{ "cells": [ { "cell_type": "markdown", "id": "f0d53356-45d1-4af1-9350-53075e04bcb8", "metadata": {}, "source": [ "#
تشخیص چهره و چشم با الگوریتم haarcascade
" ] }, { "cell_type": "markdown", "id": "a08e25fa-6119-4a93-93a3-78ea7dc7a7d4", "metadata": {}, "source": [ "
برای دانلود مدل‌های از قبل آموزش دیده شده به آدرس زیر مراجعه کنید:
" ] }, { "cell_type": "markdown", "id": "16c9dd09-395a-40d7-80a4-707a4be8a424", "metadata": {}, "source": [ "https://github.com/opencv/opencv/tree/4.x/data/haarcascades" ] }, { "cell_type": "markdown", "id": "848284e5-7dd0-4d54-8aaf-46e63eb93c56", "metadata": {}, "source": [ "###
تشخیص چهره
" ] }, { "cell_type": "code", "execution_count": 1, "id": "cca49ea5-7f1e-40a1-a8c5-f17fa3661b8b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "import matplotlib.pyplot as plt\n", "\n", "face_cascade = cv2.CascadeClassifier()\n", "face_cascade.load('haarcascade_frontalface_alt.xml')\n", "\n", "image = cv2.imread('images/green-sccreen.png')\n", "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "gray = cv2.equalizeHist(gray)\n", "\n", "faces = face_cascade.detectMultiScale(gray)\n", "\n", "for (x,y,w,h) in faces:\n", " cv2.rectangle(image, (x,y), (x+w,y+h), (0,255,255), 3)\n", "\n", "plt.imshow(image[...,::-1])" ] }, { "cell_type": "markdown", "id": "c6e88dab-c355-4f84-b65c-6e0502f6c238", "metadata": {}, "source": [ "###
پیدا کردن چشم‌ها در محدوده‌ی چهره
" ] }, { "cell_type": "code", "execution_count": 2, "id": "f402a0cf-01cb-4671-a58f-7afc222cb4e3", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy8ya9lWXbe99vd6W/32oiMzCqWSNEkZMgwDFCS4ZEBAzZgwFPbcwkw4IlnHukPEQSPPdLEAA0bcAd5IIMgJLNMJYusqqyMPuI1tzn9ObvRYN/7XmRWRVkEnWYKFRuIePeedp9z91r7W9/61hYhBD61T+1T+81t8q+7A5/ap/ap/fW2T07gU/vUfsPbJyfwqX1qv+HtkxP41D613/D2yQl8ap/ab3j75AQ+tU/tN7x9Z05ACPEfCyF+IoT4qRDiv/2u7vOpfWqf2l+tie9CJyCEUMCfA/8R8BL4I+C/CCH8y//Pb/apfWqf2l+pfVdI4A+An4YQfh5CmID/HvjPvqN7fWqf2qf2V2j6O7ruM+DFB99fAn/nYwcn5Tpkm2sQ4mGb+NjBH9t3PFcQHr5KBFpApmFVZWgt8c7R9hPt6JmCwAV4wEIh/hcQCD7Y/uGNfxVw+tj2/9dO/+vs/ubFBYIgvrn3l1qIO35tl8IHJ58+h9PX4zv0HjdbnLMIJVFaI4R8PC54vHXYaUKKgJASIRUhgJQC7/1jP6UEIQgBEAKl5OkiuHnGOwshIIRApxkhPHZLCIlQx182hMfzrEMqRQgegUBIgXcW7zxKa6RSeO+QQuKcQ0rJPM+I41iRUuJDQGuNEALnHMHHPkgpETJuI4AQAh8CSqt4fgDvZpy18Vjic2mt8M7Fvon43B4BQjKOI8F7tNY47wkhkKYpWmtCCAQ/s0g9dqjR2ZLBGqbZYe2MIKC1QgmBYCZhBNuRZxlpsURJhR0OKG3wx+OtczgP+84iyktuX399G0K4/PZQ+K6cwK8am98Yk0KIfwD8A4Bsfc3f/W/+8S8dFQeA+PAc5MO2R2MXQsRtEqQISAJaQirhXBt+VHn+kz/4bX7rszMEgX/59Q3/8z//BT+tPdsZbJAEJNIHHB6PQB7dyYcGFwiEwNFF8A2ndQqrhBDf+HzaJ6R4OPzDZ/roCzw+0+lax2GGQuDlyUDEN160PL47H094MKTH/p/6HAjexSsEQAQEHu89frSEcabdbRl2e6a2xWQJ0mjy9RKT59hxxk0T3e6W/ds3GCSJlqg0o1pf4oNgaNu4zRjudzuyqmJ5folKUybrUImOxhM8437H7vVLCqOxQnL9w99hkpphHpBCIqRBpwnSSIL3qCBo93vGvkcGGIaerMxJ84yuPtAcai6urxBaY60lS3P6eWJZLejbFqMNbraAp+17ymqB1oqu6XDOkec5RVkwzTP2aORSSO629+gs4eziAoPA2xGCQwTBPE30bc1qVXJ/e4+dLEVm2O7ucDLl/Ppz9tsdr148Z1FVpFlBkqU8ffYZaWKYp4kwvuM/+FHH7U/+N5a//R/y5e4J9aBwzZ7bV1+zrCqqMqEMb3gmfkpy92P+7d//fX737/2n5GnK/Z/8jyzPruh371HM3N4c2PaS/+HHN+R/8F/xj//h3//6V42178oJvAS++OD758DrDw8IIfwj4B8BLL/4vQ/Ganj88y1j+aZTOBlY9KhSyWgoIURj9dFoe+d411r+6b/4Ke+3V0gh+OnzG5re4pw4mrt4NBZxNK6T9ydEL83JMD+8d/ilPobjbAbfNvaj2X7EAfyq7d/max6O+HAW/2CfF7GfARmN+/jttF95CNYyTRNN1+KdJzEG7xwhONw8Mh9qtAuMXUu/3+Odp0wvmPuBdp7IFguKqmSyM+3tO4ztUcIQVIrWBq00u/2BendPaiTVYgnBM88T8zxiipzUaOZxwqmA1AqVpUhl6JoGpxTTOJKsc0SqIAim0WKdI0s0CIG3M/vdnkQK3DSxyHOSJMULiUpSFmuNkJrJOjars4gkkgypNNVyTbM/MPYji2XFpigJIr6fPM8JIWCMASlRRuMIJCZhmicWyyXhCGD6fkAIT5IlCKFwk0OlJbM36KzEiZkJ0PmKrhl4/fodi8WCzfkVbduQxB8dZx1eCOw0I6xFS0liMqz11G2HSs+YrMUOI94k+FwjtYIAUggybVguVwjpUQoQniA0BIcKAu8CSEOQH4/8vysn8EfA3xRC/Ah4BfznwH/5606IEOvRqD6c7REfINcQB/aHxngyIO9DhKWn4z30wnFvBXY/8/zL5xg00ySprcIhiLTIN7DwydtEeMrjfb7ZwnHzRwz1W8/2MWj+baTzoeE/7PvX4G7DEcT74zVkCKjgwVucc+y2O9xoUQ76uqXve7RJcHmGIKC0xA0tmfd0hz3j0KIF6EQxtXtUmjIPASskJIahrgknmJokyDSn7keyVaBcrRAKxr5B5imXFxcIrUEZUAopJdb7OEvLjLwoces1267DSE3TNCyrCploCAqjA9M8IXwSnzR4ggjkWcr+sGfX1KyursjO1hRmeXSAguAsUmokgkxHaOSdp2977DwzW09VpDgJOM+u3mKMRkiBFglBQNf3JGlKkBIhPXmRI4+wv617jElBS0yaYUyKHSeStGRiwLrA7B1BOEAiVMLZ9VPUYUdb16SFYrvbU2QGicA2DW6WaCnABZrtgdXFBoUCJA5J8ALvPAJIlCJPDXlRIVRAmRzSBSEDN25jSOgDQmlC+P/ZCYQQrBDivwb+J0AB/10I4U8/drzgGMuL8LBFPESmnoeZV4SHGRpAiG/C7serBUIQuOM1uiCYJ42wEiEk8sgFzA8IIOLmOLM/PMSvsb1f3nOKCU9/QwgP8asQH8D2o5P59sz/a0ME8UEI8kv9OG73ATtNCK0JPuDnkWZ7x/3rN6RZjk4SimLBzd07bD+QCkmZJbipQxkNNhDGgdHOJEYwT4EESbATQSqW6wuGYcbNnv27G6a+RYSARzA5R2U0qyonyTKycsFiVfH61UtEklGuz5hmxzjPqNkTwkxZVvH38Z6mrkGo6CiEwGgN3mGnEJ2MENze3cfwQmu0VpxfnjEeDiglSJMcHxxCSbROET6+GqETnI28hCcwjSMIkEqyrNaEANZ7pI5mkGY50zDgs9PkEDkOIRVKBYINiCCJcEDS9yN57pDaRIflPEakSCUZlOZwaBg8eCRlWWEhOswsQ44DJktJ84w8TcBajM0hDARACUGiNH52FNWS8uwcqTQeQSINBoVWkrLMUUoTgNlplpsnzGbD+HbABc/sJgSCsZ8+Ory+KyRACOEPgT/8S5zxjc8n+H2i+gIR/sgHB/B4TuRpRHQix0k9iEAQgoDEevAIgldHRxP/+RCvf4IaXhxJqG/PyN/q4okrOHUhPF7i4fiH/vvw2L9v7I9bRDg6IsEReTwa9kNo8YGtB8KJCMEBMgS0c9y+fsXQdDHu1gm+b3j7s59h645eKRYX55xvNlxfXdBtd9y/fUWaQLVa0XQdTdOwXi5BCbwb0UqRKMUUZoIMBDxpnrHrdlRVSZoppHIE65DSQID6cMAUFSbLaJuWru0oqopxHJmmmSzLaZuacRw4f3qNEJKhaXnz85/z9OKM1eUFXdOABG8dTXcgy3JMniHDTHNzgw+exXpNliaookDOliLL6L07hmuBoe/IEoMMlvvtjtxkOGvZNy2rzQZpFCZLHyK5YB1aacqqRCUGmRhs8ChtWK1WiCDQxiAQWOswQj6Qj+IIsz0BISSzc2ityIucfpy4vbnF2RlpE9bLBTpJyPICO1tMWZKkCVJJtNIsq2sELyKXIyTFoqIeBlSRsTy/IviAtDVVqkmsQBkD2oC3jOOMDYLNxQ/JzlNudu8QgLMOgSL8mknmO3MCf7n2GEd/PKY+tQ9JwZPlffD3gxj4GDggBLhwJPWO4UScrY8GFk544GjRIXyjH6fr8XjUyfMgBbgPe/ftPssPndbxmJOTerjiMYb3PBCSD/c8Ppo4RUrH+578graB7YsXvPmLn7BYLtDLFX3bMzc7bF2TJwnOQ3c4cHd7y8XlBWMtCG7GTSPjOFCWBXaaydIUQeD+rqZcVBgZ0IlkDrBcnoFOKKoVSgmsmymrJWPd0nYdRVkx1TVSBOZpxA49udFINzMetiidoLxG+JkwD0g7g5D4tkGNA/u7Oy6efU4uNSbPQYCREu9mCIbNcsnbly8J3pMoBaEky3PwAR8CZZJjBPTbe+5eviTBQbCMs2dMS5KyoCoLTKLIkhRlYhg4TxNKG5QKqCylyFKctbh5RhmNEprgHN6D9x6lFCIEnLVoY7DOoZ1ndiNGGVKjCVLivKUsCj579jmHuuZue4dIMy7KkhlBUlVgEtBJ9OkKhDF4IfAOtDQkRYUKgXYcWVQbxrEjMx1PzkrkXcCkRyfkZyQWpECnCzZnX9D8/J8jpMLODjDsu/pXWh58b5zAN+PiXwWVT+RcNM7H8wQiorMQw4OHePBo396fjFl8APfFB8DjcUr/MMT/dfA80gVxLvfH80U49UYeUctjePOQcjuC+hO0f3AD8ogInMcfSc6TYxRBEE7oJYAKgnmOgxQ7c/PuHTe/+IrUO1zfMfUNShnatqFMEooyp2k6jJQMTcO0XlMsl+TVgtl77NBzfbbms+UCJeHm/XvyquDZ9Tnj4Z5ZekRSEoRg9AFpNMFZ7m+3uGHEjTNPnj5l8p7MWpIkIU0Nu6FD2Im5qWn7niTN6NOMrusQQmB3JUJrfN+QJpI8yxBeoHQKUpJXOWmWcDg0NE3H2XLJ02ef8/79O3SaoI3GJAn7Q8tht+ezJ+eM+zve/uznqHli6GqCDGTLC4qygDwnKTKQ0I0dua7QKkElMR0YUWDMsAxdz/Z+y/Xnn4GM40YphU5TAOZxomkaTJahjUYAmUpYVCnCz5gy5/X7PQJNUS7ReYlPDVIpnJQMRyK2UJIgBV7G0NUriQ0RoQYkQilMkRCsZlYSpwULY/gbP7zmxdZiEoNShtlZsCNZUTAd07omK3BInLUUZcXeJB8dz98TJ/BBzCuIaSFOhnZMkcnTzPsQtMd/InxgXMfriEcEEL4xqwsIgoB/gOD+W314DEOOd/kVisrHmTo83Fk+Qo+Hfp2eh/Bo/OLECYToLoR3TOPAYd+ACwQBRVmeekiWZigd34d3jrrp6HY7lHP09Y52e4fCkuSGbFEcGWsNCryWOGJuO0kSkqpESEnTDmSbNReXl8wioNIUHwJCwtnTK0oR2GhHkS8Qc0rjEg5aMntJEIK27hDe0Tc1OE+932HyHKMNt7d3bM42SCGRSjEMPTiHnUaUAOUtwgdeffUzTJoihEcngqLMIDi6tiNPBM7nKG0wWYr3gdbOZJsVny1LtNFIIfEesrKizHNuXn3F/t0LSq1JlGAWEzLPWT67otw8ZRjmI3pSpImBIAnOEbyP40oeeSjrONzfo4QA70HpqA2QMS/rvScGR5AVRUxdEn/uz6429LvXrM8TXr+f6K1ACIVXks35Bd57pFSs1xsCHiEFyPhOXfAEqRBKgQKLxSuBEBJl0qhnsYrUaPJUkRYJaszQxZJpGpgOO4qzC/qhxk0v8UohVIILjsVyzc+H8aO2971xAurDcOAhPDjG0+KEED6wLSEjMXjKBgiQSIR4pBJ/FbUXry4jm36czcMHMfcJdZycxqkf3/AFD4Ycr4SIKUngoe/+KAZRSj2cJo8d9SGAdwztgeb2jq4+oFAkSYowBpIED8zeQQikSnK4u2W2lsV6w/nZht2713T1jiLVdP1MtlyAkKQmoW8aisWC8vKSRAr291v60bJcb1BGkeU5XfA4qZBGgVRIAVpJksRQhpG/9VvX/Pu//zljs+Wf/vGX/Om7PevyCYMTJOsVLk2YxoG5G9jutiwEqDRDaYN1nvXFZQwN5glrZ2Y7c7ZeMzUt7169RARLIjPKckHd7bl5/xq8olwtyc15TPEqRZoXWOuY7YSVEqFTHOACKCWpqoK53nO4fYuceoJPmIUkyResnz6lWJ5hPdzc3JJlCWVVIU2CUYKh77DWUpYF0zyQpildU7OoMrphROmIMuPEInDeIaRAJYbFZhVTiMEThCCRgut1xaGd+eFFxh9haWYwikh0ComQMoagyDgBBY/3ASdAHcftbF1El4EYx0sZHUaQGJ1AkOzbgXSxRomW4uIZgx0Z2gObZ0+Yxx1+3GOKBKTC2ZnN0zPWevNR2/teOIGHUDc8zrynsEAI8QHx9siRS3VC9o+zrCI6BwkE7x/2n1qcpB8zAP44a/sHTuBIQ4rHVGS8vvjgMjHVJINH+sDUt6AkRhuk1tjZMo4jfd/hvSdNU8rFIirbjgIe6xx2HBn3Nf6wR3cty8Wad69eUq5XqMUCncVUlHKO/fv33L15zeb8IjL2UoDRLFcrMqWi2EkYUpNghxk/O6rlApNl3L9/x/3+wPnFFf00YuJ0xnK5xgcQNpBohVEKowQJDjFNXG4KfudHV2iWXDy95O6f/J8cpMZ4zeQ0Lkn5Is2Z+4GhH2IwpSQ6S5EqsvxJllKmSZw3g6dvat7d3OC9Y1mWUVHoHGGaCUOHCNDvBnSes84XOA9Sa7SQKB2dqffRWqTWCCWwXc3b5z/DeMvZxTnNMKCTgmJ1RrJY0o0OYxzeTggvcVNP3zVoITAC5mliDB5rZ0KeY+eRqqxIixIhYLYTQiikMg/jR0hJkmUP4aUX4IJjag/Mhx1ysoz9RD9JRKIxEfMRxZYCf9K2AG62WBGfJ1iH0ICQBHFK68Wcv0QghWLoJ97fNjxZbLDzFrIK5zqsn/CmYN6+gXHGrDeEo3O/vbtHPfs3IBw4wXYpT4jAP8By+WCAAYFEyYASR4ZdngQ/PBhrROARrIeTdPWBUIvGHU6bQkDKcPS+D6JjjvmEiCqEQD44KIkRkqluePfyObv7e/Ky5OLpE9KiYBwnsAHfD8x2xrct9d0dl589xSQGPzuapiURCoYB2+6w+z27piHBMdx1bJOEzec/RAfL3NbYtub68oLV1XUMX5znbHOOKyrq3ZbLz56hlMJaR933KGN4f3vL1fU1OiuolivyNCMIzTBMHPZbNmdnFFV5RFentEd80UobXt/c8+K24XyR8PLmgMmXMFpE8IigCULilUYWJWmSUG+3NHWLC4FlVSGUou17zq4ukTJmAd6/fIMkQvg0zxn6jmGosX2N8Q6jFePUs3/zNWlZIas1yhik0VHaGzwg8UqBlPip4eVPfkz39gWJFPQ9DPPA08vPWF1/Ruc8tunQQbKqcvqmwfUdRbVC+ohSUqUIs0V6T3AzSniUkgiVEnwA5xE6QYTIz5wmCB8CKBAepBJkRtIeDliR8PJ9wzjBqqrIMwVECe9QtzjrozNwM6HvETYqNxd5xvJSkC0knXBIF2Aa0TqNqChYNDPB9uAFT84veHH7U5ydCHZi9hPCCsQ8YO2ANs/Q+QoZoJ5G2v7DwPeb7XvjBOCXScFvCIY4zvYioKVECh+N1oOQoGQMKU4iIu/BhyixPV0jBHc07agzf7x04CQMOlUNxN9bIcMxuBAheuPg6bf3fP2TP8OPAxrJfKhptGGuBpzzbFYbpDGMBPw8k0iNmT0iWOwwYJxF+567N1/j+wPBO7IsIc9T7rf3CDdhuwPez0xtw/buhqsnT5ASmrbFzjNlWdB1HWhNud4gpSIIWBxDl/u7O7wPpHlGkSUMTUff9RRVCd5RFjmIwNAPWDVRlCVKqEhSqYIXW88/+V/+hCKR3NYj+ylhDAIXLE2z4+ZmC0KSFwXeukjAAmWeY50jT1NmPzNNM0oJDvs9VVnS2QmkIKsKJjewu9khg0NJcERxkx9b+u07jJCovMT2nkVVYUwcrkpAmEfunz+nv70hCQ4RAn03A4L2cCBbj8gsI88zsJ6qLBjaOirytKLd3ZMmKcG7iOKUoL6/4/z6krTIosJOgJoEwgvGecaFeKzz/lj7IGKK1geeXl7gppr19Q94O0xU6xUiKVB+ot3XvH/xgu3dFikUF1eXjH1HKgQ6eKo84/4XzzF1IJwVGOnp6i3bNwPF+hlIjQ+WVSFZFQlu2lPlJWNdM+7vKBY5ylvU3MI0IACpDEJqglRxglMfN/XvnRN4/AynnH4UEj5Q8EeRfDRWJSRaSVIpyJXAyGjkw+wYEUxe4Xykch4yihzTgzxyAFI8ipJO2/0xbTd1XZS8CkFXH5jHnouLc3KT4K1jnCaE0hilGexAsDND30V2OjUU+QItZBxECnw3cPvqOXOzA++5fPI5abWibRuW51eUyxXBWdw00jcHvJ1ACLqhZ7vdIghkeUaxKNEmQSiNFwIpAe8RPnB+cYH3jqatmduGvm5J0oJgLYnWgCd4idGaaZoY+gGZZ5H9Dwo3Q+1AtZ7Zp0xe4a1lf7/l+fPnlMWCah2d3RwgyzLGcURrjTIGZTSLNEUKQd80rBYVzfYekyQYremtZXN1jZstc99Hsg/whx3Szdi+JXUTioLgPUPTQJ4di21G9jfvae7f8eTqnObO4tyEd45EJ1RlxaE+UOVpZMzbHpMILq+umLqBaegZx5kwT8yzJckSVusVo5LU2zu8c2wunuB1gkg9wnuEk/igCTwWETkvUQYMlnGakCphOwWaSZIbxdgfuHn3ivb+nmF/QE8uhjNjyabImLsWPw0o49CuxbYTwmm0Uox9z/2bHXbSXDz9nIkoMW7HkTHMvHv1EtftCWPL6tkTfH2Hsg1GeGYHc98zjD0OiRYG9dcgG/7LNfGrUABHw30k56Jj8A9iHSVAS08qYGMMF5lkkUSxz7533I2e2kKHZA4iSj89PLJ84uHvI9twQg0eCYxNw/uXL0mzlEQI9vf3nF9foYXCB0+xWLI0Meob5pnJTQgJWgv29YF0vaGbOoy0ZHnC0O+4efE1YuqiA7j+HFOtqacJmeR4H7AejIxS0TzLMVcZ1WqFE4Lr6yvSJIls9UnxfMxr2GmiPdQPP7hJEvI0Q04jk/RUZcbhcMB6i/cecWS9BZJxmlA6wnwpBaOMYRKBIyy2NHc73nz9nLLIyNIUYzTyKKLx40SeZczzTFaWBAKzdcdipB31NKCJnE2xWtMOI0HlXHzxN8B7pmFCCWLV3NjhESipwFpyY+i6nsE6jJa0hx3N9oYQJnS6YnlxRdcc8ENPVq5JqxVZWTEfyTVhNF4ETJrhXKBcZjjnGIYBkwWc93R9z2qxYOhr6he/YOkC1ZNn9EbjFJjjZOEIMaYnos8gYih5f6iRMlBKzdx3DK9f84uXL0iKgjJLsHNGLyYCMU4viox2HqjbniAMQoJ187H6EgiSMsvo25rd/T2b60tsGGlGSyct2+09YWrRWlCszpjqewhTDAvHCeYeESaUEiRCMbbtR83v++EEeEQBD47glPo7ZQVETMPJ4FEEFAIjPImAUgvOU89vrQxfnJUYBe/3ga+2A2+7wO0UaD1YT0QRQSDCI+MvxKMTiJV3DkVgbhpefvklVVHw5PwpUgimuoV+Zt/tGeeRYlGSZinr1QrvHYfdDmUdwXlMCHT7PbP3PPvBM8bDHS++/FMKAWPXEIIiyQpQGm0iElFCxgIW70nTDJUaPJKgNHlZooV8yGZ4PCIE7NSz3+4Yu471ckWi9DE+immwtjngrWWaRpRW5Gl+lKDGCyVpTEFN1oO0GKMQHtwRLY39wNx23L15w6KqmMIcyU3vUMc0bt/3tHVDtV6gtcYLIoWPIxWSd7d35FlKVlYok7LKKpDHisgQmOZAYRLOnv2AoWvJqhVeaNr9gcWiQhEokgQ7Dkz7HdNuR55q9rs9WmumYFhebFDlktYGci/RyjBME/M0E7wlNQk6L1BpCvNMZgzeO9I0xVsLduZ8sSRRM9n4kqSekKvP6GTBUYl8GjBHYu+UbJa4AM45iizl9Z/+EXrqob2nurwiyRZ4lZFkE30/oEwMKYqyoGs1sweVFGSZBA8KiRYgVaBIDIf798xzy7pKWcjA7Czt0BEIOCEIpiBfnjEe3oJOQMy4YQ+2R0kodMLYNR+1ve+dE4hfTmm/WIMugj8m9kBLiZKKREkyCctEsckU56nl+kzzt37vKUYpftBNlD99hXpTR1GMjUbvjmo9IeRRBx5vKcORSCSWqvqx5/Wffok7HHBa0rcHqnIBOOrb91ycndFIzzx23Ny+o9kuuHryhKeXFwxdy3Z7z3q5YrM5o+ta7O6eV1/9OWbuIyJwA3m5AT+zffeaICRnTz7D5BkhWNq2Y9x3oCyLzTl9PSISA0kK+GPOOmYZ5mFgbFs2ywVawvbmhrPry2NMFd+dUZK+qVldXiGTBCdgnEa0UBidIIV4EFc5Gx4kuN45pmFi6kes8+gyB5GihEYojTtWaDSHA3mesVws8IDzjmEcMQisc1SLBdWiRBcFJAahDZFliw5TJUmcuZMSKRJMFTMq+pgFKPMM7z2H+sDZakFo7hDBcv3kB2x3NTqrWJ5fQFYgZMzUOBFTsSZLyExFCIG+60FZkixF+AAhyn9NmuHHkVSO/FuffcaPLgVv7+75avsGqmcchCEE8ZCilkLi8bGgB0mapUh7IDRv8dvnFEXkA3a7PeVZATpF6oDRlnp/wE4TiYprGdgA64snFGIL3qIAgsdNI7OrkTawf3OL3hR88cNLlA0MvUO7o4rRlJjqCjv1OD3j+5GhuwXbIrShqiouxOKjtve9cQKPyffj50Ak745NHCW6D7JeH+G69AIdFInQ5ElCdqxTXy0KfvhkxbZz7OxA283MIcTKwfBhjv/kCOICGc473DTw5md/wbTfUWYpiQTX9TSTJzcJ2/mO7b1FpIYkT7m6OOfm5pbXL2d+8Ns/ioasNOtqSfCW7e1bht0NcupQMjC0M0YqMiOp714zDi354hyTGYQyuH5GC/AmsN3uUMag85K5bdFCPKTLCAGlNCrNSC8SvHP0Xcc0dLS7LfmqQgCb1ZLbN68ZZ4cSV7gQUBwdoYz/TiHECX2Fh9RpiHF911MuKtJFhRYhFmERkEJh/UxaFlSrJUGp6ACGARHA2ZmiKtmcnzF7h5MKYZIoThIw9RMhBPI8hxC4efcOqRWFEEx2xqQpqLiOxP3799h5xAkZJbRpwvs3ry6NxyIAACAASURBVDkcGsrVmvXlFaMPID2JjvLeIi0ILgq7lVJUiwXTNOK8Q+koC5bHtHJZ5pwlhn/333nG3/vbn7HbH/jD//Vf8OM3t5j0kgkT06riyDF5SfABKwKhrxnffcVu+5LusCcEUEIyDxPtdgvK4OeJaYokbN/3yESRlwsWyyXSB7r9yDx7PAFr48IkIVjsOKP8TJkljEPPOjfMnScJmnnyeDRO5cwio9hccGg6wv4O6R1CKVwY2d++/KjlfX+cwNH4hTiKeIIneJAyDniJIPgQZZbHFI0PgXFyHLwjsYLXbxzn1R1nZ0uGceTF6zfsdz3NfY8XkUALHK8XYrrLB7DOM45dnGCDx9UHpvsdmYwrE3V1DcoglOfq8gIfLNM8s7m6QGpNYgxpXiGzFJIEJSXnScpUN7T7e8Z2x7pMmfwQBScIiixj7GpAsigyhAp4LDI4bNNSd1sWmwXX+VPSvKSfLFjL3HWoMgcp4+x9XLnGe0uZGswcsGGCbo/1I6MHQtSWL4qMVCqsUEghMSY5rqYgjqA2Ol0PD7lsvKeuG0Y7ka/XBBFZ8yBBS4UQimASqrNNFM94z+7+DikgkZK3z19QLEvOnj4jXa4fUrMAdo5hRZalx+cBJSXOe5CCaXIIrVHSUN/f0t295/xsTbO/RyvJPPa4uaYyCbbbs337is0Xv4VXUdjjgyAVCqMVLjistSilyPLsUfdxFKMZJVkY+Oxsye/9zS8oq4S8KPnbv3fLj//8/yIMCr2+xAqB8MdFWY4yb8vMeNhx9/w5RejwpqKZNU5okiRjdoF+HFBKMFmLmCyrzYYiNQTvCVJjjEYtlqikYwoB7yNyzfIcpxPwKdfXTxmad1SrEn+wyKDASaZhZJxnWie4OPuc825if/8SbwOz9XRtw+2bX3zU9L4XTiCm5k7CnCMCCPIBFAhO+fwPeYOADTABtT0O2J1j+PIFVa7w3vL27T3/z8/ectcFepVSPH2GTGLe1s+OeZ6xLhJDSoLznu3NDdo5hFSkywV5tWBVFKTLJUFpnFBsnv0QdxQwhQBOKfLzEo8H6cFO3Lx8RX1zQ5pILs7WnFUFL/oOnKRclAxdg7WeNC+QuiDIFCUlh/tX1K9fka7XZOUSpTXOCxZFxTzNsc+TwqQpIcSqSpUajAzYvmVs9pSpQiex7HScey7OVzRYynLF3f0dMq9I9QKhE+DIMZyA2FHJRggEZ2n2B8CzPj8jTTOCkJEg8xZF5GkSY/BK4u3E4faG/ft3nJ+dYWdLimfqW/qxJ62WqCiRwXpHXTdkeRbr9Y/obrla4EJc+ivL0iNDbKlv3xKaA1MCqQIvPOM8kijNZllwaBrq96/omgOXP/ghyfocrzNma5FpEgt/Hhjyh0EVv4WTejT24eZmx7K6Zreteft+DyFw9/rnJHYmWV3EiSQIbPA4PxGGgdCOSJFBmpAvNbPKWckMkhIbNKnz2HlAZxkOQVJUaC15//YdG6XAOlzb4EIsX4bAbGcKnbA62+DtzLv7PYtUc3G2YfcKvAvM0wzzwNjXTF6SLJ6yuQw0P/u/8bOAoPE2IP2/ATqBD+ptogyXcPzRHtf8O1ldCHHxDHscvFYKvBe4IVAfBTj13Q1tO1D7mNphrDm8+Iri/BqRZFgEzp9ERx5vPSrA5fkFQgo2F5ckRsMxz+pFiIo/DyEovIgzpwqxjNQLjxYCaT03r17B0FGmCRfXV+gkod7dRgJIRlJymoZj7GoQJsUUJVNXc/f85+RSsDnbxPt4iXMeZIiE0hEmKh2QShOCQ6mol6xvO6pU82SzpOtbpuBZL5YcDntybZjHEaMFaW6YZotWxyzDMTZGxDr54B3ezhzu7ui7jvX5hjTPQUici1Joc0RoMX3rkcFx8/oVru1YpTlhnGIqM0tZP/0MtV7FQijv8SL+fkVVorWKTsU6xr5HeI9JkxirHzkNN3RoO7JeliR5wqtXzzHOkmiBNAmHJtYypMEzHW54++c1yeaK889/RDA5VhEXCxGnlDA4F1GBFCdliGDygtt24n//45/yx3/2gm6w7PY9fnGNvfuawy++orrsqa6eIESKDAE3DDTv34G1lIsK4QdUYjjMArNcMQuFVCnGCxIfEcg4W4JS0Ym4gJKau9v3nKcypngJmMRQVgtG62HwLBYrgktw7CjThJ0f0YlEMuGHLWoeMDJBmiXZyqLzAm8tWigEmiKrPmp73ysnAB9o9zlV/R1dwIOHiOx+CGAReOKyWdZ69k3NeP8e2TcMuztCcNgsixps67EdNNMA+YJsfYkyKSHEBSGl1qijETgJIREMp3LhII5rF7oIk4VHyLicmfSnaXRiqg8c3r2n2W5RSM7OLpFJRTsOHNoBqRSJBOFDXDBCKNKiIKtKvJHsbt6ReI9UBh8CJoSHeBXrcD6QGsNoJ+r9gdV6jVQCKTyJBp3DSsx8lvWYhUQnOV/dDrTzSFLm3BxaNtdPcEohdHpcKss/ZEoDx8VBfWCsW+qbG87Oz5jHPq485EFKjRIGLWMfvYjQuNnd0x8OrMsFWgi6vqMdeqrlCl2sCCoj4LEhYEPUaRhj4kTvPX3TsLvfcnF5Ed+tEAjvaA47Dtt3yLGHxHB/f4/wFhksIci4KpFz2M4h/YAWnhAEvt1Rv3uNKpbI9RlKLKLUWETUOdoZQsAkx1JeKbBCcvCBvnbIZmCYPG0HzlTkqwvu3/wMO70kGEm5ukKhGNqe9nBgsVnwgydXhN1bur7hdTNiTYHMljTNAakSyiqP6sIkwzmLn2fKqsI5G0nVSgF7fBAIZWiHA1otyE2KlQowpCqlOWzjmFWBaThQ371CKMNi/QWBuMaAk54gJkAfQ+eP2973xgmEY8ENxDhXyugVEQEhw5GoOoYCHpyPVW86ONq6xXUdoWvwzR3D/h47DKQ6JUlznJBIrXDjQPf+FU4ltLsdy+vP0WUFMtaAW3EkxvwxLAmPjifeW8YUowixxDcEvLe09Y5x+47m3Qtc32GyisXZFf08cnj9nEQRsxlnl2yqnPv3b/FKU64v0MWadhiQ3rNZFkxhyWChzBfoPI1EV3DM0xwXVVEpWZpS13umrqZcLDBCkElFfrniSZLwd3/3mvVFxf4wU/+zP8GfZWxnx/n1JSFNohJSC7wMMVXqOcb6R12A9biuw/cNci6pVlc4GdlwKWIaMyAJweLHkfZwz1DvWRQpWaaR3tHVHUVmWF6c4Y1CWlAy0I8jVkCqT4u5SppDy7Q/kAWPlFGGO7Y1h7evsO0BrSJhbKVktVqh3MTQ7FFaURY5dd3QjwM6WAKRxzEKCulwU0f3fmRIW4rNmrTUiGBITRQyhSDiJBFc1E/Mgo64aIh1gcF57DCRVWuq9ZKu2TPu92iTkxQlaNAmI0sKLqqMfrtjU1i+erOn3S/JXcF4qBmmkcXv/nZEvFLijoVI6/MNU31AGUNeJHhZM3vJKAx5eY5IC1xwgEeFwNWqYL9/ARhE8Mj+APMW4ZcUVQVC4acRISRBENGiE2RV/lHb+144ATdb3vziq7jmXFmQlxUmTUmOIhyldITiAlywD9LeuW6o37xh++oFV2cbprah2d2QJQY3e1SWUu8bVJJQ5BVpeYajRQWYh577N68ozy/JFiuCNqBPxUgx/xtXixGPNUc+FouAB9sjJ0t7d0O3u0cMNbrvSZQhyXMWi5Jmv+Vw94ZOKZ5+8UPyLOPdqxcMdUdW5CzPzlHZAnewtPsdQgm6tkGXKzA6MukE5nnPUNfkSYbDo9OEUiuEnfFdT7ooyLRkma35nS++4N/7O79HWkrmKRrU//HPfkx7N6L1kn07EHSK1Aak5lTmzFEcNdkJ7yxZkbNYLOJyW7s9IsvJFkuCCFgc0gFjw/D+Jd3dG/w4IGSA9Yqu63BdT7l5Qg64tsbODSqpYpFMqlA6hwCuHxnu7lmuKmS+IDUJY1fz6qdfIseeMjPkSYbwirIsuN/eMc0TOkkQEurte9qmRQeHCiDwaO9IgqW+eUO+3HBx/Tm7es+7P/sLNs+esbj87YcUZRCCuJzsY3gJAe+jbiJIyTBNSJGQFCVNc2B/f89kiYugZAXLqmA63KFnSX/3mjlJmfqebCExMlCVeUQ8zgKxsk+oKHP3Nq55uFpXBCzWCwKaNK84vyzZdTO7Q01iEnIVf6tDO7CUhhAUeIcbB0gLlEoiKusGhCrxQh0dgeLi8slH7e/74QSmgfHtc7Q2+D6l3xsO3rFarmibHpMmJIsKjKJIM+ZuYH93i8CRG8V6UbK7eYftOwQzfTfh0RQqAaWYnGfYNyzWCapcEeyMHXuCG2kPW8bZYsoKlcUVc0UIcUktDwiJIi4k4WdLkhqaZovrWly9Z673XGyW3LcdIjOsLp/SjJa6a9jfxPLWcn1GmRjevnxOv7uNP74TjNNIkZUEa8kTg/AWpQ1unhnbhiIpcMJhlETnCYKAwhOmkcPtLZvNGUJbhqahXBVIoWi7nnYYSRYlJlU8/ewJafIlF+uMm26gr1tUWpEYgZI6klBHObZ3HuyMsANzf8CIQL29wfQ1m+vP0VOKFzCMHVpIxtuv6V//BNnf4aeO2VqafUp92DMMI93NOYnd0Y0Tb9/8nOXykuXTz9GrZ9jhDIzB2okskUgjcFIxzzNT3/HsyTVzUzNPE3mxQAS42+3RScIqP6c/bLFDy2QntHCx4AwQwaG1wE49dnYc7kY8sD7/DNcobn/+JVM7sPn8t9CmQh6Vn/4ovDklDZwPjNbhrCUtSoZ5Ir+4ZIGnbRrwlnq/Z7ncgDZ4KXh/d8ftvgEx4FyGHyd0OtA0NZuLK8KxPmJynuADWgQOb16gnUXOBj/NSO+RKlYvWm8oipR6qNlu78jPlrzfHaicpdIR5ks80juUjmsXDN0ekybIpCCIBKEkRiUomX3U/r4XTsAIuDQBpR0+9Ph5QM0WgaVE4seZojIoYbD7hruf/YJMa9aXZ4xuIq0W2K5H2QlvR4QELwUqM6yqDYfDv2LuzUKu29b8rt9o55yredd6u6/Z3dl16uRUUqYOEqQEFQwIChJiEFS88iIQBEHUCxMvxKtArgSNotSFUS+iBoQoKISoxIAaC01iJefUqTrNbr72bVc329F6Meb37VNl7ZRUadjz5n2/9b39WmPMZzzP///7d4z9RD+MLGxFQJQnOAVyTLi25VJ9hIuRqm6KHmHWJCiRaNuO/cMji6risTtRq0QYjuxvXmFk4tXxligFTz/6FsvzK6yLjLs78jSgRAY/cPviM6a+Y1lpQs4slmuCj9y9fcuqakAnXMxcXF9z3B/YvXlJXTWYuiLrYmPNKSGVoKoq3GpBSoGcE84FHh4GjFjzIB2/+rd+wHf+4Lewqub/+LXP2XUwBXi4u0FJi0ojsROkGGkWZ6XxOYuxKhL3N68wcaKW0OWBVdOwkA53eMs0OVJ0CBz+zY8YXv+AWgxkPxBHx6AUyQ3UORHHW972rxAx0rhAfPgxD28UQ67I8pwn3/1lLr77R8jXT9E5czocaccOKRLLsxU5wtnVgr7rOeweWS6WrBaa/niPiA5FQZZLWSCfyYeyiGVimkagMCfidCJ7z3pzQQ4tx9c/5rS/5enzn2fz5DnRGHziZ/gPZfwsZpRYSJkkJEFr7PkFY4ikkBjHEds4zGKFUpHbwxtytWEMAq+aYsjKASkSWkuGaUQYi5AaiPSnPd3DWz64vqDRicPdG+S1QMuIcyeGdmKxumBlBEN3wqgVLkPrFYvrS+SoSSkSXdkIyZlpfKAxZZyupCaTuLq+5DdffsNlw1IK1kuLUApVGepmUagxzYp6sUIojVKCw/6BF69+xEZHri+vGaYj4dRydnXN6skFwxFOx5EImGbBat1gzzboek17ONIddpz2O5pmQVMvOZ6OaJWRIRCnAak0fTdQGYtUAoQk5YSbHE1VEb3jrKm5f/U5/f4WnSayLv7waGomn+l8ZhpGDg83eNejZSacRrI2LNfb0vGdMsvtE0RVsdGC3es3uL7j8tk1+8OeoTtRNSum/siqusBaW2bFZETyJJGplw0g0E2NIOHHjn3vWRjJq/uBh//rp/gh8vp2x0DD/fGIc4nl2mCt5TR09Ps94nyiObsoR4+Ukd4TDw+I2BNzoCKihntubn7M/vGuYKysQcnSiQ+nO5wISCkI40CYG6nkgFaOHN1M70koDXEQiBDJ8iWPoefq6hJ9/RFvb25RAbTMsybDYuolgw/UqzM26y2EgbcvfxM5HbDJIUxFc35Os15z2u/oHnc09RIfXOmyi1IZhKmjO7wmZsH26jlVM3H39iV3/fcL3OTpx0RlKcOLIt8udYVCKZj8iHeRwU0sbMWTpx/yeH/HGDzTOLJYLvjogyeYNtI83fD9Vyeur68R9ZKpP9B3Lerhnupiy3BqqZs11ihiSmiRUTmyf7zjvNZAKDeh4Jk6h0ySZVWxWTd8sLVMY0M3VHz7u9/hxf3fISGJPqKMwhrF8XTLROC0v4OU0VKRskeob/iIUBnD9ScfoyuLsRYlNeW8VmbdJnsOd294ePmClXToheVsbeE4IQyo8UBIEULPurEkoYhKI1IZMy2XDYQJ6XQJjfBgq4raCFLyNFIwHnZU2pDynIyjCjUmBc/+8Q4pMpv1ii9/+mNc+4hJDnLCuUKWWZ2voVrQDo52v6Nt2zKWi8Wso43k8XDift9i6jMWz5dko3n96jM4ntisV+weHxj6tvDsjOXt6zdcZMlqu0UoC6K4JlMIhCyo6rqUssEVUcjguCWRaND9SPCR0yjYtw4XYNFsWK23mKZCmorx7R2uPdEsl5ANw+FAFVqsCOToUGnExJ7d2zuCa6E/MZwOTCSslpAjKXpGSkN1miZyTqh3uFQhUDqVKC8yGU1KGqsMOQdy94oXv/qXWVw8Rdbn1E//IEOSrJYb/DTRnfZsz7eF8d8e6R7vUCmx0pmrpUaZml5qTseW4/4RnTNKFrOYUbo0/ISCnBnaPUkaXPBcXz/ng09+nofbG1785PucDyeWVx9hl5viGpGKGVWFSAUxLmRCJkE3DFBX6KrGioC2BqMSf+jT59z+6A3taWA/jsiN4dh1HB9uGbpTOeoai7Y1xIiyhnrREGpDVRtW2y1bPaD0noTGKIXvd2QXONtuaRaWZ9sVu73jGD0/+clnVGU+SyaQUYQwMrR32OgZTnclJ6HZ8sXuQGi/4ccBpTTLzfkcj1qEQlkospCo5Djefsn+1RdcLRrCpECCyhPbhcEJyxRcORtZ0LJCKItcnCEXFVZmpjBQZUcQAdMolBaAZ2ULFFRIjScj40iM0LePnD97TjAG7z2xb7m42nLz+guS66kUZUAuS4NLNws6H0ldy6LJdHc3LG2DNpLdYYetl6jFGokugR/aMMiiQ8+mRq8EXYz07UCeRgBGJ9g++QCEpOsG6oUq2XoZShCFIMSMCI7sPSILQoTD4MFYrDHkKJlyhVluycMdPnqmBBmJWSy4eHKJcx4RSzMtnA50u5fo2CMZ6Nu39I9v8N0RN/XEaSC4cmefxLtotZ9xf2aIMRPnRAelFMkVJFdOmWnMVFUZ/4UEKgz4u59wevgCs/2Es6uPMesrtIL9cY81EvzEfn9E5cTl2QLlJ7Zi4h/5B38OW9f8zR++4de/vEPJAKJi6Pt57FsmGDEXIIyUxWrtpp6Hx1uunn+LCwHu1Rec3nzBsDtw/sHH6OUZulmTtZ6PYLFMDqYBNY+vQ4RqtcHECFqSibx584bHhz3L9ZLt9YpRLdg0EiMC06ljuahIKZUmnpDYqqJSCms02fV0O4c1A/KJRSCotOKssaQEoT9iV+f4oaXSmRhHdndHPiZjFEzOsUyG5BO+vSsGtv6EVAZVr/F7X1DuX3N9IzYBBOQ5QEEi3ivYZJg4vv2M083nLGRChcxq1dD2I/1xV0RDMWGtZXl2gRRwOhwQqmb75DleKo6HE8uqRoiEqA3O+cIOkGXcZ6sapTWnfqDGEXPk7rQnrxbU5+doAmcyI4eWZ5sVp9DTH4+zi0+w2V6yPr/i1HdM48Bh90AcWnptIVrs5hpta+RixeXVM3xMZCUIQTD1HX4SkC3rZcVhvyeODpEzZ6tLYoLb+3sW6w1JmJl2OwuptOXYlZ/FCrBS0SwWBBJ9yqxXaxQS7zP7mxuG/QOb80vaYcIIRW01whTvehICESO1VehKMnUH2sc3PLz9KdPxFitLmfwutUdQMOsiFVIv8JXq8B3yQRSNfek1zLFuMZF8LGk5QqIlgIcwkds39K9/HX3xCWlxyZPzayY30R33bLdXnC0WdA8vUXnil3/5e/yJP/FPkpF04a/w5avXRCMZXSJTSL4iixJxNmsuKmOKi1QXodT9Yc+Tq2s248Dx7obp+MCXxwewDcuzCy4+/AS7PKNte3IsMJi27UnA+dMntNGxWq+QWpHxBGl59ukv0CxXfH//OUkoBAKjLSkL2tMJu0gcji2bJx+yPDujri2isazUSNfucHJE8wyfM6fdDhEjH14/5XG/I/UHprZi8+QcJRJx6jGVxGpNTBBSKGti2BMGT+47sqpYXF/jP3vLbwXj/9brm7EJIApmOacyEkyROJx4fPs5/nCPzY6qKsDJfhiKXtsH6nrBYtmAMkjbMHQdg080VU0SBbsdw4RLoeTYZYMUgnFyGCVZLeoS4SQE0U9Mp0cAauGI7SPrpeF0eER0O4rGaIlJE0YnZBYIqTE5oWNiXdXInBljYHF+jqpXVOs1q7MttloglCEkwdj3KGlww8CyaaikII4DtzdvmPqWs2aBNoZxmsCPqKpit3tgdIHN+QW2rninTwoJRufp3YQVJUFXNzXZRx73B5qqYTgdePXFT1lZTdhsmbwn9BN+ckgtkLaUid3hjmn3hnh4Q3/3gnF3izvuic4z5GK0SkkRZ6GWFJBCghznwM4iNNJKorUhejdrO9J8Fy4MyMlNxXMgM2hJUsW/IMc9h8//NvV+z+LyY079DicN9WpDUyuG4YDzEx9dXLFYnWNX1wgl+eDDD1nVNeM4EKUoDb7Zfp5SKmpGpfEukLJCasl6uQRrGUJkdfmUvh/Bj1R1RYgRP+75/Df2XD//GCEqmsUK0ywYDi0pJ6zWSBkJ3pNioq4krQOfFa+PB9oxktSA1oqHu1sEmb49cjo84n0Aabi4vCSnHp1GRDhRpRGrI7U1DEiWiwXbVcQQWFkI45GcLjgd9oVmJKFaLNFqBVoDA76/wcREHsbSnF0/wV49xfkXtMf9166+33UTEEL8J8AfA25zzn94fuwC+K+AT4HPgX8+57yb/+/fAv4kZev5V3POf+V33QNyac7lNKGyZ9g90O3eIH3HUgWSKPPsgs4uC0RmzdnZBl0taPsJ5yKDcyzX6/kMrYoTTwlIHjcO5Hehlkng/YgSltoI3DQRxhO+G1FGsrACS8/p8x/iw0QjewIR33UsFSityGSkhuSO7O9HkqnQqy3PP/xD2KYupNc5ygohQShULJLYmDJLA7474Ls97eMNeezYNhpTWbLUpdMtAo2uWZ6tOLUtbY6cXWxRVQ1SYJuKy2dPyd7THQ/03iFS5MyUVJtT1/Hw6kvi2HPyCjGMLLZnhNn9lsaEFpL+dOL48gtU+4LTzY+Ip1v8NM63dM3kHMH70m2eNfZS8h7mmmNCzFHjIUa0LnJrH+JXmREZpFaFwpzirPpMyFzGZTl7yA+0Q0u/e4HZPuXik+9iF5bucI9AcrZe0R7v+bs/+BGb8/8FpRN/7a//zxxPHTEWU1SJFi806ZA8dV1oRKfjqdydPYzBocaJdn9kuTzj/MlTEhFpKmLKBDfy9vUL3vz0h9TNGevNJdVyyfX1BowpjAevijIxJrrOcVBFjLZre6SuMEYhcyz0ID9CDsgUsZSFrZLD9Y+Ibo/QDiUy1mpMrYkZqmbB1ZWlO+wgB5CJ+92R2tXIJLG2wq4EUtfE7Io3wJ/QQuGiY0oj9focrcvNU8TfXwzZfwr8B8B//jOP/Rngf8w5/zkhxJ+Z//2nhRC/SAkf/QeAD4D/QQjx3Zzz19ci8yag48TQPnJ4eE3uDkjh0Aq0VmjTIKwh54g2mhA86/WWqqm5fzygbU1lDdaco6XEVBWBXOCSfWK/f4ScSiLvlIpTMXoIGRkmxtMOmyPnT87RRvHwcEM8ndARFnWFqwWDi8Ts0Umw1LOq0WqkXaAXZ1Sba1K9IVfFBy+Is2mjEIJKdHoi+4AfW5I7EQ736PbIpfLoM0sWhdaLrrleLLBNgxtLNHazqhnDRDw9oNhQL8+KwCmbUgoPClNZtDH4kKhNjetbuuMDlczlTuYzVhThlY8eqwzeRfrHB/LhhsOXf5fp+BpNIISAC76Iowq3jJwiUs5mm6IuRuviqnuHe4N3B5bCJlBKIQTEWO7KQghCSEXZliNLkfHTNOO6HIgWHXqshXTYMEZwakGz3GAqw7TfocTIf/2X/3v8ODH0I/2Y8UCS5fuGEAoERGqGcSTnnhA9URQOQKUEoduj7ZrTMJK1IsnMYn3OanMJQnO+ueAYbyH2HO47xlee1faCp9/6+dIXQBKmkbPtht3ukfvdiUVVo+ySShXGwnG3w409y2WNGweSK5zCOI2kocW3exbJIUXCh6J2jCkglKFp1pyGgFYKrGUKCZ8lFaaAR6qK9dNLRPbElDlbnTN1LVIbgk6lv5YVh4cHqsrS1Ob3vgnknP+6EOLT3/bwPwP80fn9/wz4a8Cfnh//L3POE/CZEOLHwC8D/9vf+3sk9vd3nO5fYGOLikVRhTYou8DaBmRZiGEMLJol0zBwOHRou2C9WhFzwiqLUZYoJN6NuO6IFoLtakmIHj+OJblHgRKKzXbLomlQQtB1LZvtGdPUUYmEsFDZBTkJ8BppMllERAJrKlTdoGxDtb5ELDekaklQhij1rEIrBl2R5XvvQRpHkjvg3AN+HFiYQP1kjZFnSBlLUIfMSBNJckTEoRBoIAAAIABJREFUQK0ydb0iVAltG0IWpYyXAV0vyELgXURW0FQGtKabMpVI9O09Z8ojZMIasKuGnDwxFfBQXVui9zi/Y/f6+3S3Py5uRFHm4yKlYl6amQs5lfeVKnZfObMesxCFMiQE2pTYLpEzSs49gwzeB4pDWOJ92UyigEVjCDOpKEdPFlARCUPP7vVnrK889eVzVnqF1RWtkLy+288Nylz8/KmIcISxZEq+YjeO+JDJkRIt7iZSTghl5hyLTEwjOZbo8ygEUOzVp7alNjXby2f0pwONTIg0Mu7e8HroePbtX6S5fMJkJOTAerVApozMcLFac7ffE0n0/cDm4pLnz5/y4vPP6U+RJEtzeDg+Uru+uE58xI0TgwlFDo+kqhqM8bQxExMMvSNrx/LsHAGsLi55+p1vk1//hKlNSGvhBKt6QScEORZZ9ji2GK1plme/903ga66nOec3ZQHnN0KIJ/PjHwJ/42c+7uX82N/zmpzneOrZPzyiY4cWErtas1lt6XOm7x1GV2i9JHtH9JIYJav1bIeVEiEUPgSc68lyfjHqxNR2LJZL6qrGi4yTxZmmUiR7x6QmslJcPXmKdx39aU9tJDJrNptNefGEFiFLmSmFZb15wvL8ks4JvKihWiGsxkpZcFmCwqpHoGJCRkcYD8ThkTzuqX2L1BKzqItb0VZ0h3tOu4GML0GfckJIxeriHG01/ZRoFjUplK630JEoeqpmSbaGS7EpHnohmKzEakB7NtualCLZSKRJZJMJqURpCxzheMPpy+/z+PZHmDwVmGaejYUZZEzl83MhMBMTAjXLq1W5K832YyFLlFqcm4NCSIIvd7icy7huCqH4MGIiCuimqWjpc3kdFJ/IRNzd0SwnlMoImXgcRzwVLkZy8u/dpFpqzJyghJREL/AhM06RZrEmJ8k0DtTVkrZv8RRij1KGNDmk0KTgSRnGGKmMxfvAZvscozWL1Zrj4w0ye2rhyOOO25/8gA+kZHX5BEdGW0MtBEwTh4c3SFkjreH6yVN2d/e8en3L2fkTlssV2lowNYeHNzSVYRoyfhrIOVNnQ4gCLTNtd6Ib4NhOjMMR50ZUA+3gsPWS6+tnhKzxqVjNp75HCknd1EhlEbqiWS9wu46MpGn+/rkIxe/w2O/oXxJC/CngTwFUq3PePDxyf3uPCB1SGJ7qDafHkZvbt6zXa9arM7wr9Nwn11fUlWW8O7FoliyjQVmNGyeIEa0Ui6XAeUBVjD6z0BprV6TY4l03Bz9M1Ms1pmnIbqI/PiLjxKoxGF3TdQdyDizqEvxgtCVmSZaOMXToak29WBC1KaMyJYurbtafKzI6O/K4J/hHcjqgzYS2TXE/GkXoHoiDBNeyrkvpr2QxSimtaSqLsJpFpakqQw4FTKFMya0TuaOqLGtV4WLAO4doNEZL5OWCGCXRB6assecrgq6KFkIZ2uOR4eEL9p/9gDydEBayLECLEIvNNb/Drs0AJinewUfETHtSBQAzP9EhFSCMUuX8/w5FXgCaBcLxLjsyZuidQymNc5EQS9aikhIpM2Ea6B7e4qeB6uxAqs6ZUlF8SlE2fikD2YVCLUoJKRSHoeDGc8xIKRmSoMqqNI/HHnwAMWK0ojIVJIdCkFwiTx3XV8+IObM/HBFxwrtAbVc4v0MlTxj2vPzh32L5wSdcfvJtsA0Bha4adMzs9y0VDRLFYb+n706M/YAkEnNAVRUfXp+zESOkjnY4oqRECwkpIFLg5esvuTtWRO8ZR1/GyVniYsLKIjk/7BIX6wvG05793Q0X65LToLQmJ4EQgRg9fd/TDePXLtrf6yZwI4R4PlcBz4Hb+fGXwMc/83EfAa9/py+Qc/4V4FcA6s3TfLvbY1Ybxr544+/aCe0FwZzx6CQ3t3ua5Qq9vOQuWIwwjINnuH9gu/Gst2flhTY4iJ7p5VvcNLFeLjm/POfN4z2bZomWgnHKaF1D1uTJs5CCx7eviFOLJjJmTTd4BAJbWayuiD4Qk0BrQw6R0A8IRZmD25pmvUFoS5rRXDInVHC40wN5PMB0RBE4Wy4x1RIfJiQJP54geJABqSRKqbIIlEVKW8ZoM6rcqIi2lpANk/M0xhKCwypY1YZpDAQpqRaWGANcrKmaK4J33D8eMY0kkkjZYSyk+wfe3n/OcLwppTuCEFM5U8fi/Y9zrDuAkdAIQSV5rxGIKRGAmIrmIs8VwTuoc55NPWLmD6iZ+/4uYDbGhIuOFClQGVFm+yLAlB3JBVIMJD9h1g5dXxNFQ5ACchEiSSWRyhD8WERIUlLVgmq5Yrc/US/XKC0xRLp+mG8UxSk4pQmlJCkFlBCMpyOrzTmLquLYH2h3D1yfb7l+9oy3r35Kd7zHikBKB8abn+AWhrMnn+CjxqXCwKgrTT+eqE3Fk6sLXo8njvtbLs+3kBPt7p6DDKy3S66untDt7mbcXULGCSEF4zhwfDyiUrGza2VnAncguJ79Xc/T1Zbttz+lvfkpU3dAb7YlYdkUh+Hh7iUqNJyfrfhR5/8/3wT+W+BfAv7c/Pa/+ZnH/6IQ4t+lNAb/APCrv9sXyzlT25rJRer1JQLJ7nBiITRK12jbYJqimU8oZLXA50S0EmuXjEIgs2FsB473O5h6op+wtmLCEaqRsR/ZHVuMloy+jBydG9isI348cv/qSyoZUSKRkKw3l6xXS8Q0FapsipjKsKnKIg5ZgNCILPDz5GF1eQ26PAF5HHDjgTQdsXhUY7FmTVU1TLM+3siE1hC8KypFIYoeXmSMBkSgaRLeD4SQsDljtMJmyULb0g8gQRqpJCiT8ClipUPXloUuUVRDe0RslkhbFiAKQjjRpQPD8SXIqRhpUioLN71LfSocBy3A5MxKCbaVolECLYukeoqRLgiOEVwqo8R3pV/MP6P/SmWUWBlFTqlUDJI5E6K4xqUEIWJpkGWBzBKRI8pN+OSxRqP0gmCrwvWbjyi2qmgWS9y9I89UpO7UIdURa2oeH/fknNisGs425/TtAVJESUVKmeVyxTSNCBRVXRGHHp8DT9Y1TVrQaMFpf8c4nDBGYYSA6EjhRPflb2BTRNg1IZY/XG0snsA4BraXlyitePHiM06nI8aY0sNygeNxYGkW2NUG150wtkLKEllmjUaEDiJIUyGlQsnMZrNAPibG046hTfjwDJk9YRwpeSgCqTRaCvLU4gePkQ3nl5uvXX//b0aE/wWlCXglhHgJ/Dvz4v9LQog/CXwJ/HPzYv6+EOIvAT8AAvCv/K6TAUBrzfmTZ9zdvmJoD9R2iTENlW1Ybq6gXpVEmOjLLl7VJVdeZfqhRQpBFWqq2XocU0DkQNVs8ELgUuL503P+8Lc/IEbHj794yYs3O/rRE8LEcf+AyhKREt45pFlyffkhN7tHjre3LCqNS46UM01zYnvxhLY9sVlvWazOENZQLyzjcUJZj0qAm0jjgJGKrFcYXfL0dm2HJGAVEDx+nICiH1fIEgiixEw7CkzdCYEod+powXmEUCWeS4OMGRcC0YG1Bik0pIDGopdrgvdQaWrVoO2COLsGj487VmZk6h8KmahIJwuUU8ytfykRGRZKcG4szxaGp7YAUrWUhDDhgNvW8zYLDmMsuXyijM5ULs9tenfHFqXaSFIiVAGNJlGSolASZRRmRq+TMymWKUQUCZUEYepQ4i1WaHx1TpBlu/GxcBmZv36eN9P2sGNzfoWVmaE7cQoj15eXbDcXtKd9oRlIyTA6BJK6qvBTT/AjUgmWywWaUDBrpx1GJhpbc7ZacDrsSuiMa2lf/CbrzQXLesHkPV5olpsrdkEyTJGHU8fzjz5h7I7cvrnh4vIJKieSgsOUOH/+Cd3jI1hHEiUmXSuLRiOEI1ECXaUKnK0Uoc8k1zH1mu64Q5LIcQBZFJsaqJqaYCu6+477+4mjX/zeN4Gc87/4Nf/1T3zNx/9Z4M/+bl/3Zy8pJG3bzlhwSYyBzXpFPwxsrzTJFD8ASkEMuJhQ2mKERI4DQ9vSHU88eXLN+mzFbjiilMZWNVFI+r5HbxR//J/6x9ieNfyN//Nv8x//hb9Id2xpsVhtyFmSdYX3Ee8Cp37AzHLfKU4EdCnTArzdHRAZ2rtH7GFgcX6OmARLbyEO9LsH+v0DYdgjBFhbc3FxTrvfoUXmYrPAakHfHdiuG3IYMSJSG4XRhqaRrIzB+QnpPcZotLUYoUsjK0HXdiAFldIoofCTI7oIShGjR0iNQiMQNIt14eqjynFoPCLjgAgT0bm5RM+U2r8IoQBIsDSGZ1bx7W3Dx2vDhRIIJWYMlqb3nid1zbOT427wPE6OLoHLkiTL0QhZoCUlSzQiMmg16wdkgZzmuWH7rgp51xshQ8oB7yNpGGAK1PoMuzonBlVQYSGSKaKkd6KzwqMqGghyQMuSNbg/PHJ+dsZqueBdu2ocJ2KIDMEhKSzL5dkaiydkDy6isy/eDTLBeYSQBXaSImE6YWKNO/WkmHAhUVeGOCqQmnq1Qi+WLJVB3N6TgKfPP8IPA2E80Q6e9dUz1ssJL0ZCzkhrUXVFnsL8+yR8crx4/ZJPVhYVE2k4MpwOaKWIvkTydUNHTJ66qRlTacwOI7TDN9xF6L2jOx54/vQD9g/3HHb3eDcRQuTx/o7NBwvijKGKodhppS0damsrzKqQa/e7RyojEFJhtWWaAqpZorTi4dDy7/2Hv0KlHK9vbjjs7hFxpgPl/B5weX3xhJvbe169fs1isWZ0jsWiIvZFYy9VubspaWhPJ1zsyXVDQiPUyO3rz2DoEcFBLHPeyfcc2x5iwGg9o8bKne9hGHD9ieRGgp/Q2qCNpm5Kyo/NsD4/Z3Sei8tIVfWsViuSFExuRIbEZrUo2YKpINOncaAbBtbriK5WJGnIKBSJOLQcdncwtvzkhz/Ede808XOqjhAEUbT+VmTWOvHpRcX3nlVcmoAOiSg1jamIOTN5xegiT+uKPlS82Hc8jonOC/oYcQVMPmc+ZOK8GbhQqoYQExFJSKHg4EMZLQoKOUpKObMCJH6ckDoi+h2Vf4ISK6ytySLj/Fh4CKJUEUW6VKCvglRYkiJD9HTtASVF6f4vFiwrxRjHklSsRElozmPJ9QsBkcG+o1v5qSg0rcFYW45Qk6drj+UubMvm3d2+5OgUAw9sn32KkjUv3nxG3x3Y7yVn5+dsz7aszs6I/oCPDmlqwIMokfHCSAgGGTOCSM6SyQkOrWPNQOiLjkbYithrxigYx56QPCE6+sOESmXyYuzvQyfw9+MSAlzfMvUDxlYlkGFsETnTHR6pt1eoRZlzGmtniy/4ccJNDhkcTWVojw8zCluSYkYrhXcT1brhdnfPm5f3aOHIKeK8gJiptcD5gb4HlGW9veLZhx/z6vVrTF2zXC+4e/MCGVyRHMcjjdYs1ivURjB6R8qJs0XFw5sXDLs7jBBcXV5y2hfYZg4eISgNqBw49YEsBMZaztYrsGc4XxgIzgVESBzGAWMztlphpSSbM7541aHFwHabWZ+fE4LheH+P699gteTyYsvV5RnH+1saqchpz+L8ksXFJUJAlTqW5jOa5cDgb5n8r/PxtzwhxfebQErlTiaTYKPh4zPN957WfGuVWGpFchJpLbVRRR8QFSEESInRBT4eao4Odp1jSpLWZ0ZfkndTAqFLtPoYCy16CIkhJhxl2kEqBV+exUdinlZIMigwOqGaDnVxQzYB06x5OBge9vN4Ms5VgCgScSkydVWR0YyTI8VETgGEIPpAfxyotGJVFWyaVbJsGHFCqqIDyKWDSXwXvCokzgUAlLbv1ZEIsE2FsYYpSNzQkXIgnk5Qr9A5UmvJ1B053L9lrTVBQa3hdGyZdIaLQkiqjaIymhybkhchBSSLEjWDG3CyGMhM3ZBlJp6OjEJRXT5h6nakJPDjRAiq3KDS708x+P/7VdxmPe3pnu3lU5bLFUMYyCkwuoGpb1k2q68ApIgCt/CBxYwQ86cepgltDYumph16tB9prOLxyxf48YgSkVEUX7UVBknA+x4APySkjrx99YJnH/8cH33rO/TOo4wkZ1mE+rpUGUPbY+2GkCKmaTDLM5SpuDg/J3V3aJEJYSREX86psohTQpjKzD2FInGdPG2YZradx8h3+QoJKfXcORf4KFmdX3JWNZz2j7za9TxfXoHUhGpD33lO/cB9+xrPRIXnsW95c3MivLjj/IMPURL+2D/63/Ev/PH/HaVKU+1f/tfCb3ke8m/7VzECjUgx8Y6z8v4S/89PfE9knDv/5f3f/mx/1SLKv+Xtz/rd8+/wfvqZtw8gdvPPIfi175/zb/zb/xAHZ4tGQ77DqCdSSniXaRY1MWR8mpCyHEe0KtkIlSpcQi1Lw1MpWdSSKRNSKkEgsWwARfxUeiZCFpMQs4U5UdgTZ5cfIaPmoX2NzdA+3lBVhudPr8H3nE4nuv0j08ISpg4nImF0mNUZyXtSinTtgWHoWNUXLJ9s0ZXmODoigpRyOWolSc7F+iykJskKVW8JuSIlyTiMRJZIKcjj6bc/Ee+vb8QmkFNCiszQt6y3lwhZSrIsIz4EhsMD6+0lpm6KDjrl2avvCK5j7E9kN0KciD5Qn69AFsx37wdEHLB4EGkOzRJEoWaAcSLnhNUV5+db7vYnXnz5OR98+h3qsw1KCFYXzxgeb4BAyglTNURgcBPJDTzfPoOsOB5bMoZmUTF0p9kRWfj9KftiaKEAN4mBnAIhON4tmTQP4xPzZhASpkqsFitSFBz2R0TKjOPEME1oa5kSnD97Nkuuv+CXfumP8M/+0/84/WngV//mb/BX/9cfgl3y+suf8Avf+RGZyF/9nz6m2+3JrisiH1G69Cmm9x3mWkquG8N1o1nar7QLgtLQk0oV8ZQU7+PiigcgE2Kc77jvQjTyu0S099VGSqWh52NmChmPoPWBo0+MKb+fLMzVfbkECCVQ2lAv1mAbvve9Pd/7xR3PLj2uWxDJ5XdBFk1CjITgGftY+kS1oao0SmSMLov/HZtQyBJa4oNn9I4M+FA2Ssn8e1K4j+QyMUp+KHoJZopx33F3+AK1uUYKyegGhMwcHm/Rz57x7OOfI7/4Ah16QrejEongRjSCuhYkUSS/SilIc2iJ1CzX54j4SFYOqw0iCiSJNAxEP6BNTYyJu7d3pKRI2uJCUXGSItvVNxw5nnPGKEU/9PhpKDNoY8gxobNjPNyxf9tw8fGnxZgzTbi+J/QH+uMDRoAQnigcwQ3cv+0J0RF9QImMyLEg9TNlLDQnHH31woVhGKnricuLC94+7Lm/ueHpt7eA5PL5x6Ttlsc3L4jBs7m4RFnLMOyQFJGH6zuOhx0fPfuA5AfcOCGEx0/trIlPRWST5xc2vMtVQ6SMkplMMdZIBCKGIil1A2PfUema0+6By/MtRihc22O3NdquSAKaxZape+SHP/gNPv+Fb7NenCFCLiGjomwcAF1n+fP/0ff48tf+DvE4kkXJLph8IGdFbUpZ/eFqwT/8fMMvXRierhRNpTBGoQRIUc6+SmmU0vOGMOcHxIj3geACyZeNIKaEUqVJld7pEBJ0w0Q/Bropc4zw8jTy67uB11Ng54pQSc5055xKCrM0gmZZs7m8YnH9Mf/6v/kjnv7Rl6y0YmlVIRvNacvDOJCiQGIwyrJaLQixpB8LCmreaE2KEe8TYcatg6BeLNBa055aQvDF+mwammaF9xP9cHzPUZASEKXqyGRiOHG8n0iqOEuTH4hC8nB/x/XzDxmHgWV2RK8JtowD+9OeQ6d4Ro2QCoVCzUEXRgj600AYPetzxVmzpu5rJAf8cKAyhljX9GNLGAZWGoS1RAQShTQVF5effu36+0ZsAuUOmUqA4/0N1x98QkoZd3okTA4NuG5PnCZ0vUCQIDsQgUVdcvRc3xPDACEQXUJrURaeKLs8afbhzxp49S7YZKbsQuJ4eKQOgaZZkNAkl/Bjy+HuDZVRyHoFKXNzd4cUkLNH6ophGIDI86cXkAZ2uzfEsQM3FbyWyKgZviEoMtuQ0vtKN6U821/LHRXK8YFcjhCn3Q3O9eVuUWl802CUQskS2CkVSJEIUfPDH37Jv//n/wLGVJzGwGguuHx2zsWTT1C6QinF2fkZMXhyKroCQcFQSSXJwdNoxcXCstAZq0o0mDEarXRp2smEEIqvzgQlPk6qclwSUqC1JPnytw2xyI6NLh+fs0WkzKJRTGNgcomTC2gVCLmiPkp+mgN3LhLeJUiTkUhyzEQfGU8nVltfVHaARmKlxMw/SwgTzaxyFPORjBQxQs6y41Qcg97PqPvyZLzLu4jjhJD+Zz5/rnpkgYC+T7KeyxRJme+Ti1O1HwPT0L3XTfgQy2ILV0BisVphrGGYTiij8MExuYmcLALo+w7nJ8I0kh7eErPELpdIKvzkWC8WyLSn71rM5RXGWJzryCHhcRAmfExMWSMWG3K1/Nr1943YBKC89o2C8bTj4b7myQcfI0i47ghxQstie9UYyBOH9kDfltxBg2B/35H9VGLLVUnREZSzWgxf1ZPv2Pn5fRrDO6x4QiRPd9ojqsTHP/8pSmS60yPd7i2jkjz/9A+gjC3jrRjIRISxuP5InDpEGBnaPTEMqHkHz0oU7LOU5FQWlJAS+f7MOn//lFFG0dQL1FwVpeARySOmFh9HsJbdvcA2a+5u7rgUHtOscSHSKKiMokuSx8OAlI4pZ5KAoV5wfvmUql6QeaQdJuJsO9a6YNiE0oV8kzLr2nJeKxbCY6WhsgYlS4CYkpIs8rwoSiRZGeMlcigLsBwXBHNsCkYXu3FWJTbtfSWmNMYolhEaF5GqJEKtlSKJiSEGjj4TKM5ElRMqQXIBLzum7lhsyRSTUFNXTN7TNDWn07FsqqosTqFAFfklY+8Lfeg9ECV/9f77sr/EfL2TQFttqZoaH9yc+lSmFnL+WyyXC3wM1BlCOxKjJ6fimRBzn2E47Xh8+wqjQWjB4XREpwHlQciMKnHEQKbrOqapRwjB/vEtm4trnj295Ng90oYWx4CuS/9IVRWOjD8dsKLY5EsjM4ER5DjxePvF1669b8QmIKXAOY8CtEy0+wea5Yq+H/BzMLyhcOGTELjg6NsDsW85TD0xBFKc0FIUn7qQ+BhKeEjMs8ec0qQTzHbWUMq5WXkGhSwsiQTfMbR73GHP7uZ1mRGHzOn+DavtBSTP6Xji4vqSs7MlNy9f4ocWEYv9OUVfGmlKo60p9l4fCNnPvnuB0RIjiiYipYxPCSUzQpQOd4pxBkUmwJO9h+zwMcDYIseR3ecHsqrIKdFUGq3mr4HBmAoZI23bcv/yx3g3ljNsSuwfHkhhwsx/EyHKEcDHgBISg8BGz1IbFpUpQiVR5ueZrzIhi2fnq2qgdDNEOc5BoS/FchxBlFAXMmghEVIjtCSFhIiAimxyROTEwmaygiE4fnKKdFnM0kMQSFKKCAJuGgihdO97N9IOHWEeRaZ3WZZz9ZVSwrkJbXR5DuabwDveQUrzUTEl1Mw9EIKSWkzGGMM0jUW08x5HPXsYAG0Up/6ENJbRh/J/Ss09kcSiqbBRcHi4QRlDaDTCe4xKaK2wWmOsQilBjKXySDmWRqWIGBlxY1eOLy4xuQF7ZgqxQkvSNBDHFrM6Y+oDIhWYigCGdsfkv+HTAXLptJa48Uj2I6f9A3W9JEtDImGbZSm/3MjU7vDDkey64goMCSViAXRqjZtLvJzje+SVFKKEmKRUUm8R75/wnBMply5wFhmtLNH1WHPG9myD6yLeTUzHA/3pREKwXG/RSvP25Zf40wNKFmlskcALtK5KzJYErUw55ylFVVm0EPj+SK2gXtZMk6N1iUDETeOsty9VjMz5ffOOEItYyo8opYjes7AKZRXt4b5kMoqMMQ1NtWI4ndBACAP7h1dM41C4CmNX/jbzIpWpjNVSKrJkkRKVymxWNY1V8/HrK3s0WcyJTHPHXsxRbVLNTcBCEnpXMSQosFHB+zN3zrN+n+I3UBoqq1kvK2yVkFozJsneH5nGOe6MYljSsnzvLMoZvMgLEj5HQJZwEvFVlVKKrpIiFXP5WfO7Un6Oenu3ywghaJqGaZyK6CoXlmJpZibeBeOWjYIyKQD6oUdIQd93hCjmRKcSvhpDZJpG1qsznJtQCvr2yPOLDddnlorAeNohSOTkyw1ACCpbobWgrioWtca7AWlNYWTOhrV5AaFFJk4j+vyKAUghYKuKGAST90Uj8TXXN2ITiDG9t4Ym8X8z9yYxu2XZmdaz9t6n+bq/uf29EeGMDKftclOVaVk2FkYyUBPEgJJAVDEpKKmEJVQSFGJQBRNGFjUqiaklBoBAYFEIwwiVC1moMLbLZVl2Nm6ziYyIG7f7u687zd57MVj7nP9PV0ZiKT24nxSKiL/7mrPPat71vu8yr/ix67h/dk7XBELVcnKyotu+4Pr6guPNBbnbEsiFJmo7Ap1vjEKbsx3Y6QCoodRpHGEG50pLUHSvWdWUVzjikNlutzx+8pCxr2k2Zyxy4rjfkuPI5vwhDx88ZXtt67dcybAKtNWCqmrxvkJToqkDGWjrQHQjaYyMsWdZCX/153+GL/34j/Mnf/x1fu3Xf5MXb/aIVETtGVJCqEEoa7jUHJUlI7knq2e5OUNEWbeBYZuh7AokZfqxYz8c8GJtURz3aBoAJccdoCS1xRsBzyhaNhLBAuXR2Zrz0xW1yzgyogLT4jDxZLERopRMqHmyEgEmfA2rMhwYa1Dz/HuozM5EBE8lnjpCCoJ3EU2JD85qvn5T8aLvzBAkUyo3GBVCvjs5cIiWXYoiaHB2Myklq5bJUIplKiRmLlNwIpMwm99AykrWVCpF4zX0OZJzmnEBnZ5YzG5tiCMpJ8v+ZWelEw/iCD6QxoHrq0tWmzPuP37Cq+cfMo5HTk8eEKJBeM4l0IgLxnWpQiAEWG2WPHp4wsevrri/eEyIxbmxquz5xaExMo4OmjNSOzCma+PUqCBOb1mg3+XxVgQB5z1jsp6ceUCSAAAgAElEQVQ/5hJlU+T66oK2CnT9kY/+5A+JWZEUkTzgUkRFyc6XjJTp+yPT2vKsZuhxt+SfDqrNv4GS/Rxiu96zkESJzjYQJU0klIvLKxofSMNIu1qw2pzw8tUrbi4+xececo86h/cBVBm6g3EfojL0Hues7NdivFH5jPhEHDr+8l/5UR49eshv/s7v0lQD/WAiHl8IURmbVYsTNien9DHSH4+QM/1uCy4YJbhaMPYDHqg9PDg/Z+h7tDvYtmQiXjCwsdsS+x4ZIdVKJyOSKyCxdJnP3zvlBx8/YBkypLHcNK4ET4+UicgEliG2ldkedtisnL51IvbFKXm6DtPdO40LUSnMPAfePA0erhueLmu+etExFt9AA3MpWfbOwRZvGgQRcG7O+pSJBRRFo3PlxjeKsYhhNlLGmItFi3OOuI+E4EvO0DlRFfNCshTF5HS2UAu2MVLXDdqPdt2sDEWz4gRiHLm5vqKuax4+ekDTVJzfu0e9a1ktjoDJ110Q6tZ2CZycnlA35gvhPQTJ1FVNu9rQLDd4qchdz9gNhKplsdhwHEaapiEkR1NXjOktDwI+BNrlgrHvySiVdyzbJZdXl2yWDWO3NyGMCH7OLHaBJgKHD7YvIEWLwt7724sPFjGnJyzg1DSryzoxze2hObK7uSIN38B5R7tY0HeRx8/ep489b65uqMSTYiQ4ncdgOY+2ONRGEnPp6DABkC/c9piEY5/4f37jd7i42rLd7nj+6g39gJWSUG6MNL16chYzVqmXDMcRdERSxDlP3Sw5e/CU3f7A8foVtUtcvXkBabC+1oVStiqaM8NhS8yZrM4ccSqB3lqA9zctX3z3Pg8bs3tXZ5MLBVSwbOkczmW8t54Y7805qfTZCtbiwS1HYLphVcvnYvN21dsAbbhDRiXRNI5VdDxe1bQCB6YMbNZkLpi1/ATsj2NkjJmmafDBczge5+fLOSPeyucUSyWSjY0xmaA6bxOEfhzsfXiHrwLjMEwkgHmypDMOInPS0ZwMNM25sC+twlQDowjeU1UVXXegGwfee+cxIQjbw5XhT0NktVqbf0PKxByNXYmyOxxsa9YQOXYdjQhNs2B19ojmpCwhjSNCZuxHM4Lpexbrc6rRA9mMXT/j8VYEgRRHmuAggjq1w6sVlYfjYYsjmzRSFRccTuxmd+LwquRiJOJdsIvnSw9a+AFaAkVMFrntirqSrQoSLLZ2Cmx8mFJi6HZ24EPD5uSeWZ33Wx48eMBwOCCkGcDDlZ7ZAWoTiCnImDYmk4pmPhe56MVu5Ld/749vgcCipc/ZgtucdbLlmTcvX1O3y9KfGwVZc+J4PNIce05PHnK4vmR/2BFcml13kUBV1XNFko9HfIZUgXPeMpZPPGk8P/vBUz7/YEnQDiFaGR4q4/J6jzoKocUqNvsoDciaNu6a7VfZDVgy5pQtKa9JSxDOU0VQfAgIFG29owrCqvYsg3CtapkeIxJJtQS/KF+zljIrdP0AAwwp2k1Yqg415vKd/88EH2wFeiHnhODoh8QYE5X3hGAgX7FAsMmOTvJoKW2kjTCn99I0C3aH0dyWKO2oiG3X8p66UoaUub6+5PG9luPxBpeUpELKDcE7JFasN0tudju6rkdrkNrhQkuoKoJWLFZnnD/+AaqFIw5mi04eGQ43DDeXplNpKgMNM2Tn+KzHWxEEyIlhf0HwAQmYiUR3zcLnAmiU/l7BeyGmhHeFpAEs6wXOOYZhIKdUPmzPqGPpzQxoc+SSfQwoVLDlDyr0/UhSOH/wEF/XbPcDWYWmrjg7O+X64oqb6zds1i27lx+hY2TpDZNwvgZJZorqXVHYMaXEwhGgVCP2/04cOQt5SJY9MMlsVmMO5gIO4gpegZDSyHg8YIOsTCYRhwMhe3bf+lOePu2MeRkjeMGpEZBUxeTNJevGwTY71y6DehTPxo/81Ofv85ffPaV2nfH8qcAJWQLqK9R7khrRp6pa+5ombH284Sze+/I804hQSaNtYXLlZoBMhoLjBJKO5S6zAOCnpSHOmz9e8NQKx9EAs1C1VMsTNLQGwJW/Na0QSzmhzl5LJjOOVjHlZK2HJmtVXCn1vXjbNajmMdgfbwi+ZkiZ/cF2WwLT3larPL0vFafDOairah41B3FUHgokQVZlHEdzcMZWkjsnXFxccFJn8jAyxMRuWxHXjozDL05wy8B2/5qbbceDxYZEYExQtwtOTpYsTx/SH18Su548jDD26P4S1+0QTdTtgsxAP0S26fCZt99bEQQEtdIzD3ZTSWGJyVRKwmxVk0e7qb2bD19wlvVrrxCcVQXeEavWLnxKFpH9ZEulRcduGaBtlujKcTwc6A8HTjfn3D99Sk5wsghcv/6YdHjDSTVSFfaYiNm9VyEUQ01vyjTvCFLZ4RC1YFV4Aj44Y9fZaj5Stl4zpcgxK0NWUjL3qzHZVEAz5GC2XVYG12V3gUlHvQ/o2IMqr198yPmDRyzzhu7Q4XOkwhupyZlxKMAgQl97GklIVKqU+eBszc9+8IyTKqEZOhV+60s7/uDzO5xY9SXOKix77zV1XeGd4pwad0KEL318xr/+h/dBvGECmtHgIYKEciMFY/ZZ2zPJfjNpjIjL5HGc2wlXRooko4snEfxyjdQrsqsLwlOOh1hbNsRICBXeBZqmZhh2DMOAIHYuymQo4AtmJPNUQ7NCFna7PYdDAUNVYNp6jJBSAWnL6/fe4b1NPHJO5sBUB4YuE1VKu2kVgapSe09bBQ67PYt1S+wzh65nGCJZG6ITXl9e06WG9v5Ttt3AYRDGZNOch/fPicMNHqG/viQdb8h9h9eRtL8mHo+Ig+V6SdaRYcjcHP7i7cX+Qh+2WXeY57lzyTiDeM5YY2pKPGezLTP/VAeF3y2qReZr3/dooXSWUK7O0GwpwKHYTJvYEcSxaoQkgg49T57dY+gOXL38NhwvuLewrO8FfNkJ6J1DxJx8qxDwqlQOamcBwjtnAaCMzEIxFrEgInNmTrmiz5EhmXNuPyr9aNtw+1FJOA7DSD8mUu6oQ55ZcO3C1lYNXQdEnGZ+8HPv8cnHHzPstzjg3Ub5yUdLHre2Zv00JQZ1PHvyjKpqoO959vCUZv2Qnh1Bezrt+e//2ksefwPuv6noupH9EBnngYoUIo2wahtOlg3De57/+1+54Od+f03AWrOJlxGqiuyyEXCcI6DG2kulxBczIHXqGFUZUzLn3TLJSzHhAUKNW6zJviXh5jZjjNGoz4WJGceRFEc68YjzReNQrrforOOgnDnnHOM40nUd4qCua8aJTajMk6aJAJGS4U6KY4yZMR1ZLlt8EFxWVqFi13fGeHRuvtYiwjh0dHtYNYGuGxm6yKEfSKrmGxkC+5srPn7+mqfvf4HTBw84Xl9yGGxVuuhAt33O8eo+cf+SeNyhOiIkgrMpSAiexXoDsmWImWP3nWKxu4+3IghkVbphkm5q8ai/3RUvBeUVBCYb66zlJrxFjUEYh7FE9zLHFu7cdECBAF1ZQa15wPkyZnGBpml5fP8e+eY1ly8+hLhnIUbqsKU5FvUFIThjxnkHlVc8ZgJZu4xz1oYE7wsJytZueUngtczc546BtkwCxgRjLQzRQMKkniEp+x760TMMmdTYnD7UNTHZKKshgK+g35K6mneePuTi057T0PPzpzU/1L1kkwd8XfEvPz7hn37zhlYd7z57j7OzDf3VK377xTX3wsgqH0lxYEiZf+NXH/HBl2veXB15fYi8OvRc73r2x8QoIB42VeTJCup/c8OH/0lid7Nj0y7I3uNDsM/fCTgrz3ElkGu2Utp7IoImZRiLpDnlaYxfGIYm25V2iWs3REIBN0u76D113ZrFF1IAulJR3DE+1emP3nncLkgpmEXwRLWFKk4LvjGfn9K5eF94EeU1JsN8fOVJuceHBimtqM54BvO5zinTDyPL5QnHmyP4isVqjfMJJxlHJHZHXj3/lMfvL0miZMx/4eLlJzT6Cf3+nFo7+mFvRDAcbVMTDwfqEMp2rUK1/h7+Xm9FEABImm9VZmr6cblL+JhQZoVcfO2lXMwpwt59zKMfALUeGJlWnRlxKCW7IdUJvllx/9FjVusN3/74Wwz7GyQNOEmMPhNECM5TlexeVRXRQciW5VM2I4vkYXRKXQWcmGY+FJAolS3J5l7jZt77tKfAZZOzChZcjCCTycGx9J4hGY5g9jsOHyqaxZKuG0jjwHK1QrygHHj49BEf3Ps86+uPqL7+h3ztK1/mg//owP13hC/+wAP+9E3Hh598wutPPuGDdx/y7MEZXSd8lDJXb17THa7ohkQ/Jsao7LuBFJV13cDaMeYjxyGy7xPbo/XO4eOOYXC8fHGBnG5oNxuyOizZ26RDHKZRcAbOWlAPeMQEMzExFJBUUVJOxAIGhlBRn5zSnJzTacNqsaCqmwLaWcY/v/eEul5wfXXBYW8ru3LKeG5BSzeBl4UubBSoUrK7wMNHT4lDz/XFRWF/TluWJ9dkGwdOicfUlFat5GB4Tl1XBG/28Dkax4CykUoBzYlxMNxguTnlZndF13fEqNQhFEqyrXEfDnsu3rygaStEPKkfSdozdCNL8WiyiQkEmrrl6BxSV9SrE+q6tgUm3+Px1gQBV3r+qXzOWWflHzDPnCeShmC9lpu+zlSp3a69si9KYeAZuJjVekc0E1VJ0eHbFQ+f/iDtesWHH32T7ZuX1BoJGPiokgoqHG3ttghOeiZLKzeNp2W+xITgLcsFV/4JeG/VQ+2Vygm1r6xSqCoT4JSSdTpfKmWphoPgFK+3klUk0y5rVus1Tbvk5vKS4CObla39rsKex2cLqqPw8sMP0f3RgqYKVRxxY8Q75dEi8PM/+JCH64bDxSX7VNFH5d75Pdr6mqEbeX0VuTl0rNZnrEJgg7JqKm66gZtjtIPrM0cx2+9uSBy6kdAmVK3MT2O6df4pbEIfPHgx1xtRchCoGnzVMHYRcZ6MY0BRky8idUMUR0zgUiRU5QgXPoCrajbn95DKk3VkWdXkOHI43BBjMo9DtZtYsrWLdv2ckX1waBY261P2N1v6GG3vYtF4ZDVei/eeGEtgK78vZRwYs5KOHXUICI5j35cEV5yY1ajdaObm6obFcs356TlkNU1HVeOrhnbtuHd2xuWrF/TbKxbNA3KK1lJqA2GDkwHcFXUQjqrE3s5l1Ta4donz1v76P5Mk7z7ejiBQ0HqYes2CoOvMMr29mcVEKNypECb0UKc+GwsOmTIC1AlkFBwmnU05kVzFcvOAZz/wPn2OfOtb32C/vTSpqTgTveCIpWZ3WcjO1HM29qL0oEUmPGnnAdykoTdrK+8nhpq1KAGHL5WA8x4XTE+Qc6IOtuCzDoEmGJLsvbNdAqUNQTzJO9qTDTlsqE8WxP0FOkZWtWchjvXQ414/p9pfcPb0nOX6AHQ0NayqGukOPDmp+OEHNWchsVPhzb6nfm9NFEW45GbXM77soF4y7noO3Q09sF6sOF9s2PhITBaQPmlvQI5IaPFhAdiexxfNka0fOMZEN8K+G9mW9WqrZc3ZumXdeBZ1zeN6TWiWxPEAURmz0sVkrYQIeM84JpCqaCFSOTcWcLv9DR/vtqXNgDwczRMwZypfZIVZCquUmUbupqlGHHn16SdGac6j0ZOnY3qH4OScm2/oqW/NosUy2dP1A4rR2KuqJvfDfL6tnQjkOIAqh/2ezemK4E1DUIeax8+eMYbE5aevGbY3NGJJQASWy4ZGl2zuP2K8fklMI423JLW7uaDre07P17imMaakpluOzHd5vBVBQEr2nySbao2gyX2nuYzYvFOKEk2Ku4tONtczF8XerkPwapEZb6VgLg2cF0hScfro8zx553NcvviE1y8/RlNHS8JLScOlqpjMQYz8QQk0MF39iZ2oKvPrKD8IQFTw6mc5sxNI3lxpckpmtjNQOAwAqYzUIh5zI7bzb9wGBwTn8e6a9mTL/Wfv4xcth8sD48UnrN2Bk3bNF04rvrTdc+KE+w/vE+oRpEPqwM0wQnA82tSsvGEXq/US3JHGDWjdELyQc6Lvle1uz5N3nnLdjTw/ZvJhyzmZJ6sFMQ708cCiXQFHogp1E/CV45P1gV/4u3/KGBMpWUZNaqu1JnDWi+C9kDfCf/gr7/Fv/9YjCJ6gyqjCEBVpBPUe8S0uC94lXEw2GgOcZkgd6RDJyYKDAzOolQnHsWumWYr1mJvVg3azZGyH5ECMxqFwTHpknc8W3ALYzg6dJY0MXTegyRJB3/UMuSuTHUXEU+aSiMPsy70jJuVw2JFigyMw5IRkSxLD2FOJEahIEVLmdNkiu4rjAOIb3DhAWBA1st9fI/WC6v4DnA9WAVQV4t52ARG22Mo2z5gIRcvyyvJtk27aqKBoww3ldf5W8SVlZ57MKrcJNGQOLqoZdTWbR5/j3ns/xHG343D9ipYecWXmXZ40a+nZ86SfB5tZTEHAlk2oWMvr3G2nqGrLOHXW2JSeQe/+PkZxzUaOEVehZeUXYn2wMf9zAUcBDYDikpFcLt5c86r7Jg/e/RyufcTz/hK5usJxwWGT+eKpsGwXnJyu589hP0ZuxhEXHOs64MWAMx9qhMhxbw7HXuDx+ZLTpw3H7NjcX/P6sOfi02vqIPyl9x9zv665eP2azbLiTdyTMnxyiJxVG56uFwwrW9/9n/6dFa+fj1wdIn3y7LPQxVzINpGFz/zBfyn8EZd8/LLmZNGQnHDMwpCNGVHVLU1Vm/OSY1Y3AjROWVUeBaImRAo7SGTWkthuB7uXgjffg8lLwMaR5dpMyV2t7ZqwJJlMYETIamQ1pSCDAoIzHEAjIbRsj7YvUXB4EVJJbiKFYegxADljlWkcEEwVut/ekFJLVXm6owW0hgBxoBLH4fol+5s33L+3QZ3gQiiAYyRULZtH75JDKAI2bwrOz3i8FUFAUOrgZwomGFgnYtF44l6pFKqnAmI3vsMssaZpsfKdWvcpk0OahR9aNWzuPQDgcP2aoB3OF8vqbFWDVR5FgFKYZcYVl7llyXqrQ6dkhli86GyQUTzgCkYx0YgT38mrz1ltXwBwS2/2pd2ZDqCbn8YOqs6t0mG/5fWnn/Donc9z/vgJl9dXdHlA+w4fPfVqSd1WZiIyRq6vbnAiLBDuLxeGdQRvSstFw2bVot4qk/unK955DPvdgZBv+JeenXG/lMJfeLzB9SNOM48WNX6RCJXwx6+EX/vq7/Gv/ZX32fx0TU6OuG2Ilwk5CidBebSocItAyphyUTMfph3HLvLR8zc8OD9htTnlmIRY5OFts6AKlcl+g9BUVbE9g7N1y3hcsd8fGETniiyXUljBXHaKCjFKZlqJEYL5OfqpWoTvyPpzkJjTA6UCTWV0NflRQB2EfhjxvrUgk5kXuToKsJhGhNraSHGWQTShaiQ4kzoPdIeR1WZNcEq/v8aJqS1zigiRZdXiQ2X5sDKXp8YJtCesHn6O1CzJGgk5Uk9j8u/yeEuCgM31cTJHVy0suVmaOrHnCjI7mVeUsW2p3t3t/5dRg2qa+dsTktsslrTB8fqTb9JdfkrFgLqSLcpIx02uRGJZx+7BguJP4FKpPIDCJxdqH5hkqjmX8VC+rWpELAh8R49WsloqrDrnitgmFx6EGJIegjktH4/mDVDCJZUoaXfFm4+/xeZ8TV0F0pBovMeRWZ2fkCTaarKUkaRsqkBU5WzZFHffDHi8D6zXG4Y8FFxCuLepaThy7HaspeMnnta4LEh/jSb4offugVNuaoen41HVs3rYwnjgw2+/po+ZP7gGjY5nz94xI9ZxZLloGXZ7PGr7FtpEm2zHwpAyq6qhy1oor571+hRf1caA9Jj/Q8kbcejpdltIEMQAxZSzcUecrV+jVFlCNkTdJ0Iw05TjsWeSSmu5TsBcKcyNP0aYcmX2j956KggR8kBbO7poW5CRIqkWq8IQCL4QxzTj0GI8a4xWzRGvFanbs7/uuPfoGevFQ54ftyTtybQcu4hP0O+PeAYoSSK4yujxvsVvHqFhYcrYOFDLZ08I3oogoJhqT7nVbtvYJdC2rbmy7Lc2PaCQPu4GgRIF/GR4OQ1vFbyrbFFo2XNVNUsePXzE9cuP6S/fUBMxDa6NKGWyHbPleAV/SEguhhpFvWbsf50rDygRHwC72K6yD97oqnn2BaiK+AnujKxFzBSlPEcB8lGMbCLi8KFmc3JKHEZ2ux2hCsQ00vcdMSXi7g0Xx5eEOBYPfY/4RLNqSWI4Q+M9p6cnCFuCB+ctoBqXOiLOdhl6qRAneB9ZLiq8WxJzprsZyENPJJPV/BnqSliuNlzvevq+5+lK+akf/1FWm5avVC/Q/DGXNwd+7OFj6Pa87iIvu8TJiWfjPWtn0t1uGFCE0Hj8soGm5maIqPNUdctyuZ7VhE5SKYtK3eQrNienXF1dokxksOkapQIrlbOTZfZqEM0cDnsopHK7JgXxmRH1u1VbnmnDU68nGAIvxVL89OScj97szPXH18Q0aSduNSUmhLINz5MWwfQv1uJoNJesHI0l6cR4LSLC0EXWjHQ3r9He4zUTsKpDfMCFJVV7An6JqKMSpW2+jyAgIu8B/x3wxO4WfklV/2sRuQf8z8D7wDeBv66ql+V3/nPgb2OQ13+sqv/nn+N5oDjONE1N07Q0dUMVAt1xN49f5uZ4vnkKYcgacROflJ/VUnZ7cUjwLFcrQt1y9eYFu5sbKplAv9LWlRZEiyBoIia4AgDdgkTZhE6FZmp5h0LoMIDATDrKgamMAzDrAaQ48MCcSfKENRTzDhs22OsQ7/GhIsbM9dUVU69b1xXL0LIVpe87fBwY1TJOmyLrRUWoE9EPHHcH0hgJladd1Iw5siyjOcEA2KwJh00j0tgXhqYHsZ2Jp+sFC99y2A0ch46sjqZqCZWRr9q6xbk9P/Dee9w/W1F55bSpaYLnpz93zmLfM4TMsFjw4tUF1xz44KzlxAm7w8Hk5JVjvWwYXAV1zS4rUgsn5+eIF4Jmsnh7rermfnxzcsrlzW2vbiNki7VJtRCWbHFpP3aIU+qqmoPxmCcMYcLuSv9fzsdU9stkZIJVb/bNXCq/xL47ogGOfU/KyfJBCVxTFVmKWpzYApRcZZBouymdw6WRxkUCauxU5/BlH6GmRM4DzjtqesabI158qTIE5yE3Nd6vgQbvG+rgWFbfHyYQgf9MVX9HRDbAPxeRfwz8LeCfqOo/EJG/D/x94O+JyI8B/x7w49hS0l8VkR/+XjsJjVJrrrWnp/dYrU/Y7/ccDweOauujquBvL0yZ/xuVs2Rnp0YrFS0zW4pmPEMeCaEiDx3H7mBkjlD+TtH446oSnUGD4QlJi2V2SlQ+UHtfaCO2rINSD2RMbjvZFoqYmWgqPocGyiihiIHEudIL3jYFrjDCprXf5a0YIBZuLbEKOoJqNoWlE3JZfDEh3j74Qo6BUAdElPHQz+46h8G0BovKyn+bbFjAMuGQ0Dat2b7VnnHZ0ncHkkCqHX7ZsMx2dHJSxqSIU9LC9kA8PF8BA5MnvubMBnh0uqYbB9JB2eSR4fqSx+++z+O25sufvuB4GMmrFVcjXPWQO2FIjsVywcOHj40mnA2v8W6SBdrrDcFcfcQ5K+xKYDM7e0OLbLScZ2OQEDwxFy2En9yS7G9mtXZSplxQqsJcKkDTIZQJTzYlK04YU+biesuxm8RKdlZyFpyKwQiSZhfs4CEFCzyNB6+Zta/4kccP2L5+ye7yNcvHz7h3ds7usIOczf24qqkDjPsOmmDeB0xta2LsRyR4INE65f7i+6gEVPU58Lz891ZEvga8A/w14F8tP/bfAr8G/L3y9f9JVXvgGyLyJ8DPAP/vZz2HiCtlkFlsy045Hg6kFDlZLRl6I6ToLfZ+K10trcHELSixH1TmjCAOpIzdfBlJTWCpFC865wQ0kBG6GOmicfmPXccwmNf7omlYr1agUPtA7QN2vBKIoexCLhmiuOiIloBRMrxzM58hl/JOS5bQovmX4tXnSjWS4kAewUnAqWU7ymEs7haY6UdAdSBmyK5in5JZcGuibqpiR2WBzTspLUMwJqP1HqSs1HVAKuHeoeEX//1vU4+F4jxRa+f++BbwBKGvMj/y5pRALn1qmFul8dDTpUwajzxdrfi3vvge0gYenK453ux4tKlYN4p3nuve8fXLA58envPo/B7bw5EHywX7Y+IohoK7UgwaUUy5urgkDXX5LErwh6looiqsuQzz9RmKa/CU8atiHorMxVrBmOS2ncjTCHrySygtQZGSp5ToxwGlKlVIsbMTwbvSQkyr5oEmCCSQnGhEqTRxcnbOz/zUT/Pmxa/wB68P7HeXrJa2fdvo0BZ8vTdzUim27+Zb4YnbS/qrT0i18S1OV0v2h78gYFBE3gd+EvhN4HEJEKjqcxF5VH7sHeA37vzaR+Vrf/Zv/QLwC2ALOx1AzgzHPamYYjrguL8uG3mmEUCRrTL1Y1aumVw33zmkhRNQQBtj4+nsGWfnoMx6LbmQcmC7G7jcdXQxk8QMQHKu6EZhexx4dTNQBeF0UfP49IRV63BE8zwomSElJWMSZewll4NkJ3KaMU//5Ds310RAMgecQvQQKSKYTBwNEMxpaiBkHo/uU+J66C0QhQXbsKavHdvLj1icrKjaGmHgyfkJm8pxvgws6lDYlQaamgLTRFj/1S//CK+rjjQMaFTSMNJ33UyUqpuaOEYuL29olyuePX3C2S7gs06xmlBZn/vwbMn64NkPe8btFetmSXA1etXTBs8H7z7g3sklbfSc1yuW9cDHr17xdHPKKiae1Znz81N+46M3DL5FXGXXspynPI44rYvs2jwrb/G8CUgWlsslruvZH/ZANU1tjU1ZqgYwk5FpEnTXJWkSIckUpLEp0mRWOgHQOZteYDJakRK0XTGXaWtPSJGFlxIYMmdNw7ryhEXN5t6KKiQCI/1wRIPDacKJx+HJWQwLigNV08wU+RACVbdFb1NzsKIAACAASURBVD5h7xZ0xwOHPnO57T/zvv5zBwERWQP/CPi7qnrzZ7n6d3/0u3xN/4UvqP4S8EsAJyf3tG0a+qEzIKeU6L5E4OLKUaibeqeUtitY4Bym+fxcGpfWQcRKaXGuUGdvX6RgvWVKjtc3e15dHemTdfm51IM5y4wtaFKToh4zQ9pxvnQ8PmtYNUYPDs6bJBRnjrd6m9VzubntlZX3MfWK7naigBq/Hixz5TLgMlZbKIFCiSmWdwBDgm/2mV2sCL4BFf54G/no3XN++OwRSfbFBEQ539T85A8/4cHJmtapyZqTEoIQgsc7m3c/1Q3P+g1xGBiPPf3+yNhVpGgKv3EYOB4HHocT7odH1M+DAbqtAzUA1W4aaKrEcllT+Q1d3xPjyHDoUB9oNivurVqWTUCy4+ryih/98S9yev2QcHHF17/2LfxG+OAnfpKvBLhSa9Hm8WypCG0E58poTopILH9Hi1OFwDbuCyfFfnnSA9x1UbZbWWZz2BjN+PzulGf6eTdRiIsvhMmop0Wq1qZauCjnsbQxtQ9UXhi9JyXztrB+LfLVL3+Zi5sramnQnBj2NzaqdqbiTEnZbm+odJwdjfNo69Jqybh0YL87cjwcOYyZ7vudDohIhQWA/0FV/9fy5Rci8rRUAU+Bl+XrHwHv3fn1d4FPvvffh5jGEq11Bvimnm+qy+ZIrFM7XcppNeVh29ZM4zTKh880KJjGNWr9Yp7ssXGkLLy+7ni17TgkRy6jv1tKkL2EqXyPGWJU+py4OXRc7Y587tGKs2VF62zsY63BND4qwatYiruSnVyJ3m4CjoRi3eVMECMU+yt/Bwct31MFKhIwqrDvIx/vamQINIsVrgmMoeZ3dz3v33vKOj6fYiYw8vmHJ1RekBwRV8/BN+dITgKhGIE6W/HehJraB8Z6JEUlxcg4DtRVRagbvDPb+KZtqcoo08a50K3hH/2NS5ZyKFMSne3PRROhyrjqyB/9pY4f+2cLhuUad37CaYb+09d8oWnZXF6y/fgFQw9j7syerG7mzyWXSYFYvsB7KQtmBFcFI26psN/vbZV5zpMTulUO5d9MyU0mcDbTtCtqTRwOh5kwlLMxIF1hIt6yPW0yMaaCWWBVKmr4BGX6dDx2BgZ6DDz0wsXNlkfrBn+z43e+/HV2KSN1g6gQdSz8F/v7KVlVWLlcKl6rfCZ3BhNhGZiMD7jPXkr855oOCPDfAF9T1X9451v/O/AfAP+g/PtX7nz9fxSRf4gBgz8E/Nb3eo6UIin3BdQrJT63qL13E2pbTB/KzXE7ynG2FccJ251puE1TPQFwxYcgJctUClrwfkQYk/Jyd0OXA7eXDhtJiiMXklEuN23KGafCmDNJHC/3ifH5jg8eL3m6aWxSMJlLlb/h7A2U96fFpONWLj2NPl0hlXgM0Z69E+bYlkAzocy7e/HshszNYUB9y2K1ol4s8E0DYcHvdUfeOUR+7rQwywQWlWPpFR+MzGQSWyEnA6tSdqgPSFAgEpPg1FHVjbnwRIjDaBZd6w1VXRPHYvleVYTacAZxypOrmr/1T97h2+0VflGjKd6OQimiLgww/eJXVzz71Ybn2vKHv/0Vfuh8yfluy71lTRMzF2Nm1ydSqO2aez9XA7OIrCQK71xxevJFnRfLDS5ojiUA6W0VJjZFmCqAu4/9fjfHBucK3nCHuOYLduOdMJYKLWch440BWtSwbt6FaUFi2Zq02kvGVZ7sjBg1oLzZ7umTEFohKKDl/WoGku0rUBslx9iR1FiJPngYM7GA1cM4mrLx+7QX+zngbwK/LyK/W772X2A3/y+LyN8GPgT+Xbtv9Csi8svAV7HJwt/5XpOB+TExtcq9c2sHXfj7cnuxb7PrLSdAxG7O3bFnyMXHTybjR/vbcbT9flN1INNYxXlG8bTLNel4JBfpscyjO6wtgLm0m1oPaxkcb/pEfbHnfFVTBcFNNFM18Y/MyLSCaHEemlOz0aaR2TLNvC/y7bRAzfbbetRERkgKN33P693IIQWUipSUYUhITqzur7mSJf/btz/k9YuBDwZPC3RqO+trH9AMY8647EwmrQIpMx4Hsp+cn7FtNjkyHDq6Q08eE+1iwdnpGQoMDIhzrFcrnA/ElHAuUI+Zv/l/PeXysmWxXNK0dbHb6kwQozZHHlPmkDz/x7f3XCxq3rl3xos//CrvVp42jFSbe/zG8ch1rM2+a9GwOb33HZnbbv5AKMEhxsSx6w0DQslJC+28zOJzNrxlcimeJNreMUnX7RLZxMk5R10HVusVx+ORoe8JIkUcZnJy07N8Z/87AaoZRZJdv5h8wXPK9XVmIZ69Y1Bh2ycG5xBv48SgYuajmMlrUGNaxiFZYNA8T3jEe3DelvDEjDpH+n4Yg6r6T/nufT7AX/2M3/lF4Bf///72/PMoMVGmBG6m+oozdDWnXBRUtzf/LcXYSv2s5sSTxDEiiHib2YuV/ilnJFQgjjEmJiKY95b91Tm6YZjeABO4w6wUsxswpjxrBG67FSFScd31XB16NmcN9fTmRIoqccpSzC1NCWsW2LRUCOWjnvTrqVQP82EvgXFU4eYwctmNHJNDwxKiYxg6fPCcbR6aqclhz4u44H95/oZ/ZztykpRPbzpC1SBiSsvJrCLhQBKaR5tNO2/EpaT03cBxv2V7dU0cM6vVknaxKOIYh4TJbr1H/MiEkWmyPrjygRQjw4C1DPWG2A82Qsu2XCR5x7MffJ/Pv/cFnn/t67x8ecPDH36P3F0xnN/j+ZUZ0Ko62vWaqlkgc3Iwjny7aBmGkXEYmFbZG4pfNiiVjD23YNMJ1EnGDrmslJ8rB1W8q5k2MO33e7x35hmBleI62d4BqhNduGhLUp6v3RTlnTMAtm5qVBNjHCAEcqgKTbqmWjRUbUBSIkZhSKNRpp3Sek9bV1wdIo0U5yZNNsmSxm5+vOkVfCB/dgx4OxiDY8y8vj6gKjRVXcpl6+sm806fMnXwZuIpll2n0GQ8euvxsxSXILUxEsAEHeZy509BxDnjy8eU5pLUgCxXZvulOJRbu3JTI96hAWN9o6ow4Hl5deTBpqUKHl/+nneF7aW3FFNU7xxEo5ZOA9CpwhHMquoWkLKfiSlz0yfe7AYGVbKvSWoYwmpZUVXQHbfsdjcMhxuO/R7xLQOemJU3Q8Uj79EcEc3WAo1KX8w3pnl4wuzA+j5ydXHF8bBlvVzw+MkTkMiriys+enlDlsDp6YZl7Vi2Y6nKEj5UVmX1A01VEbP14uMwoOJMNCWCOttU3NQ1P/v+O3x7e8Wv/dY/5yfuP2BTVRw39/i9Q2LrWkLZGFUlOFmvqOt6vg7ioO9K6U9pEyeMqXzseaZxT3F1oqVTMKM8T6NccYdwzpV5v87BP2umbcpIMicj/lQBjqMFHnEl6IBO+FN57vk65ohILpuYihANSzyr1Yo01qhG07wUANOmWCNSmSBq6EeqmZ6uxJjxHjJ3nJxzLu3vd3+8FUFAgd1gm226FLFxtuK9UNfQBmXd1By7nrZyqFoAyBNNVyzyxpyLL10p5YwJfGcUYDe4Fyk23yV4OLHerXyYRju9vRktENy+XpnkoExSY7txxhz49Kbn7LojnC1pKGq2WRMAvoziAPNNzBPD0R5eMnVVGQGoHB/7kHQuK2+OA5cdtnHWexbLNcexQjSRY8exH1CfEBcY+ogDNmfnhLqxsrNtIcYShKaDkorsVmb34xiVQzfy/MUlfdfx3juPOT/fUIWK/nCgi8Ifff1TbnZ2kH/gyQnvPDmjqWxsVlU1IuZ/0CxqXHAkMWNVo0YLVWWCII0j3h1JH/8J168G3KHnJ37sBOkP7Ban/MHrjIYG7xJJHDdXF4xppDsep1htDL2pjSuLQcS5WZOR5zJdmExA7gbzCTgGmSc3UyvqRYq5RTLbe4SUouk0ShA3G3hjfeo0JS0B6C6WBZM+xgROfqIEF0wiSUKCwyfbU5Fx+DqQ98fbkWM588MQWYGte0+ZaRdn0mxU8jGahHuuRv7Fx1sRBOzT8ajYWCdl2zOHc2SxlkAdtoyhrOSaZtVTfrQFFlaKhVDYf4VNpwVxtwUh9kHdjhQzORpJxsZaah+kahEl3Wbl6b8dfn7OyXHGiUdF6ZPw8cWRpl6USYEtHK2rquAamUkV6Xx5nlx6/zLWPG8zrS/MODEuwCQY6mLmsov0qcL5CvEVki1n1d6xqht2xx7R0RajYEs5upTJMunoKaMqvQUsy95GK2choRyHgW998oqLbceD+/c4IjQx0mhi1EizbHjw+JzFqYLU7LoDr15t7XkVxgR4x8nJgife0y68CYBK8Mwx0veG9K+bFnUwCLx8ecXT+yse1JFOG373OvDa261T4ckFTVcdb4OYJpKmuboyrE4LgJdxhHm6I4jtYCznbdr5AFLwGinmoOUmBrs2QlkiY2xEL45Js1IHz+7Yz9fJmr1iMlMMaS3AeGMrVpVtSvYecbZgVTSDz4yAhoDTQB1aFssThnHk2H+MI0OyPY4zc3bmDhSsy1d2xnMu1mb+7d87oEzWzaUco5g0GM6CCxVj0dxnbku7uUTOOs/OQwjlsFspF4JnLN+fxkTjOM7Z2Dgilu3vOsfY67o7gSjgT8rFNchuzCkLiRqekAWujpFvvN6ZyGUiAdGTUp793nJZC276AjHMA+V06fHnjqoVvMvFfMMAxKTKYYjGU5BM1tFQtWBw5VTA7g+2cDRUnrpqWLUtsWQuxHTtSdXQAE14ylwbNb6AWFu1PfbcDCN+2TLKwL63HSSxbjkOia6PZMkEr6CRZlXTxSN5gCEGvv38ilGVe2vH2D/gyeMTVidLfFWV/tpk1jh77TGNHMeei9eXfOnJE8Ix8bxa86f9yFg3VHhcgkpuXZkmYNVu/tsbz6TkZaXbNEGYePxFmDmDd6W9zFM/RrmsYll7bh8pFHdv1Ubwxq3IuYB3XnDeWXBP5bmYbv5iKgKYTsM8KsQbJdw5s5cfxxG3OOXkdMMS4zXElNnut0CZyiwMR5mSUsyZKlQ24ckZ8WWkrOavKM5s3D7r8VYEActArkQv0+HbHgmHczUJT8QxDgcq74vJh41oJrKQ9w51npxHMsYltz1+xX7qFkS+LfmcR7OQsy2TtF2C5eLLnQlAtp51EmlktZ915aIqOpuBiPeMKEcVmqqxCiQlxjGS8RC19GreWB9KQXVNX+6bQBRbbOGKM9J0NsdsbsQqwXYm5khKieyVlIVxhP1uQEgkjQz9yNAbI2+1OZnJVyJKP0baFoIYFdapmChqnoEoEZCmYUxKyraeOwNX+z2DZo7dkbG879gfkdCQy7Qhe+Hk4Qn9MPDgfM1yteZ47EFgvV4i3lQYvsi/Y8rEDNdXI/d9zRfWCxINv3MZucQmPct2SepGbEPkfP+X6zo5GN+ah9q1KpiKK2IxsbPigz2/fge+cycKlGtvo0ydgdpQbN6qUCoql1Bn42PnpmRWW7BMk823gPh56mWBwUaHeEG9QyoPPpdqI7BZn7M9JPa7G47HHf1hR46JMY2ICkM/2khXLPAgFuy0nCmrem0ln2Aej5/1eDuCANZfo3YERadMaxbUKSkHHSGNbOqW7Cx7UrgC2YFGu0iTpbNivbvzbp7/Tpd3tjAro0Ir/Yue37m5/EZuraing2JrqU3peOw62xiUtfTTdvs4ZxmTmUpswpchRXtNWYhxLAixuw1KPliZKEX8Ul7g5JJmx0dQZ8HHe89mtQYcY4wcx444HKC0Byq2zSenke3VJTEaaLdZNIw3PX0yUZMvmUopq7awzy1UxtPfXh3Y3H/Aoj7jdBPwQcEFumGk6wb2uyO7mx1kbwYiQ0ca9pyuF6xXJ9zbLFkvA9cX1+x2e3IS2kVlzjqlj+77nuwEdxz50uNTvOz52uD5ykVHXK4JWnwUUiZVphCt5hkehsBPkUEnV4ACcuZUnJunr1s75t0E+spsR34XI7DPo4wUXak2SiVQV94UfsEmDmMU3DHaGU5mIjIxVKcqC6YJhVpQOznn/OFTmrpGY8fZGSAXxDTw+tUn7PsIOhTr8mQjSWwDVBxHUop456kr28k4tTspJYIqSe383XoifPfHWxEEZv03zMisl7ITPlm5H+OIL6aPVTB3mEyZ06MzTpBSJEswFB+9I86xm7mubV1UHFPJ8NYayDTXl0nrLSUQ5dmpaGYnxpF9HOdANY0QXSkr18uatq7QbIciVBUpS1mhXnpWb6/Dh8paDGyHosi0FtvQ/pkLL1DWAxcMwVPVDYt2yfHYMXQ9Og644kFofawFJdzkhWDZbuEyhxgZg2PMUpa0GHlG8eDNP3/RVJwta9yY2V5e8I3tjnXTcO90zcnGLMsenp0iDxwXl5fcXF8zxEjTw3bX09bC6aqibpRMwrcLPv72C7rkePL4lCYIwdn+gKQQU+LZow1rt+bru5Ff/2jLwTUEIEf7GQlunrZMOw6ZPpvi15A13XGWss/Bpji3rWcqaL9zk3Et5D+DnTln9O0QfKFxq/lOYAY0lROapgLv2O270o64OYLklMoq9tsEhWQkeFanZzx+5/OcP3iCl0Acd9TNntRfl7n/EScj3mVEA6M4NCdijoAn5cgwDKRoxKeYb9/PhGGIWOs7Vcuf9XgrgsBd0M1Gd8amc2pRW+ctLvnW0WdaUkBBXrHyK8Zo68Z0ciaawD1Dj4ehp6oqwNMdxzttQhkrTi4xE8DkbseEYKX79MgFOXalfTADEnPJqavaxB5SRjcu01SeMdoSU8HKPlskacEqS0DFeKQT8GjE5gn5BqZDhc2WLy5eGZEH24K0XrSkPhYLM0r7Aa7YtwnQijL2A71raCtPYjSClCq+9sZqSxFP5mzZ8GCzBPVcvtqxe93z8tU1b9wrmkWgWTScnK559u5jnrx7jyjKy6s3vLi4oOsP7Lot4lbcDANjdmi74sPXV6xPF/hVY/TjrPSabTL0YMXHO+Eff3PPN+OGLggthgPMNO6Ubwk933GQbrMtTGV+kYOrL6PC6fwwX1fFWlDx3FYEjtvKQMS2Gpdk48PERjQQ0TANyhJWMWtz73HqUb2dWDgUHwIaHFXTcjzuOfZblosVyECkx1bI11RBialwF9QRvFWPjVOCs+eIMd7iWEXKDELSjBfH2I/z2jj3tgODwAyQhcpsmgvMWb5bmIPJ0F4tF2Oy9/JY363cynMpMJlNwSEzkXy0ZAFT6ZnZJLMhaIxxDkh3A0guFk7iHaoJ72/J2M55I7tE88q354iEqgQPp1SVVScueMZhmMdVkyrN0G2IOZCnNqUEF2uVisC4BEmPoJLL56bzpGTZCFFcWdutxCHRp1R2f9hNU5cRwHY/0K4rKj8iaotPYhqhUIMr51i3FavVEuc8J8sFx82I7KByNVkjF68vef7qNa++9Zrzh6csThcsTlo+ePyMi+0V28OWw75j13ccR+hH4eYwcLM/sl6aGq6LmQ7l02PNr//+FR8fhVepJTnwJETNsk1sDmgBzs9zIUp+txuugD7fwQFw3tiCUgxdZybmrWuwCHPQndZ4iyubhgrg6JyY6YezarQKzNWbd2C7aFPBIiYPTCn2dtjZcIGc4Xiz5VglxlXm0DuO+x3VWU29MCZh8FB7WwjrXSAMI6q2SZkcQWyxyTgWNa1mJNjEIJXKZ+wHWx+vgrjPvtXfjiAwRVtn+/pEJi3+bZzP41gYXaFc4DRnBililemmmkp3uRPp0dtoGFO6BYHuIsLz8+l8KCwAWMCxe0dR3KwI1EIWydwaetgOu4GUHVVZxVVVnqryxGRGEjFmYkyEUAJY2XA+jAOZBdNmcqskbfaLE+plS+zMKzBm288nZaaNSywCxlsXG3uGYJ9BzBMjXnEaqarA9dUNq7CgbQWfI1IFu9Gi2bt556jahqrypWwOuNGsuePRDEQefPB5sgpvLi64urni5s2OPvY0p2tOHp6wXpxwnXv6oed6f0RczWLVGsMwdQxa08XEMVT8/lXNt47/H3NvFmtblqVnfWPOudbae5/mntvFjYjMyMhMZ1aTWcZVWDa2wAjZCCGQAGFh8QaSJb8g8WrzgJCQLJkX3hCS3/yCwAIhW0jGlLFNyXa5qmyqSGdmVUY20WTEbc+5p9vNWms2g4cx19r73ohIFyojxQ7duPecs8/u1pxjjvGP///HiuQbcgh4HZFcyTX1RLVPv6bwE6jD69ePuUPgva9jy6cSIdffK/MUK5sglWsAqNbxaB01JvUzM+Zn4x2NdzaIdcquKlU3tK15TXoDtp1zNkRV96/J/raSIkimKTtCFhjWuHJC4xwlTe7IUi3eqkmOVInz1MlGSNEOn5R6Yh5QParZSybmAekCWtzPnEL0hQgC1iZyFsm8yV21mN9dzqUaRFL9B8HSOF9luhX9FSsLcs6oN2OPKXW3k5NaW0vFGMq8yfVgLR26zE7EIVdHls3trGpxm+dWooGZ3ju6riGlwYYNUEi+EHKhbZuKWkPTBkSmsdZVclpMmRZrcCitDS6t8BYiQtO2vPn2u7z/0U+5urrCi8e7AIWZBdd4G4gaczR2ZQW/rGU/PRqcHC35+MULLjewdEsWDmQYbbCJd/jWaLLOi9WdDhBHWDh0zMiYGIZMGQe8a7l/7z5vvPGIlBIXVzc8u7zkx+89RRYFf9QylMzJ0TG5FBZtw9FyQZ9HxpzxwXExCB+vezZBAI+X1mzng59t30QrBqQTkLdncsI+CLh67UMwj8qb27WVa34KDtYhkKlkUDOksRZhmR/DJMbZ2Kk18ATv6dpA8JgPZdNU2zJbEz4EyBWpKsUk7IJlkIBq7SqQ8VJoJNMGT+8LTpSUzVFYZr6CzEN4g3eGFwVBk1mrazE8Y7u5gZKsiyMNZEixp+k8OhRC8wUHBkWU0Eztbuufu1KjtoALDnUYUULs4r/eytkLPmzRqneVkw5SivVvD8Air4VSbGDENNf+VZvpipfXVLFpGqOcTmAU9lyhzo2z55h68aY8zApkW7Ax7Yc/GNDo0eIYRmtPTgYkwduwDMSh4muHwEZbjcPIer0hZzW9fOOtvaZ5fl1ebMyZUChVtUa2ckiKtay0FFoRQtNysR44ahbkIBwFyz6C3cnkuKHyNUoByUbaagoDPbttxGlguViy9CA7hZjxqjy8c8rJnQXRD7RnHRrg6nZNjIn7d09YBKHPDZoifXF878kNn1z09E2Hd57GNwgekYA4T9u2NGFy0GlwNiSOg8N/ruEPUX7goOc/bW43R/0ysQCr5VuhejlMluQCSGMtRufwQWi7hsZrLTtqQKrqwXltYD2IKWMpVZyk1VlItIAmkELTBBbLBlBiTHSLJV6UrAlfHatCsK5EyiM4o2CP0ViClYDNZItfSibtdpTthlYw0Rpf8BZh8I77p5WHLeB9nVBTQDqTusaYkVJQrTJNN8mN99TeqRUyMQPbpmNI0Xr86iFUhpZUp6LaChSDlGdEdQ4GB19PHQwwuuZEGJpQanGKkonVv15KMDBJTJtg97PU3QZmGOEjT87K3lLHEAI++IotVFyg0lDjGHnyyWN2fWbcDGhItG1DycnaQc4A08xounNMRTfebthurijjFtRDinhVFsuOi+ueZ5c78lGDPzJylQK5JFrX0LR1akOGpNUxuVU4EjbbxPXVLdycs2xbVr7jeLEwhZ6H7qjh5KSjW7REjcS+EBYLVsGheTAPSBzng+P7z67Y0eLLQIrKWDsmJt7xOC9VxddxfHKHtj1DXjPKmA4DXw1ZYoxWmtVrWeqAGJt4LEwmtTDh/XZ9nSFpiNdqPmJlatMGfJApqtSyc69hOXQ6slazsSJdFfA4563cKNZibBpH8ErbgJdETjt8I1AKXROsY0NVKWquZWMkZWZ1a9HCOA6cyoK26WoXqEDakdfXuFTMZOYwWr6+//4Ae/df2M2hLCUyTYTxNLU/Y84uIGjXGc2zUEU8tRNT0nyR7fyzGt7m10W8N7sv1UyOlp75CfmvF5JKIslT9wGYRB9IVZ6FSQ1mdN9F1xHHOOsCoiqNFLrW48g0waTBaLZXJQJF8K6dlXtZDMwBR3ae1hUWFfDaxZGSorUyMTLNdugZUmEc4wyEOnGMlX6b40BM1iHxwdE0gfXlhiENrCTX+tom5EgRjkVYtY6r3S2woG1XqEsU5+kUXIkEGrq2w6viSya5RAgNJ5Xt1q0abm/W5BS5yeZCvFy0HB+t8EsL6GiixJGjECghEEtGkk37vWXJb314wdPbTGwyknuo13A/RMbcnyaF3zhs6Ps1dx48YjbzkKmDM2vRazAzsowNknWVnq51nUzAb6UWTx4EwcC/0Lja9hXa4AneDMJzymSt5SsmEPPVoy5pNYOVCtY7tYG2xQBHrZqGB/dW/Ot/8hd5dNrw5ltv8d3f/R7nz57aDIbWc/fBMcF7Hpzd5+T0lB998Ak/+OAJeVS8BlxiznRjzGZppwpecI1Dxg2bq5dEPFmh+8KXA2DtwKke0zo9tmREs9GJq61zmD7w2v+dbLuscWa04GJ+WYxR6BYd3WIx20MV1Mwia4R3viLvtYl8gA3WVqWJMfI84N3u1/f9Pu0s0Hjl/qrll77xDp2315qyYQ8xR5t1l80+zPgJNoIkxcw4RDbbDSUO3K4j7z3u6de3jMPOSCEVhMRNZ5WlopaYuCoOsUA3+S2EpgFV4i5TgnUQ5iaR2vTdhReWXWAzDFzcbsklce/Ogq4fWQXhjXDCcehomgWaU1VdNsa3CLBarTg7O2G9Pmaz3VbHHgPUmoVHvHEeUqnXpkRSHMk5oqkQXcN712t+66dXXBfBx61dgwp8mYuSmzsotkFN4HRzfcWmH9htdxUWKrWFN7VyK/7hbCPbNd8vOBc8zteTWetp34QZVLYJ0g4nxUbSe1OzOmfPnwUbwFLXHwo+hFe4HZYh1rLSi0lTnKPxwnIV+Plf+CrvPrrPW2+9Qx8TJUfy5pouNIgPNKHhq6rGtwAAIABJREFU/tld3nn3HVJxHB19h81uQ+McKSViNUoZhhFNecalvHOsb29IKCyPWSzOKJvN5+6/L0QQAKOv1n5YFWlY/KZOb5lYdAavpArmzXmYnezqEBUbKEpGi82GD22DD45x6MnF0HYfgoWEQ4xBX+0w+JkmvK83xTpNtVVoQSUEz8IL91ZL3PYGLxHnhM5Zfa/BMoqCBRtPoB8Sz58949njJ2w2O8Zo2nqPdRuYktP5pNu7KQlYRjNx4qfatP6WqKfEWNNeCzo2Ht3XgGsgVOOVNji6tmUTI+frkUEcC6/cXbYcjUo/JhqXjF4s3hhyADKiFFZtYLE65WjXIM5KtxRj5U7onHrnpIxpJBe7dpGWjzfCr/3onCfJhGGeZAYYE1KbMzEbXuIc+ORoQqJpjGg1brcM/QgCoa6brMa5qMRh5g/Pm7agoAY0ummIrb6CF0FVVJY6I9LVoOQm+fke06H+vveGvgfnaJqGTmEohtVQ14pvzdTUhZYgBRtuXTg9OWW5OOErX/oa6+sLnn+ywfliLFgvpDKgOgKJ09Nj1hfPcQF8MJ8M+3yLgZQ5sdvc4hYLUiPscubdX/glvvrGt/h7/8evfv7e+wPv3n9BN6kcbovcSqi7bUrXaoiovW4h1FFdOEGy5QHBFY6X3kgWXuppXmicAYOLsCDFBJiicMxxrg0R8LUelkoAmjoCcgAkybRg6qnja52XgJcbo8s+PFmyWra0ClIiqAFQThwxjnz4yYdcX10Sx5F+tzPyS1HTTdT21dytOMRAZZ+p7NWNB58hFuBKtowg54wm24yhTJiB3RxWehwFx8Y7Ru/ZZbi43hG8ZWSn2x3LAJoKq+XCiDECOVs3wzWOlCIhBLplwLlQA1WLFvPAG2Nitx24uV2TslmSDdryPMKvfXjND26V4oRGinki2Ltm77pTT3WxsjAXRVKqXJJCyQktytMnn3D18gGn9+9VLGUu1SurtD6eGPtvyqymGY97vUgViLnqE+GcTff1Nr9hko1PlG8jDrWIi7WEdUyTZnwdha7eOgKLZQfOmJi7PvLTnz7hnQePeHDf8c6X3+W97/8211dXnDw6JvuOElZcbBPh6SVPnl2yPD6xVN+bi/M0rs57G0pi2ZDN5jTMzHF+ecX17ftzO/2zbl+IICCYL7xiGZufWHGVsjs7CtULKVolsc68BM24w9ogi8Wqtn+YFw6VwCPOm0WXeFKBT56dc73pUQfZ2QYykk71IXAT17y2Bif6sHPG0MJ+VLIBYdcDrLeZi/WG1WLkeGEZwvHSwLCx3/DB+z/i4uW5uf44Ydl1pLphtKhJn4H6Csz6qn6luucumE2ZLV4TpexPPq1BR9UAT6dCW6nYsKdod144aoSlh9Q4Yinshsw2FmDH8XIBeUdJnm2f5uGfItCGQAiBmKpZpipOC61ran+7dl7GzO2QWPeR4iCVhqdjx289ueF3XmzpCQQiXkGdkcQm+u7+dK5ScSz7m5hyoWnq+1VeXpzzyeMdXz9asVyt5kDgZmef+gm5aUT8QX9JjM8PBkYHb3bxRYSbTc/NeuDNh/fo2pbgLEi72sFB6lAcMZwqTa1koOs6cooMOXFyfEa3bBhLojla8fHzJ/zD3/oOC+8ppSHnzMX1FZt+5DgsOXv4Ne7ef4ubl8/47R98wPvv/5TNmFFvNOsOK2O342hS8WEw7GPG0hzjMPLJ05/y0fYFx93nO41+MYKAgbG2uEUQebW+m8aKAUyst2m24ASOBQ8x7oDqLqSCc82UyzFmA/1QA4SyirV0Kk5gKa7JLnPKc1YiVEbgTPRQq33ZD0DJ2eqx5AJFVqgIw1i4jYlGI+3lDQsduH3xCXF3O7cAywFBwUklrExklaoxMJn0lBFNuobaSBGZyyLn9l9PxhOlBgBXdJqiNVU988+OmobTNhkv3cPoWsZt5OUm4Z+sGe6ueHn1grNlx+mRmXo0bSD4FrPMj3jvaEJDkECKhbZxBBG228jzyxteXG/JyROd8HLr+M1PLvnO5Y41oBqtm2BXbiZJiUwB4DCt3zs1TcrOKTPKOTEOPRcvXvCVr32tSqUPF5eVYzKVdhNSLwY4TgHBVeIZzhHHzBCVoe85O40crVoDJ9UCqXcmzinTwJLKOTDjWxNFKbbubm5vWLKERjhbNJwsH3H3zUeU0PK9H73Hy4tzRGFxfIfdesM/+8E/JEnLr/zKv8Q3vv3LXNyOfPR7P0HnEtUOg36ItkYKOB/skBsLVzeXpJjN07DvkeYLzhhUjOE2DYiY/psEM1Oaa55te1cYu4sN8lQKXWjMYzALt7tIPySymn1ZTMawm8C1rCZIyVjqP3P1tcwtpjLzz5l2nemzoaqYrd71zkOw1+zJkDMuKJJ6NA3kkoxDr9m85SeRSb2llChaSNU6bXZMOkiJgTkdte/vW2KuAqWHgWpucwbbROXghEVt0VCEVhwrD4MrnDSOmBwsO67LwMdXWzapcNI5rga4NxYWrdL4noXvaL0DjRXDsaxrGHY8enCf1rc8vVrz+HrD5eXAGFacj5l/9skNP9lkds7N4TchBMTS+7J/ryJ+bzwLs2OQZgg1QE8BzwmUONJv1nW2hHV8UuXzy6S8FId6j9JTtE4dYlpnZt46OcAlVcQ3nNxd4pqGmGN1hcY4GNWLUXCV+GV4gpOAuALFfBI8xeJQSpRU2N3esEtbnj5ruXrzDT764D3iOHLnqCWoJziPy6YBGHvlyZNr3vvhh+z6yHKxNEpx09bsyMRwKUZAcOrpz2/YRME1LZojZZfY8i9g+Mj/n7f5QrpaBmj1hpsXOsztAIzUIbU80LnMDSR1jBGeXNywHrKll+JIGVLV4Wsxzj2y7/dOS8A5Zxzz+TYtj30wUClWb6qlY9Zh8KiHlkKIW/x4i6w3uGzKvqiTJt3SUqsrq+kFVOLIxF3Y1/uHpJdXZK4HAeSzfj55GNgrtz+xdiZw0BwXpJjFuM+J0w78GFhGpdkox+rojhsubpXrYUdfHNucuB1G7viGpmTuBk/QQnATuGgTkqV17LrMRX/Dx/GGJ3HN2LT8dBz48fWGmxa6rqWVyMToDN7VEtDauc5NQa6QkyHsIYh1OEQqfdyuX7fYryEtxpcf+wHfLfHVZNYceoMN7xBHGpNdO5k+t30WlXKxGRaVJWilVv15BWtdXVda6sBWArlEUraDIh+MjZ8vVS6UMZNK5ubylkUr/OAHP+XJR89xmlm0ni+/ecpb91o0FW4vb3i5jvzjm98k+JbHHz9jeXKHk5MTgtvR+IaUsmU8uVLQgZwS202kLy1HqwfoeEHuC5vd+nP33xciCCgQS0IkI9V8W2sa6JxU1pCrWbSCmHuwwSCOfkwMYyZp4PJ24DYW1DXVrtz6/DqBNgatW6TGFkDOCefCQU2tM/A3scKmk9VLHSXtgg05JSOa6HLExx3p5py0u8LnkWn4pWpVeYmd2uHA/nlSK+4/if1GtlT/s73hDlmLrzDktIqdaqeFGkzGqAy90J4qf/y//mjOf61CqvRp9kG3YNoDe5oM5JlbIYCTTX3+g6A0p/IXc8psj5FIuufQQ//au8mvAJwH1foBJprm7OnwvienkBLEMeP9As2F25sbHr51Sh9THeFmXRm75qbSdN7XsijXa2AUdcNbzJbOW3mN18yw7SmDcpsTk4moc0rTdqRc2GwHzm+HykmZJO5TtVft55J9hpqo5Wmhv13TeiFI4tG9I8uuBG7XGy7O19xcb4hDZiwDy+MzVoslXkZQGIbMZtPb9qhroaiw3vWsUyLqlnGzJceWMfG5ty9EEAAYKpGnC1IpmvtCbarPbXMWigpZhOvdwG2f2IyFYbQLnFQoLtiGL7kKi2ylat0cqpP2GpvpLpZ67U1FJyGJ1kyh/l1BqhAaQ3mXDanvkbiD65eMmysYt1BGc9yZC5mDMdZOKV7nlH+/ySfaJ+aSfOCDON32ApRXA0D95qyMg73QRgsUp4wIv/rfL3nnDoRuhiKsE4FWcxTjW8RcSEVJavMAUtaqxZfKTZAZz9CaqiO2YRxz5UQTjFS1GTKX/UTqqqFOD+vwiZlZ5vdlL21q2dY18GqkmG+/9ncdT5+EKhaK3N5c8+DNt40H4D3TLEFVZi6+qqI10PqKspeJhmxmlVB5ACkp6xjREskxVq5Hsq5L25GLGX5uYiarR92rJjal8kwa76xDo1Q1o2FKJSsZKDEz9juOTu8zpEJMpnEY00gWJcaRRXcHAXJSNCbG0dZZqSKppmnNozNl1tfX7LZbbraFoovP3XtfiCBQVNn0CW0mzrjWMVFTalhFNmJJdcZxte55fLmm14D6BcjkKGT5AXXz2yyNMm+w/WlV+fnTYpRpoVRVWH28clCnO29UT9cKWTPDeE073OA21zBsCNqDN9+9KJWAVLS66U5Zjc6yaRM0TXqGWsfrJJKqrwedNxXw2r8/XTK8/j2wgLkDvvOPCv/gv3yLs1NfB2VAyiOlZLIKfYxkFdZJuewjN2PmajvQj7DpM9uo9FkoPlCK+RHmrMSUyFjcXXnhdNFydtzw1p2G+ycn/OrvXfAbFzsLvN7Sc1PXWb7XNA1BIKUI1M8JZo3ENCOx8fsAYUfqPlB6F+qmywxjb6rB0JKL1n7/RAzeZ4BKNRoV0+ePoxnNOAGf7dobF8PGfoUglOwq6cvWJalmqTSIC7Qu0Gdjv1IdfrUU1Ns69AdrKqeEYMpECZ4x2/wN16643SRUFvSjuWupV3JJ7La3lGVEgDFmUjHspFSSVs4GSDq/IvcDiJCAWD4ngvIFCgK7ZHPvtE9oyqQ8IgKLRcfJqqEhEcgU9VwPiU+udmw0UJxHNCOVZy7TyaSFgqvBYQ+NF/aoruZSCSPmVeCcm33pva/6fwzB9qEOrKgbgHFHV3rYXuDGNeQIlR6s4mm8DdQo6GxxrmoL3wR5VhLsD/I9OKV66Cjk5pbeZHQxkZsm4sqh8GkyxZweUx04FUYtPOkTn9yOHK1WeMrsMOzUxE6tmKHISWspUoOypCW2wnjsuBkSl9tIHwu7lCgI2dkmFQ+LruGNI8f9ZcdRKzw6bViPjsc3u2oFD1Nvbu+nYB9CLkrJU+1dP5uy/0wo9eQGnHgDaOu1C2Faxja0NiXTUjgcpSTE7bsB1M93aqqqOFIpjFmJxWTYTfA2vEOFMun1nRA0UCgkMrgWmQ8qZ48frHQt1RDC1yAugBSjijssE0iaDGSscw5Ojk+4c/cO7dKG6PQx00eMByHOnKicsGoFdMChJM3EAmNUUlQI5pkZR0WWQtN4A8Jd4Gdt9d/PLMIF8GtAV+//P6vqfyUi94D/Cfgq8AHw51T1sv7OfwH8eayY/M9V9W//c54F1YY+wWYYrLWBWutoc8uQlAenSxTYjZnnlzfsMua1p1MNXxt9qnuDToetuKrLFoSYTYg0pZ+HpJSipQqMLPoLhdCYlbOrveNhTAQSR5JJNy+R7S2aBtyc3uu8MaX2lE0PsW/fmXDtwB2nljvZ6IwGNtWTEtm75R7m0VLdc6bn24OrbnbHAWbL9iDCiz7zwdWOh8eOs0XAoxTMNNPeZENMNoLtbLEg6MDSBcakjEVZuoZjH9jsIkMLYzJmo/MNbeM5WS4484ll8JydLGhD4HuPe14MmewcQa1cKFMNMQfsvYFLXT/70mf+n60T0IP03k6/yQJu+p22a63mR2YTmILOFuNaXZftZYjRu9VRvDd5rrjJytScQgwoIBdBJBi2IdRNnmtpZFZ4ecZC9n4TJReasO/6iFSLe/afR0qJo6MVYNOjixa2u5FptNjxcsHZ2Sld69Ba4MeYSTkTUzKGY7VRj7kQ+8igliU4HzAx/Wfffj+ZwAD8aVVdi00n/gci8reA/xD4P1X1r4jIXwL+EvAXReRbwH8MfBsbSPp3ROTn9GfMI1Q1F92kSlFnaLpUyyZ1nF/vwAWOFh0XN2t2pYJ82KxBVOumYEbYtdjmn+r8jM6mH3PgkAkrmLKAyZ9g0pkb319xeGcDQRonrKSg1xe47RU+DfU1MM89nDakLWDd96ap7jNUrFN0TwWeAMIa0AzXO0QEavo5F+GWEeztskyWVKr3Qv2Vmj5YW+0Gx3vnG7521rH0hc4VFCOfTFbvPlSehCqd93gyi2BEmDEpdzvHuAjc9oVcHCEEGh/Maad1LCUQgmPV2mzB7z6/ZHQ2Zs0jde7fYUdI9oGLiROyv014wT7DmdSczBnAKx0SJ3RdNzMCXSUQi0y8AGxDU2iczUCQ0OAEUizEkinFsjmVXAsIrWKwOjPSN2hOjMnASl83eKk2ceIEj3FL7FDZv6cpcJnLdanmpY4hjlxfX3Ny3+ObQNbqlF0drfCObtHRD7fEHE0oVofnTB6XiOkaxpjoS2KbCqr2HuPrBooHt9/PLEIFpv5CU/8o8O8D/0b9/l8D/j7wF+v3/0dVHYD3ReRHwB8Hfv1nPU8WnUc4N2ECagAvJC1cbhM3vaVImWl68H5SjPfezBanReH2Y5imjVYOkXaxNl3OZgdlwNP+ZIba4qky3jSMZthResJ4icS1+R9oHfaoFdw5dK2twcxe0762NyQXpm6APV/NXtTui77KEfj0bQLTjMY7jbfykyEmNSuZuQUQFT68Gvnd8y1HTcu9JoMXSu1aFPbCLHss001Ucx0WTcA7K4fuJl/nMh5YffvJeMMRnPDkauDZNhpjcRLwWH8Vxfj+7qBTMuGaqnvgdC/oMa6+iOPQEXQKDrNxqPgq3baSS6lNIa0CLJkQTBtsU+ppP02ODjDX1yG0pBQpMaKazU4+jRbMUHzTkjEQlZp1CDZlSgU0Z05OThjHsbpNVbKTNw8K1LwjnTe36DHXaUFqVPVu0ZFitEwhJ1LJbPstOSgxKcNo5LaUMqU0OBfMLAfLWMfkUFmgIqR5dPqnb78vTEBMuP1PgW8A/52q/oaIPFLVJ/WiPRGRN+rdvwT844Nf/7h+7/XH/AvAXwAQ3xpgdnDyzfVjBX4SwpgqwFGBQj7jjem8yaZe8x4wq887f+18VZJN2YCvJh7V3HRegMURpNBqwvWX6OYZEqNFciaj0f1rmTUHc/tuOq1qIDhY91Mqa9nndJ8DyH0CD8u0tesHc/DW9+9tvyn2ngiWASUpQOZlgn/08Zo2HPOH7zlO2mLDNGoHxX5FrI0pBZzVwdU1iyaA4FgtlsSUZjdb1YLHfBG8QCodv/f8JZs81cVmDT8NUpn6Jq/oA3jtVH8tCGqpA1N47T3Wm3OOJtjg02Ho6cLSPs9i62gq9bw4mq5FfZjFad4HGhyuj4wxW5sQUA0mJxYhjuZN4KpLkF1n9kCyTIpCNe+AUthut9Xsc1p31pa0UW868x1izmZckxPOO45Pj0klsVOdN3a7XFK2ht8UHKmOKRtjIiXjVJSiBrxKZbk6QZ3Y5K7Puf2+gkBN5X9ZRM6A/1VEfuln3P2znu1Tu1VV/yrwVwFCd6QlmwlkFWEagcRZhJ9IHnhbnDYfYG87bc+q9XSvo8tV0HkTvbrY3HxC1Pn2AjqZi8ynsu7VebU08Wkgr69gtzagL2t1FN6zzoC5tLCFXKcsT5JnPcgIDgKSsG+DzjX9tKjYp/zCnt04SYf3H/mrH731ja2rgjcOfXSOp6PwGx/dciJ3+OZdYdkWyIpzDRLqoxSbWSAeAyIrkJqJtG0HVJzFCaUiz5Jt8KX6wFUv/OBiw1a8GYNWJd5k8ef26dC+/lfLFspkFiGTFZjNSJwyAO99RYB07qAwJ1NCjIkcrSc/6QRmIpW3kjC0LQQb4oIT/vSf+dOowt/63/8Orm1rLW+S4+VyybDrbTPlMtfztuxKbcWqnerO4aquYg6qYpZ0pmWorepaMlCy0dhzri1N6xxJsEAVxxHzhzKpsw8NKUEqmX6M5AK7ITEMkaGxjEdlaktbJ0ODs+f6nNv/p+6Aql6JyN8H/m3gmYi8VbOAt4Dn9W4fA+8c/NqXgcc/84HFzvsJ8AneMw16aLyvKajZKDsPvlgaP0W9ukbnUBNcMGBGrW6czEqcmEebHaTVtML7atBhEVmcUUBLNlZZCNZOCwDbNT4NiNl7VimnkYDKdIIz1a8TSHewwKG2pg7e+tzy2r/+KQAANXW0H+TKe5g3vo2xfeUxyoTCM5UD9jl6NZRWUTLKJwP85uM1bXB8+UhYBBCNkM3tuang6MyZVGPTxTzZrQRKSZWoEkAyvvX1ZXX88Pktz3cjc/XoHFLqI04v1306CExdEepnOH0sWpSSze/PTF4r2FW9GV3t/0OhxJGx33EawhygfGhskGjjKdhJ2xwtca1nyJnz2wveevSIf+ff+7e4uLzmB+/9COc7tMDF+QWhNZFPEQPips/dV+aeuOpqrNZxyiiuCdPipm1bCj1tE+p8QFs7zruqcWj2HSEEabx1NUS4++A+m/6Gi/NzPD0EYYzVTtyHOr3JxserOsYUSUXJ0coSvKP5g7gNi8hDINYAsAT+TeC/Af4m8J8Af6X+/Tfqr/xN4H8Qkf8WAwa/CfzmP+95nLeXMp3SBVentZrwg9oHFucw66ya+rLv//sJRFc7nacPUeZ6zQAq4xzYANSSY62/DWicNpd3gbHWyB2ZLm3QuKmKuYZYok2ira/X/lcR/lqbv17Sz6fR9HX9v9b0fi5LnJv8cT5VykxCqwlonB5FYQbd9s9nuZWrhpziPSVlxMOI8OMhI49v+VNvnvHWidC2I4KQYyJ5X8eSMUUPUioMw8jN9YbGe5pFR2gbnGREIjkIrSx5uoV/+viaTRFcyNOyfiV9n7KzieI8BdDXb5PebzrNxe0n6kyx0gKAeVD4ms3142gYh2sMj/HK8dmptaNvNiiepms4PjujL4m+wIvNlpIS2sCjr32JXT+Sh8LtdkMZrRApOaPjaJu1FE5P7vDy+oqk1u/XOJJzImWzBw9NY+WIGMbQtC3ZJVKMVdVqGWUI5tXoyJwcndA2C3b9FW23qNfRRtgtOo9qIpVEyolhGNjudmx3jk49zrWkVNgNO263mebefQuan5mg2+33kwm8Bfy1igs44K+r6v8mIr8O/HUR+fPAR8B/hC3a74nIXwe+DyTgP/tZnQFbEZ6yuGOtk3qxUeAAWZ1qa7PvDpRhQFOt3YruefdU7vzE+qonobURKxpdMwdfXWLs9Nz7zU3cdFHr63b9Jc3Nc1wazLpb94CViLkOG3/bUu+SlViMg26216/Vvew3PHPRUv89fb9mK6/UxTqVATXbYF9Xz/V1xRP2NOI5vbBSqbaf/LJlcXaHH59f0X90xZ945z7vHi8IOhJCQnJCXEBwkK3llaKSs0NLQxFHKR4pQnDJpM0ELncNf++957y36SvY66g2vq98BrAPBFZLv1ox2oav3R6d5NP+AGuxGYxzEiQmzFL1eAKb7Y7bzY6oAd94VsctZ3cfcn17wzDYpKT18JJn5zdI19Ie72iP1mj1ISRIBW+Er//cNzg/v+D4+JhSCk+fPCXlRC6Fr3zjDxE/+IC333yLJx9+xMtnz/nSl7/C1776VX79139jLltoHE6CgZFiNXrJez9ELw7nGppQ8bFcaJqW5WLBmAvBN0gu5ruQEtRuCl4YYmK7iyydw0lmiIWcYYyJk9MzlqOj7/8AQUBVvwP8ymd8/wL4M5/zO38Z+Mv/vMeebhIawt2393ROpaLMoaa41voSmE0gm1apavJXQb/p3DmE4usho6UyEOvmn8ZYi0wnCFUlaIj6kWSkv6VcXuGHDWgm2DzpWdOuqnNrcAIzfS0xjEdeMIve/YKtn9H+Navaawuv9sdfB78Oa1sRsVr08Oeq9jyHUV+nALPPHsSDWzhoHZcFLsfE+U+e8UdOT/jGG6fcWWQWXglqSHymzGavRoRxNOJICRBFgzDScdl7fvMnT/nti4F1gVZMFu3qxs0HQU3k1QboKwFwei/zHapDkjXqTFmi4NVsw0MdEDINFvEl4saRYTewq3MHdBG43Ga2veK7UxadZzuOlCK00uFdy9np3aoitMCtJbNeb3j89DljTAyp0LQNy9NTUsoc3TnlatuzOjllSInu5JgHbeDOw4dsS8KtWoIPlJz51i9/m0dvPOJX//bfoRa/vPvuO5SS+cmPP+LNR29ydnaK7G7p+x23t8aPOV3c4Xi54uriBQ/v3+O0KbgbYRuNRLRYrCgqBhIWT8Fk7JmA4vmFX/wWl48j3//d9z93/30hGIOIR9sT80TDgD11nlEnPKi2fJTasjITCBGZM4EpcEyptbWDXkOcmaw66ldifXbnHPlg9p+r7cTOb2i3HxDCmr4R0mhefXnv1ldHTwHVqDJPQJ9Mo6mUqGXqSs14weEJP6X5YNbmsVqDTa95/2R70ev+Z69H+FdLi/1ROWUXRtvVPnG1e4HEAtnziWbOz6/5nas1Xzld8JW7Sx4uGpaYwzPkOvfO3kfnBJKypTBsC4+3ke+eb/hwO7JVMYltZWDOZY6YZHx6z75mfBMWZOQaQxzMW3B6H/UzEsHVaT/LEDjtWlarlqNVw6JrWXZLFm2L4DjfZi5zYiswqjDe9Fz/8MOaGQmh6cA52rahWSz49i99izv377De3LJaLUjDyLiLXC9WlOLZbQY26y3r6/VM7nnx7Jq2bXEi3Oqa0Hoevvk22cH55pY/+q/9SVQLfb+jBMfH54/56je/isbEyxfPePT2A7a7Nctngf/gz/67vHN35If/5APW6xuKFpquw7eeFxcvWDSBX/j5n+N+WfDxd35CRrjd7sgidMETM8RoAGNKoMEhvuH+G2/wRk784Icffe72+2IEAQTEM2kEmNPDKaV1FVCzRT2XDIBi6sLpVJ/IOnbffco+nYLT8Emo7Rkqq0ociPEMvHq6Br71cMk3vv4ljuIdri93/PAnH/Hhx8+43g7m6TbVuqXgsJR55i3rpA6sNNFqZBqCGW5M9b5UFyUBpGQbN20YuxlFHACGVFLnt5wMAAAgAElEQVSNvXZlHqst9hmKsJ+qU9F75WBop06vR8h9zV5QijNj14jwNCnnL7e8d73lrvfcaTzHC2HRTN6NBZGMy0qf4DbB+S5yW5RNsf5F4z2SdWawGfW5hl9LZ/A4m5hcy7a58rekyVaFVPC1CJ0XToPwxtkRD+/f4dH9M85WDY0zQ1CP4UUSHJ6GX1gd8Y+uWz68AIfSazHDU1FCcLROWR4d0a6WLM+OeePtN3nzwV1aEsfHJ/Rj5uryhvd/+pQ+OVQuGYZMjsJut8HhkTGjWhhiopRMCo7nuxcMcUC8MG5GulXH3Xtn3N5uaL3jl/7wL6I5EoevcfnyJSeLM/7En/pjfPDsJ+gQzL7OK+98+UvQnuIa5WZ7xdnRgre/9CaLYctPxajTu6TElGlC5LYZWbqOkmzsnGuMPHZ+dcP5zfDK2LzXb1+IIGDrYtqw1vqzjVvbW1OKL/vevWolFzEFBH1lw6c6oDGE8CrNVA6SZaGm8rnKjiwDQZR3TjI/d7yl21zhU+bequFf/va7vPvlB/zwx4/54MNztn02LzdRSjFrLKfFvhalVEYfNVDl6jIsfv8+7P3b+ysVbDLgbyoZXk3tp/e7Lxum9N/uO2EiUN2XZNrsEy5RAcf6kLP9VhVcZZSEaV82OfF0zISto3HgZGJmFiigeLIIWTqiy6aeK6YDSNlckoQ9gapMpjAwuwgzaQiq2YsU5ixOUFrg7GzBlx7e40t3T7m3bFl1Dd4LMQ2V7GMlmuBxWem6Ft94G63ehIolmLpUgoPWI10H3QJ/tOT0wT2cF+4sWn7+7a9y5+SUmAtPLy5IqXAzJrJ4dltl6K9YrY4Yh7GmlkKuNvDioN/ucF6IaaTxwiIENi+vuNncWnBPiePlghfPnrG+veXNR4+4c/eE2I9o8QTv+fpX3+WPxHu8XCfapePkqKONys//oa/zu//0d1HXmPjaOXKdWhWzso2JkhIxZo6PWkqG9e3A9e2aMoG8n3H7QgQBu9VFXNtflgrWHFn2bL6pl+7cnjn2OuEETIKpU709EU9EKNNMQczFWL0NqxRXpaRaWISRn7sb6W4/pmzX7MZIIeJC4F7X8kd/8V2+9vYjfvDjT/jgyQVDxkoa2VN+pyzBTm7r/U4ZTqwtR1/LAw6xjDmwTdKTV2+fxSL8LOLM6+QbqCelytyKmoBRL3tRjVOpUmZrc2UHgxZ8sU/NBnta/W2jjQriJ4KTqTDN0m/ftpw2OwevaXq1ymQVV4N8zRTEQyuFP/TWQ959cMqdVcvCwUISkhIlC5ozrpkIPzXL8sH6LSXR+BW+aQ0EUVAfkBCQtqU5WuLbBtcEfCM0Xnnn/j3ePj3DqwGDJ48ekFLh8fkVLy831v9vO0ocwEFoG0JoUXGEtiPGgXEckFKzzqJ4VSRm4s2Wk5Mj1udXNKenPPngE0SED643IEoIysN/9ducFHj/x+/zd3/1/+FqW1gdt5ycLPlP/+yf4+vvfoV/8n9tiNkUls47UrFsuI+ZtSQTHDmHdwHRyHazZRh2+Pbzd94XIgiImLuM4QF76zDnXAXwHBMbazrVpwU1i3WE105I5oU5SZChmmyKbTKbYFwVYCiNc7Rkvn6WeEMuCZqIzpNlQ+x3sG0QFxGn3F0F/tgvv8Pbb5/x/R9+zIurLRGzxyhT+6pM5JA9qOe99fJTLlWxVgMcmVcyA2eo/PS9iVv/WZ2eV6jOB0Fv6iAcEpmor0Nq6TJ1IMQ7tHomkuupTaXVoqRaUihYW0tqulIpznXebw0Eh4IeC27T+98Pi2Xulc8Pwz7wey3cWTa8ebriXhdYCHgxHX/B7My6pqmeEHlWfJpgKyMlsfAe70xKO5PH1MqDNPS0vrBoFhwvGzrv6CYGIbZGWoSTtqHVQskjmhOhCdU6XRljJpeRFBNN25Cy8fzvv3GPo9WCy5fnrJZHDP2WB/fuc3K04vrykqNuRR6MI7Be70CFtis1IwORls1mYLeBOCZ8URZtwzDuuL5+iWoipsi27xlSRpxniAnvkuFm4hniyDhuefnyCd/8uT9MHIXf+Rv/y2fuvy9GEEBo28bWdx0rth/nbJr/nPbWKBPINKPzB+BTBQ9wkwf9wQmbgVaUtjGMIVaDCMTspIMUzkLhGyc97XBhC0qgaVpCCWz7kSFtEBWabJTjN88a7v3K1/nRh8/5wYcvWCco6g6Gpdo7PGxRTl8nLfjiZ+xgus9nJW7TxkE+velfBxlfzQr2AibcRJgqs06D+fkm0o3V1VpSxRjsdJ+vlE5AaGVJViBvNk9Ne7fdvRiolmv1q0OR157eXDHz2vUIBe4sOu4sA4vOE5xQqrGoF09XB6ZqSbZxilm0KdWwtWROFh2tm8Bms+j2XmilsAjC8VLomkIcNlxdveST8xecLpccr1YUhcubG77//o/ZxS1BMkI2HUGVPSOCBA+qjDkZK1OVISVcjGSM6htz4qtff5fLiwvGlxcMRQnLJW3bENqOfj2ipa/rH0K7AGd2bS7C5mbN97/3Xb706A5p3EEa6iFmUumu7ZA40KeER8hFGFNGNdF1jm/9kV9itbrPX/uc/ffFCAJS2z7Uk8fZ4I94uPGxBTwzRKYMs+wnyu4d/MCpEnwF7epYqaYag4oqbz84xucd235kvTMqaOsz754WTuMNZbtDx1i5AlY2hNaRR0fJRpwhJXyKtF74hXcfcnbnlN9572Ne3Gwp02nHvg7WYi7Hk6GITefJVe0mNWuxoJjLPojM6LlI9TvQmXvwOo/ikCINFSWogUOLos5aoFNG5ESquQeECnIi7Id3TNnUwSPOeK3u1ZvTXa2fv++euErznsuc2oITINchma8+tmUUXXA8unvKndUST0ZLpuRI0zS03sDVUgk5rg53mcoR64AoUmzcmvjG6N0OAzWxwJFjZuzh+kZ52rb83uKnbPotD+/eY0yJpy/Oef/JM15cXxOHAU0RzdkCAMbJLygqhoFMRrG7YWQYI33f89Hj5+QUWd254eL8ivWQ+eT8EulWnD64z+b6ml265dFbj1itVpQbYUiJ7AWajpzWiEZ++vEH/N+/3XJ9eY7LyWjGEnAuc+f0hDJ4dtsty+UKgiNlk0/vNht+55/8DrF8fj3whQgCCjPTzrIAT0yV3quTtbebZ8fZ4izVKrpuFDXjCC3W4vO+cNQ5jtqOOPZ0ywVds2A9DqQ40JQb3rnnIBe228iYCn2/YbF9we3VC8ZkzrI2DKQuVu9oQ0uq1lIpW7oWvCOEgbfPOhbf/hrf+eEnPD6/IcL+NWptJ9Yhms4LFDu1cwXDTK6q+zq6pqVGldWZ9zN1QT79Qeo8w8/utwdM9xtTX/nZVHZNjD5jl2l9nROwuf+dvRnKpGeY2q6TR191gFLDDsrB65xaulM3YD/arf4cC7jOKavOc3ayxM/3U1xoEd9QXCBW7MG4/KWKehJt2+EdZFfwxwXKSJEOXEZLqs5GgialX482cDUEnj1/SXCe69trVt1jsio36x2fPLvg8mpD6lO9VkZ7VgeadWY7Tn/bhOLG8JQs3Kx3lJJ59uKSm5sNOUIft6QMV7c9/S6SxBPFWUB1BmCePXqLXd5R1leEZssQ13zy8UeMu54FJhzSYhlx0zZ07RFp7DleLSgpcbvZUUpht97y0+/8HlG+4EHANnutfeuamfTtU1/XV9IH1FmDc0BwRm+t01faIBy3wtFCWLjIvSUcP1hwdXvL3bsPKX7Ji/MN9Nc0ucNvz2l3W0Jo+fHHP+HJy6fc5JG2sSEmi9bZqK020AQzCW0rxdnjGNWm7Gja0YbEw+WSf+UX3+V333/Cex+/YMRbPQ0EBzYy/FXEv2TTqc/OyVrdadDqO3CIbxyCh/vUf35I3ZcIr5cJ9rkeQnK28aZe/HS/OUAwPff+uV4pvdCDE7gKaGo2c5AwHLwGrSS8vefBK50KMbDUUzheLmgbEwoV80GiZOX2+sa6DynR97vZHLQghNDQtuYN0LRHDPd7Fs1DdnkBUvAu4TWT+oI6j1s23F5dM4yJO3ccL55d8PLiJaujI3IpbLaR283Aro+kXaLvR7LCmEY7CLCs7DBTM6svW7/eB0oGVceuH23jiiPFiOLYDUZWEtewWe/Y9T1tjmz6nt1gtf7RytE0I31/y4vnoH1iWTsSMdthlEthGwfUObbDQMnW7XI+4NQxbiPxgNvy+u2LEQSY9OOupvRl31eeMr3q2ebVjC9SynVElMMm/yqByGnnOFtmHt7xnEimTWuaVDjplMsnT1ksF7wpgVEiZ80JHz95Sr65pAwRvb2lbHdscGwTeBfJVz2iiZNly8O7d7hzvMSk7ZaSN/X8GocIZaQT4bhp+cWvP8B3jt/76AV5tEVXCgeXYl8v75WDtWNQ/0yZwmEGUHR/Kr/KFjzoNOgEsAmfMu98DUN4vQs5GXxQQVMLRvvT/TBAzEEAm52gmEpvmh8x7fAJ7nQ1MDixExVhX8bpZC6bab3j7UePAOHiZs1mN3K73hBTTblrfW927w1SS46UPf2uKvnGnjE/5vjLp1yXDa6ChVLLysYvyGmEkgi+ZXu7hQwqiZubW1IyzX7OjnHIxNG8BFUyQxyJOeFMYmkljLNrKWJWclOXK9VBNmlMSIEggayZ4IPZoBUAm9SccqZzJk8bh5HGeXzaAQNts+BmvWERzWYczCUJYBwGchwZshJ3AzklM8GpMzE0U8vLz759QYIAczRXNSsmA67qAi4jbYB7ZyvS9pquU5bLhjEOeBcJAvdOV3SSkGFNSLeshkgnSog7Xj5/ynJ1RNjsuH6yZuhHXOh4tn7E+uKC9fkzGnFs+4GcIooQxNPRoq4FDdxsR7bbc44WDW8+uMfp8YLGmWhFncN1S3KK9MOIL8qybfj5L98jeMd3f/yUbS4kpkzHNuu08cE2t681f6gt0ldR/VdP/1ezgKkVKQeb7iAwoJ/a/PNjHWRbwGzmYY89BYPpuamPBXsGYk3tVWuXY1+y6fSaalmzl3/b40z/VqS2+ewxj1Yrxn7ko+uXDKNtlBgTznt8aKvVu9XhTsu8AUMwbUHMgEbohbJZQ2NyXWmClZVSKGpyYxca0hhBe3I2NmJOkYInJqptl5r/pVo3I/hAykbUmbOuAxm4m6/NntuipUrl53a1M2GcOJqmpZQdzgULtpUoFwKUuCZrxDdLNtue1nkbtKvWjk45M6ZMiWYrb0NglTpul5SzOWn7L3gmIEAjmWRBlWXrOFoIp0ctmhI5jey2L3EDPDxasmwLnluOTmDZCmUccPEFq1ZofGR3dc7VufG9A8rN1SV1xbLZbSix4MTz9Mc/sbFZXjg+PSKEBaoBLYXdzZadbsBZ77kNnlQSw9hzs37Mm/fPePvhXZZdi2BDMbNzDONIGTMtwsor33zzDiUVvvv+c4bqXTcBaFK5DtN2m8C4MrnwVJBwbnqIVFzh07wAOfxzkK7LQVSY+RUH9xFkHv31yuN9Ksjo7AJcH626N2GbgSkLYEa556BhocHk4NXvXy1PRmXvhDQ9Vxwj5y8vcZrIavoDwRGwDZKGEbSCo2KCLhFz3zGzDo/zhS4sSePIGHvr7+vCDG2DI+YRHxo0ZqBDtSMVbOx3TKgXxsicDTmXDG8RoW1bNrtxDrKHgVPZA7mgTLBH0UIumSYEHIEYzQ8gCGhMtN6IZDmDJkEkEMsOJz2ZxJATEXvt1OlEYKa5ORfGlCpl3bIycaHaxhfa5YJueedz998XIggctcq339hxuS30o2PVNiybxIlTukWiEQinwjj2xOGGpXjWV+f0Y8922OHJ7PoNq6MFmiJ507O+uCSOiV0sbHeRyRNba73dNDVJTZnjOyegoZqVWAztOkeKvXH/h5GSfJWsmqT54/MbLm82vHX/lPt3j2Yz0LZpGMeBcRzpuoauKXzznVOkKN/94AUbps0Z5lPbxqFR6bJ1I+nUfmM64O2fVVV3eKqXql+Y6Lb7zftpDsWnsAGdTvT97ZVyAdvGZo82v4raqTB+QKnGGpMWYJqsvK94asZUzAil6N76jblLUf+oEpwzQoyCajLHoKqH16zgpZqD2LjvrHuPSMEMQG0TKZIHThcdxdmIuH7YQgQ3OrrVEU13bBbiw4ikjAZHTpnWBVyxqcc5F9SbeKkfR252I0nNdyGlOGMl8yATBcFXgphW3EJI42gOzwJj35NTtuvtElJSNQwtZE3k/po8XuNlJI2RzW5j11AgYS5NTmzUeiyZWOyxcs6kXGhrhleyI9OSh88AkuvtCxEEfNnyJfkhD4+OWAdPuzylbWHZZCSuGW/XpL6HoWfpoGkCZ5IpIdGuGnNq7RxHS09wHeOq4dH9Y1Rg3RdeXux4/vglu20PCKlAv404lLPTFauTI1JKdG1b0yfzORRtyLmYPjyVPUAXHMEFtkPi8fNLNtstjx6ccXy0JOdE2zakMZGiWW11PvLNr5wRM3zvoxdE8SSFItPmAkMZmNPJwzR8Pv2Zkuv9bT7d9VX1YKnmofI5WeBhJuHchDW8mg5MTr5QMQpVZjtwQHGkZENEGy/1O5a9mM/CfqM7LAsyKrNxPyZrbsQIU6Vko/pSN1RN85sQmLlJbi6M5pTb3m9GEHwIgDKmRCM2pzIOPbtdz/HJKctlV0/RYt0ClKaClSlGCg4tmeAaEokYzX1ZxJOTmZFOGVzRZM5KcQI6K0ag1v4FT2gMYyk1dQ+h+lFmIwcV+X+pe5Nf27LkvO8Xa6299znndu+97LOyKqsoFhuxLNqkWJRBEJZswIZl2gQE2CAMAxoI0MSADXhgSX+AAQ091sQw4IGtgQ1RgA0ZsiEPSNEUKVGkKXbF6iuzsn3Nbc7ZezXhQcTa59yXmSUKsoGnk8jM++679zR7rxUr4ovv+wJrc1O9dSpMsfLSReBs+4hx/zoxjVy++gpPPvwIDseIbWeGmIFIs6wvF8tYbOoWLC1zqAu5vejagVI4vPsNJIxcbi/ZjHtkVoYy05ZbJmlsrgbSMHkryBPfECilcrirRM7YThvyUnhWbBLLoWSunzyjhcBLr11yuBt5/PSa+ba4LxycXZ7RMJbZ4TCb0y6d5doHV9hmqLWacwyROA40ErdLZv/RDU+e3vHWW6/w8GpHDEJKXhogjIOwkcaPvv0yS8l87d2nKN6fd0fcdUPAenrfv0in2nnoYN3KAeD4uyDHn8U35clT2fe6KUdX+Hnx8FyZYQGmZyS94LDavxQboop471/tfenpa55wDEzlad59tfWpRvb96JZwdlvNrDREG0wiamSxIwLPybWwn+nj6LU15iUThriqDjcpcXO7R1CGcUSqqSEHpxjnvEfJxJio2ZD9PN9Rc6VmazsGKrXZNKKGcfbXEeWq6wj50F2K+3vU4/2MQ2AYEsthNozA6KN+nd09uQlhCLz99ud46WLgsm04v7jimpf4+J33PD2yX8vFytramh1cMfr8Bu9aqIJWWisvPjCYS+Xx41t225mx7llu3gcJ/NCX3mLa7Qhip0aumbrMbuZoLaNWFWqmojy5uaY1ZZ4X8jKgwLLPvPPODbpEpmHkwdVDdrvMKy+/xJACy+HA9fVTV6rDEI9jr/HWpAV+s6/KJTPPGW2wHSfiuKXkmetF+dq3PuCNV6/43GsPiYMibbEhlYwkaWzHyo++/YicK998/5kZ9nRnWku61/77qSfhWp+348a3o9hPaaDzC+433Y4lQt+W4rX6cdbhEX4UXE9wElTk5D9rxiJQq/ncGZaBbW11uvMJpCneBThlBja3KOsSgyg9DzoGLVqzWQ+1GjEm+KYOHUMwdLxbktvJ7KxHCfbErSLLwuXDBzzLZg9eUSQmYkwgyTdLoSs1+uizmowYNA0BWsZfgnHc2Mg7ddqzVr82zQ+LYk3NaHLIphUJas7USbjYbXjv2TXOCl87KSLGdETgUIWvf/c93o2N6eZbtJr5oZ/8eYxg5kF2ta5z7kJT0jSg6t0JjUgL5tVZmytAP/3xQgQBbY2b2xkE9vMd4zAwjcJy9yEhGxg0H7J7uwkd0O7AlopxB6zlUtGlsJRbQhiJTSlLRVowUFAiL798wXZTubt9xrLYzau1QDUiSRBTH/YNaSO32nrq5GVhPszQlN3ZGTJMMARKzXznvSfUprz52gNCtJpxruaCk0pjFyI//oVXuN1n3nl6IMN6+vXT87QtCJwEgv6Z7z8+S1Qkfl3CyZ/9b+mIPXR6ry9k/7xdAXiaR/R0vmnw06e/d2v7RcHS45O6pT+H2X/0bMezFlixBFULQPb6zSKDNko2NP44r7CPphP3/AMb/OG+fwFSGg3EAyRnpiCcn5+xaKUcTFY7RBP+1GLkn5ScaRqtrq4tYwNyxU7XItzeHqgp05igPV9nGbwrQVe3KsvWIESQZhwF0UotC62amC241Lt68NBWKbnxweNblv2BeHNNzbd88c9uu+LMwFwnj0mwoSMrX6I6vyZEqiYIiXGbGIbpM/ffCxEERITzs62dvhrQkjjc3vGlzw9shmC9zwai5qteWyMm4+63VhGFu/3izrpAroQGKSZevdrw4McvTLSTF5ZcSePI7fUNjr0jWs0wtJkhpHHDsx2j2okgR94/w0jThcOSyXrDOI3EGIkhQpz44MkNiPDqo0s7VZYFTYJiqe3FduQrf+oNbn7vO3y0N49DPy6PI8d8A3nMc9T9eUTgGAA+rf13+vW9Nt+J+1APFEI/xUFOgIT+LM3BL8UMT0s/2NWtscRYkI5i2H/954O4lXtHz70MEXU/AzUcpGesKUVvGQpDGjwzCj60wzKOWuz+hBBoMfnfHecu2PYSBlXiYnTjJQxIBiSi2ESh5MSvVhvqwQ9tlCLuMFYZkjLPmdbuQCOiJhsnQpREzQ1CIyShFjNEldA5GmaQO24u4VBIQaliU460NVev2jpMKSLN8YSQWGTD7vwlym3g7Opl0vhNt8ezzR1lsFmQWVk9N3wSkmolxsobr13wi3/xF9mcv8ov/S//3afuvxciCDRVvv/eY0ppbDYTJe95/ZVL3v/+Nct5oM4zea7GFFuaEzUCm82GGIzBF31QZCmV+aaYUej+wM1+IcSBaZoYamXJM7lWUDHVF8o0JqKYCWdesqeekaZm5gisXYVeE5vhJb44GsNgIOJuO1FJvP/4Ga0prz68QjWTszHAAspyuONiu+FH3n6F3/yjd9gXfAhHWzeOynHjHUHBT6Z0nyUhPgKGx++ftv1O+f3dWh1cPSiyBgJzc/L35bhBqUpVO5Gip/M9RRdhtT2T0G3UrTPQo5lyLGPuiYkEhpTYjqMBZd7bNr3+7D30xhCjDTpxRWLnB8QUV2u31hoSI8s8I9fXPPz850hx5PLsAY9eeoTIwM3tHc3XzEcff8xSFqSZIWjNFUliCkXNSGgMI2g0qngIic1mJISBfTsQByXEagfUiPkhKDZ5aQqQFAmVOArTLvJwe0lR5aVHl7Sm/Pjbn+PVl5Xbd99hez7xl/7Sf8jTm5kvf/4Rf/9/+7v80Ntv894f/VMvO8QPCnN70pYYIuw2kfTKFReXF7z1+qtsp8jm4TnxW7/J3fPT4E8eL0QQ0AbURFBoBc7Pznn2bOFwc8PnXtlxMQ3U3Kwd02xB5ZYpc2UcBloyn/i8FA6HzOyssSfXdzy7W2guSNptR0uNNhEtxQGpSF4yrTTyUii52pAKt/TpaWg3wWjNuP4mC7YTrrTGgI2/2i+ZsN2Qa+PDZ3fEFHlwsSPvr5FSGWNiv98jofLyxZZXr7Z85+PDigcEp9X1uo/ncIFPO/HbCejzidLg5I+2MT/5M+tG1D4W7T5HoCPxTc1spIdCwxCsA2IDOk4chDiCjqsKsT8XHOcR4vmYNlKKjCkSpZEcYMzFKMJ2H5Q0RHMucs5CH/M1jiM5Z+Z59g6Bd1pCQOrCf/qL/z4//DM/y+XZA84vLhCxISVLNnLYt777Pb7zvXf4O3/3f+W733uPGEdCnAgi3NzccXY2EbWhOrMdApvdjul8wzhN3N7grsqN7dkFMSbOLy54+60v8Norr/Ddd77LnA8MquzOd/zET/1p/s2v/jl+5df/b37mp/91vvutb/Jnf+InePKt3+R3v/3bjDSuzoSogd0Q+Nmf/in+wp/7GZZv/Q5/+NEfsxN44+EDHgxnxJR4841X2W1HLs53dO8KLQ3yQrl5ys3ts3VW5qc9XpggIA1SqAQCH7z3BFV45eHEhx9cI1fnDGKbv0+dbU1JSSi1sNTs6GcgF0uPROD6unF9gMXR//G28PLL51wMgbJ4TRwVm2hsIpWOMMc4rJblwHq6qJrj8RgiuZYVjFpKJg4Dm82WpTWbWJ0iHzy9YXe+pUpgP2fidmCpynx7zdll4O3XHvDk5n2ulz5SVfoO43nK76deu88IDL13HU6iwKmgqP+uP8tzP3PCSqQ7FBngVCrODzBAMIq7GHco/N7zdAhAVuDS1IxHr8chRCu51EDZJHY957yQW6OpMI2TA6Vm56VYL//UZaqP+RqGwUqLk/cQamH/4Xu8eXnGqy8/RKKJna6v9+TDM87OzvmJL73Ol7/wGl///f+Hj957lzfffI2qZgX+eAgkgd10RpwGhs2Wi6tHyDQy18obr+yobgE+TRPaGptt5PUHG165nFhuJs4evMpH73/IdLblvffe5Xf/6W+yf/Yx/+TXfpV8mPl73/oGX3wlITVwlfe889u/Qs3KN/8AdtPIB7/1K1zsn/HFBw/Y0AhXvh8cYxEKy7OPvVXaOkSxZpX8AMPvFyIIlNq4PTTGKXB3MzNnI3zkHFg0cP104XwzOS21UbNJf6M4KFjVSCQoWhriI8SmaSRp4LBUci0kiWzPLiyIqFk3h+pDNYcBUUG0kn2wQwrHibcr0Nbs9yrWC+9jzKp3JVKKVFUOeSaXSJsS3/v+h1ycTSTEfOqIPNtn4jRzPo588fWH/LNvf+hA27HBplgg+DTB0KmF2PPjyRpOJwgAACAASURBVD9NYXi64U9P+V429GyieQeiv+bx+yZmqq1zBayelWhgXM8U+vP21zTKrHsSqH2eXvLEPrOhWbCahsiUjHtwWKyunpIZgyiQ0uAj0+zzd/A257xiBqefdw2OTZhvF26vb/mYj6gUFDHP/rtblnkPEshNudyNvPLwjJ/5qa8Qhw0SArksKy1bpdGkoprYZwv+pVRaFSf72IixOi988w/+gG+236dQefW1N5j3C/P+wPX7j3n2zgccWuXduz2BQNTC58bPM93NPPud36Z++AH5cGApjX2AX/7Hv4IAkyh1nEgxolKcaOXOSb7zg1RsspGaMc1nNwaAFyQIxBQ41ML+BlQScTtQ9jOPn+7ZPJh4dr1AEc7PRmKycmHJlVbaqoUPnqKHZiadtEqQwjgIE1aXXl5eME4jd3d7YjQqai6ZZZkJMjCOE5s0ghxdjLovfF/QwR10cfVYDIHcmi+Wsg6YVFXu9ovdjBo4zAsvXV4iLSPDwFyVm/3MVYpcbAcSsKh2MOCeUKg7LNlDVvru6QbtRKbn1YPq2cuRJvzJx5Hmyr3n659b1eysvEXtpb3Y5qebpRzlyPeYiX3zuIGsPecR6Ox27dMQmFKk1cp8yEgcGIfAZkzH7gWW/huIaK3D5nP+Ygx+f/xzOuhYq2E2d/vCH33jO4am+zjxUirzvDeX6GZOT3/0x3/M7fVTvv/ud0nTjuJjx5ZaKMU2mWV/VgpKcFBRk6kHHUxWx0ZACUPkw3ffI4ZEFSGYKxuDGLg9kBgbvPt7f4B++2ssT2+o8wEjLdg1LtHcoOYAdbNjGhJxslF9Nq3aukchdns4m9sorjL87GLgBQkC05h4+dGWm9uFOWejV4bAMCWKCrkB88xmFxhjtJ5+sbHh0RcIElENJutFaJgqK2D+cZurLZfnG/I804o6dXhiGjfc3t6yVDNoFI71v4jPiFtP3boCglGMjVYBTeaUXP3ntTbGkBAp5KzcETgsDTjw8oMLQjFq52FubLeNZ9czuRow1lFxOG7cWt092AG43h/uD5H7WUL/XeCe6Uf/TM8/WoOjLsCAu7VNqcawnKsZkFp53x0ExFt84eQk8vfSDC+ozlxEGuoZU+PoHqQY2HZ+uWUQYX+oxBBcPzIxulFsztk+U61WXbg1WcdrYjCmXwjJAEVRHwRq9+r3f+e3ub06I2zOGUKiUVewN4S4Yh3nj17lx65eYtjumDZnxDS6atFGjvUW6il2E9wLoN8HwTgUxmWwtt4QE13l2dTmaDS1oTWTRG6++3W+8av/BPnwA+SQzXatNWhKionqBq8pCNQDZUyMZXDxlHXLRASWDup2/AdvH77gPIH9IfOdd0wtFqQRgSklqLBkYTtuQQ/c3e0JGEBTc/PNrp6mQ22F1sSdg5UYEgnMD+B8R4i9trfTqhSrk4bBKJXLsqxGDSEIUaOPEzuWAj0VPSXyDCk5Ayx5X9nwg2kaORxmSs4MKfL05o7tduJ8N9k02RL56Kby7Y9uTO99Urd9Agh8LoV/vq7vGcPp9+AeLng8vU9+//nfEzEGY9Wj63Fu7Tjv0Uv/IN4aRFduxTpH0B/3hTX2/S7CEVGfxSCkzUgUMcdeMau5zWY0MxUn43QA0NJt8y4QEbbbLWCimV4WlVLoLsspmdZjv7/jzdffJJxfMaWJYRzYTBNpGBiGgWEczYsg2pBa+/5opCLFQCtkJU+21qizjV3vVvl9cyuw5MycF+euHP0heqakrbr8WpF84B/+2h+y//D7xOtbtHZzEmudlmoZZ3JWZG266gxEIEYhZJdQSwT86wgenX/g408cBMSsZn4D+J6q/oKIPAL+J+CLwDeB/0RVH/vP/g3gr2C6mP9CVf/eD3xyhd00kWslhsbVdmIaB852E7c3d9wdZq42A3eHmZSEKZipggahqtC0evqOp2TdX9A288XVBUUrS5nR2tYF01P+dQR5jKj4kYC9Rr+A6yLUk1q3bzYPKinFdYH0x2YzcTgcULVBmB9f71EJzBWeHTLXj2/4eLbTMcrRNOR5sE85UR8+B/D11zzd2OvXz2EF3W/x0zoOImbZZbW9nSa5Vi8DjmYhqkr0jW/JieX39jRHau8xUNpodZNLByQK2+1ocldV85d00DdFSIO1/JZsBhlBIskHs9ZquXSMkTQOn8ia1mvvLcpaKzEJy7zw+TffYvf6W8QwWBciDqQhMYwDaTC77xDjSQlonASjjJt+xIg5FXUmYPMhsbUW+7tWqNnsv6pa6WDkI/debMYjUCf4NGD/+Pu8/+2vU25uaYvzBDqcoVC1kfwzIhA8bVEfw1YrpBCMsOWYiQYDYPtauX8c3H/8i2QC/yXwe8Cl//mvA/+Hqv5NEfnr/ue/JiJ/Gvgl4CewgaR/X0R+RH/APMIUhfPRTCZ3u3O0Kjk33v/wmv3hwMOLke2DM+7uAh/fFR5uEkPshg62YNX/aaqEFKFWCoWzi0tCBF2qw1k41zySvR1o8lbXgse4bvzmEbxlqz9jjAzDZLVms55w8uAgvkNjCAYytq4qMx29kWzg2c3BgMFZeXxzx6J9opHX9bCeFqeb1DZSPbmp9rgXLJ5L+TrSf/rzRog5yWxOMgr1Q6P6xs1NyXrUUdjvs84INJKQzxTwU06c7vxJMMozJoH9UtBSyOrpuiZqzpYBjuP63ux6WhqtYqd9zYWUwjo9ugfwUsoaqPvrwbFEKcvC08dPiQ9fh2hchxAh1UYqzei1MRBjIkRxINQAZG2WNfZ/a3XwuBUHOvHuRDPasI+ow9mPVY8eA62aHqHm6qWR8tH33+fm8VNiNn2CIn79zDFTFJ/OVRnUXZUFA1Sjf1Lxw0x9DLo7F/cyT8K/5GhyEXkL+A+w+YL/lX/7F4E/71//98A/AP6af/9/VNUZ+IaIfA34KvAPP/sVlPOdwcyHvPD42cLhYOjw5fmWl155yPc/fsLHT+8YUdKDyMNdQqnrhgEfwVQr46BUbUznWzZnG5a8sNls2O/NjqrPPCyeUgH3Nls/xdbPjxwJKAQIyU8+cWFLOEbuhouTmmcblWFI1sQphVzh9skdt0th1kATG1hiyrt+Srd7ZJ6T+/CZX9/v65/+/XNkIj55JvTPWtvR7bipkquVXB6ZTq6Hdyd6peIp5zr4VdWNMeynU0quwQgcFvMC6KEphoBWG7A5bjb2Us0szS1g2c8W79jE4JqBaNhFqYsF59GCOU3MDwBdqdhBFc2Fb/7xN4ivvAVpZIiBISWmcSIFCyApRWKsq1y8qW3g2hp5WajVuSSlUEq2oaS+Lmq1AFCr24510LLzP0TW61RL9bmOlZjgsN9T54zkghI5ncJkJZhltkEtQNeqpj3wGL/qPVqjUsCVME16NhD4AbNH/sSZwH8L/NfAxcn3XlPVd+2N6rsi8qp//3PAr5383Hf9e/ceIvJXgb8KMAWQoixNePJ04VAK05Q424ycb0Y+ev8x17cLS43E0NA48uTuwBBhdOloaZlWLX3KzXThuwvr35rmwEwbVJVlOUZwwMUY1aN1d8M51v4iYvTQakrDlDyFboa81prd8MOUYSkMxGA4xTGNN1OJxe2gG3KclWi3+/i6EtY0Xnqn/zNwgHXTPZfWfya5iC4Eeu75vATQ1miIi4OO9OImwTOErnx0DwHUB73a+w6uu0eP7yONNmm3NCMO9c8ruNtxqYwxOoibCH5dhjSANrLPJkjDYIzCaUJrpdRiwaSWlXrs9QpNG6NnFRBoy8yT997lcFjQoVHd3AQETYN3OKKDe45fNCitseS8ZgBLXpjn2ezqi8mM13Kh9hah3fdWi89vbGsoPoK99nwslbvbW9qyoFg5GhQ6YWs9DLy8Fb9f/YwyDMcDN9aZsPsQ1nURI/dIXM8//rlBQER+AXhfVX9TRP78P+/n+fTi4xNxSFX/FvC3AB5sBq2uCaApjy42bDfJZFZNWWbbwBdnWy53G272mcP+wDQID88CUZSaLXVXsLLi4sIHRCxrbdrfXmfFnZ72nWLbN0jfQL1U6DejlMKyLFY2iKvxgMV13HUu6GEhDYNx6cV4A6hSVVlqc1spQaSzxo+tu55a27i0kyBx0gLsP3dyj47/XzOaT8qC7//OyZ87BuCLz3725He6xBcTCW0jnKXAdhyZhnS00xIhxaPsuqphLmr6XNBgGxrrtIxDMgDLqcDD4PMoW3HJOK6lCMTU51HCPM+rQYkD7lY6DMN6T4dhuBcgW6t89O47LPs9rU20GFcpc4xprbmTa0DsPhg4Z0M+7b7P8+yZQKHmvM7DWL/nmYFdOwMKe9na274di9JmrcyS7XAqzTsM3L+HSp+b6Zu9KZUGGiCmNWB0nsAnu0f6qZllf/xJMoGfA/4jEfmLwAa4FJH/AXhPRN7wLOAN4H3/+e8Cnz/5/beAd37QC5RayCYCYzsE3nh0Qa579rPy5PqOu7uFy4sNDy43HPYLT5/ekWtlWEB1z9V2IhCpFGoQNrstYUjM88Jx7n1Xnx294NaLhImNcs7rJBwwoYxvrzUQxJSMG4+f3eKKwz4dWSpLacxztlowRnPBEZA00JaFokfrauHYuusKAXGkPfr31U/g08cp0YeT5+jvtX+KT0v/O033GDyMQddcyGQiHVblX0N9jgNc7UYuNwObmFz1ZzMSWjUcQBzJpluVS3PLL5OML6WsQqwg/lp+b6KLd2JKDniV43TmanTYAOYS5AG2p9p9kzxPnAIrOTbjwN2TJxxurwnuUiS1kpprUYIwMq6dgVoLlE6SshZl/7cHhc5TWL0m2hEf6biIOWR30NoFQw4mBs8mY0ieBcgJmN/XAiefq1kHDcujupLwlOatKpTSzAzXA+T9FvAnH58dHvyhqn9DVd9S1S9igN//qar/GfDLwF/2H/vLwN/xr38Z+CURmUTkS8CXgV//Qa9hvV5FW+bybCK0jGhlPsyEFJAhGrq/HLi+vmEplRoiiwrXc+VurmQNLEBLgRbNNPQ4CNPSNdtMeM/XxlKP4+CATbFTIEU/hdQBKIFuTOlTeToe0Pu+Ak7agGkcuLg44/zcJszMS2V/yCxVMU9kOfLvtd8ocX/BkxtlWawvgvaJ63Uf0FMvb5oHC9tY0u14Tn6vuxCF5uWM4yjtuefy1eX1v6lYt0PgfBoYBdTr31Kz1bY+HTgIJuttBWmN0Ot/VadZg4rX6tgKHX38VysZ8VPPamoLVOOQmIZECkIMMAyRzXayCT4+Aahfi9N7vq5hrFRYbm/J+xs7Sd3UxJNNm1EYo3lACsQhGcAsx0yrVAODa2vu3gNN/Pu1ukjqBKNqRh4rtVJKtuvlQUTVhqnUWkAihLCOxVPt+g3WjlfHa1o9ZrxK5wDcx4SV/h6buzAbCPlZj38ZnsDfBP62iPwV4NvAf+w34ndF5G8D/wwowH/+gzoDYGSOcTBSylIyT58tXF7uGFMjSbTIVyuH24WUhLM4UCQwLzNLU26XShFBonBxccHiLK8kwerr2A06nLiC1e49iqcU1touhMA4TmvEt0k/wcwb/VQeBrtsS0eBwQMB/nVjHJNNyWlwezAVYfRKuqexYJ6EtVjLiNA3aW9bsjIFnz/dTkucY9poD0vP8VPy+Dvr5lD3YTBNr9Wvvf/ttWOKRw6GBT4PitgIrrkUSisEgRQjUxqPU4vW+sUQ6taObENLixvN9fhDSsTkQikxCmwtmVIyg5cLQ/K5Uho8m2vM837dcK306dX36dQrv0OUw+EAt3c8/uh9Hj14E0Qo0U9xNSCZITKdn5k6FUFSZHFM6dRNuNfzrVqZmkumZif4qJGiOn0YD6qmT2ngsxL7WtQGhEgYEjUYMzN6OnD6GbQpVSwqqJdKfeBLlLoyJVurDnxXWjseFqdB8fnHv1AQUNV/gHUBUNWPgH/nM37uv8E6CX/SZyZivfjahHGz4bCvlEMhDpC8L7XkYhNkp4En13sziEyBQ1MOdweuHuwgRpbDwfQEEompg3v9/9CRKwmmIuzR9bTu74h2XQNF8kDgHgQhMA3JJ/4IqKH/lok3RO1mxmCof2mg9f7pDyaamYbE/m6/prSdddZ39Sm4d9rrP/17cZJIP3Xt+/057ouBBDEzDjnmHv0lhhjXzap0DwELAOOQKMWGrWRVVKy1lkJYpc/mg+BdFvxUUln5BuvJan5mRsZSJxGtMyRg8jau+uepNMRbtqI+qNZZeBY3dW0X9seyLHZPgxCJ1P2em+unXOQZFeMYZNeN2KlqeEUcBtP6x0g3len05m5ek3P2IGDYgAVr29hNPXh3nYRadlZLMQ6AH0TN28xxsGnJ68Ad7gO+HZdaq37VYwngZWjzS3r66Ifa/dbpJx8vBGMQheh1Wm6VOasNgxClhYrEwLIUCDZEQZdCdi57bnaatqpsznZIUMYhmQtONXmx+o2LvT7v7jE+OspWmqybX1XZ7/f3BClHEg/kfDBiiU8zXo11HQgDTMGlYrZOAkuF4QSwaVgGFLSRApzvRvJcjO+tR/Xfmvavb8T+EILcKxLUA5x6cFvReTomII4wWyuv9/VPUeZxHNeF3tTMWqqXUJ2X0QkzGg0LGWO0MoD7JKFSq9G97dJaKdRczOI4Qld+arPMKQTjEYgYS64UJ+K0Qi3GuhxiYJJEnwXW617FuQkqcA8IsxR7iokSBBrEaME5JkPRo4+AG0JkN4wMYozJfg1bVXK2ScCWPVZTVJZCyQvNu09dHNUJQsb4s+eovsFXuEY68ayZce12SxVWfkDHbHr2Ievkln6/AQe4a19/fi08tzuujZMS5dMeL0QQUG8zlaWQc2PeX3vtqIwpENWCg80aNPZXbkYu0tLYpMpLj64YUmS/v2Ut1jwF6/x/VSUvmSwGFoVgJUF1OnAnnfQTpaO4yfXp/WL2VDAlLyv8dG5ey9mJokhINj57Np547pmIPRkpCqEVKEKKwuZ8MmFLru5uZOixSr9KHq84pv5m52UnwhFElHVV1G4SAlbc09V+p61CY+2tn9Fhc/WTPYbgIFclqLqllxeirRGS2bWL4idTc9qxUFqjgtuMW5YQJZj1tgOKNp9NyMUk2LUaEt8l40MKDN4dqLVRWyZGITU9aZ/iPgPhmG7REfnKXBrE6K+NbcKq62j0blaymzZs0mCY035PXmbmfFjBz2Vx1WDz+ZTiYDN4x+LYZg4x3LuW3SWqZ4t2S2ytDeNEjpHmgGN3tOoPGxXvQRbQ2NebHyp+OMSA95p6gPxkl+j5xwsRBKxQrOymhMTGs7uCBqtrFNOrqppSKjfjshOOLaQ0RqZNYn+485aMUSm12dTaNAw+GVgoOQNQSrXedohuZHqsvVcmXQdnqqWqwcVDwVtxJVekKuKWVmsWIHYjBHO0TTHRWPDVgAdxpmQjp8yQQ10CqmzGZIhxayvLcV4WA/D8NO/qvN40OGUA9g6HajuuurWNZ4tVsIUVozBO4xoA1R2D8P9rq8RoDjmK8SIUy2KiHN0KUkorecZSFfMfqKqUav+q9lvdKKqUqIxByNrI80zOjWWx1llMwjQO7MaBzTiuoKM26zaUWmjOE4jBWrmlKbRCTOZVSBBzjEJJw0A82/Hw4SPjGJRMUCgz1HGgjgOtFcvMVG0zLouhcp41dZVicMMZRf10Fqg9XbcwvVrRSVvTfxGbtNQ8mKnjVClGhmmiqlGnIz0Yt7X0s5LAgnvD2Kd4CSBgFmW+7poLNi0b6uzH/48wgf+/HiJwth3ZEGiHhZRhcWQ458KyGLoZVM0SrHP9Pf28vNg57m5GoLW4CxHGuxa87mzuIux1lsB6oU9bS/2Gtwbi4MsRM7jfq2/a0GKru1ZrCRqz3jZarnnt0dV21CKE6P1bxRx5o/HrhyGhzfnx/j6GEBk2AyIT/ZYXZyo2P30MbItrTdmHoXRINlpe6uPCZK35xTGLJS9Whoj9ufrnw2vKISVaqyzVADyJbrW9Gl3W1dZ69SQIJjDSrm3vDkN+09M4UkWYc16v8SCBzdlkHALBRDPNAou10JobwQ6I12HJy7tOGFI9BnWTHpuq7+XXX+XqpYdkMfA2UhEiIiZFW+YDdVlI44YwDFzsdjy9viGl6G296upBU0Va66/S6mKeh/7ZO1PQ1shJmeABzKjI3lJEmEuGGJEYaZqtXdF64DmuNVeZ27oVPRq3KiQRCBZgLC5ZAOiZ4YsfBIAUlDzPtmjEe+gSyMX616YDZ73BcUwQbDFstxtoB1ozOmZ/nKrKxAdehBCsBKjFgJ/V+uqILPdWWvCIXZwQcvqcHWjrnm+1+sXu7aHaaEEIKdmNXT/pMT03IMh48bXYiKpWG0kgBh/zIUqrs8t17YROyazSrI8cqaX3qJu//7BSeFtVt+D2IOi21g3LogzMs5o+rPXkMX2MKRAHU0mWXKw88Ca0dP2+L07g5NqoZ2RWP3cswk7MxpASQxzY391ZNjIM1mVwDkAQSG7WGT1TAs/I8JNOjoBXSu4YzTHQdFC3tQoSCJuJFi2IJjffEAqtLNQyroxHcJ/EhkuW7TRvtVDyTFkO1FxYHCPQmn2GpXoZ5wBhPRlY4xmYX6T1kFBfb+M02qYWLyd656O1dQhMr/tDEOd0+J/F2Kfe8/F10dGgDjB+9v57IYIAItQq1Gpjm2OwU766LXNVrIWmSmiGKDcg58pLr1yiOlPLwU6XNLhgR1dUt3sOqARStFS+AzetWP1OVdT58MF9/xUsSHTPOl/g4tp1CRA10NTnFfR01xdr00YcB+KhIJQVhLSgbV830XVRiwDVW0iOauMdjIh4+dJbkQ5cASFY+h0kuuW0896bIl3UgscQrXQSW8cRSu5dDQ8K/bTDzDtDwKbceMsxBvuMBiCKOTKBj3HrMmsPACtd2E6m/ggpcnc4sBkTuykRRUnRsq+glj308kHFBpmmEFdKsTlLh9V1yLQEweTg5b4AKyKEIdHiwFILEmaqNITBPA/yjLYt2glPGJZxd7fn9uaau+tn3N7cMO/vmOc75uVgBLec15Zrq8d2sda2XoNTnOa05SsI4hRfCcJ4trEWYWtm3NqDh+MViOEqIj68hbYeaoqXdn0h+Z9D8ANBjtnrpz1eiCCgqhyyEWoUZbCsz/q/rVN8zU46JPP4m5dMjJHz3UQpN0YAEh926cBMj4vNQbBcMof56AgUY3R2l6JuOV1bI0hjiBxT6o60u7OQxRFLwWttSHPir/h7RB0lt18eQlj53fhpeyrpNfXiUTiUJHngwutyo4n1PnxfWGlIbi/ti6/Z9euDKZvamKvuWlyrTalVT+ODhjVgGMzi48G8rpV+6vQU9gRksizVugsxiJuHeHDFQMCClRWIseKym1sEgdAKZ9NkzkFqHhKtNGoTDnlBUIbo5KOohJRs9qCXMFq6vNfA2Uhcgdz+6LX0EAIaEhIid3d3qGSCY0XDMFD1wizAES5250zjxPXtLd//4H2eXl+z3+8p+UCtB7QtoBlatmvgfdjq10WQ1XKucwpWBqdYloBjN6VUaoOoioZEi8m8ETuY6CBqzxasPez3qB84zTgdVppCdEVt04bo0QvjhQ8CAEUbBaM77kSYQmAUuF0UmhkTbDYjKsoyF2hwebVFukNMX7juMrPMmZK7g4uuI7NKO85q7yBaT+HXkxohpcZmHOx06i4vYie+ncidJhyMx439Xm3dV6DZcNJqCLrvGQOWpAOQx9JgbSsJEOLa5ouh19YgwaK7nbKN1hbQI5bRun69s+GcgFNrsyEbyHrSRweo+qYJIaDdW9At3fuj1rbSd9eTzQMJfjI1zCvSMqhAaVgHh3561fU6p2SMvyElGsKSG3kx9lxAkGQlT6tquoJBbYO0xhCDDxiJCNHBzO4idLQhP32IaZ8Zp5GSF4hergQlDtGozMvCsCx8fH3N9uycw7LQgiAxevDrn9KCujlBe6+/FvK8+AEi9wJApxf3bkwfbw7GNNRmKtJJBuLmjBoPtLZY+VqceESv+4NhY37d8U5ErV5qudtz6Nmcr+lTWvGnPV6YIGDiDUtdhhRBItdLYW4V1YBKZBiE27uZlpXtNPDSwzNqOazTfE1t5tJe7SdBsvRS67phjxlCR+k6o9AXhxi5ZTmUdXqP5wTu8BIZR/OUW0pmnsuKCcQYbIGKIeZzqcx9dPeq7bbPWZpJZgO6ttdqD0pigWS1PBdZNzlrjdfZcZ6aY8/ZVIyGGgKlFnud5gEgWs1tHQoXyXAMRK1Wz1ZYSSo9rU+eCaVo3MfWGhqhtHKcfKNWFtXaiS2swUfd9GIzjMy5cVgOK84wDond2RmbCFUdZHRCUEw2dGRZFjQGxikRvezoG6L7GHRux2k5sJRCjIlhHAnJNnXwUqi2wpIXCIlhyTzb33F2d+uTpRJzyewPM3tnfeZ5oS4Lxd2NS63WuXEC0T0xl98bQ+h71+U4jLU5mCkiME6k7TmzPF5BRU6zAJSmrhhUC2xhfY2GirWqQ28N+OMooPrsvfdCBAH1/CapyR7PdxsORdElG+MP04rnZSZii/hiN6LNnGeSRPpI5ugiH5vrZhHUjEMStSrTCehl7a7u2XcUi9SmRjbqwB2eUnt625rZm8U0GLqthdIsC9BcAOdqy2z1m0EOVrP5TVEJvhH7KXM8TXs6mOIK86wpdk/7TIBiG63PojPE39h7uVTXwtuchH4dEAfp5LhAO/uweRFrrawjY23FV4K3M6Pp082FqD232f0z0tNjwxl6wB3HiVoKuZhfxPlmY5LwGDjfDiTN5LkhMTCcnXHtHhA4kBYJ0CK1FUKMjOO4cuThKP8OwToGgysLi9q/h/mARCW0yKCDdRxCAVmYl8xcKteHA00Cm82OaWOOw0WVuRTmZSHv97RsvXxFUc8URY7ci9Mg1CU/SM8+7Y4GUxNZCZEmht0ZKxukl792Ba08cP6DJWnq9aXfd23wHO7SvPTyjvpnPl6IINAUcq3sNgO7zcAwRh7f7bk5VKpEq7sDo8KD1gAAIABJREFUSBOkNoYUuTjf0OpiNZNvCtRArtqDgfPvW7EWU5RAxG9OU4Zo0bm5O47EiGoit0ZWHydditdf1l5DhKJmix2lGn142pCGZieicxnKXKxv3aNy0A7WrgCcDesA8VO/X4uiDZvzlUAroRvIS+9Ny6pOAzwlt4VXGuRqYFz3UgRLk5voiuZnT12N6Re89PCRZMFbpLU5oYYVizADTzPt8I9ibjghEFtwCqthGBiRbl2r3aiw1cYmJM52GyQ0pB7YhshFUd682vKFH3qLFEd+/fe/QY2J2sugUsi10g4HhmEg+dSmbsYSvLchvinEgdAYhDCOEBP7w0xISnLTUGkGOh5P20oaBs6vLnnv3e+Ti5UxuVWy8x5MWWlt3NpxCE+3Y+hZqGV8RA/UtbozlCV5TdSzK9PGDOPA5cMHPEkBstDMVAAL645wSS85Pao7F8GcrgJFOhjYSVS2jCw5+lcAE9ieTZxvBpLCzc2eu6UgKaJF2Q0josrcKudnE2kwkY1WvDXCWvMcefdWi+NpU6vVDBuCE1xcjBF7K1COQzODmDdLFJsvH4ONQJ9L8c2Hbby8MCTrZ8doYKICd0vjgPe1e6rvAF30k7ffJEcyvF50m2g8CwhHEK63nBDrjuSuW++tSroqTigrPd0Yk0fHYXsj9lqyZjlyct2cX+L9bmjFAlNM3p2Q7ioU0JotA6mCBih++hUVmgaqKC1YR2c7JbZDYJcCA8LVZmCQynaMDExcjQM//vYX+DNvvclrZwNpt+PZ7S2/+vXvISEwDiMyppVN2IoRyiIQGpyawoQYMHl0tdJMlTYkxu05QZMZeYpt6DG4PZz7QyhKaYW7/Z6KQoi0ELAmvIGXve3YB492XMXGuSki5lNoxrYFaKTB1IHdI6I1G+3eB7+GqFw8OEdSpAageRvZs6tAXx+emUlvnVsQU20EjU4i6llCxy17hvLpjxciCASBizEwiXBYGtd31pcfB1umQzIG1zRCTMrZ+Rb74AaOxGCJ4ppqe81cqrPdQiANI6beO478tlahJ6oSvO11dLwJ0ZhnqsqwSaQSASHPeS0lQjVRUQwBIdFU2LdsKTvH9h+wZgE9KvfN1/z9itjZLtgNry2zRGsZaQfm1v94bRi6CrCTho5fd3Q/pui8gbqmqB1rONafdoLEaKKovBQzaqnqkmZ3YHZRlZ4AU/iMwEpjIHBZ4WK0CU4qjavtwOuPLnj1YsPDTeByDJxNkYvtxDZEtjGwSZHNZmK7U85S5S7fsRxmUrBNMc8Hx1ps3FsH3bKaDgBVP31lnWHYr1GMCRkScXBpsPMb7O+dVCR9+KlwuNuzHJaVvmt/Fzl46m19eYEVWzjW5nYtjQvRu0oryOpfW3ZqHY+O9KZB2FzsCMl5Fz08r+tFfQk5G8AXTOtZsohH6+P6F+9i/SvBEwgiDMnMHz++nrldGuMmkZJAKwxBYEioKJUKWlA5zp/r/Xs4BUI8D3XRTnMMO55IQnuPtdZC6kQhz9qTGFMtpeQnaSN4QNmkDXnJXiI0t47GJuGqOBLvD79/pyeuv1G3JGvQlBBtUfV2koJ1MrQaiUetRYhwz7+vnxba7Hlr6eYp7jwrYfWf73Uy/j56EFhjVGsUNYyhFsssQjCJdvAFvH4uNSJSaaaFHwReScq/9sZDvvLaQ956eMnF2ZbWCsOg7MbE2TiyScGJPwBqHo2YYCqkQJxgmSvf+s7HvPfOEzQNjJvIvL9b5wj4y9u9EbN471z7FJLTZo9MuYwZmJouYyGFkYhNFu6qyv7582Hmuj31YNeY93fugVj9faoDi8Zp6EGkX1PAr7vhIfY+/CBonSRkQGbovg0Bc2A+25KmRA1hpSGLWBdC5di90tDlxXSgyYlflh0EtU5RDGaXricHz6c9XoggYDVt5MndwpN9YdwkNtNgC7Yq42Q3rGrxkWHWWrIeufXqP8H28563VnVzUdsQvYYLIRJTQlFiGqyE7QAPhr725zL6ZnfaaSvQ0vz0MWKQUBHuSmXv3YC+YE3Qc6zT1paeuwcLnWrbr4cBid0zz0BAa+nZUxwDnjgeonq0KJOexUQH/E7478DRIRk7NYWuO4hOuT5xCgr2PMOYjD5bslVatVKrkYjON8Lnz0e++uZL/PyPvsXLu4XdWWQYgBppLYNmy8piQlNytyIYa7QFP5gN2/7Jgfc+zvzv//hr/OHNHrnccqWBYUiUsqwbGwJ5WVbJt0h074Hjkm6trB2DMIxMmwkZ3fQ0xqP21q+jqJHLainkw2yegvOBkmdaM8C3Z1eSwrF97Bllf2+Wffq1r201+QxRfIS9nf45m/NVxdZXTIlhs+HAU2slN3F8QSzInWiFQ/DRY2qlGGqYVfE1FS299XJZ4SRYPf94IYKAAPNcudlXJEZ2U2KTYEbYjGZrLV7nmJJQXU1mEE03VOgIrTHJrC7UpC4kOvL+i+vGK7As2dp7BAPTtG9GTwVjZJrMKLNlGzFWW3NiDqsrT9NGFeGuFPJJ6nVaClht11Gj+yVBT2VPHwpI05PT7/i7lhLahu2vE6Ihx1HEBU/cq1mRToByqbJ2co8HFIl0R5s1ffSefPR2I06LXTIru++VKfJvffkVvvr2a7w0KbtpYNpuHHCsLIpXspY50bruwU01SoVD4XA78/7jhf/rm+/zj95/zDyObMpCnpu19mDd1DYTQii50paFlMJKCR+GwXwierdMhPPLS2JKR95FOB4WqyFHNSplcxp2zjPLfKC1QjeKCTrSolAW21gpDv6e+uHiwRc1+293/jUimc1VtNeDhGkSLNhambLZbbmxPJ6uA4GTDLIvDD2uic43iXJcI8d88gfUAf54IYKAKtzsC0sunE8D28kMJWLLTIOiWlAxH4DOWls3vULT6huykdJg9E+UFNpKaolOoexllkVwE+3kXFnKQiGwlEZZL6oSpTEcfNgISoj23NqOBKLVbLQW5sXS7U7tbsjaqgl+c6IeAwAObPZjPJwEh3sLQWHt52MbgIbRmqU7CMnql2ApYvP3aNdA1KYGrVLzdV2Z8qyVbNOG1OpSevYhShRFmpDSSBiEaTMy5wOvpMYvfOWLfPULl1yNxXwHSNS5WcCrbbXVOmIQCiFQi42CL4dKOTQ++njPb3zrMb/19AbZjTzUyDwX8lJMU5CCTxcKDNEETTnY+PLq3RpyppbGZpysLk6BEBLnD6+QydieVQtoJGAYQGmV2DJ9MnXTRi6LOQaVBdzuTmolBjVhYOhqPV3LBD+wj3iL4Jml3cOU1P0FegZrA0wS+Ij3wNn5jqfJAlgPuOuQF7zclWMZotKxIDu8mnZVgsmYxcll+gOcBF+IINBa4+Z2YYiJi7MNUVy1h01WybU62hqZa6N5205d1GG1a1yRfqIyjsm0fGrmFPOysNJl/SaZryDE8w2hFHKzYZHLYkMmJFgLby6m+qpqGYl4zS1YWRAUhhTILpFtwNrBcTDJ9pSDO+uGD0gXwaiLVLTzzI8pRJ+Xp+jqNYfaYuyfpUtco59uq5st4h2JQPQUclXFeRqsWBs1O0NN/P2mKEzjaLbiefGWmrEFhwBfemng3/2xN/npV885j9XfA6hWamF1WVY1aq+27pyDO/VW80wIggyBs6sNX/mxL/CqVj68uWXeL+SMvacoxNGmQrUCd0vmezc3PN4vhJioNTnj0bgRuS2WtjMQQmJ3ft7TAssmhZVmrBjpZykLur9dwbSSXRjUmqfT3fDFg24XNfWUG3Ub+Waei9E7AnIELmPv8QPiDs9Nq2UZtbLbbZ2l6BlpEKO0y7EMhM4BUOcwsq6xWg3LSeHIL+jY0Wc9XpAgYKnQxcWWIQHqg0Fcgx4CKyItISCtO7hUJApJgoEg0utbZSmN7ihUPL2T3kIKkTQkINlpl5VEMo55FFqyFDoNkSFFBCHnhWXJzKWRtROMjid1zkpuaiIQ5Tjs4QST6YqGdWFggczutS/Onof3za3G+VcPLtYksJsaYx+e6m69rrDrL9yJRSK4medRUt3fvcmrLftpQATGFNlOE0Fsw6fAioZTKqNWfuRh4t/78c/zpx5FxmGPxgGR1KOdZU3BB3X65wmOZrdaDY8ZWQOTqnCljdei8KMxQHgJzQ1lRMXabd2+uyzK/i7zdIZvf/yUr7/3Md/96BlPcyVHYV4qga1N7lGnol9cOM/DRFV2klaaFmq10ea5zA6oejkhhp90L8UY8Nq/E7mctqvNRrQj/vfqB5Kbv/Z0X0C10M/qaG0CrN29gMJ2OzJuJ2o+4lN0/wI9DQNHcNhwAaMMC5Z9aOiqUJ47VD75eCGCAAIX51umMRKkOsXRIlnvoa+1sASU5s7AA/RBC8Dd3cLhkCnV6bVuM1VLJRdTpQlCo6AsXveK+el7ybDdROslaOPuRmlF2UyJaRxtGIY0Uhd1Y1gAKHNt7IaBuc0ccl1BwP6D9qUn9HpkkNm0XrV0TbtgqaPWhlsorBhEf0br13Msc3xDIxCK0aRRdWTfavNuLrCO70aZxkRtvriBFCKbaWI7TVR3EhZpZHN3YxuFf+OH3+IvfPllXhuFTajENJFissVMs5acGOLdT197XQPvWgxr9yYGs3OLbl+mffRXrdanF2sB92Ej2pRUG4M0doPw+hcu+am3H3FblPee3fDOx7f87jsf8N5ByRpoZSENgWE7UIKxSzUoqNGVpUFoxuILLZAkkoJNI0oSOFTDCALV3JA8eIhWun/02jNpalODxbM+tYATeiCkMzPsod5xiFEIQVn2e0JUducj890drXirTz3DcKzm1HLu2Arsp40e9wxy/Edf8CAQgrDdDgjddCH4BtEVBCO4pNjM+8z4ohnT8G6Z2R8WlqWu7L5hCOw25iMvsdFkofoU2JUBWP2qhsBmO7Kdkqfw7iJbC+MmstkOiArLXNZIX3IB99nrzsAxBsJm4C4Is/vj4TVcj8gGDPaivBOdrOaP4sy/5u9PTZ3WpxHFcHyOFIQUlBBOXIf9vz1JTMn62ylExMurIZmtuqrZpk3j5DP2bIJOlMAQgp1QNJMR10asyqU0fvZLr/JzX36ZB6NhDS0KA4LWggorOt9LlBbEmJ69xkBOrlcCtdrVdAoVGGiLDf/MtZLEfB9A0NZNVCC3QpNGqIVdHLmcBt5444qffONlfvKH3+A3vvkOv/W1d/hYhd3VFWkbGAbMOSiZH4Kx6xrSMlIsBpdDRePAgqn8cp6pZTZH6F4WOPPP2s3udKx6r1Udgx1WHQLpBiAd+7UYKOv9taG6mTQKZxcbnn1kXIM+vsEX0PHaiqxguV1VB7vW7wkd2BHHlD7r8cIEgSSYmWhr4DZeKzDm7R/rClRiSNQWuL2bud0v3C7WMooxstsNjFsbGhpPfODiNNCcLFJKpQswhnEguUdeWTJ1sZZPipGzITGkQCuzdSNypalY3RYcnKyZXBStytlZ4uVHF+SmHEqmeC3fVFeQphajpeacuT3M3C02mkzwGlVPGJDa7784v942tRluWOaShri2Eks3uWhCisnmKqQA1WtZF//EGFjyzBgFqYVQK5sQyBoxmnIFdXfm0K3EKl/9kbf4+S894kG9hmxTgSIufw2WcXT0vQMLze9XCA5k2g0B8WlDWLCopZijkjYf9mkaioYNIcV740kCFWUaIkFGE425GMdO1gOvAv/2D7/B5x484H/+zT/gweuvUYO5B8WomO2pGGis3d0JpFrnh1RXzUdrmVaz+QVUzwb8IDqi9ysiYOsN9RkVwbsDljVYQXhsZdtmjjSMjxK3G0oSrh5d8u633z3xdeDYrVGnbQsrBtS/HzqA7OutrSUn/CAF0QsRBADyvFgN5Ch8Z7dZPdWNKpRxmlhy4/pmz80+k1XZbiemccRmRTRyXii1mUVZN3sE8CASgPOzkc1mtNlyhz37uVBygwbjmNhtR1uU2EaexolxMmLJkEaGYgs+Zz9BR3j56hxaZZOUq+3GugW5IoR1DmKLSqDy6GrLfhu5PmQ+vplZZsMZ+q2KYnLaaQic77ZsxoS0Yii1WP1vqaSVOzFEmMzPsPe6XRlBxTInAwS9LdfU/fqt1YXAZojMy2zZV4hoKUhVYil85a2H/JnPn5PqMyrKJkXiENdWbHBeRW02qqx/jeMwrVl3oWMdOHbT695aTIkY+8nVPA2ulT4tXiWgklC/nkEXAyEDLIuxHQMBcmG7g6+8+Rr/6JvvMj04t/Fvkk2mHEBCWjUH4zjanzGEvrlvZNBmIIy/z+bdA5HO6/DZEGudJm4K4se/A4U9aPepgaIGGg0pIRKZpjM2ux1PP3gPVHnp1dcIw9ep0uiHeHNAdp23iNuZt6Py1daNWhBdFi9LfjAeAC9IEFBltfAaXN9Nf/Puz6a+MO8OheubO+a5IilyNm1spLQjt7VYxF5ypXj91INAaHB+tmO3HQkCd7d7ljwjEtikRBrtxBrHaAHATUJSstN2yWYhXfMBZ5Mz+WAMI47MaDWUXIIZZ0hZEIlG3lDbGGNSRmnktnCWQDeBZ7VSq52gY4qcn+84mwYSZl4RqFQ/hZoqoTpduhQ/zZQgiSlFcnbzDjf7eJ7WKmKtPiO+9ADbGKaN2XvXRq0zMS+cJ+GLr5zzc2895Gp+ShqFNJ6ZO7FTdKWfRnLU86u/Dsf9cI/QJfQ61k/PYAYaZGNepgjZ24O1mh5CtBD0YOvFDWW1Vh8FbrJxSYkaKrEqYyo8vHzEcPmIJSTwWtl1jwQZaCospZGS9++bqfus/FeHbgLiXoXQvA1ogbrjGSY0s0wjimVQqIl3UoqMaeBss2WaRsYUGKIQJLlFmrVnP/joGdfvPUV3VgbkZSE2izLqZi1H4okrKz2QdeKaoLbuT0qTDsp+1uOFCAKtmZVzGgNVffRXc199sRug1WrE27vMslTiMLA739q8QLH0x7zqbfjDNA5MqbfKbILudtqQYmKZZ/I8s5lGLs/PTwwzZJ3eghZiSJa+9vagp1oruKNtfX6NkcNsDLVpGig501oxx6DWVpKT5Z7CvGQvOwJXu5HdGAikVedOK4RiJBVDQjzVk9Maz6Yp9z/XVpmzD8xshUhcM4WjrLUbkthnTslRd2B/OPBwHP5f5t4kVrfsuu/7rb33Oefrbv+aqnpVbIrFXjLpUJ0hx5GbGIgRWAiQGBkkSBAhmgRwhpIzDGBAowAZxggQeGLYnhg2YMC2rMB2pIiSTHWU2BbJqmJ1r73t15xzdpPBWvt8t6hiiYGCoD7i8d26796vPXvvtf7r33DgC52Du4sDXjxbcX/hOfIFj6cRTwM28nLa19v15czyeyp1QzBQU4/y+hxuG7rWS3MadvmK4Ds8Mx49vuL7b1+yGzzOEotjKlz1I1e7gU1UkPiwc9xddBx2nnnnWR16vrt+k93cszqck0NHrouhvnelVp5qY15QefiUWIVOiJJohVi89dnFbMvNIKRQaNvCrFrM58z6ZmS7jkQRehHOhxtyulKm5TASdz39dku/2ZDGnuH6nIu332R3eaX6jTEio/FBCpN1mNT3TGSaMkglCFUAsW4Wcksn8gFa4h9pExCR14BrFKyOpZSfEJFT4B8BHwNeA/5WKeXcfv7vAL9gP/+3Syn/8oPuvxRFkpummQCOahc6YSLeM5oJxWze0bRarjuzEqugkw+B1isLLJVRe6cmmHZ7pN/25JRZLufM2lb58iQrC8OtoMmMhHyr9NMyrBJ+gMk6ylsQScwFJYIHYuz1vXNONQ/JQiidA+eV3ZcTbTDGmSHj+9ZFU46L05RcfS/K/j5LQaz0V+xA1BylFPphUJ58Ssyk07uzdqqm9TonlrSbrBpILKXni8/f53NnS2YusfSOeXAQqvtyS+s8bVC+hVq5m6kp9eTXC85ZelA1xVTNf5oAKhVc6edWtfdamhRIaeLFP/fgBWR2wtVGQbnglHQ0EHiyG3j94SXfe+cZ33w2UtIVs85zMGs57q546gbu/ZW/QO48zpk6VEyVSVKeiGMC2QQD/kpR916vdN7sHTHuWxjvHa1vcK7QNc1EqW4aT9d0/Lt/9WV+93e+hZQlOXtKUUp0paCXnJFUCBRIPS7vSFcXxMsNIQEl6kab7EQ3hiHVNs+JnSW2KdhoXKTigmUqwP60VgD+31UCf7mU8uTWf/8y8GullF8RkV+2//4lEfkcGlz6eeAF4F+LyKfKB+URCpph72Sam1duWagWVMPIdjfQNo2e1ikSzHUmxqiouqvATCaPEe+MIy6iY8J+QJxjsZjReM28q4itd9WqKWrl4Pzk8lqslJ3KWKyMLpUwpOYQJSngmHOipETTBoRALJFYH8s5ch71FBXRsV3W3lNwpl/P9rMG+onYbN3K+pRw4miCJw7VDl1w6KkfbAGO46glpff7KKtSqFp77xXTqCPY0AhLl3hu5pkHrcCCBFzryD6RhoRHyF6nE1rSq+TYh5oeVE/8/B7eg1AFSFXgZSO0WxepYgsNJfcg6hLlvOeF+y0P/MykwjtyLsTo+XQWvvTgiPX4Iue7wvcfXfD4/IqHY8+b2y2yWnL/xY9AEwitPleHLvrsBHDqNwhQhKbpcAitS7Q+qMFr8PggiFsQgkrYRWw6Y8IqcRWV12vgG3/4NX7vN7/Kan7C0fEZh0d3aLsDM1fR9kIPL0eJM502jJmmVLWfeSNY4aFcC6tAi37OIpnqoVDfRysyp+pKwK7vfT7E+93+LO3AzwM/Z1//fTSj8Jfs+/+wlNID3xORV4GfAn7zh92RiO3GNtLIxrrCmFsJMf86pcQ6G5c4p6SiOOi4znn9OTJmA6Yqqn6nJXJoAl3XTTRMdcfVWHInQt/3k92T4gAmCb31XFXM41VXHpWZmFMkZ9V9h6bqCYTON7q+DfFXt1hvZaQBgRldiJZNryNI5f3r5lIIjTfSi1YEOWnaLbagtBso9noLMY+EplM7LLNbF0OZY4zKq0j7fEZEe/sxabpT8RmcJTH7jKOlEU9obQsUBe5yzkjwVglpuVllsyWr8UZtASZdhLkTV/FUzfgr2dR3HsuEKKSiY7mRBCmaZsAA1thTAfelF1ZHgQfHd+j7A2ISnhW4WMzoVoHLRmPT1O9DR7baunhc8LTtjCY0zGYzmtARQqtBqV5oO+UxjBaSmuJINUsFrHVkUoOWKPTbkTIObPqH7C6fcTl/h6OTOxyenNHNlxTMELdWlgVKTviSSbhb0z0xFaw9loXT6eLGjGdtMyjZWgTlhIgTk7HrYfNBnMEfdRMowL8Szb3+30opfw+4X0p5R9+I8o6I3LOffQB8+dbvvmnfe89NRH4R+EWA2S1n31ra1x0xZxMB2yy5nmA+BIYhMo7mNW9cXS8O8cog3O40LbaUzKwLNG2j/bZdfPWmrsE65w220NSxSAlGTdMoo2wcUfaggmchBEqGOCal9eZMTqJYgHHLa7pxQUwP75SfwN7WbBzUiFJJI94AO71oVfEGpEJ1/vVBy9IqC64nPZheoAhDP1JZ7WoXnnQRFXDiLeBTsYbWTvGUC5tBVYLeeXa7rTry2lw920ZUBCSojsPfwgGmi6XsrbWmIZp9T1BlnZKftJXRuDUAtUcfhoF+1zP2IyLefBBrL6z3N46DJRCpj4OLgdC0ND7T5cIM4aRErnbPSGd3aReHdF2n14YP+KbBeTWbc02YWjrNeFRKrsNRYjQBkfXlXl+Rk2r9VacfmNTcNsRixjclst2cs9tc8uzxWxwcnXJ6dpfV4hChvrZB2xPBenqbDdf3rIrnDO2HugFY4K1hMGJLdWqhqYDgHod5v9uPugn8bCnlbVvovyoi3/iAn32/LedPPAPbSP4ewHHnbv37niikVuFKCipilFi7EsZRQy0wIFGEqU9NqbDdDmy2A00Q5vOOJtzOJdSLWjee6hSTabuWkvJU+qdomgTfmMc8RrNNNF5Br94WzW3coAJ1ccwaVSZaVdSSHJSopPuQusU645SrRt6AMtv2VUdfQT2dongvpKT98V46nSdLMI3TDvimndh5cst/kOKM7ag4ShxHUnZcD5GUnZpeSNCKp8kTM1J0hzL3HuWwY1mPwNT3VvCqlH3wyGR4Yqe5bgQy+f27DBSh32zZbnY4CegorIaIROMjYNiNyoUpiRASpVXcYaiBNf1Id77mlS/+OJwcKdlMnBlx6Js7pDSBr/onEGiQEixmLU9YSy6QzYlon/Rb7BAR4jiY7NjyDcvECqDkRL9bs9ttOH/6kIPFIWfHJxwfH9G4yChKHNJqwLQB5jpU38/aejpdHtOi338N1cSkEopq67cPaP2Ttx9pEyilvG1/PxKRf4KW9w9F5HmrAp4HHtmPvwm8dOvXXwTe/hEeA9ATv4pwsngKytyiKC+7bRsowjgMupANnS5oBFg/Rrb9yG430gRH2zXTG5ksfNKb2KiOqOqHWr3i9l7xENweLKzgnjecoopLvNFjndunGOcMfa8ko67z0wek91OmCqGe4t4WlT4fZ/Xg3ko7BD9VAk0T7PTRr6tfQXVJGgatPBwgQU8JDffcJ91q5oLgglfBzRiJ2bFeeoZY9tZaKTHGwR5LPR4EnfmLv2V3bu8dt/47mT+fjgxN8lqs3zVxU0ZLaVfQ0WYqDJuBHME1+n6R60atY7BklZtznjGNGgSSBjY72wTFM4yJWbdA+oGZD2ydQ0G1gHPa16dqSSZ10qGRb16q81Am5QEk47OqIksxrCUmm8YMDP3Ibrdjt90Sh6T2Z1aV5oxmZ9g1moFhHDm/eMbN9QXPHnecHi44WXTMFkeMuxvFqgwwLexFYhRTr04LXNuoInsAULj19VSdWdX1Q25/6iYgIkvAlVKu7eu/DvzPwD8D/hvgV+zvf2q/8s+AfyAi/wsKDH4S+O0PfJBbFZDhRVNoxpgzMRVGWwzq3BMnVV0hT7TTcRhZ9yPbmPCNZ9YFPPUELaZYc9OstUaIKZW42INXWafFZ5vevl6ERbDY82ix7qWbAAAgAElEQVSL2CHB27ZvunQ75eIYrUyXadGqT/6+cqg2V97vdQN6bO/HaPrHTR772ibpJ+4c2rfmwlAUXEwpm52a9uiZ/eKvct5cIOZM1wSNWrM/171mMyiQb+h49V9IymzTmXjRE9PK0TTGyU9/KkNLFbBWduX+SWtIhuhuacSlcRj0P1OZNmkR3aD6YZyqOLHqyElmiJl1n9ntBuU3oIrF9dhz8MKcF156jmHe6vNyWmVKUFRdN0o9aLxvaA0PAA2hGcfMboCUHJubLVdXN5yfX3B9vWXXR4bdwHY7sF737DYDm80NHri5htnskGF7rboUqwxLcdMRXiiMJfNsu+Vqu+FhCBwtWo6XHfNFS06jMlQtJXu/IOty2W+uNe349uSKopkI6lMge3rB+9x+lErgPvBPbFcJwD8opfwLEfkd4B+LyC8AbwD/hV20fywi/xj4GhCB/+EDJwPTa6vBGZmIGWYWGFKZvPiDoc2+aVQKa4k23gdiyux63aEb75h1zV7YARM45UVPyFRPFqc8+lyyklVE3W800NQ83ETtu5zzRMsxBPZzcpwGZ7jqBGvuN87p/aOedGPVE4jswyHY7/jVFCXnYuGlZV92WiaCiFfdArU/VEPUsUSdrftyy1NgDzCpn8B+TEUpSgcuompMJ5AK213mZsgsZIfvANfQoPyJlBJDSrjgiYMGlNSR2T6Dr+yzCtmPDh0qZpqEFMa40w+D6bnGFC1UUwgi1q8HooXOFJcJCKHAkBLbIbPejKQoiOvIPrIrW1af/zSf+rmfJXz8Ltt5Q0v1+gvkbKSh2LPrE7shs9ts2G17+kHbiavLHesbJXplaXnj9bdYr7ekfkdJhbF4tfMatS1JMZPGQhx6UjniuRdXbNcX3FxcMGw3lNTbZEE/da1O9auxCGUsjNc7zteJVeM4XMw4mC8JfqSM9rvOE0r1ONT3zFGTi2vbYJWkXfsVL/B/lnaglPJd4Avv8/2nwF/9Ib/zd4G/+6fd93QTBediylpmiaPUWXOKVvZb2Ry8llu5oviBGDN9HBlzwnuh6xqd804morro9kKVMn2/2GkvIjphsNFfnUbkrGBhCH4CBt00BtMTX5F6mf4kO/FCEyq+Q86Fvu8n4kYlb1S3WQXtbpfW+saUov82BYPAfnOiECUx2ClcbbfUZUd1CsOgTju1fKwRbCpp3lueBe9JJTOmzDYlcsiEooYcNkPEiWMYR3wxAxdLBZpCSt3+ohOYOA/1ezlrpHhNZ3bOqYJxjEjOjP3IOO4pzr7rcDbRObp/oqEnjQaP5pIZx8R2m0mDHgi7IdKPO8a0Qz7xSXb3XuDypufi6QVpzOxudtzc7Li+3rLtB7bbzGY9sBsyMRatZsZCSo5Mog2OOECWxizDGwoLxCeNaq/BOMXyI8kUaSjikSZzcLJgdXiHsd+wubrg+vqCod+g+gwtCpxkEMNqSiZG2I2Z8+2GZdtzNG856GbMWoekBOOAsh31cyuubgA6ItSYe0fNktQIu4CKxN//9qFgDBZU0hFzIWv9oru2VD85y3Yr+oEnA6Kc15N5NwzErGBPaMJ7SuvpZILpVK1AYGN0z/rvNayi7/uJUVeLiZpwq8CUTM8B9pZXt9lwt6m6Qzb+QSmahFx7PJhAvQrtVFJP/Zlip3etPqbHEDtFciLttro5OUcuETG+unjVxNdTQEto3TgrD0EBTwsWcILMPOtxR/Iw7hLORRrfWPafYjPOBYLk6T2oz2nvkVAmsdf+PSqMg3oyxFHtwoOo+UI0ByRX1K+xyYJkPRg0nHTUHEOngSGpAqClEIcNxEjXBIox+7ZDy+/+wet845tP9JSNgTFGcnKU5MlFz8+EV9ETQhlHJGfmrXD3CF56fsaD+yd87VtXfPutnuRmBOusc+50tl/nA2LCpOLtz0giqQW762gWLSfzI1anz7G+ueDq8inDdo3kiC8ZHCRR3QS5MDrHWGAcMjfDjtbDqms4WbQctktERvLY6+8qkYDJwJS9u7DS11Wz8KGPJqeo0/CYi70gXRz9OCrBxMrOlC373SmRJabEMOoG4JzgG4+zKUBdvD84uqqLrFjroVkA+5+9DaCBzpPVb85ovqGx0t/piHBaAPuX470zQkucHo+S32OCuf9ZffSqAKzP8zbNt2IJPrjpd6b7BVMeakZejmV/IZiqr77uFBM1gyGlSNvOJt67957gClkKF9steb4kxUSMZjdWhGHQ1+3Tfu6vG6K+31WiW0HCCsamVBj6nmGnOg0pgiSoY9JKEAMhFnWKCgRi3xOHkbD1SHAMrYKZ25Q4fekl2tUR3/+jPyZe37BEpcbXQ+Hbm8DXh5GHnQBB+SdFT0NxXi23yLgSad3I0Tzz3J2W585WnB63zNsNLdc03LB8ecXxrOUPXt+yTS0Fr+zOElTLISYkckZW86J5DcWZM7GBiSVDCKxO5hwcnTFsb7i+fMbu5oJh3GrAjNT2SfGKZNjNGDPbNHC5GZg3juPljMPFglXwNEmnI1KSViO3WjEbXvyptw/HJoBSXLExn7cRXfCBRLbNYU93qN73/WghkH4/snFlX05XpHQviXVmEZ40yw4Qp+i4WImfy14XLubWEketPpq2mU7mSpCpm4O4/RimAlqVo18FNYW90ef+07G/S2UT7keU70HesfI5pWmzqN9DqlMy0wYQk4Kj2U5NnccnXAjTY8Ce+iwILiUKnus+EXE0ISNeGEYz4ExYdqCmQ+ecyY359I0RaPEhEEJjegwxMtegG5APhqN4tWdvPUMckB34aEBWhp2H2A/MUkfyIG1gPl+y63eMwMkrr3D3p3+S4+cfcO+nf4pvfPnLfPd3fp/rR1c8uoq8Wo552hxQhplRbjOujmnTQOcii67w8oMTHtw55d5xYdXsmIWepgx4H0jugJQih3nD8cxz77jht7+15e2rhuzMFg4xkFkmgDQyKHiZC2pHpv14dsUMajPeeZYHMxbLI2K/YX35mJuLR+Q0UJylFGPMCJNbJwo7hH4oXI1buustJ7OO+wcLll1HQyKPO/VLFEtzzkwTpduTqx+8fUg2AaY+0rm9MqqOyGrSSqnSVLQPrwYTbRumHrOqBt0PlNOKldw+6ZXqW73vBNn35bZoU87Kw0/Z+nIQyoTo1yqg2naLGr5PJJ6K4E6v0VVH3GgXZ6nXED7s2XBTX21tx3t+dxLjVMajGm7qbNhMLnDKVUcMQNULY7+x6MKouv3aHgmFYUistxHwuEYDRVJM07iv0pDJtfXZsw77YTNZgDv7HNQmTtsCsWQgRCjecfjRF7h/csQbX/kq6WpDFGFcLvixv/4f8da7Dzk5PGF55w50Lcf37jDGyPp6zd2XXqJ0HSKBxfPP8aW/+Td4+Utf4td/7Tf4rX/+f/P97Ug8ckjJNGWk85FVI5wczrh7GHjhbMGd45az04bgIhJ39DfX5HVmlzTckw6cSyznK+YLRxsGzhYzfve7ka8/HNkkU0yW6iWJvi7nlTZa+R25ECTsjUArp8V+tpk3nAXPjMh2e6E+FKOyENVERxW0xcZnxamfQkow3uy43OxYtoHTZcfZas7MO6REUuyZTkKq09D73z4Um0ABOwmZTlmNE9+z15SKa1RXO2FLKVP2m1I53XTy1ujo2nOLwBijnfp+2mknsND+F23R5UrtLUX5405PVQ23yNRoclf58bLnOqSSbWSunIJSCmQszdfGOW7fp8WottO32wu4dfJnBXlq6q0y2twkJKr6hoyqHTW5GLPOLlRPeue8SYv1fYmGM+CdXpwJYhb6qO2LpEyfMkV0Jp5ssRvhUWnPaOJvHSPGXa8XXNn3qEowylo6U2w061g/fMinX/k4R5/9FE/ffsSLL7/Cw+srZp94mS/8zE+r774INBbeWgqL5x3O6OVFMq4oVnD64vP8p//Vf8YX/8rP8c9/9bf43T/+Pt4V7h7NeOFkzp2lY9kFfOzJ20u2b11y/UgYi7oK5z5qDLpTtaJvhC54Nu2a9viQw5MVy8OR48/PeXAv8O+/veHJDWS8GbVgxq0ByZlYvMq7rVdX7EEl3/WznWrb1NA0AUZRk5Y6hcqFMamnZdK92xaMVX/FWJ594umw5s3LDUezlvsnK04PThASeewhZ/yHHRjURsipDZY2bLbQC94FYsHm1UYWSXkqaZsmTKSb22Ab7PGAWvJWshBo0IarQOGEEWjZnyh68uVC4xV/yHUrFd6zCe3L6vo7e2RfqqderknAexJH/X4yr3ulIJc/8RqmkZ6dBKBleDB8QZ/HvnUI4omqeSZlNRspRTeQLgRyVN2Bb/TxanCrFyEVYYiF9ZjYjoWmRAWpYqI4myz4wK7PePtvhkTwpmSc2I17Catzjpjje/CYnDMSE/3NlqevnNM+uM/9jz3g4M59nj8+JiyXOl7FTypMBTvNmMOCTWV6X/Rv74WPvnTKf/9f/w2urraMuy2xv2K4Pufm6VPe+M53+f7rbxFiYeZUij4P4GRGOOigsanNkBivb/B9Ztj1bOI5L53dIYaE95E//7znwdGS3//uDd94a8t1XjH4Gb5kpPSqA8gOVzyFSJIBirUPE3PCKMYFxAXGXGhRl+DkNBsTCaSCpiGPyXIxkpqrIODEXA6V8LTLmat1z6PNwLIL3D874sW7d1g2gWGzAZ697/L7cGwCojZZ6sumvoEpl8lRSHEmZWAV63m9lg37isDvWXli4JewnwRkm9+H4A3gC+8hApWiRhXZ+ATZynT1NNhbSVUO/iR9tQpgGEagCoCUU+BvLfTWIrOmrAID7eKo/IKS9yEh3ntCCIzjOOEO3rtpY6i32xjEpNl3HlBwLaZIaQzwLBlf1GK1+t3lrKGcTakbK4xkrnrhahB8LBSfGfoBcbVNSYxjwQW/pwiPkUoQ0gRprXeKceeLVRE15CVnNX/ZXve8/d03eHD3cySXOT9/h8urZxycnnJwdMJsviL7QFXLlaKLqAa9Ikk/g2JCJOvRvRPO7iyhzEAOyfkFKMIrP/XTpO3I7nrD9vKa7bN32Dx5zNXjpxyf3cXP1QfCxcx3Hj0ipcTq3inPvfgCoVWA0blI0+z4aAdnf27Gy88t+Mq3d7x1sSG5Rk9t58i++lg4pITJsVg/L4z3IRQn1kI5tRlXsjxOCpRII0LTCDPviQX6MTFmJdHlUmXROiLE7ndEuNhFbt56wsMnl9w7Peb06OiHLr8PzSZga5iYCuttTzJQBBN1VCQ/52Tz5f2J04QwmS0oJTVTxZMTMGhcg7pwcephXwyBTanmCtjjUnCumCmnHcGuFi0KMGpJnWy+nowAolROV5TlF0QttSufO9ZKYSqXMbOSTCFZcpCggSFa/QBUL4GKEcQY6boO74JqBcbBqhsdf+G0Oikp4QzrGOKorztBMTv3OEZGi1jHgta20fHOxY5IRIJmBHSNp+oXOjJ5tzXXpaDPLuvnkO3ixCYtcdTUIsGxG+uG7ig+E3Pijdfe5oX/4LO4RgVQY97x9N23uHzyiOXBIcvDY5YHx4S20ypA9IMoFKqve7Fx6B5rtXwD59WOzCkxat50yAEc3lEvw9y/SLq65J3vvcHrr77G/e6AedvwzrvvcPzS8xzdO2N5fIgLjtFFQnZQGkYp+JQ4DAOfftFz72TJ17+/5Y9ev+ZJbCjZm85AbfKUKZht82JavKkoWQ3vkeDVPMd4F84uw1LUAzF4PZBmRvceEuzGRG9kur1KoVK0VINwuRu5fucxrz18/yoAPiSbgD5xTz9krrcDN71qBHQkJoxRCUOaEFwFNF7Rffu+WH8/lZu3yDG1/Abt9X01Fk26CUz5hKJahIovmCqW2wlCbduShmiYRTSSUyJSJhLO1LqJ5Rd4P4GJzitWUduLPenIOAjGAsk5TRXKbXARVNUYzVJLDPSZ2huvgqBxHMmiLEWX1LU4x2QjPBAjUqWMtg/m0BTIDNHx5pMLtm7Et+q7t+jU5FRECBQkahZD09YNSnBeg1lj0lNfrd9hiFp9DBFutiP9kExbn1mNT/nsTeJ40VKM/eYE8jhw9ewJV0+fEroZBycnHJ2e0c1XIErFrp6F9QpSZmXSzbrojj058aC6hUxBQoCSKNHhFnOe/8wnaU5PuHznXd559dvsri45Oj5lPuvUsj0IjWuJJHxS16lEwbvCogx088Thy3NeOlvxR9+95KuvP+MitkRpycVRSOwdpk0jUo1AzM6s8UHtTyWQnTJYa91323xWTOewDJ7YBCLCph/YjZkhFbITUx/7CUSP5AmLeL/bh2ITANgMcLGJ3Gz0pGs6Nym+6ggL0ZJQT2tv2m60hLpF3Jl4AHZaBx8oBWP26ZsZY5qqCzXk2G8AuU4Nyg+MGoswRJW6VnQe9qM/H7wxELVnV48ENdzo2k7HZIiq8JzGcFUGn8aY3yJ62MVdKw9tO5gqmmRyXKZRkJbmu15djkdbiClrAIeIU6kqhugbb1XxjmxmFwqW9sXxbp+5clrqexz+JqnG3nnGtKWPMIwDws70CUnFXagQKKZCKSr+SiUTk244Y1bxbHCe5TxQsnB+ecnBaYNg5T23DFXIpGHDs3c3nD9+l/nqgNXREauDY9rZCqnJu/WTEJn+wiZCCJbtACU7+zqTibimIcwb7i8XEAcev5o57GbImNg8vkBuGvw84JqOMGs0Wch5Rrvv4nXSMnOZl04jdw8P+diLC7789Se88W7PbgxEAlk8QsahQGsuhSKa1YCoge4YAi4OJLFqzsxEVT1b/RszwWTM0Wkbdtx1xAy7IXLdj9wMmViElKtWwUxUfghf6EOxCaRceHy1Y92rn/ussRRaQ6+dyTcneqYLaOKsMdYoDClO1FjYj9RqeT+OA6CThpR1ClBPY+VxeL04ctb+bPqfjRoRC+JMpDHh3P4Ur2m43geyJFpT7tX7qgpBtaHej/9uYxnYRMEaDn0NiBqbWLtC2ROFck7EOJrgxdqNghGoEv2gp/JoC8SJmpwqB0InHzI9kn4hAsk5zofCzVaz+aRAqKae0u+BVGQaP1XVs8di1CkEV2ic0Dhh7hyLeeBgNeP4eM7pnSVnxwfcPTtkddTw4LkF4iLFJjKAthA25fHe4Uohp5Hd1Tnb63OetR3d4oDDkxOWq0NC6BDRHER7Q9WCXCobs3pDamhpir0qA30DjSeud7z73VeZZ2j8jDGCrCPj1Y51HnS82QbCcs78+AA/b5E2kBvwQdeaT9CmzKdfarh//yN85/VL/vBr7/Dak8imdCTU2HQq90umeEeWhjA7JncX5HSBJFVwOecma3G9LPQ1NLZBNk5bNOfBkZgdOY5P7rNJju++fcGj8x2bQePma3T9+90+FJvAmArXu4QPjkUXWHbNBLjdLoXVRkxLvEpJFadJt4IwpmwngSrWvGULDDGZ/9++p57AftthndmU1e9VK+yCkX5s4ZILbXB7lx9D6v0E0qnzsCAQxPAAjJ5rG0zZswknlH96TeBcnXgEyKqRDzbmLFmZaTFGXOOnzcWrowV5TIypYHGgU0uhVUEmT8te+ME2Q8ktisvEQQ00RRwBoSmZmQirznO0mvHC3QO++BNfZDMkfv3f/jY351fMPCy7wGoRuHu65Ox4wXLecrRsmbcNh8s5q2VL1zk15JQCXaB1yp/P4mgth7LYtGHyaHCo8lDsmkgDw80zHq+f8rRpWCyOWCxPODi+g1f3VHKKE0lGzUQTTaOOylIy4oLO9SmkcUfjPGNxrHcjaYQ49vR9jxjFPAfBLweI0K46/DzQrRbkoGO9ZK3WKo3Mup67n5nzqQev8PuvnvOVrz/h8VVkKJ1OPsqo1ux0lOyAGbPZISltod9SxFO1HdPBZn9X96t5E5jP1Zl50Tk+/8kH/MW/9NO8+fApv/7lr/Ha22vefNbz8GrHdhfRQJk/eftQbAIF8I1jOWtZzlo82bzvyvQDY0pG5Nn/XjWqSKnGlZVJiuxE9uCdyXcBZXDZQnSGYtcKQlCasDd7L4s8poi6AisZpND4MJF9QDkExXzhRUQnsmYiom7E1Z/Aiu6yp/ZW3UEdO4LDe9Oflzr+qguhBolCsRCOmJPJmzWoM5XCWAp9VmONVJyFmBZy2ZNOar+5P9HB4WkFGpeZB5g3nmXnOFk1PLh7yIOzA+4dzVnNA7ODwEufOGBxeMxf+LEzvvp7X2N7fs7RbMZy3rCat3Sto209s0ZbLU0/Us2H8/uTPqVEKHtbbHF1B7AnWfUVruoq9MN0UquGxPb6kjxmZrMOv1jo7+dETe9NaWSMA27iWAjZt3gcN8/OaYrw8T/3Bb7V/x7X33uH3GsW5jAmDTzJyjjtCHRZWImnOK9ckaybVXAegpBA+Qu+cD8If/kL9/jMgzP+4JuP+INXH3K+cyRaEg3kRPCRIpGm6cDNoEma6FSnPvb5IWKAs7Y2QQrHM8/J8YLDlePTn/0on/ziZzl6+JA3vvMq/XpHu7zLaZxxtYa3vvHV911/H4pNwAscL1ua4HAlToBScJ6Y1UEoVYcaqkx3D+hhYycD3Snm7++yXu2uoslUKy5NGw4W4d00gZwyqUDb1PJcMQHntQ3wJntNOdM03hZwBfcUOCxFSzfbL/SUrsShnCcbLq0ExvdsAgrs6WtLWUNIm8ZTtw4MwIyWypxyYRxGxmQXSFbnnbEIWRw7M18dyy1BdX2OAmqepcVKF4TVrOG5wxl3lx33jhfcO5tz72TOyVxYtDCfNQSvqreiTnikizeJ6YrnDk/52H/yMzx7/Ih3X3+dMowsGs1P8MHp+6yJJ4zjFl8Cwc/UGi6PzMaW1q+UqUdjLQWA8kJC0NEuRb0Scm1us9JyJZvL0bglbi8ooaAqfje1c6SRxgtqF1VzEyMpZjoHzjdE7zj97CdBGq5fe4f+ZkNotWoJ8xlNqya3kgrjuicOA3SR0HYWVV7IDpqDOV3TkSQjDDi/46Uzx72fussXPnXE733zIV/99iXnm0huG3JxjAR8mCOzGQy9GpFkDEfCRuZKKUaEthGODmZ87MEpd046jg4DH3n5RWYPHnC6WHJ655jFW1dcxhHfHLI8OgE+zJuAc8xbtWDSsrWA1CQd9V7bj/qc+QeYhbd4YsrTYKTepjAGO12qSMUHnSMHu/+u08iymLIq2Ly66eSi/m0AzlswRSm4oLRfu1Mmx5dic3s75asLrEd/JsmeblxLvP1z0zm986pV2O3UXANDlnWKof1tMutu3WBgSBUc1RNixLGLthkitEVNOxvJNALdzLNoHfdOlpwdzXnudMnd4wV3j5ccL7TcDz4RmkIX0NQjEXxwNqdvtLPO6ssft2vWqZAlcf8j9zm9f8rDN97i+slTslOFXkzmOpQgxkLTGPgXGtpuDslRisOFZhqliuh4TRN+M40vNE1LSrVKzCRR1iKiyz3ngfX1BYtZB75FfIsV1JP8W6RAjpQUcbFXP8OU2Ox6NuNI7yKrTzxPN2+5eOddyjByMF/QLlooQr/u6ddbnj68VtwiCLn1LO+dkRoHTWD99BnL5YqDk0OkCbjgaAO0OXIw73jh3st88bOR3/3au3ztO09ZDwFxSyDi2gbnF6QhksYRzDlaQrl1Davt+7zV1my1FA6XnuALJYB0HaWofsGLaNUoP3ypfyg2AVC2XSoK2NUFUmmqoItEOdSofr4y5QRSAvF7Gi5ZwRO8GllIHd+JahO6riHFURFobBZLTcZViq6TghgrMYsytTRd1k2pPnvBj6iCFBPpON2k1DdATzbdtPSIq6i9D3qylRTVkdjK/CFHFevsej21RcdutcSISam7KcNkX52LucsWFiKcLBsOFw1ni4Y7h3Me3Dvi7GjG8WHHch44mAdmnSO4jPN7PzulFFe7MwXVagW2H7nq40rRCUDOI7vrcwqJ2fKQj7zyCuu797l4+C7DZk1jKTsxJtquo21a9VpotErx1irpgmdCtIPzqq4rkZwGklVtAQ9ZKOIZcqVGK4hGzoxDT9DjncmysmILRTcB0kAeNzx+/IgoTj0AxNM5h8xg8bE7LJ47YPvonHizJcxnpCGyOd+SUmQcM30aOTo55fSFezz45MeYHx+yG0eePH7C9dU1T549ph8GVoslR8dHNEFViIsgvPxCw4v3X+InPneXP/zmI77x2gXbMZLCAjcGfEhIPyhQKpksaYqJb4Knc5HGZ87ODlidwrJpuHhyzunjdwgyB3O2SjGSg2Zr/LDbh2ITyKVoeo/sgSxBnX1wniFmxqxTArKSUEo2TMCAPlf2arjGFH4KsuncGRPINE2rF0XB8gtUvbi3866WY9hJLJYcpFyGYs9XqKm0VmU40cmFFBXd2ML0YuY5BXMrUuAt5UwQIY6aiJtA7bdcYMyN2Z1hLmP6tUvZgECHF1gEYdkKpwdLjpYdL9w55HjRcrwMnB62LGfCYu7o2qBgXBvUOz84opXc3omlG3kjtujIUgG1ym/PNl7L00QlJzPGQAyjgHG7Jo2JYdZzdHTC4mDF+uqKq8dPyGOka/QzKwJDjpSoAaNkYwUKiNdNOI0D3qmle2VelrSlZEcaRzY3a+aLBQdHR5QMORvLM7SkFAllnwNRmYRFrBXKiZJGttfP2K2f4EODb5YQluSgTlFqSx5YPZixOb+iX29IIeDPjvDi+MiXfpwwmzE/WNAsOrZxYFsiJQhu0bFqPauTA9IYWd/c8PjxE/o+spgtVGnZOObzGZ+4H3hw50W+8Nm7/NE33+bV1x5yExPFC6lpKR6QjMsZVwRxCQlOPxMXEZ+ZdeoIPfZb8uYGWba0y44SII/FRst/Bmeh/39uonP/pA49VVyREVIWYiwqapFKdimm6KtjNaiTYifFGFlqqT0PnYpqTFno7QiVIsQxTYxAXczFOAVamahngc3yUdbdmKpHYMJ7ZcqVmCbxT84FlyqiL0iM5Gy5lggFp+h9AoYEySqdktWxBiXCeQqtF9qZYx48J8sFB53n5HDO2a2QCmQAACAASURBVGHL8UHD0bJlNRMOlx1d6wghE4DGqLPiHcUF8EI77whtA+ZJ0NYgEHT8SRHr9I3TLp7q7aCjWQUpnQGx3nlrfYwdSYESkbhl3ESuyCyWB8yPD5gfH3L+8DHbi0sV0Tjl9JRUyKIbaLtakqNOJMbdlmF7Q18yY/DM5nMVcXll3jWNcHy0UqAzRh2TOg8h4JoG8cGEWllJFDDZrBUKJQ3k3Ya3vvVtpCnMVjMYBnq3wx8cQWiU8ScgjdCeHdPeOaEAK3T8LCHgmpZBYCCxG3vSLlobVvS9FyWHrboTVienvPv2Q775jVepOpbQeF76yIssZjMOXOEnXlnx0lHiG6+f8/hqx8V1ZswdmlVUJm2COH3/JTgODhYcrBoCwsWjx3z/j7/ObHXCeHNtG4diYvup0J+8fUg2AeN8GcNDhSPqB9gPIykqDTglZZ69Z+HXvtrOrFKUrCIU8IWct1o1iF6wY5/wMPX4IlEBswryIXsjDklqz+3q5lJtwotVIqb4KyBiVmalTimLjfS0dFYNAtrbGwEkeKFpHV3wnC06zlYtByvPnZOWw0XgeDnjdDWjbYRZB01IOEnqsSdZY8cdujkGh3edGq6mRB8joWltfxWiK/hWkXlQ8FC7elBSSlWaqUjHuQaozEa3n6mWgvPZ3Ku0PdBqrEZjFJwkYr/mauyZLZa0qwPuvvSA7dERzx4+ZBi2NJUf4RztakWYz0nbHf36kmG7xpeM4niJzXoDTnEJ74RZ29I1rcqowTZssVBWJW3pNV+mz6JeI+SEy5HzR+/w9Huvs7p7gIwz5rMlhEiO3S2mkXn5+XqdiZHHCsM40scIlY1nIHX1DJg2HKcbv5PC8w9e4N69FyALfb9ju10znzW0Tad6ipw4OTvgk595hcvrgT/8+ht84zvnXG6EWIxObiE1xVqm7XaL5IZdHJEE47NrVmHF0jc0zlnselYE+IfcPhSbQIXLgpl2Km1XAT/1BkBLY2PWAbc2gj34B8UsretYzSFZQay9CAW1faoworOdexrdwVjMCsysv7XEx4Ax5cE70dNM6iir1LZDCTPBC16g8cK88bReWC0aDlYzVouG48MZp4czTg47zo6XHC5aFp3D+R7vkgJvcU82UkpyMZJUJsdBS3vXkHxHCZ1KgoPO9X20WX+jY80cPLk0SLaKRQoaz+33SDyWfIujcnaUpcmtzbag9m9WR2RtHXLOGsPtlApL0bJ7c3VJvxuYHx7h5h13P/YRzp884ubyEieOzjcsj44QHMN6S7++QnJU4pYysvT+rJrqU+Tm6orFfE43n9O2Hc63uhALZNVx4Vsb0TitYKbQzjRS+i1vfudbuLihpI7QHkzuVSWmaQOZ/qYgJdnCtvejGE6SE2KtZjGAuVZNes3p/0SEkjLBaTXj54H5/MAqFq161dK1g5I4XnQ8d/Y5PvWJgX/zW9/i++9eTKrJPeBdGPqBHAvjkIh9Yv30itAs1HswWJBNKUj+kGMCiNjYrkwODUIhDwOC9s5KeQXqKW3ofTFXICaLKrsQp9k3FpSxR4itsbeNvebMm9LfphCl6PUj1u9CMIAp6jecPcsM3hVmnWPWemah4+xoxsnRnNXCs+w8R8s5R8uO1bJlPu/oGtEgTJdpmkJonLYCXnkHgtJpi+JdTHqEkvE0KvNJOiGQEJDQUkKgeKdlelavQEmJcRgoAj40pOI1IsvK1RAcTVNZlXZSsh9JqmCncgvqoqAeiPZ5mNFoUZwjYdOUCsIlJe1cPnvMfLWinc04vX+f2cEBV+cXjDEzmy/ZXZ5zc/4QL5H3fERukoKZo3EipZGbm8h2t8X7wLybMesa5ouZpRJ5XJgxO7xjngs1ISlDiqyfPObi9TdURjxo1Jm0EMSxSQORDa4YiaseKNM051ZexTSTrkwOqwCLVUUFq6TSNL3BGRPVDhyy0xFh1Ap22G5ZX99ws+l5dj1wvnEM/WB24qZAxdGKZ942jHFkjHpo+rZVBWOKzOct06ck43uct3/w9uHYBNj70+3ddzTEwZuxZ5YKcBgP5Nbu7uoFbJ+XouQyzZu905NfNwFtBfLUQOiO6il7fkoFoqaFkfEUZo1wuOooKTObNXSNkmJODjvuHnfMZ4HZLLCcebpOFXZeHI3TyiA0oqYzYtoAUQIM5nzkqsmq9eRFhDyFrCqohlUoXgw09N7MWT3FOQ2jcI7tOKhMuJmRx5HtYB50KePEsZh1ZjKitFPlL7j9Jila+UyjzInIs68b9HmpxBuKJnQVTUkS9PU4nyf8pt9tlO7cZLrZjOeee059DPsNF4/eQWKvmQC20Y9xtOnMvpTNauAHLpNHFUWlceDmOnN0uGTe6ZgxxUg7X+GaubaXIrqxjgNvfOvb5L5HmjmSlY9CUY7lOI4M2RnDwIBqO+en3cnaOcEr26/YWW6nLhKmVCApJt5O2ubGpMlUu03Per3jYj1wdbPh4nLLer1jHHesh8yQWlLp6JMnFkd2alYizhO8clya4JFSWF/f4JyqRGPqiU/VPVnQzyIVDVD5oWvv/5MV/Ge8OSe03Yxq1eWdpx8GKMYKk/2JPJXxXqaeoBbpRaqLi65mqaWTlf/VwkzqKW+VwWQbVqzfMkClOM0+QJQX/8XPfoKPvjDj6tljmuCZh4ajgxnLpWM+rxMJpbgKieCFEke8eMs2VENV5732uBZc4pqANGq5Jc6rNkLUUENfv57IyU4dqC+9bmJq3slQ2O16njx7Rh8j959/Dj/rILTsdrvJkMKHBlxjrERbVBZQMsl1DU3H3uHbhihgCIDYxlWfkBUMDkX+CgW8lcNFadApZYa8Zbfbcnx4yNDfcPXsGlKvQGrWDMgqHMuSdXMrtS0sUPIEIjofFKSjEIeR7B1N1ygQZlMAEXseqdBfXfLOa9+ldYqVTBoTOxJyTvRlMAhXr6xcdPqghaozklJRroH9lJOKM+nCpzjimBmGyM1mw2aTeHa55fK65+I6st4mdn3ScJ1cyCUg0pGz+lpAA9KRiyPZ/ZVSx7IKcgfvkZyIw0Bo1ES18YH5Ys52O9A0Ae/MduQDoj8+FJtAwVHCzE5pvfjr6quTaieV88ckHa7x1rU03Xvo1cUywYWTccetgoFaWohMQzBT1FuLYTJPBZR0/tyEjsOFklcOFi2LpaObB3wo6pXvGhwwDCNj1HFjMh8C7wPtrCM0GtjhbO4v3uHboOCWBFXG2SvXJ2o2aEUmxyMmcw1BUuHm+przp+eEruXe/RdoljOS0w2wEcE3rcaijdGIVypXLhRa4wSIVSLUTVT0cWQiGe/f53q6cuuUFqvClE5rhJ4YEQ8iempVjYUXePbkIb4kGHcqpim36NzJnKVFo9JKUWWkmIhMjVwTuYw47wiNJziYd4157ZuAKEdLEoWSEhfvvkvc7pjPA1mE4rAMwFrbpP2i13dXqw/jdghKJpOieGxJhRgLQ58ZhkTfR66vtmy3RRf7TuXTm1GVffrHkYvHue49WINeqYUmjYZNjqQi5KwtoqDhu2p9l+yx1TzHi1dNSwisliuC72mbRoVcCOOtz+kHbx+KTQDnoVsiOIoTNVkY9ALwzsifITCMya65YsSJSmCpZox/suTR69n6a1Uf7YUptwCcYrTj7KzUndoJMRTd8c3X3mW+ynzmY3doZWDRaE8d2kDX6i7sfIMTT9tlBuMFeCc0TcNsOdfF7vKkjHQ26kleNJOAQE4gWRd8v9upxdXFNeNuUA+/ITKOiV1UUdKibbl++ozD5YrZ/Xu4o5H2cMUQ6hLeKxbHQZOaq69CY3HmmhMglCR6upr/Sq1rpZbE+q5C7TKtb6/TFq2aZe/36B1j7BG0hFVPyEwZo7ZgeSQ4geKNc7/PgqxkrJyiOS+Vyc5d06YhNO2+fRxHhmFUW7dgi9fIX4VMziPrq0u6EGhmM9r5DBcCKSc7AjypKAkpFUfMYm7TMA6RcSzc3Fyz3Qzc3GzZrkfGPrHdJfpBSCVouZ8bxuiIqWEsDWNeKCogWnE50faBVEAa9ttNMvDPgQRy8RTLbnQGyGq1pZ+DOjkX+l4VtLnA0A/EOOJDw2oxpwuJEOUDHAZ/xE1ARI6B/x34Mf3Y+e+AbwL/CPgY8Brwt0op5/bzfwf4BZQD87dLKf/yg+/f4dtD6+eVJ1DcGge0IVikN++x4JKKWtvXehHW8k3/YRKRlj2ecPvwmqASu3idPYawL3ursq6IsBkyf/j1dzk7PeRTHz+jiTd0IRDahrZrlfbqlS8vwRNyYtj1BNfQti2zxdLu001PIo2ZYWOhlusdadtz+egpadtDGvEp07iAGzOL0NDlQhkiwxBZeCUANc3ASWpwFzvy9l3eevqMj//FL9GdHOoJYy7EwQlBPH0RNusbhj6SxsTV1Q3r9ZZhgMvrLSllZouOP/+TP8bZ2QGavmiAazGQUkydZ+VpJVBNG4XhO16CjlJzMUagQEqMaTSTUM0DpG4yZseW8y2gFzdhEQi4EGgatTUvQAgNIp62bdQodtfTzMy8YxoP6v8fHh/QzDp8CHo/s4627RDnGGNhdznw/csNz85Hrq/XnF9csu0j/c6zGyAmh9AAnlIaCoHiZhTXUGPgS3YUA/x0c0kT0pmBahtUy3qKbql7byelwVOCBr8y6mcgbmo/6hh7TIlSRJOhvFcgmMLRfGHXvmId4YdzhX7kSuB/Bf5FKeU/F5EWWAD/E/BrpZRfEZFfBn4Z+CUR+RzwXwKfRwNJ/7WIfKp8YB6hA9fpBesChYiIzjlLGtnlrGVdlmlRaxlfF6qd6NRTqKLp2Ilil1Od3Veklrob7H+mVgbTPdtF5I0TsN04fusrr3F69hk+cjonlKyKQ7SPE++gEQiBkDtatyKOhd0u8+z8it3Nmt3Nlu12gwwjfrujDAMOx7JpWQXP3ZRpgwpwlGraUBqhHzds+w3ExOFiroKrPDCOiZttj+uWHJ6ecvfllwjtgu3lhu3lmu2m5/r6nPXuirab4ZuOfuhJMdG1M7a7ns22Z7st9LvExcU15xcXPHn8kL/2H/+HPPjo88SiDE5X9DIsBqTWTaAyGytZZnpfi9O8w6Ruw7lEht1Ge3VqtaGfZSNq0lFR7ZwSMQ5IFLqu075XxFJ5nbkaTQ+Ftk0w5pHQdkywPUb3LpnZ0YrVnWNK3+ObBjFTkIJHfObbX3udf/qbr5Nzywv373L3/j3aruPhbkMUxyAOsvbnOYmCyFSzG6Do4ZSLWYzdDr21ijQnjZYvxjsRA6BTwaZjhWI4QBVB5awWfPW6RtS9umkbtY0TwXnddDQDQmjaRivNMjFV3vf2o6QSHwJ/CfhvbVEMwCAiPw/8nP3Y3wf+DfBLwM8D/7CU0gPfE5FX0Sjz3/yABwHfWMmpSHOZetT9xXXbN7/GVE/23NbH1mRWJzIZU5Rat/Le6mG6gPevdXpKe4HPe0GxInB+1fPrv/Eqf/Ov/Tini4wkcNLiciDvCpvtlvXVUy4v1mw2W8ow0BYh96PSZIPgW8/hckm3OEAWhaZkZLdmlnvmTUv0jqFktrvM1fqG3dAzbx3LtqWZNQwlcZNHpPM0yzOa55ZcjI7vjYknX/ka/b+7ZtkIrt+Rc+T+g7t88vMvc/f55zm5c49u1qlYKkc2mxtuNmvwgcODE3bbkWdPL/naH3+TL//6b/Pxdz/Cj3/x8zRtQ8LsyCbgzNoB7/abbK28slJ3wU3WcDkqp92lOFUXxbwQqAvcTEwlKM25RsNXMxYfLI5ekcmpnfNtYwSjcRrz6hPUE1G9/h1nz93nyVtvIV5B2aZpFIgtwmp5xnP3G+7ef8DHXrzLYjHn4bM155tzLi97xqT4UUHAy4RH6X5jkyywDVJPfCW47VOtCpXxatcg6mDVuCqD09612O8hWeXVMOU0hpCYzzsODhZ4l5gGu1JVqpHdbqc6F+c/QDnwo1UCLwOPgf9DRL4AfAX4H4H7pZR3bMG8IyL37OcfAF++9ftv2vfecxORXwR+EaBrZ2qikFHtOB7nQu2EDCShHhCE4CcZL/ZPFQysi96LTBhXznvZr+YE3D6t7D5szFXH4XrBGUf7FjNJqzrPu+/u+Le/8U3+6s9+irkrPHryhPWzC/qrNQ2BZWhpgJnLzE6OOD495eDwiG65wM9bZXg5D0VYb7fkvmf36G22l0/ZDIlh6NmmROrmsDpglzvcsiU0DXk25+DOCadHS7qTQ7716tv86v/5Wzy53rHLHnxg5hLHLXzyE3f5yZ/5MV5+5SMcnawoztE2rb5nWeO+j487Do87Uyj2uCbRrVac3Pspvvx/zfj93/4Dbp5d8cUvfYHl2SFZktGKxRygdZKSC1CKeT/ae2ignG4ODkeYZvYajZbJ/v9p79xiLTuO8/xV91pr385lrqSGGoqUL5BFCYpEKHYU2Ypj2bJkGAHyYMAPAYLAeTOMBHkILBgIkAcDSR6M5CmAkAQIEDuB4cSx4zwogp1EtmDQkSWRpkyOSVGc8CJyyOHMuezLWqu7Kw/Vvfae4ZChIs6cQWYXcHDO2efsvWrv1V1d9VfVXza1iGSNWMVDMNZlS7Vu0pUTgoHH2a22CkczDrFvB0yh73qqUcRVa8+ki4HR3g6jgykhBmpdby4i1PWY6UxwvmbVBmJasTjuicmawRKJlME8xA2s1ptzBDIjOrmokgxto5kyf32okT3QdR0IkMem58+gsrStDZJJ2VM1fZ1XqioHEAlGozGrlbE/hT4yny/p+0CqGepvbiXvxAhUwKPAL6nqYyLyLzDX/63kVlfTNz2g+gXgCwC7s311eJLk+A/NwFkuIDKvC01iIBIMhUKAofilKKCY5pRdyrTZ7KPrmoKMsuLyaDA178LnvnD7Lx2IS8qzDLdQQhSevXyNUzsv8cEHz9K8Puf+XmmacUbHE6NT+0wefh9y9ixHXcdh3/Hqd15itYrMF3P2dyY0lTCejZiMZ8ze+wDj95zj8re+zf7F93LhvnO8dvUaywTve/gip8/v0TQerTLpiCi9CFdXx/QpkCqP6w3cWobE6VN7fOqn/xrve98elQ+kcEyKynKp+NpGaZEXa8yc9iIViLVwk8bENiIr5dVnX+Kxqwc8/MHv5/zD72G8u4M0NYFsUK2k0qjHso8raY0TFBsu2AJOkJmRM9NzjNS1ZUYGktic2rX/tcrG9aBYJYWEBhur7iqXOwQtM1PVxgVZhchoVGDMzPbshMnuDscHB8QQ6PuAUwsLwIqeugjLTglRWbaBGPshVCxep83GTEM1JwPWbO+4lBEbuUxhCUr5cJLh8zJSG4OfjashT9tOeU16Kym2a2RsxYNqJKaepnL0bbLMRYKmrlitltgMy4jWt9iAN23w/5u8CLyoqo/l338LMwKvisiF7AVcAK5s/P+DG8+/CLz8dhcobpQd+HYCO1chzk6BQIQ8e6DQc5vlzO4o5E2/xgSGTTtcY/23MqHHGextY75lzThUmGuKqza4uJjX4cWm8/bB82dPvcxeU/Pxi6dJV16i7gNBK9zIEcKSl198kcvPPMvs1CkeOLfPxfMz9nZGuOp+HMZYK42n3tsz4C0mpg+dw02mMKqpwgWaZpr5EgO9RnOBdR32jJqGc7s7LNojwsgA/TgPtMEapFLqifQUdmLnxJp3dM1KFDO7saNBI3RHK5556jkufe0JdquKetVx/OJVvvby6zzwgYf4wMcfYXpmj1T7dd1FYcBxpbR27doaSZORiEjlqWRECkZHbtwuBgqmPljxVPnMc428FK6GggUpkCJJExrVQD1XAGJr3Q4h0K5a6lGfWZ6zERGo6orZbIbU3g6UvBm9q2hXiWWYszxucZIIuU251E1YbG+EssU7UbU+AfI6lrJZncvr2cB9G1tfOmVlsIzOW5uPF2ufFtvvIEJKIR96hQjH+DVD7IxpKhn5bNt2TCcznDPy1jL0xmpXvgdPQFVfEZEXROQDqnoJ+DTw5/nrbwP/JH//nfyU3wV+Q0R+DQMGfxD4k7e9hpQ6/YH/xwgY6wqXBJ8st0pOA4rYJhhOhbwwSslHmft2i/diuWPIrcH2T+a2Gc1zwQDWeIHc4NtYvGXsQUkjR53y5ccvM53+AA9dOEW7WtL4GckDTcNkPOOTD3yQvd0JaXUdH+d4loQ+mouYQLxnkjziKoITxrs1bUbOm2ljfAGFzTPHnC7Hz4riYqBKkbGvOVwExjszYhPolyu+8uXH+MiHHuLC/fvs7k9wtbeiqLgGVTXa5tMoHB1d59qV6zz31GUOXl9ypvFojLRpRUyR1Srw3BOXuH71NT7+Uz9KfXoHl3kIVZO18yZnRjkTZkpuq9YY0NghLtDUxgIdHWimT0cEb+WgOb1o7d5DmUJO7axdZU+Ft7HvWFbBVxYyiRNiCqS4IoYW8VMQI+h0TpDRmKRWBCYu40c4qGoinuAqkm+oa0Giw2tAtSV75AyDa7nxlLWDJifkfPaB8sFFSoNHUkrYveT3IskafVRt2rHPuEcGraNaj0LE2tWTJjRB0zScPnOa+cERfdsznowtZEzXSerz0BrBaf+W+++dZgd+Cfj1nBl4Dvg72K35TRH5BeB/Az+XN8k3ReQ3MSMRgF98+8xAtnjlzlpohviKejxB4srGbbvM+BPJ3gDrCTgZLS4c85sIarkxw1eOuzb9BFfiWcgNQdk4pJxjTje9Dvl/8ty/RYj8wePP89c/9WEevHgfeM9oNKIZQVWP0BrmuqBpErWrqZKjqiPdakUKPSyhd45md9faYKuKGJXlckHlHKNqhM+c/3LDGwRNkRR7vCp1TPTHLat5z960Yjqq+PaTL/DS05c5fWrK933/A5w9d4rS1FyeH9oOSUq36Dm8dsDqeMXRG3MaN6ZfLPCNcHrWUFWjfHGh63q6g2PcqCEVhDy/pqgh+9r3pNgjmuiXK9rFMXXjOXvuFI0zZD6JJ7oKjdbJSMZr7EQ3qjWSVVlWlXmHmtY4TUwGoNV1zXhin1PV1IbaZ3c5aQ/kBidf4aVB60hcmitfPI2qrqkbR99HtBGWfaBHIDn6YLoIpSfJRsGTwT0jvXXDMN2CS2iKFEDLwi0LPyvvrfKwYAT5fZTZkWkDYFWxtSgph69VRUoro9N3FWdOnSKsVvSrFc5BM6qtD6FP9NGxWkaC/94wAVT1G8DHb/GnT7/F//8q8Kvv5LWBYfNDBlUwI4Crs+ulQ5gguVzY8sgGmgwWOYMmLqP4N7iPg3LFp0sDbVnWObuv5dgpNfUFHDRcogAzaeMGonB4EPnDrzzDZz77Me6/ryF5R6wcNGIxvANHQy8VHk/SJVGS8RWERNsds1wEmr193M6I2WTKeOyMYDUEumVL0zS4yueTRawDMhsqSZFp5Rk5oVOH9JGdesaFM1OEHpcSr12+wtVvv0zoOro+0vfBagd8RmLakBe3p1IY10KzOyamlrFXZtMK76yIaRUV6VrCYjmg3CEG+q4l9pHQ9Sznc2KIjOtdNC3Zm3nOndphd9pYe3OKqCQrr84dmwmrZCybSzLKXhDvyrnhnkY1otUqz2VwzlNVxktJJnlJKdpG1AjiwXm8H0HKRkcqVMRqDSpPVRnWFHpjGA7JGozarniJlt4zwk+xtPUNMy8EJLc85pHwIoZDOMi9MEDuryhcqev1L4h6G9mW/5hiGsbLoYahhBRtvkMINHVF09T0/ZLZ9ByjyZh21bFcdbS9p8eYnN9K7o6KQUqCY8O1cjVSjUl52gywAaCsa7jBXCqwfH1hl93kHBz6yc2Ps6BhsDul5ZNcIlwaBMuHVijONjIHaI75yNcyuXZwxJf/6Jt87mc/xmji8bUVpXhvcWeIRvfk6oooESb7VFO7VuUbfN3gJ1MYT9CmsZp4ZxwAbddxdHjIfLm0clBfD3F3zCQmrvI0jSP1iVFdsZjPmTeRSa3UXogrGzEuwLiqmI1H1vEmEENAvcd7MwqGXAdSDFQ+fz4KpIAjUftE37d0iw66QIzKwdGKa9cOiX1iuWiZzxccHS9YzHtO7ws//mOPsFrO0bSgqWt29/aIjafre5Ik0EzZlk8CC9FsUZTNEjN2UEqWq6qidOjZJsxpZVVLXWLdjIUditzbv1gsiSGA97nRydIS0SeiT/QkfLIyproa0ZDou964E6JNB0qbWaayelU3slGDiztkU6wHrIwaW3ckGuaU39uQerXXdNkIxpgImghOoTbw+Xi+5HixoG1Xueozcu2NN+gz0Swu9z68DTR4VxiBwY3MiKnhJR5XT0m+AdfmzZtR+uySl1h+s4ZANJcQq7IZ2xcpG389Utxe05cPHJfTOsXYkF3/bKAGb0Bu8CKSBlwUvvPiG3z595/kM595lNHYWwWkkucXOnb2TjOZzfBYXtpqD9TcVlEidlqV7Ag4UhKaZszZs2O6dsXx8REabVGnZMNQQ4x0XWTsBc0Muikp33nliAfv22PaJMYO/Kghpsju7tQWfcjcCU2Nl8bc2DwfoaryMI8SWmWMxDmHY8T8SLl2cMj82jGvXT3gtavHHB3OB77ImIdrSBJG05GVRavSHa84Wr7B0dXrnLlwH7O9HUIKdKuOuEk9LhUgA1FHGSo7GPXiBaEDiGyTnYwmra5s2jIR46VwjqaqkRBYHh2R+h5XNwONmzhHLSChQ+nR2rIf7dIKq0K0xiZRP+ACw/oSsgGzD2tzfQxAZl7rMUYSYqxKOVcoNwSokpmpM/CoZKNi8zN7AkESXWuG+8LFBzk8OECTEFaJ+XxJ6BVVl3Gjotet5a4wAsCNicWM1ks1wdUTQnuAxjySObFhPQsAnbkFFGTo/eLGzT+gtmtA0LtyozYLj9bgYDE6modhDFWFJYWVU5NGd55veBIuPX2F2d4lPv2TH6bylbESlXZEV+EmM5tEY4GfGTIHogmXJIOhCTCAKGigi8GQ5XwKRtLArdd2mRGYxMgLUmMovHNW3NNHTp+d0rBEgRCFSns0WTmp5hi/SAAADANJREFUL510mpudkkfRwvdpfJ35pFQSKSS6mPjjP3qC1zuHRkefjABWU7REl+bvIUIPzu0yahq8BKJ6Rs0OMSbeeO06q1XPzv6M2c4OMQld1+WRcfk+VBWkPAQmxqEeoeSGLHxI9KG3OQshUDkDNFMyFiCpAs7FbJSV0K5weV6FUzMSlQr371Z85OKMv3hlxWIRaXEkGlRt8I2thUSmtrzpkCnrSYb1lDYPo421pNnD3KiGpjRmDZCTkuPjlMuJc9gk3tqicezt7THZ26GZTGhXkWtvHLDqe9NPqvw1AEm3lLvHCJAJGEoaUBSlJkljlWFS/u4G1LS4OFZPYAYgP5I9irWHIYjVpZd242xEqlzSWe5jKWQpZaDrysHNUuN1sUd5jkMQF7NhqvjaV59jOqn5sU/+EJNJpPENztXEVUfsLGUVY7ATLiYkdMS+JQXjP2yXS8TBaGdGdJ5VsGEiVgCac/Ga0GCUBKLWgegk0NQeL0rTeEIvTCcNtVNcHsU+8hXNxkRh54QYQzam5qKWgSVO/NC7YXlvrIdfKq7Pe64cKSnZaS055SiS/ahyEgbw0uBdTUiBkOnjSn/4cr5iuVyxf3qfnf099vd36WNgsVwa47TaKHSx/Cwp5m7K7LEVPKjveuqmHpb78dEhVdtRjzoQj69qm5zcKYvjA6ajkQF5zqjeY+g5vx/5m5++n6dfjPz2/3ieo+WM4J1NLCKX/aaY14tbr68hNZ29w5QRfApWsDYWRmpbWJsZPKyU7L5KnrK0ZoDOIQRQVRV17XHaWymxs0IqY7f2zBdLupQGENJJZV5NyaTdQu4KI1AqBCz4w1o/DR3EVWOSb9CQhlDBRoIHu4GlVkA3QXPLL7uNTapJB7bZPHgo03krG+uVEm4UZBZu9CgG8NFtunvly2fjoST1/PFXnmXcjPiRv/wgvglI5QjLBfPX1MaO53LRGAPad5n7MF8oQUqOxdGSJEJyFZn6JLMDK6I9qU+QrN0UB7OpJ3QRp8J4XNFJj8/GyXsbt1ZXo0Hv0qknti5zKCAF/LCTPVkHYgg9bdvmYhnh4DBwuMTicBSfeRxtorwMn6mKR6qaummo6DPinTMIYhurEs9y0bJaXaEZN5w+e5qd2YyoSrtaEfreakl8WS9iZcl5M5a2Y7v3MhDE6GpF6AJxPCY0I9rVivbokL3dGeKEPnWI1jix9u3V/IBpSvzVH7rIE0/NePlbkUTA5zJ2S3QpzksGmTdDz/U6Kh2VhvinGzNUdh4NG9v2QN7sN4HVUryLbBQMv+mhUnxVcf3qIQevX0UIuEqJ0cJIG3FvZLhele4tRpDBXWIEyultfe4b7LDO4ZoJUk+gD5mswYZxFptbTqjB3ck1B24DX3D5w3XODdaiuF+gdoq69c1ksPhvtp5Dy+yGrG+sYKU3AcQTes8f/s8/Z9bUfOSRB5jUK4vjl2bA1G08P/8SJGY75lE1kM+cx84WjWB9FdiYtRgTxJZRbc05zlvhiEs2L7FuIk6DlWL7NWW6jfUyQ5QK+JkXuCobY9YUNJKi4SZ1ZcxHq17oeuiTlWdbaft6HHYBxlIybKALueLeWaOLXVtBCvWXR6MQQz/MhBxPJ0xmM3anO4TQmTEIYch9W67cwN5Avr/l5uaCo0rglZdfQEWZzKZMR56eyKn93dy2XhE0mv7qcVQsF3PG4yXn9zzOBYzyTYbNDOvQcXPQ58CFsF4YWRU3rBkbJmsGwJWzLq93sW0weA1lIGlKmj0WW8u+gKQxsZivmB8c5zkbjhCEkIzQrOA4lhm5yz0BGHATE8HoxDw2OrqZkFadTWt1OiDalNjQFeCldBLqcLOqUgVYZcNQYOZitgsqmy9s7vwa+NvMLNhTdOPp6+sMlr2cBESch+N55L9+8QlCFB790HuodWm4QOXzmb5uiiot0fYmzJ1Lmkku1IqDkkKKkcUisGgjq9WSw4NjprUiSeiijc3anzWoOhYdNL6QeZSNmYeqbKahUsqYp1q9eQbKvHfDxKOqqnBJEVfTthWhVCBipbFkVDyVwiY1rCSJMJ8vODw4ZH9qnI6u9gbCJvu0crYN8DiBvg2kuGB+tKBpGvb2dhiPG2J0tG2f721l64REVZXNBsiagxGXOH//GUR7Ftev0NQVk5FD/cjCGzVC775tjW4+LUhVIPmWB+6f0siCNpmVM4R+XfJi8f3mCe+GDVwwqLhhOIbnbWar8l0xhzS+KXIvmNfQqSkWTmim3V92HZcvv0RTwXKlzOcdfUq0wdKKrhwIpYDpFnLXGAEgAyL5BHdGK4X3+LrB+QoXPSopo7LFCmx0Bm647+u4SmyKS45xS8XhMJZ8sD6bLr/hArABBmYs4OaswHoB5PBBPdZrHogkaCquLSP/5UuPc+bUlB/+S/cBuSAo02jNj45IIVgaKXedhLCi61oOjwPXDpYczOG16x0vvXrIQdtz9WjF0SLiU8tHL4z50PkdPC3X31hx+oynDQtqMWaZqip5bItT8XLjYsZc6b4PrJYtqBGLIBCd8e6JeEQi0+mM+bzl8itHtH3GQpKBlBZyKeKNrdg78zxiUEJItKuWFTa7r64kA6suhxuS+VszAJkwL0iEZb8kdC2znTFV5WmqihB02GC+rgiam4ucI7YdTmA8rqm84mSEw+HiytJsmXlX+5jxj8Th9UN2ZrvsT3YZTRR1iYoEfQDfWwFkXGcnNLdHl6EezrkbNnspMy/ew6aXUJb4cOKX8GVAAze9Bx0O9JgSfegY1eDrCu+UkBLXrx0yahoWi8jxvCMJhISFjyW78Hbb7mbX9iRERI4wkpKTlnPA6yetBFs9bpatHjfK/6seD6nq+ZsfvFs8gUuqequKxDsqIvLVrR5bPe41Pd6GdGgrW9nKvSBbI7CVrdzjcrcYgS+ctAJZtnrcKFs9bpT/L/W4K4DBrWxlKycnd4snsJWtbOWE5MSNgIh8VkQuicizYtTlt/Na/0ZErojIkxuPnRGRL4nIM/n76Y2/fT7rdUlEfvpd1ONBEfnvIvKUiHxTRP7eSegiImMR+RMReTzr8Y9PQo/8ul5Evi4iv3dSOuTXfl5E/kxEviEiXz0pXUTklIj8log8ndfJJ26bHqVg4SS+AA98C2M0boDHgUdu4/U+hZGmPrnx2D8Dfjn//MvAP80/P5L1GQHvz3r6d0mPC8Cj+edd4C/y9e6oLlgF1E7+uQYeA/7KCX0m/wD4DeD3Tuq+5Nd/Hjh302Mn8Xn8W+Dv5p8b4NTt0uO2bLbv4o1+Avjixu+fBz5/m6/58E1G4BJwIf98AatZeJMuwBeBT9wmnX4H+KmT1AUbKPM14EfutB4YGe3vAz+xYQRO5LN4CyNwpz+PPeDbZMzudutx0uHAe4EXNn6/5YyC2yw3zE8ANucn3HbdRORh4GPYKXzHdclu+DcwtugvqbFK32k9/jnwD7mxuvWk7osC/01E/lRsNsZJ6LI56+PrIvKvRGR2u/Q4aSNwc78E3NRLdIJy23UTkR3gPwJ/X1UPT0IXVY2q+lHsNP5hEfnwndRDRH4WuKKqf/pOn/Ju63CTfFJVHwU+B/yiiHzqBHQpsz7+pap+DJjzLsz6eCs5aSPwXc8ouA3yqtjcBOR7nJ/w3YiI1JgB+HVV/U8nqQuAql7HRsl99g7r8Ungb4jI88B/AH5CRP7dHdZhEFV9OX+/Avw2NkLvTutyq1kfj94uPU7aCPwv4AdF5P1idOY/j80tuJPyu9jcBHjz/ISfF5GRiLyfdzA/4Z2KWLvZvwaeUtVfOyldROS82MRpRGQC/CTw9J3UQ1U/r6oXVfVh7P7/gar+rTupQxERmYnIbvkZ+Azw5J3WRVVfAV4QkQ/kh8qsj9ujx7sFqHwPIMjPYOj4t4Bfuc3X+vfAd4Aes56/AJzFQKln8vczG///K1mvS8Dn3kU9fhRz154AvpG/fuZO6wJ8BPh61uNJ4B/lx+/4Z5Jf+8dZA4MncV++D0PZHwe+WdbjCenyUeCr+d78Z+D07dJjWzG4la3c43LS4cBWtrKVE5atEdjKVu5x2RqBrWzlHpetEdjKVu5x2RqBrWzlHpetEdjKVu5x2RqBrWzlHpetEdjKVu5x+T+A4Ehfs86Q0AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "import matplotlib.pyplot as plt\n", "\n", "face_cascade = cv2.CascadeClassifier()\n", "eyes_cascade = cv2.CascadeClassifier()\n", "face_cascade.load('haarcascade_frontalface_alt.xml')\n", "eyes_cascade.load('haarcascade_eye.xml')\n", "\n", "\n", "image = cv2.imread('images/akhavan.jpg')\n", "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", "gray = cv2.equalizeHist(gray)\n", "\n", "faces = face_cascade.detectMultiScale(gray)\n", "\n", "for (x,y,w,h) in faces:\n", " cv2.rectangle(image, (x,y), (x+w,y+h), (0,255,255), 3)\n", " roi_gray = gray[y:y+h, x:x+w]\n", " eyes = eyes_cascade.detectMultiScale(roi_gray)\n", " for (ex,ey,ew,eh) in eyes:\n", " cv2.rectangle(image,(x+ex,y+ey),(x+ex+ew,y+ey+eh),(0,255,0),2)\n", " \n", "plt.imshow(image[...,::-1]);" ] }, { "cell_type": "markdown", "id": "89e34d58-b4d4-4588-9fbc-704707966ef2", "metadata": {}, "source": [ "###
نمایش چهره در تصویر وبکم
" ] }, { "cell_type": "code", "execution_count": 3, "id": "95d785ee-df41-474b-9958-44bccbddfb3c", "metadata": {}, "outputs": [], "source": [ "import cv2\n", "\n", "face_cascade = cv2.CascadeClassifier()\n", "eyes_cascade = cv2.CascadeClassifier()\n", "face_cascade.load('haarcascade_frontalface_alt.xml')\n", "eyes_cascade.load('haarcascade_eye.xml')\n", "\n", "def detectAndDisplay(frame):\n", " frame_gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n", " frame_gray = cv2.equalizeHist(frame_gray)\n", " faces = face_cascade.detectMultiScale(frame_gray)\n", " for (x,y,w,h) in faces:\n", " center = (x + w//2, y + h//2)\n", " frame = cv2.ellipse(frame, center, (w//2, h//2), 0, 0, 360, (255, 0, 255), 4)\n", " faceROI = frame_gray[y:y+h,x:x+w]\n", " #-- In each face, detect eyes\n", " eyes = eyes_cascade.detectMultiScale(faceROI)\n", " for (x2,y2,w2,h2) in eyes:\n", " eye_center = (x + x2 + w2//2, y + y2 + h2//2)\n", " radius = int(round((w2 + h2)*0.25))\n", " frame = cv2.circle(frame, eye_center, radius, (255, 0, 0 ), 4)\n", " cv2.imshow('Face detection', frame)\n", "\n", " \n", " \n", "cap = cv2.VideoCapture(0)\n", "if not cap.isOpened:\n", " print('--(!)Error opening video capture')\n", " exit(0)\n", "while True:\n", " ret, frame = cap.read()\n", " if frame is None:\n", " print('--(!) No captured frame -- Break!')\n", " break\n", " detectAndDisplay(frame)\n", " if cv2.waitKey(1) == 27:\n", " break\n", "cap.release()\n", "cv2.destroyAllWindows() " ] }, { "cell_type": "markdown", "id": "07b2491c-4658-4d49-8178-13bc07b0b3ea", "metadata": {}, "source": [ "
همچنین برای آموزش روی داده دلخواهتان می‌توانید لینک زیر را مطالعه فرمایید:
\n", "\n", "[Cascade Classifier Training](https://docs.opencv.org/4.x/dc/d88/tutorial_traincascade.html)" ] }, { "cell_type": "markdown", "id": "d1773023-bada-4c79-bcbc-7696ee1852f9", "metadata": {}, "source": [ "https://docs.opencv.org/4.x/db/d28/tutorial_cascade_classifier.html" ] } ], "metadata": { "kernelspec": { "display_name": "vision-class", "language": "python", "name": "tensorflow_25" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }