Skip to content

Instantly share code, notes, and snippets.

@ehrentreu
Created November 3, 2019 10:18
Show Gist options
  • Save ehrentreu/c0ed132b9f21254788a1541ba2ffad6f to your computer and use it in GitHub Desktop.
Save ehrentreu/c0ed132b9f21254788a1541ba2ffad6f to your computer and use it in GitHub Desktop.
{
"cells": [
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1c700405948>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAAD8CAYAAAC1p1UKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9ebRl11Xe+5tzrbXPuU11qlKVGqtzJ9tYxl0wfk7AsTF2ugEkeTTpBiSBjLyEEJLQjISQDBJGSMtICI8E0gDvvcTJC4/E4ARwMDEYYyMsMO5lyZIsqSSVqq/bnL33WnO+P9Y65966dauuyrISvbw7h8u65+z2rL3Wt+b65jfnFndn3/Zt3/Zt356fpv+jb2Df9m3f9m3frm77IL1v+7Zv+/Y8tn2Q3rd927d9ex7bPkjv277t2749j20fpPdt3/Zt357Htg/S+7Zv+7Zvz2N7zkBaRN4hIp8WkQdE5Lufq+vs277t2779z2zyXOikRSQA9wNvAx4D7gW+wd0/8QW/2L7t277t2//E9lx50l8CPODun3X3AXgn8FXP0bX2bd/2bd/+p7X4HJ33VuDRbZ8fA95wtZ1FZMudFxAEAHdHAKd+5wJs+25vE0SgLha2HbH15fz6dbMKbja/jYVtv1bd9fLj976LZ3q/+7Zv+/b/Uzvt7jfutuG5AmnZ5bvLcEpEvgX4lvnnIBAk4AqTyYR+NgOJiDrqYGYgQkAxdTwXBKW44eK4CF4EEcFFwIwgDuK4ghet34sSvQARA0QDFp00DkiEMQfcBBVvQCyIGo7jrpgrqvXXmNbJI0imWPuJEuryZH4sUJhPLILgrSW2vlMMm08oSJucBF802e4QL+3/RASzz3/S2OvzF9qe7fWuOH6POXOv7c/0elc/z7V/wd73V5/53new+/meq99/rV81H+C+x357n6lul+vpAbJ9bDyjA67ZAM8TJ+qRq214rkD6MeC2bZ9fAJzcvoO7/yjwo1A9aUUBQ0wIqsSgiIOGyKwfEQQ1w4LjGSQkGEeCgokirhQxEIg4EgzVgAAhJCxkVKUCqAS8GAEFzWiIjDESEG5YmdKPQwXK5tX3OSOipBAavtZJQVXI2ciDYWJkV4oqUkasgaxTJxbI2yB3vg0Ux0XBbdtgrVsVwbhy5RCC4u641SEy73/PtLPt3Gevz892EO7cesX1rnOUXHH8Hsfu3L43ZOxyv/Nxvh2drnpH13t/e/14v+bHnZ/3au89rZ3gas9FGkjO17/P6Pw73bYds/R1TSLXO+Ps5jLu3H6tSe7am59ze65A+l7gJSJyF/A48PXAH7nazhVI5ySHMMxmEBJlnDHORroGjiFErBRUBQlAmiBmBDNKiIgbQQMxJgQn58wwjERVXCI2FrIVVJyUEl3X4Q4aAksh0I8j67OB9T5DCLg4ijM12MCwosQyEs0QUUKKqASWu4SqUHJhyIVCwNpvK4CLMTqAolQwFq++w3bgbosF5r3Kmu8932NuvnMEyuXe3hX77GzvZ+DZbd9h7w66B0g9u8O/4HadkLj4srFtu9hek9T1en7Xc/Yr7Vk357UXcM9gUtnlhNc65Av8/K9Yae11+b0m0T3O/0zv6VrnvJY9JyDt7llE/jzw80AA/pW7f/xq+4sIS5OOoWSCKOseWLIBUWXaRSxnigiTbsKs7zGcGBNajGzOWJxQqqc8WmZ9Y4bEAMWZTDrWZxsQG6BHRTSQRZnNZozueExoUDAnjyPBqzeOtw4pwlKIIMpoBQv1OlIMTLDY0VlhpROWl6ZMuoSVwvrGBsNYH0hhTnsLheqFzzuPBIExg4KoVGrHlTlVLgC2BcJmtq31duPot2BBpG69nB7YccSOTrzXINy5PN9+uu0TxY5LXNV05/Zne7zuuD+uz/najX7YOcgu+7wXCuyyUXZ8uOb9qaI4mjp8zHgKeD9snWMv1Hg2ILgjODPvkwtP+/O6xl6u7bOz3RYae13Rr4GiO52a6wboPemsPY5/PpQqTTH4Sop4Ay8XyMOIuRNU8RDIQ2GUwEQLbsJgRhAhhoCVEXCKQdZAaKPW3VFxutg1ntrZHEeSF9J0CcEqZ50z5lKhzQ0r4KlbUBs4qGc0gGVHgyDuDAU0RlI3oR8HLPeA1skF59DBA0xUkTwy08D62hrFwEomS0RxzB0TEHdKQztpz6S2h2Jmi4e8m6e8K6hsRVyvAOErOE2epTMjl+PU3BOff1YR7BoB36t59vPvKxF2ddtr++fl+WwbtEK9/+fK9ro/bXEHRHEzNEXKONbH67uc4FmCwtXucW5f8Ja4zgd0/c/z2a5luP55ZQed8wwu/mF3f/1uG54ruuO6zN0xaUE/IIaALoWKj26UUpgsT9BhwAloErqxMBrkPGIkjJ6UIp0qw1joXAgqWDHGCD4MrE6mJHFyhikwjhlVZRhBpaAhIO7ELhKT1oHpYMUxAkM/oKpMQ6KYk9RIKTJJkcxI0UR2px8KpMT5tXWG4iwLTKeB1ZUpVjJukVwyfYY8KjE6eXSSKBlqINQqJ+1ewOUy7/TK570LQMPCQwuyC8jItv88y1G3vQ8KLJ6jNKCeD4/ruczc+93p9O9m18tpPxO7vLm2JsjPD/ueyQ1esR5YmKEcXF7CzdnoZ1hpCqTWF66YpHZZBVzLU3ym5vOT7Tz+utt/x824gFxrmt3lPq7T5t7/M7rX3fb5H+jLPi9A2swZSqm8syizXAgCiDIMpUo/xh4Rp+SChIS6M51MEHf6scctUEZBMCYBzHJlEERJwGDGpdmMSaie7mY/w0LCi9EFrd62Q1FjLEYmkzSQi6EayZYJMaIx0A89EgKilT/f7DOxDEiIIHBwdYlSMv0IyY0ZztomdGs9qQtgztK049BShwj0vZGT4W44YG5gTj8W0EShbJMR7uIViFzu6bg3b7aqVFwF3TYG5l7t4nCeXR/07a60bAH1YmKQuvK46rJ+l+/8Gtt22k624cpJ4/MF13aO+WrkqoN8DrBXu0g7SKg0VoPUundYtBktWK3imM1BsdJikxjJ4timo6LQYhpzMkuRbcTXHLrBMURCneyfjW0/9U7bs22vHcoUHPedT+3qJ2/rzfbX3uC+nfp7RiuMPXa57vHyLAH+eQHSokKKgXEsuBdiiLjAMA44ESzjJqSug1gQccwUQgVPd4jiIAVzq+CsldMt7viQEVUkCv04glelRlBDRWAcueRUL7Y4QQ2zAoxMNDIOszpY1PHREFW8FGyE1CUoxroIsWQ8KGUzIzYwnUQ0JTQYOUMhMGRnRJnNMnlmdGJ0xYgTpdNYVRsOKUSOLq+CjWSD3q3KDQ36nHEMNyEEZ7MEJDQ1ilcQxqo0kTk4CrhRe5gqGKhW6iYXudwDtrLgHMVl6zxbTwzYckwCYE7jguuwcRxRQcyrk6SKe/MAr8X/bTvv1uYAsk2WuKPTG77F3zuI6GX3e4VO/jrNXXCxbSB1+Q+o92VsB2uVuaisInDqDjFkRdKMyWxGkMi6TNAYIQlp2AQSS92Ei9NDTHSTzbOnwAKTQ6sciicoqmzcmEkXn8SisbGuxJgxzVgGUkRLj4xQVEECU1EkF3rpse2A9nnQC9fiwK99Or/GOgEgIWRcYt1LIlBQV0QMUSObgAjRdeGiFJ9PRvWGghhuilAo83lRqsKqdmHfHagXRPvuP+/yzzt75xa9d03bdt0rm0+pUaurHPq84KRD8OMHVzHLWK4NrCK4Qs5WAUAUM8fMKVbwNMHcKdlY6iLjMCBmFAqRADQdNc5ooEGJKhRX1AoIFCsgQvJ5YC+AZ4IqRr0WjQsUpIK6CipavX5VYkpsrG0SXBilNE9YSFo57hCUiYCHqohWhBjbBDJmhnGENKm0TKmTjNeT4DFCDHS50jKhtdfy6go2FoYy4g4rAYYM2QwUZqNTvOA67xSCmi/UIqIBVMk546o1mGneJggn0P5u19uBeVdodOuXV/pBvvNv2bbVHWl8+y5xzMtM9mCdt84jW6uIbfZc93Gp0YVtDTW/h+bzaSRMlkljYNSzRF+lZ53OD3DwwIwiE25Ph/gTf+A4dMbp1bv54C9+kvs+8ll8pedv/cF7eN/jn8VPXuLtX/p6nr54gR/4uZPoDA4uB56eHEU2Rmz2NGQjdx2TPLJRqpc+BXpb37n+uo7fd212Yy/Pcq/tgSlCqCsMnVFINUbkjoaCkxDJiCeKjaiAe9dyCxwhN4yoqwwXxVt8iFD7u4+za8REdgk0X+dveSaUtc/BfLed/XnOSZsZG+trSFBwyLngUh0+0TpTznm4LkXyaCwvJYZ+YHBDy1hnYk0ECVjJCAFUSG5oEIpLdfdsaJ5eABHUBFcjooiCSEemkCQiIRBUwTPFasuO44hJdUmLCJsbAykqbk6nHSOZTiLDUIOZgxXyfLC6YBoIUqAYMThBQPOAa2AaI2UBXo45BJSskU1qwDGpsLa2QWdG0kixwqYoY87EEOj7TAhgc09C6+QkURj7DBrBC7kUApX3N517z7X7zR3uredTJ725afOK5/36Ch97DpZtW1Ct13Fr1EOdLBbAKlv89dVsJ+BvN2n3ND/f9Qy6Z2J7He9YBeptHvvW8t1RM8I4Epc36H0VinDgwF28KGzwyTFyMN7Et/2ZV/Kt//hBJoc3+Ct/bMoDa7cyxs9wbFjhUxuJe+/rOKM38Z73XuJrb3+Sw0cOsLp0hL/wmjVWV1Z5370P8X8++WLS2sdQO0CxviZJmTFrSVefbytccdR1SjQXdNhVTAVghhEx7xBKdbOkigG6MGAWMWYE7eow9gFw3COIEGSgyArm9W8JlQrJ0uHFt3myV/ainXd2rRjH1QB6rzaY01l1WXu1M+1uzwuQdqB3QXLjSkOg5EzO9eGmKFByVX1YYTKZsLa2RgyBLkW8OEthiVwKxYzBGiWRnVGdDqOLU0rOJAkgSsAxFNF6DSdg4rjl6sWGpkiYTMljwc2YK99EIMQaSJx0iewFEPrSE1zpqdpuEDBDugqillsmI4Kp0JuhDqoBY6x935QhRJJlxGEQIRlMY+UcRZRJUDwoY6mZkBt9ga6jCEwOLpPHkVScXDKKslEy0UZCiJRSp4yUIjkXRIQwOlkqZRA0kPMckGuHDi0jcvG8WmebfxOolINv234Zcz5fasLCy53vg18O0LvG4edUx4Jrv3z7IpV/DtBmz5YGvPz8e+2w8OArR1SDdL4YlIGDeAkM/Srlltv53tc8zJnOWLnne/nsv/k53vvdr+PNf+fX8ZXTpM2neOzkPUyXBl52VFk90GiLl72Mg/d9nCVd4yNPv41D/BLd+Dl+7L/AmWNwQz7B973N+P7/cAN96VGZYLLBhEgwZZP8hWuPL7BOOlPAlxDNiFRpYTFpqz4YcyIlxYVK+XlHRAk+LDKOi6zWTGJVvAhFAooQbMBEtzkNu93I3tzNdif48+lb8+nh81nNPC/qSTsweKEvhc1c6Ivj2iEakBCYuTEiZBeG7FzazMwGY60vrG/09ENmNutJqngxJiGibqQYiBqYEeg9E4LQTaeIzhNJBAIUDcysMLiQEVyFQs0qnK2vkRvdEKMymSTMnHGonuSsHym51MnEI0EDbkZPzUIs7uQ+02mV3KkZxQuZKrkrqpgao8Fg9dorUYkxoFGZdokQwbJhxRHLSB4JJbMU4NDyhEPTKYdT5FDqkLHHS0+Wnlku5LZKMFGyNe83Vs03Wj3pIhDTBNVEjInU1baPKdJ1EQuhrjLaP6DRIb4NsLdAe67DjlpXIlu0iV4+wKV22ssgX+bxBGnn2jrf/LpXcNrzfuRe5YqfZz+cn1ZVFmGpuZfO4u+mcRfZtj0SQuPC519SaTFCYGRAdZkDJyK/9E0Xeed7Ine9+a/wj/7ZP+XLp5/kh//Dh/EHfo5w/jEuzI5w7MBtfMlXvh7ZnPBb+Y384q+tcOY3H+G0X6KsdZz87M9yy4vfzN2veC1v/Iq3cubRs3z7X3o7D9zzXbz02Aq3ETgwMZBIlAkWSr23bb/xst+9rUF3UkW7fTefDK/ajm374p9uXVlEat/WSgWqCjGuAANmhtHVrN3kNVCvS2hcZoyO5xV8GogM0Kg96zpclUkKpMMj2eHwrUc4sppwDFcBj+hW72Te2xb/rpC+bN/IZcjsu2xz3b0tdn77effL5wMnXdPC57ONgljlhecAEhS1OkDG5v0pAiJ0KdGXgnjBJVQAm0Ss6ZHFAVfGlshigHilCvI4UoIQi4M2f1AU1eple6lBRrz+Z7sX6GZoCPVvtcoGCASXRgwI6o5oIEQjuIIqJVf+TIDcfoeG9r15zY4MAbeCl+q/SogEd4o7mhKec/VAg6KWMfEaUBGQEJh0iZIzIkL2Qowd7qWuLHKp5xHDXHAXQqz1TjQoVqxy1S34paLk4rjbgspYJMi0tHTZ0Um30w5zWsOZp9lrU35crv3eEoLs9Ngb+PkWJ71b8OfZ9mLZ9sducaXt9VEWao92nIhi4gRx3ARJASQShllt3zTlBSt38d1f9zjf+s6v57abf5ZZmPK93/gH+Mvffx9un2XY3GASLlIOHubPfMM38qnfeBfv/8wTlNOJO+55C4995pdJRzfpL25w6+EjHJwc5zfPrxPGJ/iO7/hmHn7gKX7up96DHX8hX/3Ft/CffvUJLpx6hND1SBFm4/oicHvFb99GT+1sT2nqEluod+ZFy3ZQB1d5AHWs1tHtbqSUAFpb1riPp8AkL1HZ5Q2yCNBBmSEiTJeOkYZ1XEeG7hBDv0mSNQ5kYTh+K3Ixc2m6SdroiWlgdeUgk0OBUw/MGAHzjYoPVw3cXZ9/fMXeVzn8Wvz1Lt8/vzlpmA/OGixwjbgZXage7zA4kkIFWhVUQwPszDgOTEOEmBj7kTidMvS1ToZKItvI0iTh/YhRwVII5JwpSVqNkIyL1eAZVnkuqzxjrQuSCfPFioPgDZiqh2IGKjV1XTollCoVDFL57EBg052YnVJq7Q0RJUkNRJbG1caorQ1qiM9QNCpYYcAhBGyYVdrCC+IGISIiDOOIixMMZhsjce7dOszGvrYxjlud+V0DJuClyp8sjwRPiBkqSik1LmBYA0lo82IFYeZfNfpmW+2R2FQ3UQNmhkZtlIQ0sCuXAaFo1afj7fzuO0DYti0Xqz0rjnkXx2euyV5osy/bf4vv5oo72fLuzVq6fxECI9ZNoM/csHQDb739FP/mfZkDx97L6GcYnuj5tu/7P7j5kBGOv4LPfuoTxENfxJ0njnLy9EO8/Q9/Hb/5T96JHzxEtMcwO83qwTsJmog3LpM0cct4ivPrR3jsMxfoz29QNHDCL3DbW/4cv/g1n+Pt3/yTPL25gXVxMcntChDbaKTt0Dv/bdsPkqY+alt3jRPsBP0ikEQQ7cgl16fZYi8uEMdMrxskESh1lbdKRtIRWLqR1Ulk9Zjy6FmnhDMkSxwPd/FnvkF47OQ5TuQZctNt/OC7N9mYrXHXiZ5bjh3iIw8f4+zB82yc2WTc/quuoMz2AOkdm6+Iiew2R8nVz7jr99e4/PMGpA2vAQSBLiiDZQYiUozlThmtbSe2JBNZKDAymSSJURzLmbEMiFZeKk06sjlQ6v+8tJV+YCIBG0dAcFECBTOICqM35YdC1FA7ntaAUFVhOGyrtVG0csvqkLXRKJarnNAKE7RK2WIN3A1lQDUi2XFKnQzqndQaJeOItDofJoFgNdhoGhlFFsA2ChXsgzKdTBjGni4kZsOApFaRL1dSYa7OVYcyVjTS5inVolNbgUWYUxpCTWRvnXzOoddMo0obuV3GO5sXYgiUBmzzoC9uoNqW3nPQbgMfr2DoNaxbrXntYix0wQv6YzuUtOvvhhi72G6LR2GLc1xcd9u2eXvoXOe47XtRQSRAk0ZakxxOLDOLiW99k/H3f+X1LN36GZIEbr5xyi2vfhU/+9NPkzcNf+Q8k+FmVtceR4an+JWnV7j3t+7nIIUz5x7k5GyVE7ce4NEH17jlpmXOn3ySs92NnHp0nRMvOMDxGw7y4FMnSWnk4UdP89RHfoOPvPIOLt1wjOWnz7HGyFwhczVGdp7lqrRAb6OhzLYB94KXlcVxftlZtho4tGA6OEmqVjvnASOiXiotSPXQLU5YBmZ5xERYlg3G5WO88chF3va225G1dT7+sWWOTI7x6YcSG2nGSjrL//0LA5+7MMUk8pJX38Wdk1OczIVv/YbX8m8/9DBvfNXD3LzU8S/vu53NjSfofVanFS9Ii0q1B3jZSm3XBroOm/elL5Q9L+gOVfFpqmoLMyPGxNgChxogWGG6slTpiZyx0sAzVcoCrxKyGGvyCQIxJqxYVYOoszmrgRP33IBHUXFiFLAaRS5UjWWaTvARcil0CNEyG0sTpn2PKRSrz1Ri9X7zrDQeG9SBUMEmmSzKlILXanulgFrFFQ2IQxQYixFTWCypiwvBjS4pfS44WsuvhrgI8BVrHIvUe12dREY33JU81IkqFaUkQUvGXcgiBKre2lTAhaCF0aSqYIoz6Wohq0pVlCprav3ErQ71gGIioNJWIkoptcCVtNoZ3gKqizrduyQsuDshBSw3cHaqusWNOQkmCGgLucwduzmiCohUOke9PnubnwdqdUStq5N2wZ2Is0hbX5xSWpVCr8qDqKEGs0sNILvU84nW2IcCXUxYLowCrhn3CcsxcsfUOSZ3c+7lG5w+fQDGj/HEUx1f/OJVHjg3ZXb2FLK5iU4OoUcPcvyuL+LAkx/m/ofOc/eLVsh+iFMnP8egsNy9gCGfZDODbSrHbz3E2ScvsJEHoqT6jJc6llcPojfejp1a53z/KDI6oV8nxEB2cMttwqsqoqABrBCCQjZWV5coubA5juDO6CCx9omgivqc/jFMa58JYm0CraV881jjH6rCRMEtkpY7sBmMq7W6pa8hREoQRj3ICwfn2AtXefjhiB8+wt/9U8af+/HAZPo5vutrX8WPvu8oft9/5sllePnqQQ4eeQmPlfMEW0O6Gzh2/n4evDDl7W+5hf/0yzPe8Nqj/NqTq/zdLzvLf75vg/d/8EnOxseIfpCUMxuiBCa4b+A24Auicq8A324c9NX2l13PJzvO4fhV6Y7nB0iLuIgQpXqbWRRp1e40hMqhuhNEkBCwYpjXRAx3hwJGqR7N9vWwCJYNEWdpZZmSKy81jmPdpeFGQuilyd28sBQS2oWqUx4zMUWGfkbORmye32iCa+XZFuDRlsUxagUzdxRt2GRV6xy0aqNFK63hwjRFZqWQYqySP1VKHilmeDFiDJSm2S45Vw25OzHWhVBxr+VLc2mSRar3KlSvOvd1YM1lakGBqo8GUPdaHbABaqEtf4sTQ2B0W1AwIMSYyJarR21eefHWCVVrgJJ5fW1oAUNbPJv5MrdiavXThG3L6AXvoAsvu5E1AAQclMaXgwdBSlVXiG/5i3VwzLW0WyuBoo5au6rUUrFzb7K2U6VvrNFvKrHVDge3Uu9ZlGmKSEgIRrGwWAkkDPJAr87L4s2cK3DzPS/iU48/hrpSUuHgxXVmS5E7jmUePHWU7/+ON7I+XODWu97I+977ICeOXODeez/J2//XP8UnPvAhJJ3i3T/7Pm69/UamB4+TGHn85CUef+hxjMBmGdAuEkRYDoGjHOaRQ0fwpz6OiRIcliZLuGWGvscculAzdMVh9MAkVjARTVgZCSqsj87B5SmztRmTTph5rNy7F1IQNoe6SvW2kvIYSKVqxl2FToUxj5QU8TIlTWaMQ6hj3Se1WFqYsXrnG/mp73gLH+Cl/IMf+Qn+0oveww9/9Bt46tRHOXDuKb7uj97OZPoCTv76u3jZ4UP8xmOv5Ncf/xQXyxrHD69w8ZJy583GePiFfOWXvISTZwJ0sHnyXvTGe/iyr/mjxHv/Mf/wx57gqfIwcVbYJDTOPVO8v7Y3vc12kiPXx2hf1f4/wEnTZhsXJkErpYBSxlwHI4akxLgIBkIecs1KioIXx2w+kLUW/LdSq9shDLO+8qNNcVAHfVMEq5JEqhdcjN6NVQtMNaLTgI8D6+4cOnCAzbU13IUUnFkTnylSB5/VdPYKzU3GFppErVSSysyIqcPHEWKkmLcaIm3GtVoeVZwKmiEQmufi5nSpo5gRQqiqkqTomPFSg5QpRWb9DAkBcEZxJETMq8cYYiLFyGw2ozSP07zWLSltaRsdRoeuq5rUioTzDDpjzAM0JUWdlGKdAAWwLUkeVEDWpiGeC/l8zj+3pfMW/HpTSDSv1svC43NqUNZ1K/05FxAxYvFGyEiTAm4tyFUck21JM0LLotwaWEFCBWX3mgAkAq0KuONECoWaBVocNCam0wmzPtckKpyYjJIVG4USeyQmRjIlrnLrjad5+tQjaO7J41m+59v/LO/54Od42z3w6Qee5OKvnORf/Lv7OHLoCK997Xl++j/+P5w9fYr/7a98O2/+4lfzwz/wffjkEOt+nDNrU+659QY+/LH7WT//NGFlypFDq5Qxc+b8BpIzaalD8mmY3kx0ZSKB3gvZRyJKFCGmOgEVD6gZRw93lMEoCBYCkciFSxscmHRsrm8SuwhBWUmBXJx+GBkzpKiIThjyUCc4jJhSVQeJMutnGBOsh9Stk2fLSNgkTlboNzc5NF3m0uG7+blvupX7bvgy/vo3fj0nVg+SbzxKOfs+TgybXDp2mAOHV1jzA7zn5Av5mQcvsLr82+i0cNuBCWfPFl72ogkiyzx2+gKPffI30RN3cvtdd/HTHxMee/+7uPOGJT72gU/yl//QCf72O6dclPMotURlQZ4xQNdOfTmnvRdAP1sQf95I8BzIbpgXhlIVCO5V7yxiRFFsyGhxJBdo2YLECgDzwvlKjbLPo1DFIYuSW7bimAvFnFxqoLCYkb2QbSCXkSLVW9rMmTPra5w5f4nRjDuOHaff3EQnE4oXgkZSrN5/LBUQgwZCCE2JUYNzbjXVQRoFUopRhlrnw6nedDdNmEM/jAylkMtYAyztX29Ob86I05fCCAylLq2lGB7noGOUPOIIXjIKqBWSCpMY6DQQRSh5JKowSakuUUP14FOKNXCoynKXSApBayEpFSdpJIQJK1FZToGlqEyjMI2JFKkvRbBad2QLEH1LvicskmuitLT06tJuLQfdMJMqr6JqhBfSts8V/ewAACAASURBVFh17TXnyXEpVUZYlzfN61VC4/eD1ElgqsJUlakoE4QO6NzpcJJDAqYKUxWCVy16tEK0wkQhaWAaU6VFqJPdpc0B6RJuY609M4zkPOBiTOISnRkTAnm2zoEjxiWFN73uRfzbH/1e3vOL7yeNj/MT//4T3PnKN/CqL3kb9Ju87O5b6Trje//Gn+Mr3v5GytkN/uQ3/0mmS8eZXTqL556bjx/lv773V3jic08wXb4Bxdk4t0GIHd10wsEjBzhx43FyWWHSLXNodZWsASlW+0oZKvWjkZydSVJuufUEQ2+MIsyGkbWiTCZT0tISiLC6skScdPQOfabSPWlKHzpGlIIRuwmaOiwkRi+s9z0XNzeYASFA1zllnBLEmcRlzGfcuJS4tPxyvv/LNvgT/+CTfPS//CQ/82+/i3tescEPf/RWTj/9KGf6C8RDkXT8Dk5deAKzk9BfYnm4xMtfcgsxJGQ18fQZ5eCBnntuHnjvw4a68Klfu48XTYTlSeKnfuYX+Ec//kOcX7mD2Ze+g06bBNUK6jUutbCdgeOdePXfmX14XtAdIuIiTUJmjsSAVNevBqLa0lm1gl8NclRvLDRgWKRTa0DdKS02FaVy1eNQ8Fi9BmLExwxBEStoFMwq72rF0NAmVheCOlggda3Cno8Mo5FEyKUwhqoD9VxBIsRIaUWbXKGUmmkoQbZeASZ1CZhiBHeGXL28EEKjT2rNCxMneJ0IMlVRkktu2XW1jKtZIanWNFoVspWFqmJLIlffCyNW6YyEU7xy+ilGqqIFNjd7RJXUXsAwlKr0mC6vEEpPTJGN9XUKXU0QEEcbd65aiDHQDyPZldh4T6dOICkmgip9P0MkNqUN9Rwh4E0lgxllXjzbm4+tlZIplX5HQ8BKqYlJDkKpqe1eYxVeChoiaZqggHthHGpNcp+3TykVbICUQn39WYuQqQgx1tK5JWdCctZmhnSRUJzBnUCt+2LFqo48Z1wCpjApTlDBU+DG8SZe8Zo1/ur//mP80rvfz3t/6Zf5um/8Ju5/4HE+/v738YFPneYHv/urueUlJ/jO7/ohvChf+02/j2kf+Wc//k4219dZiQd5/PRZlMybftcb+PjHP8rZc4Ubji1zfn0dH3sYjUMrq8SDqxxZWqU/8xDnjr+B/tMfpFNhI48EjS2oa8xK5PCBKcsrSzz91FnGENEoUGrmqU5WyGuX6JaWkaiojYgInUZGK5xfn6Eh0UUHc0yVPKsJWUHaiqdQvXcR1ALIFHQdswMsizMcPcGrVs+ja8s8JiN//I/8Hs6dO8VP/PtfhHHKgaOKcBgfNnnRS1/KS16e+KUPP83a/Y8wHAiUPHCoMw4evImz589js/Msrxzg9JrQUbj92ApE4ZHHLnFo9QDr/ZO8+Xe+g194pBDv/1Uu2IxUXShGy1flob9AdMZl59tpfg2643kD0rGtIFSqZte8eqABAwlsMaIs5Fy0rMCAY3OdsDdgd2sca40sL1KQzWpgy7wFuGoWYLGmGvB6vfmIFTdMOiZkJu16g1tVo1CTVwaGhces+JbKw2ratzUuGDNS6nAzilWts4m0WgRVp+xN3mZeVROhUR7zRA1hvhwHmvRLQ9Xw+pwWafet7fw1CFZpBaF+F7z+fqO2wTQqpeRWfKmqMFSFiBAC1YsaC9MYQZUooaaft0E99D1p0pFCoBTHrFCKU0rBxCkSiSUTU8K81EmYFrSTWjPFW40Vazp0rw+0xiJgoeyIKVFKqUWk3OsKgLqaEiCkOikPYw3ozhA6G1maThFt8kL3mjRDjR0UK63t60xQi33V+EAMkVz6puyQxr9mrFQOvgAhOD6m+q7OWNDpMpubM15//AS/++1/iItL63zN1/8+/sZf/fscufnlvPzONe56wav5a3/nh0kSmG2cwS0x+CaKsDyJ/K2/9p187/f9EJOUOXvJefOXv44z59ewfIlPf+YJrAwsTSJr62vccOQEG6Vw8ewpPCZuk471219JPvlRkg+4CF2q5QqyRyZRIETOb8zIw0AXa1Ez9Uod6ThiQVGJjFVjilBTtYNvUU7qVitCMqftapxiaWWCoox5xN3JoxERiAkXJ04mvHRpBtzIk9ZzLk/4yjfcww13HOT9v/Rf6R/tOZ0n3LiyCd2UtdlF7nzB72BjXOMzDz/KHbffzMwLsnGGpTThc09vsDQVUlQuXtxkshQ4vgybg3BuzGiG6aGb2Lj4KPFlX0H6yIc576dJNgHdxEyasmg3fKrYVKm33Wu374mie8PscwPSIvIwcImaypHd/fUicgPw74A7gYeBr3X3c9c6j4p40jmLuMVlzmdovKX6NhA2KYhV7hIEEyG6V72xVsASaNlGTvAEWpony8KDEqkyIZUqm3KZ1zFr71usot3GFwuRylRuCjXzLwYKUt+WoZVDVq3SHrfKL4cWZLIFrlbmdK5aaI46eFM0UH9W0cqa1/c0Vg96js+LUFt7drHJ6Jwa9CrM61HTluct6aa1rzAvbdnqhKjW+hKq5JJbqZt6vIZAtMp3a5yH8JTRax2T4sJKqi8M3uyt1gWnBveC1DR+dyAosRZjoQu1ylnJtdreJMU6yPNYV0smTVVnqMDKtKsV0mRL9x3RmjTidSIY2+SWizHKpCY1xSpVTF1gNoz0Y+XyzWpgVFUJ2t7UY7nVeGhvzxmGStdghC5ShqqO8dY33TIpdQBYLoCRug4jkHKdHLJlbupu5ff+3pdy/3Ccbtm4+5jwT3/kXRxaXWWtnCVOVzkxXWUzRi5cOMuswJ0vvpunH/woqXsB/+Qf/lm+7Xt+hI2zTzPrM7/vbW/kAx/8NQ4dPsQ4Djz25HmiNzopj6TVVXIuTLsbWbrlVvyJj3JgusTp9TUEZzYbKrVodTLK7nQGk64WBrOSKaUWKapqJYPgiCXcMlnnb+5UQurqSkOESQsYqwZCVDY3ZkgXUKmJaOZWvWkLSLfB0N3BH3z9yMOfER6VTS6eX+XuFw089JBzoZ8xOTCgs2MspU3GfIlX3n0XL3rhcfp+k3PxZt50+zIf+dj9rB6+gVMXjeiXmJUBYRXRAzz4sfdzccM5evNNnD11DukvccYyy6YMd3wxkwceoZfzjF77dsnDNfCpVXnk8/Oqr5Bl727PKUi/3t1Pb/vu7wFn3f0HROS7gSPu/l17nMfjvCGat1QzCqsqIEmgL7l6miJ4qXx0zQusPKUV25rx5r9JpaFUywRj3pvbYJ0PSlWs1Ih1lQ2FmszSAB+pKlNxIwRlmib0w0A/D4BpvXH3+q5Gb0qDkDowY8QJTa1gXnlUy61GSPO+5xWyVNtvtFZXQ0PzqrdqSs+DiPMnlxCyzOFTKMy96FbIUapEUWgpzmY1QbJdM6jirQiSLDIBZfHW9aUQMK/lXlWUnAsp1SxOXDHq23KmXVefi1U1iEitzKehTnI5GyHAmCMpOTElvGQ2XUi5p+tqyn5dx2grYib0GxsMrnhxMkLSqvquQUjBrU6CIWRijGSXmkLfJiR3pSAUqxRFCIGxDHQpNqAOjMVqMHThVXtrC9Cotf3aiySQqnAZhx4JShnrGkqjIi1QXIIwkcSK3sTbXnWau37Pt/Pb936Kn3n3u0nF0NWOYbbJ4bhEvzywtHSCzUuXuOn4TZx64hRHbpxy/tzjFA7yDb/3Hn7qPR9l2NhkeWWFE0ePcvLUE6z3AzF3rOcNVpeXKRqIQfB+5EhQ3vTH/wIf+ul/xsUz51l3gJo4hVev99ChA2DGcqgvW85mFKsy0uyOSFVWDXlAUIrX5yGx9t8oxjRNCBqYFSeXoTpTWqGsFEG8FvISAdMpKiNFOiYHbuLVB59A0yE+va5cvHCO5bTKsSM3cu6pU3zFW+/ida97OZsbD/HxT8347Y9/FlY63vDa1/KCO2/l3//4z3PrbSd49etezg3LK/yTf/VOLl4auOPWo9zz6tfzFV/xVbzj7W8hXzzLz7/3v/KD//xf8/Tjj8BmT3nZ6xg++THI68SkzLKA9VwNfhdio6vssfP7vYD8KqD931Xd8VXAm9vfPwH8N+CaIA11FkdYeHiZ+oJZcSGHkS5EshixZcyxlYldj5nzlU3utdAsz+sGKLT3VCGEerAKWuY0gmESUK9eUc2aqzU5VKomWbQC8LqMuBeWQ10K5kZNVIlbHdReCjYUTApqimmpahKvWX9BtG5zsBgWqo65Ppc2ILTOGrXDN2/crIJ5m5EqGEttE6skLS5KaisF0yal8BZwC1pT1pv37dbKbFqtOCziuFb+PoVAVsE9UEQIpRa0iVY9/JCUfuZIEvqS68savAZvU0xMCIxjT/HAUpJapWxSk45y7xDgyNIq5y+ONVO0TWKiNdLYxchGCQQyKSbUjVlpqwSnPh8tpC6Cdcyy12JcXldMCgQKKdaAbkiJEJQgiVk/1HrO1OuGRg2JC5PolBxbLW1DDCQ4IdQep+pMuknVqoeWhemOjIahWBF6GfDyKB94+Pcjv/EefuEXP83qEhw/cZSL6wKHDjDNa5TcsXn6IQY5wuzi56BTTtxyG2Ne41WvfB0f/u0HObJ8hM9dWMMu9SxPzjEbA6vdKqtHljhUAv0sYHmTYXQ2enjrN/9lfv6dP8baxiZKTe1fDoUjqyuEIC3nYEYxYRgzswwlOxqF3qvT47FqdCKBLEYwmARlmhKjCxqV2dAzSmEiikpdedWyAhC91tjuxLCoQE8slQVeHXvuPDLw7ieE5bNPcWD5KO94+2v4/V95O+efmvCpp2Z89rFHed2bv5pfu/dfMJ3ewEtfejsPPPQYpaxxoe/5X+48xvk15T+/6//i+NFjMHuaO++4k88+9BD/+sf/OX/xz38Tb/7yt/An/vSfZrY5Y2llhcMHDvN0f4yJLzF2a2xkY6rO6FIrUDa660pd87Xs8lK6O/F3UR5hTsEydzDrvteuJv3sQdqBXxARB/65u/8ocMLdnwBw9ydE5PheJxFqBB0aYEpAWr0Hp8rXihrSFA4LCZfQgG8uy60c2dwrrVmMoRbwb166t2L3ZnXguSpCDcThNfXEzRklN7pDmt7ZkVZwXK0mlwzFkCDEXMV8bjW4qV4lYyYVLCw6WmRR7U0FSnv1hqggTajizUOe884GjKUmacy9aBpvP38Z7SLxwrY6R61+XSVvKFtca6NB5j3O3CvFM/fc27rOkTpBqjK446VSIZTaDvNgpBRjHDKpC4xeU+zHkqGpaYY+E1LH0sphcCe7MY5Vp6tNU6wo48Z6VcLkDDhRnKBglpFcmGqpkq6gpFRTi4V5NiK1QpoJUaV6zV615PMJjFwWGZJ97tncCKToJFWySQ1gQpXqtfbtRxByjYdYBSR3GAcjpUIZCqlLxBAIoXruSsQp5CGTvAaicxjZnD3A+QtnkOE8pVvlwSeeYiKR5eUVLtgEWzvNbFRCXOPSrOPO217Ab/7Gx3ArPHboUe6+606y9ZzfHLj09KNcvBh53atfxv2ffZRzF88iBkcPHeT82oyxwOEusnb+FIf0LFkDy0FZOrzERt+ztr6OYwy5jisTIUjloV0gtuAyKlip2vmQEkkjnqAfR4b1jbqqckFjYtkyg+X6wo26uKrUX/Mqeq8B+iJKpiABLi5POHJsygvK7fzgv/weHjmlXLr4GIePH+N7vu8Hee0bXs2Xfvnv5t3v+wxDWOEv/oWv5G/+/XdxcfMJ3vTal/J73jrl/b96H69/zZv469/5bfzUuz/EqUef5KUvvpPTH/wt/tgf/Wre8dbfzQc/8Kvc9+F7OXf+DBMRei4RVnoya2yMoDqSbR6DauC8ixt8bb5hj63N61qITb3Fhtr2vd6Z82zpjlvc/WQD4vcA3wq8y90Pb9vnnLsf2eXYbwG+pX18nQRtyQStVnH74UZ7BVQLIrkL2+qqNZ66Nu5cIrUw91YG1OcSEaAt+UVahJ8FfbC4N7aCBPULxduLAkKrJjYHU5eaxl6dZMNVF4kk81xD2faOwuKGxlj3tfk0NJ9T6wOV2kCLNZbSMuLavbEteKEqLdjDNpRuySPtO1VdgBQily23LishOr9eUz9oSzpJYUKxHiu12JWV6nXOq0Fkq2nA2YzY0uOz1aCnhFCDa6U0xUlhaXmZzY2Nlp2oFBsRibWgU1C8ZIYhE4MQgjBdWmYcCmMZCW6EmHCZBx8rMEuok1FN/AGs1Hv1qrQoY8aoq5PpdMqs7yk405TY7B2RESQ0yWDEPdeSrSIEUTQkYqxywGLGOAyL6oip6frHInQiaMikboKagzo3hds4cufjfPgTQraepdVjEKVyxRfPkkJdBSnO+sYmS8srvPpVr+Tkk08ym/VIyYzm/Nk/9bX87R/8SbRsMJ2s8opXvJgnnjjJU088geoE95FhLJw4usSJL3ormw/8MufOrjPmkfXSoTrU5zQYxbWqZWSr74lZBVivQe/ppMOAkuur3ULU2jdynSRLqa/KKBqQ0rL1VKuyxWxONtWzi5MITRWUkIPH+NNfusInNo/xlt/5Ql7y0lfzkz/5Lm67827G4SLqm6wPB/mFn/13fPGrX8VvfeR+pl1HN8k8+eSMbnmV5eXE4RuOE9c/x+MbiVtuWObxp8/zB9/xu/jQh+7lwUdP463i5PKxG1lxJZ89zbmX/2GOfuJdnKOnUFCrsY7i2xwfvxIPrmZ7vZZL5ufYdqL5WN521HOv7hCRvwmsAd8MvLl50TcD/83d797jWFedg4QuPD9r0WYXbR6jNQ+q1QWY15iYA61L81LntZFb43nj4irCLTL25oHBOs+1jlpvaNu9UT3eFqirbzOfR/jbdWppvVqMPNS3oCxIrLoJUSU3Lz+GWlLV0PYbhO2XnTvN84iFeqUxtlebm79mS1VRfJGIckXbUukhaR50PUYapVIlg15Kozlov7Fy8vNXkEWNDGVEJTZVQ122hS4yFGsJPI5lrxJIMawYIYbKZZpVGiNEUog1cDUMVUqXM12KFKmrm+CQUsfoGc9VWtlNlqvaxyrdUMYRKQah3qOq0metKoM8QuooxdCxQFQiA5MUiKHWixiKM02RnCv4LWkhtwaIISHzV3CrESRVr99K07kXhr6m+JfSI0R6D0xjroW8gDKOpK7D3cjDyE3xJm58Zc+v/+YGFGUyCXgSVg6dYL0U+rULLB1cYjh7hul0idXVZV71qtfwq7/6fs6ePcuxwzeyMWywvHSC13zxjfzar38CM6PrJvRDTxkHvGTCZBm3zJ1HIhcO38OFxz7DUgIZZqz3M4ackdhVDfo4gOvivZxYfWWcU9Pgaz+v/X4sub44otS8AmKq48W81pQRITNf1TUfUQOaS623o5BUCCUwBCFbIHSrxNt+B9/4uyL/5l0fQX2dr/vDXwM+8hM/+R85euJmNtbP0/cDkzhjunQTSweUhx78DCdOHOHFL/4i7v/EZyhloN+8xE13voKvefubeeCRk3zoA7/CscNLXBqMx04+zfLqCjPLHFlZZW3zAvqir0Lv+ynOk5FcMy5NfVGHfDeO+dq2B4zPT9D8sTkU+eWbvvAgLSIrgLr7pfb3e4DvA94KnNkWOLzB3b/zmudS9RikLqu7hJfK2pTijWOdz/QVcOYFfaLWt69YzpjWF/DM64AWXRwGTZbnjYSdp49XkK1ep81BG7bAeOFuVjlabcwKlqWUubiEILUEkZsRVRZKkcrN1kBTrXRXGXeY17ZoQD6nOXSrKnNKiaHvt4Be5DJgnr8ZRUVY5E6213yZ1+p8Ne5X9ds1A5FF29WJoGmU3SpdX3wRLI3N+64UjRK1AnrOGY2JMoyEmMieG/c7r3w2T5TITLpae7vkev76HsqIeM3gc5dKVRAI4vUlBARCUmazGQBBYTqZMgy1yp82JYpqIOeRYo7GmuI+DlVxMZaRGBK5ZJamE8SMbIU0WYIyokDqIn0/Mu0SwzDbpmqslQrjfAXszpjBSqqBTDUmEyiloBqYTCbE1NElxb2qcJaXl7l4aQ13mHQTOg7zyGnl5hvO8P9S9+bBtmV3fd9nDXvvM915ePdN3a/nllrq1tAtkERssEFysGUGQUxsVCFgcFCwcVxOqJDK4MS4AMdUSEIFHAIUVIFjwITJOEiWEEKz1OpWd6vH1/2633jfnc890957Dfnjt/Y+90lCndikqn1KpXf73nPPOXcPv/Vb3993mOhAmFm6W2e4eeUyyu2TL15gWh2wdeYsXeVZ7nQ5OJzS6eU888Wn2Dp1jslkn26nz5nzd7GyoPn4Zx9FeYGM8k6PwtQcHE0oOn3Wi4r95QeoLj9P6aYYq6CuZdaT/jgVG+tVYTfJwFDuAWME2vHJt0WhicpLExTj/NpJ/uBRJy+XdLvJsNrifIXSkKFx0QgDy1phEGWL/PUHYbT+9dRhl2EJTz7xJHmvj/eGw/0b9ApDWXl0pkHnoBwmZvS6BevrZ6ldxfXrF/GxoCgKer0eb3vz6/jQJx5nwIyFlSUODieMjoc4qwgxY3XRY9/wXcz+8BfYQXZOIdQNEPFv9Gg3oV/y75/6fC016eSTvlqR/rfBpE8Bv5UKmwV+Ncb4r5RSnwH+uVLq+4BXgO98tRdSUbwUTJahFVShlqGU0agQCEESllUaBPnUjTVp1EoL79cYneAGh03iBKUNIXqhhsVU4L1Q+6SjlqHZSb9ZmB8/pcRvo/a+HYol5KNdDr0GEwXLDSQ/iNRluwZOoL3nb/WjSDBE08U2b17XtdiYBin0TXMuhvNS4NpBYtodiElQSK5s82Y+giirkhxeaQHnY/P+IUFF6claS/erjMGmr0OM4J2o+bwTLFiRBPAebTK8T2nndY21Gb6ucWjy3IrDHhprFUpl5FoTnJfFw9fUToJ10Y66lIGlMeLP4V2VNhUeGyEET54ZekWHqBSucvgo2Hjla7S2VDFS5B3QmlktZkhuOktzBzBOhrZ1rNIMIbQcbaU0PuHdMXpMYckzWcyUyohK0e0XxBgoq4rj0QjnA1UJyirM4ZS6rmSBZsRKplnoW6Y+gF2iNBMm+zsoP6Wmz9JCQTi0mHJKf3EFVfS4/94tXrj4Am94w0O8/OLLnL1wH3DI0098Hpt1WOgabmxPwGo6ZkzWXcTmNdPZlCkaowuUydD1hFDWsphG0MqKXa8mebArotdkYhIARNmFqAaEazpNnTB+wZdF4BuJ4qRL0GnGkq6jEIP4uwNOazKnqCJkMWC1xccZn3nqPN/3nxr+99++yktX97j9ttsYHu7QsGxqr5jMZiwtnqUa3qDoLmG0RdlI3u2xe+UVbj/7AC9cehoXPWX0aNPl3nvfQBhe5uqNbaZVYOoi2lWY6FHmbnZffJo8waY66uSVPe+Gv6wv/pJv3AJdqPmP2vvtSwr0yaKtSJ10wwijSSj6KnDJa0HMopWKHWvS9j8kBd087sYjSrqYLCCtUa1You1wA9L+xIhFzQ+c92gDdWPYjsbmFldVkLDeOS4nLaZOjmfQYLWkqqxRau5rJ/LnJIhQEbSWbXiMt5zuxshHKwnG1XALBi5qFmhOdxN0G5NCERIEQeqEmQ8Om8/YdP/ikxHbgWIC11uOePs3IV25kUqIq2sZoGmVunDZbdRBfEViaC5qRW51onIB2uB9TUwUtAZKqp1PvtkShmq0wde1NBBaEeoknEG4uLp1z5PsyBBkpyK7kzRbiGJwlWWi6iT5fxd5Lt2/TWNNY1EByroUDxRjqJynqmqCydKCIRQzkqsdyiJ1KN02viJiUFauJkNoU1+0Uu0101waeWowQhIgZVmGNQq0Yp1lDuwx+4cTZkqcDNfPnEHZDhZNffUaRz2NdR4qz9aZTQKKBx98kCc+9zkOjo5QKtItMialI/qSt7/tYT71qU/S6y9SllO0GXB4OESbwCD08Xfez/jZxyi1I1alNBjNPk5JM2NCRKmAIVB61d41AnVEopcLxmTifBcR3rvWBpcYNGIqFTFGWDEREGmLVHmVmEiavM0rHMVIVxu+bqlLft9pPvf8kGld4t2EGKCuwbmSTBtqB0vrS4zHQ7qmg9ZdRqMdvFnhnrvOMDyYoO2UalyyuLLA1pnTPPrJx/mWb/0L/Os/+ihHwwkxWqKq6WiDWnqQ7t7zHJgRvrQYpaliCTSS05P3SPMfX3K/csuPboEtmkc88fOTM6ST9/x8Nw/xtR5Ea7Smn+c4BKssE8xhokdbS0BjdUBnNm1rU6etlVgnosFKgG2eZVRVKVgbUeh6XrpRHxWBgPOpmzKmVa2dNClvh3JK8GeTYIOopcRq5PkBQCH8aaTT8MT5GUvwnFhPyNbUROk0VHvTxPYGmBd22sFfiBJD5RNGHJKv9snFXSktK3OQlHBlTIs/y+dLr6xOwCzyLpw0O7oFWknHxSpDTL4YwvILzLDiSgh0Mo1TGaV3SVpdg7bJ3jSkxSYVPyXH3Huf8hY9aERGHhEYQwnbwqWO10WovXR9Sk4ldenb8FqAaSlDRDOrsVZjbaTb7bDQWxYr21CTdTosIEW0rGp0FNFPiILZOi1Dz7zoyEBTdZJ7H5SzKc4plLVkmSXLcnwqUt47fPRYLdePNYbcZozGYwAJCA6Glds9k6OCyBQfK5YLuPLyVfJOj4M8o5iW5CuLjK5f4XAv43h4xEKnx31vfYTDq5d48slnKYyi11+kHpd86rEXuP32czz25A7LSyscD2+Qm4xAIBon9qMqxxbrWDvDVTOqMEHFGhU9NiuglKCAbn+N+nAXn6x8QmqPjQkEr3AxtkEQQSXmj9Ltjk1AbvHEEUdBhdWkYb2iC9R4jC4wusaagjALPDs5y4PM2Jlo1gcZx6VmeWkZVztG0yGaHJuB9zNOnz7FeFhSe8/Z8xc4HlYcHhxidJejg5tsbJ3D2IyLzz1LkddcvnKFqBdYW++wc7iHq2QimquCvcwSokY3+Lg4yf9/rlsne+8/DSyJ0N7fJ3+PJDY7aY76p77Pa6GTzo2OW4vdNt5q72hGDJIBqI0Fe2zbWAAAIABJREFUX+NdSNxZIdArBc478XyOooCzVuGjp46agHhLKO8J2qC9w1iNdxGVEl+Cl4LXKBMblaMisSVCUknH5EfQQBLSTsnXWmF8bIts02kBNNzIVgWpSHQ+hIHReGDXyX6USNSaXBuqJj5LNXbtpKIvi4CO8wtDa4tXARVC8k9OlLso72MS+0MjEVxWGdpxqVLSzXl3awZhAte0VjL1j0osPtMCYRBqmomRfhZxSnDoUBTUtcd48UYJCN6pYhLsJGOnCNSzEpSh0AFtLIFIbo0c69T5a6UoywqspioV2kjH7HxoB4viyZGw+hDIez1ZzH3AlxX9QhYwk8n2u9vpiHlVkGQc0+3jfKCczogxUlaBEGqCM9jc0+0WBCdioiYKjNjMLrR06nWNtYbJzIjzHokBEwNnik2WztTs1YtkWZf/5m/9Zd7/jz7Ad39dyW8802GzZ5hefZ7FzS2WNs5y6dkneeub38LnHv0cR6XDjadsbp5m5+ZVHnn4IZ6/ch3jRhwcHLK4cgE/2UfNoFheYlrvUZQLTM/fw5uyz/INm32uHI25765NfubDlmv711hf7/LAIHB0HLhysMyRuo5TOVaXjGcL5GZG5QyoiGYGVqOdaA9iUuCalvViWjgvoHGuwipFwKCDF92BjszQmCBe06bfp5gcMly4jW8/PeTJnYpDtcTh6Iil9U0Odw5ZXV7lxvY1BisLVM7jRxOMcvQGKxS9ktWlFa7dEPiq6K7Q7Qau7+6zttRnuLfH+tYKRhccjsbU0ynD0ZSIoth4BD15mXKyDSEjUuJiB61m7Q64JRW0kOccWm0eJ9Nn5DYz8x1sswO+BeO49fdPdtrp69e2d4dWKhaZIteGwcKAjdUV9nZ3GFU1OngqmTJROSTsPc8xsykqJZJ4rWWLlY6LTUwL52uMMlidUTkHKrYwRkxdcnMC5iO7Bq89KZhQqQN0NIGeX5qXpk8c7pPbn5jei2ZyfAK+CCFgjUlQTmyZJPLCqr1oDKpFDJv3bLvi9A2dGCeyjT8Z9yQ7FRcEhml9ldvfSYtTlM17iGKq1Dwapk3zl+m0ammjBauM4rDSKyyZNS3o5pzHeS9ccqtROqfygUxB0SlwrqKczVC6wIQKnaXAr3TuiJGqCnhjyY0YHulmYXZ1kuCnomGscKqTf4tL3iE60f+E/eLSMYMQTVJEpuSYIO9bdDpJfeioy6otwvIeap5GE5EC1vhQEzHKUnlQsRaxiIc8l53Pqc6Au+87zYefP+JNb3oTlz75OWJ+xBsevJOt17+b0c0XePzjn2Q4njDo9iiDo7u6zFLepwSq0YiDnR0C8K53fQN/8vFHKY93WFxeZjQq8WVALUzpugHTWYVlFXP6DO97cMjvPLPKjcOL3HvqId556gl+7fGKf/Q37uVn/1WHheNXeN93Rf7bf7rGux42/M6ndyjdVVwo0LpGU6PoolTEJe65cjXWChTio8Upj40C43V0JJiA0Tl5J6cmY+aE2ZPHyCxArEegDTkK1dvkO+/c5g+P3wRuh+OdXaKKzOqald4yxhqyhQ47V7e549wGznnGkykmN1y7dkSMkQfe+gDV2LO01KVyYEPJ1atXqbxlNj3EGIvJ+1STA5yxdPP78e4609Feuid10lOkRfirdLTt/XeCHTanwuq2OH9pYv1JM96v8nhtwx2k2WPpPdP9EYejEbdtbdD3nsPRmCJGrC3w3lE7j6tLShvwTomngysJWrwFopZgWtluQ00kuBlRa4mBtxYZYcUUDy9lS7ddsnSQ4rU7XxCDl5tcnSjECUtIA5X5yWiKQVusbxn5Nj8PLU+YJBpofj/q5iJIWyXZQLRFvn1Nkmgg4dAkBkmTQUgDzqStVbMwnIQ9JGWFdrVpnZjbi+/kVlB+FohELwwSaww6OMZVJK9mkIqq0opCZ+Q2yG9klliWaBWZjkZinqVzwKPzjtjHNt7MVuOVRWlFrjwhKJyL1F4ESBphFDiX8KQkmffRJzdAxFXPJy66NoSU+hgTHBVQws3WQoMMSlP7SO2dQBmE5DoYyPMOpXMp3UU8P6L3BBXao2xtoN+xhGCpa09uY1rgbPK9gPPnbmP3xRe5+4GHeOXSn/DQgw9y+fiAJz/5CQ6nnv7iMivrq+wcHjGdebKBJu7tcbC7w/LyOnfdczd/+Icf4v6772RbTzHG4IDQqVkucg6PS2x/De80Z3vXUZnm2tENTpuCK9ef4eOc5kLvkI9/cczu7hc59/aH+ZnnXsfw3Ef52JORn/qbG/zXP9dnop4BFagpiMaDtyxkQcI3sAQMJoeokk0uCq971FVFPZsRrMHOHD0bWFAKbzJxSgxQkYnndvQEIvW0x+jS85hOoC4dptNhZbCIMYrR8AiODilVl0vXD3B1jdKa9aU+/Z7G6QWefOxplpZybt7M0ATKWY01isFggIpd9g5H5LNIUURcjFhX4202x5BVmiF9SdN1S7904uuT9wZf8r0mcKNtnpqfvRrd41Uer4kiHWNy1zIW62Vr/PyNY7p+hjEwmylsNqUoOqmjCvSyDKU1ZVkyooPYw5pUTCFGDzFR3qwGFyQ4IEEbHqHVhRDBSCfuok8DN8F5dYpuEZgltmkrmbUEL+G1uhFSONKkN5Lu3blARP7KxK6QkyhGPx5f+4Qfx3ZYiqAoyOQldbMNPfDk6yZ6n4tNBqFqTZrkQktGSUqUkp6AyYzUtdDQ9KJ06ulzxhPddvN7KsTW3Cpq+TsC8r0qeAptIESqqMl8lO6ZiBw2SamxqkLVwo22OqCNsCRqL59PmYg3mizLMFmB8hW2KJiWE6KP5JkmzzN8VeFjjo61MA5IQ1MFCkkNUZCgHyMLHEEm+43wPqrUrUP0QYynCdTVbM7BVyoNMwM+1GmnkRgPKbasdYJTgdLDzMe5YjOqNnm+yGBja50nnjokmGNOXzCsbXwNn3l6ytvvzPhosHRtycHeEUv9gvJgSL9nYN8krrpmPD7m4OCQpaUBh0dHHEwid5xdZHh8TGCB3X2FzoTB4Ip9XnfHu/mZj+2zpZ9nbzah21/h9fedRve/mU98/pOcXQ88+cSIgl/g/KzPQ9/+zfzSv/xD3nJnwfXDjEtDJ8WoLlCqZug8KnRAW0KI5FGsYo2HqAO5mdIvCma6R13N8CjKmWXkA5hZguwMXjWOehY1m2G7Eb92htWBQ+0dUvsxMeZs3zxgebnHLBgWomO5n1OWjrr2PPDA6/nMF77AolbkqmBzdZlXrtxgfXWVtc3TdHSgP1jg2tWrjKY1/cEik6Mb9BcG9I6mDJc1BPlEIkBL1/aJ4npLkf0KNavZzd5ax+IcNm3++8/goV/9Kf//P4zWrPR7dDIrCRDa4MsJtTYMS4cpIpM6cjR13DyeMp46xrWjrD0mz9lc7NHPxHgn14osDXhMbsSbQWgMaKuxNjlzId1UUGCjlzgoSDQ3mU9LMrmshAZJPDaaJEuOKaowNvMRmogobVJxSGCdMaaFTIyRyJ6GZwsJKmlwbC04MPEEDpZeSKc4KaUkVkw1XT9p8EeCTJKiUumk4CNBGCG2fGxRMEpRSfGpxBBaSblQyoWpYLSR7+v0OUzq+6UppQyk4N9I2difaqiDQmWazMiUv1dYTPQU1uLqSF1B9JpxXVJWVXu8pqMjqsmUejYm0zZlXnqJfQIxe1KifASLj4oaCQ8OMYIRD25tRdCkQXxbggKvMQh10KoUxeVFoNPcjcbKM5qHj0IHFSaMJmoD1kixx+BUBlHMp5QS1og1QhslRPCaZy9fJs9nTK7tcmm3JF+6wEvPPMbP/spv8s53vpVH3v6N9Lt9tq/vcMfdt6NNwY3tbXb391ldW2F1dYONjU3e9KY3s79/yErfsre7S1lrqtGIvjVsLQquX5UZMGZw/Bi7wynWKozqsbLkefHShzk6eJq1U6usrwQOjnJGF+7CPfM4P/0bv8g73/P1vOOH/g/qyjIpFVPlmFGhioxaw2ChIDMdcltQaUepHME6ZrVi5A3ODtAqp/KGWQygA9HLzoYQUF6CFKxWDFA8cM8j9CvH/v4BZQgEb5hVFa974A1Erzi1vkmtBlw70ownhv6p+/n8E88xHXmOJhNilqHzghANszoy3Nvj6WdeZlaW9AZ9sixnPNyl0+niXE2ezwj9gcjTVfJuVw0OnW43vpytcfKhlGoj4SAVjRP3alOsZYFNrpDGpJ5KtSIxlaCRr/Ze8BrppCFSziaoKNNxbRXFIKeqHcqI7NZbQ/CSOhJQGJMzdQ7tHK52RC0BrVpFXIhkWYYiUpdlGngEfIRKO0zqolTUqKgQt72YxC4RQsA1AESIZNrPubNBVI0hxIRDI8KPEMQkSqf0joRdCsYqJ7P120Cmb42vcWwHjQ0iEtsC3XS2Uc251c3rNMMKcaKbd9vNReG9pzV38dKx++AFl1fzlT76uQwfaD08VDMsDQ3vW57l/Ly7jhFhSsfGFztQAsbLohKSI6BWEg6cZznGaJYXLc6Lyq2sRM4claKcliyub+DLKa6uscZQzmZCb1Qa72uypArsdTpUk4oqKgwylEJF6rLBn1VaaBUoI+cj0eJyY9rFODqXrGQTmBUjeaYE+zYSWByD4NytQ2BMtMjoMYjMWsWESUaRiAsbR5SQ9WyGmyo6q0vkTvHKtS9gFgLxMPD4E5c5Hm4TbUCrghs3rnHh3vs5fuxxvA/Mpo79w8u89ZG3cOnlK5y9406ee+553nDvHZidHfb3S2w3cDSLLHcNEwa85a338onHvkiWrUO4ig47fPAjBWZ0k8iIaCpOL2teXFijd/MyHxzPuPo97+dtX/sN/N4f/0v6OiPXUZgPKnJYd1k3gWkWsGpM6Cn8pEs0juk0oHXETocYawlakdeRECqCshgjPH6ngaApHeQ6gNXc3LvKcYRurMnyAdOqpPSRjqnodzVl6VjOhlRZD2WXOT68Sc9W9BZ6jIe7hKi49OwrnDq1QVnOyHp9zp8zXL16BVeLoKbTW8WHml5nwE2/QF9rhirOI9R8c6811ejWIv2lcEdzX7ZPbHa5qYFS6uT8IrZN2Zc03nOI5VXgkNdEkZbtvwx/KlcRvXAzc2vo5IbxxLVYpYoK7wKOEqMUWdEhBEcMQbibqVOczMo0yFLYAC4JTEgBsqTGShmJfSJIliLJ3StrhmLKAknM0UiYQ6BRaCulpGgpofRIMRRDoMa/oClozdDSNMWV+RCCdNNrrZLyDprLw+hGWt3wn9NxSwVUJ9rTyddzLrE1EDgjJJjHKiNdcyq6RNkpNGwRRQMByCBExOsJt4/Jr0NJpyxbO4XSCf5Jv6u17FB8FCGSUWDLinImXakyFhVnKC3HsVtoCiPwwNJalxhmHE5LZkHR6WlM3iHPLbUPhCqlV2Mopx6roGNtYuGkY2oVtfNYY6i8xyjpaAPS2RAUVVmTWfGTDlGS3n1wyUPDS9dMEwyQMgG1bYs0qjG6isTgKTomTZllse5nmqoSV0CtO5SjazgVOXXmbg53j+h0xhzvb2NWFrly7Rl6nYLpcaDb1Ri9yu7lSywvrnA02mVaVWydOs3jjz/JpUuvMOj1uPv8JkfDIyaTCZrI8bSiG0uMheH+mItPPIEykd70WfZcnwfuex0vXhpx9bgic4GXLl5kqM9xbqXLC9cmcDThol3kyoc+yJHbZBDPMi72IDpKv86qHeNzz4pX7MaMcuLozmb4hbMUnZwYd9C+z9TNUNqReU/UGSE4aSKUQI5RKZQJ1D5iqbh69WXs4H4WC8PO9UtkxYCFrObxJ18kKwo6g8DoyLKx4HBmgQceeJDPf/6zaD9lfeMsSwt9Xn7pWS7ceQcXX3yJTEXWz97D8OlHOXvbOs+/UDGeHMpsx2s6nXXKOEuNUVMcv0IZVs3ulFuZGqleaZ3grnQPxPjlhX2Oe6v5ML5ZCE4+/1VQkddIkYbRpJL8syLH5oayqphWHmUi1maSa6fEQtFrmah5F6grSX7INBRW6EBV7elYQ5bn1LUj+hlNLklmlPBBgxRMD0zrqoV4tdL4mWuLcNSpY46CSM5q32Ai6IQdmyQTD0q1fiEqzjFdq8Uvoj1RzZCxGc4ZAz6IICZdHSKCii2uHNV8ACFNn26/9glLFxJJQBsjnsxJKajTlkobI5WdZjApn8cgM4Gmk2y2YG2itxEMNwQZkDbxXMSmC0gqMu8Sd1ayJRPREY/FxZqMJJTQIdEUDdrArAYVPc5HXH1MbnPObS4xq2qOJ9N03kG7ChvFq9r75PFtItqX4oKHpo6O4BT9XkFdO7qZTQ5svvWONtZQuxqiRKBJ6EGaaZgIWGrnRDrtvRxrD8b7NHgUxohOUnutRWwlswSBhWalyOclg7Fm78hgVwa8cPEJgUWcJs+XGYQCW1RUocPKqSWKIqPjjzgeOwb9gkFviQisr6/wxaefYm19lUCHpZVljqeG4cShypIiejIyNjYXOdYWzxnozfhr3/ZNPPrUM9ROcedbNrjt8lXGVY+do7tZOLXH/vbL9ErFpCgoR3vEXchOBe6+J7LVmVLQYe2+LT72CXjl2h7HF1aJ/WN6+RnuubTDD/8nA65vX+OTj8NnnsoZa800i0R3hA4Bn3j2oju3oCqiz8iNo1KWzAa6Ny9xFYdVmsW1FSZMOHe+x+raBofbL1D3Db4+RvdWGd74InkssR1NJzccTcasrq3z2ccfY6W/wMQb7ji/xt7OHVx84RLdIjCdeZy3OFfRm4zY7+rkpxNPOD/OHw0D66vhECfvH2H/NI1X4+R5Yqea2EExQYw6tT2N2vDVmB+viSKttMJmgrHOqhKiJrOafq9DXdUy9/NBuKdGY3TyYzYQQ4WpED8JV1GHSMfmuLqinjo0hlBkqNqRpaIXvfByDUAyPlKI3FgZLV4DPpnfe4jaYRB6V66NZBImFkYdJPRScvGEviVe1I4QjUz+hTgoHayiNcJuO+I0tBDsVJgpKNm+Kx1xlcckz2npjk905daKUjBNLrUyqbAHtDICAQQvRu21S6b6urWTVAqiES60bkgc1hKqCoykqHulxABfz4mGGiXc7OQKFxIt32rbeitLBqB4TQeVZMGIWZFr4KBKgTFkqvHLEBn//u4evU7Oakcz85qIw9gMlKKalujcYpRK5vQR73wy5BcOfVVVEnaLo2o7mUBwgVhLCketJAhAOYnwElm9uC7q2JhOJcMvFfEqorWE9TaiDWLEuUCWQSSZEmkNsZk3QK4UlVql388IkyU6dU3lp8So6FYHDPM72RqMCdN99q+NGWUSdryytkZZHaCIXHzxeaLXHA8rFvsB4jovvvQMm2t9cDkzb6l9xf7BhOg1dVHzDfcP+Mf/2z/jm77x6zm6vs/0+jaH0y6DfIF73rjI88++wLmNM/zt//4H+fTHPsa/+JOXGO7s8B9/09fwW7/9OZ7P3kI8vsjRfsZfe0Rz6Qu3oUYv0+kV/MrfOcd//hPX+KFfusJdfccLg/fwY+/7HH/wdMU9Swd89BMb3JxkHJlriYXlCbqHVQs4M8TUGf1uyYJeIevP6E6GmM4S17df4dzdDzK99gJXZp7R6JByUlAWlnx4QBiXTI9FsNTrL1NNDvCl4/TaOruHQ7ody8HBJbbODDjeg8PJTDzAtaaT95jMSH7ilizIbi82u+LG0z4pXxvMWQzO0r06r1opiq8ZXtN6obSwhmo65kDrlqxUy7WXZiv+O9JJh0hwic4UxdVs5mF6PKbbKRjNPFYjfNZgqKNoo4SpYYlW8OKqMY2pnUAEPhDx6BrkiBmqJGBwIeAVBBcSTc0nVzZRErYS4GblU1oSOwhNEys/S3xrHyO+Fiy0ThJ2bVKXVcuirJNKKyQPbJu6ZRN98kZIHzMkZgQC7YgxPSmbMZ3g1PUb3Xhhy6quVBpsJv6eT883ISYZdvLo8OCVsEI0MkxVNh2nxG4ggldgYrP7CC0fNCQ6WusEqI0koSc1Z8M/R4H2wrHNrRW1Z5R3DUoEK5ZI5QXGCDESnHQah4mzXSBKMwUoa8itlfMUJBcxUye2m8pjjUXbDpkSqW9Hk4Z8PnU5EiocfCASmLmAUXLbRIKEB6cwXh/kfCujMMaSaU3lY+Llx2SvavAuzRZiSGYWEUKNVxqP4/blAy6+fMCgl6N0xdr6JpPdXa7GBW7bMmzfiFTVEFyONSWD3jLXr1zi7nvvQWvL2bN3cOml57jn3nt5+rmXOHvhPsbjY25s71JVGq0qnFIMXcC7ksXVVT796UvkVqN8zWF5mUkosLMxR5Nj4qHhB777vcxc5G/+8I/zU//wh+h+6klmC6d4+M338qu/83n2xp/ltrPneH3+HE8/HqhvnuVsgL/15z1//f/cYmWyQ6k6TI5n/JW7P8L22e9G8TIf/N2nectt22xsF9w43mDb7FLELqOQcdyfslz15ZgVNS/ftCzRoV5cE2WxG8PxHnujGZuDKficO193jjOrPZ5+bof1zbvYffoLrG5sEmcj8t4Cx+UBK6srDIdHrCxarlxXHO08x9bZM8TrOwQVGA49k3LMGeuY5ucZU+O0UDoFjlDJs0Qlq+H5NeVppdsntAxxThZQJhX0k5CI/NvU63lDFucDxKjSAnFSBfzlj9eEmEUpFfPkHicdiyFLjme1T5QdL0XcpgIpSRl6XhS1bIlTVCsdkySqUeKQQO6fZqUMXopWACxKkleAmOKlGqGHvGkmW3rEuyCzeeuPLLMQKWhaNx67cz41SLcbo2+LqVKN5WrChBv4gITPW5G/O5cGYKh0McgV0vhYyI4gudhFgWVC+v3gnBxboacQo0elqbI/ETUGyHAMBUqOQ24zXF2TEHWMNeKtzHxodnIqbYx4OZA688ZZcF44kxQ+/Z5VKa0b5Nw2A1WdKIeoxFWWuYQLKolP5Dg02ZEN88aGlOsYFZqAtiL3R0Vyk1P7KknSUy5G8KDTriNBT41JVRPOq5WIiFDC6cUHylrc0pqtrU/nX5qFpqNqlJKm/VvW4jkeevcd/O4nnqHX9Yxu7LNy4U6mL79E3usx6Oe4suZgfIDWaxRmwqnN17MzPORofEx3sMTD959hNDrm7Pnb+cKjn2H7xnWy7goLPc1sVrG8us7169eYzUp6/R7BlxhTMJvN6NkOdZzwF77hL/H0U5+lt7LB5OZ1hvo0iwuam3uG975rk1EZWe7nPHTngL/zjz+MKbex0fDW+7e47k7zznNXufJcxu6+ZdIr2R4dUKjI2YFCbS1x+YVjFvIJoXcB1s5wxxtfj/7UF3jH7cdgB3z8jw9h8Sof3avJ+8uU0wn/wX3r/P7NQCdWHB0d0O13yS1MhhWBSK/fZzStKUxGf7GHjjNcXtApFth+5RWsUehYUgzW6XUUwdfc3D5mY73H0eEhqIzxzNPtGWZTxSA7j+6XjPZvYHA4HXC+GcQ3egOSqEu191U7aE/XfUuXbe6KBiJs7/p4kvBxa9FWshNtxXQymP9TxSyvCQoeKMml0xoXpXi5GKkSxU2sNOV7MyQ41RmoiDgF0SSjHiXdbWE1Tkn6tXMSX6VCM4pTeC/DOKOFqhUQXwatlVCyjJ1PepUmT8yKOkZUlGy/oJTkAmoJgo2Ij7XRsrWKSqOM7Aq0tcIvRbrbkKJ6fETMhBpoRSsxOEqdfguMI4WwsY2UQjPHzIw2Uuyb1T2xOkgXQSPMOEkBbPBkpRRZ8hQOwSfPBznuOhXNBmNr2CRzJ76G7x3bzzhf81U75NSAVUIL1EHexytaO9dgLEEJ7u2TAMUYQ55Z6uCTcU8QZodWEpVlDV4botbURhZKr2ReUUcxonfaMnI1ZVBUQTOqPCMXGdYwKWHiAqWXXVtVO2ZlzayqqWvPdFYyKqdMygll6QhKUXQ65IUIb4IywusvOpisIEi1F/yaJuRAoYxmtV9T7m7jRxNGh9BbWCXsXqO3sMR0MmbkI7uVw4SCUB8znjrqakj011npT9joGB599FFu7uyh/D6ZNSyubGKYMDwa0e31mEzGlGWJ1lCVJTFqut0uRVEwqmYEb9g6c4qVM/ezteQZ61UmR8+ze/1FqGdcuTpjMvT88w+8wn/xTz5Cb7qHyS2Z6TCeHWPjNj6/n5cpGK54LteBmj5j18et3k7tIkd4dhfO8/1/9UG2Zte59rkP8pI7pHjHI/zyU8ec+4tjnup9B9/3YM6Z6SJdtc6aHkEZWexlLC8uQ1Ds3DzC+4raTVleXsDmfTZPL3F4vMOsKOh1ltm7eRMbZ2RFTtAZVTnj7NnTTGaatdUuxhjW1s9TBk1RiNcMzAi5pZxN0644inpWG/EAUoluqhq6aVNMTxTfZjjNrSjFl/v/0D7v5BObJrwRvzQzo6/2eI0U6cbopzkAEofkg0tfA8Ggcys8VAzOA8pQu4hPZvMOTVAKH7WY9KAFw1WxxZQaM6s6yAoqjBCfjO8lZUSYxY3kOlJ7GeSR2A6EQAwOUpaiT/BL8nKSzjAGUdElGMQHlwyhTMubRqkWZ86slUzGKL7K+JBwrtAyQyJSuH0K4m1wscaDApU8tdMO48QmCxAsrEnKbgZ8IMpLnySt3jnqqm7ag9Q5pEFHwwslbdeMxnkvg0sa7vf8ggsJHoEoW8gQW7dAmmAGY1DOSfefdkQkSmP0AXxAKYdB/FNCAHyNig6DR0VPphU5ga6BXCs6RmOI2Bjp5RndwlLkhsVel47RFNZispQSHj2zEBkHzcRrxg7GPolTasW0gtJ5jmcVh6MZR9OKiQ/M6ppxHTic1BxOHOM6MiphXEfGLlJGWQSGpef4WJHZSH/9NHldk1UTptN0/UTNbOrpdS3dnibPFVp5xrMhoVbEOmc6uUxVzRge7nMwnLG+toHyJcsra5RBsXNzG4DV1VWWlpaIMVKWJQf7B7IwW8Pp20/xm7/9mzzz1KNMK8c9ZzSD/oZI12PJoL9CbWClvkiRT7HdPsZ1sVqTF13OnOug+xXXL19ifDyiO750DyfLAAAgAElEQVROt6gJ3Q5MdvGVozBdlv0hP/NbT/OOv/jvUdVdDo9rfv7n/wXf/R338kcfvs6W/QAfW/0GTr3pYb73jY6X3DFnujdQ3WWMFrre4qBLHaDXXeboaMza2oCDwynd/hbKDBju7XD7xhILC2tMp1Puvuchzp1e56knn6fT7eCDZ21tjQu3b9Hp9rDWYq1Cq4B2FXWRE3UkFAaHUDRDFMsIH3y7g0TN4Yi2Nqm5lULbhDQ0T5rG5aT/vPyObXjSWhZutCY6LzDLCUfLr/R4zcAd0qU1W4NGAy0MgZPb8mYVag5Uw1cVClhTeGSYF7QUdOEdS6JzJIqQL87d51TCuxsecrPtmVuMCpWs8fKIOrRCjmZZUSeGC7qZNIiTUsoLTIOptHVSRCn6Sni4PnW2IQliWq4lpJTuVPximh4bPbdPbHjNpIuoDZSVD2hshnO1dOPpb/MJDmkYCs1BbpSP6byglBjpuESxM7rxq2jeQLaGcxw7JjwvtgU6puNoaOTozXkHiJhIomAKkO98LVtNVOreG2ociXt8AipRCuWTl3fDijGm9VEISom3hErydw3aeTlG6fNqq9NiKcdLlILzCXyMCWbzEJOMODTX4YnPpNqINxmgRi3D8Df1N5luVFy5ssNxlTNYKJhGjZ/N6BQZarDJZLjNxsIa09mU4dEBg0HBxtYW+we7jA7G3H3vHRwNp3S7OTrUBNOlnh5y9fo+y0sD6e7FyYrxeCIsKZsxnU7RRrO2vM7B4SFl7bhw2ybnljpcvHKDCotjiZ/8B9/Nr/zGh3jsiYusL3cZz+DwyitkK6vUoyFvf90mF8t11HiP0CkgRravXmel32Upq/muv/HneebFHX7/I8+xbDscj2fU4Qgfumg058/ewz/8B9/BR/7gC/zq736Q937j3Xz6hufaE8+xeHqdxa7hpZeu0u0uMBuNWFnfwuaKy69cwuaW4MXT3VpFt9MBF+j1C0oHw+MjTm+ucTwq6eaKxaU+O9e3KevI+sYa17b3MDoj70Q69W3sLJSw/TJa+UTLhOhCe93SFunm9tJttFZzX5y0V2j7oXT56yT6auuUohnSpPrQ9MYNtBKJ/y4YLEUjFpUkXwRISry23smNjtHSrjZFRYsAxnvpXgMyJIJUsBRkqUMWpqxua0kktIWmyUmU32NOn1TNdkNOlEKRG+FKtziyoFTCkpA1AN9AAAiEke5/YUkkf41mtTUYXGi8QVKxCRB1lC5WN4bzqr0wYspnlAGm0PTU/A9rMTRxKYtpG06LszcYmvOCVYc0mDvpcytPpHkxKdINXALzjMYEW7RX9YljKZ8hdcA0+J5gzMSkXozJV0FJgTRGU7rQ+qnE5jim0+UaTDyCMomm6H0rJJrfYPK5FVFUjmEumW/+Lwie0/53uo3S3yUeLgrp7nWQJHOvwQSXjoFGG1HVyWBXjrl0R4agIg/md1DcNeOJ527g+j0GKuNwNGGtp5iWHjNYYJCtcDTewag+2uxRVx0WllZY6sPx4R6Vz5mWM7RWbG2scTQJnFrpcfX6NseTCSEEzp09izGanZ1dnKvpdLqS7oOnn/WZaYsKNd70ycod7rzzDC++dJNZ5fBZH6NK8JrVgQHVYW/nJqZTsFqsMnR9Ns8vcbB/iSw7zU/+xLfyi7/0PFcvf4rh8S533nY7R+WAs8uKD3z0KbQd44I43y1kCtXvc++i5eao5ubBEbEo+PEf+0H+u5/4bd5+m+aON7+dX/+136O3rHnpyjELubBVNu66i50bV+nUOS5WTGczzp27jaOb16FjqI8raudY3liiKiuU6WDDjDzP2BnW3HV+g4OjQ/b3D3ABFsxdVAsV5d4NtKpOZIPGdkFurpHWxuGEq13TGTePk0rFduPa/jhdf83vNk1B0j0YPc8e/WpF+lXhDqXULyilbiqlnjzxvVWl1AeUUs+nf1fS95VS6n9WSr2glPqCUuotr/b66QXTzWBQIQkmokqy7ZQ6nJjlOkrRCySvaATTDakzEll1g/PMqXVJyoAQ4Ugc5BMHQLU1eX6MI8SgUImepSKpY44JAFdtpBNaqDomdcwNPBl1giBUYi6koVpjXxpVwp8TDhwSNBOkpZNtFbRYsPNO1EvpApLILfk7Gm62MoL/2tSdKtUEBqSVOw1SmwtPNX4fzUCDkzCaajMadSrmor5rWCZpSn2i+M+LtnyplcamBTcmLDqmxSsqiR5Did2sC4HS1WLS5D2NgZUmkFkwBnIdKTR0cin2NnqM1lgV6RlL1xoKbciVzCc6Vjry4AK1TzMAH2R4HAKB5C2tZCtqMg1aOO/KaLwR+p5TSBI5YimrjCZaEc9HYwnaELOMaFS6JqQxULYk63TJ+8vYYkDMuiz2DKroY3oL+LJkON3Gmkh3oWI2Luj1I1lWMKvGhP4K08kxm6dOUdc1ZVVh/JRLl1+mdhXGaJYWFwkhcOXqNcbjMVXlKMuSWTljXMP2cMjRbEJdjjGTq0yLLe66/RyYDp2lVRZ7HmOWObWsWewNYLDEe77lz/Ft3/4Qe6HkR7/33Xzbu+/k/e/7Oo72r/B3/7P/kdI/yyBf5Pvf961c2jV8y9c/zONfvEhWWDrVFquLS1BoNjfOwHTG41XkemHo+II4mfK//i//jJ/6H/42jz0/4oMfeYof+qFv48pNzT23rbK8vMja5iaTmzd53YU7qKOnMIGtjXWuXLnE8WzCwA4wg4w3vu31lBPPmx5+hDsunOLCnRco6bKQea5sH7B985jaZwwGXXICdjoldQCp0TjZvDC/jpuHPnF9N5YLpEGzanbvKsGDzVWfXlPRWvQ2j3mgyf+7x6t20kqpP4cEzP5yjPEN6Xs/CezHeY7hSozxR5RS34wkhn8z8DXAT8cYv+ZVP4RSUVuDDrRMBZQIAzQaZZIKLx2EkDxxXJQBoE5b9JNT1CZEU+ppxEW50azRKag2WVhGWlVdBEwI4j+dnNGsghAb43OVBnaJdkMKzA2yFw9BJamwdG+xWVhSLpW3GpWGeg1UEZMHgIoKbed/QPCyMGlj0FH8NfBBBnXpJLek+VRcPcJD9niMjEDxBPLMymKjBb9virxs570o6QhoH4lGQUOHZO7zoY1ppeJaaSrvUjxUWkCswTdpKw1ulbaNFi12rJBMi+IJHC5ikhNhSBg4KborJrMiwRnkOpcBZEpdb4594n3HKMwglY6PMe0ZQgewVrdS/qggeFnorVYE5xNmLwVaJTK7TyKX3KYIs7S1Uwpc7dNw2EKoyXMLiV/rvXzgECMP9lcouzn+rg1eeOZF9KgiK/qUsWZxcYWb29c5tbqMzSyzzgLvvO9uyjzj8597lLqacHpzjf3dMYQZWkPRW6EaD1lZW+GlFy/RW1hiNp0Kxq8Nk0lJiE7i5NBoH7FhxsL6aXrr5+gPInnMeOOdmrXlAe951xv5nh/5ID/9I1/L+//uz/FXv/8H2MiP+I3/+xPkruJr/vL30AkTPvxbv8Hbv/bN/PEz13j50iXuPrVKtIqjg2N2jqZsrq1x+eVr3HfvfdhOl0tXnqCcGbIYOL15mqsvX0b1uhhXs7C2yv7oCEVkZWuFldhndLzD6du7PPqC5exiySwMOLdqefTzz7F5aovp8QGqozk6qNGdDj1dEbvLlJWiG4eUM8epzXUO93eZRcX5c2scHNSUsxHOZ8CEldkpdtcyyt0XyTAQa7wm3Y9CuyNBgkZFSSRSMqNqrh1hdBl8gupCihFTLZR3a0012qSmiwRTJsXvCWjw3xruUEpdAH7vRJF+Fr48EVwp9XPp61/70ue9yutHa9JqlHDbxiZUqnLTOUpxbTChJjDzls6uaYnbHb5qfZtj662gWhxXFgU5EdZoEX14kQjrIGb5KoH7gs8alInpZhSsOyQj9AYv1ynxpcWFT6ysJ21C5z+hhRKExhdaao5RWryBvJddAnP5NgiGHeMchmg67jpxtkmfQaVkDZvoYw0P3CQaolFasiBDE8J74rM3hfvEItgiK+nvNY1/SboA5TdVWmyFY25OvPdJR8CG4hSgTYiJJBGBaup9nGPwSrUOhloJy0Y3eJ/RSY4uQpv2hkkFtoFJmoGt5Eg2N03zHPnMIW1Ng5JwgwYsUSf+fqMUURt0iFTpGTjJAPRpSHy/Xmbl9jFPuhU2lxe5fnNIONjF9np0esvsjY5Z6nUoXKCzuc6ZwSIHxyOUhssvXsJYy3g8YtDv0O108OSsLxW89NLLdAYr9HsFw6MhtXN0uwXD4TExRBaXlphNh6DgDQ8+gjGR0cEODz54D7/+f32IN7/xNvZ3p3zdw7fx3EvHvHDxKc7d+xB+ekyvt8j1nQP+o/e9l1//g3/NWrbMHa97PQfugMHwBo9e3Of93/eDHOwe8Pu//QtcuO9BPvyhP8J5qKsZ3W6PopuxfW2PsxdOk9uCa1evU85mdHON14a6rulkOUF7/DjS2VjlG99+L1+8dJUXn36JYrBEfThm7Ges9JewtsNxXdMJI4rBaba3t8nyAldOyEygv9gFoNNfw5d7DI+PKV3GoJcxK2XAHLOzqEHO+NoXyRAOtI8JqkrnW2udbFFVy9iIyG5fpM8CQ0YV0UHuwZB25nLfnMSqlXj7KBn+q+bmae77eU34M6fgnWoKb/p3M33/LHD5xPOupO+96sMLoYFAk2+Y7C7FVo5bZJgxtqwGEHbF/BFvKYZaa2waSpK+DsFLokfytDVG0kAaOpkmyE3fiE8SPCFYs0driw8N/1qR6bm9pdBqUiSXSgtI+kzGzD9/yzNWt2JfPtHxvJ8bJuk0vJvnrKm26GilMQnmCcmwSLpO1crBI3OmRUjVV6cClfoHOYaBE99LhSzS8rG1NidwcbkYGwikdvX8OKXcR5oLlzh/b2SGEBL5v3HXS7G47bEjQUAqRllUSdBPOlaNuisCMfikepQ0bOGjpI4lRDGQirF1AQwxSkeDRKmlfK9kYiU3ZLMo+xAwIQrm7T3Ki1ugC2BSiERsQiKCxyJKxABkUUHtKauCzVPr5CODH1tm27u4pRWm0wofA30dieMxo/GYV774DNdvXOeVSxe58tLLrK8tcf89F9ja2sI5x8NvfSt5nvPsSzcoigwVS7Zv3Ex455yOWXvHdDZjbX2Tcur4wuNP8rnPfp5XXrnO7/zux/m+730v13agu3KWlTse4cL5AdsHiq9/xzv5+z/693j+xWd48+vO86lHn+an/6v/kNvPRt7z7z/Co48+x9bZJd7z3ndx4bY+zz79Ce644zxXXnmF4fAYrT3OeWaTCXs7hwyWCsZHUwoLp08ts7a2zh13n2d8PMFoKMsp1nUZLA6o6opunnPzcsX66mn6uUL1MzQZM1VzOBrSySxLg2WOJhM6HUtHjdAdC4VFGUueG3I9ZTSOdHt9lgYFk8pR1RWjaga52BeIt4xcqzaxoWwaovvklR5Sd62iwBtKy/yk3QU32KiWK07aklR3kg8QRFzjlYPsyk5S7uZwyZ/++LNWHH6ld/uKrbpS6geAH2j+W5smuik2/5NCooQ648N8oqqUCCyaTq6x6Wz+X7qgtGUPTdxRlCFPYUQ1VpbyWlqKfAyQaQ2uTgo/CWcVwnn6bEoLtBSQpGUEEw3aCg4cfCpMAoXoRDNryol0mbRdYIt/0VB45sWzSp4kIVlfSkepkjeHTiWtGebJcQpK6o1PXXKzSKkI2s67Y+dScngUeEk3mFpasoXEH5oW/CudO+bOXqrtPppHUEnQo+adyHy5iDgvQ5OWHZIwGwVtCnXb4WuTFsA5ijJPyUnHDEVQIUFeKjFX5jjgLYPQGNE2pZcb21Ir0c3QSBz7gporOAOiKhT/pDlG7oMMBm0I1MGDklBeAIPGIXYHsYIsL9jdvc7r33wn9WSL7dKzsXWGOkRi5VhcWeH4eMiCHjCaTDEmY7E/oCxrPvXpz7K2vsbW6fN88pOfZHh0xOmNVeraMRyN0UZSa7z3HI/HRAKrqyuiotWWLO+ztVVgWODwYMr+wT4f//hj/JW/9Ajf9I1v4wfe/9P8kx/7Ht79nT/Mj/6Xf4+f/cVf5p63PMwH/uRRZnqND/7BH7G81OU3P/j3qYeH/PzLF7Ebz/Ljz/1PvP1tr+Mdb3uITzz2CdY3NhKOZAUSrGs6WY+DwyExOKpKaIOz2ZTTWxssry4yOS7Zv7lP3lvk9EpBr1cwPNpnL5ZsbS6zvLhIqGvqmaPX61G5moOsT3l8BbuwysrGGdZDzeHRPr6uwC5x9223sX/weZaX1jg4OE7MJ0mM195TEzHNZprY0nJ9I8BScz+NKNvUdmdskNrT7GSNFuGT8z5tBRHPl8bXPMo9ZJTBp12kaDR0u+t8NTTj37ST3k4wB+nfm+n7V4DzJ553Drj2lV4gxvhPY4wPNy2+T8MrpRU6M6n7bSTaui04DaRAVK115C1gfnJ+UwmTbqKxIip1quJLnBcFKGEdGCBqETRYY6mdMCdMnqXVNZUYLUW59nU7SIta3NKIAqkYZcmzjKbLQxvEjVq1og9rs8SllO7UpbMb0udr4As5eQm/TgyECC3ko9PANQRJ545EsXpNWzNldAsDhfD/UPdmQZZt6X3Xbw17OGMOVZk1163b3bdb3bdlCWTJwpKQLMlGERY4/MBgGaEHAxYoEA4QARg/mDcMwRABoRfcDgMWEIpgsGwU2GFLIVkD2K0epJ7u1HeoW1WZlZkn88x77zXx8K19si4augN4uJyIjLw362Sec/bwrW/9v/9wHR22W7l7DC3pa2w95cGi6heOa/y737m8CGkg9ZPgff6SAr2j6uX3KUKZLMbphyhRdkQmv5eYsXljzG73YXNaN9kPhJh2AbSyowrEFK4xvijJ46aQ3VH/3IxhoK3J2ZECkQhqKwuTzQuO5EBmzD4mSD57k0Sijr24EAmWCLugVn3NsM20RC+dl7GcPHvC0f2Sz//mb3O22VI0K5qTJzIEnYyYHhwQQ6DrWq4uzrlxsMeDT3+S8XjMS49e4vLyEq0SneuAyP7+AfNt4t69+2y2a1zX0flAXRaUVc14NEZrxenpCcpq3n3vgpPTFbPFFVVteffxjOV8w5//N/4LSGf8hf/w5/iz/+KPc3qyRE9u8dobjxkPRnTbOfXIcrWaEdYOM9hjNV+wvDyBSvNbv/NlvPNcXjxntZhzfn7KZrNmu91QFCVlVWKtESVrVTK7OOPNN59ycTnj+ekJl/M5R0cThnXg+fklP/Pv/gUmt+5jCs3FyRXrS1l0iqqmHEwppzV69ZRbdx7w8Y9+jO1qw2hSoLXie7/ve/mhH/hB3n7rTe7dvc3sciVRbV2LMfIc1Xb4DJOKtbDNjR35ujW76/t6RJJrE9IAkZA8zxBogxOzLvIfUeKiqcl+MXlE01NYexjt2vb2Gz/+nxbpXwB+Iv/3TwB/84Wf/0uZ5fHdwPwb4dGQNwlJE6PkzRkiQXoaVARrMzshXnsz9zJkAd37LjrtvI9TP+Qh7bYlSiu881RVJc+LMeOlgje6IPxhozRd5wgx0sVIYTRVVVFoLUNFpYkZUhBGhWDbLsit3HSdBOjmlO/QLyZ5mNZ1XcZTpYiW1u66Ua21XAAxSkpJNvfvcVmlRC4eMstiJwJKPX+3F+KIkVQPIvfe1b0NqhTiLIVVApP0PO2U6HWNOww6ZuhALlgZjvXvtzd94oWuOmZIKsVIQIxoBO9+gX+cz4t4rLD7u/KnNIUWt7q4Y+TIl887ElnDrmmPuxsJYW/soA+jKYzFoFFR9iAkga52WXSx53PLZ/fBE1LEWisMlEjuhOR144vXWZSdXsgwnbZ5p5MEix/qLdVkwsmTjlVaQ7tmZC1tOWb+/jNmp6fML87pOsfR0THj8ZSr+YKLyzmX8yXrTcunX/00D+7fZbXacHDjHldXVxhj6NoWrS1N21KV8j2EwNXVFbPLS3wI6NRiVE4giTEvTIbNZk23vWDTRJqLS44ePOKT3/19hPffJJyesm0DR8e3MYAPI+zNG0z2Kwajito7jC4wxT63Xn4FbRSrVctgOCUhmZKr5Zqz58+phpary0vqwYC7Dx5ii5LDvUMuLpZ419FsIxdXcg/9qz/500zCCQdFyd5BJd33ZMzeZI+zs+f4bUd1+DGmVcenX7lFs5nx9a8/AWP4wuc/x5e+8Ju4rsXYCozl6uoKXRbEICZcikRppWBLARXYrYffQr4PPgBJaLkuYuotSvP1KkVGFvwe4kvs6HU6UzL7ZKXd/dXDcP9fFWml1P8A/CbwCaXU+0qpPwf8R8AfV0q9Afzx/P8Avwh8HXgT+K+Bf/2beheKjEEHVPTEQPaODsTkpUNJaVcYrgseUrji9Xa2L9gvPnbYasaJO+ckpDZjo8KWEszbBWhdoCgtSSUKrXEu0HpP5z06QVlI2ouPkgQSMkqjFUJnSzHDCLJ1fhEyUEpLBJjWeO/kc+QuV56qcmABuahKsch0levhRr8l632ZcqYjKWPcmVnSS8A/cLi1XFQ9XLR7HjKI60Uv9Lj6i8eb/v/1boEM3u9sWBPynlOS4AVjDSbmCzTPGQRi4Lq4aiXCovxeYowYpSVpJcbc66rdV37H0rNmDCR/9Oti31MwVMoS/HxrKUgq51uS6VBKqJCCb2cFmbFC28vXp+5pNLslRtH3V8qIn7VK2aEwBinWGRrb+JrJeMLw+A62LfBd5NJEfLNgpTx3bx0z2D8g2YJEYrm4JKXExZuvcXU5Y288ZD6fY4oBf+S7vhNVFCwWCyrVslgKlOCcwzlHCEFgugiFLdFasdk0jCZHtHkHWdcD2tjx7PEzDvYO6FYdD24b2pO3+Z1f/1XqoyPK0rK6mrN6+iaT/TGDyRDmT4jLhq5IrFqDUonYBZ4/e8pwMGY01JSFoSoszdaTkiNEx2axwFYV86s5b7z2NYw1bLuGyf4e1WCELS2FSaim4QtffMJHX/0k43uP+OQf/RMMj444WUautOb2zQkpBlazp7zxbMu7Zytu3LxNGxyVVlR1xdXVnPVmS2ELXvn4J7h39y4qJEbTAePJGJVNvnrevopxt2sSiC5f47v7NTck9PTUa+Ol2F+Rufj2bKvdHCjJUN1a+8JOVBhTqGvY8P+1LDyl9GdSSndSSkVK6X5K6TMppYuU0g+llF7J32f5uSml9FMppY+mlL41pfTZb/T35UDA/njIqC4ZVJa9YcXR3oQHd48ZVCVNngtWVbXrLvsjaYztDeAEmNeK//tn1v1z1TUsQkzZ3Uo6eKVTpm5FjE50PpKiyLWjShTaUORteOs9VWEotMHohM4JIFZrSmsprdhZxlyETFawya49nywtfiEpRroYpHD13V0ugr3MWmuTMebrer/bxfftJcIEuRbk5H1WYkcF7DHi3qmux8Nk63f9vceke6qf7iEfLWwQMpzc49A2Y3T9ALDvlWPOUYy5E9F5MCsXJ9cXajYlkpP1QSy7p0LJWhOvbxjFB7rx3d400y76gOGUD5ZsLyM9ctRfL7IDuJ6HKCW/S89WjyFDZbkDl9ZJaPK9HLi3C6BfeMTWtl9ArXJsLmaMfeSlb7nL4WTMNFmiHVAUNeuN5+r8nOHBlFVSTPcPaZqW2eWcuq65OLsgJM3+3ojlxtEsnxPLCY8evcTiasV0MmAwGMr+UxeQFF3XMZ1OSDFR1xW+26B8R1EWzNeeIR1FPWbjA6Yc8dY7p4wObzHUHtduUdry8sdeorYTHj+5xGBYdTXeJkzYp1RbDo6nHH/kIcdHhwyGBU3bcnF+wWrdohXUgwHeKZo2kbzDu47xeIT3krizXa5RKXJ2fsrxnSkdBZut5Qd/4LvZrOf80v/6P3Py3lN8e0FdaYa14d7tmwQcte3YXJywWZyjnXiWR2DZGb7/j30/WwdPnjxhOj3AGM1mucatGnTToX3OQUU84XesC9KucbnWFAiDI+RdW3899Y8EOcZNim+IsvvawSTqepbW/4J6oUFK6Rvnk384vDsSbFdbAIamoE2WebQ8nm8YlyX7JlJqI0nhwe06N220WGnqYmcMpACtBJfVxiBIoRwYkYb3nZfKWGgk6UgKkiabctdVojEh0HUNpZKhoKSdyGs0UVFbzeF4SqE1pTF0QPQBMoRRIQ57JT5vswWT0gnx/whSsIyy8p4y5kqMkh4DpKSy4il3u/22Km/ZVcqG4ojwpzdgIr8WSqxWIQ9itRGWSR4Y5gRAwblzNxFizBdeLpYxUBgxokopJ71kbNhqjQ/SmZIxYK3zlDtm9kSMwoXeUR4jurAC3cir9ydu15H3UvMiw0YqCSVPlPbyXo1WDMqKPiuyL+r94iFDTQMmC4qy8MfuTHT0Lmas78P73cHuxkpk2fl1d5V5rXKDRuHeFya/jrF5wRcVZCRQFGs22yt8ofj6l1/n/GzGetMwGg8Ifp9kWrr1HL/s6C6f4UOL0YG6LijrCm00s8tLfu3X/gGuaXGt58ZA81tf+DIHB3s4rwnRUOiKuhC7ch86Nqs1lsimha5riLZg3Xmm4xHlaMorL99j23nioCNNbnF5ecrRw3u8+rFP8OD+ITpVjO7eQdshpjtlEBsOxoeEbom2BfOrFSdvv42qKrq2JQRNWRWgPfWgJIaAKQoOp/tMphNc25F0SVUNSMbgvEdbw3A04fz0BJ00Xdfw5mvv0K4949sPuP3yPoPxPsfjG3zie36Ys4sGZQpGwyFfe+1dtBpw//4dQrdgdbVmMip5742vyBA/bHn9ta9ydHOP20dHDEc1td+QjEX1EBoGYxUyEpTGRgZ7Jl9jGrTUkUSeiygoyuJ6WK7zfZp3dwmF8z12HbKTnjQWRVFAboR0npvtuobf5/GhKNJKQT0wFCS2uiIoTZpfcQNH0zSsoxjzk8SnV6wiA3JvJaHUJMkQE5pXROmE4XoiG7MggiQ4lPh19F2RJctFZLscoYsenxXoMUr3LI24ku7Ke6K2XK5XdESiLdCAB7xSNGOVFiYAACAASURBVCHQAc5oklbUpcEq6XZlaGUokqZISlLJkepvlAg/8DHTffqRsZx+naTo6hcuiJRpZMI4ifmTkIdv8p6ttRmXDhlP7Y+VAATssP3cUWr9QtcuySM6CVRC5qyHlHChx7ZVHtppfOxvADk/4uoXpGBnip/rZGuu84IZY8q8dfnqedwhiTIwKlEExh3ko0BrGud2mF/fffcD0hQjwXuUj0QlalUSO0WmySY5khb+AmSWsh9Mlr3v/E0+8Eg7PNv5IBmNMYopmLLXsFuCGC11PeBq1WBuHWMmI9x2RXM2Y6Tf4+r5GpigPXgvgp29/bsc3XxI22huHD/k7u2HPHr4CtVwjxs3b3O1nvPt3/qHMHVFWUKILa5t8SGDMaag61pihEERSRGGVUmRAk275Oz5BctuQ6FL0rZCxyv2J3u89857eOW494/9k1y4LavNE26+dIvWVwQVOV+cETZbmu0KEzQxtjx+/Q2Wi5bSatqmo7AV3nlcTFgTWccts6sFPima7YZmu2G1WDId15TlAOc72tZjCsNwMuDenRssN46D4xGjowd89Fu+g6hHfO2r70B0+GbD1fmcwIqmvWB86yWWq5Z6POVwbHnr6YrZ6bs8O51TlIbLiwXL+ZrL5RynS4qqonf6T4gKVWweclpTHrb3OLRMVeQY9kN40SH0G0Aj5zvDGaFz0vzl7bFOWRKe50mxX+R3EOwfDHd8KEz/Y4TVJmJs4mCY6LzDGc9ym7u0Ht+jn7D2XGARkpCUqN9SHvqkeG0DKOvfdReU+bU7Fgh8EEegLy4IkyDLv8X0SJgB/TvZ5PSPEkuInhi9dMWIsi7ljjQkgQrqQU1MAR3ZhbDGZHcFlry+C067K5+QfZKVVoRATpK5VljuMFqtxVgqDwmVvBFSEsbITgzTF9t8sfQvJJagGTHY0fjkPVljSTHhU8Qos4MV+gFjSHHHA9eZVUJ/bPOL9Dz33jRJhm7yuXv/7pR/b7cfiHKzqD4+Iz/XB1lodb5B0vXZFAglMy2yph3UtWFVzEyYFHu0u8eOrk9+StfXQ8hYY/+Qj56XSKUy/VLwzYAoEVFyzmPSRFeR4pxyu2QQWlZmQLAFw+Ex0bcU1ZLlYkkxlB2LNlPOn7+DsSVExfOTBQc3j3j77WecnV+SguelR4949923aFrHdP+A9fI5Ucngqx4MBNoYjUjeUw/HrNYbFIlt55iMJsRuy+zkjM2649OffIUvnZ6znL3DzZtHfPndC+zzf0B78i6q3qPtFiigqMZsr+ao6R6xW7Bt5uj9m9jDGygFm85TD4cQW6yxhNDSJsPY1MRCumhrDdv1CpSmU5radTy4d5c333kXbTtuDhOzi0vu7XXM3nvGdFgwubHg6vmC2XLOweE+G21xBiajCZPxkJPzd9g/vEGzuuTiZI2tDxiOSoYp8eDuAV/9+mNC21IaGSD2bA3RGqcP3Eu7XRi9A57sMsUOAOm2FSQjV401lqSywrS/fPqLqYfstKbQCpS59o/pm69v4vGh6aSNBZTm+dWSZeNZuUQXHdpGChNFupuEq6pyTRU/DVELBvpVT7afKkaRcPed4W4732NCEokk09ffTYfZsRYSQEAhcEkkkSJUpQWfc/kI2RRf7bYyqu9MI2grC8Vq29K4RJuUbLnKGlvISin0tIRFhno6KkxUmKgpVKA0gvuWRmFVxCgBKoxRFCp3vSFkhkH+jMiuIWojdKO8csvwTr4ybyYvVPnf0Lvj1Zsz9UNKjRbHwezDm/KxJGWZ9Q7WyQIA5LyqlI+J6vt/Gc6prKjcLaL99x5q132hzdi6yp1wLrIyWYi5m5bjsdNt97J8+MDn1aYf1kgDADnDUU6XZCpmK1qB0frl8sUvdhBVLykP+TMbq1HK5GMoQ+/n5zX75YZ2cIuDsuLf/Mk/xXzrsTzHkhiMAqFVtF3H6MY+XaFxGIKKeF3y7ttPqKoa33Uc3zpiuVgynkzoukhZDLh5+w7RWOpBTVmWmbvrcE7Rtg3GGBbLFYOqJPgOXU/RZUnQipOnb1JenjA8usuqaxmYLePxlC2GalAwKS3jyZR1s6GsBqjUcjCcYgNMrSWtVmirQUXa7YbtVnytYwTvI+tui3OJtmkIm5XAXj4wtIr5csX5bIYuRuADi8WKz/z8b/Djf/afZbFasWwcZ7MtF6tLKjNktVrIZzSWFCJX81OG3mItqGrM/uEBt24UPL0MHB3UvP3+hWRTDhQueLq6eoG5pEBfC9/INaQXRsUocxmfxS0JWeiTghRkuB1SRKUPLPUv1By1m1+4IH/LKLXze8/o5QeG8r/X40NRpFOCUomT2LAy2BiY1Jb98YAyp2uUhRUf4JSwRt74oLTYLOSwWrrpPv4m5fsqQu64yMWBPKiSE9UbfPeFpb+hU+qpbAkfMvif8i2qNc73whW5EHXKUEX2Zu79mm1REINGhUhVaCkSKuKcp20lk7GsLMNBRVVoilIxHBjqgaUeGMoiUJRGBCDKUJYF1ijKQlOWJQNbUBeGQskQqzBZuo4UVJ00OkasililckxU5ptnSMNqEfIYZPjZk+6BTCDN7IiMtyclz0t54BKVHN9ekNRv7ZTKlCXVn4tE6j17M+Mm9IupkuPan8Os6Jc8wX6vkC9mmQ2onIgib9PkzxKBwhbkX9+9Rv8ICIdOJdAxYZGhoN19foNOYDPuHULAIO+rN4Yn9gtx/1ezm5+SXZeoS2VHo5VFW8/xseNyqei2DX/r5/4Sn/lv/ic+85/98/zhP/Yn+OSnP43SQ45e/jjBa46Oj/nIrTtMJ/vcvfWAo+lN9veHJAq++49+H4Ppbc5mC55fteztD3nnvXdYLReMyoLNak27bajrIVpZ6lqzaVta11FaLXiwUtTDAZfnZ9ywlwwnh0BiomBoFPPzJeunbzMo9omzGbgLlptzodltV3gfmNw8Yv/2XTbNVjJKtaZQ4g5Z1xO6KCKrgkTXtGBkPuBTlNBjrSS2LLXSLIUWlyKrNGBgFKvFko9/6lMUWixRKzNClxHvYLNasL83pm0b3NZwevoOzbZhNBgxOzvDasu9owHPni1Yb9ckLYHDJijKzgn5IGlKZdE5i7IfZKNkZrGjcKgsqJJKBVwHOzvviDHi807fZFOunQYib4dDlJoFkZApxS+K7F4s77/X40NRpJWCgKEo5OapqpLCFgSviF4OyKYN1IWc3KSshL76RErXhkWxN0Lpi23u5GKUjmnnwKakYCcgqYjC7LbDgbQzWFEJjDI7AljsK3+PVaWehtVjp4Lbkou7sCREgt6lRNPJCXUuiJmSkQWldRHXtVRVyaCucksXwAeGgyGVLajrgqIQSXtVyPHRKuKVxEiVRUFtC6xKVFZhVaLQklReEDM/WbBoaxSFzSk0iDw25E4yRMHyjZYia1UeTgaxVpVhh8bvjm/EZoqeytS55EU+TcwCPR92OHLvHAYQgs/FXP5W7LFs1Tsh5gUgyXvXeWd0vRPo4aBrrrxKic65jCfnc63zAqGuKVSJJKwgo9HW5HAIGVgKFi4YOPqanRJiznbUihCTOCnmRWznxJhxdVlIDEpFtrokqoI4qRmFc/7Kf/IZqvF9vvbaM+7sVRzfe8Dk1hF15Xnl1Vd58v7rPDs55/7dI8CycQtGQxm+vfblz3P7zi1uHoz4tlc/xqrxPHz4iL29fYKXeK/WdXjXorRBm4KqrIlewndX6wVFoQk+cv/hI9bbmqfvvYeLiuHhbdpkKeqadrvk9oFh5eCMAsWUutrncDrFasXl6RM2s3MGIUF0JFWDLiiLgs61aDLMpZKERDsnu9eiwliD1TDZ28caw3K1odQKZSBuNxRjgzWGs7MNgRJTGbSuGU9ucXhwm7KaEOgYTkc8ePgyiRGrjWdUJsbTCatQMxqNMVXJpK4odYHtDGpgRLTfs5w+oEpW9FYNPuXUlgx5Anl2IsUq5AxElWuXiv1uU+2+dKbZoYTeGyKEkEjJi42xbDHpSQx/0ONDUaSNkXLhgsKjWbrEtgtsXYuuCoyOVFVB5xyFlSzDLkiBkJsbktJyRyctRYdeXJC19xn56MN5U+ZWxyg38PXgSQ7Yzhw/vTAEQ34x9Uo1BSpKsGpGNgRvUoJ7xvxclf2htZJQV0NCucBQKyaDitoKvLBtIqtlJ0GotgBrWW22tBnvijEQUmSTU0GaLoJLNM6z7Tq2zuNdIijBkLWxcmx7uCGv9gIX6d2uvdTiG6NUwlpNSH24LcSgMJo8LNSgNHXe1aj8M21M3q6IQ19RFDtpvagwe88SWQR2BTT/MNEbZl17g8g/vch6733pMkUv9x8h9bQpdnRCrfu/oXbccYXMBwtjdq5kCk3wAniEjBH2xksqwzJG57CHPESUv59TNjKVqu/CdirQ3aeThb9wCR8hbRuKMpHUEJ02HD98CT2YUmt4/v4znj+/ZHn+jArL4cER7cZzcXnKxcWK5WpJqWFDxZtf+jzNtuX9x8+plKKa1GhjqauK+w8e8PD+Q7SxbDdr6dqSKD27CIWtUMbyyqMb/OqvfB5bbKkOblLrxDtff4fSearBlBAUnS6pCsuRhbi8xG8XdNtItIZt62iNYt5s2LotKXWUZYlSivGwQmlNPRzhgih6q6rEEvFtR6E0pqhxnaMqarrgUcZSlQXKJM4fP+HzX/gi43jCo1fuMB7uc7g3Yn01Y7mcEUPL6fMFodvw+MljRpMBe+MBX3rtPVIoaZcnvPnmW+xPx9y6ewcVHHVdy87I+Rew57S710lk6LOfU13Xp4jPwrdcG8w1bq2UFqiHXuWc8e0o13Y/mO7dMUnkXWpe3OP1HOb3e3woinSIEVVYXFJECmqb2RSmQNsaT4Uh0DnZKhQEJMS1L9OCK9tCcvGsFpxa0MnrgdKuMNAPyEQhZzIWK11eP2SSk2Dyzad6epva9eBSYDQUujdyEsmzDoLX9rQxEyuM0lTKUunIqCqYTkeUZUnXtbSdTJBtoSgGBlOVJGVpvYayZr11rJoOrzTYEmNLUvB4ZegIVIVws7VKoCKuS7Te4YLHBQfKErRGGQta04YsEU/CePB5h2C0JcZEaTS2KKTIW03UhVzgMRCINN7ReicOYjHgshNYD3+4mKTTpE8rz8dwh5cL1U5nCpx9QXFprWVnQJUpdNpkyl1mxuxWzdydm53xk94V536xFX9vIEn360PIu5wemgF8fEHNKnMFWb1jtli9VkrqzF/vO3+dj2vKmE6ijyjLI2ulcfWQg3GBKTQhFqy2Ky6fnfPFf/hZrs4vMcd32N874sEnv5WLyw3vvvsEU8Ebb73Jt376U+wPavZv7OOT41u/5VWMUfzwn/yn+ZEf+R5a73h+8pyTpyfyuRVcXc1ZrrY8fPAA5zx1PaAaFugY0VXNzdGYp4/f4sf/zA/yb/9rP0GZPKqouXtzwNH9+7RXl9T7EwYHU27ePOJi5ojDEa4J2NIymBxiBmOsh9FoiGodPkSadoNRic4l2tbRbDYYo6mM8NRtYcDk45cCJnhmq0ZSebxn23YQA7G0PD9fMD0+5vTZOYvVKRerx/g8lwnjmnsff5nLq5aUWtrNis5tmNSGahCx2nD3wSscH46YXcy4e0/MqaILhPEIdJlrgsyZ+ui4dH1Z5Zgrk02VZL4jxfnFBiJlBlHMtgsSmRdyQs6OVhsEKuxNz2zvSUTm2///gd1BipjkGZYQaeh8KTLWCNtmA4AKnkFlsMnireZwIH4AzbYjaUNViCGSthV1XbNZbTM/OisCEd5wZfOJURUDFTJjImSurwSbmuixRT9UVAQKrG7xUVFqkwt6+EDBVplHYlSSomHkYrG2YFxX2KLGB0/nA9vtFocDBfv7I0zSLLuAC5HtdsveaEhdKCZVQUqRNilMUdF2HaGLJBUZFoZ159HW0qKoC0M9EL5q04Y8kQaURSfJLHTZ9WtQSjahVQqwpKAAl5WNiZg0wWROjFcYIy55OsNK1vaLWMp4tJdjh3SVOnkpkiZLaJMhAxjyUEhgQ0ooo1DKooLAR30SSg8rpBjyVjLmHUvMMvSIJqfEhIjYb0vqjc14cMqOikVOO1dK5aGg4OBRCS4dtXC4yTBItmeQt5oE3kkqXhd3ruPYYhSzKm2NJLQrLcOgKDS4FAPTGDl/2qIGU4yac/ton1v377M6P2Ow/wpPvvxZqs3bzH/nCXX01Id7HOzf5f0nJ5xvPV2CVz79bfz63/17lOUpn/jUI15/8w2mA81kf0S7aonB40Niu20JMTDdP+DJkycoYHhQkboK9kq+92Mvke5+G7/+y/87f/Uzf59Hd494KTX89uAObjVjM1IUx8fYzQmr02esVy2l9YQtqHJIfXSTq/fep1MtKVhCa3HFIYvZGcZUkicaPPt7U2bzmRgL6UhlBviYOBiLdN2oxNWmpSqFcti1gYPDffwUVleXaKsJ7ZqzxwuOjx8xW1ywfzBmfbnC2opKOw729yisZ7GtWV0u0bolGMunXnnIV75+yvrSsWwjg8rSaYUKnjI9Jtz9Icr3fg0fa1lQkZ0kMWsplGgrUnhBHZgHiP04XSyEM0YoT7gWrKmeRSXsodSL22LMPkP62oYhph1z7fd7fCiKtDGWwXCEazNuFR0kj9IRFyN1UaG0xVjLaFhzYCwXl5fEIDlnyXm2DShd4B34oLBFTeqcDBotJGWYjCzKKGxZEbywAdabLePSUFZDyqLCWJ1FICKPXi4X3BxZWlehjaGyBV2M13zHKFQwghJTH2sIIRECON/ROc9svqAJSzJNWEIMHDivmDWJidlilWNSDtgbjGi2DU2rCEmoZklrdONpu4gtJSqsQAn2XCiULtjGSNx2JDR1JU5wpVKUpZEOqLcA1YnkPUWm0RmlsDZ3nkHgA6XFItY7hcfscGKiSN17I3SlzE4Cb7QwYJLWEiUFSDUWS8+YC51O7Dytk9JiI0ojkEjyO6dAhRTOPsyA3BunnjnTU+pir/TrMelIpkmjVcpe3C8qHIGw0wfKDdVDVT2EEa99VoRF4rNXi95hlX1akLyszhCYvE5CiUAqeZTWzMOQu2VNinN8UbG42tCRCLpkuw3oLrB0ms4FBuMp7SZyen7KoKiZPX9KuVfx9rMT9vZHaFsxO7tg6y21GhKDZbG9wpqCarTHxeycpEpWXcPe4RGjyvD49JLJZJ8b8Yp5/ZBy8UVuDBQ/+GN/mp/77/57fuyHP0ZxkZiFTzJanTJfPKUc3sAoMHXiEw8/xuWy4913vsrJ6ZaDyQFDs2F+0WFDoDQw2ZuyWa+RkOhA1zlG9YCm7XCuZHQwgdigVcn9m1PmSwfqCoohhC260HSdJzjHsB5w1Q746z/7l/mxH/v3cDSMJgXJnRBpMd7z/L2WvRsTOu+4Pap4d3XJ3Ts30cWIxWJFWJ3D3oiSwJNnJ9RVRaNHLLzDXLyHT2O0avAxUVori7jWMrfIxIGMSKC1kaAQ8s48Xl+RvScNGW7LVz05hVP28THurG9FJJX/reflf4P6+KEo0iEEYhCXrJgSo7Fhu1nL8DDBer1GG4VrIotFoCo7puNa4I4UGI72mCZBGY3SVFWJsRpjS9Hml7BaNjTbhtVyzrqtKbotGk9ZCkaZEmw2G5qmARRlVRBCYDSoeTrrCCoS6XDtIvs5XHsb4xMYmSDHIJaILmSP45QobIZyYmSgpbBboykLRR02VGg6rFCEtp6oi2yipPE6gXMirlBASGhjBd9FElei83LiQ8BoRdt4itKiNKzWnqpIWGWJ0aOUwVSGkPrtXYQQ8LngSDMtfHCjA8aIt0FQaWccJG5+EhIg2H0O+81sjJ6DLWwLEaAYEiSdDZKSsJt3WZRa3OwQv2/Td815kGczW6Qf6hH7Ipm9ErR9wWs7y3Gz6tHQ20aKW6FKCuyLz0/X9MsklEUJPM67pJRIykjuQfCyTdV6J5iR69fnrXG+8USgKlCZVkS1oT68gbnQTIeWDsPh3h4Xz8+4ef8ORa2I47u4+QzVtOxPBnzslU/wxmtfIXaRxkduWs3rT59z984xG58YH9zmcjZDx5bhoCa2jsVqSfSBuujwbcPF6ZZmUGGjQhcKExyf++IvMSn38cqyPX2OCZr/47ee8o//4U/z/M0Ztw+mvP1uzdnsAuVbDo7v8tbXvoKvD0muoEgRp2as5wlTljQp4VTKTVSBiuIM2DQtVWUJPgENzeaKFDTj/ZrDW8esVu9TDcZiEIWhdY7SBpbLJQcHN1icvcHP/Dt/kbruOL9sGe7dYLt6yrZJDCrZ2Z09O+P20W2ePntMWRaU9YTLqzl2UnP/3h2ensxIocXags2mAVOCBVsWpATbDFclbTOnXWCKfqYnj+sQDhB8uE996oOwFdkCQusdBBZfwJl7zPlFk7X+b38zjw9FkY4pMZtvKbVC28gqgjaWmAIhBSbTCd45gvUURHyA1brDO09RGRbrGVVZEryj6zQkQ6cLdFlkmS7EzZKBjiRl2a8joailCHjH+cbR+Y6YRC6sywHdyjEaTVg2CZO6fIvL7sbYEoCisFir8Z0nkiiMxhRCE0RDYWVz1Ps3O9d9QArqI2A1HRXOR7aNo/UJY5wYOVWGgS5QSeFDi7LCavHOg4IQWkhKciGtxhQih7fWELzHdYl6WKGUlY4yii3jetNIcEES6MLHhNUWbUUaEhPowmJtJVU7KrTq46UStiiy3DtLuLNyM+UhXC+PRdTnKCP5hX0MljXgANsLTYiYoqBUis4HeT2bhzOBbGAV+1lc7zWFVnJWnP/AaDdbo2ZRjBYHu94nOikF4XogmUcbH7hdYnjRT0GhQiSaHCac8s/yv8k3leEcWXi0ShhrxWxLa4b2kvlFRzffUk4eUZjApKqI6ytW6wWJiq49pdg7RDsJR/3iF/6RcOK1SOq/8qWvMBkP2LaOWzf3wK9YO4v3HkKkqmpCcqy9Q1mDsTI0Xm9aTGVxV0vmynJ062Xc4gmb1Tl/8xdP8DFysD9hPN3n1lHBQdnS0HD75Y9x9fh9CiJqfMBaWw6OR8RYUdtEUC3Rbakrg5rPiMnQNR0udIwGFT5E2lbodaPhQJgwJrC8XPDs3ciyDdjQUQ0HNFczCSDWmqIoSMkRvGazCXziEx/h6kuPaWYnHB4d4rs52ho2yzXHxwecnp6hS0vygfPnz7hx+2WevPc1Xrp/H206JnsHnMyuGIxGEBqq4ZiiKAmxg5iIWmO87OCl6wVljCSQgKSvGC15mHlcQcasxcZWdnViwJWfm8V2cl302zeBPnqeda/1kKvoxQH57358KIq0AqwRmlpq5ROo4Nh4sMmxabprrmLyEBTKOBSato3YwrDtJKvPDoUnXCWPLSUwwPmAswmHAqU5X6yw1uKcl+IZFbooRF5tLNokTEyE2KGBxikSgeCE4hSbhro0kvgQo0i7e7nzuqWU+kTnIRYFOjjQwsFFJbo2EJUIU3xSjIsOrcVJbWAsVZ2dulLEt4DyaC0c49b3CSndLnFGlQWhc5hCpsVtEApdAtbbLYOyzuNmMivFYoGqNJRFSRcjMXnIFp9d0Gg6mlb8qbucZaazh0gMHoMUM2uE1QFRigM5WDefWGP1jjOecnH0PmCsyMclKT1CIIuLyOc/Y4FRLDZTFuz0NKmUoqi3lJL5xQfKbD+EEKGM0jGvNf103grfG7lhBO54geHT3z27OzLfnfm7kj3wjpGiU8KHXOyVIvmckB4iKXQ4X3N4c4p/65xus6DlGDXaJ2wvuP2RR7z1la9RY1Bdy3q7IDalXLt6zMXVgv3xiM3WURbCjz+fN6yvTvmu7/xOfuM33+bw5jHrTUfjI+PRkE0jfHaFOCoWZUkxmDItLqkHks95tRky0o42HfPd3/Fx/tbf+xV+4t/6Szz56m9y+0sHpPN3SMpQDguWszmqdVCU1BPFYrOl6zaYFOlMxeTWIcZqDg+nuKiwOUBhvd6gdWK9bBlMZYF5cPcG7z29QBEpVGI6HNKoguBaUMIGWq83xGh55yLwz/zop/hHb5xTDCOT8QEXsxnDesR0cgOrAoOJx5gB8+WW1gWaxTM0is0WpuMJBzduMF9sQBt8GuJdR+paUhJ7A0NmCCG6gt1KnPnuWhvKosDr7C6IDKMlSPraYreH4nZQWT9/zoW7h0NetCwlpV2S0x/0+FAUaSDLKoWbG/stdXI4ICW9S09QSraVJMksVCTiNhB0Xo8a0DoQYkLrPHTykaTERMfkLQpZjpxCwkSft2VacMxO8g39NuecRUsKgbokR+3Iqi9ufLmLjJHoPT6KpDmEQF1oonIYK0kephAucVUkBrXFy6pD5yQXztoCjFipSh1QpCKwdpKuYoPHWEdM4INBGbkYKmsx3uGy4m9cWllsVBL7St/tWBUJxWhg0UYw0G3b7IZy/aU6qi1aWTofcM5RFoUwFfJ5MEq41r5vEqRPhdyFhxjR1mCVEd/vICalxmS81xqBkmMkmazuVKCSIegg8vQkdpJCf8sFPLG7eXrGSC/17oUliXTd4Ga4AqVR6noaKI54L/xO5junTAfsMfG8GmRK1XW3E/IiqPvznl+5dyNMSiAQGSdDawe0yyvKUUN58xHf/upLbPwd/sYvvMtH5wuG0zFOJUxqAItXiclwn+VqwXRyxP0Hh1xebnHdisWywXdX1HXFs2fPqOsBq9UW122JPpKsZTQeUReK7WZLcOJ/s3cQuVxa9uqKfTNGNY7GjvjI7RlVMeH5puCX/pef45c//xYvP3zI4kKYE/OLGWW9x2r1lNF4xOxiS+quoBDLU20tl0+eUZc1J09PMEZzeHiD5WrN8a1bnJ48oZqMiTpR64jfrBgOh6jYopUhdo5xWTB3DYvlChSMp1OSGjBMa8pKsdxs0JtLXnv9gspq1psl0V9RFDXGGm7u36TZvEtZD1ksGh689IDV/JLZzDFfvo3SlqZZM5neoDSRTmeefwqE1FuwsbuPyec2IAvtNnbSPZGTjgAAIABJREFU3Gglyl1kd0lWufaFuu+U++tS0bPHhA4cc1Hu5eIgUEjWpf6+tfFDQcGTHWSW2CI5YpJ0IVtUYzK+GRNKRRIBY5GBlzF4lfM1kpLoJpNQOooxSupeMBrK03tEMrsD/K2RLZOOuBBwPuJ3dBpIOlJUGkxBmwxdMqw9XG49F2vP2bxltmhoo0LZklhUmGpAslY6dFsRbU2XDJ0qUXXFyhsar+hSgSpLtC2JSpOUwUXpsF3SuKCpraHUBjOoaT24ENBGBpw+QtM2xJiorGVQl3TOiTx344ghYXVCFTLM8gTWG8e88TQBuqSBMocsyAUWYqR1ga7r0EpCbb0LOOdJPhBCpG0CLoFL7DjpMaqdmIggi5bNi1lpDZW2VEVBXZRYI5BGCoGU8y1dVorKcpoDhxHlmkSdJUgBk7LCi8xXTz31LlP8IHcy+fbZ+a2k3aLSe7Kk6/ngzt+6V6f2hCuVMe6ef61zQyDwV7oWOeX306d6CH6pGMSOxnfEMOH5/Iovv3/FvduOn/npn+IXfvnvQ+exZo+oC+pCEdqWQsPHP/5xXLMhMODu3SMRrISW8WhMs214/a0nJFPRuUaGuWUtrAFtUUrCJQbDAVqVxK5l/8ZN1s/eoCoSd+8G/qv/+F/me773B/mrf/dL/MAPfT9f/NprDP2c2ckTVldXKFOROsc2JtJwwmw+J9kWPx7C9JC2aXHAHJjNzjg6PqYsC5SCQV3RbDeEEAV3bjtCNWEyrXHOgVuzbls28yt0StlD3mILw2a1wYYF8/mKz33hyygSLlr2j8YMJ0NCoSmHFevthuBaLhrHy48esN54BnsHjAcVEcNootDDqVwH2cSsrGq6ts2JSjkGyxgRsPUNVxI+v0opzzb6c6p3g2Efr4fPfZccU4Ics9b7rfd+84mUrXp7tTP9pPoPLNDwIemktdYMhwMpxCFk85w++hzIh8MaSS1RJFqflYUxUFYFnXdCF9MWFZQ4nuWDqo2iy6ZDMrU1qJyTlyLYoiS6SKVLSVJJL9h06khUFc5LgQBQBLQKWC1qPassWiec7wjBYI1i20oGn8lRYEbJdjuFKOKUFHEugYmZ9ZEl5iTx6dCSl5dQxE5ohjqIUjA6hcl4Z6UCiQKvIlvnd7vzvkMwKRKNcGR9lNJjKoSPmhIqiiFVzNzzkBIueVGMGUNCUZUKH0A65dypxkip+piva0e9lBKmkMsqJSmCJgac93hyqnLsYQuh4JHILJm8xcwX9c4QvbcN7W+gvqtO/QJ/PfzrHUNULtL9oGeHZ/e/mN8D/YS9Hx6qvi+SbXC+QD8Y2dW/Vg9v5Ocr1C4GLvUvmjHI8WjKcJj4qX/uj9DsP+IPfd8P8fP/7d/hoy99hM+/9z5ditRaEW1JjJ7T03Mur64oqjFP3nmb6f4+89kpJtuW2nrMP/Htr/DlNx6zv3/I7OIcqxXj8R6zxYJUiFBns15jqgHrtaNLZ5Q3p/zOswt+9J/60/zC51YcPfoO7r91wvbqGaPRhM4b2vUVIRrq9SWDOy9xdvoYFWGyP2a5aQmdh9hSFyXbnP49Hk8I3hMjzGYzXOfET9oHCuXxCoydMr9cELwnYaiVo7hxjF9dYYx0nU27JcVEWQ5hENnbu8kkfZXnhcccfJTLN1/n4OYxg6Fls3pKOdjHOcWzi4aX7t3gfNHx8ke+hVUY8PiNLzIYKOzeFLtxFEVOPfICN9KbcIX+vLPTTvTQV//VF9jrYaE8Un/tKCnMwt3X11z5FEkp5PnJ9d/vjZZ4gUXy+z2+YZFWSv014EeB5ymlT+ef/WXgXwHO8tP+YkrpF/O//fvAn0M++k+nlP7ON3qNGCPLTSMdShAFX9JabDlN5p8aQ2kUk/GYpmkos8udCwrX+XzDC1YpEKpCZcm4ssKdTRFiVBidzZBQ1LUM5oKWhGmtI3VpcT5SZCVRF0TpJ4nMkn8YkqYQhjCDwtM5RWE1xhY02466rnBRMN5t56AAhRUWQ+ZfmqLEGMNooAjRkYIUNLmQPDYr28jshaRlqGasoYkp25xnJV1W9QnHs995BPEKCCkHpYp3hzUlA2vYNls6rbBKizlTJryVfYpCkmJmSkCJZagCCqPplEKFgAvChSYldIYUPIlIn9EYZAisIoqIihoMO4/dRJaTa9leKrIUXBkRPGjpslMCq8RwSGsZjKL6cyaueiqzWHsrSAW5uPbb17jjeifZm8onVuyKMIndv5EHPOzk6NcTxpTEr1yUaIg7Yu7OdgNEnUjJELxF2xbnFvyXP//bbGe/yM/+p3+DFCyjiSesGsqyoKhrum7DvTsH2HLAxkGpO7Zrz9GNPW4cHtG2S77++JxRseb23Y/w1jtP6No1o0HNJiQuzs+JymLqkr29Cc2mgdiiysB8EXF+weFkj1/6xd/gz//kn+T1t19n4ce8/iu/ymg0QSfZmWqt2CbDwLekYshwOqY9v2IyqKkORjR+SRrepLo4p7YlV+dnVMMKawuxh83HUqzSxyQcE92y1AfcmZ5zMTNM9oRf3tZ7lN05prCUqSaELZdXaxQV603LeTjgwJyzfOOr6GHJ+vKU+WXJ0cGUi4tL9HCPo/3E8/MrXnr5VT7/uX+INgV3H70Kfsbbj0+xpmLdLKiqEXpfM9SajdLoAEaJ0rnPNuwDll80XethtZ06MHfDuz3UDnOWHWW/axfbAGEDJZUDlkM2MYNv2EXDNwd3/HXgR36Pn//nKaVvz199gf4U8C8Ar+bf+Vml1O9lxvu730juolGSsCzWnJBSEEVXlJtgvlzho3BstRHes+CU2U+BfPMooX/5CF0nKryUeoWbMB60NXS+V9B5tr6lBVovvEYXEts2gE7YUpSJOqXsQJeI0WOVwgcrrlkUtC5hy5p16+laT+ujvM+gcF2Q7bROYpJkwKpAUh7vA63r6DrhRScE1/Te4xBvWh8VQeXuVOvsByDwR5ciPiW6FOm8bMWs1djCUlQF9WBAVdWYoqDZtqwaEfvoEHZKQY1gv1EpQv6eCk3TBZzPfnNJYImQZBDrUxR/EiI+gVfynlTwaMLO/U73l7MSJZ/KEtwYAtr0XadgfNZorBZHO4E7LOIGKkVbJdnFiAQ3SkK3kuTupCLaiFJUaymuWifZ0Sbx4TayTmTudBIWhdEvqEvFr8X0t1J2FNzBZrlTj5maFWPK56z/DJFs5YQmUtZr3n17xTAO6NyalDQ+zbG64+ate6K2Wy4otbgf3ryxz0svfxS3mXH7wUcpBvDuu+/R+Rbnlkwqy4OHH8F3HavNmmowoQ2RSWkZDCrGZaJtWpkDlJa63mfTOELXMaknoAxrv+I3Pvt/8rf/t7/N+slbqHLEbLEkJk9pZCawPxnjtmvMeoNfL7DGk5wjEQibhvZsRq0D3dUFdjjCKFiuFpiioqgqto0jerCl2N02DvTmkk6PKSc1TlXMLs5I0WEHdR4uR9EBWEVrFJ/94tf4K//BjxNuvEynSmg8h/sH+HbNxdUcigIfG06fex4+eMizZ8+4bBy3b91gsjdiUNfUpsLqiAoSiBxBkpeSEZyZ7CWdZGumyMU4pesON///tZZVdkk6N4Tkn8n1cb3NEy+XTO1LmTmUgkB39D5DLw69f4/a+I2KZ0rpV4HZN1NogT8F/I8ppTal9DaSdfhd38wvCr9QFGTOORmw6usIqaIoBCPN3GTn3C5LTwpfVvlEMbvpbfFTlEl7vy0PweN89phOKUtCS2JmSuicq+ejeFvUdUVlhe+ZAJ/SCy57GRXVkmtIcpRWkaKwQLTWoBVRyepbl7Je1VW5w363jWO5jnSdnNzSQmUNVVFgiwKrDDZe46vkpAhjNGVpsdmWUkfx2Y5EtBVKWARSDAQXaVsniiktuYNiap+35UYTYu+iJ5BPiooQvdD9YOdDIjLaFyhsSnY7OyvYnt+cj2/MIHPPy+53MP1/a6VlMUgiCy+toTSaqjQ73w9J5ZaL3gsJhUw0IcWMIEcPMZsgZdx8x9QIch2UVgbTKPFzQWVGjr+Wr2sFlrxA5emiUdCnP/cRbPLZc4ev86KSza5SHniapEhaEX2JtRsaN6daLbFYpqrCu8DZ++/Jgkxkdn5F13ScN/C5z36W7XrNkIbDvdus1itOnr7H9OBlqqrl5Zc+wtfeeotxPeBydsaoqlg1LSlB0yYGg4rhYITLZlMhRgo9IEXFfLmkVgu2l3PYdmw2Dd22w9oq2/YqQvC0Xcdkf5/9w5LaBeyNY+LAsNosMeM9hrVlfOch9159leFwQOc6JqMxbbvFuRbwlP8XdW8Wa9ua3Xf9vm7OubrdnLNPc5tz762+c1WMHds4yCQCpEgRSPEDSCAU5Qke4AFeeAEREYh4QHQPEClReEIgGokQTCNFBhM7VcaN7MRVdavKt7+n22fvs7vVzTm/ZvAwvrXOueUq20pAupnSvefsvddZe++15hxzjP/4N61jHNYspnP1uTaGtu04Ojrk9ddfrxaq16Q8klOu+wf1hWm959njp/zb/+5/wb/5F/4ZXrl/h5PPPIDGcnj7Nnfu3GcYtnzm7gkHxws2mxsOJhbTR87Or3n69IKum1OsY7Y4ppt0+v76gDejngcIuMCLprlWabNzb6xnam2chKoDqFOVGvv/UBndoWhmd47Ii3pvzP7fV2H5vkv/ccc/zOLwXzfG/H1jzH9ljDmun3sN+Pilxzysn/tjHC/oT845nHvxcc6lFm7ZF+6cMylFSsnElNVtbffiomnFu1RfpTMWdjHqpuKG3nuc9TTeMm0Dk0lbfSQc1ujJOgyJfr3Vu60oa8E4i/Oaf+gqbUzTR+rNxihLJITApG2ZBI8LjiGOiDFstkOVHgvtJNDaSNOonLwYYRgzKY0gGesUXmi9YxIM3mSMFO0Sa0fZ+IBrAt75KqtWsUoqhlwcyKhhrLkw9CucszgnhMbhbIEU8Za95LVxXpdk4vbhCLXthNrFe6NjfuMUrnjZy8vKiwWeMQot6P5A6W5WaieLsl4CMGmDeoZYReA224FkWgZxZLEVPgDvdt2xPr8zpd6ADc4WvPWU6qFCfY3FO5LAkAvFqLd2Ep2+dLryWOvBeAqOUiEUY72a9pcKxIiAKbqwNOrBYESx61QsNSCn8rHrskggFsukyUixrIPnH/vpn2U5RqTcYCRz6+Q288kCIwOhnXK9XLM4OmFx8irRzdnkjPUNEHn48CHL3vG9732PzgsRwbqAWMc06M17eniALkeFg8UB/bBBRo/YkTHdcDCf8dprh3SHBxzcv0vXKPQWc6bfDoTgaDtP6GaMQ89ym0izOTdPnuFKJEvD5vKazdDz+OEj3v7mbxDHRMHQNBO6SUfOev6b7EhJX7vT01Pa2ZxhGLi6vGTse5qmoQ0Wb8Pu/k3XNuoXMy7BwO379/nw7e9xffqE/uo55+dXxH7LZtvz2huv8ejiKak/53pdEJeZHt8mjhu2l1e88873mXWe89PHjKnQTaaM15e0rzzAizAUTXbaNw57OEsnJtl1ymZH0TT1eq8PlhdGZbtjT1KoT7inju53Ij/82H/ITvrHHH8V+Bzwk8AT4D+un/9R3+1H3iaMMf+KMea3jDG/BbsNvnoF7360HTYEgvehXozaIWmhcToK+xpfQ00Z5wWgb5DKz1XYIYSAbxwhOHVdc8I2jmy3Pdt+0BgkoGkapCSMEyZdYNo0TEPLtGnYJW2P46jCj5LAOIKz5CSMKSMmUNDk8TEm+j5qqG1WE58xZYZU6PuRbrLAGl8lp8KkMRSxyu5IhZHKNEkJquR83CaGKKQsDCkz5oJYzQMkJ+3+SsGaDAU6b5h1DV3TISkiqZDjiHUW7zulx1HIkqovBfhg8d7SBE9wDu8dXfB4r4rMLniCU0OrYIXgoXP1WrO76aaOfEXfX+ccwTuchcZbJq2niDCMA84aUkmMtsF3M1zaMvXCrLOK9++YIk1Q32dr6sUCBssogWh2FqxSww4UuiiV/UOFbNR/urr+lag3dcmUksg5fiKSzRgNHA5WJxYKOFG4K3hL6zQazRqd6nRpqzzcImrS1HSW2a1j7nUTDg8LzZ1bGB8IzZy+m+JfuUu4/xa28SymgZvLU4LJfOe3/y5+XHJy7z7z+SHj+pqTRUd2gdV6xWq1hSL0qyU3yy3bvmczDIgUrq+WXF1fEWPP7MgybRcsZndJ/Zabm2ve+f73WT+7ZjUmJpO6oLWWzXbLtDtmvmgpyZDGzPbqGeFozmodyWKIkunaCYt2gp8uiOtzGhcYxi3DdmSxWJBzZkyRrmuYTCbMplNSSpyfn9F0gdOzM7bbLWNS8c90NiU0HcNmy63DBdPZLZrpDFk+4W/+ne/x7//lf4N+8irzeYdzLduYaLsWn+D6sif2z8kRjiaG9arQhp7GT7herWgmE/IYubx8zoNnTzm+e682HNpkWNinO0mR+vcqBd+1wUb9opGaTyrVd0PKi6aEF1PXPpwC9pPgjjG0s859eXn9445/IHaHiJy+VGz/OvBL9cOHwIOXHvo68PjHPMdfA/5afQ5JKVUnNK3zOwMS/diQUgTqRR5UFh1j0kILlf9cSDUayVtPkUJown58xxRS0m43ZX2BvdULLKOp3ztnq6GG3UouLIuhdbFmoBmaJujoLYYcVWyRUiYV7cCnbUPOWnisseBVBWjqOB9jrvivxTlDH5VTO0YI3jBm6FoPCBIcfvf2GzUKslUFpQIZVfpla4GM877m3Fmq4QQlRWwW+rQFEYoGPKoftjFMOqfCm6J4b9qZ+RfAaAjDbtIpVr0MSGrQ4b3XEAC8hh84MDhNQTH14+p1UKzFlITxjuACOUesC8ybjm0/sE1q++jzwBgBa5jYysLZYRFFGCXhTTV0sobGgPH6ehgsm179EdTjw+pEUncJO5c8hWVUru9RJeYuuUWsrYKMnQzcMMYdV1+nKcmZjAfUHiBmqYwkTc4Ro+lA6nticbZDcuTJ5Q393/uA8dEp7Rv3ePboY8JwgPQbbt9+QNpuiJIZhi0PH284mE44e/acsZySiiX1idnUcPv4Hsw6Hrz2gPNnj8hUPUCBiSSs7yDVySIbNkvB+hVdURuGrpvSDwXv9K666SPzw4MqJllzs7zAhyOGIWM7S9scIa6lT9e4vOXO0ZGmEo09B5MJi8VdlqtLjLMsDqasVktEhLbt+Mwbn+Hx04ccHBywXG8IoaHkQkqx2jg4hu1Yz22YHR3z7Oycg8MDTJ/IzZxmvOZ3f/e7DOtL3jh5hTz2nJ5dMfY97bSjmR3x6itHfP/dR0yali996Q2+/c4Ttpst1pRqzBaY4Bh+7ud5+s3/RQVHgxZi9RLfVzV2q+Ld/4vo9FbyzlVzF8xXYA/l1dqG7K2Rd52y1MWz1G56p9fYT6l/SKH+ByrSxphXRORJ/fAXgW/Xv/8t4L8xxvwnwKvAF4Df+OM8p7Wm4tDqbuetCiGkaBzRrotOKe3/vh8jRIiVpmUMKnnOCTGWElNN0aa6WrmKfSn+nSXjjMX7ym8sWZeP1qoooyodx6xKxpgysYwaCGD1ZwthSsiKX6ZhoI8j3mqHn5OOuaVkStndhKRipgYtCxqH1XjtNseYddlQWQpR9C6/2x43bQNFyMUwpJFc1IlOBDYm0wRPTBUWqc5xWXlyLzybrdWuoAjkWAudAzHKSjG2GkhV3N+YmpEoUBWDpmKwZF3uBquFeDr15FG9R0QKxquNaGMMBUdwGtQ6azrWqzWDDxTrYRywxjAWy2LeAsJqu60OdYZSaZeCIVudrjBWE2NsQQbIJhNahzVdTZOJiPE0JgOeFDUc1bpE4z1QCC5ox6s8Q5x3qkyro2zbNEymnnEYVZxTXdIc+n7oUkRf6+IMxjZIitXLRMgyEIuweb7mcDqjNUtuugJRV4vxuofQsh5HnGvYXK+5dXyL0HZsVzeEpmHmO7arK25w3KyWvNkWTu58jd/41i+zHbbEZGjaBieZzWZUiMkGfHAUmzk8njNshBg1Fejp0xs+/+XPcXnxMaXPNJNA7CNh1tGFjmhbQjgkjqeE3LG5WiNTOHr1da6fPyOlAQHazvP48SNS2jKdznFBzYq6dsEmb9n2W56cPmGz3tCPo1L2WsXjZ/MF1sD5k8c0kymT0GIbS0yWg8Mjhs2a1ZAI3ZrlOOELP/1z2G/+Hu++932mXcvqZsXiYMrlasOkKcThAMmR9brno7MbTLzh3knH2emEJImUBNsI25sbpkT6XGqQRiFXK1GtlVowtV+sdWm/x9jBBVJhVD4B9e2Pl2quqdAJ7Oh6pvqX10XlH452/LEoeP8t8GeAE2PMQ+AvAX/GGPOT9Uf5APhX6w/wHWPMfw98Fw3O/tdEJP+o5/2h74F3YU8bc14d2kKlnpUkFFP2fsM7GGQXmWSw2q2VrNLMnGp0unarE28ZS9ILPReM06XYTmGo1j51FAmh8nIdti6hjLFYt4tSQpeFUjRcINbOU/OYKCilLaVMocqqi2j3UBLOqn9yimrA5MwOS1faWc6ZxXzOGHtiNVbKuZBtITQNlMJmE6mOh5Ssd2XtfR2u5NoRZrJy2fT33tPSlFGh39LhvWUcc12AJCiCcQrnSNEOIbiXTyTL/GBKKYlUfXTb+QFeFFIa+pHUD4rbWzWZ15O90vNKqT4phk3xYBvysEUKBKMy3KPJhOVmTcyiXWnFlm2FuGoF0iVuirjgKNkhRsNCUx9xTVFWkNHFaIkF74V557CmIXhHFFFDqs0W5z0xaxySzfp7igixGNYC3gz6c9SbMUUnLVMTeZz1KqJKWRsDatdu9AKfNZaNN0zpYemYyAJ7vaTxCx68/gpRejbrzMn9E04fP+bq+gqxntlsxsVyybQZ6fsNdw8X9KXj99/5fb7y1TmuXWDWmbZTy4E0jsxmns0gNE2iCy3DZsXVTWRYr2nChCLCOARuHx7xnfaMxdEx8eoZw3iD84YYC23TgKxZrwtSesRZ7LBi9WzEuMTNdSGniGsC81nDct1jpBDahs12w2x+wHw+ZbstnJyc6CIyDfX6TRRp2KxW9Nue+XxOKo7z1Q3VPYZF1/DWZz9L1wR++7vfJWyX5OdX5CEiMeJunRBSYb1e09pA1wZuVhu+9sXP8+TJQ24uEjYLm3Xk8Ljj0ZNzgg04a2kmE1bJMFbKaAiebAovK1l3cOmuPu0c7PTrtflg12dXGupL9Wx3vUipC8hatUW02JsXn/mjyuMfXaRF5F/8EZ/+G3/I4/8K8Ff+yO/8yX+jZuzV9tPW9JAmBMQUJs2E7bCpi56CiMdK3nejBoP1evGZoiP2OCS8V3e1sVggqUa/KLBojSEER8wZssM6Xfw5gbEI3unz4yxt8AxJlVxYcKXgQqOdkkAqkZQNwTkt+rmioKYmc9iMJJ0OchyJoxZSFcAIrmn3Y5ELLUmEIWZsUWWT94GUI+MwYq2h6xqdMvYUC3BYRPlApBgxzuP8DgqzOKtUoJyVLmZEvUCKKDXRlKxjeWggjjTOYVv2tCjjdOutfiGRYTMoH9vBpgeTcsWNAdGsRds45X+PSukSHJREMoZcLMEq9jtpnXa1FoZ+ZLvd6qLQ6EUQqlm8iFGPhwq3GOew3tACxVswLSkVkiRMSrhSaK1lTBHrG8Y0EseEbxs2Y6LpAn0/4NoJQy4ksSrVj4WutTgxxAKSk3oHZ/0djfc4MQxDJFcXqbHo1tC7qmOzhrZxpFiw0nKTViyODnApUWymL4W580zClMdnz5mwIfiW5Y3SE6fTBTEmxn7LrJuQ4obPfemnmIbIBx8+5/LyjG9+65v4ZkprC/12oJks2CBshlK/d2J+64jVZsWs8Tga5faHKcMmc3q5YkLi5ul7BBewRtiutxyfvKLUvmaOcVuSbTi8f5/24ox+ccBwcYY0Du8NoZtw3a8JZmA0gVW/YdZMGOMWjGG+WPDw0Udsh4HDxRw3n9Avr0EKTdvStA3HBwds10tm0nF5dUk/JgYvfP3LX+Bnf+FPw9/4T/mzf+4X+Uv/0V/l4MFrxMsJJ7du8+rJbR48eINf+7VvcrPc4u3A+uaKGDfkbLh35xhrPbFoPRHX0HUerKfzuizMggZjvCRQ2ke9Obe3NN6Fqahlwa7dUbKVMZDzi7KLVHk4vOjOq9DFGSUx7Dgh2rhrvfhxx6dCcQi65HJeWQUxZpw35FGFI9f9Rj1cLUzaBhMKVlyNNCrYpsNZx5giYqqrm9c7XC4F66qRvcqMaIzRHLOim3rxurAUY9RjwO+Stm31GbZ4q+GpkhPGdsSUEZPxjUIlDboUlAJiNdhU6pslYjG2gFUrTmMtOaqtaSHTGEvOiSyFhHplWGPwbaiqO8GFFgAphZjUNKptW5xDF5xIjYLSzllNyhUXNnUhgqAdkVFvFDU0F5xxlFj9kPOocm1rtGCJUpZsnWA2McIoDMUSDNiiHOPsDeshERrHMAouQZFhH42mBH/BGrVBtQ5iSspMMHAzFHIa8c6RU1TDKe9x1hD7YQ8vNW2HYIk5ImJIo4CNOO9qIKracuasctsUC6EBiVF50pUjXSj06w3GCDlVNWhN10kpMUalgzkLgQi+JVFIBkrfK60zeEqMZBvwJe0v2GQNlkKM+joXRm5WmW654oqx+sgUtsUzbJYchhnJOhVhpcIYE9Nuyrjtsdax3twwnRzwwbs/YHKwIPjMKw/eZNo2fPjwCbkYkgXpr1nMDtQ6IN2Qs+Xjx0+YhMD1coOzmrHpJwvmd8C7hnB8golHsF3hYqadTullQGaex/0K4zM+tMThGnvrgOsnjyArlp2kMKxvmLafI4ZDplYYxy3tvEXWeo5uN1tyFubTKSkWctkyxJGDyZSb62t88FxdXWONxTeBcUy0jef24YLnzx7yl/+9f4dbJw/4D/6zv44js3r3B0yObtFI4dHTS54/O2PMmQev3ubi+QUnt27z7iODz2tE4PJqiW0mCLo4LyWTxl71EyVX//Ojhp80AAAgAElEQVSXCmSts6UIVFaPFlmp6ITsoQsQXqi8f3RHvFPoViGr1hNbd0JUBskfUqDhU1SkJQSKs2qM5NXsHpHq12D33V+M1XjH6m+di8UU2GxXdNZhvcqhxRqCNYzGgjMEA1OvxS9LwQ7oosmo2VDy9e6YMsOgvss7kD+mhHeeHCNK8YuI07tqHKQuqXpNy66eIzGVyuFWBoKUoqwPUX5zMVCsYIth3LMsGnJWSqGtFAmpW+AX76PBOkPrWlJMGKcSeBcsoQlVmloZBWKREslF8WTnLMY6/XoVYhgsofGUVkc473TpOca0l2MPQ4Rx3BtC+boAzTERxZINkIuOyuOLncEuasoaNdanSsKTUQIeFNLYU1zAoF2G2roqFZEU1aCmcZSsMvoYEz74ms5e6CYOI1YVoUWd8exLkVwgjKOKB4zotLCJOuXotWWJJeuCVwpjgaNZq1zwolTPIkaDBCpwl61X/9SSCcHRWCElxSiD1eR2U9kAYsFJpmsTN0kN4M3tKWW5IdnA3QdvsHzyCJMNLguu8dy7cw+CYXl1zp2T+xyffIU7JxO+/53vc7kZGa1js7nAnNzCWWGwmePpjPUmst6saJqObjZhSEpflaQy7jEJi/mCYX1Jx5Qshe3pB+BmFAfGesY40pvCbH5EfPoYG1qmRCa3bvH49AkYDwxqiJYi1nuiEaamZ7MtjCkypKt6PnhSte001tJNGvo+YqxlGHpSyZiiRTJJwrrawVrD6WXiYDHnZtVy9vwdgi24piGNhlmA85sVMq45247MQuB6uSJ0cx4+fELbdcw6x5OryFt3j3j34SNCsHTTKevVFUdHR6yKRdDAZF3oyX4y/cQez8h+ygVeKs8vivInnBOp0+cusaUuEffWprXh1q++8Mv5YWrey8enokh75zg+WmAQYhzV91ikQhmZfsz4ouOtMYYSC2NWFZlzjkYGihEymRiFQNI8PGuYBMcYM9lAShHNoNMXyeZqnILWwFLAhgC2KK7rFEpRAYwyRYYhYk1hR/SzFiSrWVCu6rmC8rl11CkIDu8EL5CkMI7qruesxQRL46uJf1HTfozF4BjHAessQ590aWfUE8BZW+OsNGC21PxHW5NPbHBYscQ0YIzbUxuTTnj7k0jxXS3IxYT6+2ScDwxZPa2x4G0mZcWB1U/FIClhLDRGyDlWzG538hbdKxRRCazzSEqUvKtzL5azBVfhBKW6IRlnnfLRRTveoc9YUyokoq/DGEdwThk+GPV0MYa2bavvtS6Dcj2PsKYGFFiCV7GNNW1dGGUkF4KHadcgxjKMfd17VCl97XdyycyDY4g1pQadUpxxZAq5VCYPKkPHGIrzjNkQuxncrLBnkbCYYFJPuTwnbrYc3DpmubyhWRaexEt8aLj/yptcX53x6NEZX/uJr+AnU2asWF095xf+yZ8jyYLj5495/OSU88tLrBMOpzOeX63xriWOA00TKGWCoyeXCM4zmU5YbUYOJjPGUTAhQuiI44APLWa5pB8TTdNydDBnubyhv7mCONBND5GhkPvE7ddfI3RTnDhuxkDrE/O2ZbNd49sWawxDHGh8YLVcs7xZ4n2oRc3hjKPrOoodGLEECiVYbTu3W27WPQtzhswmuBLIJtMdLVhuBw6t4/DwAO83rDeGqbFMF3P6zYZtHzHzDjsW1sOW+3fucf78nM3qkjRmTp+eUna+Mhb9+8tFUviEcf+e41xL9I4294l/8kNFdmchYOpzYVRetvMv129T+SP/f1Dw/r8+chGeX6yRnGlbhTqMuH1awq2DCSULaVRIYDLzSEG7J9G4dOcdkg2uZPBB/wseMZYc19j6omphQDesGCBjso49xurG3ocqQ0eXisoiKDgHk6khJ4ut3VMTmoo9Q9c1jPuLF3KqwawSoViius/jnJ4AuSRMUUP8pg1a3nZ4mLHK4hB1BEw5VUqi/q62Utz1JGhrjmNVRRaQXNCQLaVmWYvCH04J+ZBIWfnDwQmWVH0GDB6NeC5FyKlguxnWxP3OoIj6cSDVoqaOb1AbhSKkkvbqUNhdEL7uDgz9OO4pgsgu600x312oL8YSEHyndLmUMylmjeoyhpT0NM9FVampAFkwEhFxew8X3+ii1nshxwTZoqkujiKpysH1/FhtowbfJp3W1BvbYl3CW4PxmjvZBE/JGveVZKc4VFphiqXuKwSMY9s0SAlMhyvsyT3G51uccfTGUTaZYoSr6yWtDwzjSLCWSdvw/NkTpvM5X/7aq7z/3nsUlzAm4G3D29/5AZPZhPc/OMda5WxjGjZ95pV7x1xcXmEwtE1gkzWt/PDgEOMc/WZLZxJbZ8nzu0xPjrDnTzDdjNAEJgcH9MsbnLdE7zm4fZfzZ0+ZNQ3zo0PWzzOmi/TbLevrJfLFE04WQjITNss1i9kM5xybcaB1qisormikXc5Y1zGOPaVk+r5n3uhUOJnOsDEi1nEwycxnhc04pbhMjj1+ccB2vaHxgfV6zfPLG95443UOJjdEt+Dy7IJ7d++y3EZMXhFXiTEO9OstznliLPVcsTjvCSR1w6shGjsYYyeY23XUyjxTcGIfebXvul8SqcgOY95xo/Ux6h1tXiruO3LfH2dt+Ckp0oaCzSrVGnKnKRM5E/uRIIY09IqtWtmzK4yh+kMYGh/wqSAuUZxBJDH2EHs1vWxcqj4KQi62hsWaWuQto3F7OCETCarA0DFehFFGNGFFF3POeIZ+xFnDOChjo+RCNOrkVmwgl4ypC4FgUA6xVcGKei1rsbZGqX1jjNVTG8axJkXsut5doa7d4k4OvzsZmlBz/SqTICZVIiKCdwHbKeeacQR0gWit29/t2W2uczVlSlntthHaRhdu6pOhHYErRZ3MrPpDN84Si1QLT8WoYw1+DU0DYlRoI9rplyIEpyeqcxq/ZauUO4nDY9mMGURfB1cXNc4KTdCoJSMGLEjOyhgoeiPSgEVfBTmCYPGlYBtHjCNIUZVeBnFZoQmj/G9nHcEZjIPkXMUqrS6QizBiISWs8eQq/S/odNFj1HJTrIqIQM8fBN8vubi4xdRfk+MNm1uFdtvhGfHNhBQnTFtDH5UO2jSa1HPv1dc4WMz47tvv8Oab97m4vGYYI0e3Fyy3Qmh6RAaGIXF0eIv1ZkmMwnIVaCcTUi5cXvZMJh3eaWxZvLpg0jWIaxmunmKuL+hXF7STlqPXTjj7+CkhJSAxDBFZewYPpfPEbc/zswsokWnj2awHfBc4f3JKCIE46nS2GbbMpnOC8xSba4PhSGMmtIE4RiUH1OTwgjCdz1jeLDVazTlu35lys1wzFsfBLLAqwnB9w+JozmY5YLvAfNrx6OHHHEwC10PPZx68zvPnZ3z2y1/inW//Lo3p6deebS6UYjict1xe9tqoVcOjVJRDz67Qwj4abVeIXxTmT/65+/vLBbty8niZWqdI3x9MX1FEszJJyo8v15+KIm2N5c5hq3FOVlkJOcFYLwILDOUFxBCTwbtU5byaRD3plJqVs8ZSeckkRH2Njd4dnbUE1K1O4SE18GlLIYsu5HI2alCUwdmCNY7QaEeoXhSQy6DufKLQCVKwrtoeFsE5NVDSDbCtntgFapp14w1gSUXDCfocYXcbEV0oWKtQhGTF13fZabs7dt1m6Ga5SHVtU+y5DZ4hJqxxJMk48foYZJ8q4ZzS/eKosEXBVoMr9aAwzgEKq2i4a9mLb5z3+trJrrOW/dLMWjDOKDbrPC54dZorTi8MESTF/Qa8xFx57EIIGnXmnOLTRUBSIboWSkIFOuqjXUT9U6xz+KbDVfw4xxGcxxvwIVByZkgJX6g3aMfca2ju/mLyTh0SK1afsyDFECoV1ErW6QGD90G39q5eOqLgTTCm+p2oa195ibaVxCL0jEPPJhvevP9F6I748O3fIcuWxZ1bsF6SVhumiymb7QprG06fniJyj6OjKbcP73JztWJ+fMDlzSX3b084e5YJTpjPDnEGJs2U63jJMAbuzKf0Y09ppzgz0s2PuT47xbUTJrMpJjS89tab3PSZi9UAUw3InU5bNsNATkIXPPfu3uPRo8eIWGR6m3z1nOb4CAHmc7i83NJOA5vNhlWvlgtSDJvVimbSMfQR7zzttCHFkcPFnJublSaqRzVUkyKsrq70HLMWazNPnmbu3x25e5w52wwYDOHggFKE2yfHGjxBZj7X6K98+oiz84dIgfOPHnNwcIvLzQWHs47hZqnXf2UD7d633SmA2aHDeuw+9/LxUu19CZeuj6+1+UXx3nlQ14/sJ+EUfeo/CJn8uONTUaSTCOc3KxAhOE8Ibj9mIEI2FiMeIYNx+MYixZIF+kE72pAhNIEQoLMON/dg1bwkDiOpaDEb00jKTkcTUe/ozjcE75m2OnqLaKhsSpFchCKOkqu4AQv4mhqibhe+rQtErcbK/JAKe4jDGP25nVVRx3YYPpFKPm0bhhwrxGJwdfzfuWc5gZ3/llFeWh2VSoVC1OrTOYUS1Dy90VzIogpFSISuYxhGXdRkgw8NusNz2FKXomaHoamvSYrDnu8rFDBeIQQRcE6XqQ5SBDGuPs6SUiSmSEg1902qAxjasSNFO2+jBlgGS8yJki0uKTXKV8FS63RXIGgKupbLXZsDlIjBqJqTUG0hbQ3sVXvUVITbs4ZSdwxSEiXrtBS3FXmhLhiNnjtjUjjDOoeII5XMWNRvRN8Lq4ZWImQxOOuUolk51tYZpbbZCd10Qx4bbB74+PIRza01jSTSWFhfXCNZKWvWOjCW6aRDEDbrJQHP2dU5mMLV5YppAzkKX/jaF4mra9559z2kDYxlg7GtWte2M67Wa9qQ2K4y43jBnddf5eLsnNnBMY0PPPvwY+7MPf/sn/oi9s6X+PVf/Sbvf/CQ0Pcc3zvh8vyCJx++RzFweHhMibDpHH7cIt0EOz3isFi6doa1nrZ1HB8fcfbsGTFFBKnwlWYSKi1txeHREefnz5h0E50qxTCkBKi6tI9CZwcOFxNu1gXGyK2TO7jFgmGz5ur8HGcNs/kR94/mPHp8yq1bB5w+OeXoaMb18oxhGJk6w+nzC2aLKctVz8WVpW01GEEML7I5f6jL3UEWu8PWNBV5+eu8KNrIbiDdCc5eqBd/GHPeFejdsnGnsN5N0T/q+FQUaUSqIY1hKLAd1CTb5IQxBbW3NPUCUJqZc46M4Gwgpcw2Z2Sj3glNk7BoYbAeWlt9ko1hPmkZky63DBbjAqSicmUACm3XkrOwHYVhhG0GMQ2+RHxjCKHBUg2Ggmfd97QTqh+t0eWYC4DK0E3ZrXRF1XFYRR6Kqte2RrCVeYARXFHYVKp82xhHJtdutRa5Ha0nC43TG1CiVDaKCnB2OHbabqu0OVdDc0spURd5peAkYnzYL+1EMm3rsZVPLjkTKmOjlIwRGKMBiWAFm1COuAM9AVWWXYoyKkwp1YQJSHWy2alGq8E6ssPX9Xxwohxs9UHQdBjlyBstwN5QUtIuP44Kmxjt/kxw6sk9rPHWMgsWQmCIEZFcO/+AaQJW9DkagVgTXoxrsKL5ls4aTe7ZBfI6XXYi1b5LAxjV66GozW1oKjUv695BpobbBtgKzb0WXMvyvafcOT7m8vyM+a07sHzGZ7/yFX7/ez+gnR7Sb7aEpuH59RVHhwdcPT7n9q0j+vUzimm5/9YXePzB25yfr/VCL5HZ4pgxXZKN4eL8jD4lrEd3LF44e/qUg8UxH3z8kPuv3KPNls3qml/tL1lu3uZ6lfj8W/d5+50N66stbedUPELLzXJJN+uwzYy+32LHK27feZV1v2G9XTLrWq4ul9grbRLatmW76XV5OPa0Ew1vnkymlFL4zFtf4Pz5KTfLJSYVfDdDZKU0S+8JxtOPhemhY3NWWMce+XhFLIlm2jIMav9wMyRMWXLn3mdZXlwxbgc2fca6CSIRMz1g3gVyGiglM2yjcvptIdUqgLHYCi8iVVRWfVtqYdLJS4uVspbkBYFun3e4g0NqhbY79ENUnUudgk11bHDWVMrsPwKLQzUdqU6toqqxXPJezm2Koxj1Jlacr1CM8miHmHRhKJUPbQzb0lSgAWx2DAQkFoxkbC/6WEkYCkZdv1FnEFULXm0GZl0gtDMmreH+tGUzRG6Wa1JKbNbgbcQaYd1D41RVZ62GzarvsCDFIb4gPpBTVgqa3TFGCjkpRFIkVQl25T6Y3euht+jsMiYbTLHKgEDZCztSUK4dIVVtaJxDSq6eykZjuYr6BOSKl+7gn2YaCKhyLiVVNwYXSH2mGPWatt1EOeWuekNbmDYWEVVniqjab7d6ETHYRqXWJddiDXgDJVh87UKNUSOiHXNFxFGyYOviNkW1V80xkUuhcYLzaoyljq2t8tFToVqZEIvepFpvKg8VSuU4F2tISf1GCoU4RoIPTBqFKoIxOAxjSUr1xJCcxZWiaJJ1qrKsy91dR6RwkzI5jFHnPEy1GcDRjj0uXNM++Arbh++QjyKUzGimSNuxXV4iBPohMwAy9BweHfDW66/yweOPOTqc4tnig+XNz3+B73//HU4/+oDNeqQJnvOLaxrvmfuAN4r/Hx5O8ZsVw9iTbMITmM9mfONPfJGLq+fcPrnPo0ePcE3Dn/7nfpG/+yvf4r/8z/88/9Z/+L/R2ikx3ChUYSeIydjg2FxvOJovWOeBPFkQhwEWtwiLYzbjExrjWK3XTJqGWDIimSQwmU/JWbhz5y5xXDOOIx98+A5NM+Pe3fuQEqfnz8jFMGmdspDQG2oaRho/xRchth4rnvb4NsPVcyRFxvUNN8stjz78iO74NW7O3uOV11/h0ePnuDLw4PaCbApFHEmlFpQ0ksRTiHWHsVtJSfWhT3UirMc+2kePXJuQXdf8o9gZhpe6afNJO1JtRtxeGu52sVo/5vhUFGmB/YtiqSGOVv1480t3oN3AYYyhsY44Rr0b2ULC7dWGh4sproKkrmk56makYcXlzSWXfcJVnNcZg5SCT56x/iQj6rC32o7Y7YB14NeebtIof1ZaisB6mTS522Sy0eJYipBNquuqHe6t7mg77w1JOmqpe5ytXFynyyyxeLMzXamYLGCSxwX1HnBVgGIqDCTCXoJsqsnULj1CTej1diWSqoze7MMyhzHiSqFPBe/83i86iY5fxWs362J+ESlWzapE7xW6/Gt4saoWKFltZWt0HGbn1W0twepIn6OqDTOiniY18VtQnFqKYK122iEYGgKI2sWWMauHiIE+F5rg6HlhfuPsLhIMjBhSv9bzCDDGMg46nVnrETFs62LQUHBWl57Bu8qVNjWjLuP3N5TqWW4t3nkmbpdTp69P8JZtL/sr1XaGlB399fsMhx5repxtWD5/Qi49LjR00znL6zOCMfi2Y7O+4O3fX3N40HH2+Aq8JTQjk+BpmgnXl9d4b7m6WjKfTjBNx+r6mqNbt0nbG64uLwEYk8PbzFg0lm65Hjh7fMXV6ZL7n3mL9eYR7/zGd/gX/tyf5XnzE7x269f4fu4heW4tDjm/uWHatIzZ4sQxjpkUpkjOnH70PqazXB0l5vNDrldnaunrwOFwjU5YwVnu3b+HjNdsYuT1N445P2u4eH7F06cb3njrTaZDz7haqaWuFJzV4jXvOkrR0OQ8rDl89QGOzKFvObh1ROm3tO0EZy1Pzx5jo2E26Ti51RG5BbLm+mqpWgTbYKq1RLIGSbqVEuv2DdLLxwsMWvjhtd+LpeILjHp37JWEnyhwP6Lu7fjVfwQu/akp0js2QUFIzmKKsi+cmD0CKbD/pfpexSM2G+2+qEsHYBuFzkPbtdhSuF4+43w7cEjH/an6Qwz9hmEcKHg2BpCkHS5Su3irBvkxYUehHwYEwYeCD4FmNmWCwgzOaGHb+TrssOOSYg2ytfiiSSOwCzRV8UnwVpkdRdj2W5wLisMXhX903C+IDXQHKmPGBihJjfSzil0KWvys9fX1zAxDpmRD21hiNjTBVlqchijEqPND0wRKNIylV3eunNRACYczgY2obLbsMyc1tkrFPgWynuw7togYFe1ksUjMhFZ52mPyCufsupAi2BpRVurixVp9F2xVjDoM46iQREGXzNTOf3dn7/tdUKz+bnGfPO80RcfXycTq99gFSaQ8IlEQdPmsaeWahWeMoQ1qQO8bRxqqS5sA1hOCJYsyXoqoYGZnQjVkVWmqL1RhlpdcXr+BLacYIp4JJWwxbq7pJWLJZeRm01HKgJt4vD/m5GTO6dk1R8eHXFxfcvr0CSWNjJsNr715VxfZYcG4XRKA6AMXZ88wQNc6MobGCq6Z8NkHr/D933+fR0/OiWKZLk5oSs/nHtxlcEf8D//df83PvPdtvvv+ilvBcrq+5vjB51iutggNEkecDGyTUjSHOOLsBDNo17npN1CExjj67cBsMkFKpp3OiFlIaeD52ZLj28dIDvyJb3yVy6tzfv1bv8dH777L8b1jrEzZbjbkWJgsWp4/PwfjyGXQxTaB5eU5zeIIR2G13DBuV8wWM54+PWc6ERa3b3H67Jq33niDs2dPsKYhhwk2avRcNgbnA14KqWoVUlZYbwcmmyp4q7tF9Iz/g8cubPZlDvXusTtvj5c/96LgqVLaq2WkUvT+kONTUaQBMEpfEoNu4kXUCNIa9aRIyhGuVyrGsU9IsV63/94oG2DmCuM40JfI9XLNnUnDgTW4RliutgyiNLU26EU/9YKMqlYcolBMwhaLqcVqlIaxYpdm1MLTmI12fcVSjMWJmh45ozcU55zybStNQSXKOiGUWIBEWm2x1jJrG9pZy2EIbPqeUgo+KBPBoJ4hIhCHkUkTaNuOi8srZZ4EwyAeRyHGkV1QlfeW44MJJSfEtrSHUzabDSkmSrFs+6xQD7C2dRUWimLPRbvyMSsME4rFBYdBvZ+tt6SxCneKUfc4C9TOfdcZGNFUc2oStMnVwhOl2zmnF4gPKqk3VjtS5wJjVFaJsQo12Jr3KBmyKHPFW8AGGhPJSd97xZHrLd2q2s1aTxIhR1WxWmfJsUJp4qqq1deJyJKzJafCgI61fqiqUGMA7eSpS0ln3YuwBe/Uy9qoL3gTlIo5NifcPjzj4XP9XIkjjbQcHDuePrT42ZTF4QHbq6d4O2MYIvMWljeZnBIPT5/Secfnv/A53nn3YyYNfOWrX+aX/85vMpm0DEPPzZA1AME7TM7MD46YTCY8evwUiUsefZT5uT/1C3zu/oy/+Ut/m03oePfyCctVZH77kp/86X+aJw9/jztuw9vhNk3T89ZnPsdNb7k+e0YyAzZb2llgSB43uUVZ3nB0eFcpcRiEzKTrsEWpnDEmNpsN1lja7j7zw8TP/uw/wS/9r/8ThsDtOzNeeeUOV8+XrC6XdNMp1llaFzDekbOhF8vJm1/go+9+F5yj9RPGq2e07Yzt+ozPfOYzvP/eQ+bHt5gfHfK510744MOPefrsirOnF7RNYdrOSMaTyoj1DqoFRRl6igjO+hrsQF2evziHf1QG4Z4LUourrValmqMptYF4wQQxKNtnz8hCp9xU9Pz6o45PRZHebUadVdVaAbwptEF9HWIWnC8YMVhXp+qio79IwZaeo8MZIjCbzVltByZBAzEn3nIzJnwWxq36PRgbCWLxpkNTTGCQESeBSZMZRxizFp5BClYKVkbEOcXFc2ZElUqu3nWLptOye3dNyioQMboAFPRPkxQa2WE8RoRhW7CbFdaKYqtODaFS0qKLaKCs8iYK1g4cHy2IaSSNiQahOGinnUI8Vul1zltCN6WkqOIRKYTwgsJWE2EpRhhFGGJHGjxIRpzKrsWAdYmyK4BepxecSt+Ngdk0MMZq+CTgGq+YuSYDk3LEoeEBY0rK4HE1dKFyVvGmuqMVyInGK3tGRAVGNfAMrMFXhVgpOkUEG/CumkXVwTSLgeTI1mBwlBx1KrE7LFHnVEumZAdofqIW+AzesosLwAxMJ0GXrlT8Mste/QiVMy6qcHRVZJVi0a49DcTJmgdf/Hne+/ZvYDGEuwuuhwjeECZzMCOLxYzF/bf4wbd/l7Y95vnpxxweHjA6Q+im1Yw+8tobb/B/fvO3OTmc8vjpU3IRJo0l0RHHvv5MwumzM9rZnFuHMzaD4d1v/xoP3viLtNMZkxZ++hf+PHfvvsqv/l9/m2cf/T/8xFc/z//8rd9jspgSTMY7+IkvfY5fPv2QSdOyiSNxSHotDD0OYUwbHNAPS7xXOESkYNuOo6MJN9c3vPr6XaY28vU/+Q0+eu9t/vGf/6d4/52/x7vvfUTXOXIZGQXanKotgMX6lmnXIs/OePjB97AeQjdjvVzRhcB26Aku8PDhYw6POm4dTSm37vKDt9/mK1//Oj9450PeeHCf6+sr1r2qLX1oySZindGlqhUwvk6jOtntiujLna9l7whQjx+CPpC9utj80Ff1kjD7NKidyrBUWsg/MhQ8qCNC9XL21hCMh5IYUMc7UwtLAYJVo/VS1Aq0ax3DEInJsBzX4B0lb/GV6xgoFG8YUt5ftCbAKkYMmTuTGd5qZJNMGlK9SFPOFfsVMK2KIog01qD5hlIFJvYTmNVuKZzqZpcqD5aS1KbQmBd3aDE4k0iAyQWHI6ZqGs7O8lAXDEbQINoMp5cbnMk0IRBI5CgMQ1ZjIal3e4lgIPhM1wa8VbijiOCNRmNZUbm66zq881AKwzjQDwNjSphsGdGb5yiOhMP6oBieJHwxrNf6vjmXaEKo1q3aTUkRFtMp16uBomGHSNtowG7KCtukWOXrCnc4Y0EglYwUnQpybVx82CW06EZdU85DXdYJRpQW54zFeGgqiwSvy0GF6w3Glv0S14eXd/dS+c21I0ZDbXMcyWIpYtQkilLdV/WGW0y9jGs3VcTVnERdHDXOcGuxIN59k9OLp6TG4crAm5//LKfvf8B2PFS65+qGN195E+vg4uKStg1Mpnd58uQxTTthPp8zbLewucYtWsQFvBO6SWAzgomCM5nlcsm0nTG7dczF+QrNhwoAACAASURBVDO+/NWfYbgSfutX/kdKNrz5xgN++9d/i4LlG1/7GsYLTy8tp+/973zpp/55nBk5W97wxde+hBkSZtrRHjq2my0qKduSpCEYj3MdOV0jxWCNCqFSLIgMHBwcMeLJzQHvP77ii1/7GRYh8lN/8i/yu7/5q6QS+J3f+R3i6ooxjvqe1hSiMFlw5+Q+y2fXlHzNpo8cHSwQ7xnXl3SThpubDWOEoyPh6P595gw8efqE6+UV3dEMay2bHqbTKSlB2m5ZrjZKF5XdxlAVgbtrUpveF2Vadz4vQRL7O3U9Z6ypOgQ9gyrq91IBLvv//3AR/+Mcn4oiLbD/JWsToCd6LWbFB8qQ8EZ9mXPWxAwXtGNb9QOSdqOyR4YtVizjONJNHVPXknOhIZGNI8UBXEMg03Ytq36FsZ7gYDNm2lALpVP2QttmbLHqnBU1eLRUKbnK3j553zXGqEEQik15qutcJc0rprsr6zsDJaPJJajV5W5hqptjX6mIdYVhKofawnYsrIwuatixQ5ytxjGKDcfs2K4ixTqMJKRyrW11zwvGYjYrbMl0wTHpOubThd4USiIbQ/a2Ovspa0ZsB3VJuex7YsVW05jJxVb6HuAM683IbOrwxhFLZjZRtdqmL2quFJyKIHImY3GmaFKOV+MlZdAKvnWQi9qRJqOwlzhGUZDHGc2eFNRESvYMDr0gjdGYJu+rg2KFoUxdlurSVcDoos9Wqbj6dqj3uDHa1e9c/ZxFdwLKrKQyCHFB8JWm1xDAwm9+85u0iwF3+4ScZizshNX5BW17yBA3TDrD2bsfcnz7mOfnz2it4+LymqOjBV//xlcZk2V5FZkcvsLm2ZJSlOu+Xt5gsWz7EW+MQh5+ysXFOes4gNWUeN+cMBbhrc/f42vf+Dr/8l/4lzi7uOKomfC3fvn/YNYIv/J//zqyWvPVn/ga17nw99/5HvOT17m8+pjWeJpiGLNeD27iGPOGgqNpJuoNIv8vc28eY9ualvf9vmENe6q56szDnW/37eE2DTRN0zhxM5jGApQIlNjCmEQmiRKIJSTHimSTWJZCJBzJUiJHyFYCiS3Ahlaw5AgTm8ZqaHqe7jycc+89Q51Tw64977XWN+WP71u76py+fbuRoujuo1LV2cPae6/1rXe97/M+7/OA9xW97hrWGXxw1Ecz5NY2O9ubPPfVz3E4nnFyf0hvvY8KLponSEVV1QSV0en38URFzKAEZbcE3UG76cqNScmcxdKytbvNydGU4eGc8Z/8P9QW5lXDoJNxb2zo4QlhSbWM1aXWGUprHIE6xPNIJ9qpSBdVEs68uokVsnEasM4+nHCN1hzDn6V2PPSSP2+AhndJkBZCIjOZfMPilckHh3SCQkTn7tamxhD9/3IlWdSGwWAd28ywyiMcBOPwOsM0NVJ4nFNMgolBvVuAaVBa4Z1lbaPP0Ymh7HaxywVNEOSioW50dO8gUr7qOuoxCxxFlmFt/CyZgpBEygUaSZpWI8SuvpS0FGmBiNxcrcmlp6obQKTyPr62LavaIRYESKFjUPWRMiQEUQHORw51IKB9dCT3QiNoYkBqiY2JARJ3bKKP+cjwaBkPHpfWlGBuAhgDIRr5ZtqTp+/nfUAph1YCLT3ORWXCtY4m9LLUBAlorVBa07io39yOVltryLWiWU4pNKxvF/gQNVBqF7BG0HhH4zSdIo+DK97EfoX1OBvpbkpH8aJgQIn4452KFmJCgW1ARrVEpSS2jth2SE3YuooN0yCihnXEEePay1Ua1sli2zamPtFUIaSLplQKXPTCrFtGCQbaSUMAF1cFBFTXUh1foZ/foJ72ePzigI98/DH+2ae+wdWtc9w7GZKJDFcO2LriqUaGLBMEoegUXRZVw/BkRr+Tcf7Sk3S159x6ztXHnuLg85+jKHKC86wPukxnS6TukEvP4Px5jPUUG3vcfPE58kIiM8il4uWXXuPWW7cR2vEDH/t+PvzUs/z+v/qXvLl/RDer+dqtl/joR3+IjfWLvHLnTaT3NL6hM9igpzxW5sxOhtSmouyeo5MtaGqHtRW626dullgDuQ784F/4KHvX34v2S46O36RHwebTT9Dp73DnlS8yWyzIyy7CN2TdTerpmLKneeOVl9m9cI3l0Qm6yPFBgQyE5QgQ2JAxnhxz6fIV5uMhdaN45PImN/YPMUbRzyvmtaDIushMMZ8v0EiaxmCFSC4/JM4zq6nB1VBKPCVWvOcIg7RiS+kFKXGKFXLMMGVI/OtVfCMZRIsVbCLOPk4UEvtWt+/EmeUK8JvAeWLG/ushhH8ohNgCfhu4TnRn+ZkQwomImn3/EPgksAD+egjhy+/0HiEE8FFQBwl5sPgQy9zaK4I3CcII0DTk3YJq2VAWmqZZorMS1xhCsMhg0d7gpKAoetimpigGzJczZDVHqRi8LBo3d2SqoVrUdMqSXEBTe7LcEQLRU84E0NF6yUmJ8YJCBnSeUTU1Ha2xKILxUV9Ea1yIug/BB7SKKnJFJ496x5lkPjUUWT+KuDiHTY7bWsWhChul9VIDw6ODwnqPVRrhABWw0iGkQhFH2mWIJZlAgndEfZMoJhVaQ9UU/APtvF5cUG5VvrXOFH6FnRkHTZAIEQMbJkTPnVQCCiGYzU4nLBWSBov2DaplR2QSIXx0jyZEpxQXqOrIjiiz6LytS42Qgmq5ROtAVTuMEVinI2yjLDKPzUolVBz4cR4jWw56dH0ROo+lt47KY6sLpRCYECVsnW99LSHXBYhoLmp8Haf+fMuBpX1x3IcqDiYIGfegShmUta0TZaR+utVwg2C2dJR6RKM2kHmX//5v/cf813/3f+EnfuT7+eJrJ9RvvoaUJaWeshg7skxz4dx57tw/wgXDWr/Pwf4dDvOS9VnF3nqJET221zp0ehnNiSGowHwxZ3Nzncl0jNI9jk9GbG1tRm2TXNPtSV67eZut7S2qI8PHPvIhuv2SF1+5gV0YRi6w/9Y9tjZrwvw6h0f7lELiJwtC1iWTYObzSM3MHDLLWS8LliZWKNVigtOKjpKIIFGq4rGn38cXn3+d80f7XD73BOOh4UPf+wTOZ9y7v2R6MqFTqJidi0CZZ2T9Hr0SeoVA5ODLQL0csr45YDqu8FikknTX1uiKksW8ZlnNKNavcjA8ZntjA2Nq9ocLLvYVt+830ESqXWMNZZYxC+2UaYw5LQVPJiqr927VY2mDdmjPkHRfmz3HvlNYPfZNMTRw+tr0Hq3ZM/AO4TnevpNM2gK/HEL4shBiAHxJCPGHwF8H/k0I4VeFEH8b+NvAfwP8GNHb8AngI0Rn8Y+844dQgr3NXhxw8CEyHJzDGEOuAqLTw5oG8KhMUld1dNowDukNpqlpLa6CC3ihyWSc4isGPRbTCYXS6KKDM1FWU0uQwVA5SZlJnK0hCPIs6hAb20BShst1wXLZkOUSlUlC0KtpQWMNa52cRkbGQp7rFaQhRHTb1rqDdZZlY2hqQ5FLdvoaLTOW9QK8JKgcU1dRCF9LnI861wRB4wzaaKw1WGHBCbxQSZekzaTj5b295nt8pEJIubq/hZJihh4lPH27aM4slRBIinhJS1cR6YWrJ3C6IaBeoW3E/oH3WGTkOwtBZTI8kb4WMd5mNVoNsNSxzxCoyLUkywp88Ax6JVlexG0sl+RZh0VlqOolmVL08pj1OgvLpAeS65xlbfCqgGRiK6VN60MhfCCI+FunExKik3yQAWdCbAB6gRBRS1oIYi9RJQ1uGUfGIn4d1f2EdEiZJjOFjnZkPp302YC9vQNODgQf+4Fr/NIv/z0mnON8aeku5zz96OM89/pbSCOolgsCguOhZ319izzXBK24fv0Kw/ES7WteefU+m+tdPvNnXyB4ze65Pfbv3gZgPB7T7faYTWdRXxzB5tYWz715A9doBv0B08kErUqOjofki4z5dEGWlQyaBdPJlOPDGaNQsL2QvPH6DcxiguqUOKnYOL/LZDZC2UDmHE21xLkmXdwh15p6WdHtdTC+4PmvfY2r5za5tP1Brl65zHB4izt3l7z+6mc5f+m9CCWorMSZmk4nZzQeo0PsNXUyRTWZkMmAURonC8p1jVssyYuCyXhM1u+wc36LRdVjcf9NqsxTHUx43zNPsr2+xo03Dyl7GcY6nPXkWR4li0WsktomfkQ5UmWZ7PlWETc8jCW3vYYHsefYixKnJ1F7uohIEGg1akLbM3ogCn5rIOQ7sc/aB/bT31MhxIvAJeAngX8vPe03gE8Tg/RPAr8Z4jf+MyHExkPGtd908wEWJmYn3jqWtSXTGtUrqZY1brEgk1GABwKDXg8pYbmM6nZWajSS2sVMMnZaG0wTJ4r6HYlXJdPxmLJToJJTdZCCsgRjGkwTsErTLUrMfESe5eQpQNS1ISsV1riEdUbqXSkDQUiWtScrCjq9gsViuRoacSEwmyyi+p2PuWmZw7wx2OkC5wzdTnSNcMsl3W5JQcnSOGQw+KaJAaqJY8kigEKTZ55Oy6X2CpQnqmkrpPAYlyFTBil9wIqEIydcPPpAxnxaCoHwDxppBkIcZW9TSX9aAgKrMvG0/I+LMri2zIshOLSZqIw861bNzqffqyLSF8imBikRVSDICukDQlpCWOKEoNSBphEI5ciVYGEawtyipaeXx/2tlabTKdlc79IpegxHIyoTqJuouxFMzG5zaZFKJ60TCMTpykLnkGdYI2OTEx3tkkRcey4lDt4aukUeoaOUYcu8SGPzUQ5ToSJjQAo6XuNdzc7agNH+LTbXB9SzDJGvEcRdPI66mqL1gMYaRN0FUYNYMp8Edh5/gqAgm87IlObDH/04t2++EJ3sa8f0XgzQeZ7jg2c2n5LnOVmW0R/0WS6XFHnBk08+wle//iI6V+Q6pyw0W9ubjE8mBGepq4ZOt2Rnb8DotmI5nzM9ntJd38KEQJEpZLPA1xBkoFAKozWuMlHRUQqaumJtfZ0QAr0MNs5dY3pwh/v3D7j2yBVefeV1lLB8/OM/zHDsuNEbcKFfMhyOyfPkdG9jH6GylusXdrh1/wSfdaDo0lmOOSaQSxgUOXm3z8nxkF5ZMnGeQU+z1+lT9ra4e/MlrlzY4KXX5xSFxpsl1gEiUlZb6OHUy5CzcbldnSsbvNXDp6nx6ZPSf0U7Gn7mfBIhpMGqsHp9m6CItLl3yqb/XJi0EOI68CHgc8C5NvCGEPaFEHvpaZeAW2dedjvd9y2DdPCexWSOI+4oqTOy4PFNjfIWnWsCksrEAQ6dJtWkcyhdMJCe2jsGWkZlPCFYepnEcYjjtmGOlwIhNfOqjt56ZYkL0Qlcq3jyKm+weUntLaqJ+HAnz2lsVOwSUqJVpAua5C5NFpibhvGiQmcSGfK4YBuDD5pcpwDvA1aW1NUCk1y4p9YgXJygmy7nqKyDNxVCgjWBvFB0C4MLceikXxRUiyrSC6VmsLbOdLkkEKidwptFHMbxkcqn0wqwyS7LB1DJ9CByRlLQPXPll4kKKVK2EGj1OBL1LbRN0HjAWkEo0bIrkilCkruIEE3ib4NPTZnTDAZn0yh9xK8jlUmsSlBFoDIpqHuPTQa5hIBxgcbmZM5GmGhRgxIoM2NjoOgVGetdiRdqRdkTzlHVFb7V8SCOftfNIg6oAHGs20QEzktmVYtxR25rtYxN10BUcXPUcX0Q0lCVgyDxmWLbTQgG5hNL//FN7rxxGyMzbty8BcHQX98iL3N2Ll6G2/DII1e4ceM1tB6wWI55fH0L1evwpTfe4IMf+Qhfef51RqM5l/Y2UFWF0nkazw9sbmxweDQky3L6/R7WWPIgsNZwdDjEe1jMlhzOxpi6xmOpmyXj4YxHLl9m/+4+L92MvYe1c5e4tneZP/7s18mEIxddyDMyv8DUnkZ6dIgGwqLIaXSOtDXOGLyzyDLjzbfeYrdb0F1fYzQasbu3y62br3B0dMRkEY0pJtNoTDybLen3OvhMU5QdfDWl8R7R28L6Jcujeyx8YNDvIgnU3uCbitFozPpajyzv4KxhvlzyyotfR3oT6bF4lrWhLEtcVXPtcB/31Ht49aWvoEKct2ghrRVL60ywdQ/x5FYqjKdxMa7lEHjwmWlTQqSG8tkrwCnm/f8F3NF+kD7wu8DfDCFMztrFPPzUt/ucb7O9XwB+of2/wpJpFa9c0karKetRucQaR5b7JBkaou5u8FgybGMJOs67NT42vbRW0edQFUwrQ0tl62QRUrDW0ykLmqaJI+bJMFSEqFC30oWVGVIpls5RSA052KRhHVkccYx45jSaOmr2Nh6ll3hyvI2MirqOQww6i8L2vX4vumq76L8nkFRJT9s1cwKCTCiUjpi01QV9JRnPKqa2R2YEVy9eJojA/p275DqnFhIhA8ZFAr7ONXleUFUVufQrDrEI4EVI3yAdrIeOTjibWbeNR3ggkLcvEylotyPYgThAklRJECFqBbZ5S0il4pliMIpLtSVk2k6sRU+HAiJ+GCIFrkV/0yi5cpbKG4Q3EdZwYJTmaG4RLuqDRzGddtgkbtDRnirtF5Tt2owXpHShiS9wBBkh+fi8gEjj915GAwQZiBrgLd4pIFiHQGGdYDaLvHnrNHW1oNCSta1dRm+9TJGVHL31Cp1ej/H4hN3dXbJ8gMwCt+/c4nhywtb5y7z1xpssTg74ng+9ny987gt019axpiYruiBgMpnS7RTM5jPqOjpx9/I1hFD0ep3YvM0Lrjz9KD/w0Q+xvjXg8P4Ia+C5r3wRXRQ8/pjkxpua2aLCTYdcvLTH/dv7zEKgU1WoskOQVXQFamqsLwkmRO9DnbGoagKRi1x0ujSVYTqd0uxusKgW6CxnY2Od8Xwah5zwVIs5UsF8OqUcDJjOJoyqPk9t7uJfvoPwBpOX9LK4hjudHiIrmc7nPP3sB3jt5de5vNtlNDrh3PkrjEZTpsPbdIqC/jrUiwXdTpfKOprFlG65mxzuk5yCd6dj2m+z1s80KFLCcvZESO4/q7PmIcpeezGXIhlBgPAtA+xBmdS3u31HQVoIkRED9D8NIfxeuvt+C2MIIS4AB+n+28CVMy+/DNx9eJshhF8Hfj1tPzQ+EIxDSYk3hkxrfGsvL8FVcahCKU9XCaTOk55zdOTwKHQehZQCcRJMCE8uImfCOpi7aIGlqLBmSXAQlEa46LAS3bhVss4JdJNObggZFYGOzgGB84bGuCiN6SwFNUJlWO/pdQtM05Blnm6nTBfoCNG44DkejjHekRcFWmWYpsG7pEFiBUhJlmUAcbLPe4rKMwqWTtllZ7uHCwNevXOLrd6A7a09sHNyITk+mmCyDjqL7utmXlHkiqa2KYiy0oo5W6k9rB8Q2vvS77PauO1rwplM49QO6O22HXBE26pvsboIrQhI4MxyFWnDsaspCKvPngbEU7APeCHJWu5ykBH+CVEqk6Q4FvHDOOUVCXutill7Cp39DqdCUSRIKDpnxouCSBjjqkcfaQExiw4g25M9GZmSW8rc4nURBa6KgHcFea9DmFV0ugNwtyLLpc7YWt/i7sEBmTzCkzGsx+iyQ6jm3J8brj96hUvXn+Lu/j6j4Yj+xjqz2ZIsmQWDoNftkmUZeZ6T5zlSSk6GYxCC+XzGZDLhxht3EbdAec+ydty4eQO91mc2r9HlFnYxxeR9GpGj9CGiP6BZ1NS2wlYNAtBKk2cZ83lN2e0grSErOvhmQVCa9a6k18/ZWNvg+PCIpooGGuPJOB4H76NcbXLKQed4F1jb2UX4A+4dH7IUGdIvOL+5ybxeMDoeRr12IakWc0bTKbtbawRnqBYVN157jQsX9ziS64wmY+wiDslUuibonKbybORt9RGbfuJ0Ab59yDx7fjwcvx9CmFMOcPp/IWJVegbWWDUgSRTcd5hq+VZnztk3EMA/AV4MIfxPZx76feDn0t8/B/xfZ+7/ayLevg8YvxMe3d5iwiLiSSQEjfdR4EaoONIrHc5HiltVR/ul4GP5PegUbPe7rCtFT3mEreP0kI12TEWe0ykyylyQSeh3e+RZSZ5nbPQ77G0PaJYWWRRYpWhcLHGXszm9smStp5HesGgqrA80jceFgEEgdYe6UVSNwQK1NWRlB4dkWRlmVY11cHgy5ngavQRjULQUWlJ2Crq9Dior0EWO0oqmMRhrqZqoF7H0seGxaCpGkwnD0Qk7/T4KhzVzjk5m3D+aIqWgoKJQklx4skJjnF0tn7PlmTzzg3iw4IqmrHHp+eC+ifMJERJp9TI8khDaDnibBUeZqegf59MRTj8PpCEx4La0wVgYypiWklZ20t1ug6eU0Yw3EoIELphUKcShEhtdfokTlYlGJyRehBXEk3ZEbKKi2k8NEPnWKSzHwBtApL+JvOrWI88T+fntNHwQJDbJ6XtVTqI6HaQMyKyk2+mwsT7jYP8u09GQ2fyYyULhvQKRc+vODaTO6fbWAYETHucsu3t7KAxv3D3h7hsvc+feMVvbO4wnFaZpsCa5phN5/PPFMh5rFV19tvd2wDv2zl1gY2ONJx+7xFNPXqXT6XD+3DmuPfMMP/rJn2R7fQ1fz+n11slzxezoHsp5muNDqrBEz+dRNriM2hNKxfUZ4SRJNRshhKKqGo6Oh9w78dy48TrXrl1lbX2ARLDW70UetI8JEjpPwkoaF2D/7jHz+ZxLFy6xMxiQ97rIThc7n7G1sUFtHU29oD/ocHz/gKP79xkOJ2ztboMS3Ll1n6u7JWt7j4EIDPp9ptMZ9XwRHe4h6tSs/AdbvPnbRapvvrVTrqsfcVqNrTJz2uoyLu0Hk4J3yqO/s0z6Y8DPAt8QQnw13fffAr8K/I4Q4j8F3gJ+Oj32r4j0u9eIFLyf/3ZvIIBCxZPTBJ8OdspORMARudEkPq8SgWADlbWI4Jg7gzY1SkdX8FLn1I3Fi9jAqWoXNZiVx4WGRmoEBiRMRkvms4qt9cjqCDaWM401Ub9hvkAIRb+r8dYhpafxEisseRZAOMocQtCU3SgonimFs+CFp24CwQUKLbB2jpAC6wL9PKNqqmi6qnLq5ZQiL2icI880toleewhPP8/odjXzWU09n5Jlktp4qiaPWQgaLS2O6KvY2Fmcrmvxg3a8mTabPvVsk6HVbzvVHwB/ilOn55/NJIQM+LaxGEN0LBlpsbkoXxqlVmMQFi1LAljhfyGa6vog8cGlDD5movJMluuRKVONt2hRFQNmdN2JJ/uq5d5uK2HvsbQEglhdXLw7zaGFiJTFGNZ9wtzDar84YiO1teM6PZnjPjhtqia+tQCvUwofBJnUCGvprncpeiWjkeDCXpeTg5rxVFAONin6kdn06OPXmU5GHB3dYzIdY62iriZcvPw4eadgORuzvrHJ/f1DHnviKb7x3Nfplz2KtS1yVREoGU9PMIuGspujsjjOnheKu7fvYJ3kzltvsljb4ktf63D50iWOD0/Y2CuZjo+x0yOyriR0NG5mUCi6wmC6JV5JdG+dRp6Qo3DjGee2SuZG0xt0cfdOcCKj6G9QL+cIFUWudtZqemsDDu+fMDmpOZl6lktNLqJGyyIsUQLysgfeoYNmWY3Y3uzTyEAQlv7mNYZH99i8/ATV8JhmOSPTRRx06Xa5vHuB57/8WUbzOd/94Wf5wpefZz6bs7nZofaSPFWoTliMOkR2/wKFlMx9S3mKsOip/+ApDNGulAdi1gNc6gd7Ou9oLHuGztfCqlIkRYlvcftO2B2f4VtfXz7xNs8PwH/57bb7wGuAxgeig8npyG9c9j6qva1ww6gaJQQgIpaZYfAqanxYKZMwT8B6hastKssoywzvHctlBfikp6zwedRaWMwD3jfYqOazMhENMuonY1OGJTN6A4lvIqVHSmgQIAXzUQVKM7M1KjOUeUan1yVXUVkva/VEOgXWN5RlhFZMU7Gz0UtVc1TFk5lO0qMC5xqOx5bgPVJlBJ/hvY2NLTzGe0iUPBHb0bF5lwwIkqro6taKkZOKfkjBMS2aEB4UllEiPDBUGWPhmQEAgHRMQmidLNwpxkzUB2m1ZMQZnqjz4cxnC6n8jEE3pDJRqqil3XbYZWg1OkQUt3EpGJNUydI8Z/sN2gxmJd3qwupEahHp9joUUYxT/d/TudB2j6SLHWL1nFYrow3eQbbvEacSc91gOIfHcLJ/RLffZ2kEazsDevWCrX7JTXcTbyyvvzxjfWMAwdPt9qmqhhC6ZKLm+PCA3u4lzHLBxt5FzHLIznqH6WwZWVFCsLnRZXtzkyN3gnEW5aGuPR2l2L14ndrfYWtrnY21Aecv7rC51edo/w4H9+9z7/YJ9+4ecHBwQCYvMJqOkLWhPhmR9Xv4SQzO0+GYtUHBAsWo1pxvPJPFlAsXzrG/fx9TGaRWFEqTlxlbmx32h0P2zp9jfeMcoa5wwpPnHmnA1EuCzhDexrUqAv31PVxjKWtDPV6wLjS50kyOjiiU5uKVTe7duc3xcATHG+x1crqDTXa2N3jxlZv0c8d4MgWlEcEyXVQIaelkXQIzlsIQcCgnMRikYNUQb+vB0z7fQwEaTgM0Z574Drd2nb1dMH+nAA3vkolDSOieD3jpCZbVVSzNGj5wmVidcmkAw5rUyJEg8FgryTPIUsZnAjjrIRgyHa2UpJAEByZ4gtIxe9Ma7ZIDebwaxCk3JbGNRYiAFBYto/mqSrZPzkHAkucRR3YZ4CVNbbBzD1IhvY+jwtJTVYFMGxwG7yVFrphOF+gsRjmlNU3T4F2BVA7vU9AIMYP2piYXsUnmvccEgcanzDuOO0sRF7sMp43C0x3YNj6SmEwKrqt93mamiZPkHoI7Vo1VTjFtn4K7FGJlSLByR06J/Fkre84YcD6s17v6TCRlvATZnGnxnfl9iumttnH2DGOFasTnhxUgswq/CFJlkUrV8ND+Shh0m/2svpdoxXgkFpfofK3JQdqbUjOxa+zm+zhRcvXp9/HXfuETfPpf/wF/8pWv8b5rTzOZ3UfpPF5skp/kcjHHOeh1O0wncOz+LgAAIABJREFUM4bjE06mlicfPcdLLx6yf/s1Du4dknc36Q0Eo+GILMvpDfYYDec4X5PpLGbSmWZR2ThxpzXDoxG1CWRvHHM09jhKvIP1rR4vv/IGe7tX2L9/yLXHn0YuloxtyWR8hJRrHC/n7OztRFmFfM7CxIb3fL6kKCXGWrKsRAdD2elQ5B1mkwVZsc6yrhjPpwzrEfVszMxniFxSZgOqqqapLWQaZZdk0jKVA7LBgJ0LW5wcTsmUZu4FKlTcujenrwskjkG3xgXJpYt7lGUHa2oWdZ8r5wfcunOXbtFjWlUorcAKOv1OFMvyIq0xzjTLE3PJP5iZPhxHVxf3s2v2zHMfzmoTqPfAtt5uPb/d7dti0v9/3YKgbZqfnggiBmRJWAHvbTa2quSBoOIJar2gSRhk5aDxcU/3laOvPB0CzkoymdywnWW9LCgJUVioqqiCpyZgAK8VIlNkwkV6GR6tJEIpKhtYNJJFHYWGXNJPrhrHsnJUNgosoTw6EwTlMM6xrAXeNdQmZ+lKjA3MquhqUldRk2KxsBA0PtRYYwghmtkiHEo4MgzOKaogsUGRyQgBGBfV8lw40+hLYkX+gR+Rficct2VopNW1wlbbwPTwz9kASFpELfohkssKKVOIiEg6UKc/MhD52avVLdpLxqkRRnvMORVAWkHe7Z8PBWTa9z1zk6lqECL5Sp7Z1GotJRikXX8Prc4VZtnuq3b/RJH6KHPZXqhCiFZeJAHP3C2Zzivqozm//Xt/xH/3K38f0d3gBz7xAa5fK/HOst7pxEGQeonWEpEVlEXG/YP7fOjZD5Dna2g55/mXbtLpFBxPlmxsroEUZKpka2sb6xsW8yXz2YxCF+hM0t/YICv79NfX6RU52juCXbKznvPklR3e/8RlPvLBa/zYX/o+Hr16nU/++Mcp17b40R/7cZytefbj/z79NUFva43uoENpaybjCcOjfVzTcOXadUTRoSw7KCUpyx6Ztqisj/eS+WyGk9vMx0fY8ZDgFNqvkecaJeM5g/d4JNZbfFOTl7GqLOoT9l+/wXLpqDPJeHyXxx6/gC4y8saye/ExepvnUHqN12/cZHgyARTGa3Y3So4mnm7ZwWDpKkcmM6yso3plFBlfHTdSBRrXezzePvUXkkPaAz/t4glpZgBx2nUJZ/6O24kv8CTYTcTT0rfn2rcBwt81Qdr7iEXHE64tKVPWJTjl5RKpWMm/MbaZRFR3k20Ul8TOrRcYH5jVgdnSRMeNPHa/c+3RuUxi5Z5cSzZ6XdZyzVqu6StBx/vkJB5LWIegQRCExgnJ0hkqF1g4aJxn0fjoNI7HEV21vdQE6QjS48kxQuKUwrjEm/Zx7Lo2HucFtfFYF6gahw+agMYEopO5j5zOWB55MqJ0aQhRlEgoGZutaRXIVoB7lfGltSjFCvONOzrS5GSy2RIJQ4azV3ixesXZ5psnGgnHRptczR629D6Rsmsp4jtKIRMOHU4xBtJkHqkx588cWyLc4REgT/HgIARCCYKUZEnYSMsYzJUQaBGt0JSIkE9L5jvrq9gGY53gFZ+WzgovTL/b3r/gFBLyvmV9tMlEvOBISVqHOk11esrcgXBc/64P87//r3+TK49Kvu99T/KRx55Gb2reGlXM5xOE9CCjaJjW0VD30uWLvHrjVep6RNnbA6nY2NgCUzGfz7DNCdPxGGtqiryPziQXLu4hMs0H3vMe7r51k9ee/xo/+GP/AW8+dwO7dp55tsnQ9Xnu1oQ/feEe//aL9/njP/0yFx95lM+9cMj7vuuHWO/Bxz78IcT0kL/1N36eT37/9zAdjbj61Ad48onH2N3ZZd4owvyI0fEJ73nv00xnFY2xeAdFJhgPTyBINtcz/spP/2WefuI86ztbSJ3RmIyudOiyJHhHr1MQgLVeh3m1JCtKxGCPRz/wfob1MbODu/hQcvvFFzgaDhH5FsP795kcHzEanbDWLWjqBcE1NMYxnYxx9TH37t1DOM/CSRrb0FWRMFAUWTSkliE1yolDW0Gsqsq0AAhnEoYUjk6TlzMsp7PZtEznnBSxD6Jk1MNvDUzaOYR43n3ruAjvIrhDijOjljL69rUC+pHHGFYMEJXU2EKSLsW71FJPWgqu9doIqQyO80UmgGiS51+CVGibaNbRyDiwkucFgYATHiE0mZDUzkIA6xzeOXSI1ECDjqPGKoqtyyDIC0HVBGwT30NpEKGggWj06uMYrSeelDo4XMrMWgQsjmonpxLrVmPfp9AEiW5F+qYtPhqbeALS6DJtDZ9GvYHWWkq0gdcn9+REbaM15WwD1Wn5cnY9rWADQRpGIcEAnKHLgZZEayshVlzns5CJTMfJnebSqbnJCiiOAS+29kKiu0VzgsjO8Lh48VISXNLBbjHtNuC2F3wexKRt+4USI4MQ91XMiqNuuW8/rngQ65aSVOul600aF8e3ZrySqhZ0RZ9XnnueWzeu8p/87M/yG7/xKV5+4SVUf5e6XqYdpihygWkanHM47zi8N6G/PiC4gkJVXH/kEToqYN7yNEFy5cIG49GCpqkhaPKsoFrUOOt45cZNzl18kmsdwf4b3+D7fuTjjKYT8oubdArY37/D9N4boCVf/twbZL5hfa3P+WtXkUHykR/8IH/ypef4oz/+Yz79b3+HP/rSq+y/8hJPPPteZncaik7B3f1jyk6gmk9xzuOdw+MYz2asbW7yyb/0wwy2Btx6/TUOlmt874ev8xk7RnS6XL12hVdfe4nRHKRb0O/1qaxBKMXJaMnFXcF0NKY5nEFWIISPBr3dPsv5CNnpsb05YDieo4qCy+fO8dKrb7DR1+RFh/G4YW1jnXppWFaGPNNM5lN6Ko9DPnlAkWGaagWh0l6SW7u1cHq8VwkCnCrfpfMo9lBOz402CQkhIH2bLScI7GzF+o5AR7y9a4J0C9r7EJBBrHSPA4FkIEKkRobYSAxRHEWmcvcscyBInTLClJIJ0CIKOFlnEUohbDzxAaySyFawOIBtqpRSOYyTZNIjnAIUWYhCSC3QOlAeK5KVkooaGtJL1nuKqpJcv7rFdDrHJn0R4wMnCw3SY9uJOimiy8yZ7M4TBylEiBoTK0211KSKwknxQK8OYhtAQothx8db+Uy/spVKIkFth7rlBbehJq02mfCEyNpoc4XTDKNddAqxUhKTyVKoXXyxnGTFU3Z8c5CMW47sCnFm9bcMk8xHCCS5Y6XvkRrIUdYZAWRJb8SmnLzFhqGlyKW/w4MY4NsNE/gzOPxZTD6cgUNCgojOumu0MrAiuU8LCc5LYEnHKv7Or3yKQa8k2BqT98kOb1M7yWCjj7VRs3o8mrK9t0vjPHUzQlKg84bJQnDxQsbnP/9Fehu7dOsZo9EJ3c4mfhn36XB4zGJWxXWIJjRDbBC8cm/CU7uez3/tLj/y8aepRg1bPbj6oWc4vPUa3/XMR5kODYvlEU2pubS2zZ984XU+8Yln+Ce/+Rof/8R/yB/87q/zyZ//H3j5+S/TiA66qZCS2CcRgrJTIkPFYunY2d7l5Oge1649zqd+/3dxszE/81f+Kv/mD/85b9084N4bd/jsp5e8/5nHmNsGmSi3O4MNhsfHqExg5AbaW8q8w7yeEop1yCRh0aB7UW1xPnXIMEARuHVnn0waNja2mdmM9XXB4dE09q6yHBsceadLbQx5nhHQzG2EMI09VXtuh1rakCISXNYe/9X6b5+XpANOT43T6qrNZBKPKPaLlExTjt/Z7V0Dd8Aplui9T2OXidolYkPMB3AuOoZomTQjRGwYnk3xlIhUOSlBqdhAFEISnCdf0fQkSkm0kmx2M7bXe2wNBmz2evS7HcqsoJuV9MoIbWRaUHYUvU5Bt9unKEsyrUFpskxRdDKKUrPWK9ne3WRtfZOrV3c4PB5iGkNVB8azirqq2SwzBllOP8/jsI0n2jgFVkCYiP0YRIjaG57YBXZJnvQsXuxTCA8hsb58WMXUGNhTQEyNQNE27WKqmKCiMyzlBH+0maX0bcBP4VRFXnFkgrSmCC08cjq11V4QYsCNcEeEIOJP1upnBAEqoLWMPF8lImaZKWSm8SJWIG11kOuMXGvKPKfIijiAlDSinQOtFVnahs6jyJWSKmqq8CBdqt0vUkbtCSklWqsz90XIpF1iElaNxdPytp3gjAQ9gVgZCgghMEXO5u42au863b0tys0BtW1gNiHrbIK3mMWcumrIhAIlGA6HVLMZAo+tFhwfD9ndKrjx+k2e+fB3oam5cvUizjuWyymdso8zlqaJQzybax2sCTz6+CO8euse733/VQ4Wip/6qU/wlefe4rVbR3z5hRvcGy6p5Daf+eIhf/LVr/DV5w+5dPm7+doLb3J4+ybj4YjF0FIP53zyx36en/rE0zib4RYW6z0y1wxKMHWNUhpTe5TSDE+Ouf7YI/zev/g/+e7veYb3f/QH+LV/9I95+pn3s1Pm7Gztsb1V8vxrb+Abg2k8IljmdUN3e4frTzzJ+QuX+MVf/Hmsqblw/kmKfI1cZZRr25g6YzRdQNZn+9wFrIHamVUVfnRwwO3b+1RVQ5YplIyThVEETXHxwqVIyy0yPBEiWwFbK5ZTW4mH0/Wc1kAbrVf6NS100T6W7lMkCDFVhO0a/vPc3hWZtCDupHYs1+uM3FqyPLIQvAgYy4o94HzMBGMm7cl0LIXjvvEIEfHbNmPUUWkIlYmVg7V3Fq1zRKZxDoxtYuONsIK1hYguIZu9EiHAeYexhsW8QWfRSsoYSyYFi8qidYFxFpl7vKmolyKKmdcG4xuM92Rll9GsxuuSEkNHB+Z1FA6CgHMiTsmlE74dEmmXUCvuIgEvW8qZStiYhzPqXuJMOW5XiyQQfDukEVtysReQIA5EZL8QRft1CDQqJ/MOJdOEVlDps0RBfETkLUPEijMVdS5Imh4yi41NgogUKy9R0qJV8iDMS4KIVlOJwwciwjlSacqyiMNNLlorRW3q6EYeRKDI5MpxB4hTbKRBHOfpZgpjoicjIfpOntKrSMJPCYsnwmtGi7SduL/rtP68jI480p9OSULLMk84z9mGa4Cum3N4UCFO7qGUppo0WCXJVI6nRhWaoDU7vQ73Dk/IhCfLBIuFQXdKlgr6g00OD4ZI4bj54it0Oxm379zHuALjDdVsxNbGFtYuGfQ3qUPDpQuCp9/zLD/8w9/HCzcqLmSWtSD5qZ/4SZbHluePbvOlP/g01656Pvbs+/nMN87zIx/9AZ57/uu8531PsHRrZD2LlSBCE8eoxwtKYVFZjVcDdHB0i3Wq+QknwxN0VkS38Mpw88ZtHn/yKX7okz/Kb/zT32N3YwukYVhVrMm7VIsFmSjw0oDPkEIwny2Qy5p9U7Gsb/OXf/q/4q/+jf+MT33qt5HKEjKL8zM2eorgc0w9oVesMfUGJTO6hSKU6+ysL5iWuzzzyGX+9GvPI21FNy9ZisDJVHPr4ACZV5RNQZ2a7S38J1bQ4+qoEtOP0/tWmEULW4SHcOxVVu6T0uJpMeofShK+3e1dEaQRAqGj4piUkOcan3Q0gm+x1KiA11iHlHEYJIg48WRcHD4hOISUKJFHLWMZA7fMJcaBsQZnonhPlpdUdY1okq5rcmiIJ5jAEnDWEYIhmJYT7FdluDEB7WNZ7EjsimZJlpdMlstIJ7INWutUegvyssNsYcgLRa5NKscVvcJjnKZBkSuH8A6f2M1Se7zXiRsuCViUEkQLxhSklcJ6Gy9aSuPxsdz2cWEoEU19hfCp+kgd9TRsoVQCU9IQkVIC56OiXqYyzm10mM5qjDHRVLTIo6Rqyo6FDlFAish/9k6CjEwKLQUBSS5By+hpqJTE2agoZ70DW6/gkrOnBICzlsbEQR2CTN6JMahaDz4oTMLvxYpaGB+XqcqaVzG4e5NOM+M5a4+EBCsiC0Smz+ubJjZPJYggUEpFJoWIEFtdN6QH0/dulUBCCvxRq6HlXAtT0HQFdrmkJzO6tqbsB8Z1A96QuWi3lUmDVBnbF66yJwz37h2yO9jm1v37XL5wDp13CKMDnnzqcT772ee5cnGTw9GCuqk4PBmzMejSXetSDZd8/dUR1198iYM3JUf37tETJ5zI21zfeYZ/9+JrdDpL+nt7TGcjvvDZlxmN5nz9tU3yTPDlL7xEqRVXO7tkribojKa2/B+/9Yf8g1/7+/zSr/5j7PE9aBqWXcN2XiC1J5SKMF9Ar8v5MmAW9/kHv/IP+Nj3f5TPj1+ingieuvw449kUHQZ0e12cNMynY4wH7xdYLzg+XnL+0mWEUPzgsxf4/X82oX/xItP9E6wRFFubLIe3KfKc44MhziyRCKpQ0OzfpKZDX9a89OorrGWaofEoGXDLivMbBU898SRfdwqnDK3tygqmW8XQMzDWQ3+tBpgS/BVOH6FtpqywbH8q5Xt2jT8Iun3r27siSEdszyKdwKKwjcVbgwjRnqhtjdG6TwtJEwRuWaEzgQtJF9hH3JoU0LSSeGextcEjozxpKu+1zBh0ckxtkETh++BPHxeA1hHXS/MthHDKSvA28pfjiKeKtCldRHlR56KwjsqiJVaAspvjrEepgHENzsXxcy0N652SolRkmWa5XGCtwHuLdQKCIlc2VRCe4DVSRssr62I1Ee3hYybtnUfK+P1FFjvLOZ66NcL0Ior/y+hwEqlkMmaTSsayUGiKLF6wGms4OKqR1Aiii8mkWiJkOFW8izVepLhJGUXmXaoMvMc2DS4InIxGBMG7xK6IpaD0tDsYUsVwCklEQAcRGRlSyah/kZqgESJyrPSpQ7rgCIFtwQcRMD4gQ0i4fcy4hYpdCx3cCtJppxk1YQUTxW1G5yCPXUFF/sEh8xXkEzv4p8RwLyWNrcmPTuhtrmG7mkHvGjjD7niBy3tMjmfM5nN86KAwvHXzBns763Q6A9Yu7PHoICMYgzUTrPOMp7B76SKL+pjpZEy/W+C0ZjIZ01QNNsQhrsN7b3CnrviRH/wov/Wbv8tHPvZdvPDqW7z55pvsXTvH8ck9PvzUY0yrJbJc59ylR3juz/4UtS6wU4NUXRojyTOHynOK3PD3fu1/43/+H3+ZX/zP/y7GW2TWR2aQuYJmvCATnryuaYoe3axg99yAj33/FX7rt2ryLGc6vI9xnife814INTfeuIvMcnIv6e/kLOZzit4as9EQpTXDZcNSrlFPG3yzQGjNYjhk+/FnGU0PyJYeUWxj6wXB1RSbF7nQE3zjhZucO7fJSTWL07xNw3Z/g+HxkrsvvZIYGH2Cn3Gmffwdx6x4yFvQaxWSv+m5315C6Z1v7wpMWgjQxAyrzBSdXCbMGGyIDTRv2zHmQKFgrZ+jiphJl6WmzCRaRUiCEDDGMJktWVSWxgPeo7WiyDO0VtSLBbNxhTMW61yUV/QuwQEO0zjq2lGbhqryLCuLMRZvLaY5bRgpFScepa1R9RKcQctAJ1d0taeQgY6WZAKkM0kUP5qjKq3QumBcWYazBcfjBaLokXV6FP0NeoM+RadA6i4iK8nKDlknR2YZqszIuxmyKylyST9z9DPY6AgGmaSrJCWCzEqMBxUUUkQMWGQqityLGMTaBqEPLvoHNobxZMHJ3DCtJCpEGc4gYmNU5QmSkW6VORsLtREsG8/CCRZOsrCShZdRsF0I8I5gk3WV83hrAAfCp8lDgU3Skqf/Wsy8bfR6CI7gLcHb+JlRWOJgrxXRgswlrDA4R5AKoRRBxmpNpww3eJ+aQgoh9IpEGC0QZFL1EwQlsNbGC75zKVintQusTqPQJhwJFkr/5r5kfb3CbQwI6xeZH8452j+g2LxIudahWdQYt8RWNb1BiSwGXLt6lV5/QLVc8vKXv0qB4okn3s/R0QlSd/HmBMyMu/dPKDtdgndsra1T5JIax/lze2x1+4ymNWV3E1F0+eB3P8lkMWNv9zLWTammI7xr6PQzIKO3sc7Xn/sySjvuv7oPwjKbTMgLiw2CRVVjnUO6Kb/0X/wdfu5n/iLvfe/TjGYznn7yA5TbHUJepMoyYKtjTsYV08WS1/bHnIhDeh2JU7CxvskrL36Nw7uHHBzsMzo6ZKNXcP7KNUzjOH/+Els7u8zmS/7573yKrRym9w8oOn3q2ZSip7nzwlfp1BXHkxG9UlDmmseeepZLu2vcfP0NCJJuWZIjaExFIXLm8yk75zSVqdB5J7rwiNMjGePR2az39Di3P22P4hR/9g/0LORDz//mrZ1dO9/68fb2LsmkobZRr7ixVcyyZOTUZipaHcUyNGZalZM0RxPWBh2WVcNiWaOEJASbGCKOLMuRMtKYGhtHQ2mibrSI4Ha0w/Pg7GkiF49XbPh47whOovMYRGzyLUypH9ZGcRkvFFokXZFk2LqsPFJH12MZDFkGQkGGpFPGCcey040GqM5gfNSx0EIiC0VdN1hrsS6NntcW50lQhyNkBd55sqJECUPlixUvV+edFDB8ygILvDMEotmrTfq5vl1CQaGUi36K3pEUYgjB4IHKx660khHGOFWkkyvKpBYJDw4C11SQtDqki++0CmQyYsmISLNTSIRwlG32LKIymvdxW0IEbEjt0YTPZyplqCHEgOsCIegVyyIImRo/8YTLaUCB0DpqmuDJ48fFB0vwMsIp0q8ar6lDGLOgyFckEKJ2dhq5b/NoKfzb9oJafsAgXzJbdmEyYrh4C+0ber2Cajzh6N5tClEiZIbKCjKl6XQky2pKlvUotMcUA05GU6YvvEJebiCYUXYusv/ca3R7a5hqhux2mc/HFHmOaQTLxQzvDaaesaw1RUcy2BjwEz/+H/E7//Jf0Ml69IsB2U4Aq9DkODQXd3f58NNbzKcL/u9//e8I8nG6ZZelj32fjZ2d2NB2M/7o039Mf7DND3/i47z62gtUzYLCLwndHkV/wGa5ANnD2SHT0QsMKKiBWSiZ359jleOpyzucu3SZN+/cZGtnm6o2SAWDbs7xoaHfyXjuG2/xyb/4vfzRZ77OvBpz6dqjDA8O2Dl/juODQ9Y3ehwPJ+zu7PHC819CIvjgh57ls5//KsfHQ67s7fLq3TnWGcrtdTJlqOYLCFVsWH6bKPnwoX1YX7p9TsSyv/XrV2MBqc9+lkES3qGZ+K4I0hCL3JWKWghpoL218lw9CYFABotHMJotUG0H3btTBoJSNI2NSldKo2UiwITY2HJJJWzV4BHR5aTlareYUos1WdNilWBdQCdFNV1kWOcQxuGViKCMlVTeozNJY1w0TXXREFeHaFvbLCJUMplPQUCniO9deY+zs8RWiXBAvDIrOp08Dfx4Op2STGd47ykzhTKe/5e5N43VLUvvu35r2NM7nvnec4eq21XVVd3udrvtDu2KbWSIjAAhhSAhYqMAAsvOByKDhAJJBBIiWOJDEmQLiGTCFwviJGCwiTGGNLbabrsHu6vnqq6qrqpbt+69Zx7ecU9r4MPa+33fc+65Q9tfapXeOndPa6+991rPetb/eZ7/YyXUVR24QSLAW4wx1HVIDoqUCNuEzsvAWBbCYYO3DAbQIROzNYF0yHkdDIGEiEjhXMCyvQhhKyLoDtatBLgIFaCIZrXvRMOD4mywKiyCBQIfdJjzZOOTTqhFSZQO/CpCCCIbgllWXd98gx8LD14HLb3VSbSSi+VoQEM0xoYVUtu9TDNamsDA5llUGDzNRFgv/MSDu6X0Ae6BpcIAIYLz0aHcGo4gUhXOeMr1LnJkiLeHyNpy8t57xL2MTpowtF3OpzNOTo9ZG66xvrVFMZ8zzSuSXsrp2SmDfoWwFaXv8MHBMZ/81MscHI+YiLCCI+pQ2pC8QIqYJO2g4h5RqqiLc7787j6f+y9+mZ/5Kz9B8sX36KTrCLo8/8kbcO+UkxOYFu+Bf4WsO2Fz4xXqmSfrrGHLOWVZ4mrD3tGIbgde/thn0LJi73DEj/75H+O4+iL3z95CphHl6ASjYtbXeyBLqrJHYTzCGuz5Pv3+DTprmizt8nDviKzTZWtrm+PzMbOiwnjB5uYaD/cPGCYFP/Gv/av8+u9+mURAMR7TSwN/TdzpIVRKrCVH+3sgBLNpzpt397jz/HXeubtHMX2frJdhDdjaIpOIpJNRlo7a1EhpF98vOHY8KjDlJUl+JYlSq+QtNxfyK/wNnW+RNOAZDYgfGiG9fBC/cIFp90O7tAhYsbe2CTaQgZGyZTtrsGTvXBMMAs6YsCJpBnRwM26CHbj4EoGloKBtQmiPtUuOiCBQAv2jcB6ziDCRAaO2IZtIHAmcNxg0WofIwNwJlK+bewaMe2I0yjokAau1JtQnGvzTSRC+RjUkP76wSFGE7CsiGBBjFSYGKWPOzgq0NuhIEyUx/W5M6YMmaoyh2+lgjcV6g/eCqjLgHHlVUleCOPEIoVGqicSzNMk5HcK2pAbtQs4hdOO0Lxqmu8Z9rdUWnHNIYqxrEgxL2fiINxGSfrlADNwXDoHCGI/1jkgGLL39Lq11vOXptSowzrUcIPMqhGm39KGiEaIt0VLQaBptu4HQfBuEstrpmjYF4ia7IPR/lrHVCnEhIJ9lbO1OcUfBUyk6V1gxRycpwjryeYWLU6yzbF7bZj6aMjo/RwhN1u2hbcWsNBQdyYvP7TKuU04evs1sFPx7i8rQ6XSC66mG27eu88Kdlzg7usuLz1/np//9f4vf++3f5z/9+Z/mta99ky999Tv82z/3F/n/fv3zvHRH8Jv/+Dd46TOf5XCvYjioGJlzfufzb3JjULFze5ebpz0+2LPoKEFryXPPX+fh0YROT/B/f+FNVCRYFzNqq9A6ZV6csxZ3OTqZUJbvc+elXV64lUKU46sC2emjo5rxSFDlMJ2MuHbjFlsbW7x79z5bW1thFSbCKmniEv7oc7+DchKDYmo8uprTURFba5ucHD2gqD3dzDOf1Lz04h32zuZ0pCSLBEnSpy48KvYUZUGp1WJsh6G7NOQ97tt+n15zTf8MdUvRKp/tmL9sSAz3flz50AhpaDUgMnvsAAAgAElEQVQxHhkFAYpYhms2OmvIDNH4IC5g+2amWrhP0QrjYMzxjYwJEYmAF2gRfH2Xk2Xj9iaCsVD6sLwXCnQjKi0SLRxWSrS1GKFwQqK8QwnY3epT1QYvJGmkGc/njHOL8hXOywZsCKYnZWpM48cpCIEtDWkFIUTb4LzASg0+xE9WLuBitnkjpVUI4xCywssIjMJXBiUdTmu8N0gH0jlO5nOEcyjv0NIiFSgdkXU6pM5RGxOynRMRRTI8m7NBs49kg1+3IkxiTA3CN+HqtoEqAoOfUwJpPV7Y4AxhPUp66oY3HE8IoheNv6lqWe3cMijAqosY8MqyUggQjfBfTLhNUFQ7+yqxmtEluNq1nU3Q1rXsc20ATAufSBHqX53MH1cWcFlTo3ceHRccn/UZlKeMRYkedCjnClNNWVvf4OTomKhJWjzIhpzuH6F0TF3N+MQnP8bdu3u89OI2J6cPeP2Nc67fvs2Nm9d5770HaN2l14vJ5xWDrS5rvSGHo1Ne+8qX0J0tfupf+mH+67/za9j5u3z5m9+CLCLd2ua1r3yZzR3Hke7yk3/lL6NcxWd/aJe777zJ5GSPVz/R54WPbPPiTpfPfV5jas+rr36Gz/3uFxBmik+vIX1MXIw4P87hzhrHhwfotR7qdEqeW1Qi2NnZ5rM/+iq//A9+j7T3CTrDbYzL2TsuWRsmfHD/gFu3XuT1N76JsBXdXof33x1TliXee+JOQiIcf/Llr/D8nQGli9h79wPWhymz/Jw07tHPOmgV/LR3b6yzv/8QIwfYBCKp8XVNqSqG0RqqspRNYNli4m9Wzo//qOKiTLpq4XRFR1jAp80Kv80SHsqzS/0PhZAWgFIRbfCE8AYrQXjFgk0hxHGDFDSODDgEstGmFeCdQUhFJFxI0OqbjB5SEUuofIz0dYggU4Rs2xKEUsi68ThoAl8geD4IQvYJQZCbxlmUggSJ1lET9TRHKIG2jn5XMRwOODwfUzjFoBfjsUxnc5xLSBJNVfvAytdoZkBIUuBbg9SSKwIXvBbaFQIQmPZsw8nReCw0gW44JxE+pAJqSYBEXRAW6kHrF6YKFKlCLqIQvXeovCISHqWCL7CrDPNC4pXB2oZNWQosQYB7H9z+bONZsdBam57phQ0eIC3e36x4bAMaLPu9YpFD0QWMu30vzof+0JI4QaOdeM8ybH0JLYRghJXO5QmeGe3k30Z0NjP7UpwKVm4BvsnAjsN5BYRnaSE37+3i/GVIMc3xMAWHCFmFt4okmhHd/ij68IiqOsGaPpG2uOmM3ZvXmJyNSGLNpJ4ju122ttbZ3Nnlq1/5MhtbAybjktKmrG132NoY8r233qGqK5wVXN/cIlIzxtM5o+NzpFJsXdskjgreeeMP+OGXEo4Ptzi8d0Cda/LxhM045e6DM5zN2fvjb0NeMY0sd17MuLn1An/wtfc4m/0kv/XV32CsNsg0/Mlrr3Frd51771UkEvAV86ok7WcIbylGJX1tEFEfZUryusdkdMatF27zC3/9Z6mKh/z9//wfstYdMpUls6rCiHfJ9wukdrz29TfQ/SEff+U5zicF3aThXvGCB4dn/Jv/wo/z+S98eUUUJHjl2dm8ycPjh7giJ+nsIs7P8OUZRg9Ikph8MsHVMK2nJFJjjEE1wUsYRSRdgEsvdpulfPKXthdw1xOKh5b21AvZpFRrguouKKFPF9YfCiEdxxEv3trm7PQMi6TILVhFYSOc9LhYo2oDTXiw9havFJHw1NaRCkGmDWknIolj8romjWNk80HSTp/T8QRUhHNJ8PgockSs0QiU95hEI4Wkqspg9VdBC1JKMasNXjakqR68lfQiGE8rVKzJRODF7XU1FsnbByf00xjlcspxSa0l6AhflcyLhlWkcZxvuEQXdbea4jLSWOAUDflLILl3trmsmaqlFwtjhoBAyN/CRc36XCuB9UETl4t8g0GAxc6FqEYvKZH4uiELEhZPCPn1TZuDXFTgg+9xMKYtO55oog8XfLsrCTvbBrpHImKb9rRtvrSSMu2Flytqy8r5F/1cl/tWk4Aukxj4RwbbBaW6vUa0wexuKYsXEZY0rn1Nu0XAqBffR3ogApkzORkR2wneKxLtOJ9raj9nXNRAjdQJeXlMLFPG4zOmswmvvPwKg75m73BKR4zppZLDwxE1ks3NDU5OJhwenmCtJ04TskGPs/NzzsdzhoMev/W7X2dne42iypG1ZDor6G1ucM8eo6Vk0An3Wt9dp9475WBPcbB/j5s7N7n7na9g4whZnDMqEj71Iz/EH/7+Fxmu9TGmZj4d0dNdZtWEKOmi05jz0uHrYwaDDomMOM5r/qu/8d+wdf0lVFJjhmukWlPbGj837GzcYe/4ACU0UVZRTs95eATHJ6d00pRet8N0dE463KEXdbF2He9OmJuMopjgJmNGZ2M6mSavHdH4nJ1r27z73j5xlnDv8IT1bood5ZiqoNYR3SxGCVDSILSgxuAf6ZOrfeLJePQy6cPF7eU+twyeegRPWUItjytPFdJCiNvArwLXCfahX/He/5IQ4r8Efg44ak79W977326u+ZvAzxJG3y947/+fJ92jNp7DgwlK1sRaM1zrE8VREBDOoqOMSKmwVPDB8j/PZyFBrdZIb0iyIbP5lNGsINaKaVEhZU1ZWE7OLZ1hTGAVtQjp0HGMqUsqq0BIImEoa48UilrJYJgr50Ezx2KcAyxaBqNh5SUi0jhTUCtBEnuskJzNSjSeSHi8laAV54bAykdISBDkTUtIBE64FaHcwAgLr64G1mk11JUZWrHUAdXK+1zARs2aSyWaJtk5ygfuE+ktmXZknYQ8r+jHmqijieKI2WRCVUq8jBAKnLeUDXGGtQ7deDN40XjdiJYngwVh//JJaDC5Z8NyH1+e/eLLq9FHtB5/sX3Pdusr7t8mrRNhILcCW8rWFzwI6jguKfIeRZ6T2hlC9uj1E5gXxGlKWRQoGZGoGOssKnIUuaIoxiRRD6UynHfM8prtjQ22dne5tbvOt998L0BmFuraEicxAkG/28O6gqPDGRLP/sMz+oMeOtHU05z1Xo/JGA4Oj5h2K+IkJYtiOp2Mk6MRnW6PjQ1LkU/Iqxotampf8Noff4koiujENZXs0ekPOC9KPDFx0iGKNFWtEEoyzmHQV3SMZ38Of/Pnf5Zqcspv/Ob/wetvfZd+dx0QnJwe4Ixlc3ML53pYN6fMc7ytieJeiDAVGl+MgIiDwz2iTko5nyOjhCxKIKrYuX6Lw4P7lEXO+fmUazsDoihhLUupZIzWMwQR2nvKsmQ+n1NXKcp5pNKUIsiWKzvQU3pYC40uj17qcZfqEq2DgmhYH69UXJblWTRpA/wn3vvXhBB94KtCiH/WHPtvvfd/51IDfgD4aeATwA3gc0KIl327PryiSOEwvgAU1ngm+STwbghFrBVeFDgrGixJI6Sj2+2gkpjaOOauy/xkTlnWKCGpbE0aaUoLOlJgDeUUNtf6VBiq3DEvymBwi6HXS6mqmm43Js/niMYg6HWKqUqiJrBMyuBtYTwI78jiDI/E1p4CRzmt6HUSXF0Fvg40pqxD0lzTGJ7kCi7VCl0vWhK/sNu3Bq4lH8dyOc9CyARoiAajX3mfbaCHCEu6LFbU1qNU+7n9wr1vVta4JKZ0jrw0qNrQX1ujKzTO25BeqyqY1BZTB42gtC1Xnmza1y79W069cI+2eH+x214eA88oKp+5PB0ufPJi9arlrLh0vIUyFwbKhkXKIQLBDC1fSdg/GnfY3djj8CzCC8fx+IiklyF1TD+J8FIzH43QSUIkY3wqqI1nPDnjwcMPWF/rh0EtoMjnHN5/D8wMpSRJ1qHX18ync3ae32H/4IDJyZQki7A+UCeUZb1ISjub5Rhj6XZ7ATbQkr39Y3TcRaYxxgsePtwnSYacjB7S720x6Com4zmSir3jmv5aRJFXCFfi6AQeQtu8BycpdYQxBmlKbtzY5fjBfX7zn/4auXVEUYK10B+ug7eMZyMmk2M+/emP8Y1vvcX5KA9MlMZRU9NNE6q65ve/8Id8+pUbvHswpZieg/X0eglp0mc2PSWfT3nl5Vc4ePiQLMvI1rd46/37fOqVXd6cnlLXBoEgTdMAozQskSX2IqTxlA4kHukbTbDdhd5yUetaVcJojOw0c/zTlJdnSZ+1B+w1/54IId4Abj7hkn8d+Efe+xJ4TwjxPeCzwBcfd4F1QTOd5hXGKpK0Q13VKB3h6hC9F+j+JEIYhJCMyhK0RAmNqM5xUiBVhHEQK0dZO/pZhFSSuTHEvmB0XBN3U3CGThzhUXS7CWVZY2XCZJazPRwynU0pjQ8aI2BRaNmGa0v6SZh9hS9x+ECPikVEjnluiaNApym9BZ2By5tleGNwa3ApSXDzs54L+KpUAUZwrsGbCRweLYyAbJBU37iQKZBCLRjoQsSfwTlPZQyi0gjh8N4GMiIRMFWtJM5B6jy6CdeO45RER9SVQXhHURTUdU0tBKWxKBnuhfBI55s0WKKdLRYd8qJm0Bph263L5bIQvywkH+30Ty2rp8uLA2GJQF89Hlchk1ZDujCQRMvz0WhEjTsjNFzYUjTPHzLL5FXGxsYhH0w7JOsZIh9jqwhhPUaDjjJ6/S79Tp8qzzHeUpeWrDNAScX17YT1zU0qC7efu8mb79xnZ2cHdXbG0ekErOV8NiNWmtOTU+bTCXGsQAg21taoa8tkOmYytuzsXCNOIrI0YfLwIRsb61RVye71XYTq8sG9CusciYB8NuW52y9yuH9AHQ0QIibp9tjpSA6nhm4kMMYSqZoo0gzX1qhNTVXNSbzBuZDsVSH41V/9VXyUorxje+sGDx7cR8UR1XzC9Z1dupnm9TfuUswKev0eSguKSc5ad8DRyYh+J+F05vnpf+Vf5Ku//A+I1rqs9zMe3N+nN+hTVSWv/tiPMRrNOB2dciO7wRvf/i7rg4x79+5RVxIhAxmusY4oTYmiGuNa3puL0/CTJPVlj0v/KCDySF+80H1aw3arpEmeCLd8X5i0EOIO8MPAlwkJav+aEOLfBf6EoG2fEQT4l1Yuu8+ThTq+iRCEQORuTPBZqMs5woPWILQmBBOG5ZR3DukEtStJohQnZIgT8x6sREhBURvqCjreo73CqcAoZkVE6QTCGfzMUZUOHVV00pTxaEKWxlg7p6wFRDHSeqxWeGOIBOSlB5ET68CYpgNEG7gqIqicIUu6GFkgbYGQirpxZ/MuEP04sxKevHALbMO0LcKHMGYhBA6NEoYWHWt5oaUMREe1qXHWoVToALUJKK4nCNSqMst8fCx9QmmIQ41oQ2I9kjK0yQuiyBDrGLRCuoBlW6MCOT0tBr7U4lvWMHGpj7YWbrHYDr2zdURq6WgWCQMErHJrXKn3PkH7eGSIuavlejs0r9KcL2tV8pF97fOH61s6Uw8LbtbW0ypSJXmeEdsJkfLMvEBKh0626GcKKwUygmI6wWOJu12u3xxQFxXHR0ccjk3wLFIJb7z+BscnR5i1DVQyoKqOSNIBsVYoqZnMZiA0SRrjcaRpynR6xK2bN4miiOvXrnNwuM/Z6Jyt7U0mkwnDbje4to32iTMo84I43qDfT9k7+IAoihmP9tjc2AI847ymKnLO8hKiDj7pIjt96ipHVGUguEcSxxoqQ1EUyKxLMTojR3F6fp/19Q20jtl98TqjszPefPN9hut9KmOZ5+esrQ2pnGWWz9EypLianx7j64pMltRTjx4O6Kyvc7L/kOFwHTpdzg5P6XZ7bG5dY/+8oN+VHB8cIIVuOkLQFmxdYZ1COQU+JBtefuPLneuS5rwidBeTvb+4ffnf/qqImVZpeQpr6TMLaSFED/h14D/23o+FEH8f+NvNrf428HeB/4DHj4fL9f088PPttrVywYXgRYUkZPuwQlB7h6xMCA2WKmTeiBRKKqwXlHlFMLw3ma8VxD5wPHSUIEKgMoX0CUVtMUVBohVOx8zLiq52lFZTTyq6HcH5JG80VocGpJKUZUhWWXlCO4WmrkO7rIqIvUURuGL73R6lqTFWYkVol3EObBNh5GCxaGqi7paufh6PRnqL0q3m6nGBb64JQgkMbZUxOKcbSRHSOEkE3rVCJ/QmjVjY3fyKh0P7aWyrqQMgkcIipKaymlkTnRiiLDVgcE2G5Rb2Dhjsao2PEXiXji86+Kqhkasjur6f8vSrl2K8ZfN73C1bQX4xDJxLy9tLUI6g8boJItwaTdybAVDkMd5O8AKm0/sUJ4rO1jbGSaajKVVZ0S1qirMJSkVknS51ccxoWqO148Xnb3B0PsM5y+xsn2Gv25BlWZwX9JIQll0Wc6SKGI0maC0Zj8c45xmdjxiNRygtMVYyGRc4Z6iPTqlciIKtqpSDgxOSbodObxvra7Y2bnF+esKNG7tkeATvMFjfQklJhxFne3vMpjMEjk63x7hwuPGEnfU+BqjKOVZq1gZdplNJXRSQwltvvU1VG+Isoi4C7UKWdiiKHCEk+SxH6pRZXhIj+cM/+iNKo7l2axsvJHG/w7bZwjrHa7//RaSA3Ru3iTp9Pv7RXd544226SUZRz0LCDcIYkFKhlcP4VQfdx3SgRzTnS/1jxXC4KrxX+8wFg6F4VEg+qc8+k5AWQkQEAf2/eO//d8JND1aO/4/AbzWb94HbK5ffAh5ertN7/yvArwBIKX2c6IWHlACsMwgPyjuMDeHBSI11FuNaVzkASxY3ZNoikAJp4ZHakygN0hMnKafTkryqSOPAW1FaiTeBZ6MiQlIhtGA2D6Hdzgb81TkbGNJoMFfhCUnPfBMSDdLV1J7gIVFb8mkePFB8gwJEUSB/xyKtRCrQsQ5GT6VIlGQRwu0CH68xdYAZjKMWIaVWUAQ8VujgLugkAotCLiEQwLRkMaKRE16Ct41rYaP9rnQa1ai6YY9FiDb7SQg4Qbjg4OBD9hQWLneN1vyIteFir37c4rFdNi7IH9sTrwKtr5aJKyfwhBOu0hsev6QNR5b69aqLXZtG4Orna65sM+E0x7W2REnJ3A9hPsWLAoiI1tYQxlAVU6YzTyIj4sSgtKTX6wDQ6WQcn/XIpOATr7zI/vE5w66i2+uRlxVOOpI4wXqJqUu8gNFkhNaafqdLXdUYEzLO16bCuxQpNWtrG+T5FKUsWnbprzeJDrxlsN0nTTbpdIc8f/t5dJJQ10ecnWVsXbvB6fEZ+uVX2cwUdVVQ2B7b21v0+32OyhJvKpQFoT2jSjIvR0TWgUo4PDhBqAD9iSrHGdje3GE8OUZGAllLut0Oo/E5NMFekRSURUmtMu4fF/ylv/Qv85v/1+fwStFfG9DpbzA+fMiwnzLoJnz39W+hsw1kfc5gbR1qTxw1/vlFjnGgREPv0FApeC8WX/qRHvSUWf+qyMEL3fWK/vv9qCHP4t0hgP8JeMN7//dW9u82eDXAvwF8u/n3/wn8QyHE3yMYDj8KfOVJ9/DeU1RlSFXjZWC6azKo4CHSjrKWSCcQaNIkPKKWDoUILmBRCCIJDGgR4JnVjmnlSCrTaMYB91ZCNnLWoZUAZzAiQkuB0g5j7GLkWa/ItCI3obN450mlw/koUHtKSaI8WgfhJnXwuYhUME6kcRyMn0ohVERdlcyLIuQqdA5TFeznlkiFCKuQHTtvBEQg+UnjJrOM91gBkQtrDqca+MP7wJjXaMi6iQ7EB9hAyICDuwYovsxnu5pSPoTPe1ZTZ3k8yBBkIvCEWBC/8Hv26ope95Re2EIgIannEmMPx/5srGGIxouGpaZ88bhYwDL+ysNiueLw/lJrrmjZCuAuILyrJp1Sq3RMp326GwN0r48bHWIjyXZnhz054yO3P8Lxuw84HJ0hfYpOM/J5jpCayfkeUdxha2uT9997k/5wl3FV8vBkxPPPvcTDe+9SVDUxjrn1qNosKH8jLZmNC6Tz+DRFIhlubDA+OeL6huSzn/0pvvG1r9Ff34JEI2Zzzg/3OR57JmLC8dGYb37nPdZ3XiQvHjA9OqOK36KbJug45ndOx6heBDomjj2RiuhkEaLK6fUFkypFlecoL5E6oa4tm1vrTCeTQBtsHFppqnmBrxW1NRhhFt5BkdZ4L9HSUklFN6o4vL/Hj/zcz/Bbv/fHpIMe86N96vEp1zZ3yfM59x+e0ut26A8TynzA6ckpnTTAKBqLUDFxKqgcKC+x1iO1xBl/QSO+9IF5VGuAVqMIqeCWa6tHzr40PB5/n6vLs2jSPw78O8C3hBBfb/b9LeBnhBCfbtpzF/irAN777wgh/gnwOsEz5D98kmdH02yUC74BVkhEm/7KW5QM7nCRbtF1hxIS6x2eoCnPC4GXIcLQGg860GNKpZAypMwCgcIRZxolNNY7jJHtW8N7S1mFpTsiCFqPQzhL5ZaC0ouINNWs5GjAmpJJbrFSEHuBMQ4tLDLSRNahpEAr13AEADIOkIn0JDphQ5TUQjTEQoYojhf4rPOQ11VgrHPB99KteEs0ojRsNx/e2OUR4BFH/cvlMjjhfdv5GpHkWaS8F41VvF3W40HYJ3c40T4LrWa/ciysPy8qGpd8Tq/CIp60ZzWbeTC6Xj515d1dNVgWPt7LDCxPesK2vbIJX2+p4ls4qLQx/cGEk9EHiMGAOlKYouKoYzDTgrtn32U6HxFFmt0bt3l47wMi6dAqYZYX7F5bR9iScRUzFIY7H/8MJw/f5ezgA6azOSrKGrfIYMewXtJREaPT8zAxdzMSHVN5TywEXg3pbdzmD/74W3zw3j3mjOhvZZwfTlCiQ8eDi9aYTu6j+gmz+fs447l15zYiSXjwwfvU0xFOJojJnDLrEusMogRjLZFXFEWBNVAoT2EEvdSitGQymTCbzbh+/RqT8TlR0sFWJcZV4BxpkjGanOOcJ0lgPi8pCpBaMJ46Ylnyx1/+I5SGoQKR9rl5bYf7+/eoqjmDfo/SSExRs3dacPPaGnnh2ewpRuMar2A+NeRmhvWeSNYh0cbiOzYa9YWZ+3If8k849nQt+fsR0PBs3h1f4Or14m8/4ZpfBH7x2Zvh8VrjHcQysACjA3+Ex1MVBqRDCoXxrolOk3hlSZREyoqZUYGGM5a4ulrwbAgRUi8FPgnR5BMMuK6QGkEgj5cehAxJNH1gxkfa4Accu0C247UHaqZz8Dg6nSw4rUsVNFzhsaYmUU3QuS2x9RwnRIhwI/gZ+4YhrlFJsYF6IqTE8j64tAV0Y5GQtjXPBQ8Ou/LmlnDBs5anCR0WdbadlxXcdgV7u7B/5dpLmsKTMLzHtS/8XSVTXz3+5CdYtrzFBS/BL22wwRXte5bt1XZ6Gv5o2dQnL2lc3oOq0aakrrqoxr/feU85m+NNCMyistTGMh6N2drcIB9PmM6maK1xQnN/75Ct9TXmk3PefO8+N7YG6EijdQR2ihVxyIrim6QKtsn44Bx2OmducwbXdpiWMz798ef4xle/zu5mxF949dP84I//EP/z//CPqXoDElNRzXK8qUgyhcRQFBWitLzrJcynqCgm6m0gZzOkVHS3+pzUFYdH+0S1B+Gpa5DKo4RmkIa4BdGwWe1eu0ZdBVbFyXhEr9tHqaDNlmVJHEUoBeNJ8FiJ4wgrNXEkiDp9zk8OuDZIscZQ56fsnzikUtRVzSx3RMIg0w4dXYBLKOcV0lcQJzgXvMa8d3gXYMaWkyV866Z/ryoSzzBiLlp5rlidPfHqJ9f+oYg4FEIQaYWzDudDbjtnm/BhJ4kzFbicpUQBxjqMd0gLZVWiYk0v9uhEoqTG6EAt6p0LLHXe4WzglvBSLoSybwyTyhlqLxESYuFD55IClcRI79GJQuiYWVGRl44sUeBgNhmhdUp/MKS2EClJOZ+CcxR1k/FFaPANS0eT4kmIkDRAtX7QrqFZXQjAFjsOAddLDGthGr3w/hYhz89Y/DP0mMXSbaEGtzirWMHYHrfAe1SsrqK2Qf1ud7VDYEWoNxNsiMpcwg7L2p9limnvFzLcrDpJLa5fWvkev5oNlghWzEoXn1KEVxMcdDxeiSbDTTvRSeJsTl4N0Kpmdl6SZBEb129wevw+HZlx66UXOTkdIoyhLHM6nT6T83M2treCT3Mxo9NJGJcOVzlefv4ag+07jE73SadTSpNhqgIdpXgqolhTm3JBTag6PbaGQ4SZ8gP/3E/x9S99kWsbXcZ1n9e+/S7/7+/f5S/+5Mc4OL3Pl76n2bk+4Pg8PHdR51zLOoyp6JqcUnqEKajKKUk2oMqn5Pt7dPk4g8GQs9MDtrsdzHmFMRW1gqKS9LsZdWmI0pg8L3jplZf41A++zK/92j9FigpnHUIFdkprTGBflAok6LhLKmuKquTWRkLW7XNwskc3UehUkU/PWF/fYe2555jP50wmc8qjYza2NxpSL4eta6x1CC3xPsK5sCJ1vh1TDVPmon+Ii9/5id2tGbmLQIYVQd0sIS/W8Sxq0rJ8KEj/IfgUC2vAG7SALFZkkSJNJFma0MkSurEmiQSp9nS1IJYOpSFylrpyzEY1o/OSoqipyxpThqg/5zTeCASBHyRVgjiVxMoTK4NQgiwVdGLVYMga3QSdlMZwOqo5GZchrx6OvMjJS4OIU5yAyXyEL3PKeY6QEZUxtCPEeYNXDo/BuxrnaqytQTicdFgsToRB7aVsHD8C1BI+vGvY5GiMlkv9r5Wf0i+5PlZ/C2LylW1oVg2P+Um/cq0H4cIvfKMlyNO6zYUo8GVbrioLJtBQTZDRntbTeFlX+/MeSeDnWCbwbAmSFkDCI6Xdu3o/IXwwMq++lxZv940d4PL786v7/JUk7ovn9TQsemHykk2AhPBi4SqphWdWZqRSBa7rCuZnx7hCIL2mOjslH4+IsoRiMubk+AStNUmakSiJoKKqgfyUO7fWOZ17+rENtAd1SOl1ffc5tJ0SR5ra2cCpHsdhRWYtR9OCnZc/w72vf544FuzPHOubPf7cq3+ej398iy+8PefHPvtZlCsZbBu2dXgAACAASURBVO1yczemsjWRrTmfTTHTOTrtI6IuNkpxQjdBXYpBN6RDk1Khy4qz6Rx8FJgTrSSNYmrrcFiev32byloyHWF8wssffT7w8ciQKg1A6hilJN1+D4SkrHKmRY4QIe/l9975HqWRdLIhur+NiXsIJTk6GrGxvsF6f0CSJBQmDcb3xr0XFWxGQoCOohBboDVtEJZsPqgUYpFkQoqQHepx318iFu6yUojF2JLtEtAFJfTidf7RfvSE8qHQpPFgraFJCk6eV43hJgzO2cwG0n5CyK1rUkEJGTJqVFiECuqM9JYWUyYKiQOEEHjlsdZijccojzAWZAiGkanG1RWldTgTmO3wwfVOock6KkAM1mKcQSkdmOrqGk8YJEZHKBxlbbBNwHaQBQ5tPRcDt0PzvA0f2frGr9m1xq6lDwGIK5Xk1dDSC0ptc01bS3hn4NtAGvzC5e0xn2Llb/h/EzcXpo2GiP+y4tlqquICRtfozVe4KLXPefm+Vx1r62mhi1WdPLyLpQuhEIvpranHPeKHuljSilWT4OWhsqzDXXK4u1wW7ou+0ap9cFEMFOceU6Vsdkveygbcur7D/t13GQ53SHdSJocPeHfvGOkLJmWJsBZfFmRZytnxEWtr6yhRM68tL7z8MUaTEmGm3H+4z3t37yJlRBp12NvbR1qHiAxaKbK0i5IJRWlIlWe3axkOBrjukOvXdnnj9beQyvDa177L2tYa5+fv8r/+5ptcv7WDq8d87GMf5YPTL6HXt+HBEVWc4mbnGBu8+9NehrI1RdZl4oeUDibjESJJ8NJjXEQsDaVMUNJRzgvipIsHdq5dZ+/wiFu3rvHKD/45HuwdonXwVPbOgrMUdYWtLdZDpMEYE7xMTIFwklQbpvkJ0/OK/mDI8ckJSngePLhPlnSJ4ogoSRj2djg9fx+lBDEWbx29YUqkFUqXRE7iGlrcsMATj9KSPjJWVkXrwtn10mqvPc8/OtYuGGauwAsvlQ+FkPZA3cRYeJZW1kAMD22GkEDoI5twaId0PgRW+EYgehsEuwxCTDaiRSqJtQGPRgdDpGgMLd44qAPTmVISJSAKYWQNuOApct2EfUicj9AtlSgh1HtWK7zxSOHwQjfQRZNiR9Dgn0tJIcUK1WZTb0vO02q0LM55dLkP7aa4BDs0dbYZShrDV5vRpL3hVQK67Tarf1ePyaVoexSDXqAXS1ChhTX8yvHV733VvR9X1Mrba1cDF0S4b6eR0DYplitP71vNe+WKZvOxGsyl1/209oU+S8M1HewPoum/ArBFih9OiKYnnJkhem2DUeHoc8THf+ijfO9r36G2GldVdDod4ihmbTgAoTg5PeW5m9eZlOd8cPdtXvnoJ/C7N/mJz36Sf/RP/jem8ylSSoZ9zelpTUfF+LLCVJZJNSFRnsoL7p9WjL/422xe+yhxabh24yZbwz5pVvDzP/tzvPYnf8DhwTmVucsffvUNrr9wg6hYw7wzxSUZxk6ojQjsk9LjCokVHltV4HI2ez3STodpMSPyFucERS1wyjI3NVmasdZP2ds/xbmKjzz/Aq997TvMfURdW/KiIE0zvA1OAErKBQxhHQx6fUaTEaMRPHdrl73zKboXk9iUfn+ItXN2tjc5Oh6TxDFnuacePWTQ3SFLMubGkYoavGA0GnMnitBaUha+4eVZOl0+7XuLxTmXPf4v9pnVWi7Ud2EAPR32+FAIaWCRcLbhmgsP2WiLSRIMeQIRhLOMkDIsL7wQmLoKAq6hvPQCnLE0vEaADsx2zbK8EE1skQkh19g6CDYnQzCJDxFTALKJrlMusEhHQmCxWC9BKoR3qDYUmEATKlos1YPzsqHFXH7IkGXEN5NLyKvXZo4Jwlks+DvgKqG6ih202ysdYuX0VuCuZje+XC4L6NWaQ3ufjAIvoqn80oH/cRrzn6a4dtVAm/Lr0h0u7VrS//PouYvTlxaApykzjxy6YhS3k4JoN1jlMPGcjjP6/QTva77wO/8dkSr41I/9VR769zBOoNKEup6FFGpaNWnfDPPJiOOzPqY4Y224zle/e5cb6zH/bD5hPJkjnED0JCdHBXGaBCxaeaypiKMYKTzaW7qdPoPMM84nvP/B27zy8ss4W3L7xja9TKLiPmfnd9nqSYyw3Hv7XcbVEb3nN/DvHwQKXDw68iBibF0iVIY3JdJPmOcFztb0YkdBjK5LXJrhyinEMcY6tJbMTk559Z//UU4OD0MeTz9jPu/DeNSE0ztsZdGRRkqFNSYYT6Wn3x2QxRHW1OjYY31CXeyxPz4nr+dMJiN6vQGjcU4sIelkTCZT0k6KnE7JfYzyFd47xqMx1ghCDotWG/Yst57SH1b6wFVC/eqRudx3cfsy98fF8qEQ0hKIxXIZHbJPBwu1F+CrELRhvMBhkbEHE+ABgUQ16bECFb9qRowMPtAq+FsaWxOI6CHRHmMcVgXuCZxEeIlXgZe5xaC8CB9RSYF0wchgAOd1IBhy4b6m8aUVTTZsZS22CQKh5Um+JLYC30UDFIilU4BrVM9WAwUuzPDt9aE7yad2qIXQuCosdXHSRT/ly+UqQGBV+F/2u6bZz2Pq/H79RJfNF4vV1uUTFm1s3+lqOy/7/bUD0Qcyqkfa8rSmPeb4QugTDOG1MUgpGPRy8mTOO6c1f/2v/Xv8hb/8C1zrRfzQpz/O+fEIenOOJmfE124yPthnPco4PB4TiYIs1hSVRVrDyckxz+/u8Pbdc4anx2RpxrxSHO8dE0WWJOlSzuakaUq316Osas5GI9Isgjjl6PCAOJ3hrOR7795jZ2uTb791l8nREbkp+e5b3+PTr2wjtODs3LK18Rz1gxFmY4NuJXGxJvUwmZ7g0w6qCAkjXJZhTfBWUd6QxD1GwiOsQ6iELElJIk1dFmRrG7z9zj2q+YxOr+b6Zp9eZih6XWxd450nS7vU1lJXNVoFrvNeNyOf11RU+HidJIkZeMvI5Ny8eYej4xO63YjT8yk7m2vk0wlVXVFNcmZ1zFqaYsocKyW57RGpIUp7RCUbu3HLHfAss3UbLQz4VUP6Ey95dN9CqXhyh/twGA4FjUtcCLwIJECKNAmJOaM0wiuI0ogk1sRS4q3FKh38qk2IlnImMNRVCCormNdQlJ5p6ZiVMK8cZe3J51Vj6ACtItJYI+OW2EhQ1pBXlrw0VMZRVoZ57SiMwRiDt6bJkegWP99ECxprMDSGP0/jobBYB9AyqDnvly53Lnyolgnvcl+RqjWxtS9r1QrtudxDVuVxGyxyFSa8OMdfgZutFHkRw7igbTvfpDlaqJEhw8zFOi9OEI/TOpYPcPnnWfzXZqxp3U4Ezb5GI27fimifvXlDfvlrITFgkfD20QZ8H0W0FoSlgajlTxFCUWOYjrskCUwmR5wcCw72zuimjv3TB5xOT0ikZjNL6WQdtDTs7m4gdUzhIiJhWNu+zc71O0znjl5iufncHXrDIflsRJopOlkXY4OhejKbMzo/5Xw0opskuMLTSfsQGcYzy9awx8ZaTDUvEMALn/gk1+68wO7WNe4f79EbvsDWsMPp/l3ktQQzqZlOpghzTl2MSKSiF2uMEERrW6hU4xNFEneo6oS6nJAqQaIrYgeFyaktdHp9JmfH9Do9RqMz1tYGRElGv9+nri1IxdraGnldoSVI6dFpH4vk7GSMq3JsUWOLkrVhxtHZOVpnVHXF5kYfpTsMOxlKQ2E13c6QrLtGSsF4nlOasBImLtBRF1MIjK6IE73siE/6rfbYxaq07VRXdx8hGqXzQl3i6oH4mPIhEdICHcVIleC9pqw9sxLGc0tRO/LS4XHkpcdaSV0aEq1IvSX2Fp9m1AS8WnpDpiBRnkR7Ig2xsKQaUi2II0hSjZICW1tMZSjqirI01LWhsg6HC7gihBBf/6ggvNj+5u+ljxUGbIPhXpASF0tb+wK79RfFhHPLuVbKVpt8QvEX5NuT1/LPUFYcSlY001BE00mXctI/Qo57lffGI3J45ffUweJZ4O3Pcu4j38WJBenSVd4bT/LmuPK3EhyzvJNYrKC0hEm0TldH5JMZxtWkqWYyGjGZmyavpGJ8+ICNrWHI7VjVlGUIiuoNtsmLE9aGmjsv3KC/ucv4fML+gyM6gy3Ksia3YGZT0qxDr9slSzPSNMEIqKQJwV0y5eYLu9RVxcuvfAznLLd27/Ctb77O3sMHnJyc8OILzxERsgyJWODzmrQ/RHc0hYspjAevqfICU9aIqsLVFUop4liHJMDOUJYlwglKaUiUYjYb8/D+HomS1HXFR158gbW1NTqdTsiwpBTWOvI8J4tjiqIgSSKKMidGMhxkzGcW62uyTpeDB9/DCUcca8aj85DvE8Nzz9/i6CQnUTV7e4cIIbh58yZ4R5zEWONwQnL33bdRN68hG/re1n5w9e9pk/al435lbyuUrzrhGcuHAu5wzjOeFwgEcRxTO4fWAadxViBEjXUQR41BTkmEaFzClEYIj0oUpq6xTlBY8NYjZchTZ1wbEh1euZMthNDgwUIt8AYJTeLUwJjshWhctp5lGRRKK8TaPHtSXoQEpFyGaF+upp10L+PEsvmHdX4BcjwOPfuzieQrcLTWb/kJ9/Ir5z21PY8579kb2LbnT1fHKv53FVzzp8fQmy8m/IVhO5kMubP9Aa8fS4SSaNlkpxTB9qFjTTWrEZvbzEVKlioq47l+e4vt4Q1KZ1Bqmw/e32dezLm1u8P79/bZ2n2eRDhmM4FyJS7rMJtN0UkH4WvKsgqG8CgOYdh6yMP9fYRPeO/9D3BIxufHjGeW2lXMRMz61g69s5zx6QOclczHY5zxDG/fplJQP7iL6aSUpUVqQzUb0bt1k+GN6+AdKrE42yWTEhlL5GyCrz3OWm4+t8vdByfEccx0dMpZfMqg11lkcQ8kUQpvKqIsxrsI7XKqJGI8KVlbiziearr9Adm1jzC5f5fcw7A3YG//gNs3dzkb5wy7EVVl2Vjv40jIiwKtBEVeIKIIPQ+TSJqkzCodQtGf8M2XC8kWdnwate6K3vaUOld7zuPKh0KTjrTi+ZvXuHN7m1u7m9zYGbLWi1nrpGyt9xn0+sGgaKH2gFRUXlN7QeUseV2TVzV1s9SGABEYB8YLPIHS00lFwIkD7aZswE7vXBNyHdALCfiFk3GLd68qZ008nri43f7a6MHwKdRC62s/jHPtsXbJHsyUSoaoSK3aYBZCJoxuilRh3aTwwa/0gjb7/f9Wr139d1DUL2sGbUh4u9lojiJMQEKKR8K9L5aL9bVeL+3v8jM8qZag6T6bn6lY+RvutdSJ5OJZLmpKYuXYY+9/xfFlO4LhWfiQ8UcLgaBinvfoJHXIfaiiQJxVV0RK4m1OWc9QkaOeHuEpKGYnaB9xfHrE/ffe4fRkiqfmI3de4HiS86lPf4ZyfIaOYpyBug7uqd1ulySO6XQ7JEkCBEqC6XTGxtYG3U4HLQQPHjzEOUvFlJ2tbbw1JAg+/wee04N9YiWJo5CJKNEw3XsPefqA4fU7mNkMMZ+i4xQ16BE5x/EH9ymqmrq0pFkWuGKMp5cO8bFm0BuglSbtdoOQNhXr6+vsXNsJNAjOEUmFUnGgMfAeZys21jf55b/7i/zgp17mkz/yw/yN/+w/wukOTnjWN9bo9QZ0exkvvPA86xvrzGZTrDNkWcb5zJOPjygqQ4EMhGZVRS/tUtcVnSzDq2CKVm0fvurLCnEhNuCKEXKp/yxjgFvf62Wsw6rcuAqsfLR8KDRpax0fHE+ROgZqZFXRjUrq2pBHfYZZiiBCRwLdzFnKO0yjTSkEakW7CjFmoFWjFVpPpDydLMZbRVEbrNXNR/FEOOwiVFgEzdr7xmAVPlDQw1uvgTbzr28G/iVtrBFYC+/iFfhiKRz8QtBKJQOm3kSqIRRRJImiiNIapJBIqbHGhKgsfCCab+r80+p9ojGaiabXtAY9KUUzkVyqf/VGokVvVne2wls8cu6qKL2sua5qIu2y8yrNZqG1P+WBLxst25pX2+pWHuryE1zpl85j3sPlY80O3zht1t4hpUNFBdgBpirAO6wzlN6RxClzo4gSKA9GyCSD6ohYXSMv58R6g7WtIffvHfADH3uFWT7nxVu3We8PORxuc3Jywvr6JpPREVEU4euQe9LZmpbfuyodw/UuWmnquibt9lBxzMnBGXe6H+HrX/sGH33pE4gtyauvrvO5zx9gzmbUtQQtkbImUhllUaGic3SUYlzwoIKYooAs65ClKdVccXJ0QiQUVgki50NC4lRz7wg+9pHbjPOcF194kQcPHjCbnKNlSqw0uSnQviaK4mArcI6trS6/9Ev/Pe+/dY9s0OVr33idbtZDKY8xgrSjOD8+Y2NzkzIyJEpifExRS27cuIYvTzkdjYicw1qHVZq8LMmnM27fjqh9hUYF01L7MS9951UKgau//NJt2F/qd39GpBH4kAhp50E4i5yPyJKQ+ns8E8gopudLVG1ZX48oZgUCSV4Gn2QpggCUccjm7ZqErq3nhGi8PKJUgEgBsF6SxQH/8oRIMeeCFhLpGOtDqqFVdozgAtYsYxttzDWc0M6HYJHlLNzkI1wIntZfm4VgEwTj6KIX2NYnPKwElFYYa7FVTawjinlObW3wRFgQ2Ac45upyWWxcPe/7Bi/zi40GDroMxVx1+epSYrHj/6fuTWMty677vt/ae5/hjm+soaurJ7Kbs9SUyNC0RcmxrMBwYiu2IllCEMFIDAkOgsSGnQDJp+RDPsRAACNQbCcCDEMWYjOxAom2JSdWooiiKEUDSZHNZpM9d9fY9eY7nmEP+bD3ue++96qrimQcdE7h1H333jPdc9Zeew3/9V9rxz2z+3kEhTq7/dpJTktyv/M43vmEZSx26Szmd3dsH+QMXJyKzr5fn2gU3eQXICjqNmen31IEjRaNznPyss/maINvNIcMth9jce9NBM9ooPBhzGR2l0VdUFf7XLlU0u8NmE5PODo+pBrv8tZbr/L4tSeYzAy58uRZzuTomO2tEaYoKFXGom5pQ6A3zFkuKpbVLdp6QTOtGe6OGI02CEEYbu9wc+8NMt1nkD/D/t4hejalv7mLrg7J8w2cBJqjGUt/GMvPfQCtycRTlj2WTUVd1XgPRiQSoNmAyYpYy5BMyDfffJWtrR1uv31MmWUMh1e5de8IF3wEBARBjMag0HaKdzCdHaMzzfF8hneOk6NjBEWvyNHG4TBU1ZK7d27FKkGjKYwwOZjj1ZDr167z9VdeI1OgMo00nRcYB65t3UpWorGyNhxW8nhfQUsT8qlnuapfuDD+vnNt/Z5Q0iJQKEc+KGiaNpLpG8hyTd16Jl7Rq1vwAaU14w2NTdVIIXisS7Sc4sFD6wQtPipLbamsIdcx214UGbNpg8oKvIvpxqBjkUpdWcoMUIEsaJyE06ITSeo2+KRg/eqzTvuGEBW/MafVhXGwdt20w2q27UiUBHA6MiytIPLWRWxo8FR1TViVzKXvA7Gkp4OP3Y+wdv3+dpDCNctgfVHSTSPvIkjvqrnuD/y/CLE779SFB2z/3Qn06pjdeVYTydnawvud4Ts+a7q5naLuYt4dr3RWLJkcOyazJQKURUm9eIf5dEJWt1TzCVef3ObWjQm+d4n53XuIsfjgCG7A/l4D2pJniqoSrlwKZJs7HBzeY3IyI88Sx41WLJdL2tmSQSYooyAz2NaRG41XBlE93LzBSCArMnpFTiDQ37qMmzsOTo5w3mIDzKbHlKZgMT1iNBiRjYf88J/8DC+/vcf0ztsczJcs5zWzkyOMycjyDB/a2MrOKMSBs47aCCPJcdWM0aUtqrrm8pUrvPT1F9nY2KDX7+OaNj6j4BNkyOGt4J1jc2ODdw7nSMjI+yXD3oCT+QJjAvOlw+SKxWKKKUokOIJr0f0rPHmpz0svv8qe1ORFia2WGKMR68naFqNHKKdiI2jWjIvzrw+a1ldVU6eWuAjnqly/O3l+T8SkQ1Jwi0VNa1PIIQhVFbAYVNOybMGJpvaeRbWgahqatqVu2lQnH3vuGRUYFIFCBYalMMw1l8ZFRG7YwNQKogWFpyh7sTdXC0FajAGLQvlINm6CkAtoPDoNdIgKNVPEGJpSaBUZ+JSKPADehZhF9iER/VuCc4Q4qxBdb2IbMB2tK6Ui8ZLxkR8E20DbYAjkBkqtKFQgE6GXCbkRSgmUIgwzRU8LpUBPCz0tDDPDZr9kYDR0nBEhcgxkWkXubCLhf+i4pxEQFfs3ilqt0U6MJfin2AcF6DRJ6dOQhpAkNNCRGKgUcz9d5QyvSOz3eMqfIFo9Usy5W85vG7kXkhUdTq1bhaSJ9d0z+eePuf5evct+KhlbEolMVt5WR7wjCFlfI5kmL4boxSF/9oc/wWSp2X7yccIg0LgBGzubkFmUmVAUmxR6g/G4QJmY2FLKoVWL0QW37tykpaTsFbSNpUXHtW0AlThJwBColw2VtbRNTRYCZTHm+vXHKcoBVjnm84o33rjJy2/cpV4EBlsjit4mBIVrG7x1tKGlXtbcfOMm33r5W+QbY9xijupphNgZvbUOUW2kYmgjL0ZZZPSCZTY7xhcDvHPsH0+5ees2Smv27t2jbZbkvYJevx8VvRKCszjTYzTo084meAy90TY0munhHuO8j/cFm+MdtoYDFm2gXi7xODTC9PAGWWYY9gpc0AwECq2BaPz0qjm9okgMO2plMJ3nujl97vf713F3pFEg6gy/Tbfqc/HoM+sjyPd7wpIGaBq3snCErqgjwuQ6ZENtU4NWiTdaXCKxV7HoJCROaqUdosA4j3eGuY3ttZBA5hvqAI21GATduSwefMdiLxGv7ZxPnSEAApnEKkMIOOtw3scqQx3jyRJ8dHWlI12J7beCgA4S0SYKrFMYFZsIiBayLEuDPKI+WmeTGov3IQRPax3OR3pH5yMuO+pUoXasYG2R91kjSmOCxuSBHZMxrxt8gu9Z585YrkZiKs5LUmJhjb9AUkm4iua48l3DhO57ReYsbQCVlNQqWp7QLV6iuxvOmSox3p9QPF0cL0TUzqql1ooi4NQe6ZTgKv4na9fTfXbmTGt2dHhQwGPtGGt/d2icd9svrO0gZ86fVLRXtN6TFYp//vnf40/9+X+LX/zsL7Mx6PPv/cxPsKwb/vE/+Rw61KhZg+g+KNjd3qFuWiZ35vyxTz3P2zdvs7lpCFmPsshZnhxQGo0zGWIU1rfgBBccw/FWbE47GKObmqAjn4Z3WUxguh7PPbfJZG/KRz/5aV56+Zt86E9/guc/9iz/9Jf/EJ0J42EPt5hjjWDrlmAd33j5ZXLn2bvzDkVZINqglQHRZMYgqsQ1LUoH2gZ6/SGjQYbM53htwLVc3tkg642ZTRb0hxuczD0my6lmU/K8QInD0yNUNW/fvMEz77vGy7deY+lasqJAS07TLmitZTmfo42lX45wStjoDzg82CcrDS+9uccTV6+zt7fPoRVKrQguYFVL4Y5Rehed+huusEIXagruj6Fa5T1Y8wRXTtu5PVZv7uPDPYLj+J6wpLulK+7oLJDQwaxEk1iCUChs6umG0gSjo5WKjW15jIv+PYrWB9oQeQy8F/CRwwMJkSTJWxrnMJmgJbKZqRAZ7IKPHLV5nsUKRIm993zrsE1AgkYLlNoxEEtfuWjpqkDfBArtYxsvEXLRGC0YZSLDXwG9nkFnkSxquVgwny44mjbM20DrDZUVlo2lqVusi1a5klgebx04Hzt9e5+wJSHO30oZvDiCbfFtA2IihlY0bdB4bQg6A5OlV4PXGgG09xjv0MGjiZgYHQJohcGThRYBTPBkeHIRTPA4VBJalfDHHoVPLGKdp3T6nCU9n8idvZ6xiWtYFaJHc2M9gt25pb5zShBWVSvd+hDTRB4FCJ0OLYp4jQ/cvrtuiHZZN9klDo/Mc3gcuPbENf7CX/wBqvkxP/OXf5qPPf8RdF6TNzMW92b4BubTOUWvz+XtXebzOShHZlreeOMNrl3aZr4MvPbqa3zyk5/E41lWVZwEAXEOG1wkPqqXeOejNTkYYG3DD/7Qn8CGHK9H3Hxnyr/8/B/xtRt7fPkPfotvvnWLX/3c5/hbf/ezzNuan/6rf5WtXoYLnl5/GCGwZUm7qJAQKPoDth67TjYYMihyjATqtkUpR573wGmUeJq2ZlG3ZDqQ4/j0Z36QqrHs7Oxw9eplHrt6iSLPaKqWXr+PdRaTGWxwmCxnsagZbG2RbW5w/eqYXi4MNx4juGjhDwYKQ0eQVrOoZijl2egNODmZMZ3POD4+oWiXtB7wHgkmeSSA8ikilp5hWLOnV5Cliw99vezB+05RJw6QCzARWX0mXeyxWx4hEvLesKQFdOqmHSvAosW8Ssao2Dkl9j53Me6EwnuHkmgN+6BWM6Ep8tVNs60ldC63BLQWJORoFY9tG0frC3A2WpI+cknHzt5EdiyVETvCeNCRehLlCU5wAdwKpeERFbvGqEwnqsoEx/JRGKyPLcGaReofiKB0BjqgfRutEKVjWx9iZxpcwIVohSsBYxKzX5AU+wpoE7vQKKVomkgqVZYFbduilaJUQsgkklQZtZITJYJRghOJzH5dYnQtqKbQBAU+WEQMKsSCAFzkM8klTngCqyRsV3EYQqBu7ZqlmRSvkBKsKYGzbv0GVq3EQkf9uWZxCGdbHV3AqT5M8P3ZcXJfkeyy9Y8wiNbPHohzhlpdtDBfDNnefZvHL3+ajzz5UVp3zLw5ZDmf83u/+RXeePMGl7eGLNqW3ceuUOY9gmvoD3osFnO8yrn2+HVOpkfs7+/zqU/9MV5/9Q2e//jzfO2rL6C1YTGvABURF8ZTVRXLZQPOsgyCbj2vvvAlPvDh59g/WvAjn/kkv/Yrv0jlYfDcp3i2mrM17DM5OCCzFY9dgv/wZ3+U/+Zv/xKVaxFjYggvz0E8J/v7TPbugdbovKB20eOyjRCUo8hzrA9oUVTzE0QZBoXw1jsTyPq8L6D5ywAAIABJREFU+OILPH5lh9feusmVa09ycMsDGiWCbSxFlqNcwOkRmVIMrGXRjJjOLZmc0OvvYrIZvX6P42ZKv19webTLZF7hrWa4ucEz5YLb+ycUZYmt5wTvKYc92nkiZQtEmQ+nEiRrz/GUZvxcDuWCdR1zV6cUPWfN43VmyFWO6l2T/heXR+lxWAK/BRRp+18KIfyXIvIM8FlgG/gy8NMhhEZECuAfAp8ADoCfDCG8+cBzBMgQUIYgkQjJdy59IDai5ZQVS3QWb4ONpdlOacSBTsrBtQ7nAkF5RDx5noFonLMR1eE9AZ0wyH3aZo7KOqdCR/dfpaiTeDw6Au19BNyHlIyKyp9Vp5cIxD8drnGfyGccWxtFQc5MoMw1IYVrnI/daIKAURqFj61kg8alprshBKyPSBLvXJyMtEElGkch4KzF+9g3TmnNdD5DK00rPl57CkkoleF9RMH4EOP4qQ9MCgd0YZ/E2Ef0GkQLBIcxQnB+pYSRtdZYxNBTl4z0wUXbOKw0bDxHSCGQJMxnYXld3D7mKs4nIkXi9tIF9cJZpbuicT1zvLPLw5Tvt8UtcuadrLL8XegjN0tq/yS/84Uv8tI3v8He9Jjca4bjbfKhZ7/O2cgLCtWQDzbx9YKd7S1e/OY3WMwtW8OMg/0DFsuaD3/wfbz6+ut830efwwuMty/RVhXS1IgucV5RWUFrhdGaYjCMqAvt2Nu7gaEh8xX/7F+8ydalMRtKaOcvozHM5zmD3T5Hy4y/9z/+I/7KX/qLeJPhqwUqy6irGhAwJnb3ti0GTdU2BDxN26JMg4QeTViSZwVN1VD0euTDHXY3R9zbO6TMSmS8S8jHFNrhlic419Is28hUqRXBebxYxAzpmYywdZX9g7e4fGWXelEzn06pmgoyYWNzTFkU+CDkYpnZOSfLbS5vbvBUb8S9vQOC2iRvlrRNgxDo9xxlWay89tNo2Hqo7N3CW+c/l6S4I5dQuICOSjHsZIj7h7SbO788iiVdAz8cQpilruG/LSL/AvgbwN8OIXxWRP4H4K8Afy+9HoUQnhWRnwL+FvCTDz2LOERJDL4rIYSIkBAiXM17Fy3HAM61hCA4JRBiC6yY2WuJnOolSjxGEeE/VkWAvAeTOfJ+iXOWuqmomhaTC00brXjB4ryPFrdoREGmAh32TYBM68hNnfxuD5E2VQSlhSIvsCvuBlJpuTvluFCCay0uKV+jY0ssFVj9TqVkNZV7UVF4STM/0Y0ONnJs6xC7eAvR+vREXuxI7RrIxeD0qZIM3qNjRzEy0dFDCAatVcLYnm2qKSRMuo/cELZJAYkQLV1U11k9rH6zD3KKu14dqVOOSYiTIvTuYg/GsJ4e19FqlxAuKMDO2jmj4u8T9rsgbu8iht/pciYK7uPAV8nNHZiaaeuwmWEyOYC6pdi5Tq6XHN7zlCqDvkLlJa9+/QWe/f6P8ur+Mc4qytygUdx7Zw/nF/SyK9TLJTduvk3btJTlkOOTI6zusTHsM586Lu1u0S5PCMDs5AhEo+Ng4Ob+AttO2Rj2ePqZ7+ele3OCq5kf7rGYHbGxMeRkMqfMhP/27/wD4qTrMDbQKxWDjR0mh8fkAfpFH4enOqni79cK2sjgt7G9QT23WCxeK9zimEq3Ub6amlJnHN64S9M0nGxe4tr1xzk8PmE5mxIA19ZYcszkmKwcUu/fpJSSpmmpRZGNNggTT68ckylHCC3T6RTvHCHk+PqQ0ej9vPSVVxj3C5r5DAktSECpBlU+w/PPP88Xf/2XWS6X0dCim/NlJSOxPuIRchhd4+OQIMBnPLsU8z5zmNPJ/LwEnV8epcdhAGbpbZbWAPww8O+mz38B+K+ISvrfTn8D/BLw34uIhAeYJiLEMmwX0RAofZo0ImZ6kVjdppSiLPOY6EvWrXMukftHddBXiezIWlxjEAV942NlHDnNvCbLDRsbG3g8de1AN+nW6WR1CiKRMF5cwKlO2QZsG6F7RqKpqaxH6VOlVC9nq98WgqAlix1YIi8igYAPOrpBolCppfzKqlz7P+l0XFLyIrFMXdLfiCIPkZxJnbMK0t1NlnfUZqc475js9AhOa5xr8BKVdHeIbk5JchD1T4ghpzPpDJ/KfTrWojXrtysEepAQymqbd/nenXKGn5GiNYV9Znu5f/LwX/XSDe0gcfJw0ZdgURX4/IRhDo0UMJ/RCw0nB/e48r4PcOOtlynbp2jbiqc+/Cx3X32Dx689znRrm8W8Jh/UlMsCLz1cEEwew3nz+QzTOHKTk0lNbR2Na0HFZLRIgwpCHcDWS4zTWD9BZZrGlgxyoT46gvqY+eEheMfSWYK11GGADiDtDIPgQ453C9rZEqcV02pJmYHzNSor0CZnkOecLF3sDrM8xvsck2W0PuBty9HJjPHmFg7N/uExWVawaGuKusL5IUo0TdOidIYNgVzVSLlJ28wJylAYT19geljT2+5RjjKopuxPJozGW2yOtmmc59pjhsODA3T/Kk8/ecLtO/diCNFb8J6yzBF1h3I0RmtNkFPG8tPwRofMuSg/Fz87X4F4zre6AEmN26ycywue39nlkWLSIqKBLwHPAn8HeA04DiG1FIGbwOPp78eBGwAhBCsiJ8AOsH/umD8L/Gz3vvUxJkUItO70ole3anVnAiiL+ICk3k65MrEF1co9jqT8IpqsCGjxOCe0jSX4GKut64qD+oQ8M/RKTetOk3ARkpOKXSQiHZyLx1aB2A8xnPIsl7nQNC654Coq+kBEKIjQ4JJylmiRozCrZEViv0uaKlpgZzWRO5Ntjq/rBSdB69gl2vtVXH4dvRF8V9ouq5hzp0CDSOTy9sTf7NfOcypFgMekGLJO1npIcCO3MmeTFaFUjMETuaDPS+B5IX8YNcoqFJImmcBZ8/mC+J8/330Hyf+bS/wB3dDuKGRVkh+dWY5m25jxO1RLx9bWNofT2+zu7CDe8/TT38vBjRdwbUm/iOyPh5UlaMOyOqJaBnZ2+2Qpz7C//w6HWcZwuEHd1NSLGXmuaW3LaDCI/TtVl6NJMVELplDUbUO/t0W1OCYoi2QZ1UIx3L7KZP8uc2dBAqZdoJShtUJe9vFVRYOBQYZbTCgGA+rZkkxZyp3dU0PD9kA75gtN8I7RsEQItM2cBYGiP2R6dMRoPKZuGnSWUVUVi7vv4LynVxRU1lKUOW2jMPWUYudqLDlf1szahmI0xrXHLKxQ1VNynzGtFmiToXLD+z70fWSvf4PJySFHh4f0i4x2Po2TvNZUjfC+P/4T/Nx/8ddpdOze5C/I4PqYO/vl/aoDzo7Y8zmS+8veo8rlIynpENtTf1xENoFfBj58v81W1/ju360f8+eBn08XG1onoHwyqezqQAEwysR4j+LUddBdcFNYhth4lmR9K8A7INUNahV7j7UoMi1ghNAKlgzfOtpg6YoeQvD4lJkORE7qIjexd10IhODQLt7cXHlEBcosw6ZslPc2di2X6MZbHzvJWOtWdyYEj0WjCSlpliBeQurHF3mvCTH5aYxayyZ7RBk6elQCq2a1MTkpCS7WLQLEjLJ0IRVizNin6szQRvVyOg+ehkYiokYIQWHT9fm164WUBPRr7qL3yatJFoa6qKjXJeICYU3KEna7aKWSFR1vglKncb8L3qKsLvvMueTs2wvLeRf13dkZuu3PmfRrnwuC6+zqYMAU9Hsty0ZQwxGzWYXp9akqjWLBwfweue+jVMvB8ZRSB6qjPXzj0XlGZhc4X/Dcs0/z5Re+yaWtAgqNCi37945xAtWypr8zYF7N8E5RZEm2EEzTkm2MqCcVmTKUucK2hvlyjgcybbD1hPFwyPF0StYr0cZQlgMWi7txaPRyqJb4yYxhtkE1OYHNDOwmlBsM+hsokxMMlGXBYCj4puB4OWPcy2i0IlcZ2nuch8rWLJZ1DPUpyJVivphTFwVFZqibhiLz+FY4ePMmmSi2nnySQmc00xOa5ZL+tWexN28xHPWpl8eUA8PBO3u88q1Xed+1bb7y8m2MCsyrFo3QSkDr6HHfvH2HWX8Xf3Ibr6WzjjojOjqG66G19IgTyvRMi60OHSJpVlSicNjTDYKckRdJQtqhkyScU+rnlm8L3RFCOBaR3wQ+DWyKiEnW9HXgdtrsJvAEcFNi9cMGcPjQgyuJ1qVOtnNKSimBJrgzoy6qnZBUcIh8wt1ADIGgNUTafXwAG1xMTkqshDpeNGRKk4tHZybd9K6gQzEc9WnrloDDOcd0EWO/RoOIimRHPlpJzsKxBYNEmF1W4LzHNh4XNOJ9CtPopOBilEv7kGBkgsEikvpai4mxceUhKHAOOuQKSUKcZxUOEVA+wda63o4iSIiTjNAhNhI0RALiotIXUQmP3PUgD+gAbqUQk6JJwhsVo4qVcN3EEGeJ07BGKsFejymfb8Z9Qa5W8bk1639N+3ax/9Un7mxwRHE6cLpBdFZHhwvbn7EoklZft5DWsanSVR6sLd6fjaOH1RMSVIjwTYLF6Nijr24zdCb0NzdYLi228Uzadwh2iyCeSwPFXj2AXsmIiiYoBiw4DA0+3yF3J3zhi79DlhfMVI/Lo4zpyRzJhF7ZJ/dLTFZyMDnGScukrVCSs1jME+F+SyuxKGsxP6Q/vszHP/YpXvjWr4F4ZpM5EhR60CfPCyQ4XFuRlxnz5YxLm0OOq/ibso0hs2YGreCbJezfQMIcRNDesawhLHJ6Q8uov0FQNa61qEKztBViFHihV/RwPhalicpwArkLNKEBUYRQogvDeKPP1uaQ5uCYmSl4YijsyRPUt+6wpWY0c08eNFI7Nh57kslsn7oyjDLDydSivI05lRAIraMNnuV8Gbsu6SgzFlYxt5W8rlsA4VQEOklZyUdQsdqZ5LWEc99zFsux8gQ7WXrg6HgEnLSIXEoWNCLSA34EeAn4v4AfT5v9ZeBz6e9/mt6Tvv+NB8WjuyWC3NIPcG5VsGETNefZi0pudLeGLnYr8Rc5jxJFMk3JlMZohcoMzgVyY1DGEBCqtqVyjkVlqayjdYHJombeRrJ/rRQohVI6tYlyaAHnBetjom6QRc6NunXMG0/VOERrTKZRRY6oiCW2GFzQKIRMC71SMy41xpgYwxSF2BjJFBdQoUXQIC3iHaws4QCi44wcBIJNlrVL4Z4ASkVFr+IEEtttCjooiozYKV15Cokwv1gVpfDS1dWdhpqcizF+EVnLXIfV6kMSwvsYzN2WD1vOKNUOb9oNhoeITxeS6q7IJW/hdCpbv9pOzk7/TvMMq4KG1F+vW13w+LW1265bT80vzcr/8x6tMnxwKF/RWEttDfNbewQUveEGQXLm1oKBY9mgtZZ2+Q5vTVp6xRZTt2S32OXaRsbh4YKnn3qCfqnoFxmvvvI27//wx3BBIdUMR850eo/BcIgpeiigbmqyzIAErIuyozIwWU5Ac/edO3gUtlogpoyYeV8jusXaBqc8dQthNGZiFZ6KYmPIYnYSx0XbMrp0CZNpQFFkBm/AhIg8Ojo6oa4nzI+WqFTPMD2ZEaxPihmUaPK8wDmPeIkl2sowGvSxbctiWbGUDBV6sYhq3jKtekwP79CaJabYoQ4lmS5wjefe3h2aZcVbr79F7mcwHjFxoMQhwUNwZNJCsJTpvOcbz4b1V1l7DUkqg1yQp07velhx+sf95EK+5cE+2sXlUSzpx4BfSHFpBfwvIYR/LiLfAD4rIv818BXg76ft/z7wiyLyKtGC/qlHuRDrfaz5R1ZxzK6ryYWKMyJ0rPtMSeehdL58IKRqwBi20LgQUjg4oyiyWD4rCmWiEoottmy0MFVLLoGApm4sw35JcB4bIPjYLqvXywChdZ7GWkQgL7KIgFCSjm+AQKkV/UITcAQx2LqhK0VdNi39oqQsFLZpaL2QK0HrKEAIiBWshuAdNnQx67SKrFxsrRIBVIrpB3TcNnW8STEUGpeDP0WfKEmwQg9hxUlyHv3bWbpyHylbxXHu+2wfEnJG1s/WJUQ75McjxOzOWy4Xvn/Y/hcPeKEg4Uwi8tw1hUSk1IXXgqjUyd4jqsT0DKU5Zu41endAe2vCtF2w/cxlDt85gArot6iRUJ8MGW0Jta+xNex8eIvmZIbRhvH2Lm21YLy1zePXrlFq+PQnnqdqKoJVNM2Mu3snHB4cYbRDm5ymrRkYQ1XXaKPxDTht0QI1mtbV1CFANiAsl+SDXZaLhqJXYr2D8ZDL/YrFXGMGl5mfTMlGGaERjCmp64ZcNUyOp1zavcLtm9/CGSErVBwjNpDliqoOoGOtgxiFbSMXjyiFcxZjIoeIbSz9vmayrNE60C/66Noyr+cslkt6QVhoDf2MUDl8WbB5eYu92y/xWP8xdowg/Ya7d07Y2LyGKY4ZeIUYHesNFGQqggrKsmAaVoDXtWVNYruESaep7yfMnah0u6xiJBe9uPvK20OWR0F3fA34vvt8/jrwqft8XgE/8W1eR5xtfHdPzlaZdUsX84yNXLtSzFSM4T0qQbRyo2iaQKa7uGkMV8RAtdBWbZzhEu5YKw9Bk+pGWOF6lccYzXwZq/5EK5CIGa6XLaIhz0tAY7JUQec8WgQjQtM0eGtZWIWkxJ5JOX8JltZrvFJUzuKqgJEYCkGERV0RfGw9IBKtRa01WQg47xL0DUyKz6pENO+toLOo3Ex0L2L2OiTL0AWM8gSdGHLDaYJL6TiOWlwiB4rQwPNaeV0mY7jgVIgvuIL3EerzH2kJMacAdEHAjjb2YsT6fpZIZ/PHfZRchDudiXmfe3+auFyPhYfV9T8s+x5PfkopgHhwgaALMu259Pgm3//pH+XJKxkbI8NiMUeNNrh3d4HRgentAybH+zzzsQ9hDw5ZVC3TyZTRxkcZj4YcHO1x8MFnGA42edsEnvvgB/AoloslTz31GF/58ouYokdZwhtv/QZBwXhzxPGkxmQZ1klUuo1dtWh76tKYrNfj5HAKdkZeThjvlsyc4CYzqrrCC+h+n3Z+QjO7hBKh2HiSdj6ll5dobWicwuV7SCa88dr/zZ/5kX+D3/6936WuanrDIbiGurKgIrVoZoQiz6i8xzkbx52OqC2TZ9i2pW4aSpOhsx6mKBhu9FF9RagLqsZRHLVkytLbucqgl3Hn5mt85EOf5OVXX2GgA0Pr2b12hcl0wlA28eYe2qkIiw2aIA5rPf0yB60xIZG1rT3QTiROfcpwajCekwdJsiqydoSVcr8ov+ewdw9d3hsVh6tlLfaTMLAQ4Xk+WXgARnwiJIpEMq2z5FmEtLU2divOTcN4NKZ1ntl0mQZ/cs99cnEUxHyeToohJqgybVYzfeNsgrsBzhKweBUVerCO1i8J3iH0Vr39rG1XCTytFd7byDVCQGmDT4U2KkhsPACgIhwuiMJaCJLFzwIo78AYGjxi170Kgw1CJo7GRcs5co448EIjRGie8mnyiApQE7PZ4mOi03W+XJoZO15iu4LanTr2cDZpskKLpG3i36dTbBf77oSyCxUoReqwE6smVZp0u2Ich7uYHDyVkvt+0v1/3n09v8cF6yac/2N9sF20nC8sKt3oJLdKNOjIVFhXjqv/+l/imfASTz7zr9Gj5vO/9RJWG+rjlqOjCdtPfJCvv77HUx/9BL3dMb5q2Lk+4H3PPs7L33qZD7z/eX7n87/LS2/c4PXX3+Zo6WnqBc57fv/LXwZtUBRUizmLumVYlhTFJuPhnMGwpJflWOtonWM07CM65z/493+cO5Oa/+w//guo0FBLbHulncOqDdp6gcVQsqAsPYsKvG1Y1J5+rnBaI5KhlNBTz3L1esaizplUC5586kn2786xzQIbekBFv1S0qa+ocw7vHUKscej3xtiqii30ABdanM7Z3TIU/U2K7UtIfYhvt1BZy8IrehuP07aW1+7e48oTfW7e+SZZOOHaE0+xsT2ml4/ZGefcOzigeWIXXzm+8vVvkJsMrwzVYs6la1sIjiAZoTPkzkiArEmWnH62mtC7bZMff0ZM0pv7JWS+TaSR/KuFJj3aokSC0bFlfAznnc5hUbGe9SdCUKBVioMKWfC4ZPDlmSbTxO4P81hiLbohBBKRuEOnfmodWsATLd2QzhWUiRA/5RAVaVE7644gmEzjrYVULELQZInjwfuOjEihdFRO3qdCDDzWC7mOOOxARIAopVdeQlAd1tl3Gg7nNaWJCtZaj1ZrkCEXoVreWRTRMs+li00DKLSJ0PZAwFuHs6B1WKEzOuEjpGSmktSthlUicH0R0XSg/cjOdpaDer1rTCBOesCqM3drbazA1LGUvbNMvPfg4z13qWhHyUWl+7DwycXlvO39CHs/bJcL3684/RAFWsViLGUUH+tt8E3ZpHVHBLWg3yp6A8PsuOHaxz/Km196iQ88e5X9peXkYJ9SKRYKdnavcufmTTaHY4aF5rmPfIBPf98n2Nvb47d++7e5fesmm9u7LKc13gTqRgihZdDv8/i1Hb758huMRj0ub+0ymS/p93to0RSZ4I3hP/2bf40XvvVHBCmw3hLIIlzVZzRNhUNTFC2leEQ2Od7fR7KMstBo61G9MXWzIM8nfM+zT/M3/8bP0x+D9gqVO5aV5eToIHYUd4bhqMewP0oqT2jaNjlOnsVywWQyp+yXzCcznrp+ibfvTvmzf+YzvP97PokcfYONS0My06NtA02zRIklKwqCMmBbZodLWj9nuDFCGounx3zRcm9vgdna4Q++8AU2r1zHL/Z58UbFj//Yj/I//4O/i2ubFB68v1x8pxry1BqPVrYPD5TdL4UQPnm/L94TlnQggRhSyiozyc3toFhrycFYxqyTkkqVdwLg8V5ovafxsGiqmAjBoZYB5LSK0LvOM42hBYXG+TYWsASAWE2ogkJCwkyHVAwjitZGi5gQlZnG4UOE9mS5WsXaAiHRgDqcF7KiwLQWj8JJtIq1In4PgBASo91qSeGaxkZr3mgTky6EWLoukR9XpRxwJi3OaWIPm6hILQ4vISJSQsCYSNLkQ0xta+mIjpI9HFIYZK3JwNlwQ3oYnQ1xToueV6re+8S/IqsCJYgTVEi9J7vzSaouPe0TefH83/6gObvHI+FTH3aSc49olb9PEx/exxxJC4vsMrrvCGpMW1m2Lu9wXCtMfsDh3SWhv8ObBxXb4x6D0rB97TpOFMdv3+D67mXKcUlhW/ZOav7Jr/wq5WDE8bzhh37oT6KV5o+++iXmywXKRcWX9cs4aTjLcr7g9ZO3IgTUW3rDMfOq5sp2j//u536OV15+hdmixZiAtbEXofIe3RvGVLOrCC4HBYWaU7c59MaE2Qn98Qaz2Qnk8J//9f+IrcsDbr91m0U7pcwH2HYKDNjZ6TObTPCuZT6f452l1+9FeoEQqOuaxXyGIlbz9oc5Bydz+iW8eeM2f/rPXeKGez9B57TtnDZ5fbUVJpMWpUre//T7eeWVLzGZVbz861/Ce2KnGKs4qRSmOaF1ir07f8DTH/xePjC2XH3sCqKLxDny4D6HD17ur3rX7XIfvu0ox2p5TyhpAU67qncQrljqHK3KFIlO8crWR9ciJNyVVwbRiWzIB7QQ+ZJ9rL7K+wVeOXxoUK7EiUGHBm8sy7mPEL10dsHERrSSrNsQwMQ8mxBQJG4Rq1eKXiFRkbsYL29tPK9SYIymDFnsWyiCJ8LkWuvx4mMFn4pthlxIiIYkvMHp5D53aAfB2fa0zDoxagXJ8ETOausg05GKNQaKBJUmieSorKyGIDH2HIRzXeYDJNrUlYXPqfF4Wgu57tKdYkHXY8ICWO9iM19xq2OcnqoLgHRu5Gl57XcjTw9aLjQ9uN82Dzn++e+1RLItCToGe3TA4CEUPHHtHnfaLezNe1y9egWbZ7T3blFceQ5Zvs7meMT+7XdoForRaEhbzZkdnbBc1MzsEUOzy8mdWzzRNFy98jgvvfhVhlu7/P5Xvsz0ZMaP/bkf5nO//rssqxk7u49xeHyPyi5p64Ys3yLg8e6EsswojKVWGT/2Ez/F//QL/winMryvaV0gWIVWBjPMcU1EMbWNx/RavHMsGo3JoJCaVjfkLMi1Q6mC1268wd7tQyp/Qk5sCp1lBa2HxcLiXGA2WVD7OXlWsn8ypdCR86auPHm/T2bi0+gXQ5qmIeiCG6/f4oUvv8hn/9dfoadyFrMZVZgyHG6jEJYHx7hBD922fOyDzzKfT3j+wx9nY3vE/r3b/P4f/hGTaY7ve4Yqw+ZbvHnnGK8yPvLBZyDU6MZjV5IOK3RTClWsBzseRT6677t8TCcv4TtU1O8JJQ0R1ew78vmE3YXED5FKAzrXGIDgkWRmKd+xrHUEQULjwCuNBKF1LSr08a3QeoMJS0QPCFlDXoDGQltFFew9OqROKi7GWTuqUkguURDAEVQsWrFxM0QrNBF+JCKEyE6E9Z6lj6EGLYnICOga0CoVFaXuLMxEfqRMSO8l5RPVigYz0nyGhAuOiQ90nABiSXtKZGJTYc+pZDh3qnIDgfs0LudMMfeaVgpr35Fizbrj84Z0XvBrwKOusCV2Tz8b4w6rw3fFQo8kLmeW79bSDo9iWT/g+Kc46gwtoMXTaMhkTGGvclLdZnJrSe+pMfV8xnKqsZSEg9fpD0oClqvPPMXBwQHLVmj3ppEUCcfA9AgHd3nq8SfIjeKbL7/K5taY8fYuy+kxH3j2Y9y6N+HKpW1uVHOMduxeukqvMBgFBycLtDSURUmel9RtzdbmJtsbQ5Y2hhuyYgNNTSOR5F/7gGiF04rQerTPyHs9fB9aW2PrCjUYMatrQr9PtVzCsqW1B/TzDVQWaOdztncvMTupyI1ic/sS1bKlby2Tk/3YCbw/YLFYMhz3WM7nqKKHd5aT6TTy52SGx65e4pUX/4h2PoNMaLynHG9Tas10NiMbFmS0LFXgtTu3ufaBD/F7X/0GiOZ4coR28FM//iP8b1/4Q6aTBVtDy8HRWygy/uEv/mO8M4TcQ+NYl0k4K4sPlo53CZOEi9/+/9YqUc5cAAAgAElEQVSSDoB10UqFSPMYUlZdRPCYGOAPROWcOCZCiHjoWMPRKfUYdxYVM2MKRTCGKngGhcJmE1SlCOYEyoLaB7T1CSccUDoVhnSWXIhhASWn7qwSlYpSEhNcIrkICcGRaQCPeLUK4aSAeEoOdhlhsCFEMPy6+5yuJbjOMo2l3Z7TqsXu2iI2wyNr/Jthvbabd3PvT99HJXdqSVx4PueFbfVBvCfOpXZidJPruWMlZAmynoo590MesDwsPHxRaX57g+G7zsuELvIYMdTWB4pWyENDr5hz5DS9UUY4qFiaAoKQ50uaeUDKwHzmyUeKYGuKYkSoligNxWDMIM+ZndRUyyle5xT9ISdLyxObA17/1otMZ8e0tqLfu8T2aAPvarTOWC6WKNH0ygG+tQQlWOfItTCvGr7yh3+ApqVqIv45G/XQ4hLVLfRHA9rDe5RbO2ShJkgM/9mqQeUF9WwKKLIQ2C5zXvjqC7zv/U/z8iu3uLy9Q5P12L93AF6YYsnnkZK3bm2EwSqNt55enrOctxTlgGVVUblFnPSUYTgqGG1s8uZrb4JoHIrR2FDVM6qsT+scdeswvZLNa5cw1YLZdEJdz3nssSe5d+8Omxub/NIvf47R1g5PXy15894SHxzjYY/P/MBn+NL/+assXRfoOCdp6y7kdyki9z/woy3vCSUNcfD6lLyKhSg+tXySZIn5LreFJ2BdIrvHAik+nBKBKqaISfYZGT1GrsW6Prsf+jj5AEbHijdu/y6DAI0N1EkHe8AoYnISQIRCpU4laeKIMdjUPFansu7gCBIwCqo2cSQnNAm+I1lllRw9Ez/AnnG5Q4jtdLvz+xXKobPYVhuulPNapOCcjpRTONAD7v75Z3E/FR4ubNltchpXPi1PvM/5YuzqvldyXmWfGR8PUboXlPi5bR+mtC/ABM9t//D9k1eSwlVBBKsitv2Dj+/x6r0McYG2rdh4IiIv9m+c0PRHLBeeRimm8xN03sP0hzT1MpJp1RU+z1hYy7NXr9Mox+Ltm+AC8+N9Lj32JJd3tnnlla/jbUNmNNNFRWvnXLuyi7U5y/0py7mi3wfX1DDs8cnnn+N//z++GAm1ipzc5xg/o2402i0Ybe6gbUXv6nVO7t1CD0Y0EsDXlEWfoITx1ja5UkiWoVWg0YrHNrd4e3DIcrnEtRYsBOO5vLVDrz+kqSsW8zkns1n0bjNoYrcvrG2icWIMzls0jqaCx69d4uVvvobuZeQ+IMogFiTTZKLQg5zlYklz+w70CuzNmwxGY+7cepvtrV02NkeYrOCjH3iKG2+9yWK+YHdUMjmcsKxqNkYFs5OGrj/Lujyt4M7nyrrh4aPprDhd9PW+HZ3/0IrD/y8Wgdi5IZXQKkmUpShcEKxvCM4jzqFS3DmT2M5Ki0F5h/jI16xTNxQlsZFApgTjKoLAJy5NKD70Pn5gtMWP/Cc/g/IlVX/IUsXCFCGW9K6HQ4MPLFxg6fRqbZyncdFDqm3AOov14HxMvpSZJtOCIXoFHaSQ9NI1o1234NYr5EJScl1MXNRaWXgktaZrIpD03hkZUKlqML52Rz93z9f0fdw6rNbumQinZE8BWW0VP++2ieXsKnVzkZSAVGmbGIBRdKIqa/udKRpdW7v33eRzvlTl4pTCmfX8Fg/NEYaz+5/f/uH7JxStRE/He4lUuTJmd2eTsPE42faINhhm8wVHt29RuQZTz2LS2beMRjvIYsnyaI+FUmxcucp4YwPrHBvjDRbVjDs37jCZVzTVjBs37zGfTfja175Gf3SNYT+nyIuUjPO88cbrHBwc0lQNGxsZNii01rTVgo9/z4cx5ZjRzoBy0MfpQN4fo5RFDTbJaLCmZDnZJ9vewlqHEYVvLU6beHd7Jb5X0Ci4vLvLnf0Zj12/TvCWyckxjavJBwYRzf7BAW+9/RZ3797DGMPW5hZlYYi1CTFL09QNmc4oi4Ky16PsFaBKdne3aYICB8tlxXxaUVcVVV3T1A2bm2MyLN5oirwkU5r9vX1UUbC/v8/Nmzeoqjlv3nibO8cNn/zeZ6mWgdH2Bm+9/RZta8nOKc314bQKfZyRsbOSfFbe5IK8kvZZXy/u9+7Le0JJQ9Q71kUL1qdZzdGiUnsbJwEbAk4cAY8LMVTgU19BJR6Vuv52NcLBxSrDoj+ioET9xF9j79d+Fe59lbf+5W/yZK/EuxyjoztuQ8CLwhENcZc0hQmgcejgVvHvECLSxPuATX87D857qqahblpqa2mdxbq1Hn7p955lyTqndiQ9vg4i6E9Tdaz+6hJtatUOtltDQnF4fx672S0qhklCnMw6BXz6Lyn5dKZcxYIhJWD0qVIk4ccDawqWtUQJ8diarrQ/QhO7/bpXv15Hm1bp1u4+rC3n38mFCeD88HnQYJAL31483oOPr9IzEBHE52gVIGSoWnjlWwtmBweYckwxLlhOapa15dJTzzC+fJX+7jbPPvck5ILPNIPxJtd3r7KRl7TO8YFnn4WmwrqK3c0Nrl65zLXHL9O4eEefe+45xkNH0zrmiwnz+Zyqrlm2ltZa8iJnuWzR3rJYLulvXEWJRktgPq1pJwe46oSTg6MoP7bi5HiOIdDWDR6hqitmJ4d4F1g0NU1whCxjOatZNI5XXr/BYPcaO1d2WSyaOCZFUS0dvV5OlhmKvACEyWxOtawRo7FtFdNI0pLlhrqqmc9nZCJU8xZjcr7nQx9ja2ebjeEmNgi7myXFaAvjPcPRKBKfFWPyzHC4v0/jHJoWI4asMOzu7NK2DcPRJle2Nqms5sq1XfCWL3z+t7j24U/gvDunOk/H01mDZDXy7rN2srMKcJ6RrPXxqeR0bD3K8p4IdwSgDR2W8LQUItcZIVmo4FP3E4lseaQCiS4U4U/nm65k3CflYFVLGPa598Lv88d/7E8wmWd85KMf48Uv/jPs4pAsxMqwVbKSqOiAxGekztmi5y21U7X0sNq4d/v9Z+bic4r1AiHQaq/4eh4zcdY1Cxf8da1kxUERc6/h4v4d7HHNWo8TIBgdrfUzl5IOIfps/LtrF2R9Cs2kM5wq31PG6dU+D4vOnFsubnr+kwcdsIN4hvVPHnqG9SXCyRPkEsFiMMEx3nYcHw7o9ReEo322R2MWWcFiNqE6fId5bWnF8HQx4ODuXUyWcXD7DieZZmtjk/HWFnmvRz4eM53V9PKC2eyE4DP+/L/5p3j59VtMjw6ZTefYtmG0c5XN7cBkckTj+iwWC+x8QtGLBEu9QZ9B4fiNL36B5WyJaIcUml6vTxYcs7ohuJa87DM7maCHm2TLBf1Rn6oN1N5jbEV/vEP1zj2CrTF5CZRUR3e4dPUSeS/Ht8JgOGK5fAejc6aNZ9DPU15HRV4QZ8nzAqP7zBYztIEsE2wgseOBKM2LL73IyckBxaiH0cKd/Snae0JuqOop8/mcx65fR7uWtq7Y3hixbHu4uqLf73FycsTWeMjtG3fxKievp9SLmnqxJK9e5wd+8t/hpa9/BTtbsj6mzo6gRxfIcOb/0+P59THaobgkMjwiEiGS77K8ZyxpnUqcI0FIdKzb1lIRIiub+Eh0k5AMzkcss/exNVQk1ZFVWTd0M5ewmHuW9pB3Jod8/fU3eP7tY3Z+8HvR2YCRKjGqwdoQOae9xjtFCN1qUqPPdTNv/coFJPLNvbsL8+AHrFZqOq6pjetq7eb5laslJK7qdPqH3dxzp/cpwSVCarME6vyqAkGFFUNX1xw2pKnP+kBjofaaxkPrBZuQLPH5xMnVJa+ji2ush1nikwqI0mdNlXPX++Dfdx9L+FFNlNX9OXv/L57xYQdMGZUgIBoVwHrhyk7A6jnTsGRSzzk82MfiyPM+w9EVMjOkcCe8+fLr2GCoXSDf3sRkGUdHR7z9ymt88fOfZ//uHrOTBSfH71A3Ld4f8+pr99gZlexefYymbtAmpxDPWzdu0DQxFLC1tZVIk+LzUHiOj6Zcf+ppsuEA8gIJhno5Y7b4f5h7s1hLkvS+7xdbrme9W1V1VS8zzVk4HM4Mh8tQNE1TQ4EmKcsULEB+8YttQBZgPhiCBMGGIdgPhmHAsAETkAUBtkQ9GTIs06QoUuZikaYIkkNyFs7Wy/RS3bXe7ay5xeaHOPfWreqarqbkh4lC1LknT2aePJGRX3zxxf/7/7cIJZE6SzJUdU2uHH0/MJARwoCxCSWSS8lkPMZG8FmNER2Tas7dt24Tm3bHmaOYjiZsNoHxKGdv/4AsK+mGnvGoJMa0QOnjgBYKvEUpgdaCcTVCG8VsPGI7OKoyw52sycZTbjx/xN61PXIRoQ/kRtA1K5bLJfO9I7Zdx2wyYt1tWS8WfPcnP8UwOD71PR+m689R2Yjrt24SlaIoKmbjEfNxwZ/JK3hqD7j4X1zZ8miu9WSwRCqNVDrRDov3N8PfMUbaExlCIESBi4IhJihZ4u30l76WJEk+aS5ivonUX6uIkuk1pRw/Sj0OeASHcPMjiG8t+aevfIG/8x/8df7cf/GfgY30wyPGM2IgiIv4cFpOEE82U7w6N0+8GTxmyOUTpuPJG3YRUBC7JBT5aDcpUlydJHyrZOLAfRQRiI9Y3HYG8IJDO8nDXf3mi8lbfDz+ezHW7DL9fBS7US4mWGOK9aBCCvVYFD4qPBqP3uGyE8WrEZbSCEojyIyAoLjIRLxgDAu7NktqOikucmH6LxS1HxsDn7Cy8ol6dTqqLjr9rk0v2vVquXq6pz1Cj6Ltj09dHy9XovDiiTMI8OgdqkehYoEpDTpEMr0hcwW2CWR7E7YPEupi9eABtlswNrfAZMwPDpkWI9rTE2qTYUpDLATXr11ntn+ENBnV+Ij1ZuDG9Rfo22O++drr3L37NuumZ7p3kzwrITi6bYMySeey0oGqLChyhY0Cp0pmdUZohsTzogxGKowyqN7iOkc+KjAmEkVOnhuGdkPUOYNW6Lrm9MEpwUWOrj+Hak+Rezc5Oz3n49/7WWbXDmHY0HcdebnHbO+ATRN2sedAVdVY26O1RytF9JGj566hswy9Y45EQ1GNuL5f8Kv/52+SC4PQOa5znG0jZxuHNxVRZ2TVBNt7jFI4ZynHB5wd36es59y4do0v/OHv020bbt+5wyjPuPfu27z91hvMRmPOOs8ff/HLhEEhEw8xWpqdzbwS5BJPqU+UFOp7SsxuZyOe7JAhhERp7GyioHif8h1jpFVU7JRSk9ahVESR6DWjF5fe8iNvLeJF4pQOl55bqi4kSF96deQiImxDb+HH9g85HgaK1QlH1SHXrh+xO8ujGi/eJ3rQlAKdytNikpcZ3JfbrlJtxsf+Fjuj/mgpIsHypBRkSpNpQzUekeV54vkICUf9yPkUaeWfeCknpqW8HIyT8G2KHatdNqF4fCBHyyRSSkjhCBkfDYK7X528eAFWiJ2nLXadLnCZvakVLkrs4Gl8oPPJ+/YxPuJZ2VGlItODIJQkiEf0pmkd+AI7nmqKPFxtzccrxCuDqHhs0XW3rvx42cECH63RP3lnnlwYem+4Q4grn17Efy7PIDAafMyQdHixIROG4DcsmCN1pMot65Oe8cGEvtkQp3PMaMTWrfmBT3+UMo8szxeM9qfIfEy37RBOs95G2vMzgnKMasXeNOe1b73JG2/eBjzHD86YTCqibRi6Dd4LijJL8ee8oh7XnC1XSDMCD8NqQ+8l8mhKlim8bWm9AhwyzygmI7rFKcpHgnMU4wPyUU1dVgjbs1g17M0n9N5SGk3bBnwuyPSWr331TzjY36cs9jBG0DcP2K4bBJ7z5QahDbbvyYoJzmcEEbB+4P6dtxHeEVXJqM4p85TE9V0fewmre2w2QY8qwrBiXEuKOFAVGddmFV5LZF6AUoxnMxQ9Te+JzlIUJZ/7wR9kdjBncAqLAil44dYtOtezNy75o3/5O9S3XkTrPMWKNagde+UlH82FN3S1Xili1x2eDHRerKm8pzfFBMeNF2LbzyjfMUbaX2CeRYpNx4vEBwGKwGNG8RKnK57KXyIuuEt3jqvRBYejwI/+yL/BK/e+SZuP6NSa3/iH/4Du1pSkTfD+5WJCHP8VakqFvuJ7X+GjDaQclBiTwG7wFtv3l+gNra6C6sXlaJBgiTv+DxHTlGm3KBdJsfsLoxZTU11BT+y8gZ3xj1KmhB2ZkmUufOGLjhZdwl1LIXbeT8BbS3QWRUBLQS6hMorCSIwk4c5JGHO3a8CLBVAlFEoqtNIopXbajfFRfUaLPrrfTws/XWx/77v3ruG/d99/tbJbqI0DgUSRe1gL7j2cMMieEHJaC8QBOzSY8ZT27F2UDwxGct9uuXPnjP3rzxGGnsXJElNKxtMxXvVYCQeHN7l3/4wf+NyPMpqUjKeHHOxfRyjNiy9/nJCNeOvOMd/1oVsIVVBJeOut10FI6rqg7xvKquCz3/dR3n7tq1TFBGk3uCCRJsO6wOAsWzuQ5RXnixUiDPy7f/En+Us//W/jujXRFOAaRFbSNQ2DUBR1iW63DOuB177+Bnfffgepe7rBs9n0xOCwNoIdqOuaosiQWiOFYxgGptMZUQjG0wOGdgtCMR7PMOUNZrNryL7Gn96lCB3FbEa3WFKVJV0/EJTBbjeMypzRqOLO7bdYnCy4du2ILFOcLVe8cfsupih54dZ12mbgIy8+x9vvPKBrOiyCvl3zE3/+8xiZhJutdVccoqf1m6fd/advu3z+n1Lh8QXJ9yvfMUb6IuDgnNvlfaSfHkLYLYxdnZzubMzuVe+SXi5qvDJ9DgG829Is1izevsO7dKjYknnF11/7Otn8EBXfv5m+Taj0GUdc+W2PeYbvnS3FkNAsSUsx4AaH84m1LGkv+t3AtAsSXEFvhBBwPiTy8rDj37hiEIUAEcRjvcaHgA9+R2IfibvY8cXxQicFGykFWkuMkWQajAS9w4JrJVBSIoUkGk1E0jtH1yeSKR92Xx4d8YIwP8REbLUzrJf3OF5kG8ZLeOJj7fNt78jVtr76WDxt/389Y3xBUfm0ImKAYFPYS0ly4Pqs41TtoU2NHllE1NS5oSgMZpLjfKA8uE62XHL/zdsc7VesNsf4oJFyi3Ml1jcIlfP880d84kPP8fz1fV79xpe5cXSd7fqY+/fucjgfs3p4l8998qXU/l4y3TsgZiVaSU5Pl0ihiMEyOMcPfPYz/OlX7rJ9eB8nNbkhkfV7nagQ2o6hGxKxmBP8k//rF/mVX/ol2gGUj4ym+2yX59SjMd3ihKIo6ELg4PoRnYRPf+oT6HxM8BDwKDkwGY0w5RidFzSdRwvItGA+ndF3PUoY2mGJMo7lcsHdu/cR0ZOPS8prglDlNB10vccaTdtsCVIxPjhibzxlefKQ2+/cpaxqVuslJsvJi5osS2IaQuUcL7ZM6xxZHfI9H3uBycF1fLelygpuPv88e7MZSInJssc0NT9QecYiyLdzN64GSN+vfMcYaSKXCSSXpNm7vy88QeQueWSH6PAxpY07kgjAhXLGxTTjIgKMrghaosJAld1kE0eEkHGtWbA/nqF1Yiy7aOwPMvK9f30SSXnVO3x0XY+Mv7i8aQFw4jIXJ313iI/vf5G0szuPvDJlilf+vzDYT5lwXf6VIHA7w74b22yMO6KqHfWrC/TWYa2jtw7n08DgQkiiB9YzhIj3iigS2sSh8CGFTfzlFHHnCXufakj1WeXp7XsRO37v9PPJQVKKKx1dCJR4f0jdk4+cuGgo8fR9I5IQDRFDBHwuiQzE4ZTcrikYUR3M6XLFYrFh9c6DpIu52aLHFaUTTA6fJ7iI6zqUNuSF5Nre8/y5z32a+vC7eHiyYBAwm865d+8O3/upH6YaFSxXGyaTkv/7t/+AXERmteH85AFVbtifzxhN99lsW0KQCBnZv/Ec9a0PQ+9SJuLsBu3WY/bG4NtEjC8C2XwPpT1dFHRRcXj9ECkl/WKFDYG22TIMCTY7DgLpLG9+8zazyYjN2TFaw3gyYr3tIFqWJ/c5vv+Qw70Z/dBxcP0FnNvQDi0hSpquR4gRZWEo64qhP+OVb/4pm01EUtF7R310A6FyWl2RSehOzpldv0UoD7hx6ybNJgkiLFcNRaaoJ3vM51M++tHvZrNdU1Y1b73xCt987Q1WZw9pW4sPlm++9ga997hhSJzTl/1j9088vRd+ux7zdCvyrF797cszjbQQohBC/KEQ4stCiK8JIf7r3fZ/KIR4UwjxpV39zG67EEL8T0KI14UQXxFCfPZZ3/GohEtPOBnnNFlQuym6vGJEk9jrzsTtPMAr8YXHRqthaHFC8eZv/TI//Tf/Nh8LAwdYxp/4NPe/+BYdQ+IFIYUR3jviPTKiaduTKMkPFva4/JUxPj6KPhnnCjs44CWU8L2j7lWj/mSqylVHIMb4ns9DSN4zuya72gk8JOmuEC94k5A7vPXFNYTLZJzd+11sLeITBiTuklp2s6MdCe2Vu/x4/PhZ073L3/KU+u33vtoeV9ogwoXK+we5V5dn2804nrq/kASpiUElvn9RMt/bR9SRRmYsuyWF1tD2VGUFRuGCZLM4x6qAHGe89eo3CCZSZvvkszHDesvdO/d48O5t7t++wzdf+Tr54QH/1s98ns/+yJ9ndm3M+WKNtQNvfusuRwczbr78UbKiQBtDDAHrkjHNTE6eFVTFmHfefZOh6VCmRec5dnEM9OhmjRcKnQvqsmZmBCIqdN+houfs3n1SHNUyGs/SYr3oyfIS12+4t9qw7TpefP4GLuZ0my2brcVo2LZbpFZ427NcLNBScv+d20QyZJQgeg7mh4jYs155tqstfjhHR89BuYfxD5lWCnv/PmHdYZwjLk5pnePht75Cu9wgvWVcSa7vTzi6tsf5ck0hew73Zzy4/y5HR/u0vUOFjkxrgrdIo1isWl75xtd5/sUX08KlTNDeKy7Fe9Yg3lOfIAN75Ci9X0/9YD0ZPpgn3QOfjzF+GvgM8FNCiB/effa3Yoyf2dUv7bb9NPCRXf1rwP/8Ab4DrfWl4ZWPXVV6zGNIqifBe5SSXHB1gASZBGt3kMPHYrgC0JkBoVmf3WPZLfj6VLIp4Jtvfpl/87OfJEqZDNducHj6tPZZvtafvV71qK9gPIDk/V09+5Ovl3+Li/+uXs6zzd7lInWERz7DxVXtxjrEe77z2/oRV0aG+MQZniW0+Swz/V6Q3ePlWTOcx9v84qG7uu2DDBOPX8/V88voUcIDjhAHimD41psF+8WESiu0K1gsHhIbRzmqCX1LCANCCJSt2J6dgppzdHOOyAVatORZxWRU8ZWvfovl4h0O96/xXJHzg5/6Pq5PC/75L/8qH//oJ3ju5ovM5yPGVcX54oyvfONVPvv9nyMSGLqBKCOZGSiqCpUVlNWU3tnEwIgl0xXUOa2NjOfXyA73GVTF0DaAoJgcMn/xJeqXXqSoSubzKeO9mjB4VHXA4v49zq1kfHBIVBmD3WK0ondpIbysKuYH15FSMQwdIQSabsATCa7DZAatdXLAVMl4YrAYPv7Jj/Clr71OrgaGOGVjB8Rsjt+uwG0wlaHMNU3nyTKPlTWi3OfhomPVBLquY+MrvvH6Xe7deZtm03K4P2GIOfP5lGvXruMxRKHYvvVFPvLRT1JPpjsFpqRVmezAsz3dJ5+3Z/Wnx/FXz+57zzTSMZXN7q3Z1fd76n4W+Ee7436fpCp+41nfE2IEcSFN88SFx8RQlbwWwWB9inlGiZQRIRIQK/Egc+XydiRGwVF6ST+vyI8bwrZHeEk2OD72fd8P7sJoJav1dDKix33r9xtZxVOPefxz8djZHnmaF1A6IpeJJBc36cK2pHbYbbtwaR+73Pef/l/s8pjHzcUMIV7C/cIFgdRTfsFjPsDl6R/lLF5c9bcDtD12LU9m7zxRnmXk3/9uXPacy7/e++mzBpEnrvcJTzwIkoK5dAhZUBmwYsH9bkvnPNE5Qi8pC8F0NuPg8AjlYWjWdKszRH6I605YvLVBTRTr9YR6PmLwA/PpmOde+gSf/Own+fJXXuFv/Jf/LW88eMC1w+fohzVNe0q1f8gbb99mWJ2SSXjjjVdZLZcsNytMDAQLmdY0m4aDwyNMOcXFmqF1KcNvgBg12+NT8nyG71u8yFCmYvvgLo0eYYymWy9ZrFvuvHuXNsDm/AHFuGBiFO70Dnk2YO2AyGZo6VA6sN12bNfH1FVJllcgIoPridHT9zb1FAknJxu6foX1DiUcvu956cYNTvwCbUa4HugdoiipyppmEMz39pJobVlj1w8ZZ55uc8K9b32F0K0ZFnfI6XjhxZfpestsPmc2m7NZrREIcmUpqoKyrvnhz/0g0bmdgMWOES9+wKjxezJi33//x5e+n933PlBMWgihhBBfAh4Cvx5j/IPdR//NLqTxPwoh8t22m8A7Vw5/d7ftyXP+NSHEHwkh/ghI6eBB7mStJEKoVNG71x0CNqYpidrRhApSPPoCuZC2aC69JAGZkTRZz1FZ8l23blKhsK5HrnPOcBwd7GN2uF8lJVIn2JsSCiV08tzRO0SFRqBQMsU21Q4RkTCWO64MARdI3oRblgg0cnesFI+SN5TKyIVEmMRVkvK0d6RSUqEQBHlxHp2ECFCIqEBoJApFkhITOwVxIcUOuSFQXMTbFVrvUMZCoNWFpyAxKk9ab2QgJYochUHIxI0SlUDIRyoqVztt0idmp/wc06yGmCY4xJ2AtkAIlQSDdyCUi4aSClSUXDotXLj4j671MZ9YPEKWq12rPvL2xa7tHx0ipNgp08gr2x87Ytfu6aQKuVuUvjLciCe88yfeX84dAoioORoHTtsZk8yQ48hLQTE9JEbLG9/4Kpt2hSWCrIjVBB0DIj+iMobQWHJh6Zyn63q0nnLy9uv8zu9+gRdvzMibE95+5XVg4NXX3iKSs16sUUiy6Q0m0znHi1Oc92gpcDZxOZ+eHePb+7z9zVcpNu9CEGiTE/GI0CGVRKoOFveo64qhOaNfLfFK0b/yDc6/+gESo9kAACAASURBVHWy2RGZGMAFDvbn1JMJWVZgjcCJjOXxCt+15KrByRIfNeNaMBnVbJuOca1xXiAwCFmA0ITgKMsDijpicHg/AmF47uZNfv9rp+RNzTpuGO3dwG3PKHSga5dkMbJenuBVSecD88PnsNbv1lgkIZ+CVmx6y9e/+kWGbsHbd06otWXpNVlZsGksbdtz591T/vjLr6KVT4IiIfUKxY6Xhifu/3vqB5i5vufdRQd9tqf+gYx0jNHHGD8D3AJ+SAjxSeA/Bz4O/CCwB/ztp17P7hRPOeffjzH+QJKMSUZJimSQJSnsIXaYaQhEkSoiEFBpkUtoPAYhBVrsuJylQKkkD6V3hlRajW8Ci7vHjKY50Ri2mWYYdYjlglGZEZRAyowgZepEIlUpDMZrtErGQQuBNCYNKlElr98UaJOBSLc1SoUwaSBJBtfsYt3JkMYokdIgpSF48EoRFShytFbkMkMoEDKikZhsghY5IivIjEJJnTqQUChh0MojZQQdUTKihUJH0JnCa4/SUOc1KI3RGYWpCCgUhlxmKOlABxAWkQmEcJB5RAYii2i1M/4xDT5aaLQ0qB07oRaaTKeBy5DunxZgpCGLkkwbhBDkpkBnOUZqjNLp3qATCVO8sOBihwsPl/64lDLdTyOIiiS7JUAoiBpULtBKYpCX91ztFpmlTA+CFBKETgcgEUIjhE77iN3guFO6iVImLnD5CNIYJY9XcaXupMikVKAE59slXbNhODunbxUb69CxIZZTlFHExlIUJiUt9S1+2IDtWRLpWsFCVExufRRtVpye3GeyN4Km4+uvvcsiKB4+XIOBXGb8zE/+NN/9sVv8xM/+VUJzzvJ0xSgL5MWM0SRnvHcDmRfUI4nQOdvuIa5fEd1AGASlKIgxQwRPVCM8AhkCbawx125QzA6ZTirGB3vEfkV5cA2ZKTbDwOr8jK7vybOc4CN7e2OilLQhozA5fdtj3Zh1JzDZmKaz5JnGKAEiIJVOz/BwDG6GE2O0XlJVJS+9fJMQPBvOMC6jW9/BS+hCpLUCLyXbLlJpT9cuePfObWw0tB1UkzmlDlSjOeMqx5Q1d++dIoJjdnjA83sl23WTtA1dR1CCV7/+BUZ7N1NCnEzzP89FBsUHAYU+GRi8Wp7GoXcRz362p/5n4u6IMS6EEP8C+KkY43+/29wLIf4B8Dd3798Fnr9y2C3g7jPOTPA9F8kG6dFPD22KVcnErH+hlKACYLgQkBXBXULUooiJxiMmo00QdK4HKnQj+H9+/TcY2paf+sm/wK/9s9/E+gZvGxwBGQRCRlSUBJ8GBCFUUtnwAaRMmqPOoZVK8SshsNFhQpoeBZLzKGVI4ZfdL0yIOLHDbXsiEu8UQoGRM0SU9PkkeS7aJMWUKAiZpJyO6YYeAZjNmliXOJUWOEMEL2t0pnckP4CI6cEJkakx4FJGmRCw2WxQSpPHgLUWEaGho9AZdrAoCdFa0BoJFHmJHZbgu9S+IaC7PnkA3qOExPslMuycgp22osISo0aIiKdjVG3oe0GBwqkMw4ANHoWgk3KXoJNw8SGQOEA8ROmJwiJlhvCWfOe5u13sWwlB8Mm79xLwkiD8Zd5NSmKHIFNCi7oIi4n0cAUhkDJlV0okTlqUl4kKYHfzhBSPzWiFEI+FaKRXROVSAogacfTcHidvObrguXZjzOL+Gdl4n+1mi4gCLSO9M+hMYq2nnFzDHb+DlxLlwHBCOHFMDz4O2ZI79+9yY++AEDUf+7EfZ337dd569Zs8/5FPMDqY88pv3uEz+y/xPZ/4OF/60pe4c7dnNj2kbVe4ZpGcjxgxDm5/6z55oeldT9uFnZH0abERx2bRM54pZs8dkjUrXvruj7E9XmMIbPoVJ9uGIsvpmwGyCXnucWdLMlOggudf/M7v8aPfe8CXXy+Y79V06/tEvYftN/RdT1GMsW5AS0umczwS5zRZKZnmirYz5OOAiRbVneEHTagavJVkeHzfUdY1wzAQhi0qy8gsSCwPHt5nUlfYYWDbt7S95WA+pW0t89mU49M7tE3N6XJgVglK5XFCsG22vP61L/L5n/n3+eV/8iZSCB5JAHzQ9Yp45fXJY/5s4bQnyzONtBDiELA7A10CfwH474QQN2KM90Saj/5l4Ku7Q34J+DkhxP8GfA5YxhjvPet7lFSPpg0iTUETpYIkOIMQDiFCIleKPMoAEwIRKjxrLmjYhE/cE0olsVO0ICfyqR/9i/zxH/4Jf/mnPk9RZUQpuDaVDJsJmTjCVjmSJLdF1LtBIZLrKR6FVAqlFMYYBIk1TyJQSmBtQMkkvVVVFV3fQFQk9fCGuLtuRKSuxqy3q3T5KIyW+O4UQ6Tt1vimIUaJIBBsJD+9TYg5PsthUiL7Bfn5GhfBG0PlHV50FFrifI+lQEhLlW/RSlLOCk7vNkQERlcMg0vndhnOR/JRieodIgTyvIQix67XlFmOsArXRAgSrQ3Oekb7BzhrcU6RGUEQLyF1wPnUtaWUaKVxPsl26fyIvCpgCOQmx5PktKyzCKUQw5aoAJJitXc93jpU06AVMKxxyiGMwhclduhRg6XoB3TscXLBgEWoiNIen0bp3TqDZIgiqe1oRbQWScQLgVA6oVyCxOzuj4yJcKDTfWJcuIBjhSsPngAV1KO3UiBiJCiDcg6sQpIhYsbD84SMGesRed+STa+z7RqIAdc3ZFlOv7mPGZVkwSEPJ5jeszheMxoHYjnmR77/c/zBr/0KWR6488UvMJ3P2ZtNGVbnvPG1r/GZH/osf/A7v8pyccb86KNsbn8DpXpyMyIOHmcbhrZDjQwhtOztHTG0JxTzkkxllNMRZ6drnAu0dknbC8YHE9yqoTt5wJ3bp8Q4YN1A0BmutWR1CYPDU9C7HqkC/aCoigJjKlxcMyKyHgKzwnK2HZAhhb/G1YhgNVJI1huLUANNe44IjrzI2TSCk1MoioZKzjnpV2Ta4IdAXtWooqbQGdJoFqtzMnKcjFR5Tts07B8esFg4yjJD6BzfPaDLKobOMjTnHOzNQARycvrVljzTaFPwYz/+4/zS//4L7FREdnf3aUb3KXZy52A+CgZeXRyMj332WMDw8ejhU8sH8aRvAL8gUvBRAv84xvhPhRC/tTPgAvgS8Nd3+/8z4GeA14EG+A8/wHcQFQgvEiSHiAxJJFUKQVl4rEsLM6AQomIdxyluqA2xOES7HpvlZJkh0zn90DOeTvEB9sczstAzn36En/jRb4I44Td/V/PjP7LPz//d38GPK4oa6JYoLenXDabtiZlGhsBSFehhQV15eu9pnWE6tWANLuY4saTIMzbrnjw3dIsRm60FtjSxZhQtQXQMTpHpwJBNqLSlbVusU/SVoOtyTJFh7UBZZrhhSxAREw2dzyB6hD2l7xyh0VBFKltjq2PcBuS0xJ46VCVxaknvA7O2YiBCVuDEgNaa89WarCzo2h6lPVo5xkJyLDekZKI1fu0T70QYoYVGqBZBQJcGYQLrxR10rmm7FjdkBGHBS7QG6wSoijzPUXEgioqs/RKnS030koXUFH2HLUaMWdPoa+Qu0NsB8MnLVTXRR6rpCKVymFVYr1O243LBxnuiyamuXYOgMfk1psbRdB3BRcZlhnMuqcJbi5IFbbuhqmqc9SidOJG1NrR9w2joITist0Qhk+Rau8EHjxIKHxxaiYShRZBn+SVUVEmFDymxSKuMkepY+ZKXPv0Si7dfI1YFi+NjxNaSZRCHu4TtCH0gGKwmdlDUJW6zYXTrBZbL23Su5ujaNZbnCya55943vsjzn/oeNu++i23OOO1W7L/wEV7+8Avcf+tNQpMjZMFkckS7usdf+dl/j9/9w/+Xs+MNZZ5htGANFMXA4CRikKxcRSnOGVrJ+eIB5WjCMLQUZUmuOty919P6QnaLl16e85Uv/wmmMPh+ABHwtkVGwXbRMp3Nsd6ydpE6CpQcEddvcvssomOk8ZK6njCUkbzQxN4hs5z1ySn5eE5VjHl4esa0mrDerqnGlp/4yR/iF3/x1yj29tH311hS+M4FQdwuGFUZRZ4hZxO2yyVCSvI8oyhyFtZy8OJL9GdnnJ4c01s4nOW4LKMf0mJmUeYMvWVvb8bZsiEbOs7OU7binfunlwEKAc8UneCxz+Nl37jcciFicrG7lDsBZj6Qk/1MIx1j/ArwfU/Z/vlvs38E/tNnf/WjIlRNPvsM9XjC0DvKPCMQqeqaYDsm1SHBtpRVTd+f413E332NIq9ZnJ+RhVP0SJG3x/TLHhcl1XyP9t5rZGjOzltkUJze/20sc1z3Jm6APzge8K7FjFf0W82orMErBrtEljnOD7SxJQsSU2m8EBR1zcm6o4wlAccmONRQYIOlF1Ok6GmaAVlm0CcaSKc6dCep90fYbYNXkdNNl/DIOuCanDzv8bZL6dJBUYxqlmdbRnsFve9plg5dOvI8Z+22VGXJqKgoDyveevshYb1FqMgkjmHdoSqJLDSt6OlOH7B38+W08t56dOjJZaSa77HdblkzMJ2MCQSODo/o+oaT41NaO3CQTbCtBTXguoFKV8SZYKpGPFAQ7IDRNWFwmFwxuB4ZWuqiZLlq8HFDVRrkNuIk5FLgCsV8lnF6t6PeX6IxmMyxXi1BgInnVHmB7x4SgsBl4HuPlxlt16CVwuQ5sbuDGyzZyiD0miKUNI1kUIFRvWWzmeCcwlSBGEaoLk9K9PYB621OVWwJbo9OSHoXUVVJ3w1keU5WKIwQrLYtWW4odIqnO+d2ElUK7x3eB4yGflgTQqTLCg7VwOL132A8naJyza2X59iuZzK5SaY10mT4zBDahrPjY+bzW0S3ZVxPWS1f4Ox8yXQyZU/tE2Pg7uo+P/XjP8G/PP4NlASlKh68+pDhFIIDXXcczj7EnYdfwccDmqGC6Ln1oRfwg2W7POdo74DN4l16u+HWrQ9x2sJye0qR12QScIFqPKdbneBljcsy2tWKvc2a4/v30TqnyKHzEZ2VbINDxA4KSbM9x+clRYRVGHj5Ix/m9756jxvqjJPVjH4QCO8pipqPfuijfPOVV7GdRcoxtnOcrraUxZTldkOmFb7P+O3f+goDjnb7GtFURCWwIYJtqccTotZs2wGpNIMX7I338MKxv3fI5q03OGtbvAvYODCqqvR92iBiz2hcEAN03cBoMiHTks46fuvX/zmoEUad0fvdkvAFIOGKMZVSXmb0AoiLJLwrWCxx8V6kxfHoUpgsXPDD7xav5VPyGN5jH/+19d3+fyg6K6PMj8i7DTEmGExVKKzvEuetSdPNoqzZrHvaZqBXJcZ7fF6S245WbDA2oyxyIgJnOjJKVrZlnOWIkOH1hn6bMZpZzs8EmQl4FyjrEdI7ZK4JMdC1PUVe4rxLMWdvMUGCkqgM2lXPeH/E6ekZJhiyTGGFY5JPWSzPybICKaGYFpwdL9kfH2CmAdkXbLcNwQdMZui6loaGXGT4OCB9hdDgnGMyGdN3G7TK2PQNeMdkMqdpVju+C0le1kilWKxO2ZsdsTh9SFbW+F3YIUYwArLoGRzYqiYuFuRG41xHLEZEpZG2ReYG5x03bz7H3Tt38C4wqfdw3jNsVhzszxn6gYUA0w8IregEVNayGgZm0wNOT8+YzqYsFgtm01lKZw8d0QtEEZE2wynHZDSlHzqa8w0uJmV26QZsPSIODo1HxoAGrFLYODCZTNhs1hyOb3DenqBdQVFXiCBo1/cxRYG1jswkL3e93YCWiCEiTGI2HNVpAPKhYW/2HIvlEpAEu6WqMjqvGeew3Tp6IsFDZjLoG2RRIUOb2NvGN+mWK4aupSh6Bq9wqmRS1iyW50yyAistYbCoIHBOoXJB7weQgqyQjEcT1ps1mS/oYgMyopSB6NGhYLtpQUZ0FXFNzuRojG5zwqjHbTXNYiCMLPOxxrma6WjB7dsZ3/spRZYJ5nPNZgvjyZQsRqwbOF1s+PhHXsZunuf2/TUnD14n2sBLH32R6/MJb925zY3rh2hV8OqrrzOeTgjW8vD4jOPTM5qmSTjp8RQXAtPRGJFllHnNhz/+Mg/fvoOvSyo30Mq7PLjzDouTlg+9dIuA5/7Dh+R5ibOW01MQcsGkrlhvX6C3p3RtQwwelQn+4//or/C//sKvoHrIKk0oc9qmRwQPQ8vB/j7v3HmbGGBvNsOMDNtlQ9NtKIsRwVsmkxnWDmzWC27cvMXDe/cYTaacrhr2qqQGs24iSkuKDDa94S/97L/Dr/7KL+K6jgt+RcR7iZCu5lIIknzekzkaqcQd4ugilLvjy0n0lVwmrMX4xwlE8d7ynWGkjYqm0IStxJsegBgkGTlaa3wApVtcqDFaoIxk6BryPKNvLYUKrGNMdIvBIUWOKASVrti4LRNT8ODshEhNlfV0zlBlEhcFdZ1xvDjjsNrjeHXCuBzRhgEdAaeIWUC2ila3yXsicmN0RKstZa/p6fFNZCO2XKv2OD07pZyUhF7gVAd5xShWtGpF4WuIEaU095YP0FIx0jVWdPTOgxdIacnLjGajCN5h8pLxBFwT2W4bylnOerOlrkvsxmGM4fDaAVqXvP32W4lDOCbWusXinM53HOQVqizoh/4RX4bKWG/WjLSktQNG56giw7eObJxjm47RbIp1PUPTcW1/Qtf1NKFiWD3AxhG6yFD9KT5CUU8Z+j5JHxU5x8cnKLVjBncdREE1ntCs17jCsL+/h24VJ+1ZIm6yAaslWZGzWm+oi5LBB7TWZDriNp48K+nimiEGRrFgMh4Dgc4bjIImnFOpOdEHTrcPoFcUJmcTG8Z5zra3YC2z2ZSTsxVGy2TQ9j/C3bvvMJvPcK6DmMR9JZJh6GiGBqUcylcU44EwjOi6LiVeZQ2EiqHboAqN7wJFmQiNMpkxlJ7a1gyiT1NepRBDZLA9WirqvQmus7RdnxAtQmGMREpNlBERBW3TAxl5vsXHHOck0xl02yJxsPiBelTTtgvK6gCtC87OzlBCobOca/tHrHsPvqfp1wzbBeW4ZrAW0bVYo7j+wiHt7ZbilmbdtIRlxCmL9Iq96hDrNlw/uk439Dy8e5+yrvHB03c9TAKFKbFxoFlZjiYzQn5Ae/4uz72Y8/abZ1w/qPECNquByVjT9QfEcBctFddvTqEYc3z/jLtvKeqZ5r/6Oz/H3/35f0w5OqLtl5w8vMt2s+SlD73IuK75wpd/j4PpTYgWpSVHR9d57fVXKKqK87Mz9vbnlGXFMLRIFG3TMAwDUkuGruP60SHHpye7BDYJIaCl5H/4e/8Lf+tv/Byb1RZB3JGhPSH5IcTjRvoKLPXiM2svlh4T8uhSmSmmNZvwyDhfGO3vbCNtMhP35hPW6x43tAglMVoRpWHoPFIE8sLQtg1aGVCKSVXRDy17ewcsz9cstiuK3HDruedZrRZU9ZTT0zs0bWQ0GrPdnqNVzt685PDaPn/65Tco6oK6rlmendNby62bzxNiw+K8Q0qBMQUxBLp+g1aGtuuYTmu2bYsSirKqWK3OKfMRZZlT1VPu3r3L0dGEhw9XzOcjhm5gPJ+wXKzYrtagIcs0harZDhvyPKd1LaFROCzTWcHQ9RR6hhcDwVoyM6Vtz5EiEYWPxyO6oePg6IDF+ZLRtKRrWh4en1LkBVorbJ9gedFHnAuYPC10Nc0G5yTz+R5N26b4qvQUec5ms8FaT54ppCkZhp46E+i6Ynm8ZfAt1agmdJZqVNL2DhEdfd9wdHiYkCNSMd+b8+47DxF5QRy2Sf8wK9g0LVVeorMMISJ975Fa4q1jOqtom4bVtkVFQVbkGJMjCJi8pN+uUFKzdQHX90zHGfPZjOgiNjqybMT58jRx8wpJ17UURYUdLDdu7rM6a1k3a3wM1Lkhz0uW6zW5yel7gchaJvUBy9UJR9cO6JpdIk8MjMcVm/VAjJG6qumHgdXmlDw3bDcdRgu8h2k1wVlL6zskgroaMRBw657pwZSu71itVxiTcPxKKrQx9JslOq9p23aHyZcUZYWUCmk8Q9/SbiOTsWG18ZRFAWyYzm6xXJ/Tdx2jKscOHrTAe0uZjzC5ZugDrh8IISLjhsHFhLsPIsFOAadACkul9lk1S2IQSBmQErwL7M8PaJotXnmkFVRVzbZZI7XG9gPGGPrYM2KMjQM9PSqCUCWBlll+jaAioxoWqwWrpeXGjSmDH4h2jpAnbJt9XnrBsenOKPKM1WbEetNjV2uev/EhRnUBCN54602afMv3f/gHuP/gXapizHLdcnj9CD94Hty/T1Fl7M8OuXN8hxv7R7x++1sw8tR2j9l4xluLdzjaU3RNiR82OOmZVj3EyF/9T36ef/T3/x6bzYrQNWTO4pVB+hYnNV4nFJVDkA8DVmcIrSHmOKmQuwVqApTlCKUkm7ZBSY/3HuFaBJ6QWNoxQ0uWdSw7951tpDOTxbIsCEHQ9x2z+Yymbyizkq5vyExGjJGmbfE+UOQ5drCMp2NMbtgs1iitd+mlivPFKcbkjMdVSo1Vkr617O9PWK87tFL0Q59EAaRIIrbG7NjaBF2zpShyuj4wm9b0do3WFW4INF2DjIKD60fEaHF9mrZs2xVVWRCR2KFnVI85OV6A8BhjyPKMoU8cIVpnCBGwNsU0vY8cHc55+527vHDrFtumZbAblKhpmg31JEdFgxcWLXI62+I6x97ejAcPH7A/P2SxOaMejVmen6dQTbREJzi8dgjBsWnb3ep4QZEZTJYwqscPH5BnEiVztk3DYHuMVBRVhRss1lp0qTnYu8Z60bDeHpOpCdYN5EVCNvStZzwZp321pG16nB/wwZObDKXTrAAhU6KBTzqR08mUzWaLc45yXLNanVOYkn4YUDqmUAOKoshZb1bMZ3ts1mtciLi+YzLfwzmHBno3IKSgzEqquuTk9BwhoGm6XeIOlGVBUVa0XQ/4FGZBMZpMcN4xdA1Kp8Xb9XqJlJIsq5DK0veCzKQQVZ5nKWziPVUxwdoBk2c4azGZom3alPKtNC+98GG+9eqr6Krk+eee4969B9jYJm4WJEYanGuwThGCQ4RIUVcM3lGYjLZtEyonKxi69LeUkOcFSioGOyCVYei2GKPR2jDYAaN1UryJnmbTMp1NUjw9RrRWdO2ADw5jFBKJ9568yLHeEqKkLArabXJWrOt2cFiFVAZBoG07lE685JkxZIVi6ANts0abjMEGilzR96AzietaiqoEAd55IuAsKJGUfKTU+BCSMXMKnXm0yAmhp/cS5UNKmFIJ9SVUSjTzoicXJQ0NZawxJqOuK1bDAjrJzZcP+NY37iIieN0Rvce5jKIYyAvFqE7EUnnpKbMS7x0nq8+QaSjLMciAHQLeS7TW9H2HUinBLcsK2mZD124oqgYfI8bkbNZLlMro+i0gqPOaIZiUzCYztEqQyEwK8qqmKAq++pX/4zvcSGdZdDYynpb0bUdRViAlbhgIIZBlOUJEpJAok2GMQinJ4nxFZjSLzZoqK5jvzTk7X5IZwzAM7O9PuHPnAc/fvIZ1gZPTBR/60As8eHCfsiwZesu22eKtY1SN2DRrpuMZUsFqsyHYhBCQWqJ0iY899WhMs23wzjOZTpFCUxYZ56dL2r7FGI3RCUO93i7JdIUQkb35Hvfu3UVpTVFltF1LoSuiDGiRs202lEUOOpDnBd5FjNG4vme13u6EPAEJoyolphSZ5u79+0gEo9GY0WTMO7ffoqxGIAJESVmUdNst9bzm/oNjrs0O8M6xaDaMipI8y8jLCccn98gLQ13WnC+XOOeRIokm1HnNaD7h5OEDkApjFFlm6DY9mcmoqpKzxRlGa/q+xwvBpKrYdB25TnjgGBRCJDjaMPSMx2l2IZVCxiScKAFlshTWqSpiiExGGatVQ16mKfzRwSFFXbE4OWW9WVONxyghcd6hAJNpNpst3kcCgWtHhwQf8EFydn7CaDRCxkDnhl3SjLpEesQIMQT6oaXvB0b1GB8DBEFmKgZ/TvA5e/OD/4+5N+exbcuy877V7H7v00Z/m/fyVWZWCxQISYYgQIIoiIAagKYsWQToypNb6cqiPAGCnJIlQz+FoKCiQKoqm/fyttGcfvd7r0bGikqUQT4VDQJ5vBMRN+LcuOfOteacY3yDae651AfiOCLPM7q6A+GZrabIBJdzj04zALSQzKbFe4FSCUpbJCkhwszRj6BoMHMAi2dlTJlvqOsTOovwbqZtDcLO+NdDHiBJYqy1mLHBeDBzONiiSKMjTdu2KKUC5VFIhIOua0nSFBzkeUFvWuykUEqQZglte2axWKKV5ng6s1wsqJszkQ6v15iZKNK07YDzhiIvaZuatIgRPgPZM44z4FFKkGUlWmmapkEKEW7dg8djcC6ENKdphBCOAEQUjONMHCUh0DbwjsLIwUlQniiKMLMj1hKpYrq2Rb6qO8Z5oMyWOG8Z5xYhY6QTDPOIc68JKE68RnnN6NghvcKS491MjMWoDD+b0HHYGa9ivDTEriNJJOMcE+uJ3qeha0mvmacnnI2IVQQivMeXyxVZLjnXnvryhBSeOC5wTuFQeBNcug6FtS+/30VaaeWVDK48pQVjP7LarNBK0bYdSgouTc1yUVEUJXVdc3d/w+PjjnEcSXVEmoX2HARFWSCF4PnlBYOgSJMgL0pL+q7l+nrL4/OBKNJIAbO3TONEHMUkWgc2QNfStC0//e47Pr/sqJKUw2mPUnEwuUjBenuFdp5Tf6Y7DSgluLm+ZbfbBVu5Vq+5BYp+aImTiPVqTd+ODMNAVVbs9nvWmyXeK8xkKKuMcQpz+TSNORxOaK0wxpLlCfW5ZbNdY+xEkVd8/PCBq80NHs/5ciJNErIyJ41TpFIMY08kNF7C8/MTxtjwnxQw88w4TVytNuhEY4zjeDyw2V7TtQ2R1mRFwWKxoG8bptlyPOxRUYRwlnE2CAF5VmAJHYOZZqxzxFEYDyVJjMBjjcGhSNOMIo05nQ/MDraba9I45en5EecGynLL7uXl7B+s+QAAIABJREFU1XEZDiQhBUmS0bYNSmvGYWCcJhIdk2UZUobw0r890K01eOeZXkHzIVE+0P/6YURqQZmWnJsLWsOiWLM/7fmD797x8cMXrPOvN+8cKQXj4JlNUN4orZimMRR4CUkcU5Rr+vYc5sje07YtDk+kNFdXV/TDwG73glKS1WrD7e0NHz58YJpHNusbLpcD1kdYM+O9fbXaTyiZoIQgjlL6qQM8UnnSJOVyacKFIAr/brOxWDOhdQAWFUXBNI00dUcUR0hBMJNkGd3QopQgSVKGYSLLk3DDtA6tFFIkzGZimkbiOCGOJbNxRDqmbs4UecU0DUQ6wjpHFMM8BensNI2kaYa1YVRkjQXh0FGMmSfyLEdIyTyHrtJaE+SLWgfs8AzFQuFtRN91SB3i69xrCIa1Dq1jVEBj0ncDkdY4a0EFAIMXHmeCiqKsCuZpRiqBMy58zr0amaxHSx1u82pExzl9C0kyMgyaSMaMtkP7GJjQSYxzBqzAK4t1jkW2xHpP308hxEIPgc/uYpSyIceRESkq8BNxEvyLc5+Gj/uAlhht/28t0r8XPGnvPFdXG4oyIdahXfHe03UdWZaRZgmLxRKpIsZxYp4N33//ETvP5FlOuVhi3My5bumGDh3FLNcr3n/zDXkSEeuIIl8yjD1VtWAYLGkcMw0D0zQRObhfXyMmQ6w0WkisFlyvtzw9PoWWcRqoFguWi+q18AjMOHCuG8bLRJrF5HnOaCdmZzDekGYZZVEwDCNxFLGq1jSXLgQZWEs7tMF1No2czzusH3l++crpeEFK+Pr1mXEcGceBzWaDFILNZkMURQxDYN8uVxuMmzic9kHHqyTWOvb7FwSe3fMOvOPL58+kUcybu3t+8u49WZmDlnz79j1131DXLXV9QesIgSXPEt69f0scS379q1/x6fMjWkmQkjhOqJZXZHnJenODcUEF42bLbGaUUszThERgrac5t8zGMc89eBt0o8SURcrT4yPzXFNUMc4lSD2z3hZU+YrVckUS5SQ6RYlgL9dCoaXi/uaO69sbxnEgfVW0CClB2GBhF5Y4iWm7sGBWkWYcJ7IsJY5ShrFjUS3xQN2Eefc8z+g4IS8K4jhFCE3fD8RRTFlWbLcbBJIsLUmSnDxbYsxEfT7TDT1N29G2PcYZqmKB1jH7w5FpDAdsHEfUdcc0zYDAO8nuZQ9OkqeCJBZoDfiJqsjxbmScR/qhI9KeLI3QOqOuG8DRDzPjFKiQWZawWq2J4xjnLNNkaZqG5Wr5qr3PidKUsip48/AW7yTTEIIYvJF0rXntLBLGscOYGe88SRJe99/e5ZSKyLL0dxZ+7z19K4gjMK+pJv0wkhUZ1kEUS/IsoSxTokgxTAPj1GPshPMGZwKBUoo4oBPkQNdMeGbKRYoUmnGa0SrCGpBCkWUxk5kx04yOJNbP+FeUcZyEzg4hiGJF24YbvDWEC+Bo8WJCvRpWZjMxSoN3CXNviaTDWIXUljiGCA1YtEqxfggDfB+RJBF4iYjC6O5qUyHFjLMCpWN0LBlnA9IhvCbRgiLOkEpjfDjYcAbDhPE/zlT/vSjSSinSNMZbjbEz4nXU0XUt02R48+Yt4zjgrQsSNh/cYbOZGfoB4wzWGPIiJ4ozjHUcTxest1zf3jC7ibZvEQ6atkFFYa735uGB7XqDmwznocPhOdRnZuXw/UTnZmYF8zAxj4ZLXdONLfNskEpgnKNpa6IiJssLjDHM8wzC44Wg6Vrqc4NUCmsdl/qC8zNN1+KFD0suD94Z4ijCWYPWMctVSVHlxIlmvVkBkmme8ALGcWR/OHB3c00/DDTtBS8Vq/WGzdWWruuw88ybh3f0fY9zjt3pxGK9xkea/eXMly+f6M8NynpeTnvyosJax/v377i9vUHriHGe+fTxC23bkuYl97c36EiRJAlpFjFMDV4YxrnF2ZlXLCGbzZbr6yviOEYIQVXm5ItFUEu8BjE2dcNo2nBYppooXtC1PUmsKLKKtw8/IcljtIyYbY+1hkvb4KUgSmOKLGd3POBmQz+NzLNBRZrNakGZ5VgzklcV37x7x3ffvuP+5iooHZQkiVRIlok0zswkSfqajOM4HGryLEcpxTgORJEkiiLq5ozzlsPpiWluiVOP1oLZ1EyTZJoMEklVZggRVCjn8x5rR5ybyDJNni4piyXGzOwPj3RdTRRDWWbEKURRgnPgbFAEtG0PQLlYoBPHZCzOabquIc8q0qRgUeVoGVguRVa+KgoEaZrj/URVLfHOUlYVSoeYsqbtOR6ORFFMFEviKAqXoTzFWRjnDqUjlFbESbhRH/YNZp7JsoQ4Sl95J4RC7h1CWLrekqQxWVFwdbVg6GqS1zFXEAB4BJpltULJODgte0tWRGgVo6MwIhBe4PxMFCku5w6tNZGWRLEGaVFRuFWX+YI40UgRkaUpm6sl1hnyrKRvJwQyQKYiDU4itaMfDLd3K1K9AjVjXzM+NRpvBPM0g/U4Y9Gzop8bIiWQ0iDUxDIvsd6QF+BcRBSljO1ENw00fRu46vjg6HUQRTF5mpEXCuNaBk7MLWhb4OVMVCQkSRwO5h95/DuxO/59PYy1jIOnrBLaZiaKI9pmDMXOGX71y9+wqFYIaWm7HiUhThOcM6Rp/kqVi5DSs15WeByfP30KDjNjqMocKy1pVZIlCd45zsayP53AeyYt0fMcIOhDT1O3eCWwk0FrSZoXyAgOxx5PmAWO08T5eEaKsPxpzg2bqy1tW5OnBd7bsMSxE3YMUjmExuGC6mMeaZo2RH+piCovGYYOqQR934cbYppQXxriWNM2dQjLlJ7r62uOxxNKRRR5yaIqmMaB5+c9aZpQVRXd0AKK1XpFlkR088yqLCmTgh8+fmC7veLT4xdKHdPUF7SSDOPMYX8EHF0/kGUxtnMonZHkBc/PO7S01OcjxoSoMy0VQkVM84w1lnEcub29RcUR28WC9nKhqy9YYFktmKaZLM9wrWC0I3GkyZIIby1xlrBertgdLwgMzke4ecYpG2LFxiAHFJFCSsHqaksz9IzO0jcdSmuSKEHGCVkU8cPHrywWJZHqma3FmJm8vOLjpy+oSCKswArPerHgcjnTdS3jOFIWJWmS0nUdSZLifAPeEOsMKxz7lzN5XtIPA1pFZHlBczmzmw8kMiUv0rBknPuwbO5anAetY6qqpL7UlOUS5xyzmdFacDweAs9lnqkWC5I0Yxp7JJZIJ0zjxDDUJJGmbhukCAtVHbnQAUUa7w1dO3J1veF0bEhSQdM2pElG13XM00yZF0yzRSeCoZmJUoWKJUpJxskjhCWKEowNgaxt15KkEdbBfn8iiiRdM5ImOUio6zPWuDDrVzpwM2qLNWAIYzttAl44LzLqpsY5Q5zE6FjgfYhxm6YJZz3r9YK6aRn6+VUwYMmyjLEfg7NzHBjGPogHRk+SS6ZRYcxAlsfU7YGsiHDOk6Q59WnEOIOfPHmRMg2ebgxIhjiWCB/jZ4uTjlTngWeDwglJKip0HOzrZnLMBtI85dJM5EWK0o5xVMRiJonL10BqCyKws2WU0HUtXgriTGPrAA6bTYt0knyxoB/aEMX0I4/fi5t0EicgDJvtBiElddPhiLi/v6NclCilmMYRJTU/+e49ZbXEOYsQGmcnzucjRR6TxmEGezmfw5tGxyAVL4cL1jhOpzP745n97gAC8kSxXRcsF1WYyXqLjiPsNIJ1lHlCEulXcHr6yubwYfZog6Z1c7UKm/FcM4zD7+A7VbXCOoMdLZEQeGdp6yN2HOi7Fm9msjgmSRJGMzPONcYaxnEiTVMiHeGsY55HyrKk6zqur9f0/cju5QXrBLvdjiLPEQJ2uyM6EnRdT9s0NE3NbAbapscJxz/40z9HWMmHp69ILyhWJYskIy4ytqslWZZzPh3YbtZU5ZIyz5gnQ5olrDcJz08v3FyHGe16/cDtTck/+kd/zmJ5gxQepRTL1ZK379/x+fMXLqczfdchdMxPvvsWrQRZXjKOA2M/oXUg/gkhOA8tQkqci+kHgzMjy+WG1Tph9jNaFsQ6wljLcr3i/vaO7XrD/mWHRBA5Q1bkLIsS4QxZrKmbjofba6a+JYoLfvqznyGk5FJ3ZHFCLBVpnlEkKRYDUvDmzVuU1CxXS5I0mGIQoKOYefa0XYcXhs3VisUqJU0TlusCgaFYJBRRFch5rzhZpQAd6IZKSYwZGIYGa6FtO4y1tO3A5dJhLUQ6Yr1ekeUl8zQwGUuexNxeX1EUCfMM42goyxitPc5NQTKZZ0ip0FGMVDCOM9Y6xiEQ6qSUKC1RWoURm5bMvSHLMvK4ABOWdVkaE6kIUCwXS9brFUkaAwJjJnQUgFDD2NB2DU0d5HoqinHMwYimYbVdslqGzsELz2hGooTAlZkcgoh59KRZ+mqnVzgnSdKYcQwL3TRNyMuEqlrQdB1CCYq8YL3coEWKFAmLZbiglXkKciZRFVrH+DliHiBROUkcY4ShrFK6ZqZuTiRxYOxMg0UqgUgh1RonPSrVRGkMsWdWhklMaASTGVAyJkkVMraMTY9FkmjIioqurZmNCZ38NLK9ukUKS5ZVFGlFMkeQapyfwTuUjCkSiRsdSbX80fr4e1Gkx3Hk3LR8/fSRcz2Q5QvKIsbPCm88Kgpb6XEe+c33v2EcDdPkWK+vWCwXxFHK+XgIfAtn8W4GZxiaI2W15Pr2BiJFkqUg4fpqi+1HjnXN+dQRiYDfxBqEC+AfHacIJemmgbLMabueqloivcLZEAygE02kQ0v+8PCWKFK0TfeatWjYbmLSDIpFQhollOsrHu7uUElE2w9oESG1xFuDjiLiSJMmCbd3D1wuF/p2pCrXr8sZxfe/+UqSCZR2lHnJ5mpN0w88Pe2QkaUq1txcXwdp0DDStB0qUuyfGv7l//Ov+Pz1C3jLaCeevj4ymgkmQ2NguyypsoR+7ABFrAVRBOPcM/YWrQTL1YbJWpr6wtNTz69/6NhulkRpzNhPNHXL7vmATpJgODIt2ktedg2b7YZxOoJQWG9IckhUzPV6zfPnHxAiJksVSlrO9ZnHrzsePz8xzgo/W1QqSVXK5+cvtKcLfd3QNw3X6xWLxQrnLV3XsVws+bM//XPAodRMUWiay5lf/fLXYZHa1URZilQReV7hnWFsHMoqxrnHGM88jwGyNPWM7cB2syZJIxaLBXm2QCDouwklEpp6wBnJ9d3N7xJG1usVm82aYZxQUjD6kbYf6IewfJIAyiOdoypi8qoC5VnkBVYImqFlto65a3CzpWs6zqcLSaLIi4xxcERxjBBQFhlSSGYzUp9q7m7uiJIIsKzWFdvNAunh/uaBPEvDrDzSSC1xzBg/BRKjDkqKsswxBsbX2XFVFugoLOSiKEUgEV4hRUykM5I4JVYR0+CYBxMyEkfD6XJCax9wsEjsBNNgiRJIi/B7mqYBqTV9b8gzTZIl9H24yQ7dyNQP1E3HalHhvCCOJEmiuLvdcH93xTwLhIhpukvA3mrDNPVEuUQqOOwP1MOJUq+ox44sUqhYIZMIJRN0nDEYSZGlGGvw0xCQyVISS40dRuw808+eOMoZpoahn0l0ihUWJQSTsTR1jZ081hswDp0kXE57vHHMY0c71LRTg/QKnSosCh3B6dLigKtV9aP18feiSCdJjJsmxtnh7EAce+q6o+lrXg4vZFnJarMm0RmLvCKOJNvNirY50fUDSgqsF3TDBDplmkGnBSrKmPoGO0yhnRaKSCqG0XLz5pbrqxuscFjvaM4XkjhluSgo8wVlVZJkBVmcMowzRZ5gXchFi5NAwlNS0NQ9zgl++Td/g0egUk2RZmilqGvB3f03XFqLEY5EwowgjxK0jBCxIlE5SM/5VDOOPc47Pn/6Ldura6IkqF1Wqw1ZWrLelMyjYBhmdocXxmFEupn16poy35DlEbvDC03XEKmEb95/wzg2JHnEclWRVylVtiRNco6nI0lS0Iw1i0Tw4esOlZb07cj+8IhFUS7WTINDCE2URPzNX3/A+5jJGB7eXtHXA4fjAWcFeZESJQIdg7cefGjTV1clfX/EW4MzivWqIs9SrlZXyEgxC4EWGW3f8fXlKx8+fqQq1mgt0KlivVjh1UhMApFDWeiNxcuQiPJyPPJyOFBmGXmZ8+XliR8+/pZptHz/m88U5dWrNj1IzPJ8wTwGFVCepmyutnjhWG1XjKNBCkNdh4WuN560THm4e+DNm1tmYxiGnqIoeXh4QKhgvb97c8Px5Uw71MRpxO74wuG0I1YJsU6oyhLhPZv1ljLJiTPNoiyZrKVYrMB4NqsVXkMRZ2gHzju2VzfsTmcOdcOqqphsCPGNI4UZZ5K8pJ9mMHC+NCSp5tyc8cZwffPA7uXI16cdaMV+v0NIhdZRwP8KiF+Zz4IIL1OSrGK2oLXjcq7puoHT6YySYWG9WizD/FRaIGjitZZMdkIphXGG2XnqtsW7oBbxswvOagXVIiiFzGSY7MDQWbpmoiijoMNGcvdwxfZqg4oEcZYgBZxPDRJHVa44nWpe9gf2hyNxLBiHFoRGKEWSlRT5ku32GiUVf/DT76iKJUp7lCmYnAKXIr0lSUHKiatVSmwibBJTJAWJgRSF7yeSIiZ2kgzPsixJkhQB5GkclCnGIKUkXWQILYK7tb+AdWRFhRMO6z2J1ERxjJaOYbDgPTqO2Gy3VIscx/yj9fH3okhP04SdpmCTzgv6ukcQ1B1lXmLGEWMMu/0LXmqSLGKeR9q+4XQ6c7qc0VHKYrFg6FvSLEFJz/39NWmWMUwDZrYsVwvWqzXd0FBfWsZ+RstgGNje3TIMI9vrG2SiiJWiu1y4NAHzOM8umF4c9O1A13aYYcaakLtYLZeslwu+efeOpm15enpGRZrL5cJ2U/GHP/9DfvLdPcZ2vLw8s9luybKUl/NTGBUsl+g4CzB7L9i97Bg6xzB2/OqXv2S7WqOlRwnJZntDnqb0bcvpckEgsLNlvzsigKGfqBYpeR4hXUxe5Xx5fMSMhtnPQUivYlQC42C4v3/LcpkHfbEXrNYLzORRPqFIK9q2ZR57xrFh7mu++/aBN7cbvBu5vq74+Xd/zHJxjXAxkcxReiLWS8p8S9vVJOmCy3mkvvRM00Db1RwONY6J/dMBECyLFe/efYuxIhyKZUJ9nhBqxMtwo4/iiPVmQ9/X8CrnG8cRKeSrxMuRJRnn05HleoFD8PHDZ4SE+nIJuwsZ5qfWDQhpmWdYLBOSJGWeJ+7ePmCtp6xKrq9uOZ8uPO2e+c2vP9C1Hd7B6Xxkf9hxe3NLtShAGJQKLk47B43wcrXmj//kT1kuVwx9z6Ja0fUNOopYLdd0bU9ZFmRp+gr88XRtx+6wCyhUBP04kmQZbdsiY41W4AkBGXf3t7hxRjhIiow8y4nTMPZYrJZcTidW2wVZnLFeLumahlhpurFjHEcUmrZtcALSUlKkWcjwMSFMuCor0jgjSzPm2TGOA5e65eb6Bq0SkjghTVOMsyyL8hU0FaEQzMa8uj1NCE/wwUFpnQ/dhQ4pRzpSCBkWpZGOmcaBrhvIspRxmBlHi5kHpBaM08SHjx9RWpHnGZdLTd+PaB0TxQolYsxggsprdyZLMx73T6xvNgh63n9bcn2z4vbqHjsqPJI40fTHC8/NCWklg/RYRpwdSRLJbKFLFMo5Ll1DnATlWfzqWTAmqDRWafY7I91quX5lJ1nmcUZpmCxIlTBM5nfGNmsdj49PaBVT192P1sffiyINcP/unn4aWSyXFFVJUZas1htmM/N8OCAQrFdrluWCvh1ZLrbgFFrGKCVRSnA4nF7h+pK67vnw8QtN03Jzc81iUVGWFZ8+fcAYQ1kG5rOxJjAcVPhVzOPAdrnk8eUZ6wV5GjPPhtnNzM4w2gkVa1QSsVwu+O7n33G1XqOEwAvBr3/5K96/f89yuSBS8WtsVMLnT7/lZXcmVgW3d/eMY8/pdOSPf/5TqvSKrunJ0wxjLbMx3N3dsr1a882773j78Jam7Ti3LWmasywWCDRpknF3c4eIRpwfqRYVy9WG+/tbDscLu/2Jh7e3vDw+IrxnMnC1WVJknrLM8dZxe3XN190Tdd2Dm8hzyXZzx3qb07QNi01GVgRDz+3DDXmVsz8e+fB44nC4UA8Tnx6/MpuOalUQZeBdxHpb8fX5I/PouL+q8L7n6mrN5uqa737yM6QWzKOn2OR4K6j7msvhCCpIxyKVUC4SpMu42r5BEoOLaLuGxXKBdYY4jqiqgtWiwhoTWvS5o617LueOq+s1w9Sz27+gVUjQXi4W3N6sSeOS66sbijLievOAdY7t4orL+YJz8Pz0wjSPVMuKvu5Ii4SHu/sgmTSGPCl42T/jreByGphnS5xEbK62nE8Xxmngy5ePYcn1arFfb9Z0fU/XdURRxN3tPR9++5EsC0VnGMKyWEnJT779Nuj2k4Tr7RXn45ksTlFSMpiRZujphw7vPPJVITT0wVNwPp2J0wThgs7deINUGoQglookCwu5zWob5vMqRmrH5XxhsV3SXnq8dBwvJ/p5xAnJPA5MZmB3PJKlCVmW0c8DVVYGLKwOuvRyUQbwkgho0TSJyPOENEnIs4xYK7pXR6azNvxZCXmRM80z0zjw8cPnEFjb1kRxzP3tA8vlkrIoyPKc4+lEEidhVzVNKKGZ5g7LBE6z2+3Yn/fYzuJ7x2wnplbz/pu3VIuZNw/XZIuUsR9Aacqy5GGxYZOWzImmm2Zq4ZHeIvuRIYm52VxjJzBu5uXwEtQmWKSKaMaZwYxYa8A7rBdMs6coMobRoZWma1rSJAqw+1cFiDMeITx1c/7R2vh7UaSLoqDveiSSy/nMMI28f/eWeZrQSnF/cxP+okOLxRBFmsNxj5Ceb3/yLav1AiEEV1dbhAjjk6LI0VqzXi/Z73f0Q8+XL49BcuUFwzCSpMHd1rUz/TDw5u0b9sc9u/2RNInp+5ambVhvV8HYEadsliu26w2JjvmjP/tDHj99Zhxnhj5YiZXSTNOMcY7dyxPTNLI/PDPPnsP+RNu1nE5n2i6YRUKH8IiOBMPQYa1js9kwTiNtV/P4+Ind/plxHtFSkuYRv/z1L5GRZ73d4hHsH880TXgNP//ZH7BYrLm7vcUaw8vzCz/59h2b6wW3tysu55nbu29fo6Ec/WiYmh78TF6sKPKSX/3qb9jta+4eNrTNzM3NT5jnkTxZ0l4Msc7JowXr6wUvX87oOKJarunbDjPOvLl7Q5EnpDqnGwecnihXCy5NR92ceHneI4RFJw47CIwc2a7L37E00gy8MKzXW+rujNKW999sWa1LIp1RX7pX95shilI+ff1C07YM/YAWCW/fvQkZljLIt7RIub7ZsFguadqO2Rjqpuav/uVfcTzUPD0/Mkwdn58+BdebmEnimNV6xf3NHcZbIhUzjD1DP7FebRnGHjPNNH1L111Ik4TT8YSZg3KhyPKg7bWOc3MiTiKGbqCqqnADNQaE5/pmy9PTM2VZ4lzQLWd5ThTHeDxaa+qmfmUUO6zwxCi6c0NWFqRVhhEzQmvSNKcsCxCCoszoxpah64h1QpLG6CSmGwaGYWYcJ5z0zN5irCfSGe+/ecfz454sT3DGcrXdkMYxqVbEeYnCkiUJ1WoBCtbLNVGqGezIbEEoyZv7N7Rdi45joigGH7q10+XC6XwmTdIwDhSSPM+JlcYYy2xtUNVkOYuqREcRQmrGyXI6nRBCYpzHOfEKJpppmjPeQ9udEUT0fZDAWmFIdMbMxNenr0T6DXoxI0VDVSZ8Pez5L/+z/5z/9D/5h/yH/9F/zMP1PXXf8mn/hXVcUiQ5/+AP/gwxwWqzYBx7vPLkiww/S9wkiWTCw91bEl0gfaAljuPIbDxRrBmGmq43xLFiNB1FmdG2fXCEas2bN2+4u7/jcmnw7sfLsPrFL37x778K//88/uIv/uIX/TThjKFaLui6nuPphHCe2VmGbuRSX8IbfRhYLkr6caAsFkzzxDRNXG2vqOvmd4P/7XaLEAEGk2cFZp5QSjJNM9c3WyKVMk0TxszEWUae5whvccjgGHsNUsnShCTJGIeRpmm4vbvly+cvpFlK27W8vOwQeISOOB9PbDZbzvWRslgyTSPlYoGfgxyvrVuSLGIaJpSOGMaBOM6CsN8qxnEKhpg5nMrb7RX73RGD5839PZvtNfv9gSwNJg2Po6s7BjNwd3vFy25PVmR0fcc8h+VNWpR0nePl+Znb27fMpmZ/PKBljDOKuj+SpemrWUjy05/+DI+jyAskAbx0Pj4zjTPGONIsmA5mM/DyfOJnP3vPcb9DK4hURNPVpGmCE4KXlxfMZLm/uaG59HghWC+vMG5AiYyq2rCvH6mKJX3XUhQF3ine3X+L1ILvf/lD0DVHirxI+PThieUqo+taFovqVcXSBmldnlPkBat1FRjU1tB3A2/e3KMijTOe0/mMViKEQBOs+3d3dzRtE7ChOqasynBhkIrnp2ek8kzDRJZnWGtJ0wR8OCCMtYEqKAJXZr1av9LWZuIkYb3eEKkAeN9ut+x2e6Yp6Je1VozjSBwHa/d6vQJgu91inaNrW1bLFU3T0PY919dXGGtJ4oDitfbVxJKkdF1gJxszMY0z1lrm2fBw/4D3liTNiBQ87/bcPzzQ1Re++eYbumEEPIvVgjROeH5+weOYp6AfT6KEqig5nBu8c8RpyvF8ZB5HmmagbgKu9ac//Y48zYhUTJREOGNx1oZDM9Y460LiURzR9wNpliF1SDoyxpCkcRgfWkPbtqzWFeM0kMRZAJ3FKc4ZvHVczmeyrKDvO6pqGezkCPChk5EqyNmKPGPoRjyOejhyPnR8/HBkbCQPt/dc6gvL5QLnZ+r6xPu7BzaLFUJK2qHj9vaa3ow463HjTDf0IZBEhQPC4xjngbo9kaYFUz8jpWKyHatyC9LihSfSMUkcB213GfwC3gnW24rHr5+J4jjQHYf+6y9+8Yv/9d9UH/8OA/MRAAAgAElEQVTeOunXZJZ/Dnz23v+3QoifAP8HIYT2XwD/vfd+ek0N/9+B/wDYA/+d9/6HH/ve3nuut9c0pzNzPxGpCB/sRQGSbT1JEhNHCdViQZzE3GcVxoyvaSIjXd8ym4ksTTHG8vz0gjGGogzazGmyLPOKaRrp+4mmqcnzlJubG5q6RgnH88sL682WJNaB2SEVYz9wOh+5vb6hrmvMNHO13XI8HlkvV0QyJCBfbyukDMVrsVjgnCWJU4wdEZFARZ44U0Qq4+o6Z7fbvUbuOKbRsFplTHPCPHYU5SLIp3QcZEFKUdct3csTSkQ03UBepjRNh/eWOMpou5aiyNm97OiagdV6ifCSMsvZ77/w7fu3nE4XYg2pjumGiTTVLNWC8+XCn/7JH/B//9Uv+Rf//P9CSMl6u+bx64GiLDl3DUpKqqridDpy9+6K73/7PUkaMU+wWpRcupbm3AR7+rnGOsdyuSDWGaeuoZ9CJ3A4vLBYLtnt9tykAtdZTDIwj7Bcp0ih+OHT35CmJdurFT/7+T2//eHMp49nHIKX54YkKVhUa8wscG4K+4iy4uvjZw5HwfVNgEqtViWfPz2R5zltV3N7c880Dygd8/ZdRV23DH3D8NqKLl8xr2/fvGd/eqJcLBAiIityjvsT2+2G4/mImy0Wx6JcIIXgMrRcb7fUTYfWEXnuibTi5fmRvh/IsozjPgCw0iTBzD27/ZE8zwPPQkd0w0B9qTkcD6zWa5IkJQ8MS/I0Zeh7hmni6uaKWGrOTYNzjnEyxDpFaI/zjsvlQpZlFGnG89evoSNrexbLBXmWsSwrlj+v6LuRw/4FIQVpGrO77BiniZubazrVkyYBT6DThO0yY7W95uOHD6zXV8zzRKlByYg0TfBWcz63aC349a9/gyTcJlebVeBm10ecExyPR6qqYlFVJGlK/0phVArabnjtLmTolHww38zW0jVnhtlQFhlZlgAWIQRxrPBe0Y8TSZoydyNGBvv79uqKtu1IdEIaZVzaC0URc6z3HMc9apI0f9zx8vKCQqHR/PGf/pwf/vpXZHpJESl+cn3Nb14+UcYph6HjMO2JdUh0SdKIrjUkSR5I0dYhY0EsFsgIbOsos4ok0WF8JBxtG0ZpeZ7yw28+kqY54zRyfX/L8bT/t9bHf5dxx/8A/Ou/8/x/Av6Z9/5nwBH4J68f/yfA0Xv/U+CfvX7djz4irVkUBV5LdCTx3qGSGCslZVnyR3/4ntV6xTiOXM5nxn7k88ff8vK0o2tmIpWQJDlpElxbcRxaxLxIaZuRoiipFhl5GaO1xhnLZr1is75BaYG1DuElWkYBLuQE9aVBRQntOCGBz1+/EiUxbd/x6esXunEgSmLQ4SD5/OUL3liabgjLgKbhfDkwtAPOWPJsyZuHB7r+TNNc+Pbbb8MbLdLE2YK+maiWCVonnJoLs3d8fvpEEaUs0pymPgWff6zJ0gQtFavNhipfkkQC4SOKIiPSEVmeAJ6yLEhTze3tewYj6doLh2NLP3ZIpRlnhxKSvCh4en5CKoUTBq0F+5dH8ioiSQW36ztWxRWWka7v+Nd//a8Ypp6qKDmdD5yamuP+RJQq4jQlkgmbzZamPXM6PxO9SrTiRCNlxG63x7uZL799pFpWfPf+57z/9g3z4GiajjzNmNqeY3Pk0h44Hr8yDGfKMsO6gaJM+PTxt1wue5SMiOMIoQS3N7cBKj+9GgpGy/3DPdYJjB0Zppa+73h6+kLXTDw/HhiGmeVyjVAJbrS87F44nvaM3cx2vcLbifNpj4pjunEkiWNUkqB0jJeScrVCW48TjuvrDWVVcHNzzel0YRxnbm/u6MeR2Rm8s4xjz+F0YrNe4aylLBcBZSAV1zfXpElKGic0dc04DFjvyIsCD2gpUULzmx++57DfczlfmMYB72ekVvRjy3q7/t3NvlouqBZLtPDU5wtKSIZpZP+yp76cqarAwmnOLUmSsFyUDN2A8mBClEjgf3vNPBmSNMO7iaFvQSmGqWOcJ8apxfuggX7/7g1llaNVwvnc8OnTBx4f94FxLiXzPHM8nfjw4SOfP3+mbZugEzcm1IGqYjaWq6stN7fXzLMJC//lEmcdQgaOjdYRl0vDNM8UWU7XD8w41N9CnPoBKzxCa5abivXiBrwlKxVlGuESzctvv2IbQzpLhqbjZnNHIyOqn/0Js9Z0WmMGwR//0R/x9vaeLM7RScxiUQY8QJ5SlWE8Ylyg9KnE0/UtcZqxvir58vSIzmOur65YLtdsNhuyLIyknIckSXh8/PGc7r9XkRZCvAX+G+B/e30ugH8I/J+vX/KXhDBagH/8+pzXz/8X4u8Ssv8ND+ehGQZMPwVnUhpUDmWWUy2WnE57LseOapmhREzTnIiyhGZo0Cq0FfXlhPcC6yx103D/cMswjRwve3AghArsW53QDy2n04nvv/8VbdsQx562u6BjQZoUVMUKrQXOQiQU5aIgzwNYqbk0AJRFQXNpqIqS24drqmLFbB0P11vOpx1SQpFXXNqA4nx+/kheZKxXN8zG8PT4TJIkXOqJIjJYGTGNjof7O243d0jlEC4YaYxzdPPEzf0NSaSxWPppZppatNQIoaiWGmsDtc4YwzB05HnO48uBfjKcD3uyPCeONWZyJFmE6TpUmiGE4ngcybMk3Ex6Q1tPmNHhrSRNQSeOL18PeG/46c++I0syNlcL+rFHo7i7uqE7W6be4YSiGyfKpCBfVKyKJe/f3uJERNueKbIcKTQqVRjn+f77v+HL1z3zPNI3HZdzC0mMM5LdbkbpNV1nMaYPBoxc0/UzZZVxOF447098/PQBnUZYb8mrgnHu8dLgpSHLPf/1f/WGy2kEIlbrVVAKqJksW9HPF5JMc2rPSCWZ/YiVhro70XVHdFLSXjrqywkIMr1pdETK8vXzjqTaksqYHz584HS80PctQgmc8xwPR6ZxYp5m6vrM5dwwdDPWeMxseXz6hBKC3e6AdbDabOiHkW/evuPp6yNvHt5wPp64vd2wWhaU5YKr62ussUzzwDQYPB7PjHkNdIh1Ct7RXGo8EpUVLMoFAkXdnol0hpMzU2+QTjAx4OyEwLNaV6gITrs9WZpjJ8dYd/z6N7/meDhRlRVXqzXnc41zUDc1nz99pm878jKnvrTUlxYVveJcneD923c8PT1jjaNu6hCRFkeBgCiCjG8ce/qhZ+h60ijm8csXvDU83N0xjRN5kaB0sOvHUYIxgXcRRykgKYqCLEqIdFiKKi3ZrgPvZvd8oW2PLKsVSVpS5Cvs3NN2HcM88OXwyIevn/lf/vIv+fDX/y/vdcFff/7I9u6W49Tx8ev3xKkP/G3rIJbkcYlOBb1tsZENhrCkZO4mtvmSuEz4/PyVPCoZ+5qXl68cDhfMBNMwk0QZWnviWHFz++ZH6+/fd9zxPwP/I/C3qustcPLem9fnn4C//UlvgI8A3nsjhDi/fv3u735DIcQ/Bf4pBHaHcC6keqcJxlm8lJyOBx7SjK/7mv+PuTfplazL17t+q9l9E91pMvPt61bV7Y2RLBBYQoghQowYIDHgSyAhj/CAT4HkERMkJhjJzOwBE2ThKyRk7NtVvV2+ebo40e527dUwWMdlBri4EpPKnGTGOSciM2LHirWe//M8vyzPOZ0GtIh+0/P5gg6Knx6e+PqrL3h5fma73XI6XWjbFa8vBz68/8D3n37k4eUR4T3ffP0V82xQQlK3LdO0IIXH+pTrcInHj/HIOFwoixXDcCavEsIimGZDmVZxJy5ht91RVCW//u6IMiN28axWFT89PKFU7Lb23lPmGWmasSwLv/rVD+A9fTcSygAelDJ8+PAFvDzw+vLA6Xgiz1PKqmSwht3tDY+fPlEVFT5IDucTwVo2bfxE/uHhOxAJNzc7zu7An/7J7/PrX31LN0y8vpwYppH50kMimfqOZt3ik4R39/f8ZCyXw5mizOm6nq++/pzj4cRXX33Ft999y7m7RApMXXK9dJRlwWa7w8yGPMv4y7/46wjhTA2vkyeIBeMdQhY4s9CsW3766RO/miYQiqZpWNKc4/nE/d0WiIO94/kVJRcWK3A4hAuMw8DdzZZUpAzqTPCWcRJIJdltP3A89Yz9SFlphMhjL/NsqPKEeRzIsypGyhfH2I00zdd8+XVJUeQ4a7leZjablsPhJ0IUGkmTHG89iUjY7G44XV5JixVlUTDmGdfuyjh61puGLPOs1jdcrz9QZoGnpxd26w1eSA6vZ1brFUbGPpO6rtluVlhrY7eKe8MxCY+QObd39yih2L88MwwDQgoenh5Riebx6RM60exfTjjvOPyLf85nX3zB+w/vWRbL5XpmvdlyOXd8uH+Hd2DkTH9aEIAdBuqi4iws/WWkXDLUSnHYX6mKHOdnyiRnNguzsYxmiQP3m/csYSZIwebdjmqomOeRaYzdM7/8xc84Hi+xVzkR7I8Xrpcj4zSRZyXj2LFptkzmwulwQkpFEHE4mOqMYRiQIkIP+r5HJ1mEHEiBDR6VJJzOV86XC6nOcNeRruvI8yrKMDp2Z6ep4nq+olLJ4qM0mGbR/rcsPXVVkemU19eZbjAY0zFlGat2xel4pEwS8iyeZrarhmW2/K//5z9lkzfs8obf//wbmjLnYhb+4Je3vLt/xz/7sz+jtz0/+/IbfvWrX2PTCFrI0ozN118yna48f3ogz3JkLpkuhmbdUtY558OeIKBpVpxPHUVeYpd/s9QBf4OdtBDiPwGeQwh/9v+8+f/lW8Pf4Gv/+oYQ/rsQwt8JIfwdJSUuBIo853y6xFrLxeKF4Hg9c7vasl035GmC1jnGLizO8tkXn7HdRVxSXdfRDSIUgYBzlpfjnjLPcUs8qn33w0+kWU4QYI2jqgs+fPiKsqzeugci1VgIiVkmpnGEIDmdr6Ra44JjWia89Tw+PnI8vFKmKf/uv/2342DHejbbDWkWJ9s+eLK0YBgnnHUoIXHesVqtsMaidMLd3Q0Ax9MIaD7/7AvyNMdMA3jHNI7IVPH5hw88fvpEgqauWp5fX3k+PqNIyUXK6dwjxcL+uUfrmqbOKDKBEpbdesUXn39BuWoZx5nzOJDrhNP+hXGZcHaOhTta88XnX/Ht99/TNGuyLCXJFZtdw+dffMFnn2/RWtBfo9d2vWrZbW4oi4Z37+/58rMPpFLg/IIQKYtxtOuGsi74W3/6t7h//xneW9qmZL3dMXQdD89PFElLpjVaCn7xzZes1zvubjb01w77ZmvabLdoJVFS8S/+ZVTddrdvuvQ8I4TgeD5hF8Xd7jN2ty2JaumHK+iMf/SPvuV02PP99z8AKb/4+ZdcLx339+8gLKQqxTFj3ITQcO7Pb7rtidPpzDLP3N3cUlQZl+4CQfD08IJdAsfznnxVIiVM04zznvPp+sbGW5iGnmsXj8BSR5/sze0diX5j4wXHd9//mkt/Jcky8qIg0QrvFuZ5pswriiL6c3/v5z/j6fGR5+dnrtcL8xT/731/RUrNarMiy3LquiJJE7bbLV98/QVt1bLZtaAEIkiKMmOYRpxLWG03tO2Kpm5Y1Q23ux1pIjkfLyBcRGO5BScl4ziSJAlPj8+4sHA9d5z7CSE8aZqiVErwFiUkQjmkSklXGXmRcrO7BRmYlxnrFrxf8N6T50XsOpl7irwgTTQCCcHhg+Bmt4mdOXlGs6pQOlKRjJ3p+plmu0KRIAAhE7TwdNczUsSSKPxM29TMtqdua6q84dpfQQYEiqBkZHYuBischcrZXw78T//LP+Rh/8TD5YkUQaYz/DIwjCN/+Md/hLELTdvQFhlCSdKy4ru//jWnwxGZaYL1pDrh57/4Be/v32PmkfVmw3a7Y5kWqvWKxdvfVAf/m379TXbSfxf4T4UQ/zGQAy1xZ70WQui33fTnwL8SVj4CXwAfhRAaWAGH3/YA1jkOr3tWTUt9W3E5X8iyjCIveHdb8bQ/kE41WZpxvl7x3kEQmNkwdCPnw4U/+MPP+fTpwnq34fB6IC8juUIJMCpanrIs5/X5ibyoSLRiv3+JXcRzxzTNVHXJMltCCDjruL29Y1kWrDJY5yOWUgk+fLjn+x9+4HyWgOfp+QkhAgQ4nS+s25b5bZjR1BUoiZlHrt0VrRQCw839HXVR8NPHB1xYyFPJ7uZL2jZhWTSnZ4fwFjVJtu2K67VDvcEEsqKgGEeWySIQTHKgTgvGk+enT99SNzVKZlzMidk5XocOp+Fy7imrjGWcOF07drc3TD4wn68kBZzPHWaxvH/3HpXAH/3hH/C//9N/xvFwRAlFmm9j5ahz5GVJpiWbmy3OSLQQvByPZFmBJEMn8OnxAa0zbrb3/PDjR67XM9/8/OdM/YxE8vkXX/DjTz8yjCdUVrJatQyLwQfH49MrVVkyzIbgEmTqGU6Oqs6oqpw8T0jTgHUzRZNStwXd45XZjTy+/ITzjnEa0TJjnGbKAvK8pRCST58eGMYjKik5HfeURcvlekZ4xfv7e7788kueHp94tI8IMYATqDI6i4SULGahXwaWxbC+acnTiu56Jalzvvr8juNhz+PLK3oQFHVDZwestfzw7Q/c3G8QSB4/faKoKgiScbjGRKtT9N2Zpm3Qec56c0fXnZFyIXiNkoqX/TMCyNKcoe8pioLnhzgk/+nTR969e880xKP8arXidDgyzRM+QAiW/+Dv/kf85Z//OWsEV3XBWsvL0/7NLhfbFufZkmaKum7x1nJ4PbDabbHzTJkXfPvdd9y9v+ewP4AOuEmg0oTzsUOlCpVkBBcY+pmsSNDOUTUNIQS89aR5rCctqxJnLWmaEkKMnU9jj9QJNgQWT+y8sRPT1JPnOd5azDxTFvH9neeaZbboTOCMxM4L5brGhkAIgvPlSl2tkM5wvBwo1reQCG7CjsmPTJ0h1ylFUpBnOUopHh8fUVrHfvTZYobAnz/8FXmWUTcJd5sbzi9Htrsdw6nj4XzELwtF8DRVzRwWVlXN+/U9Hx8/8fT8RDcMVGVGVqWcj5eYRuwXzGJIk9++DP9/LtIhhL8H/D0AIcR/CPxXIYT/QgjxPwL/GdHh8V8C//DtR/7nt7//b29f/yfhb0AWyLKcfpro+j6WwzjHpm15OUxME5DM+CBZtw3Xa0eSZXgB1lukDzzt90yjQ+C5u73l9bAn0zHCLJSM5v1NS5LuGLuRoAStXzEvlrKMBGMpooUm0QnWebouMgjTJEcmEmssRZ7x+BQ/UM6XC0VR8nq8xt18VWHmGaRECFBCcuo6iiTF+EDbtpzPZ0QICB94fHpEJ5plsngEjw8PnE4RGZUlmmGcSJKEZQnMdqJtWg6nE8E7BJJmVbDYhbWuYyGT8PjFsWpbtIodEWcp6c5XepVQVRlDN1M3Lcfjnn4YcMZj/YIbPafjBectY6Kwk2XqFooyRehAXd1wPnYRi+UMy1mSl4HTceb9V1v2+wFrJlxYuL15z+vlyM++/j36scOPE0+vR4qypM4rrF143j/RtCtkEGT1mtvtjqfHR6ZlIstLPv/sC+xisd5wvgwYIyjLgmkayMuUZXaUVUpwgTwr+P67n7i7W7MsMakWu30t/TyRaIlbSp5eXrGLYbe7oanXlGXJ6XjEBkNV1eyfX6imgn/55/+cxSwRN+U8VlrcYKmahlSmpGmOmS33729ZbHT7vDw/YszMzd0dzgcynWCCx/UXRNDc7jZoFRBegJDMZiLNMryzHI4zH7644+lxz927O8xk2B9fWTVrFmM4TQNST1RVyfF4fjvqa7a3N+RZwsPDE1JGvNXTY/xz265w1uF8YNNucMFRVdGi2E8XzudrTGtKSVEWJGmCNQ5BtBTGTY0GrViGhf3hkZSca9djvcdZS103jFNHu1uzblc8p4+87k8Uq4Tz5UqeZazbNS8vRxbXo6R8yy9EslLfd2ilmUbD3bsbLtcOL1PGfqTI44kjzTKmy0Bwlnk0zGZhs1pjltiWKaWmaQrmMbCYA1mtGUdHogp22xh8WdzI+Xjk/ft3XPozZgqkeQFBst615GnJjz99H6XQBKq2YrVe8fjTC0kueD3uKYsiniCeTjSZo6xKztOFw8sxmhWkompr/vCXv+S7jz/Q1g3ffvwOO858+PID6enC8XzC+ys3u1s+Pf6E9Zb72zsW53/r2vj/p6r0vwb+ByHEfwv8H8A/eLv9HwD/vRDir4k76P/8b3JniVLkWcY4dEidUOUFT/s9bV6Ac1ynOS5YVmIXyzTN9H1H21Scjz2vLyMSjxeBZQks1nM8X8jzhGnqqdsNL/s9Skvs4uMb9HRgd3PL5XyJZnlryXRsP9MpkadnLUWRRpq2VLGC0cxYFcjSIjbj4bleOzK7ME6xztQHR5ZlmHFkOF9IMo0LMagipeTh6ZGyLOjPJ9KqYF4sWnryfM3r6567+zuUgsVYCAvGmOgltRab5Vgsu2rHp4dPpNuK4+sROxjqpuHh4QGtNGmes13fohIZaTCnITaOCU+Cwo6G9f0t4+HI7F3EW1lP2bQ8X594eYm+6+kyMk0PDGNPkiboUFDkeYQmhAuHB4sXCYfziaZpQCnctNDLC1hJbzvqZsXlcuJf/NWfM/ZXtu2Ojx9/RPuEstK87F8Y3YwxhkwnPO2fUVKTZRlZm+PmhclMaPEG+wyOsYPtdsPhPPD+fssSFN67iNzqPMFHz64NAdJYhal1EaUHnQCxynO13TEOI3fv3zPOA8Mwsm4agpCY2VBXJafrlSRduNus2D+/0jQ1l64nVymX6xWBYFkMf/UXf0W7XuO9Y7vZ8PT0jM40P/z4Mc4qmjI20inNPI/sbjZko2buLW42HEyMmH/54Qs+PXxCJRqV1Jih43g+U7dR1vM48jzFLx5jI0FFSUVTVhhveX15JkkSskSzf41R82t35R//k3+MkoK6qknSlERpLpczAkHfDzR1TVnkHE8nzGwJeESA6TxTb6K3u9Apj8+PSK0IPqD1MdJizh1ffPmOTw/POOvoTMdqvcHMFza7G56eXhAyUFcN0zzz7v4dfT8gpY0Rb6mi/j8ekSKjv1x5d3vPw+MDaVaiZErfX/EF+BgtZjETL08xf+DcQlHesk4FL8+vPDzOJGnC4eX85hSJNJjAiECSZAmn44E0iQDlssrou476fsXh9cz1emalN+AFeRJBuNJLjDdc92+VxPgYWlLw7Z//Fb/67lfsshV+WkitxBSayUwMZiKEOCx+Pe0RSJRMqNuGT59++q1r4+8EPitJ0hBROguJ1lRVTFu5RWCMQUgVnRvOkRcZ02RIU8UwTFR1Dday2OhqKKsqsuasResE5xzzaKibmuvlhFSK7WaHVILj4cTd/R1mWbBvoZjNesPxdEQIEY+3QiCQGOMo60hj0FqB1ySZ4Hh6palaHLEEXQpJ1/e8//CO6yUOPHGB8/lEUZZUac6Cp7teY2E6Ehk8QSnwHqkVRV6w3W552R9YtxWPr6+kSUKepEzDRD8PfPbuM4IO9KcOpwUEmC4deZngjMIxsV6vcU4xjiN9d6ZdR20PIehPR+5vbrlezlilCGYhyQq6/kJe5bFf+GKRlcAuC5oEpMAujqosMHZGIAnOk5UFRR5L+q2Lqa9EJRyvR7yRVOuUcYzBiXW9Yb8/sNttuV57jJu4ud0yjQ7nLOPccXd7T6YkQSlMP3ExPYlXdPNAU68RMtZ6VnWBt54fP/5AUdYUicSHQF23PD480TQtOpMkIqMfr9jgUEGy2e54eHyizBIO5wvvb2+ZzUKwC8M8s1qv6PqeLIm6LUiEsNRlw3WMdrXu1LF7tyFNE+axZxwWxtnErvMkx8wzeb3CTVcQEXJclxXVumX/9IzQEBZB112p6xpwOCFpy4r9+UiCoF5vuB4P8dToPVJKjJmZpoW7++jvjySWCJclOFSSoHXK6fj6dgpbqPJImmlWJU8Pz+RNyeF4ZFu3nK6XyAfMM8ahJ8uKGLVWMRSW6IzZTBA8aMkX77/EW8+vv/81VVEymom22DKYA2axfPn513z69AmpY7vc9mbL6/7IOM4YM6JUSlFkeO/I85zLOVLHx2EgTTVKaaZ+YH27I0vjsNZaC284Mu/i6VmriCqb5/lNOsmwxnFzs2Z/PMWSLwSff/jA4fXM7GYSrRj6EYQkTcFYGbFqbkaoFO8sWaoRQmDMjFIxESy1jsnJeUJKzWaz4XA8vmUyDGmSYOcFpyCRCoXkamfWeU2SZ2A91huc520T56nyCucdm92G0/HE5XL93cZnWbsgpKCs6hhzPg0si2Q2CyrJEMLTtOXbsAHAAZIs1/F4hkAoSVnXGLfEVFMSmXFaSZI8IQSLUIo0T7lcT3RdR5ppXl/3LPMUU1rW8vHjx7fO6PiGVypqgUWhsUsgL2I/bzeceXl5IUtyhmFiHibcYun7jjzJEE6wTIbufGUae5TSjMPI7C3n0zF2JqQFSmlCouPuWwiWZWE0C6/H6AuerGddt3jrOF4useFOKM7nA30XY+v9dWA8jYREMDvH7DpkkiBCRtcfmMeOzz/7nPHakWlN/ab3P19PlHWD8CDSlKAcUktwklRGiWdbbbnf3WKdo20adAqzmVFSQQCd5HjnmRfH49Mj4zyhteL58IwxLloR0xWLXQgOzv0FpSWH0ysi8RRJweIC8zS87XALrudzXPA8dN2VjBydFRRJytR1zP3A1F3ZP7ywf3rmdnsHLlAWLWUVeZFSaoKwTL2lqBOMtXgjWFx8jderimGeqauK1+OJvu859D1pojmcT4zTRNXmeBcosoJVs+LSX1FoBIK8Ury7+ZzuPNGfe5KkQAvBdnMfSd1C4MyM0inNusKYidfjK0+fPmFdJLnPbiTJE8Z5outHNHA4n2mKiizPmIdLXJyJi9E0TTRNS5IoPv/snjzXtG1DksTS/mGc6bsBM09UVY21jrZZcbqeuXQnPv30jEoU+8cXiizlOgxvr+saKROWxTHPC5vNmsUujMPEOA6x711KPrv/wIP18NoAACAASURBVLff/ZrnwzPb1ZZ+GGirFf10Ii9yyqLk48ePSCVRAkLQfP/tdzhnKascrVOyTDNNUwRiGItOFNMwUpax9nQxCyLVbNdbjqdXlnnBDAYzxlDOMIyx82Ox5HkWswGZRouUos447K98dv+BqmnZrbf88PAjxo+s2xXzPFFUKZt1Rdct+GUkSTw6TWnqgkRLptlCzBDjPTjvacqCZYkBmm+++SqmH4NHJzEx2Q0DSZZQVhU2ePJ1HXusg6cbBg5DB1IRtMR6R101BCWwxjIME8bY37I6/o4s0lIItBT03ZUyLdE6ISs0CEndVAyzoLteyPMcM1+oioKmVWzXGfM0kuUx0GDMDD7QNDUqzWhWbdSZp4nFLJRZiV8sm82KcZpZzAwhoIRisgZrZoq2IasqFIKmKFGARdC2BVJr/LJgzQRSU7cVOkvJ8oL1bgUEtrtbhFZcr0dWbcWqrRisocgK0jJBakWm0nixeYvQkrpp42lBxGPcYiaSRDONR/JcYpZoUaqqgqZtycsKZEqWxAKd7WqNzCW5SqmLKtrRJsM492hZoNOU0+XE6mZLN/Q8Pr8wThPKS4Z5wgkBziCFRsuUtEroxxkvDVIpkiInKzNc8Ly7vWPVVkzjiHeWddugtSLRgixLmOcZZLyfLM8ghU/7H9FeMS+GOq+pyzIW8/QGkcVSK5kkNHmCVp7b+/fM08zz6xF0gjFXlmUiTVMQkWJeFCXjMjJNM8tiMMvM8XTk408fuQ4dVVtT5iV26fnp6UAhc3brqCkjHWYxSGac71DKIYRDBAkqlnZt1xuc8Sgl8VLhrCNTGWmVIBOJmyQ/fvc9KguUm5bgF4QIvLw8YjwsPjAvBuMDTw+P5HksDJvmiXmakArwAikkQQTysmQyC3aZuXYds7H0g8ED3TjS1g03m23sLHGOh0/PmNlyucS+GEIErZp5JtVpfK7LgsvpgE4LkBnGGY6XM3lRRLZgWABHN/RIHxchLQWH456yzFhvbknTBCkkq3bDte9wzmHMxGWMXEgpI4l77j3eCYJwb5F1gQuedhVpPNO4ICX4EK+T7nrmfL4wTga05O7unixNSLMMEQSH1yNffviG1a5hVawi31IqNqs1eVLgXWAaJsxoSFVGUCBIQMcwyTyOvByfkCFKZs7PKCWpizWzdfzRH/wBddUivMYvnuPpSJ5XJKl662/PsNaw3e04n6/c3WzZrtf89PAU07qJRniP0ikqyVgmTz+OZCrh8HzAjg4nF7xaWBcNTVsgjKQoNH0XqxyClyyzp23Xv3V9/J2QO4qiCL//y6/5/ocnEg39MGPMQhCO9XrFMnv6vifLUooi53g6cHf7Gfv9M1pr8lQjdQbBMs0TUmimt13SpevQiaLOM7yXDOOIx6OQBBnABpyypDIGPaYpWoyMsYTgWK3WnI5XfDBsNivmybI4y2IWkixh1dYcjyeqOuJz5BvxfBwNi41ySdtEjfJ0OrHb7Xh5eWG9jr5ZjyDVcQFLtY4kYiEx84xjjju4bgQc69UNl+vh7chYoDW87i/oNMWZAR8ikNRazzRFAOu/wgFpLQgCsrRE4BjHEQkIqcnSnMmM6CxlnkaKPCPPI+LLmJmhN6xWFdO0oJSgqiqWxTC/kaYns9DWLZfTBZVKpmGkKEv6/kpTrxnHicVahIyE5yxLMdNACMTXT2umxQAC793bm9nTlDWLW0jThGFyCA9pkTHPC3mRgnUUZYkNlvPx8pseDO89t7sbjpczRZpxvJ6RIkoCs7EoAkKVZFlgHDzBjjgUSQJZovAB0jSPlZ5asapqbIiYqiTJ6IYZKRXeB5TwpLnGOYXAx7IgM1NVFVIlmGWOOy//lgcQUDctl1OUv6x10bTqHcM4sl5v6foOY0yUMpxHyoC1ASVjyk0nCefLmTIvfkN4SRNFmuZURYG1gaJJuZyix93MlsXNdOcLdbOJmrZ30f4nEqxfyFIJHjyCto5oMGssMol8zlVTc+1ikEu/FYO1q4ZhGGN6dRpxi6esCiDgnI/9KuOAswK8jZXEzlKWZSSBS027arhcu+gl324IAU6XI+MwodMEP1tQGiUD0zQhVQTIEgLOhzhjsY6yKHDBv2nVEikFWmmapuH56Ym8LJnnKdbJOgPiX9sJFz+/ATYart2VVbtiGPoop5YFXd+TZxk6TUmThBACRVFwPp3ohgEVQGmNJaC8Z313h/ceJSWvLy8kScKq3dAPF7Ikp6wLLueOfuwpi5w0TdjvD7/bcgch8PGnV6o8wVpJmqQI5SnyikQK7NKBUEgRmMcBKXO6y5E8k7RVhrGeaZoYhpFAbMtKtKQfBxIpY1Q42Li7qJoY5WyqWCWqJNKmBBx9d42E4WGMbWVlwfF4ROfQtDXdMMUCmrcIq5Qq9mcIWGaL85ab+x19NzIOA+vVChBorajqgvVmTd8NNG2DmS1dN+Cd43K5UqQ5eVHhpf3N4DLVZfToThNFWnB4fQEfqKoKMxteHo/xonSxsEmI8HZE7Qk+YMxCkmYkqca52GD2/n6H0Bl5GgnaBMts5ziYEZL1aoN3mrKIlZmb9Y77z24YpwlUwFjDZremSHN0IrEBVusVx9MBL+K/I01T6qYhyyrmxSCThYAg0R5nLHaeydKSzXqLtY6riQMd6xaU1pFSoxIGA31vOV8mpJQIEeiHHrcYhr6LUesgma4TzlqsWRBKURUl58slyjJakegCJXIWI1BIhC6QLHTXiSxRqKJAKgheMIcER8owDlhjUELgRMY4eZQquA6GNBXkmaAsY0BDCIWZB6ZpYllmsjx647fbDcYs+CUOufI8J88LzGwIQryBlmfMbNFJzv3dewSC290NWZLhXAQUT2ahSgsWHKnOKN4kplimFEhTDV6R5//KIXWhv0ZM2+vLHp0k5EkGKPruhFDgnCVRCSIsSBzWeIKQCIg7YSEhkVEHNoYkicBX61ws9wowTwtusRF4HAJFVWIWy9D3OLtwfD1SVw3CWxa7kCT6rWwo+ueFDORZRkBi5onz6cxh/8LcDaRJwtgNBOGZxgtBCISU8TpEIKSirEqsc1g84zRFCIaUIOFyuaBTzfPrM2VTc76eycqcbhy4XK505ytusTi7kGQZhBjv2KzX7Pd70jSnLAukkjR1TZpmOOcIxPvu+57NZkuWpmy2G7RUFEpjpWSV59RpyqosacqSbdtibXSmLN5wOp4JBIQAay1m+e3ujt+JRdpYyzRcmJ3l0l1w1tGsKgiB7mowUyDPJTotUEnCZl1gg0SonMN5JM8LpmlESIkIns1mFWOiRez0sFNEHAEM04VpjG1hCE9RZiQZJElk3o3DxO3tTaR+BxBSUJcVIHA2klkSrUizhLZpyPOC4DwuxMX1+eGRPE/eSucdWZKxzJ7LaeD1cKCfevKkiAMHrRAeNpuaJHX4xXOzvY0Wt8Wz+IjVqpuKyZi4uC+e8/kVswwkuaauY/2klDJO2jOFShLSPIfgWOaJLCsxi+d4HtgfDgQ70Rkbi9WNQwjJNMRCejPPSBXDQHaZSVOB6Q1lltMWJZu6QYVYoLPMC21eYseFZfFUeUOwFqV0LNnHoyTYWSOEI5BQlSllWZHnWZxDlFUs0RIaT4JQmrEf0UmOwrNZr6nrgmWOQ71107LdbUiTAoD9fs916kFIhIrR/yBiPL7MY/FU8AElY1Oas/5tyKbJkhIbAnYKJKrAeQeLw80G4RXFesuwONJUMU09BE+eKKZxYVlgmhwhKASBtqx/I51Zb6mKgtfjgVVds7u9QSnB+XJ6Y3UKdustIUT1k7DgiFmBYR5YgkMkEukFFk/21pioZXQWXKaORKes2oa721uyrAUZuHYXqqLEEm2J93fvokRnY2tbmsZrViHJ8hznHSpJkUqR5gneObK3ENa1j90h3fVC0VT0YwzkeGfJ0/St5veKUipS3WcTXVJAWa0QMsEFHz32WpOnGcYuqESBEIyjR0jNZBzbTY13nv3xlSAEWVFQVTVZmpAkGXkae3m0UuRp3Dx457icznjvqYrYM73abuiGgWVZotQmIvbLGMOmbaNUOU8IrXHSo7TGGMsqb0l0StdfAUFRFBEoC/T9iA9Q1SWE+ByWVUEInmHqSRKNWSw6T7l5d8/dbsf+dObHT58Y5hnjHC/7V8xiqMqCzWoX7Y7WkqWR8GLm6beuj78TcoeUMlRV9Yak8YxmpCoqnJvQymHmhCxXLD7EpM7bsaSpYwPV5dpRVTXeOdIi9hbM00BZlHgnmJ0hUYokyUhTxfPzAfDxyVo8bZvjfCSCZJmm70aSNKUpM6wXDNeOpMgw44AXgqYo4lDBWRzEx5sjQmhZFqq6Qrz91qnGjAYho0XL+UCWxSGkFAHnHWnaslqlyCTw8PGVLCupypLr5cJqW2DswtRbxikCS6UQpHlGXRYcT1eUjP0Hzr/pgTpBa0XwFmsdu82O59c9qdaUTUN/vvymhGYWgVxK1tsNwzC9DU1BCME8G97dv+f58IwIsXZREAhI6qZm/xKtVkoJ0iTF4bE2gHOUVcU4TSxuoUxWzLbHWVBaIEUAobi5XXE6XVgVefTHq5y5O5KVJc4siLREK42ZJxIdXTZpEWGlWaJJ38ryrbHMyxQTndaxWrUEQdSRsxysw/qAVhnX7kJWRUp1ld8gteH+3S2/+otHeGskTLSgzAvOU0ewoGtBk7bsX1+RQpFlCSqBcTSkSRa1WeW4XnukUghixa33IBW4+H7ner3QNi1Zlr29XgHnDJlOSfOCw+kQXUXDzGrTkurogshUyrhMbDYbvv/+e9q6YV4Mu5sbhmtHmmuMiTtri8FOFu8tMk0p0pRhnBnnkbZusd4wDWMcrBKirTR4Nu0GETzXriNJE67DFSUkSZLFgV+SsISZrhtZv3nMHx8fubu7Y79/QScJkxnQWpElRZSohhHvHUVZUeYF++MzicoAwfZmTd/3HI8HEp2Rpxnn/sJnHz5Q5RU/PvyI94FlsQgPZV2Qphn7l/hYzjmapokNkeczntinc7leWbUt3geMmWPToFQIKXjd70mzDIWgKEsu3TUGqLo+yhU2brQAhmGgKGPYxnnPZrVmcRZv7W9guc57dtstxjoWa9BIRKqRLtBdr3gl0Qg8oJSkqVsmM2LGKZ5wE0VRVZwOR65d92+UO34nFmmtdVBSgYBV2+Ccx7l4HFCpIEsqzDRjlvk37oHtasfxeECmAuk1xs9kOnurGAXrA30/sG5X1JuSl8eXN6uSpCpaXg7P7FY3oC1Yw+vrhAv2LQXl8D4eI4ui4HK+slo3GLMwDB3OhehBzTKk1NjZYBZDkIGmaklTTXftqdqK/fOeIASpTlhvWxbjOF/OFEXOdrPl+ekZjaafB5qqIiAYlw7hEoSyVGXF6/lMlRdvMfOMvu9IdA4ilqAv80RW5czDSFHX9P2V7XbN1FnSQmGXhdkY2qbB+diE5szCql1h7cAiFdI7sDBZQ6oS7BJ3PetmRZBwOBxZtS3TbKjriv3+hd32hsPxlTzNme1Cuy4xQ4wHz8uEFALnLMN1omlbjJ+5271nsXHgF/c5HhUEFuJgygaEkPFaWBccDidW5YrejlE2SgoOx2O0jWU5SZrgfSBJFddrR9s2LMtCnuc4Z2nXqzcqzUTfj1yPI2275ptvvuKvfv1/0VQ3SAn71yPzONKuGoqi4nn/kff3X7O4hcvQkwWJVAqtI3bq57/4Pexi+Yu//EtWqzVpriL0wEVtWQhBcJ6yKhmnkbwsYQl4PwOavCoxZoyAV53iCUilaNuW/csLX//sG4L1WLvw/Q/fk6Y5Sgi6/ho3Bh6++upLnp6fMePI+m5HcIHteosErPc8PH1i02x/48l+Przw2bvPMXP0o+MdeVFwOp6ZvKGuI127uw744NBSs8wGmSYsduHzd+95ed1jppnd/S3BOl5PR3SiqdIaKQXn8wknPEmiKcuKYehRQpO8zTt88KQy5e79Ha8vr1y6C5tmzWQN0zCB8KgkjcPluuJ5/8Km3ZAVcUbQdR3jOKLenivnHKlOolXSBxC8ua9GkkSD94QgSIuEcRipqir2XCuN9xaVxCxDVkR8GoBSCfM8xRmThrZeM849QzdRVBljP5MXOQiPd5ClGrt4FmNo2pZh6AHwMjIwg/PRT63TtxOvJ88zhmFis2kY+onz5fK7rUlrranrKprml4VxHDHThHeB67lHpp4QYL3asNtt+Oz9l+RVitIJdbGmHwfKPFqOqjqnaVbcbHYRLSR81ASdINc5Zly4nI6UWYGXFuUV5+tMXlQURcLtTU3bNmRZSp6nvL4eqJvyzaeqyfOKm9sdP/vZ16zW6zhsXCbaVcuqWaMSyfF8Qkj5dtEFqrx80+YkizeUaU6dV/TjQLMqMcrz9S9+hk4kUsKXH77k/Yd35EXLuw/v+dk3X7Dd3kCQLEuUE4oy4uydc2y2a97fv6Osa5qqYbe9RYkUnUJZtEiRcLO9Z7GBxRi+eH9H3TYs3jIaTy40OMW8WFKtGaaBoqpo6hXGujicsgtaJ8zzyPFwYrPZcjwdQQSmOVKa+0v0gM5mpO+vzMbx+7/8fe4/3DDMPZnO2L++MJuZLNMM0wXrFQOSm+2KomkpypxUOlZFSp0U1HmJZUEjYQk4GcvndZFg3ILxE2WV45wnyxKGocfa6Lk+n8+8PL5wer3iF4UMCbvbNYsd+e6HXzF0I/M88unxI9tti5bRZVFVOVlWMPYXMgnrLKXd1CSZZDQdu9sNzi/89PARpQWbbR3DRuPIze0thMCf/PEfU1YFXdcBknkYGE2PC5ogBOVb0ZOxnsPxgLMOEeDl6ZnZxN3utbvyw8eP3G5u+ezde27e3SG05na1JS8ikupv/emf8u/8+/8em3JDlVXUTck4T1wuFz67f8/hfADt8SK+z7rpzP7whJcLQcOpP5HWmgTFOE1M3cQSLL/3ze8xLiMik+RJxqpuqcqaTGe02xVlWnDuLtxtb/njX/5JLFqqFHlWcHN7w932hkylSC8ok4S+u9KULZnOaNrVb8IhP//Zz3EicLfdkZUZ97d3fLi7xy0WnWXc3dzxejzQDwNd3/9mGJjohMMh3n4ZevqhxzhLEDDOM4lSzNOEsZbNekuucqq6pkgLlBCRhOMCqVZMxiJkhG7kefnmEVe8//COVbsmL6Ken2cpVdXQNBV5kSOR+OCZ5hGRKIoyyiBx9hDb+ZTS+CDewitRphFCMM0zdll4et7TtL+dFv47QWb5+//N3//71jm01vzi5z8n+DhdH+3Aul6xGM+1P+L8QtddMcuMCIrAgpQC8bZ77vsLl8tAdz0zTANKasYhpo7mJaLrF7fEAIyXWLPgA2w2NxxPB/72v/V3+PbXv2K7uaUfxzcZQTMOHdYF1JvQHxDM80zdNCRakyUpKMHQ9wzdQFM15HUOAfwSdeIkk3SXni8+/4Lj+YhKNYfDkXFa+PrDPblKsMvE67mj7wau/UhRKo4vA1mS8/D4iZ///Pfo+xEhJHmecTxd0drH4vgk43I5s16vGMaOoR9JspxlGVGpYpp7xmFG4vA+Hu3u7zYcXk4MY880T3zx5Wes1zuyLKFpao7HQ3S7aE2z2rDfP1EWJdvNlsMhemPnqaduC8ZxochKyjKGIf7gl39Cnmb89a9/hVKCJE3pLleqOmPqPNfuSFNtKSvJseuxQhGuZ4xSNEnK2VvGvieVmll41vWKbuypi4rj5Yi3jqZqCB6ytOB0fmW93qJUTB1676P0VFQMvmeZDX1/YbNa4zzMo+H2LoKBhQis6oppiTvB4AUCj1AJVVMyWQPB8/S8Z9U2vHv3GcMwAJ55ih8Ip2PUR4UQlEXJy/4FIRTb7Ya2LqnrhiypCCFKXssSdfzFDOgkpShjxL8sSqZp5Hy+sLvZ8vT4gLEL8zizWW/prh3z2/ft968cj2fMaPjrX/811+7C9dLzejqgtKTveqxZKIqS4/HI7e6e/jKQ5wU3m1te9i9kSUqqawY38mF7x7wYqjTjYf/Cumkxs0HlMga+vOV0PFLkBafuzGIXiqpAao8zjrGbUImMGQEszjjqpqZaNdzu7njZP8ZU5LridLlgppl5ngl2YcHTFBXGe5bZMJqZuqh4fHjg3ft3tE0dq0WnibIsSNI3XNWyRFlLJ7R1w9D3ZEmKC7FjJk1T0kzhBQzXAaECZd0gtWQ2htkYCDH+nyQpSunIZ0wk82yo65qHn36KziHvGd+85YnWMY+RZpRFRa7/7/bOJcaS66zjv6/edeve27fvo6e7pyduT2dm8Ahhx0LBVhCC8JCJEKssiJDIwlI2WQQJCcVCQg5esSEBCUVIvDYIEOEVeUGInLB14hAnceyYTMSgtLt7eqb7vutddVicatOM2k4AM/deq35Sqep8dUb6/j1VX9X9zqnz2aDAdRzG4zGWob+gllLhWibNdps0SdjYuEQcxaCg2+1W/8ZlOp2+ZWWWpQjSn/qdZ581DZMkzzEwyPMCZSuSMCYvIApPaTfXyLIcz/WxbV2Z1zQshqOhfoo7FklcrU/Q6lDkBUGzgWNZ2IGlR6VnEY7lvTmlxrFMsiylpCQv9AMAhCSOCbwmw9GUve2HGSYjRMAoTQYbG4RhzHQ8xzYcDvbfIC9ykiTRU8xMg1a7hSEG7UaTKAq5ceMmzVabk9GQ8XiGb1t4hk1uChLHDLp9jFKhsEijBMd1SNMZraZO/fiOrb8ujKdI5pAYMc1Wk1IE3/GYhXOKVJGVGbNJSJ4BVo4tDtuXtsAwmEwSLg96bG7t0O36nJxMmIxGbA12dLWZ/gBVKPYPb9MfDJjNpvqLwhJyyUDltJt98lTw3SbYJdE0YX1twOn0hMF6t6oCrQsGd9fb+g1B4Ph4jGHoKuRimOSJAtsgTw0ss8ByPEZ3h3Q6TRxRzM4+umk3WWutMRpP2NzcIC4y8mmMeEK/vYHveRjAfBzT6a4zD2eV3xBGGQ3PYmNrk6zI2LuyRxKlBHZD3+jNBpPxEJXC3o3rzGchvX6XKI1xLD2wphScjE9pr3WZDCfkSUZaZIynE1RaUBYlYRpRqgLfC8jyHEP0Q3NjY5ug5XLnzgmFEk7vHevrOtdflEbJmFa7Q6+7SWe9Q6u9RqMVcHj4BnGqp15KoSjyHMt28VyP4eiYKMpAlK53mKeEoX7A+naDfrdDkkQ6bTVPubZ3jWk+I84SAtNje3ODNM9wLY/ZaIrVtkjnGWEeYhWlXlkuykAZ9Np6Zbw0irA9n8nkVD9EGk0Mgfl8hmt7WAjHx0OiJMTxHDzfZTwaUWLgWQbD0QnTOMcqc3JV0Gy12N8/oOX4zGchjmkziyI8ywVyTk70zIeGE1BKxnA8ZmfnMuKaWK7F7HSqKyONTsnTXBf6KHIwIEkKkjxGlIHp6PSpZZjYph6LWms3aTfWdLWaWUgURxS5LtJrmbp6eJJmJHFEw/cYjyf6IWWaiGtTRBmWL4gyufKey5i2TgMlcYLpOLpS+XQGhl6oyvN9Ni9tE8cp49lID37HKYbkCJDGKarMafV6jE5PlztIP/fcc88qEQI/IApj5vOQLI1wXV3huSwK1joDev0NDo7vUOaKKJnjuLaeEJ7nmKbD7tWrxOGYoBWQ5RlZqXD9BqeHU3yvgWGn5EmK6/ikSUiaK/1m3XBxbJfxeIrnegyuDEjHIaUqGedDus6AK7v6DXg20Tet6ykmcYioQr/JmyZZmpIXBdtbWxyd3KXVaiGWxfufeJRXX/0O82hOlmWEWULgB5hK0VnrsH96yp3xjHg6otFaQxlltSLahIbrYhkW8XyGZbdQpdC0LTzTQShoNJpcWt/gYHjEdn+bwaUmQdAizSIsZdLqrhOnCab4BEGHKJ1y+9Y9Gi2LKA4JegaWaRJ011Flhmt7JJFiHkfs7OwwGGzSbARsXd4ijibsXd8hzackEaT5jCiM9frdpyd6rmu/jyAcHB1RUnJ4dMjWoEehUhw7wLYUSmziJKHhC8NJRDZN6W1tUGQFkyTFM0yKPGc4mTCaDvEsl/loTNMJ8BsurtOg4XkcHbxB6SrytCSJU2bRlKKAznqfdrtJqRQtp8WN69fpdFocjY9RKHrblzBFGM+ntJpNJnFEXiqkyJGyJEpTPQfaMkmihOlsAqLwA71SWjoPSVWBH+jiojubO7gNHykzButbFEZClMw4unMXzwyYz4fsXbtBOJvht2ySbE7g9/B9k+HwLjceucHRfxwwn425fOkKRiEkkmEZNoVkPPKj13TBgKEu8Lq+3nwzr6wMg4bfAMmZphlew0MZNgUhd49HbPT6BH5AnqeEYUKv28NQ4HoOw9N7pGWKShTNTpusTMCCtExwmh5iFMznUzpBQBTm9NYGzMMp79l9iLIomc7nRGFEq7XG7u7DTCYzTu6dUJRKz7Ev9LrQYRjS9F1wA1zbxnQtrt+8yeG9Qy7vbNFudFjb7BGGKf2NDnmeMpnOSNIISxwOjg+Yn4QEXpM4jjiZj7BMiyzVb9HrvS6GabC5vc1sGtJqBMRpDEaJaViIaaLykpN7J2RZRmkaOJ5D0GzQbncJGgG+bdJZWyNPU8S2We/3mYchXsPHNE1ccehsBBiqgYjiypUdgmaLcDLl4d2HODjQA8/NoElR5OztvZeG5xG0fPobXU7vjej2OriuSVro8Y3NzW2m4Yyt9T537t19yyC9FAOHIjIFXl+0H+8Qfe4rcLCi1DqWi1rHcvFO63hIKTW46MT/ZRW8d5LX32pkc9UQkZfeDVpqHctFrWO5eJA6lmJ2R01NTU3NxdRBuqampmaJWZYgfWHCfEV5t2ipdSwXtY7l4oHpWIqBw5qampqai1mWN+mampqamgtYeJAWkadE5HURuSUin1y0P2+HiPypiByLyCvnbF0R+aKIfLfar1d2EZE/qHR9U0QeX5zn/x0RuSIiXxaR10Tk2yLyicq+UlpExBORr4jINyodn6rsD4vIi5WOF3J6KAAAA8FJREFUvxYRp7K7VftWdX53kf7fj4iYIvJ1EXm+aq+cDhG5LSLfEpGXReSlyrZS1xWAiHRE5HMi8p3qPnlyUToWGqRFxAT+EPhF4CbwERG5uUiffgB/Djx1n+2TwAtKqWvAC1UbtKZr1fYx4LMPyMcfhhz4DaXUI8ATwMerv/uqaUmADyqlHgUeA54SkSeA3wU+XekYAk9X/Z8Ghkqp9wKfrvotE58AXjvXXlUdP6OUeuzcFLVVu64Afh/4J6XUjwCPov9fFqNDKbWwDXgS+MK59jPAM4v06YfweRd45Vz7dWCrOt5Cz/kG+CPgIxf1W7YN+Efg51dZC9AA/hX4CfRHBtb91xjwBeDJ6tiq+smifa/82UHf+B8EnkfXa1lFHbeB/n22lbqugDbw7/f/TRelY9HpjsvA98+19yvbKnFJKXUIUO03KvtKaKt+Kr8PeJEV1FKlCF4GjoEvAt8DRkqps+qe5319U0d1fgz0HqzHb8lngN8Ezsp09FhNHQr4ZxH5moh8rLKt2nV1FbgL/FmVfvpjEQlYkI5FB2m5wPZumW6y9NpEpAn8LfDrSqnJ23W9wLYUWpRShVLqMfSb6PuBRy7qVu2XUoeI/BJwrJT62nnzBV2XWkfFB5RSj6NTAB8XkZ96m77LqsMCHgc+q5R6HzDnv1IbF/H/qmPRQXofuHKuvQMcLMiX/y13RGQLoNofV/al1iYiNjpA/4VS6u8q80pqAVBKjYB/QefYOyJytuTBeV/f1FGdXwNOH6ynF/IB4JdF5DbwV+iUx2dYPR0opQ6q/THw9+gH56pdV/vAvlLqxar9OXTQXoiORQfprwLXqlFsB/gV4PML9ul/yueBj1bHH0Xnd8/sv1aN/D4BjM9+Ki0aERHgT4DXlFK/d+7USmkRkYGIdKpjH/g59ADPl4EPV93u13Gm78PAl1SVRFwkSqlnlFI7Sqld9D3wJaXUr7JiOkQkEJHW2THwC8ArrNh1pZQ6Ar4vIjcq088Cr7IoHUuQpP8Q8G/oXOJvLdqfH+DrXwKHQIZ+ej6NzgW+AHy32nervoKeufI94FvAjy/a/3M6fhL9c+ybwMvV9qFV0wL8GPD1SscrwG9X9qvAV4BbwN8AbmX3qvat6vzVRWu4QNNPA8+voo7K329U27fP7udVu64q3x4DXqqurX8A1helo/7isKampmaJWXS6o6ampqbmbaiDdE1NTc0SUwfpmpqamiWmDtI1NTU1S0wdpGtqamqWmDpI19TU1CwxdZCuqampWWLqIF1TU1OzxPwnWNxG/z6uVw0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"img = imread(\"Broadway_tower_edit.jpg\") / 255\n",
"\n",
"dx = abs(np.gradient(img, axis = 0))\n",
"dy = abs(np.gradient(img, axis = 1))\n",
"imshow(dx + dy)\n",
"\n",
"\n"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Display the source blob
Display the rendered blob
Raw
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment