{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Rank based Methods \n", "\n", "**Author: Wei Kang , Serge Rey **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "This notebook introduces two classic nonparametric statistics of exchange mobility and their spatial extensions. We will demonstrate the usage of these methods by an empirical study for understanding [regional exchange mobility pattern in US](#Regional-exchange-mobility-pattern-in-US-1929-2009). The dataset is the per capita incomes observed annually from 1929 to 2010 for the lower 48 US states.\n", "\n", "* [Kendall's tau](#Kendall-tau)\n", " * Classic measures:\n", " * [Classic Kendall's tau](#Classic-Kendall-tau)\n", " * [Local Kendall's tau](#Local-Kendall-tau)\n", " * Spatial extensions:\n", " * [Spatial Kendall's tau](#Spatial-Kendall-tau)\n", " * [Inter- and Intra-regional decomposition of Kendall's tau](#Inter--and-Intra-regional-decomposition-of-Kendall's-tau)\n", " * [Local indicator of mobility association-LIMA](#Local-indicator-of-mobility-association-LIMA)\n", "* [Theta statistic of exchange mobility](#Theta-statistic-of-exchange-mobility)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regional exchange mobility pattern in US 1929-2009\n", "\n", "Firstly we load in the US dataset:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AREAPERIMETERSTATE_STATE_IDSTATE_NAMESTATE_FIPS_xSUB_REGIONSTATE_ABBRgeometryName...2000200120022003200420052006200720082009
020.75034.95611Washington53PacificWA(POLYGON ((-122.400749206543 48.22539520263672...Washington...31528320533220632934349843573838477407824158840619
145.13234.52722Montana30MtnMTPOLYGON ((-111.4746322631836 44.70223999023438...Montana...22569243422469925963275172898730942326253329332699
29.57118.89933Maine23N EngME(POLYGON ((-69.77778625488281 44.0740737915039...Maine...25623270682773128727302013072132340336203490635268
321.87421.35344North Dakota38W N CenNDPOLYGON ((-98.73005676269531 45.93829727172852...North Dakota...25068261182677029109296763164432856358823900938672
422.59822.74655South Dakota46W N CenSDPOLYGON ((-102.7879333496094 42.99532318115234...South Dakota...26115275312772730072317653272633320359983818836499
\n", "

5 rows × 92 columns

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" ], "text/plain": [ " AREA PERIMETER STATE_ STATE_ID STATE_NAME STATE_FIPS_x SUB_REGION \\\n", "0 20.750 34.956 1 1 Washington 53 Pacific \n", "1 45.132 34.527 2 2 Montana 30 Mtn \n", "2 9.571 18.899 3 3 Maine 23 N Eng \n", "3 21.874 21.353 4 4 North Dakota 38 W N Cen \n", "4 22.598 22.746 5 5 South Dakota 46 W N Cen \n", "\n", " STATE_ABBR geometry Name \\\n", "0 WA (POLYGON ((-122.400749206543 48.22539520263672... Washington \n", "1 MT POLYGON ((-111.4746322631836 44.70223999023438... Montana \n", "2 ME (POLYGON ((-69.77778625488281 44.0740737915039... Maine \n", "3 ND POLYGON ((-98.73005676269531 45.93829727172852... North Dakota \n", "4 SD POLYGON ((-102.7879333496094 42.99532318115234... South Dakota \n", "\n", " ... 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 \n", "0 ... 31528 32053 32206 32934 34984 35738 38477 40782 41588 40619 \n", "1 ... 22569 24342 24699 25963 27517 28987 30942 32625 33293 32699 \n", "2 ... 25623 27068 27731 28727 30201 30721 32340 33620 34906 35268 \n", "3 ... 25068 26118 26770 29109 29676 31644 32856 35882 39009 38672 \n", "4 ... 26115 27531 27727 30072 31765 32726 33320 35998 38188 36499 \n", "\n", "[5 rows x 92 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import libpysal\n", "import geopandas as gpd\n", "import numpy as np\n", "\n", "geo_table = gpd.read_file(libpysal.examples.get_path('us48.shp'))\n", "income_table = pd.read_csv(libpysal.examples.get_path(\"usjoin.csv\"))\n", "complete_table = geo_table.merge(income_table,left_on='STATE_NAME',right_on='Name')\n", "complete_table.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will visualize the spatial distributions of per capita incomes of US states across 1929 to 2009 to obtain a first impression of the dynamics. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/anaconda3/lib/python3.6/site-packages/pysal/__init__.py:65: VisibleDeprecationWarning: PySAL's API will be changed on 2018-12-31. The last release made with this API is version 1.14.4. A preview of the next API version is provided in the `pysal` 2.0 prelease candidate. The API changes and a guide on how to change imports is provided at https://pysal.org/about\n", " ), VisibleDeprecationWarning)\n", "/Users/weikang/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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RtZmzgvEcS5eBz7E+CR4G/QL+5zy5FUAh8fD5uwDc0sk+CQTdgdBj3+d1Vukx+PK5O8B1cTv4KiL3ee2/FTyHRQV4RMulblvYV7+rwfXYAP6dWsC/57sZY295Fb0TfMnXavDlVrf7Oa/2+AY8KX8ZEbU5XTCAa3o5+H1qAU/oeTPjuUoEPiDGOhL9IjibIKK3wb2gHV5zW9A3cI/mfQ7+AJ7PxA9aIDhjEZp85kM8yux78NG+N3u7PwKBoHMIPT7zcUd8fAeevNRf0mbBGYiIwBAIzmDcob83gs/rG9pOcYFAIBB0I4yxE+AjoAnE58wLBAKBoBdgjJnBExUrnmlEgrMDkcRTIDjDcYcnP9Xb/RAIBAIBwBjbB2Bfb/dDIBAI+jvunCXL2y0oOKMQU0gEAoFAIBAIBAKBQCAQ9HnEFBKBQCAQCAQCgUAgEAgEfR7hwBAIBAKBQCAQCAQCgUDQ5xEODIFAIBAIBAKBQCAQCAR9HuHAEAgEAoFAIBAIBAKBQNDnEQ4MgUAgEAgEAoFAIBAIBH0e4cAQCAQCgUAgEAgEAoFA0OcRDgyBQCAQCAQCgUAgEAgEfR5Nb3dAIOiv7N69e4BGo1kNYCSEM/FsQwWw3+Vy/XrChAkVvd0ZgUAgNLefIzRZIOhjCE3ut5y2HgsHhqDfoqzIuhjAGwCekpeuf7un29doNKvj4+MzY2NjayVJYj3dvqD7UFWVKisrh5eVla0GcG1v90cgOBNQD6zZBaAcwDXSiAVdrolCc/svQpMFgo6hrMh6AMCdABbIS9d/3x1tCE3un3SFHp9VDozcsSYDgOCebDN4/FAkLf1Vs23sRAmw/2BPdqPXoXOvhDTxit7uBgBAef95oKokkKKxAAYBWATg7e7skx9GCtE+O5EkicXGxtaXlZWN7O2+9BbZRAQgqqfb/d0T1yMkLKjZtsPv7QBzqT3dlV5DjghB+t8e7O1udIZEAOeAj8bt64bjC83tpwhNBrKJQgDoe7LN6fdcj6l3NX8/YQdygeITPdmN3mfCOFBsTG/3AszlArZsBRQlkOIDAAwDMA9AtzgwIDS5X9IVenxWOTAAXATgs55sUA4J2gVgYrONoaHbAFzYk/3odUKjcwBM6+1uAAAYvgNwQQdqnKesyIqUl66v7a4u+UHqkGgzVYZijwRTtSDJCVlfC5ICegoJeh73d9ufQyL1AHYAGNKTjRpDDBXghtcpmKIyANST/ehVFLUWQGRvd8PNfnCHREe4At3jwBCa248RmowlAJ7pyQZj0hJa24bGoG8BTOnJfvQ6wcbvAZzX290gjQaMsSMA0jtQrTtHJ4Um91NOV4/PCiHPHWsy5o41Ueaeos8BDAVg66m2iaj1D4+PPPYvXI4+c8404dKg9ku14iNlRdYbyoqs25UVWRcqK7KiAUBZkRWtrMiapKzIGqOsyOrMcbsGZ2M87LWj4bKaoDQNhMtqgr12NJyN8Z095JEjR7STJk3KSEtLG5Genj7i6aefPvXSd9VVV6UNGzZs+LBhw4YnJiaOGjZs2HAAKCsrkydNmpRhNBrH3XbbbSn+jl1eXi6ff/75Q0wm08jzzz9/SGVlpQwAqqpi/vz5ySkpKSMzMjKGb9u2zdiZvh8+fFhnNBrHPfHEE3GebXPmzEmNiooaM2TIkBHeZd96663I9PT0EZIkTdi6davf9qqqquTLL788bdCgQSPS0tJGfPXVV8FtnYvAP9lExmzGmgCMAPBJDzffWouIXD3ch15Fdbp6dJS1HUYCCCgkzov71QNr3lIPrHlSPbDmYvXAmkwAUA+s0agH1oxzfxK7vqtedIPmAv51ZtGiRUmDBg0akZGRMfzSSy8dXFVVJQNAU1MTzZ49OzUjI2P40KFDh//nP/8J9XXc7tJcu91ON9xwQ2pGRsbwtLS0EX/4wx/iAWDv3r16zzNi2LBhw0NCQsY99dRTAwBg+/btQWPGjBk2bNiw4SNHjszcsmWLzzZXrlwZbTKZRppMppErV66M9mz/9ttvjRkZGcNTUlJGzp8/P1lV+0/0VHeQTWQEgGzGngUwqyfb9mkO+7Kbz3b60k0cH9dRPR6krMj6t7Ii6+/KiqzrlBVZk5UVWUYAUFZkpSgrsiYqK7JGKiuyuvedsps02Z/t6E+TPfiyQxMTE0dlZGQM92ifr/ba0mR/mni65wIAzz777IDU1NSR6enpI+66664kz/adO3cGjR07dlh6evqIjIyM4VarlWprayVvfY+MjByzcOHCZF9t+qoPdL+OnxUODHAjeWLuWJME4EoA2h5rWSMLBwYAsL6jzaiv6owDazqAX4NPJfkWwGZlRdYHAPLAQ+f2AChRVmQ9oKzIiu2ingaGszEeSlMiWv9eJShNiZ0Vb61WixUrVpwoKCg4sGvXrtw333xzwO7duw0A8OmnnxYcOnTo4KFDhw5eeeWVtVdffXUtABiNRvbUU0+dzM7ObjP+88knn0yYPn16Q1FR0f7p06c3PPHEE/EA8MEHH4QXFBQYCgsL969atapo8eLFfp0gbXHPPfckT5s2rd5728KFC6s++eSTwy3Ljh071vbhhx8eOeeccyxtHfM3v/lN8mWXXWY+duzYgYMHDx4cO3ZsU1vnIvBNNpEM4Db3fy8FENKT7ROhlYOJiPrXCI2q9qVnO0PHpxIlAFgAIBvAVwB2qwfWrAOwE8BP7k+xemDNBvXAmnFd2FdON2ku4F9nZs6cac7Pzz+Qn59/MD09vWnZsmXxAPCXv/wlBgDy8/MPfvPNN/m///3vkxQf4d/dpblr1qyJdDgcUn5+/sG9e/fm/uMf/4jNy8vTjRkzxu55Ruzfv/+gwWBQb7755joAeOihh5Iee+yxk4cOHTq4bNmyk7///e9bGb7l5eXyCy+8MPCHH37I/fHHH3NfeOGFgR6ny+LFi02vvvpqUWFh4f6CggLDhg0bwjp4mQXNuSKbKCGbKA49HAUgyT78/VJfkqcegqHvOG1sto6+o0gArgfwGwAbAWwH8LGyImsjgCMAfgCPmDuqrMjKUlZkGbqyuwC6VZP92Y7+NNmDLzsUAHJycvLdupjrqz1/mtyWJp7uuWzatCn0008/jcjNzT1w5MiRA8uWLSsDAKfTiVtvvXXQqlWrio4cOXJg69ateTqdjkVGRqoefT906NDBgQMHOubMmdMqSt1ffaD7dfyMmEKSO9Y0A8BzAD4E8H7mnqLj3vsz9xTtcpcbAX5O28BfSLsdkn2EPvU/9wXA+o42IziiK0Yfx7k/3kQCWAFgmLIiKxRcSB8GcFxeup4BgLIiSwsgWV66vqAL+uAOl2tKaLOM0pQATVAFSOqQF8lkMjlNJpMTACIjI9XBgwfbjh8/rpswYUKTp4yqqti0aVPU5s2b8wAgLCxMnTlzpiUvL6/Na/zFF19E5OTk5AHAokWLqqdNmzYUQMnHH38cMW/evGpJknDxxRc3ms1mTVFRkdbTj0BYt25dRGpqqj04OLjZ+V5xxRWWvLw8Xcvy48ePb2q5rSU1NTXSzp07Qzds2FAIAAaDgRkMBqWtcwm0v2cj2UQ5AA4BeA/At9mMnXqjcv/9mjsHxmQAXwKY0YPda/3AJ/QhD2sPwPrUU4gAmAGcTgRbEIBbfBz3RgBT1ANrsgHcC+AeANukEQscnkLqgTXpAAqkEQsCuwe6UXPb0pkbbrjB7Ck3efLkxg0bNkQCwMGDB4NmzJhhBoDExERXWFiYsnXrVuNFF11k9T52d2kuEcFqtUpOpxONjY2k1WpZREREMw/KJ598EpaSkmLPyMhweOrU19fLAFBXVyfHxcU5Wh5348aN4VOnTjXHxcUpADB16lTzRx99FH755Zc3WCwW6ZJLLmkEgHnz5lVv3Lgxcu7cueaWxxBwsonuA3A1gH8B+DCbsWYvGtmMfegudy34C2dHpxB0GpL7obPCN31Hk/X6rjDYL/GxLRXAuwB+p6zIygLwNYA/y0vXV3oKuG3nUHnp+pMBt9SNmgz4tx39aTLg3w4NBH+a/MUXX4T60sRFixbVnO65rFq1Kvbhhx8uDQoKYgB/lgDARx99FJ6ZmWmbPHmyDQDi4+Nbecf37dunr66u1s6cObPVIKC/+kVFRdru1vEzwoEBPoIzyf15MXesaR+AkwAqAVgBJIGPlO8FkAzuIRyDHpgDTCLxDKcPRWBQTGIU4/dMdz0w7vT6ey6Ate5ojQwA9wOIVFZkrQKfyhQCoAzAqwDCAFTIS9erAKA6nbqGkycHBEVH12r0et/GpGKPRPuRUhIUeyQ0QdWdPaG8vDzdwYMHjdOmTWsmUF9++WVITEyMc9SoUfaOHK+6ulrjMZBNJpOzpqZGAwClpaXa1NTUU8ZsQkKCoyPGtNlsllasWBGfk5OTv3z58i6LhDh06JA+KirKNWfOnNSDBw8aR48e3fjGG28Uh4WFqf7OpZ+TAGAq+IhMWTZRPrgeV4GPtjMAx8B1OQF8FN2XwdMdtPq9EKgvuVi7HaayvjbNqRxAXLulOscAcH0FuMGcqx5Y8yz4fTAbPMP5evXAmuMyxkQyh8UAjaESRAogKZ5poIrLJTfV1ERoDXKQTtc9mtuWzniXe/vtt2Nmz55dAwBjxoyxbtq0KeLOO++sOXr0qG7//v3GoqIiHbjtc4ru0tz58+fXbtq0KWLAgAFjmpqapKeffrrYY2B7eO+996Jmz5596lq88sorxVddddWQZcuWJauqim3bth1qedySkhJtUlLSqX4lJiY6SkpKtEVFRdqEhIRTfTOZTI7S0tKei6o9M9GBR7tdCuDVbKI9ACrANVkF1+ADALaCO5X/DuB5+HL2djGSTwdGP5xCwvrQIygsTIuy8u5s4S/ufycCeERZkfUYgFzwQcElAE4qK7I+AWCXpy2JZFazCkNIHZhKkGSFiMAYg91sDnFarUHB0WGQesAObgtvTW7PDr344ouHEBEWLFhQ+eCDD1a13O9Pk/1pYlf0v6CgwJCTkxP6xBNPJOr1evanP/2peNq0ada8vDw9EeHCCy8cUlNTo7nhhhtqnnnmmWY3x9q1a6OuvfbaGslH5JS/+j2h42eKIf5fAJvBxRkARrk/3lwJoADAnwE0oMemx7DWL8nBwRkID89HfX1Gz/ShD9CHtJlik9IQFPozbA1dH1rsm9vdH28e9vrbBp5Z/w0A5dlEGgCrrt25UwpJSKhoc8YRUwP7wQdazgf19fXSDTfcMPj5558vjoqKamZIv/POO1E33nhjwN7f9vD1DO/IjKsHH3xw4D333FMeHh7epR4zl8tFubm5xpdffvn4jBkzGhcsWJC8bNmy+JdffjnwUYL+xXIAa8Cn68W7Py2pA7AWwM892C8ArUN14yYP/rH02/y+kWS4J2A+nku9i7X9Il1GJoB3WmzLAgCJFEBpCoPqDIWsr4bGUAUQa6yoiFIcDl1IfHyFxOw6KO0GbXVKcwPRmd///vfxsiyzu+66qwYAlixZUpWbmxs0atSo4YmJifbx48dbNJrATbfT1dycnByjJEmsrKzsl6qqKvmCCy4YduWVV5qHDx/uAHiOjq+++ir8z3/+86lpha+88krsH//4x+L58+fXrV69OnL+/Pmp27dvzw+kX6fb337KmwB+CyANXJMn+igzE/wF8j1wp1/vGW0D4+NxtKAKdnvvL8vRY/QhI9mUfA7yD7dKdt2NPNvi/2Hgq5tAUhyApcYIZ1MIjGGVJGtsLrtdaz5xIjEkPr4sJD6+klzWtqMvPJyGHdwWLTW5LTv0u+++O5SamuosKSnRzJgxI2PEiBFNV1xxRbOBwd7QPkVRqLa2Vt6zZ8+hnJwcY1ZW1uDi4uJ9LpeLdu3aFfLjjz/mhoSEqFOmTMmYOHGi9brrrmvw1P33v/8d9fbbbx/zdVx/9VtG6XXluXg4I2K7MvcUMfAsuD+0UawUPLvyRAATAIT3QNcAqXW4EhHF4LyJAxAW2jXTCM4E+pjBLF3x604lh+xC8gH8DtxxES4vXX+zvHT91/LS9SybMVc2Y3fKen1Tuz9okgKbWhFouRbY7Xa66qqrBs+ZM6fm9ttvr/Pe53Q68cUXX0TedtttHXZgREdHu4qKirQADyWLiopyAcDAgQOdhYWFp8LbSktLdSnooZLzAAAgAElEQVQpKc36/sc//jHWkziosLCw2QNp9+7dwU8++WRSYmLiqDfeeGPAyy+/nPDcc8+ddk6S1NRUR1xcnGPGjBmNAHDTTTfV7t2719jWufRnshl7F8Dd7RR7AsBoALXouegLwMdzLTQ1dlr8hRk5PdgHQXPOAx+B6y2aALyqME0FDFF7yBCZS1pjBbnDjYMHDKgJS0oqkzQatTs1ty2dAXgCty+//DLio48+OuYZ7dJqtXjzzTeLDx06dPDrr78+ajabNZmZma08LN2luevWrYueOXNmvV6vZ4mJia6JEydatm/ffmq5+g0bNoQPHz7cmpycfEoXP/zww+jbbrutDgAWLlxY+8svv7Ra3j4pKcl54sSJU/0qKSnRDRw40Jmamur0HqkrKirSxcfHd+r51l9wTxmZBB4B548t4LljQsEH/HpkAJMkqZWRQxrNUEy9wAyNpsFXHUH3QrKsQ9qg/PZLdivbANzh0oecRKxpL4UPOE5agw0ANHq9M2rw4EJdcDC3kbvZDm4LX5rclh2amprqBPgUjauuuqpux44drbTPnyb700Tvut98802wR6vffffdgN9z4+PjHbNnz66TJAkXXXSR1e2U1iQlJTnOO++8hoSEBFdoaKh66aWX1v/444+nnkk7duwIUhSFpkyZ4nMQwl/9ntDxM8KBAQCZe4oUcM+xL+rcn7fAQ+VaJTDpNvwkIyKiCCQl9qeFrvuOdxkAJaQNBajLIgc6wGEAvwIwXF66/q/y0vW75aXr2/3Rqi6X3FRfH2yrqQlz2e3/MyBlfS3Q7vx91V2uQ6iqiptvvtmUkZHRlJ2d3Sqe8OOPPw5LS0trGjx4cIdFZ+bMmXV///vfowHg73//e/Tll19eBwDXXntt3bvvvhutqiq+/vrr4NDQUKVlKPMf/vCHSk/iIM/DwMPu3bvzSkpK9pWUlOy78847K5YsWVL66KOPVuI0SUlJcQ1MSHDt2bPHAAD/93//FzZ06FBPcj2f5yLAevj/3f8AHkY6BcAJAB2agnSa+BTlkOSoBEj9azWSPkZFL7TpBPASgFRpxIK7VUg2am/JPVlfy7pJc1NSUlzx8fGOvXv36oHmOrNhw4awv/71r/GfffbZkdDQ0FPtNzQ0SGazWQKAf//732GyLDPvPEUeuktzU1JSHFu2bAlTVRVms1n66aefgkeNGnWq/X/+859Rc+fObfasjY2NdX722WehAE8eZzKZWvX3+uuvr8/JyQmrrKyUKysr5ZycnLDrr7++3mQyOYODg9Wvv9ocpjgdmnfffTf6uuuuE5rbDtmMVQH4ws/uIvDIpIfAR92P9lS/SPI9XYRkOQ0REYU91Y9ep09ZyACSBqb1UsvfApguL10/RV66/i1GkrPdgbxu1OS28KfJ/uxQs9ks1dbWSgCfZrJly5aw0aNHt1pUwJ8m+9NE77ozZsxo9Gj1vHnzWiUQ9cc111xT99VXX4UCwC+//KJ3Op1SfHy8a9asWebc3NyghoYGyel04rvvvgsdMWLEKb1et25d1KxZs2oYY2Cqy9AySsRf/VM6/vXXwaqqojt0/EyZQuLhEwDL0DqjuQqgEMC/wWWix6ZutPnDS04aC5VtRcGxEXA4OrwczhkFU/tUBAYAQJLNUF0dzX5/OrwD4Lfy0vVtrnbhDWMMDSUl8Zby8gSt0WgNiYsrlWT5fwY2SQpkQ6k7+7JvZENpZxIXbd68OWTjxo3RQ4YMsXmWSV2+fHnJTTfdVA/wec1z5sxp5QRKTEwcZbFYZKfTSV9++WXEZ599lj9hwoSmm266yXT33XdXTp061bp8+fLSWbNmDTaZTDEDBw50bNy48SgAzJ07t/7TTz8NN5lMI4OCgtTVq1cXdrTf/rjmmmsGff/996G1tbWauLi40Y888sjJ3/3ud1X/+Mc/Ih566KGU2tpazaxZs4ZkZmZat23bdriwsFB7++23m3Jyco4wS+2A15/PNt526y3pdruDDTKZlHdWv9rA6itSlmc/WTbrhhtTW55LfyebscZsog/A88C0RAKfMlUD4HzwaX09tbSnTy2SNHKG6aqx2yt+OBppKzf7XN7srIH1uRwYQM8nsSsEcJM0YkFbkZutcDRadY56sxoSHeZ/gKeTmgsAK1euPD5v3rw0h8NBKSkp9vfee68QAB544IEUh8MhzZgxIwMAxo8fb1m/fv3xkydPambOnJkhSRKLj493rl+//lQob09o7sMPP1xx8803p2ZkZIxgjCErK6tq0qRJNoA7V7Zt2xa2du3aIu86q1atKnrggQeSly5dSnq9Xn3ttdeKAGDr1q3Gv/3tb7Hvv/9+UVxcnPLQQw+dnDBhQqa7nZOe3Bqr/t/K0rvuWpRutTWxKdOmV8++7hoHa6yLgcMWBmN4BemNAT9j+xlr0TrZLcBzZHwNnpdIBdBjUzeoLSN5/Jgo5B3+HsUnxkJVu37lCoF/dLqIHm5RBY/K/KMnD1xAlVwuqf748URZViksro20hqehyf5sR3+a7O84J06c0MyaNSsd4FM2brzxxurZs2ebAeDFF1+MBYCHH3640p8mt6WJp3su9913X9VNN92UOmTIkBFarVZ9/fXXj0mShNjYWOWee+4pHzduXCYR4eKLL66/+eabTzlGPvnkk6hNmzYdhrMhFYojGvrIX9a/98/Qn3b/GPnSH59yxEQYXffcc0+Fr/qvvvpq0R133DGoqamJLrroIvOcOXMCdrgEAvWlvDKBkDvWtAo8iaK3gWYGMB/AcADzwD3NPULU1Rdsj/3Vpee3VYapaiF27nKh3twjWZ97A5p87bfS+Eun9HY/vFHeeHg/HLaRPdBUDYClANZ6ViMJhJ++/74iMTg4VKPXN2kMBltYcvJJv896voRUApqPLquQDaXQBpedTuf7O8xSOwCWWr7MH4EB1HxKlCQ7ERZzjAzBHQ533bt3b8yYMWNSu6yzfYxsosng+Ylahkm+Ap5UeQq4NvcYj790s42I/K54wRhz1h8u31Gx8+jUnuxXj0LEhr7zZF9zKn8H4IIeamsdgCXSiAXNRuT27t1bOGbMGJ9h9i67XVt77FgqEalMUTTRg5MbJOaIg9DcHoW5HHrUlA6FqvBIRCKllUMuKLSCwmOLO3P8fqDJ28ETdXqzH8Bj4FO5fgOgxwbUbl394NZB5w1vU2uZ3bEH3+1IPqsH+iZP2kbhYRf2djc8MMaAL79ygDu3upvDAO6Ul65vNY3TnyZ7Bvea6uqiSJadwbGxlcbwIIOwg3sWxhhOOS84KlpGuZJsgy70KEmaDkfano4en2kRGAAPS9aBG8WeixgG4KNe6U0AJiJJUio779xqfL/rLE7s2ddsZQAxiTU4eaQ7W7CCZ/N+Vl66vjp3rMmEdabLAQzJ3FP0oHdB95KSUQAiwJf4fWzm55/HKhoNZK3WoQ0OtjaUlMSTJKn68HCzLji4ecitNrgMmqAKKPZIMFULkpyQ9bWd9TgLOMxSF3vKeQG4l59s4YNSFS2aLFHohAOjH7APfOWd5wB45yK5r3e60z5EpI3IiJ8q6zU5pVvz+k9iz94nsERsp8d/ASyTRizYpqzIMipfbL4SwOUAXpeXrt/vXVBVFEl1uWRXU5PeUloa72hsDAVjEgBEpafnWyrrg0EoM4QGabQGvYsk2SE0t3thLocONaUZp5wXgO9oIlvDABYWUyySe/pkMYCVALxflkcC+LhXekPtrzhCet1YNm3KMWzJ0cLlCuuJbgkAaDR5cLlaLojQlZQD+BOAlfnrvnNgnWkUuB47MvcUvexdkKkqVJdLo7pcGmt1daS1qmoAUxQNABhjY82qy6Uxl9dC0mhOBEUEkyxLkrCDuxfuvLCYvJwXgK8pukwJguoIRSccGKfDmejAqAN/cTyjnlxEFM3Om8hQXLIVR45wwXA4u32ZV0H3oDqV3cX/t+8Te03jCQDPYJ1pOtxZlQG8kDvWFJy5p6gxm0gGT671ApobFKdwWCxhDovl1EO74eRJRKalHQmKimoebkWSyiR9jaOxMUhxNOmYagknSVKdjY3BTqs1OCw5ubiV40PgF2Y1R8FSk9Lb/TiTyWbMkk3kAtCI5g6MPk9ISvQU09Vjt5ftODJAsTuDXRZ7T7xg9xTduYx0n4MxVoOi4x/hUP5mAJcpX2x+Ejz6Rw+gBMDTnrIuu13bWF4e21hZGe8v+XTNkSOnBhospYA+PLw2Kj291NcLs9Nm0yt2u05xOLQky6rqdGrsDQ1hWqOxMSwxsVvXKjybYIpL44686IkR4bMZAnDGrZ5FsjSIXTT1KPKPHEB5RRocjnAxraT7IKJuTcvhaGj6svjzvZsUu4sArAYwA8BA9+55uWNNusw9RQ4wRtbq6nBzSUmy6nD4nGZqraxstgR3Q6nsihk69JDWGNTqhVl1uSSn1Rrkstt1br1m9oaGUMXh0EelpxdIsiycHYHitCRBCXClINbz9saZ6MCoBxfnPmGcMTVwCSCiGKQkTUVKEtiu3ftRXSMcGN0IpY/Ts26KwCjbcViy1zQu97P7XgAP7BudvGtQVHD9sZrGy9HB+7X22LE0p812koiYrNc7NHq93W42h1rKyxM8XumWOBsbjWCMJI3G5Wpq0hsiIsQ84bawNXRkHnCf0Js+yjEAHZqn2c0EJMpEJOkjg883XTkG9trG74r+s+dscmD0xfs1FXyVhK6ff2+15eNQ/q8B/NrH3igAFcqKrAKcv3hAdV5eguJwdOgl2V5fH1l79OggbUiIBapKupCQRhCx+uPHU1w2W6ss8x4cFksQiBhTVUmj1ztknU4kkfWH3RraQecFoe+lRuwL6MGnjPjKTdTjMDXwFepIlgcjc+hgNizDgi05NjiEA6NbiYyoQWVbC9d0nuOf7T1Pdbhm+tn9BoDXfh6RtMv1//4xoM7l6tD3zBRFU334cEbwgAFlTFUlXXCwVdJqnY2VlbG26uoYTySdNyRJiqOhIZhkWZF1OqficGj1oaE9ubz3GQVjDFAcfXqZ4zPRgaEFT9L5PfhUkkwAfuc7dzeOE5WhHa3DGCtHTe3w7uhPr9EHQzlpxIXnsh8+34Mmy9guP3jbZpMRADSSdP65ydEI1mq+K6prlBodrgSVwYRAXi4YkyylpUkd6VL98eODvP8fM2zYQV1ISKsMyAKAmasS4bR34Lcr7OQ2GAweKloFIA78RbV3IMDlUku1WnlwR6rVHio9u0Z9edh2XxNlCXwudE8bRR77IE0rMUTGhNitVpfFaXfITrtDD1UNaDW2prq6qKa6uoCTQtvr6yPt9fWnBimCoqIqI9PS/CaA688wh83Y8Wi4vniL9wmawKNBt4Pf++N6szNVx0qRNrmD5q7dfggO5znd06Neoi/eqqNGjsOWnFIw1tPOeyMAGLTyDKeqwBgaYnEpCrkcTp3qcmnbqwwAqtOpaygpCVgzmKrK3pF1JElK3OjRv0gajYjIaAFjDHCY04EOJQMXERjtkbmnyJI71vQReCLPc8ETg0WATyvp8aRsjXsPj2KqWkWSFLhR1mQ/Dsbi2i94BhHAPMeehiSJKG20mR3c3uXHVp1KQCILACPiwy8YEc+Xa3YqqrWq0V5wot5aI8ny+TjN36DGYLBKWq3TabUGt4zMqD9xIikqLe0YybLiamoy6IKDhTMDAGMqwdYwoGOV+qT50Vf4J4CZ4EZzE/j67gTu2Ijv0Z4woCCv9MTQkUkBOzAYYw5bef3A9kueQXRvdPDp0D3zrRUl4AggrQR9eIhGjxANGIxQVDicLjhtVjvsjVajv2klgUCSpOpCQ+tcTU1GxW5vNqrosFjCGisqooMHDKi2NzQYdSEhVpHDwY2tIQaq2rFnIQP14fu818hmbE/uWNM2cO0dZrG7vpQlitlfVqcU1DSe29P9+X7tl0POzbq4Y5Vq6xq7pzcCb0inDWPGoANotHapA4Mx5gx4JSwC9C5HiB4AtBKY3qCoksbuBNQmq83gL+I4ULTBPHeZ02YL9nZWM4Bqjx0zRQ0efExxOrUAoNHrnf6O069griCozvDe7kZ7nHEODDdjAFzj/tvbEfA9eJblztAE4BD4cn8qAAP4etnk9QGar0WsAmAnX/ngeOL9N10UcEt6XRyIVF9hTmcqrK7IpZ7c7skw7Ant9FwzBt/hnt7b3H+TJ4kiO2VInjLyyH0scm8jNIv8YKxVE8xc1qUv7dayuq0VOwtSHebOrW6ilSVjQljQyISwIDglICLYoIBIVUh22hUFDqvN6K8uQUFwkM2uN8pWFVoVoan1+sjYOkmWGWMMjRUV0c7GxuDQgQPLVJdLVhVFdtpsetXp1CpOp1ZrNNqEwQyAPxA7eCE6/1LTD4gAcCOarwwFAD+j8w4MBuAEgOMAPGH3yeCj+N567P2jZwDUf7+7PWLJsuvMQUZ9QMngiEhniAktcza0sVTxGQcxAC312PvvAPU4oN9JR14inQAu6UD5tht2ug4i95AVpWWdeu4TAI0EnUYHXZBODxahh8rgUlQ4HQ5VsVRXhxjkekjkgso0aFLCwbxvcyIWOnBgMQCSdTqHNijIpjUa7QDgtFoN9cXFSeEpKcWqyyUDgDs/htFuNodKGo1LGxTkOP2rcGbDGAPUzrykCE1ug8vAcw4gRK+ZCQDnJEUp1VZHYX2TM7UzB9RK1JAcYcwNN+ia9BqJxYcaIjSS5HnJadNGrv1y5/eRMycF/hsNDzvrpo5QSFo9JQzxZSO31Nxm1VqXYwQQg7cxx7wfgWD/s4WZl13sZTd7wfB9wINx7cEYs9YfLv+x+pfjw1Wn0qlIO1JVWVYdRhmAQSeDSVoXI1IVSXbamhwa1WHTt6XJhoiIGl1oqBmMkWww2A3h4Q1EBFVRqKGkJEHSaFz68HAzGCPV5dI4rdYgR2OjkSRJ1cTG1vrvWT+CqZ24J3r+ffZMdWD4eyltaQwo4Ev5NYEb16ngy/0VA6gAd1I0gSeWSQfQqakGll25g/MXPnvItPzXBn1yXGq7FYqOF4ExHvoUZCiFrenMn3vtsmhgq+pTyxKyquoDKDnWZRmtrWV1W09sPtB150hcrAHIGihaWZad2rAQS2NDY7DHeaMJCmrUBQdbgqlElixHogmqHlbwREe2/Ei4MksRP7EMAJiqSqrLpXFYLEZdSIhVGxwckMPC5XJh1KhRw+Pj4x1btmw5AgDPPfdc7GuvvRZXXFysP3ny5N6EhAQXAPz888+GBQsWpB48eND4yCOPlDz11FM+k9SpqoolS5Ykbtq0KVKSJLZw4cLKxx9/vEJVVSxcuDD5m2++CTcYDOpbb71VeOGFFwY8DzEvL083ZsyYkampqU2A73W5Z8yYkV5cXKw/fPjwAQC46qqr0o4ePWoAgIaGBk10RJi89+tPm12Y4pKTuP2+B1FWUQVJknDnLTdhyZ0LAAA1tXWY/ZtbQwqOnxiZmJho//jjjwtiY2P7Us6H3qYRvl90h6H1S3A+eB4jJ/jqUUPAEzPngzsnGPjUwFHgDotkdBCnU8GfnvjIPGnq0G8vu3Z8u0s7qy4lv+FY5QQA0IboTzot9rMgGoMBQF9bYaUefNWaLoGpajG2bY+F3d5lyWMJgEzQyDI0WlbMjEHHQV7vY6GsFHZNkk1OOOd4U21tRFB0dI2/edRMVUmSZcVaWRljjImpknU6pxQaqi5fvnzAunXrYogoZtiwYdb333+/0Gg0sgkTJgxtbGyUAaCmpkYzevToxq+++upodXW1PGfOnEElJSU6RVHo3nvvLVuyZEl1y/a+/fZb4x133JHa1NQkzZgxo/6tt94qliQJ5eXl8qxZs9JKSkr0ndGvzz//PGTp0qXJ+fn5xjfeeKNgwYL/LU27cuXK6D/96U8JAPDggw+W3nvvvc361VKLt2/fHvTb3/7WZLfbJY1Gw1auXFk0feKYUNhtp6ba7Nl/EIsfeQLmBgtkWcKjSxbjpuuuBgAcO16MX921BDV1dRiaOXzQhg8/OmowGEQURmta2chEJA8MCyrxdmDoZMk8MCwo36iV7Vanoi8xWzMAID4k6Eh8mKGhzubQJ4QG2eNCDekSUSJ41HOHqfjH54OqP/72p7QV9w6TgvR+B2lOsf8gn96p0TSAwOA881cmoYjkcDLG9qllVNm+rd+jsWF0Vx2z6ueiPbUHSrr0PYBUVUMAJEXR6TXlLo18spkmh6EUTr3JrISPqFZdLjkkLq6SpNbv0kQExhg5GhuDtcHBVo3BYPfYyPMWLIj7+uuvw6Ojowd6tMrDs88+O+CNN94YoNFo2CWXXFL/2muvnQCAnTt3Bi1atMhksVhkSZLYnj17cu12O02ePNmTzB/l5eXaWbNm1bz11lutlnz2Vd9oNDJ/Oh4o/mz3yspKOSsrK7WoqEiv1+vZW2+9dWzixIlNAFBVVSXfcsstpry8vCBJkugfq/+ffP55E5H9zItYvWYdYmP4IiTPLn8MV15+aas26+rqcdudt0XtP5AbTUR4/fXXCy+55JLG0332tMeZ6sCo8LN9KoA88LnYADAUwHiv/WYAIeB5MzK7skPM7hxmO3JiV0AOjNhYDWpqf8HwTDsM+qH477eVXWmE9QqnEXbbbRw+UgvGRnTV4XThxtDufMEhRdHqVFVjJVIZY7LWaLTEDBuWzyp2x6E6v/WUI6ZIqN6fqAJwGoc2eOYD2s3mSADQhYSYg+PjyzweaH8888wzcenp6TaLxXLKjT1t2jTLjTfeWD9jxoyh3mUHDBjgevnll49v2LChzQS0K1eujD5x4oT26NGj+2VZRklJiQYAPvjgg/CCggJDYWHh/i1btgQvXrw45ZdffjnUgcuE5ORk+6FDhw762rd27dqI4ODgZgL56aefFgA8y/0Dd981KiIstNXTQKPR4E9PPorxo0eiwWLBOTOvw6VTL8TwoUPw/P97DZdNvUD7yJK7nU/8dZXjiSeeiF+1alVJR/p8lsPANbfltJwgAJUACsEdxTForbtm8Ci6rp5SF3Zw7/Ggy64d325BkigoLG3Aj8b48MbQtNhz6/JKt1buOtannLEdRu3Q3NWeogSdj5D0hQaJA/NRcKzLn53MWgTYCluppkQqgpTjQbCFhehN55xoS1frCgsHuZqaggCgsaIiHpKk1gPFb7z+etyhvLz9ISEh7Morr0xbvXp11H333Ve9e/fuPE/dmTNnDr7mmmvqAOCll16KHTp0qO2bb745cvLkSU1mZubIRYsW1bR8cV+8eLHp1VdfLZoxY0bj9OnTh2zYsCFs7ty55ieffDJh+vTpDc8999zhRx99NL6j+pWWluZYs2ZN4fPPP9/sN1peXi6/8MILA3fv3n1QkiSMGzdu+M0331znMVB9afFDDz2U9Nhjj52cO3eu+f333w9f9odH0r/d+F6z0T5jUBDWvvIShqQNwsmycpwz8zrMnD4VEeFheOSZF3H/bxbg5uuvwV0PPx7+97+uyFjyyGN5ELTEp408Kj783GGxofssDle9Tpa1wTp5FBGdyjXBWFQ9EYWjud3cFUhKvWWYs6quIiAbOSW5EgbDbgwfFgwiGZu/CUXfzCIROKyP+dlUxcV2/icE7nwUXUFoaiyrO1RqZ4rqczWR00FGKTTsZKt3VoIKnf1YGJTgBimBD+b5wlJeHmOtrIwHAHt9fRQABEVHVxqjo6sWLlxYtWTJkooFCxY0yyO3adOm0E8//TQiNzf3QFBQEPPYsU6nE7feeuugtWvXHps8ebKtrKxM1ul0zGg0Mm/bdMSIEZlz5sxpFdXhrz7gX8cDvU7+bPfHH388YfTo0dbNmzcf/fnnnw2LFy9O2bFjRz4A/OY3v0m+7LLLzJ9/+km5w1I11Gq1nfqt3X/vXXjw/rvbbPP+hx7FtVdeGvTJhneamlT9kUarzQUAp/vsaY8zdQpDWhv7hgK4wP1pGcLUbV5c/aCEbREXTZgYSFkKCZ5ME8aNpiDDRCIKQ1pqbnf1q+foY+IMAJMmnofRI3eD50c5bWSDdpTGqK9vv2TnYSS59EajTdJonBGDBh1jjkYtanLbjNBhNbkDrVXlMbJO12wJVYfFElZ75EhG+d69o2sLClJcdnursLCjR49qv/zyy/A777yzWSrqCy64wDZ06NBW4c2JiYmuadOmWbVabZtf+OrVqwc8/fTTpbIsn6oHAB9//HHEvHnzqiVJwsUXX9xoNps1RUVFXRLCWF9fL73yyitx2dnZpZ5tzOHQqna7jtks4Wpd+aANmz6VfnX91a3qJsQNwPjRfFZQaEgIMoeko6SMB5d88uVXuH3uDYCqaO9ccLvl888/F6sHNScYrZ0XHmIBTARf0tKX07i7NLnuzt9dHlAeDJKk5PgLhpwTNnjANCIKCk+PS2g2xHMm0hcdysBw8GlBu7viYCRJCYiN6fLviakuwNZOrs2a3ASoDp/2k+JyyfXFxQmSVttcP1VVspaVmVSXS3dy3770+tLSCJvNJiUlJTWbd11bWyvt2LEjNCsrqxbgI4cNDQ2yqqowm81SeHi4q6X+FhUVaS0Wi3TJJZc0SpKEefPmVW/cuDESAL744ouIRYsWVQPAokWLqjuqX0OHDnVMmjTJ1nIUcOPGjeFTp041x8XFKbGxscrUqVPNH330UTjgW4tPnUt9rZ7ZGiKttVWRyQlxrV5IMgYPwpA0/h4xMD4OA2KiUVldDcYYvtm2A7OvvgIAcPvcG7Dp8y/OuqkGXYRPG5mItDqNPCrKqL8wRK+ZRETGFvu7bd571NUX7A7IeQGA4uOm0eiRE0ijGUayPAQxMfu7q189ButbHgySNRrptuUmGnfxt111TH2kMUPSyt2Qv0SBDL++CU5NbgJT7D412VpVFem0WoNJlputAmWrro6tzs/PHJ+UZApW1ZiWTqZVq1bFPvzww6VBQUEM+J8d+9FHH4VnZmbaJk+ebAOA+Ph4RaNpLmX79u3TV1dXa2fOnNlqNUB/9eeOsIsAACAASURBVNvS8UDxZ7vn5eUZLrvssgYAGDduXNOJEyd0xcXFmprKcsMPP/wQtuTe3zrgtKTpdDqKiAhcBszmBmzd9j3umH8LwFSDwWBgMTExCnD6z572OFMdGB1anaEHcMYvvLrzyepSks9FfNxPXdifnqcPJjkkSdLQwIQJIKrrkgMyVm6rMHdp5E5LSFW0WokoKj39sExEyolf0sCUNn+nxBRC/bEYxeHwacypLpfWVlMTaykra/WSeffddye/+OKLJzoSohYIxcXF+nXr1kWOHDkyc+rUqUP27dunB4DS0lJtamrqKXFNSEhwdNSBceLECV1mZubwiRMnDv3iiy9CPNsfeOCBxCVLlpSHhISoAMAURbIXHhnmKDg8HPUV6du2fhsWFxNzyjj2R2HxCfy87wAmjR8DACivrEJCHL90ydHhkXW1tbo+Zov0Nn1NjzFoSPwvwSGGTj0sJY08JOXKMTtAJKYJdT2pALpueeei436XMO00jkqgPf8VUyTUHWl2fzHGYK2qirTX14c2lpcPdDQ0tLICEwYMwF233IJxF18cljZ8+ODQ0FD1hhtuaDa69u6770aef/755qioKBUAHn744YrDhw8b4uLiRo8fP37Eiy++WOxxDHsoKirSJiQknHKEmEwmR2lpqRYAqqurNSaTyene7qypqemSyNuSkhJtUlLSKS1PTEx0lJSUaIHWWuzh1Zeesy/PXp6SPDhj0OPLn47+46MPtWk3/PDzXjgcTgxONaG6phYR4aHwvCgkJcSjtLxcw+orkpmjqddWouuj9C1NJqqIvn7qhE7XnzA2FiHBRV3Yo16g79kMpDeG0tiLuyxK2WlpKlCanAGv1BQoEmrbH1Pwocm2mpow1eWS6ouLU5pqa6P9JQRV7HaDo64ullq8ExcUFBhycnJCR48ePWzixIlDc3JyjACQl5enJyJceOGFQ4YPH575+OOPt4ogXbt2bdS1115b48u29le/LR0/XUaOHGn74IMPIgBgy5YtxtLSUn1hwdHgor27RsTHRst3LFwwZPykabpf//Z+NDb+zwf1t9fexJhzp2HhovtQW9v6VargWCFiY6KxcNG9GH/eRZh/+60Z5pqKOKD7nj0ezrgpJLljTQRgem/3wxu9KX6nIS2x03PbiMjARo0IRZnPdAJ+OfrBDz95EoEyBsmd9ZcAqL6zc5PvkblmZT2JMltV5H/5clQQWNiUJmvc4LZfDM94GLr9hYYkSQmKjq6UDQaHo6hgiMYgWWFHu0a6RK72ikAXEtLMM/7ee++Fx8TEuKZMmWL9z3/+0+HlgNvC4XCQwWBg+/fvz127dm3E/PnzU3fv3p3n68W/eS4qBnt9faittjbC1dRkQItEsMFNTfTT5s221LQUx74DvwTdcPuCjP3bvm46WlhEZcePaW+9Mjv0WNFx0smkVypL0pjT5Vkek723cRPdPOsatIWlsRGz71iMvzy1DGGhPi6JoymcCIDLYYBW39S6QL9kem93oAWuuQumnFa2fUNUyAXGuLAD1rL6jhh3WwGE43/6qQE3iFS0bb36eoljfv5uWcd3XVlqAo98ObvpjkgTNbC8msxp1Xoat1ZXR1grK2MNERG1qqL4nb5TZzbjy61b8f3HHyMmIaHu1vvvl1599dWoxYsX13jK/Otf/4pauHBhpef/GzduDB85cqRtx44d+QcPHtTPnDkz47LLLjvgcXAAvgd3uyphs6upSWetqoqSnM5QV22tsTI3NxYAVItFB4eDKg4cCNcY9M5gvRxsNMjY/f1/Y8pOFmtvnXtNyLHCIkmnlfWsqXY4wOiN1W/q/7z8cdw467rGf334Ucivlz6Czf9a57Pd0vIK3HbvUrz98kuQJMnnOUpEgM0yACAGneFEl5zwGU7uWFMUgC7La9AVRF5xXp4UpG83H5E/iCiejR75HbbvNAVax2G2lRz/4pcqAhiIGFNVjVe2x07ayD7tY09Fv/YxAMQPyZXCL0sNtPs9SBeOxrDu8dIQAlscxKPJTptN31hREetsbAzWhYYeZTzXXDuNEGMtvltFUai2tlbes2fPoZycHGNWVtbg4uLifS6Xi3bt2hXy448/5oaEhKhTpkzJmDhxovW6/8/eecdHVaX//3POvXf6TCa9kglVQhEQKUoHBRUsLFhWZS3oWlZ3194Vu7j4/dkWZVVcC2BBBFFUihKqNA0IJAYIKaS3yfSZW87vj0lCyqQPmWHh/XpFmTu3nHtn5nOf+5ynXHmlvX7br7/+Ouq///3v8UCHam17s9nc4hmjuY4zRSGuqiqz12aLkH2+xu3f/fXGGKOMMcJRInCSYwDz+DNYXnjqIfb3Bx5RDxs6JG7w4HRl2LlDFB2R4iVJQubvh+jbr7+KMaNH4h8PPo5XFr2J5595DHfdfjOeeuwBEELw1LMv44FHn8bSJW82OxcZv2YewJuvvVy/vXrhwoVJL7yyqLVSD0HjtHNgwD/mtlJIehTOpP8t5aEbBra/ZtsQjuvPLppyGIUnqvDHkdaFnhAJiQmZKC45X/aI6TjZ4z6kiNX26vbXOu1hnJqvkb3SKUsh4BOT88AY8eRkDRMSEvMpEwnrQNKKwtr/KdcWFFh00dENLtRt27YZNmzYYE5OTo7wer3U6XTSK6+8sveaNWsCim5niI+P99WHQM+bN896zz33pAFAUlKSmJeX1yC6JSUlqtTUVBEAPFarsbagwPLBp5+ql61eDQD45I03kBB7MsWdAojQaMAkCaOGDtL0S7PgSE6Ods/+3/Hb74fQe8QFWkmWUV5ZhclXzDFu+PADAIBPkqWv1/0o7P1xTatjFkURc+f/Ddf/6Ur8aeaMk+cSG4OSsnIkxsehuLxCiouO5iF6tWcdGA2c0/4qPYbzTzde+IdKxXc7hzt52iCz6PTtyv/2t6FMUlrNE9YnRf7uqXYkyx4R8HfICj2ycmZUU1ergt/Fg6raXwcAEXT1umWozc9PY4rCMUXh6hyvAdm6ezdSk5IQHRkJ5vGYr7z00vIdO3YY6h0YpaWl3IEDB/TXXHPN0fptPvroo+hHH320lFKKIUOGeHv16uXdv3+/ZsqUKQ2pkWlpaWLjmbr8/HxVQkKCCADR0dFSfn6+YLFYxPz8fCEqKqqFt3vu3LlpBw8e1MXHx/syMjKOAoAsilxtfn6qx2qNAgCiKGCiCLFudi4pOho79u2D5HarKCWu4pISYfLEcdi1a4/wW+YB9D5nmE6SJJRXVGLK9Fnan79b7fz4y1XkjReeBgBcfflluP2BxwNeJ5vdjlk33obnH7kfY0eOAADEREfBWmuHJEngeR4nSkqRFB8PECJDkQXGFEIIDb9p7p6nL1p2hAoZmj5J22KvnXZBt3dkNI7B1EkHcChLRln5iFbXU6mqYDIVK9V5esUrhYceA5Bt9l9CPYbABK81HeEoRygRmcKC1tkEABg6tjsi6ETZ5+NrCwpSfHa7mXCcXJWT069Djm7GCEXTAyUkJPjmzp1rpZRiypQpLkopKy0t5VNSUnxjx4611xfIvPjii2v37t2rq3dg7Ny5UyvLMpkwYULA9PXWtr/tttuqW9Px+k6D1sLClBnXX88DwPSJE/HQnXcGvhaEgEDRgvl9IhEmPT567+26U2Vcn/SR6Jscr3U7jUhJTMCY0f4AqbmzL8fCRX4nRXz8yaDt22+dh8vn3NDyXJITkZKc1LD9nKsul19Z9AaBImk7cu/pDqdjCokG4TNuW68nb47mI41dahfUHMLzg5BmSQelPui0RdCoyxEbcwD9+27DoPQt6NdnG0aN3EHOHXI+BqdvASFnb9Y9COGopc/c0d6U6UO28AZ1SftbdPYAhCn2WrNYcqIPVavdXGR0FSL61oBwbcbOKYzCI7efs0Z5vokb+9///ndRWVnZgaKiot//+9//5o4dO9YeDOcFAFx66aXW77//3ggA69atM1osFi8AXHHFFdZly5ZFK4qCTZs26Y1Go5yamipa8/JSqo8eHSD7fOqbr7kGG5Yvx4bly5s4LwCgqqYGsixDYYzl5hfgyPE89LGk4q6bbkBR5k4c37MFW9d8jgF90vDTFysaKrFv2LyNDezXFylJgcuJMMZw2/2PYmD/vrj/7387GdJNOd/l0y/C+59/7YQxquDtFavLplw8vYzoTGfGA2LHCAsnKgAMHZm2d/BwS1AK0BFKk1VGzZiI/gn7qcA5VBHaAk4jVMeO6rMlenjqtpgRlm3xF/TLSJqSHpt25XnFvE4V1Jtztwi7hL5TAxmUPgYTLtyJ1JRdQdupKhbtmhiEU2DuVwMAzoqKuPoZPtHl0rc125eckIBff/8dbo8HjDFs3rpVnZ6e3uAI/fjjj6OmTp1q1el0Dff25ORk3/r1600AUFhYyOfm5moGDhzYxHFjsVhEvV6vbNq0Sa8oCpYtWxZ95ZVXWgFgxowZ1iVLlkQDwJIlS6IvueSSFnHAK1euzMvOzj5c77zwWK3GikOHBtc7LwIxaexYbNm1C1abDdXV1XTDps2YcdEU3PXXW1CUexDHs3/F1k3fYkD/vvj5xzUAAU2Kj0fGTv9H9dO2Hejfu+WEus/nw59uvQvzrp6Nqy+/DOBVThAiE0IwedxYtvLbHxgEteO9z1a5ps64tIjE984kkQnHzzovGggbPSY8d7zXU7eMJs0LBHRlX4TwRKU6F4PS/epmMORBEKyw9PoFfftsx6CBWzCg/1aMHX0UI4f3p5Zeud0+gaASlnWJgoqgV4/qe+2YvKQp6RmEo95g7VdBJFgHNdnndGp9drsZAJgsc5Lb3Zk0wyYacvnll1s3btxoBIADBw6oRVGkCQkJ0uzZs21ZWVlau91ORVHE9u3bjYMHD27Q8U8++SRq9uzZrU7qtrZ9azquSBKtysnpZyssTKMAX28ft+a88J9J08gaq7UWPp//tvH+h59iwrixiDBFyAlxseiVlIg/cvw+800/b0V6un9OqqTkZN2Rr79ZhyGD6ubqKV8facISEhLElOQkHPrjeAUEw7HV634qT03rW0E4wdWRe093OB0jMLod7RAsqF6bp0qMHhrMfRJCYtjkiQcg8AMIIRq0UhyP9EqZSFS8i3k7Flp1yglraQ7ejYNQkqCLj0jofdVIt+Ty7cn/NvMcxRekFl+MEdlmiwYAajRVE0IAXiOzqPQSVB1Mbm0zpxTbpA924IETpo2M7HCUzAsvvBD31ltvJVRVVQnDhg0bNGXKlNrPP/88v6CggB81atQgp9PJEULYkiVL4rOysg5GRUUpkyZN6vfRRx/lp6Wlic8991zp3Llzey9evDhep9Mp7733Xh4AXHPNNbXfffddhMViGaLVapX/LFlSYD1+3OKuru6QE/CX337DonffBS8IOrVKwDsLn0dUpLnJOpIElyIzrex0Ndy4Pl+zlrvuqqbpI8WlZbj9gcfw3bKl2L57Hz5ZuRqDBg6Qh4ybpuEolAVPPlE5+8ornA8+/pT3qrlXJ3+w7LP4pKQk3+rVq4919DqeIQwK9QDqGTPhnKDnfseOTBsQMyy1iApcfaRJiw4lnIpPiBqSklG+O2xs5jPmYY7o9RdgUDrYOQOO4VBWDYpLzm9/qzb2R3kwbSrgzmt9paj0EsKpFaYoqO800hHOGzIEM6dNw4wbbwTH8yx9yBD5/vvvb0gXWblyZdTDDz/cxDn+4osvltxwww1pAwYMGMQYIwsWLDhRP3M3cODAQfVV7xcvXpw/f/783h6Ph0yZMsV29dVX1wLAs88+WzJ79uy+Foslpj39qq/jYTtxwsLqUmEyDx3C/IcfRq3Nhg3btuG1JUvw8xdfIDIiAv+cPx8zb7oJDNA8/cRDiIpqGZzIFMbglZzwurX/WfQS/vnUc/BJz+t0GjWW/OtFAMDezAN495MVeP+1l/HFN+uw5Zc9qKqx4qMvvoJXUrhP3nndPfKCCSUvL3gqbu4tf1U98tIiYfDgwa7F//xn5/JuzwzCRo81A3oVEp5LC+pOVcIwTJn4K1Gr6x3VATsbCaOH98Hib4N66O4QrJSu4MOCWgiZ8lx/Q0pU/35/Hmv1VNp3F/7we5dTh07CQUYCeBS3vkqdJouuyk53Vbn7iSewc98+VFutXHx8/LmPPvpo8X333Vf597//vfLaa69N69+//2BBEJT//Oc/xymliI2Nle+5556yESNGpBNCMG3atNrrrruuIVb6m2++iVq7du2RxsdYtmxZxJ49e/Svv/56cVvbN9fxq2bN8lQdOdJXdDo79JzxwWefYfEnn6CiqooMGz0Jl864CO+/8zqy/sjBTbf9DRzlcE7/ftLS1xfKkCU1ALz54jO48ZY74RNF9EmzNKSJPPLkc8g8cBCEEKSl9sK7by0CeF1BYWGhMP+vd6nXf/9NFajK/q9Fr+G6G29J8fl8htTUVO+KFSvygM7de7oCOd2K0WUNt1wN4ItQj6MR9t6v3WtTJUS3+oB5qsi59UUX84pBa4HUHfQjBmSkPHj9pFCPIxDshw2lALpeZLUNJLfv14LvDyRJTm+n9y/+3/voHx+geySliiol9ShnNDXk0ymlexJYdVYiaVTQU2EUTikWTqm1BhAn0cfFlUSkphYDfiM1HG6mjtLSGHtJSQprI2e8NWISozwCh4Ch2p5qR4vHNyHS5OJo62kADUQmZhO11gkAwQhJ3r9/f8ywYcPSurOPcGcBITUAzO2u2DNIg4albp8zb1yPa5H1j5It5btzw6P9KkHNOZ8uCNduORkATsnnwxirxaHDOThRHLD+xx/j70K6pWO3an8r1QI0KehJOAVR6SU0YVQpYwy1BQXJ9a35OgPleTH+3HMPkEa1HUKtyaLLpbbm5aWJLpeh/bWboo0yO8yJ5sDbeUQHvO6m7/EqFyRf+3qs0VcRc3xe/cuzmtw+WcMtrwB4JNTjqIfw3PF+7z2aRFVC0FtrtoUiSseP3PxC2BRmS3jo0V2Rc64ZE+pxNIc5ayuV/z4ZlCjyQLgr7FtPbDw4srU0zFbt4ABwKAGH0qYFPRtpss/h0Fbl5AxkitLpKH1zWtoxXUyMFQgPG7nh/lJZGd/ZWk+Eo3Jc/xRQjra0rRXmgd3e0nY2mSSQdoMaGDRRmYRQpW6MhHQzE6A7enw6RmC02VIyBBg4oy4kXiDiLzpzlhDCa1Xn9Z490iM6PL/kf5s5jElKt8M3OVNEZWPnBQDQhFGlPm1fuzN370BKJCiMh0eOaDfygvK8aEhMLNLFxFSLLpfaVlSU5LPbzbxO54gZMOAICXL3kc6gi4mpdpSXJ3TFgUFpYO2SFeoEC1j0NPBPRa2rhugxQhdRAkIYVJqGQqdnQ5LbZwEhWoSP8wIAeLVGCI3lEQZOwQbO0G8uISQCQwaPYukDc5F5wIGKyi4XMyQ6C5gmGRArFaiFUiLofDD3qyGcusF69jkcnY6+08XElOnj4ipACGoLCxM9NTXRiizzUX37HlGbTKegBWHH4DUan8potHXFgcHxrUg4A4PoC/Dg2opBLqgdYAoFJ3jBq1zQmZq09z6ryR0i3Gxk0tPOi/rjhuCYrcJOUYHLcEcba5zQ77qxNlexNaPop8PdclzLSISMOAgmqZIK8BJBJzbWZJ/Doe+s84LXal2GhIQSbVSU1WO1GhylpYk+p9Ooi44uN6elhawwMCEE+ri4SldlZce8O423pVShlAQuHCLKgVNdGZQAvxgGTl0J2RcFQXcChPrqnRd1Ywzpd/p0dGCEVXVlLsLwG6fXBiXnutMQEtTQr25xBrtSCCEalVE7Nm5Un4yynUe7PbPYvFd1A5xKccud61DFazRufVxclez1qmpyc/tIHo8OAESHw+Suro7UxcSErJaD6HZrFF8g47Z9JBkixzfVLwYiSQ53YNFuHmqmNZZDrbOCABDi8gml4fNbOr0IagpdMLhwSnrfUBw3nPwXCDPjvachHNeHjRhWiPWburcfygPaZJnEWVrWPPLP0nVaNwwJCWWcSiXZCguTnOXlDQ+btqKipFiT6Uhb255KCKXMW1vbJWek6PUF/r75JCcUuaVDpPmMIsd7YYrJgyLzEDROcLwY6hnQ05iwspF1Q/vmw98+uUchJMw0UAlXE+PU2+6EEJM+OXKSwRL9myO/qvUCrB2CAzH1ttIIc8vy9l14oFYbjbW66Gir12bT1xw/3re+1aqrsjJeHx9fIWi1Qavl0Vm8tbXGrnTaUkRJUBTIlGs2w6nAC6+7lcg3pjQxGwR9Pgj1AkSBYCgMtbMiEKeVAyNruIUCmNHuij1JwFZMPQQNo9mI8BlJE5jHWwmgDIAb/l8nQ9PR1i8jzd5nzd6v/3fj/6PRe0wwaIJSkIQajLZAy0WXq9PRHT6Hw1R+8OAgRZJUzSMdfE6nLlQODMnrFXxOZ2eKKzXB7RZltbGpr0LyKh4migFnD5u4LzjeC725jPBC8DsYnHlcEuoBNCdkhmt43eDDy3g/iQi/Fh9HSz1urMNA+3qMZusDjffldy7I6G5HBpUmoB4zxojk9XZakysOHx5MVSqf3Kx2huR260MVuswUhXhqa42si98byePjRa/kFdT8SYe0wjzwtBLN4W/5fhJ9RAlR6xxdOfZZTpI13JIIYHiox9GEkCkRCZdi/37CdJKP1VaVA7CjbT1u/u96b0wgPW78//r9MABQm/U2R35Vt8ZLKFWoTh8wUk10t/Zw3jrO8vJEr8NhklyuFvaoz+HQhcqB4XM6NW11tGoLwlHZWeN0G2MMTfXX7WZgLPDvgjXKy6G8A5ymMtydyKeVAwPAPQCCXqStWwTq+9xjxw4jQQzX73nhiWwA43viUJpYIycYNSdEu6fL31Gq1Tqo3hBQnHUxMTX20tKkzkYtyK0Y2aLLFZT6KUxRiOhyaUSXSyt5vWrU3dQ4QRA1ZrONU6t9TFEIAMg+n+CqqIhxVlQkdMWzXI/H4dLA2LTziiKKreoZUxT/sPwzfcfPOi+6zwJCegG4N9TjaE7IQnXDSI7DGC+ACwEEp/BxGxBCwPr22Y5jueO6tSO9uTTQYspxTBcTU+YsK0vqzO6YonDNnRf1yyWPRyVotd3SJsYYZJ9PEJ1Oreh2a5kscyCEUY6Tea3WrTGb7WDMX/+MMeKprTXZiopSuhoNBwCy16uWfbJLUDeSYJm10ZWHURCigDEKfUQx0UV076nmLPW8EuoBtCB0uhheihymD4Ns55oqAEEotNk+Ef3irTVZRTbFJ3dZ/6kpopIIQkBtMSYklLmrqmI7a1sGcl4ADTZytyf5FEmiosulFd1urez1qkAII4QwKgiiNjraSjlOrreRJbdb4ygri/fU1ER39XhMVjif000R08R/wSCJrTtEWF0EBuUdEIzHw915AZx+DoyWTWhDTig1MozaMoWTM6UxyUn9cCzXhp4wmCmxEI7md2sfvOBrTTgIpcyYkFBcW1AQlMJUktutZ4pCSDcjeWoLC5NaK2RnKypihBDWlaJKbUE5TkYz/WI+X6viLDtcej4m0kZM0cX1RTrP0m2mAzhlxb+6SuikKIz0OHxdynoAO+F3Ypx6Is1yt/fBte7sNCYmlrkqK+Pqw467i89uNwhabYe7RQVC8njUFYcODWntfcJxUrDG2xjK0abfObmNS68oHNRaKyjnI8bo4LckPwPJGm7RApgT6nG0IFxtw56GKWF5Ieh5F5mUde/1yLE4jZDc3UlfIqha1WNeo/HpoqMrXJWV7Ve27wCi09npekCBqDpypJ/odBoDvWcvKlIYY6Q7E3qBoBzX9PumMC8QuPA9AMDtVsNkckNlOkYIDZ+W8G1w2jgwsoZb+gAYHepxtCCkERghO3ILVFTysW07t/uvBkHDXYsQgND6q8QavNCBHtIb3+gYSKMFzcPUAI4DBqX3JXpd2yXlPR4rTlEHkuYQQojsEQOKVEdhAQue1b3ntnOavN28VJgHWaWHN3YAGN/12lhMUTifw6HrbuG4iNTUIm9tbaQcaAbPP9MX9N8I4ZrWrFAYdYOhjXBuRmTG2YWzzotgcl2oBxCY0FjMLIwUmXCUsG07dgCkTnPrrwkBKIF/eSM9BlpqMmv4T/t6DADJSRqkJI9uZ+aGAOi57ig+X7c+E+bzAPu+i2cuO2Awi2TQhBqiNTY8mVOeVwSdzuGz24NSyNZrt5v0cXHdcmAIWq3XkJh4wlFSEjAS8FQ4LwCAcI1C9hkASQxcj6geSdQiJuFsS+rgMRMIWMA6tITOoRw2egwA/PFdNfKK/O1+mxhAfVoG5RgIYX47uS5Lo4mdXCe39afDWNPXdWui2ZUmpmhGxs8ZRrSGNrWJleXb23o/yMiKKHfPRnZaNcq+fTFwWIVAmqw2mWxBc2C43XpFkijl+W4VMInq3/9YWWZmwNSuYE/u1UP5Zg4MSWnbKaHIPKDKO12cF8Bp5MAAMCDUAwg7wmiOTaXmVHA4uheq21m2bgcThP3Q62yotfWpy6vlYTT8gV4pPBITB+NwVreMwc4SN6bvwZIt2RO76thSvB694vWoqFrTxMusbFmewH5bnwjJR+tdwsrRzXCljobT0vXOXH0GDuyjNxhkSil4nmcHDx7Mavz+008/Hf/888+nFBcX709MTJSeeuqp+C+//DIaAGRZJrm5uZrCvLzDXLMimPc8+ST2Z2VB4HkMHzwYCx9/HALPgzGGp197DT9t3w6tRoP/98wzGDpwYKfGfPjIETzy8stqp9ulUErJ9u9Wu9UqjXj5HXepyyoqiSxLuHDkeez1p56SOY6Dl3Jej9OlXfx/r+tfePXVkfXn0ny/b731VvSiRYsSAeDBBx8suffee6sAYOvWrbr58+eneTweOnXq1NqlS5cW0hB2bwkHFhAiIASF2TpCqFJISBgpMqEEcDh7JsqhHmstcCirnMXGZKGquhcYU4ExDTiuAr1SKpGc2IsYjTb0ZJHBhHgLsv6ohShGtL9yU9jBzWCHtgCSryFFhG37LS0SIwAAIABJREFUohcZMb2ETry+Ia2EU7U+IxiI+597Dhu3bUNMZCR++vzzhuU1tbW44957DYXFxUOSk5O9a9asyY2NjW0wzDMyMnRTp05Nf//993NvueWWGgC48847UzZu3BihKAomTpxoW7p0aSEBSON6R8+/8QY2bN0KlSDAkpKC/3v6aUQY/c8Qb334IT775htQSvH8gw9i8gUXdOoa3XDvvfj14EGMGj4c3331mU9WmExA8OaS9/i3l7yvys0vQOnBvb7Y6CgCAJ+uXE1ffftdCsag1+qE1995R3vBBRe4ASA5OXmoXq9v9V4EAIqi4NZbb+31008/RWg0GmXp0qV548ePdwGt6/cZRHjayCHzI4RXDLygOCJRXdy5H1g3YKXHwXL2ioiI/QVMIXBYk8AYD8YEpKYfIgPHGNH73GEs86ce61pDKEmO6J+wq/ZIaZeMVnpsB2juzhgmiw2Rn801mVOrO12zojVNzjp2TLxs/vwBLpeLpqSk+FauXJkbFRWlAMCuXbu0d9xxh8XhcHCUUpaZmZml0+nY6NGjzykvLxc0Go0CAJs2bcqJMZlUhFKZKUqDLtfZsXA4HKCU4ruPPoJGrcaBrCzc9+yz8Hi9mDpuHJ574IFO1UVqsL1Vgu7880ZI//5///KpVSpkH8pif73vAWX/ocN0wUP3yw/97a8KAOSfKGbz7r6Pq6is5BillptuvrnsqaeeKgeAmTNn9jl27JgGAOx2O2c0GuXs7OzDzY+5cuVK04MPPpiqKApuvPHGypdeeqkUALKzs1XXXHNNn9raWn7IkCGur7766rhGowmaIJw2Vnh6Zv4PAH4O9ThacApmlzvM2ZZigCgOg7V2AhhLhj/SIgZ2xzgczh6DTT97YLFQAD3mUTSmRk/qf8OFXtN5lk02j3jC7hWLHF6pxOmTytyiVOER5WqvJNf6ZMXO/LOj/mJz/j8GEEYo1zS6YMvyBLbn22RIvia/V6qIMORthz5/V6fHGdmnz5GY9PRDIAQZGRk52dnZh5sbjEePHhV++uknU2JiYoOB/vzzz5dlZ2cfzs7OPrxgwYITo88/302rqvo3z+mefeml2LJyJTZ99hk8Xi+Wr14NAPhpxw4cLyjAtlWrsPDxx/HYK51L2ZUkCX9/+mn8a8ECz08rPqNf/HsxcVTZddby6ojFL7xI1y9bRjau+IyUVlTRT7/5VrA63YLb7jCcKC7mMrZu1ScmJgYstFpWVsYtXLgwaffu3Vl79+7NWrhwYVJFRQUHAHfffbdl8eLF+Xl5eQdzc3M1K1euPOXpSOHOAsZEAE+FehwBad5xpqcIryKeoSIOFZWToCh9wFgKgBjIcjry8idg+y+p7MDBGiaKnResLkIoTSPTJkewaZOzKyvseYoCWWYQ6/4kmUFSGGSFQWYMSt28JlN+38zY/o2A1Mw3Ifko2/NtsrJleUNUn+yv+9Nhrpk1C8vefLPJMrXJZH3r888rJkyaVJWfn39w8uTJ9qeffrrhGJIk4ZFHHkkZP358Q+X9DRs26Hfv3m3Izs4+lJOTcygzM1P/7Zo1kdXHjqU17m4yccwY/PTZZ9i4YgX6pKbi7f/+FwCQk5uLNRs24KfPP8eyN9/E4wsXQm4r7SMAd86bhzeefRYAmFJZZRRLKnS+knLd2P4DVN/9512SmpQEX41D5a2yC94qu9DLHM2tX/oB2bNqJXn0b3dJd91xR5OOQa3di+r58ssvI3JzczV5eXkH33nnnfy77747FWhbv88gFgKwhnoQzQlh99CwcmCECAG1FWNhqxoDRe4FpiQCLAYFhyex9R+ex5Y+moPhU7qV9txZ4sf2HdP/xgttXKJ5m80jnlBAZcZxIqOcxCiVGKUyo1RuYhcTotBjOxh/ZAuI3MyEa6bJXSl82UKTKVViBw8++M/nnpNffPHFEzk5OYevuOKKmmeffTYBAERRxLx583q/8847+UePHj20ZcuWP1QqVcMX/eOPP87Nzs4+fPjQoawIno+oyskZ2Nh5UW/HvvLoo/j5iy/w5bvvQuD98QSPvfIKFj7+OLatWoXjBQX4eceOTp1Lve2d8fVqt8Nq4xe/+a6uOq9YR72yccE/7qN33HAj3HY3V15ULZQXVQu2KofqmX/8g8tYuZL9tGZNzQfvvx+3b98+DQB89913ufX2/mWXXVYza9asFvVAJEnCfffdl7pu3bqcnJycQ1999VVU/fb3339/yj333FOWn59/MCIiQnrjjTeCmnJ82jgw6givAp5AaB0YYRQhFz4jaUIMDh0eC+CXnjwoIURj7hM3+lebO39ddknyd9nFid9mFcd/c7g4ds3hoqjVh4oivj54wujySaTG5SU1Li+t+yNWj6iA5xscLsxt59hv69v0kOsKdoNIHXc6q00mqyYy0qbS6z1trXfPPff0+te//nUikPfXa7Ppv/z007Q/XXSRVpGkFqHC08aNAyEEhBAMHzwYJeXlAIAfMzIwd+ZMEEIwcuhQ1NrtKKus7PDYM3btQnq/fhjUrx8HAFFmMzjOf18w1hVclmQZPrHpTe7pN95wL3zttSOttYJavXp1xMSJE23x8fFybGysPHHiRNuqVasi8vPzBYfDQS+66CInpRQ33HBD1erVq3suBD68CT89BqCEyoERXoSj8U5RXDIJm7eaevojIjw/ME8wlzlsLlpvuJUXVfPlRdV8WVE1V1ZUzZUWVdPSE9WkLK+EKAcz2rx+7Lf1iczjoHXF2TqVJz32vPNgNp30gVJB8BkSE0t+WL/edOddd1UCwB133FH1/fffN+jMSy+9FHfllVfWxMTENNwbCCHwer3E4/EQh90uyD6fKkKWe3tra5v02p40diz4OuP4vCFDUFJWBsCvxVdefDHUKhVSk5OR1qsXfjt0qDOnggmjR8Og1/tbujf6SIenp8OS3DK7c+yI4YiMMIGqNa5xs674o7i0tFM26Jo1a8w33HBDFaUU06ZNc9psNj4/P19oTb87dTKnP3oAQUllCiqhS7MOt/tAuI0HEL3p2LdhKoCcnjwsIcRkHpbae3NhVZXbJ3JWh1uwOt281enhrU4PZ3V6uCZ2sc1G6bGdHdJkr83W6QmmJppMCNPHxJQJWq33eF6e+tJLL3UAwKxZs2zffvttJACsWrUqIj093V0fPZaQkCDXayzgn0NxVVaaKw4fHmQrLExr/pxYb8cOHuAPmqq3Y8sqK2F3OnH+ueeCEIK5M2fih4yMTp3LtHHjQDlOlr1eXWPbOyYqCsMHD25wlNQTHxODoQMHIrJPnyOpQ4ac6Nuvn7ugoEDVeB1FUbB27dqom266qUVE++bNm/UWi8U7aNAgn0ajYX/605+qV65caVYUBTt37jTWRwveeuutVWvXrg2qPp1uDoy9oR5Ac0KrSGFUNC6UtUDap8dnzDValXHeXVOH9uodu6Uz29XXpWh4fXhrZPPIi+ZQRYS64kjHxhUZWRk9YMCxxk6JadOm9R88eHD6okWLGryjy5Yti0hMTBTrBRoAmCRxUmV5rCcvt++JAwcGZuzYwV82dWqbxxMlCV+tW4cpdaHJpRUVSIqPb3g/MS4OpXUC2xFy8/MBSpXr7rhDPePGG7H444+bvH/9vfdi2PTpMOj1mDVtGgBgfUYGkmJiVANiYhJbe3AqKioSUlJSGqZbk5OTfUVFRUJ+fr7QOGrDYrH4SkpK2s7tPnPYE+oBBORsF5Lw1mNZTofdntuThySEYNR1U8doIgw+KvBttrtWV+SAKu10xJZ8lB3aEmnNy0ttPLPW6XH5Z/oOq41GV1VVFW+xWEQAsFgsYnV1NQ8Ax48fF9auXRv50EMPVTTedtq0ac4JF1zgTU5KHJHaq9e5U8aOFfqnpbX5uX/2zTeYcqE/syigFldUtLZpm3CdbF3MRJ/mvf/3WvrUyZOatE4NdC9qTElJiZCWltag04mJib78/HyhNf3u7Hmc5tjRww+iHeKsPxlA2F+GgJ2WTiXRscbkv9w9zcyr2u8I11FN9u3bmOiuru7WLL8xKakwIjW1GAD69+/vXr58uRkAPv3006jS0lIVAPzxxx9qQgjGjx/ff9CgQelPPvlkPAAoXq+KB1Pdedtt54y68MK+i/79b00gmzM3Px8gBNffey8a27Gl5eVIjDtZvqOrmsxrNG5RFElj27s9agsLLb9t3Zpy+PBh3aRJTXX5xx9/NMTExIhDhw5tMVNaWFioSk5ObvgMU1JSfEVFRaqysjLeaDTKguCX4bS0NF9ZWZmq+fbd4XSqgQEAd+49UU3dopwA+L1cCmtirzYUsiEghJCTT/iEEFACEJAmmXEMAE+JV1KYuvFCBuaPJa1f1Ir6ELVK3HfPGwFcZOTkNgGSsgkAU5RBumz2SL5pcR4QMDCQJr2X/e+dLOzj30CSRwa+TCEgvNX5XADb0EPtVOvR6tSmm/920cQXHlpRwRhiO7pdbUGBJW7wYH8IrcPaISOM83WgNiUhTB8b2yTcYfv27dlpaWliUVERP3Xq1AGDBw/2jB8/3rVw4cLEn3/++QiTJI4AVCkpsnhqKiPAGAGl8pbduzyjRwwX0iy93K0dDgDuevQx9bjRozB9yiSvfwhEq9VpfRFmkwwAlKNavUHnjTCbFADw+kTO43K3WoxTlmXszswkPy5f7tbpdJgzf7763KFDfZMvvFABgC/ef595fD7c+eCD6h3794ujhw/Hmx9+qF3+9tuct7Y2ktSlE/kcDi1jjKiNRhcQ+PdNCGl1+VmABYxlLCDkHwD+1Ghx/cVpXvCx+fL2UNBFB/u6VXtljVZoEhZL6mS1odJmoFEQ4NLZI73mKIP65JKAPe4DwWSxeb5B6GDh5NwOxO59LjZlkkg42qMPmSqdSq2NiHA4K6paPW6HtBSAWFVu8rC4qPbXbB2N2VzN8XybeRt33313r1deeeVE/QwfEUW1WFaS8Mf+zLi8nBzh6KYNYCqVc+ZfbtHuz87yThw7JuD+Xn7rbZVKpaI3//laDyUElKNqtUYtR5hNEgBwPKfWajUNrwG/Ltpq7e1GmMgMzMGoGwSMEMrqJ1cUxrROcC6zWiurqP/3rLjdhs2//EI/WbmKblr5BWWMAbLMbf3x++I+Q86tanwvqp/9bDye5pzVaT/pmfksa7hl+va8ivcUBhUAKIyBMUZYMz321+sh7GQ9yUY2MmnqjWIABEo8osI0DQvQ3EZmrZqAtNrt0xc1t5FJ021asZH7DU31nD+6t6YNG7l+RKS5jSyLsgdAalvX7CwNjAHwO4ChPXnQuASzpUortJu31lFN9pYXx6JXSpd/+Axg2qiohjSspUuX5t1zzz29Xn755cRLLrnEKggCAwBJksiePXsMe/fuzdKrVNyUaVP7X9C/X9TU88/TffzKS0hJTvHVuN2+6+++R7t200Zx3tw5TdLYKUeFvfv3q7Z8/ZVLq9WymTf+RTf6vOFek8HIKKXqCLPJDQBanZbjOKqqfw0ALrdHJXp9bToCCKXKYwsXymNGjmTjLrzQh0Y2GKNUYBzHIswmLwGI3enSyKLE261W9U133BH/8gsvFERGRirumhqjoNV6eY3G9+mnn0bNmTMnYD3BVrSXtba8rXF3ltPKgZGemW/7nBANgElB3vVOAF0rrmP3AJv3d2lTc5ShCOMtbXfRaAOmKGc7KnScfqE46I6fs3Yw1rmWgZLbrfPa7Tq10eiCwdyO29kPNUV6NUaD5PN4VYokcYTU1ddAnWgQwkzJySeadxxJS0sTASA5OVmaOXOmdefOnfoos5kVnzihHXHuucMIQErLyjB25uXmLZ8tQ0JMDKAo3Nfffcf9+bJLQb2eVo3bFxe/i5qaGrzzzFOgXo8AAKkJcSgtOqGlXv99srSsDClRkTrq9WezaAlhH6xZ7f3v51+oAeCTN95AQuxJ309ifDzGjhwpm/V6LQBMvfBC/H7woGb8iBEN6/AAZkyZ4vth40ZtfEyMq6C4GBdffz0AoKy8nD/vvPMGb9+8+Vi0Vmuqd2CkpKSIGRkZDdWxi4qKVJMmTbKnpaWJjSMu8vPzVQkJCR36TM4QjiL4egwADgBdamFWeLxrs8gAwF09eh+ALjmGKc91LtbzTEaShqC0dC+Sk87vycMqkiJ7bI42nSayqmONHHxQ6dR6XZv3YEVWqOj1ahrpMSOEMMJxYIRQc1pag6MtOjpays/PFywWi5ifny9ERUVJAHDgwAH9TX+Z148AtKbGSrdu/hkayefJPZYrjB42FAadDgD0l0wYh19/+1U7ecSwFuP4dM032JCRgXXv/we8z2sAAEt8PEqLi4V67S0rLUWv6KiG1wCwZuMmvPjOEqYwRhY98QSGDRoU+EQZ48RmdZDqkTwevSxJLkUWdYRS5fejx3x3P/2savW7/0aURm2Sa6qiqd5o7xUTo1Z8XiE5OVmsvxc1d2AkJSWJeXl5DcZ7SUmJKjU1VWxNv9v6bP4X+Xx/QRGA/gh+geUtACZ2aUu7ByjsmiabRNcu9DZ2qeAjkZXjXTromYkaQJspxacCxhi8PlmCgDaj2DqqyUQXIan1ujbPw+f2aOpcXU1sZCoITCGE8Wp1g303YsQIz/bt248AwIEDB9Tr1683A0CvpERlwuhRUqSj9hzm82kumzhR2n/ggHrq+echOT4eTBJVZoFX/Xnmpfj1wH7upstnNhmDJS4WE0edjzi9Tg8Al04cj4O/H9Red/lMlJaXNdjVZcVFSImLbWJnawmTp9xwg8IYo9MnTsRDd97Z4hxffuMNTXVNDffqY49BcrubPOcTRQGRZXCSSJks8waD3lZZUWW6/ZFHMPuSS9jlEyaYRJfLTjlOcVdXmzWxseU//PBD5O7du1sU7wSA1NRUX1FRUYMmnzhxQpWUlCQmJCRIdrudE0URgiAgLy9PFRcXF1Tb+XRLIQGA50I9gDAifKYYwn+2Q4seLHAly4qcm1N66Kd1mV2qDC5WVySzmpK+SOgbD76dqCteBf3A4erICJU+0qTzRWoEalbznFnF8WYVx0cIVIjgiYpUlKT58o/3ke02IxN9vM1mozU1NRQAaq1W7ueffzYNGzCAGxYV0bdw62b6x/rvSfb675EcH48dX37md14AqLXbsW3vPsyaMrnVIX24chU2bt+Bj159BY07dsycPBnLvlkLxhh27z8Ak8GAxEYOCjBG7p13A9uwfDk2LF/exHkB+PO5s44coW6PB5Ik4Zdff0X/3r3hdLkaamlIkoSNW7Zw/dLSMHrSpOKcPXuqMjMyao4dOXIoIS5O2frDD+WJcXFEHx/fYFVdddVVtRkZGaaKigquoqKCy8jIMF111VW1FotF1Ov1yqZNm/SKomDZsmXRV155ZdgVSgsVCxhbhzBM7QsJoayH1AyC06CgqMPZZvRWsKktrS5321xSe0U3vbEDoLQTGMI4AXx8f41OkfRt/Zk0KhapEYhZzVOziuPq9dgkUIEn4Ly5RwZJVRUxitulmTFjhnXJkiXRAPDuu+9Gz5gxw6p4POrc7VtdR9b/wOes/4HOnn4xXn/yCcy+ZIbUKzEB2/bugyRJEEUR2/buwzl9ercY6/pt2/F/H3yIL996AzrtSR/DzCmTsPL7H+D1+ZB34gSOFhTg/KFDmmx75UXTsPurL8iWVV95WnVeENKRyp8MAAqstTXX3PsP7v1XX/ENGjfhmBCXUKC4XPrainK9naGWCCrRZrPRn3/+2XTuuee2+H5cccUV1mXLlkUrioJNmzbpjUajbLFYxNb0uwPj+p9iAWMSgJdCPY6ztIR0Ms0qBGgA9Jgm+7ySO3NP7h6fu/0iyB3W5IQB6vY0OVKvUSLVfAsb2chBJRCofScKUmWnQ89kmRYVFfGA36Z85plnkubfemuFWF4aP3P40JTsP/7QOWtrNZIkYeuePXRg3z6QJAmVNf46l6Io4vuMLRjUr+Xc6UXjxuH3nBy43G5IkoRte/dhYN8+SIyNhUGnx+79B8AYw7Jv1mLWlClNtuUI4XZ/t9a1YfnygM6L5atXI2PHDv7fL7yAdrvlEcJUMbGlD770oti3Xz/XE88/n8UUhfjsdgNjjOhiY6vWrFlj6tOnj6dv374BnQ+TJk1y5uXlabKzs1Uej4esWrUqas6cOVZKKcaOHWv/8MMPIwFg6dKl0bNmzQqq7XxaRWDUceAU7DP8jb2zdJcIAF2eXe0ou7fl/LJzcxbnsHviFVkZ3PU9MQqv20Q4ARg8EWz/xlbXJIMngggdKLysMCo77JGK16Mjgsp7oqjYd/X82yIpQGVZItfMvAyXjThXz6S2m7Z8s+knTLvwAuh1uibLr7rrb1j87DNIiovD359/AamJiZh8w18AAFdeNBWP33UnLpk4AT9u3YYhl86CTqvBu8+39EcyUdREmvRetwLR43A2mYU3m0y4c94832V/+YuGEIKp48bhovHjUVFVhVvuvx8+UYQsy7hw9Gjltvnza9Qmk0MTEWGnPK94rFYjAKaPi6vQmM1SxubNhnfefTfp888/z4+Pj5cfeuih4pEjR6YDwMMPP1wcHx8vA8DixYvz58+f39vj8ZApU6bYrr766jPOMG6HTADBnkkPd2MvEGFzHwn7FBIAOJ53AUtOLCAGwykL83ZW22r+e9Mr2c5Km8Fjdw2Z8f33BAZjm9swXg1X6mgY8ra3uo7c5wKA70DzkQCfwk0PPYIte/aiympF3/ETtU/+7e7UW2+8wf7MXX9Vrr3zb5F9LZak1MQE8un/LYL3WE58yz34mT39YmzevRujZs8FIQQXj78QMydPBgDc9fQC3HbN1Rg5ZDDuf/FleH0+zLrdb+yOPnco3nrmKQzq1w9/mjEd510xGzzP4f898XhDQeTm6ChUarPJZrM5DFCUBqt49u2342heHudyuzFy5ky89uSTmHzBBfjgs8+w+JNPUFFVhYv+/GdcNHGi8MGihfZnnn2eq7Zacfezz8vk2eeTVTzHZf6WebjkyBH6p9mz+zOAybJM5syZUzV37lwbALz66quxAPDwww9XXHPNNbXfffddhMViGaLVapX3338/DwDa0u8zkMxQDyBMCBs9BkLX3rsTDAWQgVMTUdnAt1/u3pJzuMjgcnhSGcOoGbe0v01QNTkAjTW59/mjYp+4956I+ddf7/lk6Yd475NPDBSgV140DX+dPjVKqihHpNGEv/9lHiZcd71feydOVC6dNJE6XS5cccddkEQJsiJjytixuHXuHP95/7wZvx46hKfv+RsiI5puP2PCBFw6yR/g9MZTT+COJ5+C2+PF9AnjMGNCy8x34vUYIiMMbodPguhuGvn26CuvIDkhgVxx660AgMumTMF9t9+O8spKXHrTTXA4naCE4IPPP+MyM7aU/rpjJ1m59luhf//+0rCRI/sBwILnnqu45uqrHUxR6IoVK6KuvvrqJukjeXl5wk033WTJyMg4KggCXnvttYJLLrlkgCzLuP766yvPP/98DwC89tprJ6699tq+L7zwQvLgwYNd//jHPzpesb8DkNOtYPsCQqYD+DHIu90BdC7MPxiYowxF9z5+eZdTSI6s2OlikqJrf81TT9zoPhnmcxJPqfAFgUoAurq/U8Kaz37JOLD3eIeuw4zvv4clJnC9IVNspEOvJg0P7+zgZrBDW5q29eNVfufFkMkNi3xu2am43B2Lt+sozSsB9ACioHI6bA49p1Z7CKWy5PafE6FU4TUat+hy6QW93mZISCjjVCofGCOU52UqCCLluICjZYw15EVLHo+KKQoRdLpO9wzvDPv3748ZNmxY2qk8RihZQAgFcAzBD1l2wl9Vv0f559NX7TOatF1yclr/KMko350bFhpIOOruf/0FrdaSCRsG9NtB+vQ+Zffe0uyC4+9d/ayRMRYDtK25zdHn74KuYHeT4nGMEyD3uQBK344Nmao1LsXrCfr9hmq1DsXt7lKKVVdglMo2r6QwRaG8VuuWPB4Nk2UeAHit1iW53ToqCD5dTEy5xmyuBWOEcJxCeV6mPC8FqkfRWI+ZLFPF7dJyBuMpT4s9AzT5MQQ/CuOUP9gGYuQF/XZdNmdUl1JIFFnJPbp8Z59gj6mrWC4fsUNt1vX4c0YnOQB/zbhTxtsvr/2lpsoxtv51T2sy4XmRBeic1x2ISuVhPl+n27d2BzencngcDgOv1boYY0SuS+EjPC9RjpNkn0+lNpmshvj4MuK3iRnlOJlTqSRCabs2ss/h0HIqlcipVG3PaHaT7ujx6RiB0WM37R6gW7Nk8WP67mGy4t9NG3tisiIRnuNJ/RGbVDFtqMhUV9yu7gtMmi5rWKdRmDQhhIH6iz6powwe+G9y7aFCV+uNdJ8Y+B+2+ra3YleZNXfUuAN7j8tA2zl9nYUMmQycMxYoOAS47YDWCKQO7ljkxWlGvfMCAGSvVwMAlOdFqlL5KMeJ2qioak1EhF32+QTJ49GITqeOKQqVvF6NoNW6BJ3OrTIYWoRCNjaieY0mbAounuYwAG1PaZ9OdMNRp0+J0sVTktGeHiui7KUqXt2gx0BLTW6sveRk4WnG0ESPAUaYv5oeIf4KfIwQAsLRxoVT22MEQtCpCQBQUSkhQNpDsEgYmNo7YZBlW8mhvE4XcHZaxsCVPBzqiiPgZbek1hp4JWFgl2f5TlcYpZJdVGRFktQAIDqdBhDCeJ3OKXk8Wk1kZLXGYsnj1GrRa7PpRZdLxxSFKKIoMEWhGrPZKuh0HsrzSuP9NtZjwnFKTzgvzhD+l2zkLkMoMcWP7Vtnk7atyWU7jwb10HX/b3I3KfvlqEcwaDKa+vIajatO6w29osyGXtEtC9n0DH3hL3R+yp4NL79mTMTH72zq0raNNVkHr0RUujNSkz28yuGxOwyAv2YeAHAqlReEMJXBYNdERNSqTSa7z+HQSV6vmikKZYrCyT6fSm002niNxhto8q6xJgeyocON09GBMS/UAwge3ZvWNvWJ66hH/DCAVhJ6FcnLAAAgAElEQVRYe5xQhzcq7a/SdT58e+MvOEXdToigAfqGT+OZU4WktAwLUyRJEPR6B1MUaisstNTm53MghHEqlZfXaNyCVuvSx8ZWnOqIirO0YAaA6FAPInh0PSRR0KtHRfRP6MiqPd4RqR0KECoHxilu93p8V9bhkkN547q6PePV8CQOAa9WSwJlnbeXwj+Rp10Uykmy2CxPnTFCCFE0JlONs7w8wVFSklwXBSdyarVb0GrdapPJpjGb7a3N9p0l+CwgRABwXajHESy6EyFOCImJ6J/QIRu5bOfRLne96iieCjs8Fe3XlZVcvgxDr5DdUnmcYtVa8UFGt/Zfr8kqo07iJKkLz7CntxwxQhRJlFpMkMqiKKhNJqvocuk8NTXRTFEoKFV4lcrDa7VuQadzGhMTS091REVPclo5MBYQMgrAVaEex1lOa04AKIP/ZkUa/QEnb2AMfkcHa/SaNXqtNFoOAEk2qytixQcZR8pLrKNO4dg7QtBvPkJMlEOsqO6xWR3R17RFFKFU1sXGltUXSdRGRVULOp2LV6t9hFJ21kAODQv87voXQz2Os5zGWK3nsqPHMkAI7+/jSIm/j2OjPwBQFAWK4tdgxur6QyoKFAbIMoOi+JfLMoNez6Nv73HfPfvxlv3fbO+F/wk3wkmoTuejGi0Ud89MkEkgEhhrEuqnjoioURkMdibLnKDTuQS93iVotR7CcQrluFM6SXCWNrkVQNikTZylS4RSr9QAfoA/qpKgpY1c/++2bGTWbDkADM7PLa9cs+IXm+iTRgdjoG3H1LTBKXCa8zExXrG4uEfCoRnlJMnrbZICw6lUXl1sbJkiSTyvVnuFhIRSQat1cyqVSChVSHvFPE9TTisHBoC5oR7AaUo4GXChfticAuAI/K3GgoW9rKRmR3mJdUawdtidRtbBhvB8j35mBpXA7AoTlfo8RUIYk2UuIjW16KyzIqzoDeC8UA/iLN0mlPeHCBzNpQC6HCURCKmkdPOBtTtSZJ906vJTQgSTJEpU7XSmCiJqyWeQ9Tqn1+lqqEnDFIWqjUbH6RBmfIZxdagHcLpRF+URPk94JOQ28oXwp0AHswZV4aHMgsLaGufFQdxn2ED4oJbUaBMqSyqDXuuy251cQ+czQhhjjEb06lXSYwMJA8LnR9sxVgAIarLaGcJZB0ZTtACKgrg/42+/HOtQ7PipJ/iXl6iFHtUJKktqo0YAFQQfADBZ5l2VlfFKo+r3ZwkLjgNYFupBnIaEgwY2JtS/qwsBbA3mDq3HS9SSV2zZv67nCfpnzZvNXvTwPV2nSHqNQe+of+2z2yM8Nlto0o7O0hZvA6gJ9SDO0nUCFbztYUwAcgEEs05Yr4O/5oWq9l1zgnqBCccpRKUKas279uBFn85k0HlAqQL4a8W5Kys7Vgn1f4jTKgJjAWOZCwg5F8AGBHnGJjT0mFCF2kA9iU6rIDl5W92pNzXuWKN+F6T+343qITHWyDfdqEZdk5JJ7OS+AuZPMv9+vd5aFJVoAUR1+5wARMWe+gJkstMB+9YMSNXV4KOiYJwwCZy+WWZHkMPjqEYtEsp6tNONzAtulyhBEcWGLgoas7mK4/kztS1eWLLAP3V14wJCtgF4J9TjCQ6htx57mqrfC7OYpByvm4lsLJqEEFJXS7RON+vfJf43m6gNIc0KjAKgjQo1Nl/fL+H+YxAoEX3jf+U0QlAienR6dVA0i7mcEPfthM9u4xEdBf3ocaC6Hm+O0wTOHElkm63H0jQYpbKHcG5PowgMUKroY2OremoMZ+kYCxhbvYCQX+HvrNflDnfhQo88zDOc8voXnYHXq73w10kCWjpAG/eEa94frrMXq7X16/e7EcBF8Bfe7zYms66yorS226nI9Zpc67JzvDmy85rMgttinIuKdpPW+k+fIkRB5XS7vULjlta6mJiKnhxDOHBaOTAAYAFj7gWEXAbgN5zmuX4k9KFiPU9EBCF9e4dFATs28Bw7qmsy8dv+wQC6FQN2weR03c7N2UEaWUsqV3yKqs+XgXk8DcvK3n0b0dfegJg/39hozc59paw2G+5+5lkcPnoUBATvPv8sxgwfhmffehvf/bQZRMVzCfFx5J0nn0RSXFzDdnt/P4jJN8zDJ4texezpLaMCfz10uKGX9YwJ47HosUdACEF1bS3+8sDDyC8uhiUpCZ+89i9ERpjgE1QOBqLIskJ9TreWKUqTG4I2OroKAObPn99r+/btRgDweDy0qqqKt9vtmQBw5513pmzcuDFCURRMnDjRtnTp0kKn00kvv/zyPvn5+WqO4zB9+nTr4sWLW0TfeL1e8uc//9ly8OBBnSRJ5Nprr616+eWXSwFg5cqVpgcffDBVURTceOONlS+99FJppy7y/zgLGHt3ASG9ADwe6rF0l2aP2KeKsNL9qv0Fg8CQFOpxVP6aD3W04WjSpIFWQa8+vzv70upUQ+MTzcfLSqxdTiHxfLsS3u+/BrweAODdAKo/fg8RV8yF+aprO7iXll+nO558Gj9s2YLYqCjsXb2qYfmqH9fjxcXvIDv3OLasWIaRQwYDADbt2ImnXn8DoihCUKnYa6+/rps4YrgDAGbcPB+llRXQqP3p12v/8w7iolsWAPzXex/go1Vfg+MoFj32CC4e55//Wb9tOx56ZSFkWcHNc2bjwdvmAwAUjvd6QUVKCPP5fILkdTZ58FAbjbWcIEj33ntv8pdffhlts9k4l8v1W/37r776auz7778fSymFXq+X//Of/+SPHDnSAwC7du3S3nHHHRaHw8FRSllmZmaWTqdjre2rMV9//bXpySefTBZFkQiCwF5++eUTV1xxhR0Atm7dqps/f36ax+OhU6dOrV26dGkh/R/N/W6LBYwVLCBkCoCDCNLDZ8g4A21kbaxRjfAp8lwKf+e+bk8YXzxrRP7y9zendWcfjTXZXff82llNZs0cGCdKSnHb40+grLIKlBLcOncu/jbvBgAd02SVXq9b+MrLvvEpybA7nbjoL7c07Lu4rAzXzZqJfz36cItxdFaTPbzKQSlVRFHifHanrrkjRhcbW2W321u1d9vSZAA4cuSIatiwYYMffPDB4ueee66sfrkkSRg6dOighIQE388//9xqBsSHH34Yeeutt/bJyMjImjhxogsAHnvssYRly5bFUErx2muvFcyZM8fWoQ+pg5yW6r6AMRuAz0I9ju5y5s31Iejez27B80ZkZYvopvMCAPQGzfC/3DVtC+Vo0Cv8Vq74FJUffdDEeQEAzONB5UcfoHLFp40Wdu4B7KFXXsXF48Yhc+0a7Fr1Jc6pa2l43y03Y+/6dd79e7ZKMy+bjleXfQpNnySm6ZMEwRKPZ959B9PGj5NZ3RGJWu0hHCdRjdojxMU4//7SS8pbzz/n+/37tThaUID127YzEMIWvb8Uk8eOYb9//y2bPHY0Fi1dygDAaXfqRVkhXqfT0Nx5Ieh0DrXJ5ASADz74oDA7O/twdnb24dtvv738kksusQLAhg0b9Lt37zZkZ2cfysnJOZSZmalft26dEQAeeOCBsuPHjx86ePDg4V27dhm++OKLFqHPH374YaTP56M5OTmH9+/fn/Xxxx/H/vHHHypJknDfffelrlu3LicnJ+fQV199FbVv377/vd613WdJqAcQFHpGncJHAwEAJGweEjRR+mpep+p2qyVCCL3179NZXGJEXle293y7Et7VK+qdFw0wrwfWLz+FdfXnHRxIyweweVddidXvtgxYGtSvH1a8/v8wfmTT04+ONGPl229i7zer2YdLl7rn3XQzuEizQZM+iFG9Dss+/wz7D/+OX3dud8TFxLC6VumMarVuUKL8UVnl+nLjRvbbTxsca5Ysxj+ffwmyojBZUf4/e98dHlWVv/+ee+/0mfTeJgkhlY4gLFVBKUqRLup+BUFRcRFEEFQYK4Kisgis+hNRZBcWZAEL7iK9CAgiLYTQ0gsldfrMvef3x82ElEmfTALkfZ48SWbuPefcmXvf8znv+RQ6+933se0fq+kfO7bRzT//ggtXrlLCMLzAsDaBEN5YWqqxl5WyLr8k0fviBgCMHj266NixYxeqXsu0adNupaamJqekpCTPmTMn7+WXXw4HAJvNhqeeeipqzZo16ZcvXz5/4MCBi1KplNbWVkUEBATYfvrpp8upqanJ69atuzZt2rRygeqFF17Qrl69Oj0tLe3c1atX5Vu2bLlnQ1x0lF4CsLelx9FUkHvRSm41bAxALMkb5oqGouOC/jL40S4HGzv7uYyTUXkNwnIslrw6F6d+2IZ9//wOn2/ciAtXrgCom5NP7d9nXPfNOvr01GkyeUIi9b+vBz2dfBaOn/CQYIx6aBAFARiFwgRCKKvWGFJLS43//u//hD9+2mGrmZP/g80//4IL167ykEgsZqNJbjKa5FajUVV1HSX39r7JlHko12Tv1sTJDsycOTN8wIABxVU/rXfffTcwJiam1lxHhYWFzKpVqwI6depU7ol+8uRJ+datW30uXrx4/pdffkl9+eWXI+x21y6P7kgBowyBLT2ApqP1GI5uRKuZkAghQGCgue4j6wdtu4D+L78x6qx/oGd6U9ty7ATzBj1ubao9zcCtTRvAGxoewVKi1+PQyZN4euxjAACpRAJvby/KempMfu2j9NJALylApQaD0eHKSQBg5ZovMWbUo/D38QEYhpcE+BlkwT5SWUQAJw32leeXFhODycQMGD6IEMLQJ0aOwA979hBQSn7auxdPjBpBQCl5csIE/bZf99iJRGJlGEaQKJXVLoJTKIx+CQkXnWW237Jli8/kyZMLxM+LwGKxELPZTEwmE2O320lISIhNo9EII0aMKAUAuVxOO3XqZMzMzKy2K0UIgdFoZGw2GwwGA5FIJNTLy4vft2+fSqvVWhITE61yuZyOGTOmYMuWLV4N/rDvftwFfAzco7Jyq6kaYbpRGgBKs1zRFidho5+dM8ynZ7/Yow05jxoN4i5fLSjesQWC0diocfW9rzt8PKuvrePbRSM2KrLa69179zZFxMWbZDGx1s7duynNZjOsFmt5Fn6xLACBwzDn/Pz1Mm2kRRYZpZDHxjM/7t8vmTRpEtVER6uj4+IN7SLCceLMWXLizFnSLiIcUWFhRCrhyNhHhtm3HTioZ728bxAiChWMVFq5LDUh1CcmJlXu5VUKAIMGDTJotVpb1TH7+PiU31N6vZ51hAJs3brVMyEhwdS7d28TAAQFBfEcJzoC19RWRfTp08cUGRlpA4Du3bubrVYrYzKZSHp6ukSv1zODBw82MAyDJ5544ta2bdu8a2vrHsAdz8n3opcybV2XrASQ6YqGCCGS3gMT+j3zt4cPKVWyBuVpaU5ODvb3R9fEBACARqVCXHQ0cvKvA3DOyYxMZu/eu7cp6v5eeklgoLJjUhIjcrKFkDLTnYDg8qXLuHGrAH379jVLQ8ONUm2kQh4XTyRhodIf/rdL8sRTTzJqrdYWGRoGp5wskwpjHhlu+f7AkQIihsQTqUpVrQ6vwsfnhnd0dDohBLXZuzVxMgCsX7/eKzIy0pKQkFBpPXTlyhXJf//7X8/p06ffrO0zfOWVV0JfeeWVPJlMVn7zbtmyxWvMmDEFCoWCxsfHW7VarWXfvn0ujb+8kwWMay5sq0WM1nuRnJ3npWhBxMf2g6/PAQAFrmhOpZF3fW7usEBff02jSZ8wjCCXEAUAlB7cX83zoiqo2YzSQ/sb3M+1rCz4eXvjuTcWode4CXhe9xa1+XqYJb4aBaOQqF9f/B6JaN8Z/9z0Pd5+cz4AIDs7F9t2/IwZ058GkXBU4uvBsCqpCgxhQAjAsMacnGxlSHCwQCQSuzwqxB4WFWl2TAjXbxUgOMAfrJf39cjuPa4WFhZIqM0mZTmWNxcW+vrFxyfLPDwKGY6zcQqFwT8h4YKzONjU1FRpVlaWdMSIESUAMHjwYEOfPn1Kg4ODO4eEhHR64IEHSrp161bpg7t58ya7a9cur2HDhlVzY3v66acLlUqlEBAQ0DkqKqrTzJkz8wIDA/nMzExpaGhoeTKrsLAwa3Z29p3tlts8yAZwx9cXvxfVi9YEa5ExMmdfSqFgF664oj1CiMeQUd17jX2qT70J0nbyt2q7fFVBLWYYjh9u8vjqgjRCq5cEh8glQUEKwhDZ999vRdeuXSCTycqPmfLMNHTp1h3vfvSxTBIZZZX4+asZhUL0miBATnYmGx7sBwg2gzTIFyGREbac69eRc/06QoPE3NOMQqEPiIzKz8nLldgLbgURQmApLvb2CAnJVvr750mUSj0A+MbGpji84erCkiVL/MPDwzssXrw4bNWqVRkAcPHiRRkhBH379m2fmJiY8MYbbzR6kf3NN994JyYmGhUKBU1PT5cEBweXix9ardaam5vrvtIArRN3vI18b+rJrQoMgO4AjgJwyWZfSLhv39mLRpsJQ+otnLuLk9Ozs3H6Qgp6dOro9H3W08ssjYoWpMEhCkYuVwOAM04GgH9t3ISxj422ybWRClajUZZXBRdsltycTElwgK+ZUcgEeXSoNSQ4WKjIyYRleIlfYFagNvLWraxMfyrYOSoIrMDznFd09GWpRlNMGIZX+Pjc8IqKynBmIzuzd51xcklJCbN8+fKgZcuW5VRt48UXXwxftmxZVm2heIcPH1ZkZ2dLH3/88UreG9nZ2dLw8PBy2zkkJMTqbPOwKbiTBYza5biGoWUWJOQe9MBoZRMSIQSkR/f+CAw468I25XEdwjLlCkmj4r0opeCpuBi0F9RPV7EXFAAMI0ijohl5XLxJGh6hr/McO48/L6Rg2qTxOLH7v0alh4d96fIV5Ykz33vrdWRcOo3JE8fis398BQCYPe91fPDuIrAsC07GcYQhtzmEMDZQQUIpBcMQBpRXAFTCeigZSCU8KasqAgpQu00q2KzlBibLsrxgt0uoIDC+sbFXlf7++T7t2l2tqX71N9984zN8+PBCx+7duXPnZKmpqfKsrKwzWVlZZw4ePKjZuXNnedy2zWbDmDFjop999tn8xMTEatm19+/fr2QYhubl5Z25fPny2c8++ywoOTlZSp0IbuRefG7rgI7SHADHXNikS2Ml6417MAdGa4Mhu7BT2o4/XLpTExkT6M0whK/PsysUF9WrTb6obm6WBAVTeVy8Wd4+1khksnoLfESptDBKpZVRqZQOT4vz589j/oKF+HzN6vLjNqz/FmdP/4mD+/fhyPHfuX/+e3O5FU1BAbtJD1CGEDCwGVUQbCqWYznWx8tMxXBHCgCCyaSGGHkjACj37jAXF3t4abXZnhERGR5hYekyjabeW5wLFiy4kZmZeU6n02UtXrw4GADsdjv5/fff1Zs3b7527Nixiz/++KP39u3bNfVt04ETJ07IFy1aFPrll1+mA+WlMCt/hq3M1mgBuNJGbhHOujc3+Vp6ANWgANALwHlXNciwTLB/oEdGfW1kV3Eyq/GwyOMSrPK4eDPn51+Jy/RGIx6f/QqWzX8VHuoquUYJQNRqC+fnZyeElK8XnXGyAxs3/Rt/nTpFUpGHqGA3wW5SUkrBMlQOu1ENUClRSAWiUpgFQuwAQHmBpbydI5SKnhICZQgh1GY0qmRqtcE3Nvaywtf3pqdWm+WM52qyd51x8ty5c0NmzpyZ7+npWUlQ+te//uXp5+dn79evX42cz/M8Zs+eHfH3v/+92oatO2znO1nAyADwg4va6g7gBIBa3WRcDcZ9C6F7fiavE4JrvagHDu2knfv2WP71ZRPzPL1VDUv6SCljsVIrAHA+9SuSwvn4AFKFFQSEMIyCVavVnL+/gVEqq7vklt0NoUGBCA0MRJ8HBxo4b5Vi4qSxzKk/z1Q7fPLEsdi6/UcAwIk/TuPxvz6LqPhu2PKfH/Diy/OxdfvPVjCcHlTgACoJCw1GVvZtMTcnN1caHhHGysKD9QG+Psi9cQOsxrMwMytL4ufjIxZhLysHVZSWFjVuzJiYnoMG+Q4aMiSipuvdunWrz5NPPlk+W23atMmrR48eBk9PT8HT01MYPHhw8eHDh8sXQZMnT46Mjo42L1q06Lqz9tavX+87ZMiQYplMRkNDQ+09evTQHzlyRBUREVHJ4yIrK0saEhJSq5vzPYwvALjqs5FA5OS7EW18XAcIQ1xacUihlHZ89d1xVzy8lPAK9KlV3GU86xchxnrVzs2MXG4DIYQwjJxwnFIaHmFhVCorcRIOV7maCyAJCOCk2kiGlNloWVlZeGzseHy7bi3atWtXfmhoqFhoQqPRYPLjk3D8999BKRWoYDPAWmoFb1WHhYYgM+t23uLsnBwSrg2RR3aMZzLy83lA9MDIzM5mgwIDbQBAymKsr1y44JcQF9ep0333Ra3+9ttG3bfTp08v2LVrlxcgerD16tWrNDg42K7RaISHHnqo+MSJEw2qGHPlyhXJuHHjYr766qtrSUlJFgCIjIy0VfS4SE9PlwYFBd3rPL0fgKs2ZgYAOADAUteBrgTjFhGqtbkFt1q49MuY+tLD9rlvj1V6eKttdW3muoKTCctQIpPyIERCGEbO+fvJWA8PMyOX22w2Gya/PAeTHhmO0Q8NrnalVCLlJX5+HJFKypWNmjgZAE6fPg273Y7uZbkzqGAzUrtJD5teAYCpysm5eXmcNjZKHp4QV5KdJy4XGI1HcUZODhMc4C8AAMtxdsrz3JlDh6ITEhKSeg0Z4vHR8uXVMzajbnu3IiefPHlStXjx4rDQ0NCOX375ZcCKFSuC33//ff9Dhw6pd+3a5RUaGtrx6aefjj569Khm1KhRlZJiFxUVsZcuXZI/+OCDcaGhoR1Pnz6tGjduXMyBAweUYWFhlTwucnJypGFhYS7l5DtWwNBRqgcwBsBaFzV5H8Tb1pW7iLXjnlSXW+klu3hcLMuEEkK8qUCtxYWGoIacS1iWl0lFlVfTbwCIvPackUShhGb0ZBvx8JUTkHIjTuLnr5JpIyWymPYGeftYg1QbqZeGhevlcQl2Rq22BPn5ISwoEBfT0wGA7Nl3gE1IiAMAXLp824N7x0+/ID42BgBw9cJJXEv5A9dSTtnHPTYCn32yVBgz6hECwa5GGe0HBwdBo1bj6PEToJRi/YZNGPHIULPt+i3lIwMHYsP2HSAsy3/x9TrV8EGDrADAMOIExlutss8/+ICmpKQk79+/32nG49OnT8tKSkrYQYMGlbsyR0REWA8fPqyx2WywWCzk8OHDmsTERDMA/O1vfwspKSlhv/rqqxrDeiIiIqx79+71EAQBJSUlzB9//KHq2LGjecCAAYa0tDR5SkqK1Gw2k61bt/qMHTu2ftsB9xh0lH4L4BEAjUsOUBl+EDn5oIvaqxdI27ZtqwAhrhUwCCFEKuViARCrxVZryTtJ996ArA7Olcmh6uk8Mb8sKlovj0+wSaOiJIxMVm7wMhKJShahlcrax/JcaLiBchJBEhSsl8fGGWWRUXqH0UwJQxlCWFKWZb+oqAiPjBiJJe+9iz59bvdpt9tx86a452KxWoUffvoJHZKSAN5shM2gAhWkADDykaHYtGUbLBYLrqWl49Lla+h5XzfavUPn4mvp6VxaVhYsdjv//bbtHqNGjigFIRRULM8XGhSE3Rs2SM6fPXtx3rx59S7Td/bs2XJPkE2bNnlqtVoLADz22GMlFy5cUJSWljI2mw2HDx/WJCUl1ds1/ebNm+zw4cPb63S6rIcffric/7VarU2lUgm7d+9WCYKADRs2+I4aNeqe5mkdpRkA+gNwVaxTf4ihgs1Xbq0q3EPHrdQobXVw6XpRIuViCCEcpRDqSu7fFE5mVCqrPCGRytrH8RL/gHKPNgLCSkPD5JLISMmMD5bZ47t0sc99/XW9VBupl8clWAnHid5oHCsQhhCRk8Vh1sTJDvxr4yZMnDBeAABKeQtsBgV4S/lc4IyTe3TvUdI9IsLjckYG0rKyYOUF+9bt2zWPDB5sAUQvZQAI9PDQHP/111spKSnJzji5Jnu3Jk4+efLkxezs7LPZ2dlnp0+ffn3WrFm5CxcuvLFq1ars/Pz8M9nZ2WfXrVt3tVevXqXbt2+vFJbm6+vLFxYWnnac37lzZ8OWLVsu9+/f3zh27NiirVu3+phMJpKSkiJNS0uTDxw4sOHJ+mrBHStgAICOUjuAaQBmuKhJXwD3Q6yhXS1ZiqtxT3pgtKYqJBUhCM0yrl9/+rNaXFld8PDxMHGMGNbEqtTwnfhErcf7TZkBTuNRY7wvI5GoCMepWKVSzWo0akIIJwuPkEnDwko+Xf6B8f+ee1HVuecAnD5zDgtffRkAsODNd9Dxvn7o3HMAdv26D59++H7lRgnheZ7aBQorQCUA0PX+geVvr17xIaa/MBvtO/REdHQkhj4wuAiEsbwy/Rm657ejaN+pc9T+ffu85k19WgYCSAhYLy8PvaeXh16uUta6YP3mm298R40aVVAxLm/KlCmFkZGRlri4uKTExMTEpKQk4+TJk4uvXLkiWblyZfClS5fkSUlJifHx8Ykff/yxHwBs2LDB8+WXXw4BgHnz5l03GAxMbGxsUteuXRMmT5588/777zdJJBIsX748Y+jQobHt27dPGj16dMF9993nssSvdxt0lO4C0BVi6TVXoB+AWxBLAroD914ISSsU0gnrWgHDAQHEaiwqVdR2DFGqIBv2WK3teI4cB0ZZ3XGA8w8wEJlMTgiR1BSNNPmJpyT9Bj+kunT5MhPZuat67bpvlIxcof7pXLIlZvAQevzPP8kjI0ZhyNDhAIDPVq3G5ctX8M5776FLt+7o0q07rl+/DovFgiHDhqNTl67o0rUbggP8+GemPKkHb1Hv+PEXLHr7AwBAUmI8xo8ZiaRufTFs1ER89skHYDlZCWM0M8vfeN028rnn0XnQwx6PjRih7xAYEAhQAp6XOPjYw8erCILg1FacMWNGWGBgYCez2cwEBgZ2mjNnTggAfPzxxwExMTFJ8fHxiStWrAhct9ZYVUkAACAASURBVG7dNQDw9/fnZ86cmd+1a9eExMTEpE6dOhknTZpUXFtbFXl62bJlARkZGbIPPvggJD4+PjE+Pj4xOzubA4DVq1enz5gxI1Kr1XaIjIy0jB8/vlpG/XsNOkqLAAwCsMpFTUYDaA/Ru6PZk/86NjaaFa2N/VrbeG7D5etFSqnVZLTUKigDjedkIpXapaFhdiJq2Jyz844cPoJ/bfo3t//gQa77gIHq7n37qXfu/EUqax+LHb+fMLV74CFy7PjvTH042YF/b96Mx8c9Cspb9LAZAYDUxckw2Y0ShdL88esL6Mjnnkd8UlLCuEeG2xMjtQoQQCmX8J5lnCyVy516QtVm79bEyY3Byy+/HLJhwwbP2o657777zKNHjy6IjY1NGjp0aOzHH3+c7gj5dhWIsziVOxE6QpYDmFP2rxWiC3JTjNEsAEUAOjRxaDUiMMTr6rNzhkU3V/sVkAog1g391I0A/9OkW5fOLT2MqqDHT+xHQeEAV7f793e35xUXGZ16YAzZuRNaP79Kr3n6e+uVMqKueuzNf32HW5s2VEroSRQK+E15Hn7TXmzU2Khg08NmqNZXnWA4fZnHRYO6AwhPiTzdfuuWB7VYFNLwyCuCxSwXSks97AU3gwGASCQWabj2MqNQ3hUiwenTp/06d+4c2dLjcDd0hHQA8CcAh3FiRdNyDQkQvTH6oRmF97lvjzmjUMo6NVf7ZXBcR6tA6oYj6RCotqXHUREyb+U17aNdo+o+smE41/t5i79UIav7yLKyfTv/Uyl5HJHJ4TlyHLxGTxT/51iB2nkGAKSRUXpGIVcQkDoN8hrQqGeEUt4Ma6kMjbF3GFkuX2ri+dJSD9bT6xajUuup1SKzZqa3B6VEDGcJyuD8AurtfdHacS9yso4QOYDtAB4ue8kMoKnlwM8C8AEQ2sR2asRfHkg4MuiRLn9prvYBgAoCf2nDb419Zl2OwF7tDni2D+rf0uNwgjMAXDo38ryQ/UfnKSERvr714i7zj1tg3fkf0HpwMufja+T8/RnCME25z00Qc4DUGxSUwmYwQbA3KDQOAAVhTZRn8+wFhZ6Ut3NSbfRloaTYgy8u8uVLS3wAgFEoS6URkVdIWdnUOx1N4WPXyiEti98g7vpFAhgK4DmIIoY/RHfkhAa2FwYgBKLS3FxGs7vUI7fGLd6RaCbX8ZkLRtCft544fur4lZ51fduEYXi5lFQnPYYV/CY/Rbwn/Z+p9PBBiT03E1xgCO8xdKScVTc4/1mFDrmGXzNhzY0QLwCAAJQj1NRO4qPiwfqlUUoJq9boiURq5Q2lPqxSzrPe/ulE5lxdbsMdhVwAuyBy8VsQ55p2AOIB5AAYjIYt1hiIcdjnAHijGY1mN+CO9nx0ByhtHk8YCUtlvqH++sL8AoVg52tdtMgfHQef0eP11sP71HxxAVhPH6h69gGjVIJIpTx4nsjatbcKBoNdMBoZRiFXNzEHLIsGihiisSzu8DWqR8ESzKoYsB4B16mdsTAymRUymZVVawpBBAWjVBexXj4uqdDVhpaDjlKzjpA9EMPyigE8C2AWRF62QAwPaWjZ2Y4Qky0fAdAsIoM7EmYThmEhfgb1EjabG614T9nlI2NZJlTjpbLJ1UrerDfWKTSoxz5hVj0yWm74/TD4wgKwXiIns15ePLVaWWl4hJ6Ryxn7zZuE8/NDE8ULAGi4SMBbDY22kSmvJAwfLfHXWCiVZoJSwnp6lQAg1G5VMXK5jfMPSrtbxIum4q4RMHSUbtERsguicOEPYAKa7g5c0Wj2gShotOFuRDO5IjEsE/zo+J7BfR5MPPbj5uOatMv5iTUdK1UpLYxPoACGBVhODkGwwmIUoFArQQUzS4jEe8wkR6hIk0vEEUJUlFPqxUzI9TmBNYEKTZ3kKRhOD97YjnDKTEB6nUilVll4sBEMawQnNxPCtN4pvA31go7SWwCG6Qh5CKL31yQAfcve7tKEpjtADO/7DUDvJg2yDQ60xuetmcZEICW8OiDEx2y1UVNB7s1auU8ZEko9p79oFEtEMxxfWmplVSoGLCsFz1sJwyhYjQaspglC8m04FlL18h6loBRWg1ms9tQEMJwevNWXMIwHpcrzhBBIQoNvwmaMgMzjOiFsm7F8F0BH6VIdIRsATAHQGcCjLmjWA6J4caSsTZdWD7pH0Rr5GGim8EoCKvH2VrB2b7Wh8HqR1G6x1mjbylRKm6J9O7uiU2dCOE5GbTYztVrBqNUq2O1GcJySAIwkqEFp52qDEg3wVqK8RQ+7qTHiRQUQG0DsBOYYUOlFQKpnPDxLpTIqQKLMAyO548vVuwp31U6QjtJiAF8C+D8AU13YdAeIN/LvLmzTnWg9eSdaaw6MZv6MvH3V9z/53ANhMfHBNWYF94wIF4hEpiYspyYARxhGSRRqNQEYQhhFxQSdLgMrVYKTNyCxDm0qZxBQXglGUgxWIuaZ4S1eoLwMnDLPUcavDXcHynJiDAQwHWIuC1dAA1G8OAgX1aa/l9EaCbm5yycSgZfLWEHtF+pfY0USpZ+vSeLnqyEcpyQsqySESDkPDzVhWSUBOMKyTRMOaugWgAH1WcQIdiOoveljEOxqMJwerLSAEAJKBRY2QwQkqjRC2DZj+S6CjtIsiOKvF4CVLmz6LwBuQAxXvhPRmtZCrZGSmxeUMhy1q/wDPcBJa16ge0SESxmpVM1IJCpCCMdIpWpWrVYTgJAy8cLFI2PKfuq0MyioALu5qR4fKMspR8BwpWA4MR+czRAMhjMQVlZMCGmzkcvQmh5aV0EPwBPAixBzWLgKXgB6QCwl5apSMO4iqrvxe3Y1mt9VkRCPfoM7VLsnOYXc7qmN0BOWc/v3RAAGjFQKRuq8HjdhrCCcXiyTyruAnCGKWJSXQeBllFKAt/hB6nG5rQDEXYudEI3mRieNqgH9IOYquuridpsbrW2H7Z41iCQMlbNcdQ8DdVCQUeHr0yKeBxRUTXmLnlLBWu09KtipwJvFnT6zqzxoKQS7BlTgKKWA3ewHTpFHWKlLM8a3odXgNMTk910ghiy5CpEAtBCFZZeAum/Dq/XYyK04hqTZIQgSlZe6mlgg1Wis3tGR+hbSdqSU8pTy1mo2MgUFpbyljI+NAHUNJ1NBCkoZUF5GqcCC2pWQqDNc0vZdhLsmhMQBHaU2HSF7AbzRTF30h1hGSgkgoikNNVecb6sGbfIOfnPBLd+FyWQVAEDl71cgUSo1ACTqwECz0se7iW5nDQelgg2CzQK7WQFQD1GkoCxABBBQUBDRPdkuddmSi7AmEGIDYaxgZcUAZcFKCwnDurQ+dBtaFfZAdDW+rxnajoGYaOsQboeoNBr3pO1IiND6NBX3TY0CL1bYUPr5mszFxTKAUE1IkLwZdvNqBQWlEOxG2C0MqF0DYrVQTm4AFSgEXiwpKdgkoIJrhGQAALGBMDYQxg5WfouUub4QTuEqb6k2tDLoKL2hI+QUgGHN0LwMorB8DGK+o1orFdQFN/Jxq7HFqdDauLgcbvmMBF4UraRqtRWEwFpaKvUMD7NK5LIWsJF5C3irrawEqpxSQQ+GY8BbKAhLQXkCwaaCK/OnENYIwtjAcHoQzgzBqoFEleWOfDB3Gu46AaMM7wBIAlB73Z3GIx6ip0eTkhcJAiVwvitJcNuidJCGUPaaY7es6s1cMfljxWMovAOLwHBXy2pqO3kIqKM0MoXN4shmTuF4YAih5UOilJS/jgrtiZWVqdgHEcTflMJSTEDBgAoMKBhIpXqItcT5CtdU8Zor/k+cvFfxmKqfGVPh2oUq7znacnY+AcO4xVU2Jj74vr88kHCk79ebFekG2jU4Ls7KW231y8BcXIzkLd+jNC8PmqAgJI4bC7ln4+wDKtiMsBkUqJhLo2LioeaiSsorQDgeVJBCsHoQVlZMWXlhM/XWhlYAHaVpOkImAViP5kmUpoAoXvwGMdyv0QkJ7DZ7MSCriZMF3OYSBxc7npSqXgxS3J5faaXjpBIDZLJrIl+Wv1+5L1E+JBAoA4Eve0bLXEcdXFvp1EoUUpGThdvcDEA0jhlxd4cSgDLSEL8iauczwLKCw0iioKTs7/KxUYEy5f9SEDCEEkIoanJppZRQShnCMDwIqVyulVJSdoVlYyPU4YBFBUqkHvKbEEs2Ni+owPmG+OkFiUKQ+/h4UIQLvMVqghjzzLiSc2sdBhXssBlsoPztHAKUl8FmaObEglQCynNguOuwG4PAel4Fp7he93ltuMPxNMQky81Vcel+iHZeJppQyc9utwP1s5Er2obObGQGlfMYVLKRZeGBPBhCauBj3OYqQDBZZAAps4sh8hZTlreLVrGRq9rcpIwzGQcfQwAoS3mBgSAQKlCW8dRYoVRmgRAelTmYgFSxa297qJBKXF+TjUwpAwKhSruOz7DCJFJhrqEQr8lopOCb3ylNpZJwIN4GdXiEjBDCCbxgpvR2GWd3cDIFBXirI5+Fg4MJeLP6dlrPZtpzo7wShC0Eb/UCKysEIy1F69thaBW4KwUMHaVWHSFjIe76vQPgpWboRg1RvDgMoDsaVZKKEohud80KZtxcI5HK3VGutRIopbfo1R98q7wc5u5x1At+ftm42fybToQQ1aBHuvyFFGWehCQMhBApJ5PWmXX+wPtLcPCDpbAZbnv17pw9B/1em4/+CxfUu38KKoC3GGE3qy6mXiaTnppW/t7VtHS89eZ8vDxzBv48fRbP/+1VmM1mcByHVZ8uQ88e3bBh4xYs+1gMnVWrVFi9Yhk6d6pun+zeewDzFuogCALUahW+/mIlYtpFw2Kx4P+mTVOf+OM09fH2Um367mtrVHyni/UV90+dOiWfMmVKZHJysvK1117Lfvvtt/Md740fPz5y9+7dnr6+vvZLly6dd7w+Z86ckO+++87Px8fHDgBvvfVW9sSJE4v/85//eLzxxhuhNpuNSCQSumTJkqyRI0eWVu0zPz+ffeyxx6Kzs7NloaGhlu3bt1/19/fnBUHA1KlTw/fs2eMpl8uFtWvXpvXt29dY7y/jHoKO0s06Qn6GWA3qKG6XV3UlegPIgFjlJK4xDbAcqwHg8vKdlaCNyCTtopu3j5pxDOLiohyR/fu2uooulOcpdu1xS18SwqvB8gZADKnjZFI14DrOrYqpz0zDjz/9jICAAJw78yeoYDPAbmbf1L2r2PHTL2AIQUCAP77+fCVCQsRkdPsOHMbsV1+HzW6Hn68P9v1vh9jWc3/DT7/sQoC/H86ecO65Xxtn//K/3Xj51deJ3c4HPv3UE8Y3FrySCE6ej3p6YLz00kuhmzdv9i0pKWGNRuMpx+t///vffRcvXhwWGBhoA4Bnn332+pw5c24CwPPPPx/666+/egHAvHnzcqZPn14IADt27NC89tprYTabjenYsaNh06ZNaRJJ9bRPK1eu9P3oo4+CAWDu3Lm5L7300i0AOHjwoPKZZ56JNJvNzIMPPli8du3aTIZprQ6fLQsdpdd1hHSHaMduh+hZ7GqEAgiCWMmvUSXqGYYhaG4+BqBdMoOSlolhPYHqnomtjo8BgJ7445xbbGSBl6kVRAoq8CAsGJaRO5zhmoOTMzMz8denpyAvLx8Mw2DaM1P4l2c+ZwJvUb/51hLUxMkA8PuJU+g9cCg2rv8S4x4bWf56SUkpErv+BaNHDsdnnyytse+PPl2FeQt1uJ6RAj8/X1BKMWvuQuz876/ecrmc//rL1dH3de9mg9Tjcn2upTab9vPPP/dZvnx5EAAEBgba/v3vf18LDg62z5o1K2Tnzp1eDMPA19fXtmHDhrTIyEjbmjVrfD755JMgAFCpVMLq1avTe/fubaraZ0pKinTChAnRxcXFXIcOHYzff//9NblcTk0mExk3blzU2bNnlV5eXvbNmzdfjYuLc2XIWiuK+3IxdGJVCRZN2I2rJ/qgkXHY92QISWuFO78Jhs0g7To725WwQfTsMZT91gPQ73vnXeueNxdVIm0AsBkM2PPmIux/510bACNEV3oLxLhWW9mPnQI8pbye8tYS2IwW8DY5CMvHxcXZTx0/aD91/KDt99/225QKBUaPfNQOgM5/420sWjgXp47tw1tvzsf8N94CAERFRmDff7fj9PH9eOO1OXhu5itOL/GFWa/iu6//gVPH9uHxCWPx3tKPAQBfrdsALy8vXD7/O5kz6wV2wZs6BahQ7+SkAQEB9hUrVmQ899xz+VXfmzp16s0dO3ZccnbejBkz8lNSUpJTUlKSJ06cWFzWlu2nn366nJqamrxu3bpr06ZNc2ooLV68OHjgwIGl6enp5wYOHFi6aNGiIADYvHmz59WrV+VpaWnn1qxZk/7CCy80KaTsboeOUgOAQDSPeOFABESD90Ajz2/b6WgdcB8jM6wNUkWl7/3A+0tQG+fue+ddK25ztKHsx8HBJlTn43JO/r+//pX/6ccdFkHgBWo36WE3SwFwc+f8zX7690P2U8cP2ocPfZh/6/2PeDCctbCoRHjx5XnYvuU7nDt5CP/+7qvy8Tz91CTs3Lax1suribN5nsfM2a/h520bkXzqMLb8Z5syOTlZAaH+VU1Gjx5ddOzYsQvO3hsxYkShg3Md4sXGjRs9T58+rUxOTj5/8uTJCytWrAgqKChgeJ7Hs88+G7Vx48arly5dOh8REWH97LPP/Kq2mZ+fzy5dujTk+PHjF06cOHFh6dKlITdu3GAB4IUXXtCuXr06PS0t7dzVq1flW7Zs8ajvddyL0FFqh7jJ15By1g0FC1G8OAGgwZ6WbsyB0Ya64Z65kRABnMwEhqm0wd4ITjbiNg87fptRxUZmWc7+4bJl9uSzp0qPHPi1ZPXqNcz5c+fkIKy9AifbyjmZMDwg8udrb76NIYMfqHYJb769BAP61e6cn5mVjV/37ENE+O093Z3//RWXL19F6tnj+HL1J+zMWXOVEOzK+ibPr8mmtdlsWLBgQfj+/ftTU1NTk5OSkkwffvhhAAAsXrw4LzU1NTklJSV52LBhxQsXLgwGgJiYGMvhw4cvpqamJi9YsCDnueee0zrrc86cOWEzZ87MT09PP+fp6WlfsWKFHwCsWLHCz9PT056RkXFu5syZ+XPmzHH55vVd6YFRAf4QXeWaGzEQH5AGhZRQQbhrBSQAABWKACRXfAXODdOqrmwOdISYPLXZQdp1M5GE4QeBam6J1V0VnSn1lFKAElBa9j4R3QcJgXBgczCuZ8QAABn05E4S19OTEJJFKbqjsh8agbgjUg5zcTEOf/hRrWM/9OFHkvtn/U0i93Bur4lehawaLAuwzm2Vvf/bhXbtYhDVvgMHAISRoMQkUMi8aJHRjqCQMEDmxf9lwMPl59zf90Fk5cyRQOZVVVUlhLCSYhPlIfOiRQYrExSqBWRewvafd7GLFy0SIPOiYyc+RWbOfo0VKLj6rmhDQ0PtoaGh9u3bt1e7L4YNG6a/ePFivY2xPn36lKvJ3bt3N1utVsZkMhGFovJi5pdffvHav3//RQB47rnnbg0YMCAOQPb27du9nnjiiVsMw2DQoEGGkpISLj09XaLVatvyedSMeW7oQwpxR/EoxFDCeovYtJnKKbciFKH2JHs18R+B6Erbs1lH5wArUTFjZh9wMo6qY3O4aVeG+D0SMaCciM7XhAEtlfSEh58NJWXlUxVqA9TeAghhUFb9w1xUhIMfLK013vrwhx9Je836m7Qmzq0NAwb0R1paGsswLAinKO/Hy+/2bWqyCmAlMhCJ2rxx63rpmDFjERGTBIDQgHAvR+gS7T9oOK5duwYKhoPMq2IYZPl9XMbZBAC5v+8gZOW8wkHmZT925DfSLiaGiY7vwgPAhImTmG079yKxay8zKGVBSJ3+4oMGDWpQos/z58/L+/btq5dIJJBIJEJiYqJx69atnsOHDy+VSqVCp06dLAAwdOjQkiVLlgTNnj37ZsXzt23b5tm/f/+SwMBAHgD69+9fsnXrVs+hQ4eW6vV6ZvDgwQYAeOKJJ25t27bNe8KECc6TU7fBgb4Aermhn/sA5AE4hwaElAj83U7HMKHupKfVQwxvv94cnjNOQXqNyiBSzyLUZSPX5Mgihtc4whvLbGQGtITrCZbjwNtZEELhE6wHy7GkQjWm5uTkkJBghIQEA4DG09sfiYlJyL1RzHWQaqpxMmEldiL14ABg5YoVGDN2PP39xAlQTkkh8+IB4MSJkyTvRiEzdMgweuLkSVL2erXvcPb8Z7kPln7EPzZmDEelnnbIvLDt593Mk399mhK5N+3VbzCKSv7GZd/U60PDfKSoRyWUmmxahmFAKUVpaSkTGBiIkpISJiYmxgwAPj4+5WFJBoOBcSxvHnrooXJuf+CBBwwzZ86sZlsLgoDffvtNs3379qsAMHXq1Fs6nS5k/vz5N3788UcvnU6XAwBTpkwpnD9/foQgCHClV9zdLmCkAvgaYt3r5oYSonhxCCJZ1yek5O5Wl6lggpjQqbHIgpsEDCjVnsQ/ulkmchLT7SC9nhGDQO0lEtfjfkKID1Bud9ca45y85ftqinNV2AwGJG/5Ht2mNv42/+fGjcLEieN5lOXE+PST5Rgy7BHy6rz5RBAEHDl0AFWT2n399ToMGzoUxMkOzv/78gs8OmIkq1Ao4OHhgaNHDoEATE5ODiLCw3gCSKUSTvD08BBu3rihCAwMMqAZkxR99dVXARs3bvTt3LmzcfXq1Zn+/v6VjPNvvvnGOzEx0VhVvACAW7ducQ5RQqvV2goKCjgAyM3NlURGRpaLN8HBwdY2AaNOLIMoTHq7oa9eEENKcgHE1uuMu95eRjuIgntjsN+VA6kNBEIQgqJkhBCX3ieMMReQKW7ndlJ5ghBSSeBK/n6rWzjXGV5/4018u/47eHp6Ys+v/zMAkKemXoLNZsMDDw5GaWkpmfXSS+xf//rU7WsiBEQM36/Tk+3rr7/GsKFDQAAuNycHEeHhIIAdgDwiLAxHfvvNRig0ICgG0KSA9507d3rFxsaqo6OjzZ999llmTEyMrWvXrqZ33303pLS0NF+v1zNHjhzxSEhIMAcFBdntdjs5cOCAsn///sZNmzZ55+bmVptXsrOzJWFhYeWcGxoaas3Ozpakp6dLgoODy3lXq9Vac3NzXV92/O7DTjQhxKOBCIK4qdiQ/u5uG7lpIoQrqyzWCeIXrCaqoKbY887bNeRSSOVmmPQKqDyNYFmPql+6uzg5LS0Np/78E/fff1und3Cyh0ZD9+75VQCA7OxsbNu2HXt+3UVOTDsBRty1ZARBwKvz5mH9N+uwe/ceR1qVaiv2HTt+QFhYKLp26cwBBAwBRwDk5uQiIjycL7t+LjQ0lGZn5UjCwsJloDDXKA45QVWb9uOPP87o1q1bkkKh4LVareXbb78tr2riCAXUaDS8Y7OuIlauXOn3wAMPFFd9PT8/n9NoNLwj1C8yMtKan58vLXtPGhUVZQUAiUQCtVrN5+fnc8HBwS7LN3hXewDoKKU6SqdCNJrdhb4QF95pzt4c9lj3A/PeG5fy+LQB+0c93ttd5f9aahJoar/uK+9nvhVU90ENh3Dsx8P0j10dodDcItGdcwhhfBpyfmleXr2O09fzuArgIbrR6S0Wi+nHH39iJk6YUG7wrfnH5/hk+UfITL+GT5Z/hGemP1vp5L179+GrtV9j6QdLnDb+yacr8POPO5CVkYYpT/8f5rwyF4BDhIcZIEUgTKrNbrcDRI9G5ZCpH2bPnn09PT397IULF5KDgoJsL7zwQnjF90+cOCFftGhR6JdffpnekHadbda3lYKtHTpKfwIwEKLHmjsQATHPkNNdLl9/Teb898ZfnLP4sVNd7293XKWRd3bDmFryJrlzJBrB5vKycVQQrCjM48ByPCQyK5jqLmnNyLl1wfzeu++YM9OvGSdNnGBbtXqNCgBrt9tx8o8/8NMPO/DfnT/jnffeR2pqaoMbr8rZFfiLAjCaLdabJrOlGIS5BlA5muC+P2HChKKMjIyzqampyQ8++GDpk08+GQUAY8aMKXnooYeKevToET927Niobt266TmOowzD4Ntvv706e/bs8I4dOyZoNBqeZav75dXEuW1c3DjoKC0EMAjA/9zUZcWQEqcL8GdmPXxo/nvjUgY/2uXggCEdm80uaCVoyk3q3ipJplsuDzWilBphNthhNUvBSeyQKihx8pG4g5P1ej3Gjp+ATz9eDg/Ri8MKwP7eu+/oM9OvGZ94YjJdtXqNFABenv0Kli55H1U5avWaNRg+bBjCw8Ord1AGo9GI95Yswdtv6aq9RykFCBiAGAFy02y2GK02WxZAzGhAAvSqNq3FYiFffPGF/7Fjx5Lz8/PPJCYmmhyhIgCwcuXK7Ly8vDPjxo275QgtceCHH37QfPfdd34rVqzIcjreKihPBF7Le67CXS1gVMBCABvc2F8MAD+ICdMqgxDIZJL4mPiQAWFaP5ermTWgZYxWZ0zUWmHVR1BKXb5zztz/aB/2mQ+82Knv+zDdHqp3bLEDmqD66Srqeh5XBgtEcYgDoP7ll/8qunXtisDAwPIDvvl2PcaMEYv4jB8/DseP/17+3pkzZzDt2eew/T/fw9e3ao5W4MaNGzh95gzuv1/MFThxwngc+e0oACAsNBSZWZkKgGpsVku00WiU+Pv5BgEQHDXTXnrppdD4+PjE+Pj4xIZcVE0IDw+3cxwHlmUxc+bMG3/++Wd5pv8rV65Ixo0bF/PVV19dS0pKsjg739fX156eni4BgPT0dIkjGWhISIgtLS2tfFLPzc2VRkREtHlf1AEdpWcATIIYq+oOSCF6gh2GeO+Xw6A3e0qkbIxKI+/66PiePQkhzZmfQ0TLSgh3joBh07vc/Z8wjJT4BHPEN4QlXgG8M6+FZuLcumCAKOLKACifevIJyfdb/wMACAsLw9AhQ6BSqeDn54f+/fri9OkzDWrcGWeHhYUiMzMLEJ8PyfXr+d6x7WN8ACGobBzk8uXLA11o9wAAIABJREFUEgcXL1u2zL++/QUFBfGOnb85c+bcOH/+fHmVtKVLl+alpKQkHzly5BKlFLGxsRYAGDx4sOHkyZMXz549e2HgwIH6qKioai7TYWFhtqysrHLOzc7OloaEhNgiIyNtFT0u0tPTpUFBQW1cXA/oKOUh8vFxN3Z7H8R7vtpur0TKMVKZJL73wIR+SpXMHYIycCfxYkvBXFDd2GsiCCFKolBJiG8IS3yCCeGcZO1F83OyzWbD2HET8MTkxx12rwGi2MZADOtWPjH5ccbBySdOnsSkyU8iMjoGW77fihdmvoRt27bjt9+O4rNVqxEZHYO58+bj2/Xf4bUFCyv1deXKFVy7lobOXbsjMjoGWVlZ6HZfT+Tl5SEsLBRZmVkEoDKAet66eVMVHRXpDyoEA7CBUixZssTfwclpaWnVPi9nNu3Ro0cVAJCUlGRhGAaPP/54wbFjx1RVz50yZUrBjz/+WO71eOzYMcULL7yg3bZt2+WgoKBqHnlBQUH20tJS1mYTqTYtLU0aEBBgK3vPeu3aNanj89Xr9WxAQIBLy9jcEwJGGUH/H4BtbuxWDTHb+35UIMe87MK7XVGuiKYKGG68PykDKrh8x68CjqAR8eOJ48ZCoqrGM5UgUamQOG5sfZpzJJiTQTTcGQD418ZNeHzSxEoHhoSEYP9+MQ/inj170b696HWekZGBMeMmYP03XyM21rlXvre3N4qLi8t3CXft+hUJ8fEAgJEjH8X69d9JALDff79V+sDAAQLDEE+ASh3jWblyZbYj+Vt9LqouOMQHANi4caNXXFycCQBu3rzJDh8+vL1Op8t6+OGHa/RPHDJkSNHnn3/uCwCff/6579ChQ4vEaxlZtGHDBl9BELB7926VRqPh28JH6gcdpT8AeAGNSOzWBPSBWJIv2/GC2WTzoNStY2hDfWEpas5FhRE1eH25mHNrhijY6iGKyapLly4BZXPmjh9+QHycWEhn1MgROHjoEOx2O4xGI44d/x0JCfH17qYmzu7RowcuXb6Ma9eusVarVfLvzZvZkSNHAJT6gFI1ABrTrp3dwcXz5s27Ud8+K3LuP//5T6/o6GgzIJbFzMvLYwHROE5JSVGOGTOmGACys7M5ADCZTOTDDz8MmjFjRrX+Ro8eXbx//36PGzdusDdu3GD379/vMXr06GKtVmtTqVTC7t27VYIgYMOGDb6jRo1yq4v9nYwyT4xRAP5wY7ehALQQbaNy3Lpe0jaH1g/uFV2sJc2ZpJxCzAfn1MugOTmZUopnpk1HQkI85syebYDoeaECwF66dKl8DVKRk69duYS0q5eRdvUyxo0dg9WfrcTo0aOw4bv1yEi7irSrl/HRsqX461NP4oMl71fqr2PHjriel1N+flhYGP44cRxBQUEYOWIEvl3/HSilsqNHj0o8vTwRGhqiBKgnxLmBWbBgwQ0HJ0dGRlZ6VmqyabVare3y5cvynJwcDgB++eUXj9jYWDMAnD17tvwz37x5s1e7du1MAHDp0iXp+PHj261du/aaIzdRVTAMg169epV+/fXX3gCwdu1a30cffbQIAB555JGitWvX+gLA119/7d27d+9SV1eFuicEDEAUMXSUPgZgEdznvgyI7nJ/ACgGgMJbpbUmornL0NQQkOYvOl2pN3O9DbQG4jCARu0kyD090e+1+bUe0++1+aglcZERYvIfGwBF2c/tN41G7Pr113JvCwe+/HwNXnn1VXTu2g0L33gDX/xjDQDg7Xfexa1bt/DCzJfQpVt33NfzdkXG4Y+MQE5ODjiOw5ef/wNjx09A567dsH7DBny47AMAsE6dMrUw//p1W3RMe+HjTz/F0g+W8CDsWYBUK1/qDBkZGVxgYGCnL774IvCTTz4JDgwM7FRQUMAAwIgRI6L69u0bf+3aNVlgYGCnTz75xA8AZs2aFRYbG5sYGxubuH//fo9Vq1ZlAsCyZcsCMjIyZB988EGIQ9F2GNETJ07UHjhwQAkAb731Vu7evXs9tFpth71793q89dZbuQAwYcKEYq1Wa9FqtR2ef/557apVqxoUgnKvQ0fpegAPA0hxY7fxEJ+B8pKPdjtf4Mb+72S41aOOmgqaa660QrR9nNo/LuDc2sBPmPi4vXefvriYmoqwiEj1V1+tZQDgtQWvo0OnLujUpSv+979fseJTsXJTQkIChg4Zgk5duqFnr79g2jNT0KGDmAfx8clPoneffrh48SLCIiLx1VdrAQD/+Mfn+Mc/PgdQM2dzHEc//eRj/cNDh9HY+AT7+HHjaIekJAaEyQNh0srGW+siacaMGWGBgYGdzGYzExgY2GnOnDkhgMitMTExSXFxcYmrVq0KWLduXRoAWK1W0qdPn/h27dolPfvss9pvvvnmqiN++u233w6Kjo5OSkhISBo2bFiRo/zfgQMHlBMnTtQCQGBgIP/qq6/mdO/ePaF79+4J8+bNy3Ek9Fy9enX6jBkzIrVabYfIyEjL+PHjq8Vst6Fm6CjNg1iK+hs3diuHmDvuAMrsvcJb+ntmXYKmiRDN7y1YEZSXUypUCyNwRcu47YHmFM3JyQcOHjSt/24D9uzZiy7duqu6dOsu/fnnnQBq5uTGYNr0Z3HixIlajxk2bKgxIiLCGt2uPf/M9OeE1Z+tBEBsIOzp+iRVrsmmjYyMtL366qu5ffv2jYuNjU08e/as8p133skFgLlz54a1b98+KTY2NnH37t0ea9asyQSAN954I7ioqIh76aWXtPHx8YkdOnRIcPQzYMCAGIf3x/Lly7NWrlwZFBER0aGwsJCbNWvWTQCYNWvWzcLCQi4iIqLDypUrgz766COX3zvk7k+6Xh06Qg5CzFXhTmRC3P2OXbh0YibLMjUHSbkYzPQPk4lU7hJ3/IaA8rZzNG1nvTNOO0E6RIXeLSCh/Q8RuVdz3BdH4STT94WrueWeCXXBWf1riUpVW/1rCvF+k6Aeyd3cC1IEwmSW/cODEB6USiFWeLmrdl9Onz7t17lz58iWHkdrho6QJwGsd3O3AsS8GANGTLx/f5ce0e5IYiciJvoQiWnn7vnHgUsA2jfy3ANwY9Z7yH2TmdA+Lp23yjjXCDHpdq1oBOfWBQtEIbm1bWJYRT4mJQAkIMQCShkAMhBiquvkOw1tnFw7dGIYXTHEXWh34gyAEIVKxs19a4x7krc7MGSwQMRKRO5GUzhVDzdzCYkafpEwXJwr27xwNZcmxMdbUY8cDy7mZB4iJ9c5F7gZFCC3ymxkKQALCKGgVAHAWh8h405CU/j4bq9CUhOGAFgLYGJdB7oQ4QBMCqV0H8OQbm7stw31BWGaY4fxCsSKC47MuxVLybIVXgMqe6yQCr9J/4ULSM+ZLyJ5y/fQ5+VBHRSExHFja1OczaiZmB2GNANR9WbKxkDLxuAo02cre99VPGHD7euyghBHVk9J+f9tuBexAWIoyY9u7JOB6B131D/Q81668e6cayVscxhqAkTDtWr5v4qgANB/4QLa88UXafKWLaQ0L49ogoOQOG4c5B4eBI3/HJ0tOOwQOZnidnifY6wUlfmYwHUGtwDRG0UCEBMAoUy8YMv+vuvEizbUDR2lvI4QLYC9ECtGuQudAOQHBXudAfCgG/ttQ71BXL5mpLSc12raTS9/vf/CBULPF19E8vdbmNLcPFTg5MaITyY452MK0X7mIdq+sgrjc8bJKrhuXjUBkIPACpGDzaCUKROUTW02cmXckwKGjlKjjpAG1S93ERQAusLdrl8th6Y+be59WomLA7TEEo75EF0ka+257LcRtSjqcg+PqiWiHF4WjrCQipOAHNUnBILbqn1VtdthlFf8DGRlx8tR+buoelx9IQFQCoCA8okAe6nM4+Ku8rpoQ8Ogo5TqCGmu8K260IvlmMMt1HdLoCkul+5112QYVwsYZkpBAFQsm+psjnG8ZpZ7esi7PTO1vu07XKEr7lxX5GQpKn+GBCJ/S+F8t9vBsQ57wXG+QwyvJHKj4fNlWRgNKQLl48u8MAruth2+NjQcOkpv6QhxXxW42wgkTIvNBS2Bpti47v9+CHG1N28KxNLetbVb8TOyyj095N2mNoiTedzm0Ip8rEL1Oc0hXjgTiQmqr92c2ciO342xkRUiH1MPQFABzBW0zHN4R+BeijWrityW6NRktHr++sOphqUQbzpaRra7k6qQAABhXCks2QHcRN3iRVNAIE5iFY1XUsuPGQ13C1VDFDrZCj8MxB1DawPa4UFINggpASHFIGwa2oSLNtyGy2tS1hf//GJvAs8LmXUf6SK07C7KnRMzSjhXL6RPEVL/UnRo+LxJIIoMVQWFmvjYgYbMOwQiH1fkZIcd18CqPuQmCLkJQoxizgvSljOiDRXRIpx8NTWvw5WLuQfc3O2dZau2HFxZSjUHAEdIg0KcGzp/EYh2an1t5HqFF1ZBVRvZkV/JiIaJTBYQJguE6EGYmyBMJlxcdvRuw70sYPwLwC8Q3Zb3QLzJnWZadTWOHrzY22yynnNHXy0KsfpLU6CHKDRRiDv3zQvXChhmAEl1dFi1VnJjnseGTLxyiMKKI/N9UyCDON663IwpCMkHYc+CsHniD3MDgPFud4cTBMEhMLWhbtwC8CGA3RCrReVBfIaaHQa9xefw7vNuTMDaovd9UziuM8SExO7hY4a1131Qg8A74dza0Jj+pWhY8mkFRD5uqu1BIBrS9REx9CBMChg2HYTNBWGuA6T4XvC8aOPkBmE5gEMAtkMssWqHmzYdtv3zt46CQG+6oy8AIKTFjJGmLFA1EPOrmeAuTgZxpYBRBCCmgZzcGA+Qhjzvaoh2hys89JUQn5e6nhleFCvY8yBMPgiTD5BbcNN6tCXRVD6+J0NIAEBH6XkAwyq9JibxGQ1gFQCXFnmvBAp8tHhr4ty3xpyTK6RNSXLZ2tFUQyERIikXQCSuDADNV8pJTF7lCqRAfLZiajtILuNwq6AAvj4+KJs/G9N/Q3YUgdtJPV2RAMqhOld1m3bABsJeBiHVq/7cA+LFjRs3PAHc/UKlC6Cj1ABgXrXXCYkC8BmA4c3Z//7/nesLQg71f6iDO5JrtuSuSlM4zgtiKdobEJ/9/RDziDQPXOeBoYdYdeYvTji3NjT2e2poYjg1GubNVldbBojCSHVBnJBcgMmpxr93OR8DbZzcUOgo3QVgV6XXCJEBeB7AEtRSNaKpMBos3h/rtha/8taYAkKIT3P1c4eDQEwOfxOiiGGH+Pw358PsKgHjKMoS9DeAkykat2Zt6Mag475ujDdGVcggfi9mOH9ejGU2cmWRo42P64V7VsBwQEeIHOJNFgdxF/A/EBMvLgAwCOJuSgBcSAoSKWt6cf6IZLlC2t1VbdaBFnoaXFLiRlPl72yIQobD4CNwWWZ8xlXPQzGA++s6KCzQG1n5hbhx4ybKbOXGTA4cpeAJafDCREkp7IQ0mQMIABWlsFR1z7bbhQKBUiVaX5Znd0AAcM5ut09r6YHcSdCJFow/REOMgbhLMwbAQohJlwMhLsI1NbXRGAx6pMvB3gPj3ZNcuWVD61zRt3/Z7wEQF+tnIO4yORKbtYcrNgAY1lVCTzJEPmadcG6NoBSSxtiRlIJtxHlSZxzaSKjKEuOBkNvGuyBQg50XrAD8XNDHnYg2Tm4EdIRoIPJGAoBcHaWf6gi5CGAOgO4Qn/0AV/bpH+iZPnXWwxZCSKwr222FcAXHVXyeBYjrl5sQF84CRLuyWhW8RsIV/FQCcczBgFM72CnK7NwG26uUQt5IHpcSAgFNj1TgALBV+Z1S8HZeKKKUejax/TsVTebje17AgEjKMRBVIKoTfZlOA5jkOEBHyEIA77mqw5ETex3XeCrcV7avxfQLl+80EgChZT+3exHLIVKIRBNQ9jsHtw3tBIhq6iXcDqEQSxKJC6HOYusuybB8GOIuZZ2QcCyiQsvnnjw03uj/A0CPBp7DALgKkURcYSTIAPx/9u48Ps6q7P/459yTpNN9SffSTvdtSgmbyFpEVpHFKipFxUEFHx8eBQLihkRUFLGPAsrPR8TIYhAFREBAQJZSqFCQIk3The77kpTuSZqZ8/vj3NNOk0kyW5JJ832/XvNqOnMvZ2aSa85c9znXeRJ3dXYHsIJg8a9ycFzpWgqBK4D7cR2ctWXW1gE3+7f4qIx3yVESo2+/HptOPH3yKe04jLgjR2Dk+jl2o2nsWQPMw3WcPVzM7Y2LDb1whawBVuFixQe49z1ejf54oLsxgVwM9d+J+3wvgiYxtzX/If24ms1+Adxn2UlkX+i7EJfs/yduFOMO4P8IFq/J8rjS9XwE2MLB1XIos/YZ4Bk4kHT+C/DJXJ3w0i/P2FJUVJDJ31BX5+HiXeLo3zrccq1F/s/FQB9gJdAX1+8ciovDq3CjBepwsT0KDAfGAJjcFPF8Fzg1/p80YvK/gQ9lcD4P9/ubbpKtAJiPW0Ey24S8wb2eD+G+f+wA5hEsfizL43ZpXT6BUWbtO7jhpS35E65TdiRwPVlm5Iq6tfPL3mHX+2x7zDU1JARD33scHJXRALyBu3J7VDPHeA03BaJ7M4+najuZD7HbQuZBsukUjdSMx31AvUvzr02qfgz8lGBxmoXkRA4qs7Ye+Kn/3w3NbLOyzJjrcB2B28hyWllBUUF9B86Bbm/tsQLWKA59T7bhYlQ8Tq/C1TY6sZn9lwGbMV4u5gAv4GDCJF2DWt8kqUx/Hwtwr1HKSfAWzAeuIFis6RKSlTJrn2jlcVtmzC9xX84+7d+yUlAQ6PLfTXKoG01HKb/Hwel/u3FTOkYDJUn23wO8gvEGWmunGDfVPlNLcQmUTGRTE2sNmY0SOh6XbNiM+w6RqVrgv4H7CRbnurZTl9WVi3imxJ/zt7vM2gfLrL0R18FYkenxCgoDdaGxg0e0vuXhoF0SGMkkrl1egBs+PLqF7U8GSuz6V7vF1s9dbPfvfTPD836An6nOQDYFmLKZixrATZ96JYtjfI9g8feUvJD2UGbMCOD3Zdb+CZiOG62RsQ+fNmlVDprVWXTEF4OBHPqlfjTNJy/ATUE5xdYsPim2Yd7CWHVVNsvcFpH5SJ1hGe43BDcdNVMn45LKNRnuvxA4S8kLaQ9lxvQF/lNm7aO4kcuX4b70ZaTfgF4bevTqNi5X7ZOkEvvIvXBTTJq7gNYTmIGNhe36ue/H1s9dbG10VYbn3YFbNrW9ZVOUsy/uc2R+hvvHgE8RLP69khe5pQRGK/zhyx8qM2ag///XcVnKv2dyvIs+++F/FRYVtFjc8bBhY52r2nf9rtHU1kwmWp9pQbUjyHx53mwCW7YJsSBuBEYmw4ufwV0FF2kvMeAsgDJrd5RZezkQIYMK+X379dh0zIfH56iGTqeQiyHA7cNGe7Bv6zRqa7Ip4pdpXN1KdvO9s13V5ijcVdJ0bQcuJ1isJVGlXZRZuwO4qMyYQJm1tszaClwfuTKT413+tY9uMMb0yWkjJTfqtk+ktmYy7ntRJsbgLvRlIpsR0tnW7ujv31pbdS+Z2wgWZ/R9UVqmBEYryowxZdY+VWYPLulUZu0u4FO4OWRp2b5td8Dadh+Z0DHDo9v/eeZG5q9WlMwDZTZDu4/AdVyz0c//d0Ea+9Th5lUrqyztaVOZtf9IvKPM2j8AP0r3QHv31vW11nalkUPtMYUkt4zJpmZIpp9BW7M4J+RmScMZuJFx6XSaX8CN3hBpF34f+YEyaw+sGlRm7SrcylFpJ5V37di7z6axrqZ0iEx7yQ1knojIptjlyCz2jRuPmwKzPI19NgEVOTi3JKF5Zq3rVWbM8WXWvph4Z5m1tWXGPA5cm87BXnzm3VP27K6dd/ZFx7Q0hPYw0Tk/hOy6OdiDFfWT/RtN+NlwIBFoPjDDPrzf9Mho6nSyZUjTsQJXETwb8bnrLRUU3YmbM/k4cAPB4kzrb4hk6iNlxrxVZu3ORvf/GfhBOgfaXx/t/uNvPmy/+7PPfGCM6df6Hp1eJ/zMNzEOxt/GsTjxsSguHsdvkHkCo/HvVrpytcRkPInRUtHvRbhpK9OALQSLO+eFA+msjigzZlCZtf9OvLPM2jVlxswjzVXifn/X86fO+vLpr4ybPKy9Ct1bOq5SXKesvWRXPm3sobE3WUyO3+cRf55ewVZzxIwBprBnJiNssqlBMQI3rS/T+htxR+FGWUdp/mLABlx//gbgAYLF2dTukBZ0ws5M+yqzdpcfhJOZA3wJV9G3sQbcH0w1bi5rNVB91oVHDznuxAlT2qSx+cbGOmUCg0OSEulcsbR98AJLMzxntkvb5aLgXdxSmiYwGnDxojvuyso8dZSlg7xE8pFOW4A3ab5S+Q4OxuRqoGb85OH2zI+XjDHGnNQmLc0/mRYZ7miZjhbNdMRJtvG0BDdUOhdJsVCS++LJcwM8BfyMYHE2dTdEMlJm7doyY7Y18/DfaT6BUUuj/nFBgbf9ws98eMzYSUOzvRiTjk6ZROhg8T5yenE51jAcrzCT7507yG4EBrgpTbmYLjqM5IXv433kWuAjBIsz/S4gKVICIwVl1iYdwllm7eNlxtyIW45za6PbrrJGw+Cis2f1xA0/yiaTmL6OGo7XeRMYGbfb7li50QQHpLssaQy3VFU2SnCjMMZmeRxwQ+UW+MdcgxvC/EfcyIunCBYvy8E5RDLix9UmVzXKrK3xVyc5iqbxuKbM2iZTnaKzZ83GFZ1rTx3ZYe48NTDibCybqa4Dce9/usPisp1e2w1X2T8XV5FH4S6WnIZbGnUAbrTRQlxhudcJFqc9VF8kV5rrIwN346aRbOPQeLytzNomozejs2cdh0tQ92qjpuabzpo8yfTiVTF7N79F75HHpbnfRrJPYIzFFfPMdrQzuBF2a3FTU9bgah69iPt+9zzB4k05OIe0QgmMLJVZ+5tUtw2UVuyJzp41HDfU/+P+7Zi2aluCDkokdNbYnIXd68O2OFxtCoLpDFXbTOYV7+N64AJqLhIYwzlYRX8ebvmppwgWt7bcsEiHKrP2NdwylCkJlFaURmfP+jlwHi4en01uOjjNsx0Vj/2zd7rAbLNJJkwB5pJ+AqNHFueMG4lLtGU7ncTDJS+W4xIy5cAGgsU/z/K4Im2qzNUX+kWq2wdKK96Kzp41ELfa38eBC8hNn0ZyK+PRt3bbwiJ6Dq8zXiCdenHZTukDVyvubbKfag1u5b45uBj/LG5llTsIFmdbi07SoARGOwuUVsRwV03mAzdHZ88agRuS/3FcZf1sKu3mF9PJ+skHZfwFwwycvtwUBE9Ic7dtZJ/AsLgAnSvjgDdwCYzfESzOZhkqkbwVKK3YCPwe+H109qxuuKvm8c7z6DY4ZUcGxhidsZBn5v4FHJ3Bfv1zcO515PbL13JcTC4nWPxWDo8rkjcCpRV1uGK0L0Rnz7oW92UxfsHvFLpW/MpXmfaRt5qhxxemmbyAJCMuM7Ce5NPxMjUUeAv4J/BVgsWddcR5p6UERgcLlFasB+4B7onOntUdOBO4GLiQ7OsiZMTu2zbH1iwe3Ohug7V+xzt+Ec8CeGDBYjAmdmBbTIxoXWddy7sHbtpEeskkE6ii55BMOqy5SA4sAsI5OE5cDDcs7i7VupCuwu88Pwc8F5096xu4wogX+7ccjZZLu5+ziaZLzyUWqmx8P7ir9vGilybh53Snt3W8+p1H2FhDlfEK0q0dVYd77pmMqMnFZ2+2SelE+3HvXSnB4oU5PK5I3gqUVlhgsX/7eXT2rAHA+bh4fC65GSmFtdYak9YVt1c5dFSXafRvIi/hsVijn3PZZ2tPW3Gj29JT2GsZ3fqVZHC+XCQHVuBG9uRKMVBBsPjPOTympMFotaL8FJ09KwCcxMHOc8ZXcryv3L7IFAWnJtz1R9zSPonB9kBGwu7ZtN9uevN04NuZnvMw0Frl98aqzehzC0ygKJN5ev8CPpzBfonmAblc2WYO8DmCxWtzeEyRTis6e9Yo4CJcPJ5BplcCx4+ba8aPPSXhnhrg8/7PiR3h+IezxY0I+DG5vYLUeRT2WuuNOiPdpfDm4q7YZmInyYtzp2MX0DvLY8TtBK4gWPxojo4n0qnl9ILfOWfGjDGJU9XKcKOkm4vHMeBy4LMZn7Pze4d0Rrd5RQtM6MxJxivIZJR5uv3xZOJ1hHLlQeArWmWk42gERp4KlFZEcVneV6OzZ11PNlcCmyapFhEsfrq5zU2wGFMcfi5WWT4cF6S7oh6kM1+837hFJlCUaXY3F4X1jiG389tfUPJC5KBAacUa4C7groQrgRfh6mekcSWwSTze5YUjzcbjuFhl+Xrc6JDOV4gzW9HafjYWXWG8QKqJ/PfIbq7zXrJPYPwHODnLY8RtAVr9HRHpKgKlFfuAJ4Enc3DBr3FQnueFI8+1tEOssvxF3Kio9qhjl4/Sqkthhh7XLcPkRa5ku4RqYw8pedGxlMDoBPxhdO/5tx9GZ88KAZ/A1SlIzAonv+3bvZNu3ROrOr+e4qkjwL3AY3TQdJYOdDypF/zZaXoOb7zsaDpysbThenI333o1cF+OjiVy2AmUVtQADwAP+FcCzwZOx32mNh+LwbK/oYZDY3BNKuf0wpGXY5XlI4DfADNz80w6iVhDb7vtvSozuCTVGFdDdvWkmqyQkIFcjb5oAP6XYHFzKz2IdGlJLvgdiUsuD6a1eOxEOfTiz4rWzumFI/WxyvIP4Vax+h1dL7F8Kq4AfQqrKnqrKOqdzZS6XFyY25GDY8S9ilstRzqQppBIq2KV5VNwdTpydTWps1hKKnPGvYKFZvR509KbQnmIZcCETHf2bcItPZbt8mP7gDKCxT/L8jgi0gZileUFwI+AUrrYRQgz+rxKEyhMZd74+7jloDO1CJja6lYty9W0vr8DXyNYvCYHxxKRHItVlp8F/D/cRcWuJLVpesEBc7wRp2QzfSOb6YBxC4BM6m80tha4gWDxwzk4lmRBCQxJSayyvCeubsaFHd2WdrQeGJHCdrszRi/JAAAgAElEQVQJdFvKwWx+vNipwR5cAtCMOHWgKeqV7Hjx9aTdXtZau+aFt7BR/8uJiYGxGGPdz9YV6LPWJC4xaPpP3Gv6jsm2SFEt8CGCxe9leRwRaUOxyvLP46785WIEV6dgQme/bQqCqYyKW4SLZY2n1XkJ/99B83OiD5nfHXvtr6/aJW/2cvWpsRgvhjHuX/zi1tYaYtYc+H/33ru8z9x4ehaJ7bjvESz+cbYHEZG2E6ssHw08DhzVwU1pT28Aqay6t4lAtw007iNb6x2Il8ZrMKGzjjbGS7Zs9iF14uyObRtij87e7B/K+rHY4pnYgXIlFrAx7+DiA+B97Mo+Zkgo24uFbwKfIVi8KsvjSJa61NUbyZwXjuyJVZZ/CjdMejZuiN7hbhWpJTB6Ea1reR6kCSymsGdzx4oPdd5NvGp+UZ+97N2cVtEiW1O1kIIe/8ErKPJv3fEKe+IV9m6twnZs89uvsH9PwPQJRU2f0O50zisi7c8LRx6IVZa/AXwDuJLD/fPcK9hNoFuqU0hSGT1R1cJj+/1/NwFDzaipxfbdlwZibePVuZq3dye28rU36DuoN0XBIoqC3ejWoydFwV6moLDFpJPdvPr92DP37DATj99rxpXUmFCup2+LSC554ciqWGX5DFxtpNm4ZTYPd3UpbjeUaF3Lr0e3fnObSV7Awc82N2WlZ59iCorWsavmQymeH4DYSw+95p10YS2FwSIKu3WjW/fudOvRi8KinofWcG0q+tCtr9N7wH4z6fh13oRjVfsiD2gEhqQtVlneHbf2cS5XvchH28hd7Y9qEzorZgq6D0ry2B7cUn+PAMuBG22sodaufDqGG/Y2FvdhGE9wBEl/BYSdYHZjvN0Ybx9eQT1ewX68wgYzYMpgu+29aup3noyrrt3bC0dyMQdcRNpBrLL8KlxtjMOWGXr8K6bnsGwr0Sd6leaX1Xsd9/n2YdxVRqJ/+fkctqwehhvZEU/gf4Cb+57uUq21GLMLL7CbQMEeCorqKArWUxSMmuHjrRk1tTj2xK/iSZj/CZRW/CrN44tIB4lVlg/D9d1ST3h2PqmOUE6NKVhkRp8z3niBZMndd3EjW76NW3nmo3bj8qrYY7+cAvwN+DiuT7wDN8ou3fpDMWAHnrcHr2A3BUW1FBbVUdS9gWCPqHfW5VNjD/5gOw37JwALgel+bULpQIf3FRtpE144si9WWX47rrjn4Wob2VehB/gL7iref9sNr79hRn10kH/fOtyyTscCfXFDltfgAvB/YbyH/W3+jptXWYNbC70fcB1u2cUduGRGKp3nPmD7YKNgoxDbf+ABu3n+O0T3x6eweLghgSpQJNJ5PARcT3Z1H/JbYa9cTJVZB/wK+C9cnKvGJY2X4eZZA4zGjb57BPcl5DlgBN17PQKs5OCSihtxMfvjwM9wiQyLi9GtCWJtkGjDIKINUF8Le11Rf7tlzU67qrIyYdtT/DaLSCfghSMbY5Xl/wfc1NFtaUNbyU0C4xfASGzDp+y29+aYwSUnAn/Exeq3cHHa4qZLPocrMn8yRcEKXDJ5rr/9NlyiIwx8FzgD2A4MoPXvuh7Qn1isP7F6aKh3R/bFnrj7NRr2x0dZT8XF+O3ZPnHJjkZgSMZileWP4VZDOVx9QGqd0easBCb71apnYryTzZiPvWC6D3qm2T1qq13V7GDx1pYOHKssH4sbmVFG8uKqdbjhdgNJa4lHAG71wpHvprmPiHSgWGX5uUDzsaWTM0M/9IrpOTTbERjnEyx+mtrqacCXcHOrnydYnHwlmNrqIDAMWE2wONbcQaOzZxXhpleeCHyH5HVJ1vv3JxuF15JNwMhAaUVDmvuJSAeJVZYbXCJ0VAc3pa3kYgTG33DfIQqAKyno0d8LnfkcweI3k25dW21w9eJqCBa3ONU5OntWCTAG+DnJV+j7ADeqeSjpX8yfGSit+Gua+0iOtTzpR6Rlh3OthLvILnkBLnh+EKssXwv8Cht70q54aqb/wZZcsHhLa8kLAC8cWeGFIy/gOuGLGj28GbjCC0dCuM73D4D6NNr9xRbbKCL5aFdHN6ANvUKPQbmYzvcUtdXrgfm4FZfG0NJc9WBxLcHilS0lLwACpRX1gdKK53Bz33/R6OEY8Ciu4z0EN0e+pfobjQ0Fzk1jexHpYF44Yjl8+8j1uIKl2boIN5JhHXAVDXtfjy1/4sxmtw4WW4LFa1pLXgAESisW+EmGK3DJikSLgfMCpRUjccmN8jTbHUlze2kDGoEhGYtVlo/AZZhby16+g5sKEV+KtQCYhOvYfYf06znk0nLcELTLE+7bB/wYN/TsA9zwtbNxQ3njX+z34IYN78ENIT49hXNtBb4H/M4LR1rsEKcjVln+Bdzr+C6uNsn9XjhS22ib6/z2pvJaW2C6F44szFUbRaRt+UnHx4CLW9l0N/B74AmgAfclvg/ui/I5QMsFidvWemALroN8sLp9jyH/6w07oZf/2E5gGm5FrMQk89PAb4GZwOdo/QJNFNdxvZVg8coctZ/o7FkDcUOd9+DqbNwbKK1Y3mibsf5jw1M87J2B0opv5KqNItL2YpXl5+HiUmuexfXdHgZm4KYGj8fF5f9qswa2Lobr488FvpBwfxXwFK6vuAM3jfkCDi3uvw43Qngy7nMllcL/VcB1XjjybJbtPiA6e1Z82fGP41YQeRx4KlBaEWu03X0c+hxbshUYHyit2Jmrdkr6lMCQrMQqyy8C/pfkQ7TAJQPGeeHIxmb2/zRwL9CrbVrYqv8DbgXuxk27+APwD2C/n0E/IFZZPgQXBEtwQ4F/DXwRuN3/+QxcPYtEtcA84CO4oWy3eOFIh1wpjVWW/wy4IcXN7/XCkS+3ZXtEJLdileVDcTHtAg5dPjTRN71w5PZm9h+M60wfnezxdrAd13G/BteR/ztwP7ClSdK3troQlzieAYRwCZkjcAU4PwJcCkxPco5Xcc9vPXARweIlbfA8WhWdPWsyUElqI2F3AWMCpRXVbdsqEckVP6l8Ha74ZHNLCVXhLhg1mSIWqyz3gJtxF6g6qmbhVbg23oyr+XMPLhEQS9JHnoAbYRbGJZr/hCu6+QJuJPBHaTq9bo2/bRg3WuIhLxxJdXWTnIrOnvUi7rMjFV8LlFb8v7Zsj7RMCQzJWqyyvCfwAG6Ya/dGDz/ohSOfb2X/QcCLuKtq7W0F7kpeTXNJllTFKssvxXWaT8NlpFfgrm7+Fjei4wlcVvo+4EUvHGnX7G2ssjwA3Al8LYXNo8BgLxxJPjdcRPJWrLL8K8D3cV/oE+0AprQW62KV5T/CFULrCJ/CFdV8r3EHOS211aOBW3CfK0fjim4GcB3o0bgvFWfginX+lWDxsmwanYno7Fmn4a7QplKI+ZuB0oqkiScRyV+xyvJxuItjJ9J0FOy1Xjjyy1b2Pw434mFImzSwZX/DJS9WZtNn9ZMx1+KSzufjLm6uAybipkIvwY2Iew43SuIlLxyJZtXyNEVnz+qJi8enpbD5MmCSViPpOKqBIVnzwpE9XjgyE+iP6zSv9x9aiZu20Nr+W3HDll9ps0Ym9xYucK7PNnnhew1XLf5LuI7zZOAruEC8Ebck34O41+Q7OThfWvwPg//BZcIrW9k8AHyzzRslIjnnhSP3eOHISFxS+fmEh25JJdZ54cj3OHRaXXuI4eLlAi8c+U9WyQtnK66W0TdwSeMjcSMFnwV2Eiz+FvBJ4CTgSWqrB2R5vrQFSivm4Ka8PJzC5tf4HWwR6US8cGS5F46ciqtJdicQX6Z+Dm6UQmv7v4UbobC+tW1z7DHcCOWqbC+4+SPo/oaLyd/C1ZGY7B9/vheOvIZbKnUT7qJfuy8QECit2IO7oPkrXC25lkzAJdulg2gEhuScP9XiPODfXjjynzT2OwpXL6M9CkjWAOd54UjyasdtxB9SOA7Y6oUjO9rz3I3acRJuqdSWliasA473wpH32qdVIpJr/sirM4ChXjjyQJr7zsMlXtvD7V440v5JUzdSYxfB4g6bnhGdPSuAm2p4fCub3hoordAKUSKdmL+K3AXAH71wZFsa+32R9AtOZmoZcIoXjmxpp/MBEKssL8L1kZclm1bTXqKzZ12Jm47ZkuXAcYHSisZFQqUdKIEheSVWWf4w8OkcHnI3riBSfNje27j5e2X+yI8uK1ZZ/h9aL6xUhltWdX/bt0hE8kmssvwMXHG5XEmMxwZ3RfEd4JdeOJLL83Q60dmz/ht35a8l7wMfVi0Mka7HvwC2FFcnKBcsbipHEa7GRh1uhaZ/AD9vXAy+K/FHu31A67VHZgJ/a1wUVNpeRxWFEWnOt3AVixsXw8zUw7hhcP2AauCVrhyUMzAON9Tvtx3dEBFpdy8DfyZ3SeVluFiyDFeH4hlgYw6mi3QVw4GvRGfPukdJDJGuxQtHbKyy/GpcnYZclACwuCnNLwJTgf8Ab+mCFeDqwKWyat9JuCRQzlZOkdQogSF5xQtHVsYqy/+Mmwudrb8Co3BX+Z5RJ/mgWGV5X1zxpNacglsJQES6GC8cicUqy39ObhIYS3BXtAyuiLHi8aGOS2GbHrhaIY2LZYtIF+CFI/+IVZYvIDfLXT+Gq+Xwa2CuYvIhjia16ezTcUl+aWcq4in56Ntkl81chbuy9zyumGYuCsIdbi4FuqWw3RjapyaJiOQhLxyZjyv+m+nItf24K3zP4JaSrlA8PlR09qxewGdS3PzsQGnFurZsj4jktctxoyUy9SZumsgTwG1eOLJNMbmJK1Lc7kxgT1s2RJJTAkPyjheOVAMX4YYvZ2IdblnXCi8cUVY5uZNwH16pfCn5lj/3UkS6IC8c+RVwVYa7b8SN4nrUC0ee7sjixXnsONzn3fYUtv1odPasE9q2OSKSr7xwZCGuUP7KDHbfj1vp427gTyrS3qzxuJUFWysk6gHXtX1zpDElMCQveeFIPW7N6JQrNOPmod2MWyb0cXWUW1SDm2LzjxS2PQr4eNs2R0Ty3AOkP51sLvDfuI7y3Nw36bBRD+wAvpbi9je1YVtEJM954cgG4AZa/4KdaDvwVeCnwLOqddEiD/gmrnByaz4XnT1rXBu3RxpRAkPylheOLMCNFHg+xV26475or/fCkX1t1rDDw3W4itMXpbG9iHRR/ki2TwGlaex2Mq5uw8Y2adRhIlBa8Tou0fOzFHc5Pzp71oQ2bJKI5DkvHHkUOJXUvmQD9Ac+AizxLxJK8z4KXAxMTmHbbsB/tW1zpDElMCSveeHIMuDJFDbdBmwAnsMVi5MWeOFIDFekKFUzYpXlo9uoOSLSCfgrOP2W1K76rcPVvqjUNL6UTAB6prH95W3VEBHpHLxw5F+4qQ6t2QhsBp73wpGatm3VYaEQtzJLqi6Lzp5V2FaNkaaUwJDO4G8pbBMAXgJ+5X85l9b9ltQL8xlSL2okIoevPcALrWxjcYnkX3vhSGXbN+mw8CYwL43tL/WLf4pI1/ZECtvUAX8gtf50lxcordgH/F8auwwi9RHNkgNKYEhnUI1bCrUl/YHBuAJFkgIvHHkfuBc3cmVLCrt8O1ZZ3r9tWyUi+cwfTfFuK5sZ3PSRzW3fosNDoLTC4mo4bSe1IeFjgSvbtFEi0hkspPVRcaNxieWCNm/N4eMpXFJ5Ja5GUUsCwI/bvEVygBIYkve8cGQPbi5aa2pxdTAkdd/Ezb3elcK2BcApbdscEekEbgLeSGG7WKyyXP2MFAVKK94Gvgzcl+IuZ7Rhc0SkE/DCkaW4flxr9qE+csr8pPJnccuI901hl4nR2bNGtG2rJE4dC+kUvHDkLVpfVvV8XBZUUuSFI3uB+cBiUlvLWjFDpIvzq9ff0cpmQdwojN5t36LDyl9xXzTWpLCt4rGIgEt6VreyzSxS6+eJL1BasQZYiusjp1L7ybRtiyROH37SmVyPK+i5s5nHPWCApjmkbSNuaa1UlqxV8ScRAXgYuBNY3sI241BSOS3+Vb+7SG2uuuKxiOCFI3XAV4B/As3VgSsG+sQqyzWNJD2rgU+T2meZYnI7UQJDOg0vHHnbC0cuxC2t+l1cUGks0r6t6vy8cCTmhSPrcFf+WrOprdsjIvnPjxvfwFVq/zLwTJLNPo+r5i5pCJRW1AN3p7Cp4rGIAOCFI3/1wpEzcUul/oymU4MHAjOAPu3dts4sUFpRHyiteA+Y28qmO3Gj56QdKIEhnY4XjlR64citQBj4HK6TXIobSXA5oMrsmalo5fEYqQ1rFpEuwgtH6r1w5F7cFL7TgS/gEhpP4mLx5zqudZ3aMuDtVrZZ2R4NEZHOwwtH5njhyI3AFFyf+PO4AsH1wNeBaAc2rzNrrY+8yh9BJ+3AWKvXWg4PscryUcAALxxZ0NFt6Yz8YnvFwFnAj4AxjTZ5zQtHVMRTRFoVqywvBM4EnvVXLpE0RWfP6on7EnI98Jkkm0wLlFZomVoRaVWssvxYYJMXjrS2qp8kEZ09qwAYAnwS10duXN/pjkBpxTXt3rAuSgkMEWkiVln+G+CqRnef4oUjr3VEe0REuqro7FnH0HQ0xv2B0orLO6I9IiJdWXT2rPnAcQl37QQmBkortHR4O9EUEhFJ5kEOrVYdxa1WIiIi7WsB8Gaj++Z1RENERITfcWix1BXAlg5qS5ekBIaIJBMD7sEF5XdwBaH6dWiLRES6oEBpRQyYg1tKfB3wOFDVkW0SEenC9uKSGGtwsflBtOJWu1ICQ0SS+RfwfS8cGQd8CLjTC0eUXRYR6RhlwFmB0oqRwNdovSK+iIi0jYeAawOlFSHgXOAPgdKKhg5uU5eiGhgiIiIiIiIikvc0AkNERERERERE8p4SGCIiIiIiIiKS95TAEBEREREREZG8pwSGiIiIiIiIiOQ9JTBEREREREREJO8pgSEiIiIiIiIieU8JDBERERERERHJe0pgiIiIiIiIiEjeUwJDRERERERERPKeEhgiIiIiIiIikveUwBARERERERGRvKcEhoiIiIiIiIjkPSUwRERERERERCTvKYEhIiIiIiIiInlPCQwRERERERERyXtKYIiIiIiIiIhI3lMCQ0RERERERETynhIYIiIiIiIiIpL3lMAQERERERERkbynBIaIiIiIiIiI5D0lMEREREREREQk7ymBISIiIiIiIiJ5TwkMEREREREREcl7SmCIiIiIiIiISN5TAkNERERERERE8p4SGCIiIiIiIiKS95TAEBEREREREZG8pwSGiIiIiIiIiOQ9JTBEREREREREJO8pgSEiIiIiIiIieU8JDBERERERERHJe0pgiIiIiIiIiEjeUwJDRERERERERPKeEhgiIiIiIiIikveUwBARERERERGRvKcEhoiIiIiIiIjkPSUwRERERERERCTvKYEhIiIiIiIiInlPCQwRERERERERyXtKYIiIiIiIiIhI3lMCQ0RERERERETynhIYIiIiIiIiIpL3lMAQERERERERkbynBIaIiIiIiIiI5D0lMEREREREREQk7ymBISIiIiIiIiJ5TwkMEREREREREcl7SmCIiIiIiIiISN5TAkNERERERERE8p4SGCIiIiIiIiKS95TAEBEREREREZG8pwSGiIiIiIiIiOQ9JTBEREREREREJO8pgSEiIiIiIiIieU8JDBERERERERHJe0pgiIiIiIiIiEjeUwJDRERERERERPKeEhgiIiIiIiIikveUwBARERERERGRvKcEhoiIiIiIiIjkPSUwRERERERERCTvKYEhIiIiIiIiInlPCQwRERERERERyXtKYIiIiIiIiIhI3lMCQ0RERERERETynhIYIiIiIiIiIpL3lMAQERERERERkbynBIaIiIiIiIiI5D0lMEREREREREQk7ymBISIiIiIiIiJ5TwkMEREREREREcl7SmCIiIiIiIiISN5TAkNERERERERE8p4SGCIiIiIiIiKS95TAEBEREREREZG8pwSGiIiIiIiIiOQ9JTBEREREREREJO8pgSEiIiIiIiIieU8JDBERERERERHJe0pgiIiIiIiIiEjeUwJDRERERERERPKeEhgiIiIiIiIikveUwJBmGWN2G2PGdnQ7JLeMMZcZY57LYv/fGGNu8n8+3RizLnetE5HmKCYfnowxo/z3NpDh/ofEdGOMNcaMz10LRaQxxePDU2IfN8P9K40xp/s/lxljHsxZ4+QAJTDamDFmlTFmnx/oNhtjyo0xvXJ4/InGmL8YY7YZY3YYY/5jjLku045QImttL2vtCv88fzDG/CiLdnbqP2JjzEeMMS/5r/GqJI+fZIx50xizy38PTkl47Dv++x+/7TPGxIwxAxsdY4AxZqsxZm4rbTnCGPNHY0y1MWaPf96PpfpcrLV/tNaencq2xpgvNm6Ptfar1tofpno+kXyimHygnV02JvuP/48xZqUxZqcx5q1GMbufMeY+Y8wW/1bWSlu6GWN+YoxZ4/9uLTPGXG+MMak8F2vtGv+9jabwvEf7CYqChP1Tjuki+UTx+EA7O3s8vsEYs9CPtyuNMTc0eny0H6/3GmMWG2PObPT4tcaYTf579HtjTLck55jhx74WX2c/9r/ot2WHMeYJY8zkVJ9LOn3cZO+7tTZsrX051fNJZpTAaB8XWGt7AccAxwPfS/cAiZ2VhPvGAW8Aa4EjrbV9gUuA44DeWbVYGtsD/B64ofEDxpgBwBPA7UA/4GfAk8aY/gDW2lv9D7pe/u/BbcDL1tptjQ51G1DVUiP8c80F6oEwMBD4BfAnY8zFWTw/ka5EMbnzyzgmG2NOAH4KfAroC9wL/DXhS80vgB7AaOBDwOeNMZEW2vIX4KPAx3Dv8+eBq4DZWT1Dka5B8bjzM8AXgP7AucDVxpjPJjz+EPAOUAx8F3jEGDMIwBhzDvAtXAwdDYwFfnDIwY0pBO7AvZ/NN8KYE4HngL8Bw4ExwH+A14wxo7N4fpJvrLW6teENWAWcmfD/24Gn/J/jHaeNwHrgR0DAf+yLwGu4jlQN8KMkx34Q+Hsr5/8LsAnYAcwBwgmP/QH4DfA8sAt4BQglPG6B8cCVwH7cl+bdwJP+498Clvv7LgI+0UI7yoAHGx37q8AyYDvwa8AkPP4V3Jf5+LGP8e+fArwMfABUAhc2ej53A8/47XwNGAr80j/HYuDohO2HA48CW4GVwNdTeD/PBFY1uu/jQGWj+5YCX0qyv/Ffs8sb3X8iMA+IAHNbOP8PgYWA1+j+G4EV/vFH+69vQcLjLwNfTvjdmpvwWNL3wn+ta4Go/3p+kPA6/8j/+XRgXSqvKe6LwFvATmAz8L8d/fepW9e7oZgcP1YZXTQmA58B3kx4rKf//If5/98GHJ/w+HeAV5s5/0dxcXJko/tPwMXOsc383h14/WkUs/3X84f+67UL1yEf6D+2xt92t387keQxfbz/czfg5/5+m3G/X939xwYCT/nvXQ3wKo0+W3TTrS1vSf4uFI8PHrvTxeOEfe8E7vJ/ngjUAb0THn8V+Kr/cwVwa8JjHwU2NTret3CJ6D8ke68bHffuJPc/A5Qn/O7MbfR4Ysw8cA78Pi5QCmzB/S5G/Meae99X4f9OJ3lfPwy87r8/7wKnJzz2RVw/fpf/el/W0X+f+XzTCIx2ZIwZibtC845/131AAy4AHg2cDXw5YZcTcL/Mg4EfJznkmcAjrZz2GWCCf4x/A39s9PhluI7SQGBBksex1v7Wv/9n1o0iuMB/aDlwKu5D5gfAg8aYYa20J9HHcdn2o4BPA+cAGGMuwf3RfwHoA1wIVPsZ2CdxnbnBwP8AfzTGTEo45qdx2fuBuIA5z3/eA3Gv1f/65/D8Y70LjMAFzGv8THC6jH9rfN+0JNueCgzBfSjgtyWA+3C6GhdEW3IW8Ki1Ntbo/j/jMs2Zzntu8l5Ya6twH6Dz/Pe9X0sHSOE1vQO4w1rbBxjnt1mkwygmN9FVYvIzQMAYc4Iff6/AvdabGm2fbN/GzgLesNauTbzTWvsGruP70QzaDzALl9AeDBQB1/v3n+b/289/7+e1cpzbcF8gSnC/1yOA7/uPlfptHIT7XPoOrX8GibQJxeMmOmU89qfOnYpLoIAbLbzCWrsrYbN3/fvjj7/b6LEhxphi/3ghXIy+pZXz9gBOwiWlGvsz7vcnE0Nx7+EI4EvAr40x/Vt435tr3wjg77hE3ABcTH/UGDPIGNMTl/Q5z1rb238eCzJsb5egBEb7eNwY8wFu6P8rwK3GmCHAecA11to91totuExy4pCrDdbau6y1DdbafUmOW4zLBjbLWvt7a+0ua20dLuAdZYzpm7DJ3621c/zHvwuc6H+ItMpa+xdr7QZrbcxa+zAuU/yhVPb1/dRa+4G1dg3wEq6DBe4D6mfW2vnWed9auxqXuezl71dvrX0Rd/Xo0oRj/tVa+7a1thb4K1Brrb3furnFD+M+BMF9KAyy1t7iH2sFcA+Hvv6peh0Yboy51BhTaIy5HPcFvUeSbS8HHrHW7k647+u4DvDbKZxrIMnf8/h9g9Jod6Lm3ot0tPaa7gfGG2MGWmt3W2v/lWFbRbKlmJxcV4nJu3BJ5Lm4TvzNwJXW2viX92eBbxljehtXDPMKksdzaD4m49+faUwut9Yu9X/P/kwGMdn/IvEV4FprbY3/BeJWDo3Jw3BXlfdba19NeA1E2ovicXKdNR6X4b5flvv/74Ub4ZJoBwen8TR+PP5z/PE7gZsa9ZuTGeCft7k+cqaxeD9wix8jn8aNtpjUyj7JfA542lr7tP878TxuVHK8hl0MmGaM6W6t3WitrWz2SEKTOWPSJi621r6QeIcx5kigENiYUOfLw83Vizvkik4S1bjOR1L+laUf4+b8DcL9cYDrcMUDxIFzWGt3G2NqcMPGWjs3xpgvANfhhr+CC0IDm92hqcSrXXv9/QFG4jLXjQ0H1tpDRx+sxmVF4zYn/Lwvyf/j5wjhOrgfJDwewA0/S4u1ttoYcxFumO6vgX8AL+CubISioWUAACAASURBVB1gjOmOey8uSrhvOC6BcWyKp9tG8vc8ft/WtBp/UHPvRTpae02/hMugLzbGrAR+YK19KpPGimRJMTm5rhKTv4xLSoSB93FX5p4yxhxtrd2Ai8l34b5wVOPmb19KcttwV3CTGUbHxuRBuMTL2wm/0wb3uoIbrl8GPOc//ltr7U8zaaxIFhSPk+t08dgYczVuZMipftIH3Bf+Po027YNLJCd7PP7zLmPMBbipJw+3dF7fdtx7OAw3HSZRNrG42lrbkPD/bPrIl/jPKa4QeMlau8cY8xncqIx7jTGvAaXW2sbPQ3xKYHSctbgrPwMb/WEkau1KyAvAJzmY5WxsFu7L8pm4OVl9cX/giUNjD2SSjav8PADY0Fpb/CFd9+CGlc2z1kaNMQtoOmw3E2txV8sa2wCMNMZ4CQF6FG5ucybnWGmtba7jmRZr7Su4jHW8mNRymhZwm4mbq/lywn0fwgXWRf6HdHeguzFmEzDCNq1K/wLwSWPMDxp9SH0a1zlfjrvqAK7jutP/eWimTy2NbVt8Ta21y4BL/aGJM3FFnIqttXsybJtILikmN+9wi8lH4eYrx9v5rDFmI27Y7iPW2hrc0HH8/W8F3mzmVC/ghlaPtAnTSIwxH8K9FnP8u/Zw6CiO9ojJ23BfSsLW2vVNDuRGZJQCpcaYMPCSMWa+tfafGbZNJFcUj5uXl/HYGHMFrlbFadbaxAt4lcBYY0xve3AayVG42hfxx4/i4LTio4DNfiL6o8Bxfp8Y3HsUNcYcaa09cDEQwE8CzMMlpF5q1LxP40b3QKNYbIzJNBZD+n3kB6y1X0l6IGv/AfzDv9j5I9zvz6lZtO2wpikkHcRauxE3T222MaaPMcYzxowzxsxI4zA3AycZY26P/wEaY8YbYx40xvTDDb+qw2Whe+CGjjb2MWPMKcaYItw8vyZzeX2bcZWB4+JFz7b6543Q/BzhdP0OuN4Yc6xxxvsfBm/gAs83/WHBpwMXAH/K4BxvAjuNMTcaY7obYwLGmGnGmOOTbey/P0FcttQYY4L+axZ//Gi/TX1wV/3W+cEo0eXA/Y2G6D6Dy86X+Lfv4+Z/liRJXoAbQtkHl6Ed6rfjUuAm4GZ/WNpWXMGrz/nP6wqSf9ilYjNwROJzbUGLr6kx5nPGmEH+B2s8q9/qsoEi7UExuUWHW0yeD5xvjBnrP5+zcHUiFvr7jjPGFPttOA9XrC3p0n3+leN/4uYyh/19PoybG32/tXaJv+kC4LN+m47DrYCSia24q4xjW9vQj7X3AL8wxgz2n9sI489jN8Z83H8vDS7ZHUUxWfKA4nGL8jEeX4Z7/c7yp5sc4CeKFwA3+3H6E8B0DtaCux/4kjFmqnErRX0PV0gTXN82XsOnBLe61D24+kDJfAu43BjzdeOmAPY3bpnT04Cf+Nu8C4SNMSX+Z0hZGq9LY43f95Y8CFxgjDnHfz2DxpjTjTFHGGOGGGMuNK4WRh1uVIpicQuUwOhYX8AV51qEy/o+QgvD3Rqz1i7HVSAfDVQaY3bgAsJbuKFZ9+OGj633z5Gs5kAFLsjX4KYxXJZkG3CVoKcaYz4wxjxurV2Eu5o1D/cHfCSuonHWrLV/wQ3rq/Cfx+PAAGttPa5Y0Xm4K0t3A1/IZIiVnxy4ABcQV/rH+x0uu5vMabgrWU/jMtr7cB+ucd/0j7EW9x5+InFn44r3nIF7TxLbUWet3RS/4YYt7vd/TtbuauAUIIh7T3f7x/xva+3vEzb9Cm55wWrcMOnXm3stWvEiLju+yRjTeNnXxm1r7TU9F/d7uhtX0POz/jxMkXyhmJz8eR1uMfl+XKf+ZdwX9zuBqxLafSzwnv9cf4KrBt/SfORP4q74PYtbkWSe//OVCdvchEskb8cV9KsgA9bavbj34jX/vf9wK7vciJsm8y9jzE7cVen4/O0J/v93+22+21r7cibtEmkDisfJn1c+xuMf4Ub/zjfG7PZvv0l4/LO45Wu34y9h7V9sw1r7LG6FkZdw78dq3GuOdfVJEvvI+4A9/ii5ZO2eiyt2OhNX96IGd/HwDGvte/42S3HTmV/ATROcm+bLk+iQ972lDf3E10W4YslbcZ9NN+C+i3u40XAb/DbPAL6WRbsOe8aqXlOXZYz5A+6qVNprbkt+8K8uvoYrzPT91rYXkfylmHx4MMbch5t3/jH/S4WIdDKKx52fMeYo3IW4WUlGRUsnphEYIp2YtXYnroJx1GQ3j09ERHLjy8DzwDEd3RARka7KWvsucDFwpHG1kOQwoTdTpJPzh6X9oKPbISIiYK3dD9zW0e0QEenqrLWvksFqVpLfNIVERERERERERPKeppCIiIiIiIiISN5TAkNERERERERE8p4SGCIiIiIiIiKS95TAEBEREREREZG8pwSGiIiIiIiIiOQ9JTBEREREREREJO8VdHQDRA5nb7/99uCCgoLfAdNQwrAriQELGxoavnzsscdu6ejGiByOFF8lDYrJIm1I8VjSkHU8VgJDuqyqktAgYBxQOWXB6l1tcY6CgoLfDR06dMqgQYO2e55n2+Ickn9isZjZunXr1E2bNv0OuLCj2yPSGVSVhE4C1k9ZsHp1KtsrvkqqFJNF0lNmzDigD1BZZm19a9srHkuqchGPlSGTruxYYB5wSxueY9qgQYN2Kph3LZ7n2UGDBu3AXYkQkdQ8BLxbVRIqSnF7xVdJiWKySNo+C/wb+HSK2yseS0pyEY8PqxEYVSWho4FT2vOcvUID9w4/bVKPRnfvAXq2Zzs62vNPvrPnX68szovnfO7EobV9uxcFU9g07P97SVVJqHTKgtWxNmiOp2DeNfnve5dNEleVhILAl2jn12D8b29sCPTsfshnmxl7AcaY9mxGR4sCgY5uBMD2vz6yd9Nttzb+jGxOX/92FvD3FLZXfJWUKSaHzgEmtuc5B3/hvD39zznhkL6hKZ66x/Qbnxf9xfYSW//aXmqrU42DbdeOWIyfHPvVWHR/Qyp/Byf7/14CPJjC9orHkrJs4/FhlcAAtgMzgdPb64RewJsPHN/o7rm0cyKlo+3bW/cKMKOj2wGwvXb/K327F6XTlhHAFKCyjZqUOhsLEK3rj40VYrz9BLptx3jRjm6WSLqmLFhdW1USGg58HejVXuf1unfbDAw59F4bBZMXX+jbyU7c0N8O1+ukU7cAxaSXUDm7qiT09JQFq3PbGVZ8la6tFvgKcGR7nbCgX68mfUPbUDvHwGnt1Ya8EK2dB5zY0c3wPI/eQ/q98cG6bSeksdtJZcb0LrM2t1OtFY8lC4dFJrqqJHR0VUloxJQFq1cBFwO72+3knknWwepSl/oACgoL8uY5b9lVm0mW+72qktDeqpLQP6pKQndXlYRmVJWEiqpKQp+tKgndUVUS+llVSejiqpJQ230R279nKHXbp9OwN0S0djgNe0PUbZ/O/j1DMz3k3r17zZFHHjll0qRJU8ePHx++9tprh8cfe+KJJ3pPnTp1yoQJE8IzZ84cvX//fgAefPDBfhMnTpw6efLkqdOmTZvyj3/848BzXrZsWdHJJ588YezYseFx48aFlyxZ0mSo9759+8z5558/dtSoUdOmT58+OXGbb3/720NHjRo1bfTo0dMeffTRjL5g1dTUeIMHD57+hS98YRTA9u3bvcmTJ0+N3/r373/UFVdcMTJxn/Ly8v7GmGPnzJnTA+Cll17qEd9+0qRJU++///5+yc61ePHiounTp08OhULTzj///LG1tbWmtefY1VWVhAJVJaHzAKYsWP1d4E/t3ISmX5St7Wqdorz5fSwYOHAQnrc1zd2+DuyrKgktrSoJ3VtVEvp2VUnIqyoJTa0qCd3u364nGk39IkwbxFeASy65ZPSAAQOOmjBhQjjx/quuuuqIMWPGhCdOnDj1rLPOGrdt27YAwJIlS4qCweAx8fgza9asUY2PecYZZ4xPPN7mzZsDJ5100oRQKDTtpJNOmrB169akyaC77rqrOBQKTQuFQtPuuuuu4vj9r776ao+JEydOHTVq1LQvfvGLI2Ox9AYb3nrrrYNGjRo1zRhz7MaNG5u85q+88kqPQCBwbHl5eX+AJ598sndiTO7WrdsxDzzwQD+Av/3tb72nTp06ZfLkyVOPPfbYSQsXLuwG8Mwzz/SaOnXqlIKCggPHaUmmr1FXVFUS+khVSajnlAWrXwG+3K4n95J8zbBd8SJ9/oxMGB4eXZvmLgOB7WXG7C4z5uEyY+4qM2ZcmTE9yoy5rsyYX5QZ85NYXV0wFo2m9l2gDeLx+++/X3jCCSdMHDt2bHj8+PHhH/7wh4Mbb/P9739/SGIce+qpp3r37t27JB6rrr/++mHxbR955JE+o0ePnjZq1Khp3/nOdw60q7V4GNdW8fjCCy8cM3r06GkTJkwIX3LJJaPr6uoMwE033TQk/jwmTJgQDgQCx27evDnw7rvvdkuMx7169Tr6lltuGQzNx82tW7cGzjrrrHETJ06ceuSRR06ZP39+i6PaL7/88pE9evQ4Ov7/9ugjd4oERlVJaGBVSWhcC5ssB0xVSagAKKMdR5YYJTCA/HrChQGvIYPdDNAdOBv4L+BFoA43J/vrwA3AX4GnqkpCJ1SVhEZXlYRGNnewtO3fM5Ro7Qia/k16RGtHZBrUg8GgnTt37pIlS5YsqqysXPTPf/6zzz//+c+e0WiUK6+8csyf/vSnFcuWLascNWpU/a9+9auBABdccMHOxYsXL1q8ePGie++9d9VXv/rVUPx4l1122Zjrr79+84oVKyr//e9/Vw0fPrzJa33HHXcM7Nu3b8OaNWsWXn311Zuvu+66IwDefvvt4GOPPTZgyZIllc8+++zSa665ZlRDQ/pvVWlp6YgTTjjhwJWA/v37x+LtXbx48aLhw4fXX3LJJdvjj2/fvt379a9/PXj69Ol74vcdd9xxte+9996ixYsXL3ruueeWXXPNNaF4AifRddddd8TVV1+9efXq1Qv79u3bcMcddwxs6Tl2FX7SuLkPpBiw2t/uGmB0e7XLSTbSosslMPKH5xlisUySyt2ACcAVwK1APW6U3PX+7XazY/vQ/Zs3DbXRqBfbu6e7be6LURvFV4Arrrhi2xNPPLGs8f3nnHPOzqVLl1YuXbp00fjx42tvuummA+cYOXJkXTxeVVRUrEnc77777uvXs2fPQ35fb7755mGnn376rtWrVy88/fTTd33/+99v0t7NmzcHbrvttuFvvvlm1VtvvVV12223DY93Rr/2ta+F7r777tWrVq1auGLFiuAjjzySVvJ4xowZu59//vmlw4cPb1LIr6GhgRtvvPGIU045ZUf8vgsuuGBX/Pm98sorS4LBYOziiy/eCfCNb3wj9OCDD65cvHjxoksuuaTm5ptvHgYwduzY+vLy8lUXXHBBdWvtyfQ1OlxVlYRCVSWhlp7vMqCgqiQ0BTetr92YZAkM8ua7fPsx+fOk63anm78A3IWBnrh6GFcDS3DT5WcD1wDfqq2pGbJ9+fKx0fr6gvo9e4LR/fuTJxHbKB4XFhYye/bsdStWrKicP39+1b333jv47bffPvDF+/333y988cUX+wwbNuyQOHbcccftjsern//85xvBxbVrr7121NNPP7106dKllY8++uiA+LFaiodxbRmPL7vsspoVK1YsXLJkSWVtba355S9/ORDghz/84eb48/jBD36w7vjjj981ZMiQ6FFHHXXg82bhwoWLgsFg7LOf/ewH0Hzc/N73vjds+vTpe5cuXbro/vvvX/n1r3+9SaI9bs6cOT127NhxyPfu9ugjd4oEBnAS8H5VSWhBVUnoxqqS0LSqklCxf0XG4J7HBlxNg1XAo+3VsGYSGF2O8fInhVHbEM1Fpq+5v40ZwD3AHOCNqpLQd6pKQgPjD/ojN/4n1ZNYa7EN+wuI1g5rccNo7TBsLO2/V8/z6Nu3bwygvr7eNDQ0GGMMmzdvLigqKopNnz69DuDcc8/d+fjjj/cD6Nu3b8zzOx27du3y4rUD3n777WA0GuUTn/jEzvh2vXv3bpI6fuqpp/pdccUV1QCRSGT766+/3jsWi/HII4/0mzlzZk337t3t5MmT60OhUN3LL7+c1jzYV199tcfWrVsLzzrrrJ3JHn/vvfe6VVdXF55zzjkHRmGVlpaOKC0t3dStW7cDf6u9e/eOFRYWAi5TnKw+QiwWY968eb0jkch2gCuuuKL6ySef7NfSc+xCngE2VZWE7qkqCZ1ZVRIaUVUS6uY/VgSsrioJFeI6PO07AsMknarQ1eJ03ny2G2MgEMjFqMgkI2tigYbqLSPq16waV7dy+dT969eEort2HhgxZvfXF+zfvGG4TSO+2mhKc8MPOO+883YPGjSoSSZ25syZO+Mx5sQTT9yzfv36Vj+XduzY4d15551DysrKNibe/+yzz/a76qqrqgGuuuqq6meeeabJCIXHH3+872mnnbZzyJAh0UGDBkVPO+20nY899ljf1atXF+7evds788wz93iex2WXXVb9+OOPtzrCIdHJJ5+8b9KkSUk767feeuvgiy66aPvAgQOTZqMfeOCB/jNmzNiR+FnxwQcfBPznGxg2bNh+gEmTJtWfcMIJ+7ykX3gPyuY1Oox9CdhQVRJ6saokdGVVSWh8VUmoT1VJyPh95D24aWWTgbdxF2jaRyB/+obidO+Xk4HESZMTdTt39qtZvnzMtsWLp1YvWTJp14YNg+OJZWste7ZuLbYN+4Yn2/eAxHhsrbE2ltIvUSgU2n/KKafsBXdha9y4cfvWrFlzIO5effXVI2+//fZ1qdTDevnll3uGQqG6qVOn1geDQTtz5syaRx55pB+0HA/j2jIef+Yzn9nheR6e53HcccftWbduXZPPloceemjAJZdcUtP4/ieeeKLPqFGj6iZOnFgPzcfNJUuWBM8+++xdAEcffXTtunXritauXdtkcEBDQwM33HDDEXfccce6xPvbo4+cN52cVryHu6p3FPBT///bcFdkduFqX2wAvovrqL4BrGyXlpmkCYzCdjl3HvG8/KmQt3HnvonW2racRnQkMBIYBvwYN/3kj1UlofnAy8CdVSWhtVUloaWmZtsRde8vmdJQvXVgw/aa/vFAHtu3N9hQvXVgw9Ytg4nV96f1v0WPaF1GHbKGhgYmT548dciQIUfNmDFj5xlnnLFn6NChDQ0NDSY+peLhhx/uv3HjxgNB8P777+83ZsyY8Cc/+ckJv/3tb1cBLFq0KNinT5/o2WefPW7KlClTr7rqqiOSjaDYvHlz0ZgxY+rBZcR79eoV3bx5c8H69euLRo4ceSDoDx8+vH7t2rUpJ5ui0SilpaUjf/nLX65tbpv77rtvwIUXXlgT7wS/9tpr3devX1906aWX7mi87Ysvvthz/Pjx4WOOOSb8i1/8YnX8y0bC8yjo3bt3NH7/6NGj6zdv3lzU0nNM9bkcBt4B+uOGIz8PrANqq0pCu4B9uJi8GHgXVyPo9nZsW5JsVMPedjx/Psir4fPBCRNXtNnBLcT27ukDEN2xY2D92tUT61YtH1+3cvmE2veXHmnr9g4zKcTX6K7tRzRs2zIotm9f91w38Q9/+MPAc88990AMWrduXdGUKVOmHn/88ZOeffbZA98mrrvuuhHf+MY3Nvfq1euQnl51dXVBKBTaD66TXlNT0yTWrF+/vvCII444EF9HjBhRv379+sLVq1cXxpME/v71GzduzEkfZeXKlYVPPvlk/xtuuKHZKUKPPPLIgEsvvfRAR/o3v/nNqpkzZ04YMmTI9D//+c/Ft9xyy8bm9k0mm9foMPYOLu59BPg/3IiLHbiaF3uBGlyMnopbOv7PuDjd5oxJ8qcXre9qCWXyaZzyMZ+a0WRqRS7t37OnD9aahtra7rs2bBi5ZeHCqdVLl47d8t570/bvrB6d9IrRoTxbt3uY3fPBQPbuKIb0LxQvWbKkaNGiRT1mzJixG+CPf/xj32HDhu0/8cQTm/zev/POO70mTZo09bTTTpvw1ltvBQHWrl1bNGLEiAPx9IgjjqhPJQkd1x7xuK6uzjz88MPF559//iH92127dnlz5szp+7nPfW57430eeuihAZ/61KcOjHJrLm5OmzZt31/+8pd+4KZcb9y4sduqVauaPP+f/OQngz/2sY99ED9GXHv0kTtFAmPKgtUrccP6G/8Sx4c0gSvaVgNcgAvaY9qtgU0dD7zSgefvCHnzgbQ/Zntv2lX7djuecigwCzgu4b4jgAkYY0234D4TKGgI9O33gTEGay3RXbv6BPoXVxcOHrLFmBSnPNlYRkGuoKCAxYsXL1qzZs1//v3vf/ecP39+0PM87r///v/P3pfHR1Wd7z/nLrNmMpPJvidAIGEVFESURdxAEFkULCoo1q+Kti60Wv21WpRal0K1VKpVqUVBUaQoICqigigooKxJCCHJJGTfZl/udn5/TBKyTJIJCcmwPJ9PxJk599xz78x9znve877PW/Doo48mDxs2LMtgMMgse3rNs2DBAmthYeGxDz74IP/pp59OBABJksj+/fvDXnnllZLDhw9nFxUVqVeuXBnV+nyBwrgJIbS994O9jhdffDH6+uuvtw4YMKBtrkcD/ve//5nvvPPOOsDv8Hj00UdT/vGPfwR0eEyePNmVn59/bPfu3Tkvv/xyvNvtbjGpdjTe7l7LeYBHAWQHeD8MfkuNhz8a7j4A38OfBtBnoMVfV1HZ12Yyv4jeQfyTf0wAcCapfV0HpURxuYyK2xUORWEIG5wvh+FZykXFVLNhBlfnrYPHE088EceyLL3//vvrACAlJUUsLCw8nJOTk71ixYqSu+66q19dXR3zww8/aAsLC9ULFiywnsl52uGkdt/vCSxevDj5hRdeOMVxgacwi8XCHz9+XDt79uymiLkVK1bEbty48URlZeXh+fPn1zzwwANBp2J29x6dx/gUwGsB3lcBaAyh18Jvl0QBGN7w+uyDBFi5u8rGULtlX6+cP3QQMvZB2uhBWboIw8HeOp/s82l9dnuELAhqph2uaANF0kBnrCF6U01X+cpmszGzZ8/u/8ILL5SYzWbF4XAwL774Yvzf/va3stZtx40b57JYLIePHz+e/eCDD1bNmTNnANB9G683+HjhwoUpY8eOdU6ZMqXFhu0HH3xgvPTSS52xsbEt0uy8Xi/56quvjHfeeWenttCzzz5bbrVauczMzMGvvvpqbGZmppvjuBaDLyoq4jdt2hTx1FNPVbU+vjds5HPCgQEAWQct/wbwTgdNDgGIgb8CyKDeGBMAkPbz2iYCuGAImoSSexnA3uLaEZRSXx+d3gbgWQBxNCKyVJWcWsSaIqykobwUIQR8TGxV42sQpt0FeQsE264dREVFyVdddZVj8+bNRgC49tprXQcOHDh+5MiRnEmTJjnT09PbJEZOnTrVabFY1OXl5VxKSoqQlZXlGTx4sMDzPGbMmFH/888/t8ltj4uLEwoLC1UAIIoinE4nGxMTIyclJbWIuCgrK1MlJSW1uKY1a9aYGoWGGqNDGrF3796wt99+OyYxMXHYM888k7Rx48bIxYsXJzZ+vmfPHq0sy2T8+PFuwB+mfOLECc3kyZMHJSYmDjt06JD+lltuGdC631GjRnl1Op28f//+FgZdXFyc5HA42EZtjKKiIlVMTIzY0TUG9UWcB8g6aMlFx7nUdfBHwaXDvzsY2UHbnkbbeY1Kg2nJzvxeHMNFNINmUFY/VXq/n/ri3FQO7rEkvLrHo3RWrlwZ+cUXX5g2btxY2BgVptVqaVxcnAwA48ePd6ekpPiOHj2q+e6778KOHj2qS0xMHDZhwoTMoqIi9ZgxYwYBQGRkpGSxWHjA7xQwm81tnEFJSUli81Di0tJSVUJCgpiWliY23+GzWCyquLi4FrzbGKWXmZk5+JFHHuk4vLsZDh8+rF+wYEG/xMTEYdu2bYtYsmRJSqNYJwCsWbMmYsqUKdbG9L2ysjIuJydHO3nyZBcALFiwoH7//v1Bx7N39x6dr8g6aJHh1+o61EGzPQBGAtgIfyRG7yDwokVLqw+NpKKrtNfG0ecIKRMZM5Yt6pP1nxKk7hlRaa1nsrD3+Xxk2rRp/W+99da6hQsXWgEgJydHferUKfXw4cMHJyYmDqusrFSNGjUqq7i4mDObzUpjmvW8efNskiSRRnu3ecTFqVOnVAkJCUHb4Gebj5csWRJfU1PDvfnmm2026D788EPz3Llz26SPbNiwwTh48GB3cnJy05fQHm+azWZlw4YNRbm5udkbN24srK+v5wYNGtRiTbV3716dxWLRpKWlDUtMTBzm9XqZlJSUoUDv2MjnjAOjAe1FNRQAMAO4Af5d8N29NqKOHzAvQsjrelYROhkkAABBVkzw53z2NpYDSM06aHkm66ClMpgDKOHrA4YntIQCVt3lHeSysjKuUf3e6XSSb7/9NjwrK8sLAKWlpRzg14B4+eWX4+6///5qADh69Ki6MVdt9+7dOlEUSWxsrDRx4kSXzWZjy8rKOAD45ptvwgcPHtwmHG/atGnW1atXRwL+6h9XXHGFg2EYzJkzx7px40azx+Mhubm5qqKiIs2kSZNa7HYuWLDA2ig2NGHChBYLik8//bSwvLz8SGlp6ZGlS5eemj17du2qVauaDKB3333XPGvWrCbSjoyMlOvr6w+VlpYeKS0tPTJixAjXhg0b8idMmODOzc1VNTom8vLyVIWFhZpB/ZMjqCI3TSyEEDJ27FhnoyL+6tWrI6dPn27t6BovMOxD+2HIRwHcAX+JYgp/+HJvIfAXIfuSqOjqUrj6OYzQImQA6rT0bjlgzwSMWu3mouJy4U9B7Qgt+FVxuXRi2akk4VRxilRXaz6Tc2/YsCH8lVdeifvss8/ym+s/lJWVcY2pd9nZ2aqioiL1oEGDfE888UR1VVXV4dLS0iO7du3KTUtL8/3000/HAeCGG26wvvHGG5EA8MYbb0ROmTKlR6EwzQAAIABJREFUTQTCzJkzbTt37gyvrq5mq6ur2Z07d4bPnDnTlpqaKur1emXHjh16RVGwdu3ayJtvvrnF8Y1Rerm5udmvvPJKm13K9tDIraWlpUemTp1av3z58uI777yzqe8NGzaY58+f38TJ0dHRktPpZA8fPqwGgC1btoQPGDAgoKIgddsjqMdpbP7e47//fW137tH5jKyDFgV+ba5AOAB/2dKMhn97z0ZuP72Yo3ZL76R6X0QbxA5Miu28VQ+DEIXVG0toF/mYyjJLnfUx1FqVQu01CVSWA4bVKYqC2267LXXgwIHeP//5z03295gxYzx1dXVNtmBsbKzw888/56SkpEjFxcVco737zTff6BRFQaO9W1RUpMnNzVV5vV6yceNG85w5c4LmlLPJxytWrIj6+uuvjZs2bSpgW0UY1tbWsj/99JNh/vz5bcb6wQcftHFstMebNTU1bGPVvb///e9Rl19+uTvCoIprvlSZN2+evbq6uum+ajQapbi4+CjQOzbyuZYj+D78ocsjWr0fA2AJ/Hl/N8C/iAwFjIdfr0MAcGkfj+WsggkhEc9GyJTaOEKie+l0dQDuzDpo+SzYAyiloG63TqwoTWF0KspHGNq/iaymHITpsgJOSUkJf9ddd6XLsgxKKbn55pvrGvUgnn322bjt27cbFUUhixYtqpoxY4YDAN5///2I9evXR3IcRzUajfLuu+8WNAoGvfDCC6cmTZo0EACGDRvmfvTRR2sA4JFHHkkYPXq06/bbb7c9/PDDNXPmzElPSUkZajQa5fXr158E/JU/Zs6cWTdw4MAhLMtixYoVlvZCj88En376qXnz5s1tqgEEwo4dO8KmT58ez3EcZRgGq/7xNynGbIiD5CbXTJkR/s5bq3xJCbGalX9bxt0yf5F22bJliUOGDHE//PDDNQDQ3jVeSMg6aJFzLkl9EsArAT4uBvAi/OHLq+APXe5j0HhavKOa6mJ2krgxVxHChJRORA8j5LxpXExsr04SrMlUzccnlRCGoRBJeYPqfTuN/fyqCAIvW+vMUk1VEmsIr+Vi4ssYtbpDsbabbropfe/evYb6+nouNjZ2+B/+8IeyRx99tOaxxx5LEQSBmTx58kAAGDVqlHPdunXFX375ZdiyZcsSWZalLMvSV155xdI61Lc1li5dWj5r1qz+qampUQkJCcKmTZtOAn7199deey16/fr1ltjYWPn3v/992aWXXpoFAI8//nhZY7+rVq2y3HPPPeler5dcffXV9ltvvbWNJlBHWLZsWczKlSvjamtr+REjRgy++uqrbevXr7d0dMzx48dV5eXlqhtvvLGpYhTP83j11Vctt9xyS39CCIxGo/zOO+8UAv5SrHPnzh1gt9vZr3fsiPjbC39lju7+yksBDLt0dNqR777yQvLpqSasBoaoNg7R9u7RBYZl8KfrtRbHNgFYAL8exm0AZvTWgAJlkDTBmn+V4iz9icSNjiRqU0eVBs99hJiJrI8MPyPH7JmCVau9Ef36nVTp9V6ILiYYPqaUAj53OOw1qSCEwmAugVpvay8yY/v27WGbNm2KzMjI8GRmZg4GgKVLl5bOmzevXb577733IlavXh3DsizVaDTKmjVrmuzd5cuXF0+ZMmWgLMuYP39+zWWXXeYF2ufD3uLjxx9/PDU+Pt532WWXZQHA9OnT6xurp6xdu9Y0fvx4e3h4eIv1gsPhYHbv3h3+3//+twVvt8ebBw8e1Nxzzz3pDMPQgQMH+ta9s0oLyWsCYYRrrp8W+85bq4SkhFgNQGTKhxURlm+x4dgbNjLpfOM3tJBzSep98IcuX4rTRpoCf1hcSsP7vWaYRgxJ/CF6VNq4IJrugt/zfV7iqy2/fLfn29zxfT2O5rh5SOJBDcde0gunWgvg8ayDljIAkJfPJ+ySdRQADh06VDRixIia1gfILqdeqqmKU5xOExturGUjzNWMmjEQv1p+88WHAlZTDl5f0QvXccGBUkog2DKgSIYOG3LaUnIG38GhQ4eiRowYkXam4wt15FySOgTAUgDXAmi+W3oUQAn8gre96rwY+N4zHkJIx/ndhMsmqdcmEVbVpfJl5xAoQsxkrn3/vT1Vr664oif7FFe8hYzYlhuJhOd9fGx8MWs02YHTubhEcsehHX5VKFer2G0msaoymfC8jzWaarjo2Mqe0oq4iOBBXbZIOGrTOmzEsgKJTj1yJv1fAJy8DH4nRXOHgB3+ylFD4a/W12tIemrBLv2Qfp3Zvh4SMyqbGJLO240+pWTnbgi2q/p6HI2glOK5YffYAfTYHHjDtm1IjWoli0YI1UVFVYYnJZUzLKs0nrsjPqacrhI+twHOuiTIkgaasGroTRWE43s9iu9CB1VkHoJtEKii7rChypBPWHWXHDFA9/j4XIvAAIDv4Bf0bP6jZwDc0jfDCRoT4HdijEeIGZbnK2pdPluisY1EQ09iM4DnBt555QEAI+Tl8xcCmAJADWBs84aK16OWHXYjZIVVPC6D4nY3LZip4NPKtTWxouDTEJb1ciaDwBgMLkIYEay6vrPIC0opIMssCKGkYYK4iM7R4LwY0KnzAkCn5H3hIhv+ilCtH7ShDX+hCSoNpsVfHUPKNQmEVZ+P5RZDzoFhmHB1WtWrK85a/4TjBC4qupyNiKwFVVjqtpvhcxshesNhij0Blb4CnLYKsi+CKrJK8XpVilfyUcGlUhz2oVRpKNsnCBrIMufLPz4YABi12sPFxJUzGm3AVIdAoIpCIMss4fkLRoehJ0DdQTgvAECWVZTSHhMjPc+wC231icIBzOuDsQDBpVFradXPo0DILyQsceRZH9FFgBCCsGjjCWe17aw5jbRmc3VYfHwFp9GIEDx66nIbIXiM4NQumGIsjXwMqvBUlhlIkgzBw0Koy4Iknt6EkCUVbFXplCocCCNDE1ZD9MbaDk7dApRSQJE5MIxMCHNu7dr3IYJ2XgCAIqt6u/bZuejAyAfwOvxhyefa7DUBpw3+GPhrcl/EWcLZZCl9QsRnCZOz4gghL8Cvu9Lci/2mvHz+QsHh+R7TntQKpSUpss0aBUoD/l4Vr1cHeHWNYxY8Hh3rEUQ+IbmiuYFGKYVitxlll9MASVRRhTKEIbLi9YZRUVSp+w04RrS6oI3sCx6iMwmKFOTuQ+Dv7kJH1kELzbkkdSWAawAM6OvxdAmKNIQWfVFDdbE7idrEEfOgK/t6SOc3zl64J1GpvCqjTiZEMqL2VBxk6bTBxXI+iD49BQiVqSI77Jxss5qpIGja60+qq41r/H9ZELSKxxOmSh+Qy6hULXYAFa9XLVvrzFSSVFQSecIwCpVkTvG6DawxokqVmNxuyeeLaAkq+jSwB+G8uIjOkAvgTQB/6uuBdBGEVh4YRmuz90Eb7SHmzMGE07SpcnYR5wYi4qNsGg2vhbu2H+yiroX9q9bVU4/DBF7thiAq8Ll18Lnb30gQPKYWr0VfGAUI0RtbRDdTRWHgdZgg+vSQZb+AJgGF6DOAUgYxab1WeeW8gOjoF8qbd+eiA4MHEHTZrbONM9gBaFR/vlDE5PoMuVX2+MRwrUICFiLvHsL7x8QTQtrbKbgXwL18mAac7JMUh52057xoD7LVGk09Hj0IoYTjBaLifYrHE6Z4PO0qtktVlQlEpfKBZSUqCGo+Mbn44g5VYFCqsFBEY+ctLyIIDAPQo6Unu4mu/Oij4K6cSAnZeZ49KSF3OarEpATGYDiiOBzDerpvhuNkokh6CAECHmRJDUddSsMrhXoVT0fOi0CgkqQSCvOzCM/7QClDNFonCKGytS62PU+54nEbxLJTSWAYhSoyy4ab6nq6ROv5Akop4HF0NSef4EIRSe8a0hFCzz/pmhHCQfKMhqOkHNHDLs7PZxmjb5vs/Wbl/85K3ypGCYPoC7wn77KdrqzB8W5IYtdDpR21qdTriAKlDDiVCwwrwueKbHJctAYhCmxVKZQwMlhWBKUMMUReXIe1A6pIKihS0BWi0Aeccy46MGQApfDnXcfDL+iZCb9IUa/DXlA1IPKSFIEQEvihCYwCAP3O1pj6AlQJPTui1i0MrHUL30Xp1T2vzRHEo0oIASHgVCadpCjETWWqKJJEqCCqqCTxnR2v+HwNpO5tLcgVELLT0cKDzRpN9awh3NFe+wsVfmGoIMPimg4KHYMw1MBq+RJWzW9TGTSfUSDZXWadDQJCJaVjHYqzBLGy7qAqLnJs5y1PgxhSzrc0kpBLIQGAlL//U1P064V9dn4CMLyG0bHqcC9VqKRIChRR5KggqjtzMlNJ4pt42+vt1OCmPp9W8vmahUHLLKPTu5vKZ1/Eabht0XDb47t0DKUhV/0sRHCC06pGqUy6P6vN+qT6nLJrWZ41yj6pTzjOumN/mG5wetcO4sMKCWG79nu4iC5j/H03XfnD6m3ZPpe398rqtoYk6sCwAhhWBCEUVGGgyCooSufrU1HQN/TRua1BKQOv63REDyEK1YbXXNTVaAtKFQ4+W9/9JoLEOefAyDpo8eZckioAeAz+sH0f/FEZ2fCLxfWUII0Vp6MkAhmDBACR3AJkr+DktOquOCSqcL45MEJ0J6TeI9Aofc9GQDE8m62O0Add3YSAcixDOTAAeBbQsqAgkizCq4giA0oJFUR1Yw52kJ2CEEZmzZGVRKX2Km5XmOKwRQKEEpXKS2WZE8tOpdHY+BJCiKJ4PTouJq7iYkQGAFAWVA7ZsLhzDf1vGbMfwAYAcQBAKfUCEKr2njxiy68c01Pn0UQZ8ghDZJAmPqbNHEt+QWoKRsi32FRxkV3pWoDaFLDW+jmMkORjdf8BPR49SVhWYlRsV6YgwhBFAxZgWQKoVQBUVFYYlyJIoLLCUEnignEytwBDFEatdXGRUZWK16NVnI4IxevVMTqdnYqiWvF4wsTSklQuKrpCqquN5mNiywmvuqiRAQCCtys7fY24GIERAFkHLWXy8vnpAH4NQBs1MtVNCNH5rO4fLJt/CUZwPihwenUFr28odelnYT8vN3wj1O8QJHJlDaGS5CMcF/ycqzGdh4vK0PyphsdHWqvzSztvGCwIoSqd1kMIgt/AUGQVlFaREyznA8OKoAoDShkokrpLG0kEFISRoY/wVywSvQb4XGYwnM/vKKEE9eWDqDG6AKJPD8JIRBde30mvFwYUSQPQkK/Sds45MBqQgdOOikZSHIwzr/RxEkAF/AwTDiAMQAKArGAOLvrkl6NJ1w8t0JjDgnVKaOCvnBJype7OFJN/M5te98/+p/PRaANbd1hDq1m7xldoOooEaEcBqjS8ViiggNLmopUErdJFipf9RxJOtKm4dqZwJF039JQuzthtzyQB5TgeYeAbHkE9D0kiTslm1TOoJwQiKHgoiADAgtHpHIrHE8ZFRpdx0TGVbQTiIsz1VIwtl51OAxdhbkHCVJJYotF6LzovGqCIeoTg7vQ5jEQ0OC8AgBCiAaCJGdMv1pZf2f5R7YBRcTZDalSuNjbcq4szhjM8ayAME0YYMjCoDpy1abSg6AekpYwlwRUed0KwleP8yrem8GstNX/diI5++4H5uO0xtNWf0urfxuNa3H+hpLgCPVhSnKjVPrVJqwJoUAtgqkiAUA0oAsCoAFU0CMMBAGEZRc9qmIYhc6AgomB1EyrLbewkwvM+AADDKOq0/scBCrCc3MixrNFkozFxFXJ9rZkNN9kIxzWVSaWyzHDRsRVgLgouAwCVJQ6K1JUI1sYjL3J4+xgM+BeQhBAdAKhNunFhyeaDzpK6rlVmI6C6ONMxXbyxPiw5kmc1fDhhGQ1hSBohJK7zDgDs/ekHeunI/kSrje28MQDJc959t/SnAxIqigJxcmfXSlv923hMIE728y8hgTi5kY+bjqOUwlle02ORkgzLSjEJEZQlbUS9A6IDPvan/jXXMgIAXuVqirpoDkIoOJUTkhCG8OiT0OjtoApDGLZZeWpjLRV9FVAknqj1LSKTKcsLXU3zPq+hSGdQ/aD379+56sAobOd9Q8Nn6QBEAIcBeOF3ckgNf4D/gU4EUA2/mGZ/tCw51SUoojy0eOshRI9O3xuRmRBM6LILfiKpAHAC/sok5zQ4DU8Iw4TUAuDU8nU7hROneqx0bdTI1CO6OGOP7WC0BisUhbEohv/n6QfFKQpjRg2JHFAFhTKMXu+vtcwwLXbuqChwQrFlgOLz6GW71cpotC423GhltDov4ThZBuQhWVmD4+LihG+++SYfAC699NJBLpeLBYC6ujpu+PDhrq+++qqpVvPOnTt1kydPznrrrbcK7r777vq8vDzVrFmz+suyTCRJIv/3f/9X9fjjj1e3vo7Kykp21qxZ/UpLS9WJiYm+Tz75pCA6OlpWFAWLFi1K/vrrr40ajUZZvXp10VVXXeVufXx7OH78uGrEiBFD09LSvAAwatQo57p164oBYPz48RlVVVW8LMtkzJgxjjVr1hRzHIfVq1dHPP/88wkFBQWab7/9Nmf8uNFaiO5EQRDI/Q8twf5fDoFhGLzy8l8waUJgDceV/3oT//zXWxEAEzb5mmusr7/+egkAPPnkk3Fr166NaqwXPmfOHHuw13KeoQSBHLIMSQlLjfzFVVo/iEqKTmXSFUWPSrPwBo2KsAwvuXwee2G1SmMO84almCOoTEUQMKyGH0oIubwb41Eh78Q4FFl+xuSJozptzXDlRBc7jFIKWnt0FzFlnA/icQRASF2Dc8/3R0p+90hwC5ggwKi5QyyLEcG2p24L4GnJr3Dlg2pTQHSpbdoTUF5t0kL0UafsdIUBAKPX27iIyGomzOCQbVYTG2Gumzt3btqOHTuMkZGR0okTJ441Hi9VVcRJtTUJL/31Bfn//W05dyon25IwKLPm6T//Ofqjjz6KBABZlklBQYGmrKzsYGxsrLx06dKYd999N5oQgszMTPf69euLdDodff7556Nff/312JKSEnVZWdmh+Pj4diM36urqmMzMzKFTpkyxrlmzphgAvvvuO90999yT5vV6mcmTJ9tWr15dEpxvz4+Ozr9lyxbD7373u2RJkkhERIS0b9++4wCQmJg4TK/XywzDgOM4evTo0ZzGY/7yl7/EvPnmmzE8x+Gm6yeT5U//QQUAh7Nzcf/jf4Td4QTDEPy0bRM0mpZrmINHs/HAE3+Cw+0dQlhWWrlyZdHVV1/t7u78cp6hKNCbEUMSHd56V7nk9MUzPOs0ZcYfMqRFE1bNaWSf5LXnVxJWq5L0CSaGN2iiZa9o5XTqZMKQ7lWUcrrGYedukV45togYDGmdNSfmrAQAoK7KI5B9PhKeclm3zh8KkCQOvcXJQegly5IsrXpp6wGPy9edubYFdGFqsARBRa51lY8B+FNGWM4LWfJrGBFGhsFcDF7jgiyqTxafEm+fcU1ydXV1EsMwWLhwYfWf/vSnKgC4adq0jOKiQgMhIHVWuxIebpCPHDmc8/q/3zK8+uqrTY64vLw87e7du7PHjRvnaY839+zZo33ggQdS3W43k5SUJGzYsKHAbDYHdEhLkoRhw4a1sL1zc3NVc+fO7Wez2bihQ4e6P/7440KNRhN0iM7DDz+csG3bNhPDMIiMjBTXrl1blJaWJrbHgR3Z7mPGjBlUVVXFazQaBQC+3r7VFh9ljH39zXew6t+rwTIMwsL0eOOfKzA4a1Cbsfx95et4+533QClNyMgYFL7u/fdP6vV6pbvXGAzO1QiA9m7CSJx2Xsjw7/RcCX+ViLEArmr4mwC/w2Isei6Vw6ZPiAg2PHYg/OVg9fA7L/J6aAx9hxD0XoaNyNCAEGtP9Vfzi+UKh6Xml57qrzn8ZF6EFmQOgEAmxJYbDdsxU5PzItDxssJSRWZBAcXpNEk11YmCpXCQUGJJlR12w3PPPRc7YMAAT/NjDhw4cDw3Nzc7Nzc3e+TIka6ZM2c23StJkvDEE08kXXXVVU11nVNSUsT9+/fn5ubmZh84cCDn1VdfjSsqKmozWT3zzDPxkyZNclgslqOTJk1yPP3003EA8NFHHxkLCgo0RUVFR//1r39ZFi9enNL62M6QnJzsaxxzo/MCAD755JOTx48fz87LyztWW1vLr169OgIALrnkEs/HH3+cf9lllzkZKDqIrjSA8m+ufhcAcHjfLny5+SP87g9PQ1Hazj/f7NyNT7d8jsP7dpHjh/eonv5/T3ga7p1m48aN5uPHjx/7/PPP8x555JEUSbpgo8Ej0XK3H4BfvC1hQubIjF9docu4Y5w97aaRafrEiImqcO0VvF59mTYmfHzs5f0vN2bETmTV/HBOp7qU06pGEkK6FrrfHqKjgtN/UaSBSvHXe2jhZydgK5xAK/dn98j5+xYhF/6pHTo8jdFqe4yPFZ80QhKpL5i27fEroACeIv/n7R2rKAQEIBwnqpLTClijyUZYVuHMkXWEECxatKjm008/PdHmOEniT5WVk29++IFLjo+HUlOVKlgK+z/z8G+UnCOH83Jzc7OXLl16avTo0Y7Y2Fi5sLCQ//e//x178ODB7BMnThyTZZm89dZbZgCYOHGic/v27XkJCQlCZ9e6ZMmSxMsvv7zFb3/x4sWpq1atshQVFR0tKCjQbNiwoUuptu2dv6amhn344YdTNm/enJ+fn39s06ZNJ5t/vnPnzrzc3Nzs5s6LzZs3G7Zu3WrKPno4L+/HncITi3+tAvxzzp0PPYZ/vfgcju78HN98vA4833aP7YnnXsTTj/0GR7/Zyj//1O/wxBNPJAM9M7+cRwi4mNJGh4/vN+uy+Iw7xrn7z7tcG3VJ6pVqk24cp1WNUpt046IvS7/CPCRxvDpCfyXDsQP5MM0YwpCe0aJgmCIEGYFBy74nSvE3P9CKH7No9cGBVJHO/epqIVa+k+VYLik1ygugx3TSXHYPK1N0mv7THT4GYZSmRKXwSAvRhdcRXuUjGr2dV2uk5cuXnyooKDi2b9++nLfffjvmwIEDGgD49OMPKw5+85n8y1dbcMv0Kcyt06fwqCsfeP/8W/Q5hw8W5uTkZK9Zs6YwISFBGDdunAdonzfvvffetL/85S+n8vLysmfMmFG/dOnSdiORli1b1sb2fuyxx5IeeuihSovFctRoNEqvvvpqlxxbzzzzTEVeXl52bm5u9tSpU21PPfVUPNA+B3Zmu69Zs6YgJycnO+fIzzXxUcY4AGT+vDk4vG8XfvnxW/z+0d9gyRNtixqVlpZj5ao3sW/3dhz7+XtGzZPw/6x+O6YnrjEYnKsOjM7ylXn40zR6DaZBcYdU4drEIJtHw++4MDS8rkWoJsgFixAUOTRdO/ryjP/8PyMIabO4OkM4dHGmM47UaQ9UkRo80R2gLieeyr42zytVFCJWlscJRflZrZX1qSxzst0WVfDTjwN3fvF54v8tXBDQAVJfX8/s2bPHMH/+/KbUk+effz7m5ptvro+KimpalWs0GqrVaikAeDweEmjBDwCff/656b777qsFgPvuu69227ZtEQDwySefmG6//fZahmFwzTXXuOx2O2exWHpksdro/RZFkYii2CR8PnJ4ln744AEmFc9qVIzU9Hxm5x7H5Kv9wTkxMdEwmYzYf6Btha3X3/wPnljyW6jV/l3A+Ph4iVKKDRs2mGbPnl2n1WppZmamkJqa6vv222+DEls9D8HCH8nWLgghPaVNFBwY5iSGDp4YZGseovMKUDkDAOCtG0EFZw8mBV8EALAGg2HQV7uG6seO29lTfRK2cxMmKH71FPvbBQCv5VSE432qlPQ8AIR6nS1+y1OnTnVGR0dL/nMpRPG4Nd4TuUNla33M4y+9jGWPPdpUrUxxOU1iZUWK98Tx4cIpS+r7779vvvXWW+sa+5JlmbhcLkYURXg8HiYpKUkEgCuvvNIzaNCgTp0X3333na66upq/7rrrmqLBLBYL73Q6mWuvvdbFMAxuv/322k2bNnVJ0LG987/11lvmadOm1WdkZAgAkJiY2KEXV3S71a//85/JT/32QUUruJIh+gwxUX679sud32F4ViZGDPFn7kaaI8Cybf1whBDYnU4AgM3uQGxsrACc3fnlHESHNjIhREcI6V0n58gRXsJxwaUrUKU/RMc4+KPEw2nN0R/P6th6AyGYwjvr9nETH3h8Wo85lQnLSp1FYHSXjyGLWnAqF/SmUmjC6qnbHkEbIk5SU1PFxqiriIgIpX///h6LxaKi9RXpsFVlQFE4Sik+2rwVv5o5HZAlDTyOGNSVDUZN8bB31/w3atasWXVAx7xZVFSkmTp1qhMApk+fbt+yZUtAPj158iT/xRdfGO+9996mNYiiKNizZ4/h7rvvrgeARYsW1W7evLlLRSiaR3u4XC6mcX5pjwPbs90ppWAURSU7nZEQHWmQ3E2b8OHhhqbzudzudituSpIEj8cLSZLgdnuQmJgoyLLc7WsMBudqCsnwvh5AcxCGFEWOSO1aXmFLXIEz0O+wW91VIH5ldUlSRFlWJFBKCcOwjb+1hn9JQ9oboS01IwK2IQSk8U2q0EbtCdAGvQrayBYNBbIIAVHFeoQzUeE622B4jgchQjAhdZ13RupZNddObFs3IFSjnQ2T06AyA2t+BCKH1Da+JdVURzF6vVNxuw1UVto1Rh5/8SX85bFHiU1RAuYZr127NmLcuHH2RlIsLCzkN2/eHLFnz57j8+bNa7Eoz8/P52+88caMkpIS9dNPP30qLS2tjbe9traWS01NFQH/hFJXV8cBQHl5OZ+WltZkBMfHxwsWi4VvbNvicimFIoot+EkRRe7UqVOqrKysIQZDmPLcs89WXn/9dU1OmYmTrk49dOiQbtKkSY67Ft7hpbJggOhOASjhWKYF/Y4YNhSfbtmG226dhZJTpTjwyyGUlJZizOiWGQd5J07iu+/34o9/fh4ajRovPb80bcxlo2hpaWn92LFjnY3tEhIShJKSEhVCq5xobyGk+BgAkJVZRwg5U2ejkZZ8Y0PKNRWE1wWX4w2AyoIdVPYAhAEohSILfs3UU46eAAAgAElEQVQewrSa/Umzf9t78Ju1Ic1fo0kHqNHp7ec2f44zaWxLSMPYQ85qZo09Vx2RdKaxBATHr1D87TRtN5sJKK+Kjy8kKl6CtWIAjDEFgfugkGqqYohK7aOCoN7yzbdIiInB8My2YbeglDitVu2uXbs0b731VjEApKeniw8++GBFenr6cLVarYwfP94+e/bsoNPSZFnGkiVLktetW1fw2WefNTlZLBYLHx8f38SxqampQnl5eZcX9ookMaCUKKLIyoKfxvOOH9eJokguHzMm0+VysYsfuK/2gfvuswJ+6+Daa64ZRAjBorsW1j368G+ttpKSxKLCQu2u739gn3vpZZVGrcbLzzyJ0ZcMR97JIhBCMOW2u1BdW4d5M6fh8QfvazOOvz/7R0z51V34/bN/haJQ7e4tG3jqtkV2ZX45nyEvn08QapysUe9DVOToMz7eUTyBctrviXlQ4DzPAKCSKEs1tTVgCCEMwyher49KsuxXSmOYFtRKmr2gitJWMaipTRPHkiYbWaHwW8e0Uc6eNpTlIw2l6EAIIV4vDcUdY41W1WMbLwzLdK7r000+BqUEhJGJwVxBbdVJ4PiA+m65ubmq4zk54RMnTrRAdKQ3Rol/t3cfYqOikNGvVWUcReY/+fTTiI8/3pgHdMybGRkZnnXr1pnuuOMO63vvvWeuqKgIaFs/+OCDyS+99NIpm83WZJ9XVlZyBoNB5nk/BaelpQmVlZVd1gB66KGHEjds2BBpCAuTv9mxI18WBK68rEydkphoEz0eNcsSkhAfLxUXntSnJMR5CwoKuGkzZqZZiotVf/7THytSE+I4b22NgaFU9cDDD0drtGoye+ZN+OMfHmsyV157/W38feXrEAQBO7ZtbDOGxMR4LHlkMVIHXQKtVovrr5mEmVMnJVeXFcb0xDV2hnPOgZFzSSoHYHJfj6M5wtKiLKyaS+tmN2kAiuHX5gjKM/7qsk+MOC1i2qfImFhy4levhXzVne7i7ETJKJ1urPlPLrp5AkDxuDXCqeL+VBTVmozMw9Tradd39Nm3OxFtNmPUkMH49vDRgEbrhx9+aF60aFGTlsXixYuTX3jhhVMc15YeBgwYIObl5WUXFRXxN91004A77rijPjk5OajcCRrAidR64vHZ7XpXdXWUz26PoLLc4jnQCAL2bd4Ms8mkya+p8Nz+61+nHz2wu8lTvPOL/8Hr9eKOu+83fvPlVuN1113rBPw2Q+tTL1o4HznH8zD6ymuRmpKMcZePBse2vV5JllFvtWLPzs+xb/8vuO3OX7Mns/eDY4kagLN5W+IXzroQcV1fD6AFCLEgMX5k9zqhKXCV7aGGFC1hVUGtuGnFvoPw1vaY5k43UU/6zwg558VZQOfXGCS/BmxHQGGMPUEIUeCsj4cmLGDZPVpdmaQCNIRlJcVhM7k9Hrz07zex+d+vt3u6LV9uV106apQrNjZWBoDq6mp269atpvz8/CORkZHytGnT+q1atcq8ePHiunY7aYYXX3wx+vrrr7cOGDCgxfiC4d32IIsi56qqivTU1UXKPp+WAVCflzeUVFX5+3a5cCwnBxtXv+3R6xjNuJtuSbxm5JDEgf3T8eOWj5AQF8tX1dTg+nkLE0b2T44dlDqQyLKMequN7Nn6MfYdPIx5//cbnPzxW0iyhN0/7cdP2/4HnVaLa+feiUuHD8U141uuWf+1Zi1WLP0j5kyfgg8/3Yp7H32C277pI3N3rvM8wyAAPV7tp1sYmMF087sg1G7RwJBcAU4bF0xfvpP5lsKFt4dMtb+YMf2KTYMuVobtFh8DgEZfizBzGXXWx0AWNQiPaqPSb6ssM82fe0u/Fcue9pnDtGrU25qMu/c3bcZts25q0+2PBw4SnVaL0aNHe4GOeXP16tVFDz30UPJf//rX+ClTplh5nm/T+P333zdGRUVJ48ePd2/ZsqUpnKGdfoOyHSml8NTVGd01NVFP3X13+FN33cWs/M9/+BXLlg393X33gZEk+CoqDNXHjiE6wezTckSt9Tn6o7YU/Yxq5OzchrKKSsy6+/74hTddF69ShztXPvccEhMTRV28UXXL/Lvx7roPseD2eQCAB++/Bw/efw/Wrf8Yf3lxBd5587UW46mvt+LTLZ+jIPsATCYj5t5+D957/0Pu+msnE0JICy/V2bCPQ9Eh2BkU+LUjQgKG9OidceMygg1V7ggpDX/7O2lXCeAHAB507sa8CAA9po6r0HBrXvmPgQioW2CCc0wSXidSSWLF0pJ0KggaUEq8J3KHd1R+de8vB7H122+Ref1U3PWb30bs3bvXcPPNNze5nisqKtjDhw/r586d26R1cfjwYf2CBQv6JSYmDtu2bVvEkiVLUt59990W4V9paWnioEGDPF999ZUBrRAZGSk1hu5aLBbebDZLAJCQkCAWFRU1XWx5ebkqJSVFBPy7e/UFBSnLly3LHD91atS18+axFdUt9UHVKhXMJv8wRl86kvbvl4a8Ey1SrqHRaHDTtCn4ZMs2f93v02jxpXEch7+/tAy//PgtNn30Lqw2OzIGNNo6p4k3KSEes2+eDkIIxoy+VAEgV9Xaa+LiEtwNERcAgLKyMlVjuPcFiB5TMe82GKYA10yKJgzTbec8rc2+ghZ9rqaiq8N0EqV8707qLG+bf3QRgdGD/KnISvOqJ4ERJL8GbKczlkOReVgrBoFShuiNta2biJXl8fC4Tf7/r0iV7fbIgpJTsJSW4vI5c5F5/VSUVlZi3K23oaLmdDbjhq2f8bfNntWUG7158+bwlJQUX0JCgqRWq+nMmTOtP/zwQ9CBjXv37g17++23YxITE4c988wzSRs3boxcvHhxYlpamtg84sJisaji4uJacJUkScjMzBycmZk5+JFHHkkAAHdNjanq6NEhzvLyJNnnC/iMx8fE4OorrkBYWBiNijRj/NgxOJTtl7tIiPPLHcRERWHm1Ovx/f6DMihl4mNiMP366yRCCMaMHAGGYVBTW4ek+DhMvGIMoiLN0Om0mDp5In4+cgxoZQiv+XAjZk+7AQBwy5zZ9h9/OUShDa9KSEgQ2ptfLjCEDh8DwLAhB0hCfPcrD8neS2nxV3G06ucOU9Coq/KIUvbDrlBM2QhJ9KBBq0gyK8roWK+kO3zMsgL0pgpYK/vDbUuAMaawzSaY0669dd68frfPvpnceuP1GlgrmkLgJEnC/z77AvNmTGvT9QebtmD+7JubuKYj3hw5cqT3+++/P3Hs2LGchQsX1iUnJ7fRYtq9e3fY9u3bTYmJicPuuuuufo22d1xcnORwOFhR9FNTUVGRKiYmpg1PXXXVVRmZmZmD582blwoAktfL1xw/nmEtLBwgOBymRvt21pQp+OzrrwH4+bis0l/5jRCwp8ormni4EQlxsRgyKAO7ftwHwe1Vx8fEQJEkzmAIw6/mzsZP+39uc29uu3UWNm3e1uwdPyd/9c1OpKWmIDo6CjzPY+aMafLO3Xs9UbHxVXa7nensGruLc9GBEYcQESgjDCmIHdv/8h728o8CUAB/Ssku+MU+DwLIbfjXDWAcgHyWDS1RoNBFj3n+zFU/Flx+4r0f6qv2FeySPEJQO2OdQhWNTh9FwiowDagHpUTx+U6XOOpEPPXZRx9G/o7tyP1yG/77ygrP2LFjHZ988klTFZ81a9aYJ0+ebNXpdE33qLS09Ejj39SpU+uXL19efOedd1pPnjzJO51OAvh3C/fv3x82ZMiQNpPVDTfcYH3jjTciAeCNN96InDJlihUAZsyYYV27dm2koijYsWOH3mAwyKmpqaIsimx1dvZgT11d9F1z52L7unXYvm4d4qKjW/RbW18PWfZXxcrNzqMn8gvQLz0VTqcT5eUVAPwT1LYvvsKggRlKY/QF0JAA1Qxutxsulz/bY/uOb8FxrF9hmRARLF8PgILhbTfeONWx/etdIlThx4/kleR5vD4lJjHdMnvOnNqNGzeaPR4Pyc3NVRUVFWkmTZp0IaaPAKG02zdsiJVw3BmUAGsXGlpzJJ+6Kg4pFft3KjVHdykFn+UohZ8fVAq3HVYKtuTDXXUprdw3AIIjyK2lCxw9OV8Kgtpb54LokV0KZQILegbDr2Aa2rWCxxkNe006QIDwyID1uBWvR9fEww3/Dh2YAcuub5H75TbkfrkNibGx+OGjDxDXoPdgcziwe/8BzL3ttiaPRlpamvDzzz+HORwORlEUfP3114asrKygxQs//fTTwvLy8iOlpaVHli5demr27Nm1q1atKk1NTRX1er2yY8cOvaIoWLt2beTNN9/cIu+d4zg0iiO/8sorZVaLJdFaVNQ/UAnZ5rhh4kT8+Msv8Dicapfbg59+PoisjP5wud1wNOhUuNxufLnzOwwakCEDwA2TJmHX93tYAMg7WQhBFBAVacYNkybgcPZxuN0eSJKEXXt/wuCBGYBGXwNCZPAqJ9S6+vjYGLr9p0OViEw8tvm7fRUpKakeog2ztTe/BHv/ziMk9fUAmqDT7kVPOC+aw1nWj4quMqVin5+PLV/9qBR98bOfl7cdoRU/meGpmcB4c4p69LzdRQjqxAHo0TAlRZa5mvI6TWWlXfSKcFEaYJO1O3ysKBzqyjIhCTrojGWE5eSWHyu4fcHC5KyMAeSx++/xv9nsvn+163tkDuiPpIR4tD5uw5ZtuO3WW5oETTvizdLSUg7wp+0988wz8ffcc09V66G+9tprpZWVlYdLS0uPvPPOOwWNtjfDMBg7dqzjP//5TwQArF69OnL69OltdEh27959Ijc3N3v9+vUWwenUVmdnDxGdfv2lguLTGiJf7tqF/mlpAIDrJ0zAhq1bQSnFrj0HRKPBgPjYGJwqK4fH459K6q02fL/vAPqnpQuiKJI6qxWglBEFAVu3fYmhg/0aRCfyT28Obt22HRn9Gzb4COsBwzkAIiUmJjt++HGf7PKINoU3ZG/+fIctvf/AGlYdXjZ27Fh7Z9fYXZxzKSQAMvt6AI2gAOcorD4SPiB2dA9yAA//giAdHYfHDmNY4pblDlr0IkI7VLPHUw8jrLnlE6y55ULS9UNzdLHGrO50RhgOVJvSoMrcDsxZ5YRVK2Jd5Rkp+RKe98n6sBoALQToNmzYYH788cfLg+nj8OHD2ieeeCKJEAJKKR566KGKMWPGeABg3rx5qQ8++GD1hAkT3EuXLi2fNWtW/9TU1KiEhAShUZl+7ty5tq1btxpTU1OHarVa5c033yxyVVebHWVliYooduqW3/vLL/jb66+D5ThwPKf91z/+BrM5ApWVVbj51jvhEwTIsoyJ46+UHrj3LhZU0fzvk6347ZInUV1Ty0yfMx+XDB+Czz/9CFXVNZgyYy4YhkFiQjzWvL3KfxJWU/2rOxdpf/Pg/eXjrrjCc+9990u3/eqO6IGZQ1J5nlf+/e9/FzIMg8suu8w7c+bMuoEDBw5hWRYrVqywBEq5uUAQMpyMmloHNRkriFYbtHZFp3BXTaTuKh+ap+sFcokqQo/neHYDoevcbkf894xBKZHdHr3s9oA16J28irSIWgiKX7UpIIGCdhTZvwPHcD7CsG1mW0UQ+DseeND43b79qLVaMeCa6/DHxQ/grjmzOxzypzu+xoQrr/QYo6KbHBSTJ0923XTTTfXDhw/P4jgOQ4YMcT/22GPVALBs2bKYlStXxtXW1vIjRowYfPXVV9vWr19v2bVrl+61116LXr9+fQey/cCqVass99xzT7rX6yVXX321/dZbb7UFaie63WpbSUmy4HC0SJt6+4MPsOrdd1FdW4trf/UrTL7ySvztj39ERno6rh43DtfcdhurUnG4Z/48DM0chAJLMWYvegAA4POJys033ECvHH6JFgBumzEDS/6yjBk2aQpUvArvvPoyCCGIMBnx6H2LMGbqLBACTL1mEqZdf60AQ2TpHff9Rnv/ffdVXXXpCN0rK1/Le2zJkmTp8SfD1Wq18vrrr1uAtvPLW2+9VdThl3D+InT4WJJVqK45jJjoHtTkoMm0eIcPgYRKm7Eeo6LpbT7vS4SoiRxIF6+7UESJr6+s4xmOlaJjjZQhpzedu8XHzaNqeXWbDaPt27eHffy/TYZhWYMw8trpAIC/PLkEN15zNQBg/SdbcNvMtukju/b+hIS4WDlj+MiK5u+3x5urV682v/22v9rGjTfeWP/b3/62FgCKior4hQsXpu7cuTO//YsDli9ffmrevHn9ly1bljhkyBD3ww8/HLDQgCLLxFleHuuqqopvHmn913/+EyctFr/9GheHF558EgBwzZVX4uvvv8eVs2ZBp9dp/vvqSwCAnBMn8bulz4MQAkVR6L233ynGm2JUbo8H83/zG0iSBHAMrp08EfcuuhMA8M/X38aOb3aB5zhERJjwzpv/BAAUl9eU37Xo3tivt39uGXflVfyNN07zDLt0XDjHcf2az1nBXmN3QHo8HP4sI+eS1AUA/tvX42iOlBtHnNREhvV4dYrO8MJTH7pFQe7J3cYzRsbEETt/9drDPZFK0+M4fufSCii05xY0LWE3ZcYfNA9NGsppVeY2577qAWSlBlecJmBdbMIqMGeVM3GjK2SXUydYCjO7XLKWAHxC8knOFGGlsszIDns4o9F6GI0mqBKEZwuO8vJoZ3l5UkcpMO0hNjNFZlgmQCQWkQEaQLqedYHKAVLPiARQriEkjkJtOkYYtsd27Q4dOhQ1YsSItJ7qL9TQIBjnQYho8QAAIky7yOWj+0KLYieAUOHAeqb/jC5VmugtlP7xDzvtX33ZI/dJXPEWMmJbhsiyOp2L1XAcQ5QWv8mA/ArGbyzrOtFmDo8qILrw+uZvUUohFJzIVLzeLqe0Mnq9TZ3WP59SCsXt0kGSeCbcaOvLjQDB5dJYi4rSJY+nyzZFWKTJadAyAdNd6m2Cy+twtrhHKr3OHRmhaXsehpGgKBwI8ash6iNOkbCINrub3cEFwMmvAvhtX4+jGey4brKasGyvzhGKKBWeuGtZyDgxYsb0+9E0KP7yvh5HazjsnppXnt3UIyUub9i2DalRLbtieF4MNxsEDQ8daebG6RYfqzQ2mOIKCNNSNJS6bJFw1KZ1eeCEyDAn5BJe7aWyxEHwGKDSOgjLBaXvdjZAKYXNYkly19QEVXq4ORieF2JjDQE3VHwSPHUVdW3SzGIGpogszwTQyWu0qYkCQgSoI4715DzVHT4+F7cMgy1V2jsgqFRH6NL65NQXrmhgKCG8IRrDkTJ1eL4myjDgTDsiulRQTSIAhxWM4iK8ToRpQD1h1QoAMGq1r6vOC0ajcavS+h8nLKtI9XURYkVpGhTKEIaR1QMGHiW8qs8IWhsRYXNWVCTgDFLZFIlKDBsglYxhPVCkAIZ0m2eFgjAiWFUtKOXA6SoA0J50XlwgMCOUnBcAkBDfqyW0myFE99hCDGd5kS673XrZDXCGMCenQhMXNPGrUO0XiGNUgCo68E5fczCsCK2hvvXbhBCA47rMF6rU9OOMPsxJZYnxFZwuf83FxJbw0bE9uljv0rj0ei+nVnvOxIGhyAoC0bikQPA6XW36o0qAeYxlBbC8B5zKA07lhkrjBsv3qZP9HEVo2chq9QnCsj2bRhIcQouPL1BrXRFF3lpZx7MqXoiKNrCN0RhnzMcAoAuvau28AACwXedjaPQ1MMYUE0IotdckwG3355dwvIdGJmX3lVOZEAKNyWRz19bGdNXup7LM+cuStYXT4Q34S2wbiUNkf0q1pgZU0oDTl4IQGkrR9ueiAyPoMkq9AVbDnyIM02UPWU+AEBIiCSToUWG2Hkfv5B4aag+X/Jw4efAZOzAAf3gd9OkuYjBXtP5Mttu7XH+QUkqo4FPLLmeYWF2ZBKWhKoeisLLVGsFFx1R31sfZRGc51u3BL97Xyn9BWA8UKbDxTdDSgODDCsCqbaAKd9Fp0S2EFB8DACIj+0qTI5RIMHSsjFagPZ1C0g5kt1vLqVrSAWG4wKX5OgJBQKONyjJDvZ4uR19QwaemDCOLZafSGp0XACDbrFF96cAAAEWSulxeFfDnkAcymOvr3Eog47tN1J1KY0dEfD4UiQPDSRc3Z84MDRFx4/p6HC1gDHd23qjnQQgJKY2/1jpcoQLaS2H4siCqfBJcWv50EYYz4mP/kYHf9rnDA3/QARSFgyzy1GWLgcdxei0niVoIXj3U2j7TNlMkie1yxLUfVKGQWNJyje/yUafgcgeMlKOyQlvY1GpTNgiRAMoQouuzjc6OcE45MHIuSY1AiJVQ7UuEkicsVEHLK35JmJxVTyUlF5Q27f41v3NN7N3weYu7GugWU7QtEw6AsEz3J2oCCl14wFwxolYHLejWCOrzaX0F+QHr2yo+b5+kHymyTFyVldFem83UeevAqD9VxcYObLPRRBFMNAfD14NV2wghFOSi86Kb6DjZv08QmoZiLyMkJwcqC/bIG4d7DcPMO5vzcZvRUjTxcWtCbj7tFRvDx6oSY9t/hn1uXatqRF2HxhDYycswClhOgiR3adEvlpelBXqfCoKGKgohTO+Lc3tttjB3dXWU6A5s3HZ6vMOl92lVbg2PpjnFI8IltZNeo8jy6e+EEApDVDEhhIJtW6L2IrqEKwCEVq3OvqPjkOTAUINGwx+7deFVpDkdA814lzb95zRlB7CjAUAM14+NTIhq9xlmWEYB7eZamOV8UOvsAT/jziBiS/CYUHMqsC0q+bR94cCQBYFzVlTEnKmNTBWFtdl8LrNJ3WKN76iztxudqsjNIjA4TTkIIzSsMUO22uU55cAA8DJCrURUnyoLh46dHjojaQVJEsMSInrL6eWGv1LMJWfcg0pX317eHasPczN6vU1xubociREI1NszDgyf3a731NebJK9XK/t8foIkhDIcJ6mNRiunVnsVSeIAEFkQeK/Vam5qd8YI5JWm7S8kaEMOH8vXgw8rvrjD133Iy+dfDmBhX4+jDWjo0tEFD4bTqeMMI9RxWT2iScTIDBh1B7n1qnAn7LYzWpQ3QW8MGBVBCAEfHVMqnCrpVtRdEygl1OPREr3e3Z1uZFFkXVVVUZLHo5O8Xq2iKAwBKGEYhdNqPVqzuU4WBB4AoYpCBKfT4LPZuqeXQilpbQlJktLuc6jIMueT4FGrGB4R8ccJr7qYKtIzeK2vBxBCuDgPBAGVmieZw5J7RJPoOAuoGKV9PiYQQVixSRz5TKANq25381YXXgO3LQ6y3DOC2qKgB9Bt8Ul3TY3J53AYJK9XK4uiigAAIZTleUFrNtcShqGKLDOglEg+n8ZbX28+02i49qBQyB1FPHvsLkWt5wFeVwpOV3EubJCfMw6MnEtSGQBT+3ocoQQaQmWZeissuMuIjxuGYzl2tKq+cZagBdCtiiToZNeAi4opF1yFPeLAUASflgoCT1Sqbu16ST6fylNbG00VpUVOh+zzQXS5urd4aAcMy7b+wSmgSgcODFkNVl0DXldOSIDcyYs4E4QoH/fZll/I8DFCayxNIIThqMacB2/d2RJVbgm5Rx71du8lE26yEVWlt3kqSHcgO+3hTDcdGACI12o1B9KykLxenbe+PrKb/QcEQ1pGv0mC1P5vkFLicouiOjKhlPBdjyy8iLaQl89PRHc2Ty7i7CJ03Sm9p5lCGAWy1D3NrA7uIyEMpdrwSjjreyaNVPSEU0q7He0ueb0aT21tTOv3ZZ9PIzSURu1pMK0i+UQZAjoIAPDanRopJrKS054bzgvgHHJgAJiCQGWT+h7nxjd9lpEZrwP9fLsCQEZLilEASA3v0YbXtNUfQbNMjFZ/7cGDhPhc9O83AGqVCfXWQlCqQFFkREZmEJ7zL5zLyg8D6C3lZwKgEN0oY0Zd1jB68ucouKw8wkwiGTy+nmgNTVonjFbnaaPncMYno4TKEkfQPQeGPjq63lVZGS95vb0WHUWYVg4MhnMHFu8EQCkUr+QlOq2LIWxI5vKda5CXz+cRitEXwMUIDABUlIj82m8U+Pm2+bNC4efoRp5u5GM0CN224mTamovb52RjdDZzxQwN+g2/BBVFxyEJEgSvCGO0iUQlpgEApbIIb93AHrvQzsC2zB6hghcoPgp4HIDWAKQMBVF14nvwecKgDQtYdpQQAkajcck95MCgPbDrxvK8pI2M/P/sXXd4FNXXfu+U7ZveGyGUJBBAQIoQQKRokBqaIKEpoAgfCiKIBRSsiAooNsSf9C4KCqgIQQGRphB6IAnpPZvtuzNzvz+WDQlJIISQorzPsw9h5s6dM3dn33vuuafk6dPSQmpCpqqitAFDohCtRlOl8wHD8zYwrECU2grH9T6qhYl1LUCFuB/RBwDIPZ4k5R5PElGGcwHc4OOKdOObdeQq8zFhSJ5bZECGe4vAKCpKVluxOY9KkkQFSdQEe7YhTMkqNR1AzXiR3Q6SyIEQ0eERW00+tlu0ALIrPV9BedXqyyuxoJQBIXdlCdf4+eUYsrP97zqc8Q5AmLKvhtlkrzxnIiGUlcmslJHnNRTjBdCwDBgJAAoB1K/ScNVLsFIjIKTeKeoMqlFRoppwQUamLzIy7QDyAUSVOldAlcqjCG0EZGfXtmuqGcBRAM1xh+8qTTgAevYgD8FWUkOK/rE5mLTtm8l0H+1I6kkIdSw0qv7eRfSNgVatAsOw4FgWhzZvAJHLzfOXfMR/t++3xgzDwNPT075u3brk0NBQ+6lTpxQTJkwIPXfunGru3Lnpb775ZslksXDhQp/Vq1d7U0oxduzY3Ndffz3HkJ3tKdrtZVz2Dp84gflLlkAQBHi4uWHbl18CAPYfPozXlyyBJEkYNWgQpo0ffydDhGFTpiA7Lw8KhULOMET6ae1qi6+PtwRC6Kbvf7C89dEyGSEEUS0ipPVfrLAkX0slIyY8rRJFSWUThJCJTz/NvTR3bg4AfPHFFx5LlizxAwBfX1/75s2bk/z9/Ss0cMTHx6seeeSRyJUrV16dMGFCIQAsX77c84MPPvAHgBdffDFz+kTiRpEAACAASURBVPTp+Xf0MA0bAoBDAELrWI6KUFe82MD5+C7F1+V2lvZ8DTBMGiQpvEzHcuUZEtKiAO26qXD3XmpVB4ESaq0BdhtPT+6V07MHAcF24/yJn4CW3UGiHq68D5vZpTIDBgBMeH6m+pcDB+Dt4YHjO7aXOffZuvX4fMNGcCyLx7p3x1uzXkBKejraDhyCZqGhAICOrVth+RvzJUYuN9kZ1jhu1KhGR44c0RJC6Pz589PHjx9fBAArV650f+eddwIIIYiMjDTt3Lkz6WZZvvjiC48lH3wQwAK8n5cXli9cCA83NxTqdHh23jykZmYi2N8fn7/zDtxcqr7x9+fJk5j/4Yc4n5iIFW+9hf69egEADh0/jgUffuhoRAh3JTkZX3yw2DLwsUeF/1uwQP7niRPERaOhALDs7bctrSMjpaUrV8q+27VLBkI8bKKovpqUJM/IyPjb19dXfOONN3zWrFnjTQhBRESEadOmTckqlarci1nZWPzHOfkP3Fjs3kf9A4EjS2IF5d9rHlSiLoVn08MKz6YXA5ABaFlKknS5myrZq31jN7W/m0dtyOMQirLg5QZQytC/f1bSswfJHfOx3aqtzCvCZDKRhzp3agRRgCCIGNr/Mbwx+3kAQNK1VIx6ZgYKiorQrlVLrF6+BDKZDJ9/ux4r/rcGLMtCo1Lhi8VvoUV4M1zNyDZGdempbhQaGgEA7dq1M6xfv/4aAHTr1q1ZTk4OL4oi6dixo3716tXXOK7scjo/P58dPnx44/T0dJkkCPyzY8aQJwYMAABs3rULS1etAgDMmDgRI/r3r/IQWqxWDJ08GVa7HaIg4PFevfDilCkAgG82b8bKDRuQnJaGC4cPUVF0NxIQFOl0dOrclxUpqamSXC7H0kWLLC3CwyUA+HTVKn7Dtm1yQoi6eXh42IbNmy+oNRpJkiTMmDEjcOfOne4Mw9CJEyfmvvrqq2XCKQ8fPqycOnVqI4PBwDIMQ2fPnp05adKkQgC4cOGCbMSIEWE6nY6Liooybdu2LUmhUNSojkRqKQFtjeD8A41+BxBd13KUBivn/m4yolOduO0tfm1bscVsq43QiNvi8WEdDrbr3LR7XctxEyS4ux1EYVEjALVaDzw/t/jwwV/O2sM++qZzs+CgGx4OBCClEiQ5nSm4c/tl/LnfKo3bIx36pzPdR2dJJpPSmlRxUs7KENE3Bn9sWg8vd/eSm8qbhJ8pMhoFDw8PCQAWLVrkc+7cOcX69euvpaenc4mJibKtW7e6u7u7C04DxrFjxxSjR49ucvLkyfMKhULq0b17xEdvvGEL9vAoY6jR6fUY9NRTWLdsGQL9/JBXUAAvDw+IoohuQ4diwyefwN/XF/3GjcOKRYvQPCysys8ybMoUvDZjBrp07miQ2W0lHheJKSkYM2s2dn+9Eu6uLsjJz4ePpydsdjsopVAolYJJrb3WqlPnoEOHD18IDAy0+/r6tjl79uxZf39/4ZlnnglSqVTShx9+mHHzPQVBQHR0dHO5XC6NHz8+f8KECYXZ2dls+/btW5w4ceIcwzBo27Zti1OnTp3z9vYuY+W+mxrX9R3iktFxAFbXtRzlEP3QNaLR1Oru83XEA6iRWOK7BbULeuzbr61rOcpBof4HYWGZJMTvsZro7oIYhchmt6d2enwvpX/9WOnCjkb1siHqEVv5MwSMxiWfcfWoNA7653VrWmhkMuWkea+UMWDE//UX3v9yJbav+ARymayEk1LS0zH0uell2nKeXpm8X0DGCy+8ECCKIpYtW5YhiiJycnI4f39/4cyZM/IRI0Y0OXjw4EVvb28xPT2dCwwMLGNstVmt8Pf3b3tw2zbRXavlFy1bBqVCgVmTJ2PRsmVwc3HBtPHj8cn//gedXo9Xpk+/7bg5kZqRAb3RiM/XrkXf7t1LDBhOsHK5JS8nRxEdG4vjP/4IpUKB5xcsQO9u3cq1dULl5ZX94++/m5d/+qnnn3/+eSkpKYmPjo6OuHjxYoJGo6H9+vULe+yxx3T/93//V8YIUdlY/Nc5WVwyWgYgF7UTLlt1eHnGkwfb1TovUkFMvTRuYV1VpKoIR+BIslqfUKwN9frTp2NYZ1bO3/V7czH6WUQ2un1ECk04APrPr5WfvwUfg2UFzi/4SkXXSZIEfXaGlwuxNbLb7eg2aCQ+XvgaOrdvi5GTp2NIv754YvAAPPPSq2jTMhLPjnsSxXo9XLSOqfKHvb/is/+txe5Na2wXC0yXBgwY2PTy5ctnb75PQUEB4+HhIUmShJiYmCZDhw4tmDx5cplS23PnzvXTFRQo35w5k8tKTXXpPmwYTu3ZA6PJhH5jx+Kn1atBCEFMXBx2r1lTZYMypRQmsxlqlQp2QcCQp5/GG7NmoX2rVki4eBGuWi2GPfMM9m7caHFTqRQAsHDpUqhVKsycNAmJycmY99572PzZZ8jMycGQSZOwf9MmaFxdzRNmzxYejYnJnzFjRv7SpUs9Dxw4oN26dWsyy7KoaM45ffq0nBCCVq1aWZOTk/kOHTpEnj9//qyXl5fYr1+/sMGDBxdOnjy5cPTo0SFt2rQxz5kzp1xC7Lvh43pVZqgKqHbVgnsFWqfW7oZjfKojMCgsehjAtdq+sae3S5eAIA+51WSR6/OLNCWfvCJNcV6hpjjX8dHlFmr0mVka9sLvt0w6RE/97E8tBkYoKrir+GXCsgLvH3SVkcttTuMFABiNRsZp0Q4MDBR69Ohh4nm+zAt25swZZbt27QwqnucMaWnBXdu0Ue3ctaucl8l3e/YgpmdPBPo5wty9PBwG/lNnzyI0OBiNgoIg43kM6tMHe+Pjq/EQhPKiUMY9+Zut2zHliSfg7uqYBHw8HcMk43nIZTKwnl6ZVsAsXTfYSpJEKKXQ6/WMJEkoLi5mAgICKpgwgbfffttn0KBBhV5eXiXkvWPHDtfu3bsX+/r6it7e3mL37t2Lt2/fXiO5SRoQ6ufz3g8hAerrLqzF2AbnE6KoIJhr65bUagY9+cutx+P8QZk9L09jL9Lf9CnWSBKt1H1YMpsU3dq2UXq4llc+v9q0BbOemgi5zEHtTk66Gaybew7n5ZMNABs2bPBatGhRFgCwLAunR9inn37qPWnSpBznYry0IklFkTHm5HjmJCREgVLGaDDwlFLojUb4enkBAPbGx2P49V2+4f37Y8+BA7ccjpsRHBCAFs2aganEvZhhWeHHffvQ86GHoFTcPpqGV6kMKi+v/I2bN7sMHz68wHlcFEViNBoZu90Os9nMBAUFlQtvrGws7nMyWAD1z2hZd17K9+eB28NFn5zX13At/2Jt3ZDaLKBnD9660S34WDRZKo0cIITARUY8AcBuF2C3CyCEgFKK3/44gmH9HWm7xo2Ixfe7fwGAEuMFABhNJlBCJLh6XyWk8mpQTt3ZbrcTu91OSnuDUEphN+hVxGz2MBUUeNj0ehejyQQ3FxdwLIv4P/9Et06d4O7qCjcXF3Tr1AkHjhy5/cCVeka1ypHeSBAE2AWhxBslKjwcwQGOTAtSqbDGS0lJiO7QAQDQNDQUaZmZyM3PL+nDYrVC6eOTZrZYaHBwsB0AVq5c6bNw4cJMlnU4DN1svACA1q1bW1u1amUFgNDQULuHh4eQmZnJSZKEI0eOaJ3eyhMnTszfuXNnja/fG5oB46u6FqA+oV4l8azfnjyNAdR6orCO3Zp3Vruo7LhNxQt57iUw0m3SUAg2Rjz5a5BYWOB764blQQgwYPIz6DLiCXy+7TsD5+5RYimePn16oJ+fX+utW7d6Ll68uJz3gRNUENi2TZooThz90zPrn5PNC9LTfX47fJhkZJcPRbx67Rp0xcUYNmUKHouLw5YffwQAZOXmIsD3hvj+vr7Iyq24QuGt8MIbb6DzkKHM259/IUmEiJQQ6XJKCi6npNBHxoxDj9Fj8PMfh0rap2VmoV3XbsFNmoe3nD59enZoaKidp1S2ZMmSa+3atWvp6+vb+tKlS8rnn3++3C5rUlISv3PnTvfZs2eXETQ9PZ0PCgoqMXgEBgba0tPTazRrdAPADwAqrNBQt6jfZFQrKFcToh6B0iBkZSfU2v2u/F02bKQCENEOJutChefE/DxfKknlxpMKAmtLTWlW2TLpcnIKDp04ie6jnkTf8RNx/MyNR05OT0fnYSPQZ/xEuu90QiHhODEvL48FgJkzZwa0aNEiMiYmJiw1NZUDgMTERPmlS5cU7dq1i2jTpk3Eli1bXER9sdaWmhJqvXS+jTUv15ehVP7O3LnoNWoU2sXE4HJSEkYNGgQAyCsoKDFm+Hp5Ib+wsJy8dwMqSez3v/xCBz32mEgYRgLDSCCEvrdiBXqNGoX5H34Iq+3Gd2A3mTSpf//d4uDBg25jxowpFAWBDQkMpM8991xW48aNW/v4+LTRarVibGxsuXKJN4/F1q1bXYD7nMzOWm8G8G1dy3EflaLezkv5p1NrT4e/lnBXfCxZzBpRX1yxoU6fHyhaTJq2vfvDt1VH9O7RFZ3aPYD8gkK4uWrhDPMI8vdDelZWyWWffrMGTTv3xJxF7+HDJR+kErnKCABpaWmyyMjIFh06dAjfs2dPmRxr0dHRzby9vduo1WpxwoQJhZLNytuzM/2siRdb2rMyQybExiovJyejXUwMeo0ahTdmzQLDMMjKySmrB/v4ICvnztQoURTRZ/RotO7bF907dUK7qKgy5ylACcvaCcsKhGHEFs2b05/276cgRDp19ixNy8pCZk4O/H188MyYMeg4YAAaR0Q0c1OpVLGxscWUUqSmpsrXrFnjHhUVFdm9e/dmZ86cuWXy1f3796vsdjtp0aKFNTs7m9NqtSLPO+g3NDTUlp2dXTOVYUqhIeXAQOTfKcsWsczDokQ7wkEGLHVYnSsyxFByc6IyAomUTaBDAFCWkKsipWGljgEAuW4gYFBxQkl6vbUXOZ6UXpnMt/LQ8AwLzX/unz+9cKPosvNeZe/huA9z/ciN53njBw0s9aNsej1fMoTAEa/ftTZvSggBx4AnhIj0etKiisDaqpZzSCrI9oBr1cMtnNi35lsE+Pggt7jY0nf8U4rwdu01MTExBgBYvnx5+vLly9Nffvllv8WLF/t89NFHJUYMIkksZ7cprclXNZLJ6Brh5U5mTZyAxyc8JVerVLRtZARVyGXw0CjL7FCyBMw/ly6S3d98LZgtVvQc9STfs2N7QSXjiIxlGA+NUgQAtYwncp4j7tf/DwJQlrcWG4xKSRArHK/lCxciJDTUVJibq540Zw7x8tqO4f37U7PNjgtJyWTjZ58hMzsbQ5+ZQs/E76EuWndTEKD567utyMjJwbD/e8EvLi6uwNvLy/b1l182OXr06LnIyEjr+PHjQ+bNm+f//vvvZ5a+39SpU4PffffdtJvjGyua7BtS8qOaADtr/bUPXJTPGY3WpQSQKMCAggUqfNcpQErzMAUgEUIkEEglbHqd8wa1DLLIWOLcQXBaABmUcDJ1tr/pHgDWHeYBUhknk8r1SIImW3dc4f0Dmjqr3aM89zuTqrE3/V9C0RWJFpyrpO9aR/1+GRPORVAvrzyikHvd83uZyq2BK4a1Yh6WrFaVpNe5sK7uJXkwKKWwZ2UE0pty/5SGKAooKi5G/Pq1OJ6QgLgXZ+Pcnp/g5+2Ni7/shae7G46nZaYPHzsu7Ny5cwl2u51kZ2fz0dHRhpUrV6YtWLDAd/r06cE7duxIEkWRXLlyRX5o757M5EsX3HsNHd40+rttxOl2rGQYGS/nhPXfbWf/3L5FDAsOxgsL32JWrluLuVOfkQgB565ROpUFQgg4D42ywnw/1PkPAUAYyWgTqM1y67LX6Wlp8guJieThzp1ZSikFpeTl554rCeOb/c47wqerVzOzp061izabHAB+PngQHdu0gY+3t0QYhqZeuuTx448/uiUmJp7x9PQUH3/88bAVK1Z4TJ06taD0vZxjceTIkYtJSUl8jx49Ih5++OGz9zkZADDxrTmbHgKlGgCgN/i4ooGQnJxMiFNHJg4dmZT4sREANNzP9VJrHxdn8l0nH5NSfHwLHZk0AX6sVEdGpZxM4DYk9qLfi3MjHG3Irfi4tO7s4GOLqRBYWBehhA0OgsnWIfdY0kGfjmH3PgzcrK9au0r4GBQQ8nN9Wa1LmY6o1aSGudiXZVmc+nUXinTFiJ34DBIuXCwx3pZGaW54bkIcnpsQh9XbdxlfW/iOZvv27XkhISH2pKSk035+fuLvv/+uGj58eNNz584lOL0vfv/998smXaHqiVGjQvdu39T8kahW2pJ02ITQY6dOiO1aRJJ9a/4nXbl2Df2fmsQ9Fv2QIOc5BlSi7tf1ZgXPMUo5T27Wo0s97o1/CCAwnNVQbFD/sn490en1eGr2bFxITERE07J5WKko8lR0qNbTxo7F60uWoM+oUSSiaVNENW8Od63aDsHC/vz77/jz++8ZF60WU+bO5T75+OOgac8/n2az2Yic4/iEhITz3377rdv48eNDT5w4UaGnTkpKCj9hwoSwr7/+Ooll2cr04xpfJTYoAwYACBK9BGBIVdqWGy1aMU1KlGahujkSaPW9D0RRooRh/e/oolLUTSnuttzafwlRt29S8zCaBasbd4u62ABEmbpKfbGuHiLr7mK9xdtGJbsoUlEqY9ALauTICRrg61fQr18/2ZEjR9ROA4YTEyZMKHj88cebffTRRxlCUaGbmJ/rp7BZ1TzHQjIZqdMNdPzQWIwfGgsA5PWPl5FAP19QUSx7P18feLm5QS2X82q5HF3bt8OZ8xe4IF9fpGdlwVmLOj0rCwHe3kCp69NT0/nYadMlSaKIGzoUY4cOLfOA/j4+AEA1ajUGP/oo/j57FsMff5z4+/igXVQUeI5DSGAgmjVpTBOvJjMdOvlZRYWclSxWZVBwsKll0ybyAz98HxoSGmphALZly5ZWABg1alTBu+++W6604+nTp9Vjx44NA4DCwkJu//79rhzH0aCgIHt8fHzJLkB6erqsR48eVZyZ/z0w6C0XALjTW5TnuoEbUzG9+djNkCQDJUz1SvBSp057xxeCyOSZhDB3xsnOqxnuUnWu+49Ci6zsswgNufcGDFUVQ7vllfOwkJ/vx6g1ZhAiwWJ0pSa9B8tIHOvuYgIAVq8jlBAF7+5SEhoTEOAvHzSgn4VVqWinjh1BCKPON5lNPl6eVOnqCiKTWbp2a6oLCQlxS0hIUERHR5sUCoUUFxdXBABjxowpWLt2rZdks/Ghvj7yh1q3kiMnyy3UzQ3NQkPFxJRr7IOtrk9rksT+ffYcCICwwEAOkoShj/bFB1+vAkSR8fH0RGZWFu/v7Y3M3Fx4e3iU8LATk199Df+cvwh/H2/s+OzT60dFqAkgcqwgCmLF+iIh0s5ffmFiHn4YPMeVhAw4Fw1ymQyjhgwRPvvmGwUIoQo3t3xLUZHn97/8Qgf362fPv3y5iVyrLd7900+uIcHB9oCAAAEABg8eXHT48GHNzQYMf39/W+fOnY1yuZxGRETYwsLCLGfPnpXf52Rg4YsbWADJAB6t2hUOnryhwlbMmxazLZVKtJo6cvX5GBJSq83HLF9rYWr/BuhT8rQ+He98g+yOoaxilNMt+FgyGV0ls8GVKNTFkOwaCBYP2K0qqLUl37mbRotu3aL5n34/Ql98fppQVKxX2eVKE08l8Vp2Huvr6yMHL7/xjhAiPTl2XM60Oa+EAUhWKpVUqXRsrnXr1s0UEhJiTUhIUHTr1s0EY5EPzHpvlSgohsb0xq7de4RHWra6ISClZM32HeyLT08EJIlpEhSE0MBAXEhM5IJ8fXDw2DFAdGzSZWRnoXuHDmX06L9On8b0NxYBAF6bNhX9ez5c0jUHkde6aAzFOr3GVatFl/btceDIkTIGjJstiVqNBh/Nn39dNIrOgwahcVAg+eXg70xIcLDZx9ubFwWBi+nTx3zs0CFvXWys5O/rKw3t398OAHFxcUXTpk0Lrei7KCgoYGJiYpq+/vrr6b169TICgJ+fn6DX61m73Q6e55GcnCzz8fGp8d32hhZCAgAf17UA9QX1KWyDYer9TocKwPF7fRNKKSxmm+HKxcyEbz/99aBgtd3Wbcrq3RwScxtPV04GEtpSxjCSiq38o6aSxEpms8b50efna3R5eRrJbNYUJV0NOXxgv98DTZsoJLNJcfr0aTmlFKLRoNq+fl1g87DGojX5ahN7emoTyWKpcPbIuR43l5qZiR/27cOImJhybfr37InDJ09CEASYzGYcP3MG4WGN0T6qJRKvXUNyWhpsdju27t6Dx3uWze0V5O+HYzu2S/Hbt1lvNl4IgoCCoiKAENgFAb/+8QfCmzQBADzWowcOnzgBACgoKkLi1WQSFhKMpOz8YrtSUcgHBl/RubhfOnzqFG3etl12o5ZR2ReuXCEZGRkcAOzZs8elefPm5cKM0tPTzzg/MTExhUuWLLkWFxdXNHjwYF18fLxLbm4um5uby8bHx7sMHjz4P1cScAGlCQD23oOu6z2hlEf94WPUM2EqRFqaREXx3leJCmsDcLemYcrykPwqr35NRYFDXmor5F5rA31+KBFtLgwjqZwfjqVKhiGkNB/H9nuUjT/yp0wymzUXz5/X2O124qlSqrPT0zV2g0Ej6nReF+IPtExNSVY3Dw7iCaVMr169dD/+8L27UJDvsff7Hf6RTZvAduVSy8E9H1YcPPoXAYC8wkIkJqcwjYODysgY4OuD81euIrfAsd7fd+QIIsIca87HH34Y677/AQCw7vsf0L9nz3LP+OWihTi6bXMp48UNqNQqS2WhkAzLijt+/hmDHi27Zs7Oc0TkUUqxe98+NiIsDHIXlyJOqTTbZLLsIydPSsNHj07T+Pllafz9c5q2bp1x8tQplTMv0W+//aaNjIwsx8mxsbFFBw4c0AJAZmYml5SUpAgPD7fe52RgAaUCgKV1LUc9QX3jwHo9p4lWu485p/je58IIibprPgYFqM0YBEt+O9iKm0OyeYElqtyCfFWRvlgFlqjMNotq/+9/8C1aRMgYjlH17BGNbTt3qSAIijUbN6uGPNaHhd2quXzxggZ2qwY2i8tP2zc3bR4WSqip2CMj9ZpSEARQSSIXTp/yuJaSoowIDVTrUy5EZl65GAxRUAiCgN37DiCiadNy71qwvx/2/3kUAJCdl49LycloHBSE3l27YN/hIyjUFaNQV4x9h4+gd9cuZa7t2Lo1jm7bjKPbNpcxXgBAbkEB9Dody/G83Wyx4Pe//kKT6xWtKoNOr4fN7rAfrN+xA53atoVWrSbBgQHisX/+YRm1Ks+9WbPz8cePW5pFRhZpAwKyHo2Jydt/9KgdAH766Sdto0aNys3VFouFPP74402feOKJ/IkTJ5bEJTIMg86dO+u/+eYbdwBYtWqVZ//+/YtuKWQ10OA8MHBvchnUN6JrcJCkej+EPBxGjHuKb1fsO5ialNsd1z0+qlIvkHJymEI6QpN8qNI2pGV3EP72ydFuRk5+AZ6Y8QIAQBAFjOjXDzHt23pZryZ6vTZrJr2cnExYwiA4wB/LXn8VktGArLw8RI8cBb3BCIZh8MnateTk99/BRaPB6BdmoaBIB57j8NEr80qSZn61aTMAYNLIEYhoEoY+XbuiY+xwMAzB+KGxaNmsGQDgw3kvY+CUZyGKEsYOGYwWTcuXH6eiyKkZwjBabbHNYlFI1920bXY7Rk+fDrsgqCRRRLeOHRE3bJidlcuFXg8/jAPHjjE9RozgGZalb73+arFnWETu77t/JnPmzPEjhLgTSpnpU6YUderSRS9ZrbKXZr6QHx0dHX7do8K2fv36JAB4//33vQHgpZdeqjRBh6+vrzh79uyM9u3bR15vm+Hr61t5ne1/N24d0PrfQX0iwfq/OWEwdkGx/iLc3cJv37h6oDbRas0skjONO4O7XHniODHsIYC7haPcLZYeo5+dgQOHjyKvoBDB7bpiwYsz8NToEZg4ahjG/99LzIODY8HzPL56eyEIITh04iQWfvIpOJYDwzJY/vqrxNVkaGq5eI4umTlDeOqlue6vzJkLLw93fLHoTVBJQp+uXbDv8GG0GzgELMvgrTmzrZ5ubgoA6DR0BI5u24wAHx/Me3YK+o6bCJ7jEBzgjy/fWggAmPX0RMTNmo1vt+9AsL8f1n74wR2N498nTmhGzniBFhUX45c//sCSL77A/s0Ozk/NzKSZ2dl4qF07gBDKyeUWSil57rXX+ILCQkIB2iIiwr7i448ztYGBBSzHif/bts2zW3S0XslxMl6lMlBJYjo/8AA3YMCAwtatW0dyHIeWLVuaZs6cmQsAzz//fECHDh2MTz75pC42NrZ4z549Lk2aNGnJsix98803U/38/EQAuM/JAO4BHzfMUJx6tMPnQH2TpywoAnNPJP0eEtPmnvExANhtrBmNOyvvio8rQWZWNsZPmgZRkiBJEobHDkL/fn0BAO8ueh2jxk7Gq/MX8e2iWuKpUcMBAJ+sWoN9vx8Gz3Nwd3XBt8sWExTnNT68dw9eX/wR5TmOsAyLLxcvgreMhGTn6jFo3GRYbTaIooSe0Z3xzIQ4USo08KX14LnPTMaUV15DhyFDQSnFoheeL6kEOHfKZHR7YjQA4OVnpsDDteq5hrNy8zDplVeVgihRQZKkAb17o0+3bgwAfL1xI1asWYPc/HzSe9QoPNK1Kz58801rYmoq/u/VV2UMw9BmTZqIn3/4YQHn4SlEDxik6//nMfeOfR915zjOLSoyUpg2dWomw3HSa3PmFI0aOzZwxYoVviqVSvrqq6+SAeDgwYOqTz/91HvTpk0pq1atcj927JimsLCQW79+vRcArFq1KqlLly7mJUuWpI0cObLJokWLAlu2bGmaMWNGpZW8qosGVUYVABYQMhrAuhru9jCALrdtVcNwb9wofca5E7evOVQJ3vIKMdmNpnu+KK8KYoa0P/hg1+b1rYzqzbABMAC4Z3Wvr1zM/qY/JgAAIABJREFUTFj/1YGWuK7yPrp7NxpVEH9XEdQpR6G69lfZhJ6czGG8uFVd7FKwmUWjZDJXLSalqijJTFB7MDGc0Wo0qQGAUyqNoJQRLBYlK5NZCcNIDM9bFW5uRWpv7wLCMFQSBFa02zlOobCKNhvPyeX1IjnMv7VknxMLHJqtDjWc/T42KsjIs0zNvsdVQNNde0/wXt7tq3Mt1SXF07wz9aOMqiha8Mtvd27xrG0EBR4kUS2qPW/ctoyqRCVbdqFVMluUzJXDYK8eARFvUANleYhhD0Fqcuvpn8hkFrlWdsfjKUmMyVZYXONzNKNUGiSzuXohVtWAwPMmfbFRBQAMz9tYnrcJFouSShLrNEDIXVx0Km/vPF6ptFFKYTcalbxKZaaSI6SR4bhKq7nUJv4DnLwEwMya7LOJpyb+wSCPWuc2tyHDjvrPmdepOtdKNuvVi90fqoWYiCqjTtYZdwSGJDd/sktodS+vShlVUSQGe5Feczd8DACyIF8LI2PvfI7TG+2QxBpN7ksZzmLNLaq1+ZYSRjSI1C5YrQoQQnml0igJAi/abHJOqTRSSWJ4pdKk8PAoVLq76wghECwWGWFZieE44d+iIzdED4w7N8vVX9yVWfulaxfS6c0lAyvo8dLAftm0uMiPAMz1REilW0rXM4M6+6FwNCI3HbseLAnqPE4ciUUZAkKYq7lBl5PzrlTiZlqSNFXmpspq1K9NdLUe+O4hA5CBe2jAkCt4Gar5vRobdYIp8AHIcy9DxQk2mYurDCEtq+V50ZBh5WQGq95QopwLZodBhlerDbxSaZRpNAZJFFnBYlEUJCaGUUliCMNIDMfZZRqNQeHmVsWsffdRA1DBkVT434G7MdS5hEYQbfBt82AUrPs2KferL5rcSMtFncnwHGnxHDnynEeo8ygctUWuczGhN9o7c0VTAkodiU4pZSBJpfu7+SlLEt6FDmyr5TWKcvlfagU6XaXJjWsEpaqxSE26QGrU3pHd3moE5GqHm3I1dvr+S6AMI+j1ppJJSLLbZZLdLmM4zs7wvE3l7Z0LSiGJIleclhZEJYmhkkQ4udxKWFZUe3vnc0plrVcB+w/j/gsNgPCyoPD9hyrm45s0tIsPdwXKJ+wvvXXjnONKFwAofZ5W8rezTxaAH4CrKDtfluHi639nAKibzUCJhkiCaGG4ahgG7vRW9/m42jATxiJYHRt8oJTYTSYNAHBKpUnh7l7IyWRWKkmstajIzZSb60UliWF4XmAYRlS4uxfJtVrDLW/QQNCgDBgLCOEBzKtrOWoKd+v9wqtUzarUjoqCxDC3aFsz7oFUun2yJsFgqesfzj3zJRBFSdywMv6uFDXKyWHxj4LM290ml5MaLzvUEGC12spZxxmetxGGEcyFhZ6m/HwfTi63sHK5mVMqTbxKZZap1SZOobgfylD7mAag6v6P9R7VJ2VCiC8Id9syx5JVyKU2oXzs1D3DrR9JEqRrtSRIeVAKSuk9c1EXjTajZLbc8FTg5JCC2tx5Rw3Rg76GYGc4C6iljLcHYRhJptHo7WazUpeS0pjheRsnl5s5hcLKKRRmXq02ydRqM2GYhuXi28CxgJBAAE/VtRw1hrvQkQkhMqJUNr99SwCOioX31phadVRazr4WYJcE6Z4ZMCggCXrjjYTf1eXju5WiAYMyrN1msZaz8nBKpZEwjGTIzAy8Hspn5hQKi0ytNvJqtUmm0ZhYnq+w8lRDRYMyYAAYB6AWFb9/CRpYmNA9hVLJoWP7oyAMB0olhxWJ0hInFAqHNk0IcZSudVa4JQwIYUDAgDA8CAgI4QCwyMpOzf3lcOjnH/zkC6B1TYh5F/pyjavaspBQvS0luUZDBG4FTsaXlNoDAFYms2r8/dN5pdJCGIZyCoXV6enTMGNz/x1YQIgbgDl1LUeDgyjWL0Kuy5+QwdgVBw/tpZLoBRAKR1ldep13KQhx+BjS694lAMp4mnQOj4LRLJY8BaUEDCNCqZDZcopsktFUI2EWpJqDdC++aEajsbJqDSRz7RRZYEFZx/dASwZB5e2dpXBz0zEcJzAsK7EymUAlidw3WNQ5XgXw33LZrBnUp5xBdfkbkmcfvfJXYI8INZzlaG94lJTeobxePreMtwpDCRMFjhdLccV1z0JGEG0C7EXF6pp6OlL9mavGZzzi4mlDrYWQUIaT8Va7+UZVKJlGo1P7+ORyCoUVAOWUSisoJSCE/pt15IZmwLjt7tZ9lActUfzqAe5BLeA7gtkcCZv9D+LqUq24ygoRGBB2xSbbA6BRTXVZ7UG6F6Mr1W6EgEoSVFCrSnJgiDabXJ+eHuzdsuVZluf/i0nZ6it4AO51LURDg7M2e33BXSiCNQOzOQBAOBwhfncGSQSEm0J5RQCUmmgFu1T/CtjtLAiptfhlVrArNVq10aA3qpwLE2N2dgArk9k0vr75znb3jRf1Avd15DvEdU/of+8q7w5hvJbfTbKLFxievUUZkIpBqFSejx2QS3ZqbODOD5WjFjeJiSSxaoaR6WUyq3Ojz2YwuFJJYr1btLhRRaau11q1gPqzsK0aPgawuK6FqCnUmmWM1ityrvsf1ZGj0dRiqdGSqldPJAbdvlXVUf0vrIaHlxAwanXtLgQoZRSE8gzP224cooRh2fq18vuPYwGluQAeB5Be17LUHO49KVOpvnlgkLrWA1oB+LsmO6QSJCqK9cElvMa/a87P34JaXnDxgl2lUKuNpY/d5+N6iWkAvqtrIWoMtaEjN4ASerWNK1v+CqWSVKPzumSqHwUHanw9xMvt4PkaTQp6OxBJ4tRyXgLDlOwuklJ//1fQoDwwFlBqBPDSAkIKAbxd1/LcNWrNQkbrjQFDtNqlxM1H/wFwM5Hc+J8zlREtk1BJIqSUMniTS2uZ46X7dPZyU5I8Zu9ZBLzwxCF5gHcw4diQu32ulo91zL9yKOFuuwE1GWE/cQQ6q0lm8/OGtlsPsOo78IKuYXLm3NzNIKRWXVItnMxgLpXEEwDUPj5ZhKnrddZ93IwFlP60gJA+AOIBeNe1PHeLWrEp1zN9mVXwSQCcJc7KcnJZ3Jzc7uakR6UT0lXUx80uyKWPMXC8Q4FwJLu7q9APAqlCbw7JZITxr0MQCwvBurtD3bErGFWtF7upPggBo1TyotVaax4YIseb9SYLT0VryXfCymRWpadnUW3JcB9VwwJKMxYQMhzABgDD61qeu0btbPJVxFt1Bo9WwTb3CH+Hjkxu4uPS7ElLzpfwcZmk/pUlFyqbfM8RPu3UjkvuQqkkSgLLMDkAfODg5bsCq1KaBUNZI0bd8HENr4dULlaA1J6xnBBqBGO26Y1lxlLt55dVazLUEzQoA4YTCyh9ZwEhPQA8Wtey3B3qDWfWHigYySrUdtaechDNNqS8/DmUzUMuBL8+wU4cCWKrjdYDHwr/efHGYkuxyaW6fVh2bYV193eA1QIzINMByP78E3iOfBJeo8ZUrZMKXNki+sZAq1aBYVhwLItDmzeUnPts3Xp8vmEjOJbFY927461ZL+DYmTOYtmChozuOk7/xxnwysHt3IwB8+OkK/pv1GzhCCCKbNpE+e+dtq0JR1r7BMAylALbt+pGb8MJMxW9bNpnbt24tAcDiFZ/xa7d/x7MMg3dfmWft26O7CAAWm8AwHGe3GY0aUFu5xYvcxUUPAJcvX5aNHz++UWZmpowQgp9++ulyeHi47cKFC7IRI0aE6XQ6LioqyrRt27YkhUJBL1++LBszZkxocXExJ4oiFi5cmD5y5EhdVlYWO2jQoCZnzpxRDxs2LH/16tWVJjJ86623fL766isfjuNo7969dZ9//nkaALz88st+69at82IYBkuWLLk2dOjQ/2T1kwWUnl9AyDMAttW1LHeN2nCLq2c5iRiObYwaUFBrCAKAswDubo6QRBnvqjXadfoSbbhoxyboftgKar2RZ7lg9VdwHTgMboNHVvtWE1+Ygx9/+Q0+Xp44c2BPyfEnpkzH+UtXlaAUOr0erlotjm7bjJT0dLQdOATNQkMBAB1bt8Ly+a9BbzSi99gJJddnZGfjif6PY/Hcl5CamYlJ815FkdFEKcvIF81/Xep3nZOdEKxW5GZmYuq8VxUXEhMZQgg+eWuRpXP7dlKR3kDjpk1TpmZkMMEBAdLqpUst7m43cu/eXClbAhGtjhAcKpqNyj9PnsT8Dz/E+cRErHjrLQwfPlzv/Kk8++yzgb/++qsbALz00ksZkyZNKgQASZIwY8aMwJ07d7ozDEMnTpyY++qrr+Y47xEfH6965JFHIleuXHl1woQJhTt37tTOnj072Hk+KSlJsXLlyqtxcXFlDCWVcTpwn5MBYAGl4gJCngQQDcC/ruW5G5TZtLpXqGd8LHNRyFgFX+c6cikcQk0YMJQyIhhNJURzL/jYYrGgR5+BsNpsEAQBQwcPwBuvOdJ0ffLZSiz99AtcuZrM5CQcg5enoxhhYZEOT70wB1dSrkEhl+Prj95FVEQ4AOCjL1bh6/WbQQjQKjIcqz56HwqFHJRSvPruEmzdtRsML1c/M2WSNG3MmDJ8fOr0aebZmS/K9UYDWIbFrCmT7cMH9BcAICUjA+Omz1AWFetI68hI8esPFlt52Q2b+818DBBqNltknEJhser1Lu9/9pnq54MHQQiBl4cHPlqwgPq1bWvYtWuXdtSoUU0CAwNtANC/f//CDz74IBMA8vLy2DFjxjS6ePGikhCCL7/8Mrl3797GGTNmBOzevduNYRh4enra161blxwaGmp/7bXXfLds2eIJAKIokqtXryoyMjL+9vX1rdDzbty4ccFbtmzxMplMpwDAbDaTYcOGNT5z5ozKzc1N2LJly9Xw8PAaTbTfIA0Y13EEDdyAUYshJPdREQhB0Mtx/N0aLwCAYVm/WfEfX1s15u2czLPJd5xo1rJrK6w7NpQ7Ti0W5H37NQBU1YhR4Uu1e9VKeLmXTVcQ/9df2LX/AP7avhVymQw5+Y5w5pZNm+LQ5vVQNW5iyC4uVj/Qtj0Gpl1TZ2dn47NvV+NcwmkolUoMiHmcrtv2nXrkwIGSxtfHJAkiWLkMKk9Ppa5YRz9ft560jYqCxWRRGooNuHT1Krb9tBu/bdyI7NxcPPHcc4o/9+4tliyODPc8w4ioIF+LNjDwmlyrNQHAk08+2fjll1/OHDJkSLFOp2OY614ZM2fODJo2bVr25MmTC0ePHh2ydOlSrzlz5uS+/vrr/rGxsYVz5szJPXHihGLgwIHNRo4ceUalUtE333wz459//lEmJCQob76nEzt37tT++OOPbufPnz+rVCppeno6BwAnTpxQbN++3ePixYtnU1JS+D59+jQfNGhQAsc1ZEq9KxyuawFqBv9BozIorUfPfRg1VEKQ5agaHq4Ge4FOU7RjE4q2rC3XhlotJcerqzSPHzEU0ybEYdz/vVjm+MYvlkMUiclepNfMXfwBXDQ37LJhwUE4um1zmfZatbrMsS4jnsCg3r0AAO9+8RViBw60/9/Lc+n58+dl/foPVA68mljmeltBoXHmGwvVPTp1ol9/9JGNc3WxF+XmQRkcLFv42uuyR3r1tk+OjSXLV61i3/90hfqV6dPLPQthWZGTy80AGE6lMlqLijwAINDPDx/Nn4/P164F4TiTS3BwOgBs3LjR9Z9//lGdO3furNlsZrp06RI+dOhQnYeHh7R8+XLPtLQ0/sqVKwksy8LJnQAgCALmzJkTFB0drXMeGzBggH7AgAHnACA7O5tt3rx5q8GDB5czQFTG6fc5+QYWUGpfQMhxAAPqWpa7Q20oyfXLglG/pEExgAdroiMiCUq5l5vZVmTgC7es4+4FH8vlcuzbvR0ajQZ2ux3devVHzKO90Lnjg+j6UEf079cXPfsMLHPN28tWoE1UC2z/5nNcuHwF0+bNx69b1iI9MwvLv/4WZ+P3QqlUYOTk6dj4/U6MHzkM/9u0DakZWfTc2QQjJ5NrcnJyWM7Ts4zriGtgIJa+8YbUOCiIyc7PFx+Li5P17PmI3a9RCHlz3iuqF2a9IPbrEm19/uWX1V+uXc+NGzas4mdycSmyWyxKEEJtJkdeuGfj4vDSs88CAL7etEla8r//6dc99hgFgAcffNCwf//+xJv7mTx5cnDfvn2L9+zZc9VisRCDwcAAwPz587OWLl2aAQCLFi3ymTdvnv/69euvLVy4MHvhwoXZALB+/XrXZcuW+VZmvDh48KBKp9OVIdqlS5d6ubq6CteuXUv48ssv3WfOnBn0448/Xq3C11hlNGSf7KqWR6oK6kR7I7UVQlJvdFMA9UkaSpHyyhc8pbRGatSzPBfy9MbXfAa8OSH+jsQwGR2eF7dA/qZ1EI3GW7a5U3y1aQtmPTUR8uuWXx9PTzAajdW9ZZRB0yLKwqrVGqvFQkob2gRBgNlsLvk3uEmY2a9NK7gE+GvcQoI0Gh8vFTHkW+cveIO88uo8RqFQSM5vfG98PAb16QO5TIaQwECENGpk+fvSJRNhGIkwjMSrVEZOoTCV3IwQqvH3T9P6++cCDqOBKIoYMmRIMQC4urpKWq1WkiQJR44c0U6YMKEQACZOnJi/c+dON0cXBMXFxSwAFBYWsj4+PnYAcHFxkR599FGDQqG4ZdzgZ5995v3SSy9lKpVKCgCBgYECAGzdutUtNja2QKlU0oiICFujRo2sBw4caEC+6DWO8LoWoEZQ3XITdwK23k279UlljgbwV011xhJRwyk5o+6Hrbdsp/thKySTqdLzhOMqLT/X/aGO8HB3q+xKUEqxbc/PGNEvpkoyA0BiSgpy8wvQ9cH2kDdubCBqjd3MsTwhRKbT6RAQUH5jvUino0dPnaLT586xeUeGyz0CAzRhD7TWGHNybd99t4NOenYyr/L2MowYOFDYc+BAuesVbm75LoGB1wjDiCAEosWiUHp65gBAcEAAWjRrBsKydtbVNcdZju/s2bOK6OhoA8/zcHFxkVq0aGHavn27KwCsXLnSZ+HChZks6/CudnInALz99ts+gwYNKvTy8qpwXNesWePeo0cPnVarLcfPlXH6fU4uhwavI4OpBR253sWm1ic6hguA0zXVGZEEJcdJVLfzLvmYZUWwTLmwDUIINNcNxXa7HXa7vWRKb/tAa4Q2Kh8tfv5SInpFdwEARDRrguTUdGTnOiIqBVGA2WKBIAgwmc0I8PUF1K6mFWs2Sq8tfEvgZHINAPj4+JTrt3nz5mgSGiq5BAcZHuj9COvn70dEtVJDOJbZt+83jBgxkrgE+HMjBg2y7Y0vv2RgeN7mEhyczKtURkgSI9lscrW3dxbDcXbt9WckLCsYKS0Cy97Ss6GgoIA5evSo9vnnn88DAIVCQb28vEQA8PDwKOFYo9HIVLSxvmHDBo/hw4cXVNS3IAiYPXt20NKlS9NKH9+1a5fbxIkT8wFgwoQJhYcPH9ZKNVwQoJ79cO8IO+pagLsGQ/5zSVfqG2wZeSFp769NFPSmf2qiP0KIS9vYbj2aP/xAlfuznzgCWG9tQ6EWC/R/3N4uwrq42Bmlwk5YtmQWJAQYMPkZdBnxBL7ecmPiuJycgkMnTqL7qCfRd/xEnLiabJUFB8sZuVzz17Fjipat2qBVm7b4fMWn4DgOgYGBeHHWCwgJDYN/YDC8A/yZYWOeVJa4QQCA2WA6deKEKi3pCtu/RxejjGcZtavDeyIrN9cxAQBQ+/pm+Pn7m69dvuxDRZFjWFY05eX5erdocd4tNPSKTKvVqTw9c10CA7OdXZ87d07h4uIi9u3bt0lkZGSLKVOmBAmCgOzsbE6r1YrOPEqhoaG27OxsGQC88847GVu2bPHw9fVtHRsb22zZsmWVhopUhKtXryri4+O1rVu3jujQoUN4fHy8CgDS09NlwcHBJZNGQECALTU19c6rKPx78CeAnNu2qjrqSIurjaRx9UpBrW9gAETAkQ+jRmA4uE9Nb8evVguMfx2qXCierdaLQeRyeighwe7j5UWbNrpRpCo5PR2dh41A3/ETcejEyXLXbf5pN4bFPApleISFUSg1i95ayK9btx5BIaHo138gli/9uNw1Gfl5Cr+AADLluefk7R7sgKcnTYausMhuyi9Q5ebkEJnBbDIXFir8/f2F/MLCMtfyKpXRJTg43VJU5G4zGFxBKQSLRcWrVCbP8PDzmoCANIbnbRLHGQjLlugtbdu2Nf/666+uer2eyczM5A4fPuzi5MHU1FT5mjVr3KOioiK7d+/e7MyZM3IASEpK4nfu3Ok+e/bs3MrGbevWrR6jRo2qUGGujNPvc3I51JiOTOvKLYDUQmWbOnu4SlC/pAGADgCOArgj3aky6A/u56nl7viYyHgbYUmFrlWiKKJtp4fh2ygSvXs9jE4d25e+UqIglPKyEp5o3SIS23/aCwD469Q/SElLR1pGJgL9/TDrmafR6MFuCGjzEFy1WvQdONhA1K6qpOQUZsvWrfyDHTshpl9/XL58uUI5vSPDofH20hw7dgw2mx1hYWFIvXhJctVoSOGly7Q4M0vw8/CQZebmlvnWCcuKWgfnCobs7ABJdJRMteh0bj5RUQmujRolvfv550K7mBiy7fvvVYsXL85wXnvq1ClNeHh4i+7duzc7fvy4AgAuXLgg9/DwEIYPHx4aGRnZYuTIkY2Ki4tL9Pbp06cH+vn5td66datn6b4AQK/XMwcPHnQdM2ZM2UnjOt555x2ffv36FTVq1KhMXqbs7GxZ48aNbQDA8zw0Go2YnZ1do+5wDdmAcaoG+/JFHWTSZ2rL8Fu/CLF+SQPAdPpKlPnitRpNSBbZp31RpzG9/5SplLdNtibpqnZroaBCfe4GGEZivbxV8tAwXt60mcW5e7Fvzbc4smUTdnz2Kb7csAl/HD8BABBFAUXFxTi4ZZP43uLFpjHTpsmc306nTp1w9sw/OHb0CN557z1YLBYUFhbi+x92IunKZWSkXYPZbCFr164DAFBKKTUVG6TiAs3M+W9hyYJ5gMWoAQCljKh8Q3zM4FgLiMNoJ9rtMgAMYVkBAAjDiABgyMryUXl5Fam9vXNcQ0LKWHQFQSDHjx/XfPzxx6mnT58+l5ycLF++fLlXRfqH07vpm2++8Rg1alR+dnb26e3bt18eP358Y/EOyliKokgKCwvZv//++8L777+fOnr06CaSJFWo89SaR1U9xAJKrQDuPovtdSTmG2ps1+eOUBseGPVMX66HcAHQrKY6uy1vXodYVHk7yVa9nJmMixvZfuAgP3rcWHDuHmYA8PP2xsVf9uLPrZvx7uwXMf6luSg2GMpct+WXX6WRTz5pAuNIoLxh40aMHzcOadeS8dOuHxA3bgIq2M3iTp46hWefmYJTJ45DxnHC/JdfZiBJDADY9HqVZLPLRKtVAQAyrVbHq9XFAGA3m1WC2SyXaTR6wFH1CQCMOTm+MrXarHB11Xk2b37Jyd9OxMbGFvfp06eoQ4cOEUOHDm3crl07A8dxFABsNhtRKBQ0ISHh/FNPPZU7fvz4UACYOnVq8LvvvptWWWhHSkoKf/HiRWVsbGyF+Ssq4/T7nFwO5S1j1USm3qK0i5Lh9i1rFrXkHFG/3pH646NcGp0AVGpwvBPUCB9brAoq0gq9t1iWxamjB5B6+TSOHT+JhLPnb5xkeBthWcK4+cjg4W8AgLnTp6BIp0Pb3v3xyder0TaqBTiOQ2GRDj/s/RVXjx5A2vm/rcVWu7B68zYZAFitVigUChz/6ygmPf0UJj49qUI5WZ7nMjMzETduAlZ+/plYnJZhsOqK1QAgCQJn1enUAMAAhFMqjUoPjzwAoKLISnY7zzCMRAiRQCkhDCMKZrPaZjCoVV5eBe++/35yZlbW38OGDctfvHixDwB06dLFmJKScvrixYvnnnvuuZyhQ4c2BRy68/nz51XPPfdc7vnz58+pVCrptdde83PKuXz58vSsrKzTpftyYuPGja7t27c3VBQ+kpyczO/YscN93rx55TavaoOPG6wBYwGliQDi4Ej6dbcIg0Npqt047v9gFRLUU3omNezW3WZQ1x6Pzh3dWemq4jil/JbaL+NamftxWXAeHhWf0LgbodSY4eZT4nNHGEYpD2tqkoU0MgQFBwuE50UfT08M6PUIjl+6bAcBAnx9Mah3L8j8/c1dundTsRxP8vLyynQdGRkJtVqNhIQE/PrrPjQODYW3tzd4nkfskME4fOQIqFFnQFGOBYYijd5gRMKFS+gZOxqNO3THnydPYdD4KTh58qQyNDiQZGRlMQCgdHcvzMzM5Py9vZ3yUgDYvH59UGR4eOu2XboE/f7HH2VyU4SEhNgiIyPNLVq0sPE8j4EDBxaePHlS5efnJ+j1etZudwxzcnKyzOlWvHbtWq+4uLgCAOjdu7fRarUyWVlZVbYC+/n52YYNG1bEMAx69uxpYhiGZmVlcUFBQWV29zIyMmRBQUG1VhmgnmI8asiIcTqzqMvuCxmHbYJUy0n4/nMh1/UVNeadWClv3gTWrfJ2kiBUfedIobZAqTHD1dtglyR2+3c78MTIEYTz9WVkjUINan9/k5eHByUsK7Vr2QKNG4XQxKzsEu44ffWqIFEwDz3yiMppT/t61f8wYrgjRvqhhx6CxWLBzVwdFBSEoKAgtGvdxpqfeMXU58EO3Jlz51kA8PLwQPb19tl5efB0d4fdaNSINpsCAORabdGYp57y6dSzp3/cjBlw5iISrVZl7vnz4bxSaeWVSmtFj/vee+9lXbhw4dzhw4cvU0rRvHlzKwD4+vraRo8eXQgAcXFxRZcuXVICwOnTp9Vjx44NCwwMbLV79273WbNmhaxZs6ZkEly9erX7Y489ViSXyyv8oVTG6fc5uRy2AnivJjoy28UO3yWk6TKKzWdqor8qo1byxNUzPq5n4pRCjXwZNcHHoJRQQbzlb9vNzRU9unXF7l9+k8ApjWAVJnCKG+tFjtPAw8/gEhRmWLX0A3pq/27x2+UfIDe/AKFQ7kD5AAAgAElEQVTNw82//n4IoSHB8PbyhMzdRxg+fDh39OhfMsDBtUNjhwAAhgwZjNOnK/5ZFBcX4/EBAzF76lRLU08vwZyfr/Fwc4NOr4cgOETJzMmBr7c3BLNZLdrtJfn4YkaMcGvbqVOjmW++yQDXw2YAFCYlhVkKC13+n73zDo+iWv/490zZnt5JSEJLICC9t1CUJiBNULBhATvK1YsN7+q1oFdQ4Hdt94oogleJiIhIh1CkVyEkQUghvZftOzPn98dkQ0LqJpul5fM88yTZnTlnsuU777znLRpf31IAmDt3btHmzZt9ADkdxMvLSwKAWbNmlQqCQLKzs7nIyEhbUFCQbdSoUcaK54rPnDlTo61t1bEc/Pjjj74zZ86s1Zt0+PBhTVpamioyMvKO0NDQOywWCxMeHt4NkG3nlJQUBSCn8xgMBjYwMNClrbdvWgcGAOgp/Q5ykaJaQ1ucxAPAYMihUo1zETaTqmH+LT2Vm+ZpDDfSuVRCuKaFCDeEJFG7YLbWWySU7zMIUNbfqZSoVPAYGlvzCYaVoPFQEw9fNeEUOgJU5gUyPK+1ADqLfyCUHTsxQlhb266TJ6VeQ4bwivBIw+Q7R9P4o8fAaLRscnIybDYb/P39kZKSUimuaWlpSEpKRmRkJMLD2+LwkaMwmUwQTQbjzl27aFTHDnYYS3WwW9UA4OXpgfyE40g5tg8px/ZhYO9e+GX1F+jVr3/R8L4D+F927IDVZkNyUpIqNS1N0bd3b4dRTAFg/IgRZP8vv5gSExMThg8fXi0JMjY21lhaWspmZWVxALBnzx7PmJgYM8MwGDhwYPnXX3/tAwCrVq3ymzhxYgkghxFv2bLFEwBOnjypstlsJCQkpNFOz0mTJpXs3LnTAwDOnj2rtNvtTHBwsDB9+vSSDRs2+JrNZpKYmKhITU1VjRgxwrVFSm4y9JReARALYI8rxiuzCoM3ns8wppcYXRltVz9uqKxMb7yQ5RvrfGRcsTABAPAYFguiakBflSpo+w+p83lep268Q0XjKRAPXzVRqnW7d+9Vd+4cjbCwMBBClKxGoysmRMO27ygoo6JJBsuZL2dkkuiBAwTW09MKAD9u3yndf1/1Anbhbdti167dAIALFy7AYrEgIOBq12K72Wz10enMbcPCcHT3HljLyjUHjh1DVLt2AIAxw4dj/ebNAID1mzdjzIgRIqdSmSU5Eg6SIPDr4+IuH9qxI3/NihWUVkRtAJANa5utVgeOIAjIyclhAeDIkSPqxMREzbRp00oBYPz48SW///67BwBs2bLFIyIiwgoAmZmZfzq28ePHFy9dujS9aqeRuLg439mzZ9dpg9Wl6a2aXB09pZKe0lcAvACg2Y4cCoTuT8nvFn85L16UqHscQ4w7UkhuSP27EXFJq1BX6DHr6WFglFyN4uv5+QUoKZHrApvNZuzaE4/oqGiBsEot4VQaQpjKSsoEBIRT6ErNVp3VM0AgfqHslxu32YcOj5W8QiNVYR2izEdOnIZRkGwSAb9r92506dIZADDlnsnYvVs2c+Lj9yEqqnrAIAVFUWaWYer0Gbj3nnusE4YMUYkWixKQTYzBffvit92ynq//7TeMGT4cal/ffFt5eWVrqN3btqWfPHw4/ZN//tMKAIRhJACgosidO326cr/169d7d+jQwQwA6enpnCMyb8+ePRpJkhAUFCSEh4cLwcHBtjNnzigBYPv27Z7R0dEWAHCk9l07FgAUFhayR48e9Zg9e3atYeL33XdfaUFBwRmHnqtUKik9Pf0cANx9990lq1at8gOAr7/+2mfQoEHlrs46uKkdGACgp3QrgF4AXJUCMACACOCEi8arE0Jaa2DcKLRUqKK5xNDgwESjhXL81Hr38Zs1B6z2mnpkLCfAvw0l9XyPc3NzMTw2luvZqzcZOHioYtLEicy4cWPBajS6J156qTy1pES8o2dv9X2z5+Cbr1eBEIIDBw6iR68+6Nm7D6ZOn4FP/28l/P39MWDAAMyYPg29+vRFj779taLZSOfPnEwA4M0PP8ambTvr/h8JIw6OHZo/aexY68iZMzH1vvtCP1qyJAeiqGQ4zm43m7WEYUTCsoLa17dW45XjOCxZsiRjxIgRUVFRUTGUUrz44osFALB06dKMlStXBoeHh3crLi7mFixYUAAAH3/88ZXVq1cHREdHx8yePbv9559/nuoQ0dDQ0DsWL17cNi4uzi8oKKj7iRMnVAAwa9asiH379mkA4Pnnny9ISUlRdurUqet9993X/ssvv0xhGAZ9+/a1TJkypSgqKqrruHHjopYtW5Z2O1a7vxY9pUUA7gRQs6VOE6BAyKG0wl67/8rdJ0rUpS24aoPchm1Ub1Bcdm1ktTr4zZpT7z5ek2eA0dRYkAIIoZyXh4EhUp2dimY/tQCDJ85A0qUUhPUeSld9s6bSSP7fDz/g/lnVnRH79x1Az959+J69epNZs+eoP//03/APCFTzoWGMqlOU6effflNc68BY+tGH+M9XX6FHr964f84DWL3qKxBCkJWVhQl3T0J5Tq5QePGSUr9gge3pRYuUd95/P84nJ+O5uXJb1mcefhj7jhzBkGnTsO/IEbwwf76FVaksal/ffMKygiQIvLWsTGs3m9UMz9tEm03p0GOlp2fxgT/+UAYFBXXfsmWLz4svvhjRsWPHroCcJjJkyJDOHTp06Dpv3ryIb7755rKjFtHbb7+ds3HjRp+oqKiYN954I/Q///lPar1vAoCkpCRFdna2YsKECeVVH3/hhRfarF271guoW9NbNbl29JQuh7zQ5wqnA8kpt8T+fC4jtchku+SC8eqfzA0pJJTSG8sOv3EvDy65NjZLjwEwKpWZ99XV+mR2Ti5GjZuCHv1j0X/YGIwaOcI+eeoMHgBWrFyJsPBIZGRkoHvP3nj8iXkAZIfwHd178p1jumH79h38yhWfMAQgg0eMUt8zbZq1z+i7+R49+ygkScK8J+RUkVcW/R0/bfgZd/ToiVdffx3//fILAMDx48fx+BPzYCs3mtd+vVq3L34fvlu7TnnX7Nm4a/ZsnEtKAgC8/uyz+HLtWgyZOhXFpaW4/557QFhW1Pj753FqtYmwrGguLPSV7HZOEgSe4Ti7aLMpCMuKhGWFxUuWqDt16tQ1KioqZteuXZ6fffbZFQD47rvvfKKiorpGR0fHvPDCC+HffvvtZYe9u3LlyvQ5c+a0j4qKijl79qz6nXfeyQaAl156Kay2sQBg7dq13sOGDSvz9PSs9h2JjY3tmJqaWu/C7IIFCwqKi4u58PDwbitXrgz+6KOPMurbvymQG20xqKnoCZkH4IuKP3cCiAFQADk9JK/ip7PsAzAQQIsUggru3u3Sk0f2dmiJsauSNGroBclk6tLS8zSSMwBupB7XAICw1x7ap+3a3iXt+6pyurSjNVihVja8p9xK1bb1Z1QtcERUKvjNmiO3UGUYCqXGArNBDY2Hieh8alf4xmMAoGtwrypQSoHiHAsEe/0u9LpQ6/LsIuzGEoNSGxSUy2s0FktJiWfxpUudAEDl41PgGRqaxalUt0To75kzZ/x79OgReb3Pw93oCVFCbsGmAJAMwALZAOoAIAVy1xKn7i5YQi6O6hjE+GoULaaZUdv3nGU9vbq31PgAkPf5vw8Urv5qaEvO4QydZg9KIywT0fCebiUFQLuGdkoa+hS6RIQ2asCC779D4Q9rq+urUgWvyTPqbNnH6rQGXknq1ki1zgyLSQUqEQS0tRFCmmMrWAA4rauGvHxDWUamUzrugNdojAoPj1LCMBIoJR6hoTlUkkj++fMxos2mYnje5h0ZeVnl5XXLRDLcxpr8JYAnIH/OdkMuzlgCWaO9AXjVfXStWKP8PY72bOM9rKX8vn4PzT0Y+PRzdS/FuwAqijRxSD+KG2RBN2hgh31enYJdbou6gLMA6r02trQeE4aRlOFBAENqf68II4Jwdkg2FXidgTBck3SxCk5rsmiz2/MSEwkVRKe9p4RhRLWfXz7L83ZrebmHX6dOl0AIyjMzgw05OaEAoAsJydAFB+czVYop38w0R49vJff0cQDLAcwH8C8AbwAIBfAX5KrmTWF4xfEOw/vmpKJQYiv10EJ+PJVOpQxsF2EsuJShlgSx3gukdtpsa/jDD3Hl+/cwQkmZwPl4Mx5DhrFsUKgRNgsHjacdvFIDjacRDOuKcD4l5JXORl24KShgKjVAsDf9omAxBvCg8PbVFoLnQAiBQqs1eQUHFPE8w3I+gTmMov6aIa3cFGgBzAPwHoD/QI6S6wUgq+I5p689IqWddlzMsUb5e+zr2cZ7uDuCJVoCRqm80U78RlzFcPlr5H//A/CZPBXlB/YJ1pxcynh48dp+Q+pc6QMAVskzYKgEXmkHIRQWowpKtRW8SoDdwsHDVwWdtwWSJBJSj6OjcagAGCF/PxqFzWS2lmfn1Bkd0hB2k0lrt1jUrEJh1QUF5QAAw7JU7edXYC0r89L4+RUodLq6+xm2cjPxAwB/AF0gR8j5AwiAnIJds79kwyiTC8qHXSk1Hb+rU3Ckmmf9XXeq7oOwLAFgg2wPXXdu4DVll57ZVT2Oh72g0EbUOl7TbwipT48ZrcYMllUBxA6GEyDZlAChYNVmiBYVeJ0NhChAVQYQxhXvp1NOAipJtCT9io0KYpPaN1NJYk2FhYGglGgDAnIkUeRYnheUXl5ldpNJS1hW0Pj7F90qzovmcss4MPSUngRwUk/IZwDGA/BF06IurqUjACuAA5B71N980NYing3RkjdDLEe0QdFtYTMLhqLUTC2Van8/VN7edjY0hHo/EMUBlAcIhSSZCMNoqdqDAlS+82E5V/W25+GMwWwsM8BY1jwjnVIClbYQVpMveKURCqWF4XlRo2JV8PBNB6+otVBcKzcXFakk3+gJ+R7AIsiO4NkuGFqZXFA+PKPUdGxMVHAnJcc2rgLuDcSNFvVIcUOKcou8SKxWC++x42W7h2GttlITI9nstYbCEpaVGN8AkXA8QwGWABz18DGDMDwBlBQeEgEICKOG64pAKyHfTDUYyWG3WGwFyRd5VKlX0RQ4hcJCGIYa8/KCNP7+RYBcLZ5VKKyagICim9VR2Ep19JTuArBLT8gEyLZxBOQOfM3CbBf7bkrIzB8c4X+6rbemZ3PHu060fsgbxuWvkazHEwBAAUKoaIfRXlpepz3KenqJUHhKkMu7qinUIkBtBERHWV4igOz9qFLroplo0MhIZQqKwkspZlt53effGAgApZdXkTEvL0Tl41PC8rzAcJwg2mxK306d0jll6wKfgxsiZMrF5AJ4FPLKn6tQQnZeHIL8Yb65oK3ifCOgUHM6jyD/OlezNP6+IISoCMARuZ8jIQyjASD/3jJvoxaAkVJab2NuCgpYTfXmvDUai9EPvLIcCrWc51yW3xa80gCF2thqLN9a6Cm1AegK4DJc2NbPZBf7/XI+05xdZnZZ61a3UbP9ZSs1aXkvjyQqeS9tndGJjE5nIxzvAQCkYrGHEEZd+XvL2E8c5NReI5Wkel8Da2m5rbnOCwAQLBaNJAis2te3gBACa1mZ1lRYGODVtm1mqx7fkpgBjAWwwoVjBvyRVtDjYGp+vHSj1ZRoHDfOvdAN5uB2G5QSlqNaRqWos9YVo/NQEICvosEsAVFX/N5S76EWgEESxXprcEl2QbAbjc2O+qCSxFjLynyUnp4lCq3WTClFcUpKe21gYE6r86I6N86X1kXoKS0BcAzAagClLh5+EOQOJYmuGIy6LTLihhLE29oiUnpoarwZ2qBAU3CPO8ycStXkUOCmQkFBzQaK4lxQKt9ZUUkSAblbAjWVGWhJngmF2VYIdteEWLKcBZLEQbQrK6vde/pfaTWWb1mWQdbjtq4clAIh+1LyuxxOL4iXXBXW4A6pbODG9DpwM95wuARCRQXh2Gqt3QjLUmXHTkY+pI1Lqu47i91ikfITk1lrucEMyBE7kihKFBSW0jJTSXqGIS8h0VqWleWaSDxCKGEYKtntPKUUltJST9+OHf9iFYrW1NNbk70AwgC8Ajnax1WQjFJz7C/nM88ZbUKOS0Z0X/TwDWN83K7+CwesWlXjM8m3aWNQRXe2gHFJWohTUElC6ZVMFKem2R0NayRRFCt+SqUZWYa8C0mW/KRkiUqSS64ZrFJpoZQSm9GotptMKpWXV7EmIMAt3TFvJm6ZFJJr2AFgLpwvStQYwiFXc94HuUZGk6GS5B7RrOjpfoNww1woquGmm2dHlwNdUJBJ5eMtGfPyOEIYMCzrVucFpZTCbDDCYuAra1oUZolUoTbAalZThrFBEnhQ54p8NgjLW8CyVgAEvFJu16TUFrc6L25pLkNOIenYAmOzacWm2Jxyy6kxnYLDNAouoOFD6sYdLU7pjRaBcXOumLoKQhhGBM9A0TbcLJlMRCgqVBGOUxBCXBNx1kisBqPZkJMrWcvLNaCUFF26DKWnp1EUBEay2XgqSZRKUnMLN1eD4Tg7q5DT9niNxuSoScSr1a2pfLcoekqpnpDtAP7eEuPbRKn75gtZxf3CfI+199P1a85YVBIb3sk13Dg28o3rwXCLkeawBfnQUAPheAj5eQrC8SAM07TC8U1EEgSxPCfPbC4uVkp22UbOO3fBxms1dktJqZrheZtksyngZCH8huBUKhPDcXaW5+28Wm0RLBalxt+/NZWvFm5JB4ae0v/p5RalDwMYDLnCsivhITsvTkCulO7blEFEQwkRf/9vfO3POkRMTh4AlQCJyj+rCRwFKEDU2opDqPw8pXLYP6Vo89rrRvCqvDpv0imtvIGXTKarf5OK+RkGBBW525XPVSQ0VB2TYeTHK35SwS7SvJMsJEk22iUKEGKlklRIOBakoTqUFYZ+5ekRAjCO+Yj8sjj+Z0AenyEghKkptdSRe04rz69ycErBh/i5ZbWJ5aAN6hxpYlQ6QhhOp4iMAAWtvEpbSkuREPcTynNy4BEcjJgZ06HyagE/nKHYCLOhuvBKEguLUX5MdI0nuQaiXQVIDBSaYljNHlCojESlLW/4wFZuVvSUFugJGQlgKYAoAC7Pk7YKUq9fL2QVDAz3OxHho+3T1HGE7d9lEA9VHS25K6pFOPSY0upb1f04BQjLo1KPgUpN9mwfWKz+YGl8vU7TCtGjggDJYpGNuqraV9EardLfUjFWDU1m2WqaLGSeszK0XOnQYypKQISfDTyX6dD1qvPXOKdrzq/q3PX9H7Xuc825V8NiMSMh0RU1rKoPW1aOhM2/w5CbB11QIGImjmdU3t52KDVmolR6MkolWB8fkcjXeLdhKSs3FaekKqkoVtNda1mZq+od1YokCLwkCLza1zffbjJpbEajRenpefOlybbiLK9AjlAeCjmdxNU38D7HMor6pRYb98W2DxzEMk1zBorFWZKUc6xhG9nxd6VG0eq7EQBMlVO4Zr/QJR/JGtsIG1k0GK7uW2EjV9NjSmVbGLXoMcPI9jSR7WrJZLQQpUoFUQQVRUASofT1NBMvVTxhOaCOZhtXz6vCRgatSDpmKs+p8gQqX4qq9rtjXFJln6vXKVS1oak8j/THRh+U5td/Pk5Six5D5eWpUQb6GIlOpyIMyzEREQCIW6PhJFGUCi+l2OxGYzUbWbTZFKLstECF88LlCBaLhiPEyCmVFmt5uY5Xqy2tqSO1c0s6MABAT+mPAH7UE/ICgI9baJo+AHIA/AngDmcPJhYjg8tnYl1xIvX5bHVPPJBAFKoYV8zjDJTSQnrZ7OfueZvIPndNxLDQgJDKMDlSIc773nsf+5d8ALvxase6319ciGGvLMLw115t8nwlJSV4/In5OHf+HEAp/WrZEvvgPj11RcUluO/J55F6JQORbcPwwxcr4ePthdKycjz47EKkZ2ZBEET87anHMfe+GQCA8fc/gsMnT2No/774dc1/65zzx02/4a2PVoAQgh5dO2Ptp58AAL758Se8+8m/FQCCXnvhWfGRmdNY6hd6nvDKemtwOCgoKGAfeOCBiKSkJDUhBF9++WXqnXfeafzjjz/UTz31VITVamU4jqMrV65MGzlypOnUqVOquXPnRiYkJGheeeWVzLfffjsXAEwmExkwYEBnm81GRFEkkyZNKv7444+zrp3PbDaTGTNmtPvzzz813t7ewvr16y9HR0fbAODVV18NXrt2rT/DMFi6dGn69OnTy5x9b24X9JRmAJilJ8QTchpeSxgk/ofTC/3TS0zxQyL9hzGkIeuvJuTKuVCoeJc4WOrSZMWAiftVfUcOc8UcziLlex9BWdqA6zG3M1BR/AsJLsnUrGTfJ//GgZWfw266WoZo6+J/YuhzTyqHv/pKpYFInPxsPvrY49j82xYEBgbi3NnTlY+fOXMGTz79DAwGAyIjIrH2u2/h6ekJADh79izmP/U0SktKKRUE+ts336hUCkXl5/WRhQuRnpmJ3T/8AAB48tVXcSktDQBQZjDAU6fDjnXrapzLl+vW4fuNG0EIQeeOHbHszTehUiqRnpmJp19/HcVlZbgjOhor3n4bCv7qDZ2lpMQPhEjGvLwQjb9/rndkZEbVcefPnx+2fft2L57naUREhPX7779P9ff3F5OSkhQ9evToFhkZaQGA3r17G9atW5deXFzMDBo0qLL7W25uLj916tSiVatWXUlOTlY8/PDDkYWFhZy3t7f4/fffX+7QoYP9119/9Xj55Zcr08xSUlJU//3vfy8/+OCD1RyKrZrcfPSy5/M9ANATsgbAAy0xT77ROnzj+YwLd3UK9vBU8WHOHs9IRhbG7BYvnu8RO4mS67PEfRxA3+YO4pYTP3fgnCsdGPXoMTN84XNKVFy/K5ZKG6XJFosFw0eMhNVqhSCImDF9Gt7S/wMA8MjcRxG/bz+8vGQNXr3qK/TsKV/q9+6NxwsLF8Jus8PL00Pc8MWXkslgUE+fNw9Wux2iIODu0aPx0vz5AICpTzwBQ4WdXlhcjJ5du2LVRx/Vek7lBgNGzJyJcSNG4N2/y0FPZy9cwItvvQWL1YpRQ4bg7b/9rVojAcFi0YhWq8pcVOQPAME9e54hDFPDpHj44Yfbrl+/3t9kMp0CgBUrVvj94x//CAsKCrIDwLx58/IWLlxYAAArV670++ijj0IA4KWXXsp+7rnnCgFg//79msceeyzSYrEwo0aNKl21atUVhmFw6NAh9VNPPRVhMpmYsLAwW1xc3GVfX98a0ZpxcXGeL730UrgkSXjggQcK3nvvvRwASExMVMycObN9aWkp161bN9NPP/2UolKpXBpedOOETbUAekKiIRf0bEmCAcQAqMNLXDd1daNo5RaGMFawKgMIU817u++997F78ZvVnBcAYDcasXvxm4j/5zt2yMW3TBWbEXJB2Qa3Z59bINw5eqT5wpmTZaePHDJ26dXPBq8Aw7uff22PHTnKlpzwpyF21Cjbu1+stsHLv3zFmh9s0V262E8fOWjc/fsm00tvvQcrqzRDrTMvXPCcdfVnK20SYSSodWaodWaotJarm8aSnJlreX/lF3T/9t/M544dNC/7cIkZGg9ToUUwvbV0JT20e5vp8J4dpreXrmSKLIIBDNvo78G8efPajhkzpiwlJeV8QkJCQs+ePS0A8PLLL4e9/vrrWYmJiQmLFy/OWrRoUVsACAwMFJYvX54+f/783KrjqFQqeuDAgaSkpKSE8+fPJ+zatctz165dNVY7ly9f7u/l5SWkp6efe/bZZ3MXLlwYBgAnTpxQbdiwwTcpKen81q1bk1944YVwQWhNGW8E76JlnBeVZJVV5mHnNrz3NdxoLUJuX1xqm+z75N/Y88GyasYyANhNJuz5YBnily6vNbea2o0majfIm81grm178P4Zlt82/miWREGigslABZOB2k2GRx97THr3rcXmsycOGyZNHGt5//33bFS0GmwWg2H2nAekTz5413Bi/y7j9l83mALatzX5RLQx+ES0Mew5c9Li6estEJ6TfCJDy7zCggzrvvmv8fDuHcZDu7YZJ40fK0ycMM6u8fUyq32ubkUWs2XVjz/SPZs2Wg5t+91CCRF/2x9vV/t4Wt7//DPxqccftZ2K32328fcV1u/YZtf6+5gcm8bXy6Lx8bRpA3xMSg+t/dqvwdixY8uSk5PPJycnJ3Ts2NGyePHiYMdzbdu2tSYmJiYkJiYmrFu3Lh0AfHx8JMdjiYmJCW3atLHde++9xQCwYMGCsNmzZxcmJycnvPHGG1l/+9vfwgBg0qRJ5Y794+Pjk1QqlTRlypQaDohWTXYdekLuAnBXS84hSLTL70nZnn8VlB9x9lj31YlrpUEY4rJrY4N6vOILiTjCWqpARZuR2sotdWkyD7t555afTaeP7jeePLzPuGXLb9LB/XtM1G4yiIJNeP+df1hOHT1oOHX0oKHHHZ0NVLQaigpyDE8+9bQUt3Z1+ckDu8vXffWFxatNgDWoU6Rh2+afDScO7jUcPbjHEH/8mJRckG3ybhts2PXbL8bDe3YYD+/ebuzbu5c4+e7xNo2vt1nWZE9LpS77epk/WvWVMKh/P5HhOVHt7WlReXtYXv3Xh9InS961nozfbU7NypQOnD1trarHWj9vs8bXy6rx9bJqA3zLKZVqBBvs27dPU1paWuPxSZMmFTt01OG8yM3NZT/44IM2R48evXD8+PELH3zwQZv8/HwWAJ5++umITz/9NC01NfXc5cuXVXFxcZ4A8MQTT0S+++67GcnJyQmTJ08ufuutt4KvnUsQBLz44ovhW7ZsSU5OTj7/008/+Z44cUIFAAsXLgx79tlnc9PS0s55eXkJy5cvd3mb5Vs2AqOCfADd3DAPCyAWsje1AwCfxhwkSTdUbQrXIwnZqN4OzhHM57goSVV+Xo2Prgj4gxzi2KblTxQgvl0keHd0xWqN43+R/4fLOVpwGiMEkw4gFLyHSAipFpZmKS2l+5d8UO+F+sC/PuIHLHieV1Ws4DWWsrIyHPzjDxMvsr8AACAASURBVKz5djVHCFGreCVUnnJKym9bt2Pv7p0gCrXiscefQOzI0XTp0qUKXq2FqaAIUHvwJloIXz9/KHwC1IRhMGbyVOzdGw+GV4J4+NZat+Or/32EZ597Dn7h7dUAEKyTvw47ft2Gu8aOpf7hHdQAyJixY7DtwBH17DkdG6VDRUVFzJEjRzzi4uJSAdkJoVKpREDOmywtLWUBoKSkhA0KCrIBQGhoqBAaGir88ssv1dLIGIaBl5eXBAA2m40IglDrAszmzZu99Xp9FgDMnTu3eNGiReGSJCEuLs572rRpRWq1mnbu3NkWERFh3bt3r/bOO+801hiklaoEumOSijzsgkERfifDvbW9nTj01nZgWEt1ABwpW47/lanyN0VNPXbscwLyda7lYfkg5ukVJajuyKjZ8fVyjg6B4fW+Z5aSUhz4vy/qdZodXPYxP/CZx6D09Kg6F+Boy1cPI4YNRGpaOhiGAKKtUtsv/nUJI4b2V0O0YNzo4Rg3eSbe07+i2LFtB3p274r+/XroACBMG1I5lsFgwGdffYUv/m8ZZj3wOFQ6FQcqVp4DpRS/btuOXb9vgFeIT7WwfCO1gIJC6aNW6Tw9IBIJUV07sV4hPvzBY8cQ9+NqluM4zJ//CN5690O89PKzFccTEaBXXx9OXQJIHMBW3v1Pmzat8to4aNAgY1xcXKNsHAD4888/lYWFhfzYsWMNAHDx4kX1hAkTrgDAxIkTy2fPnl2jNs6aNWt8YmNjSz08PGqs+LVqsksR4YJWqo3A80Rm8YD0EpNzKSXirV2eh2ZfNkkbPq5LjwFZix26XN1GJkw5+/Ryt9jHAMCMn1cEhqnfRnaVHn+yQjHwuXm16bG22l/XniMBPLQqQLJDsJkgCgJYSBpINrAMwBKJg1g92Pf7deswfcrd6NC+rQcARLS/Giik8ZD92pJJAKUSFGol1J6qSo0vLzfg4NGjWPvtF6zn1XOt5MTJMyg3GzBp8jgcP3ka3qG+bHZ2DsxWC8bcPVoJAI899iB27TugnDl7asVR1+gxYQECFnLtRQCy4+Dll18O+/HHH1O6dOnSYImEjRs3eg0fPrwsKChIBIDhw4eXbdiwwWvcuHHlBoOBcWjknDlzCjdu3Ogzc+bMstTUVNX48eMNADBx4sSysWPHRi1fvrxalPLevXu1ERER1piYGBsATJs2rSguLs67V69eOYcOHfL45ZdfLgPAo48+WqjX69ssWrTIpTlIt/QNtJ7SIgDjABS7acq+ACwA6mztp1ByxoBgr1S1Vlni5aNxdZeUGxGPKptnxU9dxeZZsXlDLrjqVWUfLeSLq1ug1hIvQoinCzZvQohjLB0ACZIg36AznA2E1ChElBD3E7k28uJa7EYjEuJ+cvr/unz5MgIC/DH30cfQq09fPP7EPBgr5srNzUVISAgACCEhIcb8/HwCAM8+8zQuJCaiTVg47ujRC8s/XgampjO8TpKTLyL54kUMGTYcAwcPwdat2wAAmVlZCG/blgCwAkBISIj9ckpqOQAWlDZo0CQmJip9fX2Fe++9N7JLly4xs2bNiigrK2MAYMWKFVfefPPNsODg4O6LFy8OW7p0aWZD4wmCgM6dO8cEBQX1iI2NLRs1alSNNyE3N1fRrl07GwDwPA+dTifm5uZymZmZirZt21amAbVp08Z25cqVFsmJvMV4HsBWN83lfyitsNcBubVfnUaV0keTwmmVOSCgDMe6tEjiDYgC1fXYE1f12PHYtXrs2MdtEEhagJZdo621aDQYuZVe3duFn35iG9ZXExJ+3lT9FJoZmd0tpgs2bZY/6us3bMKVDFmSkv+6BEIIxk2+F30GjcKHy1ZWHrP47SV48fmnRbVaLVBQWtV5AQD7Dx5CUGAAOnXsUGO+0NAQ/O2FpxER3RNt2neDl5cnxtw5EoWFRfD28gTHyZehsNA2yMyq0iSCkArDmEjg1JkgxA5JrLPa/+rVq/3HjRtXabtkZGQounTpEtOvX7/orVu31vicfPPNN76TJ08uclxDunTpYlq3bp0PAKxZs8bbaDQyOTk51W5o4uLifO+///5aq+63arJL2QvgabipE1FFSsnFcqu9zusz66ktUrQNTCU8Z+UDvG/t3H+5hkVdeuywkb1Qm41MpRatj3MthGXRsP17/fVYFEX0GjACQRFdcOfoERjQ/2pJrDf076FH/1i8+Pc3YLXKdYqT/7qE4pISjBx7D/oOHo1v1/5Q61gjR8baBvXvXU2Pf970G0aPGIbanBeSJOGlV9/Eh+/pqz2emZWDsNCrfqew0BBkZWVX/18JI3/uGb4UnCoPkqCi9GrL7Pfffz9wwoQJJRERETW+H7///rt3VFRUzLhx49r/9ddfPABkZmbyYWFhldoYGhpqy8zM5NPS0viQkJDKMSIiImzZ2dk8AHTq1Mm8bt06bwD47rvvfHNycmpo6ZUrVxShoaGV44aFhdkyMzMVubm5nIeHh8hXpClGRkbacnNzXa7Ft7QDAwD0lG4HMBPuaxUXAqAL6qipMOeJkSeffGlC5ILXJxfMejTWXREw1ysMr7nzum811FLk0haPDigVBbC8AF5rAKex1tarujyncR3HDI3cryqCIODkyVN46sn5OHXiOLRaLZZ88CEAmCpeXgvkSKzKi+G2bdvRs0cPZGWk4/TJ43j2+QUoK2t8cIogCLh48S/s3b0L36/9Do/Pm4+SkpIq0fnEBJACi9VWJkqSFSBlaIQWCYJALly4oHnmmWfyL1y4kKDRaCRHKPOKFSsC3n///Ss5OTln33vvvSuPPPJIZEPjcRyHxMTEhPT09LMnT57UHjt2rIZzqbb7XkJIrc0qCHFdiOWtip7SXAAzAJxuaF8XQTJLzbGbzmeeMduFgmufVPl7JEdM7NWu3dQ+/pGTeh1meLZzbYO4ltaw6EYhWJxPAaqFxupreY5Lpqvkq8+X49MvV6Hv4NEoLzdAoZDtN0EQceCPI/hu1efYv2szNm7agp179gknz5w3JV+8LE67526WEHC1hYR9/+PPuG/mtFrnKy4uwabNW3E54QQyL/0Jo9GE775fX5eGVf2LguFLwOsug+HMYNWFIIxQ1WB2sGjRomCWZemTTz5ZBADh4eH2lJSUsxcuXEhYtmzZlUceeaR9UVFRteN+/vln3wcffLDSGbFy5cqM/fv3e3Tp0iVm7969HoGBgXa+Sj2OtLQ0PikpSV016qMqrZrsOvSUSnpKP0MLdSSpDUGiMVsSsz0uFRqO1fZ8u2XP57Rb8nRk++UvJPhMGBTtrvO6LjSv7oa7ryMucZi0tB6zLItTR/biysWzOHb8JM6dvwAAeO+tN3Dh9CEc3b8dxcXF+GCp7DgWBAEnT53F5g3rsHXTj3hnyVIkJV8SwXAGllcaTh2JF65cPIuTJ08pHGM5+N+PG+rU40+/WIXxY+9E27DQao83rMeUqXBcZINT5YHhy8EqykAlHgBSU1P5jRs3+rz22mt5144zc+bMkvT09D+Tk5MTRo0aVf7AAw+0q2/O+s5l1apVqZ999llA165du5SXlzM8z9fY+Xpr8S3vwAAAPaU7AdT+KWsZWMhdSg5DrldQyeXkHAIAvILrqFBwUW46n+tzESc3aMvU2hCt/pRSl0fEMAyrJAyvIwzPkVqiLwDAI7hGalmt6Bq5X1XCwsIQFhaGAQPkun3Tp00Tjh0/LgLQBAUFIzs7WwUA2dnZCAyUo/u/Xv0Npk2dCkIIOnbsiHbtIpGY2PiCemFhobhn8iTwPI927dohOjoKFy9eRFhoKK5cuQKA+gLUv7io0K99u0hPULEnQDlQit27d2s7d+4c07lz55i1a9dWa78SGRlpCwoKsjkiJWbNmlV85swZDQD89NNPfg899FAJADz66KPFZ8+ebfTF1t/fXxw6dGj5r7/+WqPdS3BwsC0lJUUBAHa7HQaDgQ0MDBTDwsKqre5lZWUpwsLCbu3VIhehp9QIYDyAM+6a0ypKPX9NyBJyyy0JVR+3FJRHUUoFQgin8NIMcsvJXNdbqpvohs5Wbmp4p4ZprL56BLs2kr5zdCds+3U9jv+xC/fPnIYO7SIByBEQscMGwd/fDxqNho69a7T95Kkz5MiRo5rTZ86y7Tr3xrDRE5F88RJGjr2ncjxBEPDzpt8wa/qUWufbuScekRHhCAjwB8/zmHrP3fjj8DH4+/uhpLQMjnoQGZlZaBNS5X+lohqS3Xvc+HEde/Xq03Huww90g2AKvvazsnLlSr9t27Z5b9iwIcURTaFWq2lwcLAIAMOGDTOFh4dbz507V3mdO3TokFoURTJs2LDK9zIyMtK+ffv2SxcuXEj45JNPMgHAz8+vMtry22+/9Rk3blyJUqms9bPaqsktwjIAb7txPs/jGUX9aouOs2XkFQIA56XrRRjGLSmHuG428k11C+a8AVoL7tJjb28vxA4bgq07dgMAQkKCQQiBUqnEIw/OxrHjJwHIejz2rlHQarXw9/fD0MEDxVNnz9khCTpIgg6g3LVjAUBhYRGOnjiFu8fVXkLm8NHj+PfnX6Fd5954+TU91qz7Ea8sfhthoSHIyLyaiZGRmY2QkOqviWgz+ffqMzCkV68+nV57dVEULEU9QRg7pRSHDx/WpKWlqSIjI+8IDQ29w2KxMOHh4d0AIDg4WFSr1RQAFi5cmH/+/HkNAISFhdkzMjIqtTEzM1PRpk0be2RkpN0RcQEAaWlpiuDgYDsA9OrVy3Lw4MGL58+fv/Dwww8XtW3btkZr7fDwcFtmZmbluBkZGYo2bdrYg4ODhfLyctZul+U3NTVVERgY6HItvqm+Pc1BT+kvAGbhav6vOxgIIBtAuuOBnKxit4biXmea68BwrwNEEq600Mgi5AtkrSFUMTOmg9fWf7/Na7WImTHd6YmDg4MRFhZKLyQmWgAYdu/Zw93RrRsLAJMnTcQ3364BAHzz7RrcM3kSACA8vC127ZaFOjc3F0lJyWjfvvEdDafccw/27N0LACgoKEBy8kW0b98eY8aOodt37ERxcTGKioqF7Tt2YsL48TxAiuW8P7CjRo0yOgoQzZkzp5pDKTw8XAgODradOXNGCQDbt2/3jI6OtgBAQECAfcuWLR4A8Ouvv3pERETU29UkKyuLKygoYAHAYDCQvXv3enbp0qXGMXfffXfJqlWr/ADg66+/9hk0aFA5wzCYPn16yYYNG3zNZjNJTExUpKamqkaMGNGaa91I9JTmQI6M2+WuOSkQvPdyXqez2SUHqj0h0RrdZ1q5/lBrsUsiFBunrxrETJ3siukqycuT030lScK7HyzD/McfBgCMuXOUdOZsAjWabQa7KNkP/HGI79olmn1q3lxkXj6HlMST2L9rM6I6dcCebb9Ujrdzdzw6R3VEWFjtae/hYWE4cuwETCYTKKXYvXcfunTuBEIIRg4fgriffwUAfPPdD5h89/hrjibC1k3rcerIXunrL/9tB8MbgKtFFOPi4jw/+eST4C1btvxVtS5FVlYW53CMJCQkKFJTU5XR0dGVhu6aNWt8p06dWi0VJDs7mxNF2V/xxhtvhNx///3VIqPi4uJ8Z8+eXWv6CNCqyS1BRVeSdwE0vd1ZE8gsNcduvpB1wiqIldE21oy8m8fJensRior03+bQknqcn1+AkhLZbDSbzdi1Jx6dozoBALKz5cgPSik2/roFXbvKwZb3TByPfQcPSXaBmowmq/HYiVNsty5RqvrGAuS0wInj74JKVeu6JL77+nOkJZ9GSuJJ/Os9PR6cPRNL/vkmQkKC4aHT4fDR46CUYs3aH3DPxHGOwygAsCxLTx2JF04d2Yv39K8xYJX5skOZsvfdd19pQUHBmczMzD8zMzP/VKlUUnp6+jlAjl5zDLRu3Trv9u3bWwBgypQppfHx8Z75+flsfn4+Gx8f7zllypTSiIgIu1arlXbt2qWVJAlr1671u+eee0oAIDMzkwPkNJp//OMfIY899liNiI/Y2FhjamqqKjExUWGxWMiGDRt8p0+fXsIwDAYOHFj+9ddf+wDAqlWr/CZOnFhHe/qmc9s4MIDK1qqxAP5y47QdIOevHQeAvOySAErp7VEamzY7bcdtNTAAAIKppWqSmAHUWvASAFReXhj2yqJ6Bxj2yiI4W8CzAsP/rVhOHnzoYVX3nr10p0+fwWuvvgIAeGXR37Fj5050iu6CHTt34pVFchTp4jdexx9/HMIdPXpi9F1j8cH778HfXy4gPCx2BO6ddR927d6NsPBIbNu2HQDw5j/02LRJNpDHjh0DPz8/xHTrjpGj78S/PlgCPz8/+Pn6Cq8sWmTs3be/0LtvP7z+2qtWPz+/YhAmBYRY0Ig0r5UrV6bPmTOnfVRUVMzZs2fV77zzTjYAfPbZZ2mLFi0Ki46Ojlm8eHHo559/ngYA6enpXFBQUPcvv/wy6OOPPw4JCgrqXlRUxFy5coUfNmxYdFRUVEyvXr1iRo4cWXb//feXAsALL7zQxhH9sWDBgoLi4mIuPDy828qVK4M/+uijDADo27evZcqUKUVRUVFdx40bF7Vs2bI0R455K41DT2kygCkA/uPGafkLeWVDtyfn7BclagMAwWJ3be7ADU2z0lfc61C2FNeIiGoKjdHXoS8tqFowzilmPzwPg0eMR1LyX2jbsTu+Wv0dAOD79RsQ3X0AuvQchJCQIMx9aDZAGIuvjzdduOApMmDoKF3vAbGKXj274+7xYxqc54e4n3HfvdUDSbOycnD3lPsAAAP698H0KZPQZ/BodO83HJJEMe/RhwAAS955Ex+v+AyduvVDUVERHntkjjwAw5eAURRD6ZUEhi8BYc1Q6FIIpy4Erob9Lly4MNxoNLKjRo2K6ty5c8zs2bPDAWD79u26zp07d42Ojo6ZMWNGh08++STNUSgOADZt2uT70EMPVXNGbN261aN9+/bdIiMju+Xl5XHvv/9+ZQJ4UlKSIjs7WzFhwoRqC02tmtzy6Cm16SldAjk6rtk3qo3FbBf7bkrILCkyWf8CAHPylTptpVsOSWqOs6ZFu3nVAgHQ7EW+ltTj7JxcjBo3BT36x6L/sDG4c9QITJwga+sDjz6F7v2Go3u/4SgsLMIbixYCkGvyjB8zmunZf6hm4PA7tY89Mgfdunapdyygdj0+fuI0Hn/qhQbP89Pl/8ITT7+ITt36o337SIwfe6f8BGEtcjqfxyVwqjwQ1gxOnU0UHldkLSb12sgffvhhYMeOHbtGR0fH/Pvf/w5cvXp1KgAEBQWJL7/8clafPn269OnTp8vf//73LIdOf/rpp2lPPvlkZERERLfIyEjrvffeWwoAq1at8o2MjOzWoUOHbiEhIfbnn3++EJBTWGJjYzsCcg2ipUuXpo8bNy6qU6dOXadMmVLUt29fCwAsXbo0Y+XKlcHh4eHdiouLuQULFtRI4W0u5HbsGqcn5CMA8yAXznEn8SAY9sp7917mea5G5e2WgnniXwlEoYpx13wOqGg/R1N/b04XmHQA4a46n4YgYbEHiNLLpT3HL1zORpfOnQ1oRBG8fe+9j/1LPqjWSpXXajHslUUY/prTCyMC5PoWGtTtqBQA2HA1fJJcs/H1HNscbCBsEgiRi/9QykK+GNOrBeVuDc6cOePfo0ePyOt9HjcyekJGAPgMgBvqT1yFY0jCuOgQ38ghUck+nUOGu2te0n/CAabfeJfqTGORMuL/grW0qdeefZBTI92D2v8802Zw1/p2qdDXRg1Xu75qMPSlBRheYcy2KAxnAJV4UKmuApkUhLVcNVIrnU0EoETWyYaLHTcJXptGOHUB4Ii6oCyoyBOGN7fIfNeRVk2uHz0hLICNkAvgu9MDZOrZxvtM57b+PTr991UVIe7LryDtJ0nunM8Bzfprn/Tz8qZqajn7zEp338MkA6gz9f2m0mPCWgCIoGLd4SAMZwPDX7VJZW0klT8le53FjpsFwxmg8Eq+Wk+CsqCiAoS1EsLcUq15mqPHt6V7Wk/pS3q5Q8R8N08d6+GpPsjz3BA3z3uz4l7vWgtcwCitXMkwNLTv8Ndepf2feZqcX7+eK8/OYTxCgqWu994rqLy8gDpWP6kkoI6XSYTsFKhigFIADCUMh4rn1KhfA6wV47iqM4MdIAYQWACqBIUAOepCAiHujbZp5YZBT+lePSFzILfpdBuCRGM2X8gq+NuM/i1zU9hK8yCsSzVh+Guvot8zzwjnf/jebsjOYXUhwVLXGdMc+loTKlFQofaoE1qbHlNAooAoXv0bQKV0Ezut0Dyh2vM8LwFgQCUVqFjP6jMRwHAGOS/bJUhgOAMIYwOISCVBQRjOBlBCCCOAMLdHpGgr1dBTKgKYpCfkGOTOeu5CczqrZJDHiN5bowgZ1/DutwI3T5m4Clx2zzj8tVfR/9lncO5/P5gN2VkN6zEAyBFh1V+0ykX4OqILRVuVPwgqdZcwAqjEgbDGas8zrARWQUBYngBK1JH6DQAU1Ay7kYUkuKbDBmHNchQGZ4Bk11KGN8onRcRb0ZncXG5LB0YFtoZ3cT1mk62v3SZc5BVcp4b3dhnXRyVJs1fv3esRJ6yr5/sDQH/IItgYDCovL12fxx9v/Ayi1QjJ3riClYQVoPCQUI8gX4MSchRHbc4XDkDtyX91wwHUpyK1SA1CUiFXPL79wsBauZbroscA/BMvZCb0Hui2gDhcX6O1Was3bnYou9aBAcCu9vK09Z03v1F6SQEB1hLnbCSJmmAsb7zD18PLACo2chWVcpAEHRiuph5TEFDB2S4BDCTBE3Krby/w2lSAs91qK3ytNJnrEg35Z/zZHiNelVsou3Ha62QjN6sLyfWwm1zZCpOqPD2Nfec9oULj70VNcHJBjYpWu6ODxzVP1NyZUVjAqVWkkek5BERNOY0RtIqXxOFQEW1KUMG5xREqqiuKKnuBVeSD4Q2tnZTq5raqgXEN+ddjUsEuKr9ctlV9W9TBaH4NjGKXnEdjIYwrcwoFAIGEEK5F07QYzpnBKZz/3KlQvS+5Y1OhEVElVyFFIOx5EPasvDGpt3rUhSRJBO5r33yzUwx317yp4Le4Y8PLSk3H3TbhdV10a1YNDA7ufI8YthFaVXsruDqwwqlWgNT5GziGOBdSLJ+7cxcIR3X8qhsVtCCsqaEc6UoIY4XC4yKU3n9C5fsnlN7nwSga3yv7JqVVk52iRtE+d1CSWRCy+a1vGt/2zAXU1rLYLTTPOGSpocTd9zENODCc0mM7ZDvSGSex8zY6YRu/OCKvpzllIxPCaCs6Dcobq9ARVqGDQseAVTY2aoKCVeVC6XMWSp+zUPmcAa/Nul4fS3fRXD2+nR0Y7wB4CMBsAI8DWA3gG7hBtIsKysNOH718kFJ6i4cE0eYaCjEA9kMOLT/U/PNpCOJKB8Y5AB1VSg6FRUWNFfWmiHPjj6EiD1uphgpmE3XNircODTsxTCDsBTBsCgixghA7CBFvB+dFfn6+F+TPQSsNoKc0E3LXpscgdydZBmAV5CimFuenNQc97HbBPcWdCXP9VlSo1ByNGwLgFICTkFuEZ7rknOqCcA1qhBP6KsBZfaVNuH4RsGC5xmuroUwHk8UOSpxwBtcBFTWyvjL1OV4kcJp0KH3OE1ZZRhjORggjEMKIt4Ox3KrJTnE/gKchd+97AcC3AL5HtbTUluHsLwd7Z51LOdDwnjc5UrPMIK30zWJOSjh0TEo6dkI6d+CIq06rHup10DqhxxSyDepsFoDz6Z7OLPKJNhWsZQoqWo20mREuBGDBqVXgNPVrO8OXQOnzJ1HoMgjD2gnD2glhpFs9Es4VenzbppBUtI1aU+WhrwBAT4g3ZJFu0Ry8/TvORXfrFXGFV3B1FsRxIdfLMmmuoc4BGFbl73gAfpCL/VE0Rczqo6I4hAvYD2AAAIQF+SAjtxj5+QVo6OWgFApnbUhKoYLotD2hoYS3MqxL/l0dpbARAh7XfM4kCWZBFAsgh/y5qo7GzYIE4JwgCE7kA93e6Ck9jopuTQDWA4Bevqt6BLIzo8XITC/s9NeF7P1durd1Ry7JdbxTpM1dtKiaE38aQAZkRzMP51PK6odhGzTgGqOvVK47AULq7gRVG5IkckRy3s9LbQIlolOLeAoAPFQqyQVpl0oAEkDsNQp+UkgC+FwKQiFfR283WjXZCfTyAttnNR4npB2ArainmGNzEe0it23J9wGPfPtqCWGId0vNc91pfnSuD92zrp9jNMluPURCOwbAt004WFbhqPngwvJu9UZgNNLepRU2o1O1fCiFRJqgj1SSlJCcaqpDAGgpo7QyDNPcIp0EgE6SRCuRbDXGkihbJoItBeCSjls3Gc3W49vWgeFAT0gPyJ0ufABkA9gJYDLkVlKjIa/czILcA9klhLcLSHzo6dGRhJBgV41ZP9fNf+HqlcbYip8S5Fa4agDlkL/8XpAV05FP7ChiWR9WVPUoE5dEYGQDCEGF0PMci3ah/o05zo6mfR+JdPm3i6CiszVVlCRsxB9E4Tm4CXNeiwJAEuT3wPGZNgPoAJVfdp1HtdLKNegJUQB4EsAxAG0BHNBT+rWekD8g63AQZL2e6Ko5OY6xPf/6Pee1HqrYhvd2CdcxAqPZDoyq9HSMCvn7fgpAOwAJAAYDyMFVPQAa1mQbqhjIhDTswGiEvloAHMHVa0ejoUVJx2hxktPdYmhq0lGkpQ9reM9qEAT4/0n69Oru7Hy1wEC+nhwCMKjK44uYrnM/csH4rdxG6AkZC6AUQB8AR/SUHtcT0gfAvRWP2QE8hcbX+mqQYfMnHRzx7JTB1y21w13QZrVRvRZC/9g4qGJACWrdKZiNEfAOSGSmvtAZkihC7eFLWDlql4qi6Pi9xmlRCkIIqGCzEk5R9X2t14HRSHv3AmQb2dnPSyJkZ7lTUEmkNOU3uVCyUzAMiRyXTBiXLDIrqd14hF7Z2wNUdDj6TwAYzXSdW+qC8W9LbnsHBuS2QLl6SnOqPGYHAZvwYAAAIABJREFUsKlig56QIwD+CzlkvtmCOjC2cy4hxH0tA69f/EVLGeoMqnv/k3A1n+4kZGH0BOBwA3cFkAWgrOLYtpDDn2Mg3yj1AaAGiCsiOi6iaa0GMwFENmlGXpMHW7nTRWHplfj+COwZD13YUNJ8501HAP+C7AAsBZDd6rxoxVn0lNr0hPwKIFVP6aEqjycBeBsA9ITwkFsse8Cpmga1o/PUFGg9VL2aO85NQktcDQjkCCvHa9gLsq7GADiAqzmunpBTznwBtAFwBrJDIwxAIWQHqKMzUQwY1hXXjxIAPZpyILWWNK2IoL+fN9LSnT8uv6A7PXHqLHp21xGWbd+kua+irNgmQ35tSyHfALTSirOcAGDVU3rY8YCeUgOArys26OWW6PPhopXkvrNGqm555wXggizrOmFgNsh6XJI3WPrf+ydhLm8PXpkMv9ACEjNYTff96AGfoHwSFkVJr9Hd6KUzF2nCHzZYDAqYygOg8cxDeVEX0nngYTLy/uGEYYCmpDlXR4Rc78ppRwRkLXcawrAKSphLoFIH546UeJq2MxAhAw8QlXez254TXhuDkAEv0aw/zkPW47RW50XzuO0dGBVhcg3F4G8EsAPy6tIaNO3LV4lGp7xNao9I7srhiq7yezCujayQHRfXrmy1rfg5tOL5ExCtDCVEATD+RG6z6yxXADgpkpUUoKkODJWfCFt5Ew6kHM07FUuotI96hA8gxMkCdFfJB3AXVH5nmnh8K61Uoqc0pYHn7RWRc0bITrOnmjOfVqdsfv2BmwUqueOarwbgCGt2GH52VE/5K0P1qIjIa8Y4TQVzOaiUCYAQwrRp4rn8VeUcnMNWFtik43y8O0B2nDt/A5Zf0B2Hj6bQQQPSCcOEN2l+mX8A+CfTdW5rBftWmoWe0oJG7PYOAD2AMQD+AyCgOXPyGqVT6V43Lc6lmjUdc3lvAIDd6o2cy6A5l2UbOf9KNM2/AnpqVxnkjnlXKS9qBwA08XAsTTqajbbRycz4x0NBCAeGCyWkSQt+pyCngDeFpnfF4bS5sJc7b5tLNm+auW8owmIPEqXXkCbPL6dbjiU+0XnEJ7rBnVtpHLfJjXTT0cs3dWMAmPSUnoScA/xJU8eL7BiUEBbh39tV53dD05QiaK7h2hvxhlbSPAEMpem7BtPLv0XCWnqqifMyaHqV/iYXxiKagGatetD8M8Np3snmFDa7p9V50Yq7qHBe+OspNeopfRrABAC5TRlLoeSMMx8Z1urAaHmuNXYb0uSeKE2ZQC9vDqVZh5q08lZBk27gKaV2COagphxLOE4DQpoQglFBuaEddu4JpKJUryOvHr5hus59u9V50Yo70BPiBblWmUVP6S8A7gDwW1PHG/7k5IMqnbpZi4Q3C9RdDoyaOGcjUykE6RdipS/+1lH6fGEkBNulZszb1IWypl+7VL7NeqFpRvwQWn4lvomHFwMYD5XfdenqcyvT6sBoAD2lVsjhsMqKv816Sl+EXC3fabr2DC8ghDQ77NlJrlMoXm2Nlm8Kmvp6haKJN1JoTms3lV+7Jh/rwJDZh1pLDzbhyH9D5eeGDjGttFLJBcjRFwAAPaW/Q149uuzsQAxDRK2HqmfDe7qQ6xkZff0cGM2hOS9YE1dyaU6z5lWrs5p8LABIkgpn/yyhlDpbRbQYwHPNmruVVpxAT2kpZE1m/r+9O4+Pq673P/4652SZ7i0ptGwNVCgMwxIW2cridkFFBRWvEjdGuV5++nMdrgrXJSBuV3P1/twuKERRRxG4COJFRUBWhbKEwhAopXQKpS3dW9I2Teac3x+fhKYhyZyZM5OZSd7Px6OPkvZ7znxbHv3mez7n+/l8+r9eg6Uu/bCY+x3+1hMmznNJ5QIYURW7Nh4CbCjy2qILwTuT9youHXCQYO3iEwK/r6uIS1PEmlbnHyaFqsXNzJhqc5zpwIa2YPee8G1BcHWb45wHvKmQ+y1bsnraYUfNeyI2qeHwUs6zKkXrcV05ft9WrE3gAIddC/bg/3axN3wDf84+LM2oGHn6a4/M8RqmBzgrIIhy5JjghbtPYNaCe5m1YGGI/NMXgbvpr0sgMoamtQVBdvAvtAXBijbH+SLwu0JulOvzG1av3Hj/3H1nneyUsFR79QpK2Sp6rOR49Xo88PNw/z34+05xOcZ+7wZ2pRkWbo9ZvWzbVvTlAKx56WgeWPR0cNyxjlPnhSkk9yfgSjeRLCafUKQobY7ThNUseuXfXVsQ+G2O8zmsJXZBqVhdtz2UOyn55uV1DfUHlHamIyou3asUorVRrZhgw9IVNMY27grGu7b+2tcOjgs4rkXrg+CVgv5u/RYm7Xmy4xb1bWiPoic8qSlqTSEIcrEge9u+zDnmLmfynDBFobuAO4BfR/5sGZYCGPltxYIUtw3zew9RYACja/HzR+/bPPuek04fuxqelVOjAQyvYTpwYhFXvoy1FSzm6HG0CHHD9BXs3BwpgAFBXbDx6VOcGQcuxmsYqRr+BqwwX5pY07XRPk+kKPPaHMdrC4KhRzIfGnb0KHp7c7Ff//Rvh6fa3tnNrg5G41fgl7b19FiwuFIx6zFYkLVwfTuipRXtPXc2L6yMdAsANm0+hGeX3c8hB48WwLgJO5GUdBPJwvu+ikSzA+t2c//gX+yvVfQY8E+F3OzOH9x4ykGnHnnv3oc1H1C6KVapXF9NFioNNi+Zj+cVUe/NXe40v3Er7qRCW24HWOeSojhew/TA8ZYQ5KJ1FPF7pwdrHj6WA96yznGckdqtPI6dxL6EWNOiSJ8no1IAI4/+qPJwwQuAK4Ak9sC6FStmuBYryLh+0I8NwPrGWP3GT3/p7MsbGutOGuF+40swZkU8S6zouMtUij8eV1S+9QCn6dAZwaoHotxil+5VG5nePPRX12Gthp8BPkqsKUxhL5GSawuCkWrUrASuwtL7etm1Fg/8vIEh6/L5n3jTqfsdMPtjjuOM/+AFQOAXfdKrcoIom/zJwDYKPX68c2u0s917zDoM130Wv9DK98N4cdWCYMFBPUOKLPdiD45bgGvdRPI3kT9HpAhtQdDNkODFIJdjL/kcLL1puD3yK+vyIW84mnd/98Jv1zXUR+76UIDKBRH6iq9LWWFFbpL9venbnqVuUqFFXlcTIYABwLR5q9nyXPSWqH7fVHq7H6dh6tAAxjqsK9pSYk3vivw5kpcCGBG0BcHyNsc5EtjSFgQ78o3PtbfGsIW+ieK7VRSuUqkcFavhGVG03tzF/KG3A3mbZ4/GmTzniKBu0iL6tr82/+jRBWsfOx0vdpczZc7pwN+xo3sXAZ3Eml6Ien+RcuhvwfpZIIWtyXn/HefaWydjrZdPZ6y+HwaRHsijfnjtpZAEQZTUnr2Alyiww1Owc0ukkyqO4xAk4ht5PBPlNqanZzb33v98cMrJ+zmO8zQwE/g58HM3kXw6+geIlM09WMvk9UPTsIfjZzqa+6+ZToGpJzXJz9Vm2mIQFBvgbQy6V79E46wFBXbJXUvEAIYzO3FKsGX5ixAU29HqFcHzd5xE8xkPO3WxY7E9ch/wJeBRYk1K4RsjCmBENMwx5hF5qfQO4LO59tbPAQuAt/X/OJXo/ZVHU5kARu228Y7y91WHvWmYVcA1qym+dsYujTO30Vd0M5PdBOufeI0zZQ5AFsvhe0iFiKTatQVBQZsHL5W+Drgu1946Azvq/DbgLCIGFEdV2cw6n5or3h0p4LMTe8N7QGFXbS2mjfbupk+bTTGnP4bTvW1/du58lMbGQ4EvAI8peCHVrj+IHHrf4CaSWeAjfqbDxTr+DeyRjy7PDCvMcWszzbr4PfLL7Njog98LXiFB4hJ0CnNcvMYXye2IHMAACDY90+vMPgKsycNiYBGxptJswCUUBTAqwEulA+Dp/h/tufbWmcCZwNuxzfPMCk6PIAjWg28PAsFuRSoHih0N/rn/x251kBzApW97bVYoihbv8SkseAEW8IgUwAj83E66V50a5R676e3eN9i8/Aam7f8tZ/JeapEq45qXSm8Grgeuz7W3esBrsfX4HUCJCy4Xtr4EQdAL/gsMLLDB4HV32PUYi5I4g3+vf3F2DqxUPLto0U5gbAZGquczsp1bmyJ8plmceYFCAyejeeLJ3uA181POzBk/dxNJbZRl3HITSR94sP/HV/xMx35Yu+x3YCkpxbbiHFYQBEGIwuW7xvu5VQRBT//Wd5Q9cv8x5KD/93d9ggOOy/attfkMFhT9TSTnzFrQ5DgFBS/AUuai2b7uSXI7jot8nwFbVy4IJu15tTNl7jeINRXbfVAiqM1/POOMl0pvAq4Frs21t9YDpwHn9P/YrwQfMXSx6cHSFoZWcbdx21Y/FKxedGYJPjd65d8KCFYvijPvTcsc1yt0/ndhR9EL1VPENbvbsvxhrJBWqWwK1i2+251zrIIXMqF4qfRA14t/AP+ea289CDgbW48XEjVnevit3yZ4VUeNgWDE2uC5W+cQ+NFPBdSino0Lgu41AylthegCmoFCC8ZBbmeklwhBEARs3Vp44GRkPaxd183adb9yU2kFL2RCcRPJF4ArgSv9TMdU7IXfOdjpjFK88BvaiWQbux6ah6zHBMHd1y8JMvcWs9cbqib3yDz0cH1w4vEvO45TyPekrU5TosuZvGcxBZkjH+cONi0tbd02f+fOYPWDv3ESSQUvKkQBjCrjpdK9wO3A7bn21k8Bx7ArmFHkm8BXnVm+nFjT5SONdmJNBKsXHY7ldk28TXOuZzbbVmeYum8h31weo/hK+dGPdDdMnxH5Hrv7H+AnJb6nSM3xUumlQDt2Wm4v7GTGOVjKSRFvAl8VwXiBWNOILTsdIAj8yVgq1zmFf17tC9Y+dpgz5YxCLtmCPYAUlwrkuDsJmFLUtYDjOE7gumvw/WjdpXZZD1zgpdLKr5YJzU0kXwZuAG7wMx2leuE3dFE+l1jTrSMOztzrAO/CTu1NPJu3HMyOHYuYNCl8zbVY06PMOPDkIj8x+rHBhukO29dGvs0gX8ee1aRCaiwXdmLxUunAS6Uf9lLpL3up9BHAwVgxxfso5B908KroZd4CPG4i+QTwYeDZ8DMeP4L1XQuCINgYdjhWEb7YY43ROwM0zpxHac+GL3ITyZotkS1SDl4q/ZKXSl/lpdJvxx6OzwV+haUqFCvMerwNuBC4hZrLASmB3I7ZQc+W+wq4YgnFpI4M8Oq7i752wORJpdwtr/ZS6WUlvJ9IzXMTyV43kbzdTSQ/CczD6mZcDkStnjvqmty/N78Bq0czMTuydT3dEIRvELDdmX3EPMdxK/bS3JnUVOqXfP9wE8mJ9724ijiValAh0eTaW+didRMG594N+8N9z7/5zl7zBl++ilhTqOKjfqYjhkW731qiqdcMZ++T7nYm73laiKHLsarZexT5UU8ChxV5LQDB9nVdwYv3x6PcY8h8jnITyWitBEUmiFx7awNwFHaqccS1GAicxMKc+7r3DQ4q7yTW1BX2s/xMRytwDeUt/Fx9GmYsc/Y77cAQueoB8ADFn4jDf+HuZ+jZdHCx1wMEt92+hJwfvW2fPUy91UulR2rnLiJD+JmOg4A9ybMeAzgHnhU4rjf4YWhZ2G4SufbWvYE7gENLN/sa8YbTFzsNDfkDxV7jw07zGccUUmdkiHuwZgdF89dn7mHTs6WqE/cbN5FsLdG9pEgKYEhe/cf0Pg18p9JzGVNe4zr3gDPDHEFeigUvBhbngX9UPpAb9PUeDH/aYhlDciGD7Vs3EgQ5wMFxPRzXxXXrcF0P38/hOA5+rhff9wkCP/BzvcGqu3oc15k3zP0L8TJwnCrci1QvP9NxDHAj9tZxwnDmvfEBp37KCSGGPoIV0Bycuw4WDBhodR1jhPx5/8V/PM72l4545evtPdv8nt5tALiO67hOHa7rOnVePb4V6gt8P4fv5wL7OuCJzKPels1vLPCPOJyvAN/0UmkFlEWqUH8Xq+8ByUrPZUztPfdh56gjjs07rn7a/c6+Jx/K4D1yABD4BP6uda1u0pwRghz3YfWn7OJcLsht2ri+/0sHz/Mc13Od+rp6K14dBEEQ+PTlcoGfsz3yzm3r3S0PHeS4btR6Go8CZ7mJ5KqI95GIVAND8upPJfiun+lYBXwXmFvhKY0Nr3EL4XKoDwoxpgcr1Ddcb/PdUk8C3w/8qy8hxGdP2u2rvfa8i2NainqgCfr6unHcBsdzwf7/KoAhUqXcRPIRP9OxECv+fCITJR3UrQ/bkvSYEGNGLrrs1e8c/OWLP7h+UfdjzxRatO+ogz9wMsW8dAyCgFxP36a6WP1MoEHBC5Hq5aXSm3Ptrf8CrAQ+CZQ6XaE6TYqFK0Dfu/XkYPmf8wxyVjjz3zbSYrnbacOdK7LPLzvv3P0prLjnHnOSZz0w802vDRMAf5Xc1m2b3SmxGY7r7gDmAApgVJhOYEhB/ExHHfAl7K1Q5MrA1czZ95R7nNgepTpy9gQjF2HdiLVeXYYFOY4Jnn8q49/8o/kMDVKMbh0zZnThuQF1dQH19VBf79JQ79HY2EBDQyMNDVNoqJ9Mff00PG/KwOY6uOveB9i+/VAmT36Mk45/u9fysS0R/qwiMkb8TMfpwNXUakX7sGJ7POXss/CQCMeQh1rKCMFnf+3iB9iy/ASsSN+5uW07Xn7uoh8syW3uDhMYeUX9tNg/6iY17HTqvMBr8PAa6x2vsc7zJjXUe7H6hrpYfcyL1U91G+qmeg110x3XcQG2Ll/7yKp7lhztNtQ9Pm1eU/s+1z94TeQ/rYiUXa69dSbwI2C8pxgEvPF1Tzr19YmS3C22x93uvqeMlLL9CBaUvgtIALPX/uyK+9b97IqFI4wfllNf92zjAXNXuo0NuLGGwJs62fGmTXa9GVO8uhlTG71pkxvrZkyd4k6dNMWbEpvmNNTHBr7dPP3By1YCxObvc2fzpRd8TK2sK08BDCmKn+noAM6v9DzKx+lz5r+tz3GcwlvwDa8P61Qy+LjdZixS34OllvwAKwh1WdC3c5t/RWoL1gnkvVg3mIexYqHHAqXIrfaBzSw4qIsXV8HL3Sdjx63391LplSW4v4iMAT/TcSLWNWrcKnFAGezva3Dr6Z3Y+tfob3jqHjYuORqrTbQCYMVlV/9x+9MrerC0wNOAF7E1vQnrTFMK3d6k+qfmnnRww8o7nhxIYWmLd2YvLdH9RaTMcu2tDrY2HJFvbM2aMWOJc9LxpdiHDljv7P/6bqdh2uBTxAN75MexF4DnA+8G3rH9ycyjyz/ywQOBfwcuA7ZiqSZ1wBuw+idR9eI4m+ddesGm57/W4Qa9ffOxdX+/eGdWD88VphQSKdalwFuwo1Tjj1vXTfFdRQb0YsGHVdgiuz922uIjwAvAYuA12OmLx4Bp2ImLI8C5AgtsvAj8EDuZEWA572cCH8AW91Movg+6C8xiydI4u/6sDrapn5jtwURq0wNYYc8PVXoiZePUlaJo6e+AFHbM+zwsVe63wIPAImz9m+vMOnhzsHGJB6zFvtf15l7eflv/1zlgDRbwmIwFM1ZiDyuziFaQeUpue+8xK+98cs2gXyvoLaOIVJaXSge59tZPAbcxXp+z6uvCpY+Mbi3WIGB/4DPBS52Os9+p3VjNvRewU3ILsHV2ObYnfhbY3rtm9feBbuyl3jX9/w0W6HgY+GfgJeAMiv9/UE8QzF7R9rM+/GDgWWcfrIGCukJVmE5gSNH8TMe12CIx/jhuj3PgWTsdx5kW4S4rsYX4Jezv6U/AorAdYEbTH+GfD3wC+D9YQbrBHgH+jAVIzqWwHPnfeqn0eVHnKCJjx890vBH4a6XnUS7OPgvvdiY1hekKNZrLsI4BA0GBnwGbiDXtHPmScLpamudibRx/gBUQHawX+D520u69FFZHqhfYJ96ZnZjtGkVqVK69dSm2Bxt/pk9f6px8Qpj6b6P5O9b21gfeAc5VOG7WPexDkde6rpbmeiz4cbnd+1V74FuwjnuvBV5f4O0vindm26POUaKZGIW/pFwWFzj+buytVa4McymlHmffU78aInjRhwUpRrIvdpLhbuCDgD1g7FgfOYe7vw/5s8DFwB8H/dYOLO3kQ14qfYmXSr8XezP4XAG3PyfX3qq1QaS2LMO6CIX1FLZ++fkGVlzdpO84k5rCtInOt859Bfgb8HXgdVgR1JNGGR9avDO7Ot6ZvQX4LLt/j7sf+DDwhXhn9jPYA81PCrh1PROwjbnIOFDIHrkXaxda7ftjgOc44bVhguVbgA2j/P5J2P71VuAcCC4gyJUkMBDvzPbGO7MZ4F+xFJQB64A24MJ4Z/YL8c7sG4B/wvbOYb2zFHOUaPSQIlF8GzvOFWbcYVhe2nRgClaIJ45toivpJiw6O2ADcDO5ni6s1sRrsJMOFwJ/wYIWYMfV3oKlg1wc4nNmYH/mcylh8VMvle4B/gP4KnAO0Oyl0h/3UunMoDFPYidAloa8bQx4V6nmKCLl5yaSzwHfCDF0Mda5ZCHQjNXX2QsLdIa5vpyeBT7PrhS2ALiTutgKbA07DAsMnwlciZ1uG/DfwNnYw36YU24twI+Bf5Rk5rv8Ffgy8HHgiHhndmG8M/ubgZzpeGd2G/A54OcF3PODJZ6jiJRfinBB5SRwiJdKn4btj6cBR2HpaetHu7DMfOAX7F7v7jngNnJ9N2Fr6AHY3vZiLA1vwPNYgOJ84KoQn7U3tje+KOKch1qLBSz+HQtUNMc7s5fGO7OvvHyMd2b/ihVdDVu8/qSuluaop08kIqWQSCR+pmM28EVsoR7OKmCem0gO2wbOz3QcCHwHK8xTCX/A8qHfDWSBW9xEcuTcvh3rZ2Cb6Abs+NkFQDu2cf4otrHe7QqgAzgYW5zfR6ypIkeBc+2t52LfjMK0InwION5LpbVAiNQIP9PhYA/67diD/nDe6SaSvx/heg97uL6E4mvrRLEdC6S8HstbvtVNJLMjjt6x3gMOwQIxnVhb1GexQPOZWEBmaMD4dqww50LgImJNfyjtHyGcrpbmJizY0RLykuPindmHyzglESmxXHvrAuBbjPzW/lYvlR7xhFWuvfVkbI98chmmF0Yblv58IpAB7vBS6RFP7fmZjjnYHnkr9kLwrcCv+3++GAt2DLYCeznYggXXL3ATyYrsO7tamr+C1TwK44p4Z/bCcs5HRqcAhkTWv2l+N3aS4f3sfrLnMjeR/Gqe6z1sw/xVhvR7HgO3A593E8lHIt9px/rzgCOxkxtHYm8EzwLuxBbuz2DH2TqBy4k1FZqCE1muvfXNwM3YseR8jvVS6eh/LyIypvxMx8FYQPW97F6P4QVgvptI9ua5fiG7Aq9jaSN2cuHPbiK5MdKddqw/FAssz8FqBf0SO6Z9NtY+9XisRtGBWErHT4k1jWk6TVdL8yxs835ciOFXxjuz/1rmKYlIieXaWxuw9fjt2Mndwc72Uumb81w/A6uhc35ZJji6HwP/2Z+yXDQ/0+Fi+9952PPCNuD32Cnmi7B9cgp4D9Yu9XNuIrkpymcWo6ul+d+wU835bMZOc2wu85RkBApgSEn5mY5DsIf1f8ZON7x/pNMXw1zbhgUxxsoPga+5iWTkopqv2LF+MpZyMplY04PsWH8csI1Y05P9v78nVlToWWJNYRbJksu1tx6OfcP4cJ6htwFnean0qA87IlKd/EzHDGyzeDmWGnaCm0g+E/LaONbdJEoh40KsxQqqrXETyULykUdmJzTmYkHlW7DTGOcBvybWFPSP+SR2GuNCYk2V2DDviXWT+p88Q/uAo+Kd2SfLPysRKbX+4uvHYyfDXgd8CfhWmJOu/XXJfk/pWjaH8THgei+VjhZMHsTPdEzB/g6Wu4nkc36m483Ao24iuab/94/B0gh/6SaSfxzlVmXR1dLsYKdNvkv+Uy//Ee/MfqH8s5LhKIAhZeFnOmYCPW4iub2Aa/bGjpDNLtvEdrkW+ISbSI5tfqEV8JxErGnbmH7uELn21tlYp5L98ww910ulbxiDKYlImfiZjnpghptIFpS+5mc6rsLekJXbc9jR4TvG4LN2t2P95EqvxwBdLc3fw07pjeZm4N3xzmyolwIiUp1y7a1zgTWFpOnm2ltPAu6jhHXURvooLG3ly14qPaZrjZ/paACCfKcEy62rpflIbI882qnwHVhqX2aUMVImCmBIVfEzHZdileJL5REsl3sqVnjzSuAeN5G8r4SfUZNy7a1P8Op8xKG+D1zppdJdYzAlEaki/TWKniZcylkYGaygcQ9Wo+M32Emvm9xEsuJBhErqamn+JPD/8gx7DkjFO7M3jsGURKTK5Npbb8FSk0uhD3gCqzc0H6vrdg3wFy+VfrpEn1GTulqap2BFPfM1u7gIuCbemV1b/lnJYHWVnoDIEJcC78P6N0fVgxUROq//5x43kdxagvuOF2GKec4D3gYogCEywfQf8b0EexsXVQ+wD1aP4g9YIeQtYVMMJ4ApIcYcCOzZ1dJ8eLwz+0S5JyQiVecjWOHLxhLcK4d1DrkYO2nQ7aXS3SW473jQSLhOnXsDZ2CFSmUMKYAhVcVNJH0/0/F9rHBQFD626XaBlws9Oj3e5dpb49hmOJ8zCVfQSETGp2uwDe4eEe/zJJAGNrqJZJjWghPN0OJ+I9kf+7sUkQnGS6VfyrW3/gorChqFD3wBCyT3eKm01uTdhV2P3wJ8vZwTkeGFiS6JjCk3kfwJ0RbnG4CvAY8D7W4i+WJJJja+tIYcNwVrfyUiE1B/keMTsFSSYjyDtRG8Gvirm0j+qVRzGy+6Wpr3B04LOfxD6OWTyET2f4H/LPLaXuBnWKr2cuC/FLwY1vtDjjsMK8IsY0wBDKlKbiJ5NbbpLUQP8CzQjOVVX+cmkhtKPbdxogVoJ1xqyKdy7a1hjjeLyDjkJpJLsbzrQtuMrsBqEC3G1uPOUs9tnDgOqwdya4ix87C0SBGZgLxUegd2eqLQYPBWrJX2NOAWL5W+yUuSijQRAAAGrElEQVSld5Z6fuPEPsCPgJUhxn6xv3uJjCEFMKSafQv43wLGNwJ/wzZ3f3cTSVWoHdl/Y237wlR6non15xaRCcpNJJ/F2uoVWh3+zcCfB9rkybD+jgUv7g85/tKulmadwhCZoPq7g1wIPFXAZZOxwuyXeKn0Y2WZ2PjxU+zU4KQQY08mfMqJlIgCGFK13ERys5tIngW0FXDZHlixzkLfFE4oXir9R+A9wJEhL/lwfx9yEZmg3ETyKuBgrHp9GHOAPXQSbnTxzuxqYBnwuZCXNAOvK9uERKTqeal0Fuskd3PYS7ATXGFOFUx0P8dqW4St/ZQs31RkOHogkVoQZrFdgrWgu85NJJ8v83zGi8cLGDsfeH25JiIiNWMDsD3PmAD4JfBlrE2f5LeYwvZk/1KuiYhIbfBSaR8IU+ftPqw4/o1eKt1T3lnVvnhnthtrWx3W2V0tzXPKNR95NQUwpBZcF2LMAuC9wF/KPJfx5FdAtoDxn821tyrPT2QC629Fna9WgwN8AFjrJpKryz+r2hfvzG4FvlfAJWd2tTQnyjUfEakZYfbIC7HTc4W8uJrovkn404Yu8KkyzkWGUABDasHLwI0hxv0ROyInIfQXb7oEuBcrfprPWcBryjopEakFaSCXZ8wm4IExmMt48iMgg3XSymcGcH5ZZyMitWAR4Wph3AjEyjyXcSPemX0e+C/gJmBznuEe8PGulmY9g4wRBTCk6rmJZA74CNCdZ+hpaHEuiJdKp7G2fB75j4WDVcsXkQnMTSRvwnKERzMLOMTPdKiDUUjxzuw64HSsO1SY9fjY8s5IRKqdl0pvBT4cYujpaI9cqM9jdfimkv80xkws3VrGgAIYUhPcRHITVhF4NAcBOT/TUT8GUxpPNgO/INw3tnxRaBGZGH5I/lMYh2HpJBJSvDO7HstXD5N6o/VYRPBS6QfJ38XoRKyGkYQU78z62Fr8eyBM5yetyWNEAQypJW1Yi9Q7RxlzGjB9TGYzTnip9AbgUqwFbT7ryzsbEakFbiLZiXXC+DYwUtenM7D21lKAeGf2T1h6Xz56GBGRAecBH2XklOC9gcNy7a2Tx25Kta+/S9T7gI0hhocZIyWgAIbUDDeR3OAmkr/FNsUHYl1Hhm6czyd80R3p56XSAXB7iKHq8CIiALiJ5L1uIvlFrB7DB3h1x6iFWMtPKdzfsG4uo9F6LCIAeKn0Ci+VvhqIAy3AH4YMaQDOAXRKuUDxzmwfcFeeYavindnesZiPKIAhNchNJPvcRHK5m0h+Gkt78LDI8u+wPDVFl4vzY+CvWNHU4WwB1ozddESkFriJ5MtuIvlrYH9sczwZC2isAw6o4NRqVv9bv0uxFuEjeXqMpiMiNcJLpXu9VPoxL5V+Bxa08LAOJI8Cc8mf+ifD+wZwNyP//Wk9HkNOEOQL8IvUBj/T4QCNbiK5o9JzqWW59tZpwPXYSZfBrvZS6Y9WYEoiUoP8TEdM63E0XS3NDvBBrE7RYFuA+f01M0RERpVrb60DHC+V1imBCLpamvfG6o0cMOS3Ph7vzP5k7Gc0MSmAISKvkmtv/QZw8ZBf3tNLpddVYj4iIhNVV0vzfGApuxdEvSTemf1mhaYkIjJhdbU0/5ndX/ItAw7uL/opY0ApJCIynF8A/zvo61WEq8AsIiIlFO/MLgO+xu6txJXOJyJSGd8CHhn0dRZL1ZExogcSERlOI7AIW6A3Y9FlHVUWEamMOqwT157Ak4TrGiUiIqU3E7gO+AuwHMiqgOfYUgqJiIyqP2+yzkullcsuIlJhXS3NU+Kd2e78I0VEpJy6WponATvjnVkVRx1DCmCIiIiIiIiISNVTDQwRERERERERqXoKYIiIiIiIiIhI1VMAQ0RERERERESqngIYIiIiIiIiIlL1FMAQERERERERkaqnAIaIiIiIiIiIVD0FMERERERERESk6imAISIiIiIiIiJVTwEMEREREREREal6CmCIiIiIiIiISNVTAENEREREREREqp4CGCIiIiIiIiJS9RTAEBEREREREZGqpwCGiIiIiIiIiFQ9BTBEREREREREpOopgCEiIiIiIiIiVU8BDBERERERERGpegpgiIiIiIiIiEjVUwBDRERERERERKqeAhgiIiIiIiIiUvUUwBARERERERGRqqcAhoiIiIiIiIhUPQUwRERERERERKTqKYAhIiIiIiIiIlVPAQwRERERERERqXoKYIiIiIiIiIhI1VMAQ0RERERERESqngIYIiIiIiIiIlL1FMAQERERERERkar3/wF1Nka8IeXhDQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "index_year = range(1929,2010,15)\n", "fig, axes = plt.subplots(nrows=2, ncols=3,figsize = (15,7))\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " complete_table.plot(ax=ax, column=str(index_year[i*3+j]), cmap='OrRd', scheme='quantiles', legend=True)\n", " ax.set_title('Per Capita Income %s Quintiles'%str(index_year[i*3+j]))\n", " ax.axis('off')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Relative per capita incomes of 48 US states')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = range(1929,2010)\n", "names = income_table['Name']\n", "pci = income_table.drop(['Name','STATE_FIPS'], 1).values.T\n", "rpci= (pci.T / pci.mean(axis=1)).T\n", "order1929 = np.argsort(rpci[0,:])\n", "order2009 = np.argsort(rpci[-1,:])\n", "names1929 = names[order1929[::-1]]\n", "names2009 = names[order2009[::-1]]\n", "first_last = np.vstack((names1929,names2009))\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 15,10\n", "p = plt.plot(years,rpci)\n", "for i in range(48):\n", " plt.text(1915,1.91-(i*0.041), first_last[0][i],fontsize=12)\n", " plt.text(2010.5,1.91-(i*0.041), first_last[1][i],fontsize=12)\n", "plt.xlim((years[0], years[-1]))\n", "plt.ylim((0, 1.94))\n", "plt.ylabel(r\"$y_{i,t}/\\bar{y}_t$\",fontsize=14)\n", "plt.xlabel('Years',fontsize=12)\n", "plt.title('Relative per capita incomes of 48 US states',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above figure displays the trajectories of relative per capita incomes of 48 US states. It is quite obvious that states were swapping positions across 1929-2009. We will demonstrate how to quantify the exchange mobility as well as how to assess the regional and local contribution to the overall exchange mobility. We will ultilize [BEA regions](https://www.bea.gov/regional/docs/regions.cfm) and base on it for constructing the block weight matrix. \n", "\n", "BEA regional scheme divide US states into 8 regions:\n", "\n", "* New England Region\n", "* Mideast Region\n", "* Great Lakes Region\n", "* Plains Region\n", "* Southeast Region\n", "* Southwest Region\n", "* Rocky Mountain Region\n", "* Far West Region\n", "\n", "As the dataset does not contain information regarding BEA regions, we manually input the regional information:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Region codeBEA regionBEA abbr
01New England RegionNENG
12Mideast RegionMEST
23Great Lakes RegionGLAK
34Plains RegionPLNS
45Southeast RegionSEST
56Southwest RegionSWST
67Rocky Mountain RegionRKMT
78Far West RegionFWST
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" ], "text/plain": [ " Region code BEA region BEA abbr\n", "0 1 New England Region NENG\n", "1 2 Mideast Region MEST\n", "2 3 Great Lakes Region GLAK\n", "3 4 Plains Region PLNS\n", "4 5 Southeast Region SEST\n", "5 6 Southwest Region SWST\n", "6 7 Rocky Mountain Region RKMT\n", "7 8 Far West Region FWST" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "BEA_regions = [\"New England Region\",\"Mideast Region\",\"Great Lakes Region\",\"Plains Region\",\"Southeast Region\",\"Southwest Region\",\"Rocky Mountain Region\",\"Far West Region\"]\n", "BEA_regions_abbr = [\"NENG\",\"MEST\",\"GLAK\",\"PLNS\",\"SEST\",\"SWST\",\"RKMT\",\"FWST\"]\n", "BEA = pd.DataFrame({ 'Region code' : np.arange(1,9,1), 'BEA region' : BEA_regions,'BEA abbr':BEA_regions_abbr})\n", "BEA" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AREAPERIMETERSTATE_STATE_IDSTATE_NAMESTATE_FIPS_xSUB_REGIONSTATE_ABBRgeometryName...200420052006200720082009Region codeState codeBEA regionBEA abbr
020.75034.95611Washington53PacificWA(POLYGON ((-122.400749206543 48.22539520263672...Washington...349843573838477407824158840619853Far West RegionFWST
145.13234.52722Montana30MtnMTPOLYGON ((-111.4746322631836 44.70223999023438...Montana...275172898730942326253329332699730Rocky Mountain RegionRKMT
29.57118.89933Maine23N EngME(POLYGON ((-69.77778625488281 44.0740737915039...Maine...302013072132340336203490635268123New England RegionNENG
321.87421.35344North Dakota38W N CenNDPOLYGON ((-98.73005676269531 45.93829727172852...North Dakota...296763164432856358823900938672438Plains RegionPLNS
422.59822.74655South Dakota46W N CenSDPOLYGON ((-102.7879333496094 42.99532318115234...South Dakota...317653272633320359983818836499446Plains RegionPLNS
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5 rows × 96 columns

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" ], "text/plain": [ " AREA PERIMETER STATE_ STATE_ID STATE_NAME STATE_FIPS_x SUB_REGION \\\n", "0 20.750 34.956 1 1 Washington 53 Pacific \n", "1 45.132 34.527 2 2 Montana 30 Mtn \n", "2 9.571 18.899 3 3 Maine 23 N Eng \n", "3 21.874 21.353 4 4 North Dakota 38 W N Cen \n", "4 22.598 22.746 5 5 South Dakota 46 W N Cen \n", "\n", " STATE_ABBR geometry Name \\\n", "0 WA (POLYGON ((-122.400749206543 48.22539520263672... Washington \n", "1 MT POLYGON ((-111.4746322631836 44.70223999023438... Montana \n", "2 ME (POLYGON ((-69.77778625488281 44.0740737915039... Maine \n", "3 ND POLYGON ((-98.73005676269531 45.93829727172852... North Dakota \n", "4 SD POLYGON ((-102.7879333496094 42.99532318115234... South Dakota \n", "\n", " ... 2004 2005 2006 2007 2008 2009 Region code \\\n", "0 ... 34984 35738 38477 40782 41588 40619 8 \n", "1 ... 27517 28987 30942 32625 33293 32699 7 \n", "2 ... 30201 30721 32340 33620 34906 35268 1 \n", "3 ... 29676 31644 32856 35882 39009 38672 4 \n", "4 ... 31765 32726 33320 35998 38188 36499 4 \n", "\n", " State code BEA region BEA abbr \n", "0 53 Far West Region FWST \n", "1 30 Rocky Mountain Region RKMT \n", "2 23 New England Region NENG \n", "3 38 Plains Region PLNS \n", "4 46 Plains Region PLNS \n", "\n", "[5 rows x 96 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "region_code = list(np.repeat(1,6))+list(np.repeat(2,6))+list(np.repeat(3,5))+list(np.repeat(4,7))+list(np.repeat(5,12))+list(np.repeat(6,4))+list(np.repeat(7,5))+list(np.repeat(8,6))\n", "state_code = ['09','23','25','33','44','50','10','11','24','34','36','42','17','18','26','39','55','19','20','27','29','31','38','46','01','05','12','13','21','22','28','37','45','47','51','54','04','35','40','48','08','16','30','49','56','02','06','15','32','41','53']\n", "state_region = pd.DataFrame({'Region code':region_code,\"State code\":state_code})\n", "state_region_all = state_region.merge(BEA,left_on='Region code',right_on='Region code')\n", "complete_table = complete_table.merge(state_region_all,left_on='STATE_FIPS_x',right_on='State code')\n", "complete_table.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The BEA regions are visualized below:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (15,8))\n", "beaplot = complete_table.plot(ax=ax,column=\"BEA region\", legend=True)\n", "leg = ax.get_legend()\n", "leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "beaplot.set_title(\"BEA Regions\",fontdict={\"fontsize\":20})\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kendall's tau\n", "\n", "Kendall’s $\\tau$ statistic is based on a comparison of the number of pairs of $n$ observations that have concordant ranks between two variables. For measuring exchange mobility in **giddy**, the two variables in question are the values of an attribute measured at two points in time over $n$ spatial units. This classic measure of rank correlation indicates how much relative stability there has been in the map pattern over the two periods. Spatial decomposition of Kendall’s $\\tau$ could be classified into three spatial scales: global spatial decomposition , inter- and intra-regional decomposition and local spatial decomposition. More details will be given latter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classic Kendall's tau\n", "\n", "Kendall's $\\tau$ statistic is a global measure of exchange mobility. For $n$ spatial units over two periods, it is formally defined as follows:\n", "\n", "$$\\tau = \\frac{c-d}{(n(n-1))/2}$$\n", "\n", "where $c$ is the number of concordant pairs (two spatial units which do not exchange ranks over two periods), and $d$ is the number of discordant pairs (two spatial units which exchange ranks over two periods). $-1 \\leq \\tau \\leq 1$. Smaller $\\tau$ indicates higher exchange mobility." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In giddy, class $Tau$ requires two inputs: a cross-section of income values at one period ($x$) and a cross-section of income values at another period ($y$):\n", "\n", "```python\n", "giddy.rank.Tau(self, x, y)\n", "```\n", "\n", "We will construct a $Tau$ instance by specifying the incomes in two periods. Here, we look at the global exchange mobility of US states between 1929 and 2009." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import giddy" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau = giddy.rank.Tau(complete_table[\"1929\"],complete_table[\"2009\"])\n", "tau" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "856.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau.concordant" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "271.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau.discordant" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 856 concordant pairs of US states between 1929 and 2009, and 271 discordant pairs." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5188470576690462" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau.tau" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.9735720263920198e-07" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau.tau_p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The observed Kendall's $\\tau$ statistic is 0.519 and its p-value is $1.974 \\times 10^{-7}$. Therefore, we will reject the null hypothesis of no assocation between 1929 and 2009 at the $5\\%$ significance level." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spatial Kendall's tau\n", "\n", "The spatial Kendall's $\\tau$ decomposes all pairs into those that are spatial neighbors and those that are not, and examines whether the rank correlation is different between the two sets (Rey, 2014). \n", "\n", "$$\\tau_w = \\frac{\\iota'(W\\circ S)\\iota}{\\iota'W \\iota}$$\n", "\n", "$W$ is the spatial weight matrix, $S$ is the concordance matrix and $\\iota$ is the $(n,1)$ unity vector. The null hypothesis is the spatial randomness of rank exchanges. The inference of $\\tau_w$ could be conducted based on random spatial permutation of incomes at two periods. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "giddy.rank.SpatialTau(self, x, y, w, permutations=0)\n", "```\n", "For illustration, we turn back to the case of incomes in US states over 1929-2009:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/Google Drive (weikang@ucr.edu)/python_repos/pysal-refactor/libpysal/libpysal/weights/weights.py:170: UserWarning: The weights matrix is not fully connected. There are 8 components\n", " warnings.warn(\"The weights matrix is not fully connected. There are %d components\" % self.n_components)\n" ] } ], "source": [ "from libpysal.weights import block_weights\n", "w = block_weights(complete_table[\"BEA region\"])\n", "np.random.seed(12345)\n", "tau_w = giddy.rank.SpatialTau(complete_table[\"1929\"],complete_table[\"2009\"],w,999) " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "856.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.concordant" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "103" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.concordant_spatial" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "271.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.discordant" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "41" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.discordant_spatial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Out of 856 concordant pairs of spatial units, 103 belong to the same region (and are considered neighbors); out of 271 discordant pairs of spatial units, 41 belong to the same region." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4305555555555556" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.tau_spatial" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.001" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.tau_spatial_psim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimate of spatial Kendall's $\\tau$ is 0.431 and its p-value is 0.001 which is much smaller than the significance level $0.05$. Therefore, we reject the null of spatial randomness of exchange mobility. The fact that $\\tau_w=0.431$ is smaller than the global average $\\tau=0.519$ implies that globally a significant number of rank exchanges happened between states within the same region though we do not know the specific region or regions hosting these rank exchanges. A more thorough decomposition of $\\tau$ such as inter- and intra-regional indicators and local indicators will provide insights on this issue." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inter- and Intra-regional decomposition of Kendall's tau\n", "\n", "A meso-level view on the exchange mobility pattern is provided by inter- and intra-regional decomposition of Kendall's $\\tau$. This decomposition can shed light on specific regions hosting most rank exchanges. More precisely, insteading of examining the concordance relationship between any two neighboring spatial units in the whole study area, for a specific region A, we examine the concordance relationship between any two spatial units within region A (neighbors), resulting in the intraregional concordance statistic for A; or we could examine the concordance relationship between any spatial unit in region A and any spatial unit in region B (nonneighbors), resulting in the interregional concordance statistic for A and B. If there are k regions, there will be k intraregional concordance statistics and $(k-1)^2$ interregional concordance statistics, we could organize them into a $(k,k)$ matrix where the diagonal elements are intraregional concordance statistics and nondiagnoal elements are interregional concordance statistics.\n", "\n", "Formally, this inter- and intra-regional concordance statistic matrix is defined as follows (Rey, 2016):\n", "\n", "$$T=\\frac{P(H \\circ S)P'}{P H P'}$$\n", "\n", "$P$ is a $(k,n)$ binary matrix where $p_{j,i}=1$ if spatial unit $i$ is in region $j$ and $p_{j,i}=0$ otherwise. $H$ is a $(n,n)$ matrix with 0 on diagnoal and 1 on other places. $\\circ$ is the Hadamard product. Inference could be based on random spatial permutation of incomes at two periods, similar to spatial $\\tau$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain an estimate for the inter- and intra-regional indicator matrix, we use the $Tau\\_Regional$ class:\n", "```python\n", "giddy.rank.Tau_Regional(self, x, y, regime, permutations=0)\n", "```\n", "Here, $regime$ is an 1-dimensional array of size n. Each element is the id of which region an spatial unit belongs to." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "giddy.rank.Tau_Regional?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to before, we go back to the case of incomes in US states over 1929-2009:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/Google Drive (weikang@ucr.edu)/python_repos/pysal-refactor/libpysal/libpysal/weights/weights.py:170: UserWarning: The weights matrix is not fully connected. There are 8 components\n", " warnings.warn(\"The weights matrix is not fully connected. There are %d components\" % self.n_components)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(12345)\n", "tau_w = giddy.rank.Tau_Regional(complete_table[\"1929\"],complete_table[\"2009\"],complete_table[\"BEA region\"],999) \n", "tau_w" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.66666667, 0.5 , 0.3 , 0.41666667, 0.28571429,\n", " 0.5 , 0.79166667, 0.875 ],\n", " [ 0.5 , 0.4 , 0.52 , 0.26666667, -0.48571429,\n", " 0.52 , 0.53333333, 0.6 ],\n", " [ 0.3 , 0.52 , 0. , 0.4 , 0.88571429,\n", " 0.76 , 0.93333333, 1. ],\n", " [ 0.41666667, 0.26666667, 0.4 , 0.86666667, 0.47619048,\n", " 0.83333333, 0.86111111, 0.91666667],\n", " [ 0.28571429, -0.48571429, 0.88571429, 0.47619048, -0.14285714,\n", " 0.42857143, 0.69047619, 0.14285714],\n", " [ 0.5 , 0.52 , 0.76 , 0.83333333, 0.42857143,\n", " 0.8 , 0.06666667, 0.1 ],\n", " [ 0.79166667, 0.53333333, 0.93333333, 0.86111111, 0.69047619,\n", " 0.06666667, 0.54545455, 0.33333333],\n", " [ 0.875 , 0.6 , 1. , 0.91666667, 0.14285714,\n", " 0.1 , 0.33333333, 0. ]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.tau_reg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The attribute tau_reg gives the inter- and intra-regional concordance statistic matrix. Higher values represents lower exchange mobility. Obviously there are some negative values indicating high exchange mobility. Attribute tau_reg_pvalues gives pvalues for all inter- and intra-regional concordance statistics: " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.586, 0.516, 0.196, 0.37 , 0.151, 0.526, 0.051, 0.104],\n", " [0.516, 0.41 , 0.583, 0.114, 0.001, 0.532, 0.526, 0.472],\n", " [0.196, 0.583, 0.102, 0.316, 0.011, 0.156, 0.001, 0.014],\n", " [0.37 , 0.114, 0.316, 0.122, 0.41 , 0.034, 0.003, 0.026],\n", " [0.151, 0.001, 0.011, 0.41 , 0.013, 0.344, 0.08 , 0.051],\n", " [0.526, 0.532, 0.156, 0.034, 0.344, 0.324, 0.005, 0.056],\n", " [0.051, 0.526, 0.001, 0.003, 0.08 , 0.005, 0.502, 0.136],\n", " [0.104, 0.472, 0.014, 0.026, 0.051, 0.056, 0.136, 0.166]])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.tau_reg_pvalues" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can manipulate these two attribute to obtain significant inter- and intra-regional statistics only (at the $5\\%$ significance level):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0. , -0.48571429,\n", " 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0. , 0.88571429,\n", " 0. , 0.93333333, 1. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " 0.83333333, 0.86111111, 0.91666667],\n", " [ 0. , -0.48571429, 0.88571429, 0. , -0.14285714,\n", " 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0.83333333, 0. ,\n", " 0. , 0.06666667, 0. ],\n", " [ 0. , 0. , 0.93333333, 0.86111111, 0. ,\n", " 0.06666667, 0. , 0. ],\n", " [ 0. , 0. , 1. , 0.91666667, 0. ,\n", " 0. , 0. , 0. ]])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_w.tau_reg * (tau_w.tau_reg_pvalues<0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The table below displays the inter- and intra-regional decomposition matrix of Kendall's $\\tau$ for US states over 1929-2009 based on the 8 BEA regions. Bold numbers indicate significance at the $5\\%$ significance level. The negative and significant intra-Southeast concordance statistic ($-0.486$) indicates that the rank exchanges within Southeast region is significantly more frequent than those between states within and out of Southeast region." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Region | New England| Mideast|Great Lakes|Plains|Southeast|Southwest|Rocky Mountain|Far West|\n", "|:-------------:|:-------------:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|\n", "| New England | 0.667| 0.5 | 0.3|0.417| 0.2856|0.5 | 0.792| 0.875|\n", "| Mideast | 0.5 | 0.4|0.52|0.267| **-0.486**|0.52| 0.533| 0.6 |\n", "| Great Lakes | 0.3 | 0.52 | 0 | 0.4 | **0.886**| 0.76 | **0.933**|1.|\n", "|Plains| 0.417| 0.267| 0.4 | 0.867| 0.476|**0.833**| **0.861**| **0.917**|\n", "|Southeast|0.286|**-0.486**|**0.886**| 0.476| **-0.143**|0.429| 0.690| 0.143|\n", "|Southwest| 0.5 |0.52 |0.76|**0.833**| 0.429|0.8|**0.067**|0.1|\n", "|Rocky Mountain|0.792| 0.533| **0.933**|**0.861**| 0.69|**0.067**| 0.545|0.333|\n", "|Far West|0.875|0.6| 1.| **0.917**|0.143|0.1 |0.333| 0|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local Kendall's tau\n", "\n", "Local Kendall's $\\tau$ is a local decomposition of classic Kendall's $\\tau$ which provides an indication of the contribution of spatial unit $r$’s rank changes to the overall level of exchange mobility (Rey, 2016). Focusing on spatial unit $r$, we formally define it as follows:\n", "$$\\tau_{r} = \\frac{c_r - d_r}{n-1}$$\n", "\n", "where $c_r$ is the number of spatial units (except $r$) which are concordant with $r$ and $d_r$ is the number of spatial units which are discordant with $r$. Similar to classic Kendall's $\\tau$, local $\\tau$ takes values on $[-1,1]$. The larger the value, the lower the exchange mobility for $r$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "giddy.rank.Tau_Local(self, x, y)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a $Tau\\_Local$ instance for US dynamics 1929-2009:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_r = giddy.rank.Tau_Local(complete_table[\"1929\"],complete_table[\"2009\"])\n", "tau_r" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATE_NAME$\\tau_r$
0Washington0.617021
1Montana0.446809
2Maine0.404255
3North Dakota-0.021277
4South Dakota0.319149
\n", "
" ], "text/plain": [ " STATE_NAME $\\tau_r$\n", "0 Washington 0.617021\n", "1 Montana 0.446809\n", "2 Maine 0.404255\n", "3 North Dakota -0.021277\n", "4 South Dakota 0.319149" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame({\"STATE_NAME\":complete_table['STATE_NAME'].tolist(),\"$\\\\tau_r$\":tau_r.tau_local}).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, local concordance measure produces a negative value for North Dakota (-0.0213) indicating that North Dakota exchanged ranks with a lot of states across 1929-2000. On the contrary, the local $\\tau$ statistic is quite high for Washington (0.617) highlighting a high stability of Washington." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local indicator of mobility association-LIMA\n", "\n", "To reveal the role of space in shaping the exchange mobility pattern for each spatial unit, two spatial variants of local Kendall's $\\tau$ could be utilized: neighbor set LIMA and neighborhood set LIMA (Rey, 2016). The latter is also the result of a decomposition of local Kendall's $\\tau$ (into neighboring and nonneighboring parts) as well as a decompostion of spatial Kendall's $\\tau$ (into its local components)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Neighbor set LIMA\n", "\n", "Instead of examining the concordance relationship between a focal spatial unit $r$ and all the other units as what local $\\tau$ does, neighbor set LIMA focuses on the concordance relationship between a focal spatial unit $r$ and its neighbors only. It is formally defined as follows:\n", "\n", "$$\\tilde{\\tau}_{r} = \\frac{\\sum_b w_{r,b} s_{r,b}}{\\sum_b w_{r,b}}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "giddy.rank.Tau_Local_Neighbor(self, x, y, w, permutations=0)\n", "```" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wr = giddy.rank.Tau_Local_Neighbor(complete_table[\"1929\"],complete_table[\"2009\"],w,999) \n", "tau_wr" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.33333333, 1. , 1. , -0.66666667, 0. ,\n", " 1. , 0. , 0.5 , 1. , 0.66666667,\n", " 1. , 0.6 , -0.33333333, 1. , 0.33333333,\n", " 0. , 0.5 , 1. , 0.6 , 0. ,\n", " 1. , 0.33333333, 0.5 , 1. , 0. ,\n", " 1. , 0. , -0.09090909, -0.5 , 1. ,\n", " 0.09090909, 0. , 0.63636364, -1. , -1. ,\n", " 0.33333333, 0.27272727, 0.45454545, 0.33333333, 0.33333333,\n", " 0.63636364, 0.81818182, 0.45454545, 0.81818182, 0.81818182,\n", " 0.81818182, 0.81818182, 0. ])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wr.tau_ln" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize the spatial distribution of neighbor set LIMA:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "complete_table[\"tau_ln\"] =tau_wr.tau_ln\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (15,8))\n", "ln_map = complete_table.plot(ax=ax, column=\"tau_ln\", cmap='coolwarm', scheme='equal_interval',legend=True)\n", "leg = ax.get_legend()\n", "leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "ln_map.set_title(\"Neighbor set LIMA for U.S. states 1929-2009\",fontdict={\"fontsize\":20})\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, Arizona, North Dakota, and Missouri exchanged ranks with most of their neighbors over 1929-2009 while California, Virginia etc. barely exchanged ranks with their neighbors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let see whether neighbor set LIMA statistics are siginificant for these \"extreme\" states:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.463, 0.256, 0.165, 0.101, 0.316, 0.336, 0.237, 0.614, 0.292,\n", " 0.325, 0.33 , 0.675, 0.06 , 0.541, 0.412, 0.032, 0.594, 0.791,\n", " 0.575, 0.049, 0.209, 0.48 , 0.488, 0.457, 0.605, 0.409, 0.259,\n", " 0.018, 0.022, 0.405, 0.016, 0.25 , 0.001, 0.001, 0.045, 0.521,\n", " 0.167, 0.363, 0.635, 0.478, 0.417, 0.247, 0.282, 0.423, 0.578,\n", " 0.17 , 0.1 , 0.625])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wr.tau_ln_pvalues" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0. , -0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , -0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , -0.09090909, -0.5 , 0. ,\n", " 0.09090909, 0. , 0.63636364, -1. , -1. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. ])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig_wr = tau_wr.tau_ln * (tau_wr.tau_ln_pvalues<0.05)\n", "sig_wr" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "complete_table[\"sig_wr\"] =sig_wr\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (15,8))\n", "complete_table[complete_table[\"sig_wr\"] == 0].plot(ax=ax, color='white',edgecolor='black')\n", "sig_ln_map = complete_table[complete_table[\"sig_wr\"] != 0].plot(ax=ax,column=\"sig_wr\",cmap='coolwarm',scheme='equal_interval',legend=True)\n", "leg = ax.get_legend()\n", "leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "sig_ln_map.set_title(\"Significant Neighbor set LIMA for U.S. states 1929-2009\",fontdict={\"fontsize\":20})\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, Arizona and Missouri have significant and negative neighbor set LIMA values, and can be considered as hotspots of rank exchanges. This means that Arizona (or Missouri) tended to exchange ranks with its neighbors than with others over 1929-2009. On the contrary, Virgina has significant and large positive neighbor set LIMA value indicating that it tended to exchange ranks with its nonneighbors than with neighbors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Neighborhood set LIMA\n", "\n", "Neighborhood set LIMA extends neighbor set LIMA $\\tilde{\\tau}_{r}$ to consider the concordance relationships between any two spatial units in the subset which is composed of the focal unit $r$ and its neighbors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "giddy.rank.Tau_Local_Neighborhood(self, x, y, w, permutations=0)\n", "```" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wwr = giddy.rank.Tau_Local_Neighborhood(complete_table[\"1929\"],complete_table[\"2009\"],w,999) \n", "tau_wwr" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.66666667, 0.8 , 0.86666667, -0.14285714, -0.14285714,\n", " 0.8 , 0.4 , 0.8 , 0.86666667, -0.14285714,\n", " 0.66666667, 0.86666667, -0.14285714, 0.86666667, -0.14285714,\n", " 0. , 0. , 0.86666667, 0.86666667, 0. ,\n", " 0.4 , 0.66666667, 0.8 , 0.66666667, 0.4 ,\n", " 0.4 , 0. , 0.54545455, 0. , 0.8 ,\n", " 0.54545455, -0.14285714, 0.54545455, -0.14285714, 0. ,\n", " 0. , 0.54545455, 0.54545455, 0. , 0. ,\n", " 0.54545455, 0.54545455, 0.54545455, 0.54545455, 0.54545455,\n", " 0.54545455, 0.54545455, 0.4 ])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wwr.tau_lnhood" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "complete_table[\"tau_lnhood\"] =tau_wwr.tau_lnhood\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (15,8))\n", "ln_map = complete_table.plot(ax=ax, column=\"tau_lnhood\", cmap='coolwarm', scheme='equal_interval',legend=True)\n", "leg = ax.get_legend()\n", "leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "ln_map.set_title(\"Neighborhood set LIMA for U.S. states 1929-2009\",fontdict={\"fontsize\":20})\n", "ax.set_axis_off()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.585, 0.278, 0.104, 0.032, 0.024, 0.295, 0.43 , 0.225, 0.167,\n", " 0.02 , 0.548, 0.116, 0.023, 0.158, 0.017, 0.016, 0.075, 0.225,\n", " 0.168, 0.027, 0.505, 0.66 , 0.146, 0.605, 0.614, 0.37 , 0.08 ,\n", " 0.505, 0.059, 0.358, 0.541, 0.025, 0.185, 0.017, 0.225, 0.151,\n", " 0.541, 0.527, 0.191, 0.12 , 0.519, 0.427, 0.526, 0.442, 0.453,\n", " 0.528, 0.478, 0.617])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau_wwr.tau_lnhood_pvalues" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0. , -0.14285714, -0.14285714,\n", " 0. , 0. , 0. , 0. , -0.14285714,\n", " 0. , 0. , -0.14285714, 0. , -0.14285714,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , -0.14285714, 0. , -0.14285714, 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. ])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig_lnhood = tau_wwr.tau_lnhood * (tau_wwr.tau_lnhood_pvalues<0.05)\n", "sig_lnhood" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "complete_table[\"sig_lnhood\"] =sig_lnhood\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (15,8))\n", "complete_table[complete_table[\"sig_lnhood\"] == 0].plot(ax=ax, color='white',edgecolor='black')\n", "sig_ln_map = complete_table[complete_table[\"sig_lnhood\"] != 0].plot(ax=ax,column=\"sig_lnhood\",categorical=True,legend=True)\n", "leg = ax.get_legend()\n", "leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "sig_ln_map.set_title(\"Significant Neighborhood set LIMA for U.S. states 1929-2009\",fontdict={\"fontsize\":20})\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theta statistic of exchange mobility\n", "\n", "$\\Theta$ statistic of exchange mobility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next steps\n", "\n", "* theta statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "* Rey, Sergio J., and Myrna L. Sastré-Gutiérrez. 2010. “[Interregional Inequality Dynamics in Mexico](http://www.tandfonline.com/doi/abs/10.1080/17421772.2010.493955).” Spatial Economic Analysis 5 (3). Taylor & Francis: 277–98.\n", "* Rey, Sergio J. 2014. “[Fast Algorithms for a Space-Time Concordance Measure](https://link.springer.com/article/10.1007/s00180-013-0461-2).” Computational Statistics 29 (3-4). Springer: 799–811.\n", "* Rey, Sergio J. 2016. “[Space--Time Patterns of Rank Concordance: Local Indicators of Mobility Association with Application to Spatial Income Inequality Dynamics](http://www.tandfonline.com/doi/abs/10.1080/24694452.2016.1151336?journalCode=raag21).” Annals of the Association of American Geographers. Association of American Geographers 106 (4): 788–803." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }