j9pGs+g5t67dgmRs3eDnu9m/yKHWO7nNToG6AgmzwIknavSiEBBSCO2TilQOLSv+fnQVRzbm6TwUMbyiCrZgVbHqx5xwlkN2wtHycjom52NnLmMmnXDtzGk2iowDrXXuSfehUTtcGFOfUhDSrqf/f2QQKjJlpuThYol+epLLW8vsjdaZsSHzb2+8ztmiixHPJyy0TbKN77Y8/u+zErSOdxcz9MwJjlUteqbgrO9ymAH3l7N41rkmOUm/Thd3SJMrcjoK3vqJxo2mNM2HgHAKxmlFKy2YN61tAjBtNlo4NbfWepjSsWpArpsQW1sqFkxCrlWj9l+fnmCicZMZOYUKSyw9M2HiY+5qXc68aeHRbYJxas5MN+NUpTcIqVZs+JBc1jUpBmHkC65PTzQbb6hJ2KDim5TxNRfMjqEmHG0tcKkNuThbhdy0xoUVacwdoDZvYpwqbZNQqsPjG+F0ffooFqXvMlZslwNRWptnQbubM45YNqN2p23fkh0l2xKNulVw7JS+iPUgdnKb3a8A7xKR/xXoAN/4RI1eFAJCLZRdob4PjkuTFWbTCWfn6ionHjC2UdfbJmXOjuhIwb7OBvPJmGGVkruIYZWGTMgtJkaE/RzfwcF0lX3ROrFUFLFlj+2zXhcq8Rj6dYLO0AWYTzyfo4049c1mSCVuPp8u1H3RGj1jWbCTuqjLmJ4Y9tghPTGs+XYTZBOSiyImkjR1DabxDQOXBR9EvQBHpsI7Q+nsNrPHIA0/XpWRFrRJmg06/U7PWJItKnYqwXyzIs2mOeu6lBphxVOoDZmeTX2FiImPGVVBqEz9C4/1QdhGqzKUODKJyLWibaZp2aGvlIg1v+kB7rtWE5E5TfZac21icQx9wrBKGWhJisPrNAVeGjPKqjT+h/CcggkEQYAGXje1mBXXIpaKdddm3bUY+ZKh+kb1ydUT61bNRus5mmsCu2C79rMTUg0l+XdISyLysS2//1F9+dT50PcCt6vqb4vIs4A/E5GbVfWcjF8UAkI8xEMNtyxNck6Vs/SLlGggVJ3gg9DJhJGWrPiInqlYc20mUcxqHgJv5pMxbpp96AN8NTUx8tre3rqJl8seG2mIElypuizaAXbLiQVse/jTZ7+1hoIVw9ZDY7rgps6vs65LrmNGPgITsjiHZhyqFZlBqLjUuN5DFmJmCqzzZKZk6FNiqTDi2Ty/oG0KVAXVYL5spa2ndiZRw8vWE37kHSUhZBvAiSM2Vb152Tb2qbPQBv08ZIRK2WweK4LF1mYMzVimnwWDRhr1PpWIUh0ODaaOTIWcI6lrSkxtk6DmBwGRmZJMyiA0RGlL6NOL32I2bI5xKkwtQolvNKOtAnzqh5jmpRiZFrgx9EQ2/U2yKey2tt0xeRBkTH1D5wtzyvlEUi4/gZPyCW+zA34YeB6Aqn5YRDJgCTh9rkYvCgFx2cIZzAvPoB9sIZOcly3cx6wdcfgHl/nffvuHaC07JMuaMnF3F6Gew8PlEm+74U1EWG68/SWYXDgZ7ae1KswcKalaht9auY7L6zTfjwyu4mC6ynLZ4zf2foKRL7AipO0JAz/hP7zxOfiozthrsgdBvDD/oPLio89hb7oBBN/HmaLL2Tyc9tf3TnGm6HIgXef+4SVUanjd4XdyX2k5EFUUquyJc046w1OTMccqy8/d8X2bkJkTphfjhCrchMzJSJGydtRuSdbqnhRc2uK7Fr6duaQuBmMcq3k4ibOo5Fh/jst6q6S2YuxiKm/oxTkv2/cuYvHEdecr3nJXPseiHXC2RlB+6o7vr3nZmqwl9V0dIZ4g3jB8520J4yqml+QhIUwNgyKYWql1pLbCGs+gSJnLxuRVxC8efhtGPEfLRY4VC9zcOsqP/82/a6BYkwsa62aylq35cIKpwE6EZz/tEL0s9AmQWMcgr9PMIxcuuKlCkZ2isvRaOYl13LzwKM+ZuQ8IzlAjym+889vDM80DBPvOW29glMfMdcK8bowzsrhqLs6p6mStwX3z+ES3+YbgZee19r+IkZQ7uc3uEeAbgNtF5AYgA858vkYvCgEx8BnVao/FwQn8eMxYC/o+44ODa3FZHaswmTRl4uJoFOoLxGNOuZwYKBYddmhwbR8iJOsgqK9oPcwldkBcn9T7onU20oyRL2ibBKeeUh1dk1HuKTF11l6V23AByyBMUftRy1fNPMSeKNQSiKViJeuyUqdHX52eZCXrsi9aZ2+8TqkRqcRcHlV0pUVFyJ0wktOVlEujHLt/hNZaz7RqtBgNlZxrx62NPFUehQtbasecCNhRik+VZy481NQt2IqAtE3BsfY8V6RnGgSiVEvXTjhgtfHHAORakclp2gL76sjO5OAQX2eqTq+kVB8ikKz14QrSuMVXLzzcFIPxtUN1va6I1bU5mQloxOmix2I8xCNcFwchO2cmHIrPctAOSA4Om36q0mKtb6JUjVGq+oIc7yzlesxz9h+ha3NyH3ItptWmwrMJNTALH4X6GlXKUjogNRVPaR/lljRUkFr3KbE40ksHiCjjQUpVWL5q7yMMqoQ9SbhZ60zRpRsVROKo1JK7sCY+OElIItdEVsoXEij1RXJSnus2OxH5v4CPqepbgZ8BXi0iP1V3/+/0CeIcLgoBIYTUYO22kTzURmybglXtUGVQpYK0W7RFaEtCKRM6dZEUpyFlm9SF1N/Y4zJtgqAyU5JKqE4UFmsVTAnZRDgab3vqiJNqG28uCSGTVSYhTsGE5KoYtx2Kk6ACh7qHSlxDZLZx0AWTJNbgD7EqJInD15f/TkOSp+HQvt6MURyyG9XJ9ApOVMMV9i4JQmFrwZi0zkkIZkHgJZEKX6vfiVTEsl0ljzFBoxBptIo4rhozZsrbtMrVVECUSZhTT5jnaeZkWkdpTc0nI57UVGSmZOSTLf1OodfQn/emGXsUOYwJYc3W+M3QaRVcpNi6UtWUQtWq2gltSsy0cG79PYtvfmLxOJXGwRhHtVM19qEGpqmwEjewcmpCIZ9YHGbLfjJGiaxvNrk5TwHB+ZkYT0iPd5udqv6fW17fC/xP59PmRSEgEqnIsk17P+DyjsPZMjaHKJ+qwhBLwYoPVaAmGnNjPCGVCOlH2LHBl0I0DOHTapUT5XxzCeXDxRJFbFmpuqTtCaW6Rjg49fiNmDyxIRSvLgpiJsHPEE2UR4qlplqSxbNc9ThdhOvZ2iZnueoxiWMeyUNgk9OjrPmKBROcdG0SBloSq6XvK4br2faLeIwGaemkuYSmjBRKEyJBaxNEvGDHwQw5Ml5iPW7X8+ZYrcM9U1NxdDTfvB75hMqHGpf99oPEIlidZod6zriEninp18log/VWiMLULbxN443ruHI7MByZLDKoEubiMbmPqLylX+cmZLYkNY7YONaKFoM0ZewSzs4EmPKU63KymqUjBYP1FupMqLmQG4pYNwu02FDfAQ9UBjs0PDxYYC5pNRW5EuPYqEvOZbak8pZJXQk8dxHzaUZiQtr5gXgVCLkvFqW/HjQeHUdIKTw8WKRfpk0V77OTDp2oaLJCp31O1jLyJISEA0127PnQbqj1DmiiMQwypBqizjHyBSOfcHSygEvBJQJVxYKBTCL2mJIzUtKRgjNeaUsBMxXORmjLUY1iXCy4WDgcL7OnVsH76Un22D6LdtAUjoVNdMLOFSRJhYhSFhFilGIQNoxLE65OT7EnCuqxRZmzI+ajUIzmquQ0c3bEnmijgQatGBZM0pgyVgyzJiEWy4JNmZkfbXOsWhtO/LK+R1O1rkk5iUMl63q+RBR3to1L4br2SWZt4GHq7YcA3/bshMuS5abWpFNDx+QND1NK1eEo6IgJcwnMzQ+bmpTTCOMpr01NyrLLte2T5D6mW2drlmqbupjTe09jcawkHZbiPrmP2WMVi2CjDdomZ68tmv5kWpOyngsIiVJl7Wsoy4hJlHLDzElmou0l56YmxrQGZqmhaO3YJyzEQzJTcl32KAftAAOM6pTy+YUBRmB9EGpSXjdzin6VsTcJz/pM0qMT5c1zncZ/HNszSxq5pmiQNcqR81j3oar1xS0gLopQ69lsnz6r9wI+9ZtX0vlMwuiQo3XccvlrHuAnP/R3vObUs/noJ6/mq295gKP9OQ521/n4I4dYmhtQvHUPVUf4x5/+fQYa7Ps7Rl3u3LiR+WiElRAhV3nL5a1l1qs2VjxvePtzGp+D34ixcwUP3HZ7A11OS8CfqHJigQ+OD3HWdZt079JHtG3eePtXqi5tm7NetenZCbE4fucfvoErDixzaqNHOy0YjFMOzq9zbGWOSxfWeMt1b2o2qiFEapaEtPOpzyLXKmgdSAOvAZxxQs943jm8eku6d9SYGCOf0DYFA5cR1+jANJ7ijlM30y/Spq1eknOwvU6/SunUV9+94uA7yOpQ5mmIsak9+9N4iVgsf7pxsIZCoyawaurVL9Uy0RDGPGuHTDRh3bX46OoVGFEuSQe0bMFK0eE3Dr6zSWuHEP4NoTR9odPU7VCoZr9tc/vGgSYUe6JJU+o+zOVmAFwweyommjDyCSOXciKfo1TDXDym8oaf2vN+SoUr6vqjf95frIv4Vtvac48J0Pqa7Ejd/9RkU2647NEdh1ov3rBHn3/7C3byVV7/zD95cheMQQS7GhEPQGMfroszhv+fvXcPtiy76/s+v7X267zuq7unp+chjUYaaQQagRTQgwAGJxA7VAFOIuGojGPjMlUYV1HlkACVOKTsVAonUDYUCmBTgAiOLf8BNgkgBEiEhyUsKQKhGSSNZjTv7p7b9/a999zz2I+1Vv5Yj7PP7dvT3YOw2qJ/VbfOueeeu/c6++y99m/9Hp/vs+0ZDuoBxZ7mbDHjqKw4W858005ZsxvgtLXrOLQ+XTe1A+8mlhVv3XwytSufzw4ZqsbXEGYuxRzqQlMUXS8msaryi2UYTzdneV118dTeCfB37KGqGaqGDbUgF0NWdGyXc46KiklZ+0asYsGVYsRmsQi1B70iJzLyWLPhfEquxNcOKJFVU5QIl82I2i24N7+aSn37pOqlyxmpmgM1ohJPZyrEYJxip1xHru2Ucx/E0x0j7eMZE1V4LF/S8CMdk1gvcWSX3JtfRWFp8RkMnyoO1a29CWJLz1i6nErGnClnaHGcK6YMdR2guQV5SEcbHFVISxrnsGL9a86iw0R6b3517bNW0q4RpeIYfLGX1+WY2ZKpGiRPZyebec0MlaUaitYZ7s2uMnMFeaznCNszyFoqc6IkpFFf/k32zhLjZsw6aFqKQ0V+HNadDlzTcLHd4rCuyI+ELCDAihCcypVJgNm5azmwGRPxNRJXFiMaq6m2GqqAL9vQSyzKn/ROVmvG4Np2mDQ5xB6Bxvny5YvNJm8aPIUJ0nv9ykdYXZCty5joBTkGEb82zrQhE+uV70LArVBmbXIA1gKma6XAJyoVNcKeGWOQJFgDYFybwClLm6dAbv9EN06RKUOhTQquZcrXGdQqY6j958lOTFRrRWLhNd/QtEDjktqUDwSGCQKdvJuJWpI7A5lfAijxbImJWnKsKjI0lazXcQBk4pu5WmdSXUXtOnb0cToeI9eEqkuXvpv4fIjXs2hdQ45B49jXI+8Bhu/LCxuZ0HxnmagllevHxMw12wUYSh5Ky2+9ByMcxjtU65syJTCoWLyqQbVF6s2QwYC3DJ/gsY0LfOiBM+w3Q+ZtwYvLCW2rOayrBJjdVgNyqRlLxQPFLm8++yxnct8JGRuvYjktBBBtHS5HI7RNllJ/cXKY24ZKLLnA28ZP8GRz16nNVQBXuxFD1XBoBgzVpnfrO83ecsTx0v/Posk5qAfUbcbeciWoEy02f/U7K31ZMGtdhK0zfElxiZGyfGD+YGqqWidK5ZSqTch261TCwe/XI47qau0riLoSs8yP9apdpCVG38pQDZmL4pwu+cD8rqQxcRqTMpZrb+k5S5uzb0ZcWm4kFSovFFRx1S7WyFmjMBktnU29obXzGY8LesAfL+/1E3/A7I9Uvbae90VX6tQlxqVmg85pjk3pBYDMo2GJ4c+9x5szHNnB2hIjbi+i7wG21NMo1pcYt2p3kHM3Y8bgDo+onikYXnLM7/ERent4xMcXD/D0dJvBcxn5m/xJFdfJXpLNIZ2kPo1XZjVPNa/k0YMLbBYLvvHsY6nx6nx+SBkq8sSS6Ek4H4GO3Z5xchiqgnlnqDB8fP5K3jJ6kqn1E4JxyhOrY4oRy0QvKFXLGX2c3N9RXlNkHbmyXh1be89ikK3ansHfkXPRlC5Lz8FndI5Ni+r1FwxF8+F2hy09557savIgLCoteZYuZ6IWqU3ab8vrY1S6pc10cm8r3bKRLbFOsZX75cdEFaHycb2XIqZqFcKLZs7d2SFabGq2ihcT+CVGGzyLkTQsXc6Z7JjP5HcDsJ3N2czmwDYTVTB0bq360uIY4yfEFsMEQgyk5aHyUupPiRdZH/kW4yDxom5dxsz5MvY6aIRsZnOs84HkNnkQjnvyq9zD1bTdOLGe3PYFXWCxaeK2tzo/uDu6GDdnSiOjIcv7G8zDDfLCENWBGnn82ve9+n18z5N/jWdm21ydD3hSnaGdF7yYjxkYX1k4tV4odt8Y/trGZ/jo0QPs5DM+fvwKDtsBnVXsNWNmUfWpBXecYQqLWiqa44IXujpxECuxzDvDlxY+BXahOODDx69OVOvOaQrVpVz8tKsoVMe09UzKTBnMLOPpw20Oj0YsypZ6mXMx22AxK3g23+TRtqHqtQgvnaZ1iolqWTpNjqVF8fq8wmIZhrvq3DVU0lJgeP/xI8mN75OrI5Ny1pUJ45YHYvRz0y1mdZEKe6ZFydLkgUm5CcDHt7wgbnOimaigpUFRYBkq4XeOvaaEdZI8iJh9iEzKXAzjrKa1moNuyOOH59DKslcPfQVkW/LxLeXX/SGQGie6Bo11Oa/Jj5haBXRocbzv8I2JOv2STEqbkasek+oXrAYAACAASURBVNIU7NVDOqeTrua/Gz5B4zQP5VexwAenb7kpJuXB6ElyVmpk3m7YIJnMcScGcZPmkqS6NTqVObuuS7N/v9XXulXADhd6OQSU84j61lmyQJbus0tU+KLB1xL4/19tK5dYNeuXFVXvn/snfrRYeNP/XYnXePRxjms/qXWkyrucVbmzH1TQosSBGHJcWPPmay3ZOTr0SHh3PnEyRXp9AX5smQrjdvaa8bsTd6/+3cynJ+3aZ4hamzgoxVBJr5cERY7fl+4tH6z4zIbCBTq0Wdte/D5yMb4fAz/jV9JhkBQA1XiuhG+VZw2Om4tZu3BhVaSVh+/CiKITRReOR7/gKQ/7ymX1v/2lUgrUhiBstEpaNO5P1ZF5x4O4WRPFT3/dz/I/fPqv0PxexeCKAVG8Y7zHPzu8n5/4hvfwPe/9DlTthXQ3rgqmLJg873sunu6G3J/Nebobsms2+PH7fpsMzev+xd9BjA96/mFPoWn7ScfwoqarxDMiy4Lf++r7ebo5y8Vmk7eNn+Dj81dyoTggF8N3bz3Lq9/7Taf3TkAqJpIulCcr2HxGWD59ltECTDlg1MJiOGC0gEVZ8cPnvvHU3o6HJ5c56irO5DNeqDcZ65pSrdzcaVfxj+/5XZbO8Asf/JrVITR95JzvmxAb+jmM4EIhVn6k0PUKD3eYw9XCrf3/D8q3sFUsOG7LVCBUZS2TrGZ3OWa7nPO9d7/f7z/GjE5g+MSEGVeRehZ0Leilx/w9m60weX/ffStXlwOqrKNQhlFe0zmPqq+7jHFRc1hXjPOGH3jgV/nn7/9aXO78fjvfu5HmaiGh4by6lkv9LQKpvyRi6n7gzZss2py/9eDvs6Xn/OwHvg7ViO/LiXYKcu6XX+uBvcs2KImJAx696VPewalMjdvJbosJotnOOfj61/Ejf2mbnSt7PPKBz/Kbz72W2YWHeM2vvZLquYJX/cRn+e2P/O88a0oeyBp+4fARvqR6nh949K8wqWp+5fDL+dT0PA9PLvMrT38pP/jBbbohfPrv/niiPsWCJYDvfPZr+cqNzzFUNc80Z3lNeZk9M+Z11UXeNHiKJ5u7eMvoST58/GqUOF793m/iiW/7yRt+ln63588d3cVXDT7HU+0WW3rOrpnwUL7Hp5pzPFzssmsG6zwI8UuHPRvbvTP+wnjOU+3ZNXZhpVre/OG/wWRQ88Q7rz+m1pk1OEu0J9pjZqFuAWCiWs5qzdyaJOTzuVaxdFla4ytZR84tXc6PvfgXeeKdP5kyHPGz2xN385iR0KKY24bD0CQ3DlmApev4XLuC2kyt50GsytgNB7YkitT82tEbefRdPxbS0C7t4ySHIrIijHMp4BuDrBZLKTkWy2fbDoXjI8tXcKnb5FPveHcKVMft9D24uN1PNo5hnwchjtdf99u41u5oc96kOQXNSEAp0IoLxQGjouXKBv7O7ECUYqg0W85rSWwG+bid0Zztcu7LfJ1mbgtPHArnqBa1homLJ/L58ohz2ZRKNSxdwbnsiGfbHY5MhVGKuS2Z2jbFHK6X6u5PCPGxdQac5Vx2xEQcZ/SMiWqxbhZ+P2YijiftIInttk5jlKIRnRgRjdMovCBvzMKk9xpFa9QaR7I/npgazMW75/3JYqIEZbt0tx8p3xpOqFQFOHI5S5un1KgOE8SKcpWxMHmCr1jn1i7IvsXeC+ucLzlXqwAs+H0euTwd46mtUvs3QCstUztAYZk7XwLtgS6hTiLwKCLqL9KyVsFDl34vyQJoRlAICs3U+glwagccm4ratSydSZNCzNp4Mudquwd2jFHLXjDz1tOdd2IQd+yO3bHTzd2JQdycxWNkDJjYARjUrAO01nWRUuRWpCKxoQDJ0TpNY7TnSlohOwGtXSs0Eu/O5tKF4hlfZNPazOf0IwfSqSS110em38iSS41P2+WhiCdFxcPrcT/gvYXK94LSOI0WH/yy+PoC69QKOyAWa1dMypNeTH8M12dlXjvuPhTFp4Z9oVSL9nFkp1LNQ+P8sV7/3Cp5Eav9+LRl6wzqGvBK8CxYrwfwHoujcT5g2KAD1Yq178Rcx2s5OYaT5ver0vFqgML5Mdwqhj5+f0AAV9y8fdEXSonIU8AUnyvonHNfISI7wHvxtNyngHc6566+5HYM5HOHGIszhivthGldUExhKR4cgrPUznJgCzZVy9RWzG3J/mJI5xSvHO5TaMNAN75NOASqIu8BPDMyrpd3mzH7ldeCvNJN2NJzhrpmqGpGoWR6ohe+9Re7HpDs2cn1ff+1PTNmZvc4sBWtNOyZEVuqYc+OOGcXjKRJlZkViqH4fS91TsTMD8WPpS+dV0mD1r7V+CRzsj+eVLZ94vWZdcydTrCSiXQMxTB3hgh+m6glS5dTYGjQFBgKZ2icZkMtKZyHwfTxbZ5cpXuA3B6LMpSVWyxTG1rmxfebtM5rfkb90ciijFzKAotVvtBLYRmoJuH8+zGIPuLOsqJwGVziV0ZGaX9C2ZCOXKyPrehVwVz/2K6erziYE7WkEvOyWJTRvqgniGBf75y70vv9+4Hfcs79kIh8f/j9+15qA2IgX1iv0el8NH/Z5AymMWUAOMfUOg7sgB3bcNgNmeUl03mJsUJ+xgvp5mLWwB0Wt+plIABVHezVI/a7cYKZbGezxHQYia+QHKk6sQSimV5l4Uk+ZYw/xJNpt5swdRn7ZoxVc8+gtMfsdWNm2QGVtDSy0p7wpdst04BA084yUrVvRBJ/2gOMVJPk5V7KTgPWAkxdxjwg7AFQMHKGmXVe/QYYiQtejyV3PuWpnCV3mqFqwa5K3k9OQmt7PcHxBJiHizMPcYS5M4zEJU6D34YLjV/+9QY/gaB8qXYsBde9Y08v7tSvqvTpVO81GGdZui6xLAGGyiP1KtVS2S5MaPna8YvxmzgJAkxkmVKvL8cckjpkb1f7sxjdtwDvCc/fA3zrn8E+7tgd+6Iwi9zUzxfK/rQehMNjtB3wU4Gye945dzH8/RJw/kYbsQXMz2jGeYZkGa8fPcunJ+e5fM9m4kOiNGe1Bg45pzPuK/Y5lx3xyjNX2SwXHJuSeVdw1A0wRvkshvN30YhXhxX6/uHJZV5TXqIS34X56uJF/u3sIU9GcjlXuxEay7QLPQux5//E3fDk+j9CYsHj1O/WBrjCSDomasl53fLa4jJ3a8NHuq21jMVS50yl5cVugg5xlVYHD6S3Np6qlq5TtJ1O2Yk4hr6HE9uy+69rUdytDcsejakSYVMVa5j8P24qWpelQqVYMWhRzKxPc07bKmUx+qnFvvuuQ6t4v7dkR/nTbhBlAlTBY7328yNbUYgJbdYnsPe25KAbcuxqctfD3ju1omlHMeNeFiMPTW9jKRlLGQSF/Ge91BQUGPa7MfvdiIVrWDrDMPXmhCyGW89ivGAm61TrW4XW/jkIUn61c+55EbkL+A0R+VT/j845J9fxg0XkO4HvBMg2tu/EIO7EIP5cxiBOVrPebvanmiCcc8+HxxdF5Jfw6j6XReSCc+6iiFzgOkjt4G38U4DqvvtdOxI/pQLn8yMmZcPlTcAEwrNzlKLYCifHRC0Zqppzo2M2iiVHXcWiyznqKtpWe5Vts6qD6N9lAe4pD7k7O/QXYp5zLjvik4v7gqxcxqHxUvTTtkKJr5A8qYsBpMnntFqEc/qIiRLOuAXDkMGYKOGcnjJRwoEdrvElGuWbmw7MMEwQ/g57aAZrwjm15HStps51ajCL1r9g+t5F3yZKyEOXKMBQZE1UCODAVJ7l0KuDaF2WGrBalzHrinSxxVoTy2pC9hxOv/aPsoRt784c4wglOQemSmXMM1smBkPSxbBDcumY2ZJj44VtclZZjKi9ASSmRITctM5SxToIycnQZLI6Fw5sjhLrdTG6IXPXeFBOrw6ixaTtRjswG2s9IP1Y1c3ZF3GhlIiMAOWcm4bn3wj8A+CXgf8G+KHw+G9uuK0WBvsW6gbXNHx6fjd7syHVi1Cfi2yIln1jeN6MKeWYi+2WL2462GJc1bz1riO0WAa69eBX52t4fdGLd6c3ZZBc3cdnd3E+P0SJ45n6DLkYJnrJhlow0QuGapMz+jg1XkVbnfyy1nXZryaMJ95T7TkeyA94vttgpGr2zJhK9niqPctELrKl5inwaFFMlPcqWp2li+GMPmZfjdeO10QvEeUpR/3Joc+TAA+gOc3D2TVC7bLUiDWRFk3NzFlG4SLd0jZ5EJGDEPkOsTOz0u01FxvoNKaTadf4+xWzwABbylKSc2iXnNE+EGqdJMaGSunhlX7FSBrGQdu076EAawVx/sTyD1bsmrexcM3a+3e09wLG2gvxDqVI/+M/h6xVUkaLtPSTfSC3Yl/MHsR54JfEZwcy4P9yzr1PRD4C/CsR+VvA08A7b7QhAR/N0BqUdw+d8+I3Tvt6CNFhjdurB7AorPWR4FwMmfLrVaUcTgmo6+lOWjrnFaJyukQYivzEnPAoXWq8ciqc8NcXIbrG2tCd2aKTIpUJJGOLkEvXa40mudQquNdFcF9PVuhpbCBgX+vRrL3vOn+L+qMxrmFFMOFeHO+QsZHZN0L5CcJrWNJD2L30/q9np9Ub6tCYpsXRsBKiWdWQeKp0E5Ywp9V3nPSWVpPHibhR9LKShqjfTxH2cfJ/kvhPb7sQmtfWWsxvMQbBF3EMIoiEftkpr+/hxTlu2rbPTrn4jpqNP8qRIudH7/kA7x5e4sqDE37pvV/D8LKDvGCkhLdXNYdW+OrRZwD4ta/8KSoR3vr+70Hmmker+yguZ2xdNrQDxe8vc84HjNpvNhvcnR2wZ8a854FfT+60cc+iRfHgb34HWdEhAqYLnsEsA+cbr37u6K41aO2eGbPbear1w+VF9syYc/qIp9pztE7z3VvPcmyFh/M5FkdeHXFs4Y3FVY6t8M4/+PaEkvfQWp+67DqV9DKy3NA2GdbIWlozf3LAtBzzjx54KIFzNd5NBo9+f6Y+w6vKXfIArY19FN82eSp0RUbMmrBrHCMlTAPU4Nv/8G8mXQxrFUpZuk4j4gL2XljsDvlfh7vMbcFmNqcNoNg+PDbqYux3K2jtd25/DIBnO8uu1dyvXdqfCDSNJstWuhha+307J3StppvmHL2pSiRt37W6CigXqqOzmtr6XpKFyTlXeF2MLx0+z5tLL2E5D5PyX/+j7/C/zypMo3jykXMctAPOl14DZb8ZrUFrY/n9//vUayiKLhWsKWWBf3jzJ767/aG1t0Ul5UE74PwLFbQdru34XLfk+XqbDzz/EO3E0c4Euo7tQKG+S494DNjRc/7t4n4mesG5uw85OBqyOVlwpduiHWq6AbyhmCY02ES9wERparfg063mlZlnIHo0fcGr7rnCdjmnUMajzvOapw89On759Fm+avA5JvGkFWFm95gGUMrd2jCze0yU8EB+QOsUx1YYqwrjbIrgj5Wv9R+rirfc+0wSYemcotItudiEje+sYpzXXFmOMUEzAjy27rGDV+Aqy9ePH2MSIulanJf5w7dj71ZDzqk5EbjaoqjEMFajteNfSk4ZMhgm8CS+6t7P0Vl/t44B0tr6is6Bbumc4iPqFfynk0963J40ySuZhdhJ1A3ROKa2YqI8hfou7fe/qVrucQuGMuBr7nsyjee4K7zrLi7I4dmkkbowOZ/eP8c373yckTSh6tSmRi7wiL0YJ8mlY2kLtvQMjePB/IjzusSj61oUiq+990mUWD47Pce8LfjPtz7BzJZsBVr4gRkxUnUIfarEAPXHokmeWKbMLfRyhibYOxPEja3SHWZsfZDSOXaUV2V6aOcKn5idJVu4kMVYoeCgYuk0DxYvMpKOq4cjuuOcq07Qxxpd+2XGZaPYUb578LluwI5eMrcZ9wTFK4tjRymGquDy0YSjoiLThuNlSZF1HB75k3m0gKfaLc6EkyYXy4Gt2DcxPnCFA1txxi14vtugRfNwPl+LScRJIsOnQp84PJvEW41V5NqQK8u89Z6Nc0KRdRwvS4+9j8paQDZTmE54srmLraCGlUuXhH9Hqub5dptlvrcWYBypmldl16Lujm3tdTPDAuCzR+dWSP4wQXTWr7Zz5WMF86OKx5u7A36vxoYS7Ijli3qauRh2uwk72TGty3hj4bPgx65lah07qubTh3el8Sy7jFzZtQmx7vyp2hjN4dGIx5b3hgknS1mPuN94p2+dRomltnkqhMulo5IFCl+wpYBPH92FwnFpOqFpMz5VX+DYVJwNKmqRWB7BtbG8+vHDc5S6S3UKtx6L+CIOUn4+zURoS+GXGBbv/h41VVLJIotwUcEL63QUWA7swHchDhrmRijLlkVZYnPBFDBRhkoUSoSJarzKtvJamZ6woBJubFg2TMp6xUtUlkUZEHPlgC09ZxKi1hpHKw1W+YtzJB2tNAzFeD4iyi8rTqQhY52EFpW0KsF7EKXuyJRFh7u4dcIgC/vveRBKHMeFw5Y2jCloc/ZiFT7oukgCs0uXU4UlRl/KPo4pYuzjOb5ZLOiConjnFJlYlsHbqXTnXys7T6u2BRO16JGtYzq2TXEWkwlbah4YlVHV27AU34K9GfRF/XEvKPQKApMpw1KHmgSTcVRWbOpF2HeOjn01JmaUPFrPTxCOWjq29JxcOkbSUkpMLfsqyO1A+T5uCxbKH9OoewIeW7fuQfjjMC5qhlnTg//eahYjJe5uW7stJohCGShXB3comlK1XBgc8blWUJ2DkL8eiE+tQUGDYkfPGUnHclFglxm1AlUrVOdQHRzYDKU6tIM9OwYWTG3BubxOabYhBVoUxwtftq3EA2aVstRLf2KOWtg1E6yLHoRhz4ySbP1ELdkLd+89M/bubXV0TTt2v2BobzFMgjDGCrn2k8OyzZLs3SLPmdUFxihUrxZDNwKiuNRt0ugYbbfJg6ik5XK7ldS5l7bwzAlX0LrZNUG3uWupsCxDlubKYpzWx9GDiGPNAxG7qzN2uw1mtmSpvfZn47IknFMmD6Jj34xps4yZLandPgBTa5hazVBarizGaT+LNifTXi4xeiy18TGIptPUi5yLzRZ1lrMMF2slHYeh6KxULa3NqF2GwlHbjKXLqKTjjD7mvD0EfAxCAS/OJ4g4jhYVTZPxQrPNsSlTnciVduJFgFSX4iwAV+YjBnmxJih0q3ZniXETtjA5w2mG0wpEsW87Drshj109Tzd0dEMBJanybqwqNIaRdHyqOc9ELTizdcxBNmBjtGR3mtMONN1AuEcbJsq7ng9wzEQUM7XgklEo8dV4x65lUxXcu33IZrEgU9ZrcWjDxWwD6zwJ6qF8L8UgALZUw9R6/Pp53bKlGiZKqGQPg3Bs/Vj7k0L/8bVbu2sxiEJ5XctpVya03jBr2a+H13gQn5qMcZXh4eIik6AXqnDMtQ+i5mLZ0jPO6VliW1onIdYwpG8a2FSV9yTCBPH67UupWzOyGGNwrlQdrVPM6oKHi4u+oEvVvgMWtVpiSBsKnQwzdzUVXw2kCCnilkoaNlXF67dXENppW3lvKqQ9S91x3PnvfmlynpAzvGHwXNLaiPuK8J1cukDZXtG+oxTBA9khO9qPbxI+65dsX0LheCrf4bgpecPgWaZ2wLlwLPezsS/kEl8oFrf71M4ZRrpZW2L8zi2c987dmSBuyoa6ga3GC+go4bwuOZtPedPZ5/ng4jx64RARFq5hIAXHdgnkTG3Bw8VlhmK4cjDGzHL2mgw91WRLnx59rsvY0TUKeLzd5JyecWCHfFmxYCxlojTnonluf4srxSjJv4nAYlbgnDBawKeac5wJegwax54dsRfUvV9bXPYVknrKU+1ZrFO8sbiaCpn6gcpcfIHTn+yfp01ZDEUWFK3bTqe7d5kZ5nV+jQeRTRWmER6t702usPcggvSetDzb7vDKKL1n8+QqP5hfXUvddRgObcNQNPNw0Xxy/4KX3XM+jayVpQlZjDwI1k6vDvlEfT9zW6QApEGteRAxdXxoBuzoGXNb8kj+JygRDq1h1xTcny355P6FNAkum5w8M17izwmZsjTBg6g7zfHRgI/NHmA7n60J9h52K9lB41Sa0GqbsZ3PvWeBppQrWGAZjvEn9u4B4GA+oKkzPn7+Aa52Qy4U3tO40o4Z61UWI3oQn9i9wCDvVg1mLwt7f2eCuKHNuoLhXoGELMYLXc2LzQYfffF+H4MoBdd1ax6EwbKlah5t7mZDLTm7dcy+GrI5XnLlOMcUGlvAfVnHULyitOWQiSjOqWOe6zT3ZTXaCVPbsaNL7ts5YLNYpCzGIGt5NveU50VZ8XCxu5bFOGcXzLIDwGcxztkFEyVM5CIWWcti9Ds9Y7D19TuXr+tBgM9inOZBZMry2KURrjI8Uj3LKKpUi01ZjFwsd2eHnNfHoa/Dcy4qMZSynsXQKM4ov9wahDqPN+xcTFmMGIM4mcX4aJPzxvJZGnzxVBvKt+NdPRcPofW0poottWDpMrb1ahKbSMuGGvBlZ15I0nZHbZXEdcB7LJFGvjA5j+uzvG382SRUFHs2Ip2rCHUa8W9Ll7OlvAzjg9kh53SkePkY1JefeX4ti/EVoydTkRr4LEalmrXsCMDFc5uMsnoNu/+hWzz3Yyr5drXbYoLQz8Dr/uGneeZvv57JMxf4i7/x2sSh/Pr3Pc5vPvdaXnCv4++/uLvGnXzV9j6f+8VX0w3hN7/rf1vxKh94hP/zwluYVDW/tzzPpXYTg+Kh4hIHdojG8d//yrvQF+YUhWF2WLGxPedDX/Ge1DMwtw2lZDzaNuRYfvjcN7JrBjx5CkMS4CPdFiNpOLBDtpQPiL3zD76dt9z7DE8cnmWrWrC3GPLarV3+ZP88r9+5zM++4neve0z6zVVXzGytzDcXxS/d/Up29DEFNilyN+g0niNbMlFLLptxKtEuMBxQ8SOX387VZpjuXmfKGQ8OrrDfjdgJNRU/dd+NT/UnLhwztTlDaWnD8iDHpSXPMt5tneJufcwySPF93+VH0FjuLa8yUQsuttv8H/d+OJWG94O78ThErijA4f0NuzbrIfiUL1jqqW3FAGeLIsdSO83M5TzWnuX/OT6PQdjRPqvyo/d8yBc/XfCiSc92/v1xgrpH+2zGSez9X77/g5yE5Lz7hkdtZQ65s8S4KRMBrWg2nGdT9jiUfT7lSe5kYzXRqzvJq4ysyiPjm7oMwtQOmJqBLxBy4KzCWgupGlOvpSTBA1NzHOfLI6bXYUgCTM0AoxRHpkr9A8YoapPRWkXdZbRG+9/D66dZPy26Vqrc0+YEOJcdsaXmHLmSpV0J57RhPEuXY0VxYIdJmzPHYFGe6WhWmYyF8fzJ2mYrceLg7fS7Q+OFG8c4UcLzpgzoNJVKsuOE1BfvjWOa2gELk6PEpX0trWdbRnk941yaKOLF53s8vJDwUGkOusoj8llpc/YtjiGWiy9dzswVTM2AuS1S5WzrNB1+3wPxqufTOG63qujsw3ujLYOWaFQfi8yRW7HbPIlxm0wQd+yO/Xm0O0HKmzTnPIsyHqsTHMrIpzzJnTRWJZ0LWOdVRlZlZDpGGrPBk4fEePfOWu+xWCvX1PKv38HXi2T6DMmTv/tcuV9fdk5hrAqP/ncbfn8pu1GPQ+xdWEZ2JCsKNnh2oxHx/MjYxBSZjlavBIiAzvqlQGc1bY8zaU70nZzWGRrX37G60H9xkZUZGI89rmRkSioXGKDSrXMdWVGwV+NY6ZLG79c6RSO+vNwgNOj1bsrYZ+IURvx7/Dmg0rhs+Imt31pUYFeEPpU0DItJHMxec9yJrhL7cooabnMX4jaZIABjyKdCPrfQY0D02RCl6taYD7k2iftwkhURORHDwHaIatyx/JbQ7KSUA+X7C2rXpQ7I6GIvnQYx7Dbj6/IbAJbasxsapZPitdbOl0/rwE7QNqh9+8fT7LoNVn0ICyt173N6ukr19STrisBYME6lhrDoJpe6ozBdurhL3TFUDQuVJ3Xv6+Hq+mOcWcdQRfVsnfZREN37jIoWjWUkbfrMA9Ws1L31gkMzSPuLS4sVTk7IhCRao0WY2oatUBymxFG5LiHqVscoFGs5z3pYui4Vkg11nao/W+eLxOIyo3WGibLYNXVvu8Lz9badSxayQS9P3RvueBA3aQ7nHPk0sCkhcSj7fMpc1rmTRY+KdJJXGVmVlbRB3doHFZdSUIUgmijnJwjxJ1qLZxZoAo3JZbThItqrR9dlSAJMxTMs2xDRV+JTlrlYcmVThWSpOkRc0vQ8jXHZ17bwqVE/xpXInWO3m2Cc8EB2dRWsI/AiAeWsr+4MF3BsnW7xmqKFNtiwn0J15EFntDyhcflSNnUZI/GiM62sd2D6MThy53sxhqpDOe+FxQxFZIDGfaZJ6ZRj0qdhz53fXtxfg6/ePNlNqYA2BE5T0FLpJJlXqRbd41nWrqN2HSOxmJ4X47kT69sFyIil3avJ7VbtTiXlzZgIkmXM73HopQZnEmbu9aOLCT93Eis3a0sfpHRcg6OLKLp9M+ZqN8I4xYvZxKtdmxCYDHl9jNB2OtVFAIxVGQJxLTmOhye+zuE0RBzAi92Epc45MENa7dNrXaeYdiXzNk8VktOupO10SmWehrA7CX/NRciD+xvt4dLzJC6Fqs04psqu1L1HqubAjIhK4xH+Mm0rjttyVSIslsNuyFE3SNu/Hmymz7y4WxseayZp33Ef8UJtYrBPLBO3ZGl9kPKgG6JwKzhPN1wLUoL/TmOQ0gTBnYiO21EZH62HqQfDl2+btSVGPzCaS+eDlLZkagfsd+Pk8bROM7fPYbGMVUXuNI+1kno8/LZOr5A8F7yt9hYQAH1zIVB+O9vtMUFYh6trspmQLa3X0jRAXXO1GzFrCrKlV9SOugWxTVqMQ3VC7SxTm7OpOqa24rgtrqE+J7dTtYjxQrrWCoR4RCRen7bEOIpsyrgt8bSj1cXnUgQiF+/ynvzyXVj3x8Ka6xGyrzk8+CVGSnOiOLI+4hGLgvw2JC0nN84e5gAAIABJREFULH65Eb2lSGfynsiqhNq/d/3xpJ0E4URbOpcu0mixcjI+j5mAAoMVRaWadDf3vMkujSOCWfqsB4U//tYJXmNEM7dtag5TPc+ln2Hov5Y8C0WaTGOruxLrJyWnEl8zD8yLvmLW6UsMHWT9Tj1sN2V3PIibseBBtGNHNxCcWB9byDPOZseMiobj4ap3Prr9nVM4EZyCMtztI45us1yyUSxpQtOOcYql8/0CM1uuRFid+JiHWyHQYOU2RgXuM/ksdUSCvwD7qbCY0lu6gpkt04XaWZUmBrcWGLw2lem3605ykVBcm+bcUnO29JwDM0wxCItiFv7eugxlbRpLC6nZyDpJ4wI/UfhjtArC+ncGCpOz6dFzJf3zoUiS54swnNyZlGrtHy+tXLqLx+9vaXNKlYfGNhu8FrdGcIoeRETIAZSSMbWVv1AdQVRnXU29n2rNQyXp3JXMQorTxyBCcVeUBJQC44SlU2uB0zxMeCfTnK1bro3rZdmdCeLmrTgS8pkF7bxIkQiX2w0fpDyEjWzJIGvZyJbkuWGQtTjtBY1OBil3Z2Nqk7GlfTmuQVJ/fy4dLnPozHogS+bIc3NqkLJFoXG8UG/yF8briLh+kLLVGUPxz8/oYzSOLDeM85oi6xhkLYs8Z5i1lJlhmLWneg3XCw6ePAl3jW8p7wcpbS9IGfsjgGuClKOsobMq3SFHWcOmXtBZxWbmg38RprNCtV47xql1qfPxekHKmF0YScvStSgsY12jxLGZ+UnuWFehU1edUih1epDyjFr1pbROXTdIGYuoltJQhf1vZnNap9nU8xSk1IHh2TrDVmhnX33e6wcpS1YszFu3O4VSN2cCaE2z4dj9j0A6her8a0PV8M2v+CT/cvJ1XGnGHNUVl4sJdZ1xsBx4SXfj3V2DMHeObxj9Cf+6+HImec1zzRmutON0Jzk2lQ8gtr4b0TqBVlEvc45dS+06f1cAjk3L6/MKyBnrmqfas2uFUkPVUAV+4r4ZM1QNh2bAvvKCPG2TcWU55njp/2dWF+zXQ+Z1zn495IqZXXMoWufIRbCsgmFn9XpptOkV8DzVnl0rlIqR+qXNqVTL1FRpGRLd6r16xLSHmbcII73FUVeyCMVLF7vjVLTUt/iaV+VWPNWeDePOMM4vcVKRks1pXeZjEKFR68AMuVxvpPdc1SP2mjEXu2OWzksCGgdVuG5iyPS89qDa1vmJ6TPtXb1JQF+L5Qvbj97F0sYYRMXz9baPPWReFPl582laB5tKaJ3jyfZulgFkC6sJtn8MAXK57IOkaYn3hU1zishfAn4UP5//tHPuh055zzuB/zns+Y+cc+96qW3eHhOEc7iuAwXSCXShtqFpyVXHcVviMpeqEn0dhFdP8m3dgsJzFHP8XaPUHYXuEiLM4O+YrdPkhHS9FZwRxHjXP0dQ4ushIhE5aj6UKnYIrmhC1glW1PrvvfoGa3ythg0NT8aotUcd9pfeH7IVMSCpgqbESdOiguJWy54b9+ogslUdBKtxRH6BxtK4jM6qNC7wy5021EeYtXgAEB7jhKUJXEqEKngkfTOsFMB8D0h8XdIYOqdQveVWm9b6/szOpVcL4Vy6P2v80qOKF2yo3Dz5/EbmtU5lBZUJny0XlbZxMp5xmuXhvcVNvPdU+zwWSomIxld6fwPwHPAREfll59xjvfc8BPwA8B87564GuYqXtNtjgkCQuMbWQNS10Cqs+xxiPStAiwsoMpcKqOI56guhSA1Gni/gU4xYAhB2FbBCHKLAKocQYKbphHYY5xjG1CMxs+DfYImSbv0A3XqgLMrjxR+l1h/7+4u2FpB8ifM9CuhqvLCNH5tNdzHdD4Cy/jweu/6443E97S5o1x7jBblK/amQHTm5r775FGt4/8nlgKyO6er94XNeMxbbmzCuXVLcjGksiPcG+ksJ6xztLWwnTprmOsHdm7LPnwfxFuCzgRWLiPxLvMrdY733/G3g3VEr1zl3qiRF327vHMsdu2Nf7Obk5n5ubPcCz/Z+fy681rfXAq8Vkd8XkQ+HJclL2u3hQTiLaxqyueAETBlKreuGqanYbcboZQyyea/AhdZgsT4G0TofFLM0HNiKZZdxrMpVflz59uK58lWDYnyPmHMgVnowFkkBK89HaMjRTDu/lu8H4yppGIU04lR5+EktORO9THfSTPnkYVKb6rVs5yeClLrXLZj35u7TUowzW3i+YhDSBTCyClJqZVOQ0m/bokK2QYnz9KNIYxZHFmIHWXDf8xPLn/4YY7q1caGSUvpiOTat041rU8p3pOrk1WTK06LK8F1k4rGA0WWPSy8b4jEtDoUilyhj0LGhlqvjE5vEegHk+LwSFZD5XfLuMmV9EVeQSCgkNpkJyjmGUlP1FcoCgKYvoAxegMiLBv17yWKcFZGP9n7/p0F86lYsAx4Cvg64D/gdEXnEOXfwUv/whTelkKrkXe/4AD/3ybcx+OMhg12HVBU/eO4PeffBqzn3V4/55x97KzLXPF+dobic8fzligv7lnahGCnhKzLDofVxgH/xJT9PJcJX//53YY3GGiEvO6zx6b3xJUHPS2zp0AvB7A3Zfbtw2YzYM2O+pLjEh9sdKmkpxPCP7/ld3vzhv3Eqph6g6xRaO7pWI6GEO39ywGMHryCbKY4Lh26ET03GZFPFY5dG/NLdrzwVo/9weZEjW7Gl5uyaDcBDaKMbP7MFf33DC6o/8gfvSkwB1wPbdp1GKYcxQpbZBJwRcSx2h6hapRuTKyx/XN0LncKLmsK9X3nAdjbj2FSp67FULRO14Eq3waae822Tp3jnx7814PFWePxo1iqMEX8RFh3GKJo6p5vmPt5UGB+gtsLdxRFXu2FC5Y+1B9DMTemBNHrJ1XbIdj7nO7c/xt/7w3eQZcYDbYwiy0zCz8clXfybUs73xQQ5AdMqnBV0YXEW5m8omHUlf/Ps7zIUx/d+8r+ibTO07i0fA7wmbhfgP3nFZ7BOmHWrgC/83M2f9zHNfnN2xTn3FS/x9+eB+3u/3xde69tzwB8451rgcyLyGfyE8ZHrbfT2mCAQ0Jqr7RDbKmwBpvBiObHdd78doQedZ0YOOkyZYSuLyRWm8BzLDM1QdMCPaYwYRoOGpvNBzUHZ0AYykSkH2NL5/RgwJUyUpXaL0Lfh4aVFEI9ZOsNkUJ9KgAJoO02mLXWu/XpeWablGFdZTCfY0q97XWUwjeAqw44+ZitAbyMx2ThJiltbek6L9mXB0qaaglicBbAxWKZ1tLEqeShNp9HK0RlFnhk6o9BxgqhKr0Uc4wCFJa+6NWrV2WzqP38Qk2mdTkLHFhUgsHpt/53Ra1xGYxWd8ZNGJC/NtOW4U4hy5EUXjqVwNp+ixSYK1UQtaF3GUDWJWKVwTPSSHGE8qCm092Vaoym0SQFWJS6VubRhTMZ6sePOKtpMY42iKP1nPptPvRaraqnEsVHV1Jkh06sISORjxu0CbGf+u4tl8+qU+M2N7PNYKPUR4CEReRV+YvirwMkMxb8G/mvgZ0XkLH7J8SQvYbfFBNFOMuZvezWfescuD+8/wfn3WT70zANcmT/Iw7/2XZTPFzz444/zqx99N0+2OzyU7/GzV9/OGwbP8T9ufguDQcOP7L2ZR6cX+NLJRf7N049gfusM3Qj+v+/+0SQWu60G1K5Di/Bf7nwzb9v5HKVqeXpxltcNL/Hrs9dwb+4hJh+YP8g92VXef/wIWiy/8MGv4Yl3/mRypWG9ZqFPi4oFV//ogYf4+vFjCU1/qdvk4eIij9b38kj1LAWWI+fvPkvnaxoeyK5yyYypVMuBGSaE3Z4bp2VLpVoe+YN3sTFY8vtv/MXrHteTyuPRPlY3TG2VgmtbasE9umHqJBGzpk5YOp0mLl/roGhQvDrfo3WK//aFr73l/deu5emuQePlBnJRTG3H1K2yEDOXhSWDD5rmOA5t7vUxXMY/2f9KPvTl713rXTmpYN7ff7RIMT+0fnlSicbg2DcGLfDh5b3sd2N+742/uAYbPrnEi9t9oltQ9YO9wA9f92hcxz5PE4RzrhORvwv8Oj7G+zPOuUdF5B8AH3XO/XL42zeKyGP4+O9/F4Surmu3xQThNHQDlaC1O/mUsuhoxj33SwlDcWypOaV4fcqhqhkMGsZVvZa6SqmjUB1ZyUorMuoxbhULNvWCoao5zIdsBl5i7B9oXJYqL9eLZtZJR2l4sc28V1K0nc2YSJvQ9I3WTFTDViBxT22xVsMQ4Sq+pkCFykwPc7GolK3A+rvujXiGfd3Kvg2lA7VME8RQOipRGGxae+9adc0EsXQ+XRwLo9qTKc4TF2ocA70L12eGXEhnekhPJZZdu0oxzm3srfCThMGGfRvmtqS1OpXF9/cRJfHi/vrAGYXfdyaSJoZcfNv50rl03P2xj1WdK2Zn/0K2aZwZ9BoGX5bK9+exUMo596vAr5547X/qPXfA3ws/N2W3xQRxx+7Yn0tzK5bJ7Wq3zQThBKQzOLfK0ztNgsdgeutBYpONTbn7BDwJPQXKrpbYsBLxTUrQylCqNjQMGQoxHKY7iM9WWJQvSZbQPNazk257//dVN6ZdibqI8ePFhX16iMoacCYI/Xo5OQl9ExFAk6UlhhGVaNMvZX1F7b4VYmmx6B6NWYlCuxU2LRV9xWIosanYzIgHtMQiqeg5nLavOIaV+y9o+o1ZKmQsJAFaDOLdSjEJZNuwguGcBMycZn3vYfW9+LEo50u/FOHz4WtwInTXnuIJRG/s5N/WtDVv2Rm46RTmF8xuiwlCLEFez4F17Dcjlk3OeNb7MpyjdnBkK5ZuwbGpmNmSxXJFUFbhYo+H3AkBBGIBS+mytA69Wg+52o0oVcvVbsiBGYYA2UpwtpLWcxyw6Xu8Xgem6TUyxdP30AyZ2yyJ2RyYEXN9xEF4vZI2NTYpbAgCtlTWZ05mrPQtVa8IqpLWF1zdICh2vQ7Rqc2ZuXxVbWmhVp0vdQ6fLxcwGHKxvpo08BZadKpkzAMA5qUmy9PiEEsHOEepTeAwWMpekZaVNu1P4SjEBnaEwUpLqbq1xrrYRNZfyuB8s5n/eCuVb+NsAuCqoGleiT8S8VjnvSWp335/0l99plIMlfTPh5f8Ok63O81ad+yO3bHr2p0J4iZMwGV4de+uo9QWpSw2ByIbou18v4X4iLO/sxjy3FDmXSI11zajM4rCrMWPfAFU7HFAqLLWy6lJl3LvsXXaE559gDDKy6suMhNCwdN1/Mn+66VqKYNWZ/RI8nA3zMVyZMvUiWmconAG5TwAxbM0szQeg1pRlpWl6zRNd2NX+zTLxVKxYkHm4hc6/rh6a50KsnZd6F8xLMMSLHeeEr0w+anb73sNJzMNseAJfEGUDxS21E6TE/mSnvAUuZu2p7XRoJMgTt+bO/n8et+TDjqt0RQ+GJsHXY06ELb727Q4bA/JH62N44yp7pdzsd+ZIG5s0kFx4CcHZwzPzHZYzgu2r6y+dGcM+7bg+W6bLbVgr/WqVvPDAU2dU97jhW9L1a0pUC1dx9RZlIOhGOauoZKM56ZbPDfcRmN5dr7NRC+5Kz/yGDlVp6KgUnVpiRHbgaPl6OSO1q4jxytnxZbxZ+oz7FZDnm+3megFl9sttvSMZ9sd7s4OmahlavYyIgxVzUi61IilrK+GrE5g4IaqRimHVu6ai+E0QhWsp/52zYiZKxI8ZenmVHLE1OaYsK+h6sB6N9qK5zTkYmldxzBURxaqO7XK87SlTf+1fRubx3yD3qH1CLlKHMZ5Bke0IkxerdSUYijw3/GNob6nPA/Zian132FcHgzFQ19GgVF5suX+1G3h08PqxGu3ZLdWKPUFsdtigrAZ1Ns5ZZjZHxjt89Roh/ldFWJtivTuqIZ7s6uc1S1n8hlnsmPG23NGZcOxKam7zIuuGkXuHDihkgwrvow2F80Qr33wislVXlXupnX8K4orXOk2OFA+XnBsKg7MiFlXkimPwIvK4nDtxRgFd/qvv6rc5Zyas8z3GAVtx3N6xiuLK5zXx1w24yT+G0nLbcDEVapJreVTs06zAjBG6Mx64PWl8HXRtCjO62Nqp/2dGphIy6YScmmZhPc/3nkPqnAmpTkbfBC4lcbDX0IF4fXqBPqv9esKzqkOA0yUV2zfVIYnu8LHGJwkQV5PpPIT04EdUEmbPJf+RH1a8BAi9MYX22UBfpOLZkuF7aPQIrxgDNo5juyAqa0SWSqmrGPc6qTtmzx4Xy/fDXg5HeL/Pu22mCAQP0kwqFDLioE+8grSmeByi801MqjIhQAc9WRiX1/vyJRloFsGWQhgZeF/M1+X4IN8q4vJOEup/f8WYYlRBBhuJS05qwxHqXzAzGUr0vJpdjr8xfccxExJLh05NiyTXOjn8HfsBs8t8NBXvzYqQnalUu1aFgMgy6zXr7zBnfQ081kMRZEuZM96zJ1J7ncR+iZVwNj7R50wbgp/zE/WPfStP1HESSxmFooeNSoXlSAzSpzPXLCC0KZ9BsEjL2ewuoBPZhj6z1fCOzGrodOkkYvGYnvB0BX52tdMrH+e0yai/uTwheZB/FnYbTFBiAPdOmhaXNMyMyVNp6kat4pBNG1oyMppWTA3Ja3z8QavlaFogt6DMQodQDIxixE9hXgyLYyPM1gR5rZg6fLQLh7TfL02b+c5mUCvKUmuuWtey2zMA8YtxhIKWlQAqcTtr5+FfcZiXFiYEwVJGt9bET2I69n1Jo9lKHJKMQjnVata+gBWFdS4XLisHJoIogv9HgmUcvp+Tk97eki8cQ4rfst+nyoVZfXhL9eQqmPDVW+q7jMsT+4rXtQxiwEkAlTfC9HiklYGrFfJnuY9+LG49L8v1+54EDdjLvwoBeL7EZwLE4OEH+UpS/0LygQRGmO9AnSmQg2FctDjRJxmHpKi03PjVKqHiDDVWL/guRMvHZw8zaxTtKhU42AI0Npw8RWYxDv06H1/N9MS5Xdsqvc4CYaNMYiXY3EijMcyPcZmA/zJn+M9GoJn45+H+AOG7DpVPjeKQcT/MuGuvmJrrDyG+BhfL/DxhxbbuzDXy6v7nsytfE8qfLb0ffe0OYAUoDy5XR1SsKvtvAy7E4O4sTkFphDINJJnbGRHlHlHNxAPj1FAllEKjKQhxy8xKtVQ5B2DPOa1/YkjUXhHTl9iAEzymrFeUkjHRrZkpGrmXZliASZkEVI5c4y838LdcqhqqpDFGKqakStSVqMSL6QbC6Xi3aslkLuFVCgFrC0xWpeljsWXstO8GiCpgUe3vhJDLio9wqpQqpGVOlUsjmrErNS6TtnPySVHn4pt8dQvLUIe3P1SPNynDdtYhl6M0wql4nfyUqXWJ3U9Ca/GJUYefKG4xLAITShIi4VS/VLrMIVdm8Vw6k+3xIg3xtvYbosJQm+0XH6bsPlHGWjN3znzuyhxfOA/ey3ZY2fIpyBZxn3ZmAvaomXMVw0fZ6IafuD172NLz/lfPvtN7B8PuTwfM31xzNmZQ5xwZJcMlQeiPtcdM1GauTV8793v5x7t197T4ZNsqoL/4jNfxU45J1OG/XpEpVuem24BkB8pnmiPmajVjD+zjmkIqN2tDTPrmChh1wgW4dsmTzFWI16VNeSS07oZuQx5ML9KKSN+5PLbU6qws9pj8lTHtK2wwdsYZQ179Yiu16mpQsv2oir5WN343gp8bGFqY+GYz1ac18cUYlmGKsGRdLw6H5/4BkqMs2xmq7vwT195u4fBiqO1mlyZNNaBbmmt5qOX7uff3eWrTkdS04QJbeaKMAYTumF9c9iWWjBzOW8rh2hR1K7l2NZsqIqf2XtrmgyPujLEN/znLVSXAqKzruCzB2f59cmn2VDL1OFaiFntN4gUL12OwqeNt9QcLZYHs0PuywbYwPwA+Gd7XwPAU8dnmLZlarc/E9TCD8wWI1UTqeBxn//3/psYZXW6ifil0b+6tZP/zgRxYwuyBEjdYJs2VaQN8pajGnTt4TFpzejinaQNd+mW6bKkXubMMoM0Ct04bAZLZ1EhBVk7KMJaOxebyM15yHBEkGuhDUd1RZtpZrU/6XTtuwyVjToYMHeaebggl6pj7jS5M9QBAR/vqSeVl6I3c7UZJpVt64TCeMWr49aPo7O+1HvalGut3FpZVK2wAlNbQYCntFhmUYaPjpkrqJ0nc7dhiXM9i3fkLix5DtpBijF4SI+jMf5zLHROZxWLOmceajmMUknhO2ZfKmmx4l87slUA1migTQ1RLY4Ow36zAvPOu5zGZununCnDvCtQ4lianEXj9wskKO7S2fRa1LFog9e1dLkPQtPR9iaG2nUoEfabIVoch03Fos05sl4RPgaQZ7bwS0IxNE6n9PC0K9c0Vl9ONuNODOImLGYJXJ4hWUaOb2nOtUlYe4p4MXv5+X6kP2YzJLAlEXBKUgxCIyEmHwONK+CoFkk9CdH6gjIREOIUa/0CwNo6Pv5uId1J9XXW6Ml1XeMhSgDf2iSs63oQ3LXOTRtgL+LWxqBDfMN/Rn8iNyFbEfsMCk4f00nri/uuHuNY/BhFVsfABkZmLPDyx9ZnHfxxidBgT/2KxyBSs63zXpfCeXFf67NT1nnKUxxP1BOJYsmeoaEpZKXuFclZ8TM3PX2O1qm1pYd1Lnyu/mshkBzSoa3LKJyhCX+L/RedVRi1+o5uBnR7jd3mE8QN4yoi8jMi8qKIfLL32o6I/IaIPB4et8PrIiI/JiKfFZFPiMib/ywHf8fu2H/IJqGb82Z+vlB2Mx7EzwE/Dvx877XvB37LOfdDIvL94ffvA/4yHmH1EPBW4CfC40uasYJqxGcxlLB0XlPhaFnhMl8jIWEZsAqI+Wj2gfGFRqOyoW4zhmXDUW6xmcJlEpiEPhg2lI5SPGlq3+pQ/ahYOkvpDJOiTjEIgEq3TAvvth7mMFEto14MYiJdmmIrESbSMRRhIi1WhNYJpeSpSCg2cnUYNIoz5ezUGEQWOgxjDMIi18QgXGGhsGypRYpBaHHpRugVredMxK/lc+c9KN9o1UekeUvNT+GOtlPMbxiDqIqWiVpSuZaRtMlzit7dKgbhsyA+BtGlFHGOZ0FkaM6Wx+lOnClzbQxCr2IQV4oRW3p+TQwi7feaGESbYhBDMZQySEVUAGdLH2s4KgYo8WJASmwSWgJOjUFsF4tTYhC3aP+hZzGcc78jIg+cePlbgK8Lz98D/DZ+gvgW4OcDmOLDIrIlIheccxdfah9tp8kPFVgL1vGsGXOlHnPlxQ2kdNhCcMEVXbiGsfhOzolq+JPlPWxnM+4aTmmM5txwxouDDWyeYXMvwhtjADuqoJSMXHV8pN6ikhdDMK/A0HDv8JCz5TGVahlor+AVYwRXC8dZralkdciGYhiF9eymKsLJl6OpMVh2jaP8/9l78yDbtvuu77PW2tM53X277/D0hquHn56s6VmSZYyM7bKFGFIm/sOGSjBDhcGhMAE5hhAnlFNJHCCkoGwmAwkYLChXGOIALivCYMdgMDg2lsDCkp4svydZz2+6T+8OPZ3TZw9r/fLHb6219znd992+18K6ou6vqqv7nD5n73322Wvt3/r9voPxHIeW2hQspWfXNhyEjsvW8eTsehaMSUY8pR04GOb5uV13wpbby4MVoDCejzZXKZuBx1yXRV6ssbRJ/gxozGFESNqMbyhjRyHVGmDdcjD9fsv8Wu4mZMGYUBIw2bLu2fkVHnMtAShRiaIA9HKSj8EZ/d/SdswNrKTHGS2S1qbEWuVrvGk2KrAf+YbSjqClqeHRsW847BueKG+yZYaJ34aojyrRCUuMciXQZcVOhJA/5Ip4Pbi8XHzT7BXta4hhv5/xRcUtllKwlwWJl9QR3ObjUgjgbVsvrwkD34vk3P2+xLjXGsTDk0F/DXg4/n076e1TE4Qx5luAbwEoH9rFN6LVSmvYsyu2ipZqq2PYL9a0GFJhMaEOrxTH7LoFi76m7QtOhpIwWE3LwrpLdZKba2XgsjtmbrRAuWN7tow6cdduoLWFdhLE6vYiJmMZfM4YHIalaOcCEs9DD3Qhusrdspr11EYvyia21uZGB+TNYSsTj4bgOLEltR04HLTK7uOa+3CoGYKbZBABBjXgORKDj2mDk0ilRgfmUSgpTa9+mSTHKs9uYdcuzLNaodeHbfq4z+RclTKIlVOlrdVQsBRDL9oiTQ5Ty1iDKCdQaVVf6lnIeMmlQmVpHDeHrVyDOBwa5dQkent0CAM48SWLvuIoVARjMly8mhRok/Fusv1LIDiHsLQ9swkJC+DWsIVF2O9nHPc1R1KO3p/Afpipend0b0v4mev9NtuuzBPGgyLlGSEiYu7UkD/7fd8LfC9A/eRVKU6MCsb0A/uh4Who6BYVNgGlvI9c/h513dYv/fqwjcdQFwOF89RuwLjxcEoz3h1rU6iwrYUbfptH3JIS4ShUzE3HVtGx5VrmrmNR1OyVS2q3q8drYG43MggA6/N+5ugEtmUCHuEoCN4GRe4JrMRTi04kMwlcKhYso9VdHxxz11FPiFm9OHaLE05ClfEAoBkETgFhO0YmGYTJjE8LeKvcCmuMZhDm7AxiqneQ4mKxoI/Q6myAa8cMYhVKaueZGzW+bQzURifGSrp8DMkty9k+TsgTibaJBOBuscwDsjSe0g75cW17LKIua7ZhVvTsRSzJNIMoc5Y0ZhCaWQzs2B6HMI+cGX3P+FkdgQvFHkGsLsus5KxDr50xg+jjHetKeczctrkwfG9LjLt/y69k3BP4C3jFGPMoQPyd8sPzSG8/iAfxIEAl58758/mKe80gPgD8XuDPxN8/NHn+W6Pt168FDu5UfwBoXvI88Zc/zrVveoqdF1/H7/3nb6Z+seJtf+UZHv5/VvzULz3BjWtv5n+9/vKacvUXX7rOJ//vtzBswQ/+we8aFa/3voq/X3w5s1nHPzuZc23YxYvlrfVL3PDbNKbnv/nHv4fq6oKyHDg+mLF3ccGPftn72bFU8sP8AAAgAElEQVQVBY5b4YQdW/GzewrB/k7zjfxibzmUsWawY1dsxW/vo13Djl2x7xv2nDpc/+6PfDNfffUXefbwIXarE66fbPO2i9f42M1Hefull/nrr/+pM1Wy03MBxWokI938OgxX373PleKIIzG8GsZWaNJa6MUytwPPDGVsbWqRM4jhb17/Kvb7WS6uXaqWvGV+jevDNhcLLcz90YufueNF8HU7H2UZiVX7IdUwRpLVSixHkhijA/vBciQl33frS7AIr69usueWvNRfXNvfWQjQVsa7+XN7P5Pb1DZyRSywYxPRChorEXmpz6vpb8mLvuaZ9hF6cVwqjuml4H17uio+vvApVuJZitDELAjgkuvXtpsqwX/k4rOnIN5/6I5nbSPu8wzijhOEMebvoQXJK8aYF4DvRCeGHzDG/H7gOeCb4st/GPh64FlgCXzzuY/EWPptwzCzZEdGa7hULrLC9aZydeqJI5xSvE5q1504ugjPVZXq8SOHEO3XI+agid4azlia2PlozEBpAnvVCSspzlShBkZCVvwJeDVrCU79IaJW5hAJZUNIBbXTKtkjoCpJn5m1VM8aw8ViwZ5bshKXi3MKVIru3lJAIB+LEq98xCLY7F2qx67iMH3U9DxvzM2Qla8TEKuM7Mjpdq0JlARacVmVOtU29HyNAjCbsn3p+anL+NwIB8HlNX+PVQ2JaV1lcgwlIZ4n/f5WUmZMhmqYpqWJql2vQlhT7E76FIllmmITXHY7UtdrxRe8aK2I/M7b/Os3nvFaAd5310chgPcUJ4JbyShUOwzs93O6vmB7NQJqpr/TCU56lb2csAwVbVucMqhNwrGV8bkdmF2hRNfppfFRwDRQG7K60XFfZ+JUOuYqajaCIv0r4vZjay/tV/8/HotEZCKc5i1MIw0UL7GAO4lj31BF4lS+aKMYrsagAisStTrj6zpzmjOQ7vp2cvc/T7Ti8toctFuRvCzGGGHgAaNCOJN2bbLm0+NY58uMx6dO6Cn6WGzN/yfpV6bzNq6dnfExq/IEY1glK0YTWbGMorpeRO3+ENykvjGC6mRtCthsDf/HGPcFkhIE8V7RjxtK1oX1ima0mtYP0bI9IQ8T2AQUuZfk6JwTCucjgs9E8pUqRpdmUO9P0SyCYJRMataFV6YXamF9RNElyrCjQ6HV08c+3kkthhDsiACMd+yAiRnFOajaa1nFuvt1GfUrNinqCSXYiyOki1yiHnSs7vfBMUVK9sHl6vzdZBDWCD0q45fuuNZIPu7psXUywr375EouLt7JNxSczuiqeBGSErYz0IvJhVsvJg706UiVfAzI+Br9sWvIz/XPNLKGE2IybVc/y/psMFX0uqe4zyeX+2SCMBjnMEG0pZkYnE6l7EV0wiiNp4gDw0bBFTEjrVuZmAqRVsUlFynTgo139dQeFRu7qlYgQrSDCJh1LcIU2ma8fQZR4nMGke9oiX5uhMKk41Dj3NtRpVOkCy8Nnc1Xp8G8mUHYfDf3mcZsJ8fkTaC0fi27Km0SqvF3VYkPYtYyCFjPIIJIPocpg3DRNBfWlcg3P/tpJayRWeklZg1pv4bbZhAgUaFbcNEgJ2UQyq3Y/ExpOzJS3yfb2py6Nifyu4rPcwHyPHF/TBAiyDBkFaipUG3thixguylM2wXFSNgIaJwK2iYxWxWe1ZboKqgALBbsYJCg4jIMNpKhzs4grBGaos/1BVgXmQWyPJvyH2K9YXC0QcVsVr6g9yq42sXn4fYiuHfKIGrbq2x+FpdVcZuxQFiQvDeId+wkG3fiSzo/+lqceD0vJ75kZc8Woj0rSqN1BcuYQTgkr9mTVZ8ej9ZKpqKzbeQ7pLrO7fw1pjWI0jhKA0fBZtxEwNBztrqTZg6jbWByTgtiWZhatTmmVHFjWCXOSfpOYtt0c9v6Ge+htTmNBxPEOcIAzuFn4CsbAej63E6xoio8QzMO1kQUSu8VC41J+gtGtSKqnnnZZ4Yh6DJAL4hIdspaD+mu67JSUdKYrOgpCewU7doSI0Fuy1QgjI+7lKYb1aUIcho+k56HdeWiFJuoRjWbGdNbh2HHqm1gh819+KQnAcQC3JCzjIAFM+T9bkYaDGFjonqtaIxXH02RvEzwZiwWdrmQq0Iv/WR5aM0IOlJQWCoEnhbZXT/OQGUMbSZm6eBPNZT8OjmrSFnSR02Lcakx6Q4ZBwIBz6atIJDBViOZT/Ix3XM8mCDOE0a5FkdCsQzjEsMarrfbaqJzJMxcT2UHxenbQGUHJCpHLQX2/ZyFbTn2DUeLhsE75rZlHiGzO3ZFL2pYI05wLqjFu9O0PyEtkahSnYRdBV5dbUdQTGIhWi7YFXObKMEtF+yKHqeiNsbjnOo2ljbQuIHSeWo7UMbndTtT45X1QZFEVr2M6S5ounx9uEBAjXRT1uCNycW7UjxzM9Cbbm2J0RnlOZy4khD3M3NqAbByZT5X54mjUGauxyjFN6b+pYxakzu2VyBTIH/2ue3y93M7wZkR1LSuwzEFMXljbrvECLFIWUrABSEYm8FNF+xJdDHTbK2VgVYG5iaM9RvGIuX60mWUHVxz17qLiITc+zrukwkCsIZ+y6iKVF5TGy5VC5qqp98ya0UtYaQfG4HawAW7ojGw7VbMmp6dps2trEThTUsMI1qkFEHbnIxIS2fUddpGenRtPBfr5VqbtBNHJWM3ZLrESChPmRQn0+9+8hjuIM82sasr0VQ5xa5bsueWa9qSU5Wn1IJNhCXQmkmHU/PbYNeKlOnuntL988TcDiyjbkMqQG4uMRKfo5TxLt4G7TC1oWRlyjH7eA3x27TEcMbQGHg1FOutzI2azloLVHQptIhLxD7qdSST5rTESApTKyHzOIAMZU9LmhTJL+OeMwj5j6DN+SsSxoBz7P6ma1z7+Oso9ousIjVVl/rJV55cU416elWyG5WjNtWmHn+bgnC+/5Wv5rBvGILlQ7MvYjlE1aFDS1vO6CvBHVuO+m1K4zgMKxYSeMjVfNYvmVtDY4Rvf+RH+Z7P/oYz2ZcAR31D7QYWQ0Xj1Bjn5NU5H7K/iuVhQ1EPDG3Boq04ujXnw13Jpx49W6HqEedZiTA3hqMgrMTSmPEy7ET47TufoTSO//al9+R0OIjNdngnvsxKTDPXM4jNhdEPX3uck7bMy7Sm6nl2foXVUKgdHgqCmptBawxxWaemP56jUDK3A28ut/i2l94duycmsz7TIGpDQRvUlGanXNGFgv1uxrP7V3A2sFuvKGzgZCj59dtPcxSaqFouzO0qS+CvpKQ0sAg1W7blK+s5f+qVr6ayA0EMbSiYuX5tuZCWG10oKIynDYXWXkLBrdWcQSw7ZUsXHG+urrGSkvc0R5TG8ddvfA0nUdJetxXyOZguY37z7kfj96ZMUy1gP3d31/6DDOLO0e8ULL/ijez+4Ve5cPMTXPknwr/5pSe4/uqT/IYf+6PUL1Q8+Vee4c996Id4brjIk+VN/vYjX8U758/zP/rfQjPr+BOvPsUnjh/hbdvX+KHn3oH/Z5cZtuDfve8vcRQ0bb5oZ3kZ8VvfW/FrL32GxvY8t7rMm+fX+P7Dq1wtb7FjT/jny9fxSHHATxy/FWcC/+ePfy2f+qa/dibyEUbfh1b6nIX8b/NX+U07H+OZ7hH23IJXhwu8tXqZn2sf55318xnZBzq4k3HO090O1gRWoWTPLflMf2WtdjC3Ld/0s7+FC7MVP/nOf3Tb83qWPwXAz7yuZxnqnELv2BWPuZalGOZxACzFsIo4hx5LbXy8CxfsmJ5lKPi2l97N9zz2obvafys9zw36fVyy0BjHfhhoBR6yygxdpKzDBOZ2oOSEg1CyV7QspOBPXn8Xf/mx/29tSbYpYDvdf4rkb3EQVgRgHoFRN70uQz64vMq+3+IvPvphpj4et9P2/IV+kc8X3KOBzoMJ4s5hBFwXwHvEBxWP9ZaijaApAYaBHssi1PRiaYPeWUJv6YuEJNQLXiS+R5IbVlpDqpCpw3EyaKobMBwPFW0cjDZW+wMbilCSWo/jc9qHT0VLrXRP/RSSnL6m7hWLKM+2DBUdjrnpT6H/RmXnpGY9BXulARCi2tT62nfzQh4BQGFt0CQEY5ogGukjTdtmSfhUs3BGwUMutWgnf9+u4Lm5/83IGQ8hdhjS6/U8pyVKAnA5M6peVySH9PXPOf29+XyKsXCZlh9pP5FQNj3Xk5rH7YSKyw3EpzN3X4t4UIM4R4gF3ygwwRjDTtlSFJ5+PjnhVgtwO/aEJhba5ralqAfquh/BUxtV+NK4bLGWnLEslp2qZduprd1eecK2W9FJsQZ4GlWtbWY8hgnkd3rhKIBH2Ynp+d1iyZbRQtyOPYlFwDZyOLpYj9DXpu5Hb8JEHq3I0nEw+mP04pEzLqw7yc2nx1umzRqSAFumV5k/o6xMgP1g80Ce/tbj8VG67d6Kc7mQShKN8ZHLocjGcVkjse4Soc8R2Zrg0eexGdw8DxYVEfJIVvDug3bN0jUEI4o1beesImrPOvTan/Wl3CkeTBB3DiNgBlHz3q6j9TOCt9hB1jARWvQqJ6i/Qn0xfERJhiIX4AqvTGwvQr/xJVqD4gAiNqINRUb3jYPQ5d8lar03zSAs9rYXToo+FFmvsWcsBKYfa0adzLNi7Jicfk0IlsGvF/fO67KVlJ+6XNxUM5tOLPUka1Juxe2PrQ93Tqo3jynxFfyk6LqJJDhLeMVjaFI3QU57kG7u63Z+GbotWfs9Pj+2jM/jq+FQL1F3b/PkA9n7c4eA8ZKLlYPYiXFO9LiwJouf+pheezFI0MGSUZYJJbiGsJRT6Z+Pd8PSeIZYxdd2m5rUqJdGyKjNzesleUxtPk7eC5DuSDoQvVitmMeLMLlWraMgJ8Y5JkQrPOWO+Lh1UN6HtQFn725iyMcqNp/L9DgNofTbGe1GWEbzmoTEzEYz9t5AQiOMeTTOGXkO4zlJLVML49LinPt9rXOyueix8UfBZKeXRK+1dCkn18W91CAedDHOEUbAtSH3HY/7Gj9YitVkeg0qKbYINa04TnzFSirCqqC3qYJ8WtWnx0dLOZVXT+Itx13FwTCjtgNHQ82xb7jkFpO1tw5MayRvOyBraaSSmzQ0M1E8QAJbHfuahVQsQ40zwrFXOfVj37CSkh3bjUrIETNQxkmiwtMbpwMjOm2l2FTLvh2WYvPumR4vpIq1nKT8NCjJTYos9jKtQSAhTxi61Bonj7uNQFSXQuXnSiOsRCfL0hB5ECEfg0UHoX4P97bfdVcvoZNEEdfJKYnaTKHm55l0sxjOPdQeUjyoQTyIB/Egbh8PJog7hwBSGGQYEO+prcdYIZTKtDQexCd/yESAClRmwJQB6zyroD3uNhTKqwhkLUtNH2MhEYMzhtp5tl2LM4EmIgkT27NDAUOdKG+gND6b907jtFlsYhvq3ae2A43paSJvop78Lo2PJrqpjhC1E0ToYn1CQVfKVZji/7300ZP09s7a08r+Zq0kuZinTESXU8qtSK9ayVik1DrKyGco4//aUNy2BXi7UKu9noChihDyEon8h5C7KbrflMGMcOqkB3KnOOu40vfl8o/BAQsRgiFzbW5XAN08l8nL9J6Kk/CgBnHuMBCcgWEYKd5W8CWYQZmcMgwj4zAzNAOmCBRF0EJjJEOFYCIz9OzUz2Kp3UAT4bq19XHAlmNbMuL221AQjDm1cHUm+jRO0I5q+Drus4kTQWN6SjNELYSQ5eDTfkAniAYVmF1JiZOQJyvtZoz7Ls0Q2aqpXTgSvs5TsKzwhImOgbJQiUxLfe4ok8AGkl9l4lZUBFZSZMLZefa5vtSRvO+Rvh3dvSMtOz0uYys0ITI7bCZ7vVYhMn03Z02Q0+8okbOqKVdk8t60nzX/z0kXY2R/3n0YTpW27ru4LyYIMSCFxZQlOEcTGZziDOKCUrMLZSeWZsAZobaD1giscipK4ymdV4dvK1lbosRRxTtjusNbDM6mAqTSn/Pak8QanFKSRRmgMfsAxu1ks9t1i/n03jSpJd+GJCZjTQAZ2ZfE4miqf6RIeIhpKJVc6eRT1ud5jIUVRt6taTXopBtVqCfvO8spyk3qA6W5u+xB28Q+CrIIJZakljVtF4ao3DS6eI+CNojWI15LaAfGbGH6ugSnTkdsYwYz1q9CrHucnS3+sqjdt4sHGcSdwwRwrYdZg13WsUjpKBcB6kCowMya3OZcxdR/EWqGk4IVsFucsF227LgVddkzlBBKTVq7CVBqLFLWfLbbobYD+92Mm9UWb6g/y55bsGNX7DnFMGwXrYKCqo3ip3jqicJ1ejyV2b85bHEUGl4ddvCF4abfZiG3OPAzjkLDI9EcFpRHsWV65nZgR1Z6V7fCllFzmsRzADVxqarR1TzFJiDKGbt2POluehQaDsPoLK5y8B3LUOBiVrVjBkoClQl0YrMBcE/IxKudcnXH73YzuwiEbHg8lwFCTytqG6ArSoEwmRTQYmBvuwx93nGrtW1u/n27cxIItBJY5SWB+rTOjVAZwwWnZL6zirtn/d0YoZlmI3c8G6fjc1mkNMb8ZuAvoSuovykif+Y2r/vPgH8AvFtEPvxa27wvJghxMMwddfziLtZLymqg22kghIiKFOZ2YM8u2TID265lx51QznuamcqwD0FblyHYjKQsjWNrApRqTIHFsteccLlc0Nie47rmSnnEShT5WIrP2oVJP1Ev2hEoZc1mu8udAkpdKY/YsSsuFcfs2SV9Uehjt2DPnmTyEkTyl/VYiQY1Jk2GfX5N4i86CXg/sghfCxOwSSd3xrJnT7AmZKCUunMBUZoeFCjVRip2AkWlmkkiXnXhfJfP5vFtRen7xlhqUzA3HfvBkvxTk8ZEQpYqgcpFgtXtCWW3A0qlSSJlfVsRKNXEc3MQBgJ63lN94zxAqZWsK0zd01Ljc5SQGGMc8FeB/wT1o/mQMeYDIvL0xut2gD8C/JvzbPe+mCAQOLlcMD86JiyXLIZd9rZPEL+NObHYFsLxgqNQsh/mrOSQh8tDHikOMlBqv59zq51zq59z0pZsrQRxhmXoORK9V9aRzlubgnZQmPUyVJx4hVovqWjMNhRw029xuThmf5hTGI9rDcvQTaDIZg123UdW35Sr0cYLLjE8R6h1nUlIR2EGjChJj+EozGhsxyLUWAL7fn6qP9+1JQunPiFTpmOKqYDq1GYuoAYzU4TmQgZWoqY2ybfiKB5nY3rNXkRiPcRlMdz9bramNj3dx9rjCeOxNiWd9HHCUUWupej+GjxB1AwnBJtxIT2a9cxty0pKjn3NgKcNA0mGrhefP/8gfu2ceBFKXObKLCQtpZLRkWpa7Ps5R6FhGTrUYClNMBLbu2atIKkTpuTM5q5p3/I5zSC+AnhWRD4NEJXlvxF4euN1fwr4s8B/d56N3hcTRLgQOHij4cr2Fqbr+far/5S/Ub6Xf/n1W7jn57gW7HzOu6qCt5WvMrcznh+uccG0fOu7fpwdu+LvvvgVvHK4o+y+o5qdHmyvFO5t67AYDsOKuVWvzO944od5S3mIM4YbFwwPOeG/+sw3crleUNuBa6sL/EL5CM8cPASAWxkOQsfcjnfko9CxjBfMJVtwFDrmpuS6P8ED33Lx3/I6t8U7q5fjxXmTmal4R/kJLro5f/yVd4zsUHHMbKdLnmFOolBvu5ZX2gsMYnP/v7Ce4ajkeLA8N3SZMOQYnbVKAzdDwUORbZps8UrgK+s5ykRIBjeGZIeX4vtufckpZ602KPR85nraUPDs/hWeGxQynuDTHpNxDnXyBUVZqltmoJOet1VqLZgMfN5YNnz/q1+SP9+xr3Ptx8Wi7sEwozSeZaj4yI3X87MXLXPbx2KmunAtw+isNWpfKuVds6aex5znUTdfW379tVtPYRGePn6U477m1239fHyPLmX2JyzThIwF+ODhl6/pZ2gt46W7u/jPP0FcMcZMlwPfG82nUpzlarfmixvNtB8XkX9sjPnCmSBUlFaQssAUhQKGrFcUpdNMgELXhi4X1oZJEUs1Hp0NFDYKzrgRSTktJoK2z6YFOF3vmgzGSRqSQEYrijuNxrxdvBbOz5mJtB2jhqSNQKuEWkyRWrp2QjV2sWhqbNJYTNs2bJI0PFBN7nzOjCrO09rEZiQEZTrO6fGk3+ncjPsya3fRgMnAqrXnpu+JYjhngZ+m4Lcp/NpENarpfm8Hnspw9Xgs6fNORXnSe21EsEJEl94mI3gtePzdxl1kENdF5Nfc836MscCfB37f3bzvvpggwmCpjgzGB0QCL/pdbnZz+psNptTBTvRxXIaewjoWYc5lu+TTJw9xsVxysVly2NVcrJe4KiBOXcHridVaMvK1WJ7vL7NnV5QEXvHbuOKQ19XHPFQdMXdqyHqxWHKjnWON8HwB26bMa3olfnlK0Tv0zFQK98axFwfO80Ng1/YcS0+N5yh4StNzELT1ebW+NbHeK1Qqz/QZ8r0KJbvFUs/R5GKt7YCpPGU1cMnaTDrS9u24BHIM7FituYRoB1iiafYabR1Hbdb7/6+vbka+yDSDUB7M3Ha0oWS3XnHJ6pKixEZug7CKy47KJEUmy1wGGmNZiV+rFdTxEvyi+no+niM/yzcAhb0P7IYZjsAy1LzQ7PGIWzI3RC3KmD1ll3OieLFGJ5Ydm5St6rzvNLG+vrqBM8KBn7HvZjziWhamz+/RY9eCqeI09H2/qr7B1sS89yyY9h3jc7fEuJOr3Q7wduBfGP1eHgE+YIz5htcqVN4XEwTeUB4KnKyQVcvz3WVurLYo9x1+rus/aTuW0nEzBGozcNNvc9kd88Jyj0VV57tMFTMPE6aeGarRYHP24Xihu8Tj5Q0Arg27zG3LzHXMnbItS+PZLZZUTgVQjJyG1Ba4zH5Mj/Wi11T31eB4TE5U9MV4joKjMR2v+ood07NjT/J7gxnYcSdRiFZrAbVVCvott7W237ntcgO9NHYyaY3YhtI4sKPZMZEnYrEch5Z+AhtvTMBaTbmTV6aa8pSUUcfSmkBvi8hZaVmZksIGmqipkN4XCJQ580jAMQOhjybGuqzwItQUOdXXcz4QsDRGJ5jEQ0kw88b2zENL4wZ2rbYoG6JUvcjafvuU6aAeJ2lpmCbCFM5Y9tySynjmtmNwlrkxNE6o43l1wVPGlqhHQVUArysO87Hqvu5+gvgc1iA+BLzJGPMGdGL4HcDvSv8UkQPgSt6vMf8C+PYviC4GZWD1kEEubGP6nnc0z/OhrTfw7KOvwxwVmoJuzdm1M0o65rbiseIWO7bjHbsvcbFY8BM33kTvHcd9jQSTtSoDkgfJMnTUFLQy8PbZ81x1x5QGtkzHw67jZreFNcKxbTgcGuAix73eccTASoZs3qt3ktHRe9dW2uqk5CDo2vVxJ8zNjEu2jdX6nl3b8Hix4oKd8XJ/MVfke3Ec+Bm17TkY5tnL49g13Oi2da0dr6bCeAiGEAxHYRjp7JPCmpWegyDsWk9pLL1ombA2lgu2WTPvHWX2xvrKS/3FDE7K5r1hNO/tRTU19sNAMrJJdY6VjFqOqjJObGV2LAXeWDZ5gkvCLC/1F/O+03mYmvceR3fvZajY72a85F2saVhAchsWiJ2PiVixWOZhiOfvhF07W7v8nu8v4wjc6LfY72e86g1HUnI5ZgdHoVw3743F12fah2MLOnWMPPCJO1/vKT6HSEoRGYwx3wr8CJpQvV9EPm6M+ZPAh0XkA/ey3ftigkjenJ/9bU+x/cIl/osff5L6BfXmvPKBVtWlXnzylGrU1JvzH3zLd49qUxe+ih8wX04TvTk/O+zQS8Fb65fYD3NKPN/2wd93V96c/5P8ljVvzlEBSr/hp7uauW3Z9w2XnQKkfvdHvpmvff2n+eTB6055c37p5Zf436/+9JkKVWd5c66dL2N5pDrkSnnam7OOx9OKY24HPj1Up7w533/j13Kz28rLliv1MW+afZabw1Ze0tzOm3O6DPn120/Txgt86s2ZRF4TXFtdtX325kwFyS+qr7NjV7zUX+S/vvjcmftIcTtvzi2r/puW0ZsTxpZjL1BanaAWUvDvu4Zn2kfwWPbcgiB2zZtzKZ5OhEbGpcOVKLIbSDUYnYT/2MVnTmEm7sab0/C5ZXOKyA+j9pfT5/7n27z2vefZ5n0xQRAE6XqqI6E8HmBQvwvaluurbfq2oDpW45UuaSDEC9J6PclHUnLDb/OIO+RwmOGXCqAC1gBBoP4ZxidnLYt4pZcvRShloDGwFGEuwkIqSjy3VrOM5EuR2JfTx86MjMwQ1pckyQ1MORQmCq+slzRL43LLTqvslpWQmY6gd+Zbw5ypSQ+gBjJZwj9EIM+IELUIvRmFYrLU/eTxugDK7fUuEuDqIduiegipoDilQI+KWHr8gYZRs1KfXwd7wdlF0yllfxkKHnbacHYoJgVO061dVLvW9wk+mhvpa+OxTb6/lagWaEmsY8TnU5F3rRg8Oc67pduvxQMk5TnCAM7hK0Oo7ISg75gXHbYIhFIr1YVN6bSeWbGa/jeZ8xCobY8pA64Y169TuLLHZGctYwRjBWPihRHXzXqRmMybaIrTF/Jm1X60wFMbuM2mR+pImNQtmUC3YUImMgkSnl5z+uKv7UA9kX4/+9hY86DYjM3K/+bjs3QQppNEY6Jom0wr+5InssCIDQgmtQg3Js0z4EV3IoCVJuTlDJPfa8eKTioeINK717+rUQtjfI/Jmcl0+6lWkyakeyZnnRHmc7it/xBxf0wQISAnJ3mwm1UERy2XaPEVfAm3hjkH7YzDWUPbFyyHCtsJrhgvPIvgsZhCPS/2w5x9r333hVQc+Rk4sK1h6J06fLeWtk/uVOPFYIl3W+OprOcoVBwFXQv7WLhLcRgarAmqvGw6OgJd5zgeKlZDQWkrTvqSo75h1ZUc9g1TfYlN8leaPPQ1m8IkJhPBFlLk/r/HEGLRrCMZxhR4MZkXspKCw6FmOZQMcc1eWM+R1wVRwYsAACAASURBVLpL4qAkgtLo/bAO49bjEAVXEbJMnGIFIpkpCdOIpj9t9Bk5jkK9R35GY3oO/Ow2bMnxuaQlalGJ+1a0OzF10KoSYInRJyPpPaxEEZoKTtPvsDINatc4Omu5qCRuUTJWuibCxnZTTKHsd+3R+YDNec6wFlPVDDPwjUOqQCgddj7nYnVCWXp8rcWxWdFT24Gi8GqcUxhCpcYsqlcZ2C1OKKL1XhUzC0gEIx0AUirJqyg8XSkULtAYG6HYCsdVaHZPYwa2yjayC5OgiIxpKtH2b4NYVRS63ChtoHKewnlqN1AW0UDHjJ0V3Wa89CZMR9XUTOlyfN4Ytt2KHXuy9pmIg3S6jfS5p3/PXE8XCmzQ59XcZ9BjsqlVaNeylrPS6bld5W2fJRMHI0szC91G9S8Ylxe17c/c/vQ5O7nTN1FkJvE1phNF+ozp1R6D3TDvHTtFE3EYCcqtkYFpFjSNTefzKZYEzidTtxkPBGPOFcm8N6ZcaYlhTZSf06WiNUJhVVYuAZpS1pHTe/TuLsHEO+cQkXU2m+86VMbOGGVFYuTMCzzkbMIwxEp+FS+qTlhjHCYm4NQs18TtmiTZFgFYzo4AqbA2eMf9vtbFFqLVXS9F5izoafT573HghvXnYjV+ulxzRkbk4l3c0pJXRlK+1vMwbsMzsjCn5yYhJNOS66yBd7slhsLZJ5+PdWJXiqQTqYrc+vpk3muNUDKQTHz19ZYgEStiWNtHWuKdpT95O+Xuc8eDCeIcIaKCMC3YNkCwcaR7FkOFHxwulsuz6nD8rZOK4uKXUtMlIZPB0vfrH0/N3vUn32jFZI/OhA0oDKwksI2yLC1q7rK2rYmG5PRxmiimpiv5Y8bjFhmpyGfJ6E/1LbWtpucoFc1KY1j6OgKqRiSglxFR6GLrz8n42MY2XYrbIQVfK6aDdyUFczvEZcWI8kwDNcvUkeb8Uc5PjynkCXf93N6+/mBj+7IxE8FYGQfy+DqNMrZZy/idnFUUzZ+NJEWn7/M5k4th2JiE1rOee5koHmQQ5wmjGYQdBOsFioieLAo6rwIwrhMa21M51VMoovZDiJDqIEal44mMzs4xOMmKTmkdXsUfcaiWhA0YpyKwnQjB6HrUEwlYSThmKGiMp89rfLfWxdBiZoi6DzGbcPr/woaY+QRqN1DYQG03qdqjn4bCj/36c5PX9gjLULEMFeVkze+M5HW42sSRjwVGEdjKDhSROQpQWc2yGtuvFT7v1MVYSUnJye27GFG2XjOUePcnCQKLoiUJp4qtd8ogVuKYm0EZtZAH7lkeFZ0olTsg2JhBNKajp6CxfVb2BgVUpdd3Uf0cRkTopvjxWT4kdxXyuW1z/oeI+2OCALCGbttw8601+CGfuAvVCV/86Kvc2nmcI9+wGkqOfEPvHauh1NeJLj8Soebd27/IB2dvp5l17Pst9v2cIJZ9rwXLxvYQYBis8kC8pU/tU0Yj2h7PF5eHOGC7atkPdWZfduII1tKh/fJ9PydYy37QgmhpBobBsfAV7VCwciWt16Jl5+PzMuQMwqMtVIehj6zG9NzDrl4/VVh23Iodu+IglFH5SSetVG9ZSUlvWvbDLGcxyZtzMdQshypnEAunQrpHvskZSGKJOkweGLmgGp8rDRyEMjtse0wU2dXXTb05e9uxEsdRaDgYtGW8G8/lsW/WWKmBsFZzAJjbCEkXD3huntub08UiasEismcP/JYWHH2gk4JleDW/LwA3vMku6TAa+QRGwhwo8MuKXcsC7zoeZBDnCAnIqqU6El0TJh3KtuNmu82t1YzqaLwzOkJO001QLMQylNz02zxSHKhAy7LgBEgy9hji3V2LlkmOTmQEGLQCjQSU6qv9k6OgYikHbRPXuXGwGaJCVHrsY71jiO1Wj8g6iSgds0xS+36alq6tmxU+TERwTt2tSwO3+nm8Cwc8yVk7ZNwDQB0/6zhBjOrYCTSVIr2mtGfhEs5eiixCzV4U1MFAw1hrASZ1h3SchrltJ+pdIcv+TffjTjV1xyiNYyWBy9FpfbqcO8uFW7M8dKkVoDdFVvOyqK5p2u8qSESFBhpC7mKk5cx0u3os5R2P97XC8GCJcb4QQYaBoTG4HkwXJ4iuUxyEEfq5ZTHULPqKY1/T946VL7C9YHtdPiRvS4fgZp667jn0TW5rqdx7pfWCAYJ3DGIg1itqM8FBGCK/YMAC22WnEvaid3MfL7B0xSTthrHN6Rh6p4ax3tH6gm5wrHxJO7hM8x6ZnSMmYsqvUMBUbLnmNN5ysVyy41axzTlmGGFjCbSSMmZYmt73UrAYKlZeBXYAFkPFsW848SXHtjn19aR9J/frdFxbVr0yKwLdBIyW77hR2yHNkUkgJxHUlqFmHtr8eLo/GHUsks5GOic7pqcTS0/UscztyPEmotsZi6Wr2GKd7r8MtXqUZE6KTjg3gwrWjA7fPgvpTrebdCh+WfEAB3GOsBbTzFj85mPk6R3cymYNiKk2xCcOHl7TfHje7TGPug+bWhFJJ+InD9/ErU65Dc/PLrEYaq2irwz9QYkvBLewrIqaR92cNorKPOpUDMUZrYJ/xxM/zD85fOeZ+g0A+8Ocme049jXbrsUaYTgq+eTNhzg43OKwbmhPSj5lLnN8OOMZd4WDx8/Wl7hkC5aR3HQUOo6CZK6DxsC3XPy3lBj+4s13Z4erXlw+njYU1HbgxJdrFO0ghmf3r3DSjUXX69UWh33Doq+YFTrBPLf3M8yN3lETO7I0uh5fBKExqivxJ6+/SwdTtK2bunv3URrQGmHHrVgFFXv5yI3XY4zwQrNH41Ty77m9n2EZku6ookD7CMBSjoVnJYEdo3oSf+LVp3KxM3FF1i6pyTGUxtNKwdKrONC11Q5DcGyXLYNYvnb+DCtxfFnVUBrH37r+FtrYIYJRnzRs0Mq/buej8fhu5z9253iQQZwj/LxE3vwEb/jD1wj7n2T5was8f/EKJ1/xRn77P30fsxcL3vjnP8If/+hP8/H2Ku9qnuNv7vw6vnTneb7n2tchM893vvqlfOzgMb507wV+8BffifvRiwxb8M++7bu44bVn/npXciw9c+P42l/9OO959DmcET5zfIm3XbjG3z58jKvlLS65Yz66usqb6mv804N3UlrP3/nR9/Dx3/U9rGRMwRtTjCY50tKYgpUMzE2FxXD4ZQ3fcOlneXp1lV13wsvdHm+fvcC/XTzBV24/y6uhYH/QO3YQlYKb24EPt3PmtuUoNFy2wi/0r1s7Xxfsij/2kd/G9qzlp971f50iXqVITMlAyM8PeH5k55MsQ50LdHtuyRPlTY5CxV4kKJUIB0F9M/soInsUZeh2bM+roeBPvfLV2WX7tQqL0+LmgOdnL2q94hG3ZNcaXvKOEsnw6VYU2KQFRWFuBm6Ggsu2pRPLn3j1Kb7zoafPBFW9VqRz8cKgn7GerJwq4/nBxWMc+Rn/w5VPvuZ2Urw8dBH12t35xWfFA6DU+UKsYdguqbfn2LblUrPkxdlAv11B5QklmPmMPXvCQ8UhO7Zjtzxhx66QxlM0KmHfFLr2L53PorVz4+jiXbU0Dk0qLTuNmvfWdmCvmnGhWOUaAii1OIjNd0QpZY3e7UUyCxKgFEeBXugJw7BXnrBluiiCu6AtSvbcgovlgi2rwKvEDeimLbqoFznFL0xFawEFijkfQT7je89quaXJIb32QlRKamIKfcGu2DIDwZi1Gsa0feqMMBV7cWg35E58hE2dyDYMzGPdYR6XdEmjMsGb1xGSUf8znoMedV0/bwdhU7QWxokhCc4mEdtpy/VcEw7aOUln+l4YGfd7F+OOn8kY835jzGeNMR+bPPe/GGNeNMZ8JP58/eR/32GMedYY80ljzNed5yCMgOkDDB7xnpUvkMHiOtGCpQBe17kqLGrVqFccDIbg17ERIiaL1iaas/4EgqgIaucdbTTu7cJoYJPCi1mXfZfRes9L8pQcR2Z6PH2+DUV07S6iCK7qUKpW5RkYjQwoGpWN7KTgNw0Rc9c3nzRY0zF1ySgoCsJ2EWOwydtIg3VT2elecBRaU1GWZypP6oQQiVesA5+mPJQpMe28LcXp68bahgKh0nWx3h49/4i1k9/3StdKuiV3+vl8xXkyiL8N/BXg+zee/wsi8t3TJ4wxT6FCFV8CPAb8mDHmzSJ3ruQY0aKkDMNY7bfAYDCD/k9NZtMdMl6c8dfSV3ReB2LvHcUAqSC/iYBLF0qxYQKbVK23pFPfT9EJqTQeMySk5vq3dRY4ZnRwCiOgamOxaQlZxh90rd3IkAtpkAayPT15YdTR3Ls1HoGetM12n1lDZo6cg4B/DYeqAGMRUIyaG0WFax8H+Xmctc5y93bRjEfBssq07GOmkI4+ZxGxk5NamUlr8l5i6lsyvR4SEE0ny+LM4z4rFLUrnGLlnTeE+75IecezICI/Adw85/a+Efj7ItKKyC8Cz6Jqu6+9DwOhspj5DFvXzIoeUwRCYaAKusSYNTRmiG2yoPwB48EJ1glz19EUCoqqikE9McrUEUiz/KgHWTnlTtR2oLKp/dnltmCSEkukKCl1kJXGZdm6RGSaSqpP1aQLG3JGoO3PIVvvuVyM63NbNHEW0t/VxHgnOXKl/02XGLpfs3Y8KaaTQ3ptUmlKoLG0n2oKF0f7/5vQ7fT/9B3caSB5CWuTaC8+tz0d2tJNxkbje0aeBSTw1biN0vgzJ+bb7T/FgI+dEU79OGMyn2bzfa8V62zcuw8j5/v5fMUvg8jOtxpjfi4uQZIc0FnKulfvtCETwJ0M0PXIMHDQNYTWUSyDZhAe6HoOpWbfb7EMyopchhpay9A6vNjctgvB5tRsJZ5WtPCl+gu6CDhutV16OMw47BuOfU3A4icWcGtLjKAX2EoGVjLQ46N0mg6A9LjH57v00dBkd+8jP4uGOTMOhjmLsA5+upslhiWo3L+YnEGkn80BqYee1vP62nRMh77h0OsxrsSxiKZEK3H5DptS/gSVthModZDR6u88A8pHjMkylCxDyUrGFuR0iVGZcOYSo5y0UH85S4zxehBWUedhhIeff/slCcZtKDFrWJVzh5zz5/MU9zpB/B/AG4F3AS8Df+5uN2CM+RZjzIeNMR/u2+M7v+FBPIj/yCIBpe7nDOKeuhgi8kr62xjzN4APxod3UtadbuN7ge8F2L70uITCglUVl9oNGCdIYcFKFo/RdLyjNJE2bQZdYhRprS/xmJStKbFKnsVMjcHF2kVV+Cwu0zilkNtYMzhT1txE+jWjOOvUydtJFGidvLeyAyU+Lg2G6OqtHZezSErnjYDNTNFNv8izuhiblOR0TBk9iY/4A89oApP2tf578++7UVVyxjLIxAc1A9PWR8Bmx2a6303Z/HuJRMRKFHovp+nd5+liJAGZe77Fi3zh1yDOCmPMo5OHvxVIHY4PAL/DGFNHdd03AT9zrm0GAaeThE8Uby9gdbBjTS5S9uIiv99CMIhXjHxhAhbJE0S6lrykHyUPeQQfbC4ADkEBPS6n+JLXowodHmnBgZGBqWzLMaVX67jxCx+Co8dlanYfiihQYrOXQ/JiWKvQp7V3ej7R1OOPRVWpNofKdImx3mGR/Fj/trHYV9BLEZdWUQ5PTKwBjEuLMd0f6xObHQ09z6cLuJsiKvodmKx41SMkYpl+dtaWF6k+YBmXNrfzwLhT6Pc1wqa9CF2EtetnGqHo5w09Pyb/3G18wXcxjDF/D3gv6uzzAvCdwHuNMe9Cp87PAH8QIKro/gBq9zUA7ztXByMINrY5CYF2KMAb7DBtc3r1qgwlHS63Oc1gkMEQMPnuMm1zeiRj6mFSJR9Gb8mVL87oFGzMnXJ6AijXXq+SdYk/ERDaUMRBqJNEGwdkev6sGAfKaw+C1OacDsJEE5/GKRu8CL9OxwWR2IVVa734uvMOlKnq02ZsZjfpNaP/ZXx+IrXnRTbP/Frc6+Sg77V4/CmlKODU4D5XRrS5/XvoZnzBIylF5Hee8fT3vcbr/zTwp+/mIFLHUtoO6fr8pBiZtDn1eY9lzaAklqFXoWQ1lLRSMASLi21OvVMY1hWHTPTQUCn0ZNCSDHvntKxCiUdbeaUd25x3inSRWEzsPAxZJGXNMYtAP2lpBrE0MtAbHcDWhDix2DVKMqiqtZ8wUM9iE6ZlReIyrC8zlMDm82tGfYaRIRnVoKKNHbFw24slGK8TyoZ57+1MhKdZVhKSHfdN3p8+H78zkteFUrb7yC3R10bm7V0iKaf7H8+Fbl9JcafxKXcKPaJUBL7L0S5AuL9niPsCSWkCMARM4TDO0kfBGNcGsCowi3MRF5DSdUcQi+kNUihZq4jtymRNJy6tL+2YAYiawXaD0p5rO9D6gpNQZSSltvFUcaiM28RGgNTkIvCTNDvE5UsvgWCU93fiS1ZBjYFbM8TMQZczqqUQMpLSx7ZnmfctuSawWa8ozZC1LDZjU6FqXA6Nz6treJl7/ivpMyYjQcl3rKdEmZDEgepjF6E0UEpQf45JbKImN5/TiUImOA/16+jFUtrYMoz7sjJ6alTG5P16ZFLDuHsthl589NIYJ8Ytq12Iyvi7Ako5o++7l8whx/09P9wfE4Q4Q5iX2BAQES5ULa/UgW63gLQGC4ELdsWeW7JjV2wVLXPbEuYeO9PBNwS1hh+CpQhgvN5t58bjjNJzG6Pagzuzliv1MY7AxbrhUrnIQKk+AqUSAtIbrXVM2YzAmqZkYmA2jLyHh6pjhVYXi+hUVbDjTrhYLtmzyyyiComUNGAZB9AqlKxMd8ruvjQDIZhR+n+SlG9K1RVKjp88b9mz6iSVuRh2yY5VF++dCIPuhUyS8lGbQicRRykqUttOMojbDdDNQVzi2LMncV/qeDUPQ/TX0JR/leogqMdGQGijA/cqLtXuJSyG2pRsRUezKdTasw6UOk+k991TezPGF/wS41cixMDiasPuJz14T10M7Owt8fUuZhDFQfhR88AhPDm7zhPVdSgDrggsQ8XJUHLiS7y3lEEw3ozrTFlPASunwrGOQGVVTWkZKhahpkRdpBdSceJLBmMxXu8+0xqEThYxxY0waz8pCNZRjk2BUAqUKvEZKLWQkoUo9djLKOa6CDVYWEpNI/0pzIQ1gWGw9IPLNnaQQDuTgZoxEuNxhtipKRlJZ6ME3FgoPYrQ8GC0oOhEMsrTBWEheq4H/FpWtXacE/Rm6vqUxmFNv8EfUXVsHyejNkK/nSigyoruj6Bq3UtfZeJVAqgNkWMz/W42J07topy2ClhEzY8jP2MZKlrp19473d50uysx9EhW5rqnuM+7GPfFBBEqCAWYogDnePuFl3jx8AJHj1uy2JpzvL44wZqXeawY8mB6+OEDduqWLhQMYjkJFSEVNoFdq9btFsvcVtSifpBvv/Qy75w/j0NVsN/SvMzTJ1c5sjMcwtIrKOvEVwxWV8y1KbLZLIxpM8C2qXHGTrww4UvmL/JkeUhpBrZMz2V3zBPFAT2OJ4sDnu6vqAw/Y1G0t46jMFPdhlBhCVnPYhoSFBhmsRQTI5dpSj9qKKyxDXiyOKCPsGmAufE85AqWtmcerQVf9HXMYHxuO6qknyMYnSi6UOTBYtcKwesXfWkcbVSAbqXnsWgwvGPreL5O+Pddk5dbKyknYjBDZJLO6I0uzU58tdZJmk5+KbRbMhoQ1aZkkJ7alFyxqXOh7/t0r+jMZVBlrfTeTaczTMj/A7jpm4xsvdd4kEGcI0ItHD1uubg9x7Yd79n5CJ++dIV/88V7mD4qR83nPOrmbBn1tfzi+hoPuSO+8uHPcLFY8onjR1j2JdfbLYZhHBAWw3YUQUkDphfPey58knfUL1GawGPlLa66Y35s/0voxXHTbXGtu0ArRXb3JkArA1N371b6vGbfNnU2CT6RDo/wq+vnedjVNOaE2lgeDgdccjW1uc5DruaDxw9n8RIvNrt73xy24/E6doslL7YX6cXl4mxhA7639IXjIKxo0jGJpY3HY43hKHj2ort3Hy/qEsfri1m+AwPUZkZpHLNJoe+Z9hHNFgi5MLySMlsO9lJwazXnIKzoRbRwGrO1LkvTpRalpuNbxrKQwKNuvlZc3LUznmkfyd/ZUYiTehw9jek48FtYo5nitdUOLwwt9YS7YSHbACacQ58nNpuXFVesZPm6FL/QXcEZ4ZfaSxwODa/4jqU4dm0Xj8fSmMCma/jPtW9my7aZF6SF8Oc5bxiJ7f37OO6LCQISo3MgDAPZbMWA8QbrgWHY6O1HgE78ujrv8PGuKt7k/nEyo0lq0VNVZ8uo8mwh4yL6UDBIhG+Lw4rEbQXCZC0/LVoGMypiT8OeSlbX23tjRd7GSUDFV1zuYrgsxkIcVFYECYbgx+XN+pY39xfW/t4EG+n/1zsluk+rLdvJb8Uw6O9B7OSzTL8bjc02oK7Xx0xnrZgZJ6GcSUmRl0E9hXY9YsYzhHHLZ0nRTwfxZpwln6edi4EghiG4mJOsD9x0hlKHBRRqvtYevxf5+88jxuE8cX9MEGKwPUhVYoqCRajpfIFdWkIT8KWFKrpgZ86BXqQ3+y0AdqsVt6qO7bLFlR5fmkjWGr/ArN8ggX0/5yDUNGbgKDQs7Ql75QmXigVz23Lsa3aLJRdK1U4IpVrHT4lP0xgl4rQQZ0VYioq/LkVoCCwFdsTr2lU8l9zxqFYU78xTjca57dh1S5ZFnScN3ZfHVYGqHmgieQzSZDR2FhozrvtTmpz+bifCNxabsRvpbF0qjulFS5ydOCrjWRhV07hgT1hJyU7ZMjcuKlXbPEmMbdM4+RoDhJjpjH6k0wlkzy1yql6ZlLrrdhrb47yCmMpQs11q9tAYQzXljDDWYhIoLh1Pk9vPp4upl4tjLIELhX7Xc7P+nmDDaMXIuN09t9RCedzma0nq3y4eWO+dN2IGIX6U98KAGUxsgw5rd8Kxj64nuPUFvVdUpASL9bFIeUbrDYiMwtHYFmAIdmyjxjvoEO9aKYPYBCK9Vigi0CaoxtqlqXqGI1gppAxCNHOwGxlEziIAawUJ4L0OylwkMyPKMw0Ete9bzyD085vbFheBfGweQ8DSid7lk71AJ6qj4c9Yf08zCGsUYTgtDSYKuh6fzZ+fKJTjk/5jHPxpf5XRUmT6TjYjTY2OUXzmPM1PnQDJ53nzc9wulBM7Od67HU6fZyLWeeK+mCCaaz1X3/8xbnzDU2y/eIU//q/eTP1CxVv+8iep/mHBRy89xuF738R33XiJjx09xtt3XuIHn3snb7p0nU/8wFsZtuDv/IG/wC/0r+Ot1Su8v/kafujkXRSzgX+xKrk27OHF8Nb6ZW5GP8g/+yPfQP36Y8rCc3Qw4+KlY37oS9/Pni2oTckr/uNcshU/M/8UpRn4jl+9y7P9wFFsLXbABTMwj6IT17qKC2ZgP5Rcclq4+j3//r/kPVc/zScPX8fFeslnlzs8dfEaP3fjMd51+UX+0mM/leXivAi10QLqMryQ74K1KXjRf3LtQq+MYfn2iivlETe9z4pIgVERSr0jhJf8WESzEdb8N258LTe7eTauvVIf86bZK9watrhYLAB4397zp5cBG5iGN1fXuOm1hdyHNDGNvhgLEVaiClBzIxyEgYUU/LVbT2ERXl/dYM8teb6/zPv2nl/bz+aEvgyv5nPytfNn4mfUjKcnZRDp/ZK9LDoRtqxhJcIiWD7da82hl4LLxTGdOL5p+wCAr2l+WrcZM4VUS0mZRJL/T/v5Hduvnht/cXbc/1yM+2KCABARihPBtmqbG59kMVSE3lKcKC8i/cD6OnEV1Z2XQdtvdBbvXKZPY2yuiqdU0ExKyNYk9KAyFXpRX4yktnTSlyTuBEAl66Y0VSQ8Jf7E1FkrHaeZoCltNOiZqiIP+AzoQrSw6Eiq1mM4hMWQnLUmsOzJ65R8BU5GKfpUsINUUJuQvIi8k4375hRCnWtAsX26klL3AfluPx2owTCxBdCsIR1POoapBsPafl4DGbmKS54cEz4FjJmDi1loiba7q0hI08+u5LxqUpLoRdT6wIxmOTC+n7iPXw7uYTMedDHOE0ZbnC/9Bth5dgvaAdsBRcEfePwn+LvFV/LR3/QGnlm+jpeXF9SNetHwQrWHjarWX17Dk+UvctE2vLj3cbovK7hULvh3J09wvd/GYznyDQd+roO2NZwc19gyICcFB8cNbyi1e+Al8IaywkvgTeUtSgO//8mf5EOrX5WNczZrBjeHbea25cDP2XYrKjOwXDQ8e/QQ1452OO4rDk8aPlNeYn8549mjh+BRmBmtqKe2ZCsD27ahF8/caL9/1xpKY0f/S2P45iv/ih3b89Orqxke3MtonLMINVu25TDMNDUXqwArLJ85vsxBN7ZOD6sZQQz7/YwLxR4Axxc+RWncKfiwtiy1m/Oe5ogPLq/mwmoqNJZmbFf2otaFF6Kq9b6f8/Txo1gTOPAz5rbjRr/F8YVPsRKfB19tiuyVmbxDVkFojOHLqoYfXDw28Ul1p9CmqQ6ykjKDwhTnUPNL7SWCGC4UK3pxfE3z0/QiPFro9/+BxTx2cNJEFiYIiHEye3f9WT3vd3Wxb8SDDOIcEX0xsqt3a3E90PVs2ZbKDYR54KBrWHQVx32N7x0nfYnrhRBboWVWVQpcKhdcKFbcHLbYH+Z4Mdx02xz4mVKdexg6Xdeb3uD7seetd/AE8NHYc0uuDbscex1YXiwrV9AEzUZuDlusXMHBMMej0G/fWZZ9RdcXnNhA1xUcdzVdW7DsFZCTCoxqyKsTRCkTX07x9NEyrk/Zhwhzo4rPN4ftPEGk/QJR91KdrErjVYA3YhqO+pqTfsRrWCPs9zOO+zovO1YRFBZEcr3CGgNCdgQrjWPfb8XjN7edIHQCKfLxHPc11gT23YzBWfb7GUvRpVJJtLeTYa1tGhj5GqVxGT/ijLpjbTqrp4HcS5Ffswzq/3E4NLkT0otjFTOHFDf9dt5m2sc0q5QPKQAADtlJREFU8rbjMXW3qYncMSQylu/juC8mCL9V4Z96kqf+9CvIzX38D17gF/YeZvnVX8y3/ss3Ur9Q8bbv+Xn++w/9v/x89yhP1S/yfc17eOf2C3z3l/+nmNnAd914Ktcn/uFzX8rwY1cYtuBf/6HvZj+ujx8rapahpzSWH3nX23j3w79EZQc+c3yZt1x4hb9zdJmrxS127Ipnuss8Vt7ix4++AmcCf+ufv5ef/21/lXaCxJt2NU6kozYlS+my7P2n3/EQX7/3c/x8+yh7bslL3UXePnuen334CX7N1qd5fggcSbpQFXq8ZQJP94bSwEosezbw6f6RtfM1Ny3f/rH/nAtNy79+5z+a0M1lDdwz7V7AWBx8a/0yh6HJk8GeW/JFxS2OpGQnZiBLEVYhRKgzEctgCXjmJrAS+Os3voa/+OiHb/+9xqVIQjECLEPHr9v6eQAecS1zY3jVqxdmmrKOglbvklRgZQw3vKExgZtBfSvOK00/jWTv94rvCGi3ArSQ2xjNHG76bX7fhc+ei/z1wgC7dqxJ3FPc3/PD/TFBGC+4RYccHeOPF9xaPQyto1gMmFWJa/n/2zufENmyu45/fufce+tWV/d7/fK65/kCySDESJBZDBkiCBLFiONG3BlE3LgSAkIWIgguXCbrLHThWnA3iTEBJURElMQIiRkx84yjcWYw782b7tdd3VV165xfFuece29VV/W/92a6xjkfKOr/rXPrz6/O/Z3f9/vDH4858Fs8nm9zVNYcNqEs1kwMXmywj2vqUCrblFQzxZfCWD1HsT/kROeM1bMjwsm05HheYaXkqBkEezg/YKwVtTY88UM+zDuhQa44zCwVRi1OZVPlZLq9L9Y6aIaMY3WeRTl2obfnO9Fyrq/F8Grw2kRD2IJSXLtyMfHlgv1dLaET2LRwcYaxXlGfBGpBRxJmKU98sOtLGg8jnhMtOPI11sTEnM7OqDnD/nVqzlNX0qhrA8/yEnBf7p2ChRVpC67G0lBb5UhLap2GQiRCUEgzhr6as455kqTFWE6aLpvlrDLMdThO1MZcVlw2JiQ1k4BtVXDo52La/WPRFXvVis5F5GXOS+ALYX6rphoOMZMpz42OebS1w/ROiZbxsGNYs2+PuFcectecsFeNuW1P8dtz7NBRGkdtu74YvhC0gB1j8bF9Xi1B41Bi2R2dsl8dUxjPqSu5Vz2hiloJgErm7bTciscXGmcM3Ren7NUgbEnZmtkmsda9wRG7dsxeccSuPcEh7Nsn3K8OuWuPg8w8ffF6ea/UF6N/fRlrPYV1C4IxOOsoVWDb4q1kWnvXHlNLQ2PCx79rx+yaGRZtxVqJYOwirat1ui3sv+/qP9Z8tgtiLWCqnl0zwccZ00Asd6NBcFqaTH4NwRuUtst2Q+iL0SU5V6s5z/vnL6WrkKxFlio/NR6qrJatL5PcsPsJ2iuTA0Qmk1nJ4kLSRrIRAcI4xZ7MgmLTOd6ZDNGJpTqct+W16jwHfsjj+TYHxTAk1VyNjAucT/ZteiahNFXPONYu7BrHVD0IPDmteTjbZmAcb09GPKx2+OnBj4PSMdrClzJvr0OYrvcrEBdfZ96eJyHQ49mIAzfi8TysojxqdnhcbPOo2ebAjfiwPeoJfTo/iJToS16Rq/wgEk79Quu9tLlUFZnuMxh8TMAeuF3GvlowRzkyJxzEFRqAD9kmeDDEJVIDrfdZqCYMS7rLjlLrpuZ9P4iDKD7b0jnWO458yZ5tqJYqIJf9IOpgLdZ+HtehUdfWsvjop1FHX4dk6XdZ0vOu6wch6MYfYjxNlcczQ43gBwUMKqSq2C5nUHrc0EChqAGpytDGzp6GLt7FlIFp0IFHBuFLkzwpjfGoCbGlJCS36jgdTvbkdTlnu5gxKqaM4nm/F0MlLgqI4wdoommt9E9heh/6ZSQps5AkyKNiyshM2bLx3MzYMqHlXx2nucmTEqKLUnxP3NJ0vo9TgzGhGY+VcEhTEA5vlvtipI4d4XIY2yguz47MtD0NYnf0gTgGa36AfR1LGLsu5BtWBYcFA5t4f+oFUotSirSvl5ZUPav/WJ1Cc90VA7oq0lp8qImgsw10vZxEGvtFzGIw89qdrkwyrr3odAlE5OXY0e6BiPzRivs/LyKvxnYVfyciz1+0zY2YQUAIEqiiGpySxGhonONjMYmPBq8kI9dUAKXhsXS+lH1PSiNyRswDYE1wROo7UQVjlHRKEuIoEmrjxOIXNH3pTSpA6v2g00zExi9faeZU8TVLXBjvOV/4dJ9beowXs7L13rJ79brLqWnOrL0tBhtV+j0xk1VfP0mZgphPgrpzSEnKxfxAZ/mWio5C38+uRDpJvZ0C0rmCpZ/sdZ2tg+bEk3pt2F6FJCKtpuIq9C3nrozS2Yc/JSJigS8Bv0roR/MtEXlFVV/tPexfgZdU9UREfh/4AvBb5213I2YQEGWvIogEpyT10bR2hat1Spw5TPCuTIcY8dR3tfbRxXj5c3A+KDWTq3UQQ3Wu1mkNfJ2rdfo36lyk0yyge6FGbTtej6Fpe3UGX4W+q/Uq0u1XcbVed3nZ1XoWtSbte5qC4zmu1vQur3K1XibNIPr/xn1Xax/fL6dnXa3Dfscg8i64Wjcax7Lkan1V2iDHNV2tVS91ugSfAh6o6g9VdQb8JaHTXYuqfkNVT+LVfyK0pTiXzZhBqCJzD86jzjHzFpwgS67WM4JoJ/2ovRrEBdv7i1ytwz+SxqmkMneGqQu7P/O27cqVOGOOq2ddrfvireQo1d2nvea93bib3vkyyz/E/vnZt+ysqzVcdmocXj8dMszU4qP0vGkPL1asnIiunTWsykGsc7VOsvEmfLzRSdvzXrlaJ8l2m+ugpzzl7H6s46nqHxLPLgexqqvdz5/z+N8D/uaijW5GgHgaNjvHk8mcw5XEWnsi0q9K+/PYfOrKiMjvAC8Bn77osRsRIOzxFPnOv3P4m59k6427vP7agOEbBfU3v8PH/nCfB/Ye41/8Wf768JDvH97n9dt7/PObz/PO3pDd7xuakeWXf+lV7pcHvFD/iP+6t8ff/twtZOj4x8k+bzahdegL9Y942+0yMlOO/+MO/zCpMEaZHNT87/5tPvfi37NjhC0p2TX/zX1bcTD6IbU0vPLxF/i3mXLgt9tx75gJOxI8BN50O+yYCQfuFs/FGodvvv4xvBpeO9xnu5ry6GTE6x+6y3cf3uet/dv8+ke+0TpSWRylFBQM2LezWAU5oZSCUv6vrWgMryv8ykd/wJ3ihP+cn3LSM49NCb8Gw6455bFLxVCxXFsNX378IkfzQTtrulOd8onRWzxqttkrQxvEP7jzgDmurelIpIIoj/Ly7e/xg2ZM2ZulQafmTK5OALUoExUmavnKk08C8NHB2zxXPOG16T0+f+e1c5WjWzKjjHUov7bzPd6az1oVZ3pfuoRj/F6lcwlqzokKj13Nd6cfx6vE2hTDZ7cfAkFb0RAqJJNKNIxd2lqJ/nbvF9srC7QujXKVAPFIVV865/5LdbUTkc8Afwx8WlWnF73oRgQIjMUMt8JlAQYeX4GMtsKUUhTxym17yq1ywradMigbajvHVYKvYpFLT0EZeu/BLTPhJH4RUnftUhy+UqrCUVjPtHIMiuQNIe0xqcdTEuTSqsKWzHEmBIQgjHJUkjLjDbW42A08LFlW1ZyhnTGwc7aKGcOyYmRnDMs5o2LKcqu+fgI0HQ4NMAtJvXRfmurXohAl507Dig3QKjvLnpq0ipdHxZS5GlysQEoO4du2ZCsWLYXDg8UqxdboRcKSKcCWaJs3cLHysQ0pMQcUxhkSnY0qW3EFZ2SCxd6OmSwEh1Sd2V8hSUngYBwsC7Lrfh4hfIbde+Xp1JgNwQNkZKY0aluzl8XXDuXTHtofb1jKPOsvsVxxeS3p97Org/gW8DOxo90bwGeB3+4/QEReBP4MeFlVf3yZjW5GgFCPzmYUJx4zncO8QnxolnPcVNAY7GkwUAk2Z4L34TxZy421atV64/kAmRrUBKn2cuMZiwcfjuN9THI6L0zU0MRy5IkGM5aJlngMkya8Vf1Vh37OIF2H7jjZ+5QEDK/j4phTmzuPb5WK4XlJPxGk2l41Ss6D63JbwYi2PT3WYSV1re6k1YkUXNK+tNd7qzdtfYV28uvwmCAi8/izHcp72oawjbP5hHJFQtaxWCqdVl36t3k8lq4TmGHW/WCTaW8bbHXhcjKtMVH05tr97Zu9hBnDTA2tzW+qkIwitcXtXjMgLPGs6iBUdS4inwO+Thj+X8ROd38KfFtVXwG+CGwDfyXhPfsfVf2N87a7GQEik/kgooB7dlMIVf0q8NWl2/6kd/kzV93mZgQIESjLUAshAjYWRxWhoS5xyTIVQ5XiMMZTSCyIiqYpacmwNC664IbnpKKnthFunH+nDtliFGt04V82ZOz7Qwz3t1V8Z2YlKSPu2+vGeArjMCiF8ViTmgF3xjOpCq/1elixVGbXLCea3jJkGGT3L970npKeb+LlUJ/RjSF0+g6rO/0qxVX+jYvj8m09QdubY81jTTyFJdT0HkWfyaXCrL7w6zxVpVlzub2tN67FcYcZUahIXf0TcJy/mnLR2C7HlZKUN4LoBgxQRB4CY+DRTY/lKdjj/T1+yPvwLHheVfcv88Db9U/pL3zkdy+10a89+OK/XJCkfFfYiBmEqu6LyLdv4g14Vrzfxw95H26EDfiDPo+NCBCZzAeSKCHYZHKAyGRujG51aFPZpABxraqwDeL9Pn7I+/De8oxXMd4NNiZAXLdsdFN4v48f8j7cCDkHkclk1pIDRCaTWc3m10HkAJHJ3BQK+JyDyGQy68gziEwms5YcIDKZzEpUUXd9h+73ghwgMpmbJFdSZjKZteRDjEwmsxLVvIqRyWTOIc8gMpnMOjTPIDKZzGpyJWUmk1lHbAi1yeQAkcncEApoXubMZDIr0WwYk8lkzmHTZxAb4WqdyXwQEZGvEVy4L8MjVX353RzPKnKAyGQya3n63mGZTOb/LTlAZDKZteQAkclk1pIDRCaTWUsOEJlMZi05QGQymbXkAJHJZNaSA0Qmk1lLDhCZTGYtPwHy3vaodM7vHAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:13<00:00, 6.51it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1093.9345066547394 seconds ---\n", "\n", "[[ 1. 0.78457266 0.16486008 ..., 0.15258019 0.15257857\n", " 0.16512827]\n", " [ 0.78457266 1. 0.11840819 ..., 0.10958835 0.10958719\n", " 0.11860081]\n", " [ 0.16486008 0.11840819 1. ..., 0.2957113 0.29570816\n", " 0.30232922]\n", " ..., \n", " [ 0.15258019 0.10958835 0.2957113 ..., 1. 0.99999801\n", " 0.99937498]\n", " [ 0.15257857 0.10958719 0.29570816 ..., 0.99999801 1. 0.99938037]\n", " [ 0.16512827 0.11860081 0.30232922 ..., 0.99937498 0.99938037 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:34<00:00, 6.72it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1114.9270598888397 seconds ---\n", "\n", "[[ 1. 0.78120561 0.16406891 ..., 0.15137128 0.15135536\n", " 0.16393297]\n", " [ 0.78120561 1. 0.11774011 ..., 0.10862796 0.10861654\n", " 0.11764256]\n", " [ 0.16406891 0.11774011 1. ..., 0.29414683 0.2941159\n", " 0.30090483]\n", " ..., \n", " [ 0.15137128 0.10862796 0.29414683 ..., 1. 0.99997954\n", " 0.99904708]\n", " [ 0.15135536 0.10861654 0.2941159 ..., 0.99997954 1. 0.99910327]\n", " [ 0.16393297 0.11764256 0.30090483 ..., 0.99904708 0.99910327 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:48<00:00, 6.62it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1069.0815761089325 seconds ---\n", "\n", "[[ 1. 0.74887811 0.15655577 ..., 0.13965093 0.1395252\n", " 0.15251314]\n", " [ 0.74887811 1. 0.11135734 ..., 0.09933301 0.09924358\n", " 0.10848183]\n", " [ 0.15655577 0.11135734 1. ..., 0.27855373 0.27830294\n", " 0.28705151]\n", " ..., \n", " [ 0.13965093 0.09933301 0.27855373 ..., 1. 0.9997372\n", " 0.99516091]\n", " [ 0.1395252 0.09924358 0.27830294 ..., 0.9997372 1. 0.99596395]\n", " [ 0.15251314 0.10848183 0.28705151 ..., 0.99516091 0.99596395 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:26<00:00, 7.15it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1046.227855205536 seconds ---\n", "\n", "[[ 1. 0.52386092 0.10738255 ..., 0.06411974 0.06488148\n", " 0.0807067 ]\n", " [ 0.52386092 1. 0.06870307 ..., 0.04102364 0.041511\n", " 0.05163594]\n", " [ 0.10738255 0.06870307 1. ..., 0.16087184 0.162783\n", " 0.18951664]\n", " ..., \n", " [ 0.06411974 0.04102364 0.16087184 ..., 1. 0.99329982\n", " 0.92073442]\n", " [ 0.06488148 0.041511 0.162783 ..., 0.99329982 1. 0.94672483]\n", " [ 0.0807067 0.05163594 0.18951664 ..., 0.92073442 0.94672483 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:21<00:00, 7.11it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1041.553626537323 seconds ---\n", "\n", "[[ 1.00000000e+00 1.43770846e-01 2.59319287e-02 ..., 2.99397171e-03\n", " 3.50084221e-03 7.47520665e-03]\n", " [ 1.43770846e-01 1.00000000e+00 8.64787044e-03 ..., 9.98440176e-04\n", " 1.16747313e-03 2.49285811e-03]\n", " [ 2.59319287e-02 8.64787044e-03 1.00000000e+00 ..., 2.29092300e-02\n", " 2.67876944e-02 5.23931895e-02]\n", " ..., \n", " [ 2.99397171e-03 9.98440176e-04 2.29092300e-02 ..., 1.00000000e+00\n", " 9.69511752e-01 5.23533540e-01]\n", " [ 3.50084221e-03 1.16747313e-03 2.67876944e-02 ..., 9.69511752e-01\n", " 1.00000000e+00 6.33816856e-01]\n", " [ 7.47520665e-03 2.49285811e-03 5.23931895e-02 ..., 5.23533540e-01\n", " 6.33816856e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:22<00:00, 7.15it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1042.558649778366 seconds ---\n", "\n", "[[ 1.00000000e+00 3.64397253e-02 3.02057769e-03 ..., 3.84415060e-05\n", " 4.88913775e-05 2.74993059e-04]\n", " [ 3.64397253e-02 1.00000000e+00 3.41755923e-04 ..., 4.34937079e-06\n", " 5.53169612e-06 3.11134215e-05]\n", " [ 3.02057769e-03 3.41755923e-04 1.00000000e+00 ..., 2.27113790e-03\n", " 2.88852004e-03 1.47440475e-02]\n", " ..., \n", " [ 3.84415060e-05 4.34937079e-06 2.27113790e-03 ..., 1.00000000e+00\n", " 9.66764700e-01 1.87027924e-01]\n", " [ 4.88913775e-05 5.53169612e-06 2.88852004e-03 ..., 9.66764700e-01\n", " 1.00000000e+00 2.46999628e-01]\n", " [ 2.74993059e-04 3.11134215e-05 1.47440475e-02 ..., 1.87027924e-01\n", " 2.46999628e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:04<00:00, 7.05it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1084.4509131908417 seconds ---\n", "\n", "[[ 1.00000000e+00 1.11381555e-02 3.07119412e-04 ..., 3.95081136e-07\n", " 5.08661096e-07 8.83437856e-06]\n", " [ 1.11381555e-02 1.00000000e+00 1.10648508e-05 ..., 1.42339223e-08\n", " 1.83259636e-08 3.18283629e-07]\n", " [ 3.07119412e-04 1.10648508e-05 1.00000000e+00 ..., 2.26526119e-04\n", " 2.91649014e-04 4.59111611e-03]\n", " ..., \n", " [ 3.95081136e-07 1.42339223e-08 2.26526119e-04 ..., 1.00000000e+00\n", " 9.66955733e-01 5.99792782e-02]\n", " [ 5.08661096e-07 1.83259636e-08 2.91649014e-04 ..., 9.66955733e-01\n", " 1.00000000e+00 8.02100385e-02]\n", " [ 8.83437856e-06 3.18283629e-07 4.59111611e-03 ..., 5.99792782e-02\n", " 8.02100385e-02 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:40<00:00, 6.85it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1060.1227071285248 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50963223e-03 3.07634922e-05 ..., 3.96175096e-09\n", " 5.10722271e-09 2.79810793e-07]\n", " [ 3.50963223e-03 1.00000000e+00 3.50730864e-07 ..., 4.51674448e-11\n", " 5.82268301e-11 3.19008911e-09]\n", " [ 3.07634922e-05 3.50730864e-07 1.00000000e+00 ..., 2.26462528e-05\n", " 2.91940250e-05 1.44953233e-03]\n", " ..., \n", " [ 3.96175096e-09 4.51674448e-11 2.26462528e-05 ..., 1.00000000e+00\n", " 9.66984271e-01 1.89941750e-02]\n", " [ 5.10722271e-09 5.82268301e-11 2.91940250e-05 ..., 9.66984271e-01\n", " 1.00000000e+00 2.54340808e-02]\n", " [ 2.79810793e-07 3.19008911e-09 1.44953233e-03 ..., 1.89941750e-02\n", " 2.54340808e-02 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'untiln', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:41<00:00, 7.11it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1061.49662733078 seconds ---\n", "\n", "[[ 1.00000000e+00 1.10944468e-03 3.07686568e-06 ..., 3.96284772e-11\n", " 5.10929295e-11 8.84979762e-09]\n", " [ 1.10944468e-03 1.00000000e+00 1.10937119e-08 ..., 1.42881410e-13\n", " 1.84216764e-13 3.19081543e-11]\n", " [ 3.07686568e-06 1.10937119e-08 1.00000000e+00 ..., 2.26456119e-06\n", " 2.91969496e-06 4.58309289e-04]\n", " ..., \n", " [ 3.96284772e-11 1.42881410e-13 2.26456119e-06 ..., 1.00000000e+00\n", " 9.66987227e-01 6.00734335e-03]\n", " [ 5.10929295e-11 1.84216764e-13 2.91969496e-06 ..., 9.66987227e-01\n", " 1.00000000e+00 8.04516830e-03]\n", " [ 8.84979762e-09 3.19081543e-11 4.58309289e-04 ..., 6.00734335e-03\n", " 8.04516830e-03 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:07<00:00, 10.45it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 667.7713830471039 seconds ---\n", "\n", "[[ 1. 0.72760688 0. ..., 0. 0. 0. ]\n", " [ 0.72760688 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16412199 0.16412199\n", " 0.15767205]\n", " ..., \n", " [ 0. 0. 0.16412199 ..., 1. 1. 0.99997865]\n", " [ 0. 0. 0.16412199 ..., 1. 1. 0.99997865]\n", " [ 0. 0. 0.15767205 ..., 0.99997865 0.99997865 1. ]]\n" ] }, { "data": { "image/png": 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tNzacdXnJlS332x95DMN3iR+/9OvjbM4PHnoW77j2z3jzu19dqxWj6saJaoQU1KrEierHW48/Cy2WZF68yO4gSLz47pRXGWwopWjpEKO45dBzmR+06Gcheya3Mtdr80uXfIbMad6ycMlpVQKo2hXE+BXMiVcDnFYEA4cNBJ05dC6Eqw5lOK3Ksm9ihtwokrBgZZDwol33MTBh/Zy6ecLvLjyF3Ol1qsDoAJZKFRjR56vJlBwv3bPVBAigSEraS8NEpbqYQnk3sBWC0KC1JR2GhFFBrF6wphqMrjOnUhVGzomW/X8beRewyuCe/duxmUa0JYgMiMNZhS1VlvN2LNAdxuRW8a6jLySZU/UEHr2/E5/D6LPB+eehyy1wnfbH9+3fDLnwgeR6WmFaP9PHYhB7JzZDrmqV4/FUhrPfo16Mx4U7nnobr3jwJqI71izz69SNd1xz0jXV+P/snmesUz8qN+cXf/f0Fu/Rm0+Au25cc3Pee9E0jcOKX//mK2s35+NRCVqP8ttCcWqVpXt+G53Bcunm/Ex840luzpnSzXn+GYrmG0XngFddTuXmnCjdnJ956WVPWP8T+ys3pyZvR6dwc86yqWdIZyb57Esn2f1fnrj73vSi69D9nH0/tNO7OTfYdnbzdQT9Yp2b85Ez6NeHWo8ZxGMivbDJ/p98DjfvAJjnPz/0Vd519IV8ds9l/M7/fA7xAtz8Du/dyJ0hFM0n+yHbgi5/3b2SSd3nln0rHJifYsvmFY4+PMNPve4/kjeEzx34PWLxt7loB3RURO4MXxp2uDJaRItwzCi2astP3n8es0mPVpCyvzfN1kaX+xa3oMTxhnf8DLc/8jt0lF9iNULfGXqla2uzDug7Q1M0XVuQ4zdG3B606dus9pS0VcKyHTCpGvzioZBeaRS0CC2dEauchbxFIJbUaiaClLm0vS4tONEFf/mFG7CJ5fZ9b6OlPJsMgX65isUCCzZgc2mMNPjahol4mkY3hNVy8iD95aPeeBmKwTpBiSO1AdYpGjojtQGf3b+bt+37EjmKpORexgn9Uk9JxNTHl2xER+UYJ1weNctzLQWGWEJ++Sh1X7nTdZ9KHKEYVk1MKIbcaf7+6IW8ee+dhGIwCLpcuodlv9V5uQtIJKfnIqbUgFAsO7RhWjXQoupt7958zKDF0lneQb+I+LW9X8egaIkPvuvahFCKut1qUt+xbAmVQY2IDp+6aoODnu+OZK1zgkFEYUG6aW3AXhhkzMar7Nq+wOI3dhCWo75iDrkzRKIYOs3VjUfoqAHzSz+IWYqYp02wrNGpARSHTcaMKlAiHCgCZnTK0Am7w0VmdQOAWDLa0uDA0hQLcZMkKFjsN1gcNphf9G7MTt+xt2izSXkFNhTDko1YMG1PGwss2YhNKuWIaZK7gOcmXn1oqqi8xg+GtnimcNfiDjJTxkE4IdaGUBtWswgtjsIqkqBgZRive16BtgRdL3rvybcwpfpl+wVd2yj7TDmUT7Mz9G5Og/IqieRsD05mCqt2SCwhqfM0f3PxPHKrCcRiERSOwimMVcS6ILOa1cUme/ItDG1IRw8wTpG7gJ4t3Zwqo6W8q3Cu6LApWMU4xaVht+wzpesss8rxzcXzCJTFOsFYVfcp4giUZVCEBGIpnGJ+qc230p0kkpG7gLA0tPRtXL+boQuxThGrnFWTMBusEInBRkcIwxQc9K1Bi/CNpfNR4ti/NEVWaO7atpPcBUxq7z5eMG0SydcxHoBvLJ1PoB5/UXrn+J4NlDojZHlAfHztQe0rIubTNo8cniFpgUr96lkxh1A0mdPMiOGbg11M6j6zU6vM02Z2apWjyxEmVuQNYbuOagni/GBAR8W1BJHIqAQx4PyppTUJIiolCECJo9tscnGwOiJBaKZUxmblJ+BmHTClMpoS0JQ+OTBvTi1BrLqUSWlw5fShxy1B/F1nEzaxPCWcO0GC8MwiFphSw1NKEHCyBNFWSf2MAa6ePviYEsT8aounhHMbkiA2624tQYTiJYgJldAsJYirpw9uWILoZRFXxfsftwTRFi9BNEvarpk6gBZLIIZ+EXFlsn9DEsThqcmTJIjbNjjmPeR7NlDqjCDKcd0P383R/+K/78228FvnfYLv338RjWMx8bJ/AZ/sh0SiyJzmRc2c3IV8yPiBffThGYJlzdHliMahgGg5Q6eKD3R3MaX7aLHsyy5mSvuYhETlWBQKS9/FHCxS9jy8jQdib4jL+iEPJJvJl/0E3nzc8f6lZzIZ+AmosXRtwmrZ//Zwia5NmNE95osOudNc13yIe/MCjT/HEJV37KWOT+97CkVRMkYn6MCuxTKURrogNGRpsM4AJtrROKIwkeKWxefQKa1uoRi6JT2JypnP22wvLYK50xinSFTOdc296BHd1yD0bEwiOUPnjaG373saxiiUcnVKg7WCc4LWFmMU6aEW77ngueRO01RZ3c/A+Pts6KyOt1jKm0wEAy5M5tlfHAOgaxv0bMSU7nP7vqchpVXQWlX3KeKliKLQKOWwVhgca/Inm55PrApypwhLS2xlyA2UobCa3CliZRiYkKlwwKXNowBcGHl3+tCGKLF8bN/TEWC1m2BzzXuaz68ZNsBKEROKrdutJvWdR85H8AvIGjZelN0xliA2BFcId83tYEuZJNCzMXvzhOF8g2BCalfdtqDLsJQcchcSiubwcJLVMCaZHTDUCcn0kKzfomhqikR4anyIRAo0jo4a0JKMDM3X+hezLViu++sEA2Zmu0wkKbEuON5vMdUYcDD0Pvu8PcHVzYfrVUWJZWhD+s4zkBm9ytCGtFTKUtisX/wm1afnwlrsnZCUJdtgSg24dPM8aeFfgUWIdUGkCrp5ghZLbjWNIGdp2PDJReXzCrXh4GQDkziubT5MsxTjtViGpXifqIzjRZstQbdOCKrE8U2qvy5JSOPYpPoocbWkcvnmo2QmIFBrEkRhNYVTJDonswH3pAHPbO0jc5qWyjAI1qmayVRiOcCSaTKl+5wXLNIsI782uV6p9hRcvvlorc4UVq2TIAKx9IuonqB73Bae2dlHonIyFxCVA2Row/LduFIS8fc7dCFTus+F4TwGYVOpkmUoNI6nbz6CEsdDyQyDLORZEw95CaJ8rl3TOKUEMTBe7amgxPKtMxz7YyPlBnDZ5FEmG8P6+0909vHW48/g0y/5b/z8q16D7udY4K+7V3J14xG+OdjFh0zC4eEkf7LrbwB47n+9Dp1aTNwiWi5oPLQIgeaND76MizvHUeL42pGdbO106WYxn7vywxwoBljgWfEyRwxEH5ihHwg9BTp3LAfC1NCvDhMPrvAf7vxxJtulDUIblnoNhn0/IbdtXmap12Bzp8eRpQ6m0HzyuW/n84OL2R0dYcG02ay7fCs9j2uSA3x9uIvD77vo5BgGKb0VpVtwpYqsHEEusPNghg0Vb5h4OUHDn6ADQzYoV9G4IF9KSDYNcM6v/tZogrDg9Vd9go4a1rr7gmnzjd4utkfLzGXe5rL3vZetizNYH2rt3YXbVyxvGL4cCoUkxic5GkHSMi4gskhk/L10Q2j5/v71M78AwHd6Wzk8mODyiSPsfe9l69yj61yKZZZqRcPMquMtB38EFzow+OxYJ0hWZtqW8ShiBBd6t3jRMRA4prZ2uW7bfkJlmBu2CZTlgfc+xT+zoSO28JZn/QhiwTT8ywlWNTZ0dRZu9c6mvr2WRft44JBxTcqNwCDkVlGZ4kLRaLH0XICNfLQcwKTu01EDJrVfAVbDNeNd3hDA2x10qiDQuFAzGQ2ZCv3q2ElSJiLPiBRCIl43D0XRUgV5U7CBj2fQmQ8g8qMTbKRpJimdMj4/VIbcaGwZl9+JUnKjmYiHrCQxudEkAh01pFOK300pmNJ9WuX/oukTkiqshVo7nAhiXRlqvd7B7hSYRGFDQTdykoZvP9QGVw64OM4pGgGN2P9WWIUxhjgs6KghU7pX6+65C5gO+kzqPnnoJ3fRlMdkEDoTdMNgC0sQF+AEaxVlFj06NujAIOJIc0VYGm2r9zcV9hmYkOnQP4uNMggxYBsFhGXos3Y+JktXHfv0fZ9ab/3xxKJCQyvOmAr7hGJIQy8hFU0ft+JU1bbx/vPEjztjy+C3st3Kt140g39UqDWc+xLEORVJef/7nuEz9QTiBdjyji+tc3lu2bzC/FJpiHx4hmR2wMyHW+QN4Su/9c51LtB/GFzIpO7zN0u7WUibWCdc0F6gmyfEuuDOD11Jb5fFKUe4rMg2GR740T8kdQV9lzOtGgxcxiFjSMRxXzbNrUvXnNKoCD6fpKUzVoqYqXCAEsfHv3gdzQtWWF1qoGOD6YW0NvXpzbVobelxx3XvOqXbdLMOyJ0lFEXfGZYsNMXVW7Bp8QbJptL85rFn1xGW1kmt86c2oK1TVs0aE61E5M/u302WBbgywCdOcrZ0VullEa3IM5S3X/pBWsqSuzoIklggEqFrHc3SXfrLR69BY2t3XWVUBGpjo3VCQ+ekNqjdlAAzjT4T0ZCj/Q7v2P0B+i4gFEtLChSQI+uMnrnTTKqUy6Mmbzp2xUn6uy6XduMUWiwKV3tDcueT1VaKhIdXZwBoBhnWKX5t18cZuoDrY5+496ZjV9TtVM/NltWf9IhK8bKJr9NzYe3VMAgvunjPhiMedz590v27D5+mHMEJeN3TPjmOpNy1fYH9x7fR3q9q1+aoy/PA/NQ6V+ZQJ+jUAuokF2jl/nzP4nMYZCHOCf08YpCHBNoQ9B1BV0AJ4argQs2qS5k3hq4N0cGQY9axZCMSMewOF0/rlgRYzSJibRgWAY0w97pzV1hdbKJWAkyk0X1FTzUIVjS9qHFat2nOAkOnaUnBcRvTtzEdNawnoUG4PnYopHZHVjRFytNTOO+OHBRrerkqXaeri02vp5TLXz4IKQpNnmuWQ3995T4dupBQCnIX0FQpieQsmDYdNWB74N2hSlyd4Vi5JcFLLc5JbV/Jja7dlAC9NCIKCnqDmD35FlZMQiSGKd1HYcnRDG1Ez3q3b8/GbAuWuDTscufirnrcjNorRr+Pfi6sd9EOipCFXhPnIAq8feWerTvo2gYXB9+mqTT/sLSzph+o72e0XYDLkiN0TVLbXHxU5MazMRzjSMozwiOHZ0iO+5TtyrU56vLcsnllnSszmR5iYi9BnOgCrdyfl00fO7UE0dxK0fESBFaRTxjaEhPqgkmVM6EahJIBWS1BnM4tCaeWIPZ1dtCe7rMqpQQRhrSmB/RyRWtqcFq36ZoEEdBRGUs2O0mCmDdegqjckbBxCWJ+tfWYEkTlPj2VBLFJHadZukuvnj54xhJEL/N2m1EJ4inhHP1gYxJEKE2eOf3I45cgwvUSxBXxIYYuYFY3fOmAqf11O9VzO5UEcUV06CQJ4kwxrih1BoibOdf98APcc8sVtWtz1OV5oisz63uDpE7VSS7QL6x6d9/f77sQUxrNHmpuwhQapSxTxx028pmG4SroNODj/QmOF226NmFnuMCxosMrOt8BhEPF9GndkgB5FqADS5FrgtDr3Y0jip5MEHW9bSNOhUGvQ7KgGAw7vP/SU7tNt4dL9Yq9YFr8YOteRovhrTgvVYRS1O5IoHZBgjdKBoEhz/0rrtyF1nr3pMqpJYhe5Njbavq8gtBff8sm7z4d2rBmLInKiVXOctGko4dc19xbuyftiARRuSudk9omopTFlrkVg2M+DuJoMomOLKYf8J5Nz2VgvKeirdPai1O5Ta9tP8yyadLWQ/YXx/jIQ1fVnp1qTT9xqlXeDCUOU9pH8lyT9UNwggq9zea9ze9jYEL2T99DonI+8tBV9TUAesS7U7ULcHxHm4EJyUtGcsYShJMnVIIQkRcDv4cvsfBu59xvn/D7LuB9wFR5zuvLrOvT4pxiELde/05evecn2XRXv/Zc/HDrMG89/ixuvf6d/NTr/iM6NZhYES1nFE1deyv+YXBh7eH4wmrCb2y5C4C/vOMmxPh6hSaKamPXzD1dOgdiXzIgtRRNzW0/cjUPrMyy1G/wjK0HuG9pC7cmVxGpgj+/5A7+4PbOKb0O4I1blfGuOj7xcEo6FRAMDTYQVOYwDUXQz8lbivdtv+GUXpFtm5cZ5gGdOONYt8Wf6utpxVmdNVgYzUcaxbFYAAAgAElEQVSu/WO6LiC+dXItaenEbE4FVUmDUQPgphXr62aWsFowUYAyYEtD34fkOoJGgckVKnDYQgjigjA0DFZjokbO1quWiW+dfMxkrYqWyvg4Xaakm1DhlKAKx1/IM5FUew9Eo0C0wxUKV3ivyG3hVUimoF3wr5/5BcJbpx57QJXlIOr/DpoGdFmAxyk//G/vXoOkwvKzErYkq77t6prRdk64v9uunUClZYGfkfs9EzxRcRAjleR/EF8D9qsi8jHn3L0jp70R+JBz7p1llfnbgQsfrd1zikH0XEBuFcGI52LUo3Gip6JIZM1bcYKHo0LeBFUWEjGRLyjrlPdKmER5b4HzXoGpsM9kNMRY/7kTpUyEQ2JdoJDTeh2g9DyUZdKc9hZ5k5Q0onBacMr5rEkrFInQTLJTekU6UUqkDZ0opZ+HaGWZiFJSXYraVpEIWIra2+AJOplByCkYhM4EZaQe0DYAE6/P5tSNgqSRkemAIDAUhSaOc5KwoCi0p10N17wPG8zmrLwQQF2cR+XeG2IUiLaESYHWlqJQWKMxAioyWKUJk9x7W1rrvSzwKOnejGRzlkVyqdLhHbhGgdOKyXDIVODbrq8ZafekLNGGwSpw4eNjEI4ntORcXUkeQESqSvKjDMIBVZ3ASeDQYzV6TngxGtt3uqe/6N8z9ad/B8BNd3f56IGrWfz8NrJJRzIv7PjdL/FXB75Sl2z7QHcXT40P8cYHX8ZkNKQdpnxncTOXTR/j7/ddyKY7GuRN+Pqvv7MOKx7NP/jlo9fw/M59hBj25Zt5anyI25avYXu0xJTu853BNs6LF/ny8kVocXz5tiu56+feflIOQ5XwU4UoA3V/dwya3BAf55DxBsclG7EzyNmbJ1waDvl0/3xWytyJ3GnvAlUpB/NpEsnp25iZYJUD2cy6laapU37vyzcRNnLuev67CVjr25ajVCGkrqjDzKvfFMKiHTB0rs6EbYowqZLahgPw1/0OQxcSial176wMX26plKENef+hZ/NXl30U47z135Ytjj4TVbrxUpcTS1j/BhBLUCdNfXLQIsRg8YFWVZ+hFIQYlmyzjvT82Py1/MGuv0YjGBy6DgTz/SsRrHMYHKEocmdJqjwYlZw0Hj7ZD9Fi+bvebpaLBr+y+W9L+v3vQ2fQSN1uhS+n04RlEF6FH7j4Oxv2Nuy4Ytq9+oMv2Mip/MZVH3mY9UVZ/6gs/AyAiLwCeLFz7v8uv/8fwA3OuV8YOWc78ElgGp9ofJNz7s5H6/eckCBsQJ32DHBxdIyZRp8jsxbdlzpQKJaAGeUH/ZTuk0jBxZ3jTIV9vr2yjUEWspA2Man2BU8LwThbD4RqAhhnuSg+xnl6mVAsFsU23WMu7aCx9HXM0XSCUBmWyhqPUkDqCsJyMiqEAsPQeeLaxBQYAjSpK7BYztM5HRWx2aUkogglY1LFbNU+J+RQPl2HRluEvo1IpGC+aBOKoW8ihi7gcDa5zoLeNDFkikJrujarB79CkZb0hKLo2oLJkq9YrJ8waDoqInEGUw7sRIJyMkv9rA7l06UHw2CdQokt8xt8WHVqQ1bShK7NyJ0jKa8zOIblJIrEEJYTq2sNLbHkODYpzxSrvkLR7M82lbkVqjRu+j411oeQ26RmEAtpkwVjCMuQhIp1jhpxc+cNgCGGoVN0VIEGQvGMahT7802EUjCXdVjKGyxZWxplPSPpOyHEogWMWysxcDCfLo2hFcM5s8XWwZlkc84/AW7OVwG3OOfeKiLPBv5URJ7u3Ehizgk4JxgEsiYaA7UFuqp9OCq6KZH6HI2r3Vu2NIhVxqRTvSv/2v0LCcXUE65aBYwTDD6T0CLkVq9rb/R6AOPc2ooi/nsga5Ox2q5Ci58k6gSazEiyTm41uQSE2pBbn3dgUOQ2KD0BlS+hHFQOH5gE9URfX+119J7Xf9esxV6cDgaFdQqL85Z25ydubgOsFBikFJGr811NwYlU2FJaMY8igxuU9zqU91r1iVAeVxgpaSrv2+InrJIT+i27MU7WTVrDqWFQ4IKybVXSuqY31e2UzKHyPPjrqFWqMy1q/QRHUm6kkvyrgRcDOOf+TkQSYBaYO12j5wSD0Cm0D669vr/t7vYFZh9UdC9wBGXNl0U74EARcH4wYF92MR014GtHdtJJUi6fPkI/j7igveC9FVGEiaQWYS22Xjm0KP5meTehFERieCDdSrdxgMtac5wfLdBRQxSOC+J5loomCseDyUV1xmOFpkQ06wQs/x2gLf68bwxnmVL72Fe0mZCUOTPB7nCRe/NZYJ4rkwN1FWmD8rkiKuVIMEUohVcx9CqTwaZ11u6OHvC/mtcSN3M2lbUNToVYzDrVp8IjxSq9MqUaoKNSZpWj73Ka5TO6MtnP0HoVI3OaqMwlyZxmQg3puYgvty5ik2rUqkuFUTWnoq3tTC11LVpvmJ1UCaFo+jbjymQ/ET47M3dBnaWpxBJhWLEJicoZ2pA97a2cH8Rlqp2t1ZhKfdEimJJxaxFyZ4glrsdAldJeqWZVZmjXJiwXTbbr9en5UypHEaxrd/Q6/SiM77HwBBat3Ugl+UeAHwBuEZHL8XWSjj1ao+cEg7Aaso6qqy/tiheYSFLmpn0NyUrF6KiIGZ3SUXEZspyxtdNlIhrSzRMGeUg3TzCFRiy1pd6/6PUT5bxkiW3Bcj3wt+llvphfRlN5w9xi0aSj26zkCUosUrBOXYG1gicAsYT171U5/W3BMh1RbFb9MiV7lSml2KZXmFKKuaJT12+wTpFr7UXool0zCIDForXOB587jSsURa5Pqfb4z4rU5fXEHZ20HVGEytYraktUaQ+QetIsmDa90pW6pmL4OIahCxnakNU8rtWpajIZ58jLlkN0LaUMXUEiAbkzdE6ojxFLwILx92xGkr00rrZDLJkWic3JnaabJ/RtXtsEKqmyskFo520TFgidMHQWU4pvsYTr3hXAcZugcSwWLZaLBv2SgYTlfaTOojB1uxXmzBSRmFrFOFP4ehBPjARxukryIvKfgK855z4GvBb4YxH593jZ5/90j2GEPCcYhFjQ6Rqdy6bBsAjQA8jba+pH7gxD51eEoQ3J0HQzP4m2N1cItPEeB2Xr2HrglEbKlSKh72KGztI1DVZsQqwKYpXTUinNMggqVgVKvLpz4kqtRa1Tf6rf/XGfRp7j6LsQ7XJ6LmTocro2YehWaKmsXkGyMu6hpVJilZOUWaNNldIsMyUrxCoH5VDa1raDqt9K5VFI6QGq4jbWnkGOYziiS0fisDi/ApfdNCUFRT1ptVhyZ8rMzRSNI9KmNE5KvYqrEY+GFn9cIYS48rOrV/oAT1+BoSmpN4iKoCtacSgskRhyFdQ2iFgXhOJbs7ImQWgZiVUoiagYVMh6I7JlbV+QlmQosTRVRq40iejaXgOUe6eU9hLWVKUJNaztJI8XT2Sy1qkqyTvnfn3k873Ac8+kzXOCQZy/eZ7+Tywz8QH//Y2z9xGrnKf93EH+62t/irDrB9SXhh12h4u+2IvK+Vr/Yj535YdRCNe+9RcI+o47m1uZOu6YuaeLjTS/fPQaLoqPEYrhb5Z3c16yxEqR8Ps7vkrf+kkYN1cZuIz/8O7nrbneyn0xwp53bW27O+df/sDNbG34lPRYFcylHY4Pvdxz+eQR5tIOOxuLPLjqN8750KUf5dt5yA6dMXTwlHDAgSLk6miVvUXEr37gJ9fHVWhwypUb53jGaQNf1HWdi03B1r0WG0a8cPJfMZV4kT1SBYtpuXFOlHK4O8EFkwtYJxROkxlNM8j41Z230ZSi1s/3FyGfyrawWa/UFbLe9OFXnmbjHO+uFSskx+EFL/lXZEVQR2DmVtFPy5TzKCcJPIOdX20x3fR0/srFvqzK3mwLR/NJnpIc5k0ffuWau/RE96iUcSYlDdGScMNzdxEFhsKqOhQ6LYPCvItUrwWLZQGtZkocFlw+c5TnTd6PFsuxooPG8a6P3gz4Mvhi4SPXXYW1QqMsKNwbRASBretg2DIC1d3vn9X6Of7aDY76ygYxDrV+THRNg3ypybbyu3EW6xSfW7mcwSaNDYUAuDLyZeISWfSeh2CZA8WARKC3y5dhKzoWGyk6B2JMonh+5z7O08tlCHDBtmCZvovp26wuBQfebtC7oIDYItriBgHEhnTFi7utw5ofm72PraEvUx+JYa6YYD736dFPaxxkrpjgvHCBXfHW0tofcWk4oC3NegevRIa0VZNLZUB+yQBXVFGQoAKLKMiyspK0UajQYIcnvCbtCHoRJoabtj7AbLgKeMPrQuEZ1mTQZ397hosbx2qjX1pu3nNpaAhLnRq8+N9Rj9ARR9f5+7MXD7BWELXGHZz1sRNSZjWaRsJLtj5AagMmgiEWYWjX6my2Ai/9aLEcmpxia7SCRbgy8hujbtGrHI+bXBgsYy8eIOJ89CXUfQo+OrMwa9W18/mYF5z3cB2+XYWX98pCNVU1rsJqGjqnW8RsiVeJVc7VrUe4JjmAxrFkfZWqP7z4+0Ac/ZUYjPCC8x8mt5qp0DO0haxZ1+rIbFDnvnzFXOBp/EcIAeNQ6w3AQZ0XAF6kM6XV3Kk1Dq1rD4bUep+3KvuVF+VXN1fmITnxbq6q4lAkprQ5rBcJa31UOUQ5PwHK/7XrQWSdz9uLvgVhOTir7xpX11mA03sKNOXk02vbcYsqQ5K1lOHKnmH4naPWrhXl6mjNUJk69yGUgqTMDQnFEChb5hGUtbNElfcg68RxXRoEtQi6VFFE+WtEfCq1lGqWK92ttpR2QuVdk1W+AgpStVb6raInUkV9TtV3KJ4+VfWnSgZhS1GhlHCq46K8OdQoR6AMQZmYFqscgyKqXbxrbsdAGSJlanVRiytVF1cbGJW2iECuHVghUgUKV+fZ+DYK3275G1Bf93jhEAo7Llr7mIhVQdjM6u+haEJVcElyjC/3HcHAv5BjRhFLxjGj6LuYno15VrxMKIpwWRGuClhV5lZYv+dBvhmLnxgPpFsZupCuaRA3/ao7algMlgJs5HDaEQwUNtY+41MgGFjuH2ylG5cl3aTgaD7Bsay97vswCnlwuMUnUE0/zIItmFWKHENCwJItiMWwZAvsgl+xoHSjaofRDpUpz6CMYAOHzmSdO80pCFcdNhIe7G1msawSHauChcxLEJ1wyIG+D0eu6jxmNqClUxbae2iKqZlX11mOmCZDl7JUGkbzxQSxghNfjKX6jwWjSxVjWXH/6ha/qU7oI0JTE7BaShDtIKWhfWbr4cEEy4k3yB6b8FLT/mKKuaJDFBnyxWQtAvOUe3OuqTbhsmJvd5ZGkJMZTVTtzVlUXqoyj8No4qCgn4esNBISndPUGdsCLyUtmRZaLOlCGZexqpBC2NudpbCKTuTf7dKwQRwUPtrV6jrLs7rulD71DWJck3IDGNgQWV0T91OXk9qQB4ZbyNqCGEUCbNWWtjTYqgccLFI6wYAjBlqqINtkcKEmnzDoNKBo+lDqp8aH2FYWR+k2DrBNL7NiEwYuoy1JzRy0KIrZHJ0YtLLkgxCdFGSxpytvaa5sHWBz4G0QIYbNwQrHQh+5+pT4EJuDFbYFyzRVytD562ZVRFNFdR8zyqsaMyoi2tLHVLsy4atVa23JssAnCFm/l2Ze1aSsQn6VIzvSwEZwZecg04GvvpxIxkLsB3VHDZkMBlwS+zqMlQeiqVJmVbTO/Rk7A0Gfpgidshxbc0sPa1Ut9vuErLWalNYKad7i6okD9G3EpPbi+NCGdQZpW6c0tTdozkTTbA1XMAhbdRVGv8CU6nN+MKC5pVevxlU/VeKXCBSFKvtVDKXBFVOHvVHR6VqCqvqNVUFqAwqniVRBr4jZHHWJVcHlySEuLEsNdssye60tPUQcvUaCyxWXTx7BOsVEuQXX8UarNGAXdeFegGNb2uuS084UT6QX48nCORFqXRWMeeC/30jnIcVw1hEfF7b93pf4+fsf4JZDz+Wur1/E7qv3c2BpivOnltjz8DZmZrtEH5ghbwpffvMfsOpS2hLz8f4Ety1cXVeSmks7GCdc1ppjMW8Sq4KP/fnzvM1BOYKlgGI256Efeve6vRqMs+wr+sQCn+hdyoJp1UVqc6vrCQAwl03Q1inLpsFs2EXj+B9fvIkdF81zbLFDFBcMehGbN3WZm5tk69YlPnXl/1fHZlSh0akrmFBJHVuQuoJlm5GU3gd/Lhwymo4U3N67nLSsxWgQkqo+owvoqCHLpomSakL6rMyPHLiaQRbWK2EnSdnZWWIpbdQVt95+wceIS69I5U6sPAep816EUDTvXr64TPf2a40q1Qagjog0SB19mTvNJ+cuB7znaTIccGgwydsv+BhD5whhXVSmBYbO1RGMHSVsUg1uWdmBQaGxdVWmE70JWuxImHhAakOWTYPv9LZgnWIqHJA7xa9u+xS5g0tCz1z/ZHlbfQ1AVHpyRtsFuKm5l9RBNvLb0y84tOFQ69nLZ91L3/ejGzmV99/wnnHBmGROES86ejuqcm9wf7qV+UGLZE4xm/RYiJvMJj0eiA0TSUo/8KnUqSuYN4ZQFxwv2jywMstkNOQFs3vqQXR+tEBTefelDfEGSeWwkUMnpl7lNWtShQ/ccXxnuI1rmw+zok/OnQA/+aZ0n4WizeZgxU/K2DIZD1lJEhpRTlEoppIBC3GLyXhIQ6J1rtOmRIROlzSsHes77/MPS14eimJ/McUm1WNneHxdwZJK568CmqpALFVGnuZOMxkP0SPpzJPxkC1xl0AsM5GXRiZVRIDGVqujrAU+hU7XOR0XRsfQOIYuRGF93EIZP5CztodEU1L6LiZzmtnE97E9XmY67FFYzaSKaDofTzkq3VgsTWfInY9ObUpI6goujI7Vk7aqTn5iPQhdRoFW9GVOs2DadE2CdcJk4PfymFFBHUNhnOXC6Fj5jqvy/TnmFPUgpsrrHi1C9NEwrkl5hoi6EPZ9DcEqRH0um6CfhURdbxVPgoJWkKK1JdYFPeWzKvsup2tDJpWPM1jqN3xWpu7T1zEWoaOGZNonGzntMwdFe5uDVl5yqMrBV37yKsx2Lu0w1VnLFB2NfASY0jEdNSDXmo4eEGIQbWkGfhftJCjoB5ZEF+jAHz9VBOSpIh9PheNFGwLqMv7gJ2RVdXvoQjpqUFvJq5iCHO/qNFZRlBOsGWS0dUoaBDT0WpThKKM6FY195+ioIRpLUgYXVZGPABlrEkRLMqIqjiLwz6ytUzpqSCtICdCokdwM8JNV1cdzQryBumszOkrqAK5K5K8kl9G9MgxChGXofAxF7gI6eohxirYe+s11JERhaulxqjQ8V3kSSRlaPtouUF93Yjj7mWBsgzgDdC/yuQ566Cgld25sP8ieya3ce9E0+3vTLPYb7I+myfohx/stdO7QGX47tWDIhGqwM1zgGVsPMBX6rMyj6URdWWixaNLUGSoFNwhwyhsk88FahF3lkjTOEoklFrhhYi/3Ds9bl1zV1sNapJ8v2rT1kMW8xULYRol3lR7pTbDaS8iNZtCPONpok/ZDjvY79YY6sD75qy1xrWIUGHLnytWwyj+2XBUfZFLlfKL3lHUSRGV5r5KqKpVoVII40vNMtyoTlxYBkTIsZQ26kT9/0Q5IRJM7u07F8KHRObEEbNUxt6/6knO507WIvzZR1cgkqyaoZn9vGoDCao6HLQ4Op+oMU41XMUYzMqvM09xBRxk2qQb3ptvqFb2SJEZX9zUvl/ewDG3I0IUsF00e7G/GOGEqHFA4zdGJb5E6uCSM0CjuSrd4ZlpvxFOsC4mu2t6q95E7X/kKztye4HhiA6WeDJxTDKJxWJEct6zulFrF+PZwB3O9No3Diq2NLovDBlsbXR5INjPVGLAc+HMHLuOYdYSScazocN/SFjpRyo9s+1Ztfb4gnqej2yMqhkG0w8YanRQjKgYnqRj39nfw/RN76Fo/gTIXMKV7tQQRq5wp3aOjhmwOun6wxoaZRp+VYUwrzjBGMZ0MWEhaTCeDdXEYANpH/K9buTU+C1TJWv2GUBT7ik1MqT4XR3P13hx+Y5xqA5uAjhqwZLxXo8o6zF3ATKNPqOOaQUwlA7Yny8S6YDJcy5NQCLF4RmXL/1oUSnlGMWd6XBzNlVGWpQ2ijHz0z0iTl3fSksyHaLuQrQ2/9d75jUWmgx4GxaRKaDqzLvqyUm+azpBjsM4RS8DAZVwczZ0UZFTZWkYzQSs7Re4Chi7kuG7Xxsw1FSOqw8NzZ/w9ncAgquS10cjJGRVhsbV6csZwYzfnGSHd5Fh9WkHjoYjSME+scn7pks/w6998JfctbmF+scN9QL4cczCcLPetEA4ZX/QVMl7R+Q63JlcxEQ758vJFLGW+JuVS0WQl9yHVYQ8fBKV8cdksjthX9EtdU4jEYhAuC/0Ea+uUL3Yvq3dvKqwXlSuRfD5t0wpSukXCZDhAY5GVkH2L06wuNRlEMUU/YL+eIluKeSSe4lvZkHAkVTh3fr/Raou66thlYZkkVi42ufM1GjKn+Vz38rompUHVQUOFVTR0Xk8Gja1X+n2L02RZUEcELiUJgyJkNYtolxGRd077Vb/aXKYS1cOyeE8iORrF57qXnyxBqGobvhEJoky0KqzivsUtABxPW7SDlGPDNndOw9CtbXFX9ek34km4NFyh74REMoZO+Gz3abVUWInp6gRbwKiRMneaoQ3pFgmP9KaxTmiHKYVVfKV1P5nTXBL6AK7Pdq+vrwEvEZ3KSGna9zG0YS1deHXuMWuw1HiCC8Y8KTinGIRT1HEBdU6AysjKgKkqPVud6FYSSMSVe0F6hhGpgliv33FGldmBStz68Njycyx4cV5c/blCs9yPsm5rpIry6HeFqyfjSNNrXY1cE+JVGE8bUDKlEE9DdexEaBESlZGofD0dbm11syKloa4qouLP086W0YnUbkWpn42rJ1koZYCZo7xOysAmS+RsTbsSn1BVicqjbRjWPAvVc7EiJz23qr9Kx4/K56edkAmElBsD4Z9JUvZJZTQ8hYpR9UlZOqB+L6wfQ1WErUEIfZxXXW6gPrdsZ1275b35bNfq+JljrGKcAd728vfyK3e/jMlbO3X+xWum9vOWhUt428vfyxve8TN0+n4j3c3HHXl7gokHV7CR5r5smt3hIvdl0xwqpvnzS+5AIVz5h7+AFD6W5cHkIqTw42nb3TmtwxpECAaWvKX5xAsu5TvDbcylHW9z6O8oXZkZb5y9j6f+8b85Ze4E+LJpTvvMUxsA4tiyxzF8cJqZvsMGPq09b0+zuevIOtO8Yfplp8ztuHzyCAMTMRX22T+YRuGYigakxr+u1Ab80a5PkrqC/+fW543QJDU9ayXnRuqlleckxyEpQEoGaEPhUDKNFLBSjoh/9y9eyVQyoJdHxLogNQGdKKUZZBztd5iO+/zqztv48K3Pq5+H74f1Jeeq42U5iyqXAmAp9s9QZ/CL/+KV9NOIQFvacUqgLLnR5FaxOoyJw4L/n703D7Ysues7P5l5tru9+5Z6VdVVarW66VZLQisWaEExArN67AAzDhQw42BzIOEZgnHg8bDF2I5xhE1MmIjxIEZh4TAGJsxivLDJgNFMIwIJRiAkJLq1dJd6qb3qrffd5SyZOX/kcs599WrtBgrN+0W8uMu792Tec05m/vL3+/6+30WdsN6f88OP/Do/+6tfedv76YY6EgNSC7yUaeTJ/N63nmBRpXzXqz/MZjLhZ3/1K2+gsuuuSWFM/9Jr38iiSpeIjOF/uW2/4nE4niDuyPTGgPKtX8r/8Sic5ile/gcDPnz+FfQfehuP/txbKa5Jzv7oh/nA8/8b55ohjyQH/MzuX+EN/ef4/j96F/2i5Nd238gnd87wurWL/Pazj/MTHxjR9AWf/KH3xpLkQDemhORvftXX8d+c+DSpaPjc/BSvG5znWjPiTf3nWB3NeHJxlneufIbfnbyS0iS86if/ez793f/n7X9Lp4z4x3ce4qsHT3GuWWckF1xrVnhVdoVPlmd4Q36BK3rIvo9p1CGmISouNGsUsmJqcr5+fMCz1WbcSwMMZMnrnngPvX7FZ77rfXd9vp+qZsw8cApgLEtOK5haw8D3/VyTMLVZ5GhQWCoco1SIJ/zYxa87sv2jqmfDeamt5op2cY51D9g6MCXnGkd5b6yIKt0hsJoKw65nlKqt4he238KnvuO9SxwUsFzSbjrbDYNxKVsffD4wQezY/f7P1JoUw+/OH+VKPeZT3/HeeByAxtPZHD7uU3UdYdvu91pefZfX4niCuAMzCuqhitJ7Z4pd+nlNNXZEqmGFHEnFhpwzkopx4vggxsM5o7xk2uRUWjFtcppGIgwIbV3enpYPIty0p3r7nEp3HcIyL9hM9vl8uRlxDhNdMDFFjDkc4ekDNw6G7qA4le4ykoYNOWUkK4ySjKVDYI6k4XN1EfkgwmCtZeLLwR3ngsIyMUUMkIGLNdhG0jStYNBR/Tnqf0pIRtKQ2baEvC8sfZkjPWcDwK7vQ+CJlJiYJtTScTbMmiyWbnd5J0Laz1i7NMgcI5OJWiCpUKRCkYuEXdOL2Y+wrw8Bz1Q0TExBLRwXxbTJqX1AU1sbazu6ZC4mbm08zN0zfrn20qU+75qUDM2BLpjoIhIMhXO36HBudI+9awoydLwudwuHOMZBHNuxHdvNzRKxKPer3R8ThHBeRLBUuHqIQE8eCUgQPsKtfCDQkCpNKl2VoPEyb66Usz3eYVcU3J4/sAEVnjk5CLUEXsrKJjRGuYDWXa4ODkOhyYSIAT9XSemZkmjrI8ClTQMYp7KJT0mqGMl32RXvZViFtURRmq7XEF1ga+hyaOpOKi4TwgdgbXwtkUuVpy4DkXiuTYkSAserJCJC0kSvoUsd21nJhXtf4lZ6J0bTslC3RDcepegzF3VcrWUMANY28TgO167BBSfDY9sP34d4wUzEUxCP6rYKwdszVlKJjhIYnlM0xGisxYgbjx7wyGsAACAASURBVB2+p+7RCziOQdyhCe0QlMGuViOn27hvmZ92ehOAF7LNWJWVc8NNyu60R60Vj46ukyvNQFWoxLjSZNm6t9pa+qItmrpajrjarJD5KszNZJ+hKln1+hpD5RSwB0npsh43SVffjA9SCcnVZoWJucyu6aERbOkhm2rOlh4ySSasqmn8vEawIhf0ZcmqmpIJjRKWFbnwiL/2RurLEukJTA4jL5deH8F2BTAx1umMxNWroi9qZlaTd9iSMuvc+9ompKJpkYhyzhRNoWoPKGu5J7Vt+9TlpExR8f0d05akY50LvyIXMZNR2DrGXBStlF8AWw1U1WGmVnHAt+lOubTFkGhykcTJMzB/BxvJilQYhmrhi78UKS1nZdjChOOm8XsLUh8nuVf7gp4ghBDPAhNcRqux1r5ZCLEO/ALwCuBZ4F3W2p1bHUcaSA9a0tqr5YiyTBjtew4Cfx9PjWVbD9mUWxxoTxk3yzDGIQhT5er+pTSRKdvR1DUYa+mTxb3w1mLA9XpEKhuuVUOupSv0laN8G8iSQjQMZItzCNmB7kp8syBcGAjX6xETk7Klh9TW8S5OzK6bIEzKQFTUstV17MuSgagYyNLVM0giDV0XpbeiFghJlNm7md1s8pqYlH2bR6CRwjKSDVNj3cUA+rJGWkOGQUeeC8ffORA1SloKf2667dwOnh2uI0AuGgrhOB/DINVWUGJiYDSkVl0hmkZa465xZ/Jxv6FFMroK3fZ8Bf2NQLvXnSBcTMThLgaypJRpZ2II2QmOPG5fLFyq9+jTf1v7yxCDeCk2QF9prX1jp9LsB4EPWmsfAz7oXx/bsR3bERb0S2/39xdlfxZbjG8EvsI//2ngCeAHbvUFncLsZBo1wV47usizK+tMXjZE1jayWm+qhJptNlXCA+ku6+qA05t7jLKS7XrAQZWxXQ+oqwShnRxeKhRD8g4YyjmIrx5f5jW9CzEG8Xh+kScmr/ZVmTnXGwfJvl4OHfinblenpb4fymJ0C41e07vAmaRBc42RrBnJOWdUxSS7zBlV8eHFmSOh2xfqdQpRMTOu+vFKPV6iJpuYHrqSVIljie6S1nazCqFs/XA/zyQNY1PHHftICtZkQV/Usf8fL/vMbH6ItDahsoqJLFmYjN2qHyP+srPWdOnnQ3rQlYg7BfZNLyEYqlnH0rWX+S1Gl9U6ZDK6ylrb9YC5rZB2mfY+xiBsGydQCGprosJYX2SxnD781oulyxBdqcfsNT3mtnKktX5fGcrbgycRjn1FD188ae0XOJLSAr8lHDzwX3opsFPW2kv+/5eBU0d9UQjxbuDdAOlw7TgGcRyD+P9dDMLaL/AYBPAOa+0FIcRJ4L8IIT7d/ae11oqb0O34yeT94LQ5q5HEE3hxNt9lpbdgb33VoSB9eKIvFBuypC8S1v1quzmaspIv2G9yFk3CfpPT1CriINyPVCSR19LdsA/2djibbjuugCzldLLHH88eYrsZUivFTj1gJBdMmsLBbo/QxYBba3OeTbcZS8GmmjIQDSR7rEo4neyyKuHjeshEtziIWiUdXQwdV9IbdTESTK1oUk1p61trcx5xicdSkNqGoEM8kiIOuPC4ZQYsTBYrGbs4iMprY8yajNLWDl8QKeLN0jkJNPxBrKa2mr4/V6EwrU/Glmm1OSur6HI8pGgmpkchKxYmY7/JmdnqBr7Pw14DOCW2OmZ0iLiL7r2wpQsyodlr+uw1vRizirgMq0mFy/JoWjW1LT2OhWmurbv1JEQsmLtf7UVNENbaC/7xqhDiP+IUhq8IIR6w1l7yYqE3lfUKJhsodtoTfW5+gt1pj/5Vy+KExfrRPTENl3WfvphxvRmxm/a5vDtiv8h5xZktemnNajonSbXzIJTT5oxIStEiKZ85OMHL81OkouGZxUlHxZZOHIhJzdlOh2wmk1h4ZZKjvYXDK3h3EjlXnuKRZJuLzZiRnHO5WWUgrvBCvcG6vMBJNaEQYeC4lXlFOq6CsGKvyhmLJL0BSSlTTZpqDutMdnuTkxzZ52taMLNp3LYsbE0qKmZGU/ubfFMZFjK9AUm5MCkrcsHCpgzT0pXI05041Y1BPpa9ievaFYRJKclJODAlp5VeQlK2QUr3fmFq50HIlNV0Tl9kt0RS5sLG7YcRLZISXOWvOz8pBsPpZOFo8ZIDlDBOIU20aVhHrNtBUvpmT6oDUtHWd9yL/UXGF+7E7nn6EkIMhBCj8Bz4WuBTwK8A3+4/9u3AL9/2YBZE057kyiQYI5E1BFgDQI3HDuBWXG0lunHkpLFYKnAEdmoCQl7bPbdoaxx9uVerLk3CwmYEqbfUo+NCsZPsMCwH62YzjnqN76Pxe+qAeXA4B0WNbNvwf5lo2818RaPbarh+hM9J4bI0t2NUvtn2xyAIQryhj8ZaatwqrH3BVBDODQM1FCelvp8txPjubqPa/7l13bWn/J8rntLxT8X/GV/IpX1BWPvjQ/sSEd93z2V8XMo4+TYNxuMyQrYk/K42pqM8zV73uMHC5KCE+8vu0oMIOIg7+fuLshfjQZwC/qNwd2kC/Ftr7W8IIT4K/KIQ4u8AzwHvut2BRienPPetlsd+073+Vw/+Dv98cJnrXzTkife+lXw/SLnBlxc11zW8uf95AH7ry99LIeAd/+F/IpkInh2doXdZsvJciS4kvzHvc1bVSOG0MoMuxi8++sstH8PacwA8/MvvvkEXQ3hdjJOfsfz4zkN3pItxrnS6GN+/fo49A69K931QbIcDA69fuc6esXzTE995pC6GvgNdjNGnMnTe44cffv3NdTEWR+tifNv406RoWl0MuKItIwHb/h7/5o+857a6GPJSwQ/3t+5MF6NsdTG+Z+0PAHi6FmyZjFckc775I++5pS6G7uhicD1n8tbiJdDFcIS3f/v3vweEpfa6GE++6cyd6WI899ARuhj/kDs26677/Wz3PEFYa88Bbzji/S2cQOgd215VMLrQkqc808y5UK7ywedeiTgpsMrpdj6QOFLRB5IhT9YNG3LG78wfYSQX9B/a52Cnz3BtxlSsUK4mNIXgLflW1IJclc8y8uSvT9Upj6ZzFMJT02ecefg643xBP6m4PF1hvTfj2Z01BLB4Zo2vHjzFSAaNDcHEXGbimW3OJA0Tc5mxFDySbGMQ7BkYy14M3NVWM5QFpa0Zyx5vefhZZo3rm0FQqJpC1exWfRKhqUxCP6nYKR2fRSyNlprPXX8IXRi+YfzHjDxJjMQyizyKmmvFgDPJBO0Rpq6U3DCW/aXzn4uUvhf6Pek9oXc88gylTkikjnUgjVE0VlKomsokfCx5kL8+/ji1lw0E5zVNPXV+wJMAbPUHrKoZxsp4HddVzcIeMBR93vHIMyR+i1HbDjmLsCTCMG1cVWltFJ8YnOEbNz5GIWqCpEFX0zPorYat2szkbCb7KCyPpPucUk74t7QVEsk7H3kaKQxP728yq1O+aeOPMDhKQYAtPaQQdRQyDsgHR+nv+hjs6bu58fnCz2K8JJYnDfW4dc9OKclaOuOLTmzx/HQcdTGCGtbMVCgKpjblsewyI1lxsNtD7icciB7ZRJAsNCC5qBWbtkQJwbPNkE05Y2adHN5QuIFyQkr6MuPazoj9oiBVmoNpwf4i52DXfWZ9ZjnXrLMhXeYhFZpd02PLS9VprrFremyqKRebMQub8qp0fykmEWjsArXd07snqJuQFhUONq4MsypFCUtjJFnSMC+zSAMPDiCVTgSylny6eoBV5bgyC1FHktq+LLlYr8VBU/nt1ECWvDKd3wDyOjAluUhihP+zu5vUWqGkiW1rI9FGOMk7raj3cj5XnWZhUka+hnph0ig6HEBeAJebMZt+snp95khV9kzFxAqMXPDZ3c04VLRtae+ld98XTUKqNLVWHOz2eGpxlr6sWNgkTkIz4yZbKQy130IWsmaiC06l+6SiQQpDIdw1nBqLEvDUzikSabiyN6KpFU8tzjpyX0/lf70Z0pcVgRU8wOOf2jl1Ay/I3Zjl/o9B3BcThDYSUbUnqrSGhUnZLwtsAiYJwSJ16FFHLUmVa3SmULnG+O9YJRiIJnIcroiSgTQoW3vxWndha09YmuUNPa8nWWvFIK+YZ+5mN4lLa4XVOqD7Ai3ZSNaenLVhJOcUtl7KtQfr6nAMsopK+ei/FeRKkyqN8IOiMZIiaW64iRJl2MssJnWktatey6Kr6NWXJTOTx1Uw8EMWor4hZqCEjHyTIdo/ykpqo9yq7pmbGivRRpKrhsoormfGkeaKlJFy9G2FqGM/BrKKE0RlFatq6lf1wFMpqXET5ihzHBDGush+aFMI6xTCVEoiDE0i2c41a8mUQlT0fQq2+/tToVnINHJ0pkIz9qnjFVGSh5SscNus1WKOFJa9rKCShrGaUduEsU9DOxRn3Zkg3DVfyRdRF/Te7P5HUt4XE0SqNKbfnuihcHvl04N99sozqKpNlaVCudQaGQubsqkm9EWDnqaomUSnKXkpkJWTz9s1meN0tHBVrwAHTG3K4+m8vVF9tH8+zWgaySwxzGcZWkuamU+JlXCtWcGo4A00bOlhnKBG0uEbSPa43Kz6fPrODSXX4XVtNdvTPo0OMQgnSJNIQ1knXqhGMk005WI5UyGVIZm7AqgL9RoLlfo+6ehBjNSci/UahaxdMNdPZo5TYWcp2GawzHxqMjxemw5ojvAgjPd0GiMRc8WFeo3SpAw7ZeuBKLcvK/qydDGIao2FzTBWUNptwCl67RrXp2vTAR62gj4knCMFVI3rizYSPU25UK05D8Kkkeo/EAp3V/pC1hw0ObVV5LJmXR1wQu343+qkBq8cjBDCcjAt0I3kfLWOsYJZ4jyS6/WQXDaRNi8M6mvTYfRy7tWMOZ4gbmvzOmV9ux1El3TFVj3gT6+exo5AeRTjUBZLjyui5E/Ks06fYmPGVPYYrM2ZT0fonqQpBA8mNWPpvIDH0h1WpWRha843KYVwbvGuaViXls2NCavFnEI1XOkNWSvmvKBWEcJSD9d4VXaFsedbVMCmmjMxLmh5RlVsqjmrEgbiChrBgWGJpCZMDqWtyUXK4yeusogcl5J+UkV26UQaKq0YpmVUEA+WSc258RBdWN5YPBe9GoUDQIGLQWyoA86oSYw/mEgb11s6ngLWZOEwAn6C+OITl6lM4lZtK+NjYySF9yD+eJbzuuKFSCIDjuq+u8UIadzTyR6r0nF+huuXipqRqBnKgi8+cTnu5WujYsxF+lqMqc5iHz5lJG/qP+c4M62KWISwnQrkvBpBJjRTk7OhDkhFwyPJHpvKywv63/raE5dIhOFz6SaLJuHNg89HXRGA3axPIesIGqv8FuPSiTFJl4pOGD5689v8ButW5N6vdl9MEP20ot5o3eMHVMbJbMKbTp/nU3tj0gN34+yZOUORc2BLYMiu6fHG4jwD0TC9OiDZV0xrSbEtSWY1wgjO1QWn/F7yyfoEp9U+E1PwhuyAoQ/W5T5Ad/XqmO18gEoM5SxluxhQ7bqbaXNi+WR5JkrvKSxbehhjEJPsMlt6yOlklxfqDSqreP3K9TgZhEBleF3amievno50ZcGDCNJ7QeouSQxVeciDkIZsV2BywUfnj7CuXBYjW/IgFpyv1nk4v+qzGJKFSRnIkkfTq0vgqgbNti7pS8XMuEHziStn0UYiOx6EMdL3SaO1RF/P+cPZI9RWRY2J2qq4ko+UQ4ZKYblUrXIinWCs5LWZw9Nta822yTij5nziytm4EndjEALHG1lr5YSNjWR6dcBHDh69QXovxCBSoSl9DCLvSO8VsmbRewG4jhIwMQqJ5eNXziKEZW+/j20kH3ngURojWUncBLFVD+ipdosRFMnC9+5Veg++8JGUL4nN6oz1621XLumKq9WIj116EMYCv2gzlm7lG/sVcFXO+dji5c6DODllmvUYrM6ZL0bUA+dBPJouGMnAVXXdexD7nGsyHhUui+E8iIxTp3ZjFuPKbMRaMef53AngVqM13pBfiFkMBUySSZvFUJWDT0tYlxeokewZG7MYwYMIk0MuUl576lKbxbBi2YMQhsq0HsThLMYzq310z/ClvXNtXATDxK+iA9FwNtnhlJ88HPZBkgtNLpazGArJCeViA30/2N5w6kLkwghtN9ZtMTKpaazkY9WDvKX/dMxihHRqyGIUsvbs15Zr6Yh1dYCxMl7HQtSsmpoV2edLTp+PuIpADhwyBBLLXKckUtMYxZ9whi8fftZtl1BRySvQ/3dX+kLUzEzOujogE5qHkn3OJC6LsS5rJIovOXWeRGo+2zvJvE552/BptG2zGLumH5mtaptEhuvdU/3o5QT7+J3d8tG+YNOcL6Wlzyx4xY98hO3vfBuDKw1f90stD2Xgp9xu3sb3XUyXeCcf3bzOpZ9+mKYv+I3/ucNX+ehf4acfeAv9ouK3Zy/jYr2GRvC64jxXmxEDWfEjP/e3qb9o7qT3tnOykzP+8O0/GQuIQsYkUNP/0No3cUUP+Vx9I4ckwIcXZ1hVUz6uh5xUE6QwfNMT38lbHn6Wp3dPMMgqtqd9Hj9xlSevnua1py7x8w//37c8L7FuRE9JPcwXoBCKnzr1OJvJPoVo2PUFX8YHCQG2bI9VOeeK93BCUdGu6fFPPv9O9msn5gOwUUx5fHiFrXrARuoCcz/z0Idue92eOuu4LQeeHt+BzCyjJGhzSA/EgjPJHgsPFPu+i18KwCuKLU4k+zxTnuKnXv67R0LZw3kI2ZVUKK48OGfPqIi2bNXD9uN3wmRjcNuqhVUsrOIz9Qa/NHkZxkrWkim1Vbz/wQ+5Wo6zDib+XOMmpdqnMx9kbykdGY79Nx/cpUuxB/CvbnvWlu14i3EXVo0F2VQhtIgckF1+ysO8k2WTxJqLw3yVgaty3/ScFiOCXd1nYnoYHGelbSQoA1qgG8dVeLgqM9C7n+rts2+O5pAEYlXmRPd8psBgG+l4GxtFpRSNliy0Y0EOnsNh6w6SFiHIknAOOL7LDXXArunFvbe2kiryKKag3OoXlKBCHn/WZMybVllr1mQc6Jxpk0fQUYiXHMV/0eW2vFg7LsmFSQl6mF0Bm7BfD55FjYpAqokuSIX2QURXFdrlsYSW4zII2ygEI6k432RUnlksiPcGyb/DEnlSmMjxuW8KDnThsyl+y4CmtpqeyJBCMvE/uaJVBQveUfe4oQgw9O1uzfIXW8p9J3Z/V4oc27F9gZu9w787MSHE1wshPiOEeFoIcSQPixDiXUKIJ4UQfyqE+Le3O+Z95UGYxHNTds5Kl5/yMO+ke3SfO8xXGbgqQ61BbVSUT6ts0sJcrSBQTsolNzLg8Z1YSy6bm3JIdl+HPLnBuHJenFKX8YG3xkjsS4CvD7UaVScv3634NB73oH2A0snZ03I6dvrQPa/h97njuVqJWKTkPYcgbJx5LsnQnltlDcE36krvuXblIS5L4c9h8EzsEo9lwKnoDjekq9sQURi4y+cUoDTGSnRXes+K+NnatlDpeH7CcYXEWB09k8C4VdPeO+G4oV/B67knszjo+EtgQggF/ATwNcB54KNCiF+x1j7Z+cxjwA8BX26t3fFV2Le0+2qCyPZtq+7tk+JdboiBqpY4H3LVRN6Hw1wRgSdiVc2YmYxaJFF9u+/VvUPtg1GWRLl9bl+42zsofddWgjBO3fsm/A0Aq2rKilxQK9dOJjQyMY4zQWlypVFe7Ts8HmU3LbA6dBNebVbQSnI22SGzrRZmACY5de/FkrBtmFAKVVMphZbuf4WqGSalwzN41eSwxWo1QlsL/5sYx1chOzJ1Xf6GMGFqJANRkdqGwtYMlPvtQ7VgJBcMVXkkh0TQSE2FcjO4cG3vmJoVUaLFcgwijVubNqAbUrsL25DahsoqhqokiC8bD9xyJeJuq7EaBZDddqvwPBXd4wLkwlEYtiRBdz9RvIRbjC8DnvYlEAghfh5H3vRk5zPfDfxEoIC01t620vq+miDyfUt6oLFSRh7KLj/lYd7JTDaRe/IwX2Xgqgz1AKnSDGTpCEdkiZUWIV3KUCuL8hNE6glDFrYhQcXA2tZicFMOSXB1B31//DBohMRPEM6jSaQhk26iyKJ+5dF7fCAiMd0rG0NhEhuLxB7LriL95wsrI+w4FZqRqKllGeMCQd3bTRAJlV9JC1U7JXDpHu/UJiZlJCskltJXvYbKSPBBSgLHZYMylkroqEAeeD/7EZ16IytP4LgMOhjgrnVAri59NngcfuKQgBFuH50KgzKWhSzpK5dxcVyfMpLelLahtA0DzzNZ+/ZSf+67x3V9K5b8/+QexvpLmMU4C7zQeX0eeMuhz7wSQAjxe7j59x9ba3/jVge9ryaIycskVqTIWkSauS793GFauUldRGq5w3R0gYruQr3G9WZIbRSXk1W2PZWcrAVVJTFKICtJVSWsyCIO0qHIfSCuJsXy6vFlLjRrN1X3vlCvs6qmbDfDVpa+kuxWfWZVihCWsk7YrXpUlXuEoynsuisohBtcRi9CIXhN7wKrcsblZnTX6t67VZ9J1ap7J9JwtRqxXQ+iux+o7LpbjLC6hwDmmaTh4+Uqd6TubVp17+3aCyInJRrB1XoUV+8lde8Ahffq3qVx6t6bKuFjVXFv6t56yNVqxR/XbTFm5nlqNGPZI7WKT9Yqfgduru59SlW8GHXvu6zFOCGE+MPO6/d70qW7sQR4DPgK4GXAh4QQr7PW7t7qC/eNqcoNdqcs696b6YxaS1TlynhDdR9BwFWA9axBC6uorb8Z6oRM6Yihl9KJtKaioRCV41OQDuRipat9CHtrID4PKttznTlGow5aLxM65uALUUWuhFQ4zQ0hLYmnjlOirSsQ4Te8CJuanELUvqLRrcgVKqY5gdgXIDIzASRCL9UQhNeJMDGLEV39MGF1Jq4Qn6msjRwW8RpiY5tSGJQ1saoyrPjht3d5H1x77eTQZaFWwsdLhHteGuOIbLxX1G4xtL92rQqZsstbnlQ05LLx6c/AvyHAKh9zMRSHrk3h+949bugXVpLe6y7Bx8Du0K53iKGPsgvAg53XL/Pvde088AfW2hr4vBDis7gJ46YA0Ptqgmj6oHMBBoI/PU7mFGnDXh9f4y8pjcIa6YJNFoSxpEIyEA2pcKCdUV4xylzB0kxnaKR77kE8woDVTlFWaOEIam4RpFxNZ0xNzsIDo2qrHDTYL2Izk7uqQ79K1jbBakllEhrjIMrGSCqtMEZQGXVk3r87Sd3KVtXUeQimz8IjCDUinreFdbJ9M5O7m9q2ac7KJNS6RQRWxpHmlEZFqcFWKs96EZ7lICXWUAjB1GYoa2M6UwkTyV4DfZx/Ec9L6bc2M53Rl041PaQaZdhW2TDYjfcuguygu9ZTm7Wemvckss5EoLy35UrcXRo2pDpnxtWE5KLxQWV3/L7MwMLMA7VC32uR3HBcAG0X1Oh79iDgJd1ifBR4TAjxMG5i+Bbgvz30mf8EfCvwU0KIE7gtx7lbHfS+miDybUs2MdhEYpUboBfKVfbnBfm2ZSUpKZKGlaQkSTW9pGbfU8vNrGbL5IxkxbYecG0yYFanrJ8+YGETapNESHJflpgEZKpdkDKxJIm+ZZDyhfkaXz8+aPe5h4KUXez+qpy5lTXVDh2ZNBRJwzTRDNOSJDEM0/KOKOyCHQ5SXqjXWaiMs8kOi1AHcUSQMmAgukHKflLRGBkHVj+pGCdzGqMivDhQ2d0qSLlnLBtyesdByoVNqG3CSuL6uJZOGasZK8mAXKTL3oM3bQVSOOLZ0PaOqdnwdR13HKT07QOM1RyDYJw4fopcpKTCxG3OumqBXnDrIKVCUIQis3sZ7S/RBGGtbYQQ3wv8Ju5y/Wtr7Z8KIf5X4A+ttb/i//e1QogncVo2/8Dzt9zU7qsJQueCa29KkJVFtp4yX/vyT/PB/K1cLYfsL3KulkOqMmF30UM2IGvLrnGr+K6p+JrBk/ys+jKUNJyv1rlUjTFWME422GkG9GWFrHBMTcqiKkFdJuyZilkkV7WkouKVqYs5SCzPVpsxBmGsZKgWcUBeqccM1YKdZsAicaAhs0jYKfuRz6FcpGwtBlSle7yqpzcAUZZF7JydUAMOW6hWfL5Zj16Ri0HU8f8juYi1Gd0YxE7Z56DKlghTL2cr7FT9CHO+1BzEoGDXZKePE5PyfLMeg5/gthVLMQg/KAeyjKv41dKhOxOpmSU5V8oVLjUH1P642SEx3ho4pQKYSrBr4PlmjcOSNWEy7BLedin7F17E6HK1grGuNqW2ikt6jrYwkILKWp6tT8bjAJGQJhw32Lq8Sm3h3v0H8ZKlOQGstR8APnDovX/YeW6B7/d/d2T31wRR3PjeSrJgrlN00Ra2GK+92Z18+8I6ZilhmQGDvGIlc1FqE/LgVsbS57gQdNAogTcCvCZDZ4CsZvMYqALiihKUltrXDncQOhfwD4fNWEGKWGrDeL3MtLOC3izHvqpmjJQLQurYp1b5KfzOEHQMaUL3G9xnbOd8mniewtZKLMG73TkJfXVYhL5s3PkQhipsueyydmW3P5UPCnavY8BgRKVuOhPkEard4K61QXZ+t0c4xpVcuufWD3LrJqtw/Rwmwnk3xgokbjnNRSC291uvMOn59+JxO6YEmHv1Ao6rOe/OxBGI1bCiHfW/7qmtbVhV3euqUZQqFP1Y6LjacCg25Aluayyp/74OM5D/XKkTgmAwEIV0D1uXYDa0fVS1nxS2baNjhptPCl1bmJRaJkttYWlLpjuHCFF3SYeEF2K/um5zW1HpeBiCtxBSrQoRn3dl6NQRvzG830riLdctSF+IFdrrnoNgR7ntS79NtOK93fe6K70SBuVJeWUg/bWeJbwzGTt6fN83DIobjxv+1/bvyJ9953ZcrHVsx3ZsN7djD+KOTVVg5m6rERaF2iomdYGqoFANiTIUqkEo6zgKPVBKCe9qCti3ueNMNJK+Kulrxyg0UvPILIQElHVMydKl4g0RfwAAIABJREFUPAPeAABrSH3O36XWHJ9jixNwiMwVz8U4MT36soy8j1IYUJbUA6MSZZAeICWlIZWa4oiApPSr9O1Me5e3L8sIlDKdGEQqnFpV2BK1QCkHQU9l60mkUtNTFXOVxjRn4WnojtpitH009GUZSWK7QjfgIMohBtEXJcoaj+R0bfRlRV85geTCt6UOb7twnlaCAhHEdhyDV4R5izbmAC3kPAQwFRYlLcqayBEB0FeVp8kTZAJ/vU0s8w6EMoVwoKwulN29776nY8bkHuzYg7hz++rv+gj//k++hI0PZZHq/sdO/7/88+3HWf+uj/AfPvQWkongI6MNepclF8Y9HrxQoQtJCnxZbrmuXbDyP73pJykEvP23/x5Ubh/67/tvchWc0nLqnCGZZlgJ6YGlutzj4jsULzSrbDVDXp9f4NlmI4KP3v/y3+J1T7znSJp6cFT1MjGYWiFTDQJGn8r43PWHSCeCvcySzAXnxkOyXcEzq31+6tTjR9Lov6Z3ganJWVVTLtTr1NZBxkOKVSN599gRvz72xHe0tGXWUdKDw/hLaTHa/0+4Lb01IC8VTrHM35xXU/j04EFELbB+j7Xy9jkn0gMmuohUa+NkRl9WXKpWWU+mfNv403zDh98Vmg7NxK1Ll8Jeer7JQFsP8HuFgcQgFoqVL5+z3/TIZc1KsoiVljOTMWkKerLiQOeczvf5nrU/4O9+9L+L1Phxv3iTbY773b7epJZYTyOIclu8a18yYr/Jec+pJ1iVpTu27ze4xSPU7XTb+PpHn2LSFJTaHa+xEviXt7zHb7DjCeLO7Uo5wpYSnYH26JPSulz1lXKEKQymUpjCoDOJLiwmlZhU0JdOo7EvFalomNgEQ0Paq2mUAivI+zVNrZDKYNIMnQMCTCYwGYxE41irExjLmlU5cyuerCltQ69fHckABVAlCUoZGq94JQTovIcuDLKWmNStNLqwmFyge4bNZJ8Nn3pVWLTnu1yVMwrhxH4XKmu9nwDz7uy5+/0yZiOsJfbHGEmqNJVnzRaCyFI1LzJE05bUm8xiexqrJKTuzZPZPuvqgL4s42AdqYUDZqWCVTWjEAn9vmOMCnGGwAAFPkDrz1UijStaM5Jp4SY60WuQqUELOJEeRN7HsZo5FimropZHKjQ9VXMiOaAvFcN+GVmnQqDvcKwn/C+wYWkrqOuEMnw+cfiQzWxCT1WsypKR1Az7ZbzGQGTVOmwnswk9VUfsyGFk523tJSzW+rOy+2KCMKsDzOveyJW3fZxX8lHy3znNk+cfIFm8hdf9u7dSXJW87J99mA88+7/zmfokj6dX+Tc7b+dN/ef4oZW/herV/NNrb+MTO2d5w9oFPvDsa8h/bUzTF3zyB/8FE1NhgA3ZiyrTXzn+Zr761NOOnWm6yetGF/jA9NU8mG6xqmb85vRxHsmu8sTk1Uhh+e5fewef+a73RbcTljELh/kmAX744dfzDeM/jtT0F+o13lg8x0fnj/ClvXOe7MVBriurOJvs8Fh2lcvNyFHYmz5nkx2eb9bZ1YMYbOzLksee+A76/ZJPfNnP3fX5/v2FZt8UEQa9Iae8LJkzMTIyZk2MpLQqsncrrEeqKl6VXWFqE77nhb961+3XVvN07QbgprL0Rcq2qZgYSSFckDDUv0TFKyx7JiUXmtIq/um1t/GxN//CHbcZAGmhxmXLuC1EYLfe1hol4HfnTpv18LFvRmTzTH1AKpbT0u+7i3MBHHsQd2JWQTNIYpnwRj4lzRqqYYHo5JAG0rAqZwykiXyHSa+h6Dk0Xm0UpUmcCpN13mCCohAqlvOmOE9jtXAudCo0O1mftWTqirw82m5hU2Y2pzSJy0T41bat3FvOfgfkZZfr8UR6wEhWkZp+oVxx07py7++aIkK3a5uQWY20hpnNMdQsTMZCVMxMvrT/ldZgzL0LvwaKugAwGsmKgZAY6dCRANetYmpTCprI+xiATql1MYfgWh82HSHSy9ob4fXAT0KFSEiFohCC674sX3tqvDBB1FY60lqvJeq8iuSGIrejpA+7dSSKtvgtTAyFSNDWMrOOGMhd9ySWuYdrHZCj3eOCm8gqa2MG555Uvo/TnMd2bMd2M3sRfLd/LnZ/TBCCqOANkMnGBbVSXODNn8QUF513j17UNnFiM12hU+uBVGFCl51MfoDyZrKJxUy5dAVce/QcM7MnI2lBT+aGmf4o8ZnD5oqQbBSTCWK0rsjLxDagBRIV/r2KVuj3RvCVbAlvbmE3c42lh0PLTlZCCkFq20xFhYxiOxpfzORrKxzASEbil5u1czMLHN0RWu09B+lBU6FNp6Tt+qlxXoUjimmrS0P7sKzu3XJFOpjTEmYj/m4H8tKeM6D9XfbQcW8ksQGidxPeOlx+flvr3KP3q90XE4TQkMzavf1O1aeuErIDl4IM13ZmXTpxZmdMdMHCZFTzFGsFuWzIpCaXDUoZTyTjbppAeAquxsJYy07ZZ7sZUMia7WrAdj6kEC5INhAVuawpZOWOh8HKwzeNPTIG0S222m4GzGwS4c67us/Uv57Y1Ok6iLbIKXBXFLJyVZnG61vKOlaVgmOLFp7D4lZ2s0E7swkTU7Rkr9JS2pqZdb8MHCt2iAGEgSCtQUlDX7q+ZbI5sp2j2u2+N/ODorANSggW1lAIHeMdXSbt0IdC1LFPuWyOrlnpbm2sQaL89mO5OrS2Zil9WwhNio18Hl11b3dclo4brC8b0m4a+K53C+J4i3Fsx3Zst7BjD+L2ZiXoXMWVd+SrNeueQFgbtxi5cBH8XHjNBVmR5A157mTgGyspTeJk6/3WRCKWahuCWzvKSsbJzDEvpY76bFsPqKzyZckO5NMYiRFt7Ua7qhwdpOyWjI+TGYXQ9D3b1EjNKYRmpBYMRMOWbRmpDU6d2qUU3WVpS8fdNiNAjFPRuLz+PQYpC6HRXscivE4R5MJS+N/naOITNDoyOtf+3KSet7ExR8PNbxekzEX4He5qFELGykmNYOFdfYkhI6z6igWWhU1uCFIe1X7cCnRK1YN359ptPcDac1IubEZpwvVoA5NhO3N4K+OyLa26d30vg/3F0YL8mdt9MUHIxpLtlvH1+ekqi2nGyWsNW0pFVOW2SbhYr7EqF1yvh2w1Q+rdgqaXMHyoJFcNQ1WSJDpuMUrbMDHOFXZpMqfveWmywgvDdRJpOD9bZZzMeSDdZUUuGMk5fVkxknN6ylPYR2Rny1Pgah/cPwJ/Qmkbcq/1+cJinWvFgIv1GjOTc7FeY0MdcL5a52yyw6qcxzrqUH058viHEK9wgsGLpf3tilw4Ahy1jN07KhZweLBqa7imBy7N6SeiDXVAX+wzsQm1J3tZlRVTa1ysRDgh3VpoUuuo7DIMPVVzlN1ui7Ht62sUDUjYNYaRNKTC1TakGE8OE7YYoKncRGYNQ3V0qfxSe0c9t66ke2IaNGB8PcxIWlJgxXOWBpq7o47Vfb0q5w6QG3/jvcQgjrcYtzWdCsqNnKB/9YrRFhdGYw4eWEE0bYpxUzY8mG6xKRseyPY4mUwoNub0coeymzcpBzqnrhNy7WIbuUgYSzegU6FikPKh8TaP9K5F7oIvyq9wqV5jV/fRCA50wa4ecKBzlCeVgS72Yfm2CdiHMDkAPNK7xplk4rkZ5hSy5oya8HB+lVPqgCt6yK5x8Qntg5O1LNnVA1LROLIXjO9Tt8JTYrSIIKhgt6Kv637mTDJh1cypCMCsinWlKExDX7pjfqZ2FG0ZuoODSKmswsgFU5sx1dmR7dzOg9j0sYuxzMhFwqo0fK5Jo7ew8AzhgVsiFYZdU1CImoX11/gQJR6wFEB0r0OBtsGVtTmvYeQBZ7lIMRjOV07/c1f32Wv6cREIx3WEczcGKbe145GQL2KfcJzFuAM7ag619vYnTyPumZEnljhjYvlxl07spbBuuTPgOQXEEuIuVAaGCeCw4EvX1Evkj2orljySbh9vVUnqqiBbYpiX0lx5vb1rOQB5xN1zeCDf9hiiG2j8c/b5jyeIOzC7XM7dGOUgspql2UPji5Rola2MEZE6bamMWbTf7ZYYh71l41Np0qfyIulqRx0qlG5LceNsddSqecMKjuM7CFwEQUdD4yaKZX5D115sV4QtTPs8mPRcnLfzaG9KoU9Q+w7FTsJrTnS+i23L2wNZqxWxj44+xd6ynZtZaMcxQLYgo8DpIOm06d9XmPgIN58Yll8HGsEb+6dpS88dU7WN98/hCaY9zvL/Qrn6zUrdvxDs/pkgOojJgIaUjS/68de9y/nggnYJRiu09sSnwrmkXUx+qAY8bJV2OH8jHG9kQAu6m8XERyfO2n7/VsGxw1aagP5L4iRkrPBMRo6PoGVfageJxFVEZp3+xIGD+1yorbgX61LBhdca485rqPAUhtqGQevOh4mD1dLllThst4tBhGBeGKS1H5yyO1mE3x4GYecvbAsDgvKwXADcOMi7KUqNjSI87rPWxztMPHaX+s7Y5VhPmCxSH6B8Md7U/T633B8ThATToQYeJC7QqHMBnSxGIfBMzi6LkYqGJG3IUwcHbowHuxgZQSgSQYqKq0W48P2k8kVADQPlsgyTpnADGRUHdG0VqgOUutlqedT7fVmREvANtQdMude50OyaXkuM6tWou95MZVWkbQv07e6zGmtoqzhvYjcDMKWYyNQcXqdCUggdQUQLq5w2pQ2ekKVCLfWxsfLIdm4XgwgcjimKBEXq4dUIloBSCutKx4Vj7JYYKn9tulmGOwVKhSyGwjFYOdyKocZJCgQav24GxB33aKBUaRUp5sgF6I7tOEh5ezNjzaW3J7zi193rv3/qt8nlV/DBv/5Kio+OKbbcBXggGfJAAjDkzf1zbMgZP/j632QkF/zjP/0bHOz0uX4woLw4YGPfoCrBjpkzkhkKxfPNASMhqbH8yIO/zqOpGxDbw89wQmZ8zaf+K8b5gn5ScXm6wnpvxrM7awig2IKnqlksZsqEYGIsE58WO5M0TIxlLAXXtNtafNv404xln1emc5yexA6p6PFoepVc9Pknn39nFPE1CApVU6ia3apPIjSVSegnFTtlf4kwNZUaealgXmT8/kLH2gqJZeYnl0JorukBZ5KJHxzCMzwbXp31D12BlNpqxkkr1vu+K++k1AmJ1FEPojGKxkonvGMSPvb8g/zeA47vMZD31lYx9RyZAfgFsKUHrCpHEvvWwnFSlrbmwJasyIL3XnkniTB+guhoUHiJgGmTkauG2ig+ceUM/3n8p57yX0bOyJAyDvwUgW5/ZnI2k30UlkfSfU6pHImktDUSyY9f+SqkMDy9v8msTnl1cQGDjLwQW3qNQtSRFTxQ0v369htiH1v7v+78xrccpznvxKSwmLR93RcOLTcoKuZNG5/oVuUpv6cfyQWrakpVJVALqipB1iC1RWrBwloK7yJOjSSVhoWFvmhISVBC0BcOBTmvUkeRZiSzKiVVOVWVIAQUjUMgZjYwHlumNmHfi9aMTc3UJqS2YeaxC4E45bCeRCjo2q8L5k0oFRZUSlGphEmVk0gTqekPqmUl8FQax+fQCPZNS+SZCh1JdbUs2TcFq2YeYx+1VXHAHrawyja+z3tVQWUSN2hxac7GOvr+oMqlG8mk4wWF7VSYIAySWtRIYZiYXhxg2obJRFN6FOVeVZB4zojGqNimFIZEGmZNRqYbGquoqoSJ6VGLdmvorq87T6Gd2iYUsmZqclLtYPVTc0AtHQTe0dUb9uoCKSzTKnPiRrpPl/NyonssRHrDBBG+d5zF+DO2IF4TLCTvUqVZ3Aavnnr4rTUOthoeAU9aSmQqcquoe8+J2fhtQ0hnec6Axkq0cX/GCLff9y5oG/23caXDH7O2Em2JA/J2efFaq1iRaaxAS+kGnn8vUNNrL/jb5ZAULjTghWXbAFp4bnyMJqQyja/nuFm9gLaWpMOO1PgtG7KlkQ/9CefHGhEnhTBwwkQEbovkVnfnuncHF/66dNvDuH42ntjWDT5HjNkYiRSKSiuscW0oHEOVFGZJyDeIFIftYbtlaetHjN8aKIQ/tlsYnLcloxgzBA0U42MmXvwZqLyHFexmMZlb2vEEcWzHdmw3tb/sE4QQ4l8DfwO4aq19rX9vHfgF4BXAs8C7vJy4AP4F8F8DM+A7rLUfu10b2khU2a5sE+s4IHenPUQKNjCEBc1K0fIFbOshtU3Ii5p6npIXNdPMYpTAJNAXgsIrI41kyUBIMmF5oUlZ2AaFYGINudWMijLGIMomYbWYs1sUCFwQdSxL+n6VcNoNVYxgj6R7PZKCha0xomFhHRgnbI1CkCyI8mwU0yNjEE4Gr41BADfEIK6mjglqQ06XYhDKe2KF0GyoA1Zl5VZF0cYg2nrK1lLhEIS5vyU28ultYxBJplmVM2pRLcUgwtaqG4PQSsYYhPJgs4IEpNtybeTTW8YgCtXEGMSFYsy6OrjjGEQhajbUgUemalLhYhDunEk28hlSGHaKvhNbUgdLMQh3Pm+MQWwWB0fEIO7cjsie33d2Jx7EvwHeC/xM570fBD5orf1RIcQP+tc/APw1nNbfYzhl4fdxo8LwDWZqRb7dThDP1qtcXqwwvzwkL6Ap2v8dmAVDWTA1ORtyxsenL2ctmXFydEDTKE6ODjg36KOzBJ0LxrKI6McT0om/Giz/pTrJSD6PwnJZ9yGZ8eBol5P5hKEqyaTmgWKPeZMisVws1jitoC/d/loi6YuakUcFrsmCvqi9SlOFsZYr2tIXmgNTkgrJzGrWZMG2LjmhJI8Pr3Cg/X7dCoaJU7q+Wo1IpKE0CeNkzuVsZQlc1VMVnx48iO1pXpbMGYQYhxCUXvgnRdAX+6wrjxexFk1LxOtiDiGlqeI5CpPwa4YXKY2rDWnFZ5Qn661YmJRzKxs8lMyobZuZ0EBpZ4CruQgiOKtyh74IGIih/3/qSWglrxleJBXab41UbFMKl3o80AW5rClNyqXZCo+l18k6bFfgMi/u95hIOpNiKK1iJGskcEJmEfUafvMXDy+QCk1jFJMm54vSLTSCgZ/cNuTMMVt1jhu+FzAz92x/2bMY1toPCSFecejtbwS+wj//aeAJ3ATxjcDPeAWf3xdCrAohHrDWXrplI9LSdERzVtWMUVLCsEZcUksgqnBxC1EjheWBbI+xmjGtMupaMa0yqCXSQ60DJBdgZmuUENRWs6n2Gfk4xMKW9IVgt+yRCEOZOPXtXDUcVJnb8zcwtQbpS8cVTu5v6vEbfVEz88HQmdHUwEjgGYySeDOmQnneTMVWPWDahICeoDQpB7Jmux64fhhXELVT9ZcQhnOVOoJZJZkYxwQFkNq2lDoXlolNKHwdigOXOc/CZStElKs/KhV6vR5RmsQPWue9lCbBWMlMOQaveZUyMZIaSe2HvrZiKZNS+Iu3azK0L1sPpq2J3tT1ehTbioI2HoPiJog8cmNOq4w9414vTxBBjVvHVGwhaqfjyZxUGEa2JrcJQaU8/FYlDDtVj1mTsWtyx4XhJQ0npoh8Hl38yNVqxWWUXlSa896/+udh9xqDONUZ9JeBU/75WeCFzufO+/dumCCEEO8G3g2g1lfxkpCA402YNDl2mmCTiO4FiMVWC5tirOBqNaJOFYOsYi/VDLIKUoNREqta1xmg71csBGzrIRO7i7KWXZMzkjNWsgXr2ZSeqplkBeN0zjCrkFj2ExgIGbcrADkWwuAUihxLLlJqz6O4beCkNZS2wWCYWU1uNTOj6QvNRjqNFOy1VQyV8yA0klw2zHXKSrLwA7PdYuSycezTqStyKpaCrYHOTVILV1sR4NNauKBcGJjBg+jWjwQ7kU4ojfOeQkah60GUNqFIG0bSUFsTPYha2JjpSYXbzCgh0NSMhKVegjW3JDgn0kn0IAJ7d9eDcLgXN0AHWcVIuuKtykoyEWo4AsjJYkRDbR3uJLWaVb8N64ss/tboWaYTFJa1bE4iDauyXPIgIjfmIQ8iUBa+GA/izxvZfbd2b/XCHfPewl3Pg9ba91tr32ytfbMa3qg9eWzH9gVvto1D3O7vL8ru1YO4ErYOQogHgKv+/QvAg53Pvcy/d0vLn5/xwI99mNk3vYXiWsnf/VXHZP3Kf/bhyHA9Ov8WfuAKS8zVr968wrmfeiVNX/Bzf/+ft4zXG2/nF8WbUb2G/zwbcbFeQyN5XfEC23pIX5T8o3/3LZhH5ghpqHcK+ien/D9f9n7GMiNBsWPmjGXBH605l/V//KvfwrkmYTfgDKz06t5uz//xss+KXLBlBmwqx2PwzR95D+945Bk+u7vJKCu5Nh3wxScu84krZ3nDqQv8zEMfOpIlO2yLGjS5SKOQbljxCyFZefuck9k+EyO5HtKKyLjqLaxiVVZ8pg6l1W4VXFjF+668k72qcKlFXEDyNcOLXK9HnEgnAPyD9WduexP8tdGfMDFuBd82KkKW0+jyCyZBQVxoto2itpKf2HojAA/n19hMJjxdnuIHNj53y7ZCbEUi+VsrH2MgDdoSmbAlMJJhm+PYnSQaA4zRlNadkz+sMj65eBBjJevJAbVV/L21ZwHYG3+a0hoWQTQ4eDeqdulyC0Unrfn96+d8e60b8H23PWuH7At0i/ErwLcDP+off7nz/vcKIX4eF5zcu238oWPVUJLMkiW3q8twfZi5utJJnGEPM14HtutAuhJc16nJwVERYowr1hKefCUXMgbNCl8aHuDRq8Wcqc2OZKEGmNmczGrHRC1TahzzdKkTaq2ojaLRisokaCMj2cpRLNmxDsDfPEFIV3aIVk6kB6yrA0rPPg14OHa7H59aE/urcLUVFYpSJ1QmiUVupU4oTUppkkiYcic2khWlVS4G4ScCZd1E5M5RW6Dm+qQiK7V7nUYW8XAOjoqHaOsCqgFXMpCGqZFx6xOwDbJTiRrOg7aCzE+MC6tYmDTWyAR173Du3faxYUu7ia4lselwWtplHdIlcpp7sb/sE4QQ4udwAckTQojzwD/CTQy/KIT4O8BzwLv8xz+AS3E+jUtzfudddaa0qMosBXanTYZuJEnpglWJ35NKaUmkxnpcVG3x7EtO2FbXDvGXCVfIZfBksaJxjEzCKSYJYbFeYNdYixEuFVlbQy6sAxpZmNYZGTqm8BAOpBU4DMJx3XuuTeH7qKQhESY+yo7sXbeOIIRaDjMgQShsap9PdOFFbQwFbRwjDE6NI8bNfH9DZSQWEunOY9hgJlJ73oW7C7gtrKII3wkBT9oJAvxkZ0Xkm3TnSsfHEPyDW9e5dOUIa8tSBqOtKbH+/LV7ZyUC4Yz7fBZ/pyAVLaem9mQyLp7iz4H/HSmWVNil43btqMrSO7W/9GlOa+233uRfX3XEZy3wP9xrZ3QKJpVLJy2TbqDpdFku3lr3uqWWc4PUPWpkYl3Bl8+pB4bowCQtLA55CQjPhN3VhJTCsSyHisJcNb5oqWWhrm2CDnn+UF0a0IrWqXkZ61CQBtdGE14fSm91b7LWgzhMa9daCNp1kYtBUwI8qYzo8D7YlsE5MFKHPoRzEs7vnVp30MffI0D6593+aCuWMhShXXfObt9m14OQQI1wq7ro8FkcogaIk4e1sf3g0YS2u0Q80hfE1eG7HVVy7ds7qnrzRXkQ97ndV0hKVYOslz2Iyjhorarb+nspXLmzFDZ6EA7qnPhHhWkETaNiJBwryXzEWQnfhrjRgwg3WfAmtF8BS520pdd4t9/DvN1r4yco05YkC5cjF77fwoN+xKEScri9B+Heby24x93yZ5Y8CBHLpKH1IIzP2y/xH0QuirurK6itjB5EOJai5Udw59OBn5Q/dopeateds9u32YWtG98Oon2Eoz0ICB7Ectk4vu2IwqOFX6fxmobq0LYk/KX2IO73ueW+miDqniDL1VLktktge5iYtjHtZw8T2gYy27Y8OZDRJtRWO81XI9zCagXGCE9mGtxg9zzDpbdGWUmFOpJkFtzkFPbUFQ5nYH0ftWnrFxorMf4RjibBPcqDcC62jc/HyYyRWkRyWXAxiBATqa2iDqrbnuwllGwHRGQTaz7a2EDwRu7ECqGpratjWPjJ6rBuRKgFSa28IQZR+5hA9IBuE4MAkMJd64mPQdTQ2WqECULEAe3Ys2yMQVT+fBkrWcjMeRUdJS33WR+kDNOB0LEitjuZHS4zv2uz93+a876aIHSO54AgzqyDpEQpg869K2xkdNsb2/I+ZEJ4OKwglzVpqinSpiVrMS3fQuXdf6wXaDXuUSKXcuRKyJj/7ifVEldDKFIKE0aoHqxtwsK4yj8sfmIQvt+uMMiYG7cY3YHRhZRDZz/dWan6XjvjMH+EkgET4NmnrQJfbKSwVLadHEK1YtMRjbnbCWJiMiQeZUlw63XnHKkYPG1Jc1y7Xc4NaD2nwzwShwdgJgRlhzNC+4kieE8BM1L7bWiKwy/ERcK4bU1XKCfwV6YoatogK7RblS4WJViofnV9PS7W+jO1YteS7TdYmUUW6cuLFcpFysqupacqctXQUxVKGQpVR/bqiXF1GRtyi72mz/wgp2kUA+nAR0Y0rMgFC5sykCVWWoRyrrH2IjSlbUitQznOTI2UkqlNyKzhymzEQFRo6W9uFCM5ZyBc+m0iS0ZyTmUVK9LJ1wtlKdT/1967B8mS3fWdn985mVXZ1V3dfV9zZ+7MSKN5GA8jxAiNhoeEkTEGCcJgQrsstom1jTcM3iW8rMMOMI41jw28tjF+rbUGLRJs+A9grd0ws0iAd71gsAVCwyAk9JzLaGbuvO7cx3Tf7qquysxzzv5xHplZXd23+t4rTQvVL6Kjq6orM09nVf7y9/j+vt+KXmbo65pcGwpdk2WGXmrJ7RfiaROyelIToFWkVDheLDexufAnexfJXYxidGq7RvZpqzwCLaYYldN+lkI3hC+FrhiokrH2JDqL2pbtMVQeSFbFQiMzXYyAjhyomtxZKuc/P/BObqj30jHnieFEhuk2beCOdQxVdXCRUhoUDwbHAAAgAElEQVSnaiUAtpwNx58w1JNAFbBH5TzK1Thhz5VMnGEYaezl4P36tRWdCzw7YqYRstxjbcfKQZRrQj7SiG1O3IneOLQ5fYpRttuc1rdExcJA8HT1AkM9obdSMSjKTltr5HpMbO4p26zgjGA1oc3ZTTH6SVi2Isdyoj9OKQT4lGKEScNRE9tjhOmkGc6IbycaTWn9+HRpNcbsTzHal0a6UFxkwdqfYpzMRmzqMaNWFGO9lJg/l2h6WEau16LR8+QuZTiPcay8tFk4TxlTt/hXYiA1Y+drMxOXJSfUjEk3EYlyjrH15yWmGFObM7b9dMx5TFTx9XaKMRC4atuj996q2NqMxeXQAi2do0KFNCNPKcZYPKQ6RikRxn/R+W1jiuEnV6Sz37iuhrnqBu0WOggReTt+WFIDP+Oc+4cHvO+dwPuANzvnHj9sn8fKQYy/5RrXPrVOcVkSi1SbXerXLzzQYY36+DTjjsAcNcs2dfYN2wzVhPc8/1auTQsc8KHV17Fb9elpQ3EFzEqBU45iWzGtVsnFA6TGznFW93nZjNB4INDfu/v9/OQL3zR3+hJgqxxQ6Ipx3WMtn/rC3YsFT2R3U233udyzyJ7m98d9zOU+T5R388k75zNUnctqSucoRNgOrw1U3ZpjsPzXG5+ikIzvvfD1SWXbIkkOr7aaFV0lavpYSKyd4oln78bUns8BIOsZnlo/xV6ZU+R++3cMP8pQlUxC4TMWJAsxbNkeA6l5sDfgrz77tQGGrVJRL2uF+jFM7yvD1PqQ/g8ungNgY+VuVvOSq3sDvnH4MUa2T08MQzXx6RDewYxsHy3e8Z5SI76qWONHnvvqNPEZU5Z9LOChBqHFBfyMZlz3eHG07qOavMJYxQO9lxi7Pt+wcpm+5PzLl9+atgE/PdvR9gz/5ztPfpiR7XcdNM8s/oW/hShJEdHAu4A/ix9x+LCIPOac+8TM+4bAfw98aJH9HgsHYTcH2C97mLve+REA+v/xdj5+4Q4Glx7lHf+XR1Xe9T9/kH/+9AcTWvK9r30Lb1p9mr87eSd6xfADFx/uoCz7v7xBPRA+9IP/gh1bYoFTasWnEaJ52zf/l3zz2fPkyvDk7m18+fpz/Mz2vdzTu8RQTfjA7p3c23uZ39h5ECWOf/vLb+XT3/2v5yIfodHmnLoq3Yl+aHCFb9n4CE+Wt7OpxzxfneDLigs8Pr6XrxycZ+wyXqhWgAaZOVQlH5lu0hPDyPU4pUY8W5/sTHMO1JRv/eB3MBhM+YNHf/7I5/s/3+EZnuIdeFONeW02Zseq5LB2rGIacA4GSQXJnZBWjF3GX332a/nZ1/zWkY5dOcP5c340/Ix2DCTnsi2ZOOGcHmOJilXCKjW5Kjmnx2zbPAgfaX7g4pv46bt+e+FjtpnIAK7YPYxzaU5ly1q0wC+NXsvVem3hff9RtUsu87ERC9utiyAeBc47554CCGDFbwM+MfO+/wn4R8DfWWSnNz2LcStMHKi68f7TOsMZQZWuQ19f4dGQVbizlE5DrbC1JJZlje3Q3hvnqJxnLorhoMVS1l7CbWJzSqsZ2x5tanUlLrX+5mkl+HFpu++5cS697rsC/hgx1YkdlSqE5hGg1NDJu/Q40e/H1mT4iUzYswWzeYzbfk228zwyQE1sj4nthUIh4bw2QKQ2o3SMQNIauXGqNT/9qaicC+cttkeblmIeukfpdQltRmmo7xe1dspi8d8FQxyB9/vPgUTzv6BF56DDT+86DGLzLKbI1/tZwA4alGyOJfIVwN3Oufcvur5jEUE4JZgiS3n4sDdB55ZqNfc5dfgeel3LvaB3WbKqSqQwZH3Pam3msFr7OoIKfXDPZKxQrPZK1jNfTBzmUzb0XupKFK7pDiRgT1hD0/NWnS9e7IDkNNOj69kkaHJOGOo91uwKq1Kypv3rJc3kog1ObxrqBECnRVs6nULbifNlM3NIJ+Sg17SoRO4SuSQHakohUGHSVGacm0CarkBsU/r2aZbSh6NaHAEvkjanP57Hf0pgmZbkKAhdCB1SmUU6Le16Rrt96r8DQk6j0VlZ33eJ5ztu36bTn8faPXFCjiOSi1ef2y7GaRFp1wve7Zx796Ibi4gC/inwVxY+IsfEQYDnfIxmE8KRfbJbpvWlTMpah5BuHFZAsuxHDjbaE93fN2LtfbfXbTuMSTa9BgfzGrbx/+om1pTW00KFzrN50YHGEdU4b4ZJaf9aDj7ejVo7pZhntwJ+cNPqYq12/gJ22Tn3yCF/v96g5BB4PfAbnviN24HHRORbDytUHg8H4RxSN2eqtBnOShDOaV9kHntgXNPDxvhBKxXQkPF32zpzDM6hBCob7t7KDytNbE4/qxrkJc2FqGLKQhcUM+/OYgPODxq048TmCbMQdR0821GDdDQpvWmEe3QrvWh/kbTYduZ1ZIvRUZuU1cTzGxGR4tBJOIcEgmoL2NyoxcgnCudEEmF/JtsKWw16MaY0Efq+iB2sLOa/ByagZz08vxELnt12XhQGIb24yRrELWxzfhh4QEReh3cM3wn8xfhH59w2cDodV+Q3gL/9BdHFEAtqWqev3KjqYUtNNrYgKl0JY5cxsj3GLmPP+MlKmWqM8vMXmfKDXO0aROUME+dCoOo885GD8bTHqO4zVRm7dZ9d0/ekJZg0bNUT0zAGSdsB+C9YLjqlRbFIWTmTaO1HdZ+R7TO2fXKp2TUFY9tnx3jKvGFWJmfUIw4v2WaozOm0jrY4S47pwLXbd8rZsHj2b8ZZRtavK4bTOYapG3do/XMakhQVOgEQhsDCDEZ2hHy9bZFxauJKcnEpVM8lspD7Y/bEpovXnxffbkzQ8gVttgbRjHP7TzMXXz+Iw3aLWi6h/tCaETmy3SIH4ZyrReT7gF/DL+u9zrmPi8iPAY875x67kf0eCwextKV9sdqtBEo55z6An6huv/b3D3jv2xbZ57FwEE6B7WcpZF7NS1RuqFfyTp5WiGE1UI2taA81dj2L7nsqsii952JRMRQpU9UfCUVEoehVrGZTcjGsZVPW9JQou1fi4cFlIE81EHgAVKN+LbYzpKPD9Geb4m41mwYk55RV5VGKsWhZqIq2rkYZ0o7KqUbrge4UarQK3ZkIPaw4OS88XlVTbPj/gCAF6M9vVECctDAMHmbsEr+DLxSqIytxR4tFyp4IGqEIUQQh0qvSOQnYinDsiLc4Chwc2FekLAL5Th4+z1EgRYtQ+UWtch5dGUFcR1tVsCWScgETwfZUOsGDrERnFtNXnRPoHcSUQgx95XkEpGfQmQkj4JJ+R/P4+uZC0viZiyKr/TyDqljRFQM9bcaPw5cwanRq7MJdDNsqtvp5iZpV1TiKQqr0O7VqodEDxVLhBV/aOpimFeZXLjtifatrhdRUUqVwupA6zLKYRIi/E5yBiiPbYhNwySRS2JvrYuQoctHk1J55SmwYrmrmHuJEaIkKOpj751iizXYu4uO2+U6TJ9+JGp2VH8pJx57ddt5+wY+c01JFv45U6j57tenkFrFjgYMAcB0uBhdeW2BDIYxqN1wR0D3xaqY/rZAOvkGF4lQs2h2kPjW7j8OeA/vwE7PHm7U2N4FJd+/2a9JiNuo6wqPaQf1+LY0iWPtitKmweOORw/41zN9P5G2YtYbLQQ7tUHS2OeR9inZtwrea7RGdXnvv5kYudrfgz6tkxyKCkNqRX5um8/DSaJ1qL6e4UoHKU5Fyy/Z4uR5yRu+wVQ3YMgPYyZlWihVdhUGuCqWsH/YSz2W4Yz034ZozTFxNjuPy7iovbGzSUzUv7q1zsneC+4qXGciUVfHpy6r4CEPhQDU07RCKlDR6ElNXk6ODIKxf8AvTTa4MVnmp3qB0mhfKE9yebfNiucmlfMi5bLvVSchYlZKBqlm1XnUcC6tSsqqmnTbpQKYo5TUr/VqOVqS8Yla9tmXs+WvFpnrFU9OHRuYgsT7ZFL3kAYswUDXKOfrqaMXCaFtBQ7MvJVYcOy7qo+IZvVLI3nQYKqmD+rhjRVfXxXwc1MGonGHHeXAWys9tDsTRE2GgpkxUfmDXYvbxILCP3UyR8rhHEMfCQbhMqNd6KcU4vbLL88Um0xP9DlBqqCpOZbsMVcV6tsemHsNqTV5UHrVodOCKaIBSfclZFZuAUoVkKBQnBnuc7V0jF8N2scLZ/JofHorcki2+RI0F26Vp93oNTdY5T3zmbO8am3rMmWyHTT1i4npsqjGn8x1O6l0mTneEbnNXo63zqlBIGiya2LwDlNLOhrvojdUgNvU4qUSB1yEZCBhVpUnGq1YnyHMELUWgVO4sY5sztTeUdTMME6erouhLxlBKrlpNEYBSE9foYuShERpFcSYtPonD7DCg1EAEBIrA/7BjDZVzHvHq9vNjHgSUGrtuq/qGbOkgFrPRHT3Ww2PrhNMndkCKjof1IbYXWL2nuMyd2Svpb1XgOfBIyoaKrnImTfnVmDBKHcZ3W0CpSBNXhp/IHVBbT90W99Vuc7atSiPXzV3VBmqzuG7rGrqzSINXEUe8MwpXUQaSl/haRHcap9KxS+dZtqxVneMtajYUQiNQyoZCbBsH0S4GRjm9Bl1aUxL5I452/DhaDX76MsdTvLULorEYqp1Ln1Fkz4rIUh+pdZ1fPD+K5lzVYX02tKX9Zxgo7IiIyDiQlqV9x23ifmtnOvuN58gzZi0dxOfUqg3H9r0qOYgfvPsD/PTFP82vf8sGxZMFvW3/+oO9AffnO+Qy4EJ9iYGq+J43/SYbeszPPf3VXN5aY1T22Ls04MSuS4pcp5QfiHrF7jFUPSpn+KF738+X9V5Bi3BpXXFWW77rye/gdDFiNZtyYXSCsys7fOqV21Di6G0JF80eQxWiBIRXbJWUtc7ojFdsxUA0l01JBXzviQ9xR7bGG3ovhEGuq6ypgtf3PsWGWuFvvvDmjrLWqi7pzyhrrWdTXp6udfL+Qtdwuc+oyDlfTVmN4j20lbXgqs04o2aVteCrijWMm6b9ea3Mtc5n8q4rDx+orLUSlLX+4OI5zp+bUqFS4fEwZa1hUNZ6sDcI7/Up22uygnddeTgd63rKWr9z8R5+/8SHEifnIspam2qPXCrOacMptUJbWevnrzyMFsvHts8xrnt8zeBJDIrV6yhr/er2m+Yoax0BbvAFUKQ8Fg5iaUv7orWlg1jAaqG/3Ty9UJ3i0nQNdbmH6TtsL6QBzrJrp6yrgh27wik34jOjs2zmY06ujBlNe5xcGXOx2MDkCpt74peYP0Yh3wzNU+Vt3KZ3ycVyod4kl6vcMbjGHf1t1vSU2mruWnmFK1Ov+rXVh5Oql+oMKiD6+qFVuCI9j+ZEo5QPRc9XwkldsW1LClHsOEsuFVeNoZCKe4or7BgvxGMR1vSEQmrWAj5jbHqcyEdBYbuhOxuokv9cWGSl5ox2SQ5QoSiCdmguCk3Nhor8FZGQ1YfQlWvQmQVZR4UcvKhN5NyMcyMd6T2bs7FyN2e0o3I1RczXcUwCGrMnQo5CidCXklVRVLhOfUDTHM9HBA39nZ9k9ejYHVtQSMXE5Xxm5TbO6r2EvIyJRhWOq8VHSxHOPnFThsqigaHqd2gFm2PXvDIYsFWtpLHzfgjahqrytQbxnYqYZNxXvOyh+XFu5wbCgSUn5QImBrJRc3JfqjfYKfvk2wqz4pI2Z42vQA8wjGyPymle3Fv3Gpa9Cb2sZr03QfcsTglOd4t07SLixWqDK/0BuRherodsqjEb+R4n8hFDNeFKvsqJbMRaNvXs2bpbiATANarWsYCpRdHHK4hfsT0mbpcdJ1RYtmzGUCqu2h6btuJ0di3Bhj0F2sR3LILzGaiSDT1mnPVpE6YO9BQyi8otA8k7TqupqCtQ3kECadQ9Q7PrpkxbLE0oyNC+QxNeOpPtBAfheT1zqcNsScZQ7zG2fVbzkoHkWLGpHmCx5InhWtLarHhl9ZymExSdg3GWM9kOudQJwNU4CEcuNYWt0lrWexOGShLQKbZLq+h4aGopCqFwlkFIDSNXR9vOZNfQYjmRe1XyoZLgIEKh1xryAOoy0sz1xO1upki5TDEWMJc7JqeaHPuB3kucHezw9B01xcWMSJPYl5zTylODbeoxhdQ8uP4SJ/Ix/+HilzDa63NxPMSMM1TtUJWkGQmAsS3pS0aN4UuKF7kn20YBvZ7hrmyPF/Y2qK1mNZvy/GQTg+LSxOfmuoRdO00XnFcFr5mGL+WGgomrGdBj104xOO7J9liTAVZN6Isf2FpTBef0HutqwB9Nz7IbahAGlcR7Xw5K11ObsZ6tcnG63qlBrOgKmWiMwFVbdsR7J0klSrFlLZuqDexx5Ajrqki1ASCpielW0e/89CwTGyII5ov3Xt0bcNmWmOAoDQTCFwlrcORB1GfHCUPxtZnXZI2Ue4xazk/PpppCJJVVOHLlpQV2TEGhKiY25+J4yEWjUgu2l/RBYqfCUeHrGFFucDNGF0xYUy0peeD89HZyMTy7d5Kdqs9F44ukUcZwx+Z+JgWX0K1xO9VyEB5b8vGDv+iz9ipjHBaxY+Eg+s+OOfdPPsjen3+U/uVynzbnxy/cwfqFRxfW5nzvqbfwPnkTesXw7/dWuVCe4ma1Of9m0ubczwAFXW3O27Xv1x+mzfkVtz/Hz77mt7hhbc637HE63+1oc0bmJ78Pzw71ZJ03U6Liocr/agFtzutpZQJ84/BjTJwvEn4+tTm/Y+PxRptTOYzzTqHo4DJ8j8bitTm98priibLoaHMaJ0ljc3vjU4ytR4Io5mtztqc343bRjLNLbc7PpWVji57UHRapnbKfJjtnJzYzsem9Y5dxzRSMMz/pmaY8aSTl/JRm7WczAgJTKRcew8Q5Bs6gRKXHE1dgEMbTXphubLM3m8TgHCXd8jDtqGkJ5QCZsh7eGyrzKuTis23T2IrTIsFRKK/90GqlGRzX6hX6qg7itTGtENqyd7lAL7JjhXFpxHNGZsqmZDrKGcafdJwDKOh9q9JPhZ7TY7T4Vfk1kOY5CDDpuJaCRnIv/m5L7x1mcXoW/Ge9SRng0iTN0jYqI6FBnSMXgZBiea1VE1KhmvYlUDnfcs3T9v6c99LsRnffs3YQOOsgE5YpxpHMZoLLuie5pwyiLTbzIWP8gS4hSzMmbb1mp3Z+O1SCB3ucvcKIJE2MNlw5p4HfRoRcVM/KtO2E+RH223AbSCJhsUESrj1QNQ+efNDwlx/88sNJCiHSmqXt8NofRUACtuXv2nDxCP2N64mPmx/Vek11Xovrm11vW8ynJx5TgGvD05sc3d91w9qCSlkbvm1QnZD9MGtflH7cnM5x9pmL4+n+3MXzZBMeZT+sWoe0xoTt2xwiHRd2M7iHfeu8dbv6XNixchDVmibbyzroyY3+HlnPUK319tHK1S3E5KrUbOoxq1KzpqfISk1e1EFNK4J6POhIOz985fDqWliv9F2ISoXISIeWi6GHZa0/TahG8MNVhauYJrCNp6qLyk156BFUEShlvYBOZT1QKKIB5w1/+SM3k6E9kRQug59hWM8mbOhxQDf67SqnU6dj4jQ5NmEDIglNHLKK6lrQgKIiuc1h1kZoDpVX9mpTxPuZFpv2Gx2Cdi6ttQ3AKp0XNVrEorjNqtRMXVtRy5/DedJ7kQdk4iTR3keynCh2BD46ykVR4NixnjmrSs62u9+KxhadCTnI5FY6m8+BHSsHYbXnp2xbFkQyrL6+eK8KeacWiwQxnLZ47747lZMU480OPs2K98a5hzZNm5m5+7XviAqZK947O22ajtfaT5Tes4egFHPxGpft/6s7XOWJdtrivToU8w4T7z2KxYtT4ZptpRHv9ftu1tcgSZvjxrVcz2bFe1N0Ik2U0pDa+PRApW39e2bFe2N0GS2K90bWsLjfqOwd93uQHVmCzy3bnEcyVTtkZiTOi/cq35WQg8V7qwBbrvB3aVcr6lrRFu/dR5fWmrcVabQdjfPw2bZ4b2V0YHRO9/HEgg00bNg01HHzxHsbarzuN2OeeG8045wvkrQs3vHb/4+lJciL7VCoxWp7Yshuv7cl3juPwfsgK1GsUhOFeWOdoycREq66zNhhEKt93LiW61k7xagCviEeB2kGu7wFmrpwPev09654bxQTihaxIiodM3y2yS/sF+9tD8TdkIjv8Q4gjpeD0JVDVbZDtjgxOdaK/5vMXmStwp0TJraX+CpdLVijQw3B7zNdCOF5OkwoWPpw1KLQTVjpFKV4DkuNS+QzpYuFyoa/MvJI5mHqUGiKktJyDPF1OJzj0lPCtyIU12wztj2mof2WeBnCccEXJ9vK3/ECzTFhTe2aR6TV3++4Zq29xsppclX647TAQu0LLNZYFITBqwbwFR1srhajeYv1IeOEQrl08SvXupAJhcu4kcRj+9Qnl7q5YYiD0Ib1F7qXSEiditbakaYONM9JxHNzVFsWKY9g2a5BTbtdjN3Yxdg11+1itPkqZepxAreii5FTszvphy5G82VetIuhQ4qixBfYDupiRI7LThdD5ncxduqCgSoTdyTM72LE57eyi6HD424XI67h4C6GpcspGbsYiwCNItkw3FwXI/6PsYvRxn5UzjIJmI55XYzZfc/aUbsYwDKCOIrVq5rRHUOfZoQTV2QVd567Sr16ml3TZ6/O2TVemHdc9zrCIvGu/Ma1Z3h//gZUz7BlB+zYAusU12zBllmlUhlioDa+PiBGqGuFcRGN57sDFYb782sA9POaLVuwYz3Ipq3yDbBl/QDSjl2hsBUaizGKUd1jUmfkOqesNSPTozKaPZMzdbUn0Y2Wpk/j0JLPks/qfuc8ZWhWVEkuhm2bM4ojyiiKICbsh4pKtsJ64926RDOqe4zrni/y4oe/dk3BrulThFHsqavCxKOk/L+JYGx4LWfb5glf4Y/TFe8twwVYSZ3GxXdNP5yrgsJW7JiiOV7rwm4/HgTIOOE/3bIqgamaNm/7Io7popdO9AVKzZYZsGt86zo3fvhqbC+G9brwWfroIpH6iu3wccR9r8niQsdzbTmsdTTLRganpVOoHFc9diZ9To1CBBHudko5386MNYjArVA5zbYZIKXCKi++W0iFEUWhKgrrnzsBUQ5RFqd8QdMXohw5gW/QOcYBCDSp/GRgFeHauLDvKALj91soTzajcYhySdU7E4tWlkxsIHvpFiA9tZq/O02t66RZ+0aqBXZN35PkhMIj0EH/TXBhmrJK642U+n1d0zM1KvwvfV3TV9W+CCJeoAfdMSfOy+F1ah2t2kAUvmkDuNppTxFo76JTSrBsbAcyPlO3pnKaQpWpqxBjphi5REAT8fNs4TQKVdFXFdYpH0GITcc1+PpGnI7VYZu+hDZta7+z671hWzqIxW16Mg9q281rp1d2qaxienJjH+dDbXWqM26oKbdnW2yoKWt6AmueSCYSv1inGp0KlyPOtzgdKqh7K4ZKGEiOFmGoDH3JKMTfA08O9tK2QGqZqqSyFAlmekxUTg+DC23NymjqTGGsV/X2LVodUoqmlRa/cH7ATNJrs1X+DM3t/WucznaZttSgSnRn9Dl3Nq23HUFUVlM7TWlCu9HqjiwgdOnYorUvVCVwSo2YxjZnK4KI661a3SOvAK47x4gtx4nNO8ebd+y2bagpE7c/gjApXWtGwI0TIuHMJLRxo9r7IPA/gL/IV8UXnndcs37CniPmZTYduhnnsARKHdFe/JaS4jMFvVdIHBBtbojfuXhPh/Ph0+42Tgbeh1muiMgT8djlN3J1OsA64dNrZ9mpCn8H3RKqy32McuTbiomsJHHfHVtySq2w57yobCGOH7r3/fzi1a+cy98AcLVaZVWXXKv7bOZ7vhB3uc8frJ5jd2uFq32DGeX8oVWMXl7lo5zj4t3z+SXO6Iyp9X35V2zFlvX0ZhH6q8VzTQyU5h9c+uqEqbBO6IeC39RmrOlpCueh4Un4g4vnKMssqXs/X2zw4nidUdljtefD5neuP8GqslSuuUv3pVEhH4jnlfiBi29CYxvHIk2EEHkdrBNWdGD9CnwOAJ9ZuY313oSL4yHfsfE4Y5eRi2VV6oA3kBa/hF/7hpryYG/AD196qBP2+/MSHUToXgXnEedIpjbjWl3wzO5JwJMjW6d488pnmbiMR/uKE6L5qUsPpf3E82YDyK7d5fn29ScYBScHi3GZzprY4+0hjoeDWFtB3f8gD/zlJwC49iv38dJzJzn9dW/kOx/zcxkP/PgH+dGnfo+PTu/mDf0LvOfUn+JNw6f5ief/HHal5ocvPcTvvfIa3nTiWf7dZ99A/subVKvCb/6dn+Sq8feWu7I+Y1uRi+Ir3/Ia3nbnM2TK8NTOaR7afJGfu3YuqHsLn5jezr29l/n1nS9Fi+Xf/N9/mj/8K/8qhfsWS1/y1AnYcyV9yRm7koH0UAg7X1Xwbaee4JOTOzmRjXi+PMEbB8/w27v385a1z7BtNc/VPrcu0azLlKGqeKIs6BHVvcc8W5/o4C+Gao+/8eG/xNpgyhOP/GKqnttWFBILjHG9cZ0Wx69sfLzDSXlS7/JAfplt20+zJavKMrI+f69CBBAVv4eq4qrV/MhzX72QEna72Dl1Fb9/wivPn9V7DJVw0ShWlWWTEgNMnXdIOY5COTYp2bKKQpVMnOKHLz3Ej545wlBUsMgI9lztyXIG0iAtc6l4bHQHV8zawvt+sW6YwYEUDS5sy2GtxcwpweVNDbrIatAO09cdavBcDIX44lxf+dzV5Q5y17BAu6ZUJS6OHEcUnAoAKEUvM6zoikwZVrKKgSo98CkCq9ognjQl2IxTx9cS+jGF2JIuxhVdBZr7kkLK8LtKvw1CGWrvNkDAI4jHhMJYhG93NEmdmstqPa8P39Xu8FBpX0vJEgagkIpeqO00zFA+Skpwcmk9b4GNFrFZeYCmi+F5K3wR0KctEZDkpzQ94lVJpAck3clvxPy5UKlW4Ue4oXShM9MCcS1iEZLd1GiOfrUvgVILmDiQumiY1lIAACAASURBVEEEVEaDBVXZDvW9H+nN0mhv6TL/KZnuh5o+LvG5fZzEs0QAlKW2KoXmpWnpX9DgJSDqQ86Aloi5Z+PUZp+DD/MtionLGLTIZ6PmRgRX+e1VJ79ta3Om19rfJtmvQTrPrK+yhLU3x2prckT0p4cfh85GCNHb2pwVTbEznqcbsYSsxBdnI64hnr14TP8/R1yDC2jZm7vl+g5MOLZEbsrmuIvqfkbTAQZ/w3bMI4jr/m8i8l4ReVlE/rD12o+IyPMi8pHw882tv/1dETkvIp8WkW9aZBFO6EQQuTY+guipThEnkofEVlpPalzmQEdQk/9WzUYQsTffjiAyZekrX73vaUNkM4raCPEuNXvHiroRcV6iOZFq393ai/vUFEHzsVBVBy/hL8oG7tuFbUuKIDrPA0S4HUFo6Yr4tG1fBAFpgrIIA1/xnOrQgfAamN0IwsxED/5839il0XRUPKS9FyKIOIDVOWZ6vYkgbsZUiCByieK74u8xzh05gojktxbSz1EtRsjX+3m1bJFP+OeAt895/Z855x4OPx8AEJEvxasKPxS2+V9FRM/Zdr/NDq2EOYvrmbQ+0MO8/0Efnpk5BeoIH/Ms9n4WFel/39T9JVk7kphdo3H2SCi+5Pxc1xm2bd6qb1ru/qD1HHDRf66ON+9MHdTKPcxmz9GRP2mH/94v8vMq2XVTDOfcb4rIPQvu79uAX3DOTYHPish54FHg0EqWWIeUjbr3XpVDLei9GidZSjMmLmNs+0xcxp7xmhVSCk7HmQsflrdTjMr5SrwlgJCc77FPq4yR6dFzdQJfaWwDlW7NCcTQ3uI6KYaN+Xn7OS6F9aOgQD62PXKp2TFFej52fTTX6IVeexlQj3FWIqmLt6Dh0XQYYJtNMWZnONJr+EgiIiEnLmdke6nw6Vu0fgp1EoqaQ2VQLpC/SIQqB8VvHBXXh2VD4yhj9OJbjv5rV7kyfD6KQpkU6nv+x2aeIqYYufhW5lHmRWbPhcV2+CpjkdKP1B8txfDFTTl6cbJlx70GcTO3t+8TkY+GFOREeO1O4ELrPc+F15a2tKXNWMRBfKGnGPPsXwP3AQ8DLwI/edQdiMhfF5HHReTxshqDapaSKQvK4TLvmdtdjPiTKRPIZH0NIgnTzITLSiQN3+iWt9faBlSmvyNF/EA775/NsffrcapO/u/HhZsuRhZIbGJE4GdC4uOoV9EW09kvrONH3Od0MeZYHBOfrUfMjpL3QnQSKi4pUokzK35OxL+/Tcpi03oW7/nPrid2MXyU1pC0tC2Ru8zsK45t31wXo4kWdOhixGMe1ZqaiUs/R7JF04vjnGLMM+fcxfhYRP434JfD0+eBu1tvvSu8Nm8f7wbeDbA+vNNRNx9RaTQYQSr/WkwxIpKxcpraehCO1IIzcuC4spet9499IcpfAHWtk3ScRxJGMlqbIMnzRrLTcFV43DBKxfDV0hefYkxtWK/NmKiIVMwCYChrugSAiesnTlbaNBodU4yGXn3+17mdYuwbH8dfIDHFaJOl+HMaEKoSpxubEWpD5NuI69lfH5gd7Gq/7ven0nBaQxgDlbigLhbg1S5Og8auRSwMu7Smm0kxYlHRhBkTA4mQ56jWpCY3kWJ8oXcx5pmI3NF6+u1A7HA8BnyniPRF5HXAA8DvXneHDsS2WonWD1jMckNULkvMUFX4LcYPW6l0EYQ8soXFb7fv0h0xQLVrpzwU2un9bUXieLhbTGk87huf69dWY1yj81AFrct2i7F9LL/+5nH6W4eHork4Yw3ChrrHPNivpZkYtcmpxXPoW64xamrOaxfsnDgvWt/mSFDbtkULpVFSsE0kM6/gpw845zfb6iwjyxfN90Ej4fNf3PnMFjYPUis/1NyCP6+SXTeCEJGfB94GnBaR54AfBt4mIg/jl/408D0AzrmPi8j/AXwCP2j/3zm3gHjjTJuzl/k2p+t1vzaF+EEb/9uH6S53uMy2wt9Icea3yUUlDgQtQu58mpG1gFL9rKan6nShJHBSDO3FJk/fXDqW9mXkQ+Wmjarw8OLY3owckr0I8pKq07KLvJlW/GPdarul1mZ6b2jnuhgyx/20wvlEYqL2vSeuSbs4il2TEwldozMJMw0SKd1cYmWyETTV8poHtVnbhCpaFLVrBsjyUMzNQ1s13tHTJeoIjFEufDZhDTdxx9ahrQoNaiWOkvtjLH7PNEGTI6UWN3AhH/cIYpEuxl+Y8/J7Dnn/jwM/fqRVWJBJw/Q3KUMXY1yDNGO+I9dj1xSMXM93MVyOmvouRhP+diMIP+MfCU5M0o2oyoyduk9PGcZVzqjupwiiRyR96UYQFpvGs61zKEzSyYij2ZWzWPG4zZ26z9j22TEFuRh26z4j22cUXs+lSWN00HCIEUSHWyIgCnX6YntGLZHIKdF0VpquiguBe7zcmi7C2PbT5Ct4xzt1mpHrkQd/voEJ6ErAxQ6Cn87MJaAPw/HbTgAOJlCJz0fOf6YTN6VwfpBqgyhOE1MBUu0oDxd15JS4mQiicoYyIGRzMXjqfLnhCEIjNxY5gHcoy1mM65vLBLu+kp5vDvbYKlaZnuwjtsFDbKo9TmfX2FR7bOZ7bOox9dBAYUNdIoTxIYIQ5yXeh6EA2ZcwnIVmdTDltv4ufVVxbaXgTG+HMkxoTlyVVKSqMK0ozk9RFq3UpS3r15eMvmRE9Sotitv6u5zJrnE2v8aGHlE5zSm9y5neDif1biJRBV8QnbiaqDINeDl6KalcRuk0OjInKZfUvb3gTViTk30RRNZCd/oLWTiTXSM3zZj4Kb3rhXXZYzPMYkydJ741wel4ST1POps7S4Wisjodb14EMY8V2zrHptoDYKi84tWmK0OdyNcHJq6ZnMxDjD1xHgwdJ0JvxBRCX3KGag8LDMRHQxPnaz/lEfc9CTWtP85tzmPhIBAY3TVg8GH/tK9rNk+OsL31DsN1m9r+/sFF7skvQ+ZQuVehMgE+bVts10DA2XdHc/u5R1H2VU2h/e9pgEKn0W3nsRYaz77UxkHAftxBcyd3WGfoqyqhP31q0aQcPTFp/Nhvo8hdjba+iGiQsAYP0TaoxKasnQ2ph3QiCKBTpGTO32wojLbZlGIxss1GFcejY5qjaMa183DXn1p9ZJo1zxoeOSoa8+PbNvzfOh3ThBrKJI2I61DkNfu6SrPF2LbFDk/tKmZt6nykMrF5KNjuH3Cbt99JcJw3Bei6hR0KEXk78C/wp/ZnnHP/cObvfwv4b/Dp/yXgu51zzxy2z2PhIExPOkCgL9t8gYs7X8K112SIccnLntMG23uJc7rRs9w8u8Nqv+RaXbBX51yrC6pKMzAgBtZUkb6QfcmTNuODJy/y5avPosUx0CUPFi/wyck5rpo1KpexXQ+4otfYqQufthhhnzZnywYhFWr//ctXn+Xe/BpKLOsy5aTe5d5sm8nKBV6bXePT1SmutRiqSqeZqClXzBpRCxPgillLWpX+vRpbKaoq23fMaJG6bvZvGrg3v8bI7qZcfqgMp1WPoavS//F42WNi8yRrF++w/gKaeMBXHYWBXedibV9QDX+lv6ArZ9LnN1R9+pKjmfBE6cV5fSSVp2NGWPiWGSTpvWt1EZy9IlLh++O26yexsOqP2Zec2lX0JedMOCV+XM3xdO1Ty22zynY9IDJmtZXOtDRt17jvqyF1PA7anAGx/C7gz+LxRx8Wkcecc59ove33gUecc2MR+RvAPwb+q8P2ezwcRAE7d2kG4flbhk/y5OZtfOz+TfIdQU/86yfUCnk+ZU1WuKd3mVNqzCO3X2AzH/OxrXNcHQ14Jj9JOc7RpcNmPu+NTmEaviDGWd668SQPF8+hcdyebXFPts0vXXmYHVMw1BP+aHyGXdPn2ZHHgOkJ7NpJ2pdCmLqaaVDTXlcFU1fTl4w9V2JwPFw8x1ndp5ARfVGc1q9wRveBy5zL+rxv5y52g7p3ZbXX5tRTXi7X6auase2xofd4qVzvOIi+qnHjjKkTrti9RmQWoUqFR8WOrRmq5iOO4fBZ3adqMVrl4i/UvmtSpo9N7g6kuI2DmLiMymYM9YSJy3hxtM4Vu9fifSSkCP5bX4iQB8ex46wP6YFTyqeT8VhrysvheSXxZiCvjSrdNQV9VTG1Oc/snuS5eurrIi7yXTZSeZG/ogx0c6VTDENac0Z3BXw18JHJ3Wgsnx7fzla1wnObXkB5ECjldsLYe9xvTM0+Or0n1akaa+MEr2O3tkPxKHDeOfcUgIj8Ah7ZnByEc+7XW+//HeC7rrfTY+EggE4bMWEQZlK7toJ2tFw1NGkpWos7m3PyE/Fqwju0UoYW2CoV+5zMhd8eNoeR1otjHjuSDoNjs3MQtjVC3e3KdMfODzOT7t5dNSiDZ5huq3bFO25SE2szartG38OGTk5cRwfYFToPOd07N3SJZk2rIzGvXmFTiqHS/gns0zH1iGvqbEfT9Wire5lORLMfdNU9toA0+hxxWMymNrIQ9T/aampxuxu9yD2ScuGNT4vI463n7w5YomjzUMxfecj+/hrwK9c76LFwEGIh22tO1FWzxqjqk40Em0GsG1XOMLaGgRg/Oo3i5cka0zxjkJX0MsMgK1G5wakMp7tf+kbFGi7VQ7ZsP4Svq+yoMZv5HhvZHmt60jzOPbmIUz6Ub6jiu1/yGI5qUfQDwfuW1Uxdycg6jBjGzoe7O1ZzUlWcyEYd9qU1PWFVTX2eL4a+1Gxk40SVFyvsA12Cdkhm6YuikKiepTrrseLS3TJqPuSimbqKytkO8i9qgsb/42S2G9S9ayqX+ZRHeXWzodpjLH0GecVAaaxz5LFzIa4TxcT2L6qiEB3Yp0w6ZrST2S651F5mwOmQOHhG8FxqcuPb2gPnP+uB+O6GlQbME5W1IsGuERfmJQyDEOFk7E/HTma7aBzDzIeqQ/HbRtV0lEl6nXG/7e1uFLgVPphF7bJz7pEbP1BjIvJdwCPA113vvcfCQUD35qjwYjPxJtIZ+Y5kpiECyAIBbFtbMuIDDsvvInlq/IAjM3MkiqkDgKi2XvzloLvEQeAkH3Z78V0toSXmmru7osvP2CaqMSGdaAOs0t2KSBhDWlO6a898UQ37wVNNzm5T9X1elNNZGwpcls6vTwE8x6ZtoVPBt38TGC1ELBGqdRgU2d+VY8vY7987RF9MrQKQLZ6TOGTVFhVKEdMMnsI4z/3g/3+3z0VULgOpfXpjddq2vb2S/fuN2y0S2R1kt1B6byEUs4h8A/D3gK8LQ5WH2rFwEL3nR5z5qd+m+sZH6F2d8KO/6mnmXvcPPkj5/7yWpy+c4dQ3PsKPXjJ8ZOsuHt58jseefj2vP/MS53/2S6gHwnv+h3/Ox8+e46H+C/zs4Gv5wM7DuJWafz/OuVCdwqB4Q/8CV2zBqpT89C99Ez9179eitGV6dYXV20Z84JGf5qTK6EvOxfWPclL1+N3VJ8ml5vu+6jSfrgxbtmlLDlXJMOTyL0z98yum4PZsgsbxXb/zvXzdvef55Ctn2Sz2uLg75PWnX+QjF+/kK84+x7vv/k1qIoOTS0XQsX22U1x70ex1LuFChEtfMeRMb4erxjCOjoKGPbpyjqFyPFd21b0rFP/LxT/DdlUk2vtT/TEPrT3P5WrI6XwHgO8/8fQ++PSsuvcDvZfYshYtUNn96t4j56c+wXNq7ljfufn5Kw8D8Lr+Jc5k1zg/vZ2/dfKpQ78jY3sxRRxvXvksbSaoMhYk29+pFmV+oYSJc0wdPF1bPjK5G+uEk9kulcv4S8MrAHz9yn9iHPbZE0n7XVUN5b9u7Ttud8Pm9SNvbh+NfRh4ICCYn8fTLvzF9htE5I3ATwNvd869vMhOj4WDiKbHNTKpE5U9wKjsQSXocbVvpDvWBpz4UfAdu5JGwWXajIHnUoPLUsSQZizEJUU7CaSwEfA0dV4XowytvkmZk2PnjmcDoZjm27BJGyIoVXnRnEZIR8RT9ltcCrdjAdE48WAsp6mcTXRs7XpCT+Ba3WdFl2ghqVrhVAqzI31/I6rjgU3WtVW02ms3+6Dm0AU7NVBt3+4bu344frO+XJoLCBxRJbsnQuVcA/zCIzjjeP1Bx5xN5eK4eC5V4xBSbSW+p5mRUGEgLLZyE4uXBAavFqdk5bzI7yDsqBk/l0SHd2vYPRq7VV0M51wtIt8H/Bp+6e8NyOYfAx53zj0G/ASwBvxb8Z/Rs865bz1sv8fKQTz7jhXWnlkhG0Hmi878t/f9R36+eJSn33E3w+1zXNjaJBPD7k7BZ4uTZBOfijzad9ybfZLTeoULJz7O9psLNvIJvz16gJfLIdYpdmzBK/UqA1WSjYTxtT6VduhdxWil4L58DfBf0Pty38K7L3+FXOC7H/wgv7V3f9N1aNUMAC5WG6zpCdv1IOTThupan/PXznBxe8h2r2B3VPBkfobtawM+s3Ib9k7LSmgrRoLZqavZUCsYZxmoHpUzrCqhL6qT23/P2d9gU035rb3XNorjTjMI65m4Hutqjy3je0M+ivAh+vlrZxiVPUyIIF4pBtRW80q5womeP/HbG5+ikIg38IVCX4NRiaD3G1Yu80uj16KxabYk1gz8erLgTBQDNU3gs49tn/PHHQw4kY95du8k2xuf8lwdCHlQVo+pmueM8OH9qige7SseG92ROh2xIDnr3HTg9dTi1zexOdtmlU+Pb8ciDLMJ1glfv/KfqJzjjmyNO4D/c3c9bQNeNa3LKuY/h7cWF6mcYz+y4gh2C3EQgbjpAzOv/f3W42846j6PlYOoVx31igoivv61k3qX1XxKveoY1z3KoKhlK81emdO3Hu+Qi2agfIheqIrbil02szHb9Qpb1QrWKbbrAdv1CpXSPl03AjZMhFYNPLjGhLy3CZvPZDtcrDbYCQ7CBg3QqfIX53btWaK365VENoMRxlVOXWlKZTG1YlJnuFqxV3lAjopEKs4kB5E7rzGNi9BgFy4Xb5WzbKopQ2W4Wq8lApaIIQC8zoXWbNeD1h07KElVOdMqS9X4cZV7WHjdSyrmU+fzf3/R2jTOnKMTqUxfcq7Wa6leAg0toF9nlroPExVBSDrhJ7Yq3+7cqfqMraHCRzpFuMsbXLirh/8bQWM5ITpgQ3yHKdLEzXabdOiKRMc4cTnb9SAdF3x7eRwihziBeMWspW3ieWvPaMRi8di9xMR5ftQbMrdEUi5mayuo+/4k93//7wCw/YH7ufjcCW772jfy/R/w9Yj7f/yD/I9PPcHHbr+bLysu8N7Bn+LN65/lJ97857Arhh++9BC/v3U3b9y80KG9/42//U/Ysv7iukP3GDtfTf93j7yBt931DD1V89TOaR7ceIn3bN/OPb1LbKqaj01vC7T3j3IQ7X0uOlXF91xJLpqJqxPt/SfeeI5vP/V7fHJyJxt6zHPlSR5Z/Sy/fcf9fPXaeZ6pHTvhC1Ki2VQVq2L5WKUpxDK2GSd1ydPVbSxKez/LQTkPFfhg8TxbZpD2eVLvcl9+hS3bZzNFII4rxlGIv0PmOCbOUWEZiuOic/zLl996Xdr7WUapqav4msGTAJzT40R774/hU5UdG1m5fEu4EC+Ht6q8qM1P3SztfcA5DKVhlBooHzlcMWv89Y0XFtrfi7Xf7rggKT8XdjwchKMz2m2s8nd2M1uVbyrovjetvAee8cLtYS3oglv8fhw2qF4pHLX1HYR2uypKw8+Oe7f5IBq4TfM8SuhZHJX17brIA2GdUIaZEeNUB4Nx2Lh3e03zbB4GY7Za33Yefng8sIKH5w2BbtvBxMLc/v3PjnvPOoJ5lng6E/Kx+Wwi7wMzIXubD+JWWCSnNU4w0tRH/Npvbtz7hux4+4fj4SCcFuygmdpc60+53DdUw7xDubUqJRt6xKqUrOqSVTXFrFgobGpJRpBTHNbKRdEXP9CRi/YTkmhW+hWb+R59VTHsrbGe7VEGnoJ4Qc8Oa/nR5KAg5VzCVQDkzkcTvrXpIcab+R5DtceG3mNDjxhnPdbVhPVswlDtUaE6uhiVq6lE0rBWGYaj/MWs0+xE5UyH1XpWLMef1OhwZkaynWWo9jrMWUO1x6rUVFImbU9fsPV95jj2XeG5IiqRNKzV2fcca78eh7VWA0KxL9AX5Y/dGtaKilpaXLjDuoADMakVfSMWP7+BlNiAc/CIy9gNOfqwVk7TQr0Ru4Vtzs+JHQsHsbSlfVGaA8zSQVzXxDjU7iS1yrb3CphqetuTDqv1ji24atbYsQXX6j47ZoVsV2OsBJ7K2K7zYb5vf3oEo3HCpqqYhl7+aK/H1XJApgxbkxWurKzyJ1ZeCirddRgSqhNPoxOoMUzC7EUEAcUQcepqtAgTZ8JMgeNqOeCKWeNyvYZBuFytsdUbcKVaZcsOuJvtRJ5SoSnEkIciXyE1lWT+Nak76UUhFaIcStl9fBBxPTHFiDgLD+32OfgVc4Ids9K5W55SY3ZskdKJ07rCYDsM08QWbpiyzFvzHAelGPMo53bCgNpQVWhr2LE5p3VFLyIVceSBYk7hU4BcLH0BMPvaootabCvv2ACrVp4PYlX5mZGoWbKoxVmTG+WDENwygljI5jFKKYfNu+Gev3CqcOF6fIPNHS5rFJ5nGaU0Qh4gu4oMhSEXRZZZL+KravpZTX8BRimFIo8pwUz5OUKNY4tOIfR13ZHai3KBK9qPe7dnL9IMQuuxf30+o5TnMpWUNnhrk8N2UZJtRqlCKiaSp5pLZJKK59WfR49uzAOjlCeybYnmLMgo1bbIKBW7HN4Z7meUisenNb9hnMKGtdwKRilPe09gkroZRiluro6wdBDXNyeC0y0HEZS1bK72aXO2Wa1zMUlZax6rtbiG1doPeQk6qlFpS08FR6PMTbFa+39iP6t1T9WNklZQsopRSZvVOh7LOsFIHM7az2rdVq+eR5LZHq82c2oQ8XlktY7Q5zardZ6O4d8fHYUWl5yvp8Vb7CLdz7DdaHO2Wa3jVGY6Jv5Da98ibgWrdQQ7+SKrpAv0RrqNsQNyUx5i6SCub+IcYhqkfmS1VpXpoCrjfEBkta6cPpTV2glB+5HWHcoXloxRlDYDVc9ltYb92pP7Jzht5y4aB6Jix6C0WaPFGYA67SIoNB2CRVito0XhnFm7nnBOfF4G0twYlcRiaBV+AxTKBKdHSjEOY7U+yOYJ5zTzJ4ROgp9Xiebf6fbdy28Fq7X/3WW1juzUR7WbZrV23Jhn+jzasXAQyzbnss35xdrmXNYglra0pR1sSwexgI32MB//NOU3PUL/6pSr51cZvKyQD/4ur/ux1/DU+hnKb3qEX922fGTrLl7c3OD3XrqLPZOz+UmhHmR8+zue4E8UL/FQ7wWunFvj/W9chxXDh6YneL46kaY5XzabrKsJ7sk1fte8Nk1zXrptjR985D+wGaY5z+qnOal6mLVPobG87/UP88mqYstGqLViqCYMxHMIXDRrDNWEK2aD2/QuuVh+95nXsqIrPvnKWdb7Ey6N1njx9AYfuXgnW2cH/Pm7tzrTnH3poaXgrC4D98CEvvQ4qbqDd4UIb7//k9zW2+GPqt3E11g5xSDUUiZOs6n2uGoCA5Z4Ruqp07z/6pezXRWUxn/8Z4pdHlp7npfLdU7nuwBzpyubKKHAOMs7T36YP6p2ycXzMzbcloT1eEwD+GnOcYAl/+r2mwC4r3h54WnONSkT3uPb15/gxbrqFDR95BXWGR5H/gbfXfJw6qum4KPTe+ZOc761uMjYvcSLNWmbeL7b6UiMHG7Tq4eu+brmHNjjnWMcDwcRLBsbZFrNmeZUZOOaXIVWpvKBcBZSAicwcjk7pmDkcvZMjpoqrGomBnG+yBml8IB905zT1jSnF/y1iZdxUuZ4SvzuNGfUWGhPc+YhLYnTnEo8b0V7mlOJr1W0xYBrfN7v25WKChNo5Hz+HbOwnsBOXQTdjWbcOQrrAphQYZid5syxrTWZtHaN67BzwXwhnGaNjpHtk4dWZEPW0lyoNnAoWPxreRg+iO1RHSY7Z2s9h6UrFsvI5WFC1yUn4P//OLTV1BRUoKZPsyRBzmCRac6YQsZpzhutVRxqx9s/HC8HoSqDVN0+dFlrsL5guU89C1r6F1kYBvLqUKoSXB7var7IFx9rLE4Sz0hSyi6DOIvXv/D8jj5Xh7qO2hvhy9u6Y4KvG+jW+nRwProzVu1/S3AcszobDUmq14ConKUIY8Zt2gDjHFPjx9pjERHoFNN1YFNS6cJ1YfIx4hpc571RyTz+fxFfEZmcZxmd/dh1nu7cEU2Yagk0bctURyCMm6fzZMP49fwwe5aPItZ/UoE3jngnx9CMmcfHBpecRDxWR2ek1RGp8FFYXE/6nxLe5eYo7ufZsgaxtKUt7WA75g7ilkdMN2NinL9VtirWzsm+Lke0dmjaJjW1M5RsN1IBb0R5wx3DLVZJTxHGAXfF2XC6e8z928x9DagDRV08VqOfSWoZXq/K3iaNWdQ6uiDx+LMalTQ1Ad2KLGZNp8jK7ktnYrQyL83xPBBdPc95+4+Rw7E1h/++L/LzKpm4Y+DBROQSMAIuv9pruQk7zRf2+mH5P9wKe61z7swib9wobndf85q/vNBOf/XJf/x7t4q09ih2LFIM59wZEXn81TgBt8q+0NcPy//hVbFjcIM+zI6Fg1ja0r4ozQHmeLcxlg5iaUt71Ww/NP642XFyEO++/luOtX2hrx+W/8Pn35YpxmI2IyP2BWdf6OuH5f/webfYxTjGdmwcxNKW9kVpywhiaUtb2oG2dBBLW9rS5ppzYG6MPu/zZUsHsbSlvZq2jCCWtrSlHWhLB7G0pS1tvr26cxaL2NJBLG1pr5Y5cEug1NKWtrQDbRlBLG1pSzvQljWIpS1taXNt2eZc2tKWdpi5JWnt0pa2tPnmlinG0pa2tAPsC2BY61hxUi5taV905uxiPwuYiLxdRD4tIudF5Afn/L0vIr8Y/v4hEbnnevtcOoilLe1VwRgICwAAAVVJREFUMgc46xb6uZ6JiAbeBbwD+FLgL4jIl8687a8Brzjn7gf+GfCPrrffpYNY2tJeLXPuVkYQjwLnnXNPOedK4BeAb5t5z7cB/3t4/D7gz4gcTn2+rEEsbWmvorlb1+a8E7jQev4c8JUHvcc5V4vINnCKQ1jAlw5iaUt7lWyHV37t/3XvO73g2wsRebz1/N2fD/aspYNY2tJeJXPOvf0W7u554O7W87vCa/Pe85yIZMAGcOWwnS5rEEtb2h8P+zDwgIi8TkR6wHcCj8285zEgKvX8F8D/566jnLWMIJa2tD8GFmoK3wf8Gl718L3OuY+LyI8BjzvnHgPeA/wbETkPXMU7kUPtWEjvLW1pSzuetkwxlra0pR1oSwextKUt7UBbOoilLW1pB9rSQSxtaUs70JYOYmlLW9qBtnQQS1va0g60pYNY2tKWdqAtHcTSlra0A+3/Bz2q8WhHHHSEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [11:02<00:00, 10.24it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 662.3540387153625 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:02<00:00, 25.42it/s]\n", "[[ 1. 0.72760687 0. ..., 0. 0. 0. ]\n", " [ 0.72760687 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16412199 0.16412199\n", " 0.15767205]\n", " ..., \n", " [ 0. 0. 0.16412199 ..., 1. 1. 0.99997865]\n", " [ 0. 0. 0.16412199 ..., 1. 1. 0.99997865]\n", " [ 0. 0. 0.15767205 ..., 0.99997865 0.99997865 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [11:12<00:00, 9.95it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 673.0501537322998 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:12<00:00, 25.02it/s]\n", "[[ 1. 0.72760641 0. ..., 0. 0. 0. ]\n", " [ 0.72760641 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16412192 0.16412192\n", " 0.157672 ]\n", " ..., \n", " [ 0. 0. 0.16412192 ..., 1. 1. 0.9999786 ]\n", " [ 0. 0. 0.16412192 ..., 1. 1. 0.99997861]\n", " [ 0. 0. 0.157672 ..., 0.9999786 0.99997861 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [11:07<00:00, 10.19it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 668.087164402008 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:07<00:00, 25.20it/s]\n", "[[ 1. 0.72756039 0. ..., 0. 0. 0. ]\n", " [ 0.72756039 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16411524 0.16411504\n", " 0.15766703]\n", " ..., \n", " [ 0. 0. 0.16411524 ..., 1. 0.99999977\n", " 0.99997446]\n", " [ 0. 0. 0.16411504 ..., 0.99999977 1. 0.99997511]\n", " [ 0. 0. 0.15766703 ..., 0.99997446 0.99997511 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:06<00:00, 10.79it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 666.2367963790894 seconds ---\n", "\n", "[[ 1. 0.72298812 0. ..., 0. 0. 0. ]\n", " [ 0.72298812 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16344415 0.16342413\n", " 0.15716902]\n", " ..., \n", " [ 0. 0. 0.16344415 ..., 1. 0.99997618\n", " 0.99955287]\n", " [ 0. 0. 0.16342413 ..., 0.99997618 1. 0.99962097]\n", " [ 0. 0. 0.15716902 ..., 0.99955287 0.99962097 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [11:04<00:00, 10.28it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 664.47483086586 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:04<00:00, 25.34it/s]\n", "[[ 1. 0.44739851 0. ..., 0. 0. 0. ]\n", " [ 0.44739851 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.10241238 0.10367897\n", " 0.11577407]\n", " ..., \n", " [ 0. 0. 0.10241238 ..., 1. 0.9930295\n", " 0.91798815]\n", " [ 0. 0. 0.10367897 ..., 0.9930295 1. 0.94519512]\n", " [ 0. 0. 0.11577407 ..., 0.91798815 0.94519512 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [11:05<00:00, 9.93it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 665.8640127182007 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:05<00:00, 25.29it/s]\n", "[[ 1. 0.03580032 0. ..., 0. 0. 0. ]\n", " [ 0.03580032 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.00223489 0.00284242\n", " 0.01448135]\n", " ..., \n", " [ 0. 0. 0.00223489 ..., 1. 0.9667647\n", " 0.1870268 ]\n", " [ 0. 0. 0.00284242 ..., 0.9667647 1. 0.24699835]\n", " [ 0. 0. 0.01448135 ..., 0.1870268 0.24699835 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:06<00:00, 10.54it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 666.3285546302795 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50897129e-03 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.50897129e-03 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26425169e-05\n", " 2.91892089e-05 1.44926487e-03]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26425169e-05 ..., 1.00000000e+00\n", " 9.66984271e-01 1.89941750e-02]\n", " [ 0.00000000e+00 0.00000000e+00 2.91892089e-05 ..., 9.66984271e-01\n", " 1.00000000e+00 2.54340808e-02]\n", " [ 0.00000000e+00 0.00000000e+00 1.44926487e-03 ..., 1.89941750e-02\n", " 2.54340808e-02 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:06<00:00, 10.83it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 666.451052904129 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50823947e-04 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.50823947e-04 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26455104e-07\n", " 2.91971941e-07 1.44927544e-04]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26455104e-07 ..., 1.00000000e+00\n", " 9.66987524e-01 1.89971590e-03]\n", " [ 0.00000000e+00 0.00000000e+00 2.91971941e-07 ..., 9.66987524e-01\n", " 1.00000000e+00 2.54417538e-03]\n", " [ 0.00000000e+00 0.00000000e+00 1.44927544e-04 ..., 1.89971590e-03\n", " 2.54417538e-03 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:04<00:00, 10.81it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 664.9303712844849 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50823215e-05 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.50823215e-05 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26455404e-09\n", " 2.91972739e-09 1.44927554e-05]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26455404e-09 ..., 1.00000000e+00\n", " 9.66987557e-01 1.89971888e-04]\n", " [ 0.00000000e+00 0.00000000e+00 2.91972739e-09 ..., 9.66987557e-01\n", " 1.00000000e+00 2.54418306e-04]\n", " [ 0.00000000e+00 0.00000000e+00 1.44927554e-05 ..., 1.89971888e-04\n", " 2.54418306e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'size', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [11:05<00:00, 10.49it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 665.642336845398 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50823208e-06 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.50823208e-06 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26455407e-11\n", " 2.91972747e-11 1.44927554e-06]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26455407e-11 ..., 1.00000000e+00\n", " 9.66987557e-01 1.89971891e-05]\n", " [ 0.00000000e+00 0.00000000e+00 2.91972747e-11 ..., 9.66987557e-01\n", " 1.00000000e+00 2.54418313e-05]\n", " [ 0.00000000e+00 0.00000000e+00 1.44927554e-06 ..., 1.89971891e-05\n", " 2.54418313e-05 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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OvtY3A1VNi0XV/ZV4KOQoDoTbHnUIAFmfDcfxW9Zhml/rbMAyjotE4S3OaOhXi/4PqgtXjj3VgNRhJm/8SznpmPvpAvjfbADG2RYLYFiuhf8K6/4KEj0ENE0+jNvcaaoWQidl6bw4eG40/VbUmD7jz1TJ9mPdbdFw+a/Y1KqaFgu3nan8uxJsMTH8w7vRxbvU7e1YFHbwf9vEEOLzgb5wOnACwc8dES15fvHurfxqhdCsUFoCHX+mCnXuTVgxe5ZExsW4SgDAF+/eKhoc2LIdWxrNXMdNJfWJQ1A8phGNJ3vgi3dvbXHdNPpO/OCgdtn08t7+stej0xuRM52gwY1Co+8km0YOh58TL5uumD0Lde5NKPzRZBq4HvKyunS6UZ+MOnd1R8v+Oc9F8V7q1uEWl0vr9weg6aCf5HrReJPsimHi83DOP2091Jr1Y3BaJ1T+N5jf1Ke/W5q2eEyj6J1BuOxZ9r1tm93sy5wqYQ+1toda/y+GWvuGd6dPJqqbSb4weN//9iqGLcuclsAvgQqWGG3Na47ixVp4J7RdJJ+5bLaEllSUjrCNC+C/MgXFi7XokW3EX8EaeCektKh+LYVwSe/prAy82z/MolnXWjIByC65Lsk+jdXB6h2p1xO2mBi+4d3pwsT/U1Xu0sH/tZsYgJTspXR+nKoowZq7YlA6P443N7ynZEg4Aqwh3icCDuHc5pmKmdw0fEn2aXgnpKDpptZ/GDR+vqiPj0LNXTGih409jPE+EfBfmQLXQ17wTkiB6+5j/EDlPSUD5bPlIyxbA46enqDaYSJ9AODd/mG8bqyNWgOs3Rk04w3QjDfAf2UKHHv2FK02tPbgoAn0h4ObmyoOCUleP9MM1aGLjaHWlLTqXgxrTPKEEH9CyM+EkN8JIaebKRksl/l3m0Gwf9aW/MNdz39lS7L1K7QIWM7NErru7C7rFGvrf3AhmD4AoPskEqGPnGjzttKv4AYE94wmSf1fyTmJlf1ajzWsNWHLDKLv4B507hc3qyp3+ZDvLZbbzCSvAzABHAdsGoDplNJzgjSbAPxOKd3QzDK/l1IaaEluh5tBmGPG+QI0jI9E9hrL/1bjz1RhxvkCfuZg0xJoM7ynZMCwnPthvpTD5S18gfvudaRbC7S3jKppsSj6ZhDGn6kSPWzsYfSekgG3nanIf1lqp8b7RGBnftuZPcZxkcj6bLhIHwC8H8h7SgbfRq0B1u4MActTELA8BW47U0Gih6DudpMjubUHh+qpI+EQPhC6zbbT2lVNM81SbZ2BcKzWrUY5p4ZJngJgP+TuAKzuF+iQA8SFRVpoAv3RcGuUaEVjli6XpzgTTkkNy7XYcHCCZIWDDRIuh/pIZJQ/xg04s3S5MLxi+nHOuOcnAMAz/5oPAHAt4WZYF+Mq8V1hGj42JKveoCSHbwqOIX8ZJ+/JFV+gZ+cabDg4wWIepZWCaX5a7MxPwd7Ck/imQH1kp/nGKZdDfZBUlI4P9L/x157auAPDA/LNs4rwzL/mqx6ELdHsPZl1nm93OSzakYgxq3+TXBfWeW/hSdG9zSpo/Vg/PvF6Ip7e/RX6BXFh34kF0ijX7wrTRO+87iu+MOm5VxWrogA2nYvhQQg5LniZn/8hxyTf1yzNqwAeJIQUANgL4AlrGnbIAWLN45txdUBv6G8XBy9FuxRizeObAQDlUT356x89vB5B3zXIlnVn5kR8F7JPcv2m+Wl8mbseTeCv735vDACgdyrHheB5zMSJMPjQbJys641oF6v8u4pY91cYvnyMk/fW2mlo/NhLUXcGtrNUDiP2LMIjhtFY95cy56M5lvXbI/r+Xcg+3Jk5EZcaTUuly9+diYKN8surDL1TL+HOzImqZN6061nFeyOcy/h2l8OSd2fh+/dvkVyPODyb/xx1/AHRvXHbn7OqE+vHt9ZOwwtrZ6NmM7dMHvGj9LkZfGi26J3hrbXT+M8vrBXfswYK2LLMWUYpjRK8NtkkjMN0ANsopb4AbgfwH0KIxTHghvRB2DdrqdNJqJt9s5YJHWWzVp/B7vSh7ep+92siLJdLCIkD8CqlNL75+xIAoJSuFqQ5C2AipTS/+XsOgFhKaYlSuR1yBmENrJO8E1JUO8qYueHmVCd7vzHfFF7MuCLUlBd+wgGv5abBzakObk51oh+bULeSDUGi73J66BOHwP9oF95BBwC6LabfRM4blv0wQp2EEMra8PBGkX4lG4IkaYVp9IlDoF+h5ZmnK6fHSsoXtuuGhzdixpo9sqYHK3d18FBZ2frEIXzb61dooV+hFdVfrl+Eujw9fxffF4CJ98Jc35INQXjlvkcBwKKjd8PDG+HmVMfnZ2nDTziI2jT8hIMqZm45tOLJWmqY5A0AxgEAISQMQCcApZYKvSEHCPZvXT11pOhhspZnSmY8dockyd6fNEbAep1hPYyalff1qRF4/NwD2B2ShN0hSbxuAES6uc0uEH2X1SPDDQdODYKb3jSr65JpYsVyy1OvkxBCWf2cKkX6uc0ukKQVpkGGG9z0FAdOcRuhOpc0SMoXtms/p0qcudIXUzLjJfqxcvN3hcvKRoYb3/Zuego3PRXVX65fhLp0dqjj+wIAXvljsiQNwPWF9wd5ACDqLzl9d4ck8flZ2q9PjRC16denRvDtYwsobT3SWkqpEcDjAJLAHTuVSCk9SwhZSQhh3GOLAcwmhJwCsAPATGrFhLghTYxrBZsqXtoTajNBihrU7w+A8wTugKXSeXFwnFTeJnIsgdWRvQt1AtAmdTefrrNZxJizd/GyzYPOzPVSi/yXtfB7LUVWrhCs/Pr9AahK9FG9zZ6ZK7bCFhPDa5A7nfa5dCCVw/sjdtoDpRhm6XLhED4QS7LFPgF94hDe8ywMXLK0BFn+WBzCToidnezBcZ+kgz5xCLSn6lXp1TA+ErqPoq2aIMIfvOfGI6IH0fCqFpPOKu8gtBUkcjCKF2theFU8k2IPDHsX6vRk1nmRTmEnNCh/LA6Z2yJtls9Wg4SyhN/jfSLgPEEPx7AQAJBEpDpP0KPihxCb5fq9loK6O6J5OVfvFm+/1vQL5Mtn7+aDg1I/No4eIRkc2BZ1fqt6K4DbzdmxSWv/J2cQ7N+zrYKN8l6PQ+Ay04/xegY1MbA6svfroZP5rISd1FWZ3kskWwhzvdSicnosuu1IlZUrV76tcpTIZKzBlhlE70G96L2fqWNL3xD5uX0GwSDcwSmEJdLa8lnyDjw50lo2c2AzCSHhaeZ7XOCLcRz3T8FIawH1uy/Nf4jCB1FIWqv7KBr5L2sVdWdQIq0FoEhayx4Y9i7UaY4uR6STHGmtbksU8v5lWS/juEhRTIj5Q+o+SQf3SToELjuiSFobuOwIvipI5dtdDrqPoySktd12pPKkte6TdIqktazecoMD60fdR9HQfRzFz8J6/uYuGRyUSGt1H5mCq3RbbXt+KQiMTY6qXu2FDjlAvBH0Nep7OOOqv3hr7aqyAXgj6GsAwFUPU6M92fO8ImXc8s9m4KrMdtnpA07wZS71+JO/HvIU95BoDnL3HX82BeAcXxOJf5x6FKvKBrSkWgCACYeexApPjhoudG4a/F5LsUp35/6J8v2qFb5Y+uUMTDj0pGodsuq8RN+vUkcs/2wG7ss07XMOfew4Al+yrJfm4Aks/2yGKpkuS5XNwNdKY/l2l0PorOOyu0rT3zYNcl+tGyu61+M5J/PkErB+DJ2bhtBZx+H/KmdWXPiXNCLy+JpI0Tuv21xT4FToo+LjHdWgox/ee0OaGCxmoXZSDC6FaeCzxrozKe+LoWjM74xJY44jI9IouW/rlJuVF/xsKoxjIzFkDffQ/zdrEB9PUfScltdNv0ILp2rw38NOaGT1uBYIdRJCKEvI5Fz0nBYNXcWh1GEnNNBV9raJtTv77Vi+XR1/9kHlOj9ciCUSPZhs3eZodNU5SWRfKwqWaNHnaB2GrDnF6TIoVPa8Uv0KLep86xE667jF+BfHn30Q2q2EbzthWqX+s8XE8AjzoJP/PVlV3bbFbLNv924N2Ld7tz7s273Vw9YB4o5P1Z3+9u+RW+0+CDkI92VYslPZPg22ZZttvBp1utaijS8sU7jBi+3fyF4TB++EFJQ/FodH/tSjJinIoh7W4HbYg/8s3Nthabt33Y+Bstu985dpsTBTh+j0RlG51lA2V9we5bPiMOp0LYq+Ma3l78xP4fc6KG33djnUB6NOq6OKezpLeTDTbYqW+HWE2723GZJFG8PY4PDIn6aVmXsyxMGAjB3KElg/flNwDJsNyVibx7Xt/MwsSVomSygTEO/NsOXwIsDOSaka12sVQ584BMhwszqtVfvvqE8cgjuCz6LS6IrD+zjuBKWyzbkMhVuohXKP1TVglWESH4Is/LdUw93IdDoTadrgJdquvSUKoY+ZbGU5ver61vNpkorSMSUzng9Nzl0Vh8nxR8XlC9pVtyUKo8P/xBFDIALuE3NQWpPNBol4nwi4HuL8JIt89/P1l+uX8BMOvC7kp77w6/IXDu8bhoDlKRhw3Al/RjWI0jC53bKvKHJkCvV1KXTGHZNSRfnDTzjghz2xfJuGn3DA/e5H8XJQtE0ziF5hnnTitilqkmJ77Ba7iSGHxVlnsXrhwzDcpkHg9w2889AcG/XJyGzoKaKJeyknHc/8az56p15C49k/ZfMZx0WKynQ51Ad1t1zgf4y5b8Qh6MUjCDuhwa9bouFaTtGpXFkPa7g8IxbdP+ceiuztEXgnOhFDnEswT4bmn0G3IQah86VLbu/kHcGDby2GppbCsY7y5VqDw9CBIvo2x8EDUBLrDtdLTej8zVFe5oJRBy2S8yYVpSPq5fmqzhQpWahF73Xyg2d9fBTclhag7hb5w2+z3uH+6fs/I66f8HS1srlx8PjIpEfJ41r0/tDyHwHr+9wdw0D1nXH/xGSkRTiiZIEWvdeL8zJZQpkA14fBD3ADW97rcch6abHqB9k9zJPGf/IPNUmxM26zfYDoaGiP+AU1sq+HT0QO16s92rPutkSYykWB2jKDcB/Ym47beo8qWbv+b6PdBwEAmR+KI+IqZsbhvgzun0UYkyDJt26kiCYO4MheLj0SB8fBysuS5mUyYprcN+JEPgnEDkXZnDhcuXekRT2soXK6yX+hXxmHrLWxPHO2EMIHxJzbgD0gFxZpUTovDhUz40TlWoM5vZvj4AG49EicKLYkf5kWmR+I9TJ/aHPfiLMYoyFE6XzldA23RokIgczlFCzR8j4h4eBQNseURxjRaU0eA+tHw6taFD2vRf5LWrhP0kl8NEJZQpnOE/TQrzR9L3rOtqMMWpkwpk3wt5tBXMs/jFLe6/HPKZTNznsoXqyF92/VQOppJBWlY+ix6Tgds+O6z2rkzp9o639ydnJV1/waIFW8DNkwPhJOB1pm4rU1bJlB9BzYm47+eKqqcnfftN4+g5CD0r4Mc7B9GkKCWVtp4thqBQDT/o3YoS2ir1MD4d4O4cPGHkbvhBQg9TQcwgci3icC3lMyRINDa+7pMAeJHMxHFjJ9APCH03gnpEj2uFwLzGcAXb88yslNPQ3HsBBovE2sYK09ONTdEQ1Nv0Dk7rR96VS4N0NIYKsGFOjwqxgdcoConRwDR49ecBg6EB+HBqHpzHmsDh6KAcedUDuZmwYLO6NqWizqKjrx51awczcZTVz2duk/LuvYAcedUHW/aXr+7HM7AQC/buFCaMuGcvv82SDxUk66JNzWFnyg/w3V93Hy3tm8HsPD8lBXYfnQm/ML5Qe6PYN7IqkoHV8VpIro4qwh6z/DRd+zt0fgu8I0nj8BAN7/ehMmTLJ8kO+vW6IlFGxKMKeEEyI6vZFvdzms2/cJHvhFKkc4aJsP4HsKrQ8irB/XfvghNvzyGaL88mXLEl4zv/fO5vX8549+U66DEuwDRAtQNvMKmgK9ceFmd9H1Z3v/jLKZVwAAVweZ/lGq7q+Ea4H8Q1vaWId3ohMl13OnOvBl1j1oopVbnzcaAOBazplerpdMy1u/1gI3d+LytBQBGmfU/pOTtzJ/EtJz/BV1Z3AtUP6nTqzujgbahACNs2Iac8yJEPs03olORGljHaZ0+Yu/9mrBJCRlW6axcy2nKG2UJ+Axx8eVyv+uL3qk8e0uh5cLJ2FlIItzAAAgAElEQVRDrpRy7rdaU9+crhcv/677yzqBLOvHlfmTsKzwdhzNCQQA/HBVOmD/Wit+Z1iZP8mkZ5G6jVcMN0IcRIccIALcK9Dk7IgGM5Ief01XBLhz0+rGTibVHwo5is5F8r6UlNq+GOIsZdRy6VnLl3lPwCn+esF5bv29U3mD6B0Adl2KhsFYDX+N9WPdlFBgrMNtflzQ0O8ZgeiU7aKoO0MXC/e3F8fip5o+KDCqe1ABoL+LmOZtiHMJUmr7ooaatr0fyQgGsiyzJHUqb0BKrTkvqjx2FFhmjGbtLoffMvqj+HxvyfXPy01OwT2Vw0T3vjBY35bN+vH3jEAcPhcK52xXAMB/LkqdjbsuRYveGX7PCOQ//3LOxj06FDBSB1Wv9sIN6aS0c1Kq00mom52T0oSOwknZbYAXHfnRA9YTAjgwZq3dSakWdk5K6zoJYeek7MCclH9nE4MQkkcI+YMQkk4IOd58zZ0Qsp8Qktn83tNaOdcLi4tH4FS29JRoAKKdh3cEW4/jZ+UleJ9EP009TmX7KZYNADW9xE0tl/aO4LNY7fMj6vxMU/2wYNOuShJwVbVOSrLeMohp6uX0Eqa5I/gs6vzqsdrnRy69h4OkfGG7vmWYiMlddFhcLI0VsSb7juCzfNvX+dWjzq9eVH+5fhHqEuhUxvcFAEzqUi5Jw+Q2dLPus3nLMBGnsv0k+RO8T4raNMH7JN8+tuB/xQcxhlIaIZj+vAjgIKU0BMDB5u8dAve7H4Wn12XZe8axJpu10uiquryyxivwcOwCT6/LimUDAGkUm3JyaSuNrihtJIDR9IO42mD6ITcarXcX00lJ1nhP8QnZcnoJ01QaXQEj4fQCQBohKV/YruM9z8OJENzvLj0l25rsSqOrqe2NXDsI6y/XL0JdPB1NfQEAGjhK0jC5pMm6aT3e8zw8vS5L8pc1XhG1aVnjFb59bAWlRNWrvdAWJsZdAD5t/vwpAHW7UWxAS1mtVxkm4djwL2XvMz4HAPzGKzXlRe9/CjG/T8Wx4V/i2PAvFVmtPafmi77L6XF43zDc/uNT8Eg1rVqUHfThP3f/zfJyqFAnIYSy7u1m8rPoV2jhOTVfklaY5vC+YfBI1eD2H7ky3f+sk5QvbNd7u53GyoujscowCeZg5TJWa3PZh/cN49veI1UDj1SNqP5y/SLU5Wx9H74vAGBo6j8laQCuL/xWZwKwzGp9b7fTODb8Sz4/Sxu9/ylRm0bvf4pvH1vR0SMpr3WAoAB+JIScEBwF5kUpLW7+fAGArHuaEDKHHSPWAPUeeDvs+LuA0o7vg7imVQxCSF9KaSEhpDeA/eDO+vuOUtpDkKaCUmrRD2FfxWgd2FcxbqxVjK6h3nTIhw+rSYrU+Ddv7N2chJBXAVQDmA1gNKW0mBDiDeAXSqnFBeLrvZuT7cJrKaOyNSQVpePurAm4cnMp6vcHoOioT5vIsYT6/QHo6XIVFXWd4TxBL9IJaDmbtDWZwt2NjKj258Hf8g/WlXtHossuk3+ipftcNhuSMdv/Jlm5QgjPB+n/y0x+a7Y1zNLl8pG5Srj0SJyEL9TWASL8g5mq9Dk68Y0ba5mTENKFEOLGPgO4FcAZcMd9sWHxYQDfXquSrQ32Y2qrh/burAn4uv9+AEBJZdfrPjgAXB2/7r+fr6tQJ6Bt6m7+kDpP0MN5gh53Z5lOLxcODkyvliDPaApWs3TwDiv/7qwJaCq17MMRoqrRuqO62u/apv5/970YXgCSm4/xOgbgB0rpPgBvAJhACMkEML75e6uieLcpBFjtJiqWR8mpaetWXaEOrFz9Ci2Kd4fhys2l/L+W7z3c0tyS7NMiXdU6V69FJ/bPrF+h5XWqmmbad5JUlC49nGiFVpRGLVh9qqbFgkQOFt1jsxZW7is5J3nZ7J6t+Fc/6ayjdlKMSBeh7Cs3l/LM2UuyT+Mf57jr5m3GkBjWB1XTYkVlCdPqV2htNsMkoJwfQs2rvXBDRlJeK9iW5bZC/f4AlFR2he89Z9uNdKZ0XhzqJlTCZX83eG48ItKpLWUK27V0HhfY1f2eolY/es/pF280jC6WlSuE8Oi9yzWd4HmnPLOYOaafL8KOgT4W08iZabaYGF1CvOnA9x9Vpc/J21fdWCbGjQzHSVwATVts4QaAoqM+/IPYVlvFrcFxUjl87znL11WoE9A2dWeyhN8dJ5Wj6KjpQTPnkBDeswXlH5kO4jGXK1d+0VEf1YMDAGx9wfrq/LWaaRT/m3EQbQ5GaIrYoVZ5IoR5qqbFAgd9eUox4T+7cCqpZorNyitZyLE64aAvcNAXroe8+B8O040NEiJdD0p3N1ZNi0XpvDhR0NbVf5hYnRputfwHItRJdLLWQV9eJ3b6U7xPhMTsYXoJT4iqmhYL49hIfjbgOHgAShaKzSNhu+q2cuzjVdNiRSdrCWU/n/0HL1v4kFVNi+Xb3jg2EsaxkaL6C/uFHbsnrGvWf4ab+gJAyQItApcdQclCreTYQbY9nv8tmbflt8c4fQ/68vVlaUsWakX9x/8GbEbHj6RsPcaP64icCnd44yKQehqjXZuwWm2enanQh2kRgALJfadq02ch07K18hilq96b+xE5D6vgdANEuv1S4yD6rk/2l+jhJiiPgZHIAoDTj5ZPbjLXiUEoy/tHU5ePdm3CLzUOkrTeGaZt1KwtPH/ivjee/RO9zawUN0G7ev+oQbfMKtATUlOGye5EGvB/nRwksoXtrvmJ43PQKNxnEBLh+n7hhE57jkDvzenCiGfNyXJ/qXHA+Tru3FD+tyQD7x810If5I6A5P0vbe10K9L1NvyMlMl41aGpqv4dfDTqkDyJrbSwGbLqEigh3dNtu+lGs1yfj1m+eRf9FqaDaYSApXPRj1mfDodF3kj0q7puCY1j3V5iEndnwqhb+r6ZgvT4ZEw49iZCHuHh7t8MeqBpVxrNPCw+J/UD/GwI0zigw1mGBBRZqS0gqSkdQ0iyEPnICA447cZwLWV0sHnOX91ocAl+Wv78i5wSGOjeis4Ozal8Ho4NnGH+mCgt7cPEZ//DlHH0RvwMHCkLhMVmZwPXyjFj89Ob7fB5LWJx1Fgn9B8veW69PxguGKagaVSZ7Pzq9Eecq+0gcmmvzUrAokBuY/5P/G/7p93/8vYWZOqwLCbWo03p9MhYE3IQBx53Q0+kqvswcDr97z2BV7jEsDRLX6QP9b3gi4P/4dwZhW8aeasDrQ79V7Stw7e9D+78zW01SnLlr5Y0dB3EtMB8gthmSMX3+09DfKT77MDq9EQvdj2Cm/00onx3HH+e+Mz8F0/zkVwXyl2nx5WMJeCZQPAWcdLYCewb3RHR6I1Z4nsLtfa0T0VbfF4vaf17CbX4ZSIto2YGquk8ikRv/cas5LhvHjIBhggsavOsR+og6KrZbTtfg0FDTMt47eUcwdcti+I/Vg44ttEl+/jIt/F63/g9KosJBj5+RvRf5exNODLfd2hWeqyH8PQCcKaR01AFDdHqjbD/W3R4Nl71iBqvq+2LRNTGVf1eCLU5K1/4+tF/CHOsJAZybssI+QKgFi2KrnjoS5eGOqs53NB7wh5tTHXaHJMk+nMKzFuUOtVEq71S2Hzy9LvOx+ePO3clH2InKOejLTfWbv8utbuhXaFHn3QCPVA3ct3I/9sIXtOj7JpfH2uqLUCfhQbJCWcIAI/0KLQJuMgDjCkRpDcZqURo3PUVZrBGhc9JgHBeJnBlEVL7rIS++XTcbkvF2yRgYrrhLoiSZ7Pxd4Wg6200im/mBApan4NKj3IBe40n4+sv1i25rFK/LLF0u3s68FceGf4l4nwgUfDUYvvecFaVhfeHT5TKKYqssRl1uNiTDX9MVQfseQ+ijx/m0uq1RyJ24hW9T3dYowEgQOifN5gEi6G11A0TGP+wDhOy92skx6HIkG9THE+cXuolmFEIMOO6EUyuGo9P3x6Dx84UxvwBV02Lx5Iov8NbaaaLDToTQfRQtKvO7wjTc2TeaPxBFvzIOAa8cQcP4SLyzeT1W5k/C7xmBinpYg3BKmlSUjl9rOZYi4ZTfHGXfy0/1q++LxSdrEpBSE4ST1QEWyxDi4hNaeH1getBK58fh+UU78WHuGHSZmMPrpmu4IppOmyN7ewRej/wWnwwIUEzDsFGfrHg4UNZ/huPc2E24s68869TewpP4o74BLwSJafjfzD3KX3spJ10UGyEcCJXA+j6pKB0NtBG/1jrjreAhItPFXJZQJiAefL8rTENnH71NA0TgmrlqkuL83a/alznlIOSntMTdKMdXWXV/Jdbnjeb5JeVgXibjWGQ8lg3duLy5Ux1Uc0hagpDn8Vo5Lmv/eQmvFkzCR7mjrPJHCuFa1iT+Xk6xPm80CnNN53smVne3ynP5TnSiRS5JIV4ulO7uZNAYOlnktvy40hffVEpNQCEf5Bv620X3lhXebp5cAtaPv9U2Yd1fwQhx4rZwr5DRlckSygTEHJXvV4jPG7EGCnVLnPZlTgsQ8lNa4m6U46t8KOQoCs57iXglzWFeJuNYZDyW1Im779KzVjWHpEUIeB7Vclw6OTbJXr/NLwNHMoJRct7TKn+kEK7l4mPrO5U3oOC8F7rkmdYMthfHWuW5HOJcYpFLUojfMvor3utSAIvcljsKopFS1k9yXcgHmXFevGx8+JxlByVg6vvPy7X4whCJ8/XcnsKj56SEt0yWUCYg5qjcmWudB9McVOVLDQghEwkhfxJCsgghsjwshJD7CCHnCCFnCSHbrZbZ0U0MW8Hv9BTspLQ1rzmux1F3cjsFk4rSEbZxAfxXpqB4sRY9so34K1gD74SUFtWvpRDa6U9nZeDd/mFtHiHKdsfK7SwVHmjc0WCLD6JTcF/q/+Y8VeVmTn3FYrmEEEcAOgATABQASAMwnVJ6TpAmBEAigLGU0gpCSG9KqZTRWYAOP4OwFTxfpczDw/gVreU1Dx5SGhz0iUN4PkK2F0MJ5sFX5mlZMJWQUzHeJ4LncfROSEH4S6d5XZQGB6aTkiwhx6OSXsI0jG/ytVzO5/Jk4qMIP+EgDjITtKtuSxR8Ut1k+SOtyU4qSufbnnF8Cvkx2T3h4CCsK/mpr4jTk517Yd4eVdNiQaKt847qtkRBv0IryR9+wkHUpoyXtCVoRRMjBkAWpTSHUloPYCc48iYhZgNYRymt4GRbHhyAv+EAYQmjAnJQ523dkXesTp2zb1RADpb0PoxnvPajzrvBYtm1PcSdLJf2WF0DYlycUFRtOijnZE0g/zmnqpdqnZRkBfiLYw3k9BKmOVbXgKLqbohx4R42zVUiKV/YrgH+ZXi6z36MCsiBOazJPlbXwLd9UXU3FFV3E9Vfrl+Eujzqm8z3BQA83+zbMde3tgeBsat1P1KAfxnqvBsk+Zf0Pixq0yW9D/PtYytacbNWXwBCiq6C5mtChAIIJYT8RghJJYRMhBX87QYINjWV+zdn9GnW8prTpbFzIuXKY3RjjCJNCT119aLv5mkZXZyQMs14wJ+naaueOhKdNfW8LkqzFaaTkiwhhZuSXsI0jE4u5nfuDMkfZr+F6P1PiajahO1adtAHdyU9IUsPZ032KsMkvu0ZhZ+Q/o7dy98Vzl8T1vXF/04XUfaN2r9IkobJdS6qlOgnp69HqkaSP3q/mBaQ0Q7aChv3YngwBrbml7r1UTE0AEIAjAYwHcBmQkgPSxn+dj6I1kR77cS0Jvt6+ETkcL3aoz3rfmlPKL+3wxrkdqLa4oNw6deX+q5aqEpWzvSXrPkg4gC8SimNb/6+BAAopasFaTYCOEop/aT5+0EAL1JKFe2jv90MgtmpSvv81eRl4KnjFrc+d4Ml2cYD/rxPwvCKltehZkoM/4C0pH4tBZstxPtE4OmsDIm+rQ1GDWg84M/Xn8E7IUX1Br2WQO3gAFgmqlGLVjQx0gCEEEKCCCHOAKaBI28SYje42QMIIR7gTA6pLSjA326ACNu4AADQdWd3yT3dligUvqD8sLO85j9A79+q5ZJDtyUKjj/7oO7HQBS+oLVYtnBXIgBJ2rCNC7Ak+zTiz1Tik9Dt/LWMeet5HW5+9Qivi1z9hDopycp6V+wYrJkSI0krTLMk+zQ+Cd2O+DPclDy5OhSOP/vwbcVkMhlZ78biyr5+EoeknGzzNlmSfZpv+09Ct+OT0O18/dl9AHhig8nzL6xr0TeD+L4AgKaDfpI0TK5DxCCJfnL6Fr6gleR3/NlH1KaOP/vw7WMzWmmdk1JqBPA4gCQAGQASKaVnCSErCSF3NidLAlBOCDkH4GcAz1FKlffKowOaGAVLtfBdZZpC1kyJQdO8MnSZmCPLAchweW9/OG9yh+vuY3A95IWaWy4i/2Ut6tybEPh9A7870BzmZdb9GAiXW/Og2xCD0PnH+Ig8h/CBOL+wG1wLNOhSRBX1sAbhxquy77m1eifHJnS/PUsxj9KUu+RxLf4a0gDHakc4XiWKG7rM0TA+Ek4HTO1hHBuJvMlO6FzkAJ81XNsXfj0YfbtfFoVCm0O3IQYOtQ7o/7T13a+6TdEInSM/ky2bGwe3e4rhcmue7H3Dl0OwYth3Eo5I1kcAkLluJEIWmna+6jZHI3S25ZUF1vdF3wxCXZ0GjUZH9H/wd+g2xiB0nph0l8kSygTEUa452yOQM32ZDSaGL/VZqc7EyPvnUnuodWvgWmxUpbzXw/YWyq6eOhJdvzzKXfutGkjluBOGHpuO0zE7rrtfhOkDmPaDtLUvgDlju+bXAKniGZ35ANeRYJMPIsiXeq98XFW5+oeW2EOtWwM9so2K93LeiLNI7MHyBqeJyU2HHpuuWF7ujmE8UYmlss3JXszT9sg2IjitE8hPfeH1RA5/LXrj77wOp2N2KOpirpOSrPyXxaaNnF7CNMFpneD1RA7IT9yK2V+x9cjdMUzUzsJ2zX9Zi8x/j5A9R9Sa7OC0Tnzbez2RA68ncvj6s/sA4FJiOulKWFfdxhgTaQy4vSLmaZhcx0HWIy3zX+aIYMzz5+4YJmrT3B3D+PaxGa0ZStkGsM8gVOS1zyDsMwi1sHkGseIJVeXqH37RbmJ0NLTXcqI12e21/Hq92qMj1l0O5md8AC0YIF5VOUDMbJ8B4m9nYrDlv5Ysw5kvHV7PwcGcUp0tZcrxY15vIlwWlOWdkALdJ9yGpLZcZvVOSOFD183rH+8TgVdyTirkvL4wHxxahA5uYnT4AWKbIRl1d0RD95E8VwBDdHojthmS4T0lA+Wz4xDvE4Gd+bY94N5TMpC/jHsY3snjVgQuLOK+Tzpb0QLtLaP6vliUfR+K6PRG0d4KRoriPSUDbjtTUfK4dPm0rQeJxjEj+MFASNLCWKu8p2TwbdQaYO3OELA8BQHLU+C2MxUkKhxNtwzn763sZ539yxZUTYuF4+AB0H1s+x909X2mAcwxRLrj1CIoQJuIqld7oUMOEFQ7DI7dukHTLxAz/W+Cyw9pCJ2bBtdDXqBazmHk6OnJpzeOi8Tnx0diZjNBCKMem+anxc78FOg2SDkT2eEuroe8RCzSbzy8DQDw4FuLOTm13PC9Z3BPJBWlY5YuV5EJWQ1W5JxA4xjuB/7JmgQMcC/F58flQ7kZ/hoiv8eDDRLbDMlYkaPeJtetF7eHbkMMduaniAbB/3z6Pu6LsFzmg28tVj0IWxrMfFLd+HaXw2fffISFW6Snoe8tNM0k9hSKdVUzeLJ+3PZmAj7f9wnGDj6vmJddM7/3yZoE/vOOnz+3KlMC+wzCdhjiuwBeHqgcJn4Q/+l9hLsHoCnAdK/wFmc4VMnvg+jm0AmjIs5LrheN7s6XWTDORIxy7ArHBaBpHhg0AkKQ6qZaTHAtxj+9W/7POdS5EYYJLgCAlJog5Fa6K+rO4FitzH9ZbKyGt6Yrhjo3qtYhLEwc2zAq4jy6OXTCXW4mJurDtX2RUdnHYjmaWopuDuqOs8ttkA82A4DHeh/i210OybVeOFYt/Xeuoaa9HE0Qc2boGq6YJ5eA9WNKTRAO13ogu5IjzKlovCpJW91UK3pnSKkxxWYcqrG+mU4CStS92gkdcoBo6N4EOGlgdBU3TIRLEXcPQJOz6aFp6FcLzVX5RqyjRgxxkxKxNrgJyvQzEaOcr+IGHsc6KnoHgKLGRnR2cEKES1ELasWhs4MzGry5H/bJ6gBcquyiqDuDo4X7eqMrrjbVo7ODZfYnIfq7idmhh7gVoo4a4SEo48SVIBRWdjPPKtarjqKOKi8rC5HZoHzAex/Hq3y7y+H4lSDZ+/lG06BwuUm88et8vad5cglYP56sDsCJq0EoqeSIe3KM0gG7qLFR9M5wstpEt3fiquXDfuVAqLpXe+GGXMXgSWEWa4FRFaqIU1geJZLSvC+GIvB+9TH+5t50tl/h4KDvTHs4BKQuroe8uHMVmr9bO6K+JVDy8AtlGV4xnSlZvDsM/XpeEpHLGg/4y5K0WAOTYXhFi94njei055gkDZO9JPs0nvzjfonsa8WFp7To816K1bZ1PeSFpf578HJQtMVVEcMrWvjcXMCXJUfqYw6bVjECfKn3S09ZTwhAP/d5+yqGWvCkMAkpqlmVmL3OyFjM0Zjfmf8sR3aiVB4jC2EEJ8Ifm1C3kg1Bou9yeugTh4gITwAxyYpc8JGSTkIIZQkJWLynZKBkQ5AkrTANI4PxP8qZdpXTYyXlC9t1w8MbMWPNHlk7npW7OniorGx94hC+7dkqhrD+cv0i1OXp+btEhDtzdDmSNADXF6/cx52JaWnJdMPDG+HmVMfnZ2nDTziI2pSRBtkOleaF3cS4PlhcPAKnsv1k7wU/a9pPcEewugNuFxePQIL3SfTT1ONUtp9i2QBQ00vc1HJp7wg+i9U+P6LOzzRdDgs2mTMkQGobK+mkJOstg5gjRE4vYZo7gs+izq8eq31+5NJ7OEjKF7brW4aJmNxFh8XF0pUGa7LvCD7Lt32dXz3q/OpF9ZfrF6EugU5lfF8AwKQu5ZI0TG5DN+sm2VuGiTiV7SfJn+B9UtSmCd4n+faxGR3cSXlDmhjXCjZVtGXvvy0Q8gSUzouD46TyNpFjCayO7N2cu6At6m4+XWeziDFn72r1073zX9bC7zXlM0bMy6/fH4CqRB/R4TqWwMwVW2GbieFHvV9QaWIsfM5uYlwvsB9TWz20PV2u8g9H3YTK6z44ABANDuY6AW1Td/OHNN4nAvE+EejpYpr5mAefCe/Zgo2PmLaBWzITWPk9Xa7iUrj6P8Mn531tNY05V4XNoLCbGB0R7EG5tMf6hp2WoKKuM/+jddnfrc3kWIJwBmGuE9A2dTf3OzAS2oo6k3/HnHxHeM8WzPvExEdhKeaBlV9R1xnuZ9Q/aO9vvNtqGlsduXLo6KsYN+QAwVYMqqeOtMgkbZ7H9ZCX6F9V+C8adsK0tKWmTFaebmsUKn4I4R8G4wF/fsqsX6GF58YjnJyDvqJy5X7U+hVa6DZF88fOAWKyF2tHzAt1YnVkgwTTabMhma+7foX4GHumF0vDdLr0aBx0m7hIVuO4SO6oOQGE7brZkIwBx53gesiLn0EIZXsnpCB/VzgvW2heCJnBLz0ah0uPxonqL2w/Zl4I6zpLl8v3BQAUfDUYzhP00G2NgvMEvcm8OOgLn1Q3vs3k0Oe9FGw2JHMnjDXXl6XVbY0S9Z9uaxTfPjbD7oOwjuvtg2B2ad7rcQhc1nrhwgxJRem4O2sCrtxcivr9ASg66tMmciyhfn8AerpcRUVdZzhP0It0AtAmdTf3J9Tv52IEfh78Lf8Qm29waunmK+HRepb8GMKZVP9fZiL4AXXh6bN0uRKCGnPIERjZ5IPw96M+zy1SpU/ek8/afRDXC+zH1FYP7d1ZE/B1//0AgJLKrtd9cAC4On7dfz9fV6FOQNvU3fwhdZ6gh/MEPe7OmsBfM9/gJLxnC/KMptPILDk5Wfl3Z01AU6m6qE8AqGp0tZqm2u/afQN2E6MNwDuHYofK7nZUyrMk+7Ro+iyEkHdQjk9RqTzGR7jZkIzNhmQYXtHiys2liPeJQNW0WPjewy3N6bZGiXSV00O3JUrEqQiIeRzNCVcs6QSYnHebDcm8TsKpcdW0WIm5wKbVQp0KX9Ci7sdAAMDVu0dKOBqF7ZpUlI5H/tSLeD3ZrIWVW/SslpfN7jFZrO0Zx6ew/sJ+YQf1CnVZk5fK9wUADD1JcOXmUjj+7IMrN5ci5CluKVu3NQq6jTF8m8khMawPb24xGSyt488+3MnfzT4IxkvaInRwJ2WHNDGC0zoh70FfROzU4cRw0xg2R5eDg5cHITu6FogZAhz7AwAQe6oBh5+Lg9OPxyVl1+8PwLJ+e/BWsDjI5sms83i//0DM0eUgq84LPw3hAl3K5sbB46MjcBg6EE2nz8MhfCCaznB7ObL+MxxzIpLR3+UiNoXauHOvGQOOO6GPcyUODXXFxSe0cC1rgmu5UVZ3BksEKbr1MQgLK0B/t1LVp3ubT+ufz/4Dr+dMwnTfNHwV1hsAcPFJLVz+oujxb+WZhsPQgahNqFG1TJn1Tiz6PyPPXTk/Mwuvvf1PeHwkL+vCU1poaig8NonvZ302HP0f5BinCr4azA/GAJDzZhz6vWB5ljRHl4NNof1w8QktqCPgWtqE7p+nyvJZZv1nOPr/83f+nUF4UvqFRVqcefcZ9SaGnx/t+8zTapIi95nFdsKY6wUWA9BW5CPm9n17kJywOrL366GTeWwFWympTO+laNK01BdSOT0W3XakysqVK99WOTV3xcD1W2m4uDXY5IPw86O+T6sbIHIWt88AcUOaGEKyErWcCCyPfoWW/zEJH5Ci52xb0zYnTGEe+OLdYfwPkekW7xOBJdmnRbqqXX1pqU6sjmy1gunEzBxmbphT/MuRtKgBa9eqabH8Vnr3STq4T9JJZL+Sc5KX3VJfCBscmBwAqJ0Uw+vCwMoXylmSfRr/OMeZNkrEN67fHkPVtFhRWeakPq2CDqKFzwgAACAASURBVL6KcUMOEP16XuI+xA7FLzXqqtCv5yVUTYtFwE3ym3gaTD4vVQ8IK69kIUdsGnCTAQE3GUy6ASLdRrs2ib7L6VE1LRal8+JE/BTCcyvMSV4t6SSEUFbxrabdl7/UOGC0a5MkrTBN1bRYGMdG8kusjoMHSMoXtmvxBCN0D7nJtiErt5Y6ycqumhbL5zOOjYRxbKSo/nJlCnUpuL+B7wsAKFmglaQBuL4Y24UbVIT9JdF3ghEBNxn4/CxtyUKtqE3Zb6BF6OADhFUTgxCyFcAkACWU0vDma+4AvgAQCCAPwH3Nx4kTAO8BuB3AVQAzKaVW+cHMTYzFWWexeuHDMNymQf9Fpn+KjfpkZDb0REL/waiYGYee27h/hZdy0rFi9ixoDkrtdJdDffBdyD7JdDrshAYZkUZs1CfjKnXEM4FcB5fPikOvj4/AcfAANJ79k38HOJbkd6ITMcS5BPMCbrJWLVmMP1OF27uewTOBcSidHwfXcopO5Q2yujMYx0Yqnuuh2xCDURHnMcStEAfC3VTp8Hz2HyKfTFJROu7MnIilfj9geT9ucCpZoIXLZc4mV4Lj4AHQrL+MulsuWJVpyQexzZCMySueQ6+P5WcTJQu1cKylkvu5O4YhaPopLs23A9H7LhPvR84bcej3ouXZyUZ9MuYF3ITS+XGgjgSupU1w+yIVuq1RCH1U7BPK3h6B4AfS+XeG0vlx8NzAySl5XIvTH6j3QXTy9aO+T6kzMbKf77gmxjYA5qcAvwjgIKU0BMDB5u8AcBu4w0FDAMwBsKElSj334Wx0/rMEAXvFXANpdX3x3IezAQC9jpvYj+Z+ugC5d8qfrvxdyD7cmSk9xDh5QzRf5r1bF/PXpzz1MwCgJNYdAFAa487fO3vLZoxwKUFaXQspzgEs7JGBqVs4ec8v2gnHWRcVdWfIm6x8/+SktfjE/xcs7KFuVysAvJ4jPpz4zsyJ+C5kH9wdTWQoK57eBt95yof5AFwbfReyT5XM5HvfVrx3st6Db3c5rH76Y0x+8pDkevqozfzn41HbRfcOPrDGqk6sH59ftBNvLtoM19ncxrD0Wz+QpD17y2bRO8Pzi3byn99cJL6nCh18FcPqAEEp/RWA+TzsLgCfNn/+FMAUwfV/Uw6pAHoQQrxtVcp5fBmMvbujfJB4x93tnS/CeTx3hHyNv+nf0v9mAzoXyVdF13AFS/1+kFy/dFM9X2bQmDz++hfZ3C5E10tNze8mgpA9V3rB27Ezbu98bRwG/mM5r/+HuWOQn+OpqDuDpfufVYahUIYByRKm+4o99Ev9foCu4QpCnUxblt/Nm4ATWQHmWUVwvdSkirkJADZVSGn/GG51vcK3uxwS9Lfiy+zhkuv/verBfz5cKyZ5WVdufYbH+vHD3DFYo5+InGyOlGZXlTRAas+VXqJ3hg9zxwj0jLcqU4Ib3cQAAEJIIIA9AhPjL0ppj+bPBEAFpbQHIWQPgDcopcnN9w4CeIFSKlnDaz6+fA4AdELnyJvI7aqVZmQd1VNHojzcUUSqaimPm1MddockyXrvmckBcA4oa2Wy8k5l+8HT6zKODec4E8edu5MnEhGVc9AX+mR//rvcKoJ+hRZ13g3wSNXAfSs3bS18QYu+b3J52JkUanQSTpGFsoQRiPoVzba04Hi9pKJ0GIzVojRueoqyWCNC56TBOC4SOTOIqHzXQ158u242JOPtkjEwXHGXkMEw2fm7wtF0tptENnP8BSxP4cPNazwJX3+5fhGaA7N0uXg781YcG/4l4n0i+KVPiclw0Bc+XS6jKLbKIrnMZkMy/DVdEbTvMYQ+epxPq9sahdyJW/g21W2NAowEoXPSbFrF6OTrR/0WPqMmKbKWqjddWhPX7KSk3Ahj8xhHKd1EKY2ilEY5wcWmvEW/cvsHuubXwD2jyUpqU55FvvthMCocxFvZm/9c17deNo1ceWFBRZgWcAIGYzUMxmpeNwAi3XT6PqLvcnrU9a1HQGApajxNU8qaPqY8tZ6Wp5pCnYQQyvLXmLyx7hlN0On7SNIK09T1rUeNJ0FAIOf1r++ukZQvbFd/TVdo3bKwyHc/zMHKdUztJiu7rm893/Y1noR7Ceov1y9CXQY6X+T7AgBuDzonSQNwffFLOrciIewvOX0Nxmo+P0sbFlQkatOwoCK+fWyCyijKDk85JzOD+BPAaEppcbMJ8QuldAAh5KPmzzvM01kq31IcBNUOg+ZMLoiHO84t9UDoY/IBRa6HvHB1SR+QlFNw9PREY2kpjOMi8dTGHVj+7kz0Xi8/I9BtiRKVuTM/BdP8tPwhrfnLtPB7PQUkcjDe/3oTXi2YhCMZwYp6WEPE70B682w5qSgdidXdsb041iL1WuHXg9H3bilZSuOYEfjPp+/jcG1fnLgSxJdrDRef1MLrfVN7lCzQYsXT2/Bu3gQ+6CmpKB2ptY2801IOug0xeG/8Z1gXYn1n6Of5v2GG3//J3sveHoG0UesxzU9+6TCpKB3pdXV4IUjM/v2B/jc8EcCVuSr3GJYGmcwY1o+WwPp+b+FJOBIHJFZ3x8ehQaJZlrksoUymG5tJ7C08CWefHPUziL5+1H+BuhlE5rIbawbxHYCHmz8/DOBbwfWHCIdYAJetDQ7WkH2fK+DbB5di+8D5orKzLiHwKy4tAGMIFxqb90gT/n2B88YrwbxMF8LZsgtGHQQA1HpxPgj95O74sHQ0ThT4WdTDGg4UmB4mXcMV3NWlDAmBX1nM07f7Zdnr2Q8RrC2/CZ8Vx4nKtQaXv8R/Ci6XuXbKKzDZ9Km1jYjtpMymDXBt9O8L6uIB1pZbWDou7sS3uxx+vOqE0zKO4Q9LR/OfN5aMEd1be8n67krWj7qGWnx3pTOiXThy4w/KRinKEsrk8pp8MF9dUSbmVcSN7oMghOwAMBqAB4CLAJYD2A0gEYA/AD24Zc5Lzf6ID8GtelwF8Iic/8Ec1yuSUp84BMhws+pfUBtlqE8cgjuCz6LS6IrD+7jzOpTKrpoWC7edpmU+OXs6qSgdx+oasMowiZ9RLMk+jdXBQwFwIejZ0WLadSWdzkSaBkWhLPMZk5xedX3r+TRJRemYkhnPk7zmrorD5Pij4vIF7arbEoXR4X/iiCEQAff9IdLNmmxhYBk7s2KR736+/nL9En7CgdeF/NQXfl3+wuF9wxCwPAUDjjvhz6gGURomt1v2FdA0sX7m0G2JgkuhM+6YlCrKH37CAT/sieXbNPyEA+53P4qXg6Jt80H09aMB89TNIHSvdNAZBKV0OqXUm1LqRCn1pZR+TCktp5SOo5SGUErHU0ovNaellNKFlNJgSukQNYNDa4Pt2ZeNdMtwg5teeUBkeadkir3R7CBZufK+PjUCB04NgpueWizbtUS8T8I8rfGAP6ZkxuPxcw9gd0gSf62fUyWvw4UaN14XxUi+Zp2UZHXJFK8MyeklTDMlMx67Q5Lw+LkHAABJM9bg61MjxDwKgnbtkumMX04NBDKkMRnWZE/JjOfbfndIEnaHJPH1Z/cBIH9XOH9NWFfdH358XwDA96eGSdIwuQ6VNRL95PR101NJ/q9PjRC16denRvDt83fDDRlJaQnMIy33Tz5q4imUxSqf48DyLvXfI7rOTraWKy9twnvYe+t7KIs1Wiy7IlT8cJin1Yw3YKn/Hhwb/iVifp/KX9tVOZTX4arRmddFaabCdFKS5TFO7LCT00uYZqn/HsT8PpVfpblj8/NIm/CeyPMvbFePcUX4Nv4DjJp4SqKbNdlL/ffwbR/z+1TE/D6Vrz+7DwB+957hrwnr+sZtO/i+AIDDE9ZK0jC59T6Wz/xg+pbFGiX50ya8J2rTtAnv8e1jM250E+N6oKOe7t2eJ0lbkt1ep45fr/Zoz7rbQuYrR1Rjk4nh40cD56gzMf5c0UFNjBsNT2dxEYXs4FkhKqfHwjhO2SvP8uau4tbg2Y9UKc6+cnosLj6hRckCLYzjIi2W7Th4gOi7edqnszKQuyoO+cu02KhPRrxPBJ7OykB0eiOvQ+Y2bk+E8JRtJZ2UZF29W2wuyeklTJO7Kg4b9cnIX6blN3hdfELLtxWTyWRcvXskShZoUTld6pS0Jjt3VRxyV3EHL2/UJ2OjPpmvP7vvnZAiuiasa/ljcXxfAOAPPTZvD8fBA6Dxlj9WUDg4XL17JIzjIiX5Lz7ByWCDw8UntJLDh1Wjg88g/nYDxLv9ufVtdgq1ENpnjyFnhnIsAcs7OV5sUigFJ2mfPYb0Jeuxf8ka5MwgFssuHi2OwDNP+27/MEyOP4pf567B2IOL+GsnK/x4HTQuRl4XufoJdVKS5fZEvlW9hGkmxx/F2IOL8OtcLnQ5YvUCpC9Zz7cVk8lkuD2Rj70vvgXts9Kt0tZkT44/yrf92IOLMPbgIr7+7D4ApEWYVleEdX17yUd8XwBA6pL3JGmY3NpB1sPl3Z7IR84MIsmfvmS9qE3Tl6zn28cWEPxN4iDaGq1pYvDH8gmOvbM1rzmux5Re7li3pKJ0hG1cAP+VKSherEWPbCP+CtbAOyGlRfVrKYTRhk9nZeDd/mFtbm4wJ6jcMYDClZ2OBltMDFcfPxo4S52Jcf516yYGIWQiuM2SjgC2UErfUEh3D4BdAKKtLSR0+BnE4qyzqI+PQtZay+bBRn0yFmedRbxPBCpmxsF7SgZeyklH+aw4yVRWCGGZ8T4RcDnETT3ZklvuG9y0NuyEBqXz41B9n2U9rOHyDNPUO3t7BBZm6niTgoE9jPE+EfBfmQLdhhh4J6TAdfcxfqDynpKBd/KOoGQBxzotLNcaHIYOFH13HDwA5bPicPUfJhNAtyEG489UifQBTLMsZm6Uz1K3zdl8y7UQ9fFRfLszaMYboBlvgP/KFGS9E4usd0z1Y4ND6XyT7LK5Yj2YeWEJrB9zdwxDzhtxvOnCtokLwWQJZQJcHzLkvW7jlu9WjKQkhDgCWAduw+QgANMJIYNk0rkBeAqAvOfdDB1ygLiwSAtNoD8abo1CQv/BcE46jv6LUjF3wy5cWMR1nkO46UduWK7FuN3PIqE/R1TCtoH/q18Ejr+2AZr10kCj8se4zpy7YZeIlzCmZx4AIOrl+QCA7txOb2REGnFk2fv44u23MXfDrhbX7ac33+ft1dcjv8XbOfEYt/tZi3kcauW76ZnAOPy05G2kvrYOP735vmodahPES3ya9Zdx/LUN+HjtO/y198Z/hqMVllmdo16ej+Ovqduwu/eFtxTvPbvuM77d5bDuzk/w0LhfJdeTXzKtLhx7ZZ3o3rfPK8tjYP24csR3WHfvFhwp4+r7y9IESdojy94XvTO8Hvkt//mDaVusypSg9XwQMQCyKKU5lNJ6ADvBbZ40x2sA3gRgOaCmGX87E8MSWNCPXFhz9tux/Pmc+sQhkiAfpfIWF4/A/e5HscrAbaFWCpk2DwpyPeQlSatPHIJRATl8oA8gDi5Sw3HAdBIG9ghlmU/P5fQSBiexIKhRE0/BMPIKKqfHQvvsMVH5wnZdkn0auvo+mNO9SGKCWJPNDucNuO8PPs5DGLQl1y/CIKjp54swyKWQDzRjnJMtDZRakn0aawsmILhrqSRQKrvak2/T8BMOqDS6wjDyim0mhrcf7Tfz/9v78vCoiqz996azELIgIYGkyR4IAjFsCSQtI6BsKi7jBv5mnFERRwYVHBdElBnxU4cBFHVQlEW/cRRFGD8ZRCIggkkIhEAIsjVZO+kGkgCGJISs9fvjpqqr+t7uvgmBBLnv8/ST3HtP1TlVdft01alT52hbYhz5u+slhiRJ9wGYTAh5rPX6IQCjCCFPcjTDAcwnhNwrSdKPAJ676pcYamhv4hzq9KOGKeO4flJx8nFWH3WSoY49vAMRL1vAjDLhWlWOowGCow8gOhcFFGuXiQfPi3c8KnnVhIAZZQpanoY6QW07KM9Wu5c3Kurn+zXW6zx+ru2rcDbjedPEOY68cTSA9T11PBOcq1TGhZelu0e94Gi24NAdChpAHouw94oBOE+cQ+X9v/5prDyl/c/B4UKfUme5dkH7DCJYkqR93OfxtrCRJMkDwFsAnnVHK5S7lmYQFHryXj15rztcieS9vqERJPaPGmcQ/3A7g0gF8DdCyKTW63kAQAh5s/W6B4ACAPQYaijkOC93uppFXJUziEvNi6GWeq8j82LQF756WgpLvXel82LwqfdWWtKFU5q07dXTUmBe3XF5MahConkxHFPvpdlyEbY0U8iLwSuHtuTFoMqBb6taXgzvCSUw7DAKqfe05MUIfSfTbV4MikvJi9GB25zZAPpLkhQjSZI3gGmQD08CAAghVYSQYEJINCEkGkAW3CgH4CpVEL33y26unqd+QeCJas1lzA2hWOJw6o/i/HL7fvvYhOOa61sdtw5/6HEIS8rHYUn5OCYbAEE2qdpTuFaTY2zCcbwb/wVqY+1nFMIGlrP/L/Z3bVfiZeLB8/qi2n7iMPBENaQaTwUtTzM24ThqYxvxbrwcWq0m1KCon+/XL6p7YlrAOZgblI5ItN6QvAaZd7XIe2zCcdb3tbGNqI1tFNqvNi68LAO8DGwsAOClkAwFDSCPRfcSmTc/XmryLikfx8pT2tVx64Q+XR23jvVPm9FBRkpCSBOAJwGkATgKYB0h5LAkSQslSbqzfcJdpQqi2ybZCaep2AKSo4yT4KzM4z1ssNQGqT4/lWJ3fNltidZc35KKm1DY5A1LbRAstUFMNgCCbKG7xWs1OXZbovHe6Vvgc8p+nNxaZqcz2FwH1uFl4sHzCvW07+iQnMMIdZhxW2qDBJrdlmj4nPLCe6flJWC3cy2K+vl+DfWswkdVRjzeQzx3wfP2+n6fKu/dlmjW9z6nvOBzyktov9q48LKsre7LxgIAfqgLVdAA8lhEbJOVNT9eavJaaoNYeUq7pOImoU+XVNzE+qet6EhHKULIZkJIfOthyddb7y0ghGxUoR2r5TClboPQbRAdzpO/BnQbhDP4hkaQfr/TZoP4+a3OOYvhPEqHDh06Lis6241aC67KJcalYtxh2X/kfG4vN5Ttw47B38BvVwgAoMe9tsvGxxXGHb4LfrtCWFt5mYDL03bKi78ed/gu7BhsdyYKLGkWaPhnbcGWGXZHKEe+avXvGPwNfhnnPgYExfxZn7mlOftIO5Pl8NAPa7UdHkMGwsPPD559RWt5w9YoeAyRXX0NPe2GNCn5BoU1nuITS7rgpgvI6eINA/sj+uXdaNgaBSnZnkSGnlKkrsG8a+1m637ce7QcDVujXMo/yTiUZa32nlAipH17Nv8wpCQ54MmKknSEZF7nVHYK80fOw6el2XKZm7ljG2tvqmDTd16m/LdSBJny30rBJ5Z0mA7ag8J+VpohnJpUQ/ksEz7hrPmOSwXvCSXwnlAiZBX3Wy96+E4yDoXfrhDhdKgj1pXtxtP5x4R7MyJHY5M1h/H5uky0JfDRqehfPuENADaOK0rSsaEsC9F7fVnZ1fGiF+lm637hLwAEfbwbK0rs7XeUQQv0w1oa0FYbhGWBST7Ak5KI6ujugjeeqzIf/HEFYr3OKwKSAvJWVfM42bDmGBrNVX3/sEzG+JBjuC9QznE5adUL7HAR7yloXpOEsO892bVaYFTzqiRERVaicruRhXrPfzsF/Z6Ry/Drbncy0bY48uLX69XTUnByYpMQEp6Gemch3Vclwe+EN4JvscFnYjEu3DMKAU+VCvXPK8hj/Zpmy8UX1T0R6lmlOFBFedueMyGgrEXBm25jxj+2j2311oW2sParjQs/bouLs7CtZhDuC8zDjMjRSNwvIW84EWjoWKDBA/FP7LW/SyqgKQCeKHgAzeNsjNaww4gVcetYnxp2GHGh0Rs+E4vbZIPo3ieC9J+mzQaR927n2CCuSgVxqbjcpzNr7xvFfik7K7gL5Uv/8jJdbp78NSAvKyhvR4Niu+VKSQSy8lT58qD11943CjNfX49/DYhQpXOEx9BBaMk90max2qwgpmpUEG1I6deR6JJLDHegGakbx4/AgkK3qT+FMqXrE1RfJvNK91GQ1eqjKF2fgNL1CZhXkMde+AWF+xmvFwoOCbLycRU7CrxM7NTn0kyUrk9gMtmeszsGLSjcjxcKxPMIpesTBBqtoP1qe87EkgyHLc1E2NJMgTddblDe7VZaWcq2npmRymShoPX7rd/DlMMLBYfwRalcxnEcKVpyj8D2nEmoi6ftkPHrwNOclwtXpYJ4+tBUAIDXthzc2E1bE2iZlsPqsQj9zW0LZU/ro2g5HIiWw4HCfV42A4hw7UyOS4GjTGq8Asrsh45u7OYBg4MFrOVwoECjFZRHQFkLvM+oGwNpvRkXW1R5Xyr8TjYLsjiDAQRfVvcH4LzPAFlevi6etsPGTzdSdjxYyvaURPxYp60JsT3PCmnqHdFoTyalyX2b1kdTv0eNtiBqtEVIJ8/LNta3RbhWk6N6WgoqnkhF081ciDguRgP9ZdYiEw+e18mJds/BH+s8MNa3RUHL01RPS0HTzSNY2D3D4AGK+vl+PTmxCeY/BKj2Ia33IvFS5V09LYWVa7p5BJpuHiG0X61OXpayqY1sLAB7XAdHecf6tuBmP9kHhB8vNXmjRltYeUpbPssk9Cl9B9oDqUXbp7NwTdogqPNM8f+kCtb8jkKaLRf35E9A7U0VaNgaBdse42Xh4woNW6PQ0+cCztV3h/eEEkEmAJel7Y5OT3SXYMfgb5jdwdHm0N7IVLzh1ZWzFe8w1u/HhxU7Gc4w3Vyk2MlwxNlHUhH0sdiHbbJB9I4g19+rzQZxYIVug2CI3OOHlt8MUxyk2VCWhcg9cgbq2vvsvyxx2d0UkX4ons4/JmzFAfK22Llv5W3ODWVZGHrA/oxuKTZMkseC/9VOzm3GhrIsbChzvWviapvz/ZJ0jDgg/yTkfzoMxa+nOpWdwjFaEg9jVgAWFO7H+yXKNjrb5px5Il+Q6RNLOp7OP8a2DQE5UlLBUtczqYZJScL2o6ttTuqDobbNmWbLdbmVW/j5UJg/FJ/PiBzNtmW9J5RgyuFzwnPph76sfvrXUTnQccz/dBiK1g5B0d/lfh6wz0uhHOiWL7/1G/TxbuR/as93WLR2iNM2qELr8kJfYoiwjKqFx08HELkwU4gulbhhDiyj5FRn/ItWkHwRLz7zuSLalOWvJhy4EI07Xn1ewaPn7ScAAIkb5gg5LYumrAQABLwkxyqwTJBtE2ceS0WCbxluO/wgEjfMaXfb5lruRs4wuduP3PwRtj+0GC8+87nLMgH3qmcvLH3ZhN/2ysF354dgruVuzTK8tuQh4fqOV5/HgQvRGL7Xfj/7N+8jb6rrKFUBL5XhwIVoTTwfNyojQlHEbJrB+l0Nu0b/E/87Qfl8QDd7v/h4iEl4/hL5vVuZ6DgeGvchtt24HN9MkyNJ3dxD6ZOR4Fsm/KU4cvNH7P/vTGJUK03o4grimlpi6Kn39NR7lG9XSL3nFxJBrv+ttiXG/pX6WQwdOq49dP7vs0tcUzOItkLPrCVCz6wl4lIza/mFRJCBdz2jiVfO6md1I2VHwFXy3pJX5RDx7srS6S19SZ0l7y151SRHJ/ooGWcfTXVd981iqHxH2qZtkfDd2Qfnvu3PviBN2yJZ5KKa+0fBb1cIau4fhbClmU5jcVKZnPHio1U5k4un8d3ZB2m2XJz7tj/LeGVek6SIvUl5WOeaYP4wWVU+d7x9d/aB784+zHBJIzrxz6njFwXf1hPvpLCxAMDOuDj2R9PNI2AY0E8hHyBGGbPOldvlWN68JglnH01lysG8Jgnnvu2vWp9LkK6/zakvMXTo6Ex0/gTeJX51MwjbrnAAQNBRpdqt79uAuhDn6fFo2TnhW4X7/qXqnoH1fRswMMaGqOgK1IVILutu6CHqYkda265wzAnfimlRObA01bB7kZ7+TIZBgaeYLGrt42VyxqsuVCzXGGhQ0PI0c8K3wtJUg2lR8hbo6nOpGBhjY31FeVIedaEt6Bt1BvV9G+AIR96OfTInfCvre0tTDSxNNaz99DkAGLLsXox8W/0iz7OxAIB+0acVNJQv8RUzi6uhLrQFdSGSovzAGJvQpwNjbKx/2oqu7mrd5W0QHkMGAvkWeFzXA0cWGhE/Xf2UZcPWKHR7rjtaDh6FoWdPNJ87Byn5BsxZuw7z3p6O3svV163m1UlCnZ9Y0vFw5Gjkv5WCfn/JQtk8E8LfzIRhYH8s3/IxXrFOQcbRfk7lcIfk3GaWW3KzdT9Wnw/H2rJkl1GVLF/dgMj7lRZ3KSkB//76Q6Rf7IN9tTFCzkpXcIyWVD7LhDefWY2lJRPhcYucPzPNlovvL3ixZERqyH8rBcvv/FjI0+kM68p244Fw9SVY4edDsWv0P/GwyilbKktOfQNeihkp3F9Rko4nouQyi4uz8Hy03W9jQ1kW7g137cdBx36TNQdekgGrq0KxbmAoewfUePE8AXkMb+s7nMlpCMvXboMIjiCDb9dmg8j+l26DAAA0THZwmCEEJ6cPQZPVBo9q5ysiT48WoFXZlT0qv7AXQ7phT20cDBedK0HHOk80+QvXcZMLAQDSL9XIvBiF4vNBLuVwhyPn7cFcDzU0wtrQU5bdBV4doggpCABo9vNC+sU+2FsTK9TrDp51Yn8YLhLsqY3DySr7L3NufT1ONfVwW9ee2jhNPNMv9nT6rKnaS9HvPHLqGzDCR/mLn3nRHpcj84IoR/pF97LTccypB/bWN+JgbURrvUYFLeXF8wTkMaTYWy/6YrjFVXBYq8vPIDoSuh+E7gdB+XYJP4heESThNm0ziL3/7pwZxDWlINqKztpOdMe7s7Zfr1R/dMW2q0EtlkVbFIR/rwiScKs2BbHnM32J0SGgZ/a1xolQK0tBX9LG8e3P5t0e3jS2wryCPBaboXH8CHgkXo/G8SMwyTi0Xe1rL+i2YtjSTHYWwVkchY4A3cpUi03Bh6/rbHREAB6phWj6wX+oNQAAHb5JREFUdBZ+dQqCTkcXxg53SkMzVJ1/UDRiOYZIo/Da1jYL9UpLOuYXyi+x149hCj5q4HlH3Pczu2dckslkaMk7xmRx1T5AbuP8wlzWVl4mQNl2V6DyAGCGULW+csz8VfqKCaWvmMQsYiliObUMY5RnxH0/s/bzcFQSrjKO0fpXWtLbdJhqUZH7L397AusI0A9rtQ8194+CoU9vSCNEC3pcdjfmtOQZHSnQO572o/i6bK/ixYh4LRP1tycjcG0W4rK7oXqq/cvyyPHWfBatJywrH7db3mkkpLjsbi7lnxE5Gq/HytPgxrEnEbjWvs5eVpzJ4hosKtoDv10hTmWnMH8w0umzzdb92FCWhWXF4hcp4rVMvB47lMWw5GXK//cwQaaitUPwddlePG4uZPfeK8nAgH2ug+hUzEwVArU6xsuMeC0TEa9lCgFm+UhQVC7TwQbW72pYUZKOPxwvFe7xSiLitUwhmCwAbLRms/rp35gHDwo0dBwXFe3BSks6emXIhtQ0Wy7mxojOcZQXr5iMSzIFRbLaibJzha7uKHVN2SAScjzwn4PDhUCpzuh4o5QruqVh+1HZXIvkrbMBwGnd5bNMwlareU2SgjYhxwPzev+E5K2z2TM+4GrR2iGKl9yZTPw6neflGMBVTa6BMTZGQ/sse8I7+F3EjTj9lAm5894X6uf71bDDKKemq7hJ0YfueCfkyL9XP49oYd6LjrI41snbJOYV5CHBu5r130ZrNu7sm6ywW5TPMiHoWD08t7ueGRp2GHG0yIiiyasUCYFitjzG+jTNlovK5lr8LuLGttkggiJI4nhtJ4N3f/Vc1zRSSpK0BsAUAOWEkITWe38DMANARSvZS4SQza3P5gGYDqAZwNOEEJU89yL0zFodDz2zllh/V8ys5R8UQYbcok1BZK7vHAWhZYnxCYDJKvffJoQMbf1Q5TAIclbhwa1l3pckSZv3Doeq36fAMyxUsV4dk1eHqt/L03PP2Gh2v+KJVKfT8M3W/Sj/5nrh3iTjUFy4ZxSCppgxJq9OCMhy71E5WSy9d+YxcYmxuDgLY/JcJ2DhX3ia3Zvi09IMFlx1fmEuDDuMLpcQAHBiufpZEADYZM3BRms2Pi3NULSR/8vLVLZhsCBT+TfXY7N1v2B4fKNoLwvO4wyVf0oVpvaOX1I+uzddijjuTtBgL7Tf1bC4OAu/PVIh3OOXFWqGy3Vlu1n99K+jcqDjOL8wF28V72ZBbTZZcxTKQW2JQctSOC7z3IJA9t3R8ukkaFpiSJIUDWCTwwyihhCyxIFuHgAQQt5svU4D8DdCiEu13dYZBNXuHkMH4UK4v8sErHyZZ2auR3ePetVQYtRjEpD308nNVk31RXtVIsRQi8Ot2axfX/479nJdnDKSyZb/6TCEf+nFrtVCmkk/9MWj4el48bsH0X+2bCOwfT0Ixt/K4dfNK0Yi/gnnbeVl4o2IPC/e4/DilJEom9qIfg8dEGiv9z7NaKQf+sJ8KAJ/v3UtVsfH4MxjqVgy70Oh/geP2Vi/Li7OwgAvA9ZW98Xa60WHI8r7zIxU+J1sVvCmUaDIzVaceEfm7xd5nrVfbVx4P5E0Wy4ON9ThcEMoVsfHYFHRHsyNGSXQ0LEgVd7o/+QelzOFxcVZONbQB70N1XgzLpHRzivIQ3lzAOtT/rpNM4ieEWTouNlaSJHx9fNddgbhDE9KkpQnSdIaSZKom1xfALw1qaz1XoeCDmhL7hFNyoGWGeRjxZITE9Wf76ln/0f4/aK5vgTvagz29sWSExOx5MRE4WXjZeuR0U24VpMjwu8X3OB9EsTXHtasl98F9r+Hn2tPPV4mHjyvbTWDBPl6ZHRT0PI0EX6/gPg24wZvOXpTs7ekqJ/v1201g1Dd0oBBPkoFS+vttXK3Ku8Iv19Y3xPfZhDfZqH9auPCy3K4oY6NBQDc4O2loAHksYjdIPelq2XEtppBWHJiIitPaRO8q4U+TfCuZv3TFkjo+p6U7VUQHwCIAzAUwEkAS9tagSRJj0uStE+SpH2NqHdfgAM9alxz/yinx57VyrxhmYK9w75SfX7DYrvxj3pFaqkveetsjDxwP/YO+wp7h32lOAZNEXJ/qXCtJsdPW4bgtu9nIzjL7spdud3+K+z4hXIlEw+eF80ARuULub9UQcvT/LRlCIKzPHHb93KdQcfrFfXz/XpfYB4Wnh6LNyxTFPLRekvXJ6jy/mnLENb3wVmeCM7yFNqvNi68LIcbQtlYAEBi1kMKGkAei4g35ZCD/Hipybt32FesPKVN3jpb6NPkrbNZ/7QJWpcXV9sSw9mzjlpiGOLjQMpOQgrwR/Np+9r0/Hdx6DkbaDYXwCMgAC3Vsmb3SLgex57xVz1AtdKSjls+fx6xL4oieMZGo6mwGOe/i8N1z3uh5Wc5+Oqz+YextN9glD9pQu9/ZqJiZipCPpDLbrLmYPkvcfjSMgKBtxa47jQnmHXCjBV334Hmw8ex0pKOl6234acj8S4Pf5lXJiN+RrbqszRbLsyNtTjWEILl/eM1yVC4KBWxc+39Ufj3VGz/f4ux/MxoFp/zi9JMLDubjKwhzrc6y5804ZsX/qGaylBNTmeGROmHvvhL5PdOD4ZtKMtC+sUeikNhdJcCUB4G0+Jxef67OATeWoCVlnQEe3jjGdsYFI+sEw5gUWyy5mBK3xHsLwUfXXujNRvdjSWalwIB14WTYWO0KZafNr7QNXcxAFUbRBgh5GTr/88AGEUImSZJ0mAAnwMYCcAIYDuA/oQQl1lgr9QuxuPmQiw4dAfC7z2seGYYFI/mI7Lhjvrwa6lvit8ZeMLAfq3U6gbkHA2937dPZ8s2DFbQDtjnhRd678Bvts5hCqNlewQ7YVnwuTIyszOZ6BfHkRfNV+lKrttijjCaAfu88N+DQ/DThGWYHjka5U+akDXvHaF+vl8T90t4KSQDP9SF4qP4WEE2d7yp38XxpEYW7KVf9GnWfrVx4ZXEoqI9uMHbC4lZDyH83sNMSfA0lG/QsXp4/uB6mzNxv4TNRYOwP+UTofxGazaGZz3M+nSjNRsVzfWYHjm6TTaIgOvCybCbNCqI/3ZRBSFJ0loAYwEEAzgN4K+t10Mh22GLAfyJUxjzATwKoAnAHELId+6E0PNidDz0vBhi/V0xL0bAdeFk+G+0KYhdmzpHQbi1QRBCHiSEhBFCvAgh4YSQ1YSQhwghNxBCEgkhd1Ll0Er/OiEkjhAyQItyuJJIyPGAeU0Se5mcfUGow46W+tJsufisNEMOPdfq3KOWF8Mxu5NjGDNaH62LwrDDvgbX4ipMZeLzYpjXJDGZaH207Wpy8Txpn33Wuo16+imTYquP71fDDiM+saQjIcdDyItB28Irh/JZJoXDFe172p+OslDw2crpeM4ryBP6b6M1W/AFocqhfJYJTbe4Pl+zOj5G3oJek6Rob5otF+Y1SUw50HegzSAAWoi2TyfhmvKkpNBnEPoMwh2uyAyiRzgZYXpakzw7t8ztmjOIXyOq14m/oh2Nfj8+jNwDcgCTqrpuV1w5AHIbcw/EsbbyMgGXp+2UF39dvc6Ifj8+zO7NfH29QMM/awvGZ8xyylet/n4/Poz8sZ9orn/uzgfc0vifbHJL4xYduIshSdJkSZKOS5KUL0nSiyrP/yJJ0pFW94TtkiRFqdUjlLkWZxA6rl1c7ngSbZ1BJKU8paneH79/0WW9rR7LZgATIPsfZQN4kBByhKMZB2APIeSCJEkzAYwlhDhPb46rdAZBow0hJVFzXALfnX3kU5Tbw1Wf8z4KWrJ70/pYZuft4cD2cLtsEGMmpNlyRVlV5LjU7N68TAI4Xrx9Y15BnjK2wvZwgUZrdm/Kw7wmCSfeSVHtQ1rvCwWHVHlfanbv/E+H2ccC6tm96XLjvRLZZsCPl6q828NZeUpbPssk9Gm7s3t37HHvkQDyCSGFhJAGAF8AuEtgR8gOQgj1PMsCoP5l4HBVKoiXIjcBAM7Hdsex+jDNZQILamH0q1J9Xh9uj8IcWFCrub6gY/UIOl4Po18VjH5VTDYAgmzmxlrhWk2OwIJaBB2vh4/V/sy/yO4F2K3svGaZeAi8GuxDfqw+DObGWiUtRxNYUAsfaxWCjst1SmerFPUL/drgAd9THup92FrvcO9qVd6BBbWsnI+1Cj7WKqH9anXyspAqbzYW/DNHec2NtYj3ks+Z8OOlJq/Rz95eSht0rF7oU/oOtBWyJyXR9AEQTB0LWz+PO1TXVi/m6QDcbiJ0ySWGYYcRTfNDYPuNH/ousu+Tp9lycdvx29A8zoa6u0bC9xvZdXn8z9X48u2J6LVaua6ebi5Cso9ViEQMyHEUox44hDRbLt6oHICdib4A5OQr/WdnoemWEfDcnoPmccNh2CEfChqwzwvP9d6BSE//dk9T3y9Jx8fnUpE91ADzh8nwLfNCdxtRlZ1CzRhG4buzDx4K242hPjb8Ocq9wxIg+y3wPgorStKRXd8Xt3U/zSJBm1clwfu0F6LnO5er6ZYR+NMH690a8wDXhsQNZVlI3DCHnT9xhHl1EjyqPdFvjvicj9E5Jq+OjSFgd4JyBbrcMH+YDHgSdCv1RuTfMtEzIwjnbjwr0FIfDEdfDPOHyYj/k+zEZl6TBMsjrpcCPAIDw0lS8pNaSLHjh3nulhj3AZhMCHms9fohyP5JCgaSJP0ewJMAxhBCXGq2Lqkg3IEO7MlnTcBvziHsbmU2ZmdlmrZFwnO8RfG8+MtERE/VHkbNcS1L3XC3D9rI7p/8v4FMNt+dfVB4LohdO5PjUuBsfc3zsiwwIXJhJpMvtudZFiCX0tp2hTMaraA8LAtM6L2/SfWMDOU9ryAPTx+aquB9qaCHqdz1re/OPiwIryubhGWBCcabylhdPK0zHm2xQQQGhpPkpFnuCQH8sOMldwoiFbLX8qTWa8GrmaMbD+A9yMrB+RHaVnT5JQYfXYpGXqKDFLY0k33h1KJN1dw/Co8cL0HFzFRWxnFQaZ1UOdBjydTnwPI3ef1Zf3uyEAHK8aXyHG+B53iLcJ9XXHVjTiPs7qPMW9BzvEVzhCrb14NU71dPS8F7JRl48JgNA/Z5OX3R+TZHLszE6adMTL66MadRMTMVjxwvQe2WWHiOtyByoXyU2t3x5aK1Q1gkKMojcmGmqnJYUZLOlM6bcYmMNyDbDvjIVI7YZM3Bq4VKr0c+mtP8wlx2mMpzvMVpKDtAHotXYpLZOKbZcrHRmo0XCuQo17TdkQszWbsWFe3BJONQxpNXGhQ0ipVmEI0+ENr8ILIB9JckKUaSJG/IYReEfAmSJA0D8CGAO7UoB+AqUBA9DlaCVNfAo6wC8HTeUQcq+6LHwUoAQMuZcwCAwKNVCDLUgBicZ7xyrLOyRbZFkJLu8uNWk47f0QoEGRrh71XvUg536OllP53YSJqRXReLA5WuD7zW16vn4bju0DmEeEgIMtQI9boDMThey3X4etmnzgbJAycag13XU9IdQYYaTTxDDM5ziRg8W1i/q8FLMsBDJe5akMEuby8PMUZHsIf7zFl0HOtJI3wkLxyrl7dLexmU40t58TwBeQwpfCTXIfrU0FGnOQkhTZCXDWkAjgJYRwg5LEnSQkmS7mwlWwzAH8BXkiTlSpKknnCFQ5dXEMdmB8MjqCeOLoxCt1Lng/5q/404Nlt+oaWw3q1lA7Co+Fb4VjgPH+dYZ22L3CVTJ8u/QM2tY37ijUC8WHoHMvLjXMrhDl+dGMb+33XRG/cE/IxX+7sep+Ym9Zg7R/8SgOesE/FW0UShXndw7A/fihYsKr4V+fn25DvranrgBm/XPzJTJ6djUfGtmng+axvn/GFJd9bvalhdFYp/n1Ge2n2x9A72/yuWO4Vnz9jGuJWJjmP6xW5Y/ksEZl0n2/jmWpXxkSgvnicgjyHFsnPRbnkq0IF+EISQzYSQ+FZP5tdb7y0ghGxs/X88IaQPF+jpTtc1XqU2iCuFyxWSrqvzdoYrJVNntr0tfhJq3qhtskH49yWjhv5ZE69tGS/rnpQUDZOTYegVBMPgAcL9nhlBLDWfZ1+791z9rckwr1SPDL2ubLfquYfmscNZnfW32cvOPJEPoPXE3xSzEI4uzZaLp/OPoWdGUDtbJodyo/yWFcsWczXZ+S+IeYXzkHRptlx8UZqJN4q0Bc4BoOBnXpMkH5c+eordW2lJR+J+cWnm+KUt/7OJhXZzB1e5LAbs82L9rsbnE0u6EHFbrU4WNbsVjlGu1UDHcVlxJj4tzYAxK8Bp3g21kHPRL+8W7DTtO4/xK4gHcblxpWcQ1NrNb5V2JKabi1Dd7It1A0Px4DEb1sy9+7LwcYVTs014+on/4N0V9yD0nUxBJgCXpe2O4dtOzZaXBfNnfca2Qj2GDkJLLnPu03TmQQ00nJwaXx60/unmIszd+YDTuBqO0DKTyH87Bf2eEbde2zyDSJypSZ5tu1/RZxBaYVnQuh5NSdTk9UjLzCvIw0pLOnuZ+C8If2rQvMr9OND6DDuMmPTzeay0pGOlJR2WBSasjo/BuoGhqJ6WgrXXG+H7zV6Y1yQJsqpZ2c2rklD/fTSscznvwLftZVwliHGUKfSdTKwbGIrQdzKx0pLOZKK/gL7f7EX1tBQWd4GXi/+VNK9KgnWuCfXfRwMALtwzSugrAEK/ptly8cjxEswryEPoO5kIfSeTKYA0Wy5aco/A9pxJ5r0mSVAO5lVJrO+tc02wzjUJ7efHhSoH2lZAjiFJxwKQ4znQU5mr42OYcjCvSWKzMvYuOYDOJFZa0ll7Ka1hhxErLelMORh2GFn/tBVtcJTqFFyVCsJ4UxkAoCbCF2cHamuC8aYyLCubgEhP9SzS8YF2g5yP1b0RktZ3tMiIL0pGINLTH5Ge/kw2AIJs8VGnhGs1OXys3igpDoFvhf2F8D1lL9OtwvWLwsvEg+dlabLvOpwd6IH46FMKWp7Gx+oN3wqCkmI54rN3VZOifr5fLU01yKzuh2VlExTy0XqbU87LvKNE3j5Wb9b3vhVE/nDtVxsXXpZjDX3YWADA5qJBChpAHouxQ+UtaH681OSN9PRn5Snt0SKj0KdHi4ysf9oEAqCZaPt0Eq5KBUH3oP2/2uM2UzdfJs6/AjFbHlN9fnSE/WTe7VPUPfrU6iuavAqbEz9BzJbHELPlMcHngJet/D+RwrWaHLdPyUL2rctQOdq+lRY5uZj9XzPG9VYmLxMPntcTBfZTilF/zUT5fyIVtDzN7VOyUDm6Edm3LgMAnBnko6if79cnCh7AvN47EOcvhqnneUfc97Mq79unZLG+rxzdiMrRjUL71caFl6W3oZqNBQDsT/lEQQPIY2GZL4fnc+VQ9UTBA4jZ8hgrT2mLJq8S+rRo8irWP22BBG2zh86cQXRJG8TFO0bCb3cBiDEELXnH2P0B+7xw8NVh6PbfvfCMCEdTqazRq6el4OS4ZubyymOjNRuDd85QxAFoHD8CXttyMGCfF/YtHoGAL+WX75HjJfh4QBSLRVn5eCqCP7IHBtl1EVh/NllTSDo1vFeSgUeefxb+67KwqGgPFpZOwYGj0aqyU5g/GIn4mer2gjRbLmpaLsLW3Iynom7UJEP+p8OEcPMFnw/F4TErsam2F3PBfq8kA/+sGOuynRUzU7H75XeFcGzOoBbnkSI5txkJvmX4eID66eMVJenIvBiFfw2IEO7zdgJHm4Fj7Eg1ULfpRUV7EGRoxIuld+DMjedU7Q+OiYgoeFvIaks6oiJOabYV9PAzkpSBjkcq1PF9zqtdM+TclYDuat0x0F2try5X6x5+RpJy/QwtpPh+/0LdSElx8Y6RMAT3gkeimBFrwD4vXLxjJCYZh8IzIpy5WldPS3GaAHejNRsFnw9VuFo3jh/B6qyemsKUg7vkvfMLc1XdmrW6Wr9XkoGaB1LgOd7SIcl702y52FCWhfdKMjS7Wud/OozJVzfmNAo+lwO7Pm4uZK7WWpP3Uvdid67Wm637nbpaJ+c2tzl5L207/z/vau247cmDulrTcVRL3kvb4qgc6DPeBZuizcl7CYAWjZ9OwlU5g2gv9OS9evJeyrcrJO/t0d1IUuPVbWKOSDv4mj6D0Ir2Js4pqAlRGKwoBubYzwp8u8n91imtL2bLY7gt72EUTV6FosmrnCbO6X2PRbhWk+PbTSlI/m4OgtPtv9yWLdHsf/+d3TXLxIPntSJunSBf73ssClqe5ttNKQhO90Lyd3KS2V5H6hX18/26Im4d3iwfh4IapVWf1ksT5zjy/nZTCuv74HQvBKd7Ce1XGxdelvLmADYWADA862EFDSCPReTrsjOWq8Q5K+LWCQZJSssbLuk17Z82Q3eUco+u6mrd3szTZx9JRU2EhMiFme0ODuuKt2PgV2fg7Q28TO3FpfSHs3gWas+0tN32nAnGJe7bQus/+0gq/E82wXuLa0cpOl5qTlCOULNftGkG4RtGUvs9qoUUaT+/oc8g1MDbI1yt1al9AgA8I+RIWtXTUthxb2dwrJOuqQs+l7NSlyyUyzaOH6HZZhD08W72RXRUDvy6nrdpOIL/glT+V8yYRZVDzQPicW9H8MqAl4ke96bgj3vzstGwbGoyAXIfubId8LxXlKivz4M+3o38T4cJR6Ud+Wy27mdrfdp245JMxXFvHtRZiiqfoI93K5QDHcc0Wy42WXPwQsEh5j7tqBwoL56no1t2m497A7oNQgt0G4S9Pt0GcQ3ZIHzDiCnmES2k2HL0TX0GcblxvskXaHIRG6IVU4PcT99pfZXNtaholuR6XdQtOXrDqdBODdqDYIMfQvrY4x2OD7H7gcT2qdQskzNeFxpFb0Q1uXiaqUF7ENKnCsEGOYZjQw8o6uf79UKjNypaPOV7DnDHe2rQHtb3IX2qENKnSmi/2rjwspQ3B9jHAkBFc72ChvKVNARhudDoDTRJivKVzbVCn1Y217L+aTN0G4R7uJpBeMZEodl2Ch7+fji6ONbpL3Tlf+MR+nQ9mopK4OHnh5baWhji4zBn80bMXTYDvf+pvl51/CV/vyQdf44azdaitudNMC7OhGdEOD7M+AKv2G7Fj0cGuJ2FOEPKwUaWEHejNRvvnrseXxSNQPAdzo83F34+FLEqCV8M/WOxdsdn2FnXCzkXYlwm2uVxao4Jocs4L88nTVg0ZyWWlkwCbpGdzzZb92NDbU+XB6mK/ycV701b5TTpLo+vy/bit+Hq27VFa4fgO9NypzE102y52FvfiFdixKXdaks6prcmz1lWnIk50falk2M+TjXQsd9ozYaP5IVl56Lx3eDr8FlpBn4XITqdUV48T0c+abZcGMLytc8guoURU9QftZBii3nRtesoJUlSBYBaAO5/IrsugnF1yw/obegIRBFCNB3M6NEtlJgiNSqIE//oFAXhPA7YFQQhJESSpH2d0QEdhatdfkBvQ6egC/xAu0KXUBA6dFyTIACaO3GLQgN0BaFDR6eBAERXEFrxUWcLcIm42uUH9DZceehLDG0ghFxdA+uAq11+QG/DFQeB1pwXnYYuoyB06Lgmoc8gdOjQ4RS6gtChQ4cqCAGam93TdSJ0BaFDR2dCn0Ho0KHDKXQFoUOHDnVoztzdadAVhA4dnQUCEN1RSocOHU6hzyB06NDhFLoNQocOHarQtzl16NDhCqRFt0Ho0KFDFZ0bTk4LdAWhQ0dn4So4rHVNBa3VoaPLgbRo+2iAJEmTJUk6LklSviRJL6o895Ek6cvW53skSYp2V6euIHTo6CQQAKSFaPq4gyRJBgDLAdwKYBCAByVJGuRANh3AOUJIPwBvA1jkrl5dQejQ0VkgpCNnECMB5BNCCgkhDQC+AHCXA81dAP639f/1AG6RJMllHgjdBqFDRyeCdNw2Z18AfAr0MgCjnNEQQpokSaoC0AsuooDrCkKHjk5CNc6lbSPrgzWSd5MkiU/G8tGViJ6lKwgdOjoJhJDJHVidFUAEdx3eek+NpkySJE8APQCccVWpboPQoePXgWwA/SVJipEkyRvANAAbHWg2AqCZeu4D8ANxkzlLn0Ho0PErQKtN4UkAaQAMANYQQg5LkrQQwD5CyEYAqwF8KklSPoCzkJWIS3SJ1Hs6dOjomtCXGDp06HAKXUHo0KHDKXQFoUOHDqfQFYQOHTqcQlcQOnTocApdQejQocMpdAWhQ4cOp9AVhA4dOpzi/wNMZK7EOgM8iAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:48<00:00, 6.83it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1068.556693315506 seconds ---\n", "\n", "[[ 1. 0.72760223 0. ..., 0. 0. 0. ]\n", " [ 0.72760223 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16412131 0.16412129\n", " 0.15767155]\n", " ..., \n", " [ 0. 0. 0.16412131 ..., 1. 0.99999998\n", " 0.99997823]\n", " [ 0. 0. 0.16412129 ..., 0.99999998 1. 0.99997829]\n", " [ 0. 0. 0.15767155 ..., 0.99997823 0.99997829 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:41<00:00, 6.73it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1061.0911903381348 seconds ---\n", "\n", "[[ 1. 0.72756039 0. ..., 0. 0. 0. ]\n", " [ 0.72756039 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16411524 0.16411504\n", " 0.15766703]\n", " ..., \n", " [ 0. 0. 0.16411524 ..., 1. 0.99999977\n", " 0.99997446]\n", " [ 0. 0. 0.16411504 ..., 0.99999977 1. 0.99997511]\n", " [ 0. 0. 0.15766703 ..., 0.99997446 0.99997511 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:41<00:00, 6.66it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1061.4763398170471 seconds ---\n", "\n", "[[ 1. 0.72714232 0. ..., 0. 0. 0. ]\n", " [ 0.72714232 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16405447 0.16405244\n", " 0.15762179]\n", " ..., \n", " [ 0. 0. 0.16405447 ..., 1. 0.99999768\n", " 0.99993669]\n", " [ 0. 0. 0.16405244 ..., 0.99999768 1. 0.99994325]\n", " [ 0. 0. 0.15762179 ..., 0.99993669 0.99994325 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:43<00:00, 7.03it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1063.5376048088074 seconds ---\n", "\n", "[[ 1. 0.72298812 0. ..., 0. 0. 0. ]\n", " [ 0.72298812 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.16344415 0.16342413\n", " 0.15716902]\n", " ..., \n", " [ 0. 0. 0.16344415 ..., 1. 0.99997618\n", " 0.99955287]\n", " [ 0. 0. 0.16342413 ..., 0.99997618 1. 0.99962097]\n", " [ 0. 0. 0.15716902 ..., 0.99955287 0.99962097 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:41<00:00, 6.79it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1061.808852672577 seconds ---\n", "\n", "[[ 1. 0.68394871 0. ..., 0. 0. 0. ]\n", " [ 0.68394871 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.15714017 0.15697833\n", " 0.15263164]\n", " ..., \n", " [ 0. 0. 0.15714017 ..., 1. 0.99969942\n", " 0.99510409]\n", " [ 0. 0. 0.15697833 ..., 0.99969942 1. 0.99605049]\n", " [ 0. 0. 0.15263164 ..., 0.99510409 0.99605049 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:39<00:00, 7.02it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1059.9847741127014 seconds ---\n", "\n", "[[ 1. 0.44739851 0. ..., 0. 0. 0. ]\n", " [ 0.44739851 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.10241238 0.10367897\n", " 0.11577407]\n", " ..., \n", " [ 0. 0. 0.10241238 ..., 1. 0.9930295\n", " 0.91798815]\n", " [ 0. 0. 0.10367897 ..., 0.9930295 1. 0.94519512]\n", " [ 0. 0. 0.11577407 ..., 0.91798815 0.94519512 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:39<00:00, 6.69it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1059.2489235401154 seconds ---\n", "\n", "[[ 1. 0.1286186 0. ..., 0. 0. 0. ]\n", " [ 0.1286186 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.02008932 0.02349189\n", " 0.04529276]\n", " ..., \n", " [ 0. 0. 0.02008932 ..., 1. 0.96950414\n", " 0.52332259]\n", " [ 0. 0. 0.02349189 ..., 0.96950414 1. 0.63363832]\n", " [ 0. 0. 0.04529276 ..., 0.52332259 0.63363832 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:40<00:00, 6.85it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1060.8186304569244 seconds ---\n", "\n", "[[ 1. 0.03580032 0. ..., 0. 0. 0. ]\n", " [ 0.03580032 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.00223489 0.00284242\n", " 0.01448135]\n", " ..., \n", " [ 0. 0. 0.00223489 ..., 1. 0.9667647\n", " 0.1870268 ]\n", " [ 0. 0. 0.00284242 ..., 0.9667647 1. 0.24699835]\n", " [ 0. 0. 0.01448135 ..., 0.1870268 0.24699835 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:43<00:00, 7.02it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1063.5462851524353 seconds ---\n", "\n", "[[ 1.00000000e+00 1.11173176e-02 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.11173176e-02 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26153559e-04\n", " 2.91169349e-04 4.58267210e-03]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26153559e-04 ..., 1.00000000e+00\n", " 9.66955733e-01 5.99792744e-02]\n", " [ 0.00000000e+00 0.00000000e+00 2.91169349e-04 ..., 9.66955733e-01\n", " 1.00000000e+00 8.02100341e-02]\n", " [ 0.00000000e+00 0.00000000e+00 4.58267210e-03 ..., 5.99792744e-02\n", " 8.02100341e-02 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:40<00:00, 7.05it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1060.9304792881012 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50897129e-03 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.50897129e-03 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26425169e-05\n", " 2.91892089e-05 1.44926487e-03]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26425169e-05 ..., 1.00000000e+00\n", " 9.66984271e-01 1.89941750e-02]\n", " [ 0.00000000e+00 0.00000000e+00 2.91892089e-05 ..., 9.66984271e-01\n", " 1.00000000e+00 2.54340808e-02]\n", " [ 0.00000000e+00 0.00000000e+00 1.44926487e-03 ..., 1.89941750e-02\n", " 2.54340808e-02 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'branching', 'h': 2.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:43<00:00, 6.71it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1063.1239337921143 seconds ---\n", "\n", "[[ 1.00000000e+00 1.10942377e-03 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.10942377e-03 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.26452382e-06\n", " 2.91964678e-06 4.58300830e-04]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.26452382e-06 ..., 1.00000000e+00\n", " 9.66987227e-01 6.00734335e-03]\n", " [ 0.00000000e+00 0.00000000e+00 2.91964678e-06 ..., 9.66987227e-01\n", " 1.00000000e+00 8.04516830e-03]\n", " [ 0.00000000e+00 0.00000000e+00 4.58300830e-04 ..., 6.00734335e-03\n", " 8.04516830e-03 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:31<00:00, 5.53it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1291.918366909027 seconds ---\n", "\n", "[[ 1. 0.61663916 0.04691931 ..., 0.0286562 0.02889522\n", " 0.03455975]\n", " [ 0.61663916 1. 0.03548976 ..., 0.02167554 0.02185634\n", " 0.02614099]\n", " [ 0.04691931 0.03548976 1. ..., 0.15377494 0.15505772\n", " 0.16015136]\n", " ..., \n", " [ 0.0286562 0.02167554 0.15377494 ..., 1. 0.99996659\n", " 0.99860385]\n", " [ 0.02889522 0.02185634 0.15505772 ..., 0.99996659 1. 0.99851862]\n", " [ 0.03455975 0.02614099 0.16015136 ..., 0.99860385 0.99851862 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:26<00:00, 5.79it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.8934779167175 seconds ---\n", "\n", "[[ 1. 0.61646829 0.04690569 ..., 0.02863446 0.02887309\n", " 0.03453815]\n", " [ 0.61646829 1. 0.03547753 ..., 0.02165793 0.02183842\n", " 0.02612324]\n", " [ 0.04690569 0.03547753 1. ..., 0.15369201 0.15497416\n", " 0.16008685]\n", " ..., \n", " [ 0.02863446 0.02165793 0.15369201 ..., 1. 0.99996324\n", " 0.99854831]\n", " [ 0.02887309 0.02183842 0.15497416 ..., 0.99996324 1. 0.99847422]\n", " [ 0.03453815 0.02612324 0.16008685 ..., 0.99854831 0.99847422 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:29<00:00, 5.80it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.2638692855835 seconds ---\n", "\n", "[[ 1. 0.61476278 0.04676981 ..., 0.02841749 0.02865223\n", " 0.03432285]\n", " [ 0.61476278 1. 0.03535558 ..., 0.02148217 0.02165962\n", " 0.02594631]\n", " [ 0.04676981 0.03535558 1. ..., 0.15286209 0.15413811\n", " 0.15944286]\n", " ..., \n", " [ 0.02841749 0.02148217 0.15286209 ..., 1. 0.99992869\n", " 0.99798661]\n", " [ 0.02865223 0.02165962 0.15413811 ..., 0.99992869 1. 0.9980254 ]\n", " [ 0.03432285 0.02594631 0.15944286 ..., 0.99798661 0.9980254 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:27<00:00, 5.67it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1287.2330207824707 seconds ---\n", "\n", "[[ 1. 0.59802419 0.04544087 ..., 0.02628997 0.0264906\n", " 0.03223896]\n", " [ 0.59802419 1. 0.03416305 ..., 0.01976515 0.01991599\n", " 0.02423768]\n", " [ 0.04544087 0.03416305 1. ..., 0.14454198 0.14576995\n", " 0.1531179 ]\n", " ..., \n", " [ 0.02628997 0.01976515 0.14454198 ..., 1. 0.99947929\n", " 0.99175996]\n", " [ 0.0264906 0.01991599 0.14576995 ..., 0.99947929 1. 0.99309135]\n", " [ 0.03223896 0.02423768 0.1531179 ..., 0.99175996 0.99309135 1. ]]\n" ] }, { "data": { "image/png": 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I3EGfiXI7SDDC4Mwq3BSM9AnGobonz3A+izcl0Q6M5n3eweuZmM7T2VZBG4GSmtGJInfnVlCdDcAIOirGSjap3RDGMikHUqva49QNyaEcXl1Qnyri1K1R0qlYpoZQoEH7DiIVhNUCSgv+55aX47sJMzNZ5GDAh8XVBBVj+0Da+xop0I5pGjdpGgvBrWmcuiEzKhCpi4wsA4/zCm9WYARoVyITUKGlU8agGpKoZPBGJR96/AUksVXL0lTSXjVNBmH7PRh2CCYM6YAPArxpQdxwMdIgtGjd16mnuBWJbPaHPsXVZNO9z2wJ4oyIpDwnP8br734/q+tbMWnKW/ruZfntb2XfVf/MC99+uVURooip8QIrzx5n3/gCLrn1BnIHHb70hx/jUNLOp7+xDiEEQZIgHIckihFSUNx2KeUVChELFj6kKfe75IY1//i7X+Edu15Hu1/jwrYBvj2wjuK/PXzUQOg6mDC0NgptMEbT+8DFVPp8jAQE5A9rsqMhGBhf75MZ1VQXeXQ+HiMMvPRVm/iH+59H98IZCn7IhvbD3LL1Ai5acJiD+3pYctNDx4nec6LsnKFu7tycDWXOQGjSFJTCEZJFvjXCGinQLuSOJKAhzUjyu2aYPadEkpEEzW9Ahm2SYE1CNhuyvDRBI3XYNd6DcyCg0u3gj7iIFLpuerDVFy3MidhNGhGSvmQDbiWh0eHi1FJkavCmQoyANOuiHYH2JN5MTL3HJztcY/87Fb6bwJhPxzYYK+RZ/IWHjrZZpyDVcbaDVp8YA1Kx6NxVxN1ZVD3BSEEaOLhTDYQxpFkXGSbIWoTxHES1QdqRR8SaxqIsB1cFEEu8cYWroesLD7VsJUYb+kfX4oyXCfvbQYA/UiEpBWhPIaMUWU8sQ960jYLjHO0jcaoqhiAyZ7YX44xI9y453ebyzIu57rFNvOPWN7PsW1FLrfjevvtb6sbff+R1x6kRYVHRed8RTC7gTf/6vePUj/f23k6v8rns//wpKjSoEKsuNFWHtu1l0qxHvccjMx4Rtru89gPf4wdj57FjqJe/vOB7fGDzRtYsHMURKV9c/p9c8eF3/axKAC21QCuB0zCIFFIfOrfVKS8JyB6JaXQ4uBVNdaFDfiih1u1QecXsU6osz1i7hy1HFnHJokNsPtKHEIaMF1OPXDwnZXSsyIPP+wcUgis/8p5WP8rEGjuFAadmWvtxXuBWDakPWgn8WU1mLEF7dkJHBUlYFPZN2PQtTj47ord3mvGpAq6X0Kh6uEHCoo4ZDg53smThBB9e+Q3e+sl3IprmF6dhSF3r7jRSoEKDE9pjUVEgU3DLVkXQjiDOCpzQkASCygsqRKNZTDaFVFDsttJNreKjKy64GmfCJc1qPrrxy/ztB95IVBItSS/OC2Ro6TfSbjJuSl6O/V9okLFBuwIZG6KCQEUw/qwYUXZ42bMeps+f4kufv4bMuCYsyjmvLtqzkpSR9j4YmF2VYnyNM+3Y5wrY/553n7QqsGJdznzglpMr4v66VQ//ZqkYpwZrEHrXptfw5Zd9ir/6+ltbasWx6kbPk9QIxxUtVeLJ6sfzN1nVw6kaVGT1y5b4XjeIMEW6KU5dW2ZUV3xy63OJyh7OhMtHgqsQe3Ncc/42hqM2rnn8DbhPpRI0yRfa7jsNKxbLFGSU4tQNqpHi1BVOI8WtKVQjxa1LGgcLT6my3KdW4Iy73DW5Gll2uODiPcxEGQInIePEjFLkRVveTNaNLU1g1YGE1gJ368bGI4im2F83iFRgpMGpG5xG2ipl5jgCrYSN6Zj7/aDHkWoXqiyJJbixVVsOjmVwZyQHKr1cl7wet2IZIjRVH7fZF9JYxhw1VQdlF9icimAcA0KiQttfyaEcwbQk9SWqIajOlixtDYGMBNHKOkY5qLrkf255OaW6Xfhoy5jAxqUcxyASS5N2BCpujkti0HHTrqIEKjJ4Qy5OTXDrjnUYA+1V20damaMMIrLPQtq/wkB2UJFkFW7l6HNPcdaf8UbKM4JBGG3QUcymK2603opHtrXUimPVjY1vu+w4NcJPEpKmaDg1vuE49eOWjf9gVY8vrm3581tiZJJgmi6uwHEB8I0m2XgxxUOSwkDKUK7Agq2Gz0y9FGHgS9d/lD+/6VlPqRIAx7vSdNNlqBTZh+3qCYS0Kk/z93mj6VVPobIcCY9TV/KDmsMPr2xN8oojOGs84WUf2sTWSh/DNx1+apqMPhpU1FRRmoTa/SRGNd2jnpDkjom/AAgmL6DW45KZTEh9iVPTJFlJo02SG06oLnQoLwisajDXr3MqwlyZ9jnpVIijND5ZfdApwvXwyhsIjlRJcy76GDenV05wqgnmDnAnJ0mLAfvfqSh87X7rvm16Kp7cxif3AcdIynO/yykFRpM9cj7ObMie9iK6kNL5Tw+CTslJ1bqPUOo4NQSAS8+zxtsZ68UwQrD9VOY9gnQ+3fsXI1waMH7Npbzm3Bxrku286bGdfGjnC5gaL/D3H7mcnpph49su4/v7H2BbVGeJI3jf6DO4uvg4Xx2/nBXZMYb3Vdly59m4Z1dR2/O85y1/TNTm8O/7Pka7zFAxIY+GOVa7s9xWW8r+sIfF3iQvz+/l7vpCLgmGuPq+c1l18RDaCMqTXZRfawcvSSXXvutP+dSeT7DEMSgEsdHsSxwOxF2kCK7MDDGRCnJSc1t1JZ1Ohek0y1XZfdzb6OPKzBADicsGz+GnoeRCr8GfHg6YCHMkRjLdyNCTLeOplLRaZKqWwRGG3rYpGqnDdCND1ovQRlAJfb7y8WsIOwQf3/lZljozuM15NpBkqWqfhnH51sSFvLzzEc7zRrm/sYQFzjT9ziyLlcuPGkWWO5NoBIsdcFH4wmFWN0gx/M9hj2piY0QqsU/Widg/20HeSViYnaWWeDy24yw+uPunjKZ5+pxZ9sadFGWDXdECcjIkNYLJNM8CZ4ZAxix1JvhBZS2/W3qUXHMR393o4aXZWf7osEs18fBVwiMji+lvmybvWmtgh1cj1opq4rFnuot4oJ1LNqc8t7CV6TTHdJpllT/CjnARAD3OLFXtMxS3EWqXWurR5VaoaY9a6vG/uu+lYmJK0qOmY9477KKEIZzu5cChbq7duZ2vj13K/+j5KZ5I2droZ5U/gisSGsZlOs2h0Hx0z3Iu7TnEbLOf8k4Ep6gEzBspTwIFP6TeJeybXgiuyQ7yuWydlWePM3zrSuuVEIJtUZ3zvAybwoisivhxZQ2/130vy50ZvrTlueQOQ6OeJzNqcKcbiNTnn6Y38MriZmra4cMD13BV93ZuHzuHDyy9haGkRCAUL8yOM6NBbcmz+fBKRGJdV05NkGYMMhb4kw0+OPhCruzYSSAiPJHyg6m1PD5u66WWV/yYTZWlXFHczc2HnoEUhq+f82XuqS+iR5WZ1rDcSdgcwRW+w/2hx133r7XiuQEZCY449pMUIgG3Yo2O2zLtGMeg6oLJpjXfqQq6RxKcuuRv9r2Ede1DZFRMVkY8NtNHOQ5o92s8tH051XM9lmQn2Ty5GN9JWF04wvVd99ApqyxyBNoYFJJvVhaxITjM5sZZxMbh9nuPujlFYt2FblWgXcOAvxCMoDAi+NDajQzXiqwsjjNcLwJwYLIDz0nIeNa8X/BCJmo5zu8a4qGRfl59waMoNLfVlnLr+HpWLb6VOx5Yi2pItGMIxiS7Sm1o16pFqW/1OtWQuLOC0ix8NX8xP+1dTiX00Qa6c1UOTbYjhCEXRNRCj3rNQ0pDUnPIddTRWqC14HXtDxIblye0T2Sy3HbfeoQBVRcURwV/s+DFjA20M7k6ixSGXSPddLdVyLoxtdil3PARQPxwO9/t6UCGdpEb1wBfOul5bwxnfCTlGcEgyvWAZQPGRkamKd+orGRoqsS+8QX05CWOgiBJWOIINoURF/keN4ZFXtP5IDePXsGK7Dj67CqNep76OQ2EDkhzHnHB4TXFR+lWDhnH5Yb+H3KxX2FdMMDNE8/kRW2PUdYJ9zT6uCY7QmN1gxV9Y7gyZc9IN3gJSeiCEcSPuly78A6WOzWUEOSFyyrvCDvaF6LQvCQ3zJXZPSx2fNpWfA+XlO9Wl3FNdh8HkwxZYdideKx1DT8NJc8J4IKL9jBezxNrST1y6clXCFTCYLlEPXIhlSztmKYSedRCj4wXk2pJkkoaB9oJ2wV/ufQ2lrqTuGjapGZ3IU9ZB3TKKl/wnsUfd99Fl4rZWSyRExGLnDqBEAQi4XACIFjsGF6UO0hBeqx0hgC445KdzMYBjtDUE5eMEzNYLiGEYXFhmqkwy8HtC7h24R1M6yzLnUnGdBaFZkfvIlyR0KZqaCQdqsKBqIuLggEealtCr3JomJSrswdY0zfMStfhwgv2oo3AkZrtY7305atknBhHaopug0bqoI3g4Ew7U/vb+eMNP2a1P0xZZwhETE6GHFrYiTaCbqfMWFJgMslTUA0OhR2syQyTIhmM2lniGAIhSE0DVyguv3gnjkzZMdnL2EA7f7fydn7UvYa3dP0EgPu7V9DvTtKmqkykecpphkDGfFQ9nws7R4m0VUUCFXPglGa+QM8XjDkJCLjk+kfY9+0AIthcOYt7Lv8Ml9x6A/5saiUIx+F9o88gqyJuDIt8dvF9bAojdk93E2kHtd1KDkIHZEYNqhLiCrh+/+9wTnGEaupzz+HlLGmfYs9oFyt7xtk08VKe2b2PSupzb3kVme0BB0YWIxJQkUDWwA2sscsr17lh+2tZWprEERqNYN90ZyvO4euLBxmuFunNVnj88CKkSrm4f4D/OHIB9cTlrPwUUmh8meDLhJujHJsfWNlKGFIh7HM7AGsAdWoC4cDBbL4ZGyBouFb3dWqC0kSMTBTvfexV9BQruCpFYhit5AljBykN9YMFfrpkOV35KkOTRTwvpSNX45Kug+ws97I0Z79g1+lV2FnpZUEwy+FaG9oItjy0opXQJFJA2vgG7cJWvwsBFEYEN2x/LZW6TylXZ6aaQUpDbTZAOBohQKcC10/QqaS9VKUeufx00UFyTsihajs7x3q4eulOHn1oJSq08RPBuGCoVEI71uCpPZt0pULRkiA+7T6fTHeNOHLQqSCbD6lMZ6zpx0vRqUDXHDACEQtMNiUohjQmMoxdVKCeungyoZ66PHj/ahsH0RCURgV/VXoZ+nCWnyxfjhBQnczgF0OU0qSpJA7tsgmeyHBfdwcqsmOonVPzCBogMmfGEjwRzgjqRCj4zpZ1rImewMQJh2sdfHFmHbmDDmHR4LgCP0m4uvg4P66s4TWdD7YkiYnpPFIY0jVV6lGO+poGwgSkeZ+44PLuxXci0SihuSh/gKXeGFu7+/ni3su4oGeQpcE4d02uZmPnVr59zvms6BtDCc3ekW6kHxM3PIyB+DGHd628nQ5VQQmNwjDaXeBw1IkUmg3BIWZ1QCBiHu/sJ68afPvIel6/8EEeKC/n3OwQu+u9XFPayndn1vOG7vuYujTTkiAaTQki48QMzJZoRC5GS/rbZ6hGHrXIJXATUi3QWlIfaCdsE7zzvDvpcWaRaAIRM5YWqWrfivC957Kx83EWODPsXdxDm6rZt2CSx5GaQMZIDKuDYZ6T3wGAarOT/DMqZTYKcKQmTBx8J2FwtoiShkX5WWaigINPLOQvVt7OrM6wwJlmLCkSyJiDYReBjHFFSjkN6HAqNIzLUm+c2TRACUNsFFcWdzDaXWSFd4RDF7ejjbRv8rFeFuarZN0IKcwxEoTk0Ewb0/vbefVlD7Eqc4Sa9tBG0uFUGIrsF/dKTo1KGjCT2HDt6SRLrzfLYm+S+2dX8II2+9mMNmmTu6LLHRyh2TnZw/hAG+86/y7u6V/Jy7s3o9Bsbyyix50lJ0Oq2qemPVyR8i9tl7K+Y+wYCSJh/ynMe8PpLQZzMjgj4iBWnx+Y6Pf/llV//ggYzY377uKlj7yNm9ffxF++4PWIJCU5eJhF92b5ve57uXn0CnZPdzMxnWfXb93MaFrlDW+8Hne6QZrzUJUQMTiKCAJ2fLCHy5YdQCPY9JPViCVV0pEsW1/9SW6tdROImDXeGPfUVvC1t20kzTqgbZafjDXGEaDB2z/Kznf2IxfXUMrgugmVgyUyR2wyl76wTDiapdA3S2NbGyKFB976Ud7T3Vf/AAAgAElEQVQzeBXPLu0kkDEX+YN8YHgjb+u5m/878nwG37+qla4sY41uxlUIbV2kCBtkNJfGbZqBUjLWeINTmMBj/6u7CHtS63L1NO6oi4whzhvatwsm12nrq59yrN7clvIXv3UrnkhY5x8mNor76yv48v5LWds1zOPjC0m1oPTpYpOWZs6JFKgwbQZkSdAGtxKz7xU53Kog7NCo0Iap+5NWEkiy9q1qXPAnBLWFmsyo5A/e+F06VIWvDF3Gru2LeeYFO1t9YQS4laSZpm4Tv4wjW7Soeoqqxxy5tEjYYSUv7TRzVKbtfEoDm6Hq1A2pL3DLhnqPlYTiPLzkFfcRaoctkzbGhI/02H6NNE4lYui3CgTjhvIyG9uQG4KoJEg9+zzVjLfoebhOknOOSzn/8ff+v5OOVzhrbdG8+5sn9y3hd55zx3/fOAhjbAyB8FxMktCrfDpyNQ4l7ZhcALGNIlyRHWO5M8OK7DiRdpDCMJpW6VE5ojYHkfrEBQdXgBcEmMCjWKizKj9KaiQPFFeyoFRlpOqh0cTG4Wx3lCWOx4g/QlxyiXMKkZpmvIQmDeykdzM+aTGlu1TFVymBE7OzmCWu2fj/RaUyA6FDX2mGHYWiDS02VqWYQ4pgWXaclW6DpdkJ9rWtORp4lZiWH12koEJpIwR9ayBU8VEGoUKNMxWgsy5xUSNKEVIZfD+m3rBRozqfEOc9KCa4QUys7W/dUkinqlDWAQpDKjRr/GF682WWZiaYKORItGS6zb6NhcbWU5DgNKSNjJybNVKQtKUYpdBtMbquEKlAxgqjDEnWxipoTyNihS4lRA2XNlUjkDFZJ4JCzIrcGHvb1xxtoxDEOWlDzbVp1buQibExG64kLkJcNKQhzWcYhLbMOs0alCfQrl3UIIjzzbnmGEpOndgoFuencWXKzjZraFaRDYyKSgbVEEQlG/AQVRRR0aA9QxoJnLodk7jgEJYUKm5md6pTkwYMoM9wI+UZIUGUnC5zefBidt24mrZ7AhuoUzO0feNR3rxlV8vlWeyoEm5pQzddmemaKmd9VhG1Ofz40zce5wIdj/KsyI6xeWYxuye6aYQu5y0cZirMMl7J0fYvBaaXK2p9mrYdgpmzDZte+zFio3k8KvDsIOHL5R763CkCEXN7eS2H6h0/45YMVIJGMFIt0hFU2T/Vie8m9OQqDP3LMqafV8ffmqV2VkJmyEFsmEE+UCK8sMI3L7/xZ9yme+NurswMcW+jlwv9Eaa1Q1l7qGZZEik0Wxv9KKFZ7o3y5fFnUE9dtJFUYp+8G6KNYP9sB6mWpFrQV5xltJqnJ2ejE7ftX0RwwLeFdICoK2Hp8lHGynnygf393635d1a5MwwkWVyRMp1maRiXNd4YB+I21nhTlKTiPYNXkRhJPXWZaOToDKrW2Cg0R+oFxis5sn7EBV2DjIc5Dsx0MDbQDtLQ3TdNI3YwRvAvG77AtmgR3WqWJ8I+rszuxBWasTTHtM7iioTd4QJC7fK7pUd5487f5ezSKIlWDNZKLC9MMBsHANbOoxJm44Cxep6C12CikaORONa70XBJE0VP5yzV0ONj677OSNLGK3PDHE5jPj76fO4fXsLKjnGkMHgyoeiE1FMXXyXETZViZXaU9ZlD7A4XIIVV8d6+5icn/abvX1syf/qNy09qjfzZuT/87ytB0KyO9JyVe3hg+zo6t6ct1+axLs8td559nCuzHuVwp6cRqf8zLtA59+dNt12JqglUQ7D1wEobzVe2bss2wKkpsqM2hnZ/LPlB5XzumVjJomXf5Osjl3BR+yGyMuKVpUd45Y/e+ZRuSbCuyUFlDYhhCpPZbhaOpISPZikMaNyKgz9jKFMiN6jRKs8H+5/abVpe8WN+NLWGaudW7ppeA0CbW6Oa+ngyYevUIr66+qt0ygxvabojAUQsQNpoT7ciEc3Q6e3FTtyyYDLbjZGQnxDkhjSJb9940aTL4MQiVCiYljZK8G+8l3Bp10F2l7vJOjFH6gXa/RrnFwe5e2wVz+ray7s7H+GOB9YiEtFyEx7waEUcqoY9Nu3B9zu6kZHAm7FGRu3A7HA3qgHahw/1bGTHRA+lTIMoVezqXECsFcP1IkcqBTJuzMhUgSCIefUFjzLykz4OdixEpLbPdxUXoxpWHUMaWz8jEvb+njVAirRpAFbgxzDRFqAagr/JvYSxcp703B/Q507x/Xs3kBmRPNrW0ZLqtK9tJKoyiMT22wPLZ/h2sI6x6byNBRMG+MlJz/pfBwnizGAQxmCShLu2nE/PgCE6xrV5rMvTfZIrs76mQfpj6858sgv05pp1fy7bMMjB0Q4asWJN/wiT9Szluk+8NcfsWYraAoNbk5SXwzrPpVR8lIuz+1ikFDf0/5DpNEefM8XNE898Srdk1onQRjJYLtGRqXFosp1MENKVrTG9vZ/qugaIgGqfJjssic+p0ZjJ0jiv/pRu093tvbwkN8y6YID1HlwSHGJ33Em/M01Nu0ihGSmW+G51Gcu9US67ZCeVxEcbQTX2KHkNpNAMzFoVIUoUC/NVpusBXdkakVYc2NuLdhyMsjp22JXStWKS6dksuayVIG5Yehur3HHGSlnaZIOhpESbrLHSbXBB9gAXeuOkKC68YC9SGCqxTyXyaQvqSAxSaMbreaZqGXJezEXtY4w3coxVc0ztt0lQhf5ZtLGZktcuvIO9nT10OhVi47DeG6FhJJM6YG/UgxKGI30lOpwKvcqh+5nDLM5PoxFMNHJ0B5WWsdCRGk8mNJpSTcENmWxkiVJFLXKpzWQwiaTQWSUMXW5YehtDcTtXZw/gCsEzL9nBE+O9LCmUrTFXxXgyJdIKT6Ytw+LGzq3kZMRA3GHVNQTvPsWp/6ssSCuE2Ah8Alti4fPGmA8+6fxZwM1AW/Oa9zazrk+IM4NBNMOBcWyxly1/u77l2jzW5flkV6YwAaoyhSv4GRfoMx77bSLtcGDTYpyawA1hz+ElyGYQkleuUzoATl0RTKUU9yiuH3omh6rtHJxqZ+OS7fznnrXcculnmdE+O8u97Hh4yc+6JZu5CzKGGbcTpypopAUOZgwLJhLymwMKAylOReHPaIzMkhnTpFsy3ND+1G7Try8eZPdENys6JhipFviT5XexL+wlRVCQDb41uoG8E9KX6Wu56ABkIjg8l0tREa0ciYFiG25ZcCBj36yFCUFu+KgE4c0qZqe7cEJBKK3b9r3Jq+hrn2G8kkNKTT20QUe9xTLD00X626e5vGs/jz60EpnYOhZOXTDim2YuhpUenAZUXLi/oxMRHy9BxKPtqBAcD24ovpaJqTx+ENOoefR2zwA2RiZsuFxw1gA7xnswRvDTRQcZv2chQ+29iFSg6oJ9BWsknUuaMsoGuKm6QHvGGlCbEkTGsandUclFhYL3qlcR1l3uXLYGbQSbH1xJ5ohkT3tHKxcj9cxRCSK1EtN9nSvwCyHhrE0LRxrg9pOe9sYI4lPNET8BjqkkfzW2BuxDQohvG2OOLRT9v4CvG2P+sVll/rvA0p933zOCQRitMVHEzVd+nrd8649YvW3Uei6imPf23s3zN72NWzb+A+95yx8f56lI8z5icBQvCBiP8tbDUbuCZzz229y3/t8YTau87n3LkZFGJJo0ULYGY5jiHhzDzfhkBzLI2Tq5XMDkW7JsP7wAORgw2NNGPJTjJfdci3I0m5/9OV78wWt/1uvQLLHWWhRhs+ycKwkOTOBNlXCmaxRyPrIeUziUxZ2oUjiUZV9PJ9OLM8d7RUYk290FNMYy7BeG8kCR9+16NTqTIiKJcQzepOLBN32U7ZHHw7cdVUtF0iz5hm3j3HfjU1+iQt3K3lS1BGe20fIO6IxLknWRqW4VZj0siuxZmMWdVqS+wa0Iwrxhf0eAd8hjV1/ACxc8zlk/tCnYNoHN9okw2OK4kW55gpKMg0g0KtSoemwNsFm3df5AvovshCANMrie4chsFyIWOFVBMCPYtnU1/rQhKgnOe+O9HLjnbJKMA8agIk3qq1b7jcC+dBLdSsoSqWkan49WztKBQiSGQVGkMAtD3SU2dA7Sf1uKW26QZJq5GFJY4+mT8jrGLvAAj+yMafXboVOZ9/CrDJQ6mUryBig2/y8BQ7/opmcEgxDNxKbYWOv3sZ6LYz0aT/ZUxAUXt+mteLKHY867EbY5yNhOoiSQTe+ExMn4mKxPUvBxE01S8FmZG2NnoYfposuq/Cj3FVbQ1V7FdxI0mrBNPaXXATha2KVhbE0CT+JlA5KCi4w8koKHciRRyUWGPlHRPaFX5DiPyGwGA2SyEVHoIlVKrDOERrPSbRC2qWNokK0J7DRkq7p0kpXWI+NbHd11BCLVGNf+Nsk5xHmFjE0rnTkualQpItE+xk+JpYPOJxTaalSnXbJtddb4w/xru0LOZXNGNo17rhS1jGUrmzLOS0Qqcasa7do6nElO2bR5x3pD4kiRZGzIsihF6EQSOw4YiXZBGEFUNLSpGlHBtffU9rlxRqLiZsizFM1sTmnbpGx6t9DmaMp2alrPj4uW4I5MjZwTtvo0zstW+rxNY7ftmpsDccG6Ze1FwCkv9l9p0dqTqST/18APhRDXAzngql9I4Zngxcgs7DeXXHQ9mbufgDTF/UEbW3cvprjNs0aoqqHri5v40r4f8U/TG3hN8VGu3/87XLf4Tq69/w0UC3VWdIyz+cGVLNswyIFNi+m/PSZsc/jpxz/DaFqlrA0dUuILh0cjh+u2voGLFwzw0o5H+eLIM3l974PcOPAcXrnwUQIZc+vY+bR7dY40CmgjmPjsEn784U8hEWgMNRPhopjRtt5YQTq4QnEkDRlJfRapkD/a9zt8dNk3+ez4s3lp22bura7i7e2P8P4jV/LnPT/i4XAB+8IeatpjKs5ybnaIgqqzqbqMyShHqBXPLO3lSFxiLCrQ6VVoaJdES+646XLCTnjoDz5KRlhXa0JKagyhSRhJ4aHGWZzvD3KOJ9keaRY7CYFQ7IkF35y5mF53FoD1mYNc4WumdJ2scIlJua/RxmhSIJAx02mONlVlc3UJUhguyB5kKG7nU9uew9YrbqJmIgLhMJSEtEnJpNb4Ama0YjApssAp0680rpA8EFoVJhAx672InbGk34m5v9FNbBxckfD96fM5OzvSDEozLHCmKesMqZE8WF3Ot3av41MXfYXL/Co1kzKRCpY4DkfSubEQxMYwrSUz2iZSSaEp64DpNMcGf4iqcVjuQFknbI3a8UTKD2fX8r1D53Lnhf/MNyoreUV+Ny6CSa3pUgqFIMVQ05YjfnziWbyguJWGsRnBORHx/OW7TtrbsPC8dvPWrz73pNbIB9bfchAYP+bQjcaYG+d2hBCvBjYaY/6guf9G4DJjzHXHXPMu7Jr/SLOw9D8Ba42ZS7/9WZwREoT2DPUuh6xSGGN4Ve8j7J/soLxC0b5VoiJACtplhlcWN9OtHM4pjiDRXLbsAKvyo/zH/vNRNcHB0Q6c2px4ezROoiRj7q5n2eBPcyBeyFX9OzkvO8gl/ihx74NcEgzxl+Md3O6dQ6IV+6esm1AIQ5pKOiLDlihltauRSBSC7THsjvpJkbwoO8BAoulUgifCPoZUjdcseAgXwzMLe1juzpItPE5Beryh434KUvGtiQuYCrMtt+neTDeeShhpZnNKYZiOsiRaMlnPknFt8tNsw7fl3uqCexsFVrjWDuMC+5IsVZ1DI/nR9Dn0dJUpJRPsivuY0BWWOjMscSTPye+g37F6/hLHYVYntMsMU7qOBv5t4uKm+1RQSXwCFXNotp3ASdiT66aWeITTAdvjmJGkSL8zw76ki4Js8ESjj6wMUcIwnWYp6ww7EJznjfBIfSlvKm3BF5Ka0QwkXVzkV/jPyQsoJ9ZL8+jIYg60dVD0GiRa0ulXSbSimnrsnuwinMhwx+x5pIXtTOssNe0z5o3yRMNWiO52ypR1wFDUjkYwk2RY6M3Q0C5TSZaX5Cao6ZiMCJBS8o2JS5FCs2umh+mxPHc3erhrcjVneyNIoXmkvpRV/giBiGkYl4kkjxKG2w+fTXlBwHRkIzYLbgPYdUpz/xTqQYz/AsYzCPQfs7+4eexY/D6wEcAYc58QIgC6gNET3fSMYBAYW7jDNCtNV7VPFDmI2Nb/U5EtKFMxITVtE6+qqY9qGvdSI2mELqohaMQKN7T6uIo0ZW0oyRhfuGgkLoJuNUs99VjgzJBiLckFIUkiRTkKEMLY+ylNEtskIRUZqsajZqq4aLLSJQUaxkWi8YWDEjHtMqBN1XBF0krlXeBMkxrr0opNTIoiKzzKsc9MFBA3resNz0EjqMcuWtt21ROXWuza5C3stxyTVOHH1lBaMz5V4xCQEkg74WIUnbKKxLBAzeIK6FQVAhHjCqgaTY+qtPRfjSbGkJASCEWKoZz41BIPiSFM7DSJU4k2Lo3EpRp7iFBS027r4y8F2UBx9GVUkHUCEdOpKhyIu5AYOlSVrFA0TErDGLrVLLExzMQBUeqQSInWglrsIYWVbstxQKQViVZoLRGxIK9CasYnNg5ZGVJrSgopkhRBVftoBFkZMW7yZGVIVoZUUp/YpGSlS0KKLxyqiX1WNfIgkVS1T0bFBMIy5NgoGtrDlXZuxsYBEowRzDZpA1rp8Sc97X+1odYnU0n+EPB84CYhxDlAAIz9vJueEQzCrUBxb9V+uyFN+cRjz8McyrLwIU21p/lFJG14NMzx4YFruKH/h9xzeDkX5Q+w6SereaC4kgvO28/WAytZ0z/CnsNLSANFEkg6pOTuehaNZGM2ZDQ1rPGm+MOH17N9VS+XdR7glj3r2X72Jlb1jfK6RQ+xxhvmg+pFXNm1kx+OnosjNROZpVzmx0ymhrIxjKQxF3kBF3kjAAymEYuVx6OR5mJ/hF6VYe1PXsO6Sz/P/xl4EVd3beeO8TX85Vm38ue7Xs1Hzv4G1y26k62NfmbSDDNJho2lLXSrKrfMXEhWheyqLuDq9sfZXu+jkvp0uRXKacBib5LP5l9OnIcXZqdIjSQ0mhTDFb4GakzoBn/SeyclGVOQitXuDN3Kp6wF/15Zxe0T5+DJ1OaRFA7ze6WtPBbBIpWggT9b9H32xt30OVNUtU+bqrG10c94UuCq/DY2NZbykYmrWOvF+KJKzQgWUScrPC72D+CgqJuII2lCVsAzgpCahqtze/jCzHmkCF6ef5x+p8aDYZY/XHgXC1SFhlHc37nCMhanQoeq0CnrDCZF+pxZNi9YzAeSjbylbRMdykciiZt17Z+bqSCRzSjZIwDEx0jPZaOZzLjcWe9AI1nujlPTkncv+gFZkfBv+Qu5RZ/PK3PDrPGGWe4kuEJygb+DtKWKV1FCkBqDWn0753lDFGTccld+9RTn/q+qHoQxJhFCXAf8gKOV5LcJId4PPGyM+TbwbuBzQogbsJaiN5tfYGM4IxhE6kHU7uMLgRGStX1DPFpeSrnfxalZD4GQgtXuLFd1b+div8KS9imWemOIJVUWlKpMhVlECpP1bKsqtdDgC4cN/jQugtHU0KNy7I8rdCye5gW927kgc4Dh/hLXFLbyvcFz2R92M5nkmQ4zPDi9jNnQRueJ1FDTMR3Kp2QMrlBUTMh4aoXEZW6e1GjWeylHUpjSDS5aPEC3irimexsbgoOkXYLlTsRVC3ey1ou5eXYph8IO6qnHdJzhYXc5JVXjUL2DaupRiX12ZRZy5P9n782jJLvqO8/Pvfdt8SIiIzJyz8qsvVSlKlVpR0JsQggQAgzdxixujzd6jM94xna7zdjT7mO32z0exm2mz/HGYmMDNtjGGhsBFsZgQGgBIbRXqRbVklVZmZV7RmZsb7v3zh83KiVo3C1126c1tu85eSKXqFc3Xtz7i9/9/b5LNkAzK9HRIan2WEwHnMWeFizrlLr0CIW3JfiSWIMvBCeyCV4fX6AiQlp0Saw7RlwfzRAMF2gr8UXBoXCemgzY5+UMyBiAL3fHWcxrLOZ1Wjqi5nU51tkGwMNqFxfSIfLUI7eGrk2oyYCWyeiSsagdmS0UkFlJLAwXi5QpL2Q219xWPkHHejSUoms0B/2ET7Z2cEZoFIaHNnaxvbTOmi7ji2FGvBZNHTOTj/Bke5qkF3C+KAE9EgtKQCQETQ3aCurS0DSSrvVQCFZNzLhqk1ufC8Ug14RL+EBNBoDmU+0pIpFzvjdENwlZ1Bknsh3s912GfjwzNFROLARda8mtU577+uZedFVsbXKXcVx63uveWsjN3x1Q6rspyVtrf/E53z8NvOyFXPNFESBkDsFqz0nBac3R+QmCZY/yJYPx+jLoRcEXuzv50vKVHI5mOb00zFMj0+iFmIVOQKXRxW8JWr0Qv+2IRV5P8ljmMZNPMKI2ORCscy5vs8uvsDZX5/ToKGtFmUcXpni4upvNbsR8Umew0mGlXeaqwUs81prC8zRDPcPJPCTDdVvqsseI0iRWEQnNqbyDj2XD+FwZhGyYjKeWJpidiDnZHadrAr6+tpt94QL3L+/hjQOPs5QPMNsbpJ27jX+govCFZjV1wJ+LrTrrecxMu0FuFJlRtPOQA7VFvB74HThfxMwL3Z9TSiSM43yoiD3+EjUZcaHoMuWV2DAJc6bLF1rXs5qXWc4q+MJwqTyIrjzNsm5wwF9BAstFlfPJEDuiVVLrmJSBLJjv1dBlyaW0hu14PJ1H1GXKqs7Z7Qcs6xSFO7aNqIAJpTBYvp4qoM0OT3FXaxeLeY2kcpKXhYa/6sXMpYPsjFZomYhG0GU5q9DTPqNBi7WiwqWsxs5ohaGgjel57PYTzuYlIlGwyzcczUIaMsEgWDYeazqmKhOmvIIkz5jyAAyaJl/t7nR8EJEzIBOWiypVmbCYVMkSj3kdc014kTVzWbfTZ6aoMCBSOtbHF5oAQ93vsljUmPSbaCvYNKUXtO7dEePFjaR8UXQxrjwS2t57/k/2/5yTvb/rzL28/uj384EDn+R//953I1KNPXGalz7S5Z/VHuVjq7dwsjXG/OYA91/3hxgMb/jJnyJcy8krHkErJzizhC2FXPr1gNunT9LTAX/5ratpTDVZm6tz7ns+zEc3R10q6Sfc15vgN/71O8kqEqldxuDIWq5dWDm+yvH3NhiZbOIrjRKW2bkh/CVXG2gcWWZpeYCp8XXmjzoI9jfe/n7+w9KrOBxfZNxvctBf4aPNm3hn7WE+tPpKHnr/Dc+K4D6HrSmM+7+NL9C+2BJX7R918RJLfH4TXQ45+7YSZsSRtZSnyZdLjqxVMgyc8Ng8mKMqOWYlBAminvHbN3+SC/kQLyudIbGKM/kIH517GdfUL/Lo+jS5UXR/f7I/l8tkLYGXOpzDZfJUuKGZeavA21QUjRzRVQgjCNYkVuGUoKR79FuCbLQgvOTz0993N+P+Bp9aupGvn9jD2659hPvefxMqB6PcdZ8lazlQlRWgcvC6Bq+nWbo+pDdiUQkgQJcswZrbbLrkgFGq54hcXhfSQdeKLsqWH3zjV2jpiHOdIQojmf/Qnj6OwxJuaOZe6RMvCDZ3O+Of0qJ0ZC3/sseGa2uOPlKQ1pwHB7g29zc/8bPPu4sxenDIvu2P3vC89sgHrv/EP14uxoWkwd6TznDXas3dnW0srtb4yVPvxI8DpO+s8qaCNeaLGnfWn+CR1Tdz7egcn+u69lhzt6IObG5X1GYc+9LGITeMX+BQPMe4t8HxfWO8buw4p0dH+ejmKD88sMQDieDRtMG+YInmHo9kyKENo1WJDpVbgED5fMje3Qscql8ilAVTwTpfKV3BuaEhhLC8ffujHGtM8qr6CT5dupZOHnK+8Lmj9hR3xCnHsh5dq7gymme2qHFn7QnuOXKjW2zGidIUZRcE/LZEGOXoyQOOWSgKR2m+3Ivf1iyRVzxqV6yxo7ZOoDTj0SbHhifo5T7760t8Jb6Ctxx6EmMFazvLdAuf7eV1AH5kYJZTOVSlKyLeMnSWveEi28NVpLD8x6vf4mTzpRONMR54XbdcdGyRGVQueOzeO0cnC9hdW6XoE8YubtQQwMTAJgNBQiA1j13axo0Tc8xsb3Bb+RRNE3Br4ySj17S4vjzD3Ydv3nLJ9ls+JrRbhjlW9ZWyAa/nUZ5X2Js3qPk5uVY04h5J4dHqhRgjqUQprU5EWijKlYSNtTJj482tguDLy6eoyoQHg32M+U1+4cherIRgUxKtSPyDm2zuCDi8fR6D4PjcOHGcUo1SNpOQPPfwPM0SdYrys8rmVgKfeP7r3nExXtx6EC+KABGqgrSOM6kpCl5VOs/06BqDYZel0TG8niHyfN5SOUMkFC1TcMvIWXZGK0Qi5wp/ie42g9d13Aqvp4hnSxTVkDc3HuPGcAkN3DQ0w7WlGdaKMgeCSzyQCF4WSS4Vq07AdMJSjLpeui75W5/uGEHWKPGakUe4qXy6n2Jq8oaiFrgIcl1phlim7AxWGInaTMVN6jIjEk0eSRV7XaLBpHLn2sQazHRCnqi+tJCEkkYoS9HxkImjHpuBArRApA5FCY6UlQwHpAOSl46f58ry/JbsWkW5Sn3N61Ed6DHst5kK1ni8s524lLEnWuKVUYtjmWWvL9BIdngJdfkkO7yc84WPRmCne+RFH3hUSIRn0C3fQY3jAptLZBbw1tFTLKQ19saLzKWDSGEdd0Fpql5KYSUNv8O1E3DdwAW6hU9DwqTSKGZYyge4Lb7Iv51OMFogpCVdDjHVAuG7AqPyDcYKjBboDR+ZK0YqHQ4OLmwxOIfDNmfbwwDUgy6bAyWaaQlfaUJPM15ukRmFsa6WlQO3l49j+q9VAL1qgJUe14/P8fjCNvZVl5DCdXGmyk3KXkqriNjoC+l8a7iKGkoxffi9VC80G3/xHzFeFAGirLKtSCyEYESFSGG5rj7LvStTyNRVqe/tTfCGeIX7ElfV/+rafv7d1OfY4QXUTwjiJY3flUTrGrnZwy8MH1+4hXzsm2gEf3H6ai5N13h0YawOOj4AACAASURBVIp/ff0DPJo2uFSsMuFVOJe3qZ+E7FLYx+w7f0wd9v0c1hP+5Ox1nBkfoaRyyl7Kl+euYGXRIVfLRzIeX93Gy8bO8uXT+7FW8CvjX+MjzUNcFc2S24TdfsJXe5N8b3mde9ojxI+UtkxYnHeEezuE7tddFOgowFz25uyn9iqxlJZ6eF2Pz584yOMj2wi9gqqfcmp5hDzzqFZ69J6u8xn/MINRj9n1OkJYJuubHN49S8uUGDOuzbtiNZ9ceyW3VE/zzc5uCiOJv+WKlaKf3Vy2xDMe6MBDWIhWDX965jq67ZCRoWk2uxHGCNKVEiiLjAuEsgRBQW+txMnJUVYWBjg5VaIscj7VfAlfmd/HldE88aOlLf+McN2SV4JnJef6wVXm4LctfscwOzzO7MggpueBsqhSgVl1nAgbaUSiUF2JCSxeS7AyUt9abw9OTaIRW2pg8SOxk5xLnd/oA1P7CC95fCY/jBCW/GKZU/VxVKjRqXJ+oAKGH5MkjdjhdHjh1nvwdwq1/nsZL4oAsZ6V2LXU967Qhicy2EwiPjN7mGjQR/UUoTXcGM2zYeD18QIPtvZxx9BT3Nfdw0K4wMYVLsdr7YaB04pyOaKohryrD4KqCsnxKx7h9dWneLi6m/t6E+wLlqjJYKtwuXEF5GMpQlrkcuBIPn1z2MHTAe/c/SA3xGcJhKahukwF6zw+PI0Ulh8Zvo9j1UlujC4QH8rIreJcLnlD5bK8mSGz8IpojlUjuDOe5Zeu76F7CoxA5BIqOUJZTMtH5MKl9rUccvd36102/xHEKwFZVfKGA09xVfkivtCMeJs8ObidjaLEnmiJ31e38L/suZeqTDg7NgLA7mCZaZXSlSlKCBTQkD7fN/gwu/2EA8EiGsFnbjiCziVCWZdBKIPpuJ0qKzkmVeRnAt6151HW85j98QIbukRqfJ5uTRCqgolwA19qaqrHo5vbeXn9GY6OTXF1kJFYzT+rPcIV0QK3RPN0r+s5qoO0tFZDbEm7DEKA52uMkVgLpuUTz3ocvv4MU3GTjg6oegm+0Mz2HIN1MOiynFRo5RG1oMdcu8bBQdf2XE3L3BTNEwnBcnCJsjT89vW3IqQhb0ZElzxuPXyMY5PjvHX6SQAeHN3NRGmTut+lmce0ihBPGB7gCvx6unVMkPJvBSR+1+FUrV/cAeJFUaSsqWF7U3AHp379GsYfEBSRc5Ie+H+/xZufXOQ3nno1xXyMN9lFPVkh2Z9QOh7RuzJhz4cNec3n7g/9BudyyeHA53+bv4W1LGZveZmHV3cws9KgyBT7ti3RTEpsdiNGPhbT3OPRnbDUT8LGFXDqBz/AmbzNM/kQry61ubcX07Uhk946H195OQtJldWkvAVsuqxCbRBcag3QKHWZXa8TBTlD5S4bH59i5baU8jFH9y4tSPIjHUoPlWnf0OMPbvkDDvgdfASx9HkigxPpBG+rzPNkprg+hNN5yvlikGmvSacvcDpfDDoviGCB37x0O0nhY3B072rfS2J2s+bYgloxWm2z3i0xVO5SGMnMmTFKs55zphKQDmmGd6/RbJUoRQ4c9MuHPsvBYJEFXWZApMzpGkOyw34/5cG0wY3hKrFQ/OjMGzFWkGifZlKiHvUA8IRhpVdmvVMiCnL2N5ZZS2MWW1U2ztdAQWXbphOBzRUff8kfcCobY8hrk5iA68L5Lbr3M9k4kciZzRs0VId3VGd4/dHvZ0d1ncJKlnsVJuJNEu3uj6N7a7qFz1pSphKkrCclssKjl/l02yG2kAw0OiSpz/993Z8zlw/ylspxIiH4yQtv4tjyOBMDm1t070gVW3Tvon8suGPoqAu+2ciWoM97Dz1/YZehK0fsnR99y/PaI39080f+8RYpwR0tyrOKYDOnO+r3re4lX1g+RNYKGLgg2XfDPI9f3MuebcvMLEyxZ9syOh4jLytya/hC+wi1gce40Bnk+MVxTlZHec+++/hScCWtLOKdkw9zLh1hPqlztHKYZMjVHLJLIflYypm8zR6/QkOus2Gsc1YyDi35wPwufung5/4z7kRdddEIHhnYxZ5oifvjvUxEm+yJlvidgWn2TS1xdmGaYKJDmlU4sm2e4/V97Jtc4qWhRlLa4nZc5Sum1QwGR0a7pDOmPQ8l1tBWMCJTDGDUBr839wp2V1b44bEHaOqYzCo2dJkxv4nC8sjATjSSThGyP17gYjbInmiJrgn4WPdmNnv1vv0dBKNdXrftBE9vjrO9vI6xgttLK5REiSmVkWPY4a2xoEFjuSVcI5YBD6U+PzD2dQCaOt5q+SkMvtCczUY41xuh7nV5zcAxZrIRTg2Oc3d6GKUMr9x2ltxKlpMK14cw5c1QlYqHkgHqUhJLn3GTcNCfIbGGZjjHvK7yUFrmrVNPcHV0AYPkTDbKnmBpC9WqhKEsMjZNxPlshDG/yflsmLaOWM6qPLM5Qi/3OTI0z1oWc3tphVa4wLAq8UDi8+7xr3FPdDWH+5lZXXW2YNaRyNFWOlSuKLghbLMSOlJkKOC9L3Dd/9MR43kM2xeMqZ43RMsJYqfvzr1ac2J+DG/VpzrrhDpEIfCldtL0wqCNo/Eezarct7qXG+KznF8fRM5FNAd8ov05hVEIYTkQXGKtqDBY6fC0PsxlY2WhXWr7TD5EQ64zqGL+uutzIFjnnvY0VZXQnB+gflUXvy+yIIVlZ7DMiOoAcLy3jSHVJpSaK0vz7A6WEAaGog5nJE4y3UKg3NxjL8NgWNEpXesARVf4HqPKY053GVGwoENqsmBZl1BYcpmTWMWY6vHM4gjrSYkfGnpgC1qc2Jxt3jqRKGhGMXXV5Xw2TMNrE8uUaX+V+cKl4VaypSNhraDmdQmUpub1+gAqxaZJGJARPgopBDk9Wsay3XOcjW9193N16Tx12cMgGVAJDdWmLhMUlrJMiWVGWaaMqzZNVeZIPMvn1CGsFdT9Lg2vw3oWk9qcCRVjsOzx18kRJLagIkMMho5OmfYkZbnB3a1DXFeaoS57REITy5QATa3P/+gaj1BoJr0WQ6rNiOoxpNrOhSuIeWZzBK9/HPCEwReKqoRLusepbJqbS2e5qXqGskzx0ezx12kZn8R6RKIgFNrBuIXGJ2DK60PR7XOc0J/PuuefuhjPawgpEEHApVcbdFhB9kVjhe/xb679PO+Pbme+XKW1NozM4PTCCCoTnFkYYUfhnvuKqGBy111MKsUdO44zN1pnX2WJzy0f4dx6gyT1eZ+6k2ZacpqU2rpWZslH5q7m8OpSmw1j+euuz+vinE+0drAvXKAsMt5208N8bPll30aueqY1SuTlGOs0KR+Lpjm33uDx5W2MlNuo1PLNmZ2Ea4JuuUypJXhqYQKZw9H5CY5OW/b7HrU+PPjxrOBENsGd8exWGn++cFHMFw6UpbDc29vNL1x9D1cEi3xw6dX0tKsNbOYRX/X2YxDMbDQcd8JIputNLrUGGCm3AWiulYnW5JbfRBaG/OX8YVbaZc42h7BW8MrKCQ4E6zydQiQ0y7oKlDgYrPI3vZDDQZcfr5/gp+ZeTWoUmfFY7Fa3NCkDpVnoDLDaiSmHGV8fnmM1LXOu2aC7VAZl+cLFK0lytwTPTsHjySjj3gbPZDu5NT6FxLJsFAtFg0jknE7H0Qh+qPYk//zY/8SVg4sUVjLfqbGzuspGXkJi8aSmpHJaecSl7gC1IGEtiUn6R4w09dC5ItWKdhJy72jMfDHIW8ozvDY+xfsWX8s35neyp7GCJw2eMNSD3paXRmEUBsHByjwHozmeScdRWHxR4FjWz3/8UxfjeQxrDKbXY/xrktrJTZpXVl0VP0351cfvQJwpM/6UpfUOgdcVEBTILsgwR+Y+Xs/widYon1q4kX81/dd89vRV5PNlvl7dw+1XHUcbiVKGW4dP8s3mLq4avMTR3hF0qPpKSI5Rem8vpiwVB4J1PtHawb+orvLehWvZEy1x1zdv5Adf+gA97dPOQ0p+zg2D55nwndb6Z/XV7KsusdIr88qx04wGm/xxtoOxoQ3WghIEBgxEQY7uQRCn5FbxaBY8B5mZUY/Os2wEb4wTHk89hlXOg9097A6WUMLQ1GXeVD7Hq7/1PzNabXPH+DGWsgE6OsSXmgPlBSoqYTwaY0+0zJPtKULpLPcGvS4X00GO28m+rR1OwkALRuMWm0nIVLWJsZKyTJktYsZVl1hAQ64y5ZW4UMBOv8maUXx84xAjQYvRYJPZpMH+yiKxzBjzN8isx/pAmUtZDV9otodrzKghDg1c4uMLt4CBieomU3GTr8/vpGUCbi6dJ7eS15RSLhSaxEp2ey6orekKLy+fZL9fcFdrDz+w/SFaJqKmeqRVn5aOmBxYR2LY0GV8UVBVCR0TMqTazOeDtHSEQfBHJ24EX7uWrF8wIBMCf4WH0xpNE3NVeZ6r9s2zmA+ghOGKaIH5vI6xEl9oKirBWMGP1GZ4KPW5NT4JwKqJX+DCf/H7YrwoAoSQEhmV2NwpWXhNicZDfURhGHJgYonXHznGB9ffDDiUXJH6+BHO1MYDHQm2+etcP3iBpi7zFy/5EG+67ycYHuywmFQRwlLkHn+9dJDNNOKx1hTDkUQlfTGQEFQi6doQDNzTdmat7124lv84/hipzfmd8RbPtEfZzCK0kbSzgG+s7SKQBcZKlntlMjPBRi/i8xcOMlzpoH1YWa5RSkEkCgR0kxAvhHa7xIWiwahqobAs6yrH0iqX8kGuKs3yx83dXFma41jm8YMD59gwGb4Q+KLNV3pjTA5ssm9gmada28iMY5y285BW7vQpZzcH+UqxDwtMDmyy1K4wUnbHIdfSE+igb28vYL7tzHrObwxireDY6BTb/VXOZKMYHMOxrSN2hUssFwPsDJaZCtY41j7E2e4wmVas9Co0oi5FH5a91K1uFSmPjDhF8fPNQcgFSLi4UeP08jBCWBaKOve2r6ThtflAZ4qXDpwmEjmrukLXBNwan+TxdJp7O1UiUfDJCzdwYHCJVHtc6g6ws7rGt5rb+yrUmlAVtPKQpW6VgTBhtReTFYpeGqALhc6lKzanPsfSbazpMgejOS5mQzzV3sa3Lk2zq7GGJzTHW+NUvZTUeISyIO3f7yc701xTucBMMuyCjcyBk8973f8dK0r9vYwXRYDAunoDFmTLQxau946xeEJzKasjrHPZlrkTHZRFX/nLOEXpSDjz2m3eOhsmRHnGKUFZgdZyy/cRwPP0ltoS5lntxklvncT6VFVCWThQUWodVfzyv9VGUliJNhIpbP/3DshzmZ7sexpfaqe09Jz3X5i+B00fmhsITSRypDDU6aERtEyJcbXJrnCJ7d4amyYiR9NQoWMQCsG42qDsp32l68CBiPpfUliksChpCH1L3j+ieMqgpEEbCUZstUsRfa1FwJhnJxuJjFimDCh/a6MOqTbbvHVy6zEkXbAxVuIJQ4ZCSYMUhkAYPGkcJF0ZfGWQ/YKHpwzCCGz/XnmeJss8IpnR8NpUVcLu0jLbvHU0AiUMC3mtP6ecaX+NSOaEyr1pntQEfUmrQD1bH5L0A4VXEMhi6/mF1mR9v1VtBNYK5wJm3HsxFaxyjEkCr3h2zuLb25e+1GgrmArXiURGRaUo4V77Cx0v9gziRdXm/Pcn7uedn/tfueKj7S3+xV0z92/xMn7iZ76db5FXPMpPzGNLITfddeLbeBqf2ns3BsNr3/vTqMyiMktRklsci/j0GjYOyRol/PUEPRCw/9ef5oH5XTTnB3jbTQ9z1zdvpDrulI0fveFPeenP/vh35U6A409YKVCZQRSgQ0H1mQ2SySrhakI+EKB6BclISLSUkjUCzr+V78rtaBxZZnGhzvS2VWbnnV+nCjUmUwjPwHLIQ297P8ta8KP/5meencPlgGTBS9084LmSc05b0W9pwvUU822Sc9K9pr624vwrJIynmPUA6xtkV2FKhrDRI58r4012+ZVr7+b/+eV3uXqRdbodTnLOaTfK3DotTN8Z4QgNfsdxKYwnKGKFSp0U3sXXW8JFD13qy+QN5w6C3vbw2gLrQbAuKGL46e+7m0/+H28k60vOeaklLwlUTl+Pkr7k3LMyeI792ueVKIEoLEXZSdLNv1wRbAquev1JpkvrPPj+lxA2NXlFcXn/XgZtXZbkExbWrpQY3xJsuidZASd+9WeedzuyfmDUvuJ33/G89sjnXvlb/0PanC+KAFEemrYvPfAe1BPPYLVm9pN7Sc5XGXsIOhMSv20Z/ujD/Nrp+3nf3Bv4iYm/4V8dfwc/s/dL/NvPvgM9oLntyHG++o2ruPb60zz+0F6mv6RJ64p73//bPJlpOjbgpjCna3JO5iHv+psfZ+/uBV49coo/OXsd79z9KI9uTPMD49+gLrt8bPllbC+t8Uzb2bKd++39fP3XP0jXZKS2oGMNY6q0Vblu25yaDDiZu593eJZbHvqXfOTaj/O+2Tu5c/Qpvrq2n1/Ydg8/efod/Nqeu9AITqQTdE3IWlHhhvgsddXl/s7+LY2I2waeZjYfYiWvMuy36PZNdD72e3eQNiwn/uUHAFdBz60TQDFYzhUJZ/MGk94Gez3JuUKzo4/EvKc7xqeXr6PqJyhhuaZyge+vnuV8YRlRBm0ta325uAGZ0DQxddnlkWQnxkpuik8zkw/zK8feyFM3fRJtDQbLou4xokK6JscXkjVTMFNUGJFdrvAjUltwNBc8nuwgEAWvj8+yqH2ksFsFWIXlntYR9kYL1KVz4BpXHZr91/2N3h4+fOrl/OE1f8CRICK3mhXdY8Kr0DYO9h4KV7TdMAkbxuILSKygZXxWdZlI5nRNyMFglabxUFgiofls+yr+bPY6vnb4Lv6yW+FVpVV8FDmainhWDKbAvce/t7Gb2+KTW8eEWGj2bl943hu5dmDMvvzDzy9A3POq3/zHi4MwAWT1gJJSCGO4enyer2/upr0tdOm4BYRkh2e5tXGS3V6XnbU1GqqNnOoyUuuwmpYRGlZ6FSdL3lealgj2+4au7bCmLQ3lKNsjk00O1S9xU/k0Z8ZHuCE+yxcXD3A2HcUXmvU0pqf9rZoDFromI5YBMQGxzenajBXtFsuU544Ak0pzOo9Y0z2unZijoRKurc9yKLxIWveZ8uCVI6eZ9nL+qrODC9kwifFZy8vEahtVmTCTDLGSViis5GQ4wXpeZjmr9tWQFJ0i7H8aClZ0h5qMkAhC4dG2qROPsYIz2SiT3gZKCBKraJmMmgw4FCxwsXaeYc9pUl4TXSQUPju8HImPEYb7kjHWigq+0GzomIpKON6ZJJQ5sUxZzGtkmUdqc1omoyoDUgstkzGvFWVR0LEeifHJpeSS7tKQAU0dc010ngBDLBVaC/Z6lrs74+TW0d2fbk9gEAx6HRSGNX+jr+SkONbZRi/xmS3qTKpVutbSNB6x6XGxnzHVZI/UwqoJaZno21Snlooqr41nSGybCVWiJjO+1B1DCcNs0mCzF7Gku5zNdnNztEyO4WLhMen18BHkWDp9ZexjnW1s852gDjgFLVh4YWv/n2oQz3M85z6FqkDI53hV9pMchSASGUo4azclDEpZQtVHt30XAQ6DRbplT8taatY5S/tKE8oCX7iWWCC0K1qZvgBsn5l4ueYgLKS2IMb9XeJUnDrPsW93YnKCxPp0bUYoC3T/jHu5DWasJVYO7dg1odtAVpFqj7aOMFaSGo92ESKxdPtBoad9QhlgELSKcOuedK2letnKCtycjCVH9a/n1I9yq0gsVHH1gFDm/aIa+BhMXyrOYPrCrCGJ9Ums6xAArt6BoGUiUuthjSC3mq61RFaTWekEZIyPEYIM2b+Goms1VTRdGzJKG18YjLUk1kNSkBifVt8dvZ2HdHVA2J9frFMSG9A1Ac2shDGSli6RWEvHONm71Ca0TIQUBt+afkCMaJkSSZ/MkViflin1IeYWiUD1X4/E0DMBWku6Fto6IrMWBWzakIbN0VhyoNsH0GzmER0T0tSue/GCYdP2xV+DeNEECGFwXAzrCkzWOM69zCwyB6wht4ZAaCrCQYsVzk8i8nKaSQmZCXqZj0qdR4MsHEJR9aHMCzrHF66lqIRlKlgnQFP2UhqqSzfzWc9jJxablCj5Oe0sQBtJUFg61hDb3AUcodDWbrldhcInt5qKDIllisRS9lICYZjw15134+UFLzMqwmetqLCWl0m1x0bu7OpzpdjIS6SFR2El60XMRl7aYi0WVpIUfexGJtwGES6lL4mAzFoSK6kKpxhVkzlKhFRl5oRthSIHxr2Nft8eAmG2jkpOu9O4uRVllDDOuQtBpwjcXIOY1axCkbmNn/QXedQv0mUoJIZIaIZUm7rMaBmfSWWoyh4NldMxEo2lLlNAsVJUSYxPV2gS7dEs3KaTwuILvRUoE+1hMpdpdK0g7WcdHeOcrTLrk9uClgnomBBfFDRtvPVawYXSqnABtSQC1ooKUhiaWYk882gZH4kLDkoIEuPTMZKyNLSMomPdsSTRHstFla52GYRRLwzT8A8eKCWEmAFagAYKa+0NQogG8Kc4x54Z4O3W2vX/0nVkBkEzBePK/A8vTCPXfSoXDUlDOq8MYzlbeHxh/Sr2BYucbQ6xNFKlfb7GyYGYa/dcYNEbY7TS5qzfwCjnjeCjOJ67CV4fRLRtyojSzM4N8ZXSFeQNxZfnrmAqWGe00uZgPM/OYJlnWqPcMHieb6ztQgrLqhxiTJXo2qyfwlsmvAoN5Tb9uu5SkSEzRZdJBSMq5P753bxn+Gt8af0gDMK9zf3cFM3w+aWruDU+xQ3xWWK1jbZ2weHWgeP97sARZMVyodfgxso5TidjNPwOg36Xrg4Y9tv8obcH68Fu39/SZUxtwZTnpO82TcKrKseJ+utvRBkGpauZnMjG+OrGlQSyQGFolmPeUpllvrCMq9TBqeNnmMmHGfc22DROiHfYa7OhS7y68jRPJdN8MdpPTQYMSUWBZkS5DVeVCaHwSa1mUXepScGUApDs9jZ4sOeUwG8rnacmNecLy9WlCzRUG2MlShgGvQ511aEuuwypDsu6SkO1GfM3OLE0xo3RPGPKbczcanwRMqZcEFDCI7cZiV3GAFmwQtSXi2uoNifzEhrJTq9NYgW3xM8QiYKNIuZEZZQrfEGncnzLyuCWqIXEfT8s++aswO1Dx7muNEMkXhiC8rnjH3SA6I9XW2ufq9f/88DfWGvfJ4T4+f7PP/dfuoAsLGozwVgL1tBarBBtSuKllKTxbHFoJh/m6MoEJwYnWNsoczEborQoybsB0RVuccRe1rdBczd+w2Q8k02TWJ/rgwVWtEMk+ks+54aGqAUJK4sDPD48TaQK6qrLiOoQeTkTfpNAFlstTlcQ03SsR9f4NFS+VRA7rQumRMaZfJADwToSyfriALNFnWeaI0xFk5xYH+X88CCnl4Y5s22IbV6TqnSFNW0lI6rFuEqpqR6xTFkvYkbUJouqtnUm94Vm0l/fspiTyK2glVjLhFD4QtGyhnHVZc0olMjoGEtFaDZMxqlkgqfXx/GVRmLRSF5RmuFsMQysYZA0VELTdGn0FbpHVI8Fv4kU7rqzqotSxsGhhaJrXAruC73l05H3j2C+LahJxYZJMMBj3R0AHA7niITmZD7KpLfOuEpJrGDCX6csM+qqw5Ds0lA5ue0yrlKmg1U8TxML8W2ZnLaWWAZb71PYz6h6NmNQ+rRNCljqMuO+7h5yqzDhJTo2YJ+/SiwsVZVQClyWOaJ65P3NW5ERqc0xGHe8xcnoTQerDMmUan+t6RdY8LcIV996EY+/j9m9BWcQSv/xrc/rX1nrQALf9rvnfPGs0ellaXV5WWaIZ4s9pl+LeO61dF/rGNwLvhzxhXj2OVJYJ6G/dZ3nXO+7jL+t562Ewf/PnvvcuYit5+nnzNn0xUP0c27B5Tk893nPdWISlq3aweXXdnn4/Z99YfqPLl12iswS9R3U5Ms/qT6GQNtn78V3jsu/t9/x6ef303bVf/SFJBJ6634ohJvHc+bs99/A73zt3/b/2W9/tFbgCwdP19Zt2u8cZuv9fnYuPmyxLi+P7/zZWOECARYpLm/8vx3fcPleaGv5b8kjDOJ5ff2PGv+9GYTFWXlZ4EN9p58xa+1lad8FYOy/dpGiJEima4TnPWxe8NKrTvN1tYeVq8NvU7W+tTRPa8/XeFP5Ep+amuOa6ALmuhaTtRYLnQFEAXOtGjK/rKXoHK/ujGcJhcecztjlVziVd2gcWebt2x/lutIM5SMZPzJ8Hz9+7Ad4ZGAXx3vbWOgM8Fl9Ncu9svPFMJa2zZnyXEYTCp913eW0dpnLoaBEanNujXLOFIJc97j9yNPs91f50R0PciicY3u4yk3hKu8++CCvipp8uHmQmWSI1Hhs5CXgyJZ2QjsPSbTHV9WVLGdV1rMSNT8hNR5HW5POSq4QXCxShpWiInxC6bFueq5oKARfaF/BP6+eYlCWmNNdWiZjSJZ408Dj7I/cWySF4XBwiQkVMKzWqQgnvPrBjR2s5FWOynxL1frpttOp7JqAhbRG2vXJrWHOdBlTTqjX2JzjhcEXhrgvpquF5lSesdf3eSaDdzcepGM9JpWma+H20gofbh7cms/9a3vZEa8x0Nd5GPZbtPuF0qfa2+i0Ih5Ly+zwNkmsRAlLLCyncleHqMuMpgloGceKXdYDTHtr5LbETD7MneXT+EJQlQGSnA9vHCASOY+3pljdKHM2z7mvdwXvqJ5BY3k4tYyolFhA1+KyIgx3rdzKS2tnXDZiJbFMeSFdDPuPoEj5cmvtnBBiFPiiEOLEc/9orbXiuR/TzxlCiB8DfgwgKA/itXJXgwBOrI4i2x6lJUNae7YGsaoFj7R3cmt8mkudATZNRLoUM5t6XL39InMKGqUuG/4QVjp1Il8oZguDEjlTKkBbg49laXmAY41JYpny+Oo2jlUnaZS67ImWGFJtHoum2VddIjMTSGFZl4KaDFxHAL1Vy29j+wAAIABJREFUkJwSTk7oMuJyRXeoS6jJkKdWJ+iOKZ7qTlFVPZ7sTPPa8kkebu7kHQNPsD9yNOGuCaiolCujeUa8TdaKMj3tWp8HSvOEcpSylzLst/vV/YLj3pVYDyZUgC+e9eesyYi4X4/YFy4gcZ/osRDUZIQSkrmizpNdZ8IkhcMeTHtLrGiN3z/HH45mmVVD1FWHpi4z1K8P5FZxdXSBWI7jRwU1GVHFFWnj/vFih5cghcuIjNGUhaTquaA6JNucyIdJTMB46RKRECzqgv3R/JZRzVJlgO3hKnXVJZapY2Ka2FGtEXyjtJNpb5MxFWx1XSLhURaXi8AhDZOT2E00MKJ6VIV1rFnWWeyT2ya9DG0th6NZIpFzIR7iaDzBtCfZEyxuYR92+z0qwt3ntN/NUEgOVuY5FD5LzvL/G2oR35mFvdjGf1eAsNbO9R+XhBB/gXMYXhRCTFhrLwkhJvhbbL362caHwXlzFlXf+TNZw9Wj83x1qUpnMiBatXiJizFlaXjZwDNMeSFjsXOKqm7bZFttg3PrQ3hdwYW1QbyOcC7SiWVRpwwpwaCMeCxzvhUbxmdqfJ1X1U+wM1jhZWNnuTG6wPvW7+D+eC+h1Jxbb7DSK7PRc59cg5nhZK77WopiqyB5Jh9ECcOtUc6K7jCsyjySZiwIzc1jM/jCcOvACcbVBi+pniUWcFvjBMMy4IsbVzHfq5Fpj1Ye0sxjyl7Kqc1R2llIYSTaCppZzGYaUQnS/u8kXs+iu4LHMo9J1cUX0JAB54uClvUZkYavtQ9wcPAh2iZhWQtapseI8hj3cm6tHqdrQySGA8EyXQu15yBD/3LjGpp5iVAWdIqQspdyujWCFJalrMpKWiFrhpwrElrGZ4fXYcNYoOCZfIhI5NRljwwfSDmTD3Jd2GSmqHF1sMKGUSTWkljBiJR8eeMgGkeGenhlBzPloS0gV8Pv0O53Ck5sjJGsRzycTLPTXyGxUZ/ubVjQg2gEQ7LDkh6mqWMGVMJMNszB0GmBHk2medfAk8RSoVCUZMBvrh7Bl5qH13bQXC/zrTTm/vZ+9vvfBODBZBvbvHXqMqVpQjomJBCav1k6wEYjJu1rzcUqA86/gB30D5isJYQoA9Ja2+p//zrg3wOfAX4IeF//8e7/6iR6lujiJjrLwRq++vR+otmAoaM53VHPtUCN5oudvXzswkup7/k8Ry9OcnRomuRYnRPVAUb3rpJqKEUpia66OVrLgg55Ot1GXXW5IVxgUcOVQcj80TE+XbqWkajNl0/vJz6UEQU5E9EmV5bmeXx5G68cO83nLxzE9/QWbPl0HpFYn1imTCo4EKzjA2cKQV3CI2nG9WFA2yR87sRh3nzzY9y1fAN7ysvcv7yH6vaE3z3zMg4emmNfaZHMeGzmEZ7UXDdwnml/lVYR0ah1OLYxwaHKJZ7YnCKQBYNBj1YRcmVlgc/ZKYSBqsxoWY/cSFqmoCoNVVLGVIl/Uf8mDRWyrFOu8GN6NqNlCj7dfAmX0hqraZlAFhyoLvI9tUeZLwY5GCziYzlUusgZOcb2YJWWiZj01xnyO8ynNV4+cIqHWntAOQRkQ2a0DGzve2/cEK6RWMuYuuwTUaJjWyTWclPY4cPNI6wVZV438BQvCw2f7tSZjtaY9tfcvVUZ2kqqKmHYa1FVPS5mQ+wIVtgZrXBqdozvKS9yrtCMiB5TXsjJ3HJVsIrB1SoiUXA4WGJMBVwMFtnluULjHv9J7unspap6W0jNA6V5yjLjXDSEHxU0VJd3D36TSAgMcH045+wNhaYqM0ZUD4XljWNHqakO494Gpo/5eKHjH3IGMQb8hXCFHA/4pLX2r4QQDwOfEkK8GxdO3/68riYEQimsBoR16sl9pqUjPQmGvLbri6ORytFuLyMKR8tt1uIRhuMu50sW40t0IJlUKfP9SvyYKrFuki1H7k4eMhU3nTSbVQyV3RFjd7DESLnNaLDJcKWDLzWbYYMdnmVN9+jaDIl14rr9Iliue9RkyILQtE1CRUZYwxbwJxQFUljqqoO1AoXhQDhPanw2ghLtImRPsMSkt8H20hoVldCMY3aFS2zEJbomYNRvsaFLTARNdAhFBLs91y1IbIEvBDXpNmVqXbrdNTl16dGzGRUZoelR83qc7Q5vkZF8oRlXKS3TI+6fCA+ErkaxM3BmNiOqRUuX8IVmp7/CWqmCFxdMK0Msnd+lwbVSDZZa/21dNwmxUOz23DJJrN7ChIzILm0rqMoeB8JLTHobJFbR1O44UVddhlSbhupSlinTXpPcKsLYvbYdnsAXIR6KHV5BLEpbxcmGLfAJUEIwpuTWUQSgLFMUlrrqbr3Wsih4Ml7laGmC3R4sahhRritSk7j7S0COxsdHCcGIt8nuYIm67Cuhv8DN/v8HHMSLgoux7VDdlt/1i+z61cew2vBHZ7/CnU/+MO/c8Qh/9Z5XIjMNjx3nnUcvcGf5HPd0dvHXq4fYzCM+sffPSa3hzl/+WcoLmmRQUVotKJ9YxsQR6rc2ePv4wxgk/9cTd3D91CxPLU3wlRt+l/OFT11mDCsnMPtj/+6nyQacWYtKLSoD7bsANfToOhd+SXHtxByhLCh7KffP72a9r2p9+5GneWp1gpvHZvjcicNYA2de8wd8ZGOc66PzhEKz2/f549Y23lKe4c/ae/ntD73VBbi+aYvx+uCw3BnCWAVF5KjRKn3WOEdlMHi8S1H2mPkBGB7ZJFCaSpAys9IgzzwqlYTkaJ3K1asMRCmX1t08x+stfm3fnxFg2OtbNJZzueT3Vl7JS6pn+FZ7F8ZK7vvE9VvEtMskMNWzjl4fuHtUWjU039Ym6QQMNtp0eiHGCIqVEtaziJJTtfaDgnStRH1ik+ZClb943W8Ry4I/bt7IZy5cxU/t+zLv/9Dbnaq1hGDDUsRgPOE6NX3tTJmD17GELcPCzQIznGMTBZ5Bhhq7FroPl9A4VeuewAQWvy1IR7RjkXqGD7zm42RW8WRvO77QfPIjr3X3NbFE65ZLrzaOOLavixAWM1dC1zQi1NhUIVKnaj30LUlWF1vZpVVw9D89f7JWed+EPfAbP/q89sijd/7qP14uxkqnwsQZsNpgteaD69eztlHmN79xG+M7PLyeJf6W5vb4LPf1Jnl9fJZPL17Luya+yc/O3U4oC5q39Ugfi+kcTqg8HhGs1yiqPh/c9ZGtVtrhl/weIypjdiLmPyy9ijtqTxGJJh9pHuINlaOs3Jayb2qJoajDN2d2Mja0wcpyDQSUF6p85NoP0lAJ2goCYXjP8NeYLZyc+n5/le6YwheGN9/8GJHI+cjGJO+uLfDVXomrgzZPZPCW8gx3d3byfZXTfPn7TjDfrpFpRZp77BtapuqlPLXqCqOb3Yjdw6ssdSqkuUccZmSFohxmtD46TloT/M7Lf58R1QJc+7a1MyBDEYmcz++6mjcMPEFV5CybmLLIiISmJjUXixKn8wIpIBSaXxz/MhK4s3weA/zcOwOWkwr1oEe38Kn4KbPtQZLC48DgEhfag8w8NclHrv1kv3PQI+9DkOeKQSKZURaZo8/LHgtFnWl/lbMHRhnrg8t+fvgJ3jTwONNezue+9yQ1P6GwkmeaI9T8nJKXE3sZVS9lI4+o+QkX2oM8c2wbv/i6P2fE2yS33lZxc9NE/fuQ09QxiQ0oy5TlosrOYIWOCVEYbgodbu+a0JXHTrxznEAWPLY8xaXZQX79tj/haG+KV1VOIIVhJhumLDOqskfLlMitQgrDRw68gqlyk1A9i9I8+p+e/7q3/MM+YvydDeVrihLQ7zfvDZ1E+cjEBvHiACpx1eEHk22MqhbnixK9wueh1m5eUXMCHV956nqqswZERHVW4zW7/H/svXeQZdd95/c54YaX+nWcTtMTGpiAHAiKmYSYl9ot0btUdJW0knblWnm1XlnBXq/WkrdsFdeSrGCFlbSWtLYkUiWWKHIpUiIpgBEMIEBkzAxmBjPTMz2d+71+79130znHf5zbDwMIogCatqa8PFWoQod5N/S9v3PO7/f9fb4yD/mtrTfw2tZZ5nSHf7fyLt4x8ySnkznuaKzwznrGQ5ni1ngFgMaTMefXljgnIdoR7IQ1ar5tgmi7x3tX3sVd4yvEsmA+2OWTuzfzTMcn7n7w8AM8nhzk3rFTfGDzHvpFxM8e+jCfGta4t2Y5U1QinXSGY+EaTxUxD37pOCqvnLUKwVdrE9jAofsCWXpOxemxFrLwP08DBxYGDhbXcoKB4ufOvYsjY9vUVMFC1OWrnSWGZcBN42t85PSt2Fu87mHf6/JofZtvbT7NG+KSC2VBIDz78mPdE5yIV+mYBgCf+eItiEKAdJWzlvM0L+Az9RlkLhi7JPjly2+jV0ScaHt4S6+MuNCdRArHwVaHdpASqZIvXj3Ma+cvcHrvAK8/9j66VnHfcI4nk0Ve1zrDQw8eq5ryIOxKytiNoLpWM2J26ETQXhX86pFvpRnlpKVmuj4gM5rdpIaxklac0UlqFIVirJGys9tgadYHhdJKlk/8MS1R8GB6hDnd5TNfvAUnHUFXMrYleO/Bd9LZq3Pu6DTWSR5ePUi7MaQdpXTSGlmh0cqy98gUz7QOjvpinHTAH7yMJ///x0nKb+SQwlHWBUJrMJaFYJex5pBWlJFOavRQEQvJvbVVOhbqwnGoucvN9dVRf0NyqCToawaLFt1XtBoRZSvkH4w/wnKwh3HwtumnuTO+SGJD5oIOT+ZDbgygcCnj0jJYtITzA5SyJI0GhH6pClCMhfzDA49zS3S5EtFYmICDsdcG3BJdoaWGzKkuNzQ2iSq46R1hnzOF43jQoG9TJuNNLpeaWVXQWO6SDkOslRS5pNbK0NrQ79ZwhQQjiCZSitz3H8jA+B4VJ8gmNdmY5Nvnn+bGaB0pLA2ZMakHJDakLnOOzm4zrfsshds8JRdpqZSFYJfXxBkXyoxZpZFI6iKn0XySGWXZNB7U0l7eJSs0UjrKUqG1YdCLEcLRaKWkaUBSNHjbzFPslg0OhVusl20UjgNRn0gW1FRBZjUTOuEtBzNuqV8hs5pxqZlVAZPyIh1T5+5wi+bR7n58YG+7QVAvCAKDlI6ostgD6HdrJC7irqlNbmqujaob+zg94wTjwZBeGdPJa76vplljsd4ht5qaKrg1cGQOXl27iHH+WoVw7O42cUHE2xee4cHwMLe1rvh+H2mYj7rUVU5iQvbKGlJYPnKoycREH1upIbWyL6uGARX06Doe10WAqOuC8hqc37LuEwUld05c5qH+LDo1CClYKQOWdckzZYgUlmeGs/zI9GkMgtqqJuo66lclUdcihwVKSx4YHKPeegLrJH+1dRIzLfjCzjLvOfzoqCtvOUjJHdTWJFnexDio9fzMjvCiKzVM+dTOCbLxgECUxLLg050TnNr1vIhD0TaPDZb4ltZ5Prd5A1I4fnzqCR7NYVzmo8Tl6SznsC44W9QYPNtG5n6fHRZQRCG5dASpGBnEFh2NchBkYmS9J3NB0POJsfs3jrPaHieUJU2V8dTeHIMiYiJOOHvpAF+qHeVSPMmT3XlCabihuckbaj4B2ZQxxlm6NuehdIlbolVO5fMUTtE9P+FpXQ5EKSiUIxx4TUpSixCloL4p+PTOcbbTBkea02xmTQAu7k4QakMj9OfYDDM2Bk22ppo8sr5IsuCXA4/mU3yhcwOvrp2jf6GNqBy8ajuSshmQawdOkISuOg+IepJ4Gx6+tMT6dItBHiKFox2lrO5VLmdRTpIHDJMIpQ15ErIyPu6b7nTJ+oGc1EnOl1MAdM9P4AQEfUG8Kfj01RvZvNrm/uAEUjjObkwzNTagHhQkRUA/9c5v0bmY3clwRAj7epy1vrnFeAmjm8YsbjhQCpzj08PDDLKQDz5+F1PzmiBRjAnJnaHmkRxuDRyRLHlH+3F+7uo7OVrfQtzZpUeb4qYEJ+u0LtXJ2wE/PPEwLRlSuIL/4dBHWNY5x6I1fr/zKm6KV1lQV/jUcIE3xFcobh9w++IqoTI8vjZPHBYkaYR1kD5Z418vfpSDGt8zArwqvsDFaV97f1W0zdsap6kLaB1KGVeDUULys+kMk/Emp6sS6F8Na7w+Trn3NU+wnrbIjCYpAhabXRo651x3mkEeUBrFycktunmNQR5SCwpMpY0YXJwlmxD83PKHWVT9kZx6vR2SOo1BMhffw7vHH2Y52OPxsWmm5IAZ5UU/jxQNUud5EAtK8l2tq0Qi5KbgKhbLl1/3CDt5nVCWJGVIXedc6nm61dGxbbazBo8/dYifPvjn7Jg6s6rPumkSi4ILc9PEskBi6Zg6B3QPg+CI3uWzYzcCvvLyxrhHPPsZ7gw19776CSy+jf/RrQUONPo0A98VOxkmDI3v4D3XnWbl3Aw/ettnubt2wSP5nGZOd7hQePewKdVnz8Zslj5gdMs6s0HXt+HbkBmlKZxlOeiRupJ3vO4RtDA8trPIxUvT/NqJ/8THDtzBd059CYXl1OwCS8H2CDSzz3/4lfgt3D65OtJB1FTOr7+M5965bwaIlzTG4pThrAApEcLb0v1Ofcgr5i5z4f0nRzmIz2eS10Waz2eSSJZ8tHsH//TAp7kxSPnjL72ZxhVL2q1T27QE2wNkFvFv1+/leye/iEHxU2few1vnT/O5zRv4tRvfz0rpi3H/qLHLthXUvtTg6fFjiNJnzM0QdOTRZfHGgH9x9rt448xZ6sr7PXxs41bObnjD2B+6+QEe7BzhzZOn+J1zr8M5wV/d9Xt8aHCEY+Eal0vNYV3wV8Mab6kZPp7U+fzHb0PsG7/msKvnAD9T6sRb15+qTXhfzBR61V9LpTB9OSPa0/zoY9/DiekNYlUwHgx5ZPsggzxgpjHgzBMHOX/HNDNRn9OdA0jhuKG9xU/MfZxxlbCgfBXDAL+6e5JX1c/x8PC4X239xV1+1rZiNLPrxPtkrocL4GBy3fHjx7+DrX6DoxPbbA2bGCdY22qjtKEWFyhpqYcFG50mJ+c3OLM+w5u+5RliYflg7ySf3DxJcPgjfO6TtyFzUTmrw/nWDC7wuYd9uK7MBWEPpvYc/3vwFsZm+qRZgFKWRpyzveNXMGFcUGTaWwWGFtHTyBnfFOeM4LWvewaDZK1se8HTX9wF+PzG5Lbjx8e+g+JKg6/etAjA6pVJ6uND4rAgzQOyNAThaDxY5xNTc8i86pUJHPC+l/XsfzMH8RLGXlLj8CUHRYEzlj/qnWC92+Li+QMcmFEEQ0nTWe4OU76Yhbwxhv+YN/jemS/wa2tv4Uh9m+zuPlY1SW8ZYh6r+RXEWMBPHbifllTURcgvHv8Tbg0Lvm3sEX5r+428q/0oqbN8tD/Du+or9O8Zcmxhg7rOeWJ1nrCe0e97XUF+JuQXb/gAS9rnPJoi4N76Gc4tTqGE5U1xh+8ae5RpGXLzLVdQWP6kfyPf0TzLU0XMrPLbitfHKR9P6ry9XnD3W06xPmyRlZphoVka69IMMs52pslLX9lYntphN60xzANqYTHq/htszpCNC37+1g+wpLso4WgJx8pURGIjJlXCH068mn888QDj0rIyGxELw4wsUUIwKOFiqZDCU7B+ePwJ6iLkNdE5AB5/2yK7WZ1YFyRlSFNnXOpN4IDDrV220wbPPLnIby7/KT0bs6T36FVglnPLM4TCMC4TcqcYVwkrxRS3RVd5fH6eBS3InOAH2k/wjuaT3BhoXvGtp0ZNbad3DjBbS6jpglCVtHTGwIRoYbmwN8nqMzP8q9f/OYeCbS+sEh4au1mOYZBMqT4bZYuerdGQGZfzSY7HV7HOB4Vbw4wAhQ3XiUTAh972BFpYntiZY+3SJL9w54f48rFlvnP8yygcXz58lDndYVwldEydxEYEwvBLk2/lnvGNUTNVKEvO/vTLe/avBQVfj+O6CBDxSsrk+x9m9z13MXZ+yG//9j00+o7Dv/8gK398wvMp1T38N5fj53End7+lxu7PHeH8+Ek+8N5f5r1LFa9y4rs4f2AKM2b4SjbHh7bvoldE/POF+/iPe0fYKMb40i/ew0dvfyV2KaX+UI2feYX3ynxN5AU/Tyx5CtOlcpJQGH5s8D0YBH8xOPw8huSi7mAQ/HbnZk7Eq3yieyvHauucjFb59d96N/d9xyke/NJxGstdBs+2ufc1T/D5j9/G3W85xR8dvf9FGZf9pYKVMiAQlhu15GJZkjlFSxbkTpI4zfe9+weYa/dY1Husmya5U3RsnUN6h7rM+GxyjKPRJh/cu4sT8VVWiwmORWucsjG/dO6trJ+bxik/Mzdn+/zw8c/zSG+JG+qbWAS/d+izFM4gEWTOB5WLZU5LOKar8/yDhSMATMmEC8U4O6bJQrDLkWALheNCMc3pdJ5J3efNjTOcLyZZK9u88SvfhhSOf3T0EYyTXBhO8UdH76dvU2oi5PNzktuCZOSqpVH0XUbhLOfLkEcOH2ZK9VnS3pNkpRxnTvVGLmcKx7Fgm4HTrJZtbo6usFJM0bMRmQ34/nPvJjWauydW2C4ao2vtL2T8p6OHuC3y96tjvTDsdbVzSByZU8wECUr4btf/7cQf84rQnxtALDT/4WU89w7xzS3GSx1CCAaLkngn9NLqikN5LZ/yhdzJrWETXbEnX8ir7BysMdMecD47wG5Wp5vHPJ4ucSmb9C7QDlQqKFKFsGCGipPBAEmNLZNxItA8nIccUD1iUTCz0OFUNv+iDEmAC6lPeK0O2+RWk9kAYbzfhMoF6TBE5sL7dBjB+rD1NzIuD+qIFfzMbvHEp1BYAgESy47V3DV/hWONDZ7M5+gZX5vfKZv0Ar/ieXqwgEUwNAFKWC6mU6ROU1jNIAuRmaCa8MlzzYV0ivW05dvenWddTsja6OHvW8+5rCvJrk2ZkjVeXTvP45lfhndMnav5+Ai/FsuCs+ksF5IpJsMBc0GXlXyKp5N5hmmAlI5nk2nP/Sy8DHrdlLSlIbXjvtkLS8/mpM5hgU3zHNPyw927ASic4nx2gEF8dYSOC4UhlgV7JuZSPs207nE5n6RvIrayJp2sRlpq1rMxtrMGW8b3kRzUESejqzyVz/JY/yDAyICnITNSGxBL783ptR8J27bDaqkrhW/xsp/767yIcf0ECKj8IquAul9bvpZP+ULuZGHl6AL+Gq+yYlUmNqR03iSla2oMTUi/qJiO+4HIAVYQIPBGutDGdy7ulzQDZV6UIQmMOJKJDcmN763ohjWEg9x4A2BrK65l5UCdlfprMi79sUuKa1gE+zyE1AVEsqSuPIg1sREGQeY0PfscP7Kwitx6zuZeEdMPY288W3ljCOuhM84KhjakMJ59aZ2nL7VxZNXx9zmXqvr/CekIsKP7kdiQvvGQWOskqSvYK2P6hXf82jPx85iSQljvUlb6prTCGXo2IKhMcv09MBTOkTiPF+zZeMS07BR1ejYmd5quqTGwPnioire5b2a8W9QJhKFT1BlUf/vSSgojKZwkr5rGBk5jnCPEsWdiuoU/30AoTCWnH9iI3CmKKgnsDX0dey5COUt8DdbupT3w39gkpRDincCvAAr4D865977I73wn8LP+6DzqnPver/WZ102AcM77RAr7fA7ltXzKF3In0zygUbEnX8ir3GdV7hZ1OmmNJA/oljU6RY3MaGTpfHkql54fUXg36cTl5M5r98flkE3TYhzPsHwxhqSpYC/dokZTZfSKCC2Nh84WzmsJCkGRS8ICkiJA5jAs9IsyLlOniERAWyaMSY/I69mAaVVQVAGiIXIa2idKd8omXePPo1NUHEccg9Ib6qTGczZTo+mWNUqryDNdGQ8JnIAyV3TyGv0ipKYr/qSVZLIgr9gSBYKWKKmJOqmzSLyadKtsYZykbyIGZURX+XNIbcDQhKRGMyhDdoxnXO4zJZ0S9MuIrNT0i5DEGXJCUieYUn2fI6j6Kno28AzISpU5qQrfDl82MdUqaascGwGHAxsSyZDERAxtSM/EDE3A0ASkRpPkAVmh6eR1+nlE4gQ9G5K5lEll2TFNcqPZKRsEwlCXuZ8UbAUOrlYQx8M1BlaSWr9KK9zXU+f8f/rm+CGEUMCvA2/DG4Q+KIT4sHPuqWt+5xjwr4DXOed2K0zD1xzXR4CoaFKtFUvYyXAqGDEgruVTHqj3nsedPNDsU6gGTvLXeJX7rMrvePVDnKvNkIaad7Yf4yvBMiebio/JRcqGg5rBKQ3NgkdzuDVQHA80j+QlMyrnyayFQbByZYp7bvjrDMkZ1auoU7dzU7xKp6hz99hFbgg3uE+/mmNTm3y1NkGtlVFEIYvNLrt6jqWx7t/IuNw1CS1puVAmHqePY8dqGqIkdYoFPeRzq8ucH5vmpw99hDXTJrUBnbDOyegqgSiZ1APqMuNqMc7BcIdjtRqHw03WynE+W1umX6t55Z+AIC65tbVK6SQ3NjYxSJaDAOPciHE5IWHPpuzaIceDGpkr+fzwCHfULjEuEy6VkxR1zYzaY0ymSGFZqU1xtj5LU6W8unaOZ/QsR6NNTm14htBNY2u0VMoj3YO0ZchdoURSQ5FgKwbkARXSliVdW3BY79KxlgeGS/yDqUeYU10CYViLx2hJ74bmA4kezeYb9SZTasBKY5KOqbNTNvmYu4Ws1Bysd2jqjMM6ZEHlJM7xYLrAG+pnqB/IOaD3CETJku6QOkXqvMtYiKeBTcqcWRWypL3U3Xwdb/s3cAXxLcBZ59x5ACHE+/F0t6eu+Z1/Cvz6PiPWOfeiKIZrx3URIByAs9Q3SlR3CK45iqwjPuV6NrJWiyvte00Xo13fuWKGJ7bmeWZilp1ug9qaZ1W21JBQlVgEM2pAWyUjsIdVIJQ/kFCOU9k8S+oCB5TmVD7PeHyRq8UEPVsj2AgYVwktmXpwilJMyYGHvDpoqyEzeo+GzlgKtlnQXRDQ0pmXT2tDLh0NXYmHgux5jMvUqRHj8qzxnZkr5RjTqk/H+vJdIYcVGn6P3fUxkjQE9dVaAAAgAElEQVSkfSQjdQmDigM5qRJiYZgNOhzSOxjk6LzndJfCabQyI9EVAqR0tHVCrAomgsEIs9d3BYFTFM5QlyGps3SsZFpJdkzOw4MjfPfEl5hUKQPnTXb3GZLGQaE7DGzImEqZlDmTqk9LDVHKrwzaaughtGquYlt6fYG3ICyJhaUuGQFxIqFRIuexZInvnvgysTDEwqHoIoVjslIseXgPhEIQiS5TygE7tKT/G92nTiBx1GROoffd0xWbpeN0Os/d0Sono1VUhZ6bU4aONRSurEhZ7hpEnyCqton7hjov69n/xiUhFoGVa76+DLzqBb9zHEAI8Xn8NuRnnXN/8bU+9LoIEEIIEJLNO0JmaCPNc5i5a/Fz5gVYuZW9NuMVWu6FOLqngzkW2j0eGhxlbTDGsAj4YPduLg0nfbLTOoK+pBxohAHbC3hPcxWL5opJeFd9hU0ruLW2wpza4/+6fZPPDU68KCIO4OG9Q+yUDc7sHaBXxhyq7SALx+Pb8+i+oN+tEaRe6CNKONuZpr/04gi7W8Ial8s+98YFJZopmTCtCiwwKXMSp3jr7U9xvLHGfckJumWdwin2ypiL+TRSWJ7qL6CFpVvEHK7vsJU3WYw7DE1AbxCj+hKnAOHIkoCv7B3hwt4UaUVbujz2VeZVSNemxEJxuewTCsHxIOZS2WdR1fmvpj7Dx/q3IoWlW9bZLescCHoEskThuJRNcjkZpx2kbLTPcyWf4NJw0ku2pePh7hLWHWJr2KRwllNlRkt6TN209rSoxBasGoFBc77UBELwQ5MP8Btbb2S5tgnAlWyCxWj3eTmjuMplXMkmmAgGrGVt+iaiW9S42muRl5qaLugVEatlxo4NWdaO72k/xCeS43yhewNHatsEwvCQ9pOK32IUI+3Cq2vnKVzGpvHS67+JX/o3Dc9ofsn/ZloI8ZVrvv7tCrr0coYGjgH3AgeBzwghbnPOdb7WP/g7H875Ls76miPcSdFzATr133tsfQG9FVDbsOwmNYK+z0HoRJDmATI3qEzyQDrL/bsnuS1e4ZntGdLNGiuZ5lh7k92khrWCuvL19Jm4T2doEVYhU09nEoXgsVwRCJhR8EA2ybfVU97XWeZotMH62jjdxRpbWXO0d5ZNV3EIoV9EPumWR0y2BzRVikorI9lS4AqJSgWDPEAnkJeKlTJgBV9ObUu/rQiE4HLZ56Bucq7o05KCx7LDHAm3UFh6tsarol0e3VpgO6vzmsnz7JZ1hiZkYEKmggGRLGionMO1LZ7qLzA0IS2dEsuCzbxJMQwIS6AAhMAMfZ5gkAfkscYi2DQ1erakLR1IQ+FgXtXYMAmFgwtlwmeHx9kqmkwHffbKmLrMsQjaynd2Tgd98lgTypLM+oTkgaiHyyXO+vzIfG2PZ3enuFgGtKT3yzgZRGyYhNRBLKBj63RsnRnV40RQ8slkgaV4h8R6xP5EMKBb1pkOetU98onahsyYD7tMar+66ZuYqWDAo6uLWCvYSeukpWazSvQ+Xtgq6RtysrFGt6xhpRh1hBZWUzhFXWYYJMcDwWO5L4UqHNsu/jqe/Zf8q1t/S7v3FWDpmq8PVt+7dlwGvuScK4BnhRBn8AHjwb/pQ6+LACEQCCnoHxQ01mOsBqf8quKVC5f41M4JBgshWjhfmjMSoavoK7wh7d3RGoOpx7kjhBsmt3lWOBbbXTLrxUDGSc4M5ugXEZd748hAjDgHTnnozCsiuGpy1kzEK6NtHsk0N9WucEjvsLS47ZN8TiJxlE5yaTjJblmvkoGanaJBaSVPdufp1Os4BXtJ7I9jfKK1NAqnISs0gbAVwq5kTMZcKBNWyjEPvi363BA02TIDDgU7LKk+iVOMy4zTRcRr557lZO0qz2YzDEyEcYLMaNZyLy8+35/ifH+KYRmw2OiylTbo1WMyoxFVMtipfbNbR1KGlEbRKyLvxoVgWhX0rCR2lh0bQplwSNd5KDfcGjjurT/DbyVzXM397LwynGA68rO1loa1dIy1wRj1wDtg75U1Vgbj3l1cwKAIOZ0dwDpBSxasli1aMuWh3HBzoAmcoWsdAxt5CXcxTc/2eVW8yp9s3sNyfYstWlxNx5iP99gufCeqlh5Ik5iQ9azFeDBkI2uRlCF7WVV5Mn7mNtazM/dszJ3RBgF9Ptc/zoPbhznU3CWQZsQBzawmkiVbzm/5vpKHKCyXCi8MMy9zBQF8I+ucDwLHhBBH8YHhu4EXVij+DPge4PeEENP4Lcf5r/Wh10WA2L9HzcuOoJNR3hiO2nsfWV9E9jTNK5bZ8V2erE1wZLLDxXqTpYkuNpzBRIKO1Xyqc5JXxpdYG7TorYxxaq/GT93zl3TyOsMy4G0TT3CmNs9uUeeLwQzFmMOOlZg4xLYLzhYZS1rTliUXS8W0Kngy1+zZmJXVSX5i+S85Hc2TmIjdss4rm88yo3w/w6fUTZysrWKc4JbmVY5GGzwc387y9Danx1q+K7OjOTm5xanaBMtTO9yoPYy/cJa+yzioI6ZVnxJNS4oR43JcDrFAS3oXqwU95IG1o1weG+efLdzPZjk2KusthdsEomQuPExbJ1zKpjgabbJTNjkcbdExdZ4Yn2PQCUbBIWhnvGLiElpYjrU2sE5wa5gRi4gZ5UuwbWmwaEoMNweGQAQ8ks3wprFTxKJg04zRMzEzukdLDrFILtWnuFCfpq2HvKbxDCvFFJfrk1zYmkQIuGPSw3dO781yUAXMyD6R0GzZjJqoUxPQlo5J2WXgLDboAvBoPs27ph5jMdhF4Virt5lUff+S7juuiRKDZLWYYEbvsVJM0TF1+ibmfnmcrNScGN+gV0bcGhYkbhMQPJW3ePvY40wHPRaqz5/Re1gnyZ0iFGb02cu6T0sqlvULJ+qXOr5xQinnXCmE+OfAX+LzC7/rnHtSCPFvga845z5c/eztQoin8F5SP+mc2/5an3tdBAghfKu31bDythbhXjWrK4UQjrvuOcvlr9xIajROO/p5iJMwyEPqldV7rypxPVNM8SPLn+J/OvMeHLBetCmtJCkCnh4usp6PcaE/iVNVx6QRntRUCC6WEyixw6bxYqMHkhv4vrFnKark00oxxW7R8N2ORY2z6Szrqo1BsJm3iOQBOnmdR/cO0q3XQMLGoIksoMh9V2Y3r+Ek7KY1LpYloXiulGdwdGyTKZnwWHaYQ8EO43LInVFE3zoiESARPJQbilJRWsW5fJbE+tLbTtkYQVtODWZ9SdN6a7rzg2n6JsIgMUYic09bwgmclaxlYwzKkCvDcSyCZwtJW2Z0q/MqnGLNTLKgd7EuoC0zeqbGjmtikPRNzJVsnMWog3GSQJZcHE5zKZlgPEyY1j3WizaP9RYpC41UfoXRLyIKo7hsClbKMcblkAeSW3ht/RnqwgN4rfMv8dlCcKGc4kI+zZlkjlc0L1A4xbn0ACdrV+mautesCENDZnRMnQvpNAeCHpezCfplSCf324ph7suenazG2UKw5xqMiYwns0UaMuNzOzdyZ/sygTCsFhO01HAklMqdxjrB40heVzvLFTMB+PLzyzXv/UYqpZxzHwU++oLv/Y/X/L8D/tvqv5c0rosAgXOeJqUgGIBOHSpzOGOohQXdvIbVgk5aQw0FSRaih4IkD2iWDlV4dPt4kLCkO5zPZrE1Q62es5m32BnWGeYBfRN5/0WrULlDlCAyiU4dopAs6Q7G7c9AhuVwg67NmVQRKjJsFS0289ZI/TcZDEY6/N28RkNn7GWx74C0ISp7Tgdhc0WQCQZ5iE5hmAdkTo0CxLQq2Km6AqdVwZFwiyXVxwJ960at2QAzMqNdS5mt7bFbNrynZ5WkBG/Ks59sTCt8/r5gamh8s5EsQVZL/TL1SddeFlHTPgmXOk2LAikcdVHSsWLkfrVa1mhJy5Tu82hyCCUs3bJW6SA8gyFwisxqcqP8OZgG29UWzGQKKyV7uTcX7mYxhZMjE5vlaJ0ZlWMcWEo2bYOOHZITsaR3kFie7C+yVXo4cWY1W2VrFBwljkwGpDagrK67sD6gllbSSyPKUvltVx55k2Eb0FA5R8JNnkoX/XmVPr9glBypUIOqUmKd5Kb4iu+crewCBy58mc/9N7s5X9qoHIxkgScIKZ+DENInJGNdogpHPczZ0VALC9LAEQclTvocBMDARCQ2wCAQuSTPAqbCPrXAF0Ongz4DE/mXRfnORKc9C9Jpr6abkRmFLEid8i5Zwrtj21xVBi4RUWXxNhEkTGhfFmwHKdNBn2aYMREOORD0sArqUU4aOA970Y5aUNCrrqElPdHJOCgcNERJUW0nFJbEKVrSEImgcpDad4nyq6duUWO61Rtl0PdNZhSOdpASSENHWCaDAYX1ScNEhuigxChGvRgyMLSDIbWgYCxIq5yAN/ttUFZmtwWZUxjnSdrglYX7icH90vF00CcQHkyb2JBeGdEOhszoHoXV7IU1ZGgQ0jEW+mNlRlMXhpZMqYtyFCgCATGGcTmkJRXjLq9cu2vMhD2mK/1BagOmde+5ACEcschJXUjmNNO672G30oODt4IGhfDHd07QEgWohEBYBjZiRveYipLRtTRVSijK0QoCvFViWFGuc5LnuYW9rHGda62vjwABIAVW+5dWpc99O9SGmi7o6wrPJRh1NJprOuGksISyRApLS6Y47ZDKjKzfrRP0jE/S9QtfWnyee97Iwg8fHHB0TINA9FFCILR/4AunsAhKJ0lM6GeYfam1Cf0MVUZ0q21KXnqptavO9blzl+TuOUtAquP2bFxh5GuMS+9VKV9gvZY4gVamWqlEFNZXHvw5+GsbmoBeGZGWAZn1KLieicms9rPWCx7MvPp+WknBU6do4X1MJY7EaQYupEXBwGla+L14Vt3f1AYMjD+Gqpb5vUpqrYWXZGfOn4ezAiG8DH3/uAWCgQtRuIrx4K0DvUBJY11GYrWXNWPplHVSF/gEYxmTBsFzSkphsEKQ2Gi0CuiVMf3SS86dExgnKK2kdJJsJIIyo2vZzWskcTgKfHWZeQm49VaO1kk6ps6c2qNn41He42WPb64g/vbhnMUVJY0NQ7QnKBpytMXY2BxjgzEObZX0swg9EJRGohOBtRJZWFRmeTxd4vHdBdbG2nxo407CHUVha5RWspdGlEZxMNxhPRvjZHudr6aLnhZVCFTqEFawWk5gVZdZNeTTw2X+fuNZ7h/OMqe6sBmhcAzKaPTiTQd9b6QLPNFbIJIlxkluaq4xH3a4L/d0o4EDnEDm/sHcD4CJ0+xYTeoCGiJnQQ+JxR6JU7wq2uV0EbGghzyUG2ZkRiB8cDgeNNjabeGc4PXjZ+maGj0T+3Kp9oj4fi3iULTNE4ODSOG4sbHJdNDjSjZBmSuUA5F7YnaRVv0hRhHK58Q+ayYaHTd2OcuyZM1IpmRGzyqeHB6kLnOmdY+eiTkY7dJSKbNBh8Lpqtya+b6Rqhx8a2uVL9ujmFKipeVQY5Mvrh+hZwMWVR+D4M21VboWCgRtaRg4y6oRTKqC21TAryQTvKJ5AYOkoRKiekFmAw6H3kN6vx17LugyrfeY0n0OBJN0TQ3rJH+w80qsFfSKmMIoDIIQw2rZZqdsEsuCt049Tdf4Po7laIONcowAQ3BNG/ub65e5UIYc0f4Z6NjnjKZf+sP/db40/x+N6wJ735ZT7lXBO3njQ13+zz97M4f+cjhC3f/Bs58eIfD/6Jff8Ty0/XBKM/35q9h6zHd94L7nIfF/8/BHyZzl7f/rT6KHvrejaApk6dBDmHxkl7JdI50OqW1kpNMhP/jv/owPrL2CZ9Zn+Nd3fJSff/rtLIzt0Qgyfvvon/GWX/zJF8XUw3Nf66GDys9j+tGE3tEa9bWCbFIT9AyD+YDm5ZzBfEj/3XsvitF/6+1P8ejWAq+de5YH1o5SlIp2LfX5C2XY2m3xzL2/z65JuPcXf2L0kMnSJ3dxjDxNAcq6Py8TgROCuGOpbZXYwJ983lJkbTHCzuNg5w05C3O7bO01iMKSfj+m2Uw5PLHLkyvzHFvY4L1H/5Tv/9Uf8xUnV6H5wwrVV6H6Ze5RbEVLIMvnsPVWCfKWQFU/H7yrx3CrPkLlH5jaIy8VvUFM0YlBW1RHY1qGD7791/gn/8u/pGj6lZBOPdNUFvtlW38dsvTnYALhc062ukfCO8oXTYHMYftNOXQD/ovXf5k3jJ3hZ37j+4h2/M/3XdSdZnRd+yi+7q2FtwPoKv8cOHj2x3/iJePpoyMH3fzP/IuX9I5c/MH/7j9f7L03zZFcziZ8Y1MrQKUSLSQKQT0oeLy/SDYp0ENJNiGQpSIbF7g4xNYDlsMNpmSN5XCDxdoiT+chNwYp2RSUQ4HKoGh6vUMwANOIKJoe/KoTTd6SHAvXWG5usZvWOB6uc6DV59jYJuNBwqYRZJPuGgKUwGn/8OxzG50Gk/guyTKGsqHJ2oJgoMjG/NYimxBEe5psXDDX7nGssTEiVJ0fmyZJQ4431tjO6pysXeXy2DilVczW9ugWNUJZ4pxg1yRMqDrplBt1vorSrwh8gPIvJMJftxkITFwFACQqU5jQvwB5S5BO+pd1P0C0xhOW21tI4WiGGevKMNMYcKy5wZX2GMfHNjioS39847maKq1ayCuNhU79askGkI07ZCEIA4GTEqchH/N/FxPC4kSXi6WkUcsRwnF4bJfcKNaDFptAFJX0ZZ2omREJQzYuyNt+5WeGgqLpUJlvPkOCVf54OvVbV1l43ct+EJSFIG+Dyvy19lXMXNT1Cszq75y3n9sB2NAHGCcZXW/Y9pDhRNbg69wpXAfz89cc18UKojV+0L32yA/AmQs4YznzO7cRXAlZ+EzBzk0hQd8x/fsP8pOnv8r/fP7v82NHPsF//+g/5F/ech+/9L53U4xZ3vLGR/nkA3fwqlee5stfPMHSJwzZuOLjv/DLPJC2SFzE36vvsmkyLpZ1vv+DP0L7+A6vmbvIx07dzN87+RRbeYN/PPt5ZlSPf7/xrRxvrPF4bxElHKd+9Ra+8Av/ni0zIHGOgfUNTT6LYLlcZsyrkK/mmpbMWdZw+yf/a37j9X/Az517F2+ff5r7N47zM8sf5kcf+x5+/tYPsKj3eDKfGwFoXlt/hrbMuC85QWJDtgpfkz+Xz7JbNpjWPRIbEcmCX/+td5NOOU7/0G9WbdHesHdMxlgcZ4uMddOkJVNuDAyXS+9ElTrD+/Zu5iNrt1Gr6Fh3ja/wwxNf5pmyOVrmBzhWTJNxmdKzIeMy46F0icJpXls7zzPFNP/myW/n4Vf+IQCZK9mxOTPKu2wFQrFpMs6XTWZkwk1hnb5NOV1IPta7HYnjPe2H6diQxEbMqMEoB/DR/i0sR+uMy4SGKEYVnobwDWK/fOYtvP+O3+V40MA4y7YdckA1Rm5iGoUSkr5N2bElsRAMrKNrA7ZtnY5pMLAhd8aX6diYI7pPLAR/2jvO+y+/kk/d+md8PAl4VbxHgPL9FtckiverSe/vz/Cm2sVRFikWgvmDV1/WCmLu37y0FcSlf/Kf8QrCaoFpRqgKWjs13WO7N8Fw+prTE5IjusttE6scCXY4MNbngN4jO2AQ7ZxhVdbrl9Hz9nU1EXJDsFv1+0vGpWZVGOxMzuH2Ljc1VnlkZpFbG5f5i+RWOqY+aiHeyMfIrX4eN3DfzToRvk07cT6jP60UgVAsqMR7ZTrL9MweM6rHkbFtbozWWW2Ps6j6nJjeYEl3WTdNeqbmk2mm5rsyXTLqaxiYiM2qjblbodYL6/kH+65X+y9jIBRBlcW3WGJh6VgPk62LCEkGeMv7Y9Eax8bmGNNDpHDcUb9EW4YsqT7jUmJwnC8jOsb3eHRMg1QNWK8YnuumyY5pYqxECc9yiIRG4e9F4gwRblSNUcKR2Ny/ZFhuildRwjIuIXXGC5mMVycqLFfzNi01xChJTxhgj46t0RGWq8UEhVH0bDAKjLlzGOfhMgB1EWCdpWNLelYxqID6eeWfeUOwSeo0C8rQEn3WjMfxdU2dpAjIXEHHtlH0UELQtTkT0q8ArTOjQHQ5n2QrXCWt2rzr8uUDY76ZpHypQzx3o7QyIBmVL/eXb4GAmioI8AAXicUph1Ru1CjzYhDQ/XJZ5iyR8Hp6qRyhMsSiINKlz3wjyJ0aUYsHxsuO9z9zH8EGkqB6MfaBKk0RjI5VWEnqylH3aU0Vz1VZgFgVKOEq+IhPkhnna/ED4SslQxNinD8f6zy8xlbsiZ55TvO/HyAAJIISQ+pKLL4Mua/TKJAUzlbBpCSSBZEsUVVj0/65S+H39akLRoa0qQsY2IjE+OTfwIXPkxXvBwgDFdPC03gK5zP+xonK07KqFsh8VMosnCSQHpBTOE0gSvomIneawunqHHR1HwJ6xlchBi7EUpC5ksKBZf+4vopROEviBGl1f1Ul9hrYiEBbDIZASGJhRve2cKryafVwIK65nsIZVFXyTp13eE+sJ4jv6x+ke5mlTveCStp1OK6LADF6pysuRKxLXNV3IUtPed533arLnHHpQTKxKCC0RJE3yBWFYFCE3pWqtAgjKTEEQCx9v34kNOMyQ2nDXLxHQ2a0gowZvcegCOmahqchFTGBNPSr3gRhnnsRwK9MMleSOocEIum/PylDeta3azfDjFgYFqIuDZnRVL4iMB4MaQlHx3o+QeY0naJOJ/Swlb0yZmBCD6YxDXbKBntlXHUUVgGu9DmHzJUETiERKCHJrKdQ1YU3k21LH0BaYkggtF9+45iLuqPOx/0KQygEsdBe0WnqbFcZ/X2MXN94P4iOabBjGuS5InMFBYa6CInFfiD1YqVAwJjIaElLYqGpBA2RE0ozokaNy5xQCLZNc6TlGJqQrqlVqw8fwPYqUtXQBBSFIqwCYYFDCd/ivQ/U8cHBcyEUjoELGZcp4MuQvk3cEBDSkv7YsSjoljWyUpE4H9glEiUEqfP3OUKP/uahgMSEdGx9dC0vvxdDfHMF8VKGLB2qn4G14CyXNyfQe4rGeklnOfD30TpWyjqPdhd5ptVko99k04wRbAQMU0Vz/gpIRztMuSwAKXynonOcL+sYJK+LLHs2JRaWYrPGk9PzNFXGmc0ZHps4RCvImA06LOpdPqVPcLKxRq/wL8We8DyCvsvInCWvYCrz1ey9a4e0ZczFsqQlLW1Z48LWJL0jIV/tLDGpBzy1N8d6O+SR7YOsTEUc0jv0gtqo+/BkdJVJlXAxn2YqGLCWj7EUbo8EQNNBj8REtHXCZxQgYUz6f1tiyGw5YlxumQE3hBtY/MsTC99SnrmSc/kCX+0eIlJl9SIbbg5OsVpq0DnGOY4EOyhhmVE9OqbOlBr4VYQNORl6450gMGgUbemX+7FQ1GXIPP5eDV3uV1JCMFHlRiZlzieS41gnWA72kMBKGbCodxmXGQbBxcZVZoMuU6rvGQ5qyKbZ14UEfDw8yUE9pCnqNIXPf0RCs6AVEolE0MLQlmXlOu5XbokrKdwOF8p2RX/aJnWKG4JtYmF4NNyjHhZMyJhj4RpKCCSSgyoYTQyR0DSr1c8t9Sss6Q5BtQwI+DryeX/3KcCvOa6LACEcYBz7CVNTSgLDqJy0fxMHNqJXxPRsTFZoBjaqcHHVNsB5wdTopjvnidG2QYECElLnaUCiEAwLL78uco9jA09EjoUHzDSVV/pJ4UuXtmI0DqwjdT5Ztb+8T5yj7gw9F9DCz8hFrslRDEsv4hkUkV+S5gGJjUYzN+zPuCVxpUKM5P6y3896StjRsrwhsxFL0+KwWD+bOjtiXBbOMSlTiipPsa9uKPDL56QMyatOV8+T8GzFSedhL0GVelM4D4Gt+hsy+5ygyDm/pVHI6hg+F7D/MvmvxSipt79339cj7IuhBi4kxBAIi3T+vgeiRFYKzeeUlV4EJ4QjrFYrSsjRfdCoa+6nJBYaKFGIiu3paMmctaJN7nweI3WadqX1UDiEcEgE4zKjcIKgmhjsNW+yrNilLZn+NYDMyx7fDBB/+3BSgBJgDM46gqjEyQhTk+jEEQwdOEvqAiaihCk5QEqHwlI0HbZZ8uzeJEFfsrI3QdAXqMygU8maAYtkSg7YtimBEBxVMbZmOTG+QVsPaTWH3BBvcN+VYzw0doROXOdCd5K5eJaVvQmUtISZ5dkyrfbTipYo2bMpPWf9Fkb4ZeiM9Pj6zBU0mymxKLhpfI26zJmIEwySmcaASZXw2eQYTw8WGJiQQRkyqQfMBh2e6i/QUDnn+1PMhYc5NZglNQHtIPXMiVqEThwmEpwtMmLh6Y11AVtmQFHh6y6mhlfHil2TMK/qZM4HG4PgxNg6naJGICyTuk/HSi+ZBmIp+OzgEM9mB5gPOyQ2ZFL1OZPOs5k3mdR9HhkcYrgXc7nMqIuMQAimVYOuHZJYH0AOqDo3Bo5AKJ7Mhywox4zSLAU7bJsmPRtwWxiwaixfHN7AQrBLagOeGc4SCENbD2mrhHGVsFa2WQh2OZPO09+rIYFz5ZAAx4KOeLZMicVzb1vHagIscwqeLSXHA40Uhk3jczDjMgGgLTMeTA8RS19K39lrcKZIR6Da1JVsmYzcSVrS0rOSUFgk8HR6CwMbMq78Z/lVyd9ds9b/G+O6CBAqNcitLqX1gUA+3STeguaZLvndEwjjwDk+tH03Dz69zO+Fr2d4scUnZm9m4mlB0Qwx85Iq1+aFOxaEcTyYHuL+zk1IHD8yex+n8nluCDYYO6W5v36c1tiQ4VPj/K56rZfgVoi2wkhuiDe5vzxGFPjGrvPFJOfyA/SNp0O/qfk0cyrBAH/ZP86xaI3P9E/yX45/GYD0iXE+dvQOPnL6Vo7ObnP20gHm4ns488RB/nDi1RyNvAdFYRXWCeoy45DeQQvL4doW5/tTtHVCaSssmjT0Sq+Q3Bf9rJsmHVtnYD0T4oZwg0mZjoLDx5OA1E1zSO8ihWOlnODP127j0tYEplRIafnqxCLysOOJwSJ3NFZGUmmLh6VYJ5jTXdlEktAAACAASURBVHphjU5RH7W4YwSP53PMqS4bpsUhvUvqQg7rIZtWs2MzejYkEDkDV2OljFjQXf6Py68nKzX2oCTnLO/bfj031tcZqywEjtXWuZqPe9m8Skdy5zGZcjy+OnqpVssWkyphtcw4X0yxHOwA0LEhqQtY1n1SBwe1o2sdHSu5KYBfuvpqpLAcjDsUTnFn4xKxKDBOIIRj09Z5TWT4Qubv+6Lqs2paKOMwFbowdYqb4lVSF7Co/eds28bLe/Arhe31PK6LAGFihZ1uI9Y3cAa4pcfgbJO9m9qVMs7nE7596mEGN4f8s5lP8fnDy7xz6gn+7W3HYKxEV52Jeame99m3R1c4MN1jTu3RlgXvqF+iLWP2bv6/2XvzIEmy+77v8448Kuvsu6e759jZnZ3ZXSwWuwuQIA4eAsADIgWbNsUjGJZoMWCGSNMyRYWksC0pJCvAIEWbokyaQTNIkaYIWoBJESHwwEFcBohzsdh7d46dmZ7p+6jqqsrK673nP152zSxAArsQRK4UzIiOnqnursrMynr53u/3/X6+JW+77zHmgxHvCe7nb9/5EX726TczriKuFfNYK3lstIYDykrRAFb0gBU9wDpBV/p1/YFVBMLy3e3nkMC9M59iVkWktqT1wD7f0fkC9j7BvB7xqcYd/Be9R7jywDx/c+YT/O7Rg0xM4NHrJmCz7GGQDMrYk6CqgOv53PTnfWHJqoAnxj6zAQFtmbGkRp7kJE3Nl2A6OHxrUnJoBlNC9ml9yMXlxxktxGzkPvT33mSD1zcucyHa4JweEQjBO4/uZVRFbJQ9UhNROs3FySL9ssHFYpmx8e3kc8EusTCc1hPmVYOBzRhYbzxb0xESkGg+V5TcG41RCH701Ie4Wc7wmsYVHg4V2dyn+OjoAtfLOXIb8HR6Al0XZMGzKwdVwnU5x+VsEWckmXP05MTzGpRm6DwronSSnizYNYoNE3FS5TxVNrk/SFlWHvLy/YufZE6Oa9l0we+P7iOTAZkJqCpFUxR8LlfcH6QYHDeqgJ6c0JMFfetp4W1R8unxWdbCQ550PuHd8tKBMeIvZxBfeXMKTDNEaQ1CMtses9lKqBpyKncVSnFfuMPp5IB5VTLfGrOsB7jIEsQlq50jnu7McaI1Zr3Tw0SSKpHcE0q61T6BgLZUtETE9SpFtbyteS08YCae0JYZi+0R55MtZvWIk70+kaxY6fi75TDpcZeW01aXqgGrShRIYEY2puKcXZPTk5pOnNMWPmjlZLjP9XiWs8ERC9GInrScjzdRtevxsExYCw/oqZTTyQETE7LaHHBHtEsgDAdlk9lgTG59SEuVCMoW3BUYknpfAlF3FZzh0KRkbp5DM2BGJeyYMV0ZEomAC9Emj6RnWIsOUcJyJtjltBZ07YhZ5Z/rXLRFInPaasLQNOiplL2qRUdnrAaH5I2AoJNzV6ApnaAlY0Y2oytjSjchEIKhLRhYR1cKzmqYV02eK8fMqhGxKDmjC3aM46yG3XiDQPi26+VsgTPxHj2V+tAifeRR+KLippwhbBYMrOKOwGKdI3OWs1qROjDOkEhFW6SkDlLnOyl9aykRZDbgrD5ACceS8qarc9EWsSi5o7nMs8kiZ3XFx7IeD0e+3pCqlK5UxCJivq71KASJLDgfbUwHhuN28Uu7+P/DPz//MbeXxQAhKoceZNiqwlnH1m6X8FASHxicVOiJN259MjvNowdrPNvpsnHQ4fLaIvpQU1rBTqdFMBT0JzHBUKByi55Yni4sz5WrzKkR54MBQ1LWdAO7F3Fwpsmj41OsH/a4srTAYdrgRjHjcfHDDufb2+yMWmhlaUwsz1fe3Vg6RVsWLChfsAwE3DQpiRDsGsHdQcLEFWwedti1CbtFi6fkKk8OTvB4Z55n+4usL0VslDNcy+Y4KmMyoznXaNCWGXtFi7bO2MuaHFQtroznKayitIphFXFXc9d7K8aCGxVIckokbTEhFh4VdEIlnNKHdGTMjhmzqJqktmDPjvlseoGdos1O3iasDWaL6jG2zBznAz+YblWrPJ8vcCraZ2Tiqc15O+8wbkTczHuUo5BLZUVbGvp2xAmVcGSzujXoWFINujWV+rEiwzJmRSk+nK6wV7bpyZTXRII/nCRcK+ZZC/fJTEAiC3aKDqmKpjzJjXKGtXDfZ1RkmtNasF75xLE1HXGp9PzM0kFpDQcmIJEVK0qROcuK9gpP4wZ8IV+lrSZsGY/K36q6/j3POkyygA0juC/cIXWK0lkyJxhWkIic1Km6oGlJVM5G5YlVxsmpfuYlXft/OUC8uM3VZGswCOWoZ5eYiKn/YVn3iXTle+mhoafSqQR+sTniIFlgPkm52nDYUGIiyZqu2Lf+jrWgIjJXMbAZSEirgKTW/gPMNVPujHc4Geyz0Bwxo1MWmmOUtBxFs5zWoo6C86KiGdmgJbyAZmgLujJmaCdMXEGrbj82hVd5tlVGKI0vsApHLAznoi0ypxmFPmfjdLjLsh6wGveJZckwiTkd7TEyvr04H4wYmpj5YIiJwMRePk1dpQ+EJqoFW7nz7IORy+nKcBrzp5xgRo9Zz2YIpce4t1XGkiop8JBcgHPhFhLLanDI0DaYVSP6tbvxTLBLv5Ggk4o1DXE9g7E4OjJ+Af790Ga0RMBp7YhFyNAWhHWc3YKaMHKKOek4H2+woDzTYa/q0FIZPTWmJ1PmlM/4WNYDhqZB2CgxOE5qiUQjkZzWgkBE9ezOLwGk8E3PBVVinJumlPVUSiAq5uQEieNcuEVTlJxqHPJEcqIefCSJCJHCJ7YZHLGIarGcP8cLesiFcPOrU1DeuvC/+r/9c9heFgOEUwLbCpHKT9XmeyN2WhF5T2KVqANeJCf1Eefb26zoCbPNlJ4aU/YMQdcX0pyEwipq2QBOQCwUZ/SAQMDQCmZkg5s2RfQKTjUPuTPeYaV3xNlw16PpbMhG5RFiN3L/3Vg5VXV2ZUgb394snWFgfdzfXL3EWFCaoa0wTFjuDYmF4Y5kn5XgkDtbuyyoCXd291iQFc/YmNJ6CXhlFVtVj9JpJiZgt2iRG11Lv71AKJUhudXczGdwwh9v5gxt6SPiNMorC48RedUMp/UhkQjYs2OU856CM+Euo4a3hwf1QJVIxTI5iQhRQtQCoJDdqkPfJBROsVn0sE5ws5ohtSFCuFod6TMtJq4gEIoDk9caAh/TF8iKzFm6usENm3Mm2GOsPS4wd5YVPeF6NktmQ5SwXM3mOBPv+y5VraZMbcR6Ocfz+QLWCjYqx7JyGAy4kkBIhibH4JeSQ2fJrEBh6NuQBVVQOtgwXU7qPhLHcn2dXKkSxviaR2UlqTNcqea4O0ixOHZNNZWgZ+44H0PwfL7Ash6wX7M+XvIS47YW/st1e1kMEHK2ZOMNLdYe916Mn7/nnfw43098oYLfWPZYeqVYUwH//fzHiIXgNfPX2K9a/MNv+vfMqRE/+fHvobUvuHp5ifa+QKUVgRZcKgWntWTsLL8zOsfD8VX+aPgwv/Da3wLgG+Mh959d56TK+cnLS/x6+loA+gdNnnYr09zO00PD76dL3BduIXGUwDPFEs9lJzBO8p2dR7lZ9VjWJf+u/3V09YSfPvcuutLwLa2n+YY4542NTVoi5CeX34cSgv/98psZ5yHWSopc87HGWbQy3uI8CRACnugtY4wkzzwJyjlBVSgW+957/M6jezkXbfn1O47Lxco0q/O9W/dzcflxLkSbfDa9wIwecybc5a8mGT35LPcGGQZHICQHxrCgNDdMSekk77j0Vp8riidwh9pweJSglOX9zQvklcKtJ/zu+ATbZZfT4R5XigUSWXBxskRSU6dGJmIxHGKc5Hy8yfsP38A7Vv+Irgw5MPBbR/fxNzpP8S+vvImi8qE+29s9kk5GVJPAmqHvMBSV5qDfRN6I+cdr38XrZi5zWDVJTciZeI9n02UA5oIxqQ3ZydsYJxiVEQvxqA4ydvyrtfcztIax83yNd1x6K1I4tvttqpsJv3z2Yd63eQ8X1z6PwvHEeIWzjT0iWZKaWzCgdz/5IB9auHt6nry0/mde2sX/lwPEV94qKwmPHK4occZwpVhkv98iSXJmdyt0ZnBVyYeyDnNyTCwqnh0uoaXlnsaGT5u6GtHcsFitaW5a9FGGMJZ3D17NN7aeYVGN+MD+PYTzFftlk+vlHD/UWefJwjG0DVKZ01jXHE16OAnxgcQG3kKMg+hwxL/bfYgb3WtEsmRZD/jw4B6eOlxG1QXHx9KTfHP7aTbzLlfSeb6t9QQ3qgZvjCuuVl4U9WjZpKdSxhVsX55H5gKst2aPGg2cdqiRJKy8Tn/cD5CF/7mpWQ/KQWOvROWKf791P+c6y36fogGfH5wirULOd7a5vjfDaCHmkfQMO0Wb9WyGUSOmJ5/l9bHkeuV1DxtG8In0POeiLfrGt+puXpn39nHhl3jH+2UF7DcbiELQuin4g/376RcN7ul0p9kcF/sLaGlZaQ5oBxl7ZYvP7J4iXQrZzjxH8kaV83ixzGHV5AtFi83LC9SeKoK+ZHIQkNbpXweBt3XjQI0kyabg+tEMg/wV5EbTiyY8fbTM/iTBWEk3zjhIG+RlQLuRsd9vcXrxYHqtXascbQmP5MvMqhE3n58HAbqvSPYE79u8h51Bi6dnTmCd5LNbJ3kuWWQmSjnMEyZlgJYWeSNmfbhQG+eER/i9xO0vaxAvYot1ST4jEIHfna+P15nrjTjb3edmeA7jQCnFWX3AivaFuTPNA2JZcn90A4XDho4qEjiF/64lLlAsBUec1AMsglB6PNxu0eK/nbvMcyXcFQiW7AAlar6DrlWToUMYMKG/OG2gaAcZ8/qIWJYEovJrePXCuLXUReznTSSOuwLHpbLialWypDQtGZO5I1aU41qlcMr7TYStg3Slv1qcAspbuRU2dEh76wIUhcAGAhMKGrqkoyfeeIUjUhWFVfTLBqZSbOQ91qLDaUGydIp7g4zrleWU9g7KxE64EgxYUUOG1gcBI/25EE5wuwfpOIHd1UzPps6nCL9+6e+sxgk0cFTG9IsGvXBCqAyVlRxmDSIh6WrNTTNiK++w0hvilPNMDek8mKXmOhwPGsc/P87zGGURi80RhfVZHjNROsX5WScIlCUrIM1DnBOMCp/7oZVhQVkyxy09R10GcNqBFATKUGQBwzL2Klp8yrwUjlAaCulnDMIC0iGqryIPY3pCv/o//fPYvuKRCSF+VQixI4R44rbHZoUQ7xdCXKy/z9SPCyHEzwshLgkhHhNCPPRidsIhXuBqKxHTMJrbN4vA3savkLVDr7jtML5czccj0X1hLnNev2Bwt0pq4taXO/bRCKbDvPqi4V7hTWOyNj1J4ZB416aWXnoshe9ySG5xBI4fn16YL3it+vWmjx3TYG77Oj7cY5qVcChh/T5MX9Mipd8XVTtJg1oAZXB1me1POUe1QerWPnhf+XHQL8JNH0P4c3J87IE0BNKghJcsa2EJpUFL48+NcATyhaLkqKZEHz/fl3zJLzoH9QClasOelpbgtudX0qKF9ZJp6f8vpLeca2Wm7+Hx8atj3/xt51wK7xDW9fGI+rmPn1/U5/x4X5w8Pj8v7dMuajfni/n6i9pezAziXwP/B/Abtz32D4APOud+SgjxD+r//33gO/BRXufwwaH/J18aIPolW2G05zQqhbDWx71Ly3N7i7TbEq0FoZCsaVBI1rRjLhxxPt7kk5M7uRBtUsxXFAcB+bwhPFLYRkDV1DzQuMZprbFYXtW+wX3RBpvNGS6XC8ypEad1xp4zzMqAfM4QLqY4JyiiaJqGJYygampe1brOq+IbBPj2Wr+ZTCW594ebKBwXwl0utLcJhOH5UhIJw5aJSETBwBasKIkBVpShtTSiKDTO+rpCEFdI6bMyzURzHGrjrKTKNDLwQ1mZaYq2omgLHuyt80DilYCJzAmEYVAlzOoRn59Z5d5kgzPBLsZJ2iqr6xWSDSNIrM8V7coG54JdTmsN7GERdJZGvjjroCwVWlsmcYzQlkZSUFWSfNTk4dZVNqMed8eb3AjmpoNUU3v36nEE32yY8nDzKkdVjKpHtjk54VxjhzUV0FkaUVYKpSwjWuhOQRD6mksces1KWSkmYQNRae6ZOeDB3voU9b8YDmnqAoljNhzTLxN2sxahqthttDjb3qd0klEZkQhFieV84AninaWRN+QdNSjKmFf2bjLIYh7qXAc8APhsskdL5T46ofLu1vW5eWaWjshL/zEKteH6i/hAvWD7T72L4Zz7qBDizBc9/DZ8ACjArwMfxg8QbwN+ow7o+KQQoieEOOGc2/xyr2Eniua29V4M5/i1vTeys99BX43JO2CVoOksAYp3j1Z4a/Maz46W+MbWM/zsxbew1Bpy5uwON/dXmL/zgKP+PFUSULZU7eD0tuAf7D5OV4aY1lP8k6tv43VzV+jJx/itg2/ke2Y+w/zZA7519Rm6OuW9G/ezmAzZGHW9mrK1wA+0rxCJAIuldIa3tdZ5Y+MqFjihQk7qHVIHf637CMsq56e338Q/Wv5j/mBwnmbrST6XneR725v8/OEF3t57grff/XGuZnNMbEi/aPCK9gZdnfLZozOMq5C0Cnl45jpbeYdB2aAbTCjq/u9jn30F2azg7TOfpitv5THcGzxD6bysWJ52vL5xmdNasKgeY0mVJFJxYAyfSM9zpU6qOhfscl/o/SN3B75N+ePnP8R22SVROSMT01UTnhivYJ3kla0b3ChmeFfxEN/dukLmLIlU7EU3aUvBVvMZYuE1I7umyYIa0xa+EzCrRlypIKDk7iCC5jNYBD987hNTY9pHF+/mZHJIV02IZcm8PmJgmgSi4vOjU3zg2Qv8yOqHeSDcJ3XUcQUVB23PfmiLisxJBjaa8izacsLYRvRtQuoMmXPMS2/Z//HzHyKWJX98eA8fj+7gx+Y/ytnGLt/VepoAeGPyHAuqIMDHmY6tRAmHeUDwDZ3LU5t3LEv+m6/0gfqSD9hL/YM/3+2rrUEs3fah3wKW6n//aRHkq8CXDBBCiLcDbwdQcz2KlphCY76ufZmPNO9ktKBpP6+RlW9zRkLzqvgGbRmyHPv14yvmNznT2Oddlx9E5YL+UYLOBdJYZOk4tBNmZIMKwxcKOKdLds0sr+rd4K5om9O65HXtS5wNMvrDBk8dLRMqw96oyVEWkRUB1goWK8e1ynFa32plbVSOK9U8APPqkD1j6EpPxx7aCV/XvoyEusdvuS/aIBIhX59cJhEhjw5Psp21KY1iVIZUThKrkqtHc4yLwK+ZhWVchT7UJihxTpAbhSxBFXCxanFSjQiE5zlsVLfQ8E+MV7kQbdC1I7bMHAUjlslZUJpz0RYryudKnNaa3JVEIiC1BRbLp4d3MCxjtDSkVUiiC64ezSGFI7eKfpHgUs26kfRtwrIas2VaxLbkYrFMU+bIOmzYOMlVF3Au2ONqucBDUZ9ASHJXsmua3BdaHhutUTmJFpaLhwsclTGtIK9nBCkTE2ARXOwvYEcBj2drxKJk7EIyGzLUfa6WCwD01JihabBb+ZzSgWlwIuiTuYBBlfC25h7JbWyPz43OIHFcPponP4p4qpznyfEqr4qvoXA8ma9yMtinKXPvKLa+1vLkwQkCYaeScL9c+tRL+iD9Z1+kdM45IV76YdbR5b8MEK+ddHHfzyCwjk8O72J8FBNtBbfWhsZwZDMezU5xl97gRtpD9RxP7J1gv92kFef0JTSTnFw2pzqBRAQc2gmxUKyoio5MuBDs8a8O38SpaJ9rVcCnx2e5EG7TiEtONQ/p6glX+nOstftcG3gthBMJC8oi8TOISAQsqxzwst2WaBAofwe8N9wmEY7fO3yItzav0TdNds0hzxQnuCfY5JHJ3XxDdJk7k12kcExMQEN7heRMMCYzPmV7WEaca+9wc9LzxcggIzOaUBqek4s46Y1EPSlrQY/nOcy6kgB4oLnOOe3l0+eDfdpSkIiQG6akb5oMbaPO5djj7iCeiqkA7mlusln0aKuM1IR09QQlHKVV3NfaZD2b5fFgjQVZ0ZMjulLRrjNEYnGzts0bxk7Tkx79tqIFr4qvMbSe0nRaK+4KjhhZzR2NPYK60DooYxaj0bT4Oh8MOayaUwv8zXiG1zSe56Q+onD+bh7gaIoNDMJ7JlTISnBIiGHHtKeGqi3TZWCL2iNSoYTg7sRLrfeKJjeTHmf0IQ+3rnIumNRX601mVUYiHEObUeLDic73djif3HJvfnW5GC/9T/48t6+2/LothDgBUH/fqR9/MRHkX7o5ELY+U85SWl++P8apH59EnxHpx7RjDJyxPgDFOk8aPn5cOE8hLvEGJsMtz74EyuPUb/zfm3pdbJ3HvznnU5+d8wGrwjmfsIWtn+v4u8+6uH07Bod4RNzxvos6dMfewuPVxVjrhH+eOpDlT/vZ7ei743OG889rcNh6//wXKCGmyWDglZ/gHy/r1zBOYvEYuwqDvY1qYJ2cnovSKYzz6Ljjxyyifn2fDHb83LdvEs+VqPWxqBr9ZqkReBhCIabn0Tr/Pkzf23rfjl//+NzgBFJ4roe97TmPN39O/HNIcYtr4esjFlMXuo+P17+uP153vK+1pft438v6vbS88H04fi1Tv38vabu9PvoVvv6itq92BvEe4G8AP1V//73bHv8xIcRv44uTg69UfwCINlOS9z7K5FsfoLE+5NPvnGV25Jj/15/muV95gOBmSHzwIP/TZsgHPvEAH3zNszz2mTv5JWXo/mKHfm+Gd/zz/4v/NayJ19V3c0N0KDuWP8l6/L/7r2ZYRfy9lT/kj9Nldqs26a+u8DMPvA13ckLy2YT3vPqV/Mxr3s2bG3sEQvGNrWdoypwnF9eIRcE/feN/zYFVfCxbegGFelZ5RsQvDU5zf7zOewev4r7GDS5Em3zs3zzM3/++kI9+8j66Zw8ZXJnh069/lA/+4YM8/pZVfu3Ux76Ekg1wo/N5dk0Dg0/Zfr70XMa29NFzAN/zxrO0eylBDZjNXEDfJJwJDgiwfGx8ikCYqZBqq1rlXLhF3ya849JbuXllftoh6CyN+PHzH+LTwzu4p7mJdZKfmL1Sg2Y9Zi0QikudzxMLy5puMLI5S+ERA6uIheGJwq/vV9WASBhCYblYzvBsvsKsHvFNjWs8UrS4Wszzc8+9CSEc33fH51A4nk2X+MXVj1PhCVUfTy5zIRjTEsGUKD2oC6qXWk9yZ7JL6RRxLVlfrxKWVUr3NsnzGV2QuZz1KuFCuMvVskffJuxWHX5z+xvITMDDvevsl01+fuUzAHxX62ne3Xsls9LDai6VHvN3UqdIIHfQlQbqvtffXvpjHo7CF9C0Xxyj+rbtZT6D+IoDhBDinfiC5LwQ4gbwj/EDw78VQvwt4Brw1+tf/33grcAlIAV+6EXthRAgBeNFTdivgawCEJKlpT7b43nSxYBx5fvtR2UMDo6KW/DWc8GAr5u/xrlgj9WZAZdOJKhuwU7lw3bTKuRyucB22eVaNgd4nkJZ97BNKbk33KYhGhzZjAvhIetVwqlg35OflnNuVh0OqhaZCziomlwt5+nbFINgr2yzrubolw0uy7ok42A3ayFK4SvdFg6KBOHgME8onWFGNujiyKX3C4xcyQnluZbzqiQWEV2Z08bneLbxXZGV5UPOdvdYNy36JsEi2a9avkUJPJ8vYhGMKk+uej5fQGLJXEhhVJ3j4TyWz0q2yy7DMp7KqY+XG8cXf+oKQmGZVYrUFXRkzNc3L7NV06j7pslGOUMZ+ksqFiUX82UuThaZC5rcGeywVXV5LjtBUWmktOwUHSYmZFjGKCHZN5Ma/hvSEsF0cBq4CdY5Dqxl7Bo8mFzlqboGYZBczJch2piapTwBy3Msr5YLLOoj1os5BqbBXtkirULGZchRFTOsYnJXMrQFs1LzinidG1WDJydrxLIkFIa+ndAURR3PV05nCwpbG+CK+phfekfiP3lorXPu+/+MH73pT/ldB/zoS94L58AYGocGNcoRJkEYX3fYO2yjhpLGgV/fCYPvcxuBlhZh/VJivUq4OFxgt5uwN2oS9BWVjYilb5FJHKv6kO2yx+l4n0ftcYhM3WtWji3TZE35i/+pHJZVyuVikY4KsIchHenhJZkLUMKyrAfM1jShJ2RJT42JZMWpcJ8z4R7CQS+cgPQ9eeEglBXCCmJdIhFfwrgMnGJgM7rSMbSSBQUDGyCFo0lF5hQLMmfvqIkUjt6JjPI4W1KWLCi/Pj4R9mnKnI2yR1tNOBXtsxocTgt3iFr9h8M5SFSOloa2yjBO1h/Ocoqqj9CUcuJx/rUz9HKxyKvia7RlQek0K8EhC+qIpihrjYlfHnRVyqzK2Lc5d8XbU3NcS+Ushkf0y5MYZ6d+lmU1xqKwOBIZUjrDyOUsKY1kxPvzFc5FW/SkL2LacIemKJnVHjhjEcTCMKsyQmHqzA0P3+2qCZeGXukpa62GRtGWIbsmZ9d0OKkH3Ne4QU+mxLJkWY0pnSR2FZHwWgrjBLGwRCJhXjLFAPzntr0slJTHp9UEvpMhK69iBAjCilKCiXwPW1SCSRUgDOSVBusQxoNXE13SkxlSWkzkcJGhb5qMqoi88gzLoYnJnUYYn57kKunj2CpJR+SU+HZqLAyJ8BCQWJS4wOdMDEzC0MSMqogjG08LU0MT+0CWKmJoPTdTGO8YFUZQVf6unVYhooK0CqcIOPB3H+PsFP6KNMTOeoEVjkRU9ZrYC6+isKIVemJT3zSnS4y+SQiFIa3BJqmJGJoGIxMztA36JiEvtT926ydvZakYmZi0CkmNx+7fwtPZafZFLDwU9hgB35S571IgObIxmQ38/6UkdKbO/PABuH0bMjQNxjaiqqE+I+Ox/GkVTB2g1jkS4YhEwHFoce7KmiXqj31OjeqWpcfwH9XQ32PGp3WSTBgMHo8fWz+bOIbuTqqA0ihPD6/fh+Pj7akxRo9bqwAAIABJREFUQ+eZoUPbmOamTgdhUdZiM8+tPDbHefbnVzEdeJmPKS+LAeJ4C1ILlfXOyfouk41DghJ0akl0gZP4RCgJka4ope9W9E3C9qTNRtVlkocEI0EpNT01JlZ+mtxTKV2d+uJjnSYutPVxaspy03Q5rQ+QQrBr2szKfcY2Yt+0kKmiJ1Na6tZdqqdSFlQtNtIpc2pEU+f1nXQIAlpBjtUOrQ2lctNjaGnveBxZz5QoEcxISGTIjWpE6eDAhnSlz23oW29hTp0mdgWjUcy2Mp70XBOnAebqhKpZNWJZDyid9uAVWTKrRhROEWrjlxd4FaDWlq6akOiCrp5gnCQQfikRoafZGwObkbmKNd3i0ORsFDOcC/2dPJMBpVTMqhE9WWCcYEEfcWQbdOSEOZlzoFKksGht6nM2YUaPSbRvTx5DZ3MHI5sTCU2Et7Cnwg9Qmau4VszzuuQibVkQC4NVQ2JRTWsQmZPEwqJqEO2CKjAcsi9KmjKnoUsfKahyKutDh5QQ9Kucm+Us5wI/A/SDQcWCKhjbWzOIYwaowbMugnq/7UtdL/wFFyBfzPYyGSAczjqqhgTlg2Z15vmUQewBtlUiPZh2LLg57KJHgptHHWZrOO0x0LYnU69GrGG2j45Pc/1ohtJIHs9O8uR41Uuhc4tONWYYoCcOOw6Yk2O2DJRMgIYvxpmYOTXCNiyfy868ADI7r0dsBX0Anhp5EdGl4QJzge/Dq4ljfTSDTgXjYUw4llwfzqJTuD6c4VpVfAkEN3OWUAhOqAZUKRbNlpllRR+SO8XYhZyVFa1WxkJzzOeyk2xXXVITMTIRYxvRlDnPZScYhg0uThbZq47rBAmbRc+7MkfH6yuYxDFPjFe4ejQ3nT5f6nyeUFhK6VvEA5sxr5ocmpTNykNcZvWIz0zOMqtGbJYzniEpMxb0EINgu+xxPZ8lUX6NfqWui4yHvob0zGiZ+WjE1aPZGn7rd+mUbpC6grTO3LhRwdDGdGXOSe2XMk/mq54CLkuGtbtyrobLjG1EICqaMme/ajGnR9wsfbp3aTU3B12MEzyrlphUAc9XGZlTZC5iNTjgkWyN3aozDdzZD3frlDFNLMtpHeJtzT0ulTlhPTAM7Z8lYP+yl/7LenuZDBACIQXZjCRphljtE58RkpXZAdd2G2Q9SUtX2MDr/G0ASrp6JiC4EO7yys5N7goyljpDnp+NafdSD2fRFdYF7FXeSbgx6WKVvxrdbXCa80GOwTG0jnvDfa5XcEe0w6o+JJqdYJ0kkiUWUYfaNKZtNPDpUFI4NvIugTA4DVnln1wINzVb2cBfF23hSJREAQ2RcGgn9K3k7iBmx6Sc0gkVhhV9yLLKMQ7alGwZyemZQ861dqZt30B4P0JqQ3LreRL9MqFfNujojO2840G0TqCUxYpj45VDaN96lbXOwdbr61nliUoSnxR2HBh8vRqxqhLuj9d5NDs9TaHaKTqo0LFRaqSw3ChmuDnp0Qsn3BH5D896NoMQDqGgcpKtrIOWlq4UHFhIhOP5KuNO3aASPhxH1rj6gY0oq5IL4RbvHryaO6JdSqPZLHucCPrs1PUVhQUJW2WDG8UsQ9vgZj7jZdJlA60stlKEsiIXmlg4MgcryiMCP1WdmVq8A2HYrTooYSmdQjk7zSm5UpbEwrJroyma/yVvfzlAvPituWlQRzk2bGLqjtW1zTmCgaS5WXEiOWI9OsFau8/j0TwrrSOOgi5Ww9Wyx0d2z/FgcpXNfofwesi4H/Dgvde41FwgqwLe3HqSz6g7ME3Jv9HnMIlDJBUm1MhWySfyWV4XHXBKN/jgJOJM0Ge36lA6TXmzyde/5hKJzBnamEGY8C2tp2qqtY9heyC+zk7R5g2d5zgT7PFvwzdxYWaHjyYLNNsZaSPijs4+2+EKp9uHzKsGhzarczYsdwcN5pXker3E+FxhuDcwWBewUTVoy4Kx08zJnCfXT3Cz2+GH7///2DYtxs7XIi6Em36JoUcsqCMuFsusBoeMGxFngl1uVjO8v3mB/WZjasZqJAWvbN0gr0VQxknW6rv4vGpSOsOabrFZjbhejTilW+yZMR8ZPcRfaT1FV+asV11sQ06XGAAbUZvn4mU6csJr4nUu6xnOx5v8SfsMzgle0d5gRo/5E3EnbRkyI33o7tNFyqGdkIiAloi4K3AMbMYd2rBtKt49eoDv7DxKV+bTD2gsDO26HlQiiIVPPNuOPSxmPU7o24ShaXCQNymN4o7mPkdVg1WVcEI5blQVf5ye59ubT7Ogj2iKgkBUnNbpNMbPp3K5aabHmm5wqq6V3E7SejHb7V68l+v2shggRI2bG59QRIe3WpdCCk6f2OfqaInxCU1aheAEh3mCAAZFPBVYXQgPecP8ZR4K9zg50+e51ZikN2GjnJm2tT6XneF6Psdm7kNoZQGulF5glSteE+2TyJBDO+H+MOXAKs6Eu8zJMXol5Wo5z3bZJXea/aLF49lJ1usuxlbeJZHL7OUtPjW8k4NGC2Hh+mgGWQiyLEBUgv28CQ72M//Bm5MNZqQPa8ldxYEpWFUJV6uUVwSOQAS+zVm7INsYhlZxbmWHuzs7XCznfZCukxyYW9j1R8enAJ8vmjcCbuY9+o3EzzAqhSi8NV4IqCrJjWKGfpGwns369qjN6UivrlRCcGh8AXBVJeyZMfOqyRtaz3K9mkXho/q2yy4r4WEddmO5VsxzKV1kNhzTUylXi3kuTpbI8wApHevZDM/bed+2BjZNSlsqcqeYkQFKSFLrTW4G2DUVqQt5Y/IcHxlf4J7Ya/CuFQucDnensyklLInwBdT1cpYFPeRGMcugarBfNhmXIVmlOaoaHBYNRi5nYA2zSvHaxmUulnO8f/AK7k02CEXFrvHw3Be0OZ3klD6kZ3N2rfNCrJd64buvbZtTCPHtwL8EFPArzrmf+jN+778C3g28xjn32S/3nC+LAQJAKIn5zkN24lka+xY98f6Lf3HXu/ix6vsZLsd84ZlTtLcE155e9t+fOsG5UQpS0JWKvzv3CAbFa+ef5zuWn+BCtMnfeeSvk/djRC752f03U+YaN9acGRha1zWyCIn3LeXlkEQoPpUHfDY9z4/0nuE3BvexFnrQyD978Pf4Z0/+1Re4L98fn0cp6/0RaUAQVxT9CJRDJxUL+5arj6/QuS5IyybJruDxp04xu+24+OQqv7lyhtc2rkzdoR+fnOGR8Rn+u7mP8rHJ3XxzcpFH8wWGpsGcHk3X1k9O1vipO36HNV3xps/98JSDUBSKIDA4J5gcxd6N6iDo5JSjEJ1UfqmzntC6KbABICAfNXlX8RAu1TwerIGDpfCIr29e5nKx6NulxQyzesT98TofGT3EG1rP8o0xPPDpt3p1pZHkk4AwrrDWL2OyNMSlGkLL++YuMMkD8kFMuK0xCt53dB+Uft9/c/EkXxifZDEcMqgavL59kcIpNsoZrmbzJLLgSjpPN5jwsysf4gc+9kba3QkOSMcx7dbEd2dqm7eWlrzU5JMAHRrKTOMqCaVElAJZCD4w24Nc8XOdh7mRzfB3lj7Agir44cf+S/pbbf5w5h4v0ZGWKKiojk1atbr2davPMxeMuZLOT2328Csv7cL/Gs0ghBAK+AXgLXgP1GeEEO9xzj31Rb/XBv4HXqRpRLiXQe+2NXPSve7s30I8+zzOGK7+33dTXW+y+hFL/y5NMHLM/9pn+KmLH+enN76dHz3xQf7Hp7+Xn7jrA/wvv/t9VD3Dmx98kg9+6hU89OBlPv+Zuzj1PkM2o/jov/gFni5LUhvwirCkdJanypgffN+PcPauLb5l8Tn+n8sP8b13PsJjR6v84NKf0JQ5v733WhbCITeyni8+/sIFPvkzvzTFyqfO0JUhWd0eK52lK+Npweuksrz+U2/nFx/8LX7uxlt4y8JTfOTgbv7ntffydy9/D//87O8AcLFYJrO+PvJA4zo9mfKJ9Bx7ZYvcar6p8wwb5QzbZZf5YEhuA0qn+K1ffQvZnOOpH/oFHz+HbwdqFBVmSmw6F+xyV6C5VHrAbIDid8cn+IP9+2nqHCUcD7eu8t2tK6wbyYL0E+WBVd58JUqGtkFbTvjM5CyBMDwcX+V6Ncs/f+qtfOHr3jlNPd8xKbMqYmgLAiEZWK9yXFAT7tB+lvD5wvJ4dhIlLH8lucKuCQmEpaxl1iGW3z16iPsaN2rUvWFBpgzrgNxPpOf49Uuv5dde+evcH/r26K7J685KOvWkHIvO9o2YfqhTp7lZ9eiplMwG3BseMrRezh0Iyx+N7uW31x/mw/e/i/eMZ/iOZG8KJJ6Rjen1etwS/eXB3Xxb8ynyuibRliV3n9r6nHPu1S/mum+cOOnu+KGfeFGfkaff8RNf9nmFEN8A/BPn3LfV//+HAM65d3zR7/0c8H7g7wE/+ZVmEP8BKJyv3SaMQ6Y5zhgwhnwUoSaCYFQhKi+OctaxY1psph36NmE0iTiyDYKxQA0VlZOIyudoykqAc0jjFYBbVZt92yQSASWOnszRR4pxEbKVd0lHEYdlMtXY9+SE3CoWw6OpvVpYMM4ytAUHtqJvfVuuJSJaIiKtfRpDG9AWFYkMyMYhBsGwjDismuxnTQ6MF3INbUxYewGOvQY96QVFUljmg1FNv/ZqQZ/N6X9/Xg8Rhint28fV+6BcJSSRCEgELKtBHW9vaEtDLDQlhu2yS79osD3psDVps1n2yJylb2NKfPDOcf5mWxYkMqcnc2bVCIWlK3Pvf3Bi2gKt8HkUx6KjlojoSkVP5iR13qXFMidz9qo2G8UMmRO0ZcmBSVA45mROIisWgyNCYQiEoSkKmtJOf76svUV9XpXTY+1JjXGWlvTvRVSrMFsiYEE5FqRgTvng4Dk18iBem3BgNYNp/aKmdeFbl6v6EPCgn670Ss/jr0SGJDJkWQ/qYm7JrCqnXZiXdO1/7bwYf5aT+tZreYDTSefce1/s/r0slhhOC2wSIYTACUlrJmVy2CGbvdU2ElKwqo+4q7PHWX1AtzlhWffJZy22VzIxAcLh8We3ndRYaE7WF1XqBF0Zsm9KqtmSs9197kq2WZg7yflki2eHS1PZcmE169kshVEUKF+nwNGWIXEdD19hSK2vpi4pf2Ge1mOG1n9oZ2ZH9OSE890dToV7nGnNs6RG3DGzz0l95P0BxtcFRibiejXL2I0YVAlHVczIROyaDiPjsfiBMF6MZOLpMR4nW0dCkwivOvQfWsGOaXNaT2jJmL71LcCWiDgd7nFPp67DCMfd8aanWqsx3Rqn9kQR0TdNSqe9CEoGbJbe2bpedT1t28i6duIVl8ezqeMZhO+ACEIhavx+g8KV3BPfJHMBSV3sO6mPuFp12be+G3M9n6uj8CRDWWDwCeN92+BaMU9RKYZWTmdzmTNEwjGyvgvVliGpLRk7S+68LiIRlsxJhrbBmWAP8NCeUlZcq8/twDTIK83IZuyYWSLhz9m+ndCV4XR2ljkfCHytmOdsuDPtajT/4wbnzAshbr/b/3LtiH5RmxBCAv8b8Ddf9CvyMhkghHXIvMQaizOGdByhJwKdeo2Dyn1wzuVyjs2JD6MZjL3fX+UCO1HsZ03URDAq/N/K0qIK63Mbq3naMmOFCUNbcDYIEamfddzMZzhKYwamQT9rsF116aiM7bTN+dY2e5MWSlpU4dg2E3IHRS3EWVBMqdADW5AIw8A6TukGFst4EnlVotFsV1128xbbpsXexAfXHpgWm0XP6xeqiDLxb8dhlZDIgvXJDEMTczPvTX0oYxP5RKzcoTLBgS1Q+CJeLASxUBgc86rJKe07JSObcUIlWBwTV3ClWGBiQh/eKw03gjn2optsmdbUst23CRvlzDRQt5QKKbx/wja8dyOfBOyYlER6AVNXeuhMUC955lWTrvTLj02Tosg4qSWfylocVC0Owm3OB77us1X1WNZ9hjamrTIOTNPnpOJl0ltVl9XgkEQWFHnAihYcGB8aPCMb7JiUuH7d1Jb0rSUQHuSzbYppcE7JgKvlLLEoUYwIhGXfNmmKgr2yxaQI6NuKc8EeFcFUPr1rcppCkjk7RfonsuDAtGhLL5Y7ci8xOOc2p/KL2Pa+wtLlKzmp28ArgA8L7xlZBt4jhPhrX26Z8bIYIKYnSQqEE1NQqTQOEwhkAAg5DXdVWKR0xLKslyCCuXjM1RB68YStyGGV10f0pKQtM5+EJEJSCnZNjrAehy6Fw1pBbgN68YSVoM+sGjEXj0lkwWzs1X/bWrBQr6+PJbUNEU6DZa0raYgQ8ME8M7KBrfMShtWtPvlxSCzASnBI3yS+bap8KO6cTFkMhlgE89GYBT1kNeozUI1pcE5bZdjQFxkX6qi84ws5kSHGWQZ2QubC2tcRc2QzOjImEIpEFozNLQqVFzgJYltOLdurakAZahbU0TQ4py0zVOiYVSNWwkPCuGJWRbcpIMtpcI/kGAiT05aKWRkSCc2OSWulpqEpKg5MRSzgZLBPR+SYOtJuXh8xp/1rztUZnD05IZE5UVySO8u88nWBCsO8akzt2xpFJGoJNIZY+JTu1BoyF03zKxJZYZxgVQ3qpc2QJCpYUBEbpn4eKcGCkgKNIqlbmRJJW01Y0QOC+nW/mFn6YravYRfjM8A5IcQd+IHh+4AfOP6hc24AzE9fV4gP8yJqEC+LAUIYh0gzsF5RyX6EHgnCwxxhA38SneW5YpmrB7M8s7RCehRzLZ8nOhDI0ot7vD7Gm7dEPTofWMtTmV+KvTq6yraxKCA8kNwYdIlVSb7X4KnhCcAPPj2ZYZ1gKRhQOR/3jnOktmTDKFIbUKBoy4yGCH3vvrKc1hkXyzleHR1gcVR7DW5WM1wdzLIYjbh2OMPV5Xm29rpcPrswneoecw46MmNWlQSyoqsmbOVd2tJLnz2I1qCEZSnoU8MJpgXTzPnp+gkgEprU+kDdgYXSTVDCMx8OTM7FyRIX+wsY5wt4EsdW8xkuFsvEwt90onrga4oSI30g7oIeslFqerLwoivrC3htGU6XFf5vgzrmzu9T7nzQ0GFt2X48XaOwmtc0rrCiJzyTn+DOcIeuLMmcZCXwrdIAQ0fkJMIghaUrS1aDQ4RwtEQwHZAkktQVdGUD4yy2Hoy7skHpDC3lj70UlmWV84n0HAAlitJpzgc7xMIH/CjpeREnVcHIKZQTNETIxBVTDsjxILiiDwmwLCjPoyi+ioL/10oH4ZyrhBA/BvwRvs35q865J4UQ/xT4rHPuPV/N874sBghgipsDjx8/Rr47eQsH35Q5oa4IRIXQlliW/veUd+Uh/d3QSZ/WhYBI3DLxaBQKD4lxyhekQmVAeVy8rmzdw3eEylA4XROqvaspEJKmqLBCIG+7UIyzniItRN0vd3Tr44hlgRSOSJaE2hDLEqUNYf06sSzJXElmAw9Bcd4/UDqFlgaLJJAVgVM1ldv4fr/0+PdAKCKf7oPETTFqALtW0xQ+BSqrL14l/B1aS4vGKzybOicWhmZdfAQIha29CJbQGYzzUJRbABaLUpZASDRqOjgcm7mOk8csfnYTSIVyFRmuRvQfHws06wFHCQixZC6YDoZ+n/3MSwkonEIIR+4qWjKaBhYf+yGUkF6iX79+WdeLvKHK1ZmdBdYJb+HGEQqfD3J87IFQHFhFIv3xHD8ma4DNsYkscwGhsB6eg0f+veTta9hEdM79Ph65cPtj/+jP+N1vfjHP+bIYIJwUOOXfWJzFhRaEwiSBX2vnDpxvVTXC0mdyCl/QqhKoEsf2pI3K8DWDiUAWFllKBlahhKMtfWZmJGBBhZjIcaJzRFvnyKTiRDTgYn+BK8UCTZmzNe5w2Gmyk7YJlEGWjgNbMXaaAkksDLkzdSamJBEG6yQ9OWGpnvqKhs8RXWv3aaiSZlggsTTikp70wqtL2RJHVczEhKw35ih1n+v5LPPBiK2sw/VkjmuTeXKrSW3IsIqJZInKHToT7JrcE5qcp0Yd3+kWVcKBzVnTfll0vE/HbauV5oCjMkYLS0vlZE4hsf8/e28aJFd2nmc+Z7lL3syszMpaUYUC0EAv6G72xuYmkpK4SKQta7HHkq0wLWuxYqwJWzMKRyhiHDMxnvlhzmaNhx4ttmZoOWwPqfFoo0xRGyVSoprsZovdzd4BNNAFFFAooLZcb97tnDM/zq1EtzZ2U+FRO6JPREUBlVWZNzPvPXnO973v8xILz0W6UM5zIV/1XRjTYEkPuVF2uVrMsx21uVwskqUhA2tA5jMbeO6OcjANiQw5IdSsBtEUkp4MWQmGHFRNDILjOuK5ouJCsUoZ7NasjRYHtOirhIkeMnQpW+UCZbDLgWkxTSMiodkzU2IhmVcJV834FuXLOUbOkghBR8bsmSnLKiGQFX1bEYqKRPkPjbaccrGcpylzruQ9xlnEnpmSCFB4GvrQZkycJa4n2lh4OtaBWeViWbKsxjNr++s78XlTav2ahgCE8NuLo/9bsFqgc4cq/M8PajiJRWKNYGRirHY4DXtjX6Q8TBvoDF+kzB3X6mzJWJTcMBWFkxxTCiTMhZlvjyqf6XA4afDy1MfH7U8SrhcdDicNlLL0cstm1SKznpK8oMbcMCkTp+tWosJaQ1EnLhzaDKEcmQvoBNkMbNo3CUpaCqc4lx1jM11gXEZkRvNSssLEhlxNuxSxZmcyx2ayyJV0nsL4ZO9xGdFUObIAlcGlqoXCYvB29cz5ffXtgWNkQyQwsI6OZCbrHpuIdpDRL7zcuqzp0yPbYOI0AZZz+RoXpsuUTpHakKFtcCXvcW3a5Xy8ykvpsofWVgkjmSMRdKTXJJTO74BOCO+UNM5yqWqxrsasKL8qyK1m17SRTBjZBuezVUqnmNiI60WH3Goaao5BkNBSGdeKeUqnuFr0qKYeJHOpSmjLgkBkXK4SUjX1WDwEu2aOrpyidM6WiejICosldd72H4uSvk3oypRz+RqJzLkymWeaRlyqEnoyY2QrSqBvtS+eyoKRDYnrbJWrRY+RadCvDXvek/Ly6zvt/3xXzn/08caZILRCSIEzIOMKG2mf0B0IZAkIwaoe0A59Pz6IKnp6jAvAhpYkKuiHPsdxHNStUy1Y1T4takGNSQQkwu9RTeRTknrBhDD0e/44LOnqlKbMaUZ+2RuHJYGy2ECwJFNKKcmcoisLOlIQuIoAMMLQFBLIgQaJUARhRVtOiVTFvE5phTnLekRSr4J6ekwvnBBIw6QKaamMOZXRCTJCWZEE3n7dDVMyE9AJpmhhiWTlDW0BLMl0JgRqS+8ENfUSOxAFEu2PUyhaIiCQFcvhiL2yRTecoqVhMRizpCa1FsNzJ3p6zELQpKNSAmGYk1MSVdANp8zJKb1wAqFlSU1JhCMUfuntpdJ+Hy/xx6KEZEFO6dQByD09pnSKJTVColhSQw50i3YN5AmEIdIVHZ3SUSldlZLrYHa7CPx2bklNfe1ARLPjsLUHw5ASC7/VaYoKJTTWQSAsS3rInMxoyyltWdDTY5oyZz6cooOKnszqVaeuOagVgbS0pZ2pXgMBkSzp6TFzMsMgXn94L7y5gngtQ1jAWITWICR27CEr4aDk8I7AR9EJSSxL9tMmm8Ui1niLd7QvEKXiobdf4zd6Szw8v8ujvQWqhqZsSTaU5UUEm+Ui3xDnXK1yvpQrgpHgyevrPHQMpgcNnhie4K7eLh+ce45VNeZLi9c4ER1w/9J1JI7nm4vcGcRcNympM4xswHHFTDdwvixoa7hYzjNxI05ryA8a7FRdHr1+kg8ez7k5aWEQ3Oy32CoX+EDzPKvBgKGJOTAt3tW4SE8W3OxcIrcBLZXzDc0LLOoRB6bJkh6R2YBE5vyHtiDvOu4OE1JbUGJILcxLr1h8rpgycQ2+UpSc1vB0kXFSe1OYcZLHd08QKu8A7YUpbVGx6QJG1mdLfHPjMmeCm/RURt+GLNR1nNuigLfHW3RVym8tnOU2Hc/IWNdNSq9OGg+k4rpJuVS1WJBT7g0bHJqUc6XkudQXjUMsj+eS1EV8S/MFmrXfZGIjTgT79NSYpqhYUZbdcIem9JSq+fkxe8ZwZ+BXlHtmwhndmBUnJYLj2ndRDkzOmpLcMDl9q/1KqUbiPxhfZqvq8oHGZWIh2e+8xKX5Be4OEz4/lSzJMYGQnNCN2UrouL6lLTwd7vKNjVvI1Ui8ft3hm2at1zCsFrjkVg85WZ6QT9pMlyOkYUaXOqX3uX9xm4fjLeY7E06Fe6THLLZTsZc3kYVgL2siSoGoLMJIAiFnidypheM6AsYUyxVvP3aNt85d4dzaMu/tXuBXdh5ks1iir5rs50021QKHuU9REsaLknoypI1hTfl07YHNUAhuDwIiEfDWqF8XBDXdY0M2gn3efWyTe5Nr7C20OKUPOXvsJvdF17lU9tgqFkhtyEHV5IJe8WGyxbwnVlUNtsoFbpQd9ssmpdXktSFJViBLwdhmRCIgQNFSAosjdyVryrFVRdwTeWOVZUIsQjq6wV3xddKVkMr67sjDzU26UnJHsMeaFijgiaLFTtVh3+beAalSLuXLAFzU82wWi0xzv52qMHRkA0VGJDSHdopyFU0hWVdjOlLMrOJdO+Y97QtkNqCnPNv6yA0Knid5MfOPM7RxLfUe0bcJEsvL+TLTPKwdtH5iVDWVe2QLLNASAan1xWILHBhBR0JTVOwC98VbKBwbusS4lAuVl5RfLXqM86huEXeZV/69v16N6dQT39T6RHSF4KX8Dtb1IQVHQqni6zj5X/+f/P853hAThCwsJgkQRQnOMt1uoawguZ6SzzU9acoafnP8Fh7f2eDx7kmmRcDQxDRuSoosYHO1RzgQ7E6ahAOByi3BxPJY3uSJ6Sl6asK3Nl9iqzSc1IroesDmiR5pFbC3M8ezK8e5MWpzfn6V+5MtXu73uHfuOpf782hlSSaWZ0vhlY8uoi2nnNYDLBAIx4UCFuSYzarDO6MJmTP0d9pcOrvMueEyudUoMhdMAAAgAElEQVQ8dWOdL8zdzvkbSzxz7Bg7VYcX0mP0iwaZ0dwW7dJWU65MeyxHI7YmXa4mPZ4erVNZyTBsMKoi3tLeRk8cYSA4V0pMXflvioJebbVeUpo1PUAhOF9OWFOKkS24anN++/C93MjaHGYNAmkZVjE9NWazXJqFxWwWi5zPjnF7fIOJjZB1tX4r85btC9MV8kHMk4WXTxeuZENLbhrvbs1wviBZ1xzOlZKuHXMmaPHxg9PsFm1iWfL+xi6fmZwhtSGnw5teeKQyruQLHKomi3pE5gKuFgvcHu2QyIJsErIkBedLRyIta0rxbOFYUh75P6Jg30Z0ZcGKkkysoyt9ePLIpnxmdD8dnXJBjUlkTt8kzKmMi+kig3HMy6XkjmCfqxWzAvB2CYnISZ0mET7vNJEF54sV1oNDjJP0XQKvJ3zvTaLUaxvFChzcnbD4FQ3G8L/9pf+b/+bp7+LlH1Ms/WLt7JSKj3Se5LsfepIVpXlk7TJKOH74+z5DV6X8D5//q3SGcPjyPJ0hqGmJDfyS7/s7T5MIxc8N7uUDzRf5hdFt/Nj3fIoPNM/Tk3DueIMHwoL7v/Qgn8rv49PqXtKbTf7NzruhFAgrmJtWPJWd5MH4MsuM6amSL043eDI9icLyd3tf5MVykQfCPX62fz9SWH75Qz/Jiip57x2fpCs16ZpfCn3zOy6wpgXf9Id/hWkWYK3EFooXb66glGUyinGFBCvY3OtRlRqTK2RocFbwZXsbayOLk5JfH93P3fE2sSwIpeG30zsZmAYbwQEfv/pe/v6Jz9FTYz6frhGKilPBHv/j+m8Ct5bECsGlCt4a9RlZ/6n7v5//IEXl3ZFVpdDaMBnFCOH4UvsUeR4Q3tA8k22wV7W5O77GY5m3nT+THieSFSuBTz/r6THPpeu8p32Bjx+c5qMrT5O7kqtVzq9PNvie1kt84Ikfmuky+nstgmZBEBiEgCgoqYxvQo4HDYIrEf/w2oc5k+zOhGORLL1V3UkWwjG7RZt+0aAdZGxN5rm3cx3rBMOqwcfWP0ck9Kyz8i1P/QBSwMFhE3kt5pN3vZMnDjb43rXHUcLyhf6dHG8cMq8nHFbNmez9F595iIWFMZXxr6NWFnj69Z38b04QX3tI6TCxQCh/EiypIVFQEQUVVic+hl4KmsKjxjNnaGofDNtTY2JZgqzJUMLTqFzNqoxFSSQkmTuCmGpulB3uaVyjb0PWlKEpSjJnQDGzb6PqUrz0UBWrBaGoCPGah4mVs6AUg2TiNJkNGVjFQdUkliVJnVw9sIoV5ZfjpbPEwpK72lgmHUJYr9uoh5AOZ+vgYAFSGayUCOkQAkwlsUrg5RCuNnL5jomtA3/2TYu80lwr531qVNmmrTImOqQjQ65WOR196+0P8BLpzDlKZG2b/iPrXwdCgXPCv2fKsxeMk7P2ZCAMhdUoLAdVk9zqWfsvswG7RXsmcApEzm41hxTbSGmpKh9YjBW1zdr5x6rTvEuj/OsiPQtEJt4wdlgmrEf9WaeotP7xKicZlA2sE/TLhLz+uddOVChg8grQrKjTugHSMmBk41qTIuv3rmZP1phAZ4Wnm/05AnjfXEG8hmEyRWPfgrVgHb90+DYGgwR2I+YTD5M5aoH+dnqKb002uTKZ531zL/Ivtr6ZRBcsrfcZXl+ivTGkvDmPSQKqpuKBsCB1lsw5vqv1LD2lyFrn+BfX38/7eudQbPLv++/gr3W+Qmt9yDetX6IbpPzm1bs51h5ydeD3xlXS5cPJJRKpfIoVjg80LnNf5JWHa8qw2rhO5hwfmnuGJZnyyf7b+a8Xv8rvTlfpyct8tVjgm+IRvzw6yw92nuWv3/YUL6eLTE3AuIq4e26HjpryxGCDzARMypAHetfYyeYYFjFzYUZhFFpaLn3xToo5wXd3nqD7itrY6WBI6Twf0R6XvL1xiVO6oCvTutIPBwaeKVa5ZrwZaUFOuTOIyF3JSa0oMXzvbV/hZjE3S7Tu6CkvjlepnOQt7W22snl+a3gvH0gukTUEiXAchDdoioq3Ny7NyM+7ps2SGhHiXY+x9CuHQOSc0D58yDrHd5541k/0wGPzp1htjGjrjFiWzOsJgyohliXPjNZ5xN3OR1Yf455wh9wpMqfpqYx3JxcASGRJ5pTnSKLIbEhbTmeZmqkryJ0lFpISH+ATi4ovHN7OE2KDj8w/ykow5FubLxAIy33xFj2VzgKJM+cFdwdnEx5sX5299pEseeL1nvxvThBfe+gptC9NcFWFM4bf2LwHeS2m95yP0FO5A2v4vWyZT+89wNn165zbXebm0hznXzgO7ZLW3BSV+dld5V4HIQvHuVKyVS2ypIZs6JTUGt4TWb7/xTMsPzjiZjnH57bv4M54B2MkpZP09ISs1BxP+ry0u4jWBpVbbpgAYwSZ03RlTkca30rDkTpqIY3gPZFl7AS/euUtfPvcUzyXrtM3CV/qnyFe+X0+u3uWD7eewzg5mxzyStNWGSvBAOtOcKwx5Fy+TCQrxmU0i94rrOZEc5fLBagc+jYkc4bSeTn0UVzcfWFAwUs8HCpuGsfbI8HY+RbkJ4b3clg12cnniGTFHY2b0HyRXdPk9mBIKDysdWpClsMhFsG8nrAYefHWvJ7wsl2EUrJrQtqypHRwV6A4MBVrekrpfEFYMkGieDyXSHzN4dcnG+xWc7w7ucDDUcjvTBuUTnFM90ltyInmIVXNxkxqleXR7Weauzxib+ebG9e5XAXEwnB7UPJ8Gc5SzgBGLmRZjTmpDReqgHsCg2HI1Qo+N12iK1MCUdGWBQqvdC2MhwFlTvGXW8+yoHyUYU+lpDYgkJbMqdkq8rZkHymsh/Q6MSNavZ7x5griNYyq5eifbdF7LoKq4sfv/W3+qfhWdtstek9K760IQr4jGXLH8U9ze6D51lPnOBPe4N0PneNMc5dfuvQANoIyC9Ch10E4LdjQJQ9HY0rn+HKecE+Q8RvThO9+6Cs83NzkA8lV7o63eXe8zf9cfojdrMVh4avXX9o+hRCOotCYyFf8b9cOSQUoLleOc6WvuH9LY48bpmJJSn5l0qUtp/xXd/wuG7rkPe3zvDXc412NizwYaoKT/jlsThcYljGVlYzLkKcGx3lRrbI3bfHy4QLWCc4NVyiNYpDH5EbjnODRG6ewGkzoxTlLekggvdR3qwqYuJBtY/nk/nvJFh7jtIbfmCYsSMeanvL9c8/z1aLFWtenex9XPjn73tAytr73fy5dYVTG9MsN0iog0UtsDntoafmSODPDxAXCsl212dBDHssDYgEv5sdoyoLnioqRbbCkhqTOJ4R9ZnKG72m9hBTbWOf4nWmDDzYMn9jtcGU6TyAsT95cZ7U9Yi7M2JrO0wtTcqO5Mp3nQn8JSsnH+w/yzuQi12zMi4VmVfd5dHoS8HTrvmmyW0OKD6smT4WHlE5xWDX58YVnKJ2hIUIqFD+VrvjaR97AZopd0+bjBw/xdxYfIRCGp7KTnAp2KVCkNprlcPzW9lkeWrzGV403UTZVAfzBaz/x31RSvrYRb2XM/z9PMP4rD9J8ecw/+5cPE48dx3/ucTY/cTfVlSbh6EF+5GrwKmrUlbfNc/jRU1ycP8u//ejH+F+Wa9rU3N9ks7VI1TU8mi3xHw4eYlDG/L1jn+cTo5Ncy+f5wk+8k0/d9y7+242M5IkG6Vun/Ltv+L94OPKuxEvHYWRDdqousSz4Bwd/h8wpPjV5NQFqTR9ineRn+/dwV7zN7w7uYSM+4Gx0nZ/4l3+DT//1c3zl8Tto3TZgvNnhfe96lj/47H08/P4X+cRtn/sTCVWls1yuAtqy5LgKuGpKSufl3CWCkQ34vm/7IdbnByypCVumRekU+6bFuvaJ1o9Oz3B7coPfH59lN97mcrHIXfE2V7IeH7v0Qa5fXPKU7Tqb84fv+CJPj49zW2MPi+Cn1x9BCYlxdgZjvVrldKSgXSeA/7vljXrlMmWz6rBTddkI9jkT3iQQhgvFKuezVQ50i29pvsBW1SG1IR944oeQ0vKdJ571dKzdDh8/8QcM7JREhHx5WfBAWNQXsJk5Q1Nn2FwNeebURp0iNqGnUjbLHl2Zc2+0XYf0Ou4I9kmtZrNa4O2NS2yWS4xMjHGSj1z6y6RVyNt7l9kt2vz0+iPkriJdLfnsyeOc1gfcntz0iktZ8o74ZSJhyJ1iSfsujUXwsbM/z8OhN6EpvFfnZ17HeS9440fvvSGIUs45XFnR2MlQ/TEyB1n66L3iZkLYl8Q3pkyqEJXJehvhi3HCOlTpeK5Y48X9ZS4Wy+wftoj3BdFN79YbVRGF0azWCLNT8R6q9JO3NV6p6RycL1a4YaY0RMhT2XGW1JRz2TG2igWiG3pmohrVKVI9NWZV5azU4TlH9KeN4IA1PUCW0AkycLWDvfInlix8gXJsM65WOS+Vgs0qRCJpiYgbRtKWJdtVm9xVbFVz7JomBzZkxzTpyoLpXsLl3fkZ+al0uvaC5PRUxlpwyNnoOsvBkEBUHA/3Z7F8RaV9wbESiEpSVopAVFSuNoYJQ4XhppnM3iON8vWLmqS1a3K+OtnA4KlQAKu6z5zIWVMpqyrnVLDLbdEua8HhTAR1OryJcYKi8hkTJ6J9SicZ2Ckd2UAiWFUpI1sxdvnMLDWyFfMyZk3lnM9Wb9G7ZcWJmv60pgpWVElbVLSFY0WV3BHsclqn3BHucDq8yV3xdTITYKwkNWEtzXYEQnG10lzKl2lKy33x1VkGxpquCIWdheZ0paUjDWsqp8Lnq86rZGbee30n/2v8+gsab4gVBHhiVJlodOiVkz6zQeISg4kkphkQqcqnVEmLU6ClmTk+l9SQTiNjQY+J4hITN6gaEIiKUFZUtURaYRnZmLqg7TsGyn/3/AGfCelTqSQ9PfZ5lQ1PLg7qYNi0Nmdl7tUx80fZnZlTOOkr6fiGBE76XNEjT09D+OSsQJRkTiDxRbS2NEys51hEQtOtgSSJqGZuVNGoaDa85sE7I6tZYVA6QVaHuOTW54hmxrMslbBoZTzyXjoQvnMD/thUjVr2OD1PlravsDEnwqGEpC0Vy6EvPhoEgTCMbIxBkDk5c2VO6ng88CKoA9Py3IR68+2j+Tyr40iWnTnFovI0sCPnZCK9OzN30NMTRjamK70wKnOaRGZk9WEefSiX4L0yzpDaiNR5TGEoK6wTtazbzlSSHVnSqVcIfZPMQDCZezWx2nBLH3Fkbbfu9SHvZ+f9G4AJ+2eNN8YE4TwxyikB1hIf1toHa8AIVCawSvDEznHiXckLuyvEe4IXd1dYG1cgBM/n6xTGrxiyNCQIHS5w/Eb/fp7cOY61gkcXzvDY4DZ6YUo0MASjgHw3Ijp0jPYjMhvyWDbHmeCQC8UpPtjI+ZnJcU43dgH4zOh+nh8fm5mrlLAcC/yn1x8c3M7N1hyP750kUYXPyBw4LvSXCAeS4X6TxoHkq3trxPtw7mCZR1Ylme3OzF+KdOYKPBtEfKUw7NmcL6b3cjq6gcIxtDEfaGwjlA8Q+sz4Xq4XHcYmYmpCLjev01IZF6Yr3NG4wQvpMS5m3oC2V82xmS1w40aXoO9BKAgY0+L3l+/kwuESgzLGOsEjyUUgZFVNSIQjdz7x6uUq44UiJXeKQdXgl4dvZTkYciVfoK0yEll4ClXd9rxe+BChiY24mC3TVhn9vRZYwWPzpzjRPOTJm+t8edmvHDKnuDdscKUas20dbZlzqWpxYJbY0AfcFWgCYbhYLPNMtkFbTetM0JiNwBPIh7bhuR4qZWJDuiplp+oyMA2sk7xwYxXnYFxEFEbxyMKXKJ1m36zRllM+M74LgHPZMQJhuD3e4UbZpXSKQBg6akLpND8wt80jmZ2toHZfETvw2s573qxBvKYhvAYin9dErQZFW/h8TqmYWxozGXbI5zUb3T7nO13WWxO2Ox2OtSaYeIGyKXlfco7zC6s8EO6wsjTgxnAR0Sm4M9lhs9sjLUNiUXKicchu0aJsSmzksO2KshXiGoa3Rtt0paRE8L7kPFcqwzfMvcS6PqRaLLk93vFhsyakXyXM6wnNWrl4MjngRLTPZnMB43zgb5VAJyipYkeQlFStgOXmmEvtJVYaKfcFnsIMnjZt0YxsxaIOuWlS7gk0DZHw7uQCS3V8XelgYGF5YcjJuUNORzdoqymF80lfK8Fgtpq4XnTR9ZbKtywzTsX7JHMZ04NgZifUcwUbySHDMmY58q3Ps8GElgiwKCIRMLY5qSs4oxsc2inzMpih6cN6VXVgmizq4cxwdYAnc0e64kSwD8CVfIGgWSAErDZGVFax2h7xQFgwsrComIXz3Kp/jNlQY0oEN4zjgcZlns+Oczq6AcC1ssdd0S1PRFtNCTCU+LpM6YpZ4thhmbA0N6YwijOdPQZFzF3BlNQ5TgdDdkzEgWnxpcnt3BbtIrE0Zc4d0c4sF+NoXDMpdwWCgfUrjGbNPn1dp/6bE8TXHgJAyFnBxmqBrcVRRyIUYesg3MDR0CVWQxIUZErglMeWl1aR1aIWUQps5ZOe5sIMKfwW4sA0mZoAp+rw3sDOvmdOehp1HfeW1Re6wdOqujJlXk+I5FEY8ISu8vv0OZ3RVSntIKOt/L+tFjR0idOOIDAU2tEKclzgA4hbMsJia7CKX+r6YFhL5iBwhobwWwtT8x4kPjmqqBSF8YHCRklK58VJC2qMxNLRU6Sw5NaH96YqoqsmKCxRUJJq5+9M+AT1jprSCnLm9BSDpFWToS3elRkJTepKKmFI6q1H4dQMTW+cF44t6DEBHvbSVwkNNUdHp/TUmKGNOVRNgsAgpaOtPblrLvRkLiMdsdBsWzfbbuCgLX0EYOYcIyuZ2Ii2mrIg/Ws/kt6teyRcU1hiUZE5zUg26KoJfeM7U5kNaIU508q7Y70LNkTZkhLHyHrZeSQqusq3Qn1L1LxqgjjaXq6oEIufvL+ugt6bE8TXHg48BWhkkHnpke7Wo+7TcYTOBOHIqxKFEWhpEdYTmbEOYR27psn16RwHNmY0jdETQak1SjiqOlimp8YEYpHlcOQno1oAd/TvAxuzajNaMmLXKk7rMfumhRIWOfZFtSP0vBSOrkxZkH7PGghDIn3OxKIesaDGCAeJLjxfUzpwwiPxDISqqjH5BWW9D11WIYn00NVYHHEcHCMXYKmI8UKdjjSMJjE3gjZNUTISnjylhKUtp/UyOKVdJ5HHwtuSuzJ9da++Zn86J4hl6YlUssIiUMInfSV1xyLCI/MzV3nMvy3YLudZ1QOaomAkC7pMaMuMOeGdnxM9ZBAkdFRKU1TEovTI/lc85hGct8KQiLC2jPviH84TogKnyLG0pULhszLXg8MZl2FJD4lFNSvYeuu1IXEVpR7QUylZEBCbZp1PeqIOuaFG7kkioembgn3TYlWNOR7uz9K9ezKjrC9/r3uxWCFmqPxWXZy0vP6WxJsriNcwjlYQemqgMtiAWaCuHQfIQqAnFb0wxUSOuSDDhv77REus9hTmG+M2F4tl8iwgHvh02lXdZyGaMCpjFuSUJT3ioGp5ObYCFVhsADrwbbl7gk0slp2qB/gi2k7p08RX1YSDYEBicgJhWFATeqrEOFgM/KTQCya01ZSeSrEa2jrHau8nSENvrTaho61zNIrMOVLnW5cdWREIxbbxz2diI3pygHURu7ZJV07JnGbiLGU/ZhefDwFDMqeJRcmSqgGvNceho6Ysae+JWFATLJJmWHIQuFk4ZByWLOohvTBlMRhROr+tGLhpXRj00uirlZd2+6zMgs1skQ83n69t2CNiUbIgpyQ1Pm7oUlr1ampFWUbWG6+ioEQKmNcTAmHohemsWwEeggO+YBw4RSJDSmsIUGwbxYvTY5yNtllR/tM8c1OW1BGqx48jlWTqMrqyYlRP5JkN6EZTsipgMRjXBV4PtilNyQvTdd7X2K7bqCMCYVlQDurJMa6J1hbHVhVyTAeUdRs4ECGva7g3fpvzDTFBeOG9rzsM71+cLX2FFBBYitunuN+pNfbCkRmNE5CZV3gJREUjKFHC8dCJLZ575i5sACPboLKKwqoZXep60cEJ/+YcbWGslTVP0jIxeb2nbvG+5BwATnvV4sRGZC4kNRG7pk3p/Ik3NrEP9DERV4sFmjIHAYMyRhgojc/WmBq/95+YkLHzuDiF75AM6owNg6ZvPQVr4ixvCUv6duo7LC5n2wjQliiqOLCavm1QOMXQxuwa3wnZqe3TgyphQY3ZLudJZE5qI4zzBjSn/KrGOsGg3nodVk1M3Xa0zjF2OZmzpHWXwqdsZxg89n3kAlLjszl3qk6tQ/A8y61ygWvFPLkO2A136NuEq8UClVEoaRlUySwWIHclI1uRSOULkmpM6Sw5ltJ6O/nATjFopHBslkt05VUMgq2qRyD2Zp4JhSORFSMbsFkukrk+m+USfZOwV7YpjCIzmswGTG3I2Gb1FsZ3efaNz7zoypRQGKyb1joITSTMjEG5b5qM7Yi+9b6O+OvgQby5xXgN40gHEe5NUHnMZDmZ6SD0foBTmuDg4E/VQcjKcSFfZeewzY31Di/uLRP1HcL5kNWJCamsYl0P2SyX/lQdxFbZox9dY0NLXspXeW/zHE/lG8SiJDwUMx1EasOZUWxV5ZhZSI+/wE+Ge2zo/i0dRD1eqYPQwlI6y64Jva7CBZzUh0RCc6nSLKkRm+UiNhjwUikoiOi6gtRqeqpE9TVjmdAUFX1hsS6Y6SACYVkLDpmTGVfkwkwHsaoHbJULr9JBIJjpICyCSJYzyvaBtawor6yMhaIjcwY24jZt2DUVl9JF6EJXFvRtg/XgkK6c0pEeMFsGu5TO07+b0iKx3B7t4PATZixLjuk+V6bzpM6j60tn2NAHlHj+Y1sqAtRMJ7GmxtzM25zteh1EJMDqfRRuVsjNHMQC2qogFjfoSUMgdugbP1k+fnjS56laPZNmR0JzYGJuFu0/UQcxskexBZZY+Fan1ANAsqSiGaz39Yw3071f63AOnMW0InCOYOI8A8I5TGJRU4mZi3mpv0gwFFwezBMMBVcGXRamBq19rkUc+722c4KiIyjmHF+enObCwSLWSp5aPc7T4w0WwjE6teipxgwCgrHDjgJ6asK2adOUAwyCu4KK35u02QgOqBJ4dHqG5ybrM37DSjBgI/TV+WfG6xgELw5WOBXveSr1xHFlPI9OBeNBg2gkuThYJBzB5rDHpSp8FV+iby1KFATCP/aoTsParBbY0AdkTjF0EfepANM2RK2cR6anuF76gJ2p8bzMtsw4nx3jzvg6F7Nlrsl5/2lvGrycL3HQb6LGdVFYwjRs8OT4hJcx1+Ol1nNMXAPJmKDOldjQmrLybM/UhXSCKV9M72BVD7hc+IDdROasB4cUTnFgWlwtejN9xsv5MoksGA8aOCt4ZrTOmeYuF/pLbK6GFMoHE90VaG4YX5BUGLaNwqBZU2OO6xbHogFbVY/nTOxzNl1A3zQ5EewjsfRtQigMXZkytDF9NeZaNU+/bkNe6Xdxzjsxc6N5aUlQ4JPI1qM+j9YxCRfyVaSwjKJtrpXznjAuDG05xSL5UOOAF0ro1rStffs6g3OOzv038HhjTBB1m/PlH4W5zyZEw1sMiFeyIcqt+VcxH/ovz7M8HWMD+cdYEfd+3xfpqpT/6ekPk+83EKXgo9VfIpuG2Knm9NTQ3FbIUhFMLMmW5m+2N3ksb/Kp0b18f+dpfmF0xhe/ZMmPfc+n+Jnz3/TH+A1a+zTtySjm0cYpssOY81srREnJwshy4bl1OtuC1EXE+7B1cYmFoWP7whJPnfzjfImn0w3+bu+LfDZd453xNl8tFtksFpFYRnV//2PpPL/8oZ8kEoaPPP2D3gbtBGWp+K3wLEI4xsOGV3AaSdgsKDNN2CixViCvxiTXRY3yA1FpPnvuLHYccC2eByc4k+zyULLJb+drLKgxl4tFr84Md/iF8QN8Y3Ken1j7HN/4lR8A8F2VPCCKS4TwGo1pGlFNNSKwzM+PmeYh2SQkuBKBhEfc7Txib4dS8sypDX4xW6VX1yUeaFxmYiN2qzlenB5DCsfNvM2xaMBHV57mjs//AHPt1L/204hWklEZr0CTwqGVpagUWR4QhpV/343AFgox1sgKzs0nUEg+vfIA23mXH1n6PN+e7PKNT/5tDvfbNNqZp6crg1aWyki0sljni6x/eOJ5lLBcnc4jhfOiOH7u9Z36b+z54Y0xQYg4Qs0vcttHngVnefmj76JxU7B2zx38k4++g87U0f75R3n7U4ZPtt7Gf/Hg7/PTwQf57nc+zmfPfQPlHHzfuY+w8wfrLL37OntfOMbmF+6kaAf81Mc+zu8M76Wlcn6w+xUuVw1OBxkfvPDjuHcNWGpN2Fpc5b6HL/LhZ/8Wf/X4V3lrY5P/7Lnv42+feIxPXHkbkTLYn1rm337sn7NVdRkZDwx5e7xNUudlPJk32dBDHs82+M6m78/ff/m/5L/70C/xz0+9n4cWdnniygY/et8X+D+CD/KP3vtrLKgxvzp4K/0yYWoCvmPhKb53/sv89N43sREf8P/uvo1vW3ia8+kqz43XWQpH9KuEh1ub/PA/+THyruAXf/R/ZWS9QSvEcFxPa4CsH5lzDKzipBYYHNuV4x8f/w6uDOcZZxFKWu6eP+BH1j/PM9lx3t54GSkspVM8nx3njmiHiY14d3KB5/J1fmHwNr597il+b3KWv/WFb+SXvulnWFQlIytZ04Lc2TrUxmeG5q5CCsGe8auIJSn4h9c+zKCI+cjqY3xz4zof7z9ILEv+RvfLjGzMxWKZ57PjtNWU9eCQs9E2m+USZ7vX2ap63PH5H+DC+/4158sJbeFYVA3OlwXHNVjnuZupg0WlZrWLjmyQ2oKxK/mJvff47U3Q99L7cJd2O+Nf7b+X37lyJ7/y1p/lmAoZWB9p2BSSXesIcJTc6l48ni/TlDkb3eEsPfzfvJ4T/02h1ErOlasAACAASURBVGsbNpC4bht52McZS7lSIkxAuZRQdDwYRWjN+9vP8MjKae6KrtNYSrmjcYNf60E557izc5PLvWMcb/XZnl+ZQWvfGU0w7RdIXURPRcCUS2WD6ZKjE5TcM7/D1tI8x5M+iS54IL5CV065e/4GIxtzdv4mAC+0Vrk/jFlT+7POw0q997RYTuohKyrkVLDHy5XhpBbYxZIlPaQVFdzd2uHGYpu3NjaZWxpzIthnQ3tc+sjGHFStWRr36cauR7Ale6wHhzzc2mSvas/wawZJ2RIUHcedQbPWUZR1C9L3+y9WU7arNl055bbAslVZNrRkVTnePX+RQf4WlptjJI6Huls8ULf1NvSwbhP6ZPGuzOnbqMbLV9wW7dKROXfH12h3ptwXBigRzQCxi8rnc7akz5e4VCUsqSl3Bi1SW3C+dJxJdpGJ455wh8tVwDuTiyypCbEwdGXBM9kGp6MbLMgJsahYUSVdeZVYGJ4zMXPtlPPlhDuDJsZZDu2Ue0OfyYGAORRKyNrrMiYUgpfLMSOn2TVzvKN5icwF3BddY2RDNnRKLARnG9d5qnmcM0GL30oD3h37DgfAnepWj8TUkJmRbfDW6KZvbgrHwtdBtX6jdzG+ZtlVCPGvhBA3hRDPvuJn/70Q4poQ4qn669tecds/EkK8JIQ4J4T48Gs5CGEdIi9xdS2CTCILgZpW/gWsNRF902ScR4xsg7LwQTIqB5lDZRXC+CKgMAKcj+BLnZm1DCWyLmBVqMwXyoZljJ1qX8h0EluH4lRO0lFTcqPrqv9RzJ3fG6d1HzYQqm5XylrgFMxw6y6rpd+V9gG9ReiTsnNfKwBPKSqcnvkZ4vrTqS0zDHJWGD0a1knfIXEgrMfKl86njOfuKIlKEuA5BoGwWOfToyQSg+OwapIbzaiImFQhwyomdTBxIYWTs26A91Ee+U/MDOgS12e1g5nT8yhRHKhpUYpYSNqymD2nEuO7CybmsErInSIWhmHt4YiEF4O1a/Obf31tfSz+9q7y24q2uCWmimsvha5Vn0cu1EgENIUXfbWloC0qunLKyMaMTMyo7kq98kI46motq/HsGCIRYJydfSkhaz/KkUdGkLxi1fZ6hrCv7esvaryWFcS/Bn4S/tjq6Z855/7pK38ghLgHHxp6L7AGfFYIcadzr6G86xwYgzN1OGrlTVh66tCZnzj6JsE63y2wxncxrPYtyGtpB52KWcq3Kny6974RpDYikTml8/352wILAnpJfSIqr+rbHPW4WCyTyJztSYe8HXA9nSOUBp079syUvtUeHiLMLH9SCc9SNDgS6dOsNAq0b/ctJl7xJ4XzikdlSUTOVtXlUr7MwDSYmoCdeA7FgGv5PPPBhOvZHDtJh4uZh95mNmBYxURJic4cZirYt1OKOgNTCU/exsGajtiucpaUJnO2hrdIcCWpCelGU0ZlNIu3O0LmKeEIsWxVCRfyVWx4k6GNsWrEyDS4XnbZtRGXiyXSScyuyelKQ+a8q/GV9ux5lRCIjEBE7JkJCsGaUrRVxmGZkDnN7UHJi4Vms+xh9SGZ88/zWtljJH2iV+ambFU9rN73BrBpxKLyku9YKFoy5qaZ0JEhuT0KyDEkQjFXBxfPywaJqLAUFE6TyLyOzjNsVQlNUXIlX2CU+WNdUQ5JiHGO1PmtSSRkjQysEXquw+V6hWScmImpXvNw/KdfpHTO/b4Q4tRrvL/vAn7eOZcDLwshXgLeAXzpz3wMKXCNCBGGUFaIZkXZUphYU7ZqqbVS3BHtsNSc0JQ5SSunp8deVBU6Trf3OT93nKV4zKW2xUSKsiE5qTW74c069chTn54tIkzDkVWaxWiManjvwrFkyJnwJiGGU+19RibmVNsbgF5oHOeYbpHYKbnzCVWBiDDOU4cS4WXCIZZzpeOkrpCRn+xyo5nXKZ0oY1X3acYFSlhW1YhJfJ2JDdmr5mhLLwlfjw4ZVAnH4iE9NeZs4/qtLUYQkNuAKhGULceyas4Ca72gycujX64yLpULjNyA01rxUllxUvt6yal4jxeGq8xHKVI4lsMRS7JipPsEeGjtqkoh2qYpjlYNXsl6LOgTC8PJcJd2a8rx2jMRCcdNk7KoGqSuIEBx1YxnF9AZ7SePZwtPb1qP+vRUxvNlyKruzzoBicwY2Zi7oussqDGxqLwISuyh8KvIVpJxviy4N/TP/aaZsKyapNa3ORsipCFg7HKuVCmBgIMqZWQDdswC68EBExuxoYf0bciSzAkEnIj26TQyFlWTX0tj3h8PUUJQOsOyumXEOmpnjkyDjfhaPTk7ul/HR/0bvUj55+FB/AMhxNP1FmS+/tk6sPWK37la/+zPHKKyiFGKKz1yTuyHhENBcJh5NkThNREv5mtcOZjnSrnAuN9gu5gn6kN4KBmWMSqTFFahcp+LoUrHDVPwfLbOZrGIEoK+hZ7MCA8ko2nEpfEidj9iazrvxTMu8P3+ssFaeMig8O1DVVLvaeFSGbNtEj8xyJBEhuwZn8WwY+boyYpEhLgDTx86TBtczefZHs6xWS6xf9Bit5oD6vqDaZHasMbWV5ROsRiMqKwkFIaB8YKiIw3GSuA1FioX5K7k0E65Yabsmqr+BPc1hNPBAbE4gtH4bU9qDefSVfanCVeG81wZzvPiZJUDq9gslxjYgJENkPgAm6iWkHdkyYL2foe2qCidJi81hybF4hjbnFj4bVZHNkhkSFfqW4lXOEa2YEkVbGU9zqUrHBhv2b5YLJM55fUKuJkr09TbvQC89V4aTgT7VEZxXHuwD0BHhqS2mL0X4JWOLRGxpiNWVIMVpVlRJRu6z7lsjavFAhfKBbYrf+qGwiPjKuv1DGeDPUr8CrElY3JXzr6OlJcbtQGtJyU9KWdbrNc13uA8iK93gvgZ4AzwIHAd+InXewdCiP9cCPGHQog/LKv0j93uRO2V/yMBhkcU4Ve9F+7W3/hfAuSr3yy/8JWz7Ebw6snZ79dDYmt9vkNiZ5r9V4KLpbAzY9Ct+xez775sYmcfD8bKmSDnlccze7z6Cbzy+5Hn45WJ2n/09fmTYMryjxxX6WQdputTto/2eqZ+7qJ+rq88fsNrO9GFcMg6cs/gt1hwq4hncPXr7YdP+mYmxPK/K1713L/WkPW9HTEqfL3h1X9rX3FfR7f547v1ehq88M24P/kSMAisc3+qv8Kv2v58vKUjodRr+fqLGl9XF8M5d+Po30KI/xP4dP3fa8DGK371eP2zP+k+fhb4WYC59rpzUQBSIJzANiw2kJgkwMlb8JhlPaQZFyzpESo0dHSKicEk3mSErGEy9cXjpKAthYeKIrB4GtCu1ZiGoxXndMMUFxvmw5TDIkEJS2o1WhoGpkkofTwdwherOnJK4Cyl83mPR8vNrixIZMSCnMyUlS7yNYh2nNMNpjSjggU1JozLmv/gCIUhkiWBDcmclxxL4aE2WtoZpEbWKLVAePiJnwSPSE9HNRE7A6yAl4b741KU1qCEz85cCCZ0Yu+k1MLSCye+gKcmdGUxmyDCWlbsnYveRamwlAhvYKvdl75gF5LaEu8p9TUjf4GJGqQraImAEQUL4ZjSKpK66Lmgx0jhyJyfRIa2QVtN61DiWxNI5vAJW8K3MufqRCuL9W7Qeqt1BICpMOSuosS/Np72HdJTYyySrkyJhVd9gp/4/Wus6NuQk5qZQlLXnRHzikLwUYEzc0ewoNe5gnDuDV+D+LqmQCHEsVf8968BRx2OXwW+VwgRCSFuA+4Avvw179CBMBZRv8CikD5aLq9uTRD4JW+ah+xWbawRjE2MykBNBZGqcApCWdWsRZ+LUTpv4d2t5iidoW8lByZB5YLRJGZYNBCZYjdrEUpDUxREwtBQ3skXqYpIVrNjyB0eqW6j2eRgsfStv0BumjYD6y3jIvPo9X7aYFTFpEXA0MaUueZm1Z51BmJREMmSWFREgtpF6G8LREVT5rPfO7rNSbDK0528ZdySOkeFweLoW79d2jUNUms4qLdAA2t81F/a8F2VIqJfJmRO+qRqG9K3IU3pw2jjmu0QC0+t8sfhSESOlrauwVhSW9K31l+Qzh/DyNkalecnkdSV7NvIh9pUCZlTHNiYvmn610JAImpCFmbm0IyFJJEVsfCTllZe53B0waaz9+HWCkbVvohs1pJ0jJx/TQY10HbiQvZNi1gIIuG9OKpG46U2YmSL2TZGCVkXuW9dMkrYWgcjiOtuyusd/8l3MYQQnwTeBywKIa4C/xh4nxDiQfzifhP4ewDOueeEEP8eeB6ogL//WjoYwjooSpyxOOvQaY2uTwtk6TsaOMt22WWaht6NmWoGVQM9ddhAMCxjZCHITICsszllJelbyXYxP9tWpE7TlhlqCnml6OcNVCoZ1ZTmoY1Z0yNGpU9sGpWRX0VUMLAZ+zZiZOPatLVLQ4RIFCOrydyQvkm4L7xJQIiaCjIXUpaKftFgmnploJ0EjGyDidMMTczANEmN/zQKhfAxejL3zEQkfZOQ2cCbxGzEajB4VTZn31akzuP4O7IiFpoAy2k9ZttEpA4SWSGFJLOCm3mbvAzICm9D381aDGrV4lpNyMpcztDGHiWPQAloypydsoHEawDyUjOuL6CJ84nXZZ3TWTpDIgRdOSUW3hH6/7X35sGSZfV95+ecc7e8mfky31rLq9dV/bpr6eqtemFrgUHQIBgtoNEYS2OFLFt2xNhWKEbyjMcxnrAiZqSwYtAAsiw5jIUcjlmMEcICIcQmQEBD0wvd6n2trqq31Ku35p53O+fMH+dmVjV0NV24MYWd34gXb8l8N++9mfd3f+f3+/6+38RaN7eRVSisO64F1WOrqDMwHnWVk+NamTnO7yK2RanT4FNXzt8jKxRzSo19SWOh6NmUmnDnsEBTWF1mfJZQeKBSlCmIRIevFDVyo9jwm+X76JaTAxM6rUqTsexnGASJ1dRkRG/kyWkFFRFgcOP+A2uZGbuA/5dXpHwlXYyfe4k/f/hlnv+bwG9eyU6M1tJWa7BmfLe2gYdKS18Ma0mN74RGVDL+Jx0KdABbwxoqYdzmlIVF5pa2CTE4f4XcGhSCQ16B9aBaS/CVxgSWRjBke1jjbDbPrOpxfjBF34RsDuqEXoHKDG3jspGuqZTDTTC0GRKJXw7wTKmEfSpACYEJLFWZMlV13QnllbEycCpF60WDc9kce3nM0ARsxjVC4dqcB4I2F9I66/k0Z5I5CqNIrQuKc14HlVq8RLBrCrrmopmLy2oK9is3tLSkUgYWDiqFxM02aCuoVxIGaYCShkAVY15GgEYK1+Y8k88TCE3fBigsO4WbrbgQBazkM6RDnx0tkContXBABWU6774aMkJ5Kb5Q7Go3ubpPSep+QjuvkKM4XJ6TM8Usvtiibz36xt3Zu7JC7rUZ2IQz+RyRuDDmkTRkhdWiR1UYpmTEuWJA5LmiYmoLEmtoSFdEHpiMhqzgk7FbdjpilZFbRVWmrBQxdZmxmk3THka0TUajFKkBV5zeNYUrlgL1cWu4ykoRo5WroQ3sFWYQFjBXd4S4KpiUQltsUSCkwGrwBm7CUvQTrOcUphBO6q0YeJxLZxC5oFXE+F2nelIPEkwAdT/FBBZbKk0BtIsK29ZZxe+YmCTP8AbQ3q0SehqvK1jrNZitDNjnt5hXQxpBwqzqMRUmBLJg6Al3hyz79C0bkwXbTEt3YW3pKebVkDPZHKvBBfYpid8TbBV1dveqtGoVskFAu4gRXY/VbIaT4RpzXtcJvuqIWdVnVlmm/b4TePGdlsOC32VgAuY8p9406/XQvlPEioSgXxYZ+zbAUKAQvFBIDnmWJ/IqU8KNbM+rnJYJ6OUhO62aG1iShq1KrUy9K2xq5yVxIthiwes4hqPJmVcZs16v9LlwdSAv0CjhnK4TK7mgMyIBtfK8b+shKzqkKgoOKsmuFvSNZaU/jbGCxAQ8W7gR89dUTjMjNZHVLoOwGc1S1r4pCxLbYkZqWqpHEBS0jaOUh8KjY5JSbUsiyywmFsqpYJXdjT09oGXchb2T1TAIGmrIwAS8JjrnKNt+lzjMiIQktYZuKSU37QVEwgWfqHxNV89ybmXz5cRr9XvIICZU61cA60lEFI7t9bJpg0okeqbm2nm5yyDm/B7VmSEnKuexsWZf0GG4IMhrZeaQCHYTV18Q2mUQUhgOBG3iss++X/Vci2wa9u1vsb/aZXu+ycnpCzzVWuBsNses6rGbxKzn0+wMY0KlkYUlsWK8HV848ZCeSfGFZMnbpS4sJ8M1rvUiDIZ0XnMk2GZp3x6LcYuVZpN9fhs5n3AsOs9KPstqNjOexVipzgC7bKROy2EzrbvnpNPkxrU5u0XEgj+DyiwydxccZUW+KRMnSWcNx3yPtrHc7LsL46DnOBvzKmM+6nF4YZde5ohRy/Ud6nLIAb/Fotdy7t55k5VslkjkJdNxj7V8hrV0mpUoZjWbIU+8kiBkiYV7jcS6VmuOZkHFNKQr5l7QKQ0JTelxY+M8rdypRp/0NQ8He5zJ5/HFBgMTslE0GRg36Zr4Pl05GD++VkyTDAMassILeQ8pc6Zlhd1iQGrzcarfNRZUSkNW2NMDplVMLB0dfCnaJZYZ+/wWgdCcyZtMyYS11M2ndK2hIdXYm7RjRrwXSIx1ngzARuGWKLl1gjx9e4WCMfwXsMT4zwILer4BK+vudwNZwyJy86IizcAEGCNcf3wq5VCwS6kyRlJ4CA2ZdpRroZ0U3cjDIpYpXWvIrQ8YR8u2gsxcTAuzwnPCL7pKUnh0dURWuMcD7fwuByYcp+MD65rUrqtRYVC+2aMPqjBiXOnOjIc2cvy/xkq6JnQUbB0w1P5Yar2nQ3o6YlCOg/cKp2cRyoJeEdDWFXdeNLSNT4Ys6dgFA1sAFilcQXa/chqWLu13lfyhdvtQaAXK2fb1y+PKrUILNzLd1hVa2tHUd0ROW1fo6dA9VlSwhWRgPSKTkVhZUr41uTDk1uJLx2o0FlrGoyoKatKpZqdG0TUVNB0X+HQ0Hn1v6wppKdsflSPaLR2XX1WMFgxMRtd6YApi4cRhYuG0nXILXeuhTIFPRssYYulUsXZNQTJmwjqvk5aNMUj6RUhRKLpGIdEoRhL3rsA5kvwzpkACO9plpS1TSuxNxr2/P7C+QA5Hwl1gfUuwKUkOxi4LKNxJHGgXINayaZKdCvd2riOvgfUsgzRA5jDIfLc8MU77saWr7BVO6Wm34nOumEbToqi6bY649ztplWHm3KdbQcwwc3Z0wzSg0JpQW3Z0lc2iPjaBnVE9mjIjx3ImnyNjj8eSJa7znQW89QwKQ2EkFZUTeAUDE2C1YKNokBqf7bQ2ltHfLWrMex3aeYVZv08njVzAymIK46z/OnmEsWWXJy+XTKX/BEBud6nLjC2tuMGHB7KAxPho6xSX13VjrNPpKbdE6OWjiz5mQzeQGLaKKbbz2jgNr8qU3Hi08gpdXWEnr0IuWSuaJMotPXLaJDZkv0rZ1X5ZPPXwhetmbAFdM6BTVMbv/WrBWMWqqQZ0jJOm38vj8YWcGJ/tvM5sOR9hMkXP5mzpKXI5xJCxoWfxRQuNoGuCciamM6457OqUXVNwY1Dh31vnwD5qocYyI5E+e1mFPFds6BrXekMeyjwnxCuHrBcNfFGM9zMvPVY2igZ1OSRHjfUmrgSvZgYhhHgn8DuAAv7AWvtb3/b4rwF/F9dA2AL+jrX27Mtt86oIEFkTdu6YYeaFEJsX/OO3fYoPPvZWzl4XMX+PQBdumvN/m/8672k+yHG/YPXUND8+81eEP1kw5Q35k+dvAQ+SQUjolTwIBa+L1nlX7Fhxj2Uhr4+2uDeZ573v+hp/rfYUJ4M9/nLxMG+qnOWta7/M6qDJZnITRaH44xdOobWkKCRNJZhVfW4P3QSmQrCiJU9k+wC4O15lSwt+buoRvp44f4Xf/tH/wLvibZaOfYzbgoKz8wXLvs+tbzjHXVGXf7DyDraTKrlR9LOAr+1ex7e8a1jpNnlmZ55cK+7bO0I3C+mlIb3MycX9x5VbXftXgbaSo/5OyZeADR2ypatIYfhfL9zJe5rf4qi/xxO5k1A74rX54KHP8UIumVFueqAqJFII3l3dZmBc9vO/7NxOtwjZTOoMioC/8g5xrut0Dz5lb2U3jRFasOi1aJkKS16LLV3FFwVfHhyhKh2dvG9CZlWPvgk5Gmzy9cF1fGDxL8ZTkl9LavzPs4/y9869jWf7C/hS88jWAearfWp+ynNynoY/ZKh9nu0v8EJnBpEo/l37Fm6NzrFSzPC8VSyoLg8mjoIzpRI6OuLRZMm5cBdVDgW7DEzIZ3uK31h41GV51pKj+Z/W7kYKw0Z/Ct1zHaZ/fP5O3jv7TRSGe4bXsejvEmFJUJzOnB/rH569i5tmzvOAOQJAReXAN1/x517YsoP3KkAIoYDfA96OYzDfL4T4pLX2iUue9hBwp7V2IIT4+8D/CfyNl9vuVREgsCALO+5iaCRGS9ACmTtrPWssPZuj8ImEN25bSmHwpSZNfOIM9NBDZeUSo7DslqltLH229BTLpXNSblUp4urqCbEQ6MRjdxjjSUOWeGgtKFIXbURh2dJ1ZuQOSkBdCFomYiN39QKiC6RWEUtR3sVcpyO1BTOyIC0/BwOTlwrSks1hnVZSIdeSJPPZVjUqXk5nGJFlHkZLdocxg8wnyXwK7RiZWkvquUVmLhOZkgl+OSq9q2t0TMSC6rKbOV3LvDxXifXJrGRgNDPK5WujBVbbaJQUYzbkVlqjm4V40pAWHn0voJOECGDLq9HJQmQi2NFVWiamKYdkVo2VpAbGqXuNGKEbRYMj/jYaSUUEpLYo30/HJ9lOamgjUdLQH4b4ypBqpz+ZFL7TIbWCzjBCJo4Ds6Wn6OqIWKZsUme7mCoJcZKtos5eXiVWGReyKWa8PnmZOeRlC7Rth0TC40JSR2Ld8WWSjbxBK3eO4zmK81mTQBTkajBe6vhC0xlGXBhOjZepkbryce/vQQj7cngt8Jy19jSAEOIjuNmocYCw1n7pkuffC/z8d9voVREghBaozCI8Dwts5m5OIdhWZHWwSlBVioYMeMKEaOs6C0054JHdRQ7VWizMdthpRtRn+2QNHxMpiqpi2YOKiCjQLPvbNKQz0HmhP8vXg6PcXX2S1WyWreA8UzN9bpl1dZBUKzd9qRXaCIrqNCeDHQ6oypiteMTrYUrDlroMOOhlKJxXRVMN+Fz3Zk6Fm9yfHOH1lbOcLmZZ9rtsFA1McIHbp1e4kE6RW0krizkUt6jIjIqXs5s4XYfjzU2G2mc7qTIVJBTGcTZ2a1NkDTgVrXJQaXwh8QmAHbrl+v1Q5ARR9inJhk6YlUP2K+hb+Fa6n3nlimvH/SFzMiAUHhJXN7ijeY5OEbllTRFRUylPq30EsuDa6g6dosIXZpqcDPbYNV0OKo2iRywLchRV4VL7lnF1lVPRWZa8nGdVj/N6MBZ59UVBRTgj3YEO8IWml4Vc19im4btp2zm/R2J8UuMhhOXp6ZgDfmus55BYnyWvQ1WmZbF2wJK/w4bv3LAaasg+v0VejtW7sf1szNe4o3nOWRJKzcP9iFPROZ6PFlgq1cBvqqxynb9FKDQDz6NbunsvNtq8dvoMvZLDUlMpn7jSz/4rr0HMCSEeuOT3D5Vs5BFeag7qdS+zvV8C/vy7vehVESDAZRBoDcaSG4XWEt+AykBljro7MDmZjfGFGhfahLD4UtNPA1QiSFO/HNayyMzSNQVSyrLlJQHNlHQX2j6/5ajAwlCVhiT12c1iPGHoJSGRXzBIfawVVHPHTmzIDIUjyyRWjDkCEpeyVmQw1k0YeVLu99rjmYPEFo5eLXx28io7aZXMKHpZSM1LyT1FNw9JCg9tBN0ipJVW6GYh1goKK8m1QmagUmiZiLroEQlNXQoSq0rCVEpulfOvtJKqyJBldjCwgplyPa/K6c3UumlNJQQKxU5epVtEeMLQL4ukw8InFR6dosJeVoFUldoYPrl0HhXauqGnBEtdDmnKAXWZsVI00XZALFOqQjrpfix1mVGg2MrqaOsMkDKtaGcR2oqyjWoYGme0m2oPMll6gTo9h0BoWiZwr1uaHbV0lb4JHeHMBARCj+c9cjRRSZP3hWKviFEY2lkFnTp1cHlJcaBvAlqmMtaS6JiIQGhS7bGTV8cF1fx74UG88hXGtrX2zit7gZeGEOLngTuBN3+3514VASJcHxD/2cOkP3oL0UqbP/t380z3LXP/9n6e/tApgnWf+MIt/JPzPp//xq28/s6nue/e42Sv9+D/WuDp5gE+8Jv/ht+o/gS/euTz/BP137ImpsinLI9m0/zRzmvpFwH/6OBn+WjvEFtFnfV/fR3/9JbrsUtD4gdjfu+Ot/C+13yMuyvb+ELxlwsxUzLh8XSRSOb8+hvfi8LyhcG+sQLUXfGzHC0n+j7UPsHN0Qq/u3MLJyrrnAjP8/99+O089bP7+cq9N9JY3qN9epof+5GH+YvP3MYn3v4Y//aar7Kt+2OFqsOea5OtFylbJsRYyU1BXqpaS+oiJ7UKjeCvv/nvU28OOOL12NAhuXU2c9f5OzRkyv3JNZyqnuPTvRs5Gm6wUTQ4Gmxwuoj558/9N6y9MDeeFpra1+NXjn+JB3tHOBZvYKzkXxy8n9S62YrUOr+OF4qESFgWVUzPpnxw6g4Mgnk15GxRYcdUWVRtjvubBMLwfD7N0+lBZrweb62c5dmiRkvH3P3wLwLws9c+iMLye4N9/P7iPeM5intmv8Fxf0hdBiUJzbEmAZ6bF3xq360cCbZY8gbAgJUiZl6mzAcbgNPFOBl0SaxlpYh5TXSOM3mTlo2JZcbfO/MTJNrnjuY59oqYDx5wN+YX5r7CJ/bfxMlgj43KKrs6wheat8RnkDia/ZzKUXTQwAeu/yinwnBMx/ZQvP+KPvmv6izGK5qDEkLcDfxT4M2lLMPL4qoIGEEVkAAAHclJREFUEIBz1upkiCQbR1ZrLKLr4Q0EXse5VgnrXL2xzo16hI2iyVa3xno+TTr0qXcABIHQ4yGcuHR3qssEYd2Mh8C9lpCGtXyabrhBXcJ6MU3gb7Orq/hGE3ScW5MSppzydPZucXmncXMLOb7UVGVGtdRPCGSBlU7E1QrwyqzCyd5r2sbStx5dE3BQZY51aBylumMiBnaLjq06t+5SwTlAQ9unpyIi4fbLlHdONzvBWLI9kc4uzt25c/pcHD4bQQo7dtaKRI4u5w26JqMuXb1AiVF2AgeUpW00q8k0ftMQC5ctVUVWzkxYfBw1O5apmyUpZx2mVDIetI1EQSidl8koCDmFLI+BtSjj9C184ViNofDIEKynTer1ZGxiUxU5vnA09RFC4cQA6zKjLixTMsEgSaSPLCdYlTDjGgm41uj5rElVSKZUUs7GOMp4+SElEgJVnrwLozoYEol40ZzGK8Wr2MW4HzhazkCt4YSb/vsXvZYQtwH/GnintXbzlWz06ggQQoBSPP8zVRYejFGZdYVGKfipNz7Ap566meemp0hb+1BDwVO7+1CJ4OndBaYyg8okP109jz75Wd4en+GL155gfb7BTGXA5zo38Ux7gX4W8Me12zk7nHVFqdwSdCTDupOty1sR7649yZyqcF4PeXf1DPenDU5Ga0Qi56Yfe5o/7d3ESjLD0AS0sgrtIh7b2z3cPcS5eJb7dw/zQjTLI/EOKrE8tHUIvy3Z26vh9wSP7C7iDQSP7e6nd9CpTzl6cMLAWrYKy7JneTQ3nAo3AcGUSKmqDF8YIqFZLxr89BvvY3/Y5uPdY2O9iHZR4a+CDgrrZPitm025trqf88kU11T2SI3HhVYdr6WwngsUnU6FL+7dwPOdObazKsYKfrL2JDPSY0u7m0yrSElsyEGVsloUzCjF/7jvC3y2dxKAtq6wnddY8Lv4skBhOZfOcK4/zXQwZKfxHKvZDM8P5tjdqyIkfHXvejLt0UorDPbnrOaWhszZ0QdZ9jvkWFo6I9e5G+zSEZu6zv8w/2X+cOeNnKi4+s+5dJZrwp2xreDIuGdgQlazaeb8LmvpNP0iZC+rcLY9Q1ooN7GbVXhh7it0rcctQYRpfpOP95b50t4JTtQ2kFga3qA0VXLBVuO8WZyd4Robpe9nVNZdrgivUgZhrS2EEL8MfBZXe/7DcjbqfwcesNZ+EngfUAP+qByMPGet/amX2+5VESBsKTenqxqQRLsWL3GDW4thC2vB1DVnzs0ztSnYWpmmsSnYXmky0xuCgFWds+jv4QvnFHVqdo2ql/Ln507S2qpBIfmP5hYGSUiWeBxua6JtiZUe0a4hOu8RCcE9ic8z2RJvj58ZO0EdCnZYquzxRyu30xlGaC3JM4+nagtUghxjBTvtKo/FB2jtVfGjgscqB4j2LOdXppnaFlg/JNoSnD03x8yOZePcDH967TWcCM8TYJlRhvuTgzydHODnGg8yMCE+PZ7I6jyeLnIk2BpzHXaLGm+aeoZI5PzW6XcxyF2dJC0UceBk53c7VYSwFIXi6XiBYeLzWHyAwkiKtZh4u3QzE5DlEfeE15J2QtbiJhb4WPMWbopW2NJTNFWftXyGRX+Xusj54uA4r688z7zK+MjKHQggLTyGmU8cZuOJyF4SMhyEeH7B6elZemlIuxch1yIQ8C2xhDUCkyi+cPgQp9MFGt6Auhyyod1Q3I6u8eRwESUMm5nzrfiJeIu/OHeMh6uHMFbQTUIalWTswSqFRUmDNpL2MCIOM3qJI0HluUJ3AkQheLgfoVPFJ/bfxPmsiWl+k1NhyK8+9zrWdho8XVtASYMnDb7S5FrhK2dzAPAziw/x8WyOtXS6HE2XwLkr+OC7btureB19Gvj0t/3tn13y891Xus2rIkBQjZAHljjxa49gteHp3z1FdN5jafMm/p8/qDLdt8x++D7+4dNP8hv7f5x/fv0X+GeNn+LXbvkyHzr942QNywc338Znvn6Ku17zFA/fdz1Ln9ekTcUX3/d+/jJZoG9Cfrp6ngs6Y13H/J2z/xD/ZIc79q9xz6GjvOXmx/mVcz/BL+3/Cq+vnOa3Lrydm6rrPNpb5HEO8sS/uImvve/32dQDBtaxKo/5Al8oDIbTec6SJ3kgjZlRA5Y9uHn9V/jtt36E3zr0Tt5x8Fn+8vz1/Mvjf8o/mvrr/PapT3BzeJ4nsn10tFOVelP8DLeH63x+cIyBCfha7xjvmHqUqkx5Illk3uuSGN/VRH7/F0hmLE//0r8itXlZmddMywiJ4Jk8YcvEVEXGslewrgWHPcHAaj60fAefO38DvnLLjVuaa/zy3Fd4Ip/jiLeHRjAjC1aLCktem671Oerv8K3kEN8sjvDO6pM8m8/ydx/5ae678/8d1whapmBeuYzIF2qsaj0jE24IYtpmyAu55N8fd8X1vzl9L4lVbOk6y94ud1VcEf7TvePs6lrpXNbjLZV1drSgKg33Jou86aGf509u/xDX+Y7JuK37zKnqePx+xLEYmIy2cbMVXWvoGkeCWslnSYzPqegcHRNxMtijKiQf7y3zq8+9ji/d+Am+PJTcFvbxUWMFqUvHyAE+2mvwpmgNVS5BfAS/e6Wf/aubSHl1BAhRGGh1MGkK1lJZ8Yh2LN52l8q2G+nGaD669Vq2Vqb50vwJzGrMV5euJ9q2qERw7/nDVDYkT2zvo3JB4ndd6v9Hvev58u5xKirnRHCep7LDnApXiTcEncMBD28sEp73ePzgftLc49PRrbyu/jz3rh/hpqPrPHB+icArqLc0fzaocTpbpqcjJJZ+7cmxWe5Xh8e4LrjA13rH+aXp+7igIbzg8djwEK1OzP3BYbbON/jzhVvJ16rcd3SZ9XyaR3qHaOcRmfaIFzJOhOt8o30dJ6ob3L9zmDm/y9d2r8dYwWw4YC+rcPfsk4S7FqEFnxv4tExjrLl5NNigKVM0kjeEmgdTxVeTJjcGm6wUktPFLJ87fwOb7RpZ4iOVpZ1ELFe2eLy/yB21M+M6y+PDQ9xYWWVgQo4E22wVUzzWP8i81+Hz7ZtobdT5ZH+aRW+PTT3DUX+bdQ1LKmPXKGLh5P2UsHx5KEls0wWa3SUGuc8+v8O7ao/x4d3buD7e5OZolVaZrn+jfz1haRkYyZyz2Rw3R6sA7O3UOaACPjfwWVA99inLnw0iTvjbaESpzRGy7LupzHQ0W4HmWm/Iv9m4CU8Yno8WkMKyUVllSiV8ae8EazsNvjyUvKViuDcJyFAsqh7P59MoYdBWsqB6ZKXi+OcHRzgRnh8XiWH9yj77E6r1d4fxFcw0Ed0eaE1yLEGvhKRL06RTEqMsVan4hYV72D0e87fnvsbXlpd59/zD/B/XHiNrGO6c2eah5gyH612em56hqCjymuQ9tWc5FmwQiZxlr+C4v8au0XSWDTdfs87R+iafzG/mPUuP8JXt67m5ukpVplw3s82FfIprZ3aRWLZqM7y5ssProy0ya1FAXXrkViCF5G/Un6cmQo779xEJwbwK0EcHvLn2FM9fO8fN9TW+5B/nvbPf5KEbFnlv8z5aJWV7YAJ2iyoLXgeF4Uhlh3ZR4ZraHgf9PU41Vt2Yt99jEAWu5lATZA14XdRB0QVcscyJrLo72jdSxc3+gDtCN4oci4Bj/oBnDz3Ek9MH6OYRntTcPnWOn6w9yanoLEf9IRJ4Lo+IZE5TDuiaSrn2FixXtqmKjJPxOp+ZvoF3xdsAhKJHgY+HomcVsQSFR9cU1KXHvOwxrWJWC/jZg/fTNRFvrz7JrLL8wtw99E1IJHPqcsjTyQGuDbdoqkHpWN516k8y59l0P5V6Qttk3BWZ8rgDfjTqkKMw1nLYg67pYhDjwS0pDQp4KPP4xX334ItizHPY1RGRKDhR2+Dp2gK3hX3uTQJeH7lMZFsL7oq6ZbFUo7H4CO4fNnhN5bSTCBQFR0otzSvCJEC8Agh4kcikeIkvKDsS7oSKUnnIlq06KSxWgifN+PlWuLRvpOnol+mhdgOQJQfCdRjA/a8vND7ayb0JM+46uG0pctwHTQkxTmWBMQMRLpLjnGajwVhZul5f1JocScn5oihTWPfz6O9GCnypL3nei78QF/dJCTGW3x9pUyQlr0FjkeWFIoXA4JzEjXWzHao8dp8X60L6QhOUqlaJ9V+0b74oCETh3oPyNd15tYRSoqwYGwrl5T6Mzr2BsntgS96EHatnjcyPncSeKc+N41cEQhMJJ8cnSu2N0fkfHTtWYUr/j0goknLJMVoUOE1KOda1vPRYw1LWT0mDjyJDXfK4HPufIECOrA4wBJfolvpXSou0vJpMyu8LrooAIXOD6A3AOEq1Oh8StAThRg9OlBNy1vBossQzG/PcO38d/d0KTyYHqa5D1lMEr3EXxJjuKgXCOofqbw2PkFvFbeFTPJkZwKdyQfLk2n7SwiNfrfL1hWUildNUfa7z9/CE4Vi0wZPd/eN2ao5mtfDo2JDE+NwVdanJCG0N96eWZX/I15NF7gjXaEgwaxXOZHN8a/0QvtQ8tznHU/sOsr42w32Hr+VHKs9TV84gJ5YZS16L/UrzoDcYK0rNex3W82m0ktTKjslyuDkW2VFC0DYZiXXj6IeUTyg8tnXKouqxWvgM1IDECiKRsaULHusf5IEN1zIXwjLUPm+Kn+HxdBFYQyNY8ga0zJD9qk9VODXqnWCLrWKKw96ALT1ASkPXZDRkxI4pPUaMk50HNybdMh65LbjGq3C+6JFb+GrrGLmV3BytMKMGPJwc5rXRCxz0ChJruT7aoCpTmnLAjEyYVRZjh85lO1zHV5pqGXBC4TOwGXmp/ASMqdQjJahpL6BjEgyWWTnkE73j5FZxU2WVvgl4S3yGWAga3qC8SbhlxbZ2NgENWSkVrV27N5ZO//JouMGcymmWilJXOlYhsJMlxiuBVQIbRwjl3vSiWZAnPkUjwgRgskt8MZo9lvxdwqmUBb8zdvGe8lJMaAikRgcWKwXaF8yV/5cYZ4Iyo3LOFDWyKUscpxyqtnimuZ8DlQ5D7dpYXePTDIas503qnmvzGY9SRn3IjM3pG4nEG5Nk5lVKTQQsenvOhMYW6IbjRDSqQw6EbWan+iz5O8TNIfu9FhKnOAWOhee0Ll2GsFXUCWWBsZK6GpJYj0AUbu6gmHJCOoElFD7T0o1aj/wwDZbMSta1s95rSEW3cHfyppQsV7Z5Jl4gVAVSWJbjbeZVxpK/w4xKyK0s+QUZuXWj5H3jJOKUMAys06sM/YJpWUEJSUMGbOkUJQVD6/gcfevEd/3yomvIgPUcDlWcrN2MGjAwPkdKGvNIoOVC3uRouOFGsnHs19Hja/k0njJsGcsx5RyvejZnQVVfRFgaWe/tGqdr2S81KdeLBsvhJon1uc7fomUq4wwjEjm+cuzK5/Pp8bLC+Y3448x0JFy7UTQ56bdpmfLm9D3J3k8CxHeFFeLiEsMaCAxWWkzgtB1G1nu+KIh9d5dXysm26cBdKEPtI7TTd7jUek8hxgQmcDZpUyLF+FCPUqpeigo1TX9AO58hsT6J9RhqH2MlaWmxN+Jk+aXEe7X80I9k0R1ZSNGUaenlECBCZxXfCBNilRH7blArCnKaakBqFYlxo9qp8Us9hoLU+OTGIzUeWfmcvHTWSqyPj4ZSJ+OiyrIgvOTtrEuD0k4DMhIhsUiJRIjGGdeMTHOksNRUepHYJCxG6FKc1yeyxfh7br1xIEusP24rgrsoq0LiocpljSQSwhGVpLOs84UiFinT5eBUJDS+NGQo0ktoynm5/ZF2RmIL0pLjYJAU2lkLjhB+G0FpJDDragWUyxiIcMujWKZE5IRC05TDcpDOuvOvR90KM15WpLZ4EbHsxfvpVgmSVy7dP4YFXsU25/cDV0WAEJfKfwsJmUQYgcycejPSkaYS6zPIfXZ0Da1LGfYUdDZStbYEUo9VrRHurnlRL6HPwFr61mlGdJKQbuF64a08JpC6ZCMWBNK5bYXS3R1GOpk5lhzoGsWc1OMW18A6oZiR0W2OxqZOFKWVVBjogEFeCs5kThxm3neFt8wqwnKIzBeGUObk1gnEjOoAvnSK0phyxqNU+1ZCYuxFLcZQuLe0a+S4oj9nCwbWFdgSqxnokL3UHa+Shp4OyXGCJ12TODm28lyE4pLvMkdZUypN5+P6BTih2MQaYrQTiUGQWEvXBPgYDnmSoUkYWI+9wukmJGWwGZiQeW8w9vz0xeh9yMvXEuV+uBqRp8x4QhX4DrHYUTBSVpDj7uyJsSRWoa0ci/6MBq/mVF4yUl0G4dSyXZChrLNcipGatl8qcY90TKLviUk5CRDfHQZEljszFGsQiXKq1i9h3ttNQrq6Qp5eNO/1hoLcKEThSFIvMu81mp2i5tSDhCC37gOoEkGee7SzCBJJt3C1Dm0lodAURlFTCanx8KVGGHcR9I1lYBV96wHWFa5w3pYaS9+EzKshPj4idel5mrsBp14SumwhcW04JWz5QfQwVhJg3B28lLbbtjV8UZDZi2+TLv0cMG4KVltTKkZrEmuplUXJQBjmVR9jXYHSaTa6DKWtKwxzn0w60nCriOkbWYq+dEsRHV2qWY/Mex070d35nQamtoLUOhexpFyfg6sLOHcv4YLt2IDX0d3bRcVpUlpFgKFTTkeOLraG6o+P1y/taQyCSEBdDjGW7zDvHdUdLkVFBNSFo2gjc4wpaKoBp7MFEuuPB68UHRROqWxEglpQPZcJle5pl/phjL43y/0c1UPkZInxfcJ3dDHKkyZxbLPyV1WqQLxoWlJcvLt/+7+P4O50Bdq6NW6A63R4nh53PTxhxu7eBlEaxrgvbcV3brNMJ0deDD4GhRxPDaoyg5HC4CkzngcZ7aAvnLq0Lj+YI0er0b1w5Lw1ovUa6+5qxkoyq77DcUkhCMpTaHDHmVhFXeQoxLh7MjJ38Uq242ifRtmA23c7fu3RPhouuoc5l66LF9Po9V2yJ1/0N1+44DT6XZVZQI4adzLcPotS3o0xZdpYiSk7L25/3BLj0tf9dlxKZjLj92jUDr04cTmatA2EHmcA5pLtZkh8RNkhupihXLr90X7m5fm+ctLT1W+cc3UEiP6Q4uwK9g234K/tMv+AxBtq7IOP0/lbryNeU/DaG3n/c8vkD0zzfvU2oicq/N/N17LwwJC87nH9f7fJN5fbvHP2Ub4xex1btwXkdcsHd97IF1aPYa1AHf8C3+hcT9MfsPBgwSZNHpirM/eQ5B6O8es/+ieleIzmZG2dv904wyP9JQ6Fe9x3w038QXuZx/uLdPKIRHvcPfskS4Gb5vzY9ls4WVvnLzZP8OP7HmPe6zD7gOTDJ95E5+FZPnVNjfD5iN+J3kb1/pgPzNzN+4//h7G707FggxnpuPyvr5zmmC94IAtY9no8iuSGaM2NNeuYt8ar/PpNOUEj5SO9eVazGQYmYKADbozXqMuEJ5MbuSFa577+MrHMiFXKvNflhXSejz1+G3I1ctmZhJXZOfStgsd3D3C86WZ4/sG+L6IwRMKUxCt4d3Wb07krG17j7XHX4gt8qH2M/V6bs9kcscyoqyEHvT0S67Or97OazRDKnOVgi+fSo8Qy448fvQ1rBLsnYq6Nd/jc+gl+58RHaKDJLfzi1Dpr2nVe6sKyUgTs6CrSa/OOyi4PXPME96cLdE2FuhyS2IYz0vV3nLakca7lTTmgb6s05YCNosmOrqEw/P4zfw1rBYuNNqn2+MD1H+UCbrbiZxYf4qO9BgrL/cMGClNOwzptCV9omqpPbj3eU+3xYOrcywB2zBWK1lomAeKVQAiB8HyML7GBTzIr8HuSuudhQ0MRK6wUvHbhHJ9emOH22U2+MT/DrTNbnK82SBuKWyvn+GR0M1WZEdZTIMAKeMfUo3T3R3TyiBuDdXRdcKFokDYkRdWiZlOSmRi/mVKXCXeGPXwCTkZrfDP1OVU7RyQyjG95a/w0i/4efROyVdS5vXKGWZmiEbyh8Tw3hqu0Z2Iaqs9ysEnWFByqtni2fojp6R57MwG3zKzz+dn93Nnc5I5AsWNaJNbSN3Lsp5HblEeyCgpDXSp+pPIcifWoy4z9qsOZIhhnQG+unGU7WCexHi0Ts+S18IWhXwqpHAr2OB6us15McyI4z36vzZfmj7HSnQfphrWm93V4w9Tz+MJwPN5AI7gjdH4SoYjHk5bP5SmRMBzyKjRNyqzf58eqTxAJw3Kwya6ucdBr42PKce+crq4w4/V4U+U8i94ez2T7mJ3tIYTlVH0VKQy3za1xR6AoCAmFzz2J4bgv2KfcBXfA8+mZLiB5Mnc8iqpMuT10wexsEbMUvXiyORaCQTnuPa+G4zmWjaLByfkLJIXPa6fPsJNXORW6x5pyjY9nc7wpWuPzgyO8pnKaAMOcyjnpt0msWwaN8GAacEcYkJaZxxGuUA8CrnoexH+a++irBIszzfH2hohBgsycIKvVGq/l4ffAayd0ihCZlg7eWdmxME6S7tl0P1utmjN06YQEbUvQdoXNVlYh0R51mWOQHPRblLVHjBaozKWXp7N5trUrPD6b7mdKpJxJ5ljNZgk6btnRN6FTX9bhWKSlKS+mrqnx2O+1acoMUUCoCoR1RsGycI/LzG2rZ1PWC48zRY2VooHB4KHY0hV8oVkrphkYzZpusKnr7JgKa7pBVRSotmLQqmCAxHr0bVASmlwdo6kGnAjO01B9DJJ5r0MsHRsy08ot3Qon65fmHvqSjg24guu2ycbelgCBMGyZEIlgy1hOD+ZIrUIJd/x1OcTHMK8sdSkcDdpvjcVmMxSL/h6FlqS5e615r8tQ++yZIR6ullCXGW1jaZusNB7WtExRdokyVofTLHkdDJSs1SG5hbqQ1IVkVImYkR4H1YCDSrHoddjvtTgabJAUvhPp0a57NJpl2dCxG7wSghPh+TG5zfEcSvNhXDFSCUFTZuMWaCh8zJWvMRDWvqKvHxSuigxijJcq8lzCpHw5jBh2CluyDMV3/N/YwXps5fXixy9tU41+dmzDlw/z2toXOVZfieuzFBZVttUuPZaRse94f0rtgvE+vsx5GW3pUoWjb3exFi+zjr8Uo8Lu+Hcu1irkZS6Ii3UU8aLvL7UfF929xbgjA99551JcrG9I4VzDx+7ppfLUi59/UV/zUpZrfpm7/EhGcFSrya1CiYts1G/fp5d6h+Ur+aBeCgvoqzuFuCoyCHBtTCslSInxHDEJIUuXbnfB17wM61silWM8S6QKrBQY5VpUoqyuIy9G3arIqPsJkRqRWXISG2CV265UFuMxNkkJBaUUWcGOiZ2QinCU7lg4XkNdDsc6ENo6W/lYpvhCE6uMxPpoKxhdn1ZaPGUwHlSUW64El3hoRiWNWVOa71rJjonHF1P1Ep0BXxS0TDgObpEQxNKJ4MQiHfMDcuuxY6oYZNl98MbHHyjXCrbKgrQEnmthhnJEbXZu1lFJ4c6ta1yOtC6LsoQqhaUuc8ehKHUSlLBkdrQProXpOkNO9i6xPp4yBJ4u27leqXUhx9OYW7o65hYYXMsyKh/fMSGFLf04yhtKjiQuW9qO1u0YkMa6jlNqTWnpFzqjYC8nUjk1lVJR2ZhYFQl3ZD6CHV1zBVacS7nryFxUAFcIdkw4znq+fdLzlcFedPj+bl8/IAh7FRRJhBBbQB/Y/kHvy38C5vjh3n+YHMOrgcPW2vlX8sRGtN/etfQLr2ijn3nufQ++WpqUV4KrYolhrZ0XQjzwgzgBrxZ+2PcfJsfwA8FVcIN+OVwVAWKCCf6rhGXi7j3BBBNcDo45fDXjagoQH/ruT7mq8cO+/zA5hv+8+CHoYlw1AeLbXIJ+6PDDvv8wOYYfCCY1iAkmmOCymASICSaY4KUxGdaaYIIJLgcLmEkNYoIJJrgcJhnEBBNMcFlMAsQEE0zwkrAWq/V3f94PEJMAMcEEP0hMmJQTTDDBZTFZYkwwwQQvCWsnXYwJJpjgZTDJICaYYILLwU4yiAkmmOClMWFSTjDBBJeDBSZtzgkmmOClYHGOcVczJgFiggl+ULATwZgJJpjgZXC1ZxBXhar1BBP81wghxGdwKtyvBNvW2nd+P/fnpTAJEBNMMMFlcdUY50wwwQRXHyYBYoIJJrgsJgFiggkmuCwmAWKCCSa4LCYBYoIJJrgsJgFiggkmuCwmAWKCCSa4LCYBYoIJJrgsJgFiggkmuCz+f8KBtYW9L+idAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:26<00:00, 5.52it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.957895040512 seconds ---\n", "\n", "[[ 1. 0.45814166 0.03464103 ..., 0.01134392 0.01156786\n", " 0.01750127]\n", " [ 0.45814166 1. 0.02453235 ..., 0.00803362 0.00819221\n", " 0.01239418]\n", " [ 0.03464103 0.02453235 1. ..., 0.07710702 0.07924892\n", " 0.10306748]\n", " ..., \n", " [ 0.01134392 0.00803362 0.07710702 ..., 1. 0.98537344\n", " 0.89606255]\n", " [ 0.01156786 0.00819221 0.07924892 ..., 0.98537344 1. 0.92519268]\n", " [ 0.01750127 0.01239418 0.10306748 ..., 0.89606255 0.92519268 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:26<00:00, 5.78it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.96892952919 seconds ---\n", "\n", "[[ 1.00000000e+00 6.69037978e-02 5.67980121e-03 ..., 5.73827812e-05\n", " 5.73207867e-05 4.20652876e-04]\n", " [ 6.69037978e-02 1.00000000e+00 2.20259417e-03 ..., 2.22527118e-05\n", " 2.22286707e-05 1.63126760e-04]\n", " [ 5.67980121e-03 2.20259417e-03 1.00000000e+00 ..., 1.97611953e-03\n", " 2.04154123e-03 1.27134820e-02]\n", " ..., \n", " [ 5.73827812e-05 2.22527118e-05 1.97611953e-03 ..., 1.00000000e+00\n", " 7.56883360e-01 3.38849477e-01]\n", " [ 5.73207867e-05 2.22286707e-05 2.04154123e-03 ..., 7.56883360e-01\n", " 1.00000000e+00 3.54639134e-01]\n", " [ 4.20652876e-04 1.63126760e-04 1.27134820e-02 ..., 3.38849477e-01\n", " 3.54639134e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:27<00:00, 5.62it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1287.9577460289001 seconds ---\n", "\n", "[[ 1.00000000e+00 3.51854666e-04 3.66182162e-05 ..., 1.49284400e-10\n", " 1.05644292e-10 5.15464259e-08]\n", " [ 3.51854666e-04 1.00000000e+00 2.38747865e-06 ..., 9.73322449e-12\n", " 6.88792406e-12 3.36078608e-09]\n", " [ 3.66182162e-05 2.38747865e-06 1.00000000e+00 ..., 7.96593556e-07\n", " 5.71762945e-07 2.38098004e-04]\n", " ..., \n", " [ 1.49284400e-10 9.73322449e-12 7.96593556e-07 ..., 1.00000000e+00\n", " 1.41970262e-01 1.23645866e-02]\n", " [ 1.05644292e-10 6.88792406e-12 5.71762945e-07 ..., 1.41970262e-01\n", " 1.00000000e+00 9.25895374e-03]\n", " [ 5.15464259e-08 3.36078608e-09 2.38098004e-04 ..., 1.23645866e-02\n", " 9.25895374e-03 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:29<00:00, 5.80it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.5262525081635 seconds ---\n", "\n", "[[ 1.00000000e+00 4.46935250e-07 4.83865591e-08 ..., 2.16573505e-17\n", " 1.48830815e-17 7.24320542e-13]\n", " [ 4.46935250e-07 1.00000000e+00 3.39261979e-10 ..., 1.51850343e-19\n", " 1.04352609e-19 5.07856779e-15]\n", " [ 4.83865591e-08 3.39261979e-10 1.00000000e+00 ..., 8.92567093e-11\n", " 6.14448289e-11 2.56182293e-06]\n", " ..., \n", " [ 2.16573505e-17 1.51850343e-19 8.92567093e-11 ..., 1.00000000e+00\n", " 1.44579017e-02 1.40579488e-04]\n", " [ 1.48830815e-17 1.04352609e-19 6.14448289e-11 ..., 1.44579017e-02\n", " 1.00000000e+00 1.02384911e-04]\n", " [ 7.24320542e-13 5.07856779e-15 2.56182293e-06 ..., 1.40579488e-04\n", " 1.02384911e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:29<00:00, 5.57it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.771637916565 seconds ---\n", "\n", "[[ 1.00000000e+00 4.58328793e-10 4.98353719e-11 ..., 2.24731817e-24\n", " 1.54116304e-24 7.50354337e-18]\n", " [ 4.58328793e-10 1.00000000e+00 3.52090028e-14 ..., 1.58774438e-27\n", " 1.08884135e-27 5.30130045e-21]\n", " [ 4.98353719e-11 3.52090028e-14 1.00000000e+00 ..., 9.01626989e-15\n", " 6.18426780e-15 2.58069154e-08]\n", " ..., \n", " [ 2.24731817e-24 1.58774438e-27 9.01626989e-15 ..., 1.00000000e+00\n", " 1.44605192e-03 1.42254619e-06]\n", " [ 1.54116304e-24 1.08884135e-27 6.18426780e-15 ..., 1.44605192e-03\n", " 1.00000000e+00 1.03406783e-06]\n", " [ 7.50354337e-18 5.30130045e-21 2.58069154e-08 ..., 1.42254619e-06\n", " 1.03406783e-06 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:29<00:00, 5.68it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.7812852859497 seconds ---\n", "\n", "[[ 1.00000000e+00 4.59490121e-13 4.99835037e-14 ..., 2.25563617e-31\n", " 1.54656074e-31 7.53018794e-23]\n", " [ 4.59490121e-13 1.00000000e+00 3.53406705e-18 ..., 1.59484007e-35\n", " 1.09349064e-35 5.32419440e-27]\n", " [ 4.99835037e-14 3.53406705e-18 1.00000000e+00 ..., 9.02525175e-19\n", " 6.18820951e-19 2.58258562e-10]\n", " ..., \n", " [ 2.25563617e-31 1.59484007e-35 9.02525175e-19 ..., 1.00000000e+00\n", " 1.44605167e-04 1.42421566e-08]\n", " [ 1.54656074e-31 1.09349064e-35 6.18820951e-19 ..., 1.44605167e-04\n", " 1.00000000e+00 1.03509350e-08]\n", " [ 7.53018794e-23 5.32419440e-27 2.58258562e-10 ..., 1.42421566e-08\n", " 1.03509350e-08 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'untiln', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:30<00:00, 5.64it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1291.0619623661041 seconds ---\n", "\n", "[[ 1.00000000e+00 4.59606477e-16 4.99983500e-17 ..., 2.25646959e-38\n", " 1.54710165e-38 7.53285862e-28]\n", " [ 4.59606477e-16 1.00000000e+00 3.53538719e-22 ..., 1.59555138e-43\n", " 1.09395677e-43 5.32649014e-33]\n", " [ 4.99983500e-17 3.53538719e-22 1.00000000e+00 ..., 9.02614913e-23\n", " 6.18860331e-23 2.58277509e-12]\n", " ..., \n", " [ 2.25646959e-38 1.59555138e-43 9.02614913e-23 ..., 1.00000000e+00\n", " 1.44605138e-05 1.42438254e-10]\n", " [ 1.54710165e-38 1.09395677e-43 6.18860331e-23 ..., 1.44605138e-05\n", " 1.00000000e+00 1.03519611e-10]\n", " [ 7.53285862e-28 5.32649014e-33 2.58277509e-12 ..., 1.42438254e-10\n", " 1.03519611e-10 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:15<00:00, 7.78it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 855.5145671367645 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:15<00:00, 19.68it/s]\n", "[[ 1. 0.54513423 0. ..., 0. 0. 0. ]\n", " [ 0.54513423 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12409368 0.12527722\n", " 0.12452241]\n", " ..., \n", " [ 0. 0. 0.12409368 ..., 1. 0.99996788\n", " 0.99957286]\n", " [ 0. 0. 0.12527722 ..., 0.99996788 1. 0.99932011]\n", " [ 0. 0. 0.12452241 ..., 0.99957286 0.99932011 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:16<00:00, 7.81it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 856.5600609779358 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:16<00:00, 19.66it/s]\n", "[[ 1. 0.54513423 0. ..., 0. 0. 0. ]\n", " [ 0.54513423 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12409368 0.12527722\n", " 0.12452241]\n", " ..., \n", " [ 0. 0. 0.12409368 ..., 1. 0.99996788\n", " 0.99957286]\n", " [ 0. 0. 0.12527722 ..., 0.99996788 1. 0.99932011]\n", " [ 0. 0. 0.12452241 ..., 0.99957286 0.99932011 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:16<00:00, 8.09it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 856.681028842926 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:16<00:00, 19.66it/s]\n", "[[ 1. 0.54513388 0. ..., 0. 0. 0. ]\n", " [ 0.54513388 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12409363 0.12527716\n", " 0.12452237]\n", " ..., \n", " [ 0. 0. 0.12409363 ..., 1. 0.99996787\n", " 0.9995728 ]\n", " [ 0. 0. 0.12527716 ..., 0.99996787 1. 0.99932007]\n", " [ 0. 0. 0.12452237 ..., 0.9995728 0.99932007 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:16<00:00, 8.05it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 856.702796459198 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:16<00:00, 19.65it/s]\n", "[[ 1. 0.54509974 0. ..., 0. 0. 0. ]\n", " [ 0.54509974 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12408785 0.12527138\n", " 0.12451843]\n", " ..., \n", " [ 0. 0. 0.12408785 ..., 1. 0.99996749\n", " 0.99956647]\n", " [ 0. 0. 0.12527138 ..., 0.99996749 1. 0.99931555]\n", " [ 0. 0. 0.12451843 ..., 0.99956647 0.99931555 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:14<00:00, 8.35it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 854.3609294891357 seconds ---\n", "\n", "[[ 1. 0.54159014 0. ..., 0. 0. 0. ]\n", " [ 0.54159014 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.1234489 0.12463137\n", " 0.12408153]\n", " ..., \n", " [ 0. 0. 0.1234489 ..., 1. 0.99992507\n", " 0.99886875]\n", " [ 0. 0. 0.12463137 ..., 0.99992507 1. 0.9988133 ]\n", " [ 0. 0. 0.12408153 ..., 0.99886875 0.9988133 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:17<00:00, 8.15it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 857.5659756660461 seconds ---\n", "\n", "[[ 1. 0.05912944 0. ..., 0. 0. 0. ]\n", " [ 0.05912944 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.00184857 0.00186209\n", " 0.01184666]\n", " ..., \n", " [ 0. 0. 0.00184857 ..., 1. 0.7459663\n", " 0.34461732]\n", " [ 0. 0. 0.00186209 ..., 0.7459663 1. 0.35407103]\n", " [ 0. 0. 0.01184666 ..., 0.34461732 0.35407103 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:15<00:00, 8.39it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 856.0831398963928 seconds ---\n", "\n", "[[ 1.00000000e+00 1.39013643e-08 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.39013643e-08 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 8.90443648e-13\n", " 6.12536620e-13 2.55715109e-07]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 8.90443648e-13 ..., 1.00000000e+00\n", " 1.43872368e-02 1.40502103e-05]\n", " [ 0.00000000e+00 0.00000000e+00 6.12536620e-13 ..., 1.43872368e-02\n", " 1.00000000e+00 1.02324024e-05]\n", " [ 0.00000000e+00 0.00000000e+00 2.55715109e-07 ..., 1.40502103e-05\n", " 1.02324024e-05 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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yJ/Ov2laAQWpBWjEKRTQFRB64KTHtrBVhx24Yhq6ZKYxVxuUwsBKq524ovDNUvHevyKXpCxqppMwXQZu2GqeRjxLTICSs9AwB29f1sR0Gr0wvTlf51PY0n0fHvsumavEdVkJ1waheaH5hbM560fObsYrpSO1tRWpvKw6fMwl8qsUU0CkOwss9mTwWsTEj0HT3NPtj1XWmbWqMBpBbvMeN9pCTMpo6iJAJ2i3bS7uzJs0MNBFLvizavhotyQO47vOXiifvyaMtwOhklZw+AYnXM7E0Ot+OqNH8wlhUXfSBJx1Er5F9+Oz55wud/5mpv5M6CEsELQbxoYOCKbQbixdvukGEbT+sxeF/DASg/DC8CAeRiMV82PLsyZhRXoOrqk6zFA7b/jw6sLb2LRyKGeU1OYJZEw5AwYSDarVoust7+HzjPcoIouqiDzwfq6SckyMIV6I2glAJayQBIJpvyyj2KWJ4GUH0HHESn/nEhULnffHUR+UIAoDl/E9oZKA/LqA0caEqLnU/xF805maUCoUQhUPjvcdgyjkEmjCmIERPQFg8hOYEsq7HBZgmLmzrBgDcOHAaFm1fjUS/vqH3JSwG3hYRIRkwUZ9iRE9A2CDiRVmI1PRANITEjPIaJHfsDG/KcxzQek1xRyntQQfRbgREqm4z4r16Ou5jZeLc9MRER5NXztDVZl9VSOz8fm1eZsW6uVmX4IYHp+VtoqxeXormO2qtzYB2mNrc+b1a3LZ5NermT9DWibpQ754tqNhzmPZtfsD5PtTNnWK5feTKbDBy8jVjEt8hy919SD77N8XFu+3larS9XI1ejymjlE/+nuumPXxFCQCg5M1+hvXNt2ev34/SVgoIP9g8LNSpk2dbc3n5R9h2q/2b4chJScQ6dcqucJhnn/zgt7Hm5kew8yX/1gOOs+YANeSWZXnP69fdMQ7dpuzGWf/zlvAxe7451fD56mtexjcf/zaGVGajMYdeLjZimnW1WLt0i33AWsX47Y73oXr2e5bb1/woKxR7dTS+HJq+4p4zZOKdKwAAPb5cjx5fziaO6X5zSc6+//u+0tZHvzXmRa26Jzv16X/hBnihPfhBRFNA2MClJdmYf0FOnNmE3tPtTYfDrnsfsZ5ihWT7PrQUJ793CdZMftZTHwztfXslqDIj5AJQ+pUuXI696/tgeOkO4WM+HmFs99GNp6HyvqXY/4QuiY1g35579TSh/Xjlettt25a7CH2bvnRoy4aTr1s03LAt2bTVvHsOaz/unz2/ro3YgVwX7F7vKaOVDp+YXK3zyEkJBpIcE1rCon2aOX2Y23JySOaJ2QSa6NcXyR07Ee/aNe/kM36pmzsF1de/m7uhCObJWJcuSO/f7yvgK0w+t/YzvDVOzKVd5BnyYubsOryMp/zPpUJtv3bGQ9LMKYyPh12fQzII9IrLRP9yLVgqLOEAANXXv2t9jQUWDou2r9ayVh2ZMkJbFwZec1KKCgcAgb5gtHMey1MMImokog+IaDURrcis60lErxJRXeav2Pi9CARtAVCFRJRco2eU13gqVegLk47IMJLKeD4Wy9pivtY/bphgs6d/9nzTqMMy554Aka9aKceLDuIMZq7RDX9+CGAxM1cDWJz5HAm8KjhFzhcFE6ieRP9yz6UKPWMakejvKyUSOesKiflaq7+bDcUPKhq2z6NGH4zq75imccy+w8CZSWgJi0JMMc4D8GTm/ycBiEWjFJpMNWo/WZutSPTrq40coiIkYl26WI9mdG989QccJMlt27WMS6oSOaxRVWrPHu16RaJh3TKkG+5XHhXV7DjWPSkZwD+IaKWuFFgZM6sq9Z0ALHPBE9G1ahmxoyhCctOMhI/36B7I6cwJWrwKiaAElR5D9modzT/JDpHdrEBU0sFX2xU/fSd7jgIIISEyP+D0qScLH+KaIV1feCrgiubMx7gOAsBpzHwKlIrC1xPR5/UbMzn3LTVkzDxPLSNWguB/LGbU4abv7EUm8s1MVYiMz3ZD6qq737Fcb0UQGbm9mqIDQ00/t0RcULslFKYOWZ+I4BP4EFLpmNASFnm1zMzbMn93A3gJSoXhXUTUDwAyf23LehUT/XDT71tSTxQzUzkOqdtJMZnAcblufUJhK/Qm20JUTTtmdRBE1JmIuqj/A/gSgHVQyn1dkdntCgB/zbeTQVPouhVR0UkYYMb85iVh96L4RMDPx45jPRajDMCSTBmv9wC8zMyvAPhvAGcRUR2AL2Y+F4zEwCr3nULASkjs/rb3hCRBcmWV0etx6pqjRjfzIpHoW4Yjrw5w37FAhHHNlnDWidNtCQvf2iRm3gwgRxvEzK3IFAgtBoVOg5YP5jJ/Jz0irgsoBstOLgFQ2MK+ViR37kKHs4rerEahixl7IUwLhQjt05MyIIpR8SqS0w1JJGAcwzqIYwE3BVVQSCFhjeo7cfxyfHhShkqU6ybodQ5RFBI7bqwtiPOPG1RaitjJIw2+E8UkURlMSsIgSKdJaAmLdiUgrL5Yt8pOBzN1Jxy3C1I3d4pSR1LwR2XWOeQIiQBMj4cumIKGn00VT9yia7ffL94B0ik03jsNW18cgy+s/dRz3zbNE6sSdvSL2RgJPnwY6TX/Ej+HXV8mZ+ty1D9kzHHhVJszuVVJSfjx5boYC10b8ZHVOcdsu1W5vzRxjPd+2qAoIKM9xYhmuLdd/UMiJAZWIbnFWGpv13dqUfaw/dsoNmYE0uvs4xO81MqMdewIqiy3rDwuStDZsuNlJ4E6nZBzX2wxhX8nBg9EcnNjeLU5M6HyXqFEQnPK8tV3u9B8i/B4tS0q6eBoJvcS7n3C0HIe/PNr3XcEsOH8u2S4t4adSyuz5Y/ASTgAMAiHREX/nO1eamWmP/vMVjiIuk8HPd1I7drtKBxyHMNMD39ycyMAxSmISjp4mnYEUpvTZ11Rvcdm+uBBrd+ijnC2ofkWL021LU04BOR4FnUzZzQFhA9s81Wavki3wrubnphoeRzgnkNSyH06c3xQOS7r/zAeicEDHfcRcQxrvlPpBx89AqRTqF5e6prncuf3xPuuz8WZA5HzFGlxBRJ9c0N62l7OTgX2/8dU7cXCR48YtrkxcmUCQ5Z3xKfnKzkqtzw3LmcfNfekVm4w86tVc1UC3qarKlGfYkRfQAg+gLb5Kj2K3/LyjwDAMo9lEDkk9cfnm+My1rEjhl6+WhsB5EPVXUsNfVt3xzjXPJdXX/Oy8P2onv2e/UZmx9yWdEs3pHvnphXR55Hs8sdlttvcWPOjGjR9pQ9azlKetUGX5FbJUnNPVn11nWG9mqsSALpecUC4TUDJByEFRJHwk6/SihNnKkN1yzyWAY/18s1xSZXlwfXJdJ7Shctd81w+ulEsH6XV+c045bbkleutdUhO5/RwXzq0HUayaSv6vBuzP1ZdZ9qm5qoElKmeV1hwEYGIziaiD4monogs87AQ0VeJaAMRrSeiZ9zOGX0BIfhFp+q3KF9QHsP1WM0obZha+qVG3+cRhhl9z/9Xjk4i0a8vAOuIUT35KEpFmFs9DACw72s6C0Hm/tbNnYKKC+0T0XplyM25hXFiXboUrNaJgfeUEUP333svztPrd3kU9GGA0yS0uEFEcQBzoURWjwJwCRGNMu1TDWAOgFOZeTSA77mdN/oCwit5vFHVnINh+CuoQiIq+S1VFm1fjRfv+1k25iVzfy2T4wbQlv7ep/fv13JcAoh0RKqmm/BIgFOMyQDqmXkzMx8B8ByU5E16rgEwl5nblLbZdcgTUmaPaDNr0kwAxc+INGvSTLy8fGGkqmfNmjQTSKfR8KtuGPDVIrQFQH/vS/65JjvEjoBJ3o5B1zTDTzqZAC+pPwB9rv8WAGbN8DAAIKK3AcQB3JkJsLTl2BtB5EPGTBZGujQ1hV3UPC6T27Yj9VEbBnzVqLiLdelSkLbUe0+JBFrm1IaXfMYjftz2PcZi9FYzsGUWMQcKIwkA1QBOB3AJgMeIyDHFmhQQesz+F0Uc0up9AaImJFTz7a4bsqZIu/R2gbWZTIbmil00GACT2ALsVTOwZZZ5prNtA1Cp+1yRWaenBcACZj7KzFsAbIIiMGyRAkJHTkqxIg5pzQrJKAkJNcdk2a/fQXz4UACFSL9mpCjKyQgQoKPUcgDVRDSIiDoAuBhK8iY9f4EyegAR9YYy5XDUdEsBoaMQKcVEsVJIRkVI6If5qQ8V/4JC3yvNbTrCislACMjOycxJALMBLALwLwDPM/N6IrqbiM7N7LYIQCsRbQDwBoCbM/lbbGkXAsLKPToH3YO0+YHgyrj/ojEPM1YAREVIhEbm9bn5/uC+0+ggZuIUMXMCADMvZOZhzDyEme/NrLudmRdk/mdmvpGZRzHzWGZ+zu2c7UJAuLlHAzCMwwbfEtyP+saB00L/gWom0H59Q+9LWAy+NVxBXRDaQTRnuxAQYTNrwtlhdwGzJpyNl1e+Eom+SAIkSFfKAiAFhAAvr3Q0FRetD6qQkBxLkOASDlJACBAFx6UZ5TVI7th53OskjrlrlyOIcIhqOvwgOJ6FxIzyGsvQ73aLFBB5Ipq8hAiJQdlaC8nGZuz6jv+kqLEx/kKwPbfTsSPi1d7zCBRDSOjvp+V2lzwUXvCSWzSo8okq+dQSzasOaYDBWoUi+gJC593o6DxjkW2q7OF3sO+yqTYHKBy6wOSurlaGtggvrl5eisMzxbNPubVX/4fxSB8+7DsqUxUS9Q9NdczB6EbyzAmYse4THPr3bN8u2LDHNYVdcnMjktMnOO6j8mDjMttth2dNQqr1I9vtl21ssfSHmNOwVvtfS/ST4dEm9ypi6kvg/LU7cFP9eq2NhxpzPTg7/1OpAn5Lg9HlfNND2eu/ffP7rm3mIEcQPrBxjqFOnewzR9mwu5ax91p7G3rbsLhrCXiVxX+bgM9mtymZpXyy41RCvOwkAMCI29vy9tYc8vw30fDVR7HpTvHYCDVzksru2Z/iN2+ehY8vz7pP/+6X55oPs2TLlWL9v+Ctb9lua7nUOd7i3hcvslx/wyPfzH4gYz++cu/Nrn3aeL3ivfqn676Eu+Z8Q/suzv3jTTn7rl6jjPKuf9oYAjHywWzczuyfz3ZtMwdxV+tQiKaAsIG6dPbsWdfz/Rj2n2FfSSn+GUAJ3TTG4Qdb+dohXFi1Cr84/0lPfdDTpTEG6nQCAASSCWr4I3sw9M0rUX/6fOFjdk0wTtvG921B3yWEQweyOTV7PSbmd3DKILHKZiNusU8+07P7Acf7PvDHSy23l63IZuGmmHF72XPuuSqmjFO8QmNvrcKJL2TD14c+mxt41XGncs/6rEob1iebsgGUJ831HjtCLLaERTSzWrthl/XagXM3tGLBqOBqaNTNnWLIiRDr0gXp/fsR69gxNJdt22zZFlmagybRtwzJnbu0v+2FSzZux7MjLFIVWiDyDHnJal06oIL73fZdobabrrtFZrUWxqNwAIAFo3oFqtSrvv5d7XyJ/uVadGOY8Ry2issCC4dF21drQuGzURXaujCYtNrbsyEqHAAE+oJREJxeyClGcQjan2FGeQ1i40aEkj/CjmJYN8xp5fX3NfH6ypx1hcR8rau+HLx5e36zUeH55fVths+USPi3ZkglZQQJMEIwvda+IE9Y6IWEmtjFLb+lF+zS6Jt9T9TcmoVkRnmNIU+FUNyOR66sMibU/dtoY4ZtTib9J7ZJCy4hcXwKiAjoXQqNKiTUqU8x8lsmG40KS78FcbxS9ut2mljGW8KYUDg+BcRxQKxLl6J7XOakoSNCrFMnxLt3K2zD7ThnRNStGMeNgIh16qT8DSqXovmhJNKqLwkdLlgezhO6PqkjB7OQcPNYTH9hvO+K3+n9+0HjR2evjRnpQ4e0fI2i/iaeyYwI1UpgXvQBbt+Dfrv6DAWK1EFEg/QhxRcisFyK5mkKM6ruzgx1Bd5oIuXw8umTXuegFxJutTRj/7fKl5VIbZNXrc+tX5kROKk9e3yd15VMO/S2co1W+gA7oeH2Pei3q8/Q8cRxIyCKCnOO5rvYmHUOxZhu5Og5VIHlU+AII6BTimp2bDnFiBoFmq+a31BmzXeYqNOKophAHYb3VkVxo0yhE/MCkEpKX2R+xInKCsPqRN8y7zoEItT/QhewlXnbxN/RHmlTAAAgAElEQVQoN7Qleq4935qGul/lBoAJv6GIAhdSn54/GY332MeH6KcVVkJCrTB+9ItigVd69CZGwPk+DLp4reX6vdf5i21JDMhmef/oG97PYZfnUjXP6p3e1CA7rj3Zczu2MCJv5myfrtaSvLF1y5bkhSdX68pKrvj+94XOu/mmm6SrtR/UyMgoMnXNUcPnHTf6z08RNPpEuMUm3rtXqDqaSNXckFaMwuKn5HqxeG+a0f7f76HgC97mQ1g5Lj85fSiunlbgQp8OxLp3823KDZz2LiCI6Aki2k1E63TrehLRq0RUl/nbI7OeiOjXRFRPRGuJ6BRfvbKZoycGVCLRXzy4BlCqLm/782jb7W0vVwufc+f3avHl9W1o+ZP9+fTkmMXSKTTeOy3QTEzJMydg+0ujULZU3JV65/eVkYw+x+Xu2bVIL650OTKXc9Z/LLRfbFw2Q1fnF981xK8MX1HiuV0AODIjO+Ie977xmdHrJ8wkt20H0incUG/tJk/jc7/fpueV6t1+dB12iFowom7FmA/AnGv9hwAWM3M1gMWZzwBwDpRaf9UArgXwW1+9stOLHD7iOTDq8KES9L9wg+32vY09jed0UCA+fMMj+O0zs1DxFfvzuREfvl/LA9F8Z23eCstZv3oDB7d1Qf2vRgkf0/chY66H8fd9G6t+9Aia92ZjDLY8K6aMe/TFme47ARj0eKPttv99b7zjsQ1PW2/v8qMW7f/le43p8U76o7vgevC7lwMAtr44BnsWDNfWJ36Zm91qVF/Fbbz7ZS2G9dtvzk4b9ecQpr1bMZj5nwDMd+w8AGrWlCcBnK9b//tMBZ9lALoTUT/PvbL70XQs9ey2O6RiD3bcaC/1TxrUapyTOihtr/znVeg/fSv2XWquqi7O14Yt19qruss6EYoXXrr9LHTuvx+7Zh0WPubomcaBXe8LtmL4W1/Hh5/7vbZu0KXWFgcz114oNkXZeNsY222/m/G447FDvmZtmj14d7biWlUX4yO66wr3xLYfXXMAAFB50Xr0OW+Ttv7IbbnHrtuuPMYH5xmrvJX/LCts9ecQJuJTDCErBhENBPA3Zh6T+fwxM3fP/E8A2pi5OxH9DcB/M/OSzLbFAG5l5hUW57wWyigDHdFpwmkk9ibKFyot1apVB37ukg7CHpJe9s2X9BfGKx6SAizavhrnDK317jWoJqVRhXsI1rGnt76NyypPDfTeqomAzDT8fCqG3JSbZ9OLFaNjRSVXXn+jUD/qf3Rj+7RisCJhPD8NzDxPLWVeglL3AwKiUMIB8OY+zakCexfqiL0lNhoAgHOG1uLv9T6iI1WB4FSOusBBVZdXZ0zlHJzjgJ1r/tBbc9553jlGdBBW7FKnDpm/qilhGwC9dqgis67g2JquPD6UTlmw6/8wPv+HXD0+nQokS/YFG/ag9RoXxZmAq/OWZ08GiJA+dEhTXLplyk6eOUH4fly2scVRcDhlx36wcZllPosLNmRjO1qvmaY5NnEyqWSpFmROw1o82rQEsZNHAoDlsXW/UaaVX1y3X2sDyGa7BoDH/ZhuIz7F8CsgFgC4IvP/FQD+qlv/9Yw1YyqAfcxsn61UBMEHMFbWxzpS0eNQN9lRac9KSTf0a6vyHzrrjt/0vZGY9cDruL7Ox9wVSt2Kl0b1EU4w68SgS9YY+jbz9Aux8M0/OR7T/7/qhO/H0yMq7Dcyo8dd9in250w7H9QtV0C8NCr74zTfg58PFbM0AcC937gC14+difpLu9seWz1bMVG/NsboybtxUbX2/7WnnCfcpkbEBYSrDoKIngVwOoDeAHYBuAPAXwA8D6AKQBOArzLzRxl9xG+gWD0OAfhPK/2Dmah5UoblZbho+2rMmjQzUinsFm1fjZbkAVz3+UtzEsIUoi3AmK4uOX2ClsauGMl3/dL8wlhUXfSBNx1E/0oe8E0xHcSm28PRQbgGzjPzJTabcn7RGX3E9fl2KiziXbsi9cknaEkeKHrb+742FS3JJUA6rSlSKZEIPQqxJXkAFYkTc36YNHEMeMU6m6P8t2UgFg+zbq0njh7Jo8JWhJGxGBYkBlYV/G1p127DA90w4KsfuO9cJBIDqwBmvLz0fws+qlJzWurvfTGtPfkQ790Lqb2t3kcQ1wmOIO5op1aMYxHtAS1yKrNkY7MmHMxRkmGRbGxGsmlrUULFk43NOYK5PQgHwD0RjyUMUFpsCQspIJwo5ujKJIzKfv0O4sOHFq99AYqZ43L/f0zNrzBueyHiSkopIPIlqFGGhTBKfVjv61QFyXeZoVhCossflwnpXwp5rVobJkFl/jy/eYkvYUY4dv0gokseUXrnbvAzTAzm26ubm3XfVpPi+M1oFPSwnCYa3aSLJSQSfcuQ6OvsMl2MKYhZUJk/X1l1mn9lcoAjCCI6m4g+zARL/tBhvwuJiInIVacRfQEh+IbWIj3zyH+4YFQvNL+gRO05RYAGhT46VF/nU7SMX5BRoWaSZ07QIkStrBVBCwmrqNDkzl1I7txliAQtBEdmTERiQCU2PebdaU2N8gSAeI8eDntaEKAnJRHFAcyFEjA5CsAlRJQTwUdEXQB8F4BQ7oFoCgi9UNC9oRMDKm2/hGTTVkv/gZ1/GYl9C+3n8vV/GG9wsKq6SFES9v/3XG+63bNrMWl1Cg0P+g/53TRvktZe318txd9G90DFheJef3qSmxuRnD4Bdb8/BV3e6i18nFkBes76j9F0Vy1mrMsmnU28/j52TXMutuNFSFiFUKvMaViLv4/ubrs9/cGHluvVNPdAbjm8REV/8+45XLZRiczssGgFks0tGHbNcqW903KtNeoLY++1xu9eb3FKfSwW+m4guBHEZAD1zLyZmY8AeA5K8KSZewDcD0CoiOxxZeYM2gFKPV+if3lknJvCcPLSt6k6NoXlbDZpdQrLa8JLBuPFzHlCv0oefKWYmXPDfzubOYnoKwDOZuarM58vBzCFmWfr9jkFwG3MfCERvQngB26OjNEcQRSAeO9eygMbUCYhtXIVoCQgaZkTvlky0bcs/x+lD6WrfiTRNLNEW5dz6kJbJYg8Cwe3Yj56JajBlT8w5bTgAvQmohW65VovzRBRDMAvANzk5bjjRkBodup0KpA8luYov4qfhl8fMrlzl/a/6nTkuXivzxGlKiSG/CAbAu0l43U+aHk1ffTdrZiPXglq8HUIYuQtKhyUpvaq0c+ZZZ7pbG6Bkl0AjAHwJhE1ApgKYIGbovK4ERDx3r2UiMFYPJA8lrHOnbUIxKjY6xN9y7Q+qQ5Hajk8taiNa199vBmT0yeg4WdTDSOJ5PQJOUV1C3WfDEWCJ4+139EC13KAuhFnIUYQAZo5lwOoJqJBRNQBwMVQgicBAMy8j5l7M/NAZh4IYBmAc92mGNF4sotAam8rEq/7MGPakD54UAsiUt+MYcdOJHfuQkI3itBYV6f9W4j+JV5fiSGvK/+rQmKGRZrPgt8bIuC9D4yf1SQ2Nm9813KAOquY4wjCbyBZQCpAZk4S0WwAiwDEATzBzOuJ6G4AK5h5gfMZrDluRhAAArfdq+dTk96GHVgFWF+jJ18BHw+5vs3k9AlFryquwWwsNaBPYlOEtv0QpKMUMy9k5mHMPISZ782su91KODDz6SKR1seVgFAVZ1QaTAYrvZIyKqh90ubl6lC4gHElapu7bqjVRlXFFBL6acKyk/1lyA4N6WodPQqZdi4qqPPy2AknKCuK8BY16xyKJSQKVjW8wBwrae8l7RjqkHmjhlQoJrTpRntBjiCCw8/U4PA5Lu6zU00Vp52G4osrQBPyc8HWF8itmzsl76H/g43LUP/UeNsSeqmP9yn/OLigx8aNwJDlHXH0S1mLl+pl6IaTh6SKm5DgU2sc78MvGpdabp/+wUHt/6a7jR6OcxrcE/WqxXVGrkzg6x9u1dY/1Jhrsq5/SqnNoeakVNny02y792/xXjkt6iOI48qT8ngl3qePNgzf8tw42yrbGj408qoFx8mS0+4KBvu4D148KTuVVXL1xWKelGt/LRPGSAqEfo7uKhwAX/oKVSg4WXLCnm54DvoqivVDcAmJ9i8gipz1yQvmUOWgrCdBEe/dCwe/4r9KmB+0lPpeIx8DIL1WqcV58CtTNA/TUJFKysIT724fBRg2h54y5nOgEYND6ok1j7//V3RbutV9x4CZOfoMLFz/RtHbVTnxLyttC+IUHTmCKCyptjb3nUKiw1nZWg8tc2qRXvOvEHuTy5VVp4Xiw5Fqawt1uhEFhzYVmZNSAiAawVxRoyhCIsJTUEBOMfxh86UmKvrbmvPsaHh6vGN2qE2PTnZNa6ay+YFpOPLqAGy5L7+EMTlejnlweNYkNDw9Hm0vV7vvnGHvdcb+D19Rgk2PTMYtDaY4BgFEzImAMbmLHiEhYdOX9BfGa/+bE8ZoZQMdFI0jVyay59e1oT+vyqeLBgEAWq8yfff6vnn9PkWnF9LM6WDmFDQ1JQZUgj85kPeUY+dfRqLv+f/CvoVD0W2mKWlswJWdds+uxayr38Jzr56GITd7L58X790LqdZM2fuAv8fk9AnocVcT9n9ur+0+56z/2DETlAGXe+dkAqXxo0HptLcpmofvik+tQUnTHuz5n07oMavO+VjTtm1/Hq1lH0v0L8crLb8WN3P2qeQR/y5m5lw1LxwzZ/QFRAjI0ntZZOk9MfyU3uvcp5JHXCAmIN5/LKKl9yQSSQGJprzTkALCgrC8/ZR2ozN6APT3ovClCNW29CM4bfQARG70EOvYUcs8riY79gpF7JrMRFNJeZyjZl6Kde4cck9y2f8fUwvehuZM1b1bNByabHArS+AKSzNnu8KQUqzI6H8IW2+eDEDJWhUJdJGgXf+k5BgRtfz4ZeaoL2Dhhv9D3R2Fr08SKhG3YkgBYYGa17GopNNITp8ASiSMPhMh2/GT0ycgeUaNlt25kE5GyekTtHvPqTSGPvNN1F/6aMHaC5L46OG+jpN+EEXCNs7Bww8stbcVh8+ZZJz36ggiPNtwvC58XM1xmfMDdJmjXraxBY3/5d8vQ6Xh6fGGvj3YuAyJfn2ReH0lEotX5qSt0ypeCd6PXzQ6mHGJQONHK21l7n16/34M+cEyw3TDjObHAODjy433QB++7cb0Dw5iTsNarVLZPVuW5+yjhnXXrDKuV8PAU+s/xCNNS4Tb1Ij4CKJdmDnjPXq4+zfoTGBtV0xDjye9+xUAik2c3s467jTeOw0Db1ua00YQJPqWId27B9LrNjrut/n+aRh8q831qD/QgL/HeNeuoG5dkdwqlhfCFZd7Fzt5pK2fQ7x7Nyzc8H+5ymMP/gqOZKZQiQEVSG5psj7WJgGuXlFJJR3w6pFnxM2cvSp5zKzvC3Xxvadukn4QkSEse3sU7fwFEkB+2moP+SQ8+UH0quQxMwUFxB/CERDHzBQjUML6kQq2W9QgJ+bi3Q+XtsLOJxE0BKmDCI+IB+nkw4zymoJbEaLKMSck0iy0hMWxKyCiNlQPmKRVgZzjBD9CItapU4F6kwftIFirXQkIKi01FFMVYvJYxIcPtd0cO3mkMeOzw8hj5MoEjsyY6Lm8m7k/qiNU28vVeY905jSsxY6bai0jEO1Qk7WqHJkxEaX/1xfJM7Pm3Qs2iKWSt4vSNKNPMGvGre8jVyZy7pNZSGx6zJic+KmtbxvbOHTItt37t7xrSFRrlXy2YtmJAIDHmo2Wioans32/bbP3kU3UHaWkkjJPYuNGaKnMokKhlXlU0sFbta4CYr7WREV/JFu2ORzhnfnNS3Bl1Wna5y+vb8PfRmdT5qkCn5NJT0rKE3tW8rgvfk+oD0tf+EE0lZRE9AQR7Saidbp1dxLRNiJanVlm6rbNIaJ6IvqQiGYUquN5EaB+ImrCAVDerlpl7QJU1rITDuZcHa6FcQPAPJIIWjgAMAgHAAbhACiCwa8D2bGgpJwP4GyL9b9k5prMshAAiGgUlKrCozPHPEJE3iu22CWM6V8uXsY+w5bnxmnOLBq6UVPdw1MQ66jLHenwQ0q+VoVuS3ph609qbfdxo/6hqVqMRRBxDZuemIhN/28C6p48xbBeq3JlUZ/yo28YnYrGvU84/I+BKFuavbet14g5X+kTtRiqbMOYTdtct8LuHFaYnaBU1GmFlU5i8wPu/a9dowi6nd+rxc7vZ7/T+odyvxd12nHwFWNe0U/Pm6z9v3u2x+eCkbXcuC0hITTFIKKBAP7GzGMyn+8EcICZf2babw4AMPNPM58XAbiTmR29loo5xShoBe5Y3LFAje9988Ts/OXE01vfxuXVZ3oPRNL7cITkz6FNNwK8t7EuXZA+cCDnehp+NhVDfrBM+UAEnjoOtHSNtylGj0quOeO7Qv14+6WboznFcGA2Ea3NTEHUMVd/AHof15bMukgwaXUqUOEwaXUKm5+pyQ6lvTyUBRIOk1ankKgw3nJR4QAAl1We6lk4TFqdyv6AJo9FTpXtAqK/Vm0kEeC9Te/fj+R04+is7cppWeGQgZaJpd4zHINjY4phxW8BDAFQA2AHgJ97PQERXUtEK4hoxVEUp5ju8pp4oHPx5TVxDL50tTKUJkL6NHHFoGdrjIc+mefhqhJNBCrp4Gl/tU2N95S8CMWqsm241lg8cD8JKumAxGJjbE6P+aZSgH6nAaLTixCnGL4EBDPvYuYUM6cBPAZAnYhtA6C3oVVk1lmdYx4zT2TmiSUQKyjj9cEFgNgYUzUl083WkptqjdgLkCHLO+aYCPXnjS1xfzDV9vjokUDMnI82LcHea6c56mbcRk2JAZUoX9YF8eFDwUePgJNJ3FS/Xqh982jFDqfktvFhQxzvw9c/3Gq5XW/K3PzANG3kICok1PD+hxrfwXNbs2bO+TpTpqqQPfLqAABKEJuyQXmO9GZOs2lVhKiPIPzqIPox847M/98HMIWZLyai0QCegSIwygEsBlDNzI5jvvZs5gSMATsSRCamRNVJHP3SRJT8Y0VR2vSig+jSvYLHf15MB/HW/94SzZyURPQsgNMB9CaiFgB3ADidiGqg6GEbAVwHAMy8noieB7ABQBLA9W7C4VggRzhE5AcSGl6uvYD3Sh1JzChXnOz4cHGmsl4Ic3QggquAYOZLLFY/7rD/vQDuzadT7Z7jWTgA3n70BbxXR780ETPKixQF6kfQMYAQ4yxEaFeu1hL/+NHf+KYIAlIktqLkHytApaX+Yjc6dnTfSY/Pa466q7UUEMcJUalHGRs3wn0nAaxiK6xQpxVehUTRdEoBWjGI6OyMB3M9Ef3QYvuNRLQh456wmIgGuJ1TCghJUQnTNT2KoeJBWTEyHstzAZwDYBSASzKezXpWAZjIzOMAvAjgAbfztn8BEeG8D4aU7USI9+hhv3MIxDp1Qrx6sPuOAdMypxZU0sF3otd8mFFeg03zJkXjuwg23HsygHpm3szMRwA8B+A8Q3PMbzCzOvRaBsUNwZH2LyAirBBM79+f/cCcd93QoEkfOoRUQ1PR2636zQfgo0eQWv9h0dsGgFF3b8fC9W+E0rYexZOShRYoVsQVuuVa0+m8ejFfBeDvbn2MpoCwGRXEhw5CvOwkT6fadmstJqyy1/Js/UmtcDKRz/5tMsasjCG92MZZSoCPL3d2avJKbMwIbPrtZPR4u6fwMZvv1wUypVO4oX4jDs+ahB1/Gem5/cs2iiW11TuYGQQnjNmpvaDPI6EGXqk41ThJtmxznm5MHZezavdfFd2JFiUbFGnBBdirOhZmlnl+mySirwGYCOBB133bYz4IP45JltW68+Bzaz/DW+Oymu54nz5I7dmDePduSH28L7B2vHDJxu14dkR5zvpi5G/Qrj/zt73gxQQq8gx5cZTq2rWCJ028Xqjt19/4keN5iWgalMDIGZnPhsBJ3X5fBPAwgC8w8263dqM5gnDBSjjYZpvKjEaEhUMmW5RVFiq9a7ReOADZ0GYvwiHfDFWUSOCCDXuQ/pzyJrUSDoB9/gY9W18cYxi5zWlY65rp6ciM7POqXb+NcHAcJRA5Zqaa/sFBY9avDPrMTzu/Z3yz6zNEOaGOJJ7a+jbio4YBAL5Vl/usNDw9Ht1m1uOqTVsM69VMUwBw35b3hNrUYFb8IEQWd5YDqCaiQUTUAUrahQX6HYhoPID/AXCuiHAA2qmAsCSVCuQtGTukRCGmPgxutGFA9yM8kk6g08ZdWoCTVziZxOAOu3Gob/6BXx07GKMvByQ+QcmqBsdjOm3cJawknnTiFsftJU32o44pnaz7UUo6J11TN/p6yEKyO3UQJ8U7A7tbAQCjOtjn++wVP2D4vHl/dioztMS703BQVgxmTgKYDWARgH8BeD7j2Xw3EZ2b2e1BACcCeCGT6GmBzel0/WsnU4x42UlI7bIXevGyk8D7Dwjbx+1ounsaBty+FE131WLAHdm3UOs109DrMX/FeOz49PzJaDmL0OfdGLr/3ue5C+SqHDt5JOov7W5fsAdKwpZh1+RWofJD28vV6DGrznJbYvBAgFkpalMA4qOGAbtbsXDtYs8el1t/XIvK/1Kek3ivnli0d574FKNLf548/ttC7Sx+68eycI5EEjb5umV70kGc2J+n1IgJiNfeDkdAtKsphp9cBYnBAx2993J0DQ5D5k/+PgSxMSOQGFjlqQ+G9kZm9RhbnhuXtx/HQ43vYPP90xCrMfvE2GPOHUnjR6PkzX4GPYBouLdoDgwnnUD6C+Md78M9W5ZbbtfrIMxp4uY3C9TJzFgrvlVXj4eblFBtO+uGarky19/c9Gg25ZyfcO+o54OQIwjJcYFXy5ffkYTnEcS4b4mdd+lP5AhCUng8ByEFSYher17N4lpVcQd/iiDw4CgVClJABAQlEqCSDlrG6iihN/+6/VAM7uF+2rAwR2oU+EFX+x5UOr+Z487EwrWLLbdRqVgWNEcYQIrFlpCQAiJP9nxT8UrkZBJ89AjSB+0rSBUL8/zbi/nX7OVohZUeSGujSJm6VfTXmj5wAMkzJwTmFJba22qpk5jfvMSQfIYSCV/h9ASx0YMcQQgS793L8xt6y33T0HiPfY2Eljm1wqX3hq8owaZ5k9B6dfZ8fR71Zp7cdmut9jA1316b97C78z/7oO7hKdh6W9ZRyFzoxcyhC6YYPjc9Pxad/9lHUZpmqPvNFPNhGvrQ8W1/Hi3Uz5zaJDo+XTTI8dgtP51meZ8qlp2oXev9W94FmLUEs2oOSSdU9+mGp8cbckuaXen1QuLcDa2G+7vjplqtcM6mx32oCKSS0h3PrtadO3t+UwedVShWMwrp1Rt0K5RaDGHmpzx3QysWjMqdM8c6dcrbP8SNeO9eSO1t1f62F7y44Is8Q16UlN06l/PUEdcItf2P9++WSko3Yl26gEpLPQkHmjgGrVdPs/1iYzWjhEcQJW/2w/7/mIrD50wyCgdAG1q7CQeaOEabIze/MDbvEcQtDR+g6e5pOHTBFEvhAOQmV+Hakw2fP/rGNKQXVxoqfX1xnftUAwD2XquMplShYCccnM7XepX1CEGlZhUst+sL6ZorXmnZpx3YdUOt5j59S0PWm9VsygQU4Ws13dg0L1s0+IZ6j7kuGF6CtUKhXY4gokTdw1NQ/Z3catBhYi4uGzQFrU7mEfO1tl05TalbESDm4r3mkYTf4r3dOpXztGFXC/Vh0Zp75AiiPeJbOBTQ5JePcGj4+VRXhZulcChAkWAR9Nfa8LOpuUVt8oRKS3N0OuaRRD7Fe6Oug5ACIiwiMHKzYshNy/w97Or1BHBdfn01tHJ4Ad5bu1T5gaSvYwbSabElJI4ZAWFr4fD4NtlynzKntrJ8BGF10GNlFfECJRKo+80U+2pfHth+s/HaOv+zj8EyYkXT8+Jh6lt+6nCNRAZriFmPU//UeEuhobc86Ktsm7e5UbHsRBx5dQC2/li5Xr37tMqOmzLbdDoHs5Dwcj80pA7Cnfasg4hikZxC6wjMc/IwMVyrKuAC/j7M99P8edH21Ti7aqJ3HcQJ/bh20H8K9eGVf/1U6iCiQvMLHt4EFNwtbH5hLOLduwV2viBofmEsGp4eb3A5/s/Bpzsf5HOU1fzC2Jx77yWxLVukisunP6KcXTURrzT7LO0ndRBFws7F1+PDkehfjqqLrBO4bPvz6NzzefUc1B1/8JXBhhybVRd94Dld3e2b38fu641TAT+jhz0Lhhv69njzEsR790LVRR9gyGWrDOZL9fzxHj2s76/FA62PvMyBSLvv5nufWv8hHmlaYuk+fdvm1Vpfds+uBS1do7VtiKx0+YHdt+U9PN+yFPFePXOPBQxOUDfUbzTc36bnx4KTSX86CUaQGaUKQiSmGES0B8BBAHvD7kse9Eb77j8gryEIBjBzH5Edu3Xsy7VVVwid9JW6B6JZvLcYMHMfIloRxg0Iivbef0BeQyhE4AXtRCQEhERyXMIAUiGaKASQAkIiCQ0GWAoIUXwXAokI7b3/gLyG4iOnGGLkUykoCrT3/gPyGoqOasWIMJEREBLJcYkcQUgkElukgJBIJJYwA6nipujzihQQEkmYyBGERCKxRQoIiURiTbhxFiJIASGRhAUDLB2lJBKJLXIEIZFIbJE6CIlEYok0c0okEic4xIS0IkgBIZGERrjp5ESQAkIiCYt2EKx17OSklEjaI5wWWwQgorOJ6EMiqieiH1psLyWiP2a2v0tEA93OKQWERBISDIDTLLS4QURxAHMBnANgFIBLiGiUaberALQx81AAvwRwv9t5pYCQSMKCOcgRxGQA9cy8mZmPAHgOwHmmfc4D8GTm/xcBnEnknPZd6iAkkhDh4Myc/QFs1X1uATDFbh9mThLRPgC94JAFXAoIiSQk9qNt0Wv8Ym/B3TsSkb46z7xiZM+SAkIiCQlmPjvA020DoC/SWpFZZ7VPCxElAHQD0AoHpA5CIjk2WA6gmogGEVEHABcDWGDaZwEAtVLPVwC8zi6Vs+QIQiI5BsjoFGYDWAQgDlT9vREAAABZSURBVOAJZl5PRHcDWMHMCwA8DuApIqoH8BEUIeJIJErvSSSSaCKnGBKJxBYpICQSiS1SQEgkElukgJBIJLZIASGRSGyRAkIikdgiBYREIrFFCgiJRGLL/wfGiWWrf4A9WwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:16<00:00, 8.37it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 857.0594789981842 seconds ---\n", "\n", "[[ 1.00000000e+00 1.41396614e-15 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.41396614e-15 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.02503261e-23\n", " 6.18801505e-23 2.58253837e-12]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.02503261e-23 ..., 1.00000000e+00\n", " 1.44597897e-04 1.42420666e-10]\n", " [ 0.00000000e+00 0.00000000e+00 6.18801505e-23 ..., 1.44597897e-04\n", " 1.00000000e+00 1.03508697e-10]\n", " [ 0.00000000e+00 0.00000000e+00 2.58253837e-12 ..., 1.42420666e-10\n", " 1.03508697e-10 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:17<00:00, 8.06it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 857.348667383194 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:17<00:00, 19.64it/s]\n", "[[ 1.00000000e+00 1.41421109e-22 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.41421109e-22 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.02623667e-33\n", " 6.18864074e-33 2.58279357e-17]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.02623667e-33 ..., 1.00000000e+00\n", " 1.44605062e-06 1.42439914e-15]\n", " [ 0.00000000e+00 0.00000000e+00 6.18864074e-33 ..., 1.44605062e-06\n", " 1.00000000e+00 1.03520630e-15]\n", " [ 0.00000000e+00 0.00000000e+00 2.58279357e-17 ..., 1.42439914e-15\n", " 1.03520630e-15 1.00000000e+00]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/utils/model_selection_precomputed.py:101: RuntimeWarning: overflow encountered in double_scalars\n", " Kmatrix[i][j] /= np.sqrt(Kmatrix_diag[i] * Kmatrix_diag[j])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:17<00:00, 8.38it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 857.7937722206116 seconds ---\n", "\n", "[[ 1.00000000e+00 1.41421354e-29 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.41421354e-29 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.02624871e-43\n", " 6.18864700e-43 2.58279612e-22]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.02624871e-43 ..., 1.00000000e+00\n", " 1.44605134e-08 1.42440106e-20]\n", " [ 0.00000000e+00 0.00000000e+00 6.18864700e-43 ..., 1.44605134e-08\n", " 1.00000000e+00 1.03520749e-20]\n", " [ 0.00000000e+00 0.00000000e+00 2.58279612e-22 ..., 1.42440106e-20\n", " 1.03520749e-20 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'size', 'h': 3.0} is: \n", "calculate kernels: 98%|█████████▊| 16512/16836.0 [13:41<01:27, 3.70it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:202: RuntimeWarning: overflow encountered in double_scalars\n", " + '.' + str(pair[1])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|█████████▉| 16835/16836.0 [14:17<00:00, 7.81it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 857.344119310379 seconds ---\n", "calculate kernels: 100%|██████████| 16836/16836.0 [14:17<00:00, 19.64it/s]\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 0%| | 21/16836.0 [00:00<01:20, 209.32it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/utils/model_selection_precomputed.py:101: RuntimeWarning: invalid value encountered in double_scalars\n", " Kmatrix[i][j] /= np.sqrt(Kmatrix_diag[i] * Kmatrix_diag[j])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [21:26<00:00, 5.74it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.1539421081543 seconds ---\n", "\n", "[[ 1. 0.54511907 0. ..., 0. 0. 0. ]\n", " [ 0.54511907 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12408728 0.12527074\n", " 0.12451787]\n", " ..., \n", " [ 0. 0. 0.12408728 ..., 1. 0.99996752\n", " 0.99956693]\n", " [ 0. 0. 0.12527074 ..., 0.99996752 1. 0.99931537]\n", " [ 0. 0. 0.12451787 ..., 0.99956693 0.99931537 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:28<00:00, 5.58it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1288.2199165821075 seconds ---\n", "\n", "[[ 1. 0.54498269 0. ..., 0. 0. 0. ]\n", " [ 0.54498269 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12402966 0.12521238\n", " 0.12447695]\n", " ..., \n", " [ 0. 0. 0.12402966 ..., 1. 0.99996433\n", " 0.99951355]\n", " [ 0. 0. 0.12521238 ..., 0.99996433 1. 0.99927269]\n", " [ 0. 0. 0.12447695 ..., 0.99951355 0.99927269 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:26<00:00, 5.80it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.3194952011108 seconds ---\n", "\n", "[[ 1. 0.54362093 0. ..., 0. 0. 0. ]\n", " [ 0.54362093 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.12345282 0.12462827\n", " 0.12406822]\n", " ..., \n", " [ 0. 0. 0.12345282 ..., 1. 0.99993156\n", " 0.99897454]\n", " [ 0. 0. 0.12462827 ..., 0.99993156 1. 0.99884166]\n", " [ 0. 0. 0.12406822 ..., 0.99897454 0.99884166 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:25<00:00, 5.83it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1286.0724110603333 seconds ---\n", "\n", "[[ 1. 0.53020687 0. ..., 0. 0. 0. ]\n", " [ 0.53020687 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.11764051 0.11875129\n", " 0.12002682]\n", " ..., \n", " [ 0. 0. 0.11764051 ..., 1. 0.99951618\n", " 0.99307944]\n", " [ 0. 0. 0.11875129 ..., 0.99951618 1. 0.99414233]\n", " [ 0. 0. 0.12002682 ..., 0.99307944 0.99414233 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:24<00:00, 5.85it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1284.625902891159 seconds ---\n", "\n", "[[ 1. 0.41456278 0. ..., 0. 0. 0. ]\n", " [ 0.41456278 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.06718671 0.06872433\n", " 0.08587987]\n", " ..., \n", " [ 0. 0. 0.06718671 ..., 1. 0.98659224\n", " 0.90368445]\n", " [ 0. 0. 0.06872433 ..., 0.98659224 1. 0.92854746]\n", " [ 0. 0. 0.08587987 ..., 0.90368445 0.92854746 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:28<00:00, 5.57it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1288.7602427005768 seconds ---\n", "\n", "[[ 1. 0.05912944 0. ..., 0. 0. 0. ]\n", " [ 0.05912944 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.00184857 0.00186209\n", " 0.01184666]\n", " ..., \n", " [ 0. 0. 0.00184857 ..., 1. 0.7459663\n", " 0.34461732]\n", " [ 0. 0. 0.00186209 ..., 0.7459663 1. 0.35407103]\n", " [ 0. 0. 0.01184666 ..., 0.34461732 0.35407103 1. ]]\n" ] }, { "data": { "image/png": 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IJovqWS+2YwWCdrOlktBsyal/JEfpZexyE+vBMol29yg9UYplwdMbRNrHktKndczRMayJANHefnWPxK5PtX7oGlJKdu8/h6wTg6r87h51DwFZfWrurVAIayKAFZyi+EAET1MvBUeDWOMTmL2KqRc93qnGIhpV4zUHSMlfrC/G3BAIJk1+9y4XZl9/XCFpo+p34+xacR67jz6O2dePaFyO2dVN2d0vpuUTWC7BwPXFtHylCC3bw9GvrQMhKLvjWbVjmZLK6zoZuM7eNbKz01oFLG8WtT+Ghi+M8/K/VICudlKRlUX/1Y10f2ALHR/doDTkhkG0qztJIjA7u7FcgtE3huh/10a0nBxloowhnTViFq6E9GVT9qdRlv4mzNHPF6vPTCtelhB0v2ed+tcwiJ63hiU/Oa64BV3dWBMBcr+ai+XWqXjKZOD6jbC5UbXNcM0o0SR+VvxiBKFr9F21CoQgcMlqjEWVql8JvxNeL9FzG1X7lldj9g84ARkX/8CFZitoZ6pL8/lmnBe9dwQs1de81iBiw0qEYTDxts1oPm/6eQxOoZeXUnePSeuX/Kp82/wMIIbVgqqtXUlwl7ovPD2TNP9bEa6Tylwe3GnfLzk5TrsTrVaZITOS1HwSpc4KJaVfL5ZVH7nNITgZS6q56uGnuXdVVdLCoRcVKsmhr589XS9w2arzMUdG0fPy0ir50vEghNutGHoLPAj0ggKsyUk0t/svigcx7b6ZjQfhdiPD4TPKg6hpzJWf+HlmKU//ruGPf7lKSmlZVH4rTqU2O0/ywPbV0yfJ68UaHEJbu5LLVp3PQy//ASDpZp+GOsX4FhtWOeY5wBHDzVVLsCYCzufOTjYD9MoyKC9BeLPRV9Y7ZkhhGOrsX1zklDMNdplyuapPLylBy85Wu3TKNXOBVlSIVlKEKC9BW7syzoRMbHdxUfx6r1cpRhNRWoRWsxi5pFKxMb1e1TZ9Zp1IkmSwZLHSwdj91ktKpjFKAfQCvzJhCpHAWrXLKSuJSxwzjIHm8cw4L5o/z1FYiipltRJut9KJ2LqjtO02DNVvmxmp2JFqLnS/0o3EGJ9oOnp5KWLDKrSCAqVjsfUNjmST2K85YEFJmQmEQCaYEDXbcSdV0SWnQuiLKpAHmzBHRh3FpZhNm95yAgrz4eAxZCikOBHgKJT0oyfQ/LnO59bUVLIeIKFc82QvYnIKmeNFdnSpRcY+N0f7BjAHhzAH4z4FTd/d7Cj4hm/YxvCD9Yhjx9EK8x3ugYyEZ6wruePpd0KzfxA5EUCEI9BywmlT0jUJ/AYrGESUKaVn368bGHrXdkQkijzehdY3TLS3T+lVJicdvsC0+hMlsSFl/o312xoedvQTSW0YGlZmYilpv3UDgYdrGbpxmypjckpdn8YaY01Nxecl8fOJADIaUW+GRjBHRpHhsNInzCSR2O9P/sMOAm/eiLAktJxwyo8pP60JJRHJcBhzbELN8fAo4kg7cnISGY04OghrctJpd1oTaRpIBJbM7DVfOCsWCJmTnaS9brllWdxMmYDBncvovmyxWtnz8hCGwa7abexufTr9efOcOoa2lKodStOdXSJSp3KtTG2u48rHD6EX2haHWXZxvayEycZKAg0lSveQsMOq/7Ukks2KD7/oKPgKf7KXoqu6sFYuYeJuX7Lk8Aqg+/OQVeUE60sRuqbakSJBiESJQWhMLVHm3/Kr2ym6ey8jG8sQNYuZXFsV1ztkiGhNqT0WmlM+MK0NmtfrfFfz2WfJubyLov/cC0BgTQY5gWeSLPLy4n0rL7HnQlmDtOzstEUt+uqzeH/9HIEVJfF2J5abk6JLEAJRVIBwGWj5ftVf48z4RyxIEBlAjKvdSm5fC5rOkk8+qxiLNkMyZvIs+m0LJXc8jRWcwhwfVyzCqSkuXbSePV0vJJlAY+ZPo3eUgt8css/nlrPjiD/tB8D9xMs8sKoCc3AIsXE1gd1L0fPy8D+hxPLoRRsxqhYr05eh432pC98TRzEnAkhLOje9jEbs8uPn08RdVEajWJOT6K0nyd7ZjoxGZjab2iZTUOZJPd/P5Fu3OibdmJlWLyig7/07ED4v2uAY2Ye61I46QyaWJPafZeJ+8rD6d2oKGY2S+5v9iLEJsp9rtfshCVy5lSXPZiuT3tIah92pl5Sg5+URvXAj/ieKMLqUdGKFI9PrSoCWl+tINjEJIzZW3j81EXi4Fj3f75hk9bw89PpajJoqzAs2MHHVVufYEjOPCiO+CIlAEISG0ARCE2j+9KzGmONb9h9fxhybIPSmzYjN5zjmX+G2Fce21UjoOlgW0u4jQnPmvevWHaqteXmI9avT1jljO14DZs6zK2htjDCUYNq8YNMhunUv0p2FebzTFudSbkIpHRPorm+eB95shMdNJId4vII0YnqSsq5nGOMbizAnOvDoPkYB98ETmINDDF5eTekfEtybT1O5aw4OJZlNj6wvoLOngJUdvcqsFgrBkDKVWsMjWKEQuY+3Yg4PIy2JGBkFlAl1xbVHGP5Ogpt0hkeUVJ2NDIXiJjr7Wv+THfzuibUsDxxCTAYdnY01NoYQAk9LH20jRRR2Nk8zgSb9tRHt7kk/JiOjjDy2mpxgF8K0nDZq/YNYkShZEwGyIlFMe8GNKdYTy4x2nFBUaOvU9TlNtZWrnt4g4mgHRU8rK0uquVJGo0Tte88KBpP6W3wg4ph0RVP7KetMKhew/kLjQZwWtGcOTrO5J5k8ZzH3pZpAY+bPJFFzJtE54bOWrxRhuQRatoeB621yUnAK0bicsjuendksOUfFYuLRYkazqW0yRQg6PrqBqTepXc3cfg5GzWIi550DQLSrm9E3htBycmxfiQST5KnaNJO4nqIwlb5slv5GLQqjO1cpxaYQ9L1rA9K0OPr5YnK/mjtdeZhgXk0qfxYToDAMZS7NynJE/tDF6+m7ahWBS1YjvF5YVBb3wVheHS/TrkcdYeL9z8jkaP9W7x1B83kpPDw582+FsM2+hqpHix/jPD1qsRW6pto5R5ztQWvPCjNnzBdD8/noeu9ax9wJKSbPBMkiFakm0Esr18XNWJDZjj+DL8auQyM8srMRs68/mYB0uuN2GmbTof9eTsmNg8hQGK0w3wnUckZ9MVLMmmebL8bJj25l0VefO/t8MWxzeeyaufhiLFqdL9//wOsyauM/Nz54ynKFEDuBr6FCLPxASvmFlO+rgbuAfPuaW6WUD81W5lklQchwJGlxAJCBoHK8ysuZ/QbQdITHjdB1x7ohw+E5+SkkSQeF+QDsbiwgeqITvSA/XtYreSBSbfl5ucrc5k0g9ti7U8yEV/jmZsXSHB93Foem725W7tlnyhcjpQxpSbRCRTtP8n2w26bl5CAK/GdkcQBbRwFJYxAL/oK0qPz3uC/G8dt3zNz+04Wt6NTKStJLX2ksTVqKOXeuOFNMygwjyf8z8ICUcj0qiNO3T1XuWbVARF5/zjTtcJJFYxbROdXCcSrrxkwQWVlY59SBpjO0xTaD5ucjDMOxepxJpLOKOJp5qViCuj9vmrv3ig+/yMTdc2XuzaFt/jzbMmI7k03zxdAY2ZiG83EaiNaUOj4eMQhdKQM1r9dRkoKygpxJaHl5aNnZRCsK5rzQiKICYj4ySRtMBpCc0ZBzmUSSl0BMe+sHTp6q0LNigYiRZIxHn3fCxGk+H3q+P8miEdi9lNCbNhO8Youix65pUOfFbWsofuIkJXc8TczPP9G60fKl7UQv2ojW2IDYqDTNRu0SAEqezMc6fz3G0hpkOEzfhhyMRRUUPmzHe8xyKXH7T/vZvN/krw4N0/TtLYR3bkZbtwp91XKMxYvQGhvQGhvQly21O5VMnNG8XvS8PN7XfAzrvPVoaxpo/kA14VwN3952rJDieDjmVtQuLnQdYS8QWpbL8TaVoRDZO9sZfrCebQciLHk2m/FrtiE2NaKtXZk0vtqaBvsfHaO8jJ5b1A6s+XwIVxadP1/NXx0a5p1HOxCbz8GoKOfYxxqQhqbaVFqijnA29DplScl76CAfaG5SMRHscZXnrlNOYCltaLt3rUMu0vP9zvwC1O31MLzCh1FVibYkIZSprqMXF9L6iTX0vHMt+vI6VYdt/Wj56XrYtgZAtX1TI3LHWuS562j67uZ4GLwUnYJwu9E8Hvp+3UDoss20faCetlvXEipS0kDTD5Ukr+flqbldt4o1+wTdH91B368bMN+wAet85fl57F2V6PW16PVLab8tM1ZkQkvmIkEUCyGeS3il5v+YKZL8opRrbgf+VgjRCTwEfOhULTw7rBgpC2TvRVEKH3Yrh54ER6PKnFE8/zygFIgeN3T1QWUZo3VeCg4pN3ErGIwXJCXLfvo+jl37HXbddQ0ca0fLzcUExtaW4W1t509H6xBvM2j45AgyFKLi/iNEh4ad3UCOjjlxIB773A6qbmnmXy78Bff8aBeio1tZBEwT3TSRwaBygbbr1irLsVrbVRd9Pigp4B9/cR3mTSEa/r6fZf/WC6aJDIcVwSdmpYnBMpGWcoCKkYxS6dn5n/Py07eex19f+Aw5J6bQOnqRKedocbLfKc8anyCwxVasLSpHDI/xf9f8ktu/fAPV17SitZ3Emgyy7AsvgyWJpupwLNMJ6Ct0nR93n4urrRfpy8YEXB39RIdG0FMCuNb93xBy0p4bw0AryHfer/Z10f5rN9GEucYyHcJW3RcnwWUounwCFt9joLd0YgIf/+PbaHj5EIbbDdJi5b8XYdrWmlTdhpaXh5yc5LOrf8VXx9/O0i8fdSwjFlD3E9uSEgqhjQGjYzz48+0sfnqSwfECsg4dg0gYE6j78hFHD7T0S700kzkkzMWEOXAGqNZvB34spfwPIcR24D+FEI1SzhAhx8ZZIUHIUHL+i5X/1IY5NByPBGV/N/Z/yhl8Ww6tn/MpZt6SCqzjXQk8h+nn8ZqHw+x64zXs/u19oGn0Xb4MhCBn9wGEYbDoQYOGz7YR3KbCsFkTAWUusxcF58EE/IeG6f/kUu75251UfbNV6ThME4RGy/uWMnnucpq+pjTsaDrWyR7HFVi4s5DtnSx+LMrKj51k7PxlyGDQ8QadTY/gsPVg2jWuE4PU/+co+/5hAz+495vIqSm1UCVYEzpuWqGOLm43gYtXs+ITQ0ox19kNoRBf+dC1lD43wcgXqhm9sB7qa5BToSSW4PRJk8holJHPVCMDk7S8sxyEoHdXtSJvRaLJ1ObeISKb6gGYWrcEq7vXOU7+4kNvVJ6eMzEfpXS8KlPh23cCa2wMhGD5D0OwrBoZCjG5Y7ljKp4JcmoKllbx5ZuvZfGXjmGFQmqRtjeXrINqI46c20jf1auRwSA1vx7im/d8i/I9ncjxcSbPVfeLTNiQUr1oT4UzzKTMJJL8u4EHAKSUTwEeoHi2Qs+KBSIV1sjojDem1nyCaHcvS99pe3na9OlY7AZgms4hqzcAx9rZtWwHu489Scmzw2g5OeqmiEbJ+0MrZv8gnj8dAUAvLVGErRlMd5NL/HjaBxEvt9J5geS+o7+DdQ00/2g1dT86STRbY9kNLymufo5PacSFpuzoXSexJifJPjFGtFft6OEdq1UcBBty+1qMJdXpzYYzmDBHty5iqiIHT0sff9d4GXce2o21tdHxMhRZWZTYJkTN7SZ330nM7l6HuGWOjZH9dBNTpR687SNYBpi+LAI716i4CetWoa+sj0d6BuS2NXEz34lRfnjwIep+1IOWnU3x249j1Vby/cN74n4Kms7IBbW4m3sRbjeuR/dhTU0purKm42kbRC8tVr4kGxPIRpqOvmwp429Zh15eity+JmlcRs+tIfSGc5T1wa0zfE4+vj1egsUGoxctJ3TZJoQrS5GvEvQ31vg41sEjuPcdo+dCk8lda5l48zo0+8gzcpE6yrgPtFG8f4LQxeuZWpzLLTtvZHRzJZHtq5goV4tbZNsqIhdtwHrdOsYvnyXgTBqcwcxamUSSPw5cpIZPrEQtEP2zFXpWLhDTnIlsiKIChK5z5EvqJtLt4C5JVOKURUW6dURuLv3vWMuundew++H71K6PshKYS8sRus7QFYokY/UPIJ5+Mbkc+39v0wDSZaDl5TL81jVcc9k70Y6doOFTwzT/Xz+8p5+pS9aDJtRsMA7oAAAgAElEQVQ5WQikaSr9gf2wWN4shK4zcPUkWXubsBJ2OvHMQaLHu9Lu2DP1z//UCbKPDSA9bvqvXM27/uo9GC+1QiTiXNvxZqGOMqZJ67ur47Z82y2dshK8baNY3iz61wu6zvfhe/SwioXw4lHMo61EOzqdOrV9R+KsSLfBu958E0c+pXQnPb+qIeL3cNNfvUe5YgNIi4Lft3H8HWqRMSor4nVLC5ntxhocwnqpCbnvcEKfLczW4/j3HMbqH0Q8fTBpPPIebyP7GSXUu3rGCecKJm8uYLxG4P+fZrL/eESV0T9AIgXeCYtfWkz/O9bie+QQuXtexhpVx6n8R1XgmP63rODk63PJfvIo3qZ++s4txv+nDrL2tzG0TpXner6ZrMcPoj99iLzdh6bP2yxQ8SDOTNBaKWUU+CCwBziMslYcEkJ8RgjxFvuyjwI3CSEOAPcCN8pT8BzOKh5Exjgdm7dNdsE02X3sSS6tXPeKy9Ryc8Gy0PJyMYeG0bI9mCOjDL1zO4U/fnpGu3kMer4f02ZFJhea3i06Xb8S3ZW1nBywLI5+oZH6Dz/LwM3bKLv3EJ3vaaTiK08p7sJMSWrscvTiImRlCdaLR9K2KzXTl5abC5EIx39aR/WNx9F8XqzAJM2faqT2F5NoERP5/CHFLamthGdfiv+2sQHrYEpdGUAvK8Xs7UPz+Wj7p7XUfPpJpUg1TeW+PzSMsXgRgTUVeH57ANbUI0yJtf/ljMZULy6GUMihjluBQBIpS9h5XIA4gSsUmpO7d9mqQnnNTy/NqL9f33DfvLh7nx0LRO4iuTV4nnMD9nxkB5Xf2YfvkRwn+jSoUGCDjR4V7EXXkeEwRlkpkboKx7ciFUbtEsbWlpGz+0A86KyU7Dm5n0sr16E1NjDe4Mf3i+dO+WDqBQWE1y3F0gXuJw+riM6xh8Ym2yA05zOjvMyh7WoeD1pBPmR7GN5cTu4Dz5wZgpHXC7XVmH4P+v5m5eNgyeS+JC46QnDpS6PsaczDqFDRoCbPX0nO88eVqfGZl+bULn31CszDxxAxqSlW10yEIpuXonm9CJ8PGQioY84FG9Af2zfnvutFhZjDo2CZGEtrVNQp+yEWhistqUrzepHhMNbWRvQXmqZRz/W8vGlxMYzyMqzRMZWOcGgkLWlvLgtE6aoiefVPdmbU129uvOcveIGYqwQx110WnOAiibtfbJE4HSQGKwE7YEk4gpblirPx7Iekbq+HtjfoScrGGfNtvkKktsn5PIHtF2MsnrhtB1Wfe3L6b2wuwlzbFgvYMlu/nEA19vxNC/LySjFLwJfkhthHUstMO2aAs4DG2KRJ16apY64LxNt+siuTS/nOxp/+5QaMEZ5kPn/339secmWlSZ83Pq8xcv12Rt++WXn0bVuDXlBA5I2b4kSaFCVeyZP5NP1oIxNXbEQvKUGuXwEo0TbGuAxescWxsesFBUnswcTAJ1237iD6u2pO/nIV42/dpIKr+HxoubnIlXXoK5fBsiVOO7QclZynZbOKZaAXFtD4vEbw8i2wdrniA+TmxutIQ+pKCkSSck3gyq10fGY77j+UM3jdZuX1mRK0VqxI4Gbk++n4F7U46Pl+hGGw8QWLpju2sPJ5A7FhJXqZ8th0fB1mCrxiKx/1xyoxllQjG5epr1bVKc5HSgBX6/z1joelXuBXHIiY7uhRu82pdcX8KnJznXlJROSNm5x6mr6/GaOyQqXHW1WvlJ3pgtZ63GgeN2v2CUav2qSUsbm5Dl9C7lir/gaDaP48tNxcTty2g6FrNzP29m0qONAKFaRXz/cntXMukAiilp7Ra75wVvAgpM2Yi3lpjjeGleOSNztJjHv0rm3Itw5TeV0nGAbi+SPgz+Xar/03D6yymY4pElHvx5ci3maQ93ibcukeGUWCOlYchNe//2b++O3vcdnqCwAc34LYLpjosl1zfxcnIouJ+CX5j7cl5crQjrZhhcNxJqiUiKyUmA+azoGPruP+u7/MO+suxIyEk0XxdGbOWfJx5P2xFanX0T5aS9UjHVgDgyomZeL4Hm1zfmv29uFvsS0Sug66zgOP7qDh7hGe2LqZ4gPPEzXNGY8J09ogTUa+W42/Zz9icBgJ0NyBNTmJSDH5uV5ocXgJMjCpNgW7nM7fVbN4/KmZzZwoq8NMbfG0DSmLF1B7n0W0u1cprAeHlNSUJmgtKJPkb+/ezuLft8a5HrG2Hh8gigpYLGzzavXDo+hdA8hCvwpwbCc2TtQjpfVbmQXzGW8yE5wVEkRq0NqG9x/EHB52Ml7FsOiBFiqubqX/6kYVcaqoAHNwiJ+/blXahyvr+BANnzxCcH0Nms/L8DUbQQilcwByXh7kstUX8NChxwCSLSIpkJNBqu7voPbrTURqy8HOnSGysmBZNdHz1kCD2lkQIonYI8Mqg1VW5zDvbrwM1i5XUkoGyXtn1QlEwvgfa6Hq/g5Cy8rA5bJ1IQk33qplTpu05bUU/lJZA8yhYazgFCu+egJtaJyy352ExnqMyvLZ25ZQdsFTXar/SxcpyWtxhZKKUoLMSikdlqTIzsYcHXN4AyqIrjatbKc6V1Y8OE/isPT0O3wLz5FujLISFdRluT0HaRICW3Ye0sU/aye4epEq35XlXB+LTG4sXoRWW6P8Ujr7Ca6pgpOK3KbVLXHaFpMgZszXMQvOpBXj1cLZpYOY4VynFxclhUxL97CIjavRe4Zp+UoRNVcfVK7DWVmKAJMS/iwd9pzcz0XXvZuspw5DbTXWoaNKodWwBHFImb5kNJqc4WuO1o/Ec6y+ajmh8lxcYyGqvtVG54UgwxHaP7mRmk8/TctP1rHsKxG0puNQVYEYHEH6czGPHnOUntbwiGIBmgkh40/DIiPcbvWwxRSsVYuZqi8ja28TvX/bSOmd+5DhMK1f3EbdJ/byvdbfc8PNH8H96AEnyMwpy083D5pO5MJ1uJ86gtB1zLExBt+9nfFayG2H0t+0qEC/3T3IaJTIxRtx/e75JMWn83+svqysjOfdqChXSsvaRfDCYaUAT/ytEIprEY4gXEa8HinRGhuQR46BrqN5vewZ+n7GuoLilcXyTXelukvMjLu33vmXq4OIwahe5JxtY7vF0KX16kzrz3NIRDHPx8TgpxOfCxJYt4jSe7KdXJLW6qX0vnsjelGhCmZatXhaYFFH52AYXHTdu3n0P38ItdU036Acd8w1yxARE62ynJZPr2f8rzeil6o8mkZNFcbSGlW+nZA2bRp7uz9Tl653WI0b7jnMFd/4HUff5eXYp1dBfQ16WQlLH1ARuJd/egS9e4jA65VfhMz1YeXEdSLhZRW03L6ejo9tJHTxehWRqaYq7g9iI9HRCU2fpqPQfD5OfnAjkYvXO6H8+u/IZtkXXkauqKGgKYxeXqra9O0uxOp6rvmnf6DvpkmG3rERvW6Jc343KspVkqCaqqQ62j61YZojXmzHldvP4Zbv3KuksEbV9tL/bmHpL8YofDnIsa9W0PxvRQhbEvI8dwyAjo9vRG9Qn5346EY1FyvrMRYvov22Dc5cp4sNEbsvjv57BYc/X8fU58aR0Sht/7zBmTPhdqPX19J623rk1kbaP7ERbU3c56bx7qOIxuVwTj1H/jWzTN0xvBZiUp4VOogY4tGf4lJE/v3PYcV2RjsQaSyqT6LZMu9vBjAnOtCyPXHu/bOHqOyqIGqHvI8sLkJ0JrNPHZ1DNErWU4cdWvau2m2Qm4v1zEGkyyAaDlP1SBHuQyecJD2RykL0YATNspBDw8r0lWBOnIls5dt3gqiUyEiUJz6xDd+Rfhp6lMh/X9OjbPj9+2n45BD4fFjtJ9DqlpD98D6krqOVlsDxLoQdt0D704uUF23EPRzB9WI75tgE2pJFmNkuRIJTgLPjCaGIQ2MJPg8oG3/pvimyXu5UDFNLkvWjQjr3TvGjx+/gocAyvvzyRVTfmIscGsFcVEj+Qy+T/7BA+HyYFYXIVmWNkL5sNMDKz4GEE2Lxfmt64lv7vXHkOHf81WV8/5HvowM31pwH4Qja6CR8KUzx96rIf66XlneWs/So28m3WrI/ytSiPFyHoeqRcawcD+ESH+7eAYpftFTioqkptLzcGWNNxFIhlP8yC6kJfM+YRIHiF2MELzVPU9X5VD0awnVyiNIX3ETzPGT1DoEQPPeJTVAOJ66PUP4bQce0WmbH2a6DOKuOGHp9reMIBICUNN25iZX/2IpwubACk07Gq8RrAPxPqAxaA9cXKx5+YT5DW0opfLhJxWoMhWYUvRPNclpjA803FFD/yRfY3fq0CjqzegX09DP++npyf9/kOFedbiLfxJwUE1dtpeqWZi4repF7rtuFdqwTa3wcvaSYaHePIi1NBrEa69BbTyJDYWWH7+3DqF3C4dsLafiwOvpgyXhwnFO0KdUUGYuUJKNRZ/GVO9ay9psvcujSYoTHjdU/gDU1hV5QoDKVr6njgz9+gDs2b05OkJwmsEoStyB1TDwesn+by9RbwojsbKLdPUqPUVaMmApjFeZieVyIfYeR0ag6dg4MqjInAmCZ04LnaDk5p1QaClcWMhohdNkmvE2DHP5YIcvf8xxabm7yb+3gONZEQJHhYn4hlsmJ23ZQ8/WXEEIgCvN5uO3LGR8FCleWyEt/9NeZXMp92zM/upxJnFULxBnBK4gsFPtt7AbJhCchXFlqJ5wjL2MmaLm5aDnKEa3p39dR/6FnkshWMR2N2HwOcu9Lacs5IxyLhLHAstDy/Ry+tYrlH1Fn/yQHstSfzsItmA0xM6HZWIu295A6krhcjiOecGUpM3UCEzOxr8LtTtbFxMYrk/GY5b5J1Z/EyouRs9TRUsOamJhTRKnChlJ50Z1XZnIp/3XuHQs6CM3jYewd25J0EMaSavTHKu1VPG5zTrWZRy/aiF5Wip6by65DI+r6ggJlF7cTtsxk00/kOWheL3L7WqzAJPrqFQ5PIpaQRi9RcRES4x/KaCT5WHGqPibYyvXldYjN56gYDrm5yGDQzocpqf/QMypVXt8A3+j4k4rwXFaiYh7sfUn1r6hQvYqLlC7FHjcnV0QapCa1ifkmJMZ4NGqq1EI0pZzaot291H/oGUCZfnV/HvrqFSopT2JyXxH3Q0lEYiLjaWPi9aq6gkHkVAjx1AEnOrcMhzHKy2i/f40yjT77klO2XlDgHFP0khKlkLYUUUrP98f9RdIsDsKOp2lUlKuYF6uUDmFaPpZwWCUEcrsVnVtaoOlE2zrQl9cp9mowqOjZc8AZDhjzquCsWiCsqSnyf7E/KXCt2dWDeLt67yRDmcGt29PUizU4hKxdzCM7G5WOYnw8Hs8hDdcgKTR9wxL0QEgFZelRPPtdu97O7t33qpsvEMAam5gW2ThewKkll0T3YBEKo41Oonf2I6riuT41O9ydXlyE5nHz4Stu5qf/8xNe/txifvCLO5zdzpoIIINTyBjbL0MpJlW7L6NR9XAmjJMMTqGNBEBT5CphRxzX/HlISyKXLIKoii+RRDtOMwaJ/U6FNRVCm7S5L3bQWs3nRcv3o+XmIMNhar4qlAOa7aHqlGk7YUknboUF0kJOndqCEbOAyHAYQiFE0I6aPcNvZSCAjESRgUnbiqXqFeFIPP3BaUhtZ7uS8uxaIM5f7+RXiKH7g5uwRkbJfbx41gcwVFdK799tUVm3+voVd35rY3JGplOZ4g61oE1MIcNhxl+vYhfII61OZKoZM2HN8TiTlDdjbILwIj/BxsXI9k51A0ajWLZZN9qnsm/x8jGuqT6X5e96jnfXnAdSYpSXMXbFehVPws5vcbptApLLAOT4BNHSPDBNtfDaO7XD7WjuIFBfmLSoJHc0+bNZKdWxnT4cdubfmpjAHBjEHBpRZ/+9h5y5jHFVEuc2KSOazDDLVUIbrUCQI58pnLmtUqp5sMzpmddCYWL5VmaKWTFr9SwsEBkhNuHaH15QZ8aNq5XZ0OOh/GvPYIVCjJ83QM8tO1ROTPt7o6ZK/V28CHf7AKXfegqRna2iM/X0OmHiJq7aqjgHl212zFMxkbfr1h3KPGZTdptvqiB6wQalkCQerzB23Bj67+WM/u02tMYGpt68RZW5eoWiOC9bil5SojqlJWdfEq4shNvN2O46jKU1GEtrWPc/gwyc48Fz4DhYFpEL16GvWJb8O7cbvVTl8dR8PsdkGe3pJff+p/l2xxPc3NRK052bkOeuI3j5Fiau2po0vo7Z0xa9IxdvdNqEpjNw83bu6HiCsd11yoRXXMRfP9/OeLWH8BvWEn3dGvSV9c5cTV6+CeH14n3sEDy6WI2vXUf40k0YS6qZevOWpGPGv7Q+74y55vGomBm2KN96zzqOv7mIyEUbCNlZs4Wuo+X4EBtXsXNfL63/upnA21S/YlHDPt/2LKPXbgMh+Ne2vQQv38LwDduJXLyRf23b68ypsagy+Yaz56bvAzvQ1jTwpsebuealdgofU2bRj7e8qC6zKePjV2/jh8ef4MQ/7+CLbc8weNN2RZcHan4zQuCtWwhcuYVrDh5Pc4enx8ICkQk0Lelm6niTHy3bo9h4CfDv6ubIrblE89xo2R6kO8sJ/EpE7X6pUX3KXGNU3dJMqDwX35F+h/8fXqdu6LKLOznx1kUIlwsZjVKyz8J96IQTMwLLVAQiYPO+v2Hvhgc47++fYWpxLr6WEXyH+6BvCOn1ICyJyLVt7tJK8kfQ8nLQK8vZWNxJ6w2LkIbOQz96HQVH7fyepkX2wU7kyd4EacBSdUciSroIR6Zllr54z0d4cnwZ91/wHQKVbnzt4/gPJhDLIO7zIC1wZdHxV3aS2vJSdH8eV37wf/jH41fwsWV7VMw1ofGtO64gtz1I9sFOsg53QmePXYQk77kupB1q719rf0lu6wTSpx4u91AIOTKK71hyNvXr7/+gE45P5PjQiwvB1oV8a8tPKT4QwfPSCXwHupx65FQIrbWLu7+xi7K9Fv5nbBO1Xe7b9nyQgkPq2PnSVBU5zSMUHRjF3T/J9Xf/H6RtXbEGk8dDz8tBuN286/0PElycyw++9Wa+9o23kd+sJIebfv5eZ9yEEOS/OMjfH78c9zBc9dR7KTw4ibdTSQtP3bUB/7Nd+Pee5GtffxtzwQIPImOkiKix8bDPkzFsLWmns6eArB7bu25sApnjxTIEMhBPuJqIL//hUhVDcqwSq6fPCa9u6QId6BvPIeKXKlSbaeL/YxtmX78TzlwGpxyln35fIf9YuZ4vlb/AJcF10DuAFZhEmha6x62S6HpsBaCUKix9DJqOzHbz4L41aPkWjIxTea/SG8TqcELsOcMiQZrIyeDMikcpqb3f4hfmJi6/dB/uUROtb3jaeV+MJsSVDIXQy9T30u2CoEaNe4B7f30R39jpxTMwjDU5yaKfHgXTIjqSErrNMol2datyNcGn2q5APzmI9KnFXO8ewpwIoHX3Jf2s9r/GIIG3QpYL7LP+T/q3493bqhizMcq1ZWKFLAiFKL//CMKd5SRYjqFqN4gupSv67ONvpuHEEeX/IgS195tOJi4rlVFpGBCJUuvuxRWIUnHPMbtdFiaw5EH7iBGJqLEPTHLooXMoPxJCD2XjamtVpl6g4v5movYCVHHvBC9On6X0kBBdyKx1ashINOnBWPrtZszx8WSlJHDgQ2tZeVsvh//Br3JzFvqR3X34/nhEZWGeQXm55DeSe67bRdW3FL9i8GIlObifPIwwDPLuzaPuO21EV1Sps6Yd7i52UyUqJAv2j/DcJzZxydvfySP3/sjR8AMc/WIxU5vraPoPlVsSTccaGHLEWeFxw8lean4NDf9+gsnNS5Dj48lKzzS6AyepzgzXeI71seLOIJ/60E184JsPKPfkQDDJk/HklXWOr0BoUz3Lbg+oBat3AKJRvvtPV1LxpwDRr5UTWF+NWFwRV3zOVK9NCJPRKFP/XokMTNJxlYoSNXBBNVqOb1pMSr1rAGuFchKLNlRjDQypoMTA8c+sUNGcpEzaEGL1ymBQOUilIPf5Licm5bK7I8gVNcjgFGPnL4O+weRyEhGNIirL+NKHr2Plfxx0guPGdAiuI0pSMTesYOSyVchgkOqHRii4vYOyR09ijYwSWrtEFT0+7mxkqXElToUFHcRpwhobm/FhMF7uwBoapuGWo+ohbulwJtdBinnN0xNAO9ZJ54WKqVjw4ojiOdgPd/4f27CGR9BfVIQjFftwbXKDYjEpl+aRfXwU18EOdtWfy+7mP8E5K2i5axUrbhsmkqNTd8PL8ZiUExMqtkI0SrSrG3N0jOzOcayBQaLZGqHXrUYvSghzvyNNTEqhpTXTDm9bRLAsG2/zED/csp57Xt6DuW01ms/raPz97XZMymwPnuZeFazWMpUicHSMnKfbmSpz4+0YI1SgEynJYeKytWh+lZBWX7U8OSbl9nhMyuzOcR54+bfU/KwbLTubkne3Y9Ut5q4jv02KSTl04VL0nmGE24148oAKFNPbD5qOt30EvawEbd0qxKbGeOc0Hb2+ltHL16FXlDlu2LFxGT63iqkL16C53ZgenZGGHHx7vES8GsOX1DP1ps0zxqSMpVHw7m2n+fwsAm9S8SQ1W0cydLFy9jKOniCvJUDo4vVMLs5h8r2FDG+pILJ9FaO1qqzwjtVELtmI9fp1jL71NGJS/jkvEEKIdiHES0KI/UKI5+zPCoUQjwghmu2/6Q3gaRA780/7PBzGCgYdETomeaTLKA0gwio4qwyFuPqKmxDHu1WsRFtzbo1P2FGTJ9TNrOvoQTsDeIp3njAlIhhSpq5QiJ1vupaHH/wpOU94sfoGyHvmRHKW7wS38ZjpVoSiKiHvwweResIDLwT6ZITeSxYlpZdP9KOI5c6c5tNgSsTkFFZwir/52w+g3d4PkYg6Jpkm3uc6HAKRHB2LZ6mO7dDjE2hhiZgMUfhYO66DbUhNtcn0uYjmZ9P5lkWqXiEY/2SczSqmIrz16r9DdveBZWF+0M+JS/284/oPxefFlgqsoWFEjJAUkxakhZgIgq4R9buxjLhXp9B1cBlIDaShEyrISlbgWpKx9yk9gx6xGLtigsrsUYqe6UNICOVrIC1a3pfsm+L0O6AYtlKAFBBLHi0kSsIKTqEd7WDRp5oRpoRwBCHhkq8/TunvFXlNajB5ywgj/xhgrnSF14IO4kxIEBdIKdclsLxuBR6VUtYDj9rv54Z0YfpjN5ytdIvZ5pN+k0qlHgs4oembb3EhCgviad5AKUhR3n9IiRwdQxuZiC88CZKMt2MMOaF0DgiNln90sf6z7+eFf/42Wr6fyJJSYpmgnAc/xXlLTChpx1yzjOz2ESfMPlKijUzgGVY+C7GHS4YjxHgGsfYkLoh5TeN4j48hg0GEEHT8ncXIXVUqQrPtYWjWlKHl+NS4lZdMH1/LIvv4OCIQJNRQSXhdHbnNY8jJIFknR3CdHKbgWCRe/0/jZYixCdo/KBVXIsdH21WF5HZYHL/ZVFYIXUcYLvxNEyoPR0L2KWlJFRouGESOjuHqGsHVO+rMozRNxNAo/qZxGB7F1zYa77vQyGseJ+uBAoTPi+vkKK7H8/htawOhxfnkNY8zsVhDuN3kdIBwGXH9UEK/ERq5zaP4j44h7SOGv2kCoQl1n5QVc+SHK/EeH0NMTJLbPM7PvnoxU0uVSdTTMYz5sxK0+4vwH517PAgpRUav+cKrccS4HJUgFPvvFXMtQEuxXjifl5Wg5eQwcJ0yhcVYfIlZqVNh5eeilxTT/smNNHxyiObP52EODSv/A48HuaxaZba2oy5ZYxNO/stU4pEYC0ChH728lGN3rWL5bcOU33WAN22+jAf3PsTJ87z0vX+rkliiUWe3E243ekGB8jAtykPzeuk+14fs6ExSKEY7TuD7+bNJi1ISC3CGAChaZx9icgqKCzn6b2upv22Uwv86gDU2jhUIYIVCtF6ZoxYiy6Ll+lJ1dLDzXmoeD6K2GjEVwirJp3+th7ElbjjahjUVItrWQbTjBO7d+5x68+97Lt6+onzqbxvFdY8iTWX3QcGBEepvG1VELnux09pOcnJnGVZwCn3ZUsXe9OcpiaukECsQxGxpT44BYplEe/sQh1qwJgKYLzfF+26ZiBM9FPzyJWeRzRqT1H10mO5z3WjNJ6j6+n6s4BRFP3o2Ke+F5vGgl5UiqhfRdvtGaGqHI63xsHwtXcholM5r6mi/upyS+15ETEzSenMdWmcfJQ8cpOt8dc/JEycp+s+9FNy71wkJMBf8uTMpJfBbIcTzCanAyqSU3fb/PcCMCRyFEDfH0ohFSGH2pUtAElKTHPGpAVNi/HQvwWmNDAYpfybK6MZySvMnlInUNFUMyXAUGQ4TKVKivMhyJQeNSQx64nYhIlHkRIDqHxuMrS93JIfGr7+fgx/+NqXPjqvUbtketUhoAhmJOg8LFljBKdZfeRDh8zpiO+DstikDNfP/sY/sXVGEwlQ/bDG6oQwtLze+OBkGdZuPK0VpVhbuYWErVyPOGIjJKXAZiKiFfMMwo/WottnMTqHrTso/IFlCipqMri+j9Td1aNkepoohVO5T7XC7HauE8HgwJqXKZj6sJAFrclKNdSSqdnhdnzb2QtedcUoaGyEQHo/qa1YWaBpRr2BydQXLLm5F+Lz2QminLEw4tlnhiLI4BUNUPBlV5fu8ccnUDoGY12FiZUklSeg6JQeiCHeWkz8DQGTb4QXcblXGHCDl2a+DeKVmztdJKbuEEKXAI0KIpPjlUkophJhRNS+l/B7wPVDOWklf6jrM5Oxjx22I5NhvYzeNtJDRNI42UyEwDDrfEWXZDS8xFViPOdIKmo6W5ULaZbqGp7BQD2+S5JB4ZBmdgFwfwuPmxI1R6m54kWg0gujuxbV+K5decR17fvWfysErFmFIEwgdJaEcbUOEI2geN70fWQLDh0ikKc/o4DSDy3jS13akZbzZdF4bZdmNh4gmmESt4BSjd1bhn+pCRERHidwAACAASURBVKOUPxVQD6P9sGm+bKTLQIxPIr0eKr7gweg6QXR4NKltifOR5JVpmuT8937MK9djjoxS+USIrKePkBWOYCYEkrFGRil5blRZn3asRXt2Am3ZEsxDRxGWxEyIEJ7YXxmNqsjVMG1elJQ0CdLCCPqpfKgL80QXoaGVaMPNDiMyNmpOoJ4cH3LpIhgPcnyXRv3u2LHG1pXY1rOIV+AeFkR7etFLSzjxZouVj41jTU5S+0AuFkrh6bQrONcAvALTOivtBA7OmDenEOJ2YAK4CXiDlLJbCFEB/F5KuWK23/6v5MUA54EdfMcGCn/01Jx/P2N50nJcuIXbjRUIsOfkfnbVbpuV7pvo9p1c6CvwRk1o09Ql6/E88gJyw0q0gy2MvnkN/v9WIe1nM8dpHkVQm5Y7I7FdKZG/Yh6to+/YTP7PXlDRnKZC9L1nIxX/7zjS68FsalE7bWVZkkt/3wd2UPqtJ+fez42rkc8rj8/I+WsxHn1eHRmlRAihXNPz/Yxd3EDOr54nuHMDvpZhzMOZZc/Ui4ucRDrANPd4YRjx+U2Ikj2XqNY5yytk4zduzKg9z+z8wmvLm1MI4RNC5Mb+B94IHESl+7rBvuwG4NevtJHT6p4lbuT0i+PKQi3bg9B1ldQm9ftTiPKxMqaVl2W7e8fEcCHYVbuN3a1Ppy8DdZSZFn0qZtKcCzQ93i5NR/NlI9xu3A+ruAY8+5Lie/zqBe48vCf9cSyWacumqidFhBbJ2cu0RGWfEGocXAb+nz6jjhCWhebLpuSOp4l2dmG1diirgGlitrQnVVt+90vJc5A69rEIY7E2xj4+3Kb0T1lZGP+zT/2f41Nt8bgVDyU4Rd7vVTg43x+PYB2bIZxLbPwS50LTbV6GpaQte66EYai/bnec5SuEEyU7bTSxNPhz50GUAU/YabyeBR6UUj4MfAG4RAjRDFxsv58THM5+SqgwvaAAo2qx4woM0PTdzdPclxOhud0YtUvQslyYY2MOKckoL1OTm5OTlNoeSLuDC01gVFZgLFUBcM1xJW5aAWUpMUdGEYbKixHz3YjpGIJXbOHSg2NoWS6VFSpRNE2s9zTiSuj+PIxFlapNo2OqPVI6UoBpB8y5sfp1yn16aY1ayA6NcOKTOzCWVCN0Hb24GHNkRP0+USFqi/oxJEogemmJInJZtpPURAArEFDRnhOPTtJyvCdP/tMOWu9ZR2jXZqzx8bivxExkscQxSRgba3IS4TKc+dT9ecq5a2TUrttChkKYA4Pq79iYIwX0v287kTcqnxHN51XlJkpEdl4QaZpYUyGsQADNp/QMmkfFwnAkLFsiizlzzQkpjsmzveYLr82AMbOIu2l/YhggtLir7ivtd2KCGS3B7JoQ8FQYBg8ff05Fpsr3K0Wl/aCdblCVGZGg5ERoyEjYKV/z+ZQPxwyh7IVhxNtrf346AXBixxp7EJDRiKMbiklEDlU8oQ49L0c9zKd7rIq1OSGrWcz0PW1sE/udEFhmxnmIXaspqTA2PkLXHVNvuiA0czli+OorZMPX35VRV/dd9vnX1hHjrEE6zsRMl0bC6gayb5S6vZ5T/CI9lHUiToISLiNJsgGQpulIEs5D+mpgBrNo7KZ3YjHaD3yMeNX8tW2qPWay6VSaZjK/JJPqExakWFkyElbErEjYcZGP1R1bgJy4C6e7WCdJKJIYQS11HlLrSEfES73WKC2O8zZiv08Yp1cKyV8mD+IVI3YjpTIGtdxc9Hw/up2hCSEYvmHbtOtSy9JLStDtI0VswjWPSoeneb1OFOxYmekgXFkqglNJCbpN302sR+h6PIsVELx8M3q+n13LdrD72JOMXLdN1efz4dCnXyGEYahxKS5CX1SRrCeJXZOoMzBV/MYVH9vP5F9voeVzm9GLixRXI98fN2dm2LZYJCuRo46Dmi9Or06CpjuLUfAtGwnv3MzYr9TRQi8qnL2+mXQTEM9Jgbo3hK47kt1s+oCO27cweJ3qt764clr5TrTtUFgF7xEqkrpeUe5EJ5txnOY8n38ZTMpXjlS9lK17SArXjooyJArylTMSqNX8qoEkdt60og0DSgqw7AjGsVgCWkG+Osdme1Qi2ZSddEZoApGXCyUFcScdG9b4uOIWxLJYAVd89nfqTB4MsvXW9/1/9t48Pq6y7P9/3+fMZLYskz1pkjZrkzTd23QBZUfaIoIsghvgF0HFBUUUdxF9FMQHRUARUVlEAX1cQMuiIJtAodB9TZsmTdJmTyaTmcx2zv374z5zMpMmaYp8f9Tv4/V6zavNzDn3ds65zn1tnw8bbvqp9UBnzohLYqYi3G7IzbHLmyeKGRr3GZjRKBTlY0ajrL3hWfQokOdXyi1ToTfZb+SZ9J3pA2kqZCkU8MoRRVfJvq0U76E6B/0fC2Hep8rhRU729P1NYYgn0acAhNcz7uuw0t2nkoQHXCMm5Ocik76S1PatHZQxPEyi45AyKVwutb5WgVkqN0baOI9RTFPM6PN2yXGhIERGRpr2HVhbq96yE9iUAvf6GJ1fTOicJWg+H2JJE/mXdCvU54L88dyDlHOuev0NWi7LJ3JSE3pT/XgxkMcNUtL41DCxpgr0mkqEw0H07GbF7WApJy1rPOko8Kdyqh7pZtc1OYRPmIu2oB69vhZH2SzEvFq0pnq0OeWqfU3nb8uL7Ict7/dbWNdwEut3P0+0oQxtYQMDV6xGNC+w+3CUlti8FGph1JtYz8+zQ2sT60P2/GQJPOKk+IE+htY2IpY02NiKSdEWzLXH5Cgppmut4rh4YXUBld9+nbbvepj/4hhfef4x5KqFOMpmMXDlarTF83CUliguymRykBA45lSoHZMzg3VPboHm+WBxc5or5inczgXpke19tzbjKFKYjRU/30H5h9rx/2UHACW/6VdOw9ISHOVldj/C5UIvyKf3kycQPn+lKmRLkdavL0EsnQdA2aMhtMXz1FhWLqDzy6ttJ/fEF03t194g669b6LzZSeid9Qx/eDVDl69GLGkC4MDXrUzdnGwcZaXoTfX03F/Iocvms/v7jbBygV04NnTZahyVs3FUzmbgitUciyi9dHybGMeFkzLHUypXxN5pa+C9v1hO43X7ET4viRQei96rT6D+g7sJvCuKyMhQUGR5fkbv9+FZ0zapBjffuYT9Vwoarz9EoqfPdiwGL15F1sOvMHbuCh6+/VaumL9OJQBN4zBzVM2h9bIyYn6Thh90YPYPjHNzer2YYxHbyw2oaIWFYaBIfjOJNpTx99/8kjVzVijbfCYOummO0QsL6V9XS7BSUH1vB2bfgEpvTsFASGXRFg4HA5c2k/fLl9GLi5DhMXb/oIGGO4McPjmPkrs2TurQnEqGLl9N/iNbEA4HxsjIeE7IBCeenp1tp6BrXi/C40ZaEYK276ym8uuvTN/XJGPR581Fth7EjESIrmvG9cQbyryQpro/psj3SDpuD16/nKp729PuMVCAvYn2jrTwrlw+D0dHP2ZBDuw5oHwdkziZj8VJ6amdJav/+6qjHwjsPO9b/3udlDKSjmtYf/U2xc054cLNeuwgw6eM0vuhhRhDQ2j+HIzePrzv7prYpC2OwBgN17YTOGEOofcup+3BenR/DlmPbEA4M/B2hflIzWmYc9XbSaXtTm2/Vj3YTf1/7Se0cBbBsxcpJOxVC+n8xCKK/+nDXFir7FVrbMk3v4wpQBjn0Bhr5qzgifZX1S7IkQ4qc6yxdOHQKXyui6oHDzO8YhbBdQtUabeFnq35fIjH81T9QW4uhz6zgsI/7ARNx+jtwwyFafzvQUQ0Qelzg2T/I4u9P12aZtNPHFfqLqbg1QGC6xbQeeV8dH8Oe25ZgFy9iNFzl6gxJM91uej9aLNqNysTY3DIjiLUPNCn1mGy+Wu6OicjvZITIWBg2J6rt2WAvqtWYJzQxOhfZiO8HlVv4XLZOQxJpi1zLIJwu6j6zSFGVpTb7N7J9qVlkoXOX0H711YgPB4c3cMEVleg9QwiMjJouWX5+Ppa3J7Hyu4Nx3+Y87hQEElJbmNTwUZS8SnRVQit6DfbQVgoUpbHvPua1Wl4lUmsyv3vzwXDJOuvW3ANJai6os2O0ct4DG1fh3rTbdmLPm8uyzeEia5ZauM66nNrFJ1dbi6L/nCAQ2sVIIznmW1kBBJE3tGIYzBE+R1v0P9uB7y6Q8XJLQCb5Jsm6XPoW+5HxmM2nsTAHyvHMS7PXobeWIujQpkpemGhciAun6+2seVlOKor1bo4HDiq5nDuM1sJ/kxnqLmYnGdbyRhOMHrGPJv4xQyF4PwxzEgEY3iYWbdvVDkLSeRw00B2dRO9M8bg4lxCFzpouGYbd2x/nD13L2bsnGWEz1uOtlCZDHpBPsHzliBPXEz/Vas5+J4CHGGT8l/swBgOMPfeMM6OfjKGE+NI26bBu55toegXr2MGgzYzWTLyMbIgH/lEEZGzlzF6gXrw9Oxs9NoqYmcu4ZtbnqXlnnmMXGg9lG5lHp79j12MvKsRMxhk8DYNf2ucUKmLzK/7eN+L21QoMxrFUVyowICTmY+moXxGQwEyn9jGd7Y+zbe2PqPMNeA9z6uKAd8fN1J5yxaC75rHnN/1EvNpnPS3VgbObaLqUbU7+vmuJxk5fymBi5ZyzaZXj/meP95NjONKQYjMzCM8wWn4lBNwJ1PDVRPxKpNYlYVvmHbM27Wj4whIc1W6LZCGQbQki2LnCL7dfVR8VqXkmjlepCuD2OKqSTEkvVvHcSSlVRegTpwkCQoo2KpwJ2QsPinGZRLfElD4lkIjkelEWlBq0mXhSRYX0XpZGXfedR7hR0rIahtDhsN4tneSvTF9R2Vvta0S6iNCdIZB8IEycncGFT5GLM4ZT36Oh0/9Kb62IJ6eKFqfQnQSPi852wcJzXJxwaeeoWBLHN+WLntdtdYuzP4B3Ns60rq4//a1RziCk2ZQ1r4g367+I759Q2S1WlgTGU6kz41rMMqlD38Kx0E3ua92W/eJ8i3cc+c55GxUdYGJPxTi2XGI3FcOoR3s4bbbLxx3nE6CRpWct4wnuPDJT3Hp/dcwt0a1dfft77HGqZKtcl7t4uX7lpK/aYiHf3IG+a/04NqnTMdrD56Lf+sAuVuGuPZXV0zezxQimZlyeDsVxHGCSWlJClirLSn4lBNxJ1NxGifiVUp3BqZDkPP8AeWZNwz15pogyew+pIFzJMqtz51FQ/d21uXv5UHK1ZtuZBRztp9Zv205EkMS0mPjR9kPit1tSGv3MinG5cgoejIsORZBhsNoUQMCQWQ0ikiuUYaTmN+k6g6rtsAwMcYiShlMSNdO48EwjSNsZ5lIUPDobvWWtRizqh82iZzhROsdQgu67YdMhiMQGMFVkcMcVz/e11pJDA7b1yzJd8kEHMiSh3djTFCa9jj2tvGNA+ehHe5F93hIoEKMIhRBG4hR/XsTw5uB0XEobb1Lf7OLhBW5KfrzPhsbUv0WH8eknKImxoyqqtaKxyGzpZ9dRbOYSyclD+3GsPpJooGVPhzFHBmhpKsXMzBi51rsWF/P7E5FvVf5SJw9k/Y0tbyV1oMQYg1wG6AD90gpj8hiFkK8D7jB6nqLlPID07V5XO0gEr39RxheqfiUR+BOpjyMR+BVWliV5nBgnDhnEoMu9eGpuPMAlY+q33/z4bUAiD3tyLwcXC/tOjqG5AyMxVT8h8kwLkHhWyKEwresqsCx6yCyJB/h8WAWW9wN/YM0/KDDwo4cHd/OTxFinGrOgK0YZAr+pntfL9/49JWYoyH2faRUKT9Np+W6WszQGJ+84xF+9sUL7JqFiYlER6zzUYhzIj+YZRPTAATWNdF+USn9p85G7+on42C/Pa9Eg/IXKWWWQpyTBDmeIT5k8uWQ9XoX9A5Qd39U1WFMPFeayGBwUuKc2euHkWNj6h7rH5qkl+kGANIUM/ocTYQQOnAnsBaYB7xfCDFvwjF1wJeBE6WUTcBnj9bucaUgJkvvnRSfcpICqyPwKq38eL1kHHperl40eYGUJZ2nKQzLh/Y+jbav06bDM/e3Y0aik2JIaosabRzJI5xok4heaNGzafqkGJdJfEvN61X4lkksid2tatu9a7+qGh0dxewfYHTdIhKrm9ByspUzbkmTwoxMnWJq2HSKccXfMR8tP8926g2tKsPbMshvdj7JN973CIcerkbzean73k6MVU38YsUSMl9pQ7foAJPrqtdVqzDx4rR7k8C5i4/sO3lOnh9PZ5D7dj/FIzufAiHw/30vc353mMIr2hg8rQrpyqD1xmYb0xIgdPZi4mcqjg9zsQo7x09fip6XS/DcJSr0DQqTciqxsC2HzqzD0afqY0bOS8GW1HTiZy4jdkITjtlljK5bhHnSYhzFRSAE4fJMomcsofXeBgbXTVu0PKm8hSbGCmCflLJVShkDHkKBN6XKlcCdUsoh1bfs5ShyfCmISSQNPGYirFxq+uzYmMKrTElgkYahYMSs45yHLQ2fqiRS24jF0foDLH32asxgUKEzJ9ORTQN3R8DCH7DaOzREX3MOgeWlqgExjqc4VVWmTEla8rUGoG8Ic2QUGYtT9+zltJxyr8I+tPqWbqc9BhmJgmEoIBapkLcz94+Q0TWMHIuANNEDIUaqPVaVoXvCuLQpK2FdHcPI8Jh1mCB7bxAGhlj54if42rPnc2bFHjSfFxlPMFKlQpQyMIIcHUUfCNrzFsEQoSUVCmcyRSFk7wsemT2afPuHx9B6h3jHi1ez9IWPqVB0LI4Yi7LvuSpy9o5CIEjubuy5A2TuCzBWoIrhHN3DjNTnMFbohHiC7L0jxBaoorTetVWTK0frxZOzZ8SGtQMF45d6fLDMiatjCBkIkrkvQKDKjYzGQGj4DgQIljmIj2bg3zOBeX4G8hZGMcqAVMdPp/VdqswF5goh/imEeMUySaaV4yIPYrpirTTchOlyFOZUYA4O03fxfPLveXk85RbG4/FHieu337iaqkeG0EJjEIkqe9qUaHl+zIFB2+tu284TCnhmIqk1C46KckW4E46w5+YC6r86BLE4f31tPWuqVtJz5TIMF5Td+QZarh/pz0KMhDB61XY7WXQEVpailbuQRNI+FrELmKy56IWFkJeDiCc4/K5SSh9rxxwapv3axcy5dTN7blpAw11DmC1t6VmhaQpgfE1SczGOEE1Hb6y1uTETB9oZ/tAqSj/aSvsjNZQ+tFu1G4urXJM5ZRj7Dij8B+t6pK6FtJSobVoe5brr+XkK1SrPr7hgdS1trDb+QyyuQIYM084VccypUBD+Xi9EozwZ+OWM8xVcNWWy/LtXz+RQWi/5WjvQn/LV3RbokhqjEBcCa6SUH7X+/jCwUkr5qZRj/gLEgfcB5cDzwAIp5RRe3H8DBXHM8q8Arljnaj4fZihEy+0rbUbrKU9JVhL+q+to5fuLTB/mcIAnDmzgrLIl6Pl5GP0Wx0OSzr55gWL4nm5Mb1GlqObzqTXJzuLQz3IpvrBVPUBTcXKmjPNN9QXEm+tx/HO7Sm13OOyCM+FwwIJ65KYd9jmpcxUOq2Au2XdyHG9yPJP1kfq3WD4fuXG72qlpGmY4fEyJUq7qMln+3U/OaAyt7//qtO0KIVYDN0gpz7L+/jKAlPJ7KcfcBWyQUv7K+vtp4EtSytemave4NzGmw3pIFYdVSNPxFZXumgRlPZbEo/2/XoxeW6Xo7Qvyqfv0BpVvUFKcDsySIsdSt6AGNn6+XliIo7oSR2kJrQ8uQsbiGH0D9Fy5zCYMxp+NcLnU/HxeHKUlyI3bVW6I1zvpuN6UcpjQhp6djaO6EhmLM3L2AhK9/RSdt4dT3xjCjEbVWtVVT76+kz2M010HIdS6W9SC+rNvcOjTywlcsITYqgY0nw89O1uZXJt3Ik9cbLdpzzX5/4nKYarxpA4tKwvN7VYp864jgV9kIpEGypPsU27cjl5cpGgTItEZ36tpbb91JsZrQJ0QokoIkQFcggJvSpU/AacACCEKUCZH63SNHvcK4qilucnjLE9y4Rbr4lmAH2mly9M46QBqf6jsXq2mEhkew1FSjDQV9mGypDvNtyCEnUlnt380ST1fmshgCHMkSO13I2jVs9EWzMVwqW3vupPey/rn/wimxAyMkFhUgxkYQc/PQ8YVR4hwOtLHZY0pvc+jVxwmsSTSFM1IEK16NlltYcSiBvSiQtZ/+VT0ggLqbonCUECt74T2J9bDAGmgt5OtiRgNo9XOQausQDgc5LYkGJ2lMdDkAk1DSomel6uqaTe32G0m5yp0Hc3ttt7muoW7aQH3Oqcu5gMU/L2uIyMRMIwjxqqusVpj4XSkZ4gmEuhFhTjKSo8N6SwpcoafozUjZQL4FPAksAt4REq5QwhxoxDCSuzgSWBACLET+AfwBSnlwOQtWnM/9hn93xPhzFDM0ylvM0dZKS33LVVvmcJCW4tPfNiDpzWgFxTg23CAwb/MVcfnZKOXlVrl1ZM/GMnyXQBt70FGl5Rj7m/DnF9DoruH2w88j6yvslm2HUUF6NnZtiPSTHJ3zrg8Osceu1k1i9j8CoxFtYiuHszWg5jb9lJ25xsY/QOYHYfstGyqZ5PRMUBi6VxlcgiB7verkuWCfPTCfBsUx5wOPFXKcedlyrpref7xMnqAsmIiiysx2zoQO1uRW3Zj9PTieXIz5nAA0dWHWTVLERSnKhYLsGaik1bP9U+9Jpk+xuaXY+5rV1QAiQSex9+g/KdbKL1nM1phPkMPFyvUrv4Be356rt8O2eolRZixuELp1gSaP2f8TT8JsAtgo3NrxYVoBXkYNWWqViQFtRpUarZeWIDmdqHn5SIjUaUYTQOzahbm4DBGdy9a3rFyRM0sxDmTMCeAlHK9lHKulLJGSvlf1nffkFI+av1fSimvlVLOk1IukFI+dLQ2jysFIeMxMp7dMh7PB4zD3TR89gBIidFv5UnY8f5x1Zr9Whfm0BDxhnIKLx9QXv7REGZPn538ozpJV8dmJDL+XUUp3o6gYtdqVUk5nz3jw/z20Z8rVq+BQYyBoRSuzGTcfeZ7QTOFb1TvC5DRFcCx/zBydomyuTWBZj1Mel4uwulg7bsu4fGnHmLXjYU88fAvbV+JORrCHBrGHBjEHBi0y52PyIOYbM4T1l0GRsa5OAEGA7gPKt+V5s+xd2JadqaCYisvQhsZU8oqNQ/ChqpLH4M5MjWpjDEawn141C6zBmVaalmZqow7MELOjV4VxRECzSJFNofHiXTMvn577tIwpix9TxuTlfchAyPIwIgKc8KR50oTc3BIwc8NDduUAQB6/8g4ydE0c5xU/g2qOY8rBQEcicpkyql5MlKPi0SRpiSjc1CFoFLbmiyHYhIRA8OIcBS9qFC1oemI0TBL//aZcW/4xHMcKeCzxwoYkjCU5z4aResdQi8pQsvPQ/rVFtYcDZFYOhctGKL6b/+H1jN/Sd3fPzrOPG5YFZda+mWclltjKtFSQrQApqLz00uLkV43emGBVW7uRPN50fuGbZaw9B3EJGAxRxmD0ITqq6QIzcpb0XL9mMV5RBdWAqAHxtBKitBcrnG/QyqPiKYhHE71t9DSoQKm8n+k3ReazTbOBFMhCUeQhBRUf1vrFU+g+bxq13GMSFxqDDP8vE1y3CmI5NshKULXx7d80yA+i0yF6BSpKlAoQNa5aBNj7xNWO9XmzsnCzPaoKkyvB0wDo6yAF874UcrNNtFJGZ+U8WrqgabMIcOJzPTYGZJGd68Kp44o0Fgt04fjjb3EKvJpOeMeW0kkS8zTbOWUhzQ1Bf1oc7bFoqFLHit0DZnlxTjcgxiLYvT1WxByccW2XehH5mSiuDYnYHxO5hQ8ytqY2V41/26Vu2MODaP1DOLa2gZCECvJwuztx4xGxxO/pEybq0zEx8FiUnd0UzkpJyTcSZ9n0rGm5+JIixPW2iFlKOpAczgw7fymFjHDz9sj/++FOd8CES6XqntIhhOnCZ2+ZWFOq1/N5VI29uJ65SVPhjmFsGP7T3ZtUuQ8U7XzFoY5hculckF8HmR5KebOFrQM57ScH282rJiMAgiHIw3418aycLm4u+Vprpz9jvFzZhDm/FfXY8owp4V5YZeRRyLHFuasKpelN3x6RmNov/xL/3vxIGyZZCs4FQT+ZMc5KsrtNo4Ghz9p95YXXEajKsSXohwcJZMyCB57mDNFhMOBo2yWgtHPykLGYgq0RprI17YhHE5bOSCl7S9JAuHqxUWTtvuWKAdNx1FeZr89jeEA5vbdCE2R0mhZWUcgPNnyZqD7i4sU03YshhkKqQddaGouyTd8NMqVs9/BoS+eYJ+XOte0MGfKOI62HsKlqPYcpSWT7q4mK24D5bvRsrIwI5HpFeZ08h8TY+aiN9YecYF2/aAGPTdXOe6msWMPv7+RrIfCqtQ7N5fGb7QTfnTWMfkFtFw/ieZG0HR23aCKovS8XITLxdDJFhjtMQOTTi16RRmtV1ay+5pStJxsi8tSjL9JLSIe3e+3WMF0+7d1S97F+k1PjTf2Fo4LVJi19Yo5aB6PKrdPbut1NQYtz8/OLxe/Zf32r61R0RSLkEZowiYm0rOy0l4Q5Xdsfkv6TIpWo+YZXDH7mJW92VRlZ1pOjA4dVd7CYq3/W3JcKAhhOciMHarQylE52170uR99XYGHdnYROn+Fwm1MskMXF6k03dxcZj3aztA7hkDTMIaHVUjurAMM/aUWecIiHBXlhC5cqUharKxFgNAFKxUwiz9HpRKf7WbsPcto+Mw4U7PQdbIefoWftL/I3p8tJ3H6MhxzKghevIrgxasQS5pU0lNFuQqBwpEoTNZ89t7drI4tLeHc9a+RMQT132mxC6+0hQ3j6dMRBa0nvB4Vf095UI2eXnsn8cHdnbR9W4HOBC9ZxeBH0rERkwA0innLp/pIjlEI4mcs46utm2m5fSV6fS26P4ebXnsM/16T0TULCJ3UAIusQiTDYOjipchQmIbPjyH2oAAAIABJREFU7WDf/YsZ/vBqG0syurYZvbaK4MWr0pTHQx0v2YhLSWWXBAhq+85qwiWC0DlLCJyTUmimCRLN9Xx3y9/Y/7WFNuZjEnj4wY5/MnDlahCCC3b1Mvq+VfR8+gQSpy/jfzpfsYu0jtjpWI7U6NpmHJWz+fZff80du54iXKCu1yOdipZRuFzo+XkMXLGamw9soOtLJ/Bgxz/pvuYEwu9VgEKn/fxlBj7cTP9lzfxs79+nuMOnkf/sIGYgE95CQytnqQcjhR0aoLdZ49AF1ZhZXvW724Wem4OcU5rifU8Pr60t30nr+R7MvCycoybSYxX7VKubpn+RRuDUGnBmqGScsMA1lOLkE8Juc3N0Fucve53WC3WMIj/OkEnGiIEWSyAyveDQlXPTEj0n2x6X8HjQcnNprOuif10tuDL49cGVOEfV1ZdS4hqMI8Lppdi2mBMcb5bcP1LApdn9LDl1D9ESH86QiXs4fQ2kezxRSGRk0LtamW16bg6ax8OBizRaY0WsWbUFHDroOt8/tAY9psaUMRxDGx0fl6d/3Ky6eP7rOMdM28GnxU1ENE5GMN3M+MNo9XjiktuFnp0JVgJT/TsPoMXANRjHPZCy9qbEEYhyT/9JaHHw9qe3+euRJjJG1DhqMnpwBg1cAYkWM/lazzuQcautCSBBmkcp3PZzBImiHL64/0K+0P5enGOqrd+OKABeoevgcOAeNhk2PSDhmbFZuIYlekSt8SNtS/D2GXj7Db7S+e7Jr910IsXMPm+THCcKIv3P0CwrTDUhfHfqaZsZqTZJ5LhU5luGE5HpI1rgscFmZCzdg98dzea9p20glu/Fu6vbDmEZOWo7OPfkAwQrNIQrAwyDklfjOLe2KVg2AMO0bc7rXnwfF+dt4L6z7iZS5Ma3dwDftkPQ3acQn6SEpIKQZhodvHBlgD+LYk+QYKVAOnTi9xaTtzMMhkK9ytjWhuzqtuHhkabCIEjC1sVi6ZmlQvBfv7+ISw6cxkNVzxDJd+JrDZC1bUIVb1J5ShMcDgZXqPZFpg/hcnH9O9dze8spnJjdYkUzBPtvbyBrf5CMbW04d7QjOxXakjQMvK+3q+pR0+T07B1k7Q0g3Sr65OpXHn3v3v40ZfajX50PSQXhykD4fDZs/QdKNlD0RoSMbW24txy0+zGjUURrJ2/8YAklLyfIfKXNmodq96d/XIt/uwKo+ePgcrwt/eRvHMA5EOK5X66wEaWMCYhSwuVCOBx867Q/EC10E72rlJ7bq8nZpfIYbn/AqpK27pWcTT1cs+1i3AOS65++mPwtATxd6ljXr/PwvdZG1oZ2Dvzw2Mu9hZzZ5+2S4zKK4SgpPgKtCSBx2jLc+3vZ890Caj60GW1RI+zvUMVDSVq7CRGH4CWryOyIcM9v7+Dj89fRd0ETefe+osBmo1EGPtxM0d8OEq0tRn/2DQU2OzI6HipL8cjLExcTmuXCFTD45B2P8IsVSxQAqhDs+f4iZj9h0vnBBDUf3GRt5702UIpeVooMjDC0tpG8l7oYXjGLnGdbkeGwiloki4omoQVM86JPmJ82v4FoiY9IvpOXfngX65pOHQcwsXI3uj+7mpIfvYzIyCB6ygI8nUHMPfutWg7B8JpGXMMGkTwdLQHZewKIrl5keAzTZr8aH5cduQGCF6/E/7e9tFxfT/X1r9B79WpKf7NLZT2mJF7pddUkCrIQL28hdtZy3C/uQivII9HeQejClWQ/tQtjNKQYy1LnKjT0PD8kEmnUhQB6Yx3y4CHMcJjouuW4u8NoLR0ET28ke9NhEge7JkXn1v05yPJSgvU5nPS1l9l8hgLokeExhSFSW4Wx7wDGKUsZrnVR+OtNxFfN4+Zf3cXXzrsMWjsJn9KI+7FXFQu4FeLU/Dk82fezmUcx5pTL0q9eM5NDaf/YF/8TxUiKORmZCeDe2Yk5OEzdx/epePSu/Qo4ZTQ0Od0akL1vFMfeLj7WtJZfbF9PwetDaJmZymOeSFD0dwVf73zdyu/PybYBWgH1YFhv4EhBBtl7R/Bs6+SeZYt4cNvjGKvmsf9X9TT+qIeEV6P28h2KgSs7E3N01PbEJzoOYYyMkrM3iNk3gJAQWTQbLSvTjqmLRQ02sa4tQlge/cnrSALz/RgeHf/2IdY1ncr6Hf8getJ8NAvfU2RkkLs3rtCfPW68u3ugqxuZSNhIXbkvdpDwauTsCmI4wch0ETypFuFxw/J5qg6jrtruM37SIjtnIrslyCNb1lP38x40j4eqi1swa8p4bNezyuFo2fuDK4pwdg4gXC4ynnpdAfse6gFNJ2t3QBESLZ8HSxpT5q6h18xh+PQ6hD+H+MmL0tZleGE+8RX1aC4XwoChedn4H9eJZmsMrp5FdO1SBV5sFdslazKMwAjmjj3kbOhk00k5BE+uI3BanU3YNLhSRawytrWRv3WU2AlNxHIcfP3dHybQmEPkxAZGS9XuIrqwEuPEBcRPWsTwGXVT3tOTywzNi//1JsYEmWpXI8NjEI/b0GwqYUVOqRwARNxARiLIsTEue/+nEG2HwDTtc2RgBGmYCghGCGSGE8OjtssTi3yMDIGIJZBjY8hIlPd94JNo3+gj93EvZncvOS+22Yk69tiSdQBWGrAWSSANg6wndxLPciimJivJyfQ4GDihRLFcWdvxVNKXZNZgKnJV3CMwHQKiMeTYGKdd/lGeufceiMdVVMQw8G5oVVgPsTjSAqexFlqNcSSI6RBokRj5z3Xg2H2QWKYGDgeJzAyMzAx6Ty6ymcrfddvzdpGWiBqce9knkd19YJqEP1/C3g9ncuZHrhr3B0mThEcgR0NWYlWK8pcmIhoDp4NEVgYJXzIz0iLO9bqI+9R1ieU40ufuFfzm/ttVMZeAzMu62HCgkoJX+4n7BIE5qq3d11dabYr0eY+OIiNRYpka0SyBcKiHPuG1qjbHIuh7D3LfvbepNZaSuEfwwN0/pPA1lY6d8Ok03bqN/BvbiGX9v5dJeVyaGEeVN4P5IIR6q8bj7Lll0ZE4D8fapmVCEI+j+XMwR4KKPCYYJLpmOa4nNoKUUybpaFlZNjT9vzy3lHOTc3y89RXOKlvC3p820/CFXbReP5/Kr7+Sji8xiej5eYhMnyKOmWJcE+ekZWVBPE7Lt5cw99s7wKl4QFq/NJ+SVwzG8nRy73sZPT+PxNwKxMtbxvurr8XYs++Yp+ooLSFxuBvN7Wb/vXOpumQrem6uzbVhDA3hKC8jtGgW7ic3ETpnGb620TQsiYnzSluH4iIFGmwlwSkwYAsvxO1G+LwYFkiuzRwfjx1botScCll6/QxNjE9+4W0xMf49FcSbleTN8K88hBPa01zKYWqzaINNqGsMHSOIKUdBXjqGMU3MuPxXxgTpyF5HjDF1XQHH7HISBzvVb0dZbz03982tkwXqo7ndtr9F83rTWMW0hQ2wtw3qqxCdPRgWpNxMErn0gnxbkU6c72R/vynAmNkVsvT6o+LGAtD+qev+44OYsbyZ5BzLHhcuF/1XrXpLxiAyMtQbK5k85POprenSRvumnyoDdKrv/1XlkBzT3p8223kSms9H/+XNGMPDR2V/0nw+G+w1bVwpSM/mBFRskaGIivb/YKVSToOK8WroslUc+uIJdF+zerztxnQ7PTUsfExiRbhkIsHQpenX02aH7+hBVM/G3LobWV6Mo6z0SOUw1b2USCggGa833Wlq9Zl6/cxYfNyZe4xyvEcxji9eDEuStRATxVFaghkY4fBHF1P845eUlh8YnBYXUlvYgDjUR/uV9RRujdN+jqDxizswkqAi9VWKkXteLXLTDnVDJBmuJ4heW6UyCQNBDl1QQ05bHO/Gdow5xbRekElN80ECv6wg9w9bEdnZGKMhBb7qVDkbZiisiHT3HED8JQf9fMUfmVp3YOMp2IuRYjdP8iZ2VJSrPAch6Dq7mNy9cbwbWmn4wi5MsNGy11YbCL+fXd+ro/GLu1W/plTFcJXl4NCRTh39xwH2vFJJ3c27MUdDtgM1dVya12vvmPSmekJVOQw2Opj77R3s+tFCqh8xSHh1Cv6wA2M0ZF+7PddWUXfjdhzlZSQOdaP5vBg9vSoacaBjPIV5YhQjJ1s5leMJewzm6CiOslnIRIL8P2xH1Ndy+PQi8ndF6PxEnJrP9CKlxNzfrpTmjhbMFAAZLScLkZ1Fz+mlFP1+t9VmCBmP2eZL/8dWM1IDdf+9H7J8tF9USuUD7ZBIcOCKGir+6yUVEbHC1MLlgnFqjpnJ27+Bn1b+95gY1tsVw+DQZ1ZQeutLb1l7WqYPczRkFxYFL15F9p82qQd/isKlf9mUOMqYDtzQTNUNr9F/eTOFv97E462vsKZqJUKfhPchdVxeL8Lnw+ibQDKUqpwmzCkJGNv1uRWU3/4GOJ3IWIzI6QvxHAoRrsjE/dirqu2sTJvQGCC2ppmMJ6aERJx6qkuakJt2IBwOxtYsxf2XV1UdjZQIoepF9Pw8QifU4v7r64TOX07OxsMk2g7OqH3HnAqM7l6VDyPNtBC6DWKbvH7JjFnTOGYTY9YXZmZitH3m7TEx/i0VxDFV5yUr+qxKSWkY6QAyk/klprKZU/IUVN2AQlVG18G0GKWDQYTLxS93PcnlKVWHE8ej5+ZiDA+n92O9MY+p2Cl5c1qM1prHjYzFMcfG0P1+jOFhdL8fMxzmiQMbWFu96kjFlOwXlf0pY7Hx3IxkJmgKUnYa0rimo2dnIuOKfEf3+5GxGMLpwEiC41hjFE5HGi0BqJwE+7jU3dJka5JyXTS3W6FMu10q9TqZL2GoaJExMqrS0y3lrblcNrt4atvC4RynBEypAlVRGg1hJcCZkagafzyB5nYhXC5lRgph14+YkSh/Nx4+JgVRdt3MFMSBa/7jgxiXKQA+dH8OwuEg8U6Vr5+EDJsOENVRVIDm8xFeswiRk03bFxah+1Xhl+bz4ZhVquo6krbxNG3p2ZnoBQpyLv7OBYicbPU2KS2i9csL6fw/jZgrmkBKPlJ3up27oPl8NrSdo7gQ4XDQ+ZHGdLAZS8RE0JGj+Fs0j1tB6xUUED3FGpNVQ2AMqZyPXd+rQ+g6a6tX8XjrK+PYjUKhRusFBeh5fhxFBXRc2ciem+ZbGJVT9J2Szq4X5iOysuj8xCL0vFwOfbgRamcjsrJURMThUIVXbhdzXlDmQnL9FQFQCL2gYNp1t1nGU4cQjaoH1eNWWJV5fsIrqhE+L4c/2ISW4VS8JqGwwvQMh8ere62aFD0/D+OEJuVDSpmvgrY32HPXQno+vFCtZ042Y2cusnhi3Rz+YOP42EwV1n5zmJT/yYM4ung9aTdj1xdWonm9tP4mnY1p1y1z6fjCClz7epVy0HX0mkripy0ezxeYcFN3XlJDy8/ryNrSjdHbR9VtuzCGhjhrWwAzFGL/VZUMfaAZ2aFSifVMn71DANJKxiPLa9nz1Rr2/awKV1dAwZCNRTBb26n54R7K7tqCY2eb7VdwVKrqQDMUQng86HNr6Ly4moFLmyn/5Q40j1vdcMk+pDxyZzQRQ3LiQ1tTQc/7Gth10xw8nUGV1xGN2h54Mxi0fQ5mJGIrCTMSQa+tQvPnsOvmOQROrWXP56upuHsHc6/bjHC70nIwUsdlRqO2Ym65tgY5GmL2r/djDAwy68HdmNv2Kni+/oFx3opZxRw8SSpmdU3gmFOBlpWJTCTY/U3F2jUl5kaGU9VuTFgX2VQD8QTGwCBdH6rH88w2zKFhSu7dglZYgDE4hBmJKEi9RGLcb5KbA1Ky97bZOPtCiAwnIsNp7wSorQQpqf/YZorv3YQcG2NobT2+AwHGTpqnUvLvU7QDmtdrc3xOC8w7mUjAnOHnbZJ/SxNjRubAxFOSZkmK/dzx1ROo+K836YuYaIc7M9RN4nAeQdTTctsq6q/fnM4l8S9yNUwmU5leqd8nfR9PHtrMWeXL1LY51SH8Zswcxh3L05l/yb6Tqdqay/XW+mFmGMZOKn8Zj007Xj0/T5lryXyV1Gs2RR/H5IOoqJDln/vcTA6l9fOf/4+JkRQ9X2ExTAzJ6QX5OOZUpG3lev9UP20dvubzoc+tUc47sL3yjtIS2wut5+fNKHQqnBmqpLu2Sr3x0qDsjlTza7cPIRwO6j67gdF1izh5S1iNp7ho0uPflGg6en6eeiN7vZPOIzXT1IxG0euqOat8GU92vs7eu5twVFcqXogkKM4xKIdk+bwtqfSDE8aZLELbc8dSLt19kOH3qhwNx5yKGfeXKkmgF1D3RpofY5rr2XrjMobev0xdx8wjw812SvbgkMqwRfGE6Jm+aRHS35Qc55mUx6WCkBasuZwQW5bhMcW1maIgHH/OndZhKWNxGBoZLzW2zk1GHWQkaqElH30pbK7P4RG7EjEpyRCl5huP69/90DoVFtV1uldq3P+n01S6c3hsRv3NSKSJHIsgR9JRodPGlrJeQtcVn4XTYWNcypGgMgWS4zqGB0BaFZPJPiauS+o4k/6V7N0Ovv7UhfSutH4aOXZOS0DhZlhvcTkWmaCwp36qCpf0MLBIwvDIpNch6bQUDiea2wIIjsVAE+p+eit33f/uCkII8UshRK8QYnvKd3lCiL8JIVqsf3Ot74UQ4sdCiH1CiK1CiKUzGUQSNTgpe7+7UKFI+XPSvs96ykPffQXE3jkfPTcXvb6WomcPE3zvsinh5ToequPjL/2TsRPq0f05aDWVAIRPbkQmEix5OUzLtxbgmKXARWwilqRCScn97//oCt7x3CE++M/NjJ5cj15UiOb1qtTb6tk4ZpdB4XiSUdUDnXZRWN0te6n+dS8HfzuX3T9oQK+ttJ2Xaazgk63PNMQv8dOXsvuHTbznn3sZXtOIo2zWOGiNJVqlBRgjBFpuLru+r9jDGr81yLqFp7N+69O0f3UFS58fQq+Zg56fZ89r8gEJ+1P5dAzH7HKom6N+qqpQxWrWLtA+ZVmTDT5c9tt9NH6/i/r/UqA8F7y0a0ofElhQgJO8ucNnL7Vh9/b9vE6R6hQU4JhToZzOUyi6nA8OU3fDDm7Z+BdGTp9rO22T95B5onKCC7cLkZWJlpVF61eXEDizgf7LluEoKbYBcuxdmxDHjCg10ySptzNRaiavsXuBiSzAXwKellLWAU9bfwOsBeqsz1XAT2c0CjO9xLnyMYWcLCfE69/YUEfed9zocdMOVZqHusnZOoCel4uNFJVyY3y84UVuuPUyXAMRwifOBV29ITNfV/Hw325YRd39Ci9AuFx0fXwRxqlL7Rs2ScsG8Puv3sIbgQpu+vnFuHujjK6uZOyUJuXUisWRHpdNQIumY3R122Mxg6PIzsOcXb2DhjsVe3Tsz/kMXLwELSsL4XKROH2ZModSvO1JUhvN7Z70ob3h7l/wzZP/zM/3n4hr2GBkRTmBNfPS19eRhOXXQJrMetzaRR3qxhwO0Pizq9n1sZ9wOJKD6feBrjPrGY2x0xeQOH0Z5slL7CiPcDgYe08zut+P5nKhIRlaVYZIKJMpVJOLXl7K6Dtq0q7DB379hP1/ORpSPBbWzu+BjlX0fXARidOXETtrud2PlpWFWNZE/jNuDl21iPB7V6RN66M3/4HBM6tBCB5c/XNG31FD37trGZtbxAV/eAG9qFBNv2xW2nnmiCrSOv+Ba/EeijDrWQc1L0hGz1EmzwU/s6D8TBOhaQTObuK+D97BYJPO165/gJ5zqgkuU20O/08p4fNWEH7vCmpeeBNP8r97FENK+TxH5oedC9xn/f8+4LyU7++3GHxeAfxCiNKjjyJ9W9u9wqXSdz3pD8PcpQdpPc9H1O9UOQ1uJ5o/h7FKvx1fn0jVV+gYYfYlrUQK3HhbhzE9Kq6dmKPePOc2v0HfylxVYBRPULAtRsbOzvGsvpSsyg/svIwPlbxC0ZpOogUufK0jePf2ow0MI73KHpZea8zSVG/MZNze40bLy+U8/+scPjkP6XIwen8ZeTvU9h7DwLW9A3m414acS5LAYHFWylhMZe2lyOV//RivBqu5du7TRPJ0fAdGydmWXowlnenQdz0r1GXX/DloXi8XvPcFrjj4Dn4x+0V1jKax7a4FeNqDuHd04tzdBV09qi3DIOv1LqXADZNPFD5LVnsY06t2Oa7BKHJ4BN++kTSl/+0/XTS+K/O4ETnZSlkDv6r/Nbl7I7h3dOLd0mH3I2MxtLbD7Lmnkdw9cbJf60qb142PXYR/l8KceClch2/fCPnbR8kYjPDD+863zR9zIP32VViXTi479xnGStzs/PF8Nt62hKwWVaF566OKqS6JKOXfOsh3O87GNQDX/vNi8reF8HRbztUHCsne2EX2a1289uMZbZjT5Tg3MWYUxRBCVAJ/kVLOt/4ellL6rf8LYEhK6bfoxW+SUr5o/fY0cL2UcuMkbV6F2mXgxrvsHWLd+G9TpVrPqcA41EP/pcvI/8XLNrCMcDjTKehT+2legHbgEIHT6jAd0LdEMPfmvaoST2iIpY2wZS/Mr0Nu2oGena3CVrHYER5xbWEDmKD1DxFaMptork7eP9qINsyib5EbecoQpTc50TbvRXg8GMPDdiJOMklIrlqItnEX2f/IInShAzM4au+GkjsHu2+1UOrfKbzzen2t2iGYJoEF+RhOyH+uQ3FXDAwqp+hfszHWBRAuFx1XNlJx9w6VnAQkMRdMvzKtnvjzA8x97jLqrutTbF3JCk4rOxFIS/LSFs9jaH42Q/WCmv/eya4f1lJ7r8lomYvc9btUwpIm0CoraH9fKbNv34bwWtwjVtanmFcL+1NSrZPX3kpk0osKkMFRlcCVjHoIgV5TiYgnVGi3soyWD2VT/g8D8dlevFcB8QSmFe6ViYTKuwiFSFa9aoX5BJYUk/OKUkrm0DBmOIyjupLEgXZGL1pJT7Og/scdmDmZDC/wk7uxFxGL03FbJqXn7VL8rdGY8rH4fDzR+eMZRxvc5RWy4pPXzuRQ9n3l2rclivEv12JIKaUQx24lSSnvBu4GFeZM+20Kwl4ZGEEm4uRvs94MI0Fs8pSpqgU7+zDDY2TvCWD4MhiZ40POKoT+AYRDR+8eImEYOPqGSYBdozCOVzDerjjUB0JV7Xlbh3AWZirEKAmuYUlghx9HVwfS47EfcptA2HKoOQ/2kTAMXttRTcPwNuXZTzra4gl1bOpcpvp/Unr6bBap7D0OjEwXcmwMkemDgUGEx61qK3z7kOEwoQpDZUnaoUwThgJoI6MITWPuc5ex9+T7WDuwKg36LtUxLFPCteJwP1lZLsbyPQifj+wtLmCMrPYIwuNBWIhbsqefsYZchNutHL1SqjXRdcThAaWUJ+J6WNc2SSuY+rvQdWRPP7gyEJmZ0NVH7s4cPF0hWraUUte/A1FSaNXAjKmELbcLrFwIGYkiAyNk7XHbO4zkfM2+ARAaI5Ua/j0SGQ4jwmH8uoCefqTTwdhu5dcxhobHk6WOtWDrbfYvzETerCu9J2k6WP8mk+u7gNSYVbn13cwGk3RUpaA4pSJci0yVLKPtajvCYx26YGUa4nUS7brlmiqVLrvnAJEiF7Pv2Ia5VRXnyHhM8SmaBkZPH46Kcgb/XEXo/OXIExaBEDgqZ6MXF6F5vZz3wi66PlCH8LiR7Z1EilyMnNGAc2iM/Ic2UXPrHhJdhzGGhsYJdE1D3dyW2dCzbg6YBg3X7eaOPX9n711Lx1GyL2qGBfWKpBgrtJadjd5Yh15cpNCwk6FITUcvLOSmzU+S95jJ0Jl1iK5exopdDJxdb+M5GP0D1N28G6OvD3MswtxrN6k3dwobmAyPUfrnMH1nVVF3XZ+dTNV24wqC72tm9KKVyKWN9pj6L16ENr+B+BnLOPiRWkKzXJTdt4NE1yGKNo2RcXCQsWIXicPdyGgUMxLhe1v/ztwrd6hxWL6l5E4xcGoNLb9aQPCiZoY/qPwMms+Ho7yM6Jrl/KblGfbcuYSBK9RvKuckwXe2Pk3fOXNJdB3CeMiFe8ikZ1UO1X8Y447tjyOCIYzhAPqsYsxIxMZvsIF8DAP2tfFAy9P8bt+zHPiOav/WbU+CaTDrBxso/O1W+t5Tz8nPdtC7ys8XN73I4UsaKH9WvcRu2v08fe9fRO+lS/jdvmdnequn3Lsz/LxN8mZ3EI8ClwE3Wf/+OeX7TwkhHgJWAgEp5eGZNiq8HgiHbWcaQOd7y5l1j4UXkCRJTSJKpVCiNV2/lb+/uIiqR2M4e/rR8/yM1RVR9mwCTJWhmPlcyxFluUl+S2kYROqKWVK4k87XIsz7Yydbl0qMwhy0YQdG7Sx+deNCittCNpBt1nMt6tzwmGKVNkbH8xsm5hJYb9zC1wKYQiDHxjjj6c/y8Jk/IXKGk298+kr8m/pgYAgK8qCvD1GQhxwJEinLxm2YiHAEmeWF7h4cs0povWIOH/vyZ9FjEv/+EWR4TI3J4SC1d9OqqMQ0kNJEmBO4O02T/d9uIr99SBEBx+LU//IT7Pk/P2XdmReTyHajt/dgACInm8IXuhleVsyl33yM3199Fhk7OmyF6Ny0HyMaJWskmDaGq790DVnx19LWInlOzuY+bvzen/jvb70H6XVhovwUZn42nsMhTrr9OnwaFD/eTgLQcrIw+ge45gufpujFVhJSEr6zjKwX9pHtdCIjUS697vNk9b+ubptDPZPeb9K6jifedx3ew4Kic7oB+OgXPkcmG5QPKBqlcP1+/hw+neLXu/nq4JXMeuWgIjkCLttyOeX/OIzUNU7SPgd8ftK+ppR/9x2EEOK3wMtAvRCiUwhxBUoxnCmEaAHOsP4GWA+0AvuAnwNXH8tgbKSjFHbvWT99AzMYxAwGSfT0pZkUdpEN0PmebOZ+cwfO11vUsQc7yXh2C95d3RhBK84/pzTtHGC8cMs0yHhtL+1X13DPC79lx1kFKlFr8x7Mg11oG7bj6YvjPNCNMTysUndnlxJvqFCEs6lM32rhJp2j1jNIEiav4s8a3zwxWTpIAAAgAElEQVTvUm4+cQ2e53fz4NMPsO+OCkRc4Q0YHYcgP5eMF7ZjtneCQ8dsPagiHl2HqLxlM46oxD0QR3R0Y0aiGDVlRJsmJB7ZJdtifM6paxCJoEdMtP4h2+eQv12y7syLWf+3h/nU/b+j5x6/Yv8KBolU5+N/ag+PvWsxrn09mJUl42ZhcYEqw68pO3LyUyWHDQ5zy/su4bHn/offrb/X9rWIcBTPj/vwdZnM/mMvez5XoYqkkkhOJsTqVDTB2xlGlhcTXliu8kGEQMtR4V49P3fSbs3RUaRhkL9N4h40yf6MhfeQAk0nTUm8oQxPXxyRMNAMiMwtVtB5QpDzqywilfkc+K4P18ixP+3/9mFOKeX7pZSlUkqnlLJcSvkLKeWAlPJ0KWWdlPIMKeWgdayUUn5SSlkjpVwwmXPy2Ec4QyvI40YIwcjaJkAluagqyxS7NRqf6mwAej40n3iOi/WhWmWvmiZowo7fawmZhpepReMIUx7BxTGtpJwvdYGR6QKPm9Yvzmd9uIL4SAaH31UKUhI8bwlmtscqqMpHOh3ohQWKedvhVKHAmFQhRmueIm6ixY89S1NLmONzkybChES2m0dDXt7jCzMc8IFpMnpyPVrM5ODHGjHzs9WDHE9JOU8YyvE4Idqix6a5y6Ukke3iiTEvfx8rAMCoKSOwuJCcjAiaAdLpwBGyzE4rbKlHTfQxC8LfVOPQY2ot9Jg5vuM0pl8PYUq0hMT0qQK2iWPVxhJqTQ0TPWqixcbXSuoCPZIgMuxGe2voUI8rOS4zKVMlnVk5CYJ6pAPR7FG2bdafN6mf4jEVNRgbG3eoRay2UisDU9oo+uUbuPf1cuvO0zH7+tH8OaqMeWAQaRhk9I7C2HjtgBiL0tPsI9RUjE05D8r7PkVln0ypPchsDeJsU4zWVd95g5t3vYvzl79O6WPtaNlZZP7PRkiYmGMRjJ5exGgYo7tHEenGY5jhMJ7DIZx9o5ZT1EQLRRhqcI/nhICdHWlXLU7i7HRacxPWcZltIRyth/nW7ndT88xH2H/ar9D8Ofj+voPBRhcVP3oDWjuR4TFEaDyyQCxO4MRKRbSTsovydYaPrBC1rqeMRHHt6+WG3e/h27vXIXQdfXc7/pc7eeGF+WS2j6H1D+HrVCHKRKdya7m7wwzOz1L+mMFRBhfnEqh0gTTxdo0RPK0BhKDvnNrx5K60i6Gc0VltYTLbw2iH1A7V22XhT1pl331LM3H2jyLDYdyHwvQvsHhYhEbm/hH6lvhwZsbIPDg1zsaUcpz7IP49i7Wmk38FbzIJSmoByrbcvvJIcNuJp7xV7N4WCK7m82KOBOn+7WyKztuDXlRoA6wkC4u0+Q2Y23dPP6a3iN1by8oCU+V0/PW19ayZvVyBpaQWnk0ylzdTiJasvQmf0ojn8TeUYzojQxEao5yT5vLGNNDbNHZvZ4a6Fv9/sXsvn4/cuN1OzjNDoWMq1nLPqpCVV80szLnnW29PmPO430EcLQ05KXphIcLlou/jFj5hkhtzGpyBidJ68yoVNRECPTeXuZ97XW3vrWKuZHQkVY5ZOaS8xZLFZ3phIa3fW6EIgIKjtF+7mOILWzlt6yih5ko7dVkvyEfPz8Pc2aIeHoshKglHnzamY5SJbejZ2TgqyhG6RuiMJszhAGtmL+eJgxuRhknrTatUkdVk6zuJcpj2OlrRIqFrCIcD919eY89Pl9D90aX0XdCkUtKTvJ4btqMtnme3OV434bApB+z+Zsjurfl8aF4vjpJihXo1YazSMOz1sfsUArlxO3phoR3SPmbyXjjudxDHvYJIjb/bN+NkFXvRKEIIiu5RnuvkzaHXzLG3l3L1IvVQpdY2pLRV85XXMHN8JBZU24k1gEJDFhqhc5Yp4FOL9FaesIiR9dUEPrRKKZIU4t5ULIVUccxW8XPhzCBwaq3KvIzHqPna68QXVDN4wULm3LoZoWs8szAT34YD9hjMUBgzMKIATaybfugDzUTetQS9SAHRJE5bxmlbR8fZpi3AmuSYkt+liRCEz16q6jhyc9G8XvouaEK6nERW1JERSNBz6UKEw8GaOSt4ov1Var+5CTkUwDGnHOOUpbay0hY10v4tRaBrP2hCMHBp8xF1J8mHzlFchJnpJbKijuhSRdBTf/UWSu7bRv72UfrevxBRUcrouUvQMpyYm3fac2/cqNLRE+9cyOjjVez9hQoZ91/WTP9Vq0HTaf3+attkmDhvhKD/fQvp+8Ai8Howw2H6L2u2lYHmdtO4UWds7VL0umqGPtDMqs0xhU8KjJxUzT2tz5L7Nxe9ly6Z9JpPJYLj30l5fJkYk2xNU2n4bNizScyII2j5MjPtysI06LPJUI2ttn5+8EUu+eJ1+NfvJLGgGvHSFgXBVlkGLe0Ir/dIqjwYj17MwLxJhWubjMpPRqLs+f4i6q55lf2/XkzdLVFEVx9meRF63zBGoV+B62ZloeX5FWKSlMixiA29lkZfN5lMHKcQCiouhbJPm99AoMmP/6k9HPxYIxU/egMzGqX1plXUflNhXJ5w7cfxr9+pksuSO6kkLN8ETIlUGPkjhuNyMfLeJfjX7wSnA2NgkIErVhOoh8x2QelT3ZDhRO5vx4xEiJ21nIwnN6rdVGAEmUhYCFoBNXdTouf5p+X/SF0HvbEOMRZlrLaQjGe3oPlz0s4VDofiPgmOomVlYgaCJHEqjVOW4nxlJ+g6WkEeT7T9cMamgGdWhay8YmYmxu7vHN3EEEKsAW4DdOAeKeVNUxx3AfB7oPlogYTjagfhmF12hDNp95eq0P1+BUuW3E1M8hDm39hG750eZv9KU4VEhfkEzmxIhwKbzC5OKfe97KrPEbgoCJrgU/c+ovopK0GMxQif2qSKx5KZkcn2UkKyMzE1UrNEB5o8nP31Z7ni9j9y2xcuAWvH0nCXIqSde0MA0anCiFrYenCtSIyWn8vOr5SoEniLSDc5pqOaGJOVOFu1Fck5REt8XPrNxxA+LxWPDykGMCmZ+5NOREYGJ1z7cV669a7xJLDk3JPrMWGt5WhoYpfjYkoWf34zWGTMAEWP7qP2wWFKn+nDzPESz/Pa0QjPZovgNxS25yojUezaFWlO39+EdRidm4v0uDj4EfXQTzxXGoZa57gqiZeJuN1vx+kucDpV8tlMI252w2/dDkIIoQN3ogom5wHvF0LMm+S4LOAaYHrnmiXHhYJIPsCJtoMgJcMfXmXbhbXXvoYxPIzR18fon8vouv4EomubVY1BUz2O0hJYtZDQ+z3kndOC68UdGMPDJFrbyPzdBj6xeRPeZ3KJn7EMvb5W1VOg4NoB9KeLCV6i7GnX01vwPZqN8Pm4q7lZDa6nH7OtA/dfXsV8NJdv7XoBniomuq4ZbWED+twaHCXF6E316PW19tYTIexSZFD1C46Kcs7Zcpihy1ejz5tLNE/w1PUn8eCJi/Gu34xwOlVqcEsbAMb+dszhAPqhAcy2DgXh1nrQXqu5H9/I3p/Vs+Sfo1y34zWCF69UZdVN6SzTybmi6ejFRbR+T2UMJkvDa151UfOC5L9bnkNbPA+9uIje5S5+f/VZ6rT+gG0aJDoOIfJz8a/fydraE3h830vIVQsRzQsAkCcsUuXi1jonZfePFtpZoHpBvloza31u3PtPttyyGJFiwxsDg9DSDoMBOs7MZmiuG71ChTeTTtvdty2A5vkAXL/1ZbQF9bByAWJZE/tuWDJekTvB3NP9OWg+H6dtGWHsvBUEqhx0ri1kzi80e6xg+WHKy9AW1FP3fJzua1Zy6DdzME9chFyljskICLTCfERuDgcvmCT342jy1vkgVgD7pJStUsoY8BCqeHKifBu4GZgRlNdxoSAmvvHyHtmEGQqprXjKGzrnI2EqfrIN78t7MUMh5P52Et09iI07MQ53g5RHeNfvuOyi/4+9Mw+vqyr3/2ftvc+cnJyTeWzStOk8j0lBBEFKUUGZES+CCIhyFXFE71Uc8V68VxyuMogiKCIO4MCkIHPngbZ0StOmSdNmaubhjHuv3x9rn51z0qRNEC/9XX2fJ0+bnH3WWnvtvdd+1/t+3++X2OU63o37uf8vD6g9eXY25h4l9yauNch5/DVkTx8ymSD/1TbMklynmMns7nVSrYN3l/GlS65Bv8rE/8o+fv3kAyQLstn/nWJEJEb/vDysw0dVUDE7WxUkpQnGJluO8IdrziTv0e30zwmTvyNBYMcR1UcygVmSi8gNq2AbON5AsrVdpWwTyUzRGinJ/7OXl75Rx7ffdymhv9Tzm9/fT7zIDurZxLBDU3MU8WowC+F2U/MtlQFJHm3FHBig6ZICtn57MbdecSM984IkZpQRbLRw7zqMWZKLVRCC/LAzplhlnuK4jEQ49+IP8uff/gytbxjN78f9zQ6sqaX8+skHMkiFC9bpqm7C48Hs7iXZ3qFEmjWdL11yDaENRzBLckkWhZx+rGgMgllkN1sUvthGtCpN0EcICl8xSATdaF4vX7r1w3QvChP+rxZ65mSTuxsiZ821NTCCTul86lpYw8O89O5ZZP11L4FWC3+7hXe3UgPL32B7nC6DZGkuseIstvzHEkr/2oPnsRCm36BrgVp08l9PEK3KI1qVh7/9DQClrIn9TMDKgHS9xBb7b2lTJpYAFVLKJyY6vlNigTjOxsMQZPkRukbHpcpz0kI5DmDIKeQZ5eZrsSQy4OPA5+Zy3Tv+hX2f8kEiYTMtezHzg0rHoapU7eVbO5Bb96R1OuJ252zrQCQtZMBH08fmcdmZV6K/tp+aT3fi+mmE/iqdvosXK2r9WEyBtaSF5vWi54ZUCbtpIQyD/kod/1pF7prqQ27ZTfLQ4cxzkHJkDOlITdvyn28muLMLhGD/52Zy2Vnvx72xHhJ2EZgl6Z5tKPHeRJLmy6cg7AdV0eT7sEJZhF7vQZiSnpmCjiU+Qs/swervR27ZjbVjH+aBJqdPY90uZ1uhJS3OP/Ninnzht2BZ7NpbgYgmueys92cs/AXPHGTvJ8oUyGuJYvROVza3OruQW3bD5t0Zc28eaCL3iT3I1g6MF17LmJf8ZxvxblSq7IHGfkwPDFyVRTQsyHuqAd/zu0BaNgLXcvrSfD6M0hKsnAB7vltD6Knd5P5xN2aP4gUpfOogAIevnUX9tT486/aRs6OLxotDFLzQgnfjfroXqXPzrd2H69XXcb28k7zfj9L9nIhN3IPIF0JsTvu5YTLdCCE04L+ZJBb81ApSTtTeCNZBjOgXND80lfKLJybietL2LAuRFVABLJ8Xs7ePvg/UkvOLDSDHF+/VQzmK4XmMdv8WHEdqTPu/tphpn13PgW+vZMbX9nD4+rmUfnsdem54pGhpDNNDOYhAgOSRo+OO6zjxXr8fLIunDq5nzcy3IdwuZCRK729L4MECAm1x9Oe3ouflEp9fhf7C1pH+5szA3F0/6VPV83JVObvX64gx68EgKeEcs78fvaiQ+JxyjJd3YK2Yi94fOx4/Ms58G8VFio/SJjM6TrzX63Gu3xsV7/UVV8jqD04sSLn7P08cpBRC1AG3SylX27/fBiClvMP+PQc4AKT4/YpRPC8XnChQeUpK742nOmVUVmAd62bonXPxPb4RvaAAq6dHXZwUQGbUBZenLcLV1En7minkX9lM2+OVTLlmJ5amUIVizjSVoSgvwaw/gFFSjAz4MA8cOi4zEV+9DE93DL21m2NnTaHgukOYN+dw8NJcfB0QzYfSV2KEfr0NLSeoiqSEptzcgA9rKIK1Yg76tnr2fmMWMx4YRjt4BLNbBSX1mmrEwJDK2qTXdKQLx0DG+cXWLEdLWHiORWg7LcTUy/cz/KliZnxtFyZQ88XX2HPXAmbdshURCnH0qlmKmr5P8TEKXUNMrWBoWhhPd4w91xsEt3so3FaEa9sBKMpX8Ol4wlk0xNwa5M56tQVatRD9mx3s2lvBmpkuntr3Mude/EH832oj9O4OrKFDCE0QXbOcrvkuyr+3FVFTjdXYjJYTxNx7QHF2NLeDTW1v7j9o3wg6RkkRsRnFePYexSoIOZW4ZncPiXOX4eqNMfMLu4mdu4y2uW76ZyYRcUHlEyauwSTG2l1qi7FxF9L2TDWvVwVD88I0v6+QklcjSEPgfq0Rs6eH+HnL4ZnNDFy+kq75gqrfDxIPe+ia6yZ3TwJPT4z9V/mo+dcNiKVzEaZCZCby/fDsbyZ1r7+JKcxNQI0QYiqqgvoK4P2pD6WUfUC+068QLwCfPlkW45RcIMajQjePtiMTcbI3tSjuhp6eMXUk0s3Yd5hkdy+FvxnG2lpKXk5MoRUHBpCWidjfhDU8jNaqAl/W4JDad43x9vfv60D29mEODpH3x0GSu8s5fEEOoXqL8PZeYsUB3Ov3gtutIt5pKVmzT7n8xt5mzOFhpv88it7ard5SqTfz4DBDS6bgeaojDQWYTqOvjaRX7SyBf/8xRCyB1dtHSVMrwxvKqP+XALO+amBMKcfq7qX6UdORwyt5sUfhOlIgogSIhiayonFkbz/TH6gCVMm2GYuhD0fBNOk7rYrAY+1gmTReFKZyhzUyv58uZVa0H+F2OTGJ8y74AJphV/rrOv6GLnxH3IpI50CTKrHv6VPaoPuaFA1+OkDJXgxlNIqnqVtdF68HKzUvuo6v4Rh7P17MzK8Y+Ha30n9JKdl7XRSvG8Lo7Gfvv+Uy8zWDpntLmHLVsEJl2uXnxGKIvgGm3NOFCAVBCJUmBnwNx5A+H+ENrYR2eNj70TCz7zyKf5cFbhd7by5mylM2zqath4abKkHAtJ+2TeT2HnW/Tv4rYzYjZVIIcTPwDCrN+RMp5S4hxFeBzVLKP7yRdk/JGMR4qDst4FOsQP22TkEqVpGOmBwFApJlhUoaLh7nx4/dg/vYkHoo7eNEdlZGf1puCKtQ8Vs6D7h97OD8YigpVIpNiSQPPn4vJeuidL87gjYcJR4yFGu1LdOmzsUurbbrIWRZIcLlZrjMS2RWsaJeS1VZFuXirz+mjndQgAkHmOXwZKSlEHuXFjE0vwRRlA+myRO/f5CqJ5LIeIJkcwsyHifp1x05PK17wGFqTp2blpPNwMIiZFkRg2UeRFLSv7gYLStAsiwPsyyf4OtdTr9lL42wgMuyQn7z+I8RsTgyEsX/rTbOu+ADPP2Hn9vEMkp1qmd5IVpPij3LRjumRJfLitDCIZIV+ZildiAytdDnhuhZXoyWFyYyLX9kXkyT3mXFVD8WQ0YiRGYVU/iywdLLdtJX46dneRFTfq0h4wmqPnZMKXBH0mpGUGXjMh6nf3ExvcuKETZas3tlkcJ29A9gZnmo/m2CwfklyGCAnuXFTPmzyWCZur7RmSVM+UuU8ufi9C4rGvO+PZG9mUApKeWTUsoZdrHkN+y/fWmsxUFKeeZEiin/8WIQqf35Z9ZNvs30Y+z2ZJp4r+bxYA4M0PmRWgruXn/CGESq3uNvPrdRlHSpczz474up+rf19Hywlvzf7WL49Jl4nlLgojEBRCnQUCgH4fORbG0b83MYOwYhTZO+x8sJXdahPo/FeKphLatu/QiBlijaq9tV39PLYP0O57tG1ZSTC+qORbVn095pHg8NX11M9efWo2dnj8QgBgbQ8/NJzCpHX7cTFs9GG45j7to3dtujrq2eE3RUu7GsjOyR5vGMHYNIJnjW+vWkYhDTr5pYDOL1//7/lHLuLbE3sqhJ6biQ1b8bo+puIm2Oyi6k2rP6VDrSTCRBSkr+2EzSudnGdtJSgixvaBwTGFPxepVliBQKzMEhfEeHsKRUqcUTtGP2DyIiY2zx0uM6oxa8VJ88WIA1dMg+yHLAVG+7+Ub8dt/arniGkpzVcWxy55j6nk1bZ8VilP9Vzbs5OISD4pQSq6cH1x4LM5nEaOlUcZfx2j5uHqM4yt6j6m2sWAziI9QBb7QQ7K2GUU/ETsktxt/N7IdVS5wEaTjJ9tT2YWQqpf/kWhd/N7PHEclV2xLNDl8MV2RNqHBNaEKRoZzwoNG1HOr8A21x9X2XeqMGWqK87eYbefkH9zjHjW5bG6WfMVFLgaYApMPqrwK6DtJV10nOKAchiM4pQyvMH6Olcdq3dVLGswyR5bFKySdqbx5Q6u9ip8YCMWpy9aLCkbhC2mfmWUuUzFxFuSM5lypGMkoyhW9S1vjLhQrxWFTIwGXLMYoKkVt2jYikvH0xejDoaFMc+kYdg5eudAqv9HDYqdL7ysEtNN5Rh1g6F6O4iP4rltN/5UpYOAM9nINRUqSYoOoPKFyGECOgJ/t8Gu6qVTyTebms2dVL50fqnD4GLq9VSMgUolDTER6PU2WYQpem2yOH13LZnjaOfnYVek01fVcup+u6WsI/WwdSUnzXWoyiArx/3Kim2u0eQXva8yuWzeOqvS0c/FYdWlUFuFz8R+MGBi6vZeDyWobft9JBSgrDoPvaWvT8PDSvl/q7V9DzLyswCvPRn99K9J2L0aaU0X/FcrRXt+P/3QZWly7imaOvIVwGZn//CGdoMEjycAtHPreKlttWMXB5LX1X1Tr96KEczLOW8NDhVzn4n3V03lTn3C/Jg4e489B6Oj9Si+fJzSzaBv0XL6PtEytJnr6AB5pfQc/PQ6zdjlE1BeO5LSNbmdQDXbsAo6SYTzXs4q5Da+n5oGr/0ZZ1JBsV7kPLzqbzxlquq2+k9dZVfL/pVdpuqWP4XYrifuk2i64P19J5Yy33N78y0TvesX8Wa03ARscgToQdsIYiJE+bh/7CVpUOjcVGovtjmF5UiByOkFhWg2d/O83vr6TiJ/tUDt3nU6m2zmNoVRWYDY0n5HfQw2EwDIjFsGZWorf1YHX3IMqKOXpeEcawpGBzH9QfcnQdwMYJmCZWPIFRmI95rIuODy+n8P4tmfwF6SnNCZqWna0eOMMgOb0UV0uXqiXQhEN7v//2BdR8eTvSNKl8WaP5DHVuVtwGjNmMWcIwOPShaURmRZlx/S5VN5IeUBwlAAwKL4DHzd5PlDHzG/Ucvm4W5U93o/UMquKv3j471WvwVMNazp91Bng8mMeOKW2TZBItLxezs4vjCIHsOUkBzjKui02II7weZ94GT5tK9qYWOlZXkv/IdkUuPDTs1HAIt0spradK5f1+hlZOxfeMAmClroXm92NFItT/aDlZDQYV9+8BTRCfX4Vriyq1P3LNbIq/sxbhciN0TTFMWZK/xB+ecKzAX1Qha66YWAxix/femhjEKblATNgmGdBzdCcWzoCNOyff3xjtCSEQbjdWJKqAUgMD6NOqRnAU49ibFqQcZ0zm4pmIddvRZ9cgW9ocLQo9Jzg2QCttXMLrxezsHHdcxxGoeDxgSZKnzcO1fjfCp8qm5eKZaLsaR4BLwSBP7n2J1aWLnO+OCxg72Xm63MhEXC1WC2pg404FL7ep9K2BAfRwGJEVwGxtQ8vOZsnzx9i0aGL8IKlFRKFRLbUgpgGlcLmc6/dGgVL+ogpZc/kEF4jv/5MwxrHUgzxak9LZCixVvJOax0Pz7atOuN/XQzno+XkkzlmKjMeVCvTGneqtbm9TNK9XeQcnMc3rdUhb5GmLHCEXs78frbJMqXOtWojZ0AhScvSzq9Q5aDqR967g6GdWqUIhv18xeI+1b53k4iBcbrTsbPT8POKrlzljSrEumXv2Ky/JLnBCaOh5uQjDoP7uFbTdskrR+gcCyiX3+1TV6lj0bKn/pi0Oen6e8jQWzkB/YSuiohSzr195T+t3YA0MjGwrPB5nu7H/wSUMXbxS0dLbNP/jn+Tx8yQTccUwFYvBxp3ooRz1IEciSuZA0zF7ekgeVippZk+Pszi03LaK+vuWoxcVMnzRyuNiCClafS0/l8TKWVjRKFp2Nsmzljheq/C4nbHJZFJhVSYbh5jg9uKUJq19K0yzJfeEexQ9u9ul5Nq3q1SVFY2SV9s2bu0GoMq9s7PwvLILpCR5VLHwi0BAufKmaaesek86LmlaquIyK4D+2v6Mz6xDhzG7e9A2jtQSRBcNO26rHpWwqleNx+fF7Oj8mzyFkTGZCg3p8eB9Zc+YxySP2ilLKZXaV3YW0jT5+lm/ZWCa6ShcoeuYHZ1KfWqCYxOGobYG2xVc2mpsziyBT43TkpjHVMai+tkPcfCcnyB1G4viGV+cODXuMS09UKjratxgI1PHr3BK+iV565WQTtZfdqv2x+gj2dyC/uIIvZ17w16npDtdY+Ok4zyR/TNIOXmTdgrpOPm9uBL1TVeCjv2qaETLcgwTLgM5HEGz35paapsxNITm9SrEYzwxIl9vv/HHMi3gQ9oKSlo45BSKoenKs3G70WZMdY4ve8iFHsxC83qJ39JF1qNB0DQFpHK70QKBTO9nVFB2IqYHs8ClHnAtP1eNaZTnpQVGApvC7UbamI0f3H4pwhRqPD6fWizdbjVPNgvVWMHi9DFLKdW55CiQ0ejKSWecWQFn7kt/7+K0Wz7Cq3fdrT5MJkfo/EbPvaareXK5j/MUFT2c/RJJxRXcbjSPB92uZlUDHpU5SQj0BOo65oUV+U4qloO6zgB6KIRRVqL69npVWbff5/QxMgbDERuerL2J1Zx/F/v/OwYxWbPZjrS5M09I+jrZ9lLaoKlAXsfHVlH84M6xYwy2vZnEsmONSZ8xDTq6VOyhvYPYOYvxra/HGhw6Yb/CMEDXx9RGHTloVJwk1efsGlVbYSMkjSllWB3H0PJySR5uUQ9RViAj5vDM0dcyYhITteTZSzGe2wJCYEwpJ9l02KnqTTFqCY+HvosWE3xkA8duqKX46RZHcexkZkytJNnUMn7gNC1omw5Wm1QMorBCzrp4YjGIbXf/A8cghNuVscof+nqdih3YacyUDT5dTeMjCxT5SygHfeZ0jIpyYu9arvagcNxbZtomLxfs7lI3VFUF+pwZWK/vxTzLVmJ+rpyW21Y5qVN52iInLgE4sQqAgw8v4lMNuyhaFyS2Zjn6zGpFKJKTjT5rOlpVBS/khEUAACAASURBVEZ1FYX/sxZrcBCjvMwZv56Xi1FdRfn6LA59vQ5tWhVDl6xEWzRnJB6Sn5fRX4pLQQ/ab+UUQW2aHfp6HZ4Xi7l2X5Nqb04N+vSpmPsa1B78yFG0mqm4n96E2dePFg6z/wcrAVX8pofDXLanjdifq7i76RXEnOlowSCDl9Wiz5jmxFyc9LHNIZni9vxa4ybE4lmIJXMwd9cjls5B83nRZ1aTPNSMNTzspDK1vFwn5mCUl2EUF42kQJfNU8S8qXiEEIpXI5TD0MUrkasWjsgOAsZzW2j8Zh3aglkkmw7z9h0RtOpKtPkzEHOm0/7xVQghCP5yPcLtJv+edc7ioIfDaIEAV+87TOS9Kxi6eCVDl6xEnzMDgOYvrSLZ2IQWUES2ek01yWencOyGOurvWY5YMgcxTx07fNFKjKJCjOIihi5eObkbf6Lbi7fwHX5KICllPAFCKvhsTw9VX9qIaXMf9F5dR+5vd4CUhK6Pk9WyU0GaYzFEJIqMxfAcbqH/6Wp6n59L/o4Evpd2owWzSVYWsvkHAQ793oNraCcU5iPt/bj+vCo51t/XT/nAOpJCI/GORdzyo19y97vPx/eYztAZUeTcaejDKl3p2eHnmw9dg3/TQbx92xFFBUrCPpnEamhSef6UtJ+Ujn4D2Pvirm4av7SMqr+sxzJcBH4Y5SvVj/GlxvcS+3YpvpYBtI4exNQKzF37lHr14DCReeV4WwcRw1GsoB+5fQ96USHH1kzDNSg49Ptqfry1lODWPYhgNrhGsTI3HnbGZHZ1M/O2KBY4D8xvllYzeFUJN9T/K8aBeqxYjLb3xPjqHY9z52VXkAx68DR0YA0NqYraLD/9Z05l0ade45Of+1dCx44oPgdAa25X8POBTKSo1FCpTHAyJKnFLlW7sea8KzADHkRnJ3phAdaUIpIujSPvlICH2d8NQlu7w2/p6xCOJsej951NWUQxkonBYSwjF0eZXNcznjGzR0k5/mLlPPyR7ez73gKMHoOqWzvoXAWGDQy1BgeR0Ri6z0vH0+WUbeojkZWDNhxHRGJYwOIvbGX/h6aBptGxVFNMj5Oxt96BP6GdEgtEylIXLh0HEH54E5btylnRmAOvRcoMUZ3gFV1kRY6olOPQkApYtXdS0FpK0iattfJzsFozdRrNgQE7SGXiWbeXH11yIff95T5uWPAuJTW3bQ+WroqdCkuW4N15WAWo7PaSOR5cRwxk3yHljqZjGsYIYPl2tpCUSjYwelcptze8H621A19iNz/b+2dOf+Wj1HyxDy0QwGo6gja9EveLO7E0gV5ciNx7ULEytXeQ+4tePO9ZjKc7gXvnIQU1nlVJMtuN0ThC8JLhCkvruK2PNTxMzsE47n1HMW0V7aI/efivr1zAEy8+xNMRP7fvvYD8K7ORvX3EZhQSenI3h54NEPIq1il52OaPCGahGQbJ8jxIWyBzDo4Qtjjjskl+tMajrDnvCp56+hEGrSgXV9RBMonWO4T3x0MU3zOV8OZO9t1UQM3nm50AYbDZJFmUg2iAok2DWHlBosUBfJt6yW6x1HYmFkMLZh8nNwg4rGGlz+lYuqTn3hDQS3bzyLZCmibxijCFW2PoPQPkHMoiWhbE93oLCMH22xfjykty5KMJ8h6THDiul/EtxWp9KtspscU4kWXQpGvjB/CETwWPUkzWCKH2oqm3qRBI1wly4Pa+0gy40e327E4VPFhoWG7NyXmn2hNxS8nvTdTSMi5Jr8DyqxJooev4xegAnVAMTHpqDGkwaKEgzaZLYBkjKlBCovgJTmTHQaUFlkvL+LvpFki/h4iMk5DGiIKh0FT7LgMR8IOuIce4LKPHYJ3oVaTpmAEPg1aULC1NW0IIklLDdAmk24WWSJ27nUlwCSy3ZrdvX3e78MpMT4CdJPCb9Agsl8Dyq76P0zbW1bVHU2MRcqTNpE/NnZRqziZtp/gW4x8rSDlRs9/+sm5hhorT/0a/qQCf+fbFClcwRjBTCwSclN7/xphAuemRNUvw/ilTofvv0dczR7axunzpSOFVmkc5LsDsLbCG79Qy/ZPr33CQMlBQIWdf+MkJ9bXl/k/94wYpT2gTVMbSg0GEYSg2oNT3Jqms1XVdHXpRoaLNz85G27TLSWEqyO/xylqTBsekHa8HgyowmZ3NwOW16LlhhM9H7wdqMV59ndZbVxFZs8RJOxrlZWiBgMowpAUtR6tiTeacnWGNaiMFnNJzw7B8Hprfj++prdTfuwxhuNRcFRSM3dcYc3IyZS29qBA9N4yeG2Z1+VKeadlC4zdqafrySjSvV6UTPR5kJELyHUtH2rT7d8afWtAmUSyXEhRKiQYd9117rjPuASGYfusGVR5vuJzxTcrkqZ/mPLUWiDFurBRoSv1yghu/KB8tK8BAhU3Uoutobpf6fqrdsXAGab8PVINVXgB5IURRvnow3S60gF+1lxVAS8+4aLrKw49DVjPmKbrT8AGFeYpApiifvmoNwjlowWxKPnwQNEGgzaJ7psrva9lZWHlBRfSaOj+/X43J71ft2lkPMSpIOaFx2Vs0h0wlHEKWFUJuiMFKPyKocAKh7Yqav28myNJ8RT6TPq+art76o66VlhUY3eVI34YLa0oR5IYgLwzSYsYDN1F/zY+IFSXRQjlo4ZDNkq3h6leBYM3vHyHm8flsXIq6Hg6jdmpMY3acIo4JKrKY4nxkInlcQZxwGQ7mItWno7VSVIDwquuTujaTslN8i3FqLRBjua1jgaDGekPFE8hEEn+nfby0kKaFFhwBr+jVU2AcfgaA7ENgeV1Y98aVErjLhZRSQWktiVUzRe27U+1Nq0SrqcIozHe2BycaIzByE2k6kWl5SLeBiMbJapFoP45y4IYqmh6dhjAM/O0J9LiaF5lMEs/zq/y+jV6UySSJhdXI6nIF3BEa+rRKxKzqUZMzEpcZrzRZzpiClhVQD5gQDM0vBSHw3j/AjE/tZt8npiDcbowhiZxVRVaTQMQVSlXJG6o+jJIi9HCO+luaxRdPO75f+8HVAj4sl4b7x0No9w6D0NASgql/uIHGC+5laPEUZMBH65WzEbqG1qcCjomF05xzFRUlqgR8QQ16VoD40uloWWqu9XDOmNciZZH55USWVCrOSmkRW1aTcR3F7GlYNRXoeWHV5+xpChAGRKpCWLOrOPDRaiJLp47Tw/j2T6j1JMxx0dJRezYyD03HKFI5ckcQJU1oJVatVvLsLUcVnsE0EW4XDTdPRbdLufsWF6KPepOlbiLhclP4hwMculnSf28FVm421uCgcrGlRLgMznvgZdounam2IF4vvUsK6VmYi1mWj+bxOChC1eCoqbXPqfVyJWKjBfzc8aN7OHhRFmZRiPy/HKTr3kqq/thPySN7sYaGcK/fS8lPd6IVF4KUeLY3AgpinhKUvfOBu5l23wF618xBzw3Ru6SQY0tDGV3r9s2M0Jy3YMYceL3kf/8InRfORC9U5/LYvd+l5dwQR++Zxr675lL9u2HM/n7yH93BsYVZlPy5DSvgoelD0+leoWj9AGIzFI1e75LCjOv48IPfT6Pfs9/ctnfYf/Ys9l/tof2eqXT8tAosk6l3bGXO7U2ced31vHD/fey5NQ+EOnerUZVtf+anP6djZQiEYPiuOH1Limg7LYfk3Kl8/6c/cLwWERwb4ahnZ6N5vdx17w94+L67aH5PLjKZ5GcPfNeeGOWJdC7PYcmPd9J2QTWff+BBWs8IMbxiGkjJTd//NZ1LsvC1CR6///tj9nNC+6cHMXGTiaQCq4i0iLolOXb9ChWoSm0XUhRhKROCSIEbEklklo+jnxoBrPhbhYMLCG08elzAz9m7Sstx/0Ob27G8Smqu4a5CkjMqwDT54R/WEOiwEB43UkrCG44S3tSOdqhVeRrRNPThOCXbWa22MnQ8zlWvfhhhgel3g8dNeHMn2uGOjMAgQNcPDMyacijMIz7ffjPbKbjLHrmFZ59agrvfhGSS8IajFLzSkTmvKVSkLcRz3BZE19n56zkE2pLIgUFkMsmSJz+B1CB38zFyXu/F1WjXc2gahWu7wO3C9LnwdUhyN7Q7koKevUexOrsIbzia4RGe9stPH4dKTEHq/a0KyxDe3Enelh6nH3Qd/4Fux5Mo3GIzttuL7y0PXE/RK10gJR0vlpKztZ3S57pwHT7GRT/9NJatczEua5XLQErJJY98krc//Bk0+5Kd/eBn7HEqL63wpU5+94fTyd8xxM0P3UjJiz34GxSm43MvXkbxy90Uv9LNsl9MDBXp2D+LtSZplom5Z39GsY/Z2UnBT5Rid0pUxopERvAQAFKS/fttmP39WAebKbtrs/p8aIiSP7djdvcg43ESZbkKS5FmZm+v87CZrW1MuyPGgWuLEVv3IFxuqj/ciL5tn7pRtlgENx0h2d7htDc0qwCKlQS8jCdGFobR+177fIJbW9X/TZOiJzxMv78Vff0uzCOtNFxTSNfqaRBPIAwDc2AA4XaR+/5OtNfqEZEYrg17R8huhoYINkDhFhP/1iaswSGi0woYmJfJnOTogdoLoTmKes0aHibYZBLY2arOw5LkbTao/HkT9Tfk03hZmLYLqlWVYzRG/5ww8kAT+vpdFD3fSmxKrkMIaxWE0PJziUzPrNDMbuR4zVB7wXAdbGP2d3vYd1MBDVerqtqUHmbrOUWEdhqsvuhqnvndgypQabN8+1slw5Vq+1CyPkaiJETvvDAykcDXLpX3CWj5Y7NWpe6LYANkNcGUR5WyVmAEvoFMJBmqyaXgNRO9Z5isZsnA9CDCXtxK/6wxOD2Hw2tyyTr8zzTn38VOtTSn8HjUW3fFfMUbcQKOhhMRzLyRfjWPRz1s82qQr+0eIZkVQn0Wi3Ff08tcP+X08dt5E+s8UouR5vOSnF2F2PA6mts1rjSBOngMFfVJ9CXcbmRKqVzXnL6Ex8PTjRsyajfSz1W43JkEPI50wN82H8fxX9i/p3NSgNr+TCbNmZVXIeetmViac8Mv/pnmHDv4OA43xGgbzRVxMp6IsSxV45HOG4FNCJMRFU8zmUy+4cVhLH6JFLeE3LYLuWqhUu7W9BH2JY+H66ecztHPrhoZ06hxvRmLg3C5FddDPI5ekI/Z24dYtx1twUysaJT46mUZ4sQZNqaK+onfrqm+ZCKJNTBA4oyFsHAGoqJUpXJdbmQs5tRupNpMR4nKRDwTyepIB5x4PlIVvHpBwfEp49T30wBqqfZkIq5wGdGo8mbfSHrZkhP6eavsH8uDsD0BvahwhEDlb20PyFC+klKpLe1pHBPeO3osb7rZYzKKi5R+iKZhDQ4iFs1B7DlwnLjxWN/PqFScaJ9SKm+nu8cBe+mhENbgEHpFKcmDh0jRxzlCQKRVZU7SnCpQITK8LMdsyYEUuKvl83VUPdSUUR9zIou+ewXeJzZltJdxvqP/ZtukPIjcCjl/9S0TGs/6Rz79D+xBjFqx9dk1YwKAYu9ajlg2D6OiXJGa5uUq1eqCgnFJaw/8YjGxdy3HKClm6OIVzuKg22zKiXOXoddUO6S1zbevIvLeFWOS1n6zcSP1d68gcuEKjPIyBi5byeAlK9AWzFTVmqUlqn5jyy6saEx5P6mAo0upUB/6Rh36nBnohQVcsLuLjo+tUtRoHg/DF61EWzBrbNJar3dM0tpfHH6VNbt6VQXs7BoGLltJ9zW1JFvbVE3KwABGaQly2y6seALN5xshoPV41EN04Qqu2tvCgTvrVIGYz8c3GzcydMlKhi9aqebd9syEYdB7dZ1T8Vp/z3IF7CopxuzqJvHOpehTyhm8dCVmby8yEXcIZjW/32GCEh4PejjsVGW23bKK4YtWMnB5GmltMIj1tsV8qmEXh/9tFV3XjZDWpjyJrg/XYnZ1c87rAwxesoKOj9ZhnrmYx1o2ohfk4/3jRozKCsrvWOssDimwU+S9KzAqyvl+06vc3/wKvVer9h85vBbvnzYiDBd6KETXh2r5j8YNHP3sKn7bsp62T9QRfbcC5L19R4Tua+vo/lAd970R0tpTHCh1SnoQ42lz6gUFyKEhhyNQUYONkL2kS905VrsA/UArVn8/sTPn49uwX7mxkahieioqxOrtcwha9VnTiZYFcf31tRHlJ7uytO+qWsK7+hFHOrH6+4m+YwH9N/XjfjRM+LGdqoK0vVPVRLjdTjAVGFkolsxB7DqAcLvpP3c2OZtbSTYfAWmReOdSIvkGOY9uds4nhZxUac1M3gmAruvrcPdLQq/3IA+1kFgxk4cf/D4frDl7pI28XKyublWr4vNCIonZ35/hUXW/s5rQngH0Y/3IoWE63zODwqcOEq8pRY8k6J6XTe7PNyFNk9mbdfautIOOy+eRCLrxbtyv6O4W1NDw/gDVj8UwNuxxAsmdH6ml+NF9yKFh52+p89EWzEIMRUkW5WC5NVVpawO+xKxqOlaGKHqli+HKHLx/2eZc564P17L5Kz9izfRVDJ43H/0j7TS35TLrW4O0nZGH1AVF925m/51LmH7rJkUelMZzYRQXYfX2cez9i7EMKH6ymWTLETo+uorCuzegeT0It4vfvP4Xzv7sxwm93ktHbZiff+G/+OTF1yO37GL4opWsvv1FNvdU0vzLarb/aOKxgqzcCrngnIl5EOt+/dZ4ECddIIQQPwHeDXRIKefZf7sduB5IMZt+QUr5pP3ZbcB1gAl8XEr5zMkG8b+mrGXHMxpvW0Lll9dOvs30Y9LaEwE/1uCQWhQGB0m+YwnGX7c6bu7/qrKWxwOaxoGfTGfqlTvpubqWvN+9zvDbZ+N9YtP46t6pxSKUg8jKUkK9o0lh7D19KjjnfGR7PPvuXMjML+xW5xyJ0PDVxZT/NYnUwfOkrepVXZpBGGxUVpycxGWMOdHz8xxm8qca1rK6bLGjhiV0DbOvHz0/n953TCP4280kT1+A69jw2OreKUtX1gqFSMkGpgsSAcoLc7tGlLXs+NhklbWycivkwrMntkCs/c2pu8V4ADhvjL9/R0q5yP5JLQ5zUKrCc+3v/FCI0SWKx5vQMocRO3+5UmD2ZMJ463+4gt6r67BOW6gCfDXVimRk7kyMqinqAQkEMi76tfuaqL9vOaycT3LlbERlOZVfXosxVeEJ6u9brvbBpSUIj4eWL6xCLJ/vkNjqBQXOA/C1gxu5bE8b9fcuxzptIbHT55JcORtyQ2gVpYiSQkWE8twWEBp6OOyk9rTsbPSiQqZsCBA7fzmiuIC+J6fT9eG6kT5qF2BUVowAxmzqNqOi3KlHGL3FuHh3O59t2EHNJg+x85cRPXM+kbfPZeoVikMj/LN1iNIivH/a6OBL2m5Zpc4tPw8tEODgw4v42sGNrNnVi6wqQ8bi8GyZInRdMV9t66oq1LUyDJKnz3NIZG47sIOh1QtgRhU1/7qBWN1MRMBP7PS5VH9uPe6nN+F5YhOLtkrVv00wq+flohcVOmQv7f+6CmoXYJ2+yOlHy85GnzOD2DOVHP7iKpJnL7VvGIF5rItzdvYzeN58Vpct5pkj24iuqGFg9Rzii6Yxc5MBlkn2r9ajhcPoL2x1FgctEEDzeml7fDbJs5YQe6YS69ly+q9U25va1+KYPT0KiRvKIXLWXB5qfoXmf6/jY/X76H3vAobrFGFM2+OzSZwxn/jb52M9W36yWz3TJDh8mCf7eYtsQlsMIUQV8KdRHsSglPLbo467DUBKeYf9+zPA7VLKUUKYmXacBzFOmkwPhzH7+hFLZiM3vz5CmS7S9CRGvW3EsnmI3Qdh+hR65oeIZwuKf610MRACo7SEZGs7RlEBybZ2jKmVWFlerJ37VLotxTkhJZELV5C1vxd5uBU5s5LeWVn0v3cQ18tB3P2SpF9Q+uQRrNZ2Rbd+rGuEls7eFmiL5mDt2EfnDSsIHUzg23WUZGs7SAtt/kz6Z+aQ/ZgK2slkUm234gnGorYDGLysFteAiX//MawcPz1zgmR98AieSwccd7rtmkUU/2QrIivA8IpqfH/dORKstIN8g6dPI9DQz/5rQoR3C7w9FtkvNyDLixAJk+5FYUKPbkUmEww+NZWs85ucMXcvCmN6oPBXuzhy3Tz6ZycofNkg7/e7MAeHEJqg/+JlGDGLwHN71BZxaEgthKaJVl2pCFjyVNzHem23E9DUK0rpW1JEztZ2EiUhtI27HQbpwUtW4Lq+Hf9lPURX1PDXB37MjJeuxrUji5wDFkOlGqU/2kr9NxdR87mtCJehAsd221owC6uqhKHKLCwdcl5qxGzvYOCKWrIf3YRcOY/+ah+h6w4T+U4ZeswilqPj/8hRDu4oY/on15M8eynm57oIeSJ0/s9U1v9q4m/6rHCFXHTWJyZyKK8+9plT1oMYz24WQuwQQvxECJHijC8D0v3FFvtvk7KMmoZ0s2XdxB4bchyJOovDeFwRllsF+mhopvwjDRS/eEzVd6RKupNJhK47uo3S6yZeYAc6TZN0yHQ0pKvaCbcLsfsg5Tc2cE7VPmKnDVD47GFCBxKYh48oJqNUbl6z+7GVtiy3jtB18vZEieYaGexPscKA4nYAh0xlLEv/bKhII1JgKMbv/YeZ9pG9HGrLU/UjpkJO5u2JqjGZFoEdRxUnRToaVWhEwjrS56L8eZP8rX0MFWkIl4tokZ94YUDxQ9je0NGjuc58W343U2/cR9Ff1Hn3z0ySvdfFnI+9rvqUFtKSDJVqZG9qUQJCabT60pJInxvpdRMtDhAtyvSQzHCAwVId6fMwWO7NAFsNF+o0t+UiTYt4UGfGS1dTf8aDhOtNhoo1tBhIKQk2aCqOZI1E+1Kq6WJPI8MFGkPFOsKloOCDpep4o/4w4e29tPYHiYZ13F0Rhop1YkmDog32PZFrcLgjzPYDFep7k7AUYcz/RSTlj4BpwCKgFfivyTYghLhBCLFZCLE5wSiC1HEoy4XbjUwk6X+XisKn6iRO0hFIi8iZczl8Xw2HLikYIW3RdGRBrno7Vyn3UAwM43lNLUCjYwdZR+LOgzWwZj6H762h4f1TKLvbTeM1U8i+7TByyWyO07bU9JFFT7PHc1sfwQNDCudgm3dbI+EndmeAfVLqV5CGREzzrvJ2xwg2qjYGzp5Nw72zmPmNQUdhW+g6LTcl1JikxdELK0fmJTVFAR/ZRxIqZnJLB/s/ECR/xzAyGsO3+SDu1xopeGy3g3Cd85V2Z5ESSYvGe2bScmE5QghEXFC8bojdP5yHSFu8C7ZF6VhdCbqurhuo4+0FVAwO49t0AN8WNfcpdKu2/zCFm4YQfYOEXjg46tyjzPrWIELX8B5L4NqRxekfv5FXvncPBTuilP6xGSEExQ/ZMY/UVlZoKo7g9zJ43nzyXo9QsG0YaQfGC7eqf/vPrOHglWHKvmCSdSRO//Rs8l+PEviMh7bT1flnNw4x64vHmPPlNoo2nSCtPZZNdHvxFm4x3tACIaVsl1KaUkoLuA9YYX90BKhIO7Tc/ttYbdwrpVwmpVzmEpl19Cn+hdEgILO8AC3gJ/RSowKsRCIq7uD1oBcoePHoPfr+q11QkId/wwGMqKTqR/tUrt5wqdoEj/IwZJOiqztwfQX9Z9WMVAIGs5xg5Lfuu5vGi8JQmEfwxQa0pKR3SQGuvihV330d8wrQduy3xXQGR0A1dg0EQMs7shBuN8EP9HHFQ8/Qesl09Jwgwu2m7+wZI5WZ4ETytbxcVQzm86KlmK5s+/3P/oe5d+2k9ax8gtta0eOSjtPyHfo+a3iYaR/vcMZUfP9WtPSFVUqkz8NV3/0TLecE8d8ANV/ZxY9++T/0nTODvrNnMPj2GqyaKYCKDbSfU46eG0LzeDhwiSqEKnt4P2Z/P5VPmBid/WgJqej8LBOZTPLQg98j/5HtSkinxw7uuZVATeuZuRy+spq+s2fQvbrG6SdVlfndX/6Ig9dV0va+aWrMtvf3h4fupu2MPMy+fuZ8eyc5BywGynTOuepDPPuLnzjZLi1fFWE5uBSpBHasnADZLx/kJ7/8AY89cjfH3qXiCo///IcgJVl/2Ma0O3fT/rY8PnPPzxks03j4we9z5JxcKp5R83fuA2tpP7ectvMr+N2v7h7rVj+hneoexBuNQZRIKVvt/38SWCmlvEIIMRd4GLVglALPATVSyhPibiecxUjFJtILtk4yfi0QcG6M2PnL8L20Fy2UQ/JwS2ab9r+a15sZP0h7Y+lFhci+fidNF33XcmIhjcFyjYrvvYaWEyTZ2qY0RG1C3THHMzSkUIimiTUw6Byn56tiLP2FbU5MJSMLkjrftHEZJcXIREK1k0gSW7OEvkoXpX9owsrNRhxuB7dLEesODimexu6e44A/emEBcmAQLTeM9HkQA0OYx7pUhappMvCOWfgf3wyWybEb6si/V4WVNL+fyFlz8T2/C5GdRXJ6KQ3X60z5tYZ/4yGsnh7lNeTnqTe0JUe4R22UqhACKaVTfelkWYRAy8pCywpg9fQicoKK+NaeF70gn6MXVVPyqKrfOXL1LLQYlP6xGSyLJzY9yfmzzmD4N7n43tuRkXlw5hMwigrtwGc3MhHHKCtVRWt2YdvRf5lL6SP7lZZKTpDW906l5OmjJBub0PPzaL1sJggoffwQT7d8b8KxguxQuVx8xsRiEC//8bOnbJrzl8CZQD7QDnzZ/n0RKg57CLgxbcH4IvAhIAncIqV86mSD+N9CUgqXG6RFdPViPOkoub+xPWHXT6Ty7EOXrCT4QoNaZMb7bqre47gP/jaEZSrlFj13Ib7ndiKqp2AdaCJy7kICaxsUDuEEdRSa12srjY3Sy0wf16iFMzUPybctwFi7Sy1q8QRm7Vxce5pJzihHrN2uMjEF+SOLM9B/ZS3BX66f9HlG37MC7x83Ilxu+i9aorIVXq8S8hECKxp1tEDPq1xB82eXUfbiMNorr02ofbF0LrzeQIqMMz2tmxLsdebR5gOVyeSkkJTZoXK55G0TWyBe+tNbs0CcwcNJhQAAIABJREFUdIshpbxSSlkipXRJKcullPdLKf9FSjlfSrlASnlBanGwj/+GlHKalHLmRBaHSdkEmJFGWzqyUrer+rx/TuOZHNWmFgg4qMzR9R9GWalKR9rf0fNzOfSl5XRescBuSv096/EtWAODY4/H3gLJRBKjpDiD08IoKab72lrVfopKLX0M6fRqqe9UTcEoLnJQm3p+LvvvXIL3mW0wc6qqjgW8T2xRojnm2PEd59wAayii0q0ut9KFKCig+9pap9+D31rhfE/z+9Hzc5GWxHh5B1pWgOYHq9DzwujrdmIe60Ks24ExtRJpWpitbRlzH3xkgypS8ysNitTcp85Xz8vFmFqprktlhTMG7582YVRNYf+dSwj+djN6QQH131xE+3VLweXCmFrJ8G9yOa9yBU83baTijg3o61/PPOmUB1E1BWNqpZNeNqZWIuqbHfBc/V2L1bUKBDCqplD/7SVKVdy+Zg3fXk79fy/FqK4ac27HNYlagCby8xbZKYmk/LtZKuW4ZA5yy643pz1QnkM87qQfo+9eQeClvRloxdE2boXh31qjYY9p+MJlZL+0H1lehNy1n8H3LiX45z1KdfskylrCMI73MkaBxI4DUUkLWbcAbaPyIKx4ArF0DnpLJ9E5ChsiXG61xUltMYBjN9aRf88Js+BjWsttqyi/Y61ixD5joSL4tT0ZsFPEfj9Nn1xExR0beKZlC+effamzYJ7M+q+sJfirNC8zPe2e5jE48wFMlrQ2O6dcLl318QmN58WnP3dqehCntE3SoxC64pA8KS38ZNrTdZtuX3feboEDPQ4/wonKxP8eJnQV2AwcGsTs6UPrHkAYBjmbW7GGh09KrCo8ngxavbEPyrxtUvOg98cgbT604ThWXz/eA7ZQjtvFkuczyVuKn27hjVjVQ02qTZeB69iw839hGA7xj3C7KHtxGKEJzj/7Up587tcTbj/89D40rwfN7TqOYEe4jIx5TJ3/G7I3MYshhDhPCLFPCNEghPj8GJ/fKoTYbcMTnhNCVJ60zX8oD+Ifzd4gL8P/ZZuwFugb9OQm60Esq/3XCbX7wp8/f8J2bcRyPfBOFP5oE3CllHJ32jFnARuklMNCiJuAM6WUl5+o31PSg0jthY9Tcw4E0EM5GXGFrg/XnfBtrPbIeSprYFdHpv4uPB4HwpzBTD2OZyI8HgURzs9Te+UUDFwIRbvvcjsQblBusB4MIjweGr5TS/Ptq5yqzDHp6t9AjEV4PIo+Py8Xo6Q4k5rfXhzSU7/C5XaqR5u/vIqjj81xKjMVhXsavfsYqebR49TDYRUrsLVR9WAwI4aS3m9q7o98bhUdN69i/8+UPqqjwTrO3I+mtE+Z5vU6/aRkD1Lw9PH4Q1aXLmLRNtj/g5XqOpaVHncthMcDUjrweIRAy8524hDp6uXpY5u0Vygn8XNyWwE0SCkPSinjwCPAhRndSfm8lDIF1liPgiGc0E7JBcIh5BhNUWaaWJGoQyEmDANfl3VC1CGWhYxEFSDKMkeChDY5CZqGjMcVfTuc2KUzTWQ0ptrL8pOq8kRK8HkRbhdWcORhLNoSVylW0yR3hyBvp01gEk8gfL7jyWbewBtLJpJYsRgyGsPKC2UyKtkm/CPYCeF2qeyJJQk2SiIHg8h4AmmqwqQUfbwztrHmI+13GY+ruE5q0XbbxLSjZfaSCecBGpqeQI9ICp5Tcy5tScXx5j5jLGlmpVH8yXhcbX2kpWJCycS4c/ZqezUHL7oHGYtjhYMKdZp2LVIUfcIwVPWrVDKPMjfHnrsRXs/0sU2WqEchKeWEfoD8FLDQ/rlhVHOTRTFfB5w0iXBKLBCjV97Dn1mhVu8UYMq2qS/Dvh8sIFZdoBikqioIbm8ntnpJhvp0urX9qoqbt28hXqi8DwrU4mKtnAeWybxXIrTevAItrJigU28z5w2RxunQfuMKzt/Yws3btzBck4een++IrpCTjZYbRhsYqfrz1Xc4N1/BH+sJvt7FkUem0vy5ZWgFeejhsONhnMhzyWCzGnVMbPUS9n1nIVdu2cfAzByMslLnbe7Mb4rVWQiEz8v++2YiE3Hy1rYx4479fHvnn2n80lLetu4YWkEeWjBLeWrpgLWMBoXjJZy5vgNjSrlTR0FeWNVQ5I3igVw5H2EvzrP/rYmiZ1vIe0YpWX5g61415tF9pXlno5XeASIXLHUUv48+MlWNOz9fncP8mePOWfADfayZ+Tae2vcygzU5qn2bkQwgeZbagsh4HDkUQQ8GafjmYvpnhWi7aYXK+NhoUD0cdsaZ+v6kzJrgDxxLAQvtn3sn35kyIcQHgGXAnSc79pRYIEavvFU/PYA1ODgirGvb/ltnM+cb7Rz5aAJzYACZ5cPq7MK/rn7coGDOPdncde2VTPlmPTKeoOMMRZOmb6tHGAav3LmS8l8dJDK7BABrcMh+G6g3kHpDqjaLX+7mt585l7uuu5IFX30NOTysbiLT4sAHCxlaUMKeW22Jek3H6uoZUb/KCkB7J+H7s5n6QBP9i4qQsZgCVKX1MZZl8EqMOi6wp50ZD0T4yafexxn/tg6rrx9rKJLxcLSfrc5NGC4Sc6cw4xtDalE+1g2mxY2fvoXKp4Z56vYz6VtchCwptD2lCOOalGCZPPHvZyF7+tj7SVVF2/y+QrSsgIKQpz2YRlMHQyunAjBw2lSs7l71dgbu+dzFI9dvdB/229saPF5qMHvLUSy7WC//e36sqhLk0BD9S0sRrV2Z7aSbaUFlGW/72I28/D/32ITDced8vbsV+DexYiaHr6nBikSZ/sgQ+R8/ROnTbVhd3QwtKFVNp89RYnyvZTybhAdxMpsQilkIcQ7wReACKeUYQJxMOyUWiJSl9qjJ9g7n5khnl3I3tJI81EzVNQfV53sPKuhubx+xNUsy2KZSTFPtK1y4th+g9e1xhs6dR8EvdwA46b7Qn3aRbG3D/eJOldP+yRyGLllJ7HwVDzKKi1TcIS+Xdz/yKn1TXbh2HKL+NI3B1fMYvHApYnY11V/bhn/9AWo+vtk5H2tgwPEgkk2HMXv7iIZ0ki1HyPrLbr6+6wX2fX8RkQuWOwxV2qI5zttXy85Wufeplc4Y9Pw8Z670OTP46vO/IfnNPpI+jdfOyWfwnXPouXJpxoJS+BtV5ixNE33tLmTTEWQyidnbh9nTQ/aftlPx3wdIegU56w9DwyEe2v8cjbcvd1izUixUWiBA9zW16LNriFy4gr4qg941c5j9if0gJSWvRhChIIOr52U8mJ94+Tl8zyiQkv+xjVgDA1hdNhxcF+z73gIGL11J7wdUybXm92OUFJM4dxn/sfcFDn5lCV3X2WxTtnf3nVd+xbH3LwbA/HwXQ5VZdPzLQnztMe7d8phCSKJwDulm9vRgvb6X7Of2sKa6lqcOrue3DS/R9EWF77hj3eMA6C9up/yH2+n6wFLOuH8jhx+u5vPP/I6265Y4LE937HmRrg/V0vXhWh7a/9zkbng5QQzExHAQm4AaIcRUIYQbRbvwh/QDhBCLgXtQi8OEOBdPqQViTBWttmNOVeKJzNsRRexrgkRCHR+PI4eGkJoklalRKtjjn7KMxzEHDaQm8NcrjkNpWSr20T9IQMtccC1DnLTN4/pIi92ZCDzthiohj0aRGkhdQIqmPvVGMk31Y0n19rPHKg+1ENLi5LgjSmFbqPGYo9SpJ2I+PYFMOw2v0PG3CudvjoK3lEgdRCRGVn0PUstU7paGcMaR7kFUGKOQmekmwOgxsHT1f0DFjpImUkCBpuYjpbqduhf8Qjp9u3QTS7dVyQWENGPcLcZoG7bi+DU3blsNINXfyDmBV1PzE9KiWAbOvLSZQaSh5iCs+ZisvVm1GFLKJHAz8AywB3hUSrlLCPFVIcQF9mF3AlnAr4UQrwkh/jBOc2njO4XSnPrM6Zj1B0Y+kJKea+rIe2QbB/99MdO+dwCzo9PhaUgnQK2/bzl56w1y9wyjb92HVlRAsiRMLM+D76W9yEgELZSD1TeQyYaUUsrWdMTSOUS/MUDgepPd/17EjA9vRp8zAxGJsferueQ+7yW0P4pr50FV1xAOgyaQg0MqeKXrJ90uiMVzkdsUmGjfDxczY1or9fWl1DwYw+jsh54+VdNwqFnVBESjmNPK1GfRGDLgw2xoxCgpZmDFFIbzdVwRSc6eAcS+RkQggDB0kmmIxQwGKCHQfL4MQl3h8TD4nkVk7++H/U1Y0RiNX19B4ZJ2gh8XWAEv2tFOzPYOtef3+4hU59F8rUXl/Rre3S2YPb3IWEyR5EQiiOxszM5Op4+eD9YRfmhjJkTbBovpc2aQ++MOej4QwvJ7sV7fq/b2xflIXaf5PbloptKtSB5qRi8owOzspPfqOvL/qmji+q+sJfzXgwiXCxmNcuxdM8h9eIviwBwH1q5lZyMjEZq+uAJ3P2z/zA9ZXbqI3qvrCD24TsVsdB29qJDOd1aSv66TrpUF5L98FKIxkq1tHHx4ETVfUtuco2uK2fndWyec5gxml8kViz86kUN57uV/OzVrMf437E3FQUyikOu4r76JehKTtjEo3VKEKn8XxOVkLK0vze9XgKu/81wpglsFdR5LDe3v1feEcRLj2GRwEMGsMrly0cQWiGdffWsWiFNjizHKBTSmVjp6nBnl3mcuQZ8zw8Eg6OGwk9dPRbOdnL99Q9ffvwzzrCXoBQUMXFGrJOvtyDiAXLUQo7xMZUF0nUNfq2Pw0pVORFoP5Ti4jNsO7ODgf9ZhvX0xelEhfVfV0v/+WsSyeWoMJcUj/ady5ancuo0DOPT1OozKCvT8PN63u5POm+rs8zAYuLwWsXguQleXRSaSqhKyqPB4Vmv7/B5tWcf7dncqzMX0qfRdVUvX9XWZ85mqb9B01c68Wc6Y0HSsty3mfbs7afxWHUZ1FVp2NncdWsvgpYplevi9K5SIEGpr03VdnVLc9nqpv3sF3dfWOfMfP2+5M470a/doyzpn7CmcQirb0vylVRz9zCoGLq+lz45ByHgczeclccZC7m9+hUNfr6PzJnVeqS3GI4fX0vHRVSAEtdsTDFxRS+utqzDPXMJvW9ZjlJWO3E/pZt9bybOXYpQUc+eh9Txgs1qn626kxtj5kTpuO7CDo59WrNatn1pF5EIVr3jbjijHbqij8yN1PHJ4FM/pROwU54P4v+dBTMBSLuqbYum4fPtNq+fnHbeVmbC9GZ6BpqMX5Km4hR2MNCorMI+0nlwFLJ2+b7xxjTNGo7iIZHuHs4VJlb3rpcUkG5sclz397W9MrVSfTdKi716heDY1HT0nqOo77JoQQF2HYBCrpgJR30zvu+cSfnqfI7V4MsvwJEYjUlP9pM+HPWeT9iAW3DSh83123b//A3sQo208PIBdSaktmqMOOwl+AHBwBsl3LEXPy6X72jqw96NGSbGTfzcqyk/YNyjvRLMVoeWqhTYC0YOen6d0Hd67gr6rarH6BtQNZGMFjOIiJ1+e6m/o4pXHeUhvxFKVkNr/a+/M46Oqzj7+PffOlplkJvtCWAJhSULCEnaoikDV6mu1uEuttdDq6+uGC1pra622fRUFbau4a0u11dJqrbZSbdW3UqVAEWQNECCQEJJMEkK22e55/zgzdyYxgdCqifV+P598PhlyueecO/c+95zzPM/vSUlRM6xon+joJNLgR0YMGq6cQaS2DoRGxZOTzJoisXiPmLdE93ppvWAaNTf30LeE/IvEvINYjELNzTMx2to5etE0tJwsVS0sYij9h4OHEHYHFSumqDofw4aoa5GWRnj/wXi8Ra8XXv/I9+x6bV201ogTpKH2E6aVoqen0TZ/arwM35bdGG3teF9Yp/YhpDRnnZrHQ+TU8o/MVoXdYc4kKp+foHIy3G6MUyZGo2+dZl0MtGh+j/bR6NE+fX8fn5vzE2GAGoieuyVcToSu0z5EqT1pSS51bC/HgwoS0pxOjhQ6MEbkE0iPaisKoaTqk5PVWy0pXheyty9apCSjedwIh4PWoUkYI/LVejjFQygZ6idqdGRr8fMITQmltrUjvMnqc0oKQtfxl+loSa6uST6afsyx9ISW7EGkJCPcSTSPdBIpzFfRkjGvTyRCSyFgSITDTto6u6nXEOufcCeheVMQPi+HpwicjTLet+jDk6j5mRjYJrwpRArzaS0Mg2HgLxPIJNUPzJoiBlqyh+TdNpCSwIgs1Xayx/ybsNnjD2qXiy5UX6LX8yNjd9iRoTCaN4WWEUnIvGzqyzU0T5KKdjRkvO9RTUphtyF8KQi3m8OTXVGlrvh3oXmUN2LU219n1+xnEQ47mjeFppEu1abTiX+sugaay6mWhLr6Pk8ICURk3376iQFpIHoToMWQIDSSXldrxEhLa1Qn0YjftN3eREamDyklmc+sI5DhYvATcU0A4+hRU6w2snufuhmHDSY0R5V06z5DaZ49ApnmVUKoq9YTyHCR/rpG3ck5DFu+icIVe8l98L14P4yICoY6epRw1UH12asiPgse+JCjZ5SiJ+R0hOZNpPHyqfHcADBj/xP7k/iA1p07hpYvDEd43GT9ciPhZAePb35N5RK4XMhgkFEP7DGnxLkv7DDHjqEEZGV7B02nFCBT3Iz5yQGyX9pJw4XjVMGdk8bB5BLqFk0x8w7GrAmbvxvpKYRSnRQt2Q5SUvD7VnZcnUbEY1euyqiLuvaiIoY8pRSt9bf+qSq51ypXvEzxoA8ZhHHSOMKz49N64XSijS+m/tJxaAVD6DxzUtexzy9i1ZY3QEraJuSTuvAANfcICp/zc/iiEmouU9XAKh5Scvmmu7u9nfC+KggEyH9wPQ0XjqP+0nFmrdHai0tA0xm5qIIzS07hj9veofmkArLfb6Tu3DE8u/lVBq9Wbtu200qZvc5P+l/dHL5s3DHv6+4I+jZ7+NzPILqLvBpTx8YTbhKmflVXl9I5bzyUjlJT1SGD0L1ebAVD0fPz1AOenNzFSJQ+vZ3915UhikaqtjLTMdrazE21/deVwfgx6FkZSmPxsmy0sERPTVVuu8xMUwfyxaX3k/xEI1XXliFKR2PYBAfvHkX2+40qPyTJpaTbQkGVM5IwddaSktDT0jj8vxI5uQQtI41xt22i5pyhalngdCLCkqx3D8d36TW1XrcNylUiqzab2t1PWMM/eceD3HPfExxclkRoegmhFJ2LF9+E0a6Uo2Q4DCkepcnYqZZWzfPVQ6h7vWguF5VLSln2o4exrWjB8KnZ2fk3vknz7BEYuobhtJH7ToOpAL7x++VqkzIpiVFP7yHg0xGDcjDa2wmmOSleWkPIY4tL60vJbTc+D5pSetJSUtRPqk/NKB4JUTV/kGrLEZ2BaaoIkNQFp129hspLszHsXfd6nrzjQeYuuQ6jo4MXH32QjuX5uH6XSiAvhR/e8rSSiQsFKb5nv2msAbPmSsWdJTBhDF9Z/FcuvX419V9Um5nLbnks7lFyuZh1/ZWseegx9p6Xwct3LuXMu26mY7Ay9EOXVPDad0/lwP2jueSaP5/4zT/ANykHhIHovlFq23MIGQ6pcGcjvqmWsy6AZ8shKpcogZZIple9oZqaMer9KognMSwZWP3cDAa/3c5Drz1F0v5mDs9RhsQ40oKw2Ug+KNGrG+gcPxQjGGLYH9tx7q03Q3uNlhbzwTrt8SXs+tUYctcG8Py0Dk9lM+5dDQh/M5WXD+FoWTbbfxgVd9UEGIapE6FlpEMkQuTPmdgONHBkch7rfzaR3P9rVG0EQ7gq66GhSSUhAbHKTkZjE0ZnQJXg6+bP/+pji7nm8auwv5rKvc88SvLuI3i3N3UJEtp/QV50v8FG26xRpG1qiovduJxkbja44hfXUrVqBM1lqcjBObz4s3mkbjiMq7Iex756qFOhyzISwbPTj3G0FaMzwDvPTcFb0ULlAuUd8o91KHn9yuYu/bzn0QUEywpACIJTRqtrE53KN7+YT/5fjuCqrMddUW+2Y3R0olc3sHrFLIb9qZWUbf7YDQPAZSsWk7pFtXPKE7egBwzStrbQkWlnySMLVZlGUEWMExAOB9rIAnL/LnHdX8dvH57DLx8+ncz3VNvXrrgKgPCUMRw+awS+bc0UP3o12696hNNXLCFzYwsBr3p0dq0oJnmbn5Rtfn718Gm93eK9YxmIPtBtBiFzM+IiHAlT/JZhDkJDMxl1e7MSJKlSU1Th8ahkq8RlQRT95Eb8Y5NYfPLFtIxNJ+e1ver/uFU2pR6UyHQfrn/sQthtVJ3h4ejEPHM9qSV70KIZis8vXE7rrHaODHfQ8TUPzWXpHCnPIZKXyfAVu0jZUE3xjRVqDEY0jyAax2DUNyCl5EhJGCPTh+/dfZx385scnpVmttFSnocckmO2F9sj0HxeJVzidJpiKDHe/p+lfG/hc/gnRbjj3MtpLkujflpGl1DrgpX7VV9CYdxvbaV9qNdU2jbaOgj4NH684Be0TAqQtr4OsbeaB5Y8xpGJ2bSU59E2Lg9jaDSfQ9fxT89GS0lWG4SnNOGfkErhUwdBStK3h8Bhp7msa7LWquuXYt+gwrEdf9+q+hM1wo2TwtSc6qOlPI+mKblmO1qSi+CoQdx36+NUnZFM/aysLvfLe9cto266Spq697JnCfh0amf6cNcFeXPxUiW4C2hZGV36YgQCGDv30DpIJ7jIw/JbV/DsrcvxT1Pnf++GZereeX8b2S/vpG56Om8suo+xP72ardc+wqGTfDha1X7G7Bvfo2FmNvWzsnj21uU939+9ITmRZK1+YUC6OXsr3mvLzVFaj1KqYJ3E4r1CU27Fbi6pyOxyHFsPII8eJTSjBMcHe1XyT7R4ry03h0hTswpIikTQxhUR9rrQ1mxW55WG6Rr0f3MG6Vvase+txWg+QmhGCV/8yd/4zYPzyHpxC1qqz9RcFE6nilZMdIUBTCtD+6AC4XDgP2csGe8fxthbpR7WkydwZLiL9Oc2mAFCWkqKSpwKh8y6IIlyZ7XXz8TZLMnYdAT2HKBzVhErH1/ON0fPA1BGMDNDaUPGivdGIvGKZFJiy83h8NkjyPiwDduhJmRrG4cuLmLQK1V0js5BCxo0lCWR8/g/kJEI0z8IsnayBxkOYcwaT8RtU8V7OwMYE0az+0I3Q/8cwfX2h6YCeO0NM8h/djuyoyNevDcWEVtegtYepDPfi5Co0oWx4r3FhRw6OZW8d5o4OtJL8u83mMuM2utn8Osb7ufGknk0nzuO5IXVBMI2PLc4qZ6Xjq1Dkv3kBiruL2fU4h6K9+YPwvA3UruwHMMGg1+pJrx3P4dumkne8mjxXqeTZze/ypl33UzmxhYOneRj05JHOOPsBcgNW2m5dDpfuHktBzrS2L6qiC3L+h5J6XMPkjNGL+rTM7J6092WmzNGr1Fyuo4MBGifUwqAlp563OmXkBJCQTrmltE8wsmOH4xWacfSUGv8NCXrrhUWqOPbAzh21ah+hIJdtCbcdRG0oEq+Cs4aS/NIJ+/ML8N7IETlbaXsvmoIYuyouOxZ1KWGpptvfqlryHCYnXeVkHIwgOiMt+HYWUPm73eYsw4Ao63d9O33FFnorYrgrlMehPbZxbQMtbHonCtVQeHOToTTyd6FhWYC26FLipT7MTFPwW7HXa+M6oGHktl1yxhS94SQwSCurQexV1ST98IOs911548x+yQikiPD7Wz/8RiEy8muBUkMeTPC0SE2JewqNISu46sMU/31YrDHU8FFNC5CRCSiI0DSloNmJiVS5cCIA7Wk7goh2gP41td0GXvqnjCLz/smwmHH2RShcnM+4Wdy2PktH2m7wuS9XoPQNYru3K4qridsZMdS6DvmlJG6J0TarhBEl5Kpu9V1bp9bStWVxXzty9/CczhCc1EKvr1hzjh7Aa//4TkAPDVBtl48gpbLfaTtPPFszoG+xBiQM4h+J/Zm/ReDeP6tdmP1MCaXItdv6VE2rnt17U+8T6Ae9GhN1E+6rd3LpjHyxrXxf0+4Rz/VsR+HLsFU0XvmRAKlfEl5csbIb/StrS0/smYQpgR8gudCzhxvejRiATYx70CilFr1bTMJfGmKClWOyrDZhg9j390qlFlzuYjMLv+IqEcs3FfYHWilRYz7pyB4+mRVTXrvfvTRhUoWPS+XwnUu6q6ZaVbjDs+ZRGjeJPRRI5RkW1R+TZ2wZ5m2pstVuLDm8fBU1bv43s3g4O0z0SaU0HnWFPTikdiGDVHFiXOy0dN80eraQ7HlD1Ly8aGgGsf0ccz5sI2GP4zm6EXT0TMzCM+ZROfZU7s0bQrIRF2ksTBz87q73bT8qZCWS6ebEvr37l1L7cvFdHx5Cu1fmYpWNlr1KSuLtvOmEZldzr67Z1Bz80wVXh09p5g0Flv+IMJzJnVpY9JGIy4DF/PsRL+/9vnTGLPeTudZU2g9fyojF7+P7vOijy4keNokFlbspeKJKbReMC0+duCUzR2qAjmqynZ47iRaL5iGmFzK6VtazNT4LlL6idclel/cu3cti3dvp/J59bCftDle70Jzu+k4dypZf0+l+bIZTNgILZdOJzK73AymUiHp07hi57/wMrH2II7PsWYQiYk55u89JGTpXq8pOpKYuaiPGkFkVyUAobnlOP6m3oDmWjThXELXEaWj6cz14FqzQ/nxA4HohqNB2/yp+P5RTbj6EEiD0Bcn0X5DM5HfZJGxch2a262k7jUdzeXskjEZw1YwlPC+KrPgS+pmP/JgLbKjg8C8iRzNt5H1680qxTwQQM/OwmhsVvsjHrfKlIzK0gubDf9lU3DXR/Cs24fhbyQyq4yxyz5kxzRM+XnN48Zoa1ebioYRdz+aF1nQfu5UvOurzczU+kvGk/PWIToLMtA7w9RP9JD7zAfIYJAnK99Wexx2O1pWBp0FGdjXbFFLgtLRVJ7vY+gbnehrPjS/L/+i6WSt3BiXd4t9n5EItpxsjOw0QhluDLuG/Y0NKjrR5cQoLqC+PJncvzXSOtKHZ/V09o7bAAAFlUlEQVRmc3+q8YoZnLP4Ld6d5CV0chmRW/0cqEuj6DsNHD5tMBG7IPvRtey+fwojb1r7kTDvmKHyf2M60gY5f6klsnuvqhz2xPuqD7rG7HV+XvvuqSRv89MwM5tTrnufrRePIFKxh9YLprHmocf46r7ZbFtZzKZHbjqhGcTM4Vf05VBe3/5jawbxcRBLdFIftK4ejYBxbPENXUfaNA58LVrsNqrzYEY7CkBLPF+EiKERkw84nmZFd6QOaJpqS9epvjyIf3pY7ZFoKkLUlHDXdYTL9ZFoQqUhEY8lMXSNmg6fOi6mU5HQr94K55g6DNEq2FJX+yU1/x1k1xUO2r7Qpoyow8GSA2creftEqcBoEJsytqofiX019Kg7u6dI0ei1rr46RM2i2AamHc3jZv9/JSM1gdQFjUXdguEErG9SsQtSQKqzAyOogyGVXoNQ7mZpO85LUCN6vDCvaUzfUkrJppbByKg3TWpwoCNNRWUK1a+v7pvNLwveRvYW4HcsBvgexIAyED1FQ5p6jEKYU8bY1NQscgsYhUMQDjsiQUdR2G1ULshCS1YFc9vznAhXV22AWJFeYbOjud1UfN1D9isuRHoqRmsrWlqaCtvVdRbd8xI1Zw0xi+22DnJiez6dtG0qpkK4nOaeQSx2Ij64qK7lXKUjKlxO7vzBM+w7NwNylLZl+qtJjHmsAwKBqJfGhuFvRM/JUm7XUBDNk2S+QYXNxu/uXMrQWytoPqkALdVHR7adyp+PVsFa7e1qP8Pp7NKn7gWANaeT8d/+gIbZQ0zx2Xe+t5zauTmkvuRh0Bs6wx+SSjfDMNj58yK0zHREqpeq+YNozXegJbmQoSDBTDeFz9TSkW2PC8dKySu3L1UPbihoXguRlARScmTmMPZc6CP1JQ/ePyYrF2h0ppG3JsTbtz/A7gVp2NtQY48amd9+fylVvxqBDIfQv11H/cPD8W5WrvB3vrucQS/vQ4bDFD942Dxnl3Enq8LMr3/vftbd8TA1X1JLkb985wHlBjYkwmZjx8oivnz3m9TOyeKp7y1n+6oi2kdngpRcd9cLbFtZzMQfXs3G7zxy/Js8EcnHqSj1iTAglhhCiHqgDWg43rEDmEw+2/0HawwfB8OklFl9OdDnypUzh17ep5O+vuu+fllifDLlnU4QKWWWEGJ9f1yAj4vPev/BGkO/MABe0MdiQBgIC4vPJRJTY3SgYhkIC4t+Q9K9wNBAYyAZiH+5EMgA4bPef7DG8OljLTH6xr9TKWgg8FnvP1hj+NSJeTEGMAPGQFhYfC6xZhAWFha9YhkICwuLHpGy52pyAwjLQFhY9CfWDMLCwqJXLANhYWHRM/2bZ9EXLANhYdFfSJBWoJSFhUWvWDMICwuLXrH2ICwsLHrEcnNaWFgcC2lYexAWFhY90r9ycn3BMhAWFv3FZyBZa0BpUlpYfO6QRt9++oAQ4gwhxE4hxG4hxG09/N0phHgh+ve1QoiC453TMhAWFv2ERNVw7cvP8RBC6MDDwJeAEuASIURJt8MWAk1SypHAcuDe453XMhAWFv2FlB/nDGIqsFtKWSmlDAK/Bs7pdsw5wM+jv68C5grRvcJTV6w9CAuLfuREa6kcg3zgQMLng8C03o6RUoaFEEeADI6hAm4ZCAuLfuIoTavflKsy+3i4SwixPuHz45+GepZlICws+gkp5Rkf4+mqgSEJnwdH/62nYw4KIWyAD/Af66TWHoSFxX8G64BRQojhQggHcDHwSrdjXgFilXrOB/4qj1M5y5pBWFj8BxDdU7gGWA3owNNSyq1CiB8A66WUrwBPASuFELuBRpQROSYDovSehYXFwMRaYlhYWPSKZSAsLCx6xTIQFhYWvWIZCAsLi16xDISFhUWvWAbCwsKiVywDYWFh0SuWgbCwsOiV/wdt3jjJbkxcQAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:27<00:00, 5.62it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1288.0194511413574 seconds ---\n", "\n", "[[ 1.00000000e+00 2.36841154e-04 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.36841154e-04 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 7.80261722e-07\n", " 5.56663450e-07 2.34371176e-04]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 7.80261722e-07 ..., 1.00000000e+00\n", " 1.40003815e-01 1.23189760e-02]\n", " [ 0.00000000e+00 0.00000000e+00 5.56663450e-07 ..., 1.40003815e-01\n", " 1.00000000e+00 9.21630679e-03]\n", " [ 0.00000000e+00 0.00000000e+00 2.34371176e-04 ..., 1.23189760e-02\n", " 9.21630679e-03 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:30<00:00, 5.76it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1290.599766254425 seconds ---\n", "\n", "[[ 1.00000000e+00 2.77849543e-07 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.77849543e-07 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 8.90434711e-11\n", " 6.12551841e-11 2.55721314e-06]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 8.90434711e-11 ..., 1.00000000e+00\n", " 1.44324018e-02 1.40494724e-04]\n", " [ 0.00000000e+00 0.00000000e+00 6.12551841e-11 ..., 1.44324018e-02\n", " 1.00000000e+00 1.02322278e-04]\n", " [ 0.00000000e+00 0.00000000e+00 2.55721314e-06 ..., 1.40494724e-04\n", " 1.02322278e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:28<00:00, 5.59it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1288.7672691345215 seconds ---\n", "\n", "[[ 1.00000000e+00 2.82339349e-10 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.82339349e-10 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.01408380e-15\n", " 6.18232770e-15 2.58022021e-08]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.01408380e-15 ..., 1.00000000e+00\n", " 1.44579081e-03 1.42245669e-06]\n", " [ 0.00000000e+00 0.00000000e+00 6.18232770e-15 ..., 1.44579081e-03\n", " 1.00000000e+00 1.03400273e-06]\n", " [ 0.00000000e+00 0.00000000e+00 2.58022021e-08 ..., 1.42245669e-06\n", " 1.03400273e-06 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:28<00:00, 5.57it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.0812158584595 seconds ---\n", "\n", "[[ 1.00000000e+00 2.82792336e-13 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.82792336e-13 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.02503260e-19\n", " 6.18801506e-19 2.58253838e-10]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.02503260e-19 ..., 1.00000000e+00\n", " 1.44602550e-04 1.42420666e-08]\n", " [ 0.00000000e+00 0.00000000e+00 6.18801506e-19 ..., 1.44602550e-04\n", " 1.00000000e+00 1.03508697e-08]\n", " [ 0.00000000e+00 0.00000000e+00 2.58253838e-10 ..., 1.42420666e-08\n", " 1.03508697e-08 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'branching', 'h': 3.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:32<00:00, 5.77it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1292.348849773407 seconds ---\n", "\n", "[[ 1.00000000e+00 2.82837674e-16 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.82837674e-16 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.02612721e-23\n", " 6.18858386e-23 2.58277037e-12]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.02612721e-23 ..., 1.00000000e+00\n", " 1.44604876e-05 1.42438164e-10]\n", " [ 0.00000000e+00 0.00000000e+00 6.18858386e-23 ..., 1.44604876e-05\n", " 1.00000000e+00 1.03519545e-10]\n", " [ 0.00000000e+00 0.00000000e+00 2.58277037e-12 ..., 1.42438164e-10\n", " 1.03519545e-10 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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yNJNESoctABQrRpLj8AV+Tamf95CPvrzpYM1mr0cgCKGh0d92gqRGx8y7I3/rAbwOpcLwfiLqAQCRvwnmE8tM/DyTkPiPrNVBEFFbImqvvgbwDQBboZT7mh45bTqAvyU7yEzDr0JiYY1xsVqJN2R7LEY3AO9HynitBfB3Zn4DwCMA/pOIKgBcEnnf7DASErHmsnQTm/jFqc+Am1jFZjQbWNFDiGxekbAOgpmrAMRFCDHzIUQKhDZ3YnUSseYyr/GyjmVgYq1nffsJLy0UIvhbQ5IF+HW5IfEeRhbrICTiSCFhjPSdaB6elBITtDoHPwqJZHNbJENg2CB/+U54RGMjCW1ekfUC4rhNLUwntTIrnh7vqI5krM4hFULi5BXjsOO3Jai/1fmXvfsTyhe0et4E1Cwbjq9vPum4jfLnxWIfwhNH695rXaRF24iFxjbV5aj8XYnuWLDQ/v969NoSw/1GdT3VnCI02r1M3ooC0t9LjKwI966fXYquvzf/NQoOKULDtnLT405qZVJOCwTzeiJcVe10mFHcdqYKdukCatMK4V2JKf5CBfkIV9dkXG1OCoXA4TAAINC2LRq/+srR9U6uUfuinBbgs2dMz3MS7t16QE/u9/hM+xMBbLvilzLcO1GshAMAS+EAOKuVyWfPJCUcAPdnEg0HDiQsHAAgXF0DIPNqc6rCAYBj4eD0GrUvK+GQCH43c2aFgHATqxyWbuSQVHEtx+XiUQjlJZ/mv+Z+/TgK1ra2zXPpZOx2IdJWuS0bV+ch2K1r3P7DK5oKBx2/arzpMTsGrs9BwdrWODlVWT7uXBp/32ruyepX9HEeaq5KwH45a4TflxhSQMTQs5fyi2iUx9KNHJJaks1xSTktUDj9U4Rrk0/zn/9L/Sxs+/3DbPNc3jTj78Lt24VIW+W2DP60A9A5Pq2INo9ku2Ufmx6zY+vPR6Du2x1R9w3li9h32qa4c9TckwX/pY/zUHNVAsA53z8q3Ceg5IOQAiLDaDe5CgAs81i6RbI5Lt3MbRlLy3+ss81z+exnX3OtP6vclryhDA1l213rK5acL04jXLcbXdY4/zqouSoBoOHgIcfXs+AmAhFNJqLtRFRJRIZ5WIjoe0S0jYjKiOgluzalgNCgzU7UetLOtPTZ/YrPEtZJJKsLsePpQmWafvT78dr+iqfGO87ibEW/OR56ma5V6mqeu8T5GNRU+QnBADeS0GYHEQUBPA3gUgBDAEwjoiEx5xQCmAvgfGYeCuAndu1KAaFBNb154a/gRz8JQHkWr/36t3H7U5Ecd9WejfHPgPztiqxSs2y4/UkGuLjEGAegkpmrmPkMgJehJG/SMgPA08x8ROmbbbXDUkAY4FU+Bz8KCbW6d6xyLlV9eVHd2w0Sqe4NuGrF6AVAa8qqi+zTUgSgiIg+IKI1RDTZrlEpIHyGH4UEEK+cSwfZ7ortMBajs5qBLbKJOVDoCQEoBHAhgGkAXiCic60ukALCh/hVSOz/cXq/sFnvis0AmMQ24CAzj9FsC2Ja2w1AG0PfO7JPSx2A5cx8lpl3AiiHIjBMkQLCp/hRSHR7Msu/sB7g4hJjHYBCIupLRC0AXA0leZOWv0KZPYCIOkNZclRZNSoFhI/xo5CQuIxLdk5mDgOYDWAVgM8AvMrMZUT0IBFdHjltFYBDRLQNwLsA/juSv8WUrBQQdtWinTC/2tskL1JIKLjpxeofxEycImZOAGDmlcxcxMz9mXleZN99zLw88pqZ+U5mHsLMw5n5Zbs2s1JA9PuZe1/qOwsmeP4F1QoJr8fiFW57sfqCDIjmTDbtfbPAD2ns/ZpSX5IkPrfiZuUMwm388KutCgc/jEXiJiS4eYMUEAL44VdbHUNzFxJZd+9uBmOkACkgMpDmLCT8IKxdRQoI76ifnbhjT3CIeD6BZKCcFgj1K3B8XTqERKiPde2KUEG+a30FO3V0rS2nUChxVVwy17oZrJUqslpAdP39h/hymnHeQZUT3zZOZGKUhapgbWucvjSx/IkqJ69oymlZsXhUUhmqVCGx4/ESBAf0TXhM4YmjccnWYzhxZdOzuHKbfZaqcHUNGi4cJdTHY9VrTI+dnjLWMjPVtM/3GO6fu6PJ/bv8D/pEP8/ssq8ipkbvfmvzftxR+Vl0/xPV8Q5hLf/VHQAwZ4c+5qJ8flOuzfuqPrXtMw45g/CW/RcwDs0wt6EfKQwi2LmTUFvvLR+JU7cdwY7HErfJ77kggGCXLgCAwfcmX7Z0wNJbUDntOZQ/eI7wNVohBQAHbjuBZ9+5BF9cdyy6b+FvL4+9zJCqG8T6vOLft5oeq7s2bHoMAB559TuG+2///S1Nb2J+ZP/rwf+2HdPnszoAAP5208WYN+f66P6pS++KO7dsQwEAYPYfb9btH/zwrujr2x6bZdtnHOKu1p6Q9QKi0/oAjl5knq05dEJ8mth79Ve4Mm8T5l+xOOHxtK8KgNq0AgBXMkEVPbsfA/55PSovXCR8Tf2ooO79eV33osf7hK+OtYru6/iimN/BqH41QucNnmOefCb3HOvckH3uMx5L1/VN/1cKNeqOdXnVPlfF+PMqlWs/3IQ2f2kKX+//8hdx57Y8oHxVumzSC7Pw3n1NfT7r3FeDWGzziqzIai3CZWVHsGJofNqyRKl4anxKciIkg/STcM4N23fhfwf2ETpX5DPkJKt1yz69ucc9twv1vevmOTKrdSpZMTTXVaVe4W0f+86S4JV1Q9dnJMGLV8/GaUFiUeEAwNUfGAXB5YVcYqQHt39dJ/Us1qWp8wNeCAndc43MSNM1k4m91/VTxL/woiyq0Ss8Lys74l7jUkmZ3WgrRPkFr2YSsWbPUI/uKe9zUs9iXZ6K8G5ji0cyXJ+vT6jr6kyiUXDzCCkgshQvhIRagCf6XqPASyUZm6fCWcIYT5ACIotpzh6XmYLfrRhSQLhI7S/8l0PRqZDgUutqWnbQSPeK2zol2bF7gtRBNB/yHvLnVNeJkKAP46tKOYE3lCV1fTIkO3ZJPFJApIiFNfauvulELjf8iVxiNFNuzDcvJecVXguJdNTWyDikktJ7KufHB2wF302sruWBWyag4n+sA8DSzckrxmHXg2LxIUZCQq3SHZ442ugSS/bfJq53MautcXBmYrEt2qrmh3/ovA2z3KVG5lk1kM1VPQfD92bOZuNqLdEj3bJTgyNX67w87n3HHULtVt11l3S1zjZi3X7VX2o/4PVyY0ntB5717SukFaP5smZEju599yf8ZeXwSkgcv2o8fpB3ftr7VQl26+pZ33FkuoAgoheJqJ6Itmr2dSSit4ioIvI3N7KfiOhJIqokos1EJJZNJIXULBuOuv8zt80fXlEk7BK87yeluKzsCGpfG5bweKrnTXA1E1N44mjs/etgdPnQssSiDu1MRhUS9bNL0bjaOoOUEZeWxYdGGxE4rylmpd0yfRTswPU5sacLcWZS04y7eIP+mFU2rIb9Sh6OWRXxSYEAIFA8JG6fWr07EV2HGaIWDL9bMRYBiK0CfDeA1cxcCGB15D0AXAql1l8hgJkAnnVnmIlz+qsW6P0dc9v8oV25wi7B/3Pbc3juz99E3nftcw2YESg6HnVJrrk/+SXH5P/5J47XdMDOJ8SDxmJnMiN/fSs2/PwZ1BxsijGoeklMP/H8silC5/VdWG167P+tHWl5beWfjI+3/3lTPo2P6vUZtbq+Yi+45t9+LQDly1//t6bnF3wiPhhrYFdFqHS4Rp/XYu9dTf9DbRvCZLoVg5n/DSA2H9hUAGrWlMUArtDs/2Okgs8aAOcSUQ+3BpsI/fPqse8O8y9i176HEGjTRqitH753A7pfXGebxs6KHwxcG+0v/5fJLzmW/+IStM07hr2XnRG+JtZa0fnKWgx87zps/9ofo/v6XSO29Pjhd1cJnbf9bvNZ3B8mLbS8dsD3Nxju/+qXTdXtCzroK8jtv85+GXFohpKoJv+qLeg6tSno7szc+Gu37VFmmacW6K1fPR5v+h9q2xDG50sMISsGERUAWMHMwyLvv2DmcyOvCcARZj6XiFYAeISZ348cWw3gZ8y83qDNmVBmGWiFNqMvILFfIolzuHSEsJdhJls30jn2yvklGHBnfJ5NJ1aMVr3zOG/WnWL9/fzOzLRisCJhHMs4Zl6gljLPQctkhyGxwIkLstfWjWRIp2AzEg6OyRIdhBH71aVD5K+afXU3AK12qHdkX8ZgtXyoWOyuztWNLNlXbjvgiuJMq3NQhYRdpmwnjlVmmalVrLJjP1a9BoG2beP2X76taVlx6Eb9M9BmqbZj7o7NeGbX+1FF6l2V8TqriicVR6mLt+jzZ6rZroEE3et9vsRIVEAsBzA98no6gL9p9l8XsWaUADjKzHuTHGNaCbdSFEJGSrrC6QmkNbdg5+1FuPQ3/zTVptsR6pOH14d0EU4wa0WszmHKf1yJlf9+3fKaHg/tEG5/6SBrz9VzHzJPfju3ZCoCHeOTtCwf0pSNvNNC/TP43YDBwmObd/10zB52KSqvUfp4fEC8vqTwx4rl5Z3hekFV+Wa/6OuZI8UygevwuYCw1UEQ0VIAFwLoDGA/gPsB/BXAqwDyAewC8D1mPhzRR/weitXjBIAbjPQPsfjNk9Krdbgf1/+r9mxEXfh4WmJL1KWN7hkQRdPY+ZmaZcORf9UWZzqIXnnc5xYxHUT5fd7oIGzzvTPzNJNDcd/oiD4igeIA/iDQvj0ajx1DXfh42vs++v0S1IX9FQEKAHXh4+gdahe3n0YPBX/ibmi3F8/dLc6eSaLClo+RsRg+o/qV80yDmrzEj7MbP+J4BnGz4Azi/gy1YkjcRRUO2kSsfiCTrRu+hQFqFNu8QgoIn+LHRKzpFBLHrzKumZp1+FxJKQWExBHpEhKx8Rp+JrZuhiiE7PWDyEpcLYjikIqn/PuLSaP1Zj+53NATWzfDES7OIIhoMhFtjwRL3m1x3neIiInIVqchBYSGFUNzo1F7VhGgbqGNDk2kzqebUaGxhCeOjkaIGlkr3BYSVlGh2kjQVHBm0hiE+uSh/AXnTmvq5wUAgrkOC+q46ElJREEAT0MJmBwCYBoRxYWlElF7ALcDEPrAZb2A2PvXwTi6coDp8colIxHs1DH6Pv+qLQBgGAFaP6sUYzc2oOo3iXsulj8/Ntpf9yc+xIqhuQlHh4ara9Bw4ShULB6F9u91Fr4uNk3cpWVfoOaBUlyy9Vh0X2j1JzhQah0R6URIBEaYOy7N3bEZ/xhqHq7euNk4CEqb/i129hfqZZ9S8NrPlWjQFqvWI7yrFkUz1intnh9vrdn9F+UH49AM/f9e/bwAQMORBGag7s0gxgGoZOYqZj4D4GUowZOxPATgUQCnRBptVmZOt011fjT9eTEmXZ8Rxyavnk3JprNxiXrSiRMzZ+seedzvejEz57ZHrM2cRPRdAJOZ+abI+x8AGM/MszXnjAJwDzN/h4j+CeCndo6MWT+D0JKK4r0qdXP9YZb04kupnUlUPj7es3EA8Vm8fI/4DKIzEa3XbDOddENEAQDzAdzl5LrsdP/ygN4P+8ssGSrIj6uVmUpUITFJM7Pf/+PStJhrQz26p60OqKs4M2EetJmZ2AVKtgcwDMA/lYgIdAewnIgut5pFNKsZBMjlzDxut+cGkTFphUPKy+ERoXJ+iV4nQZQ2Xw6dcPDj/8QCF82c6wAUElFfImoB4GoowZMAAGY+ysydmbmAmQsArAFgKRyA5iYg3Na3+EB/E4fBmFJeDo85mh8hKiS8ejZ+/J9Y4ZKSkpnDAGYDWAXgMwCvMnMZET1IRAmEmSo0KwHhtu3ej74AXoxJ1yeRp34SsaUG/I6bjlLMvJKZi5i5PzPPi+y7j5mXG5x7oUikdbMSEKlUUvoFdUyimbrd7HP/j0ujv+DpFBLBLl2ir7NYSekJzUpANCe8UNrF6hzSJSQaDhxIeR+pIFvS3kskCSPdsm2QMwhv0RZXMaREvOJ04+q8pC0C2jyObsRfPFa9BhV/HIVQ924JtxE4bxD6r2ulG5tdDsnotRYekip2QsKuIO78auOUel/ffDL6uuYBvR/KnB1bYk+PQy2uM3B9Dq7bXhvd/0R1vPVFzUeq9TYFlEJIKr/euda2z1j8PoNoVp6UEm8T0vi+vwbxAAAQiUlEQVTR89RtnHhStumWx4VXi3lSbn5SJoyRpAEvs1V5vtzwo4+EXGJI/Ey6E7N4KiQis2XfJKORSsrmTWwx3MCw1IYtO2VJ7QeeJGbxeibhq2Q0cgbRfAlMbFJ81c0tRePWBGo3ppAf5J3vWd9eCwm/IHNSSgD4L5jLD0ghIZcYnlP5p5GW2aHKnxuHYDf7StAAUPXoBJx+s0Bn2nJK+fNjhfsT4fSUsdjx55E4vKJI+JqDM/XjH7g+B+XPjBMyDcYyd4eY0tPMlJmMkGj82sjo69iEMcHCfrGnxzH4E+NgZm27KidXKWUI3ShzGEV0eSHNnP4xc+7962D0uOIzHF05AOdMqUxpX/WzSvHNGe/hlTcvQL85zsvnBTt1RMOhwykYmVIr89yHanDsawdNz7m07AvLTFBOsDKBBkYMBphNM0slC5eOQM6uAziwoC1yv1nh6NrdfxmKXt9WguFC3bvhjb1Pi5s5u+TxoG+LmTk3LPDGzCkFhAGy9F4TsvSeGImU3mvbJY8HXSkmID59wael9yQSSQrxueyTAsIAr37F/TZ7ANI7JrUv3UwqA2YPgD55rRPI5/eX9UpKibukw8mo2Vg3WJo5JQnglwS4RqTLyUgVEpXzS9LSn2f43IohBYQRXvnsR/r1lc8EUfqeR0xf/V++BTuufi49fSdLgs9I+kFkGGcmjTFd97pdHi8ufDyB9ei0z/dg14PJ2+Yr/6S3/T9WvUYJIWc2HZeTildmIdvRtiKmTG1fA+5cE51JBNq3j7tm4Pqm7FFfXqOfaWjDt+34+uaTmLNjC0J9+wAAfln1Sdw5qu9L8Qb9fjUMHMx4atcHwn1G8fkMIivNnEemT0DuYud+BYBiE6cPN0XfV/9qAgruTawtO4LdugKdc9FQtt3yvKpHJqDf3akZgxmBtm0R6JiLcG1devo7b5Cpn0OgfXv8Y/t7qVOYRn79Q33yHJcKoJwW4LNnlNehEN46+7K4mbNTHg/75h1C/axdcpf0g5BIrPCjn0gsjvwgOuXxsCmCAuJP3ggIucTIQJqFht+AbLNuEKQOQpIC/P4rmkqyTkg0stDmFVJASDKOrBESGRCslfUCgsYMQ3DgANPjgRGDhU1UA9fn4Ow3xgDjhic+nrHDQSHFgdVJBKYZc3dsxr47Sg0jEM0I5fXWvT8zaQxa/qs7whc3Ja29fNshobbsEs6qaBPMxmI3dq21QiVWSJQvGKs7vqTW3qLQ+HWl30d3fqxLVPvoznhfj55rFCvKCzXv6/ZXLmka+z1VzoWW3x2lpJIySQLDBvkuEUwmKPPcIvZeQ716IrxbLCO3KItq3sf1mmC1y8qOYMXQXMNznSgp23XM4/Mu+YnQGD5a9lN/KimJ6EUiqieirZp9DxDRbiLaGNmmaI7NJaJKItpORJNSNXC/4DfhACi/rvt/nH5vzNhqXtqKV6kidibhtnAAoBMOAEyFQyJkg5JyEYDJBvt/x8zFkW0lABDREChVhYdGrnmGiIJuDTYRdi4doZsGxlLx5HgEWrUSauvMW31wzvudUHtv4l++yt+VINC2LQB34hrK/zAG5QvHNDnsRLCqrB2b9KR4g5IQpdtHHaL7Dt0o5nylTdQSW81LW/Eqtm6FWRtGxDpBqajLCiOdRNUj9uP/2uZTAIB9t5di3+1N4zNy71aXHcff0CeiOXXZuOjr+lsdfi4YTc5hdptHCC0xiKgAwApmHhZ5/wCA48z825jz5gIAMz8ceb8KwAPMbOnlk8lLjEwg1vnLikxenqRz7JXzS6IVzQFE81Y4WmLk5nHxRbcL9ffB6//tzyWGBbOJaHNkCaLOuXoB0Pq41kX2+QK3Kz+XbDqLHS/568tUsuksQr166vaJCgcgMROq7rlGFL7pqrKtvddUWTe0ylsAOHL9BL1wABL6lc9mP4hnAfQHUAxgL4DHnTZARDOJaD0RrT+L0wkOwxluV35eMyIH/a/RfCAdlPFLFWtG5KRkHW7XZ5TIFyVdVbZj7zUVQiL0jj42I3eRS27vossLD5cYCQkIZt7PzA3M3AjgBQDqQmw3AG0xiN6RfUZtLGDmMcw8JgctExmGEMEh1qbEYFF/4bYK1rZGqLfFhGiNfQJXbTJVN8ycz+x6H4dunGAYzCRKqE8eeq5pr3sWd1R+JnZtzGzFDKuEuHYJZs0Cr7SmTK3OQVRIBDt3AqDU4ny5tklnszDGlAkAp98sAKAEsWnR6rcWGVxnh99nEInqIHow897I6zsAjGfmq4loKICXoAiMngBWAyhk5gar9qUOQpIKVJ1EeOJohFbHR2imAic6iPbn9uaR/yGmg3jv/83xZ05KIloK4EIAnYmoDsD9AC4komIoethqADcDADOXEdGrALYBCAOYZSccJJJUoc4kJolNcjzBy9mBCLYCgpmnGexeaHH+PADzkhmUROIG4YmjMamnjy0zDMDDOAsRst7VWtJ8UZcVfo7d8LurtRQQkvTiUTo/3woJF60YRDQ54sFcSUR3Gxy/k4i2RdwTVhNRH7s2pYCQpBcPTXZ+FBJuWTEiHstPA7gUwBAA0yKezVo2ABjDzOcBeA3Ab+zalQKimRPqV5D2PlVXdTsTdCqY1LMY5c+PtT8xHbgb7j0OQCUzVzHzGQAvA5iq6475XWY+EXm7BoobgiVSQDRzwlXVae8z71eKz0HDtvK09w0ARTev88VMQvGkZKENihVxvWabGdOcUy/mGwH8w26MWS8g9swpxegN5lqe2ntKhYO1Tn1rHIZ9EkD47fyEx3P02qZgLTcIDBuE8mfHIfeDjsLXVD2qD2SaVVGO01PGYs/rsTNSe679XCypbahPnukxsyrbdqj5HICmwCsV1QnKDMvlhoFH7IHlAwFAF9TlCo2CG3BQdSyMbAsS7ZKIvg9gDIDHbM9tLvkgjr/RD+0mV7nW3sVbvsI7w937orvBDdt34X8H2uqdJBqcmEBFPkNOHKU6dOjNY8fMEur7nXd/btkuEU2AEhg5KfJeFzipOe8SAE8B+Doz19v1m/UzCBVR4UBjhgGAYRYqrWu0G8Ih2QxVFArh8m2HolmdkhEONcv0Y5i7Y7Ntpqczk8Qd+4yyQmmxykz19c0nDa0f2sxPsb/s2gxRVqgziSW1HyA4uBAA8KOKyrjzKpeMRLvJVbixfKduv5ppCgB+vXOtUJ9RmBU/CJHNnnUAComoLxG1gJJ2Ybn2BCIaCeB5AJeLCAegGQkIUQInlBoHDdvjPyRuc7oxhNbb9gJrEyv8yuEw+reox8nuYkskK1q10Edf5oW+RGij9TNo8/l+4fbHt7cW0Dm7DpgeG9/WeBwtydxJt7uDLCT1DV+ha7AtUK+k2RuYY/7d6RQ8rnu/88umpcyAHOdOw25ZMZg5DGA2gFUAPgPwasSz+UEiujxy2mMA2gFYFkn0tNykOc34mskSQ5RdD05An/s+Qs0Dpch/oOlX6NBNE9DpD+4Wrzk5dRzqvkHosiaAc5ektzCOHYHzBqHymlzLgj3lL4xF0Yx1rvR35O+FyP1mheGxUN8+ALPjojaiBAcXAvWHsHLLO449LmvvKUXePOVzEszNxarDL4gvMdr34nEjbxXqZ/V798rCORKJ1yTrlu1IB9GuF48vFhMQb3/gjYDI+iVGqCAfgWHmNSStMl7HcnTlAASHFCFUkLgVQxtSvXOpWEZoK56o/hA7H56gZOcWJDZ3ZKB4CHL+2QM8oWk8d1WWCbXF54t9max0Ana6DqNamYBeBxGbJs4oZDuOiLXiRxWV0fGZWTdUy9Uzu/Ttlj/blHJOJJN2HD7PByFnEBKJAYnOJBzPIM77kVi7H/1CziAkEr+QLrdsB45SniAFhERiQsqFBANoYLHNI6SASJKDN4ulh08niaQ+y1Ri7zU2wWyyGAkJt54vQWz2IGcQKaR63gRUP2T+Ja6bWwoExIzmhetaovz5sTh0U1N7nZ93Zp7cM6c0WnovmfoaKi3/1R2VT5Sg9p6mtmILvcRy4kp9PY6aZcPR+l/ddErTiifFanbs/stQofNi63ZoObmqr+W11fOM/38917SP3quqsFQTzKo5JK1Q3acrl4zU5ZaMdaXXConLyo7onu++O5qee/kLCQSBSSWlPelQUrqdVciPJfesSsJJjHHigi/yGXKipDynbU8uGTRDqO83P31QKilTAY0cikM3TTD9xwaKhwgnMQm+2xPHv1eC05eOTVg40OihoJwWAIDqV5JPkz9nxxbU3F+Kk1eMExYOsW7Nh384AeG383H8e02mwou3fCXU1qEZYkusS7YeMz0WW+krluINxvu1hXRjK17FZp82Yt/tpVH3aW3W7VhTJqAIX6PlhjZ0/MeVDj8TDCfBWp7QbGYQqaLiqfEovC2+GrSXNKeZROy9Hrl+gnt1KyLEFu+1mkk4mkG06ckTim4SGsOqTQ/JGUQm4jfhACRXXNaoLqWf0d5r5fwS14UDEK/TcdW64XMdhBQQEh1xJeUyiHSO3RUhwQw0NoptHiEFRAyqxtzI8uGG1UGLkVXECRQKoeLJ8XGu04mw9y79vbX8V3edZcSI2BBxK8wsESpW1pCKxaOiehstWsuDtsp27DE7eq5pj9NvFkTvV+s+raJaK7Q6h1ghkZBOSeog7MlkHURzJHZN3tzR6iQc6SBa9+DSvjcI9fHGZw9LHYRfcPLLmA39WlGzbDh2/Fn/a5wq4VCzbHj8M3CSJj8TU+pLHURmEerRHflXGSdwqX1tmKt9HX+jny53olm/VtxX9SkO/Ch5b876v+kjXhfWvI9gp47Iv2oL+l9rbGcM5oorQ+2yLYW6d0P+VVvinwEzntr1QdS5TMs9VU1fyvpbS3VfJCfejr/euRav1n0UvR+jqEzVCSrWlKkuKxISEmplLXcySqUEXywxiOgAgK8AHPR6LEnQGZk9fkDegxv0YeYuIiee06o7l+ZPF2r0jYrf+LN4bzpg5i5EtN6LB+AWmT5+QN6DJ/jgB9oKXwgIiaRZwgAaPDRRCCAFhETiGQywFBCiJFwIxCdk+vgBeQ/pRy4xxEimUpAfyPTxA/Ie0o5qxfAxvhEQEkmzRM4gJBKJKVJASCQSQ5iBBufVuNKJFBASiZfIGYREIjFFCgiJRGKMt3EWIkgBIZF4BQMsHaUkEokpcgYhkUhMkToIiURiiDRzSiQSK9jDhLQiSAEhkXiGt+nkRJACQiLxigwI1pI5KSUSL+FGsU0AIppMRNuJqJKI7jY43pKIXokc/5iICuzalAJCIvEIBsCNLLTZQURBAE8DuBTAEADTiGhIzGk3AjjCzAMA/A7Ao3btSgEhkXgFs5sziHEAKpm5ipnPAHgZwNSYc6YCWBx5/RqAiUTWtQKkDkIi8RB2z8zZC0Ct5n0dgPFm5zBzmIiOAugEiyzgUkBIJB5xDEdWvc2vdRY8vRURrde8X5CO7FlSQEgkHsHMk11sbjeAPM373pF9RufUEVEIwDkADlk1KnUQEkl2sA5AIRH1JaIWAK4GsDzmnOUA1Eo93wXwDttUzpIzCIkkC4joFGYDWAUgCOBFZi4jogcBrGfm5QAWAlhCRJUADkMRIpb4ovSeRCLxJ3KJIZFITJECQiKRmCIFhEQiMUUKCIlEYooUEBKJxBQpICQSiSlSQEgkElOkgJBIJKb8fwBNrJDCBQVJAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:24<00:00, 4.82it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1524.9247601032257 seconds ---\n", "\n", "[[ 1. 0.4735646 0.01402078 ..., 0.00549328 0.00562955\n", " 0.00739254]\n", " [ 0.4735646 1. 0.01117519 ..., 0.00437839 0.004487\n", " 0.00589219]\n", " [ 0.01402078 0.01117519 1. ..., 0.09227018 0.09455994\n", " 0.10291537]\n", " ..., \n", " [ 0.00549328 0.00437839 0.09227018 ..., 1. 0.99983292\n", " 0.99815596]\n", " [ 0.00562955 0.004487 0.09455994 ..., 0.99983292 1. 0.9977135 ]\n", " [ 0.00739254 0.00589219 0.10291537 ..., 0.99815596 0.9977135 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:18<00:00, 4.89it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1518.128734111786 seconds ---\n", "\n", "[[ 1. 0.47303026 0.01400274 ..., 0.00545806 0.00559361\n", " 0.0073607 ]\n", " [ 0.47303026 1. 0.01115919 ..., 0.00434969 0.00445771\n", " 0.00586596]\n", " [ 0.01400274 0.01115919 1. ..., 0.09179126 0.09407856\n", " 0.10259599]\n", " ..., \n", " [ 0.00545806 0.00434969 0.09179126 ..., 1. 0.99981019\n", " 0.99757944]\n", " [ 0.00559361 0.00445771 0.09407856 ..., 0.99981019 1. 0.99721011]\n", " [ 0.0073607 0.00586596 0.10259599 ..., 0.99757944 0.99721011 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:19<00:00, 4.75it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1519.7508671283722 seconds ---\n", "\n", "[[ 1. 0.46771875 0.01382388 ..., 0.00510988 0.00523866\n", " 0.00704819]\n", " [ 0.46771875 1. 0.01100046 ..., 0.00406622 0.0041687\n", " 0.00560865]\n", " [ 0.01382388 0.01100046 1. ..., 0.08699574 0.08926075\n", " 0.09943262]\n", " ..., \n", " [ 0.00510988 0.00406622 0.08699574 ..., 1. 0.9995337\n", " 0.99117531]\n", " [ 0.00523866 0.0041687 0.08926075 ..., 0.9995337 1. 0.99164271]\n", " [ 0.00704819 0.00560865 0.09943262 ..., 0.99117531 0.99164271 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:17<00:00, 4.78it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1517.3168532848358 seconds ---\n", "\n", "[[ 1. 0.41768506 0.0121785 ..., 0.00245896 0.002547\n", " 0.00452576]\n", " [ 0.41768506 1. 0.00953257 ..., 0.00192472 0.00199363\n", " 0.00354248]\n", " [ 0.0121785 0.00953257 1. ..., 0.04725866 0.04934153\n", " 0.07194356]\n", " ..., \n", " [ 0.00245896 0.00192472 0.04725866 ..., 1. 0.99219776\n", " 0.89679782]\n", " [ 0.002547 0.00199363 0.04934153 ..., 0.99219776 1. 0.91147896]\n", " [ 0.00452576 0.00354248 0.07194356 ..., 0.89679782 0.91147896 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:20<00:00, 4.95it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1520.7147195339203 seconds ---\n", "\n", "[[ 1.00000000e+00 1.36535162e-01 4.01491437e-03 ..., 1.32317031e-05\n", " 1.17330437e-05 1.50249048e-04]\n", " [ 1.36535162e-01 1.00000000e+00 2.35946502e-03 ..., 7.77594184e-06\n", " 6.89521707e-06 8.82976172e-05]\n", " [ 4.01491437e-03 2.35946502e-03 1.00000000e+00 ..., 7.51038233e-04\n", " 7.06863844e-04 6.96827389e-03]\n", " ..., \n", " [ 1.32317031e-05 7.77594184e-06 7.51038233e-04 ..., 1.00000000e+00\n", " 7.56128026e-01 3.44302055e-01]\n", " [ 1.17330437e-05 6.89521707e-06 7.06863844e-04 ..., 7.56128026e-01\n", " 1.00000000e+00 3.08328604e-01]\n", " [ 1.50249048e-04 8.82976172e-05 6.96827389e-03 ..., 3.44302055e-01\n", " 3.08328604e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:16<00:00, 4.89it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1516.848556280136 seconds ---\n", "\n", "[[ 1.00000000e+00 1.81276642e-04 1.56385463e-05 ..., 2.36119569e-14\n", " 1.51542758e-14 3.06461203e-10]\n", " [ 1.81276642e-04 1.00000000e+00 5.43761956e-07 ..., 8.21002387e-16\n", " 5.26923572e-16 1.06558461e-11]\n", " [ 1.56385463e-05 5.43761956e-07 1.00000000e+00 ..., 3.72289934e-10\n", " 2.61004934e-10 3.68277984e-06]\n", " ..., \n", " [ 2.36119569e-14 8.21002387e-16 3.72289934e-10 ..., 1.00000000e+00\n", " 2.26875163e-02 9.10835865e-04]\n", " [ 1.51542758e-14 5.26923572e-16 2.61004934e-10 ..., 2.26875163e-02\n", " 1.00000000e+00 7.98373750e-04]\n", " [ 3.06461203e-10 1.06558461e-11 3.68277984e-06 ..., 9.10835865e-04\n", " 7.98373750e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:19<00:00, 4.94it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1520.1065990924835 seconds ---\n", "\n", "[[ 1.00000000e+00 1.86893307e-10 5.69953870e-11 ..., 3.77580315e-32\n", " 1.99054198e-32 9.21623991e-22]\n", " [ 1.86893307e-10 1.00000000e+00 4.14651562e-15 ..., 2.74696384e-36\n", " 1.44815464e-36 6.70497819e-26]\n", " [ 5.69953870e-11 4.14651562e-15 1.00000000e+00 ..., 2.03464388e-22\n", " 1.08638488e-22 3.37921813e-12]\n", " ..., \n", " [ 3.77580315e-32 2.74696384e-36 2.03464388e-22 ..., 1.00000000e+00\n", " 5.39521666e-06 1.08119567e-09]\n", " [ 1.99054198e-32 1.44815464e-36 1.08638488e-22 ..., 5.39521666e-06\n", " 1.00000000e+00 1.05045426e-09]\n", " [ 9.21623991e-22 6.70497819e-26 3.37921813e-12 ..., 1.08119567e-09\n", " 1.05045426e-09 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:17<00:00, 4.87it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1517.688056230545 seconds ---\n", "\n", "[[ 1.00000000e+00 2.42823475e-17 9.24390921e-18 ..., 9.60292892e-53\n", " 4.60103914e-53 1.89609931e-35]\n", " [ 2.42823475e-17 1.00000000e+00 7.31961683e-25 ..., 7.60389988e-60\n", " 3.64324690e-60 1.50139082e-42]\n", " [ 9.24390921e-18 7.31961683e-25 1.00000000e+00 ..., 3.32423018e-36\n", " 1.59454236e-36 4.38438697e-19]\n", " ..., \n", " [ 9.60292892e-53 7.60389988e-60 3.32423018e-36 ..., 1.00000000e+00\n", " 6.19758152e-10 1.55772495e-16]\n", " [ 4.60103914e-53 3.64324690e-60 1.59454236e-36 ..., 6.19758152e-10\n", " 1.00000000e+00 1.42959549e-16]\n", " [ 1.89609931e-35 1.50139082e-42 4.38438697e-19 ..., 1.55772495e-16\n", " 1.42959549e-16 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 98%|█████████▊| 16512/16836.0 [24:13<02:52, 1.88it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:182: RuntimeWarning: overflow encountered in double_scalars\n", " + '.' + str(pair[1])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [25:18<00:00, 4.87it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1518.7610130310059 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 50%|████▉ | 8391/16836.0 [06:51<38:34, 3.65it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:185: RuntimeWarning: invalid value encountered in multiply\n", " node_label]) * (1 + kh)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [25:19<00:00, 4.79it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1519.796869277954 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'untiln', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:23<00:00, 4.93it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1523.4260671138763 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:38<00:00, 6.68it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1058.1544570922852 seconds ---\n", "\n", "[[ 1. 0.40824829 0. ..., 0. 0. 0. ]\n", " [ 0.40824829 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.08012328 0.08230111\n", " 0.08913157]\n", " ..., \n", " [ 0. 0. 0.08012328 ..., 1. 0.99983801\n", " 0.99926258]\n", " [ 0. 0. 0.08230111 ..., 0.99983801 1. 0.99846518]\n", " [ 0. 0. 0.08913157 ..., 0.99926258 0.99846518 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:37<00:00, 6.80it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1057.9603152275085 seconds ---\n", "\n", "[[ 1. 0.40824829 0. ..., 0. 0. 0. ]\n", " [ 0.40824829 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.08012328 0.08230111\n", " 0.08913157]\n", " ..., \n", " [ 0. 0. 0.08012328 ..., 1. 0.99983801\n", " 0.99926258]\n", " [ 0. 0. 0.08230111 ..., 0.99983801 1. 0.99846518]\n", " [ 0. 0. 0.08913157 ..., 0.99926258 0.99846518 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:35<00:00, 7.14it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1055.854618549347 seconds ---\n", "\n", "[[ 1. 0.40824802 0. ..., 0. 0. 0. ]\n", " [ 0.40824802 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.08012324 0.08230106\n", " 0.08913153]\n", " ..., \n", " [ 0. 0. 0.08012324 ..., 1. 0.99983801\n", " 0.99926252]\n", " [ 0. 0. 0.08230106 ..., 0.99983801 1. 0.99846514]\n", " [ 0. 0. 0.08913153 ..., 0.99926252 0.99846514 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:58<00:00, 7.18it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1078.9148633480072 seconds ---\n", "\n", "[[ 1. 0.40822161 0. ..., 0. 0. 0. ]\n", " [ 0.40822161 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.0801189 0.08229668\n", " 0.08912827]\n", " ..., \n", " [ 0. 0. 0.0801189 ..., 1. 0.99983755\n", " 0.99925646]\n", " [ 0. 0. 0.08229668 ..., 0.99983755 1. 0.99846092]\n", " [ 0. 0. 0.08912827 ..., 0.99925646 0.99846092 1. ]]\n" ] }, { "data": { "image/png": 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L29l5lvtcl6VPRu7KUB2LugbZumU2sixRiRBZMlCOwsoYPHPBVfSGJd5zyccRYWR9iECh7IjRkH7kihiVEOQEiyKQocYZKiEKZYQfgBCoZJxqexKjHEbfB/qPdSgvqmIO2oQJhTNiUJkdEGsuodfVEa4o8O2jfsq//t37ohk+0CBq7Ri1WVVFs7gWoCyJ9BUIgduTRyiF15YktCVWIWDb21xiQ5LQgWpTiE4FUDUwcwaxwei6VkFTbhNcc8F3+Oe/+wAQmfcT7seEqS+03vuznGL9SHD7IrYqTFgIpek5NYGdhQXv2MK7Zj3MVR9/JxCxOwDKrPVnwqCqXbv/BAMrJ7Cz0XVFoHnymk9M2xVYuDqhv3bzsmmNkXMWPf7X42K8VHz2higg+bWfnTbpJkx1NzpVjcqcapIDKP0c92PJLR8DCfOVikzWKabxpN+g9WQ7aM1N/7OG2ICBnYWr7z2NxG6Ts975AFvyLay66TLmKrVvl2CKTHs2EdF9U/dNuAq1//flsthZTXZdE/GCYOdIJ4kxgXPCCKWKg580SMY8ysU6Ft1+EQBdEy6IZpLy1SJyQ0TNVNdoxF7uyZRJQevaYJ4wsaNBFR/SCO1gFkHZBlZBIz2TcChFYlBTEkkuKryXeRPtTfR/gg0kcgdQOtpl1Fw2SW2w6b2oxmS3xCpolAlmySC0DWQYuQpORpNZCjKM+nDhH95P1wSTqvWePos9/RITsigQNcpTKI1mj0sw8SxjQxqzDE89sIjPNM6jq/ZMI3dz4p3Z89pMfD82ELk1ZjlSQhMK5cVA/Y2yGC8JT19cYytG9rAFz3Y3proRoqd3krl6tvtxywTN+ZGm6DgwNfatAKaaiCOjuEPHk+iLaM7cYpfZ95e4f9sxGJ7mj1d+gw9dduJe8j7bJTCetT8E5P1rJ90BBcjunmj/4BCN7pHPcVmcwQKG10iqp1KjOavI/0nQyATN6WANjeyhOW/fP4uxv4e7LxbQ2rD3d5oL06A5F4fYv31iv+3vDxP3Qz6zx21qcZ6f5my5d2+a07njyRfd7gQm+j9h3LdUIppz5PA2EM/vXk1Fx5Ln0pwvBlGq9YyCeEFU58bxVhzFGe3QyQMc+6TPj+49EW1qrrzwMDpVkTO+fBh39q3lhlwzb0/28aonzucLy27nur4TaI9n2bIhZOA/FlI5y6f9bsnnTj4HVZ/gO7uupd10yCqPtdU0hzkZBkKDf9p1Nl+YeysLzIBvjR3Fhxse5oSbjqXjlF7STgn95CLKn8/R190EQvOR17yXz227iUPtAo4wKWmfXYHF+monlgg5Pb6b4VCSkiHdQZyicrgzu5pvzH6ch6s+i02f+yrNvClR4vKxBVzasIl3b2+mlE9TLjsUKjYd7+6nzqqws89Cx6qMDErqzhtmqJCgUrVIxitUPIuWVMAvzj8NrynGRzbfzzJ7kJQIsARsD5KMhUnmmaPcV1rCSYlNJETAqHLwtcEso0RKCrb4MfIqhiUCFltZ4kLQbCTIqjJKay7d3YBfThG3qpQDizqnTG+hnkwxRvusfsYyTbj3t/DlHY8wHKaYZ45T1Ca+NtjizcIVPrPMLK7wkUKxvjKHNbGdbPebOcoZwNfQacbY7HsssWzetnUWcdNDaUFfoR4vDEjYHqbl0egUKfgOrqEYrgisexJcsKkbV/gUlU2rmQeg128gRJI2igz6aUrKptMeY3NlFofHd+Fpg7Qscbybx9eKuLTIKo9/2N2AKUO6B2L469K8e2MPJeWw2o1y/R4pL6DdGictS2RUnEyYwBUeP+7tpMkdw5SRyjOEflY64PPjL6FY66BQEPFYlVKrNTnzXtb4MDfEj2PN0h0Ud0TzfgDckGvmgroRfl5owTZD/nPHa/jWkp8xx1A89S+HkNwwzNywhcSWUfRYBlEsc8769/Mfy39JRSe5+J4LWLNyOzuzjXxz+Y2ssgWDoeIfm9ezIxB03RGSe7STjAlzBwIqja3MzdZs2eExLvzD+zly6U7mJ0apN8tc/9SxiN0xtIQHT3mce3sX8J5FD3PtUyfg5x3Wv+5Krsos5oP129nqC14Ty/CvI6v5TNMzXJlZzK4fLMasatJ+FDUfqJtPvwENeYUyk8wtKArpDhKeJhVolBXHDTUVJ0W8ZzuxUZfP3XYuztwCdfEKrYkCT+1sh7xF64JRMo+0cvMJhxIqyWgxTrnk0NkyzjcW/5yjnBBJCYlgVAnO33IOb539BPeOLwFgy/eXYXiavCkQIYyZTMq6LbkUs6Lp2F3ivFUfJsxZNHZmqPoWlbKN6HFRtka0VkklowzJ4tMNpFaNMjZcxyOnX0FKSr44dDh39y7jE4vvZuAH89EGoMHwNIaCsgFFQzBo7GExpA8d20v8U/M70KZGViVhgw+BxMpErEQQ19gZifSg2qyI90luWBhEPoUW3Pm6bxJqwZ/y87BEyJbvL0MLqMtr4oNlvhR/B9IHuaiA1gL5TBIvrVDJAFkwMcoCZULTOhizIvfmpUBr/mYTpV4UyjmX+u17Um2/NHgyomiw/u6lzOkqRv5jbx9vT/bx80IL5ySzfBP4wsJb+eimc1maHqL7LM3csIXdr4fO3zVRV6miUgmuXXk9hzkOoS7z9VNu5NTYAGNK8e4N7+P7K35Eo4TLx5ZxacN6ul9j0LJyiAanwpZ1c0gvHGOwOw0Clm9q4Ouv/jmvivVTL21MDE459mkeOmQRjvQjJdDyR5ZYNqce8wwDYR2f7T+Jr83+E1t9jStCflmYw981Psl1uXlclt7OHed3059PUSnb+BWTeZ0jJCyPTX1tuDGPwmCStrnDjBdjeFUTN+bhVS3SdSX0U81Um2J86sxbOSK2k7T0aJTwZGcdA0Ga491d/LTzSC5IP4YC8sogoxy6zBKDoc1WP2CL30JcVFnjVLhm4Y10mjHekdyKFIJ3XxBjpJQgZXtUApOUXWUwn6JYclg0a5juTJrCg2l+cNzVDAd1rHb68bUkoxzWVrpIyCrL7H7qZcQy3LZwNWen1rHTTwMwGCoua3qADzQ+wEIryf85v4+Y6aO0YKiQxA8NYrZP3PKpcyqUAwvHCBgtx+n7YxtfeP0vAagoi3n2CEXl0O03AtBoFNhRbaWqTJbF+ni0MJ9T65/BEgFF5dBmSOLCZnk6cs9+9Z5d2DLkmYE2jKeSfOysW/G1wcnxTYQI7lh+CJ32GC1mjgE/TTaME5dVfrT6GBrcMqbY47Q98b0X8+aLv81EqReL2Ow5+vxbT2Hn0ZGS2P2L1dx37Hc4+dufousnu0Frgp5eRm5dgm1G5tyDh/6K63KtfOnPb8SOezT9Ik79ulHyK5tIbRyHngGIuTzzL110zBkFYGBDK7KjRFCx0J5kwYJBlBZkSjEaEyWCK2ZRbDNQJiT7Q8pNBm5GRbPLH7ew+R+XwOwKrutjGSGZ3jqcYRNtasxlOUpjcRracoz31SMrEndOHtsMaUyUKHo2fijxApOY7Udptrc1YVZqCUgBVOsF2gA7p1GWwC4oKvUyymEIon0i1ISOoPX27RCPseWDs/EbQ3BCTCckHHUwSpKwzcPZ7uAtKaOVQHsSPIlM+dTVlSdlMqUiZvls622hoaFAoeQihCb+hyTSA21GyUnKjJKSDE/j1QnMEtTtqrL9HRayLAgbAwgF+AJ7LLqHQX0ITq1WZbdNpauK4YR0tY7hhwZD2STVok1bWxb/5pY9FkQ1shiUGSVoKTNiXyYsiPTWKrvOdKLgZwh+Mrp/ZjEabKENVjGyfLw6jTsmKLcpVJOPHLGYc2i0OHfRs5FC493aghYCJ6dI9Pv0nGIjFFTbAtCCWK9JkNCEjsaoCmRVoE1Nagcoa+9EqXVXfXzabEPXqpT+x19N7ydPP7Ls3r9dFsMsa+779eHMqeVBVEsWl+x6E01PB3hdzVGEvqeXLyy7nf/c8Rq+sPBWrsu18r66Ib4yYFNtFvS/wcfwG+l5naLdaCBdqqDqE1xx8o8BMIQiMz/BQmuIEMH7f3opSw8fossd5fpNx/DOjkf52ulvZPHKbhrcEg89uYg5Cwfo7m4CAXXrG/j8Wf/NPGsEV0TZlUMrUmytzsKRPmti28krF0uE+CsNMmGCTz3wDr56wk+5K7OaOrPMnwYX8ZXlt/BPm97Ef674GVekT6c7nyZfdqlULFZ19FNnl3msbw6pWJXewXoWzR1ipJCgVLEnYxCtdQXCJ5vxmmL8/ZtvY441Sp2s4AqfgbCe0SDJMqePB45azKvimwkR+NqkqG2aZJH/Gj0egGeybcRMn1ObN7GiqxeJIiGrGGi+3Xkag+UUKatCKbBJO2V68mkypRiHtPWxNdNM//0t/Odrr6OkHNqtcZSWVLTFNq+VhKzSbo7jyuhePVRayDHxbaRlhTvyq+mtpjlx/mY6zHGKyuHqd59K0qoSaFmLQRikbI+E5dHkFMn7Dq4RMFxO0v37uXzhzT+nom2UFsyyshSVw1iQBCBllOnzGlAI5tojbCy3c1hiF/OsETZWZ5NXMVKyzEJ7CF+bfC/9aiwZ8thAJ5knG/joW36DFIqVTi+eNniiPI9mM0/KKJMJE5SUjSt8bh44jGa3iFWLQUg06656ce/+wR6kPCgsiBWH2No4/d+Y9c1IQdzW+xhLbrmYW17/LT6z4lQAVKlE7E9tfKnrFj666Vx6+hsxBmy2XHANWVXmvBPfGcUdGurR41lUKaoh2PalIzjyxE0MllJkf9VOZoXCHTRYf8m3ubsco9dv4OT4Vq4cOZktb54VJdkYElEoo107qgAFwr5BBi4+iuzyAJnyEQJiT8RIdUepxP2nhsR2WXgryiQfimGWNfd+8QresumtXDz3jxSVw+nx3bxh3fv49oqf8KEnL6DjcwEEISKM6FBtWyAFouqjDYnwg2ifUhHlJiPOX5sGencvGAajbz+EQqcgjGtCV5PaITGLmmK7oHWtz+AaC2Vp7HGBUYVym+bL5/wEgDVOLxUtua2wmqvvO405C4bp3tkMWrD8ivGoGlTUMikNOSmrdiwIQsgV6Hn3IpxM1J5RiWb/ZH9IaAkqDZIgDkio2xEyvsQg0ad59yfvYIXTy+c3vZnCAy3MPqUH51J7DwsQ1HgOIfawA6pWkRkqRK5A5lXz8BMSs6zxE5HlFRuNKln9hMDOK4yKwqs3iQ155Oc6CKXxkoJ3Xvo7eqtp7u9bgB8azPnHWoVdLblq/KR5WAVFZlE0fzZs8ak0GPjxiNa0ShplCurXDkf3ZQrufPqr057p566q05/+5fSMgsuW/+Fv14IoKJfG8h5FpVAg4b7S4qjEusZLt8ezzDEUS9NDkXnaLMiqMvUyhqpPIIplVCqBqFShWkWYJkF9yNLkIK1OnnsaOpDNVSraZSgs0WVGZb5zzRhrkjvYnFpAUB8DKTClJEw5yFJUeigGJV4dWOkq6boSrhkw0Ohi56KXM9lSpFSoY27rGH2t7ZhFgSUMWmIFFlvD7AwasBC0JgostQK6GsapNM5C+NGgE6EmjFsgBLLig5SIqo+K24hAQajBlKBUlJnYbyFsC69e4KU1YTJEJAIqWRfLEVTaQsqNJpVZUV6psgyMssBrCXCFz1xznLSU+GhWuL3IlM/c1DhDDdEsHDQmImVQy59AiklZlWshvRAjVFQbo5qJSovCqIhoq0qULag0g5+MXAxnXFJtUQglWeH0MsvM0+CWGWlVLEiNsqtpUaQMIGpHs6cWQ04kQ0WKwgpCys2S0BUEMfDqazLqKDU6SIiolqUqKTdKZGBRbokSNJQF850hGswiPekoHlJo7IjS0SsBUggqDQI/ZlBujfJLyqMm1QaBnyBq09EoCxJNyckktJeKGQtiGpjIpNx8zdHMu1lhFqM6APHAk3tRniIW0nmTQfdZmva7Jf1v8Fn+xRFUfYI77vjpXhTonLpsRH/mWti2sR0CwVFHbmHbeBMxK6Du7wSDJ7dSmi3ovKdE92tj3Hvh1ykqzRa/gZNiJTb5IX8uL6DJKPCj/uMwZUhPPk2+7FCt2KzojGhJgMf7OpnTkGHzrlks6RogYVUpfayVLf9gk77PpdgJjRs0I28p0fkDm10XhHz/uOufQ5tu9GbvRZnmlcFGr42ULE/m7YcIfp9dQYeT4dFtvAQvAAAgAElEQVRsFznfpRxY5KsO7ckcrunTnU+zsH6EDSOziFkBlhGSsDzGKzFGH24j2R1lJmoJ+bmShpMG6B+uJ50uopTkc8vvYI3TS3eYpE5U6Q3r6TCy1EufJ71ZHOUMoICP7ng7ruEzXE4ihSZm+qTtMoGW5DyXXNVFCs28ulF25xuxjJC+e+YgPQiOydNSV6C7p4kbT72G7V4rKaNMkyxSL6soBBnlsLHaDkA2jLPAGeIoZ4BPdr8JiUYKTcF3sI0Au2bqKy0wZYghNOXQImb45H2HUmCTtKqsvXcJSAhmV9FVg6+ffCN9fgMfqN9CQft8vPssAAbLKQyhaI3lCZSBpwxsGWLKEKUlF7bdx2iYpM9vwBIhJWXz2ZV3Tnumn7OqXv/9L46d1hj51Iq7/nYtiAmsWb2NXQ8sofn3fUBEbU6lPAf+Y+FeVKbhN07Smc+mQL/UdQtzDMWZ3/oEc0cChIYda5fglDWBAQxvovVhhyDlYO8cpvP3bTx+XiNf2Hg2I731/PA13+fTG9+G1oLGWIl/mv9r/uHLl+6TloSImsy4KeZmQjINcxiX0Nyzjfb/nk9yRxZ/s4s9mEcGjcQ299P+q9lcWHkubUpPjAdPeZwNmVm8fvZT/GTbGoolh5aGPOOFOK7tk8vHWXvSNcSEzbGXn4EIo5RmI4Q+pxktIkry6VgbTjHqbyAiytDwNZ19VaxMBVH1QQjqdsbJ7W6lvaQJnYhW/tzR59KybISh4TpiySqlwQRt88ZY0jDE/Y8tZ9XqXXxvwa8ielKCUfsByXyNloSokEqE0f5nnFkYnqYsBB3bS4hQUdwZx3MSzM0pznM/jB5yUK4i3Z6jMVEiU3bJ5hLI3S7KjAKPlbkej5x+Bdu+t3RKxmaNapwyk+upxyTIMPo8bMDcnVW0EPh1UYHZpyrnYo8bPPW6J/hs291s+t7ySH4/uuaIxWSm6lRW8qLXzEMPudgZiTKiAGZUnzg9RIm4B7cFcVApiPV3L2XO9hJ+V8sktTmV8qyc5e9FZfa8TrHiiXpUKvEcCnSC/pTnDdG9qQURwKIjdtOTSeNYPjzcwPCR9ZTbBB2qhd5Xu5weKzNr5Y/YtqSFk2OKn676IfeVFzDPGuETG8+hcR+0ZMquorRgU18brY05du9spn3eIHHLR69tpueNIU3/U0+xQ9D0tEX/2R5OpoWeN4Z8/cTn0qZrK118sH47w21V2owYbzh0PZv8VuaYYxS1jYEiRPLZ/pM4PLmLtgt2UvAcKoFJoWrTmirgGAH9uTq60uNsHW3GNgNMQxG3fLJll8xjjSR7HOwpFoR14iiDwyni6TJaCz614g+cmthMd1BHi1Fko9fGGqeXFsPklsYNnBHfjYEgcX4fjhEwVo4jhSZuBtQ5FQIlKXgOhaqNEJqOuhz9+TpMI6Tvj20YVSgeXaKhrsTunjTXH/fDyIKQFVbYA6SlIq8Fw2GMBw5dTFx6ZIM4R8W3A9ByQbQuixSacmBhyRDbiCyIQElsGSKFohJauIZP3nepBiZxy2Pn/XPRArxZAfiCL556E7uqzZybfoQ2w2b2e6MM2+FSAkNoZseKBFpSDU0cI0AKjdKCK+fexkZvNj1eI5YIyQYx/u3LL+6dP9hXlDqoXIzezxzPCW97gp63NU1Sm1Mpz/rt4V5UZnZlA/V3PgMxl8HvpfeiQBfc9QHsuEfyriTx4RChIN9hYJYj6qzllk2oBR34KRt3yyDlpW14nxynt7sJI2cwa+UQfQMNfOfEGxgI6vnivW+h4XHzObTkRCGPndMEMYGbUVTSEm3ArFu2k3n1fFLbC3hpB7e/wPghDTQ+NMD4mlkMHc1zaFN73MBclqNStqmvKzE+nOKNhz6J0pIRL0Grk+e+3oV4gUHC9Qhua0YGRIVRAYRuNMsZFQhiAqsYKQEtJ9Z0gFS3h52pIioBSPAb42TnO9hFjR8TCA3jy8Cf7SEKJtpRGFkT1eJhxz3CHUmYU2Ze2yhjN3ZO0o8QtaGnWhABIKJKUbMSyZLeWkUEisJcl8CN6MW+U8DIS7SpCRsDpB2iPAMqEnfIxF9SQg27yJYKXa1jjP+yY58WhBZi72Kt2roSMtCTy+zV74gsJy8lkSEMHi0xiwJvWZn5s0YY/WVnJH/NgggtsafmQ+5pY/yQECtrYBbF5D3Y+JXp05wdK9P6kp+f+MInAp9f9ZsXvK4Q4kzgCqKs/+9prb/2rONzgeuBdO2cz9aqrveLg8qC+MnFl/OeKz5O++jayX3rjr+OJbd8jFsuvpzPnXwOeixDXaWKHs+SLlUISyWoVplTJyYZjgV3fYDtr/0+WVXm3M+fjyhHyTqJrTGYqGDMFZDbe3EtC5XLE9sQoA0Hc8wktQM6j80wdt8sLh34INqAreddxRu/+c59sg5AxDyYBsLzqbOjYKPKZEk/0o/O5YnZNrpcprFcRQ0O0/CwptTWQTZuU1aCioDkdpNUj6K/JY7Tb5FbBLHtNn/YuIYgAWYR1jnR2gqP/H9X8JQv+OdPnldbQ6K2yWjdR4IQTGOyv5ObUohCKVqpqbamoj3o0NKbRAQhuhaV12IWWW0T7xf4CYPYsKaYcai0WjRthHHT5bWHPM0f/uRMsgvRjZhSk6D0nrUwTWPyHJEroENFY19i8p7l5naS6FcEMUGl0carj0x2OwuJgRCedrFzIYXZMd74yXXc9acplTUTDMfzYaKoTgpELir6i1smaE21rhN3PCBzZIU1jbtY+0c3OneiTxNMxbPb0c3YBY07HkSB1EA/eyXEF8TLlUk5ZSX504nWgH1ECPFrrfXTU077PPBzrfU1tVXmbwfmPd91DyoFcV9pMUZZ78VcTGU0ns1UqPoE9BsI03wOwzHBbgRNScxc9CIEDXGkF0YzSrdExGIRlVmpoJNxVjd0s7O+jWqDydLkIA+3LkE7CuGGDIWlKLL/LNZBy2jGlRUfZZsYxSphwgEBRp+Fqk8g/SCiT5UirE8gszlUfWKfrIhVFCRbihRUknmtY+wemo1REfj1IWbeIHQ12pBYwmCp5RE0JvaqjFSWBBExDso2MKphNLtOsAGBwgBE2YCgpjxiLkFDIro3VjT9e/UCrzFAVk2CpEaEETNitpapNiZRLVVWuL3c3XRi1F5tMGkpJtmIqHo1WvBVmRIZKLQQWEGIUIqwIRExMiWPaqPG8CRBDMptijAVIioGypKYFYkyILQMSrMEK5xebm88ec+Lo/eUmsNkRvVenycqVZECs0bfateCUFNtEKANUm6VlfFeHmmKkpcm4idR+fre7QgN5VkCNSbQQuwVh5kuogLjl83FmFxJHkAIMbGS/FQFoYG62ud6oO+FLnpQuBiJ5jn6VbPfS7ghWgdi648Ox30mRqJPkxiIGA3rrkf5zq77OWf9+7l25Y94y+8+yhUn/5hP/Pd7CepDFi3uJ3ddJ/K8IfxftdJ67xBBU5K7fnU9f66EZFSc02IlfB2iUBz204/xqlc9xXH12/i3x87gM0feyX9uOJVPr7qLdnOcTz31di5c/CC/6D4CAaQ+bfPrO6Kkq5L2GAlD5plxCrqKgaCkQxqkyxOeYoUVYgmDZbdfwgNnfJPP9L6eUxs2cn33cfz3sp9y/J8v4s5jrmGj18CjpQXsqjQyWK7jPbMfZJaZ4YaRE5jjjnPP4FLO73yIjeXZ9FfqmRcfZdhLckiyh5s/fBrlNoe7rriSuLQJtaKsPRxh4euQqg7wa/XJ9dKmogNcYeLrkBvz8/jD+DIGyyksGXJS8xY+07SFnqBAi+EQas2jns3GajuzzAyZME6HNc7j5XnsKLdwTuPD/KmwjBt+/2o2n3M1Qa0+09dRvys6wKi9+CUdYtU+O8Ikqzz+K3co2SDOp5ofxkDQF4Y87bWRliVCBE+Wu8iHLm1WlkazwFxzjFGVICUrbPda+dKdb+Wxt16OI0x8QgwiSrmkIj/HEpKKDvG1Ji4NsiqkUZqTz+imYpSSfaTTy6hyqGgLV/j81+jx3Pro4ax9wxX4WuEKA4mkoH3iwsASBr4O8bVCCsFNhS4W2EO4wkdpiSVCjp63e9ouRvvKBv2Bn508rTHyL4fcvIu9l0H+bm3hZwCEEG8HztRaf7D2/3uAY7TWH51yzmzgLqABSACv0Vo/9nztHhQWRBCHyuzkZMnxRw6/l6vzp1FplTT8rLonD8J0+I/lv+Qwx5lMnz7yxE0sTQ7yo/tPZO5IQPemFjqGQ0S5ipkz+XMl5FjXwNclbsh1cEZiK4Ohzaqjt/P/t99BozSxj/oN56Z6+frWFN80TyPpViltTnNteALlnhQAy0qD/Dg/m1Pj22mUJrMNm7vLMR4srsYSIZc2PM5jVVhlhzxQSTEc1vGRY/9IvbT5l47bcYWgff44lpB89bCbmG3EOHfrGxnJJvErJrpi0JuvJ2F77O5rwnR9guEYVxRPoVR0CSsGD8XmEfqS/0ktYE6+imtJrhxfyVHx7TTJKvUy4PFqKwNBPcfGtvGz8WN4X+MDDIcBoypGXrksMMc4Nb6V0xNb6Q7iuCJguQXPeAGLrBgjYRlDCD6/5Z1kyi5x26fqmyQcj9F8gmrJYl1bO0OZJIluyW9KSYaDOg5zd1PULnnl8kRpHnHpsdTtIy1LGGhuyx3Gm+ofZ4vXxaXpZyhon6qG7sDiSMfl/Kdeh22EaGC8ECcIJI4TYJsBKSeqB7GNkGzZJblL8sPsKqRQlEKHLmeEirLY7UWl/Q1mkZ2VZjxlsig2xNp8JyelN2MIRaglF9T1IhEoYnSiOP2pt2BIxe6BRuK7TK4cO5yKsjgl9TShltyZXU2Hk6HNyjLo1zMWJIhLjxu3H0F9rIIha6uOCw1cPu33XsOLqeYceRloznOB67TW3xBCHAf8SAixSmu9rxUAgINEQYgAzNKeheIGqvWIQOCMyMnFXjSQVR4VnSTUUc2GIRSDpRStTh4CUVtVaeoCH5qMiuPrUm2GcVCAgWagmKKiBRkVUFHRwm4iBD8wqPgmQoHvG8hgj4maD2NUtKiVChsUlUM2iBGXHlIIPAycmsVYURYjfpIx5eFryCiD4bCOjBoHotm24puEoUQHEkJBNTAwpIkOBCo0EKHA901UICAQqFCgA4nvG6DDmkwuReWQEB71+FS0RSF0sYSiHNq4IqSiDWxCfB097l1BHV1mjoyKkxAeihJZ5VDSHj4Qak0lMPF9k6rQeIGBaZiEQSRrNTBr8kFFW5SUQ4iIGBYtKYU2sma9uCJ6rrnAxUBjiQCfkIyCSm1wVHWkhABCJQh8A6Ukvq8RQlMNDaq+idICPzCwVDSwQmVRUlENcEVbVJSF0oK49CgGDlVl4GuDUmATIjFQZMM4BVUlKR0UCkdYVAITQypUEAUtS+HE+ZoQKIQOFWVF11I25dDCEIoglJPfhQkFMX1oxMv5697TWUn+A8CZAFrrB4UQLtDMPn8EIsJBoSDsvMLaMTi5luRtdxxDfb+gZW2JaosLKlrsZW01zcX3XMDXT7mRgQ2tZOYnyP6qnXsaOjjqrE3sWLuERUfsZmjrXBJbYwQNkVtxQ66DknK4rGEXQ6Ggywyp/qaVdwXv58i2Hv70+0N46jWPkzxklK8uv4k5ZpYPWufz9wvu4QetJ2JKRVjXwGUNuxgPBcNKM+wbvC2Z482JhzGE5BlPc5wT8ptSPa+Lj+PEfVb8+K288f1P8A9PvZNjZ+/itxtWcvPJV/GJ287nhrOv5r9WX8dDlXnsqLbQU27gorY/MMuo8t3245jvDHPr0KF8pOOPPF3pYHe1kYXuMIN+HUcldnBVwzsotTn8S+t6Qq0IUGSV4N2pUWCUkTDkivYH6Q2h2QADnzUiR07B5YPH8ejAHHK5GNLQHNm1m+913c6TnsNiq0yoNb9c/UPWe810GFlGVZw5Zo5HKnPZXJnFBemHuKe0hK9l3sg5ySyQpaQ0Cg9H5HlTYh0QDfys8rEQfHP2Q5S1YoHZz0W73kCmGuMbC35JlxXyu3IDPzj0ehqlh4/g8UonORWjwxqjSRbpNMuMKZOUCNjiN3DR8IV8snEThqgljmmFISShjqhPQ0j8xihcKBFUGzbgCJOy9khKl88MHo+B4rV1TzEUprhx1Q9xBfyw40iu5UT+tW0doVZUdYAhBKd03I8lJmb6ocn2Xp3cyAIzi1sb44YQzH6R7/7LuGjtI8BiIcR8IsXwLuC8Z52zm2il+euEEMsBFxh+voseFAoitCW6LglRkR3m8hxlVUe+yyU25E9aBIc5Gdas3M6psQFkR4mF1hCZFQrZXGXbeBNOWdOTSRMvA36A9EJ8HXJGYisKGAoFrUaCUCtyixUfnv84q2LdPHlIO+c2PcgdG1dwb2EZs+0Mw+MpHsgvpieTRkpFpx/SHxSYbSZpMKDL9Ckoj12BxhKK5XYCX4ecEhsGTMbDEuHqAiusIucueJQF9jBDC5MsMGHRIT0c5YR8L7uUdYVO+sv1jJXj/Cm5jBYzz7psB4NuHbsyDdxbt5TtpWZGKwnG4nEyXpxyaCE8hVFVbPMLzDZsHGHSWlvwJa9CZhtxNvgeK614NGBqcYkGI84J9VtYkhhgfb6DpOlxVsNaLGFwqO2RlAkAvp+dxbZKK81WgWwYY7aV4aliJz2lNPfY4zyUXYCZlxRUhZIOaZIxFBpfh+wOylgCmqVNg4wYgUgWG19XeE/bA3R7TbQZiqSIcaI7znczq6g3yvjaYFNpFuXQZpvdSr1RptMeZSxMkpIVdlRbMLMG/WEJBfgaGmsp4xkVLQKbkIrh0MbXBp1mia1+HavsaFGZfFDgTfWPkxA+SyxBVRf4RWEJrvB4PDsHmbXY7EcsR5cZWScbvIBGo0xKSPJaUVQSWyjuLRzDNnscV0Tp+IbQTL7E00C0HsTLY0HsbyV5IcSXgEe11r8GPgFcK4T4GJFR/j79AkHIg0JBGF5EvU2gNJwgURIkd5cJEiYTiwEOhAY7s42MKUVQsQgRuIMGFe0Sa8wRGOBY0W8VIKLfU1AoBkMbA02XGU5qf3dQsrnYhiN9RseT9AYNGFZIs5Wnxcxh2QENZomY7SOERgsDSwiq2ifUGp8QV5ikZBWLaLY0MSipkHozFuUXjMQYDCWbi7Pwlcn28SbGugL6cnVklUeLmSNtlSkGDl5o0GgUaTFzJM0qaauEa/s0WwUydhwvNEhbZZSWNFnFSVbCEdHMNQFXmPgi6mNaBhgiGqCWMJC1YOEz5XYyfoxt2WZcM2B5vI2KO05WhVjCRyJpMXOMWQmazRyWCGkx8zTZBTJ+jFYzR6NdRJkaSxjEiWZtg2jGTsnIanCEOTnLp0QZQ7jEpcX2ahs7K00Mx7fQbEhGguj6aaOEpw2GrDocGdBoFmkwi7SaeQyhSckyeeWiLU1KGvhaoQQkZeQepUQIQuMKSUX6gE9KGqRlmZS0CbWmSsBOv4WULNNmDOEDs8wMrvCptyrRtYXGEAJHRK5nvSwQF1F/QnykVNhC0GwWJr+rkMh9Lub3/HgZXYx9riSvtf6nKZ+fBk54Mdc8KFiMQw6xdHjmv9P+9aia86aeh1l102X88exvcNHyMwBQxSKxP7XxqTl38ImN5zDY04A9bPL0+65iKCzxgde8F4bHoLkBxjKoXAFhSLZ8+XBWHb2dgWKK6m9ayS1WuIOSDZddzc/yDYyGSY6NbePqwVMZOK8ZlXSjQqlCGe06iGo0O6jdvfRdeiT5JQEiFjlDiQ0uib7opRg8QRHrMSkvqlL/ePRzfb/7/Dd41+ZzOLfjYSwR8qrYLt6+/kK+uPRWPrPubcz5kkb4YW0qURHtJqJqTv4ve+8dLslV3uu+a61KXR13zmGSJmtQQhqNhLKEENlCIJMswAYHbIMN8sXy8cH3GnxsH2MDFsmAMUgc8DEYSRZCQkgoh5nRSJqkiXtm59y9O1V1hXX/qJ6W4GJfyRffo2N7PU8/3bt6d1d1hVVrfd/ve39SQiNAp5rFWqc0DnGMVgqOnUQYBnNv2UytXxA5msiCzLjAqGvqnYKOAyELWw0iOzGVkQF4nZo/uf7rzAR5LnIPU9Ymt5XO5JbHttM/usDUWCdo2PCFSqJhOFXNKSWEMSKO0ZaRpHtLFU6+bQS7pKl1J4YyMgB3PiY2wM9JYjsRF6WnY1ZGJelJzet/5z5OT53kk0euZuXBHjoumib9Uef59GgYJ2In9QL9hj5VrJU4kC3vGKKRScRXoZMUYaWWEi1I4EqsaoxRj2lkFfZySLXXRIYav03yxl++n5P1dp6YHqbRMFj9yRAtBNIPEOUaixcNYlViSiPJ/TN/IsQrKEIHjDqYdU2soLCvCFL+BA/int0ff9FZjO5NHfqt33j1i7pGPnvWrf9xazGOeR1sGX++952IAnQm5Pr97yLfT3JyHDnOHwzfzhZL8OVNX+c3rbey/ow57qmnGDE8Zi/upvsJm/mz8nQ+k0Yem0SkUlx44V4+3v99PC14W/gefmXVbg5Ve/gf5Tbell3G13OU4oC/GLyHK3d8mMpgcrJlT+ap9QicxaQD7b69gn3pAm8bfprV9hxZVeczQ5dxeLIboTQ3nXEX9y5t5F09j/Dp0ctYqKUpxjG/v+oOXuXAQlTFFIo/XH87FzjL3PyKW/jA634tMXhpJCAWr12gDbCXE+iJXUou9ES9CZGdBGGjFIx8s4pOp1i5osqmvll6Uiv02yXunVnPUtXl/IExfrh2I29+xWMEWjHj5Vj2XTYXptlmzfDGdAVfmxgozujaQ3yu4PX5p3hsaA0Kzc0z1yTAGNUExpgk2+FDIw9GDdqfy9N79TgLlTTn9kxSDmxKjRTHZzoxzJChjiJdTgUpNI8cXs1F6w9zqNjFjR1Juqq2+kfc07aZ3+r9IW973YdbwBjDA+IEVhMr0GayDVom+6pjf47FN9dQKiZoGHQUKjRCxUzJRWuBnQrwSjaEEqutRjDjkh9dRsoYoQW/07GbCM3ebhuF5oY3fBAEWEXIjkcsvMYjDiSnj54g1JJ9RwZw8nWyrsdK1aHhmSgjZmW0ndiipejUAtj90s79l7vU+mXRQWjdLOdttqXIgVjQCA20q1qY9tVGyGwU0y6TodmIs8hk0AZArU8QZm3qPSKRT5sm2rHYnj9KuzQoxiFn9UywJTWeTCuiDL6ewxYmYyFsMiNqPYLaUAhWjPItaoMRsZE4QwnL4pyek5zpjtGlyig0Z7efRGuBkjFrrDmW8mnaVYWthSmW3DTjUYYNZpVKrGiTKRbjOpvMBU6EBkOqQn04QFYV0kucuPyeAExNmDKJbU2Ukni9EbIukA1BbGtEIIgyMdq2iDI2m/pmeWXbGJ1mmYKqstzpMpPJsTkzyf6BHtalZjFFRLdVoBSm2JCapksZlOI6gY4xhcQRBq/MHGPEqFNtglq9kQairtBmnJCizBhRU6iaJOwKkCsGzqLivPZxpt0c27LjlEKXSmSjRIyjQtZk5mkza0g00wM5tmYmW3g2iWCbPclMNk+/iqgPBWA08fS1JIOjLY1WGuwIApm870ncGcX63jkcFVAJbPpSK8QIJtIFYi3IW3Vms1kaoUFfdoXjVjubu2YAsGVIRjr4OmDIqOHppAAMqQldC6MuOa1vjlpgsSU/RawFy4MpetwyHXaNxaxLqZHCViEHSoNgxS2HMvESr3WNIIz/E1r7/9pcs0GQfj6au970IRac2T3O+KTbWv7ppbP5WOez/MXSBoq1FF977lxuP+fzDBspBu+tYY3NMxB3YZ5cIF4pIzyP/7brKqyz/wkvNvnxj07n6dP7WVzO8O0dX6AUB4yF8Erb5GFP0f9AGX+fg1YSe7FKkDMxK03npmKJe+47g52bhxjMFslbHj/etYn0mEIr+NOrXs2BsT6ObO7m7p1bMVYUf/WO+/iD2Qu5sftBdvoG2yzBJ2au5PODD/Kh6QsZ+UeQQYgINTKKCdIGWkmMagNtCFQtJMw0vTljTaxEUk9gSZhfwlipcOieNTw9PIzKBOQydUpH2jDLkp1rR8g8luLTF11CHAv8so2oKayeGgNnfpsz7SXcZmT+uSDiv+x7HVePHODh2dUADH+nqXxUNH0yJTKIkEFI6CpUI8SeqvD3D52LuSJ5aGgtuiERdYU7oYhNeKZ7FHLN6dhem8+e3omctTn0lh/iioiPT76eJ4+NUNtmM/I90E3zW3mKByFFs4ZENT0qJCLSpCaXOdK/Gm0kI4rDBY2IwF5O9s9UGuxi4s15pLOT9JTmybX5lrrygbc9hBe7/KB0LrYMGf5uYjZk1BpYi3VOtI+ifLjltG7QkN9vcLDQS5DRmJUEtxdZMLInAfu8cBBw4iWe+y93JuXLooNYqaZITwetv2+vDkMMd+/ayobBSjKCWFjkV9qe4Hgo+PW2Z7k7vZG3DuzkMwsXc07mOONXphj8UQ+Tr3Loe6Qnqa3IuNx41g+4Ppukg/devpvrOx5lMmzj5tlL+YvBe9hkRjzsKXY4kslLslTXBAgrIvVcmtpwiDPtgoDVEwWuvnQnb27bRb9RxhWaW9IzPLh5LZYM+ePh7/FI72pekz7CxoummfTb+G61j9/ofABXGKw1Vzgc2nyk924OBpKbeu7nvLecDhUD6SUjhKAnQFohYtYmtjXWkoXfGyDrJtJP4gwygCgTs/F4B2Gby5ZXP8d5heP0m8v0GiV+OLyZSa/Aa9uf5uaei/nI6A9oaMV8mGM2yLPNPcGQUcQVivEwxhExm02XP9p8O+c7s7wpvwspYt523fvRNSO5Q4YCYYfoqoGqSeKuBqyYtO9p4z0X3ceMn2d77gjV2GY5TPP48iiuEbA1O0mfmeg+bh0+l3cOPMaBej+nmRaV2OfD/T/gWGc3V6en+NK1FyKMCGKBPjWCMDUYMdIOiUOJUBrtKTqeaOPMa/YnQqnQYk1mgWpoc7LWRqwF7XaV8UobjUixOb/A3vk+ruo/hi1DqpHNubhjBg4AACAASURBVHaAQcyZ9oOYQnLGdWcjpIY5m/xhi/VXH6YRG1zdvZdAK763dhsD6RJ9TolpL0+xkcJRAbtWrUI4YfLZU+22F3/e/zyzGP9W7WURpDxVzTl+0/kM/qiKCBMHK/3ks2zZJfnuw+fgzCm8rpiR70eMX64Y+HHM+BWCjX82ic66/O0Pvspuv50rUnUuevZaTBWxtW2KH46tJzySRUSQOX2RYjGNMiPWfWyFhR191HoE/Q+Umbwky97fupm7ajaH/V4+UDjGvkbIw/W1rLNm+C+H3kAQSUpll6hugC/J9pdxraRjm50q4LbV8cazOENlbDOk5ybBc+/P0/WYpNovaD8YMv4azdpbQ45eZ/Ghi+/iqsx+uqTAlSZ3VDvYVR3lxq7HmY1iVhkOT/iCg34/G+wpFqMMlohoaMWD5fXsyB7mE4eupt4wCUNF0DDIZuoYKqZUTtFRqDC3kEOZEVJqLCvEq1tYe9JkJuNWpWd5UFHfXiFcSCHyDbQW/OLpT/La3B6OBt0MGMvs8Ya5NH2QfhXx5eIruC73FF3KYMfOGzBURLVuIwSYZohrJXTqmm/R8A0Qmo58leWyi5Qa86Ecytcsnxli5XzCKZdPXvNNjni9ZJXH+e5hCrLBYmwzE+b5YWkzOcOjGLi8Kn+Qq9wZLt/zboRIgDF+YCBljKmS6UvcnPZJoWmEBpYRUm+YBJHCMkK8RxNmhtcbIX3Be668j+P1Tn6p60HOtiMuevp6AFZqDlJqsimPKJaEkcRQcUsQ9V9Pu53dtVFOeO3YMqQYpLjlvK+86GBi58ZOfc3X3vCirpG/O/fFf+/Ps70sRhCnWmZCY5Q86kO5pP4C+Mf920jNJCzDgUsmWdk5SNfmOaoHu1m3eRydsgnzKaqx5g8OvoHezV9ncrwDY8lgLN/DH178j3zKuIwgVHxy43d5oLKBTrPMDzLnURlMYg7+PofqmoC7ajavdn0uSx1ryqY1u7yAYuyysK+Lm9/0N/+P2okBY5kIwd917mB77ihfy23nhqGH6TbK/Pfc9WzZcoKjE6uprQqwlw12bD3AWOd6tmw5wQcKxwCHmm4wEfq8MV3kKvcJajqJszzViDnbhrQ4gacN1pkL1LRBj2rwW/e/nTsKW/jCWV9nJsxTjNJMNwqc4Y6Rkx5P1ldxUfogt5XOpNMs44iALqPMsUYXN5cvBWEmLtxKUBmN+fUtD/GjhfW8ojBBoBUf69yFLQzOsueIidnuHKYWx1S15oNt+4gx+OvlrXx88+1kZZ3Dfi9SaAqqyoCxTKANZsI8U0EbUsSclzrKLm+UtPT5o8k3Y9QFl249wCuy4/xD2xn8QnqZujuLKVRTXCUZNGCbVeJC58d4OiYiSfB/sbiNP9v4P5EiRhGzGGVIS590U4/gaRO3Cd8txw5Z6TEfZSlGLl3GCu9b+CWEgNOGZyj5Dr/d/iw1HeAIxddWVvPfN3wbgMONXkwRsc6aaSlGXeljEREh2GR6XOCUqOkEHBdozS0v4Xz/OSsp/03ay6qDKByuI5ZK6NFcK3VknHCwSsl7BbtG0YA222POgDanxopKGJKHgzYWJvMcPa0LtaLIHge/zaDfWCbj+HiBwZBRos8q0mWsgJTEJmDFCSDWijjs93JZ6himUOzze1lvHqMUuQRakR0TDBklpqxlfG0Qxoohc5F+5SeO0FaFIXORvOUxbC7RrmqgBAWrlqDj7YjYNOm0KxxXgg47yWosR7VEmRm5rDElGeEw3qhRkDFTYRvbrKQD8rRJHp9AKywhSJ0w8SuK0XMrWESkm/4Tw8YyWRkwaRYZUn7r96alT5cq42kz2RbDJDYSnqa2NP3mMu12lT6rSKAVrrTwdYAtTHydSJLLNCjFikHDYi6q8tTKEJdn9pGVicQboENW6TfqRBpkMyBpiohBo86MuYwrfLSVyJp77JXEscquo0Ty25PWwNMxtk50FjnpYOpGqyBrV2mEN2efRgJKQFoE2CIi25Q8B7qO09SHlOMGeSlwRJGsrNOl6ig7yR0U7ESy70oLUyuOhx57KsO8On0ICVTjZSwRMaR8PO1Tk3VcEWGKxL7PFAYZ6WDrqFnb8a/w5vzPGMSLb0ff4jByxwD24vMFWu97493c/MBlrKxz0E+vZXgm5PAzQwxMRzz+9Fo2VaYwpOSiVI2vXv5lLk7FfGrzHIPnFVmfmeUje6+ldqiAiOF95juYX85iWiEjlRrZk3mUb2EvVkk9l+YDVyQjh31+L+/Nz7DLN3Clz5C1yMh1R3nfwXf8RHHVMwP9pK3krnVyqoPbC1soj+f4UPE6HCugUPR48OkNdJ3UiNAhMxXxvT2vYM18g/v3bORvC89xqXuMfmUwqELuqmXZWVvFr7ftZipSXJ5a4Cnf5FCjhwFzmcNBJ0rETNbbePdb72G9M807DryTanP47Hkm7bnEKXyxnOZvCitMLhQwzAilYhwzpFK3SR10SE9prErchMko/qjnGuoLLo/lVxFrgb/1Ya7K7OVokKPLWOGg389Zzhj9qsFfF4d4TfoAXxm5i4uffjumilipJ34aporI2g3CWFJrmHgNEyE0XdkqC5U0SsZkDxuoBnxzzzl8L7eV+lSG2/pdjvi95FWNDfYU7dJjKoKZKM2jlXU4MmA5cDkzc4KvjNzFlXvfhWxOMWqBiakizGYHEcYSU0XJ9CM0sI2QWmDiB4kniXXARQt4vLgW2ZD8Zc8oY14nv9V5P3/V/zBX7HsHAMu1VDIqcutEsSSIJWZz6hJrwY1rvs9zXj+TfgFDxlRDGzj+M8/tn9US5Nx/dhAvuq3+nx7W8TlqW/oRUTLFuPmhxGW776Ea9ZtW8Nq7KaxZov5MB0NrZtCORZS1eS6I+OjBX+CbW77K1EwbSw/28kT3afzm5XfxpWgHQaD4rdX38kh5HW1Gjcec05O05mBEkDOpDYfsa4RssTTrzWPs8g3Osi0ONjzSosHhu9bwhzfcwq7qKibrBRa8NG/p28WAmdzhb0lvZ3vhGLfaZ/OLwzvpMlb4SuYNrF03zcyxIWrDIal5xRnrjjFfWM3adVO8Nn2crLRbysxLUhW2WTtxpc1mZTIdVjjPccjLk6RljAl4GnqUxZZ7rifdX+aPt/wjM2GBUpRirpFjqztOTnk8VRthe/oId7Vvpc2o4SqfdlXluN/FLQvbkaFBZCfkq1p/zDvX7eahtjVsLkwTxoq355+iT7lstBaxhck26yh5mSLQirdmD9KpMnxmeYRfW/NjXOlz3O9Gipi8qjNgLiVTjCDPdFDAFBFnu8fZXRvFVT6fPfpqlCc497TjnJ6d5HZ3C1e5JS50FjCFJCMdIMleRbrGJvPR1l27R9l8sbiO311zN5IYJWIWwwyODFqjqEAbuCJ5XdM2WVlnPsw1pxhlfnf8rSA0I8MLlH2Ld+T2sZSBmlb8Q6WTj6y+C4DD/j8zxRDJFOMa1+Nc+1nKsUYJqMaSz72UE17/Z5rzJbVan83Rtwyz9lv1ltU6Vsw1b32Eh46ey9R4B8OlmNnxAoPFmPHxDjY1ZpG1Bo/VV6O14MH6aj5/wd8lJCg75u/Hz6Q+kUWG8JXuC5goFkhZAV1+A2dRExsKs+LjTLs8XF/LLi9oWasdbHi8PbuIrwOCrOYrExcwvZKjXrcIfYNvROeStzxiBAenejhRbmPmZDvfEmeRNhuoaoODJ3roWNSEjoFTjHj65CCjKyFHTnbz1Z7TGTKXErMdrViJU0w22ticmmia0HRjiog3pD08rYlJ6g72BgJtR2gt+JupV7HiO/iRoupb7MkOYqtEzv1soZ9DC93YZoCpEgetUt3BmTZwFjVWJVEEpuYkt53cwtJ8julSDq2hw6pwmjNDOXJwZMB8mKXfLKKIOeZ3s9aZYaLRxs7FbZgyouilEELjGGGL07niO1QbJlLAzuwIU5Ucpopw5iTKh10nhjma60wgwSOjlCIXU0S0GxUcERAhqcY2R71uLsvu41ijm1FrgTGvg+/PbW6NIOqh2dJeAIRaYsnkdSM2EiZlw8GPEialPW2gBZygExqSz4+cxXLgMuQsUQpddhWHkWjm62kE0O2WacQGQaQwVYQhYmIEk93PsBBkWQ4THmc9MoFvvujz/ecMjPk3aS+rDkI1NO7UT/ao0oo4XO5CNXSC8UE02YP8RP65Q1VoT9UYNRc4GbQnCkDneZ2aFmDIOFHTvbAsVzz/vM6aaZaHK4asRdKi0ZqHI2idkDQfhoyRolmPJ3RSrNP8v6R+o4keavESnxfTCAGuTOoxHBGg0JwM21mWaUbNhRYnoBonaLW8TIKZjjDokD7SSSz9JDqJ2MdJpcUpFPypCL+UMQnk6fnlp7bl1OhWn6LEnXqfpGS6Q1VQxBRUDS82GTIXcUTAfJhjwFhm3s6xWwxhNPfpqf1jiIgQ1cwknFp3MjQXp/Z5c7mSifFQQdWIkDgiYNRcwBQhnjYpxykmZRtKxElNiCoz5CxxuNINgCEiJEbrWEAiwjq1LaFOnpVMtCRS6OfPneYjozzKkYMrG7TbFZ4WA61Tw2hOKQwREwqJIZrr0ZIBc4labFGLLUwREcYvvTLz5T7FeFmlOb908iGu+fRHGfzc00BSf/HCuowP/FS9BR1txMfHEUpi/yD/E3UaR675AnNRjfe89n2Imp8IjXIuIogSRNjh48hCHmFZxMUSsr3A4udsFvZ1kR0TjFx3lMN3rSHIJhfUoXd/jqtf84s/s3YCmkxKUyHqDXTKSpYfPoEY6ofiCsKx0ZUqdHfA5Cz0dTNxTffPrO2Y3RHjTBt4q3xSR2yUn8isDS8R6DhLSZ3HI347n732zS0epYg02kiQc4RNg51GUmeAJFkeaWS5ivb8FnJOOA5xIZu4iJnJPWPuvHbKqyE1m5jTOEuJ7NvvjCkcFBRPg7dd8RC73r2lVSOR7IgX9IJJoj95bSS1HEiQS+WE6ZlLJyIov8H4G3pJzyRMyiAjaORBBGCtPO+YZa9E1DoNXv879/Hwu17gaXmqTuMFrQWtbQJsxSlmpxDI5XJSzGeZoDVzr+rBKcXU373M9t4THP3lNcmXNH+TVir5/E+1uXPzKB+cYtQy93n4ux990enIwoZufdHfXPdi/pXbLvzr/yVpzpdFB5HNDeoL2t5COD4BwLE/2U56UtB+wCe2ZcKD+P6T/B9Hn+GG+97Dn7/q29x4+y9y0zXf4S9vvpZGDjZddYgTX1lH+zvGmf/7IXp/vEDYnuafvv1lbin3UY5SfLDtBNNhBVMILv3UR7AvXeCcnpPcc98ZXH3pTh6eXvU8D+JgkwcxcUFy1/lQge/feWsr6zATpdlhP18/cjDwWWsa3FHt4Cp3jpSw2PKl3+Cr7/oMH9x/PTv6jnH7ga3cdsHNvO623+brr/0cBenzWH0Vx/0upr388zyIpe0M24vcObeVXx74Mfu9ASb9thYP4gz3BJ//5V+g1mPz8F9+vsmDiFiKfLpVUt49F1Vpkw4TYZ1CU6GYkTal2OOPZi/m4elVrJRdpIo5a3CcL458n70Nk9WmR0NrAg37g3+eB3FPdT1/et9rOfzGz6FEUvYdoXGEgcEpEExIKW6ghKBDpqhoH1/HfHj8GlYChz8f/Qe6pOBxv412VaFD+jS05Gl/gJU4Ra9RpENVGDFqLEQmeRkkPIi7b+DQGz6HKVTrt9vCJHoBGClGEzdrLE+h8CqxT5tyuWluKwCXZ/cxE+Y5xxnHFfDl4tl8eecFHLnqi8RoarqBSYKaO7WuhDuRrOfeus0acxlX0ErBDg7NvKQO4sIvvfVFXSN3vOqz/3F1EJEtiNsykJQB4G4o4jUKrHgWueMNTs0ItlkVzlo/xoWpaejzGDUXKG0MMQs+E+UChq+ZLmdxPBL6dJCwEi91j+FpwXIk6DMy+DqgfFrI24af5kx3jJ2bh3hz2y7uPLSZnbXVTFnLLJQy7KquYnolhxSaviBiOarRplxyMqZfeYQoJkIfU8Ba00YiOd+ZQmJR0T5sLrPRavCm4afZ5p5gblWWtabBms1TnGGFfLO8iqerQ0zV8yx6aR7PrqXLWGH/Si/FlMtkOc/O6mqO1jpZ8DJUQ5vlRgoAEcSoRsxEWKFHpTBQdCuXum4kJefS4kjgM2IkrAhfhwQ6Ii8dLso9R7dV5nitk5QKuLywj5SwON0KcZs8iP9RbuM5r49xs8RSmGHcWubZ6iAnau08bI/yTHUIVZH4OqQWB+SlQ6AjIq2ZjWuYQFYaZKWBRDIW1hg2UtTiOtd1PcF8mKNfKWxhcq69zK3l9RRUjUAr9tUGqEcWk1YbbUaVSXOZpTBDVnmc8DsxKorZqI4CAiArJDUCinFMDLgClmJFoCWdymciTLHW9Ai0ZiGq8trcHkwRsd6MKZsr/Kg+giMC9pf7EFXFZFQj0NCnEh7EkcCnIBOKWC2KqGkwBeysbWTeXmjGSwQKDcy86PP+P3UQL7Y19fanWnu6xoRVIHQS2/dTAUtbGIkLlbRwnABHBMhsQCFXo1y3KQQar27hBrpJno6p6Qbt0iDQMfOxpk0lSDWRClltz9Glygxmi/QbZaK6wQmvHV8bBJ7BZL1AvW410cge87EmJ5O7SAqLxbjOZJRpel2aVGKPvLSo6YByrOnIVjFRrLbn6JBVBlJFJJLh9DKutDjudzFVz7NQz1CqO4x5HZRNh4V64o9ZqdtMeG3M1bMUvSTlVmnYnDQaiDBGBpqpyMYRHq4wsUVSlFaKFRmhmYqyjBh1QiICInwdkxeCrKyz1p5t6h0aDBlL+JoXUJPgiN/DyXo7tdiiHDr42mDSK7BQz3Dc72amnkU2oKIDijG44vl1zEQ2johQIsIWkoiI8TBHn/LwNAwYRZQ4pVmIyEibMa+TjErs9ibrBbzIoB6ZlMwUfmwmaD/VYNxrQzZgKU5OXU8rUD6eFsxHSeYjKxvMhFk8bSLFEmNBJ11qPKmc1NClEqBNSrhIKTnud2HLgHkvg/QkU2GKCEG7TEZF42GBwCiT1SGl2KSqTUwRMeEnDuK2TKC1p2IgL7rpJKD6cm4vjw4iJuEMNP80ZDJXVb5GhLpVzVnTAXmjjkESTYZk6ukYIUteBhlC4BmJkUxzTr4QRfQpC1cq5gPFiBEQNCnMWVVHoclbHq7Q4Etm6znCWKE9xYKXJmxKhYliZqI0/cojhYUSkmIMU0FbYnFvVyjHIX1GhqWwQSk2SZkBNR0kQT5tJhd47NNpV4h0zLSXjBxKdYeaZzHt5anHFmXPTmTCnsGsl3QOFc9GyZiab7FgZpqYe5gJ83TIOWIZoISgFCtmogyDRoWZsAB2vUmTiinHGldE1LRNQdWwRYgrG7gipBTHtCsbvzl8nvILzPsZAi2pBDZBrFj00qx4NlN+0qmphmAxEpRim3bpEQPlWDMT5klLn6woYTbrFCbDNnxrHE9LXBFiErEUh2RFgvCf9vKkDZ+wuR4/MmjEBtXIIowVK6FNxmgwW88hG4KlyKWhFZ42SYtFyrHFfJQj0hJPVRkPOgi0Iic9xoN21lmzKDQr2mZAJQAYSERS415bIpWup1ANmInyAHhGjYhkHwPEqsJclElYntJnpp4l0gK7mTF56UzKl3+Q8mXRQShfI5fKLR7PsWcHSM8ICkd8goyB0GABJ0KTr+09j0vO209xMsfcpiypp1LMtDts2nGcmdwqRgcXWMn3oy2TyDUZNVzuqaeoxja/kFmhEieZgPQ+h88MXcbZ7Sf58a5N3JKeIdtf5p19jzJkLvLMQD9v6dvFN6JzMWSMdjLssGNCFItxnWIMp5lpRow5JJK5yKPPyPCEH3CW5TJoSMZ2DjK1RvGpE1dwXudxbjuylQ+0P8S3nzqb9172MO/vuY/Hs2sZ8zqY9vK8t/cBelWFlNzBkLPEXcZm3tH3KAfqA0z5eVanFphrZNmWPsnXU6+jkZVc7ZYxRTLiqMUNNlspNugAXyvelJ4mIMIVFrYw6VYKXwc8WlnLnqVBplaStOPYQAef6H2cI0HIiJGcsB/oup/9fh/95jJLUYYhY4lduVEO13t4e9tj/MjdyGe7u9londIrJMi5bqUYNspNepXb4jq+KT2NKWyGRMDH57Yz62f5eP+dZJTNU42Y9/U8QEHWaSDZ441Qiy16jRLtqsKQUWIpdsjKBocb3Xyke5QdToAkJMZDYqOExNdJYZiBom6PEaFxhcUW6xnaZApfh9gi5jPFLZgi4mL3EMXY5le77seVIRnl883pc7nGLTXjFykkgmszU006lk2kfUJqSWyj71FWmws4IiLSAiU0n3mJ5/6/6w5CCDEGlEliNKHW+mwhRDvwLRLHnjHgOq2bR+6faTKM0bXnkXPuhMRe1lhzVWqjuZaq8ll/EHEyxeOnr8WeNzji95Idj7FWBLmLPaYVZC2foiFaSLaK9nm0upVSmOKN6Sc4EWqy0ic9FXN4shutBekxxYOb1+JaAQPGMv3KJ201GDCXyVseUsTURYK/nwh9JpuOziPGXAtLtr+RxbQqPF7byDrjABlpkzkh2O/3cXiyG9sIaUymORy0kTpusdsb5PzUOD1mkVps4ccm/apMr4IOs0qvUaJg1+k1SiyZGfzYoMcsEWlJr1FCq+T3JfLjBjUdMB8JVpsJKm06bLDGzLDH92lXdUwSf4zZqMG+Uh+HJ7phxUQrzWPWKPNdD/CsPwRMESHoVxFFc5kBlWgS+lWDSaPIspmm3wjpMUtoU7dQe4txArvNykR+HOmYldhjKU7SwKvMDNNhBYBH51ZR9mxOdOcwxQq76+u5NH2IgoSG1swYRcpxqtlB1Og3BE5UIysFNWMZbWgkooW5q8UNbIzWsQBasu1Ix3SqNL5ORnO2MHhkeQ1SaNLSZz7M8u78M7hC0W2tIKyoGZAULMZ1TARtKukETwU7VRM026tK9KsIRygiNOZLvJz+d4hB/DwmQJdorV/xggjr7wH3aq3XAfc2//6X209nUppekj+dWjJFhJZgywBtaGwZJDn9F0gnYi1anxOapqlKhCsbKCExRaJIBBAqyY9rRUtYEyFaI5nk9U8eQFOAIwIcmbAbn18eYgqJLQOkEEiSOgdTREgjRpLAT5RIcGxO08wy1pJIS+LmuiJ081m2Tp6IU/Tm5PmnSchKCBQCS8StbTLFqe1Kfq8pBEoIzFN6DqMJY5FgysRtyxRR8/+TYF+sZbIPtCRqrjfSkkjrVpmyRKJEslZTiNb6k30tMcULt0UkDxVhqMRc1xLJ8Ym0IGqKwU61UyqWuLk85mcTmJQQLfblz2qRTvaLKZJttWSEJcPkOIpTx13/hNO2EhITgfmC75U/Y91x87PJ65fOpNRavKjH/6r2bzHFeANwcfP114D7gRv/pQ+EaQN6OmFxCQDnVQuUnulANdrJTvitIOUV7kkevWQ378sf4+YNK5yTOsafXxqR6aqye2qQtnLMc1M9dKxohB8gvYCaTkxtpBAcaGg2WsndZHZHzE1n3MUaa44/verV/PHw93jND3+Tv+vcQZdV4eRUB7ekt3NwqgeEZq1fb6YybYYNE+wKc5GXjBxEyA5HUonhhtw4lVhzMqohr1jkwtQ0N515J13GCt+xq5xtV3jllXu5xi3x8fnt7F/pZaGeoezZpOQO2swad09vpDM1xP6ZXr5mXMBEtUDJd3jGHWDFdziY60HVAqyK4jEvYrXZwBWKUcNhOqqxFBusN23urplclopbtOlS3KBHpXhr75NEPYLd1VEyyue1uT04QnK1u4AtkizJJxc3cbzWSbtVZSV06LVXeK7Sw0w1R6AVTxWHsOYVC1GdshYMqqRbqemAZzyFI0IGjYhOmWQC7q0rLnAs5iOfT675DmNBJ6uNCnlpc332JH8wewE5wyPQiiPVLrzQpM2ukTfrdJtlSlGKrPIY99qwFhT7ggaxFnjaYNDwqekG81GKCElBeklgURusNhd41h/gfCdBuUyEdT7afxdZETJopIiZ408WzsGRAXfPbkTN2jzsJRf6FivpsO+umXSrCnkZsBRbVLWFIwK+uvAq+u0SjgyItGwGXide0sXy711JqYG7RSK/+0LTCqxHa32K/T0D9PysDwohfgX4FQDbKSCq9dZ7CxMF0iVBerZBZCfIOQXMR5IHJldzpOt+aksu5dghdcKkVsmxdtsERSdLd/sKfiqFNhSxZdAmHXb50ECx3U4w+AaK1ITBvUsbWcqnOTDWxyO9q3Hb6mzPHWXIXOT2wha2F45xotyGEhpt2qw1k5RdJfZaAUnTqmCKpHPISIdDQZXTzDQ5GVMcK1DcBncvbmZbboKn5gYo90c8dmKU2YE6r8ocxJUNJlJtzNSzXJg7RK8qMd7WxpCzzLLvcn7+CAetPmb9LMOp5eet96zVhI5kixW0UPWRjhk0MnQ1h/3n2CVCTGxhIhEti74jXg/PVXo4VurAUsno6oyOvUyFPoOGIibmksx+us1BBswlFsMMw+YSeVXniNXNJdn9KBHzbHYVfUaGzubQGyADOMLDFApbJFYAEsGZVhlbuLRLzS3VDUz6Bc5PjWMLkwNBjYtyB1tpzk5ziErk0G2u0KGSKtkEe1/nsNXLPdltrDdVc8QRkBIuMZoeldRfOMKgVy0SaU27sinIE/SpFIGOUELwzfJAol5NjVOOFZdk95MWDaYbeY7letlmNYjQ5GXSWZ5pF5tZIpceHRJQRyHYkTvMqJWkOSExZPrYS7l49L/zGARwgdZ6UgjRDdwjhPgJc2OttRbiZ4d2m53JFwHSXUM6zqZb761dN83YyiDlQZO25+qtKUhWRrxz7ROcZlq09SQ49samOsPdSxw60ctwMeLkWCcDxRjRCFBVn6caMVusCFvAP9XyXJKapxZH1Nf6vKvnEdpVhSObu3lN+gifGH8jX8ttJ295lMdz3GqfzczJdhCwsb7IHdUOznemyEurFZB8vLYRWwbckBtvdQ4HGjVmowzr34KdfgAAIABJREFUNk9ionlv7wN42mRhMAkmvn3jTrqUzc2TlzJZzlOp2zQ8g8+HF5GzPJ6Z6ied8lmazfF1fR6LVRffM3k6NYDfMNib6yNbDbBKim+VR3mFc5KCbNCpFHt9m8mwk4tTU9y6spkb8geajmSapchk0AhZZc9xUeYgj2TXkTdqvDp9gCOBol9JKrGPFIK/mno1M9UcOdujHprkrTpTlTylaoo5L8Ox5Q6cWcljXsRinGartUCkoRSb7PGHcaXPZmuGdplkjL5V3sK12b1MRTZvyu3hWNBOMTaQYYURw+J3jl+MazQIY8VMNUsQSdJWQMoIaHNq1EILRwXM1zOkZiR3VJMshafNpkQ+zWQwlBCljArH/W682GRLaoInqqu5MvcsjgiYCQucnzpOu4S8TDFsKK49ejmWjHh6ph9n2uDW8moUMRe7R2hoyR2VpGam1ygxGXY1Zdk+Xx3fQYdTxZIRMaLpJvall3D5CKJ/hTz7/8/2/6mD0FpPNp/nhBDfJXEYnhVC9Gmtp5tmof+srVdrI6oRYuZ5g5/juwdxZwSdu4t4vYl7tQWMhy5f2ruDS889wPJUnmCzIvN4iqnufk7bPk6xbYj+0Vm8Qg85yyRK22wyE69MgKvdZcAgb6TI77b59OhlbC1McffOrWy8aBpnqMwNQw8zbC7xoeJ1/OLwTr4lzkqUlCmbq9w5JInOYSlscJblss44gBSCSqxbncNGy+U0HfIrTw4xv9rmU+NXsj47y+2HtvKe9of52p7zeMfFT/DBwR82ATQdzHkZ3tX7CN2qzN/ZOxi0l7k3tZ53DiaYtmkvxyp3kflGltPT4/xD+goaeYNrs8dxhYUkuYueZ4NvzWOLFO/O7ccVNpnmHH3YgEibPLyyjm/XChxfbMcyIiaH27ix63EmQtHKYny4/272+QMMmMssRhmGzEV210c5Uuvh+o5HuS+/ia8eu5hzbEFMtZVJAVhrnmyOIFIt9eE7cvvoVBl6VMRNczsYr7XxewPfZ9DIsMtv8OtDP6IgawTaYI83TC2y6TTLdBsr9BtJJqUgaxxq9PBfe6/l9enllhFzAqEtEzjFlpqzlJoi0ppOleIc5yEGVLJ/AmuBzxe3klEeF7uHqcUGHxq4G0eE3Oqcx3cWzuKt2aMoBBmZ/Kau/DMtnYmvp1uGwWr4IUbN+VYcQ6H51ku+hv6djiCEEGlAaq3LzddXAn9EQuV7N/AnzefvvdTvVh6oBLOAlrSqiqqxTVC2mYlySE9SjNIYdY1RFaRNn2UJrhngNY1zEIn4Zz7K4cUmthuwHNUSjUVDs1BLs+SmMVYUk34bthnSbZRpV4lpTZexQtpsNAucHFIiUUiWY00pNhk0JBlpIxGcjGrkZMxslOE0HaKExKgkoJe5aoa+1AqBZ+BrBSsmxdiiSyXGMCUjRd006VAVulSdrOHRblRImw3aVYV2o0rdNGkzqgSxot2ogEqMgZLOQbSkwXmZwhUWtbjRkla7wmxJhn0dUo+SbfLqFoGKmfAKAJRjC097AHSpkC5jhXaVZB46ZJ12VSFn5GiXHm1GFW3oViYh0MlIwRSKlLBakuS6biC1bCktAx0x7eVY8t2EO6EDFqM0HbJKu/IItKS9mTnpbq6/q0mHKsgGRaOMNuOfMAICsIXZkngrIcnLRBBnCkW7TAx8wmYWYyHIUI4clmyHYuyy2lzCEZqc4YGpyYikQO7U9CgrrVaGxBVWa/mp4+U0B8kvdSzwv4MO4l9diyGEWA18t/mnAdyqtf5jIUQH8G1gmATye53Weulf+q7RLVlduOjjdH3uUQDunNzN2jvfz00X3M4/nL8RdExULLFll+TjPY/we9MXcd/JtdTLDnsvTzT5r3v9u5AT8+i+TuTMInGxBKbJwb/YwAfOu5+FIMM/fWc70dYKwUKKXa//FMU4ZjzKcLbV4LvVPr7xlisIcw4ogVH0iDI2qtpIin2eO87YR18Bm8t0ZKukzICxnYNkTiTZCnnFIsWxAus2T3L8ySGMimD/r93M+ye289GeexgPc7zS9vilsav5wsjtvP/E61j+/WFEECcMzlgTpUy0EqhagDYksh4SpU1kGCMiTWxIRJQUYalnjiJsi4l3rac6HBO7ESoTYBxJYVYEldGQzicVC+eHIDRyxcCoCxo9AX9zyVfpV2VGDIOAiJ1+hl998u1ctOooj02NoLWg99N2YtijkgIvlGhta+SayEaEMV/myHt7MEuC+mCU4Ps9gTspiK3EpCdMJ8Vu+ecExc0xzozi8++5mV5V5aNjb+aZvaO89tzdHPjQFrRKMlAtcZxIUrmnlmshEGGMObvC1Kt7iZzkZtLIJRkreykxeg7SAruom14jkvR0RGl10nnEJvzZL32FxTDDXYtJTcbc768CQHkharnG1JXdGHVNaR2goe0geO2CMA1mBYyaJjYFnXtqSXFc66KA+370sRddM5Fe16c3ffqGF3W97XzNJ//jFmvZw0N6+6bfwLx7J0ACqn3olSA1a77dAK2RD+3hB1N7+OviEO/OHebCXb/Exzfdxl+fvJSuVIVHj66i/zsWE6+L6L/LoPDkNHE+zVdu+yJ5abEUNzgWZthkVpmNJB8++hZ+f9UdbDCr/Le5C/mNzge47I7fYcuWExSsGg8+vYG166Y5ciLJYmz8kxL/5fvfYqOVFPDUdMBUpNjv9zVds6YpxmCimY9tPG1yy8J2vjD4KPfXJVusMj+sDfK27DJ/OL+Zj3Xu4ZdPXsbYSgelukPdM3nF4CR50+Px6WFyjs/UbIFNI9PMVrJUPYt8uk7Vt+jLlhE3FvA7HD702VvZYM3jiiSQOx7ZFCOXAWOFx+qrOC91HFdElGKTBpIumdSO7G+0UYxdLBGxyZqlR0kywqaukwDd705ezmQtT8GqUwltOuwqY+V2lqouZ/eO81yxm6WHern1vZ9qFXPVYoMGkrGgE0cEdKgKpohQaA43ethmT3IibGOduUhDS04zHQ4FHmtNm3eOXUFaNYgRnKy04YcGGcsnY/p02FWqoU1KBcx6WY78cDX/5zu/QVr6VGObgqqi0EyGiUfKKUCMp016jRJH/B62pU7S0IqCqrHVrBGgyQiTUtzgpqlXY6uQx6ZHqD7Tzieuu4Vy7LDJnkSh2eWNMmAukZUexcilHKcwRcg3prfTZVewmxwKieZzZ9/ykjqIDZ9+z4u6Rna/5hP/cYu1lB3i51VLn/Cejof5TvZM2rtWMGdC0IkN+xN+wPvyxzgSaNrTNe4ubuVXh+9nnTnPu/72w2SOl+h4OE/2WBm9UkYGITdOvob/a+BOAg2/vfetXL96J4eqvVw/8ASvcqASK27sfhBXGHQ9Jjk6kfgtdJ3UzBwbomOxyXMorvDB/dfzpqazVkHV+NSJKzg82Y00Ym46807uXtzMe3sf4FPjVzJXzfDNLV/l/nqOi1Mx06HmcneC26pdfKRjF4/7Djvv3IKqJ9OpTKDZ276+5axVsqC9pBk7sArlgx1A1cohQ5hMtTEyP06q1uB3d13Lhr45epwyg84y986sZ7HicsHQMe5+ZjPXnrmr5ay16KU5vTDJ+zoe4ko3oBbPN4fqKT42dyavz+/myfoGFJqH/mkbqgFjCkQMR4zm1M+HRwptmFXoOhTykWPXMlfOcGbvBNXQYtl3W85aIx3L9LgrADz03Dou2fAczxW7uW/r3xMTc0u5mwdL6/lgz708c+eGhOGhk3WICIpmMsWMX+isFUDn/pCPPfVGpNQEgaKzUMEPDEqlRNBkpwK8ogOhwO6oE0ylya0qYqiYMJI8eNbfItE801BIYfPInaeDTJy1usYjblz1C8Sh4PTRycRZ6/Agdt4jl246a9VNpBljP+ty2CSZWzRRJbwEbK3m33EM4ufZTBkTWc/vKE8riKEnU0GnC60sxjoj4EggcEREtWGRM+pUY5uxsI3qIASHHKoDgtwJm5RloVM2l7Y9iSMExVhxXt8JVlvzBLGBKSIWoiptMsVOP/GtqPYLaqsChB0hQofacEjoGAncxLHZ0XeMbe4JOmQVT5uc13kc2wiRaLqMFbblJvC0yfrsLH2pFcbDxFV6OtT0GRnmoiqvsOfY3cjQJWt4a/yf8sVoIK2IYNYmdjTBomr6YqjEFyMVIxtNZy3HJso5nDk0wRm5cfKqhit9zux0Wcq5DDnLjAwv8H+z9+ZRtl11ve9nzrm6vXZbu/o6p05/ctL3ISEB6UERBHyKDdiiCAJXns31ee94V3Hci/L0qngFIaIYfQJih5GLICCdhHSENCcnJ8nJ6arva9fuVjfnfH/MffZJgIcJg/vMGzLHqDGqdlXtdq3f+s3f7/v7fMf8DhWVEMuMXdE2B0prXBTEnC06REKAzZHAd1SPs9fr0Q0XMEiyw33MOV+MXCJC7Xwx+s4XI235BNuKm5pnWCrXubC8TKsokZY8QlUQqZypqE3ZS1EYLty7xAXlFVLj0TEpFRny7NJplvIRmrKgfzBDeI77YHue88XwLPgGGWpMLpGewfQ9SmseR6ZWqXgpvSJgJOzhCcNc1dVSakHCxkiZXu4zHndZKKUcaa5RWMlY2CUUPi2TUJcpLROSHkoQ0pKthshMcenuRdp5yOGqq6939oZMlXeo+3226jE7WUSgNA90Zh2U6Jt01uL/B0rKp0WAqPoJefn8G3V5oEDC88Yf5rNbF4NxSrovJGO8sLTNX3dmybXkcyuHeOslX8JH0HzQEqy0GT3mEy11sP0+GMMtc89kZv8Wa7rGxx+8hNWDrkX3kSv/GF84ifAVgeDRIqR5vCDc8jC+T2VRU1pTDgYiwHa6/MNDl7G6v+qmMoXl1hOXkS2Uscryt2GXr6zuYn13hX945DLyxOOdL/oMt3Z388J4nlXdZUKVedf2LN9fPc4Hdi6hfmeIlzgzHFlY0jkfqwKCltvjBh1DsuAAr7KwaF8iC9CRQux0UFpzxwOHeGhqkmqU0oj6HF+YQnc9Hpyeov3gKB+5QuFLw0YnJkt9pkdbfH/1OJEQTKgy2hpOFz1uWb6Jl449wOe2j6CtoHZHCZlZd1U3YDwflVhUDlk1wutb6qdS/uaRK8naAfdPTtNPA/LMw6w6B27ZyAijDCGgf6bK8sEqW2tV2rsNodX8fedSPnz6KvZesM7IXT5WumNApRZhnELWKIX1AidZlCAzS/1kxtH79mIDi8gEtuIKpHLbze3o2ODtKGQOK3VDuKb40q46WIGINPMTn2LTBNzWO0xiPep3RFgJwY6lspRx/337UIlkfm/DXZtOlzlTn0CUNLanXJD0oHlMYDx/oPo9T+h6KsuYbweIf3Wtbde44JF0+PMb5p6D3Pa4+X++mL37U4S2yLl5vqfc4+3rl/EfmvfxW4XHf7vo73nZ/T/ORLnD+qt6yKLJ0isytD9Cs5+i62X+9sI/wheSbbPFR577Lg54sLm3GLpsX+yv8/blF/NLU//E3EstN132EGNhh7+/90quOnyS+87uRgioHx3l1me9+3FiqZQ3NP+FR3OHQ7s27NCecQfqTza/SGoVP376pXz4wKe5tTvOleEq79qe5U2NOd669Bx+a+oOTr/uTh7ZmWCzH9NOQm7afZKG3+dzS4cYjfo8tjzOdXvPsNits5OEjMR9ulnAvuo2nXunScYibnnxzRzwXDagECzvg5YJmVR97jkyw9XhImUp2DbOxWlUWbYNHMsmWS1qRCLjymieP9//cULh80PVBbS1vO11O5zpNWkGPTpFwHjQ4dHOBGu9Mi+cPMkD2zOc+fxePnbD/8W2CZhUGT0r0FYwV9SJZM6o7DsknrCcvLzJpcEGZ4qYtlGsaXjryGm+94qjTKsSn/mJe4dKytOdURLt0Qj7VL2U8aDNTlGi7KUs9Bvc/cmL+aPvfi9lkdG1AQ3ppnKXdQ2NoCF7rOkaXROyy9visWyCS8IFMhQ1kVKWAl9kvL5xgpbJWH1djVAWfHb5MPP3TvJH330zXRNy2F9HCcsDV08z5W1TFjk7NqRtIqekvO7ZTEctQllgrMPcPfD7T/64d5CrbweIf3WF5YzuTEBt8POvznycf65exOGDi6jfLbCDGsTvbB7gl0cf4k939lEKcv7Lw9/DH1z8AY74Ba96+1soPbJEuD1OdGoZs7KGbO1w4+0/w29c6Zotv/DR13Lo8nkWd2r85mV/y7OiLc4UHu/Z/QWO55JDHyg4PXaEU0pwcC1jrXGAfTuuAMXCCi+/9a0cvGSRPeUtxsIOH/7KtZROBRgPnvHio9x+Zh+vuehubrn3Btjx+fIrf5dfXbuOXxr9MvdkFb6/epy3Lj2H35u+m7etXcZd77gWlRmi3FLScLR6OVYKoo6m5zWZ7Wrmahcgc0utsORBnaiwrISjVE+doLwU8dMffCPFnoRSOWO82uH0Y5N4O4rSBduYL41Qfe4KWaFodyPybsDY5A6/duGtvLC0jmYNhWBNFzznvtfyqtn7+MLGIaSwrL97Hyq3zA0yiMeUQOaWMDN8sTKOlxj2Luzwwt1vRe54hHs6FLki7/lEcwE6sOSTOaV64syZ76vClTv012M+99LfoYrmdWefz+0Le3nLRZ/l6G+51y4syNwijKWrnDfng55wOD0pkIVl35kd3ui/Hitd/SYbNYhMEGxJhIWibAm2nCFyf9xSnhfsHDZYZRGF4MOvcmfxX7QuJpYZX3zH9a4l3jHsX+/ypvRnkDmkF/axRhA/GJE1LEXV4LUlXldgAsvYfYaTnuCJaum/46msp/sW42nRxShNz9qbDvwM4kuORTn6xRHuuOMI0Zpk5l/6wy7GrQt38Yfbh3lL4yQ3fOUH+b2LP8TP3v8a9o5s8eDcNDN/47oY05/wGLnTdTHee+vNQ5ntVzKPa0M3k/D8u17Pu6/8C2ZVh99de57zyrz157n00jOMhl0+e+9FrotxdgIh4MLfaPGf//HDXBUUQ8nyY0Wfe5LdRDLnu+MWK7rPuAqZL1K2TcA7Fr6LP9//ce5IfcZlj090L+ZNjcd4+/pl/Or4MX7i7LM5tTPKVq9EP/G5enaeut/n9sV91EsJ8ysjXLxnidVuhW4SUIsTemnAdG0H/uPIsItxSbBKVQoqwudEYVjTZS4Ldvh4dy8vLZ9BIWhbQ9dIphQ8Wvgk1ud4OkNZptwYnaEqxXDqUSJ588KzWOg1qPkJvSJwXYzO+S7GQ1uTbP7LFH/zU7/Npok47PdJrKVrJA/nE8QiZdZrDc1sPtffy4vis8wVPk2ZsWkCDvmOUzGhyvzwqedR9jIKKznbGSHXatjFGAu77OTRE7oYv/djTrGYWJ9d3jaJ9YZdjIbsMZePDlWW9yV7eHb8COAk9xf7XXwhBxh/zc/OfwehLPjS8l46943yjh/4czKruC5ccFvb/oHh6PmmrrAzyCD+ZPHZjEcdl0EMlJRPpYtROjRj9//265/UOfLQq97277eL4S93ESv3kb/wGkoPr7D49mlmjSb8x9vP8ymja3jNyTHO/Mlh/vG1c+iPjvLOxovY9SsFSXOKP/6zW/iJ5Cf57Wd9mF/e+mF6k7vIanA8G+GHTrycJPf4vy/7U97XOsK4t8Psr1ve8PKfpb8nZ+9H4Ibvv5z//bkf5w0N56z1p42HeVn5FO+fvJxYZrz3u19OQ6Z8sP1EhuSNJcfJe9vaM/mOynHevfB83rL7U4yrLlv/eQ8//Zsv4O6PXUpyMKV+Z8jp193JXe+4ltM/P8r793zh6zIuj0/8M3WpuWP/DN8Vr3M0F2zrmCmvzbaJOOB1eNHL/iNpU3NZsMqijjmex8xlo9xQOsk+r8Une3t5fnyav2xfxKjqEMuUCdXmrmSSX7v9FUQnQoKW2+e3D2ve/sIP87HNy7iudobcKt67+0vDUe7UuqC4qrssa8XlQcTSdIdfqL6ctvVpyoTbk3GUMDRkj6vDZXILC7rCfamz3ntO6Qy3JVPEIuX7/vHNqL7kf3v+7TyjfJJblm7k7w59DHAip6WigwYa0sMXCg9Fx6b4KDo25+e/67vZ52+jsPgC1nRAUybMRs6kObdwWeAIA20ruDLcZlkrtk3EuOxxw+ffjBCWa/aeZSuJ+cRFHyW3mvmJT/Pfp17A1aHDxh3LRolEzkvik/QsdK3HEX8DX7jHeP+Bv2NExUORGPDUfDH49hbjKa2d/QHhagWZmiGH8vF8yt5XcSfn2g1GBuzJr+ZVtuIAv5Fyd+8A660KWkvuSPZxf2c3Db+PyDUqAdlVyLyAjsdLKseAiC3d4/nxSaoyZNbfZNzboX1Bwe39r2VITvrbGCs5tjNFLDPHkewdYMTrInLD6Z1RVB/oeHiJ5ZGdCVRmXObwdRiXK9pNjILHjdEivigRUDDrtYiEwZc9pxe8pM3B5jZ3JLMsF3VaRcxK5jZpsUy5r7uHSOTD1xvJnBGvy1zSdM+lD17izHtVR/Ll7j5O74wSSo2xgvna/UwPGJe+UKzrLnUZUBF2UHCNefXEXdzVP0BZppxKx5FY6l6POa+FRrKYN1jNakPS0v29PcQyw+soZAoP70yiMCzs1IaAW18IqoPAcA44O697aAS5haa0vHr8Tm7v70UJi8KwrWMimRM/zjgnEjlKGHZ0RE0lrBY1Ojqi6XXQbR+E5czOCN00YKnosGkUez2P72vexW39WcBh93yh2QhXSKxP14SUZYovCoyVfFd5kaWiw7aRKGFd9+0pLMu/7Sj3k1lPqwBRRAKr1BM4lI/nU/a/ijvZ7kc0dRehzdfwKvtG0Kj1OJM0nVVe4diDS/26s0izFpmBTASisMhEMC6FGxs2lhnlDaS6mkjkiFLxdRmSPROgrWS9X2G+NEKnH3ImGaXllRCFodWPXBciEcgcNvsxUW7Z6pW+LuNyWbtx8tTm1Af+mBpJIM7TBnJgtNplT3mLE+mkkw7nEVtZiao37gJV0uBEMDl8vaEs6PghC0lj0FZ1mgIrQWaw0G+w3Y9YiaoURrKoQ5qyYNsUVKVlTQti4aTLa4VmVMKst8kX24eJVcZ8fyBS8mN6fkhuFRt5mfW0ghSWpjfBQtIgkAUyA5UK1vtl5oMG3X5Ix+asGY9IaCaVc1XLraZjc+aKGpHI6dqAWLTY5W3zld4+lHCcjZYuEcmccDATcY4TCdDTIVWVsJ5X6OiQll9CpK7t0O5HZKnHmvFYLqpMKscmva17GIC5ZAR/4IORGp+eDohVNuBXSNJ4fvi/gdB0bcBTHff+Vm7whRDfCbwTB9h+n7X2N7/O37wa+LXBQ99nrf3hb3SfT6sA4dpb5gkcysfzKTtJ8ATuZJL4Q/bkV/MqkwGrcqVfwyYKtGC+P8JmPybTCqkNKrPu5NVOXxBLn/kiZU3H7FYFOc7xSg0+xq/HkEyNj0HQTkKW+1WyxGM1qdD3fYSx9BOfSm6RmSuwtZOQkoZ+4n99xmUxAmEHbe0wre/aiAbZ8AqVWEHJzxkLOyymDTazmF4RsJ2UqPgpJZWzkZRZCBts9mPSwsNXmr722UjK7rnkFpk7d2+VCTaSMkk/YDOK0VawXNTZ563RMgqFZs1UmKFPiMeyrnDIT4hFwVJSJ5QFK0kVKeyQIZlbyVYW00qd49ac32SlXyWQevD40E5C1sMKeeqxoQVrukxZZIzLFI0dwn8XihGqsk/blJhRbWJRsJg6TqQSlk4R4AtDSbmgkFtJKIuh21VJxbTyEt0ioK8DVOIk3Enio1PFclFlLh8d1kwWU6enWOnX8KQeBAjHyCypHDmA+iTWslxUWS7qBEKzPYDmPullwX6L2pxCCAW8C3gRLkrdJYS41Vp77HF/cxj4FeAma+3WYAr7G66nVYBonMiQm23ymcqQQ/l4PuWu1yw9gTt56a4lsqCKjv2v4VVWTnosNyN+7vv+goV2nbRQ/MzkZ/hc5UKaqstfR88jaQrSyZy87JFP5ny0O8ory9sc9CUf71V5XqnDjilxtmhSfjDiZ77jaxmSM6qNQVCSN/Hs2iO8p3gOPzp1G6Oqw6+VXseVu89ytHmEfDIjnfO5afdJjlYv5+rZ+a/LuNzvtVjVCbFQA75liVHZp22cL0TbeuxWjnd5YnySv3/+H7BcVNkcYPCujU9SEyl3Vvfz3PhR/j66nKbqUpYpTdXhZDbBOyYnSTuBw9YpSCY0r565m0+El3BN/Sy5VQPWZZmJQdY87UHPKFZ1j+dGMam1vG/jWfzU5OeJZcrJzB1rTdVhl7dDbiULus5C3iQQBddHp7mnNkskcn5pYh+yL3np7hNcWznFB+z1gwnYHCUUPeNhMIzIEmNKMq3OT1CC5G2rz+SN458FHDFrw5SIRE5ZONFaahWxLFBY2sanKnPWdIltE9NUHT49fQQhLZftWqKVRbyglNKPTrNpDH+2fc3wvo9nk/ii4MJgjcQqesYnlvmAuCWYViV2lVJSuwhAjuZNT/GY/xZuMZ4BnLDWngQQQnwIB2869ri/+WngXecQkNbaf33S+lv17L4VK1zpYHs9rBJDDmW8KAlalnClQ8133Mmyn9FSUAv6rMsaCMHxbBrmS9yb7CXYUlTnDX5XuP51kKGkx5RKGffajHs7bhDIA3yLVRIZFHy5u4+XxHdSERF39/ZzRXA3C9kIW7JMedEM/n+Hth/RNwFTqsOUAo1hxO8xpVrUgoQJ1WZc9bFKUPcTrOcsBK0KaPh9rBTUfQfIWdEpyzpksRhhv9fCF4pH8xJTqse9yQEOeyfYNhEbusIub5sNXaYptyjPC5IkYEppjO0QCE1mFVOqS1VYJrwdJpVk3GvTVB3KMmVcdWmbEjLQGA+M54qU1ndK0LqfMOa1ya2b/NzSPSoyJLU5FRmxbjIWixLTnmSpyPjyxh5+avRfKEtD29tBYWmqHpPKOI8MdoakpSkF42qHskyxnsV6llG/y4TXphYkQ94jwLrJyC3UpSYWPrF006m+ULRMwt0be/j5sS+ghBig7rpEwlKCjJF3AAAgAElEQVQd4OESmxNLhUIQC7dVk/QH1n0Znu/Uj7WgT2Edhq4iIo7lOXdu7eP1I/cAsO1t4wvNpJKkVtMVhdNQINCYoRFPLIJv+pj/FjYRdzF0lgFcFnH9V/3NBQBCiC/itiG/Zq39+De606dVgNi4usnoly1+txhuzh6Pnzu96D8BK/flxVn2pV1kkn8Njm5pPKYy3uXP1m/i7OIothDcPPNM7m/touKliDQn3IKi5ON1M8RKyC8/7w561jCX9XjTyD3OZbs0zz5/nffc9Dxu3vxaRNyo38Ug+Keli5gbGeH+xRn+LLyJqpegejl3LO0h3IJ8JSRoWT63dIioo7l9cR/HJ/75axB2j+Ylbook2sb8RG2O3DpZ+JXhKtpCVeYo3PToM8aXuHnrGlazKt0iZCMt80B1lopKeagzxcO1Ob64eZCKlxKqgrrfZ7FfR6yEhFtOOWgVpGuKD61ez9G1KZb6NYwVXBmd5dJAsqL7VKXioazHAT9kj6e4P0u4xI/5zUN/w/s2nkVJ5a62gaXqJ4z5HbSVrGVV1rMynjDcV1nieHeSksoJ1hUqEXxy6UIerU1w/+IM63v6rGifWBbsVufNfno250v9EpHw6JqQi4M+v3Hwb3nP1vUDEZahVZQIpUP4A+RWOWaoMHR0REUlbOVldooSDb+HXilhpeUef5Y08bl3b8qCrnOh3+G/7f0I79m6BonlVH8MX2r2Rhskxic1HqEs8IUDxLxp5B7uTVNWdQUlDG1TekrH+1OcxRgTQtz9uJ9vHkCXnsrygMM4JORu4PNCiMustdvf6B+eNqs6nyJ2upiZ6rCLsb5aI+4IqvMJtpRivApRKcP4JaqlFKskSMmaljy4PcXaZErSDwiXfDqmwuzBLbwox2jF/nCNlahGw++xLSfQAZjQYj2BCS0r2tCU0JCGRa24RPkYK90Bt+SxJ9xgu+T2mVJYZiNHGdJIxkqzzEZblEspu8Mtml6Hr3iSWpTSCsBETj49GvXpeU3qpYS61IDnCpHWEgvFlOqhbTyws+tTESGRcAd+JIABOXprpcYjnuaFI8eIZUZLl/CkZl+0TlmmbBUx+8NVTkQTNPweoSxoel0A7o4sJnBDUFaBCWA6anE2GmEyclumpkoIRURVOnT8qEqG9nZNWaBExCPZGPuijWH3QAlDXfUH9G3hCocyRwrLgXCVjg6JVYYJQBhLs9RjV2mbY9EkVemhyYmEQ+MBhHgoIZhSHXxhaMiUhvT4VDbN/nANiUEJy6aqEMuU8uB5ZIMAAdAzIVWZsCYT2n5EU3UxkQFhqZYShLA0VQ606FqP03mT/aGDF7lMSrM/XCUxPj0TEsuUQGg0jgXSVH2kaONjaMvkqR3wlqeiz17/V3QQC8Ds437ePbjt8WseuMNamwOnhBCP4ALGXf9vd/q0ChCt/SFja1W8vh7mXof2rnB6fTet/SHrK5I9HUNnpUK9Y1hYqTOaryHSnKrUvHT6KJOqRL3WY+cQ7JvY5NMrRyjWSggt+IfVKzizPUIU5IxkOWHLoksS1SsINgP2exFfyQyLxQgvLK2zVHRIrNtbJ/tTPrZ62RMQcR/3LqER9jFWcGx5iq00ZnOlxqdLRyj7GbJfsLjSoNlyg1dBx/DY8jizXc3plRHu2D8zRNjFMuDONOfe5MAAfNunLkucyjvMFWP43iY96z6ulrFccGCJG8dO8tH1K2ilJfqFTycNWKg1iFTOfLvBalLlofVJoiDHl4bYz9jsxwQbiqBlCTquzRlsS25b3c/Kap1uGqCt4Av1g6j4BMs6Zlz1OZZNcmO0woiMuC3ZxUviZW4qneYtJ19NIDWbiQucJS+nPnhPWlmJdhq6ImVthPl2A19pp3JM4eHlCTb6MVurVY5mPmeLScoy5epgnVgqWkazqX0+27uIhuqxrWNujB/lxtIp/tPZVwAuUPeKAE8YIs8FhcI4cjVAZhSRKtjJI/qFT9VPCDYUVsBy0IBUcVt/ljPZGM8qP8x14So/d/YVSGFZ6bnC69HSDJlRZMYjkAWeNBgruDr8B+5LZ5nLm0SiYLMo4xAoT359C7cYdwGHhRD7cYHhB4Gv7lB8BPgh4P1CiDHcluPkN7rTp1WAqJ3JkK0Oye4qwrhW14lHpylvCmpnUmo/vEansYvJPWsk9XEO7VnFBgEmDmgbxQceu46XXfEAW2tVSicDzq5O85++8yO8s/s88tzjDbs+y+drRxjzO3yy9Az6Y4JkSlNUfNKpnDtTwbUhXBFs8ZXU54YowheargkpnQj56Wd/jru7B5hPRlhJqrx2+ktMeS0AbvGexY31E/y5vYEf2X07TdXhf5RfzcV7lzj90H7SqZxkweO6vWeYq13AxXvO8l3xOr4okdqcVd3lmqDEYe8EufWoiJBTeYf9foXEbhIIQ0Nm9AaekY8e28WZyRHec81fsFzU2dYxS3mDq+IzVGWfu3sHeFb5Yf5nfCUjfpdYZoyqDmeyMd4z/1y8vj+oQQiSCcOPz97LZ6IjXNmYJ7eK762cZERV2OcZlCiz19vCw5nPvDReoSRCbm4f5nW7/oWyTHksm0BhaKgeM/4WuVUs5COsFHUUluvjE9zT2E8sU94++UpUIrhp7ymuqM7xt+IqrgsFlwdrKCHwcMGm7jlM3oz3IBI3r1WXAb+/dTmvn/4cShh8odkc2B+e10EoyoOsq2sDl0HoKtu6zKjq8MbpvSAsF+xZoZVGvKy8RLs0R2LhY91DvHnm0wAcT2cIRMHhYHmog6hJ55NiBjyLWW+Jnp1HAj1r+fWnetB/iwKEtbYQQrwZ+ASuvvAn1toHhRC/Dtxtrb118LsXCyGO4bxsfslau/GN7vdpFSBkZlh8xR6aD6WIQZFS9iXhTevIL5ZZ7ZQpZ5atbolaBuudMtMmRRSG49kk3V7Iw/kEL7/iPj5z/DpUIjjen6bXjTCF4Fiyi5O9MbaDGFEYvARkXyBzg+wPpMfiDBrBI9kkdXmWV5Rd2qhSOJbs4rHe2NAr86H+Ljb9ChrJfLfB8WCajW7MQ/0Zml4XWRhWOlVUCrKvUBksduvI3LLarXA0FwQUaCRdGzEq+2ybaKC9yJgrxkjsJhcFsTOHEe7j6tsM1ZdkvYAHklnWiwqtosR6WnF2eirlRG+CuupxsjdG3S8TyoIRv8di0nDPZYD1s8qi+oITvQnWuhVOBmMURvJAI2Zc98iR+Bh61iMSKYlV5NanKlPmkiap8YllxulkFCksda/Phq6QW8V6XmUtq6CEJZYpD/emKKkM1Xfkqflug7LK2OqVeDB3bdwAgxxAZs61E5d1jSuCHTa0ADJO9ceHIBopDK0iHm5nFIbceud1EMYFiPWiSltHNL0uoqew0rLWLdNPA45mPtumTmYVp9JxEuvIJKeTMQdGtp7TQZiAWGb4wn1m4+oR2iaga8so7EAH8eTNe0F8y9qcANbajwEf+6rb/svjvrfAzw++ntR6WgUIgNKaw6sJPTAjKWt6SUgTSFKfamHJUg9ZWHpJgDAJaEtV9hkfaTPrbWKspChDXtcsJXV0oqAQnE2bbCRlMu1Q+jIHmQmEschUcGG4SGI9p+/3tyhLQ2ItdRmhQ1hIR1hPKkOvzMW0TjowkW2lEStplTTxWUpqTgehLd0kIMxBpk4HsZOE1Ap3+7aOmfVaLjsgo218NnSFK0PXffI9lzn0TDac/1BCOtPXekFztM18NsJmVqZbBGymMYt+g5LKWEsqzIfnX2+gNKlxXp8yFYMRc7AGVCZY6dfoJgEbSRljBZvaMStyK4mkpq0jxv0dqmiOZyPMeH0Ol1Z5qDdNSWasplUklq7nfDxzq9jMymykZaQwNLxRVtPKeR1EBq0kYjmoOjamlcMpyVnVQwKpdWyQtaLGmmqzZmLGVZdDpVUWUifMksLSLUI8qZ9QpAxlgRJmKG7aymO6RUjf95Gp00H0Ejeevm1iVosqZZlxQbTE8f4M4HQvvtRIYcmtGmgqXBDSSPyyYcdEbOoK/jerg/i2kvLJL5lrN1c/sJWTgOwp8opC5ppKnGD8eFCkjKjEiWMIeBKDZKsT07WBq5x3wWsr9sUb3FHah9GCg9Eam3FMw+9zQjbRoStSGiXQkWVDVzjsr1Mn5dF8DB+X1vZshpfAwWiNbuGMdZU0HCitD+3w7o93sae0xX2lXeyPNxjxuhz3LqZe7tANauiSQfuSkbhPHtSpxQlTXptooJBMrKIuc3Z522jrCpI969GQLnMYBgccoFV1FK12zMFolaqq0dZumGlvaZ2qTOjqkEPRCmfjERp+32UQXg8lLEdLBhMo9KBIqSPL7nib5bjKdNyiMIoZb4uqNEQ2IxIwqTr4QGJhymsjgZW8xt5og4pKnFuXsMMiZW4VFVV3wiJhuKC0TDoQGt0ROvzSWNxld7zNo/E4zYGJsBJ2SBaLBYRCM+tvMKUgEB1iEbCS1zgYDYKo0GzqMpEonrDFOPd9zzgl5ZpXpVXEjPltdMmJ76pxSk8ZZrwWsUxJjM+ZbGx43wC+1BwMV0hsMMwgAlGgrSQWlimvPZBfaxqq+9QP+n/7WclvuJ5WAcL4irwkKJnzUmsTGiqlDOOHJJlPpC1Z6q7OSeYjTAbGiZCjwEX3ibDN/aE78NeyCjqX2EKyktfYzmJnsWYMogCRC4RxsuNAaHrWc+pJYUgsNKUkEh46cCfEVlaik4X00oDVrDq0w9tJI9ayCmnmsZZVyY1CaEM3depPp6SEbhYQFZZeGrjthDzvSdq2Hhu6TFXmj3M0d797vLVcbjUmskRBwWpeG0qtN9Iy62GVngzZzGJW8jrbWUxhFCWVD67qscuaCpCDWrDIcWrMzB/8vRxg5l3an6NpmZBI9DHAtomoig6xzFjPK/RMwGbmfE1S3xs8Rye13sxiV/DL62zmZQJduPcjd+/ZZhaTZh5t69E2gds6yHRYc8isZENXaHs9tk1AXebEMmMld0pKX+jHSa2j4WOfa3P2dEjPhEOptUEgcie17mc+WeqzqWM2dAVfFIQyH973Rl7GF4ZYZuRWDbMRybnPRrBtIrZ17Nqc+qm1Od36dgbxpJe/2qaZFKTNEKEdhNXfVvS7NfzVdcarBUlYpVHrocMSE7UO1vOwvkIj2GnHaCRfWDhItOEEUJdX5vli9QB5rri2fIq+9hn1u3xBTaFLoCsGE0h0xZBZxaTKCIRgoT/CpAo4mgtGZUq0abkqdhXqs17Gul/hivJZprwWBsnx2iSXV+Y5Wpvm8vIcTa/D3f7VTFe3WCiNoCsGHSn2VbdZCUeZru1wwOs4ZDxOPr1bSZpyCwVUpUfLWKZVQN9mYF3mkFtNLAP8TUk/irg2PnW+SBkOipTKibCujU+ymlUZ8XvEMqPpdTjjjXFH5RC6JNEZLnuKDRdXl9hIyhyurJJbxRF/g6ZSgMXHTWzGIqBjcw6LDpGQrOZVrqucoixT6qrvthKqx4y3RY5iIW+yGtSQWK6NTyIHJ9un4iuwEvbVNrmkssRjtTH2epbcOseqUAQDd20XFAOxypgMiEXOmCqzkZd5Yf1BlDAo7PlhLTHIIFBuWAvLjoloqB7LRZ22LjHqdfiz8jNBwHi1QycIOeLv0PbazBU1tooyz4gfA6CqEnxRcDhcfuKwFhqDZLfyqYoOieqgBHS/GROcp3kG8bTgQdRE014vXsCrH1rmXb//KqY+dHyIun88Av+vXvuCJ6Dt9a4xxIOPge9z8We7T0Di33X9+/GF4qU/8Dq8dgrWUoyUEJkBKVBfeQQ5PooNA1jbhIlRLvngY/z1l6+ldMbnx37gk7z388/HhhoZae5+zrt49Wvf9HUx9QCql2MCherm6LLv0Pn3nMAe2Ytaa2GjELHTQe8eR55axOyb5szLal+D0S/PC+SLNthaqXHBgSUePbYL1ZcU9QLVUZjI4m9KHn7dH7Kle3z/j7zZ1Wusg6xYX2KFQGYaEyhkqmGAcrNSILTB2+gikhSyHKTExhHFRA2Z5JjAXTOWn1mmfWFOuOyRVyylVUl3T0E03se7q0r/yh7vvf7P+c0f/1GQIArrWvpCDN8Toe2w2Gx8icwNVoC/soPQhmKsivUVspdz8gdqlJYFRQmSCYOpFYhE4W9LyvNgPEGwY+nMCt7zk+/m13/yPA36nFmz/WoopGAIkxXGDrF1/moHhMCUXCY6/6IG0Yal8kOLvHnvZ/jD13+f+/fCZabn0Pbn0Pvn1twLQsItQbRpMQpUDnff8gtPmtsQ7t9tp3/1LU/qHDnzE//Hv18exLn1V0vXELYsIgw4F7gWdG/4u2y0RGkjIh0tEe2UyEZLhEohAp9d4TYlEXBV5Qx3Rns4mguO+Bn9yZDIlwhj6U2GqNRgpaDqedhyCV0J8XY6FCMxN1Uf5aONS0k7iiPREuWZNtYKmuUet6VN9/+ZccQjDVlVDjmKQUdRRJKgpcjqnpNZhwHJaESpl6FrEUprkrGI8lJEOhqRNjUHm9tDQtWJ8UmSJOAZ40s84mluHDvJmckRsl5Ac7RNqx0TBQX9KBqOivcmA6R2DEehLTpw9RuVWXQo8Pru9SIGk5uFpWQsakeC77kTpR7Tnwjxeh46kggD6ailPNaja8qoWkZiI6ozbS4YXeO+sQqz41sc8Fr0pgIQrgALAwr1IEBI7d4nAB2652QFqMR1kdKxCB1K/LYiH8vB+OjIEs52qJf7tLol+lGE6gfo0FLEgv7ugn1eh97keXmzMAMPjcfHh3PfDwOE+zsrBeXcnfhFZbBVHXW37woSLgxWhvd97jUZX4D9Wu5ktjvDegHGd+QrlfLU1rdwWOt/1Xp6ZBDlXfbG2ivRK644NPefbyRetYzd26E/WUIYS/ixu3jdI6f4lY/+EL/0nf/A73zke/i5V36UW97xMrK64OIfeIhH//hCJn/0NIt/uY+pz65TNMt85C9v5n9sXUJbR/zXiQd4LO8QCnjl236JnRd1uXh6hUc+eZBLv/NhTrea/PZFf8U+r8NrH/oRfvHAJ3jf4ne4AaCfG+UfP/YB5osOizpkuagPBprc/MDtiebSIOcv2/uGdnjX/Pe38F/f+Kf84pe/j6tn57njgUPc8uKb+ekPvpHfevUtXBasckcyy4l0ksW0wRvGP8uU0ty8dQ17gnU+un4FPzv9GR5IZpnPRjgYrbKa17g2PsVv/9Rr6E0G3Pa77yG1OYktWNeaPV4JXyjOFh32eBUezPo0pTOtrQifTZPxi3Pfwz1nZ8l3AlCWA/tW+csjH+S2ZJxLglUyKxlVlgeyGjOqzaaJmPV63JXM8HAyzY82vsw/9/bxq5/5Xh75nj9EItgyrj5RGcxOALRMn02t8QXsHlC9tbX8+KM/yE4W8s4LP8SsSvlkbx/XRHM0pSYH7kmn2NERu/wtRmWPvZ5mzVgaEo7nZX7sn17PiZe/Z1iXSW0+dL56/NLWDL83WFomYUyVed3ZZyGF5UUjR1kranxv5SEiIXl/61L+4MvP5eSL/gRtDVumPyRPnbu/x9eCvpgYDng9osFtUgiauxaefAaxb7ed+j//w5M6R87+1C//+80grC8Q8fkCT393gco8Fxwel6ZeGKwQ7ulwdek0edNVtzu7BVnDspNHCA2dLEQWuGGvwcj0tfFJuiZEW8O0ClBC0JsRXDy9wjNGTnPfnj3c0DjFQ2uTbnQXTTfzWS4a7KQRShoCa9HWMKlKRCJhVK7iiwo9k6GE4ICfUZFlrozODu3wunsMFwZrXDi9ylW1OR6amuSA16HYk3DJgAS1XNRZzytsZjHLRRVjO6xmVSefTkvu90WFzaxMVbmC5HJRdyBfbYcnRyh8fNxAk7aGMRnQMQkzylKRJQwGD8W4ElxaXaQ3E7BUreEpzfWjp6nLiEuCVaaV2/+fyAXLhRt73tZlfKFZLuqs5lVWdMBKUUfkYvh4I7JEgR4QqBy2LhYBSrnveyZjREb0bMZ1o2fYzMvMqJSmCrkymmehqJGorvPwyOu0zaDg6Hn4Yps1XaEn++6154ICjbF2WKvQ1pBax4PwhaJnM4y1xNKZ44zIiGjwXK+rncIXmsuCJVreJos6IBKalbyGzdRQ+l6XERJBxyRDh/Rz9oFKCJaLUSJREA3SJPnNFBS+3eb815cVws1UnFuRxvgeJhB4PTucy6iKglqc0JAZhJqaTNCxRVc0/cJHaktSeG6vOdiTa2sYlSllkVFghmIjHVkmSzuM+W1UJWfG36IoFNu6TFmm5FrR0iVSrZBGElg7PAFi4WPOCXFsjrKCeJBJNGQ2NNI1sSYWlsmoTV31qEYpkRCUyhlVKTiex7SKmHYe0SsCNnXFgUeKkJZ28ultHdMqHMugrSPauauau9cHiS2GV89z7dDUFm4a0+RUhD84id2B6KGoqITJqE03DwhVwXTQQiIGbUUPg2XDOJ1GJHK2dUxZprQKpyXY0GVaRYwoBNoaCrR7DoPPqWdyfCFd0BqQoVomYUR4KASTvjPTCYTAQ1EVKceN0xDkKFo6pmcCokHbM5Yp2yZGI9jWZUQhBpg3jcbNihToYYAwGHrGZSO+1bSNpT5gYxZoxr02vihoSIMSyXkgTRGCFvRMjsYyMjhW2qYA6YrELlvT+LjuSkN1iYSD+ijOZyxPdol/+wT+G66nRYBgUNw6t/xSjvFDrGBQEBzcLmCi3KEpwQsd6UlHFlEuaKchSkMnDSgVDEEyfZtRlwV1clrGeUEA6ABmwhYN1aVW6TPltcgzj6XMXTWTxGc1q9FNAwRQ14ZNnTKhYkLhhoh6JmNNCwJh2OdF7sqt1NBIV1Xc5OXuaItYOt8KhWC82qEifOayUVYy1zrdTkos5iNkVrGRlvGkppMGLOUN1tMKm2nsQDBpmaWwgTDu9a1rjU82eE6SjknYNgW7vQprWjLqn/+Iz53IvtDsLW3QyiPKXsaMv0VqCyIhh2a8C/kIS1kDYyWtQftuNa+ykcYsFiOsZRVkJujbjMRqPKmGj7FtDL4wjCs1NNRd0ZIRCbk1zPhbaATaOvPfqhQs5iP0VEhmPVazKh3tBFfJYP5kW8dUZcRS1kDmgrYp0Dg2pFLupG0Zi0ZQFQUr2kcj8MlY0BWag3Zy2xRDRmdVekTWcFvu2JPrWRmRCTYHbfP6wBBnzXhoHFmrbTQ9K/DRrOY1AlEQCXexkOIpBgjL076L8bQIEDIziPZ5kYk9XSbYhngxIRsJhgHiZFHh6OkZ7ttdQ2+ELOs61VOSpBUxs3eBxXCMiWqH7agOUmJ8dxW7J50gsT6vqW7QMn0i4VGZE3x6+QhbYzGtEyN8as8lVCt9ropPs8fbolnrcVk8x73V3Ugs1qsyMWA0bpuCllFcEpQ44AskkiXdY7dX4WgackMIdVnCO1Fi7pkhn14+wtVjMccXpljeB6cfm+TEYcMNJTcnU/XGqfgp18YnmVJdHqjOsi9aZ6Hm2pahKFj0G+wtrbMeVrkqPsM9/lXoQAxrDtoaOiahIiNKA/XlId9jxyTE0kfi3oueyXiwu4ujm9Msb1XxPEMgC14Sf4aThcch0cdYy3XRWcoyY5e3xYYpM+u5ieBQFlwXnaGtS3yycjkVGVHhvLt3KHz2eOfZjH2bIZEc8l1mEgqPT7cuZrlf5SXlY4xZzbG8zHWlkzRkSm4lgSho6xKT/jYTqs2st8OGCamKnIbqcUv52Uyo86pFJSQVGEzHui1GfaCqDEVMLPvUZUxqc0aEzx9vX+Bk2eWH2DZlrovOEAvNQ5UZ7igfYI/nAuI59/AjvsIbUL8qwmCwSARXxac54G0OxW5PvckpnvZbjG+icfu/YFmL1eejr9cTznEqK57wHm7qCrRdbUD1JBtFBa9r8bsQeTlWQKgKrMS19oRLRZeLOvNZE4C20bRNhte3bHZjlpMafluykDTwlKEmE6oyx5OGmkoIVUHoFSAESkh6VtMyimVdQVszTKM3jRvbXihGzu+FO45GvdGJ2cxidNejZUK8HcXaQBAVy5RYZpRUTk2kVIWlotzocqRyqrJPrFJKKqMqnYVeVfXdtkyerwGk1vEjzxXSOgMi9bYx9ExOz2bkVtOzOdtZiY1OTN4NSLoBS/06uTVs6DJt4zKAqjRUZZ+qdI9bFQVV1aeqEqpSu+eg7LAQmNrzj6EGmUiBpjd4zFD49GxGagsWe3U2kzI962z41ora4HE0VZm7x1P9wWeRUJWCqsipSvf5WOUuu+ce51xw8oUaFo1D4Q2zqlg4mXoy+FyW0zoL6QjLusZCPkJdaqpSEMsMoezwfvqD5+uhhsVJJSS+UIPMJxm8T4K6FDTkN6mDeDJf/0braZFBIAXicVedZKZA5h4m8gctRfcO7fM2mDiwwY3RGfRkxoXhIt0ZQTKpmTtHvN6p4SXAgHad2oIbSo/hC8O61kwrx1rojwlu3HWaSyoL3H1oLy9r3scXTx3grv5+FvxtNtplvtLby+JODSEsE4Vh9XFk591eh9QqlooMX8ARP8RD8dzSIqEo0TMZnX0Fu7wdnjV7ktloiwenp5hUfUoXbHNZsMMne3u5r7uHhaTBRlLmzup+JrwdHupMsVXEzLcb3N074Aapkgpd7RSSADLTqMxytugwJgN8odjtuaJpx+RMqDKP5R0O+pXh+5pbzZgqs6u0TWNPn/vLM5T8nJeMPwjAYX+LcRUikdzaHeHhZJo5v0VLxyz6W9zfm+V0b5Tbo13c292D6jgkfm71sNKfW838wPdzRJaGW7pH8i4X+GV6JuNF48c42R8nEpoRFXNluMinexfQUF2MlRzt76ajQyb8Nk2vw4K/xaauUJUJJ7NxVEeyYxISa9DAuArZ0intQbCKhWBNCwyCGWU5WXhc5IOPYlV3eWbtBA3V5epgHR2sc0cyQyQzHuxMQ8fjbNFB4jov5/xPGhJioehZTWKdHPzu3uWsBetEMhuSs2DxqR37T71s8f/peloECJEWmNbO8OfG/R5B22Eo2JUAACAASURBVOKfXiW9ajfCWDzgC70L2L5rgg/uvobwZMht1x5m4t6cftPj4HXrHCtNsrexxZlSEzyFCRQ5lg9tXU9fB7xz5ks8mGc0ZMHoQwWfOnQRx3ZNUrm9xLsnn8too8NzyseZVSnva+zwzPIJHmjMIIWl408yIiNO5CmLuspy0eBV5aXhCfhPPZ/rwhYf2LmEH6sdoyJDxu5S3P68/fzT/Zewd8867QdHuefIDOZLI3z8QudbEYmcE8EkC2GD58aPMqkkD9fm2B+usppUeVb5Yeqqx3zY5FC0wkpe59r4JF8IbkCHgj1ehY5J2DI5/w97bx4l2XXXeX7uvW+LF2vuS1VWlUpV2qwNWWXZsrGMLMAY22Aw3gDbNIzdzd6mGRq6T/dA92FMwwBmwG4zYNYBDNhjCyzMGO+SLFmyVFpKqlLtVZmVe2ZERsSLt947f9yXkVVesKT2oQXje06czHjx3rv3bb/3u7/f7/v9rhbWlR8TlaFxOJwkNGVGIGx15rl8wP2r+zh/bhzVdjDK8P6owiuuf5JPRwd4fnCWAsPtlSWmnTbTKmJd++xzUkKZMOL2ub1yAW0kH6nfBEBN+CzmPcD2sdux56SjB6zlNs15hVtjPu/hCcH7T76I/sDntsZRmnKFj3Sv51X1xxiVkBlDXQ3oFhVm3U3G5IC9jmC1WKElJXPuOu+p305DBoxclOa8+DvAePm+KYzm+b71Mno6YUxW+PPFF+AIzSsnH2Mtq/P2kYcIhcupxlnubhxgTzn+taKPQnCFa41cZgpqMhj28ZLqMQ46WRnY3an8fNrtmRHG/E9pzwkDYXwH2WqhIxtIaj8/JTzp0dg/hYqLYQzituoxPvziG3hL64v8/hW38s3hU7z/0LcTT+fka9P4fcOJ9XHCvoEsRyXW9Xzb6L0EomChgOe5IUoErF3n8D033sfByjK/ddu38LP7/p4f+/ybubNzEzNem4W1Fh8bvY6n1iaRUrM7zZnPB+x1PPY6A/AHZBQcThJcoXl5RZPj8kPNJwmFT0fHrN2a88LKaV530xcZd3t8+AbFTf4F6i9b5pXVs3ygezWP9nazOGiyMQj5SHA9E06XezYu50QwyZNrU3w0vJFT0TjrcZVz4QjtNGQlrSOTAmegOZIObCpTuIyVMYe2TobG4Ubfpyjhy4nJudyt8ZLJkxSTp3loY46Kk/G6qQepS8G3Vk8wLm0a+E+39nMynmTc7dEpKsy4bR7v72Y+atFUA+7v7Mdtq6GexXZMIDE5T2WWI3JK+VzuWs/ii0nKjZ6N4fzEwU9zIp5in7vBjAp5XeNRPrB1A001IDOKY9E0g8Jj1OvTVAN2e+tDD+J0MoGz6bBYRCQGCgRTShLphHZZ6lyVmgt5hQLBXifiWNbkJi9CCsG5POKHZu9hTPW41usC8KHeQQKR8pmNg4gNjydTC2q7zAmGYx+VNvPU0Vb/IhAFH926hV3e5pDxSwkDnHtG9/43shhPoxklwNspdBHKVtxlDcdSs5eTsKrIKbS0WUwtKBBo1/5WcXNyBZ5TxiDKyrqm9FgtcmKjGFc7oKfCN0NKMa0FqVEot2DctaS2jlsw4kT4boYUYISkJSW+cMixufBQeIyqQYn6NKWsfEpNCEJhxVlCUZTIxhhXaqpSkOaWUHVM9Wi5A/q5T5I7jKo+o6pHzUlouZFlvnL7NF0L2W65A3KtGHEjkDYGMSoLarIynHuH0sWiO6ApMwrjDo/ZLTMKI26fhWQEWXIuZMahKT24iHNiwtliw60y7mwhhWbC6VqqPrdSjjtCO4aa9HFNtoM0xaElM1wkDmoYE5lQKUp4YKAwElcUQ+o6CXb/KiI1ihW3YX93+ow4fcacHkqYkvreKodXhSQQVvU9EA5KCmwOBapCMqEGpEZSFZIxGQ3f8i0pSz4H++aOjSX4DURmCYZdQ6tMiW4HKbeNQyhckBm+KfCEYMTpD7e16z+L+cI3DMTXbiLTmGiws6DjolIIlgckYwGiLGde1z7rfasObVJJZhy8TYF2rRZGLsBRGl0aCKQgNjnruoJHgSIbsif7m4KluMGk1yLp+qzmDaQ0lj5dJiilCVWCqzRCGJDb7qzVy0i2A5SAWwZDZamVoITERSG3HDraZSluEMqU9V5IW0O3H9A1mlAmJdFJjqsKqiWvoq9yu0xacJMvczxV4MucisqGvAcIUEKg0cM6B4lElinj4Eu81+0b/nw8ylpSY7VfxXdzlrMmkT5FW0OtFJ+pysQWAcmM0KQEMh2OpSqt9kYJZP0y19pF4JYBxJ2+bfOFy3LWZD4eYUM77AY62oKrQpHYayNyCiUJZWrPiUiJhUcgMgJh+90mtVXY2o4CgytEeT2kFbxB4wsPX+S4wiI5CwwXshFaKqLrdMgQhKK8DirHSLsfhdgxrILyeAQuEo3GxQY1t7cFnlUdxHO9PScMxJdCXlVJaEIZqd+2splRDCKftvYhlfSNh0pADQRVN6WvBKGb0VU72wbCoasDMuNwSGyRmByJ3f9mYouQRKRYzpp4Xm5p8VWXwM0ZVRZEJYUB4VGTPpmxxqGrDZNK0Sxd8k5J6rJRuOxxbETdGQhSJOtxlV1BmzRxKYwg63v0tWRSdRlx+vRcn0HhMqp6TKg+TXfAqNMndC1N3IgbkWiHESciM4pRp4eRtv6/JtxhrcF2nUOIR2YK6tI+RC4KWd7wmSnIjWI1rjFIPLJCsZLVcYUkNrbIqMAwofpMOFtMqi6eKJhQNmC47lbL//sYx5SFUPb6bXsLodwZ03aGoSVtEZdGs5LV6WQBCpsF6WqPCWeLMRmRIhl3u0OZvLHynEihaYiErlPBODZd6gqFxva5TXAL1mA0pUEbu96YynCFIjMQCo9OEZIZCzGPtMuk6uGLgpYTgWOoy0tp7FvSuaToy8W+ZMZUb7gtbE8xnuGd/w0P4ms34whEZSf4U0ymZB2feDwoAT/2LE6riN0Tm+x1ImQ9Y0z2GUwZ0omczbiCygydQYCTUfI9WH2G/c4GAFsaRsq5cjxueF5rkasqi3hTETeEZ/nDwQs5lVrKsd7A53QyQWcQ2CxGYWv5mzKgKQShKEhMxnJhsxhTqkJhNLudnMK4JCYnncqYkAnXtxbYX1llZqzDmDKMT20xreCBeIrz8egwi3EqnaSrK1wYWD6CjUHI2XScC3GL5bhuGZzTkLPOOKLQyNywoVMmlK1I3K5ziIyFRZ/LB1+WxXCFYm+wTkWmKKEJVM6N1XNIJNMqoyJszOB42uJUMklf+3SKkFi7nEvGWIhbnMwmLMVcIoc4kKaoDA3QamErRrdLlZWQ5VgCEm37G3HGCYVNie52etzVn2Nd9cmMw5l4nEhbgpa2ExIbtyyUslkMmexgPwpjGFW2orSrCzSXZjEKBpzPXUJhqQNjU3B1sEBDxswpTSwHfC7eRSAy5uMWIpGsFhZ1NaOskbtQFLRkQU249Ew2zGKcSq+gQAynGDaLsfgMb/7ndpDyOQHWGrt6wuy/5edp/fHnAfjl01/gdR//MV587XHWf3QWjEE/8iR/cv4ezuc2VvEjj76FF8+e5qXNowQi43/987ey+5MJCy8NmLk3oXJkAVML+d477+X28ARn8wb/99qLeHHzOE8OZnlR7QQ3eEtMKIe74yZzTps3vPdn6F+eIfyCytGAaE9OsOiAgP1/eJ7LP7jEbY1j1OWAyPh8vneAI50ZpDC8YfoBTsRTXOavcM/WQQaFy1sn7+FKt0NXS672QlaKPm0Nx7MxJlSXN37mX0PPKbUyBdlUhvQKxLKPDgzeuiKZzpADhUwERcVKBBY1zdW/sUExEjLyf8xzbf2CjXGIgiP9XbTTCrsqbe5f3cdLJk8y4lrR3txY4/BzY8d5NI2ZkHbOnhg4kk5ylbfKE+kUqVH8/P3fg44c8DRkEuEXmL6DGkj0RAodl9HDktt+9H6WkwaXV1fZzEIS7XC2N4qnCsb8PhWV4YiCE90JbmzN88TWDL912QcZlx6LRcrvb9zKD47cxys/+ZMIR1uEY99BaIFxDLga6RfoTCIdjR44jH3BYfzN52j5A3qZP5QbnO/bKti6G7OZhMS5Q9OPWenV2NfaINUOM5Utfm3XP7BWFKwWFdZ1lZ+4980IaWDFp3FCMveGU7TjCteO2of98Y0ZJsMudTehk9pyd1cWPHl8FyKwIjxgZ7Wn3/wfnj5Ya27O7Hrnv31az8jpdz59GPnXsz0nPIgoc3H7O/M3hQFleGR5lrneTmzieFbhZr/gRJYzWt1hYtrjbFI7D247pjbv47UTTJoiBopPbV7Ft1ZPsNfZ4sGlOa6oLtHOKixlTb672qOjB9zkbxAKRW1Bg3DRjkv1gkHmjiWeEWDihHsWL2PS63LAX6alIg5v7Ob4/CTSMRRTgmO9KW6rHeUvoxYr/RqzM12eSEf4tjDjXFkb8EQ6xR2VNR5KA4ITPs6AUkjXkPQ8tAP+ptWq8DoGZ+BaFfIMtKcQORQViYgT1JbkoXNzRLMeU0GXvZV1Ht+YYb0X0toz4Py5cYrJ05ZLM6mxGteoyJRH05jrvWBYVeqg+O/rVzLW6nEqmcQVBd7xCiqx6ltCg3HsOFQCaTvAiaC6knN4czdrvSr+dE6/sJyWpxbHcdyCfeMbzFY7gMvRszPMVLbYiENmVIXMFHw6OmDZt5CEJzyM5adBJbZP7ZTwcRdEYenxVArV5ZzTq2NIacgyxXirR5I5dDohGPAqGUk7gFywMRaTL4acvkzgOgXn2y3YBVPKYbWAabVFcDwo6f+htlTwxPwMOheMV3rkRnH+7DgrrRqNakynV7HasK6mespFu+4wFvNs2jemGE+jNb2YuCWplt+vcAVIwyv2PskT2e7hel1dQRJxPJugn3o82ZniZyY/YSPTPYNIMryeQcQ5FAXkOcuDOufzkLYO2dqq8Fh3Fyc74/z05CdIjEtmNKFQnM81bt/gdYwlJ+lpCl9a7QgB5Dlb3ZDT0bglRRU5F7YasOVSKMND/X2c6oxxb/0gp9dHiQceex2Hx9KQSK8SCIsDWckbFKxaSvUOtmI0Yyikqx2reKVd8HoG7diHQuZQuJYmrkixZC+uQ7bVZLHeoJ95dLKApc06Wd/j0eosqu3w0MYckh0GZyU0ExM5nVJ3A2Ax77EYN1nIRzgxsDogfhtkakWFRGHPiUqs2DFYEJ0TFSx16gy6AUeDSaLEI05dzKZH6hrOMMpaFFq+mi2Ho+1JllabbOqYpvSItM8Tm1OcGR3F63CRgTA7BqI8J7Io+Swy22+6HoCnEYlitRCW/HXTQxhIYoXqKmQmSEWA35G01+1US7pFWU0rOZrOkBrH9i3seXcijW57iERwvDGBMQKn7ZCYgPXUQfcd5ECh3fJecS/ioXg2s4VvGIiv3XIjKcvoASuCClieQyGG/IyuyEvUYYIjNRUnIzaSDLOT2pTshMyFwJUFgcipihSpDDUnJXByusYG0twyUh0IjZEMBW3t/6DVzr6k0sMsQihTXFXYsl8JNZXgqYKmE+E5BZnSZBR4otScNBmF0QQiRSGsRuV2Pxf3e/FnuNxgdLnMlIQsUtpzowyOKvBVTtVJcRxN7mgqboZRhopj1ah9NycrrIhMgU0NbrdAWDVsTxRUygyJHYNAK5v9uHRM5afMGglHEzg2BZ1rSewYcDSuWxC4uX1ulFVbV47GF9IG+0RO4Fiw0/Y+MeVfcek50djranTJWOVYL9Mog1I2Fa4dY28Vx0oKmoLhOtItLHGMNHhCEIgyi2Sy4bHs/DXglClzIxg4BhyDUhqtrK6oUWZnfP9/NhBCiPcDrwJWjDHXlstGgQ8A+4AzwOtLOXEBvBt4JRABbzPGPPS1+ugmPpX1HQtxf9yAQvDpEwe5ojYYUooddDusa8EhP6biZtw+foy/7V3HNcEC3T2SxpmQ7h5JuBTiLftQCbht/AhXu6CJeP7ec3znyGGuDqe4s3MT3zRxmEA4HMsKnueGdHcrevs0xjMYqYhmNZUViREwGgQ8f/d57mgdYc7ZIBQ5Z3aNcZ+3D1dqXtU4TChTXlF9koU9I8zHLR5MalzjLSOpIIEzecSNwTyrRc6twVm6BwtUTyJTSz0fTxYY15CsKjvFaEviSW11JFLLvC0yKEKNCQN0M2T/vhVuGTvDjNdh1t3EkzmLgybfPnGE90cVXjf1IJlxWM4sl8ON1XMkxkb6F3PLLTmiQr659RQ3+UuETRug+9AVNyMHEuMZRC7Qnkb1rZ5GOp7jdBRu3+W23SdYihvcOnKSXhGwltU4XN1N4GQ8r7nItG+FhT6ov4lXzzzKk40ZmtKKBV0TLPDdMw43+W22DhY25mBA9ZX1IFxtH8ZyDEYZZCzxOi5XHjiHFIZB7rKvvsGgcDk/amMQTT9mcatBVigub7U51Rjj0Nw8nsyJC5cRGTAmBa5YQAE/f4XF/HjrCqEd9u5fJCkU3zZ7lEwr/s5cw1S9y2Sly8qgTicJCJycc/EM2tfPmndWmH8ZU4w/BH4b+OOLlv174BPGmHcJIf59+f3ngO/Aav0dxCoLv5cvVxj+sqb6ksp8f2hMf+ax7yOY9wjWIJlVoA3uERud/oHjr+e9l3+AkwsTXLN3gX/z8bci6xkzty2xdW4S9yXrdFZHmViokY9U+bmx4zyZ5nS0z+/tvQtXKOJgkxv/9qfQtwheUDvFfzryan7peX/D4EU9fuzau5l1N/mlqe/kBw8+xJ3nrkUK0B+t87t7P0hFeCQGOlrzy9P3szrxWRT2LfxNY49zIlP83MT9ABy6+x088JL38QsrN/HS+lH+aOnF/MllH+O2R36Av73uj/jlO/6SL/b3sTCwWYzXzz7IhLPFX6zcwkzQ4d6Vy3jb3GFORJMsDxrsDttspCHX1Bf57IdeyGDS5/+58n3DbEFiLCozKzEJr7j+yRJI5BHpU7jlm/sfBpP89/UrWYyb+DLnm1tP8bbGCh2teHklIafgN+74M47FM0y5HdpFyKy7yaPRHs5EY7x2/CHu7R7gI+oWfnXmXiJty40zChSC9kSOJ6wKdoZBAm+69hFa0mGj/jh/vLWPrq7wI81T3OQdo6sN/+GOj9BSEQWCI4Pd9HKfSc+mgXe5G6znNRoq5lQyyXv0t/HhAx8o60/K+gchh1mMQAj62hAbSUtqVvc7zKqCyBhGpcM9seWWuM4TrBeC37jjzwhExgfWXsBnWtdw51V/SmygJW1NyQ+P3ktT2j4So4dZjA/MXss+b63kgxAoDN/5NB6oS9pzPIvxNQ2EMeazQoh9X7L4u7AKwQB/BHwaayC+C/jjUsHnPiFESwgxY4z5R3M/hQt502fbm79t90nuOvdN5IFg/JFiyCg1rqp8z8zD7HYqjIz0kGjm9q+yp77J509exmxkWF6tM9s3iLxAphY4dMCtEJmUR1KfG7yUji6Y3bfGa5oPs9cZ8B17n+TWYJl8rcIn165k1O8zWAu5e+RyNlYbIAwTaZvHU5frPUvGMqp8TmQ5jyVzuKLgO8I1LuQJs0oynwu62uO2y05SEz6vaT7EXifileOP4QuX1849wriqctfGdZzZGqM9CIgHHn/vP4+mG/P46jTnghGWV5p8KriS1X6NfuyxFNaJUpf1uIqMM5zIGdLEhcIaqVO5w3pR56C7yaejA3xr9QTolLYuNS1UxlXeKmOtHgv5CJ4ouMlfoqPV8M1eGMNHN25gIWrS8GKi3GPM73OmO8pGP8SX13O0PYnXFhzLrPTdfneL2Ahiozia7qIqE3apDr4oUMLwQLyXb66c5Uxe42XhmZIB2mVD5+xxanx84xqqKiUzkoV+iyR3qHkJNTdhzO/TLbkrFgcNvE3JA8mkJdfRPtNOmwLJhcyK6bRUxEI2QqR99nqrPBnv4pbwpOWHEAXf5FtqgZqoEIqUX1u6EV/lPLIyi7shuTeeJTYuN/rzANw3OMC022ZM9lnXVdpFlUBkfHLtKib8Hr7KKYwo6yCOfK1H6ksesGe2+j91e7YxiKmLHvolYKr8fxdw/qL15stlX2YghBBvB94O4NZGcDeiYR3avYv7cLuC+lnQnlWScrDgn89uXsH31U7QiwKqMuH8mXFWRmq0Wn0K3ydsDcgqDYySGFcxoXzWigEZcNAdUJNVXJFx4cw4981dTj84zz3L+3lt84uIZsqNrXlmvDb3NS/jea1FFjsWzYnrsN+NCWWp/2A0ex0BXMAVGl9U2O0oejphryOITcx9F/Yy2PUJHhhcRd9f4DPtK3lTfYHPrR/gp0ef4FDjLL4sWA7qbAQhz2+eY9zpsjhoWManxOPG1jynPIvFmAk7tNOQg7UVHvPGKAI5pInbhjYfEAOmlEVlPj84y7i0v9VEjkZTERXujRucSiY5MZikIlPCZsLLK8kOt6OAFzZO8pQ3zZS7NcRiVFXKOW+EQ43TAHyuPsV+B6ZVlxFpMxMaTSAuEAhDUypsaZEk8+eZURVcejyWjrCUN5lz7LKejnl+8+wOFsOdpp/7jHp9RpyIWW9zWAdx2p/gWG0f13krKGEJY5pSoIGJkhSmKjUTqktmFLOOhY1f43UpyqnqiczDFZoDTk5sCm5pniIQKStxjYfrI1znL1IYwV6n1PgIzjKqMkIhmNID4lLx7OHmAnv89UuwGO97hg/SM+WY+adu/8N8EKW38IztoDHmd40xNxtjbnb96iWw1205srLqdxiD0OVfKQRCGJsOLdfVJVDHGHHJvM6yFlmVru0bRGKNjrpo2FJojBFkxsrGaSPItcJcJI+WfoWaEcuMVI4BPSxz3h5LgR2nRlIYy6IkhbEPzbAf+9vFfetyv5lR5FoOx5Nrux3Ymys1tvRXs3OOMmOPsUAMqwvtWE15HBaDcnHLKYbnBxj2mxlVSuk5ZMaOo0CSGXsOC8wl29lzLihr24Zl2JnZ5lMQF/Wxc9Ez7QyPPzdq2FdmFKnZ+S0zajjlL4w9/u3rrNk+b+V1Kf9PjRqOcfuoFfa+cEV5jMYh16rEitj9bF/TFElWsuZrICvPrR5eM6f87FAWPK1mduIQX+vzP6s9Ww9ieXvqIISYAba1yhaAuYvW210u+0ebWu+jN44iDl2HPLdM4/9q0NQ5/l0P7DBc967jx86NcPz3r+L731Ih/FSN3979cq5+9yb5aJUf+YM7+fkXvImfveZT/PpTr8GIadKm4MHU4z8efwNx7vDX1/0Bv9+ZZsLZ4qr39XjP0ncS703Z8yHJG1//Dt58/QP8wvgXCaVHct09fH/zYcY8qyD1Vy+8g8zAX3RHLmGhnlV23vu/r1/Dt9Se4N0XXsE7Z/9fJlTO9G/5/LtfuYO7P3oD6cEBjfsr/OIPb7H2nn38+M+8hPft/jzzjUe/jCX7xuAcoyrmc83L+Z7aKR5rhWwUNWYdy4twpbvOd73oEMmYYUwZTmSCde2xkI1wKDhHXcKd/RFuryzxp1v7mXC2qMqECdXneNri5+//HrzjFfy2jdx/6Iqb+Y07/oyPbtzACxsnyYziX7cW6DROEAqPyKQ0ZYVz9SOcz0NeHEheUX2Stx9qMZ9DXcJnY1uePCYjdjvWSB3LHC7kI7gi51Z/g08MGoRS8Y5/+CHkQHLy9s/xgupJ/mDxJfz5/r8fkt+cqz1OhmBUQliyZPd0bIl5imMcPrQbV1gJ66o0rBaCqjRMKWtwMgMHnQwpcroabg26LBfQ1h4TKuVN9/0vIAwv3HuGjaTK317xdwAcqpzhl+SrmFD2nfdgajE8V7oJsYGuNoTCMldp4J3jn2dcVS+5l3/4mT5J/0KnGHcCbwXeVf79yEXLf1wI8RfY4GTna8UfLm79uZD6ZhWZ7zBZDw4kCOPTnwvJBnVUaliLqsgUlgd13EIjCs0hf4GJq9a4vfoUvzKT0jEe6WjO0WSW9iAgyxweS8c5GU+y4VZBa2QKYqCQucZEDq9qHC5BQBnfXnucGRVyRbDEmOrx/v3wRDbOsXiGc4NRVpMaTyQztN1NtJGcjsaZdHez1G9wJNnFhLOFyDULUROVgo4cZGo4G42iMsNC1CIxGTMqZFTm7HNWcUWVzSLiWk/iiwAVnmBE1ZgoIiZkRF1qWjJlVCm6V2VUxyMeSxss5S2rrJW2qMqUuhxwLJ5h2mkPjzcQORPOFqeSSXTkWMXx1Kbq5EByLJ5hIWrylDdNriWdxgma0paPb8cmZlSFUZkSack+J+S7Zx7hSDpNVSacSqaGylptvUlqFEt5k8VsBCk0dRlzNJkhlClyIFGx4NxglKYasBLVh+zRrlDMOn6ZBrUGY63o27JqnVOXDq+afown0pGhstZ6USMoma8AYu1SLbU5+9qnIWNWilHaRcik0yWLXJCGxahJN/Hp6ZiuzplWgtdOPszjaR2Ap9Jpq8PJlyhriQJtJC8KkuG2Slig3jNu/9wNhBDiz7EByXEhxDzwn7GG4S+FED8MnAVeX65+FzbFeQKb5vyhZzKYymKM6EVlZVoJvFn2cPr2t9BN6DqCupfSdmxJbSx8jBScL2qsrDY4nzcQPYdwUSATh2mnTehlJMKwS3UYd3uMO1ulAhQYV9u8u6c5mU3yfH8FX7iczBpc7a3TLQIUmsqyYJfqcN7tEGmrRj3rbrJL9SgQjHo22t7wY3a5m4yqHihByxtwpty/UTDqRZxX0HBjHNQlHJeTCmrSZ7kYUJeGpSJkn6PJSpc+MFYrEwz+kkNfV5lVltMgEBnaSHY5m9Rlynm3w7SKhscbyIxJ1aWvffC0LUJybJ2D8QxTboeGFzPlblnxW7GjJr5NrRdpO9aZkpvz8f4sN42fpioy+q6PwjCmesw63eGUwtKoaHapHhdKkVzjGXQBo26fKbdDzUtQQlIpeR97OqYgJ8QyZdWlBZ/JsmblyWiG26tHAXCFLlGeOaG0c9JMSsJyChXJhLoscIUlOZ5UPaRfIAQ0vQHaCCrCQ0rJfJFxJNrFoVHLJz6FvgAAIABJREFU6bClAzxRMKsiYiPpypi6yPCEpkAgCagIhVtiNkJz6bTt6bR/9mlOY8ybvspPL/8K6xrgx57tYIwjQdkc+HZxVFG1StTGkQxyF1FAnDuIAqLcQxqbO2+IhErNutHG12RVRV6zuo1J5pDminUd0ikqdv5tStWnQlgNjVywy9lEo0mMZsLZwhcugbREqXkF1nXIRl6jmwf0Mp+NojZ8MLfygPW8xiB3WS9KgFRh6OW+PZ7MKlb1ckvCG+XekJ6+Lg2qnB0nJqMu7QM6oQYoUcVFE8iCQNgiMheXrGZQjZQNHdAuqpYev8QWpCV1/Lq29PlSaEKT4omCThEOxyIKS74qcsudGeUenaJCptVwWrFtJDJT4AuHlrT8l75wmQs2WS9qxDKhXVSHcOdAZKQo2jq0wrYY1rVPuwhJjYLc9rmVV2gXIYPcHdLna2OoCA+NGXJcbNPQQ0Fdesz6bda1rQL1KFjXNqsQmxQpNLFxicvAYd94ZCZhvajS1lZkV2cSIQ29zCfOLeK1Z6yW5y5/k43CAgc3ippVD1ddYuPQ1z7ZRR7EFa4aguMUgtg8xyOOz6I9Jyopt5vqpZjUVrZRSpL5awq3Z1C9lIY/YMOBupcwcKDlD9hSIUjBQtEkWq5yNJ1CdRwqqwZRCHa5m1T9FEc5zDlbzLhtJpxuyXoNuBqjJMLPORzv4UXBcXzhcjSZ5QbvJKt5nVi7BBuGOWeL894miXHItGLO2WBWpRTAtL/FHneDpjdgzl1nTA5ACcb8PiccEH6BdlwmvB4ny+Wh9Fgr+qwWglVdY8aBmgx4Mo0YUzFPpFPsdTaJjEO3CJhSPTraZ1TGVFYksbGKV64ohi71nNOmLnIuuJvsc9Lh8QYyZUJ1ibVrgVeOi3asF6U9S0U/5veZcdslgUxlmNXYRoFuFhFLBVztBawUfR5qz/Gq+iOEMic2LgrDqOoxqxJLR18aDIVhTiUsuZu2gtTT6EIy4XXZ5W4y4kcl3b71ELanFDXh4guHhgyGxjQyKYc7u/n+5oMoYaPsoc4IREG9fB3HJqEqbWC6qy3Ziy86VHVija5fIIVh1LdZj1B6+MZhtUg43N3Dd9WeBKBv1nFFwZxjjU9fx1SlxsUGOyPtDbcFqD0r4Zxnvsk/ZXtOGQgduihHXUJUG8/kyNRBhy4LvSZOYlju1nESmO+2aJTktLtUh6l9GxzyF9ATKf22TzxV8NBgH+vdKkUueSDew+P93Yx5Pcg1TgwiUsjMIhVvrx4l0pouKc8PztCUFWbdNnPuOoNxwQPxHh7r7x7Cs7/Y2MeC00YjOdaboqkGXOg1eWiwj1HVQ2SaM91RVGwRiio2HO9NIjPDmd7okAQ3FIZZBkRasaZT9rs+vnC5NVjGoUIgEibcLVwgEANC4dHfk1Of7fJAPMtS3qSTh6xkdu5cVwMejeYIZcLj/d20LlL3PpeMlWOxmAejbOXio9EeznRHh7UI5+pHmFGWfNcXzlALtCYLVoo+k6rKy8eP8oX4MhpywKnEYjhGnR4X3A6pUSxnLZazBkpoXJHz6GCPpZvv2xjEif4EvsyZ77aGb2JXyEsCf5kpOJ3HBMIGPmeUx7eMHeOBZFeZidCs5zVLcCMzJNaD+LIYRF6nU1SZcLYoei6FgPlei25s+TTbWlIgeXnrCR5MpgE4nkzhioKuXiLWHn3tUZUprsjRSF4dbg0Rui6GrnmGj5N57qc5n1MGIp7wcJYryEwPLWtlPKJYqRNPeLT7FVqZoR/5jKaGdlShWfQRhaYpM64YWWFCOXhhSjzp4kwOOD2YIIlcTC55Kp5mPmrRzioIrZEJqEgisxwVSWZVQd8YOloxq1Iyo1DYOW4yrnkqnuZsNMraoMZW7HN8MMWmW6UwkqV+gxPeJJ1+hRPRFA2ngcg1G/2wJLWRqAxWoyp+apcvFYqasK60j8NKEXEhr7DH2Zazs2/O2CjqFCWhC/RMRjAx4IqxVY7FM6xkdat4lYT4MqeuYs5EY4y4fXu8bgVf5qy7VRbilh1LYkFgRoKK4Uw0xkY/5Jw3gjaC83nIqLQxh5bULBVQk9aTWCoUY1JzlX+Bj3WuJ1Qp84MRpDCsO1U28hoawUpaZy2p4ciCUKacjCaoqAwVC1QsWOo3CFRGNwro6JRV7RCIglBYdq4cK1FwPm9QFSl941GXWxz0lvh8/yBKaCSGTlGxzFcljiQzyhoiDN0ioK5iNvIqW3nAmltDDBQIK3uQJg7LhctCYSH/B71l/qH3PABODcZxhSYzikS71pOUGa4oKIzkWyqrXMgdVkpFtC0dYEt/nkH7hgfx9Ft4vg+dHvmV46BtGss82qC6bAjP95mdXuRk7UoOTK+y1NjL9VMXaPvj6MDlkXSau794NR8ZPUJxusbYUUhGa7z+0Bd4dGqWJHd4S+t+PuFtMuls8T7vNaRNyCcy8lChJ1J+v30jPzFyhN2Ox++053hD/SinkklW8wato4K3vO5+7vH3cTqZ5ELS5PtH7mPWySmM5bf8lvoTrMQ13jT2eUZlzBfCm7l5+jT3tkbQEylpPeCOqVPcU5vg5unzXF+66qt5wVJR42VByIwjeTSNGZU598a7eGW4TGZcjqYjTDtd2jrgoOjhPFDnkfEav/nGD7NceKwXVS7kIxwKzlKXBfcFu7i9coGmGjCmemWas8vJbIIvTOwjbQdQgrDS8ZzXjj+EL6/nUOM0BZIXB5JIS2ZUSGLy4bRiqVBc7wXM5z3ePf86/uveD1MVOcerY0g0Y6pvjStwIa+wkNtsw63BMg9UxqiKlL8bvx4ZSV46dYIXVE/Sy3wmlT12gJWiT2oMLenQlAEvrxT0dIYrNJEWvGfhdn7rsg8isffIhrYksnW5wzMZlrRxXaNpSsVyodkoAibUgD+bOIQQhhunF9hIQm70fa4zEUczw68t3cGv7LoLgGNhA1fkXOkOiI0hMoJQWLBXYQwKpyQFTspgbu8Z3e+CfwFByn/K1ttXo7E1QCY7cnvFNT0iUaO3r8ZGewwnNpxvt6hEcKI9znhZUn2zv8S1153l28Nz/G9zAzadAD2R8JneVay0a+hC8YnoCu7v7GfU6yOyAicCueWg0hy2XF7feBiNw0rR55XVJxlXNQ4ES+xyNnn3FfDx/pU82p9jaVBnbVDjk+HVTLkdCiN4uD2HEppTm2N8qnkNI04fmRYca0/i9iHpuDgDw2PtWZxY8+TmFIszPSZVyJiEA25MYgyLeTpk3v72cImK8KnLhFlngATqwgKsBjdGzE1s8sloH8vlFGM1rdEtKtTVgMP9PWgjub+zn5YbUVEZo06fM/EYdFycCJzITjGcjuLe7gGOtu00ITO2zmGfY7MVvnCH04oxqZnPe+x2arx15l4+2b+KUKaciceRwtB0ImbdNpmxNH4raR0pDH3tcyTahS9znC0L+nq0s4vMKM60R202p8gJhGBMVobZk5yCI2lavskNswp+cObzfLx/oPQgNJ2iii+z4bQiM5bjUgo9PB8beY1OETLi9Mm3bM3GifY4/cRjPu+xVriMqoJ/NXk3nxzstb/Hdopx3l+xgc9LPAjBG+qLzOc9NrSDiyZ6plMM+Lp6EEKIV2DBkgr4PWPMu77Ket8L/DVwyBjz4D+2z+eUgVh8bYpKxwlPbyGMoQB+++Y/5x29t7J4sCC4e4Jd5yJ6n2/ROBuzePcE41snUIWVPvu9/R9EIdg3tc63Xf8E1wQL/OTfvI3qeYko4F3tV+N0JdoxXNk5z+ixJsG6wr/QY/TwCBOvdfidzet4eGuO9+/9GP/n5l7m0xFW/QZv/Na7+W+fetUl6MvfnpzElKza3qrisfplBMuSPzj1MoxjuGp1lY27p5l4KsdrK5qnE85+di97F7Y4d/c0P1N/Na+ffGCIDv299ZfwxfU9vOvAB3kqHefFlTP8bvcg5+NRDlZWWM4s+e1KVud9t/wJ+50Ot9/1TkRmswIyFXy8dr2FQPcUH6nfhNtWFgYtwTgGmUhGj1qyFycqMALcvstH1C14bcHn6lNg4O2HWnz3zCM83p9lLtjkofYcLx8/ylX+Bd49/zreOnMv31vbYv8H3zREWQJD9CUGRCqRqQBh+OvaIVRfYiSMPwYqMzzFZTxR3UewKvmF2W/mqa1JGl7ModYZppwOG0WNM/E49y3vo+qltAcBN0+d5327P89lH35j+QrGIj2l2akLNuwgLDWgDCKXkAuMqxk9rEBA99wkMoe3t17P4laD/3zN3/Ld1R6X3fm9AMiBBAE60GW8oOyn3PdjL3iAx9qzNiamNIPUBX7x6d/wX8cqSSGEAn4H+FbsPOcBIcSdxpgnvmS9OvBTwP1PZ7/PDQNRD3FauzjwAw8D8NSvv5DaecnE5E388k8eYp8G72MP819OP8Cbr30773/Re3jb3nfwm9/2h/zH5G0ko4YfP/06lt5/GdUfuMDWX83yqc/4fHzsJTz1V+/ho1GN2Li8vtYZFuPcvPRTTH/HeV44ep6/uvsW/tVtn+LFD/4Qv/i8v+GO2hFe9sj386OXf4YH12/gITGH884ax+967zAltl4IrvbCodT9WjFgxqlxX1xwyLc8jFf0/g1/+Ybf4GdPvY4Xj57lg0/dyF0v/G/csfunueuOX6NrXB4Y7Oee7kEW4yY/MvVZfmTsbn5v/SXsC9b5iVOv54d33U2iXZ6MZtgbrLOW1ThUO8273vYWommPp37zPcOCooFJqclgKMUHloW7Jn3AEukmJuMXlm7h8OZuljr2xr5t9wl+deZejmUF+x1bPj2fw5F0mpvGT7Ne1HhV/RG+EF/GxzrX81/3fphP9q9i/wffxKnvtegDS0hrSnLYYkhku63NacvdLYflf3zpS1iJ6/zJ7r9hj1PhiwmkKFrjMZmRHI73sFHUmHY6XNc6z4+Of4aNIqAuU45nE+z/0Ds48dr3Agx1Mi+W4NtGtlrsiceWjoeZkFB6/OpLL8cVBbdXj7JRhIyqiKrI+YPNF/FvP3MLT736vUMhnO19bWNdtr0aieTvovpQc2UbzXnFM733v34exAuAE8aYUwBlseJ3AU98yXr/BfgV4Gefzk6fE9qcIteYOB5+9zoSFRvcjcEl2pyrRZ1iy7UU9QNBpH38tsHrCIKShv1LtTlzClbzBsuZ5QqIjNW08DuGtV6VxbiBuyVZSpo4qij1KDNcVRDKBFdaMpYdbc6MtoaOtg+dJZ1RdI2lvl/X1SEuwu0I1nXISrfGYtIk7Xq0tYfcctjQAfWSYj9Ulk4+lAlVuU1Kk+BJm74MZUpFptRUTKgsFTwlQY5EDG/a2GyzK0sybN1CbDSJsXT/2/qUy0mDtV6VQTeg1wtYihtEOmOjCK2Wpi6ol31Xt8cocxpyYPsXOaFMhxqZwFArpDB6qF2pMWTGEuc4qOEDfGHQZHlQp6294TmritTqf8pseMx1NaAqUkJhCGVWandaTdBtXc7tvmBHm3N7uS+sJsj2w72NA1lKmiymLTaKkPWiRl3khAIb5Cy1OR3UEOOyvf32ud2+5lWZEIqCUEBdmGEM5Bnd+/rpfZ5G+2pAyZ2+hLgJmDPGfPTpju854UFoRyIqleH3eCZHJQ7pWIjIzdAN2+dsMrq7bdF2ozmz7qbV5pzQrA5qqMywMQgtZX5Zgg1wY3COAkGkzXB+G00Kbpla4Ib6ee6eO8CLGif4h9NXcDyZJjYuW4OA08kk7biCEIaWturZTRkQioJRGVOYCuvaxgZ2K0uLfp23hitqZKZgsLtgztnipul5rqou8ejUDFMqxd/T46A74L54gtPJBPODEZbjumW1drZYiK0x24hDTqaTnInHWEnsXH4jrdJUA0RukLlhUw8YkRV84eJIVdLyZzRlhcXcxjgu1qdoigqXV1fxp3OOBpMETs6tIyfxhcN+d4uRkobus7HHqWSKvuvTLqrExuVUMsn8YITj1TEbc4h33qjbKFCAzSLCFZKaDGjIACUki3mPGadGYjJe2DrNQtJiVKaEssZV7hoPxHOMqh4ZilPJ5EWs1l1iYwuy6nLAqXQSGW9XW1pq+205gshYdulAKDZ0TmFgQjlcKAouExaw1TMxN9XOUpUJB9wt5pwtjmcjBDJjPhmBWA0l97YZ0Ofz3rB4zQoUaxSCk+kBCiP/x3Qxnr4HMS6EuDhe8LvGmN99uhsLISTw68DbnnaPPEcMhCg0Jk13vicSkYO7lZCMV4ZVlX3jkGSuLeMtBNpIm8+PhdWuAGSptrTdMlPQN0H5PkjRGCu2MoBu5tPJQ0wq6Wu/1NrZZig2SKHLv9tIQENmCjKKEtlnSnSmFa8BhihGABkLIu3Qzz06eYVB4hEZQZ6pUmDHpum2xw22qEiW+X37XZfoT3PRMeqhV6Up9aQuRrB+lbtuuypyMwvpFx5R4lFoSa8IyCiISy9oOP4S66DQQ+SrHYsejmX7HHw1VqWLjRNYdGekPdpZOKwbiI1CXvSaVEIPcRbDcZSf4TlAUrAzpfjKfW+jSbc9K0sw0y0rJbMS9Wn7Kq/FV9jVV8JobqN2t7ctno0z/sxw0Gtfg9X6awEl68C1wKct8RvTwJ1CiNf8Y4HK54SB+NKmEkFZVm8fhPKiZUYRDzwrnJMJW72XWANRcTK6ShA6+SXCOa5QdHVAYSS+6A7nxzKDTlqhV/iIgWIzr+K6OS3VZ0z2cVVBUw0InLwUzvEJhENhzCXCOXXp2JveZNSAjra0/K5QqNgK52wmIUnFIUsdC+GOXPpa0pIRTSei7toHdlT1GFURdTemqQZUHFvm3XQG9B2fphqQuA4tFQ35N5+OcI5fXubteXqiHdbjKnHqkmvJWlYrS4XV0NCNyYiWihhTNnU3qnpWOMepMqb6NJ3oy4Rztlso3Ytg3vZ810vhHIC1rEY394fCOX3jWDk/afkgmioqpfescM6YtMzmDZGwrvo7wjkotLhUOKcwdkwXC+e05JcL5xRIIqPoao+WHBCKnKqTgDKEwr0Ell6/SDgnxLPMWUIMxxyKHI0YGvtn0r6Oac4HgINCiMuwhuGNwJu3fzTGdIDxYb9CfBr4d/8sshii0DDYiUFUlgVex6A2epjpcGggjqfTiPmAw/FevA3FyXSS2mKBSiQtb8CygoYfs6UYxiBik/NwtI+o8HhN9VHO5TbGEK5qTi+No4QmnFfcv7mP0MvY5Wwy6wyo+ym73A3qXoIjCgaihoNiWUcslfDsPU53qPb8aKwIRMzhZA8H3HNUhEe4IDiTjXN6aRxf5eiVgPN5k+C8x7Fskpv8Jc47HSLXJ9eKXc4WU0oz7vaYcjs0/QGzrnWvM62Yci2/46yzWRLKCgtNNxmRzmhrzR7Hzo+3U5FPZf1SK1MQSpfVIuFsb5RTi+OYTY/YMRyu7qY9kXM03UUgLlAYwW7H0NabzDpdApExqxIuuB028hqzKmXWbWM8c0kZNljj4AtrJCOdsqFTvJLRe9t1P7y+m84gYGmmxpTa4rH4cm6tnKIlNRmw4m7S1RWmnTYTqs+sMgSiR10K+mYT45YxCIAytuEKS06zfa80xc6UdazElCQmoyI8HtnajSMLxlSP9aLG99WP4gvJlLuF8ArCUlmrowcoxPAab8dXtjEiu5xN5pwMfzs+8Wy9iK9DM8bkQogfB/4e6/S83xhzRAjxS8CDxpg7n81+nxMGAqyO5nbTLhgHjKOGZDFQIhY9Q1UmaMfqRxauQHuCvEQP5vrSi6RKDcVt6+4Kqx2pHXDcnEDlaBdCJysJQBwKQ0mW4liiloucTFvubAN42wFCJSSBsFiBUCY7QTrPjtn2k2FcQyAzCs8QiqR0cbcJS2T5sVV6hbmYkORLPl/i9FpotNWj3DlX2/qcBrf83UERCIGnChy3IHUNOJrAyfCEKPU4TTmVskQrmZGkqOF3jSDDenOYHfd+mx38Yp1OJQRBWbBkHy6JQhA4GbHr4IoCV0iqMilJWDSFYUi+UmyfEwpSY+Md2VeoNfhKU4xtb2U7WOoKhTQ2sFlRVoczlAmxcUmNnTYVF0fEsWLH1ivRw6DoxS1FDbcFhiQzz6R9PQuljDF3YRHVFy/7T19l3Zc9nX0+NwyEFKB2bvq0ZVCxwHguaIbcENNOBzGZcJW3SN4smHU2iUck8ThspQEyh17q2+mJNvYDXBlcACxScpuCLWlI5sbaXF5b5dHJfVxXX+Dw0i6W8iZSaKLUZSlrspUEKKn5/9h78yhbjrvO8xMRud28a91a3/60y5JsybIlYXkX48YGsxmGZdpmms0MzXga3HT3NN0eug/DgT5Mw2EOxzQY2w0NGNNgMBizCION3d5k2ZKs7Ul6+6t6tde9dbfcImL+iLxZ9SSB3vMwbQ1HcU6dqnvr3szIzMjI+P1+3yWyltQ6PQIlNE3RB2J2TYIvJIc9TSjq3BysEgr3xErmHP352OwOS9EA2cmYlRPyxZwjXp9l3WAl77CV19nJYpZ1G80uG1mTSOb0sxrL+QybeZPtrE5DtdnK6yznXcfE1Ja+cdyMUPjMl+cwtTkzskbfTFhUIR57mf62jJgNRxyf2+YMXXxfc3P7Ij6Ozt6Wbhsnco/VwlkA9kyMwrCWd1jPmqwUNdbyNiLbCyOmT1lwKwclRJU4Bdg1CTMqJrduf2f9LnXhGKPH/U1WijZjOSbD6UgMyzyBI4HtsGViBjZhtWgjMpcrmeZL4pIOnpZJShdWZhhgRkas6QmHvYYje5mM6+trNFTCNf4Wh7weKzokEpr1rIXNXAJUIquVxI4eV36j02qNRLKSL5ZUc42x4pIJ+rLbC0jKy2z7Yr4iNhhfgRJIvXejRyKn2ZjQlimEhkjmFDHkDcNuGiG0ZZgGqALnzakNY6vpyDGRKOibnJkyq25CmI+cMS6tggP+DlnqVcKnSeZzMe8wynykgEhb+iYr41GJL92EsW0MvjDMlYO0K3WFSSjqFl9oFuNd6l5KGLmVTK2d0JSGB9MZ1rMWm2mDflpjOe+irWQzc8jAQRqyVrTZyBpspXVqKmc7i1kPWgjj6OrbWqNKc9qpvsTYarekLzTX+LXqaTrNB9RUzsF6n81xTOQXLIV9cqwTmC2r/yvFDBfzGQySnnbZ/LXc9XW5mHEIyUwwKbP602pFbjXbJiMSAk/uTUwbxjKjnITbUthnqEP3xAbaMuWR9BAjFZJbxcWsw0T7aCtJPL8iZLVUwko+g8wEQ5OSWIPGrVTGJmdkTenNqStvTp+UNR3QLXkafZMx442YVUOaUhNbzRfTg9RlymbWQOSSbVPg4yYebQ0bxtIhIxaKgSnIcSvJ1aJNJPNLVK0vQ0Btb8h/leXkLqc9LyYIl4jct3wrE5PWV1ixl1iWzzZDTy3o91Uf9n0Bv7pwLrSo9impqgN7+3WVC19ohHA3t0tllBWGEuyj92XF9/v0TJe6SkikdfHwdN8K43xuhK00LmWZlZfCIoQlEAVKGLzy/anupir7VX1+X5/9MlM/XdrLsofT/037M21KSDyhATfxVacK17fpdnxRuP0xrWS4yoon9V41ofy8FLbah0QQlGHF/uY/y6My2Fdv8kWBX4qQ+kKTCg9fFvhC750D3DlwEWm5Dzvtg2AKy1CUCtN2+rm9/vnimWGAM2TaV1FiTztTCYlfgrFcKCcqnVNXcTJliCGr/l9Re2GCeO4mjAWzV15rnFFEWxY5yTF+jCiv/JeTI4weneEj17yY6FzA58bX0DqtCXckx1+5xWPhEodau5yP5sBTmJL885Hd29gtIn7hwOd4JM9oign1i4ZPP3k1Fw+1qD8c8ttH72K2PeJraic57E2Yb454eXyaLzSPIYVh4s0zK2ucKcacL1osFzN8a/0iV5Xu2R+bKG4PBnxwcAtvbT3iXMBPCJ7MFvnUieu48dhFJmebnHpJF/Fgk0+85BivrZ0FoOstcN7vcld0hiUFDzYucnW4zvnWDHfFTxHLlI43y/W1VdbyNi+PT/FX/ivRoeCw12BsMvomYU1LrvU95mSdJ/IR1/sN7k8z5lWGxNnYnysmPDWY5/GzB2DXA+VMbb77lge5LzlGHl4gt5K7w22aMuGQGrJlQo6oFL8ESN0drTEyoYNPC0GIo0yDy/gvqDraGnZNwoax+Fiu8htcKD/zofO3MUoDvmM25lzR56/GL+IN9cfpSCcMHMmMga6x5PWZVyMOe7Ctt2hKwYIa8IsNTSyCKhwam4yGCGl7exPhTBmxamu4LXQIzr7JmJU1/mLzJqSw9GYfYbNo8v2dB4iE4tHmBf66eT2HvQbaGtb1CB9RXePcaubKsAPgrvgprvYyojJpuT//ctlj/4UJ4rmb9dUlQKnBdQXG98jm68jcVNoQd9TO0Lxli29uPsS7j72Ou+KTvP/6ryOdN5wbdFGZ5eKghZdY0AZZGELh8U3tL6KwTKzhZj9AiYjd45LX3vAkL24s80svmeNthz7LTz349dyfHGfV32FzWOeL4+OsDFtIYZkpDEObctSrcUAlpMF5fOFuDF8IXhUFhCLm25sPM6ccUKp3s+HWcJnX33iC6+trrF7T5JZgC27b5Q3xOT6dLPHQ+CjLSYe1SZMvto4wr3Z5fLTIUIdcGHT4YucqToyXWE8bpMZjO6+7J3tuUJllXY+YkREzwmNGOlxC30y43q9zoRhyWxCjhBvU2hqu8SMn7V/b5fGeA0p944GH6EiPV9fOckC56/CxSYvH0wOseM44Z9Xf4aHJUU6O57mvNssj40OokSzh0wUHvEa1j009wi8du6Y36rSqktqc7zx6P2eSOY57fY56Dd5Yf4zPJsfoqBHaSh6aHGWsA1b8GbrekFV/iy3doCUTTmYLyJGDjA9NisbSLmHUQ+NyEKGQbGuHVVlUHudzw9W+T1sGDG3Kty58ibpMuStcJbHwhXSWSOQ8NjqAHTmyngQWSl2KKVAqEh47OiXH4iP44uQ6tp9mnHPlg/8ruGH+O7bnxQTZTnLsAAAgAElEQVQh0hwb7c3M0UUPHUB4cp3xzQeqNfypfI7tjRZn8g4q1HRkQn3FIozEf7FmIgSe0uTl560Q9E3Gk9kxfFFwtXeR3CbE0qe+bHmiN++W82shj00OIqUt4bMpShpileKrMlKWzgtjbCYkFhIrOSLyqs8bOqUrLSs6ZFG5RFa0qjhbzHCit0BqPHY2mpwtYiabMecLn1g4SHEgCwLpNBPr0lnZxyqr4N41lRFITU3lBLqEOZcJd20tY+v8PnPrJkRjLeOyvDixGVgIhe/k9EzBo7sH2E5iVjfaKM/wWOsA282HOVM08BmihCCWqvQgTcmsgxWHMqemcurCQcOtpEoMTjkpUC7xEZVPxrRNFaoeGR7i3HCGM502h72Ek/lMCevO0MJVnbSVxDJ18HORkUz/Lj1N94d6Bgfn3v/8VmIP4BSUoanT1XS6k21v4pLc1ncenSInlEUVc0377/52dgJPB6A5DYq0kh18upXAZbXn+QQh7FeixPv33KJrDtmX3/qj1P7w8wD865MP8b1//X349Zxrfjp1zM5HTvDec5+qynffeeK7+UeLjxHKnJvCZX7sfT/IoU+MWXlVzNLnEsLHlyGu8bo/+jI/0nmMHM0Pnf0G3rb4aU6li/R1jX8161yQnsgzrvcDXv5z72BwlcEGhuaTHuNDhmjd5RKO/eZZZn53xHfMf55DXo9YFLxv+5V8Zv0qfKX5mWs+xCdGN/KtrQd47/YruZi0+IHFv+GQGnLUqzE0KQNrGBhFU2q0hXv+5J14Q4XMQGaCdMH5UwabpTfnjiBZdN6cMhPo0CILKGLLDb+8jmnH2P/Q447Zsyz6uxz0d/hY/yZWxm3eMP8o7zv5Ct5x3cfRVl7izXlPfIoDqsaOSQiFpC1r/MbuHK+Lz/B45pK0U2l6Gzi9ThuYSgkqm9N4u4rul+EVP3ofK5M2X9M5zdgEzptz65nenB86fxvfefR+Hhke4j1H/hu51Xw+Fdw3uZq3th7hzg+/c583p0QYgfFLo9zAIAqJVRaRSubvF8z8k3N40jDKg8qb88KggwVmogkrpTfnoXaf0xuzvPTwBSSWwko+cNW9ACzrMRJ49UffCcLib3m0TkLzu1bItOL1S09irODPzr+IpeaAxdqAi+MWgywk8gpOP3IQG5pL4oRzb/9X9z8H4rFq8cIRe/13vvOy7pEHf+mdl73dv8/2vFhBhH5BVpdMg4xj3i5IuP7AOsY0K6h1bqEpJWvakGvFctrhzZ0HWPIGTsJeG1Rakr+0QRhDv4gZlgSrXlrjfDbLmWSW17acKrJzC9cMTYpKLd5EYAqJyhxCU6W4p4q17OYRG0UpoYZmLW0ySEI8pTmTz7GcdjiVdzk/nmE7jVlSo8rYpiFDQqvZ0NBEs20C1EQ6VavUITvlRGI9V+IVxlYoUZUIXBLefc5Kd6yiMPSzkO3cLYU1gtVJk15a49RkntEkrDQNLiQz9POIGW+OucYFcqtpy6BiWA5MjZGRVWlzKk1vtKNTGy33+jIuIe65ZT1pspXUWU47Dj5dhPQnEYnvcdbvMtSO1DZKA84kc5wbzlTAJjCcT7r0G9Ydu3K8G5UKhAahnZO30QJROLdvd64sW+M6oVcwyT1WpOvzbhJiS/zIJA3Ic8WWXydPPNbGTawVDrCGW3Vta5/EehWtWyUClVn6k4g09zg3mcFYyWgSsuO7BGQ/jRgmIROlURPhDJvKVcdXZLP51X8+/53teTFBJOOA+urecv0nV74eteXz2O4xrlrMEMYiH4PDXo2fXH8p75j9NOv9Bq+66gn+7YlvYSaaUNw1YHQmZnTnmOF6RHeljp6p8y/mPk9qHd7/P179eywqw0b8JN/32NsYX/1X3Bou8++Xv4l3Hvxzdm4vuOfFj7EY7vKBB+7grutPc//ZowhhsX9W5/86/p85WGINtk3Bvz/4Uc4utJDCcLU35O7aeXrG438/9KcYK/iXZ97C71/7p/zWYIFX187w4eEt/OjMGb7/3D38/OF7+bZ7PsuJ3UU2J3UGScjXH36KWX/EvRdvpFsbc2J1gVceO82FUYd+EjEXj9hNI463ttn4wyOkcxG/eOOvc1CllcrR19UfZWyddNtrW49z3N+mKwu2jYfCEgvNRQ0fH1/L2IT4ouCmaJkfaJ8CfI54F8it4eQ9n+TcpEvXH7Fb1JgPBjw1mmd11OI1i0/xUP8QT3AV/+XwH9Mzrow4sG4fqwecGnRdZGgEAYbvmI057vU502nz+VQAhldGkvm5TzKnFG++5z4aKsVYp1WZaJ9OMKblpSyFffpFrZK2+1T+Yt79ot+nKRPGJnTMVwzrpZp4Xab0TExiAjpqxGrR4bi/wciEHPJ2uVBoxlZx2CvY0Jq33vNJQlFw79qNXKgf5L23fJCBiTji9QA4M99lQQ2IREFivUoO/7cWX8HBqEe4D2r9risc+y9oUl5GC3cM0eMXmRaJPvngjcTbgoOfTigiVcqzu1Dg3uUb+f7up0lHAYe8HYafnmdzwXD4xjWysM5Ma0wR1bCewvoKheB84aC/x3xNQ9SYU5LdTy5y78zNrDbb3HfqGKfmFghaKbc1z3PQ3+HDrRfzkuYyJ1tzKGmwymNeikrluSkkDRXii10CIWhLJzQr9yXjHnr4OE8cS/hk/wYu5jP87pmX8pZbH+azy8dIDxnurJ9CYbgQdNgMG7y8cZoFb8CTrQUO1XpsTWJubZ6nrjJWg2bl7n1z4yIf84+jQ8kRldLdB4aas241NKNi2nKdA8qpUx1mj6z1E2svYSNr8ujOIpFX8C0HPG4PTrBtCg6oGqGAO+snaatJ5e59yN8hlA4RemfduW89Wj/ukrZWE8u9JOWi2sUvQ5dpO1e4hORhL+GXe04EZ37uk1zv1zmZD7m9foZZb0huPWKVORVvf5euN6wcxZpqwpy3yMfrt3BXOCK3Bk1WJik1B8sb2iUpx1WS8qwacq3vAWMSCx8ZHaMpJ3TlOpGw3Fk/SSRyTrfmONNc5EZ/BIyqJGVHrtMUklj6jE1KYif4QnBb8xzHgw2XpLSyIthdSXuhinEZLWtLsmsXkcsO8fiWO77AH2R3cPaNEcc/MqlCjOv9gH9+3b1c4zdYXOwzMiEHXn+Bq5tb/OXDL+LoruHchQ6Hdg0iy5HjjBWteVkYkdqcv5zM8Kpoh81CM/vai/yzpb90tvC3hrypvsK/WYn5/ZmX0gknTFYa/HF8C5vLbRDQTbf4XDrDXeEODRniC8WXMsMXJzfgC813N8/xWD7mmBdwf5qxpeu8+a4vcq0f8o7Fj9GVBceu3+SAqvGOF32cBVXn1y/ezfJui9EkJE89ftveRStIeGjlII9Gi+ysN/mQeCk74xrJJODJeJ408zjZmqM5zvEHinvHx7ktukBTpDSl4NG8zkaxxG3hCh8evIRvbz2EBPrGEZMOe0PeNvNZciRnul0ikXN72GNgLEe9BkPjODHvv/gq1sdNGkHKpPCZCcdcGHQYjJ0nyJlel2hDcn8KW6bFjf4miVWMrMeXk2uoy5Tj/qYDtQF/NX4Rb6w/xsl8hre2HqHfsMwpxcl8yDV+g3ecupPYyyiMYnXUJCsUcZBT9zNmojHDPCRSOZuTBtGG5MOjQ/iiYGxCjvhbJLbO+WwWcMraZ7M5UuNzbbjGl8bHeE3z8Wq8fXN9udSLcNWmf3HuVXjS8OXVA0RrHn88vIbcKr6mdgqAe0e3csTfZt7bZaNYoKdjIpnze8u3MxuN8KSbGByO4sTlD/wrY3N+VdrzYoIIlkfIlS+hX3874ZNr3P+ugxwzhuDPPsdTU3Wp8Ha+7aklVt93Fb/y1hXyP5zn3f/4HsIfCTg7ey0f/K1f5n+K3s6vv+L9/BP9Q+wePUzatTyaLfLWh99Emnu879Zf51d7tzDvDaj/y4jv+sZ3MjmSc+zD8J5vfzX/4Rs+wLfVd1BC8kcHY74u7vP+Y8fpqDE//cR301VDfntwA2eSuUoB6p76E2greNfaq3ht63H++enX8SNH/opZOeKxH7uFt/1sk4c+eiOTazJm7vP56+99gId/7iX8zY8+wR9c+9FnKFTlVrN5dEJTejyc+dwRCh7JnRT9dBl/zLPc8Z3vJJ/LeVl0nuWixeMmZiWf4Y7aKa4L1vnY+Hre3PwyH9y91fliiJx5b5ePjo7wM5/5euKnAoK+8+bcvU7zb/6HD3Pv9k28rH2W3Hh84Oo/r5SapisPh7fIWCidtX7i4KvJUCypXe5LjiCFYVYNubt2ihzJStHmkdTdyG+oP85nk2PUZcqdH34nciJ58z33cXv9DO84dScfveGj1X6mk1RNOKet1OYktqjAV/929lXcHKwghcXHsG0iOnLC1fE24Mx1XxY6ROPIetwVnWdN1+iZmHk14Na//mEQcOvRC+ykMX950x+Q2oK1wxm/ce2d3F1ODCfyBXxR8JbmgyQl83MpdG7u2gr+8U0XK8UpRyXXfPBKB/8LE8Tlt2C5jx0OHYqyrFnV1iX+0BIs94m9DKug5uX0FTT8lG3ZAiE4lS1g10NOZQuogaR+0aAyR6kOlCs/dWVGW0326NIK8CxWSoSneSpZYhKv0RART6VLvDrarKjB9VXDrEzpqDENlVL3UjpyQke6ZXXLS+ioMbGX0ZFjuirBKkFduT4Lz2CloOUlWCmoe3vQ3w3jsaHrXG8dZHpN+2hyzhWLvCTYKAdnRCwKBiYgtxNqqwKMT1dqEjUCYKxCOqXVXEeN6Eqq441Fyqwcs6VGri+KvR/P0lFj6sqdn1w6xuLQJNQIKHAQ7LHN2TAeBzxJTxc8sbtAZy6hKQpnNQjlOTFoDGM5ZqRcnqMjoaNG1EXmKhPK0lAps96Q2MuqyQEgsdr5XEoIcRwIvyRcpTbn8f4i3fmcqaq1wSk71eXUhb2oSGK+LWhLRU6CFIauzJDKIqQh9nISnVd08Q0jODFcZLbr7tqOHuOLgrYUhFbji2SfqrUht4756ajmsqLdX257QdX6CputBQiv7FJ54nSI85GsBRgrwFL9njI4wZnFmMiZxFrPUtQERc1l9i2gjSBnaiev9vYxvUBG0FRJReV1mgSy8nQsaoLMOualQVAYRYYks06gprKuN1M7eIkoLenFvv3kViHKvjtpNOHYoSJDlfuOpRvgdZmihEvyRSJHlfBvRXlska2YlTmKrNxvbp01XF7K8WfW3fDOxt7bO+59PxpRfleVTMp90nF2yoSVRGWtPxKCVuA0JHMhKoap64sTznEsUPd+Zq1jqQpRibVO2bOF2eNsgMMgRIJn1ZoAyv06eIwRlH0wZPuqXQpb/g8nezc9tnI8YCSmrHiAA5hFQtP0k2o703HiziMVsxTcNd+vGTHV5Lzi9sIEceVN5nsErXRW443dhVoZth16cNhApe51o3TWmpUjOgd3uSlYRXcLkm7AZNHw4OQYO8OYIld8MTnsUIl+65nOWmPF3fGT9E0OZNwYrtCQEV1vyHF/k7wheDA9xCPjQyxPnLPWA8kxVsvE2FOjeeb8I6yOmjyQHHXOWoXl3HAGlYIde6jUcmY4i8zd+xeLIU3psags8zJlbDw2TcZh5Szdbg828YiRQnNEjfEBJVNCEZAsGMIjQ76YLrGat+nrmPWsSSAKmjLh4clhmmpSHW8oCub8AWeSOeeslV7qrPXI5DDLow4n/CUKqzjXeJiDnnO+rglnETin6sTCOWvNyhp3dM7wQHK0dPdeQAlDW41Z93fIrWODXsw6bpKVGQ9NjhLLzOEpUletiFXG6qjJ0CQkVl8i9Ta96U4XCX55Ux72Qrff9CDgeBRTj9S4kr33LnHWasoJG7pFT8fMqiF66Ny9Lww7DNOgctYam5BXtE7yxdIl7Kl0CV9oEvt0d++C3Hp8S334/85ZCy6RM3g+tufVBJHNxUTbNTC2Kv/YZoEOFNlcTKYLlIFcKzwDmXYLTGEdI7BbH9ORBhlosrZFNzUDHVEUEmMku6bGRAeEsnAXxrhau7Dud0dm+EgSa+jKBIiJRI4vCrI21fcT7ZFqj7EJGJQmsknhO+k2LRnrkEjkYC1paTQstEAYSLSHMJZcO7teX6jS69E6RKCFULjLEsupJIrdRwhzyEHTKmjXJ+zqiIGJGJuAoQ4ZaNef6d8THTgfB+Wk5cYmQBixJ4YqKE2FQ9LCY1SE5ZNySkxzuAFT7V+QWUd+mkrT61JGTpVEt4GpkVvFUEdMtE8qPAa6xlgHaOtAUEJDon0GOiIr3HEm1hI9bcHgzokEYarV0aLXZ2AcHdwXmoGukUmvwlLmVlVM0XEpLjzQEUMdObSjEWAEmVbk2q14Uqtoyox5b5eerlff8UvHrMT4jE2ItoJA6FLHo09iLYn10JjSef0Kmn2hzHllrZxM7dSVFSBVSLeqox5kTBTUghzjQTPIQPgOTIOgN4kYWIHJlAPbJE6FKQwL8txyyN/mZLBA1xthlXCiNIHFSoH1nQP1YQ9Ca1kpUbMaSWJ9RA5LXo/lYIaJ9smMx5LXZ8nroxHMhGMW/F3qQc6cP2DB2wUhaAQpPb/0i1DOcHikBM0gpVPK1U0FV2dkjbbUlUxc32jankRiSS3EgpI3KBGJoj+qccjfASASRak61aMlExb8AQf9HbrBiK43qrw5xybAehbjlaGbEhjfsBAMaAQp3WCEsYKupJJY84WiUapEFWg6pXzcVJq+qSZugsDS9YYseT10Gf5pK/FlwZLXZ8WfIZYpxnfGyp1gzKK/Sxw4pSfKfe4Xe1FIumWopa3GFyGbRYubomXHNC19P6dQbXChQSRzFIaBqdGUE5Rw8gDz3i74jhHaDB3uwpG+cnILW0WjOqcD300QS17fTRA2JBZpOUE4RfG2VEgKAiGITPoVj/nna3teTRD+borNMqwUVYgxdWHyd1M8P2OkBLGfM1BQ9zMKEWCloGdC+rt1NnQNEknQB+NLut6QwCsQwjIrR7TVhBlvBEJgFFjlTGXwDKtFm1uDfuk/WUfbMSMTMjA1gl2YVUNmvBF9v3aJhiRA23cWdzUvZ8HbpauGWClo+Knbvm8wStH03OuGn1YeEkObMzCWOSWJhe/s5IVgW/sc9ZxSUWIVoXDKSgB+TzKJImblmNzzUMI9yRbUgKZMnJ6jnFTHW5cps2pIz4udo7l0k8M0STnjjWj4KTPemNwqYuFXeQhwq5rcOq/Mtowo0JxJ5nhx5zx1kdHzBoA7R/NqRG7dxJp4Pr7QzKsRXW9ILNNyshS0vJSuN6TuZ2Wi0EciyhWLqSTcmtJzPIiS2n4u7fKq+gkUFr8Ut3UhhgPb5VYSl9TrqJTSdxIvhlk5QvhOjLjm5eS+U6tGZlwo4EI2y22R89fc8oYEQjMvx4yFR2RzWiItXb4kSoTEBCjpeCi+vHK69wtJyitocpJDUbgVRLnUrK0Jwp6jfnfDUaU72fcEs+GINdnESsHj6UHkuYhP33od0bpHfVXjJZKj3jbNMCPVisPehMPBFgvewFUxfCDUWKWQYcFf9m/m1dEnaMmIzwyv4yb/M5xMFliWM9S2DMe8Mcv+DqnxKYziiNfnoCcw1rLgDzjibzETjTno7TAvU6xyfTQ+yFBjvYD5YMAjnmAuHOGhuKD36OMH1EViGfCZSY0lNeTj4xdx0HuEVd1io2hxpGQ1BmKd+gVQk4BjnsYXvSr+PuLt0pSCZX+HY57gcLDFrDekLjLm1YjE+shQY/zpCsKtog7528yGIw4GO2TWI5Yu79CUAWOT05IRp4uE80WLr605O7zPrh3nn859glhYErvjypxywkFlnbArO5U69WEPVv0tV8UIDEYLlsI+B70dZqIxqc2rKsDpIinLuilN6dGQEUOTEAqfNT3hc+vH+ImFT5RVDEFd7BIKaMppUjEnEk76Zmhz2jIgEkO2RcqiyvGCAiFgNnTVH18o2qLGY0bziY3r+OGZLyGFYGy28YXmiCdJbM7YZsRC4AuJsXsu59NJNCbgitsLE8TlNzFJyW455tSSpjkIAb0bYP5vUoZ5iDAwKXyktgzysMxXlBLsnjM/ya8fw6MRRsGWqZMUHmnusW08tnWjFBNxikzkEmEsppC0vITEGnyblR6M8LXNR1DC8Bf21Wxq33k8FjV2i5BtExGViL2+rrGtG4yLwO0Di7CWUREiNJhcgoHdoobQjtcxtCka4ZSy5IQczdhkRMLDF4aOcmSiW4NdNtSAJQUDb8ycDDCeI29tGMuGbtAzMT0ds2VCMpuzrRts6PXqeBMRIIWhp2NM7qwIpXYhiygEW0WDQR7R07HLH5ikrM5oNE49KxKWusgqI916kLGtIxKZs6UbFZIwEkMyK9kyMVuF2/+2dpNbIlNE4WwN+oU7Z8M8JLFFJSrjl8G5EgKNZWiSyjGsKwMir2BDu9ArEIYt4yTjpm5imZXUy6f5yEgym7KhA3qmhhQjdKEQ0jIqAiaFX3lsjGyDup+ybdxxbJk6PppttUNiBQMTOFOl0vagLQVjk+1ZHlzp3f6CotSVNbs7wF8W5DfMVTgIf2iRWmB3B0TKXOKeFamCcale3dcx/kjQL2LMRkSwq9G+oikTAuU0A5tlhr8pJ5VsPJ7FColQll4eV4nDnTzGAKeyBXyhCXc1bZnTLN2tGl5GU2Y0pcAATeW2G6mcjhzTkRlWOHk3K0F6BiTUvRQr3ft+KQY7si7ZqXAy/SPj8Aw97fqwpQUbJiYQQ3omIBY5wa6liAUdCWM5QSNoSufW1ZSu3NuRsjreSLjlcVMmyCkOopTDssrSUgl1L6MpE/KyLKpNgRTOV2IqGz+yAVMj3d4kKs+BruL8Vono1NYwsAktlSAxNKWgJRMXYigXYsTKuWdFKq+OHSgnJom2GoSjaU9xErnV7CYhbalRuFJjZnPq0hCXZcfcGiLhVKZkmTNJrctPdGSBUo6BGZXitb5QhGWuaSeNaUqnFNaUCQEOVu9jUDIjFk6VappbdH1WVWh05YP+K7pV/ru159UEIWo157uq94RqJ4tl3bxWYyNxbMat0j1rY9JAaQPGcnW4TnI04+XxKd43/wqGB2qMlxyAqj+JyAvFk/kMp9N5lwE3xjEkE4nQFpsoXtN+HAWMTc7tjbMsqpDjwSbzasCvzHk8mc9wNp3jfDLD2qTFk9kCY28HjeB8MsOTwRIbkwZPZIv0vAGiMKwlTWQOZuIhM8vypIMsLGtJk6HN6UpLLPocVANA0jcJNwUTOtLj7vhJ2jIAXHjgVJRy5lSd4RHB5HDB43md1aJNT9e5mHXoqDEtmXAqm+eIv1UdbyRyBl6NU9k8ZuKhMldOtkYgE8mpdIGLkxanw3lyq9jWJ2hKNzya0jlKHVABTbnL2AgOKnj54nmezOf3HK+EZUuNGNm9MudKPoMUhgU14GS2QF2miNSVOS9MZpjzFtmcOB7HVFvisBeWjM8QiWRNT+iWmp9tWeP2hWWeylulsY9hSzcuSVJONR4UloGp05QJG3qWno7pebvkiYcQsD5p0k8jBiZjbC2RCHjF3GmezF0laPpwkMKVOfeIYS5JeWdoK21MJQQjc2V3+/8fgFLPCz2Ilujau8TXcvoDt7L0wZD6U7uVBsR+bQj/y/VLNB9WXhlx1XtPQlzjVz7+m5doRXzjgYe4KVzmf/mT76dxViIM7N5Q4PUV1rfc8AvnGbzsEJOuYu7+HTbunOFj/+7n+dXeLdzfP8b7jv0Z7+1fx5lkliPRNkMd8d5PveZZ9RsAgk1F3rTUViWTJYP1DS/6hU3OfNcScw8VjOcV7VMZy68NOf7Hu5x7U4vb3/ToM/QlvrB1lJ+55kM8nh3g7tppPjx4Cacn81y7z917K6/z7d37OO4Nee1+d+9coOumdPeW6KbG2/Gw/n53b0HncUF9TTt3byUYLfps3WYJdiR5wyKAq+44z5uXvsxj4wMcDHs80D/M62dPcF2wyruX7+FtBz7j3L0/9EPPdPcuHc9FJkp3b9ANjRwprIL5+x1le/smQVG3RBuSN3z753m8v3iJu/dm0eJc2uVz68eIvILdJOT2hWXec+S/cdUfvb0aP0Jf6rrt3pyWxARIp2khClet6j7gtE6TWWfQdPxNp1nZbfFTN32Yb4iTatsykVhpneaDrUpIVXvLHV/gsd0lVkt37yT3eOSbf+qydRsas0fsi7/uRy/rHvnsB378q6IH8byYINrBov2a8E2YkUsarfz43YQ9y+KfnWN060EwEP7pfXzPifP8H3/yP/Kur/8QP/2H38a7vuW/8ivv+jYmc5Lr33qCk792A/Pfc5bVDx5j6RObFN06H/ydd/P+/i3kVvHj3RNc1GOaUvGmf/5jbL1lzA1L6zz1F1dz+zc8yontBX7uRb/HEW+X//mx7+HHr/kLfvXCa/CkIf9nXf7oT/4La3pS5jJiXhnlFdLvkTzjBl/xkdEs31TfwReK237mn/Kud/wmP/Glb+GGpXUefvAY7/mGX+OHP/h2fuk7fo3jfo/PTo5xOl1gJW3zw/MfZ1Hl/Kedu7gq3OAjGy/h7Qc+waPpIZbTGa6J1lnL27w0PsP//YPfxXgx4JM//+5Kin1gChZKkNHU0fqiHlMvDWxD4bFjJrz1ye/g9MYs2VYEnuWGa1d4/7Uf5L50gRcH64ATvH00m+GQt8uWqXFEDbkvPcRjk0N878znuXd0Lf/nX38TT33zf6r4E5I9o1xw+YuhSZFCEIugUp16yxPfyta4zs++6Pe5Kxzx4dEhbg5W6CpXanwgPcjARCx5fbpqyHEvY0NL2lLzVN7ie+/9AU5/069eAs9+epuqQU3h2aHwq0ToD5x/LTWV88bOQwxMjVfXzhILwXt7t/Er97+GJ9/wnooDMnX43r+f6X4/PpFc7e8SlyGHBBYPX7z8CaJ7BRPE73x1Jojnhbu39RUijqvXOnLxsZ53JrbTJ0Mk8uqJLYDEBuR1iY5K27PpE2TfkyQUHlKYko4ry17aT2YAACAASURBVPjWkDUEShlnaOOxz4fTOKXqp3lQQmmnV/6dWVUNHAdHdnoMDqrspO915LQJpLQ0vBQbuCTfNL8yVWveTxN2Stl7Ziz7PSr3PrP/83uK1nrfe0k5iFNLlWScAp464QQpLQQGfHeMvnAAIFVJrj19P9P+mlL12VxynjW29Czd62tudekubsochmFsczxpCL2izHeYUkHbgcH2D8iporZ733mqTpXN908O+/1E91+r6eQtkZWzuRKSQBaVgnVuVVUNmW57/3Zzq58xCVUK3tNzgah+X2n7e3T3/v+kPS8mCGEs5HvmvSoFWYAcp9h9ePeRCZCpJDG+qwxYgTexqGS/se2lN1OOZqxDxsaVoHIHoMRLLHnmMcxDZAbjInDy7Rhn+lreuFLYUibeDcocJz6TWP+SmyGxHgZTvl8OtMRBffNcMS4CRCYY2QCVuTjZF1SmsY5nsXfzqVIO38XApvp7KgO/vxlM5YY1bbr6vZdQMxjncJ27PolUQaqYFD65ta6vpd7mVNbdF4agxChOzYYV7uZFUJ0DY50X5n4Nymk/dLlKnWb5R3nAJPccMhHrhGsw5aQ0lcDXJQjKOWkHZVVDcelN/He1/VL8+9uoCBnpoIJPB0JU8vj7kwJTdGv12l56bAqz77uiche7ovYsvJhn/fkqtedMUgoh3ge8GVi31t5SvvfvgB8ENsqP/URp+4UQ4l8D348bG/+btfbPL6sn+05u3gBv7C7q/pLngjdAz+QcDzbJG5Ylv09eF2RtcUkJVBgc0MpaFIJj4SZAWSaTNGRIEQlmO0MO1HZ5smO5prHJye05l/ASOePcZ6touJIqHtJaijKjjUqpiy0kYeUiddhLqYmY64LVymUqazkG41xnyEw4xjY0HTkhmzUc8nqu9KZj+rrGsAjYMjV8MXLlP7VXMu0XMaMiZFvX6esaPR0jrCvvTpfBsQhQKq8y/fMqJLU5i0oSCa8SlOmWLNi5zpANLVDKcry5jS8ES16PthSAZUMLtkqOw5apE5ucraLhyrlG0dd1l/cob76GDKsV1dSgJ5ZB5SUyLgFWBsPx5jYrsk0sU9oy4oi/xbaJMKTkVrKtGwx0DV8UKCx1sVuVb7d0A6Gn1Yq9MGI/WUpSivUCDRlVrl5TU+OjtW1ilXHU22ZWDdnQklho+rqGLfZCi4YIK5r7NHTS1lCUsKueqbOhHZPUhRj/8ARjLmfK+8/AG5/l/V+w1t5W/kwnh5twrsI3l995txDiOQHqVkoI/L03StMT06rxNLtEKCQj4+z1RiZ0lG0LgSqwAnyp3efL8qcvFInx6enYDd5Sj9D4kBWOmSm0e6pIaZx6s9D4Sju4rjD4SkNpJQdUNXFVxfY+Y+vKXD0TV9l4UbIK09zDmy5fsYhMkFiPWBTOmUk6XIGzcbOE0vlGetP3ZI4nNdG+z7sduD65Epsh2XfDjI2Lt8dGl7Z0RbXMrqmcNPew1jEbJ9rHFxLNNASz1KUhkpnbZ2kvV5dp6SSlCWWOlfaS5fh0H1MWaG41Y+MARlMkZmILJtqdxwBTaj34RKIgFrpksuaEMi+9QnNCMfVDddfHSlsd53RycMxYVe07FHsmwlNuy1QLM7eKcbmC6GlHQIsEhKIAaatzOs3t7M+rTGndvlAOvVl+NxZUdPPLbhYnhnQ5P1+l9pwThLX2b4Dty9zeNwO/Y61NrbWngaeAO5/rS6LQ2PGkeh3uCPyxRW3uuhCjPO/L+Qx+T3E+7+KNBNtFg9qWIdqyBNLVzAOlLxERHZucc9ks59JZtDX0DIyNprZt6fdjLow6hDuCc+MZfGWoi4ymNPjlYIxUQVCCbtz3DRu6xqpuk9p8z1pO1xjbjOW8W+Ugwm3LcjFDvx9zftRB9jxWdYtgR7JczLjavUwJRVHKyReltFnm9u05hmIo80qCPhQFsXCh13TiTG3B2OT0ja2eqoPypukZycAUjG1OgWZgtNO47MewE2B2Qs4POgyMZiWfYUsLto0iFoKmTIhl4c6JsKXMu8N+1GUKcu8pPrZ5tY9pS62zwxsbF8cPbU5uDRcGHS4OmqzrBmOrOZ/NEouCuhTEwlby9nWREcucplTURUEshCtlPoPQ9cwbaL8Ldyi8Mjx01+XsuMuZ8SzLxQzn8y51KWhKj1iliHLycSuH/JJrvJ8jAlAX2d53pSJ+7mfhM8f+P+AcxP8qhHhICPE+IcRM+d4h4Py+z1wo37uyNr3eT5s5NfKZ8dizxGj78xbTNuX96+ldZW2lgCzM3v+fq02v1ZSMdEnfyv1MY+2nLx9Fqbvwty0r5d8SbKrLXLrqvyVJtj+FV21pGm7bp73/bP0SU0m15+6Hfto1M0/bf7nryn7wq9GeMRa+Sm2Kg7icn69W+0oniF8GrgFuAy4C//FKNyCEeLsQ4gtCiC9kdrInFAMUNTA+2Fp4CV++o0YUsaWrhujAicTkdUFR3xP+KIysviOsEzmZ8UbM+UOUkG7pLCR5LAlrOe1gQl6HbuhYjIn1ya3bTm49Cisp9tF4YwFNmdFRo0sUhDoyIRIeXW9IVC5J87qgKSeEtZxWkKBjQ0eOKeqWjhyXIiQephRrSa0isaYSeXF9mArQqL2fpykXuaelpCnsHi+gnCTr0lAXkqg0942FoOknBLUcU9PYmqYdJkRCOFUpaYiFJreWxPh7pCtLeW4USVmtwe4lACOhiPY9taf9ck99N8xCId31iCY0orQM5xyhLi/Fd6bnZHoOHMXblGI9lsT6PL09m6iMtqZ64hts6bHpwo+ZYEI3GDPrDemqIZm1JFaXx7S3rVB4lxzP0xOjGWrfdw25vcJH/eWGF8/nEOPZmrV2zVqrrbUGeA97YcQycGTfRw/zt9gdW2t/1Vr7cmvtywNZA733nPGHrgJAXlyyGljLOwQ9yel0AX8kWMlmCAaGoG/xytxDIHX1HSucfNmZZI6nxgvkVrOhAzaMJRgZkn7I2rhJ2IPzwxnnpiVTp2aktKP2ShdiWOFyDNtGsVo0OZPNV4kwgPNFh77JOJ0u0DeZq733LBtFi6QXsZXU8XYVG7pFsCM4n88SC6p42+UdCmKpqjxDIHXpYpVXeYmpmzRQLbXHNmNgCta0z9g4+baNMpG3UtTYNoZtUzC0KRtasJPGpL0INVDIXY+Luy1GxrKcz5TnJyQSsnQZ09VSeuquFQvHH0G48MY5ehdsm4JxeU60NQxMxoYWbJQIw22t6RvNym6L3jCmZ2K2teZsNkddOBWtSLjS8PRYY1EQCVVN7LFMQeyFUkDpML73epqTmOZBXE4mY2hztDUsj9ucGXU5k81zMl2kLhyLNipzENNtbJcanNPX09zStNVFVn03Fj6xfObk9VztH+QKQghxYN/LbwUeLv/+I+C7hBChEOIq4Drg88+5QWOwxR5VVqUWqS1iVOYlpjeCCZAZpMaJsBgEKjF4qSsTwjMdwHNryYxHavYk0QC8iYFCkhVO6SnTqixzOufm/eXS6d9T8ZLpk3Q/OSe3Hrp86mprnQN0Vj7xCsE495G5S6xOy5ywhzWo9r2vHr+/7X2uxEWU50Rbg7FOem5/iGHKvzVOKk/bshSJICk8KJGXMhPkWpFYp6g0XaXIp4Vp04Hy9D5WRKVpqLLvaWfKfkyX8tOjyrUizxWJcf7eqSnPBeISGbdpaFU5l4tL/S+fXna8nGawpKXgT2p88nJcuGtu9jm5P/PWcNf10n1KcWmfr7j9AyhzfgB4HTAnhLgA/CTwOiHEbbiunwF+CMBa+4gQ4neBR4EC+BFrnwXF8sydgNpbymVtlxcg8CvlJ4DDwTbpnOHG2gr/tWU5GmyStT0mXclE+6Vik1/xOIR1qkzX1tZLQIzgsOeQlFlTEcyMOdDc5am5OW5ub/LY1hID47D5aeExtiGZ8SisY2ZKJHMqRYptRzwSQTVgrvY36aqQW2oXmFM1Vz3pSpa8PuHshPl4xFrbcMjbYTJvuS5YZWAFuzpirEMm2mdgfGKRl8pPIZlRjGzA2ASMdcDYhIx1yK6JLhk4sfTxrcYnIxSuWnNQucF8zJsiKQOXrGNCO0zYnk3IRATKck2nR0cajgUbHPQmaAsD4yazsUxLMlnmtDF05CwEdQ3MnvL0vPIqJCW4G2xGRvg4JKXzy3D/O9Tus+XX6agRi8rj2nCNkfXwbeEIYSZkXOpwRMKpfo+M07camDpYccnSf1pWnrbpygH2kJSxDFDWlWWPNnaoqZxrw1UW/RoDa9AmY6gjrN5T8Z5XYQWyUsKVkvc3N1Z2yYWbJuVXcCM/38uczzlBWGu/+1nefu/f8fmfBn76inphLOR7y7fahsUfW+zYKUCXMqM8kSwRr0i+MLyKaFvw+OQgtfUMWfgVazJSudOTwIUYfaN5YHCYcRGQzjzCU3mLjpwQ7hTkqzGngy71FcvDGweoBTlNmTgVY6+o2JlSWLJS1vxCUeNMPsf5vMstwUPMlVb3X04P0ZFn+fzoau6IPkVXetQvap5KF8lX6izXUsIN5QhLFwQPJke5LezRUglNlVBTMU3ptAsaKqEpEyI1ZZ8mJfPROUk5VW6qVUTfZAyMZVk3iOWEmIBThcfLQsmJvM2sHBOKglmVc77wWR82KC7GhH1nd3eqNcvG1R6PJYdoyYTMKu6OBrRkQlNqcptWbMymSmhLRVNNQFl2TUIoPFa0BjQdmTMraxgsa3rCmnZKU7eFkvO5IRCG0xuz5InHatHhrBrypfEx7orOO/VpaxzbFmjKSXVOMusUuJoyAWkvgUFP+zCdnAx7uZgpzHpoEnqmYF6FPNGbRwCLwS4bWZM31y8QC3fehdpDal4oUnwBR71GWcbNqxIoUCqIO8EZg6lWOpfdLJUw0vO1PT/YnEoiggAS54cwPCyINqHdbiC0rZ6UL43P8hvXFNzTfoyPLr6M2+pn+djRVzKZFwzyEKlhkEfIwlY6EV3p8drOE+jy6XZLMKApA0ZLPu3jO9w8v8p917b5uoOn+NTK1WzoJpHoMc59NooWgyxCSYOwbtBd6yfMq/NcF6wxI2vVQL07OssBVeMftb7MIeWe4v2rFbfWztG6qscN3Q0+c6jNzeEyu9cZXh0/wapWrBctNvMG/bzGhq4hmbCT19mQifMC1U02iyY7ecyG12Qzb7BatCsAmcEyIyPa0tCVY9oyRlvDi3xXgrw9GJfJtrBMGiYc72xz+ipBb6uB9DV3HLnAQaW5Kz7JTcEAbS1rGtZ1F19otnSdUPRZL5psF3XWtGG7aCAKSUtGKCG5qrwhp7gEXygOew26Mqt4DVf7LpR46eELrI2bHPc3uNb3eE3zcdZ0jRwnFLOhWwx0hBIGjSQSQzZ0QGozNvQsFKKigAOXiNxO+zAucwexDCo9ibBExN4xf45YZry++SgDE7GmDbGYsFPUMbnCYJEIjntuu1MOx1STYvr/Vd0iltvEYvJ0Htdltxc0KS+nGYuYacPurnttIZ0RiElaCnu6GSKzCoTFFwVmNue4v1n+Tzgos8GJxE5PuoWx1SWfwVRJRW0tsrDI0hHJCghlQa4VPR3TlBPS3KOnY9JSZDayjtqbW4vGxcKpdfiCKcQ2t04i32ApyoRWZhWeMk6i3woyFFa54+kZJ6Q61CGjIqBnYieSWtQY+BGTwgF5BjpiVITOiHgqTGvceembhGjfcntqMuOjKqKUwZSVEveZzHj4Xhn5CQhkwbg8rmmZsmccyjMSOT0TUzcpfV1nt4jY1hF9HUNRmsaU33PmMa4P0spLwoC+yWjLoHwCuxLzyITAuNxfjBSugtPTMUMdEckciWFbpPRKceCejhGFqI4TqBCSeVlQ9a1iWJ5/ZQU9Uzjwm1D0jVud+FKjcCbMPROQCE2/qEEhGJoUvwRbAQxM5io0qJKfYfCFpKdn6akhSTnxPB0Cf1nt77FCIYR4I/CLOCrNr1lrf/Zp/38n8AO48H8D+D5r7dm/a5vPiwnChh4U+7LQNUt8UZBdteAETaol3RjKgSU3fR5PD5A1BMZ38OENBbGfMXSsHpCCGfn/tHfmUXJdd53/3HvfVq+qet/UUkuybMlL7MSxYxs7+zoOSQiQQDCYCZkwQEgYIMM2Qw6cw8wEyIT9MGQCxgMkQIZAwDgOCYEk48RJsOLdlmzJspaWutVLdXWtb713/rivqluyZMvBxArU95w+qlK9fu++17d+777f7/f9fgNyI1nPQyoyoJm1iMmIRyXCCPye8lDu4zkZk06DSdWl5KVMOk1CN0EKQy7KjKqQlbwNBhrGxxe632U3n3VRQrCYjZB6K/jCQbswojpkuWTCbyOCnCERIzIbKCZlhzGnxbpr1afHVItJlTDidhhTbapuxLhqMea06bouE24TjWDcadnrIkX/Ecc2QWWMFh2EPWn6o1mHESnJMYTCIzI5W0oNjtVHkG6OkIYodxmTjlV8xvYtTKqEKafJlGqhhGZSdZl0Gqy4FSYLnUvjakJpn8tbJiI19hi9vETPicsVgnFZomViOjolMxJfZWx1GkTF92NSNRmTCSmCcdWyOpZOg3HZZlqlSNFmRGbUnQbGNTgohouqQc/AZnMjk2+c/p1+Ulll63XdZViWrJS9domMSy2vsNtdIxAw6nTA1YyqsP9IIZGMylK/zdqXG+I1k06DyaLqZY/7dZC1nqX4UHQs/y7wWmz/0d1CiNuMMY9s2uxe4EXGmI4Q4l3AB4C3PdV+z4sAEU8KWpdvIyi8OX/mLZ/gv3/+21i/TrL7f8X957TXhSl/8NpbuN7v8uuXraCE4YZ33sNcUONDd76SHSczHntwjm2LOaLVxZGSB5KcHxg6QUNH/J/GTl5aavFoWuH6t9/DT099llnH58++8zHeXD7Mtf/wn/kp/V2U/YSTD07zi5030Zm3YiaXtJb4aHOcl5ZajElBVbT4u+4Ee9u7cEXOzSNf48tRmav8E3ymO0M9D3nXTZ/kej/n41f+Adscn38//iUu9SS//MY/4yov4saHbma1WSbuuphIcf/WWcpewpGFcbwgJVkK+dnaBO2OTx45uKWULFX8VfUFbKtHlKTg12u7eEHpCCPSlgPvbA2znA3xPP84n1x/AW8auZeaTljMh4i0x5y7yge3fpaTM5qOdpDCMKc0J3PN9X7OyUKG7u2Pfh+1dkjoJ8SpQ8VPWGmWiToeX5jZzcLaENWDDre1QxazES7xT9DUAZH22BfN4suUObdGVXVRGL7cvohXVvaxP97C7++8HW0MrpDsjUNeV2rz0vu/l8DJyLRkrV0izyWelxG4GVU/ppO6+CpnvRtQPejwwdrFhLJn8rsOwNHCm3NYdVlIhunmHnNBjf3tGV40dBhtJFXV5Vemv1awWzUdr8F377sZJTWHF8cJH/N5/9UX08p9rq0cAuDOxh62+nXGnJaVHMxL+CLj44evZCiIUXKjEgW/ce4T/9mtUFwLHDTGHAIQQvw5trO5HyCMMZ/btP1XgJufbqfnRYAgx+YNCrhFPdp0HEQcFw5VsJZ3mFXgCp+Sm5IbW5oaddq4DYWKEtyGg4oMaA1ZzuPpJFd61nD3se4MV/rHaOiAOHcYKyons84aQzLAbQrW18q0PPu6XSvhrUvrHZHl7OvOcom3wKSy4qWHk0n2tWbwZEY+DIvZMJd7TZayIRaSES7wl1jTERNK0dQJrnBZzhMudJfJMZysDZE13UJhSbIaVlh3c6i7xL7CbUgaayF0FTKWpIlEJIJWKhFpAxnn7GtvYVh1mHQazDjrHEkmOB6PstNb5kBzCj0sqZsSzbzEcjbEuGqxksfMKodjJicQmiEZck/iMqFa1LSDwnB8dZi069L2AnQmaHkBactDdCUn3GHSdZ9K23AomWIhGWHKadDWPvU85LH2FBUnIZRJf1WyrznDC8MjdiUnfFrEHMkMjYKktVyropwcoyVZx4FMEnuatpuz7tmAIaUmi1xG2oYj0TgSQzv30KGgk3sc7hTmvV6Hw+0x4tw2oR2oT7LFX8eVOfPJKFQX+7mJUChO1IaQ0mDqHm4b9renSbTDntIiuZEcaE3R1R7TXsDJZIhaElJSKfW1Mi3ft9T5rwO2k/Kcf3dCCLF30/sPG2M+vOn9mbqYr3uK/b0T+NTTHfS8CBAyEXj1DU+Bz65dhuwogiVJXnZtswi2nPeF5k4uHTlOO/G40FviN0+8mvmREbItMemQQzKTkVQloetgAper/eNoSmg0rxt6iD2uYFot8fML23loymfO6fDp9eu4yr+TaCZnz/ZFRvwuX61fxI7tKxxhwhLGPJfXVB/mYldTEjZ59YrwsT6haJtTQpWOMSxLvCI8QM0P+O2F1/DWygkeSBTDMuauzm5+aOQgH12/jKvHD3D1jqMcaYzS7AZEkcsVWxcY8rrc485RLUUseiPs2X6S5XaZTuRRDWO6ictktYUuVcgqLq8dfYgrvAVGpKYqHVR5H4vBEFd5K3zr1INc7lk5+qazTtM4zCnNo2mJ5Rz2J1sIZYwrjnOFJ6iIEhc51oj2W3YcZqEzzLDXpZX6jPkd5lsj1NohV84c52B9gubRKV5V3k8tCLnIbZAa6BjFuLLy9he6q1SlDRD18Ye5zl9k1lnjeB5Ty122ORljcglfVHjB9nlCJ0UbwXxrhCRXVP2YkpMy7rdpZx6BSlnqVjl6YAc3jjwA2H6S7U6NyLgcD0fJjX0EO1yeLNy9F5n2Gryy+giqoOOv6S6B2Eg6Xrv9KL7M2OvNEdVG+NaxB0mM4sWlw9aScFIx664VzM8hGkV+ZGFuiKlSE3dTL8uBZzr5zz1JufJsCcYIIW4GXgS8/Om2PS8ChNAg0o22o0Rb/0i3XSQoiw/s86ydcFIY25Kb21WAiRUiA1JRGO0YyAszHHTxXF4lNi1SIEnsnTIq8hCukMhYsB7bmrpMJM3Yg8SuIDCGxWyYpttASkkoPeraZzmrEogMzRJNrdjuKDraoa7D/pil8FnXPpFxWNf2zpqanLUopB17JLFDHivWk4DMSOLItQ07sWI9DujGHmni0FGaJHZpeT5BbhC57dRcd2ooEREYTV2XWc0q5N4KK2kVsI5VKYKOdolkl1VdZkY1SIz1elBYYdxQJEQmx0VSi8s0Y9+2n2d2mjQjnyR2qMV23DKDWh6ymleYcxrkWJbral4hMq6V0iv6EVayar9dWxITGYflPCcouiLX4pAotwGiFXukubLena79+3YzF19lrMcBMqPv3tXWvvX7yMssZ9X+nFpKhwojoRLLSZWmDqxCdV4hddcJxEbHZS0O8WROFLuoRLCcDRXXzbZ6r2RV29kq8oLyHhLKmGbi40jdZ+p+XXP/2UtSnlMXsxDiNcDPAy83xjyt0895ESCcpTZm+WHEC5+HnF9i8f07mTM5/h1f4dj7bqC0ZJiMnsdPHB3lwC2X8Jfff4Tkbyf5g5GXMfdfU1pjW/ngrR/jp6Ob+MVXfYL3N95CPLSNeNRyK1770HcQZQ4fu/xW/qK1hxmnzq5fznjHm3+MaHvC9k9IXvjdL+IHX/c5fmLsQULp8ZvTO7l56GE+tONqKiriI3tfzzXBMf6xu4Mn4kmORaO8a/LzvH3Y3sl+ZeUaXll9hLc+/hp+cutn2OXWWPr5C3jfr9zIXXc8n/iiiOGvBiy9c4gv/ep1PPDeB/n0pbezkLVY1g6LWZVXl2KUkNy3I2ZMpdzVneON5QUeSlzqOmTWWaeWh1zsNnjda3+GaNzwnZV9nMg9jmVD3JWOc01whIvddb4azfJDo/fwV63dTDkNQhEzpVrcGW3l577yFoIDAd669cX4L3syfuM1f8oHF6/kuuFDpEZx+55P9X05Y5MRSutheTJ3udL3mc9a/NDIdzOmOuxwGhxIR1FCMyK7fFd1P4kxnMh97olncUXGO0fuY288TihjXnrHe5Fdyc2vupNry4/z00dfwmcv+0S/e3Ehs0F8uOgx6DmNu8I+qv1A6a28tHQECXhCsJxLdjnrvLS0AFij4DeVjwKW1frG8jwnc01de+x213jZF9+DkHblUItD7rj4DgAe2BHxgbkbeduQfWx/JKniiox3j95jWalGcLm3SiAEqTHcdPlBhmWpP49zo5+ZM4Yxz2YfxN3A7qKD+ThWduF7N28ghHgh8L+BG40xS+ey0/MiQPQgmx2ILZW5F1m9dXC69rPT+RZusXw1Ak6ko3hriiPxBE5bEKxlYCxnX0mNkppAQCASK13Xo5EXYqdCGp7oTtiypVEcjiaoVWAtDWnmAcG6PjN3QtiW60CmlEWC19NtKNLTvspA2v0bacup9MqqJu9zO46l43SDw1REwPF8GLD5hGbpGHU9zFJWJZQxq3mFptMkWLWWgUHhuG01G3r6BIJAJgW/IOlrSvjFdr2xmJ7WRu+8VEYgElQxLZo6Q0pL0/aNQ11LjufDXGE6rOQuC42hgkNB3+ouFBm+sC5WPQ0J+1r1x9h7ZvQLrQlH6r7doNXUsMQ1SEEmDIsSOQYfSccYTjSGCAsVJ6t32dNksKsNSU/DQZDrhFB4hKJLVGwnpEZKq7vhyY3qWS0POdocxS8ClVWw1kUDVgZY4pt1fTc0dU5FbEjfnYvK1el4tqoYxphMCPEe4NPYMucfFp3NvwTsNcbcBvxPoAL8hbAVl6PGmG97qv2eVwHi0R+dZuftYzidvN/7sOu7DvDQXRex8sJpji2WGGoa9i1OM9rQfG1xG9vSCBVlvHP4AA+9/l5uGrmbP7nkOupXR1SDmI+s3sDRxTF0Jrl169Xcsz7HsBsh4xSvDlno4XQSWPL5gRvuJBCKJ7KIH5/4PB2jmAtqhDLhs29f45b6i3ikuYXlqEK9W6KiYqa8BtpIPnPyUhaSYe5fnOVPg29hyLHj+srCDrw6JEs+XsPw+cXduC3Nlxd3MD/1D+xwHKZVnTlnnZrWPJKmXOK2aBuHl5QfJTK2l6IsEyLt4oqMY9kQlZtOsNWLFkbr/wAAGiBJREFUuHX9ck6mQ7Qzn5WkzL7KLKFMeLi1hUNDR/hCbTfDboSvMkacDvPRCCz5eHXwGtYv1FtVfGzlWu5fmmUpqpBpxTWlw8wowXyeojAs5zE5kjmnzv7UMKZyfvGy27l17XpCmTAfjyIxlJ2Yadc+biwlQ6wkFSSGR6rz7GtvsY9zqw4qEvz9yUt4YmiCBxe3cHJbwrIWBCKno32qMiE1MJ/BPp3TNpVCWMbjv132N9xSv7LPS+lVFULVc/dWBCJDCk0rD6ioiLWszHpWYtTpkC1bIaK93hxR7PLAjohaHvKKkuZ9F97OLfXnAXA4GscVOTuDVSLj0Ml9QhXjihxtJDeEBziZZ/0ejdMlAM4Jz2IfRCHcdMdp//cLm16/5pnu87wKELqak/uS0okWFJWL75n5J352bCcISB8YITzZRT1UobwQU79/FNE+hBSClkn5uem/Z1p5XDCzwjVjR3heeJz3fe4thEccZA6/z0uQ6y7GNVzaPE71WI7TlXirXYYPeLzIz/mjxi7ua23nt2a/xF+2JljPQsb8FtfPHOGWvS9BtBUykqgE/mzhOoRXNMmc9Dk0NEOw4PBXK1eDa7h0rU77gUkmj+XIRFFZSJi/b5oLVtos3j/Or828mreO3c2s06QqNX9cv5p/WtvJ/9jx1xxOx7jGX+KO9kU8EU+yJ1jgSDKBL1PWsjLv2fE5LvFO8qYvvBuTKMgFIhF8tbwLoQy0HL44dBGi5hWy9wYcg4glwwcllcUcp6MxAoR2+MLIZbg1yb3VUTDwS/KNfMfUvTzc2cpWf437mtt59cgj7PZO8sHF1/Afpr7It5db/OQXrgNlIFJ2RaaMvSZGYBKJSO2X5nPVPZi2AwLGHweVGObLsxyuThOcdPjji67l0dY0VTfi+qHHmXQarGYV5pNxvrC8m7IbsxaHXD/xBO+ffoAf++LL7KQRBpNJkKYv9tKTuhfCYHKJUBqdKsgEuJrhx+xYo9oIKhF8YO5GjjZHed+Ft/O6MOVHvvQKu5uuA8IgStYR3GhhjyFtXiy9SnF/Yxsn2sO4KqeVeMC+c5/wZtBJeU4QgY8KR9nzH+8GYP5nbiBYMUxme/jd917LDm3w77ib79s/zy+F38VPvuFv+W3/jbznOz7Jn+17PdGo4L3H3sCjf3ApW97+BKsf38Z9nw+4e/wq7vvz3+J3ai+kk3u8f/oBHkvbVIXhO778U6x8a8SeLUscGdvJxa8/wMvvv4lfu+T/cmP5MV778M389K6/42v17dwvttL9T5Mc/OSHOZ53OJFZRak3hOv9bsEvRZoXeAl/2tzF26qPUxE+V9/7Ht7/3R/hZy94C5dvO8ED9+/k99/wYd4d/zC/+rY/5ip/kbu6c9zV3s2JeIR3TX6eHxq9hw+tXc0F/jI/fvTNvGf2H4iMy/7ubF/2/trwcT7wg99PZ9rj0G98iNikdHRKTWu2O5YodjRrsd2psC/pMCI1rhBUpcdyHvOjV7yVR+a3oOseRhl27Frgtks+wl3RLFf4C+RGMKkMDyVVrhk7Si0PeHNlH3vjGT7beh6/uvUO/rG7gwtuewuPven3cIWyDWRQ0J6L5ikdUdMZEtjmVFgqtnnbhd/Lejfglss/xiVum79tXcgNpUOMjxkSY7gnnqKel9nqrnFlMM+7Ru+lpq0714G0xAW3/QgH3/Sh/pK+x5E4EzZrQrR0zKgKufniVyCF5lvHHmQ5G+JtQ4/gC8kt9efxI196BYde+4eALau7QvbJYKfL7H8lynnHyH39RxKFYPiZTv7zwHbiqXBeqFqT5ZjuhuSc07Gq1qzWT9mso31kapeQQlvqs9vSVjviLEiNthTsgpUHtuPNa2l0KumkHiouKicFTpVe30xftoImPVq1VYnepHpMoYpdfO50DU1t+wiaqY+KCj3NtGgbPwt6xzxdoftMsMIo5km+kH16do++vIkKXo9K6EwgYrvqiHPVrzDkRvSp4ueC3jVQiCfRtSUSF5tIzI1V7HYRJLkiTh3rcMYGBf9s6FHPN/9dNn9R5aa/bQ+ny8PJQnU6NTmdzCXRzlP+DTYf918U3+x0728EjOcgKtU+Wat5gSY8IdGzk8hsw5z3iuAY8qIWrwgf5bemX8vz/OPUL3LoThlOdq3F3XKnjEyBXCNyQyBUUQO33IkdjuUDrO9weP7OI1w+fIKP7pni9VMP8buPvJwDyQxtvcZap8SBeIblbhkBVLXu28+NyYjI6SApsaq7uAgu90TRA3GQirTsv/XdcJl/nOfvPM7u6hLzO0bY7a4QX9LlGv84jyTjHIyn+1Z++5Np6k6dJ7oTpEZxslNlfzzL4WiChcjem1bTMlUVITKNzAxrusuwDBgVDsPStha3dMQ2p8JK3uYCJzjF+GWLUlw+tsBEqcWBoUk8J+N1s/sZkZIr/Xl2FMpee5MSjyUzNHRALa/QNqsciKc51J3g0XCIg9E0smv5lBl5nzAFtqXZRRFKr7+a6DlhpybnlTMHONodZc6pM6XKfEvpEI+mU4zkHRKjOBjPWFq5G7DqtOjoGquFhd6hZAoZWfJXz1i4Inwychq5nT++cKgVZK1J5TOfxex0wr55zivHH6Oqury4dJjIKB5JbAL4cDSO6Tqs5R2kEP0KxVLeJhQKX7h0tfXykEKwP9lBZFYIZYw28ow6Hk+HZ7HM+S+C8yJAnBGG/i1js3SgMcLewY3o3wGE2TByUcKQbtre3l0kOU/ulc+MNbzBFAYq0npPeCLv+1AIwClaad1C6i3HkFPclYo7U+8OnphNXgzGEniy4v+MseMz2npVBCItvC40jsz7fhCuzAs/DIO3+f+k3dYVG+I6rpBPklzraxg8xUogM8qqWhtBqk8ViNFYLwxPZHiFF8fGj+6PE9GTezvNWGbTSqKvOL1ZzMYI9GkJPbvPrHi9cbz+8cnxsK+NNAXV2wC6MC4yfdKcEgKvv+qQuKfPB0QxJ6zUnysyPHRxThv76Y8N0aeWS6SdGyjcoirkockLwZ9nBMOG0s55ivMiQIg0x3Q6/ffVxyV+Q6NO1tFbyv1Ezt3dXch9FT516fMpHXe4t7uT0QMp3VWHqVc1WXFhS6nNEVeAkhhlk5efXr+CVu7zyq1f5OEkY1i2GD6S8fDBraxtKzH8iMPfXPQCqqWI3d4icypmJOyy21tkKmwihaGlyrhCcTCNOZaNsJgN89bKif6d8zMdl6v8Ore3ns/k8ANUpcfofvhatJOHD2yjtcOHw2UevGoL4cMBd167i38XHmLVP1kY42gu8ZaZVpIdwSoX+Es8VJplt7dIYixn4kL/JKFM2O0vYhyJdu1drqUjmjpjWTtc7Cp84fB41mWPW+ZrccKYTHAFjEir2/BQbQvHjkzg1B26juFT5jLeOXYXX+leRBocIUFxsRuTs8is6lBTTeaclKZeJDWKi90ux/wldFCUJ4XDfNZCAVXp9DsU1/IOy9rgYrjArfS3+btjl9Lu+hyeHGNELvH37RfwndX7GZai0J1cpFFY703KDnOOpKbWqAqJFIsYX/d9N4C+b8Vm4ZgpZXMSudFsdyrEJqWpE0Zlic8sXWbtFCcVK1mVd4/egy8cdgariFLe389S3sZF9P/GPVJYD7u9RXY76SkiOc9o3mMGK4hzgqMQgQ+FN2cyDCoV6JHqKRdw1l0jGdFs82pkZcOE0yQaVcSjgkwrhLGrgs2itaFQbPXrRYlQMaa6hEIQjSiC4S7TYZP9IzNsLa/z2NpkIdAak2srLZdo62nR04MYkZrUse3LvYkBMKVahMJlzq0RFozKaEyw1a3hD0fMlBscGZ5ixqmTjBhmnHU6xXN/rF1i7RAZRWwKpqF2SbTqf27FYr3i3yIhV1waX7ggISfDwTIpR4q5OlbI1PfoyyMyZypssjRSITbWm3O62mRYCmbcet8fs5eTiIwkMg6RSYi0R6xdop54rKHPZq1KtTEW7JcllC4jJP0VTlUqtDHMVJusuRlTqklVSObcGpFR+CYvju32r0FHOEQmJTICt2iVxpzqlbnZt6KHzTmI1OQ4WFFdJSRbQ8vLmHXXCKSV5oeMyDigN5YboVCniMBspq8D/bkCmc0/fT0q2YMA8fSwRjcbFz8rG/KGwLjqlCTNiOygK5aSnfvGqlqHgrQMibaJS6vfQN9ZyxWKaXe9nwirFmY3WQDVMGLc75BWDFuCdR7Jp62sm+yS6kKjMVdkwk7x3GhCqaiaDK1aKOH3XaSGZYovQisxVwSOrAxVGTFUjhh2u4hSTlmkZFXNmLK9Dm3t08k9Eu3Q0S5tkRFrp5CcKz7XHt3c7UvPtbVV+xaGIvlnBVSqm4xsQmG1C6pSEAoXVZgIVYRL1Y0ZKkesJg5K6YJPIBmXbWtEK6CprRVfU0a0tU9bR7S1Z7+0Rlj7Qy02Hc/eWTcb2VgVbfsls1oZDjmG6ZINsIHICKXLpNOgqT1cYQVjepJzHeMTmLQQ5fVQMqGj/VP4C5srC5uDQkZOXtDPY5NSkQEudmyTXhNfZoyrFp7I6RgBaDq5j9Giv5+eelRP+HbzMQE6ukTTtMkLZc6z2RY89eQ/vwPEeVHFEAbQGx1tTlugEoNI81Ok1eo6RLYcFtMRVCyo52XcjsFtF92V0nYuGuu+C4VM3Ml0mPlkDLCttx2T4nSh0Q5YjUPclmAhGsZRVtU6FDluoXDtqpxA2Wdjq3GQs65dlvLKKS5SNW1bko9no8SFkInbsgInjXbAWhJiOoqG8XGa1l6uKjKr4KwSSiollCllKfoK1p7MrPal7H2eECprqtMzzrGGxKZYQucbk9f0BFIMnUJcJTU5LZOyngSst0rotkPadlnqVomNZlWXaWpDU5vCKSqmKqzDlXW1Sgqlads5aqTZdLyETqEu3fvC9jQqrKiOKoxoMhY6Q6xFJdt8pFOWsyGqMrGmOUX3pf07xAyJuDDxSQmF7W7cPGt7Og29171jW2ctp/86N7o/tuWkyslkiOV8iOPpKKEwVp26MM7p7Sc2drynrxx6n1dll2rvd4Xor6LOGTaFcm4/zxHOixUEWkO6kXhzuiBTkJ0II4b6jwz1vIzqCtbzEBkLOtrD7Rgy38regy0Nbpa9T42mlpXp5naStLWlDbtdQxK5rCclnA7Uk5JNCpLjCooEYY5T5AfA3jk6BtrGciMyOqhitraNR0qXZh6QFpZtTsfQ1CWSrksjCVBdSVMHOG1BQwe4YsOoVmJw0UXS0ybnHGmPbT0qNZ7Iiu1O1QG2lnZ53/5PYQlaQH/prgv1pMgYmmlAGjnIrsI4hvU4IDKGel4mcmqkSIZlL0moiyThxlg9IfpJyoy8SPLaa5Sycbe1Kk8bZjppcYdtJj6tyIrvRqZLPQ9xhS4Si1YxzOsnKK16k0uOKwQeG0bKmwMR5sk5gM0lTluitiXZtaSEIzWNQhkrEKJon85PUZ611YqN96f3QVhz4+J3gWesScmginHu2ORrqB0sV+A0r8NAJGjH3kWMY6y8m2MVpXpZcW3EKTkIKQShTArHbIlXTEStQDkaX2XknhW7hQ03bF1USzTCDqaA/VL3OAZy09hSFIJQxoUdvEC7AldkSFfjqRzt2O20Z8eeGjvu3Eh0cay8kIfLkf1sf07x0zvH06sGQuBiv0S95323P67iC419xHCxcmvS1WjXYJQhcDLc4hy8on3ZXgOb6ddFFUj3KkLG9KXsJfZu2uNFnKkPovd/vUpG4GR0VS8ACAJptT2s3mNhIcBGlUGbvH8j7fWgnN4H8XQJwl4fhBKSQGW4Mi+sBK2MoCuMnUObvq9SiH7l6kzozZUc62x+Ln0rT8IgQDw9TJyQJ+uoPRfC0goTD6VgDPnBJ1h45wylRcHWPRfy0ePbGH8A/uSK66g+AX+9eCXD9y1THq/wjuk7+eHX7OR3tt/OTc9/F5gJujOCT7R28LFDV5HlkpdV9vP/Wtcx4bQYebhOY+cY+9a3seO+lK9dcAG/96o/5jI3whUOP3vhp3hDGHF86gG2ujV+4bp38A9dn72dS5mPR1nsVkm3fJkZZdWMbl15GS8eOsCtx16M2v5FxlWLifs6fGThevwHQx5szTH2iODWa17KxP2aP3z5S7l11yd4ffkEcThPZAxbVImWjnn36D1UpM9V/t+yxw2YVI/hljWhMHSMYJty+fFX+yTbEr4UaRazcVbzCkvpEC8MD1OVEXs7z+cl5Uf5ZOM6Rp02oUwYVy0OJXvYd2Ar5UMu3rrBKMHRaAsfm72cf1y5hHuHj6ON4L0TX+b6IEYSsMdVdLTHm8IGrywto3B4W3WBB6+9m091qpRlzOPJRQCMqxZbnTUSFCfSaRazYRSG68KD3NPdTSBTnnh4FtUVfHT6eq6sHuXjx6/i+y5bKB4BBN9ebpGa9aJ/w2cpbxeu43Ctb/jOa/by+a4suBiW4h4IS5YD63jVe93UASMyZjEfop6PM+k0+NKjFyKkYWFuiGbic9PlB2nqnBvCA6RXKb4S2VXK/mQHrsjZ7S0SGZeOLlGVViErR/DiQNLSio6xxott/XU4az3T3/kG47wIED0Yz0UoVTh2F3edhjXyNZ7LeFCj5sJo0OWECxNBm5oKQVqrerMUsD/Zgruu8FoGXRPs8pYYLkVEmcMuZ53HvTVmnDpIifYAT2OURAQZ93R28pJgnYoMeDSa5Tr/QVbSKh1tuy0vdNdY9lf6ZjC73BVmlb27zfrr7PRWGA/a7HSXmVRdjCOZ9FsccEEEOdpx2RKsc8gRTAYtRlV4Ct17a8m2At8Xx4ypLvfHc8w5CzS1V5T9mtR1QFW08NcExvHY5XQIRMaIauOJjF1OjarULHsr7HZStnprp9C9c4Qdi+uiXYFRoH3NTm+FSb/Fdn+V1CgmVLmge1uF6FB6LOVtTmROn+79YH2WHxi7i1Dk5Eb26d5zTkpiTJ9FKtHschJqnm0qMr5Ga8lsUGent8x40D6lbLmUt4mMsXRvPKZUmY5OCtp3zL7GDD8+2dhE9y4cwIogkhibF5BC0NQNK00va9RVi0kZ4/g5QtrkrCM1w7JERWhO5hn3N7bxjpH7AIjMCoFI2e2kRCamadqFvaFdObS0FZ2pFPP36zHyeS7zC+eC8ypAyHoTHZ2J7m2Q9Waf7u0IfWa6d10yn4z16d6msIg7V7r3kWiMjsnxTc7xeISmNqxlIR3tEdTzJ9G9Lc16g+4diPQZ073rWrKYVVnMhonNCULhsZRXkKLJsXSMjpmnbcrU8gplGVPPQyLVIqgZtPtkuncgdJ/u7Qvnn033dpWi06d7UyRnY2ra4WSzWhz77HTvQKTPiO4NUNcQGQdJhpI2wWkfPqx36WKzes5071Tos9K9XbEh9mKd0EucaA+fle6dY+3/eo1xHZP3g0NvH88UgxzEM8GZet97uYin6Yt3RY5Wpui0s79jJE/q2IMnP8P34EtLLJIIHKlRRbLS7lNgrWE2ugDzTU7eG/mBM4yzmAPCbDhL6/6ztOkn5HpQQuOiLWWZXjLMJg1tLgW0OiU1suEu3ntvZN8W71yQb7LI2xhHMcZ+XsOO1XZGahyli5yA6Y9h8/n38ji9ssPma9e7Br3rpoToVyRcDDk2V7Q5zyOLDk1H9c7Msir753xamTEvGMH6GVwJV238HbSR5KJ3bqafb3CxFoPPSgnwPA8Q50WZsw8pQBZDKuaZyKyHBVL0iUf9zTdNCPsYIFjPSsjU/p5KTb9lWQpTTEJDz8benBZ36mmJ1Bg0hnbm09bW0q+RBQhtqwMKU3Q+Wj9QF1W0FtvknsQU/1K0IhcrlOJu3Utk9cYeGWuvV8/Dvq9DU5doGpdaVqZjTP/zpg5o5iXaWqJSULFNpMmCJCaFLgKKHY9N3tnzVWiUMCihN855UwnZepKa/jZ2bKaokFizmKZxaOigqOY4dBO372WqimPYsdi7u1tcE1dkdixFoOtde4kpxmmPk286TtO4tLXpl4ztF9TQ1oYodfrnaVvNiwDDpp8iYWoDvuwHWiVE//x7f4veo0FuJK3E6++jpzfR27ek19puH1+iM3h1PiMYbL/Oufw8RxDmPIhgQohloA2sPNdj+Wdggm/u8cPgHJ4N7DDGTJ7LhsPBjLlh+9vPaad/d+ADX3u2RGufCc6LRwxjzKQQYu9zcQGeLXyzjx8G5/Cc4Dy4QT8VzosAMcAA/yZhgPz8LmMMAsQAAzxnMPDPyWF8A3A+BYgPP/0m5zW+2ccPg3P4xmPwiHFuOM1G7JsO3+zjh8E5fMPRq2KcxzhvAsQAA/ybxGAFMcAAA5wVgwAxwAADnBHGQJ4//XbPIQYBYoABnksMVhADDDDAWTEIEAMMMMCZ8dzyLM4FgwAxwADPFQyYQaPUAAMMcFYMVhADDDDAWTHIQQwwwABnxKDMOcAAAzwVzEC0doABBjgzzOARY4ABBjgLvgnIWueXJuUAA/xbg9Hn9nMOEELcKIR4VAhxUAjxc2f43BdCfKz4/KtCiJ1Pt89BgBhggOcIBjDanNPP00EIoYDfBV4PXAbcJIS47LTN3gmsGWMuAn4D+NWn2+8gQAwwwHMFY57NFcS1wEFjzCFjTAL8OfDm07Z5M/BHxeuPA68W4qn9JAY5iAEGeA5hnr0y51bg2Kb388B1Z9vGGJMJIdaBcZ5CBXwQIAYY4DlCk7VPf9Z8fOIcNw+EEHs3vf/wN0I9axAgBhjgOYIx5sZncXfHgblN77cV/3embeaFEA4wDKw+1U4HOYgBBvjXgbuB3UKIC4QQHvA9wG2nbXMb0HPqeSvwj+ZpnLMGK4gBBvhXgCKn8B7g04AC/tAY87AQ4peAvcaY24BbgD8RQhwEatgg8pQ4L6z3BhhggPMTg0eMAQYY4KwYBIgBBhjgrBgEiAEGGOCsGASIAQYY4KwYBIgBBhjgrBgEiAEGGOCsGASIAQYY4KwYBIgBBhjgrPj/rNY9ma92oJMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:49<00:00, 6.72it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1129.2804510593414 seconds ---\n", "\n", "[[ 1. 0.40550349 0. ..., 0. 0. 0. ]\n", " [ 0.40550349 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.07963374 0.08180734\n", " 0.08876696]\n", " ..., \n", " [ 0. 0. 0.07963374 ..., 1. 0.9997846\n", " 0.99856093]\n", " [ 0. 0. 0.08180734 ..., 0.9997846 1. 0.99797537]\n", " [ 0. 0. 0.08876696 ..., 0.99856093 0.99797537 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [19:18<00:00, 6.81it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1159.0675435066223 seconds ---\n", "\n", "[[ 1.00000000e+00 2.46573951e-04 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.46573951e-04 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 4.82511025e-10\n", " 2.54817833e-10 3.52599204e-06]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 4.82511025e-10 ..., 1.00000000e+00\n", " 1.96079860e-02 1.22541969e-03]\n", " [ 0.00000000e+00 0.00000000e+00 2.54817833e-10 ..., 1.96079860e-02\n", " 1.00000000e+00 8.48948198e-04]\n", " [ 0.00000000e+00 0.00000000e+00 3.52599204e-06 ..., 1.22541969e-03\n", " 8.48948198e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [19:26<00:00, 6.66it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1166.5684235095978 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 29%|██▉ | 4907/16836.0 [02:08<13:08, 15.13it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:205: RuntimeWarning: overflow encountered in double_scalars\n", " G1.node[n1][node_label] == G2.node[n2][node_label])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 29%|██▉ | 4927/16836.0 [02:10<15:17, 12.98it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:202: RuntimeWarning: invalid value encountered in double_scalars\n", " + '.' + str(pair[1])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 29%|██▉ | 4961/16836.0 [02:12<13:59, 14.14it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:205: RuntimeWarning: invalid value encountered in double_scalars\n", " G1.node[n1][node_label] == G2.node[n2][node_label])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 30%|██▉ | 5005/16836.0 [02:16<19:43, 10.00it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:203: RuntimeWarning: overflow encountered in double_scalars\n", " kh += kh_tmp\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 99%|█████████▊| 16584/16836.0 [18:09<00:32, 7.81it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:236: RuntimeWarning: overflow encountered in double_scalars\n", " kernel = sum(all_kh.values())\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [18:43<00:00, 7.12it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1123.4537558555603 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:52<00:00, 6.95it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1072.3838102817535 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [17:45<00:00, 7.11it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1065.2027542591095 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'size', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [18:04<00:00, 6.68it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1084.2739624977112 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:38<00:00, 4.78it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1538.6595301628113 seconds ---\n", "\n", "[[ 1. 0.4082091 0. ..., 0. 0. 0. ]\n", " [ 0.4082091 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.08008229 0.08225979\n", " 0.08910514]\n", " ..., \n", " [ 0. 0. 0.08008229 ..., 1. 0.99983592\n", " 0.99920542]\n", " [ 0. 0. 0.08225979 ..., 0.99983592 1. 0.9984144 ]\n", " [ 0. 0. 0.08910514 ..., 0.99920542 0.9984144 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:44<00:00, 4.77it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1545.0381209850311 seconds ---\n", "\n", "[[ 1. 0.40785657 0. ..., 0. 0. 0. ]\n", " [ 0.40785657 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.07971321 0.08188778\n", " 0.08886745]\n", " ..., \n", " [ 0. 0. 0.07971321 ..., 1. 0.9998167\n", " 0.99868545]\n", " [ 0. 0. 0.08188778 ..., 0.9998167 1. 0.99795259]\n", " [ 0. 0. 0.08886745 ..., 0.99868545 0.99795259 1. ]]\n" ] }, { "data": { "image/png": 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2Ul3Uwc5z3We7LP0ydlcG6lk4f5CtW9qRFYlKRciygXIU9pjB+ndcS29U5pLL/3HqKS8ijbJjRkP6CuVIDC/ub8yiCGSkcYbKiGIFEYQgBCqdxO9IY1Si+PfAwIkO5UU+5qBNlFI4IwberJBESxm9pp5oWZFvHP9j/vUD75gy/SFuY1KTiQhEGDMAkS2RQY3x6S0ilKLamkbZErMUsu1NLolBSeRCtVGhMgH4BuaEQWJQoCXYBU25TXD9pd/kn6+6bC/mhqk2Y0tHT5n9QsWWl4hia0wLcAditipKWQil6TkjhZOD+Rds4YK2x7j+g2+Jx7MW1FRmfM5Jdmiyjf5TTMyiwMntaeOp6z84bVfgiKNS+ou/WjKte+SChU/89bgYzxef+H4ckPziT86cchP2djdmqxqVOWmST+o2pZ/lfiy55R9BwnylYndhypQndh0mMUXNaW7+w0tIDBjYE3Dd/WeS2mVy7lsfYkuhhRU3X8UcrZ7lEkxO0nhC6T37Efvs11pPuS1ax8ft12XJafJPNZEsCnaOziY1JnBOHaHsOQQpk3TSp1LMsPD29wIwd9IF0UxRvlM07JR7sOdemqT2hNrTbzEpm4pvAlFzXcDBKlJTfLEbEQ7XkRrUlEWa9xYvZd4+7dWUhBD7XqNI76EV5eTNFrc7KU+6W2IVNMoCsySJhh1kBIYHTk6TWwwyit2cd9572VS7iD2mfvy+1ofJybHP+OzVPntcmcSQxiprnn5oIasb5zF3chwmx07VzqNjqnry94lBgVnRmJX4OLn3vJom1N8oi/G8sP7yGlsxsocteKa7sbcbIXp6p5irZ7oft1zx1SnXA+L5unfsWwHsbSKOjOIOnUKqN6Y584sStP+hzIPbT8T0NPdd+xXefdWp+8hrsy+e6RZEgPjDk1MujwJkdw8RIAeHaHSPe7bLMlBABk3UdXs1mtNHPpQiyyTN6WANDu2hOe84MIsxeXGfme2/v4VQrXX7/qa5OA2ac1GE/Zvp0Zx7T7RJ90hu2DNmLfYq7N4D05wt9+9Lc9q/eWpa7e4Pk32fVJotXkxzDq9qA/Hc7tXe6Fj0bJrzYBCnWs8oiD8Lf06S6rLjObsDZvMQJz0V8IP7T0WbmmvfeQyzVYmzP3cMd/U9yffzzbw53cfLVl/Mp5bcwY19L6UjOcGWdRED/34E3rkBHfdIPn7aBahMim/u+jYdpsOEqvKEn2WVM0Z3aPGZ3a/jE123s9jy+drY8VzW+Agvv/kkOk/vpd6uoNccQfmTefq6m0Bo3vfKS/n4tps52i7iCJOyDtge2qz1urBEyDmpXQxHkjoZsT2ox9MW90ws599mPcYffVhmefzea+X8VJGvji3gysZNvG17M+VCA5WKQ9Gzab9ogHrLY2e/TehUGRuS1M8dZqiYouJZpJNVvKomm9b88qLTqbYkeN/mB1liD1InQiwB28M0Y1GaLnOM3xaX88r0OhpklYEoSYRkllGiQcL6ah0lbWMRscQeJykEzUaK8Sg2v6/c3UhQqSNp+ZRCm3qnTHehgXw5pGNWP6Pjzbh/aOZzOx5lOKpjnjlOTjlESLb4s0hJnxYzj4HGEiHr/NmclNjOxmobJ7m9RBpmmwnWVCNW2gZv2jqLpFlFacHufCORKpB2fKQZkHXKlEML19D0lw2se1NcsGGABqNMSdk0GGVsEbE7iB8GDUaJwaCBQuTSYY+z1WtjZXI3gTZxRcDZySE8HVEnbSZUlQ/szmLLkO6BBOFTDbxtYw+DYYZTklsAeLSygA5rnAZZJqeS5KIUrqjyve65tCcHMWWE0hIpFJw0/Xn/l1CsdVgoiGTCp9xqTT2Rr8o+wveTJ/OSxTso7YifKCHw/Xwzl9SP8LNiC7YZ8dXtZ/GNxT+my1A8/S8rSa8bZk7UQmrLKHoshyhVuGDtu/j3pT/H02ku/+2lHLd8OztyWa5e/jNW2AFjSvGJ5rVsDSRz7wjJPzabCQPmDIb4ja3Mydds1+Ex3nnvZRy3ZAdzk2M0WmVuevokxO4EWsIjpz/B/b0LePvCR/jWmpcRFi3WvubrXJdbzDszm9gVCl6ZGOFfR47mo00b+HpuEbu/uyi2HEKNDGGofh6DBjQWFNpIM6ekKGU6SAVQF2qUlSQRaUI7jezbTmLc5eO3XYjdVSKTqtCaKvL0jk4omDTNH6f4SDN3nrocpQWjxSRexaardZyvLPoZxztlHBFTuONKcPGWC3hj+2ruG1uMFJot312CUdUUajRnzoyzQBsCzbb0YkxP07m7zEUr3kOUt8jOzuFVLXzPRnS7KFtDq08qHWcpeusbqDtqlLHBev509jVYQvDJoeO4p3sxH1l8NwM3zGfS2jZ9jamhYkBZCobNPa6TEWg6d5T5QtP5KFtjeJKwMYRIYI0boCFKauycRFbBb1Ik+iU/WhDWWBE46tyrCbTk54V5WCJi23cWg4D6oiY5WOFzybcgffju4lNQSmBsSMdxkXSILJgYFYE2oWmNZovVMWWKHGy8UWv+ZhOlDgqVvEtm+55U288OnoYomqy9ZzFdc0ux/9fbx5vTffys2MIF6QmuBj698Fau2HgRixuG6D5XMydqofvVgk67iXrPR9Wl+PbymzjKtoCQL53xU85K9DOsNBc//Q6+teyHtBnw1bElXNm4lu6zTFqWD1Fv+2xdO5v6+TkGeutBwNJNjXz5FT/lZYl+MtLGxOD0k9bz0MpFuCLksswWdrTcx5GWzctO2syoSvGx/lfw+fb72B4KXKH4eXE+H8g+xY35eVzVsJ07395Nf6GOStkh9A3mdo6Stn029bXhuAGloRRtc0YYLyWoeiZuskrVt6ivK6PXNeM3JfjwOb9mVWInDbJKVsJTs+vpDRp5aWIn35t9Mu/JxoliOWWSUy4LzCKDkc32ELZUG0lJnxMdn2uP+ClzzARvSW9FCsHbLkkwUk5RZ1fxQpM626c/X0+57LCofYjuXAPFhxu44eTrGA7rOcrpx9MGBWXzxDHzqTMqLLIHqJNVDDS3HbGSN9Q/yfYgiwQGIviHpgd5R+NDLLWT/OfFfSTMgEhJBgp1KC1I2AGuGdLgVqiEFpaMGKsk6b+vlY+f+0sMoSgphyPsIUrKoTvIorQkaxbZ5TdTVjZHugOsLs7l9MwGDKHIRUnaDIkrTJY39BJpxS8u2YUtIzYMtGGsSfOBc2+nELm8pm4NEYLblh7DXGeEFjPPQNDARJQkKX1uXHEyLYk4wAwg0az+zsHMfPG3mSh1sEi0d+mLf306O0+IlcTu/z6KB076Jqd//cPM+fFu0Jqwp5eRXx+JbcYe7MNH/4Ib86189o/nYSerNP13ksyaUQrLm6jbOA49A5Bw2fAvc+nsGkUDg0+3IjsrBBULQsHcecMIocmVEzQkK6hr2ijNMtAGpAYiKlkDdyLm5+vv28LmTxwJ7R6uG2AZERM9GewRA21ozKV5ymNJGtvyjPdmkJ7E6SpimRGNyQpeaBJEkmpokrADIiXgtiYMP64DkSH4GYE2wM5rlCmwSwovIzGqcb2EsuJIeWQLWu/cDskEWy9rp5qNwI0wnAg14mCUJWFblcQ2B+9ILy4f8A1EIKEuIJMpk0l4eKGJIRVJK2BbbwuNjUUKJRchIHVfag/fr+LEINOLZa3WxclC9bt8tr/ZQnqCKBtCKCAU2KMG2oKwTqFtBULj9th4c6pIO2JO2xiRkgzm6qiWbNpm5Qh+1bLHgvAAHbeJjF+FqtXMVKFhm8/us50aewJhKs55MMvxzaZsMIsCEUFQHydQVdoUUVOAOWTTeWw/QmhK1dhmDX/djJYCJ69I9Qf0nGYjQ4HXEYAWJHpNwpQmcjSGJ5BVgTY0dTvitiahhWDNtf80bbZh7oo6/YlfTO8vT9+35P6/XRbDrGgeuPVYump5EH7Z4opdryO7IaQ6tzmOQPf08qkld/DV7Wfx6YW3cmO+lXfUD/H5ARu/WdB/bohRzdLzakWH0UhD2UNlUlxz2o9QSCwRMjovzZH2IJ62eO9P3sviYwZZkBjhpk0ncuHsR/niq85j0fJuMk6FR9ccQeeCQXpqMYj6tY188txfMs8awa2Z5kPL6tjqz8ISEScmt1JQLpaIKC9zKCmHD/3hLfzrqT/lzvGjaLJK/G5gEZ9fegv/d9Pr+Nryn3BN41k1v97F92yWze6n3vJY3d9J0gnoHapn4dw+Roopyp5NOunhVS2a0mWiNc1UmxK8//w7mGsPUy89XBEwEGUYDdMscga4/7glvDy9EQOFpy08bdEgy/x49GQUgg25NlJWlTOaN7Fsbi8SRUr6GGi+0XUm/eV6MnaFUuDQ6MYxiFwpwdGz+tiaa6b/wRb+4+wbKagEXdYogTYItMm2aiuuCOi0xrFEiIHm0cp8TkxuIyWq/La4nF6/gVPnb6bVKFDVBte97Yw4BoGgu9BAEBlkHJ+EGZB1SpRDG9cIGazU0fc/XXz0/F8SIQm0wSxzAk9bjIVpAJLSZzDIEGiD2fYYm71ZHJvcRZc1ylqviwhJSvossIdQWvKthlfgGCGPD8xm4slG3v/G2/G0yarETiItWV2ZR7NZoM6okItSlJWNKwJ+0b+KtkQBS0ZEWmAJxZprD27uH+5BysPCgli20tbGWV9i1tWxgri191GW3HIlt7zma3x02RkAqHKZxO/b+OzcW7hi40X0DTRiDNhsueR6xqMyF7/srXHcoTGDHp9AleMagm2fXcWxL93McCXNxC86yC1TJAYM1lz5DW4vpxkO6zktuZVrhk9n2/mt6KQLQiDKHtq14wpQIOobZODy45lYGiLTAUJCYnWC+t0KLaH/9IjEbgt/aYW6PyUwPc39n76GN2x6I+/puh9PW5yV3M1r17yDry39Ce9dczGdHw1AKUSk4gQf24ppOD+IefUwivfVjtGGjKk3Q6K7+8AwGHvTSgpdgigZP+HqdkrMkqbcLmhZHTB4goWyNM64QFah0qb53AX/hdKSE91uPC25rXgU1z1wJl0LhuneERciLr1mPK4GrWV0TlZLikihHQvCCPJFet62ECenKXXEVoWsQro/IrIEXqMkSsRP/vqdEeNHGqR7NRd9+E6WOb18ctP5lP7QwqwzenCutOOKSaVrFam6VqUq9uyXIpZpokD+ZfOppiSmpwlSseWVGI1To4OkwC4qzIrCzxgkh6rk57gIpQnSgrdedTfdXpYH+xYQRAZdn6hV4AUholhm/LT52IWI8UUWaGjcEuBlDYJknK1plWMLL/Pk8LOYi7vWf2HaT/o5K+r1R34+PaPgqqW/+9u1IIrKJVt5hqKS8EB5UVxiXePXO5ITdBmKxQ1DjORT+M2C8ahMo5FEZVKIUgVVl0J4Pvg+wjQJMxFL6waY5Sa5t6ET2ezjKZehqMwcM8AWEXPMBCfWbWdr/XzCTAKkwMwZRCkb6cWTRwxKqvVgNfg01JdxzZDBRhcvHyfxpFtLlEv1zGkbo6+1A6skMISgJVFknjXCQFSPhaA1VWSpXaWrIUe1uQ0RRIhIxa5D0gIh4jalRPgBKmnHyUaRBlOCihWFHLAQtoXfIOKah3SESIV4eRfLjk1qL2vgtcckq7IMDE9QbY5wRcAsa4I6KUihWeb2IusC5tSNM5SNn8JhNhUrg8n0bimmZFWuhaxGGJHCz8b1Gl6LwqgIDF9g+BJlCbzm2PzXApycxG9RyFCyxOmn1SjS6FYYbVEsqBtlV9PCWBlA3I6u1WKIvWsxBCJSmGFEuVkSuYLQg2rDZN5FnDodpuLfhG6cXi1Dm0pLnDShTeiyxqiTHj0NDfH8y3bGAVAvRAqB1ygIHZNKa5w/4Y0aeFlJkILIEYROnK+RzqZiZT2Zi/E8wgkzFsQ0MJlJufn6E5j3K4VZCuPkloee2ofyFImI2TcbdJ+r6bhH0n9uyNJ/HkZlUtx554/3oUC76idi+jPfwraNHRAKVq3ayo5cFtcKyXxAMPSKVkodgtn/U6b7VQnuf+eXKSnNpqCJ0xNFnq5qHvfm0WQUuan/FGwZ0lNooFBx8D2bJZ0DNNgVlBY82d9JZ+MEW3e2sWDuEHWWj/cPzWz5J5vG+12KXZBdpxl5Q5nZN9jsuiTiuyff9CzadKPfzjmpXfSFJlkjoKDSy3S0AAAgAElEQVQMNlbbqJOVqbx9T1s8kD+STifHYxNzyVUT+JFJ3nPprJvANQN25RvpqsuxdayZpB0ghSZt+4x7CcYfbSW9G+yiRhlQmCNpfMUA/cMZGhpKKCX5+NI7eYnTS3eUJiWq9IYNdJo5srLKU9VZHO8MoID373gzrhEwXEmjtSBpVeMxQTDuJZnwXQypmF8/Rk+xASE0Q/d2YlQhOKlAU12J3t4sPz3jerZXW6kzKqRElTajiEIwqhJs9DswUExESWbbo5zk9vJPu87HlAqJphg6uEaALeP4VKgltowVYzm0SZpV8tUEldDCMUM2/mE+CAg7fLRv8OXTfkpf0MhlmS2MqSof63ktXmQy7icxhaItmSdUBl5k4hohUmiUFryt7WFKyqEvaMRA42mTjy2/a9pP+q4VGf1//nt6vOiHl939t2tBTOIlR21j10NH0nxvHxBTm3tTngP/fsQ+VKZRzU7Rmc+kQD879xa6DMU5X/sgc0ZihbN79SIcT6MkMLyJlkcdGusc7J3DdP1PK09clOVTG1/PSE8D3zvrO3xw/ZsBaE6W+f/m38aHPnv5fmlJiKnJvFvHnFxEsaGTggHNfdvo/MU8UjsnaNjiYvfnkWETic39dPyinXdWnk2b0pPgkdOfYM1YB+d1ruGHW0+gXHZozeYZLyZx7YCJiSRPnX49CWFz0lfPRoZx1p8ZQZ/dNLUwzQ6nFbeiCWsyjhoCGWpm9/lY4xVENU61rt+ZJL+7lY6yJnIc0PDxEy+kZckIQ0MZEnUe5cEUzXNyLG0a4MHHlrJi5S6+s+AXU/SkUfsDyYoUDNfak2GcXaiATW4bRjU+pnNHGREpSruSRHaKOQXFRe570IMOKqGoay/Qki6Rq7hM5FPIXS7KAqso8Lqq/Onsa9j93UV7Mimj2HiYIgT2JLJOBTdFtOf9nN0+WgiCehMRwoe9C3HGDNa8+ik+POtuNn1naZyVWsvoGrPYk0kp9pz7A2fMgxEHe1yiDY2sCuL6xOkhTj49vC2Iw0pBrL1nMV3bywRzW6aozb0pT+/cYB8qs+fVimVPZlB1qWdRoJP0p7xoiO5NLYgQjji2m55cJmZCHm1kZFWG8ixBZ9RM78sTnJWoMGv5D9h8ZCsvc0N+vPJ7PFSZzzxrhA9teAuN+6El6x0PpQWb+tpobiywe1cTs+YOkbQC9JPNdJ+naP5DhuJsQdN6i/7XV3FyLfScF/HlU3/2LNr0icp8LstsYaStSruR4LXHrGVT0EqXOUZJ21MBx4/1v4Jj07tou2Qned+lGhkUfZvWuiKOEdI7kaG9Ps/usUZcO8CQmpRdZaLikns8S7rbwS5ptIwtCOvUUQaH60g2VNBa8OFlv+OM1Ga6F9fTYpRY77fzErebZsPglsb1vCa1CwNB6uI+bBkx7iUAcM1wakwmfJei52BIxezMBP2Fegyp6L+vFelD6cQy9ekKA30Zbjr5e7EFIT0W2UO0yJCCFgxHCR5cuZi04TEepjg+uQMJNL69G0MqpNCUAhtbRlhGfEcrLaasiUpokTADCoGDF5rYRkTPQ50gNH57iKhK/u+ZN7PLb+bChkfpMAzaLtlJEBnkqw5SaJoSZUIlCZSBJSNMqVBa8JU5d7K92souvxlLRBQjhy997uDm/OG+otRh5WL0fvQUXvqm1fS8qWmK2tyb8qzfEe1DZU4sbyRz1wZIuAx+p2EfCnTB3ZdhJ6uk706THI4QERQ7jbiW34CWWzeh5ncQ1Du4WwapLG7D/9A4fd1NGBMGs1YM0duX5T9ffhMDYYZP3/8Gso+b+6UlIaYmw4TAzcXUpDZh1i3byb18PnXbi1QbHNz+IuMrG8n+aYDc8bMYPJFn0abWuMRcmqdScmhoKDE+XMd5Rz+F0pKRaopWp8B9PQsJQ4N0wie8rRkZAip+YkcOU+XdoRuXPiuDuMjIABlAuqeKnfMRXpw8FGSTTMyPFUboxhM2txiqHVVEwUS7CjNnErZUcVJVou1p9JwK89tGGfvp7NqSfbUnrFGjJ3XNggjjp27kxms3aBHTlDJQFOa6hI7AKSj6TgOzKFGmJspEyESIqhrgSdwhk+DIMmrYRTT5zGkbI//zjue0ILSMP8hIo2qW06QFUb8rjitV6w1kBIMnSMyioLq0QlfrGBO/7IgtiDA+p6rlzk/+fhK5FQqzIDFLYmoMNn5++jRn5/IGfcXPTv3zBwKfXHH7nz2vEOIc4Bri7PrvaK2/+Izv5wA3AQ21Yz5Wq7o+IA4rC+KH77uaS7/2j3SMPjm178lTbmDJLf/ILVd8lY+fdgF6LEe956PHJ2goe0TlMvg+XfViiuFYcPdlbH/VdxmPyrztk29HVHzQmtSWRLyOpBCofBG5ow/XslD5Aol1IdpwMMdM6nZAx0kTjG+dxfuH/h5lwNaLruW8r1ywX9YBiJkH00BUA+rtONiochM0PNKHLhRJ2Da6UiFb9lBDIzQ8oijNms1E0qYSCTwJqR0GdT2K/pYkbr/FxEJNYrvN7za+hDAJZhnW2OCOav74yWtYUzX47IfeGgdxawVQyHjdR8IITANqFZtA/J1SiGIZXa3GYwHYgw4tvWlEEKLNydTfWeSwSfYLgpRBYlhTzjl4rRbZTTBuurxq5Xp+9/tahcvea0PWxoTaOAGxLJNrOE4UQGmy/XGQTwQh+TmzSfUrwoTAb7SoZkxkVWBPxDkprHex8xGlWS6v//BT3H3fnrGf+gdcuZ+n8ST7MTlGQiDyRZCSpGWC1vh1s3FzIbnjPU5o3sXa++w9x8MepmLyXDUI1YxV0rhj4VQ158ZnS/CceKEyKfdaSf4s4jVgHxVC3Kq1Xr/XYZ8Efqa1vr62yvwdwLznOu9hpSD+UFmIUdH7MBfAFKPxTKZCZVLQbyBM81kMxyS7ETalMfPxRAgbk8hqFFfedUtEIhFTmZ6HTic5qrGbnZk2qg0mS+sGeLx1EcpVCDdiKCoTNqf3yzoASC9A2SZGyUcl7XhFqD4LlUkhwyheo0ApooY0Ml9ANaT3z4oUBenWEkWVZl7bGLuH2zE8QZCJMAsGyolpTkMIltpVwmyqVq1aK/e2YmpQBBHaMqb6i4wZAREpDEBUjKnFdUkmCBtT8bFWvLCr3yCoZkOkbxKmNSKKmRGztYLfmEK1+ixze7mn6dQpdgFqlZx73biT+5VtIMP4vRnGi/1GjbGCkF6An9UYviRMgteiCTMhwjNQlsT0JMqAyDIotwmWOP3c0ZTao/gmadi9MLX4zGS5t9pTrm1OLjqbsCHS+I0CoQ3qXJ+liT5WZ4/ZZwGfuKT/2e2U2wROrpacZYipOMx0ERfcvmAuxtRK8gBCiMmV5PdWEBqor73PAH1/7qSHhYuRau7SL2u/lGhdvA7E1h8ci7shQapXkxqMA4zW3Y/xzV0PcsHad/Ht5T/gDb99P9ec9iM++MtLCTMRCxf1k79xNvKiIYJftNJ6/xBhU5q7f3ETf/QicirJ6YkigY7wdMRJP/kQJ710Ay9v3MyXHj+bjx53F/+x7gw+suJuOsxxPvz0m7l44SP8qudoBFD3EZtb7/wRAGVdZSSKmGcmySsPKQS+VjRKl9VVxSIzwBEmy++8kgfOvpqPdJ/Hq5rWcePuU7h56X9x8sPv5e6TrmdjtZHHygvY5WUZrNTz9vaHaTHz/GD4pXS4OX4/uIiLuh5hS6WNfi/DnMQYo0GKpal+bn/vaVTaHH5zzTWkpUukFRVdxREWgY4o64CC0lgCstKmrAOSwkKh+K/CAu4dW8Kol8IQitNbNvPRpi30hEVaDIdIax6r2mz0O5hl5uLiL2uUx8oL2F5p5sKmP/H74hK+f+/L2XzBdfg6xBCCsor77euYLgQoqAhbCCwEjjAZUVV+mj+aiTDJh5sfQWnNsNKsr7bRIMtUtcHqyjw8ZdFmTZA1i8wxxxhVKeqkx0a/gy/d9ToeftNXSAuLoFYb6gqTsopdB0tIPB3haY0rBAWlaZCSklakhOSucicAL3G7GVUOnrZwRcAPR0/h148dy5OvvYaxKCJrGFgYFHVAUhhYwiDQEYFWSCH4aeEIljh92DUZpFCcPG/XtF2MjuWN+rKfnDate+RfVv5qF/sug/yt2sLPAAgh3gyco7X++9rntwMnaq3fv9cx7cDdQCOQAl6ptX78udo9LCyIMAn+rDRmreT4fcfez3WFM/FaJY0/8ffkQZgO/7705xxlW3R2jaKQHPvSzSytG+AHD57KnJGQ7k0tdA5HiIqPmTf5oxdxkmsQ6DLfz3dxdmorPWGCFSds5zOdt9FmmNjH386Fdb18eWsdV5tnknSqlDc3cENwCtXeFFrA0uIAPyq0c0ZyO1lp0m7Y/KaS5OHi0bgy4H2Nj/OIL1hhhzzoZRkN07z7xPtpkCafm/1r6qSgY8E4lpB88dibaTcS/N2W1zGWTxF4Jtoz6C1kSFgBPf1ZTCckHHH5RvkVlEsukWfwp0RIFEgeSB3B3LyHa0quHT+K45PbaZI+GRnyhN9KX9DIicmt3DjyMt7T/HsmVMRAVB/XLVijnJXczJnJzQxESVwRstSCDdWQhVaCkShOd//klr9jvJwgYQf4gUna9RnNp6hWLNa1tTOUS5PeLbm9nGYgbOAYdxdllSavXFaX55E0fBY5gzTIMlIofjOxkvMbHme9v4DLG9ZRUCG+FmwPXE5yDS5++tXYRoQGRvMplBI4TohthtQ5cT2IKRUTFZfUbsl3xleRNHyKkcsce4RAm+zw4ySvZqvATq+ZSmSxIDHCU/nZvLxxMxBTxFc2bEMiUCSYjeLMtW/EMiJ2D2RJ7TT5+tixjAdJXtPwFJGW3DFxNHOcMdqsCQaDDGNhiqSs8uNtx5FJeFO1GPEaFF+Z9rzXcDDVnCMvAM15IXCj1vorQoiTgR8IIVZorfe3DjhwmCgIEYJR2bNQ3ICfQYQCZ0ROLfaigQlVxdNpIEQDlggZrqSZ5SYhjM1IEdboqZpPnlNJAl3GEgYF5cZrMgjFQKmOqpbkVEhJOVNyBKFB1TAQCqJQxvRYTa5clMTTgkArktLAUzbFyCHQBpaQREiSIk7OD7TJeJhkTIVECAYig4EwQ06NE2lJoCP8wCSKJDqQEAn80EAIjQ4FkSkRoSAITFStxkFFAh1IwlDGi8FozUSYoKQcUqJKhgBPW5SVjY3Cj0ySMiTQEktEKCQSza6wni4zz2iUJiV9FCUmlENZVwmIix690CQMDXyhCUIDLzCJQgMdSvwwfo+Kbzi/FsWTQqGQ+MrEEPFfvkympRejeIwtERGhySlJUMvr8HWshLQWKA1haKCVIJDxg8EzFH5gosyIMDSwo9g0L0cO5Sge77Jy8JWJ0oKydCiFDpXIItKScmgTIXFFwEhYR1H5pKWDQuEIK+6PFqja9S5ELoE2MNBEQCWKxzTQBmVlU4ni/oahQTUyiLRAa3HQa1NqxAv5797TWUn+MuAcAK31w0IIF2hmv38CEeOwUBB2XmHtGJxaWOW2O08k0y9oWV3Cb3ZBx4u9POFnufy3l/KlM37K4NOtjM6L06fvbehk1bmb2b16EUcc283Ili5SWxKEjbFb8f18FwXl8g+NO+kPYYFZxb+9lYuCd7GqrYcHfncUG175BOmjR/nC0pvpMid4l/l2/s+Ce7mx7ZQ4Maa+gX9o3MlIBMNKMxBYvCmd5/zUIxhCsq4KJzoBt5cbeWVihHTSY9kP38h5l63mqjUXclLHTu5et4yVp13HR26/iFmvv44frfweD1UWsMNvod/L8N623zHL8PlmxynMc0e4Y+go3td5H2u92fT6jRzhDjMY1HNschffbHoT5TaHf21bQ6QVvo6YUPC2ulFglKEo5Ouz72Uw0rSZ0KHLpJ2ICaX58sApPDrQRTGfQJqKVXO6+fa823iqmmCJVaKqNT9d8T3WB810GhOMqiRdZp5HvTlsqHTwzsaHuae0mH+beC1vSo1jiAmKKiIiJCkizks+iSEkZVVlQlWxhODq9j9R1CGLzG7evfM8JvwE/37Ez1ls+fy2kuWGo2+iQVapaskTfhcl5TDLzNFqFJhtVhiJLDIyYFPQxOXDl/LRpnVYIn76BjrCEgaRjhcAMoQkqMXmJAI/uxZLGJR1laSw+cTgS5FC86r6tQyH9fzsqBtwBXy383i+q07lX1ufwNchCoUlDE7vfLB2foUhhohqD9xT05tZbI1SI34whKD9IOf+C7ho7aPAIiHEfGLF8Fbgomccs5t4pfkbhRBLARcYfq6THhYKInIkuj4N/fFnY0mBSlRPYW6C5FDA5MrSq5wxjlu+nbMS/Xyys8KR9iC5ZQrZ7LMjl8XxND25DOkKEEXIakSgI85ObUUB/SG0m2kCHZFfpLhs/mqOTu5i7cp2Lmx6mDs3LuP+4hLa7Rwj43U8mD+Snlyc/dcVRPSHRVqNJI0S5poBRRWxK9RYQrHESqDQnJ4YRmIwEpWIVhZZYpX4uwVPsNAdYHRhioWWZuHKHo53Ir6VW8qa4mwGvTrGKkl+l1pGs1lgzUQn/X6GHeNZ7q9fzPZyM6NeirFkklw1STFyEFWF4Ss2ByVmGxaOMGk3bSZUhQkV0W4keNyH45wEljDip7QOaDZSnJLZyhHJYTaW2kgYAa/LrsYVJqtsj7RMAfDdiVls9mbRZuWZiBK0WznWlLroKTdwj72YR/PzMQuSiq5SVhFNMkFIPN49UYArNFlpkpE2hhCsC6ostxxGdYWL2x6mL2hklhGRli6nuuN8K7eCjFEh0AbrSp34kUnWLtFolumwx8lFSZKyyk6vGTNv0BNWMAQEGrJSEqAZjeI7NSUVw1H8xO8wy2wJMhxl54m0ZkRXOL/hcVIi4EhL4NsF/rt4JK6o8uTEbGTeZFtYoaxMltqxAlpXDckaFeqEJKcUnpbYQnF/4Rh2uyO4olorCIyYmsTTQLwexAtjQRxoJXkhxGeBx7TWtwIfBL4thPhH4rvqHfrPBCEPCwVhVFVMPdVQGU6SKkO62yNKmlNrSHaHFjtyWYaVJqjE1YmJAQNPubjZPEqCbUY13j9eqNXTET1hAikUC8zq1NPGHZRsKbdiyZCR0Tp2Bi0YpiJjlmkyiphWRJNdxDbD2OwXsaav6CqBVkRoksIiKapYAnwd1tyYiHYjNqeD4QQDkcG2cguBNtg21szgnJCeXIaxyCdrFqk3KxRMh4pl0WiWaDHzpC2frFXCsUIyZoWUUaVs2tSbPlVl0mwVY79HgCs0CkVIhNIaCwNXxE++FqOIJdJEOjalJZJIK9aXO8gFSTaPt5KwAjYlOzjRWcuE0kiqGELQZBbJGBWyZhEpFFmzSINZJmcmaDEL1FneVE6AVXPCnFrQsE7EVkNC2Bi1cXNF/HdaGWmz1Z/F9koLL0tupdUw6As0GaNCk1Ek0AZZq0RROjSaZbJmkawRz40Go0zRctGmJmsYlFWEJSApLcoqoK4WC3CFIClCECEZadAky6SFBQIMHfBAZRYNRpmsMUCgocko4soqSbOKNjWu0CSNAJN42bs66WMRBz9doTCEwgKarSJNRpGU9IkQGBx8wP8FdDH2u5K81vr/7vV+PfDSgznnYcFirFxp6eicf6Pjy3E15809j7Di5qu47/Vf4b1LzwZAlUo4v5/Fh7p+w4c2vIXh3gbsYZP177iWoajMZa+8FIbHoLkRxnKofBFhSLZ87lhWnLCdgVId/u2t5Bcp3EHJuquu4/v5ZgoqwUmJbXxj8EyGLmpCpV2QEpkvo5Iuwo8nttrdS9+Vx1FYFCKScfZPar1DqleBgMGXKhI9JpWFPg2PO8iq5q5PfZkLN7+Vt3Q8Tkr6vCyxizevfSefXvxrPrrmTXR9ViOC2v97Ko12Y9pU+HGxFtUAnagVa03mOCiFNgzYvhth/v/svXmYZVV97/1Za+3p7DPWPFd1V3fTM83QCDQytCCKohijOCSocYjmUaO+5mok5ubVm0STm9ckzmOcx9wbB0RAAZFBGppuoKGh566uea46895nD+v9Y58+QGJyIa95LzfJep56zjlVdc5ee521116/3+87GMy/ciu1fkHkaCILMhMCo6bxOgUdB0MWdhhEtsZZFogwKSF+9DVfZ6LRwRXpxylrkx8Vz+Gbey6kf80i02OdEMOmz1eSfp1mc0rZ6qu2zaTcW6ww/uoR7NVEbdqsJXkcdz4mNqCRE0R2AiJKz8aURiSZKc1L/uDnnJka5yPHrqJ0Zw8dl82Qfp/zFLIWJGQthPgnjFK5XGZ11xB+VmDWE3BXZDXZnECYkpi1hM3ZyCiclZBqr4kMNV5B8rK33sF4vZ37Z4ZpNAxGP5IEt6IRIso1li4dxCrHlEYMtID8qRCvoAgdMOpg1hMOS+Hg6lPctLQQ/Gz/h552FaN7S4d+1Tde+LSukU+e+63/uFyM414nZ44/kUg9GUZoN+JVB19PW1/z98dOcv3QjWyzAj6/5Ru823wVG8+a48ZahmEjYP7Sbrr22iyek6fjgIs8OY1Ipbjgosf50MCPaWjJa4M38qa1D3K01t3ibhTjOuU44r8P3MzVu95LZVASG5CZyFPvFtjLyQLa/eMK5u5F3jD8KGvteXLK41NDuzk+2YU0NB845xZuX97EdT2/5BMjl7NUS1OMNX+05kYuS8XMhBUcIbn+jJs4317ib3d8h3de/VaURyII09D47YLYAHslESKxismFrrwEpRfZzccUDH+3ik6nKF1R44y+eXqcMoOpFW6b2chyxeXCwTFuH93MNefeTxgrZr0sS16a7W3TbLHmeFm6QiWWmAK2de7Df47BSwoPct/gOhSaL8y+EOU/SazFAFVP+trIJ6CttiN5Ol8wxVLVZWfPFJXApthIMTbbgWFGDHas0pWqINHsOTrKczce5ehqF/+l4xEAVtf+glsLW3hX76287sXvTlCpOlGyFk3BGK0SJKMIk+eqAR0Hcyy8vIaUmjAwaC9UiAKDmWIC97ZSAf6qA6HAbK8Rzbqk16xiyJgolry7Yx+x1jzS7aKIefNL3wECrFXITUQsvNAnbii2rztBGEsePzqAla+SS3sUqw5B3USaMeWRdiILngJl2P/M5v6zHWr9rFggnuKGBZSbMj1hpNBpq/W3jabPchzTo5KS0mhqkYUwhyUiqv2CtqxNrVeQG7NxTBPtWFzS9iA9ymA1DjmnZ5Id7ilMGVKOUxTjOnmZ4nAQsMWMqPZKqsMhmBoZmNT6Y6KmT4SwLM7vHef89HG6VKJifF77KQBMGXGGNUsxn6JLldlemGbZTTMVZdholliJJJ0qKSHusGaZjgxGjSL1kQBZVUhPoBrgd4dgxoSuSWxpQlfi9UbIeqJiFNsaEQgiN0bbFlHGZkv/LDvbTtFtliioKsWuFLPZHJsyMzwy0Mc6ZwFX+oxbHVRcmy3uNP0qyZEAzYqMyUXZo2wwKgSpMQC8kQbCU2gjTpzHrBhZMZCeIOwMkGUDZ0mxu/MUM5kc5+TGWQnTVEIbQ8SkjIDhdEJCk2jmBrOclZ1ENTP9BorznHHmsnlGjIDaSABGUq6SFSOBS5sabWiw4kStSmmEp0jNKdb3LOIaDWqhRU8q+T7GM20A5K06c7ksXmDQk6kwbrWxpWsOSGTh8jJFLW6wxqjgaYE30gCpCRcsjLpkQ/88Rd/hzPwUsRasDKXoS5fosGss5VyKjRSmjDiyOoh2IpD6Sdr/z2TaC8L4P0Vr/5fNNRsE6Se2ahtNHyLBOd0TTEy5rd9/fHkn13c+wseWN7FaS/HVw+dzw3mfZdhIMXhbDWtsgYGoM/HmLJURnsdf7HsB1s4bqcY2d/18O4+c2cfiUpa/v/izlOOIw0HAc2yTezxF/51l/IMOSLCWqwQ5E7PS1FNYLfKz28/mgW1DDGZXyVsev9i3hfRYIlH30Suv4vBYH8e2dfOzvWeiypJP/Pbt/PHcJbyn604e9kx2WD4fnL6Szw/dybumL2XkByCDEBFqZBQTpA20lBi1RsKQ9CLCjIkMEuRmbCQCsrGZiOgapQpHfrqOh0eGUZmAXKZO8VgbZlmyd90IuXtTfOrSS9Ba0CjZiLrkxt4aA+d8j23WEgWZfP2Hg4j/evAlXDXyOPfMjQIw/H2JDOPkrt6EGJ/ua+gqVCPEnq7w93efj1mU3D28PpG1q0vSk4rIhAPda9HZEIQm+6jNJ3d0omZtjl37U1zh86Gpl3L/sTUEZxuM/BC0lAitkUEy5lom4UlLKEckfXImi5zqXUNsJfyOo4WEZ2EvJ4jHGTfZDaiG5lRHJ+lpzYPrE21RNNzZ93O8OM0txQswZMzw9xOzIaPWwFqsMdE+gvLgm5s6QEPhoMGhth6CjMYsN705TRh5KCA25FN2EOPPcO4/2zUpnxULRKmaIj0TtF7fUB2GWPDTfdvZNJhY27G4xJva7udYIHl72yPc7G7hNYN7+duF3ZyfPcHElSmGbutm6pIUvfcaCbci4/L+c2/hNdmkHPz4Fft5Tce9jAVdfHLucv77wM1sMSPu8RQXOZKp3VmqowHCjkkdTlMbCnFmXRAwOlngqssf4OVt++g3yrhC8zV3nru3rMNRAX82/EN+2TfKi9LH2HjpHFN+ge9X+3hH552khWS9WeJoaPP+vls4FEj+a+/tXPDKbdC8K8uGIOgJEGaEnLOJ7Rh72cbrDZF1E9lI8gwygCgds3msg7DNZdtVh7mgcJIes8iAscKtw1uZ8gpc1X6AT3Y9jz9ddxORlsyGBRaDLDvcUwwZq6SF5FSocUXEVtPlw1tvYJczx2/k9yFFzKuvfSu6ZrTu3sKKoWog64K4qwElk/aH2njjpT9n2i9wUe4o1dhmJUxz7/IoGdNne3aKHrMIwHdGzuO6gT0crA1whmlRjD3+r/5bONrZy9XpSb7wmxcjjCi5E1cNiJMdBEaMtMMEo6A0umbQsbeNHVc/jiEjaqHFuswi1dBmvI0laSoAACAASURBVNZGrAXtdpXxcjt+pNicX+LgQi/P7z+JISOKQYrz7QCDmHPsu1AIzr32HITUMG+TP1LgjBcdpRrY/G7fwwRa8cP1OxhIF+lzikzVC6w2UrhGg31rRhFu+AT+QQA/evrz/tdZxfi3as+KJOVpNufEB3cxeHsVESYOVnrvI2zbJ/n+PefhzCu8rpiRn4RMPN9g4I6YiSsFm/9yEp1L85Vbvsx+v53np+pc8sgrsFTE9rZpbh3bSHgsiwghs2OJ1dU0yojZ8EdFlnb1Uu2V9N9ZZmp3lkff9Wlurtkc8vt4e+E4DzZi9tZH2WDN8l+PXEMjVJQqKaKaAQ1Jtr+MawXEWrAwkydV8PAnMthDFWwzpPeP4PDb8nTvEVQGJO2HQiZepFn/rZDj11r8/mW38KLMQbqkwJUmP652cH91lOu77mU61Kw3be73BYf8fjbZ0yxFmSScim32VNZxQeY4f3H0BdQbZgLa8Q0yGQ/LiFgtuRRyNZaWMxhmhJAaywrx6hb2wy6ZqRjzNN17UFG/oEq45CDyDXQsePWZD/DS/IMcD7oZMFbYX1/D89KPM2iEfGn1LK7NPUiXMrjogd/BUBHVehMIZUakrACtBTXfxPdNpNC056uslF2k1Fh3Z1ENzco5IWamQTSb4iMv/jZHvD7yqs55qRN0qTpLsc102Mbtxc3kDI/lIM1FuaNcnZ5k9/43oKRGCI0fGBgqwlRJviqKJUaT+t0IFZYRUfMtwkhiqJjwvjYQUO+NkA3BG6/8OSfrnVzXdQ87rQbPO/BagkhS9y2E0ORcjyiWrfefFoz5k4038GBtDRNeG6aIKYU237zg7552MrFzc6d+8VeveVrXyNfOf/qf++tsz4odxOmWmdAYRY/6UC7hXwA/eGwHqVlFekozsHuK0gODdG2dp3qomw1bJ9CuQ5hPUY01f3zoGnq3fp3piQ6MZYOxfA9/ctkP+GvjcoJQ8ZHN3+fOyibyRo3bM+dRGUxyDv5Bh+powM01mxe6PrtTR9nnS9abDR4SEctRhsWDXXz6N774T7gTvcYqEZKvd17ERfmjfCW3i+uG9tBrrvI3hVezZds4Y5NrqY4G2CsGF21/nLHOjWzbdoq3F44DDjXdYDL0eVl6lSvce/F1TIeCBxsxO21Ii1N42mCDuUhNG2yxlviDX7yKG/Lb+PzOrycIzSjNTKPA2e4YOelxX20d57vH+WlpG51mBVNE9JirnGp08unK8wCz6cItqKyJefv2u7h9cSNnFSYJtOL6rvtJCYtz7XliYp5jH6KmQzyteWfbQWIMPrWynQ9tvQFX+JxodAPQblToNYrEWjIetDMTtGGKiF3uUfZ5iQ/FX0y9FOUJnrf9cbZmpvlRx5n8ZnqFijuLiWI5buAIwaAB28xlLnV+gadjmmbdfH51Bx/d8g84MkARsxDlcIVPWiZGvoE2cJvPVyOXgqo1xyh5/q7l1yKk5ozhWYq+w7vbH6GmAxyh+HJpA//Ppu81ZfQ7MEXIGdYcDRS12MaVPhYREYJRo8alzio1nSxGkdZ88xnM918zkvLfpD2rFojC0RpiuYgeybXMV41TDlYx+VvOqlNUkLN8FhXk7ToV4YAUHA46WJwscOSMblRRkT0JjYJBv7GCazdoKMWQUaTPWqVDJXTf2ABMDRKEHXPI72N36ii2MDno97LePE4xShFrQXZMMGQUmTCL1GKLMFYMmUv0Kz9xhLbKDJlLFOw6a6wFulQVVLLdPWGAsGJiQ9BpVzipBB12FVMkycLlGGajDOtMyIsUBxt18jJiOmxjm7lMA0lVW+Tx8bSBSYPUmInfqRg6v4JqqlHHWjBsrJCVAVPWMiNGiT6rSJdRwpEBvaqIF5vNvoA2BLECbWn6zRXa7So9ZokIQUY61OIGrrTwdYwrLSpRQDFWDBoWM2GFfcVhrsgcxBUhnjZRIqZDVuk36gQ6gV4rkThrDRp1Zs0VHBEQWzEilHTaFUasRXJ2Yq6Tl0kVIoHUaxwdYYsEBGbqRoKGjAP2rq7hmqEDmGiUAEeEuCJs4SB8Da5IkI2rskFBgiOWWVU1CtJD2REITcFOxHFcaWFqxbHA56HyMC/JPE6ga8RNePaIUcfTUJZey8EsBlypyEgHW0dNbse/AgfxnzmIp9+OX5tizQ0D2MtPELTe/LKf8uk7L6e0IYU+sI7huZBjjwwyMBux98A6ttSmMVYVu1MVvvz8L3KxE/LxbfP0X1Bkc3aW//LoK6gdKSBieKNxHYsrWQwzYrRUJjORRwYm1nKV1OE0b3/+cfb5koN+L2/Kz7LHc8hKjyFriZFrj/PGx697CrnqwEA/aSuxi5ucaefGwlbKEznes3ItrhXQtlLnroc30T2uEZFNZibihw+dxbr5Bnc8tJmvFA7zPPcE/cpgUDW4sZbjwdoa3ta2j8nQZHdqgQMNi0ONPobMJQ4H3Zgi5Bf1Dn77VbexJTXF6w9dR7Vh0ggNfN+gkN2FpSIWS2k6clXmlnNYVhInO1ZAtW6TOmyTmdKY1USRG6n4cM+LqS+63JsbRQP+9nt4QeZRjgc5uowSj3kDnJMao1/5fGJlhKszB/nKmpu47OHfwlQRpbqD1gLbDEg3w66qb1H3TYSAnnyZxUoaITTZY4nwzvceOpcbstvwZtLc2J/hsJ+EGGdYs/SoCtORYjbMsqeyHlc1WAwynJUe5+/W3MjzH3kdSmik0NQDE8sIWxWSWIuWupQXGjhGSLVh4QcGlhFhPZ4CAfetrkc2JH/Tu4Yxr5N3dt7B3w78nBcevI4gllR9CyU0+ZRHGEvCWGKpqBVivGvtbZxqdDLut2OKiGpkAyd/9eT+FU3z6wVK/Vu0Z9UCMfo/PKzjs9S3DyIijQF8+q7EZbvvnhq1D5bw27rJrV2l/nAbA6NzaMciSls82tC897FX8O0zv8zUdDsrx3rZ172Bt13xM/4u2EUUSt41ejt3l86gw6pwv7udereg1h8T5ExqQyEPNmLWmw3Wm8fZ4yUsw0ONAEcEHL15Hde/4bvsr4ww5RVY8tK8sn8fA+YykZZ8K3MBz8mP8R3zXF67Zi9dRpmvZq5mdP0s88cGqQ2FpOYV29efYrUwzOj6WV7gniArjSYyM2K3U2KH9QCusDjLtpgMK5xnCxwxQVYG2KJITQsGHZNtP7uWVF+FPzvzh0wFbRRDl/kgy1npcbLSY191DRdlj3DTyg4KZg1XNlosx28vXoAMDOxiorNQ69O8av3D3JMfZWthlkBLXpN/kB5lc4a5iC0MtptHaVMuvoZX5R6jTab4xMoG3jx6DzlZ54TfjRIxeVWj31wh0AazYZ6ZRgElYs51T3KgPowrG3z6+JUoT3DehjG2Zme4MbWV56WW2eUsoBC0KZdIOwDEVplN1r2YPMHo/dTKFt6z7taW7+dylMERAa70USLGiy2cpqNXNbbJyjoLUY7VyKVDVfjA1CtAwsDQElXf4lXZR1lNS8qxyT31fv5g9BZiJEf9HkwRscmeoRrbVGOLtGxgipAYyUvcEvPONLVkE0pNKz73TCa8/s8y5zNqtT6b469cw/rv1lv8C+yYF7/6l9x94nymJzoYLsXMTuUYLMZMTnSQb8wivYB93hoAfllfy+cu+WqiBOXE/GByB42pNCKCr/TsYnK1gGWE9PoN7GVNZEnMSlKt2Fsf5SERUYxSifZAI+ANuXl8HRBmNF+fuoCZUo563SLwDL4dn0fWSmLdx6d6mWgvsDDRxnfluWSsBkYt4Oh4N53LmtA1cIoRByf6WFOOODHezTd6dzBkLicsSC1ZjVxmggJbU5PUYhvoRhLz8swkNS2ItKZHSR5sGGg7Rgj4u+nnUvIdvNCg6ls8ku3HViEzpRwP5QY51dSklIKWJqUza+Asa6xKkqQMFiU3TWxmeSHHQjlDHAu+ZJc4w5llNXJJN41oeswijgg45vew3p5jppFn//I2TBmx6iWhmGsGZKwk3Cn5DuWmJuXD+UGmKzmk0DgLEuXD/vEhjmc7WJ4q8I2161gOMzgyIKO8Vj6hGtsc97q5PHuQE41u+s0Vxv12bpnbgtm8m1cDC1NGWE/SpDREEm54kYFrNCg2UvihgW2E2HMJQnJKtEND8qW1O1kMMqxxFlkJ0zy4OoQfGpQaNkpoOlNVQi0JIoWpIgwREyOY6jpIMXRZCtIYMm6yPL/9tOf7r1kw5t+kPasWCMPTuNNPXVGlFXG03IXhNWWFEYm+ouApwJQOVaHTrbHGXGQ8aCdWIJwEp6aTtyBFkvX+lbRcARusWZajDLEWDFlLOCIhONnCTDQHm1tahG4qq2kMkTg7C6GTr1polNCo5gRF6JZ2ohZPEiQSGlc2aG9i+RWacdFOMXIZNpbxtIkpEip6hKZNJslMRxh0qTrSCWlPJyAkIXRLwNUQMYaMEc2+nhZ4UjJO/kfGT6nb62a/ZHM8RfM9tgjpUEl+o6BqeLHZchWbDfMMmUssORkeEoOtcVXNR0PExEIgm/1K+hK3XrcUp3niuAVVayUXh8wl0tLH0yblOMWUbEv4DyKiW5VZ4yxyRHYn3wfJeZ6WwJciJkRhNEVrZaxa4xI0x6SlTN38cWUDW4a4skHBrvEwg63xTD47Io5F69xkU5xywFxpUcBNERHGz5yZ+WwPMZ5VZc4vjN/Niz/+PgY/8zCQ8C+ezMt42z/iW9DRRnxyAqEk5i2Fp/A0jr34c8xHNd549ZuRlSQJFufcRIpNCPTRk8hCHmFZxKtFZHuBpc/YLB7sIjsmGLn2OEdvXkeYSe6yR17/Ga560Wt/JXcCmpqUpkLUG4mUmRBw9BRisA+KZYRjoytV6O6AqTno7WLy6p5/yu2YjhNex7RBfdTHPWqjfFo8gMhONClv+eO/4j6/g0++4uUt7QsRabTxVMm50+cLgBIQaWS5ivb8RHJOCITjEBeyiYtYU6dx/sIOyqOQmhNEDtgrGq9D4HXGFA4JVjfCq59/N/tev63FkSBuHuP08eIE4KWFSEx/whgkyOVyoumZS6OVQvgNJq7pbWlSBhlBowAiAKuUcCxEDFY5ot5h8JI/+Dn3XHf2vyg512qn/3Zas1MI5GolIfNZZnKul/TgFGPqr1/h/N5xTr5l9In/hyf4Fv/oOPPPyaMa4KwmYyy05p7vv+9plyMLm7r1pV+89mldIz+6+FP/W8qcz4oFIpsb1M9teyXhxCQAJz56IZlJQdshn9hK3JLsm/bygeMH+J3b38RfXfpd3n/Da/ngi/+Bv/n0K2jkYMsLjjD+pQ20XTfB4veG6LljgbAzw43f+xLfLPexGrlNPYiEGfiCv3kf5u5Fzu8d52e3n81Vlz/A3dOjfHTLPyR6EI9fxztG7+DrUxckd533FLjpJ99iJaolehBRmovsJ/gjhwKf9abBj6sdXOHO4QqLM7/wTr74uk/yzkdfwyUDx7nh8e386Lmf5iU/ejdfv/ozFKTPnvralh7EW7p/QY+q84XlXQzbS/xkYTtvHbiDx7yBp+hBnOmO84W3vJxaj809f/NZIp2wOZcjn27looRkMqyQlYq5KKZLCiI0WWlRjht8eO4y7ppaR7nqIGXMzqEJPj9yEw83LDaYdRpaE2h4LOikV5VYitIMGUX2esMc8fp4Xdsebq+ewV/+/GqOvuwzwBMsV1cmrFGJoK4bLEQhjoBu5VLRPrU44r0TL6EUOHxs7f+gIBOdj3ZVoUP6NLRkrzdMLbbpN1foUBVGjFpLD+KxoJN3/PR1HHzpJ3Gl1dTCCHGlRdAsN56uKMQk30+gIySSig7ICJM/XUius8tzB1kIc5znTOAK+NLqTr6097kce+HnW1KCJonU3BN6ELKlB3Fz3WWTuYh9ev0FBodmn9ECcfEXXvW0rpEfX/LJ/7g4iMgWxG0ZmEheu5tWqTcKKN8id7LRiiR2WBXO3XSSi1Mz0OexxlykuDnELPhMlgsoXzNTzuL4JHevJivwee4JPC1YjJKJWtcNyhtC3jD8KOenj/PAtiFe3raPnxzZygO1USbMIsulNPsrI8yUkri5L4haQrg5GdOvPHwtmYkaSGC9aSOR7HKmAUUl9mFrmS2mxzUjj7AzfYL5tVnWmwbrtk5zthXy7fJaHq4OMV3Ps+Sl2Zsdpcsocajcw1KQZqqU44HCKMdrnSx6GaqhzUojRaAVIohRjZjJsEKPSmGgWudWiyMK0uBwIFlvQkbYVLRPoCPy0uHS3GE6zCrj9XZsFXJl4VFSwuJsK8SVaSId851KF8e8HjrNMsXQZdpa4aHqMJO1AnucEQ5Uh1AVia9DajogLx0gINARC5GPKSArFVkpMIVkLKwxaNgUibi2ey9LYYZ+lYST59srfKu8seUe9lB1mEZsMGMVyKs6U9YSy2GGrPI45vVgVBRzUQMnThSwXCHwo5DlOLlwXQHLsSLQknYVMBG6jBo1AsDTDV6afxApYjaaITWzyO31ERwR8Fi5D1ExmIpqLEcm681k4h0JGrTLCFcqalFETYMp4IHqNladNKZIoOEJ3Xv2ac/7/8RBPN0mSSjMzdaerjFpFQgdgYx0K2FpC4MRd5m8tHCcpLogMwGFXI1y3aYQauo1GzfQTeXpmJpu0N6sFCzEmjaZEJSEG7LWnqdLlRnMrtJvlIlqBqe89kRezDOY8grU61aTWlhnIdbkZHIXSWGxFNeZijJYRAwbgor2yUqDchxS09CRrWIKyVp7noKs0ecUkUiG0yvYItFQnK7nWaxnKNYdxrwOimaKxXqGUCuqdZtJr435epZVL4UUmkrDxlEhIoyRgWY6snGEh9vEC6zGIcuxwYihmQjbWW8uNIVcYmpaYypFVtZZa88TI3BlgyFjGV/TUmhSQnLS72K83k4lsimFDr42Wn096XczXcsjGwlmoawFrkjEgGNgOnJJiwAIsEQi0TcR5uhRNTwt6DcS1+8ITaw1GWkz5nWSUT6BVkzX8zQig3pkkjfreLFJMUrhygbj9XZkAxZiG4uYBpIO6RMBC5FLhKQgPabDPJ42iVhmLOiiIJPdqacV7crDEZqMcDFlyDGvB0cGzNWzKE8wHaZYjV0GjWUgYiJsJ1Al8jqgGJuUtI0jAsbr7a3cSKQlpgx5Rk0nNoHP5vbsWCBiEFHUKlwYzUSW8jUifCIWrOmANrOGgWrVuYVM3JyWvQwyhNBXiZFMMyZfjCL6lIUrFbOByYgREJGw73KqCdCxPFyhoSGZq+cIY4X2FEtegnkQAohrzEZp+pVHikQIZSkSTDeRghc4JWpRRJ+RYSGqsBpb2EZITUetBJwhYyqxT6edhDkzXrJzKNYdap7FjJenHlsU6w6xFjQ8kzkvWRxOO1TVfAtbZRL9zQimwzY65CyxDFBCsBwbLERphlSZ2SCPSi02lZg1ZS3I6ohynKLDqDDZ6MCWAa5I7r7tzW26EoJpv8CCn8GPDWqhSRirxCG97jDptbHsuShfsBpLlmOHdlkn0JqahoUoR1X4ZOUKVhNUNBW2scOq4GlFVgQsoynGEU4zpp/x8qRUE7ZezyTQZi2pR8mxS6FNSgUs+JnkuFFC4vO0iWMuU4tNZsMCEYJAKaaCNjxt4gqfyUY768x5TJGI9xbkYuu4rrSY9vPYMqTkOcgAZqM81dgm0EsEwGyYRxIDFWajHKXYIS19FvwMhowwmwlpKZ4IOZ9O+08cxNNsytfIlQqnh/fEgQHSc4LCMZ8gYyBijQWcCC2++ugF7L7gMYqTeea3ZEk9mGKuzWHTRWPM59YwMrBEOd+Htkwi12SN4XJz3cWLLX4zU6ISR7jCJP2YzaeGdnNe+yl+sW8LX3PnyfaXua7vXobMJQ4M9PPK/n18Oz4vyUE4Sc7B15KluM5SJNhsuYya80gkM2GdPiPDHi/iXDvFWqEYf2CA2fWKT4xfzvkdY/zw6Hbe1n4333twJ2943i95S/cv2JsdZczrYMbL86beO+lVFSwZMmwv81NrM7/ddy8H64PM+jlGnOUW1uGbqRcTZCQvdost1Shfh5xpOUQ6wNcGr8oeJdCQkTamUvQJE18H7KmsY//yEHOlLKaKmBhs58977+NYEDJiCAKteVvXHTzm99FvriSy98Yye3NrOVrv4br2e7k9vZlPdnez2Uou1EgnknumUAwaKxgoYlLUdAMTxW+kZzCFzYho8OG55zLn55qq4hYPNmLe3HMnBVmngWR/bg212KbHLNKlSgwZRRZil4L0ONTo4Q+7R7g0VWsew0M2F2xfLwEJlbxujzVVvyzOsR8iLx18HbPZLPHZ1TMxRcSl6cOsxg6/13UHrgzJKJ9vT5/PVe4Kng5xRQqJ4NrMJLYwUMJuIiwrSCTVvns5w5zHlSGRFiih+dQznPv/rhcIIcQYUAYiINRa7xRCtAPfJXHsGQOu1Vqv/EufI8MYXau1XrtTEntFY89VqK7Nt8pij3hDiPEUvzxzA9ai4pjfS248xisJCrvrzCnI2R4lRVI/E4JS7HFvZQeVyOZl6fubDMYG6amY45OJTHp6THH3lnW4VkCvsUq/8klbDQbMZbKWjyEi6iIDwEzUYCrKMB20MWrOY4tE4fixII8jyuypb2G9eZC8dMiMCx7z+zg+2YWtQoLpNIeDDlInLR72B9iVmqDLKFE2HeqxRb8q06sSKbMes0jO8ug1iiyYOYJYtZiR/cYKWgliJZrw4wYVHbAQSdabSVl2MgxYazgcaERJWRQoyIi5KORgsY+Tk11QMkDBL621LHTdySP+EDBNoCWDRsiyUWRAVbCI6FcNes0iy2GGfiOkxyyiLY2vAwwU81Hy/WWl0fLpqMQ+sxFYosE6M8NkM0G8Z2ENZc9moieHKUrsrW/mee5hOpSmoTXTZrElWtulqvQbAiuqkJeCsrGCNjUSiRISBdTiBjZG67sAyIgEaBXoiDaZauZKIvJS8cuVUaTQZFWduSDP7xQewhWKTrOCsOLW56zEHmYTuHX6s5IwLAnFBowV+o0QVygiNOoZCtD+n5CD+HUEQLu11mc9KcP6h8BtWusNwG3N1/9y+8eVlNM+izpxjDrdTBGiZYK910pjiijRC5BPrMT/eMClEDgywJYhSkhMEWM269/S0JgyQitwmtvbqLmZjLVo2aI92YFZAhYRpkgy46ebI4LkWCJAIZAIkInMu1BJ/VzLBPmnFTgyoCm12QLLxCTVBkhowLEWxFoS60RSP+mb+JVKyCYC50l9cpqZXUdEmJCY1wiF2cRvCBWDIhlHmbhtmSLZLtsiySVEiJbiUcQTNnGR1glNWdO6UE0hMIVoHT/5nWzqYyZ9tIRI+iETrIZsajs6IkjOXSdO4JGWLRp0MgaaCNHs0z89d/XPlThJKhqQ5FdMkv5ZMkrMfkWELYPkfJrj/uSpaCJaBkBP/qzTLUI+5b3/mqabkvn/q5//Xe3fIsS4Bris+fyrwB3A+/+lN4RpA3o6YWkZAOeSRUoPdyCDDrKTfmKbBrwwfYr7d+/nTfmjfHZzifPdY3xsd0Smu8pDMwO0lWMOT/fQUdIIP0gs3XTM29r2YTal6TeZyd1k7qKYD5xzC2dYs3z0yqv4s+Ef8qJbf5+vd15El1Vmcqadb2Uu4PGpXoTQrPdrzVKmzbAhuMApMRPWmzuHgIscSSUWvCk/TjHWjIc1xJVLXJya4fpzb6LLKPFDu8pOu8J5L3iUF7tF/mR+F4fKPa0kpSVDOs0KN09voT1V48hcF183dzFZLbDipTiY7qPkOxzK9qJqAVZFcY8Xs8FMnJ/WGA4zUVIS3GzZ3FTLcpWbqC3VdCJB36dSXNu7l7hXsr8yQkb5vDT/II6QXOUuYouEMPWni9sYr7fTblUphQ5dVoUjlW5mqzl8bfDw6iD2gmIxqrMaS0aMxLWrpgMOeApHhAwaEV0qmWK31RXPdSzmIp8/W/8PTAQdjBoV8tLiNdlx/njuIjKGT6Qlh8o9hLGiza6RNTx6rdJTkpTWguJgIwRCPG3Qb/h4WjAbJYrcBekxERYItMEaY4kD/gAXpE6h0BwNY97XfzNZGTBspIiZ5aOLz8GRAT+d24wxb3GPF+Nph512SKw1N9dselWJvAxYji2q2sIRAV+d381warmpZk0THDf5jC6Wf+9ISg38VCTQxM81rcB6tNantb9ngZ5f9UYhxO8CvwtgOwVEtd762+JkgXRJkJ5rENkKEWsksBBJ7pwa5WTXHdSWXcqxQ2rcpFbNMbpjipKTpbOtTJBKoQ1FbBm0SYf7/WRncL4dtOLk1KTB7cubKOZTHB7r45d9o6QKHhfljzJkLnFjYSvPyY8x0V5INjOmxXrTaNbT/VZC0hFlpBBU4oQBeSSoss5I0SZhdazA6g742fIWzs5NsH9ukHJ/xJ5Ta5gbqHNZ9nEyyueU086ck+Oy3CG6VImJ9jb67SLlhs2u/DEOWX3MeHnWuEssNDJsS0/zI2sNoSPZYTVaUvWBjuhTLu0yRCI5x54n0BautHCxyMukln/c7+FwpYexYjuWisgon7M7HmU69Bk0FDExV2Qf5aA1SK+xymrkMmCukDdqnLS72J15HInmkexa+owMnS1fipiMlDjCQyKxRaql9n2OVcYWLu0y4huVzUz7BXalJrCFwZHA4+LcEdqbqtZ5o0Ytsn+l9d5Rq5c7sttY3wwzYoLWotajkjnkCINetUSkNXlpkZdj9Bs2gY7oVCHfryRlTelMUNOK3dnHcETAlF/gRL6XbZaPr+tkRAolJTvt5WaVyKVHhwTUUQh25Y+xwZ5tmQMpNNc/k4tH/zvPQQDP1VpPCSG6gZ8JIZ5ibqy11uKfsRtqLiafh8SbU2eekJZbv2GGseIg5QGTtiP11r4vKyOuW38/Z5gWbT0lTBHhb64z3LPMsbEehlcjxk91MLAaIxoBqurzYCNmmxXiCosba23sTi1QjiPq632u6/klXarMsW3dvCh9jD+feBlfye2iYNcpT+T4jnkuQmtnDAAAIABJREFUCxNtIDSb60v8uNrBLmearDRaCck99S04IuBN+XGOBFXOMNMcbNSZjTJs2DqFQvPGnrsIUFwxlCEGfmvzA3Qpm09OXc5UKUe1btPwTD4bXUrG9Hl0po+UHbA6n+Wr8YWs1FJ4dYtH3D78hsGBbD/5aoBVVHyrPMpZzik6pE+nUjzcSDEd9HBpaoKvrZ7L29sfYj6qUo01y7HFiBGwzp7jkswh7suuJ6s8XpB5jGOBpF9JirGHKSR/PXUV87UsGcunHprkLY+pcp5yzWa2nmVstZ3UnOQeL2YpynKWPU+koRib7PPWkJY+W+wZ2pulv++VzuTa3AEmwxSvyO/naNDBcmQCNUYMi/eevKQZ5kmmynmiWOBaAWmzQZtToxLYOCpgvpbFmZP8pNZDoA282GyJ6UwHiSZlu1HhmNeLrw22pia5r7yOF+QfwRIR40E7u1InaZeQlTa2MHnF8SswZMwjs3040wbfLa/Dj01elDlIQ0t+XDmTfnOVAWOFqbCrxU/56viFdLvllvWeRANfeAaXjyD6V8Cz//9s/58WCK31VPNxXgjxfRKH4TkhRJ/WeqZpFvrP2nq1OlGLYO4JX9KxfYO4M4LOB1fxetMt8ZgTQY7PH7iYiy84wspUntoWm+x9Kaa7+xm9cIpKYYDekXm8fDc5yyR2LTYYAXd77QBckVpEouhTNoV9Np8YuZzthWl+tvdMNl46hz1U4bqhPayxFnjPyrW8ds1evivPRQmNTllc4c4BinIcshBVONdOsd48iEJQjDXrjETLYauVYpMO+L37hlhYm+Jj41dyRm6em45s5bpd9/KV/Rfymuft5R0Dt3F/2zpO1TtY8DK8of8eelWRL1mXMJJa4tbUJl47dD+Ha73M+TmGU8ssNLKclR3nB+nLCXIGL88cxRUmSiSmuxfaEb41Q0q4vLltP46wcIWkWynWknhB/mJ1EzP1HCcXOzDNkPHhdt7fdTenQoO1ZjLZf3/gVh7zBug3E9OaYXOZvfW1HKt181ud93JbfivfOH4xO+0IKGLgtlCG680xJBK3maxUQvLb+UfokC49SnP93HM5VWvn/QM3MdxcaH938M7WDuLh+gjlyPknO4iCrHG00ct/63k516QX8XSy+CQitKsEqSVirbGFwbIzhQLalc159hTDhkuMZqc9yadWziKvauxyjxNoze8P3JqY99q7uGHhbF6ZOYYUgrxMqkOvzx/AFhJHGHh6kljrJDcxAmvMxZY4jULz3Wd8Df073UEIIdKA1FqXm8+vBD5Mosr3euCjzccfPtPPPi3zjtZNc5ZkED1tElZMluI00pNUYxvD05hVQdb0KStwzYBVgwRrLxNH6aUwQ6ANMq7XUnOWDc1SLc2ym0aVJVN+IZGJM5PMuWsFdBllMlYjiS2FjSssKrFPTcNqbLFWKPLSQSIYD2u0yUT4ZZMOUEJiVAWeNlmqpamnLUIv8Y4UZYPV2KJbVeg0ypQtBz9WdKkSXaredJSqkrF8eo1VFs0sfmzSaVaIkIngjUjEXk4fPyRqQY5Pw5wzwqQcN1qu3nazzOnHBnOVDH7dJAwUM14ehaCqTQJdJwZ6VZVls0ivUcQSEV2qSpdRZsVM0yVrdBoVtKkxUM0SY5AY9wjVwolEOqaifUytyEuLkIhIa2a8PEU/CQt8HVCKXbpUiXbpESBpNyrYMhn/LqNEj6ojRUxBNlg1Sq3jZsQT4LrTsGsELbMeSMx82lWSoA51gCkUy2GaWmyxGjuUY4dRY5m0jGkza2DELd/OoCkEk5dW6zwNFLHQSESzbxXS8pnhH063/xNwEP9qLoYQYhT4fvOlAXxLa/1nQogO4HvAMHCKpMy5/C991si2rG679EN0feZeAH4ytZ/1N76VD1x8Iz+4cAMA0WqRbfskH+r5JX84cym3n9pAvWxz8PmfQQnBNVe/ATm9gO7rRM4uEa8WwTQ59LFNvOX8O1kJXW78nxcSnVkhWEhx/zUfoxhrpqIMO60G36/28Y3ffD5hwQElMFbqRBkbVWuK6R4ZY+x9Z8HWMh3ZKrYRMv7AAJnxpFohrlxidazAhq1TnLxvCKMqeOztn+atkxfy7u7bmIsyPMf2eN3JF/HZNT/kbWPXUPzgECKIEw3OWBOlTLQSqFqAVhLphcSu2USFamJDIqIYbUjUIycQtsXk6zZSHYqJ3QiVCTGOO5gVQXUkovN+ycJFIUiNWjVQvqDRE/DF3V+mV1VYaygCIh7wM/ze/b/NxWuPc9/0CAC9H7eRQYyWTaKTEq2+xikD0YgxFssce2MPVlFQG4wS+X5f4E4JYhO8Tk2Y1iAgf1iwui0mNa34zJs/Ta+q8r6xl3PgwBquvnA/j79nW6umJoI4uXpksshrJVrVLBFqjPkSMy/oTQhsHjRyyfucpQR1G6YFVlGjfI3XLknPRpTWJotJrOAv3/R3LIUZbl7aToxg6foRtBAoL0St1Jh5fjdGTbO6EdDQdgi8dkGYBrMCRi1RGO96qIY2xBNkOODnP7/+aXMm0hv69JaP/87T+VceeNFH/uOStezhIX3hprdj3roPIBGqvfs5IDXrvtdIUIP3PMRPpvbz6dW1vC5/iEseeCMf2noDnxm/jK5UhXuPr2Xgf5pMvCSm/xaDwv3TxPk0X7jhCxSkwXIcMhZm2GRWmY0U7z3+Sv5ozY1sNEv81cIlvKPzTi6/4b1s2TZOu13lroc3Mbp+lhPj3UkO4iOr/NHNf88WM4nRazpiNlI85vdhioiLUzOsxsk2cyFK4WmTby+dz+cG7+W2umK7VeJntWFenVngTxZ28Mdd+3nL+OWcKHZS8my8usVZQ5PkTY/7ZobJOj4zcwU2Dc+yUM1Q9SxyrketYdKTraDel8PvTPGeT36LDeYiaZkUP6cjm+UoQ79R5K7aBi52j5IVIcuxRYSgSyY8iUcbHZRiB0tEbDTn6VWQkw4VnWyX/2DqCiaqBQp2nVpo0WFXOVnqYLmW4rzeCQ6tdrNyVy/fevNfsxS79KsyNW0QITjR6MaVfpMunpSjDzX6OMee4ETYzgZziUgLzjCdFsntupMvJGv4BFoyXm4niCVZyydj+nTYVcqBQ9poMFPPceLWtfzfr/smaelTje3WcabCJAeRlXUWwlyL8HXM72FbaoJAG2RlnXOsMp6OyUuLYtzgg9MvxFYhe2ZGqD3Uzodf/S2WwwznND1CHvJG6DVWyUmPUuxQjlOYIuRr07voccrY6gmg1Od2fuMZLRCbPv7Gp3WN7H/Rn//HJWspO6JRMDgNc7mu/V7+IX0Obd1lzJlkgQiBPT78Tv4wJ0JBm1vnppXt/O7QnawxFzn05XeRHivSeU+e7IkyulxBhhHvm3gJ/23wBiIE7zzwGl41up/jtS5e2b+Py1IxK5HkPV2JNH33HsHY5FpOGNA9rpk/NkjnclM/oFjmnY++hmtGHkm4FarGJ8Yv5/hkF0Jprj/3Jn62vIU39tzFx8avZKmW5mvbvsJt9SyXpyImQ83z3XF+UO3j3R17uNvL8cCN2zDqIBuQCTQH2zaijcTToWxCe0kz3rEG5YMdQN3KIUOYddoYnh8nVQ94795r2dg/13LWunVmIysVl4uGTnLrQ1s4sTPxBZ31ci1nrbd03MULXZ9ivIojDMDk+tnzuaZtP/fVtmGKiHt+vAPZgAmVOGsdM5LQT/lwb6ENowpdR0Lec+xalqouZ/VMUQstVnyXsZkOlBkx0rXSMrW55/A6Ltt8hEMr3dxx5neItObr5V5+sbqRd/TcxsGfbHyqs1ac4Lji085aEQlVvAFdj4V8cP81T3HW8gODcjEFWmC5jSc5a3lEMy6ZtUUMFdEIDe7c+UVcqXigYWGhuPfGM9EC7FXomoj4wOjLm85ak09y1vITZ62KQ+glzlrOgRQnrKY2CTQj4W887Xmf+EU9u0OMZ8UCYciIyHpioBpI0ILebBmdKXB6l7PF9DgVChwR44UGHWYVT5vMRjkqQ1A46lAZFGTHbVKWhU7ZXNmxl6wUzEaKC/rHWO/MEmhFWvrMhBU6VYqHPZP1ZonKgEx8MawYEdnUhkJC10g0ahybSwaOszN9goJMuBXnd4xhqxBDxHQZJc7OTRCgOCM3Tz1tMRdl2G6VmAw1g0aG+ajKOfY0jzZy9KoK3nr/H/liNBBmTKPli6Hw+gJkXSH9p/piaNchyjmcOzLO2bkJ8qqGK32KXSkWcxkGnRX6R5boMKvkjRopFdCfKrLOWeD/Ze/Noy276nrfz5xzdXvt9uzTn1OnTrVJpan0IRDQxBBAhIgNgmBz4QKCF1DU68XruO+C3idD5dqigHSCIqhPRRADAiYRJSRUCEkllaqkKtWcOn27+726Oef7Y+06VQHExMe7N2Nc5hhnjLP32c08e6/1W3P+ft/f53vA9TmVdihKQWxz79Fbqo+wx+nQC+bRCKL90RN9MXwNHfcJvhheU/H8kVMslascKC6zmRWJQwdfZQQqZaLQpiATHGm4ZNcS+8NV+jo32i1Jn5sKJ5lP6oyqhN6+JBdvfVNfDP0EX4xgI3fWqnl9OplPzevhS81ceeCs5fdZGyrlx0ihx0Khyv7hNYwVVN2IkvTZMhHDsk/D+ET7I4S0JKs+MpVcNrPEZj9kfynPr3dmfSaKLapuRLMW0IwLuEpzpD2T+2LIQUPhUz7Xn/5KyqdFgKg4EUnp/Ad1pQcoy00jx/ni1gEwucLun6Ixbi2s81ed3aRacufyft5y+ZdxEdSPWLylFsOPuARLHWy/D8bw4bkbmdqzxXJW5XNHLmVjX5HHN0f45NUfIBByYIcXczzzqR/L8LccjCMoLWkKq4qgqXPqUqfL3x09yOruMpNBE0caPnn8IOliESstn/S73L+yg1tnSnzmscvIIoffe/6dfKK7k+eFc6zqLmOqyLtas7y0fISPt66g+pU8ySpTkJklnstzEF4rzzd4HU284CCT/O/GFQhNrg1pdXDSjHsP7+Po5DjlIKbiRzy2OI7uOByZmKB7ZIhPDUCra60SaaqYqLd4afkIroAxlbd2n856fGT52XzfyEPcsXUAYyXVewNUYjGOQmgwjrs916QS4PQs1dMxf/3YVSQtn8MTk/QinzRV2JUA61pELcHzM6Q0RGfKLO8rs7VSoT1j8K3mk53L+etTV7H7wBpDh9xBviMni2FzP1CjFNbxcvCMFKjEUns85tEHd2ICg4gltpTlycmt3LJPhwanrZAJrFQswbrk0PQgUeEa5ic/y6bxuLu3n57xqN4b5N6cLUtxMeHhB2dxepJP7y7lFfZTRc7WRhEFje0pVD8nog8/LNCe8+8IDOeHMd8JEP/mWGtWuOixePv2G87egmw4fOD2W5ndHSO0RZ6d5weKHd6xfiU/U3+Q38ocfu2ST/Liw69irNhh/Qd7yGyYpZckaHeIei9C10p84pL34wpJw2xxxc3vZp9rWdmZ8dKHXs0vX/QZrvSW+W+Lz+etk//A2e+zPPvgUUb8Dp984CoO7jvDkbOTCAHVh4f51HPefV4sZWLeUP8XHh14J1znd2hP5RLln7jxyxgr+MlTL+Iv9nyOv+1Oco2/yLtas7x56AxvWbqZd07cy9xr6jzWGmOzH9KOfJ41fZq61+XOxf3Ugz4nV0a4dnaO5W6FVuQzFPbpJh47S016D04QjQR85AXvY4/TIRAChWB5NzSNz6jqc8+BWa4P5qhJ2ND5gTisLA0jeCCeoqGLeCLjmmCOP939WXzh8oryAtpafuW1Dc706tS9Hq00YMTvcKI9ynqvyC3jJ3m4McXcP+/k9mf+Jg3jMa4S2oOa/plsiECk1FXen6GwnL2yxqXeBifTCg3jsKwFb66d5CVXPcwOp8AXX/0AJRWjkZxoj5IZScWLKDsx436LVlagoBLO9od48PMH+MMXf5Cy7BNZl7KM8DAs6CoAZRmxllWIrMuoanE6HeWAv0hqFYFICQSMqoSfqp2gaRLWX1PClxl3Le9n/mvjvP9F72Mtq3ClnzuyPXLNBBNOg6JIaVmftgkIRMr7r7uJmcIWvswwNkfsHX7Xkz/uc2jVdwLEvzn8YkJ3ymMQ4/mVqc9wU+kA+/cton4nw1qLBn57cw9vHT7Kh1u7KHgp//3R7+f3L/lzLvESfvAdb6bw2BJ+Y5Tg1DJmdR3ZavOsL7+eX7/6E2gr+S9//0r2XTHPfKPKb17519zgb7CoHd4380WOpZJ9H8s4PXIxp5Rg72pCo7aTXe1cRsvCCrd96i3svWyRncUtRvwOf/m16yic8rAKrn/Bw9xzZhc/dsl9fPj+ZyHaDl/5wd/mbWvP5C3D9/BwUuGl5SO8ZelmfnfyPt62dgWHfuM6VGIIUktBw9HS5RglCDuavjPETFezUNmPTC2VzJI5VQJjWfOGKZ86QXEp4HUf+2my2YhCMWG03OH04+M4TUVwURPurlH8nlVSLWm1Q7Kew8hEi7cf+BTPKywhB0FlTWfc9OCP84MzD/LPG/sA2HzPLCq12zmIU0psz/We4jNQsWF2ocWtO96Cajp4sx3SxCHrOQRnPbRvScdS/Eoe+OWDZbi6RX815I4X/TY1mfHasy/k3vlZfubSO3n4nVds49xUklcxukqwKOGoErk3pxSo1DI71+Jnnf+IccgrM8MakQr8zZw+lpUs/qZAJhCNWorz0NxvsQpkIvjYS38fgI83L8WXKV/6jRtAgNsx7F7t8Mbk9agYokv7WCMoPhwQD1myssFpSZxeXqUZfVAz515wggs4X9h7cuM7W4wnMdKWR+Xk+W7OXzp7G7KjOPv5Wab250pKubLKG4ce5V2N/by5dpJ3G8HvX/bnvP7wjzNTa3DmJzVTfz3J/G2aqc9OUPuKwdRKfO6Z72FSFUitZuIl7+Y6P0ezPe++1/N7V/45e5wmP7t4E/994g4ef5nH5ZefYdjvctcDlzyxinF2lD998Xu42svwRf6xveqWu3kwniaQKS8Km6xM9xlVPq+45RAN4/GG0y/hz/Z8hn+J8pzDx1tX8M6Je3nb2hX8yugRTv3cMKdbw2z1A/qRyzUz81TdPl9e3EU5iJlfqXHp7ByrF1YxYo+JchszN0E8UuCdL/8Il3mrlKWgJFxO7DcsZ2UOelt88uKLeWn5MRSChjFEVjKh4NHU5/6kzOPJOIFI+K7CaT598CMMyQJvqT+CRPKffv67WehVqXl5FWPI73G6XWezG3LdxFkebYwx9y8TfPrW36JhfPa7fbrGElnJI8kERRkz62wRCIMS8M9XzvK8cI7TWe7cvqx9fnfH5+hN5ZL1u95ynKJKMAhOt+ukWlHxI0puzIjfpZUGFFS6XcX47R/9EC6anvWZcnJ47LkqRk32OJsOE1mXvd4qD/Z38qzicRSGrvHZ5SS4CJ4xfJzUao78/EP4MuPupV0sP1jnHS//KG0TcFPhJAa46/p9TLtb1FWHTV2ioUNCGfO+m25istDCPQfIxXLvk4daA9/Yp/h0G0+LAOEud2HlMOmt11J4dIXFX5tkxmr8z9xznk8ZXMuPnRxh7oP7+cxPnIVPD/N7Q89j+q0pycg4H/yTj/Dq/mv4n8/5S9669Uq6EztIKnAsGeLlx7+fOHX4syv+mPc1LqHudJj5VcubX/x6+rMps38Lz/yRy/mZm/+BN9YexxWKD9ce5QXhST46cSWhTPijF99GTcZ8vP1EhuSNhbNoC29bvZGby0f5g4Xn8qbpf2RMdWj+txle9+vP5b6/v5xoX0z1Kz5zr6lz6Deu49TPDfMns1/8pozLY2N3EArN/XumeGG4zuFE0TIBE06bhgnY5XR4wW3/hbiuOeitsqhDjqUhZ5Nhri+cYpfb4PO9XdxSfIyPti5jwmniCs20s8WhaJy33/MSguM+fjOvErz9Is07bv1Lbt88yPWVM6RW8f6ZL223cp8TYM1nHTaNwxVewNJUh18o30bXOtRlxD1R3jo/rDpc4y9igLNZhbm0jic0NxXOcHc0gSsyXv6ZN6J6kh9+7j1cHZ7hY8s38Il9t28fD3NZDyWgLh1coXBQueAKRdMk/MILb2OXszXoXs3pUnUZMRPkW4LUwkEvJww0jOTK6gYr2mXDhAyrLjd+8U0gLNfNzrEVhfzDJZ8mtZr5sX/knZO3cn2wSNfI7e3jC4oniC10rcPF7gbK20Bb+NDev2JMFbdZmADveYrH/ne2GE9htHZ7+KslZGK2OZQX8il7X8edPNuuMTRgT349r7IZeri1mPt6e9hsFdFacnd/D4c7O6g4fUSqc8VmV+V28x2H7ysdAQLWdZdbBqY2M+4mddWhvT/jnv43Z0gCHGuPU1IxC60KXxnay4jTRqSGk80RnD7QcXAiy2OtMVRi8pXDN2FcruiEfa5PagU3Bou4okAgMspOK2/dlr1cT3RZm731BndHs6xlZZpZyEpSQSMpyz73d3cB8FB7BwteTr0669U5G9XzufRBRRapQHUkX+3u4nRrGF9qMiuZrxxmcsC4dIViVXepSYe6lIOEa8jLxg5xqL+Hoow5FecBoqr6jLtNtBUspUMsJdW8NV4YDvd24gqN01GoCB5tjWOsYKFVIbbZtidnWQrK0kOSKzTndZxXVqygJuFlY4e4p7/7vDdnVqGs+ttNU4lVFGVenbnQm7OjA0oqQrddEJYzrSG6cW4juGkUs47DDwx9lbv7M3SNz1JawxWaDX+V1Dp0jU9RxrlxjpXcEs5vP1diie1TM8Gx/O9t5X4y42kVILJAYJV6AofyQj5l/+u4k61eQF13Edp8A6+yrwW1So8zUT23yktzzuJKVKbt+GAMKgEZCURmkZFgVAp6NmHTwJTKOZZS5L6XIsy+KUOy7QYYBOv9EmeCOt2+z5n+MG0vQGSGVuTnVYhIIFPY7IcEqWWrH3xTxuWKLrDTEURklKVDbFM0klCYbTZDPOBd7ixucSoeZT0t0U4DNuIiRRVTUjGL/SpVZ5ylfoW+dnGkpmc8lqNKrnhMcjm7Nbm2YKFfo9EPWPIrGCtY1D51mdEwGUVh2NAC37H4QrGcGYYlzDibfKm9H19mLEQ1AKpun57x0FayklRYj4tIYRlyJpjr5y7YMgEZC9b7RUKnRrfv58lC7RLKjNpAUZlaTc9qzmaVbY+QwG0w5Wzxlc6eAePDsJWGlJwYfwCPTa0ikHmwaOuAsopYT0t0tU9RxchIYgW0+wFx5LKi81L5uNpk2mlxX28PPeOxEle2tw+pVfS0R6gSJBaD4MbCWTYHzz03v23y8pMc384dhhDie4HfIyfafMBa++vf5DEvA94+eOsHrbWv/Fav+bQKECq2CK2fwKG8kE/ZibwncCfjyAPbQWj7DbzKaMCqXOlXsJECLViKqmz2Q/qui2ssMrH5iaINMhGE0mU+i1nWJXaoBE1uiqMGDMt/jSEJ0OwHrAQVkshlLSoRm7xNPep7lFKLTAQys7Qjn4KGfuR+U8blQjbEM4MWWCjJgFXdpW1CajIhGlyhIqvwnYwRv8NiXGMzCellHo2owJKbsx3X+iWqbs6R0CY39kmMw1q/lM8ltcjMYk0uj96IikR9j60gd8hazIbY5aywaRyQGWumxITtIYVgTRfJ3IhQZCxFOc9xLcqJW33tkhiH1Cg24pCtOMSRhkWvxnpUwpEGFQtUCq3IZ8MtkkQuDSNZ1SWKNqYm+2ibf6dtkyskizKmpfNtVlmkLMVVPJn7cTaSAgWV4qs8QGgr8AddpN3Mp+UEbCZFeplL6ATIOHdSiiIXHStWdYmFdIhZZ4uy1MzHQ8TayZmTQiOxpFaSGAdPZrgDZ63UwqousZzlq6RznMwnPSzYb1OZUwihgD8EnkcOpTgkhPiUtfaRCx6zH/ivwLOttVuDLuxvOZ5WAaJ2IkFudUiny+c5lBfwKSdfufwE7uSlO5bIvBI6dL+BV1k8pVgZCvjZH/kzFtpV4kzx+vE7ubN4KUNOl08ENxHXBfFYRlp0SMdTPt0d5geKDfa68Pe9Ct8TtGjokDlRp/iIz+u++xsZklOqjUHgyYybK8d4r76JV019iVHV4u2F13DVzBxHhi4mHU+I51yeNX2ao6XLuWZm/psyLve5WyxlfUKpuCfSXO8XqKseDeNRlwlt6zCjDHP3TXNybIxP3vIHLA6s7RfTIa4LT1IRMfeU93Bj+DifCQ8y4rQJZMqoanEyGeM3xseI2h5GCayCaEzzw1P38wX/Eq6tzpFaxYvCJpICYyq/nE8qQ2wdVnWPm4OQ2Fo+sPEcXjv+RUIZczyZQGGoqw7TTovUShZ0lbPJMK7Q3Fg4yaHyTgKZ8ktjs6i+5IU7TnBN6Qwf5xlc4oVc5MYoIWkaicEwJAuMKMmkWiJFowbErV9deQ4/PX4HHgZXGNZ0kVDGFEW2vdQPBwGibVxqMmFZhzRMSE32uHtyD0JYDk4v0YgLPLcQ0w9Os6YNf7z1DN44eieRVTyejhKIlAPeGj3j0LUuZZmQt74JJpXHLicmtjkkJkXzM0/xmP82bjGeAZyw1p4EEEL8OTm86ZELHvM64A/PISCttf92p/W3a3bfjuEvt3M2pWS7ASZckvgNi7/cpuJGrCgoeTEtBRU3YlOWQQiOxZMwX+D+/m7cLUl53hB18o67gpsihGVCxYwMOgQRAuMArsFKiXA1X+nu4dbwy1RFga/1dnGldx9LaY2mDikuGsZVn1GnRdMt0DceE6rDhAKNYcTtMKpalNyYCdVkVPWxKlfuWQeEa7BKUPe6GCWoujncZEUnrOgCC9kQ+9wtXKE4mYWMqj4PRDu52D1Ow4Rs6hI4m2zoIjW5RWleEEUeE0pjbAtXZCRWMaG6lIVl1GkzpfT2/xuIlAmnTdsU8rk4uRDJqlyxOOE0qLoRI06b1OZGMVu6R0n69GxCVRZY1wlns5BJR7KUJRxan+U/Dn+JstS0nQYAw7LHuMo7IRPaRI6HKzImFEw4TQIF3jN9AAAgAElEQVSZYl2LSS1Dbo9Rp0XZiy7gPcKm1qQI6rJPKFxC6dExEb5w2TIRX93Yyc+NfnGAyRNI8o7K8qCLM7IpoVR59UYk1KQD9HCFZljGKMcgpKHi9clsjswriYBH0pRDW7O8sX6I1Gq6tomHZlxJeiKlZ9Pc5wOBxtCzJofxCO/ffcx/G6sY0zxxfzMP3PB1j7kIQAjxJfJtyNuttZ/9Vi/6tAoQG9cOM/zVnA9xDjN3IX7u9JL3BKzc15am2RV3kVH6DTi6pdGQ0liXP117NvNLdWwmeO/UjRxuTlNyY0Sc4m9BFro4vQS54vPLt3yZ2BqOJH3eMPRVQuFxWWGenc4m73329/D+zW+OiAP47OKlnK0P8fDSJB/0vpu610X1Uu5d2onXgGTFx2tZ7lzcT9jRfHlxF8fG7vgGhN3JLOTZgSS2Hq+pzhFbSSBSrvRyQ5byYG8tnr/B9aNLvGfzejbSIt3MZyMu8lB5hlAlHG1PcLi8zKHNWWpeH0dqam4/z0Gsevhb4Lbzdnp/TfHnqzfw8NoES/0KmZEcDM5ypSdZ0X3KUnEk6Q/mKnkgjjnohfzm/r/iQxvPpqDS7RxE2YkY8/Igs5aUWR1sKx4uL3CsO44rDN6aQkWCLyxdzPHyGA8tTrE+22dFu/hCM+M4FIS3bcrz5X6BQHh0jc8Br8+v7fsb3r1x4xNyEAWVbucdtJXfMgdhVgOsgK+6MySxywOzMQu6ygG3wzt2fYL3bl1LZNztHMQO/7wHZygTXKExCH5q6Ks8EMfbOYi2KTyl4/0p9mKMCCHuu+D2+wbQpacyHGA/ORJyB/BFIcRBa23jWz3haTPKZ2NEq4udLGOFQALryxXCjqB8NiLzE6wq4QcpxikQ+mkuz5WSxczh8OYU6+MJ/a5PsOTSMSWm9jRw/AztSHYF6yzFVepul5YcxXhgvPwkMb5hMbMMK6hKzXzmcpXv0TM+kXUpLDrs9DfYSItkVmGsYKe/uZ2xrxd6TPlNCn7KbGGDIafL15SkHMS03fz1jSOpB336zhDlICYUmtTmCUkshFIxqvrE1sMXLuu6S1UGKM4xD/MSXl06bC1XOCottwwdI5ApTZUb60z7W5RlxFYQclGwzFyhTtXtE8qEITdnYRjPYlwwgxWE8WAsaFP064wGHVKjqMsIiUNRSELhUZd9fJHrSeoqxeBwJJ5m2m8Qyniw6tBUnR7jThODxBcZjsjhsLP+Ok1dIJBp3nxlYCjoM11ocDQYJxCSEZWigJIM0dbgCkVIvipxhaEscxOkz8Y72Bvkq2NXZJRUiUCklAc+J5FxKcoYKQxtXaCs+pRURDMLqTsdjJd7hBaDJFfJypSENg3jcTars9NbxyC3TXH2+Kt0B8dBXsXQaCsYkgFd2QdauMJQFMlTO+AtF3R6/Ztj/d/o5lwAZi64vWNw34VjHrjXWpsCp4QQj5EHjEP/2os+rQJEc7fP6FoJFenttde+3Suc3thBc7fP5qpkZ9fQXS1S6xoWViuMZauIOKWuUm6bPsykKlCrdWnus+wa3+SfVvaTrQeITHD76kFObdXx3YyRJMVrWrJQoiKNv+mzz/X5WmJYzHI0XY5pH8MVGf09MbevHXwCIu5z3iVUvAhjBY+tjNJOfBqrZb5QOEDJi5FRxtJKjXrL4m8qvI7m5MoIM13N/EqN+/dMbSPsSjLgnkjzQLST11TnWNddRlSRx9MOy3qEUGzSNi4Ky6MGLtq7xI0jJ/n02hW0k4B+5tKJPRZ6VQKVcrY1xHyvxonNEUIvRUlDyU3Yigr4mwq3ZfE6ubrQa0juWdnF6lqFXuxhgX8e2ocXPsaCLjGhujySTHADy4yoAnf3Z3hhcZHvCh/nLSd/BE9q1vs5F7PoJpQHn0kzKdCKApQ0LEQ1zrZrKGHxmgIVw2PLuXS7sVrmkTTgbDpMKGOuYZWyVDSNZlO73NG9hKrq0dQhN4bHuTk8zn8+/cN4MkMKSysJCFSGN0hSZoP+E4AocwmdhEZSoJ+5FJwUb1OBgDW/ArHi7miWM/EIN5WOcp2/zM/PvYREOzTiAkoaHi5MkZnzSUo5qMFfG3yaB+JZFgfl0GYWAqee0jH/bdxiHAL2CyF2kweGHwW+vkLxt8ArgD8WQoyQbzlOfqsXfVoFiMpcgmh1SXeUERZc4MTxSYqbgspcTGV2jW51ivGd60TVUfbNLmI9DxN6tI3ioyeewYuveoittTKFkx5za5O89Xs/xR/0biJNHd4wfRdfrFxM1elzV+FaohFBNKHJSi7RRMZXYsF1PlzubnI48bjeF8iB+i487vP677qL+2p7mI+GWInK/Pjkl5lwmhgr+VP3Rm6snuAj5lm8cuYrTDgN/iB8GQd2LjM3vItoMiVecLh2do6Fyn4unZ3jheE6rigQ25RV3eV6v8DF7nFiK6nKgMfTDnvdEondxBOGGZnTrMaVw/FHpjk9VuePrvsoC9kQDR2ylNS4OjxDWfa5r7aHG4on+Fz5ICNum0BkjDotTsZjvH/+u3F6LsYFqwT9McN/2Pk17ixczMHaIsYKfqR0giFVYpdjUKLIDrWJL3JdxIuLSxSEz/va+3nV9JeoyIjj8QRSGIZVhwmniUZwNh1mMRnClRk3hI9zf20XgUh559htqEjw7F2nOFha4G/VlTzThyu9pUEewsdBUXUkOx2Ych4C2IbQvmvrKv7T9J24IkNh2dAlijLeRr+d67lQ2O3E5LKubmsifm7yR0Fa9u1cpR37vKS4QKNwhtjC7d2LeNPUPxIZl9PpKJ7I2O8tE1n3Ah1EXt26yPWYdRZomzMoIYis5Vef6kH/bQoQ1tpMCPEm4B/I8wsfstYeEUL8KnCftfZTg789XwjxCLmTwS9aO3Ab+lfG0ypAyMSw+JKd1I+eR93LvsR/zjry7iKrnSLFFLa6BSoJrHeKTJoYkRmOJeP0ej6PpmPcduWD3HnselQkON4fp9cNMJngoWgHJ3sjFFWCyEwulOoLZGqQfZdj8RRFcYYEybFkkkCc5YdK87kpSgyPRNM83hvZ9so80t/BmlvBWMl8t8Yxb5KtXoFHexOsu2WENqx1S6iYvGU7geVuBZlaVrslDic5Hl4jaZtwUK0IBwe3ZlmPkNhNLvHC3BxmIPFumQjVl6R9l4eiGdazEs2swHpcIpApJRVxvDdGIFNOdYdpeAWUsKx7Jeb7Q4P2cVAJWGlRkeBEb4y1bokzXp3MSB6qhQzrPhqBwtK1Dh4pCYrUKsoy4Ux/hNi4+DLNBVjknblrbgWNYCmpsRqXcYShLCNO9MZxpEZFAhUJ5rs1PJmx1StwJM3LuIrcAyMQ56sFy7rClV6LNaPQJJyJhgHwZR4ENrMiZRXhD/IO5wIEQNsEVFWf1bRCWweEMkH08xXERjekH3s8mHi0TZXEKk5HI9v5huW4iiMNkXFJrbOdg5DCYKykLI+TWpeWKaOEIbIuT8W8F8S3rcwJYK29Hbj96+777xf8boGfH/w8qfG0ChAAhbUcryYGrjKmqOlFPnVy7UA5sySRg8wsvchD6D5oS1n2Gau3mHE2MVaShZBWNUtRFR0pyAQL8RAbUZGe4+X9HWnevCN0rlM44C8SWYeu9ZhxNyjLlN5gr5kFsBAPsR6Vtr0yl+Pc8Uoj2YoKLEVVon4usImNi9CWbuThp7kwSGaWVuRTyfL7Wyag7LQIz/EWjcemLm0nJEORrxx6JtlmLiohkUKQVTOG6h3mkyE2kyLtzGcrCqm4NQoyYS0qseDW2IiKJNrBkZrUKNbiUj6XdCCUUqASwUq/Qjfy2IiKZEayqUuMyh7RQHTU0z6jTgsl4JFkmCnV4+JwmYe7UxRUynKUt9r1XY90kKNZictsxkUcYZjzhlmOyrlhTpI3UjX6BVacClHfI7WStglwhWZCdQmEJbW55mMtq7Cm2qzpInXZYl9hlbm4PlBoWhppgYIK86QlhtSqbR1ER/s0VchmWqSTeZScBBkLrIBe5JHGDg0T5mpMGXFRYZmj/Sli47AalQfem5rYOMTGwZdZnoNAEhQ1a7rMhi7lSUr91JKUfKeb86kNGWcI62NVziKUgOwp0qKDjDNKYYJxQ4IwwbgBpTDCKgmOxCDZ6oR0rcd6UsTpgdNW7Cxscm8hw2jB3mCNzTCk4sSclFW0D8bP+YI6yJeq+911qsQ8mo7hi+ZAsJPg9GFvsEY385HCoqRhNhgkKZEcKU6yK9zgoXCSnYVNRtwOjzkHqIRd+l4FHeQ8h6GwT+ZUqYQRE06bQOiBjFhRlwk4Ob5TibyGPyNjfOFsBwfIfR9UR9HqFNgbrFJW+dWxoFJ2F9Yoy4iO9tlfWGElrlBz+/gyZdjt4krNw4HFeALtARJ0YNkRNlgOy4wX2piBA3dZGgKb4AoYVx3cQZJ0ymniClhJK+wprG9n9gGqTp8xt4WxglAlFFSKKwwXFZaJTW5gfL9vEVYwHHbZWdzkVFinLpNcSi4Mgcgp5q4gr2q4G4wqiydahFKxklbYG6zhijwfsOUUCWXyxC2GTJEYmrpIVXVZcS6QWhdy8V05jOkpw7RqUpYRkXE5mYxyUZBvKUKZ4ErNbn+NyLjb9ynMQNKumXKalGU/X2Wpf0e58zvNWk9+GN8hLQgK5rzU2viGUhhjfJ8osRS0JYnzq3OUuAiTgMmbnAIv1+aP+W0Oe/nJv5EW0anEppKVtEIjCUmMA8YgUxCpQJj8auoJTc86RNbBFRk9KxhXOe5c+/kJsZUU6CQ+vdhjNS3nc0TQigPWkhJx4rCWlNHkgNle4iKz/PWFhm7iERhLL86pyq4838Xatg4bukhZpqQ25yj0Bp/DhaTmyGYY3xJ4GatpZVtqvRWHrHoVOipgKwlZSmtsxiHGipzahcylzyn5nLJ8BSFScjVm4tJIciXlpi5tqzcDNJsmwBP5XDd1SFG0CGXCepqzFNaTXEmZDtSe2krWkjJbSYgUlsVkiLWkhCsMIs3fs5P4rMf5Z9a2Dm3j4QpNWaQEwmCAxEo2dIme02PD+JRlQigTlpLqN5Q5w0H/xddLrXvG2y5z9pSHTHKpdT9xSWKXhilsrwICkbGSVukZj7WkjCs1oUyIjEtsnCdIrdtG0TABm//eFQTw/4k2879gPK0ChLvSoh5lJEM+GIsCvE1Fv1PFXVmlXrJkXolKuYf2CgyXelglsUoSWZdmMySyLnfN7yPYsFgluaS4xD8X95JlkqvDM3S0z4jb4UtqDF3I6UPGFehinoy81NvAJeGf+sPsCFy+ljiMqj7BhuWKMFcZBirDVyWuKs4x5WxhkBwrT3B5cZHD5SmuKs8xrDp8zbmS8XKH5WAIXTRoX7Gz1GTNG2ai3GaX00GS91ZEVjGjDDWZdyHWpcOjJk9Itkw08P10iGxGVRbwNiX9IODq8DQLaZ2mLrDsVrmqOEdZ5iKsZxVP0MwKDDk9QhUz6rSpOqMcKu4lK0hkkgcIXbBcXFphpV9mX3mNzCj2uxtUpUCRlxtrsk9J5JDXfW6LQAiWkwrXlM5QlhFVp4fCUlU9pt0tEqtYdIdY8vIM/zXhaZQwhDLhn8KcYL2j3ODy8iKnynWmlMYMTIYDobb7ThQCJdaoSkUoEkZUkbWkzK21I0gMntBs6LzMWRysIJJzSUqRf6cVGbGqyzR0kWHV4a/C60BaRkpdWo7PHjfH15/NqqxnJZ5VPIFGcNydwBWaA/4iXePTMz6hjPEGq77djqJqOkyr/HvsOU+tWQt42q8gnhZU64qo2xvEc/nho6u89/dfwsTHc3WobjSfgMD/m1d+zxPQ9np6BHHkcXBdLr2r+wQk/n3P/BBKCF788tfhtCIwkA0XEMmgt+OB48jRYazvwdomjA1z2ccf56++eh2F0y4//vJ/5ANfvBnrG2SQce/Nf8ArfvxN3xRTD6B6KcZTqG6KLrogBM4DJ7AX7UStNrFhgGh10DtGkacWMbMTnLmt+o0Y/XmBeP4GW8sVLtq7xPFHplF9SVbNUB2F8S3epuTYa9/Duu7yoz/x5jxnYywYi3VkjuFPDdaV2//vOZ8QoQ3ORhfRiyDLQEpsGJCNlpFxhvEchLUs3ViifXGKv+KQliyFVUlvRuOP9XAOlelf2eePnvkn/PqrfjJ/v2xgfnshpv7cvADjKWSar/Sc1RZCG/RwGeNKZD/j5MsqFJYFugD9MYOpZIhI4TYlxbNgHYHbtnSnBe957bv5H6/OcfFW5DmkC9W3wtpv+F3oQX+PELjrubjNhDnKbv7WGsGmpfSKRd40eyfv+amXbs8fwDpyG7t/IeJ+/hYfryEINnMtjczgvo/8wpOmT/u7d9jJt735SZ0jZ179S//nUq3Pjb9Zuhq/aRFBsA2qXRjYyv/N0tUkowUKWwHxcIGgVSAZLuArhfBcpv0GBeFxdekMXyns5HCiuMRL6I/7BIMvuDfuo+L8hCk5DrZYQJd8nFaHbCjkmaXH+bvq5cQjiksLCxQmOwiRd5TeGw/nz08MMrUIDWlJYgYBwusoskDiNRVpxclNbXyPaKRAoZ+iKwFOmhGNBBSXAuKRAnFds7fe2CZUnRwbI4o8rh9d4qi03DhyktNjddK+y1C9Q6tTIPAy+kGwrZPojXtIbREGhLY5/Ffk9CftSZy+wTj5HK3K2ZYFY1FKQpLmkvNqSH88wOlpjJdvZeK6pTjao2uLqEpCZAKKU232D6/x0HCJmbFN9jhNehMeiDwBCwOndSUQNp+PHJxkmS9RSe6RUYxDRGaIRgO0L3HbGeloCtbF+BZ3R5daqU+rF9APAlTPQwcWLxT0dmTMqA69MS8XyQFywKs8l+8TNp8HdvC7ILdOMOQA4iwEAVlpsFUdsSAF017Efm+V3riX+8Hq/LnnPr9zVKtzI55OMa6LdXITI3WemvjkxrexWev/r/H0WEEUp+2NlR9Ar+TquPlfvpHCmmXkgQ7RWAAW/NsP8ZrHTvFfP/0KfvF7/47f+cT386YfuJ2P/sb3EdcEl778KMc/eIDxnzzN4l/sYuKudbJ6kb/5i/fyh1sHaWYF3jF+mMfSPEP+Q7/yi7Ru7XHp1DKPfW4vl7/wUU436/zPS/4fZlSH/3DsJ/j5PZ/nQ4vPyRuAfnaYz9z+MeazDovaZzEb4kVhc7t/4EuR4Uov4WPtPfxQ6ThVGXDtb72Z//unP8wvHHoZ187Oce/hfXzkBe/jdR/7ad758o9w0Fvl7mg2byOPa7xh9C4mlOY9m9cz66/z6bUreNPUHTwUzTCfDLE3WGU1rXB1eJrfee0r6Y173P077yW2KZHNWNeanU4BVygeTztMKo8TmWFUZmigLj3WTcJ/nnsJ98/N5FwEZdmza5W/uPjj3B2Ncpm3SmIlw8ryUFJhSrXZNAEzTo97omkeiyZ5Ve0+7ujt4m13/hCPff97kAi2TJ90oFO4sBy7Ziwult1uTvVOrOXVx19BO/b53QN/wQ6nzx29XVwbnKUuNSlwTzRNZFwmnCZjqsOso1kzlrKwPJpWePXnX8ux2/4QX+RGCeeqPF8/tDXkRWRJajUdm1ISLm+cfy4SywvqD7GS1nhp+QiBkHygeZB3H7qZUy/4IB0TEVmNKyQl4W87hV2YC7qrL7nYbREM7pNCUJ9eePIriF077MT/9eTau+Ze+9b/c1cQ1hWI8HyCpzeTIVOH/njh/PIZOOCt4M10uaZwmqSumfXWaM8Iklre8iszaMUBMgMGS+6SDLguPEnX+Ghr2KEGNvVTgosmV7lu6AwPzu7kmbVTHF0bZzmr5miyxGUhHaIVBwhhCaxFW8O4KhCIiGG5jCtK9EyeGNvvppRkkauCM4TCRSLozhj2u+tcPLXC1ZWzHJ0cZ4/TIZuNuGxAglrLyqynJTaTkMWsirEtNtIigUxpJwEL2RDrWYnNpEhZ5QnJhbS+fXWObYovXHzh4pLDXXIXa0XHpkyp3Lsyf5zDuBJcVl6iM+mzUi7hKsMNw6epyoAD3hqTysNgOJEKlrO8v6KhiygsK2mN9bTEovZZyaqIVGy7eldlQGo1vnCIbYYSeft8fTCnnkkYkgFNE3HD8GnWkhI7nD516XFVMM9CVqGrehgrWUlrRDY/NFMUUjTY1CFlGbGQDSFSMbDFy7s+lRBoa4gHXp2uUPRsct6n0/SpSg8XgcFwQ+UkUlgOektMO1ssao9AaNbTMiQ5pKZnNdUBtKZjY0JyS8PUalKrUUKwkE1QlhGBOI+ce+oH/9N7BfH0CBBC5OXKcyPQGNfBeAKne54uVRYZ1WKfmkwg0FRkhA4tuqSJtYMwlkQrMIC1iMFJPSxjiiIhHhzAGRodWMaDNmNuC1VKGXebZJmioYsUZUySOTSzkChzUNIQWEuGxkHlXpcyHXhPprgIwsFKYljGKOGToTGhpigN40GbqupRDmICISgUE8pScCwNaWYh7TTIeQ46zMEjmU9T5dLghg5pZgXamU9bB7TTgKYubC+ZI5ttX0l94ZBaTWxTXBTrRjOucmybwWCwA4Vij8lCi1jnHhaTXhOJoCzyE8pg2TD5fAKRbisVm7pAOw0GcwoRmdi+SvsD/0+A2Ga4SFyhcIXEJQ9Ww8JBIRh3cwqXJwRKCMoi45jJWQopiqYuEBmXQOS8h7KMaJgQjaCh8/eN7DmQSw4LQmh6Nq9cBBh6Jl+NQEbDSMoD/8zIakadNq7IqEmDEn1OpzWKMqadBWAEPZMSWcsQEomgZzRKptveppHVuEgaOqRhCtslXsVT9+gU//sX8N9yPC0CxLkk2rnhFlKM6+d7x8H+GvK6+FixQ13mblyBSNG+RRQzWlGAo6ETexQy8gChLX2bUJUZVVKaBiYdD2Mt2oMdhS1qqkul1Gfa2SKJHZaSGsYK4thhNS3TjT2ksFS1YVPHjKkQXzgoIYhtxpqWBEKzywm2r9za2vwqWsqQ5O8Tyty3QiEYLXcoCZezyTArSYWNuEgjKrCYDpFYxcaAwtSJPZaSGutxia0oL+VtxSHLbhVM/v+ta41LMpiTpG8iGiZjXBXYMHn35bmRWk0o81LizsIm7cwnUClT7haxzbaXyq5QLKRDg89CspnlfRbLcZWNuMjZdJi1JAfP9G1CZDWOVANEXMamMfjCUJd5iVgiWcs0wxI0lil3C40gsRaJpCwFi+kQbVlAI1mOq6RWYqzYXkk0dEhR5nJymQh61hLZLG9eU5qeMWwOjpNQZKxrNzdgUjErusKwyh2+2sZSU13KMqIsHQJruHuA6V+Pi8hYsmkMXeswqcBgWTMOmoyytDSNJrICF81SkgeWQOTUrzxAfMvWhicOy9O+ivG0CBAyMYh2d/u2PV3E34JwMSIZ8rYDxMmsxMOnpnlwRwWz7rOsq5RPS6JWwPRzF1j0hhkrd2j4VZAS40p84XJ/PEZkXX6svEHT9HFRlM4K/nHpYpqjBZonhvjCzssolSKuDk+z09miVr6Rq4pzPFSewhEG65QZGzAaGybbhrfuc1MkHku6x6QKeTAp8Cw/PxGdxwMWb/T5wuB9HlscZ3k3nH58nBP7DdcXTqGRFFXMklvluvAkE6rLQ+UZpv0tFnpVrg7PEMiUiltjd2GNVa/CVcU5DjtXoj2xnXNIraZvIkoyoCAMfZtwsWtpGkN5sD8PpUfPJBzpTvPgxhRrjRKOYyiolBeEd3Iyc9jnxhhjuT6YoygTpp0tNkyRmQHvoejEPLNwip7x+XzxCkoyoEQefAw5H2GnUMhBmbJjYxSCfW6+MgmE4nONy1iLSjyveJRRZXgkLXJN4TTDsk9qB0lS4zLuNhhTbWacFmu6QFXG1FSPjxVvZFIVtt8DQElJdZsuLajLDIPGFwXKokNFFohtRknBRxsX5zzL0hEapsj1wRlCoTlanuJQcQ87nXxLdu61LnYVzoD6VRL5SkwiuK54iv3uGqHI/VAuWAM/ySG+s8V4UsNarD6/PHN6AhVbZJKB8LY/w01dgrbDQjqE6kk2shJO1+J6gsBJc7aByvIMtsyz+anVLKZD9IwHbNA0mkAYnJ5lsxOyXK7gtiULUQ3PybctZZniKU1ZRrm1njSkQqCEpGc0m8ZhTRfRg/0/wLp2qcuMxXSc2FtCInA7ueBoqxOyXimhOw5N4+M0FctZmV1ug7LsU1IxBZVSETFlYQlVku9tVTr4e0RB5vd1VJDrHCR5yW4QHGKb0jAZBZEn0to6o6581nUMJCgEUko6NqWRFNhsF0m7HpmyLPRqpNawocuMqi20hbLMTXDLMiFBURYZFZm3jZelJpQxVtntxF1vYOEnB1sLyJOHbaPxhGBMBmzpHhrLUr9KIyrQtQ5tk7CcjXCRu0pZ5vv7iuzTxQy+i4iyFEQ2oSwNZdnHqvyyey5hmFo9gMec1yH4FxzaJeljyFd1JemzklRwhGa5UGEtq7DfbRIKkQutlN3ekvVsgovaXp2de89z71KWfapSE5zz8/j3iJ6+s4J4EkMIxAUik2gyQyUOxneQ8fkcxIyzyfDuLZ5dOE02nrDfX6Y3KeiPG860hnBiy0Kzih8BmUak+b70hvAEHoZVnTGp8ituNCJ41o7THCgtcWjvLC+sH+ZfTu7l3t5eFrxN1ltFvtrdxVKrktOoUs181qEmHWYdy4xqE1uH+SwlEJZLPB+J5KbCWQqDrsfubC7FffbMKXYEWxyZmMhFVxc1Oeht8fneLu7v7mKxX2WtX+Ke8h5GnTZH2xNsBSFnW0PcV9vD8d4Ya1GJjvbZSvK9ukgNKjE8nnYYUQoXxbgq0LcJbZ0x6ZQ4mvS4xCttn8SxTRmWBSaDJuXZiMMbU4RuygtGH0Fj2etuMSI9lBB8sjvCY9EkY26Lpi5w1m1wuDfDqe4wdwczfK0zi9PJcfTGWCoyQIm8WjCfdfCEYFgW2OHkq5ejSY+L3IDYZtwycoyT/VECoRlRRa7yF7mjexE11SOxiiP9HfS1y7xbp+50mfE22MhKlFWfU/EYqodqSOAAACAASURBVKPomJiuzbMe48pnXUf0rEVbKA68WAFmlOF45nKpm+efVnSfZ5RPUlcdrvTWMd46d/dnCGXMQ+1pREdxKu2gBEyr/LN+POsTCktZKtpGk9p8u3tf72rWvHVCGWMGKVNYfGrH/lNPW/wvHU+LACGSFNNsbd8eelDhtQ3uqRWSa2bA5BP9QucyOl8Z4Y93PIvC4z5fvPYAo19LieqKmWsbnPLHmKy0WA1q4Cisq2gby4fXv4tYO7xrxx18NYb/l703D5PkqO8+PxGRV2VVdVVX3z3Tc0mj0YGQEBISFuIQYIwNGIy5jNeAzeLXZl+vje318XrXx+vH69fex2CDjY0PDH59YsyCOfwCFmChixG6Z6S5j56e6Z6+6szKM2L/iOyakTBGYr1+9XqJ56mnu7KyMiKzMiIjfr/vMaX6TBzIuW3PFTy8bY6xuyq8b+pWmmMRN4bH2Ol0mRgbcHP9MA+MbUcKQ+GOU5eKQ5lkMW+xnDV4Q/0Iu50AgM9Eda7zz/Ph9rN5+/h91ITL5Fckt79oL59/4Ermd64zODDO3ZfvhDubfHzfPm6tHgag4czQcJt8W3iMeVXwUH2Zy4JlzkRNbqweJZAZS26TvZUVzmVNnls9yp3ucyg8yZzy6JuMNV2wrn32uYaW8svBIeQrSUZdZCNJtrNFzh0re1g53cJpK4xj+MN+lVuvfYzbBpdzQ+U4BYJvC5YYkzE7nU1WdVja+1k48/Mqiwy0z6dq15AZTShcTuYRroBQCOZUSE7Bph6yWgg8odnpeJzMI3wBHzzyXIZDj+eNHaYulvibzvW8ov4gk8pCzMdUTLsImXU6TKkeC07GarFKS1pvj9+vvYia9PHLbEJmCgKhaEg7m8tMwT5XIMtJ/7M8yIyhbzJmVIU/X7oRJTTfPv0oG3mV/9C6i0AIHq0vcUf9EmaURyg9Tud9XGC3Y4VyMgpa5QAK8LzqIXY6EXWp0N8MXOCpCcb8dylPiwHC+C6y2URHFhS1eX1GeMyjfsksKtajNOdLagf4zPOu4h2tu/iLy27g+bXH+PPn3Eo8l5NuTBIMDac3xqlHQJYj0wJXwDsmv0Qoc1YKw7P9Cq6osXqNw3c/+ytcEqzyuy94Pr96yWf4j3d+H5/tPoM5r8PKxhif2byGUxvjCAE7spyVQnOpC5e6q6jKGpmBh9KCQBS8POyRGY93th4gEB49nbJ6c84t4RGOXz/FhDvgE1ratf2LzvO9dWtq83BvO+eGY2zGlZHA7P6NnZyutDi6Mcln61dzYjDBelxlJRljI7FZDZFqnKHmaK6ZVxaSvcORdLRmrUi4wqvxlSTjOb5LZmw0fmhSLnc9bpk9BrPHuHd9B1U35Xtnv0pLFryidoAZZTvAh7qXcWQ4w7TXpZOHzHltDgy2cXowzozb4Z7uHtyODctt6JQdTmVUx+EsJhCaecdnUtlO+5Uk41lehcik/Ni+L3A4nuUy9zw7nJA3N+7lb7rPoqGsa/qj0RzDwqXlDhh3I+bcNhtFlYYacjKexO0oVoohkREURjDvCDq6oFfeJ6EoOFsqTO90Ig6m41znt3ERnMhjfmj7l5lyulzpdlBC8Hc9G5O4Z3MXctPlaK5RDLnMraDR3J9qmjKjKWFFa8tPEQWf6jyXHf76iPfxzcwgvpXFeBLFKAGeO3ovHAtdzRouMjMYYRUwmjK94GVobFpJu+VN4WXkyhK2tMJCi4UFB3V0QWYkMw6jvH3hG3Kt7FraCAojcdzCis86XTwvp+lGBF6GFGCEZEoKamUKMzMFNWlNcrdaHkqP88WAUEhC4YI01EVOZmxq0VMFTQlZIVEIZp0OS944w8Kl0HIkMNv0hlYmzsuYdHu0vQpp4dB0h2gjGHciKBF+U9JyM7bW3zYgmVIYTV1kZEaOztkXLkpIJt0+S0kTT1q6dGEkLWW9KbZATrNOm023WqYEC9suZ5y2W2HK6dFyB2gHGtIbCc5u1dGUw1JMVpZ4BcGUTHBFbbTmDqRVAQMXV8Ck06OpIqsj4TSoSIdpz6aHZ902rsgZUzEdt4J2DIEQBMJmGVwcWlIgsTiIqpBkDCmMIBCCadUv+R2GutCjDu2WIi+zbodAZDS8GOMZpmROZGyAUqKYkBENKSy+RVpQmicE4+5g9N0t3YynfvM/9a/8W5anxQAhMo2Jhhfet12cGIKVIclEMAr9LBch6/2QtnYwiSI2Lv6mQLtqJAOmpLlAkJOCyGSlqGjBvIlGwKJgQ7Ac1zntTZB2fZbzJkIaXFEQSKuCbcVBQEkboy4w9E1CZjSZMbhKIQElrOFOiMdAG6aVDXKptsNGaVZTURmr3RrrhaDbC2lrq3foigJHFhaMJTMCkeGUDEIl9QgL4MgCX5afqWSUFi6AxGQjDAJsEZwkVamRiAsIQKMpjOZUPMFaUmW5V8d3c840W/T0MVYLSShSJBKvbJt1w7ZEKF/m+ConkGnpV2Ioyqn1xXW4Qlj8w0VBQyXsPoFwOJO2OD1ssTHmssORrBUugbR1xMYlVCkFcvRbBCLDK9sSyhQEhMId4R584dA3Cd5FqXKFQQlDIBxcofGFBYBlQrOYTtBQAxacLoWRJYszwxF6dO/UpRihJ90nrAIUNkZsae75SJzm32N5WgwQT6S8ykQgckYEo61SIImHliYtMsvglCmoWFDzEtaVoOql9BWWhCTsqD/QPhpJzbfRfolE5LAeV+mHPmIoWcvqeF7OjNtmVnUIyqd31bMdFeVSL5+WkTH0jGBOuDSlfXp2dEpDKja0x26wT+tEUGBNaeYrHbLMdpg8coiNZJuzyaLXItIeqXaYUl1mnR5Nd8i4O6Dmpkw5Xda8GplWTLgDCiRTTq8kRdkZ0ha4aQvnIKUNSNaFZGhSm2kpO3BmrODqelwlSR0KLVnPqrhClilGQ0bBrOqy7tZGvp5Tqsek22MzD5lVXSbdHtplNOOAC4PElm0eMLreLXlhv/WsSi/zcYUdsGLjMOu0acqhNeF1xvFlxqTTZdrpMav6KAxNOaTrBGjPZhoaZbZBCUkN/yJEo0QKi6SsCI8pNUQi0NiBpVcEFIiR18Ws6hKKnJY3wLiahrSDydb5tKRjkapC4Ro1QlJOOV22qQ6+uODN+ZTv/G/NIL5xMY5AVILR+2ImJev6JBOBJSKVhJ9ZNWBhepM9Th/qGU0ZMZwxpJMFm3EFmRs6wwA3A7RGFBY/eIm7jsTQ0YZJVbU35ZTh6vGzXBme5VOzEdeEp/jg8LmcSieJtctg6HMynqQzDJBSM10YejqlIQNcpaiXqcWVIscVNjtSGM1OJyMzisRkpDMZUzLh6vGzXBKsMtvqMqEMk7NdZhXsj2dYjFssx2OsDmscT6fp6cpInWkzrnA8mebMcJzVpIYrC9aSKg1nClFoZG5Y0ykzSliEZ4lz6JfZirNFzuWuN3oSbi0FdgYbVJR9YlacjOtqpyzCUWVURBm5z5qcSuy12CiqxMblZDzJcjzGkdS2WyUWLJZR0JCVUR2rhX2aj8vAdlYEK0XOJW5AXydcU11k3I0Iy4613Rny6cECY3JIgeRkPGkVnDyXnq4QG3eUxTgazyJjyaa2CtapMbSkTWH2jJ1FhUKwWggyJPMMOZl7+K5lUvV0wZWVJepyyHYnJzMZt8fbCETGuXgMkUjWdEpmYJdjVbzOFgVNWRAKRWQKBtoQCDgazwIQiAyNnYk85SzG0zxI+bQga01cMWX23PhzND98FwC/duIrfO9n38nNVx9h/UfnwRj0g4/yZ4t3sJjbFf/bH/oBbp4/wfMbjxGIjP/tL9/C9tsSlp4fMHdnQuXAEqYW8upP3M1Lw8Ocysf4s1UrLHswmueWscNc6a0wrxRfjhssOG3e8P6fZHBJhvA0lUM+0UJOsOyAgD1/usglH13mBWOHqMshPV3h7v4lHOjMIYXh9bP7OZbMcIm/wpfal5Noh7fN3M4+t0NHKy53fc4XET0jOJJNMCEHfN8/vQP6jvXtTAXZTIZwNfK8h/asEnY8l5Uaklb1SmZQVDVXvGeDYjyk8X8tcVX9HA3HGsMcGGyjndpU5h0re7hl9hiTbp9T8QSFEewMNvj5yUN8NUmZUSkaqxL1cDrLld4KDydzFAh+9u7XYiIHPA25QPgF9F3kUKCnUui6tB6QvOBH7+Fc3GBPdY2NrEphBCd7E/hOTtOzcvW+yjnem+C68UUe6mzj9/Z8hJZ0WClyfn/9Fn6wdQffeduPIZS2HWbggLaGPjga6RfoXCKUwUQOE/cqxt90holgQDcNqLkJVSflzMCiYBvekM0kZJi5NPyY8/0aC802aaGYDAb87o7PsFYUrBYVzhd1fvyuNyKkgfM+jSOC+TecZC2qcs3kEkoYHlqfZzrs0fBiOqmFu7uy4NFD2xFhbr9rAAEn3/yfnjxZa2HBbHvXTzypPnLiXU+eRv6vWZ4WM4goc/H6F9bQBQKU4YHlbezoRwht0MDBtM71fsTxHBqVGI1AG8ms26F2GtzNIbVFH6+dYFIrTnrbxuW8ODzMgtNl//ICl4SrtLOQxXSCV1f7rBUDnuGtUxWS2pIGXLQDtSWDzByCjZLGHCfcvnQJE+6A3f55Jpw+920scOLMFEJp9KzkUH+G59ce49xwjJV+jdn5Po+kE3xHmHAis5JtDyTzvLRyjvvSOsER37pspyAzQ9zzMA74m6BdcLsGJ3KRiVWk0p6w3qQViYhilJLcd3qB/pzPXKXLjsoGD67Ps9GrUt8Zs3K6BbPHWEqarCVV1uMqFZXx1STl2b7HZpGPYOPvXbucZjPieDqFwhAcCVCJ9c4QBWjHxoVkCmk7wB1AdSXnvo0F1gchvsoZ5FbT8uS5CZRbsHNqk5lKj0Q7HDo5x1zYZTOuMKN8MlPwj9FlrKU1IuMQHvEwCjDgxPavcUAr+1cUlsItM6gu55w63+K0HCfPFBPjfZLModepgBG4lYy07SNyycbEkOJsyKk9AkcVnGk30QuGSaVYKpR1+zocWJBdG6rLBY8uzqIzxUq1R24kS6cmON+o0ajFdPoB2dBFeZrqCQftOhh5gVb+VMu3lhhPoox5MXFTsmV9+gzXCoC8bOejPJZtG+03MB6+yDiSjhPnDo+2Z/jp6c9TlwKvbxBpjjcwiDiHooA8Zz2u2uBmUaPfrfDYYIbDm9P81Oxn6Wu7Tm5Kh1O5wR0YvI6x4iQDjd+ReP3yF8xzeoOA08MWGsGZdIKVbh26DkbBff2dnOy0uKd+KSfWJkiGLrsdxYE0oKPbVKVgWlVpF1WkEBxLZ/A7oOJSPDc31ivTsY5X2gGvbw1utpy4C6+Uiktte0gzip7LSr1GUjj0cp/Vdo1s4PHQ+jxOW3Hv+g48WbDcq5OkDo7QzEylbBY54yUQ6Fze53xcZzlvcDSyfq5eB2RqrPiLtrqdTmxs3QicocGJCpa7NaJuwOFgin7sk6QOZtMj8wynGGetUkUIg+g5PLY5zcr5Bp2rUhrSI9Euj27MsDjRwuuWGg6AE9snslGMronQ5QCRGpxhQb4RYDyNSCVrum61HzYtKCtNJKrrIDPIqeB3Jd01yycRjmFgNL1CciSZpUDauoW97k5UYLoeKpIcbU5iDDhthwzYyBW67yJjiXbsvaI9my37ZgeIb2UxnkQpjOTiOE9ichCGdhbaaH25DHJLh6mqTFBSU3VTYiOpYi6kNiWPA8UrYTMBVZkgS95Bxc3oGbcUYd1atxYYaVOuWm0Jn9i/piSTSWmny6FM8WWGqwpQYJShphILz1YxrpuTZ4qMooy+OyTGph49kaNKWXetQCow2gqHGFV6ZUou/K8ERlqDGy7ajpT22iiDq2y7ApXhOJpcGUI3wziGqpsihcF3cwotqTgZmscHFwMhy+xERkXZiLxth20TiK9tl7QvpTTS0XiqwHdzS3RzjG2XW5RpYkNbGQInR7kaX8gykKgJnJxQJKNjwgWxly1zYaPK30AyEoYxytZhlEE5dmminXKq79jtphAYR6OVRLg2QyGEwROCQGiqMqFAjs7FbB1fGYxj8N0MraU9H8eglEY71mPVOGZ0fYyw7f3/5QAhhPgT4BXAeWPMM8ptLeCvgV3ASeD1pZ24AH4b+E4gAt5qjLnvG9XRS3wqGxdGiP1JAwrBF4/u5bLacCT3dbm3yaYW3OgnhG7GrZOH+GT/aq4MlujtkIydDOntkITLId6KD2GFF00d4AoXNAOu27HIq1r3cyic5xOd63jG5FcJpcuhrOAqN6S3XdHfpTGeAamI5gzZmhU4bQUB1y8s8u3NR1hwNghFzuL2Fnd6u3Gl5lWN+6mphJfVDnJ6R4tzcYN7kxr73PNQIiVO5hHXBadZLXJuqZzkly4rUH2rDakSQTxdYFyDv6rQnnW8Gk5r6yOR2hiEyKyG5GwYoBshe3ad58aJk8x5HebdTeuTGTV52dRB/rBf5Xtnv0phJGeaLdazKtfVTllBXCE4l/cJhGRchbygeYjr/GWChlWD/vhl1yGHEuMaRC4wnkENJDKBdCLH6SrcyOWF249ydtjgea2jdPKQzTzkvnCBipNxRXOZabeHEpqP6Wv47vkHebi+nYasEOmUq4NFknmX6/w23b0FRlm1azWQZQxCW3tAX9s2KIMcSryex6V7z+DKgijz2FHfINUOixM2BjEeDDnXHSPNFbuaXU7WJ7hu4QyeLOjnPuMyYEIK3MoiCviFfTkI8NYVQjss7F5mmLm8bPujaCP4DFcyU+8xXemxEo3RTX18VbAYzaIr+olJuCddhPn3scT4U+B9wIcv2vazwD8aY35dCPGz5fufAV6O9frbi3UWfj9f6zD8NUUNJJUzg9Fg+pMPv47gjEewBsm8Am1wD9jo9PcfeT2/e8lfc2xpiit3LvEjn3sLsp4x94JluqencZ+3Tme1xdRSjXy8ys9MHOHRNKejff5w1ycJhMON/sPc8KmfIHmOw831I/wfB17Jr1z19wxvGvDOq29n3t3kV2a+izdc+iCfWbwCKUB/qs4Hdn60NJWFDa35tdl7WC1dpgMhedbEIxzNJD8z9WUUghu//CPc87z38/PLN3Jr4yAfWr6ZP9v9D7zgwe/nk1d/iF97yd/w1cEulobWv+K18/cx67T5q/M3Mh30uHtlF2/ZcT9Ho2lWhmNsD9tspCH7aivc8Xc3MJwJ+Ni+P6AhAyQ2o/Cy8AtkRlNguPXax2jJgpby6eljuMICtD4/nOW9a5dzPq7jq5wXNA/x1rHzdLTixZUIjebdL/kLDsVzzLgd2kXIvLvJA4OdnIwmeO3UV7mzdykfVzfym3N3EulsJBTjCkl7ygKJJBAb+8R+c+N+mtJhpfYIH+7uoqcrvL1xnKvdR4iN4T+95OMjoNQDg50k+gJQaouLMaZijiQz/IF+KR/Z+5eEQlg8Som76Gj7kAmEYKCNnV1KzcYelxmVERmLb/ineIzCSK72Ija04t0v+QsCkfHXa8/hS40rueOKP2NDK+aVQQrBD7XupCFtHYnRxMbK8v/X+WvY6688Dij1XU+iQz2uPM2zGN9wgDDG/JMQYtcTNn831iEY4EPAF7EDxHcDHy4dfO4WQjSFEHPGmHP/Uh2FC3nDH7HkXrD9GJ859SzyQDD54AWn70lV5Xvm7meHU2F8vI9Es7BnlR31Te46tpv5yLCyWmd+YBAl1PpM3udS10J8H0wrXOfFdLRhftcar2zez16nz8t3Psq3BSvk6wG3re2j5Q8YroXc0djDxuoYCMNU2ubB1ONZXo4rFC3pcTTLeThZwBUFLw/XOJsnzCvJqdzm12/ZfYwxGfDd4/exx+nznZMP4wuX1yw8yLis8OmNqznZnaA9DIiHHp/3r6DhxjyyOkvVb3F+dYwvVPaxOqgxiD2WwzpR6rIyrOMmOU5UcGc8xeXeKnVhCITkeO6wXtS5xN3ktsHlvKJ2gI5OWS0szmFGZVzprdBsRiznDQKZcZ2/TEer0ZMd4FMb17AUNRjzYqLco+lFnO612Igq+OoaDren8NqCQ1nBRlFjj9tloCUZ8Fhq04bbnDau0Lho7kt2cEvlFCfzBi8MT9LTCnDY0JpL3Bqf27iSisoojOB0r0WmJXUvoeYmTPgDepn1/Tg3HMNrS/bH81RlwkBbQx+As9k4BZKmGrCUtUi0y4K3zsHhNq4Pj6PLtedzgzbaGMZkSF2m/Nbytfgq58Hz83gbkjvjedaLGjdXjgFwx/AytrkbTMgB69rGkQKR8YXVfTxWmcORW+bKBjjwjbrUEzrYU9v937p8szGImYs6/TIwU/6/DVi8aL8z5bavGSCEEO8A3gHg1sZxN6IRFvDOc7tw+oL6KayIqrEN3Swivrixj9fVjtIbBFRlwuKJKc63ajSbAwrfJ2wOyYMxTEnWmlI+a8WQDLjcHVCTVSQpZ09Ocs/2S8gqJ7ljZQ+vaXwV0Ui5tnmGGbfLXWN7uKq5zGqvhhAGXIe97pBQ2mBXZgp2OgI4WyL1Kmx3FB0ds9vVZGbIPWd30t+ecE/0DKLgDLdtXs6b6kvcvn4pP946yA1jp/BlwTl/jM2gwrMbp5l0epwbjjEV9IkSj6ubZznltViPq8xUerTTCpfWVznoXYX2JFd555lTF3QgL3UTppRlZd5QOc5M+VkoUsBQESF3DpocT6c4Gk1TURlBI+PFlehx2o43jR3jsDfLjNtlI68y57WpOSln/KaVbMNwe32GPQ7Mqh7jskImrSZEIM4SCEND2iFfIdGcKTUcOjySTnA+r7PTOcN2x6evY57dsPL5BZKak5IUDi1vwLgTMe9tspHXqKmYk/4kR2o7udY/OzLyaUgLgpoqPUaqUjOrumRGMaOG1OWQfW4HjRWqPpp5uEJzqciJTcGNjeMEImV5WOfB+jhX++foaRtkBoiDk0yplFAIZvSQyNkkEAXXNs+wK1iz8aSSzfkHT7Ejiac5m/Opa1w8oZSzhac8DhpjPmCMud4Yc73rV0dgKPtZqSJsofWjGASAFHbaJwSPw75rLb/WysxcgAJLLKgG7Pob/fjvS6ExWpAZ68lgwKoaaYHWNlCalhJ2W8coMGRGUpR1ajRuqRtw8e/ulj4K2siL2iPJjCIvlZO0sXVnRpFrSaZt67QR5FqS6wv75VqNrklq5EhOTglp1bLMVvvEiHkoS6g48DW8ga0jXFxG7SjblBlFpre2ORZ1aaxCVPEELE1hxJZivNWhYAuluQVT1mjkKEAMkGmnPK6tJzMX6k63tpcvMWrj1vlbY1+NBUcVxrY/LTWeslKVSj7hd1FCoNi67g66PKfMyJEvh0ZTIMiM/a4ur19qLr42TtnGp/i8NRfiEN/o9d+rfLMziJWtpYMQYg44X25fAhYu2m97ue1fLGp9QLFxCHHD1cjTKzQ+UKdhcvxP77+gcN2/mneeHufIH1/Om3+gQvWLVd638GKu+O1N8laVt3/wE/zcjW/ip6/8Au8+9CpglqQpuDf1+IUjbyDOHf76GR/kjzuzTDh9Lv9Anz9c/g7inSk7PiZ54+t/mDc+815+fuor1GRAcvUdvKlxP3/sd/FFzt8991YyA3/Vn3qcCvV2J0cDv7r2DF5Sf4R3L72cH9v2eWbVgNnf8fmp//IS7vjkNcR7Yxr3BPzy29tsvH8nP/qu5/OHC3dwZuyhr1HJvjpYpCVjbh+/lNfVjvJwM2SjqDHvbLJR1NjrrvOab3s2ScswoQxHM8G69ljKxrkhOE1dwscHk3xbsMSHupcx67TxhIVPH8ua/OzdryU4EuB1bIbg45ddx7tf8hd8auMabho7RmYU/6G5RGfsKKHwiExKQ1Y4VnuE5SLk5kByrHaAd9zQ5ExuxWW+MLRI2GnVZ96xg9SjqcfpvIUnCl4QnOcfh2MEwuWHP/82ZCQ58eLbeXZ4gg8vfxt/uee/jRSijtXsNL0lLTQ6lB59HeMKxWrtUR64YXtpsAN1aVgtrA3ejLLdPzOwz02QQtDRdklxNpd0tE9DJrzxrncgpOamnSfZSKp88rLPAHBD5SS/JF7JjNJEJuHetIZHwT43ITZWri4U0JBWQepdk7cz51zQ24BySvxUyr/TJcYngLcAv17+/fhF2/8XIcRfYYOTnW8Uf7i4DBZC6ptVRG5Go2a0NwF8Bgsh2bCOSg1rURWZwrloDL+wkOob/CWmLl/j1uph/st8ShuPtJXzWDLPZlQhzxUHs0kOx7M01BC0RiUgYoXMNSZyeFXjfirCwpVfVnuEGeVzWbDMhOrzoT1wMJvkaDzD6WGL1aTGwWSOjdLq/vSwxQFvO+ejOgfjbWy4HWSmWRw0rYNV5KBSw6mohcoMS1GDxGTMqZCWzNnlrCCpsFlEXONJJA5eeJhxVWOiGDIlI+rSmvw2pKC3L6M6FfFwOsZy3qRdhKVGYkpdDjkczzEmY44MZ9h0q7iiYN2tcSqZtG1JSpyDFMih5FA8x1LU4LA3S64lnbGjNKTVQagJn0inzCmPSZXQ14JdTsir5x7kQDpLVSYcT+wqc9Xps67bFEaymE1wLrPOWi3V57FkzhruDiUqEZyIJghlyvmoPqKKu0KN7A594VIYzfnCyhGmOqcqJK+afYiH0+mRe9aWqG5V2PhJatTIZautQ5oyGl2juhqSDy069lzUoBMH9HVMT+fMKsGrp+/nkbTOwHgsphO4oiBlmcwoBtq3KfbSgfxGfzD6riqZoU+5/I8+QAgh/hIbkJwUQpwBfhE7MPyNEOKHgFPA68vdP41NcR7Fpjnf9lQaUzkXI/oRRk2O5oLOiofbt5+FbkJPCepeSltBwxsSC2ugsljUOH++weK+MUTPITwnkIklAVW8jEQYtqkOM26XltO3hjEOGEfbXL+nOZZN82z/PKH0OJaNcZm7RrsIUWgqK2JEUuoXPol2mHc32ab6FAha3oBZp03NS5h3N5l1OhgpaPpDFsvja0fR8iIWFTS9IQ7qcRqX00payR8v+QAAIABJREFUSbRiSFVIlooauxw9MvcNjPXKVGj8FYeBqTJfirEGIkOXBLC6TJl2u+x0Npn2ukw5PQKRMet0iLVbtqXEWCgLaZ5xO4x5MTOuXbuH4vE07q2neE8XzJXanI8M5rlm8hRjImHg+gBMqx7zTs8uz5AWiCRytqk+Z50OgcwwrkHngpYXMeduUvMSlJBUSt3H2OTEJh/J121RymvCLk4eGcxzS3jYBkCFtmxTkRGWjt6ZkSOeR12mNGWOwlCVCU0ZIb3Cmve6MdoIKsIS3M4UGQeG27mpcoq4XDoEIrNGPUYxkDF1keEJTWrsIO4LB1fZWEVonjpp63/4NKcx5k1f56MX/zP7GuCd32xjjCNBKesSVWYutjwtjSMZ5FbANs4dhIZB5qOMBcdURUqlHjOlBphAk1UVec2wUdRIMocsV6zrkE5RQQptVa81UAjroZELtjmbaDSJ0Uw5XXzh2JtKRRQBrBdVOnlINw+IcpeNwk5BAbq5lYPfkqr3RAHGEJVtJheIArpZgNAQ5V6ZFlRUhbYQSSAyKXVpO+isGqCE9aQIZIYrIMB22qxmUGMpGzqgXVRZL2ps5FXWdZW0lI5f1Vaefou27YqCjaI6aou9xgKRWzn5KPfYyKtkxvpK1IT/OLm6ivBAWiCbL1zmfZsCzaS1CwAb1wlERoqy8viFlYVf17590psEkQtkgZX3L6oMc3ckn6+NGSlhb9HFe2VmBQrCst51bc/Lw3pzxjIhLnUxUxRxOZvo6QBthqzrKr2iYmNBmUJI+9tEmUticvoldXy7t8lGERAbt7QhKNhQPQbGI9I+mRziioLMKC4VliQWmQyFIDZP84jjN1GeFkjKraL6KSbNSnSaXY/6awq3Z1D9lDE/ou1A3UsYOjAeRHRFAFKwlDeJVqocTOZw2g6VVYMoBAvuOrUgIc4cFpwuc27bziCkxDhYMpIUCE9z33AXz/EfI5QeB+NtXO0eYSVrEGsXf9Ow4HQ4622SGIdcKxacDeZVSgFMeX22uZs0vJgd7gZTagBKMOEPOOqA8Au04zLp9zmhBON+NBKYWS8Eq7rGnNI0ZIUD6ZCWHHIwnWW72mBgHKLCZ0b12dABTTmkcl4Sl45XW09HgAWnTV3kLLpt9jh95rw2U06XqkyYUj1i447aop1yBuFZKfqmFzHnta3ATZnyDKU30tBYKwasFJKrPI9zeZ8HO9t4xdgD1GVGbFwUhpbqM6+S0p3cdhhXFCyohGV33c50fI0oJFNej/nymgEjAeDzRUxhDHXpUBEe47IyWn5EOuPBzja+v/kVJFYbMhA5ocypl4/juNSllFDS8AWu2KQtI5oyQflWf6PpWw2SUHr4xmG5SLmvt4PX1A+QmaE1AZYZC07GQKdEckhdFrhs6XA41GSAXwYna98SjPn/tuiKg3LU44Rq49kclTjoisNir4mTGM51x/BjWOw1aWiNyAq2OW0md7S5IVgkn0qJ2j7DGc290R7Wu1WKXLE/3sFDgwWaToTICtQQZN9BZjkMHG6tPkpkcvpFxnWVk4yrkBm3wy53jXhCsD/ewQODHSOR2f1ju5l1OxRGcrg/TcOJWOo12D/czZTTQ2SaE90JVAz0XZzYcLQ3hUo1J3utkQiu7xhmTURiHNaKlEtdH19UuJFlfBHikTHldHEFeCKiJjyihYLqfI+7422sZE3r7p00ABiTQx6KFghExoHBNprOOL7MmXR7nIwny7ZYzoORFqj2wGAnp3stak5KphXHao9YvUsdUxHeyAu0IQvO5X0mVYUXTRxm/3A3oUysmKzQNNSQeXeTzCiW8wbnUhuDUEJzf7TTCuH0FSqGx3ozuLJgqdegbxISrXGxnJWtbJHGcDRL8ISmoGC7cnn+xBHujneWzuNb7t4pY8oONLF2CWWCEppeUaGuhqzmY7SLkJbqW8tBaVjsNenHPmfyPhvaZmZeMn6Qe+J5CgQnkmlcUdD2l4m0b8Vstty9jeTV1TZn8j6RsVmhnnb/udv66xfz9E9zPq0GiHjax122GhBbI2tlKiJfrRNP+3SjnGZmiCKfSmZoDyo0iwGi0LRkyhUTy0wqhV9NiaddnOkhx4eTpEMXk0seHc5zJmrSdio2SJmCjAUiN8ihYLuTExtDRyvmVUJiGCkqxZOaw/EcZ6Ima8ManWHAkeEMG3kNgOXBGCf8KXqRz9Fomk23isg1G1HFBgSHApnBWlQlyAwbg5AN7dCSEl8opBCcLyIW85AdjixNeOyTM0Whypw/2KeiPx2xd2KVw/Eca1mNXhawnlSpOgmhTDkxsAHA0wMrE+ernM08ZDkes21JLenLKJAJnIwm2IgqnPGb5FqyXIRMqoSeLkDCSmF9J1yhWClcppXgyuAM/9B5JqFKOTMcB+y6vlcEZEaxmtY5n9RwhKauYk4PWzjCBodVIjgf1Tnm2GvW0wVrhUsoc3yRjhzQejplMW9eUJsSHa70l/in/uUEMkNi2MxDQpXii60YhLKqW0C/CKipmLWsziD3qTpNZGzh852oQhK7rBQey8UYC06bvd4yn+89g8Q4LCdjuEKP0plR4RGq1KatjaRbWWatcEvFspyervB4GNCTKN+aQTz5Ei4OML0BeThV4hTAPDRGdcUQLg6Ynz3Hsdo+9s6dZ7m+k2tmz9L2J9GBy4PpLF++9wo+Pn6Q4niN1iFIxqu86Tn3cGBmjiR3eNv4XXzO28eU0+OP/FeQNiCfzMhDhZ5K+eP2tfzH8QNsdzzeu7mTN4wd5Ghi/Tqbjwl+4HV3c3ewkxPJNGficf6n1l3MO3nppOXwotqjLA/rvHnyLqZkxP7Ks7lh9gR3NcfRUynpWMCtM8e5u/ocrp9d5JlewPliwHKuWS2qvDAImXMkDyQJLZVx53CBV1TPkRnFwXSCeafDRhFyqdvF2V/n4Ykav/Omj3G28GkXIYvZBDdVTlCXBXcGCzyvssiM27FBSpkyq7ocSWf4ytQu0nbAFgkrnch57dRX8dU13Dh2nMw43BxI+toqVCcmHy0rVgqXa3371H334uv41Z3/N3WZcaQ6gUQzoQbMq5QMOJtXOJlN4oqCWyrn2F+ZIBAZn5+4ChVJXjh7hOurJ4hylzkVst2RgD22xip0NWTAt4cZfW07Zk8L3rf0Yn5719+ihGW5rGqHqsipl+pjsTGEJcahrTVNKVkuGKU5Pzp9LUoYnjlzlo0k5Nm+R2EiDmTwO+deym9u/yQZcCRrEIiMfe6Q2Bh6pYWfJ0SJ/ZBc6/sUZliK8nS/3q39zxbBv4Mg5b9l6e+qMdYd2iVGOfUqruwTiRr9XTXWNydxYsNiu0llCEfbk0zmBTItuN5f5hnPPMV3Vk/xKzuGbDoBejrhS/3LOd+uUeSKzw32sb+7m7obI7ICJwLZc1BpDl2X14/dj8bhXN7nFbUDjMsKl/orLLjrvG8f3Da4jIcGC5yNGmzEIbdVr2DG7VAYwYPt7UgMJ9st/rFxFZNOH5FqHmtP4wyArosTGR5pz6MSzaH2NOfm+0yrkAkJuRuTGMO5POVqL0Tj8PLqWSrCpy5T5pWVla+KLoEQDK8ZsjC9wW3RLlbyBp08ZDWtEWmfUCbc39/JQPvc091Dyx3gSM2k22MxbkHXxR2AM7RLDKeruLN3KYfbU8gS/HWsdoBdTjiSrNtaVkwrwZm8z3anxtvm7+CL0T5CmdqlCzDuDphxOmTG4VzWZDlp4MiC2Lg8FFlYutNVqFjwQNv6X5xst2w2p8gJhGBK+aMUZ2JyDmcprtDEBuYVvGXuTv7bYF85g9BsFDVCmRKUgUmNHOlEdnWFMWmXGJ2iQk3FFB2PQsDxzgSDxONM3rfGRyrnbTO387loF5H2RynaRX+F2LijNKedQQi+p3ZmtDxRGAZPFSgF/6ozCCHEd2DJkgr4I2PMr3+d/V4L/C1wgzHm3n/pmE+rAeLca1JUOkl4omuNd4H3Xf+X/HD/LZzbWxDcMcm20xH9u5qMnYo59+UpJrtHUYXFAf7Rno+iEOyeWefbn3mQK4Mlfuzv30rttGUH/kbnFTg9S++9rHOa8cMNgnWFf7ZP64Fxpl7j8LubV/PVzg7+dNdneO/mXs6lDdaDGm986Zf5jS+84nHsy/dNT1vmpwF/VfFwfTeVFcl/PXYLxjVcvrbK5u2zTB3O8TqKxsmE07fvYOdSl9NfnuUn66/k9dP7R+zQP1p/HvvXdvIbe/+WA8k2bgmP8YHeXk4NJ9kXLrOSjRHKlOV0jD+46cPscTrc+ul3ITKbiZCp4HPVZ2KUwekrPlW7xkrTO4AotSUSQeuQFXtxIktxdyOXj6sb8dqC2+szYOAdNzR59dyDPDKYZ97v8GBnGy+aOMyVwRnevfg63jZ/B6+tddnz0TeBtEs1sAIzxtNgQKYSmVp69sfr16EGdmo/+QioTHOU3TwW7iJYF/z8/C0c6sxQ92Kuayyy3Vtno6hxMp7k7pVdVNyMzjDgWdNL/PGOL7PnY2/CSNu7RC5KKnjZ2+zD3X5WWBaoyMTo/9bDEgT0Tk8jc3hH8/Wc647xi1d+kleGXS797PcgtECkwqqHB/Z8tr5PSe++94b7OdydZqVXR0pNkrnALz/5G/5fESUphFDA7wIvxVIc9gshPmGMOfiE/erA/wrc86SO+3SQnBsb225ubn4v+RkLujz6WzdRW5RM3R+Thzbt6f3Dfv7zif18353v4E+e+0He+ukf5j0v+zN+4f1vJWkZ9t1yguU/2U31+8/S/cg8M19aJZ+o8pmPfJBPRTVi4/La6ibDMhX23Pe8i8mXLfGcyVN85Ms38oMv+BIfOf4sfvmqv2fB2eBHDr6Zt++5g79euh4pDM67anzy039OYnI6OqWtJVd44UiUda0YMufUuCPWXO9bF/ArPvxO/uaN7+Enjr6e506e4KOHr+XTN/0eL/ncj/PJl7yXgXHYP9zDyXiSc3GDt8/8E1NqwJ+s38w2v83nVy/nrdvu4HA8x2I8zp7KGmtZjavCJf78f/4uolmPL77n90ZYhaFJqcmgdB236tsaK01fGDNiXP7vKzdx38YC57s1lNK8cPtRfnPuTg5lBXscC58+k8OBdJZZx6Yytzlt9g93cyye5s3jd/PFaB+/c9vLOP5ayz7Y8ubccsB2UGgMfZ2MFK4lkr5O+MWVF7CW1PjP2/+eOeXxUGph0U0ZkxnJ/uFuYuMy63RoqT673DYbRUBdphxIZ/nZz76RR1793pFYL1g7gy0/TQc10soMhLX3q0uP2Fgtjve3r8IVBS8MD9HWFVoqoipyPrj5XP58/00c/s7fp68TatIfsWS37Pe20rESyccGLS73VkZiuQrDZTuWn7Q0XGVuwez+wXc9qT7y6K+96188rhDiucAvGWNeVr7/OQBjzP/5hP3eA3wO+Gngp77RDOL/NRfjX6OIXGPiePTe60hUbHA3h4/zN10t6hRdl9V8DBkLerqC3zZ4HUGgrDenJ4uR8AilA/dy3mQla5YekoW1jG8b1gch5+Ix3I7kbNLEUQWhSAhFjqusR6QrC1xZjGTmI5PRM4INbaHFDgpXKNraBhbXCxu0VELidQTrOrT1JA3Srk9be6iOQ1v7peNVKScvc0KZUJcFFZXZaLm0XqF+KeRihWpy6jIeeXNuydrnFMSmGNWtjSEULqkxo84LkFFwLm6wPgiJugGDXsDZYYNIZ2wUIZEpiHRBXRZUZcKYSKjKhLq0bbK+oaX8/EV3j1XLNo/z3wBKvorGwapBSyFYjsc4F43R1h4ZBeeLOlWRUhc5dZlRVzGhTK0juowJhSGUGaGw18NIM+qw7kVGwQ4KBzXaHgjHivkK127HepkuJda5fF1bpbG6yAkF5TlZxWw7+FiOyxO9Obd+8zEZ2zYLY18XKbA/6XtfP7nXkyhfjyh5oS4hrgMWjDGferLte1osMbQjEcEFVet4zqY204nwcbDrXc4mre1trvbPUbRyFtx1BvOCeEqzOqyhMmPVrTMsEKrQKCG4NjgFQF8XTMgKANGM4PqZJa4bO82Xd1zKzWNHuO3EXo6n1gm8Oww4nkzTjis2Z67tE7ohA0JR0JJDClPhfBHhCsFOx8qiX+ufx8HOLKLtBfOqx7UzS1xeXeah2TlmVIq3s89ed8jdseV1LMVNVuMaR9JZek6bpbhJZhRrwypHktmR8rUrCtbSGg0nspmX3LCphzRkgC9cHKlKWf6UMRlwMo9G7t9bacOGrLCnuoavcg4HU3iq4Hmto/jCYY/bZby8Pl8YBhxPZhi4Pu1S1fpEqbB9pDrByXgSGVvbuy25/a061ooBrpDUhD/SqjhfRMw5Nfo65qbmCU5XWjRlSk2EXOWdZ3+8MPLmPBrPkGiHyPNoq5DYbNiOLIccSayqdd8kVnXKGGrSJ9HpyCcjEIoNnVMYaCnF2dyws7zTOzrluupJxlTMPrdD4nQ4ko0TyIwzyTgkkrViQGQMOxw72J/J+yPwWmRSEmPTsUeSnUisEY82ViHrKZcnP4GfFEJc/LT/gDHmA0/2y0IICfwW8NYnXSNPkwFCFBqTXTAfkbFEZuB2E5KJwCIdgbb2iVOX2CjILQvPGYIaisexOC9e10U6I9I1pNAU5OQU1uMggn7ms5lXMYnF2W8VJTTGCJTQaCMsz19vydNlxKYgM2Y0vQVGPgqWSWmf4DIWRMYZIRSj2KenJVnqMNBfe2dsAYvAgouAf/amu5iJmV00Q5AlT9Keg8QVPM44pyiNczayKoPcox/7+G5OJ7eZioGWZPKfhwtbIxp7bHlRO7fqu7iOLb7lxU7YW0d1haJXBHSyCj1tZxqDEdvSDujq63Q0JXQpLQ9uuYwoMKXnxcWix2bEJnVRQF46dgukKeiUqM+kZIOOvjdi5TJy7B6dpzFooR/nwbnVFrC/08W/35MqT40HvfYNli7fiChZB54BfNEKvzELfEII8ap/aZnxtBgggNEgAKVxTnlHPdE4J4k9etorBwhnFDAM3ZShFAROTjSy3hP4wqGrAzQWn79lwipy6KQV+rk1ztnMq7huQcvpMyEH+G5GQ0WErnXZQnmE0i07I0TG3ux1aWHBkcmoSUlHu6UbkxoZ52wmIUnofI1xzoTq01DWZm9YuLRUnwkZUXdiGk5E1U2ZUH3GnJih69FwrLFMQ0VWD1Ha+MKWFkRicmucU1rehUJ8Q+McbQSbeWiNc7jQ4adVn1Wnz7TqjRCSDTWk7sZMqAHjpfWeL1yKJwwSoXS/xjinKZ3RDGMzDxnkHlLYwS3S5bmrAZlRjDsDfJnRUn2mnZ5FpQJNOWRVRRjHLgO2qOxbPI4t6z1XKHSJLHWFoinTkXFOIBSRtpoXA+MQaZcJNSAUOU13CMpQEy4ZFwbKrdmDKxRSypFxTlNFTKjBRYY9Tz2e96+Y5twP7BVC7MYODG8Evm/rQ2NMB5gc1SvEF3kSMYinxQAhCg1JMnpfWRF4HYPa6MNMZQS7PpLMIhYD7rt2N9664lg6Te1cgUokTW/IqoIxP6bvAFKAtDGI+6NdJNrhleEDnCky6iIlPK85uTyBIzTVM4q7NvZQ8Syhad4ZUvUy5ksikSM0iagikawWCWeLkNVijO3OJjVpl0YPxYpAxHw13sWl7kkqeIRLguPpNCfPTeCrHLMScCofJ1j0OJjOcp1/lhm3M3LW2uZ0mVGaaa/HjNOh7sXMOh1W3TEyo5h2bZ59m7tZiuuKUeAxMTkbWrND2PXxmbzPnAo5nMUjr8y69FgtEk72Jjh5bgKz6ZE4hvvCBdpTeakEdbY0xDWs6zbzJdFrXlkSWq8ImFcpM04H4+nHwbAVglC6I8h0pFPWdIoLzDk11kpW5n1rC3SGAatzVWZVl4eSvdxcOUZLFmTAktNhoD1mnY6ljyuDK3o0JXTNJsazswZXXHDzloiR2A3A/8Pem4fLetV1vp+11jvVW1W7atcez3xOcjKHJIREIIAgSItKNyhqQ4sDrY23HQFtvfbVbrUfHq+3n26593q1rzagrTZOzaBAgwIyqASCCUlITpKT5Jyzz7D32WONb73TWuv+sd6qvQ8EyMljS66d9Tz17L1rV73veqe11u/3+w4zMprmDRYr9e7UlsQi4J7+ITxh6HhDtssG39F8gFgq5v0BBGYaLvXMGIWgVYVdk4F/whHZ7++wX+XEcrJOegrycX9HA4S1thRC/CjwYVyZ8x3W2geEEL8EfM5a+6dPZbtPiwECcA901Yw/UU+eyBy7H3WZYQJLU42xvkM5al9gfIGZCHxYcclJl0IQKwe7VUISCadhaDzwfE3NK9A+NHxn4musdOIgVlQiIgIzFV0RFRahYCQyPNR01oyEYx/WZYZEujDDx0F+fe2SqL4jMunQcSec0IkzDt4VSXFEIIMTiNGISmzGvbSV5NYJxkxmHyUEPpJQmGnCLhCCEk0kdr0yneemIPRKlK8pAgvKUvOKSum5IBJ2ukTX1gm95CiKSoSlsIqCSoTFusQgMBXKmawcdvvlTHLdw+X+V/MKUt9z3qSISl1aoHGKTxrhjh8n3FJgq/PkUI1f/FDJyov0i9vk2pToaZLS4JTNA+mUzgul0Ljw0UwlzKFET5Oak+188T6cuNCuMrp6CgPE3yVQylr7QRyjeu97/+bLfPYlT2abT48BQjoW56TlbYtKBTYMXKhRxX0LXh8WM64K1iibhgP+DumsJJ2HnTRGltDLIkeM1GYatlwVXkRiSExOpyIA5TOCg3NdDte3uW/xGM9qnuee1QOsFB2kMIyygLWyRT+LkMJSr5KUTamAgqbcwVCblvEOeppQ1Lg+XCWuSo3pvGVODTmysMNybYBo53RUQrFYcMTb4Ww5w2oxy8V8hq0s5rxukTNgI28SipJeXnOaCnmbi1mTWOVs5E0u+LNQWRL2TUos/Uon093AicmZkzV2zJj9XngJM3JWRrSDhCMLO5xhFt/XXNdeQwIHvO5UJu5EHnC2mMMgp5T3tbLl9l/WWC3ayFxisJhKM2LyACUmRwlBKHwWq+u6Y8bMyhoGyzWti5zz20SiYEZGHPU3OFu2SeSIHMWFYpZEh2jr/Fdhmy1dZ6CcroOo9juu7PcaMiKzBUVVxZl4pU6Od0Nn7FMxofBJbM6V8QYtNeaot0Xu7XCurBGJkvW8CbmkZxyJa7Jy2NGJo3ULNQ1RfRRr5T7qIieqchHyqTztX3uUwVdsT48BAqZlRHCy7sYXoASi3CVuKSz1RkpT5tjAJax0Dcq6dQODti7xVjKtYgyMpi0TIlFUzL7KqzIULNSGzPoJtlmy5PfIMp/VYhYlLOPMZzVvM0hDlDQ0tGVDOzhvIASBcNTsNe3YhAvKLfU7spziEMq6RWFZqg2oyZwgdDdSOJMRCcNK0WE1b7GZ1dnJnNtX6gWspw08oemnERfyWdazJtuZc8XayWNWgzbCWKS2bBhLhxxfOJGVoXX8iYNewIYWzCt/+uBM8gG+MCzVBmzW6kRBwaI/cErNYncmXCk7rBZtNJKedg/Kat5mPWtwuphnLWshc8HQZGgsLRmhqn1MwopFpaaDhuNyWAyG5aDPoIzcjI1bkd2fzzHyQofAzNuMtU9hVTVAwFbZoGtizuWd6X4nXpx+dW0nid9IlGwYd2v7ZFzQIZ2KTt8zmpYas+D1iWVJDNydHiSWGRezGUQu2NQaX0BDuDLnmsYJ8QjJwBoK65LI5/IOCkMsd8NjV118krf811hO7sm0p8UA4YxpdpdvVjq0mvWkCz30BAzjLrKqIGgKOzW2UdKl15Q0lyiJB0JMKwG+2NVotNIlleQeOJsU1i17Rek0L4VBSYMQFiskkaBywXb78lEEIkdV+5vM0kpIfKtA7FYjPGmQ0kwrEEpAILRTWBIWT5rpvie/K2nwZYknDF4ljjLp46T5uISdjwMiKdwA5o59UnXY1aWUCEJVkhkPISxSuOpEIAQ+ptqKnPYtEGXVL/dy/dB4Ujs3KiHBmkv2MQkr9ja/Cn8M7rxOtqNEMD2mQExWAJpSSPd/3ETgi3LaJypdUt+66oisAht/eh3csbhrKggwTPIDfnUfuaqDne4vEBO8C1X1h+m5C4SpvifxrfPB8Kvv7e33U2rPDBBfvQljweye5MZpRbRtkeMCHdQRxuIBD2QHSR9s8/4rbyI6F3DX+BgzpzVhV3LsBds8HC1xsNXjXNQBT2EChY/gQ72bGOqQX933GR4oHGa/vma48+QVXDzYpPmFkD84cjud1og74pMc9MYstQY8Jz7Fva2DSGEYewssqpjTZcLZcobz5SzfVl/lSt/Vyj86VtwaDPij/k28vnU/LRnQeljwUL6Pv374Sq47ukp6psnZm9vIe5t86uYjvLh2BikMs94yF4I2d9QeZ1nBF5rnORJucj5t89z4MZoyZSWY4+raGhfyWW6NT/Px4A7KUHLMb0wdvTdKzXHfY1FGnMgTjngBn82cw7gSTA1zHx/M8fDpfYiBR1dZ3mNu5rtb93B3dhjDOQpreXG0TkcNOaCGbJmQQ1Uep6lSXlRbJbU+72veii8UNRGwrhM0zsZwotO4Y8Zc1G7FcrVfr0hY8N5zNzFMQ147X+NU0eNTyXW8vP4QbemEhQOhGZmQA94OC2rEQQ+29SZNKVhQff7vxjcSCY+W51Y2Q5MyK2uX5Ajmq4g1swXPCpxy18CUtGTAn29ejxSWwXyNi0WLN87eTSQUDzXP8onm1Rz23DmdYFwm17iwmoa3i9d5bvwo1/hjompi2Jt/edL3/jMDxFdv9ouAUoOrS8xpj2KhjizMVPH6ebXHaT5ri2+b+Tz/6fCLeW78GO+8+pvIFgznhm1UblkdzKAyQBtkaQiFx6vbfwvA0JbcUEmj9Y9IXnjNSW5pnuPXbp7new7cyS99/lv52/Qoa/4Om8M6940Pc2E4gxSW2dKFDQe9kCWVcHMwxBeOeRgIwQujgFDEfNfMfczJmBJN90bDreHQk+5PAAAgAElEQVRZXnLdI1wVr7N2vMn1wRY8u8/L4xX+Jl3mvuQwK+NZNtMGdzUPs+z1eGi0RE/XODtoc3f7KI8mS6ylTTLjsZE3UMIgC4PKLet65JyihMecdPoJOzrhat8BpZ4d1PBFY1pivNKPuHX2LPviPg/tLBJ5Ja/afy9t6fGi2hn2KffQfXQ8w0PZPi54PbZ0gzV/i3uSI6yMO9xVm+O+5JBz2kKS2ZJ9FahIWzMFSs3KGi3pKg4Tgldicr7z0D2sZB0OeX0OezGvqJ/gzvQIbTWisB73JEdIjc9Fv0XHG7Lmb7GlG05jM1tGJk6WLjHFNLzJbMnQOCxNKCTb2hVf55XiXFlyzHMl6aEtePXiPcyolNvCNQoLn8nmqYucE6N9MPJY1yPSPUCplXJIsyrf7uiM1LrE793j6xmYtUtXtpd981/+V/4+29NigBB5CeFuiSq64GF8CB7foLx+eVrheChfYvviDI8XHWSgqYvcuXCXEnFDtXSXhnLP6nbT5DyYXYEvNFd5Z9myY1oyoHHecrK7gBIWtRbyQHIAKe1Unk0ISyydr6WSBiQkRtNDk1qnEXlE5NP9XNQZHak5V9ZYUk4KvnZB8XjZ4aGdRcbaZ+fiDI8XM4zXY06XQbV01vjC4EmHyHPScu53JVzVw5MaT5oq9DAOEgwg3IzbMykKJ8MfCYXGVvwBlyfBQlRhJYYm477eAXbSGhfXWyjfcH/zIBcbX+B02ULSq5zCfHcuZEHdZkTCwau9SgPSFy7EGBqnHj1Rnd7bDHYqqG9gqlB1//AAK8NZHm91OOINOVnM4YvSidBip8c3uRaRKCqPUwf3Rrg8ScZEVMaxPqf7nXi5Vp9zoYxHLCISPeLe0WFm/YQF1Z/qTrpjMljprl0sxJTbIXHgq9SWFHue6Fhm+KKciuU+pfY0HyCeFmSt6MoD9rab3kTtfZ8F4Gcfu483fOwH8Bs5V741c8zOBx7mt1b+iqiydPvOh/4Zr1h+kFAWXBuu8pNv/wEOfDJh9QUxS59NCU6cQ9RjXvKn9/Mv2w+gsfyL06/k9Uuf5tFsmcQE/Ku5+wF4tCi52g+47f/4MYbHDCYwNB/1SPYbog3H/Dvye2do/WHCdy3exX5vh6Yo+M9bL+TOjaP40vDW4+/mE8Pr+I7W3fzW1gtZTVu8cfnjLKsRR7yAxBQMrKFrPJrVjPPSD7wFb6i+xJsz2FBugOwJ0sqbU+YCE1benLHl6v+0jmnF6F/p8dy50yz5ffb7O/x59wZWxy1eOv8Q7zz5fH78mr8E4FzuvDlvrp/l5fVHWVKhE54Rkpas8V/687wkPs2DudN1+KGPvOESb04TGqcElUE+5yjbnS/Ac3/ic6ylMzyvfYqBjpw356bz5rymdZHloI8Shveeu4nvPHQP9w8P8M7DnyKzBZ/LFH+TXMX3te7jee97i2NKWlAjR9AzvjPRtYGdMinlWDJ/t2Dm+50357j0OdTYcd6cgzYArTBlbdAkLz0OtHqc2uhw04ELeNKQlj5/fPyDSATndYIEXvTBt4CwBJseM49B/bWrjPJg6s35obPXsdgYslgbsD5u0ssiIq9k5Qv7nDfnpAnLyht/5kmTteLFQ/bqf/rkyFr3/tpXJmv9j2pPixVE6JXkDUmt+vuQ1wdluXrfOsY0p2VObV0Cak2DNpLzWZtXtj/Pohqicge4khnIoipxGkOvjBmYkq6R9LIaF4pZHh8v8I/abnBwZJ7MzcK5K6+KUjrVo1SgJglqa+kXEVtlA1+UbGO5mM0wSEM8aThbzHEha3OymONM0qGX1VhWo6p+7/gCodWsaUFblqzpEJVIVOqQo6oANZaYouqDYbcPqVOAElYgCkC6YxWlYZCFbOTV8h7BRtqgm9Z4fLzAeBzwSLpMJAtWxh0GRcisn9BpnqawmlaFukxMzsDUGBjFetl0oO3ESdObSmBWaNdXlYmq3wJVGDazBhvjBiu1Dr2ixqgM6I0jUt/jnN9mUEZ4wjBMQ1ayDivD2Sm4CgxnxvMMmu7Bd+a9oFIc3VpXbuvaut+lcPsvHNGuFhSMcx9POqm9/jjCWoE2kiQNKAuPDa9OMfZZG80AOEd2YGgzNnRAYRUykSCrc50b+mnIaBxyOpnDWMFoHNLz3aDeTWsM05DMK1GpcNnuyYr1f0Z377+Plo4D6mu7XIxfvPAtqC2fE/0jHFvMEdYiT8BBr8bPrT+HN839FRe7TV547BF+7uFXMxuNKZ43YHQmZvTchMFGRGe1jp6t86/mP0tmnePSv7/yT1hWmhfFj/KDJ15P99gnuD1a4RfP/xPesv/D7Nxa8tJnnWA+HPJHn38Ot191mrtXDjn6/4fr/Oqx32a/ckv4ntH84oH3c3ZpBikMV3hD7qidZVv7/MwBZ8Ty06e/nf92/L/zu4NlXlx7nPcNb+TH2o/zg2e/mbcd/HNe87I7ebi/xOa4Tj8N+eaDjzLrJ3xk9RpmozGPrC3wgqOnODdq0x3XmItHDPOQg80u3fceIF2IeNu1v8tBb0wgBLm1vLx+gpH1iITmhTOPcLW/TkcVbM/4LjwRmosaPppcTWZ8pDA8KzrLD7YeBzyOeOcorOHUyz7FqWSOTpAwKkMWggEPDZZYT5q8ZPkkn+8e5FGO8bsH/4yuCWjLnIHxkcKysa8+DQ+MddWI187XOOT1ebzV4XOZAgwviCSdhb9kXile+dK7aKiMwipODhYoraIdJMx4Gcthj50ipuFlrIw7fLq4kbdd/146akhiwipEKFmvmLR1mdE1MSMTVp4YLY4GmyQmpKOGnCszEqs44hVs6JLXvfSviWTBRy9ew7n6fn7rhj9mXTe52l9HCsvpxQ6LakAkSkaVcEwgNL+z+AIO17Z3eTNYfv4y7/1nNCmfRAt3DNFDq0yiyE99/lrqm4J9d6boUCG0RQL35Zq/OHsN3z/7N+SjgEU1YPTXC2wtGPZdt44O6sw0xpRhDaskVjnS1OOFS4Be42c0ZMSiUvQ/ucRH2tdzsdnis48e5eT8Mn4j54bGBY4Em/xZ80ZuaK7yWHMOKcAqRbtKUjtpdsGSCvBFH5+9nIiEw16DzBbcd99RHjqS8YnuNZzLO/y3U7fwqlu+wGfOHSHZr3l2fAZjBbHXZsuvc2vjDAten5PNRQ7UumwmdZ7VOE8gSy56Mxyub7OZNbixeYGP+4fQoeSgN6YjA5RwFncLyjAwOfOqTlOc57AXAz6HPTlNVP6vF5/DZt7gxPYSkVeS7fd5lv8Fto3hoBfiC8Vz4lPEMmefv0NP19nv7+BLzWPeArfVTzHWPg/FRyszHU1DxFOux7Lq4yOYqWDoSgScKnoc9mKOeEP+r51rOTOep7Pwl1wXxJzIE26pr9BRQ1LrE8mCYRmyGAyY9UYc9rdYL5u0VcKsN+JT8Q08P+qSWQPkzMqIodEsqR3AOa1vVGCnJSU5Uw64xncAt4HJef/oCpoypRldIBCW2+qniEXGY80FzjSWOe73ucbvTyHaTbFOXQpioUjsmNwmBEJwc/MsR4NNYrEXB3F57ZkqxpNoeUuSH19Cnr8AwLd/3ed4T3E7Z14RcfT942mIcVOg+Olr/pzrgpil5S65VSy/9BxXNLf4yBeu4/DAsHahxYGBce7eacGGsTwvcmIiHxl3eGG0w4XCMveSVX5i+SMc8QqKZ3u8sn6Of7NW40/nbmImTElX63ygdgPb59vO3Tvb4u6sw3PDHRrSVULuyQ13ja8jEgWva67wSJFyxAu4M9X0Tcwrn383x32PH136KAsq59i1Gxz0avz49X/JPq/Bf117Luf7M4zGIXnq8y6+jmaQcv+F/ZyIluiuN3mvupmdpEY6DjgVd8hyj1PNDq1xiT8o+VhylFuic5WWguDBos5aOc8t4QX+qHcb3936HL6ATe2TWo+D3ph/3vlrEutxdq5DLDJuDbuk1nKl7+jYAP9l7Q7WkyaNIGNc+rSClPODFoMkJCmdTFy0JbgvV6zrNjcE61Py033ZVdRlxlF/g7ookMLyqeQ6XlE/wcliju9r3cegaZlXihN5wnVBzJsfv53YyzFWcn7QQhtBHBTU/ZxWOCYpAyJVsJ40Cbck7xkeIZYZiQnZ7+1QUOdsPgdAWyWcLTokOuRYuM79ySFe0DwJOMXr72isIJHEskFhNT+z8jw8abhvdT/huuLDo+Ns6zovrz+IRvCx0c0c8rdZ8PpslDNTJ693n3s2i/EATzrWrycMcOLJ3/iXx+b8mrSnxQARnB8hL9yD/oZbCU9e5G9/fj9HjCH40Gd21aWCW3nNo8usveMY/+/rL1C8d4Ff/+6XEv5IwJm54/zh7/8G/yx6I7/z/Hfy/eUP0T98kKxjeTBf4vVf+GaywuMdN/8Ov9m9kZYaU//piO/91jeRHCk48j74rde8iF/51nfxmrqbhT6wv8FLa9v83rEraauEt558HR015L8OrrlEAeql8cMYBD9/8QW8aOYRfvLU1/PGg59kQfU58eYb+Z5fnuGBD15Dcjxn9i6fT77h83zh39/Ex990kvcc/+CXKFQVVrN5ZEwkJA8WEc8L4YEip7CSjswZWI/9SnPHd/0UxULBc6KznC9neMjEXChmubV2mqv9dT42uppXNu/lj/rPZt4bEMmCZa/LB0eH+OVPfwvxyYCg7zgv/as0/9s3vo+/2L6e57TOUBhv6pU5oXADU5TmxFnrX+9/ETnKqU2ljmncUUNeUHsMjeBs2eb+yr7u5fWHuDM9gi9Knve+tyDHkle+9C5uqa/w5sdv50PXfmDKedjRiePQVAzKzBZTNajCGv7t3Iu5PjxPJDQKy4auMydHXBFvA1AguT1y2ildE/CC2mnO6wZdHbPf3+Gmj/0wQlpuPnyOnSzmI9e/h8yWXDyY89tXPZc7ao+TWI/HigUimfOq5n2kVpEYn+XwAhJnFPwdN6xQE8G0gmIw/OHl3vzPDBBPvgXnutjh8BIVqdpFiT+wBOe7xF6OlY7s05MQezm5FCAca9JeDHk8X8QbSuqrxrE8ZUKgNNYK52upxswpZ71nFeBZrJQIT/NIuo9hvEZL1ng428cd0QbbZYPCetRXDXMyoynHNFRGTRW05Zg55VSUGl5GRw2JlKMpdyrVp6aXYRUIZbBS0FAZCEFdudLYtsnZ1D7rusHVfsZEVn5eFZwt5rg5WCW1ioGJiIRmYAKMGlNbE2B9OlIzUs72fiBrzFXmLm2VMK8cZb2tksp2bsyMHLu+KJdfsxKssrRVQk0VNGVKITwmXpk1gqmGRmYMm9rnoCfp6pKHe0u0552qUlslU1XrjtRoIJEjRp6L19sS2mpEJAqsslhlaSh3zmIvv8QAN610NZA5MYFTcKoQo5qch3tLLCxkVRkTwFGuJ4pOuXXit85ZPKctpQsL0LRkhvQcIjVSJTWvQAlJiMdFrTgxWKY9a6iT0zWuvx3pmKCR0MTCVqrWBl2pV4V40/DqctozqtaX2WwcIrxLu6Sjit0Zh46piatgAI7BWeHvm2qMqRmaMsV4lrImKGNn5GpxH9tr2e52SCUcasEKWmpcCYxASzmqb1RJrZU1UVnNu20YK8iR5NZWrMzJ+9U+KlRdUVnKU7FMNXv6jhMmiWVJ3WbTByQUGsWkzq5Q2ClewhduC7oGJrROw8FKChQaOWWE5nbCwPQqb0+/Yh/KaV8mTUxYo1agKwYlUGkuyF1cAaLyvwyJhKAZOA3JQghy6/QZJmxPbalYoO56Ouk7p/48QbdPuBbGXsqU9IVAQQUf38PyrXAPrXBMgQBrMQJSq5BYcrvr7q1w/ysqNmiB21dMAVa4ewKx515ysnYtP0UD6YRli1eJ8rhr6XQi3DXfy96crLIuuz0zQFx+2+uslc8avJG7iCv9WbzMsjZofomzVl3kNPcNuCpYR7c02axPumC5Z3yUrX6dslTcnR3igdEBOv7IOWullzpr3V57nG2T0zM5VwdrzKqYhko55G9RNL7UWevumaNcqJy1HhosTZ217h0foeMNEYVhZdBxzloj70uctVbKhKYUbnaVY3rGIQAPeR4NGXMr60CIRrCsRkTC0hQFkVCMFw3+wdGXddZ6YHyQGZVyItnHqtciVjnnvVknTz/ynoSz1gMsKVnNnB7rOmVR1QlFzrlyyIIKubV1lrvGx2iqlEfTJZQwzHojzleO5xeK2amzViD0rrPWyDlrnRwsEMmC84MWOzqZIhTnVX06G5doHi3KKZHsiBdwy8w57k4PAg5M9dWctdrKVTK+nLPWSjmkazy6JuL2mVN8Jt0PwKPZEr7Q9M0TO2u9ptFnpRwyMhIlnoKzFtXk9DRuT6sBIp+LibYrNER13kyrQG+E5HMx2gzw7K7mQ6EV2BJhYUkNWWiMWJAlslaStzzKVklqfIwRWCMYmZBMewyrJKPYmyQysKDGRJWN+5Iaom3kbOVlRt6GxITkxiPXnqu1m5CRCdFWUBrlKMpGMNARoSxcH410pSzj9lUaOe27EtCsRE60dajDAuc2ra2hKZ0IayRyp2MBRMK5fZuZknZjTGpc8jE1PoWVZMZnhGGsnfnsWPvUpIdGEsqCzHjTvkxfBjLjURhJpp0FHTj05cRle1eQ1sPgVKom0vTSWLddIJQFIxNgkCQ6ZKx9SiEZmdA5izMRYhWUVjEs3TmTQji5PrjEVdzg8B0+bgZPbcnBYIu+qRGIktxWClESVLWaLKyausP3jTNrHugaiQ6nKxiMWz1MVqWFlbRlyrLXZWBqjExIYgJ8oaeDw0SWsKh8MSZIywK3ytKXC4Swz5Q5L79Zi1V76HSZYiKT2AgzxgpqQYHxoBVmIH0HpkHQHUcMrMDkCpkLRKpY8nuEYUkhLctel04wYtZLeFg50RjrWyff5lu2TMhBDyKruaB3YcOp9RGFUxBaDRwVubSSJb/HstcFYDZMWPJ7xEExdbNCCppBRn+yHw9mgpSREsyEKZ1Krs4JzRbMyhodOZ66fveMpuVJfCYU4+l9j0gV/SRi2esBjuJsrGDJ7zIjU875HScb749YDAb4QjPv9ckCf9oXq8AogfWdilUzyOgETvatI52c3ERLoindrVKiaUn38G7rBstez1UTAjfQddSQZa/nxF6qcMsXmgPeDhf9Fr7QGN8Bn9pBwmIwIA4KYhGAzKch3jQnYWGholNroVF4bJYzHA/XHDRbGAKhiauBHFxYNaFgx9q5swOEsk5bjcB30Pl6kGOsqDQwcgoL27rhxJBNOO37fn+H1PgkNiQW1QoCV1ZuSYWkdCHhZeYg3P1++V/5+2xPqwHC72fYLHc6lNVs4PXcctTvZ0ivIJnoTlbJSiMCrBBsmRq9fp0NXYNUEvTA+JKONyTwXJZ5UQ2Y9RLn7l0lKa3nltl4hgvlLDf624TCZ61sYoIBIxMyMDWCPl+iIbmg+iyoEcYKml5KxxtS93M63pAFr++Skn6GUW77RimaXsYF6RSsJhn6xGoGxjKvJLHwSWxBDGxrn8Oei5VTqwiFJreO0u33JOMoYlENKVAoYUmtx6Ia0JQpHW/Eghow6ye0VEIkCxa9gfOP9AxmMjgoZ3bTUgkNP2PWS5y3pdjV1gSoiQCDZWDyKTnqdDrP9a3zzMiUboUZWPQGLKrhNO/hXL8NC2pExxu6JKXnJoEZL2PWG1H3nXN3TIDEKWEZcLBrIWlKD73H/2Il63BHfLKig1vwoC5yYlnN6FYSV3D2SBQ0RYFRskqWJgjfUbbrfk6hnTy+EZYLRnAmm+fWaIWmTB0ISxbMyTGpyIlsQV04ly+38vCmA5tCED2FPMQzScrLaDLJwWi3gphWMQRh1yKTnE6YsOFBOxoz9KATjtiUDawSPJTtR56J+KubriFa96ivabxUctjbphnmpMpw0BuzP9ihU1UxjA8EBqskMiz5WO86Xhx9glB43Dk8zrXBp3ksXeS8nKW2ZTjiJZwPtkiNT2kUh7we+z2BsU4E5bC3zWyUcNjbZkmNsUowF44wPshQY72ApbDPCSWYD0d4KM7pbEof36dWiWXAp8c15mTCx0bXsd+7nzU9w0Y5w6GK1ajEBvWzoJKAI55Giq7zysDB1JtScCjY4pBXsM/vsux3iUTBcgVEcn1huoqwoeFQsMVcOGJ/sENuPWIZsK5HtGTAwOTMyhqPFhlnyzb/KC54pMi58+JRfnj+E8TCklpXYlxQI/YrW5Ga3Hu+KDnowZq/5QaIwGK0ZTnscdjfohWOp2Y74LgxGsGCzGhKj4aM6JkxsQhY1WM+s36En1r4+LRSEZs+sbCV2pejeMeVUU/PZLRkQCD6NE1KW+Z4gUZIy1zoNDJD4RMqn4cLzV9tXsmPdz7niFn+FpEoOeIJUluQ2Jy4ku8z1nBRFxz0GrREjafcnhkgnnwTaU5+4xGEsdPYzEroXgMLn8xJSh9hYFz9TMoAjEUYi8JgfGiolOLqBB6MMAq2TJ209MgKj80qLncbtogSKAXCWEwpmfFSlyizuXNxxvKy5gMoYfgL8yI2tc922aCna/TLkA0TE2g3W/Z0jS1TZ1iEbJk6UhiEtQyKCKHBlNJJxJU1hHG8jqF1Woy+qPQR0QxNSiQCfGFoVUvjm4M+G2rAgrIkXkJLKqwn0JFTlNrWMV0T09UxG7pGanO2ygYbeoNtXZ+KrSgsW2Wj6ouLf61w1nVbpXMId2VdNQVMTZKFY5sTCENdZpWRrqHmF2zriFQWU8MgAF8MnHK2ru9yV/QmW7pBIDRCO57FThGzXjZJSud65U9XCU6gBahg7WNasoa2hpZURF7JpvZdtUdYNnSNpsyneITcStJKQaprPApyNnSNrokpbILWLi80KEJGRcDQpGgsI9ug7uVsG8PIetP+duQWqZUk1qcpXb1II4iFY6gWlX6lvtyn/RlFqctrttfHl4LimvkpDiIYWKQW2F6fSFmnYlS5Z0WqJKlwED0d4w8FO2UdsxER9DXaVzRl6pBunqZVOUK1VbKLg1BOLUooy3ZRR+OWsZuFu+EfzxddFn7gvj9xfXI4iJSWdCpJscxpypRIFbRlQruiLNc950AllMt11FRe/SzwUaTWJU/7OkLhdBxHxhn29nSMtpYNo9jQdQLRZ8uExCJ32JBYVI5OKRpBXca0ZEZTGppqTEc6ebUZlRIJh9toqnHVFzf4UuEgZlRKTRVugLVOuTk3JQ3hyM4Og+BMeH2hSS30xs4OLxaaphyjhKEtx7SlyyEMVELXxAQVRmFGprs4CCloeC4/EKliKhA7dQCzEl1xHOIqaauExBhLbxzRUQU+VKXVrOrDxN3bUBcSKQRQ0pKKtKpwdFSKlBZR4SBC5fI9IS6R2s1qNKUgtCXbcnLeJKk1KFvQnIgeMyEPqmk51jyV5cAzA8STbyKO3Ypgj5tWsiScdl8cs5ooVGHZHsfIHC6Om/jaILThYLBFeijntvgU75x7PqPliGTJhR69cURZKh4unCPU0I/AGMcATRWyNNjE4wUzJyvdgoJb6ivs90L2+zssqgHjOY8Hi3keTZdYGXfYyBo8lC8x8HbQSFbGHU4Gy6wnTU7my3S9PqK0rI5nkDnYxEPllrPjWVTh3u+ZnLaEyO+y7A3QWHZMyrXBmI70uCM+6Xw1yenIPrFUNKXjWYwOCJKDJQ8XLjzp6pjVvE1bJTTlmFPZIge8HU6n8/T8GrHM6XsRj6bL2MRDFiBz96DKseRktsTqeIbT4TyFVWw0TlAXzognFj6JKTiofGLRY2AE+xU8e/E8D+TLUyEXX5RsqIS+3aGwirWyzbm8gy80C6rPyWyZWGbIsWOKrow7zHoj1pMmhTVo3KB6xJv4aDqh2FU9piUVxlhmVczNixc4WbiSri8027rhcg3S8S9S61MXuatemAZtOWZNz9LVdbpmSDn2QLj7Z5CFUz3LQMTcPn+GhwpnrPNIvkwgSmCVkQ2m7t6RKNBInh9qeiYltRaF80q5rPudp/8K4mmhBzEjOva54mWcetfNLP9BSP2x/lQDYq82hH9f/RLNh9U7Io68/VFEPeY3Pv57l2hFvGr/vVwbrvIj738D9RW3pO5fU+L1FdazXPO2swyffYBkXjF/1w4bz53lo7/4H/nN7o3c1T3KO45+gN/sXs9K1uFotMlQR7z9r77+CfUbAIINRdm0RBcl6ZJx7t5v2+D0P11m4d6S0ZKi/VjG+RdHHHl/n5VXzHDLN5/4En2Jv906zFuPv5sHsoO8JD7Je/q3cCad43htferuvZE3+a65z3BIDXnpf7/U3VvXDVZZ1FChG7py93YanyawyFTSfhiXoxk70ZfRvoCtmy1BV1I0LAI4cvs5/snyfZe4e3/93EmuD8/za+dfxvft+xvn7v3uH8JKt11gqt+ABVG5eyMsumEcrVrA/N2Osr19vaCMLeGW5GWvuYuHe0u0wjG3zJzjYLDFZjnDStbhM+tHiLyS3jji5sULvPPwpzj23jfuOniXwumYTipfFpg4fWsByiIKOf199j7Xj3ROIEs49M2nWRs0+XfXv49X1BKO/9n/Asa5k1vhcjSwx927av/4NufuvT5soKQlLTwefPUvPWndhsbcIfusb3rTk3pG7nzXT/3PqwchfB8Z1jn2unsBOP+TdxDuWBZ7B/iFH7udowaCD93Ld51Y45fnXs3Pfuu7+ZXZb+NnXv1u3vnIq0jmJW8582pW3n4Vs99zlv6f7OfPP+7zwbk6n/7D/8B/3rkVg+Bn5h7gXDmmoxTf8tk3s/HtCceXNjmzfJSbX3mCb7j7+/nfr383rzp0Hy+//3t585Uf4cMXr+cRuYh9U4sHPvBrXNQ5Gyakq2NeXEumOoQP5CXHfcsHkyVeVd/EQ3HbiR/lF7739/m5u1/F8aVNHr73MP/PK9/OT3j/nP/42ndw1NvhzvExPju8gtWsxb9c+hhvXvgkv751B1dG6/zU6dfwwwec4MtK1uHKaIPVvMU3th/g373hDSSLATnDiaAAACAASURBVA+97dcorDPuTaydSsZN3KkvaoftiIWTxt8xKd/9yGs5s96h3I6wynL8qnP88VXv4q50P7eEjjAngfvzRV4UP8KWiXl9+7PcmR7hk8Nr+T+P/gkfHl3DFe953dRle2gz/MrUdoJ+nLh7SyGmmAqF4Ntu+k62RjFvu/69PD/q8p7hEa4Pz7OwkFEguDs9SN/UOB6ucUd8kp9a+Dib2qejCk4WLY69942cevVvTg1zJvvai7rMbDmV3p8oWU1Uvd9w68uoqYJXzN7PwES8uPY4kYC3d2/jRz/xQh75x7/BxNUbdsWI9zaJ4OOpz9GFHk3pND+UEOy7nBv//wdkraeFu7f1lQsvqlbWXOlNL7Qv4WW0VYIJKo9I4WDLeV2iI4FXqVlPVa2r3ERD+MQqQzKxa3PScVlTIKV1DMIAPKlR0jrJN6yTosPiKyf3hnDOTZGgUknedfb294iWFtY9CABl5LQJpLS0gzEmMjTlGOOBjyaqJN1CWRLIkgCDAsIqwRZIp+YcymKqeB3Kkok3ppXuAQiFTyQULqXgYvmRNRW+YteVfNLmohFCWmxgIDD40tn01WU2VYaOBFMZtgm8WzGRwoNIFpe4bIN7KA27JjOZdSpaiXFcDmMtiXXq0bXAcVYy62TjI+Gk5ieJyqCSoHO6EoJQ6GniErkLppoY40x+n7xiGUwdxVUlH5cY551R9zLn2i5KtHUeppFwQLKJu3dmy6n93uSc7n3twuKpFLUF/lMxzvm7c/f+H9KeFgOEMBaKXV0/lYEsQSYVz7467yMToFKXTBKlQ8x5qUWlE/n6yrxkz3Uq0Ax1xFBXKLhqxPbHlrJwxroqcxURIVw1RImJBH6JFNW2cYm3Ashxhi57k1KpdXbx6R64rZfCyISUhec8QDP3PZUJEhtOHzrn+mWrh1FMTWplNUgpnDz9rkS9ntoRguMoFJVfw+57LoGnrZhqQhoMubX084iyUIhcQi5JioDC2goc5KoAatoPQ0D18ArtBlp2DXwn58AhCZ94OtTTn+7/49JnnPskFTIxMWF1nM4OwO2nOi9YFM5AWQmxR5xl9/i/nJq0Ek7m36vE/KnOyaCIGJbBFCGpcPL4Cju1Z5nYI0wGvMn139schNyVPV2S9Sk8TvZJvr5G7auGGEKIdwCvBNattTdW7/0C8C+Ajepj/7qy/UII8bPAD+Duix+31n74cjtV1qEcVVfK7CZy2iqhnC25MlinrFuWvR5FXZC3hXsANYyKyo3L2KmOxOFgE3CzTkc6deIyEnTaQ5ZqA062LVc2Njm5tcCGniESJePCZ1s3GBXOt8GzTgg2FoI5mRH520iCqYvUfi8jFDWuDS9MHZnyGQeu6rSHtIME2yhpypR8TrPf22HDhGyUM+wUMd28xoauIxk69STVoJ9HbOkG22WdblFjx6uzU8Rs6YYT0dF2j4uVR6eSUyusZkmFFFaz3xP4eNOZviMtDT9jbnbIpmmiPMPh5ja+ECx4/aoqY9nQsuI4FNXPki3dYKeM2TAe27qBqNSBtTU0ZDilh0+W/g0Z4Qu3rB+alJaMMBgONXbwZItIFMzKyJ0LXQdGpFaxpRskJnB+Ex7Eps+GrlHY7JL97hoBqWk51mDwUAxthqr6sKMTx6uR7pwcqHVpqIxD/hYdNWTDeNRtyXZZxxZyCqFuiMkAlk9Dp71O6tu6xZpMqU+ctS7X3Zunf5LyyQx5vw284gne/1Vr7S3VazI4XI9zFb6h+s6vC/EEAdwXNSslhOGev6tZaabGhHwIzmgG7cqCQrtstVU41WZVYCUEVQkU1yEi4VFYj56uuxsJ6+TSA8gKNz4KA6MyxFOaWGTEoiTwqiWu1ISqnIYYqvLKTCrr+lB4eFW5Eqhu7j2rISxZ4RFWpiwBBlE41mNTFDTVmIbn6OMOLuy8IyNRECmHj2hWJchJeTUShTsvUkyX0q7c52Y7XygGVR96xt3QQ5uhrVN/rnu5O/aKZZobbzr7ufKdpSm146GIgrrMiGVJJBw+pC5KpzwtdxmfhdWMraNtTwaKzDrHq55JqYmgcvIuyCveRiRKhiajwJWjHZ262o/M3fkQeQWCcuXUSLjQxmAJq7zKJNyYrBaUkFMtCfe/CZzdnRNjBYkJKKzHwNRoipJYUB2T225hdRUy2UvCCl+oaWjpUJruu6GAurzMEMPiJrEn8/oata86QFhrP8kEEvfV26uAP7DWZtbaU8CjwNd9tS+JUmOT8fTvcFvgJxa12a8+4H6sFHP4O4qzRQcvEWyXDWpbhmjLEkxckZT7OZHKT0zBqWyBlayDtoYtLRhZQ23LMOjVWBnOEm4LVpJZfOWAQE3plvyxzAiUrpSC3My8bQwbusb50omvTmLeNV0nsTkXilkKNNq6fp0vZ6f7UTse53WLcFtyvpylLp2EfChcPb4uSppCElV4i0CVxDIjrPIUscyIZU5dZlghpgNnZksGJmfb7AKbEutu9IFRdE1JZg0lmoE1nBu1GfRqiJ0AsxNwdtCmZzQXilm2tGDbKJeTELmjooucpnBYibBSropEjpWWzBZoa0hsQVo9VJMleWE1I2NdGVBIhragwLEo1/pN1nWD1BrO5nPE1Xab0jCj0ilJLpYFTancuZHClTLlpSEG7HI3Jvv2haq4JI78Bi4MUkJwJulwJumwUnQ4W3SoS0FTekSyQFRVilD4lWt6Mc0xTUKMyT6acjz9blMq4q8+F37pvf8POAfxo0KI+4QQ7xBCzFbvHQDO7vnMueq9y2vT2MteEmtP/mes/NLPfpU2Ye09URP2if+vJtZ1X3SF9momPPG+7G7fYHcJNP37ib8nv8KBqMtcvuqvcE4cG3a3T1Odjep2uGxW4lNo9itcj8tt5jLPzd5rfcm99ATtstGRl9EmOIgn8/patac6QPwGcCVwC7AK/IfL3YAQ4o1CiM8JIT6X2/ElQjFlDCYAWwsrMRf3fluN0LGl4w0xgRNUKWJBWReUlTDLhAo+ab6QzPsD5vwRSshq1haUNUlQK2gFY8rY8Tq0cVWIrNpOagKMdbRkd7IcvLYtU+bUcModAPdeJDw63nAa75d1N+MFsdNV1LETtCkblrZMqoSgE7Bx9GFVqSnJiu+xK3Cz95VbhbC7YDK33FXEYrfUV5cuXo6Fpi4kfsU+jIWgFYzxawWmprGxZjZypdC2GlGXhqYoKayt+ibJUaSWilKuSK3F4M73ZEkfCYUvdl3Ed/vlRHHAOV75CFphSiPKKtCRpK0Sikp8p9izn8I66nlmjYNPW+vMfL/ogZn0YW/T1kxn/BKXE5FVP+bChE7glLY63pDcWlKrKayaruYNjtoeCe9LVg6Tllp/z3ddoviy2pMNL57OIcYTNWvtRWutttYa4LfYDSPOA4f2fPRg9d4TbeM3rbW3WWtvC2QN9C5VNhiAN7ZQlG4FUQ34F4s2QVdyJpvHGwouFi2CoSHsWgJZuhhfascGxU2SqdWcTuc5NZ6nsJoN7Vyv/cSQdSMuJk2CLqwMOi4HITPiKlSJKiepQE40By3bRnGhbHE6X2Bsd3MNZ8s2PZPzaLrMtslJTE7Qs2yUM2TdiI1xA2+g2ChnCLcFZ4s5YuFco6NpCFESS+XcrKrwZuL6FMpy6rwVicKFGNXVSyrfyU3tlsXaGta0y0tc0LHjaxhDYnM2tGAni8m7IarvIXseq/0ZRsZyvuiwoQMu6hqRkG6JL5wYT10Kd25URizENA+S2bIKvUq2tXZu39XD2TM5G8ZjQ7vrsa01XWNYGzTpDh03YsNYt8wXTiYuElRlz6K6FiWxUNSlg0/XhcsT7HXSGtrsErm3veFGicZj4s2pKazmfNJiZTTLmXyBU9kCdeFYtLHMEXJSsbJT8aCJLme2p1QMjkE6/a7wieVTEYz5B7iCEELsxYN8G/CF6vc/BV4rhAiFEMeAq4DPftUNGoMtdy+4ypxegBiNL/nYQEfIHBLjKhWFVXhjg8q+/BlMrWWsfcbaXbyJ3Jw3NlAK0sJBoLM9+g+TEtcXey26cqKc0pj3Lj8L66GtJbO76wqVWVfKKwVp6SFzN+tMfj5Rm8iYTcKavX2YZMknoQ/WPQzG2mn5de9ye1La09WS2n1OMi58RCkruLUgLxVpJTZTWEWOms62u9va3e9eqbUClwTdG9J88Uy7e/5cGTMvPcrCmwqwJFUJ2pUzxe7xfdFxyD1O7arShZx878uFGRJZlTulK2ciXZm13BXamWxv0iY090nCdvd9O92ntuaSvjzl9g+gzPku4CXAvBDiHPBvgZcIIW7Bdf008EMA1toHhBB/BDwIlMCPWPskVDSEAzVNWtaqlFE8z2EkqhO0P9ghmzNcHa1RzFgOBttkLUXaEQ7HUDE9pbZTlmckBFfUNtHW1cT3V2zIvKHwOwlLjSFn5ua5rrXFia1FujqmK3PS0t3AqfaQRk2XeR1VoNmuqh3BtKR31NuiJQNuqJ2jo0JC4ZN2pPOT6KTM1RIuzlgWVJ90wXJlsE7XSLo6ZqAjRmXIwPh0Rc5ARwx0jbT06ZqYgXE4jp6uu8+acBpiOEFZz51u5UqtAIfURKItqWZmj5oI2M+YVpiyPTempIb1DEfbferSUb6X1BgD9Ax0TUxT5gxMRM/kDHSNoY7oGkPf1BDabddD0VFqiqQEN0jMyggfh6TMbMG8UigEB1o9Nrw6bZmwpCTHwnW6JkCSUyAY6Bp9UyPWbiXRMxld445xYBqgxbTSgDU0ZERh9SU4hb0l0MwWrgJVeYccauxQUwVXBBsseAO6xlDgzrst5RSVOV99Z3KNw8rfdLKfgYnomoyi4pA8lQf56V7m/KoDhLX2dU/w9tu/wuffCrz1snph7CUhRm3D4icGm2ZY6ejYAI+mS9RWJfcMjxBuCx5Jl4nXc2QZXKJ4bRzSCSsFA2O5t3+QpAzIOvdzsmgxJxOinRK9FrMSzFK/YHlgY5koKGirxBGovJKmHBN7zsB3VN0oZ8uY08UC5/IOt4afZ7bCPNyXHaAlT/OZwZXcHp6no0rqa5pHsyX0asz5WotoU3K6WKB+Du4dH+bm1pYjV6mUvhfRljlt6dFUKU3l9t2WCS01pqdiWmpEYgJmZDqtYkgk22ZM10gu6hmaYkhDhpwsfZ4dwIP5LItqiC8MC2rM6TJgfdhAX4gJ+xKjJKebc2xf4fPg+ABNOaawHs+PuhUrtcTYMS0pXElWpbSlZEaOscoJyMTC50JpgZK2zFlUzt18Q2dc0CEBhmcFzmXbF5pTGx1nh1e2OFMOnG9F7TRtKSlwCttSGHduREFLBhTktKSiLcegdvEfEsWOTvCFnFYrJmHFpNQaCp+eGdMzmo70eGRnESEsy2GfjbzJq+qniaVPU6UIbzdvcU47VO0xvzGV3p8MiAZbMVflNLT4coCtL9ssU2Gkp2t7WnAxUBIRBJA6Su7woKC2KWm1HCBoMsreFK/w+1eUfEPrBB9aejbPjs/w8cPPZ7wg6Oc1hHYcf1nuriDaUvL1s4+gq9nkWUGfhvAZLfvUj3a5fuEi9xyf4eX7T/Gp81ewVraIxDajPGBDz9DLa3jCIK1FIrnCS2jLc1zpr0+VlXyheF7tDPu9kG9q3c9hz7lM9Y8pbqydpXGsx1VzG9x1YIZrwwv0rrI8v36Si9o9JJtFg+28zpqOgYTNokFDpXTzGmu6xXox8/+19+ZRkl31nefn3vu2eBGRW2XWkrVkaSmVFoSQKElIgGWWRgI3FoMFNMZutwcO7TE0PYPdPZ4ept1jn4Ptdrc97mm3abBMY9N2Y2MzxgKMBxvZIGEdSWgtlaQqSbVXVi6RkRkRL952750/7ovILEmlzRpUtON7Tp7MiHj5tnjv9+79/X7f75dWUee055Zd0E13Xowdemw2pWGT6jAmaxgsl/qawlquCttEQhEKp9YU+hk7J9ocOV+wtlRH+Iardh5niyrYFz/JXt9J2J0sJfPlhNOQMHV8scJiOcZS0WRew2I5higEzaoPY87jDB6Gh2KbipmSJVQS+ud5CiU8Xr39JPO9MXYHS+z1Fa9vHuSEbpDbhALFfDlOR7vA65SgXKNUqlLm9SSikENuhcExPF0Dkx1uu29zpHXLDfQkYuGmQ/tmjlH3Ml5ff5wkDpnXEJmMpbKBzdWwEeo8zzmDbWycMtgq6SmZ12PEokXdZk5P8yXMNEaalC8ExiAmx2HN9T0IC+mUQPT6LkkzFCP1nDipMOhNBTv95eozMRSRSUvPnfSq+tGrhoORcIpA2lrXkl1ax7EAEI6LUWo35G+rhKzwaOuYrPQohKVubVXHd/CFJrPGcQtsicLdrIFwF2o5EDS1Hp7SG8RRFVa5suWyienqiJ52blVtE+MLTU+HrJYx/dIfTkG6ZTBctq3rTvDGQNcWZ3AAXO2+rAhU7jONE8QdXIu5VnhV1+UgsZtYMFWWQwKrFSGtLjM6ukZbJrR1TK8MWTUhq9pNMRwBa9DF6Nq6B6QsZ9Dr0DElTekRi2h43l2rtTtPbR0TVHoTbR2T6JBQ1p2WhElpm7harg56nVsB0JAhic2H5WUpBB2jq9Ztwapx1RxfKFa0a99XmOq7KmiZiLooWC1roAUdk+MLSVRNKVZNjo9r83a0dIsvJG29mZZMnpG8fFF4GSsUQoibgN/Aaf/+trX2l5/2+ceBD+Gm/4vA/2itPfJc6zwnuBg29CFfP8k6soRtS3H+Vke3raoSkSjAuIvJWwh4KN1J0RBYzzmEW4kzyZFUeQ2oC5dUPFVMEIuAxLqbKp2QlEa63gMLq0UNT5lqipESeJpNqkvolYReOSR+gfNhmNdjONHSgIYMWTYhGsvRYmp4wRjlmmny0mPcT8F3jVEyF5WxrBuy11VG7DmhmU0yo64yprwuNc9NeWKZ0/Dy4bID4x8ENISPLyQaS6cKpA0Z0jLOs3LRWBKj6RgXHDtGMx31yAof4TnhlG4ZDsVWtIXM4oRnVJ8JmVS/nclN3csYlxkNlTpaeUVkcrqaeVVaDar3cpaqSsC4DEisZkH3SEsfX2mmVJeOyUmNz4RKGJcZUyphSnVpqpQJ1RuK70zIhCnlyssoN5oLhUcsXS7CRxFLV0mIhMeE9Ibu5VPS8WQGLdcAXR3SNjEnikkmZMa4LJypkbJVVcJJ7SWmoCF8QuGtb1P4+Cg2qW51Xorhz4vFy1XFqDqWfxN4O3Ap8P6qs3kj7gP2WWtfDXwR+LfPt95zYgSRzQi6r9pFdNs8AB9/z5/yS7f/Q9rXSfb8p2w4T3tXvc3EjbdyXdjnU5cvEsuM6z70XWbDNp/59g3MLZQc3b+N7QsakaR4nuLJ0uMjE0+walJ+d+0C3hg/wf3ZBNf95Hf5mc3fYJsK+MNb9nNz/TDX3v4z/Lz4YephzsqBTfxC+kOkJxogLBf3FvhSbxvXR0eY8wpm1RLf6G/m3uQ8fKH5wPg93JeN8cbaYb6abKeja/zUj32FH4hy/viqzzDnBdy3+a+5MjR88ubf5/qow40P/yjLa3Xy1Mf2FY+vzBD7BUdPTeGFJeVSjZ9ffSe9JESnHn6toMwVX2teys61lMgTfKp9MVfUjtCsOAFf7m1hsRxjb3iSX165ilum7iaWGfPlOKn12e0v8Zu7vsbJWUtiPXxh2KkMLWN5Sy3hlHaPnw8+9qO0khpxUJAVHvUwZ7lTJ+v7fGfLeZxuN2k8pfhGf5r5YpxLoxO0dUxqfQ70txOrjFm/7disGO5NzuNNjQM8lO7kcxf8PxjrnsJ3ZWP8SGOJNz7wPoJqpLXcqWOMIAwLQk/TCDPS0iNUmpWkRuMpxa8sX0ZDpSQ6ZNrvoDA8lc0AMOX1OJWP09MhO8IVHu1t4eqxIxRWEcqCX5+9c8ipSOxp3nvgAyhpODy/ifoTPr/WejVLRYMfHHsUgNvXLmZX2GLK69IqHTcmkgV/9OSVTMZ9VOXNKYUFfu2FX/gvb4XiGuCQtfZJACHEf8N1Nj8y3Jy139yw/N8CP/Z8Kz0nAgTaDfkHCITrabCJh8gyROVetWL6bFUZSnjU/MLNFIVhyuvirypUluOveai+AWOgKDmYb+E1wTLjMuLxdCuvjY6QWOePMSXdAGrWW2FMRvhrgtWVOp0gIlgT9FdqBGuuwiJKzf5kO3uCeZTIiITgSD7Dgc5WAqkx4zBfjvOqoEOrbHCqmOCC8DRLus8WpdwwVfic1jm7/SUKazjdGkN3fESq8DLBctyg7WtoBxShR7AqWavHiMRDZoIik4hc0iskIl9FZpr93Vkayvk5bPVWOZJPcyKbYC5Y5FBnGj0lXLZdx7R0g02qy5JeZdZTnCxLImEYkzF3ZyFTcrWqFsDJ1hhFEtALNLaUdIOIsusj+op5f4xiNaTRsxzOpzmVT7DVX2VNR6zqOgd7m6l7GVG9RHmuHLh/bRtXxkdY1TUaIqRLxpHS0tZ1CttnsdVEKYO1grLrgxHkQUDXM6yFEbpUSGko+j5TXcuR/iZ8qemWARfEzhvjSDIFwFRQ52hvkn7po8cEB9szbIvWUBi6OkSOHxnmJmKhOLk87ujvKwF+Fx7vbaZbhLTrMbn1ONSZITceW4KIk9k4K3lM3ctZa9Xp94Nh74R4kSUJ10n5gv9nWghxz4bXn7bWfnrD62frYr72Odb3QeBrz7fRcyJAyFwQtNct1P9q5WJkXxItSHTdZ8DgbsqAL3Z2c9nECXp5wPnBAv/h5Js4PjFBOZtRjHlk20ryMUXse9hawNXRMQw1DIa3jT3ERb5gSs3zf5zaxUObY3Z7Xb6++jquCr9Ff6vmol3zTIR97mpfyPady5wQUy5YBT5vGdvPXr+kIdww9Yb6YzRVH19odnk1ZHSMpgy5Pn6Cton41Kk3cUvjJPfkAZtknzuTPXx44hB/sHop12w6yL65oxxZm6TTj0hTn8u3n2Is6HOvv5N6lLMYjnHhrgWWezFJGtCMM/q5z3Sjh4nrlA2fG6ce4vLgFBPS0JQeqrGf+doYVwRLvG3zAS71V/GFYKe3RmI8dnglh4oaJ7TiYLbVaUDUjnF5kDAmYy4UTmjldXOHOZWM0/RTkjJgIuw7zkZS49VbTvLk6iY6Rzfzg/FjLEcxe/1VMgs967pJ6zJjt7dMLF1+pjNdY184z4xa44ROWNQBc15BMzpJLBtcses4kSoxCI51JtBGUg9y6n7OprBHpwiJVMnpfpOTh3Zy0+RD+KIkMaFzPrMeR2suQEyohCPxDKn1OD9YZGu4xuvrjxMITdvErJg+vpBDIdxr5o4QypK7w530W5PcOLWfjo64vvYU2gqKzYqd/jKbVJfFeIy2jollxvG5CbbUOvhyQEG3HHyxF/8LT1IuvVyKUkKIHwP2ATc837LnRIAQBkSx3naUatdO6/c4ow/CPYXX693GSueuBdhMIcpK5kzjkj+6MsPBEArfdTUGHdfinLtiVWqd2IzCSbatZhHWCmQu6WUB5E6eDOu6IhN/FV+WxDKgbSJOF+OEssAwT2JVVZ+3dEyEQbBqcgIU7cqpadXkhNIJl6ykMb0sIEt9dKZoZzVKK8kz37WFZIpOFtLPAorMI1GGPPNZ80Jq2iK05XQxwXZvBSX6RNbQNnUWyzFMsESrrKMqpzBtJT3rU9iCBd1kq7dacUpcA1HLOL3L1GqUFbSyOqtp5JiPhcu9dNOQLPVpZW6/ZQltU6Ot62TeKrmVJMYpfxdKkXsrDGSAThfjQ69QiUvWLuqSQLjk7koWU/MKtJF0U+fDaqwYfr+9IiBUJZ0sRJauB0FXTWsul1GjpRuYyj91qWyQGp8Zr8Ni3iSJQwwFy2WDws4TVY1WSkhaWUwgNVnmo3JolY2K7em8TpeKJpEoCIRmuWzQ0nWa0qeThfhSD5Ouz8WlOeu1//IlKV9QF7MQ4q3A/w7cYK3Nnv7503FOBAhvoYdd3I+48jLk8QUWfmk3O40m/NrfcuwT11NbsMykl/Gxo1M88dt7+eN/fITyz6b59MQN7PxXBd2p7fy7z36Bf5G+n3/9li/xyc6PkDV3kE0685a3PPRustLjDy//Hf6oexGbVJfzf6nkQz/8UdK5nF1fkrz2vVfxobd9k/956iFiGfB/bd3N+5oPc+t5+4hlzu/fcyNXR8f4q/4ch9ItnMzG+Z9mbucnJ+5HW8svL13Dm5qPcMsTb+Vj27/B+V6L5X81xyd+5Sa+85VXk+5JGb8rYumDDe74lWvZ//GH+Polt3Gq7HK6cvd+S80Z+N4/55Jmd6Zz3Fw/wQN5QNvEbFertE2N8/01fuit/5J02nJLcz8ndcDhYoI7y0mujo6wx1/lzv5OfmrqO/xJZy9b/VV8UbJVrfGtdDs/97c/QvR4RLDmlK0/sbfk19/6+/za/Gu4dvxJCqu47aKv0a1o2pl1AfF42eW0Dnht6P7+8MR7mVIJc94aBwvH19uketzS3I8Gjpc1vpvuwBeaD09+l7uyaSJR8MavfhyZSN7/5jvYV3+K//Xo6/jGpV8admAeLbsATuJeeITCp2vSym0s55/U3sMNtScZuHsvGo89YoU31k4Bzii4Xj8MQNsYbq4fZl5Dy0S8rtbmB779UYSwXDN3hFYW89W9XwXgwbmUT+54B+8be4SesRwpx/BFyUem7ia1lsQKXhUsV+7ellsuf5xpVR8GGm0NwYu58K19Ofsg7gb2VB3MJ3CyCz+6cQEhxJXAfwZustYuvJCVnhMBYgDZSSBzVObBfC5sg59YZCd5Bt8iVK492wo4WUwSttSQpxG1S4R1nH1fOS9FRxzKiSpJekcLd/MXIS1P9adJbIFvFYfTadp1yVLRcDyIVUNcybCdwZ0QCi3skCPhVRTuujRY4fbRVutHVHJy1W/HYXAVkRPFJP3oMA0RcUKPk9PhSDZNu3aEjhlnsRyjKVOWdYMtqkvUsiAFkZBEQg/VlmPh5OMcn0EM98t95jQuhKxk70UlfV8dV6iccdWzxAAAHPRJREFUFoOqLouOKZHS0bRD69EyHvN6DG0TlrTPqbWxikPhJOgAx52QisIaIlEOzW4joaiL3FWihAXp/icWGZ50OhUhHgbrvCysBHKMsITKtbU7aXpn3hxVMnFSCOrW7cOAbi2r7lIlBAW5q2wYp20RC42QBlF9B4Fcb9Br6ZjjnQlCIaH6HiNREgsfRQk4PogvJFpYVo1etwjk7C3mz4WXq5PSWlsKIT4KfB0XN3+n6mz+BeAea+2XgV8FGsAfCde5fNRa+8PPtd5zKkA89tNb2H3bFF6ih70P5733IA/feSGLV23h2HyNsa7lwPwWJtcM987vYEeRotKSD44f5MG3P8D7J+7m9y65lva+lGaU8fnl6zk6P4UpJbdu38f9qzuIvRyRlwRtKBcDvCSHhZAfv/4OIqE4VGT8s+nb6Rif3dESscz5xk+scGt7H490tnG632QtjWiojGnfPe3+4vQlnMgmeGh+G58Pr2fST1Bpyd+emiNsQ74QEqxZbp/fg9813HlqN8c3/yVznscW1WLOW2FRGx4pCi72u7RNwA2NA2QV47MpU1Lj44uSY+U4jfefZHuQ8turl7NUNOmUEUtZnQPNWWKZ81BnOweaJ7hrZTfjQYonDFNBj1PpGCyELvB2XKAIlhVfWLqGBxZmme83MVZyde0wW5XguHY3/rzOKaxkp9dmfwFTquTnL72Nz65cRyxzjmeTaCuY8PtM+x2MlSzkTU5nY/hS82jzGAd625yE3ZKHSgV/eXovTzRnePDULKd35JzWilgWtE3EhEwpLJw0gscKTc826JmQQMT84qV/yq3tfYSyQGFplXXiivQGbvoSVw+Bjo5oqpSlssFqWaOhMsqFGgi4O9xJlvk8OJfS0jE/WDN84sKvcGv7MhITMJ+N40nN7miJwjpz5lhlzl/USq6qHWZRpyzruuvNeR7q+LPiZeyDqISbvvq09/71hr/f+mLXeU4FCNPQ6FBSO9mFqnLx3i33cN/kbhBQPjBBfLqPerBB/VTG6v2TiO4TSCFomZx/sfUvmFWKnZtbXDN9hEtqJ/k/b38X9cMeQsOt5g3INQ/rWS7pnGDsmMbrS4KlhPHHJ9gX5Hx2bQ/3d3bxG9u/yR39WVbKOhNhwrVbj3Lr3W9AdN3FLQv4g5PXIgKDteAtBDw5vpXopMefLV4JnuGSlTbJ/TPMHNPIQlI/mXP8vi2ct9Bl/oEpfnXbW3nX5L1s99ZoSs1nV67h7pU5Prn7Sxwrp9gXzvPV3kUcTqe5qDbPk/kMkShZKht8dO6b7AkWuPmbH3F5EiOQmeTu+vlO5r2ruKN5AXLFdzL0AqxvEJlk4qBwsveJrlrZPf56/FKCluSB5iRY+Dfinbxr833s7+9gR7DCdzu7eOvkI+wJ5vkPp/4BP7nlW7wzXuN/uf11bhSWVTeHshBUll25ROSuX+OvmxdBz8NKy/QToHLD8fosRxpbCRcU/2XPtRzobGXcT7l67Cm2em1ausGRbJpvL11A3ctpZzWunj7CL2+5l4/+9RtAOg1JW0j3dyX2Yi3DyoItJcIz2FwNZe8nHlMgoN+aROXwyR3v4Hhngk9c+BVuijN++ttvwhrhjkmAqJXu9UBCX7htfPC1d/BwZ5bjnQl8pekXPnDghV/wdtRJ+YIgohAVT3LRh+8G4Pi/vJ5oyTJTXsRv/cw1zBlL+NW7+cCjx/nF+D187Ie+wn+M3sFH3/0V/uDRt5NOCn7u+D/ksd++hC3/+DCrfzLLQ7cH3Df1Gu7/wm/wf7eupKMjPrn5uzxR9omE5b13/SyLN2XsmV3g2NQcF73jIG9+8Ef59xf/Ie9sHOCm/T/Oz57/de5r7+QBdpD9800c+sqnOaETTpauBfrt8cqwW/CO1PCqIOMLnQt4T+MQDRlyzf3/jF/4R/+V/+38d3PZzlM8/MAcn/mhT/OR/J/yyfd9nqujk9zZ38k9yfkczyb5yMw3+cjU3Xxq5bXsCpb4+NGb+ejsX1JYxYH+LBdF85wuxrmufoh/96EPkGwJeOrXPzXsKmwZwy6vhi8UTxVdtqiAQ6VhpqKrj8uAJZPz05e/hwPHtmLXAqyy7Dxvnjsu+T3uTGe5PDxFYSVblOHhvMnrakdo6Yj/obmfu9JZvtF5Fb+64zb+32Q3F/7Fu3n8h3/LOZHpHgbXuBVLNxNfNX2WtBO83eU1WNA9tLW8/4IfYy0N+cxlf8SF/hpf713I9bUnmZg0aOCudJaOqbHTX+aq6Cgfm7qHljE0peDRos6Ff/ZTPP7O3xoSwwZ8i6dDW7MuqosZ8kY+dOmNeFJz49R+WmWD9409Qigkt7Yv46e//SaefNutJMZZ+UkhhhqjG6cTAH+Twocn73VTEhyrdPzFXvzngC/Nc+Gc6KSk1Nj+OrXb64LKLSy3z6hinC7HkVlF+y4FqfUIOhovgVS7FutCKxeVK9HaltasFDH9SishMS6LHnQMJlesZhEqhV4RUmg5VHYujMuGZ6VHXrE510xKS7uW6J4JSStJMkfk8cmsITM+Ujj6sZdYWmUDkyta/RgvkSyWY6jMZeF7xm0vMQGZ9kitorCW1PgYJLl2dOTEBGTGI7Xub41wbE5j6ZrUMS2t85Mc7I8SVBqalsS6lmNHV4elpI4pFDKRyL6jf7eME4vtGJ+e9UispWcDUqtIrU9hndJUZj0KXJu0MIKuyUhMTlJd6AO5vUE3qV/JwicmJ7XOtq6XB/T6IQu66Soouk4yWG/Vkt4zYXWOnYhOz3rk62ouSER1E7vtdE1KYXWlJVmQmHzIyhxwKwaCNu28RrcI6eiIxAT0jHVt8ybAGjH00SiwFNWxJCanb/PhNgfb7ZnBMq7t/kXj+53u/T2B7yGazSFZq3OBQZ+QTG6brjT53Bm6Pj7IrXuv5x3NB/nM7A9wVe0wn9/j099saWaxc8/KnSQ+1Q00pRTvmHgAVfERLgkUHjFrcx6XX/Akrx4/wX+9eBMf3vYAv/nIDRwrNmFwJc6D2RbW8hApLGPWIoXgQt+yw2tR2GViUWPFpPgI9oUlDVHjHY39jMsGhdW098JVtcNcfsFx9jQWuO28BleEJ0gv7XND7UkeKzZxqpjgdDbGYtbgiWKGnl3ldDaGEoZ2VuNwMcN8Ns5C2hy6ah30t4K2SO0EccZlwCSSbZUQRWJztquYo2WXi/zaUERWW8NuL+CK6ROcrnc4NDFN6BfcuOMAs8ry+toTnOc5FeB78gbH8k0U1nFScqt4KtvMfDbGwWKcU8UEIhc0ZIjBsMtbN+9dNX33NJU1GtUYekEn7PIcK/LGHQc4nGziIn+BzSrmH9Qf4Ylihrbpoa3kULalKjMqEhNSVK7mLZnyeL4Vmcuhb0VhHYlKVyY9AKHwaJkcA0zLgOO64DwvIhIeqyblbZsfYUIlXF97isJKjpRjRKJgPhuHzK27qws2K2fBd6rs0pSumpLYnMQYfCF5NJvDBPOVFd+6JP+LwctY5vz/BedEgHiGPGHVf26VeMbnxjhVaaxwSaFqWW+oH2mHClRWCHwU2sqhKe/GbZZGDiXqCqsQlRdGJIrKp8K5R8sq1ewPpWA0BZWhSiVlZqxFSUlu5VDZeRD5S1PZ0lWvrXGkJl84+rMvNV6l2BygK1MXjZKGQJR40uDJ6v3qs8Ex+JUYysA81u2TqvaX6umpzijFKWEprXRVtuocbBSIMQy8MPS6ec3QvMcM30MMxGPPHIgO+BluXdU+bVx/1eMwOK8aQSRdhaPAq7ajh9uNKndy14tQDq8Hn3Wz34Hxr8YJ0w5KkUqIoRnPYN+MleTWc01QVlbfeYlXCR9LIZAbbly/0pEYnlvhth2Icv075JkCQ88Ly3OLh54DOCcChCg0NkmGr8eeEAQdgzrdxmyrDxM5d/fPRx1ocNslr6F2wuO+/m4mDxaky4otb16j5cOmWsJxH1ASqwRdW/DV1Svoa583bf82+/OSpswYP1Jy4OB2VnbWmNjv8acXXsFYnHJRcJo5r894LeXi8BTTtR6e1PSkm9s/XuQcK6eYL8d5b+P4kPzz50nIvrDFbd1X8xPjD7qn+qNwfzrHgYPb6c6F8FSdR67aSv3hiNuvvpAb64dYDl05WmK5OFhki5LsCFc4P1zg4dose4L5qnqhOS9cJJY5F4cnsZ7EeMK1LduMxGgWjcdeXxEKjyfKPud5Ne7LDZtkgi9gSnqc1JoHl2c5cWQTXtsj8yxf41I+OHUnd/QvIo0Oo1Hs9TNy5tmpurRUh51eQTucp7CKvX6fY+FpTGSGzNHjVe9CU6phh+KKTpjXEAjDBX6Do2UXCfz5sUvo9UMOb56iKRb4q94V3Nx8kCkJhbWsmXkS44yTN8k+c55gSi4zISVwChuaIbVcCTn0rWhIR8/W1gyf/oXVQz2HVZPTED5/sXAJnjQUmxVLRZOPTN1NLFzFStRKxmWNzBacKrv4Qgx7HUr0ML8CcHFwigv9lFgMVKle3IxdYEcjiBcETyGiEHo9ALIJZ6pqJppniNbO+ivkk4a5cImybpn2OqRTinRKUhoFdv1pDW5kEQvFrrBFYhzDcEr18YF0QhGM99hWX+PRyS1sr6/y+MrMUKC1rPIDpZUY4x5ZvlBMSU2h1pCVqOkAW9UasfCZ9duEQjqvjCnBVq9NMJ6xtb7GsYkZtnptsknLdn+FrOosLCpx2MR4JKKgsMpt28hq/u+5HITxSY0/VJQCd1HGBChZoCnxCCpfCNehOCELxuVANNZnQmo2xx0WxhuOaO1ZtjQ7jEvBdr/FjMqdcGw1qkqsqpytczfcr0RrB+KxA4HeplQYa4kr0ZaBZ0hd5kPLvGbFOt3c6LLql2xWHepSsNNvVbmGksIydLxKjU8qclJbkFpZ5SLWb9CNEvcbR4eDkRK4Ec4wH1INLXfW2/hSs9NfJhJF5c5dOiq+GbBaLU3pGJxDjcunjZRcjqbPgLKuXopS9yhAPD+cl+b6F1zWLXpNYH01nEIATMgE0yiZ8dbQoaWp+hSxoKhXSUoLhTkzSekLxRZ/tVKONjSrRpcygrF6yqYwoWhYtkWrPKK3kJiQjkyrABG4pKdwkV5bQywV47YAuigRDuXIxmVBKGK2eytEQ1VrGJMpY/WUcT9F1DR1UVA2DVOqS886WbtEB+TGo2d9EluQmMApJhtvPYlZJSkz4w0t64Sxw+lMKHya0m7wbFAUaCYkwyecL5x3w3iQMt5IaZUKpQybax18Idkke8RCYAR0jLPi68mUxIQksu+SpDqgUwVPocVwe7EIMMI92Qc3lC/U8HwXVhNLn9SWbK51AKomJMWMt0ZifCKhh5qfPROS2JDIOh2PxPooWwy3O8BwOseZvhUlGm2dd2hqSxoiHE7NZoIOoSzZpLoEYuBfapw2phZV9cMMfTVK9BnBYbCdnolJrBhWSl5Kq/W5HiDOiSqGsIBZT/B4PYHKLaJwc8JB/0nbxMiOx3wxgUoFbV3HTyx+F6KqY9EfOGtV5r2F1ZwuxjmeT6GEpG0MHVPi9WGtF7GcxfgdwYn+BJ5yRrJNURIo7Z5+ShNVzlpuOKtZNT7zemzo6KSEpGVcS/KJcpK0Upb2u7BmIla7EatFhE0UazbEW5O0dIOmcM5ZscoJZElT5jSlGJrjBLL6XOZV56ZztooHxjnS7ZPBVkPodZ5KxziNhLZxxr2JLSp3Kc1q7vbJdH2Kns/pZIzMGpZNnY5xuhJOcTtz7l+yT1NWit8qpymdwZBV6yKuLnnntrHROKdj3fn2hSIxBZk1LPSbtNNaFRB11SXqHLRioSuHsYxYDJy1BE1Z0BR2uN0BBsc/+HvdVNcfjvAi4To0B7L0p7MxTmbjLFYdrLGwTp260oMYiNwmNq+mUGeWUAfbcefH0hSy2scXaZxjGZimPv/PK4RzIkAMqNkDeH2QOcgkPcM4p63rqL5gVcfI3Nmn+YnFS+wwOTlUiapQWEOrdJ6W2hpSKylw5r1F33eScn1o5zWksEOj2oF5ryfW1YudgxSs2ZA1E52hpNyzAQWato4x1lnDeYmlY2qUqc9qVkP1JR0T4SWCto4ro9oS5zxu8DFD5SJf6GofNLJy2FYYJNZZEJ5xjJrUatINT7OiKm2m1ZSgsHbodNUpIoq+j0wloq9Yy0NS66jXbkrh4VdmtkG1bR9nfbhuWOuCdzksa5qqLLi+b4Mqw0BGxXl+WFaziG7qypi5tSzrRnVcAl9s3I5LijpzXFcijcQzRVmcqvYz76JBsPBYT2ACrOQ1VvK4osDXhwa8vtBnmPcW1gwdvgff/0a4ZO3gf+WGJPYLhxMffv6fVwrnxBTj6TAeWOWUpDaenEjkWM/5JlhliUSB8QTGX3dLerpDlhRi2HYLLmHm49SepG/wpcb4EHs5S7aOrmTTjBWVBNuGIQyurh9VfpUbRUojUaAQ7n0hXFXBEy4A+AZfaYznljO+OwYnvi0rqTb342RMxAapeomxcsi8NJU36Ea4TL3ErwxiBvvp9svd0LJaLqpGWSowGM9iPUuoXABw3ANNbp30nEaQW2feo8FVg6ys5N9dlWYgKz+Y32+UgHcq13qYgxhUMiKvJPNcZSIQ7py5YzaV1LxEW3ecruJhht/LwP3r6e7ez5YgHLJ+scM+CHCjzbCyNWxK3x2PsJiqsrP+XT/3Ta+RFNbiC+ssBV5CmfNcn2KcEwHCZjk6X0PtOR8Wl5l+KEdY0Iee4tRPbqV2WjC753w+e2yOTQ9a/surrqP5FPzxqasYv3+RxlSdD/zsd/jYm3fz73d9jX/yqn+KMNMkWwRf6FzAHzzxWspS8YbG4/xN5zVM+10m9rfpzE3xeHsHc/cX3Lv7fP7jW3+X872EWCr++Xl/yTvjNU7M7Ge7v8IvXvPj/Hk/5p7eqzjan2Ixa9Db9h22eytoJJ9beBPXjx/ic0evgzmY8daYuT/hd09eT/Rgjf2dnWx6WPCZfTcw84Dm0zfcwO9c8EXeHB/n+toxCgvbVEBiDR+evJdJGfHa6DYu8gOa8iBRXdOUmo5RnOcpfubNIdn2gtv7khPlVto65lQ+wb76UzRln3uSK3lD/TG+snodk36PWObMeGscSrdy4LEd1J/yCFYtVgqOJVv5/OwVfHNxL6+ZOE5hFR+f/hbXhj0kHhcK5/fxrnqbtdo8IHl34zj3XH0fX+pNMSZTDmZz+KJkQiXM+isUVjFfbuN4PoUvNNfGh/hu/1JimXH04W2oVPC5za/niuYx/uT4ldxy2VE0Thb/RxprQ9l68DitC2LhKoLXhZp37ruP29NBXkXT0s4pvClds11qfeoiRwpDx0RMyD7zeoy23swm1eU7j14AAo7PTdDJQm65/HFWjeaq2mE++No7+JsUwOfRbI5AlFwcnKoStfGQFKeR/EAEK9pNO5UQ9PRLcNYy53av9TkRIAawYYBQCusJBqM5ryvw+hYbBmyLT3PQn2WmljAfwJZah5aawSqXNGMp5Ml8M15H4vcsYVtwcXiS8VpKrhV7/WWORktO11BKdAA20hhPIuKS+5Ld3BC1aciII/k0C9FJVsuYwipUDhf7S7QjR8zxpOYif4FZr0Rby65aiz3hPJvjDrv9JbaoLtYTbIk6PBmAiEt04LGztsJRX7CttsZmVedU2aVV0b13exmxDLg/y+jJPvdnc8x5Jyisz6JuMuut0jYR46ZL0BYY32evv0ZTprRNjbrM2OMvMi41i8ESc17CrnB5SPferpxitYhLjO9hAoFVYGqGPeFpHq1tGxKTtnkNuiYlFB6ZLWnIiONllyXt85ow5HjZ5fG1zXxo+ls0RcnA1GeT6jGrcjTOeUrhpih7/T4dM48vSkzNgJXsqrXYHSyxOe5QE8Gz0r1jEbDDawxLmasm5fG1zeyeWSUUEAjBvEyrfI4bVeQ2oV6tq20yJ00vWrRkwoTM8GolQtih2MugjLmoUx7uzPLhyXvpGYsJ3P5e6Kektk9iBU3hpjqFtaxoyaSK13tM5Eu42c/t+HBuBQjZ7mDSp9O9LV7fItudYSPLIM8wUPIZ0L2DlcqWryeIWi6nEeAEPTbSveuy0snYSPcWlmPpJInVhFZzNJsisbBc1ElMQNTWhGJDc5MwZ9C9B01FnjRVku056N7Vvm+ke8+X42T2OLEImNdjwBoniwk65ghrpsmybtCUfVq6wfaK7m29dbr3YPux0EQV3btZ2fgN7fuqZc6gewuGdG9P6iHdWw+Si0qRVHTvxIqK7t2nZTxOd5pEQp9B946EPivd2xfOKXxw7n2hn0H3BugZiRs/lCBzxkWNApd0Ta1lodugKd20yRdySDl/Lrp33WZktqAptatKSTsUexnc4Mu6PqR7S7neEOaqQE5iPxrkG4QTA/67071HU4y/E6xct7l/uhPzYJ4urOtis8rdqFa6/zMbjAoGbtKGpzlzb8hZ+INuzCpRKHHByBf6jGTpgNbr5snP/QUP9nGw2DNyJNhh0Fnfj7JKzumhFZ0vyipRVyJxaRHztOmxHj7HKwl7u96pyIb3B6VjsaHPf7CMGahMCbnBgnDw221fVUlDueGJaax8hgv6C8XgnGzs9DTWOtl61vdBItx70qKr1vf1Y3ymE/eZtnln3/76De5yRe48uHPydAqYxiKp9k+IlxQUzsAoQLwIKAnyzBMutHVWespdgM5Nyro26uqCdCa9HjIXTpS0cP+nCosUxj0xRNV2K7QLJoMbftBkIWCtDNFVBaKnQxKr6Gvnsi2GF6zFlyVSuAt5UB9XwribBntGy60atH5XmxtUWwY186xqimrreJgx75gadZGzWsbDpqSOrtFTAR1dI/EU0jntVQlRi8JUVY7BzTQIduaM/fEHgsAbfqiOSwlbLe/+N7WW2GpSa2hg6Rifjqmh7ZojhhV+9X/OM3NQZQHh9mGDGorzxhyc6zPPgSdMRSQbHL+PRhBbTTTwwsR9L4nF+akKUbV0SySGoHoNzp9jmCwdJlI3XlTuepDV97Xehu6Ia4P1DK4VJSTKiiqYu8RlITQ9bdDSvPQgYTnnnbWEPQcimBBiEegBS6/0vvwdMM339/7D6BheDsxZa2deyILj0VZ7/a6feEEr/fOD//bel0u09sXgnBhBWGtnhBD3vBIn4OXC9/v+w+gYXhGcAw/o58I5ESBGGOHvJSzwYkuj32OMAsQII7xisPAsHaDnEs6lAPHp51/knMb3+/7D6Bi+9xhNMV4YnmYj9n2H7/f9h9ExfM/xfVDFOGcCxAgj/L3EaAQxwggjnBWjADHCCCM8K6wF/RIYoN9DjALECCO8khiNIEYYYYSzYhQgRhhhhGeHHVUxRhhhhLPAgh01So0wwghnxWgEMcIII5wVoxzECCOM8KwYlTlHGGGE54IdidaOMMIIzw47mmKMMMIIZ8H3AVnr3HDWGmGEv6+w5oX9vAAIIW4SQjwmhDgkhPi5Z/k8FEJ8ofr8LiHE7udb5yhAjDDCKwQLWGNf0M/zQQihgN8E3g5cCrxfCHHp0xb7ILBirb0Q+HXgV55vvaMAMcIIrxSsfTlHENcAh6y1T1prc+C/ATc/bZmbgc9Vf38ReIsQQvAcGOUgRhjhFYR9+cqc24FjG14fB6492zLW2lIIsQps4jlUwEcBYoQRXiF0WPn6N+wXp1/g4pEQ4p4Nrz/9vVDPGgWIEUZ4hWCtvellXN0JYOeG1zuq955tmeNCCA8YB5afa6WjHMQII/z3gbuBPUKI84QQAfCPgC8/bZkvAwOnnluAv7LP45w1GkGMMMJ/B6hyCh8Fvg4o4HestfuFEL8A3GOt/TJwK/B7QohDQAsXRJ4T54T13ggjjHBuYjTFGGGEEc6KUYAYYYQRzopRgBhhhBHOilGAGGGEEc6KUYAYYYQRzopRgBhhhBHOilGAGGGEEc6KUYAYYYQRzor/D4jrEFrJoWA2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:47<00:00, 4.81it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1547.2909224033356 seconds ---\n", "\n", "[[ 1. 0.40434538 0. ..., 0. 0. 0. ]\n", " [ 0.40434538 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.07601572 0.07816118\n", " 0.08650782]\n", " ..., \n", " [ 0. 0. 0.07601572 ..., 1. 0.99958824\n", " 0.99296765]\n", " [ 0. 0. 0.07816118 ..., 0.99958824 1. 0.99288826]\n", " [ 0. 0. 0.08650782 ..., 0.99296765 0.99288826 1. ]]\n" ] }, { "data": { "image/png": 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CLcWE6RvGDMy8j7YlYczAeWIdwcJZWD0jqJoEcqRAZb8GrBe7Cdqns/nM+Mtdlh6BPGGY8Q1ZWhb10bWuEVERqITCKEqUo4l3GTzyiUsZUyHnX/BPE08xGWiUFd2+29wUABUzkIEitCIz2x4sIceKEEbReZ1K4DanMNwQXf391iMdSnM9rK02YVzjDEi8Wo1sLWKtSFFZUuLyw6/jm586f8LKkX7E0AAgBLKiMLwQbQr8pBl99hXWQHRsvykdWUuhYuM74iR6JEE8Mt/dFh8CgTVqEO+LGCB7VFPJCv79gmv54cfeReBEasSoRMfd5qJoAQgiC6OiUJbAqERWgKyEGMUKAGEqhggVXSelsEdh5rkbWJzp4aFLjsQerRAkTJACZYjtTMy2V2BoiYUyID4YMVVCwbM/vnjSrsD+S5L6m7+fP6l75F3tz/ztuBivFZdcEwUkv3n9SRPf7ehutOjiS9yI7a7ES92PQ26+GB1TzA6j4B5K7WQaA9V9MPH+zocOIt4vcYY1V92/jEyn4JRTn2L1eBMH3vRZ2nT4cpeAqjuios9C64j127Zu2/G2maLh9mPv0mUZ1YytqCU9KOh1m0gOC6w3DVEoxQiTBvFEBdWfYemtnwFDM2sbXVcd24RLFFbfC7GtOyrC3EGeCZN9m/sSjUNXxxfv10AMexyULbDyGqsg8PIp4v0avTrBhYXzmVU9nqgeL3JLxHY3QUeuglDRwo4m+cS5gGSnxB7TWFUzynAthAKjDLExzch8kBUx4aK0K3/CDdwWn9i2X6HZ7gppjQi3nSN2cf2jsVolzaqH9+P52GxaVfU6V2UVO7o529yI6jlSJtgFvZ363kOov1MW4zVh5YU/jNiKoe1swUvdjR3dCNHVHd3frvsy9+M3F10+4Xpsu247mvAKUMUdcicGh3AGjibVrcmuLTI6P8G0J/I83HsEhqf5y5Xf4aOfPXYneV/qEsgdXiVVN+Cx5yZcHgXIru7Ite7rpy5+yMtdlr48IsxRs7FUpTldxGNx6jXISkAYs7B7ejj5tuX8oXcJ8q7OnWTYlWm+7SJvk29XjVDNVTv/vr74KjTnSIruOSH23TvTnLua7gJ2MsW3uUdyzfbvGmKvTHPWP7id5lzznWbk/c9O2rx/6TnZNvZtxn1DJaI5+w9tiiyVqsvxajdHYtYONCeAuWd1FVGq9ZSCeFV4bQkqCw/l9BZo4RGOXOHzy/uPRZuaH31wKS26yKn/tZS7e5bzi/FGzkpt4YSnP8gXF9zJz7qOZWZqmLUvhAx8az/KZwS0/EnwHye+HZVJcvWWnzLdjDEQejxUbuXoeCc35xfzp4EFHF+/lg9mnuPy4cP5QPZxlt18JE0n9WAYAfqFVjZ+TuLno+l0wZvP5+L1t3FYbAxLSPIqYJWf4ZnyLAw059Q8x0BokxABvxs/mGZrlCfys/mP5j9xzdgBnFuzggfLM3l3aoDvjszhY9nn+eDGBvL5LMWSg1e2yLx7EGn6jPTFGfANVDHAPm+UcTdGuRQjkQio+ABp7n7v0YT1cT6w5hEW2T2kpY8E1vg5uv2oqfPVG97EBfs/wJHxTdxRWMxMe5D5dh8NMuBX4wfSag1jiZCDYz0kpSAn4/SHJXzg/+vI4ZbSCNOn7NukbI+N/fVo7TK3aZjieEDikRxf2/g0HUEdc61+lnutNJljPFWaTb2ZJ0SytZKl3spjiZDD4hv53ehhnF8bUc8zTcHPx+ZxQXYjZ62LusZJUeaFjmZS6TJpxyNmBjTEC7iBhcJm/UA98SfizHgsxcm1LzAaJnC1xZxYL8+XI2Z9mjXGQJCm24vOw3AlQZ0duXErR6Zz3bzrKCrNNMNmWFX47JZ6TKmI9yURj2V4x+p+frT+WP5zwS1YIuCBwnwWOD2kjTKjYZKBII0jfC5dvpSD2jqphNFt5JguHD35ef/XUKy1TyiIRLxCucGceCJ8qu4Jrk0cxSHzNlPebINSBMAvxhv5QE0/1463Ypkh39uwjO/Nu5F2y+XF/1hCcvUAM8N6EuuHUMOjiGKJd6z4MN9d9FtGVS2X3PMuFh+whee3TOdnx/yCorbJK80l9ctZXbGYeWdA8anpFAXMHAwJ4k7kuwIMDPHxez/AQQs2Mzs5RMr0+OXyI7C3xNASVp/czMOds3nnnGe59pFjEIHgsbd/l6uGD+OI5AZ6wxinJjr4+uBhXFK/km8PLaX7p+2YFU0u0EhfU0xNpyAFjcUoziF9jZdpJB1Cxtcoy6m6MSC6NxIfcfjKre/CnFmgJulSnyiyesN05LiJ0VwmfV+CS09eRiZZprc7ulmaWka4bP71HOh0cIQTZQyVFJy35jzeOf1p7hmMSma6/qcdGWjcqi8/LKGxFNliA8lZOBVNfWeR9y7+CHrEJtM2xthYAjTYW2KEMQgyIZgKYSmsjhixJaMUN2b42DseIi0FX+47nlufP4C6IwsM/GzWhG/fMh4SxmKEJhQF5C0xkTFbV1Ikuws8GjuA++oWY7iCIKnQlibWH03nIKmwxyRGGfw0xAeg2BK5AfaYoLfdoKQs7ijOAqDjp3NAQLagSHYV+E7d20htgU/mzwMtiL0Qx61XqGSIUTAwiwJlQfPjIZszc7fHPvbQGIg8zikL4lVRHo9Rs3F7qu2Xti5D5k1W3TOXGW3FKOawtZezUlu4dryV82sGuUwJvj7vVj69+t3Mr+uj4wyYGdbTcZpkxp9zpMseuibJ1Ut+xYE2mAQMLbuFs1Mb+XNzE5974Z1cPO9PWPYg3xw8kItzz9D5ZovaxYM4ZkDn89PQjR56LFJbC1bX8o0TbuL4eCdpaRITFkcds55Hl7ZjiZDP1T3H+mn3Ms8yaDthCEsEfKH7NP5j+p08VG6lyRjnuvGFfLruKX48No8v5FZz7/nz6BtPUy7ZqLJJ04wB4mZAR28dOpRQMMm2jVAoxQhcCztRwa+YSKlJrc9RySX45Ol3clh8I3XSpcHQPDKjgU4/xxy7ly+lz+LqhTcyyyzwyH6tpI0yC61BesIEoyrB/xZqSUiPE+I9XDXnOmaaNuek1wLw3vPPZbCUIG4FlH2TdKxC10AtKhTMbB6id7SGwmNpfnzUj+gNshzmdLDRr8MRPvcvnU+dWWSaNUpJxcgaJZ4/aAbvqHmGu+csJCZgc2Dzmfr7OO6otbw1OcKP3tuLISNlvLmrnliyTMKpYJshdU4ZN7AwpKJzMIvzRIplb3uShYkeSipGnVkgIT3Wus2EWjLDHmaD28iQn6TBLvBifhpLanpwpM9dvQtpkAEJU3NIbDMSwa3nd2JIxbqtjcSfSvHRt9zN7zoO4jcLrgPgtwsOZ068jyZzlB6/lsEgTcpwubz1RNqbeyaSnSwZws/3ZOaLv89EqT1FvLlVv++2E9l8eKQktty4hIeOupoTL/s8bTd0gNYEXd303zIfywwJleDpQ27k6tEW/vvh07HSHo03xal5bpDCwhyptaPQ1Qtxh9X/PpOmtmFCJRldWU84w4X+GCqhsLIuTbV5RssOacfDujxHcZqJFpDsDwniElntOZ6+by3rvjgfNd3FiVeQUlPaUkNsQKINUIsKVEYcEg1F/LU10cBmlRAy+r0T8wmVRGtwbB8/NLDuyGK6IKsWRCUt0TIKeokwohu9jKyuj3h4EUbBsOxfNiIScTZ8cDqVnEI7ITIWQn8MsyjwM4q6lZLhAxU6HmIOWWhDE9YGpGpLVComTszHkIpM3GVzVz3ZuiL5QhyAzP0OMogYARmCMiK5EFBJCQwPajpcNpxjYxQlQS5AFgy0BKdfEjoaFaOaP6CJjUjKrT7Cl9TPinK9h8eSsNWhdt4w+pbchAXhjCoCR6DMqE5GWUxYEFZRk+p02XpMAr9GI31BaGu0CdZ4dLOFjsYsCoxKlERl5aGSBa9Okd4kcU7rR2lBqARaC8TtdSDAKmjSW1y6liVI9GhGDogUVqLLwE9rwpjGcAWGF7EqdasUbm3VuiGyIJZfPXkWY+bitL7kd5P7y9ML5j/w98timGXNQ78/iBnVPAivEOMjG88mt9rHb6uPIvRd3XxxwZ18b8Myvj7vVq4ebeGCbDff6zOpKOg+PcTwcnSeBi1GLZliGZVJ8p0TbyBE4Aifntm1LHE6We7O5PLfnsnMOcMc17CeX64+nIvmPsC3l53JrCXdJK0Kzz83E3taEW/EAQELnq/l82fewv52H5YIMVB0Lsyx2p1OTAQcn1pNUcUwhGLFvJmkDJdvPHgGX3nTLVzfcxhza/p5sHt/vrbwVr66+kx+eMB1fL/uZLryWUarMYi5M/pImBVe2NqMCiVB3qJ1Vj+jZacag/DwKiamqciszuHVJ/jY2Xcz0x4kLcskpUenn6M3yJA1SvxoznF8dfb9tFnDrHRbaTDHaTLH+OXA0XSXMoy6cRwz4LSmVSyY1Y0tQhIyKly5ctZJ9BZrSNkehUqMmpjLuv4GlBIsaOqjYyzL1kdyfPvUX5FXDrOsQTr8OrJGiefKbWSMMgnpMRwmyRhlBv00RyfX0R3Usro8nW43y/H7r6GoYuxv9/PD1EmYQiGF4rmuFtJJl7TjETd9ck6RUmAjhWLdUAOFR7Oc9M4nmZfoxVMWCemRkB5dlRwAdWaBrX6WsSBOyvDoKNfSFh9hdmyAazqO4rTmVaQNlyVOJyGCH9WdgC1Dlve2UHwsw0fPuYvfdS3lyvY/APBQYS4z7GGyRomhMEUhdEjICle88CaWtnRPtI2zZcjyq/ds7u/rQcp9woKYt8TRsZO+wbTLIwVxfecjHHLz5/jNmVfwtcXHRYkwrov4cwtfnRW5FQM9Wew+kzUfuoqOoMCFx52HGh5FZjPosXFUqQSGwcavHsziY9bTV0rj/XYaI4s0qS2SRz//fa4YXYAjAo5LrOXyvjfT+44adMIBQJS9KCpdrdgLe/vp+9ihjC0MIeWDgPTTDjWdIVpA9zJNosOkPN+l7oEYMoD7/vMyzlj9Tk5rWsVMe5CTEl2c+syH+c7i3/KpZ89j1iXl7bStUmjbiug5P6g6qAods6oUnYqqIavXK+zpRZgmI29fQr5NEsY1oQPpTWAVoNwgaHqsyNZjk/hJSGyNflduEnz5vBvY4tXzvuzT5JXBTWOHcM39x9HYPkT/phwomH/54M504Da5AG1biCBEF0t0n9dObERTbBHY44CCdHdAaAu8Gok2o0zK1NaQ4XkGmY2Kd/3bXSxxOvnSmrMo391I+h96qfn0dlNbeJUowUmKiFbcIUNR+AG6UKJ02CzcOgPT1QSOIIgJkv0RP+InJXY+xCyF+CmT2JBHabozkcdw9lf/yGY3x31d7QSBEV2HHfY9dsJ+JHs8+g9OAFC7toKbM/ETAquosUoKZQoyT2+NrtkOuHvNf0/6Sd+2uEb/802TMwo+teAvf78WRFnbJCrbFVVMmOiY4rHy/lE5M4DrMjM1TLvlMr+uj9F8nIqCjqBAm5lCZZKIYgldk4RKBTwPYZr4mZCFNb00xfM8WNsEDS5u0WFQVbBEyH6xPhbZJkdn1vO7muMIM5GJbYybaNuEIFIQYmAQLwtGrUe2poRtBgzVNeHmI7cg0TiOV6ihedooY/VNSB9K2idteyRklJjjak1zzTiHxgq01o4S1OeQvoJAIZSKyqCFQLoBQikINSoRKQgRKLQpJ3IHRL+JsG28WkmlVhOkQkQixB2LoSxwGzSVrE25QROmQmRgggK3MSApPdKGS6jBEoqDEpu5JnskszLDDNcl0VoQ1KcQQbXMWUW5DdKNFEQYt5B+iKE1bi5K4XYbFMqWoMAsG4QxqGQFyowSnwxX4jYorIJkujVCUlSIWz6jOc2h2X46c/tPXH+jVEFbVQUhRfRanR7SDTCAcs7ErROYZU2QECgbZBilcvup6LimI6mkJULZlHMSLcAsRxZG6Aj2qx0m0JJKfWO0by/at1snMcs25cYoIOwOmpRzkiAJoSMIY1GQMp1JEibtnWox2IG6nQymLIhJYFsm5dqrDmfW7xVWIXqCikdW7ER5Eg9pu9mg4wxo+ZOg+/SQhV/rQ2WS3HnX9TtRoNPSeWamhlk/3sCmF5sRvmDe0g66xzKUyzbt/5Zn+IhGxmdLWv5SomtZgj9+6Fv4Gh6jYzz/AAAgAElEQVR3Wzkr1c9Vo3NwhE/WKPGrrUdiy4CufJZ81SWYPX2QtOURaMm6vgaaa8fZsqmBeK7MtEwe5/NJXvxkgml/MRlrl+ReCOl/h8uM/zHZ/H7N1cf88mW06YryTM6peY47CvM4PrGOvLbY7NfjCB+FRKJ4tjSLHi9De6KfJ0dnMV5xcAOLcTdGY6qAKRXr+hoIAwOtIVdbYKwQZ1o2T7FiUXymnuxaheFHfvP4LEn6+D76BjKka8qESvLFRXdxpLOFdX6OhPTYWGkk1JIj45t4rDybkxLrAfjUpncihWa4nGDcjdGQKmLJEFMqesZrGBtLYNohB83oYst4LWPFOMYTNcgKlI+I8lD8osV1J/2I5W4bdWaB50ptnJV5GgNNb1jDhkojlgjprtTiKovzax/lPcs/xJzcAEoLthZraE6OE2gDiUYKhW2ElAKb3kKaWqdMbz5NEEpKY3FiXdFT32utgGfwjRN/S6dfx4XZF7jfzXJN7zE8tWEmzdNGsaQiGytjGwFuaOEYPkoLlBa0JUc4MrWB1e50LBFZL19Zcvukn/StizP6M789clL3yOcX3vP3a0FswyGLN9L1cDuJ53smqM0dKc+Bb+23E5VpeLkJOvOlFOhXZ91Ku+XylssuZuZQiFCa4afbSFWgxtcwsJm6Z0zSmxPYm/qZce80nnpvE/+++gxGt2RpOv0n/ODpk8hmi2TiLl/Z7za+8LWP75KWBGgsKjwnwczRkNBJ4jop4t0bmPm/s0hsGia9JYHVn0eoeuLremi9qZmPuy+nTa3OGKtPbuaBzfuzdX6Wm9YvxfMs6jJFRvNxHMen0F3DY2/9LrXS4Zhvn1LNUtQ4AYxatWixnSoFCOI5Gj2N7ySIKajrKWMNbU+1TnUkyG9pYEZJEdo1CA1fOeJd1C0cZGBrBitVIexNYEwrs7S1i6efmMPvDurgf/a/cYKelKGmpqIpxjJRMxUhiHualKfQ0mZjZh6Gp6mraJLdBUSoKXZEtKj0Ne91PoLsdggTUVD1vhlzKHo2Y6MJrI5YVIw1JnDrVUST/qqGjmQWocGoaLpijRPBQkSk+EQIZkUzZkLaizIuG1yFVYgaxFRqLESo+VL5XGLDkhfPaObM3HI2/2QurUMhlXQjnoCt1apSobZTmULD8kM0t4WH4gxGgWoRANw+6fmumcqk3COsumcuMzYW8dsaJqjNHSnP8hnBTlRm52mwcHkGXZN8GQW6jf5U7xmi88UcIhA0L+2lfyyF75nMX1HLyAF1jM2WtIQNdL8pzpmJcaYv+RUr57RylOPx7SNvYiBIMyfWy+deeCe153e/jJZMWtETpaO3jrraIn2bazHry9TVlNDP59hypqD5vug4udU23W/ziY000HGm5hvHv5w2fao0m8/VPccDuac4MV7gHZmnWeU1s5/dT145GGjWzmviC92ncWjNZmrP76Tg27i+ScmNkUsXsYyQzv46VChACZKZAuWyTW1NiZJnMfpMhuyGGEYlqiEYn2kgjhthfCBFLFNGKcEnlzzAqclVrJtbT5M5xnJ3JrOsAY5wxvlV3VzOTb+IQhCr0pNjZYeSa5NNlbGNEEMqBvIpimMOhq1ob+5n63gNZdfCeSKF4cHYES7S0IRjFj896lpWuTOoMwv42mBZYiMlLegJ0jxUnEvKcNlaydJsjxITMHJegRnZMRSCoWKC2sR2mlwKjSVDvNBkuJgg7XgMFRIEgUElbxPfHAcB5ZYAUZH887Lb6PByvLf2cUIEdf/YwZotTWTrxjENRTZeRqLxQpOYMVEKyLnTVpEyXNaVp2GJEE+ZvPhfezbn9/WOUvuUi9Hzz0dz9DnP0vWO3AS1uSPlmdkc7kRlji+opeaPqyHusPXHdTtRoLP/8FGstEfmniSJgciCKDSZmJ7GqEDmj2vQrdPwcwli6/tx50wjf/E4A11ZrBGT3IH99K9u4Iq3/pxuv5av3/9W6p4xXk5LGkTJQQWNHxc4o4owJggcQf2dG8gfM5vU+jEq9UlivXlGD6ij9vGtjB3SRN/h8mW0qT0sUYsK+H1x4i0FSgNJzjz0WcqhzZCXoCme565VCzHtkHSqDLflJqhP6UNoAwLs/Pa6jCAuMTxNEBeIEFI9FeyB4oSF4dcnGJvlYJUi2YWCkfkCr8VHjpkoR2GPGPhphaz3MDbECWa7tE0bJn/j9MgKCCJLIIxFE15LMF2N6Ual0V426t1gVCKaUihNobUa7/E13SeCNSpRViR/0FiBQCJKBs6gxJtXRmx1UAlF/axhjF/nqKSiQjnDg8BhlxaE4UU0qelGFoTpauzx6Cb3ak1koOk7zMAsCNyFZZxEBefuGhKDCq9KO2uTiWKsbcWXQkO+DZBg5bdbGKu/+blJuwIti7L6ohuPffUNgS8v/sOr7lcIcRpwGVF2+U+11t98yfo24BogW93mX6pV17vFPmVBXP7xq/ns9y+geWj5RBHWo0f9iENuvpjfXHR5lD49PBolQY2NkymWCUsl8Dympa0JhmP2Hz7KpjN+QkdQ4IJ/PT9iJLQmkXAmGIOwUER2bMXui6HyBRzfxzWSWMMmNeuh+ehxSlum8ZkbPoQ24IX3XcY53z1vl6wDVCPghkR4PpgG2jRQo2PUPNmNzudx+h10qUxtyUUNDJF5UlGc1spY0qYcRtWC6U2SdFdId7NDqtOgmImR3Gxy39rDCOJglWCNA/U9mvv+8zIe9eJcevHbtxcphQptyIhxqGzv66ZNI2IdzKg3J6Uy2nUn/jnWGnSo705GLIVhgNZo0cwoFomtECRM4v2acoNByXfIroXhmMMJS9bx+P3VKVQthtPG9mpOEYRRX0whonNVPXe6UAKtqO1JRtuGivG2NlLdIX5CEjpQKsWQPtijkOoN0attYiMVyvUW7zrhSf742NKopLx6bOSuTXURhNF12bFPiBcFjZ2YDUpTSc3AGQkYPKzCMTM20nnfdIRXQVfL1Xe3b/PwBoQCZ8hHS4EMNav3cM6/XpmUO3SSP5moB+yTQohbtdardtjsy8CNWuurql3m7wBmvdJ+9ykFsdJtxajonZiLHRmNlzIVKpOEXgNhmrS9hOHYxm6EuRTGuBmVj2fiiEBFS69EOA46lUB4HjqV4MBcD3dm6vFqTRbW9PJCfTuVXAi2YlBVCOpTu2QdIIqua0siS34UgbckssdEZVJI30enEqA1KptCjOVRmeQuWRGrKEk0juPmI0akb6ARWREENYogHyUgSV9S0j6HxsKIbdihmlObMurJUPYnFIe2TYQfoq3o5peGjKqWtzVzjTuEtSlEJYiYEsCrlXj1AdIzCdIaEQrcBg1NHl5tnLDR46DEZh7OHQZEykmEKjoGUQxC+iHCjxREmLAmzp0B1R4Oqeg6K4Wb0xiuJEgIggS4TQHSlShTYnhVutSwKDVGLEhYm0TFzKr1EnXb2qkPZrUsW/oh2pSRHIqon0OVmtRxGxFqyrlozOm4S9Yqs6k+FRWnxaxqRyu5c7k30ftyg4ziDtqMGh/v4f+GR0XAr5uLMdFJHkAIsa2T/I4KQgPVLD4yQM+r7XSfcDGS9a36uKbzCVdFab7rrj2Y+GqHVLcm0Rd1NrL+9DRXb3mId6z4MFcv+RXn3nMR3znxBr74u/fiZ0L2m9tL8efTUe8ZQv+unoYH+whzKe6++VoedhVDYYrjnEGkEDzqZvnUzR+i8YA+3t/2ON9++hQ+d8ifuPz5E/iXA+4ma5T41+ffyqHNnbw4ElFg2c9b3Hr3rwEoKI/eEFpNyaja7pM2GDEedWNUtMF8e4Tj//A5bvmHH3Dhi+/hPW1P8qsth3PH4l9y5CMXcMeRV7LOz/FUaTZbyjm2lms4r/kJskaRmwYPoxxabBmv5T1tT7HZzdFZrmV2cohBL0Xc8Fn76fmUmxzuvPwy4iJKBy9oDwOBq0Oer6S5bXQpJ2de4FhnjIfcDAfaQ1hCcFN+LtdsORJDaEypOKVpNZfUr6ErKJCVJr5WrPQTrHJbqDMLDAcpplsj3DZ8EJ4yOLfhCR4tzOH6e49hzbuvpKwrSCSrfWi3QvpCRVpo+kKL57wWmswxDo6NYiC4323kqeJsCmGMSxrvZ7mXpdUcY43fiBVF+fj51mPZPzXIDHuEjFFkf7ufUZXAQHPH6AHc8ZdD+e+3/ZpTE/24OqQvlLRbJn1hlOSVFhJXKwaUyXCYQApFScVwtcXD+TnMj2/F1wYnJdfSGyZRWuIIn18NHc1d9x3Mk+++lH/tPZEvTbsXR0iGlWKaYVY5JEVJR+Tk57tP4x8bHp6IIyRFhWNmb5q0izF9Ua3+8PUnTOoe+foBv98CDO7w1Y+rjZ8BEEKcA5ymtf5I9fP7gSO01p/cYZtm4B6gFkgCy7TWT7/ScfcJCyJIgNecnig5vvDg+7kqvwy3UdB+XdTsRQPTzRjfXfRbDrSJ0qcRLD5mPQtrevnNQ0czcyik88UcLQMhouxhjJs87CqOcSQlNcoVo0s4O72Cle4MFhyxibOnPcM5qQ6sQ+/knPQmfrDuLVxqLcOUCndthvsGkshi9ESsK/Xy8/FWTkuuJSMNpptwS7GFR8fbMWXIFxru4yHXYaE1xuVDR/OsWeb8ox8mKwMumn0/RztbaGkfQQrBfx98M9MMk/Oefyuj+Th+2QLX4JsjtdhmwHB/DfgSWZJcWXgTFc9ElUyeTrShKpE88/MFHFty6dDBHJVcR6NRIC1DHizvxxavnmZ7lDs2LmLJki7W+HmeKs2mw8+x1NnCyck1ZPcrUWcUcKTPoXaF5yqKBVacrqCMAr6w5h3kyw6WEeL5Jo7tM9IflWC/MK2JsXyCZKfkD6UUGyuNHBnfwHK3jXWVEg+Mz6POKpIxS4wFCQbNGu4eW8Lbap/hz2ML+PK0+ygqjathhdvGm2vX8b6VpwNR2sVgZ5Zn063EHB/DUNTEXSqBidIwPJgm0yn45dajWF+3kbEgTkwGNNujPFeIqjmnx0bp8mrpLadJWR7dxSyzUsNIoXmmv4UvHxQl5CWEw3TDZdlz78OQiq19WWo6BZcOHcG9m+eyLBt1Sbxl6CAWpnqoM4r0+Rn6/TQJWeG+5+bzYmtjNYVeYJsB8K1Jz3sNe1LNOfg60JznAb/QWl8qhDgK+KUQYrHWeld9wIF9REFIH8zidp95S7keUYnaxG1r9gIwEHqMqlpMAkIVaf2+UpqmeB7hVxuEBGKnpihDYYqSGiUhbTxlIYEGM0/3eA3pZpdhFZBXDhYGIhD4ftQsVQaAEkhfTPRJHAvj5JWBIxQZaeNrg3JoEUPgiMhMrTfi1FoRvz9USZFXBmlZpi+M0+tnGLZ7cVWVh/dNQt8AXyJ8QRhKfBF9RoEMBIFvREohEChfgi/A0BOJVIUwRl7FSUqPDD6hlnjKpNGMKjWnmyNYQlFv5rFFgCNC1vk50kaZ4TBFQnt4usSoSlBQpahnRVW2SsVAWxAEEt8wQEWsiB8aKF8iAyipGL42kEKRNUpIoQireQJp6ZKwK2SNEmtK07AJqbWisuthZUeMgVHE0wGebyGrxVpCRWMNDAOtBa5v4odG9JxWUaA1YVYoKRtPmdRbBUrKRiEIdVRCPe47BNogbkR1L0nTI25Ec6ykQtLSxNchcWFTCQwMKdF+5DIUwhiGoUgID4XEC00KoUPGKFNSNhVlRnkPSuD5Jnqibdye3U4a8Xr+u/dkOsl/GDgNQGv9qBDCIeqwt4s/gYiwTygIK68wN/dNNFa59/ZDyPZq6lcU8HIOQmks4KFyK5fc8y6Glt3C6Mp6embX4v12Gg/WNjHvjM0MP91G89JeCmubSCQcwkyc45xBrhhdgqcsvlz/Iht8ONjpgNtzfH7kHA7ffzPL753HilNaMZeM8fUltzDP6uc9xof4+P5P8PvuA7GMEJVM8OnaF+kJQjb6cfrDNO9P9/L+dC8AT1csDo0VuHZ8NqennmeuZXPwtafylo8t57OPvJvD2zfz+Mp2lpzSyb/e8m7qzv4p1xz4Cx4szWVNqYleN80/z7iTBulx2eAJZMwyD/S3c+HM+3iu1MZWN8PcZB/dXpZ5iV5u+dlJuI0xvj7tCUKtKWifvIIP1PRgZHp5ruLylQNuJyk9GmTAkfGNzLUEgyrg673H8tSGmeiKAYZmweweftH+Wx736lhoD+FruP7An/GMO4M5dh9DYZJWc4zbC0vodOv4TMNfuDl/IFePnMxbkluJiyGGVIUmo5NpRoy3JR8gJiz6wyIrKzXkZIlzWnoZDj3elXmK89e9i1E3zvfn38CR8U3cWpzODw+8jlZzHFcbXDfrcNKGywx7mFZriFajQE+YYLpR4s+ldv5r/O18dcbtzDYdJIJx5ZKQFjK7AYlAofFz4YQ7YDULRpXC1ZJF8S4u6fkHJJrT655jKEzx6wN+TlIqrm45mhvyR/Ptpse5MbWJJfYIjpC8edafUBNtZrYgq9mPjceO85bUStJy+wN45h7O/dexae2TwBwhxGwixfBu4D0v2aaDqNP8L4QQCwAHGHilne4TCkLFJLomBb190eeFBUo6RX5mgviAP0HXHR3vZPEBWzg7tZH/mhEV24ws0tDg0j2WIVWB/rEUWU9HQbNAIYXg7PQKJLDBh/2tFKsrJcbmat48bw1n1K1g7dIGPtJ4P/et/iiPFtpZYzYzno/z58F5DIynEEIzK/ToCz2mmzGmm4pQjzKifNb7Do4IOMS2UEjeltpAT2iwNSxTPrDMPGuIkxes5piadYzPc1houcw4qIfj4yWuGFnAykILPcUMw+UEd9YcSJ1ZZPVoEwpB31iaR/Jz6CjWMlhOUQxtRtwEPeUM0lcYnmK9HzDDhIy0yUmDEVVmIBRkpeKxwv4c3dBJs5liVJUoaU2LkeD4urXU2iUG3BQJ0+es+mdICIMjYiPUGlHg8OrRFl4sN7PRamQkSNBsj/Hg0BzKgcVt8cU8O9YWVY1qxagq0WwkomYzOmSNL0mIEkmpSUuXtPR5vmKz1E7QGYZ8oOURtlTqmWGWySvJskQXV48cMpGS/vDAfkxL5OmOZVltTqctNsRIkCQmfR4b3Q+zIFjn5zAYxNUGCaEoao/B0IqsElmhJ0xQVDGS0mOz30CrNYSB4oXyDM6tf4K0LLPQcgnR3JCfjyN8nh+fjlkUrPUrPFmYzVnJrQA84QmaDI+MFIwpTV5ZJGTA/YNzScgKBoqQyKKF3knP+6gfxOtjQeyuk7wQ4t+Bp7TWtwIXAz8RQvwTkYfzAf0qQch9QkFIV8FYfuKz2pQkMQQ1G4uEjjkRjb85v5jnt0znz81N0B9juTuT1BaJW3QotytqfI3vmRgVIkotUDzqZlnpzqDBzHOw08HqSokFdoLUZsm6JQ3crA5mdEuWv8xaCJ5Bv5dmmjWOKpk0OAVWlZuRhoawzKpKjnUimJh4raZPBQOLkBf8Co4I2exnOdYpMqxAbnFYc0SOtWON5H2HFzua+GNLM5s7Gnhqf4NBP8WAm2K4nKDoRiayJQIKvk1zcpxNXj3FIEZ/KU2pYjFuO4x5Dm2pEQqBQgSaDX6OIRWZ7UlRISEEJW0y1zA5LLWJZiPOBr/AflaM4dCjIyhxW+8BuIFF10Atlh1gyZCc8TC9QYYDY93YQjEYpOl309SapQkXImV6DJSSGGiGvQTSE6yopEhLlzHlMd9K0BGUcISBj6TZiNFsAMRZWcqQlb0stEx+0r+Q9eP1zLQHeWdqiOsLDfR6GdoTfZTCGLWxEgU/hikUccNnLIyztZJhf2eAeruI9AUH2oOsqtSSlB4z7QqPe0nSMsqQHFAxeoMsOaPAPKtMXhVYYpWQQtCb3MitIwcxzR6n09mKI31GgiQJWWHUjSN9QWeQ5bTMSgZVhVBDiM0Gv5asUWI0TGCLkKIOaHAKDPppmu1RJCF55ezx3H8dXYxddpLXWv/bDu9XAcfsyT73CRZjyQGW1qd8i+bvRsGj33U9xoE3fZa/nP0dPr7gVOD/Z++9w+y6ynv/z1prt9PP9C6NerXlJstywd0YF0zAJoTQCQRIgEAguSGFCyEXuCYJIaaZABeTkAuYGtMMrkiWLUu2LFldI81oej/97H12Wb8/9vEIJ9zE/j3Jc30T1vPMc+aU2bP23muts973/ZZYP9J8sIf3DfyE9x68jcWJHPa0wRNv/iRzUYO3Xf06mJ1HtLagF4tElSpCSU58+Fw2bDvFeCkL97RRXKtJD0v2/dFneNfEVlYmZrkoMcQnJ6+l/JoMUSoG78iaG9fZm/mPaHSCybefT2ltgEiG6EiQedoiPR77UE5dqkmMK2orfNp3xevudz50O6869DrOaRvn3PQIVyRP8Mr9b+KD6+/h/U/cysq/aMSEqGeYm5YZ+1B4wZmavR0rahFGoOQSdkGPjCEsi9lXbKLaG5u6RCakTwuMmsbPCDqeqjN9fgI/C8mJGDVZ7xR89LV38aPFs3h7x4OUtM0PiufwjV0X0jW4ELM5Q1j3xdIZYpjW6F9kc9pGXCouVhh91SD2oqbWFQvuaiFIT4WElsBPnNFzcAqa0nJJ7mTI5R/YxfmpYW4/cR3ujzpJ3ThF9g/OKEyKeiNm0sq4ZIs644shvABRqVE9p49qp4FZj4Vj/aQgORcrV/tJgVnTGLWQ0JFYxQC33USEEJmCKz+wk5PVdvZP9+K5Jqs/5jaxIwGiVGXh8mWkRz3mzo4Rl7lTPvU2g8CJyV5mLUIrQW7fLDphPcsX4959f/6cqxidG9v0r//99c9pjtxx/tf+63IxjlU6ufDYmXLhV0prECFcs/N3WNOxGOMHqlUubz9GVVv8/rqf8aHajSxfs8CnCxswRcjCtk5anzBYPLuV3CEHeXoS4Th0nj3Ny7ueINPj8v7FW7l63VGOn9XBuya28qnex/lxzWbI7+RNXT/nw+e9iUpvbECTHgvx8hKzEt/8lkKJygV1tg6epjdRpMcqclfuQqYm0mileeX23Tw2O8gr+p7kS13bqVQdnvA6ed3yR3lrboKdbsR4mOYlA4fxtcG7znqAO6++GVWPkZ0yALdFoI1Y3h1iZyi3LUZBSj8WPxFBjOzr/n4FnU4yty0k31Min6zTlyqyZ2wAr2yzdnCK0y3L2HTNMYJIMV1LU3FtNrXPUAod7ujbwV7PIC9drsse4ODGHi5vP8aJ9k5sGfDgyNYYhWjQnFixoIoMwMvHtOfcUIbw4iLzVZtVfbN4gUGx7jA2mQEVke8qk0vE3+qnj3SxZtNpTs228tqWRylrk5f0HeKBmwNu69/LnVfdvMRzsIqxAExkCiLVNKwJmujMmqbleIORmwUYPvgSp71OwzVYLFkQgU4FqEUD4ZsEbQH2hENjhYuQGj1v89LcEzj5kJ/lNpJTNf7m2pejRezAlR3OMnVphLXo0HH+FEEkGTvcTpgNMNMN/LKF8CTajHDznfgZsaRorQWw7/mN/Rc61PoFsUAoFRE6Zy7UOc4IYS4gm3KJssklGeI35vZTjjSmNUd3S5nLOk7giICV9jSlFZLMcJLiCklyOok1baPTSV677DFuTZ9mIQq4cNUwN7Y+xbej81iZmOXHNZvrkx6PujXWmR6l5YrKqhCtNJFh0MhrjGo8alsdh6vWHONlbXvpVnGFYHIwx57UMgwZcXXmIDlVZ0tihIH8BqzWACUiLkkMcW8ty8VOmekw4I0tuyhHJmfZk3xiw/XIqkJ5AuUK3M4ghu4uKGQAqi6p94QoVyK92F5OBoCArnSSKJ9i0/pRtraM0GMVyKsqWdPldLWFZalFjvX00psosjE5wf0L68m0eJyXHeGW9Cj31fNstOaRwDrTpdC7k4udCZ5y2ggR/NOGLQhXoQ2N8AXa1JgLsdNUoy1AVSXKtbhp5V5Gaq1cmBvmcLWHRFuDx+1lZC2PnF2nERpkrTqsh6s6j/LjaCPdCgZEiJV9kqFaO7dljvCJ9S+Jb7LQ2FMmQVIT2SEo0HYYu58BxqKBWbNIdxVZ1TpP2bdJGD4dToVjhdgrtC1RY6aaply3yVo+xWSKzpYySkZMixybTU1Nh9ya3U85UnxkvQ9S486ZKM9i9boxThzvYVvHMAAPBIpluQJtdpVZLw4JE6bP6fl+Gl2NuLoDoJ7fblwjCKJfidb+my1p+DRSkibwlo2mC6Hg3M5xJifspc/97cKFfKB9Hx+b20Kh7vDVwxfy9Qu/wCbL4JMP1LBOzdAXNr05yxWE53H73uswL/gR5chh333rOHZOB4WRPO+48QGG/E4edWtc5Cjuq2fo/XkZ71AcR1qFCpGpYoguEC0WeOiBs9m3uY++TJG06bFr93rSwzEf4/YbrufEyW6ObO7iyCMrkD5sfeP3+KPxF3Nty0EechVbrDn+dOIl/N3AQ7xt7CqWfxdkw0eGGuGfMeIx6l68hY80QdpEBAEyjIiUPON7MTuPLFU49ZPVHFw+gMr4pFIu1eN5rKLgYP8APQ9K/snawo8TG4kmEhAJHu5bzeCFs1Qje0m2/3Aj4oNP38xLBg/x0GTsFbn82wLRhEmLKGr2K94N+EkD1fCxpyp88+fbsBYVu5evgJKBCAXpEUnZgZN5TWRptKHJnFJ87uw2nFM2R1fZZGSDD4/ezL59K7kzNcPy752ZXGa5RmT9gjen0dSD0GDUPazZKl6ujWP5PMqNvTiPGxpnJp6ohVQM0U7WNY2coGM6orwsgZaQKcLD2zJUI5tHys1z/Q4gBEbNw5qpMtozQPdYxHfCraAh/7TkWFsbQUZjlgRGDYomLHu0jp81zujoS8Hp5zn2X+ialC+IBaJcS5Aebyw9/3p5DYSCB/ZsYl1fKY7x5uZ5Q/4xDjdMfr/tCe6dXM871j7M305fzcW5E4xdk6T/vi7GX5SgZ5eB04Q3v/f8n3Fr5hQmiqeuG+C3Oh/igcGNfHLyWt7U9XPWmR731TNcnQj5vcszVFYHYESkjqfxWjVmOb6BK2ZEuswAACAASURBVEZbuObqJ3lZy176jBIZGXJncp6dsyuxVcBfrrybnb2ruCF1jI9d4+FryddLG3ln130UogRdqsKhRgvv676XfQ3Fh3t+wsW3bkBUDFRdIhvQ6ArA0BgzduzWVRXUe4P4fU80YdYCrTRrx9uI8inWveQ421qG6TEXWWYu8KPlZ3Oq2sbFLUP8jXUNf7T9h3QaJXZXVgJwYfok3apEWTicDJI4ImCDCX+2+R4udsZ5WT4G1r32lW9B1xUYGgIJZoSx4EAEQYePLJu0PtXK6y9/iDG3hSvyRxjx2okQ/Hx2NRnLZUVqHik0GeXy0KY1/H7fLh7YsIENVoOFMOT3+n/KA7mNvK1lL198+WXQ1O80pxNxTsWOYsyHE6J9CRLUokXrfpvsTZP0povUAoueRBElNMdL8Q6iw6lwutxC1bPoTlcYnmtlQ/c0lgp4aryPC+wFHKG4LDGJieC8285FSI2ctWg9YLP8hlMcOt3De86/jxDBN1efx9pMgT6nwGi9hUUvScpocLB9JWFX40wKQurnw/b+d61i/Ee1F0SS8hk259gHLqb//lgrgChC7z3ImsdtfrTjXJzZWJFo+Y8CRq826Xs4YPQaxfpPnEZnU9z5ky+zx+vm5mSJ7ft+HVOFbGmb4P5Ta9DH04hAYJxVpFp0wFNs/Pg0xfO6KS1X9P68zPjlGQ689zN8v5pkf30Z723dzzcq/SwEaTY64/zx4VsIQkWl7BDVDYQrcXqrmEaIBspTGawWl2gkRdDmY2c8Vv53j6O/1UrPTk1pUNF6xGfkJsHqf2gwdJvD26/+KTekn6ZDxcCrfyz3sbu8kr/ovp/76928NLXITtfkiNfDenuSQpTEFAGH3D5G6u1cmj3G/zx6HZ5v4PuKwDNIpD2UiijPpJvAJlA5n7BqYGY9Ql+RfCpB7lSI8jRaQXnAoHxxjWjORmcCiAS3nruXl+X3csTrpc9c5LHqKrYkT3OpM81fzW3nLa2PkJeSyx5/C1JGuHWLwDOwUw2UipAyolp20CULbUa09hQplpOEdYP8ExaqoZk/P6ahqoriIzd9nf21AVrMKknZ4NrUEQqRxbDfzn2FjWQNl2kvw4rkPL/TupuLHngn+XwVrQWVqkMy6T1rTFlGSCNQVGs2juNTq9joQCIqitSoAgG1ngjpCV79kocZqnbwW10P06Uq/Ob+N1I4nUe1ekgVkXQaCKEJIonRxDxoLXjZ4H4iBMcrndgqoBpYfOuSzz/nZGL7hnZ941dueU5z5K5tX/qvm6R8pqXGNarkUh/IxvwL4IeHN5GYkaTHNd1XTVDd00vL5jmqR9sZPGsc3QRE+Ro+fPhGes/6+5iyvWDwo1w7H7zqu/yleQ2+r/jIWd9jV2U1M16GqVQfld445+AdcqisDvh+NclLUzUuc57gyYZDt1HEjUzmwzSlw2387cu/9C+4Ex2qhI/i7u6tbM8N8eXsdrZ2nOa89Ahfy72EZWdNsniqj/LqAKtgsP3sI4zeu5b1Z5/m91qOARaVyOOk73Nr+jTXJE9S1eDIBjtdk3PtKhl5iqq2WGPOUtUGG51xPvPzq/lp6zq+sPUupoIcC0GasUYrZydPk5Ie350/n3po0ogU5+dOc7LezvmZESYbef5X9VIM14gXCAnlFRHvOPth7p9bx6bcJF5k8MHOXSSExRZrmBDNBfbjPN3IsBDBe9t3YQrFpxfO4SNnxeYyJ70uxhotbEqMkVUupgh4sjbIvmI/LVadN3T8nMdqqxl22/jhwgUoDy45+xi2DDhe7OC29PySNsa3K/0khabf1Kwzp7gqMYGvNWUtONTo4lPzF/HaLY9xZfowIYJDbj/r7IklxS2ArHQpREmOeD0MWnM8WVtOJbA5Wu7ioN0PAlavmqJQT/D+tr2UWwKSUvGnU5fzyc1f55P5a3lR23GSssEqaxqFpqotUqLp64lgKshzS2qc6XyABEwB33oe4/3fGUn5H9JeUAtE/lgNsVCEZbklDzd7yMFZiO3wlAqoCnCMgJqAlNkgaJ7CY+4AhZE8B9YMYC7GlG2vxSB/bQ1DRmhDsM6c4ajRQ5dZYoq+mOf/TGLJiNhfX8ZlzhO0qCSPFFfx4vRBdlTWkjNqZIegW5XIqTq2DHCUzxpril7l4WvImXW6jQKOEbA5Nc5Z9licTEyWWVDECSwBGdMFAVnLJSJiIvCYDmNk5lqzQkJZ7G2EdKgyB9wBNltDzIdZatomJRoshGkGjALpUwZuOUX3RVV8rYi0pGw4rDJnycsGa1NTJGWDca+FLrOILX3W2xPxgJRxaVA2Jee0inUak0aDLrOEG5mYQjEf1WmTCTwdkJY2rarGbJhgrSkZ8ivsmF/FxcuO06GqFMIUGVVn0JqjT1UA8BMGbmTSalTpVTXajRK5VI0fGOejfUGrVWVlYpaxap66btBjpAl1RJ+5SDmSWMInJy0cAcWowXJl4etZPrdwOe9cdh9dqoIjIpSjycs6rU0odTWSpGREL3Uyss6AUcMUAYUwRdZwOaj6QIKtAmwjwBYmUsZks4OFHt7TUWF760m6jSJJ6bHOLFKOJDVtkJE+jtD4GhzhYwrFMiPO5vj6edI5eeHnIF5QIcaJT17E4D/5GOVGXDZ6/ADXPF3msw9dg2jEmfTl90SMXqvoezBi9DrBho+PobMpvvPTf2CXa7Pd8bhi/6voSZXYmJ3ie6fOwj2WQwaQ3LxIqZwgqhls/NgshfO7KA0qen9eYfzyNLvf+UmebBg8UlvD+1uHuH1hFY4IGLDm+dLEpUxVMs8iV6W7KzhmEJOIZrIk83XckQxRi08q5zLwZyFH35KnZ4emtELRejjg9Es1q/8+YOiVFv/tqn9aIn8B3FPt5/HKCv6w40G+V1nHLemjHPJzDDc66DYLVCMbS4TsqqzGkT7nJkf4+IkX4zZM/FDhuiaZlIuUEQvT2Th3AJh5F79qkci5+A0De3+S3FCI8mPB2dIyhXdxGW8ugcz66FDw+nMe5Zbsk+zzYrn8p2rLaTfLXJE8zj8WtvKa/G56lMVlT74GKaDqWnh1k2Taw5BxiFEsJwmLFpgRvf0LzJdSeFWL3JM2sqFZPD8ubYua4pM33MXu6irazTJzfoZfy+3F14phv53HKytIGx5j9RZShsefdD3I9gd/l462MpEWFCsJWjI1/FASC2FrTBXi+gblSoJEokGl7MRmRGWDxER8vet9IdIVvOXF9zHitvH7nT+jEFn87pHfYPpkO1ZHDaUiUk4DJSMagcIywiXuxQUdoyxPzHGo0oshIgItuWvbl59zKNC6oUO/+Mu/9pzmyP/e/oVfhRhr/qGKPD2Nv7Yv1i0A7rznOnKjgq7dZU6+VxIkHHSnR5CwsbqqsTiLZfDZwho+tfcqbr/obmYOd1Ab6eJg+2ouvvZpHpxNQST47VW7uX9uHR1OhWmjEy8vaeQ1kanwWjXfqPTTbRR5cfogty9s4v2tQ7xj/CJ8rTh990pueNMO9hf7mK5kqLoWL1/5FH3WIpEWfNXcxpa2Ce51N3Dj2kMsT8xxn3kRucEC3oEWvFaNn5K0di8QOFnSfSWWmfMc93NLyMytzmnWW5PMRgZvyY1yX72FNeYih9x+3MiiTVWYDbJ8oGMXW+96L3d1+bx56w6mvBwLjSQLXpLtbadoNarsal3JuvQ0jy8uJ2u6JJRPf2KRo5UunhhZh5eTmLU4xGhk4Zy+cQ6oHla1zxNEknOTw5S0zTZnmJSMGDQWWW/aHPQVN2X3UYgsPjJ5Ndu7R+i1Cxyq9JAyPPJmnVXODLXIYtxrYajSTtr0OCszzoFyH1nD475T52O4gt6BedbnZ3j45Gqy0uWV+cfxteRsS3Eq8PF1yDZnFEf6NLTi6sxBzrNc3jN+HW/e8ggRgpyqsxCkqEUWK+yYVlAMk5giXKKqd5lFTnkdLPpJQiQ/+OlWtAKjvU7QMDg3Mcxqe5r7amt5utrHywf2sdidYtrLYquAc9KnmWzk8SKDpGqQU3VcbfA7+cPscFNsSw6hiBgPWrjr+Qx4/asy5/NqleVJJl6zktVfr5+RS+vwue7Fe9g5tQ2/HKEaEbpoxb6Viw6EixBEsfp0vspskOHTL/0y7/76m2i0hRxZ7ERWFdIXfHd8C7OlNIfqPayPFjErMc5BhBFmWbAQpHEjkx2VtXSZJd4xfhGf6XuUWtTg850v5vGF5UyX09RrNkHd4N6J9SSbmpRTc7mY5Viw+MnxDbTkqrSFIYXJLN1VjVGWKC+iUEiR9zXl2TRP1Abpt+axRMhCmGZPbSWjbisXZE5x5+wKVienOdno5I25oxSigAg4zyrz5eJG/JaQRM5lx9wqar6FGxhUXYtKYz2GjBidaWGXH1cuMi01qhWHfK6K55sYNYFViZB+vEAYdTg610mtkOB41EEYCh7Nr2Z9YoLHghyOCBhrtBBEknXJKY7XuzgrOUqrWeWJhQEO0k3JtanUHFqzVXaKlRgyYracolZIIO2Qub40k6UslapDohpLwU3N5picyaNrBge9PobddnJGnb+udPOilmMoIophktNeK9fnDrCjso57I4tIC+46ciHL2xaJEMyU03RnyuyOliOFXtKkrAcm889oUpZSRKHEL1k4tXgH4JZshCd5uLKeBT/FisQsU26WY6VOjg710tIVa1IeL3WgRLSkSfnMDuLxwiCbMpOcrrdiyLApQPuvyis8q/07C8b8h7QX1AKhXE1qTD1LGUiYEYdL3Sjvl4RCv3Bt86pGLuGyxp5iuNERa0VaZ1h2WoCpQoTQMbfil7SNzjjzYZqcUWPAmsfXilrUICktECB59t+p5kDUWiBELJaqhUaqCFOFgGLJ2fVf9F2TVB6dRpmk9GLCj5YUjQRrrCmqKZtN9jilyMHXEV0qQU03cITBSmsG7Ihcqh5v55uTQjTPMd7iazAjdCRQQqNUhKkiGoFeuh7P6k6zn0JopARbBrQZFSIkeVWjFlm0GFXW2xPM+FkGrTkWwjRPMNDsQwx4U83tvSEjlIoQRtwXQ0bNa/8L0gMCpIoIm/ev3ayQVi7r01OstaZoaEVKekz7sQhSUnn0Wos40me3uQwlY3Uqy4jvqyXDpfMwZIQlQ0wVYqkQ0wwJBPjGv7wfGeVSCW2SssHq1Cz7gz6E2exv8x4/c0wpNFJGRFqwOjVLRrmkDA9bBtRD618c+99qL/Qk5QsqB/GZkR382t/8AX2ffwqI+Re/yMv453wL2luIhscQSqJ+3PIsnsbBm+5gLmrw2zf8FrLmxnDtVCIG/4QR0cgYMpNGOA7RYgHZ2sLUZ5KUDreRHYK+V5/i9N0rqXfGycWjb/osL7n+Vb+UOwFN/oShYr1DpeLQZ2gE0d8DhVIsb1etQWcbTM5AVzvjN3b/S27HRMTUpZr0SUV5vU/qpInyYpi1qkNkQ2oi4u7/8Qme8Dr57K23nOFMRBFayjN8jiiKNTMNBUEIZkx8E+UaulZbuv7CcdD5DDRiPU2A2YvaKa2C5KQgdMBeiPkd1T5N/ggU1sPLr9vF/tevj4/xTGlaNbfMMpZ3I2hqUias+NoFIaJSiz+bTS9xTsZu6SE9HuEnY3BUrSfWfbCKkFiIORZ2IaCRVVz+gV3se/W6JXm7JVOhX2xCQKiXrokIw5jHEoaxbiigHQsRRsxc3oNTiKi+sUB/roj/rhZE1Y15MIBWTXevpsPYM8CHwqY8kSlIzAdL5j47/ukPnnOuIL++U1/+d698TnPk+5d9+v9KDuIFsUBksv360pbbCEbHADj1se2kRgWtRzxCKxaNsX78OL9/4iC/fd8b+OgVd/On33sV77/5e3z2jpfh5WH9i48z/nerSb9unMI3+uh6cIagPc0PvvklvlwaoBgmeFfLEaZDj0ONNv7wjjdTuaDOVWuO8dADZ3PN1U+yc3wFH9/8bbpVibceeg3X9B7l8YXlsRnLe9L86Mf/m8WwxkQomArTXOq4hFoTEXHCF6w1BXdXellmLrDFqnDJ59/HX73hi/zOo6/mqjXH+Nmh9dxz5R289Lvv4Ys330mHqrKzvooht5Pxep63d99Pq3T50sIl+FpxuNDNWwce5qjbw5jXwurEDNN+lpyq8+Dbt1Prsdnxqc8T6ghPByxEDbpUgoiIXa7NY7VVbHDGudiZ5Qkvz3l2AVdr/nzqWn52bD06FAilOX/wNF8a/AFPNSyWGzWafsUcaHTSbRSZDTMMGAW+VTyfSmDzprad3F9dz1/ffz3HX/5ZAEqRy0igWG1qXB2SFCangpB9Xj8dqsTVCY/5qM4+L89nxq+i7Nv89epvMBumcLVJhyqTakrOfXb2ClYnpxkwF2hTFVaaJRZCE1uE3FM5i8/edy1fuulOrkhE+DpkLKizwkxTiVwkElPEC8di5DIVKlIiYCpM4mqTXdU1THk5AG5q2cdUkOOyxElsAV9cvJCvPPgijt/6GT4yt5m3tuzGERJTSNLSIdQRSkg87SORfHDmXN7c+sjSOE4K6B+Yel4LxGVf+PXnNEfuedEd/3WTlKEtiFrSMBo/d9YXqHstFBsWuZONpZBjq13k3A3DXJ4YJep1WWVNU9wYolo8xsp5jIZmupQh5QJRFIukAtenjlGOFBNBSK9hc1wElNYGbB08zcva9rJvcx8va9nLT45sYE9tBTlVp1BOxAnJcqyP0B+ELIY1WlSSrIzoVWXKkWYsMADBajNWNL0kMcyQ38JspAk2VVlnzrN1xQjXtjzN/Kokq02Dwc0TnGtX+Xp5FfsrA4zV8szVU+zIrCOnahwudeOFBtPlNHurg5yutzJdz1APTRa9JIaMxWCVpzkdVOhSNrYw6FKKYuRSjDSOkByrdnFp6igZaaFERE1rWqXB1flDFFckkGhsFXBT61NNzEMDWyTwdcjdlV6GvK6lJOBJs8RThX4CLfl5YjX7K/0YVYmnA4pRg1ZlI0WIryNOBhZ52cDVJqYIcKTPMd9lwFDUtM1t3XtYCNIMqIjZEC62F/j70gakiGLNhkI31dBixs6SVh5T9gyFMPbJ3FtcjlEVDPvtjJmxd0YtMlkMa4wEsQdBq6qzEJrMhHlcbVKLbBwZq21NeHle0fo4ABfYFYrRPPfXVuIIn8OV7vjYQY3hehuqNd7+P90w6TcqpISkqiOKkcIRIfuLfexMDOLreBqlpMfz0oP4FQ7iOTbJma0p0JaqMW7nY4+GUCOauxxTSFak5slIAycRe2uS9slna5RrDm2Bpl6zyASxYAxBRCXyyMlYJu6kn6DXiKhGNiIZ0pso0q1K9GWK9BklorrBSL0NWwb4dZPpSoZ6rckF0VUmQkFWxt8iaWlzKnAZ8jswRcAGq0g5apCTgkKUZCqM+6UE9DkF8rJGbyImeQ2mF3CEwZDbubQ4FOsOJ2qdpAyPuVqKesOkVrMZrrXFmhG1eEJX/Hjbm4k0ItSMBkkcUSctYuzCQgQTQRYpIibrWUIkrvYoRwkWwho5GZGVLgOJRQCSqsGgOUddR9jCXFJOOub2MO7mSakGBT9ByXKYqmaItOBIvYfxWg7pCYpRg+kwFlApRzYFUWPYb6dTlQkRuFE8QUcim261SCFMMmjO4QgfH001sklKlyE3hkkrIuarSaym8U1C+XjaoBbGycmxch7lCSYaLUzYNuXIIdQSWxQZDmJ3b1cXmQpzjPstKCKm/RxdZhEpNDNumg5VRaFJCxukx7F6N7YMmK5lUK5gNMgyWcviak0DzZDfiSkmyUifQmQzG2ZIiQbTlQzH3J4mDkWQVs9Gc/6bTUPwK2et59CacuT/PNhRbmxa+0yerxwFpA2vCWzRKGItBssI8OpppK+J6gbS102fhoipEHqbikszYYZQF0hJDx0JeqwiAGnTIyNDhCuZrGdxlA+uoupaBPXmJQojpsI0vapMWtqYQlGILKaCHKYIMagsKTYpdPytZQT4GvrsAj6x6Eo5apA3a0gk4/Uzi0O9bjHtZkgbFuW6TRAowrqxtDhUag5SQL0RazdmgwgZaEb9NvJyglDG3+KFKD7PQXOOemCSly6R1jjCp4Ek0iGFMEmfvcicn8Fu6lTOhiEdv1BxG3fzTNayJI0GVd+mESkqrk0UCabcLAv1JMqD2chgPkrSr0uYIqSmFQtBGoWmTVXIqxpJ6XHE6+U8ewFThORlnUKUpBDRVGEiVskSGonGdU0WjGTs3NV0sqqGFhJN1bOQjTj7PxXkKEeJuPwbJZkP0oRITBEw2mhjLkjTblSYbWRoN8uY+LihiUKTkyFRc5GY9HIYIqJQSyB9GA9aCLVsisXAtJ8jr6qElGPUapimKj2qrsW4m29qcMolzcvn2mLrvV/tIP7NZngaWSgvkeJG9/WSnhDkT7gEKWMJdn3Iz/HVfdvYfskJaiNZRje2kdnrMN/azYpLxqime+nun6WR6URbJlHCZMCQfK/ah68Vr81MsRj5DBg+mact7spdyORgjl2713Nnch6nt8pv9OxmjTXFm+dez8tXPsW9E+tRQqMti0sdl3KkORW4FCKLC22TzeYQSghOBx79RoKf1hOcY0+wzEjw7t3dzK5J8MWj27l6+TF+cGQzv93+MN9+/AJe++JdvL37fnZk1nGi1sm0m+Hd/T+lQ1X5tHklaeXx2Owgv9n3GAeq/Ux7WValZpnysqxMzHFf4mL8lOKlqWlMYeFpn2LU4EI7xbnWAqcDj9f0P4ZCYwrJSnOBFYZDTQseKK5n59hKGp6BVBGnlrfz1333cdSXrDQCfDTv7voZe93lrLJmmA/TDJjz/CBzDhNunt/pvJ/vpc/lrvZ21pmKTaZPXSsGjQZtMsGK7ClsYVCKXI76Pq3K5bzMSUCx1TnNRyevZ9ZN8/HBb7PKXGSXm+X13TvpU0UaSL7mbKfFqNFjFegzFxg0FhkPsnQbZe7Pr+eOE9fziuwTrDRNJGU8HSMat9lxjCqR1Jwj+DrC1xo/E6tTu1pAF9y1uB1H+lydOUg5cvjdrvtIioDPGy/invYL+LXUJG7v47QqhYnirflDmELFQG6rSKgLKCE4uOZJbszuIy8bhDquFn3peY79/9QLhBBiGCgTL7SB1voCIUQr8HVix55h4JVa68V/9Th+GGf4my01JrAXNdZMhdry3NLrT9QHsUZsdp2zGntWctjtJTsa4pYlmSs8KlKQMn2KijhzLgSFKGBXaTX10OS1mSlO+A4NFOnxiKmJNHtSy0gPS3bOrsQ0QjpUiV7l4ZgBfdYiSdOPy1zSItRxzmHI72AqyLHZHIpLoMCBRg5HzLCjcg7duT34OiQzAge9PurjafZn+pBjDkcaXSRHDPa6y7ksOUSLUSVv1qiHJt2qQq/StJlVWswqacuj2ygyZrbiRSbtRgU3Mum3FkDGak2mOJN3mA0TpEVclh0P0/SZiwz5bUjmWIgSdCmPkUBweLGb2mgG5QkCpdljDzDdHbDXXQvOML5WLDfqdBgleo0ypggYUB49ZgE3Muk1AtrNMtrQzbDKYToMqGoDE5esjCnzhShiKszRQLHCCJcW1iem+qnXLYb62uhUZR6rreLK9CF6jQBXa3qsImnl0m0U6FYlulSEryv0qpABc4HIAEtESwnJxcglCaSb/9fXIUlhIYVgPqrTLh3Ggjq1yCCvauyZX4YUmrRymfMzvLNtBykhaTcrRKbGFIo2o8JcGGKLkH4jTS1q4BMvRLYwiND0WYt0K49WaRA+y1XnubX/F3IQ/x4B0JVa63N+IcP634D7tNZrgPuaz59/r5pS80KfgRIodHNShGgFtghivQB5JpaLtOCfxyqGDJe2qo4IYsKNiHkYhoziY6kg9ilA4cdGVUs2788AY56Jz00RYIoQJc7cXKv53JE+tggxhWr2NYhFV4SO6coiDovipFl8/Gdi2BBBiCZs3pZQy/g1LWNJ9+aACvWZUtszfZIQJ/nEGRMXUwSkpIclIlLCx0RhEtfyMTRaxmxOo4lNsESAKSJMEeIDvjbwtSRE8gzLIIgkodaxn8MvDG4JpESAKSSqaQHgCEgKb4ngZKJJiQAlI4TUKBGRlD6miEFGDa3jbb2WRFriayM+Z3jWY3wPzpy7Lf7Pw9hEEBHhCJr3JcAQEaYMcURAUjaax332OcU8i1j99Zc12exHHIZoIh3/PN+mm+Pr3/r5v9X+I0KMW4Armr9/BXgQ+MN/7Q+CpAHd7bAYbzTkFQsUn2pBhG1kxrwlQY5bs/s5fG0P723dz1c3Xcjl6cN84ZrLSXaWOD7dQWc14vRUK10VjfADpBsvCn/Y8SCOkOxtmJxvmRz0G0xdGsvEXZ05yO03XM9frrybm378bu7u3krOrLMwk+Wr5jam5nIIAWu9Mif8uFqxwSpiUOF04HGgkcMSIdcnPYqR5P1tB3jSszns+3jXl7gsMcxvbH+Uc1IjfDt5Ppc605x14xFemZ7hA9OXcLjUzVwtRblu82nzSvJmnYcmVxNGksViin9wtjNZy1KoJTie7qDs2ewxl2F7AWY1LmeuNj1alWKZoRgOakyFil7V4K8nr+N/9N9Dj0pwsBEwHTZYbSZ49cBuTne2Me1lSRkeL2/ZQ0YKfi09QrLp0vWh2e0M19rIm3VKgU2HVeGx2UEaoUIKzYFCL/aCpKY1E77PasNiOmxQjgJ2uDYZWadVSrLSJSkC7q1nudIJ2e053L7pboYaXWw05yhrgzfnD/LHk1eQUPFCcv/4GtqTNVqcGhnDo9cpLBnkPLEwgD0vebA2yFprGldLWpVAoRkN4oRyhyoz7LdTjhxaVYWjXg8bnXFMQn6wuIU/W/F98tJjhaFQQvChmYuxZcADU2ux5yU7XZOvz13IJ/vvJdKab1WyDJjztMmA2dCk1ITGf2XkIoa72pFCE2mBLQPg+89rsvxnR1Jq4F4Rw9c+37QC69JaTzbfnwK6ftkfCiHeCrwVwHbyiMoZ+/biWI5USZCcbhDaChHGvIzZ8sfnYwAAIABJREFU0GLn6ApOdN1HY9GJM+CnDbxKlv4tk3hOktaWKn7CQSuJNiUdymaHG289L7BjZKAjQhLjisdmB8mpOidOdrOzdxVWi8v23BDdRoGf5texpW0CvzkhMBRrTQEIylGDmtb0GwkcMYMSgmIkyckEBxt1OlRIlzJwT2UonmvyyOxKTBlyYKqH2oBmz/BypgfqXJE9TFI1OGW3MeNkuDJ3hA6jxKQbIwePyU62509y1OpmysnE1nuNNK1mlQPWWYSOYItVIS1jod2AkGVGgnblUYxgS3YUX8dhSEbW6TVsJIIht5PHZgdZrCWwzYCcUeeCtieZDBssM+Jv5msyBzlgDtBrLjIbZBi05vAik4Kf4Nrs00ihOZEZoEcl6FJxBSSjfVpkgi3WPEmp8HUs7eaIiK32PLZI0KGq/GPhQsbdPFcnj5ESAWOB4kW5I2SbqtSTbo6+RIEeq0CrqrDKmmE2zJIUcZVgON3PJnuCdWaEr+PXktKkQy0AkBYmvWqCWvMLvc8okBQBEYLVyRker68kI13M5BC1yODq7MG4KtHIcm+mmy1WhY3piaUwZZszQV4a2CJBl/JxtYspJFvaJrg6ezCupgEWIR9+PpNH/yfPQQCXaq3HhRCdwE+FEEd+8U2ttRbil2ONm4vJnRB7c+pMcum9/tUzTBW7qfRZMQW8uXVLioDb1jzJOlOR7KiiRER9vUtPV4GRUx0sL4RMD7fQV4gQno+s+exybTaaRdpVgrtKK7glPcSwn6e2wucVfU+yJTHCkc1d3JA6xu0jt/Dl7HYcI8AdyXCvu4GoYKGFptWb5e5KL5ckhslJQZ9K8tN6gh2Vc3Ckz/vbDnCwUWeTleAblThv0rs59vl4Vf/jtBoVZpdlcLXgFRufpFVafGrkGibLGWo1m7BucEfjShKmz6mpdqJQQNnkrmgb5ZpNo25yKNVNo2EgZcSqqodVVHy5uJnzEsN0qCq9SvOI18pwY5CtiZN8c+Q8btj0NGNBhSN+O8OBz0azyDJ7nrUDUwy5naSVx03Zp3jaVwwomAvrKCH4n6dvYa6WImn61HyTjO1xeqaVKBJM1zNMFLIkpiQPuxazQZZtzigTYVzBub9yPq1GhUFrjhBBVbs8UNjI6/K7edxdySvzj3PI62EqTFKOElxgL/C7I1csibEMjXXgpBqknAaWEdCWqFH1LQwRMTzXSmJa8K3CBSyz56lFNsub/+eE2x1fd2uRY/VuCkGSfnuRfaV+LsqfIik9fji5mU+s/iZdqkFGKtKGyc3HXowhI45MdpKcEny5uJnvjW3hpvQBIgR3LV7KWmeKPnOR034bc36GnFHj3mMbGO5tXZrklgqBO57H9BGE0X/iMqfWerz5OCOE+A6xw/C0EKJHaz3ZNAv9P9p6LXWiGsDkGYOfuR09ZKc07Y/P43ek0FEc436rdB53PXIJy66Yxz+W5al1y2l92KbY3k1ia4nQSWG01wntZAx1NhUNrfjb+YtpMavckH6aiVBxqVOlfZfBl7q2M5DfwJFHVvCxazyCNp+tHafZnBrno2Mv4ca1h/jJ8Q0xf0AplpkLDPktS0ay59gTdOf2YIuQJz2bDhXyjUqOV6aLzIVVPvRgD8dWdPL545fRlyty8PAAF115grsfuogrbzrMNV2H2essZ6ycp+pZvLx/H/3WPF/gRfSnCjwysoKr+o6xb6Gfim8xkCkwVc2ytX2EA+ZGQltxXmIYUwTMhinKkc8ac56VxgIrTZOPrv82/QZMh4LrEzVKkUshgn88vZWya1OaSSOsiEcGV/K+gZ/wQ3eArYlhTCJe2vUUT1aWsSE1yWKQYq0zxc7cGo4WO3lD/yN8xzqXpzM5HOFzlj1BTSsusEOmQ4/X5PdSjSQrTRNfh9jCxNdHiYBb06d5zdAtjJZyvHvN/fxmZobPFddzScdJVjvTVCObx5IraEQG7VaVXrtAl1lkrNHKCnuGY2093H30Uv6kYw9PNgxSwmeDJdnjKc7KTi5t2XuNRbqNMqsNydOZpznXihGQG51xbp+4nnarytnpUVTzXJPS42vhNk7lU1yQPMnl646QkRG+ht/IP0ZJ22SFR0bWcZwAhebk+g4GnXkGrHlCLalGFj943nPoP+kOQgiRAqTWutz8/Trgw8RB2OuBjzUfv/ccDha7tj7TmjkHLeWzQowes4AIxJILdFq5yCAWPunIlXGdNK3ZGoGTQhsKbUrWW4s8acThy1rTYjKss9A8fqXqYLUGSB98LbEzHuelRzjLHiOVc1memKMlV42JV4bJFqvCbKSZCn1qkc0yI0YdmiLOOXSp+HLOhVXaVQoZxMpGlaqD1TIPGvrMRYQvcITPtuQQXmSSUD6zbprzEsP0GmVWZubosCq05ypsSoxRz5nMeWnWpGdIqQaDzhxPWcZSiBGicbXG07DMiMON6bCOr9PMhSGtUjAT1ugx0vhUydou0wtZ0KCbatErzRKlyKFVxqzRrYlTQExgWwjTrDTnGHNa8SPFOfYYx7Ld7EutZp1ZJyOtOOyKfHpU/P9RcTVhJNC0yjrnWR4hgnIUEOhYt6HPXGQ+qpNXNfpSi6w0Y6esca9lyZB3mTnPgFFg1FxkwCjga4Mgqalpn81WiCNi1+2Npkta2kuJyy5VwGlCrlcaDWpa4unY5dsQERGCvKriRibnOKdJioA92RWcSA6wxarzmJtltRmiEHQpgadr2MLAx8NEoYSkzy6wLXmCDuk9K4H6XNv/CziI/99cDCHESuA7zacG8DWt9V8IIdqAbwDLgBHiMufCv3as/s053XnJB2n7wi4AvjG2i3O+/27effm93HtJ7HYYFooM7k7w5z0/4w/Hr2fnqZX4ZYuDN3yamvZ57c1vQYzPonvaENMLRIUiwjA48olNvO7incw30jz0zfOpb6kjRxzuf83tPOF1oprx8ddLG/nRbdsIcrFZiip5aFPFJB+AY8OMvO88gk1V8tkajhEwvbubzEhcRfGuL+GeytC7eZr5B3uQARx4z2d43ciLuLV9D1npcqHtcuvxl/G5Vd/gbUOvJPiTToQfNk2HI8KEGTMcvSAGj4UhUdKKiVBBBIZcMiUWR4YRjs3Eq9dTWaYJ0yEiFeAcdzDLUOvR9P48ZOxqSZSIcCYNRAT1voA7rrmLUEuuSRTwCXmo3sZ7Hv11tq0cZs/oAGjB8k/HKNa4msSZfgFR0zjHmCtz4k09WAVBdSDCLAlkKEiNakJb0MhDZEFkaDLDsLhZkz4l+Zt3fY4Bo8R7hm/l6I4VvOia/Yy8d80SGUpVG2hToVVcqtZKLFWypBegFirMvqgHLy8w6ho/LYhMSMzo2DgnLbCLGqMe4WUlqZmQcr9CC4HyNB/6oy8zG2S5Z/ZsIi0of6APAOXGx568rof0ZMj0hfEC03Io9ifxU2BWwKzGJkUdu0uEKXOpb1rA/T//k+fMmUit6dEbP/XG5/JR9tzw0f+6ZC17YEBfsvYdqAeeAKD30Qw7Ht5MZGpWfbOpDfHofr46upPPLmzlzS27uXrXO/ijLT/mK6PbyVgeB473s/w7gpGbBf33CrKPjxPl0nz8nv9FXgaUI8VokGedOc9Rv42PnLiR1y1/lEsSQ/zV1LW8s+s+XvGdd7PsrEm6kmV271lLbrBAYTILQrPh9jne9eMfss6cRwnwNcyGCQ56fZgi4LLEMMWma/cxv5OsdPna7DbuWv4wdxZ7uT51jB9X13Jb+gR/OnUl/737ft42fAunCq2Uqw6BZ3D24Dhp02PP2ACGEVGdTbJ8xSyz5RSeF6tF1VyLbMql/Y8VjbYkb/rsd1ljTeGIEJOI6TDNfJgmI+t8buIK3tb7IH1GieN+B62qQr6ZCHy0vhJFhCN9Vpkz9Bp1MkLi6ph+/QejNzNWydOeqFD1bVqcWqwZ4Vqc3z/K4bku/EdaueOtn6MUOfQZBQpRAlOEHPF6yco6GVVnPkjTZlQYbbSxNXGKve4gFzqncLXB2VbIDjfFOXaBN5y4jbxVJ9CSp6d6sM2AlN0ga7u0OxUKjSRZ0+VEoZ3qg5287nU/YcBcoKEVWRWf00wQJ3ezss5UkKMW2rQaFU55HaxyZvC14mitm/d1PoCvwRZQ04I/G7sZSwbsnRhAPpbj9974bX4yv4l39DyAFBFP1AfpMMrkm9J6sbJXwN8cvYp17TPPQlA+H0Wp1Joe/f+x995hkl3lve671o61K1fn7unpyRrNKCOhABYIJBDZBo4QwsYGHwtsY4PPMQcfX+Nsk67PwTbGJBubY4I5AhvbIIIFCCEJaUaJ0eTUOYeqrrTTWuv+sVstgQBL9+E+d+611/P0M1Ohq6p3rf3ttb7v972/vX/2xqd0jjz44j/+99ushW1IA2uz5nxZcZK7rP3QF+HMZs5aKfC3jYu4Mn+ab3czl/PPzF7BjYNHCGTM4ke2EZxdZeibNQqn6phmE5kk/OKxW/il7XdSlF3eds/N3HD+UU40+rmkZ4Zby7N8tVPihuph6jrH0N2GtbMjrFowNKOIDlUZbG8E0Po6v/ydW7hi+wQjfp0Rr85fHb+a7kwBYxtee/V3uGdpBzdvOcCHT/4ErbbPn1zxWT7SGObW8izfCgvsced53/JVvKByiNuaezj5+T1YXUM5zrZJZ2s7MRYU6wYjoNgxNA4Nk4sM+QSUm6OUgrbzyMWzeJ2I3/rGqzadtUYLa9w/NUa07nHejjkm7hzjYzdoUi1Z6BRZ7/qc37fAi3sP8fOlaR6IFXmRsqJzvPn0TVzXd5xTncxZ69HPn48VQsMGqWB+w1mrpODRyvk4bUP/6Yhffvi1dNseu0cWiVTmrFWfKYFtqA6ubzprTRwZYs+FU5xZ7OH2qz+I0oL3rFzKnQu7uXnLAWb+cRszG/m6fCO7QrdtQcuCaSdz9zIyu3r3n4r44I7nZ5zPVGw6a5mGm22b8gpr1UamgqQnxZ9xiHZkzlose/zsK+7GF4p/bp1PzWpx5HN7MRJydUNpPOIPt70cd9Xit68okWjJ0uE+VFnhFCOSDciMcQw9D1gcKdY29VFPd7dg+P9xDuLHOVw3JS5YPGaRc6E/hcprdg0to0v5zZzEa0qPMK88Bq11fC9hT2mRMXcZgMYuSXEic9bKLebxF31MIeCWrQe4xp9gQeV45q5xnlU6STPxubQwwd2h5hq/yZ2hxYDVYn2bRXNXCpZBuw5RLSNBwePOWjdUH6UiOyRYPH/sBN8tjiCE4ZL8BI7MMGcj5QZudYWSDLkkf4JvhQWu9WEuXaeveh9TaYXLcuOs74+RLRsZCqxIEA1knhzhsgMa7LYkHFKbjys/c7lCPu6sdeH5k1xamaJqZ7h4TyoWwiI9XpvjWxLKTsie/Dz3soOd5WX2F+a4qTDNXaHPeU4HSwiKssXrh+/lMn+aQ27WfPTP+y9GdC2MrRGpxLgaezXbpiS9CbJpYUUuN2x7hNlumf3FOU53eslVEg57Q+SdmLwTESqHghPBvjmu7BmnFXsUpWCLLahU7uNkq5/n5U/wnv1JdqIJg7vgoPzMF8PYBjyV8TWFwarbWKFLcbDOjuoq7dTFs1Iqbpfx9RoAFb/LylBAK/QoOymNos9AuY3SkoajuMAVrCrFTwQnqOsczQtiEIZwyUUmLnvOm+LE6SEuqM0hMdx7nsVIaZ2K26EeB9TDHJ6dMlHfQtL/eLexeJrOWvx/QEl5TgSIgh2R5B8/UBe7LRCGZ/ee5v61HRnsBbirO8YLg0k+vb4PpSV3zezkty77JqEx9BxWOItNeo66ePNNTKcLxvB3E89kZNca80mZ+w7tYv28zGX7D577z8yoAgsq3XSKrh1LcOs2CMgvpCT5DBMHYNod/vXIXlZ2Bgzn1pFC88VjFyCnfZDw+eAZHJofYmlrkcNHR8HAM3eE/F1zD3vceebSdYbsAp9Y2c1NpYf4m/qV1O7PYDBWYpCJJpq0QFqZB6YCmWjCWbnxuEG5ArkBh2G9hZUqHn1kjFPDvZSCkKIXcWqyH9GykbWY8ncd7izu5JHiMEuzFbAMR/sHeW35IcDPkpZGcTRJ+Lu5q1jpf5Q7lveijaR2n7NBvZbZ1duSOBurqaRgY0VQmgj5l+MXoBoux4b6adUDEAZ71kO7BpXXmQzW1diLLp/bXSA8W6R5vqEgDF9oXsR3Tm3nrtpOeg48PhW9hiH1BNp+zPzXQmy8lNM2FKZCmg9X+W5vCRkKtGcwnsZZscHAbD4zPLK6gvXA4K0Jlnsz3zY7FMxelZHE72zvzajb9zkYAW7TUJwIOf3wFsoTkq8E5wPgnsrxaE8V42tEV2J3JNqC/ocNUdnZDBBGZkm3pzO0/o8A8W+O1UaBfafDzdtvnb4Rq2nxydufw9iOEJRBTs9wc2GJP1y+gl+tHeRD5tn83r5/4oUP/jxDpXUWXxUidC8zr0gYvL1GtROiKwW+dMHHkEKw6s5z4Qum2OeEfG1kiJu++0ZeNHqUN1Tv5Z2zL+LXB7/KxEsFV190jKIT8tVHLqA2uEq9nk2s84708C/XfYBdTnbImjrmTb3f4lg8gCU0z/YX6IwaQiO46rpTjDhrvPrkT/LJXbfxvuWr6KvexydWdvOOnpO8Zeb5vHfoLtZuDTix3s9KJ0+r63HV6Dh5K+be+bFNk55Lt02x2ClS7/r05Du0Ig/bUujjfUR9AX/9ko+yy1nH35BYz+60NiEsfzlyHbeO3MkV3iJf3zW2mWtoa8lX1y/gwW4LKTTPDY7z2V1fwBM2byidJkHxh2+6holOjbIT0kh8er02BxdHSZXkmqFxjq/3M33nKF951ntZUjmG7S7H4iqDdpND0Qg9VovYWEwlPfTZ6+RlxD5nmS/tPZ95FTCV2vxy9ThjVy/z0vwK9//CwzgiC8Z3Tu+kt9Cmx28T2DFD/jrN1McWigeXR5n59iCve+XXubZwjI72CI3DNnuFE0k/AP1Wk0VVZCktoY1kNc1Ts9soBN+p70ADRRnzK9XDrOqY9Vt9PJly58IuZr49yAde8Ve8f/J6/mb753GE5sDlY+xwFymJiHXjsaoK+CLh/9j7Cp47fAoAhSSQMY/85VOf91m++dwOEOdEkrJ03oA5//L/RunT3wHgo5Pf5jm3/xq7ds3j3JIp5dTCItc/2uRt1RN8pLGNvz59NcYI3rf/Ni73WvzUz72F3MlFoh19eOMr6MVlhOty+kOjvOeyzxNqh3d+4Wa2XDrL+GQff3rtp0iMzU5niQtdh4fjlN/4mVsJ+7ysV2IlJvWtrHUc8A6e5Pjv72PbBbNsK6xScTp8/sDlBBPZiuPClxzj4PgYr9r3ELfdeRUiEXz9Ne/jvQvP5wWVQ7hCcZ6zwp8sPp8PjNzHOxYu4e4/uhIryrgOMjUk+Y3+jXbmyykTTVyyERurCWNnTlnCQO7AaYTvc/pNY8RjEblCRF+xzeSJAZyGJBmN6L3Do/6iNjk/YX2+CBpKw03+YP8XsITmso3tWcfATd99Iz819l3uXNqd3feh4U2jYKEzPL7dyU7gbGVlyM21Of7mAHvNxtrWIlr3QAmCcQflQ1xTGMeArQlOu6SXtNBn83zu5v+JLxS/P/MS7j68m19/1pf59DtfvDkf3EaK9iTayaoY2t7oxzFgdzT+fIeZG8pEFYPdFcQlg7EM/lJGH0sK2arB6kJchmDB0Noq0JbBXxX8+a98kMRY3NfehSNTvvC712fM0rYmN9tm/OUVCtOGlWtjjBaUDrmEvYakkK1M7HZWNRm8LyYuZasbyFYQ3/ns259yMjG3a9js+JNbn9I5cuQnf+/fb5IyWXcpnW5v3n7b+E9hrdvMfXWU4V2drKy3sMitlUd538olvKPnKB9Wz+YDF32aNz/404xW64z/jGH0tiEmX2YY+eog5QMaXc7zpas+uKlPqL3yYzwn1+HgTos3Hvg5fvXCb3ChN8ebp5/H7w99hdP/yWfvRZOU3JD7H95NYWSd5lIhq2JM9fJXL/sIl3rtzdr7z7zwXh4Ix/Blwk2FRRZGu9Sky3UvPYovEt58+iY+set/c1tzD5flxvmb+pW8d+gu3rHwTN4z8DC3/FqViWaVejtHFLpcNDpBwYl4YHYUYwTdus+u7XMst/Kb1YtO5OC7Cf47Bwl7c/zRzZ9knztPRWqK0ub4bslMWmGrvcZvj72Cj4/9A8OW4ZG4QEV2GbMVD8ZFTkaDPNodJZAxLywc4fZLPk5V+ry95xAAb/6vz2O6XaHsdmklHjWvw+GlQZLU4rLhaU6s9bH87T6+cMP/YFUF7HObzKY2jtA8EI5SskL6rHWaOkdFdjj27CFeGJzhnkuHsTCMJxX+x+gXOTmY45me4RtvO41vpWgjeGh2C4VcRMkPyTsxA36TZprpF46v9rP87V7e+NNfZpc3T2gceqwWjlCMx71oJIN2g/G4l4YK6LWbHOsOsT+YwRGK21cuZMRq4Qm4tucIGs2RX898Le6f28rSfVV+53Wf5rMLl/OZsayK/+Wrzmebu0SflfEg6iogL2N+77KX8IzBaSQGjcCVKd/57NOb++fA9flHjnMiQDjzbVg4RPr8Z+CfWGD1XUOMmhT3ywce51PmnsEbzvQx87Fd3PH683C+VOH9tRvY9ptd0t4ePvSJ/8Wbwp/jXc+5jXfWb6Y9MEpUgZNJD6999OVEic3fXvw3/MXa+SwnBXb8UcxHnv8y/s/zb2TsH+GaV5/PLz3/a7ytegKN5m9rx9jqrPBgZxuBFfHxl7yYPivDxD2RIfkTwWmUEfzmwrN4bukofzZxPdcPHOXK4DTpb/Xz5ne/gpOf38P6/pja/Q5rtwY8+O7LuOXXqnxq+zeexLhMjOLUoGAyrVJXAS/LT3Ik8VlRBbbaa6zoAGUkb3vpLxD1ai7zZplVASeTAhNxH1cGp9jprPDZxuWcX5rnw8vXcnnhLGejfq7On+T+sI933ftiSodcrK7BWIL/ufdG/vgFn+VfVi7m8vI4kXb4+Na76OgYR1ibNO17Bz18kXCpp1naEvFfyq8gNBZ9Vpu7ukPMJlUu9Ke4yJvJlubhGAeb2+lxW/x89T7u7I4yldR4++23YHUFL7/hPgp2xLsmt/KF3V8kMimesPlMbx9X+JP0SYEjJDnh0jIR2hgO9Jf5YPF51OwW+91MpHs47me3s8xg7vEMwAXuCp0Nq76fqd3Lg+FWltIiOSvh+q+/FSENl2yfYi0K+Mb+L5AYxeRgl18uvYZrclPcE+zi4WgYX8bcmD8KQNvY7HcXkWR589/a9yVuKjRo6Wx77AiLjz3NuX+ubzHOiQDx2GjscHGXClix3kz8PJFP2fw+7uR0s0KvTpGJfhKvspF3saoRBzvbqTdzqMTirs4eDrVGWAoLiFRjdU3mmREniJbNiwuPAi6zacSN+ROcTMpscVfot5us70m5u/tkhmTVbqON4Oj6IIEVM9cs8oA/RqQdRKI4W69l79PKEnsn1vuxIsNEs/pDGZe7HENdh+x3F3GEjS9SttprBDJFijZTaYV0f5ttfWvc1d3GclqioXLMhhUSYxHIiEfqWwiVjTISKQyT7SoawVJcRLQsrK7BisDIzBvkgfY2xtdrOBuot8nyQ4xYAWu6iyMk02mELyS7nJDp1LDVzvGa/gPc19mFI1Imox7mojJN5VO0QqTQHG6PcLQ+QNkNucef5YH2Nqa6Vey2wAqzY2ZLzex6icikTKuE4kab+oAl8YVNRydMpSGWMKwqf5Np+c363s15c7Q7zJJf2myTt9DkZcS6znGyO8C418vh1ghd5XB2vYZoZ9N+ulmhHbpMpy2WlcN2x+IlA49yV3eM766OkLMSfJkw71ZwREpT5yjKTJWrkThCMZ22mE5zGzzNp7ccMPy/28r9VMY5FSCUJzCW9T0cyifyKdvfx52sd3z61Dqk+km8yq4SVEodJro9mVVeIjneGWS2XWa1G9BnDFYMVpRVBqyupM/KGJYLKsf5brxpdRfICBGoH8iQrDgdEmOx3Mlz1uuh0/GYblbIWQlCG5ptP9M5hAIrMax08uSVod7O/UDG5WRa5Xy3QWwsylLQMQpFBklNjMTC0FQ5KqUO2wqrnAiHqCcBbeWy0C3iyRRbKubbRaLERhtB0aky1y4R2AnriY8Vyuxv37Dek5FgolOj0fWZdcrE2mIqDeiVKasaAqGYV8EGzk0ylebZaidsc5a5q7kHC81cWGYpLCAx5KwEWyrGWzVW2gHdxOFoOMxEp8Zsq5wd8wSWO1kCuNXxaOiY2bRERXYJtYM2hpCUutZMpD0EMmI2qWYJSWeZyVaVPncQheRsuwcLTaTtTY+QQMaspQGT7Spt5THZqhIpm9VmHtnNSqatrkcUOswqj9m0yrC9wLCzxkOdMZaaeSbyNVyZbniVKroqk8U/Vprc6q2woNwNZmW6YZwz+bTm/I9zhyGEuBH4UzKMxceMMe/+Ac+5Cfjdjbd+xBhzy496zXMqQFiRyaTHT+BQbj4WGqKu8z3cyajrbLInv59X+Rircq5bgtBCJIL5sMhqN6AduvSpLjIFKxSIRCPjjFt5JklYVEXOZ4W8jFhVBSwyA5ofxJDsKieT63Y9Fv0iqmvTjtzNVUoauchkIxAlmlbXo5gaotD9IYzLCjYtSjKkKnPMqQ51FVC0G0Qmaz13hMK3UypOh5mwQiP26aQu9TCHbyW4lqIVeigl0Vqw3C3QCj2WvTzN2ENGmTArK2MarEiw1C3Q7bqsOgFKC6aSHnbYU9S1hyUjllSJYXuNQGTMS80yvlDMdjOe41JYoN7N4VmZsbEtNY3IJwwdtJZMd6ssdQubTEkrglbXQwhDGjoZ21IVUAgqVgdHSEKTMS4nkx4qVpultETNblGRXRqRz1xURhnBSpjHlQptRNaaD+SshHbqshYFSGFoRD6JkiRxtpJDCKKug+7azKdlpuIe5p3ljXb7Mklss9QtbJrmWMJsBggAZQR7c7N5NKZAAAAgAElEQVTMqxILSRlPJnT00zTOMWB+TGVOIYQF/AVwAzANHBBC/JMx5sgTnrMb+O/As4wxaxtd2D9ynFMBonIyQtabpCOFTQ7lE/mU5ZuXv4c7uWfLAsb10DnnSbzK4lnJSm2QX7r573n3WhWlJP9ty+3cXroYjeB+90LCqiDsT0nzNvFAyqebI7y6MMkep8VnWlu4wp/kYGcHykiKj7r84nOfzJActFooBH/hXMd15WN8IL6OV255mMty4/xx7me4aNsMZ2s7iQZSokmLq0bHOZXfx0WjEz+QcXmxO8FkGlGUFl/rVrjWz7DxC6rAgNViVfvsc+dZuH+Qz/f18Q8v/HMm0ypLaYnpuMZzCseoyC7/ULgMT6TMxyXOC+ZZS/NcGoxzPBzmz8evJ1qysbugLQh7Na8ZOciX3Qu4vDpBqB1enl9AY/NM20EZi232OuNpxKlE8lP5VdZ0zPsXXsDPDt5Nn9Xk4TDbVu3wFhixMhjwd6MRHmxvo2p3eHX5Ae4q7SI0Dh84dSNWV/DcracZ9de4Y+G8DbZlHYADUQaeKUqbvY7LmH0mux0sMKsU75q7kbftvIPd7gK+UJxOeqhYHXo2lv+hsQg2Gvom0iqjdp1D0TB1FXCyO8Dn288Aadg1vEwz8nhh0CDMrTCdwofmruM3Rm5nS26NrW52kbjMn6auXULjkBcxvlAoBImRXOAKnuMfQZJZADxdfNqPcYvxTOCUMeYMgBDiM2TwpiNPeM4vAH/xGALSGPNvd1r/uD7dj2O4C82MTSnEJgwvPyvw6gZ3oYm0E1pSkLNTmhICOyYUPkYIHumO4Ux5HOxsx12VFKcVTltSsdq4dkoiLPpkRM1uZ92gEoxN9q8UYBvub+7g+uAMOcvlQGs7e905psIaDTtHYVZTkyFlq0PejijY7iaDQaGpOBnDMeckbHFXGLabIDJitrEAW4O0yFsxRmb3Z6YvNpNplfm0wsXuBJ5wOJ4UCGSWP7nYPchSmtGRpNDMJlXy7jyFKQi7NjUroW1aJMamafv0WW1qUjHk1Omzm2gEPVaLvIwYsRqs2AWwNdrOynJGCoxlMvq0HVO120TawRKChTTFEQkdnVC1AuraZSatcL7bYTx1eXhphJ/v+xZ9MqLHaqEsQZ/VZNhOiY1h0G7Q7zTpdZr0WZo+O0PhaxukBSU7ZMipk7MTmjqmKnNoDOvaZ0pp+kxEnwWecGiSbrSNGx5ZHOZN/d+kz4rxhSA0dXyhGNhA53WMIhBZglNTZ4sNdb1CIDew9LZBSEPOTkhUJvAPhMtM6nNspZ++0ZQ9/jxF2SUvIwYsiUNEx6QUZfbaiTGcSQOUSTdZmNb/jZP9x1jFGGHTWQbIVhFXft9z9gAIIe4m24b8rjHmyz/qRc+pALF6WQ+1B8Huppvy6ifi59YWct+DlTs8N8SupIEM0yfh6GaGfIL+dW5bvoLVxRIkkj9dfi5H64O0EpdylOLWDc6qhd2NsBc9/mjw67QNPBAr3tH3TZa0zeXFs+x25/nMs6/mr1efjIjrcdooJHfO7WIuLHF2vpePci07isvIKOXg9CjFuiFcdnBahnvnxyi1NQ/MjnJq8MkIu+NJgRuDiBNJm7f3HCIxNn32OpdYswD0yQ6r2ie6cZ0LB+b4yOrVrCZ51hOf5TDPqeIAOSvm3sXtSGHoJg6jpTVWwzzbSyusRHnsZQevbrCijPHprUpuW3wGRxcHWAnzxDrjTFzqpUynEWUpuD9K6JMxz8h3uDvUXOVZ/Mm+z/J3K9eQs2KmulXWY5+RoEHJ7iKF4XSrl4lGlbybMDNY5WhzkLUowFuRWBF8c3Y39znbmF8t0dlpOB5BUSaUJFzqShLj0tAxd8YV8sLhviigIju8b/9tvHf6RvYWF5DCMN7pYcjPfC8s9KZoKdI2k90aQ36D061eOqnLYquAvZwpJ4/n+kkim4d2SWbSKvvcef5g3xf40NqV3D69jx2VFVyZ8o1c5uDe0S4FK8ISmkRbPL90mEcTxVRSwhEpHe3xdLSUT7MXo1cIcfAJtz+yAV16OsMGdpMhIbcA3xJCXGiMqf+wXzincDalM13E2vqGp2IWWtdPV/CXBaUzXdIkS2AaJRHKoFXW/iy05kut8/jW+E6+FRZJFnIUztjEp0t0VZagREPZ7qIRDOXXN0O3TNnMeXy9O8gjcS8AX2idx37H5WBzOw+HYxTOWCTGIlI23dghTS0KVkTVadPrNDfJQFoJtuTr9LmtrJ/C1lkTj86anlJlZcIjk5UyD0YBd3YDDkSGzkYF4kTSZo+T56FIsqpTHumOcTjuZyotcSgeYp8TEp4pcnB8DG0EkbLppM6G0UxM1e7Qm2tzRe8ElVy27B7Mr1NzMq3JxrYaqdhoNYdUWyiV/Q1SGFZUgUfiHG1j0zEGC8N2p8DppAXA4STmttUr6KosgZdqSc3r4MmUEa9O2e4ymGvSl2/THzSzY2OyYyNUdtwBhgsNlJKcTDJ/kY52uMITzKkuE2lKaKCpckwmtY0Sa5sv1S9mbzGjdQUyZshvEGmbXqdJ1WlvIuD63XV25xfZ5i+zu7jEWGGVS/tnECpr/lKphVGCFZ2nrV3u6u7i/vZOAJ7ZP7lp1lyz2xnQFkiMhSdSHKm42su6RvMywhcJoXGe3oQ3ZB1eT+UHlo0xlz/h5/uDwwww+oTbWzbue+KYBv7JGJMYY84CJ8gCxg8d59QKor4noLdR/p4qxsj+BebDQep7AnQ7zZSNLRuZQtp0QGlQhucEJ5nbW+G6XIvcSIt22ctQdOtVZEciU8G3Fnex0ChyNuplj67jdLLqhdAGuy14eX6Nu0OHQ+Eorygc545ulV3BAvu9GZp7E47WB1loFjYRcfctbaPgRiiTAWZPyH5oOtwzsZ3ecouSUrSXihQ7WSlRJppW06cv0XTrPnUVsN9dpCwFVZnja90KBzvbeXvPIb4TKq7yLY7Gkj57nW3OKk3tMmKv8ZXOCMMXLnB1/1kerm+hFXuEqU07dDlgxnAsxfhCD4f0cGYKXOrS7bqMl2u0IxerK7C7GpkYhMoShpONClHTY0pWUEoyMdjLXneB8bSKtho8EG5DMcGlbo4vt8e4pXic/9x7F289+Rom21Xq3Rzt0KVa6HDYysqXC80CrUYOy9HEIzbTjTLtrocXZu+5Ws+zth6gW9mJ9WB3GxWrw4ruco0XooRmQeU4Hg5Rs9ucCIeYTxf42Z57eN1Db2S0UkcbwUonTy3X4Xgjw58KYXAtRZTaLHcCSn7EcitPmlqETY9cJzMIDts2IpJMxT1MRj08t3iUS/wJfn/i5RwZH6ba08SxNIvdIlIYImVv0tEBbvMWSIzNiXAQXya0Uu/Jk/rfGD/GLcYBYLcQYjtZYLgZ+P4KxT8CrwU+LoToJdtynPlRL3pOBYjSZIRYb5MOFxEm+3DTJ/vJrwpKkyHua+tE5X4qW9eIyjVGty1iPAcdODSNw22nLuFV5QfoLOXJj9ssLPXz1hfdzgdb15ImFr849k3uae6mnXrMeFsIeyTdIUVacOgOp9wdOlzqtbnAPc0jcZndzhpn4n7WtU/+jMOtz/1WphfYsMN73ch9DNoNFIJP+ldzdeUMn9BX8ryRE+zPTfPJ4MWMbV+icWiYcEgRzsqst6K0g13b53hZfhJH2HSMYk51uNZPudg9SGJshu2Io7HkfDegaRaxMIzZHRraYtCfYubwAJ9bKfOBZ36a+bTMUlpkPipzWWGCouzyxeLFFKyIubDMeYUFVpI8F+RnmIx6+NTsNXhrFlaYofjDfsNrtj3Cnfnd7K/MkWqLny4foixdttvrOMJmu3M6IzIZyWuKxwikyz+sXswbRu+mZIWcjAZYS/Ls9Bfps9fRSI50R3i0OUzF7fKq2gEO1nawnBT4x/GrsELBFdsnqLkdHloe4Wqvy8XuCXxhMZEaCtKjJAVbbRi27wcyxLwGPlG/ktfvvo99/gwWhtNxPyPO2qZLl0KQFzGxsTgT9zPqrvBod5RGmmM6rHBXtBcEjGxdoR25vLp4gmY+W8F9uv5MfnXLv/K54HJ2BYv4ImWfP01oHNraoyRDHJGSGJtRu86wZagHp7BEZszz/qc76X9MAcIYkwoh3gJ8hSy/8NfGmMNCiN8HDhpj/mnjsRcIIY6Qedm83Riz8qNe95wKECLRzL5ijNrRaHOLIWKBc+0K4js51kOPosrq5rXUUO/6FHUGlBlPeokihyPREC+7/CG+eeIKZCwYD3uIIxsdW3y3s5XJdpXFTpGS1liRwQolIk2xupJj0RBFeZYVVWIq6eFIuIU3lI+TGI0VwfFwiMlubdMO71B7C9NODWUkc50Sx91Bmh2Ph1e30C07CGVYaubJRWZTB7HYKSIULLfyHEl8fJGisKirAF8mLKW99NnrPNIdo89ep2kWeabn0NApvvAYsCR3dAOsSJCENkfCEZaTAi3lMR+W8GS2/D3R6CdMbYwR2FIx1aqSGot6nENEAis2WElWxZAJnO30strJMW73kBrJw1GFEXud5kbprq4rzKdlRp0VQuMwaK2zEJfQCCSG2ajMXLdMpG082Y8jFUebg5yt91DwIg4Fo5xoDzDdrmBFIGOYbZWZpcx6x+dEYphXNQIZ8a3WXq4vHN5Yttus6F6u8FY4meaYSaucbvfRSjzoAW0yk+JW3ifUDpbQSAyBFdFIA053ehny+zi+PkCsLaYbZWQoQUAz9Oh2XR6Ni9R1Bk0+1hygZrc5ML8VPSDxZEpT+fgy2RSBZf4kkvv0Tq4rHmE2qSIfa8hg7gdN7R82439sZU4AY8yXgC99332//YT/G+C/bPw8pXFOBQiAYFFlrtyPGcMEmlbHo9dAt+NRTrK6uUyy2+g2ItX4IqFWbrPDXeQOtY80B2lJM9Wtojs2pIK5sMxyt0AndiipjEUpI5BKIyPBXm+OtnHpGI9Bp06oXeo6ZcDKoTyYjqosdIubXpkLUYlIO2gE9U6Oeb9I3HVoJS7LUQFSTRQ55Dd1EFlQ60k0ndDdlE/7QlG0GyyoAk3tc4k1S91dYpuzioWhoVPK8jH+pUXNapEWNcVam8moxmoc0Eo81qKAvB3jypT10ENrSaoli90i7dhlMSzQiHObQqXNLUYoWQiLtDo+q25m6LOqCgzaTWIsSiIiNA7D9hrb7AYPRCNUnJhduUUOt4axpWKhW2I98pmzy+TtGCk0jShHN862D1NhLXuPxEVGAiuGRtfHthRh1yU0NqFxkFqz3Vuiz+pmpkFasJSWmLfrrKgC/VaT3flFvrW0i6kw4z+sRHmmrNpmsALIWTFt5VGPAxyhaSYeUWqTJDZWJDBAp+ORRlZmtpyUKVohe4sLTEY14tRmISziyhQpMrOhTAeRBRJtBBfkZ6irgBVVwBGKSD/9HMR/KCmfxrAihTCgHbm5grDaEpW3kHFKEKRox8cNYrTjEAQRSImxJRpJvZmjqX1WogCnA2kzU1c+EGxFJ5I9+QXaymXd9cHKozxQPmhLonxDXQfsdpbIi5jTSR89VgsNdEyM1YVduUW6ykFikAJ25pfotTMdxMlCH9vzKxzJDzJarLO7sMh99haK+RDl5lB+xnPoyXcwdoFSPtyUTydGEpkMWvPYlagkQ5raZczu4AtvMzgoo6nIGLslaTd99ubmWLDLrKUBvpWyM1gikDEzxQoA7cRlrLCaPVZYZjEqcsYbQblZ8stIUL5ha36NhXyR4UKDVEu2OcsURYpvtXEwjNqrJMZCIdhqr+IImIvLbA+WN0A1KQUnz7ZghbLdwcKgjSRSNiUv5Lxgnkg7BHaBZX8AEPQX2uTshDi16bO6mQBMKELj4AjwMDgycx8ftBSwijaZXHxHcYXzgnkgc1ob9Ve/R+ocyIiO9sjJmBGvjhSGduoihWHGz2fEriAitBxG7VWKsktbe6wmeS7KT3G4PMS2/AqeTNnmb3S9apdAxpuVkn57fSPAJ7gbn/tpj/9o1nrqQ3kWSSDxlx9PUmrfkAtilOcQJyCUIYmzFugotrOVhjJINL6fYGEYzDU57mcTfzkqoGMLEsFMVGEtDGhEPrWN7L1M2WitzmjZbWOzqgq4QrGUlrjMbeILG+3BQlJiLQpoJS7d2GE+Km3IggXNyGM5LhDHNvPtEnkrBmOyLswURJJJuluRR15DJ3JY0QFSZFb0UhhWtc9sUqVPdlhURUbsNRrayurwG8HBEpJV5aN8g+OlzCUVVuIC66lHPc4xH2WqvpVuQKqs7ArsFVjq5im5JepxgExERgNXWTVFJoLlKE83dlgLA2JtsaiKlGVEQ3v4ImVelTLBmIyZV2VqVkjBilhOsqvnclRgJcyTsxLWUx9HZGSrtU6OREvm4gqLUYHFThGZCqSCZuTRSRyiyKapHeZViaIMmU8rtJ1lLGHoaJtFVWRMr7Ok8igjyVkxZ1o9DHgVtBHMhBVsqb9HSRnImJbymOpWSYzFTKdMpGxWWgEiEQhhiBObNLZYUkVWNhgPtlDMJRUWmgV6/Ky5yxHqCSuILM/xmNy6KLvMptXMrtD8MKO+HzX+YwXxlIc7W6fWiknL3qYOIjdtoRfLuLOzQJa8lDLz7LRtvfm7D3W20ZopceK8Qb58ZB+9swaZPMGS3TKcF8wz2y2ztbDGDEOZUOoxnqBlOBKOsM+fYdSu88m1q/jNvnv5eGMfO9xF8rOastXF3qgRSqnZkVtmi7uKMoKDzlZqThspNVf0TrDNX2bGjFHKh2g7v1lQtq1sleS7CcpIptIKTZXBXve58+TdeVa1zw25Ob7SGWHQn+KObrABnI1ZVT5X+RbBrKRj8lT3Z+j2rnLwrYSx3DI1q029GrAnv8CB+hhVt8twbp1Rf5Vj7cxcRttZJeGxUbQjLKkpe120EbhCMauKDFtNXKHZIVYZtgVHY5dt9gpLKseBtTH2l+cYcuuspz79fpOq3dn0t8hZCYEdU7QjBpwGs26ZsWCVf5bDAOTdmP2Vef61uYe6zrHNXkMheGXhJAtKkhhJWSaUZMisChi0Wux3c/zZ9CAv6M8EgkUZUnUycdfWDb5FcwOeW7Ha7PQXGXQabPNXWE3zRDWbfzhzFRtWrgjL4IuEitXmeDjMbLfMecE8r9r+CCtJHk+mXBRMZX0g0iGwIipWh1A7vLp4gkfjInvdOaTQzKePG00/5XGOryDODWCMqJkrxfO5/tEmf/+nL6D/f2dfvqo3vgeB/5XXXfM9aHsz2IM5dgZh22z9hv4eJP7DP/FROibhlpt+CasZIbQmreSy/EaqEUdPI6sVTCGApRXo62HHp2b44sGLKZy1eeXr7uTTX7yWpKrA09x1/ft542vf8mRMvcyMdGWUol0bq53h8rVrY333FOzailxcy95nvYXe0occn8OMDjLx0sqTMPqFqQ2E/pkiwxcuMHN4IHPhLmrsVrYVCmYlh972QSbTFj9/y1uy7ZgBoTTG3tAyRGmmGREC48jsMccCbbDqHUSz/XiNLciR9peQYZo9xxjmry7R2JeSm7VJCoZgXtAZNIitHXL35WleFvL+qz/DB37uJiB7b6EM2pabQVcmOnNutwQq5yBTnXXRrrZAa1RPBrERWnPmP1UIZgVpAGkBwsEUEUm8NUl+OoPYenVDpz/D5r/7NbegfDszd05U9rmfMIxg83syttzMa4lEIbqZB6gJPNCa2efV8FcNzi0L/PTW+/jcrTdgNyN0zsFseLYYkUFrHvsXYO7qACsGf0VnTW+p4f5P/fpTBrt427eYod/5lad0jky84Tf+/QJjHhv/unA+TsuA93g9uaEVWIYvzl+I6s2RW/OJewK8ZpeoN8C1bYTrsiuYpCp9Li+N893CEPdGOS73FN1BH9+VoAxhv4cVaURqyJ12MRvgV7neQlfyPLt0gq/VziNs5rk0mOATAwm5ckg53+XBqJ/OkPcDCVCQ0YiUL3AbFsqzUL6g4HtEPQFeJ0JX8lipIuoLCOZ9wt4cUa9mW9/a44Sqvj7Crs2FA3Mc7Lpc3X+Wz62USUKbYq1Nu+njeCkdk2cybbHVLtAZ8jLhk8mSjtoVm3Skx/I4ypMZ09ITCAU+YBmTBQ0p0OWA7oCP3dVoJ3NHD/sMQX+bripAKaGrPdRQxL6hRU72bWPr4Cr73UU6g9l3JZVBxgblZQfESLBDjYyyEzQuSqw4e46vDEJlxwKTHct4IEUoB5UzpCVFbaROu+sR+j4yyghVaU7Q7TfUrA5hf4402GjvjrK/7YlXYyMzIZiMDdoRGVvUgBVp7FY27ZOSi1SGbn/GxRjIdahYHTpDHr5nkRQsEKCtLFcjdPa6jwWI7qDOEp6W3KgGPX2s9Y+zivH/xDg3VhD5YXNN4SdRS5n93vR/v4bcoqH3kSZhfw6hwf3yAV5/fIrf+aebeMuLb+dDn3sRt77yK3z2XS8gqkp233yc8Y/uofr6KZb/fpSBby6S9hb4/Gc/zJ+sXEZLefzhwP2cSlJOJz38wR//LMtXKvbvneLsV7Zz3otOMl6v8f4L/p5Bq83PHnk9Lxk5zLeXd2JLjXprhdtv/zSTaYupNGAq6eHl+QUcYaHJXLYvdlubXpkXuy2ue++v8/a3/D2/9Y1XceH5kzz6yBh//ZKP8uZPvok/uvmTXObNcld3GyfCIWbCCm8d+FdqVsJHVq9GG8HD9S386ugdHAlHmIxq7M3NMZdUqNptvvim59IZ8rj7Tz9MZLJehiUl2OE4SLJS6LFoiGFnjav8GY7EPVzurdLQhv86/ioeOTqGSLM+jNEdS9y27++4Jxxgn7tAaCwGLbVZ6lxSeUbtdW5bv5RGmuMXavfwtc4e3n3Hyzj6Ux/AxmJRdZhSHuc5mZDIFzankpQD4RiDdoMbg4jJtMWxuMrvnXoZrdDjzy/6NB3tMZNUuSI3TnGjweqDKz/BTn+RUXeFPqvJbjthXkFeZorZ997xUv7XS/6SZ/kSZTSTaYetdkBKtv2zN5yvWjpkKtVUpGZKeTS1z8HODg7UMzOml/c9zEJa5qdLj+ALyUfqF/Phbz6PM6/6MO9Z2c1ryw/hC0FZuht9II8nigHes3I+b6g8gLXBA/WEpDYy89RXENu2mMF3/upTOkcm//M7/v2uIIwjEYUANuw5u1sUVmwRDuQyWezGlXC/O4s91uKK3Bn+rEcz5i7T3CqJq4b12EdoaCUuQrEhwTbkhMvV+ZM0dQ5lDFtsWNEd2sOCytA6V1QnODw2ypXVcY4v9TOflkmMRRg7zEdlOkmW+c4pgzKaAcvDF10qchZHuDQ2aEK7nIiCzG16ZSoMra2G3e48laF1Lq1McWq4l13OOvFYxD53nlkVsJyWqCcBjdhnMq3SNi1WkzyRsmnFHvNpmeWkwGocsGCXWYkLhNrJEqsKIpPgCQdbWvgi3ugqTKhZLRppwGW5cXqlS1Fm4JdeCy4ozzIxVCXVEltqru4/S1X67HMXGLYswo0mssf21EsqM6SZi8t0lZN97qSISMTmiVOzPOo6wRcOqyoCCY7QVKwOFdmhpRN6pYsrFFf0TbIcFRi1WsyieYa/znxapC4TLDQLUZGCFW0k/mx8scyqCnB0ynRcQySC0DgkJiYyCdbGRbipYywEgYSWjlhVisg4LKhMJm9h6GiXK6tnM29Vf5pVtcqscvGFYjkpIBJBR8c00hxFIfGETUPHVKVEIkiMomNiHCzm4xKzKtOJZOKsx1WWT33yn9sriHMjQIhsmbZ5O0hRroVyJXZHwUaAKMqEUj6kJkOMryjKbrYkLSjCNDtpwsRGPrYo2vi9/o1uxpZJKMuNLzRnqARdhtw6VjFhyFkjSSxW0wLaSBJlsRoHhGkGIcnBJhKtIByUzCZnQ2e+oTUr2wP3We0NqnRmh+cLRSXoUrXblIIQXwhyhYiK1JxMCjRUjrZy6aSZS3ZibNYTn07qEKY2S2mRlvIynUMasJ56WX/JBsS1qWNsmV0xPbKTtalTLCQrSR6XjasemTdlQTiU7Q61fIcotfHslC3uWnZ8hcHZ8LNcVAUaKgO6PMbEWI0DUm0xn1ZoqCx4K6PpmJiC8IAEZQx1LYHvzeo3dUrN8oiNxZDbwEJjiYwGXZYJx+ICjs5WAPU4YM0NNkRJkqLsUld5LKFZigvIVFBXeTqmRUcr2lqSWmrjuzBAQl1rlrS3Sb2WaDSSRppjp7eAJQw1mWKREbp8kVVfZCpomYR6GiA3VgYrSuCJDLsXmpSmVrhCsxwVWFLFTK9hJCX5OJn9qY7v556ca+OcCBDfP2xPbVYYZPp445YEeoM2fZZBeoq8jFA+iECxHnr4KXRCj1KykTTThpaJKEpFmYSmhh5pkRcx2oGRfIOK1SafD9nqrJJGNtNxjaadgU5WowwuIwTUdMKqjhmwrA2xUkZBWlIZbmyrbZGiGLYMTZ0QGRD5FAfNaGGNQMYUvaxs0FdsU5Q2E3Efs2GFhW6RepjbfO/lMFtBtEOX+ajMfJiVV30rpR5nUBihsl6KJSXwRYyHgyMsGjqkriVFmdBOPWpWiCRHXsQoY3CkhSMUWwtrrER5fCth2FkjMgm+kNhYSCEZT/qYjqt0bJfVNJ/h46M8ibKYSmrMhSVkLOiamKZWFCzwhUajaWgPiLIVhOxQlDELyqHXkrhCbVR+JMpAXsQUpWAqqW02Wa1HPot2EQtNwY5wRUpdZY7qK1F+w2zZYlkpQmMhMTR0TH0T2BKzoHKs6DwOivm0zKDdQKLpKoceu0VRhhSlhS80d3V6MxVrWEDGsKQy/UZm0itY0gG+alGRhrrWNLRDIFNWo4DJpGez5FmXEU9rbAT5c3mcEwFCJhrR6mzeFuM5vFUIZrvEFQ+hDRZwPOnh6Olh7tnSB4seU0kPxbMQNjz6nz9P3anSU2wTugWMlQmoLAR3dTPoy8+VZlnTXQIhKEwKDk6PUnJC2icr3D52EblCxEXBJDudJT6Vv4Kre87SivfiWGd8tKEAACAASURBVAojcwxYORo6ZFWzAXjJUxAxlhCMpx222jnuiWrsdlbYaufwT/osPKvA/VNjeFJxarKf2Z0WkycGOL5bcmVwKusOlBmF6TmFY/RZ7c2W7QNmjMsKE3gyJW/H7AyWmI/KjOWW+Zo9jHYfzzkkRtHQIb1WnqrUjKcdrimfIjQWXRMTCE2vlaNjYh5c38r9U2MkkZ2V+ayE64OvcDzx2OV00cCzcqfxRcxOd3FT8dlUPgtxiefljxFph7tz+/CEwxbbp6NjfAEF6f9f7L13lKTJWaf7RMTn8ktb3nV1VVf7nmm1GdNjJGSQRsiAEGZ0QUIILy7ce0FwF3Y5B5a9OiD8cgQXwVmBYAEJSUjISyAzo9F4o+npaT/dXdXlq7KyKv1nI+4fX3b1zMIijXYvDCxxTp3OzM7M+GxkxPu+v+fHi5wIV3hs6i7rIkFi2GcLQhMzokL+aOWlrAcFXlt8Cl8knIxKHM/NMqTaxEYyOzDIsN1kh7PBqFVn2t5iJc0zILPqyq/m9nDYXdp2Mu+YCF+4lJ0sNmDhM6QiYlOjbTSHnE1iA4GRHCtc5e/qN+LLCMpPsZX63OFfIi8SzhbHOenvZo9tcaJ8GY1GobjZibBFDomgIA3jaCQeJwZmuS13mbxISBHPm0kJ4gW/xHhhyL2NwaTXaxrspkAFBhGmz3nbYtyHbFjMxwNYbcFKUsZugdMES2qMENgq7Vm4ZZ4KgUmZCwe5FAyjhGQ9FXSMhdUxhE2Xq+0+nLrIuIYqg51WZISUmn6rjSU1ltQg6f06GpaSIrPxILFJ8XsBrJXUp2MiZqMh0t5Jt5uwkRYIGy6rQRHRslhP89j1DE2fFwm+DLFkiqNSKrJLv0y3Jdu2ypZRtkxxZNKrWIzpV5ls2wi2Yw71XpDyWjFVU9uM2lvUUp8tnRAaRWxSamlKLcwTNlx00yZtOMy3+ujolMWkj7o2bKQCX6TkZURRRpRkQFnG9FttcjKiXya4MsbI7OZMjaauIzoGOjrCFRZKSGJjaGuXjrGwhaKpE2IkS+0y1VaeLZ0jRjIfD2S1CDKhKGP6rA6+Csn3+i6KrFahLFOGrCZI8HqzjWtLIo3GFTauyKoZXWFTkC6eEPRLByVAI+i3Wix1y8x2BpiNBrkcDVMUCUUp8GSMUVmQc0C1aOqEZm9/NPo5QVCJYNBqkRcJZSnol1CU38DNbr7Ov3+m9oKYQWRriesHN+w32G0BlszgMen1I6TGuux1VojLWQCsOyQIhgwXV4cYbmvm1/oZbhpEFKO6MU9HRcacLYatBk9FARWp2acs4qJg3/QKO/ObnN4xyR19l3j0zAx/s3ET+/Ir1FZLPNg/w/xaH1Ia9oYtHgxcPCGRQmfg1CRkMS2QFxHjKqKu4ZbcZWZsm9W0S2fMUJRd9s8sM+C2kf1RFlybDNlpbfLB+s2c3NrBSrtIK3D5aOE4Y/YWD67tYjDXZnZ1gE8Vj3ChPkwjcFksVtjo+mz1+cgwwW7r7SIqRbasmE06NLXNUdfl8XqFt5WWWEvhBseirgPyUmAJzf6ZZa6sD+C6MYf7lphLcngyQgJFqfmL+jFOt8bY7VfZTHymvSoPbc0w36zwUW+Dz68fxK1JzscWnoioSNhtF1hOWqzrjPC8z87x8lyAxOKzXZ/jTpcpy3B0YIELjWG2tM+dXsxs3OJDm7ey060RaJvHt3YCMOC2GXabjNgNlqMyE+4mZ9tjOJsSW8D9gY0nYm50BI+FWZA2ReCgmU0GKMouh+wuXwpL3OHWKCrD49pmV36DEbvBsNVkp13jg41juDLmy2t7cDcl9wTZIGP3yFH3hxJtLPpVh62e3sITMQ/Xd1FPcwzbDbQRxMbi+Ym12C4IfKG2F8QAIaIIU29sPx95RGO3NfLKEumBye0YxHsufRPFe3x+ofhG+k9J/nDvSxh9qE1UcVjYqXoQGbH9fozhE1tH+fTlGwD4pRd9kodau7mlcIWhk12u9u3kwtg4Y/dIftd5JWhBN7Wz6Wci2V9Y5cF4BmwNWvNwZzcX2iMsd0t0E5u37HiYCXuTWCh+Z/kujpTm+dDccX71wEeITYHx+1Lec/vLmLt3KjPSfSqzwxv8gssvTr2Bg6UVgtQijC3SVOKKhCGriRSG3YV1TulxCiokSCx0D0iTpIp9+VWW0p0IbTgXjlFPfDbiPO3E5Y7yM4zaWzxer/BD5RV+bWM/zdTj5vwVoMzT3R2cPDOFt2zh1UHb8Mmdx7HvTHmiNsnx/nksqSmqgE7iYIsURYaLm/JrzDX6KKs2YZqVu3+8fpyd7gazwSA3+Is00wluyV3hXDzExThlJS7jy5CmznGyM8Wh3CIff+AmVFvyl/YJ5MiD/MrF13JkcBFfhsRGsbewxqVWNhPzZEyKoJtmOoiD+WXu08cIjOBUMMmIvUVDd3isM8Nxf5bIqF6wVzGe22RdW0xbm8wlirW0wBsK8/zSV74dlGF0dIsoUbxx6ilskxKlCiPgXDjOD5cv8/ubh4mN4kjuKmeCCQCk0IxadQJjc7i4SEc7DKgWsVHPv5LyGjDmBdxeEAOEcR1EsQRBFgVeuUNQmLVxq1lJLr1o8tt3f5nfetUrec+hD/K22R/jP+66l9948d10hwzG9FJM/03hyavKpzl8eIFxa5O8DLljaJ4xlePXbspxwysvMJ6r8wnnCP/+9k/zq196PZFWLIZ9ADy6meXLjRYgBAe9RV6cP0+KpCKDjEUQD2CLhF/Z8UliA6+94Wl2WFBNUxa+WfIL4/fwX16lKdsB9xZ386MT9/KzrxniT6Y+yh9Wv4nUSLQRaC1Y6cmnu7HNU1sTGJ0pUI0RJFrSjh1SLXh0ayqr8APG7U2O52ZxSOlXAYFR1FKft5WW+LWN/fzcwEUWkhZDymU9DbnDW+WxQ1M4hxPOrI3i2jGv3XGB15Se4hXlMxywq7gC3r3xYhKtWIuL1OMcZ7vjnNoaJ4wtLoUjJFqCgVcWM1n2N/sX2GnlWEi6LKU+O60aL3JSbL+ORPCB1hBvKJzFE4LvfckDnGmM8l3Dj/Fqv47a90k+Ur2ZhaifUFs8UZvs4es1K2GJIUcSaovFqI/zrRHQGVV6xl3FJuUWtw5cxhEpEs0Bd4lL0TDz8QBH3SXu62as0XFriz+rH+LNNz/MTneDaXudiurw11u3ZEI0LZExTNib/HljkreUTxEZwxPhMPu9JYZUk/W0CMCQaPCR1ePsLazxTDhCauQ3pMX4tyzG19GMEoict/1clxIS3yEc8LZNdCzgttwVyvku01YLk0vZadeI85AWUob6WiS5AfLlFkmujLEUxrF4sVfnfNzEFpohmTBmZdi0uJRh1g75S3w2d4hhq4Eqx9xUvsqIXceuBJTsgGJfByUMWIo7vHWK0iHouTzZQiKp4gjNmMphC8VC0mI1FfRLgc5pJqwGiZbsy69wsjjOLe4aOS9mXBluLlxBCkPR7qPaLbDfX2FAtZgs9dKOpS77C6tYMmWtW2SqUGPdLdDndGnaktSV3OYtMigdbKGQ5OiaiH7ZYC2FZuqxkLTY0dvnEWVRkB7HKvOcrE/Qn++Qs2J2uevc7HbY0g3GenLmW/OXM5ybs0U1LrLD2WDWHcCRKfu8FdYrRRaK49zqBoQmoU8VqKZtdlg5NB18AS0jWIoN/SrmNm+OHVaBp6KAEbtBN29zk7vIQgKH7JD50pUsrWkE55sjjOXqjLoN+qw2006VDbdAXoashCWSomFd+xx3qqRAjOAWt86W1mjoxQSu0jQ2bWMxbm1STbOlQS3Js89bpqI6HHI20cBN+St4IuZSZYhHCkMcd1d4b+cEfXIRiWC3vcGQylLELWuDtjZ4Akp2wInipe3gpCejb+Di/x+4cf4J2gtigJCxxjRb28/dRRt305BbbJL05bZjEJ9u3cjKYh8PzExibWRoOH/ZIBOLen+O4dDQ7ToUQ4NIUkSc8pWgzGOdXQxaTW7LXWZLd5ixXfwlw2qnwBdrB9BLOR5pzZC2LS53B3FlTNx2Mm+FlodSGpIWT4QVlNA0dQ5PxMzYNWo6R17EnI4SirLLuXiQb8l1WEs7eMsWF+MhVjtFHmSG9aUKX9wzRWOlyMmowJVwmKvtzNSmFbhsJvnMiyPIM5pv0O06bMR55lt9tCMHTyWsd/OM5xrbac4zUbbWTpHkRZatCI3NDY7FzfkrDCmXS3GL3XZ2A9eSFves7SVILFZXK0gn5R5vP3vdFRbjPm7y5vFEyly0h9nuALZI2Ux8+q0WtkypBT5t7bLQqWB1BY9FDiVhWEk77LE9ltMs07CuFfttRdnJsgqf7fpIqsxYFr9e38WVRj/HC3P8b4V13tcY52J3hJncOh3t4Kks5ZhoReplZkELUR+73PUMGhsIjjhdvhqW8GXIjbbhkdCj0styNLXhatLHsGoyZSfU0pR9tkCjuT1/kb+qnmDEbWxDehaiAVwZs9wpIUPBxbjMXcVTVNMuMWS8iNSmIrs0dRFbJNgipWQHXAmHGbM30UjWk+I/0x30/197QQwQRpBx0K8938axK1JbIqws3TLVU+sVVRejDENWL26hYaTSJPZ8+kodklwum0HYiiPOBlfjARyRsM8WdIyhloYYCa3ApdgXbi9L7FLITcU5DrhL5MoBO3KbVMptbKXBtjjubvU+3yFCssvyGFEhNorVNGLccplNYho6YMwqIDT0qxaNrsfuchWUYbe9Bhoqssvt+YtoBL4VU3Uz34oJVWdXaYN+u81suZ8b84skRrEWFNhdqFJySkx6NS7aitQV3OzWsEVWBJUaw6DKbac8ocx6GjKiLKppm0GVp667DOVanF0f4VpFmSMTDtl1FKaHjhec8J9BCs0Bd5mNtMBue43luEJqBEe9OS6VhjlT2MVhu4MvMxx9aGImlE9oEpQQpMawkMb0S7jF7eILi6bOACyOSpm219nUXUbtLYrFLjutGoGxWQz7erOXOuP2JpP2BpNOH+PWJoGxSXxDaDTH3DYKgS1sjjit7WyDRDKi1rCFQKGYsRvEqB4yzyVvhUiRYfljFCf8Z7JBvjzBnD/BcafJA2E/ZZntR1mGaBPgCovQtJBCoBCMu1uc8C8xpNo9ytTzjyf82xLj62jGkgj/+hIjGo2xWw7hcO45hVIHnFVGJzY5ZFdJ+xJGrTrd0cz8ph3ZuD3OQuFaebYx2CK7oD2RUtUJE8rnatKhOyy4YXCN46U5vjyxh1sLl/mr+CaWo4wxEEcW51sjhLFNlBj6TUJgDP3Soiw12qR0jGAuEdgk7LGzPPkhu86Whpg23YmEigw4OLTKDYVlzg6PMm51KY03mbJSHgmGWI+KNGKPZuRyPhhnwyqwEebZCPO0Q4er4QBbUY56lGMtLLIV+ZlkW2c0qLo2DCooCBtbZka7tTQlLwVPd3dwh7dKQXrUkhZ13aUsc+wrZH4pS7kyeTviRPkKnpDM2A3KMtuP2XiIalzkIoZakifQNhdbwzRijzPhBNWwkDElhKCuIwZkjoYOMr/KNMYTBl8IUiOIjaamFTc4HvNJh1tKGYuyXwZ0jOGAXeUTrRtppjlSJM80hxjxMhJ2YCxio9hIC2ylPqdbE4gELsY5Jq1OVmzVk+CvpxkNqyITVlObwFj4MmY+GWTS2kL1OJk3F648Z4lxT2caT8ZUwzwygXVt+Gpnmm/JZariK7FmUMVIkdI0mkALPGF4ujnOTqfKSlLu2RImPNea4uu5+F/YQcoXhFir/+CQ2X3rv6fyXx8E4P+58ihv+txPcOeLLrDx42NgDPqpc7zv6leYT11io3j7ybdw69hVXtF3lrwM+fm/fCuTn++y+E05xh4K8U4vYIp5vu1jD/Oq/HkuxgP88cqLeWn/BT6x8iLePnkvjdTjDYV5vhL0MaoavO33f4rWngSkIX/ZJiobrE52Ane97yo7/nqDb66coSQDtlKfL9UPcHZzFCkM3zv5CJeCYXa6G7z/6i2U3ICfmPwik9YWTwQ7ubuwQFVHtLXkYjxIXob88L0/kBnpBhIZQjSUgqWxqjYyBdUVBGNpxpAMBalrthWDe9+7Rlrxyf3GGjeWlyhbHWyR8kRjJ7UwjyU0J89MceTQHMcq89yztpehXIt9hTXeOXyK99ZHeYX/DHFPm/1kOM5hZ5lHg53ExuKdD70OAgXKQCLANlgb2e9JMhgjWxb9JwV3/uSjXG33sbe4ztnGKCU74JmtQXJ2Zr/XihwKToQ2gqN9C3x+fj8fOPpeRhWspPAzV76L39j117z+89dlz85KNkvQXlZ/IrwUk2ZqTatm03cGGq9tcWBkjWbskmrJjsIWl+oDAJTdgGbkUu/kEMIQdB18PyTVkm7H4cGX/h4rqaKpHRaTPn7u/u/KvJqqNv1PC/q+b56L5ya449h5bJlycm2cHeU6BSukEXtsBTlslbL42DjxaLQ9AxWWZu6t/+HrF2tNTpqJd/z013WPXHnHz/yvK9ZqBy656nWhy8OdPai25IGLMxysV7MBAvjzxhGOeFfZ0j5RZLHYKTPnD1JUAZULGnujTeWSi7PexgQBAvjTuduozHQoqi6PXZqiz+kQJDaf2TzM7018hS90K7S1S1N4lK+kWIGFtqCwmBKWJU4r87UwnQ6fv3CA+q4ck7lNJtxN7l+YoTNfBMtwdXiAh9en2Te5QjNwWa2VSHdIHurO8EOlBe4LPMDjbxs3cmfxAhfDUUqnnMxlO8rAseF61re7lQ3aVldn9OnIIGNInYwEpS0QzTbKGE6enWJurI/+fIedhU0emZ8ibLjsn1nGW7ZwDiecrE8QJFa2rADe647yQ+UVHgldiiKmpj3et3gnrxw6x/nOCK5MKJ5yUWHWl0yzdKjdzGYt0aqD1TEU5yM+P7efTsuls8OhEzvMb1XYWiyBZaiMNKn4XRItmTszhvuihG7XwROaucTmo43jtCKX+7u7KZ1ytsv2nK1Moq1tC6NA21lKFcF2v+u1HCfrOyEReINd5lf7MHUHNKwUUlTNQiaCeCDBW7BpzkiENFB1WUosfJlwb3cX/VaL4ik383KtZ9994fw4Tk1ytdlHagSNC32cKpewiyFxw0WEEmMbBi5BtJ59FsM3BId6oS8xXhCVlKVcl87w9bHqTaUzpIWU199wKvO96C0xJu0aJ7wGHe3iuTFbQY63VB7n9YXTqBhINSrKeA1ogzEmE+WoFs00h4kU60GBhfU+fnzoHh4P4ZCzwUu8RWyRZJTr0GB1DSo22B2DjA0qyvo36XUoajUuEoUZAFV2Bathic1OjkvBMI21AknT5pW5LRSax6OU/XaDl+U0g3aL406Veupng0NIRpiOsn7tdrYNdid7TQW994TX32u3s+WTSDUiyVKgYWKxEeaJQwsiyZX1AZw6nFkbpdotsLpaod30WGqVeYX/DI+EMbe6Nvtsj1HVwZEpZdWhGXushUVUwPVj0TVYneyxFWaPVZjpZOJYYbqKjU6epWqFZtvDaipEV7FVLTC7MMjV1X5kDCvNIslaDk/AQUfSZ7VZqlbIyxAr6H1vt7fvYWbYnPWfPVa94yMTjVNVkAhkIAk2cuhIodoS1ZGIjkLGAqstsDcyD1K57iDWXOymYFDFmYZDaNaT4vU+QpCJRoYSryZY3SpSrRdQXQGxIO7aiFiiuhLZldm5CsBqX9v2b+Di/7dKyq/dEi2Rz6qWDHrLnmpYyCosewPENTGPLzM8mmclNLXCFjoDt0ixDXABEEJgSY0nY3wTgjL4VoztJDSMS0UG2yOkJxKMuhYg7QVJe4+3v08ZXJXgqwhXJEilSZTBKMhbIa6dUFAhwtGYVBCT4smYvMiCXbFJt6G0vowwSmCk6fVl0Op6v5rs1xqZoelF2tuuZ61Zr/lqWlLjWpmeQ6jM68J144zCZMfkrBjpZMcub0fECIoiJjU9FagAS6bYIrmO6Lt2HNS1vnr9kQFUrjmoK6XBMrhWgu0kaC1ILQOWQTopQhksKyWWLjknZtPV2L0aDoXBshM8EaPVs/ZLmd75fNY2iGyJoVWm/tUWIA1GGbA0wtLZY8BYJpv1KdCWQSuBdrLt1aHAEZk0Oy9DImNl50H0+hLZMdUWOE6CMYJIZdsiLY1WWZ/ZX+Yhe60mxXwjP7cv8BnE1xwghBB/DLweWDPG3Nh7rR/4K2AamAXu7tmJC+B3gdcCHeBtxpgnvlYfncjF3bpec3omGgABD13axYHCdTTacXeJjoaX5Zb4g1zAt4ye4cP1mzjmz9KYlhSu+jSmFLl1H7vqQc7jrtGz3OxEhKbDwV1LvHHwCWyZ8qn6Ue4qnWK/HXA20hy0oTlp0dylMSoD6EYlsHq/ChXP46bpq7y+/yTTdhVPpFyZGuQxdxJLab6j7zHKVpfXl07ywPQMAPd2B9htr7GhcxRli7NxzMv883QMvLpwht858C2Z41YvxhAMZhe5W5OIRKDCzNRGxhmaPvWuxyAG/Ry67DM5s87tw1fY4Wwybm/iqZj5Vh+H+5b45M7jvHbHBXa569zj7ceRCSfKVwCoaY/ZpIMrYIdV4K7BM7wkN0tJZcVqXzpwAzIQGEUGlrENzmZ2B4T9GqstUKHDK6ZOc7XTx0sGLnKhPYotUx70pil6IaP5rAS5aIc8lRvj2yZO8Vl1CF/YdHTMfneJWyfneElumfr+3vkXhmhFkeQNqQPIXiyiJ8txNhUqcrB2t5ju36IVOfR5XXwr4lIls03sz3dYbRQJgox83uzLMzjSwFIpK8t9+ELhK3iln5lKvetApt+xaxIVOYzsXWdVDvKdU2fRRvAZfYipvjpDXitT3nY9PDthc32UYCS9/iv/POukhHnhLzG+nhnE+4DfA/7sWa/9PPAFY8y7hBA/33v+c8BryLz+9pI5C/8Bf99h+O811RL4C63tsvSfOfldeAs2XtUmGBMIDdYZyEvB95z/Hv5g7/uZXRjk4PQiP/WZ7+NPK7cx8tJVmnNDiJdsUq9WGFzMk/YV+A+D53kq0mxpn/ft+RC+UAyo+/mBz/0wpw+NsTV+P7/09Lfyizd+kuYdHf73F32ZfqvFu556NUcnFjlfHUYIg/l0kT+e/gg54dA1mvU05XcmvsDqaBY7KUrBzQNf5elY8bOTn2PGbvDye/8PvvTSd/P2S3fz1vEH+fPl2/jgno/xkq/+IJ85+if8yl0f5PH2NHOdfta7Bd408RgV1eHDazeRaMXVeoU3TZ/kSmeQ1aDIzvwm1TBP0QpZ+OwM3RGPDx/6I/p67tKhyVSZHZ0yl+Sw70x5TekpbnY77HVXOGTX8YTk77rjvG/xThyZYsmUuwbP8KPlJTZTyWv8TWKT8tuv/gvOdCcYsevU0jwjVp2/rd1IJ7G5e+QxHmju4TPqZn5r/Ct0dIwtJJcLp5lUmqUhQVGm1FKbC/Eww6rJzHiDopAc9BZ5b30vzdTj/+w/iTfyZSJj+IW7/oZ8Ty79lysn2OFvMe5uUVZdZtxVNpICnoz5wtYhvuge5V1HPsZLc8sExlDXih0WrO7MrqCKhKY2bPR4EJFRaCSRUdw/uo/PdweJjOIOb5FqavPbr/4LPBHzl+sneNC+gS/f8Kf86tDLecfgfdhC8IMD9zOi9HY6ua0NtoB/V/xW7h5+dPs69kTM676OG+o57QWexfiaA4Qx5stCiOn/5uU3kDkEA/wpcA/ZAPEG4M96Dj4PCSEqQogxY8w/qmDRDiRld3u6/9Kdl/jc1aOkOcHgU+n2KDsgc3z3+ONMWQ6V/jaOSBnes8F0ucYjl6bZ0dE01guMdzQiThBRwkLS4qCdo6U7PBz2c8LdZCUpMzJd46WDF7jDW+I102e4w1tEV12+WN2Pb0WE1Ryn1BidrUxSPBrVOBk5HHEiXGEzpOB8LHk82IcjEt5YmGM5jZhU8Olgkob2ODEzS1FIXj50nuPeAhvDT+MKizdOPUWf9PjkxhFmG/3Uux7drsNnnRvxrYizayOkqSRsutyb33vdqCdfpBvZKKkZDxKsrt7GxGWKR8n52GUx6cOTEU/UJnlF+QxbusFi3IfCMGM3OOws88qhc5RVB1skvCQ3y2Yq6VM+LR0QG83HNo6x3ClRsEOakUfZ7XJ2Pduuj6ujXK4P4NQF5+OMt7DX3mQpGSAwLZ7oTtNvtVAY1pOMRnU17ufO3CyXo2FelT9L22SX3kpS5ps8+NzGDVl5NYZzy8MsF0pUckPkrJgRbwfNxEViOFsdwakLHmnP4MmIZpqdnw29ybkwK80ftbZYivtY7RkCr0QlJtzMwPp8Y4SfGvgKKTCmfIoy5HdXj2EJzam1cZy64N7uJE/VJlgacFAY7ulkhWQV2WEjLVDrIfJProzjqmPb6l1XpsDpr3VLPbf9K5hB/ENt5Fk3/Qow0ns8wXMTwQu91/7eACGE+FHgRwHsQh/WRnd7BnHfwgxOXVK4ajC2xJhs9raWdvjb6qHMS7GVw5cha1cGqPXnKZa6pE4Jt9wldfOgFMaSVKTFQpJ99yFngz5V4Ii7yNqVAZ4ZHOakN8C9y3v49srjmGLCDeVlRuwGj5d2sntwg4t6CNErtZ6yOrgih+5t6YyVgDeLLTS+cNhpQTXtcktuln6Z8LPzkwSTmmc6w5xyxvhC9QA/ULrEvet7+b8HTnFzeRZbpizZZWq2z819c/RZbTaCjOQ0LyvcUFlm1hqg5sSMF+psBj5lt0vDHkfbYhsTZwuFhWKP3WVILSGB4/3zHLCrjCmfm7x5RpSmLHO8vzPC+c4Izdgjp2JKKuA1/iYtHVDozUZOlC5zzh5jzKlTS/KMOVtEqUU7cbi9kk3NH88PMak0Q3KTQZXDFhsUpcLhMr5MsDGsWpv0q4COtthhudyWu8TpaJSluI+Z0mkOO8tspvCi0iLlnpvWelBgwMuUnH12h53OBtWkmInogMf9Pr6peI5DdpXAknhC4wmoyMtoI+hXMaNWnabr4YmYxaSPCSsr6ueo3QAAIABJREFUX2+mHmfiMp6IyYuAGMOJ0mU8GbMaFDmf7+OIu8gtg3Pst7PzHOQuMaK6FKWgrjq0TQ1PpOwdrHJzaXY7NuaIhD9+njeS0F/7Pf+c7X84SGmMMUI8/5VUz778jwDyg5NG6OtHSvfyytcs4q+Z6MT/0BfpLHCXapm5culsSXItbhGb7HaWQNzbSkdka1pXZqCP698lCLVFoG1MmmUH0lQge1Ob2EBsrjMqYsxzBDoajRIC+9oQYgQpWT+xURnKjuufD7VNmFpEOjO4CbRNqG0irZDCkKaSRCsSI0l7gq1Iq6xiz2So+8BkDEkAKSQaiIyk2ONYuL3d83p5woyraOHKhPqz9j02KbG5fg4CYxP1jkU3tYlNth1xqghMts3o3jHo7bvTC9alCGIj8WSKJ7KBIjAWEnrq0Mx1KzYGTxhSsn2/dqMlPcvAxCgCbRMYm0DbSKHRCIQBm5TASGIkHprAQGxkr296zEqLvIiIjdUzJ9LYIiU1MtPX9FpHu6RIolQhNIQmo27JHqguQhEYiWc0kcn8OhSGxMjMelHI3uXz/KnW/xpiEP9QW722dBBCjAFrvdcXgclnvW9H77V/tKmNNmntAuLmG5Fzqwy910foGOezj14nXLdv5GevDrDw3j28+a1vonyvx/87/QoOvLtKMljg+//ks/zSibv5ycNf5j0XXoMRY4R9klOxz8+d/07C2OIDR/6Y92xNUE2K7H9vg3vmbuETB48w9RHB9939I3zXscf5peEHsYUiPqo45s/yUGUPrkz45G0vBeDDrfHnUKinrKxe/5fXb+eVxdP8+tU38G0jJ7kld4Wp3xf8u53fytMfOcgnbjhC/8M27/yxO+i8Z5y3/8wr+JOd93G1/NXnULKVEBzPzbKRFpgbHeQt5VM8GVaopQWm7SpraRFHpPz87T9EMGQYVRlgdi0tMBsPcWfuEr5I+Yv6MYoq4N0bL+bW/GXmoj2c8J9hNh7inQ+9LqtzCACZBSR/+9V/wcc2jnGidJnA2PxU3yzV0mmK0qGpI4rS4bC3gETz8lzAM4VT/Nitb2YlVRRFwue7RdaTEofcRQZkiAQeDcZ5qLWbQbvFj1ZO8pnOIEtxH7/+hdejOpLqXQXKVpeHN6d5/+5P9y5IxYhd56g7z4iK8aWiLHPUdReF4AHvKr98a4WmzlGRm4DmTFxmxqozoiIUWTzzsN0hMC3OxGXu8OZ4IhxnK/XZTHzefv/3IaThlpk5NoI8f3fwEwDclrvEj3ffzA4r+2X6UlAiLyIOOU1SY2gaQUVqhkSMBt46/gB3F+qEJt7e9p94vnfSv9IB4uPA9wPv6v37sWe9/pNCiA+QBSfrXyv+8OzWnsxT3Cog0l4tA9DZFwIu7ck8QaeITAzVjo9MYKVdwjeZOcpt3hz9h6q8On+G3514JVvYhIMJZ4IJml2PKFI8EezgXHeMtaAIaZZrF4FCpCmmq/j2yuPkhMOG7vKG0ldpGJcDuSUGrBZ/ufulnIqGuRSOsBhUWO6UeDzIHLhjYzHbGeCUPUm1k+errQx4IlLDQquCCkB0FTKGuU4/MoGFdoWOjphQPoMyYcaaR2OxmiQccxNORpoDzipl6TBhNRi1mhRFQlmGLKVF6ocS/OE2T4aZ63Y9zbMQ9eGJiLyMON0ao5M4JFrhy4jZ7gBSaKpxEQK1XVNhJMhAcKY7wXKnxDl7jEhbVEunGVR5OjrCFzZ1HTGkmkxaMdXUsMfO8d07nuBMOIYtUuaiwcz01ljkZYgnYh5vT3O+OcKqU+QJ/zJPdyeZC/qzOoIILncGsYRmtVPcRuf7UlFRHXbZmoLIdB3LSSbk2+oxMb5t4hQPtXZnTFIET3cnaXuLPRXGdW/TLe1zpjvBilvlyfZOuqnD+cYwpmthhGG1U6Te9ajrLrU0ZdIS3DVxjifCCk/VJyhbXXwZ0TarKDI61rVAakrmPlbXXZaSrN7m+SPn+Jc/QAgh3k8WkBwUQiwAv0Q2MHxQCPFDwBxwd+/tnyZLcT5Dlub8geezMf5yN2NTisHtEi572cFp9P7PigkE5OyEQEDBCdHkQAouxgOsL5e5uG8QWbfwl0GGVqZCVCnGhr3OKpftYfqsDg8xgraynDlCgGU4F45zxJllQOb4dDjKCW+Wh5MyGom/LBi16pRVl7yK8K2M1zhuNYmNpGJ3Gbc38e2Yg/llDnmLfETAYK5F3QJjaYyUlO2AZQFlp4stFJu622Ncutxq2dgiZiEJqciA2aSPXVaDpnaIUHiqTV27jKsmuSWLblpg4qbroJ2O5bDbWaMoI3b7VWyRshZnRC1bpBxwl7mIgV6eX8ZZrYBRMGLXKdghY06dQNsUpZMNDtIhNRpXWDRlh41Uss/Osam7PNqY4vuH76ciu7S1gytjpu11Rq1rOgqbjnboszpMWg1m7Tq+Cvm8dQSRCAadNqNundVuEY1hWPkoIRlSDUKjsUnwexTyjomZtCRQ532NHXzb4JOMW3VsNKknGbXqFEWMEobAKPIiYcS08ETc02FotlIfV8Y8Y42AIDMOdhS+cFAq5nICF1rDvLnyMEcrC4zZm+RlxAG7SttYdLSNL2M8kRIbSdtY+MJhykpRQhCY54+9/xe/xDDGfM9/57+++R94r4HnP8va/rySIDIi1LUZRJrruUUpSTd2EBq6sYVKoRW5+CarmvRliF2IGLXqaE+T+BZJ0VBLCoSxRZJINtI8m4lPbBTCZIVIIhYIrSGRTNibpBhCkzBkNchLjScSKqpD6sF6WqSW5NmKc7Rjt2f7npAiaSQu60mRTmyzmeSppQUw0I4z5yuRyExcFXsZbTt2M38FIfFFipIhqVF0dExZCmyToFUdW2SnqCRCbAyeSHCEJi4YKMWsp3nW0xK1tEAtybORFohNwGbio9DU4xzVuMhmktnU15J8VoGYZsVXkNU51NI8zcijluTppjbN3szhGuOypQN8AWVpehBcmzGvwXpSIlWSalKiox1qqoASGXKulhRoxh4KzXqao5bmaaUZWl4msBXncGVMJ7a3YzuKTGxVEPY2b7JlYiJj0KQ4wjCR22I9KbFuNbBFmmH5hSaQAQqdDUwiIkKxlhTxRMx6UqKZemzFPiSZPVanZ8Lc6ZG5wWI8V2dd+2zFPjW7QGAycnnbOLS1S8kE2+e8IgM6JqGjU2yRKYX/tbUXRCXltaZaISaOMc/iU3rrErtpUK2QghNSk1B0I1oKSm5AInyQgsvRMOmKz5PBFM6mIrdmEKnIioecmFgpJq06Y04dKTTnxR60DcbOKhmxNQ+3d3Oz+ygF6XKyM8W0tZmh37WDWzNMWltcths0HI9Iq0yGrEJSYMhpMe1UKboh+7wVZuwqCOjzOqzYYByNUZJBt82yFPS7HTxhsZCErKQ+62mJaatBn/J5JMxcyh8PptllX2JLVwhMZlO/kpaYETX8FUFXu0z2JO8KjTaSndYmZRkz7VUZspqc7Y6zw9mg32qx214j0DbYmdeljHvVg7ZhxKpTdjOfkNgoitKh3gO2XstuzCcdatrjTk9yIW7zZG0Hrys/yZDsULMLRKZ3TKwOsYGGs041V2DQajFpdZi0a0SWQtsmm0G4LWZy65x2xtBociKbLWxoGztt0y9jitKh3NuWsnTY0ln69nW7TjJpNbBFtu95ETPYqwINDbiCXsVkxKQVk7LARlrAVyFftA+ANBSckERLfOHgKc1cojhZm+AdQ/fwosI8w1ajx/0I2EhDQtnBlwm+MMQGatrBE4KCyuwH/W9gBvEvfonxT9mMYyGUeg6oNuwz2C2BcSwurw0y3DEsrPcx3DJcXBtiJq4jgySLTI90mbbXiYua7pAiGDJ8onaMzbUiaMEnW4e5b2MvBStExAl2y2DXFFY3wKp5HPGv8nRUpF91GLSbHLBdEp1pBuKi4K/rNz0HMvup4lHG7Cy//vD6NKG2ubrWz/3lvSx4/cgw4Xx1GLtlsGoWdtvw2Nok+Y7m9PooD45mENwUybi1yWwSsqUdhmTELrtAyhyhyVyjx63NDItmJONWZqSbjoV8uHGM5ahMLfKphXmaqUe/1eahrRmm/BqntsaZdQewZWZrf7E1jLVhYTcznYORAmdT8re1Gzm7PkKUWiRGcthbYEg1acqMDjWfdDjo+FxNWjwZ2vgS9pdX+cjmzQzbTS52hrGE5rSzg13uemapF2b9FayMNXmqNYEjE5wtiQrgsfWd1Mo+l9cGOLNLkRdZTOF216aaGjoG4jTkiWiQ1EgqqsMRJ+Fw3xL3tg5kJfQyopoUSI3M/DaQtFIPV8YUZUA1KTJi17kSDrEZ+3RTB2vDxkjDRX+IJFbcH9hsaZ9G6nHn0GU+3HgRV8N+Hk124cqEq4V51uISgc54pUUVZIriyjkeDFyk0Cg0K8kgcPV5XPD/C6Q5/2e27miOQjUrfLnGoZSTbcJmge5oDmOyMmCdiqyu/ln8ydtyVzg6ucAJr4EcDOnEHoyGhLqXhtSC+aCfbmKz3snTR5ZG3V4Danixt0pNw3qa42X+RU7Hiv3+CgfcJdoThlbikjyLIbkUVAi0naUfU8VWnENrwfn6MHGv307gUEqvXwhJmgVX4kThiZg9dtBbZjg8E2c4/JvyHS7FLY45OTpGMmlvMG3VSREUZcTZyEHs7HBobI16kqOb2iRaEaeK1ahEI/GYb1aYa/QRxhZOjwSVGkEjzuocRNpzq+7tfiexSVNJO3GIU4VEM2nFbKSSsjTUtLdtGHw5ltzgxLy6copPbR7tAXMd6mEOnc9SxQCXW4Ms1Mv4TsxMvkozdtkM+xA66ztMLC7VBzFaMiAzQnhJhDwVpRx1sgBlXWdpSl+ErCclTgKvKj/NHy6+jIOlFWrkme/0MebVuRQMb18PvopY1hXmO30Me2UutwYJE4uVZrF3Y/b0E6lACk2gbfY5q5RUwCOtGe5bmmF33waOTJkNBkmRdFMbrQStNEuLPhY52CJhPs7IW+1t457n0f5tBvH1t9xCG9PqkOSGM+9JwD5ZILdmyC202TdaYz0/zdTYBs3COAdHV4mcAmnO5qHuLh5/ZC9/3r8PdSlH5QKEfTnedOIRTo+MEqeK/2voS3widyMKw6fd2wkrgmggIfYtkqGY367ezjsGH2SfLfnl9Vt4felJLnZHWItLVM7BD77pfu7L7eFcd4yVoMRPDH+RcSshNQYpDK8qPc1qt8jbdjzAUXeBn3bfzk07rvJ05SDxYExcsLhjbJYn80c5Pr7AMVezkBjmkzxraZE35mscdDrcH2jA57PtKd5UPEdgbB4PJ9hp1VhJy0xbG+QeznNxaJp3v+VDLKU+K0mF+bifV+TP0S8TPuptUFZtLoUj7PNWaGuXo94cZ8IJfnlwgmjVQXcy4VXYr7l75DE+ro5ye+UygbF4eS6gmmbo+q6JuNOTPBnaXI4lL8tpzkYhv3nlO3jn7o8ypLqcCscIjM1ue40dVlaYdqY8wMOV3QzaTb6jcJb7/AliY/GLA9+N6gruGnuGvblVPu4eYVApdtuQGpsvdF3OxQ36ZUpZOrzOr7OpA8qyw/k45Ref+Xb+4+6PM2U18ATMlXMUZcSQykbhtjbkpUACc4nNlBXzdKWYpY6jQd5dewVCGg6OrtEIPW53U3CrPBIKfvPSXXzg0J8x7VUZthr4IuS4u0VdG9rGoigS8lIQGcNc4nOzm3Kbu4ESmT/J84nKC/4VBCn/KVt7V4Fis5M5bfUUnNHhDuasT3uzQLuR4EWGla0SpRCu1iuMJSEyTnmF/wx/fewqbyqe47d3vZKa65EOhzzY2ku96aNjyUeaR/hqfSe10EcmOpPrtiUqipFNmx/pfwBbKC7FLd5SeYQt7XDYn2faqfKnB17OF9sHeKq1g8VOmVrX52OFYwzazWz6vDWOFIalrRIfdY5xoTSKSDRnqyOZRLmZpRbPN4ZRoeHC5hDrO0J2Wjl2WjGaKps6YjZxuM1VnI4jvrd4Hl86jKoGFTvCFtCvAtbTHM3jATtHa/xdZx/VuEg9zbEclAi1jStjPr9+kDC1SLTMALOdCpdKwxkJqmVdl2xLg9UWPNDcw+UecCXSimcKp9jTy1b4wuZC3MaXcIMTczYKOej4/OTUl3igsxdbpMwH/ayGJXbn1ymojCx1ujXBxfoQBSckL0OeaE2x1C1nQq9A8PTWOGcboyzUyygEZ6MORalxhMUBO1vXd03E6SgDBF+MFbFx+ZGp+/iv63dwSykTnl3jWWojt9WyeRnSTHNcCoaYcDc51xqjnTrMNfoQrWx2t9go0QlcriZd1tMc46rDD0w9wOfae/jzqyc4PjiPKxMuR+tIkRn/Xqvm1EYw46yxlGwynxZwSImwn/9F/z9xgBBCfAuZWFIB/8UY867/zvu+E/gwcIsx5rF/7DtfUAPE4rfHTEZD5K/UwRhS4N23vp8fb72Vxb0p/gMDDM63aT1UpHS1y/IDA5j2M6he9Pi9uz+IRrBzpMbLDl/kmD/LOz7+VvLzEpnAezZfhdUWyFAwU5+lfKmIChzclRb9J/upfKfk92tH+crGbj6892945/I302+3qaUFvuOuB/mdLz5bfQl/NjiYpUmNwK1JnilOkluRPF0s82R+D/urK8QPjDN8KUSFDqW5gIV7J5larlP9yhDvKL+BNw0/uq0O/c+rd/Hk+gS/deiDfLj2En548D4+WjvCalRiT26N5ahMQYU8ujnFf779A9zgrPGqT/xMlolJQUaC+3OHMJJMEZoCBhaK41hdwZnCLmQC/RegOB8hk55kO3T4jLoZpy54PD8EGn7s1jfz3Tue4NHGFGNegydrO9hfXuXVlVP85pXv4CenvsR3FhrMfOh7QRhkKFEhPJQ7sC2Tt9oCuyVYteE/De9EtSQqEPSf08hEc1Vk9SJWAD8/8VKeqo1T8bo4MuHC4BnqaY4r3SEeXtlJ0Y1Yb+YZLrX41MEP8Z8+fDdfKt8ABlRHkvo6IzuJbJ+QQCJQXYF2MzKYSMHqCAbWejU2y4PYEby9/3tYrpf45Rs/wR25y7zukz9NblHxqb7RTIbv9r4zFRlhi+y4Th1YwZKaxc0ySmniWP1/7L15mCXZWZ/5nnNiu3HXvJk318qqrK2relWrUasXob0lMBJikCUZELbxsJgZGBYLeGZsYIywjRnGLAMILIMxBi0gFkvW1gKpJbXorXpvVVVXV9ea+37XuLGeM3+cW9ndsi2qGbDbY33Pk08+mXkzIm7ciBPnfN/3e3/YLoCrjL/GTkohhAJ+HXgTVuJwQgjxMWPMqa94XRX4YeDBq9ruSwE5V6vtM69qvIN8yTZdnvtXt1NelLQej8lLCqEN3t0P8zPnH+Hd930P77/j3/O9n/wefuEbPsR73/edxOOGo6++yOa/XcB/9xrRH00z+YUN8vEKn/qj3+ETUYVI+7y1vEpmNE+kFX7ofd9PcWeHtx46yUfuvY2//9p7+ci5l/PPbvwoDRnxnlPv4I7pS5xsTwMQvKfExz/1wb118aZ2OOYqeto+USJjmFElvhh7BCLjmDvkVb/7Y/zrb//X/MDj386bFs7w8TM3cPerfo27PvOjfPRNv0psFA9GRzgXt1gZ1vn703/BuBzw+9t3MixczvfG+Qfzf8G5ZIql4RgHwy22sgq+zHnsB28mmvb57P/za/ijcuTQWCFZZFLOZA4f69zCXdWTvNKPeTj1uNGNkELwf66/mj+/dIwsUyilecOBs/yr2S9xJiuYV5oMw1qhOJXM0HJsKXPW3eVPdl9Bqh3ePX4f90VH+Y3Pvonz7/zNvRLls1nCIddls0ioSsV6oTmVTtFSXV7mpUgkDyUBH9i6g+0k5J/v/yibOsSjIDauhfZgeN/66zleXmeft01DRRx2t2lrH4Xh492b+dA9r+I3vvm3eX0pJjEZm0XOwRG1WyEIpUtsLM16Z5QXGBgPbSSf6d6AL3OU0Ly1+gTbOmRcRvii4Pd2b+cPPn8np971q/z0xq3849b9BMLZY26C5XQkJkMi+YnVV/N9rS+QjUAQoci54cDKVaPhSjPz5uD//I+u6h45/S/+0VfdrhDiDuCfGmO+YfTz/wFgjPm5r3jdLwN/Bvw48GN/2QziJUGUErnGxM9Zp3u7EicyuDvRC0bYy3kTs+uxljdQA0lPB/i7Bn9XIEcZNyX1C6ZtQ5NyPp1kMWtSEh4Do6nKGH/XMBz4XIqaeLuKpXgMKTWuyGmpAVLA7EgB6MjnUs0dbZ2qN4syDoq6DKjLgLa2ROXNvEZDJlSlh9cWdHXAcOCzMqxTdDw2ixLOrsNOEVIW+eim0DhC01I9ptSQkkqZ8rs4UlNTMRKDIwtCmeKKghmvvXc8DtZzs28S2jrHFYqK8AlEwX5/m0BkJCanJhJC6ZIYzeXBGFHfJ237DDsBl6MxIp2xlleJjSY2huoI7d6QQ5qqT0tGTLo9SjKlpYZWNyEMmSlwhSIxGWWpcVA0pUddlqgKaz1YlXbgyihoqojlqM5Kv05HW2jPcj5GIDJaakhdJkz5PQvakSkNFVEfaTpaypZhjYQ5p2vfqwxoSElhNHUZUJMBvnAJhUdLOUwpa4s4p/q01IA5f5eLw3EW4zGWizrL2RhVmdGQGlcWduaD4qC/CUBhDPVRs5YSElcoSsIjlB6zfts2ZKmUKZXSkC++JCH01X1dRfyXhJLP7UuIW4B5Y8wnrvb4XhJLDONIRPAc1Xo4l6NSh2w8fEHT1DXuBvX9HW4NLpOP5yy4WwzmBHFLszMMkYWhMwxwckBr6x2B5PbSOaTQbOuUGRXS0QnRlODw3CavrF/koQMHeV3jab5w/gjnkynaRZlB7HGqP0M39pECWoWhq2OayieUOftMl6FRrBc5EjjiWBPf24JFImNnFoN5zZzT5ujcBtdXV3l6ZpJZZ4ha6HOd1+Pe4QyXk3FW4zqbcYXH4wOMqz6LwzFyLWkPS5xNplhJ6qwPa/gyZyup0M0D+94Kw0YR0VQ+FeFTUdY8t6OtV+bFeII3hs8wpiqsFRGZMYzLEkerm0T7PLajMr6T8+rxs7hCctS1qkyN5s+HVS6lEwy0x1ZeY8etcDaaZJB7PJXMsBg3kYl9vlzpk4jMAI1htUipjvQJVRlTFjmrRc5+p4I2CV8/fo5LcZP6qG35Rn+VB4YHCKTt/zjbmyQpW5r1Zl4l9jbYKSq4ouD0YBYVCzaLMltFj2w0A3ZNyo4esTmEZEdr2tpD4bKtQ6ojJ7TVtMFttfM0VMSN3haZu8XT2QQuBUvDMVQs2CgiLifjVIS9387lQ1rSzkwinTEwmkAITvVneDq0kJrCyFEb9tqLvPiv+pUTQojnP+3fPxI8XlUIISTwi8B3XfUeeYkMEF85g3DbCmcA7m5MNhbsJSwfT+bpdELOZ01kX3E5a+J1QXuSbuxTSw1R7NHIzGhg0ZzO4PF4Pw0VMa0W2SgijrshftuQ5A6nBzPQdbiUTJAnDkvpGFU1JBm6lJ2EfmSNc1o64VKuLPpc+7iiYMFJGRiHsshZH90UK4XNbEc6w+0K2rpEUjiciybot0OeTsdIuhacupKNsZrYwaE9LJFol0IJumlA048YxB67WZnVYZ1uElBxy2zHZSaDHqIwyNSwWPi0dQZke7LnyFgj3evDZfY7JbaKAUfcgMRYz47T3WmizGO3U8b1cp4ZTHO+cpKVfBxXbOMJwWZe43LStJ2O2iM1CkdoOkmJ2LisJzVUYpcVZamJzIDJke+GKyw2cL9ToakyHEJOJIaqiDjiSi7FTc73JjjfbPLm0oBPRVWW0nH2edvExiN0UnbSslVU+prNosZK1mDWbVNSKTKDY26XlcIhEAUHnYBnspRAWI1EYTRrRUhZZBxwCgZZxnWuXQbdUFrigf5hJt0ejREPYy2zXMzNEcp/vXC5vfIsQ5NSYFu3Fwuo6oSecVAIIqGpuTHLWZNJp0thJNvFi0xSvjje5NZfsnT5y4SSVeAG4PMW/MY08DEhxNu+2jLjJTFAGAGIF652rvABC0/amwGYdjpgLLnHSGioyLoja2hVBgz8Oo3KkMKvYJTEuIojbsHZNEIKzZTyyUzB5TzCCEFnGFAaTxGFQCPwyynXl5ZY8LYIKwkNd0izNkAJg1EeR1xDZjRtEREZxbgs4RLjjgxhxmQJhWG9SJhRJWQhcEVh99PIQBirUygErtDcGCzSKwIklnV5yF+npXrMhR18mTNWiTgcbJBoh1WnzkK4TUlljDkR2rHWe8fcnEC4FMag0fZJrlNW8z69Yo6lfMg+p8RqMWROhXuOUIvtBgiD1gJX2txDbPpURwZG1/nLpMZhwd1kR1WYd7c56e1DlwWH3Q0Olzd5oHScQ66Lg0Jj9nw3YEgw6sC8lBvqMuGYK6lI37I5jMSVBdOqy2qR0lCKG0qLTKoeKYrHvf20vB4zbptpt8OCs8246tNUfS4lExSBoa0lRxwLrsxMwRHXIbsCbhEuVTkkM4bYQEsN2dGGwmC7KUeViKbqExuX6/1lQpmxUN7mVLDAEdfwwHAMP+whEcwra5rjj8RjGo0rPKpOzE3+IqHM0Ga0zH2R8ddY5jwBHBVCHMQODN8GfMeVPxpjOsDE3n6F+Dz/veYgysuCYFejdq3oh1Hr9cPRQbxLvu2i25A8OdxPdTmnsmhwpeUKeqp4wbbXC80Xu8f4bPs6wFKgIqOorBV0V6uc2NxP5ZLk3s0jKGXX/HOqjyM1h4MNlDC4o23GpuBs7nIimePe6Ihd28uAigx4Ih1no4j4XP+6597HohWAtZdrnNyZwVnxeSqZI7zo8kg8T0MOqaqYksoIVMac6rDgpNScIYdKm3iqoOV08WVO2UmpOxEllXIkWH8BYn2nSLiU53w5dYlG7dGb2uHW0gVWipDL+ZDYCBKTcylPebY9QXu5hlgsUSyF3L+ywEoheHS4wIVM8mymGJe2NDnt9Gg5XeadiIP+JlWt1mn9AAAgAElEQVQ3Zp8zpKJijITNIiExOZfzIR1d7A0SEklsCrZ1iY5WuELugXseXpvn7OokF7MJYiO4f3CUmoyZdYZMqwEHgm3qajia9XWYUBlVOWRWJRwLVjEKWsqMblSFRtPTKRUZUBIeGk0gFJMqpC49DjoBVSFRAq73l7l/6yBf3DrCFwbH+WzvelpqSEta4LBRIJHcHFxmtRiyUUTUZECGzfNoNL6wM4VrgjXqMmFeafY5OdNfce1dVfw1Ua2Nda/+QeBu4DTwh8aYk0KI9woh3vbiD8zGS2IGgbAE6itR+FC4AuOoEc3YnqEJp0fhQ9MZUATGEog8QeHbRKIRAiVHhGshMEJQFYamO0AbMUpeRWRICk+A0tS8hF4AVS9GyurIHQmk1ETawxmBV5AQCpeGTJlUPRQGfySkKoymKoeEUtF0+gy0BAWFL6jJITiGspuiPcO46lMEUFMxrtBIoXFksZcITUdNV1f2rbFPWzkSQNmOPdsjYCQEV3wJKYAEXwQoYYEmT2ct9js7hAI2tUIJ6whVcjNwDEVg6dPVIKEqC5pOn1DmZEYisTM1sPTpzFiwCthJmytsQq8qFaH0qJqM2BgC4ewlLvc+T+y5D0ROzwhCPyUrFGWZkBnbyn7lvANE2qOuhns9DYrniOYD7YGwjmJ1x91LkFZHqlMl5J5HRWJyIpPhUjAwmtgILmdN6l6Mp3JaTo9A2BySEnYmBeAKxcVsgkPuEv5oZhuMPmuJRCKQKHo6wBPa2u79VS/9v8YiojHmk1hF9fN/99P/hde+7mq2+RIZIASo5y6orAxuH3AdZPpc01SBJK8XTLlttG/x90lNkjYEK90apcSw2atQia15r8wK1guXuhNRlTEbxYCyNMwon6wkaEz1qPtDzjcMB8vbPHZxnseiBbKSQ6cXspyMsdkro5RmX5ZzIbfluALBuOrT1TFtbdf9TWkJSQveFodcq05MG9ZHdGy6S9lNKMqa1CjSZkFLdTkRH+DkYI6L/SadJODJZI5pp8O5/gTTpR7rvQqnhnOc7k3bNmYjWY+rlFSGzDROrHk2y3GFJjMW/7+r7dT6GrfE2azgJq+gbwTHXEVhrB2eIzWNqR7trQrSK5gud9kpXDsAYQhkwYl4lkcGC8TGZSev0PU2WU4anO9PcKo+zsn+HM5AsF5oIm15DfudCn0dExs7hZ9QZV4hUlzhcjrLmFWCfdJlvtpGG0FqFNe4Ho8nCSeGh2j7tuNzLamxRs0qZ/0yG0WbxWycw94Gl9MJVCRoSsmFPCYQhjkVci4fUhVmj9e1VbhUZcaM8riQFxxxfQpjqKmYcX/AhN8nlAlVGfNoMksgU073plFDwbNZQlP19waHy3lEPKJ0RUbgYlACVtMGJ+J5pkdt8Jlx+M/QFb96/LfvMviq8dIYIL4yJHsnTiXF3gxiNW2Ao+2TzMBOUcY41v2p0wmpJJpBJ6ARGyisu/eTyRydPCT0Up5Ka1RlzMzI/6JeikkLB+3Zp7bpejze2UesXYqOx7n+BFG7hHA05G0eT/bhipxYuzRUxJksY62oE4qEmoyJTDG6UAou5QbtwXZeoV6KiQsXhGExG8e4hp4u8XDvIKfbU2wPQuLY5dHBApNuj0udMaLco98p8eXeLBfa4wxTi6fbjUqETorICmSiOREfsLkYoCEjNkXOQPu8vhSzltVxww4rmaHuwdLIu7KfejTCIW1ZRiiDNoJnskk28xrrzi6ByHmgf5gzvSki7dHLArZKFc72J1nq1HmwcZiznRZuX3AqnRqVMmOaKuNSbtjWlqn5CvEcT+LEcIHbSxeYVTmO0BgjuJS20GGHnbzCo9397IZlosLjYm+cVCvWvRo7YZmmays9W6Uq56IJ3L5gR2sejecJZUIYbPJ4MktDRnvQmItZi3HVxw1WeDw5QEtdRmI/jytakZ28QkNFPDJYIFQpFztNnIHg0WSeQGRsFbukRnImmybWLk3Vp61DFIZAppzrT5Bohzl/F20kkfZ4MdDa/79g7//mQ4i9PAOAdg3aERhXYRwBNr3AhNtDuJqGitCuXWJoR2AccLwCIz2Up60Ji7Bf006HLadGQ0WMy4iqzIASepRwrnlDjGOoqhjjasa8IU1nAK6m4iZIvxiZxAhaqksgMyLtE8qEpopJUZRFSihyAqEZmBhfuDTlEO0Yxh37dK24CXjaOpI7moaMGPf61L2YYeaitWTMsSrSspdRcROUq2l4Qyq+LQfW/JhMS6pOQlsJjGNBKQ1pB4iqTJEjZoTEIZQJErFXSWhKy+iseKk1K3I1jlNQdRMmlc33NFWMi2HC7bPuVRlzIhSaCadPxUkIvYwJt0fFS1h3oaW6VGVKWeQ4hKPSpYXPus/jSUy7beqywBUOZSeh5Ga0nC4OipbTpelFjDkDQplScjJ8csb8iMbonCTaoekM2HSqaNfaDEw7HQKREQqXaadDWaSW9IR18W7IiFDY2V4oFAWGhopouDb303J6lGXChNsnlCllL6Xn2PekkdSlNR5uqj5aShpyiCfsci8QmT1vbo+mGlAgqZjn8mhXHV8bIK4iRtCXKxFsCry+RcllZQehwcOuQ93LPl9++T78XclWVqWyWqBiyZE3LXG+fowjMxtsNvZjPJcidLnFb3N350bORFO8Y26NL6ceT0V1grbh8tNTcByqFxRfuP4ozZkO39W6l1kV8cf7bubG6jJbcxUcqclKY7yxlPBMFnNJ+zydzHJL9TwHnQJQfGZY41Z/m3va15GZM9ziJVQvwmI6zqVTM3DdKs6GR1kmhOc8nv76Gb577EHuC1Y4Hc+yNBzjHfVHaCnN8vQYAOmcw99unuCpcJ7FuMmxcI3VtMGU2+Fi6ShpVfKNYUJfZ/S0dbS+xhW4QvHpYUhPl/hwv8XtwSU+PQy51R+yM4LeXjo1g8wgkz5PlmY4NNvlctYk0g6xcfi+xhM8Gp5n3umyWZRGjAfFofIWb69Yw+T3Tu7fswFYLXJOJIZjrqTh2JzD6SzjxHCBabfNW8KYcxncF1d5aPWALUcfjPj0MGQtr/O94/fSlAUFljy9399mwd1kUvU56Gq2ioKqFPxHmfDJ1s2czwJeV9IURnA5T7nDV1xxrpEobvb7RDplqYBX+Ducyjx6OuB82uJst8WzYoKx6QEbWY3/rfkQgbAw3t+YmObNYcYv7hziqLtNKOAOv0CiyZH4o7xIYRQ3Vpb5zvpTuFypnjj80Iu89L82g7iKMI5EhCXYHaHJjxboi4raeHmUg7Cvu7V0Hv/GNn+79ii/Pf9q7iyf5QPH3kjc0lzqjqESw2q3hh8DWiMzjULwLWOP4lGwUyTc7IU05BrdA5Kj11/mDZNn+M2bxnnP3P2899G38mB0hAmny3a3zFO9OVa7NYQwTOeabT1k3lFMq11u8XcAxYXcPnFfHxT4osTfazyExibmdm8w3Fq6wDU3LnLb+EX++GiF69wt8pv7fEN4ni8M519gnHNv7YiFvPSm0Uaw1KnzcPMQzwymWI+rJNplI6mw4tWRufUhvZz3mZAeTeUzoayicKtIucUb8kR0gG+pnGafU0GyRSgcrvcCbh5bwr8pZ61XpeRlvG3uKapC8qrSRfY51p/kU9EEXx7Oc3FknDPv7vBUf45e5nNvOMej/QOovk3ZRSZlv1OhKqK9UmYgcmaV4PbSBeqy4FxmezNS0+GdBx/jXNRi3mkTioJDzg73DQ/t8R5Pdadpl0I2/BpjzoDlYnPPOOex0X4BNooBqTFUpSAyKTuFzUA0pGStuEKnljyRVmipAWXVJ9MOb5t5goaKuDO4RIbgS/EUgch4qjeH6ksu531i7XLYrVAYzTNZzLgyVITLhh6MkrGCx3v7OORvjNjXci+p++Iu/v9v987fdLwkBgiRZOA8l6SsnFdgwHt2lfSaGa6kiP+4fSuD83XuPnodIpMs52PUz2vcvqSzv0QzNQxjlzC1TVLkmi/Ek3yucy1jbsS76g+zWBRc5zrUzxdc2GzyaX0dwQWfe669lmLocDEep16OSAYeNSehPwiQSkMe8XjSIDI+7cL2E9waXKatPcoi56EkoKUGnIgP8Y7KZXo6p3JB8ki8wPmNcfqpT3yhyiePX4u+UOa+l8+ymDVZHI6x0q8zSLy9BOhuErKv3GYw9NnKKiwNGvQzj9CpsBFVORDuIHKNTA1Pp2N4oiA1Ck8UTKmEDIcDjuG60jKBEDyZxhxybK/GYh7x54vHGA498o0Su77m0+o6rg2WOZ9OcnvpHK4oWMnGuBQ3CVVCvwhIHYUnc3aTMTLjsDKso2LBQ0lAU0Vok3DEfa6U2TM2ITmrclzhcF9cJTUdrvVC/tf146y1a9xYvZbvqT/Nr+/eSK8IuCZYpadLVNyErdTmMSSGNdFgKW1yJFin4UaoFA65MafSKlUZc8zVPJyEtNSAAkEnF6wVNVqqxwFl6OmUA46hLkucLS3z/qXXMBH02axV96ojZZmwMawiMzif1bit/CyX876t3hiP9TSgKmMGpkwgbMdnwx2ymI4z721TGMlGUX3xF/9LfIB4SYi1/ENz5rbrfxj/E9bG7H85+yw/+uffgaplXPPPrTdncfosv3jxfgJR4At4+1P/gDfPPc2E22PW3eVnf+vdzH6xz+qdFaYeinDPLCMqIS//0/P80PgDAPy9s+/iu+bu47Pt62h5Pf7u2ANMKziT+Vzrpbzu595Db8HYnMQFSdIAd2CPcf7DF3E/WPDO6YeZc3ZpyCG/sn4Xj67tQ0nNL1z/R9zTu453NU7w05e+hdxIfmz+btvrIDOqUtDThrUipCpTFIZv/uiPjjwuBTKFZEKjHfC3rRLTiWE4OZJlJ8J6c+bW3Pfw765Q1Mv0fm7Ira3LzHgd9nk7fGLrJlYGdW4eX+Jj930d3/Hq+5hyuzzYOYgUmltrl7irfHqv69IVglC4/HbnKG8oP83JdBqF4cfv/nbUUKIdu0/tGry2tL4R49abs/llww0/8hTLUX2vfVobycNr84R+yny1jSM0ZSfhodUDvPPgY/zZ+nHuuf6jRDrloSTg9zbv5CdnPs1df/JjIGzTXGldkpdsktcogw4sos4I8DqC5ilD5509Jmt9BqnHZLmPFIbFdsMa55QjNroVktijWhnS3qowNdNGSc3qeoMzd/0bJIJnsphAaN740feABG9b0Tytyf/uNpuXxnj7bbaH6JPnr2e60aVV6rMxImEHXkb7/imSVvHcTS7h0g/8+FWLtcLJeXPN37k6sdYTv/bVxVp/U/GSmEH4bk5aVfijn4+6m6AMR2Y2YGStdiWqUnAxt+KZ5bjB66unKIsUmVrMvEqwZVGjQWv6hc9AG3a0RzsucSmd4NnuBN944Cl6xmVeFFSlnZ6q1P6/yQQyNTixlXUDoDW9zGcnt7ZrbR2yGVcYDj2ENJxLLQ7/VDLDYreOFOyt3wst2OcIKsKwmDsEYsjFrIEaWi6CzKz1vBoKpLpiQz/6XWwHD5UCWNjsleMRRUE/9tlKKig0hZFsxhU6w4BnupOogeRUd5ph2eVCt4mnCppexHfWTnMpd5n17FQ90hm9ImBgbPu3NhIVWTS9GAFmRS4svt/w3HHnmu0kZGcY7rVPu7KgPwjICpvrMEZQcjOi2ONc1GKtXdujZQOc743Tm3ZQ8ShJLUDFtotWaEvcFlfMkBido0wTdUp0vYxh4pHlimpgZ3tXIok9isihq0uIoWK7XbEeq0N7yVuauG0bV0O5t1+ZGQaxh9NTnOu37LYil45vt90ZBgyGHknm4Awhj2zfheB/UHfv/xqRRB7herr3888uvwV3x+HsE/Mcmk6gMMgzcMAR/OT6a/nhic+z0ynz2sNn+CdnvpWSmzG8bcDgckjntpjSVomxlTK6UeEfT36Y2NicwC8f/wP2OUMOeFv8wrNv5m/NncKrPcZ7F7+ZH9n3Z2x/XcGrbnqGpjfgPz52M7Pz26xt1kHAzJ9V+KUjv78nh25r+PmFP+Hc3DhKaK5zt3hj+AxrRcgPH/0cc+4uP3rxHXz48Mf4+e2X02g8yEd7N/EDY2f47ktv4RfnP8Hb3vQgp7vTbEVl+kOf1+0/R82J+fzKUQB22mVuPXjJKh+HAZOVAb3Ep+ylFH9WJWmF/OpN/4Z51UcJi/H8puqTtHWJtg75oHsb75h8mK/zl7mlcokFd5OmjFkr4E+7t/B5Z4DCcMxf4YeaTwBwqHaSzBi23lzhfDTBhDegnZWY8Ps8vLmfJHd488yzfLk9y2Wxn9/a/1E62qcuE843m0yrLhfnJijLhNQoLqUtWk6XxsGIeafNjdVreSixN9vrSpqNA59nVhXcdddjlEYt0PcsH6UVDhkPBlSdhJmgQzcP8GXO47v7WHbm+f5bP8fXl8/Q0yVSo5h2OqzkNrnbkBFtHbKdV8iMbWiqyphI+5yJpriQWyvAA07EVuHy9jffb42BV4+x40zzyy/7Q36z9Tp+Yt+ncUXB2ekpCz8WtoLV1QGeKPjZylv4pqnzqNEa2Jc57/3xF3ftf41JeRXh72q8U0t7TS6P3nuM8qJg8pEB2n0uN/E7nWN87Ms38eo7noHVgIH2Gd49SXvcwNEIDEj1wiH58aTBE/F+mmrA7aUL9LTknZVt/uWnJrnnm3PORRM8/vgh7qlfB8Lgy5xDJSv1Pd7YYHWjYXMQxowQ8zDQPoHIOOzuMql6hDKjNxJt9XSJd1c32NZDznzpIF+aK/OF9aOc7U/ywLMHOXDHFn9x8ihnp0tUnGSvg1IIw3ywy4zb5kF3wfpwdkOaXsQKdRxVUHIsIv76xhrP6iNgDJH2WUFTIPfKrU0V8aogQ07dzzeEHZZy+LbKJrt6SGQM33/uXfRTn5WtBo6b88r5SwRTX2Qtr3Ojt0ogDHVniCM0034HX2YcKm2yUw8515ngaGmd013LydjUIQ1py3tvLg2sklOukhnJNa6HDjs42KpKKAq+p/40P7x0F+d742wc+DzvqnT4QG8/jihYCLaJtMeR5hZx4VJ2rOx9wu0xLFwWgi2yhmJJzvN9jSd4Iq3QVH1ucA0PJQELzvaelWJXBxz3V7jBS3gsKfNKP0ajebB0iV/eeCMtr8e1wQqBzGiOyquO1FxxUnzPvrvZ5wzJDMy728TG3Sujjqs+rii4oblKVcXs83YA9jpcX0x8rYpxFZE2JNnhOeS6dfD7pjed4GNfegWDuTILH4/2pmHf3zhP8/Y+byvv8i+P7ViTmL+1xisaG3zuy8eRmaHouKjMQGGXGPNOhzeOnSUxOR8bzHJXuMSH+y3Kb1njnfse4Z3Vp3l/eYPvH3uE3+u/hrOdFkuDBiJSfPH8EUzk2IFLW7+FO/0dwtENcX9c48HoMK4o+O7GSZZyxSv8HX6zc5yGinjNXU9ys9/m2/ad4A3lZ7i3eZi3lrdZe9WneaVv+LnL+1np1uhHPnns8tn1Y5ScjLWdGsubDXTf5bGtObpRQDz0SHOHJHH48941HNQ5MjcsZ2N8XdClPspzPJHWWMzGuZj1+Rdnvwl1zce5zk34d91Zpt02x90tfuHgH/MXw8OUF6wD1qtLq6TG8JoAdgs723pwd4H1qMr60Hp9nPRmOL8xjtGSj/kvY6lTx4nBo+BsOsmN/iqfiqo0lOL+wVHGnAGPJwk7eYWW02Utr3PI2eHXd2/kJ2c+TW/aYVYVfKC3n3dXt/n3S3fwbM9O6c8sTRFWEjaDMhfUOBOlPlHucaY3xfmtcZwIfmrt9dxRe9aa8Sa2p+LE4CAAU06HpXScjazKp1TC5eEY94TbSAz3bR3iA9f8AcCec9i/W3kVjixY71Rx+nA+neR3L93OLx37QwA+07uRa4I1MuWwkVf33L0/9+wxrp9b5SEWAPBkDtxz9Rf+i1Nz/jeJl0SSsiaa5jbxRorX3YL/7DqDG2f3KFLPp0sF/3T1BdSo6XdfRH9fSD5e4b0f+LcvoE1VzyniccPPf9vv8bNPfxNJ5vJrL/sQXxpcw1pS59x3H2TlDU26x3MOfNRw6e3wc6/5I95Z2WZoUj43bFKTMSeTORoq4uff/3f4rR/8lf+EANVSPbSR/P72nbym/jS/cel1vKp1nleUL/C+73oHzj/bYPk/LNC9PmP8hMPXfe/jnPz5m5j+kXP8waHP/GcJVZExnM3qANzhD3kms+a3LTWkp13ausQ//NA/JJ3K+eibfpW10UW7mDW5pXSRQGR8ZPeVe7TrW2sXODuc4rbqOVayMX7l/ruoPeXhxAatBJ1jmn/y5v/A3dvXc1NtmVi7/FTr0T2VZmYKNJpTIxHXhFIoBP/76mt5R/MEgch4Jp1iKR3nhtIiNWnNZU4MD/Fodz9NL+J7x+/lgeFBLiQtPnTPq1Cx4K67HsMRBWc6U9x97cfp6CGh8PhEVOfOYJ0xGaDRZKagwBDpgjNZjQ9s3cG15VXeUD5NgeBkMstx/7kWZ4UhFDkd7XMymeOwt8GjwwV6RcDJ3gwnzhwEATceXmJnGHLPjR/ZK5P+1PJb+YnZT/N/rXwjdzVPEcqEw+4mrtD0tEf1eUzKy/kYbwn7bOuh1XMgmNh39USpsDVvjr/96pKUj73/f+Ak5ZXwlnYx3d4LWlDDFYnXMXhLtkfi+dQoR2iuZC4ej/cjlwNOxftw25LKsm2ger74at7pEsqUI+E65zj4wqSSNDwZzfPa0iIzToWHBod5V+MEF+MJJtw+lWVNWeR7AiIpDHOqw6yTkxpDSaXUZIwjNUeCdWucYwwNb8iyZE996Y7+P1A5iclZKjJW8hrbRYXr3TZjssSZxIJWHh0u8DLvGdaK5gjJVrBW1FhwdglXBKJwqYqctsxwdYErClpqQEPm7Pd3CGXCUtqkqmIOlTbZ7+zQu5L0/YqEWlkmSGG7U6+U/jaKiEkVAlASHmVh0fSHXTidRjy5M8u3j+c0VUwgM/Z520yqHrPOEIC2v8ZuWGbMGdCUBWWZcE2wuncuSjJlIdjm2V7reVJxK8PeLgQQU5cWxLOrYyZUiZ7pcWp3ineOP0RdZpY94W1QFjlNeUV1C2UpGFcxUiwyrxJSs7jnwHVCHERIs/c5ghVjnc8rXOg2ae7LeUX9ooXdyIQDTkZHG5BQFTmBsE7zKR1y2MPR5bw4Ned/D1Trl4Tc+0qY0AfP9kCPpP3kJawDVuj/J3p7+bwMT9PpU4SaptNHu5CFkjwceWuMthWPFphR8by14vO2OeYOqEqHwugRrVpSH0mbs9G2FNYkRWJIkcTGKh2fHwPt230JQX5lFPqKY7fqUoeqMDTkkIay9VSNoSpT9MgoJhDK6g1EQiAKqjKmQJCH1pbwyjFdicxIYiOItUunCEm0Q2EEkb7SZ/HcR37lHF85NonZW8M7KEKprDJ0pLQtENREMlKvahrBEIWhMAKFITbWQzQ2gtgIBtonKjwLwhntqqdLI/6H/TkaMSND8ZynRGYUZakJhcIZdUf6wrYjxUZR92N6unQFBbK39o+NvXE1FhUXG0NPB0TG7negfTr5c1UxidXguEIhsa3UFTdFA7t5ee918fNm2bYJziaEM2OPL6dA/1XXCn9Ncu+/qXhJzSBEVkChcXvZnkDLOM/97eTlGea6BReXJphra55cmuNYso2KUp6M9mNKBZlRIKAIIA/hd1a/nq3FBkILPrTwSv5i8xBjfoQYpngdg7/m4vYi3PUSoUz5k/4+5txdtrIqN3mKX+pPc7yyhhHwG5uv42R7ek9c9cHgDma8DoWRfG75KKtxnXNLLR4MD7KcjKEGKV9em6HcMXjrLn7H8IWlw7Q6OY+t7OPDE60XiL9OJCldHVCTcKsv2NZDLuWGL/aPc9DfJDYua3mDt1fOklcgrxW8b/vVrCdV2mlINwm4OD7BmBPxSHs/RysbPLozz5neFIHKWE7GeLbXwltz8doGNzIYZUjXFB9cu42nVyfZjCvkWjLldmioiJbq0pA529rlDt/lybTgs0MfTzh4Mud9669nyu9xtjdJ6KQ87u3nwCjZuJbUuNgbp+TYMuqp7jQVN6G0bp217lk+ypHmFmeWpvjEvjpN1SczijeWCk6nkrXCum09MDxIZhTTbofXBhs0/YiHBod4oH+Yikro5gFD7bHPt7PMTlEikBl1NaRTlDjl9LmcNGlnIbmRuGsuSHjKmUWnig8fGKOrS2xkNY7V1/nN7Tvp5iU+0n8FjtC8rLbIcjJGrhUllVJR1insZ1pP8JH+OIHMkGhWsjGsl/WLuOZfAkv8rxYvqQEina7i9yIK35KsFRDPZajYJZ2uUqkOKXwfvzwkD1yq5RiUwriKb60/wuf3HeWu8Dw/M5kSRT7xdM7hyhaPVefRmaSqYqbCHv3MB0dhHMhDg/YURcnwpvLThMLQ05JvrT/ChTzjNWPPcI23xgdn3sCRcJ1B4VmnKidkzImoqBhtJBNhxFypTVBOSbWDL3OMq/DdDO1CERhyXzBRGaD9MpVSwq3BZaaURBvr+9DTOYuF5uWeZLmIuNOPqUifuyonR6BYGLhbrBeSeDqnOdfmcLBBRSXseiEbTpVJt0c4at44128hhWGm1GEztiSlqaDH6dCgXUEe2KarvGzYF7ZZrdQYDwbkWnKzv8hBV5MYbY10iwFbheFmL+TprMtx1+eZiVNsZVUCmZGUHXbSMi2vhysK6mrIGjVSrfDJ2e9v0y6FbKVl8pLBCEErHBIXLmEl4c5gne1CUJaa06nkWi8ckboLev4ygcgZGJfFQvKasWd4pHeAmypLAPQLn2vCNRQGKTRVFRPKxJr4pnUKR9hBpHBZHtQpQoMRUK8OiWKPl/nLbOqQm4NLPB4fQBvBn+68nGP1dXyZU5UxR0vre74YrrAPoqfSjFuCJdaKMh7FXqv4VcfXrPf+anFFwQlA/lyTTDVIKBwIgxTtVKgGCUYKjLRT3EHiERkBuURmIGPJPm8XP8jIlWKft8Oy38ARmh1ZQ7sC7R1CTFkAACAASURBVBcYR6B9Cznd5xo8kdHJLC1aYRkOooB5d4cNv0ZSOGgEM16baadNZhzGgogZr005SJnwBpa+rARlP2Uw2r52BOPBgA1XUAtiWlIQCIeYnNgUVKVDyyRkxmOgJYXQ1KQgEJmFrmBQwpAZiUgkg6HPvLeNKwqqyjpb7/O2KcuUcX9AYayt3LTfJdeKGa8DgA402nUsDFhC4VmCd6PUYtLvkRvFlMqoiBAXS8puyozIWAjLlbV+pyjt7c/yKApm3DYNZRF/O3mZda/GmB+x4G6y4dfs/j17Y4wHA8pOymZQZkwGQEwoHNYKtacC9XGZdWwSMDQ5kXbYyqojs2Rbjo60x7y7gxJ6TxcRioTI+ETaY9bdZcuzHI12WkL7GoS9nsDSqTzRJzXSQm3L56h6MXN+G19mzHvbAPSKElU1WlYhiI3DAVkAtp+kydfUnH+j4bQTTJK+YI3qthVqaP/mOzkDAZ5TUEgoORkID6Ttve+0Q1byKiJSeG3QjqSuBihl+QPz7jannVlKKmNbTKNHAkAjAGW4mE1wzF2jLj0uZhPcFizSKULKMsHrwLjqU1EJJZXhq5w5d4dp1bWemY6FjHhOzqzfZr+7jRGCmh/TV2Acg5EQOilGCMpuiiskkc5oa01kFMddj5ayaP1AwHpRYr8DsXEotMCVKZF2qMsMf1cSBwEt1SMzjpUbOwnTToeajJkcoePXEit4KgLJrLtLbCyByijsdwlIm5wsORljbjQyqVUkJt/reKxKj6xI9ly2hyblwrDFscYqDRWxmVeRvmba7TCt7EDU9svshGUaTsSk6jPmDJDYZY1RUHUSpvwuF9Q4Gk1dejjYZcXQFPhYYlRVSDIMZSFok3FhOMHttXOMy4ElbHk+46pPdVR+zowacSL7FCNv055folOE5FpxUu0DAb6TEzsOobBW55dyh6V4jLfWehwsbzPmDCjLhHmnTaRdK/GWMR6aFElZ5PjCoSVzpJAk5q+Avf/aAHH1IZMM8hxzhecAlNYFfscgk4xWqU/PFTSDIZuufQK1hY+RgnPpJO5lny8NriHYklTWClQiOextUCvFxJnDvOqz39+mU5RACZv8HM0gRFDw2fZ1vKG0QiDgRP8ggcy4nDRZz2qUdjSH3C5r/gbJKDGy4OwypTQamA3aHPY2GC9FTLkd5h07g5gI+iy5gF+gXcVM0OWcA1NBj5LwWMxjLuXjXM7GOeCcxxcuX0gb9IoSZ+IZZp2H2NYTbOY1FtwtNooqNRlTXjLIxOWokxGILapyiCdyFtw2VWGYcu3A1fIkC94WCsO8u01mFCIo0K5DkQuMsjOKQ/46U8E+9nu2KaguS6zmlmXRNxl16fFoOkFmHN4SdjiZGh5c288PtO6hLgtib4PNosaCs82EylDARtGm6Y4z4fY46GqWi03WRMNqK7RgJugw4faYKPXJTIEvXDSGB4YH6fnLzDpDqkIypkJ2iwhfOJzNyjy8Ns//NP4IR1w7IMRmlwNORDC6ZjQZoVDEJmdg2syqhE23TSAz1rMaIigQwtAK+kgMofQI8TiVwQMrB/i/5woqKmHB3bQDhNJkKmagh1SlwBWSzOR8bjjLcXd3D69Xl4oXHV8bIK4+xDAhvWlhlLkdJSkV7B6HiXsT4txFaPa+RyNNBsayIrQHFRWTHBtiTnsYB9o6JM0dskKxUoTs5mVW0zoYg8yxdmoGTCapOTGZMXR0SsWxrcLfWH8KgHvN7ewULu0iJCo8BoXHcl4jM/2RgrDEZlFjkHkspU0W3V2EgXYaWgu83AqdenmAMNDLffomQQlDKBMaakBP5/TIKQuXbVOx4BrgVn+bNafNtCo4oLusFOEorwFrBewUIe2iTLsIWSvKtEXGalpnWHgk2mHbr7CUjjHvjbFdVDCFtaET2oJwKCxpqZf7bOVVWwHRtlQZmYx0dE4KY6fuu9o6klf9lLb2Ry5WFVayBuOqz8DYUuliZklQiXbYKgq28wpLaRMxWjZeyQtEuUeBYVfH+EKSGbXHisww7BYRYyqkr2M8UeC7OeeTKRYcm5RczMYpP09qLYUZdbW6nEsngQ3OJ1P0ioDFaAxTCAyCKPcY5va9amOIdZ2Sl7FeaC4OxzkSrBOZhBWZIIGe8YhNBhg0kkj7DE1Kb+TH4T6Pq3pV8TWi1IsL0+3hLQrya1p7v/PaBpkKTLeHxntBH8Tzy5zL6RheR7CaNhCrAf5uilaWs6hHYppZFeHLjMPBJmc48lwfhAEkrCdVekZwQHksDcd4Y/UkX+ofI1QJfjvHH/UHaCOQWIT9rCrQ2D78UCQ4QnPQ32Dese5XNTceQXQNwoAjir0eDm0MO0XASjbGZl6jGq7jC5cHk5BJp8cz8QyFgbN5ie2iAuywWZSZVn38tiEv2aSeq62VnMIwLofUZcGcv0soU5bTMcoy4aC/yayzS7sI96Cue+8dRpl4QyjTESBX0NaSeUeisS7bdilRoy4jzmbK8joxNEaJu1m3TVP1mR0lSQ97G2yVqjSdAVUpCGTGkWB9r7zqy5yFYGuEtiv2THum3Q4D4xKanLKw5eAr5jxTqk9nUOK6YImqLAiEYMHdwhcF48raI0Qj9mZd5hSsMO9kxGZpdA7hfnP4BX0QCgvZ2Skq9KKAqjDcUr1s4T4iYVYZ2lqjySlLa5qTGs28a3MTE8qWTq9YEL64i/7F/8t/zXhJDRDC86AocIb5HgMibdgnvPA8nt2coBlpFrcajA8MZ7db7M8GyNiWCuMJzYzXRoea4YRLNCn5ZPsmdraqoAWfi47wQPsQE94AkeQ4kcHZdXCGCWrX42C4zal0isxsUnYSbvFiPqM9Zr1d0pri4/0beaRzgKVeg0Hi8bnGcebdHQoEj+5Yz5KLW02eGZ8hMw4yyXm2PWFdxNsO7sDw6NY8TqQ5szPJick6kfGJjUvT6bNSFGTG0JARL/cHrOXraGA5H2NS9dBGUBjJ9V6JaFIynPx/2XvzKMmO+s73ExF3y5uZlVlZe1VX71JLrZZaEtoQO4jFNsszYGOWsa3BxmYwGDDjx+AxXsY+HoMXvAM2XoAxmzUMRuyLEJLQ1pJaS7fUq7q7qrr2qszK7a4R80dkZ7cwDyQ/3qHfOy/OqVO53LwZN/Le3434/b6L4YutXcwmNZaTEqtx0S4rnCaPtie4uDjPodYYC/EAJWWz+gdaUzhrrrU2bBu0Am9d8Y36bh5dGQNAI/hOcKr3qzTwhKGuE/Z6GQ8Ch9Kc1PiMDrS4eeNyJrw6j7YnKaiEk/Ewu4J52trjVDLMsc4wy06Zz8uYB1pbqLodvIY11d2/vom0qji+MsSh6QGapklkFM8JlpjJJR3tUCflSFrsaV20uNgLGa9ucCQe57F4kqrqsJaV6GiPbb6F6tfzIp7IqKkWa3mJ5bzBsWSU9axIahRqzcEoOFIeJold9sUhkXE5mQyzbXiVL7Z30tEet21ciC8zOuY4M8kQkXEIe3aAkXZ5dflx9sXFvmvXQj7w1M53zv8ZxHkFtT76sSuY/qRDeMbd+9EjT9CGKDxYeILmw8L1IdP/cARRCnnfLZ98glbE67bey6S7zns+9zpKM3ZKvbFT47QEMhVs/8gJoosmaE15DN23xspVNW7+vT/iz1evY9/aZj56waf5jdMvQhvBtnCFTu7xyW9f/z31G8BqOGQlQ2FRkFQMWWjY9dcLnHr1JKP3xTQ3eVSOR8w9p8DmLzSYfXGFnT927N/oSzy4NMn7L/kXvljfy88NfYebGk/jWHuEC4pLLCdlCirh0Y1x3jX9FWqqw//x+V9FpAKZWdp4VrCVCW/dLmnQkJUNKhJkoUFkUO27e1urgPaEx8pegdfobWNg6JpFXj71MA9ubGKqUOf+tWkuHTzNCyuP8P7jL+EXt9zGTxbnufQzb8NI+rT1PLAJSASojnX31i7EI7l1906gdtAgU8PabmW9MDtw3asf5OD6GBU/ouZ3ePbgYVbSMo93h9m3MI3vZjTaBcarG9xyyefY9Q9vJi33ZPG70kr4n2nCjgH5E9290dbdO1yw23ZHhe3Pj8+xtFHity69mecXTnPN/3onhXlFMtCr8gS26iFygTnH3fvCPbPEucNCfQApNVmmOPrT733SkOjS0LS59MVvf1LXyF2feNePBGp9XgSIijdqrvN+DN2x4qsrb3o6fsMweOvjxBdPIbRB3voAm+4qcecXLuOGV9zLNz9zNc//qXt56L2X0x1yiF5Vp/zxAdZf22LgpjK1uxbIB4v84ic+z8fmn07oJPz2pps5kg6x11vhDW9+BydfJiiNtVDfrDLw0nlmFwf5D3vv5priMd5252t5497v8NHHrsF1c6bfk/LrN9/EiXSY08kgGsGrBu7HExpXwLc6W7nEP81N9av4ryP76JiUH//Nd/FT7/oqf337CyiPN0n3D/L6V36TT338+dz4s1+m5rS4o3EBp1qDNOKAt+/4BlvdFd43+xIuKi/y+RN7+NkL7uaO1Z00U5/t5VXmOhVeNHqQL//cM4lGC/z+X36IyLjUc3t3vNQ/TSDynv2dIDeCZR2y1+sSG82RtMAb9/0c8VoBb0WhHXB2tPi9vZ/jnvZ2nl1+DJecpi5wV2sHTyueYDkb4NJghltbF3FffTPv3PRVPrZ8Pbd/41L+4jV/x5SzwXJeZJe7QV1LRpShoQ01aT0yy1JwPLUU7+1uxPPueROdRoFfvvpW3lR9kN9ceB7bC8vsCWZo6gL3tLdTTwuMeC22+cuMu3WOx2PsDmY5Eo/zp599OYdu/BvuinJqKmJSKe5PArY6LXIDkZE0tM8mp8uECpnPO0yokJaJWclzfvqh/0jZT7h8aBZtBM8ZOERRxvzd/LN46I4L+Phr/pytTsJCT9OiIq2loitytJFUZIxG8LX2xYw4TS7wFtBGsqEDfmzHo08+QNSeQoD45I8mQJwfSwzHsZqUvQARDdsklh4fIgsUwljR2hcOHuBbtT3sDk/zlQHDrnCBe2qKqCa4YGiZU8Uqm6oNVkoDGEehfYcXh0scrR23U1AnQLHCwWSQ9qgDTsqO2iqHq1UmSw1ascfzSo8yplqMDDXRCLYMrVszHneA5xY0s+5xTvu+ZSe6bk9kXXOht8guV7PZX+WBxGGPlxNXBdPuGijD9sE1Hhoe4Nmlx/ho9Xns9Be4xLNT4hFvnPm4wgXeIiMq4aLyIgDT1Tq7gzkYoi9aO+ZXAcgDhyyUPCOQpCahY1qs5DmbHbseviNyeTiaZru/yJXeCg/EA1zht5l2Olw0tsSDjc0kQzlIw9ZanecU5glkwm53hchIqnKdooyZdBosOxtMO1bR++KBBbY4G1w98Di3VC7heYUIVxRYyZuczh12OnY8Ko7L41nE/T3fiOcWNEt5m4NJmdGBFhteyjOLh3gwKfH0gaNc4p2mIlM069zV2sFlpVm2essMyTY73YitzjplmfNYPEla1twV5VwXKHJTYD7v8OwAUmOP3RWqB7Jyen4Z8HCSsmEK3N3Zwa7aMlIYri8fYTkb4NrgNEUhub8yw/3hDq7xXd6/dhFvGHiQQEhC6bPNleTGOnznxpoTfW7D5znlR/CEIDeGQDxFoBT/P1DqyTVtIDvrrGSVfUB0YqDYr2jU8xAVCTraR6aCWLs4kcHpWm8HYez6ub+uM9Yur5EViLWDRBAZ6+jkdg2kkmbqoyJbETFGkCMIhLZ3DtVFIzhTvEpNTscImjqgqQtImr0SlyIyktTEdLRPUaQEwsHpGhKjIBO0Mw/Z67vTFUTmrNFrjiQ3gkDYpJsUNlmoexwHfQ6rTBtBWUb9Y8yNJjYpHZ33uSauUAQiZcyt42KVokMZoxDkBpqpD5lARhKjDK3Es7yFvEDkSFIkYB2jXLRVExcQyoQ1igTnJDhjk+IKRWoMgcgBiS/cXh9shSYQ1o/DCsxGtBOPbuzR1AVqqkUzD3oy+Tb1VFJnL7QzxDGAQIi+B0hNReSmgBKSQIh/4+YFPY9OkVGWDh2TIo1hxGmykQY4QtPMC7TygCd8qndsk279CfvJjbZ8izPuXUBZRb33JRqDfKpVjN4Yns/tBwYIIcTfAy8Flowxe3qv/Tbwi8Byb7P39Gy/EEL8F+CNWCzk24wxX/nB3Xii7H3uWzMctEYluj+IkXHJipaQlXv25MsCQRYK5tsDqMSw2g5xY/tZmWkWc4kvM4Zd64QVCs0WL0E7EAxbcFBagolCg0fnxjkYbUIFhkarwFpWZKlZwnNyRjLNbNalo11yIxlSLWKT9ktzNWVPji3eChd7Vu05LQkGVEQw3MVXGdo3RMYlGbAWfAeSUR7tTvJ4e4jVqMixdIjI1DnRGWIiaLDaKXIsGeVwe4zV2Lpdz0VVBt02Is1RseFU1kEJaGuJxNAxCRjY4wk2dIer/QYpgj2uwRUuRZmTa0kw3CVaLYCjGQy6NLS9TAKhCdAcTCs80p0mD6RlQaJZyUrMdAY5WSlwpDuG6kiW84zU2It2mxOQmpzYpMQmZUqFhMEyoXA5lSWUpWCXqxkttkgzRWIUe1zDwTjlQDxJ5C3R1j4bWUArtyjItucTmXVm0iG2uiusZSVUVzKpFPO5xT4MqyKnshYVqdC9m8mZpc2wssbFm50CsUk57TQouTE1r0MgUybcdQ6mFYoi4VhnBNWVzGYtpl0scQ/DSt7uV0YiY/CEQGKRpI8kQ0w6DbSRJP8O7uP5nqR8MjOIfwT+Evjod73+p8aYPzr3BSHEbqyr8CXAJPB1IcSFxnz/+o9REvyzDMs8sHBcXS1ad+/eIF7gL2BcGxiMY++KmS/QHkwUN5j1RxkMu9QDQEq0K9npOkx49R6O3qVtYu6Oi6ShIIkcRoIWRxwLYQ7DmF3+aaqyy2C5Q0d7jJebVsvQKbPNLfUAOw2WdYgrFGGvzwpDKK0q9b5YsduN+uY8SeRQ9boYX7PVWcUo67F5gbvCcjCAQuPJvMfezJkIGtYoptBhyl2nVQyYUTWmgzUcqYm1i3EVuS/Y7NgeZCqnoRNC4aPR7IsV+zrbgeNc7Te4Jw7Y61ng06ZSnZnFQXA1wtGETsImB1b1OoGwrMjtToN2MMe400AJTVGk5EYyETQoy4TthWXyULOtJw3vmoTDacJO16Gjc8rS41jWZX88ybjT4Om+omMS9sUhUlg/0HHH9mvE2WBENSmKjKqM6WqPC8MFpt01hlSLLU6HokjxRU5He+SB4f4k6C0rck5lrb7tnysUvnAIpR2Pw6lFpd4XQ0LA3e0d1LwOEsOI2mAtL7HVaeAL2BaucItvmFAhH1nfzaW1fbhCooRiWJ3VuzxTzuzkHrvcVVtwExA+1QnEOXif87X9wJBnjPk2sPYk9/cK4JPGmNgY8zhwFLjmB31IZPkT3L0LS+BtGNRywwaH3iA+0p3GX3I4HE3gbghmkyGKSzmFJUNmVH8911/XGVjMYx5qTXO4M45E9jwbI8IVjdnwOFwfIVgSHNmw2AuNpKZS0lyyzV8m0QrTK9xbO3vFoXSUI7GVXCv13L1nsioNnXA0GqcmLcmqsGRYygYwDY8TGzXcVYfD6SjBsuREMowShhxJrB20EQzJLmNKI4VhOrBDHoiUSLu9pY5dSm32VvrHl5GzrrvMZjEzmdt3nw5ExpXhCTyRU9eaquziC4e6hmONIUzDw1lxkcsex9aGWcw1j8WTLGuHNe31pvuScg9ePKxSNnlrSGEYUdoue7RgJW+jMazpjEDkpCZnWBVxUD0qe4eisKoda7nVq5ipV5lfrXA6G6QquxyMpgCoyZxQ5Gzy11EYlNCUZdRHSA4p0y9lbnVa/WVFRao+TuIMNFwiGZIFNjmwyfHZ0nMO31OY5dH6GEebwzwSTXMomsAXUBSS3EgQBo3hivAEbaPpmJySDHrLuKS/pJIItgYrKAFjymFYWXr8U21CP7m/H1X7v6MH8StCiIeEEH8vhBjsvTYFzJyzzWzvtafevk80zr9bPthYbv/3a7kRSERf7wBDH2txbpOcEYTpPRcG0ddLOPu9+fcZOo1Ac3Zp9N3/ba7k7OelME/QulDf1TFLQnqiwMkT3kf8m97kWHPcxKi+kY/GOlH1Ovk917+6l4exVA2NEqbfn/wJfdbQAxlJzupFAH2iVY49zvycHzNHoM0Tnz/xWM/uX37XOJx7jPk5fdfGPOG3ObelPX5Eij0H0l6exvSIbPqc71dnxIB6Rrzf67o893vOPY5/TzuDg3gyfz+q9u8NEH8D7AAux9oZ//FT3YEQ4k1CiH1CiH2JjhDO2dVOWoLcE5jA59zfYMxtkBU1m7w18sBQc1qkRbvWtyds7wI65zNlIZn060z6DTSGWk8yLA0FppgzVOiQFWEkaPU/09YSIQyNPHzCBekKRU2ljKsGU+6azTMYe9ccUU1KwmXSWz/nOAQDsosp5lSDLlnRMKqapCXDuGMJTQrd/47IKDrGzioaWYgQljX43cGvqc+KnlhhF5eqlNRkgoPN4HtolrMBijKm0mO7WlEUTcWPMKWcvKTJS5pasUNVwrhTp6ZShmTcJ9NGRhEZl9hAKw9643Mm0kEoXZSQlIXExeALl4yc3Jy52GxfJIKqlH3fijCM+56iY06jJzgDqbFre20kGgu71tjftWMM9bwIwhAZ+YSkpC+s0M+Z4CQRxCYjNdY4JzWQIlnNS4wUWoyFG4w7Daa89V4APSdAC7tdWUhKwjq123H2+t+phKSR2+Vdx+R0dN4PRk+6GfPk/35E7d8VIIwxi8aY3Bijgb/l7DJiDpg+Z9NNvde+1z4+bIy5yhhzlacKkJ9NU7hNcCKDSLNemLVX/HJWxmtIjkWjOG3BfFrFa+b4DY2ncowEV+ZnIdQCIqOZjQc50h4lNTmn85CZdAi3Y1DrDkvtEl4dTjUH8ZzcEqGkxlVWws2VOZ7K+31Yy10W8grH4zGbEOy1E+mwXfN2x5nLBmjqBL9hWMgqqDWH1W6I2xQs5WX8dcGJZJhQGAvnlQkFlRKKjFCIvuaAp3KrVK1iCiqxylK994ywTEwlJJHJqGvNYl6gaxI0hhPZEKlRHEtGWc6tfmJDJyzmLs3ER605OE2JU1csbpRpasPpdJCF3GcuL1EU0o6FyCiKBF+AL1NClVCUwmofSIhMRmpy1rTmdB7S0BGpycnIWcldTqQjnMiGUMLa4S3kAyxtlGi3A+o6ZC6rMpsMEYqMohSEwsK+z6hohdISr4q9sfFEBhIa2u8HhDWt+6pOGtMPEkoImkagEKxqn+W8aIVs2gOcataYSWsc6Y5RFpJQuIQy6V8RHe2xrA0rOunPkDo66Qe+3Gg7HkLgC0koFWV5VhXrybb/T84ghBAT5zz9SeCR3uN/BX5GCOELIbYBFwD3/MAdao05p8zpdgwqMdDp9tZgdoTm4kFUF1bTIiqBRlbA6eQ4XUMn8xA5xLlDvzJmYFk7LHTLbKRWALWtLTXY6eSIVNDs+jhdqyWRZIq6tneFKHWoOS26mUucOZBbMtFSXmIuHWQlK5Eae2eUiL60WT0LGXeaBELhdDWd3Edmglbko7qC5WwA1YVGHtIxgg1dYD0LafeIZ66wOYmK0yHOHBKjaGQh7dyno31auU9VtS14LLd5kbU8Z1n7rOpi/y5Wll2uLJygKBOaxmVUNXGF1TBodArITOB0BE4kiCKXVe2zmFbscWifyGhLdDOSBIUnbHk10q4lLuUFyARrua1aWAvClNQYCsIjN4ayTBlSLaqy01u/K0ZUs29qs5qVGFItltIyjZ5sXApUVNeKvRgfbQSRyWn2Mr411YJcsMnp9oNhWQoavQv5zMwhNim+cBmRggEZMKliRlSbvcEpGt2AZuyxlAywlhRpG01sMpp5ANoGgisLJ/ryfUpINnREx6S0TNwPgDXVomMMLlbENzJnz+En3cyT/PsRtSdT5vwE8FxgWAgxC/wW8FwhxOXYrp8AfgnAGHNACPFp4CCQAW/5QRWM3rc84VlWAJUIUMqa954zxUrLMOK1yH1bL09LDklZstAq4ySGtXaIF9vEp0xz1vLQypyplI6xqj+73C55IMmGMga8lKQiGC+1OLY4zGPxBGXZpdkqsJaVbNlU5YxpzUJup9sKzbDTIjWGVd3FRdgTF9jkr7PTsXE3HpB2GTSUUXEzNkKLaUgqMOw0OZiMcaQ7xqn2IOtxyMlsEE2dU90avsxY6YQcT0Y51hmmnoQUZMJMd5AdwVLfm3Mm08TGpaN9XHLaRpPriN1ul2XtcLl/mrZx2OJmKKxOghCGdCgDHLRjqzcd7eOKnECkFEXCwbTCwe4UgUhZysoURcJKVrZlzszlWDSC6opeQjNB4bLFyYmMFZXpmJQJ5eEGpwmFYDa3wW+LMpRLXTZ0gdQo9ngxX1IxB+IppJihqQMaeYFOUrEVCyNpmzrHklFyTtuSa1cwocIeCCpjWBU4nCb4IiY12i4rjGBEpgyqkJW8zSanRFVHaNOiHMSUvJhQJfhBxqG0QllGnOgOoSLJfJ4wpc4WLVfyNsu5wBOGHE1ZWKZrIy9yMBliS49V2jFPHVb0//oypzHmtd/j5Y98n+1/H/j9p9QLozHnLDH8usHtaEwco13Lo1DAWhJSWIbHmmO4TTjVHcRfjRHaww+6NByrEtR1benUOBIpNHPtKmmucCcEJ9IRmrqF18jwTwc0wiIji5oTKzWCIGWrt8K006FQSBhzG5SDuLd8KVAUGZ3enXY5KZOWDzDck2Y/FE8w5dTZv7GJR8qPsN1JKC7lPB6PEMy5NMoB/rpgLSsSLhoe607wH2p3csIfpp1bQd5pp84mh75OwkAQM+2tMhGM4ArNlF/vazMaR6JdQVVqFnuBayGrsNtbJxQut8RW/fq27nYmnXXW8pzt7gYz2TBR1yOYdXG6oJWgOVgkMYqFZIC5zJrzXh+cZMFfYdqpE4iUaSdlzG0wGlTY4qRM+eto357dCljVIe00JDW2wgAAIABJREFUZUR1GRYKl5zHs5z98RaGVIur/DUeTEo0dUJ9pYToWserB+Iip7qD3FA+wLSK6ciYg06L3BFMuutMu6s9dugS007Kct5A+4b5vENZWKzCfN4lEBAIn0BAUyeMCDtzWMnbfZzEWu6yYXyWGyVWZZGJcIP1OOTGwTspS8GE3yD3DRUpOJm5RMbBFTmbHEnHWBOdsjCUpUNqNCPOBlucdbY4Tk9Q9ym6exuegP85H9v5gaSUEuF5mNgi6DqjksIqiGKISnR/iVHzOrSnDJcOnOZg9UI2F9Y5Pnkx3SHJerNMOTastkIGIuvuLdKcjvbZWlqj6MTUtaXoXup2iIZdkm0Ro4NNmpsLXDy+yEMnp3igswVXZLSaAY/HI6xuFC0XI09ZyEMCaS+UYbcJ0LO6h93BHKHIuK76OFd4ko6RNDcpdgRLxNsjxiptVoaL1Jw2rc2CS8I57o82c6A11ediPBxPUterHGsNI4VhpVXkke40hzbGaKY2iMx1KmwNVpGpRsWamdwnNQqJZtxpkBpY0QnX+2uczBQ3hMdZyV0udAUpimmnThjGNLdL0mUP7RmGxzbQSKb8OlOOLTHeH0+yv70Z1Ut25szyeDzC8dYwj1TLPNaawOkI2sajYxLKMmK3m7OmDS0d0zaana7PiDpFKBQHU48R1WaLYxibqLNaL1GWEdf4EbeEq9zf3UpiLBfjVFxjIwtY8co0/QLLPS5GZGY5lozidOwM4uEkpWNSNjsF7oshFF1SbKJzVXtMqg6bnFIfJzEsE45mEZO1BhUvYmthla2FVfbHkxRlzOGW3fds5lCTCRrrpDWfGxZyn6LIqGtF2Vh375m0Ro6kaRbQxmVDl7E5+yffzneo9fkhe68NcuCsdbowEA1KTBT/m3Kk6SWx4ppmm79sxV4EZLk1Uc0ydRaAoi36UgpDQaVERvaqBj3BFGksz0KCpzJMJmllPvW8iMkl62mIzqXdp7YoyNxIpDAWn2AEDe1S1xKXHI0glHEPSWiZkqlRCGnItR3qHIHuAaXqeUg3d4lzhzSX1POQ1bxEJ/OopwWyTNHICiRaEWcO7cwjzh3Wsh783EBTB72SnGWFREbS7KEil/ISXl9lyQrQKmxfhOxVewQ4KreQ8F6TQvf65lHPQ5p5wGpeYj0NiTOH1bxEO7c5H20kkVGo3kI5N9A0mo6x/ASJrRA0dYDCUJEFlNQIYW0Ddc9CoJkHrOUl6nlIPQ1pZzbf0uiJ4fT7kBVBQ8vEbBiftnGITUqComkEbS1pG4emDljTTi9H4/YNgxeyMlIYHJnbZKiK7XfmIVHuWtav8VnWfv/iqGuHyLi9io5DU7s0tctKWqaZByznZVZ1sZ+/ekrth1jFEEK8RAhxSAhxVAjx7u/x/juFEAd78IRvCCG2/KB9nh8zCNfpzx7AOiyHyxozPoRM8v4M4uH1SbyG4MsLuyk/LvmnU0+3J3gX1hsFRiJN0rSOUWg7g7ijeQH3L1koxiWFWQ50N7FQPI52BWbVZ1FUKDfgwbkpREtxqDnGgBNB0+o8phseqWMgb3Fn+wJOx1WWohJR7sIYVFUHV2R8YX0vO8Mlvji/h93BHB3to2LDoc44rPg03BwnEtxV306wJvjS6qUUVMrjGzXWmkXSxOFI1+oxLLVKTIUNoqbPbFRltlEhTR2ksDOkuOb0oNaafZ3tdLRHIyvQzV2uKJ2i5rS4T7u8ojTDRxu7WcuKPL14hI7xOdidotvxYMXHaQt0LFiYH+SO8QvtTCUPcEXOehZyaGMUX6bU05BQxXRzj4VmmZPJMCc3BnE6gq9u7GHKX2c+qbKnYEVZLvHnOJXWGFARq1mJqupwPBkh1Q5HCnPML1YxXYdDnTHuLpzkOyvbqfhdlNA0sgKZkcy1K9STAplWLKYDzHQs1CY1CqcjWMlz7u7sYMRpctppcHd7B3sKs6RG2SCrPfYGp9CmxYbxOZpFLGQuLwpT3rpaZV4N0EgKpLni8qFZK67TqKAiwd2dHbyl+igfrF9GahTb/CULzutlv4edZj8X9VB7utcvh8V0ALjvKZ36P6wchBBCAX8FvBCLP7pXCPGvxpiD52z2AHCVMaYjhHgz8D7gNd+/f+cB1NPftslce8nb8L94LwAvPbDOn37zJTCQcsFfpQhtMPse4abZu7g1qnKtv8oL738jv3DBHRzqjDPodvjYrc9kyxdyZl7oMPUtTWn/HGagyLtv/jRXehF1nfHpjcu4oXSQr7Qu4XB7nFcN7eNaf51PNS/gpaVDvOCj/xl39wa+m9I8MEQ6mqLWHYyAi/5inld88V6eVThKUWpyA7d1t3J/eysKzS8M3c7xrMZWZ51P1K/pSa8n3Fg5xO1RhWcHTR5KFLvcmM+3N/OS4kl+4sEbqW+EZF0HESnKUxv4bsbyfAWMQDYV3nSbuOtiugoZZuhEIRzNRe9rk9ZCnvmXd3NFeIKqsojF/dFm5tMqg06bDx1+Jv/pwm+zO5jj262LGHaaXOTPs9trsj+uMqTauEIzIjOWtcN2B2YyCx76hUffQKNdwHczkkwReKkV3skkwxMN1htFSncXePdbPsHpdJA9wQxHknGKMmZfcxtVt0NZRTSyAoNum4W4wvMrB/nS+l7+2/gt5Fip/w/X9/Dm6gGedd/P4yg7VVyZqyCLGZ6f4boZ5SAmSh2UNKyslhm4N+DC1xzi8oFZGrn1M6k5bY50RwEY9ZqcjqusJSFFlTDXqbCltIY2kiONEb52yU3EJiUyOR1j+OlHfh5Hak4vDDJwn8+P/8fbufnkJbzroq+hhOGb6xezLVxh2GmykpVZSa2FwCceuIbxCZugNEbgSM2dL37fk6Zllwc2mauue+uTuka+9bV3f9/9CiGeDvy2MebFvef/xfbL/MH/xfZXAH9pjHnG9/ve82MGkQtk8l2LMQG0XGTcBWMwwHKe9ZSMJa6T91mOJRXh1SVOlOA1PJyuFb8lzTgYTbHXO0pVOhxoTXJteJRO7tPOPCadBjmW4VeVDt6GoLUS0nYMYUOglYvbPGPxlfNQa5od3iLjtKjInGPxGAfqE7gyRw8JFtIqe70V6mnIWlrkmvJxFvOMaadOQ+dAgdO5YMpdJzGG1dUSNF1UZEVoNvwiwjGodTvVdTqCKCwgI4mKBHmkUGlPiTptIOOMhzcmrd+H22DaXeVYNMqJzhBXVU7SXLdArzM6mrO6xqS7zkLeYatbt8zWHtvxtmiMmpxjTYcoDEsrA+iOQ9cxkAk6nkatuggtWHXLsOHgtgxH4zFmokEm3XUaWUiDkKPNYQa8iG1FK8kWa5cDjQmuLJ1kI/MZkAHrusvjqaSVB0Qmp75a6svAuesOWaSIfJdIGdpBgM4kQoBYd3FbhqVOmYNyglbqMxk2WE7KHG0OY4ygHhY41azRjD1Gim1OrtYIVIYjc5Y2rOxcSQY0sxZlIVlaGUBIg1iz+z64MUFro2Ddu4zkUH2UWDtMBAXmulXWYlsZU6sui471UMWAUE/tZmuRlE/6M8NCiH3nPP+wMebD5zz/Xijma7/P/t4IfOkHfel5ESBkCm7rbAb47sY2RCIoLEnykg/GIIAx5fHF9lae5p8g14JLgxn+9sj1bB9cI55OSAZculMZ8aBD4HuYgsfzi4cJhWUZ/njtIXa7ETPBPJ85dgVfr+zm1QMP8Z3mTp5VmKczodm5YwFfZRzsbMYZ7hJt2Pq8CTxeOrifq/wWJeGjMbygfICSighExjZH4YbHKEvFZaUZqqrNpxev5oYtx/l862KeFR7m1vZFvHXwAJ/b2Mmzhw5y+bYZZptVWl2fuOuyc3KFgpNyqDBKnimitsPU5lWakU+n41MOY5LU/mQm9EkHPF4+sp/Lg1lqMqMsFVQe4kRhmFGnyfh4na3uMrs9q0U57jTY7a1zMgu5tbsNKTRFGXNDeJzrgzkmVEhRWE7M1dtPstgpU3BSOqlHyYs5Elq+ysXjS8xtDNCZH+al5QeZCytc6q1QVR1qqoUrM0acJqE84+7dZHC8zfXBSZYHyhxOI9Z0gS1Oh4uD0wyrIpfusCY4EsPDziSVcpdyYK0ORoJWX6D4SHmY7kKFZwzNcn35CM2ei9aI2uCRwrT1AXEazJRrLCUDhCphItxga2GVQKY0kgKLeRcFTDglUpNz1faTOELzUDhJtFDhZaMPstgp8YzCUQAakwUuDk5bzEap3EeoPrRpiqs2z5DkPSasyjjxVE/+J5+kXPlhCcYIId4AXAU85wdte14ECKFBxGfBrp3MReQCtwUi1/1S0Jq2yEWJ6Gs3ZJmy/pexQuQGkUhkZkAbRG5YyItMqoiC8FjNS+QYm+SMXCqq00/ouQhkLKh3C/hOhowEWeIgYjtLEblmIavQ0KsgY0rCp6kDVtIyoUxQQtDRDiXHrk0j7aKNoGMsRqKuC0TaZU0nuDJDo1mPQ9qRRxy56K5DM/ZJc0UaO1Z5Opa0Y49u1yOLFZFyyRJl71Q6ReaGxazCWr6Gok3QSy6u5SU2u2skmaKqOmhsYjftsSrmskFqTovlrEzSq91bEltM2vsVVqMijW5A4im6iUumJVmqMLlgIw7oRD5uYsubq1mJ1F2xNoLGpZUHBMI6UlVVh6KMWUoHSBE9rIUmMi4ruUsgLQlqrRv2OSk6UXQiGxAix0Fi6GY22ZzELmFieRDL2QCtPGDCXbeCs3nQSxQnfRCUH2SsxyFbC6tIoUlzRWygJmWf7LUaFXFlThS5FFNYycp9gl6OYD0NWXbKuCJjORtgJS0TK5cstZ89w8noyKcuWvtDtN57UihmIcQNwG8AzzHG/ECFm/MiQDhLbczyAeTluxGzi6z9wVamTYb35XuZfc/1FJYMI8lu3n5ymFN/dwH/+rMziJtrfKj2XLa+p0syPMof/MNn+I3ua/j1Gz7PnzZfTlLaRHdIoo3khofeQJIp/sdl/8CnmhexnhXZ+d8j/uyFr+T3LkrZ8lm48qeu4Gd/7Nv856H78IXLn0xdxBWFE3y7dRFlFfEv99/AswrH+WZnO4e7VgHqV8a+wVuHbkcDv7N0PS8YOMDLDr+Yl489yOXBKT72npfy3j98GQdvuojmnoTa3S4bbwq4+w+u5uC7Jrnlks8xm7U4nVuFqheHlp/xwE7Jqi4ykwzx6vJhHknK1HXItLPGcl4mECm/+vxfpjtqeMPAg5zOPWayKrd1hrk+PMal3hKf3riCn9zyEDfVr+ZpxceZTYa4NjzKtzpb+a07X0H5YYsgNUrw3y/K+ZMX/w/+bPEKrh04Tkf7fO3iz9PQXUJhy5ih8LgjcpFC83Q/51TW5Zdrr2VIdthaaPBYOsxCWuUSf46frd6NBO6PJ7mvvZVht8Vba/dwe2STsC/43K+hupJXvuhOak6bfzz9DG659DOA5bt8cssge/05RpTpQaA9GrqLQrAvDvmdkZfxnIFDXBucRgEH0wpbnQbPLNgZtgZ+qnSUttEcSivcOHgn++NJ6nnI5UOzvPBbbwMBV20/yWpU5Bu7/5XcaPZvy/jV2s9wY3U/jazAXG51Iv7P0dtIjKFjBFf6S30FqZ1PX+DlxQ6xSbEKIIKnBLY25oeJg7gXuKCHYJ7Dyi687twNenmHDwEvMcYsPZmdnhcB4kyTGx1MktrFWW/cvLqFXsuNDo60hCzV+++dE7Fn0hr+muRUPITTEgTrFvYaiBQlNUrKnmR5ajH3QlgimDQgBEIajrVHaA5mSCk5GQ2x019kLS3Syn2CusYXdn++zHCEtvwBIckx+NJyFhypezwC+/2ezPqy90ZYqXcjrOx9aixf4XQ2aFWTC6uEwmMuG7Sq0PEQzaKhrkMW0gpl2WU1L1FVbYI1e3EHQvaUqFICmVruhBT4MsU1ec9jIsWXqVW6kqmllQgwZ8agd1yO0AQy7bM21/IcpVKaOidQFnodaRf8FZbzAvONAXyREwpwe96UljsBSggCmRCqhFAmBD2VqzMcDvqciwRH5nRMQiAcUgMbusCyDvFEC2RKiNfzL7WAsKWNEkUZU+wpO53hipx5nmPwhQPYWUy5xx2xjluJFaCVBkdoXJn3uRureZHVZhFfSErKKmEFIsUXZ4QFDUUhcYUk75Vpc9PqO5CfUZp6Ku2HVcUwxmRCiF8BvoLFrv19D9n8u8A+Y8y/Au8HSsBnhC1/nzLGvPz77fe8ChCH3jLO1ptrON2zpc0trznGwTu2s3TVOIXFItWW5sj8KEMtw/6FKbakLWSc8ebqAR77iQleP3g3n9r9NFauTigXIj6+er0tq6WSD05dzyMbk9SjAqUkw68bohUXpxMjlz1+4ZnfJpSKR1P4tdGv843OhWwrLBPKhG/fWOcj69fwaGucxU6ZeqfAh5xnM+xaR+pbFi5kMRngsflR/jm/ln0D21BRxn2npynUDdGyh9c03Lq4E7etuWd+M6fGu2xzFZPOIgvuCrMZzGUBu70Fbuvu5LnlR+n08AllFdHWPoFIORRN4r5ukbFChw/X97KSltjIApajEo+WJwlkyreXdpLkilxLjlVHmO8McKAyxUpcRK64eA2Dim3C012T/PPytTy8NMliVCbJFdcVjjHtCI5nAA4nM8VGHnCht8g9sWBSdfidPZ/nY+vX4cqc2e4gy3GJrcVVSirGlTmPNsc50ahR9BIi4/Bwc4qlbhlvVaEi+Mb8LhypWWyUWducczwrUZVdltIBLg9OkhjJyczhYAqRrrCWlziZDPNbl97M380/i/srdsZwrDPCtnCF3Mg+ZTuUCc084ER3iAm/weHWKFHuMteoIJc9jMDmHCKX/dsyVvMiLwpTfmn3bXy4vofPntrLkeFRCiq1+hRC9817wUoOpEax31vkRDqMEhpX/Hu4GD+8KmJP1e2L3/Xae895fMNT3ed5FSCMtHc1f6FpZe+BPZXTPOJvwygQd1UozrYo7CtRPtmhfVcF01pCAbdGVV42tN9qSoYJz9h0nKrb5aavP52BGYHI4FNNK1svU0F54wQDJwZQsYe31Kb2sM/Yq1v85sJzOFCf4H07/oVH2lMsRAPsLC6zqdLgn771bCt735N4v3n4KrRrkVr+quSr5XHCBcHj1SJHw2l2rS0g755k4ESMTD3KJyPmbh9ny+k6y3cP8paB1/ATY48w6a4z4mzwwfnn8djqKP9t9+eYSwa5PDjJJ+rX8FhzjIvKdjbjiJzT3Qpv2Hw3VdXhPV/96bOy9wk8GO7AKPDXJUbYBPA9pRFkLDgZTiEzqB16ouy9SjzudC/BawgOFQcRGt7cfT0vmnqMw61RJgsNHlyb4hkjxxlQEX907EXcuOU7XF84zq9/4XVnZe8zOBhs5QzmSnUFTlvQdOBvhsdRLWuqPPSotrL3zjhGgdOC35x6KY9v1Ci5Cbsqi+yPtjCfVJmNBrnr9BYKXkqzE7BteJU37tzPf73jAu4Pd9gZZVdyi/9dtEcrq4mKJHlP9l7ktp+Dcz16/UKFYgq/WvsZVptFfmn3bbx98ATbb/ol/GXF7cUhjLTWhPBvZe+vedoRvjb/M6xsFFFKkyYOZ3mLT+aEP/+RlOdFgBCBjwoH2fmOuwCY/bXrCVYNw8Dt76kyrXO8L9/Lqx5d4o9qr+AXX/oV/n7gxfziq7/MTY+/kKgm+aeFZ3Diby+k9nOnCL4ywMy3Jnl8uMS9n/pj/nj1Wlq5z/vH7+ZwmjCTVfmdIzey8EzNzl2zzExMs+XHH+f1D93IB/Z8ineMtHjdwZ/jldP7ObwxykPZFPmvVjnyxb/mRNZhJrOchZ8szvf1Ae6IXPZ6Lf6hsYerwuPs9bo878g7efuN/5Pf2/pyLtw1w7H9m/jLV3yEd8g38luv/wTXF2a4rbuFBzpbmI8qvHvqS4xMZ3xw3Vanfvfky3nbpq9Tc9qcimtcVpxhPq2yK1zgpje9kM6Ez/E/+xAdndAyKcu5ldhzUHwrcnksnmTKXedKf4EjaYUrvSbL2vDWo6/h8KFJZOxilGHsgmW+fck/cWt3mr3+HLFRbHIy7o+rvL56N8s65J0j3+JfNi7jntZ2Prn7o3ylvZOfuPkdPPrTf4GDYinvsJi77HSt7oQrFEfTmPvjaUbUBi8KU05lLY6nA/z6Y6+iHXl8YO+nATiejHJ9eIzapgwNfHD1erQRXFs8xksHmvzRVM5irikLwxfbO7nmf72TT77mz7nGtwzP2azFhAqtcCyiP9Xv6IT5PKEiLXx6w/jc3dnBrSsX4gjNy0YfZCUrc2N1P34Pk7H9pl/i+Ks+xAfWt/LK8iM9h66gJ8z7RGHc96/t4M83fx4XYZPfQlF5qif/eYBD+n7tvAgQpFnfEwOgfCrHbWtYWMEbDPv5iA8dfSalk3DTqSsITxtumr2c4ukYp+ux79gWpldzDp0cZ9OKRsQJqhXzmwvP4xsnLkQpzadLj3NvaxsvqTxMaSbGWw84emSC8VnNwVMTsOHygeoLeXrtOIvHh1kfL3Lo2CTC1VzUXuP3VvZwojvEfGeA3EiiyXsZcloEIuVTK9ewu3Saz83u5Tm7HuPuaIDSfM5XVi/BW1McPjZB5aTkA6duoDRr+PTiVXwn3MlDa1Ms95CUmwrrXBgs8KXZ3VwzeoqDJya5KbyKexc2k2QOByoTLDZLvGrbgzjNmMBX/OHqBTSyAvUsJM4drq0cZ6jHLP2FynE+vjHNRzrX8qLyw3wnrvFAZytHHpvCW5MEawLtwKIc5g9GnsdDa1NcPXyyjxh8qDHF5dVZ6mnIZaUZTsU1bju9na3BCh8/dS2FOcV7l65mm7/MqXiI60pHuas7yOXBKU6kw9SUHRuN5E/WthNpl2uLR1k+OYjTVHxw5Ln82qav8E8nr+P2ygVcVTnBelZkIyvw2bUrKPewFCUVc6I7xJXlU3S0R2FesdVJeP/aRUy6daZd+Mj6bq4IT5Aap4+kvLJwgimVcDJzqcmEREveUn2Uv77reQhPs9gpYYz1VS2pmM+e2ou/rPjA+lbePniCD6zvITWKXf48j3SncaVdQow5DSLjkWqHP1x6FleWTpIaxWJawcIPnkI7v+PDeRIgPBdZKpH34NZLV0nC04rC3DhZ6CC07ejvX/w5fqX5Wv754k/wM8d/hb/e+QXefeUb6Y4aJsZWSMqjVGsbxOVBjOtgfJffGPsGN1QPEIqYS711frI4z4pOWLmswMjTFrh25ASfza/mHU/7Bn/+4PN49tARxp0G3kiHxXiAwbENKznne7xp8B5UzSob5wZqSrGSW0n4D2z6KqHweGnpYcpSs9PNWbxG8bsTt/DeqwfYU5vnK+HF/OO2/8krn/2f+OSWz7I/nqSgUk4Wayx3S2z2VinLLturq6wlIYNDTXaGS+gxyWJUZmtxlaGgzGpaRBdc0pLitZUHKAuJFAJbYNU0dYYrBH+1filvqDzMoJxjJe9SkRkvKRzksSvGOdUcZLFexvMyXrXlUd45fBunhzx2uZbVcUs0QMXp2hKiW2LU2eDebBs7BlcZdTa4cniGLwyO856ROwEoiRm6JsEPm8znXba7s/hCspKvU5GCC9xVdriWOPXKa/dxrDXCr2/6MpucLn+669M8lkxQlhHT7hqfaV3FrsoiU36dQafNVneZncEiRRlz28aFJAOGhVzxhoEHAcvovLS2j7axTutlIVnWhtRYgbjIOGgSRmTMB+uX8fNXf4dht9nHOczlFQKRcmR4lNuLQ7yy/AgfWN/D2wdPAHAsbXFdsEwoFB2Tk/SUrX/j9It4We2BfhA849X5VNoPscz5/0g7LwKEzaQ/MQMsDBgprThkbxBdkfEEDbpztnWlJhbgKN1XlDICgt5+NbL/ODeAgEyf2dDWu6XShNIqNyml8VWGo85Iwqn+5xNsfsRF4YscRU8XUQg0gtRYnUiwxKe0J0lvj0FjtH0vkAmBTPFkhittFaAoY7zencpVmkBk+DLDk/Z/QaW9SojoVR9EL2NvKwcKhSusx2dqFImx0+609z7Qy9zbx8ZYjUhXiD7hSqOtkpVMKMqEyCT96o0nc0IR2z5IQyAc8t7vk/em+C7WKwIgMZLUaEJhVZjSc64H20/7OOwdO9gKjy8zW3npvd4xcf97kRYHEZxTtXCFxOv13xcOgUg4g0JyRU6OIIe+JuUZFG6OoCjs8RVUipEQirPalXZ/9nh84faOUVs0b+83OzPj8niKOAjDE8U1z8N2XgQIkeaYdrv/vHIUvKZGLa2jx8Mzam98u3UR/oECn7n4GsJZxe2tCxk8nBCtOFSf02XeEVQLXdYdQEqMstZvn1u9gjh3eMHWr3NPLMjxqDyeMvvoMLdkiuojks/svJIwSNjhLbLLbVAMEi4vneLIxoiVsVMDuELySOJyLB1lMa3wpupBNjkWuntTyzo0fXT9mby2ejdjSjB40HB/dyvLB0a4c5fCO1rg3qu2MPCwx5evu5iXFB9lwava0iFwZTDLmJLcUlin5rRZ6pbZHczSzAOk0GwNVnBFzmXhDA/KvWglqEiPhk5Yza3F3lVewqAscEcs2fu/2zu3GLuus47/vrX27dxmxnPzeOxxnIsT59JbkjZNRQulCAVCGx6iUkRFBZVQJXhCoiAVCRWeKlRVgPpAJZAqXgqtUGlRSy8qraCXkJSmaeLmZtfx2OPxeC5n5lz32XutxcPa58zYZJIxRJlJu3/SkWc02/t2zvn2Wuv7vv+/cp7/Tme5OVyjaauMq5SfZJYfrsyz9ewhdE8YaPiyvYPfnfo23+zeRr9yhgGaO6IWHXeZU6FPad4U9jlfX+Rcf5q74yZnB1ewsWPTDhgvJO77TrOg+8xq39V4Pu/yTDbHpG5zf2x4NuvTdRFfOnsnaTfkubnDLIRrfLX1Ot4z9gNuCDL6zvGGsUU/mojWWAiaLGjLkvIu2113ls8k9zOuMqoqJpaQVdNBi2ZW1wAvS39UV9GiCrEYxSXjaNqAG+MVPnHml9Di2JyvsJHHfdpmAAARrElEQVRV+ePZ/yAWxbF4A5tYxlXCbfElzmRtYoFjQX2kaJ1IwLjyRjr31M9xW7jJZCE1Z6+jLBJAcAd+BHEw2r21QirbvgO9aWFQF9xE4ypNytuTJfrTlpOVy2QNx7Fonf5UQG9a+XZt8aW6OzUpD+uAO+pLnKyveGv5wpm5NxVgxgzHx5v0p4SFRhMRh8bRsgqtLJcGE6O0GSLUVcKxoMep6BK3JUuEounaAV07YCFcY0IF3Joss+ViUpfTn1LMBC3MuOHo2BbplOGmaIX+tONE5D2HQskJxaDF0bQR68ZgnXBpMI4S32KeqGwkbKvEa0cONSljCTmkEuYDYUG3CUV7fUanON0/ihbLjPaVi9Y5L18/vokZNwymDNmk4eihTQ5ry8l4mcO6x4zqYpy/Fx0X0HERa0ZYyca8oK51I3HgKVUhQDNTyIDHEtB2KTmGvlNFRakvIprSvu17bmKLiUMd5sMN+i7k1mSZUCyb1pE6Ly04rMXo2pAMh8LRtJbFwRQILJnqyPGq69xImt4XLflz2TBdrhjhkumxbGKaNuHZ/hFuHFvnxNg6tydLnKxcZuAcmbOj9zoUzZO9BRpKaCg9ahWvSDQ6JsCFwSTgK3zX7eD6RWvhwIvWHogRhO/C2SGFXnHYEFy4Q9sBaOgetmaYC5qY2DGhu2RVIa/he/ltoUm5wxdDoZjUHca1lwkbV96+LU8grA+YijvkDcfRpMlpe7gQQAkY5JrUBqQmIFCWwHkx1JooGirD0PKq1vgekimVE0uFo+EGY5ISS0BWgwndIWykTERdXGIZk5Ss7pjRrUK3wLdp90xY6DDmdK1/IqUmoGNjWiahZ0K6NvLbqdCLmVr/tFQIiQRMKD/Et8BkYVE3VNse+mIoMdSDlLCRkvVCVGCZSdqEophQXRpKSJwttBViujakY2NSVQRWE9JxgT9H498zLYqqCmnYlFiqI2OZhrJM6jYTqkeOV4huqD4zFb+IOpS3y3RAy0ajx1VuNV0b+T4LyejYHi0XYcnpu8CX4YvBOLB4xytgNNWJlfICszgicWQOapKj8Toc03GbWOVM6Tah5HSdYHF0bYSYwsZP5VRFE0tI6rJtKf/Cgs9L42taVhGJHdkKXDflCGIPXBMlg67P6UtmrhpBNE0N3dYsZYfQfWHN1Ak7jrANSTF/jIuRBADih32Xs3HOp1MAbFrf3Rj0IGtFXEnrhFvCYu8QgfJz74bKiALjNQu1Xx9AfPqs4yxNG7Gcj2OxhKIJRXPFeGu389kUHReSYQjb/pyzrZjmoIr0FFsuJmwJy/l40UnZo6L9/Ncf21DXfq4d65wx1aeh+171eqh+rdPRCCIUjcWNlK1tIW/ftH5acsU0aLuMlk1IXc6mNWxlCdlWjHQDbCfkcq9B6ixrpu7vj1U0RorbGWOqT1XlVNWAuk5piP8Z7VWkAbo2o+UCUpcXXhmKrhOatkrTVoglpO0yOi5ipSg069qYpq2wkjdoqAENyalJXih4D2jo3qgS0hv4GKpqgNNe23Mob98vPjtaZJSGjCXwFY94peyh2AvAcn+Mi70JVkyDxWyKqjivbF3se7iPrvMVnqHoUXAYHlOLIlEZDeXXVxrFPq7vc49fJtnLa584GAHCOl9iXRB0IEgd0u1flQa6kjcIOsJq3kCnQtskhF1L2Ha7mph0nWEla7Ce1VAoWjYkEkPYtUiqWO9VCbqwkW6rASXicIV5rzdY8QEsdRmbVnPFNFg3dYxzBGgCNFvWty2vZg0SyQnRhB1Hx8ZIqmj2KwRd73MZdISmqY5u/vDcEzFURdBiRyOeUPKRuczQwGZCd0dy6H6IPaBlDZs2LBSa/PZD742OdYSSo0ToO6HZryCpQnf8q9lL6FjHuqn70YELCGX7nELJ/ZeoMKutqe17PXy6dgq1qqGzl1+s9NMUVQzp+s4rcW32Ejq9iC2bkEjGuqkXx/ILgnXtF/40jqhYEPR/3zbvHVfp6AsbFea9Q9NgKEY1Eo00JBsqI5Gc6aDFRlplPa2OGq8ikdExhhwONkdTj53mvcNjAhwKOmigqryr1rX72Avi3J5e+8XBCBACsmOK4QIvpjqadhQ3KJEMG3r9B6d9Oa0NBBsycveGHQV1zl9gVQ2oFY7RVZUTSo7TggsdldDvsxYMRh2iw5X14RNn+AVW+L4Hv8KfokVGT1C/mq0YD7qFbZw/r0hyXOiIgxyrt6+hpgbFw2GYWRke25FZTVocO3OBN5FxgsH/O1zUHBIWsvRVlY+cn7wkXlj0E1B84YREHKE2uNBhi1cS5oRFP4bv6zAjN67MKa+s5XwGwKAYuCIgF1O4ocN2KLYY0fiAoKXI1IgPIkmRKUmijCCwPlAXfSTWyUhPMnO6OJYwwGdBLN4dvG9DcN69bPhFHX6Ihz4Zw5+H55EVwcub84TEOqce+uxIQ/cxzmFw3rFt9N5Ho8CxbQIkV/VbpDYsMiOWzNmrzHf2TLkG8fK4dIAZbBGcOI5d22D2sR5iHfnZc6w9PE9lxVE9cZyPP/5Gjjxi+JuFdzJ32vLJp97Bzd+/RGO8xvEPbfD4PY7fOHyavz2+QPCWGXozij+6+ADffOIUWGH257b41uqtzCRtxh+/Qn9ilvNrxzj+vR5PTd/E+x/4Fsv5BIlk3DuzyO9P/JhHmye4pXaFf7/zbfzZypt4YvMol9sNOv2Ip07+gKOFk9anX3grb5ha4qvP3s7ZUzMcjZvM/NcWf/XMLzL1fc0LzWPMPu74yKmHmHtkwEfvfpA/veNLhGI4Hq9xqrJE5hRn8yrvGnuK++Men4svsxA0ecTezF21i8wGWwA83HiWT97/EL05y8fWbmd5MMZqWmc9rXLf1DmmgzaPbN7I6xoX+efLdzMW9hkL+8zHTZ5szXPxsXmmzkDY8Q1fG1fm+HDj3fxweZ6T06vkTvHb898hEkPHBUyoPus24kMTT/PYIOKFvMpN0Qo3nFrmw5feznzc5HT7CGNhn0bQ59ZkmZZNuDSY4Ex7mkaY8rr6RR5vHWMi7NH87mGCHvxF/UHumrzEN56/jY+/+Z8YsEnmNB+d+SE/GmT0XUBNcr7Rm6drYxbCNR5u/ITP3nWBr3Vu51+2Yq9aZSp0TcSJZBXrhE1TJVYZk7rNpqkxE2yxmE2ymjXQWJ75ni8Hf+LYUfJMc8v9y3StF/99yz3P8ZfrN5PZgI8s/TKhMtxTP8eFwaRvfFMZh4IOqQ35w8mzfL4zR0P10HiTpF18onb54HtpxIPMgQgQQ1ytgrTaZA2/0BgBVoMN/N/edHyRc+O3csuRJVYPLfDGoxfZig5hahFvrZ/hi+Ze6roPqtCYyOEDM9/m6YVZ0izg1+o/oqoGrGYNlivHyBrC4PCAbCzAHB5gER6qXSQUzXcqq/xnv8adjUs0dB8bCh+c/A7frpzg2f4RLvYneHDsceZ0inFw7vA07xp7inPzk5xI1riv+jxfrr2D26YvcboxSTY7IB0P+YX55/ne2Ju5Z+4C761vciFvc9lELJsx7ooE43KezAxf702QuYB57Xhn4zRNU+V4sEFD9Xhy0EAPQKfC70x8nyUTccU0OJ9N8dbKWWqS+y+NjThZX+G+xhl+ks5yX/UMx6NVHpm7kcGVGBOJd8c6bHjv7KPE+k3cO3aO1Ia8t765o907JxHhu/2YUHLujQ1L+QaBsvzezLeoSc7T1WkuZpO8Pl5kXKVEYnm0v0BqA2bDFu8f/xE3xSssDqb41xlD3lX86uGzNHSfO49e4sFqG+/UAZ9tT3F3coEblCGWgFPhBr3CxeyxtEZqAmaCFj/f8H0PTw6muC1cG/l6gq9l6Do38q0wKBqqzxOdBcyR1Ld7H19krV/jPbUuxrV5PLrM1y69j78+/kU+tvJ23j35g8JHZRNq0LKKhrJowACf78zx67U2Xev1QBSr/Nb1fugPdnw4IFOMAmm2cL3+VZmLyqojajuk2WJggsL4VhC7wzzVwY/78ySriud6hwlbQrKWU1n1q8vGKpyT4s21HImaXsZOACtg/eGea89y2fhh+um274o835vkXH+KypovXspc4Ie/TphQAyZVwKTWKPEr5NYJC9EaMypFHFT0jvb14RTI+nRs2/a5kFd4enCEZ/rzZM5QVRGL2RSRGJ7tz9G0lqXsEIvZFCumzmI25acCa5ZkVUbFT0NT3JrkjCthNtzi9ZVFZqMWGseRcIMZ3SES469ZCseyHedlnM8OhOLdspZyR1b4TgZolFgWsykCNIumzsWNcTKniIu3YTbYoqoy5rTPFs0FmxyNNzgcbnpBHiwL0dromBrvs2oR1myPAJ+iTVTGsqlxxTpSl2NxtGxOXGRBlptjnIyWC7cvzXyw6TM3KmBSBcV0RzGtopFvxclomYVojdfXFkeFagOjsU5ICz+Lc9k0q1s1QoS76y+QSEYoZlTnEIkdrTkkIjRUb5QCHa67XPdn/oCvQRyoEcS16U4Ydni+/H8NxeA0O3wrZbui8io3aYUqKt6u7cWPdT6KmIH4YBIoU1QNbu/DOsE6VawbOKy7epHUuGt9qbcZ5veHrtKqaBOOVTZaPwglR+G1GbQMtzGjObsSi1NCIYblg+COysDhOfpAtl1J6qsJt6tHR+zy+dPiiszA9iKpr9lQRBi03r5K45S/7uE9YRi01I5rVqPzufYtVaN/VWH4a4oFzqufYRqHUra4/z6LYp0C2TbgNc6NMlj+uBbr/LpNNnS/uqrxUxXXa9HaryV40+Crj212CpUU56Ll+oPCVZRpzutAF6ezI7VZuMxDoEmC7CqD3pFgTPEeSQ6p9dMTZbx3ZU0GREE+UkxOJPM5/KFYivYrmaIcnTwiFF9bkDvFxfwQ1il6JgIHVfGLkXXtrfz0jggTq5wIb7jbsREGGQU2J17Q1Cm/YOrPPffps+ID3rXRyFOya2OW8kO085h+sZPU+jqJzGmW83FU7lCZLwGuSV6kItMik+C/CMv5eDFvHowk8ELJkcAL7oyCqB4K4Rgi8Yu4AbpY1MvpOv8kX84n6Nho5EORZZqq5Gj8fTH4jM8wbGRFvUTmdFH+nNEp6h2c8vesY2Mi5VOj3oDXj5g6zt/D1A1TyT5TsWzGyHNdZEB8D8oARXXH9zQUXxdicHRdQN8ZtmxCx8ZczsYQ7RDtSIoU9nDxMZScbBCQiG+8CsW/p770XJGIIxGFxo9QlvNx/7jZ4Sp+XTi8otReXvvEgZC9F5ErQAdY3e9z+X8wzWv7/KG8hleCG5xzM3vZcDyZc287/oE97fTfntu7nP4ryYGYYjjnZkTksf24Aa8Ur/Xzh/Ia9oUD8IB+KQ5EgCgp+ZnEAeZgpzHKAFFSsm84+L80eL2KHKQA8amX3+RA81o/fyiv4dWnnGLsjWtsxF5zvNbPH8preNUZZjEOMAcmQJSU/ExSjiBKSkp2pQwQJSUlL4pzYK7fz/PVpAwQJSX7STmCKCkp2ZUyQJSUlLw4+9tnsRfKAFFSsl84cGWhVElJya6UI4iSkpJdKdcgSkpKXpQyzVlSUvJSuFK0tqSk5MXZX0n7vVAGiJKS/eI10Kx1sDQpS0p+1nB2b689ICIPiMgzIvK8iPzJi/w9FpF/LP7+iIiceLl9lgGipGSfcICzbk+vl0NENPBJ4FeAO4DfFJE7rtnsg8CGc+4W4BPAx15uv2WAKCnZL5x7JUcQbwGed86ddc4NgM8AD12zzUPAp4ufPwe8S+SldfvLNYiSkn3EvXJpzqPA4o7fLwD37baNcy4XkU1gipdQAS8DREnJPtFi4ytfd5+b3uPmiYg8tuP3T70a6lllgCgp2Seccw+8gru7CCzs+P0Y/9tJeLjNBREJgHFg7aV2Wq5BlJT8dPAocFJEbhSRCHgf8IVrtvkCMHTqeRj4hnsZ56xyBFFS8lNAsabwB8BXAA38vXPuKRH5c+Ax59wXgL8D/kFEngfW8UHkJTkQ1nslJSUHk3KKUVJSsitlgCgpKdmVMkCUlJTsShkgSkpKdqUMECUlJbtSBoiSkpJdKQNESUnJrpQBoqSkZFf+B6ICmtvYmgGCAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:40<00:00, 4.94it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1540.488555431366 seconds ---\n", "\n", "[[ 1. 0.37063081 0. ..., 0. 0. 0. ]\n", " [ 0.37063081 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.04426149 0.04608824\n", " 0.06536883]\n", " ..., \n", " [ 0. 0. 0.04426149 ..., 1. 0.99370984\n", " 0.90946247]\n", " [ 0. 0. 0.04608824 ..., 0.99370984 1. 0.91973482]\n", " [ 0. 0. 0.06536883 ..., 0.90946247 0.91973482 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [26:25<00:00, 4.27it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1585.5469024181366 seconds ---\n", "\n", "[[ 1.00000000e+00 1.49381449e-01 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 1.49381449e-01 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 9.00450162e-04\n", " 8.11422485e-04 7.29447907e-03]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 9.00450162e-04 ..., 1.00000000e+00\n", " 7.66734414e-01 3.84112317e-01]\n", " [ 0.00000000e+00 0.00000000e+00 8.11422485e-04 ..., 7.66734414e-01\n", " 1.00000000e+00 3.34261396e-01]\n", " [ 0.00000000e+00 0.00000000e+00 7.29447907e-03 ..., 3.84112317e-01\n", " 3.34261396e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [26:10<00:00, 4.79it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1570.2635967731476 seconds ---\n", "\n", "[[ 1.00000000e+00 2.46573951e-04 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.46573951e-04 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 4.82511025e-10\n", " 2.54817833e-10 3.52599204e-06]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 4.82511025e-10 ..., 1.00000000e+00\n", " 1.96079860e-02 1.22541969e-03]\n", " [ 0.00000000e+00 0.00000000e+00 2.54817833e-10 ..., 1.96079860e-02\n", " 1.00000000e+00 8.48948198e-04]\n", " [ 0.00000000e+00 0.00000000e+00 3.52599204e-06 ..., 1.22541969e-03\n", " 8.48948198e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:19<00:00, 4.73it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1519.8938596248627 seconds ---\n", "\n", "[[ 1.00000000e+00 2.60434014e-10 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.60434014e-10 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 2.23585404e-22\n", " 1.07083918e-22 3.31805596e-12]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 2.23585404e-22 ..., 1.00000000e+00\n", " 3.06085758e-06 1.20623556e-09]\n", " [ 0.00000000e+00 0.00000000e+00 1.07083918e-22 ..., 3.06085758e-06\n", " 1.00000000e+00 1.06340194e-09]\n", " [ 0.00000000e+00 0.00000000e+00 3.31805596e-12 ..., 1.20623556e-09\n", " 1.06340194e-09 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:18<00:00, 4.87it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1518.9848365783691 seconds ---\n", "\n", "[[ 1.00000000e+00 3.42776443e-17 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 3.42776443e-17 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 3.36688657e-36\n", " 1.59212534e-36 4.37539673e-19]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 3.36688657e-36 ..., 1.00000000e+00\n", " 3.05315236e-10 1.58038928e-16]\n", " [ 0.00000000e+00 0.00000000e+00 1.59212534e-36 ..., 3.05315236e-10\n", " 1.00000000e+00 1.43153248e-16]\n", " [ 0.00000000e+00 0.00000000e+00 4.37539673e-19 ..., 1.58038928e-16\n", " 1.43153248e-16 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 98%|█████████▊| 16512/16836.0 [24:15<02:54, 1.85it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:222: RuntimeWarning: overflow encountered in double_scalars\n", " + '.' + str(pair[1])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [25:20<00:00, 4.84it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1520.756202697754 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 50%|████▉ | 8391/16836.0 [06:51<39:56, 3.52it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:225: RuntimeWarning: invalid value encountered in multiply\n", " G1.node[n1][node_label] == G2.node[n2][node_label])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 95%|█████████▌| 16057/16836.0 [22:32<04:21, 2.98it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:222: RuntimeWarning: invalid value encountered in double_scalars\n", " + '.' + str(pair[1])]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [25:22<00:00, 4.88it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1522.4829161167145 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'branching', 'h': 4.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [25:24<00:00, 4.75it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1524.2809965610504 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:18<00:00, 4.19it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1758.4567952156067 seconds ---\n", "\n", "[[ 1.00000000e+00 3.67013833e-01 4.10358566e-03 ..., 1.02087192e-03\n", " 1.05406044e-03 1.54044328e-03]\n", " [ 3.67013833e-01 1.00000000e+00 3.47433751e-03 ..., 8.64330346e-04\n", " 8.92429701e-04 1.30423008e-03]\n", " [ 4.10358566e-03 3.47433751e-03 1.00000000e+00 ..., 6.34100443e-02\n", " 6.54734370e-02 7.53145755e-02]\n", " ..., \n", " [ 1.02087192e-03 8.64330346e-04 6.34100443e-02 ..., 1.00000000e+00\n", " 9.99799145e-01 9.97392755e-01]\n", " [ 1.05406044e-03 8.92429701e-04 6.54734370e-02 ..., 9.99799145e-01\n", " 1.00000000e+00 9.96853373e-01]\n", " [ 1.54044328e-03 1.30423008e-03 7.53145755e-02 ..., 9.97392755e-01\n", " 9.96853373e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:07<00:00, 4.23it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1747.7188034057617 seconds ---\n", "\n", "[[ 1.00000000e+00 3.65500388e-01 4.08440944e-03 ..., 9.67375267e-04\n", " 9.99808991e-04 1.49733783e-03]\n", " [ 3.65500388e-01 1.00000000e+00 3.45687877e-03 ..., 8.18747257e-04\n", " 8.46197847e-04 1.26728611e-03]\n", " [ 4.08440944e-03 3.45687877e-03 1.00000000e+00 ..., 6.03774825e-02\n", " 6.24202151e-02 7.35505588e-02]\n", " ..., \n", " [ 9.67375267e-04 8.18747257e-04 6.03774825e-02 ..., 1.00000000e+00\n", " 9.99496167e-01 9.90365876e-01]\n", " [ 9.99808991e-04 8.46197847e-04 6.24202151e-02 ..., 9.99496167e-01\n", " 1.00000000e+00 9.90825809e-01]\n", " [ 1.49733783e-03 1.26728611e-03 7.35505588e-02 ..., 9.90365876e-01\n", " 9.90825809e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:11<00:00, 4.20it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1751.6522665023804 seconds ---\n", "\n", "[[ 1.00000000e+00 3.50666815e-01 3.89789490e-03 ..., 5.26989663e-04\n", " 5.50881862e-04 1.11710274e-03]\n", " [ 3.50666815e-01 1.00000000e+00 3.28675312e-03 ..., 4.44364192e-04\n", " 4.64510390e-04 9.41954829e-04]\n", " [ 3.89789490e-03 3.28675312e-03 1.00000000e+00 ..., 3.45146911e-02\n", " 3.61854351e-02 5.74998130e-02]\n", " ..., \n", " [ 5.26989663e-04 4.44364192e-04 3.45146911e-02 ..., 1.00000000e+00\n", " 9.92967734e-01 8.92890718e-01]\n", " [ 5.50881862e-04 4.64510390e-04 3.61854351e-02 ..., 9.92967734e-01\n", " 1.00000000e+00 9.06113758e-01]\n", " [ 1.11710274e-03 9.41954829e-04 5.74998130e-02 ..., 8.92890718e-01\n", " 9.06113758e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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eTRl0hxfdJXBFTRxboshEEgwDX6UbWyRLqdyNWSyhDI4wMs+P414HLqeTkTkm7to0ypsBbFOTOBd7YNGKbc71j5oy6z2jTsyuj/7diBVxr49gywYouTXUoolzwwgyl8fMW09Fmcvh3ZDGLJZQh0ZwqwrH/GgjnbeVET42j4zaEQY445JCSMU9VMKWKiLfW/mRcumbtmz7bgJlNUG03gi2WBAzl8e9dghzJIIaT2KmM0jDQBoKzs5BpNuJEY+TaFXITCzi2mAnUNJRS8C7y3c6l969s69P7CCLMWp2eNaNIJMpzFSKwKoY9FjlKpxDbqRpYkTjSL2EEY2DNJFpy6EcmyLwblFxxMEzbCCXWJPbrWPhXDeIDtg2DGBz2DHDUXy5gmUKFkvIRArVbrNK1i9awYe5jLFBIijKPZvF2CPSvbc6KS/q7ObX159N6Ok1ABjxxE7mxqvn7ovoG0YE/MhMFoJ+zA2bEA4Hba/qO5kfe0/r5jctT3DxaZeipPOI0QFGUTC7eywvdLGINqEZGY4i/D56bvKT6Q7Q+KLB3P96i4VH1tJ17UTUAtxz3k1c98ULtpkEIpMf/W5anu1RGk9kchiDQyhlZZjxBIrXgxGPo1ZUILNZaGtEbBlAhMroO7HuQyaLb1OWDad76fhlJ13XTiTQCblqgTDAEZfkywXNt64h8VAZv5v0MP/v1K9Y4W5CoORKoBuIYgmjdwBZKiI0DaW1GWP9JtTyEGLUZNC39KK43QAoFSHMMh/oJqJYQhRLRA6uY3iOpOYtQcktCHblsa3ZwpavTqJmYZ6NX7Dz3WPm85fzj0RJ561+7exGmdAIiRT4PJg9/ZZdLhSUmZMQ6Rzm5j4UjwuEggj60Tf3ok5uo/v0CureKlAo0/A9tYzBi/ahEATfFok9bVoyrEujrO9hzY3tTLzwfZS9plgztZ5+5IwO1JGERaU67UibiugPY8ZiKD4fRiJp+Ql0HbWiHAwTaisRuQKRg2txRgz0qyMEvlbEDPkwl61Ba6gHuw1ME6PCjygZSEVByeRBUzE7NxI5f3/KlyVBUSj57by64Htjdia2zfDI/3xibEXcz+p4b7c4Kfeo+c1Pbz6Xn/7oTmtl1KzYam48duNRo9PPHcwIZbspseCZfTn4gX/D/pqfhSfeaJke91273WTYOn1Vd75kubUNIVBeLqNstcAeL/Lgk4chC0WOmLsUoz3HxTdduW06uZMZss0kENvNANgu2w4ybj9GQSoCb7+B9z0XmTcrCSx04hopIXIlQqss06BimcTbr2PMSlEol+QqBdmm0RiDe6o454GrLVNAVZDaVrnEdhm2Yus1K9a+H5oSj07nUUevQbFMl+BqBddICW+/jpayzJayTgMtWSC0UnDDX07e1hc7nluIHWQYHcftfTZqPu0gp1QUfJslWqqII6ojDZPAphKBbhP3cAl7QidTp2B4bNtMlJ3a3PpdCKQikIqC3ME03AahbP8c3Q8hcEYMbGmd1HM1mPGEtX1bv1j9sbXdrX0kFcvMcUWNUYaphJrfNdfpViflWJbdhT3CxNiKe79xo8VWxLfHPuxkbozGSWwzIwaHAMuU+Hvzo+riTdtMj08aNmN9t/UlmcSWasQZN7FtCSPVJmS+wMZrp9GWLnLzX37BZb8+5BNNgp3aHbJKOxoRK57AGBmxfthqssRieIOeD5ss0Ri+SjcyX8AzUMTel6D1eg1Kw4hC0ZqmxxKMzMvjcJaQ39/u+/2o0mRS1zHWdG2XaWj7b2bKMsvMTAY27Vyt1q0qQLllsmgqxJOY+QKe7jRK/wiBoJPYVNuHTANj3SjtOvh3cixZ9SETgdG+MVeupcw7E7WrF83jRtdLuNfHcLodqNEkGCaNK4qY8QSGXiLRquCVcqc2eXf5h6b6284Xi1kymMbOYxGJYgIeQGaypM6agHDYMT+w+nSbiQewkY8ce9/yYcwhqz3N6WBXIBEY4+ne/xiFRg+yaS++MwGCWGzFgmf2xXBJlHNjVCgJjq2z2I3/DE+i3TnId944g5P2WsZT7+zDfnuvx1hq4r7eR2yuoHpREf2kLENVFfy4+2Wm2gweTLXy8yXHct6MRSw6dwa9P1ZouibL3a89wH8MHMUUzwB33ynQv5BgaHYTShHU6ko6T7OjpZ1cecCpHLVyA2f6lxFQVJ7N1HH98hMp9npQioJzjnud/nyQkbyX0ped9JxaT7rZwB5XaLurj/htGiMxH28fcgs/Gjocv5bn2Z4iqUyWUsKBc8DG0AG12BJ16G5J+9oQIxMdpI6uQrbkoMeF4TaRmmTqLxrouKoHs7GG+ne9HBtawQz7AF2lCn7SeQIjm8uYfEsS2dWN0tZM4z099J5RweazGwnNHeD7bU/x2yOPY+1PKzCLKo/NvYWI4WG2M8nPR2azMNLCQNqBYWTp2VKHWhDYkrW03LuJ3sMDFIIBihUGoaWCb65fw4/Xn8BpDUt58bw55H+ZITa/nuS+BSbeXETZMoSw2xH3G+imgviGjw3fc+D15Nm3upf+04I8+O5jHPHBRFIrJ1MKGkz+dpItX6gi06KjZnzYW9KUebMML21n4m191L6TQ/X7CT2n8Pb6VtpvNzn1zhf55fMnYTpNWjsGKRkq2cdqqH6xj+Tetfjf2YT0eTDWdzP810kkEm7enft7/pyazM2rp2MYfmTKQKYzqK/UYR49zLrbZ1FTF2NkdSXnHvUGedNGvORiQedkaioS+L/Qz+Bv7WSX7IUUYHRk4RPfkPlhjDspxwCnu0ixzI5jNPjpBzUv87xjH6pnDiH64tumov8ZnsS/V6zjuLUngCJ56u19mDVrI9c3PMnV116KrXuQ5mQQkUhjZLMow3Dmgsu4ae79vB6bSM18B/clD2ZqeDNXTl7BX9U5rC15+HHtAq7achL1zw5TWB6gJhxD2lSMkTDtD1eg5HRkIsk9DxzLowfvy8yKfjamyvE+6yXQXUCYkvtrZuPY6KTYkWNSfBM17wSxnzRM32MTkJqKTTGZ09LNuZ1n8vDER9nv1cuZcJcgZEqEXkJNp8GQlhPMacMIR6l+yUWV00Gp0o0WT25jFsyBIaSUKD2DLL1rBq9Ono5Sk0dRTbwve2ju1VFiSfRiERFL8vIrs+hIrKZmYZ5+rZbUBBeoKvu2bCGS9+AUBpe89GWOmrWal9+ZgT2u0PBSDqkJtHgKYRiIgo4RjlD/tAs0FcPrQI1nuXzaVyhbIbhpr6OZEu4l+nQzdW/E8fX6UAcGMbM5KBSI/GEKyRaFloEuvJ4QUyuGeH1TG23JTfwyfADBG31UDceQTg0zk6Xpr8MYARdKQUf3OTCcZbQPxzAHh7Flcpi5PKvv35eGAQPbln5++/DJtLxZQGqCZH09jpRJ1fJhzEgM/yIdM5lCFIogJUF3jlTGya3R/XknMoH632ijrEQJs1gidm8zZcYA5e/YyASqmbAwyxP9h2E4wJ6Ahs06hUAVZqGbsl97qR60ZhB60M3GXbjvpeT/Ls25KyhFrfDprS8yPXzhJXj6BPmuagIB07IDwxHanYMct/YEnpv8NB2LLuWaefO58Yl5nNJxCepcD83JIANzy6leaEfE4gifl8sOfJmS1Lij6QVmfqGFZw66hSsev5JfPD2BloYiJakyb8UF/HHq/Xz5oG8RPlDHPlSGe0hQF66i5zAPSgkaN7nYd95KTixfRlDJclBDigNPupDoJj8Azx1+AysOrGWyfYhvTbqEjae4EYtaMCYaVCwNUDBSvLFqIrcffi+nrzuLVw77PYcbV0PCjiOm4Ii6yVVKbBmBMKEpmiJ6QDWJCQqlgMQec6J7JUIXtIZrEcMRCAUJfrGPz1d0M8XVzxGuzZweOJ/N3RVMKNTiiMXJzWjgztNv52ePncvGU2xcdeQzPBXdC73Kz+LVlaBI1jZV861DXmAfVzfnnvQOqwr13NByDKQ1tLQDpSBQ89Byf46hw6rI1AqkJqlY7ubiI1/iyckzeHjSI3z72cuY+6VFvOA5gNK0LELW413nRjpsGGdFubz1HR5fdCw1vn4W9zSxf+MWIi11nOh/hQfOnoN9sAzdI5nU6WHgqCoy9RJhQrGuBEJi7y+j7e4CZpkXtVel7LQ+uvsrqHE0cOzJi/hb494g4XMzVvHBYAOZmmqq33IS7/ARWOZGL/cg3okTzbhproryef8yrgq9xz4XXgUSbCM22t63oXxxBPGQnYlfWcvBZev5deMJHDx7JdO8A7wRaWdNbw3TGgcoPeGi68vg2FgJAvINRdilAE+BuYcXjNkjWAx3VaP8wvzjGDnYitrrvGV/Fp54I/O+dw2hFzcihEAfHKLzj/uBItGG7HSdfyuHLD+V/J+ric4yafmbjmvtIEZtCDWSwujpR/F66L56CoXWPOqgg7o3DKKTNRrvWsuWr02m6fY1rP3NBGROQ0uotD+UINPsxTWQw3RoaIvXUDh0OlpGR/2gk8ELZ5Fqlhg+A1tcpXKJiXu4CIak/3NuHHFJySNouH0FcmIT4Vl+/JuLOJdspP9LU0BCqtXE9Bi4u21UrNQRpkQYYEsUEYbF5ZtuO+KDdSjtLRgeO/lqF/ZYEVSBqSnY31ljBS8FA4wc10q2RlAMSJQSlK2VuIZLOD/oxojGUENl9J8zmdq7lmFOayU63Ut0umTSj9YwcO40lJIkdkgBZ6eTXJ2Ov0vDlrKco1IVOKKjcuVKsK4bJk1Aagq634EtmmPziWUENpqkGxUa7+4i8vl2Qktj5Bp8uJdstmhgVSU+bwYlj6DqyQ0MntKG7hYoOtT+cRlrb5hG43Pg7sthODWUt5ajzJxEqcyJkjcoBezobgV3bxZl5QaUgB9jJEz0vP1xj+h4lmyh96w2qj7IYWoKuUobii7xr4ggewdQQmWYI2GEy4URizF01UHY0pLwHB1bRKP+NWscMCW2l5eSPGt//A++awVKeRX83TkiM1xIIVALEu+ATsmj4H1sEfkT98fVa0VfFsudvPbi2FmM5uk++Z3Hx0ZMXD751f9Voda7BC1r0nXblG1xEK5+jTkvX8mklUkI+i32YHDI8jm8vQ/XzJvPIctP5c2Zf+Fzd1yCc0il5yiFtkiQ3iN91L2hoo5EEH4v5576Mptz5UzcZ5B72uZw5ZRXeXzRMfi2mFAZ4pCJ63nn9WmccNRiXus5gPxhKQoDbtz9Ks19NfQebkMp2Wld6+TgC5bQ7h6iJFUqtRS/n3Y4/f0BkILvHfZXYrqHgWKAta9MYsOZfio+kAzOcdCyKUi6ycS7WeHyo1/g5gXH8PXznuau9QeSiLtRwnYcYQ+5WgNbSkEY0DZYzdCBIRLtoJfp2CIudJ+J0AWT+uthMIwMBWj5aidTfINU2ZLU22L8fvMRbNxSRXupGe29AqXpzZx/yXO8+MYc1p/j4YgDl/PK+omIsiAI0F2Cmc19HDBrE06lhO0wg5WZOhYNNJNKuzBSdpS8gpoTdNxeRe/cMjKNJlKFiiUOvnL287w0PJkr6t/lriVfYNYVS3n9qb3R9o4Dzbi7IkiHncDXepgcGGLpwN7Ep0icYYGYlUAsqOeyQ17i7ooDyfd7kF6DKSu8bDk2SLbJANOGtzGJAPp6/Uz+fR3FSi92oOWrnawYqKPc2cJJX36DB/fZH6GYHNGxgq5EJT0v1NGwwE54ZoDydx0U6wKor8XJ1kkMp+TrB76KWyly55SDkFKQHvAy+U0bZV/bgvm4A/H1YQ6s6OFvS/bm5H0XU2VLsTZTzZL+RmbUDJB4xk3qawn6usqQApzNKXhx7Pe9ZPcWgxkL9ogZhLOtXh7ccDnKGx8A4Hm9kv7b26i6eBPFI8OA5Y3v+v1sZu21kVVvtOPbCK6YyRs33c7cVSfjOi2Gmc0iHA5ksYQsFUFRiX3pAMJziygRGx13x4nsV0bFX1ZxyJtDvHrpgWy52qCxPM6mJQ20X7fMOl63/OFmOo3q8yGlxEynKR25DyOzHBSDEqUkaHo+jTYQA1PSf1ITvj6dWIdGw03vo1RX8oc3HuKoW79N/asZTr/rRU71dvG5O6+l7tBewk82UH+fFe+BNK3UYUXZlkpsZrMoDgeoKsJuR+r6tghRY5R9EKoKe08hNcFDPijQXYLqRRm0SBqGwxjxBGoDWdQrAAAgAElEQVQwQPy4KQT+uhTRWEd6agVN3+lk+Jpm7nrkZt4r1PAfK+fhnB8gPhnKV0hsWYnvlc5t/W6d1MDM5VBcLovKVFVksUjypL3wdWeIT/ISemYdhb1bca7uRQZ8MBxB5nLWdbU2kZ3gx/3SSvZ9O8W5wYVcsf4s7CcO0/mzWUz6caeVYi0ERjKJ4nYjNA0ppZWdqQhksYSZTlvnNiUcMA01moGRKLkD2nCvGwYhMMp9KMkcDIcxMzmETRvtX4EsFDhl9Qjzh/Zi3bImtIyg7VdrYfQFuUY8gTJrKubS1ZiHzEL32nCv6KM4oQrda8MeL6BG0kiXHXP5WtSysm05GMKm8Xzsj2N+0jdN98trHhvbu4S/MeWl/7sziDJn1krZHl3/TcsTHD3lWqY4Mgw6LOpI6jr77b2e6xue5JSOS4j63TiHVOauOplXpv2N46tOQRkG4fMiszmMhIGwacQnwbwZy3i5p4NCjYdUs6DCbqPZEcbWF+XiqSu5vGwdp6nzkH4fssyPksqCplo3d1W5lR+Ry5FssZOeWMJXlSadcJGrceIu+BFSkm6SgEauWoLNhhnwcMLSi/D2SWz9UW5YfhQPlh0AM1I8MukhZi+/BmoqrBBg00TJWw40dB00zUoA8vkQDjvS50bJ5rfFcohsFgDhcJBudJOYoJCvNJGqxNfrxK0ItOioc1fTSNcrBGw2zICbTI3K7EA3z/V6OXXFV0hmnHx92hvc0vF5ymeMkExXYU+ArzIEqmKd15RQKiGLRRS/D1QVHHZENkeiVUUtukk1KYQ0jWyNDUePh1KVD1s0MRp7opJv8JGuU/HYbTywZDYLaicxtCnEZDVC64w+qK5ASWZAUyGVQgn4welA6AbS5QCbhpJII3M5hMsFuRzpBhcuTcGWSJFstuEY9oEqyNW6sXntODI5K/DL5UQaGUvRFgr8aunRyGEnjVMH6R0pg8qQ1fdSQiJJrt6DYykUKuwUfCrOMj/pJicll8DhU/AogpLfjn05UFOBErcUtvS4IDb2+14C5riT8h8js1rgXbOQrt/Npv3hPJecOJlWJUH/91M7UZ7GUpOrr70Uda6HlkUFeo5ScJ0W4/iqU3jm9SdGKdBlfOeNMxBZlf32Xo8nEuO5p/fHERX0HiUxVYlwOnng0H0x40Pcc9dxvPjCAQwfXMYlr/yNWc7NnP3WxSw7/FbOOO7LzLp/NVnTzktbJmLXItgyTlJDXpwDNgbnSNRZAZQCKCVJYrJB2SoF4XYRnRGk5sIucvv5MQaHqflTLe6NBfLfdHDevItxnKAw98/vf4g21Td6Oee411l89jTstyaIF2x8oX4xndka0rqdiZ5h3vrS3qy7yM+JB73Pq71JFMBhKOQGvQwcIrAl3bRtclj0oqaRrTURDjuxyV6y1YK7bzqequH3qbi2mQoK/Ongz8ORGYa7y1ECJsJQqL1viH+reYELVl2AU9PpXdvApDvLKP42w/p1tfz26D9Rr8W5eOV59LQEAR3hdjKyDxi2auKToX3AC/k8wm5j6Ks5jLU+aoIB2u8zwPSROkRD2O1sXFbPzfPv5rI3z6O2JkbggkoSd7s5tWEpTw7MwGPLMjPQx0ML5zD5FosmbfvqeqJnZShu9jLxj0GUeRG2VFdgOCTFmhJ2n07wqWYqXjRI79eM560uhNuFmUrReJ8NtVBkc7EW17AgdE83W1Jl3D35fq6aex6bzi/Q8qxKskkjXyFJtoVw7xsmlXbhcJYY2OJHenSmvO1n/4dX88CCzyFVCLVH4YRdufP3/Ddr7REKYiumztxC+vkG3Ot6tlGbO1Ke7ut9O1GZbZGgNRUf/jAFOmsvi/684gdXYkskUdIFpEMDRcEYCSOEFWrd8HwE+oepfqnA6xdM5L9WnUDdiyqvzQmihGM8tGj2qI/hKR697LgP05LmaFKQ04a0qSiJLGYkSvmrGkYqjWvJJoxiEe/7vchMho67nCg9g7T8pcQ9xodp0+CGPPfXzGZKrJ8VPXW4l7m4qboGBDgiCm9Wm0wZ6mbqzDjXV7/GF785fTSKENRMFlEyUQoljHAEWSxiRGJ0/KkcM56g/NUeQu97wDAxikXotaKZql4zKFvjQ9FzVlRgocTS8AzmHd6O/zUXMZ+gaVUJJZZk44omml80uLb8dP4y+3aCN/qoTGaRisAcGqHjfi9KJEn5Ep+VCp0vIHKC+t80ocW305QAzeEgZipFx0MZLle+Qv1rklyoGpkdIbyojZs6j8a3USUXNnk2OIG2VXnEQASvJ4SZzVL/Gw0tlUBu7sP/68lU9g1bIdBuO6ZNwbZ5M0YkhmehaQWFjaZyu5f1IHWDtnQNSqbA6swU3CMmX7/0bGyqQvPvFDAN6p4ZAIcdTJPiaz7KiyZScaClkkibilko8MR9hzFhYRapKRQDu5Z+Pz6D2EUMPNRCdaeVUryV2tyR8ozNFTtRmb1H+mjsdCB8Xtqdy3aiQFf1t3NKxyUUzlIILg+gZSTJVlBKgtZYFTKZRkhJeP8Qla8XiB5QzWNNj3Czv4fbPZ+jJDXy0xpobx9kXs1yfvH0PMwLSh+iJZWSQC2CMKFQJilf4SOUyRE+opnyv6XJ792M/ZUE+cm1ODZH6Z7npuOuIH3HVnwkbbpxk5/nDr+BS6dexfxDbuJvM2exNNnAEaG1hHUfATXHX545mt5FNk7Xz6L7IgWpC0RexR51YNpBzQpa78pghiMoZUE2nBKkdSBEeG4T2WqBr8fEv3ELoiIEQGJmBX1HShzDmkUnxgWVx/fyrca3uCV0GPuFBnhhyQwmlGq5e95tXOC4mLcPvIW383VsPFtBSXlR84KO4SrWnxHEvyFIshXa7iuiDoXBbmPdhRrurhDNf7ZoSkyTwYMD1I1E2Xy0j4uPfJE/VB1MdSiJeLuG6858mFb7MA9GD+StgVbqvSlWzWxgwmPN1Pj6kV4vnRdq2IZdtP1JsvFL4NpYhalBMWQg3QaVbzRTuUCQPKAB3+vrER43+pZeSq01CMOk/xAvjriXstP6GE55ObV6Fc9VHUrXVzQmLdQYOqKGQkhgOKDQmkfm7OAwUCN+TKdkys8rmXX6St5qnIrUJI7qLPx11+75T3MGIYQ4DvgtVomFP0gpf/Z3vzcB9wLB0X2+O5p1/bHYcxSEEEgFQvdGiZ5i3+aQy424efXbv2Te966helERkUhTvdCOGklR94ZqOSSzOb7zxhmgSDoWWbkb+/3HpUT9bhoXSBzRHFqqQGiVagUaDY1Y8fUlndDKFDKVoWxZjL0evBotK6hfovMt/YtMXtrNuQ3LeGRwf5xhhfLXVIRppQ9vpSWFYSJKhvXU0hRssRxGOErFmw7MYhHXqn50vWSFLKfSNC4IIZJpal93sqI0nbebp+1Em9YM5Dll+Fqal67lrJuuwRWWNF3UxY0rjqQYdVLdHKV8eS+BhglsDFbT/NfRfBIhsaULKMVRqjQcwSwUkNEYTc9nMKNxKt7sxwh5EbqJqZcsCtKU+LpctKS9KMUCal5HyelEo/VcP+mLlK+QfGCrprWniGNZN1ffcBkT1hWYO3ItxZYCjU8LHBErQMkcDtP8dBm2oQTlK33bi6moKi2PCuzRFLJ/CDVjOS5r3gAznqD27Tz3iqOp/6BEIVCF7F7Kr355FoWQwD0o0UqStfuFaHhL4lzWzeAjbVRmFtHyqMCWyMLmPhr/OgXP5rhFwXrtmHYFV1c/xkgY/0KJEU8g0hmQEltvBHSD6vc0tFSBqF5PIG1y2z7H0r56LS1/bkPqOtVvRTHddtBNcg0elKIVk2OP55A2BWNwmJX37UvrihyognzIzScXLdwZUgpK5qfzF9yhkvzRWDVgFwsh5kspdywU/X3gUSnlraNV5p8BWj6p3T1HQUhJ7og0Q9+ZgBpZsW3z3tO6mfddK7dCPymLkc0iYnGMYgl1JIJZKloOyaxqMRz97ez3H5fy3o9vtdiNHyQtT7xhoKhWau3WKkVIiVi9ESNfQEmlkGoZvm5wdyfB9EBJ59b/dzpSwDn/8RJvHlY3etwOrINpgpQoQqAoCrJUslKM+weteonDYZASo28QaRg431uPkc4gUmnKyiajOx0UCypKSeDtyaH1RbHPbLLYDMAzUCLykxZqbAr2VImiL4SZHODJH/6S8zrPwfFOansfGgZSWk5PszCa7l0soq7YaPVT/yBiWNvmkDNiVtyJsi6Ha7MDTGkdbxiEtDYMuxdfd46S34ajJwaGgZaTOLfEcUSqsc3I431jEEaLtxq5HOrKjRjFImIkgpnNWjKYBq6F65HFImYut93rH4tj6jr299dTVjkF94YYTp8TAEdSouUknoES9uEMwdUCZSiKmUpz/NffZPFtqtWmrmNmsnjfXI/M5RFCYFdVUARGLm+ZWcPh0Tqdo7kY/VZCij1l1e8ss7WjRjP0HVVOaXoLroVdGIDcsNliigDPJrvFdAhlG6NkSpPyFTns3cOgKNh7du3vZNWD+NRmEGOpJC8B/+j3AND/jxrdcxQEcFrHUl6pOQj/DszFjozGUFXFTkyF8HsxM1mETfsQw7GN3ag5AyVXgHwBNM3KxMtZNrA0DJSyIMTiCI8Hd1uCeCGIt8/DvBnL6LQHGJmlIAxBsyPMmzUzP8w6GKOVkzXNYj4yOSiWUNxuTMOwqk6XiigeFzJfsKoilXSUYOAjWRFP3m8xIprFiKQjNvLlAhRwRFVylYLmt+ycsPQiXtj7Ls6vPH+U3RCIQskqjqIbyELBUoxCQQkFMTNZizp0uyzKMptFsVtZkUowgPR7EbqBKOmg6yQb3SQmSlwRJ0Wvgi3pQ4slyFYL9Eof6RaTKye+zQvVByBGGRaRzVptpTMIj5VwJvWSlT1ZGULJ5pGFgsVCAIrXg5nLIcrLSLSquAd9FEI2PKsVspUKRT8IacO0+yh5FXxSIvJ5Hlgym4liidVmrmD1a1U5SswKysJuQ2oqSjiGUdKtMdBLFj2q69ZYGCaivAyRL5BqcOF0aniqMti3JJGV5RBPIAJ+i2I1TWTQB7pFQSuFovVwyOVJNzkJxv2gCgyvAzbsyh3/qVaUGksl+euAF4QQV2LlqB31jxrdIxSEWeZBCzaxeNYWvCyk88Y5lK0WuMImF582gxbVysr8cffLnLngMi478GXueuxYzj31ZebfMJf4JPBEYlzxgyspnKXQuEDi+kGS42vO4JmX/sw9ySoWpVoxpODQQCf3fvlEBg/00PjoZg54upv7XjqU2bPX0fVWkGu+MJ9H9t+Pv72/N5NrUtimJinkbTx4xGweXXg/NqGyrmTwfHoag4UAy+P1pAoOvtj0Ps32MDduPArft8tZe3GA8iUKiYnQ8btuVv+0AdcGO69//Zcc8NdvceFhrzHd9TpvpTp4Z3gCqagH9fIhumN+hJmByhC2jKBwcoy9qgb4YKCe8mCCgqFhLmig9uJhzmm9jFtfvJkGzVKoCws2FmbbeC08EfndqairN2F2NHLGAy/y6KmHs+aKIEfss5qU7iBzejWbvtKGMGHWyav5Y/NT9OsF3i/U8Ux0Jl8rf4Bl2SY+2L+RcM5Db9pNyw/KyVebxL6XpdEe584/Hc/SF3/Pfcl6Wuwj/OyCL3HMba9z0ytHc+QBK9n47zNwdg4hXQ6ue/5hHonOZvm39qL7RGuWcORhS+k5dwI/euFhluabuP/IOUwKjND3tof4DJ1pk3soGBoXNbyJTRjc0XMo4juNNM5XUKsq+eULf+L28KEsu35vnr31Jk5edxoBe47zal7Hp+S45Imv0XF/gt5jymh8YsDyfby3krU/noyaU7jhlHtZkJjGbN9iSlLlr0N7U4hm+eGyV7luykH03V7OwfXdrEtU8dike4maVqzEHdFD2NfTzT0HzOJ719/Hj9ediKqYXDjhNV6aPPb73nJSjnkGUSGEeG+H9TuklHeM/WyAlUp2j5TyhtHC0vcLIaZLKT8qERjYQxREyQN6VQA2WevnH/E6D2YOI9mq0L7WKkZiAFNtBjfNvZ+S1Ci05tmcKyc8t8i8Gct47un9sSWSBJcHcERz1pMiV+CeZBVf9g9TqSW54oXz8c4uoCVyOI7IIZ9y8o3yJYSOzeBTc3StnczPy47Hs96G1wAlHENf0YYzA7JQ4OtbjuObtS/QqplMdfZx63uH49jkQOiQqHdx/8CBdARHGE6WEVgTInpkDm2TE+l1M2VCP+FqD/2GynVHP86qXAPffO0sRF5FSyv4hwQj6+pxJyW6W0B4gGBnOelMGW83+XH1q2x2BpCapH1gC7JQRE0WOG/1BZxQv4oDPV3EDQ9/WHUwsttDeyqKWSig5EosiE5FZHL4uypY0VzLjybN53fe43EeFKZkqNzc9Cy3xqdwpm8lz8VmsDpWzcvLzgYpcPVpKEVwpIHIespWlFPcXEEyJAltNrkt3srNqw7lzEnvo6UKPNC9H6GlCi+J6UyMp5HFIgL4yvtfptybxRvOUjEtRciVRTdVRDZPu83g9JdPxLvOzoCvltbsckIfqHSFW9Cygu81nIHw6LjXOGke3IxLEchsjq+uOY+hDRV0jOT49sDn6HmrgU12WNNRTaFgo3IJKNEUlcs8kMqgYKVqT5zWy0DSz1GuOCW5jn9bcBbCEKgZhbbi+3xt2ZeoK60jOezlXaWZ3HvlfM0xD00xGcr62LyuhicqZtKaW8fVr5+Df7kdBPxswjzg9V2693eh1kP4HwRK9QGNO6w3jG7bERcBxwFIKd8RQjiBCmD44xrdIzgWNQ9qNL1t/fHuvXANCwKdIHIFawoLPJhq5aHhORzjiqIOOpjoGUSJ2Hi5pwNHVKCkC2gZiZYqWFP/fIFFqVaezjo5wZ0HVXJ8cBmFGh/R9SFyrSEW5v08NTiDfZxbsGUlWkxDSHBGJagqzgjYUlYAU286yNvZDt4uhDjKlUKxmZiqxHBIvhh4j0PLu/jPumcxKgNkayVmykYpaJJvLiOn24gmPCzOtfBMZCbnlr2LktKwxRQcYYEtKRHScjiqORCqgpaTqAVwDqvY0qBlwR4Xlimj6yjZPMmsk85MFctyzezv7EfTDKQC+VovQghyjX7mVXyAURkgUyf5fMNq/jR8IMWGMhIpN/m8jQ8KHjblK1hcqOLw4FpOqF+FklWxRVWEDsIABAhFQctbkbf2lMCeNFmXrUFVTQ71riVf62VaxSAlv0A6THJ1HigPYlQEKOTtHFe7mkKNl2mhQQZTPnKGDbPMzwcFD2rUZr34R7eeqGoBtIxVSUvNKYio3XrkqgpK0UDxuEnnHSAg3eiiP+en5JOYdklNIIVRUNGdAjPkw7ArEPChV1rmd7ZkZ1rlIGtKMM8TQ80pKAWBPWmdu5C3IVSV2dM2cF7rYkybJJL3UGHPkMw7kIok6MshhEBJaaBgvUypuGv+hK2h1p/Suzm3VZIXQtixKsnP/7t9tgBHAgghpgBOYOSTGt0jZhC2ZBGZ217JJHSHF3s8YxVucdq3VQ36+ZJjqZnvYOYXWqh/w+Cetjl03B2nUOOh9yiJdGgkWyG0SrUckpqGIQVXvHA+V6iS7pPu5IsbjyQy3UHHn5Iomwa49MmLaHjJ5OR5V+JtUmjYu4+ftz/GhbddTXJ2I7kqieGS1AiFsxoWsyAyhZv6D0MvqayeewcbDy5hFyYXd53DMdVrOOQv/0blRDj2uPfo+moHa7/uxflBN73PTqZxVZEn6/ci8psWrrr0LE4//F2e3TyF7IYAJb/gtnNvI266+ebLZxPY3ESqUaXwuRT5qJN8tYKrNk1mxEPk4DpCTyeQNo0fzniK/lIZb8faeHJgBotn383AfkXO7LqWqp4GcpUai9OtpCZ4+NznVrIw0sLmV5uZsGwNTXe1IlWNr3dewkWnvsBvNx/F3KpO3o1O4BvHPMudXQfxq+mPsa5QR0DNcNeGU0h0KPzh/Js479WLcQ9YPow3D7iTq3uPI95q48aaF3nsghg/rFzKvmuvxBF1k6+w84c5f+BXPccy/P/Ze+8ouaor3/9zbqgcujpntaTuVs4SQggQQRgQIopgko0NxjY2YLABJ2zjPPYztjE2YI8TwRZgY5kcRBACBVBCWa1WS93qHCrHm8774zbyzJt5M/Abzxreb+as1au7VlXXrbp3n3P32fsb5ntJ/3IW/qxk9xUK0fYIt+9fxcT5vdw58Snyjpd7Vp9LYjpoEzN8uH0r0/x9PDywhG82/5VP9d5McMBE9dfyw1mrmb5gjDOHbue82BG+f9EaalSFfYaH3EQPj804jm33zSV0RT/p+2vJ1arUbvdS/GMtHWotl5w8EWkqfP2cJwgrRe54exVCVfnt4t/y3Zpzeae/HAXJmqt/xLp8G2VqnrNj7zBpVhwThS/VXsrFyzZxXnQbKpIxJ8h5X3h/sf/30oP4vynJCyG+CWyRUj4JfB74lRDiFtzl9hr573AtPhALhPTqCH8QxiHEg8drxParhNRq9KH0Mcm0q2a9xYPppTx7wi+4dPsXuHHaa/xm4XlkJggc1VUtVsxxBWQAVeHkaAehxSVWlL3DpV2n89ikl1mUbWd0bpiYT+Pck7fwtLWI7y1bzff2XU625OWKjZ/Aq0KoI8XgcTEU0y0C2ihcVbuJ4coIC3xHuKlvGVuGmlAVyStzHgJgyjkD/PDNK3mlpx3v4gioFlZ7E/kFBayAn1vq1/O5U1vYOX01F3esolTScXSJsBWu2/wR7KKGklMJHI6TmlBJMe4DTaJkBYWMDySUdeTcwp+q0FGso9U7xFU1G5nrHea7o0t4dbANYQHxFI5WxV3VmznTOo4dQw38ae4/clH6EziTGxg6zovthYXL9zLd10fbhCFO9Y9wZXQLNx+5GMtSuXHr5ZgFdyGY2p1CmVvJRzdeC4ZrQXhqdB/3xBfyi6YXWWbNYMwJ8Icdx3GkvQLFBKkJFEPyVHIuv5j0OBembiN1Rh6nz8/x1QP0Z4N8pnUtPzl0Oh/fdA3BQImG+ChqoZpSXueh3YuZ2jBI1vBy6eZPMOlAFivkQUsX2ZybzP19p6CWoE5PcNOhS5FScNOEtTyTmMtLG+fQGLcZebmB2rEitsfVpBxZYuEpK/HF2Wtp9wzyg56zUITELrkdizXJBchslq/P3sAsbz8f2X0N1056k1otxduFiTyUOoEVFTuRyRS7kvX8ed9cBNBWNwzsfu9xL8F0/n5J/L+mJC+l/No/+XsvsPT9vOcHgqwVUSrkYnH6MVMctbICWTLc6vT4kKaBMnMqymiC4oxGvDsOY86cgL79EHh0hM+HPTKKWluNMzSCUyq5tmmLZqClCpRqw4zN9KJnJW9/+z7OnnISSlUFTsCHGIlTmDeBwK4+nFiEbHuUyIYjOJUxtzLu0bGO9GAvm4dSslELJka5n7GZXtSSpDjer7eCgrJOk9a79vL6i7OZfPd+Ri6cSvWr/ThBP2IkjtVaj941yOB5E6ncnkXNFBFZt6uSWVBPMapS+ZZLUBOJNFZzNdqwy2lwwn6UTAE7FkRu24vQdMyTZiEciVKyscI6iXYPiim5546fc9fVH+fm36/mKz/9OBd/4hUe+dNpKBa0rO4Hw0SaJkLXkZEgpbowasFiZF6QfL2k+bkC+liOXGsMxZTkqzUqNo8gDJORk+up3DAE8STW1GbGZvjR85LffvtuLvvZFyiVSXxjgrtvfIBvHTqXmbEB9n5lFsPzPSy9aDs9H5+AkkhjtNZQ8d1u4l9oQs2VyE6OopYcAm8fgbIw0uuhVB9CMR30sTzZ1ijB7iyio4euO2bS8LpJuknnus8/yZ8//SGG5/lRTFBLkkiPyeAiD9PP6qDzsXZ8Zw/TGE6Sv1AiImGcsB+pKJgxH8KRSEXg7U1iH+zCOHMhWs6i7xS/u7XLSWIHS5hBDbVok6v3YOtQ/cR+7LZGklNDCEcSGDTfF927enqFvOzhs97THLl3wR/++5K1KmcUycxcTPhR17nqa2+9yPX33shfbv4Bn2k//djrer+lcOPUXfzgmYn4Fk0l3ONw7s+GmOAd5ZGTF7jw6XT2n/kTDC4J4j2tQLxTp+3hNKNzw5w95SSeO7Cec068AO/PE5xeeYC717UwbZNbyAq/OoRUFZw9BxDVVVAsglAoVuiMzvFilDl44yqNLxfQB1MgJQNn1hHqt0m06fQus2mt7SP6NIz+EpCSxA8sFlaleHbzRK4+6ShPPDQJ7ej49k9KpGkSWneQkG2DqmInkyihEOrBXvB53cmcziCFgjwy3s1SXC+H1CQvpTKBkFC9rYA2VuA7c09BpHdw77xF+Fc6vLEoysTmQbLTK7n1pae4+/RziDxaoDsdJuLJM/JMJZnpgorNkoqdEk/nAAhBcMMYOBK/bWNnMqjhMJV/TYLuAdMi2eqnYk+B1CQ/n599FlULS/j29eFUlPGj3yzFV+inUxHo8wwq9ij0/ERy4P4gcyeNsbdDRT0tR+cvVaZ9OU346BCoCvboGKppIHQPvoFh1xBYVQkfHcJOpUHXaLlzE9ap86nanODJ4ydTOk2n4Wn3M1uVYdSCScv9XWR/kKXOtwt5X4GsqiJLJY7eX0epJ4QTsvEMabT+vItjN0op0dMGYsM7NFpzsIIa/s4RCu3VCClRbEnFljGcgAc7kUA76qWiY9wKwPv+NCnh74uk/M8YH4gMIqpXycVi+TFqsdbSjIwnEQE/1rj4K1KiTWpBqgpGYxmeHYehqhyrKozeF8ceGHIr5h6PC2Jy3J611lCPDPgoTCrHv6ULc2oTnv4kAM+8sYYVZ1wGJQOrKoKyZZ/rQi2l6+cw/n7gdjHUmmpEwI/UVErNMXx7epHvLh4LJuFJGaRag5RvcIvHxdZqLL/Kk/f/lLNuv4XggIG3O45UFUrNMTyb9rtZk+O4tOZxUM67QCeh6a7D9Hh77V1glmOYx76fWlGO8LpsR6OxHM+hwWO4ALvjEMqcaVhRL7OtziYAACAASURBVJ7uMVAUihMr8PamWLXmDf7w2XMolmtEDqRQElmkz4NTFsQK6uhvH/gXNodOoeASwFR13EHcQq2tAcvCaK1DH8u528W+EZdaXeViPkTJQGaylOZOxLenl5GzJhHuMTCiGuENh13Nj96BY8ZBTi6H8Hr/dj7eVciW0vX7ABS/DxEIgGMj66pRxpLHFlrKy2A04QKafD5kJoMIBQGwR8fIrVpMvkqhdn2cQmMY3xvjtHvbxikWUSvKsRMp8hcsRDElwfUH3PeJhiGeAsdGRMJYh7tRgsG/nScheDH7+/d8p6+aXiFXPbTiPc2RBxY+/N83gyg2ebAmzkZ9dRsAlz2/gW//5RLMKpPp3/UjFYHdeZjfrnuE/WYQU6p84o2PcmJ7J28dDXD99N387jdn0fjCGKOLyinfnUHs7UKJlXHcM4f5XMVWNhcjfPqpazn35C0c+Ggr3p8nWHHGZTz70qM8kqkgqJT4wVevYmS+INQjUA1J9ZpO+q5qQy1IalfvpfSIjxuaX2WqZ4hDZgU3v3wVgW4NxYbzr1jPtkQTs4Od9G6uof+senInZxGdHi4/4yNU3X+EZNHPt9v+TJ8VY1+xnt+9cCpawa3W+0Yltk+gZyW2F2qe6CB74mSytSqFWoFvBGyfWy1vfrjL9QWpqeTwd4Oc0HSYxdEuVBy+89YKvId9tDwRR2g6WA6x7/SQuypI73n1eJaP8pPpj/Gdsy4h95MUBUPnhYW/4/uji/hIbBM/HPwQ+xI1dO+YjXDAPyJQDNDykqqnO0mePplSRGBEBLGDFvO/to0nd89m5YxddHyinaNfheBTrcRnQOtjWZTRBHg97P/RRGpqknhui+H58BB+X4EavUjqw0EeeOl3nLr6NkJHBFYIGu/dQeKi2eTqFdQi5GtdgZdIl0L9n7twqmOIw310/bwW+0iIiWvyqPcKutZOQmpgtuex05U0rBVE3+7HmNmEd18fMhyEsTjBG/rIZML8+su/ZnOpltsfvxrhuNeh6e6t7L+7hbaPvUPvmQ7hmixj02cQPmWIkKfEQKqaUmcEu9qg/ZODHPzGbMo6XPOxXCNw5/uJfPE/ZK33Mvwe093fjT8+3t+NcGBC8yhy9G829HcOLOdbdWs5b9dHkQWNja/PoGVhL5+JHeClF4+D/mGqXi8hMznsYgkSSR58+WTKz8zx9OAsGl92eNpaRPvIIU6vPMBzpfk8kqngyvAYH+s5idimPiKHoijJnGtVn0xR/1IcYZg4uQJjf53BF5dcREvNGKPZILXrFMJHcggpeWTiEkKHNfa1NTAt3kHNWyHy5+fIdwcRJZOjyTLqImk+s+dy3pq/mi+8dhlTVqfBwRWFzbt3RlEykV4dJ5kivKWPsEfHjgVdb85xjwZ7/JwoQ6NE11Tz5pRZvFIzDXRJ9as6ob4SynACyzJRRxPsWjuFifHd1LxdzoBWyY5JExCmRdjrYNoK64pl/PGVpeyY30jHphb0lKD1uSRSFe5xHQdhWtjJFLGNfS6Pxe9FZPI89+wiavZKnh9YSNvgYXwvTKTyrTGCAxHU/jGcTBaRV2n4az3JyTXEBg8wkmogqBts7JrM1OQB7uw/m8mPZVDjWaSuYRcKVKzvozzoh3e9OT0aSiKLPRpHKRRw8nmiT4UIDpno3SP0PDmRxk05pCLI7fPhTdkE9g/ijMbxFEs4qTSi6JodDWbCpEeD3NG3gv3xGiY/mhzP5MAxDOqf0sGxqVmvUorEqH8rzUiimmG/IJCU1PS62Y80DFpXp1HHxu0DQgEOvs/Y/6BrUn4gFohS0kuwK3nMb+DKXR/DNyJIPl1PMGK6KWY6zbTgADf1nMuvpz/EBbtu5Zzlb/PMy4tYpZ7H8NIYNS+7rMzYOwmUTAYRDLJ48QHCaoEfTv4T5593I99btpoHXr6Yu9e10FZVIqiU+FjPSfy2eT0nLfgkI3NUPKkIwUGH8myeoSUxhA2VA8PoZ45yRdMe6vQkc309XJm5jsShIFKV/Hj5Q2zJTWSmv5ffTDuP7hUBrL0hmC6peCeMopTYd6SOLx3/HDf3L+G+0x7kprGPo6cFnjR4Uw75agUt72pL1mTz5ObUk27SMEMCbyqCGXRxAQ25As7IGCIWJb6ywNT6IaaEhzgpfIA7wqtIHArR4GnG93qG/NxmPnHx87zw7FIOn+vntNO2szk1EbssROcRPwjITfFy2tJdnBHbTfy8newv1PFsZBFaTqAaUdcCoCSpW2OSPK6eXJ0KEsoPGMw77QDvTG3g1hmvsHr9ChquPEx3cBLp6SaNgSbCHWEcv07veRbnzNzBnt2zqSkb5choOe0TBmFyExdWrOH282biSUawvdB8zwDxpQ3ka9y7a6HKxYh4EmGaH7dwwkHURJrEijwjw37qypqpOLuPrvo6AMqnjTFwNEbl5gYqdobJ1wUJHkpgVgRR3nwH21GoqU9yUeU26msTXHXZTQgJ3jFB/QGd/nNN2p/y4rl6iDmxQV6vnkdgwSgTIyk6RqoY7QsRbE4TetbLoYsjBAaiSAHFKgm7/vUY/9eGq2r9wV4gPhA1iHet98Y+sYTqVwcR45h363A3A2umobwSQ89IjKig4blhRk6oonJ7isETy6j9zQ6USJjzX93F64l2ftn8InP+cDNSlQQmpyh0lFG2H/S8JNOsoJjQ+NgRZC6HkyuQvmg+sU19pBfUs/7eB7ih73ie2zaLe09/iLuvv5L8bUnObdjNr185FSRoWYEnJfAmJKUKgWKCYgASjCiU77cJv9FF+uRJhF/cizW3FXXTHuzF0/H0xjlyRSMtq/sZOr2O0CUDrGrYziTvEMv9GWa8dj1ql48nrr6bm679LA//9qd8Z+h09qVqOKt2D0eL5cT0POs/fzyHV6ksnt3J22+1I2wXpONNChwVtCI0ru7CjidQyqL0XtVK4+/2kz6ljXyVQmjQJvD0NtQGd0JlZ9UxsFTFGxcgwZuSFM5Kc+2Ujfz6wBJm1Q6wZcMUml8w+P6v7ufKx2/i5Q//kC4zwnVPfBI9625DWh7qpvvKCUQPO6QnKDT/qc911/Z46PjqFMKHFeqfOnrM5m9kcYzqJ/bT95FpnHTVVp7ZMZtAeZ4Jd5pcs+YFKtQsvx9eyoauyUTCedIHY0x41qTlOwfoP11y8Juz8I4qTPjzEAc+XUWoW3Hp3lEXu1KzWVK2/gj5uc34N3e6Na2+fsSiWWA5DB8fwZOW5C5Ok036uWj2drbfMY+es3Rav7iF5GULKZUpOB7ITnBQigLHI/HGFWyfpPWBo+R/o9K/qR6pg1lu0fOJO95zraBiWpVc8bvz39Mcefj49y5l9/ccH4gM4t3hTUmEZWNXRV0RlMOQOxwlVpD4kg7WBSlKO6OMLrHwx0MUl2UQj3iRsQhzfd18b885/DxyFC0vCB+GZMnlVvxDbAVaQqNxXh/ZkhfnpYhrZ2lajMwXRA5FGZmjckPf8fyiYROflIIRK4JasDi19iB5x0OwR+Gbn37wGHeir7+clqYR0kUvuYIXxxG0145wyDuR8O4wI/MUom8GSEzxUbVVI9nmp6IUZdrZHaRfayB+YonXpq8+xu24JzGD86e+w5uxSbyQnYGWMbhk70dYUn2YmyesZWehmTnBo+jC4k1LUvmWyltWG3evfJikHaC7VMmrQ+2UeQv0ZaLIFyIuvTkaJnzGIOKJMCNzFezJBYr7Akx4XsOuigIwOkvj2pUv8dzADCxHoX+4jJcWPkCj5sWeIig5OoNzIuh/jvCNI+cz5bgjHLFC/OPQyXxp5V/YlJ7MQCGC/VyMug8d5ciWRhrm9WOtj6Jm8wifl2+vfJS7dq7E3hQl3xBAsSRjJ5jUvBiEUxP8uH4DJUfj+Mghnsgs5A8Dx3Nj41rmhnv57AkvU6uW+HLlSoaenMi69bNo93dw18rHeXRwEflN9fzgnD/w7X0rCHsNllQfZkagj++aq4jujjA2Q6dpXwgnHIT+AdKTgqimJHtyHnvIz5Pzfs2gHaJFS3HT/jq+eu/brP7KREYWgachQ8hf4sdTnqazVEujZ4w1I/NpCiTY9ZMKnpj6FBeLD+NVLT7V+BoXvs+Y/58txvsYZRt7ccbiKOMmuzbQ9JKNJ2mg94wytLiZ2tEEnqEY/oEspYGACznO5Ln8zeupf0nlgeBJNGy1CBxOE+oL8uiihQQ7dYSEf2j9E1ds/AS+di/hV4dASkI9AiWZw5OK8Ny2WXxSCh5o3MjENdcTXaTxx43Ho5cXmfR6mo1Xt/JCz1Tyh6J4c4KvL3sKRTjE7RC3vHI5hUodbxyKE2LUHTeALBbJ1wpwHDxZByVdYGdfPa1jOchW8HB6MmvHprGrv/4YMrO38nWuP3gFyXkhkvuDDEVHub1zFZrmMLNmgH0jNTgLfTSuTeJLhjl6WgW7c/Vs7G8hEw/y5ZN/T1Ap8ZUJnyRg2RgNUYpmFqMhQmjuGImxMMFeN2tU0gUQglBvmO3pJrr7KqipSSEtha2lBr50dCG/a3mOUcdgZfgdrpv1OeJHNV5adg/XdVzJwMZ6hpaG+fyEF7ll+6VUTfBzeuUOGpcl+Vj1er7Y8inKElGsqB9FOJQKOskpHoIDJlreBNOH2VxJut/DLf0n8IvG18k6JR5tPotDQza/9yzl1tqXSDp+vjV8Cvc3P8+S424ltk9CTSWmVPlq81PcMPkmnk/M4n/NfJwKJc/6fDthpcjMpZ2MbZhI5IxBjC2VFCo9hA568I+YLjS6I4hehKNWGbqwuPbAVQSKGcrUPGqsDGGB4wh+Mn01T6bmowubgFLi+tp19FkxdjZM49FMG/e2riaoOByxQv92gP8f432Stf5LxgdqgTjwuUYmPxpDzRSPYRlO/d6brpGu6trhSV0lMCRwvBqB/vGypqbyzin3se74Mkypcat1KTguZfuv2+YRsl1uxcfvvxmvCpENh1zDW9tGNVzORXDQ4Xs3PMSIFWHimus5fMEvWbH8Uk64ugcFyeZvTOCxrQtdcpUp8CYEn/3lp1BL7v48HBD0DzRSNurg236Y7C9aQaRoWF9A2g7ehOW24bqDSN0gsl/ljXltfKnxWSa1WGwolTPtpU/h6/RyySXreHu9j9kfG2DnSB3nTN5D3AwyVAjzoeb97H5+Ch1f9PP1hX/m6+vG71lS4BlR+dzvP4GehYZtnTjxJJ54kuLGKeh79hH8dRt2s4ZiSZfuPK4LodiSt7a14UkqZA5WU5aCH9ct59vta5j35nUE/SVyu8qZvCFO7ZVpzv7jbXzvokdYPm2IuS/cyM0bPg4Cwlu6eezRUyjfb/OZ1lk0bzyKMxpHHVC5Y+1lhLo0KtZ1Y9W7SlZlOzW0XfvxD8xkSmCQKX+5AU91nkmd/VRGQkwMjHHt7qspGjqTK8eY//AttD47RvyHNvIPvdz1ygX4+zRaXhtg7ZJpvL1jDo7HrQVYQYeGVyC8sZNSrgV9+0F0vw+7VEKxHUTBQS158Y1J7jq4kpFEmAcWP8SPKi7k1uevpG14C+W7J1HsD3HDhs+Snm0gcirSI/H1a9gBSevhPawdm8ZPV5+P1CRGswF86X3F/Ae9i/GBqkEI3ePy9rVx92bT+GeoSrWm6p+hJZX6WqzDrqiHmNr6z1CWmJarC1Bb5bbaVJX04iZCHa5IirPnAABqZSVOMoVaXUlxSh1qwWJ4UZD6taM8u/YxVpyyCrM6jPbOIZxpLf8q8hGg8q1R7Kgf7cgQMhomM72CwJq3UKe2Yu/vRC2P4aSzKK0TcDq7UVonYNSE/wUy0wxCYFDyszvv5Us3fIrh+ToT/jqGWRkgX+0h2Fdk6j176TwjhPB5MSbXopZslGwRLJvc1EoK5SqVm0ZwAl7UZNaVgU/myE2twt+XQ+kZwI4n3POsCFeXYWK9q6dZFgTLwYz5XGTlgiCOCmYIfnXtvXzhqzdghAXRwya+3jRSUyg0hvH3uBZ9xaYoyUk6wSGHcEcShuOIgI/SpCq0ZAkUEB09YNuICQ1g2QjbwawrY2hRAC0vCV88QG51HaohydcoVO4y0JMlRueGWHjdDheJmclRmlhFtsFD2d4MqIL4jDCqKQkMmSAhNdlD1eYEQ0tj1L42ivTqcLAbcC0DRNi94xdmuEJAnngRdSRFcXI1vq4RZNCP49FIzIpQtj+L1FW3S1LvxZewOPxhmPyQQ6LNi1Qh2mXy+vNffM+1gvKp1fL036x6T3PkT0vv/58aRHH5HPpO0Wh9JOG20nbs5eBt7Zx26g66bptBxyoPrasrObosSM3WGnpP0Wn9fhyqK5j70F7++NZiWlsHubLxHe77ysWMzFXQp6ddyvYYFKolg8fFaP9ZN6K6CieZou+qNupfijO0JIZ+0TCn1h7kjxuP54Sre1hxyiqefe3PvF6EW7/7aYyVSfL5IHY6hr9Pw/ZK1KJALcHhy6owIg6xfZOoXtOJ7a1ErSin2BTF0+Uht6SV4OEU+26KMOV+D91nRZmzch/TwwMAbBibRKqzAV+fjnbpMN/80MX0fN1CUU3+eMPv+FNmIgNmGR8K7+LrF3yE1JlRBk90dRCFkDiOD2MwgFJS8KQFVWvz0NWDLC/j0CfrafthP0a4htGzo/jGIlT9ZitKWwsAwydUkDy1iBOvQs0peJOCqtP7OLXmAL/btQQhJOKIn++cdQnDd5ZQBnzMuKaDvlwZI9kg2R4FlCjT/qGPo6dVUrFbMjxfIfJOCadYBMui5/pylI4ok39zFGNuq9tuPCFA06/2ceDLU1m1fCOPb1iMXlmg5vI0PXeXM7Oln/0D1WROLfKZ1te4a9359Hx8Aj3nltP80x56vl+O7BGUbzPo+56GtVngeAWDJ6uoYZOqZyTKcIJIdxgGhlH8fqxcDuPMhaglh+6zvPiHBZEPDZIq+JhVPUDyIp3uax0mX93H8KcXU6xw2ayFiyxyGQ3da2H1eLFDClNv3kf4OQ9H17UjFcifWoLn33u8/50Vpf5Txgcqv/GkDMp3gyi5ysrg0n5f6ZyCmjXQsgpKwUIxQctZLjFLSoRpkXc8IAXn1e7k0cFFSAHCFpSKOnrOlaW3/dK9HB7d9Z8A1IJrmCtsOLdhN4qQ6OVFFCRmdZjXi3CyD1QDbFvBLmioGRXFBNsvsYISKwg4uHdHC4RHxwgKsB0c3Q0AYUv3bmkoKOPfzataeBUTr2JyQe0OQpU5ShU2lzRtx6qJcubUfSyY0MNuw8tVkaOsimxjjgcK9SEcDaQiEUJi2wpGQUcxBI7PwQpK0FSEqrgwZQFC1zEDru6nWhw/4ZarPqUVJdIBpeQqV0kBQd0gpBapqUgxp6kXs9zGrA6zfMp+rKjFmeV7qPJnKRZ1pMf1DEXXcDwSIySw/dJFVaoKaBqK6qJBpdfjWvlZDlIAmoZqQEAx0CsL1MXSiGiEZVMOcmbVHhY2HSXoMUjaAbyxIsXGMIVaB6FpCEVi+x2kR8O0VMywxApI0B0U1cYMCtB1jLDqQsO9Hhd9ajgIW6Ll3S5UxFvE73GvCeEgimojFPdcoYAVds+xUNyOux1wwOOgBANE9SJmmYMZs/F7zfcd839Huvd/yvhAbTE+dqCbe752GZE1rsOWLJW4q2vrMV7GjcddhEylEX7/uHSZz02VVZW+x9u5cepr/OCZ8/CNKlxxxctM8I7yh9MWI0sld0EQisvKjCfcvx0btSzqui/5vHR8awbBHoX619OMfcOg8vIBRi6biWrA5u/fxzkLxok170J6HenqFDpuHQNVQZYMnGwWxe8/Bk2WpRJKIIA0LVf+LZlC8ftInz6V0TnKP+d2DCQZOLOO2gd3MXDNLMo6TcyQgnDAk7EpRVUiz+wi9pKXttAwW85sPAZFlpbtQrBt2+UsjEOX1fKY2/L0+10ouSOx02mE7uosvitFJ23n2P8b8yYzPM9HzdYCll/D35OC3kHi500ntiNJ/xnl1K7sQfuI455foWCPxVFjUVcb0ut1P8O7kPeaamTJwE6lXfg4LlzaTqVRKysZXdFKxdYEdtSH8tZe8ufMpRRWCfUZaHkTqQj0o2M4I6McuH8GbddsRautQZomTiqNWlXpoksVMS4tqCIz2b9dg3EdTKRE8flcd/RIBEyD0vxWPPECg3c51N+cRxaK2EPDKOGwKzknHTfmHMfl+5guNseOJzGXz8Pf4Tp6yYCPF3Z/5z1vBcqmVsuTfnXZe5ojT59873/jLUbQjxqo4LdTIMwmBm86gVC/TehIjm9cOpM6JcMNd5/I8t2H+N0jZ7LgvN3semQuSz+6lb1fmk+6xYNHG+OxG87C+ahJxTqVN5bV80btbB7b/BCf6jmL3myMDze+jY3CX244g2KFTuSNw5Qe8TH21xnoZ47CQfjmpx9k49WtPLZ1IeXTvBgrk9i2wjkLzuKZrc9zyMzyUm4KG1KTWR7by658E6NGiGpvgqWhDm7fvoqWH0g6PqfT/LBG3zKN1rs76bi9lbL9cO9X7uX6e2/k5Mu38pmqH/NkZg7PDczg6FCM+edv50C6BpJx5KZm8nWSivOHmByKs3O0nkkVg4wWQxijU0le1MvGSQt5ZutvUBD0WHnWF1ooU/O8lZvM5s8uQN/Xg93WyKrfvsifPnwqHbf5OLm1k01HW5j46X5GV7aDhOy5GbYc/xvWFsooSp2nx+ZwV/09PJ2dQeYaH93FckaKIfK3NDF0osOcm7rRC0kOPT+JDZt/xD7DQ58V4xefuoSP3fcEd249n8/PfYnVt60guGcIGfDx6IsP8uXBk9j1lXkMz/egWDDt/ANkP9nOeY+/QZNnPa9nptLuG+SJ5fPpvdBi2ZR9RPUCN1a+xojt54XMLN64aTENT2pojQ08vukvPJZt5Fd3XsjrP7mPLw/Pp1zLsTK8kxrV4biXb6LtfpNDFwZp+/3YOFBqJ923zUdYsOKSjexINHJf6z0AfG/gLAbHYPW+F/lw++n0P9TIssZO/KrJP9SsI+UUCAgPz+SjTNGH+fzCc/nZr37KT4ZPRxM2n65cxwsT3nvY/7/gzfmBWCBsn4KIhGF0DIDMogJyix/LG6JsfwYhBRK4LPIOjy1dwMqKd9gwYQatgSHWzV1Att1Ez/kodySkPAhnHJPpSHShckvdi2zIt7F2bBpX1W5CKdmMzvES3ebnhuZX+eKSi7iiaQ+rt5/Mm5k2XuiZiiiqqJmiW3MouKfpkJllsh6iPHyQWj3FM/E5bBtuoGjofHnm8xSlztyGPlLFahgJMTJXwdEkIuDDMzFDQgsx22NjL00xLdjPk5k5bE83Ec/7kWkPz3VPI5MIgBTUZRLomSjdQxVowiGeCLLbqcN2FOqS47Bs2+HNos4cT5ZmLcAiXw+PJBfz2mAbQctxvS4tB59iIgwLmfAQVA1WTNrDfn898VkSHMHN09ZjYnOaP87aQiUhzeCPqQUczFezL15DpuClkPUyNZtGT0Z4tasNv89ENUBHZX2+nRMCB1EMm26jEtnvY23TNNSiA7ZrLPRsvoaQWkLL2+TbDBCSicExdhlRLg53cPfoEp49Mp0dkUbUUgER97BnrJaSqRHVCgQUgzVHZlObLKIGNaRp8kYxyPNjM9EKkmE7z6v9bQQ9BjHNNcjRez0o2RzB3hCiaKAWPEjpYEzLY+c1PlWxnpd8U3gwcTymVOlIVhFxhnguV+92uBR3W7S2t519sQ2YKGQcwV/H5jE/3AOGyV/Sc1l7qB1FkejCBh57X7H/Qa9BfCAWCKmA1NRjjyvKs+QCfiy/QNgSiXuhoorK7Mp+ypQ8dtjGlCpGmSRcnSUzFEJYJt6E4io7SwcchwOmzSTNYdA7xL39yxiujLhdgzIHqalM9QzRUjNGnZ7EkxJsHJ5I/lAUzRSIbAE7HUPNqCAlL+WmUB4+SEwNUK8l2DLYROpoFGEKzBkqHcVaan1p0qUyfMMKpZhEsUDqGiF/iUKZl6w0mVbtOoQ/NzCDeN5PNhlATyrki1H8SQUzKBG5Ap40GH0+en1RGPWSyGugSRpTo0hHIhzJmuR8jOg7zPcmcVDYPNZCX08FU0p5ME2EaXO4VIUomXhHVYZLIRaVHWG/1oRdZoGExYFOtpeCLPTm6SpVM1wMsX20ActWGe0pQy0oeNMKIjeENy4oySDpSotYXtJpObw6MoUpjQOoJZt30o0EBhR29tXTUrCO8TieGFlAWCuh5g38EYGiSJKmH2GY+ITKhpFJFA5F6CgLMM3owDuqMBKJInIqT6szqArmSB8qoz4ziFbwg2HyZGI+24420pyz2FyqZaQ7xojX4UXfdLKml2AfiGKJ0IANJQMlb2ADsUietOqjWfPT4hnll50nYjkKuYyPiBxkzeg8sNMUSh76C1ESR2K8MnkKAH2lGBt7WhiqCiONOM8PTkccCuIo8II27X0G/gcfB/GBKFIqlqs9+e4YHQvjSYM/7iByRZSs+9xzuXq6MhWc4Mu4RjNaBsUUZFN+fAM6araENw56ykCaFqJo8EJ2xjENSctUWeA7glHuxxt3KduHzApGs0Hm+nrwJiR9/eVoOYF/yL1w/j4N35i779yQmsy6YjVvlUyO8+qYtopScvkRywNdtPsGuaPqNZyyIEZUggAr4mA0xdy7kaWwqVjFcD7MmcG9HB2Kke2LoPd58I0Kl/tQAm/SPbY35aCnBMWjYbyjCvqYhmfQbQFjGii5ErsS9byZa+eNYg0TNEHe1BGGglHld+nddSGWBA9iV4QxYg4nxA6xMT4JoyEGjkBokkEryrZCC9sMH1N8/ZxY3snQSJTR3jL0tCuqq45fHk/SLe55hjV8Ccm63BTSJR9t+ijFSh9NgQSODtJRKFZ5kWVh7LIQhxKVLIocxoj5mFo9hGUpriZlOMheU6W7rwItL1BTrqO3NwXaiI6eVoiPhjnYV42WFyAlasGVsj+QrsYqaeSrPWzMtrrRbAl8qkVvsgwkyJB//HcAq8yV21cVS95R/wAAIABJREFUhym1w3SaJc7wF0iMhciMBVEGfOA4dCUrQCicPKGT86p2oBiCbekJlByd3el6jKKOIlwFs57BctSCQC0IcnH/+4r7d4FSH+Qi5X8ogxBCHAEyuGLBlpRyoRCiHHgU17HnCHCplPLf9DxW8yaO+beX1D2l4x8p4u2Ju65R44XUu3auJPRciCXnfpyqrQ4/m3EKzS9kKdT6GDxegi1dYo/tuEArKRksRblvyykousPeU3/JTX3LGJvppfHlAp6D/dz88lXUrlO4MnMdgQpBS9MIX1/2FJ/95afILKh3zWDLJDiS5bG9PBOfw5bBJkxbZffxj7B1nkFYMflc9wUsr9jHCc/dQvVUjfPO2MzOm2fTeY2GZ/dR+t9oo3GfzV9mLaD0cC1fuu5CLp653dWkLEYpxeCeK/6RpBPgjlcvJTe7gWK5gpybwYn7KNZJAvVZciMB4sfXEns2AY7k1pYXGTTLeCY+hwdLAV6b9TiHpxW5fOcXqDlSR75aY0ve1aQ8bckuNiUnsfvNVlr3d9D0zGQcVePWsY/wpRVruKdvOcsr9rEl1cLtC1/gFx0n873lf+FAsZ6omufh7SvJNQh+ftUDXPf6Ndj7PQwYUV6e9Sh3DJ5MapLO9eVvoF7m8K3qHczd9lm8Y35KFR5+Mv1+7hs8jZH5XhKPtRHJSg5eVoXWHuXOrgtpbR7miyc/iyk17nlgJZkJEs/EDJe0bWe2/yi/HziBr574FDfvvZHAoImcWMOdE39PS1uWMw/fTrN3jLVn3025otBvC5K1Xh5sXMo2Yy7eS4dI/2OVq0m5zUvp6Wp6tGouPPGT2JbKXUv+Spma59a3LgNF4b7pj/C16gt4ezCMKiRPrbqbt4vN1Gop5jceoanFNUz+bNXlXDZzK2ct3YkHm7Tj4+z3OYf+O2QQp0op5/6TCusXgZellG3Ay+OP/+1h20jjby2i0NECejzvdixsxyVvAUZvkOjhEvkjEQLDBvH+KNpAgkB3DrUoEI6DYgp3gXAcsG12JhvwHvGidvnoMk1XQ7Ik0QdTyGKRQLdG+EgB/ZArV5YuelGEg1qCYlRFLQpXrVg67Mo3sW24gdTRKMXDYbaWDBZ4PdSobkq9ITWZQLeOYo8rP/cl0Ed1KJUI9ksCvXm2DjYS7Sqwu6+OuBGkWPCglNxjOCic4OsDKTCirqK0z2Miim6mYtsKoqRQjClu58S2OVCsZ2u2ha1DjezqbWCnYTNZ86MVoDCpHD3nsG60DcV0P1PHWBWBfoEsGQT6CgSP5gkfVtiQamVnbwNrx6axd7SGITNKsehmKzaCkwKHMKIawoGF3iyUVFRTsjXezJaSyobBiWgFycv5ds6J7mC/WUIrgFq0UEuSI2YV+8aqERaE+mxC/SZDQ2UIW9LRU0Oq6ENFUpQ60u9BSLAsNzzH7BDJot99Pqag2K4F3sFSLVFFRSnBtvQEalQNr9DYUWrkqFnB2bFdSAGXN7893vaWCL+fcL9FuNfGPhJCOewnboeI2yHsogpCcMiswqmIkBgNs2W4iSZNYVe+iY25NvaUGggI2GVUI70eRowwU/UcE7QCcfv9Qq0FtqO8p5//qvGfceTzcQ1CGf99wb/7H/9Hp1XYLjcf23Yn+riikmIIhDP+Ylu6DXtHulJgJcCyXSNd0z5mL5cpub4VAB7hoCquhqTbAlRQbBBSIlWJYkCu4CVuh1BL4/qYJVBL7nFGjRBFQ0eYLusxrJiknAJRxY+qSrzKuOR8uUKD11Wtsj3Sbb0BQoJpukmbqjqMFEOYRQ2t4BoApx0feSkQ4/LpqiEpGjpawV1ATENDLSogcPEftkPcChI3ApRMDccRqEgK0qBYIbC9gkKFgk81KVQo1HjT+D0miild79N3W9wOZCwvtq3gUy1CXoMRI4xZ0BmzQiTMIPlxD0nFgJRjoxQVVEOSNrzowkYRkmKFIKIUKFNK+IRNKQZm1EuxXGXECuPXLUrl7x5TIh1BMaaCpZAteEk6AcbG+QyKCVZJI2EGGDYjJAs+ko6bwgtLYkY0Rq0wJelgxCQp0zf+VdxYGbND1KopSjGBT5gUY4p73VXF3XKIcTl/YNiIMGKFoeRmnSNWBOnVUX0WPs3CRhI3gmRtL6NmGJNxNWohGCmGKEpJUcKI9a6r3XsfDuI9/fxXjf9okVLiWnlJ4IFxp58aKeXA+PODQM2/9yZOwIsSLMMel5c7dHGI8j0Qrgrg6U0e6/NfcdbrPFS7mOdP+REXDt/Gl5at4b6dF5BtliimRPp0hANOwIMi3H74pc3bSDX4uTS6hesPXsErcx7i1D/dwsCZdcQOlHP+Fet5ZOISfrz8Ie768UdwHMEtr1xOOCCofW2Ew5dVuYuVqlLtTfDlmc9jzlBZHujic90XsLOvHlWV7Fv6EIfMLJlrX+HGz9/EL3aejP/iAE6ZgTFvMrlzMqTaw3x99mN89boL2LH0Pk7Z+jGQAjPouoTf8eqliJKCnlYo2zbMyInVGEeDyJCDnlRwkh4URVLzZhqhKkiPzkAxyvFlXZxb+Q6n+bv5xuAZvNk7CV9WEnrzEPnz2/n1xL9yXvwW1nTN5tH5/8jVK67B3D2J7hV+bJ/kgmWbmB7o57Lqt1ns6yfjKFy16xqEIvn6mxcgiiqr5RKm7hgh21DDsmdvRXHA8go+OmETD46eyNrZD7NszS0ElBIrn7uZaVN78aRAOBJvyuaNeCu/n/Ygl/35NorXJujtKeOkafs5+mg7dyx7jC9vv4BbXrkcJWgxpa8HLRvDzOo8tWUesfoUjqNw3asfY+qbSeygB393hs58NRf2XY03LlhU1s3ynVdhOwqfmvw6zwzN4qebVlJ3wOKe+y+i6mART8aDk0zRf6lJZSzDNye/zCLfUS7ecZ2LFnXcOFufaEM50M1Pj3uLNn2M4978NJdM2c7sQA9vpNv5yP6r+FDtPhgYpidVx7JnbwUhKavN4CbN73Hy/D9QpPyPLhAnSin7hBDVwEtCiP3/9EkppRxfPP7FEEJcD1wP4NOjoP2tSBnsE3jTFvpY3q0ljMve9xfL8Hb52LWkDm9SkrCChPssQCM11UbqKqWYxNEUFEUBTWWCZ5SHBpYQVQt8qMbVHrSCglC/jSdlsC3RROiwxpbcRIwotNeOUKjU6R9oxI76MSKOm2epCktDHRSlTkexlnXCZnnFPgKagVexj7VAvzs6hVJYYXLNKNnuRrLTJVqyRGE0SFmfQMXB3+klfprN0vrDvKU1M2LEEKhMmjxEzvAwdDSGE/ZhRAVqXR5HCgzNQ6AqRyHjwyrz4hHu9zuzfBdlSp6M46ff9vChsj2oQrLRM9/VUdTAKzQsn6A5lsAnbFKpADXJAsG+AI4uWD84mYumbWF/qZ4yRaMkLc5s3M+rWhsxX4HRfBBdtXHCfkoxSWvbAF39lZgBH02eMer1BHlpY/kFszzDVDYlObt6Dw8EW1y5QI/CyqqdKIAZEqR7y/APaFhzVGyfQrdRyZTaYXIVHqr8WTJeH6Vyib82S1mwwLKaTo7kK0jG/BhltTiaQClpnBHbzQT/GA/7a5nnP0Kqzs0wTgl0Ytcq/K+WKoxdfnJNDrFO1UVWCgX6fQzlNLbWtjBmh/hQ8350YfN4YR4IwYqKnaz2zCFpB0Ef48QJXZwY6mCClsATtWnyxTkjuJc3PCs4sb6LA8EahJAsLO9h5/ucQPL/zwuElLJv/PewEOIvuA7DQ0KIOinlgBCijv+Lrdd4tvFLgHCkUaJ7jj2Xa5D4RxXMigDeg0PHMoiRYgijrcBUzxBmUDBgREm0uSa3sT0KSipPxa4weqLgumznCvy4azltZSNcHtnJiU98gSnnDFDWaZJo07G8QWYHO9nX1sBMfy/r9tsc8k7EG4eyUQftyBCxfZMQFsiSwe3bVzG3oY9aX5rT/N2c8NwtBLp1pAKZa1/hu6NT+HLlAV7rXMKRjU2IGQKR1ci0hfFXZklPDvH02BxK0wr02wFefGk+ekZQNq4oNdbfiJaXVDqg9I4Q6wig5QMYYYE3JTEDUaI2eDt7cAwDJZvnjjcvprY2ycRInM/Xv8Dtm1ehd/mp6bFwRsfwjzbyZK6GUE+RA9ubebRiAarmkG2Pkm51cPwO59Yc4WtdFzAtOkTe8ZKy/fzpuaVoOUGuMA4zNyTR3kNU7AoxOthEWIXIUYN7upfT2V/Fj49/lOgRizv7VmK+WMmP28+i7pCNniqh5i3ueu0CbjxxLbEDJm0XHWar1kJPJkaoJ8eAEaVj3UR8o4IhPzQl36FquyTfFyUro/y5qgYE+EYEjYd6kJEgIpXlixtXoQx7qTgk+cr+C0nurUDYsG5eKwMHq6h6SyF6MIsv7sN/NI2WCyItE70ly8L6Pir1LJeF97P0iS+ABF9cIA2Tr79+IVMyOzlcqsInTDY+NZvNCyYws2aALd3N0O/jwcmLacx28fyLCwn2ChDwp5pm4C/vYwZ98IFS/5+h1kKIIKDI/03ee0dZVpV5/599ws2x0q1c1RW6qzpDA02TUUAQUEQQREERQVREQcHRCRjHxMzggIKJlzHyIqAiNE2Q2NDQ3XTOXVVd6Va+Od8T9vvHKRoMrzZr+VvT83uftc66Vbdvnzrn3H323ufZ3+fzlTI3//NTwFdwrL0SUspvCiH+AaiRUt761/b1utT69VCCQTAM7KqBUF6XEZtoCzqQ6SzWojaU3YeQC9sRuwdB1xE+L3YiiVpfhzWXPOwqrSztRckWserDpBf6UauSxZ/bxfjpFkqs3pHkJlOY/Z1oAxMQCVLuiOLZegjqaiCZQbh0zIlJxKoliLJDabYjflJ9ARRLUq5RCExYVIIKkYEST/76Pnp+eT29t+0kc8Eyoi+Nga4hU2lkRzNiZIL0uf2E96SdKsyiUx1aXtJKuVYnvGW+U0xlkK0xlOmkc5xBHyJXxK4NYe/Yd9j3QzEsRNnECrrJdjvLeis+vZ39X1rKoi/tYuv3VnLpLU/yw8fOwTchaH1gyJFlG1XQNETAj9kYQSlWSS2LUIwpND+fQU3mqXTWIgybYpOb8NYZRLlK5sRWwpsmkKkMckELmf4wet7m1K9tYN2dp1BqEPgnJBd99hl+vO1kTukdYOpzXcyu9OE+f4baG0xkNofd0cjb/+sVnrn8eESlSrkjimJKXDuHHQd3XcNsCCEMCzVdpNwZxT2Vh4FRUg82E/p6gHybh0Wf2c3kDR3MrQiiVp3cjT9eZvIUHydfvJVN967kzGtfZVe6Ge0aBSpVZMDnELTDPqQAqSrokynMkTHsk1dQbnCTbVNxZSVqVRI5UMD06yhVi0KLk+8IP3MQ2dJAdlEYYYNvsswfXvrnI5ZEBxY2yaV3fviI7rdXz/3m/zipdQz4jXBGdw34pZRynRBiE/CAEOIaYAR439/akVAVhKIdxt7T3eboH6ZmER6PUz8xPcPYxS00bogw9B4fPUY7g5eFWPi9euywn+SyCLXPacy9rYO69W6siSkUn49914UJ762h2CR5x7mbeWZ0IS88uZyexjhIycS5zcQ2Bhh5p4/6bV3MHqPQdMIk+e/3IIXActdR9Qvqf5XmwGd0mA3gmVGohiXvOvtVAFrcab6/4zS6Y3MMb2ij55fXM3DFPZz//YuYOU4QfQmSa5oI7w9w8MogPffrJC8uMHlGCN9oDf64dG6Mq6ZZEEyx46HF1Ow1sPU6JteohA6FnWrBJvBOC9wZm+h+N0okzOhnLcpFFyIRwPbYXHj8awTUCr/79SlE/BYvP3gMtR+Y4CcPvYNnr/42l+25itR0J9Hnh7HaW5G6SrLfT+qsMkxE6TgmjstSOXhsBM+eFoKnzJDOe1nePMDs17ooxDSWfHwXW+5fRsNrdQxcoXPWsTt5Ybibh357Kmd/fBNRvUjZ1rnvsbfR+orF1t6laLcmcet55nbXoxwv8U9FGX6nh8G15yCucBK4TcdPkjd06m6uYfJt9ZTrBEZ/EU0Ha7CBBcePkbq3lagNhedqKN2S4qy2HfzmlePhBpOPrXqaou1ifz7GwWQdb2vazaOvHsvC943yu2dWIzVJn4xTOKaNSlgl165ghCSyu4DLZSJebqXlzmnS/1Ak9B8qxhUFfP4SZzYe5IE9qwiH8lRNjdNb95Gs+khvjbDvEyHOOmYXthRsnmpzUvRHGP8TgDFHRbGWu6NNnh77KHKzY1uWX9eFvK+B2XeV6f7QHsBhQxz8z9UsXj7K/o2dhPc7nMmHv3U752+7hsaPzGHn8ihuN7JaPeyslbjyeJJvL2PndPp+kGdmdZjYA/uIPArT/9LF2LUGjdEc8T0xFv7LbhS/77DXhZVOo9bWgGVjpdNU33Ecsyt1KlFHBNX5SAlX3NFvjF7SQmjEJrFEYcG3t6PE6nls/W/p+/HHaX22wlV3P8IlgQlW/fAzNJ4aZ+6JFtp+NuBcAFs6ozk4IBdVwcpknSIqXXMMWaqGsxoyXySEtBGajn1cP7kFXso1CtUgNL9cQp8twEzCMaCpq2X2woXUPbAD0dFCelkNwevGsb7awG9//n32GwrX7fogym9qSfVDdA/oJUnk2SHn2KrG4YI0K5dDCTimwOgasmqQetcSQodKJJf4aPjNAYqru/Bvi2PXhhATs8hiySlk624juzBE6PHdXLLxIG/zDfCpQ5divTPD/m8vo/9rw851V1Wn6CsUAl1zro2mOUnZchkrm0foGtIwsU9ahp4qwUySwuoF+PfNOizT+iBaugSTs9jFIkJzBh+hqtjFIjcO7OOx1Eoe37wcUVXo+9qgc67SxppLII5fhty0k+q5x2P4FcKbJyh3N2CEVNwJA30uj+13IzfvQo01QGm+PNal88TsD454pPf3Nsm+//zIEd0jW975r/8tM4ijooMIBVvkSd4LseZrMZJXr6Fmd55q1I1346Azg0gkGfnKGrwzgsxCi85HTKZOdCMsCMQlvhkT72vDlI/pwLt7AmtmDuFxM/jFpQgLjIiN1CSokroNGsICb8Ji6kSV4AikFku6Hq6QWuSh2ChoebGEPpOn3BbG1gWep3cw9KVjsTVH+WmGbKTbQp/TsVwSO2KCkIi8RuN6wcxxAq0E+z56N2d89FoS1xYoDYSRqiR8UJA6ziC004UnIfEmTRRDMnWCC2FBzX6L4M5ZzPog2S7H1k5YkkpIxVWwCQxkkPsPoQT8DN68CMstEZbADFngtlETOpF90PDIAFPv7SG9pkLj4y6mTwTbY+Oe1mh81WD8TA0rZOKa1TAD0im/jlSRZZXAoI5vSpJrc5ZgpQrtD05S7qxhao2b6D6L0IEsg++PYNSaoEiim3TypxfR9vgptRuEd+j4Zm1sDZKLBUatSePzKtPnGJDR6V4ap3pHE2NnKdTsEhRjzvJx5z37KK7uplyjUmxQsNwOEazYKOj8TdKxH6wLMfjeAFKX+OIKpQbH2VtqEumSuOZUXGlBeNiiHFXwTzpJ1NC6PRy8p8f5rsa9mAEL/6iGVCA8ZBN6cDODXzue3tsPsPer3Qi/iTbhOGaZQRs173iSWn6L/i/uJ/7hJRjBN5ZN93/t5iO+kX29TbLvu9cc0T2y9fwjrxL9e8ZR0UGEtXq5WnmTs1ZHG3Yy7fhtzjk+lUjpOG5pKkZjGH33CNRGMOtD6BNJrKkZxwlL0538w/x5aU2NyIDvcF7BXNiGPuX4IPxy/f/m/WdfhagYmHVBxNb9h52spGU7dKs3O2vV1yN8HqSuUW2L4to1BpUKKILqMd1o6Qq53iCRlx1rvEpvDNOr8tyPf8RJN12Pb7qKe3gOqalUW6PoG/cddtXClg47AUfjIKtVh3qkaYffE8LhX7zZOUytiTrH6NIxmmvQD005I3FDHdbBIZTlfVgBN3o8CUJQba9Bn8xy49pHuf3aD1Cu0QntSyMyeZj34LC8OtrWg44O5U3xp25f0jRRYw1I08TsbkJLFZG6ipiYtxSM1TkMjEoVmc5grOhC3xcncU43wfEKRkDDv3EYQgFkfMrRuyiKM+q73YjXHbVU9bADmT1fWq54PQiP25lhNDcgEmnnOlYNRDSMTKYcub3X48wsX3fWSiQpvmc1pTqFhvVzVJpDjsMZvOGsFY1iZbKULlyFYkh86/c7s7hIEFIZsGxEKIA5Mobi871xgd6is5avt1kuvOPIOojtF3ztf1wO4u8WlUYPor4Xud1Zhhz7bgDvQ63MnmjT9yXnM9bsLOl7NHTFpmLlKD3eT77d5tbzH+HfdpxF48+bCGwZp9zXhGdwFis+heL3sufrrfQvmECac4w/3kdxVYneb3hJfdvk3Ftvov6eYcbSERSlQs23FpPu9eLKOwxJz9ZDFNb0ICyJ9/ndHLi1B9cCh3KsKhkm1vfin3A6osL5OUpzfrx1eSKbNJJrmvj4vzzId/aew0k3Xc/L/3EPz5UUbt59KaoiyRUNAr0r0EoSvSDRCxbVkIpacWYLvg0DWIvaKMY8mF4FPW9jeQTChuBLhxyVaTjEoY/3UG400UJVfL4K1a3deKclsfUpp+OQkoFrVfq/BLOnNzN3vM25J8T56hev5rYf/YRuPcXnRy9iy2AHrU1JxqfckNep6V9+mLepmM4WeOEgxvJOyrUupIDASIE913nxxHXMRUV6vq1z4KoQzevDZDpVml/Iok7lQVMZ+fgSiu0m/XdGuPWff0GjlsYvDP7x1Iup3mOQ/sUK3Fkb0y2IPrSN6slLKNc4zbMSdsRh7owk/Owgwu9FJtMM3diHJwGxjXkGrl1AZI8DeSk2g55tpm5nFd++aWRPC2J4GnxeSKa45z/uYNiM8u+XnYNhJcn8ermD+89Jgg9vZvgT/bR/ayNTJ6oYYYv6hiWk+sDy2+iZGN4ZQTUM7d+cZvYDK/AmHHFWKarAj99a2z8Kxue/GkdFByE1ie1+41DaI2lmlAi+pjyyWDwMsJ1NBTmx8xAv7l5IWEJgROHiwEF+GT0B31AFWSg43pe5vOOtWa7gHXQxF/OTzPhp213F9HkRs3GOq8+wbzJEuuylKZRl73ATjeOz1FbCDu1ZSuxsHv+hDJgWtmES2QcpLUAp4gZToXWvhW+8iJCQWRgkEhdkuwPI1Bjh/QEuCUzwlYEwsekKz5UUzvDapMbDrFgywp5dXdRty89XO1qIUhWPoiAME6mp2PkCWjxJIOnG9ntQihXQVKQQ2OmMM7oXS9TstsjmNapRlYLHQ2yvjW+6gjKXwqxWUWfT+PfUINMZIgeiGD4/2moL70yVM71lDhgqZUvHc9DNuIji2+tBz0Pd1iwASrHqjJiGiZUv4BpJoE9ojqN6Jk/gYIjwkEXS9KFMT1GzM0xwfwo9G0CdTGJncwhVoW5nI9mMBtPOjHCFq8pt0ydhZ7KMzC6ga2ceJVMEXcOqGniG5nBNexGWhe1zIXUVNVXEzmZRjCp2qUzNHhvvnIE2niCy10/triIIQXHWjStn4T04i51Mo1WqznEUne/VkAob8r3Ek2GqJZ2FW99wOLMti7rdJtKyqN0hqQZVx8rRDmL4FNwZiX+qQjWkIU2Dum15lFTeMToOvLViLfj/uQ7i7xVKRaCUjXmRLEzmglQbBMr6MHS3OR3Etj28fMr3+cCBy/jBGf/Fx3PX8Mmzn+TUH90Cy3KUb3LTe6+HQ+/y0fZ0DZ7NA1BXwwvXf4cJS2VTqZPft6zgpuYXuevZ97H21QX0j0zztd6H+OTu9/OFEx/nu1dcRP95B9gRb0aO+Om9T2HvjaH5RFaWu/7xLpa7LPLS4JVyPb9ZtorXploxDI3blj+Ais2jiRUkOpo5eGWQVT/8DDJi4x6e4+bdl5IaD3Pooh+yZvt7+aeLfs2LZy5if7qB+EwEMRVFaStgZNwIU6HvDsnYhY3kFlcJ1RXITkfRwxVsS6X3O92I8WnstkY+/fX7WeWOU6MojJgqvzjzRJ6f7CHy9UbUQhGzrZ5bPvIA9z/2dgbe7+HcE7fQ6UkweGiWRQ9/AmEJbjv3Qd55/YNEFS9/ONnNo+mVlK50MZyvYTwTolzWsfI6/berDL0/RqW7jKLZBF+q5bFPfZv/lTqBUwL7+eb6q3j3Tc/yX+vOpH/1IfJfb8W7fxrpcXPJt55gvBply+5juGVDJ7eqksuWvIZojrHplB/wsbbz2TLaRk24QM2VYQ5e14zSnce2XZzceQgFyUujC1jw9S7KMT+e7aNc/+UHeXD6ODK3t/OTf7iDq3d8CL+7ysWt2yjaLn7+2zNZ8JCPiVOiND0xiR0NwOZdvO+V6zBKOk+//Q6eK/bw/F0LsaXClolWOj7k4+KvP8m6x2OUL0+zpnmYF8e7uHP5D7AQpC0/v5o+gWPDY6x/Nkbb9wZ4al8/QpGsXjAMJx15u3eqAY7uDuKoyEH4FzbJ47o/g+uJzQD866GNXPGLT6MvztL+kXFnRSGVYtFmnS/HnueS/ZczNBRDKap0Lp3gfy/6FR9813UoY1NQE0Fk80422u1m/zeX8qWzH2JtYjnx23uJnwn93xjhuHVjbLpkEdc89jQX+dN8emINhy5rwmgMoyUKSF1D7h+Cpb0oFQN7cISJT65yYC8N08wUg1R+3kh4yNEwHPyoinfATaW/xKIbhrD6Oqh+NUPm4WYan5pi9g6dlmCG6WKADSseouvJa+j5gekUo9kSpVBx8hBVA+nSsYdGUZtjSI8bs8aPli0jhQBNQe4dBFuiBPzMvauPdD+YjVVUl0XkaS/BcQPv7gnMiUm05iYO3tBBz7f2UF3ZzeRJHq79wFqeunAl8idVUmUv/7HoAa549BMcd+wAW17pRc8qtK/LIVUFLVN6YwYxNoHa2oTUVKTPjZItcuD6Zmp2w9wxkr5/GyP+ng6ank9SbA8R2BZ3PDFVhczZfaR7VTp+dJDxH9XRGU2xa6SZvhsG6HmmxL4bF6PN5Z1z33MQrbMNO+hFVE1svxvbraHN5bGHned+O19atdeSAAAgAElEQVQgceUq/FMm/p2TjHygnaYNJaQiyLe4cGdsArtnsGcTKH6fM4Nwu7FSKTJre5hNBrmwfye7002onw8f9uaU2/aQvXw1oftfJfGRE6mGBU0v55k5LoDpA3dKEhwzqYRVgg+8ijxxOdqsM9uygz6e2vLlI84VeHuaZde/XXdE98iei458v3/POCpmEGJOw1eZYl4FwaWP3EjdAHg2+RE1UafkO5UipJU57rlP8uzpd3LeH27l+g8+xo9/eD6rd3wW9/kKnQ8bxN9RR9MLHkQujxIJ85HTn2d3qZUvtqzlxo9fzo7F93P67pt4+GddNLRX2Ftu5nPPXcbdb/sp//T2Y0meUoF8LaF9Ks2Wxci5jvtUx93TnPb+1+j3T2BIlXe07eELH30Pu+JNqKrNtpPvJvk2iwnLxy3nfoLkxQX0J1rIH1elZm+UXNFgz64u/umiX9P15DUMnfMT+nxXUkl4cc9ouDKQ6zFRygqutMKCX9nMrYmRXOw8gulZP9WojVoSdD/QjRgah7ooXdftpz8wRZ2e41z/Xr7WdR6vjHXie6qD2MMVJi/sYP0Hb+c9Wz9L9v1ZfnXM97luzwcJxfwMb/AhNbi/YTW3nvUoEbXIXZc9QllKzlvxMYpzHpBulLLziLfo+yoT58TI9FtoOYX610Jcfd4zDJ5ez5eb13Hh4K188VO/4PP9l9GzaJLxRzuo21HB9KmEPzHGDxc8xJXJm1FFil27Ojhh5UGmTl3E6uDDPHr9MmS+FrwW/bdEGL24mWKLjdQl3qY8lQpY2Rr67taxvDpKsUr3NfsZStcy83I7F12ynidO7sO2FT7S8wd+O7mCg5taiG2KkWtRqd1TodCkE7l/MzMzYcLRAot9E3ykdj2X/8NHEQIqw0F697qp/dgI9mNBbrzl1yx3x7n0uI9x3sJNrPCPsT7Ty75UA+c072PT47UcutmmPFsPArz1RTgyiv3hsO2jewZxVHQQSqqAmR6HE5ejDsRZ+LO80yls3En8dT5lxM/jY1UW3Cs4w/o0bbtM7h1YQ8tP90JjHWf+egv3WfO8SmMp0Wgf2U4XS70vcNPzl/Ng7kQuOeMVLjnwXuq25tHGZrGzOe574kwW3Z/lxsRHaL50kucW38/Ps92sP6aXqZ1drLhgL27V5OCBxX/EkLxz+kwuWbqVek+e2XKAM167mpObD/HkU8fSvSfF5Bkhun42QPz9PegbtxHoXUHdtjwvnrmInh+Y9PmuZN8pP/szxuWz6X4a3Dm2/mElmQvyXNq7nXZ3gj3FZpb642QsL2tfeBs0LiKxWOd3rT9lwvKxpbSAm4Yv4cToIVwdJiOvdYGUxF5OccPIuwjvTDBxZpQrt11NdUuU6PZtdBldADyVOoFTr/45/2viZB7Ry+yYbmbbiT9l3Cyxs9pA2vLxSq6Hgw/24Tl/mvObDrDQM8k3e85lhW+EmJ7hnyfOo/61Ai/nesFrcWzNGJu3N+DZP4n0urmz6wE+sPvD1O4tU54JE67YbKltpedAgruGzmDr277Hr7I9rPSM8tXAe2g8b4zr257HkCoX+CfJ2SYP5/t58DfvYOZYF533DfGV1t/zm9BK1t59Ju/76CamKyEiepFmPcXdvb/iHcOfxj9SYvqEEM1PpB2ptS1pfFxH2GH+7ZKzMOa87Hr3nRSlweYVNdz5nTP4TudD3GyexW0vvIfm9gRn9+7jhvrnGDNDnNo0yDOhhTTrKTb7Wtl78s/4/PRKfEqV66IbaX0L7V4ijvpHjKOig3g9Uov81M8EQcrDHMo38ylzheIfcSczaR9NALb8M16l6XGTX2jwUq7XccPKCx4f6adS0enOOY8FSIlWAmzQs4L3tmxFFypPJ/r5QutavlC5lsXBSdyKwYYVS/8iQ7JccmGUNZCCjVo7ek6g5Mv4Rh33KE/CWZ7TSs7r/nQDXsumkvD+Rcblxng7X1y6jm3GMla2xDGkSrOeoux12Axdrlm0ksnkGi/y+Ay/yqwib7mZrIQZSUWZKQRIZn305IvIcgUlX2b3dCOdxSy+MY2sFsBfwUmOmk7WR63CutQyRtMRbFuhMOPnpbLOqR7BT1Ld6MLi1al26kyb3sgsz0318oG+V/l4/4u8lFvIa8l2UmUvtbkKz4714hlxszaymJZM2aGPAz9Nr2ZmNkQ0XUL1awhLYs55EcU5Eul6dJzrnot6wLJp8mVp1NKsLyxirbDp1Od4ZHLFYaalLFf4aepEnp5YRChVZW1uOc8P9eBymYzEatgYmMM74kLJJvGPhRHFMqqqYEkb1XCqf6sFF3pOYX3Zz7BRz7n+A+Dzcl/qJKRhoic1Jl1RZtMBOjwJRsq1xFxZnp1eSIMvhzRN9laLPD2+EF21CaplnALmI4+/5wO+EOJc4LuACvxYSvnNv/CZ9wFfmv/T26WUV/y1fR5VHYTpc9iUb+ZQvplP6STw3uBOKnOuw+zJP+VVVisqwYY8G2YWoOUVXBlBcTCMrUtEPnl4XV0rCIRl4cpCl3ua/YbFzolmujpN1NIbEJtqxP6LDEmlIvCWnJLt2WqUSBYolvDHHW2DN2kipbOUKQyL+EyEXtvAPaP9RcZleTSIsURFqZg0erKMFGtY6fdiSJXRSi1+r1P8VIlKVjRM8/v4UufaWSrZ2QBZQ6BnVEQhgW2aUCpTiseQxRn8ExLTq6EV53UV8x2EVpS8OtlObjaAKCl4kiq/TR/L0obneTXRSVAvk4xHqK8UcCsW8dFa7D7Bat8At8YvZWS0DgTUF2bJjTZSMyZJB0Io2RmoGkgpeXR0CeqUGyWXdJiSEjzTLmS5jJnwMGDa7Ig3UzRdCNvGtFUSVoDt2Va20sbJkUEOjDSyqFjCGxLIapW1o4tJj0SIZjI8Nd2HOujFcMHWks6BYD3+cYnIFwnGTWSp5FAVpEQt2yhVGyWro2cEj6SOZSBXx8oFI0hNZd1IP43WATyzgrJ0IWwX62oXM5sLEPBUmB6pYSwQZZE1zDPFRaSGo0hN8oi2HHjyyBv83zFJKYRQge8BZwPjwCYhxCNSyj1v+kwvjjfgyVLK1HwV9l+No4JJ+Xp4ExJRqvwRh/LNfMo/5U6655TD7Mk/5VW+zqqMT9Q49QspiVYQuBMOHFcaTsP1zElEsYI7Y3OWN8cT+SWYhsrLlRqqNV5eTnQRVku4k+pfZEhqxTc4knpaxZ2Zh9uYjnxaMZyOQi84S5liyoNSqODK8BcZl6/zLSv1Pj5f/xz9wSmeTi0mpmUIa06NQzXqBgEzxSDTs2GmpiLMjUdwzWgOQ7L4pkYnJa6Uc86KIXFlBZ6kI50W5QqiXMGTkuSmgrhmNFxpBT0LO1PNrC/HKBo6rb40whJU6718KvYHRFWhQxNMmWFG4rWoGQ1tVgcp0bMKislhfuTrSfDkXBBX+g2mpFYw0J3cHu4ZlecLi5C2QrbiQUaCfDi2nl59jjZfisFUHc8ne6GqHGZaAqQSAbS8grBtRiZr0UoCrSSQKZfDmDSZRw++qZEJgZ4z0YomnmkFT1KyP9vAeDrCk7llVFvCZBN+hCLQcxI96/AmR6dqKMz6mJkJo+VUZNqFCPjZku1wQEaGYCodfOuNXh7h9rfjBGBASjkkpawC9/PnlSHXAt97HQEppfyLldZvjqNqBhHeMo2dTCGaGg4rSN7Mp5w+oemPuJOlJuswe/JPeZWBsRKlRg/qJ6eZ3d+CXSu45wP38NFXryK3qpnA8wcRqorlcW6mYoPCkueu491929lz5g/pf+p6QkvdZAZaGEtHaP1DiWPf/ecMSRuFrO3h88++j67uaRITrZSXtOK6ahoeg6kTXHS8oFANqXgUBaWtALYk12P+RcblgVUFPjNyEekeFyc9fhMXrtrGpol2dicaOaZ+nB2JZnLHuOh8pEh2ZyO3fuERtubbHXdvt4+7Tv0FHmHwtY1X4x10UWmNElw1h7mwBePyJIVEEO+sy1FtivnaDl2wZtlBNhzoorExzdRklG90PslvE6t4btmvSdllPnb+C1y1/WYu23Qt6y78d64auogdm7rpWRnns6c+yc3bLiW/tJHLL3yBg/kGrml8gX/ZdS3hbQp22MftJ/+aW9RLSK5pwjfluHtn+01iC9soN5pMVsPsO/1eTCwuiF7LF/a+h1Obh/hU3XO8K7yFXyXWsO2C73LK0GdJPdBLU8ccX17zO7pdM3x64JO8fdEOLj1pIyGlzGvlTtr0BPf2nEoq1UH1Y0mMdAflWhf+x+awdQXpVrA8UK4R/POC36Ni843R83HvjfPd017kntpTyCySqK0FfnT8T1mXWY6uWLS4UvS5J5gwotx37zs5PfIKn3vvkwQVmwnLzZq32Ob/jjmIFmDsTb+PA6v/5DMLAYQQL+E8hnxJSvlXzQKPqhkEibTj5WCYiHlGZXC4iD5XRCZT6BmBqBroBUc3oecURzBkmphDASKDZYdXOVlBiyfxD+eZTIVwZSVaAdK2D6usOYa78zJiPS8RFQOtKFGHPLw03cW4WcEz4BjpeuI6hfEg+mSa/dkYuZTPGWXzgrTtY6krwUr3BKKiUKi60IqScq1OezDlFF7Nq5XVimMRaGTciKqBUlZ4Nt3Py+OdZIcilIeCHDAKLNT97J5qwvQLvGM6o4UaiuMBZsei7Eg0MzVWgxGUuOIph21ZaGUgW08u5UPJOIi4Xj1DNaxR6KvHCGgUKzrViE5TMOecc9HpfIVpIUwLV8FmJBdFyegUKo60fEO+l5fHO9ldNXmlXE+PrmH6BJUJP82qyvbRVoKDCvFUmLgRpVxwUQkrpAwfV8VeJmd7qQQF0uvCCLnYW24GW1COKo7ZcNlEKSpUoy70rMqzU70Mm0W2V8F2qySnQ7wy3cmmchubSl28NtfKtGVTDUkCcQujxse+UjM1SplqWHAwU0+3nqJGLTNjhNhfaeLKpg2UalU+3LmBUp2LUo2CEvDPczJtXFnQ87Ch0Mu2cgd7xxuRlSp7yy3YzfUAmFWVTi3PnmwTB/MN7Ck2E1HKjBk12B6N59N9NGuCiKKxrfwWXHPmY56M+Dc3oE4IsflN25Gtj/5xaEAvcAbwfuBHQojI3/oPR02UV3Xh2TmGdOmHITFvxs+Zvj/GygkL53Oa9mc4OtfydvLtEmEXMH0CtYSDNCuo1G2cc/T91SqWG6RbRzHg4Sv/nSfyS7ju4BVceunzrL3jNLT3zXBp21Z+tu9cSCf/DBHHPENSzypMj0Wps52Z0I6HFtOq7qZmvzXPj5ROfsV0UHGutEKDO/dnCLvdU03sPflnHLfu4/z0hjuwEHxDeSfn1e2iXssy1lHLvXdcwOglLeQXV0hMdTicTMVZx7/tpYvAUOjfNguzSUQ0zFg8hn/XBKOPLECvlZju+XqPeS8S0y1IpIIIC/JjIVxphcnFYb64dB13z57BCcFDrHntQvS85Ln33M6JGz/G+tPu5Pb+03h0YCn/+tp5jjx7W4rfbz6Gp8eOp9Ru0PdaBhGfwTPn5uHhFahTLhrnkXG2S8WdUPDvGINT2vlQxyt8auh9dAUSCFvy9NnfJaZqPFOqYX2yh8XRaS7f/hGCI1C+JkXwwwkeH13M/TuOo+eVAlOneTlr7c2gSvRQhYCvQmVDLR0bpvnBXe+meeMooaAPK5XBdnU6SVIPuKowUGwgXgxz2ZLXePWY47l/KEbj3kG8U8dSMTycvvZmos0ZShUXXneVR/ctQ9UsukoGTZ4MJ7z0MXTdoimcBV444vYupWMPcIQx9zd0EHGg7U2/t86/9+YYB16VUhrAISHEAZwOY9P/badHhVDqdWCM0F1OgZSqglCQRhW1rhZZcbLWal0N1lwSNVaPNTuH2hTDHBkDoaD2dSNSWcqLW3BvO+TMEDQN6mtgLo1QFQqr2vEdyoCUWPucUmu1tgY7nUGtq6W8pBUtV2XumACxFxP8y6O/4ivnXIIZC6PuGEQubEfJlREFZxWksLyFati5ySJbZrGDHpTxWQgFKPbW4n58M2rPAqyBQ6iRCHa+gNLZij08jtLZehiGolRMKvU+0j0uTL/AlZZs/urdnHHttcwco9P50CxGQ4Bigwv/eJkzfvAK689sQbhcmB0NKGUTUSgjLJtibx2VqEZks6NgVHIF7GgQJZ2nuKgBz2QeMTaNlU4jNGdlRPF7kZ0tDlgn7EdYFmbUi1IymTsmgK0LTC888Mnb+dBtnwUBgQkDTzwHUlJuDuKJZ8G0qLZEyHa48c2a+AZTMJdEeL1UO+vRsvNl0YNjYFmI9haEYTry56Yos8f60UqStg8PMPKLHvSCpFSvUL+tjJatkFwa4pyb1vPah5aiJLIYHfUUm9wE92VAFWT6wiiWxDtbBRuyCzzUbk4wd0ItdS9Ng0tHHhpzBhVFQfE70JhKXzMAWrqCkitiNEVwDc8iA16krpLpjxAacIRjUlUoNXpwpwzGP2HQdqdGpsuDVCE0XOW5P3zhiAVN7q4W2fL1Tx7RPXLoin/8q/sVQmjAARxgUxznpr9CSrn7TZ85F3i/lPJDQog6YCuwUkqZ+L/t96iaQRinLcO9YxQx78Jsjo1z8JaF1G2X+CerzC50E/uDl+QJMaLbA0yvqaH+5zOIYBDX3Rl2jjXzyCl3cfldnwWgFJPoBUHkQC1aSZJrU8l01NH88CBKIIAsV8if0k1wc5zCimZ+dfd/cOmeq0jv87P86km+8InrGb3N5B19e3n5p8dSbJLouTCueURcuUZBmA7BaPaUBqphQfSAD9+rQ9h6HYrPh1kfRDmkYi1qQ4snGbuwkbaHDObWxMhckD+MsPt8/XOc9PhNeMd0fnrDHZxx7Q0896MfcUN8NU8vX8j53dtJGn4UJE9+4TSmbtQxukuoox6EBWo5gisLtu64d0dyBeTYBDIUYurCNpp+MYntamRuVRR/SxDPU1tRY840urS4ickTXXiSzmxTz0lmz6iyZuE4A0OdLGufYO+LXVx/w2d44u5/Y829n+Pu277PfyVO5sm1xzmGP0vraf31MLMrPITGLNI9Ov7dFexyBSyL0XPbCY54ia0bQ3a2gm2TXFVLzaN7mb5sMXXvGyOz14MIV6m9OcZPfn0Ho2aUB2ZP4KVFC1GDEmUE1n/xROruOkThHUVGrm/HnRSEtlUYvLoR/zjYmkJqoRfTK4m9ZkEiTXAsCLMJpzq4WERZuRhsm5lVUdw5m4kLDcjqxHoyiPtiJJYKOm+bJP/e46iEFSyXYG5FCLUisF0SV1pguVS6/jHN6Le82K95kTokl+lvhVnrxN9pfJZSmkKIG4AncPIL90opdwshvgJsllI+Mv9v5wgh9uB42dzy1zoHOMo6CPdE1ilVDgcOP2KED4A7ZeGKZ8id3UCDx01mgUJowEWmB+pVFeF2ka7o+LZ7+d3ylXjnJP5Jg3xCp/LuFPlCFLUClVNzlJMeGjY3oB4cB90i36gSdOlk2zS+Pv121jQcYjo8x47ZJsrH6iiqQbLqIzJgUPvuaUama6nGPVQyjqmNx2VQqOpUx/yoTUW0og9vPMbkGpXe5zWyXV6iWzSKMQ+BpJvc4iryMTfJxXBp73YMqTJSrOGe1GouXLWN0b4aLAQzx+jcEF/NXS2vcnKihZLt4oKa7axLLWPiZI2mDSapjJf2dx0iUfIxlwpSTrnxNeVRVQv71XpUrwc74CO9qkLTM/VMnqRihmzERg2vpiG9bqe4qV7De1yC9EgEQg6r4eLlW3ErJr3LZ2hxpag9q8CG0nKeKLbQc/ohtpXbWXdwMd7laTTVIjkXxHy5ltKaPNl+D57aHNWtdbhMC+nz0HvKMLvr2ogecCjhSsUk1S+o2VRPthsuqDtE9+o5mt1pnmg/nRkrQKee5KOxFwitKlOydFKtPvZaXYxt6qGvdpzuk0fIVDyU9tQRO26KzBIHBVfrLRPxlNhZ186ieIyxs130TMYwQx5EIoUR9YCEfJugkld5z9JNZE0viYqP4pCPyPUJiIaZW65g1NhE2tJ0+IsUDZ2gq4Jhq1i2grE+ynu7N/JqpBOPahJylRh+Sy3+7yuUklKuBdb+yXv/8qafJXDz/HZEcVQlKW2fi9nLlmJH/Fi1jj9CKSaYurrsEIw6Sxj1PoywpBzzYkZNx9o96OOilm2UYjbbsq20X3MQgHKtYHnDJIV2i2oYykkPaBJtJjPPErApNQqsqB8jINibiXFqcD8bxzo4o3mAjt8l2Hza3Xyq6WmMgEJnIEl34yyu7iyVepty0kNmOII1GEC6pEOfDgqU6SShQ4DbfTghaHoVbL+HUF0Bs8aP1CTt7gSnBvfz7vptjJZqeGZ0ITu2d/KN8XfS+dAsTx9ayMk7Lual5Q9zbmQHZanzxcYn6PpNHiSU6yUBvUJHKMWy1jhabYli3k1mJIyayGFPzaCkcw7NJJEmOAyiIijF5rkSfg/S56YYU6j3F9DqS0hLQS0ruBWTM4J7+cPkIv5r5ESe2baYzt/M8bXd72T3QAvTRpjm2gzHNo5TKLlx+6uoyTxG0UVkp0Y54UWfyyMLBUjn0ISNsAT6RAbTp2JE3EgVSKSwGqqc4B/k6cGFvDjbQ/DFIT6781LuT53Al4cuxJKCLzSt4+BcHQt+m8Uzq2CnM2iKzcRkFM9UgUWRGQqDYXJxx0OjaqlEd6iok0nqtkqYSaBNppCmQSWiY/pUyu1Vhw4GFEwXi0NTKKPTjt1dJotaFmBBZihKuz+FTzcI6BWGp2pJFr3oWwdp0tPsP9DC9v3t5A33W2/0f79lzv9P4qjqIJSySfRgGSVXRp1/XhUWWMMBMEwY86KlK7hSAleqip6YR4kVyxwoNoKAt9XsY+dEM7augAJbJ1vwTqi40iAMBTWtgaIgDWeVxDMLSq6MOyM5t3E3O0rtaJpN0vBj1Pl4MLeA49wWwoYdc80MTNRTHg3inlUQhrPmjwQ9rWBlXbgz0gHMKjjwEsvRAuh5G6VYITsdQMuW0bMKe4rNDFUbmDAinBnZi89dRbok59XtwmgIcH73blbUTvBIwce7/EVO947QrLkpNTrCMVuDwVQde2Zj7BxvwZzxIksqwhSHn7MRAiWrIRQFKUDPCzxz86sYxQqiVMU7Jxmeq8Gc9iFyGlpBMFysZajagF+v0heZAbdFtSHAeZ17EJpkqXcMn15l82Qb1aKLSsILQiBKzrkLQxwu00cRjGYiaFkH1a8VTLScgZYToKqo0y72l5vxegx01YJIkHPa97HcN8aSyBTxYoSnCn1oqk2p2U85ZiOEYCwdgYqKVAVbZlqcG8mCYsHDZDbkyPU1FVvDSUqrTr7IlTHRihbuCR1PUhAvR5guBRkq1EEowGQ2BEJBK4FWUGD+u4+nwgylarErKqWiGxEMMFhuAFUiXDZzpbfmrPW6UOpItv+uOKoeMUSpgjA8h9mLAO60xNYFolLF8tmgCsyAdF6DTkNBCPKmC3dCYc4MUk16cOUM3EmV2kiGEY9DHfY25SnlPE6VYDYHirMWjqpg+AVj5RpW+MdYGptkuhSk2OBi0ogwZAzhyll01U6xy24iVdQw/QJfcx7LUjCqGnba8a0wfGFk0EexCVAElZCKXwhHb6Gp6OEKUgiqUZulfifJPFqpBXB0DopNvZal2OAiafi5oGY7OdvLuDlDqxZg1MyTb1YJDTvnt7I+TqLiY1yPMFdViUQLVAwN6fMgfF7ntb6C9HspNQoq9Sa+CdW5bvNaCMsF7XUpBoo6mtuioro5LjyCT6mwqmaUBleW8fYI+YZWAmqFjhaH6TCZDdESzpD3lplJB5B+D55YgUIhiLc5jxV0o7rdCI+bYxriPDMVwgp6sN0qStWmGpEIrwczZNGspzi2cZxe3wwvhI+nzZOkTU9wSugA9a4m2vQExzaOs6NpKWoR8HpYGYuzVzcxwmF6aybZ3uFG0yxawhlafBleaItgB3zk2xRq/T7skA+Egu1SELbE8oDhgxPCw8z5AiQMP2lgRSzOrEunUiMxakx8dUX6a6dIV33UugsMe2vw61XsgJ9lvjE2tC3AqxusjI7z0ltt9P/9awR/NY6qGYQd9FKpdSNVFak5h1auFZRaTaTP4/AGNQVhCuz5VwAUhYX+GUoxm7BaItaRpBrUKdULKpaG1CTChuKsH1lSUXIlx0DFtp2RXlEQFkT1Irow2TsbY0l4En+8zDnBnXTpOpWwylw54PgkahIhoTDrozLpQ8Q9KCVBKedxrPxyRccdXAhcBQcpJ2wc2IulgqaglgQZy0utmqffO0GNWjiscxgzavGPl1GQrEst4yTPCPWqm1EzT7sWIDRiUg2pVOpsxgoRUhWfM9JYgkzKT3nSjyiWkcUSoljGyumIQgnPLGhZZ8SVUh6eYUgVMmUPWAIzp6PlFOKVCLVanh2ZFrZk2zk43oA/XmaiEmZ0qgaXsFgQTWDYKjOpIGZFQxTKlFJefHFBcdaPmqtApYIsVxjO16AUVNRc2bkpFCeZKktlhC3QhcX2mWa2ZVtREzl251uIm1HWZxcyXKrFr1TYMdtEaMTAdkkolRnO1TA9HUbPlMlWPVTjfvJTAcZSEQ5m6vHHBUq+SGDcRhaKKNkiSNthb9qO3aKwYbhcy0ChnoBaQZgWw9laZKXiJF/zKqWJAMmKn5lCgPFChNHpGoaTNYhMjjkzRHyihsF4Pftzf9NE7s9DiiPb/pviqFrmRFEdHwyhgCIcDmQ06kBrUxm0jlbsyWlEaxNyYhrR0YK1b8BhNy7pRZlOUlzRhm/HuFP/73Jh97SiTiZBU0mc3EzkQMHpGLY6HEItVu8snbY0UuqpRzEl08d5aF2XpPe+QQ5e00OpOYD3+d0Yq/vQ0hXUTAGA5ImNjpGugNhLGcyIG/fADHZNkNSyMOFfbkJZ2ou96yBqfS12OoPo70buHUT0d1Nu9KOVTNSiSTXqZuYYF0ZQEhiF997wDE9+4TQmTtbo+k2eUqPXmTmMmDx774IA9G4AACAASURBVI94Z99p4PVQWtmOVrbQMhUwbTJLIpTqFBqfT2IF3WiJPEYshD6XJ728lsB4GW1gAmtmFuFyIYRABIMYfa1oqRJmrRdhSio1LlxZg6kTvEgFKlHJ+Wdv4qW7jqdcK6jda+AbzmL7XOQW+AkeKiCqJoUFQVK9GoG4TXhvDnVyDhnwUVxUhyttgC3R9g47XM3eDkTFedSrNIWYWu1GK0G23yCyXUcrSwotgrqdJq6MycyxHtZ++ttcd941UKlSXFhHrk2jdkcRqQrmVvpQqhL/tPNImOzTaHkux/jbgrStS2G7NdR9I06jU1VE2JFG51Y2IoXAO11GG5ykcEIn/n1z2GEftktl9lg/tbvL2LqCrQryLRrehM308QrN600Si3VQIDxoseHBW458mXNBq2y67VNHdI+MXP0P/+9Ca1/vIA7etZqF9xVg+wHAQd2/GYHfe+PYH6HthdfrrOerKgf+fdUfIfF/f9t3OH/bNTRdl3Z0FKY5Ly92cPbOH5CooRB2qYxw6ey7fQl1G1XqtmY48Dk3iz41TPodi7A16Pr4ftIXO7qBN2PqsZ0cw+v7ltUqdrGI4nY7kFeXC1mpoHg8SNNEiYSxMzkUr4fSSYv+IkZ/9JIW2u7dx9CNfcQ2myDB9ApcWYdbGX5iL2v3vcCZu9+N94OlNy6kaR52/bZyjkYBIVAjEax0GsXtdo5HSuxc7jAQV3i9jv+ItMFyXNHNJQuYXeWnbmeJSkQncCAFs0niH1hEy1NzjLy7Ds9JczRemzmcz7FSGdRwyKngdOlY2fwbcN26OjCqh7H1AIrbjZXLodZESZ67kOjONFbAjbrtIHOXrUBqEJgw8cYLDnJuKoWdznDJxoM80N+IWl8PpomVyaI11DmIfcXJa6CoyFzuje+gWj38nSseD1I6wB0ME2N5F3qyyL7ro3SstfG+Now1O4sSDDrfqy3B63FeFXHYgsDO5jFOXYZncMbJa+kaT+z/1pF3EJ2tsum2G4/oHhn5yOf/3wXGvB4NXQkqtRG8fu88RarKfy66nyuWfhq3x8BuazxMjVKyeWRNGJFzSEEXnLTFoU2ZlzMUifHBA1fw5DH3csX/Ie+9w/Sq6r3vz9rl7n167zNpk0pIQuidUAUVEEEUwS4WxHKOx2PBYwM5FlCkF0FERXoPPQmkkp5M7zP3fc/d627PH3sSOfq8HvB93lee66zrmmsya+7ZWXvttdb+le/v+23/NHK6hJQvYqkKyBIim7MtlHIZaiqRpmOIcJBVi/t4Q+/ClfTzrSP+wO9cRzB1tIUlWZzmm2FD+xF/wwCFYdhy9A4VFBkpm8caLyGFgljxBJLPi1EuI4IByBfsezBMqAwTX6BirUyxZI6hKr2zlqAF2QX2otY6CiRSbopVFqYCzlnbrQi+7OKE3eeyfuGfOa3lUvtehEDOl21lc01HFIp/AZ3VVSEyGXtMfi+SbmBmswi3zaEoVUYwKvwI3USUdShrJLs9pI4ooeRtjVAlF8CdzpFtNSk2Bij35rlt4f38W/vHkNMlkIU9r7WVSIk0VsCHVCxhHjpHW2pskFmhaDNBSwLCQcjmsBqqiS8WOFMBihGZyE6ZTKtAC5joLhXN46cUkojskVGKJf5z/wnUiX32NXMlpFIJra0WdTplg5nccxyW4xJWLG4/g4Sti2FpZYTfjzANrIZqRL5EstuNJ+og3JbA3a9jNldDNIoUCWE5HWCa6FUBpLKOJUvI2ZLtAmdzzC5wUp0PY8kSml+F/e9uzb8H3s9/t70nLIigu85a7TgDM2PXCqQuWY1r1sDTF8f0uUEWWJt30bjRx/bbewl9cJzMvQ20fvwA6S/Wk2vykLosTc31LvqvkGh+UMKzoQ+qIvz82bv48J6PkM67+FbvYxwo1rH+C2sRloVj5zCDN9cTfNjL7FkFjCk31591L6PlCm549VQ679EYu9pACIu2z0Z5eMsTvFZUeTi5nJ2Jer7U+gz7i/XM6l4mi0FOi+zkq6+9n65bdMa+bNB4vczwWR46btjP4OfmEdltcPV1D/CT6z5E+1X7+Y/GR7g/tYJHxxcxHQ1y7RFPsyvXyIapFiqvczF4jpfuo4bwqSX6E5UsrRpnNBei9MM63NtHMFpqePrhe0iZBXaU3bya7eEo70H2ler4w6dORd0zht5Zz9m3vsjjlx3N0FclljaMs2lPB/Ov7SNzQjcAY6eZbFp3I/emegnKeZ6OL+Smlke4O9VLRMkyWKoipbvZ+5kFHLjcxZVHvcTGRBsDT7bz6Kd+RNGSeCnfxYOfP53P3PR7vrPnTP5tweP87MsX4ds1jel189jTv+Wq0WPp/+58ku0qctmi5qJhrKsDLLpzP8cH9jJUrqLLMcV/nnAa+/6jihO7DtDijvOZ8Fb2aC4Olmu5+/PnoPlkAlsmeHzDozyTV/nWN6/g2R/fyB2pHiJKlmPcw9TJbpZs+AgNNyr0X+yk55Y05QoP6ss7mPzckQgDmi8YYDgR5tkVt6Ii+NL4aUydAo/te4mz5h3H6F3NrG0cYJlvhCuCI2TNEmHZwxsljSa5xBUrz+dXb/6R36WX4BI6Hw7spbJx4l1ZELXffGcWxMjH/zkWxHsiSGmpMsLzF0bgVKdEoVJBqw+ChJ2uAk6L7CQ5z2JN5SD5WsF8/xSZNi+JrrkSbllg6eLw5xGCRsXJmQ27WVE/yoQWptM5jTAtUm1OhNPJUU2DJHsE8+qnEQYkDQ+7cjb0Vi7Zh4NhzKULESxxZFkX3MHRVf1MaSH6CtX05aro9Y8RkvLU1iaRNFsOL9PmtkVtHA6KtTrpFpkVznGS82G+b4oJw0PWsHPnliHYlm1mb6qGYlm14dMGxAu27kJJl4mXPJQMBaU4VwEmCVJmgaDkZomjwCpvH0nTw8FCDZjYLgdQryYQuolWVqh05KhviiOcDtItMukWme7OScKSi+O8+2hQE1Q6cwzoDvKmg935Bg5mq9mdrEOUDIQueCvTQEG33a1GxU3U9DDPOckhHfdsxsVwuRJhzqVTLYsZI0+NM43QLfINFtlmaPXNIgyL04NvkTS8bM80s6PYDLqOWZJJaS7681Uc1FUypput2RbkvG5f1zBJGHkOlmuRDHALB/vztRwo1jJrqIzoBQoJN1LZQE1KNqRdM7FMi1yjSb7e4qzqtziyboSDmps9moucbheqzRh5MAw8zjIh1S6Is6dbkDWL7CvVMW2ooOtM6G62pZp5M93CTu1tGhnvePG/t4OU7wkXw5I47A8DlCoNtBkJzaMg5+Yk54BexyRSbZH57gkeDFpUq2mKIUGxysRp2MFCUZQ5vFLn/m6N9yAeqczriQ4+XLMBqWRQCtnycauCA7xQM58e/zT7ym0MlyrZMNEKls0MZZoumzEKGNHzNCseljuT5K1hHp9dwpbpRkqawtmVdjqyLTBLoliDiPtsKLZhgUNFCZQph2UikoReW6ZSzbC10MZkKYhuyFCS7ZLthAchWYhcErkYIpbwU+dNU8g7GVNDWJagMmVzZVhCsKNsHw5ByU2Tkua+5Dw2RlvxaYYd89AMNEtGlHWshANJmLT4E6RUL8WIHfs4qnKArFmiRbEY1VUkLF7N9TBT9rMl1kQq7yafcTIvl0LOBdg21kjAW0TM0ZBvzrdznHcfUtm0D4YpF68n2pGLJui2y/N6sR5VMlDyBlrI5miQsIVuutQUm3KdbJxoYTwUBK2EyCpMZIPkyyrPeRYRVPK8OtFOTaZEOeTA0jS2lv28kuhCyZukzSKbplvwOUs0O2z0sGNKQcpreCYFolhGLjiwLBOzQsMoyqx196NZMuuzC9AsmWjBh8uM8UqxAcswkIQNfnt9spWx6ufJWzI5S2Z9cj6ZgBs0nTcL7WwebUKSLOpcS4G+d7HwOTyH79X2nrAgbIDL21ScTIGkg1w2kQqarc0AHNQqkWSTE93DSBo0qAl0t52mK0z5kHMajlkJNavbxUAljU0llaTh5f2Bt4gWfCx1zqD7VYQF5cYIMiaoFsf49+NMCtZPd5OZ9eKIynbx0ZQHKerA0g1eKbRyQCsybUic7I4RL3nIZN0UCw5OdA/Tqsb4cv3TGH4npsuk7Ac9YKDVR/B4Shgui2FdRnYYnO7dy7Ox+WydaiQ2GcQRlw+XbIu4A2HY5chGwsmuiTqMmJNYNEBsOgC6CbqOnC/zaraHzSXf4VLxaNlPIuuhHLTfhqVKN0uc4xh+F5bHYJV/gGTZjVEbxvBYaH6LiJJjj+Zi2pDoUqMc6e/nxXg3G6bamI4Hyc26IaWCaeJICsoJF7HpAI6kxVtlg5FShE7VQAsoVCpphAmpsptSSMEKeDH9Ll7PdLLCM4jmV6hpngWniSRMLI+TjCnz/EwP2YSHobithepISkxGgyRnfbwa7+DJmUUkE16EbqLkDYSqsinXyUQ2SCkksakUpqTLJPM2+9bGdIddO+FRkUsWlsuB4bWtHqe3bI8B+IB/H6/GOtgYa2NkOgKWxZtZm6vzmNp+TgnsIptzsanYRMZ0sCnfyUg2TNawA53Px+ahJV2Uki42x5vf5cJ/h9bD/3QLQirpmGb28M+1G8AdLePqj2I5HYg55t/vHTgT3wte3h+8jPA+i58Pn0jNGzn8Yy4mjxYIzcR0gFSewx4YBpvyHdy6ey2KYvDmqjv4fmwNiW4H1VsLOPqnuO6NdVSvV/mq/wIkGULOAt849i6+cNeV5OZVIpUkTJcJpkFIznNfchWb4q3kNZUXe3/PW00GMhb/PnUKp4Z2c+2mC6jqcHL2yi3sfWARfV0y6uAU5W0d1Ow1ue+E1YSec/O99jNYHR5kJmfTxFky/OKY+4jrPr712nnkuyoxVfDUZclnnVhOk1A4RyrhJbUwRGh8GqEZHOU9SNL0cF9yHtGyn5saNrK36gUuffrLuAeqyFcrvFLoJNvi4fiFe3gt3cWBLc10D/VTu6EdUxbcoJ7GT0/5LXfHejk2eICNmU7Or9nKbwpHc8ORv6OvVItHKvHgY2eg+yxuPvkuPrvpQ0i6yuv5Ln5Yu4Hr40tJtaic4hlix8mb+EHtmyxv+xzuaTelCgcfimzkrvha4gtUxHPVRLIWbzU2YLQH+O74mYSdeW4+9h4MBL+sXIcWMPH5i5zX9hZHevv5XfRI7jnmVr7yxKdxxTW0pkpO8/+Ji4NbWNd+LWnTxf1Lb6dKNkmasNw9RGGdyoGx+Yhz42TiYbK1MrWbnDhe95OT/XzUuoySpvAvC54gIBX54uwHQQgujWzg65HzeH3GgyoMHlx9C+OGzW6+ytPHaV17cAmLl0MXcWT4IJ88+UVUYbtzL77bxf/PDwH+3fbesCDmdB4PNc90GTVZtEE0Ze1wrjw6HMY/pjMxWIl7RmNgpBolnsUzVbKpzkoact4mk8G0zduXYt1Yg17K/QEmjTLrp7qQNAslXsAqlnAOuvCNlzH6fShFGM8E8Uol1CwUIjKOtLDhtobBG7kOXpzqoq+/lsm+Kgb1IksdCp2qxWtj7TyfWoA6YPMt+uQSajSHHFexikXc0xae6RIvTXbiH9PYONrKcDHCbNqDmpJRcgKX0DjeMwSaRCmsIBexocdJFSknU9IUyCgUKueIcjSdfaU6Xkl389xkDy8Od7K3nGe+w4NcgkJ7BDVv8lx8vu2nyxrbYg14JiUolXBPl/FOlfANKLyQms9rY+08l1jAtlgDE+UwsZQPxxzjzYneA5SCMlJZsMaVxMioqHmLZ2Pz2Vs2eWZqPnLJ4pViAx8Iv8mIXkAp2nEcqWzRr1WxJdaEsMA3YeKbNBiLhRCWxZbhZsYyITzSnOvkcSJ0QbFkuztRPcBIJoJXaBQqJSTdBsztK9dRrziRdHg5NY9OVSEoOdhTrmFCD3Nx9UZMGa5ofw1TsV8ywu3GO2HiGzeJ9VWQ6wsS1QPEDR/FjB0PGtIimFUhJmdCvDrTwUKHYhPo5LvYU2qgShIc1IJYbidjpTCrnAmWONIkDe+7X/vv8VqM90QWIyBV2ECpubG8nQPiULO0MtKieUiJNIX5dbi2DaItakHdMWDLwzudttx9VSVmLG7nv2UZ64gFyJkSxTof6TYHQocbv/lLrlt6PNRVYzkVpJkE+aXNeHaMYoUD5FuCeLYOQyiAyOZBkdFHxjDXLkHSTUTJoFzlJtWqohRstKeatTAcgsCIzrx/28mrDy+j5Zb9zJzbTfUrM1gOFSmWQGuvRR2OMnVmC1Vb0kjZ0mF+ifzCOspBheD2qH3AZXKYjVXI8YyNePS4EPkipteNuXs/QlExjlpoV0dqBuWgg0yzilyCTT+4mdPOu5Sf//5XXPjjr/DFzz7ID+/6IJYCbfdN2HNdKILTgem3606kskFssYdcA7Q+nkOezVFsDSOVTQpVKqEt02AYJI+sJ7htBuJJ9PnNJLs9CAMe+N6POe+n16K7bYGZB77+E348dSonhfZw6yffx+QaFyed/yYHr+hEms1Qbq2i6gdDxK5pRkkXKTQFkDQT5/ZBRDCA5XKgVXkRuoWcKlJo8uMezcDwOPu/t5D2h8tk6x386Lu/4ruXXU58kRt5Lq0aHCwxs8zF0g/sYu8tC2n52EEkYZE9DwgHMQN2ULxc4UbJaliyhDqVwugbRD9hOXLJYPh0N86kwD1jERgqovnsAHG+2oHhFFQ8sgezo5FMu8+G8sfKvPDi3+dteHtztjRZdV+9+h3tkeHPvHMA1v/J9t44IA4hKQ+1Q6rOfzU2MQeQktxuzELBVljK5ewioTkwzCGA0uHDJhCwDwshEC2NMJtC725AvLbd/rs5NXDJ7cYyDBtdWFeNOTgKi7pg10GELNmqzxURrLIGmmbDsxvrKLRHMJwC32v9CJcLMxancGIvmlfC9/tNyFVVGLHYX8bn82Fms8gVtr9rFUuHrSepqZ7cvCq8rx3EaqjBOjiIXFeDOWUDcYTHjZUvYCzpQmzY8RcAkq4fvoaoraLQHsGRKPH0w/dwxukXIcXTlDtrKEYcBHZMY4xO2AroAEJCyDJSwObHkEJBcDqwMjmsfB6ppgoMg2xvHd7BFNbIBKU1PThf22sDwDweRGUEK53B6GxAmUkzdFE9LX+YwQi6UaaT6HVhlKFpcLsotlWivrwDy7SQAz7SJ83D/9Qu+/5qq2wCmWLJLvsXko12LJZsEFRNpV3l+8Zu0hetJPz8AOX5jUiaibJnmPzqThxpzVYyL5UZ+EQ74b0m06uhcqvAHbch6oGHbAU3ZLsmRQQDCCEwM1nMXA6lrpaBn1XRfk0SyhqF3kZcWwZAkkES6J31qGNxKJWxNI3isjYk3cK5f4KnJn7xzg+I5iar7qtfeEd7ZPiz1/wPBkrNFVwd3tQVEduCKPwFJWjpOlJHCyKRPvzA/osFoSgY8QRSOGRLv5fLdmFOVxNSQaPQFKBQpWAqVXzrX+/gF8tW2rqfuokcsy0I97ZhCPopNwRxzCYRySxWJIRQVczxCYyuRhtMpBkU63zkqxXUnEmhQiJ/bjeWAu5YIwu/+havP7SMYGUFUxd0UrOh0kZtRpPoTVUo43Emz26h5vUEUrZov8kti1Jj2J6OcBCRyWEFApg+D1JlxWELQnK7EfEshhAIWUbvtFOykmZQqnTbY8qb/PqWX3HG6Vfw5FMPsOy6T/PxzzzKr24/m/iCetp+a2G5nYhE2j4MvG70kBuhGcws85GrF7Q+kkJO5Cg3hG1wmGUh0jlEwI+pCqSqCqxkCqO7mXSHF0uu5f7rfsL5P74WNQPRo6q481s38Of0UuodCX57xTrGj/Ww5Ky9zF49D2U6SbmlksrPD1EcaUdK5SnXBxG6ibprzoJwqOgVPoRhIaULlOsDOMaSWG4XsSUC30g9pYjK9df/gm9efAX5aoVSSMZsbyA4UMAzaVH7mX7Ez9sJfnoEw5TwXFiA9haMiBdRMijWeHDGi1iyQJl2YQ7lKXfU0vxjg76rGnEkBcFBA6W7CS2gomZ1ilUOMi0NhB7dDW0NmE7Jjn211sDEu1z6//z3899t740Dwu1EdoUwEgkARj/WQ3DAwNefRcoVQZYw9h6k6c5RXli/lN+8/9d84cZPctknnuKh751KtkEiX2fSdW8F/e8L0fx0DnnnAFIkxAfue5bnZhdwTuXTvJlt59vVmzjqh1/AfZaJb6JE+LoRdj7Xw5Xvf4o77zgd/ylTFLUsxQ09ND2Tpv8T9SCg60cFLrjjGVySxmCpijXeg2zOt/NSrItqWeO2tj/jFAqP5Gq44fsXUXHJBNFoN8k1JSp3Oum7Usa7J8JXPvYg3/vTB3j1wz/hs8PnsHu6lsJ4DY6EjH9FjHxJZXS8hp7bM0yd3URyRQksn12yXVXCyETovE9DjYagroozb32RejWBZskscY7zSqGT5+LzufDHX6E+PsSy6z7Ntn+5idXXfpKGjw1zS+fvOGnhZ2m/0WDizHYMBzSdOMLVLX8mqgf4oG+MWbPMN05dx7apRrzODOm8C0nK4/5OgOGzQnhXxxierKHq1Qau+ZffUjRVzvWNcuz11/LANT/hA1uv5NyO7Xzw11+memsZzS+z7uYX+Xh4Kyf/9CvkvlBAHmli9Qm7GfzRfC656zF+O3okuXKWkLuIuNRN31WNGK1F3J4SR9SNMpELkitbiOsCWI0hOh7KcvZdL7I/X8ul932eb9/1AC+nezAswaeqXuRP6eXcs2016q87mF0mUK5vJFsvU5XawoF/70SKlLh80Rssco/xx9hyVGGy/kA3PZ+McvKvXmH98a3cdNGLLFBTfGrwAs6v2cJC5wRbiq0cLNRwevAtrn/meHw3RYmn7JRoW2T6b3mk/7v2Hj8g3pMuhuT1gmFglv8iXINpoLQ0YaXSmF3NiD0D0NUC+wZAVRFOB2YyhVQRwZxNYmllkGSbqzJXwKgKkmmztRJO+/ZLvLoyiFxnV99Zs0mMeS3I/eOIgJ9yQxh19zBUhCCRQqgq+vQM0uJ5iLKOKGkYFX77eppFoULCPWuiuwS+kSKn/uoVbvvDabT9aAeps3sJb7RfK1YyBQ21MD5F6tT5BHfG56oube4LvbuBckjFu2vKthhSGairgnjS5nPwuhG5AlbIf7hIjSU9hyHSht9FtsWDZMCV3/8D93zibM67+Tnu+f6ZbPzRr5h366dwzwjqH+q3OStyOdv68nowIgGkkkZiSYRcvUTDs7NIiSxaUwWSZlKsduHdPQ3FErnlzXh3jNsFcc31ZLpDyGWTD/3kcW79wbmUgwJ31OQD//IMD44s50udz3L7h85mZqUf5zkzhD9nQiKF1VjDufe/zCMXHIUoluesFQtl3wjC6wFVOQwBl9J5+7nEsliDo5iPVyK+FiZf7+aE77zGG5ctJrEoiFy2K219w3mmj/Rz5pWv8PyP1nLe15/npVgX4lIBhoHl94JpYoZ9CM3AkgXydBJ9fAJxxCJyjR5SbTLOhIUrZeIbyGB4HUglnUKtrWnqe3E/1FWTbw+BCa5ogWff/Pd35WI0XPPOXIzBq/85LsZ74oAIKlXWKunkv/jRK3uR0gWYjoLqsKs5p2cY/9pR1G4qMvA+la578/R9yEvPL2cwgx6S83xUvDhK7IRmKl+dwJiYQvJ42HtdF4GDCrl6i2OO2cX26QaKWyK03T+FMEzGzqmn5s08g2e7qXnTJLpUwrc0jve2EEKHsl9C8wiq7t/BgVt6sBIOnDGZctjkxDU7Aahxpnl4YDHN4QT7tzUjaYL1F/+Yq07/GPuvijDvPyeJHldP6ECevotdtP9BY/rqItkpH55RBe+ELQWnXTRLnT/DyCNtVOwuYzokJo+S8Q/ZqfBCrcAVBXfMJPjn7UihIP0/q0YrK1gJB5bH4PiF+3HLGi/9cTmRfQbJDpmGdcMMvdrMvo/fzLE730fp3loqXx5Dq49gOSTiC1ykjylgTbvoWTqCZsr0j1Xh3udCXpUgn3PRWTdD+fu1ZBsc1H9sgME/dVC9pUDfJSprFx/grZk69C1hjj9nK4YlkIXF808to2azQaJHgTVJgu4iM9tqCO0D36TGyKlzBqxliw8FlsYp6TKNXykxdVINxUpBsbuIohow7KFiyQziziqCu5MMnxtBWZlgZe0o699YCEGNixZvJm86mCn62R2tpadyhjd3dlDVnCC+vwJhQc+NY6RXNlAMSuQabF4O6oqoqoGyyU/Dz7cw/WAbkf/0kvxihpC7SGcgyvN9PYQDeQpllZX1IxQMlcyH/ey5toZlCwcxLYmDsUr2nf/OVbidzU1Ww5e/+I72yOAXvvw/F2qNqtgFPHNtZoWPfGcY6msQPg/47fRR5IRJJta6+PxJTzO7yMeJa3aSXVBJdIWfVLuEFfCSrxEYER9CURAeNycu34Pz5CiXnPoyk/kADy29FUmH7IJKim0VOE6OMbnGw4knbidfJWF0FEjE/aSbFdzjOdJtEvk6gXCoHNvZx7rV2+k9ZT+fO+UpMrqTLdONrJ/q4nfLb+Xn7Q9yxcnr8UwILtxzGcneiA2Yao4QW2kSXerl9NU7mDzKxX3LbidQlyHfppHqgFy9RCLuZ89QPaUKC9dklnylzSGZ7LHI10OxRifbbOEbK85R7XlZ2jDOGT17OGvNVr539J8OpzItBTsg6YRbOn+He0Zw7M738XLvn5hZY6A1RIgu8zK10k35lDQXzN/OyWt3cH3bQzzY/TsqKrLkO8vkMi6MrMKBsRqc0TyliGDXeB25Bot8nZOzj9hGSC1w79I7MBU4J7yNl4c7mSn6MFUwHAJX1KIjEmd97+8ROkTXGEyvcFC7aIaKHYJjjtmF2V4gHvNTLKqITI5SRFCo17E0iaC/gNSeZSYWwDdawAg4qX+tyKKqKcbzQRCwbsFu3ko1sGO2gVMrdtMQTPHm/jYi22XSWyqpeQPckxLGTJSpVRKxYzQWnb6fj52ynnAgj99TJNdkImSZtnAc195x7u69i190fuyMrAAAIABJREFUPsDWmSZO6tzPJW1vsLxulHjJy5HBIax0hlB9mp1jDewar8PrKr+7df9OU5z/xHf4eyIGIVoM8p09OJ+w6fn//ct38bW7L+fU7wxw8Pw6DuHI/rXjMTJtbh6bXcLsIov1fd2s/uoBVgUHueMX68Aw8Y/OidJadqVlRnfynZ5HuHdmDcMvtnB++kpaH5jgS88+yvXr3seNCx5ke3sLm1Jt+KYMins9eMcsJN1CGpnEFQ8gFwHTYuNoK+vad7MyNMTL8S52vdaJZ0JQ0CwuXXc5qZQHWTHpenCAxHQr/qvGmH21GXUyzulHjqOsMmh1xem+5Amu2vNhylvDeEug5ME1a+KOOlDztm6FGJ3G2+BHvKFQqLFp4jwTNtmL0jdhlyvrBpv2dFDfFKfFn+C+zCoObGnGMynR9qcJjNEJ2n5rcdLCz9L9UD+xVDtta65i8LxbWPfT8+m9dJCZgp8rG1/hnsk1rKveyYXbryAz48M9ouIxwRWzkDRQ8zJibIjgoB931EUpIHCkdbbHG5nYVcPLHe203zvFp8OXU/8S7O3upuvhKEzFwKHy1tJ2uvd+igW3T5C8WWblSvstPPpUhuP+ZT8b9/USHrHQvE7M5AHCBwwcKQW5aJGvrgQXRIYslIN9UBXGGhpjw66FeIZVeh6ZZX19J471QUwVvtt8PpImaHlRx7OlH72jDmXvCGGPG71UYslRB9k7U8Mx4T6ejc0n/1olwoJAHixNZ/v2drqmN/OBW79sV8/uFzy31svzYh5GQcY96GBvsI2O9BaKW+dR0WeCgFz9P1KL8X9sG/1/0t6TLobS1GiTq7hcGDGb3gzLQmlpAllGrw4g7xtGhENotSHUsTjGTNTmiJhLWx7KiCi1NVg+D+XGMI4dg5gdDchTCVBkzn/yDf5w7lqEpmOEfLBz/+GaEMsw7XLpOe2IQxodwu0GRbb94X2jWKUyQgi0xe0oySLZ7iD+VwYQikyppx7dI/O1n93Nd7/xUdwzZZyDUZBltJog8o6DNkjMsvU7hSzN3apl34ssIxTlsL6lEOLw797O9SCcDlBVjNow0tAUlEqIijD60Ajy/C4MnxNlPA6KjNYQQYlmeOKlP3LSpVdQrFAJ7pq1MxouJ6bfjelSkXb121iMufEIIex0saIiZMkek2EgV1Vi6QZGWy1KLGMzZU/M2HUwkdAcT2UJK5NBX9iGsn+U2Fnd+Efs4KXv1T4IB7HGJg+vB7NYRKiOw/NxmNvSNO0UtpCQXE6E22UDxqorIZU5rLImQkGs2aTNAeJ22Xokbpvx2kimyL1/FflKidoXZig3BFE37Zt75oZNUhQKYqTSFM9ciaRbuF7bZ89xKACJlA3j9/nQx8Zty3dunpAknsnd/c5djKYmq/GL78zFGPjyP8fFeE9YEMV6F9T0wBZb4yN3m0LhnkXETivS/Yk8SBJmJsO+6ypZ0TrCm3uqCO1YCAIevfZHnL/zo1R+pQXGpuycfCqNkUghOVSGPtqB66gYqYxJ8+3tTB/ppOW2GQK/K/Dbz55J7sYUfqdJ35CbBd+pw6gKIqULCMuyBW66WkE3MAfthT3ba2GEdDAFTY934BkvYFkWw+vceMc9pDtNel4oYzQ38vC9N7H0/i/ykysv4Vu/uY0T3EV6/vhp5i0aZWiDh3at3Q4w6iaiWLI3k25gKTLm0BhyTZW94bwuRL5kc1lIEmbfkL1I3W4yJ3STbpEpRiwMj0Xthnbc02UcB+3AqEikmTiznabfjKDPbyW61EvvpYOcdOkVPH/PbQxqWT7VfyGjz7aT7yrj2+dAyUKN0QaAlC/baU5NxxqbRK6vwVIVhENFpHOMXthCcMBgdr5M6x1RYsfWUfmGRanOj2vfJGY6A7JE/qhuUq0qdfssvvevt3KcO89Xp9aw/3g3fd8J0nGDFymVB1WBff3IDbVYXrc99x4nKBJSKo8YHkNyuzBzBdJnduGOaTgPTjN9TgcVO3NYkqBQ68KRqsLVH8WMxm0ejEz28OH/m5/8lEcyS7j9hDVoRehOttlpXN3E2r2f3DE9uB57k7JfouwXOKPNJOb70bwCZ7IGz3QZzafgGp/AWtCOPJvFkgSW1wXb3+Xi/+e/n/9u+29jEEKI24UQM0KIXW/riwghnhVCHJz7Hp7rF0KInwkh+oQQbwkhlr+TQQgDROkvxVqxrBdZs7Bm7YKjQye0WZaJF70g2UE9U4bNpVrSOdd/vaD5l1kXJmiGjCSZWLLAcIJQVYbTYYoRhUJZZTbvhrfXwxwCaklv67RM+2Gawq7CU01MWdi1NJLAcFmYKphuExQFS5XZr0kYAZ1iRKVDTXBAKyMMQaLoxvrfHc2H8CB/3fdXvxN//RkAAaYCpizsp+p02NR9TgeGA3tMDgndAzMFP8UKlUEtS5vqo6jbxWuY9jUM999e/r+M623/tub+X91tgdOB7gJLkWxos9MxZ93Yz1H32nMPMKyXaXAm5iykv73Hv5mHv+6bezaWJLBcDvs5zClfmfJcfZMkIVSb0RtZtg8fwCuZrPL0Y1kgqX9bTmnN7YpSUKD5bXZuSxL23Iq5uVbfNgeHSJb/d2P+O03MVXO+k69/VnsnFsSdwC+Au9/W9zXgecuyfiCE+Nrcz18FzsDW+uvCzgjfzDvIDFuKhRFwHt6jn5+/nut7z0UYNtsRQmDmcjx0wk24hMG+5hq+4ng/i1vG+eauc/jkwle4d+0ZVL9kkFpcif+gG2l/ASkUZOm5e/hl85NsK3n55IFPcMTJe5j9XTUBRx5pf4qnj7iTl4ohcj1Oftl7IbFeBd+YH8mwCM8mmTmqAqVoEZmKkj07w9XzX2GVp48pPciX4pfhH/SDCecdt5FXpjo4u2aIfl8ds/O9XLXrwziiCoF9s3x15DyKhsq3Tn+Ibsc0D1Sv4tnEkchlUPIWroSFodokt7pTEI7GKSyoI1+lkK+RcMcsDAdYMtTMzEKxiFQZYew0k+7OcY6qHCCi5LhBPQ3fgJvGuNeGmnvdNJ04grjXQ3yBC+uoFFc2vsJtu07nU/0XUtRVXlz0MBd5T+Rzdc/xw651DCfCjKlhxNtjEAWTQCJFtrcOzSdRCgiCQwF6zj3A1rc6OHr5bqIPNZA+toB7NsTsAomWmBc5XwBVZfQUGV9bAuvxIL8YP4mAWiSvqwiPyqNrf8n7d12Df9SH5hFU96ukl9aSr5aQi1Cotg92/4iPitkUVIYQY1NMnGriHnHSlPEhnRNn2lOJqUC2U0dNOqh/qQrvTg29sQK5fxLh90J8lmtGzmUqF+CFo25iV7mCr5x8BcIEuQA1+1XGThJ0PSqRWGzgqCgyk/eRPS6H111mKuHF1eeiWG3Q/ZjK6CkBggM+OwZRJ9lidu+m/RMrNd9J+28PCMuyXhZCtP5V97nYCsEAd2EXsX11rv/uOQWfjUKIkBCizrKsSf5OU7MCdSLBoXKtHz55DuEBcCUtzLAfSxYwBHHDyyeev5wvHf0MrgMujlw6xPid7dzUdQaclCO818/4SRatWR/uYSdWwMdtLY9xc3I+Q8VKrjj/GRa4xrmh7hKij1fSlBjhB7GV3P/CWk5cu5PJtTJXnPUs29JNvLG1i+CBepInFLFMqHjOzebVt6NhsK3kpa9Uy9fXPczrqU4yupMFngnOn7+Zfxs4D6U2ROLkIuE/VaAvthCpLFv7W3AddLLukw9x5J++xLUnP8YxH72XpxK9bJpsZnLKz5regwxnwsQTfkJ7G5hc7cB9RJw6b46hWITmygSpogttTyPqvjGMCj+b1t1IWHKRNUvs0Vz89JTf8kJqPns29+KY9KGH3Fzd8md+HrmA9DEFLmjbzT2TaxCJNKPPtiMsuMh7Ig+0vUC/lucbTY/zSGAZaxcd4OlkLwXDwWQhQLrkwuqrY+wkiYXLh4jmvcSeq+GRtsfYXO9BFTrfrLmKG1b+li8aF/LJZS/z2JaT8CVymB4XT55/PQ+mVvBcyzGMbokgDMG5J25iT0U3GUvlikue4o1UK+2eGDserWfsNIvurlH8jiKX1b5OVA/waqqLsYEOyiEHvmyBV077KQ9lFvHgwdN5aeltXFNzLCElzwdDdrD7fRWfpStZyfCZHtofqECrcCMNjbJ5aydSWfBSawtbsy1896q7kTD55ciJiHucPHXuDVz9tVOob49xct1+JlpD/KThOTTLxAQeXdVBr2uUf//2aVz3sbu5c2ItimTw4dqNXHDDO9l2b99g7/Lz/z+3fzQGUfO2TT8FHOL7bgBG3/a5sbm+vzkg5uTLrwJQAmHM4F8q4VoXTzAVbaQUkfHvNxGWwAJWudKcvHQPy92DFOp1XJJGch5U9EaZGaxA0gs4ZxSkss0XKXSDCb3Ehf5dvOmo5j+HT6arZRq5oJNZYJuml4U3sn15I6eEd7FxdglPTi5keLwCR9L2ec3ZKqSSwDJMniuEONE9yxHOPJIY4GfjJ/PWWAOGIXFh9ZvsK9UzPzhNf94DE2ES8+deEA6VxrpZxkSYsOTmiOV9hOQ8d0ysZSQZIhP14YjLbDjQbvNBGCClU7hmQySHQ2SrnOjTHvryKhiCikQWLDt2cW+ql+O8+2hRLEJSibtjvbw21k592cAqlhCaQVS3QVDWtJ9kp5t11Tv5s2sl+S5b5PZzdc/Rr+XpUH3sLntI625uHjuByYyfVNqLUZAReZl52RlcMyF27m0G1SSSsRjVTf6YWMG54a3IBYON2U6UERdP1C5CLhh2rETTuW12Lbppc3U4mwvIsolPKSGKGiscMl/vX8TASDVvBeppLY7jmlI46KnGMgRZzYkimewZrmNeIofpkLHKZe5PL+HR8cWoWZMNJTcvDHbhdNivmbjmxT2kImcy+Ic9SPkiskvBskyCLSlyBQfrPKP4pQK/HDkRE8HAZCXdxix3zq7BMgzyJQdTpQAv9nfxdHgXMhZTepCHxpfTG27CKmvcPnG0PR+SZbu/7zII8V6HWv+/xkHMWQvv+jYty7rFsqwjLMs6wmV5kKZnD/9u4tVGAkMm1VtKdrl32X7oP4yu4oUNvWiWQuCggioMKnZapDdUIxUEUlEHYSEXdTvKrulsLdXzb5OnkTHdnFB9gBPcUaLLvFRsUjFDXn48dSoHNrYyq/ts9mhToqYmhVIQmCEvck6y+ShMg6Kl8lyhkluSC8iYLk6u2MvixnHWtA+yyjXBhf4hejxTJHpDtCwbJ7wHCJUxwl7GpsJ49rp4vuBk68YuTvSMEVCLmKaEKNi6HLW1SbytKUyHhXHowAxoaHnbh1echq1dUeEGw0ZPBuU8UcPPq0X7jD42eICV9SPEFnuQQkFiy3x80DdGYkmEnqUjfKH6eX6x/zhMvxvfPgeeAQc/HF1H1HAfVvD6Ws3z1LnTaIZMfWUSX0WeYEsK028jCGtb4mCBXLJJfI4L7GeJI010mZvLIxtwLkyyrm4X0WVOih3VZOdHaHQk+HTly8wsd1PIOCntCzJWCJOdX8ED2SoMU6K2LkFrxSzC5cRwWkiKSSiSo8U3i25KNNYm0CIeO4DcVE2VkrG1VFcq5Ewnp3fs5YSmg1wS3kSnZ4bSvALJ3pCNM5lXRWyJH6GopEaC6EWVW5JLyJtOmn0JugLRw6u4wWmTDX+x5zm+UP08K1pGkLHocswQkvMcW93HhyIbEU4HAbVIQ2uMppYY80PT/8AGeodf/6T2j1oQ04dcByFEHTAz1z8ONL3tc41zfX+3CdM6TJ0O4EiCmjdRM2VEWTuc5toUb8WRlNhdakDNWOzK1aPmLRwpEIaEKGk4kgKpoB9OeT0xu5g9iRpa3HE2zrZxSXAz+XqLircsdK/K3kQNakqwr1CHM2UxMRPC0iVCKUA3cSbtQCSGwWPxJfiUMjNFH1LEZHOqlYFEBT5nmYwpUbJ0UoabfI2Ew5BRCxZWUcZwq5BVUbPwWHIpalqiaFm8NV1PbsaLa1ZGTcPUZHju/iWEYaBmLEipKEUJJScoyU7UjITQNfv+yhpPxxdS6cwhYZH297Mx08m+RDW5BsDpIFcvmDXL5OolfKZMrQyZGR+mq4iStQOSw4kwjwSWkdbdLHc+T6PiY/NUE5lpH1mXG6ugINw6tUYeNQ3R2QBKTMWRNXkquRhFGHQ5ZsjXWRzUKtB1mTeTrRRqTPI1KmW/4OnoAi4L7qNQa0FJRk0L9iWrKVXKvJicx+h0GFOTibn8dFuTOFKCfNxJMqfypmgmk3VjaBKdhoHQQQs6eSLWS6rkplSr8XhiCZOFIDnNwRZvE8/PzMPUZJs/QrMoVCgUqgVINr+H5pLYkmqGIGyeakKSTIjafBBPRxciXBILnRNoSPQnKnlCXsw83yQ70k0ky27CSg4si+1TDRSLKliCbMnx7naR9d63IP7RA+IR4CPAD+a+//lt/Z8VQjyAHZxM/XfxBwByBYz8LHJPJ9bENHUvpQ4zWccPMVzLEpNZJ43PF7i+9VSaJ3TemGyhbv0B/FUR6u6eZnusl6p1Y8zONhBROkg3ebiy4j5e2HExd+w7ni+c+iRXD72f5icLOPomMTNZhrcvpvPJJE8EVqKenubZI37NllIDP607GW1viKqTxvGqZYobO/h2/c+4P7WCbbEGfjZ4Itce8TRd3hmiZT8f3nk5pzXu46En19L+UoqDy0P0rB8g09yJsm0PkfmLqdyWpnCpg+anMpyx5BNsX333f2HJ/o/WZ9iQ7WJyQZCR57qIHl8+rLI9lK/giOAw46UQm18/Aha2kez2cHfLvQzoDl7N9fDQ9BGcX7OVRmeCl769CiuTo/WRFN84dR0Nz86yf3EVpxYuxz2iIu3afTiVOaaGWbvoADePncC3J09j81QT21Y+wMtFMC2JKT3I/mIdr4ZXYR6f5Jqel5jt9fGb8LF8PbwdFYOfT59Ey1NFtp3ZimUJjoscIPpcO57dk1geF/d88w+cvfsSGtdraD4ZuagxvdxL24Y4Oy+o47ljf87WUj0LHFNc474Y/3HTfLZlI1VKhvO8SYb0PDvLtdz44MUk21UaHh7hFy2P8EK+kV/c9EE+c9p6HkkvJazk6HDMcH/X71kd/STVmzX6LnFRsTVJYMiDpelUbbXAktjqbWLzbCcD5/8azTK4o7OJh78/n9vb/8Cl6dN5//pP0948wwdbt3BhYAdRw8FHgm+xvRSiQs7xrGMe21bdzW2pZlySxsX+cd41VOr/9gNCCHE/dkCyUggxBnwL+2B4UAhxBTAMfHDu408A67CZO/PAR9/NYHJdEXzZPIYsDkvvzay2CO1RgAoMI4+lCMgqWLJFJuumDkCWuKb2Gc45vpMvNb3Gt3s+iOHwkeq22JFvtrH+BcFvDh6Frsu0xnOHy8uFabNhKznBFT0baFScfH30CL7X/TA/LHyYE2r245OL3L6sjceyCzmYr0Y3ZKy8wk0HjqVYVNEKKkKyWK902XJts1lcexoA8EzNAYrmuG+GshGELJGPuRjTCxzjEiyqfolXAzU8HF/B62OtfGPRU9xdaGNN99hhle0BZzUeqUSPa4K30kuIrvCSOqLE3aleu/6g7GcyE+A3haOJpXx0zNp8DnIix7apRpoTadz7IsQ6JTwmfwH3YKfRnk72Mpnx2zGRaR8vF+FYF3wrOh9VGPx5uJeqksHq+mHuGVnFHfPvQVstsyPfwqvxDtIlF4FYnj8OLYFdfn6lHENDNI9VKCBMk5sTyxiPhuiezmE4/GBBMepGpOIksxU0Km6+MnIkR4UHQDdYFImx0j3IS7l5PAzMc5T41ehxqGmd1EJB/b05bkms4LGxRQSmSryQm8edu1bjdGr01k7S45tG3ulDiU0R2u1BJDOouoFhzema6BaWIZDzEs8XZIbKtax19/Nn/0pujK/GKpZQZlQGlUp+E1uLq1env1hFnSPFU1MLqPOksXSDMb3ALX1H41AMMi1vzm2Hd97e66S17ySLcfH/w69O+uuOuXjEZ/7Rwfj2zNgVmT5bWMUAal8Th/kpR0fqUZIZlKwT52wBI+OweSLyRT6y+yMEXnJzU+Q4KnZa+AcLuOMutq1swj2uIHT4yaKH+NyWi8l1hvG+bjMfu6PCVhMvB7lt/xqMHsGdrU+y7LWP41nh5c6da6ipSFGzpUDmchd7Z2uIjYRQ0zL/cfKfAA7zSIZdBXIFKLVW4D96Bm7WyDQJIoBcspDyZcZSAZpTBbCc7CxXc1ui479wXO6ufoGbo8cTW+ajb6CVrsUzfKfvbLxqmRWREd5KNTB1pJvaNwooeReR1Vkm8w1siTWRSHm54cjf4RAGP2q9FLduUG4I43Vm0JoqkFclkDKuw+reh8iAXTGLguEglfZSX5kk63JjWhLfis7n21W7SRh5zvLv4OO9XyA208C9vXdy48xJPPnmYlb0DvCZphf4xq73obT6OLvldXaG6rmq/mW+2345wXQQI+hhiecFhLSG1LwgrriGUjBAUdGbKimlnPwq2c797U9jYvJky7EcTCk87e7lo6EtTBgOHkqt4P6u33PsqmvwHwBqK+l2beUHPQf4SvcnGC+F+cnKh4jIWfYUG2h1xNh4Qhv5rXVYpyco76ymVOnAMzSKI21gCZDHXSg5QUgq0Osa5T8mzoBiiaN9B9gaOQ7TaeF0a/x02YNszbdS50jR6JjlX9sfI6oHuKvhDPZoldzeezd+SSNpvksX4/+C9p5AUh5qlmLrW2Cah/PDmkfgVCUsRUYuCYRhIJUEwjCRiocguBYuRSfhF/wv8t47yo7qzvf97Aonpz6dc5ZaOaBARiCSRTTZgG1sgk0ymGxswMAwnsHGYCMTbMY20QSDiQIEJgiQBJJQzi11zt0n51NV+/1RQr4zz9cX7vJ6o7fmt1ZrrdOqrh1qn117//Y3zAsPsV6vpBjQKfgUxrNelIINxtqZr6GY1VGKcj+YSinY5SkFmFY1RN7SGbcKeN15TNWHEJJqb4IJdyk9uTDJrBM1q6DkBTtzNZgIokUvIqcynvGiFkAULWIpN2Fp7ZdAUwzbyyGX08HMo+QUYqYtiurXc0wJDhO1cvQa5Szwd/GZPocZDYPUOqJIoM4bo8KRIOwM0a1APqRTCAq68uUMZEPEM27MrEpnvmpfu2wLPWFaJDIuQkWLTNqFldFQivvg06b9+lKKMJQNYGZVohk75zBsBNGFSdTMUKJ6+DDnw9QFR1R3sdcIM807wPJQB+NZH7vzVWSzDkqLkt5smMFUkN35KtSi3IfCNNmdr8JM66hFiWLug5bnbL8KkVfsfrRs2rvlUFlY3s1U9wB+RaMvHyZhuOgzFaQKuXIJhklnrooxLYCWlwxkQ2zTaglrKfbkKshJneGkn9KCRTLlpqJgoOT3lWtIhAAlL1AKMGwGSFv7/EnCdt0xTdScIJ/V2Zyroz9v54dylk5E8xE33UhNIWZ6SVtOStXUPk3K3q846L/69+T/yzgw2JxfRDRh4+cLRVt6DAjtzuEaTkMsgZ4QiLyBmgMlW0TNin3irUX6d1RSurXI8nUz8PcVcO+NENqVIZLyoKdAy0FQtU13MxXafpl9LSMRRQM1L1m7cjLvDncQMXXSm8MUfSC63azb2oK7N85Yzkc25URPKGhZCKoZTvNvss/dpS0wqxRsluPMmsF9DtJ20xTDLsdM6fvbtjrZxqu901m/rZnXP53LmKlwgifOb3YfheGG7R+18Gm8hcHuMt7bPpk3h6fz8a428iUS364opZvzxA03YzkfmaQTkVHxKHlO9m8mW66TmlFNocSBokhyFTZlW7hN9IzNrRBFA2GY6FmLRN6FyKhoioVwG+zMVfNS9yx6DJWX0z5O96Yw3fDautkc6oywdOsiPOs8jKe8uEQR07DNjtxqkVvblxFU02TDKpbfTaHUQ8p0obgMUlUqomjtMwYS5Co8qCmF14ZmMmEKug0HUoEXt83hwZ5jeC8bpq9QyrqJBiwpKIQkZRskxcoAGcvBEZ7dZCoVRrJ+vh5Yz8HuvXjUAkWp8uOpy0jXOLhm9ntk6jykajQUn9cW0jUs9JTtML47X0XE8LGmrwFGxslYDmRdJaZLIhTJGf6NjOZ8JIouEoaLIzy7cCpFLIfKqkQbx7mHmOtIEjO/YgZiX5Lyy/z8d8UBQdb6QjBG6I6/S5D6QsBWrSj7T8K0SlUFRk+fTWrqaPtPgraYJmgaVJTuF1xJz67H0xMH08LctQcAtawMKxZHLQuTnVaLnioyMcNLxcoIP37tT9xz4tkUK/zom/ba8nV/R2QWILhhDMvvQukfA7+XbFsZjrfXorY2Ye7pRg2FbNJQcz1WVx9Kcz3FCv//SwTX8NgCuE/+5D6+f9W1jM3SaPrLOIUKH9kKB96BHFN/vYVdJwQRTidGfRkib9rKW5ZFrqWUfFAltG7ElpVLpLFKAyixFNm2cpxjGUT/CGYkur+fFZ8X2ViNSGWx/B6EaWKUuFHyJhMzvJi6wHTDpusfYsGPLkdI8IwUcQ2kEFKSr/LhHEpCoUixNkSiwYVnzMC9NwITUYTLRbGpAjWZsx2/egbs1U1tlT1ZCkGxOsT4TA9aDmZdvonP/2PmfkHg8o05tGSB6BQ/C69Za4vejscpNpaTrXLh3xlD6iqJdj+KAa5xe9mWbHAS/nyCiflllK4cBoeO7O6380+KYpv3AvkOW7ZPS+RR4hmKVUEc3WNIv8e+7+Qg/r2p/VDuXIUTZ6zI8LV5qn7pJNHkQqoQ6Mnz/nu3fmlSlaumXjZddt2X+o7svPO6/7lkrf0xsx11T79tdCsERncvvZdMpmSXibcrRf+iILVvuBk5qoLyzwL0H11CzW/HUQJ+Cr9Ks3dzA3849RGuue8KtKwkUynIVVqUbLbh0vF2BWV2GU3PDqD6/Vj5PLHFrZSsGiC2oIb7713KT7tPI9KnUXVBght+cgWjt+U5dvIONv56FiOHW+ixAM6IwBGzremFZW9TUrWV5EskpZtrCn5tAAAgAElEQVR9hFb1k67UcPl85JrCOHoGKM5swtEzwd5vVNLyhMHg8ZW4ThqhPTSGUzG5uvKvnLvmUvKDXj74+i8467Ybefvh+3g7U8u/HLSErzWtx6fmGcwH+WTpfAoXCFJNFpbbQhgCNR3AERMYPolSEIQ+M5G9g4iAn56TQzQ/NkGq1sHEDCfBLj+eNzag1tjYidQMGyHpGg0hNdATYC2KcXBND+OjtRxR3cVr62az4EeX89nPHqblpe/x7EkPc1fPqWzb2IiaE2iZMlqeHKT/aDeeQcnwwTrNXfvUmwpFdn/TgW+Ph/pXRrDaGhCmyfBhJVS9tIf+C9uYesYOunvrCfqz7L21g/ce/yU9huDN5Ax+v+0QXE6TxIjB6qXzUP9tlJJvpNn9zTr0mIJvj8KOy3y4hlWkCkW/E8tjUbpWIDI51LyEZBrhcWNmszB/OsKSDC4M4EhKsmfEyKRdVJVmkb+vZPBoi8nXjjN+wlzyJQLDB4OLvYiCQDokWkLF0hXa7yqQ+/co49uqkLpk/Bjgva845v/738//MA6oCUIdGMfM5lBLQvuJL1Wf5uyZfXCMfCgImkq6WlCmKaTrLfs6VaVzZzWN75h823kZzTvzuHpjGOV+oj/KUOgpoxgQPPatpXx71cWMHVlD2SsxhKqSD9hvk3S1ygUv/IDJC7p556hf87U/3YjfD8qQi+WZ6XRsiDHrBz28v7edvPRiOgW/ufBR5jlTxC2To5ZdR1v7EOPD9YiD65h2+RZG/iIYPsRJ40qNXKkDfVAj35pDairxKSYnVe/ig+F2BnpL+WthOm+d8ktqVJWDP/seHgGH/P4G2o7qIh1x82JiLo214/QOh/GUCuqXjZOrC3DsLz5iU7KW9f11ZKIuHj72cQ5xxViy7Vqc8UosXeA9eJz05w3UfHcvWwaqcY+58Kq2XT1CUPTZ8OnN2xuoapxgLBLghskf8mTvQp6a8Uf2GmHuXPIhJ35yPS0vfY+9ZzzK1JXfQV0doOKYUW6b9DrXrTuHyMFVnPf1D1jo3YNHyXNd3+WUr9UplHq4Y9HL3BNYwlCmktKtObR0kdh0i0B3I+l6i4zh4M1Df0PS0rklcQmzl19NY904VzS9z91zXuGJwUN5cM7vOG3XTfgeL8eY6uOGo97kbP8Ojh27kfkzd7L0lFcBeCHZQUjNoB9jcF/hfC68eRnPF04kG1aoeDFG0a0hFUEhCIZbcMuU5XiVPLdtOZX6d3Zyxd2beKr9OCKzLPTKLKsPfYQfDx+DWylQ5YxzbmAjH2SaePaxxRxesYc7pr2IhcW7WT+nfoXxLvjnbh+EECcCvwJU4DEp5b/9b647E/gzMF9KufYf3fOAmiAys+rxbATpcdn8C2Dv6Q7CW5wEQy4KZSamz4nUJEbAiVSxdRmdDn513FPcWHoWKw95iKPHbsQ5UUmqyaLeESMRljiSggs/uAwKCmUrR2yGYS5PISBsSrWEv573c7oNH5fsuoCfnfE0v7nqHKZdtIsTwlu5d8e56NkYbleRRJmBGNW4ZMVFkFdRcgqKBXsHy/CrEFwzyOfPzqBW30HJDtPWfNgHuVY0225OSypMcg1xQcenWB2CRk3wrb2ns7G3jo+PfJALHrmWh+94iA25Bg4N72W620awO5pN/u3Zb9FzWhmFGRlWR5vJGjoBb47xlIOrPj0fM6kzZf0ocmgUpbyUnqFKKjYO0PWXVqiV5AO2roRw2FuMfEAwlvGCbjE8UII2rhOZ4eMPU57kgdHFTPMOcMP6s6kaKfLsSQ8zdeV32HboUzw4pZGXh2Zx44azMAoqJevGeXz9Ifx56yJSUwp0rIki+kZwjTh4fmge5piL6g8myFf6MD0aekzBu74beXITdzS8yvc7v8G00BBKpsBjRz3DPGeKV1L1bEw3cEL5Ns7a9F3C24vkroqinT/Ga8MzuX/9sbR+nCRzqoOFr/8QdItQeYoKX4qhZQ3UfzzIE9oSKlZ34fd5MOMJih4NpWiRD1s4JxR68mV0Zcu4ZerbPD71FP7Y70PduRf38Dxyloe5b1zLrCk9jGe9BJw5Htt6GF53nupUhunufqat+C6abjK3ph/Y8vcH99+Lf6I3pxBCBX4DHIdNcVgjhHhVSrntv1znB64BPv0y9z2gJoju0xTak1XoAxFboAS45fhXuS91GtGpOuENAjWWoWyTBz2SpWyd7ZMhMllqtRgvLXyUlbkaCk159Bk5rp60kt89tYRwj4UjYeIZ0m0qbyQGRdtLomS3gUhmCO8ssLcY4LGRIxlaVcOxU0b4j/4EA+kQr1mzqDq5lz1vtaAWoOQL9uUOB2pRohYkhlNQ9LgI9BWQ0TgV68qQhSKBXXbi1deTRsRT+D8pRUlEKV8X4N/aTuTyfezQ97JBNq1pJbBH4RdTjsQ1kOTxicN4a/dUakrjfKy3MpQI0Fwygac7gev7kv+Y9icu+e3VgD3QwjGJYtiOV0zEkPk8Mhan/ONarESSinVZMoNOHIl93qUJO2kb7A4w/m4l4aREzYMjZfG7kiMpHqzy5pqZLA914FnnwTUQ4a6eU1FXB3hwSiNXl/TwyFMn4Z6QuAUw0UvZ++UEenJ4hxyIkQgym0UWCvQvm0XlgAWjEZz7MBgV6xxYyRSlaxV+NnMJ/R/Vs6e8hikT3fxoxxl0hEdY2dWCHHFBeR7v52483eMEvCkK2RwDb04jPCbRBnroWt5MzW4TS9fIhcIMucNUfpZFRqKUbvRixRO25oaUuAdTCMMivDmMK27wu0+PRJ/QaDtpFDWZY2BZPdVGP+UbihQCKkiF3T2tqHmI6RAYkxguHzI+zO3rT8G3woOlCdZUTPnqg/6ft4JYAHRKKfcC7AMrngZs+y/X3Q38O3Djl7npgTFBeN2onlImXfEZAHtvPxR/j6SkKsRL35I0qWlYvYkfdm7nymnf4bLFf+XxZ4/jO994m5dzxxJvUblsy4WE7vez9xsK9W8IfB8Ns7xyARveeZBHYi3szNjHf0cHt/No5xnE2tyU/7WXubd/zpvL5jPnmJ1c8tL3+NHJf2HkMD+z376aDi3FWMpL33iI9uvHWfnpfeiodBoWH6YnM1QIsi7SQKLg5NuNq6l3TPDrnmOR19XSeb5OZcM0IjME7Q9WsO0yN77dAd64+l4WN9zId772HrM8PXySnMRNA2fTM1BK2+wBBhqDvN45nVaZY/myebhnxmgOTLB2qJ7aYJx4wY3ucVB16Si3t3yX1/50L3WaLeCwqWCyMtPOO+NTyPU2oG3pwpzUwA0/foY/rj2Rzgt0Tpm3jg0Tdagby+g7txEpYPJpu3i1+XX6DIvdxTLeis3kRyUb2Jhp5KAZexnP+hg/rIh4S7JtYyMVx4zy8tAsHnnqJLZe/RBPJ0tpdwzz4x2X8b1b/sI9753GkgXr2To2A8+OEaTLyR+veIBXE3P4ZGgh3UucKCYcsWgzQ1uqePC2pewqVBI93MPk4Cjdpp+x/hBVviStleNcNm8FujB4pHYR1oowsfsb8JdInr/yFzw2cThrYvPYcOWDnLLzVMLODN+qXIlLFLmk5jLak7UMLA5Sn6iyTXc+jbHz4gBKUfDLUx/nk9QkrvJ2UZQafxmdA10DPHbVk9y+9HByV0U5pnoX6yINLJ/8Z5KWQRH4beQQFnj38Mgz8/n1vOf4aeAUVMXi2qaPufgnX3Hs//MmiL9HlPxPUgv79FnqpZRvCCG+1ARxQBxziqJhOyfti9JtJv6+Alr/BEoqh5q0YYh3d55EyWbBawMzCO61+OtoB/6uNOEdBpH+EHoij5JUcU4UoWggMjmeSNTym61H8n5vG3dXvc+WbB0T09yEOrNgGLy6ZSbhbZKNg7XoKcHqRCvXNy7HMaiTrfOT6g1QjLmQ+TzbCw5+E5vCLV1n8FzfQdxRsY7bm1/lVx3PsiVdhykVOgfLiU8JcuzcrQS6shRL7ZWKa0AnuNfkD9EFhLfCnkw5w8UQ6yIN9PSWoUZ0rm9czvXT3sUoquRq/GhpgaaarOptIh13kyo46RsrIdnsRRaLqIk8OamwKq/yYLSdJyOHclmok7saXrHt8MrCJFq95Cyd5KQQh83chSUVBrdUIg2T4F6TQI/J55taWZv38PD4URSlhiZMdEw+nmjlO9Ufc3rtBq7q+IB8lQ81J7ht0usMxQK4JiRPJ0u5wD/Bykw7kckuTvB2cuKCjdxb/RHRyQ6KNWEyrSWElQIpw8nYTBfeAUGgE3rTJaQnlbJ0eDGrk23c2PQ254Q/g6APYShMZD0cVb6ben2Cj5KT+XHj6ySbvag5iVlfgVexuKZ8BRNTNT7J6dzX8mfuq3+NWY4JGrUE8w7eRXR6AOXQKOmOMiZmeBEOB/49Kp5BhZ91fo23eqZQpcXpcAyxN1oKlkWNmkctCeFQTXTF5N9bXmRbUSUpBaaE74dXcZR7AuH3M2wE+emk17in/WXmur4iBoKvdMxZJoRY+7/8XPaVyhFCAX4JXP9V/u6AWEFITUU4nZDJABCZrBLsEujREErB2J+POLNuA0tnHcezk5/j4vpruKp2NQ9OPptkgwIYSEWg5oQNxwYQgibHGOdO/pwjfTu4pv9EHqpfzpuZI4m3uAmIak6etpm3huZx3bT3ePDz0xjKBvjh+nNAgLs3CUrQBmQJhQGjhEM9u5lcN0S7Ps7Nw0eycrgZRUjenfkUGWly/8HPcd9zF7KiuxX/NA8oRYzWaozJGSKGh8N9O3lizpHcWfMWtw1+jWjOVrMSRcF1G84ml3ZASsc1EEGdXk5k3I/TW0BmVUZjPoyCir/L3hqgCj7MtNPhHOIo7w7aQib3Tcxm+fAUhAkykUSqVZzm6+P3BYtNo9U8NfsPrGhtwWyuIjJFxXBLDp+7FV0YnFbyObMcCdodozw4sphE3sWtW75ONuvANBQmDyXRMmVct+4cjIKKW0C7Y5gHou1cW9LN00XoN9y8uXE6RUtFKUikKlAMyfOJOVxVtoKP4guJnZgmPeDhIP84e9LlfKNiNY8OLOKH3ecQ9qcJxpNoySrG4z6eTC5gT305WVPne93fpK4rTSHkREnlWJaazIropP0w9hu7zkQRkh/WL2dFqoM1n02iPmKSXlmCI5rBcDnBNEnMLOAO5vhh67s0aBEeHV2EKQXprA2W+lNiFlY6wzXNq5jrHOT8bd/mJ+1v4BVR1uTreDc6lZPDG5HJJB/FJvFxTwtCSObV9QGPfcXB/6WvHP8/HHP+n4iSfmA68ME+RbIq4FUhxKn/KFF5YOAg/qt5b3k55PNYWRtZhyJsH8jZU1HG46Rn1OBZ201+ZgPOz/dZ73lcWCNjKFUVWKPjWNksQlUxD56Ots+8N9aioxiSp269j+tnngi1lVguB+rwBOm59Xg3DmKVBUk3+vCv7UcGvIhUFnQNo7sPY9FslIKJmjfJlbmIt+hoWUmuVOCISwy3INhtcOSdq3jx5SNoXrqT4bMmUfXhONKpo4xEKEyqxrFnlMHTGylfl0ZN5lHSWZCS1PQq8kGF8IYoFIqITA6jthQ1krKNdLwuRDqH9DixNu9C6BqFI6YjpI2cLAY04o06al7ywu0/5/vnXsEjzz3E6Q/cxJWXvcwDz5yOpUHLU7YnyH7z3qCXfKUXNWsyNsdNplrS+FYOfTxDpilgsyHLNEo+G0FYksjBVZSsG4eJKMVpDUQmu1CKsOaeh5lx/xWYLnDE4c0b7uVno0fT7h7lpeuOY2SBg2NOXUfnZW2okQS51gqq/2UPIzc1oaUKZOp9CEPi+WwPlJYg3Q4KZR4bhBbNkWnw4u1KILoH2X3rNOo+MEhXadx726Pcfel3mJjmRCna/JpAr8HYLJ3pp+6g84+TKftGLx6tQO5MIBzEDNrbsnypCy1nIhWBczCBuaOT/InzcCSK9CxxoycE7jFJoMcW2VWzFpkKHdMJFX/ehjGliWSz7ejuHivy4Ts/+tJ4BXdVvWz59pfDQWy79x/jIIQQGrALmwIxAKwBzpdSbv3fXP8BcMP/L04xhK6j6G6sfSuIiRPb8IwW7f2r0wFCYO7sJPfzNJE3Gjn6m5+x6lfzmX3VBjpvmUqmSmdsLrQ/6aPz7BCNb5SgbtmLEgpy/CMreLprHtPKdnJ/1TtMWB7OffAGyuflcUSy9P0EXG83U3tBF3uXtVB9fB+Lyzbw/HOLqFxboO+YMiyHZPI9Cb7z8Ev0FMrYmKij3hPlsvDH/DUziYCSxaPkmeEY5baBk3nrwcM57vI1bFozm9RRGeRKlV3fChDeHOS0H77Pn393DLde/TQrk+2839dOsrcKPaFw3ikriBY9vLZ2Dq3PGozNcpE9JEUxU4rIqrgq02SjpXaOpTcAVWVc+dALAPQUyijTEhzn6eajXC2n338TdaODnPFz2w7v23dcz6KrPufUkvVcUXIRHY/GGD+yGsMFiSOz/HL+M6xOtXFReBW7i6WsP6mJl7pncUrjSnqzYdxqkd03TKH/aDfnff0DHl9/CGXvl/O9W/7CCd5O+g03M+6/ms0/fIgLuxdxZ+3rLP7dTVSuKbI2pHLL0icIKDmu+P33KZwv8QwFaTt9N10PdHDQA+vYGa/kmLIN6MLkk9M62HVJBVpzioNq97Aw2MX7E5NYHN7Laz9ejF7mpfm1LNc9/icULC598Xvc88gzBJQcLlGkTU/waa6Gh3oX0fmHycSOzuF8uI6hWpXqxDq6r26jGJDMmNNFqydOs3sMj1Lg/g2Lab/Uwy0PPsGDhy/i8tN3coRnF1vzNQTUHO36GANGAIAOR5TL3zyHqUu3UqanUJCEtRQffsU85T/rFENKaQghrgLexj7m/L2UcqsQ4i5grZTy1f+b+x4QEwSGgWXm938sXTuOyBWwxiYQft9+kdboq7XUfBRjuXcBjRsirHh9Di3b9uDs82LqlSgTCQJ7QugjccxCAZlKs/T94whvUNgYKOPP347yzIYF6CGJa/sA0jDxvtZG2WcT9HhbCA5YdK+to+6omO1K1aJTukVS8AlkNsdt605DDrrwDCls0kE91+Kk4AZCSp6T37yGsvoYxeVlFCugRM/g3TCANrcJMdhPzcdB/DujPP7W0bR9GOHmKeeC28TV4yTcJ1EM2J2q4FuVK3m3bz6JRpVAn0liiovQZg2pQDrtJzAgiLaDd3keJZrgrm0nkUq6EMMuhAUbj/2Us0vWYLih+7wa9CSc/fmlaEGBKQU/XH8ONR8Cg6OUfSaRmoI7EuKH5rlovS5enzYNw1BtIdktfjaHahhMBbm1fRnrGubgGZQs9O7hz1sXEejJcc97p7FuwUbe3Dgdtwsu7F7EU00fcMfYQkyHRAqbT/Ozzq8RSXgxSi0a3jZwRPNsKWvDUyl457X5GF5J5REJInkvZqkfz5Aga/jY7qpg+0QF8V1hyo9IEW3XqHsnSWxqkNt3nsodk1/DdEpuWXUmLx35ML1GCdf1Hs1wOsCyaX9ift11fHTEgxy/4SbyYYlaU0Xd+3kMl0r3nlb2OuCTI6J4nAWcmz1gmvzrniWYR1Twq5UNLPUu4qmD/4Nvrr4YjyePqlhcP/ld/th3OFZpgFc3V/PI4U8Qszws7ToG+PArDf1/Jg5CSrkMm1H9v/7u9v/NtYu+zD0PiCQliu1U/UXkawIY5QE7L+H32j6KQOKgPKlmP8VpGbJ1frQ5MWTQT7EqSKwDrJCfRAu2n6PDgfB6WLxgC5E5FompRe4o38Chk/bgmhBYpSFQBJFpkK0PkJhaJNGoUDtniO9UfESsTcU7YhGdLEi0SYTTyfWz32H2wk5y81PkZ2a4u8KeHFzCZEpHP99q/pTEJBPvoCRn6VilAbINthBOvEklV+1jysIuMg0B2iYPcc7sdWizYsSmSBKtcHHVCnJSJ9tQxDNmkKxTcZVmic0wSEwycbQmSEwx8A1YCIeODPi4feobXDnnQ2YfvJumef38W9UaytUszqik8cVR9JTkzNYNuMcsVCGZVjVEdJJtY5+v9pOr9hGZqvD9OSuoWTDIN9s+Y3rVEFdN+wBtdozLalZwQeMaYqYHz5hBpkbgUfKkphRI1TlYsmADv6hewbEztuOIw521r3PH2DTuLN9qa41mDFwxi59N+gtz6vpxjSkk63RSjR5cU2P4hkx888dpmDvAJZUruKruPZRElnSNRG1PcWrDFm6d/BYdB/VwefkHeIcsCqUe/L05/mXyy8xwjOOICy4/6EP8SpGj3BPcWruMu9pe4aahRXj7Jedu/yaBHgv3sMAaGiHe5CRZr5E4KE9yep7rO97h5ra3yU3LgqLws/YXCa3qp6QyweK2nQSVPDfOWc6d017jX6e+zHxXLz+tex0lkeHsWetwKUWa9HFubV32d4f3P4wDXFHqAMlBhOVCcex/zkEUC1iptC1XDsh8HjF/BupQhOS8Wnyruskc1IhnVafNuQj6kIMjiNoq5OAIViaD0HSKR85Aj+XI1niJTrKZjPdd8yj3zTkM2VCDdOuogxMkFtQT2DCMURkk2eShZNUA0uexTV+cOubOveS/Nhc1Z6FmDXLlTqLtGloW8iX2ntvwQnCPyUm3fcAf3ziGtvt2MfiNydS8N4Hl1lGHImSn1eDeNkT/2Y2Ubcyjx3O2D6mUxOdWkvcLytfFEdkCIpen0FCGPp4CRcH0O1GTeSyHhty4A8WhkzluJsKSqDmLfEgj3qyi5eC5G3/O1Wd/n18+/1vOefR6Lr7gLR79ywlYOrQ/Pg6GicjYOQizxEu25oschJNspUX9uybOsQzJFh9qUZINq5R/PApCMHp4OeVrooiRCNnZDUQnO1AKkjdu/TmLf3cTpkOipwRbrnmIm0dmU+eI8vxPTmRkvsLRx26g58o21LE46SmV+G7uJ3tXDVqmSLLRg2JIAh92IqvKkW6dbKUbISWOSIFkk5vQ9gSiZ4jdN3dQ9alFukrhgRsf5varLmViuo5SBCwI9JpMTFPpOH43Xc+2Ez6jH69ewDjLhPISjJAbqQjypQ6Uop1M9fSlsDbtJHP6PNzDOfae4UZPKLgmINBjUPQpqHlJplzBcgiqn95Ofk4L8WYHQoJ7wuSTl2/68jmIynrZdsGXy0Fsuf9/MhdD7v/H/phM2s5Wpi16irAXOkrvCFYmi2+nBxlP4Nk9gczasz65HFYujzoybic3pUQaRVy7RpCFAt5sEWfEg9QEd+85BVd2EKVooIxHsZIp/Lv8WKPjqKkMoWgQazyCyORslydVAcu03a1NCywLLe7HOeFGzRkUg05bNk8R6PE8j204jLrVJjKTxTNmgWGiDqewEkncO0ew4gnKNuVx7RxC5vNQKCKlJLhBQbodiIFRkBIrl8dhmLYLN6A6nZDPo7pcGJaJVQDfln06iIaJM+DFPeJGzZv8fPh4tJEYryRmU/F5geePmEvlWhPTIWw7vPKw7c7tdKBmsviiaTBNKqwKMpW6rQSVzRJMBBGmhdfvhokomCbla3VE3wgym8WzYwQ9EUaqgp+NHk3lmiJSgJ4xuPm82fx75QauHZpHYOMIUq1keXgGU8eGkbE4nk6NrTvqmbpnCJnJEYoEbNRpKo0YsBCahm/cYz/LbI6SSAART2Km0vZR6cYRvL1eHug/Du+2EfRkqW27qAj0oRh6spT1DU1M+jzFrplViIKgw9oNEzG0QhGRK6DF/ChJW0BIJlNgmfg3jYKuUbLNgzNu4utJo07YrmEiV8AX8GC6daxMBtfOIRwTQZASJZnlq8Q+i40DOg6MLcZ/DVW1v5RC2T85APa2QVWQTt22r3c67MlBVW2nJ0WAQ//bdkUo9kN1OLCcOrkyB0WPxvSSIXtbky/Y5i6qiuXW7fu7nJhBt80Q9bhsNybdTpRKj8uGZTt0LIdGvtRBvsxNplLH8KgUAhqWrnJ4eyfRdg1UFUvDLkez2yRdToSqYHhUu25OJ+xzqrKCHgplHoTTiXC7EbqG9Ljs8p1OhMsJTifS59nPVbG87v31slx2nXJlLhaHtmFUl1DjiFL0q1zX9g7RyRoFn2L3UTb/tz7WdSyPC+lyUgyoFPx2W4XTiRX07KdsC5ddl0KpxzbEUVWky0mhxIHp0Wh3j5IPqaSrbe5JnSPKtUPzeKB6LZbPRcGrEKpO7H9m0ungjPlrkU673+2yPPZz+OJ3fjfS697/XKTPg1AVHCeO7auXmxnBQaTHRa7cQb7USSGkY/ndpGodnDJ3A9kqF5ce+iENHSN2vyqKXQeHjnTa3iGWzy4XIZA+N+nWEgyXwHAL8mV2H1tep92OUjfFoAPF6US6nRRKPRTDdj995TjAtxgHxApCOHQU3bP/FCN1/HQccQPXrmGssiBSFch1WxFPmkw8NgXzvAja0zMIXtqH+EEDuTo/I5dkqX2ggZ3f1Wh6XuD+tBPKw/z07Wf5zucXkc85eOzgx3gtNpv1P5qLPqeA3N3PjvuaqX2lhv5TDdTIZP7l5OdQhMXN755L6wsGvZeFUVSL1h8oPLf8CZZlKnlp7CD2RJ08MPURuovljBl+Po60cXL5Ju784HS4oQXtpgi8W09kqiD8epyey6dRtrmKs/79bZ796YkEr+jjwZbneSK2kNd7pxEZ9/OLw15ge66Gl7pnUXqvm94TG2g/vBtNKPTGQ8ypGKA7Fca8vwxPPIXVWMnrrzzBqJlhZa6Glck2zg+vZk+xnN9+70yc3QM8c/ESljz8Ab8//xT4cYza8ASbZrfQccd2ModOAqDvOJU3z7iP/4gcRp0jyttjU3nythd5ODqHWZ732J2vImW6WHH5wez+poM7Fr3M80Pz6F82iz9e8QBhpcDziTm8dN1x3LL0CX7W+TXunvQXbrvhUgIbR/iar40333qW87uOpv/edoaPLUHNV+O9cJBtF3dQ9UQfJ4c3AlCvT3Dn0Wey4+5SFrXvZrZ/MxcHd7Mq78aUCv96zUWYMyoov2qYNz55gc/yRX5w29W8+idhKLEAACAASURBVPZ9vJepI6ym6HBEadB8zF17LttumEHfNy1WfHseSrkbc3gDo5fOt02Bvj7CWEzl08N+h1NoXNJzAtETfby57BmWdBzJyGONzG7o5mvhTSzxjJCRJqWKmx3FPJWqxbfnn8HSvz7JR9kmXEqRkz1j+Gu/4tj/79/h/8M4ICaIL94oX0S6UkEpqvZbLJVFKAomtiR9oknhypZV/MF7Mh3BEdY315KqUTF3+NFiUTy7wzgiSWShgJLJ8VxkIaW+DCe2r+UXfSfwUMsLLJl7MKVbFTRvM5WVMWKtlZw0fQOfPH4Qd246mXxWx7dXQ4ulUXYFAZD5fm4dPgKfmsev5bm09WMeHj6G7RMVuHWDx6c8gQJcffi7PLn5RJx6isSkMoqlBsVZLWQaDBJxjf5CCbF2ld82v8gFWy9idCyAOuzEExPcqJ4FlkAddlCZiOLvcbO1rB5hCrSEwnvDAZS0SmssB8UCSjLHZX1HUulMoCsmRwV28PjEYawbryd2iIumbhcDR3q4pORz/jz/GILuEV5oW8ak7ZdjTGu29Se84GuO8nz8IAxLYYlvK98K7uCUrRcwMBZCKIdgpnUUl8GkZBbfHg/3BJZgjrmoHLB4NTGHlOHkqrIVPL7gOAJKjkjCyyPDixiZryDVSgpehfO7juaZ5veZMnsKuZoi7l4dLxCbGqBVLXD75lPIpp043UVacqM4d7l5LzuF9x2TeaF6Lsmck2TKTUukgFQFhbowl/YdxlA2wOh8+PXEwWyI1ZE3NS6u+5jrRg8iOhJAaddw9guS7RrJOoWaD1USrRKrrMjRoVHOrv+cU7ZeiCIkfXvL6TC3cH7X0QiPgzcWPowu4KzN32FNdScd7iHWpxoZzAZYXLYDWSxy/rZvMxHzIaXg1+EEcO9XG/sHuCblgZGkFGG5UD0eLFvlSQ0FQSiYsZgtavIFUGpmB2JogtycRlwbe8nMa8T9/lZ7exEKYg2PIuqq7STlF0Cpw2agj2fIV/kYnevEEZfMu2QDvUdKlFAQq6wEMTxGdl4Lnu3DmOVBYpN9lH7Yh1kZQh1PIJ0OzM5uCsfNQcuYqJkChRIXY3OdCAPyYYm/B4o+QclOm204vrWc9ru2EDtlGiV/3QulIRgZpzi9EX1bP8NntlG6PYcWy9l7VymJHFJNrkSh6pOYLYMXTVFoKUcfjIOmYvpdqMkcRsiD+HQLQtfIHTsTYUi0jEnRrzEx1fbZXPSNNWy9aSaVd+9ly4tT8B43wsSGCoQBbb8ftPfbUiJ0HRkOkmkMoqcM27eiSlL3fhHnSJp4RxC1KElVqVStiCAKRYaOq6T6gwkYjVCYXs/YTBfOuGTBlZ/z3ssHkS+1cI0pHP719Sz/fAah6gT+3wcYm62x/XsPseTYcxCROPkptfR936Dx1wpK3iA22YdakIQ+6kaWhrDcOplaO3HpGs0Rm+wlsCeLtr2brh9Mo3yjQbxJ49hvrWb9j+YyPN+BWgQtA/5+g6GDVVrm99H/bgPmnCRvLnyYK+d9HeF1YwVsMZhCiQtLV+wkZXcCa9tuMqfNwzWWp+ckN464LUtXuq24P0mZqNdAQPVzOylMb2RimgthSXyDXy1J6amol5PO/XJJyo1L/wcnKY1yL2qoAbOzC4Dt97dR86ZOvEWh4ZGt9mSRz7PnR0583jBV/kGGn2slNkVy/j1Jnl63kLYnTPR0FqvEh5q2GYTC7abrZBdl05JMC+8k8dsZxI/L0PvdRnY+4qXsAweO80YYi9dSGRrHutlPptaDd6iIURNG2d5NYXabrX/ZozE610GmvYA7IOio6CX6fDu+ARO6IHdxlER/iPYzush+24cyX3LWZ7u559NJWGorN932NAA3rmrCFyxDFVFyo0FUr4aWdaNmDTzDRfw9JqbXgbphN7KpDizItoTR0gaWU8XwOXB+3omlaygeD7EWnUytpBhSqGyIIN6twDdosfviNvStG4lc00H62ix1V1uYh8HYISaxh1WKz07iX35iw4KXDiymb10YZ0OWbFKBvErRp2I6/LgmiiimxDWah54BrLYGSrfmyFf6cFoW3UuceAcgdmKazsvaKJwvaXjbIFmn03NlG1PHhkFRGD62hFxNkSXHnsOyd5/ns3yR5ckZrDqpjaHfePH9Poh3qIjlUDAnolBfQSHoQE+aFIIa6Xr7uWjbuxFuN80PbGHgu9NxRSSbr57B0PEOgrsthAWJZoVsiUrzKxm0hwWNvgnEH2Jc5bkQc7yHn69ZhV8YXLj9W7QG++i6d8o+ZSwv+jZIVyl4XtmMcfZ8jOoCta9ojM7RyZdaeIZU3KO2GJEVi5MP65RutRG/hdD/xdfpv//9/A/jgEhSmk6w/H/T82uqG6fgFaQnFewk2j4nZ583x9SyEfaMlmF4BK5xhQtCn1JZHfvbUs2y9hvtfBFhd4b1o7U4UhJrwI0STTC7pRd/b4GQK0tTWYSRmB8MC8WQaJl9Jj6muU8af5/ArQEIiaJItg1XoacketpETxqM94ZwD2is29mETCTxDuc5xtMJcR1/f54qLcYJnlGEKmkqiRLvD6LmLYQpbV0A0y5XTRcQxX2nN5aFkjdswo4pUQoWimkh92laogjUgkSYgISR4dC+OlkokSTSkqgjMdReF0Tj+IaKeHo05pfbbT/KnaFJjxHQcwhToKoW+rADT4+GmrPrpmVNlJyJmi7uE8E10dJFlC8Eb03QUxJrwIMaSeAZEjiieZwJC3UsjozFkfEEah7cvToiEuezfJEFTh1dmMhkEk21UIp2+7WsYdsKFk3UooWaM9Cy9v+rGcNuu5RY+Txq3m6rPhxHKYArYuJMmLjHJFpOoibzyHjCPo1KZ5DxBEhJSDF4L9MGwPrhOrSshZq1bDFdbMcwpEVou8Czw6bHq3lwRmwzYUfawj0u7f7NW2ipAlq6iJb56vuFA12T8oBYQagFUNI5zH2fu3vLqSxI3HsciJAtP8dEhIMq+1nR3cr8+l62fDIVMTvOVZ3nMdIdJnm4RuN4iOHDglR9BCIaQ/F5WXzUBgxLJeTIsuV8hYMrhhh5rZltu1TqgiqVeo5Ve1uZ1DjM2MJ6Jg4tQtFFaJNGdbKW4UM9SAENO1xMOW0nzd4JYkU3WVNn97nldI+EkJbgiCk7MGap9CZLsBqr6F7i4uqus2mdPkDh3Wq8osgdI4dy7rR1PLt5Hgtm7+bz0jqMcTeuEQd6wkViioGSUXBOKDTFaokcVEp0ikCqoCUdFEISNQct8UaUvf1QEqTyvB4W+iIoSBRhsamulv7xEM2xcvRkkkJjGQcfvZWx52rpPV6javowWVOn6Fe5efgQap1RMobOacd8ik/L019dwo5YBSNzveTG3KDptvq0KZj8UBXDh5UQm26hxxQq1jk4YtFmeueXcJB/nM43ptJ2+m62lLXhmhpDT1Xi6dSQTgfeCwfxAvmVtSxPzuD9lMnNpbv5sGYOx9du5+kzF0LBhXCZdGwNMnB0iHSNxHJbuKrS5DIOZM5Bx28aMJwamhDUnddFVySMsCqZc/I2Vk9vQlUtWisGSORd9HxSRcMylZGDg1S/q2OWeCAaZ2W2nnHDz/TwEMmii/UX1yGEpLjHT9sqndAF/SjPukkdlaGxIsKeqeXMbd5FiSPLWM5HVzRMlT+J+pKXwW/mKUY8oICrNGsDnb9KHOAriAMnByH+ZrOheL1Iw/jbmxLAMtHqam2GYlMN7OlDNNYi9/buO+Z0YCWTdl4hFkcathiq2tZsv0FKAqQmBdFTJhV37CV2TBolFLT/LhaH1npEzxDC56XYUIa2eS9UlsF4FDQNc3wcdeokm0RVKGL5vaQmBRGmJFei4h0qYroUPL1pFj+5mt8uO562n24ks3g63s+6Ebpui5bUVMLQKJkjJuPZNYHI5JA5e4lqTKqnUOLAu2kQdA0ZjUFluY0/UFWE24XM5myy0Y5OEArK9HZ7FVIoIj1OUi0BhJTU3bib3l9OouwH3Uw80MQF97zOL5adQulGQelbnWDZWpFC0xAeN1ZpAJErkppSSqZMpWLVBCKeskVxiya5Cg/e7SPIbI7M3Ea863uxkilEbRXpSaXoaYOqe/bS9UAH6UoF35BJ6Kpetu6o54z5a9l2cQexqQEip2VouyGCTCahppJl7z7PkqPOQOQKFOtLUYoWSme/faTr0DHDAUTRREmmKdaVokXSyK4+6j5U6f9eI5k6H+IHo3iudRCbEbYFfHIWrqEMI4cGOf2yD1h231H84MfP82j3kfiuViCaQHhcIIR9vCn3sU7HYhjDI4jZU4lOD4CwLSAVQ+LbHcfyOBAFg1y1DynAs7oTykrItJUiLIlrOM3yDXd/pRxEx5lfLgex/pH/wTmIQrUXpaIDa9MOAJzLfOxa3opahPrXx5GKgrVlB8+s/jM/H1/AyYH3+cbyy7ni8L/yyLvH0TJjgL0ba2n/U5qe4/xUr8zh+LwTUVrCXcufpU03WZ/3ctOOM7my7V1+f9GpdP5WpeNfEzz6zh+5bfBrfL30ZW5behEcHSUx6MA9NJ3mpwfZeWsHagFaH4BTX/iYs/y7cAmVbUWV2/Z+nV29lWBIbj7qeXoKZQwVgrx33nzE+bDz3hlgCjp2+Cg8UqRnrJk1hz/KbcNHstD/Ekv3LmIiVo4x4cI5qpKrMtATKhzeQPtvBxg5dyqJVjArgqgjDoyAibAEHUsjqOESZG0F0/+4kxODm2jX4yQtlbsHTmJdTwOuGxrwb9pCrreFCx5/nVfPPBS+K5h65RaO+vFOnj/5MDrvCiKl4LXDfkNS6hzkUHk2Vc4HsQ42n1lNLFVKPu5E5BXUlMKkHYL+C9tI11vIk5soXavw4G1LWTq8mG9UrOaBi87joAfW8c5r89FPiJK9q4ape4bY7mym6ok+WtUCu66dwtBvvGiqm+Nrt7PkqDNY9uFLzF17LrE+F/iLdPzAovuiFjKNBkgoq4+hqQ6GexxM+VUaY+EUBk7uZ/rb2/lr/yQCD5Rz0cvP86NPz0BzmBzZtIexnA/j9SCfnj8DOQ+eOfFwPCEP5u5tpN9sJp518en8P/JZ3sX1285CSoiO1NNxTYKah3vgiAKDL7QytaqfD7ZN5rqFq/EoeXoLpbzeO43J4TGixxeI/VowukNFKuBvxNZw+rLx34xx+DJxQEwQjqE01vAO5KGz0Hb1k7uhgno1Bav/H/beO0yyss77/twnVY5dnfN090xPZBiYTA6CRAVEUDEQVUCEBR/Duq6rrq64iisGDCiKgAgrWeLAAMMkZhgmz/R0T+dcXdWVq064nz/OwOruXgr7Pu+7c73P3tdVV3edqjp9+tQdfvfv9w07OfyWulRwCae9MZfo90L89vJVND8Nv0ysZt7XDkJtgh8+9kuuVz7Btac/xz3iTGLV85mdo7Kj1MIl685DndFpXzbMHb2nE8uXmf/FDE56llMfuI2OB7N87oJFnPGRbXyv4TVuHl3DPP84j687lYvP2IhfqfDkwZNpNl7hu9OreW1qjqsA1TJJdU2GXNHDF994H/PqJjm4vp055QmEhPlf72fi/DnIkXHSvz2GObtyXNd8LjO3NfPEJxfzxmk//A8KVS+Od/Gx1k386+NnkLh0iPMSh1kR6OVAqYEGPYUubH708AfIL6siuURwQ3gf41aUzflOXpicR8xToCqaQ8uoSEVBmS1w39AKQqUKahle7etg0/7FtA1vp+O7Lsflkt23ctWHn+YLvYuwHYWhiRjPn/QDmjQfP0nPwUbw+NgSzMdiLLhoPwXL4Cstj/HNJedwsFJLWC9x18gpaLkKB2ZrsQKSsLeEVvAiCyWEIzkv/iZ/t+t8mssWwbsjKKbktxevZEFpnGWvf5Dtx/+OG+pXsjp8iPsiazjugt3cUPcCu0rNLPUO0qBW+NvY2QzUzaX/HA9z9zgsD/bRG02QKbreHNFonpCnQrWR5ZTofr5aNQcch2K1AMfNa0jA+WUNEUuytHw11oSfJy/8LhN2EP/iMl+tvojTYq/xG6WT3ECEzZZKbV2aLs84PeU6jvUPcDhRRYsvxXZ/Hc8t/i0XG5fg0Syua3zp3YvWHuVlzqNigniraQeGcDI5lJSrf2ADDRvKaNkKas8w2d3d1EymMMZj+EdylEYDyIqJksnz6Vc/QuN6yc9r1tL4hom/N4V/PMRvTl9F8IABEr7c/jhXbvo4eoeH0NAESEmw3/XSNNJhntyxhLKj8aOml5n3h08TWq7y+9dWoieKzNmW4uVsN0/1L6DYG8ZTEHz+pKdQkaQdPzevu5x8lYF3WlBqjVG/fAxZKlGodTunJ+OgzBbYPthM53QOmavi/kwnzyfns3OkAeko7D/5bvrjr3Fj36VMLQswu89Lx8ppbt53KT6vybK6Yd6cbKC80kPLkzN4ZsP0n1/NjmwLm0ZbyaX8/Pik3+BvLPOV5mvwVUwqDRHylRyeRj/hpUmS0yFig0eSrrMFEILQUJAts230DdZQV5/CMVW2lxu4bXAF9895hpRT4qzAXj685G/oH2zmj2t+yCcPXc7wK82kTvBzW9sz3Nx/KTXNPk5L7KD2xAxX177M51s/SXQmjB1xE9DFvIf0PMOtRhRMqHgxm6tID3m5oX4ldzZupuBU+FVbgjcngvxMOYXP1z3DkBXm7yZP5QdN61i+agnR/RJqE5Qcnb9peoabOq7n0eQyvr3gYaJKkU3FDgJKmUVrDpHc0E74jHEqWxMUEwbBHgPflIlUQN0fxCjBkBXBEDY3H/ggkVKOkFJEjUVRTLBthW93P8STs0vxKiYexeTq2pcZNWO83rKE+7JzuKPjQaKKQ5/1rq17j/oI4qioYrzVhN+P0DXQNXhLcTmmYQVdZqYZtZFeDSsgsb0aMmi7VHBNpb4uRTGuUBvPUI6oOCEv5bhOV2SKSkhi+aHgeAj4y6hlB1TF9d4IgtQ1bA/44wVWhXvJOWWMmgJaQaInitTHMtgRL3O94zSEM9hRCysgMaVG2vGTtIIoAYtqXw7L57poFUwXDo4EFAXLI0DXiEfySEMHn81S7yArY4fprJ2mNp7BwibpeJgTTKIVJSJSocGTpr16huZomi7/JJ3xabQi2EEPpbhKlzHO3MA4zdE0vnAJG0HW8aKYzhHnLIeor4SwJWVLRfOamIEjDIAj99r0C+b4p/GFS8S8RTSvxQJjnDWxPpwj5aGs1F13slCRrKOzMDpGudpmXmQSrzCJh/IIS6ILm5lygILjce0GHQcsh2Y9icdnolYkjqHgeFSE10YxHQiZrA4fouBU8CsGouJQE8qxMDiCR0CrluG4UD8FaaIVwAwJsGzajGlsFBQLuoNjZB0fWcdLtZahWZsha3pRTMlswYcwHdSKa71nexQcQ6ESdjADkm4jRauWYVF8DKEoNGpppO3geCV+b4WC42G+b5QWI0mbPoWBTVzNIUybpd4BylKlIKFZK7z7Pi/lO3r8d7WjK0l5xHEbIdzypmOjeL0uccsyUYJBnHwBNRjAzuVRw0Hs9KybjKypRhaKiKY65OEj2p2KgggEkEcg3KKpHmZmAbCnpty3+P04xSKK349obURkC26S8tAohd/48V+eQUTC2EOjqDWJPyNXifoapM81bBUjky53IT3rJtgScewDh1Cr4tjJGRSvF6diosYi2KlZ1HgUEQy8Tf6S0RBmzOcOHEcS/uoQhVtqybcECL3SB9EQTsSPmsyy9/M1dN+8B1QVJRoBy0KapnuuRAzp9yCGJ1wQVKmE8PmQpTIkYohsHic9i1MqgeKiVxVDR4lFkaWye+1Sgs8Llk2lNYFjuHvsjm/sp++L3eiZCkqhgki6A4lIEGZdopMIh7CrQi5DdSbtEq8MAxGPQsnV/LCTKZCOe+2245Y1I2EqbQlExeHZh+/h5GuvxUhXsII6/oNTUK5gNVZx8EofC741jpxJI2IRnFAAMTWDUBScmhjY8m2FLrsqhDI4idNWh3J41OXGzKTf7nfC60rMKdVV7oFyxeV6lCvImbTLf1EVnNo4yvTskX4pXKWxQombnnuK7595DnZVCKkpaJMZnu79zjtOJgYSzXL+hTe/ozGy7e6/+b83SflWU7s7kcPjKFUxd3U/PMD4VcuI9Jv4D6UYfF8NLY9MMnZGDXUb0gyeFaX5BztQImFmf+lneksHf//BB/jO7Zfhybi03PRii/gbKmoZUgtALdYw595xVLOCUyyRumgJVa+MMLO2kZv//n7uG1tF74RNIhyk/EAtg9+Nc/K8Hnq/tZTh91uIGQPPtIJnFrKt0pV7M0HLxSjHJdVvSOKvjTJ2WjV1Y5MUVnbgfSFPZe1CvH3T9FzbQNfPxhi8qIG69w5R789gOSofr32OL+x7PzMTYZ4/8/tc+o+38Yvf38GkHeRvdn2A97Tsp9k7w55cI6P3NDL9wWPItgnMjiJOWUXkNIy0ghl2nbbm/diVfBeRMIeubaLzx4OMnV5LOS6IHbQJPvoGamMdCEFmaR3DZ0m84xq2R2LMCkInT7AoPk3PrMbK6n4e3nsss79Ywrp7vsvSZ2/k5yffxxf2X8TUcBRhKWjZOjrvnuTg1TX4xwT5hhBd9+guK9NjsP9rVXgO+mj71yQ01yBMm5FTozQ90Ef/x+dw3AW7eXMiSE0ox8nXXsv6n/6UfZUCrxXncOfBU/AaKpNJjdgGlYHvhmi5Jse+r1XDrM7cezQOXO9BmzKQisQOh1B8FsFtPhqfKJBcHKRm1IMM+JBTSeTKRQgpGVsVRM9KPB+YIFP0EvEpyLsTjJ1XYd61k4xfsYhyDCoRiVPrQ1YUhOEg8xqoYb7z0Q9h/HKSAz0+hO7gDQbh4nfX5/+Hi/EumhPwoGia+0UeEaotR6EcUfH6PeTbLOyIj3yjxIx5KbTYLtvS6+Giph3cefBM5hiTlOMCrSiphGFh9xA9022uQnR7lnJBd9mDuoGomOQbFOIBH4VahSo1x41Nz3OPsZZ2f5JnKjUsahvl+HA/e0OLOHnePvYk65gKRzCndIz2LJalYJY1zJyOry5HYSRCTNcoJdwtRSmu4hOCUlzDmPChdORwQj4KjQ6fbF5PnZYmaQdp1mY5saGPTWobtaqGnpcMWjHa9BnOb9vNEv8QzXqSBj3FjtISpAZm2OG0roPMml5GcxHGpiIEQyVKZR3pNVw2q6Fjt5Xca0kIig0WxqxGSFWQAZd9WKhRmNs1RI+/BkVzKCQ93NC6ieW+wzzjW8wC3wiv17aQKzYyYAlam6Y53pOjOz5BXTBLsuhnejaI9Blo7TmKVhC9LYf06UfYsDqndPWwrjgfx6dTiRiopkO+QYKhU2i1uKHuBX6mnMLC4AhPpqvYVykw3/Az64xw2ZxtxLQ8T/iXMF5sJ1dRQVE5eW4PO6fqsQMB1s7rZbOnDV23aY+nqffPsrl/IRg65aj7Xcgj29ZKzEDYklyLgyelcHXLZsbMKAktx2Ojp3JCVx9TQKFOUqmxMKJlTm7tI1kOEPMUOJiuJmSUEZkQn2p6ka8Xz8WrWRxfNciBd9vpj/IJ4qjKQajTGTeENy1E2cVAhAYl3qSFOpNBzbuYfeGAUrLBcW3ssWweH1tMqE/lvpnV+MclgTGT8IBD2dbQCq6H5mVzt6FoknJD8N94HyXgCN7insm1vFls5Za653hicCGFWoX9YzVsSHUSHKkQ0YuUTQ2RV1Es+EDXG1w+fxvnLdyFVCXRQBEkWDVhzPkFcCSFmj+hq9s2jiMQFQupS0yp8mp+Hg9MruRXqTXcmHiJz3a8wLpinGK1woNTK5ix/WycbufVzFyGzCpenu0m3ygIjlqE+hRafUkCWoVCRUfaCu9r38mHul/HrA4gIiHsqiA+fxm7KkRpbgk8DmrpSK+0bFerogQho4S0BaFACel1qNayrM9384noNs7wTXNT6/OUqlyvzE+3vcijuWZeOzyHsqVxbsMeFEVSSfg5rnGI0OIkl83d5oq9BP04sSBLQ0MIw6HQ6Ec4IEzXV9SOh0HCrlIzn697hktCu7GCOq8V57CpZLPKqzLfO8JIJcatzU+TaxQ4QwGIBFkQHOXD7a+Tr/fgUSw+uGAbH+/exLL4ECsjh/EsTlOuC5FbWsKujlBqDCJUFaXyFkpUICxoM6ZZ4htie7YFLVdheXgAEQzgeEANWlwxfwshvURLYIYuv0vwOiHRix3yYEqNT7Wv5+a251gV7H3Xff5oR1IeVRPEW4pS0u/BCbr7QyPnwmyxHYy2HFbIQ6XBxIwYBJszCE1D+jwE9Aq+aYcNY3NQTIkxmcc7Y3NV06sUmixKNQ7zfSN0N467CTxdByEo1Emk30OxWvJaXwcnBA6QdnyUKjqJXRUiwRKj+QhaweTGxEu8r30nsfYUlcYKS3xDNBopaowssYZZTq49RKlaIkwbTXfdxW0PoKqUIwqO32Bt22GcgAdffY7zAmO0eyZxEKwbmcu47WfcivDr8TVU7yixYedcHpxZwdzIJP35OAdK9eRtg8QuC99InsC4zfWx7Xyqdh2XtO2gu3WMFYFeWj3TCEtCqYywJcfXDyEsB023SdRmKNa4fqSO34Pj91CsEXy07jXmtY6zon6AWG2G9wXStBrTjNoGzxcTDFSqqX6zxN17VwPwZr4FOeHl2uaXOSO0mzXNh0HCyojLp1nkG3aTa1IibMlVkR6a6mdQLEklomGGDbx1eYRpk2hOs9Q7yJAVxpTgPzjFnQdPYX2+m8fyfi4IFHh/eDsqDondFpEeEJbN1ZFdHOMbAODG2hdo8STp9ExwaXQLnwi7g1UxHXdrULHcfiQdKlGNSlTDailRrLc521/m4mCGLv8kYmicT0QOQMXEqq7QXjdNizHNTYmXuLLqVa6NbWeNv4eLw9vRB6c4wzeNVzFRhcP7AmneVTtivfdOHv9d7ajaYlAxkQvmIBWB1BQEruBputND864KsWAB2xsDIbH8qqvGo7jh45LInf9yWAAAIABJREFUCH+MttMYzLL/+DjRva4prS5sRMBClg3uHVtNruLBlyy8TS+3vRJpaAgJ4VCBOrXM1yZPoSORpJyu5vrOl0jbfp5STmbK9uFXKlQH8qTTAe4ZW0O65CNd9OI4Cv2FKhCgpgvYvTUIVcE7I48kXkHqKgoSx6NRLkPWsWjTp1kb7cVyFO5PrmbbdBMLYhPkMmXUkKRo63yh/mmey3fTrCc5IXiAb852IXWVclRhr+kl6/iIaAUUIfnd1AoGs3F8syVkoYiSKboTXKYAA/Vk5zjgPXK/NXd9sD0wZYXRFIeBXJxszke/VaDbKPPQ7HFkLC/bki14sxW8Hptfj67hrOq9UF1GFxa/T62gaOvoqRIvJucyezDOL0NrMWYqyGIJISUbyz6yJQ+1kyXyzX4cXVAqGCjZWTTVoEGt8HeTp3JcqB/KFbyGSkzLs63QTou2naUeD58ZXY4xa5Fp0ZC5PFvLEe6dWo1v0iQvde4ZWEXIKHNq9UGmfIMUD0bRk0kCPQmU9ASGlDi2ja27Xh1ef4VixmBPpUja8RDR3LLv+lIUp1xGFDQms0HuHjyB7q4xeip1pJ0UD80sp9U3jSyXKUibu4dPwFBtvE3Pvfs+f5RvMY6qCcKeSaEUi5CIuxqMQPRAjtCwjpOeZXJHJ52TKYzRGP7hHCPDYWRlGGU2x/2bV9Gxp8SeJU00bZAoEzOEpOSnQyfh3+cFCf/Q8iiXbr6G2k7f2ziIcJ+CksphpEJkemJ8MXEeP2l5mmX33kxoKXx1/YV4YiU6hpI8k13MI/1LyPRG0QqCvz3h8SM4CB9Xv/gJ0jEf3ilBqS1G+/IhFwdRdwQHMStRUwU2DLYzZzqHnYnzr7n5PDZ2DAcH6qCisOO87zNR43DZm1eiLQqjDECqyc/7X78WTXVYVjfMzql6zGVemh+cJL5XpadSx/ZcK6+OziGdCvCbE39OoM7ks8034C8nqDSEyVckwcYwVcdMMjkdJt7vlh/fxkEMBnl1tou9A/U01aWwTYVdlTp+MnQy93f9niFb4Yr4Rq6b/1kyExY/OPZnXLLzSgLbffyk8RS+1PoE1/VfQbwlwOnxPqpPzPGp6pf4VNtNxGbCWBFX7CWb8+GZ5yEwZrrEq5KB2VTF+IDB38bO5gdN6yhIkz80nsZkUuMJ/xJubX6avNT5zOhy/qVhK4uPX06k34baBFnHx631z/KJzoXcn1zN9+b9jqhS4bViO7qwWL52P8MbukicPkp5czWlhE7wgIF/0kSqAntPGF9RMG4HCYgKP+9ZS701hleYqLEooiIwLZU7un7Ho5lj8Souie/qxMsMWjFerD2e32e7+WHH7wgpgiFLf1f9/f+0u/f/G+3oK3MKxZWMO6IB8afaEFpr859pPojmBuyDva483ILOP9OKkNmcK+PW2Yw6ngJVIXlCI9EDrg6CfMOFdWu11djTM6gNtZQ6a1Ash/EVPpqfStL8y0EGr2yl1BTC+9IurJXz/1P9BoC6DWnMqBdP7yROLEhqcZTI/VtRFnXh7DqAmkjgZDKI7jnI/X2I7jmU6gL/QV+iEna1Jc6+/lVe/eIqxlZrtD+SodgQIFevEh4w+c3P7uCahe9FeL2Ujm1FLVho2TLCckgvilFMKNStn8EJGqjJHGZtGD2ZJ72kiuBQEa1nFHt62pVYA5RwGHNeI3qqiBn3I2yHSsxAz1iMr/QhVahEJWef+Tqb7jyeUpUgvs/E3+/yE7LtAUKH84iKRb49TKpLIzDmENuTQRlPIoN+CvMSGDMV957v63d5Np0tiIqb/6nUhRhb5UUrQGa+RexNFa0IuUZBYreFMWsxcbyXXbe4ehJUTApdCbLNGomdeaSqMLXUj2JKgmM2SEjN02hYn2HktDBNz6RwPBrKvn4XO6MIRMT1uMgurXed1MZLqIfHyS9vI3BgGifswzE0ppYFqNpTQqoCR1fINmr4kzYTx6s0vGqRXKAjVYgesnntX297x+XIYFWzXHT2Z9/RGNl8363/U+ac/NRq6p8dg+mZtzUg/lQbon5j8c80HyrVQdReFeHz/QetiHM++Sq/3baS5scUfIpAqdiuzkPQQN/W42a1TQunJoZSLOKEArR94wDrX1lMbJ9k5nYbeWUrg+fHKdY5cNlCGh/T/oN+Q3DEQVgSO2DgaG6NnEODxBwXgKVkizhCQQR8KGaFUm0A76Arevqf6UtEexxKV6XY9rFFJO48zNDWTobeE6FU66AWYHauxrXvvYpLtqzn+wdOJfJrFcuvUIkaaAUbb9LEPyFhYATyBaTPi2yKIg8PEVFV7LAHqmOQnEHxHdlrJKJUogaOobrAHAvSc3RmFwpCB6FULUnskPQ80In6rUmC91RTuiFFOJAj/b0WjKxDJerBu2UQPRGg6bmsq1s5MIadyyPSs9iLa5CqQN992NWF9Eosj4Zy4DDWyvn0n+Mhul9ihgQLvjXOwHdD5CoqzlCAfK1KpkUj0m+/rSdxdusK7MU1RPoqqIdGyJ7USWJ3EakILJ+KYwgan5uB3iGaM3XIwREUXcfJZtGaGkFKzMY4StFitl3DmJWMXwahdR0EJm3sQ4cRSxcgVeHqX8R1FFPiaILQsInUBB3fP8TA1V3E99vuJBp89ym9/4kg3kH792xOoWlIR7qVhiPirEiJGg7jFEuoiTj21DRqdQJrYgqhCBekVCi8DaZ667NvAaiUgB+zvQ4tU6L38jhtX97kgqNUFadQQK2tcUFOPi/UJpC9Ayi11a55j6ZhZzIum9Q0XUan14PZXotUFcywhm8gi/RqqOMpkj/1kX+phobvbEYctwCxt8/9O8USSjyKM5NGzJ+DMpVGlsrIiruyitZGzLgfff8QwuvFmUmhVMXd6xLCBS8VS1BT5YrrCIHW0gS2gzRNhK5jNieQmkLvJR5qN8P0MYKOh3LIb6UYWtdCw4YS+hY3epKm5a6khoESjSArFZzmGsyIx1UDz+WhLgGWjVkbxjg8icznsRa0oe3td7+LWBS7uQYlV6LnYwnaHy+SbfESGixx+HwfgRGBcfYU1TdUqDTFGT7VFXtxymXUeIyGR7KMnOcH6bjsWcuGMVdVGkU9YuRru9dSm4ByBWdghKcHtnDu2gsxG2L0XuKl+zuDFOfXo5Yd1KKJOpMjuaaOtk8dZOiOLm78+oN8ceNFzPteAXoGEIbuRqtHWKMoCjKdwU6l0Oa0MXBpA7Vby2h5E8ejYvRNudfkOJj1MZSKhdI36vaDOXXgSPSJ2XcFlArGm+Xis95ZBLHpgf+LIwjhMVA8IZxsFoD0ZcfjTdoEDky50mBHRGvjTyvs/c1xxC4eIXvvctquPsjsrQvJNfmYuSxP4x0aB/+daO3tz97L1fs+Qq7k4fbFD7A530HptjVYpy7Ds2uQvh/WEXk8SOqcAs5oC1897/eYUuWr695Hx4MWg9+KIxRJ500T/H7TH3i1FOCx1DIOZIJ8uf0eesp1TFshDhVqODO2m89vvJjObzgUb0vhrFlM/3k+uvo89H2mm/heh09+9SF+8O0P0HHVAf6h6XF+nVrFU4MLSCWDfHX1o+wvNvDHwQVUf9vLwCdb6Fg7gK4EGEpHWVo7Qn82jvwT0donH7uXlF1geyXE5nwnZ4X+wP5KPb/85IUYe4cJDjZw/j0v8fjHTkH7Uoqac8bZuHsh87/YS+bcLgBG3+Pwylnf4/7MMVRrO3hqejF3tj7GT1PHMde7nUOlOgqOwZZPL6PniiZuPfmPPD6+hJE/LuTB679DQHF4KjeP391yDrfccz9/d+ACbp33CF+77UrCb07gvOzjyQ2/55qhtZT/cSEjVy5CLUuaLjvM8HWtLHpmH8uDfZQcnTZjmn869Xz2fa2ak+f2sCDYx9WRXWwtR8g6Pn5w0wexF9dw7tp6ntzwKBtKDrd85Xru3fQQj+dbqNJyLDOmqVH9LNv6Yaa/1Mbohxx+ddk5tFUL5J4eRm9agXCg9X19DKWjPLPsF3iEwnUD5zJ7dognX32Ec7pPYuieJk5s6mNtuIdLguOUpEVE8bGnUnxbtPZ7mx7mpUIXXlHhwuAQ8XcrWnuUk7X+akwkhLhbCDEphNj9J8f+XggxIoTYceRxzp+89gUhxCEhxAEhxFnv6Cps5+1VFCAwZuJJlpCZLCJfQsm5EN3XDs0hOGZzeDSBf8pi11gD6kwe33iZykAQLVtGn9TRZytIy0IUy9w1fRITvQnyoyEWGEneSDeTadYxJvPg2Nj9QQITJtakD8+0wu/Gl7PAM4JvRCPXaCAH/ZgTPqRp8mCuibsnTuTZ3nn0DlfTpuW4JHSYT0R3sDdVy8FSPcqkh1yzlzOaD6Cnikjdxf97k+CbNnlo4ngC4xZ96Sr+kFnK86PzSA9E0ccNOoxJrohtYjbtp1DvwTMjmC172dXXSHoszL6ZWvqH3X03loWSL/NsQee+7Dx+Nn4yT48tIK5UuCQ4Tq7BoDK/iVKNhwOFOgoNPpbXDTFT9uMf0MG28U2beGcsfIM6D2UX8fjIEvYVG5gt+1hXaOKJ4UXUqFkiWoFLo1sp1nnR0yofCO3n0FgNvinJz5MnAPByai75Og0Fh6/Me5xuI0W+TsGOucbAW8omY8Uws20a3hmJf9Lh8EycQlOQF4bn8sD4CjqMSQCcUABmdXZO1aMi2V4Jce/UarqMSbLNGnrWwmyIsaHksNarkG8U3JuZzyXBUc7wZRmyPeyoWHxh/tNkWj18fOUG8u1BZtt0lGAA36TEMyPZ1dtEeizMplI1b1Z87BhpBMdhR7kMTXVUKhqjhQiXBif5XbaeF4vVvFRU6NQ1JmwFGQrwh8xSPhA8xDmBAfZVjHfU3f9sfB3lZc6/usUQQpwE5IBfSykXHTn290BOSvmdf/feBcD9wAqgAXgemCultPkL7T84a9XWQMXEyWZdJB7glErItUvRB6dJrWkitv4ws2vbCK876IaIVVHkwAi0N7vaifkCQlUpnr0U71SJXLOPmfku5PqGjz3KY6s6kC0N2GEP+sAU6bUtRHZMUWmMkO7wUPPSOE7Ij1KqIA0NuaeH7PuPQytK9LxFocYgNV9BKUMlJvHMCCwfRHolCz69m/XbFtD9930MX9FF0zNJ7JAHbThJ7thGgjtGOfzRFqrftPCkKqizJYTjMLm6ikpEULcpj5opI0plip0JvON5pCowI1702RKOoSE270bxekhfuATFBq3gUI4qzM5xyUs/vvpHfP2Kj/P1e3/GFb/9DJed/zK/WX8CCJh31yziiHu49BrY8SDZOQH0nMPEco1ynUnjswr+8TKpuT60sqRQq9D4bBKpKYycHqP+1SzaSJLs8iaSCzTUMvzLp3/CNQ9f9zZc+6cf+TF3DJ/J4sgoz9x+IpPL4f0nbGHXjYvRx2fJHFOL+qkJuKMarWiT7vCgWJD4Yy9Ocw12QCdf7+JhfJMm6U6DxM486qERDnypi8R2Qb5RsPszP2LtTdcxvVRBKQuEhFC/JLkELj1jA48+eALz3ttDxCgxcb4XWVuFVeU6axVqXFcsR4NwXwG27CH9kRWED5c4dIWGmlHxzChEeh0qIYFWkuTrFRwdWn96gPyqDlJz3TK5b9Jh673vfCsQjDXLY06/6Z28ldcefufJz/+T7a9uMaSULwsh2t7h+S4EHpBSloHDQohDuJPFxr/0IeH1onrDLvEKGP1gJ4Fxh8ieFI7fcGHXm3Zy0c+e4/sPXMhZF27hxfoVnP/xV9iQW0mmVUe5IEn4u930XQHNj8wn+OohqKnijz++k8+NnchoMcwFsX7q9RS/ue58yqfphDYPot4pGHysnar3jnBgdz3fPvc+nk4t5vnV85n34xIj39QwLZX2GxO8fMePmbQLbC7XsTHXSYsnyfZMK7Oml+XRAY719fOl/e9n7IZWuMEiv7KdYo1EJNMcuqad6L4Av/j8HXzkrpt53yWvcunVW3kqu4TnJroZGKvi9Hk76ZmtZvwkH41fEfR+oo7a48dpik6yfbKRrvgYmYoX+8s16DUJzPY6nrv9DnzCIOOU2FyOkXG8vDzbzdc++nH0vQN8+fKr+Oo9D3DPpWfDLSbnLNjDiw2dtH56hokLOpAClAuSrF/6CzaWfeQdD0+mjuH6s15kXb6bkXKMkWKUiWII+WKQ/dcGWb7kAIULDA4/286O63/AhpJb3vvaNZ/gGz+5j89vvJirTl/P391wDYG9E2z1L+SxZ/6Zf0mu4rXPrWTsPQZKJcCx5+1l5uoaPv7Ig3iFyaPJZXQHx3jpmS4OXO9h7bxePIrFjbUvkJc69ydXc/Cz88me1En3dwa5d9ND3JuZz9qbrmPD9+/iuuHVVOl5Lo1uJaKYnPbMzWy/9hjs8yWl66JkqwIoyV0cvrkTxYKrLnqWNzPNfKbexS/cOX46U+/x8/DXb+ea7vdQ+4UGTqs/SNIMcFfTRmadIjoqD+aaWOoZ4ot3vZcf3PkvfH34XAzF5oa6F1h77zscKW/1/f/+FOBfbP9PchA3CCE+CrwO/I2UMgU0Apv+5D3DR4795Vap4Fj5t5/WbsqilEwYGkONR13iFnD7M+fT9mqZR5uPpfONIvctW878A5N4JkMM1iaoHpnE11dDYCCNLJZQUhkuPHAxQxuaMEOSb130CJ/pvZTJY300PjEGUtL3/ByaNuXpa6gnOKzw9X3n8J1Fv2frjmOYWahjbRZYIYnMD/LFyWW8ONrF1EAMFHj+vd/lY+EeAM7Y+RFm632k91Yhj4Hrjnue9V9fhHNaLVJKonsFVbsLfGLnx6jfWOSZtd1MlMOs7+tE7fXhKwo+sGYLHXUpznjqFma7FQLDMLvQy4u7F4OEN1s9VEYChJcq1O8sok/M8svZeRwo1LF5opWypXL/0ru5sGGa1YuWEQ51UqjReDkzj9SiCJcteY2ds40YL0bAHqdql1senPAnuLX2JNYd7uLsjn2MFSM8llnKr3av4jvLH2Kv1siXG9/g6q6b8Y6r3Hn+Y6x84mYaemzOP3AB/zznIW47fDHJhR7CSol/PenHhBSTXy86Cz1bRanaYF2hiR3pJsaXu+rT3hmbTYvaqFns5QubLyIazfPtBQ+TdXysq1mBNmWw2dPGBxdsY0upnXsGVvG9eb/juqXHkdhdpDi/nsfzLVwV6eHOpedw3fBq7mraSFmabCz56Leq+Pnpd3Prm9fx2Use5Zc9F1CsETTtCVOz3cHyCn7y7JlIFVaecZi4luOVPXPptvfyerkO5raRL8PBXA33z3mGL04cS6PHFez5YKiXA6YGiTjfHz+Du1ofx0ayvlgPHH53o+gonyD+q1DrHwMdwFJgDPjnd3sCIcS1QojXhRCvV5zSn70mNeXflKkVBam6vzteB6kJkOBoCkI5Qg1XBbZHguZa3UlNOXJcJWIUsQ1AQq2qIKVwDV6FQJomUgN5RDXb0SDgqVClFHAMUE2J4wGpAYogruUJGBXwOCAkcUVBOXILbcf9KWxXhLfgHLFx047oRSru3wx4KkhF4DgKUb2AYVg4BjgGhBVXzwFVothuSc39vyWOIdE0G8fjoFSkixNRFeJajiojR9BTRhWSatXdsKoVMDKu/oItXfXrgmOQNw0cHZcirgj3WjSIagU8hotJyJsGMS2Px2MSV3PEtRxl6fJP5Fv+RrqDowvingJxxUYREsWUeIXJoBUjoaooJgjLvd64mqNsa6jmkT21AqrqoJoSzbAJeSpElSJRpQC2RCoSTbcJqSWq1Bwho0xUqbhGu4pALTtUaTlUIVDKgio9T1maeISOLiyiSoH+SjVqRXK47P5UKoBt46huH5KGOzojap6omkcYDgjhaj0UK1QqGhVHw5Q2MT1PQClTpeYAMHBp+nEjj4nEAaLqvy1y72gMcPRzMf5LEYSUcuKt34UQPwOeOPJ0BGj+k7c2HTn2n53jp8BPASJGrRSa5grNAoV6L56UhnfCj/QayCOTxZyucTKNjZy4eA+H1i3gtK5dDFW1U6z3U6kzcfwGlbiNFTQwVBUMnY/Uvcy+rlrqIln2VQw+0/o8Xyl/AisRQgPMuQXy+7zE5yeZLSZYXXOYVwpzKVVLqneYjJ+kgu6ApnFeaCcxLc+z3gV4VYtRW7CjXA/AJzte5hT/IdYf24ncUcOBXC1WdQhpSEQsQqEBClMu6/TBxvdwZecLNOgpBmrjvFHUKacMtpXamDTD6OEyvimV1FwfVb4SshEKeS+NkVmGHEFgIuB6W/oMTvQNsNBwxUxMqZJ24LVSDAB9ZAZnTiOfqn6JG+QSJkshPta8ka+1XISIRijWeXFUyHVaXBrdCsCHY5vZFmimw5hkcd0Ye0uN9JZqGDOjeKcrmCEPv892E63OUYrG+WjtawDc3Pwsn3OupVPPcMvgqbQ0PuVaESgCIV1RlquaXuWfCpeTaVfwTQk6akYolBo5qa2XaiPLpmIH1VoGJV/EDodoj6eZsQK0Bac5tfogrxXbCY7ZWD4V72SRZcY0b1Y8CAmXRreyseRDFxZrvQrDVoZv9J+Lnpc8vPdYmnI2ZkDgFEvkGhUsP7R3D+NRLeYaE/gVk/qaNCgKXVoOZmY5q2OA0yL7eL4Y5cLQTqoVQV46jFoKiw0dkSuwKtjLI7kuDGGx3DvwbgfS23m3o7X9lyIIIUT9nzx9P/BWheMx4DIhhEcI0Q50AVv++hn//CZpBccl2TgOUleRurtsmbaKJ+vwxngTiiXpma1GyRTRsxZGqOI6JPltHMP10pCaSkgpUi7r9A1Vk5cGT6aWEh40UYsmTKewMwaeWZupoRi2T7LQP0KDnsIKOCBBDZnogQqoKrVHVuec6WHHeCNpx4OKQ9r28/D4Ml4ozGWsp5rASImemQRauogxrSJnUugZgZG1KTgGnlmHR8aOYbFnjI7gNIFQCRmwadaTBNUSQX8ZHLB8kqi3SEM4QyBQotE/S1WwcGQFdu9LveojdAQCvC3bRtpxM+mRw2UoV4j0FflDZhnBgQJ7pup4cOx4FFMgZ9IYsxaelIWedu9v0gzwVG4R942uZIFeYl5wgjZjmkZPiqDqRnmO3yGqFqgJ5rB94BUmJQkv57oJD1psLjUwng+TdnyEB230sTS+4RwtWpCHJo8jNGzhH5PoOUmm7MU7VmCqFGShf4RGPUWHPuU6Zfss6v2ztHiSzNfhGN8gzXrSjR4NVyawRvWjIgn1SyKKSdrxY0qNYStHkxYkW/bgHzdxLIF3okhwxATpYMxKAqOS6VyA/UN1zDcqzNd1GoNuDqxeC4JZ4elD83lwcjkAcQXy0qFW9WEIh5TjOnkv9YxSpeao1jLM1f//V8X4qxGEEOJ+4BQgIYQYBr4CnCKEWIo7svuB6wCklHuEEA8CewELuP6vVTAApGXj2OW3nwf2TYBlY8+kURyJUFx9ysJDddTsnCRfV0t41yRDzzbgn9yDJ18k+kQr+sAA1a+04usZxS6WUKZTXPeHa6jeBpZX8ODCFTy38Ri8yxXaftKHtCwanxf494+T2NyIkXP4R/NiFq09ROM6mO0wqH5SYgZca/gVL3wGfdggMAKGhF83reW9sV0cp/fz/U3n8Z22aqq3KIyd4Oe0+j0cGgtipBNI0yKxq4KvZ4p7HzmVjj1j9Gxt5Kz+m/ANGASGJT4L7u48kSvqN1LeWEWmXVK7zWZXooXYThVFEbzcHCUwIrC7wf9cFnVE4ZiNH6OY8mGMa6hlQfEcnctrNjF5rBfz5Dn4xyS/eWMVkRUe5iUOsPVAO60vWUjLwts7BYpCw/pq3l91A75+nee7izimyqqpT6LuCrLp1HbGsyG+tOApsi0eql4X6KdZjD3VQu2WIlc3XMvxqw6ydctcfMco/GjwFJ5aeD+fGzuF5EIVPVtFrtFg2esfJDURRlvlOl6p2TIDG+rIrwHriQhfrZrDojWHyJpe1KoQwW0+NvcvZMfiRu7iBIoHoyxfu5/UPI3G52ZIrqlj2dYP84X5T5NcAqc9czM/P/1ueis1fKP/XLJlD5uWPsT8kz7NltNu55S9t2GGJB19LSR25nB0hRRR4gLWBq/GZ5gUX0nQbG5nxRsfQD2nCmcYNqa7uOrMl1mx7kZ0r4Wu29w8/wUeHl+GrA5zxnOf5fsn30faDnDSznOBf3pXA/BoT1IelUhKxe9H2rZrn3eEdSktC62tBSeZQna2IA72Q1crcs8hhK6hhEPYyRRqbTX21LSLqxAKyuK5KDNZnHiI6WVRfDM2Nbf2kTst4/pi+L040zPI7jbUkWlkLEy+M0ZgYy+yoRplMgW6jjU8AisXo+QqiFIZGfQxvSyCFFCOCeIHLCohhUhPntYfHuK5rUuYe8sOcucvJfzSIUTA78qdzWmCvmFyZy4gMJBDyRQRuQIoCrljmyhWqSQ2ToKmQjKN01KLOjbj5leCfpRcAbs6gnx9t+s9umoRSsVGKZg4fp3UgiCOCguu3sOhOxZQd30vo3d1cMZtG/jtxtXEd6jUPtLr5iBKZYSuIYJBzOYEarZMenGUYkKh5vU82nSWQlcVSsUh32BQtXUaUSgxfXITiVfHkDMpZFsjqUVhvDM2dV/q5dAv55FvEgSGJS0fPcQb+9s4f9kO9t66mHSXh6rLhtCuFMjZDE5HE6vvfoPNH1oMjkO+M4ZiSnzb+l0ZO0OnXBdCMR30ZJ5cVxT/SAGx7zCRZz1Mf6mNTKuHMz67ge3XHsPEihBqRaLnJf5xk9GTPOy79kcs/u6n+fK1v2VztoN9l7e7vhgBn0t5D/uxggZSUzCGU9i9/VinLiPTZmD5hesapkF8TwHbp6HYDtlmtxwbfbEPp6mamUVhhAOh4TIvrvviOy5HhiJNctkJn3lHY+Tlp/7X0Vnm/P+kCf5NjxIQoSDCPhJBhEIA2KkUmWPrCW+xSHeFiE7HmF4SIX5QQ/i85I5vJbDZIbOiifBmiT05jfB6GH5PjOo3A9iGQvBDo0y90Eh3X/n+AAAgAElEQVTmwbnUe3chs1kqi5oxSmUK9QGUaj/JhTrhM8cp59tIzTMID4SohFTCj0zR+/4AgeHg22Qgz6UTXN6yFa8w+ZefXES+2cE742Xr3UuZe+kgQtMoxRSC2RyysxGtXGH0hBgNEzNkG1UmVoQJDEUIjbj+D5XrZriybSN33XkhekESGgoxdKZB4o0Ajga5ZoXgcJRco0LTTgMlGODg5R70tIJ/TKCWJeLCJFfP2cAvbr+AmVUS8YM5zBwreOHba6n+cJLMVAKrox5l2353glQUrKYqBs71ExrwM9sBiik59GEv0T1+5NkpsjkfNy19inv/6RzUsuQj/+spfq2dQ9WbAUZOj6CsSZF/LUbuV/NIn1rilRN/wAf3XcHhB7qYuz3HjqeOZegKB8+woPh8i+uVqShMrIrw1D+fjDweitWC8BnjzBZ8NH2zjuTiIOWoILe0hKyoBHoSJE4fZeT5BpozdQzdkWD0Qw4fX7meBx84Bft8yWcveZTD5Woe3nssjiXYctrtLP7ubey65Ucc+/VPYwWhWZ2CeASpqeTnuM7tg+dJhMchvqGOxNAohz8K8VfA8kIpLrj58ke4/bELXWkAj8OFy1/nqYMLieyrou8DYW654DFmrCC/eHMNrHuXff+/f33+i+2ojCCExwOORFqmK14LrrNWXS1OJotobkAODCNaGnEOD4EiXPHZ/8xZq6MNsnmIhMgsTuBNmuQ+lyF6Qb87QDTN5Tq0N8P4NCIcpNKWQH+jFxprj/ACDNdZa34XolR5W9w0s7gKKaAUU4j1lLH8Kv7+DPN/3cOj61bS+bfbKZ55DIGNh1xnrUwW0VCLHJ2gsno+nqG0C1YquvtZc1ErxYRBZMuIKxk3lYSGWphMus5aAT8yX0DWVbkmQ0ciJGHaiFIF6TXIdsdwNEH9jYcY+mkXVVcOkP/nJs755ov89LnTqd0C0WcOgHSQFdM9r9cFDymFEvnuaopVGlXbZxDpLJX2GpSKTaHJT2jnJGTzZNe0E9404DqFNdaR705gpCqo/zBF9sdNZNpUwgMO3mtH6TtUxzVr1vPyx44n2xUieUmejs9MukC2hlo+/NiL3Hf2CeA4rmit6aAdHHb7gK5hV0dcsZd0jnJ7NXqqCAcO87E3D/Cry84h3x6k+rN9lK6Lkjw+gVqRGDkb70SR4dPD/N1Vv+Wbd3yYN/72R5x38L0414dhdBLhd+X2ZMCH9LmJcHU86TprHbeQsRPC+KYd9LzE0YWLyfHpCMsh3xpEqUj8W/sgHiW7KIFwJP6hPM+9/tV3FUEct+adRRDrn/7rEYQQ4mzg+4AK/FxK+a1/9/otwNW42/8p4Eop5V/MrB4dEQT8eQShaW55M2ciFJcCLh0bGQogyhWsqgDapI9KQwRtYNhVTfb7IJdHBPyIXB5p2y5BKhZEAayqIPk6FdsQNIXS5N7auoQCiFIJsyqAkcnjhAIUE8b/bu+9w+0qy/zvz/Ostns5+/Sak+SkkoSELiAIUaogxQ6OiqPg61hxbD91dJzxxY7iKCqIOCoKgo2eIKEYIJCEkt5O7233vfYqz/vHOgnoCBPm9X3JXO7PdZ3rZO+zstpe+17Pup/v/b0xwiGUZSDDYbBMmAQnE0Urm8hSFTcVptisBa336gRm3sSJCvRilOdmW1G6Qmgabniu2CwSRpSCSlQ5NUuxxUAvRtG0wBgHoJIxqaQliXgEhECEQriJEHoxEjgyJyJIwLOCj01oGtVMBOn4aGUTL2pQaJ5zqhaK8JSL50sKrRobJnsQCvLtknQkjCoW5/widUQ8ipMJo4V0Ci065UZBojeC4XrY9SbSVpTTkrhpICJhynWSeCyCqNh4c+fVDVk06VVG2jTsOkWhKskYVURVcN/oUmRDmHy75O4TvscHIpchHAcvHeH63lcTSUUQjke53kSrKnRNC764poFdZyEdE1MpKvUGWslBGgaf3ngx8xoEpXpJ0qyQz0QpNwpkVeBEBcIN4cQVj+cX4Mbg/N3n8IdFd3Ne9jwIBQa26BpuKnAS9zVBqBiFUbDrw6T2uUyu0DFzgA+R+ghOREc6PuWMhvAhIiReXZRyWiJ80Evhl3/d/41u0EIIDfgu8FoC/dEmIcTvlFLbX7DYFuBYpVRJCHEV8BXgzS+53iNxBPGivNAW/4W//9oyL3w9h7QslOsiU0m8yakXXacwTZRtI6NR/GLx+b9JLag6fMH6RDgMmgz6ewqJch30rg5QCrdvABmfK0L7i+0cqlhV/p9tV8aieDNZZCioThWGGYykIBhNKR8tHsfL5YK3Xriev9in2bU9pNbtwc/m0ZoaQAi88YnA9/MvmTs2oRvBDJAz12XbNMFXyFgUZdv45TJaMoE31yn74H7jech0Gj+XQ2ttxh8ZQ8TjgRV+OIw3OhbY9CcSeJOTh86ntnAe3p79wbHMbQtAeUFuW2jBfinPC24EB3uwrlqK2rYHGYsGI7ypabRkItA5lCuBrX5355weJtDViGyBO5+4k7PaVv/5JXPwZnGwm7uuM/uWY0nduuXQsXvZXHCz4mCrhMqh86QlYuAr/FKJ+51bXtYI4tgT/+lwFuXB+z75kusVQpwE/ItS6qy5158CUEp9+UWWXw1cp5Q6+aW2e0SMIJzGKFpq/qELZc9P1tB8t8lsj6T7h/sCJeXIKLm75lOpGkSsKqXfNZNd5nHRSZu4ffMxtKzXSD86SH5NK7FtE/gDw8Ez+nc6WdQyjudLDjzSiVyeo/PfFHu/2UnjXRax9wzRO5YhHiuTui7O1DITvRSYjsSe7Cd7/oqgT8Vdz7Hz68upb58lbDgYmkf/U22ExwJDXHPtJNOzUZKJEs1Xu4yd3si7P7yVX/TPx//xcm76ytd51m7hmj1nUShbaJoPG1PoBbByPmbBp9gY1IroFUXqwf14Jyyh0GbiWgKzqHAiIqhV+OMA0nWRyQQ7Pz4P0WQTjtgkwxVGdjQSHpO0r8uR/M1W/OUL6P1EK/M/U2TkrGZm1zSzemEfI99bwKe+eDPNepZ/7z+f7SNNdNTPMjCZwslbRPcaGAUQfiAwki7U37MP+/TlFFp1pAOpvWX2/1+gRkPE5mdp/ned3Vd20bDBILeglc57yxhD0yhDZ/+XjsNtsVn8zQr//NgDaCjqtBKfOr0N44/NDPy2G72o8E1B84+fprT2aMoZDaUFSWB8MAqKlj/0I5obYHCM3V87FnNa0vZQhX2XdxHbZeJrUG7xMHKS+qd9klvGqcxLE94xiopHOKttNT/rf4Snqwm+3n8WvhIM3dMFQGhSkfnpU+z7t2NY8Jmn2P311Yh0ldjmMLlFLiLiQs7AmtBwkj49n9nK0NUnYE0HQc1OC/jKLYd93QsVnN+/EW3AwAteDwInvMTyVwB3/3crPSIChHQJnu3nEDMmesUnPC5QdjXwnQTGJpJI3acuWqJaUQhXsCPXjCxqRMaqqIpNeKyCKNtBDqPqIAbDDEWSLG8YZapfkV8iEb4DExZ2UlDKx3BLOmbKw5wok+jXMHIuetFFFUtExqoIT6Fcl0ifzqSewIxXWdw8TnRIEB/0UAJc6eOXdBZ1T5BTKcy8YluxjdHpBKmEYI+TYUupi4mxJNL0SMTLRA546BWFVvbQSy56QQ+6fgGqVMaYKhFT4EY09NKcvsNXqLlHKFWtEu+VlKohCimDaGeVyJAkNhSMSpTrogwN1w2UpXoxuBh3TTRiJQU7Km0kIhWmKxH8wQgDgDtXV5Hc7wWdsstBd2vp+qhSmdB4Gb1s4msCfbYMI2miwxKnc+7RJqcTGXeDxyClULoGQhA/ADNz9nvz9SwPlBbyuBsHpeibSZPs9zCzLr4pUVWH8FgFrRLY01dndJQAK+uhCoWgG7fnEeuTWNNB5ylryCA6HGhXlKYRHVZEhyoI1yM0lA86fHnBue1zDc4Me3yyGKMnPUFhXzBaMYrBSCXWK4JRi+UjNUWiz8MN69gZSXhEEp5QlJolynVJHAiqYpUQVFP/g6/T4Wsc6oUQT77g9Q/mxIYvGyHEZcCxwGn/3bJHRIDwdVDx5/sa9qwcoH+iC2sWaGkIlJRT0zz2mu/wvenjOCfxNG8+8f1cedKD/GD9mXQsG6Wv2sKCQjPDp8RoelLHzBcQmTRfv+gnrA3PssOBN766m0+uXMft8jX4MY/mh3Pc8Okb+MTQuVxcv5kvnng5hVeXkLujaLbFvP4YfWdb6CVB984E575xI1dmHqZTD7PXsbnolPdR7I0hPPjigvU81TyPeqPABpEm3ym5+8mV6HmNxkcm+cabX8fQdJJ1Z36L70yezrLIMF+/dC3VoonMGYTGLLwQmLkge969J8L4MWkKHYJKZxVrOPi70hSL98aRUqDaGum8ZD/nNz7DyeHAxfld6h2M7c2Q3E2QgLQ93nnUE/zJX0qxTXDcogOcmt7L3Z86lhtfcxI3qJN44FX/wYZ5XZwbGeAHs6t4KtvJ5mgHyhNoQyGkLTAK0Lk7yvAJCapJsOt86p6t4xsX/IQv7z2HjyxYxw1cwIrVB+jdt4DcMTZ120UQ+E2D0EVjvCY1zpDRxWU73gHAUXUjIASPH3cTR9vvQdsZo5rwWfSwxciJMQqdPnpZ4HZWCEWqeNsSLNiVwGmrQ99RpusN+3l2XzuJfsEVF98X1FaYiu4lg0wWosyQonE0S3F+ktjmfDB1DHxy/yXMlsNsWvMrtto2F1/YjfIEoqCz+EGD6AWj8AOI1JdY2jjG08f3cMFrHyOsOewv1vPYnvk0NmYR1+pMXlpG3xoDAaUFVfj1y7v2X0Zbvcn/5tHlsFTMQoi1wGeA0+aKKl+SI8L2XnNAFMuHXu8ZbsSageiYhyjbyFKg4rs1v4SNU9306A7GlE5EVtGLgsGJNKFxgSzaWLMKPW8HsxgVm3XZ5dxdqmelqaEcySJzFCcdwhzTKbfHedxuZud0E636DGZO4Y2F0SrBcBMgPC6wZgCnytaZdu4vLmZ9OcIiI4TnztUb+HBcaIB5oUmuSG3FT0ZwEgpRlbgxD7s1geNpVMsGD5YWsm22hRPD+3EmwxjjBqGxwP1aq4CsBkECIbDyPkYBzBEDa0ZgZAXW5NxH5riIkk3fTJpNuW4eLC2iQfOxnWD4X82EEUJgN0U4KjyIn45RTfscnRjk/smlVNuSOBUd35c8V82wudDFw5V6usxJjkn2409byJFQ0HCoFOwXgJkPHjmsKUko6/FoYREl26RTn8bOhGiNZPHNIMVgZ0z8VBwvHWViNsaK+CDVdIgFyUly5RB5J4Qfi/CEHcIdi6BVQC8Go0Ujr7BmJHpBoGZMyqMxtPJcDqDsIkIWA7MpqEpKjSZP5zqCOhFPYGku+VwYJcBPBDceFQ3jpoIkou3q9KQn2GrbHG1ZMGsg5h4dlFJM5qIgJK9q7+Wc+ucQPmzLtmD7OgdydaiKhiaDW78zGUY6QXc1mXuZ91v1Mn7+ezYBPUKIbiGECbyFQNl8iLm8w/XABUqp8cNZ6RExgpAzRdzZAbSe+ajRCRZ9zUZpVdRT25i67MTAXQr47vajaPuWzpp3f5B5G1x+uPRVLPjaTmioo+6mA2wvLiV9yRDTbhtpYyH59jAnxDdx9bq38Imy5PPn3c5X+s9G+IqF392Pny/wz7dezoJfznLZmz+IdWmW362+gQE3xRf2nE+5t5XE60ZJWBXsbQv53sJvc/PMifxg7ylcNecANb0qxng1waVb38PrOndy8u1XM08UUAuKLPmnEfqv6MF8bBvZW1eyaEuODdctQvtEkrd88j08d+F3XuBQ1chnu3/PxmIPe0uNHHhuMcOvd7joqKBGYqiS4vhkL72VDFt3rMaarGN2UZj7j/kae5wwfyws4x173sRnlt3FxKIEv739DEQygTVV4fbJNQjHg5YKd/SvovRoPZ2Pb2XRbDcAH197Bf/63pv5bv8ZdMZmeHK0g/0XX8/6skZKlhn1Euyxm/nDM2dQvniWTy69jz67nh8+/mo+ED3AeSu3cv346egVj+7wBI+eOsMXltzPjbdehMwXUX6Yx0/+Ia/fdhm6ITnwlaXUl322XNFOt6ryse2XcueF32DATbLEnOGqH1+G9cYx3tP5OPPMSc6O2Gyrlhn1Ynxh+xVku3Xa78hx75obeKzSwDUPvIMPttzPCWsPkNSKLDLHWNpT5eTYe3B3mfSfr1jSb+JbGrqm4f+wkX7VyMUXdsOswf5Lr8dTPt/PdnHn95aw8aTreVvoLNZtW8zejnquvui3nB7Zw6xv8tH6h9mzOEZKVvhU5mJ2vOE6bis0E5U250WyhA7PQW6Ov10thlLKFUJ8ALiXYJrzxjll8xeBJ5VSvwO+CsSAW0WQvO9XSl3wUus9IgLEQUS+GHg+KgV+cLcITXkYhSAf4HmJIKkzl9xRShyaBejPp4lM+IznYyQLPtp0kVBIx1Eawguq9+KyghRBNeDB2RvhE2SuFRRmw4x6MQzhMjETpxPIlkNUPY3M9JxWQWm4vgRfkNJK+EgcQ0OIoLN18AwsMecqI9XBMZoCfPCVDLYnoKQcep0G9ubrGckm0PCJaRWGSoGAh5xBzg1TdE0myjEmIzFGKwmUEBjTJSITJsbcJKmjNJQSJGQFR9NRmkQIERjFCj/4bXgIoQ7Je8ULzoHEx0dgSA8pfRzl0VttZkVogKJvERLBTEqpGCIqbQ6U6zGmdBylExVVPBVUhkZklYhVJaEFLtAIgZISS+jBudfE8w115l4rBWNeDFN4eHP7liuHGHFSNOh5wGbWt4iKKggwswqkxBIy+AzmruI6vUBKKxKRDhFhEjYdlG4hLB8lZVDFefCzgOCxQgk85aMJSb+dAdfFEnrgASoUuvTJaAU0FCY+hhCkZIWoCD7fvF8lLstEpY0hDpa6voxr/m84iaiUugu46y/e+9wL/r325a7ziAoQuz42n4W/zCOqbpCIAtwPTTFzTzP5t3Sj8h7gYEwY4FcpjMSC/6gUP17yU6686q1c3LSN7685i6G1GaKNRX4zthqtKDFzgk9sugTP1lg6OBP8P88LhrQ+WFOC88/ewjw9yxW7LuP6E37KV7/xVlY0jgCw4wtNfHnkbHbPNlDMh9CnDD76xJvxKhrYEuELbi2vJjQtMEZmEH9qBzVKcr8PnoeVVwjPY/NwO52+wu6N8+SqOs6O7ubo7j7uy6/gy/3nsWOwmTcvf4rNs2maFmaZsiMsS4wCQTFVR3iG2bEKO69Mk+6e4aNDZx0KIP1jdXxk+k1U8hZLR6fx8wX0sRB/3L2IpWNj6I93MdkRJVEKpvSEO1caXobv9p/B/pF69g/Xw4TFjxd2cHJ4H18ePgeATQOddOdsmjNlPvvcBXxy2b0sPG+cO8ZXs39mLcWyxYLhHN/ceibWsxE+NvVGFg0UUPkC0q7ynr6zGNjfwJLeHHZzFOkpnH1x5MQBZsY6iKyw+ciuNwd5CbtKMiyp1wv8YXoVuyrjJPUSP9pzMo2jFUbfAg2/yfG+vvPYOtRG1/4S142eycPbFiFMn5bGWdpiWcoP19MwOELdo81oo0OEilE8z0OzFdJViIKONSX5fraLfjvDNU1bOTdzEe/sPQe/nCfUa7G33MLVfW/ijGU7GSknqLNKPD3WSjJcIVGZZUO5hU9veQOa5rN23i5g78u76I8AmcFLcUTpILRUEn8uQw+AUugd7YHS0TJRhSJ+1UGaxvO/K5UgQ9/dhdIkbmMCfXsfzlHzMPsn8adnn3eNnpvv9svl50VZlhXUfOgG1dNWEN45iqpUIJMOai4qNsSjCNfDn5oJsuEqaDyDlH+uuxACVXVQrnNIS3GwjF3oOsrzgjn0UglpWchUEiJhlK5RbUti7RhC2VXs1fOx+qeZPaaJxP4isn8MEkEwFK6HKpUpr+4ivG8KNToRbNt/Xk8B4JdKh17LcBi/XA50BJqGclyUUz20rNCNwN3Ze76uTkTCiHgMKjaqLgljk5BKkF3TRPL+XbjLutDyFTgwFGx7bpsyEgnWIyV+xT7kLi5jsUCjUHk+LyZNA9+2keEwsiET1IZIiUrEyK6qJzJcQS9UEQOjwb66LlgWYxcuoP4HGwMZvu8HbuHRue0K8byXiOMEHbJM83nP04N6lrntK6WQiUSw7kyKux66g3MWnxpoLUKh5z9j+YJ03dxnLxPB9lW5fEjxe+/0Dw9bB5GItakTVl11OIuy7k+f/futxRCmgTQihyznipecgDXrEto1il8XR9Un8bdsQ/tjKzM/6UK+aQLxn/Wk/7Ef+ZEU5bYove+w6fq2ZM+7dObduoDw43tQDRk+//SD/OPTl2NXDH58wo/5zewxPPnpYzFyVfRdA+z8xjxaf28w/HoHOWHwf67bREor8dF73k73HS59V/hIzWPhh0a5Zcd93F1s5TeTq9k/m+F7y37GPqeBCTfBwzM9nJt5hs8/dBELb3aY/WSJzBcs9l0So+eanfS+fyn121wu/rf7+OWXzibzvj6+Ou/X3DTzKu7pW0puSnLtqx9mR6WNW/Y3Uf+1FFNHCVJXTuErg5GcxaqmIXpzGcR184g+dgC/s5E7H9zAuFfi4UobmwrzubxuI71OHde+762EdgxRXdDM2u8/zPp3vYqx/+PQnZ5i69b5LPncToqnLkZJGDxTcM+F3+Cm6ZNos2a4d2I5N87/Nd+aOpFTYrvZYweu1uuuOpnh1/i8/1+f4abBGEN3dfCjD/yUVs3mF7lV3PnxM/jkd27m3/edy5d7fs0nr76K+DPjqFiYu+/6OW878BoGvraCYrNEsyH19kG0qxO0fq+PM9J/Ii7LtOmzfO41lzJyfpVTevZzXKKPdyV3saGSIiQcvvihK4iOe+jz53HnI79hq23zvs9/mF9/6as8aTdTpxXo0Qu06DGO3/JG4l9PcOAdsOg6G7s+jLVuC2NXHg8+RC8YZTIXZeNJ12MJnXf2nsM5i0/l7l0Pc+6SV9N7YycntfdyYWYzp4WncJRPWgZtCeuk5LLjA1frrXYrIeGwNjxL/GW6WtdqMQ6Dw1VSHrwLH7o7W9bzqkCpBaq9FxjPwNwIwXERmobW1IAqFHBWzEc+vOXQnQTfC7T/ngeahpZO4Y5Pone24fYPIaQIFJhzVabBnUqiNdbjZxKBJHtXH5gGfr5A8byjMbMu+vqn0OozeNOzwToO7nu1ihaPBzoFxw3elyLogdHagNixD9lQjzs0gpZO4mdzICTCNAKFZ3fnIVGZjMfB8w6NurS6NH5DCi8eYuDDHp1fBW3/MPlTF2JmXUI7hnDHJv5MEYqQyJAVjHBi0aAnRy6PqtjIulSw/vYm5GQWb2IS0dON2rX/0EhJS6fwiyW8lQsw9o0we+o8UhsHcTrr0WdKFBekiT60ExEJU13YgvzTs4HSMRxm+pJVpG95CqRAS6dQng/2C3qFxKKBgbFtB3+PR/H2HmDoEyfR+R/PQXszTiaK/tQuWDQPUa7CdBacKjPnLsUNCZQAJy5I7XOxk5LkzzcdUkUe7I0hRGAmo5wqWiLBXTsf4rw1ZwWfUWsD7O0/1M9VtDTCTKBkVcUizO9E+D4Mj3HvzA0vawRx4oorD2dR7n/sc3/HIwhDR2jPf9lLF51AeNzG2DcCuh4oKQcG2XX90WQ2Gix6104GvnY04spxrH9NYteb5Dp1Wu8aYeyMZpoenUbt60MkEwxdnyE3HuOE5ft4eriOz6/8E1/8z+W0u6sot4QYPMun6WEN8/Ixqjc3MXEcCBfqnptP/aZpxq86ASWh5aZnGf5pO5r0Kdsmr+7ay6bRODOTMbSQy7XHP8GsF+WA3cCtN2g4byvSZBxH74WCjntg9ESNzDOKyltm0X6X5oMfv5XPP3QRxrROaEJg5BXZxXNTq6Nr6PjDBIVLjmVypUSrCPQy2HUKvSjouD+HjMeRdSn6vpkgYlWRQnFq8z7+NB5hZDyC0Wex8OpB9r63nf94y4N85LuLMV4zw80r7uCNP/oYDVuD8nQ7KZhZ6dE6f5KSbfKRxetYbg1z6R/fjz5u4FsKrSLwQorFP3CYPGsN06t8wqPH0rDVofKBGUzN40PdG/n0rUdx1Rt2ce2fOilfHiO3O0x6ewQ3JBj7URd3nvA9zvn5x3HfeBypHYLCaSXSd8PwrQso9CWRTmCvt+QL+xm9/ChKzYHln9tQRZR0RFXQ8595xNHLaNpkM/CT9sAWLqvT9KlWijZUqxHOWtDHPXuX4g9CvFfghiA66jO5Qqfj60/R/5kTKLc7ROpLvKq9l3XbFoNQhHot5l2zmd4bOzlvzVncufle+t0Cpz/wITL17fSkJ9gx2YTt6KxpnWL6XMXOa5cjKjJITsfj8M6XefEfATfol+KICBAH+3EePFXVuMQo6hiWGVirzXlSNrfOUEw2cXJ6LzfHlnBS/QBPx+qx4xqVegWWiV0n8CPBs7bQdU5uO8Bjsovjk71IFCusYYwCuFEd6SjiTQXsRJpV6VGeSLVgtuXxfUFlOIZv6lQygAxGL6e1Bwmo4XKSkxN70ITiSa2DkO7SY0yBMUVIOJg5RSRaxolGEVEH6Wg4SY9qXOOk1l4eSdax0hqitXOKETNNRZl4pkBrL+JWNWwnFHTvTkqcOh/HA70ocepcvLCGb2romkRZJie37ydllPGV4LWJ5zCExyNiAbNPt0DVwZwVLDOyWDOKRLiCRGHXB+rIalzgRgVmpsLall2M2gmOC/XjIJnfOc4BvR4r7GCXDYRUwT6lBUZTmYofoZrQOKNlN4b0WGMNY+QEp0Z2c130dI5r7uehJzNYWQ+tKji6sxdDgJkVuC1VqimLrsZpyqUQy5oHedzV8DxJPFRFaBI7DdVGFy3msrB5kvF8DMfV8E0dpQn0osOp7fsZLiV5bqCbM1p2s7vQSNXXOSO5g8mOGBtnezAKgkqdwCiqucIrhRNXaHGHpY1jnJjYx96OenTps7fcAlJyUnsvI/bZXQoAABe+SURBVK5Fvxs4YbU0z3BK036OiR6gMdTDcDnJ2rrt/Eo7itaOKaZyUYSA9rpZ+l/OdT83s3Ukc0QIpXDdP0tepbflCA3l8SenwfcRcxLZie0NND1e4hv3nUfiQJnfPrWayLND1G2ZQfiBjNezgLnsPL7Prmwj5SczXH/HWXy27U7e+dw/oBcV4b0TRB/ehb8xTdMTOR66azW+CbGwzY3H3YTwYGZFAuGBFwqKocKaw6Mj3WzeuoAv3nkp/9TwAA+s+im/X/5zXv/YVVwzchaf/cllaFXFa5r3kHxyGH3YIvLILhqe0GjYnOfhwfm0/KnAGze+j1WZYfSQg/ADM9gfHnczfzztOzgpj+zSFJ4pSHXMIvzAlDdSX8I3FRNrokFRk++zOtZP0bVYP7iID2x6G29KbWL9UbcRHleUV7STPOBx1YFLCGV9FiYmeMdz7yS5SxB6dCcNT+VofShP9MEow5UUD+xdzBeGzueK597B2c3b0E2Xb67+FVet2cB9p36H3OIkbgwee9X38UOBrPmp6U4uSmzmbdv/gfCEYpvdyn+eeAMfblxPaApifUXCkx7n1D3Dpc++C1mFtt/qNG2y2TfUgHQVD25fTCJS4YfH3cyXl9+B31RHNakwUzbvXLGRy9s2ko6U+fkxNzCxJorSJb6lcXJiD7cuvAtrWjLlRPnF/Hu5ZcHvkPi8pfFxfvTaG/B1+Mhbf4NvBLNVMhal5VGPltssnn60h2vuuIi3tm/iyo4NEApMay/MbEa1NnD6Ax/i5Gcu5tGVt6Ph01etZ0VkkJvm3R3Y39XXsSozzOZX3cCmk37Ih7vuf1mXvSCQiR/OzyvFkTGCMHSkEQoqJ4GpVQnC0x7xso1XFwtcp/fD29c+zB3Dp3HyCc/x3K7lXHjMJrZ1H0WhM0TkmEmqG+LY8yuU26NEe01UKs5ti3/CP1oXMFWJsqHUwxXzH+W2PWdRXtRI+Bmb+OljTMw0Ejlmktl9dXxz8R/4XXYNuZVVmq+3KV/sIjyJCIe5pmkDO9J/4oEFi9mc62JTpZMbSx1MV6O8cfEWTont5vFjukjdJ/nV9mPoWjAXfy2LmSUg/DjfWXk9Hzn2Ss5ZtIkPNDxIV2iKezLL6B+t457sSrbnWki3Zkns1ZlclaArWmL1iUM8M9nK0swo05koldtbIBzCbUhwRbIfkv0MNq7n8UoHQ16S2yZ6SPRWMLb3oS/q4OKmp/jF/gzr9y7mzIW7WHdylOZbTWaWxlFSUDityNfa1nFv+jk0FHdpK3lz4mlCK1w2l+YxaKf5xMwbiO8vMHxmlM+MnsGqpX3s6VvAfYtvY7uj8X967uQbfW8noVW4/LEr+Pjq+0j0uWhTecJlh3MjY2xq2cuT21OMrzbQbI013bsp7cnw0RMeo8ca5c7s0SwNDyMns/hNYU7r2s+kE+PtySdZ0jPCb3OrDzXSTWwa4tLYKL/It5Dc53N9+0Y+PbaatFHkwvgz1Ek4/oF/YuG2El/93YX0bJsmUh/By+aYXKEjfLjgtY+xLdvC6ZE9aCjOWLaTYSk5LTzF9/b2k6lv55Sm/Xx6bCX/3vQMBb+CJQzuLNWxzByDqRk+3Lieq0fOxJQu76/f8PKv/SP8EePIGEH8xTSSN+f9qXQtMENxghFBxTfwLFgeG0EJQaORx40ZOGFBvhBGVn1UWUdW/SAJ53pM+z669FmeGiWllVhijeBEdXxDoJJxYmYVNyzoSGSRFcFeuxlDeIhiYApbzIewKybK98n6ZZy5U7Y8NkyzniWm2dSZRVZG+unSZziqaQQ3apBMFHESGm7ch1QcL+rjRMBD4EZgVXSAATdBXyXDRD6GX9IxpEdEr1K2TZQm0WxByTHoL6YpVkxmqxEmS1F8IyjaklWXgm9TUlVKSmOeMUlGFqnTizixoPmtkzBYbg3jRU3SiRJLoyPB7GYqgRMVVGOCaLiKo3w0FD3mOEtiI0x4JvsqDWhzjqkhzQ3EV1VBWFaZLEfRbMj7LilZZZ4+gxPX6DEmiERsGvUcTkyiwhZ+xKSkPJaER3BiEjvj44UgbZbxIyYRabPHbiYkHTwl56aLJVN2FF8Jsr7Bnmrwd6UJpKPA0Kkol4RWoRoXZP0ybdYMDXqeBimoKIURcvHCOl5I4YcNnIiOkAI3qrAzwYhwRWqYWd8k7xuMlBMAOMoHTaMnPcEx0QOkjSIFv0JMhrCVQ1yWqZOAkAy7caKaTUyzKfn/A6m1pw7v5xXiyAgQB3UFcxhFkFWFqDpBodacAm7WCWNm4eGphWi2YmexCXPWxsr5WCEnGGlY3pyCTx6a5x8rxdk42kVcK7Op3I1W8dBLHkxnGckmsGYVuyca8E1FuzlFuzmNMgPFpWG5GKaLEIKIMMn7JkN2mgenFmEKj3ojT0yzeSS3iF1OI0/2dSKrHlVXx5py0AoSZrIYWYmVVcx6UawZxSPZHjr0HE1mjljIRlg+beYMjaE8YauK0iS+qYibNkmzTMh0yFhF4pYdKALn+mKktQgagqLS2VSejxQ+dXoBveKBFBgFl6cq85C2S7lqsDnXiVfWYCaLNasIT/tkZ6L4wKib5Fm7jadzHXToDi1mlnZzmiYzR5OVQ2kSZSqarSwJq4JvgAMYKLba7WhlnyE3gSZ9QsIJLPAqVYTtkJFhthS60GxFZERiZmGiEkNUXfqrGTrMKdrMmWDoLgTC9ElbJZrNHO26S5s+Q7s5jW/IoF+I75OUYVKyhF5RGGgYwiMuK4fcpw3DQ3pBVaZwA6d0AGtGEB6R7C/W88jYfDo0m3bdpc4qAZCWQc3Gjskm/pTvoU4rYgnjUJBIyXKQOpCCDj1HmxXsW7v+/OzZ4XKkP2IcGQHC8wL7sznigzbWZAWVzSOLFWQxyE+s272ERJ/LjsFmYiMuTw13oE0ViA5VKPYn0PM22pSBOTvXvNeu8oPpU+jb1cz0QIr5+jRPZbsotpqYYwXwPey9CeKDVSpDMaxpyW8m1rDEGiE0rFNstXD7o1Qmgua9d5aS/Gj8NG7fs4rn+lrp0HNcHNvBu9JP8Mx0G3vsJhgOUWwLcVr7PozJQiC19oLS9eholV+MHU98wGXnTCMPFBfxx7FFjPXVoY2bLLGGeXfmEXL5COXmEOaswPE1tvR1MDMRpzdfx/6RegptOlQdtILNE7bD7YV2vjd2Br8ZWUVKVrkw2kup0cRd2EqlwWRPuYlyc4TjWvuZrUYIHwgMXiJjVSJjVUJ7LX5fWMBtQ2vYXWlmthpmq53intFlNOuz1OlFLq/bSKXRQs9pvDnxNPvG6wlPKH4wfRKGgHUzyyg1BqXiH1u8jvnGNKWGwBS22hBlp2MzXE6Q69AJjwd+Gwdm6qi0xPhD/3Jun1zDEmuYhKygElFUUWf3bAMRzWa/a3Lb9HEsN4fJt+noJQ+nJc22apmTQjbFFsmvCu28Ob6PtZEx8r6k3y3zkaXryXdYXHjcZopdMfKdJjISITKiCE8oHtszn9G+DHvcGMOextNjreD79LolREsjtqMzXE7y1ng/d5aSPG5HecqucoxlUvQVxKOsLy3ibYltXBzfzYQn/trV/dIc7I3x3/28QhwZAUKIQ54PAE5Mxw/rQVNeXUPNzT8312exk5LlHSM4UcmK5hFU2MRJmKho4H3ghxTKCOoQkJJjogfQ68s0dM3gIDk38wyeQTDTkYjjNVapJnWinTm8kKIjMsOQm8aLKEIzLl7MP5S8WmyMsybez/yGKZZ1jiCBTXYjm+1mXte8g9dGtxNeEMyPT1cj+FELL+oFPpdJqCZ01iQHsJMar2vdSasxQ2Mkj4w5eGGfYSfNvYXlaLqHNePgmUHHrmisgh52iRpVwpEq4Sl/ru+HpEOzWWkNcWyil9c17SAkgm7YniUwBqdwIpKzk8+gdCh7BqdnduMkVeBkHdOxUwaVRo8VoQFWpIc5J/4Maxt2kNGKtERyTLgJsl6Y+4vLsGYdfEPxYGke0bCNGxIcH91HXGqcX/c0ngVLzBnunFwJBP0rvLCBb0iaNJ8z63cGZdFNAjshaY7nUQIW103QGZ5h2Al6i4pSBbRg9FTwQsSFQ1d4kn43TWTKQ+kCWXVp0nz2Oi6+AUdbA+xydA44kkVGiKQU/Hp0DdKFu3YvD0akPvjlCnZKUGoWNDZmaZ03eai2IhmugJTUSQkzOda0DnJu/bNstMMsM8dYZebo0B0OOAW6jRiibNNmTPNguZXHKg2EXnYDi8MMDq9ggDgyhVIHbeJeaM3me8hQ6JA01y+XA9nyXGJTSyQCMU1jA97oeJCDEBIZDeOXKwghkM2NqDlrOG8mqMc4KLWWloVsqEeVy6i2RsSBIXZ8axFLPrQLGY3gjk8GfUKrTiDikTKQB1tBiz1GxsE0UHO+mKSTeHsPoKWSeLPZQ9ZxWjyOl8+jxeOISDgQdXk+IhbFq0/ih3S0ssOBT2vM/0wRpzWJsWUfIh5DxSKIbJ49H5zP/M8H4iKZSgYyYccNZMOpJCpswfhkIHgqlhCWCa6LSKdQuTx+rvBfpNYyEQsMdqygVluYJsr1UG0NwayBqTHycYe2LwZfTlEoobJztnfxOCqfD/4djeJnEshcCZXNH5KVi0gwCkOIwFTYV2ixuQ5h1SoiEsHvbEQ4Hh+5/dd87R1vQ8vZeHELo3/OJq+pnn1vrWPBtXuD47FMVDwKM9ngS1RfF8x6FYJHBb8hhRibRjVnEEPjICR+LhcI56Q41DleZuqCy61SQYRCgXza9cAJGiZRXwdTM8FjqxSB9L5sc+emuwIxVSYV5Eamctwz+O3DFjQlwy3qpIXvPqzvyL3P/fvfr1DqIFrPfNTwGGppd5BPeOJZpt5xXDCj8cw4o9eapL8RY887oeM2nfw/Zmn+h3Forue4W7Zzx82ncfSlz/HczceQebZMoTPEp75wMx966G3IvM6lpz3Gs7OteJ/IoA9Y+Lk8e/5lJQtvybHv0gRtxw5z+5Lf88t8D+umlrLgcz7xu02SRoF9n13Nd354LXfkjuae0WDW4c1HPcVENc5EJUZ/toVTWvdzz33HsuCWGXa+P8HSzxcZeutCWn+wlYm3r6J+a4GO7+7lwIdWcuCjPjtO/ik7qiUeKAWzIqelHmPD7BJaQlncfzqW/mvCXLLgCVqMWfZVGlkRGWDSTVD8506cU1cwvczit//8FYbdMJvK81k/uYTj03sYtNPsv3IBsncEutuI/ccEhX9sZPsH06Raw1Q2L2HeV7eils0HYOC1Cf7t3Tdz4/ApJIwKW0fb2HLCzQy6ZbY79cx6UTbmFqI+uozKNTOc0riPo8KDfG7L6/n2sb9k1E3y8OwiBj6ygGXXbeN3z7bwxlU7efJjxxDaNYIKW1y3/qe8bfs/EL0miV1noNk+w5fbLPxsgdlvC+5f8TN+np/P0aE+vnDGpZg/Hueq9j/iKJ214UlKyuPW/BJu++jZ9L2nh3k37eebj/2aO3JHc9enXsN3rvs2146upc4scmJsH0dbw6y9/8Ms/p7G/jcmWHhjFa8uCk9Mk3/TcQhPMXlpGWcyzI43XEfer7Kh3MKNp72Kbz72az609LXsvHY5rR1TrMoM8uHG9Qy7cTr0HOtLi2gzpg+JqT49thJLurw3/QTtHS99jf8XjnAdxBEVINTwGH65gj6ZAylxgczTOWTFxR+boPTUKppGJ7D2NxAezDK0J01TdRA5m+dn606l+/ESj3YsY/6zZcwD46RmE/zrrvNJPGOChAuSm/n1jqPJLAmT2d0PSpHaDdpUnshIkuHHWrlUvIXrFt7CtbdcSKRHMbBhEU7KZ+nuEb41fibr9i1C7ItilQVnn/wMS4wiFaU47a6PsivaRHRQkFucZO3q5xgqazhBWw/CUz5ypsD9O5eyZGKGykQDnxg7mnWDi5jpTSOrgqsvuY8L2wc4/tH3kZwfwn8qzOOpeeza3QaaYmNHN0PDdcSWGXTeOkBjKc0vc6vYku3kyYEOnNkQV659kKvSWzh//iqsdDe+JZnKekTmp1i9/ADPDraR2Rs0ntWmCygpSO6PcdPwyTy7o5O2eZNUKgY3ZDv5wd5TuHHFzRR9i39t/iNnz1vD5PZmPr/81yx/6N3EHorwL4nX8y+Lfs8jffOp6w5TbxT4/ik3E5IO67tPwpxKUs1EeLg8j6nZGJXlITLbgiIsZzpCaaHF+E6NS8xL+daCX2ErDS8TZ9eeMF8qn8dV3Ru4q9TEjYOn8N0Fv+T6Za+nbqeHM7+ZB0s9vDf1ND9b9Fq+NHge13f9HgfFbwo9bLVbufa0n/Olh/+Bj17wO372xPmU05LGnTGiIzZKCvStMUwHbis0E5dlPr3lDSwo97HVbg3k0xXJVC7K1456iKtHziSq2bRZM7wtsY0Hy62oTOrQFKinfNaX08Doy7rmX8kE5OFwRAUIpJyzuRd/9p6ae60Ovn3wCeQFiykNlC6Dbtra3LSpJgLnHxEsq6GCHj0vMApVL1iXMsDSXKLSR+kqWKcMbN4QAl14SKnwZfC+iYenVDALJQJ/A0Tgr+Ar8V/2ESGCjuRzxxCRVQwt2JavIC59NHQMwwu2bQTTi0iFMHzChoPQ/SBzNNf1PCRcdBnsF1JhCBeP4HlbugrfDCzwD3pRqBeev4PnWoAuPZAqWFYJQtLB1D3i0jnU0TrYJ4WPj254+Lo4NGMhRODTIVHM+hHmaZOB14FSCF8FU5RKPH/uhQgUqr5CSbB0l5T0KSkfpUuE4RPSXVJaCU34mJpHXIpgHzTAV4RENThWBab08Oa0uKZwCckqs14U4cO0G0P4wTk55Jo9d9wIiEqbqLQDI2Ehg+PxAyGYEODjY0oXS7qHfDFCIphytaR7yE8iJJ9PtB8WikM+mUcqR1SAEFZQyOTHw4d0EU7CRDM19JCF11PCTUWotFepZkKEuvIIQ0dFw9QtnKaaTGE1lajURTAHdLyYxbu7N/B/d1+ArAqm/Cg9LeNURlvAssBxKbaDH4tQaVA4dS5Xtj9Irxuj2lml5VFB6TU2KctBRUJcVb8BQ3jcqy+lOB0m54fYUK5nwk2Qas5zbF0/tzV10rClwpOjHbSZ4wgPEIJyWhKNhTmhu5fpeCvhhhLvTT9BXKvwO30lo7Nxhj2Lu4pdtCRz+L0hplcYJMwyq5f0MlmOcXR6kLDuMP3bLpSh48QNLkvsYFW4j5bQ0Tw51QnAhnIL4ckq5u4R5LwmuuvGGJkIsWeynrpkkWJrhLSUqGgIhKDYIrms+TGmKlGWpsYo2CZvjQ+R79rErG8y60W5vdBAos9m8gxYV46zpnWQTY1L+fC8R6jTShzbPsDwxALq9ALXHTiDTy+4i/CUh8yXMYDzIxN8uy6HHDappnR8UxLKlAmNusS74H1tD7LfjdChl9DHc4RiMY7N9OMonfMis4Ta72fANUjt9ajGJMZYlgtjA+yohgiP+3ygeT0byi2ktCLHhfpYZJi8+pnziA/a3PD0q+gZKKKXwvilEpVMILQpLagiczrnRbIYQmPtvF3sJcba8CzfHx5DxeO0182yoZLi/fUbKPk67brLhCdYYY4jp3K8N/0E68tpQtLh1aGXe8W/sgnIw+GISFIKISaAIjD5Su/L/wvq+d+9/1A7hr8FXUqphsNZMBlqVq/qeMdhrfSevV/9+01SKqUahBBPvhIn4G/F//b9h9oxvCIcATfol+KICBA1avxdojiUEzlSqQWIGjVeMdSfG/ccgRxJAeJ/1CXoCOJ/+/5D7Rj+/6U2i3H4/E/biB0p/G/ff6gdwytCLQdRo0aNF6UWIGrUqPHXOfJ1ELUAUaPGK4Xiz3xQjkRqAaJGjVeS2giiRo0aL0otQNSoUeOvotTzbSaPUGoBokaNV5KakrJGjRovSu0Ro0aNGn+Vv3BzPxKpBYgaNV5JaiOIGjVqvBiqNoKoUaPGX6empKxRo8aLoYDaNGeNGjX+GgqCni9HMLUAUaPGK4WqGcbUqFHjJTjSRxBHhKt1jRp/jwgh7iFw4T4cJpVSZ/9/uT9/jVqAqFGjxotyZHT3rlGjxhFJLUDUqFHjRakFiBo1arwotQBRo0aNF6UWIGrUqPGi1AJEjRo1XpRagKhRo8aLUgsQNWrUeFFqAaJGjRovyv8DxRW49zpLtPEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:23<00:00, 4.21it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1763.7361068725586 seconds ---\n", "\n", "[[ 1.00000000e+00 2.29745568e-01 2.46972634e-03 ..., 5.34409163e-06\n", " 4.75851377e-06 8.63492839e-05]\n", " [ 2.29745568e-01 1.00000000e+00 1.97117632e-03 ..., 4.26530935e-06\n", " 3.79793887e-06 6.89184307e-05]\n", " [ 2.46972634e-03 1.97117632e-03 1.00000000e+00 ..., 5.63713163e-04\n", " 5.15751681e-04 7.04476384e-03]\n", " ..., \n", " [ 5.34409163e-06 4.26530935e-06 5.63713163e-04 ..., 1.00000000e+00\n", " 8.17474454e-01 3.90544826e-01]\n", " [ 4.75851377e-06 3.79793887e-06 5.15751681e-04 ..., 8.17474454e-01\n", " 1.00000000e+00 3.51514406e-01]\n", " [ 8.63492839e-05 6.89184307e-05 7.04476384e-03 ..., 3.90544826e-01\n", " 3.51514406e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:19<00:00, 4.24it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1759.6194562911987 seconds ---\n", "\n", "[[ 1.00000000e+00 4.39194083e-03 7.53031688e-05 ..., 9.93963816e-15\n", " 2.83283253e-15 4.76282534e-10]\n", " [ 4.39194083e-03 1.00000000e+00 1.79905410e-05 ..., 2.37466060e-15\n", " 6.76786791e-16 1.13787781e-10]\n", " [ 7.53031688e-05 1.79905410e-05 1.00000000e+00 ..., 4.31552792e-11\n", " 1.41703607e-11 1.40768477e-06]\n", " ..., \n", " [ 9.93963816e-15 2.37466060e-15 4.31552792e-11 ..., 1.00000000e+00\n", " 1.18133891e-02 8.79014383e-04]\n", " [ 2.83283253e-15 6.76786791e-16 1.41703607e-11 ..., 1.18133891e-02\n", " 1.00000000e+00 3.19582596e-04]\n", " [ 4.76282534e-10 1.13787781e-10 1.40768477e-06 ..., 8.79014383e-04\n", " 3.19582596e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:14<00:00, 4.27it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1754.3810858726501 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 63%|██████▎ | 10547/16836.0 [11:44<16:55, 6.19it/s] " ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:183: RuntimeWarning: overflow encountered in double_scalars\n", " kh += 1 / lmda * kh_tmp\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [29:13<00:00, 4.18it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1753.5291044712067 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:17<00:00, 4.24it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1757.8016486167908 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:21<00:00, 4.21it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1761.8692622184753 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:27<00:00, 4.19it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1767.1866590976715 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'untiln', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:34<00:00, 4.19it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1774.4038608074188 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:55<00:00, 5.98it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1255.7488377094269 seconds ---\n", "\n", "[[ 1. 0.31951424 0. ..., 0. 0. 0. ]\n", " [ 0.31951424 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05891775 0.06088801\n", " 0.06961386]\n", " ..., \n", " [ 0. 0. 0.05891775 ..., 1. 0.99983159\n", " 0.99920274]\n", " [ 0. 0. 0.06088801 ..., 0.99983159 1. 0.99839522]\n", " [ 0. 0. 0.06961386 ..., 0.99920274 0.99839522 1. ]]\n" ] }, { "data": { "image/png": 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aFe+7knedcdFLXQIjjN7LooeOGMhcGZWKhk+759Yh95sKPQOImIMezqInN8PGDsTUVraeXPcSlyWxVdH31jKiPUrNwj6GV9RjDwvctMbKCoIoOH3w1Od+zEa/xKXv+Sii+sQVvkLbZuimuAHKMZElLzxfSegu+AqjbxhdroDngpCIeIygKYMs+6GVAvQenGbgAEVis4GXgvg2TXYa+C0Vav8eof9Il28feRvXnf32HVYPhC5B1RIQSocyCYGOGIhKABKMrkG076MbasMxK7psPrOBZJvGiwnKjVCpDZAVidMvSHSEbUeGFblWgx9c/lO+edY5o/NHaF76FB8x+6sMiwh2MFbm9kEAdCIKgaL7uEacAUXy4q18sOUxrj/3bWG7ngJJ1bXTO/qpMjadxyaxs5poX+hmSh8e+/3lY3YFZiyM62/9Yc6Y7pEz93v6n8fFeK344vfP57vfupbv3b1k1K3Yxd0wB3ZxI0YmsxDiJe7Hgp9djpaayVYRaRjh5LAMtAoniagehwxNPG0aPPnnBWQ6Nc6g5uY7jiPRAYsuWMnK/mYOvebfQlN0Ny4BhJNJWwaYBtoMv5eEk0saI1SkRBuhe6BNuXuXpaCIPhPDymsK2QYSfZrccQW8ooWXNCDtYRYd5l3/cRAwxSqFNFzV3FCWDJ/eGpQpEVUXRVdvXAnVp7oIXTEZjqe2DPRInENrogOK9BqDyLDCHxZEsopEu8Tvd3AGA1LPRfh899lMs4q7+OC7+OSBGr2OypTIETpUypBKNEdcCINEu8bOKcyyQPqCSL+B9DVmSRPJKgbmmiAYdVGmWaUdfarwooxei50Uxsh7IXV40eTI/Nlx7aP9CrOk2HrfFL5YM5mpdilUuoT7K1OG7VTpUi3CdqO9GqsQHqtHlNCrhPoXZTFeE57+4jUhW1HcwRbs4m6M0JwjbsRg9Ung+y9xP66/YofrMWKqi3W7slZ+V/eOzjdsxig3ExnSpFcNsv3IGhqW5diycTZpV/HHW77DB//rqN26BPBSt2DUJF/xwq5M4+BguO+zq0nGD3ipy9I9RGC3ktxcYKBKczY+4YLwECW3SnN2cdr9K/ht52LE53ekm4yY/yPvJS8110fM6F3QPwBtHbu6U6XZiCBNfHMWHbGQQwWSiSilljjx9QMIVUd2YbCLazDSx84Yvc92+m60/+1dQOjGZTKLsLf0jrolXmMCYJTmjD+5g+bcfPUExKMrX3wWu/S9p/e79F9FSsxCZAu0n9KKdgLkIyt2+f3Ft/BIew3bJqMjNvQPhpaY8epu9jDVelxBvCIqk+OICQs5aSLUsZQZyxz+evdBVOoCrj1tFhPMAU6auIj7Olfwjb7ZXFb7LAvvvYQvH3UHv952KDVOEf2cZuCTrZTPUjQ/7vLVJScjEjGu3PJrppgmA8rlweJUjo9tYasf5dPr3sM3Z/2ehVaRL3Ydx6cbH+CUGw9HnN8DkTLWY7V0/2fA8FYTNFy4+HQ+vO4Jjo1uJyYs8trj6UotTxenYkmf96eepTuwiEmfLV6GgSDBXf0H8Mupf+OBksE8a5jbcvP5aGYTV3QfzJcbl3Lm+omUhzLkh6KIgknNWcM4psf2NpehuKKyWaPfUyJXjFDJR4hnBKWiTW0mwR9PXoyZSfC2F/pZ7GyhwSgREfB0pZFOr4ZFTju3Dy/mXZllZKRLp5+koG2mmoNING1+DRvdRjJGkUOcdiw0k80YPUGRAPjY5gkUsppIrETetamLlugYdMgPKhbOyNO9PUbm4QRf2vQ0W7wGFkW20q+ilJXF8+VJxGSFqXYfjvCQQrG0MJOTEs+zojKJQ5w2+lWUwyMBT1YEh0Y0b1k1lYitCFSZrUMZXDcgHnVJOhVqnRIl3yZipugpJIjfnuD0F3qRQlNUNlPtPgDWV5pQWtJkDbO50kAxsJkZ7WZFfjJHptZTUBEc4XJ8bAsKqJc2A8rlY5snYIoA2eGS+rvDKauGyAcOxyTWYKD4U/YA9nO6aTCzbPNqGfTjJIwyN2yaRVMihy0lSkukUHD02Of9P0Kx1j4Rg6ibW68XTPsP7HuXAfCbjsdYcsunOfjoNQye7COEIMhmOfa5ElfUr+Xb/TP5n6eOQRiavxz730QEfOhdFyM3bEVNnYjs6EIN5xCWyZqr5vGjY37FQJDguze+m8jh/Qx2p7j++F9wYKTAWs9ktuVzX3EC17/7FNz6ONoURLoLeDVRzHw1y+7ZdbR9/mASB/cxt66LjFXi3vsPJrkZlCloPKOddRubOWPxcv7w0KHYQ5LlH76S/9h+NP/V/DfafMF+puQDm0/lpmn38OH2E+n80gwMTyFchfQC3EwEpMDMe2hDYuRd/EwE4amQ5jMlIlCoiIG19AWEbbP1QwvITw8waivUZfIMPtNAZECQX1ih4UGbwVPCDFN/wMHMSfTkEjccdh0L7AoxYSMRbPGLnPTIpbxtzkr+2jETDdRfHUe6Ksy2VKDNMAtUuAo/aWEUfayuYdZc2oTTK6nMKaHyFkZBktwsCSIhpapSPihBzTMmQ4dVsNsiPHz+94gJg09tezP3PzOfi454iAc+ddRoPMeoVDMcq66aNsVoLEF6ikjbAO1nTAzjGWUoNYUuVrRbIJSmkhFEezRmRVOYKEltDhicE96I0oN7PvYdcsrgtuHFADx0+RFoAVbex9o+xNa3T8QsawYODO3B+icNSo1hHCgyKDDzEDjQ+HQZZctRl0MLePjez445VjB1QUJ/6feLXnlH4MLZj+6VGMQ+oSCizZP0sbXnEqxeD0Dy7/Wsun8W0oUpv+8BQxK8sI7fbX2cnwwu5DN165l+/wVcdcSv+NLqd9CSyrJq+VRm3pxj05kpptxTxlrdjkjE+cyDd3B4JEAi+NHgfrw/vZKuwOBdj32U3xx+LVNMj692v4mvTXiYw6/5NHLxMAmnwvDjjQRzC6htITsy61vreevD6zgtsZomI4pE8LtCDQ8PzyFuVvhyw5Os9mCBLVhajrDFq+cP3Qdy44w/sNYzcUTA74YX88naZVw5cAhfqH+OI1e8j4GhBEE2vLHSswdwLJ/Otjpk3Mdsc5Cz8lSKFrpgYqQ9goJJJFNmxr8NoDJJFv9yFUcl1jHFHGSCAfcVW1hbbubM9FN8r+tEvtB8LwroDaJ0BWkW2l2schuZYA7z1/w86s0cp8Y30BnYLLAFA0EFQwhOX3Uu/dk48WiFimeRjJbpHUwSDNlMnN5H5/Ya6h61+fpnr2OLW8/x8XUUlUlPkODh/BySRpmDY5toMAooLbiu/ygurn+IlW4ziyPbWO/VMc/upzewWWSbHLTsHGIRl0DJcExcieX4OFGXlFOh4pvYps9gPkbiriRnX/4nikGEorI5MNZGTjmsLk1EaUFLZJBV+RYqyuCgVDsP98/kHY3PIlH0+SlOTz5HRkpqjBiBVhz13HswhGbb1lrqH7M4/tKlKC14X80TBAh+0XsMs2PdtNr9bK400uclqDGL3LTmUGqSRYxqwEIKzaMnfvdVKIik/sIYFcRFsx/511UQsYZJ+oy7TqT78DC2sP6qJTz+zh9w6lf+ncbbXgAhCQYHWffzg8HQCEOz6YTruGTbEu596EBURDP99x72yja8uZOxN2wnGBhE2Dab/mMB/rQwzz/+dJT8FIVZEkgX1MwiSguCvIUR95lxVUBpgoMyBbFtZSr1Eaxc6LGaS1ex7bLFFCcqVDwAUxPbYOP0a5QhGNrfxxow8JpdIu0RzCIUJwdoU2GlXHzXQLsGeAIiCpSg5T4Z5ieUA6SvKddZaAl2NkCbAmvYo1JnIz0dPs0jYW5D4Eji969COBE6z55DpRb8mCaIKaKdBlYBCq2a9DoYnKcRCoyKwCgJ3IwiSAZYKRevaCFMhRnxYXMcr95HFgy0gOZHNIYb1mvIIHwdkdXNmJgFRbQjx5Z31WIWodwQPsWNssDpB2VCpQaCSFi3kNgCuWkhI2RMKOF7BjpvYg2FY9Z6p4muBk3MsoKq1aJMgTIJrRgJhqdJrBti68n1iCDMYamkQwbByofHB1Gws6E8lZrQmii0CCo1mmi3oHhwESk0fsUEqZl4h4UWYOcU0Y4s299UBzocQ6EhuQXcpAgTs4qEc8eC9BYfZYldGJTHbx07izFlQVJf8bux/eXpR+c8/K/LYphlxarr51NfzYMwipKTn7mAujUlmNgURtYHB/nyUXfw1SffxlVH/IpLti3hxy1PsLBnMeVazcazDGYVJrLxPTbT/tBCZJVCxGN847230OsnyRhFsoujLHLaUFpy8fcuZcqxXSxId3LL44fzqQPv50fveBuTDt1GnVPgmUdmUbd/L+3tYfrt3NVpPn7+H5lu92BXKYOeo5KsKzcTky5HxNZT1hauNrBFQE+Q5Au3nc033/1rbtx+BAmzwtJ10/nxcbdw6SPncPNx1/LDOSeyabCO4eEYqmCxcG4bCbPCk21TSMbLZDdlaJ7bw2DJoZiPkEoVKBQjNNbkkCtqUTVJzvnIfUy3e8kYBZKyzBavnk6vhiNi6/lT9gDellqBpw0CBEMqRp0s8LmNZxC3XF5ob8aJuZwy7QWOXrwOS/hkZBFLBFx58Im05WqoixbJuREmRPNsHKxjaCjOIdPXs7KrGfuvtXz7/TcwFMSYZYcB36xyeKHSQky6zLK7iMkKSkvuz8/nhMQqktLle10nsm6ogfMOeZz9Ix30BEmunnIcKbuM0oKNA/W4vkHccalxSjRE8+S9CDHTpbOQpvt3zXzmI//LgJ8gQDAz0sVQEKfbSwOQNopsroT1UnOjnSzLT+Po5DpmWL08WZ7Gsuw0miJZjkqsA+CGGUdiS58n2qcSe7iOsy++D0sEHBLdRIDkr7l5NNtD1Bl5uvw0RWWTlGV+2b6EiYlhbBnOBykUj9/66ub+vh6k3CcsiLn7R3Rq4TdI/fpxAO7Z9jQLfnYJ13/gKv5zVlgEqn0fHmjl6v1+w5nPXcDw2lqiPZKVn7yadj/PRxefjhoaRqaTqFwe7YYcf8cVS1h0ymracjWInzXQc7Akvk3w5Oeu4o5CDRsqTbwt+Ryfazsd/wwX4TggJbpYRDjOaJ590NfH0LmH0XeQRte6CKGpe8Ah2e6CgM3vsEhuluQOLFP/YAS7oPjrj65myfKz+eycezHQnBDr5uCHL+bmw37B2X+/iLmf7w4Te5QKefaIHdJvnhfSaZ6HiETCrEKlwspNrcEw8Ld3IwyD4qmLGJ5q4qbBj2vqVmoiw4qh6SbNj2bZdlwKZRH65GVNbpLkhxf+jN4gxUmxdoaV5n+HF3PjHccTWTBEaU0GoWDmNR1hBehIxaSU4PuhHLYNnoculug6Zz6xHsXwDAMrqzEqkGp3UZak2GjixcNrnFnv0rd/hMwmn/O+eQeLnTY+uvoc3DsbMN/WR8NHijv6GqmSNXZkkY5UZKIUKpujfMRs/JiBWQyoZEy0AbEuD6E0bsYk0u9hlDzKDVGi23IUpqeQnsZ3JB/6r9tZV5rAXW3zcV2TGZ8O2bCRcyoeORs769G/IIoWUP9ckVKTg5uQRLIBVi4giEjiz20bpUpHcG/7lWN+0k9ekNL/cdvYjIJL5/71X9eCyAUOdaUdJFu/KqGl5sH8PDAMhBBo36fGKRIR0JLKMhipoVyraffzTDYTiEQMUSggEnFExUV7PsIw8BKaSbFBTBmwOtWEVxNQrpis9jwazCz9QYJZls2RtRt5ODoLnYqHpcGAjjmIkUKcfombEKikRyZdxDIDKpkozpCBMgSirkJlKEp9fY5yvYOyJcOqTDpaZoI5zFAQo6gCEvEyc22XZLqETifC0vAgQAQKHXPQQoQl0IaBKFdC2i9Q1dTjsBYD00D0GAhD4iYkXjKsxQjSPpVMWMhUbtC4tQ7lBo2WGrTEKggqtZqytmgxB/G0xhLQavfjxzUT40W2ZJKgQaUTiCDYqRZDIjwfggDlRMJx0WFAUHqScq0miAjMIlRyJoElKDUIvASgId5tUqnTFPIGLdYgllBELY9snWBWIoubSu8oD/eDHQrBkGHfWodjEwQI16NcF/ahLEGpLrxJjYoZ1mKkJcIHIyIp1xpYOYdinYGoTrFaI89Up4/mZA5fS1Q6pFRFxYVA4aYMtBlWm2J6AAAgAElEQVTKD+BmbCppiZsSIAy0IfAdQSwVDx8mLy5rfxUYtyDGgJFMyvU/XsKsG4vIQgVtStRza3ahPLWpmX1difVnxZl2p8vGswzmfn4LIhHj7kf/uAsFOmtaFzVOkY5chr7lTYgAph/dxqbeOqIRj+YP9TN0/Ayy0yST7+ij7bR67rv4O+SUZFl5Mu9OdPKca3BfbiHN9hA3th1GOlKmYydacsbcTpJWGaUlz7W10Fifpe+Fehrm95KyK5gXCF74chMT/2SQm2zQuLzMlos0M79TZs1lcb539K0voU1Xllt5f+pZOgObpPTIKYvHSzPIGDvWuwi04M8DC2h2hlmbayJbcchVbHIFhykNg0RNj80Dtcys62XV9maciIdtBiQiFfryceRDGZIdAU6/h7Ilg/vZWG/tpXd7mlhNCa0FH5/3ECfHV7PKbaTRyLGq0sL8yDYajBJ/KczmbYm1FLXgw2vPwTE9unNJhNAkIi4Zp4TSgv5SjFzJQUrF9JoBNg/WErU9/NsbsPKa7pNdamrzDLbXcPMp17CyPImkUabFHKTBCLNft/kpnilNBWDAjzM32skhThuf3vRubCM07bMVB8f0cIwwXuQqA8cIFXvRt0lYFYbdKEXPosYpsfV309Am5KYFGGXJ5W//I9vcGi6vW06br/l8W/gH5+3DGQypmZQaxFUmlcAkYviYQqEQfKTlb/T6KTaUm7BEQFHZfG/RbWN+0k9akNaf+O1hY7pHLp/353/dIOWIgmhamqLjK7NxHl0zSm3uTHkOfLJ1FyozmD4R8cxahGVy9OP9u1Cg9x//IyICzvvgJ7D7i+HTbkICo+ijTYn56PMYExrRiSh6axdiUjNn/v5vfOXRdxDbYPPNC27gE387BwKBkXL5+ZKb+OpHzt8tLQlg5j1UxMAcquBnIihDEHlkFWrRLMyt/eh4FPoH8We1Yj6/mWDeVNpPTryENo13hJTphs4G3jnvWX6/fDHmkEnQ6CIGLVQswOo3WfGBHwHwtgs+hgh0uPmKwAmLzYxKgO8YmAU/TH+uZlNKX2FtzyIKJXQltFRIxnEn1WCU/LBYDeg+JErp4CJycxS3JiDeZlKcW2Faay+9f2ol9uYebpl/Ax++4BNhardfXSxmhJYEpKcQvgYJQcRAugoERNoGwPPxWuvCMcu7rDs3EWZqRqE01SVeW6JUtBHdEVIbwmClndVkZ8DD53+P951/2ejYj1R67pLROZJJGeiw2CvQo3Sts3kAhECloghfsfXEDJF+TesHNvH9qb/joos+GcpflTeww0zKkbZG0HaKSbRbEu3RaCMMXi6/4dNjvpFbF6T1ZbceMaZ75DPz7/3XdTFGsPzOBUxpC2ssMCS8kOWiLe/AKAmevWsu5bMUM2+eWKUybTa+x2bOpiQiEeey2gf5dn9Igf7UOJozn7uAllSW7kvKBCtqEAGkjuyhpy+FaQXs93yS4UNbyE02aLlHs/WUes5NdjH9uJ/z1JLpnBLLMfUtV3FX9gAWRDu46IkPUPOpbJWWjIzSklHLRwOb2+qI1pUI1qYw52SJRTyia+pY8wGH1r+0kms1aHgmwYbzLOb8aCLrz43y6ePu3IU2PeqMdSwvTOPLDU+yfT+XVjPCuW9ZyuOl6cyJbGdIxbCEj6dNzt74dg7IbKXybwMUKzalikWlYFNbn8OxfLoHUkys66dtey2GHWCYPtGIR67gkHykieQ2n0i/i7INhqfbFE/OUe6KIzIuaDhr4d85J/MEzy5uYZLVz2PFmbwtsZJJpuT7DQdxWe1TlDX0XVokYvkMZWMIqYlEPJJOBaUF2aJDpWwjhKapdoCewSSmFZC4qxmroOh8syZSW8LvSHD1W6/n2dJk0kaRI2IbaZA+OS3Y4mW4a2gRKbNMr5vgzZkXyClN/lNZDKnCZKmKjWkobDO0IAIlMau/lX0Tx/QpuBaubxKPuAzd0YQ2BPkpGlmB8057gM2lej7e+CAxAZV/C1cT6htOIKWmLlkg0ALXN7DNAENoAi34xazbebo0lbXFJiLSZ8iLsvyGVzfn9/UVpfYpC6L/Q4cz78JV9J0iRqnNnSnPzMbKLlRmeW4L1qPPI2ybNT+cvQsFut+vPoqKaFof0DjdFYTWFFqjmEWFNgTRPz+LnDQRlY4hN25FzWhl/adszM0OkUFB4aASxlaHz5x2OxvLjfz+ziOpf07tlpaEkJoMopJIn0ul3kYZguS9z1M5fA7RTf1htWH3AMX9W4k+tYnygdPoPTDyEtrUHoKh/X2MnEFQ72J12cw6fAu+knTnkrSkh1m1ZhIiEGgnYOK9BjIIn27S1fixcJk0o6zxowIrH56vNggtCFcT68ghs0WoxjpUJklhRgorHxA4EjQMzbAotGrsIYEf1zj9gmKzxk8GpFebZGcGmA0lmm4NA3mGG86jUVpSUy3/DmMHfjQsldYGJNYNgetRnl6HH5XYwz7bjnWwh0P6sFynUY5GugKzIIh2a4Zna6JdktIEhTGhRONtTlh/IUKqUwtGr8VLajHkThaEAcl1wyAEfsZB+Jrug2NYRc3gPI3RXKThd2Hui1nWaAmBHZaFj65gV02M6ttfYg8J7Fy4n/Tg6V+M3YJomZ/RH7v1qDHdI19YcPcrtiuEOBn4EeESCz/XWn/rRb9PBm4EMtV9Plutut4j9ikL4urP/zefuOJS0vmnRr9bf8Y1LPjZ5Vx/xVV8dcnJqOEc1up2glyeyCpF4IYByVnTukYZjv1+9VE2nP0/tPt5Lv7WmehymAeR3hYD3wcp8V0Xvb0H2Wei8gXkpk4m1NcwuCZKqi1gwbu2sPrxuVx53RkoE1ZechXvXPKOXViHyAjrACHzYBjoSgU7EgknYKmMs7IDlcsjBiyCUpnYs5ogm8dZ2UFs4gyKLSCcACHC9QeSHS7Dsy1i2wX5Rk1su6D7xqm4aYE9rNkWr2Vid8Dfrrya5RX42n+eNrouJkEAphnK5Pvhe79aeSCrBUpBgC6VUK6HDgKEEIhsjuRgFu37IVMCKGsylRqTZIeikpIkt/mgTAqtBunNPoUWgw/Oe4JHn6wueDLyoBlhHSAMqI6shWmao+9VNgdKEc0XR1dkis7dj/RmHy8usfKScp3EcMHpDcekZj1YQ2WKk+Kc9837+P3li3f0s3PfI59f/H5kjKRED2dBCqxOG7Qi1bgfTp+L+9YyZ05/hqWX77dD/pGxe3G7gBedhJ0PiHaXX3Ox1uu15NxOK8m/hXAN2GVCiDu01i/stNsXgFu11tdUV5m/B5j6cu3uUwrir/l5WCW1C3OxM6PxYqZCxGPVIhmDzIsYjhF2Q6cTo/SgTsXB86uTWCJsG+FEoFRGOBFmpPtYmmiikpJMig3yTD0oQxNENas9b4+sAxAyD5aJKBoh8yAlojv074XrISJ2eEwyjhgaRsRju2VF7JyJqKtQLjrU1+fI1TooK2QflFVdoUkZDKsyc+0wAi+UqioIBZYZRvs9H22ZIdswstCKEBAohNZhJafrhpM/6qBTcUTFQ1smaB2yI2lFJSOppMHOG5QbNKrBpZK28Os8Wu1+dOqAqkIKRvsYYR1GZYJQFs8PS69dD1S4bgOWiSi7VDKCco2BFw9XoqrUKoySQAQCZ9hEGaCNKIXGkAXR6cSOsa/SsaOfq4zHzu9H5RECXDes5HUiYWwqJZGeRcQsMNnu49F0mN0ogjAIqg0jPB52YSxKjSJMia/YYaWs/+oURLhgzOvmYoyuJA8ghBhZSX5nBaGBVPV9Guh8pUb3CRcjUTdJH514N35HuOjghisPI7NaEBnSpDbmUZaBWPosV255jFMfuIwbj/s5F91yMd947y188ab34yU0jYu6cb5TQ/clZWpvipNcthWdTnDP/bfyu3yKnHI4M7EVr1pvecRPPs3EEzo4pWkVP37wLVx8/P1cvexNfPnwO5lq9XHhY+fx4UWPcHvHASgtaPhwgT88eScA3UGJrX6UxREYVmUMBDmtaDai3F1Mc0K0D4lk0c2f4MFzvsu5a8/hmMYN3LLqEJYdfTUH3fVJHjz1B2zy0zycn8OzQ6105lN8efad1MkCV25/C9Njfdy+4QA+Nu9hNpYb2JSvZ0Gqk/ZSLUvSm/nT6Qfj1yf4/a0/JSEdAq0YVCXS0qGiPco6oKz1aFGSR4AjTMra58vdR/NU72S6B1LYEY/jJm/gxy1P0O7nqZc2CsWzrs2y0nRmRrro8jLMjHTxQG4+zwxN4jOT7uHX/Ydz/z2LWfWhH+MT4OkATyti0qKoPKzqql5DyscWYZm5JSQ5FfDFzlPoLKS5YeZvSEqTTT6scZuYYA5TVhYP5+cw4MWZ4vTTag8w0+5iIEiQlCVWlidx1S9P47GPfR8DQYDGQBARFnlVIUCPskKu1iSlQV8Q0GSY5JRPWtp8uWcJEenzjvTTdPlpMkYRR3hc0308j9+zkMc//H08rTAQVZnD4yxhUNEenlZYQnL98GwWOh3EZAUAA82hU9vH7GJMnF+jL/zNm8Z0j3x9/z+0AX07fXVtdeFnAIQQ7wZO1lp/qPr5XGCJ1vqSnfZpBv4M1ABx4ASt9fKX63efsCC8OARNGagqiPOP/xs3549jcB5klheQhkEATDFNfnTMrzg8EuBPK9PrJ1l0ymomxQb5wz2HM71/iGBFDU53AV0uI6Tkd/kU70pkqeh+rug6jAvqHmWjV8fEEzr4xcxf02REiJzg8f7UOm5adRJfM9+KFfGJPh/lf9xjsbdboKG+3M9XehdxVuZJWk2DubbLVYPzeWRgBo7h851Jd3J3Mc1RTje/ys1km1vDWac+TFxIbpx9C44Q7H9wB2Wt+PrxvyMjJR976hzc4QhGzsAoCj6VfS+mFVDpSPBEbAbRDosfFk5AlwyMgmRlchKibPBoagbzCtsxDckntp7A0Zl1TLd7mGDAL4bmsKlUz+m1T3Nl+wlcMfVuOlB0eE10+WkOim7hgrpH+ES9zwtePRlZ5EDb58/FOEc4Jhv88Il/0dMfoJSLYDk+vmdgOx6VIQcja/ChnvOo9MRo2Ki5ITuRjeVGTkw9T3+QoD9I8MjQfiRMl0WJdhrNMH3+V91L+NCEh3myOIMrW/9Md6AIgHuKTZweH+CMx07HNAO0FrhDEYQv0ZEA6QQ4URfPMzBNRblg07RF8cWuY1BaUghs5iU6qSiLNfkJ+FrS4gyxNtdEJTCZn9nOst7JnNC8Fk8ZFJXNN5oewxIGIKlYAxyy9CKkVJS2JWjcpLi04yRcZfKehqcIEPxy++FMT/QxOTLAplIDfW6ctFXiz6vmEYm7GMbOhfJfGfO81/Bqqjn7XgcW4yzgBq3194UQhwM3CyEWaK1fvPb5KPaJLA3pgSxURj+vKzQiAkG0ayffDxhQLgNBAlk1yzJGkbZcDdvLqXDBFB3m34+Yg2hNToVP1IiwKCkbicYRHh39GcpaMKxcBv04FmGwT/mSwDfC9vzQxJVB2F8+iFDWBkprYsLG0wblwMJVBnbV9ExLB0eEFaDtpVqGlKKsBR2+xSa3gZwW5AIHgCCQEAiEH/YRBBLfl2HfgUAEoP3wdxEICATSB3xZ9e81hcCmoCJ42sBCE2hJKbBIyhKeMsjIMgYaR4Z5AY7wWOM24SHY4jbQ5WfwCMipKGUdoLTAQON7BviSIJDo6piEMgkCX0IQrhjlaSPsW/jEZQUDhatMPGXgCJdaI09Slij6No70iEmXogro9JN0BhHisoKnA5QX9jEyJvjh+Wpf4nkGKjDC+g1fIlRYGFUKLCqBiSUCyiq8Dr6SeNqgEph4QXjzlT0TiSZhVHBVWPrv6dCSTEiHwJf4vhGOs4JyYKG0IC4rOMKj4pvhOWmDijJxAwNfVcfHN/B9A88LX18NNAKlx7aNAWNZSf5C4Nbw1tBLAQeof7lG9wkLwh7y0cWu0c/P3zSfun5FetUgQW0iXKR1HTxYnMp3b3w3A+fcS/zpKNnFUcTPGlidamL6B9ooPzKR1JE9FNbWkd4WQ6finJnYyhVdh1FSNle3PM5GT7EoMkTjLVFOKlzGwunb6PjtdFa8t5XiIUWuX3ITU8wsp5gX8/UD7uGmrYejEIhfxLiy+UG2+i5Pu2m2uA18pm49/167FkNIHi1HOSHax7f7F/HJ2hUkUn0s+ezFrP3Sk1z8t3OZNKmfnsebOfYDa7j656cx9WO/4L4jf8wDxVksy05jS76WK2fcSoOh+Hr3m5gd6+K6jYfzzTl3sbbSzJp8M4ekNrO+1MTRqXVcmzoZrzHJb6bdhqcD8qpCZ2BwRf1aqF9Lu1/kz3P/wCoPppglZlsV3hobpjuo8PFVJ9G3LU2k2ySIQGpePw8deBMPletYaPcRaHjoyJ/wWHkic+xuuoIEM61h7i3M4onh6Xx94r38Yuhgbiocx4XpdqzMNnqCElDiuGieC9PhtcyrMt2BT0TAH2feTb8qMS+9kmOf/AjF4Sg/PeZGjogMcGt+Kr855qdMMCp4Gv5SmE2fn2RapJepVi+zrRK9gSAjFc+6dXyq40K+P+FJjKob4+kgtAgad8ypoFmh0KFbMGEpJgZ5XSEtoxy24oNELY/3tjxFt5fmwSN/giME3+07kj8UD2fp9AcItKJflbAQvHXOHRhCEmiFUbd+tI8/1K3goEgXserDwUC8/N22G7yOi9YuA2YKIaYRKob3AWe/aJ92wpXmbxBCzCVUEL0v1+g+oSACx0TG4qhcuLDq4GKP4Hkb6WVIbMqGy8QBx8e2cOXh/bw/vZIfTzmRRU4b3ztY4tUE5HrrmFT06elLMbmowui95+MRcEHdo0g0Gz3FDCtBoBV9+5u8+4BlvCm1mk8eMYHLWu7ng89+hDuHFtESGaLSH+W+gfls7g2LtWb6PWz08kw2ozQZLgdHNtMXKNZ6URzhcljERGFxYeYpJDbb/Tw9hwcsiQxyxoFPM9Xp5/oDD2OBpVFHDfPmaJErBw9g+fAUNg7WM5x3uL3hQNJGieV9k+iMpxnoS3L34AFsL6XZnksx7Dn0FJPkgwjC85EVnxWVClPMgJR0qDEkPUGBrsBgvhXj72WTIx2NJUIrKq8qtJoJjm9ZR2mCxdKuaWSiJc5tCYvkjnWGSMgw7fiqwSk8l29ldXQifV6CyZEBnhyeysbBev43uYBH+mZgDwuK2mU4CGgxYig0Fe2x2lXEpE+rYdFqRpBIHq/AYZEo/arERXMeZWWulTn2IAkZ5bT4Fr7bdxj1Vh5PGywbmkLei7Au2kizk2VypJ9hP0bSKLO2OAErC+1+kaI28LRkihlQ0Iq+wCJAUCtdNvlpAi2ZaQ3ydGUiRzhhPK47KHDBtMdoNLMc6/RQ1or/zS3AER5P9k3BzgqWV/9pa387tPQerUgmGAVqJfQGgpy2SAqPPw0ezqZYIzFZIUBioBhD3G8UWr9+i9buaSV5IcRXgae01ncAnwZ+JoT4FKGH80H9CkHIfUJBSDdA6x2pxPZ2C7OoiW/Jo+WOdR+3+lEGu1N0BQZmSaB0WHhVrpg4zR7atDCtAG2YO2g9YKNXhyM8FkWGwqeAkMS3alYNN1Nv5VHdDlvcerSlaLRzNFnDYCsa7DyRyA6aMCagoj2K1QBgrTTJyAoxEVDSiqiwGVAGzWYY6It2mnQFsGq4mXwQYbArxYByKfTEGVZlmsxhau0i3ZEKZc+k0cpSZ+RJ2hXqIgWMqgylwCJrO9RFCpQDiwY7T4ecAFKQlB5SGCg0SgfEhEFG+hjCocEoIAn/gCYirFGHcnV2AhXfpK8nxXDMYVVtK6clOhgIAiIiXDujyRqiwU7TaGWRaCZag9TajXTZLhOtQTKREu0mOMJECY0hJKFXL6g1ijhCEJM7/uAmI0sYIkpCWKzKt/DCYBOdjVEmmwadgaDZHqbBzOJqg7pIPaYMz73JytJiDeIIj6RRYsCOoyyoNQwMFQABCRkFVcGrulFJKaiT4XyqNQwmmEOkR2RRLs8X/h977x1mWVWmff/WzifVORVPVXVVdXV1V1UnoEndNAgNCJIERAxgwEFHnRkdHcMrxnEcUHHU0VFR0XcGE2ZEkJxbMjTdDU3H6q6c48lhh7XeP3Z1AR/OCI7zfXzvzKrrXPuEOmuvs/baz1rree7nvpfRbCXoNaepKpPWxfqTVoVpA1KaiynAFKGxrNfKJITCEQYJzcdSVaICGq1C+N3F82ovkjH74+Ulbh9eUvlDTPJKqb9/3vM9wEkvp85XRBTjqCNNZR3zJVI/CmeyG0YfY+N3Psy97/0nLu86FQizOQt3dPH57t/y7scvQz8YITIpeOJT32Sv5/Hx48//g9mco1dsovWMEUbmUjRdH2H2SIPYqOLJz3+HL811M1ZNcWHtdj6x7/U0XDb3H2ZzZt+yibkjBH4qAAnphzXiY2E25/CZNvFhyKyVtDwkMMqSX337a5z6+Ht5S882WswMZ8YOcup9H+QLm3/DJ+95E2u+OPqfzuYsn7WBXIeBlwhZjur2SsxCQKHFoGF7julNNQQRQXRKonmKYovO5z/wbzxRXMklySeZlw7/Nn0Kj9x+JH5vCeNAFOHDih8Ov6Rszuk3riM6G5BvN7ByITAqPl5FGhqVOgPfCYFb8VGXhR6LVL/HyV9+lJNiB7hi98WYv6kl/9oCXR+af1nZnN6x3XgJA6MU4MV1AlsjOlWFQOHVmJi5MJvTSzpY00UqbQk0V+LV6Jz9j1vZU2jh0f4VyLLB2n+cCAfi4m+qnNCDmamS6Y2jNKjdX6TS4ODFNKxCgFnwCWydyO7x/1Q2Z9PaevXmn5z9ku6Rbx370/++UOu+ciMnDD/npNzj6XhJxVnb301b/RxCCPzJKb7Y8xuOssr8fPP3uFS8m+VbJrm5WEujkSNz+kpqHxklu3EZNU9PoyamEZa1FK2orBKcVfwAbzjqSXZnW/jSXDdX1PeRlWWmAskv1l/H5Sd8iOxyE2lCqt+n0KrjLIQGtObWErPnVrlw9dMcEx8ipRf5X01vYGY4jjIUH3j17dw+uZ4vLL+bz3RdyFQuyrhvcOWRN3NxPMd0UMRV8LGNd/CqyAhfOOOXfPHApZilkLlZd6GY1lA6OPOKwApFcYpNGpoHRlXhOwLNAz8CzT8vIiIRhs+D9PJpepPzrIrN8Ot1G6jORzh67UGeXbWKk057Fk/qDOdrmS9G2dA8RruR4bzG3cwGiuWGz3fbt/LmV0f4i5aHua93LTqSewonoFdC7MVhRarDbS03aFg5RepAGXHRHGMLMY5dcYiFapT5UoRDQ7UoU9KwbIHGWAGpBH1Pt3PUsQfZM9nM3zfsoqp8Pth7H9dftomvrbiJ97/u/chFH59ZVEvnlKZAWoQOWw30qqJhZ4lDbwuNpXANnHQRzzUI5myQAlXjYcxE0LwIbrOHM1SH11sGoQgqgo/UP0tQt4sdzeHw/5vd7w9zRBYUqb4ygxfoCD9G5/oxpBL072jFr/eIJEuUFyKIko1yAmq7lhPY4oWu/n9+eWP/lQ61fkUYCClfiEIb8epBQrVqIiLOkpU+wiyx3zPpMlykEqxPjnOwmmYuiJNboZF6JkK+Qyc+GEWbNRCOzTnp3aR1m6x0OaJrjFNr9tJgFhirpsjKMkktwtZylBOdGfJtBtleibIlmmeQ75K40+G5k6bBcZ1DnJncTZcZYvVP7jjEdqcdy/A5PtKPl9ZpNbKc0nKQsdoUu91WtkSGWAg0kprFXleyJdrHHreWY5xRcmt8jKyOUQxl8QqdPugKd8LEdxTehE5huUSvCoyShhcLFZ28hKTZtlGxCJ2rptjcMMBKZ5pl5gITHUkG6+p4Vd0hDvQ2sammH1MEDEQbmXHjbEwM0Kj5zAZFxgOdhHBpNWzOa9zFMfb0EozmN2uORS/oBJEA4WkoW2JkdcyCRrnNw5o1sHM2py/byaFkA6fX7WPWTzDrxdlmdhAxPdalJmgy80gE8z1RTqs/gKP7VFX4ODEywGhjHb1mmezqMFsXBUZOR/NDNippSZQjw6iGrtBKOvEJm96uMZQSlH2T7uQMVWlwqLYepQQN0SIjtSk8X6e3boFDkUaO6RhBKoErDQx0EAHdZpmiVORW+6AprCkDK2/TumqGqm9wSuPBsC96orSnMrREcozUpchUIsQsl8FiKzIagPanrcIVIoyGvILLK8JAxK0qXtxY3C3DJmccLYBNHYPMTD9HUv6ZydP4fMsDfGbyVIKCyfWPbeaWs/+FHtPitzfPokYnWXabek6bs1zhW/ediX2Gx4IfY+RXXfzdic3IKYfvXfB9pgLJ1nKUC2Ilrs93kL53ksanFrU5F4qkayJopUVtzkKR3Tdu5IPHt9HZME/CqrDnjh6SAxLfEHzgjZeQ6avjqU3L2XlvL1ZG8K0P/Y73DFzEl5ffyHbXYa2Z5c17387962/g7H2X0PNv5ZCQ1gsQQUCQcBY1IvMhEvOwNmegYFGzQgQBytSRmSyiUCT/yyP59cpWvFofu7aCviOBM6f41pEtLLsXvnTuuQAYcwZmXnDX8vU0nnY966xpWvUAEDxeNblq6wXcuf4Q24c6AOi5rorwApS+KL23KI4jvAAZt9DKBbS5HL+9bTPOjOCp3i70ooZR1KjpV1QsuKO9Da9GgYTG7fC1E84mNqxz8G9uJ6VJPjr4BvY8sYLxU1P0/LD0XP6EJxFShoI/hrZEZosmEL5En5hn8hfLwxVFBR5rbkELIDqpEFIxlmoiPi3RXcl0c4K2QZ/9a3qBMKT+1EcCMkGUX82dGv7WH4RQfK2UR5vPM53swKgofnz0FgDST0jGmmoZSIarDLMAWQe6t79Ym3P4ZY79V7p47yvCQOTzESLjhSUXz9dmTgEFj21dR3fTGMrQ4eAAH2m6lztLy7iy+ffcFlvPh46+h08MXcRJdYcYurCB5TfB6DkNtD5go/WPIxybvz79Ht5WcwATnZ1vbuMDy+5h0G3gEzzuvTQAACAASURBVPtezy/WX8eJzgzX5zt4a2KOr57ZTGZtuIJIPZ0gt1ISWVxBdFw7yxEX7eWy9CN0m3MkNMFVF53KY1OdRE2Pa3p+xoMrV/H6xAGuu2iEg6UmrprewpUdN6MBjXqR3xV7+FrPL7ijXMO/dv+MLe/6EHrOwCwK9AoUF1cQ9kSMwIHohCDfGUKOjbLAiyv0CvgJxeqrU6hEjOSbxzi7YYA1kXFWmtP8ZMWJ9OUauaL9Qb7Yfg7fWXcjFWUy5tUyWGngpEQf+iJzyp2lDur1ApvsBa445VbOiu2nvyWJjuLy0rvQijrSkQhPoGyJnjUwC4JKm4c5G6Nxew2XvPb3HCo2ckHDDvJBhFG3jgemu0lYVU6oHWC5PYundL67+hSuXHk/O4sdNGo+Q36ED7fdxYGmZl4X72PT5UfC4gpCzxlLKwhlK5QdhNgPXSHKGsseiLHy7QcoeDbVwOCU2lEyXpRDuQakErRF8/Qv1OMFOmsap9g5uowtK/Zgaz7j5Rpa9Sq9ps8xrXehIzjmXWtBKKzJGI07k8QumUAqwcc6HsdTOv+2ejMrkgu0RTP0FxrIVCLU2xX2r+t44QpCwMsRgP9zRjH+q8orwkl5OJtz9JMnsvzGmTBfQtMIDhwi/WgNT9y1Hr0CQUSx4tcLDJ1fR/u9BQYuiLHqq/sRkQjXPvIL7il18fbEJD33v4vmhiwrk7M8uK+b+G4bLYDS8SWCeRtlStZ88hClE1aSbzNI3zvJ5JnNbP/Md/hBrokn8l18rfVBtpaj3J1bz7GxQf7h6dfi+zpB1sLIhVEUd1UZ3QgBN3I0SlDrEz1oUep20e2A3o9OcOCDK1i21afQalC/u8jBN0XpvXaWg5c3cu6ZT/L2ukfoMnzims0/z6/mycxyvt15E4O+xdGWxl3lGE8UV3J0dIhJL0lUq5INYmzPd7Cppp9/fvqMEEBU1RFlDVEXIvu8jI1VV8GbiqAsFd5cdoAqGTQ8rhOf8LHmK0hLJ9/pMHWqjzlj4iUDhBJs3NDHu5u38nhxFaucSe7NrOWyhofpNct8ePQcPtd6G3W6ztH3vg/NlAR5EwQIKyTBVUrgVwyohLJ/ZqqCl3HAlLTcbWAWJWOn6AQpH3vc5O/eeBNP5TtJmSXOT+2gUSsxLx32VVu5cepoaswKc5UYZ6X3cGnNM5z80PvRFtmkfU9H0xXaIoGMkhraIroxCDQMI8BzDaSnYdgBtXdGUDoU2kPy4hMufIbhYi1/23EvWyJzHP/QewHwcna49Ui4yEBDShGiJhfTRa869rc8kF3DoVwDph5QcG0ePPMrL9mZ2LCmQZ33wwtf0j3yo03/9t/XSXm4JPslolAmSKfC/Avg4cfXkhpX2BmFuHwa94FatGOzlHfHaN84FkYaamLkpcbnHr6ArtP+N8aAw8K+CI/G03z2dTdwpXEe0te4btOP+F1mA01Wnt873WSXm2R7JY1Pxcislfwg18Rf1EzzpvgotxQbOCM6xbOVLEVpo+9IcM1fXvui3IlGPY9UGl9vP5NTa/fzLzWn8+n1d7PMXOAbideyZvMAo4MryK2E6JzDSZv3MPnrFazaNMSXmx8HdKYCl/1V+HDdPgqpp8krRafhcmspzTnRBeq1Z8hJhy3RPmZklC5jkG/efC4PpNbwk7O+y5hfy7hXy8FSmnNqnyallbgrfwQX1OzgutmTabazJPUyreYCz5bb+ElmC8owiNoRAlsj063x0RPv5HeTR3JM7Qie0vls06NEhMUpzh4kktdGt1JSHlOBxrfb76KiBJ+aOJWrN99ASiuxo9yJJiStZoZOc4YAjb5qMwPVRhzN4zWJXdyTX0+dUeCbhy7EzGtsOOEAr6o7yM+HjuPdyRHeVnMIU+jMBKHDut1wOc4e4cL4ISrPm8g+OX4O3954PY7moSMZ82tJaSVqtHCrUFEmUa2KjiIjI9RrJcaCJHN+nA5znvcOvBdpQM3aWQolh39pu4fSIrLyY+Nn8KON1wHwSKkbUwRsih6kJG1y0iGll7AIcNFZbRZ5bXSGbNpFFwJXKZa/jPF+GEn5Si6vKAOR2rWAzGRRLbVL+7rkfoGzEMrhYVeoGIK4U0UaceqdIkUtFMp9stJB9KDFtk1d2AuCmqGAao1GpzmLafsEus5yI8cyOxPiHDQNaYKyQ11FZUueyHfxpvgoUc3ikfwqTo5MMO/H8JRO/R6fTiPLIWuBcSdF0Q9VqtK6RAJNdp5Oa5aoU6XdnKPdCDkHGu0CI4ZA2gFSF6TtPBO6RoNTwBQ6o36B/V6IzDzBmaRWj7KnImnVSzxbbuO0yAwuETIyyjJylKSNToHavVBuMOg6r4QjfHQUBduh01igTgtYZi2w3PBotTO0WXPU6BXajXkyQRRpKQJTW+JukJai05qhwSmyzF7AUzpxzWEhKFGrh1yaUc1i1ncZ8VOss6oMuWUenVzOZQ0PUa9VmQlqMIXPMmOBLqOEB3hqBk/pRLUqXYbLcnuWer2AtMIIRZNToN2cJ2lXkCjiWghMqqoqRWVgiYCk0KnVIlSVjynCLNYnxjr4dMvt2CJEBDnCJ6F5pBajCUVZJqEJdATzMkuDrmOKBWLCpcvMEVigTEWNU8UPwt8aUZKHqxpPTCznypZ7CJRi2JrDER5dhktJVcnLIkktwFo0Bhoh1sMW4W0kX6TB/sfLK90H8YraYvR9cxM9PyyGaty6TrD/ICc/U+HHN5+Gl1CYBUHXLzMMXlhL+91FBi6M0v3l/YholF89+hvuKac4J5pn9f1/yaYVg7RHF/j1s0cTeTaCCMDbmKc6FwFLsuZj/RRPXEWu3aDl7kkmXtPMY5/8F24p1vNIfhVfbdnOzcUoW3Or6Y5MccPEMQzP1r4guUqtKmFa4XK6OhJH1bk4fQ6VngqG5dP9kVn2f6iDtvsD8ssM6neVOHhJhNXfnaPv8gbe/JqHFpO/wn7418w6tmWX80/tv2O/l+QoK8cjlUaeKK5khT1DNohiax6FwKEkLXqcST6/6xxc1yCo6oiSgVFXQTcklQWHaH2J0lQMLAm6QrcDgoJJ/eMG8XEfK+OiDI3cCoeZ0130aQs/6YMSnL5hD+9oeohHi90st2Z5JL+Kc1PP0G3O8U9TZ/KR9D206SZH/v496LrEzVuggWYF2I6HlAK3YqLKOmgQrStRWoggTEn6TguzJBk7RUOmfKxxk49dfCNPFTpJGSU2xvtpN+bJS4cDbjP3zK3B0gLmq1FOrO/nb+t2sPHh96JpCiEUrmugaRLDWOSbOLwVAHxfxzQD3KpB4GuYtk/i9ni4xegIdTxOu+gpBot1fKHzRroM2PjYXwJQzjkITRFJVAgCDRlo6IZECIVSgo+uv5tdpTb6Cw0YIqDo2dxz+kvHQdStaVRnXXfRS7pHfr75+/+zxej5QQGtbwS5sh1lhtPBj28KVbYbn8wz9Q8B3t1RgjVFqjts6o+cCbcYUYdnXJ0PPvBWOs/8Jvqow97H1rCjAd5z8d18190CvuCqo27jzvl1NFoF9jnNFFp18l2SdE2E3MowonFGdIqTIxPcXGzkgliJcW8q1F34SRufuuJXPJZfxd5MmtlCjL9d/QBNRo5AaXy/7mQ21w/wY2MT7zziUVrMDDdENtN25CSFfS3kV0B83Gb9hkGqySbSR07xvrpHSWjGEjLzPak9i6pPBq+OBOx2NS6IlegwthHVfBJCkVeCNt3kuGv/jvIyny+d/gumvBQTbpL+UhhuTOlFHsiu4ezUM/x8ehNNTp64XqXFyrC32MrdU8cglIHSBYEtyHcI3n70Y9wz0cva2imkEnyy5Q46jAjHWLuICIvTo6M06TEK0uBTzXfTokf49PSxfPCo+0nqRZ4udqAJRYuVZbkVOib7q00MVeqwNZ/Tk3t5MNdDjVHhV3tOxcoJuo4a5fi6IW6pW8fbakY4P34IE7GoeGWgC8nJzignRQ4RFQEVpbHcMPjg2Bl86qjbFrcYinGvloReJvG8LUZCC9W/M0GUeqOwpKnZZs1z1Z43I02FsTpHpWTxsfS9zAcmGenw2aljuPLImwF4otiFKQKOiw1QkSY5GaFGK2OKgADBm+JZJmIHma/XMYUkL03ueTkDXv1PmPNlFS/lMPLJdaz64SzKC5HtSocN79zF4KFesqMG6UIRORbHzLsMD9dR52YRrsed+SMgENySO4orLrwxZILSFTeOHIU1YSICwY9GNzMwU4dt+7S7MzgLCndaQyu5RKY17s6t59lKlnk/RjkwGfem+KvUGAVZwY8Kfjy2mbGFJOWsgyjq/DS2kbgV8i8eGG5mphhDjDnclDySuF0lWvUYGm5mWUbiTeuYBZ9nh1rpLZUYG6nnmubNtFgZpNKoKAOpNKbdBN2RUIRmykvyoJnl0pqD5KWioqBOg4cqMaQZhg9/MHYSuapDsWpRKDpMlRLYus/wfC3DxVr2j6exHQ9TD4jZLgvFCM6swMkEWHmPoKLhzGncMryO+Ykk8/kYUgq+bZ5Cd2SKbBAlrleYcFO0WfN4ymC4Wkd3ZIr9uTQPl7uImB6TuZDVOmaHYjeB1FioRMiXHHRd0l/XwNBCLZbh48wprILi4HATs4UYhZEarlnVy7wfwxQBdUYRU4Th7YoyOVhKc0ZqN/srLfQ6EwwW6hgsbEYXIe9krupgGz62/hwnpakHYcanbxIxPHJVh4pvkLQrOLMhNV4+nkAvC66ZexUZL0K9WaSv0MTeXDMAY9kkuibZWdOGF4QZoo7hoQmFVILx9G5mvQTzXgyNMLsUfvCSx/ufmTDmv6S8ogyE5kpqDr7wPWkpds21kHQl/9EWr8XKoNe4rI+M8FhhFdIIox5SCVCh4/mPXYxjY4NLqdNt1jzd9iQFWSGuOfx7zGB/spNJQVRzl/IMNCSDXiNZP8JaZwypNDqtWQIEUinSeoSCrBLXbJYZOQIH9KS3dP7DR/WntEe9+Hu25tNqLqAJRZORoxA4rLYn0IRk1o/TY03Sl0gzU17xoj74Q235g/30vFTmBiO36K9wWeuMLqVwZ2SUQa0BDRk6QY0FOuPz9OfrCeERL6738HX+Y6nSi0GQcCUiHKK6S29iit3ZlsPd8uImLxJSKhUqelWlSSGwMUVAVb782+mV7qR8RfkgfjD8EK/79P+i9qehyrfy/RfkZbzr/6GepaWSBNMzIDQKty1/QZ7Grnd9i72exydOev0SJ6WIPo+TcnwCLRpFmIuclIkE/de2oe9IUL/Hx/7ABJmftOFHBUqDnZ/4NudtPO8P507ACzgpxWFOyvFJ9MZ6VL6AsExkuYJemyKYW0CrSzF/RteLczvGXYbPtEkMwcI6Se2zGlZe4UUFViEkoo1O+/zy2q9zX6mNH59x0p/ESamez0lpWYhE/AWclIVjO5hbZ5AckLhxQWzSp9BiUFwmSG/zmDre5MRznmHyDaHc3Z/CSakl4kuclNMXrCI56OLFdao1OpX6kPvCmZNEpzw0T2LkKlTTMU7+8qNsO6/z3+ekfH75DzgpMUNOyuLmlVgLLpMfcTmuZYTpNyafa//hvnt+XYslu3EZelXhzFaWaO3uefTvX7KvILW6SW353296Kf/KzSdf899YFyOxTJ3ovJZgLoQwT3zkRGLjksRQGXEYQfjwTt5zoJ9P//RtvP9Nv+O7153P+y6/ieuuvgA3Lmh54yCVz7dQ+FAO67o6ko+FlHM33fVTPjezgUJg8/WWbRzyCkQFXPSJjzJ7bpXjOofYfeNqjrhoL08MLefaTT+m08hy7mN/w6eOuo0fj20GwHqH5NYnbmU6KLLPi9HvhiHRYJGM57EqHGW5fGP+KN5Xt5O4sDn+yvfx9Y99h7946J2s7Zhg/xOd3PCmr3HptR/mG395Le1GjvuKz/FBfG3VL6nTfK6eejW90UmuO3QCf7/mVvZXWthXbOa4msGQDyJxgH89/zV4TQnu/sV1BEpSUFXGfUWP6aALjQGvQJsRYbfrk9Y9dCGo1RymgjLvOPAW+kcaMWYsAlvR0jvN3et/zqPVCL1mFk+BKeCRyrKQD8JP0G0ucGexl8dzXXyu9XauW9jI9bduYe87rkEXYZp5oBTJ53n1D7fJEZIOI8p0UCIALtj5LnKFCD854V/pMivcV2qj05wlrZfxENxdXM2sl2CFPU2nNUu3UWBe6iS1gKfdBj76k3fyzLu/iSl0AiWpKp+oZi1dC11oIQkNEo3wuS5CcqAmPcZpuy/E1n0uaX2SUbeOy1LbQj6ImVdx820nsOfya5AoZoMyphAkNWfpXId5IQB+W0xxjD1OTBMESmEKQbpt4mUZiJO//+aXdI/ccsq3/vs6KQNHQ9QkYNFAFI8uI2QEPxKlYXs2NP7AlsgE8eNmuTC+l39uPY8ua5rZYxQy4eFnUjR7kvlMnGWVxdnUD2Pbl6aeoKJ0Rn2XDiNCVXnMHSG4cPXTnJnczQePb+Oy9CM8+kw3vy+s5pC1gJu1eSy/irGFcDZZEcwyHRRp0mMkNY9uo5+s1BnwNGwRcLRloAudi2p2IBXMqTILx3scZ7lcsO4ZjokN8r0jI6wxTbSNGTbZRX6S6+HxXBd9mUbmC1HuK66mTi+wO9NMzrfJZqM8nO9mqFTHWCFJoAQTpWTIOxAEaF7AAa9Im26S1CJEzYCcrDAvJWnd4Kkq9JphOnRJuZSUS6Nuc17zs/QnG3lmvpUau8JF6R3YwmCzXcYWIa/D9fkWdhY7GHdqmfUSjNgzPJlbwYFMI/elung6uwyzIKgqn2zg0qCH/SqRHPAqOEJSp+s06iFpy27Ppde0GferXLbycQYrDayxXHR0zoqO8Z2Fo0mbWSrK5PHsCnJuhKloDcN2AyP2DPN+nIReZm+5FaMIo37ohPQQ1GlQCjxmAoFEkNQCpgKLijJoN0rsc2s5wlqgomBYFbi8/WFimsvJkQnmnEHuLq7C0Tx2ZVoxioIDXgWJoM3QMdF5xg1o1MskhEZeSfJSJyoCHskfx1wQJ7bESSmBiZc87v8HB/ESi9II4dSLpb62QNGJoHkC/HBHqYCoMFlTP0lajyBjAZYIUHUuqWSJzHwM4fqhqE1lcRsQBEwFZdoMHal8trtJ0rpLSQX4qYBj4kN0mfN0NszTbc5h5PQQBOWk0PM6ezNpytkwNq+kZJ8XGgdbmDToGns9j53VdqJalR5zgTlZptXQmA8CZqRNqqGALgTHxAbpMOfpSoaco70N08Q1hydzK+jLNDKdieMVLLZlO6kxK0xmaqj4BiprsSvTylwpRjYfajVkihF0IdH9AFEN2OOm0a1JGgiICoshX2fYbyDpzLCzspJes4+q8sjLgLzUaDcCGowcdYkCVWlQZxXZ4AwzJz3qtQj+IqnvE/kuDuUamI3EyXkOU04N+zNNzCwkeKK+i8FMHUYJJgKXySBKVKtSkgElBXvcVmJalV7mcARIJDsry2nXh5mRNhucYRzhIZWipAKa9Cg7c20kzRAqfSjbQNk1yboO006cSSdJzreJGy6DhfC8/X6SijLxlEG3OUNRGQx6DUil0Wxk2VdtwVMGnjPCtlIXKf3ZkCJQmfRYUyS1KvVahKhweSK/AlvzGcsmMYuwy21BKo06bQQIeKrSw0prika9yLhfSyaIktDLPJtpJedHiOguUmloQhISO73UgQ/+n4n2/r+qvCIMBBLE4mwPId/gYfEXEQRLzqKC8kiZ5ZCT0gjfFUJhGgGiaKB5VfSihub7oY8gkIz6EdZYLnHNZtBt5Dh7IETlSUgt6j8mrAoJLcx3GC/UUPQt9JJgthBDFBcNl1T0u010G/006Bqm0Bn3oxyspIlqLsQWmAsEa6wIA16Vcb8WQ5dkpUu9UaCiTAAWZIV6u0igJIOFOuYLUbyChSjpjBZSOIZHpWCxoEAvhWI5xZKNVzSZN2JUSyZTRoLWoIAIAvqqaer0AhoFTD1gMqih323ieHuaQ5UmSPRRUgElJZgK4tTrebJBjC57ClMLiGouCc1j3DeImz4l5aEj6M/XM5lPUA0Miq5F1TfCthZN+vP15AoRaiqKySDKiFdPlzFCRcGctBlyG4jrFZr1HKbu4SnFgUoLxeggeemQ0CpoQjEZgCVCgNFYIUnWjOArjfl8DM/T8QKdim9Q8i3Kvomt+8wUY+gVxZhXS15GqEqTlFZiLogzUG0iUBoVZXKo0oSndOqMAn2lJtZHklgiYNirZ4MzREwLtwlxzWEwX4+pB5QKNqmKYqAacteVnBECBIOVBnQkgakx6DYw78dJGiWmCyGhjKmHXJ6Hod8vtShe+U7KV4SBMEoSFWSWXhe2NhEfV9TuzSPjDtIMaWq3V+u4457jeNXrDxA9aDH9qgT19zpUUxFWnj+Cm2oi2TtP5dFabNtCRR2OteGbC+vwlM4V9X3MBpI6zSD9sMb/anoDJ3ccYs8dPVx10am4q8p8tvd3dBoLXDT9V/zt6gf4aWwjAMK2+IuaabJSZ6/nMe5HOTta5bTIdjQ0DnhVVpk2P8g18dbEBBvsAv9wZwOD6yw+sv2NrG2e5OltK8lcfDtb79jAzrdv5Wurfsl9xdVsy3YyWkhx9aobaNTLXB07i57YJD+xNnLF6jvZX2lhfyHN0clhBsqNnFTTx/XR0/BrHP6u9sAiHbvNfFDl7GiVMyP95KTG55oeZ1aGvzeua/SYkqzUuHnySIZmagkmosiI5PHeTm7suYmnXeg2Qir5b6z8JY+Vl9NjTTEdJOg2Z7mzuJYnMiv4h7Zb+EHtZm4YOImTHA2cBUrSIoGkw9A52upDQyAxWJA+JoLPNG7HUwbH2QXO3/0WprNxNhw/xHpDcW85yue7f0ujXsRTGvcV1zDrxel0Zuk0Z+g2F8IVmeays9rKZ5e9lbcmpl8whnSRw4stAGAKnVJ8NGT1EhbnRu+kRnMoK5d4tMoFfecTN6pc0vQ4M34NX1/5S2Ka5Cvx07hr4Dg+XLcPgKoyMIXOpxu3LbFjBZERJCGKMrW6xAZ7lKgIFtsAK17m2H+lG4j/1PpGCDEohNglhNgphNi2+F6dEOJuIUTf4rH2j9bjB0vMTQCJYYmTCdBnc6Fs3CLsenupk8QA/D67GmcunJUSwy7JQZ+EWQFNhFqZGktCKllZ4aH5lWyd7SZQIYfkkK+Ij7lUh+Nsn24nOSB5bKoT3Qho1POkdYlp+TQZOeJWlajpghAESjLgaWyvdPBQoWeJLdsUOk9XlzEVlHkw08NUUKaqPJIDPrsq7fhDcQ7MNhEb09jnNlLTD0+WV9CsBzQaeVJmmajpktbLpHWDlFmi0cgTsTwajRwNZp6UVabRyFNnFmnUF73wusAUOgVZYdyvssdLUlUeutDo9w2imsU+t5YhXzERuBRkhQFPY3i2FjUYIzaiER0y2D+WZiaosr3cSb9vcNBzSOsaTUaetF6mSc/TqKuwrVaZtK6FVH06ZGUZTwUM+T4jfqjNEVLKh/oh/Z7DkK9jC5MhXzEbBIyM1eONxehzm5kIXB4trqJRL5LWJWndo84o0GAWaDJyNOkF0rpFs14lrYfbB2UofIKQ5k5oFFR1ibj2sDMxqlnENQeJolaPUlU+GekTKMm+8TQ7J5bxcKGHrZkemnVI6zb1ZhFpsFTPiC8Z96tLDtCSdNFFuHrUhUajnltss7X4sP/Q8P53y5+Z1fq/pPw5NkCnKaU2PM/D+nHgXqVUN3Dv4us/UtRzISUWfRI6oSqTfG7ZZmo+0hDEjCpSF+HSXoDUQ37KxZpeUHQEju4TNcKL6wg/tPgClKGwjLDOqBkaKKlCZkGlBIHSXnRxbBEQ1apENRfted0X1ao4ImybIwQaGsoIY+zKUGiaRGlgiQBphP/vqlAEVh4eKEBAiN04fO7wqBE8770lJuTDUTg0TMEiniL8zFmc1ULq9oCQ+Ch0qGqaQplqUa8TdCPML3A0D0cEOMJHKhViMOC54xLmIvxMQCgXgMARcvERGoewrwVRzSOq+UttsgUIQ6J0hY7EFiEe5LlzhXJ0AWLpKJEEKjzv4ets8JzP6nAblq65eO66aIjF6IPAESI0KobENMLtVdxwCVCLUY8XXuvw9zxX52HDd7jIRRZKufgX/AkRQaXES3r8f1X+K7YYFwKnLj7/IfAAcMV/9IUgZqHF65GjIY3/7HkVIjuiBFYbNXsyCC9Mg3lbzdPc8/o1fLbxCX555EZOjPbxrQteg6ivMj60jFUFj4GhejpzAXgeolIlryT/1P47LCF4uBLhBNugrCTDZ9p84NW3c3yknw+88RKu6fkZF/76Q3y9/Uya7DzVkTjfrzuZA8Mhqm6NN8pjVTjaMugxFyC2wAGvytPVZUS1KhfESiwEgqubH6ag4IDnMnaxx1nRYabOvIsGI8d1sZPY7GRIvHmctyam+eD4q9mdaQ6dkgWLq2NnUWOUuXNoDU/FO5gZruXb8dOZKceYz8fYn0wzX4rwbG0rouKil1xuLkY5wirQqBu0ORp73RIjfpItEY8f5Rq4NDGFxKaifKYCl1VmhEt6niKxpsJd02tocIpc1vQwgVK8KT6KKcKl9McnN7M/n6YlkiPrOTQ7OXYttDKZqeEqzeXByZU404JZ6TITwHrLxlMBeenzUMUmqlVZbcIqI7yJfp6v5aK4x5DvcvUJN7CzuJzjnRESms7f1u7mr0ZeQ8osI5XGswstlDyTWqdMvVNkWSRDzneI61UGivUhQY0bkJehk7LXLJCVirEgZLJu0vPsc1sIlMYRzggPFXs5K74bDcEeD7644Uaa9SxH2xJPBXx6agu25nPX8Goi04Kbi1F0IdniVAhQXJ+vp92co1mvMO4nyMgoKa3Et8dOozM2R0T3nueDeHmUMf+3IykVcJcQQgHXLkqBpZVSh2M9k0D6D31RCPEe4D0Atp1E6eWlz7TBCFZWEZ2oomwdZR5espocONTC3i4w50OPdGJAo5qJkDp+GmnXEKkvE0SiNnwhfwAAIABJREFUIeGpaSzJ4QGcEZlFYhIRFvFhuH1yPV5aJ9NXx4MrVxHU+pxau59Oa5Zb6o5gc/0AM8VY2Chd5yjLRRc6c7LMXCBYZdoktBEcIVgIwhyCxyoBJzgWtVqAdTBC/hTFrZPrWZeaYHC4kepqyWBfmuneEufUPk3MqLLbbGHCSXB27S7q9QIDxXpWxmeZWKjhlPo++suN9Nv1rEtOMFSq4/jUIPcbRyFtgxOdGWq1KLrQqCqPVaZNs55Fw+bU6CCesohqFgY68cWrvbfQzGSxhqGxevojHg12gdOaH2ciKC/R15+bepomq4tV9hSTfpJua5KI7rHLaOXc1NPk/AgPJRrpMOKk9XCrFZ7DwRELmEIjIsKoiInJlsgIBlFadZ0vzh9JX6aRt9c+RlKLsNstc0btHpqNLB46Ed0l40VpcxaWEK1L0ntOO/vj3aw3FVUVyiTUaFF8AtrkHBBGu1qNfgIFad0iEX+WVaZNVXm0U+GTk8dTbxaJatvJS4vzUztCMaWGWnYm6jjBmUEDIiKCLjS2RIZIaQYRESGtF6mqPLbQOLm+j6Oc4SVWax3JV17OzaNe+T6I/6yBeJVSakwI0QTcLYTY9/wPlVJq0Xi8qCwak+8BxBralYjHlnAQqaNmKRYayXY5NDyaAyOU3otqPq8/9inWWwKvxcVVOvmjKzQ05Jnd00AqkyfYX4M9Ww4RjSV9SQ4vqTl8aW4D70ptY17qZNZKvrD8blqNLE9tWs7rEwf45sEL+Zea04k6VZw+hx8bmxBjYZgzXZ3jG/NHcVHNDloNjTVWhB/kmngw00PMqHJ188OLxkHngbLGAbeVxMYZPARXdN5ORkaZXxMjI+H8jTtIaAaf2XMh2WwUlbXQSxr/GJyHbfrMDNeyM9qOOWzzXfUqvLKJKBrsq2lGlQx2JtvoLs9iZE2umt7CiYk+esxp2gyfW4or2Ftu5T11D/HZsdfyz+23MuG5ZKTFoNfAMfY46xPjvDP9IDekjqPVznJp6knuL6fYYFcY9EuYAj6+91Ky+QiRiEvVNYhFqmQyMVTW4uPFi5mdqqF+VPHbYpxBt4Fz47upKJ1xP8m9uaNJGmVOie9jmV7CVRpfmTybK1ruZI+b5q/T9/FkTRczMkqp6rLKhDfvOQvb9FBKhOdxNfRIgO24JCJVyq6JZQTkig6pMcV3M6uZ9eJ4SuekRB9jXi195TRSCZbZGXbll+ErjRNS/dw1vZY3tWzDER77Ky28pe4xWo1yKLsoNI7ffjG6JpkaqaVhVHHV1KmYIuAd9Y/gKY1vTZ3DyugMK+wZDlSamXPj1FsFfrbnOBLxMuYLpPeufhm3jyCQ/xeHOZVSY4vHaSHEjYQKw1NCiBal1MSiWOj0f1gJYBR9ZHV+6XXp943EphQNj04jayIoI+zEQS/Fb7du5PwLd2IP21gioOE+m0qDQ+MZU/ipJMbqHNUnY1i2jYo6nBGZ5af5bhzh8nd1O9GwaDEsWh4SfKbrQk5pOcjOe3u57qIRSt0un15/N+3mHH+18HbeecSj3JQ8EgBh27yvbidSwXwQMOBVeWtigjOi/ThCUFBwgmPxQFnj1IjkJGeEa+5qJL/W5BN7L2JFap4d21ahv/4Wbr/vOD705vv5wtrf8vt8L8/mWpnI1/Cp3tuo0wt8o+YMVsZnuSlyBH+97sFwBVFoWFpBbEwOck9kA37S4ZNNW4kLcxE9qPPWxASF2CA1WpSr224hLixqDZ2VQmeDlUES4a6JNdxQ2UB2KImKSPrWNXFNx+0M+TqrFvv6q2t/yeOllXTbU0z7Nay0prg/v5admTY+2n4nP2vaxO9Hjua8aBYZXcAgnG2PtKpssh/GFBpxzcFTETQEn2u9gxY9ygojy0V9FzAwV8c1G37GsY7FwxXJJ9bdQbORwVMG9+fXkPEitDsLdFizrLSmmQvipPQSuyrtfPvp83lf7X5KMpy5QyfkAqXE/iXx3tnkDiB0Pp4V20OPGTosS7Fx3j34WprsApfWP0pRmnx5za9xhMe3a09j2+h6Pp1+YCmrFOALrbeT0AxsYVKKjS6J9yaPKHNUZIiYCH0oOurliU7wJ+bO/L9Y/mQDIYSIAZpSKr/4/DXAPwI3A+8gNKXvAG76o5UdxskvFrMQ0psf1mVQWugQmw/iWBmNQa8BowTTQQKrKJGWRo1VxdMFUdtD6ov5AJqGhsaYGwZS4jWzTPgFJBKjLJnKRRmrTWFlBAdLTeh2wDJzgXYji2H5tJgZ4nb18A8mLmzmVJkZaTPu17LBLtCo24thTpdaLeCA28pJzgim0LHyoTZoJhtjIVLBKAry0sRaEEwFEdqNDC1WllErRd62aTUWaNRC0Zy0mcO2woSpQuAwb8VImzmKlk2ruRDmFGghfFojRDTOS58Ow6FGc8jJCo26zUxQJaHpOIQDPBeUqPgG2WwUo6AR+ILRQiokVwmilPQ8Elimu7SaGdqNeUzh027kSJs5UlaZdiNHo1VAmmG4zxQmBVlBUxq2MKjRnCW4c1ZWMIVGo25TViEB8EQ+Qblo4yqdkqww6Tcs7vGLVJROi5XBFAEtZmbxepSICY+E5jFvLiDNUAjI0J5zGj7/tS60JQk8W5i0Gj660PCVR1zYTJcSVAKTsWQtM34NZ8f2Yguos0oEllrq0zBqIajT7VB4CIhjI0WIDm01F2g3ckRFqKL+ctcC/3/AQfzJuRhCiC7gxsWXBvBTpdTnhRD1hAKhHcAQ8Cal1Py/Uw0AnevjqnXNPxC74XEAbhvbztrr3sdHLr6J32wI9UhVtUrjIym+13EXbzl0Ps8824mR1dj9jm+RlRXe8apLkFMzaA31yIUMslxB6Dr9/3gsl577e4bLdez59nqmNwdExg0eeM+XGfcNdrutnBUd5qrpLfS9tgGViIEQiEIJFbER1XCW8scmmHnPRhaO90g1FDB0iXdnA8kBH2XA2MUe1sEIiY0zVO9qxMornrzqO7x6zwV8deWvyMgIm50qG5+8jFuP+T7nbn83bVd4EAQhSCyQqGjIai0qbsgmXXHDNgRh0pMydEQQHuXAMOg62dcfTbZLw62VBDUBtTsM7Iwi06uxbGuF4bNslAbOrMAoQqFD8f03XEtCq7DeElSUzz2lNB+75S10HDHB4ME0QgpWf2MuNNCa9txxsa3KthCej8rlGX5XL9EpRaYXzJzAqEDNYIA0BYUWDS/EEtGw22fqWJ2afvjqZ75Dl1Hg8r5LGb+nnd5z+qj8Zc1ziVBBsMSkjaaBrj0XzZIS5jNkX91DYLGk0wEQmwoQAVRSOpFZH6McUGq2iA+VyfREERIQ8KXPXsuwV8dPxzfhSR37fdZz/Z4vkD1tFWZBMrMhNArpp1yKaRO3RmBnJFZB4jsaqe3TYfuex2p9554vvuSciVh3i1r7jctfyr+y7dyXXu+fs7wikrXstna1Jf0u1I7dAES2pjlwz0r8mGLVj+dDmvede7hzfCfvH9vE51seYMOtH+Arp/2Cz+87h2SkwuBIIz3fczlwmcOK3wQ4u0YgEeN79/2YmNDISMl+r55N9gKTAVy87T1ceeTNbHLG+cDgRVzZcTOv+/mHWbN5gEa7wNaH1tN25CRDw+FctOZTw3z80bs4znKXEn8GfYtdlXYcLYxW5KXCI1wl5KXDlQOv5d61N/PzfKiD8YP5zXwh/QxvGzyV73XcxftGX82+hSbmFqHWm9ceJGFW2Dq4ilS8zPSherrXjjFbipLLR6lPFciVHJbVZrHeJQhqE7z7F7/jCHuCVMgNy0HPYTJI0mtOc2dxLWfF9pDQQt3KijJoNcqM+xEOuGkOVFpIGiW2xPbRZbg06DGysoxUio+Nn0l/vp50JE/Oc0g7efZlmpier+HUlX1sm2xH3lfHzz/0FcaDBN1mlow0kEqwexFq3WosoKPQUeystnNypJ99XgMJrcKMX8PrYhn2eVV6TItL+88iaVbwlMaBhSbKrklttEzKLtMazZLzHCK6x0gxxdSvl/PZD/0IDUlJhisqHckhN0RANhl5Bt0GStJmlT3JjlInm2N9VJSJJQLajRCUt9wQzEufKyfOwtQCfj+yEuP+JB9//88oSpvjI4PoKB4o9dBpzVCvFZkOEmSCKDHN5bsjW+iILSzxUGgovnPc9S/LQKz+xjtf0j2y/dwv/PdN1tKcgCBuLS3RPt5+G29PvB9rZQ6m59H0MFR2b1nn8y0PsN8zMGtcfjhxIh9ffQfNRpZPfO+9GKNztN3dRqR/DpkvIFyPt+9/Kz/svR4PwV8/8HZef/R2dmdbeEvPNi6O51gINL68/EY0YNlWn9HBFYwYgrYBj8K+FpZlQgeUyhf4i4feuZR4VW8U+Mj2N+IPhcpaU2fexa2T67mi83Y+sfciMtkYN5z0XX6eb+aSxAKjvuKv6h/hmwvr+HLbLdxYXM7Onxzxf9h77yhLrvJe+9l7Vzo59Ok4PVkzmiChEdIogAhCBJHBNhgZjAHbmGuwL2Bz8YVrX2Njg22ubTDgALIAi5wRYEQQSCCUpRHSaHJP59ynT/fJVbX3vn/UmZYEGEvr4y5rffZeq9d096muOqdm11u73vf3Pj+clqWvY1Gh5cihvVgJxapB+1lGq5rl+zajQqiEljhIkQ8t1XSOwdoDqE6Xt3zzKkpbV9lerLI7u8jnjh0gWg04b98ER36wg7uftoX4jLNWI82B4RneOPJNXplfZjEzQbYn9PrFk7/Ia0Z+wLdrFyOF4Y5rz8PpWKqeQMaWaU/gNi2VjuWOvvMSZ62TLV7+o1dTq2Z5/M6JxFmrmWZtvIj1DaWRNYZydbSRnLpnlHMOnubI/CAPXPYR2t4iH1rbyadnLuQdO7/M2Cd2YRyBsOC0LL6Ghltk3YFxTzzMWWvgRw3e9N2rwAhEJPAGW8SRg13ywYDJx7jLLjKE7nBMatzlY3suRkjQLYfDz/4AAPeEDgqXO649DwRkVi2FU03edv1LkZFg8+PmsFYwe/cwUV+MX+jQXQ0SO4CUoe9uxVKwmYdXKj/+iOe95f/HOYif5/CdmDjjcMbqVQoDBrb3VXvL7iR07HPXmIgdAqGJQ0XW6ZGLdZr6FkXhRynqo4rs6TSi6iJ8jycPnCQQgiXtsnnzCtuCFRraZ9itsaibFKTH3WFidNsYcVjfCcbXyNChvh2ixeS5Nu+57Nsyt9F41bEu+4bmOe4MIKWh4qyzvzhHzaTZXqyymupQMykeH0wzHVtGnSzTcYODqTEeiAoMOTXWdhncunjQWWuLwTqWcF6hA0uccmhsTty0VEcQZyyqI4mylkHfh3SKyvYq5/dPszWoUnYa7B5aYjmfYSS9xv3b25S9FgUnKSGXUy22pVc430vawV0BDSKwEU/qO8Eud4n5zDSRdfjqbo3TlGjfICOBDjTuemKM0x7R+CsKf93n/IGTjKWSsuyim6MvaHLUCnxHszm/StbtooRldmeebdkVqsU066aDLxyeljnOHbntDKkm62dZjGvACty6SI7pW4xnE2+OWCTiqpYkOxtQGanhOTGtrsdgro4UlulMAWMkxXSb5XyGOFb0F5osu3lGB2pERuJWDK5QrJoOGWFZMWnWd2mQECwo/LpPcVuNdtdjc3YVJSxz2/NsKjQop1os5TI0Oj6BG1Nb60On9f8HueF/dXM+opF3OsRpuREgzveSM/70/iN8c20r9JRxn6vv59cLJ/iLlfOxoeKW4zv4+61fp2U0A3d1YGWV/nuyyIUqut1BaMPHDx/kcRdOMRb2s3jrMNecfwmr83nefuW3CC0cCQ373DWua+6m73CT9EqQqDRnW2RnfdxGsnw07Q4nbt/HPz0utdGVee+dO8nMSKyEazJPZHyyn+reDPfceRZOU3Dp3i7vWLyU1/X9kOm4waiT5Q9nn8Q7Rv6VP5h6PiM3WZyORnYNMrbkJ9xEbbkeYhyBtxaRn/QQsUVGBuNLRGwxnsQ2mhBGNG7Zyze3FPEKXQrZNquHK7jrgn/dXqR0p8t1+lyUY4irAbIleWDTEL/d90MARp0skdX8KNRcc/RSFnfk+c70brSRjNwIqqt73pwG4wicTozsGsKig9OMSE+uc8M9+/CWFZ/bXsY0XGRHkp6RtBy4d6CMSfWaok45fGXtPLxJj+oew6gj+NjqJdxwaB/b08sM/8D2qF3JORE6wcJZJ/k3yUmAjDSZU6ss39xPwwPVhbFiCQsEKwKpYSVXwK9BumtpltP0zVsWtw4nqxAFc3vbTMVpvraWcEJGbgIrkvOemq6zcksfXgu+v2cPCCgcdljpyzKfNUmQbEHLg5H7YrQnNlYQViRJt0czjHlsB4jHRA4iGNlsn1J5Feb+REbR+MYOajcOYSVsva6KVQp7z2G+OnMXV409iw9t+wqPv+6NvP+ZH+ONt7+MbKZDvZFixwcMJ17tse1zlvS9U9hcho/fcC0da6hbQc14nONaqibkyTf8d/7HRd/gKekT/Naxl/M3uz/NS7/4uzzx0gcY9Ot8/vsXc86Bce6fGAFg7/+Y4V23fpm97oNdmTUDR8N+PKG5NKjRtYaaAYWlblx+7d5Xce9Fn+TvVrdyMDXGPy4+lWu2fJ9nHXkeX9nzRd42fzH310aYWSvQavg8Z+9him6L68bPYSDX4OSJYQ6ec4r5Zp6VRpqR4jorzTQ7Siu0X5lB9+X4g09/grPcdYoyifVTsWHJpNnmNPhhezNPSE2R6+VgzrATbuv28UBnE0cbwxTdFs8q3MdlQRNfOMRotLW8c+lCjtYHGU3XqIYZNqVqHKqOMl0r8MId93Hjwlmsf3uIf/3dv2RZu4w6MS1riSycikoEMmKo1y2rsBwOB7gkWGKslyOZiUq8tjDOgm7Tr3zeMP1Uyl6T2Eh+VNu0oaQcDOqMplZZjdJkVZexVoWjn97D+974QRSGjnUZUo3eZy+iEfTJJpNxmcg6bHOXuK+zmYOp03Ssk6DsrIvCcI7Xpao1H6o+AVdqvj61n/A7Ff7q9R+iY13O9RZRAm7tbGKLU6Ugu1RNQM2kyckO75tJytFnhFISy5887iuPOFeQOmvEnvXXv/mIrpH7X/gn/3mTlPmzB+3jt74J99t3AfB3Ezfz/Gt/ny2XTOO8ICmAmGaTx90teMfAbfzFyvl87M5LEcryiSf/E3u9kJc99zWI0zPYLSOIuUXMegOhJEf/5nG882mfp64DPvjhF2IuW6O5mOFdl3+Wy1JTPBCWuCLV5RvtNB947vOI+zJYJXGXG+jCg96c9sgYU79/IfKiGmdXFunzm9z4jQPkx8A4kPvlWcZPDPL8i+7hX2+4EG9VcP1/+0v+YPp5/NXoV3kgKrDLXeM3T7yM6/d+lV84+Qzqbx9FRgnXQWhNnA9ACFQrqWKoZkicDxDaJHJzN/HJNK5C3n0U4XnMv/Jc6jsMphJSLDVp39WHX4W1AyHD33JYfEEHqwW26uOuC+JtHf7y4s/zpFQidnURTGnJC7/zBp62/yg/nNqOEJZN73UTmpfq3b2V3HivOuuhOjFqaY1jr99EsCxo7ulCW+HUFflToH1Bc7MlLsZgBJXbFctPjAgmPb76mr/EFfDG8Rdz6Ec7eNkTb+HONzx+oylPduPEvEoJrJJYR4BOcG9CG9ypFaZ/YcsGEqA1nDhkpReTNv6wKEgvGFQIjRFJ8VTM8jlJAFVduPZ3/5qOVXx29SJ8GXPb71wIElQzQi2tMffsUVQXVi5MOKgDtwhag5KwaPFXBG7DolOC/ruaiUbnIY8YN3zv7Y8qQOz4P699RNfIAy96x3/eAJEe2GyfXLwKffI0AMvX7abzwwp+zTJ0UxXrSMy9R/j89K28bvJKrtn6HXZ//XVce8U/8qvf/w1yhTbrKxl2fyjkxK+m2PbFmOC+KUQmzfu/ey3FXg7jtm6JK1It1kyHi77yZv786Z/h8cE0rz/5Mq7e9Ume/om3cNbFE1SCBrd8fz+Dj1tgZqoPLOz9wwl+74ff4WK/SVYGaGs4FMbc0d5OWnZ5eW6RRd0iJx2WdMyCTvHaH72CWy/8KF9sDjPk1Lh6/slcs+2bXHXqOXzhrG/xivGncrJWYbmWRTdcDu4bI+d0+cHEDvKZDitjJbbvm6PaTFNvBpQLTdabAcOlddK/adGlHK/61Nc5z59hSEFW+vwo1IxHFZ6Wmuej6/t4deEIAHWjqRqHrY7lc/XtuCLmu7W9VLwGLyvdxqAKGVbpDWDMb09dzli9j/5Ug/UwYCBV5/jqAMu1LE/acYq75keRN5T4zO/9FbNxjvP95sYK6u7OKGnZZb+3SK530X+psYuXZE8yFjvUTIoHOqP8Uu7wBgrvJSefQ95rExvFyVqFTuSQD7oUgzbDqXXqsU9GhUw2S6x8bpR3/96HaVmfjnHZ589RNx7jUT/aCoacNY51R+hYh/OCSW5q7OF5+UMAvbt/m6Lsssf16dqY109fgSMMN09tx/9enje94TMAPCM9DsAXGnvZ5i0xpNaZiYtUe6Kt945fwebsKr5MzpkUhg8f/JdHFSC2v+eRBYgjL/6PCRCPiRyEs9REL5/GPvEAztFJKn/qY90W4uZDTJ/hU2bO46UnRuj82TBPfFM/m66X/M2eZ7L37QvYQpY/+uJn+F9Tr+D3Lr+Ofxh/PumRnYRZwVhc4LfvfDlaS65/4vv529XzGHTW2Puuad51/CrW98bs/uc2T/n1N/HCZ9zBXw3dljAAUqu8vnwLHxi6lLQM+crTL2ez80WuXX84Q/IXcscJreW/z17Bs0v38ocPvJA/3/clNjs1Rt8a8fqPXsGha89lbZdh5CbL2962Rv3to7ziL57Ktdu+91MZl7cO3MSQavHpLRfw+vIh7g1TzEYl9njzTMYlDviLvOjKt9AtCS5LTTEdp7gvLHOkvYkXF+7mYDDLp+tn8yv5w/xd9QJGvSo52WGzu8Kn61v5i399AYUTgvSi4agn+PK5l/Cel3yUTy1ezKXFMSKruHrLD1gzbbIiEThlZcDpkQbHoj6uTHc5MtTiN4JXUNUBI06dLze24gnNiLvKZakpIgsnohInwiECEfH8zHGua26jz2nw+9e+Bm8N7r9qhCuKD/ChqSfzjT2Jnk6JpOGsaxUjTkxWuPjCoWG7uCiqJuQFz/51trk1AmGRwHScoiw7bE1NoICWhQN+DQlUDTy+71ZmtWJJZzjbXeGZn34LxrVs3j/PaivFvRd9kshqDg/cwOvSL+dpvcBwYzspYb8kd5SmsdStwwF/EZdFIuATZ3+c4V4e58z48KOc+/9VxXgUY/XsFAOzOWSoNziUD+VTdn6MOzm22sewXoNY/wSvsrUJTC7ipsYewjUftOA7rd3ctbaVstcCrXFbFmdNISKDWnf41fIPgcQO76ri7eSkw7CXqPmuOVdwQ/MnGZL9Th1tBYdrQ2ScLmtraW6qn82wtwZac3R1AKdlk2pFR3N/bQQZaU7WKj+VcTkbW873HAwOL87fQyCS5+Vt7jK+0Aw5a2gLqwcjsuUW327tYCEqMBcWmGyWKDgtiqrFHevbyakOd9c2MxWUyKouQ34/RxvDuHWJ07Y4HYOwErch+X79bE7WKjhSExvF8dx97HYzrOoWaekyGScdozlZ5VRkOctN8ZqtP+SGxj4KTovDzU1ILEP+GmNeFW0lp7v9TLZLpFREICNurZ9FzungNJNS5rHaICkVMbNaoNvrNg0E9CtBICy+COjaiMNR2PMOUQwqeOXO27ihuRtXaJQwLEQFsqqzYZbTsR4Z2UVhqOk0RdViPi6wGmc45a3iNJLk59xqnqjtcjpqUDUeOxzNq7bdwg2tbQDc2diOKzRN49M0fgLFkR1cERNZhxdmTzEZN1jSHgpLxz66y8nyH9vK/UjGYypARBmRsCkfwqF8KJ+yUUs9jDu5tpZmyKyC1j/BqxSBplhocW9tFFVXiFhwx/p2Tq1WWPC7pEw7uUiaEhFp3KZgh5NM0mNRgQv9Bi2rMVYSiIi4qH8qQ7LotjEI5mt5DrvD2DWP+9dHmPaKiFizUsvT10mOI7uGmbUCo13Nci37UxmXR8MhdrurrJsOI04iyKqZPvpVnbp1iayiajyKlQY7y8vcXt9BNUyz2kmz1MyQdhKu5bHaABmny3itTDXI4KuYmaDIdL2I0wKnY5Hd5BnbaSkOrw1TXctwQvZjreCBgUEG1RITsaKiuhwNSzzer5GTHj/sFNji1DkQTPIXK88m53QZq/clGDk/x2xQJDKKhU6OlXYaVxpcYThSGyTlRMnx2zBfy3FYDdNeC5jTISeiPnKyzQ6nRVpIWjZkWWsOdbYRyIiaznAgmOBAMMm/LD0BR2qUsFTDNCkVkVIREkvXOKRUkjtqxj45t8NyN0sj8pkNks9vHUFz3Ue0JQ9EFabCPvqzxzgQTPKxlaSj4sR6P0oYIqtoa4+2dsk4XVxhiKzkaemTjMUFToWDeCKmrlPA6Uc153+eD/hCiCuB95JYln7YWvsTnWNCiJcCf9w79L3W2l/5Wft8TAUI1bWJ7Nh5kEP5MD7lj3EnTdPdYE/+OK/yDKtytpFHtQRSC8YbZdYaAZ3IYbNpoUJwOiC0RnWSZ/hjXXrsygYdm9wVJIku46cxJKtuGmMFnYbHXJBDtSRz9Tx13yetNVHDQ4UWpwMytrQaPkK30I30v8G4HILMKhGWAZnmVNSgpjP0qzot4yOFoWk9HGXo85uM1fuohz6Njk+z5TMdJFzLaiPNWFCh3kgRxg6u0jQjj2ojjdcGFVpU1MPEdyzz9Ry67rLqpLFWcKI7yHnePPO6iCtqjEf9nOut4qAYCweIUjVyMmKmUSBw4oTfKSytyKUR+VgrqLbTNNp+4qzl9rHcyOA5MaonDOs2fBa9LKKlmNdpJqM+8rLNVqeFwdAymhXjc7wzTNlpshxl2ektkJOdBF4rEp/MeujjKY2vYqSwiXy6p25sxy4ZN2S9G9AX+bfOAAAgAElEQVSKXJqxh9MBo0A2FbIjGA/7Ge9UmAqmKPf2baxgoZ5FCYsjzYazlq9ilDRoI2kNqI2/daVmNUo/uglvwf6cypxCCAV8AHgGMA3cIYT4irX2gYdsswv4n8ATrbWrvS7snzkeUwGi/54GdrWG2bVlg0P5UD5l6aq1h3Enz907ge6xJ3+cV5mZtXSLKf78Df/Mm9Z/mVBL/nbnZ/hi//kMuOt82T+f5qCksS1G5wKa22L+urqHN5ePckkwz19X9/Pa4gMYKxmP+hm8WfI3z/lJhuSgamOAd2eexZWl+/gT/VzefvbXGXFW+eP0VVy67yRHDu2lscWQn3B5zt5DHMvv5eC+sZ/KuLwi9QDHoy79ih7fUrPizVPTaXa6q8zoLOe6LaLrK9zY38dXfu09zMY5JqMyR9sjvKBwD2XV4euD+/mF3P38U/HSJAehkhzEve2tvHf82chQAh7aEzQ3w5/u+QafKR3k4tJpIuPwxtJxDD7b3S7a+uz3ZlnVkvvCiN8pjrGoQ9449lL+bNeXKMo2t3e2ozBsdlfY5taIrORE1M9YdwBfRjwnc4RvtXZTVE3+96aXE60LnrrvGJcXj3BNJmFbXuJP9zw2BDUTU5YeA0pxXv/ddGyMIuFlPv/wr/C+3Z/CF8kKYjbOkZMdijJZNXSsItdLHFa1S0VFTMcpVkyGbc4qLxp9M9a1DO1ZZK2V4nWFCbr5UxyPLG889VI+eNanAPh+eweBiLg4mKJlFXXjUZBdPGEIrWSzI9lfmKeVm0QJQWQ1H3iUc/7n+IhxEXDSWjsGIIT4FAm86YGHbPObwAestavJse2/22n9mGpGV4s1bKeLFWyUvLLTBr+uUQs1Mk4IUhD0uJNZp7vBnryvM0pmSnBXczteDXJTIbkpTZ9s4ri6x5s0FFSbPtVI/k4Byvb4jpY7altpmKR78861rSzpmMUwx3inQnY2pCxjyqpB3u0QOBH9qk2/cqgoRd5J9uu7yTb9sgtSkHM7Pax/IvQpui0QgpzTRVvDbGw5Gg5yd2vbBlfxRFRhVivubmxlWbep9cjRK8ZnPi5Qt4b8VEx2EvqloF816XMalNxm8p6koKwalKVD2WlSVC36VIM+2absNLBOr4QoH8T79akGObdLWTUpOw1coVjSCetx3STOZLM66bNImJdpTi5UKKsWFRUl+3ca9Klm7z0ZyqpBoXfsfuXQpxoMqHpyLhQU3DZ9ToOUE23wHrU1zGvFWJxlQYe0bZhwP1GkhEfdaKYXSlRUlHAye5+/X4VUlKKiFGWpKUuHivR62/n0qzZ9skm/StSqxoG0GyUrGiFJS4/JuMSphUpvHzI5h7333q9M7//bUun5fVRNskpJSw9fuGRl8Kjn/JlG5n/v6xGMTcDUQ36e7v3uoWM3sFsIcbMQ4tbeI8nPHI+pFcTqJZso3WygFW1g5h6Kn5ubCB+Glbt9YitnR3OITvcncHRrZ7uIvi5/O/cMulNZhIZ3LjyVu5Y3k/O6qCgiqFrCORfZquPPZfjglV+mbi0PdBJMXVE67EotsC+Y4XPPeCLvXvhJRFzRbWGs4PqJvZxu9rE0WeJ9+afT5zcRnTBpvKoawnmFtx5y3fg5DLdCfjCxg1sHbvoJhN2JqMILMkkW/91DNxOhUMLwhNQYAHu8BSKbdI9uGVrgnYuXsRRmqXYzLDazHK8MkXfa3F3dzOHKBDfOnUXO75JyIvr8JpONEsGCJKgavPVEKRksuvzd9NN5YG6Q0+U+YiMZcb/B01IdTkZd+pXlpg5c7Dvs91b4ZsvlmemI91/4Sd4z90zyTjd5XpeGotdmOFgjsor5Tp7FVg5Xae4qTfOj1U1k3C7BksCrW741fjYn+/o5OjHM8s6Q8dAjI2L2uhJfGGISUvdXm4l7d01nOBhM8u5LPs+7F65IchAYlsIsWSckJUOkOJODSMRLzdgn77RZCnPUY58Bv05qUWIUnMwOIjqK7+xXTEV9HPCneP9Fn+RPFpIcxJH1ITyp+U5+gbZ2aWuvl4PQRFbxvwZu5KYOTEV9uCKmpjPAyX9jdv/keJS9GJUzYOje+KcedOnRDAfYRYKEHAVuEkKca62t/aw/eMyM3OkmttGASgF64BIxmcJtWHKnm9QyBqs8ZCbGOg65TCdpEVaKWe1xcrafubNCVF2RnhN0WgE79i9zW3onaMHZ6XlmMwX6/CbTooD2IA4Sv0YdwHjssc0JGVEtjkUFrkgly1RjJbkJODs9z3rs04kdVi3szsz3qhiSu7Jb2Jld5lB6Mzuzywy660ypIYrZNtrPogOLcQQDuQZWFclnOgypFgaHddMhwtKvIKJK1yYU6EndYJNKVHueMKQF1G1yB3MmAiZ0hVeM3sacW2TeKSCFZXdmnoJqsxRm2Z+a5lhmkD6/ScbpMuStAzDrj6I9gXEE2pNoH3Zml5jJFhjJrBFbyTa3iisUQ8qQlQGbVQNfZBNsm9NC24A7WzvYnVmkoNp0jYMrNf1enS3eCpFVpFSEJzW+jNmfnqEWpck7bU74u9AhlDJttmWqnMpUKEjFZtUgEJCWSY+4QlJWsMNbJCNiOmqdEaX4x/pOzk7P48sIhWHOLfaqGMlKp2PdjYrGms5QdhrMukXW4jSjXpVv+2Bci5sJiaTLiKrjCs269bmztZ196VkA2sbDkzF7U7N0eh26SRVDo5GUZIrNqoGHxhWauqo/uglvSfTZj2ws/zs6iBlg80N+Hu397qFjGrjNWhsBp4UQx0kCxr/p9vOYChCr+7L0L+Sh1UX0MHOlc5dprvdT3Zele9qiGnWciTzuWpv1sSLD0RKi0yUnI160715GHR9dCWkMWCqVOl88eR6pKReh4Z9PXUp1OYfyDLujSVJVQzSnEK0u6TnB+Z7ka61B7m+P8rrSXRwOJQtRgW3eMqv7DdecuuRhiLhrvYtIeQmwdGmyxNxqHnfS58upc/G9mNHOOounRhmtauKUg7cWceLEMHuba6yMlfj0lgt6CDvBgEzzkfUB7m5s5d1DNzOpG2xxstzVDbmjvZMDwQQrOosnNCciQeH8ZS4ZHOcfTj2ZdugSdh2ilsvEagnP0VRXMxzvG2Bhroj0NUoZ/CCi1fApzFtSVY23FmE8SWpRct2Jc4gX0qwUs2AF/5y6jFeVb+ZQdxs7vEVualzIVYU7GXV8PrL6BN5SuZlfKtzNL9z1WjwnZr2eBmHx/YhMEKKNoNn2CTsuQloOl4dYXs2hHE1x0eI2DTNjFRaqeZhO8d0D/dzfHiWrOjw/ez8FKagaGIvKfHb5IGWvSTXM8Py+Q/xy+TZed98rUDJJRre6Hq7SuE4S0LURGxi4MFb4btLUFUYO6aBLaiF5xKl7Gfyu4F9WL2GyXebFlbt5aeEuXnH/q5L5uJZBSMOt+W1EWhJphe9oRM/d+8D+j/PN+oWcavXjyZjVMA0cf1Rz/ueoU7wD2CWE2E4SGF4G/HiF4kvAVcA1QogKySPH2M/a6WMqQBSPt7DrDcyOkQ1Q7dqhCtllm7z2kjZxMYvc3aB7e4rhvYuIHlqubly+cNcF/OozbsGd90jPCerlgN9+ydf4m+bTsbHgXXu+ytdWz6Pfa3CPv5nmgKSx1WByAfVthm+2Mzw7vcrlqSVubPfzgkyL77traASl+yV/+OyvcXN9F/fVRlio53jrnuvpd9bRVvLB7NN4ct8J/sFexn/b/31G3FU+kroi4Tnct5nGZkt+0uPgOaeo5UfZvm+O15cPEQiXNRNyKmrw8pzmWekxIhSbVJq7uiEX+B6Kk0hh2eEsUjWKrY6gfls/1w2X+PtnfJT5uMB0WOZUq59nle6nqFp8Z30fzy3cy7+Un8Cgv05WdRnxVjnc2sSXpy5BRgrwEkn0JsFvnnMzX+87h/PKM8RG8db+7zHsZNnvzeEKxXnePWRFmlXT5i2Vm8lJj3ctXsyb9n6HPqfBnc1EMzDorrHDWyRCcaI7xHinQlqGXJE/zHfr+yg7Ta4+dCXeumL/vtNcUj7NF7Ln8fz0Open7sFF4YoUBkNFuex2u+wb+QaShPJfkR6/M/00/mjv13qYf8NsXCInH6qDcMn3VhM1k6asGsxGJVZ0ls3uCm859GtYB1J7arRbPm+u3MKaSfpn3r/0VN559pcAuKW5i0BGXJgeo2Nd6jpFTrVx0RgkF3iKs8v3UC1oXAEtK/j8o530P6cAYa2NhRBvAK4nKXP+s7X2sBDiT4A7rbVf6b32TCHEAyQOA2+x1q78rP0+pgKEaoYsvWgPlbtrSRIR8NYE9cubDNwWUm/5FCNDt+UiI8tqO6BgWqANt7Z34tQcbm3vYPel4yx8dBvGFZzq9GPbiQ7iWHeYuXaBtnYT+/kIVFcgtEW1Bbc3d9Inf0RIitubO9ni3MlV+ZMYa/HqlmOdYSZaZVZaGZotn2OdYVbcLMZKltoZxtr9RG2XsXY/DZ30UCy30qiwd5zYMt/Mk9KGajPNvWEqEfOYPmo606tWlFDCkJMd7mjvRHGSA77PmmmTFikqCtZMB28ddEpxtDvMYphnKcwx18pzLJVAYCZaZQ4Hm5hpFTaeyVvGY6pdQnUEKrJJl6gCFcLpdj/VZprpoEhsFPeFJWZ1E43AI2bdpsiIkCVdxhUxgYg4vDaML2OWnRyT7RJKWBraTzwxrWK808dsu4AnNUf9ESbbJWpOGtVNyqzLrQyngwqNls+hMKZjfRQW2dMeBCJEYZnRFR7vLbOgPSQhx2oD7M4M4/eapBbDPFnVJafOPGI4pGWIwrCm0xRUi4WowHoc0DIeqpMIpVotH912uDfMUzcpFuM8x9YG2ZVKGvQm22UcqcmqDl3jUtcBOdXZyEH0q6M0bYq6CVBYmsbn0Zj3gvi5lTkBrLVfB77+Y7/7o4d8b4E3974e0XhMBQgrJdnZCBGbjQARFixRywUR0W34CB1hmw4yTLwUrUlwbEXVQg+E7PHn+JI5QFgQdMuWsUYF1ZQILTjaGGaunmfdC0ibFk7X4rQkxAanLTg/PcF6r1tvu79EWsbUjWVQpYjSgqPNocRDsp4iarocawyy4OXRVlCtZxjz+xBNh7FGhaqXAWNYr6ephBbVEcjIsNRIszky1JsBs1GJbe4y/apOv6pvVCuekBrDE4YDwQRSWNZMm4JMbTh5AXTLlmgw4khzmNUwzWo3zXIjwzF/kJzbYaZR4Ig/wmIjSyvy8J2YtShgtlHA6fR0EKEBIVEdGKv30WwGTHtFjBWMR/30qSZ1E9AnEyXiAX+WtFjlts42Lg7GObc4y/HGADm3y2S9jBCWNT9gPQ4wVjLXzm8IpQ57m5isl0m7IaqTNE2t1tNM+iWipkfTeizFeQIZsstNbmraCurW5UR3iH5VZyrqY1DNcnZxkaPNIRxhkMKwGqYJekIpJSxd/ZAkpfbIOT2hVOxTi9KJDsKBTsNFdCRTUR9LcY5AxJxTnOVIaxhtxYbWwhWml6R0yTghrtRERvGs7GFORQUWoiKuiKnG2Uc54f9Lav2ohmx1kVGAdR/0wnDXBVFOIdohmaLAOh6qEGF8h3y+iZASq5JtxapLzaRZqOfw1izGFZyTn+W+3GbQgoP506xFQZKklAXiQBBlLNZVRFnLfFTgKekTbGKd6xv7yQlLx0LDdPEalgvz4xvuUlUnw/mFyY0k5bHCIPsLcxzND7G/MMegu863nfPoKzaIgxRxxmJ8yUhxHesWKRea7PHm8YWmbl1axmenu0pRtQBIC1jRWXY4i6TFg8FBW0NBBvirgjjtcFHuNAtRgfkwz7jTx4WFCbKqQ1u7XJQ7xXSrSH/QIKVChrx1Mk7ILZkhYl+gfYn2JXEK9hfmWGll2FFYwSB4nD9FWYYUZZi4cokFcsJStZJz/Wk8YZhqlzhQmKag2ngyRgn7sCTlaa+fGa+IL2Muyo2hrSDvdJhKb0NqGCzWOTu/yHS+yOZeGdYVhrRI2sbT0pKjy+NT4+xwQnJinrL0mGkVeO7g/RtJyoWoQFp1f3aSMngwSXlL+nFJkjLfJXJdzvWnqbkp5uMi32+fxbP6EvShKwyO1Dw+M07L+NRNkHxWERNah7LU7PEWGHLW8NCsm0df5vy5Sin/H4zHVICwKY+w4OAtG4iTC1GngEKETXm0Wx5CG3Qzgag0W37PfSRJSJm0xhUxmwprzGTKxOlkmSg6ChnDifbgBtEY+9BHjERJmZbdxKvB+Pgyom4TfkJW+sQpwYn2IHOtArVmim7L5XS7n7WekrLaSjHRKmNbDhOtMk0vgc2utzLkw4QEJWLLSjPNgLGsNwMm41JiFmMVUhhmdJb5uMAeb4G6tXhCUzWKimIjOCghWdctogzojOF4Z4hqmGGpk2WpleFkeoCc02GuVeB4apildoaOdkg7IW3tMdssJHfwyCJji5UWFcJEq8x6M2AhyKFNQg4PxDxN65KTIVNxkcBdIbLJa3u8BQpum9OtCjm3w1SzhCMNjdijY1yMFcy0iyy0c7hSc9wfYqpZSghTIcgQVlsppoMi3bbLkvGp6iyBiBjs8R06Fro2UW72y3Gm4gJ9qkbe63Cq048rNFJYqmGGlArJqkTD8tAyZ0P7LDtZlsIc61FAWycoOqEF3bYLHcV4VGFFJ3f/gtvhVGcAjWSyVcKTMVk1TNc4NLVPRj1Y5qymTjEVF1mK80kVQwfAkUc56/9rBfGIh1yqkV9rosvZjRVEsAxOK0AuzVMuZjF+Fr/YQQcpBkr1xEHLUWgrcFccIutw+OhmRhY0GMXFhdPcnN+JjiVPyh+nof0kSak2E6cgyhmsq4hzljWdYYczjqLBve0tjCqXH3QybHLWSS/GPCl3HIVJGoScHE/Mn6BfrWOQ3F8a4WBxnEOFUS4qjDPirjLmbGJTaY1qOkeUTUhQO0orrLubGC7VOOAvoi1UTbLEPtdtsc1pEFmoKMWJSLDVSQyIAQoyYF23KKk0qUWL9hWX544wE5WYSxU55SfO30WVgFcuzz3AXKdAxW9QUG1GvFWK7iZO5zYTpQSeL9G+IMrAweIEK50M+4tzxFZxMJiiIAUKnWDr5TI56TBLzMFgFgnMtQu8cOAQRdUiq7ooYRh2a2zzlgmtYswfYDyo4MuYp+aOIIVNGrsyZyO0YGtplQtLE0yuFdnlREROFQkEQtGyGl9IXAS+GGfEEfSpGgMqw3wzzy8P3EEgezmKKNFJ5H/KCqKmM/SpBjNxiWqcZau3xNcyF2NcyJVatFo+B4NZ6kZxX3eEmVaBX+xL5AZpGeIKzcWZkzSNT92kKKomLpoIxVmuQ1kuU3dXkhzEo2zWAh7zK4jHBA8iL8r2YnEFVx2d5cNvfzHZrya9+7bbfRgC/8tXXvAwtL2slImnZhFKUbkx/TAk/rEXfZA10+GVV7wS0Wwn2Ph8NsG1S4Eem0Tls+D7mNoaqlRk4Estbv7uOZSOwJW/dxOf/dxTMK5FB3DzVe/hVU//tZ+KqQcSZLqjEO0uNuWDlJhT46jREWxtDXwf22giByro2XnU8CBzV276CYx+fipm5hcjnImAwvnL1G/rx1tPcg7+anIxpxYtd/3x3zMdN3jtM161IbcT2mDd3iTVGlwH0Y0SVarofRkDaw3odrE6KQuKVAClQnJuHIUwlurFQyxdAPlTgm5RkJs0rO2SdLZ2Gfqmy/zlmvc89dNc/bxnJPvV+sFjnMHXG/NgHc91IIqT16q15DyWisnxOiETv7KFwmlDlBY0Ngm6FYPqCFKLIrEWEAK/FrG2zef//OHf8+5n/9KDE8jang/KmePan/ze2Ae3q64lnztIVqArT91MsKJpvaHGW3ddz9UvfFay/RlDaUc9zET6zP5mrhwgqFoyC4kXi4wMN37rfz5iboO/fdQO/+/feUTXyMSr/+A/Lw/izPjU7EG8tRjhJG/Ldrucitsg4LOzF+AUs4jVNUwxh2i3MaUcYlYhlGQ4SP7TzytOc2+wmbu6sNeTxJUsTs9XIRrIIbtx4oEwoRCpFDaTQjSa2FyGi/P3873iXtoVh93BPO1NMRhQhYgbWqPJ3/84AUqJZJtWiPEdnDWXuBBgpUCNK3Qph+p0IZ2CMEL35RDLVXQpR7ckyJZb7CwvJ4Sq/j6ctmLL0AITusIlg+NcN1xCpxTRYEScdtAZg/bVBuMyGsghjAVjkXHyGkIgI43xFaoVJ7Lq3gUktMHRJvGa6IagJCKbIerPIdsx1k0Eap2yxPR3aNcDumWD05Z0NodsHqmyXhmmNLTKLm+RuD+HlcnxzhzjjExeaJMknKXA+ArZ1VgpcDshxDG6nMV4DqrZpVNJEsZxGtpbI4JSh07Dw0oPb01hXIgDj8YWwSbVIBrIbcwbYWyiNxIPWa6faSI442ij7QYZywsjEAKTDRD6QV+NwIkTpWoledwQcY9o7kl6lu+9QJTst7nZJP4lxsEqgQof5c3259is9f9qPCZWEIXUsL3EezamnijRVn7jUlJVQ+5YDZ3xsK5C3HyIFzywwj9++Pm84JXf56tXP4mX/9b1XPf2KwizkoHXjtP4s1G6b67C1f0Ub53BFLJ89hsf4b9PP52m9vjU9hs41E1EVa95/ZuZfC5sO2uB+mdGKPzyDFNLJa65+Bp2OC2uuP11/PHjruMjM0/EWIH6NcHXbvsqx6MmD4SDnOgO8sbS8Q1L+K800zwhWOKdi0/hbQM3UpIBT/791/P77/gEb/nmVVS2V2nc0s8HX/0PvOmvX8dbf/eTXJaa4tutHdxe38FYvY/37fwM/VLwzsXL2Jee5R9OPZk/3fNljnaHOdIc5qLcaY53hrg8d4T3Pff5RAM5vvXpa+jaiKruMhGnuMAHVygOh232uD43dyWbVEKwrkiPiTjmV+59DWsTBYJFhfYtam+dmy7+R77dGuU8f4YIyYjS3NbtY5e7wrzOsMdt8vXmdm5Z38mfDX+bq2sHuPprT+fQK96LLxwm4yS5WlaKgkyhrWHFtJmNHXyh2eslnamugCt+8AbidY/3XnEtB/xFvlA/h6emjzHixHSs5VvNs1iOc2z3F9nmLnO2G7OsNQUpuDfM8/prf4v7fuPvNs59w3RICQ8lHt5apK3BkLh/xWiqusuwk+W826/CczS/tPUeZrpF/mjwewRC8e7lg3z2a5dx7NV/j7aGyZ5P6aiTBIwzvTJnxtdaAQf9FdJCobEoBIVN0498BbFt1A794e8+omtk8jfe+p93BWE8hUinoBcg6ttAGIm7KYe32sX2lncXBOM0dmguyx7n8+UnscNbYm2bQ5SDoBugdKKqy2qSJbdJZMJPKh6naRJ7+q2ORgrF+haHwa2LXFo5zed2jnBl5TSnZyvMxCUCEROGDgtRkfVukpku2KS5alS5KG+eskoamhqmg0RyrtegJNM8IXeCrHCRCNZ2SM715yhtXeX8/mm+uaXIWe469R2G8/wZpuMUC1GBapimHvrMxjki1WQpzDLnFmmHLvNxgcUwz2qY7m2bYSYq9T6f3ahuJC3jHSRJxWNEWdZNhx2OoSw9DAZfOGx2DHsrCxwBaqkcMog5ODJNSaY4z59hsyPRWCZixUxUJiNC5uMCGRGyEBVYDdPMasVylEVESaOStoZBdeYY7oZlXVa4DKqQQEgapsOgcmhZzf5Nc8wW8uzxlihLh0tSp5jRBTTrRFaxEBVYiTKkZUggIjJihRWTpWk7zEQlZAwGQ2TZOKYSkpZJujldoWjZEGMtaemyrLtUVAq313F54dAUKRVxcfoUi36O6V4Qq0YZZJRY7hkM/cpBInsaFA9XKCKriaxGCcF8NMSUWictkqYtJcyPT+1/f/xXmfPfH1aCkA9G/6hgiFOKOCXxVgyiR/TqV21UuctWZ5U4bSmqJmEh2b7e9ShpS7vrktMPtsFpaxJln1U0TJe8TExcoxycXaiyM1gkKiV6e9tVzEYlFBbdVcyFBZpdD2MFBduhYbsUZIoKGkmDrvVZ0jGugH7loIRkt7uIEpKujQlLhqKE7cUqW4MqXqFLUTqYSsiQgvvCMnNhgdVOmkbHZzIq07Qe1W6GeadA2HWYDssshTlWu2nmwzxLnSxzqeIZ73iqurvBkyjIgBjNmgkpSI+JOGREOaSlR2Q1BktKeAwEdTolhyOhSzrosic73zu/yesAU3GaubBIIEKW4zyBjJL32k0zHpVZ6OZQoUBbQ9uGpISH6WXc1kyIKwQ56ZGTTo910WWLk6Zj2+zKLSJ75czEO7PNocYWItchtIr5ME8tSuHLGCkMntCs6Cx11WQuKiEjaJkIjSWylrLyaRlNtRcgclKxoE3CpyRiVnvkeqKqhumyM71EwWmx1VknJztMxiUCEbHYSYLemf0MqsR4eC4OKcsuaelSNyEdawmEYDos0+c0SIsuBplwQx6VUArEf/wC/meOx0SAeNizI2CzMcZTiWnvmedAwBfQV2wwpECnE7VhnLHoQpxAXWNDt+khQ5skzbRh1bQZUuBimdWKkpIYq9EBnJVZYpO7il/qsNNdRLQlJ1uDNPwA0XIYa1VoNHu1ba2ZjS1pVyd3E5UsWcfiAoGIGA0kXRsx6sQ96lOMzmsksDu7SNlpUMgmmfViqUlW+hxpb2KyWWKpmSgzj7ZHKLlNFpvZBHzScjnV6meulWe5kWHc6WOpleGU34/QBhkbJuIUruhQkAGuUMzFbWa1R8mTjEVldjpttDVEVtOyERWV3Jl35ZZYaOUoBW12B3M0bJdAPGh+e397M6daFbrGoRan6RiXyWaJ5UaGI51NzDSLyBDWTYeqMWxzkhVEx8ZMaZ9AaHaIB5fkY3GBLU5Ex1p2Bos0tb+xAihIxYn2INU4mygwm300I4/QODS0T9e4VOMMOdVJTJa7sGQsLeMQInFFSN1YFnQKjaAsO4zFfWgrUWKJo+Ewg2oCA9SNZNRbYcCpU1aKnIz4dmMTrtDMN/OoLkzEaRSWfmUwJBj/jrNO2XZZMg5148VklbgAACAASURBVJEREePtPlyhH8TeC8OjKnNaHvNVjMdEgFAdjTWtjZ9z9/mklgzZU2tY392Ax9zdHWD1nn6u37mJ1GxSv+67z9ItelRevIAOBihX6sTpEjgOuA4FGXB1bQ/aSt5WOcaibpIWivIRw+f2H2BuSwF1T45rtz8BUQ55duletjmrfKx8MU8rH2WhlUvUbo7DbjdxzZ6IFfM6z5XpLmWVPGIcCVuc5fp8tbmdl+fm2OIElO5xOPn0gM8dO8DuoSVWD1eY2m9o39XHj87VvLhwNwWnRdrZxnRQ5AWFe+hXbY5XhtidmWditcSzSvdzLDXMMX+QCwsTnEwP8MT8CT7uXo72FRf4IEkRo5mL2ww7WQaUYd10eHKgmdMhxd5dvCIT780fLu1gZrmInQ2YS1mu1ornnf0FfhQqznY7aCwvzv9f9t48SpKrvvP93Htjyz0ra99639StloRaQgtiEWDEbmvQ8MCY1TY+D57NGIPxNvbwjjds7IcfY8ZmzI4HC6OHsZEQMgKE9gWp1a1e1HtXdddemVm5x3LvfX9EdknyPNsI+3nkGd9z6lRlZFTGjci4v/ht3+93P+NujV3+PAtJie3uClkVknVibizuZy3JcEtxkgGVZUCx7t6XZIZ9nkEJ9xnq3tcFPbpWU5CKL8xcxXKtwFsG72PC0dzTG+B15f2MqhahVRRUj5U4z6ZghU3uMtvdGlWTegEH/XHuKVzKDjeHtn1GLJFjSMGUowGLK7JsdBoYDHmZY1jOMqDydEzEpHL44Onnk3dDotH7WU6K3FjcTyAsM8MVbi+O8nw/XbWxtSghuC5ok5UZAEbW8xouLx84zOX+LDlp0DbNV//Cs7rzxXM+xHhuEMZYu15yA/AaFqdrEWHyjOz0XDyAXxU82RvHbfdfrxn8uiHjxOtkMvT/xwpBaGNOdYc42h4FYEGnT3e3pQmrGc60KgSrNuUzUIay7FCRGuUYyqqNrxICJ816KyGpGsNMMsDRcBxt0/jXFYrZpETLhBzpTtAyab7Cr1sWdIm4FrDSyeE2BMsmi1+FM/EQZZlQVp11ApqK6lGRkqLTTTv2HE1ZdSg5HQpuL4U0Oz3KfUEahMAVaj2smNPeejPVsrH4wmFO+1RNQlWHhDZmRWtqnQy66uOtSdya5PxaSho7k1RYNpZFLalIKKsOZRn1f6ft7DknpCKh5HSxCkKbPj1XTETVRLRMbz1Z2DIhi1qyojW+cKmahKbRLNfzxA2PVZ2nqkPORMOUZZeyNFRUTF71KDldyiolu6koRVlG/Tm1sYr18/y7uYcLHktWemREej3y0l/3oJSQzDeKzDQGOBGOcbQ7TllCSSryKsSqpz6naiLWTERWpmHXhWO6QqGETOcnUw+oohQV+UP2QfwgP/+DxnPCg7BSINRT2eHGFjAzknzWfwbD9WXBDK29IW8sPcIXp17MtdnjfGbLq+kNW9rVCmOhZrFaZLJnIUkQcULPam6sPEpBdplJOuxxsygR0Bp3eN7uE1xXOcl/vmScD03fzYeO/W/c0dzLpFejVwv47tpFzFQHANicrHA6bjGqHErBMlf6SzSM5FRfK/TFmRiJz7sr91CUqf5kfadkp7vEpbvPMpFd4xuby2xyWqxdFvHSzAI3N3fycGMzT9ZHqLay3Da6h4pq8Wh1OiWBqeW4s7Gbs50K51spyGy+UyIxErRGxppDUZcJZSnJNKxomB7LxrLDzfFQGPN830Vbtb6Qtrp5Ng7UYKDGE4UJ/GzMG7buR2O50j/PlJPG3V9ojrG/vYFTwQorcYHj/jL3rW3jaH2Erxc382BtU9oGb1PjtKGf6Q9tzLG4TSAskyrLgEqNRYpMzdMyPV6x9UkOVCcYUU3GnTwvzT7JXzcvZchpElvFfWtbacU+ZzODTPh1jvvLVJM8BdXlSHcCtwWrpktfV5kp5bKk26zq9EFSkIZzSfrE3+L22B+WuSpoEAjF6bjFy6efZNKv8br8E0RWclsfifpIdQNOS3AoSlu+d7j59bkPq4iSVFQTTccqskLz7bXLWcjOrYcYCkNKufAsxg+R1/yXHM8JAyHCGBM/FWKM369TpOHpc+hdGzGORAJfXdvH8Lc9PrrrFZSOwTcalzJ+b4OoElB+0TK1YCMTg6skmRFwHKzr0LOWj828nNgo7rjor7i75zCs2gw92uCJbds4tnOEyTvhd6ZfhVfp8friY2x0Yv5osMMryweYaacGwjoOU06G74ewv7eVk70RPjzyIPv89Ony+cYQL8me4TfOv5bfnfo6w8pn8q4e3/z3uzlyzxae2Nxl4BGX+66bZvxvHT539W5+vHiIguqRc0JOBUP8u8ITVKTDoaGz7Mmc49jgCK8pPc6hYJIj/gTPL5zkWGac6wuHOeJuxfiKXa7fD3siTsUVXhRotjrOunG4veMzphoUZMyQUnw/jHjizATeWZ/yPOgg4PPNa3jbyx7ka81LuDZ7nAjJTfkZJpwau7waC9pnu5NS12dUzI35s1STPAeL24itYUAGHIh6uBiGlV13/+d1h3NJhkAk7PN9DkQ9CiLh1u9filtTfH96ExV1lE9Xr+NdlXsZUxBjycqQlaTIFn+JLe4K2xxJ1aSh0qPeEl8rXMOADBiUqVeXgtk8RlQKZNPWMNUnHIptwCuyMR2j+oYsyy0Hn4dyDad2DLMUFvjTjbcSCIcTg6c5VdzAHi81LkeiDp4w7PPzaOsQ2oQNjr9Ojffq8uNc7jXJyvS4Eslbns2N/+wIY/6HjOeEgbCBh/Ry6Hra7HT+RYrCGUGwsgHZjRGuwgJvKD/MV191Kb82fjsv330xry3u5yvXv4TesOX8/Dgb2gln5ytsaJnUg4hiDPArm26lLHsciuEFgUXis3RVkRdc/wRXFU/xkVe/mv+y56u857Z38JmVFzLh1+ks5viLpat4ci4NTXYkCxyKEna6mp3ucSgcZ8UYjvZy5GTImwuLxNbjD6dvJS88lnXIzA0+N+QO8+hLN1DxOvyN3su1mVl+7fU93lk6wser+3i0Ps2ZeoVmK8Mny9dQcdrcNb+NJ3OjLM6X+ULlWs53Siy18pzrlFnu5pjvlRBhjOok3BtKtjiGCeWw1ekyryPmtFg3Dq/MhsTWARzWTI/LPJ/LNs+S3xHywJnN5LIh79v2AL6Am4oHGJIeroCP1fZwuDXBZFCnHmeZDqo8XN/Iqdogn8xczB2Lu9POTiwzSZc9bsro3LIhD4UxOZGwzfWZchSguKPj8rKMoWEMb77qAR6tTbM3mGWzE/Cewbv5xOoLGXJbxFbxSG0j7cRjONjISNBkU7BCLcmR7ycp/ZrgXNJl2fiAZrtjOadDlnVqFEoy5FRSQVvJXm+J+3obeWnmLEoIDkYxb73sQTZ4q9yQO4EBPlm/FFdo7lzYiV8VfK8HgYjZ56UVrzs6LmNOk2GZsKgtbeuSEzFfXH4xj+QW1mHn6V367Gjv/62K8QMMqwS43lOvXQsIopKHt2rWcxAXWIsNIAzENu2ws9IS+DGoAOXpdXQnQjAkPWYxdIzLRqeLK9KqhM4IYqNw+zXUnnWxXir8MuWtgmcYCZr4Qbw+r1EVk+/Drjs2JUaddBoEQmPwyUqP+ThiwFEUpMLK1N1NjKLkdFGOoSAktu8KT3lVZoMBqkGOKHGY8qqUVYeCHzLot5G+ZtRvEBqHTuwxHLToaYchv8W8HMaqtKuwIr31foSydDCEaKsYUw1imyYotTUUZNpMNOh3aCY+UhmkTLkXKtKjZeP1eHvarbLkFZnyqrhCM+7WGPSHWPILTLtVBvwO5x0oSQ+XeP2pmhUew7JLIECSllclgkmngRIZZP+7DFTCmGojyaAEjHtrDDnpfIeDQbw4YMhvMe6tMeHWyMqIouzS8oMURyEFSoRoC1npAzGQVokKUhDalOinIAXT7ioF6RBbw6iK8UWC7qffelYw4dYJREzR77HqwGQfLAbZlHavbxxK0kMTkbUJWWEZ8ZuMuzVyMkIj+gbi2d78z/5f/iXHc8JAyOiZVQx/WaJ6lmCuicm4qQEB5pICSTVgWWdQoUAjyCxZsBJvV9rqq5wkZauWEqQgRjMbjxLImJ1uuN5YlF00zDQHOJ0dxll10uYjZSmpLkXVA2XJqxBX9ZOnUqKEoGMjmkbTsYK8kgQihUP3bIKDom48tgpFgEOwIljRLjPNNExJqgF1Y7BVn6bRFGSPvArxVYKrNAXVo6w6ZJyYnBOilCGvQjIqxncSMioi60SUVHc9CeuKC01Der3TzyVlak5r/856cg2but+nmoP0EoewmiHKupweGyYuP8GqFpT6T8OC6q6TsPSsuw7IyjgxBdUl50TpdQbcflIyPYYhEBD0k3kXjh30DXEg0vLx2foACzrHDheWtUe+f+6xTUVvQpMmDUuqQ1l2Ul5Q1SWvehgFWeES2whXgENq6LPCoAFfSPz14ylyos+MLQzaRBzvjNDyfVaCVPG7rNoEIibrRFgJroCgn5QGyIkEVwiUEAQilXQKhFj/vgLR9yB+mEap5/h4ThgIIF3Q/ZESmjy13UqBgFQwpilZ0CVUV1A3WZyexW0L8n6IVQUyfoxV2XXQUCAcFpISAK/JrqW09hJkbKm2syxHedym4ExvCOGn2pLTThXla8a9Ojm/P5G+yGxqICSLOs8O1zDab5FZ1BF5J61OXObV8YWL007ZjaqtLJVMB9mRxAjchqBqHKbdVcb8Yc4HZdqxx7S7yqDsMui3GfMa+EHMhFejYzzW4oAxr0FXe0x4tXVw0pD08IWDwaZ9DjJHpV92HFKKNdOjID2wrCcqY61YbeSQHYmxDuc6ZVwUTSvo2bQrcJNTY8GrMu2u4oqEDU6NMX+NWX+AaafOkNfCuGmjky9cQhsjSY1CRfk4pNajayNcFKPKIbQx2loWOwU6vdRTia1mVefY4K4yphpEyPTcZbLuPUw7a+RkSFmG1N0c1gFfOFT6Dw4lJHkR4PYXqoNiwgkxNm38mna6uMIj7HNprIY5tBUs6TxVnWe3P08gNEN+G+OlLekXdC4kglHlrFerpJRk+4Z43K2zwamRlQnaCtQPES/8W4jxAwzrKoTvQZ8UuD1pUD1JNJLHWQuRpJ7YJqeG3dBlr7dAVDYMyjbNaUlYsehWjrEkZWoqPq1RqmcTLs+cIRAxizpc76tvjysuGzvP8wunuWPjxbygcJyvdK7kie4UdZ1Ft1yOtCeotdOEVUl3WNRdhpXPtKMZVE3WjOR0LPFFwjY33e9yfw5Dhobu0NpgmXC6XDZ+nk3ZVQ5PjlGRkGzqsdGx3NzcyNHWOOeaZaqtLI93N1JxWsy0Uo+j0/I51JlktjvAXKtEzomYa5cou5NgDEIbziYJ044hIzyGVNrnsKI1W92U8PYy76mkWqdfsttaWmEiv8ZjdopcJuSFg8cxGDY5mrzIoITka70hDncm6BiflSRPx/gcbY0z1yqxvzfFydYQTjdtS77QgAXpgj+XhPgi7US8gJE4Ehku813WbJdrhk5zwJ1kUHaR+Ozyanxp7Xmc71cxjndGWIsCutqjqQM6xmdV5ynILke7E6heWsVoG4sBxlVqHKsmZaEqy5BZ7WOsZIvb5WBU5Aq/hbGWpjU8f+AMI26D3V6N0NbWBXLOtCqoHpxNUvKbHW56TiciwZDqUpYOVZPQNpKcjDjcSanpcjLloUgbpZ5dJ+VzPUn5nABrje6u2O27fpnMXz0EwO+feYCb/tvP87obHuToj02AkiRnZvjYmfuomoBVned9334Lm7Ys8cubb6NnXf7jH7+DydsWmX/5KGP31hBn5xBBwPZbV3nX4D0cjUb5/WM38NLJYxxpjPEzk99l2qkzLBMeDkdQwvCffuud1HeC8SwDhwTNTRCspF/g5OcOEX6lxGvGnmDIabCmc/z1wiXMrAwgpeVNO77PkdYYFxfmuGP+InqJw+/tuiUlVhWG53mSRd3l8WiInvGo6yy//Y0fS4V0+1qVrQ0G60CwKDE+ZBYsrQ2gegKnB3EOVA/igmXb/3UCkc8y97EMFw0tMhI0ycqI+5a3UOtk2DhQ44kzE1y2eZZBv8Op5iCxVmwtrfCZDXdzb88w0WevqhqPr67t4/rCYb7X2kXPuHzlrqtx2gLtW2SS/nYbErcNnXGDX5UMHUgY+oXTnGuW2TGwzEovR2wU56slHMdQyXXwnQSJZaY6wN7xOY4sj3LL5f+VYSk4myh+5cyN/OKG2/npW34G41qEAaclkQloz2I8ML5FJKnAj+oJJu5JWHpnl4wf0Q09itkentIs1gtYC/lsSLOVQceSTD6kU8tQHm4Rxg75TMjXL/ksc4nDmWSQ8/EAf/jN12AlZBYlQwcTVt/Zptf12Dq2jJKGJ8+PUip2KAYha92ATs/DdTXR0SI6kwoiCZuu9bM/94EfHKw1PW0n3//zP9AaOf3+X/hfF6y1FmbwV6L1103jYRXcenIPW3oL69j+s8kA1wR1now1bjEi50Ys6yKTTo3CrEa0uxTOJ8hGBxPFICSPLG/gfUMJl/lzrJwv0R1zCROHh9pbec3wIVZ0mz1eqkCWn0/1NrTb58a0DkE9jWVtFHNqdphTpWEqhRZb/EXOLg9gz+TQrqVwUY+FdpF3jd7NLb3LWFtL9SwOhRO8rZj2UAAc7k3y9tIBbm9vpHRc9FW2U61KGUmsEgRVg/YEmapGxgoVp+8nfko2G2cEhCEoydrZMY4AvQGH7YVlzq+U0VUfBmp4Z33yO0KafS2P1UaOifwa9/YMLwgk8wkUpMOUo/jV6gYuyc6wEBZRwlI8nuaBjCuQGrQrUzX0nsVpSbymJVgKOVkdolHNMVWoE2qH1XaW+HyO0De4k5psIUJbSXIqT2/EJey5bHUytGzIdzs76cRpqFE8CUZJhLU4ndRQGAeMS9pJq20KqQ4t/nKP7kqWrs0iQ0l1TKJjBcs+wkCt6OMtOzixoDOuyJ5xWXOzCGnprmbIXqrY4QoatsWYWqN4XIIAv24Ilnt0zxYQiSAcdjCJwDkbUBtyaJVC4lqAakvijKVyErQvnyKF+iGcgX8LMX6AUQnahIMemf7rK3wNFm7asZ9H4wr0k0UnoxFelunwndYu4o7L4Zlxbtg6Q2wtwWqMDUP81Qh6fTKUKGKxWuRwPMSZaBh/0eH+hc2sLBX52NYvs6JTfMaE0nyzswGv2iPrZzCOwKtHWCXwmmlca7XGWfY4UJ1YF4nR81lySwKrBHcsXcTZ84PcUr6CtbMlnJbkYk/w1bVxlnJn12HDR1vjUDrAd+oXkV0yOD2DDE1fSNfDSlLFK0fgrcVASq+nIoP2JTKxeL5Mzy+MCJYU9UyBI5GbtoXPBQRrkicKE5Tn4YEzm5HKEFYzyI7kMTvFxFSH+QTG++HWkajDbK3M/oGNPLo0jbGQW9SoMDUQQqeiP07PoHoGGTu4bYPT6NFYKOGtKA4GkyTtlAQ2Ny8xjmQtKVHPpsfIrwgOzYzjzATMv6DDqMqwEhc4e2aYhyc2k10y609i1TN9A5GyTxtHIEwK6pOxRTV7ZGYLWBdkCFGUQ9rU2xMGorbEr14Qg3bJLliSrI8wAoSlbhJWtMt3mrsJjUNuUYMAt6lRjR7BUh6nC2dLwwCUFgQicYnbimBN4rRB+5BbStCe+Kexxv2bgfjHR2QcZPLUleqYGATM90qpceh7EGXVQSIYcpoIxxBkI9aMTTP5ngSlMJ4CpRBCgJR4fkxZdhhz1tA+lDNd1rIBVROw0UkoiAgQDKoWxlNoX2IcsE5Kx6Z7qXFyROpmF/0eFa9NVkaYTLporYKhoM2pTMyEv4bNGHSSJvxKToe8cGkRE1tN2e3gIhjyWhz1BMLK9ZtEe6lepnFTxSvjpXOQChApwayVFu3370gl0xAgSMgGIQNBl/mMRfcsfjZGBwG5bIiUhijrYqxDLpPGy4WntQWXpSHwYgbcNsUgpW3reOkxjCMQOp3ThblqXyATgXUkItDoQJLNhnQALRy0r9CexWYMbi7GWoH2PIJsRC/rU5AKiUip6XNJSvzr9bVSLWAlwqRGySqBdkHqvo6oAKtU6torwAp0NlVf175CGNC+xfgCECRZi/ZBZ9J2XGEgJySxjBl114itg/YFVoDqSayrMD4kgMqlCVsduOlnBgYdCkQi0EH6PWhP/NPSCP/aDYQQ4tPAa4Ela+3F/W0V4GZgE3AGeGNfTlwAfwS8GugA77DWPvqPHaPZC/CqT4UYf9sdBwvfPryL3bn5lP1otcqVwQxnEsurcyf4iJ/wqs2HuXltH1PeKrVtHuOncqxt8fCWCohGEzIB1284wfO8hNhbpLh7lbdO3s+hyhSfXnoRfzJ9FxOOz4Ohy1V+jeamgPp2ifEsxglobhAEq+miGHvIY3znEjeOPsZlwQwFGfPgzk08mR9FOZq3jdzLkN/izeWHOb5nhHOtMt/qjPLi3NEUH2BjDkSaG0oHmdWSNw08yNf2Xo3bkjgdhepZ2tNpnB0suWgfMkuS9qRIdTV6kGTS6k6cg+J3A0Q+h7qoyZUT59iVX2BHMM+ntOL8Wok3bN3P55vX8L5tD6QM02PDnOuUeeHgcarGY8pRHIlSjMW4k+eGqaPckD9EabKLwvCRS27EaUt0YJFxaojSfImiO2bxag4yznP19hOcHRvgVROHqcVZ5nslHi1O4XsJV47MsyFTJbaKr9rLeMu2/Tw4sImSzLCi21yRPcXCziIvzZ7idy5OvQUsuE2ZhjVemg/SXt9AKFBdidfIk7ukijaSKHbYPbxCO/Y4P1ICKygXuqyuFLCJoDLaoFYaYGrbElJYGj2fvPQZUIrX5p8E4OOXvBoLBCsOQuexu5tEieK1O5/AWMHXk72UB9qMFZqcXyvR6fgEmYjVuJwaqh/SQAj73A8x/tEkpRDiRUAL+PzTDMTvAVVr7e8KIX4JGLDWfkgI8WrgZ0kNxFXAH1lrr/rHJpEbmrYvKr6R5MwMAMf+5PmUDzh4TcvA4UZKYPvAAf7k7D38yD0/y83X/ilv/ov38Xs3fYEP3fxWkpxlcMcqxY8WmHtvxNAXshQeOYct5rjtzr/kjo5L02S4IZvmGjSWq//rL3DRy47zmuGD/OZdr+dDL7qVj9z3Kj5w7TfZ5C3zs/e8hbc+7wG+PrMHawXj/3uTv3zwr/CFs86UdJEnWdYhnhBoaxlSGb7TDbgqaKAQXPrl/8CD//4PeNepN/DCweN85ug1PHL1p9nzzfdw9498jEfDEe5u7uTQ2jgLzQK/tOt2BlWLj597OVvzy/zN8Yv56Yvv5XR3mFPNQfaU5jnbqXBl+Sx3/bu9JMMF/tvNn2CgjzRs2RAXRWgTNJY1Y/EFVKRHjMZFYTD87sqVPFLdwGytTODF3DB1lN8ePcCSbjMgA2KruaeX45HOFrYFCyzGZbb7C9zZ2M3B+gTv33AHN69cxX3fuIQD7/74eokztAm+cGjZGEnaH9E0ev36FPpVgI8uXc+5TplPbv4rAqGY05r7upsZc9boWZe7Gzuox1mmMjUmvRo7vIX1KsYTvWk+9eev5K73/D6KtJMzJbdNW6kBslKxZjSxhZIULGrJhLK0raEgFR+vPg9XaF5VOMhCUsAgCUTMJxdezP5vXMR3f+b3iawlJySukFRNQkmq9WvbswZXCD5Vv4xLMzPrfRBSGK7ffOIHTiYGU9N26ud+MA2bkx96/3MzSWmt/Z4QYtPf2fyjpArBAJ8Dvgt8qL/9830FnweEEGUhxLi19h+s/WgfTD67/nrPrllOndtMb1gw+GiCTVJc/gYny2t3HeRiTxAPJbgiwb+4zkSuw5mzwwx0I3oLOdxWgk0SRBgzk7S4NnDo2Tp39QZ5cVCnqjXJzg7vGL+Xy/0lvnnxSW7IPckfLr+ev1m4hKGgjVry+Nb8TqrzaQ/FWFLj/jDDNX6XQZkh7yY8HsGj3Z0EMuaN+XPM6y6X+SkcvKqzbNg7z5DK8a6Je9juLrO0pYgvHF665yjjKstfLF3FifoQ1bUcuuny5YErKbghh+dHOZ8vkSxmuW3wYqrtLO12wGonR6MdsNrLkY0TZDdZp4kbVpZAKA5EiplkmCv983yteQk3FQ/QsjGrWtC0gk2O5vrCYS7JzrB/YCMDbpsb8odY0poRlaPVZ9D+0srVnG4M8mhmmmYUMJzZzLHaMNV6ni9mruGxhSn8GhyLI84nRfZ6tX4fhWF/byM5GbHVXcYXFiUs3+3s4NW5YxyPS/zE4H3MFgfJCpd5HbHDzfOBM5dTdHskVnKyNkQvdjiaGWEg6DIabKGZ+OSciJnWAH7dck9vFG0lPeuy1V0iQnEqmkJbyZhb53g4RmhcLgrO81B7K9cXDqfhBIIbi48RCM0GJ8O0WuN9516JKwyPzU0R1OH29kZ61uMl2eOA5rbWxWzxlhhRTRZ0hdU+cOwb83s4mJ/El2koIoXl2ah7pwvs2e3+Lz1+2BzE6NMW/QIw2v97Eph92n7n+tv+OwMhhHg38G4ALzuAVM11YNuhk5MUW5CbN88Q0VnSHb4zu53q8HeRbUVZdugeLXOmXCA73Ma4HqIcoQMnFdRxHYakx4nEYKzDXm+FvMzjC41zLMu3d+6GIjx6dgOnxkvEJc3lA7NM+jXuLW1n98Ai1WZaCxdSstNdwxdZElLo8HZHoDKnCYTGFR6TKsuZpMM2R9JRTc6cGGXtoi7fql/FQu4cd57bQTL6EPfNbiaZ/g7XlE/hSM1xOUzNyXLVwGkqqs3pyiATuTVWy3kurZznXFDmnFdmS2mVxaDAnvI8J5wprCvXaeIuMEHtdHtU1BxTToZrs8cZ6rdhl2RMzybkRYbvtXaxEBZ5dGmaYtCjNNnlncVZWqZHXqat6NeUTpJTERszKZpzs7+MFIbj0nBd+QT1KMvJXJnNjqIia4yoLBU02lrcYIZApDR04KCEYF9whnGVxRMNPrd2CUdbz529VgAAIABJREFU41wb3M4GJw03nj9wpo/mdHCEoREHjAZNJoI6m/tozrzqUXHHuCM3xRX+AqGFyEomHEFoDYPyLAAlqRmUbSIUW5wWntDs9Rpoa4mB21o7qTgtCnKOtrFcVz6BJxLOtcuczxfYF8yiEWx00mt6bfY4YyqkICSjaoGm65ATCZdUzrP7aWhOieHTz3IhPdebL//JSUprrRXi2UdS1tpPAp8EyA9M22fIHPexCusswf33UjoQUCJNDLlCpxf46RJmT8fPW4vpmx1XpKQeABKBSC7Ac9OhsAgriK0itgqswFiBeRrrcMqAZPv7iz7lmVrvwTekCdP0bxBGYOwFrUkHbSTaporU6ecpEqOwVmCtIDYOsVQkRpL0M3KJSfcxVmAQaCNJbEpNDxCTckhC2lGYzkkiEX22pWdedyUkPeOihF1nclf9Vu2nj/Q6SGLjkBhJbB0So9BG9uct++eZtjen11Wi0cRIPC6QuQgkkvjv3CEGQfzfHS/V9EysXL8GsVFE/e0XfoRNr29kJaZfQtDWokm/s9hqItJ90/3U047z1DElKclLaFyQ9K85xFaun0/6P4LYghaWGEFsJVoIkv6cpb1wTzzL1f6vIAfxwxqIxQuhgxBiHFjqbz8PTD9tv6n+tn9wyHqbZG0OtWcndmaOHX/Ww7ox4t79LF9guO7u5D2nxxj6RI4b3/9Wxu+xfOyKV7D9v8xiSnle++V7+dMrX8eb997N1x96IcbdQJSXPB55/PSjbyOJFXe94I/5eG0jo26dzZ+b4Vutq/l/LtrHjs+EvLPzk1x12XF+Y+R+8jLg4GWH+ZXx2/mE+yJ8mXDvvqtxBfx5c/wZLNQXeSk56i8tXMOry4/zS0fezB/s/jKTKmLX/73KL17xIzz8xUv5+g7NxF3wmxuvYPKPXN4zdT2f2nAPxwoHOTzyTJbsCfd2NrlVPp25jg8Nf5eD0QBn4mEu8Wc5Ew9xZTDLT1z1AXqVlH36bKKYTbI80Z3mxuJ+RpXhC80xbsrP8LHaHqbdKgXVZZNT42u9Ib5y19UUj0tyi5qOJ/jIJTcyfdOf8aWVq7mmdJLYKt5bnmU+f4QhlaFlQgZUlpfmjnJwaII3FWrsC87wrn1v50QsqCi4pT2AJzQTTo3tjiFG8EjkcTwcIydDXpWb45b2GIPK5VO33IDXgI++ucfLS4f4k3Ov4yvb0/wOwMHcERrWZ1q11lmyW6aHL1zm80f4xr49QMqhqYCziaQsYVqlC7Rn4XIvDZWqBl6eqXNOQ1Vn2Oh0+ehtr8O4sPXi86y2szx6xc0AbPVu5T2Xv4WNTmrybu0MEoiY64I1OlZQNVCWMKo0oYUPjnyLze4z9Tjf/WxX0v+kBuKvgbcDv9v//bWnbf8/hBB/QZqkXPvH8g9PH63tJQrVNax+yhJXLzWUjiqELtFuWAYiw2ojx0hkOdscoGx6CK15Ze4IH7viZbyl/CA3T11HOOAQlwwPd7fQbfqQSO7rTXCgNcWwVwJjUD2LailErJFtxU+P3UVGeNR0h7eP3MMGJ8P2zCITbo2/3nMd9/Um2d/ewMnGEAvNAg90NzLiNNEInmyOMuJtYa2Z4cHOVibcOpgUGOX0LE5bokLN0eYoIkm3r5kuO9wco2qZS70FDD7nki4vzfRwheIdlXsZd/LM6TaDqk1FRgRigZIULO8DM9zjwXCQ83GF+ajMyc4Q4319z/3tDUw4NQ63JljyUvXrBa/K4c4ETluk5x6md6fTljzS2cLpxiA5FRFbyXz+CONOntDGFGVATXfY5rqMqnMsadjnB/z4jkd4oLuFitNif3sjUljGvQGWvWVi63AqHOFMbxC/z5z1/fZmKk4bpwuqCyeawwy4m5lvpLmZmukSCMU2FyQRvshisOtNZjGaihT82K7HeaA3SSBilDCcjysUZZeCStGcPeM9paxlsqmyVjxBVedZ8FZwOgLjwEKjQLfjs6LbVA1sdy1v2vV97gsrADzW2ZjK+3GSjvVp6ICi6hGImMgqXp6pU9MdqsYggZ79IQja/rUbCCHEl0gTkkNCiHPAb5Aahi8LIX4SOAu8sb/7baQVjBOkZc53PpvJ5E41sO0OyOG0xg7kTyv8NUPudAM/20U7BXKZEONkGcx00EKBlByKRpCnMzy+bxKvLijMGsKyZLu/gBskaC3Z5S1yJDPBiNvgcTGd9htkNFZJTGB4sL2NFwWHGVBZ7q9v53LvIGs6m0rGnTbs8haZCwZYyeQJtcMOb5FR1U3xAJkG2/xFMpmI7f4i004VpGQ006TqCbRvMK5gKlvniJpkONMiL3xqutPnuCyz2Q0ZVZITcciYMuwPN7HHm0cjaJqAsoxoWxeFpnhS0G0GbH/JKjkREYiI0Djs8ucpy4hTwQq7vBqTQZ0pr0pB9Zh2V+kYP63puyL9cdKa/rZggUcz02zMrBAbhyH1TMHgAZWlpjucSxz2ei5LusPdy9v45U23UZZd6kEOTyRMODW2ujWipy0WX8bsdFeZCZYYVC20B8pLr9lWf5FydhtKyHU8x4pu07MJFZlSx004fh84JYnR3Le0mbcMPEBWJigsORFRlt115uqeVRRk6gXUTZOKTMiJiFXTYpNTQ3sppUAx08NawYDMkBUJByLFPctbeVv5QQCW/SKBiNnl1WgbyZryKckQT5j++TkMqCy+iNbBXc92/KsPMay1b/573nrZ/8e+FnjvDzsZE7goKdY1HwDiIiRrAuu7tCKPrIEwdslpSzPyydoYrGVENYkGNNPuKknOEhYlYQkW4jJJrLCJZEHnWYnzSC5I1YGI06YcEQu2BQsYDB2j2eitkBEpDHnEaRDlBQtJgZU4FYFtRx5LOlV30gjW4oCFpEQYOSwlRVyRgEmTbTKxyDhVtapGOYSxNKKAro3ISpchFeKKOtr6tEzIsLLkZcAWbwlXKDwSBmUHX0BBRrhCEpYFYcWwoHMsJCVWkiL1JMtCUqKnOqzEBRZ0KnfvCk3PurgiYSXJI5O0fVro9BrIWLIYl2lGAStxgcTIdYmAC3DtjonIS59R1aVlDSXpsbW40j+ey0pcQAmDxBDIGGMlS0mRlTiPLxMWddo5GdtUSFkmUIsyrCRF2lGaDOyYCFcoCtIja+06N8WF8qW2KSfDdKHOgi4SmBTncmEObdv3IGxKTy+Foa6zxKrNki6siwNLneZAupFLFClaNqRp0kTzlsIqCzqtqC0nBVyhmUtWaFuPpsnQsx1ckRBbhx1uQqfPW6mEoPccwDX9c4/nRCflhaFqbWxfO9Oq1IPInbf4DYOstxnMdOk4AxQyPYyTZyzToi0zWCk5FE6SO+twX2c7waqgcD7Baym2+wt4QYxOFNvdNTb4VSbcGvfK7SnZjG/S4/mGO+u7eW32LrLS477mNl6aPcd8VKalA3ILCdvdGrP+MotBkTBx2O6uMKxSROFY0GC7t0AuE7LVW2TaaaQeRNDknCfQQdo+PZmps6g2M5JpkpcBM0mLo/0cwx5vjgGV5Xs9mFYtvte6gku9x2jYDAtJCSkWmU3KqZDuTCqHt8ttpx6EjOkZl+3uCmVpOO4vs92JmQ6q62HHBqe27kFoV2Kc1IvQvmW7v8BwZjOb/TQ8uOAxDKjsOgp0JmlxOBrkldmQQ1GX++c28ZND36MiI+p+FikMG5wqW9we0dOShlkZss3tcdJfST0IP22Cmsg02OIvUcl0iK1eNwgn4y5t6zCm2pSkx6DMENoEV6bw9cfnJtk5tUog0iRo6kFEFPodtz3bodBvz6/LGhWlyIoVllUqjnzBgyj1PYiSzJAXhidjlwfnN/BbE6mhWfCWCWTETjekbbusmRYlqQmEILaWmhEMqRy+cNYRs896PMdtynPKQJhiBrmonkFU29gM+RlJIZ9hthYwFmqWawUme5aTtUHGkgYiTtjjn6dzUchr8wf55PgrwDj0hi13NvcQ1gPQgtvbO3hobRMVbwSSJAUfrSlEbFBrDm8bupeOjVlJIl5dPsCIyjHlVdnlz/OX4y/nm+1nksx+s707bRO2goO1CTIqpl7P8Z3mbkbdBmjN0foIbjtFQjq9hP3VKWSsOVYb4fREi2HlcLlfZ69Xo6Ylc1pwle/gizxvLj1CXmTJiYjL/DkKwhL02ZHWtqdambe1N7MYl5iPSsy0B8iqkLLqcN/aNgIZ83B9I4P+EHkVMuavcbQ1nqIyOxanZxBW4jYldzZ2c6w2jBQpA9ZLc0fZ5rrUdIe89JlJWmxw8gzJJsfimB1uwOs3HeRbrT2UVIcD7WkcoRnxmmzwVoitw+lwmJnuABkVo4Tl3sZ2Ck4PtwVu2/JEbRxHamZrZUIbM6+7BEKw9WmJv9DG7I8SsiIhtJZtruJlm47xzfbO9fLiYlxKGb/lBQ/CIydDFKkHUXFazMUD1JIck14NtykwLszXikRdl2Nxm6oOUFhev+kJbm9vBOCR1mZ8mVDPzdAzLk0TUJC9dQ/iJ0sLzCQtlrWHKwx1Ezy7G97+L1Dm/Occ3Ykc+fMZbJIWryyQTIYkqwHdyRytmkFEMbruo3qaej3HqEmVoodVl81Ty0w7kqSgaU8pzHDEY/VpVEMhtODBtS2crA2x4EVkTQena3FbEhFr3JZgp9tlUUtmkzLb3VVaxknLWMLQnhQ82NjCsfowy7UCcdvlofpmyl7/aVMvctCZwK557K9PUfa6iESzVK0w1E9SytBwrl5iOtSs1PM8GQ9SkFUK0sNBcTCKORRNsMdb7Yvw+NRMl2VdIStqVK0ktpI5EnobQ6Ynqtzf2EotylILs6y0cmT7bFRH6yNkVMyp2iBLfoGMEzPrp7wSbpsUQdozYMHpKA7WJ6jW8xyXBm0kB4cmGFXnOJc4jKouh6NBhmSTrPQ42Bliq1PnmtwJ/mz+hRTckNONQZQ0nPPKzAYDGCuZ7xZZ7WZxpUEJy+HaGFk3wmmn8Pb5WhFXjdOpZ5jTmlPxIAXZJS8ifOHQtRFVk/D93g7Kqk1TZ8jKk1xTPMG3artxhEEKQy3KEqiYvJOGIqF2yKjUeLS1R8HpsRLm6SQe5/wB3HaKMWnXA0RPcjgaZTYaZG8wyzX549xauwxtBScawzjC0NUeoXFoJx45J8KVmtgofjR/ksPRIDPxIJ5IqCZ5/q1R6v/HkTtWxTRbmA0jKYkMULnbJ6hpcser7N3aolWYYmLLClF5mCu3HKfpZTGBz9+2d7L8jSn+YPhySkccSqcTwpLLh/7P2/ippbejE8lvTtzOzYWLmXBrfM57Id0hSXcqxuQ9elMx7z/3Kj4xfQd7vJCfOfcj/OrY3zITVlhJ8ow+EvPhn/oG3y5v4aHBtMz5n6a+zqiSGGv5TRmlZc72G/jA9DeZdhr8rP8OXrL1OA8PXkp3QhOVHX50y0Eezu/jhVtO8MpsyMnYcl+vxKlohJ8tn+Iyf5U7Oi7TTofP1q7lg0P34oqEB3ub2Ouf65c55xi7w6UxNM5v/eIXmdOKM3GFI71JbizupyLh68XN3Jg/yyczF6+XOaedOvt7U3x4/KaUcyFOgUrdMcv7N9zBFzPXcF35BLFVvKlQY0nDXs+lZQ2vzIYci2MOdoZ4Q77B98OEDxy4iS8+79NUVMwDlcn1MucWJyK2luNJnqPhBDkZ8trcOb5ZGmNQtXjv6M+gM4Ibth5Jy5zyJWx0PHa4ISA5FGnaVjCmEirS4d2lufUy56K2fPix1/Ctaz9BIAQSmNOKgkgo91nJLrRUKwRVkzAkPc7pmGWdYYvT4YXjF2Nc2LJlkVonw4/lWpBrcWdX8cH9N3HvVZ9EY7lnYJRAxFwT1OkYTdMKyhLcfot3z1pemQ2BOQC0XeCDz+J+F/xPkKT8lxyNiwcpNVoQJlidtiStviCieMBHmEEW57Ns7CTMzQ+wsW04uDDOpngFEcW8Nv8kn33ZEj9XeYTPbX8h7UlFMhjzpdVrCJeyoOFT9Su4Z2UrZb8LcYzXsHgrDrLbwl3J8eGJ2+hZwdmoyy+MfotxlZY5d3gLfPnKF/OZ2vN5fG2SM/UKjVaGzw5cw5DbQiO4e2ErjSTDymKRL41cxbDXQsQJjyxM4zUs/qrCacfctbiNQi/h+wtTHBnrsM3NsMFpEmfqLOmIU0mWV2RjtA344NC9FKRHIGKuCs7gibSSIoGF6zUDYzU+Vb+MlTjPYljgfLvMWpKh5HR5sLaJapLnjsXdDPgdck7EkNfiZGsIv5ryObhtg0wEXs3h5pWreGxhinqUJTGSfcEZ9vkBS7pDSXocirrscAO2OnW+Hybs8z1+/eKv84XqNRSdHkdaYzjCUPHaTAdVYuNwtldhvlsiUDGLcYmH1jZRcEL8OrhNy/0Lm6nHGY7Pj9DZFvOk1uts2Gn1JE0g3tlVBMKjbXx2e13ef8mdfKb2fAKZJimXoiJZFZFXae9DaFyyMk1SriVZSk6HpahII8kw4dfxqyli98zCIKbrsD8MOa9LbHGq/PreW/mztb0APN6YxpWaw/nz9IxLS/spT6lMMFby3oGDHIq6nE+KeELTMNm//+b++8Y/o4EQQrySFCypgD+z1v7u37PfG4CvAFdaax/5hz7zOWUg5l6XkJ0bxZ1dSVmkgI+84Cv86uKP09irKX8vj7swz+C9Y2Rma3jfqWA7s2AtHSv48z2fpWfBGe7yjt0PMuWt8ts3v5Hhk2lV5PPt6/HWBDMObOo8QflYF7/hI1cbDD9apPJWxa/Ov4T7FzZy9/O+yK8t7ePJxijHC6Nc+6oD/PmtL8ZtCZwOFHuWW06/AKPSJ0GwJLinMMzgOcv3Zp+HcS1bG8cw356gfKKD3/DJzjSY/dYY5eVzyG9P8VPBT/Cujfeto0P/w6k3cmJxiP98xZd4pLOFm0qP8jtLV3FobZy95TlmuwOU3C7z3RIffcnNbPeWuOkvfh4Rg4oEMoJbipOpOlRDcLC4Db8mOO+kSEjjWpyuYOhQQrAU4jR6WEci4zz3BZfg1+BkrgzAu/a9nR/f8Qh3L29ja3GF++c28fpNB7kmd4IPHLiJX7/467wxv8Z/vPkqrAKnk/IiGDdlgcKCCgUyTGHajxV24LZSSPfY4Qino1m6c4hH8kMUVizv3fganlgeoxCEvHj0BJuCFZbiIoeb4zx0ZhOul9BreezcuMDtu25lx2dfv64LJ2L6RMX9G8k+xeQmTPqeTEAkAuNZxg8kWAfaiwEygrcPv4NmPcuvX/03vKO4xI7PvwkAp5127N6TvThFXvYRpbZPAXH0JWM8vjRBvZZDKIsJFXDgB7/h/xk7KYUQCvhj4EdIIQ4PCyH+2lp7+O/sVwDex//L3ptHS5bU9b6fiNhTTifz5JnPqVN1aq6em26gmwZaoFtahlZ4CoiAXkWfiKhXL+rzqni97z2VpSLvvuusiKIiXBEaBEGaQZBuupvurh5qnk5Np+qMOe/cY8T7I/JkdasXq1xerfUWsVatqszKnRF7Z+zf/sUvvgM8dFnfezVIzo1U5swdwavJ1zcAOPMLd1A+Y6gd66OiDO0qxINP8K6Tj/GWT7yd33rVH/HjH3gr737z+/kv7/ke4ppg4qVLqHePsfYjISN/MsLIw5bN+YnP/gXvb8+SGsVbq2cITUIgHF74rh9FvHadl80d5WOfegHf+eov8YH9t/ErL/gIC+4a3/XgD/BjN32BD529FQPUvj/m4w99gthkXMgTLuZFXhhY0xYXxdrAXepjvTKvKraQCG76b+/gf/zQr/GmJ7+X50ye5/OPX8uXX/UeXvKhn+RTr/81NvKAz3evZX97C+e7Vf7v3R+jrkJ+7cLL2VNa4S+O38qPX/M5TkSTHO1OcnP1HKfCce6oHucj3/ZCsokKH/vQ7w0l79s6YlQViU06ULnWpFjXLQBfuIQ64c0nX2WVoC5WEEHO7btP8scL93M0TdjuWMbn8VTw1f6OS96c3jL3d6/jkeY2fm7LJ/nAxgv460/dxpG3/ja50WQDwPVmH5sWeF0dD1WvXaGITMZbTryWc60q77/xj9nrKh6PJeu6xLRqExmHL3SvpTHw4ljw1tjtrrKuC4yImCfjOX7lT1/PEz/0/w5h9A6XnMPsGBza2nqMVmXAWt5nUhXpG6tu/dYzL2XEiXn92EOsZiMDUlnOe1fu4kufeg6Pfv97gUsw8dAk1rBZqGeph/9Re55bg8WhYrfEcP22pctmXRZm5s3277s8NuehX/r6bE4hxAuA/2KMuWfw+mcAjDG//A8+917gs8BPAu/85zKIq8KbU2QaE8XD18EquH2Du9LBSDEUjFlMJwhWJYvJOE4IzbxIcUVTWDUETooR4LvZJX6+EGTknIgmORFN4gpLAw51SnEtZ6NR4kR3nGBVcKI3gXStN+eYtJLzVdWj4KYEjmXrWRcnGxzOpmMAFIVVlV7NPWKTspiMo7HYgeKyYSmv0Nwoc7IzhremWMtdgjXBUlahriLru+nEBE5GTfapy4wRJx54c2aMOV2qTp+Ka9+ruFZqHSEwUuALK2tvC3r2hvGFS2hyytKnow2hTocgntCknOvUaG+U8NYUcs3ldGeU2KScz0Zo6YSmzqirlLrTtZ6ZKqQuE6oqpOLG1FXKiBM9yyMz1JYMlhtNUdqbSaPpGU1k8kHgsIXD041RmhtlLmYVUpMPfErDgf9mZK0HnGjgy9mlLnNqMqKuUmoqHPpnbipqbzZfOMMtx7L0qQzGUZHOUMLeFYqTrXGOd8ZZTMY5nYxTlSljyjDiRGhlht8Tmcxuvw6Cw+bxvrBeI2OqOxhzTl3mjKl/gaq1vrw/l9H+Z0TJS30JcQswb4z55OWO76pYYlhlIh961pS2s31AnJoZQbUvCcnc7J8j3tfnZaWj/PqEYY+3TGunIqob8k6FsczQbBeZSSwQisxG+5ePPI0rMlbyPnOqiBKSzrzDrdtP8LL6YR7du4NvHX+crzy1m8f7C6zmIyQdjyd6W7nYtmCorabJSt5jXBUoypgdzllC7XE6ywiE5nrPrptfWT6Ag+UONPfCbrfFLTtPs7O8xl9ur7PFyejti3mO3+O+7jYO9OY42RljrVvi4Wg7Y6rLsfYEsXZod4p8rbedM/1RznTqeDLjbG+UsoqH3pxnspApZY1qFxyPUCfDbObJJBp4kdqbIx6oT+8ZXWVLpclTwRzFYswrZg8ikdzgWVYmWG7F/t42mkGJtbRC0y/yZG+eU+0xvlqfszWH0Abgdm4zF7AB40zWJRCCMVlgZnC9DyUh13hFWrrP3fNHODAyw5zTpiwL3Bac5b7u9UwMVK2f7s3SSgs0siKrWYUNf3lIsT7Un0NF0MhDesbmEFPKAsw2BgbQFSlYyi3BbZsTcjANuMmzGcWFrMtdM0cYd7q8uLBIaBQPRfMEMuVIZwonFCxmIRKGPIsDSZ8JpSkLl5ZOCA0UBTzau5HIuJdUrfmXqFpf9ifHhRDPfNr/3oDweFlNCCGB9wD/4bJ75CoJECI3mOQSt8/tCmRmcBr9Sy5ZwLouoLsuoXYYZHW4bSv9tcmQFPKZdD1BajTreXnwI/bRWIKP1zZ2azCroHqSTl4AYUU/XJFZ7wxxiXkJljEYm5RQ50QGKs9g76Umx0ERDYxypZG4bUFTOzTiIituxY7dGOgrYqPxRI7EDPtRaJTQKKlxZQ7C4Ioctfn/wuBI+5lN4xywjErNJebqZlroDl5vPuU32YlrUYk4d8h6LiHQSIvEJqNjBHUspNkTOVIYPJFZhKTQOCJHSTtuR+ihFuOmW9bwsrPJlPzHCWogHGtM3C/S1D4AHePgitxed0AJg8QM3suRg+viiXxw7oM+zWZfm8Y9tg81GJgUBims45UrFNIYlNCsJhUkhtDY32uzb0dYbUordvPM83n2XWzPTeBKe5wrMnIjr9w458qcu9f+maXLP0eUrADXA1+0wm9MAx8XQnzr11tmXBUB4h82FYNMsZxe7xKqMtIuqidZycuoSNDWASoGJ4Syn2BkGd9P0U5haJxTlC7reZlmXuSlhe5A/UhY45ywwFpaxulJziV1hKeZdZvMOQ2klzPjtZ5lnFOVnoViG1jXPlsdxYTqEwiHjs4oOwFLWZUbvRhfODgRaCPY6BUZC3rIyNKenY6iqWHWtWY0F/0KYepa4xzVo+b1mfA6+L7VTezmPi0/YMLr0M08Ztzm0DinrtQwzY5MRlUW0GhikzKhDF0TUxQeGH1pDa0V670iIpLkwuFCVB2k1HpAm7bblTPeKLNOA4lFSE56Hc55NWadBnWvNzTOcVBDFKESkpp0hin5Zj1iQhnywfevRWXC2ENh32vqgDm3wbRqkaCY8KYHoKs2s26DrU6DkoypyIh1tzxw1vJwZY7GnlcZHyU3axAu09gdjbIoMOuE+KJMTEpVeGwkNttZ1wU6OmDeXScQOWN+iHahruwW6WZgnVCGivSG17lITiCcgXHOBkWZoo0YCMZcWftX3OZ8BNgthNiODQzfCXzX5n8aY1rA+LBfIb7IZdQgro4AkeUYc2kpUT6r8Xoa2WiTzY0NaxBPR/NUTkm+1N1HsA4H4zlGziTEHYda0KfrCCpBjHYYrNHt2vjvm7tItEW+HUo0dRVSXoo5cXqUr7lbGTlp+OLKbhw/Y8FdZYcT4gcp27w1RoM+2thg4wuHo2nEwWSW08k4z/GODQlGfx/5BKLB59rP4Tb/K4zIgJHFnAPJLK3FGoeNoHheciIdZeQEPBZt4UWFs5z0NlgKanRTnwW3yYQUzAQttnrrlIKEHd4KqXFoZwFbvXUi7bLgrQ1rEFVZGPIBzuY+t3qasgw4mvbY45Z4OE6HXpl15XMuizm/USU9X6J0QZL7isdGttDdmrI/2oYbnCFFstvRrHqr7HQbBDJlhxux1VvjbDDKDidhPthAezwLhi2BmnSGojONPGQpFwQiYadb5kzWxQWOnJ/CNDwWrxtnm3OWh8KbuKd8gGmVExnDVm+dokwi+BQAAAAgAElEQVTY5q2x011lu6up5i1qUtLxVtEeA9FbW3yNTYqDGvYLMDn4XQDmVJHU2NrTqCry5IVZAi9li99gJa3wc5N/RyAUs0GT3DdUBxJ+57IunhDD73omHBxgwVtjhxtRFIocPcxcrqj9KwUIY0wmhHgH8BnsNuf7jDEHhBD/FfiaMebj/5LvvToChAAhxPBaaVeglRia9m62oozJfaioCO1glaVdSe5azD/YJ/ZmrUgYgyskZSch1fngOzICIdCOxLiagpsSeVDxYqu+jCQFtLbiMbl+dpocCE1JxpRVhHzGU6YobbW+6vRxhUQJiXYFJRljfI3v5IQOBDIl9y0/ITWQD0RRjLFCJCl6KIySa0G6KXxi5OBv8SwBFNu/wBWCQOSowVMuEPbpXBLZ0CvTQeELcBxN7Gu0I8k9g+9lSKAkEwKh8dADYRTHirIYSWIMqXEG4zCk2rECs4NMYRO0tPkabNGwKBICYccZCIGLwHFzEtcQyJRASCoyIjWSxGSkxorH5EYOBWRSk9rxYAZO5c9evkjkP1rOPDOjycgH/p32M76bUfBSKioiNg6pscu7VKtnPdEDIXAHHAu7RHv2fEyMIjEGF02OGYrXXEn71wRKGWM+hWVUP/O9d/1PPvuSy/nOqyRAyGd5c/YnBSAxxcCyOgf6EAveGr05zXOLJ/mjUdjjXSScdOhPCOgXKaWadhgwlhnQeqhEdXP5DIFI6OqILcqlKD2iusP4XIPrahf49PwWbh89xVMntnAsniY1qySRy8l4kkZUwBjBpO7SNTF1pdiL9ZHUOCwP+AP7XCiIAneWD1MeCL92ZySzToPR2RbzIw2emKwzrXr05g3XeSscS0c5FU+wHFXY6Bc5lk6wrrtcjEYoqJRe3+dYPM1iNMaF/ginvAnO92uc9CeH1nvruk9ZuFSkxw5hi7JdHTOnilzIQ3a5PpJLVfgpVaBeCnHnclpZFVPQPG/yAq6Q7HRXBzJx8LXE42Q8CcBKNkKO4FQ8wYX+CMeyMqejOiq2N0RsUsZkYXiTNvLQBgfpsUVYifsLeciMsnJ9u6dWOeXUqUlLBrshOMuxZIrmwN37VDxBMy1YBS0jyFlhPS9TUyEnkklUzKAWZOtWm1u7oU7JMRSFy9pgy3NK+ZxMU/a4dinW0n12j60y6Xe5pXCKnvY5klpa97mohowFK3nPWhMMMocLWZeKtP6cXd0nNZpAKI7HOyjJmJKw7t6bTvFX1P79UQZft10lAYJnZQtZ0bL9UBKRDQpyQCBS9EjGhOqR+8Y+hUuQlqHTDyhnhjjykOkgQOSaps6YdNrUVZflPGOLYwtjWSCZKHWZdDukI4Zt/hpEklPxBKlRmL7idFSnE9q0dVK3WcrMQBwWXJXS0BnnsgJFmbLLsU+qORWSmgItHZGWrZTddKVD2Y3RBRvoslpGRQqOJdOc6Y+y3i/S7fucjCdZV2VWwgqezEkil8VonKV+lfV+kfNejeV+hcVg3NLVM81S5jClEiqDdX9LRyznklElOZcV2OLYusPmVmhBePhORrGS0CyWcUspWwsbdHSOLwybGpKbgQlgLS2jjRiO9XA8y4V+FRlbnEPPaGYGuxihTljKBUWRsEWoYWA6lxWYUTZNnym0WSuUSIwiNxkVmXA8nrLUbONwvl+jndrrbmXjJM3cOpUtRuPIBDbymA1tv9sXCRs6oaUVOZKaTFjM7A6ES5eT2TjTagMpBMu5ZtLvMh9sUJcRNRnzlf5OApGwHI6gEljKHHyRMzrYxj2dFZhQfaoyZ0NDqB0qMmUxGqMoY4oyHlg4a6w8ymVO+/8fS87967aByc2z3jJYZ+9nBA4pNGi7nBCA3hQlMSClBglCmGcd4w3+nRqbXm9WvBEMdR7R9v+RdglQlNYB3JcZSl2qTAdCD/f3U2NwEQQiIxA5GnBxSQZ6kJvprMKQazl0flYYGOhcBiKloFJLZlIaX6aUZIyrcnyZIaShKBM8meNKjS8zXJkPVZSRAl/kBEI+Y59eDoE7gcgA+wRXA2l4myob8sG1MwMdTk9Yd+pNcFBJxvgyw5cpvswoyng41pKMCVSKkYP+MM/CGQSDZcUzU/JAZCjhI40cLgftroQ9riiTwbLLnl+gNvu170faHY4JaZdMm+ephEMgBLHI7ZN8cG1tv5KSSIa/RyDMIDOxr3PsMjAQKa7KLZZG5ATi0hKlKCN8cena5iLHFVBQdq6UpM0g1L8kHfhGgLiMprV14x606jGN39aIfoyp+GjH3tYP9nYz+rjD+255EeVFuL97HbVjCaVlh7G7Nmj780zVN8gKE+A4GNdBAn++fBth5nHf7k/y1Rhqsk/5XMKxJ+bZ2FNk4jH4nX134tYiXl55ih1OwrvrIS+rHuJkfdxOaMdhq1PkQJqwP9rG0WiGn594jJt9F/D5i84o31Q4y69d/BZ+cfbTTCif8QMZ++N5Tjy+haWdI5RPOBxIJhl/WPGxb9rNvaWjBDLFFZqT7hivLB1iQjk8OnqO64rnOVCf5q6RAxz2ZzngzfH8ykmO+tO8pHKIp9zdaF9xjVekqyOWspiTWZUXBRE73QKPxgm3+j5/G7rMOW0CkTOlHA4lmjMbo2Qny5TXrOPVR83N/MT4l/liuIdbg0VSA68oLVFTIXvddZbzArvcaBBADK8unWM5rfJ4ZY/9vWTAocQaAU8ow063TG40F/KQc1mBQGTc7PscSPoEIufzh/Yi2i4Xd1Y5kZ7lo63n8x3VR5lSNvAqoVnNKuz2l1lw1tnjCtb0eapSMes2+MvyiyhKl1Fl6y0t3acqA8YHW+K50cw4m4KzkpcUNKGWbOiEOVXkcyf34Dg53R0+F+Iq75n7DL5weHr0NEcrC1zjFcmN5lASEgjNjZ49n9hkbHUKw3l6V+UAt/hNioO6jxL/vjWI/xXtqggQxlEI34fQTrL1GwSVRYW/VkVGGXKgLnVP+Wl+9/YX80Pjf8ffbH8ud5cP8OEbX0Y8Zmg36kwkmpVGhZnILjFEmuEKyfdPf4lApqzrPrf7BZQo0NjjcdOtx3np2FF+4/Zv4f/c+QV+7gvfzv2d69nmrxE2Cny5vYfTjVEAtuomK3nIXtdnXp2hV1wkNQ7HU5tBvLac4lDkp2c+w8wA1rt8q+LFhZNc/7xTLJTX+XjrJm4PVll7Ycrrysf5RG+Br3Z2cag5xVq3xGfDPYypLk825mimRdYaFb7QuXYIlMqN4Gxv1G6npRkyzjmRdplSNnhtdVL6Jmc5j7nVt0CpuwoaJeykjk3Kzb7LDTNLRJMuB87MEBQT3rRrPxXp8MrS0eFS4SO9aR7tbedMsMJaWuGEv8ZX2rs52JjmM9VpHm4t4HYFrlB0dcw13j8GSs2oIjMKlLDB4TrPAsjuveFJDjRn2OddZKdb5o21R/hU97ohUOrB9k5aaYHzwShzfoMT3qpdYgyAUk5PEOqUZWMBSlPKJzQJG9kloNS5zE7tbU7OwTTgOZ7dYVnJQ16z50lmvCb3lp8mMorPhHMEMuXR5lbcjuBEandkrvH+MVDqQtYdAqW+2LmD1fz8PwBKXenkv/JD/i3bVREgRJxC5RJktrJodzKc40vorZPDbc798TzeaZ+nkhm0Z6jIhNrJjF5X4T4nBVHAcXOGRX4p6Oich8OdFGXCtdWnhkW92smUgxenCVRG6Yxif28ruJq602VMdRGuZsSJ8AYwa7Cy+0tZzKr26eiA5/pdApHjCzidJcwqxcFkiu1OC4CRk3A4HefQxSk2akW8Mx4n04DgjMfJzGHM6VJxIgpOiudk1FSPMdWl5MaMOH2Uk1N3ejSdIkU3YcSJKLsxVecS1NoVEJqcyPSJjBn4XkJXR1RERltrpBAEwiE3hpbpc2h1ijhycc4EREWfh0YX2Bh9iGNpFU+0ARhTLnXHjic1FlZccSKKbjL4d4xRFnshhaCl+8M+XCwlOsMWTaWxqfmm78Yjq1tZXqlyeH6aa7wVnopnqCt73ROjLOTZSEadkLrqMeG0UUJTkX2qTjhc2kij2fyptbG1IbBAqU29Slc4VGQCSMoyIDQ9Hl7bxkRhjAVvjUi71FWXQKaUnRjjWJBUIMSQ21EUOSBIh3wTcIVg1LXXpzgIEFcsew9XfYC4KshahV2z5o65dyC//DgAP3PiSX7gL38QZ0eXHf9xHaQkO3uO9yw+yITSdLThFQ/8MC/cfpIXVY8x5zb4uXd/H1Ofu8DqnTOMP7yOOXsBEQRMfSLivVv+llDn3P3ID/ID+77Cge4cs0GTd40/RWwyjmeaCZnx7T/1Tlo7JNqD2lFNZ14SrNvrM/Ghp1n+s1m+e+dD3BycoShj3nn09Zw9P4ZwNL9y+0f4m40b+aGpz/NfT38rFzoVfuO6DwPwQt8SqTa05qlkmhu8iyxmVd7xgR+04ikh1ptzTmAcQ7AqyH0orhi6cwIVD7w5i5e8Obf93mFEscjRd49z3dwFdldW2Bms8IEzt7HaLPPynUf45KM38cbbvgrAyXCc5bDCC8ZP8R/qD7LTKXAhD6lIKyv/o0vP481jD/B3vX0A/OFH7sHp22KxzKz7mdsFpwf9KfCbUD+YUPnP5zjdGOXu+SOsJmXWojJHzk/huHa3YqbQRhvB5w/t5d4bnuSR1a08eNNHCHXCl6IKf7ryAt4190le8/s/iXYt78Dpccmb0wHtG0RujY1VBNMPxyy9LbFo+tRhdrxJlDmsrVfAQLES01srQiYoTIbEZ8pUdzUAiFOHJ2//AABHUwumeu0fvxOEwV8XjB1KOP3dOSaTvGjvMbSRfOXp3RTHQsbKIavtMnHo4vgZ7hNltA9mgN41Ao7/3H+6bLJWcXLe7HnD5ZG1nvjvV6n13r9FK7oJacXBH7ze67ZBwK1zZ9nIPMSggLmuC2xzIh5Lq2Sp4mhzgh+buh9XaNyuTbvdnoYktXUNnbPUq7Kca5ayEcJWgac6WzjYmOJ1ux8mNhmxyahJW6l2exq3I9EuuKHGawu87iCAak27W2AxGrfCp8Kw0iojWw5GGfb3tnGsOcEjIzs4tV6n3/PZ4XR5KJql763gC4ctjuDTvVFu8S9yMNqC1wInNFYGPjGkbetm7XUMeQJuT+O1FSoxFl2ag0xA5MLWbLKMrO2xVB2xqle5b9Wu2h5PbsziNhSPNeYJVMbp5ihh5PGkO8fEuKBrYqZUAYlgLe9xLqxxdmSMw90ZNAKvbaXp1WaA8KxMnNOHvCBwOwYnzDnXqtJpFjkwMsNGv0gYe5iGR+IaTjl11goDZ7K2y4HmDMsr1SG4qq0DjmxMsjhZw2vbYCCMvSYiB+UOMDGRGFKtbbDMidYL4GhErFgS1h6RpovQgl4mUW2FTAR9VSBoS5obZUxuedoZOS2dcCydINQ+XguMtNddhRm67SEjyaH1aQCcpkOoCmSZImn7iFCR+g6lFuSBPVY8g2J+Re3f//n8ddtVESC6vQL+WjR8/SOnX4PbEjzwtb3snWhhHAkXLvICP+ft5+7i52c+g+k6fM/zvsrbDr2Jgpuy/C0JlcUxlu4y+K0xCt0QUy7y/t0fIMeCrH73zj9mn9dgabLADz31Jn5s7+e5o3CKdy5+Bz+x5W85f6fi5tuPMhl0+cyXb2bHTec4fmYSjGD0i2X+9PY/HBrlXMzh5ued5thN0yg0zwvO8pbRr7Kqi/zmzR8kMYrvPfZGPr3vPn6/tZOXlY7yJ43b+YWJ/bzhxGv5zYWP8vQbZznSnOJis0Lc9XnJtUeoun0+u7iX0VKf8yfHue7aU6yFJRqdIlO1Do2wwLbRBuZTNfJ6mf/nrj9ln7dKURhSA28ae4D1vMyk6vDo/AI3BGeZVj0u5vZGHZN9TmeKL4Z7WUsrFGXCc4sn+b3tH6MoXO4IPk2KNbU53plgptCmkRSYLbR5ujHDhcYI9+w8xIMXt7PyuXE+cONvczGrMOe0aWofhWHxunECmVKTIYlReCLn4s4q+7yLHJ6f5ktRhbYOeH25xdZrP8g1XsK1bzhE3QtJjeRQY5p+6jJW6DMW9JgO2nTSgJITc6ZX5zQ7effL/owRGdHTPhXZpyRjzqZj5EjGVJeLWZWe9pl2WpxMJrg2OE8zLzGh2jydGCJT4BZ/heXc4yXf9QiuyLn/7F5WvjDKr939pzTzIvv8JRSGJ3fOs9VdpyL7NHWRZl6iJGN+b++d7Civ429a7wnDwV+9srn/DU3Ky2jBWo5qnx5auB24fw+lFcO2T3YwvsIom0E8HAvuf/w63jb5Bdym4kb/LMknJmiPCUZvW0P7Zfx6n6xQAKXAdahIh0+FU5RkzB3+BmVZYKujcP9qlD/77ts4N1Hn4MPbOTo5TV7LeFH9OPPuBn9Tu57n1U+z1i3ZXQyl2OFGKBShyfEEXO8YxuTpgRy9TdXDOOHWwCPUET9+/zyHd8Z86PxzeaSync/vv5a3vfJB9j+5A7VdcFftIAWVckDNsOKVeWntEGNOl+NjEyyUNljeGOH2+ilOBeOc8UfZO7LCuaDGc0dP84BzLdpzuNlfoT4A8Wg0s07ORr7CjFOmrg6z3QmQFNjjMvCW8Ln36KsJU4/TixOoUsbFvSPcMf1lLuTJsEp/d/UAo+52dvrLrGUj7PBXcGSOq2a4u3qAZlrga+Vx9rqKHU6H8gCenBvNNucsgZCMqiK5yVBCciI9y063zDXeCm89/c0c2Zhk67Uf5PZA8WQiuHP0KNNui8QoKxSbFpgJ2mz119nprQzdvQ/5cxwv7+SVxWU62taHNrUetjmW7VyRiqXMLinmHckRd43rPQF06OiEn71wN9N+m2+vPkqO4O7qAQKRcjqsc7A8yvOCJVxgxrFFygl1lKoUVKRHS68TmTWKQvBEfZGbis9w90bzniuc+9/YxbiMFo8qzNgsPG0LZDe9/DBP/O0+eq+psf1Dqxhlyz/P9w0/cMffcbPnkM4krOQVnFevsafc5smnF5jo9sjOlvFaCSZJEVHCyQxeW9ogNTkf7i7wbaVFlnJB59VdfmP7fex1+yy9pMZrysd4z5LLX5x+LlU/wlty+ev6dXTPjgBgkjU+H27hnuJ5JpV1fPpcv8iDvV0UZcKPjB7gQNJnlwtfiTQXs3H2vuIYe1yPX9x5H9Oqx/biGhPK5ztf+CCjMuD3z97J+UaVfitAhIo/Kr2QgpNy+PQMJ0rjcK7AX5Vvohv6pD2PcyM14r7LmVaNmaiH6sX8Ved6bi+cYNbpU5WKv49GWUx28LLiEd638SLePvZllIDV3GM9L7HPa/BTWz8NwCOz25lwOryseJKlXLDHLbOWW8r975y7lwvtEWrFXfQSj3oh5GyjRtgs8DvyJRy7MEllzfB4LFlMJ7ktOEvHODR1wEPhTVRkxA3B2UGBED7aej5vrD3CU/EM75r7JIuTNa7xEp5MBDd6AW8/fBtlLyY3knMb1sskKCSUg5ixQkgv9Sg4KcvdMsGa4UOdBVKjCLXPtcF5IjPCkWiG3EhmvQZH+9OE2uOG4jkeaO3invpTaCPpaZ+fnf4swYBjEeqEd516KZ7KOXBmhtqa4UPtm0i1wysrVh3qw8072BmsMOc2OJOOsZZWqDoh952+gQdKO3DVQDBGGODQ5U/8K2Nz/ru0qyJAeEs99IXD6BfdjHvoDM0fm2Xe7SEefIJTm+pStZv55gMLqHeP8aEfuYUtn3D4rW0vZeIHQ5KRKh/469/mLdlAbar9VgrX7CKuCQ4nU/xvD7wWnUr+4s7f5VfXbmfGa7Hjxzd4x2veQWtfzp4/Drnte2/kp193Hz9QPYvG8Cezc7x55Cy/uWsv406b/7b/dSy4n+a3G895lgLU66tfI0fwtrMv5+7Rg7zh4D38zHWfZt5dJ/r+Ed74h/dw8s93095lmPl7w+n/Y4zTP7Gb1/3SDJ/ed98/UqgKdcLazoSqVHzh5gnuLbbZn2T0jMe86rKqfXY7KS/+rncSjRt+uXiE83mV/d2tHOtPcW9tPy8sHOfjnZv4vvpX+K31FzPjtSiriK3uOh9sPYc/+Ju7GTkBxRVN7gl++XrBz7zuI7xz8RaeP7pIatTQK3MTyJSanNikLOU52xyPcFfKD297Feu6xLy7zn3d63FFzpzb4J7yAVIjOZZMcTyeoigTvqP6KJ/qXkdddXnN7/8kXhuufcMh7hw9ytsP38bf3/hXgwxHDNWgNhmUXR2RDrgVUgjeMvJa9vlLlAa1oLNZjQnVZkdlDbDOWrcFiwC0tM+LZ06wlFVYySvcEJzl7j/7SbQD49et0g4DHn/BHxHqlKVtgl/c/mruKR8A4MvhbgKR8qbRh4iMoqkL3Bos4hY0qZF87y0ncIUiNAkKQWTyoc39ZbdvBIjLb97pNXQvfJaKVOW0wetovMVVfE8TKkHRTzASRryInrDU7qeiecpnJE/0t+K1oHoqIxpVTDstHCcnB6ZVzLjbZcJpgxBoBcYxtrjkGB7tLPDmkROUZcCj3QXuLZ9gIyuRGkV1MWFK9ZlyW1TdcVpugQnVY0pZFYaa22faaeG7KdNOk2nVsxRxNxoY1GiMhLrXY1EKRgZy+ct5wrHUSqff7p+jKD0WExsMnu5v4aWFx4mMz2o2wpjss5GXSZ0Nqqc0TiiZdTJy2qSuw0ZWZkp1qUnNuNNhWsG422XcaVNTIdOqzXmnY3UjlcTIgcaiA9NOixE3YtzpkBpn6JU5PnjKFqXHhbzPyXSMPW7MkTzn6dVppmfb1GTChNPBFRnTqsW0yklMRtNpW9UvGTOlNBNOhzHVRbu2IFn3QqbdFmUvHsq4ATS1pmMcpkmoSigID0k2xFwcuTjJ7EI4NM5JTfsfGOdkQ+OcQPSpK0VqekihmVaW7WtcQ8FNiV27PHOk4oG4yMGVaaa32Yxg2mkRyIRZZeiZhEDkzzDOyYiNpCg9SzUXEv8Krfe+oWp9hc0UA1s7eEZLiwInEphiQK4j0APosrFQ6U1CVkVFZAWoKsvpT0uStCSItIsxlsuxyRRMjBoeN4zgBmpuOJykNSfEHRBwijIhLStSBJFx0UZYa3ojLc8BC/tO2WRlOkQDMEZqpJ0Exjp9ZAN2aKYt7DkQUJF9RmR/6M60ycAsq8jCozEEMsEV2u6gDK5LVoTImOE5pUYRG3WJEYoZsCGtv0eCZYQKbZmuYjPFNdauLnsGgxIgeIbMmn0tBuY0kpLIqAQxkXEGLEz7mQQ1GBPDfq2O46Vx2v4ZMDgtc/OZsGxXQIkMF8tA1YMfSTPAdPjpwChXowbnGBk1vEFTA+ngzouMtNqcQ2ao7dsYCzPPN1nAGCoyougnJIO5kRoF2iMymngwXivdZ8+vKC8di9FDwZ4rm/RXfsi/ZbuqAgSDYuQznbWiSZCZACU516wxE2s2mmW2RJoTG+PM5k3IcuacBv2FhDuKJ/j1MWuI058UfKm7j6TpQy74bG/v0GmKPLfbdu2Bs1bb4d7a46zmMbGJeX75JKOqSN3pcW1wjnhE8dnePh5qbedEa5yNTonP966h7nTJjeTpxgwFlQycta5hxrOGPkcbkzihwe0InCjnyeYcMs443hznUBIyoQQ7nJBtTshKLriYK65xJUVZ5t7y07iigBSa3e46RWGYUl0CoejOCfrbUj7b28VyWuViMsJib4yKiiiriAdaOynKmK81tjERjFFQCdNem2PhJE5X4oSbxjnWWevL7T2caIzjCE1mJE+VDrHLtUa6FelxIu2z0y1TFgkHkpxdrs83TR3nC91rqao+T/dmUcIw4U2z1VsnNYpTsWWf+tKqUj3Y3smIEw2wH4ZDjWl8mXFuo0ZbRzS1xhWwxSkP6dqxsaa6RWnT+r2u4PkzZ7i/dw2+TFFoltMqRWUFZZTQw50NgFZeou50WU6rbGTWKe2Zzlpp3+VA0h+Kx7x09hif6e0C4PHuNhyZ09Me4QAcV1V9PJGRGOvXcSLtspoXcEVGUxf+yWn99Zq4CnBIX69dVQEimSzjLfsYM2BjAnE9x19XpJNlkiQHY8gTBRqSTG0+CphQPUr1PhMyQweGaEwS1zUbaQmRScgEa1mFburjSD0075UZCK2RGUxIC/XuGYd5Z4PcOANJsZxoTFjj3qRAP3FJU8VaaqvcOYIwdWmmRUwiaaYFXJEjtKGfuPg5A/NeCFOXioEodYiNIhCGopBoLPO0qQP8wd5XVYoBMWwzG7HXKTQ58bgmGI1YyyqspyWaaYFe6rGWlkmNopv61hg38/DSgFjb3YFWEgzOefOPQebQTItEqUM7Dci0pG18JAmRySgaQ2+gw+ALh54R+MJlIVjjSDhNbiSttIDE4AwyrtzY69BOAwKVsppVaKUFtJED42Dopy7NtECWKnIMHeNQIhvqL+RGk5LT1iVyBD3tEzpNthfW2MhKAzk+zXpasroOg+wz1i6xtMjcTh6QI1hLy7SzAoFMrWmzEKSpwiSSnnFo5kVqKmS7v8pGXkIPxu/KnLVsZOiLkWoHV2ak2iE2qT1WF3FFRudKA8Q3rPeurG1GUyPlcGtTxhKZ2fdLhQTjFHGDDOP4lILELkkGJJl+6NExApkIVAKqL9gWrGP8HBzBdn+Vo4VJJrwuh9U02oXcNxgpyX3Dhg6YdxI8kXMwKQ41BiPtIjPY7q+wXByhlQSkuWIhWGPSaZMbyWjQZ0vQQBVy5oMGM26Tx+QuRot9um6N3DdoRzAa9ElVmZEgZtbJ8EVAaBJCnVOXHqnqkuGjkGxoGFcugUjIjaAoDZEBX0hUJIi6Htv9FYoywZcZiXZYCNaoqR6nC2Ps8FeYCLYx7ncpq5gZr0U/9zjgGYtQdATaEeQebCk0OFyYZCrokBnJvOriiyJ1CUXp2ZoK0DcJ0yojN4qVdIT5YIOaCmlk1kV80muzbeDNuSmg4suM3f4y54NRRp2QBz0Lghor9JkJ2gSFhIr0mCbBHbBtN4NEGZ95p4UnNJGM8YVkPS1xQ+ncALCmKcqEijIHrMcAACAASURBVOpTkRZLsykkKwfenDUVUpQJjUEGoT3r3+EHKbGBWRUTiA20ESynVa4vnCNHDIPQDn+Fnvbp5AE1FeKKnNQoHBTTKkHRxBWaju5f+aS/uhOIqytAOOt9K16rLulQBusCp29w1vtUghgjSwSFBO0EjAZ9GxyU5Hw2glj2WUxrOD1BsGrhuVu8DWRgobML7iozQZspt81hMWNRep4GR2J8w+F4luf6Z6kKxdFkmhcH54iMS1MXCdY1C94aZ/xxVoIyUeaw4K4yqayz1ljQY4u3gR8kbPXWmHMbICU1v0vbAe0ZjANTQYezaopaYDkhsUlZy3PWtc+kUkwozUYeU1dwMq2zx41RGDrGpUJMbBQugsKKwEiPBXdteKN0c58Fd5WaCpn1m+xw15gMOsx4LaoqZNZt0MmDwQ1ii5NGWTOZOa/BaNBnNmiSakVd2bX/psRaVVpZ/w1t7fC6JuZgZ4bXTz5CXXVZzSq4ImfWbbDTXR2oQlkqeVEmLDjrzPkN6qpng5Nrr9lWf51yEOMLl6q0HhexyUjJh8W/CWVQSHI0Li6H2tN82+hjBCJFYfBETk2GzwgQznB7talCxmSfQKSMyD7z7jr54LcYCRK0FtSlhydSTqYBBzozvHpkPwDLXg1XZOxw1wi1S1MVqUkbIHIEoKhKD4ndxaiI5J+a1l+3faNIeQVNhhE6zzGOxCir+VA+a6nfMoyoB33azhgjA93JiUKXhihjpOTx/gIjxwV/3byZwrKhcjYhaDns9i4SFBLSVLHX7bPVX2fObfA5cS3aAxNojBIYP+ejy8/h28onGJUF7l+/hhcWTnA8nGJRjlNcTtntdDnrr3IxqBJmHrvdBlPKCtnOFZrs9i9SKcTs9FaYd0JQktlii0VPoAONdgRbCg3OOIKZQhtfOAP6+AJHoxlumniMsgz4694oO7wV/sfa87h29tOcz8c5Fk9zS2GRk8kkvlikeirDayn2uhklsY4ncmLtstu1dvfH/FV2OZKFYI1Zt0FNhsw7LULto32DdqXNHlwLo97jXWQq2MF2f5XEOFRlgVNpl1nHp6UTxmSB/Yk10v3fq0t8rq94eHGBn537FHWZs+EvD8RtG2x3NalJyVlBY+X49riCE94qE07b9h8JpoM2O70VxgohXR1REB4aw5OJoq1LzDstJpRhXJVo6T5l4XMm63NocYbdO7sEQg6IaKtUZU5N2ukcGht8lRBs5F1rVSAarKqQHU4yOH9DvRCijc2Qinh8NSry6Kmt7F2wEnIX/WUCYcWAQhPR0X1qUuIKW/g8kSXsdApD5al/UftGgLj8Znoh5prtiNw8S75+4xqH0sMh/cwDbYgzB19DN/VtLWGwNNGOYMSJaO01jB4DrbDbgqlC54rVXNDKihb5NqhBkAnQBjLJiBsRGUNsMjyZUxQ5d9cOINEcSG9gQys2sjLtzKefuaxqHyVicgPtLGAjL9NPrIp2SaSgDe00sGveTCC0oZEWITd0Mp+uidFGEsiUutMbGM8YKqpPSWTUvR4SuMVbY0J12OEkTMhFZh0rea9dBtlHmfW8zEZWYkN7aBI2sjIb2qbVRZmgjRWBWc/LiMxaDQg94HfksJ6X6WQ+G9mghqHt03jTcCc2GUVhGaddHREID9fLWNcFciLWszJqoNdZzVukiKGaeKRd1vR5mrldtonc1mM6acB6XqaXeqRGY80WoSg1OQJPaBRyoPdQIDeacaWQrmZVO5SE1dJc12VyIlJjj4+MJBlkEC2tgD6r2mcjL1MRDftbCOilHknm0B3gLkI9iuPlrOb2e9azMoFM2dAtQiNoap+UBJeMFEEg7FzRg4JqfqV3+zcUpa6smU4XeQ7ybVPDuoLfsj4IptPFd0ZIpcBzMoyEopPQEi5G2PWi1zasJmUKFyVuM8KoAhXZx3E0mRHUpKaiIiqqP6BLA8pYzIUyrEf2SeAKxUZcJDKSI9GM9YRoR1RlTkX1KTsJvsqoSQto0sZQVjEV2cdzcmoqpDLA5xcGyktGGYzEmt4IQUkluAMfjWZeYi0to7DK2c28RKTabCQlNLCce5xNx6iIi5zNqoypJn4zJQs8qlLQMxEd1bPnJlMLC1Z9qzCtIkZkf/DajtEou7QwkiEWoiL7lBxrgGvVt1zSgUdGbjJcqYiNoZMX8IVLT/tEXY8REVOTGRXVxxM5FRlRk5IUM7gOkQ0aUg3qBP1hnyXHjqfgpMPrbouyFvEYyZgcTVn4w5pEqjW661KTGUUhUAg6JnqWu3dkNJVBNqHJqEqPjknQJqQmtf0tFBTclDBxrVsWts+k6w2/Z0RFBCKlJh08kwMJNQm+sL4mPW3HLNns6xuKUv9LmygNmH+5HgKlOlsU2hWIUomVXplyqml0i4ynhqVelZJOEHnONYUl7tsJd9UOcv/0TYTzJXqTiqeieaKeh8kkTyRjHAmn2fBKoDUqNshQITKN6EvumbI+py0dccfYSbY5DnuDC8w6Df5m6qU8kYxzqD/LYrfOaq/E/niWaaeFNpJTvTGeCuZp9wKeiubZcBugNWd7NVRsUKFEpjknw3FErjnTG2VDJ0wpuDk4zU5v2To/5SHPC84wqxT3ju1nfLDGnVJL1KXHmGoyqUq0Fny6WwVPJCOcT0e5kI5yPJzkKX+GmupxqD/LY94Kx8NJun5AWUU03RKH+7OoSNhzTy1ITPUlT0fznOmOUnenSY3iQvkQdWk1EKrSo6UjdrmKojzBcm641uuzd9tFnoznqKnQOl4JzbpbpuOtkhqHE8kki9E4vsyYdRsc6s9RdUJUZFmZZ3p1DvlzLHfLSCHo6hgpBHtdQeg08YXExeVM1mdcKVKtGVclpretsz+etDUIoTmfjlJTISPPKFIWZYxCs57XGVNdzmcTNPMSTb2OigQyg5VOmX7fYzWPCY2Vntu1sMwTSZkcwcH+HO5Abi/UPm0dUJMhnshJjOKbCiENHdHTBiWg9w8U0P/Z+c7Vn0FcFXoQI6JubhN3ce4j1zH7Xg/v5PJQA+KZ2hClvy0/S/Nh+cVjTP7504gg4Fcf+fiztCJ++ubPMOc2+E/veysjixqhobFP4rZtgW7+t54iv34H0ZRP5ZFztG+b58Pv/XX+89IrePj8Vh647Q945/m7WezWWShvMBs0+fBHv+mf1G8ACFYFaRnK5w3dLTb93/7fD3PhDfuYfKxLNB5QOtFg6ZsnmPvoGS68eh5esfGP9CXOLY/yK7d/hIc6O3lD/SF+d/mlHGlOsre2wvmwyogXcbE3wv+1+6PMqS6vev9PITNrNKRiSCr26ex2Ia0Y/IYdix4gJlUEYwdT/NUI1YkwShHNlVm5xcNvGtKSpS73bw15zb4neGBlO/OVJk8szXHXwlFeMHKcX3z8VfzEjZ/jbbXzXPtbb7c07Air82mxRcDAAMlqtZCWjXXLllbPQUU5q88pkpYhWDPMvuUURy5OEvgpz585w/bCGutpiUPtaQ4tziBdmzlMb1vnwZs+wjW/+3Y2JUllxjBLAxBaYKQNfjIXaGWG28zGhamHUpDQm3KQKbTu7RI3A37hzvt4S+Ui1/3hDwPWsdwIyAsGoa12qVGwye3e85KTnFgbI1wv2kw0kZx5209dtm5DeWze3HDPf7yse+SrH3znv4sexFURIKrupLlNfjMmtevGxve8AK+nGfm7k+TbpzGuQnxlP689uMpvvu/beOv3for3/eEr+ekf/BB/8KOvJRpzqH7/WZJfmqb7422899WpPnQOUy3zwc+8n5+/eCdSGH59+mHOZCF1pfj2N/8wJ94s2bvjAqsf+v/Ye+9wyY7y3PdXVSt13jlN1IxmRhGEUASBBMjGRBuMOeCIAwYb8LV9jsOxfR2OzbF9sa/DIZwHW8DBYMARc0wQtgQWQglFpFEazWjS3jM79Q7dvbpXqKr7R63uvWeQpREPvsz1dT1PP3t377VX1ape66uvvu/93nc7u3/oce49uo33X/FxdvsrvPKOn+ZXn/s5/mL2aowVRG/RfPrOz3A873IobzCbDfMDtYWB5sI9qeYi3/I/V8/jHcOPEQqfF/7s2/mFd3+Mn/vSmxmbWSP+6hgfeOv7edef/DTvedefsdNf5ebOXr62fg6H2yP84e6/Zkxl/N78y9hXPsmHD17Fr5//WR7rTfNoZ4pLa0c52BvnRbXHueE130k2UeNzn/xzp/ZlMhaNZa9fQVtHhz8sI47nXWpSUBY+ofBYNl2uu/NtdJfKlI556JKl8pwmX3zeh7i1N8ll4ckBHvCO3hb2+guc1HX2+cvc2NnHneu7+K2Zz/PhlSv4+GevZf+PvBdfKFZ0jBSCsggGJLmJzWjqhEhIytKJ9/pCcvntb6W3XOL3X/opXlme51OtnZwXzjGjYnpW8s+d82nmFXaES+wKFtjjtVk0HkMy5/5kgl/62Ft45G3vH9RunN76fQODWo6qjAYCO5ff82bqUcL3b7uLlbzCG+v3UZGC9yxew2c+exUP/dh7C4Zwp9zuF9T9p/fxt+06l4RzlPtMVkIwvfXEmRuIkWdhID757TEQZ4W6N55y4r1F032BpPHhUw6TwokxxjpEaGjmVfKyQvuCQGmQAiXNgEbfFntUYyWtLHIq1NYpfGc1D6xwMGzpAp5SODGXUICU7ncl+jqZYgA57ll/AIoJhe/EgE1EYnOWsqrTZ7DGsTHhmLgDL8cEBS2ZgNiGRIX2pied1qVjUxZ4UjuUoLREIiOUmfu7zPCFJpIb6TR388oiyOYN9uqrxrFKL5qQ2FrWTEqOpmMspTAF61ZTq3DQ9YLpObHOVS4LQSSyQmgoc+I7xTgiIYikW4X78OKONbSMo5jrF3jFJnOBXWMIhU/LOjCYtYBnqMseLeNg2pV+H5uvU2TFy0G7+2OykkHthjMGrqS8/+p/L31JwFD4ZNaRxCghEcKSGUlsApp5hYoUhEIOGLN94f6vZTRtmw36AU7pI5IpZQFlqYiEJHwKLdJnat9Cde9/k3Z2GAhjINsQ7/W6DmknOqcCT2IToHrup9QOwejFGr+74QVJYU9h9tFYOjqgqx2yLiv8Ui/WiFTSzX1UDxJdKDbheA6dmK49RW/RIftcrUViNjg03Xm94udGLYnXtcQmRGTCaVEmzrionnXgK3BivZvEeRWiGINBCDsgQpXCfSaLcZ0yfQUNf3ra19m/kbXdfCx0k8AB0BJQPUGaeWRYetbR9hucYVXCFHNgBozNUhgnmHvaXWsGP5/+blY4mjiRKDqFeG9snHFWQqAEAxFjOejfqXb1xwR8w4reh2Y/1fX3j+3PTpL5DslqfBLjDc4NG6xQTyU8fHoQUlGMGVGIBH+T0ntn8vo2tWcMUgohPgS8Gliw1l5UfPabwFuBxeKwXylkvxBC/Ffgx3Ecrz9jrb3xGUdxGl14b1i4PZ90hU62YLXeGSzRnbQ8r3yEv2u8iD3hSZIhj+6oxE8ilLbESUBV49KYxuklXlCdK9Bvmh2epipLZFVFNNlhT2ORO6amefHwcZ6cG2M2HyYSOWnqMZcNs544d6ZhExKbMyJhj7/IUAHL7ruh+/w2dVnmhbUDDBfM0N0xyYy/QjAZM1lrcWhomCnVJp4WXBCe4HhecjUCaZlWGjKX18hUh8W0ygl/iDgJmMuHWUjrrKTl4tgKs9lwcX2WtukRCp8RFeKLFCVc9eVWVahIeZayDPEKTYxpZamXezSnJGlaQZcNF4wvEQrJbn+BGc99F0dyyWw2QkWknMwbVETKfNZgJS0zpxULaR2RMVilJ1WIxOlzOIFkRxgTihQlPNZMl0nlDMLM2CpzokFNdplQZS6IZjmWD5HZdTKrmM8aLGcuPRsITSQWWTZVWrbHbDZMXxZkQCorA7Q1g/eh8Fgv0rR1GbGgY6a9Ko1im7F1aJWRMOa5paPsCMocL4RymlkFlQrapocv1ICSb810nVhwcW2Z1YTCZzYbZly1KA9UyZ/9Un+2BynPxIP4CPBdT/H5H1lrLylefeNwAU5V+MLif94vxCaxxn91FBIRBJveO7fK1MvOom+yH0JDy7h6glVdGTBYR16GFeAps+FBCFczkBifpayGLxQda2ibBB1KstRzK0hRiyCVLRB5GVIaaqpL6OWEXj8/78bYsR7LuupEVURAKDzWjE+OZjYbHux/wa2GeeY5z6Z/eSm0TECj0PgsqYxAuRRhTWqqRbrRLz6rKidUU1YJJZVupGmFK4V2LrGlVRjSsgxo24xIeDSNi090C3Hk2Lq+dKbcymQcHsBHkeLSd7HRDMmcuuwyJLsMqZgh6cYUqYyayCmr1AUnC5e7Z3Nim6KtKXQwVYG8TGmZlLII3DEmo1dQ0ldkQtem9KzPkIyLku2UskqoekmRmo0LEFSRylTxIDhZlm7u+9uqUHgDDouy9ClLt/2rSXdMbFNC4aOtJM4dJ+ZiXqchM4akoSRTjLKURICH43lw+I8N6cJQ+IM5d+NLXfpcGmrP9mm3DGqJnvH1bWrPaCCstbcAzTM833cDn7TWJtbaJ4EngCue8b9yjUmSwdvyvMGPDXLJ0cfbIuV5IJmkNC94pDuD38ZV8Z3MqMxrIpXDJoxEPwbRNgmPtqd4vO10Jpe0z6oxlOcT9HLIwbVRyictB9fHkEpTlz2GpBO4rckeocoJVQ7CCfUuasHhbIwnkslT9sGzukHLpBzoTg5iEJV5zcF0ArsYcnytQbQsOJYPUV6wHM7G3U0lu5RUdgquoiRTarKH72lqskutMCJ9Y1GXPZcGFi4YGBsnPTevSwNg07J2xnFRl2gaQ8vkxQML86s1WAyJlgTRgmJ2ucGaSTmUTrCoJYvGoyZkgVvI3BikK/WueilDUlJVPRcPMs4oNLVmzWi6Nj0lBrFmFGvGOmyJ1vSsYWm5hlkKOZaNsmpyHutNUyv4HBqybxR7hcHsMSS9Ac6hLnuDbAX0A5IbBV6bYxDOGJgBQrNPOnO8OcSTKyM83pvmQHeiuDbP0d5vMnprxsUt+sahP7f9PuqyN/jfIenR2KT8fabt33MM4p1CiK8LIT4khOhHE7cAxzYdc7z47BnaqRZSmOKjTWpb4DgXhLEFD0T/WPu0E6ix5Jvk3nTfHdFOAs9asXHOM2imCHr2pdsG/RTvjRUDRN1Ay9WAMRJRxE0woK0YaDrI02Id8ilWInUGq5N+mj1wfyjaCqw97ebrz82ma/hWNI1FI75xXNalIvWgMOv02Mm/7RPRpxLQVpIXLqj8NoTj+jiIM3l9u9o3OysfAHYDlwAngD98ticQQvykEOJuIcTdqU0Qm4hikrpAhxJbdXv5/gRN+mskQ4It4Qq6IIdJhzyShiQthFy16RO0OAh2WfhsiVaZKTlvZKRYqbK6j61njJU7JEOSiXILayQ969MxFmMcOYw2kqw4txKShtRMeWvMBCuDaDfAhGq5vgopNiUkvSHFhNfC1HOGyl2yGozKDumQYMpbI7bQswGJ8ciMQ1XGRpMYr+jbjaFnPRLtPuv/DbNx1/hCUZOKEdkbrHY1adDW0JBJscq56sMhaaiWE3Rdk9YhrVsatS5lqZjyV2lITUNm9KyhZwJ6VhVjsG6s2qNjjQvSWgYufU0KakISio3gbVk4xGNNWLQ11KRwKc9agqnlToBHKmaClaIfW2RRQhLjD67dCQNJNybrqO03BxE3U+P1myOpcRmVHJcO7RPgDFW7jFZipoNVtoYr9Kwlthk945+y2NSEpCw3vmP/tN3yxrxoV4Jvc55VO9Ptxdm8xXiqZq2dt9Zqa60B/oyNbcQssG3ToVuLz57qHB+01l5mrb0skNGA/wEgWjH4HY3opSDFIKbwZDJOacGyv72FYN3yZDJOuJxRWtJOTFaAJ4sYRH+LYTMea03yyNoU2hoO5Q2O5x7+eoa3GHBsdYjyguHQyihSGcrFA6WUc/99pd0WA3fTzeuAR5Np9sdbiM2GO/1oOs2SSXmwtYUlkxKblNJSzuF0DH/JZ2m9QrAKR/MRyvOGx5IZatKh90rKQbdrUlOTXrGd6OIrlwosy3TwWf8nUgy+vdimzGvDoXxkEKg7npdQQnIoH2Eu95jLLW2bcEyHtNolgkWPsAlRU7C8VGPNaA4kUxzPSxzTVWrSK7YWmopIqQlZjDWjJl2FphWwbnpkVjOnFce0ZKUIDmprWDJOZfuYdlWZx3OPRWPpLJVRKx4n8wZzueXx7hQ1kbltTbGVKcuUikyoyZSq8IvtmEdZJlhpT4nzrJveKe/7W79+HCQUPl2b0jRuK7K0UmN2ucHD8Qxfb22hJhU1GbhrKmyAtoY57dTA+9wUbdMbGAtn8LrFmAOqwqcqN1L1Z9r+XXoQQojpTW9fBzxU/P4Z4E1CiFAIcQ6wB7jrGU+oDTbfsL5ezxVS2U58ymGxDvASS2LUwH1X3QzV29iKnO6ep9aSaI9Mu/LlvjuruhkygyxXqNSQ6cJLwJ6Srtp8PoOhN6BRU6ek9LSVaAv5JnfZ62qXwkshzxUqsWTWQ6WuJNml1051p5/K1X06STdtDcZatHU4BoM5JeWnrRy4+MZatz3KJDIr4NYJ2FyQWUe0kqJOSdW6OTCnjMOl9TYKlAzmjLclCgu54+zYSHM+9d69n+LdLIqr2AhCP1Vq8+maI6mzmExitCI13oACUCJP2dooIZ92y3Z6+2aEe4F/F2nOTwDXAWNCiOPAbwDXCSEuwQ39MPA2AGvtfiHEXwEPAznwDmvPgMlTCtjkIsZjiqBtKIeuerP/jO4pzfOFGcml9aPcP3wR55fmuHX8KnojiiAPENrSyz2CTVuMmlRcOHQCcC5ivxw6a0SkUxn7RlZYmKpx/vg89x7dxqop0TRr5LliVZfp5o6DMrKucGmbF5NFxxjx2pREMEDzXRwdY1IFXDV0iEkVEgqfeCrg3PAkyXTOeKNDZ6TMTn+R9ozkudFRmgZWdZlOUR3a1D6SlE4esqYrpLli1ZRZ02U6OmBNV2jrkFVdcVsMQ8HZ4DNFhhKLVKVDUu7ye2Q24uJgoXDtFSURsMvvUqomxNMKkfvkZcvI5DoNKTg/mmWX18aAG5sps2parOoyq3LFjVUHNE3OWl5GGKfs7QvFDs8hKauFULASkkkV4uPKsjMr2eFpfOFRmojpqhJT3hrbPMnF5eOsmZBIdOlZyZqu0NKR61fFNHWbNaMw5CzrEWQRgNXWGcO6jAarfP97fiokpS8yJILh0Ra1MOWS6lFWogprRpOIHmt5CaE3PJAdnsXHH7yvimjQpxKyqO1YIyNFW/v/T3Vva+2bn+LjG57m+HcD735Wo9AGKzbsSHUuQ+YW04kHWwwB3N/eTv1JzS3LeygtWL7WPofSbAu/FVH1E5aVIPJydBHht0KwpDVfW9zugDFTt3NvMsOUt0qw0CE6MsLB0jhbD+fcf3wLnqcZlTFjSuH7mlGvPag01MKRrz6aDnN3vIsD8QSvLN9YiMMYbu3so1Z9iC8uXMDLKw8z4+VUj3S5L95J6bDPkl9n9KTlwd42hg7m3NI+j0tH73AVj36Pip8ypjLGVUjd6zLitQn9nBHVpqFial6PEa/NkldlVLUHWwwnnZcwpwMeTacZl8eoypD7kyG+s5xxW28H2/xlKiJlm9flwbROvFKifNinfNKiQ1hpDDN/seSuzu5BIdL1pVVGVZsRmZOpDiNKMVKIDY/JwInoKljSXWrS4+EsQmGZ8WK2qDI5mkNZxqF8jIpIua5keDiLqMmU5GiVaF1yKB3nMX+J29bO5UXTBwv2aSegrBEMFWQvY6oEdGnIwLFiqw38h0SwoGO3NRPOE+lvK4CBcVjRMYvGssMLaM41aPqWW6p7WexWecfwg46wxnOVrhKXsXokDYhEziWhMzixyajKEIkgs9rNj1KUi36fCvb9tM1ySizpbGxnRzWnpxDSwybOSKzv9AnXLFGjjt3EDfHC+gG+fN6lvHXiAf5gyx5eVHuce3ddSjyqIC0htKWT+pS0HXgQk8rj+unHHF8iihdEczRkQG9rjWxfl0u3H+Ox8/dx7TkPc/OBvczqBr5YIU08ZrORAVCqYjOUEFwcrDCkHuKiUoO6jIo4hODl1f2c64e8cfpu9vpuRVvdW+bqygE+et6VbJ1YZWHHNJeXnuR/XOTx6vr9zGnFybzBUlJlPYk4npdIbJfFtMZcHyiVDTOfuWPmoiEW0xqz+bC7sbQlRzOmStRkxqQ6wrCqklnNldE6sVG8tHSEWqG85YuAy8I2Q+Nt1vwyeTlElyxbz11gRlleUnuYiwMnXnRcw2w2Q0U4gaKyWGIuG2YpqXJcZyykdWTuVK2UkDw3cAHSULj+PRR7fcWUauILSWwkzwsAJI1zV1htVrkgmuWiQPDykQcdSMx2yKznrjerUpapg3uLFaeoblNm83FkJqjKiMxqDJbpguS2j3T02OCz6BuHYVWmKt39tW3nEkNRl9eO3ceqrnAsN1Rkl4W0hswogpqS54UGiUdsUkLhMaycN9Gvv5nNhxlXHcrCIX7VN7HL+A9OyjNpxiDrFXSBhRDaoSltt7uRk4LBnlViSIYtu/1FZObSnHHmExlIc4+yYRD9bZmczCiqKqFtN7AWMnXc6/29cyhzTCZZzqtURIrOJSt5ZQPUY1PWTErPOjh1IFzOf9XkREIgESTW1Q4YLLnNEMZFuoWErEhz9uzGlC/qCit5hXYWEmc+y8aVu7fykLW8TJo5QNZ6HtEuPlvPIpp5dYCkbOoEX/Tp1x0uIbYZkVBF7YEgswZfGJIiXpFkHkIWFYrWxVk6BTW8LiLmTV2iqassmzZNXWVRxazkFeI8YFGXWM9LiFw4AJZ1sQhpLQnZoCgrFD6yGFvTpI6fQjqDa7VwWyVaGCtZ0DWkcAS9zbzCel5iJa9Ql10WVUxTVzE2ZlVXENp5CWvGgcsb0vF69nEOkVA0jSOT8YUrYqtKPSgq05viJYHIaZqI2Oa08giRViStugAAIABJREFUi0GBWSg8dCH0G4mcUHgFHZ4lFJJmXmXZL9ETKRrxDRD4M2rfwgyFEOK7gD/BIdr/3Fr7e6f9/eeBn8Bt/xeBH7PWHnm6c54dBsL3IdsIUhofSssWOz1xiohOJFJkBkt5ndK84K7eOeSRi10MR11ib4RKWESipXTCNTIgNgGreZmGLDGvO2BSsrpC9wSpcSW/c906XqjZ7jfZ5a/jhzlbgyaNsBAVlpIJVeGobdOzPkezUarlhJJw+9GHM9hGj8d608SVOaoiBAGB0OjYwx8zrgxbaFTi9vf7/GUOBivMRUN08oCd3grjyjARttgaNClHCdv8ZTf+rMzWoElX++wIFt0WSkmmPbdit01Cy0i2KI+yDHgya7PdK/NgmjGpMrRJaciIljVUSwnd5RIIZ1zXeyE1qdAIMhx79g6vy8lgiZ3eCpHI2Om12RKscDwcZpfnOC9NYAvPRHEib6OEoSGCAdR8zXSZ14ZIWLaoMgs6JrYdkswDAeNqnZZJ6ZiwEBlOyCxsDZpEMmNr0GSbv8wuL6UmVhiShlWzjPWdlzBRUL0lNqMhT2WULgnnUUgEOzy3Beh7EtpI1hNnaE9kQ1xfPkRFSCbCFibY8EiWTRcfMfCStDUDNC3AtmCZnV6bcmEEv5lajG9VDKJALL8P+A4c/uhrQojPWGsf3nTYfcBl1tpYCPFTwP8F/KenH99ZUO4d7d5iX7j1Hciv3AfAGx85ye///euwO7vs+fU1UAr92BP84+w93NQtc1nY5IovvYsfu+Q2WjpixOtww/++nt2fWuXw9wyz7YsdvMePIcpl3nrzl3lVeY0l3eX3F6/j+4bv4tFkhjvWd/MrUzey1Svx0fUtfEflCV71p79IfEmXIMxRd9fo7E0JTri97O4/eoxLb1rkDY27GVOODflv1p/H11Z3EEjNL858gf3pDBeHs3y+dXGhwbDCDzceZUlrtnohdyY+e7w2N3d38ILoCK+486dI1iLUukJ1BfbcDr6v6R2rYUqa0jGf3p4etuuhOhJd04iugkbG+b96AluvsOUjc1xVP8g2f5m67HFj62LmkgZX1w/yidkr+NGtX6WmuhxKJlnTJS4qHeeaaJ5FLWiaiIrI2Orl3JsMcWW0zkNpiEby9nt/kG4rxC9l6EwRRDm9VTfWYEeb7kKZiTsUP/rLn+Fgb4KrqgdZzGvEJuTutR1UvJRzywtUVQ+F4ebmebx+/F7uaO/mNyZuoWcNkZB8qrWHH6wf5JJb3o7vOz2UZDVyVIChQUWaMEpdFkgZenHA5BcCLvo/HiSUOet5yDnlZQAOtCfIrWQqWudwZ5Ru7rOrtsT+5jRXjh+mawI8oXnP9G30bE5mDWvG8pqvvR0pLfFslfG7JPt+ej/tLOQ7x9yz9Y8Lz2FXdYmpYJ3jyTDNtEzNS7jpkfMIKylKbewTHnndb51xWXatvtVedtW7zugZ+fI//fLTnlcIcTXwm9balxfv/yuAtfZ3/5Xjnwe811r7wqfr96zwIKwWyGwjSKmEAQl5x0ckGXjuCzihu2zzHIOw52t6xkdhGPY6lBYFopsSLYGKU4fCzDLu7pzDq8r305ABDzS3cF29znzWoKv9AeHsNn+ZhlRETUtvNiINLcPLluykT7TUz6lp7m5u53nlI4TiJBVpeGB9Kw/PT+F7mt60xxO9SV5UOsKx3ghH42EunDzO8RzO8QLn7qM4lJfZE5wktopstkLYEnixQHWhUyrT9aA0L9ElQbRsySuhY4DqQd4RqJ4giwMnTpxk3L+4hVDm9Co+u4MF9remObo+zPmVExyaH6MzE7JuSpxIGxzvDTHhr3M8X2avL0iyjIbMGFNV7uvuZLd/n4tvAL3ZKn5HYEIfmQnSyBK0BH5bEHtVomVJuJ7zUGcrT7TG2B42aeYV5tM6jy5PUAoyQpmzLWqirWT//BQvGG4w13Wxm8x0eTiLOJENEVsNsyVS320nw5ZA5KIgl/XpRgEiF2QKvK4gXMs5sDZOZiS9zCMfUcR5wJMrI1hgsVJldrmB0YpMK2bnRjhQcinz9SRCTksassSS7tCQguR4FSst0bxy17Q4TaYVz200MAgOzI/TTkOWKlWOtoZZ74VUwhTvREBa8rHym1tkHZLyjP93TAhx96b3H7TWfnDT+6dCMV/5NOf7ceDzz9TpWWEgZCJQa90BHPhvTj4fFQvCpo+tltx2ARiTAR9euYTfGH+YPPG4pvo4v/jQ65mutWidozH1Eu0dlvyhCH8ugCjktY17oagy/E9b7ubaaIF9/gI3fP0F3Dflscfv8tfL13HpzBdpbxPUL1iiHiWcWJ/BO2+dVrXm3EA/4E0zX+NFpROMFu7smybuZFt5L2WZ8rzQUJb3MqlC3jx6O7ONYT50/Bpev/c496UeFWH57Nol/NL4nfzOwgv4vcl72HbhSU6s1Omsh8iOYuq8Bcp+xhPVSfxKSiuoUDpvlTgO6bV9/HpC0vWpDceIKMRUI96w4x6uLB9kh7fOiFKkk7fzxNAUr6k+xKG947y88gQAS9GTLOgqFwQr3J1MsW7bfKl1AZP+Gq+uPsYrag+y3StRk3NIYPdFs5xcr1Ev9eimPo1Sz411NWLXrnkOnxylMx/xxtE7OVwb40Wlw8RWsWxKbA1XqKkel5aeZKSggWvvCnlN9SF2Bks8nvU4kI1zabjA9zbuYUJVGLtwkZKfYa1wileZIowy6lHKSF/d289YaFXpPD7EW7fdRWwCEuPz3NJR1k3E48NO3Xs6WOXhkRlS43FJ9Si3VPfy2jHnnTbzKkfzLg0pGFMuJbzzojk8YTjQmCBeCHn9zgfQVvKGxj1oBO1zQ/aU5tkWLHNoaJKlvMqw1+GG3gsYq3YIiuCnEJan3dA/VTvzIOXSt4owRgjxg8BlwLXPdOxZYSCExnkKRevmPsKC37KgN2awWaAEtTVQWO009citRPUkIjfIBERuwTr1rJN5g8RvUpUR81mj0Fn0MV136Z0izaQQyBTacUSulROmiQNUt/AgrOF4OsJydJiySKlKVwl4olen6qVkVtMyAaGQdIzPYl4nMy5YpvBZNmXaOqSpNaHMSWzOSlwi6/qIrkT2BGtxia7nI3qKTPqEiaAbh+iuh+hJMt+HniKOQ7DrCG2ZTYZYCGtFYVPmxpQ2SK1kIalhgJ4V9KxHU1dJ7Aqz2TBTas1BvIug6cm8xja1NuBXXO6U6cYh1grS1GmOpl0f0ZOsxCVM10OmsJjXWcrrxIU+ZstELGQ1EuvRMSFDMkEjOJE0HJy64NGITci8DpwqmUlZjyMS33NaGl0fmzryGmMExrrgc5z6dLsBUQYreYVmXiExHjuCMot5nYW0Rm4VvtCc7NXJjWQlqrDYrbKqKwQi50Q2RM8qGmzgGZqdsqsC7rp41MmkATiV8Mwq5pM6da9HJDPmszrNrEJmFN1uwKo0eMpg7CBU9uzu/W/dFv+MUMxCiOuBXwWutXZT1P5fH9+3PwbR56RUF+7DHp3DnL9zQDO39LarKS0b6g+v4H1gnfa7t9L9uRXUDWNs/bkDtN5UxjSqvO6vb+F/fPh7ePMP3sSnbngZ9aOapC75g9/4AG+754fQueTmF76Pv2ldxIy/wv962Ys4/r3bWT8vZ+9Hejz+4yEvvfgR/mTrP1OVEe+cvZJfnLyJ9y1fQyQzvvxrL+Qv3vd/80+dc7mrdQ6HW6P88e6/Ykq5CP7vLFzLa4bu45cf+V7ec/7fsM1b513f+Ra2fPQEX/vYc1nfo5m5BV78q7fztZ95Plvf8wQf3v4VnszaPJyNcTgd5+2NIyghuamrmFEt/mLlKn5+7HYeSOscy0a5ODzO4WyMy6M53vgr/4XumOSm//wejuceR/NhHult4XX1+xmS8LnOObyueoQPrl7EjL/KkOqwzVvl3t52fvvzr6d+QFKZ1+hQsPwcwZ++4UP85eKVXDP0BInxedfwEZZ0h2FZom0TGrLE41mHh9NJvqfS5v4k4UceeAv/67kfoSEz7uxtwxd6EFTMrOWxrM7j6RQVmfDK8jFujLcwotr8zMffSrAG133/17i+sZ/3H3sJ/7Dv0wPswv60S8d6zKiEERm48vWCo2FRJ1x/x0/x+Ss/QEU6IpnjuUdDZpvUvR1ADmDNaEakx7Hc0DQRO7yY6z71C1jfsvOiOZqdMvdd/kkAvtyVvPOBN/Ply53nfmtvEl/kXBOtEBvNqpEMSRc7ybCk1rLVqw7uY20NwcyhM45B1Gtb7OXPf8cZPSM3/8uvPlMMwgMeB16GMwxfA77fWrt/0zHPA/4G+C5r7YEz6fes8CD6Tax3sFl2Cjgqahq8rkGsd/CEdizMBWtUIDcyH7PpMOGy5cnuGH5siZZSZOY71SlpMFI4qrSCxsx1yMATQViOdoaJraZkDYc7IzS1045UIiJYSQdUa6HM8ZWmIg1lGToCkYKaTUmnwB0KQIqCrg6QrmjSlxokeMKQWU3TBBxLRzncGyOpH6QsHMW9LzRHuyOsGUvLlFjMa6z6JadfYRTRsnNrI6EKqro+TZslFKr43TuNuk0PKNsoeDb6hbHu/w2ByAcA/KaBsshpGU1VGJo64lg6CpW2K29fLRMKTUW6efFFXvShUJiiz7SYD49IZo6qTlisFIOxBUoTmwxPOjj8simxqstEokkgMsoEaCwhktgKktVoQBPnpAJ0QVenCqi648KQSBLhAFUV2SW2ORUhQVqstHjCrf79tqBrdFZLg6IuNyc5kfAwwhIJQ1kq/ELna1nbgRcCT81C9Yz3/LdofbbW5kKIdwI34tKcHyqQzf8NuNta+xngPUAV+GvhMi9HrbWvfbrznlUG4pFf2sKej40g4xShXFa59lPHOX7jDo6+YivyWMquds7h4yPsbBnuPLqTc7N5RJLyC6P38MAPb+UdEzfzvRdcTPqqHqHX4QPzL6U7W0XkgvcsvZC7lnbQCHqQZYQrlmDeQ8YtgpMV3nXtTQB8NZH8951/z6qJGPU7lFXKV/5zynsWr+HB1Rlm1xrE7ZA/qL6EUb+DQfDFo+dxbGyY+WPDvH/4JYwEMaKXcsux3VRWXAAsWE/53LELGe1kfPXYOeyfuJldnma8+hjHomM8nlmO5mUuCY+xbkNeN3YvLeOzkNeJRM7JfAiAB5MZ4neuEnk5v7d0Oc2swkKvyslOnaPjI1RVwt3N7Twx+iQ3ndxHPexR9lLGwg6H2yOU5iXhqsFvaVRPEi15fPDktdw3t5XjnSFyK9kdfJY9vlO58kXAY5mPwnJxdIybuopdXpNfv+p/88cLL6Pu9XisNYknNKNhPJDvO94bYj6u4yvNQ8NHuGd1O1UvIVwWBC3LPx/bx5F4hP1Hp5nbIbgtKVOTPVrGaWAaKziURdzRKxObYTompCITfuPF/8B7Fq9xHJJAM6tQkilVz3nMPeNTlilKGNbyEg3PgaBaecRE2CJalBgFBxoT2K7Hl893OIw3VtdYvfpzvGf5+W6e12YIlObW6kkS49HWIVWV4EuNtpIrKgeZ1z1O5o0Cw+HhKFCeRfsWevAFcdPnTvvs1zf9fv2zPedZZSBs2a2Kcnnd0d4Db9lyG//n8HZspKl/JcI/cYKx26YpHWtSvmUUGx8GbTiSW/5w599SFqCmY9646z62B0v87l++kYlDjvb+0/HVBOuCBQ92xA8xdKBL0AqRzRbj9ze49i3L/OLc9dx1Ygdfef5H+I35SznQnmBfbZ7Lpo/xmc9dhdcR+B0Y6lm++ORlmGIGSwuC+2sjjB233H38InRg2d16HO9LW2gc7BC2QkrHWzRvGkMtHiP88jbeXv4B3rLzdi6JjjIie/zswTdycH6M917xCe6Oz+GNjXt47+J1PLY2yUVDc3yley4Nv8ds3OCX9tzIecE8r//4zztK94L2/gv1SawCry04VN9O2BQse44W3gSOnn7soZxosYda77mtnK5yf3Q+0SrMVmtg4acv/QHedN493Lq4m121Ze48sZ3X7nyIq6sH+IX738CvX/xZ3lJf4Pc/+QaMsnixc/n6gsjCFsHn1Hkpj9d24rcE1oOpR1JUnLPwpWEerg4ztGT5rXNezcMLU5TDlJfMHOCccJH5rMH+1jT3PLkdL9Ck7YBzd87zhfP+gQv++nsHXplKHbV9v8ZM9OnpcfEtq5wsgMidDun0gxnGE8QLITKDd068mc5qidWrP8dPNubY+5HvBsDruGu6t7zPVVUW57LCrfxHXzrMA/NbWG9WEMpgEwXc+Sxu+P9AUp5RE2GA9Mrs/TGXxVn8kasJ1w210OfDP3QxO4Mu8tb7ecX+VT4cvpLvesttfLH0Ar7/p27ks4deSlpX/OqR72H93dtIfr7J+N+WuP0XzuWrjUu44wt/yLuOvZye9rl9103ck6QMyZS33v2zHH6tYubcRRYa26m86QSX3/o2PnrFh/nt6X/mijvexm8/5zM8sj7F/rVpxA9LHr7jfTye9XgwnebJZIKfH3l0wBHwmU6Zq6JFfmf+On5t8ssMy4jrvv7T/PI7P8Gv3PhGhnausnz7KH/043/GL3d/gp9751/x0vJhbo538tHlF3K4PcL7z/0kY/sU/23+hVxQnuMHH3oLv7Pv0+wpzfBIPM3LR/dzsDfB947ezZ++5rVkY1Ue+9QHBoxSR/IyV4SOvWl/2uXCoMQtPdii2vjCZYGO5Dnfd+9b6R6pES1UMSHYC1rccvUf84XODp4fHRsUVt2WjPDDQ3dyUpd590yXL3R28NmVS/jqlR/kz9cuZu9H38T9P/HHhMLjcB4jgRGlBqClBd1hruB7PD8oczBz43jJvndh1gP+4PqPcXk0x6fWn8vLq/uZ2qFJreXGzrk0dYWLSsd5df1+9u00LGrHKPVAWuXCG97BQz/+3sHc93U9n8rF7xfT5WiaOmHaq3LRBT9A4OW8fucDnEwa/ObUzURC8Z7l57P3I9/N42/5AABPFuPtxxn6RVv99oU45A+2NimLDdKZ2rO9+c+CGODTtbOD1TrX2HQTlXtskLmFJcd019+ntXWE19tglPKFJljP8ON/3Qxn1pAWy/xGtR/4qwkiFyS5t3HOoul/5Usz2AGj1OlNFWzPvtD4OOi13zZ0TIjMBN0kwIsLVuuniB33+zf/St99eHCfhalf5ONqEPpl2JtJZPqw46z4KQrWaEuv63AFXhdkAjpXpAUhzDOVOOtNjFmbm7v2U9GE/iA+4DIGshiHzSWyJ1nVZXwgM9+4TplNZeqb++t/tpms53Qil/68bP6bRBIVaMg0dfiI05msTm++gOAMKzSftS5nv/1/vdz7/5UW+Ai/hG21AGier6jMWcpbpxHZxsP/4uqj3PC8F/Om4Tv5h61XcXnpEH9x0Svojgtaa0OMpIaltSpTPQvGILRGIfi+8budcK3p8pwgwhdVVvdV2XnRLC8ef4K/eN61/OL2O/ndI6/itngPR4NluusRd3V2MbvWwALbjENjbvUUI/IYcXSMxHo8kSVEwnBt1KMkSvzI6G0MqzKxSVm8xOfy0mG2PecE26orfOW887g4WGD5MsN3lA/zL91t3N0+hwPr48y3qnylu4sR1eaR9Sm6JmBlrcLtnT0c7Y5wuD2CLwxH42HKMnXXlxuO5jHjymNSlRhXjv5+XnfZ61d5JI15fhABDiqcWc1ev8LuqUWScY8jjXFUJefV+x6iIiTXlQ+wwwuQSD4bj3JfvIPFsM5iXuNksMjd7XN4Yn2cW4cneWB9G17HGZ22TTjHd6ustobjeZtIOJzBcPHsPpLGnB9UiU3KNfsO8MjyFOeFc0x7VV5Z+zpfifcw5a2RWcV97R2sZiUHvAqGOBnOs5xXqaseD3e34MWOabpl3JZ0UrlMy1pBUVgTkjntqO52eJZH0oDnhWYgHPSSXQeYCdd4Q+MeelZxa2+SSGQ8uDaD1xHf4Dk8nnUYklAVPku6S89CRQpu71xIxxwb6JR8M7UY38I0579JOzsMBCA2W+r+r6pgTZJ9rHufpMTJw2nkho6BtFAI3mxeGPyC+CO1Cn/T6mblqdyLmVUg7SCyLorflTSbziXwUYBG44R0IpETCbeCqIL3wA29P2aLtW7lRhQVf8U9ERUCMX1tjH62IZCaQOYIaZxYTSGs4xWf+5tK433hVkeJwBT99le9oKhH2FhFizFJg8k3rt1YgS8kG8yV/Qj+puyITAllXgjnZPjSZZQkspiT/lcmCUT/fAyi/NGmzXbfA9v8QEUicw+aCfCkxpfaeWOiEO6RWdFv7rJBKIJNGhk+Cr8YvxQCXxh8wMcnEjkSV3jVvwdMwZWZWYUvcnyRO/El8Y2eg4/FL8B2vnAelPOOcqKi4vT06zmjZjlVtOQsbGeHgchyjO4N3o4+pF1qc3YBc+4WjOeSV59ffy5jdyluuPTF1A7Dl1oXMPb1mHQoYOQ7V1gJ6ozWOuigDFJilaJlcj524mqS3ONV532GryaSUdll+LEOh+6b4e/2lpm8y/Ch864mqKVcWX6CXV5KqdbjssqT3F/fCoCVioaM+Hqquae3l8O9MX5t/O7Byvnx1ijXlo7w3vlX8N9nPs+ICpm8J+XL8V7m7p3mxDl1Gvs97njpFiZuF/zdS8/n+2qP0jEhmVV40nBldIxx5XFTfZ7zS3PcUd/JZeVDjgJfGC6tHKaqprmy8gS3es/BBpKtXpU10+VEnnIwG+aaqMOEqnBPkvL8sMoXY58pr0VF5EwqjydSwWOzk3hHIhonBTry+cf8Yv7LxJf4XPsiXlA+QGYF10RrSA5yXrDCXL7EPj9htXKUrg64Olrl4eost5YvIraO0n5/2kViGVeWiQKheCJvcyQvUZY9nhNU2Z92KQvNVx/ag7fq8fXd2xhXj/NXqy/gB4bvZEZZetbQMQFLeZ1d4QK7/CXO9SRNs8ZQQTl3Q8kZvYmicKqvWzHtbXgxDd8ZocxqLgkVsXHVuBOqzD8/fh6er2mfGzKf1Hnf9s8TCY9bqye5t7zvFM/Bx3KO74q3EpszVhSIAVxWPsTl4Rpl6X9ThDEC+x8exBk1TyE8f6DN2R2TRE1gdPgURqlzo3k+PSHYV57n9ppgOlilOxmRNCRV4zmvwgr6rOjCWhoyYFd1idQ4YtMp1aEmLL2xiHw0Y9vQKrMTw5zTWOHB1hZiExLbBK0lPeMPqOg83H52XHXZHcyjMAPBFiUk2/xlhqTH7vLigH+hM+mzM1gkG83Z0mizPFplu9cknpTsDBbpGEvHhHR1QKYVsVXEVtPVftG3LIhqfbraJzYhiXEIxT6jFEBZBIzIhJ63TrkIEI6rFG09prwW4zLHLzRCxlSXRj1mZcxD5D46tAwNd2hIxa5gYVBRGVtBbEM6RtKxAR3bpVcoUcXG1cEIy0AzYrzAE9SKh7avRzGuuoTCPbTuGEF5NCZWJbb7yzSkYHe0QM8qOjYlsQ5l2TM+HRMSG5/Y9oitILCOwk8YcQo5y2bdin7fp7NLhcIjEk6ib3S4TdnP2FOap+71iI3GCEtS3EP9NiTBR27obpz2uPSsT8caMJnzIL8ZNvD/MBBn0IQ4hdU6rQn8jsCG7gvroz3HvXXShmVrsIyOYFS1SauStC5ItIfQljRXlArKOXA3yPawSWZdUGtEQiQ8soqk1IiZLq3zZAO2lld5wGxl3US0TAejJeumNJDk86zTuqgJybjqoIsVKrE5Poop5WIQ54SLA0RgWheMyg5ho8dIKeZk1bFMp0OWKbVOy3rExskCJtqjZQIi0aWrA1omItOKli7R0hFd7dMyER0dDnRBsXYQWS9Ln5ECOevYrBWJzRmXOQ0ZoApt0SHpUY8S2o2ErKMwkWGq1sJHMaFa1IREC0vTwLqOWFOuvzXTdv3nAS0raBf6qP0Hs1pcc18HU+IMUkNq/EK7oip8MjSj1Zg8VwUpbsAWf4VVUyISmsw6ndO2Dh3tnCrTMl1WTQikrJtoYBj7JDGn61b4Qg2EgqoiIjYZw8ofiOxMVNrU/R7bgmUimbFq3Baof03981SLUvbE5oR4A8PTLyN386LIRF8v49vLB/Fv0c6OLIax2E0aGOGadcS1vWzAUA0wm40QrgieTCbwYjiZNwjXNeGqJVQ5VgkCr0AuFpRzic041B3niXgCJSSLWrBqcoK2prtS4lhniHDFcqg9hlKGIeWUnJRnqMsukZcNhHOUkLSsYS5vcCidGPAD+EIxl9do24THe1MDhalw1bCgayQrEYtxBX9d0jQR4bJgNh9ylPCyR8VLCFVOQyY0pKDiJU60x9NOvEb1qHgpDdWlohKGVMdNVPHQuzqQlMVN4r1NrQmFx7z2B+pWDrmZs9aNyFYigjWJv6aYXWuQ2JyTusGqMTSNWz3rqkdDJgN1KzfW1AXslBOZ6T9Ma4ULHxdCM04oOaVpHNy5LIPi75rF9Srpeuj4Nk3K0WyUIdkdUO43VJeqSgpFr5ghKQsFKxiS8QDjoMSG1B8wYLIGpzhWEs7DqxZo177I74lWjaOtYQ4lkzzRm2RIGkaUGlxT/zzumnqUZTAwDv0+nYfULVS/JENS0pDPLCJ3SrM4Y3cmr29TO0sMxKms1n7HOqaoTvcU2vuVvILXhqWsikwdG7Lf0gRtg9dnXj5NvDezhqW0wnLiSExa1iex4LdzRKxY7ZXw27DacwQqAZpACEShvC2FHQQqneKzI7Nt5tVTxFxXTZnEGpbTKlmxygRtw6ouIzuKdi/Ei91xftvS1FUXRBM5vjAoaQiEwReyCM5pNwaKYJ3UBCIv0qj6FNr7zGp61tIywWBMsXU3ccf6xFbQK7yNjpHEvQDVkXgdB6iK45CeNSznVVrWo2V8QiFdwFSYIlAo3FilC/T1g4WZ1YWsHY5ta1OgM7OG2Hh0Cubo2LowaBL7bu51hZ61hSyiKfpwLE9+EYx1L4lfsDgFQn8DPrk/hs1ts8qWC+AasmJuOt2Q9V7IUl6lmVXBeuaVAAALcklEQVSIhAu09gOv/dazrq5jcJueFoQMCjX2UHjFGJ+lgcBtg8/k9e1qZ88WQ4jB9OehQCUCfO+UGERV9dARDHsxxoea7KFDSR4JTD9nvikGAS6L0fC75MUWpiYyygJ0qLCRphKkrEUwGvZYsDVSHCbAWhflNtapb/Unqizcqt7w4lP2wUMyJhSS0aBdPOSKPJJUZIopGSI/Jw6KMZccIatjb/LIrEQbSWolmXW0axqJtQKDJLOKzCjSgm4/Q50Sg1DC1ZlURIbEH4xTW0NFZJSFLR4+RUWm+L4mKznCWh1ZolKKLwQ11aUicrQQJBZSq4oxeWTWUfZnRpHh6PMFDFbTsuiPY+OWioSiJjN80Z87lwnywpws9KjIhLIQNLyYzEoym5NZ3HUar5gHR5mXIUisIS2gjKcK5/jfAJLqG4x+etdDEfZl+YKccpgy7HUG1yNx8OnNtqcixSmZr29QFEe4eREaY+1TKqI9YzvLtxhnhYGwaYoRPbxzdmBOzDP69XWsr8gPH2Xu+15AadEyPrudjxzay8S9PT561RVMHM752NEraXx9lnK9wtu2fJmfecVbuGHv3/P257yNrLSN7oTgw2v7+OL+CyCXfHr0fj6/cjXjQZvS/jmGd+3gcGeGPfeu89iF2/ndV36C8/wOEsF/ueifeGN1jbnJ/ewJT/K7V/wIn+4McVvrMh5anWGhXWXovJhxtY5B8v7Zl/Ci0QN84uHLaFzcZcZfYejeBf7nsWsZvVexujbKzIM5fzp7PeP3dPiTwy/jL/d9nO+uHuSl5SeIJxTbPEnT5PzaxL8wLEtccuHHeX6gGFeP8vLqfkakplk6yLm+x6981wSdbYbPxhEnsymOpyMc7o5y/fDDDKkON69dyiuHHuBji9cyEbaoqR7T/ioPxzOkj9YZOQiVhdxVc2ZD3HDuJXz+xIU8Z2SW3Cp+YeKfub60Cnjs9XNWjODHGyf57upBetbyjuEHefS6KT68vo1R1eaeznPwpWbaX2VnsERqFU8kuzjcG6WkMl5W28+XWy9g2O/gP1ClsgYf3PdiHhg5zD8cuZgfvfQgiZWUpeAnG3MkNsNDAYqDeUokLB0D15Zi9l53iL9t14lkisIymw1TU12nWYoLHtakI5Jd1RVGVZvZfJhmXmVbsEzy9SG6PtzQewHdbsBPX3Mby9pyReUgR186zBdix316e+dCQpFzWfkQPevTMiVqsutoBBG8qtxjSTvmdInz2p7djW9PEYw6G9tZYSD6zQY+KIVVEqucvQ7WLX7HYMOAyWqLOKgzXIsxfpmZ6hod6QhlFvM6pXnJvd2dBKuCoK2xSnJxdIywkqJzxaXhSQ6VJ5jxV7hP7kCHAlN2x5ny/9Pe+fzGkVRx/POqpudHj7OOYlvOkjhksyAgHLKKWJC4cgkS0l44wIkD1/0DOHMDIXHishJIwAWkPaCcWAQIcUBCRKDVapFWJNHi/CBe/854vDPT0/U4VE97/GPsgViZ8eZ9pJbcnnJ1Vc3Mc/Xr974v50/bX+Ab6Sqpq/Le7mX+07zLWnaObkjwXeVm7XEhIhudhK/VHrLoYxzj1eY6N+rLnJv5mBuNf7NUecovnONKc5PV+hJ5mpNXhVdn1vh7ZYmlmU1ersyw3N/hfn+WD3sLfHH2CTMO/tyBJb/D71pf4nMX/kFbG9zLZvl8dYUH/fNccGvUNxT1jtdr6zzwT5mr7JBIzs3aA867wJP0MTerLe40n/Byssl5v8uVyiYAv2koec2RVyUeDeVGY5n3Zi5xPX1MphVeSWZKDcfd0GPeN1nu7/DP3hy30i7v9z7m3Y8+xZuLf+C8ixW6E+lzpbLBtaRDTzXuEIrjZm2L1fxRlK2vQV6HazPr3EiX+UvzWuFojU9A7mU7tLXCRd9j1lV5tdKIzmDxbIYO99bmeO3q43LXsuBbRWXwoXTvYrewFba54D0Lvs160uBqZYd+AzRR5mfabLnA5UKDciXv8O7KJX50OUbwDoKgXq9t09bAdvDMunhbkamylhfBYC6UO5X/mem2D9NlINjYRnv7070bazHdm/VNqs7R3pfundMGVIS7nUUaHykf7C5SbSmNlQ6+WyV1XbwPqAqpCKnrxpRjKIKwCqUPFyt8by9GifP7O/NszHk2slispr7WoTlUKi/xOankpBJl6xo+BvMkPtCUHqnEfqODs7iWxOAoHNRcrB25mle511vkw848u+eWSV1M966Sc293gY3ZnFaos5Kd52Jlm9X+S7SSdZorGRIqpOJJpU8qcV4xBd1TdxmpS6i5jOZAPt71abru4XRviYFKNden7jLcQNk6BGoSnY81qbCaV1nO5oDHPOq/xNZmk7rkpAJN1yWRPqnLSMWTUKyD69J0PVJJSoOhLqZ71wbBTz5nV3vMUCOgrOYNtkKKZwtHNE5BowR9Oyi76ympQOo8Hinmz1BORE7q4q1WRozTSOVjOtKLArNFunfV5WW6txfHk/4sTzeaZT/1ct0SCBmZ5DQLtetMctbyvDQOcHTI90lYHMQzoo6obC0u3veOWM9EctRH+frB3+iQxM/gfciP8csmPi+DXSqSk0jAEZ2VKlLmaIShauED9uVyFFGN4+DRwim3d+2kcEbGqMnYJpE+1cJh6VGCF9Tv5UWEslL24WvkQ/4ZGF+DwEGRvyGF977QiyA66MTv7ygv1iUnlJW9A0eXsDs4Bk/hV9BQRjYmEg4pRXuBgZMpqJZRt8P/uwOUgUvDeTVHjWO4bo2TgPi9koJ789J957HUoBbr84x+/ik3ENPxFKNAvDuk2+X6ILki3uEk1mUcOIPcUPjubqjierCVNWJqb664vpbhr1IkEnlCWfNx/8Vhp1ejp0pAaWc1WkWA0laWIqokUvy9hPh0o9jiOlw8H0qaGiysG/pgxdDk/WPvaIVW3mAzS8st6lbepBXqbPZSdjXWsNzoz8QYjbxOWyu4LOB7WnyxFFeMy++bpytqjWoZzj1Yw4PflcGcHKGcR0dd+YQk18BWiFLxuQaehjqh63FosQYhJqxJMSaiIEzsb6hNUVtz8D7GcccK2YOiNFuhQSs0aIWEju59YQMan4j0XOxPpJy/ZxBy7uJTlkI8xhc1S7wcrrsqojjZc2hmWkG7vgwf31u7wXViGHd8vyUKD/8/txXlB4LC2TzGMSGmQnJORFaBNrA26bE8A/Oc7fGDzeE0+LSqLozTcLZ+Ub965Ttjdfrbf/1wbCm702QqbjFUdUFE7kxiAU6Lsz5+sDlMhCn4B30cU2EgDOOFRNmn2j6NmIEwjIlRlGeYYqbJQLx1cpOp5qyPH2wOzx+7xRiPA2XEzhxnffxgc3juDJ5iTDFTYyAM44XEdhCGYYzEDIRhGEeiGqvQTzFmIAxjktgOwjCMkZiBMAzjaCabZzEOZiAMY1IoqAVKGYYxEttBGIYxEvNBGIZxJPaY0zCM41ATrTUM42jUbjEMwxjBGUjWmipNSsN44dAw3jEGInJLRD4Qkbsi8r0jXq+JyK+L1/8qIldP6tMMhGFMCAU06FjHSYiIB34CfB24DnxbRK4faPZdYFNVPwP8GPjBSf2agTCMSaF6mjuILwN3VfW+qvaAXwFvHGjzBvDz4ue3ga+JyOFaAEOYD8IwJoie3mPOS8CDofOHwFdGtVHVvohsA3McowJuBsIwJkSLzXd+r2/Pj9m8LiJ3hs7feh7qWWYgDGNCqOqtU+zuEbA0dH65+N1RbR6KSAWYBdaP69R8EIbxyeBvwGdF5BURqQLfAm4faHMbGFTq+SbwRz2hcpbtIAzjE0DhU3gTeAfwwM9U9X0R+T5wR1VvAz8Ffikid4ENohE5lqkovWcYxnRitxiGYYzEDIRhGCMxA2EYxkjMQBiGMRIzEIZhjMQMhGEYIzEDYRjGSMxAGIYxkv8CHG3J4CCm1VkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:55<00:00, 5.83it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1255.5374462604523 seconds ---\n", "\n", "[[ 1. 0.31951423 0. ..., 0. 0. 0. ]\n", " [ 0.31951423 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05891775 0.06088801\n", " 0.06961386]\n", " ..., \n", " [ 0. 0. 0.05891775 ..., 1. 0.99983159\n", " 0.99920274]\n", " [ 0. 0. 0.06088801 ..., 0.99983159 1. 0.99839522]\n", " [ 0. 0. 0.06961386 ..., 0.99920274 0.99839522 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:58<00:00, 5.97it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1258.2591919898987 seconds ---\n", "\n", "[[ 1. 0.31951406 0. ..., 0. 0. 0. ]\n", " [ 0.31951406 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05891772 0.06088798\n", " 0.06961384]\n", " ..., \n", " [ 0. 0. 0.05891772 ..., 1. 0.99983158\n", " 0.99920268]\n", " [ 0. 0. 0.06088798 ..., 0.99983158 1. 0.99839518]\n", " [ 0. 0. 0.06961384 ..., 0.99920268 0.99839518 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:58<00:00, 5.77it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1258.9376020431519 seconds ---\n", "\n", "[[ 1. 0.31949605 0. ..., 0. 0. 0. ]\n", " [ 0.31949605 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05891491 0.06088505\n", " 0.06961157]\n", " ..., \n", " [ 0. 0. 0.05891491 ..., 1. 0.99983129\n", " 0.99919666]\n", " [ 0. 0. 0.06088505 ..., 0.99983129 1. 0.99839052]\n", " [ 0. 0. 0.06961157 ..., 0.99919666 0.99839052 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:53<00:00, 5.72it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1253.1109442710876 seconds ---\n", "\n", "[[ 1. 0.31762704 0. ..., 0. 0. 0. ]\n", " [ 0.31762704 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05859295 0.06055117\n", " 0.0693567 ]\n", " ..., \n", " [ 0. 0. 0.05859295 ..., 1. 0.9997955\n", " 0.99850152]\n", " [ 0. 0. 0.06055117 ..., 0.9997955 1. 0.99785568]\n", " [ 0. 0. 0.0693567 ..., 0.99850152 0.99785568 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [20:59<00:00, 5.93it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1259.6747016906738 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:09<00:00, 5.93it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1269.2400798797607 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:28<00:00, 5.64it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1289.0404992103577 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [21:46<00:00, 5.59it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1306.4535055160522 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [22:00<00:00, 5.46it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1320.1133835315704 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'size', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [22:10<00:00, 5.53it/s]\n", " --- kernel matrix of tree pattern kernel of size 183 built in 1330.8893129825592 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1.0000000000000001e-05, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:14<00:00, 4.17it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1754.9295995235443 seconds ---\n", "\n", "[[ 1. 0.31940725 0. ..., 0. 0. 0. ]\n", " [ 0.31940725 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05864079 0.06060864\n", " 0.06945606]\n", " ..., \n", " [ 0. 0. 0.05864079 ..., 1. 0.99980498\n", " 0.99855351]\n", " [ 0. 0. 0.06060864 ..., 0.99980498 1. 0.99783963]\n", " [ 0. 0. 0.06945606 ..., 0.99855351 0.99783963 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.0001, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:08<00:00, 4.17it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1748.8684465885162 seconds ---\n", "\n", "[[ 1. 0.31844567 0. ..., 0. 0. 0. ]\n", " [ 0.31844567 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.05614712 0.05809089\n", " 0.0680444 ]\n", " ..., \n", " [ 0. 0. 0.05614712 ..., 1. 0.99953338\n", " 0.99222014]\n", " [ 0. 0. 0.05809089 ..., 0.99953338 1. 0.99238811]\n", " [ 0. 0. 0.0680444 ..., 0.99222014 0.99238811 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.001, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:08<00:00, 4.32it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1748.7917144298553 seconds ---\n", "\n", "[[ 1. 0.30896227 0. ..., 0. 0. 0. ]\n", " [ 0.30896227 1. 0. ..., 0. 0. 0. ]\n", " [ 0. 0. 1. ..., 0.03424565 0.03581005\n", " 0.05499334]\n", " ..., \n", " [ 0. 0. 0.03424565 ..., 1. 0.99396383\n", " 0.90476838]\n", " [ 0. 0. 0.03581005 ..., 0.99396383 1. 0.91572414]\n", " [ 0. 0. 0.05499334 ..., 0.90476838 0.91572414 1. ]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.01, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:11<00:00, 4.24it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1751.5906937122345 seconds ---\n", "\n", "[[ 1.00000000e+00 2.26697866e-01 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 2.26697866e-01 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 7.50669115e-04\n", " 6.88874020e-04 8.20221680e-03]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 7.50669115e-04 ..., 1.00000000e+00\n", " 8.47521619e-01 4.28958510e-01]\n", " [ 0.00000000e+00 0.00000000e+00 6.88874020e-04 ..., 8.47521619e-01\n", " 1.00000000e+00 3.93073024e-01]\n", " [ 0.00000000e+00 0.00000000e+00 8.20221680e-03 ..., 4.28958510e-01\n", " 3.93073024e-01 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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Ez1pJ5c11yGDIFje6n64kcPYqej5dTei0leg5OdTdv4xgjk7hn3YpzbuuRI+Se7dQ9FYmn65tIHr8MvTMTPR5lQB0X1UNwNGbg9T/YQli2XyEw0HTuaUItxthqAeg6+y5OIoKeGpBIQ03V7Nik8E5OzqJfWwZek6OOtfpQp9djmNqKXpRoT2uZE26lp6Onp2F7/V86u5fhmPGNHo+sYCOowsITvch3G4lUmg6wmVZHTQdNJ3WqxahFxagZ2fhmKFEH9PvJ+v5HfReXk3tr1Zy1OYQ4ZNXKHY8yZIC4JhSnEJH3c+Vz5rm86F5PEx9O4O6n62mYp0bR/l0NK+X0AmL6Pj4VGVtcbsTVgkhlLUmKxO910/Om7no+XnoFTNVX5ZlIdmCAxA6bWXC0uF0oXm99vc56520nztbzUGcTY9bUtxuzI8cQfN/rUocsxbOwNmr7Dne/cASdb3Ph2NqacKqMQri45m1zkP0+GUY1QthxQKmP63ueey4ZYmxWjTV/7iaofNXM3jhatVH+XQAes9bYj8DYvGhlXSJB2uN5zNROCw4CNMJOBKT8LVZL3CrcRGBAp30pJ1h2YZPsmHZo5zy9fOILM8nY1MLMi+bI8qbiXwlijkwqDTY1q5q+gPsuGclR3+9FnenH2PYj96s7O398yT5wP3bV/Glxa/wXMcCYoEAZfftxAiHca2txQQKnqol1tsPpsGsRwZ4yFtD1vQBprQPKRk+vqP09GMEAmiW6Q5Ay8m2dynhdiOyM6l/pJTvfP5xHumcTd7jPcq/wZQYgUDS7pzKQZQ+tBujq0c5SiWZOY1hP4XPNeAZmM79/mOo3NuLOexPtVqgOBX7/1AY6bA081mZyGAQTYSZ9XiYZ40lVLZtwoxE8by0mfQ0D8ZI7sJSlBq9fYjBYXY8tpwpA+vRLE9Is39AKXuT6ATwvlmHYSn/hK6h+TJsU/IztfOp/ON2jHA4kb85Sdmsv72N6dsz1BwlIXNds+KsgNLHnZayMYYMhXH29Y+ZLl64XGAYvNM+jcKuAHJ7PUiTNJcLE3C/14hhjzWGjEQofzKIs3MIEY0RGx62PXdz/7TZVoiKLaM7lY0FKfm3dZQ6JHhagyledPec/HEyX9xBwQMblQxqsdzp9+VwynHn8czLj5H3l500nzMdc18rkU+ng2ViFLpu27ORJo6Q5IHrT2fJ77ajpXnYfXc5AHNuUDdTNnp59hMr2PnVMmW682UoJVjcBdcwbaVVqCidgvUaGfdn4bhr0FaiCaeL3V+fy95vLGPPV+er64TA6OhKDNIwMFrb0aKSR8/8KHu+uQitMB+RkaFcpIVm2+dT9CRCgCkRuq7oSNZ/SBOjOA89aJL3niB6ZxAtzYNwOFPmt/FrixM0fXQRVXcoudno6MIc9rP2oUUEprjJqhV0XroEVs5HLyxQfhoOx36+FcLhsOfE0yPRvGnsu7IKgPCRihPTR/o1FOYhqxeq630+jJ4++1D2K2kIn8+eSxsWB6UX5iOyMlOPAdKXbnNbUhfoebloaR78py1BK8xnLMhQGJGWhvFiPsEfB9EL89EL8m0fGJHpAxQ3JKsXIlwuoplOdn/fi+lNQ3O7CZ6o5lQryFN0Oxzo+Ycqgo7PSWoiHaUOCw5Cej20PziX4rN2ANDxsWIe/OYf+OqR5yG7uhFCYIZCBHM1IsvzOWX+sTyz7VVO+XghRjRG//Iict6KIQIBZDSGlubB9PsRuk5Gc5ih6W42HZ2NGRhi5iU71C6Vlw19fRS/Y9K/OJ/Kb23BlCYYyiSq5eSA34/I8oG1G6bXdSNkPrE0jehpfszhYXvXn/mdDalKKilTdnJjaAiERu72EIML8ij/3jpkdhbC6USkp4E/MLrcLCVk+6Cvz14A4xC6jravnfRwHlrUh/PsAdu3IRnTbnzHbkv/27vII+aqrxZ92XtieHd2456eg+tv7yFjMUyfDy3TN6rpTsZiylSZ5iSrPoAxOEzp7euRgPOVTUjTSPEBAaCtE7Frt5qLri61WA2p/n37omBapujkxdHy6TD7+tEK8vbjjGjrtOV+384+jJ5eEIL0J9djetyMhbjpPKc2Stq5vZiWX0ZchDG7lF4l1t6BaO9AAt6dXcz+bB/oOkY4jOeZDaqtYb89R0Zf/6j9jUkHkxzE+DAcpPSyVvtr8VN7+MoJ/0GspVWxeNYN8HYY5L/aRMslVZzy8fN55sVHQJrk/K0BYoYKvtJ1ZEQ9SNIwGJruJqMlQtslC9CzMgl/7AgAzH2qP3+xRs6b+wgdNQ+h65i5Sh9gm++iMSUGAEMLC/EXOdFikq4LFqDnWjoIt5vQCYtg+TzEsiQ5NPlFFcr3oa/SQ9Y7zRjVC5FTi5DZPjAMhCZsHUSKF6IQCCuoTLhcKSZHaRhE55YxOC+H4akuOi6Yj567vw5Crlpg/+8oLkLrG07QJyXhTI3+ZYUMznBhrlqgTKnTS5HpHlu+TqZJxUboYBj0zUlHz80mdqTqQ587S+36ual1i81ZZQlv1RFmyuFSJzIrQ8n7Sd6bQtdVX2UlGLmZKccAzIpp9m99i3PRs7PQszKRqxYgysv2t1glQ9MJFDjoPG8+oqwEbVopIu4VWa6Kb2np6ThKS9DS0+lfVkT7BfOIVZahZWTAcnWfZWmh/QxoZSVj9zcGDncz52GR1TpLz5cr5bH2d72oEKOrB0dRAbG2hI++npMDedmY+1pt1+PnWzZyyvxjlbPRKBBuN/qUIszObuXkYgUA6XNmY+zarfwLPJ6Eo9WBoOnoOVnK3NjXn6r913SlI9B1u522J6qYcvZOkJLey6spuGQv8uRetIJ85fz0Qcx9XJnnTUf6A6MHNI2IuNTnVWJsr0V/tYTe30wj7802jH0taD7fmPM4FvTMTKXhHxFgdiB0XltD7tnNRH45hfQ/vYNeUKC4ikNFUl+axzPuYK7Wr9VQ9kwPYtCP2duXYska2a79k9MFmlDP3QFiLl6Sj487+/S0BZny64+PL1H1F6penZCs1ocFBxGa7kafP8f+vvT5NgJnLqf5gpkpO+rO22bi+k0ArayEoU+uwFFUaIsbms9ny8rJzjbDpy9m1015KtjHcr4BaDhfWRt2/Xclt615DG2m0kprPiV/xndhPTPT3on0OTNpu3Aue66eiZaflxqLYcn+yTt86UVN9oOW99C7cOYw3Rcu4dKXX0ezrBbJ2vyxoGdnJXbDEdyFnp+PsWwuHefMQSvIHz0WI1knIQQN5yn5XJ42QPZjG9lxfTEsqaL58irbOStuaRgT1jwPHVdliRuW/D7CkcieH5/P/q3wrndwndGN9+mNADReVXHg2AmHw74vKfOSl5vwZVhcmULXSC4qGaW3rcXYXkvDpdPQ8nNtPUs8NkRP7ivuEFUxAz03B70gLzUWI7kf7dCtDYc7B3FYLBDuhiDGtl20flUFHL17fCG+NQ0U37aG4WemM3zuCoJnrSTv7y4in4hCTz85b7UoebCvj5PnHMWzu16n+8lZBM5aSfelytxX99ulDJTrTL9Pw+zsTpgPgWk/UHL57If8fHnhycimFqLHL6PgBWWiu3yz0ofU/Wom4ZOW031VNd0r89EikqJ1USUXu5w2+y1jMRWSHEnIyft5Ug4O4ghJ7l++CGmY1H93CcveHOTsDY0Js6llMgXFSWk+Hy33l2AcswR9XiXD564AlAm17rdLCaycwcDMNIQJMhBQNI1QUo7EzPv32fTJcJi5d3YzPC2dzL2JnbHn4mV85K0e9Jwc9Py8hFu0FeAVPmk5pW948BdraB43xPUv8VgWV6pCMbZ4duKLaWAGArZOoXBjlKwX3MoMbSn6NI8HvWImjuIigictZefP5tim0zgt0appdj89871qYbCCzMwjKsYcf9yTsuylYcyuHvynL8P46CJaH1GmWmPu9JTzhdtNz7I8ZG4WkXlT1eJuKWHrblyClp6O5vEgVy/Yr68DYdLMeYgIFUpw6MpUZiHZ5Fn4p10ppsy4tcL0B/YzgZJk/pSRqBIvpEw411hsora5DiMSBdPA3elnxz3zyR1ey5ChZNv8pz14t+xj34llVH5ry6hmSVCmyfEIDNl/2YbhDxzYbNpjKbuCIUx/gMzfZeLa3oAcGibbHySGMqF+Z/XTPHx1OWkOB8LpwBgYHJW9T1F+SonRklpBz2zYh6+5TXmTWmx64XMN3L/gGGYPv6vcua02zHAYGYmQvncATUiK/7g9xfwYn9+RjlH629v2T2hjfU/7+3Z2VC6iePgdmwMxI1H07j7MYBDvm3XMbSyyFZ+KHqtNi66CR7cqZWMsBqEQ4t0dB70f2ubdmMEgmeuaMfv6CW9R+qmUa61nJm7OdNRqmNEIWPNU/mQQ04oJ0d89RDMnTKiX5HhwWFE3+8atxBqbUkybySbPkaZMm52V5n4m0Lj5U/gylMlSaAmT3UhIE4Rgye+24whJtDQPD1x/OgDZ2/ppPXM6c27YNbpZMs7SCzEuFlPL8Nr9jWo2tUymAHu+Op/YsYvxNgfoPG0WoY/Op/ls5ShldHTx6JkfRS8sUKa2tDSl1LNMbikYR8ShlpeLyPDaYzCK88h7T6CleZDzZ9m7dvfFSxEOJ9E7g6x9aJEyTyYrMa2/I2nQD2B2FGkePD0SPcNr57swaxay78oqwkfOh8I8YtmehKOVJQLohfkJVj8vR4kJTpfiwgrG7s+GZcqWvnS0wnxK3lAczUhzpXA40Ary0Hw+1afTZYsj0UynUh67XErEO0T8Wyatfb+ILq+g/c9z1WRbN6DjY8X8ZPNzaPl5iMwMhMuFNKUt84KSe4O5Gj1JJlBpmT8xVBwDMh7Rmeo+IzxumyXfdHQ2Gc0qYi+Upx701Q9spujtAcjLRg4NK4tDupW0JRqxoyyRclwJQ2TMsEOG0+u68bZHEaYkepofwwqemvkdZUKb/r21OF55l57vhil8o4u0t2spesdyD45FGVyQh9k/gBz2q7R6plSh1COVrSMVbiNeXuFyIoeGlJhgzY+2rx1va0TRtHGnvVPn3fc2MhrBefYA2XtilnkymphXaw5G0mAeyAQopTKXDg1hDCoLi/bGJkpvX4/zlU3Q1slgeZodERpXaJp9/XY/MhhS7tfRCDIWxeg9uLJVxE2hbZ2YHV14OiwHu5Fu27EYctiPGQio+Y5GbPOqd2eXctAKhzG7xo7lGH3Y4gONxThYJnkhxDQhxKtCiI1CiM1CiFMO2ubhYMXIFLlylTgOLT09EU5rYSyLxkiMtHA837zhgNaN0aClpyvuJRzGMcNKgWZZJ/TKWRiWHf8Dw1hWEcsiIByOhG9A/D5Z/7c9UUXZF4aI7Wv+YGmKQwj03Bzbt2Bk/5rHgzaliFjDB5PVyraGJPUfNw2PXOA6r62h8Bdr+MAQt2xVzMSo23Pw85MvdbpSRLhDsWKUzs+WVz/y0XH1892FTx+wXSuTfC3wcVQO2HXAhVLK7Unn3ANslFLeZWWZf0ZKOeNA/R5WHETtPXOUNSPJcpFs0djPUhFnnYXYz8KRbN04kEbb9l4EtKIChk9fDEKw6ybFZgbPWIajuIiG8wvHbXU4EOJWAhjbKmJbBCyRKHLCMvT8PDSPB0eJijItvaiJS19+3c5ipXm94xIlVAepopBwOBKxIBb0/Hw6zlH3YqRzFkKgFeSz4/riA1s6RvQx5jG3W1lDRohpWppHOYP5fCrWI8kKMrLN/e7JOMQ922qRpzJ8tZ5UPOa1dpzMiHFoFTP2a2+8UAljPjBPyvFkkpdAPEgmC2jlIDg8Foh09YDPvngjxrZd9F62ErFkLo7y6SkWjYIXBL2XrmTwglUY1QsZuGgVwu3Gf85KvNvcRD4RRcQMct5sTrFu1N5bRfSE5Ygl8zGPWgIk4vgb/zCHofNXIWsWIYeGyfhcM3rlLEoeU2JHX4UDMy+baT94h6u3bOWH216m8XezMI5divzIYhwzZ+CYUoy2eB5iyXzbGQhSH+C4M823t69h+LxVaAvmot01zFBNgOxaExkKoS2sRC8oSLgPx2JoHjctxzohLwcxdQqxMiXnmn4/9y9fROarPr66bR1XbtxC8IwViGXz0StnpUyvtmCu/b+ek0PP5Sq3hXAqx6u6Hy/nii07+fzWTchp2rAeAAAgAElEQVTqRej5ebTdm0fvshh6RTn61JIUuVyfNQMcOnPuHeTmra9gHr3Enk+xZL4a64qFKTQ0PzrHTuUWd6mOLy4nbOii5yI/+tzZiEUWrUJDpHnQS6ew6+cV5P6uF1ZYVgJLjGl5rNI2j9+87VUcM6YhVizEOHYpdfctHjP9XXyTqb17AcaxS9l56wx23n4EMWutq7t/kU2n5vOhz5/DNVs2s/snK+h9shyxbD6h09UcRu8MoldVoFfMpPZHSzg0HFJdjHwhxPqkz8j6H6Nlki8dcc73gIuFEM3AM8AXDkbhYbFAGGm6UpBZyL6omcBUL8GKApWO3tKIn5b3Hp/9+p9x9yc8JPUpRbSfHaHw3bCyVnT1JFLgR6PMeuVy6j/2W6QmELsacLYpWbj12GwAPlZeR+5n96L7I5hDwwTuKMWsb8S7W7G7BRvDiOY2kCbf/+l/cGfHcfx86UMYLg19cz1GUzOxji7EcBCttSslViJZUab5MtCnFHHp21dQ9qVatL5BQt+bwrT7HWTtGsIcGkZur8fo7rYzG0nDwAwGKX7LUG7FrR3oDQkxS8ZidP1gJtc8dhWbg2VoMYlWtw+zIfk5Aa07IWbJYJCeaksZV5iPlp3FXaf/hhvvuYjftX8EZ1MXcthP0fd0yh8zMesbMZpblahh0WTsacLs7Ebr7OMr9efh3NyICKg511qVTC52NqbQUHqLZls2hNuNnpdjxz5EpU7RvWmYdQ2w1UqEaxqYA0MYLW3M/Z9BGn86B7Ex1UpQdIfHTqz7iae/iNHSjthWj2vrPubcmnCBHqkb0jMzEA4nvzzyQaIZDubePMC8H3VS9px6NirvsNLnmRKiUczdjXzjt5dR8pok/ZfZiG31ZKyzRKvv52PWNWDU76XqtoNuyCmQ1tjHaebsllIuT/rcc0idKVwI3C+lnAqcAjwgxIETZxwWC4SjL4jRmfCkc12p4X1pG66/b8EcHlbmO+BXnzuXx88/hpr/eYfcp7bTM9+D2dnNnG/34np7J+bwMGYwhNGtlEVmKMT03+sce8VnePU+lS27/nLFRpb+XmUwfu3xpZjXZNB4dg4yEiHjjXql7KtTOS7db+1UiWKlpHDtILtuns8N13+aL/38YaWgMyVCE+y4voCOs2ax53ZrpxUiJYoSlI//lMfcDF5VQMPlM3Bt24dnXT1iW72dHAVITd8mJd5XdmAM+zFD4ZT8A2YgQHptFzOeDvLSD47kljt/ZeVQSFXE7r1slk1TbPlcqn6sXgSzrx8ZDPH1Oz5D0foQzXdW0H7qdMzFlWhNbXjW794vz6aiycQMhoh1dBH9eTEyFqP2KpV1evCockuHkkqDo6UHY7HyTdDyc1V+R2uHf/Km40hbV79fXzKm6p7Q2UPm3/fsNy73ni67nkb5kzG0TGWxGv5IOaKrl7EgQ2G0LB/f/MkVnHvL89DZg+ztgzr10ust6vnRZ05j+JRFYBiUvBZg3jc2492h+hysngGAc1uTnZ9S9h5qLIbAlOP7jAPjyST/aeBRACnlW4AHOKDp5bBYIKSZqoiK7W1WjjTxHIvWMc/aOsytdWw80ocxNMSUB7dhBlS6urjzi9BS3WRdXUE8r23j5Nk1PLt7DbPvUlGj8R2x7JdbMHbtofz2bUoplpdDz6dX2o4/MhazuYLh8gwyavvxvrSNuxcu4GPvtDN8znJ23bOYeTc2UbB+kGnnK52Q5nYnXLsBo7sH0+8no2EIY3stMx7rJLByBiI7037Iey5fiXHMktSUZ5qKeRC6juZy7pfNqvPoKQSL3GRt6uKGhR+l+GWNnktWpJwz7WkVfCQcThzv1WPWNwJqgTH9fqbcu4lQnpOsnQNk747g2NtJ70mViIwM/J9YTviU5Qn2Huj/j9V2Ni9vwxDeZ9xU/lgp99rOjKBXlHPEG6nuy83nzkDfsse6v/swQyE72Uz25l7IyWLovBUMfTJBu9B1ZM0i2j5VBQU5tF27MqXN1lPL6Lha6e0Mt8bgsRXs/PkCYh6NtvNmo1epBUkvSE2ZH++76PebeWbZFDrPnUv7hfPQfBmK1vMth6k9TfheraX9cysJFrmp/e/5tJ5SQt+Fy/AXq1cnuHwmXVetZPCCFbReemiOUvCBVtYaTyb5JuA4ACFEFWqBOKCP+2GxQIxEXDmVrIQEYGoxeoaX+ntnIxxOgqsqbPfp+G4kTZmirDMyXIiSIvZ8axGnrjyVv679q2rSOj9wdBV6hpfmK+arWIrBYfLv35DwCHQ47MXC2xQgmpuOmFZC0/VLefXsRWQ+t52qrzcQ+L2b3DtabU/HkdaHuHIyVJSO7vOx+4Z0vJvbkMMBOyVewR824nhjq70j2dCVJUUaJow4VvBOD+mtQWKFmTR9cREdF+dT8HhqAvHGG5Q+RRoGe76+AC0rMzGvmo6xuAJPT5RQsZeGsx00XDGTvNeakcEgGU9vwvP8RsR7tXZ7uY+/Z9MYy/YQ+HQWu36ixN3ip93Q2cOWT85MoaH0r23s/aLSS8QVqnFdS6QoA4b8ZD6xkawnNtnXSFOivbOVkif3IgaGKfn1ppQ2p7zQxpQH1Vidg1GyNrQz77ut+Is0Sp7eh7lbcQRxjtKG5VZtLK6g+YtLKXpmL1OeaLDzU0x9QlmGxNIqho6ppOT320hvDdFb5WLKCx3kPVNLLF09Y+lbWyl6YDPZT2ym9PFDs4CofBAfTNJaKWUMiGeS3wE8KqXcJoT4vhDiDOu0rwCfEUK8B/wRuEwexIx5WJk5/1l4vnVTSvq6fxgjg6GsQLCJxL7/rqHsxjW0/GcNpT9coxSJf9948Avj5sX3UQSm8ZEjmHH+Zns+mr9Rw7Q73oNZZZiblUjnKC5KyVCtLZiLufXQC9bYJmBg6ILV+B5+e9Sx6LPLMer2oBcVKl+GkYFZ7xdjBKUdipmzaF6uvOAPJ46ruzuWPvzvG6wVmeJN0f7X/mol+uxyztiemu+w+6pqdt++WsUHzC5Xyq45s2n6Ts2YZi1t8Tzar6tRgT2oByuevg5g8MLV7L2hJmGuS0qtlvIdxapGT1iO/5xVKUFc8fJwcfNrfHFwTE0okfXMTJWmbPUR7Pt2TcIDc5TgqpE4kIlQS09Hn12OefSSFJrKblR+AqU/XKOCqZIWh2/Ub7bp03Ny6Pl0NY6yqUROXJ5YHMbrGXrEXHvcyYsDwNSb12D6/Zibd9qemLH2DnXfigrRvF7MrTsJnL3q4H2NOC5jMdu06Xv4bRzTk8TvuBlcStuvwejotBcHzas8RoNnrVSBcEnXwejmSr2gQJnMR5p1/6G6GB+so9SHgX9LDiKOD5yTGANVGxzsWHboNRM+TDR/s4ap//MBOhtNAjg0DqJwXp4898GTx9XuXcv+8O/LQRh53pRkr7sfXEL0hOUYxyxVkXLWqn305iANDx/BnluqCZy9iq5rqtHzctl9+2pYuVA5DHk89q4gnC72PrqQWes8tPxnDZrPR+g0pegavHC1zUnU3r0C/7mrEE4X0eOXqfRhVkQlKxfaocrtX67BfLmMkrd9dH6+Bj07y/YliB23DLF8AWLJfHsc8RDlHctiaF4vek4OwefLqf3VSsyjliCrFyE/shi9qsKOIRgZro4Qah68Xrt8XxzC7SZ86gqavleD/moJHV+waBqxA4plCZr0ggIab6xm6v+ssSMzr62rZe/3q1WdjRULVVKZBXORNYsSsR3JO6VV+EbPz6P1z/PQ83KRH1ELrWPmDEZLWsvqI1IiNZN345w3czGPWrJfyjk7lVvFTCInrdgv5Zx51BLbuav+1tX2s6ItmJvi+zESmseDcDi4cGcr7V+qUQmHZ0yzlZrxeyicLjsxcct/1dDxxRoiJy5X/cTbX32E7dDmKJs6Zp+jQSKImfq4PhOFwyKa0/CA8CQ84c6qeo/17uUMlTrJfS1sa8zv21LDlxa/wrPfXUH/4nymPN0EHg/Pnv0Tvvydk1VUpjQRllVAxqLk/slL02dzmPZUF4Y/gPe1nRhA31yNTKD86c/QcPqvOeWn52JEI3jW1mHEYshWJSfrtU0YVmq50hd7aPSVsbusmKoXOqwEsYozcG/YjRkMqVgRaxzC7YJ45jVNQ3jcBB4rZtv3fsY51x+jTIG6jhxRMWtkanXXew2J6NGkcHIZiZC+fi/FsWk0Rmcw43mLphH1GcS2epsmo6cXu9SjywlS8t3tZzD9GT/vGXOZseVdYpEooqcP3ePGHC2Jjqn8M0QkguepSsyBWhxb9qhyfi1tjJa0Vt/eaP8mDRMtzWH7RaxbW0nlpm379WVXNGtoIq2jG2NESj5nbQuG1cb0Z6O21Ujs2mNnARsVVtzKDX87i6oXujAb9ylztXWN1tiKgYq1MQaU2XjqiwPovcMQjRELBhG7lOiibaq16Y6NiJIdDyYy3+R4cFhwEO62YIpP/85TC0h/cTN5D25QATjWAz/7pxGeO3EBu67JJ+svWwgsKMHo6OTLH7/ErtAMJHIXSklGUxDjS9k0nF+AnplB85XKFFX+o/cAKH1R45Rjz+WZVx9Xu6RT7QbxUHIZChNPjSZ1Qenfgsy5O0DLyUVoWZm2m3L/SVUMfGIJgaOr7HEYSXZxGYkQ6+giozXGuR+7kMFTF1qRkFbR2GT38RFyrYxEFA2anlosSEpEehruziClrwUVTT7ffpWhhk5bZP+vLayk4ud7bfpMf4CcO71IIShaHyXw8SPQZ89Ay/KpIjFxt/cRHAQoK0N2XRAtO4vhY9WOKubOVLt+VioHIXwZKh0dKjjMsML2AcpeMGxuIUXfYvWvZWVCPPdGcpvORO4Lx1BEcUTp6ZjLq1QU7xj6ATMURjgdzHzMoPXjBSqFf1amPW/CbeW+yM5CryhXfZjQ/vES0DUVO7NC3Wc7AlbT9xvzwfBBWjE+LBxWOggtPd2OrQdAShzl0zE7u1VCFofD2iW0/dK7RY9fhrvTz5LfbWfT0dlKiVVUgBwaVl6K8ZdsRPCPHWwjBM+3bORjl12J+43thD46H9dz69Bnl9N+fDHFj+1SD0IshgwGVarzeHvJOMh86tlZqsiLEIil8wiUeUHC9bc+xN2LFyHDYXbdsZTKz62l6bGFTP+hRBsK0bcsn/T2KIMzXOTe95Yy7ZaXQbtKAEssZkdC7hfgNFLjHk8Pl/Rdz8mCaMxOeuuYOYP+ZUVkPrMVY3EF2jtbkbEYTd+tYfpNa/le7Tt89vYvUPKHnRh9A4k+432N6EPPyRkzcE7zevF/fD7eF7eBpmEODRE8ayWtR2oUvy3JektVN5P1ezFDIRzTy4jt3afaHBhUhZPy86zAMrWY65kZ+xXTGQnhdKnSe9OmIkNhYrNLEG9uStyj5PnJzUYGgso8OjCoCjrHYphHLkZ/eysIDS3Lx/Ndd49bV5BflS9P/d3IcInR8ftV9/376iDikPNmKtk2Lxe9UDm3dB5bgpw7A72kmObPLULPzcExrRTH1FLEfMszz+dj6o11dC/L4dUf1RBdNAtpGAwsK8Z81EPg5EWqzYryhLXE2gUjRy9UmYxyc/jYZVfyyv33IueU03SxWnh2fC0f94BElhWjPeag9hfT6f/EYhXgs7ASx7Sp6Pn56NnZOIoKx7Y4WLvZjltUZiQ9K5PPPvwkP7/9DrouDvLzqz6JsbgCvSCfufeoF33mFzrRm7toutmNM2CJTdYdk5EIA/NzaLuvkPDDXnb8sBLH9KkqdmLWjJSukxPIqoxVqce1hZU03l1C7X/Px1FagnC78f5+iOtv+qOae3/Edhsv//lOtJnT+fp11zBUbtJ4dwli0VxbN+KYNlX1MSfVD2Ln7eWjcADq+97rFnHHbXci580ktlRlnvK+uI2KBwfJqB9m7505fPaJp4lZu3Y84c3O22aiVyhdUfhhL46SKWjzKtDmVbDjljljx2JYiBy9ED03h6bbfez8YRn+/1aerztuTqQ/FA4H+pyZRB9Jp+3Kxey6YwbaggrMFUpP8YXfPoo2Zxba7Ons+MGsUfsZCx+wJ+WHgsOKgxgVVrg1UiLcbuXnb9nA49/BChce9quU93F5XQj0ylmY9Y1IU9Lz6ZXk378hRd637emajuZxI+eU89xf/8DJs2swAwG1U7ucGP0DhE9dgXd7J0ZzGzIWpeeK1aT3GLgGYjhe36xYz3i4+hh2csfMGcT2NCIcDobPWkbm9j7k3hYwDD62votfrj2Wed9qVqHtFtsa55K03Gxk30AiLFoIBj61irTuGOnb2jDaOxg+axnRdI3s37+VmMJ4QleRKp4kz3Hs2MV49nRjdvdi+gP0XrqSgjc6KHqgizQ9ypsPLaX4tjUIp4ue/1hG/iOb1T0pKaJ/eRGZj69XeRM+shhnSy99q0rwPZLwTei8tobCX741KifjKJuKmevjiPt3UD+cz9BR3SpQKi+XXbeWkrE+jZK/9xP6sR/XxxOiaM9nqpEa5N/9FsYxSzHcGv2zXZQ800LbSSUU/6keo6NTcRejlAgUDgfSMOi8pho0KHl6H7G9++j4Qg1Fd66x57jr6tVkNcbQQwZ9c9y4hiTZm/sxt+7Ef84qhkt1DA9oYdh6+/Xj3unzqgrkSfefNZ5TeWj1vRPCQRwWSso4+i6rJv/ZesXK6RpG/wDmiyWE75iCI2giDIlrbS2YpqpbEYthhMNoHg+XrX+PISONB64/nVCeTt4brey6KY+Sx5x4nQ6oayD/t+tSqzNLiTajDNnagYzGCH10Pk0Xx2y37BNLFlP/nUVMey5M1xIPBRtDBCsKcOVmILbuJv/3GxKxD7puiTEixT18JKJTstHb0zFDYQIFGlW/beGC/Lf5wecu55XqXVT6NyJnTgPAMaUIs6+fuhuPYNZjAbTOQYI1c3A9tw7HlGJ8j0cQnx/CyHQRnFuMu6+fjCc27OeJmaL0FKrATPIL4ygqgKEIsaIsOzAtoy3Gisd3se6oPHB5mdK/FonKiJX3wAaCJyzimz+7n5s/fxmZ//uuzdpr72wlFouR2dyakvJtykud7Od6ZYkgRn4W0R8PsfmjPoRD/SZcLsjyMeerLRjTi2j+eDZTz2zERIkkpt9P4WtdavFH6YdcL26k6GWBoetMeV4Q61B1WceqH6qVT8NsaiFvRwhnV4Dam/OY+al9lP61FVtdKiWF967D+MhCXPWdFHV6Mesala4K6JujU/aTDWBKtPIyto7a0+hQKecObyXl4c9BTCD+WX4SKbAWmH3fqqHspjWjciKOqaUqbf4/ma593662HbA+TMQXgNEw0hNzQjFSl8Oh+UHkzi2Ux913zri6evwjv5rUQejzKmn9Wg16QYGtKxi4eDXiFeXx13tFtSoUm5ODY8Y0VeAFJV7seWixKqx6xFxq3ovYnnKtX6shevwyNK9XJUUZ6TG5ciF6dpbyMZhdTu3dK9DS02m4pdr2kxj81GocZVPpv6Sa7qtU0eC4X0I8H2Ny8d0DYeiC1eiZqoxc+3U11P1iFXt+VI1j5gzbAqHn51F20xpLvHHxwL43CZ61Eu2IuXRfXa0WByEInrWS8CkrGLh4NT1XVtuJT8aS9dUXgWPGtNR5r5xF4BOr8J+zyo4ZGT5vFbW/tMZp0VV24xo7r4U+r5L2L9XQdU21ndUZEl6II30xzCMX729VsL6HT1lB3c9WK1+RzExVFc3hQC8oQM/MJHbcMoLPl6NnZ6nFIZ7q/sjFdj+9V1Tb6e41n2+/fBSjQVYvQktPJ3r8MmTNIrquUQWdU661CvgOXLxa1RM5ZmnC18Y0aL+uxi5wLJYfalbrDzRhzIeCw0rEMOsaKft1B8bgsG3Oy3u5EbnBhzHQTuGzDcR6+5U5athv262NoSFKH3Di3bKP1jOn89YVS0Bux/dOE97d2YjmNmV10PX9s1rvaFR+DkKj6/hiiv8mES4n055T51V/9bO8deuvOKl8FbmbMhChKPT0YQRDKrrSsmLIaAw0cdAYhpy17cSsMnw5tVHSO3TcfTE6j55CwVODyEiE4PKZuJ7rQVaVo7f2cNp/f5Xv3vpbvvj2hfxi9X3cdncVSIlvfQsy00tak4YIhTEHhxUNIzAyXNtoS92BZVMLPiEQ4QhGvIpZc4iiNWkqIWuWD6MtArEY2rRS5L5WOqvz8HaYZG/sRppmIt3/yEAzC86OQYwxslp7N7dSkGelsLcC1/T8PCJzSnC2D+HqDjD8YDEZDqV7iVuvnB2DdoHe/LV9StSQEhGNovcMcTDfVce2BoxQGFdPCC0cJW+Llekr+VqLxpxN/YjeAVwxlb08bgbP3GsoHxdADAb36+NgmBQxxoG4iLHvWzWU/6Y+hYWs/dVKqm7t4tSn1vPUgsIxX8Duq6rpnydVUd68bNB1Gs4vVPUvRslraCOJhdfzcpFlxZibttN+XQ3Ft63BUTYVo7OL5xre4cTSJaOaSg8Jyf0VFBBaMp2ITyfzxR22iTFueo0rUPWiQsyeXpXR2+VSOTOnltJw2XTKbrKUke8zwCqFLkhEn6anE1sxB+21TSm/2/kbMzPpPG8+eb9d+4/1a7WpLZyjArqS5ieuRBQOJ8LpsBXAycrpFPoP9Z7E9VDp6chIhKG/TCPjpDEiMsdoP6UqmKbzkvHIuEWB7LmF8uh7PzkuUp866hf/viJG3EGm7KY1KphnyXwcU0vRfD7mfm0HdPbw1Lw8Gm5aibZ4HpETl+OYOYPgmSuVpr+qAj2MqluRnQn9gxi7djPjR+9yza5ddH12NWLZfPznroKVin2M5who/1I1+vw5KuhI09Fv7yN86goKNqoEst3HliHmlHNi6RKeb9nIgnWS9i9Xoy2qovfyahUluahKuUsvX2CnVRvp8BR3x61Y60KfV4k+ZzaXvbmW5sujOAImuJwMnb9K0ZKVqOykeb20XDAbraIcvaoCuUhVkIo1tzD91nf5acMafrP3dcRLxZhHLsZ/7ioiJ6Xmg7CrlgmBnpOj2P0kGgcvXM2djW+Q9XquSjmXl8uVm7ay+wIn4ZOXK1t/3A1Z15U7en4uha93suLdiBL9rOPR45ehZ2YydMHqFBq+uHtnIjDK6jcu7g0/W86+7+mETl/J0Pmr7PnS8nJh1UJOf6+N4ld0ej6tRID44nBN3W479dtv9r4Oq49g4OLVBM5exRnbe+z29wu+svrvulqJpCeua6V6Q4D+v6tkQnaQoKbyYQbOXsX/7nuLhj8u4rrdOxi6YDW9Vyhazvj7doJnriRy0goWbzj0hfJwN3MeFguEdDtTbmLTqVlEy/IRJUXqxXIpb7lPnvwGu67wEShyEpydTzhTOfi0HVeA4UaJHNEYwmlVltJ1Zjq7WXbZZgJlXjK392G6lI4gtERVTyo8fR+Nn8gjlpUGsRg7W4vwbu/EdKmpiXlQYoXQ+ErbUn4y5V1OumQNgWk+8rYM4drThWjtxvS6wZCIzAxrUDLFs05LV0VuT855jz0X5CGdDr694SyMjjRMlwBDseu0dqa4U2MYyhU9HEX4g2iRpIdQ1/nUpit4criKe2Y/gn+qB1/dIOm7OlPnN5k70DVaj1Ju7XpWJlpGBs7LOvhj/wq+WfoMWkzV7Pjq387H1avj3dGJa08HtKucCtKUpO3qUDTqGlflvkXudr8aP+DqC2EGQ2TtTM2m9fmXLkmpuqX7fHY+iJ9UPkagLYOMbZ1kv9dj90MkimNvJ7f/5TTWtkyj4J1UR6vrXrsA705F1/ZIDo7mHnI29+PpCnPbs6cmivhEUl20NauGyJLLtuCfmcnPnzmZh54+Gnef4hB++sKpik5NIITAt62bu/rnY7am8fm1F5K1tZ+MFnWPfvzuCfi2dJK+o52nnqjhUPCv4AdxeOggBKAl1qpwnonp1pFOByJJfp7m7iFr+gCuV7OIpWmk9cYQLhehfChaFwNTYg4M2nUrkJLz132Gny99iBvkfOTeFpyyBAOI+HScwFRvP7vLitEDEWQwSMFfPBjNbbhyM5BARqsBPX0gTV56sJr/vMTkh0WbONK1Cm33Pgx/EKSJVpCDGPTb5i8AknculxPh8fCNrWcTmR5GG/JT8nsfpsvE0xlGBoPIPU3IWNR2H5aGgTQlmY0msrcPGY2hRaK23I2UZP4uk9s+cirFZyjPP9HUnlLpCkDrH7KvkeEIkWyLhfd4IBrl/LL1/OKPp7PrpCL0zn7MYIiK30YI5wsMy+yZSINnYrS1I9LS0IAbWk9C390CRfkYgN45QCwaQWtMtbLMfjBiV10Xum4v+gCP9a2g9CUw9rUmdChWeT6G/cz+Qw69i7KRde+mtFn+CMgWlaPz6tcvYU7XVkRfP67sLGY/mLNfTEscwuVERmNcXfQq1znnU/FAHyJqYGSp52bWI0FrqCoFntzbzL1PnEDeLnC96YaGOtIHcogB0x50YDSpBDPlDzmp5RAgITZZWWsc8Icwh4ftr3N/2oxz7U7kzt2qmEq/iml45NqTmfINk5wv78X7yg6GSxyYff3MvHcvaX/bjjE0hOkPYHSpXcgMBCj9pZMffO5yrr/1ITAM9p6tRIvMF1XtzU0PLqTq1l7ajszCDIfJeaFOxXJsVTkd0l/dZrkSS0pe6ePt76zkyC9czRt33o2MRO2XuPbb6XQfO43Qr5PK8Q0NJ8QMoWH29ZP76wzm3jJEyxllpK/bQ8Zrdegbd6mSdoYqwpMcS4JpkP3sdoxBK99mUnEWMxAgc2MbM/83yE+//Ske/dGtKrdlNFU91/Qpq9akEJjzy6m4V+l4zMEhZCTKb+48jamvBGj6aSV9q0thVhmOnU14X9+VyAsZf8mkemlMfwCjvYO6W+YhgyFqr1CiVf/q0pRYljhcu9swq2YAoOXlIof9Nqf39i0r8P2tVs1l0nUyoorgiIYW8p7dvV+badvbbO5g5gPKRwPDYGB1Gdq+sWuoyEgULTuLz/7wi1z6/acRja3Q0oG2pR4Axx7lqalXzWbgtIVgGEz/a0dHgYoAACAASURBVIAF124h8902ZCRKYL4qP5C2rt6uBCfbD61CedwP4nDmIA6PBWKEY1GspQ0zGLTzTMaPuTfuwazdQ+z0AObwsKrVGQoRa223qkJJtTslKc20iIlnzS7uXryIj63vYvpj6sGJ13mc8uA2zD17KX1wJwgNWVpIzxWrE9p4w1DWCqB7aTZpbQEyX95pO1MNfXIFtfcuYc63+shsDOE8SWU21jyelCJARnc3pt+PcyCKWddAySs99B9fAYV5KpWc0Gj/4ioiJy5PKb5rK+qcDquCeCrT13TuVPrnpJO5a4CrFpzCMW930vnZVSnnTLHyQwqXC72uGbNR7XhmIIA5NETRg1vpm5NGemsIR8hEGwzQenEVIiebgYtWETh7ZUJvAfRcuVpZEkyJpyPMzVtfYc7tqs3IpX1o8yq47r21KTTs/vxM9Hplno3ta1Z5Ia3FzrdnGKYU0HvpSrquTuSdFA4nxjFLaLhuAebUQvZ9I3Vce66YTst16vxggZOeU+fQ+EAF/mKdPV+stMO2k1MJxMdtdHVR/PB2/rxsBnuvXUDDdQvQclSm891fUi7T5q56sl+pZ9/XVtJfmc7Ony5gz2VTabt2OW016j4MHltB2/XVdF+1mj3/+T5yUv5/XiCEEI1CiC1CiE1CiPXWb7lCiBeFEHXW35yDtbMfTGM/thCwKkLHbFdqMx5SbBp24teRoc7Otn4VXBUM8cQNxydWeat9068WInNgUIkK/cOk9yQiSKVh2qxq9p4Qekc/pj+IGQpTc/1nWfPTX0FYw+zowlnbkigFl7TjJv91Nfcql+T6vXibQ4jBYcsqYuJrNth7yoiyeGlpqk1DmdPi44wjd2eMrPoQWkcvZjDEn285jqM/nfpyOnY02f/LYCjBodi/BcnZEcDZ3EPG242YXT1k10eRwwG0KGhRyZ5zraI6QpB/YZNNs7O1l89940t22bnsW9JpPT6Xb//gypQ+cnZIpH9EwWNrjvX2PsSgH0dYkt6VOj4tZJBdZ6L3D+MIpRwid4dBcLESBzL3+DE/2cP/sXfeYXZVVf//7HNuv9NLpmdKZlInmWTSgxKalOArRUQsNEUsoAICYnmxIwp2EMQXUUREwFeQXqLSAwFCElImM5nJJNN7vXPbOfv3xz733DIzyQRB4s93Pc88yb333L332efcffZa67u+388tfJaip3vI2SkZq1LxoMCKZLXumJkWU3j2HoPs3SbSKhTM2Snt8ZmDg2irhsjcO0HavnFydppwzCCVf1a7Wl97kED9BKGTRsjedXhZlH+HGMTbsYM4Vkq5NCEFcw2wUUpZA2y0Xr89FnuqT0Hln+gjJ9lE0Kam7zjFUKW8STUJ1vFWAE0GgriG4xqeMRcCwDEUVOXf1medJ0apfPBiWk67TQVZ0+PqViIR0p1oIbUl1rKzcA5OIINx18I5auDpTa4QleEwxMYQiUxaAF1DYRwjQWRE/ej7lgoe2ZicxRBWVkQkktEkzp0p0QNhpQFRnI+WkY5rUOmR+LrDeHqDZDTFqsQkzZtmx+HcoTCdx5hK51IIepb7cA9Jetckj9Pbr1K0U5Vgy3AEOTGBrzuCayjBjZAmjuEJvH1RZGCCtLYU2vvBKM49XpURGQsytDOX3zavJlycgXswSijTKtM/BC2cZyCCZzBq66l4BqyxCw3hdhPck4ljNIQ+HsY9FCWwO4uxKhWAdgxPoDd7CO/OiH/vMExKMaO/d8veCRfjNOB31v9/B8ysGiXBNL9/MosRoJUrRGXzt5cjnC6CJyxRqSi/f1qCELMgB71qNg0/r2fh19qY+GOajTUAiKyvQ8/KZOQMSxUpahVexSLuCe2KcBSzvABtbhV771rMwu/0Mv9Lb9oyf3s+U0D71Sr9ZQZDSajKmGxgpKIAPTubxi9WQneforR3OEEI3H/bxuzrX0nWhgiH44zdU5C3uA70K/DTnBIabqpj3k1tVH9za9IxO68ptL/fdlEtelaWNSilhm0etQSpaUTmFNFyZgbtH6rC0diGlBLH89vglR0U3BrflVR963V7EYtWFLDgxl6qn1a7A+eYJPe+bSz8YXImxbf1APs/W6uyO9nZSfwJ0bklYBg4n9mK65nt8XM3DIzde/G81gzRKBn/mxyk9O7qpOKGN9Ru0uei5vZeCi4aovUUN97XW8m9czMAnkc2J31POBxofj/Gmloaf7EC17Z9eDbvjQO3Xlc7rtDJ9XRdUEf1txWH596P5ODd1UXNdTvor7WubU8/ld99napvvIZv0+ETFR/pSMp/doGQwJNCiNcSpMAKpJQxap0uoGCqLwohLo7JiEVIBr3IcEQ9oVKjz8EwZiCAHhJIw8DdG1QR9nBEkZvApN2FFAJGx8nZqmMU51LkU+m32DbbORzCnAgSW6SF22Wn36xx2qhOO5U5Mk7uY17CpTmKmCQ3i+q7P0PTR2+lYLOlHuV0JMVCEnceZiBA1uI+RTaSEM0XHrf1lE04B6EppJ6m2KZFClLSTPcjnTpaMMKsFxwEq2ehZaQnHVNW2Wu3FfUnpP2kUuZ29oxi+pwIwyRSHiLiB5GRHtfsdCWnoTWfT41LaIiIQaQoi43/G9+1aBnpBCtyE4eAzErHMQEIobbylvgOgBaMgNOl4MqehMyP0BBOhxqLy4Xm9ya3meFX5yqEyoJpAlmQg+ExISsd4fXG5zDxe4aBDEdw9o9T8IJQ7WdlxBdiK1Xtax0hvS2KlpGOdDnI3i2R6T5EZgaa5aUJvw8tzY+W5lcYnMMwKY/8GMQ/m+Z8j5SyXQgxC3hKCJHEXy6llEKIKR0zSzrsNlBIysTPhK5N2koDyEgEze1GalaaTgK6jtC1BKhvisxaZx84HAROGEP+ejetP1tJGpviZDOGRLhcuEYVOtLo649rWoBqNwbL3tuucA5OB2nnt6Of3KGgyT0CT28Rx3/8k2y863ZOKl6qytItQhIAPTcbo38QR1s/0u3Ge2s2Rpt6IsZcjJjkXpKZhtqNTIdWbN6vAEGZaWSc34Z+UifRlLkL3VWIlxZkNEL5gwN2SlnoqoZEel04mjoQPi9zfp2Dq70DY3+bWqSn6DeR+EUfGIOt7TiXqWBhRmuYaFc3zt6+pGpOs3k/Rc84MKVEy8tFdnWjFxUQ3bcfbTiAOTg4eYdkGsiQgXFApUxTP5ctBxTlnJToHf2WQnqIub+bj7mvLV7Wn3IOmteLlpON6XYydMY4mfe2J1XAmq0q4DpRlsFYsY63qxvdNOn+zGyy/9KOEQhQ9lg6Joqbwh5XipLaoU1gmEdGnmA6e9ug1kKIbwJjwKeAY6SUnUKIIuAfUsp5B/vuv7qa853WrXhXqkBTLCZlb0var1kCm7a9o32KFbXIV+MFz+Z7l6E9/wZ6TratZGYzeMVs1WJ4ZXtqU4c0LT3dXlBjDFNTWazyVV80z2akeiftcKo50+YWydpfXDCjdl8++fp/L6i1EMIvhEiP/R84EXgTJfd1vnXY+cCD/+wgp+j8LX0nxmZ8yMVhuvZTYyJWFZ/m89kVnUCS7sa0XbjdU1Y3HkwDY9oxJSiQxZi9bT2IxmbV16ZttH1lev2QWBuxOUpSNUsZ1yTWbLdbYR9efTNpTrTntqhdWf8AMX5JmUI8m7Q4TMHHmfRewtjN0VH7fKOtB2zotubzxdnBnS6ibe3qmu9omH5xSO03lcHbqnC15yJWuZtw/vYxh2H/v+MgCoDnLRmvV4BHpJSPA9cD7xNCNAInWK8PbinnHxOASRUp0fx+RTVnBfUAOh9YMFnMJLFphwNHUSGa14sZDNquS0zURktPV3TsiT+cg+yq9KxMJfri86n2QiEb7xBzKyBhkbDGOXb2Gs7e1YVwunAUFqg4wBTVjVMFIg9qUrlIelamfY6pP4RYzKH0+y8qBidLZKZ4Uzq9n12r5kJo6qkcDMbxJ7G5SBlXYqGU5vcnvTZDoaQ5SRxnbKs/eMFa9vxyFaFTVNzCrl+Zimgn8b0p3J3YuQqXS4n0BAJqEUpgCk+d064vrkOfV63uC79/6n7tDgzMYFAVjFnxIRkKJc2x/fpwd+My3vWh/t4tO6KqOd+SHU4V31up+DtYW4BN1JpoCZWPT7Rv4aRixVuQtCi8nWOZakyp70/Vl5hCZu+tVkXG+o19/2DtxHYrXu/kheTtsEOcQwx8dshxQjIpTOKx03zvcFwMf02RnP/zT8zkUF7fcN2/l4txxNjh3Mwpxy547Z+I0SYu7dMt91LaOwlbqfytjPutjCn1/RRrvHl10lP9nxpX6lwcqh3r+HdkcThU3zB5h3QwS5yft/n6Kf6K/zwcxD9tMX8u1dfVfD6lyxnToNR0Bi5cO6WWYsyE261YqBJUnUC5MTHFKy09Pd7GQfxI4XAoRuq8XFUunnCslp5uuw8xGzt7DcLttheJwfPXKjYii1FqSp/7cM3ykfXs7Eljsg9J8JfRdPT8fGoueZmhc9fSfPdS9LxcxUQdG9cM9EJjFrsWMSUtu6+DxFfM9y5j4vRVHLhfQZP17OyD9zfdPCXiTHy+5PcP0l7XF9cx+uE1ceay1Pa1uLJ7TB0tpmoWO4ck9bPEcR6W/WcgKf95S5lY4VcXW/N6kt93ORFZGUmaFPnntaIdZIEAEGl+pJVzNy1/WeRmW2260NL88UKggzwZpCntqkwZSIYNm+MBZDSC0R9PAX7iWw/Y/v+qr3yWV75/i+ozI12lP98OB1OaKm3pcEwakz22RHIV04Bs9WM+68tP4nndp7AcMeLdaGRaqPuUpomk3YDd10HiK/21HkYvHCHrPqs03lL4mv4cD3OeDjH+QLEks2EE4fciAxNT7PxiymxRu4hQSgUVj6VDp6wUfQvX0jTFjP7eLTsyFgi/J0nLseOj85WeZHGBemJbRCO+h5x0nFpC7wX1mEctof8Ta5CnDND7wUWKjzI9HUdRoU0Go3k8/Peul2i4LoexE2sV2cyJywGIFqg2x+7JovvUSkIn16NnZbLn1lU4qipsrcnRc9bYepM1Lzu4ZNMLHLgpg4ljFmK+Z6nixiwqRK6uRa5Zgl4YLwy6b8ls+6bJ/dMWTqlaw2PNm+g5cTZi+SL23L6C1m+vtUlW9IVzFa+k9dSKZUb6Pr0WR3mZUuNeONduX/P56HlgHmteGuKDz25nZEOtIq2J6YpaJuoX2v/X8/PpOk6NcePyPEp++go7vzqL/9rWze1bH8JYvwy9YBaNv1hN21cs3crSkrgmqKarsRQV4qiq4AuvbsJcvwyWWUpTK2oV4CmFE3LPbSvt6zLr15spOKuZzIdVBuO8ZzfTfP1a9JqqOLmNpqNnZeIoKab5+rXsuWM52tKFyW3eUo8+T+lonPZqK47yMsTyRUSPW07zD9dOq4sx52ubMbc10PSDLALvnUfLdWvZ/411DJ6vULB7b4yT1uiZGegLalj0YoSmby+j8Y46tLoFtsbrnl+ttLU9D3ztMPkg5JHvYhwRQUpvYZk8xvVBm6k5+4Ucur8zh3C6RtqfX1UHmQaNv13OtWse4t7TjmakNpfMl9tACM7f+By/XVGntB8TFbcs8tWyL+5h5OJ8jJ170NPTMUZGOPD1dZR990X23LqKHe+/ibOO+wjGnr1KX2NkRGUpAgH12qKC0xfOpfmcXMLlIeZfP4rZ2GI/SfTsbKWj4XbbuhWJDMx6RgYiI52eE2ez+bu3cEr1Olub81D+uJ6drUrepZwUNNPz8gisqKBrjZOqe3rVmIzkJ6itiwGg6ez7zioqvvaSyqYEg4zck4v/Wj/7N6RTcf3rmOGIAlG5nNOySyMEQtfpu3AleXdsRkvzYwwNx+ngUpW1LN0STEOlBdPTkKEw5ugojTetZt6X35y2L+FwoPl8cT0QyxyFBYraXkoiJ67A+eSrliuTTFGXarHMy57blzDvhgByd5OtzSlDoWQVMEuXRayoRRscQwTDRNs7EA4nMhKeNLeHQznnrS6WVT+6+NAHAjtP/9Z/bpDS2T2eROM+fHwA15Ovk3a/xXdo3WgLvtnLn+qr2XtuPmkPvka4chbRtnbuWLJAwXZtbc749i9j5xCjZ3vYd0Yu+tw5NN1WAUDZdS8DUP2HCB+cewzDdXlWXEP5yqZVuGNOBONQXcOk8t5BFlzbS8cJ+UpRyePBUVRI05fnM/C/sxlfb2lUut3q5o0hMieCRNs7yN02apeKK11HzXZDYkrhqX6tLTeYimGQEuHz4Ns3ROV9A7RtyEerqUTzJkOSRx8ottvv+vxq5vxgBwDR7h6M4RHSvuZFREzKHx4h+FABe25ebtPeTaWZGYvXSMMg/5UhtHlzaL5clVb3XlCvlLsX1iSNQfh99H9ylb2wGP0D9nnPvX1MLUgp6t6xOJOWmaEQs6mupK5bsG+Bu2MMR2U5jtISmr5fj0hPm8TuHbPYfM77SZDOY3OUNmd2pg3Xj2lzanULGD/TUvMeD9FzrKpp0dLS2Pu95fZ52Uzfh6nNCUd+mvOIWCBipufnqxvR6URPU/npRH7K3vUlIATVt3egZakKu9jsNX97ue1COKoq4lyVNw0Tqimk4leNBKqzqblKIfpifqaImmCaZP6jGVG/kIs3v8bY6cttXoLOS1cQOqUePT+fCx56ir1fczO+sJDiPzYwtDib6Ir5yJxMqm/cQ/4lIbyPWfDpWEpTxnxWFXNo+KwHTJMNS47n0W0bWfiPcTo/vwqtbgH9H1+OWFSDPl9tm/XsbPRZ+ez7Wj3RY5diHF3H+JnWQ0QI9IVz+cRTz3DK/a+w+5IMyv7SQaAyi9C6uIAwQOaFFk4jEqbo1tcQ2RY3pDU+bTRI+a+a2XNuGt7P6cy/fBs3vPow8qEsxk5fTvDEZYiF1pgyMggduwTzqDpGzlnNgW9oDC3OpuqXCnyWt1XtAgKVyT+WDRt3kHfn6/HdUsJdv+/0TOqfHWTkrBX0n6t+eJrPhz6/mshxS7nk5Rc54blWuj+53D53gPc9uZOJ9QtBSlb9YTtGbjpDa0spfzTC6ifb7EK7SQuLhZEwPQ6K797NxZte4dTnGtn9c+UWrXpCoTLNbbtJe+gNxk9YxAfuf4GBxSYbntzGyMkLmbVZ3T/3bn2U8Q1LCZ6whHXPHL6695HuYhxRC0S0WulCJvJQJvJTpvJOipBVf6Hrk/gqY1yVuzsKFL9kNIp/Z49d0mvvCjShtvmRMIEyP1XOPjJ2DrL8AgVLHq02CGXqBJeVT8kh6drbZfNIykTJ+2mWfXe706LfD0/JcWnzWwIiIw0hBNE5QcIZDqQmCGZbtPCZGTSfk8uV//gwP3nteFwDOoQj+Hf1KM7IBJOJgsimTKL3U41pPLV5Cd4uDTE6jjRMPvrGJ7it+k+kN47gbRtFdFsLq9eDr6GH8VIPzgu6CXSmKR5JqxbG0dqDnJggbUdyNedPH36/4rRINOu1txcuznmJzN0j5Oy0yG0cDky/G9dgkEufPo+miVkUvGLR3lvFdDc9egr+Xaqfu7atQjvQQ+aWHtxtQ9z90Hp7F5jKSWnPi66BYXD5s+fwk8dOZV61Ivu5+6/rrQMkGAbp23u44fUTyXtN4yePnUrmtn4yGhXM+5ahRaTv6MPX0MedDx87ZT/TmWRmi8O7uUAcGZyUlkmXqlxMvJES+SnT21N4J3tjuwE5ia8yxlWZ/7AHV/+oIo0ZG0foMV4D9QRwDIwjpcQcnwAJH978KSpamzknbxM/ZDH6uIZ7MEo4Xaf4TjGJQzLG1ygcTsU9MUWRWWyMAMXPWii/iQmevmvNJI5Lc2wcLT9bydRpGuZ4AHPAhXsogqt7DE8Mdeh2Ey4PUXOrQSTThek0MIdHkqpGY2YmLFwyGlGR+wQTowHm3KsyCsbgEDIaIeN3GWxeWIzY34Vwu+xaCkyJ0dEFFPHhsle559YNmM1xQhqjTxHiGAc6kvqo/sMQZsrcxOYq/7VxvtVxMmJfO7rDgYHKGmgTEcTIONV3Oflbdz2Vu7YiQcWYgJrfDyrOTKD0T06M3n7EwBBC15jzBw0jFgOZZrF2DAYwJ4JU/glcvaPsyS2khnbm3N1nywTKaBRjfxuz78rHt7ud3K1pmPsO2C7X/zxwIpWtatc45243e6fsaXp7O70HIcTJwM8AHfgfKeUkFLMQ4mzgm1bXW6WUHz1om0dCkDKGpLTRhjGTUgm7Wv6qcLvj/jjYEuwA0eOW4+4axXHLCJH3j0MkoqoGg0HM0bFJ7cbMLh4Sgs/uaeSmi8/G+dJOgutrcT3xKo6qCiVq8+cdaldjKOahxFQriWjKQ8xnLAgKyscNzE7HcAme/8WvlGBwMMTeuxYz56NvEH16Nq4rfIhQlKFleXh7IoyUu8i54yVVc1BeotimNaHYr2PsVKnjSEX9pQQQY/l+O60nJY6K2QytKibjke0E37MA11NbwDRo/uFaqq55hdv3PcMHvn8VhffsxrDYuOx5SA2mppx3qml+P+PvW4T/KRUbMcfHGfvQarrXCAo2SbKe24fMycTc26o0QcpKiR5oSw4g5+VaNR/WDivNP21/Sdc+GsFRUowMBjGqiuGV7ZPHKgR6TjZyIqiEnC1hJxmNKnWuzWrcWno6Twz8esbBRM+cEjn7B5+ZyaE0fujag7YrhNCBPcD7gDZgM/ARKeXOhGNqgHuB46SUg0KIWVLKnikbtOyIcjFstGGC757ET5nCO5kYOEvlq4xxVcqSWWpbLTT6P7FmWsyE0HV+tbQOLWxy3Ku9eF5sAMDs7Sf/rw0Yo6NTckiOf3CVzSOppaUlNDjNtrBUBbqE0zUlx2WM3xLAeXIHWu8QdPeS9fgu3J0j5P+1wQ5cmo0tdHx8AcPH1SCysxC6zvDHVtN/UbImhR20tIJ+qTsMaUpGj5mLKJqlAm2azv6zSsloGOaYTT0s/t5Wmq9TMZnqa7fQ85nVXFy7gYK73oSifHo/vcrm0TSOWYajYjYD569K6qPl8trJQVbrtTYrD093iMu3vsL33/wbAOl/fYN5P20jfP4gTZdWEc3ykrExjRinJUDrJbV0fUGlJgOrqgi+fyUdV65Gr6mk5fJaHEVqrmPp1Ukm1XVs/kQ5zV+Yiz6odlrNVy5KGmPnFWsZObaG8ffV0vq5RfR8djXmSnXM0FwfB65aRcu3VtJ09fyp+zmIvY0uxiqgSUrZLKUMA/egyJsS7VPAzVLKQdX3wRcHOMIWiCktAfQS43yIcSyYCfoR5ti4egJOJBTNmAaio88KEJpkNYcmcTrG2pKGgQyFcDZ38ctXjsUcDxAjNzHHxkFKsrYPQk+/DSbK2RWm472C7pUudbMlbKFtyrlU67ZYqaVJ3utDaK3dNjdi5eMX0XLy/yCHRlTfhoEMh9Xn4xMwMJziLkSZ9eo4mTsGkf2DSMMgrS3MSGVKn6Z1zjHCmUkgJpP0nf3QO4A0VJq4cFMA0dbNrx8/gUeeW45v/pDd51iFxJwIqjnq7iOrMWwvOq7uMQbWFpOxP9nvL3opPInsxgYk9Q/ibOni009fyBlPfF69F4kiR0cJP5VH8fNRnC3dbHlhbnKbm4JELQClb08fXat0AoUmYmSMopfCBJaUAhBYVTHlpZCGypAVvRii6IUIWGzoRS8m096FsiQZOwdJ2zNI4aYQE7PA2aXmI/eNIcJZknBelOLnDrPQjrc1i1ECJNa8t1nvJdpcYK4Q4gUhxCbLJTmoHVEuxlRqybGcdaLs3FTbWL26EvqHaLp6PlXXvoY0DMUC7XJhjo6q71tMzKnb6xhmYs/NK5l/2xha9wDS78VoakHPy2ViRRXujVtV6i8cUQxUCfoVtm7EDOTvbB4DIdDnV2P63WiBMHu+7mPe1waRQyM8uuPvnFS8lPYvr0MPQumf9hKaX0KgwIV7KIrriVfjlG1WTEWGwphjKl2YpEEKk12MKV7rWVlqMZpQLF2O2aVEC7JwdA8RrsjD+WYrRv8A7deso+znb7D7J4uoviuKc3uzRfwbiV+TRCyKZXpuTjyOkTonPh/mkmocPSNITWA0tTB+1mrqr3mdF29ZQcGjLeBxI0fHMPr6bZyCnpujHgyhkPr/8IgKOBsGWnp6HDsyjcWuvaOkWGl2ZKapa56Ig4A4bmMiiPC4FaLSMBUOom4BNO23tT6e6P3VjF0M95wSWXrd52ZyKM3nfL0V6Et46zaLdEmNUYizgJOllBdZr88FVkspL0045mEgApwNlALPAoullEPT9XtkLRBHmB342jrKvvfOy90nmfXjtUlnpqgalOvqEC9unaaBd25cTXcupfrcLe94VweLV4hli5BbdrzjY5iJ2Q+XBDucak53VYksve6SGfXV/JGvHSoGsRb4ppTyJOv1VwCklN9POOZW4GUp5R3W643ANVLKzVM0CRxpLsZ0hUYx33U6shOU9oGekUHrt9cqiLIlBT8V+e10fe6/b7Eq3tF0HCXFlH3vRRUMXL4oGTD0zxRYJZyDnp2tYMuV5USfnm3HVNq/vM4u8HJUzFbAo9r5OKoqEMsWIV7cGi+uio3pIHMzE0ttQ/P50KsrVfuWrH31uVuoeEWxSJsby9CWLpwxwc1Bj9N0HJXl9rkYIyP0f2ot3V9Yp3RA3W4FPxcCuWWHzeWRBN5KbX8m85FIkuN02QV9U303dt0T+4kJK09FqjNTextdjM1AjRCiUgjhAs5BkTcl2gPAMQBCiDyUyzGNWrGyI2uBmK7QKHXbnsh2FPtqYAJjbJySZ5Q/LKNRBRlOIKBF0w9645T/QPWvZ2ZgDg7ZcQC9Q/FU2hiNWBbFiv7b7FAzuCltlmwhVFYkFMbsG8B1hQ89Pw89Jxs9qD4/9ajTeOSFByESQfQOMD4vH72r32ZmMsbGEV6vGpfTEUcepqendHqIikMhEC6XasOqhBReD4yOqzF1D+EoKQYhaPzqQvScbByX+xEHuiYvmtbinDoXUzJoxT7TdQiG1CJvidzkvT6CFpagCVswSLeYRpjP9QAAIABJREFUwaMdXXabiQK9ms9nM6IniQwd4roIj1sVBlq7gdQiwdg1Fi5FrBtbmNXUqQyHnpUVJ8k9HJMz/DtUM1JGgUuBJ4BdwL1Syh1CiG8LIT5gHfYE0C+E2An8HbhKStl/sHaPqAXCUVpC4MzVOAoL7KdE4IxV7LltJZrfT9cXV6ubKC8PvabKZkbSszLp+H0pgdNW4BwJM/BQDQhB+H3L2HttHRMfWKmewh43mlUpGrvAxvpl6NnZqux7NEjrL/OQ0SiN31kCUnJn09/oPakSvWAWHRfVceCL9Yx+aKW6SWJpWcNAc7vRPO5D3oy9F9SjZ2cjXC6aL5lDw4+KabhuISIUVQHR4RFK/6Qo2M2+AbvAa+jYKjx9QdrOqVILphCET6xn+NRFdH6ijvbPL0eflY/mcU8CBiUtkkJDr6lK+lxbPI/+s+sY+Ei9+nEIjd7T5tH4k2Llb4+OYnR1g5S4n9+hBHA0jbbz57P/8nql02mVW2suJzIaVXORYBNHLySVXTq2YIycWc/uG4qQo2PIWF3DtkaKHmzBs3kvY8fMo+TxsNI9NQ07uDlx9EI7MNz22TpVkSslWpqfyMp58e3/NHEh45hlaOnpjB43n+CqGg5cpDITkZUJFKpCQCRC14V1UFtN4NhFKr5lFRA2XVKlxIgmJojWV0932acxgTRn9jcTk1I+KqWcK6WcI6X8nvXetVLKv1r/l1LKK6SUC6WUi6WU9xyqzSMKKBXt6ML/SB/RBA3G9GcaWbjZRzQQoOTuJgWG0XUYHIz/yIdHyP/ZHFw7W+h5/xxmfWkCQ0q8r7VQvS8bOnswxgPqe+FkGjLn5gYldis0RpbnkXOnuvnm3KfgyWd9/nK+ceMd/OKuWkqe7EWEIsiBQfX0djpsURsZjqgo/SGClIWPtxEdGgKhUfJMmPAWBYIaWpZH1uO9IDRC80vQu7qhvATRO2AreM3ZeCEPv/dGLvvJOpAS75ZWvBlpZGkaIhTGGLBiTalpzERNS9OwpffszxtayAuEEMGwYok2DXK3juAeVmlbkZYG4wpcpRUVYHR0MTI/g+zGKP5dvZgJeqC2sliKjqZ/dw/Rachpsp9pQTMqFJ7DKqfWsjKJluWjD4yRtmeIHT9eTJapUs+xAKh/dw+GlZUqe6gH0woWywkD974+DpVTcL7SgDkRJG3PMCIUpnhE7UbcLb3x70qJNEyKnuqBgWHSBnyKydwCmxW9GLWzRK4Dg1P0chCzqjmPZDuidhBI03oKmPZNbo6NYw4p8VxCIfszaRgkytu5useQo2MKbdmtdCDk2Lj6AVs3rdC1yU+xhMpHX1cE54iBlpOFo0cFyfzNI3xh00esLIUCJMVufuFwqKeny2nrVhzSDNPuTxgS13AUV/cY3p4IFM1Cy8kiUGAVCwWCBOrLydg7zpyNF7L3+Ds467VPxadrdEw9VTUB1rwJXUsmT4Hk9KIQkxYQG35tGCoLoOmgKQQps3Ixc9LR81S5t+n3oqX58fZG8HaMI6IKj2L3YX0/VchIOqeP3UipVMUomgXFVrl8VjrBAi+BmjykU8djjQWIczK4nEnugHArV0HoOtLljO/mposZxdLSDg1cTrRAxG430TS/1yriU+1qaX774aRFTER6OlpWJtKd/L0Z2dvkYrxTdkQtEMLhRM9Isyr71GTreblQrhSjRU62ncYTLleSjzlcm4OWn8vAfCfRBRUgBFpuDkZeuqrs0wRTZWyE32Kk1gQjFS6Gq1zIwWECcxW4pmdtNjevuRvhcmGkuTGz09Ey0tUPwjCQwRCmLfRjTmo/1WSG375xg3lOhue4GFmQzUi5C3r6MYeGcVvyc0amH/8bB+h8TzoPv/dmFr30MXas/YPdlpafi3SpmgUzW1U8SiltQZpp59mVXOUoPEobQ6b71WIhTaJ+J0M1LugfQhsJYAyop6MIhpDjAUZmuxhakI6RnZ4cO7LSyJMg547pXS/h9zFc6VSoUAsnIkbHcQ2G8e0bQrocDMxzgUXGE1+MNJugxszwqnS4XWuTsJubJson/D6EJjBdOlIXhIrT4t9NMHMiiJnmUYufQ1dul9XmRL4TOT6OOTL6FoPXYoZ/7479X5rzIBbTVPiXWQJc205lToEN+ZfqbtgBYQ29ajZGU8s73xfEf9Qpad6Rx+aQccrhVjz86+yw0pyVpbLom5+fUbutF1zzn8sHEbOp0kTTUeCnmk2Jb3E9HooOf8o2fD57DI6iQrU4WDdtLGj6tpoQSTT6dk5L0+1UZiwgmWh2CrRwSlXDt830rMwkVKrR1BKHR/t8b+ucJNHPx2o6pgj4Zpyyl8EL1r5t/QLxa/wW5nM6zokZ2/+5GDO39stWqZsuIR2Z8ZiD8EkrGNlQqxaLWBouRdyl4eb5fOjpzWhVsxk/cxVlnx/lwi1vomdkTPLJEy0x/SYqyxg9cwUIQfr9Kpg5cdpKHKUltFxQrkRpLHGWt2oxghMAfUENzVcsZPcPSxHlJfbiFCMe0bwKAxI+aYW9iMQyN6fWn8Qjrz+BcLrscc14i5uagoxpcCaQ2+r5+TRfbuE/ErVKrViCKC9h+H/cM16ED4YR0Dweej+6JJ4iBbVjyUhTmh8ZGehz59jnl/PH1ye1OemazCTlbNXlOKy5PfDROdN+N4bHmXQeS+fFcRCH4EadZJK3NYvxTtgRsUAITQMhKL7xRaJt7TiKCtTN4XQxfHwAz7M7SLvvZXo/uAhHQT5i6UK0rEzMo+qI0a7Nvk/jnrpKRCBI+pM7iR5o4zeL5pH2qJPg0YtwVFUwcOFam9MxdkMFT1iCPisfR2U5dPUS+NgQwx9dzdClReq4sERm+Cn73kvcuPvvdPxhNmMnLcZRMZuOK9cRfP8qxU1ZXoZWOz9+o6b+WK2FreuPs9Hz8nCUl/HJBx4nVBil+lYDuvro+uwq5No6Gz5tBgJofh+hLB0y0hAVpZjZCuMQ7erm5PJVPN76Cl/f+SK7f7EAbfE8Bi9Yy+g5ycVadlpTCCUUVF2RNEZz5SKu2bmZxtsXIFYuRs/I4LbX/oLplgyfvYLgCUviHJOGwdiHViMCQTI/FWbwviI6rlyHo2I2AKFTV6Ln5dL/qeSn/B3N/4gvJtYPKjZXDT+qY+CoMIPnrqLrs6use0KA00XkqFpu2PYEY78wabtGtRmDkf9p33MMXKjeu/CNHUROXEHXF9cxftZqfrvvGZvLdLpFLLx+MY7yMm56+c/ctOtJhBVCun3fM/H58vno/cxavrvrWQ7cu4D79z1P12Xr6Pmc4p885/dP0H/RGoY+voYfNfxjyn4Oav+3g5iB6XpScdPEomJEdhZaRho4nfaq3bfaYGRtOcFCH8zKZaLQjeZ2E51bwkSOBdjRNZsyTOgany76B+3HOIgUZeEZNjEy1FNSFKvtZPdKJxNLZ2NkqUrBHH8Ab18UI0O1EczRkRbBSqZmcPHc5+k8ShApysbbJ3ENR3CMhjAz/Ui3jki4GZMUsV1ONK+X0yu2EVhRgfR56IhkIzyKzwFN4O8ycAwnczVgmgTyLZ4MKZGO+CUTusYLQZOjPBpnLX2NYFEarlETT18kqQnpTdgBOByMLVDZAAWOctF+jB+fFuKcRa9iulRNwYNjC4j6TDwDBq6hCNpIfFyevoiiyvO4+EzVs7gHJWaGhYOISAhHcA8n39WPjlfbOxGREmQ+dvkOnN4Ivt4o/m6rgMvKVDhHw9w/vJxC/wj+juQ2/zJWjr9bBXTXedpxDoXw9ZoIA24eWKvqK2ASHDq2+2xf7yRSksOtA+/hJz3HY1rTdOfQ8vg4HQ7S2w3KHRGiUY0nArNIazfQQ2osbeEc0tqj+DvD/LjrfRy2STGzv3fJjpAFQkvauvUtdhHNz0DE0klW2umT656l8yjBRL6DYHE64TRNcR0u8sbZpkLh+A9T1xky/HzklGcZL3aTvr1XsQgBkZIsACrX76N7hQsjzQXRKM17C/Dt6MRwquOiHoEIKu6Hi5o+zH+l7eIHH7ib8TIvuVuGcDV2INq6MT1ORMSATCsSLmVyCs7rRfj9lLoG6FrjROo6P372JJwH3JhOlRHJerUL2rqQIQurYSqqeMMNIhRGjIwjggk3u67z8X9czFVdy7ihcAvjRU4ydg3i3d2VPL+x5IpUyMT+hVaKzudD83pYdGoDP+04kRMztqOFVPs/++v78fTq+N7swNHUAZ099pg8O9sgGAJNY4O/hbw3RjB96tfl6p3ADATIfDO5MOsHD55h74xiSMfYdf3ErGcxW/34t3eqOVAdQSSMtq+Le/90DK/uLSfvpeTq5O8+cib+nYo96+lAFY79PWS/1oevc4L/ve+90zJKKUSsk4tOe5Kx2V4evncdz96zHE+v+tH//s9WwFxooAnStndxbdfxyFY/V248h8ytfWQ1q7Z/88x6/Ns68O5o57W7l3C4JuTM/t4tOzKyGFquymJYY3GUlWIODNpVnLEqydApK/G1DhP5xQTOM4bpPmcRs+7cgpafhwyoVFxSxaYQCkUZlVz/i1v51uKj2f+FOkq//6JdENT9+XUUP9FN+ykFFP7iZRzlpRgH2hU5zfi4qhIcGVMchu9Zynip+tHf+8Mbubh2g51SbLipjlkvOMg4vw3teEtM1uvFnFC6C3p+PjIQYGRDLZlvKoLZsr90qOrQ4RFMC8ilGKnjWAmEQJ+VjzkwhK1dEYqn8rTF8wgWpTFe5OSV625hw/yjVbVpgkhux1XrKL7hRRACuWYJjv4xjD171RZf1+k6bzFZeyNM5OmYuiDnzRH0vhEIRzB6VdoxkSk7MU4wdHY9OY/sYvd351Nz6csMf2wNmX/cPImwRa+pIpqXjnhpq7q+vX1o2VlEO7sYOnctef84gNFlLUKxsVvpZ72wAFxOjPbOpCpVfV415r4DyFCIidNXkfZcEzIYYvyERaRv7SK6L850lWiaz4fw++k8u4Yvfv5+7jthpYVviWD09eOoqiDavA+tdj5DS7LI/PMWQscs5qgfvMxrH18ETfsInLAEz8Ov4KgsV6xW0kTPy+XxzptnnsUoL5VFX/viTA6l9dNX/wdnMVIqUqLtnUqENSaRZqX5fJuaMBv34TxjGGN0lII/K8XmaHungv8mRNxj7fraxvE918C3Fh9N4UaN8vsURZlhSccX/34HZnMrJXfuUl9xORk7fbl9IypYsdriTRS6ydw1TNYTDXxqwUmsf6GTobPrabpuOQuv6yKtPYx+kmpfi7FfWWb09WGOj5PeMo7Z2ELpo72Mz88Hp8OmiRv6cD3G0XXJXBJCU4Aopgj0SUl/fTaRNJ28V/rZMP9oHt39LL0XLk86rPiZUev7ThyNbZgtFilrIIA5OkrR798kkqaRtWuUzH1B9K5BBo4qAV1n9MwVBE9ahlwTfzoOfFyJ7krDIGv3KAWPmyz4XisAqy5/Db2mkp9ufyxpDO2nFuLYoxbO6IE2zGDQXnxytg4i3U6Gz6pn+Kz6hFMXmKsW0XFaOdLjovNzyefVdWw+/R9Vx2sRycixNez+2QImcnU6Ti1FW6IIXGxND8vMQACjt5eiu3fxp/pquk+eTedplfb8tv2XYgGXu5vIfmovfefWE0nTef4ra+g6Oofejy9jtFRdo8DcfAY/spzhs1fQ/qE5HJ7N0L34j3cxUi3xCZr49oTiHYiRwsjxgH18KhFMzLTRoHqihkK8eVst9Fi1KTESGotH0hwdJUb6EvFpcbSeYdrwX+eYiTYSUD+siSD33PI+1lzxKkIq5inPjrbJAKEEtCeANjSuUKCt7WhhE6Lx2oKoV7D/RLcC5MTG7/fZuwrhctljiZkjqNCYYmQccyLI8m9+lte+eUvSMfpeC8uhCWQoPGmMZiCAezCKPjCGa08ncnQMLQpEo0R8gohPY98H4sHXc658wp53bTjAtt/UKi4GYPvXl7L34/mcc/2VyWMIKjh64nWNzbE2rBCZEZ8g6kkoxNN1TLeOFpUQiRJOqUHTw/CRL6mxOIcjzLtyB0ctbCLvlUG0qKRnjeLvHDglmWjGPm+LqEcYIMx4rEKzQjjSMDAHB/nwZU/iGo7imDDQw5LlF79B3taAdayk8tMNVF7SYAc5D8uO8CDlkeFi/IuBUgf+ex1l33nneB70miqMxoNW0b7jFgNTNd5ZT815rxM4czW+/315EvBoSpsCnDUTa/vzIko/uMPuo+n3y5h3WSvDx88l7d5NIASOitlEW1rjXdUtwNy667D7sol3gKafrqH6sk3xD2PnKASsXgybtsGqxeiNbUlEMO+EHRZQqrxMFn15hi7GJVe9Ky7Gf+QC8Z9i/1LEZaLNZBH6VwzDInSx1b4Ox97iInlYC8TsMln05ctm1G7rpVf+B8cg/sXW/uXD01A8XEstp343rPHOehtxCUpRG5gZmOotks803mnFD2JiRtevxVFYgHFMvd23o6w06Ttvda4SU8h7b1wz5TEyGkVfNE9R0s2rtnERM7K3sDi8FTvSsxhH5AIRg0unmqOoEM3nY/831inSlLUKKCWcrjjkNeV7Wu18HIUFtF+zDn3RPA7cX0vJD160fwRi+SI0j4fxs1arjEFuTpyJKjYW61h90TzVXmkJHVevQ66rU6xQFbPZc+sqJp6oZOjctRiNzXGEZgJrEULE+3u8SgkNZ2XaeXnN57OPi0+GhdCzUHypgUq9pgptyXy02vl0XLVObaVzc6g5T6ENY4uE9twWhNvNvm+vSQYsaTr6onmKNWtFLaEnK2j57iocJcUWh4bHRmvac2qxOyGEchHeu4yW69dSc97rdFy9Dr1gFnJdHVVf2US0qxv9H6/jqCxn33fWEG1rt1Gfmt+v5mrZIsXJ4fEkIyKta+soKUbPy00CPMlQCEdVBXpuDnOuehlt6UK02vnoC+ey59crFXDN78fY0QCajtHQhDE0bJ2AjubxoC+aR9dl63CUFKvztfqOgb6ixy+n7+K1qu+6BXR/XokZ6/n57P+mesg4CpXAtJaerkh1Dtf+LwZxaPtXuxjm+mVoz7yD3Iprlii/9120WMzBfO8ytOe2/EvcjdCpK3E/Eqc3lOvq0F7Zwdjpy/Hfr7RQk8RugbEPrSbtvpcPuy997hyMPapoS1u6EPONnVMfaF0Lua4Ox8598UXiHbLDdTGKr5qZi7HvC++Oi/HvuUC8FR9XKNXnGNX5W2o/8X2Lpk391xLwEZrN7tz2lXWUfn/6QKgt2JPa/gyYsSd9B+ygnHA4rWxF3OeO+eBPdLzBSaXLp27fOjfN41GCMDHcQ6xOJYGlOnXswu22eTfsnVzKGGZ0bonnMsXYJl2X2DW1hI9imidSSiW0FMOVJAocTddnYr+J/QlNqX4ngK2Ew4nQNXuhU7tMgQyHedq877AWiJIrZ7ZAtHzx/2IQcZvGT9Z8irvBWK/8abv6LmErn2qxrat5VB3C42bft5IFXfT8fLXlrFOCt5NclYR29awstd1MT4fVixVxiAUb7vjCKvZfswJtsaIrK/1BylMx5qZY/XV+boXFJZngTsV0K1LnIpH4JNWFSktT48rNQa5ZgpaZrhauhPG3fF3FAE4qXc4Tba8luylCKJHg3Bz0/Hy6Lqqn4ZZlaDH+Tfu4ZIi3PSd5uWjpabRfppS7xz6wDM3vRbOqcO1xer2s2zKRVPBkF6fl5yfM+2RauhgkPPUzzetFWDR/em4OWrbihRzfsFQtFrpuYWzMSQtL7DusrFXtu+KuZGyhGf3wasIn1quCsZxsRP1Ci/fSy/Dpajcm3G57PlJ5NmZk/4eDOLRF8/1xRmFgzy9XqqKqjaVJ8YWGHy5mzy+X4+oZUyAYpxN94Vz2X7sWx+xS20e3/WVNp+fM+ey+qRZn7xhyYoI5P1W0ZV/Zq1yAvV+opuV7q9D6htVCUWnxXFrgGkd5mR0Qiywqp/VT82j6ei16/xjmyBjmxATG6Cild+yi/MdbocXCHJiGXXkZa0+fO4euD1az7zurKLnjTfTCWeilReiz1KIRI9tNfarpc8rVPOh6XCXLOj9RNIuxo2tovXg+jv4xzOFRJWiTgL+oun6bPaaTZ6/g8f2vqnOrLEeflc+er84nWF9J60U1FP5uO/M+uwWRmYFeGvepE3cMZiik5tnvp+tDczFHxyi7fRdISfpj2zGGhuMsYLGh5mTz0nKfEjNyu3GUldq8js2X1qCXFk2+MWLxmzQ/WtXsSR9rBfnqXE2D0fdWE+3uxRwdJe2J7YjMjPgOJmXnoGdmIHSdvVfMQx+eUO17Pej56h7UrGuffs8mXE++jjkeILS0UmmFlhRijo2T+dB21dasfMxQCBkOT6vaNq1JFAx+Jn/vkv17uhhvk7V9dR2l173zuheNN6+m5pLD97PfSXvXUqD/n9thxSDKymTp5ZfPqN3mL33pP9jFSNlB2SQxKfTtWnp6EikMgP734oNyEsSi4Kll2I7SEkqvUzUZel7uzFJ7FsGLo7Bgav4BkayNULxJRftrLnmZoXPXcsKbo+rpWVgws3TjTMzKcujZ2dPzVKT05agst7Mbrd9aZ3Nw6BkZh929fY0Oxf+YYE0/WcP6bRMMnatKtRN3j4dliS6Mx3OQA5Ot8ebVyKOW2pmag7Vrx2BimZx/Un9kkh3hWYwjY4FImQAZDisodTAF3BKJICcm7NoIgIHbZ08q501uzIzL9YHtx8Zg2jIctqsnZzRUw0RGIklwaMCun0jMz2/9Xa3d38ApE9z525MsHsuDc0Yelkmp4NcxwtmpLNF3FwJpMTLP//Xn2P2pX9rjmeTezMQsRucYSe20mqRW3wBlTxnc87vj6Tnaum4Hu34zNJkaYziIuXt12o/2KSbyqY5NDEQnnk9SjczbtMD/uy8QQojfCCF6hBBvJryXI4R4SgjRaP2bbb0vhBA/F0I0CSG2CSHqp285bjLTh56dbb9u/M18jGPrkcvnJzEdFf/DQcmjITo/s5zg+1cy/LE15L7QyZ4bl6LPnWPHK2wxFYeDxhtWcNmmZ+n8ZB2az4dco1Sies5UhTyf3b6NrrtKiBy3NB6s1PS4MvTcOXb/I+esZvz+PE59rpHuj9cqQRVLJMZYs0ixHtWU2+dR9NB+O2pf84UDzP5zOw23LGPknlxE/UL0uXPQF9SoXVFMbCY1ECkE2pL5dkAz8YknHA7k2joOXLmCtEeddJ23OEnUJWb6grheg56VxZ4rVVHRnF+3smHJ8Ty6bSM9n1nNxAOz0BbNQ8/LxVFWij6vOondK3FMMWWvfb+tQs/Oxqy3CqPKSqbc/ekLatCzVIm97/kGyv6wlwXXqDRl2ZNhFXNK7ct67SgsUIpiKeclli+yF+SWr9fbOAp9ToWNZZjKKn+2i7Ifv8ZPX32A9k/UKixDfr5NoafPq7bm16musdNF96dX0PPxJZhHLVE7tjkV6tiaKvu6pRaFHcpmCpI60oFSvwVSVYCvATZKKWuAjdZrgFOAGuvvYuAWZmDaRCRJtbryFoG7uRe9qd1msQb4+8u17LtyLmmdJv7dfWgGGAfamXtngJHFeQinA71wVpxyXdf5/ql/5Eu3foq8bUFGT1msCFGAgidVRePVfzyfWd934RiPomdn0vrfOtFjlxItU6zWo7V5iPJSEILfXf8jji9s4OY//hd52ybo+1At5spFaIvnoo+FiealITotfVUhbAUoAHN4FONAO1ce9Tj+a/1gQtldHey+NIfwnFlo6ekETluhFg3rh6R4E7z012ejlRWrAGpVAhJR1/nqXb/njot/hkOYZO2NMHLiAiLr65Lm1/QkqHnpGrOfUtVI0Y4ujIEhln33c2z5+i9Zl99MuMAPuk7dX/ez97x8oscshRVqMYuNyTx6qZrnnCw+teAFes+Yjz6h2hyfPws9PZ3hDYuSxrD+3jdsPghjbJxoT5+9Q+wNprHrskwiJywjcJrlZms6ek4Wom4+uX+ZoPfbEYY/lOyCn/jbFwmeoKpMHzj3R5hLahg6bQnDy2ZR+5f9SapbiWYMDSHDYc785VUUbA5Q/OAYOQ9G6DhdLe5z796nDrQkFgKnLuXuK29k7LhxPvirJxk5fRndx6kHSN6dfYROridyfD2ev7wF9+PfPYshpXwWSJVlPg34nfX/3wGnJ7x/p6XgswnIEkJMEZ5ONtOdrG/QdryXSHEOsjg/iW1qw7otNJ/hZiJHECzPJpymnlQd77WeVkLlokmQRfNrIRac3kCgwEV60wiGW51yYKG6wEuPb2D/SWmEc1yqYrAlHU9zn+3GSAHCckG+fuADnJaxhaUn7yJQ6CZ7VwBnWz9a9wCmz4kwTITPG5s4W8ULFL+klp7OmWm72L8hHXTBUy/V4W1T5yajUdJ39EFPv51zl6a0Ky9FMIwYHUdMJOTjheCiTefz1+F6PlP0dybydNJaxtT4Ey0JK6HRvVxlhfQ0P5rHTebpHXy1ewnXFWxDiyqX4f7Hj8LTK/C09OFo74feAXtMruZee4zv8TeQtWcCw6vIXzx9qno2o2k0aQi3bTzednWE04Hm99kL+c8r/oKnzYm3sZf0nbFqWxPCEfTOPjY/VstgSzZZ25NFqG/62/vwNapx/S0wD0fnIFm7RvD2Rnjwr+viJfspIj6a243QdZZ8YBfjxW5e+GsdWx9YiLdPnfujT6y05k3pqKTt7Ofm3mMx9/n5wfMbyHpzkPQDqs0XX1yIf1cP3oZumh6o4bDtCHcxZpTFEEJUAA9LKWut10NSyizr/wIYlFJmWfLi10spn7c+2wh8WUr56hRtXozaZeDBt/w9YkP8M7c7QUAnPj5HZTlmZzc95y8j//bNmKtrES+8YbsAZjBopwtj35Nr63Du76Xr1HKymsK0nOGg5guv2KAdsXIxYnsjgfctwfPwZhwlxZjDI8hgSMm7x4BD0ShybR1a1ETvGWJwTQmOoEnapn2Yxfm0nJlBpDzEnF9LtOe2xBGDFuhGOF3IaAR1w+R1AAAgAElEQVRj/TKcm3YSfKgA7+d0xOg4xqB6oumZGUjDtFN3gHJ7vB51s+s6mDIZpLRS7Yq0UJSBRelk7gvi2tNJtDO+ewk9WYH7xH1oHg9dF9VT+LvtdiUkQqAtmke4wI8WNXnqj3dQ+fhFLLhhGHoHVHzGim/EvqPn5doqXnJ1LRNFHjrXasy5ehOdV6yl9K4mAvXluB+Loyq1ugV0HJdN4U9fQrhcyFDIBnCZ71mKq6lTxUY0kQyJdjkR5aWIQFCRAvXHn1Vi2SL0nkGiHZ2YR9WhT0SQukbjJU7m/SiA2NeBMTIyWYXbii1oc6sYqM8h5zVrUerswRgaRlsyH3PbbrS6BYxWZ5D5chvhinyGarzkbhtB7x+l8+de8j/QgF5dCcNj6p7LzeaJ3dfPONvgKS2TZZdcMZNDafrqFe9KFuOflt6TUkohDt9LklLeBtwGKs2Z9JkVpEw1s6cPMxwhb+s4MhrFua+HKNjiKeqgZKSeo7ENc2ycvG15OFp78KytSkL06Qd6iIYj+Bv6MaTE6O2LL04pbccIT8yJIJm7/IobYmwcvUvD25uJI+DB1d5BFOI3ZGyhspCJrl1tGOEI+5oKmH9gG6Zh2uhLY2RM7ZYSBXikqfgvTMMWtUk0raEVzaJuy5ESvWvQIrmxqhE1nY5Xi6hkHzIaZaguQsFEAu+llIiuXtzWDqHy8YtoOfl/OOXSdSqAa/UZEzIClGKZNX+Opg4yuv0M1hSD0MhuiIIp8e/sIppYEdncRvCrToVujMn0Wf86GzswBoam4NIwMUMhtNY2TCnjSliWiab9SAtN6WxoR/i9EAyR9VIV7G2wA5cx3gkbISmtnVl3H9lvOpCt7WCa8Wu2V7mfwUI/nv4IcmwM5+4geaOzEC3tSKeDiVeVqyfbOhVfqGlCgps8I3uX4wszsbeaxeiOuQ7WvzGywHagLOG4Uuu9mQ3GooTXLKVmQBXqZGUinC4mjlmIcDpwtA8oPoBslZYTDicDF6zBUVSonip5uSpolJ9P5+35yAVz0Bvb6D+ugso79ydpTZh5llrXwBCOqgoyNqYxcP4qwiepxXrsrFUKoejz8cmXXmXXdVUYS6oRB7pp/69SJtYvJFJRQPHdDVT8qQNjv9K9nOpmB9j99UqErrPgv/dy4+6/03nfHAKnr1Is2Vesxli9EMfsUns+9JxsBi5YpQJyyxfaKFJQCMTb3nyUU5/dQ9OVc9H7RhhYP5vhkxfGf5imQc3NrfaY5n9+uw0Eipnweln6eBdNl81hwQ3DnFK9jseaXqThtqUMnreKwBmrMFcssMc0fPpStCXzkWvr2H3DbNpPLWb2bxoVOCygoOy9x5QmLdY3bn+SyvMa1I/Qej+2sLV+opqhB2fT/8lVdFyxWo3J7cZRXkZowwp+s+dp0p5OZ/9XLBSsde1++eZj9J2xCBkJs/jJXoJz8un44BzS2wxu2vlEXB4v5r4mPnSkhMJ8RGsn9+zZyG/2PM2+a5Vr8eMdTwHgevI1HC/toOdDCzn7+e00XOHlF9sfpeNj80lrU219d9ezdJ9XR/85y7ip4empb+yD2RHuYrzVBeKvwPnW/88HHkx4/zwrm7EGGJZSds60UVFZpvxDr9f25Q+cU4ExdzZ6cQFjRQ5bpl3LSLdjA8Ll5LTL/07DlRUMLs4guLQCPSeb7jOqGepKJ5zrAcMg95kDyBgNnOUPGxluBdcNRxhaXsCHZ20m//lujv6BAlB1HCsZmeMlunIeV248B1evg1CeG6RJycPt+Dbvw7GjRTE1DQ7Hn1apOyDrtbdDR7icyIkgX2o+i4fqf81lP/gjQ6uKKX1qEOeu/UQLrCBlcQE4HAydMMFYRRqRdBeD81TATc/KpPnSGo67+yp+9PQGHOMCwhFynj1A1rMtSV2bI6P2GGQ0ikiRt5c+D39+9Ci83UK5FeGwvZPIe6WftD3DavcEaJkZZD9/gP76bLJuaEPvcVHySAdYbo97+36MwWHy/3YgqY+zb/vSpB1A7Int7ZX8dfHvmPVCPyV/V+6F5vUQLczC0xFg/d1XoQlJ+V/ULieGWHz/rVeT/7Ra/O57YTXuN1oofqSNtDe7OOPnV2NYT/RE6r9Ei2aq+2L5ny7n+F9dTe4qRYD74Z9fGZ+vSJSCx/bz7afOoPghJ//166speaid/JdUnOf2vqMperyd/L+3cfpNV0/Zz0HtCF8gDhmDEEL8ETgGyAO6gW8ADwD3ArOBVuBsKeWAFY+4CZX1CAAXThV/SLWDIikTYgoxv34qIhA9OxtzbBzN61F8k5ZClV5Tibl3H9KUjJ+5grSH3kguZIr5pzFff34FRTfvp/tEgTEygub3K13OoSFCp6zAv6sHo60TGY0w/LHVaBHwdYdxPL/NJrq1Jm5KN0mvrsRoalH086cvJ71xBLG/CxkOc8ymHn79+AnMu6mNaOsBhMOBnp8Xp9ablQv9QxhDQ8o1cDgYPnsFngED35sdGF3djJ65gohPkP3bl+JTmBgPiVni2DSd6DFL8bT0YfYNYI4HGDxvFXmv9PPo0/fy44EqbnnkJKq+/BKax0PPecsouGeHPabBlQVk3veqitOsq8O5v4+B95aR8cc4y1PPJeuY9cuXJvWLaeAoK8WYlcnP//c2vt95Mh1rFKBMz8lmzkP9PHPXSor/MUT4xjEc7ztgt9F/0VocQUnmXZsw1y/DcOsMznVR/HAbnSeXUHj/Hoy+fvTs7CmZpITDgTQMej+9BqkLih9tJ9rSSs+l65h104v2dRw6dw2+7gh6yGRwrhtHEHLeGMTctpvxD64mmK0RKBQ4R+HNn848VuApKZPln5lZDGLPtUdoDEJK+ZFpPpr0i5Zqtbnknx1UoglNIG0O2hSfMpGfUddUhV1NGWzZDZgITdi7DKSJY8Kc9BRLNGNpDfp4GK8eAZeFztQ0RGY6DA3h/H/svXecXHW9///8nHOm7Mz2ni3Zvtn0nuwuQYggRJAmiICiIAqCIGBBuXrl2q6FK01ELAiilEsvEkS6hiSUkF53Uzbbey+zM+d8fn98zpyZ2ZJsIpH8vtf34zGPZHbO+bRzzvu8P+/yevWHYDTobBdcQxItKNFHQkhLIg7RtjOfkYiD0RhSik943AwvK6ExMIo0JKOF6Wh19bCgAlp7QBOI+HgsnwctpMYSxmz09Jq4+oMqeQtwDZogYw3DyfA6o8UYGFVzs/EvPX0WUtO4rauYr6Xu4w9ddkZhSQGePslwVTm+7c0QCOIesCL4ksMhZDCIMRKrHD09E4zBXkc5OgoW7AumYtohPT09jVB+Ok3DITzdEjEaoj/gIQWcalJvj+XwU+iDQURI4hpwQTCEt0dGErAmuS7hMXv6JFJIR/GMHaunz8Q1EEIbNfH2uNGC0okmGSMW3h4I+nW83ce5Q+Eo5PjIpDyEOMjWRIWrwjdW1IW3evvVW3KL2guHzWk5MOgc52kfGZdt6LQhLbS3t6G1dvHWw4tUsZEQyOFhzOZWkBJXxwByaNhxOHrbAjScotG2RLGHR7c9WUahjHIQxjX0I1q7MDs6cb+8kRdfWUJ8US+ubXWq7w3bQUqsgUHM1na09h41FmGT6AQCeNtGMDoGwAbfdXeN0r4o9rI61YZh1vSxlo1lovcMqSiCfUxc8wiiuY1fv3A6c+68hm3X36MctLv30rYUPK9twWxpRQ4N4e4JOlWo2sAwPSuLiWuLzYKNbxydPMtyeAS9uYOv/OVy1r+h8ifM1jb03fXUPFVOQsMooquX4TczQGhOFCeuJUDnbLsitGuAg6f56C0FLAtf6ygDJ6nK2uGqiUFrw5ZpfGMAf3MQaUdP/E2xxEPt8w2MjgG0nkF8zQHaF+gI+16Mq+unbYlGf5mJv2nqGbmRMUzx8yHJ/+lircPJsQa3PZTU/mkhpZdunHCrEt6m/EtFCF5q3PgvKfDS01JjwpnRYhQVxIDefpgyEabHkRRreXPyZeGVU9ti7P7+h7PFOO4tiLEkvZOJnpiI8HjovKLKSVd2INqmmDd/8JZq9LRUlUackkL+D9eqvXBZcaQQK5wO7QzwCLPcolKJ9cRE9KxMRZT78yoH6q7x29WUXrqRwnfiCJ6iUoiNogIFqRZWDppuM0QZkXEd7ZhgXBuaz6cg/mxoNqHrEYxLTWfvLyoxCqdPeX0PRd4bTm3XvF40rxezs4uau5bTcHM1fRdXqnR7v2JZC+2vc4q7ovuOkPmM+T4FCcPqhYvVxp0bde2dPoVABkdVerWdEn5UTN/HuQVx3CuIWEYnl/1vFF5k+LjRUeToKOkPboiJdWuF+XZGnKDnc1WTs0BrOgU/fgfSUui8dHFM6resbwIpGT15PkbuNGUqC0Hnl6oQr+aw/7+rnIrKsEzG9Gzk5zi/D1fPQPjisPr6KP72O7R8YRF7/3sp+XcpoNkDy0fwblSWgtnUgmhuU3F3AMtEjo4qp+RH5mNkpiMMg+7Lqjh9ayysWrguwqlIHPtAC4F5wlyM3GkKAMbrpffseaDrtH1uIT1zU6j9mXp5hUFnSr/9PmZDE3peDl2XVTrzNVcuoumb1UpRR0n7FUvHr0m4sjYrA+mPo/XyhbR9ToVxy65/h+l3bsLbbdJ2+SJEbjb7b1FhSLNDJTZ1XrqUhL8rZWEtm03O+gTEqzno5SW0f2Ep3Z9XY+i7ZGJQ27Cy77hkIe1fWOxEztq+FM6kVMAyKWtSCH5kPtYJ8+j83FJcr2cjFs0CYGRhEadu6SFvbRytVx3ZC15w/NdiHFdbDOHxRKC97GSmaBo+LSkxhl5PJd0ouLHAqiUxtHxydBQtIx0MXSVYDY8oh2eYls8WzedT9HjA9/e+x003Xo3/le0MnzwLzwvvos8qp60qjczHtyPSU8dR5SEtJ5loKnBxxrRsQi0qnGadMH9CKr/dd8+n/Kp3sV7Nx7jRD5pGb0Uice1B+qa7Sb1/naKPK8hFDI2oRJ2RgMNUBYzLHIzepozNLBQuN3p2JnJ0FLO9EywTbV4FnYtSSH9qO8NV5Xhe24IMjrL3F5WUfvt9/lr3Dgt/fA05zx3EbGlzoPycCNMY89vIyyXUMHFKjJ6eRtfpZaQ+v8PJpOy7uJLWEySZ6wSp77QRSk9A31KLNTiIkZ9HqL4BIy9X+UFCIbX1qGtw/Bx6empMNulEEr72enkJIjBKoDBdAexOy445V7jc6HnTkD19CL8Ps7XdgdQbPX0Jnjci4DF/PXjHlLcCcTn5svCKqW0xdv3o8FsMIcQq4E5AB34vpfzpJMedDzwBLD1clPG4siCGT5uPnpyMcLudJJrdP0snuGwGcsksSEtRVoTQ0OK8Mc63klt2knt/I23P5TN4UgXatCx23pSLlehDS1RvUGmNV4bCF2dbBBpfvuM6Gk9WDsD/uPMBABo/lo57UNL2qdlIQ0cm+NCSEu3oihnh0pyqxHmdm3gg34txeSuf+d4LnP2TbyosRdOk9M/q4TW+noBobKPxo8m4Bi1cPSPoQTtakJpC3+0qu1IaOjIxXjnwouo3JpOxb3ItzquiQFH5EabfQ+EX9wCoaIU9xxm/bAJpsfDH17DxO/cgE3wx/UUYycaM4RAl3SIujt5zB1WUys5PSfnbHkofGiFtbTMYOn3FcY5SkzaLF6FQpD+3Sylr+3rI0BQiSn4/CA0rQc173wXqnht7rjRNpGGH28PX3O63p8xmO7MkE4W1DylTtB6mYkEIIXTgV6iCyVnAxUKIWRMclwBcD0wJwei4UBBhzEHv8+9gdnfTc8FCKC9Ez8ig/Ct1uLfWwfotJN7fTfNXltB90WLM+aV0XLwQPTGRwbMWs/GPc2k83SDvqYPEv99AaH8dM769jZ888wAjf3IzfPZitLnlWCeq6r8wb2P977LovHQpVvVcch7ahSd/AJGTxU+uvQwAfVSSvLGDtPvfYdFje7j3pfvJfqKXoU8sQi6fgzE9DyMrE5bPRSyswCgqcOYVDWSjJyaiJydx3d9epOPypWjzKuj/VD8NtZk8+p0zyH50FyJ/GnpKEq6tipVLbtuDHBzC9IB/Zzt6Zz/J21XSU6ihkYTzW+n8jZcLn1/DA6/8kZ4LFyEWVjilyM447LmCelu3fs5eg4QENL+f/fcVcMpftnHL608il89Bz8ig9iqDjWvLVe6FEGhJan8e3lbkPHeQM069kNWvPIZVPRe5XJXRs2y2KrtfNDNmDDt+kqfwOMHxKYS3ZNe9/jIj3V5EdgYyV+GMmt29GLsOQjDErqtTMS/uQsxUFaVhUuCdP89FLysC4Kcv/VmVzc+vILRiHru+WxLxJYwpV9d8PoRh4HtKMnjeEmo+G8+eL+eStEsdt+sWxdUR9kXpM4q58Pk17PphBfvuykCbU8bIx1TF7PBH+tEKctHzplH75clLzCeVD84HsQyolVLuk1KOAo+iiifHyg+BnwFTAiX5p2sxPgiRo6NIETFHk//3Pawo30NY+s4RTOt9D80fh9k3QMaeZMy+PnzPvke814M5NIQYVPydANbgIN+87Mt4thzAHerGv9rD0BVJmIC1VWFT5n+xBat3D1pyEmZ3L9N/PI2eJVkkPvk+Esj642akZYFl8tJdK3h3x0L02kb8w9v5ybbXuObm62k+2WLm/7QTnJYMm5UZ7SRN2eZ9OHnrF1dcQvpb7yJmlJD4WBLTN3di7TuIGQzRflEFyTUJuN9UJmv4jTn97q1Yo6PKIdnW4dwv1uAgg69lcveT5/Popj5S9+4k668WW/4wh/SoKEco0YtGxHLI/IOaW7j4qujKBh4573Re3PMRRqZ5SGz1k7jBQ+4LTXQtz8Y9YOHuCaL9owtpmrStzCXtzxuQjSYfu/AyXn7sAc6sPpsQUPsVnRk/KeTcP73GkzMznTG4G932NkyZ5jIQQNgJa7dfciEVQ/10VmUR9EHGNsAyVXh3TiGeTp20B93Ur0okd1PkfvDWeGk+xUvm7lquuvkG5EnQvipA/Lte3D0gZpUit+xCT012/BYQyawcOk+SMLyN7vL5WC7IefYgIcDoi3pvul00npbBr352PtMGJV2zEmhaCUPTJMWrIe1xH82nJaCPyqNyJh4Vn+fEkgtEp682AMtj+lL4LPlSyheEEN+cSqPHhYIYK8LthtHRGAclAClJaKZF/RdnknvHe4zOLUB/s0eZyLZJO9a0NXoDkJFKzZUZlF+wj92/SKT0szgw7qGK6Rhb9zFwQglxz72LVt9C4tbdjqmLZWGNKoWTsa4Dy++BrHRqvpDCdz6SQlL7JpL/6qH0lSFefWoaroXLyLprrcrZCGeBAnpCAtbQEPpQCC3ez74L0yi+p1YlJwFIi8zfb4iYybZI00RYlmpvgq3D9CcasBJ9WD43u35UgTivjszezTE4p3Vnein6B2Ca1F82g/z7dmIGArbn3SBUMZ3093sx41w0V2l0l6naChkcJenxBuXv0YS6/6Uk7eH3I2XopuTM6rN5Ye1znJ6zAO+OOOSB3Tx72iLUPaqk9Nd17L65jJKvr3eqQbWEBMzubqShIRpbSdlVq7ZJ4bmHgmhvbaFoZzIIjbxf7Il5Bovur8Pq6sYCkmoG0Dv7Sf3rAK3nl5N7z17lT4EY5QDKMhBeD6HyPGq/rFPxtd0q38TGpyj75X5CQP+5C2lbrFH6w81QOp0D56ZQfH89VlcPddfPBSDp7/tJ6OkFS5KZGE/tuCt0GJm6UkkXQkT7C35rFzxOSYQQGnAbcNmUe+Q4c1L+q+TA/86j8NMfILHNWCfgkjnI97Yd4oRjL2Ei3TB5r0NqczhOkaPh5rDFAcIN9/FqHvpFAQJzp2O8tgGEUM7K+ojiOFry3mgnaN0Pqij43roJDhLos8oxt+9WgDct7c725J+WSdbxSPIg4rLzZfHnp+ak3PHzQzsphRBVwH9JKU+3v98MIKX8if09CdgLDNinZKNwXs4+lKPy+LQg7Bz5sRfAyM7C6uklsGI2rtc2oVeUYO6scVCnpP1WjL65xcLZaE3t9J1YRPM5o2Q/76Hw0+udC2wUF2I2NiMqirG27MKYnkcwLw3t7W1OvUcYgyF46mLc3SPobb30VOYy+vlukn/qo22xD9eAGmti3SiuVzao+oco2PXwd7FkDmzZQ/tli0jfPIhR14bZ0aWwIk5eiLt1AHPX3lg8CLdLbTcmwIMInLkULShxtw/TMyuBZTduYOt3F5B3vsJiCNPh5fx8LcLlZuDshSS8uFWZ2TYugp6fy2BFJt6OEZo+kkDK7hDGkIln60FCZTlowyG0gWGHsdxcuQjjH1uUg3DZbGq/ouPdEcfpOUpJnFl1FjmPdXFweQMmYLzWzuD5ywnFCZIeetuJHmjx8VibdyKWzEFv6Wa0MEP5O/6x0Zm7XlbEYHkq8VtbGJibjff5d9SSBkcZPncZ+oik4Jb1BE9dDJqgdbEbqUPadpOErW2Y23crS8Vm4QrfX+g62vRcWldmkVAfQuoC/7pazM4uBs9fjv/Jt5HV8+mu8OFvCSFMSfcMNwkNJsagSUuVm+n/tRaxdC7BRDfaqEUgzQVPP3Fk9/oH935+FygTQhShKqgvAi4J/yil7EXVU6l+hXgD+MbhohjHpYKYDIQ21NoGUuJ+YzPSMtWDZKdUO17ysW++HbWYgQD+pzqZsbUI2g5gRmn/0P469f/tNcpX0NSKSwhCYY95VGGX950arOERQsFR4hub0XaW0XSqD0+PJO3xLWiJCU4IU8pYr7ZDN7dlDzIQIPNhZWGYw8POfD37O+iqyiFxZ41zntBE5NwxIVoA39v7VOh1aIikzZLa94po+qxB4UsRFKn8P9YSPivx1V2Y4epGe+1CBw7i6+zGGh4h72Cy04/Z3YvL40YGg/SsLCbBVhCtS7zkvG6zbG3YxYyfFCIP7MYSgjOrzuKFdc9zximfAlHrrEHSWweQQ8OYQnN8AA5ozeY9mNLCbedFOFdfWtDRRXxvP2ZnN363i+jZx687wIEvlpL/Enje3sOuW2eSvBVyntwLQrD7G4WUfH0/u380m7LrI4Vj4fvFrN1P+t469Iw0hBCEulX+SNLaOkKAWL+NtHd1Dn5rCYV3bSPubYHwemm4uITiPzaqY3YdoP3KuQT9UPy7fRyxfEAKQkoZEkJcC7yECnP+QUq5XQjxA+A9KeVzR9PucRHFGCdjsxVt0RMS1BvVxo3QU2y2Zhv6HSbIgptXrrz1cV7mPloL6SkxD67TZvjf0gK6l+dEkrE8HqftnjNmIWYrlmgtzsuNzzyJp0fSXmmiZWUwMjM3gm4drjsYmwU6zwZnLchl6OSZ6NPzHILgtpW5+NqCMTUL0pLK6+5yo3k940KUbeeV07tqFlp5MXq8nzv+9kf8TTjJYgChEhv1TxMQTXQcXu74eHo+PgvmlTG0qADh89LxiRkYudPoOjGf/uoi4usjTm9Pl4yQGs8v59wn1yiMCSnJeayLM075FKtffTxmnQ9+rgTsUGRYnDWeVYJWNJ2Ok/PpWBmBExG6TnDmdBouLkErL+LgeVkx4276dCm+FjXPwY/OJPtNjcETB2j6ZAkNFxVT9qB64Ct+sIeJRE9KRPN6aPlkCY0XlmBkqhfswUuLnf71tBTi2iW9q2YxuGIGDReVoA9L6j6tAG6HT6zA0yVJqJPUX3LkTOUfZKKUlHK1lLJcSlkipfyx/bfvTaQcpJQnT6XS+v+kD+JwvJn/rIQJcz9MCddy7PtpFcU3r0dWzUOs3Xx4HwSM26ZNWV7Ng1ManD5eatrEmUvPYGTGtIgPImcaocYm5xSjcDqhAwePuKtoH8SkNTNCoJcVY+7Zi1FciNXeGbFajpEcqQ+i9DNT80Fsu+3ftRj/Mpl+1+Zj2r62ZtPhDzrGMuMGVdBUfsc+5QN5x8ZvmMoL4WiUA6BfFEt1d+bSM3jh3dV4thxw/h5qisUPCtXFAstMVaL9MIV3T+LklBKzVvUdOlB/zJXDkcr/K7D3/+9JSf7hj/knRE9NOfxBx1h6T1ElzoEKZQoPnLv4mPcZmBubKDQyY5rDuxGWsfyVRm4ORyNGfgT+PzSrYNLjxHybr6Os6MiYwz4oYpzDyb+LtaYgYy6GnpKishDtCrnwvnvkE8vszLZSVb25UGEHaAkJWCcuHEezJwyDxqdmw7K5GLk5tFxfjV5ahLVlV2QfXjkPPTFRYV+mpFDzx0W0faXaIU+xVixQ1ZzAV2t3sefeZVgrFmBkZ3HgR1X0fqaS0VVLMaZlo88sQ3g8qlR5goIogD2/Xar6m5bN2Ts6VRXn/JnoiYkcvKWa4GlLHAKWMEFu4ONLFdFueYkimAk3aRg8cHANF+5sYf9Pq9DLimm5oZr2L1cR/5hyyulvvI9RVID/ibdVhMDncwhinPWeWcZHtw5Se0cl2vyZaAkJ3HZgHQ3/UU3bV6rp/Uwl5smLnD47rqrCyMvFyM5iz/2LOfCjKozcHIzXNjB4/nKM7CyabqrGeG0DZkenUwWq+XwRhysqozHU0EjdD6qouWs5LTdWc/CWavtHHT09jZGzlvFkw3oO/O88am+PFF2F6ht4qP4tWq6vRry1icUbLYbOW07d96sZPH85D9W/pRjPN25HT0zE3F07LsQplijSnHvr1vC7g2vo/JIq7nqswUa+EgLN66Xppmo+s6uB/Y/O47GGddR/V60LwIlbRmj6RjVt11bzwME1k9zgk8vxbkEcnz6ISfbJ6gYLIKvmIt7ahJGdpaIG0bwPY0RPSUEGAgotaus+6r46l/wfR/ar4aQdvaIEc8ceB57eaS9qLHpykgqnjgaxZhai721EDg4h3G4OXj0HYximvdmt4vpjw612EZOekYHZ2UXnFctIf/D9SG6/DZEnNDG+0CqclzDBPMOQeOgaobI8jD31anwDA874D/ywksLvrgNNp3rjMOsW+yJ9CKGIenTFAdH42TJGKgco+tzuyNiIJJYBsVB/GRkgLfbcXEbJNxpMk8kAACAASURBVN6m9zPLSX1uB7hdSlHaY9V8Pl6sXcvpeYudIruwH0HPyMDq6VXrPjYHQwg1v3CNyZhCuzDKuJ6ajHC5kCMBBleU4Xt5i6ptCdMujqHmE7qOlpRIcE4B+vodalmDClA3DNHXel01cZ0Wyc9vR7hdWEU5iJ37ES6DnlUzSXh0vXJiC+Ggnb088tCUfQW+rHxZdtHUfBBb7vpwfBDHp4I4xuIoln9WwjfemH8nAhKZ9NwPWsL5HTawipGfR6ihEc3jifCGHMrHYD88h+Q7naxPuy+FeGUph2RTc0zfLzVsiAGdGcdZcYR9grKAzKjQsPObpqNnpGG2tqF5vdT+YCHFN02QUDWFPqb625E4KX1Z+bLs01NUEL/8t5PSkcmKbMJ4Bk7Rj2EoU+8QjMthM90oUH4Hze8n1NLqbFvCYCGHYgiPNKbCqZrPp/bA4RtESrUt8ngw8nId5dB9WZXz1rdOXEj71VWqnsLjQYuLm/J6HHZMhqFAZaLGFEZdCtU3xJj2QhPOXGtvryRwhtryOAA0bveEVa+Tdu/xqPmnp6m+4uIcyL9QY5Odwmz3HQU6U/fYXMyTFyFDoclZyQ8lYYUMKlkuKnTrcHhYJmarYmSwRkYc5dB0UzXdl1WpArqyyUOTwnChZ2Xa/zcUX6sDSOOa9Lypz+H432IcHwpi7Hbd41H7vzHw7MLtQktOiuBFmiap5zWgeScGZ1EnaWgJ8Vit7UCkUEdLtnMoXC60eL8ip5mCaB6PAnlpj6W3M3v7sAIBzCjLpH1Z5E0dSHMhV3VHxhNNXvPPiq4jvJ5xYwpLNOy7DIXQbCfqFae8TtdMlwOUEma8OpIoRliZh5m2DjWvsOKsWHMpu1b8ieFM9VBPBq5zRBLF+H44620w1yKhfhThi0M2ToAZYSsBGRx1FAxCw+xS128qfUxZ/u2knIKMWYAwUK0cDY75QSKHhiOKQ2iM3jNN7R0n8ToLO01ZS05yyHABxQ4FilEpEIjQ14cTgJwGIu1qPp8DTKulJMfAj+mJ8Qi3Gz0v4pUveF46/XV8doi4h5PVeAKjqsTdhoxz+pgkQexQHnUtLk5FBgwjMqYJypudpgzDAc599taP0l+hELHD+BrC41EJYzb83WSM45H1dSt4frscXIuPd/oZO4bwWz7vHhcn3PBl3rrjXvWjrkX6moBJPGzljZtXXJzzNy3O60DCOchZk0jCPg3TrSFNCy01xYG6i7RlK0yPx4GU0+K8Cm0r3E84Mc9er/CaHakIa2qfD0v+T/ogtDkVWNt2HbsOls2Fd7Yeu/anIOEiKL2sGLNmHwOfWk7841PCCPmn+wyLUTidUF09Rm6OgyY11ufgFHgdoUQD945FgIqWsC9m6Lzl+FfHcqIcUo7SR3REPojMfFlx/tR8EBvv/T/sg5AJvpgY9b6fVSFPWKBCbn6/g6k44z0Xex9eQOcXqxg9fQldX6hCz8ig/jvVBM5YqkBI0tMiYUKPh9O39fHRrYP0X1SpKvtWLsLatouh81SpfMpbqWov/nF1fv13qzHy85wQauCMpSosKAQDfy3m+/s2MGeDxsCnliMWz1bh0YwM5AkLEItnKzJXWzlEY1TqKSnoWZlcvruOmruXIxbOpu77Kjwmq+YrP0lRAXpiYuSNb4d5+z9diZGdhZ6ViVFc6LSpeb3U/Go5eevj+d6+9+m5tAptXgVGQb7zoJo1+xALZzvKQc/IoO77KkSnp6ehJydR+E4c/r9ncN/BNSqsm5VJw83VipgmP08B64avjw0wq6enYeTncWPtTlg2F1k93ym8Ei432vyZKkNSSieUqWdkOD4HPSUFPT3N8Um03KDW3ZmfUL4SPSODlhuq1fnlJc7czdr97P9pFUZxIaHmFio3BxXw7ZwKrBULaLqp2gG5RQh8T7/tKAfN70e43FRuDtJ3cSUt11fTdk01w+coar/671Q7zmY9JQWjuJCkNWns/+8qau+oRJ9RqorDgIPfs8edm0PHlbE4nIe/8Y/g8yHJcVGsJfqHMEUfRuF0zMYWyn66C3QNs6OT3s9UkrK1B725kzX3lVL+yA5EQgJYFnH18Zjt7RTcMUTS3zzsLJ+Pt1OStHcIY1uI/lNm8vtdg2T9Po7kd/dAShLuHarC0PesSkPv/HYB5Zu2K6arj83m4Stu5+bnLyN4az/GqXDwdJ2MtOmkbk6gd0jnkhevIfcVSHpjD0xT1YdYJsb2/eByY0UxOEWzOYXZsP7z6YuY8cMtCF3ngnO2cGXqOr7ftIqan87G2xrANTyCWZgF67dgFOTBSIDWswJoZiGufpPeIhcZ9x5A8/tpv2Qe+EdZU1fM3/8+l/I36pEe17gtiXagySlysnp6KXlAFRqFcRLqLytn5w1JfOyVmyiu3YvZ1UPCiW08N/ePfG7jlWCB3twBfX0OwGzX8kJ6zx3k6tc+R8VQP6KxFRPQW7oxpYUYin1TjyZbyneE7RMZGnK2IfN/fg2bb7qHVWs+i+k10PaBnpxMqGI6Qkr65gf40uI1vPFipQJ6tcOspjfy5Pzv7kWUyDaEaeJqH2AkNS6KtFfDYV8Ch/1s7bXLSNm2m9Y7i6DbjfesTuKehWCCOk8GR7H6LbS0ZLY05ZC4F7oWSNAE7u4RJPCtS57gscdPAtOir/RI73w+1Id/KnL8bzGiqPfCN8aE1HuJiZgDg+jx/gj1nhDoFaVYNfuRlqT/U0tJfGbjhNR74eiCnFXM/N9uZctHErD6+yPUe93djJy1jPjtbZj1TUjTpOvzyzACEl9rENebm6dGvWeb/MIw6LtgCUm7+hAHGpHBEDdufoerXrmcWT9vI7TvgNrbZ2Ui+weUE25aJrR0OMoGTaf70mX42kP4tzZjtrTRe8Eigj5B2n1HRr0XPHUhcTXtyM5uzIFBOq9YRuZbndzx4v3sC6bylb9cTukN69G8XlovX0j2Q9uRUiKyM+isyiLl4XeRoRDWigW46zroODmf5D9FxtByYzXZdxyCei8rmb8+92d+25vDkzMz1f4/M4OcJ7pZ/+R8cl/uJf1XjbSf0Ou00X51Fa5BSH5wHebKRZgena6ZLvKebaLxEznkPFKD2d5+WOq91uuqkDrkPaOo95q/Vs202yLUe12XVeJvDaEHLLoqPOgjkowNvVibdjBwYSUjKYLBHIFrEHb8bOpbAX9Gvqw4b2pbjPd/d5xS733YEk29J3RdKVwbxt75DuBW1PJoIvLGEBqW1217nk0QqKSW2A4i/9c0TJ/B3oF0hBFJEFJJRIKgX1NvaE2ACaYXPP0SKex2tCns2GwwXoRG0CewvAa6YUAwRKausDykNsYp6TJUCbamqbFErc1oosA1rKtjwn8f69SKHld4vjI2UhH063jdLicaEEgSWHEuftK8ClMK9OEox6QJaAIhdKTHTdAX1a5TvRo7hNFExr3Jo+dneg1+25vDlUlNPEkmQgjQNV7bU46RKDH9LjpG/EAE0j+QLNBCdljXpztvY+kyCCQTiWyMXc/otRCS0SSwDBTwLTCaFHtMKM6+9rpgNBHcUmDGuRDAqF8Q8gqECYHko3jZfvjv50PK8W9BfIii+f0Ri+BfLHpi4uToR8cqyeowcijGqw9SDum4/JDmPpHEkPzaciROSn9Gvpx5zo1T6mvDfV//v+ukPKRMkcUqHKayViyIHGsTn0xVhs9d5jA4aT4f1uCgSpDJVjgEE4UQj1jGsFfpiYloCQnK6WmHzAYvWI7Z16eIeRYrlGg9IwO9rFiNJZwkFGZ6+mfZvsLjig5fejzoyUkIjwcjV+FjhBmvEIK+iysjrFJHOO9xIgR6SopKIPN6Hcdl0zeq6biyyqnHEYahkrLs5KWYMYfbH/t9CiJcbifZbMJzw/dR9L9A5t1rlQM9+locicjjP8x5fCmICW5sLS7OyRVwKgHtixR9QUR+DnpSIi1VdrxdaOoBTE22v4sJH/BoyramFRqUFaClpSLyFMiKlpLC6Az1gGhpqehJiU4il7DBV5xchinclHpivNOfKMjFKp+OmJ5Da6VAz8xAT4xn0bffByAUJ2hbmoienopZlM1gRTqjpTb4i9DQE+PRUlLQ7XE5eQDuMRRwkxSORRZZR09NdsBzEAJ9WhZmRQF6agqh/HQnkhTXrKPFxdF6giRUnq/Ww17fya4NgJ6aPOmaaD4foYrp6JkZaNnq4Z972zVs/do9jKQJ9Mx0tPwcB3o/DN6rpyY7c9XTUp25C8NQYEKHUZTh66ZnZahrbrOeOUBE4ePcbvSMNLT4ePTUZJUsF87cLM5D8/nQ/D60lKOo4j3OoxjHl4KYwHSUUejWMduhKJIVANE/iBweJmNjIEKeEggg/D7CKEbW8jkOC/U4ERrZ6yVSCHb/Ty702tgBgQCuln6kaWIWZSO8Hoc0JbRiDtaSmWjlxSA0J9lKtTdJ4lY4pVtojOQmKudr3yBZ6yVtv/bR+PnZrP21siRTdwRI3hdEjgTQuwYUvX1nGErfwhoeITB3OlZhtkKK0gTWstmEqmfH9hmdFjzJuKz8bIQvziEsGpydhQiYlDzfScKtTTRepnguEg9YjHxkNpnrBK6WHsU0VTnbuRZ6WRF6agpm5ZyY9gerSiZVVMLnQ0hJzhPd7PqhotJz90lm//Iatl93D72V+eBxs+uWMhBCsZADQ0uLnbnKnHTE7DJGTpmHlpbKYFWpk7R1uDT6/iW59FcXIUx1nwysiApHCEFwxRys6VlQlMvQsmKCVbPQc7MBGMn2M3zSLLrOm0P/iR8uotSxkONKQYS1cnSJt5aQoPICNB1z2SxV0j0tS2ntYoU/IAyDgSUFiLg4vPW96PF+9eDFxbHzBxloJYXoycm0L/ChZ8fClmlF0503TtK6ehr+E+Lfi8MsUMcFlpYhvS6E4eLsP7zOnhuLELNK0BMSaPyIl/6iOEbyEtFTktBzsic3M8Pl3tcVOP19/d6H2P0lP6MF6ST/4wB9m9JI3R0ka7VKAHL/Yxved2oYOKkM3C7imgaw4r2E4eQ0j4e7/nA3Vb/fQN2XytCzs2hf6Ke7PDZ1Wbeh1MKVkWPxKozMdDLvqWfflSWIgjw0j4dHfn07+z6dyJt/XsrB35eRvkVFfpKe2khvoUHqO21Ir5udN+XR8NE4x0IYLE9FuFy0LY2tr3jh13eNs2zCFmHjZ8rYc5WL9U/Ox6hTZn7G/RsofPAAK667ijW//A0NP9aU41NKJ3X8/ntvp2OOOj7lnhYGCxNoXeJicFkhf7rnNoSt7KIh/GL6L8xHT0jgqV/eztN33UbDOcqCeOru22PWq22hhxX3vcvur/n5872301zlpeU0VTJ/+Z3P0DnHRSBZ8PSdt0187Q8l/7Ygpi5C1zAK8tGSEtBT1A0nc7MY+qh6SzSdGIeWGA8eN1pGGpbPTneNi+PgJy1kbhbBjHg6z1HHi+wMqsv20Tc3DQyDaa93RKwUezswXJLmlA3L5AT+e+7T5LzZQ9NJyqQO3tRF17xkhMvgvb5C3CV9dM1PBo+Hgud6SV3XjHezDZk2EhX7n8SRFsoaVf1Zkt0jOXx88RbqP+ZDpiZRsHoI3+Z6sGtLhFttlWbcvJ2euakEsvy0VCZEGsvO4Ordl7C9fxrDM0bA7WLa6x1kvRZbqSqj0LWxJKSnxvxuTktne0c2gXQTMTSClJLr6s5lwYo95LzRQ/q7nXi3K6h6YRhkv6a4MrsWpZFW3E3BC32OBRG/tQWzs5vcv8VyUSx+60rH8nLGZb+xA6mSLy1eQ+7LvUz/q13LoQlknIfEXT3Me+ditix7hOKn7NR7W9me9ta15LyiamxCUiNhQyOFz3bjq+vjpJdvwLIp+syBiR3Nw6Xp4HZx8rtXsuz16+gvUVuXpX+7PrJepkn+6g629OUSv8XDKeuuYfrqHtK2q3G2hpLIW91FzsvtLH3xhgn7mVT+f1CsdVyFOa2REawxEGTW9t14twNSMv2OTYo9q29Akaq0xzkMUTNv2IPZ34/h85G8VhVembX7ab9hDvEbN2JJi+ZLysj5nc3JYBckeV7djGljE4iBQX75hU8TurWLvHMOYAHxn+4i3ujDHBpi6++qmP52N7LmfcxgiPoryzBGkohvsEh86n00f4Q/clxZta0wKu4cxuzrQ3g8/OmeVWS900fRzs1YoRDJr8az8a1yym5VIKvWwICyVM7wkGzthsw0ct7vdpKezJp9dL5RxUhTNhXr2jAbm2m+ZjGjCTD9BxGEZRkuRLML3Mya/bELv3U37oeXMGNrD3JoCEyTHX8rp+DpLkbvGKA/4GH4zRJyft6KDATYd2kmxT/dQvL7IcT2EupXJZL3CzXmgbnZ+N0uDn4ijdztkS5CTb5xpEbh78V/buONFyvJ/FUdHSN+5EdRfobuXrWtqIdT7/wCrzz0BxXdCLO9H4jj4Dk+cnfW0HRHKaGTBe1LoPz3PejdBnp2FqGGRozM9AnL+z2vbsY0TQI15QiXZMav2zABMRB5LKQlOXBeOvG/SyN+xGJ4v5+6swS5fx9GAI/edRpDFwhCcRIxehTexOMjIDOp/DvMeQj5wHAjpipRgDBi4Wzkxu0T4jf0vVhC4sf3TtDAMRyT0DAK8pwy8mPaF0QssDFhzaOt3fhXyZGEOePT8uWcj08tzPn2Q/8Oc04ok2FDjDtuDFbE4XAiJhKjIN/pL4wbEfbIfyAlyWNlInwJG1tCbtwegYaLisAIwyDx43vpvqzq2IwpamyaV/k7hOECyyS0vw49XTkRjfy8I8N4PFx3Nq6EswZZmXb1ZJwzHsAJgX6gYrc9JUyQsaceaWhz7PmWnNLnw5LjXkHIyQhxxh4XHMUaGcFsV3vSzF+tnfScyS5qqK7e6c9JkLLJZaZcBQhOSPCwYkOiWUNDMXR04bTgUEOjA74iQwoOLTy+lAfWHXJM4TGElUh0odNUxxYGeonGPgjXb4TqG8ZjPI7h2wh/jwaYHYc/WqrYucfOxWxtw+zojGBZRFkRY5XEoQBnwkBB8oQFk5dj221HJ8VN9cE/KjQs5+Qj+HxIcnwoiDF4A0Z2FlpCglPbH77Jh85bjpGXiz6zTCXxLJ2r4tjpaZOC1jY9PUtRxRXk03aNAq2NRjGyTlyoqiTzchVo7QOL6fxS1YSgtVfX1LLnviUET1uCkZfLwe9VM/Cp5QRPXayqOmeWqbqH/v5xcwpjBuz5zVKM7CyM3Bw+vr2HvbeqCkw9MZGGm6sxVy6aHLR2Ruk40NrHGtZx8a4m9v5CVRm2f7mKri9UORDvMhBQ9IJ7FNuU5vNhFBXErLtYMofTt/VRc5eqMtUSEri3bo1T0Tl4wXInAU0YBl2XR0Brax5cRP1/VjtIWsPnLkPPyqT1q9WOYgkDzGo+XyTJyx5LuCqz9o5K2q+uouHmWNDawMeXcm/dGvY9vID9/x2plgwribZrq7GGhqjcHGTkrGXUf6eagQsrea7xXfS0VEJ19Qrg+K1NEcDcKJQvIy+XR+vX8ljDOge09rlGVVcSHmPTN6q5cs8+6p+Yw+rG9xVo7bVqnCdtGab5a6oa9LGGI4CzC1/D4zxR6vj0QUwGWuv3Yw0pkFg5OooWFxfhmLTRkMbiDeizZyD31iFNi9arljDtz9sxeyL5/A5npuFCmiZ6WRGtJ2eQcd+7EW5O1IM2ctYy/Ls6kI0tyNFRGm9cxvCCYVx74ii8dZOi3rPpAZ0CqTGizyjF3LMXzedj+KRZ+He2YTY0I0NBWr5aRcgH+bdtiClNVuCxFlqcGmv027br8ir8rSH8O1oxm1vpvGQRF3/9JV6aEzH/wynSYVZra3AoFlDX42Hk1Hn4aroQg8PI/gE6zptNxit1dK6cjqfXonO2Qe5P14IQJPw9jYGVPUhLopcV0XxKJtkPbMIaGmJ01VJaF7vwtciYgrGW66vJ+f3m2NT1cLGWXeLdsWIapgfSfrfOuaah6tl0zPGS80o7B8/JUGOwpe3aajb+xz2cnrOA0CmLSfheA10jPvw3eWk8JQU9oCzJziuqYsYSfe1lKETrVcuw3JD7cC1maxtN36gm53/UXIWu8+D+N/nU1TeiBS26y92c98U3WHPtcrR/bGR01VI+e/vz7A9k8OxDJx6WZDda4lPz5bxTpxb5WPf4N45P0FohxB+ATwBtUso59t/+C/gS0G4f9h9SytX2bzcDVwAm8FUp5UuHG8S/2knZf1ElCY+uP/yBU5UxoLVGQf7hCWGOcU1B7R2VlN6wnr3/U0nJN99WYC6bdkzo9Bw7LmG4jgpSre4HVRTcYq+rlNT/ZzWFd+8kNKsA8dYmZRXMKI4BmD0U2MuhRPP5nO3HOMdl1PXo//RyEh5dj7ZgFlpHrwNcMyWJchpP+Ns/CVobn5ov558yNQWx9okPR0FMZYvxALBqgr/fLqVcYH/CymEWilV4tn3OPUKIw3oKhRELNWaevAijqAAtIUEBi9r4kbV/WsjwOcsY+uRy9Fnl9F1SqfaVlfPovKIKLSEBo3C6k6uv+Xz8bP/b1Ny1nNApiwmcsRRrxQISHl3v7E33/k8loVMWw7K5Cnj1lemYJy9SfwO6vlCFNqcChOC+g2v4eu129ty/mNBHF9P/6UrE0rnoFaWqZmLJHIWeVFfvOCCdhfb50Hw+ztvRTvC0JWizZ1C5OUjtnxYqvo/0NAUgW1o0bovR9A3F06HPKFXbqqg2r9izn/sOruHiXU0Mn7uMwJlqjqU3qAe15BvrI8pBCPTUZAcsR/N6ER4PB35YxR0H1nL2jk6sE+ajJSexYCPU3L0c66SFal72W14YBrJ6vrPlufXAevourkQsmUPB99YRPGURWnw8w+csI/+HazG7ux3eCj012QGYDdd6hMFe6h6bi7lyEYEzl9qT09EzMtDmzyTtrRSS1qQxeMFyZ+7hbUXolMUR3o0Fsxg6bznDZy8la10imsejoOldbqxNOyKoVjZ83Z57lxE8dTFpb6XgemMajd9S24ac9bb/RtfRk5MJnraEpxve4cD/zuP0bX2MnLWMnksVR8fMDQahjy7GWrGA0CuxxEGHFUmMY/aQnw9JprTFEEIUAn8ZY0EMSCn/Z8xxNwNIKX9if38J+C8p5SE3Z1O1IML4D2GTWU9OcrYLztZizBsyDEKjJcbTt7KMpA0tMaG68JtIT0xUeRQ50xiak4P75Y1gmY6zSoZCUDkPo6ETs70DLd5P55kzsC7spGdHGmX3tavknrpGrKGhSStBw9aFUVSAmZaAVt+G2d4J0mLkE0tpWaZT9P13nW2S5vMpzE1pOfOP3kIFT1uCqyeAcbANGQzSt7KMGd/YTkPlQGSONsSe5vWipSQTam2P5ZfwerHmlWE0d2NmJqF39jNSkoFn035GFhdjDIY4eJqPgluUeZ+zPoGm6iGQFkZeLp0n5ZH2VjOh/XUET1vC/k9qZL+pkfhIxEobOm85ievrYq2F8BZjWjZIydCC6UgNPKvfda6pmF3GYGECCRsa6Tw5n6Q/R9ocOWsZKd+oY/ikVrQFs3hx9cNUbroA790pmF6NnlKdnJ+vpfFb1eT+bDx3p+b1IuLiGDyhDMslSHh9F2ZPL4MXLMf/xNvq93g/8c9A79dykC6dkXQ31tUdaPemE/fMO4iFs/Hd2caS5IOs/sHJrHv8m1O3IFLy5YKV10/lUN56eurtfpDyzzgprxVCbBFC/EEIEc7dzQWibesG+29HJpMC0CrNL0cCscdEFQeNTas1M5IQLgM5OETjKhPGAuHaDjNp2vgRKYn0lLqdmg1hGA5QbW+pDytVOU/l4BB9Zw3wuaK3SZzZCT19SJeONRKVtTiBmOmJqs+QSX9xPCTGqzELja6ZBiG/dPpz5uZSYxAuY5x3vXOmm75SPzIpATkSoHGVScCKPUZYES+XHAmMr0fRNPpK/FhpiUhdg5EAXRUeREI83eVuesrikHokL6F5KNEZs5meRPuqgAK1AVoXu0neatB5zlBMF+0L7OsWPS57HFZaMjIlka6ZLrpnuJx+0HWGc+Npn29gpSXSPubxaJ9n0DWinM0DRQlUbrqA9QueIOTT6Jin429S807fNuaah0XXkcPDdM4x6JirO3Uy7Qts5OpQCEaDuDWTvlI/Q9keOuYZlCW3E/SpYwaK4+kO+Hi9vdw5b6oiOP4zKY9WQfwaKAEWAM3AL460ASHElUKI94QQ7wUZc+PoE6M7a0nqxhw4bQ4IjdDMwsjxrokLkkLxLoTfz+CqeUx7xaDhgsLYY4ryEYYLc16kQCdndWPkIXW5FHgJ4BqUhBK9aMlJ9J85H+8bCbz4yaWk3BZPzddL2P3FJMRCxQUpg6HYfuwtVDDJizBc7L4+D29H0HaEqcuQ/2wbFbcecKoVQTlHwzUFcjQ4DpQmodHEGJaYKT4GT51N+loXnVdmx6zBzhvVFk1KSf/J5bE1EUIgcrLQQpJgspear7hoPreYxDo1/py/NJDxch2lv7KzL6VE+7IKFwpNEEryEP9uHK3nq+iK1CHnyb34/x4fM870LSaDK8oIV8HaDahrlOwFS5L3bBO5q9ucfjBNfBvqyNyoUM7Lf98T02ZKjYX/Jq9q05J4705hxVevYs1dvyFtm0nqSyqZzPvKFsaJpiNyshj62DxSd4VI3xpZ8/TNSrFoxQUMrKyg47pc9IBkOF0jZbdF0w1FtJ+p7llvZxDvjXG4rvWSueEIww1T3V58iFuMo1IQUspWKaUppbSA3wHL7J8agWhm3Dz7bxO18Vsp5RIp5RIXsQk/wuNRhTzhJCX7hgqUZiHcLhI3taB5PRh9NiGLYWDNLFRFUOmpkQdA09n3eYHMSiN+3QGG0zXynlEGTrSlIVwGxr5m9MR4dl2bSPOqHPRcVVYtKwrRclTl3kU/Xs3+87yYmSkkvlnLcJakZ2E6pluj7NZaKn7ZDluUAy6Gvg+citKDq9wIl0H5rfv4yO3r2Pu5TERRPnq8n/0Xic8/JQAAIABJREFUZTI8Ny+SR2HDq48uKEGfloXIm+aUJId/f/y2X3DSLWupPyWehM0tqkT8hJSYm2rWj5RZL0dHiX9xMyIh6uGVEhEyWfEfb9Ow0suMXwyR9act/OFXt1F/fh7Nq3LpPnE6gYocZ61bT85ET09FS0lh33luAqmQ9Yx6GNO2K4pAa0wO1zN33Ibv5S0qp8N2gIYVY0u1j5rLM2j8RA77Px3BetCSEhlcWsiffnUbu66Pp+ay2JLx127/JY2nqLkWfnsXplejc47uKInwmo/lVwHUFstl4F+3l+fvvpPX7r6H9o+p8O8bd9wDqFR2/0tbqD89iXO+/wr9Kwd5+ba7OHCmn4S1KoFr8e3vc/CsVBpPz+C1u+8Z389h5Hi3II7WBzFNStls//9GYLmU8iIhxGzgYZTCyAFeBcqknAhnLCJHHcWYQiQgOuypzyzDqq1TD+/Y8+y2wrgPDmFKlGh+f4wPQCyczUBxPIEkjbQH30XExTn5B5PR7zkYmC6lKKyRCFGNMS2boXl5uP+2IVJvEB22nSACoScnKS5Oux1tXgVtlSmk/269Q6EX9oeEt0sTJViF56b5fA5GpzkwqKo0QyEGTppB3LPvAND9+SpS/rjOGZ+YVYq1rQakhV5SyJ6rsyh7sBdryy5nHnpaKtbAoMN/OW5NLGkD0IgoshqBFh+veDF7+5zaCmfuaak0X1RB5j3r0DweGr66CH+TpSwHabF6y6ucnrOAmgcWU3bZhknvFz0tFYRwuET19DSVECYUfGHLdcvJ+d0m9cLyemi6pIKcRxXepebz0fq5+YwmC6bfV8NLbb+esq8gITlPLvzI1HwQ/3j+puM2zPkIcDKQDrQCt9jfF6D8sAeAq6IUxneALwAh4AYp5YuHG8S/OswZBo49VmLk5R5ZOO1YSOU8WL8FffYMzO271fe3tx5Tc9XpK/y9vASz9gBifoWqKwH0rMwY5RvmrThSiQ4lHypsHQ6Bhj66GHfHoFJaU5GjDEMfSZgzITlPLjpxagri73/5cBTEYbcYUsqLpZTTpJQuKWWelPI+KeWlUsq5Usp5Usqzw8rBPv7HUsoSKeWMqSiHYy5R4VM9Q8HUH1I52Bl8E0kYScppLyuTwJlLGfnEMqIRpUINjZOn6kaNZ1x7GRmRMN8Ex0/ol/H7Y9rR01Lp/WwlrN+C8HjUA6vpsH4LYbDfSecWBWGn+f2EoeD0xERGT4/cm32XVMaML7xe5vbdaAkJ1Nyp4OjMPXtVevjG7apuQ4hxllmYtwJNV32lxZaia36/wx1qRGF5hDMkO6+ockKZjd+qJnDmUieEWvNAJARqvLZhUuUQDqc7a5icFKMcOr+k6l6Ex4OemEjvZyqdtG3h8dB1eRVt11Y74fgpi0SVwE/l8yHJ8ZlJeYxl7FvsA29/zJv0QxGb3UufUYq5uxZZPR+xbsuxtSDKS5RSsMUoLiR0oB69rAhzdy3AuAzTofOW43v6yBm/5AkLVPIVoC2YpfI8JpDQRxdjvLaBl5o2ccbslRPC308k0YlYRyJHZEEk5cnF1V+dUrtv/vVbx6cF8f+iyEkARD6w9vcew5LoKYpeYxd/2aTFxo4DU1cORwN6C9DSHvPVau9U/obmiDKu/cHCmGP8q4+uMlPfELEGtI7eiQ8SAneHutZnzF7J6u2vT7n9o1EORyUfYBRDCLFKCLFbCFErhPj2BL9/TQixw05PeFUIUXC4Nv9PKohjDWU/UQ3Gv1rCb8pwIll0/clh5SitjLHVnWGHbfTfi2+KzZk7kirZmLaj1nhSf4+UzrbC7O4+NqXi/6R8UFEMO2P5V8DHgVnAxXZmc7RsBJZIKecBTwA/P1y7x6WCmAwDQng8iqszXLYrBP0XVR6yNFcYBnpykrM/DIdMnYpPG2o9Gt16UrH35npykuP5dn6y4fIdSHZUMVF4rAd+VEXL9dUKt8Lni2X1/mfEDoVqCQnjxhSWGNwITXfWouXGauq/o/bOYaj/Cdm8D9W97asIh2ajr03sICLJbEOfXE7PpVXU3G2nfB+uPH6y8URTCESXck/Gko6qAvW8mc3QecsVGrjtlxpXeYu6V6LL5vWUlPH35piEvSOSD7bcexlQK6XcJ6UcBR4FzonpTsrXpZRh02g9Kg3hkHJcKggHmkzGJp7IoI3L4IqwUyVv7R4HZTa2LWtwGJwLa2fvhbP6TBNrNBhJjDrU29NGyrYGh9UNMi5UqiGiEramvdyGZb8h07ZKct7sQZomcnRUOQw/CH+ApdqTI4GJxwROopdzyqDCU8x6ZwhhgTU84ozLybKc4thkIBBzrOPTGnt+1PdAokZ80yjTX1DXd2yG5fhOJjGzo8Kl1tgM2UOM/+ATxfzjV79BDg6p+2Fs+9GVrvbahRPfxuE/jEVaPwJRmZRySh8gPZxYaH+uHNPckWYxXwEcNohwfCgIf1wMms/en1ciT1iAXl5icw6o30redtH+dDHNl89ldNVSej6zDNE3SP13qqBynjrW641YCx4PNfcv4oadm2n5VLnKB1ii4NuHz1bFWBdtO8ieexYTXKFYqYOnLlaWgI0BIavmOx7u9qsqyV3j5Qd73qLl/FLnzSsMg9DCMrTSAqz0iCdb9A04N03ya3vRegY48Mhs9tw3DzG7FCrnqXnOKo/h14ixZoTAXLnIsZyivfzC4yF42hIO/KiSUzZ20nxhmXrLjQVuKYlsNfWUJPb/l5q760AbBb+v4a49r9F4UxWpbyaglRejp6aoMvnq+RMT82i64hzJyCD+9WSVNzBXrZc2XTGhj/XoiyVzHF6L9Ke2493egO+9AwAsf29Q4XlEJcUBztrqpUWMrlo6bl7WiQsdy2HPPYtVrYnfj15SEIObMVZyHt7Fx4sreXHfehovKkUvLVJFfjPLVL8Lo2gDdGWhHfzecpo/M5PAmUvV3G1EdZbNddYoBhhnqmJN8QMd4cRC+/PbI+9MiRDis8AS4NbDHXt8KIihkRin0Iy7G9A31WDtO4g1POz8tuvm2WR+Vyf5E03Erd2N6Qarq5uiP9WjbalVxwYCmDaasQwEKP6j5Cc3fp7Lr10NpknzCWprEf+GijLc/usLmHlnN52zPchQEO/G/crqOKj2tfrmGoWKLCVZa7up+eksbrzpWr58/bPI0SDSkkhLsvdiD90L0zjwnYjZa/X1Ow+W0DVkVw/THvQw49Yhmk9MRq9pwNi+H2uvSt6SlnqTOW8p+83meq8Ga3gEazToIDWH5xe3u5WCF4Z4+kcf4/rrnlCJXGMsqsaP2WFbITBLcil5sD0yvkCAT93+TXLWDFF3Rzldi1KR+dnQ1Iaxbb/DMRL7prSwhocxO7touaMEOTxC7ZfVvFtXZoHQVFp4lOgN7QTn2IoqKx2rrx/hUQ/83356Iq5tB5QVE51mHv7e1knce/vGzcu9v81Zq6InTERcHJgmgxXp0BaLqh0tcjSISEpk/s+uYfO37oG2TqzObmSduuZak1ofMaOYpktnKmTrvw2S9ck6/NtbkcEQQ+WKSkDf2+iskXUkfh5bjsCCOJxMKYtZCHEq8B3gbCnlYR1Ax4eCsB+EcDzfbGpVMG/BUYysTJVNZxjoAQu5Yy/+y0eRoRCZa9qxBgcxG5sZOH2uQnWqKFUsUzbS1L7PC/x7unhxRTHtly5k+kMHgIjTLveFZqya/eQ8tAtjeh71v8+m7eoqh5AlUD0TMb8Czefj9EfW03SCTuLuXp5ZXsrB6xcweN4SzJPmU/G9GlLXNVNw8U41JyGUM9S+uKHWNsy+PppOMJC7asl5eBdXrn+Hnb8oY/QkNfaD342gUwGONTTwsVlos8rQ5s1ALprptG9kZ3H33x9h4a8201uk8fipS2m/ZD5dn19GtOQ9fsD5v9i8BzoUv6bV34/Z10feo3spuK2G7nKd1A2dsOcAj2xdzZ5bZtF+VSV9F6uy7/CYui6vRC8vQSyaSfOJgoNfnU/F11TkJqE+hJ6RRuvn58eM4e63n0Rfr0KRZs0+rKEhLBu+bihTY9edRbReV0X9d5RfIowONnzOUh7c/iIHf5vNvp8sc+YO8Od1j9N6lfpb9vf3MXhCGfU3LELq8MimvzjW1lgfh9Xfj9naRu4LzZxR8RFW7/o7z+x6jYZrFKbEQ+89o47bvpvs32yg6avLOPne9dQ0ZvLHfzzCwZuW0J+nrLwr1r1H09eraLumiid3vjrpLT6hyCnmQEwtD+JdoEwIUSSEcKNgF56LPkAIsRD4DUo5TCnOf1zB3quyZqneWJbSXVb/gI2oZKIFQvZvFtI0nSpFaUk83UGs7h40l6H2o1IiBwaRIzoiGEJKC8sArFi/hgiZ6s1tSeRIgMHeTJI0cLUPYQHGUAgtEMQaHaU35EMPgAiqN5nlBssQWC7NuYjyMBdTDwjnmMZgCnqPgbu9HzkygjQkUhfO21eaFsKSuPpCiMAoSBeaZSmLU0qsvn4sYDDkQR9F+VMMYgjLJ5Rx8PMWw6YLPfzStyyGLJP/r70zD4+jOPPwW91zSTO6D0vyJcmSbcn3KUtAMLayOCwENhwBQiAQwmlCbIdkCYGAIbAbNmCOJQYCJFzLkpCAIRwLhA2HCcY24Nv4kCxLsi3JuqXRHN21f1TPaEaWhJx4kQj9Ps881nh6qqqre77+quqr3+dq1pA6SCExdQ3NOtZ0gggE0QNBtJ4kTCdRQyh1gRAC09lHe3Kwud8Q0OJC6irLttWRyFAIaRmD7k43whk/v6EJgWmNOtpDHkynwHCBFIJE0ZsOsO8cTAQRNjClJCBDuIUTV4cq1y3ifxaGG9oMtfdCR2C6JdLq473BLEwXGOaR3xsKx2qfhZQyLIRYCrwG6MCjUsqtQoiVwHop5RrUkMIH/M7qkxop5dcHK3dEGYiub8wl+Y0dylBoGjIUpPqHMyj4XROfLk1l/IuShIjcXGIiwq88JOF00PADP4HN08l7N4QnxYve1UP9khy81WAmJ8KhRnL/uDeati0SSisT3Go7eCCAUTqe3JwWUl8M8ekdGRSeD00zEsnYLOh+aRzPPpODt0VipCSg1RgUPrIP6fcjewJqcu5wTBDOAJN0SdUyuv38P95dwqRZ+/k0I4fiB/IofOIQNB5WiW0aG9FSkiAcpnGmm7x2L1p3iECOD+cmpdu5//wJfOPumZgu8DRLZChE7vN7keEwsSbAbGmNtkGGwpDad3Oci61PF5PUZMIB5baf9JvryDjhIKlXWqK5rW0YqI1POS/sJTB5NHvPcpKyQ5D3Qk100tf7/m7CLW2MflbF2kf4xq3XkRFaF1dvZGIxqS6M57TDpK8KI11OlZvC4YBkH8mfHGLxXdfBBCOatyKyt2TxLcsZvWY3BlD9SgHj3tpK8jo1X3XcDUtJO6zCrw1rubUvMsENhsHcu6/F1SHZ8LNfcfKDM1l4w7Wk8X60v/If28OfzArGbwhQ+e4KJvypBpwOwsADHy6k9LfVYJosaL0aWNFvXQNyDAPXLOGml/v8300xf1cebZlfykhKG5uB+HvzbhxNJGWyb7Qsm3nV0Mp976df4kjKPh6gnpYWXZOPZNAGCC+eg56ZgaMwX+XsnK6k4PTk5OhssiNnVFwa912Pz1aSabk5HPxBBY58K5+nFRsgZk1BT0vDkTMKPTWFT381n0PXVPRKrM2bFv3769sOs3vVArWyMSqbqtvLabtgAYFTlFK1PnFCb8xBf2vrQij1aau+ik+CVN9arlS6k5PZt7Kc4JJ56JEs0VbchbFQqXLrxYXx8vWaziM173LiJj81P1NtPnitUliOJXLOWLkuInMc0b0Hk4oo2eCg6nalsK15vayqXqvUmpdW0HbBAsKL1MqHcDhovLIcR24OelYWu+4vo+p29R6g68wyHLk51P8ovg3P1r4fH6tgKUYD7L+hgr3/Vs6B5RXsuyVG1TojHf/p83lq/3t8+shcdt2zIK7MNXUfUv/DXpm4rrPKqL6tnM6zy3ipbkN0j8hAeyTErCnoo7J5Zv9a/li7jpaLyuODqaz+2n9DBSdvaafqmemsqfuQ6tvKOXSNqnf6RkHtTyo4sLyCl+o29FvPoIxwPQjbg/hH5rMEaj8vBtsZ+TfumuyrXv5ZdR/t3oq/1ZM4ag9i+pVDK/f9G7/EHsRQsZ54kV19gyVMiX7FWqPWiwqURzI3Pi19xDsZ0k68mN2O+pRJvdGQmq4EZ6dMIrhkXr9fjUriRTJ3zSg5NpGUMaI62tTJ8RGalnGICPBGIk+P+L4VgyGcLrQZJWrn5mBti/ks4uF1nq1WH2TFjKjnF0VKEEI9dWMUpSLZtPrGNwxWX7RIK29F5CUcjmhErD5xQu9nlvGJMw6Rc7b67AhvT4ioJ7H7rgXR8vXiwmh+k0jCn9g2/C3X8xguc/6/MDINxGdoUoYmKLUnzcoAPtjFEQkJaC4nHdOz0VOS6Robn15N83nVRR+lUvYdEQIdF06tlKm1BA+tU9PQ0tIQuo6W4KGtwElnUQptBX1CcSNhuwkJymW16usoTka4XPFh4gOFCA9y42kJCVYwWQKt01OjbYqldUKvxJu71YgLExa6jubzRl8dRcnoATPa1/3e/DHLJJrPi5aeSsMc9X8tkxOVGnRGGrFobjcJh1U8hZae2tv31r+xxrbvuUf7qc9nWkJC9Fy1pCSEz4uWmEhnSYalSNb/7R25ZprPy4FFSoEser5WWwEmPHMFe85djXA40XxeOqdkonncCF2nu1jFQQiHU9UjtHgpv6EgAUMO7TVMjEwDMYDFFLoO0kRbr2INYmfnIxen774MMS4PKSXeNRuo/3YJSW/FawKY3Uqd2dxbo8b8xQU0Xt67v0O4ejN7dVaWQk4WMhwm+bn17Lu0mLrfTWT3TdPJ+c0nJK2rIWu1mjnXLB3JyFPc7OhQ55WbDdIk6ZUtdC+ZgT5uTPTHcWBZGdUrF8TL5SclobndCKdLRW72ycd56MIZdJ04GZGaQspzH9FwehGLP47f0jzqDyrztnA68LwXc/5WUJbZ2UXnwkmQlU7KB7W4Pt5D04WzceTl0PrtBfhPn0fNTVZWKyFIeyclKh1PTiZ15xZRdKvSffQeDFPz47kcPL0wrg21359N6otKNCay1d5osRTJ01LQ8sfS/J0FNFxRFq1HuN2EF82m7po5aBML2X99WXyZV83k8aq/gJT0zJuA73lIf1UjsbaLmuWzOXiNOj6SMSt62uEwRns7Znc3OQ+so/7qOexfPgdHtvrR71sxG4CiFR+wZPx8Xt23js6Fk9BCktqrZnLFtm3oAbVc7j95Jlfu3MnJm1qouW4OR4NgaN7Dl96DEJoWv/FmZqlKoefx9Ip5ALtumYF53Ax6Fk/HUZhP+z9PUz+c0om0nKPCkfUxedHJKc3j4YrnX2T/ijkYC6biqzOiQreRJL+1y+YgZpfC1GL09FRC9/eQUh3GOE7ln2g9exaiuACE4JX77uGkP3xM1Y2zMedNwVsvyfmli6KnW6FoHMaYLPRsVa4ZCMS5zpEcFCVP7kHMnYoYP5rz7/gTO1amEaichZ6eRvI+gwn/dRjN0owUDgeYJgcvnY1WOE4Zl+kT48p8+Mf38NwDdzP+dw0EFk7D02Lyyg8WxvWvHK02kMlgEOFyEj7JSqNnudmHLp/Lg6tWUfhULcH8LHA4WLriObb/eAyJh0J4GoMUPKN+1ELXabyxAH1MLvqE8Zzzx7/gapdQZE3+GpL8e7fgaYm/qa+75Nmo+G5kOKNbHoT38Q723u7DeyhMYqMRuSnQUlNwtgf55oV/xvfQYXy18WXefNmTnH2lyo790qMP0LY8jz33T6Yz38d3zn9NycQBmY9vjL/fLG9k3/VzMOdP4dzvvMmp56xl30VqAvjS816NnqvmTeArV13G2w88RMPFfn55xcP84qcX0Fagru2p//Ymdy87n5eWL2LR6f94k5QjwkBIKePzNDS2Yra2qWjKmFDr7PUSZ0MH9RcGkM0t+DM00ASipZ2Mjc0qzLitQwVXodbZl710IenbDQrv2omz0+BQmboppbVd2NENenMnjfOSkd1+Gl8Yi95j4NqjfhDpG5vRmlpASma/czkPvvZVUnfC2Lv34PRLtKCBCJvsPTuV1klett8ekzxF63XNhTcRIQRr3ixDa+mk4bgMfvHGqWS87iFxxyGkvwctZIVa+62kuYZK1jvq/TZobkO0dqAfaI4WbwZDfHvDJVS8dyWv/3kWx/37Bzi6TbRw/A114Cu97r6Zn4v7gKWbqWsIlxMtJDnjgyt47c+zlcT96GxWfnAqeX8BPWCiBY1ogJk0JVrIRLa2Q+NhVr7+L7i6JNVnqDpaJrlAEzi64wPSbvv4FMwCtXqiZ2Wq62YZwo/fnojvNR96wMTREwmGMpHdfkQgxKMbj2PHHyb1fmZx46avo4VUPbPeuxTp1KPq0w9vOW7gYafDgZ6SjKcJtNuaeOSTCn6/ZRbZG1Qsx+otx6vLVzAu6jmUrr2AbRVPsnzTOeghSSBNlb369a8iDIkwJC9vn9JvfYNiG4gh0udiRsfRut6bvEYDEQoz4bYg6DqZn3SrHZ6mSTDbq8aBiQm9wwNNkDHxMHrQpPbcUbQWuxj98iFVrnXDp+0MQihMzmu1CLebjnl+Wia5kcnKkASzfchkdSPfO+8ZyO3B1WVy8Nx0mks1OvO99IxOoujB/aRvbGby97dHzyEaGQqYbe2YwRDGqACiJ8ioV2pYUfkyzdMlZqoSZj08xUEgNxnhcUf7QDgc+HO9CF8iMtmHTOlVpBaaYN2CX3PH7OcJJxtsuGAKbQVOWovihyF5rxzo/c6Oaghbw55gCNPfQ/q2HpZNe5NwWpiMTe2IqjpeX3gvzZN1Wia66SjwEspJidbZWuxRBi8hAXdON82lGoW/URsJk2oNhMdDa1H8UO/D4x9EbK8CIHxQ7WeI7F0wEiXNM02aJ7tpmhrZqKYh3C78Y5J4e9E9BMo6aZwVf49sLn+clonqSX75lHfpyXTRXKrjaZF8fPyvo/2o9RmWmYEARksLKVUh9Et0Plh4P+sX/idt1lzN5hMeUe3asw/v/2zhcImTVTP/m6l//RZbFjzF4VId3drFcFnlmzSXOmme5GbdSfdxVEiOZrPWsDAyIill/Kb3cP2BXqsZDkc/SX1pK+HOTjS3GyMQQN8SwjQNjIZGnG3tmKEgRkNTVE1ahsOk3+RCbN2MYZi42nOhWc1bRERjPO9sI+z3q+S/oTAT7/TTOtWNuasaAOdft0XrX/nTiyne0gpVuzCCIVytY+g8v42GHakU/7UdARiWtxNJJhw9RWtJbtJdfsJ19Wg+H0//7BQmbmrCrN6PGQrjaoO6E90UrO2OfkdLTCTxra0Y4TCaz6u2KMeUedx/LMdXZ1DySROypg59QRpzLvuY6l/H9G+b8qiEw6mUtPdaileW16av28bjt5xGyZYWlbzX6eDMX/6IghfraDohDy0k2V+ZwPh3lFcz6sJqwk8cRhoG+bemUn8SmFa/OroMas+bgO6Pf+qVr15BvnNr7/WWBqblKU36VRNogoaKTFwyst3cRHZ24fAbnLz6RxS+3Mq+0+INxLRfLeWbl/4va+9z8cL1lZhXN1GW2kj96wXMeuxaEs4XjLpvLc2nlZLyVIyorXVvJby1FSMU5iurr8N0Syb8qYYwMP2x75OPEraRoTC3Xv44N9/wXdJCktKNV7Htqgc46ZLvAfDizYs49afvkubsouKJH3K0kZTDOb8wFEaOBxGD0GNydcbMoGuZ6QiHk+7K6SA0zJjEOZGnRaxbD+DP86KlptB16ixCXqi9aFL8rHzhOITDiTlnMkITGF43qZtaVTYrUOVa3kwoUdAz2oeWnkZg8QwC6ZK8n0HOBybV105l37fGqeAt6I3/jwwxImIpY5MQDie7b1TLrTLBWmLUBFkbu5jwmzqk0fvIMLu7EQke1SehcHyCIEALKn2F4OgUuiunYzqg6tr4rc5VV1vbmHWN1iUl8ROdQqCNzSOQIugel8yBexOounoyzk6J9LhI/7iFpC2NTHisNvqV8AolTy90Hf+YJLpzJfuunQZCcLDcxZjn6wimxv+Y3S3QuqQkfpnT6uOesSmYiS6yNrSR9ZGl9iUl0jBxVzXhaZIYXhej3/bHl9kK7y4tAyHoSdPRVmey494p7LlGJ/GgIO8ZlaMk7bl+VKSsxDk9X51BQqMksR6w2pNwyAogKxxHT+UM7rv8mwR9gtZCHVcbnHTJ93jr0YejRa1fOps3LqnA9xn5mvtlhA8x7ECpwRjGQKMhBwJ9jgyU6+NY07C0guz7j8ylOdLoL5jqaAKlUhJyZXnRJUOra8vtdqCUlpSklhpjVi5iVzRav12O5vUqcY/MDBVshJrN33NnOebxM1XYc2F+dHXDfHMs5omz0DMzCC6Zh2OMJbITecIvmK62VWdmYB4/k6t3fUrXmWXU/qQCTIODyypUNvGsLP5lWyO7n5ylwqEz0uk6q0yFXZdOVCHg48cOLH9n1ffpg/Oiwi/P1f6Vyi0dVN9WjiyfQctF5WgzStBmlCDDYfRR2ThyRlF9azmBr80jVDmH9vNUoJNwuhDzpnHejnpO2NTDrvvKcBSMJ3jy3GhYdIRYuXjhdh8hbKIXFzLq/WQVBl5UgObxcHvVOiZ86KHrzDIlkjJ1MjIURM9IJ1Q5h+DJc2lYWsG+Z6fReXZZVGpPzJuGlpRE4JT4gLETNvUcsUQbeV9zUwXn7ain85wFNF9cTvb9a9XyrhW09a0dtVRu6aDpMrVcGenjEzf5o4FpJRsciFlT6DqzDGPhbGZ+FC8r2C/zp6FnpHPZp3up3NLBp4+pfpu+sdf7E04XPafOp3JLB7vvXsCizV10nVlG15ll0WAq/xnzCZwyj5kf9V/NoIzwOYgvlAcRyW4dzU5lvQdLpjwylxAz9tdLijF3VSFNSeNl8xn1xKY40drzn2HPAAAGe0lEQVTYrOBCE2iTJlC/OIOcBzeoTFMeD2gaZnc3/tPnk7S5AaOmFmkYHFheTvdsP/peDwW3bUTzeVV2ppi29kUvKsDYXYVwu+k6ZSZJW5sw99WCYbD/uvkEUyVFK602CoGenqZWNUwTkZSE7OrqjQoUgsOXLsBXF8a7qR7jUCMt582h4PKdtBzXu9qhJydjtLcro6JrSgYv9rprOoEls/Fub0B2diO7ujh04QxyX63jUOVoPK0mDXM1Cv71fdB0Kje18uacTDAl2vjRHPinXEY9ovorvHgOjTPduJsl6Y/1CtTW/7CCMfdvjBf0jWT3HjsG6Uvg0FcyCXsEOfesJbJXw39iKYenOhnzcjPVZ6Uz7uZez+LA8gqu/d4feLYkh/CiOaTcXENLIBHPsgRqTkvH3SLJWv0+zReXx7Ul7tobBvUryjFdkP/basJ19dT+pIIxt6+1hqIaV+7cyd3LzkcYkuZSJ6de8C7rl85GvKeMw9sPPMRDbXmsevoMdq5cflQeREXBxUM5lFe332F7EJ/JYFoL5gBmNqL3ALjbjxzPxek3CA1ME8PTW1esAdUDMk5Lwdkp8SQEkTpHCHsMpkEQLS9oxrU77JOEU8PxkZCmjB4TyWUZi94DWtBU7ZJqiVPro3IaPQdN0O8DQZqqjLAR1dtw9ABS0p0j6BitE/b1tnNHZ27v+RgmerD33LWgScgLos/lcPTQf92gzs8w6coTBCMR70IDTcOf6UDvAWEYhBPiv6/3QFUgy6rXYG5qDQ7NRBgGDj/ReZCwt/9rEbn2Dr8qK9LPeh9R8r2BbPSgqV5+SHN2RTVBtKDkobY8LkupP+J7Q2KEz0GMLAMRCUt29Ka51xITezNHTS22EvRmKCXnSCJbTceYPQnN7UbPzorLerRjaTaOcaPRfV78GVpUFzGCY3Suiq1PSUZLSWL7tWloAdAKLPWuacWIMeqY+Xd8yN7vjEUrGIfm89E5FnzPJZH3jlphEKnJ0XMw+3oPlsGo+taYqKZj5R3vsPuSHERxAVpSElKD8S8AkYAiK7dmuKwELS8HmZaMyO8dHgiXi0dvvYuC23ZSd3YhemYG/gyN7U+XxHdrslJUkkE1f6D3UVjS09NIvamG/WePAytE+r9uuZOac8bi7ABPiyT/+XC0TRufnI6enYU+Kovd382jYzxo1lJwIMNJ4cN76cmM/1G+/KMjFdYj0aYH/3k8uy7NxtkFhkf9GIQmEB4Prk6TN667k+3LUjG88Vbnf3/yS1546gTV3zc38/LKhdS8P4aOyemsv+4+xj2iJilzn9x6RN2grr3m8/He9av4aMX9NHxN7a/YsKJ3uVI4Hfz6mSWU/nwzVRdJXr/+Th5e8080zlHnW/bzD1n19BlMu/sqNi87yuS9Ejuz1pAaIUQj0AU0DXdb/g4y+WK3H+xzOBaMl1JmDeXAFE+OrBh30ZAKfXXXL4ZliDEi4iCklFlCiPXD0QHHii96+8E+h2FhBDygB2NEGAgbmy8lEiVmOYKxDYSNzbAh6ZscaqQxkgzE35wIZITwRW8/2Ofw+WMPMYbG35MpaCTwRW8/2OfwuRNZxRjBjBgDYWPzpcT2IGxsbAbENhA2Njb9IuURWc5GGraBsLEZTmwPwsbGZkBsA2FjY9M/w7vPYijYBsLGZriQIO1AKRsbmwGxPQgbG5sBsecgbGxs+sVe5rSxsRkMOZAS2gjBNhA2NsPG8MrJDQXbQNjYDBdfgM1aI0uT0sbmy4Y0h/YaAkKIJUKInUKI3UKIf+3nc7cQ4r+tzz8QQuR/Vpm2gbCxGSYkSll7KK/PQgihA/8JfA0oBc4TQpT2Oey7QIuUsgi4G/j3zyrXNhA2NsOFlMfSg5gP7JZS7pVSBoFngNP7HHM68Fvr798Di8VA+Rks7DkIG5thRB67Zc7RQGx20FqgbKBjpJRhIUQbkMEgKuC2gbCxGSY6aHntDfn7zCEe7hFCrI95/9DnoZ5lGwgbm2FCSrnkGBZXB4yNeT/G+r/+jqkVQjiAFODwYIXacxA2Nv8YfAgUCyEKhBAu4FxgTZ9j1gCRTD1nAX+Wn5E5y/YgbGz+AbDmFJYCrwE68KiUcqsQYiWwXkq5BngEeEIIsRtoRhmRQRkRqfdsbGxGJvYQw8bGZkBsA2FjYzMgtoGwsbEZENtA2NjYDIhtIGxsbAbENhA2NjYDYhsIGxubAbENhI2NzYD8H3uyaiiIE5XIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 0.10000000000000001, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:10<00:00, 4.27it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1750.599999666214 seconds ---\n", "\n", "[[ 1.00000000e+00 9.23675447e-03 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 9.23675447e-03 1.00000000e+00 0.00000000e+00 ..., 0.00000000e+00\n", " 0.00000000e+00 0.00000000e+00]\n", " [ 0.00000000e+00 0.00000000e+00 1.00000000e+00 ..., 1.13339188e-10\n", " 3.04693782e-11 2.15214893e-06]\n", " ..., \n", " [ 0.00000000e+00 0.00000000e+00 1.13339188e-10 ..., 1.00000000e+00\n", " 1.62647860e-02 1.49170869e-03]\n", " [ 0.00000000e+00 0.00000000e+00 3.04693782e-11 ..., 1.62647860e-02\n", " 1.00000000e+00 4.80059868e-04]\n", " [ 0.00000000e+00 0.00000000e+00 2.15214893e-06 ..., 1.49170869e-03\n", " 4.80059868e-04 1.00000000e+00]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "gram matrix with parameters {'lmda': 1.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:08<00:00, 4.23it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1748.480324268341 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 29%|██▉ | 4926/16836.0 [03:02<23:14, 8.54it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "../gklearn/kernels/treePatternKernel.py:223: RuntimeWarning: overflow encountered in double_scalars\n", " kh += 1 / lmda * kh_tmp\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate kernels: 100%|██████████| 16836/16836.0 [29:22<00:00, 4.22it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1762.9047236442566 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [29:50<00:00, 4.19it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1791.0777304172516 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 1000.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [32:37<00:00, 4.05it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1957.1354520320892 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 10000.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [30:44<00:00, 3.94it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1844.6377205848694 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "gram matrix with parameters {'lmda': 100000.0, 'kernel_type': 'branching', 'h': 5.0} is: \n", "calculate kernels: 100%|██████████| 16836/16836.0 [31:06<00:00, 4.01it/s] \n", " --- kernel matrix of tree pattern kernel of size 183 built in 1866.3308918476105 seconds ---\n", "\n", "ignored, as it contains elements that are not numbers.\n", "\n", "165 gram matrices are calculated, 30 of which are ignored.\n", "\n", "3. Fitting and predicting using nested cross validation. This could really take a while...\n", " \r" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py:154: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n", " warnings.warn(\"Singular matrix in solving dual problem. Using \"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \r" ] }, { "ename": "LinAlgError", "evalue": "SVD did not converge in Linear Least Squares", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mLinAlgError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py\u001b[0m in \u001b[0;36m_solve_cholesky_kernel\u001b[0;34m(K, y, alpha, sample_weight, copy)\u001b[0m\n\u001b[1;32m 151\u001b[0m dual_coef = linalg.solve(K, y, sym_pos=True,\n\u001b[0;32m--> 152\u001b[0;31m overwrite_a=False)\n\u001b[0m\u001b[1;32m 153\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinalg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLinAlgError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.5/site-packages/scipy/linalg/basic.py\u001b[0m in \u001b[0;36msolve\u001b[0;34m(a, b, sym_pos, lower, overwrite_a, overwrite_b, debug, check_finite, assume_a, transposed)\u001b[0m\n\u001b[1;32m 250\u001b[0m overwrite_b=overwrite_b)\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0m_solve_check\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m \u001b[0mrcond\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpocon\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0manorm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.5/site-packages/scipy/linalg/basic.py\u001b[0m in \u001b[0;36m_solve_check\u001b[0;34m(n, info, lamch, rcond)\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0minfo\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mLinAlgError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Matrix is singular.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 32\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mLinAlgError\u001b[0m: Matrix is singular.", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mLinAlgError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n\u001b[0;32m---> 33\u001b[0;31m 'regression', NUM_TRIALS=30)\n\u001b[0m", "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/utils/model_selection_precomputed.py\u001b[0m in \u001b[0;36mmodel_selection_for_precomputed_kernel\u001b[0;34m(datafile, estimator, param_grid_precomputed, param_grid, model_type, NUM_TRIALS, datafile_y)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtrain_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalid_index\u001b[0m \u001b[0;32min\u001b[0m \u001b[0minner_cv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_app\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m KR.fit(X_app[train_index, :]\n\u001b[0;32m--> 167\u001b[0;31m [:, train_index], y_app[train_index])\n\u001b[0m\u001b[1;32m 168\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;31m# predict on the train, validation and test set\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.5/site-packages/sklearn/kernel_ridge.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 160\u001b[0m self.dual_coef_ = _solve_cholesky_kernel(K, y, alpha,\n\u001b[1;32m 161\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m copy)\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mravel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdual_coef_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdual_coef_\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py\u001b[0m in \u001b[0;36m_solve_cholesky_kernel\u001b[0;34m(K, y, alpha, sample_weight, copy)\u001b[0m\n\u001b[1;32m 154\u001b[0m warnings.warn(\"Singular matrix in solving dual problem. Using \"\n\u001b[1;32m 155\u001b[0m \"least-squares solution instead.\")\n\u001b[0;32m--> 156\u001b[0;31m \u001b[0mdual_coef\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlinalg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlstsq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mK\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 157\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[0;31m# K is expensive to compute and store in memory so change it back in\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.5/site-packages/scipy/linalg/basic.py\u001b[0m in \u001b[0;36mlstsq\u001b[0;34m(a, b, cond, overwrite_a, overwrite_b, check_finite, lapack_driver)\u001b[0m\n\u001b[1;32m 1241\u001b[0m cond, False, False)\n\u001b[1;32m 1242\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minfo\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1243\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mLinAlgError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"SVD did not converge in Linear Least Squares\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1244\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minfo\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1245\u001b[0m raise ValueError('illegal value in %d-th argument of internal %s'\n", "\u001b[0;31mLinAlgError\u001b[0m: SVD did not converge in Linear Least Squares" ] } ], "source": [ "%load_ext line_profiler\n", "%matplotlib inline\n", "import numpy as np\n", "import sys\n", "sys.path.insert(0, \"../\")\n", "from gklearn.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n", "from gklearn.kernels.treePatternKernel import treepatternkernel\n", "\n", "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n", "estimator = treepatternkernel\n", "# param_grid_precomputed = {'h': np.linspace(1, 10, 10), \n", "# 'lmda': np.logspace(-5, 5, num = 11, base = 10),\n", "# 'kernel_type': ['untiln', 'size', 'branching']}\n", "# param_grid_precomputed = [{'h': np.linspace(1, 5, 5), \n", "# 'lmda': np.logspace(-5, 5, num = 11, base = 10),\n", "# 'kernel_type': ['untiln', 'size', 'branching']},\n", "# {'h': [6, 7], \n", "# 'lmda': np.logspace(-5, 0, num = 6, base = 10),\n", "# 'kernel_type': ['untiln', 'size', 'branching']},\n", "# {'h': [8, 9, 10], \n", "# 'lmda': np.logspace(-5, -1, num = 5, base = 10),\n", "# 'kernel_type': ['untiln', 'size', 'branching']}]\n", "# param_grid_precomputed = {'h': [4, 5], \n", "# 'lmda': np.logspace(3, 4, num = 2, base = 10),\n", "# 'kernel_type': ['untiln', 'size']}\n", "param_grid_precomputed = [{'h': np.linspace(1, 5, 5), \n", " 'lmda': np.logspace(-5, 5, num = 11, base = 10),\n", " 'kernel_type': ['untiln', 'size', 'branching']}]\n", "\n", "param_grid = {'alpha': np.logspace(-10, 10, num = 41, base = 10)}\n", "\n", "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n", " 'regression', NUM_TRIALS=30)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- This is a regression problem ---\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-10 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.36956548690796 seconds ---\n", "[[ 13. 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20. 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13. ... 29. 29.\n", " 29. ]\n", " ...\n", " [ 20. 20. 29. ... 365.00000001 365.00000001\n", " 365.00000001]\n", " [ 20. 20. 29. ... 365.00000001 365.00000001\n", " 365.00000001]\n", " [ 20. 20. 29. ... 365.00000001 365.00000001\n", " 365.00000002]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 91%|█████████▏| 914/1000 [00:01<00:00, 751.28it/s]\n", " Mean performance on train set: 5.993535\n", "With standard deviation: 0.356922\n", "\n", " Mean performance on test set: 7.464904\n", "With standard deviation: 1.718585\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 795.88it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-09 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.47467517852783 seconds ---\n", "[[ 13. 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20.00000001 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13. ... 29. 29.\n", " 29. ]\n", " ...\n", " [ 20. 20. 29. ... 365.00000015 365.00000015\n", " 365.00000015]\n", " [ 20. 20. 29. ... 365.00000015 365.00000015\n", " 365.00000015]\n", " [ 20. 20. 29. ... 365.00000015 365.00000015\n", " 365.0000002 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 98%|█████████▊| 975/1000 [00:01<00:00, 654.33it/s]\n", " Mean performance on train set: 5.963041\n", "With standard deviation: 0.374107\n", "\n", " Mean performance on test set: 7.375105\n", "With standard deviation: 1.769252\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 711.24it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-08 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.32968211174011 seconds ---\n", "[[ 13.00000004 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20.00000008 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13.00000004 ... 29.00000004 29.00000004\n", " 29.00000004]\n", " ...\n", " [ 20. 20. 29.00000004 ... 365.00000148 365.00000148\n", " 365.00000148]\n", " [ 20. 20. 29.00000004 ... 365.00000148 365.00000148\n", " 365.00000148]\n", " [ 20. 20. 29.00000004 ... 365.00000148 365.00000148\n", " 365.00000202]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 97%|█████████▋| 967/1000 [00:01<00:00, 809.48it/s]\n", " Mean performance on train set: 5.965110\n", "With standard deviation: 0.378249\n", "\n", " Mean performance on test set: 7.350689\n", "With standard deviation: 1.780556\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 786.78it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-07 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.74151062965393 seconds ---\n", "[[ 13.0000004 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20.0000008 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13.0000004 ... 29.0000004 29.0000004\n", " 29.0000004]\n", " ...\n", " [ 20. 20. 29.0000004 ... 365.0000148 365.0000148\n", " 365.0000148]\n", " [ 20. 20. 29.0000004 ... 365.0000148 365.0000148\n", " 365.0000148]\n", " [ 20. 20. 29.0000004 ... 365.0000148 365.0000148\n", " 365.0000202]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 95%|█████████▌| 954/1000 [00:01<00:00, 735.76it/s]\n", " Mean performance on train set: 5.966982\n", "With standard deviation: 0.382093\n", "\n", " Mean performance on test set: 7.350999\n", "With standard deviation: 1.781470\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 804.24it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-06 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.52131748199463 seconds ---\n", "[[ 13.000004 14. 4. ... 20. 20. 20. ]\n", " [ 14. 20.000008 4. ... 20. 20. 20. ]\n", " [ 4. 4. 13.000004 ... 29.000004 29.000004 29.000004]\n", " ...\n", " [ 20. 20. 29.000004 ... 365.000148 365.000148 365.000148]\n", " [ 20. 20. 29.000004 ... 365.000148 365.000148 365.000148]\n", " [ 20. 20. 29.000004 ... 365.000148 365.000148 365.000202]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 97%|█████████▋| 970/1000 [00:01<00:00, 759.32it/s]\n", " Mean performance on train set: 5.969758\n", "With standard deviation: 0.386318\n", "\n", " Mean performance on test set: 7.351225\n", "With standard deviation: 1.780522\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 783.42it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1e-05 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.67099857330322 seconds ---\n", "[[ 13.00004 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20.00008 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13.00004 ... 29.00004 29.00004\n", " 29.00004 ]\n", " ...\n", " [ 20. 20. 29.00004 ... 365.00148001 365.00148001\n", " 365.00148 ]\n", " [ 20. 20. 29.00004 ... 365.00148001 365.00148001\n", " 365.00148 ]\n", " [ 20. 20. 29.00004 ... 365.00148 365.00148\n", " 365.00202 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 801.70it/s]\n", " Mean performance on train set: 5.970557\n", "With standard deviation: 0.390719\n", "\n", " Mean performance on test set: 7.348129\n", "With standard deviation: 1.780293\n", "\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 0.0001 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 36.80127692222595 seconds ---\n", "[[ 13.0004 14. 4. ... 20. 20.\n", " 20. ]\n", " [ 14. 20.0008 4. ... 20. 20.\n", " 20. ]\n", " [ 4. 4. 13.0004 ... 29.0004 29.0004\n", " 29.0004 ]\n", " ...\n", " [ 20. 20. 29.0004 ... 365.01480072 365.01480072\n", " 365.0148 ]\n", " [ 20. 20. 29.0004 ... 365.01480072 365.01480072\n", " 365.0148 ]\n", " [ 20. 20. 29.0004 ... 365.0148 365.0148\n", " 365.0202 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 98%|█████████▊| 980/1000 [00:01<00:00, 889.41it/s]\n", " Mean performance on train set: 5.942495\n", "With standard deviation: 0.331983\n", "\n", " Mean performance on test set: 7.349836\n", "With standard deviation: 1.781100\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 883.76it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 0.001 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 35.8681423664093 seconds ---\n", "[[ 13.004 14. 4. ... 20. 20. 20. ]\n", " [ 14. 20.008 4. ... 20. 20. 20. ]\n", " [ 4. 4. 13.004 ... 29.004 29.004 29.004 ]\n", " ...\n", " [ 20. 20. 29.004 ... 365.148072 365.148072 365.148 ]\n", " [ 20. 20. 29.004 ... 365.148072 365.148072 365.148 ]\n", " [ 20. 20. 29.004 ... 365.148 365.148 365.202 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 99%|█████████▉| 988/1000 [00:01<00:00, 886.54it/s]\n", " Mean performance on train set: 5.933395\n", "With standard deviation: 0.324965\n", "\n", " Mean performance on test set: 7.357745\n", "With standard deviation: 1.780977\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 888.00it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 0.01 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 36.001843214035034 seconds ---\n", "[[ 13.04 14. 4. ... 20. 20. 20. ]\n", " [ 14. 20.08 4. ... 20. 20. 20. ]\n", " [ 4. 4. 13.04 ... 29.04 29.04 29.04 ]\n", " ...\n", " [ 20. 20. 29.04 ... 366.4872 366.4872 366.48 ]\n", " [ 20. 20. 29.04 ... 366.4872 366.4872 366.48 ]\n", " [ 20. 20. 29.04 ... 366.48 366.48 367.02 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 98%|█████████▊| 978/1000 [00:01<00:00, 863.94it/s]\n", " Mean performance on train set: 5.940695\n", "With standard deviation: 0.347431\n", "\n", " Mean performance on test set: 7.374269\n", "With standard deviation: 1.791145\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 878.96it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 0.1 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 36.37146854400635 seconds ---\n", "[[ 13.4 14. 4. ... 20. 20. 20. ]\n", " [ 14. 20.8 4. ... 20. 20. 20. ]\n", " [ 4. 4. 13.4 ... 29.4 29.4 29.4 ]\n", " ...\n", " [ 20. 20. 29.4 ... 380.52 380.52 379.8 ]\n", " [ 20. 20. 29.4 ... 380.52 380.52 379.8 ]\n", " [ 20. 20. 29.4 ... 379.8 379.8 385.2 ]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 99%|█████████▉| 993/1000 [00:01<00:00, 860.40it/s]\n", " Mean performance on train set: 6.427114\n", "With standard deviation: 1.293674\n", "\n", " Mean performance on test set: 7.329299\n", "With standard deviation: 1.913634\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 883.01it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.83972358703613 seconds ---\n", "[[ 17. 14. 4. ... 20. 20. 20.]\n", " [ 14. 28. 4. ... 20. 20. 20.]\n", " [ 4. 4. 17. ... 33. 33. 33.]\n", " ...\n", " [ 20. 20. 33. ... 585. 585. 513.]\n", " [ 20. 20. 33. ... 585. 585. 513.]\n", " [ 20. 20. 33. ... 513. 513. 567.]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 98%|█████████▊| 979/1000 [00:01<00:00, 616.77it/s]\n", " Mean performance on train set: 6.624254\n", "With standard deviation: 1.224196\n", "\n", " Mean performance on test set: 7.271336\n", "With standard deviation: 2.207735\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 630.82it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 10.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.50818395614624 seconds ---\n", "[[5.300e+01 1.400e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n", " [1.400e+01 1.000e+02 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n", " [4.000e+00 4.000e+00 5.300e+01 ... 6.900e+01 6.900e+01 6.900e+01]\n", " ...\n", " [2.000e+01 2.000e+01 6.900e+01 ... 9.045e+03 9.045e+03 1.845e+03]\n", " [2.000e+01 2.000e+01 6.900e+01 ... 9.045e+03 9.045e+03 1.845e+03]\n", " [2.000e+01 2.000e+01 6.900e+01 ... 1.845e+03 1.845e+03 2.385e+03]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 8%|▊ | 77/1000 [00:00<00:01, 764.71it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.069543502626658e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.1303298666315776e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.70249458866672e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.63992169055093e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.438093960487116e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0002169262936346e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.5920339281975188e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.5874866272574162e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.0599424240471626e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.468773818521402e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.958334441043603e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 27%|██▋ | 267/1000 [00:00<00:01, 654.82it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py:154: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n", " warnings.warn(\"Singular matrix in solving dual problem. Using \"\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.055618175730539e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.7159074038024934e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.895455126720251e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.400306511546424e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.206478316049589e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.8083631222444177e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.49051280863482e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.339852738992424e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.277544863160196e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.458523723353626e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 48%|████▊ | 477/1000 [00:00<00:00, 685.70it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6380760737666547e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.3843421259537676e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.890544546973404e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.054758730954765e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.9172765626494813e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4455093698440067e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2914256710839066e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.65667341282596e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.852926745577629e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.285092924342139e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 69%|██████▉ | 694/1000 [00:01<00:00, 712.57it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.700250453064005e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6205193931367065e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.4925504318417794e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.0111387119813346e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.343123723749221e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0143662852277667e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.206690575125046e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.049999246995425e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.4232350203422674e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.350008400303505e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.251763015291957e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 90%|█████████ | 902/1000 [00:01<00:00, 666.85it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.924869742342744e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4010401637647583e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.5117924740400373e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.626753798403599e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.911227588173856e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.0660043401009468e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3099139652029694e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.2680602391853274e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.396574210735164e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 97%|█████████▋| 969/1000 [00:01<00:00, 600.11it/s]\n", " Mean performance on train set: 6.816974\n", "With standard deviation: 1.501822\n", "\n", " Mean performance on test set: 7.497870\n", "With standard deviation: 2.368148\n", "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 648.87it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 100.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.09455919265747 seconds ---\n", "[[4.13000e+02 1.40000e+01 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [1.40000e+01 8.20000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [4.00000e+00 4.00000e+00 4.13000e+02 ... 4.29000e+02 4.29000e+02\n", " 4.29000e+02]\n", " ...\n", " [2.00000e+01 2.00000e+01 4.29000e+02 ... 7.35165e+05 7.35165e+05\n", " 1.51650e+04]\n", " [2.00000e+01 2.00000e+01 4.29000e+02 ... 7.35165e+05 7.35165e+05\n", " 1.51650e+04]\n", " [2.00000e+01 2.00000e+01 4.29000e+02 ... 1.51650e+04 1.51650e+04\n", " 2.05650e+04]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 10%|▉ | 97/1000 [00:00<00:02, 436.93it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.249229588791739e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6092761314568358e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6033357497241564e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0333531111165975e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.073851980749357e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.497880470461594e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0349745182117167e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 17%|█▋ | 169/1000 [00:00<00:02, 372.64it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.227908145504113e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.1894008132724887e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.9131474526752795e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0421770253846576e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.864916618602575e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.663676730244888e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 31%|███▏ | 314/1000 [00:00<00:01, 429.29it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.6989200751598342e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.9988176582222278e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.173259131422707e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.069621878854856e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.087601566853754e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.1827598831940232e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.428244298929586e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.1120965359644164e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.8329496119281176e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.5128147762765525e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.173155329882729e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 50%|█████ | 501/1000 [00:01<00:00, 516.57it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.874621241781873e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.9047959204426696e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.03000007539236e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.8198639503150797e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.679200342495213e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6211471280327221e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.74280825574767e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.685372827008377e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.9723233156997277e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.142362330339379e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.0042133764798303e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.987833375253946e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 71%|███████ | 706/1000 [00:01<00:00, 471.97it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.63949546549065e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.76170805410039e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.3721058293845662e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.178277242767302e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.4883373934010664e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.526360275338589e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.827383891217367e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 81%|████████ | 807/1000 [00:01<00:00, 457.30it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.052622499085628e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.70793549450487e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.8190124240850417e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.349104192126423e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.132340452050677e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 91%|█████████ | 909/1000 [00:01<00:00, 451.90it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.78695142234395e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.8765535280551442e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.9917255115528226e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.781650263544808e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.581768670551366e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0493867289518776e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.9787087068181396e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.756012232435961e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.800283208793992e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.468606690086715e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.119459703249427e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 96%|█████████▌| 956/1000 [00:02<00:00, 445.96it/s]\n", " Mean performance on train set: 6.687664\n", "With standard deviation: 1.348089\n", "\n", " Mean performance on test set: 7.428867\n", "With standard deviation: 2.647892\n", "calculate performance: 100%|██████████| 1000/1000 [00:02<00:00, 467.65it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.517051219940186 seconds ---\n", "[[4.0130000e+03 1.4000000e+01 4.0000000e+00 ... 2.0000000e+01\n", " 2.0000000e+01 2.0000000e+01]\n", " [1.4000000e+01 8.0200000e+03 4.0000000e+00 ... 2.0000000e+01\n", " 2.0000000e+01 2.0000000e+01]\n", " [4.0000000e+00 4.0000000e+00 4.0130000e+03 ... 4.0290000e+03\n", " 4.0290000e+03 4.0290000e+03]\n", " ...\n", " [2.0000000e+01 2.0000000e+01 4.0290000e+03 ... 7.2148365e+07\n", " 7.2148365e+07 1.4836500e+05]\n", " [2.0000000e+01 2.0000000e+01 4.0290000e+03 ... 7.2148365e+07\n", " 7.2148365e+07 1.4836500e+05]\n", " [2.0000000e+01 2.0000000e+01 4.0290000e+03 ... 1.4836500e+05\n", " 1.4836500e+05 2.0236500e+05]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 10%|█ | 102/1000 [00:00<00:02, 330.46it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.374017095746491e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.687507275679712e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.7645414168071277e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.8090152927008474e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.474194561968185e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.130856876335615e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 19%|█▉ | 188/1000 [00:00<00:02, 348.40it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.7794644716713837e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.3130943734340723e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.7505566440337117e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3279670378456666e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.318466984022222e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.418445519765442e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 28%|██▊ | 285/1000 [00:00<00:01, 380.47it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.1356199672921913e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6464620684950592e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.179430869121561e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.473887201835687e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.570987725305032e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.854640029504099e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 38%|███▊ | 385/1000 [00:00<00:01, 389.24it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3781828327775562e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.955507306233033e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.109947315270106e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.9378280303294975e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.866942525478256e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 49%|████▉ | 494/1000 [00:01<00:01, 398.83it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.636014964778956e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.6552163232757833e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.312233993243073e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.2794244316598437e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.406028628818668e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 60%|██████ | 604/1000 [00:01<00:00, 407.30it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.184686103929999e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.1281587780183657e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.367013528660628e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.155116554595105e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.443029464120917e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.4923079446940085e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.750703061909557e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 71%|███████ | 707/1000 [00:01<00:00, 402.63it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4970615125032324e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.39494402062226e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.818999641865095e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.051275910233908e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.688197813410084e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 81%|████████ | 806/1000 [00:01<00:00, 404.11it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.43659662072146e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.4284104102664825e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.900304923444742e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.1112688931900636e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.941184656304436e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.746476431972804e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 91%|█████████ | 906/1000 [00:02<00:00, 407.57it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.327409345420052e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.0589341144557062e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.29154188313992e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.225020130252359e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.327720201864263e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 95%|█████████▌| 951/1000 [00:02<00:00, 373.87it/s]\n", " Mean performance on train set: 6.819058\n", "With standard deviation: 1.410085\n", "\n", " Mean performance on test set: 7.249143\n", "With standard deviation: 2.655536\n", "calculate performance: 100%|██████████| 1000/1000 [00:02<00:00, 414.03it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.193651783291256e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.19984276961351e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0689487149937185e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.8956869823870564e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.790887064559792e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 10000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.01269268989563 seconds ---\n", "[[4.00130000e+04 1.40000000e+01 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [1.40000000e+01 8.00200000e+04 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [4.00000000e+00 4.00000000e+00 4.00130000e+04 ... 4.00290000e+04\n", " 4.00290000e+04 4.00290000e+04]\n", " ...\n", " [2.00000000e+01 2.00000000e+01 4.00290000e+04 ... 7.20148036e+09\n", " 7.20148036e+09 1.48036500e+06]\n", " [2.00000000e+01 2.00000000e+01 4.00290000e+04 ... 7.20148036e+09\n", " 7.20148036e+09 1.48036500e+06]\n", " [2.00000000e+01 2.00000000e+01 4.00290000e+04 ... 1.48036500e+06\n", " 1.48036500e+06 2.02036500e+06]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 11%|█▏ | 114/1000 [00:00<00:02, 303.84it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6978549111114387e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.1828172674052679e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.547017114313022e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.990786470945978e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.8300974250606965e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.727582936838558e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 21%|██ | 208/1000 [00:00<00:02, 342.60it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.569354559683504e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.885865920757663e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.006883677471783e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2491482969368813e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.596699463334369e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.74024827114128e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0002891123411383e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 31%|███ | 311/1000 [00:00<00:01, 371.07it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.478112292477647e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.3626069490970097e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.751107853461428e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.007160521891646e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.592912372477283e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 41%|████▏ | 414/1000 [00:01<00:01, 394.40it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.286966904954778e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.330065717080935e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.0639972759819077e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3250852692883386e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.32507703774876e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.514317701906229e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 51%|█████▏ | 514/1000 [00:01<00:01, 411.17it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.5186106207732215e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2309907116861648e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.582391203608073e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.638503426307468e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0580872068659216e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 62%|██████▏ | 615/1000 [00:01<00:00, 424.96it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.633316922861427e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.253166879599146e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4688155478710103e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.3252803222906435e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.713726552669558e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.934042177466841e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.468592067289146e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 72%|███████▏ | 716/1000 [00:01<00:00, 433.84it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.66227030386163e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.5342528466878185e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.620745355332433e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.5797394734563764e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.109079490079661e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.548426603146641e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0484899604694826e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 82%|████████▏ | 816/1000 [00:01<00:00, 439.46it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.080827240476694e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.8279322282295696e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.0410721959495632e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.343375151645726e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.351177509861134e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.370583478449445e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 92%|█████████▏| 916/1000 [00:02<00:00, 437.07it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.3677978521118296e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0227997187914302e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.557088603475233e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.657645350184021e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.990628121216557e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 96%|█████████▌| 962/1000 [00:02<00:00, 393.51it/s]\n", " Mean performance on train set: 6.934306\n", "With standard deviation: 1.384412\n", "\n", " Mean performance on test set: 7.081832\n", "With standard deviation: 2.624800\n", "calculate performance: 100%|██████████| 1000/1000 [00:02<00:00, 420.16it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.2964047050969517e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.089708488833387e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3234351109582e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.293818265362604e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.44555950404844e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 100000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 35.835275411605835 seconds ---\n", "[[4.0001300e+05 1.4000000e+01 4.0000000e+00 ... 2.0000000e+01\n", " 2.0000000e+01 2.0000000e+01]\n", " [1.4000000e+01 8.0002000e+05 4.0000000e+00 ... 2.0000000e+01\n", " 2.0000000e+01 2.0000000e+01]\n", " [4.0000000e+00 4.0000000e+00 4.0001300e+05 ... 4.0002900e+05\n", " 4.0002900e+05 4.0002900e+05]\n", " ...\n", " [2.0000000e+01 2.0000000e+01 4.0002900e+05 ... 7.2001480e+11\n", " 7.2001480e+11 1.4800365e+07]\n", " [2.0000000e+01 2.0000000e+01 4.0002900e+05 ... 7.2001480e+11\n", " 7.2001480e+11 1.4800365e+07]\n", " [2.0000000e+01 2.0000000e+01 4.0002900e+05 ... 1.4800365e+07\n", " 1.4800365e+07 2.0200365e+07]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 13%|█▎ | 126/1000 [00:00<00:03, 261.95it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0191112815027622e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.232307074954237e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.097885039345644e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.727869526025791e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 21%|██ | 208/1000 [00:00<00:03, 262.44it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2411064955279154e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.149899322677468e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.642478117522784e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 30%|███ | 305/1000 [00:01<00:02, 265.15it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.785067039039337e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.225934530879337e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.562790184640486e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 41%|████▏ | 414/1000 [00:01<00:01, 297.05it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.135758789917749e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.564182826681079e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.542436590136228e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 50%|█████ | 500/1000 [00:01<00:01, 319.27it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.195315905739342e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.379873880613873e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.630975349505465e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.518071272961898e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 61%|██████▏ | 613/1000 [00:02<00:01, 303.76it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.9460047081015216e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.839254463570563e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.318583704180543e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 73%|███████▎ | 728/1000 [00:02<00:00, 300.34it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.3984244112232524e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.3291156014339405e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.707621088224988e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0690013288979288e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 81%|████████▏ | 813/1000 [00:02<00:00, 321.97it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.315773170165585e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.138544398203078e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.386508127676171e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 89%|████████▉ | 891/1000 [00:02<00:00, 317.18it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.6842499515474312e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.528434456947986e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.856433851414765e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 96%|█████████▌| 957/1000 [00:03<00:00, 259.36it/s]\n", " Mean performance on train set: 9.394995\n", "With standard deviation: 1.047066\n", "\n", " Mean performance on test set: 8.237631\n", "With standard deviation: 3.665300\n", "calculate performance: 100%|██████████| 1000/1000 [00:03<00:00, 299.25it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1000000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.056791553686018e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.644703618966645e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.15242050721053e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.77732253074646 seconds ---\n", "[[4.00001300e+06 1.40000000e+01 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [1.40000000e+01 8.00002000e+06 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [4.00000000e+00 4.00000000e+00 4.00001300e+06 ... 4.00002900e+06\n", " 4.00002900e+06 4.00002900e+06]\n", " ...\n", " [2.00000000e+01 2.00000000e+01 4.00002900e+06 ... 7.20001480e+13\n", " 7.20001480e+13 1.48000365e+08]\n", " [2.00000000e+01 2.00000000e+01 4.00002900e+06 ... 7.20001480e+13\n", " 7.20001480e+13 1.48000365e+08]\n", " [2.00000000e+01 2.00000000e+01 4.00002900e+06 ... 1.48000365e+08\n", " 1.48000365e+08 2.02000365e+08]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 14%|█▎ | 135/1000 [00:00<00:03, 253.06it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.741195162637844e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.5965964498458038e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.983361443347492e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.7922291165206923e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.685526054240851e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 23%|██▎ | 230/1000 [00:00<00:02, 265.75it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6848871984797616e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.8811603375005575e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.7514073450053307e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.5976314128410034e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.790988115471154e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.477178586927344e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.035215871851048e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 33%|███▎ | 332/1000 [00:01<00:02, 277.35it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.287317576627726e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.886325173924881e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.8372812242318245e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.523017625167697e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.309735186090854e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 43%|████▎ | 431/1000 [00:01<00:02, 258.66it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.2092887442597021e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.444285941342485e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6650957319224102e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.778343353100153e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.067496740668901e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.832366528737191e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 53%|█████▎ | 534/1000 [00:01<00:01, 252.20it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2368084459111367e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.625050966790768e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.786992563738048e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.5350081600164477e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.2823286559994256e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.880362578796432e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.1100444346816681e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 64%|██████▎ | 637/1000 [00:02<00:01, 260.77it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.1335408080135885e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4688002952482946e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.6678722631357644e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.288251804550535e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.895017980474164e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 74%|███████▍ | 741/1000 [00:02<00:00, 276.66it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.209157188853246e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.4519382674684447e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.5748326244710203e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.852436562697074e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.536506069365062e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.969036612017947e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 81%|████████▏ | 813/1000 [00:02<00:00, 297.62it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.309383987394578e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.565067260805818e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.516194197490843e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.041064934861363e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.499601220689098e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.051151158798192e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 92%|█████████▏| 915/1000 [00:03<00:00, 298.37it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.7472428919435347e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.703770718809819e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2818242346374262e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.102554831016506e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.599188283622467e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0647003359802031e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 98%|█████████▊| 977/1000 [00:03<00:00, 278.57it/s]\n", " Mean performance on train set: 9.635245\n", "With standard deviation: 0.687560\n", "\n", " Mean performance on test set: 8.529828\n", "With standard deviation: 3.580591\n", "calculate performance: 100%|██████████| 1000/1000 [00:03<00:00, 284.18it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 10000000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.502409510736216e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0439081147173944e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.4602149061556115e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.9479003259500843e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.34621741763787e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.0245542507930726e-16 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.46095633506775 seconds ---\n", "[[4.00000130e+07 1.40000000e+01 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [1.40000000e+01 8.00000200e+07 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [4.00000000e+00 4.00000000e+00 4.00000130e+07 ... 4.00000290e+07\n", " 4.00000290e+07 4.00000290e+07]\n", " ...\n", " [2.00000000e+01 2.00000000e+01 4.00000290e+07 ... 7.20000148e+15\n", " 7.20000148e+15 1.48000036e+09]\n", " [2.00000000e+01 2.00000000e+01 4.00000290e+07 ... 7.20000148e+15\n", " 7.20000148e+15 1.48000036e+09]\n", " [2.00000000e+01 2.00000000e+01 4.00000290e+07 ... 1.48000036e+09\n", " 1.48000036e+09 2.02000036e+09]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 12%|█▏ | 122/1000 [00:00<00:03, 231.16it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.200122265640733e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.627297027618617e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.893611596005168e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.1052758523976415e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.158312302718829e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.675650470006637e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 23%|██▎ | 227/1000 [00:00<00:03, 253.57it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.2230286797750079e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.0790289882373515e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.6170735381557016e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.90989130271085e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.4735492461286675e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.544548737558878e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 34%|███▍ | 344/1000 [00:01<00:02, 274.36it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.0569387542185164e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.8929851773550792e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.762490810329375e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.031994076021703e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.380795983197089e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 44%|████▎ | 437/1000 [00:01<00:02, 281.37it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.159845331824398e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.592173545119868e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.0031182975801337e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.315102488294594e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.427690586128571e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.36815306216013e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 52%|█████▎ | 525/1000 [00:01<00:01, 277.96it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.096509347533013e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.2037051514926243e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.641239932076709e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.911654384898199e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.195245830759744e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 61%|██████ | 606/1000 [00:02<00:01, 236.45it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.179739003035368e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.121167134816686e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 2.201750997217992e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.6143396276266097e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.876412427833992e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 8.158416120381036e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 73%|███████▎ | 727/1000 [00:02<00:01, 211.65it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.355737066205781e-20 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 6.778261189640049e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.992328403436096e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.166526583123927e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.566565138343654e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.272056103177315e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 82%|████████▏ | 822/1000 [00:03<00:00, 223.94it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.2435735437353417e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.471379508084743e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.686971341479104e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.827108937015577e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 93%|█████████▎| 931/1000 [00:03<00:00, 255.06it/s]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.2357280081107672e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.559072238694825e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.45488311322705e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.6616151717441874e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.807701664283496e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "calculate performance: 98%|█████████▊| 983/1000 [00:04<00:00, 220.81it/s]\n", " Mean performance on train set: 11.059074\n", "With standard deviation: 1.323635\n", "\n", " Mean performance on test set: 10.964175\n", "With standard deviation: 3.358726\n", "calculate performance: 100%|██████████| 1000/1000 [00:04<00:00, 242.35it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 100000000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 9.749823872976888e-19 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 5.347208969568296e-18 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 1.9981807042259307e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 3.298232968104139e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 4.391381083354749e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n", "/home/ljia/.local/lib/python3.5/site-packages/scipy/linalg/basic.py:40: RuntimeWarning: scipy.linalg.solve\n", "Ill-conditioned matrix detected. Result is not guaranteed to be accurate.\n", "Reciprocal condition number/precision: 7.328796748008544e-17 / 1.1102230246251565e-16\n", " RuntimeWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.91001057624817 seconds ---\n", "[[4.00000013e+08 1.40000000e+01 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [1.40000000e+01 8.00000020e+08 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [4.00000000e+00 4.00000000e+00 4.00000013e+08 ... 4.00000029e+08\n", " 4.00000029e+08 4.00000029e+08]\n", " ...\n", " [2.00000000e+01 2.00000000e+01 4.00000029e+08 ... 7.20000015e+17\n", " 7.20000015e+17 1.48000004e+10]\n", " [2.00000000e+01 2.00000000e+01 4.00000029e+08 ... 7.20000015e+17\n", " 7.20000015e+17 1.48000004e+10]\n", " [2.00000000e+01 2.00000000e+01 4.00000029e+08 ... 1.48000004e+10\n", " 1.48000004e+10 2.02000004e+10]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 99%|█████████▉| 992/1000 [00:03<00:00, 267.91it/s]\n", " Mean performance on train set: 66.147687\n", "With standard deviation: 11.979989\n", "\n", " Mean performance on test set: 63.221208\n", "With standard deviation: 13.381090\n", "calculate performance: 100%|██████████| 1000/1000 [00:03<00:00, 252.05it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 1000000000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 38.43676400184631 seconds ---\n", "[[4.00000001e+09 1.40000000e+01 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [1.40000000e+01 8.00000002e+09 4.00000000e+00 ... 2.00000000e+01\n", " 2.00000000e+01 2.00000000e+01]\n", " [4.00000000e+00 4.00000000e+00 4.00000001e+09 ... 4.00000003e+09\n", " 4.00000003e+09 4.00000003e+09]\n", " ...\n", " [2.00000000e+01 2.00000000e+01 4.00000003e+09 ... 7.20000001e+19\n", " 7.20000001e+19 1.48000000e+11]\n", " [2.00000000e+01 2.00000000e+01 4.00000003e+09 ... 7.20000001e+19\n", " 7.20000001e+19 1.48000000e+11]\n", " [2.00000000e+01 2.00000000e+01 4.00000003e+09 ... 1.48000000e+11\n", " 1.48000000e+11 2.02000000e+11]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 98%|█████████▊| 976/1000 [00:04<00:00, 268.70it/s]\n", " Mean performance on train set: 96.664827\n", "With standard deviation: 1.871320\n", "\n", " Mean performance on test set: 100.134704\n", "With standard deviation: 13.845906\n", "calculate performance: 100%|██████████| 1000/1000 [00:04<00:00, 236.90it/s]\n", "\n", "\n", " #--- calculating kernel matrix when lmda = 10000000000.0 ---#\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "\n", " --- kernel matrix of tree pattern kernel of size 185 built in 37.32151246070862 seconds ---\n", "[[4.00e+10 1.40e+01 4.00e+00 ... 2.00e+01 2.00e+01 2.00e+01]\n", " [1.40e+01 8.00e+10 4.00e+00 ... 2.00e+01 2.00e+01 2.00e+01]\n", " [4.00e+00 4.00e+00 4.00e+10 ... 4.00e+10 4.00e+10 4.00e+10]\n", " ...\n", " [2.00e+01 2.00e+01 4.00e+10 ... 7.20e+21 7.20e+21 1.48e+12]\n", " [2.00e+01 2.00e+01 4.00e+10 ... 7.20e+21 7.20e+21 1.48e+12]\n", " [2.00e+01 2.00e+01 4.00e+10 ... 1.48e+12 1.48e+12 2.02e+12]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 100%|█████████▉| 997/1000 [00:03<00:00, 268.42it/s]\n", " Mean performance on train set: 98.175092\n", "With standard deviation: 4.720613\n", "\n", " Mean performance on test set: 100.144883\n", "With standard deviation: 13.958659\n", "calculate performance: 100%|██████████| 1000/1000 [00:03<00:00, 260.49it/s]\n", "\n", "\n", " lmda rmse_test std_test rmse_train std_train k_time\n", "----------- ----------- ---------- ------------ ----------- --------\n", " 1e-10 7.4649 1.71858 5.99354 0.356922 37.3696\n", " 1e-09 7.37511 1.76925 5.96304 0.374107 37.4747\n", " 1e-08 7.35069 1.78056 5.96511 0.378249 37.3297\n", " 1e-07 7.351 1.78147 5.96698 0.382093 37.7415\n", " 1e-06 7.35123 1.78052 5.96976 0.386318 37.5213\n", " 1e-05 7.34813 1.78029 5.97056 0.390719 37.671\n", " 0.0001 7.34984 1.7811 5.9425 0.331983 36.8013\n", " 0.001 7.35775 1.78098 5.9334 0.324965 35.8681\n", " 0.01 7.37427 1.79115 5.94069 0.347431 36.0018\n", " 0.1 7.3293 1.91363 6.42711 1.29367 36.3715\n", " 1 7.27134 2.20774 6.62425 1.2242 37.8397\n", " 10 7.49787 2.36815 6.81697 1.50182 37.5082\n", " 100 7.42887 2.64789 6.68766 1.34809 37.0946\n", " 1000 7.24914 2.65554 6.81906 1.41008 37.5171\n", " 10000 7.08183 2.6248 6.93431 1.38441 37.0127\n", "100000 8.23763 3.6653 9.395 1.04707 35.8353\n", " 1e+06 8.52983 3.58059 9.63525 0.68756 37.7773\n", " 1e+07 10.9642 3.35873 11.0591 1.32363 37.461\n", " 1e+08 63.2212 13.3811 66.1477 11.98 37.91\n", " 1e+09 100.135 13.8459 96.6648 1.87132 38.4368\n", " 1e+10 100.145 13.9587 98.1751 4.72061 37.3215\n" ] } ], "source": [ "# tree pattern kernel, dataset acyclic.\n", "%load_ext line_profiler\n", "\n", "import sys\n", "sys.path.insert(0, \"../\")\n", "from gklearn.utils.utils import kernel_train_test\n", "from gklearn.kernels.treePatternKernel import treepatternkernel\n", "\n", "import numpy as np\n", "\n", "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n", "kernel_file_path = 'kernelmatrices_path_acyclic/'\n", "\n", "\n", "kernel_para = dict(node_label = 'atom', edge_label = 'bond_type', labeled = True, \\\n", " kernel_type = 'untiln', h = 2)\n", "\n", "kernel_train_test(datafile, kernel_file_path, treepatternkernel, kernel_para, \\\n", " hyper_name = 'lmda', hyper_range = np.logspace(-10, 10, num = 21, base = 10), \\\n", " normalize = False, model_type = 'regression')\n", "\n", "# kernel_para['depth'] = 10\n", "# %lprun -f untildpathkernel \\\n", "# kernel_train_test(datafile, kernel_file_path, untildpathkernel, kernel_para, normalize = False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# results\n", "\n", "# untiln kernel when h = 2\n", " lmda rmse_test std_test rmse_train std_train k_time\n", "----------- ----------- ---------- ------------ ----------- --------\n", " 1e-10 7.46524 1.71862 5.99486 0.356634 38.1447\n", " 1e-09 7.37326 1.77195 5.96155 0.374395 37.4921\n", " 1e-08 7.35105 1.78349 5.96481 0.378047 37.9971\n", " 1e-07 7.35213 1.77903 5.96728 0.382251 38.3182\n", " 1e-06 7.3524 1.77992 5.9696 0.3863 39.6428\n", " 1e-05 7.34958 1.78141 5.97114 0.39017 37.3711\n", " 0.0001 7.3513 1.78136 5.94251 0.331843 37.3967\n", " 0.001 7.35822 1.78119 5.9326 0.32534 36.7357\n", " 0.01 7.37552 1.79037 5.94089 0.34763 36.8864\n", " 0.1 7.32951 1.91346 6.42634 1.29405 36.8382\n", " 1 7.27134 2.20774 6.62425 1.2242 37.2425\n", " 10 7.49787 2.36815 6.81697 1.50182 37.8286\n", " 100 7.42887 2.64789 6.68766 1.34809 36.3701\n", " 1000 7.24914 2.65554 6.81906 1.41008 36.1695\n", " 10000 7.08183 2.6248 6.93431 1.38441 37.5723\n", "100000 8.021 3.43694 8.69813 0.909839 37.8158\n", " 1e+06 8.49625 3.6332 9.59333 0.96626 38.4688\n", " 1e+07 10.9067 3.17593 11.5642 2.07792 36.9926\n", " 1e+08 61.1524 10.4355 65.3527 13.9538 37.1321\n", " 1e+09 99.943 13.6994 98.8848 5.27014 36.7443\n", " 1e+10 100.083 13.8503 97.9168 3.22768 37.096\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The line_profiler extension is already loaded. To reload it, use:\n", " %reload_ext line_profiler\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[(0, {'atom': 'C', 'label': 'C'}), (1, {'atom': 'C', 'label': 'C'}), (2, {'atom': 'C', 'label': 'C'}), (3, {'atom': 'C', 'label': 'C'}), (4, {'atom': 'S', 'label': 'S'})]\n", "\n", " --- kernel matrix of tree pattern kernel of size 39 built in 3.5270774364471436 seconds ---\n", "(array([[1.99007809e+036, 4.00000000e+000, 4.00000000e+000, ...,\n", " 1.00000000e+001, 1.00000000e+001, 1.00000000e+001],\n", " [4.00000000e+000, 6.37886713e+019, 4.34000000e+002, ...,\n", " 6.37886713e+019, 6.37886713e+019, 6.37886713e+019],\n", " [4.00000000e+000, 4.34000000e+002, 1.99007809e+036, ...,\n", " 4.40000000e+002, 4.40000000e+002, 4.40000000e+002],\n", " ...,\n", " [1.00000000e+001, 6.37886713e+019, 4.40000000e+002, ...,\n", " 2.94561201e+119, 1.16903692e+080, 4.42354433e+082],\n", " [1.00000000e+001, 6.37886713e+019, 4.40000000e+002, ...,\n", " 1.16903692e+080, 4.21212139e+264, 1.66634383e+080],\n", " [1.00000000e+001, 6.37886713e+019, 4.40000000e+002, ...,\n", " 4.42354433e+082, 1.66634383e+080, 5.17763068e+117]]), 3.5270774364471436)\n" ] } ], "source": [ "%load_ext line_profiler\n", "\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import sys\n", "sys.path.insert(0, \"../\")\n", "from gklearn.utils.graphfiles import loadDataset\n", "from gklearn.utils.utils import kernel_train_test\n", "\n", "from gklearn.kernels.treePatternKernel import treepatternkernel, _treepatternkernel_do\n", "\n", "import numpy as np\n", "\n", "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n", "\n", "dataset, y = loadDataset(datafile)\n", "G1 = dataset[100]\n", "G2 = dataset[20]\n", "data = [G1, G2]\n", "# nx.draw_networkx(G1)\n", "# plt.show()\n", "# print(G1.nodes(data=True)20\n", "nx.draw_networkx(G2)\n", "plt.show()\n", "print(G2.nodes(data=True))\n", "\n", "\n", "%lprun -f _treepatternkernel_do \\\n", " kernel = treepatternkernel(dataset[1:40], node_label = 'atom', edge_label = 'bond_type', labeled = True, \\\n", " kernel_type = 'untiln', lmda = 1, h = 10)\n", "\n", "print(kernel)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- This is a classification problem ---\n", "\n", "\n", " Loading dataset from file...\n", "\n", " Calculating kernel matrix, this could take a while...\n", "retrieve patterns: 100%|██████████| 185/185 [00:00<00:00, 2064.69it/s]\n", "calculate kernels: 100%|██████████| 185/185 [00:00<00:00, 11170.00it/s]\n", "\n", " --- kernel matrix of cyclic pattern kernel of size 185 built in 0.10836505889892578 seconds ---\n", "[[0. 0. 0. ... 0. 0. 0.]\n", " [0. 0. 0. ... 0. 0. 0.]\n", " [0. 0. 0. ... 0. 0. 0.]\n", " ...\n", " [0. 0. 0. ... 0. 0. 0.]\n", " [0. 0. 0. ... 0. 0. 0.]\n", " [0. 0. 0. ... 0. 0. 0.]]\n", "\n", " Starting calculate accuracy/rmse...\n", "calculate performance: 100%|██████████| 1000/1000 [00:24<00:00, 36.41it/s]\n", " Mean performance on train set: 0.018072\n", "With standard deviation: 0.000000\n", "\n", " Mean performance on test set: 0.000000\n", "With standard deviation: 0.000000\n", "\n", "\n", " accur_test std_test accur_train std_train k_time\n", "------------ ---------- ------------- ----------- --------\n", " 0 0 0.0180723 0 0.108365\n" ] } ], "source": [ "%load_ext line_profiler\n", "\n", "import sys\n", "sys.path.insert(0, \"../\")\n", "from gklearn.utils.utils import kernel_train_test\n", "from gklearn.kernels.cyclicPatternKernel import cyclicpatternkernel\n", "\n", "import numpy as np\n", "\n", "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n", "kernel_file_path = 'kernelmatrices_path_acyclic/'\n", "\n", "kernel_para = dict(node_label = 'atom', edge_label = 'bond_type', labeled = True, cycle_bound = 200)\n", "\n", "# kernel_train_test(datafile, kernel_file_path, treeletkernel, kernel_para, normalize = False)\n", "\n", "kernel_train_test(datafile, kernel_file_path, cyclicpatternkernel, kernel_para, \\\n", " normalize = False , model_type = 'classification')\n", "\n", "# kernel_para['k_func'] = 'minmax'\n", "# kernel_train_test(datafile, kernel_file_path, untildpathkernel, kernel_para, \\\n", "# hyper_name = 'depth', hyper_range = np.linspace(0, 10, 11), normalize = True)\n", "# kernel_train_test(datafile, kernel_file_path, untildpathkernel, kernel_para, \\\n", "# hyper_name = 'depth', hyper_range = np.linspace(0, 10, 11), normalize = False)\n", "# # kernel_train_test(datafile, kernel_file_path, untildpathkernel, kernel_para, normalize = False)\n", "\n", "# kernel_para['depth'] = 10\n", "# %lprun -f untildpathkernel \\\n", "# kernel_train_test(datafile, kernel_file_path, untildpathkernel, kernel_para, normalize = False)" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }