From cdbd6dc4be0665329f2c3f6c0eee00f22965890d Mon Sep 17 00:00:00 2001 From: Philipp Horstenkamp Date: Sun, 26 Feb 2023 16:06:12 +0100 Subject: [PATCH] Fixed the order player play the game --- main.ipynb | 687 +++++++++-------------------------------------------- 1 file changed, 118 insertions(+), 569 deletions(-) diff --git a/main.ipynb b/main.ipynb index c0b88b3..d5aa880 100644 --- a/main.ipynb +++ b/main.ipynb @@ -355,7 +355,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -392,9 +392,9 @@ " if action is not None:\n", " ax.scatter(action[0], action[1], s=350 if plot_all else 200, c=\"red\")\n", " for x_pos, y_pos in itertools.product(range(BOARD_SIZE), range(BOARD_SIZE)):\n", - " if board[x_pos, y_pos] == PLAYER:\n", + " if board[x_pos, y_pos] == ENEMY:\n", " color = \"white\"\n", - " elif board[x_pos, y_pos] == ENEMY:\n", + " elif board[x_pos, y_pos] == PLAYER:\n", " color = \"black\"\n", " else:\n", " continue\n", @@ -500,12 +500,16 @@ "outputs": [], "source": [ "def hash_board(board: np.ndarray) -> int:\n", - " assert board.shape == (8,8) or board.shape == (64,)\n", + " assert board.shape == (8, 8) or board.shape == (64,)\n", " return hash(tuple(board.reshape(-1)))\n", "\n", + "\n", "def count_unique_baords(boards: np.ndarray) -> int:\n", - " return np.unique(np.apply_along_axis(hash_board, axis=1, arr=boards.reshape(-1, 64))).size\n", - " \n", + " return np.unique(\n", + " np.apply_along_axis(hash_board, axis=1, arr=boards.reshape(-1, 64))\n", + " ).size\n", + "\n", + "\n", "a = count_unique_baords(np.random.randint(-1, 2, size=(10000, 8, 8)))" ] }, @@ -564,8 +568,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "10 ms ± 617 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", - "948 ms ± 47.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "31 ms ± 10.3 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", + "2.93 s ± 428 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] }, { @@ -790,9 +794,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "207 µs ± 1.35 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", - "35.5 µs ± 316 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n", - "37.6 µs ± 270 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "771 µs ± 215 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n", + "69 µs ± 21.7 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n", + "68.6 µs ± 16.5 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] } ], @@ -882,12 +886,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "101 ms ± 4.05 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "288 ms ± 90.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -954,7 +958,7 @@ " raise InvalidTurn(\"An action should be taken. A turn is possible.\")\n", " return\n", "\n", - " # noinspection PyTypeChecker \n", + " # noinspection PyTypeChecker\n", " if _board[tuple(move.tolist())] != 0:\n", " raise InvalidTurn(\"This turn is not possible.\")\n", "\n", @@ -1058,7 +1062,7 @@ " policies = self._internal_policy(boards)\n", " if self.epsilon < 1:\n", " random_choices = self.epsilon <= np.random.rand((boards.shape[0]))\n", - " policies[random_choices] = np.random.rand(np.sum(random_choices), 8 ,8)\n", + " policies[random_choices] = np.random.rand(np.sum(random_choices), 8, 8)\n", "\n", " # todo talk to team about backpropagation of score and epsilon for greedy factor\n", "\n", @@ -1184,13 +1188,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1.06 s ± 7.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", - "1.08 s ± 4.54 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "3.56 s ± 1.02 s per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "The slowest run took 6.39 times longer than the fastest. This could mean that an intermediate result is being cached.\n", + "7.69 s ± 4.77 s per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] }, { "data": { - "image/png": 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" ] @@ -1246,12 +1251,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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UhG6QkIGoJ1v/XbNkyRKsWbMGa9euRXZ2Nk6cOIETJ07gzJnIvsGJ+vZ0eR7cCsAjjwCOCP/T0+kEHn0UbmXuL1Irt66Bw4gsg9PhxMqtayKeTWRHOvRTRzfcDfNb9CIRhrl9KnSDhAxEVqVDRwGAtyJf6/aAjG6QkIHIqnTpJ0B/R0noBgkZiLqydTY+9thjaGpqwhVXXIGioqLOn/Xr18crX1raU5CBN4sGIbh+HXD0KBAI2NtBIAAcOYLgM+vxZtEg7Inibxw37HwR1Z/WIhgK2touGAri2CfH8dy7myOeTWRHOvRTRzfMAzAagNPm9s7PtpsLpEQ3SMhAZFU6dBQAuMtyYGS7ALu3qzMAI9sFd1lO1BkkdIOEDERWpUs/Afo7SkI3SMhA1JXtj+/19XP77bfHKV76unNmEULtfoRnzTJvem51YSoQAJqbEb76aoTa/bhzZlFUOdoCfnxtxXfR7G+1XFzBUBDN/lbctHwR2gKxuf8N0UDSpZ/unFkEj9PASzBvVm51Ycr52eNfBuBxGinRDRIyEFmVLh1luBzIvGGUeSNgq//RZwDwmNsZruhvRCyhGyRkILIqXfoJ0N9RErpBQgairmL0FQQUa4fzPLhjZhFQVYXwpZcCx4+bf9DfPaY6fn/8uPn4gwdxx8wiHI7iZqEdPvr4CK56aD5qG0+ao/r5DHLH72sbT+Kqh+bjUP3RqGcTUXcd3TABwFsAOm5D2l+Zd/x+5GePLwNSqhskZCCi7px5HmTNGwMjy9r36RhZLmTNGxPVDc57ktANEjIQUW+6O0pCN0jIQNQhom/fo8TYMCEHBhRWbPkIzvPL4bplPnDXXcC0ab0fvHs38OijCD6zHqF2P+64uhgbJkT/FvgOh+qP4pJfzMHNF8/G4hkLceGoyb0es7dmP1ZuXYPn3t3MFXSiODrbDSewN6SwAcAjAHb18dipMO8hNRfmO6S+N7Mo5bpBQgYi6s6Z50H2reMQqPLBX9mA8Kne151jmBfeinzz4zQxeIdUTxK6QUIGIupNd0dJ6AYJGYgALkqJ9+yEXOwcPgjLt9Rh+lNPIfD7p+CeeiEwcSKQkwP4fMCBAwjs2Q23ArYVD8JdV46NybsgemoL+LF2+/NYu/15VIwsR2nhWGRnZKK5rRUHTx5GZc2+mM8kor517Ybb685ggQG8p4ADAHwwP6o3EcAUw7yp+Z+LB+GuK2PzDqmeJHSDhAxE1J3hcsBTngdPeR5C9W0INbYD7WHA44AzzxPVt+xZJaEbJGQgot50d5SEbpCQgYiLUkngcJ4Hc24ejan1bViwrxGX1ezDpMrd8ISBdgewf4gX26bk4enyvKhuXGxHZc0+lhSRZr26oe4Mbv7U360bVhcNSrtukJCBiLpzFmQkZBHqXCR0g4QMRNSb7o6S0A0SMlB64qJUEtlTkIE9Bed1/rOhFJRh96sjiCjVsBuIiIiIiCgZ8UbnSYz/0UlEfWE3EBERERFRMuCiFBERERERERERJRwXpYiIiIiIiIiIKOEMpZRK5ECfz4fc3FxzeGbib2mlTgcBBcAAjMF6bqnFDMwgKYPu+QCgWoMAgKamJuTk5GjJAOjvJ0DI8eA5yQzM0D2DgI5iPzGDlPnMICwD+wmAkGPBDMwgZL6YDBb7SeuNzjtC6hmueT4zMIO0DLrnC6P9uZBwPHRn0D2fGZhBKO3Pg4RjwQz65zODrAxCaH8eJBwLZmAGKfOlZBiA1kUpvlOKGZhBfwbd8wGZRcm/6dOXQfd8ZmCGXhmEdRT7Kb0z6J7PDMIysJ8ACDkWzMAMQuaLyWCxn/QtSg12Iuf20oSP9T15EKo1CGOwS8t8ZmAGaRl0zweAptVVwOmQltl90tRPgIzjoTuD7vnMwAw9ieoo9lPaZ9A9nxlkZWA/mSQcC2ZgBinzpWSw2k+80TkRERERERERESUcF6WIiIiIiIiIiCjhuChFREREREREREQJp/VG58moYmQ5ygrHIisjEy1trag6eRiVNfsSmiFU34ZQQzsQCANuB5z5HjgLMtIuAxF1J+G6ZAYi6ouE65IZiKg/uq9N3fOlZKD0xEUpCzLcXsyddi0Wz1iIqSXn9/rzPdUfYOXWNdiw80W0BfxxyaCCYQSqfPBXNiB8qvcMxzAvvBX5cJflwHDF5w1wEjIQUXcSrktmIKK+SLgumYGI+qP72tQ9X0oGIi5KDWD88DHYuOQJlAwpRliF+3zMlBETsXzBA7hv9hLctHwRDtUfjWmGUGM7Wjcdg2ru/ysVw6f8OLPlBNp2nELmDaPgzPOkXAYi6k7CdckMRNQXCdclMxBRf3Rfm7rnS8lABPCeUuc0fvgYvHrPOhTnFcIwDDgdzj4f53Q4YRgGivMK8dq96zGuYHTMMoQa29Hy7BGolv7LoivVEkTLs0cQamxPqQxE1J2E65IZiKgvEq5LZiCi/ui+NnXPl5KBqIOtRanHHnsMFRUVyMnJQU5ODi6//HJs3rw5Xtm0ynB7sXHJE8j2ZsLltPaGMpfThWxvJp6/cxUy3N6oM6hgGK2bjgHtYUBZ3QhAu7mdCvb9zq5ky0BkRTr1k4TrkhmI7EmXjpJwXTIDkT3p0k+A/mtT93wpGYi6srUoNXLkSPzyl7/Ezp078c4772DmzJm48cYb8f7778crnzZzp12LkiHFlhekOricLowaOgI3Xzw76gyBKp/5dkqrZdFBAao5iECVLyUyEFmRTv0k4bpkBiJ70qWjJFyXzEBkT7r0E6D/2tQ9X0oGoq5sLUpdf/31uPbaa1FWVoYJEybggQceQFZWFrZt2xavfNosnrGw33tIDSQUDmHxjIVRZ/BXNmjdXkoGIivSqZ8kXJfMQGRPunSUhOuSGYjsSZd+AvRfm7q3l5KBqKuI7ykVCoWwbt06tLa24vLLL49lJu0qRpZjasn5/d5DaiBOhxMXjpqMipHlEWcI1bf1+Q0IdoRP+RGqb0vqDESRSOV+knBdMgNRdFK1oyRcl8xAFJ1U7SdA/7Wpe76UDEQ92f72vb179+Lyyy9HW1sbsrKysHHjRpx//vn9Pt7v98PvP3vi+3zy3+5XVjg2JvspLRyLypp9EW0baojdjfScBRlJm4HIjnToJwnXJTMQRcZOR7GfkrcbJGQgsivV+wnQf23qni8lA1FPtt8pNXHiROzevRvbt2/H97//fdx222344IMP+n38smXLkJub2/lTUlISVeBEyMrIjMl+sqPZTyBGN5Brj2I/EjIQ2ZAO/STiumQGoojY6Sj2EzOwnyiRUr6fAP3Xpu75UjIQ9WB7Ucrj8aC0tBTTpk3DsmXLMHXqVPzHf/xHv49funQpmpqaOn+qq6ujCpwILW2tMdlPczT7cUf8ycruPFHsR0IGIhvSoZ9EXJfMQBQROx3FfmIG9hMlUsr3E6D/2tQ9X0oGoh5sf3yvp3A43O3tmz15vV54vd5oxyRU1cnDsdnPiUMRb+vM98QkgzMv8v1IyEAUjVTsJwnXJTMQxca5Oor9xAzsJ9Ip1foJ0H9t6p4vJQNRT7YWpZYuXYrZs2dj1KhRaG5uxtq1a/HGG2/g5Zdfjlc+LSpr9mFP9QeYMmJiRDc7D4VD2FuzH3uP7484g7MgA45h3qhuROcY5o3qs74SMhBZlS79JOG6ZAYi+9KhoyRcl8xAZF869BOg/9rUPV9KBqKebL3v7uOPP8a3vvUtTJw4EVdddRV27NiBl19+GVdffXW88mmzcusaOIzI3pbodDixcuuaqDN4K/K1bi8lA5EV6dRPEq5LZiCyJ106SsJ1yQxE9qRLPwH6r03d20vJQNSVrXdKrVq1Kl45xNmw80XcN3sJivMK4XJaf5qCoSBqG0/iuXc3R53BXZaDth2noFqCgLKxoQEYWS64y3JSIgORFenUTxKuS2YgsiddOkrCdckMRPakSz8B+q9N3fOlZCDqinco60dbwI+vrfgumv2tCIaClrYJhoJo9rfipuWL0BaI/C2RHQyXA5k3jDJvJGdY3QiAx9zOcEV/eCVkIKLuJFyXzEBEfZFwXTIDEfVH97Wpe76UDERd8Yw6h48+PoKrHpqP2saTAMx7RfWl4/e1jSdx1UPzcaj+aMwyOPM8yJo3BkaWtXdrGVkuZM0bE9Obz0nIQETdSbgumYGI+iLhumQGIuqP7mtT93wpGYg6RP3te6nuUP1RXPKLObj54tlYPGMhLhw1uddj9tbsx8qta/Dcu5tj8g6pnpx5HmTfOg6BKh/8lQ193pjOMcwLb0U+3GU5cVm9lpCBiLqTcF0yAxH1RcJ1yQxE1B/d16bu+VIyEAFclLKkLeDH2u3PY+3251ExshylhWORnZGJ5rZWHDx5GJU1++KewXA54CnPg6c8D6H6NoQa24H2MOBxwJnnScg3IEjIQETdSbgumYGI+iLhumQGIuqP7mtT93wpGYi4KGVTZc2+hCxCnYuzIEN7QUjIQETdSbgumYGI+iLhumQGIuqP7mtT93wpGSg98T14RERERERERESUcFyUIiIiIiIiIiKihOOiFBERERERERERJZyhlFKJHOjz+ZCbm2sOz0z8La3U6SCgABiAMVjPLbWYgRkkZdA9HwBUaxAA0NTUhJycHC0ZAP39BAg5HjwnmYEZumcQ0FHsJ2aQMp8ZhGVgPwEQciyYgRmEzBeTwWI/ab3ReUdIPcM1z2cGZpCWQfd8YbQ/FxKOh+4MuuczAzMIpf15kHAsmEH/fGaQlUEI7c+DhGPBDMwgZb6UDAPQuijFd0oxAzPoz6B7PiCzKPk3ffoy6J7PDMzQK4OwjmI/pXcG3fOZQVgG9hMAIceCGZhByHwxGSz2k75FqcFO5NxemvCxvicPQrUGYQx2aZnPDMwgLYPu+QDQtLoKOB3SMrtPmvoJkHE8dGfQPZ8ZmKEnUR3Ffkr7DLrnM4OsDOwnk4RjwQzMIGW+lAxW+4k3OiciIiIiIiIiooTjohQRERERERERESUcF6WIiIiIiIiIiCjhtN7o3K6KkeUoKxyLrIxMtLS1ourkYVTW7Eu7DKH6NoQa2oFAGHA74Mz3wFmQkVYZdM9nBlkZJGA3MIOkDLrnM4M8ujtKwrFgBmaQlEH3fEl09xOg/3jons8MzKAzg/hFqQy3F3OnXYvFMxZiasn5vf58T/UHWLl1DTbsfBFtAX/KZlDBMAJVPvgrGxA+1XuGY5gX3op8uMtyYLji8wY43Rl0z2cGWRkkYDcwg6QMuuczgzy6O0rCsWAGZpCUQfd8SXT3E6D/eOiezwzMICWD6EWp8cPHYOOSJ1AypBhhFe7zMVNGTMTyBQ/gvtlLcNPyRThUfzTlMoQa29G66RhUc/9fqRg+5ceZLSfQtuMUMm8YBWeeJ6Uy6J7PDLIySMBuYAZJGXTPZwZ5dHeUhGPBDMwgKYPu+ZLo7idA//HQPZ8ZmEFSBrFL8OOHj8Gr96xDcV4hDMOA0+Hs83FOhxOGYaA4rxCv3bse4wpGp1SGUGM7Wp49AtXS/8nRlWoJouXZIwg1tqdMBt3zmUFWBgnYDcwgKYPu+cwgj+6OknAsmIEZJGXQPV8S3f0E6D8euuczAzNIyxDVotQvf/lLGIaBH/7whzEJ0yHD7cXGJU8g25sJl9Pam7lcTheyvZl4/s5VyHB7UyKDCobRuukY0B4GlNWNALSb26lg33/zkEwZdM9nBlkZ7EjlfpJwLJhBRgbd85khMvHqJ0B/R0k4FszADJIy6J4fCb6G6rkRUup8YAZmkJYh4kWpHTt24Le//S0qKiqiDtHT3GnXomRIseWy6uByujBq6AjcfPHslMgQqPKZb5+zenJ0UIBqDiJQ5Uv6DLrnM4OsDFalej9JOBbMICOD7vnMYF88+wnQ31ESjgUzMIOkDLrn28XXUP1IofOBGZhBWoaIFqVaWlqwYMECPP7448jPz486RE+LZyzs9/PFAwmFQ1g8Y2FKZPBXNmjdXkIG3dszg6wMVqRDP0k4FswgI4Pu7ZnBnnj3E6C/oyQcC2ZgBkkZdG9vB19Dpf72zMAMEjNEtCi1ZMkSzJkzB1/5yleiDtBTxchyTC05v9/PFw/E6XDiwlGTUTGyPKkzhOrb+rzjvR3hU36E6tuSNoPu+cwgK4NVqd5PEo4FM8jIoHs+M9gXz34C9HeUhGPBDMwgKYPu+XbxNdTAkv18YAZmkJYBiGBRat26dXj33XexbNkyS4/3+/3w+Xzdfs6lrHCs3Uh9Ko1iPxIyhBpidyO9ZM2gez4zyMpgRTr0k4RjwQwyMuiezwz2xLufAP0dJeFYMAMzSMqge74ddjoqGfsJ0H88dM9nBmaQmAGwuShVXV2NH/zgB3j66aeRkZFhaZtly5YhNze386ekpOScj8/KyLQTqV/ZUexHQgYEYnRTw/Yo9qM7g+75zCArwwDSpZ9EHAtmkJFB93xmsCwR/QQI6CgJx4IZmEFSBt3zLbLbUUnZT4D+46F7PjMwg8QMsLkotXPnTnz88ce4+OKL4XK54HK5sHXrVjzyyCNwuVwIhUK9tlm6dCmampo6f6qrq885o6Wt1d6/QT+ao9iPhAxwR/XFiGd5otiP7gy65zODrAwDSJd+EnEsmEFGBt3zmcGyRPQTIKCjJBwLZmAGSRl0z7fIbkclZT8B+o+H7vnMwAwSMwCw9dUHV111Ffbu3dvtd9/+9rcxadIk3HfffXA6e39G2Ov1wuu1/vWdVScP24nU/35OHIp8WwEZnPmemGRw5kW+H90ZdM9nBlkZBpIu/SThWDCDjAy65zODdYnoJ0B/R0k4FszADJIy6J5vld2OSsZ+AvQfD93zmYEZJGYAbC5KZWdnY8qUKd1+l5mZiaFDh/b6faQqa/ZhT/UHmDJiYkQ3wguFQ9hbsx97j+9P6gzOggw4hnmjuvGYY5gXzgJrHxOQmEH3fGaQlWEg6dJPEo4FM8jIoHs+M1iXiH4C9HeUhGPBDMwgKYPu+VbxNZR1yX4+MAMzSMsARPjte/G2cusaOIzIojkdTqzcuiYlMngrovsq1mi3l5BB9/bMICuDBOwGZpCUQff2zCCP7o6ScCyYgRkkZdC9vSS6+wnQfzx0b88MzCAxQ9SLUm+88QYefvjhqIN0tWHni6j+tBbBUNDWdsFQEMc+OY7n3t2cEhncZTkwsl2AYXNDAzCyXXCX5SR9Bt3zmUFWBrtStZ8kHAtmkJFB93xmiFw8+gnQ31ESjgUzMIOkDLrnR4qvoXpIofOBGZhBWgaR75RqC/jxtRXfRbO/1XJpBUNBNPtbcdPyRWgLRP72M0kZDJcDmTeMMm8cZvUkMQB4zO0MV/SHV3cG3fOZQVYGCdgNzCApg+75zCCP7o6ScCyYgRkkZdA9XxLd/QToPx665zMDM0jMILblPvr4CK56aD5qG08CMD9H3JeO39c2nsRVD83HofqjKZXBmedB1rwxMLKs3f7LyHIha96YmN4QUXcG3fOZQVYGCdgNzCApg+75zCCP7o6ScCyYgRkkZdA9XxLd/QToPx665zMDM0jLYOtG54l2qP4oLvnFHNx88WwsnrEQF46a3Osxe2v2Y+XWNXju3c0xWT2XmMGZ50H2reMQqPLBX9nQ543IHMO88Fbkm2+/i8PfqOjOoHs+M8jKIAG7gRkkZdA9nxnk0d1REo4FMzCDpAy650uiu58A/cdD93xmYAZJGUQvSgHm2zzXbn8ea7c/j4qR5SgtHIvsjEw0t7Xi4MnDqKzZlxYZDJcDnvI8eMrzEKpvQ6ixHWgPAx4HnHmeuH8rh4QMuuczg6wMErAbmEFSBt3zmUEe3R0l4VgwAzNIyqB7viS6+wnQfzx0z2cGZpCSQfyiVFeVNfsSUlDSMzgLMrT/n5buDLrnM4OsDBKwG5hBUgbd85lBHt0dJeFYMAMzSMqge74kuvsJ0H88dM9nBmbQmSF13xdKRERERERERERicVGKiIiIiIiIiIgSjotSRERERERERESUcIZSSiVyoM/nQ25urjk8M/G3tFKng4ACYADGYD231GIGZpCUQfd8AFCtQQBAU1MTcnJytGQA9PcTIOR48JxkBmbonkFAR7GfmEHKfGYQloH9BEDIsWAGZhAyX0wGi/2k9UbnHSH1DNc8nxmYQVoG3fOF0f5cSDgeujPons8MzCCU9udBwrFgBv3zmUFWBiG0Pw8SjgUzMIOU+VIyDEDrohTfKcUMzKA/g+75gMyi5N/06cugez4zMEOvDMI6iv2U3hl0z2cGYRnYTwCEHAtmYAYh88VksNhP+halBjuRc3tpwsf6njwI1RqEMdilZT4zMIO0DLrnA0DT6irgdEjL7D5p6idAxvHQnUH3fGZghp5EdRT7Ke0z6J7PDLIysJ9MEo4FMzCDlPlSMljtJ97onIiIiIiIiIiIEo6LUkRERERElJaMxH7nExER9aD1nlJERERERESJMrW+DQv2NeLy2jOY2OCHJwy0O4AD+V68VTwIT5fnYU9Bhu6YRERpg4tSNlWMLEdZ4VhkZWSipa0VVScPo7JmX0IzhOrbEGpoBwJhwO2AM98DZ4L/z1N3Bh4Hot4knJPMYNLdURKeA6KuJJyTzGDS3U+6MoxtbMfyLXWYXncGAQNwT70QuHoSkJ0NT3MzLti/H5P27MbivY14s2gQ7pxZhMN5nrhmIjl0X5u65zPDWenakTpxUcqCDLcXc6ddi8UzFmJqyfm9/nxP9QdYuXUNNux8EW0Bf1wyqGAYgSof/JUNCJ/qPcMxzAtvRT7cZTkwXPH5VKbuDDwORL1JOCeZwaS7oyQ8B0RdSTgnmcGku590Z5j3YRNWbDkBp8cL3H473HffDVx0Ua/HuXftAh55BJeuX4dt6w7jjplF2DAhJ6ZZSA7d16bu+cxwVrp3pG5clBrA+OFjsHHJEygZUoywCvf5mCkjJmL5ggdw3+wluGn5IhyqPxrTDKHGdrRuOgbV3P9XKoZP+XFmywm07TiFzBtGwRnjv9nRnYHHgag3CeckM5h0d5SE54CoKwnnJDOYdPeT7gzzPmzCylfqgLIyOP74R2D0aCDcdwZUVAC/+x1cP/kJHFdfjcdfOQgDCs9OyI1JFpJD97Wpez4znJXuHSkB/6r0HMYPH4NX71mH4rxCGIYBp8PZ5+OcDicMw0BxXiFeu3c9xhWMjlmGUGM7Wp49AtXS/4XalWoJouXZIwg1tqdMBh4Hot4knJPMYNLdURKeA6KuJJyTzGDS3U+6M4xrbMeKLSfMBalt24ARIwDDAJx9Z4DTaf75iBFwbN8OlJZixZYTGMu+TCm6r03d85nhrHTvSClsLUr99Kc/hWEY3X4mTZoUr2xaZbi92LjkCWR7M+FyWntDmcvpQrY3E8/fuQoZbm/UGVQwjNZNx4D2MGD1i0EUgHZzOxXs52+BkigDjwNZlU79JOGcZAaT7o6S8ByQNenSURLOSWYw6e4nCRke3VIHh8drvkMqOxtwu61t6HYD2dlwvPIKnB4vlm+piyqHdOnST4D+a1P3fGY4S3c/Sckgge13Sk2ePBl1dXWdP3/+85/jkUu7udOuRcmQYssnRweX04VRQ0fg5otnR50hUOUz38po95tqFaCagwhU+ZI+A48D2ZEu/SThnGQGk+6OkvAckHXp0FESzklmMOnuJ90Zpn7chul1Z+Ce/1fmR/asLkh1cLuBMWPgumU+ptedwdT6toizJIN06CdA/7Wpez4znJXuHSmJ7UUpl8uF8847r/Nn2LBh8cil3eIZC/v9POdAQuEQFs9YGHUGf2WD1u0lZOBxIDvSpZ8knJPMYNLdURKeA7IuHTpKwjnJDCbd/aQ7w4L9jQgYAO6+u/97SA0YIgTcdRcCBrBgX2PEWZJBOvQToP/a1L09M5yV7h0pie1FqaqqKhQXF2PcuHFYsGABjh07Fo9cWlWMLMfUkvP7/TznQJwOJy4cNRkVI8sjzhCqb+vz2wfsCJ/yIxTF3+rozsDjQHalQz9JOCeZwaS7oyQ8B2RPqneUhHOSGUy6+0lChstrz8A99ULzW/b6u4fUgCGcwLRpcE+9EJfVnYlsH0ki1fsJ0H9t6p7PDGfp7icpGaSwtSh16aWX4sknn8RLL72Exx57DIcPH8aXvvQlNDc397uN3++Hz+fr9iNdWeHYmOynNIr9hBpidyO9ZM3A40B2pEs/STgnmcGku6MkPAdknd2OYj8xQzL3k4QMExv8QKzuizRxIiZ9mlpfwd5VOvQToP/a1D2fGc7S3U9SMkhh68OLs2ef/cxiRUUFLr30UowePRrPPPMMFi1a1Oc2y5Ytw/333x9dygTLysiMyX6yo9lPIEY3n22PYj+aM/A4kB3p0k8izklmACCgowQ8B2Sd3Y5iPzFDUveT5gyGUvCEYd7cPBZycuAJm/tVhhGbfQqSFv0E6L82dc9nhk7p3pHS2P74Xld5eXmYMGECDh482O9jli5diqamps6f6urqaEYmREtba0z20xzNftxRHZqzPFHsR3MGHgeKRqr2k4hzkhkACOgoAc8BRW6gjmI/MUNS95PmDMow0O4AcI53S9vi86HdgZRckOpLSvYToP/a1D2fGTqle0dKE9UZ0dLSgo8++ghFRUX9Psbr9SInJ6fbj3RVJw/HZj8nDkW8rTPfE5MMzrzI96M7A48DRSNV+0nCOckMJt0dJeE5oMgN1FHsJ2ZI5n6SkOFAvhfYvz8mGbB/P/YPSY2vXrciFfsJ0H9t6p7PDGfp7icpGaSwtSh1zz33YOvWrThy5Aj+8pe/4Gtf+xqcTie+8Y1vxCufFpU1+7Cn+gOEwqGItg+FQ9h97H3sPR75/xE6CzLgGBbd//k5hnnhLMhI2gw8DmRHuvSThHOSGUy6O0rCc0DWpUNHSTgnmcGku58kZHireBACe3YDu3aZ36IXUYgQsHMnApV7sK1oUGT7SALp0E+A/mtT93xmOEt3P0nJIIWtRamamhp84xvfwMSJE3HLLbdg6NCh2LZtGwoKCuKVT5uVW9fAYUT2RjKnw4mVW9dEncFbka91ewkZeBzIqnTqJwnnJDOYdHeUhOeArEmXjpJwTjKDSXc/6c7wdHke3ArAI48Ajgg/HOJ0Ao8+Crcy95eq0qWfAP3Xpu7tmeGsdO9ISWw9A+vWrUNtbS38fj9qamqwbt06jB8/Pl7ZtNqw80VUf1qLYChoa7tgKIhjnxzHc+9ujjqDuywHRrYLsPvxdQMwsl1wl0X/VlrdGXgcyKp06icJ5yQzmHR3lITngKxJl46ScE4yg0l3P+nOsKcgA28WDUJw/Trg6FEgELC3g0AAOHIEwWfW482iQdiTwu8qTZd+AvRfm7rnM8NZ6d6RkvDupv1oC/jxtRXfRbO/1fJJEgwF0exvxU3LF6EtEP3XxhouBzJvGGXexM3qBWsA8JjbGa7oD6/uDDwORL1JOCeZwaS7oyQ8B0RdSTgnmcGku58kZLhzZhFC7X6EZ80yb3pudWEqEACamxG++mqE2v24c2b/96ek5KL72tQ9nxnO0t1PUjJIwFej5/DRx0dw1UPzUdt4EgD6/bxnx+9rG0/iqofm41D90ZhlcOZ5kDVvDIwsl6XHG1kuZM0bE9Mb1+rOwONA1JuEc5IZTLo7SsJzQNSVhHOSGUy6+0l3hsN5HtwxswioqkL40kuB48c/G9bPPVw6fn/8uPn4gwdxx8wiHGZfphTd16bu+cxwVrp3pBTWzoA0dqj+KC75xRzcfPFsLJ6xEBeOmtzrMXtr9mPl1jV47t3NcVmtdOZ5kH3rOASqfPBXNiB8qvcMxzAvvBX55lsh4/A337oz8DgQ9SbhnGQGk+6OkvAcEHUl4ZxkBpPuftKdYcOEHBhQWLHlIzjPL4frlvnAXXcB06b1fvDu3cCjjyL4zHqE2v244+pibJjAjzmnIt3Xpu75zHBWunekBFyUsqAt4Mfa7c9j7fbnUTGyHKWFY5GdkYnmtlYcPHkYlTX74p7BcDngKc+DpzwPofo2hBrbgfYw4HHAmedJyLcn6c7A40DUm4RzkhlMujtKwnNA1JWEc5IZTLr7SXeGZyfkYufwQVi+pQ7Tn3oKgd8/BffUC4GJE4GcHMDnAw4cQGDPbrgVsK14EO66cizfIZXidF+buuczw1np3pG6cVHKpsqafdpPCGdBhvb/uNCdgceBqDcJ5yQzmHR3lITngKgrCeckM5h095OuDIfzPJhz82hMrW/Dgn2NuKxmHyZV7oYnDLQ7gP1DvNg2JQ9Pl+el9E3NqW+6r03d85nhrHTtSJ24KEVERERERGlhT0EG9hSc1/nPhlJQht2vACMioljhTSWIiIiIiCgtcUGKiEgvLkoREREREREREVHCGUoplciBPp8Pubm55vDMxH96UJ0OAgqAARiD9Xx6kRmYQVIG3fMBQLUGAQBNTU3IydH3LTe6+wkQcjx4TjIDM3TPIKCj2E/MIGU+MwjLwH4CIORYMAMzCJkvJoPFftJ6T6mOkHqGa57PDMwgLYPu+cJofy4kHA/dGXTPZwZmEEr78yDhWDCD/vnMICuDENqfBwnHghmYQcp8KRkGoHVRiu+UYgZm0J9B93xAZlHyb/r0ZdA9nxmYoVcGYR3FfkrvDLrnM4OwDOwnAEKOBTMwg5D5YjJY7Cd9i1KDnci5vTThY31PHoRqDcIY7NIynxmYQVoG3fMBoGl1FXA6pGV2nzT1EyDjeOjOoHs+MzBDT6I6iv2U9hl0z2cGWRnYTyYJx4IZmEHKfCkZrPYTb3ROREREREREREQJx0UpIiIiIiIiIiJKOC5KERERERERERFRwmm90XkyCtW3IdTQDgTCgNsBZ74HzoIM3bESrmJkOcoKxyIrIxMtba2oOnkYlTX70ma+lAxEXbGfTBKuTd0ZdM8n6on9ZJJwbTIDUW/sKBnXpYQMPBcSj4tSFqhgGIEqH/yVDQif8vf6c8cwL7wV+XCX5cBwpe6bzzLcXsyddi0Wz1iIqSXn9/rzPdUfYOXWNdiw80W0BXo/T8k+X0oGoq7YTyYJ16buDLrnE/XEfjJJuDaZgag3dpSM61JCBp4LenFRagChxna0bjoG1dz/1xmGT/lxZssJtO04hcwbRsGZ50lgwsQYP3wMNi55AiVDihFW4T4fM2XERCxf8ADum70ENy1fhEP1R1NmvpQMRF2xn0wSrk3dGXTPJ+qJ/WSScG0yA1Fv7CgZ16WEDDwX9OMy3zmEGtvR8uwRqJb+T9CuVEsQLc8eQaixPc7JEmv88DF49Z51KM4rhGEYcDqcfT7O6XDCMAwU5xXitXvXY1zB6JSYLyUDUVfsJ5OEa1N3Bt3ziXpiP5kkXJvMQNQbO0rGdSkhA88FGWwvSh0/fhwLFy7E0KFDMWjQIFxwwQV455134pFNKxUMo3XTMaA9DCirGwFoN7dTwb5XepNNhtuLjUueQLY3Ey6ntTfWuZwuZHsz8fydq5Dh9ib1fCkZyBr207k2AvsJqdcPuueTPenQUewnk4RrkxnIjnToJ4AdBci4LiVk4Lkgh61FqYaGBkyfPh1utxubN2/GBx98gF//+tfIz8+PVz5tAlU+8y18Vk/QDgpQzUEEqnxxyZVoc6ddi5IhxZbLooPL6cKooSNw88Wzk3q+lAw0MPaTBewnAKnVD7rnk3Xp0lHsJ5OEa5MZyKp06SeAHQXIuC4lZOC5IIetRal//dd/RUlJCVavXo1LLrkEY8eOxaxZszB+/Ph45dPGX9mgdXspFs9Y2O/newcSCoeweMbCpJ4vJQMNjP2UuO2lkHBt6s6gez5Zly4dxX4ySbg2mYGsSpd+AthRgIzrUkIGngty2FqU2rRpEz73uc/h61//OoYPH46LLroIjz/+eLyyaROqb+vzrvt2hE/5Eapvi1EiPSpGlmNqyfn9fr53IE6HExeOmoyKkeVJOV9KBrKG/WQd+yk1+kH3fLInHTqK/WSScG0yA9mRDv0EsKMAGdelhAw8F2SxtSh16NAhPPbYYygrK8PLL7+M73//+7j77rvx1FNP9buN3++Hz+fr9iNdqCE2Ny5L9huglRWOjcl+SiPcj+75UjKQNewnm/thPwFI7n7QPZ/ssdtR7KfkJeHaZAayIx36CWBHATKuSwkZeC7IYutDnOFwGJ/73Ofw4IMPAgAuuugivPfee/jP//xP3HbbbX1us2zZMtx///3RJ02kQIxuWtae3Dc/y8rIjMl+siPcj+75UjKQNewnm9hPAJK7H3TPJ3vsdhT7KXlJuDaZgexIi34C2FGQcV1KyMBzQRZb75QqKirC+eef3+135eXlOHbsWL/bLF26FE1NTZ0/1dXVkSVNJLftLyXsmydG+9Gkpa01JvtpjnA/uudLyUDWsJ9sYj8BSO5+0D2f7LHbUeyn5CXh2mQGsiMt+glgR0HGdSkhA88FWWy9U2r69Ok4cOBAt999+OGHGD16dL/beL1eeL3J9XWuznxPbPaTF5v96FJ18nBs9nPiUFLOl5KBrGE/2dwP+8ncTxL3g+75ZI/djmI/JS8J1yYzkB3p0E8AOwqQcV1KyMBzQRZbS3t/+7d/i23btuHBBx/EwYMHsXbtWqxcuRJLliyJVz4tnAUZcAyLrmgdw7xwFmTEKJEelTX7sKf6A4TCoYi2D4VD2H3sfew9vj8p50vJQNawn6xjP6VGP+ieT/akQ0exn0wSrk1mIDvSoZ8AdhQg47qUkIHngiy2FqU+//nPY+PGjfjDH/6AKVOm4Oc//zkefvhhLFiwIF75tPFW5GvdXoqVW9fAYUT2tkSnw4mVW9ck9XwpGWhg7KfEbS+FhGtTdwbd88m6dOko9pNJwrXJDGRVuvQTwI4CZFyXEjLwXJDD9plw3XXXYe/evWhra8O+ffvwve99Lx65tHOX5cDIdgGGzQ0NwMh2wV2WE5dcibZh54uo/rQWwVDQ1nbBUBDHPjmO597dnNTzpWQga9hPA2A/AUitftA9n+xJh45iP5kkXJvMQHakQz8B7ChAxnUpIQPPBTl4Z65+GC4HMm8YZd68zOqJagDwmNsZrtR4atsCfnxtxXfR7G+1XBrBUBDN/lbctHwR2gL+pJ4vJQNRV+wnk4RrU3cG3fOJemI/mSRcm8xA1Bs7SsZ1KSEDzwU5+EyegzPPg6x5Y2BkWbsfvJHlQta8MSl3w7OPPj6Cqx6aj9rGkwDQ7+d/O35f23gSVz00H4fqj6bEfCkZiLpiP5kkXJu6M+ieT9QT+8kk4dpkBqLe2FEyrksJGXguyGDr2/fSkTPPg+xbxyFQ5YO/sgHhU71XZR3DvPBW5JtvAUzRFdND9UdxyS/m4OaLZ2PxjIW4cNTkXo/ZW7MfK7euwXPvbo7532zpni8lA1FX7CeThGtTdwbd84l6Yj+ZJFybzEDUGztKxnUpIQPPBf24KGWB4XLAU54HT3keQvVtCDW2A+1hwOOAM8+TNnfdbwv4sXb781i7/XlUjCxHaeFYZGdkormtFQdPHkZlzb6Uni8lA1FX7CeThGtTdwbd84l6Yj+ZJFybzEDUGztKxnUpIQPPBb24KGWTsyCDJyXMr/LU+eJB93wpGYi6Yj+ZJFybujPonk/UE/vJJOHaZAai3thRMq5LCRl4LiQe33tGREREREREREQJx0UpIiIiIiIiIiJKOC5KERERERERERFRwhlKKZXIgT6fD7m5uebwzMTf0kqdDgIKgAEYg/XcUosZmEFSBt3zAUC1BgEATU1NyMnJ0ZIB0N9PgJDjwXOSGZihewYBHcV+YgYp85lBWAb2EwAhx4IZmEHIfDEZLPaT1hudd4TUM1zzfGZgBmkZdM8XRvtzIeF46M6gez4zMINQ2p8HCceCGfTPZwZZGYTQ/jxIOBbMwAxS5kvJMACti1J8pxQzMIP+DLrnAzKLkn/Tpy+D7vnMwAy9MgjrKPZTemfQPZ8ZhGVgPwEQciyYgRmEzBeTwWI/6VuUGuxEzu2lCR/re/IgVGsQxmCXlvnMwAzSMuieDwBNq6uA0yEts/ukqZ8AGcdDdwbd85mBGXoS1VHsp7TPoHs+M8jKwH4ySTgWzMAMUuZLyWC1n3ijcyIiIiIiIiIiSjguShERERERERERCWIk9jvptNF6TykiIiIiIiIionQ3tb4NC/Y14vLaM5jY4IcnDLQ7gAP5XrxVPAhPl+dhT0GG7pgxl1SLUqH6NoQa2oFAGHA74Mz3wJmCByUZVIwsR1nhWGRlZKKlrRVVJw+jsmaf7lhE2rCf5GA/EfXGjpKB/UTUG/tJBvaTPmMb27F8Sx2m151BwADeU8AGAM0AssPApE/8+Panfize24g3iwbhzplFOJzn0R07ZsQvSqlgGIEqH/yVDQif8vf6c8cwL7wV+XCX5cBw8dOI8ZTh9mLutGuxeMZCTC05v9ef76n+ACu3rsGGnS+iLdD7WBGlGvaTHOwnot7YUTKwn4h6Yz/JwH7Sb96HTVix5QTaQwqrATyigN19PO5CBdwNYF7dGWxbdxh3zCzChgk5iQ0bJ6IXpUKN7WjddAyquf+vEgyf8uPMlhNo23EKmTeMgjOFVgwlGT98DDYueQIlQ4oRVuE+HzNlxEQsX/AA7pu9BDctX4RD9UcTnJIocdhPcrCfiHpjR8nAfiLqjf0kA/tJv3kfNmHlK3X4EMA1AI6i/5t+VwL4DoD7AbwcUnj8lVoYUHh2Qm6C0saP2GXnUGM7Wp49AtXSf1l1pVqCaHn2CEKN7XFOln7GDx+DV+9Zh+K8QhiGAafD2efjnA4nDMNAcV4hXrt3PcYVjE5wUqLEYD/JwX4i6o0dJQP7iag39pMM7Cf9xjW2Y8WWE/gQwBcA1Hz2+76XB8/+vgbA5QCqAKzYcgJjU+DasLUoNWbMGBiG0etnyZIlMQ2lgmG0bjoGtIcBqzecVwDaze1UsL9DSXZluL3YuOQJZHsz4XJae2Ody+lCtjcTz9+5Chlub5wTEp2ViI5iP8nBfqJkwtdQ6YX9RMmE/ZRe2E8yPLqlDv6QwjUAfABCFrcLffb4rwJoDyks31IXr4gJY2tRaseOHairq+v8eeWVVwAAX//612MaKlDlM9/OafcbEBWgmoMIVPlimiedzZ12LUqGFFsurA4upwujho7AzRfPjlMyot4S0VHsJznYT5RM+BoqvbCfKJmwn9IL+0m/qR+3YXrdGWyA+ZE9qwtSHUKfbbcBwPS6M5ha3xbriAlla1GqoKAA5513XufPCy+8gPHjx2PGjBkxDeWvbNC6PZ21eMbCfj9jPJBQOITFMxbGOBFR/xLRUewnOdhPlEz4Giq9sJ8ombCf0gv7Sb8F+xsRMIBHEPn9lBwwtw8YwIJ9jTHLpkPE95Rqb2/HmjVr8J3vfAeGYcQsUKi+rc9vYLAjfMqPUJKvFkpQMbIcU0vO7/czxgNxOpy4cNRkVIwsj3EyooHFo6PYT3KwnyiZ8TVUamM/UTJjP6U29pMMl9eewXuffctepB9KDQPYBeA9BVxWdyZm2XSIeFHq+eefR2NjI26//fZzPs7v98Pn83X7OZdQQ2xu1MWb4UWvrHBsTPZTGqP9ENlhpaPYT8mL/UTJLB79BLCjpGA/UTJjP6U29pMMExv82B+jfR0AMOnT6BZ8dYt4UWrVqlWYPXs2iouLz/m4ZcuWITc3t/OnpKTk3DsOxOgGdu28EV60sjIyY7Kf7Bjth8gOKx3Ffkpe7CdKZnHpJ4AdJQT7iZIZ+ym1sZ/0M5SCJww0x2h/PgCesLnfZBXRotTRo0fx6quv4rvf/e6Aj126dCmampo6f6qrq8+9gTvidbLuPDHaTxpraWuNyX6aY7QfIqusdhT7KXmxnyhZxa2fAHaUEOwnSlbsp9THftJPGQbaHUB2jPaXA6DdYe43Wdm75f5nVq9ejeHDh2POnDkDPtbr9cLrtf61kc58TySReu8nLzb7SWdVJw/HZj8nDsVkP0RWWe0o9lPyYj9RsopXPwHsKCnYT5Ss2E+pj/0kw4F8LyZ9EpuP3E0CsH+IvetRGttLzeFwGKtXr8Ztt90GlyuiNa1zchZkwDEsuifVMcwLZ0FGjBKlr8qafdhT/QFCYbtfUmkKhUPYfex97D0eq0/MEg0snh3FfpKD/UTJiK+h0gP7iZIR+yk9sJ9keKt4EKYYwIWI7tv3LgIw2QC2FQ2KWTYdbD8Hr776Ko4dO4bvfOc78cgDAPBW5Gvdns5auXUNHEZkl4rT4cTKrWtinIjo3OLdUewnOdhPlGz4Gip9sJ8o2bCf0gf7Sb+ny/PgVsDdiO7b9+4G4Fbm/pKZ7bNx1qxZUEphwoQJ8cgDAHCX5cDIdgF2PxZpAEa2C+6ynLjkSkcbdr6I6k9rEQwFbW0XDAVx7JPjeO7dzXFKRtS3eHcU+0kO9hMlG76GSh/sJ0o27Kf0wX7Sb09BBt4sGoR5AEYDcNrc3vnZdnMBvFk0CHuS/B2EIu8UZ7gcyLxhlHkjO6ulZQDwmNsZLpH/WkmpLeDH11Z8F83+VsvFFQwF0exvxU3LF6EtkNxfT0nUE/tJDvYTUW/sKBnYT0S9sZ9kYD/JcOfMInicBl6CebNyqwtTzs8e/zIAj9PAnTOL4hUxYcRe2c48D7LmjYGRZe0zzUaWC1nzxvDmd3Hw0cdHcNVD81HbeBIA+v0McsfvaxtP4qqH5uNQ/dGEZSRKJPaTHOwnot7YUTKwn4h6Yz/JwH7S73CeB3fMLMIEAG8BGPnZ7/tboOn4/cjPHl8G4I6ZRTicAtdG7O9iF0POPA+ybx2HQJUP/soGhE/1XpV1DPPCW5Fvvh2Uq+dxc6j+KC75xRzcfPFsLJ6xEBeOmtzrMXtr9mPl1jV47t3NXEGnlMd+koP9RNQbO0oG9hNRb+wnGdhP+m2YkAMDCiu2nMDekMIGAI8A2NXHY6fCvIfUXJjvkPrezCJsmJAaH2kVvSgFmG/z9JTnwVOeh1B9G0KN7UB7GPA44Mzz8BsYEqgt4Mfa7c9j7fbnUTGyHKWFY5GdkYnmtlYcPHkYlTX7dEckSij2kxzsJ6Le2FEysJ+IemM/ycB+0u/ZCbnYOXwQlm+pw+11Z7DAAN5TwAEAPpgf1ZsIYIph3tT8z8WDcNeVqfEOqQ7iF6W6chZksKCEqKzZx5Ii6oL9JAf7iag3dpQM7Cei3thPMrCf9Dmc58Gcm0djan0bFuxrxGV1Z3Dzp354wkC7A9g/xIvVRYPwdHle0t/UvC9JtShFRERERERERJRq9hRkYE/BeZ3/bCgFZdj9usrkww/oEhEREREREREJkg4LUgAXpYiIiIiIiIiISANDKaUSOdDn8yE3N9ccnpn4Tw+q00FAATAAY7CeTy8yAzNIyqB7PgCo1iAAoKmpCTk5+r5FQnc/AUKOB89JZmCG7hkEdBT7iRmkzGcGYRnYTwCEHAtmYAYh88VksNhPWu8p1RFSz3DN85mBGaRl0D1fGO3PhYTjoTuD7vnMwAxCaX8eJBwLZtA/nxlkZRBC+/Mg4VgwAzNImS8lwwC0LkrxnVLMwAz6M+ieD8gsSv5Nn74MuuczAzP0yiCso9hP6Z1B93xmEJaB/QRAyLFgBmYQMl9MBov9pG9RarATObeXJnys78mDUK1BGINdWuYzAzNIy6B7PgA0ra4CToe0zO6Tpn4CZBwP3Rl0z2cGZuhJVEexn9I+g+75zCArA/vJJOFYMAMzSJkvJYPVfuKNzomIiIiIiIiIKOG4KEVERERERERERAnHRSkiIiIiIiIiIko4LkoREREREREREVHCcVGKiIiIiIiIiIgSjotSRERERERERESUcFyUIiIiIiIiIiKihOOiFBERERERERERJZytRalQKIR//ud/xtixYzFo0CCMHz8eP//5z6GUilc+IiJL2E9EJBk7ioikYj8RkU4uOw/+13/9Vzz22GN46qmnMHnyZLzzzjv49re/jdzcXNx9993xykhENCD2ExFJxo4iIqnYT0Skk61Fqb/85S+48cYbMWfOHADAmDFj8Ic//AFvv/12XMIREVnFfiIiydhRRCQV+4mIdLL18b0vfOELeO211/Dhhx8CAPbs2YM///nPmD17dr/b+P1++Hy+bj9ERLHGfiIiyex2FPuJiBKF/UREOtl6p9SPfvQj+Hw+TJo0CU6nE6FQCA888AAWLFjQ7zbLli3D/fffH3VQIqJzYT8RkWR2O4r9RESJwn4iIp1svVPqmWeewdNPP421a9fi3XffxVNPPYX/7//7//DUU0/1u83SpUvR1NTU+VNdXR11aCKinthPRCSZ3Y5iPxFRorCfiEgnW++Uuvfee/GjH/0If/VXfwUAuOCCC3D06FEsW7YMt912W5/beL1eeL3e6JMSEZ0D+4mIJLPbUewnIkoU9hMR6WTrnVKnT5+Gw9F9E6fTiXA4HNNQRER2sZ+ISDJ2FBFJxX4iIp1svVPq+uuvxwMPPIBRo0Zh8uTJ2LVrF/7t3/4N3/nOd+KVj4jIEvYTEUnGjiIiqdhPRKSTrUWpRx99FP/8z/+MO+64Ax9//DGKi4vx13/91/iXf/mXeOUjIrKE/UREkrGjiEgq9hMR6WRrUSo7OxsPP/wwHn744TjFISKKDPuJiCRjRxGRVOwnItLJ1j2liIiIiIiIiIiIYoGLUkRERERERERElHBclCIiIiIiIiIiooTjohQRERERERERESUcF6WIiIiIiIiIiCjhuChFREREREREREQJx0UpIiIiIiIiIiJKOEMppRI5sKmpCXl5eeY/DHYmcrTpdOjs/9YxnxmYQVoG3fO7ZGhsbERubq6eDBDQT4Co46Etg+75zMAM/WTQ2VHsJ2YQM58ZRGZgP8k5FszADNrnC8swUD+5EpWnQ3Nz89l/6PpE6aB7PjMwg7QMmuc3NzdrXZQS1U/MIGM+MzBDFzo7iv3EDCLnM4OYDOynLpiBGSRl0D1fQIaB+inh75QKh8Oora1FdnY2DMOwvb3P50NJSQmqq6uRk5MTh4TMkCwZdM9nhthlUEqhubkZxcXFcDj0faqY/cQMqZRB9/xUyiCho6LtJ0D/8dA9nxmYQVoG9tNZuo+FhAy65zMDM8Q6g9V+Svg7pRwOB0aOHBn1fnJycrQdHGaQlUH3fGaITQad75DqwH5ihlTMoHt+qmTQ3VGx6idA//HQPZ8ZmEFaBvbTWbqPhYQMuuczAzPEMoOVfuKNzomIiIiIiIiIKOG4KEVERERERERERAmXdItSXq8XP/nJT+D1epkhzTPons8MsjJIIOF5YAZmkDKfGeTR/Vzons8MzCAtg+75kkh4LnRn0D2fGZhBV4aE3+iciIiIiIiIiIgo6d4pRUREREREREREyY+LUkRERERERERElHBclCIiIiIiIiIiooTjohQRERERERERESVcUi1KvfXWW3A6nZgzZ07CZ99+++0wDKPzZ+jQobjmmmtQWVmZ8CwnTpzAXXfdhXHjxsHr9aKkpATXX389XnvttbjP7vo8uN1uFBYW4uqrr8bvfvc7hMPhuM/vmaHrzzXXXJOQ+QPlOHjwYELmnzhxAj/4wQ9QWlqKjIwMFBYWYvr06Xjsscdw+vTpuM+//fbbcdNNN/X6/RtvvAHDMNDY2Bj3DNKwo9hPPXPo6ijd/QTo7Sj2U2/sJ/ZTzxzsJ76GkoL9xH7qmYP9lF79lFSLUqtWrcJdd92FP/3pT6itrU34/GuuuQZ1dXWoq6vDa6+9BpfLheuuuy6hGY4cOYJp06Zhy5YteOihh7B371689NJLuPLKK7FkyZKEZOh4Ho4cOYLNmzfjyiuvxA9+8ANcd911CAaDCc3Q9ecPf/hDQmYPlGPs2LFxn3vo0CFcdNFF+OMf/4gHH3wQu3btwltvvYV/+Id/wAsvvIBXX3017hmot3TvKPZT7xw6O0pXPwHsKInYT+ynnjnYT+wnKdhP7KeeOdhP6dVPLt0BrGppacH69evxzjvv4MSJE3jyySfxj//4jwnN4PV6cd555wEAzjvvPPzoRz/Cl770JdTX16OgoCAhGe644w4YhoG3334bmZmZnb+fPHkyvvOd7yQkQ9fnYcSIEbj44otx2WWX4aqrrsKTTz6J7373uwnNoJOuHHfccQdcLhfeeeedbufBuHHjcOONN0IplfBM6Y4dxX7qL4cuOjOwo2RhP7Gf+suhC/uJOrCf2E/95dCF/ZR4SfNOqWeeeQaTJk3CxIkTsXDhQvzud7/TelBaWlqwZs0alJaWYujQoQmZ+emnn+Kll17CkiVLup2kHfLy8hKSoy8zZ87E1KlT8dxzz2nLkC4++eQT/PGPf+z3PAAAwzASnIrSvaPYT9SBHSUP+4n9RCb2kzzsJ/YTmdK5n5JmUWrVqlVYuHAhAPMtdU1NTdi6dWtCM7zwwgvIyspCVlYWsrOzsWnTJqxfvx4OR2KexoMHD0IphUmTJiVknl2TJk3CkSNHEjKr67Ho+HnwwQcTMvtcOb7+9a/HfWbHeTBx4sRuvx82bFhnjvvuuy/uOYC+j8Ps2bMTMluadO8o9lN3EjpKRz8BcjqK/XQW+4n91BX7SX8/AeyoDuwn9lNX7Kf07Kek+PjegQMH8Pbbb2Pjxo0AAJfLhfnz52PVqlW44oorEpbjyiuvxGOPPQYAaGhowG9+8xvMnj0bb7/9NkaPHh33+dLfrqeUStjqbddj0WHIkCEJmX2uHP2taifC22+/jXA4jAULFsDv9ydkZl/HYfv27Z0vLtIFO4r91JOEjpLUT0DiO4r9ZGI/sZ96Yj/1xtdQerCf2E89sZ96S4d+SopFqVWrViEYDKK4uLjzd0opeL1eLF++HLm5uQnJkZmZidLS0s5/fuKJJ5Cbm4vHH38cv/jFL+I+v6ysDIZhYP/+/XGfFYl9+/Yl7CZwPY+FLjpylJaWwjAMHDhwoNvvx40bBwAYNGhQwrL09e9fU1OTsPlSsKPYTz1J6ChdGaR0FPvJxH5iP/XEftLfTwA7CmA/AeynnthP6dlP4j++FwwG8fvf/x6//vWvsXv37s6fPXv2oLi4WMs3rnUwDAMOhwNnzpxJyLwhQ4bgq1/9KlasWIHW1tZef67z62O3bNmCvXv3Yu7cudoypIuhQ4fi6quvxvLly/s8Dyix2FEm9hN1YEfJwX4ysZ+oA/tJDvaTif1EHdK5n8S/U+qFF15AQ0MDFi1a1Gu1fO7cuVi1ahX+5m/+JiFZ/H4/Tpw4AcB8a+fy5cvR0tKC66+/PiHzAWDFihWYPn06LrnkEvzsZz9DRUUFgsEgXnnlFTz22GPYt29f3DN0PA+hUAgnT57ESy+9hGXLluG6667Dt771rbjP75qhK5fLhWHDhiVkvm6/+c1vMH36dHzuc5/DT3/6U1RUVMDhcGDHjh3Yv38/pk2bpjti2mBHncV+6p2jK3YUOyrR2E9nsZ965+iK/cR+SjT201nsp945umI/pUE/KeGuu+46de211/b5Z9u3b1cA1J49e+Ke47bbblMAOn+ys7PV5z//efXss8/GfXZPtbW1asmSJWr06NHK4/GoESNGqBtuuEG9/vrrcZ/d9XlwuVyqoKBAfeUrX1G/+93vVCgUivv8nhm6/kycODEh87vmuPHGGxM6s6va2lp15513qrFjxyq3262ysrLUJZdcoh566CHV2toa9/n9/fu//vrrCoBqaGiIewYJ2FHdpXs/9cyhq6N095NSejuK/WRiP3XHfmI/deBrKP3YT92xn9hPHdKxnwylhN9djYiIiIiIiIiIUo74e0oREREREREREVHq4aIUERERERERERElHBeliIiIiIiIiIgo4bgoRURERERERERECcdFKSIiIiIiIiIiSjguShERERERERERUcJxUYqIiIiIiIiIiBKOi1JERERERERERJRwXJQiIiIiIiIiIqKE46JUkvnP//xPZGdnIxgMdv6upaUFbrcbV1xxRbfHvvHGGzAMAx999BEAYOXKlbjiiiuQk5MDwzDQ2NjYa/833HADRo0ahYyMDBQVFeGb3/wmamtrLWUbO3YsXn311XM+RimF2bNnwzAMPP/8893+7NixY5gzZw4GDx6M4cOH49577+3279mfM2fOIDMzEwcPHuzzzw3D6PxxuVwYNWoU/u7v/g5+v7/zMXV1dbj11lsxYcIEOBwO/PCHP+y1n/fffx9z587FmDFjYBgGHn744QGzEaW7eHZWx+P7+tmxY8eA2c7VWX/913+N8ePHY9CgQSgoKMCNN96I/fv3d3vMa6+9hi984QvIzs7Geeedh/vuu89SZw00u6NjDMOA0+lEcXExFi1ahIaGhm6Pe/nll3HZZZchOzsbBQUFmDt3Lo4cOWJpPlE6ivdrKAD4f//v/+HSSy/FoEGDkJ+fj5tuuslStiuvvBJPPPFEn3/205/+FJMmTUJmZiby8/Pxla98Bdu3b+/2mA8//BA33ngjhg0bhpycHHzxi1/E66+/HvXsK664olu3FhYW4utf/zqOHj3a7XF33303pk2bBq/XiwsvvLDPfVVWVuJLX/oSMjIyUFJSgl/96leW8hGlq3h31rvvvourr74aeXl5GDp0KBYvXoyWlhZL2aLprHi+fuNrqOTERakkc+WVV6KlpQXvvPNO5+/+7//+D+eddx62b9+Otra2zt+//vrrGDVqFMaPHw8AOH36NK655hr84z/+4zn3/8wzz+DAgQPYsGEDPvroI8ybN2/AXJWVlWhoaMCMGTPO+biHH34YhmH0+n0oFMKcOXPQ3t6Ov/zlL3jqqafw5JNP4l/+5V8GnP3KK69g9OjRKC0t7fcxq1evRl1dHQ4fPozf/OY3+K//+i/84he/6Pxzv9+PgoIC/PjHP8bUqVP73Mfp06cxbtw4/PKXv8R55503YC4iim9nfeELX0BdXV23n+9+97sYO3YsPve5z50z10CdNW3aNKxevRr79u3Dyy+/DKUUZs2ahVAoBADYs2cPrr32WlxzzTXYtWsX1q9fj02bNuFHP/rRgM+Jlb782c9+hrq6Ohw7dgxPP/00/vSnP+Huu+/u/PPDhw/jxhtvxMyZM7F79268/PLLOOYAjXwAAQAASURBVHXqFG6++eYB5xOlq3i/htqwYQO++c1v4tvf/jb27NmDN998E7feeuuAuT799FO8+eabuP766/v88wkTJmD58uXYu3cv/vznP2PMmDGYNWsW6uvrOx9z3XXXIRgMYsuWLdi5cyemTp2K6667DidOnIhqNgB873vfQ11dHWpra/E///M/qK6uxsKFC3s97jvf+Q7mz5/f5z58Ph9mzZqF0aNHY+fOnXjooYfw05/+FCtXrjxnPqJ0Fs/Oqq2txVe+8hWUlpZi+/bteOmll/D+++/j9ttvHzBXtJ0Vz9dvAF9DJSVFSaeoqEgtW7as85//4R/+QS1ZskSVl5er119/vfP3X/7yl9Vtt93Wa/vXX39dAVANDQ0Dzvqf//kfZRiGam9vP+fjfvazn6n58+ef8zG7du1SI0aMUHV1dQqA2rhxY+efvfjii8rhcKgTJ050/u6xxx5TOTk5yu/3n3O/3/nOd9R9993X75/3nKWUUosWLVLXXnttn4+fMWOG+sEPfnDOmaNHj1b//u//fs7HEJEpUZ3V3t6uCgoK1M9+9rMBM1nprK727NmjAKiDBw8qpZRaunSp+tznPtftMZs2bVIZGRnK5/NFNbuvfvn5z3+uzj///M5//u///m/lcrlUKBTqNt9KXxOls3j1USAQUCNGjFBPPPGE7Uy///3v1aWXXmr58U1NTQqAevXVV5VSStXX1ysA6k9/+lPnY3w+nwKgXnnllahm9/Wa6L/+67/U4MGD+3z8T37yEzV16tRev//Nb36j8vPzu72mu++++9TEiRPPmY8o3cWrs37729+q4cOHd3sdUVlZqQCoqqqqc2aKtrN6iuXrN76GSk58p1QSuvLKK7u9Jfv111/HFVdcgRkzZnT+/syZM9i+fTuuvPLKiOd8+umnePrpp/GFL3wBbrf7nI/dtGkTbrzxxn7//PTp07j11luxYsWKPt9l9NZbb+GCCy5AYWFh5++++tWvwufz4f333+93v+FwGC+88MI5Z/f04YcfYsuWLbj00kstb0NEkUtUZ23atAmffPIJvv3tb1t6rNXeaG1txerVqzF27FiUlJQAMN9dmZGR0e1xgwYNQltbG3bu3Bmz2QBw/Phx/O///m+3zpo2bRocDgdWr16NUCiEpqYm/Nd//Re+8pWvDNjXROksXn307rvv4vjx43A4HLjoootQVFSE2bNn47333htwWzud0N7ejpUrVyI3N7fznd1Dhw7FxIkT8fvf/x6tra0IBoP47W9/i+HDh2PatGkxmw2Yrw2feeYZ26+h3nrrLXz5y1+Gx+Pp/N1Xv/pVHDhwoNfHaojorHh1lt/vh8fjgcNxdjlg0KBBAIA///nP59w22s7qa3/xeP0G8DVU0tC9Kkb2Pf744yozM1MFAgHl8/mUy+VSH3/8sVq7dq368pe/rJRS6rXXXlMA1NGjR3ttP9C7Dv7hH/5BDR48WAFQl112mTp16tQ589TU1CiPx3POdzEsXrxYLVq0qPOf0ePdS9/73vfUrFmzum3T2tqqAKgXX3yx3/2++eabvVb5ewKgMjIyVGZmpvJ6vQqAuu666/pdCec7pYhiK96d1WH27Nlq9uzZA+ax0llKKbVixQqVmZmpAKiJEyd2vktKKaVefvll5XA41Nq1a1UwGFQ1NTXqS1/6kgKg1q5dG9Xs0aNHK4/HozIzM1VGRoYCoC699NJe27zxxhtq+PDhyul0KgDq8ssvt/QOWKJ0Fq8++sMf/qAAqFGjRqlnn31WvfPOO+ob3/iGGjp0qPrkk0/6zdPW1qaysrLUe++9d87c//u//6syMzOVYRiquLhYvf32293+vLq6Wk2bNk0ZhqGcTqcqKipS77777jn3aWX2jBkzlNvtVpmZmZ2vDSdMmKAOHz7c5+P7e6fU1VdfrRYvXtztd++//74CoD744INz5iRKZ/HqrPfee0+5XC71q1/9Svn9fvXpp5+quXPnKgDqwQcf7DdPrDqrq1i+fuNrqOTEd0oloSuuuAKtra3YsWMH/u///g8TJkxAQUEBZsyY0fn54jfeeAPjxo3DqFGjbO//3nvvxa5du/DHP/4RTqcT3/rWt6CU6vfxmzZtwhe/+EXk5eX1++dbtmyJy43B/+d//gfXXXddt1X+vvz7v/87du/ejT179uCFF17Ahx9+iG9+85sxz0NEvcW7swCgpqYGL7/8MhYtWjTgYwfqrA4LFizArl27sHXrVkyYMAG33HJL5/0bZs2ahYceegh/8zd/A6/XiwkTJuDaa68FgHP2kdXZ9957L3bv3o3Kykq89tprAIA5c+Z03tPqxIkT+N73vofbbrsNO3bswNatW+HxeDBv3rxz9jVRuotXH4XDYQDAP/3TP2Hu3Lmd96UzDAP//d//3e92W7ZswfDhwzF58uRz7v/KK6/E7t278Ze//AXXXHMNbrnlFnz88ccAzC+RWbJkCYYPH47/+7//w9tvv42bbroJ119/Perq6qKevWDBgs7XUH/+859RWlqKWbNmobm5+ZzbEVH04tVZkydPxlNPPYVf//rXGDx4MM477zyMHTsWhYWF53wdE4vO6ioer9/4Gir5cFEqCZWWlmLkyJF4/fXX8frrr3fe6K24uBglJSX4y1/+gtdffx0zZ86MaP/Dhg3DhAkTcPXVV2PdunV48cUXsW3btn4fv2nTJtxwww39/vmWLVvw0UcfIS8vDy6XCy6XCwAwd+7czm+OOO+883Dy5Mlu23X887luKj7Q7A7nnXceSktLMXHiRMyZMwf3338/1q9f3+839hFR7MS7swDzywyGDh1qqQ+s9kZubi7Kysrw5S9/Gc8++yz279+PjRs3dv753/3d36GxsRHHjh3DqVOnOt9OPm7cuKhnDxs2DKWlpSgrK8PMmTPx8MMPdz5PALBixQrk5ubiV7/6FS666CJ8+ctfxpo1a/Daa6/1+lYuIjorXn1UVFQEADj//PM7f+f1ejFu3DgcO3as3+2sdkJmZiZKS0tx2WWXYdWqVXC5XFi1ahUA83XWCy+8gHXr1mH69Om4+OKL8Zvf/AaDBg3CU089FfXs3NxclJaWorS0FNOnT8eqVatQVVWF9evXD7hth0hf5xGlu3i+hrr11ltx4sQJHD9+HJ988gl++tOfor6+PiavY87VWV3F4/UbX0MlHy5KJakrr7wSb7zxBt54441uXwn65S9/GZs3b8bbb78d1b1ZOnT8zZ/f7+/zz1taWvD666+f87O9P/rRj1BZWYndu3d3/gDmu5dWr14NALj88suxd+/ebivor7zyCnJycrq9wOuqqqoKR48exdVXX23738vpdAIwP4NNRPEXz85SSmH16tX41re+NeC9AKx0Vn8zlFK9utAwDBQXF2PQoEH4wx/+gJKSElx88cUxnQ307qzTp0/3+pvMjsd09DYR9S0efTRt2jR4vV4cOHCg83eBQABHjhzB6NGj+9xGKYX//d//jagTwuFwZx+dPn0aQO93aTocjn77IJrZkbyGuvzyy/GnP/0JgUCg83evvPIKJk6ciPz8fNsZiNJJvP+7r7CwEFlZWVi/fj0yMjL6/W+rWHVW1/3F+/UbwNdQSUHTxwYpSr/73e/UoEGDlMvl6vaNdU899ZTKzs5WAFRtbW23berq6tSuXbvU448/3vktLbt27eq818G2bdvUo48+qnbt2qWOHDmiXnvtNfWFL3xBjR8/XrW1tfWZ47//+7/VBRdcYDs/etxTKhgMqilTpqhZs2ap3bt3q5deekkVFBSopUuX9ruPhx56SF1//fWWZq1evVrV1dWp48ePqzfeeENNmTJFTZgwQQUCgc7H7dq1S+3atUtNmzZN3XrrrWrXrl3q/fff7/xzv9/f+ZiioiJ1zz33qF27dg34DRVEFJ/O6vDqq68qAGrfvn0D5rDSWR999JF68MEH1TvvvKOOHj2q3nzzTXX99derIUOGqJMnT3Y+7le/+pWqrKxU7733nvrZz36m3G53r2/6tDtbKfN+CD/72c9UXV2dqq2tVdu3b1czZsxQBQUFnff4e+2115RhGOr+++9XH374odq5c6f66le/qkaPHq1Onz494AyidBavPvrBD36gRowYoV5++WW1f/9+tWjRIjV8+HD16aef9pljx44dKj8/v9trkZ5aWlrU0qVL1VtvvaWOHDmi3nnnHfXtb39beb3eznu61NfXq6FDh6qbb75Z7d69Wx04cEDdc889yu12q927d0c8WynznlLf+973VF1dnaqrq1O7d+9Wc+fOVRkZGWr//v2dj6uqqlK7du1Sf/3Xf60mTJjQ+Xqp49v2GhsbVWFhofrmN7+p3nvvPbVu3To1ePBg9dvf/vac84kofp316KOPqp07d6oDBw6o5cuXq0GDBqn/+I//6DdHrDqrQ6xfvynF11DJiotSSerw4cMKgJo0aVK33x85cqTzprw9/eQnP1EAev2sXr1aKWV+DeiVV16phgwZorxerxozZoz6m7/5G1VTU9NvjoULF6p/+qd/sp2/56JUR/bZs2erQYMGqWHDhqm///u/P2fpffGLX1SPP/64pVkdP4ZhqKKiIjV//nz10Ucf9fu4jp/Ro0d3/nnHc97zZ8aMGXb+1YnSUjw6q8M3vvEN9YUvfMFSDiuddfz4cTV79mw1fPhw5Xa71ciRI9Wtt97a7T/AlFLqyiuvVLm5uSojI0Ndeuml5/xSBquzlTJfUHX99y0oKFDXXnut2rVrV7fH/eEPf1AXXXSRyszMVAUFBeqGG26w9MKOKN3Fq4/a29vV3//936vhw4er7Oxs9ZWvfOWcNwP+8Y9/rBYsWHDOrGfOnFFf+9rXVHFxsfJ4PKqoqEjdcMMNvW4avGPHDjVr1iw1ZMgQlZ2drS677LJzdpKV2UqZi1Jd/33z8/PVjBkz1JYtW875uI6frjdE37Nnj/riF7+ovF6vGjFihPrlL3854Hwiil9nffOb31RDhgxRHo9HVVRUqN///vfnzBHLzlIq9q/flOJrqGRlKMW7eVFkgsEgCgsLsXnzZlxyySUJnX3q1CkUFRWhpqYGhYWFCZ1NRMlJZ2fpnE1EMlVUVODHP/4xbrnllrSaTUTJSVdv8DVU6uM9pShin376Kf72b/8Wn//857XM/rd/+zcuSBGRZbo7S9dsIpKnvb0dc+fOxezZs9NqNhElJ529wddQqY/vlCIiIiIiIiIiooTjO6WIiIiIiIiIiCjhuChFREREREREREQJx0UpIiIiIiIiIiJKOC5KERERERERERFRwnFRioiIiIiIiIiIEo6LUkRERERERERElHBclCIiIiIiIiIiooTjohQRERERERERESUcF6WIiIiIiIiIiCjhuChFREREREREREQJx0UpIiIiIiIiIiJKOC5KERERERERERFRwnFRioiIiIiIiIiIEs6V6IHhcBi1tbXIzs6GYRiJHk9EAiml0NzcjOLiYjgc+tbK2U9E1BcJHcV+IqK+sJ+ISCqr/ZTwRana2lqUlJQkeiwRJYHq6mqMHDlS23z2ExGdi86OYj8R0bmwn4hIqoH6KeGLUtnZ2Wf/YbAz0eOB0yG985mBGaRl0D2/S4Zu/aCB9n4CRB0PbRl0z2cGZugng86OYj8xg5j5zCAyA/tJzrFgBmbQPl9YhoH6KeGLUp1v6RzsRO63yxI9Hr4nD0K1BmFkupBze2nC5zMDM0jLoHs+ADStrgJOh7S/5Vt3PwEyjofuDLrnMwMz9CSho9hPzCBlPjPIysB+Mkk4FszADFLmS8lgtZ94o3MiIiIiIiIiIko4LkoREREREREREVHCcVGKiIiIiIiIiIgSjotSRERERERERESUcFyUIiIiIiIiIiKihOOiFBERERERERERJRwXpYiIiIiIiIiIKOG4KEVERERERERERAlne1HqT3/6E66//noUFxfDMAw8//zzcYhFRGQf+4mIpGI/EZFU7Cci0sn2olRrayumTp2KFStWxCMPEVHE2E9EJBX7iYikYj8RkU4uuxvMnj0bs2fPjkcWIqKosJ+ISCr2ExFJxX4iIp1sL0rZ5ff74ff7O//Z5/PFeyQRkSXsJyKSiv1ERFKxn4goluJ+o/Nly5YhNze386ekpCTeI4mILGE/EZFU7Ccikor9RESxFPdFqaVLl6Kpqanzp7q6Ot4jiYgsYT8RkVTsJyKSiv1ERLEU94/veb1eeL3eeI8hIrKN/UREUrGfiEgq9hMRxVLc3ylFRERERERERETUk+13SrW0tODgwYOd/3z48GHs3r0bQ4YMwahRo2IajojIDvYTEUnFfiIiqdhPRKST7UWpd955B1deeWXnP//d3/0dAOC2227Dk08+GbNgRER2sZ+ISCr2ExFJxX4iIp1sL0pdccUVUErFIwsRUVTYT0QkFfuJiKRiPxGRTrynFBERERERERERJRwXpYiIiIiIiIiIKOG4KEVERERERERERAnHRSkiIiIiIiIiIko4LkoREREREREREVHCcVGKiIiIiIiIiIgSjotSRERERERERESUcIZSSiVyoM/nQ25urjk805XI0QAAdToIKAAGYAxO/HxmYAZpGXTPBwDVGgQANDU1IScnR0sGQH8/AUKOB89JZmCG7hkEdBT7iRmkzGcGYRnYTwCEHAtmYAYh88VksNhPetJ9piOknuGa5zMDM0jLoHu+MNqfCwnHQ3cG3fOZgRmE0v48SDgWzKB/PjPIyiCE9udBwrFgBmaQMl9KhgFoXZTiO6WYgRn0Z9A9H5BZlPybPn0ZdM9nBmbolUFYR7Gf0juD7vnMICwD+wmAkGPBDMwgZL6YDBb7Sd+i1GAncm4vTfhY35MHoVqDMAa7tMxnBmaQlkH3fABoWl0FnA5pmd0nTf0EyDgeujPons8MzNCTqI5iP6V9Bt3zmUFWBvaTScKxYAZmkDJfSgar/cQbnRMRERERERERUcJxUYqIiIiIiIiIiBKOi1JERERERERERJRwXJQiIiIiIiIiIqKE0/rte8koVN+GUEM7EAgDbgec+R44CzISmqFiZDnKCsciKyMTLW2tqDp5GJU1+9IuAxF1x36Sk4GIumM/yclARL3p7igJ3SAhA6UnLkpZoIJhBKp88Fc2IHzK3+vPHcO88Fbkw12WA8MVnzefZbi9mDvtWiyesRBTS87v9ed7qj/Ayq1rsGHni2gL9M6YKhmIqDv2k5wMRNQd+0lOBiLqTXdHSegGCRmIuCg1gFBjO1o3HYNqDvb7mPApP85sOYG2HaeQecMoOPM8Mc0wfvgYbFzyBEqGFCOswn0+ZsqIiVi+4AHcN3sJblq+CIfqj6ZcBiLqjv0kJwMRdcd+kpOBiHrT3VESukFCBiKA95Q6p1BjO1qePQLV0n9ZdaVagmh59ghCje0xyzB++Bi8es86FOcVwjAMOB3OPh/ndDhhGAaK8wrx2r3rMa5gdEplIKLu2E9yMhBRd+wnORmIqDfdHSWhGyRkIOpga1Fq2bJl+PznP4/s7GwMHz4cN910Ew4cOBCvbFqpYBitm44B7WFAWd0IQLu5nQr2vdpsR4bbi41LnkC2NxMup7U3tbmcLmR7M/H8nauQ4famRAYiK9hPA20E9lMcMhBZlS4dxX6Sk4HIqnTpJ0B/R0noBgkZiLqytSi1detWLFmyBNu2bcMrr7yCQCCAWbNmobW1NV75tAlU+cy3c1otqw4KUM1BBKp8UWeYO+1alAwptlwWHVxOF0YNHYGbL56dEhmIrGA/WcB+inkGIqvSpaPYT3IyEFmVLv0E6O8oCd0gIQNRV7YWpV566SXcfvvtmDx5MqZOnYonn3wSx44dw86dO+OVTxt/ZYPW7QFg8YyF/X6+dyChcAiLZyxMiQxEVrCfErc9IKMbJGQgsipdOor9JCcDkVXp0k+A/o6S0A0SMhB1FdU9pZqamgAAQ4YMiUkYKUL1bX1+A4Md4VN+hOrbIt6+YmQ5ppac3+/newfidDhx4ajJqBhZntQZiCLFfuof+4n9RPqlYkexn+RkIIpGKvYToL+jJHSDhAxEPUW8KBUOh/HDH/4Q06dPx5QpU/p9nN/vh8/n6/YjXaghNjexi+ZmeGWFY2OSoTSK/UjIQBQJ9pOF/bCfos5AFCkrHcV+ioyEbpCQgShSqdpPgP6OktANEjIQ9RTxotSSJUvw3nvvYd26ded83LJly5Cbm9v5U1JSEunIxAlEf5NNAOYN9CKUlZEZkwjZUexHQgaiSLCfLGA/RZ2BKFJWOor9FBkJ3SAhA1GkUrafAO0dJaEbJGQg6imiRak777wTL7zwAl5//XWMHDnynI9dunQpmpqaOn+qq6sjCppQ7qg+1XiWJ/L9tLTF5saCzVHsR0IGIrvYTxaxn6LOQBQJqx3FfoqMhG6QkIEoEindT4D2jpLQDRIyEPVk65b7Sincdddd2LhxI9544w2MHTvw2/a8Xi+83uT62khnvic2+8mLfD9VJw/HJEPViUNJnYHIKvaTzf2wn6LOQGSH3Y5iP0VGQjdIyEBkRzr0E6C/oyR0g4QMRD3ZWuZdsmQJ1qxZg7Vr1yI7OxsnTpzAiRMncObMmXjl08JZkAHHsOiK1jHMC2dBRsTbV9bsw57qDxAKhyLaPhQOYfex97H3+P6kzkBkFfvJOvYT+4kSLx06iv0kJwORHenQT4D+jpLQDRIyEPVka1HqscceQ1NTE6644goUFRV1/qxfvz5e+bTxVuRr3R4AVm5dA4cR2dtDnQ4nVm5dkxIZiKxgPyVue0BGN0jIQGRVunQU+0lOBiKr0qWfAP0dJaEbJGQg6srW2aiU6vPn9ttvj1M8fdxlOTCyXYBhc0MDMLJdcJflRJ1hw84XUf1pLYKhoK3tgqEgjn1yHM+9uzklMhBZwX6ygP0U8wxEVqVLR7Gf5GQgsipd+gnQ31ESukFCBqKuYnS3t9RjuBzIvGGUeSM7q6VlAPCY2xmu6J/atoAfX1vxXTT7Wy2XRjAURLO/FTctX4S2gD8lMhBRd+wnORmIqDv2k5wMRNSb7o6S0A0SMhB1xUWpc3DmeZA1bwyMLGv3gzeyXMiaNyaqG3T29NHHR3DVQ/NR23gSAPr9/G/H72sbT+Kqh+bjUP3RlMpARN2xn+RkIKLu2E9yMhBRb7o7SkI3SMhA1MHWt++lI2eeB9m3jkOgygd/ZQPCp3qvDDuGeeGtyDffDhqDv+Hr6VD9UVzyizm4+eLZWDxjIS4cNbnXY/bW7MfKrWvw3Lub47J6LSEDEXXHfpKTgYi6Yz/JyUBEvenuKAndICEDEcBFKUsMlwOe8jx4yvMQqm9DqLEdaA8DHgeceZ6oviXGqraAH2u3P4+1259HxchylBaORXZGJprbWnHw5GFU1uxLiwxE1B37SU4GIuqO/SQnAxH1prujJHSDhAxEXJSyyVmQkZAXUedSWbNPe0FIyEBE3bGf5GQgou7YT3IyEFFvujtKQjdIyEDpifeUIiIiIiIiIiKihOOiFBERERERERERJRwXpYiIiIiIiIiIKOEMpZRK5ECfz4fc3FxzeGbib2mlTgcBBcAAjMF6bqnFDMwgKYPu+QCgWoMAgKamJuTk5GjJAOjvJ0DI8eA5yQzM0D2DgI5iPzGDlPnMICwD+wmAkGPBDMwgZL6YDBb7SeuNzjtC6hmueT4zMIO0DLrnC6P9uZBwPHRn0D2fGZhBKO3Pg4RjwQz65zODrAxCaH8eJBwLZmAGKfOlZBiA1kUpvlOKGZhBfwbd8wGZRcm/6dOXQfd8ZmCGXhmEdRT7Kb0z6J7PDMIysJ8ACDkWzMAMQuaLyWCxn/QtSg12Iuf20oSP9T15EKo1CGOwS8t8ZmAGaRl0zweAptVVwOmQltl90tRPgIzjoTuD7vnMwAw9ieoo9lPaZ9A9nxlkZWA/mSQcC2ZgBinzpWSw2k+80TkRERERERERESUcF6UoqRmJvU8/EREREREREcWI1ntKEdk1tb4NC/Y14vLaM5jY4IcnDLQ7gAP5XrxVPAhPl+dhT0GG7phERERERERENAAuStkUqm9DqKEdCIQBtwPOfA+cCV4ESccMYxvbsXxLHabXnUHAANxTLwSungRkZ8PT3IwL9u/HpD27sXhvI94sGoQ7ZxbhcJ4nbnmIJErHbpCaoWJkOcoKxyIrIxMtba2oOnkYlTX7EpqBSBIJ1yUzmNhPRL3pvjZ1z5eSgf2UnrgoZYEKhhGo8sFf2YDwKX+vP3cM88JbkQ93WQ4MV3w+EZnOGeZ92IQVW07A6fECt98O9913Axdd1Otx7l27gEcewaXr12HbusO4Y2YRNkzIiVkOIonSuRukZchwezF32rVYPGMhppac3+vP91R/gJVb12DDzhfRFuidkSjVSLgumcHEfiLqTfe1qXu+lAzsJ+Ki1ABCje1o3XQMqrn/rzMMn/LjzJYTaNtxCpk3jIIzxu/QSecM8z5swspX6oCyMjj++Edg9GggHO77wRUVwO9+B9dPfgLH1Vfj8VcOwoDCsxNyo85BJFE6d4O0DOOHj8HGJU+gZEgxwqrvjpoyYiKWL3gA981egpuWL8Kh+qMxzUAkiYTrkhlM7Cei3nRfm7rnS8nAfiKANzo/p1BjO1qePQLV0v+F2pVqCaLl2SMINbYzQwwyjGtsx4otJ8wFqW3bgBEjAMMAnM6+N3A6zT8fMQKO7duB0lKs2HICY2P4XBBJkc7dIC3D+OFj8Oo961CcVwjDMOB09N1RTocThmGgOK8Qr927HuMKRscsA5EkEq5LZjCxn4h6031t6p4vJQP7iTrYWpR67LHHUFFRgZycHOTk5ODyyy/H5s2b45VNKxUMo3XTMaA9DFj9gjcFoN3cTgX7eTcPM1j26JY6ODxe8x1S2dmA221tQ7cbyM6G45VX4PR4sXxLXcQZKHmwnwbaCCnTDZIyZLi92LjkCWR7M+FyWnvzscvpQrY3E8/fuQoZbm/UGSg5pEtHSbgumcHEfiKr0qWfAP3Xpu75UjKwn6grW4tSI0eOxC9/+Uvs3LkT77zzDmbOnIkbb7wR77//frzyaROo8plvZbR6oXZQgGoOIlDlY4YoMkz9uA3T687APf+vzI/sWV2Q6uB2A2PGwHXLfEyvO4Op9W0R5aDkwX6yIAW6QVqGudOuRcmQYssvqDq4nC6MGjoCN188O+oMlBzSpaMkXJfMYGI/kVXp0k+A/mtT93wpGdhP1JWtRanrr78e1157LcrKyjBhwgQ88MADyMrKwrZt2+KVTxt/ZYPW7dM9w4L9jQgYAO6+u/97SA0kFALuugsBA1iwrzGyfVDSYD8lbntmOGvxjIX93gNhIKFwCItnLIw6AyWHdOkoCdclM5jYT2RVuvQToP/a1L29lAzsJ+oq4ntKhUIhrFu3Dq2trbj88stjmUm7UH1bn98+YEf4lB+hKN6dk+4ZLq89A/fUC81v2evvHlIDcTqBadPgnnohLqs7E9k+KCmxn84tmbtBUoaKkeWYWnJ+v/dAGIjT4cSFoyajYmR5xBkoOaVqR0m4LpnBxH6iSKVqPwH6r03d86VkYD9RT7a/fW/v3r24/PLL0dbWhqysLGzcuBHnn9/7qxs7+P1++P1nT3yfL/q3+8VbqCF2N7FzFmQwQwQZJjb4gasnxWQ+Jk7EpMrdsdkXicZ+srGfJO0GSRnKCsfGJENp4VhU1uyLyb5INjsdxX5K3m6QkIH9RHalej8B+q9N3fOlZGA/UU+23yk1ceJE7N69G9u3b8f3v/993Hbbbfjggw/6ffyyZcuQm5vb+VNSUhJV4IQIRH/zNgDmzeOYwXYGQyl4wjBvbh4LOTnwhM39UmpjP9mQhN0gLUNWRmZMImTHaD8kn52OYj8xA/uJEinl+wnQf23qni8kA/uJerK9KOXxeFBaWopp06Zh2bJlmDp1Kv7jP/6j38cvXboUTU1NnT/V1dVRBU4Id8SfauzOE8V+0jiDMgy0OwA0N8dmvs+Hdoe5X0pt7CcbkrAbpGVoaWuNSYTmGO2H5LPTUewnZmA/USKlfD8B+q9N3fOFZGA/UU+2P77XUzgc7vb2zZ68Xi+83uT6ykZnvic2+8mLfD/pnuFAvhcX7N8fk/nYvx/7hyTXOUixwX46x36StBskZag6eTgmGapOHIrJfij5nKuj2E/MwH4inVKtnwD916bu+VIysJ+oJ1uLUkuXLsXs2bMxatQoNDc3Y+3atXjjjTfw8ssvxyufFs6CDDiGeaO6CZxjmDfiz9kyA/BW8SBM2rMb7l27gIqKyG52HgoBu3cjULkH26bk2d+ekgr7ybpk7gZJGSpr9mFP9QeYMmJiRDfrDIVD2FuzH3uPx2gBnkRLh46ScF0yg4n9RHakQz8B+q9N3fOlZGA/UU+23nf38ccf41vf+hYmTpyIq666Cjt27MDLL7+Mq6++Ol75tPFW5GvdPt0zPF2eB7cC8MgjgCPCt4c6ncCjj8KtzP1RamM/JW57Zjhr5dY1cBiRdZTT4cTKrWuizkDJIV06SsJ1yQwm9hNZlS79BOi/NnVvLyUD+4m6svVOqVWrVsUrhzjushy07TgF1RIE7Nwf2wCMLBfcZTnMEEWGPQUZeLNoEC5dvw6un/wEGDECcLut7yAQAI4fR/CZ9dheNAh7oljNp+TAfrIgBbpBWoYNO1/EfbOXoDivEC6n9f9LDYaCqG08iefe3Rx1BkoO6dJREq5LZjCxn8iqdOknQP+1qXu+lAzsJ+oqRnc6Sz2Gy4HMG0aZN3Gzen9sA4DH3M5wRf/UpnuGO2cWIdTuR3jWLPOm54GAtQ0DAaC5GeGrr0ao3Y87ZxZFnIFIonTvBkkZ2gJ+fG3Fd9Hsb0UwFLS0TTAURLO/FTctX4S2QORvnyeSSMJ1yQwm9hNRb7qvTd3zpWRgP1FXXJQ6B2eeB1nzxsDIsrZ6a2S5kDVvTFQ3fmOGsw7neXDHzCKgqgrhSy8Fjh83/yAU6nuDjt8fP24+/uBB3DGzCIdj+FwQSZHO3SAtw0cfH8FVD81HbeNJAOa9DvrS8fvaxpO46qH5OFR/NGYZiCSRcF0yg4n9RNSb7mtT93wpGdhP1CHqb99Ldc48D7JvHYdAlQ/+yoY+bwrnGOaFtyIf7rKcmKwcM8NZGybkwIDCii0fwXl+OVy3zAfuuguYNq33g3fvBh59FMFn1iPU7scdVxdjw4To315KJFU6d4O0DIfqj+KSX8zBzRfPxuIZC3HhqMm9HrO3Zj9Wbl2D597dzL/ho5Qn4bpkBhP7iag33dem7vlSMrCfCOCilCWGywFPeR485XkI1bch1NgOtIcBjwPOPE9U3z7ADAN7dkIudg4fhOVb6jD9qacQ+P1TcE+9EJg4EcjJAXw+4MABBPbshlsB24oH4a4rx/IdUpQW0rkbpGVoC/ixdvvzWLv9eVSMLEdp4VhkZ2Siua0VB08eRmXNvrhnIJJEwnXJDCb2E1Fvuq9N3fOlZGA/ERelbHIWZCTk4mSG7g7neTDn5tGYWt+GBfsacVnNPkyq3A1PGGh3APuHeLFtSh6eLs/jTc0pbaVjN0jNUFmzjy+iiLqQcF0yg4n9RNSb7mtT93wpGdhP6YmLUpRU9hRkYE/BeZ3/bCgFZVi9Qx8RERERERERScEbnVNS44IUERERERERUXLiohQRERERERERESWcoZRSiRzo8/mQm5trDs9M/KcH1ekgoAAYgDFYz6cXmYEZJGXQPR8AVGsQANDU1IScHH3fmKi7nwAhx4PnJDMwQ/cMAjqK/cQMUuYzg7AM7CcAQo4FMzCDkPliMljsJ633lOoIqWe45vnMwAzSMuieL4z250LC8dCdQfd8ZmAGobQ/DxKOBTPon88MsjIIof15kHAsmIEZpMyXkmEAWhel+E4pZmAG/Rl0zwdkFiX/pk9fBt3zmYEZemUQ1lHsp/TOoHs+MwjLwH4CIORYMAMzCJkvJoPFftK3KDXYiZzbSxM+1vfkQajWIIzBLi3zmYEZpGXQPR8AmlZXAadDWmb3SVM/ATKOh+4MuuczAzP0JKqj2E9pn0H3fGaQlYH9ZJJwLJiBGaTMl5LBaj/xRudERERERERERJRwXJQiIiIiIiIiIqKE46IUERERERERERElnNYbndtVMbIcZYVjkZWRiZa2VlSdPIzKmn0JzRCqb0OooR0IhAG3A858D5wFGcyQ4AwSzgUJGXQfBykZJOD5wAxd6T4fdM8HZBwHCRmk0H1OSDgWzGDSfS5IyaD7WOieLwnPB/3zmeEsno+JzyB+USrD7cXcaddi8YyFmFpyfq8/31P9AVZuXYMNO19EW8AflwwqGEagygd/ZQPCp3rPcAzzwluRD3dZDgxXfN58xgwyzgUJGXQfBykZJOD5wAxd6T4fdM8HZBwHCRmk0H1OSDgWzGDSfS5IyaD7WOieLwnPB/3zmeEsno96M4helBo/fAw2LnkCJUOKEVbhPh8zZcRELF/wAO6bvQQ3LV+EQ/VHY5oh1NiO1k3HoJr7/zrD8Ck/zmw5gbYdp5B5wyg48zzMEOMMEs4FCRl0HwcpGSTg+cAMXek+H3TPB2QcBwkZpNB9Tkg4Fsxg0n0uSMmg+1joni8Jzwf985nhLJ6P+jOIXYIfP3wMXr1nHYrzCmEYBpwOZ5+PczqcMAwDxXmFeO3e9RhXMDpmGUKN7Wh59ghUS/8HpivVEkTLs0cQamxnhhhmkHAuSMig+zhIySABzwdm6Er3+aB7PiDjOEjIIIXuc0LCsWAGk+5zQUoG3cdC93xJeD7on88MZ/F8lJEhqkWpX/7ylzAMAz/84Q9jEqZDhtuLjUueQLY3Ey6ntTdzuZwuZHsz8fydq5Dh9kadQQXDaN10DGgPA8rqRgDaze1UsO9VVmawR8K5ICGD7uMgJYMd7KeeGyHlzgcJGXSfD7rnAzKOg4QMdsSrnwD954SEY8EMJt3ngpQMuo+F7vmR4Guonhshpc4HZjDxfJSTIeJFqR07duC3v/0tKioqog7R09xp16JkSLHlk6ODy+nCqKEjcPPFs6POEKjymW9ds3pgOihANQcRqPIxQwwySDgXJGTQfRykZLCK/dSPFDsfJGTQfT7ong/IOA4SMlgVz34C9J8TEo4FM5h0nwtSMug+Frrn28XXUP1IofOBGUw8H+VkiGhRqqWlBQsWLMDjjz+O/Pz8qEP0tHjGwn4/zzmQUDiExTMWRp3BX9mgdXtmMEk4FyRk0H0cpGSwgv0U/+2Z4Szd54Pu+YCM4yAhgxXx7idA/zkh4Vgwg0n3uSAlg+5joXt7O/gaKvW3Z4azeD7KyRDRotSSJUswZ84cfOUrX4k6QE8VI8sxteT8fj/PORCnw4kLR01GxcjyiDOE6tv6vNu8HeFTfoTq25ghigwSzgUJGXQfBykZrGI/DSwVzgcJGXSfD7rnAzKOg4QMVsWznwD954SEY8EMJt3ngpQMuo+F7vl28TXUwJL9fGAGE89HORmACBal1q1bh3fffRfLli2z9Hi/3w+fz9ft51zKCsfajdSn0ij2E2qI3U3smCHyDBLOBQkZdB8HKRmsYD/Z2E+Snw8SMug+H3TPB2QcBwkZrIh3PwH6zwkJx4IZTLrPBSkZdB8L3fPtsNNRydhPgP7joXs+M5zF81FOBsDmolR1dTV+8IMf4Omnn0ZGRoalbZYtW4bc3NzOn5KSknM+Pisj006kfmVHs59AjG4o2B7FfphBxLkgIYPu4yAmwwDYTzYl+/kgIIPu80H3fAAijoOIDANIRD8BAs4JCceCGQAIOBeEZNB+LHTPt8huRyVlPwH6j4fu+czQieejoAywuSi1c+dOfPzxx7j44ovhcrngcrmwdetWPPLII3C5XAiFQr22Wbp0KZqamjp/qqurzzmjpa3V3r9BP5qj2Y87qi8lPMsTxX6YQcS5ICGD7uMgJsMA2E82Jfv5ICCD7vNB93wAIo6DiAwDSEQ/AQLOCQnHghkACDgXhGTQfix0z7fIbkclZT8B+o+H7vnM0Inno6AMAGzdav6qq67C3r17u/3u29/+NiZNmoT77rsPTmfvz2R6vV54vda/LrHq5GE7kfrfz4lDEW/rzPfEJIMzL/L9MIOMc0FCBt3HQUqGgbCfbO4nyc8HCRl0nw+65wMyjoOEDANJRD8B+s8JCceCGUy6zwUpGXQfC93zrbLbUcnYT4D+46F7PjOcxfNRTgbA5julsrOzMWXKlG4/mZmZGDp0KKZMmRJVkA6VNfuwp/oDhMK9/9bQilA4hN3H3sfe4/sjzuAsyIBjmL2i7ckxzAtngbW36DND3yScCxIy6D4OUjIMhP1kXSqcDxIy6D4fdM8HZBwHCRkGkoh+AvSfExKOBTOYdJ8LUjLoPha651vF11DWJfv5wAwmno9yMgARfvtevK3cugYOI7JoTocTK7euiTqDtyK6r0GNdntmMEk4FyRk0H0cpGSQgOcDM3Sl+3zQPR+QcRwkZJBC9zkh4Vgwg0n3uSAlg+5joXt7SXg+6N+eGc7i+SgnQ9SLUm+88QYefvjhqIN0tWHni6j+tBbBUNDWdsFQEMc+OY7n3t0cdQZ3WQ6MbBdg2NzQAIxsF9xlOcwQgwwSzgUJGXQfBykZ7GI/9ZBi54OEDLrPB93zARnHQUIGu+LRT4D+c0LCsWAGk+5zQUoG3cdC9/xI8TVUDyl0PjCDieejnAwi3ynVFvDjayu+i2Z/q+WTJBgKotnfipuWL0JbwB91BsPlQOYNo8ybdlk9QAYAj7md4Yr+qWUGGeeChAy6j4OUDBLwfGCGrnSfD7rnAzKOg4QMUug+JyQcC2Yw6T4XpGTQfSx0z5eE54P++cxwFs9HORnEttxHHx/BVQ/NR23jSQDo9/OeHb+vbTyJqx6aj0P1R2OWwZnnQda8MTCyrN0P3shyIWvemJjejJAZZJwLEjLoPg5SMkjA84EZutJ9PuieD8g4DhIySKH7nJBwLJjBpPtckJJB97HQPV8Sng/65zPDWTwfZWSw9e17iXao/igu+cUc3HzxbCyesRAXjprc6zF7a/Zj5dY1eO7dzTFZrezJmedB9q3jEKjywV/ZgPCp3jMcw7zwVuSbb32Lw99mMIOMc0FCBt3HQUoGCXg+MENXus8H3fMBGcdBQgYpdJ8TEo4FM5h0nwtSMug+FrrnS8LzQf98ZjiL56P+DKIXpQDzbXVrtz+PtdufR8XIcpQWjkV2Riaa21px8ORhVNbsi3sGw+WApzwPnvI8hOrbEGpsB9rDgMcBZ54n7t+IwQwmCeeChAy6j4OUDBLwfGCGrnSfD7rnAzKOg4QMUug+JyQcC2Yw6T4XpGTQfSx0z5eE54P++cxwFs9HvRnEL0p1VVmzLyEnxLk4CzK0/x8GM8g4FyRk0H0cpGSQgOcDM3Sl+3zQPR+QcRwkZJBC9zkh4Vgwg0n3uSAlg+5joXu+JDwf9M9nhrN4PiY+Q+q+L5SIiIiIiIiIiMTiohQRERERERERESUcF6WIiIiIiIiIiCjhDKWUSuRAn8+H3Nxcc3hm4m9ppU4HAQXAAIzBem6pxQzMICmD7vkAoFqDAICmpibk5ORoyQDo7ydAyPHgOckMzNA9g4COYj8xg5T5zCAsA/sJgJBjwQzMIGS+mAwW+0nrjc47QuoZrnk+MzCDtAy65wuj/bmQcDx0Z9A9nxmYQSjtz4OEY8EM+uczg6wMQmh/HiQcC2ZgBinzpWQYgNZFKb5TihmYQX8G3fMBmUXJv+nTl0H3fGZghl4ZhHUU+ym9M+iezwzCMrCfAAg5FszADELmi8lgsZ/0LUoNdiLn9tKEj/U9eRCqNQhjsEvLfGZgBmkZdM8HgKbVVcDpkJbZfdLUT4CM46E7g+75zMAMPYnqKPZT2mfQPZ8ZZGVgP5kkHAtmYAYp86VksNpPvNE5ERERERERERElHBeliIiIiIiIiIgo4bgoRURERERERERECaf1RufJKFTfhlBDOxAIA24HnPkeOAsymCHBGSpGlqOscCyyMjLR0taKqpOHUVmzL2HzmYEk0n1dMsNZuq9N3fOlZCA5JFyXzGCScG0yA0mj+9rUPV9KBgnXpYTnQUKGROKilAUqGEagygd/ZQPCp/y9/twxzAtvRT7cZTkwXPF58xkzABluL+ZOuxaLZyzE1JLze/35nuoPsHLrGmzY+SLaAr3zMQOlIt3XJTOcpfva1D1fSgaSQ8J1yQwmCdcmM5A0uq9N3fOlZJBwXUp4HiRk0IWLUgMINbajddMxqOb+v84wfMqPM1tOoG3HKWTeMArOPA8zxDjD+OFjsHHJEygZUoywCvf5mCkjJmL5ggdw3+wluGn5IhyqPxqz+cxAEum+LpnhLN3Xpu75UjKQHBKuS2YwSbg2mYGk0X1t6p4vJYOE61LC8yAhg06ptcQWY6HGdrQ8ewSqpf+ToyvVEkTLs0cQamxnhhhmGD98DF69Zx2K8wphGAacDmefj3M6nDAMA8V5hXjt3vUYVzA6JvOZgSTSfV0yw1m6r03d86VkIDkkXJfMYJJwbTIDSaP72tQ9X0oGCdelhOdBQgbdbC1K/fSnP4VhGN1+Jk2aFK9sWqlgGK2bjgHtYUBZ3QhAu7mdCva90ssM9mS4vdi45AlkezPhclp7Y5/L6UK2NxPP37kKGW5vVPOZIXmwnwbaCCnVDVIy6L42dc+XkiEZpEtHSbgumcEk4dpkhuSQLv0E6L82dc+XkkHCdSnheZCQQQLb75SaPHky6urqOn/+/Oc/xyOXdoEqn/n2OasnRwcFqOYgAlU+ZohBhrnTrkXJkGLLZdXB5XRh1NARuPni2VHNZ4bkwn4aQAp1g5QMuq9N3fOlZEgW6dBREq5LZjBJuDaZIXmkQz8B+q9N3fOlZJBwXUp4HiRkkMD2opTL5cJ5553X+TNs2LB45NLOX9mgdXtmMC2esbDfzxcPJBQOYfGMhVHNZ4bkwn5KzPbMcJbua1P3fCkZkkU6dJSE65IZTBKuTWZIHunQT4D+a1P39lIySLguJTwPEjJIYHtRqqqqCsXFxRg3bhwWLFiAY8eOxSOXVqH6tj7veG9H+JQfofo2ZogiQ8XIckwtOb/fzxcPxOlw4sJRk1Exsjyi7Zkh+bCfrEn2bpCSQfe1qXu+lAzJJNU7SsJ1yQwmCdcmMySXVO8nQP+1qXu+lAwSrksJz4OEDFLYWpS69NJL8eSTT+Kll17CY489hsOHD+NLX/oSmpub+93G7/fD5/N1+5Eu1BC7m9gxQ+QZygrHxmR+aRT7YYbkwX6yuZ8k7gYpGXRfm7rnS8mQLOx2FPuJGZK5n5ghuaRDPwH6r03d86VkkHBdSngeJGSQwtaHOGfPPvvZzYqKClx66aUYPXo0nnnmGSxatKjPbZYtW4b7778/upSJFojRDcPao9gPMyArIzMm47Oj2A8zJA/2k01J3A1SMui+NnXPl5IhWdjtKPYTMyRzPzFDckmLfgL0X5u65wvJIOK6FPA8iMgghO2P73WVl5eHCRMm4ODBg/0+ZunSpWhqaur8qa6ujmZkYrijelrO8kSxH2ZAS1trTMY3R7EfZkhe7KcBJHE3SMmg+9rUPV9KhmQ1UEexn5ghmfuJGZJbSvYToP/a1D1fSAYR16WA50FEBiGi+jdoaWnBRx99hKKion4f4/V6kZOT0+1HOme+Jzb7yYt8P8wAVJ08HJP5VScORb4tMyQt9tMA+0nibpCSQfe1qXu+lAzJaqCOYj8xQzL3EzMkt1TsJ0D/tal7vpQMEq5LCc+DhAxS2FqUuueee7B161YcOXIEf/nLX/C1r30NTqcT3/jGN+KVTwtnQQYcw7xR7cMxzAtnQQYzRJGhsmYf9lR/gFA4FNH2oXAIu4+9j73H90e0PTMkF/aTdcneDVIy6L42dc+XkiFZpENHSbgumcEk4dpkhuSRDv0E6L82dc+XkkHCdSnheZCQQQpbi1I1NTX4xje+gYkTJ+KWW27B0KFDsW3bNhQUFMQrnzbeinyt2zODaeXWNXAYkb2hz+lwYuXWNVHNZ4bkwX5K3PbMcJbua1P3fCkZkkG6dJSE65IZTBKuTWZIDunST4D+a1P39lIySLguJTwPEjJIYOtMWLduHWpra+H3+1FTU4N169Zh/Pjx8cqmlbssB0a2CzBsbmgARrYL7rLo38bKDMCGnS+i+tNaBENBW9sFQ0Ec++Q4nnt3c1TzmSF5sJ8sSKFukJJB97Wpe76UDMkgXTpKwnXJDCYJ1yYzJId06SdA/7Wpe76UDBKuSwnPg4QMEiT/XbHixHA5kHnDKPPGYVZPEgOAx9zOcEX/1DID0Bbw42srvotmf6vl0gqGgmj2t+Km5YvQFvBHNZ8ZSCLd1yUznKX72tQ9X0oGkkPCdckMJgnXJjOQNLqvTd3zpWSQcF1KeB4kZJAgNf4t4sSZ50HWvDEwslyWHm9kuZA1b0xMbzbGDMBHHx/BVQ/NR23jSQDo9/PHHb+vbTyJqx6aj0P1R2MynxlIIt3XJTOcpfva1D1fSgaSQ8J1yQwmCdcmM5A0uq9N3fOlZJBwXUp4HiRk0M3av3kac+Z5kH3rOASqfPBXNiB8qveqrGOYF96KfPPtd3FYrWQG4FD9UVzyizm4+eLZWDxjIS4cNbnXY/bW7MfKrWvw3Lub4/K3WsxA0ui+LpnhLN3Xpu75UjKQHBKuS2YwSbg2mYGk0X1t6p4vJYOE61LC8yAhg05clLLAcDngKc+DpzwPofo2hBrbgfYw4HHAmedJyB3vmcF8m+fa7c9j7fbnUTGyHKWFY5GdkYnmtlYcPHkYlTX74jqfGUgi3dclM5yl+9rUPV9KBpJDwnXJDCYJ1yYzkDS6r03d86VkkHBdSngeJGTQhYtSNjkLMrSfEMxgfpWo7hcOzEDS6L4umeEs3dem7vlSMpAcEq5LZjBJuDaZgaTRfW3qni8lg4TrUsLzICFDIqXW+76IiIiIiIiIiCgpcFGKiIiIiIiIiIgSjotSRERERERERESUcIZSSiVyoM/nQ25urjk8M/G3tFKng4ACYADGYD231GIGZpCUQfd8AFCtQQBAU1MTcnJytGQA9PcTIOR48JxkBmbonkFAR7GfmEHKfGYQloH9BEDIsWAGZhAyX0wGi/2k9UbnHSH1DNc8nxmYQVoG3fOF0f5cSDgeujPons8MzCCU9udBwrFgBv3zmUFWBiG0Pw8SjgUzMIOU+VIyDEDrohTfKcUMzKA/g+75gMyi5N/06cugez4zMEOvDMI6iv2U3hl0z2cGYRnYTwCEHAtmYAYh88VksNhP+halBjuRc3tpwsf6njwI1RqEMdilZT4zMIO0DLrnA0DT6irgdEjL7D5p6idAxvHQnUH3fGZghp5EdRT7Ke0z6J7PDLIysJ9MEo4FMzCDlPlSMljtJ97onIiIiIiIiIiIEo6LUkREREREREREghiJ/U46bbTeU4qIiIiIiIiIKN1NrW/Dgn2NuLz2DCY2+OEJA+0O4EC+F28VD8LT5XnYU5ChO2bMcVHKplB9G0IN7UAgDLgdcOZ74EzBE2MgFSPLUVY4FlkZmWhpa0XVycOorNmXNvMBngskD89JE/tB/3yinnhOmthPJgnPA1FXEq4L3SRclxKOg44MYxvbsXxLHabXnUHAAN5TwAYAzQCyw8CkT/z49qd+LN7biDeLBuHOmUU4nOeJa6ZE4qKUBSoYRqDKB39lA8Kn/L3+3DHMC29FPtxlOTBcqfuJyAy3F3OnXYvFMxZiasn5vf58T/UHWLl1DTbsfBFtgd7PU7LPB3gukDw8J03sB/3ziXriOWliP5kkPA9EXUm4LnSTcF1KOA46M8z7sAkrtpxAe0hhNYBHFLC7j8ddqIC7AcyrO4Nt6w7jjplF2DAhJ6ZZdOGi1ABCje1o3XQMqrn/rzMMn/LjzJYTaNtxCpk3jIIzhVYtO4wfPgYblzyBkiHFCKtwn4+ZMmIili94APfNXoKbli/CofqjKTMf4LlA8vCcNLEf9M8n6onnpIn9ZJLwPBB1JeG60E3CdSnhOOjMMO/DJqx8pQ4fArgGwFH0f9PvSgDfAXA/gJdDCo+/UgsDCs9OyI1JFp1Sc8k3RkKN7Wh59ghUS/8naFeqJYiWZ48g1Nge52SJNX74GLx6zzoU5xXCMAw4Hc4+H+d0OGEYBorzCvHavesxrmB0SswHeC6QPDwnTewH/fOJeuI5aWI/mSQ8D0RdSbgudJNwXUo4DjozjGtsx4otJ/AhgC8AqPns930vD579fQ2AywFUAVix5QTGpsB5aXtR6vjx41i4cCGGDh2KQYMG4YILLsA777wTj2xaqWAYrZuOAe1hwOpN7xWAdnM7FezvdEouGW4vNi55AtneTLic1t5Y53K6kO3NxPN3rkKG25vU8wGeC8mE/XSujZBy5yT7Qf98sicdOornpIn9ZJLwPJA16dBPgIzrQjcJ16WE46A7w6Nb6uAPKVwDwAcgZHG70GeP/yqA9pDC8i11UeWQwNaiVENDA6ZPnw63243Nmzfjgw8+wK9//Wvk5+fHK582gSqf+RY+u9/CqADVHESgyheXXIk2d9q1KBlSbLmwOricLowaOgI3Xzw7qecDPBeSBfvJghQ7J9kP+ueTdenSUTwnTewnk4TngQaWLv0EyLgudJNwXUo4DjozTP24DdPrzmADzI/sWV2Q6hD6bLsNAKbXncHU+raIs0hga1HqX//1X1FSUoLVq1fjkksuwdixYzFr1iyMHz8+Xvm08Vc2aN1eisUzFvb7GeOBhMIhLJ6xMKnnAzwXkgX7KXHbS8F+0L89WZcuHcVz0sR+Mkl4Hmhg6dJPgIzrQjcJ16WE46Azw4L9jQgYwCOI/H5KDpjbBwxgwb7GiLNIYOs52LRpEz73uc/h61//OoYPH46LLroIjz/+eLyyaROqb+vzrvt2hE/5EUryFcuKkeWYWnJ+v58xHojT4cSFoyajYmR5Us4HeC4kE/aTdalwTrIf9M8ne9Kho3hOmthPJgnPA1mTDv0EyLgudJNwXUo4DrozXF57Bu999i17kX4IMAxgF4D3FHBZ3ZkI9yKDrUWpQ4cO4bHHHkNZWRlefvllfP/738fdd9+Np556qt9t/H4/fD5ftx/pQg2xu/lsMisrHBuT/ZRGuB/d8wGeC8mE/WRzP0l+TrIf9M8ne+x2FPspebGfTBKeB7ImHfoJkHFd6CbhupRwHHRnmNjgx/6YJAAOAJj0aXQLbLrZ+iBpOBzG5z73OTz44IMAgIsuugjvvfce/vM//xO33XZbn9ssW7YM999/f/RJEykQoxvYtSf3jfCyMjJjsp/sCPejez4AngtJhP1kU5Kfk+wHAfPJFrsdxX5KXuwnk4jngSxJi34CRFwXuom4LiUcB40ZDKXgCQPNsUkAHwBP2NyvMowY7TWxbL1TqqioCOeff36335WXl+PYsWP9brN06VI0NTV1/lRXV0eWNJHckX6yswdPjPajSUtba0z20xzhfnTPB8BzIYmwn2xK8nOS/SBgPtlit6PYT8mL/WQS8TyQJWnRT4CI60I3EdelhOOgMYMyDLQ7gOzYJEAOgHYHknZBCrD5Tqnp06fjwIED3X734YcfYvTo0f1u4/V64fUm19e5OvM9sdlPXmz2o0vVycOx2c+JQ0k5H+C5kEzYTzb3k+TnJPtB/3yyx25HsZ+SF/vJJOF5IGvSoZ8AGdeFbhKuSwnHQXeGA/leTPokNh+5mwRg/5Dkux67srW097d/+7fYtm0bHnzwQRw8eBBr167FypUrsWTJknjl08JZkAHHsOgOrGOYF86CjBgl0qOyZh/2VH+AUNjul1SaQuEQdh97H3uPR/aJWd3zAZ4LyYT9ZF0qnJPsB/3zyZ506Ciekyb2k0nC80DWpEM/ATKuC90kXJcSjoPuDG8VD8IUA7gQ0X373kUAJhvAtqJBEe5FBlvPwec//3ls3LgRf/jDHzBlyhT8/Oc/x8MPP4wFCxbEK5823op8rdtLsXLrGjiMyC4Vp8OJlVvXJPV8gOdCsmA/JW57KdgP+rcn69Klo3hOmthPJgnPAw0sXfoJkHFd6CbhupRwHHRmeLo8D24F3I3ovn3vbgBuZe4vmdk+G6+77jrs3bsXbW1t2LdvH773ve/FI5d27rIcGNkuwO5HMw3AyHbBXZYTl1yJtmHni6j+tBbBUNDWdsFQEMc+OY7n3t2c1PMBngvJhP00gBQ7J9kP+ueTPenQUTwnTewnk4TngaxJh34CZFwXukm4LiUcB50Z9hRk4M2iQZgHYDQAp83tnZ9tNxfAm0WDsCeJ370HRP5usZRnuBzIvGGUefMyqyeqAcBjbme4UuOpbQv48bUV30Wzv9VycQVDQTT7W3HT8kVoC0T3WVnd8wGeCyQPz0kT+0H/fKKeeE6a2E8mCc8DUVcSrgvdJFyXEo6D7gx3ziyCx2ngJZg3K7e6MOX87PEvA/A4Ddw5syiqHBIk/1UVR848D7LmjYGRZe1+8EaWC1nzxiT1ze/68tHHR3DVQ/NR23gSAPr9DHLH72sbT+Kqh+bjUP3RlJgP8FwgeXhOmtgP+ucT9cRz0sR+Mkl4Hoi6knBd6CbhupRwHHRmOJznwR0zizABwFsARn72+/4WaDp+P/Kzx5cBuGNmEQ6nwHlp69v30pEzz4PsW8chUOWDv7IB4VO9V4Ydw7zwVuSbbwFMgdXzvhyqP4pLfjEHN188G4tnLMSFoyb3eszemv1YuXUNnnt3c8z/Zkv3fIDnAsnDc9LEftA/n6gnnpMm9pNJwvNA1JWE60I3CdelhOOgM8OGCTkwoLBiywnsDSlsAPAIgF19PHYqzHtIzYX5DqnvzSzChgnJ/3FSgItSlhguBzzlefCU5yFU34ZQYzvQHgY8DjjzPEn9DQx2tAX8WLv9eazd/jwqRpajtHAssjMy0dzWioMnD6OyZl9Kzwd4LpA8PCdN7Af984l64jlpYj+ZJDwPRF1JuC50k3BdSjgOOjM8OyEXO4cPwvItdbi97gwWGMB7CjgAwAfzo3oTAUwxzJua/7l4EO66MjXeIdWBi1I2OQsy0qKgBlJZs0/riwfd8wGeCyQPz0kT+0H/fKKeeE6a2E8mCc8DUVcSrgvdJFyXEo6DjgyH8zyYc/NoTK1vw4J9jbis7gxu/tQPTxhodwD7h3ixumgQni7PS/qbmveFi1JERERERERERBrtKcjAnoLzOv/ZUArKsPv1gMkn9T4cS0RERERERESUxNJhQQrgohQREREREREREWlgKKVUIgf6fD7k5uaawzMT/+lBdToIKAAGYAzW8+lFZmAGSRl0zwcA1RoEADQ1NSEnR9+3SOjuJ0DI8eA5yQzM0D2DgI5iPzGDlPnMICwD+wmAkGPBDMwgZL6YDBb7Ses9pTpC6hmueT4zMIO0DLrnC6P9uZBwPHRn0D2fGZhBKO3Pg4RjwQz65zODrAxCaH8eJBwLZmAGKfOlZBiA1kUpvlOKGZhBfwbd8wGZRcm/6dOXQfd8ZmCGXhmEdRT7Kb0z6J7PDMIysJ8ACDkWzMAMQuaLyWCxn/5/9u49PqrqXh//s2cmMwm5cgmQkACBQIhoQLEi0mMAhXJTVFSqUEGx1COIbX+1Sus5Wm+0X2q1CtKiiLZIwSOilAoWCGBVbqJJULkEuYYkGCR3yCQzs39/jAkJuc1kZvb6TOZ5v175w2Rmr4dZaz9uFpM96jalOpkRMyvV8GHL3zgCvcoBrZNFyfjMwAzSMqgeHwDKVuQB551Kxm6Won4CZMyH6gyqx2cGZriUqI5iP4V8BtXjM4OsDOwnNwlzwQzMIGV8KRk87Sfe6JyIiIiIiIiIiAzHTSkiIqIOSjP2s0yIiIiIiLyi9J5SRERE5D9Diqsx/UApRhRcQFqJHVYXUGMCDnW2YWdiBN5Kj0NOfLjqmEREREREAIJsU8pZXA1nSQ1Q6wLCTDB3tsLMi2slMpLSMaBHCqLCI1FZXYW8M8eQm39AdayQw3NCDs6FHKHYTymlNVicVYiRhRdQqwFf6sBaABUAol3AoO/suPecHXP2l+KThAjMG5OAY3HWgGbiOSEL50OGUOyn5khYj5wLOSSsB+I5UUfCegy1uRC/KaU7XKjNK4c9twSus/YmPzd1s8GW0RlhA2KgWfjbiIEUHmbD1GETMSdzBoYkX9bk5zmnvsayHSuxdt8HqK5tOlfkHzwn5OBcyBHK/XT74TIsySpCjVPHCgAv6UB2M48bqgPzAdxeeAG7Vh/Dg2MSsHZgjF+z8JyQhfMhQyj3U0MS1iPnQg4J64F4TtSRsB5DeS5Eb0o5S2tQtf4k9IqWP0rQddaOC1lFqN57FpE394Y5wP/yG6r6d++LdXNfQ3KXRLh0V7OPubxXGhZPfxaPTpiLWxbPxtHiEwan7Ph4TsjBuZAjlPvp9sNlWLa5EIcBjAdwAi3fLDIXwH0AfgfgQ6eOVzcXQIOOdwbG+iULzwlZOB8yhHI/NSRhPXIu5JCwHojnRB0J6zHU50LstrOztAaV7xyHXtny4mhIr3Sg8p3jcJbWBDhZ6OnfvS+2/Go1EuN6QNM0mE3mZh9nNpmhaRoS43pg6yNr0C++j8FJOzaeE3JwLuQI5X7qV1qDJVlFOAzgOgD533+/+UuZi9/PBzACQB6AJVlFSPHDuuQ5IQvnQ4ZQ7qeGJKxHzoUcEtYD8ZyoI2E9ci6EbkrpDheq1p8EalyApx8cpAOocT9Pd7R0SU7eCg+zYd3c1xBti4TF7Nkb6yxmC6JtkXhv3nKEh9kCnDA08JyQg3MhR6j308tZhbA7dYwHUA7A6eHznN8//kcAapw6FmcV+pSD54QsnA8ZQr2f6khYj5wLOSSsB+I5UUfCeuRcuHm1KdW3b19omtbka+7cuX4NVZtX7n77nLefZK0DeoUDtXnlfs0TyqYOm4jkLokenyR1LGYLenfthduumhCgZKGF54RnjOgozoUcodxPQ76txsjCC1gL96/sebohVcf5/fPWAhhZeAFDiqvbnYXnhGd4DRVaQrmfGpKwHjkXbWM/hRaeE24S1iPnws2rTam9e/eisLCw/mvz5s0AgDvuuMOvoey5JUqfTxfNyZzR4u+1tsXpcmJO5gw/JwpNPCc8Y0RHcS7kCOV+mn6wFLUa8BLa/5ZnE9zPr9WA6QdK252F54RneA0VWkK5nxqSsB45F21jP4UWnhNuEtYj58LNq2vZ+Ph49OzZs/5rw4YN6N+/PzIzM/0WyFlc3ewd773hOmuH04d/9SW3jKR0DEm+rMXfa22L2WTG0N6DkZGU7udkoYXnhOcC3VGcCzlCvZ9GFFzAl99/yl573zzuAvAFgC914NrCC+06Bs8Jz/EaKnSEej/VkbAeOReeYT+FDp4TbhLWI+fionbfU6qmpgYrV67EfffdB03TWnyc3W5HeXl5o6/WOEv8c9Mw3gzPdwN6pPjlOKl+Ok6o4jnRPp50FPspeIV6P6WV2HHQT8c6BGDQufZdmPGcaJ9A9BPA+ZAi1PupjoT1yLnwHvupY+M54SZhPXIuLmr3ptR7772H0tJSzJo1q9XHLVy4ELGxsfVfycnJrR+41k83sKvhjfB8FRUe6ZfjRPvpOCGL50S7eNJR7KfgFcr9pOk6rC6gwk/HKwdgdbmP6zWeE+0SkH4COB9ChHI/NSJgPXIuvMd+6th4TnxPwHrkXFzU7k2p5cuXY8KECUhMTGz1cQsWLEBZWVn916lTp1o/cJifPhDQKvKDBYNKZXWVX45T4afjhCyeE+3iSUexn4JXKPeTrmmoMQHRfjpeDIAak/u4XuM50S4B6SeA8yFEKPdTIwLWI+fCe+ynjo3nxPcErEfOxUXe3eb9eydOnMCWLVvw7rvvtvlYm80Gm83zjyo0d7a2J1LT48T55zihLO/MMf8cp+ioX44TqnhOeM/TjmI/Ba9Q76dDnW0Y9J1v90KoMwjAwS7t+0hhnhPeC1Q/AZwPKUK9n+pIWI+cC++wnzo+nhNuEtYj5+Kidm3trVixAt27d8ekSZP8nQfm+HCYurXv4riOqZsN5vhwPyUKXbn5B5Bz6ms4Xd5+2Lib0+VE9smvsP+0v+58Epp4TngvUB3FuZAj1PtpZ2IELteAofDt0/euBDBYA3YlRLTrGDwnvMdrqI4v1PupjoT1yLnwDvup4+M54SZhPXIuLvL6WtblcmHFihWYOXMmLJZ2vdGqTbaMzkqfTxct27ESJq19f+Uxm8xYtmOlnxOFJp4Tngt0R3Eu5AjlfnorPQ5hOjAfvn363nwAYbr7eO3Fc8JzvIYKHaHcTw1JWI+cC8+wn0IHzwk3CeuRc+Hm9SuwZcsWnDx5Evfdd18g8gAAwgbEQIu2AN7e3kIDtGgLwgbEBCRXKFq77wOcOlcAh9Ph1fMcTgdOfnca736+MUDJQgvPCc8FuqM4F3KEcj/lxIfjk4QI3A6gDwBvP0zY/P3zpgL4JCECOT78Sx/PCc/xGip0hHI/NSRhPXIuPMN+Ch08J9wkrEfOhZvXm1Ljxo2DrusYOHBgIPIAADSLCZE393bfOMzTRaIBsLqfp1l4Azx/qa6149Yl96PCXuXxyeJwOlBhr8Iti2ejutY/9zwJdTwnPBfojuJcyBHq/TRvTAKsZg2b4L5ZuacbU+bvH/8hAKtZw7wxCT7l4DnhOV5DhY5Q76c6EtYj58Iz7KfQwXPCTcJ65Fy4iT2zzXFWRN3eF1qUZ28f1aIsiLq9L29+FwDffHscNyyahoLSMwDQ4u+91n2/oPQMblg0DUeLTxiWMRTwnJCDcyFHKPfTsTgrHhyTgIEAdgJI+v77Lf2Pve77Sd8/fgCAB8ck4Jgf1iXPCVk4HzKEcj81JGE9ci7kkLAeiOdEHQnrkXPRzk/fM4o5zorou/uhNq8c9twSuM423Qk0dbPBltHZ/fY77p4HzNHiE7jmmUm47aoJmJM5A0N7D27ymP35B7Fsx0q8+/nGDrNrKw3PCTk4F3KEcj+tHRgDDTqWZBVhv1PHWgAvAfiimccOgfseUlPhfofUT8ckYO1A//0qBM8JWTgfMoRyPzUkYT1yLuSQsB6I50QdCesx1OdC9KYU4H5bnTU9Dtb0ODiLq+EsrQFqXIDVBHOclZ/AYKDqWjtW7X4Pq3a/h4ykdKT2SEF0eCQqqqtw5Mwx5OYfUB0xJPCckINzIUco99M7A2Oxr3sEFmcVYlbhBUzXgC914BCAcrh/VS8NwOWa+6bmHydG4KHR/nmH1KV4TsjC+ZAhlPupIQnrkXMhh4T1QDwn6khYj6E8F+I3pRoyx4ezoITIzT/QoU+MYMFzQg7OhRyh2E/H4qyYdFsfDCmuxvQDpbi28AJuO2eH1QXUmICDXWxYkRCBt9LjfLqpuTd4TsjC+ZAhFPupORLWI+dCDgnrgXhO1JGwHkNtLoJqU4qIiIhalhMfjpz4nvX/rek6dM3bj5UhIiIiIjIGf0GXiIiog+KGFBERERFJxk0pIiIiIiIiIiIynKbrum7kgOXl5YiNjXUPHmn8bw/q5x2ADkADtE5qfnuRGZhBUgbV4wOAXuUAAJSVlSEmxn+fBuYt1f0ECJkPrklmYIbGGQR0FPuJGaSMzwzCMrCfAAiZC2ZgBiHji8ngYT8pvadUXUg1gysenxmYQVoG1eMLo/y1kDAfqjOoHp8ZmEEo5a+DhLlgBvXjM4OsDEIofx0kzAUzMIOU8aVkaIPSTSm+U4oZmEF9BtXjAzKLkv/Spy6D6vGZgRmaZBDWUeyn0M6genxmEJaB/QRAyFwwAzMIGV9MBg/7Sd2mVCczYmalGj5s+RtHoFc5oHWyKBmfGZhBWgbV4wNA2Yo84LxTydjNUtRPgIz5UJ1B9fjMwAyXEtVR7KeQz6B6fGaQlYH95CZhLpiBGaSMLyWDp/3EG50TEREREREREZHhuClFRERERESkgGbsZ04REYmj9J5SREREREREoWJIcTWmHyjFiIILSCuxw+oCakzAoc427EyMwFvpcciJD1cdk4jIMNyUIiIiIiIiCqCU0hoszirEyMILqNWAsCFDgbGDgOhoWCsqcMXBgxiUk405+0vxSUIE5o1JwLE4q+rYRBSiMpLSMaBHCqLCI1FZXYW8M8eQm38gIGNxU4qIiIiIiChAbj9chiVZRTBbbcCsWQibPx+48somjwv74gvgpZcwfM1q7Fp9DA+OScDagTEKEhNRKAoPs2HqsImYkzkDQ5Iva/LznFNfY9mOlVi77wNU19r9Ni7vKUVERERERBQAtx8uw7LNhQjrlwrL1weA118HMjKaf3BGBvD667B8fQBhKf3x6uYC3H64zNjARBSS+nfviz2P/wuLpz+Ly3ulNfuYy3ulYfH0Z7Hn8X+hX3wfv43NTSkiIiIiIiI/61dagyVZRcCAATDt2gX06gVoGmA2N/8Es9n98169YNq9G0hNxZKsIqSU1hgbnIhCSv/ufbHlV6uRGNcDmqbBbGq+o8wmMzRNQ2JcD2x9ZI3fNqa4KUVERERERORnL2cVwmS1wfTvfwPR0UBYmGdPDAsDoqNh2rwZZqsNi7MKAxuUiEJWeJgN6+a+hmhbJCxmz+7uZDFbEG2LxHvzliM8zOZzBq82pZxOJ/7nf/4HKSkpiIiIQP/+/fH0009D50eZEpFi7CcikowdRRRahnxbjZGFFxA27cdAnz6eb0jVCQsD+vaF5c5pGFl4AUOKqwMTFOwnolA2ddhEJHdJ9HhDqo7FbEHvrr1w21UTfM7g1ch/+MMfsHTpUrz55psYPHgwPvvsM9x7772IjY3F/PnzfQ5DRNRe7CcikowdRRRaph8sdX/K3vz5gMvV8q/stcbpBB56CLV/exPTD5QiJ76n/4OC/UQUyuZkzoBLd8Gsed9RTpcTczJnYNXu93zK4NWm1KeffoopU6Zg0qRJAIC+ffviH//4B/bs2eNTCCIiX7GfiEgydhRRaBlRcAFhQ4Y2+yl7HjObgWHDEDZkKK4N0EexA+wnolCVkZTe7KfsecpsMmNo78HISEpHrg8d5dWv71133XXYunUrDh8+DADIycnBxx9/jAkTWn7Llt1uR3l5eaMvIiJ/Yz8RkWTedhT7iSi4pZXYgUGD/HSwNAw657+PX78U+4koNA3okeKX46T6eByv3in12GOPoby8HIMGDYLZbIbT6cSzzz6L6dOnt/ichQsX4ne/+51PIYmI2sJ+IiLJvO0o9hNR8NJ0HVYX3Dc394eYGFhd7uPqmuafYzbAfiIKTVHhkX45TrSPx/HqnVJvv/023nrrLaxatQqff/453nzzTfzxj3/Em2++2eJzFixYgLKysvqvU6dO+RSYiKg57CcikszbjmI/EQUvXdNQYwJQUeGfA5aXo8aEgGxIAewnolBVWV3ll+NU+Hgcr94p9cgjj+Cxxx7Dj3/8YwDAFVdcgRMnTmDhwoWYOXNms8+x2Wyw2Xz/mEAiotawn4hIMm87iv1EFNwOdbbhioMH/XOwgwdxsEvg+oD9RBSa8s4c889xio769Hyv3il1/vx5mEyNn2I2m+FyuXwKQUTkK/YTEUnGjiIKLTsTI1Cbkw188YX7U/Taw+kE9u1DbW4OdiVE+DVfQ+wnotCUm38AOae+htPVvo5yupzIPvkV9p/2bQPeq02pm266Cc8++yz+9a9/4fjx41i3bh3+9Kc/4dZbb/UpBBGRr9hPRCQZO4ootLyVHocwHcBLLwEmr/7KdZHZDLz8MsJ09/EChf1EFLqW7VgJk9a+jjKbzFi2Y6XPGbz69b2XX34Z//M//4MHH3wQ3377LRITE/Gzn/0M//u//+tzECIiX7CfiEgydhRRaMmJD8cnCREYvmY1LE88AfTqBYSFeX6A2lrg9Gk43l6D3QkRyIkPD1hW9hNR6Fq77wM8OmEuEuN6wGL2fHvI4XSgoPQM3v18o88ZvNqUio6OxosvvogXX3zR54GJiPyJ/UREkrGjiELPvDEJ2LX6GEzjxsG0a5f70/g82ZiqrQUqKuAaOxbOGjvmjfHPx7a3hP1EFLqqa+24dcn92PKr1Yi2RXq0MeVwOlBhr8Iti2ejutbuc4Z2vpeUiIiIiIiIWnIszooHxyQAeXlwDR8OnD7t/kFL95iq+/7p0+7HHzmCB8ck4Fic1ZjARBSSvvn2OG5YNA0FpWcAoMV7TNV9v6D0DG5YNA1Hi0/4ZXxuShEREREREQXA2oExmDM2AbXHvoHjsnRg1iwgO7v5B2dnA7NmwXFZOmqPfYOfjk3E2oExBqYlolB1tPgErnlmEh78+wLsz2/+xuX78w/iwb8vwDXPTPLbhhTg5a/vERERERERkefeGRiLfd0jsDirECPffBO1f3sTYUOGAmlpQEwMUF4OHDqE2pxshOnArsQIPDQ6he+QIiJDVdfasWr3e1i1+z1kJKUjtUcKosMjUVFdhSNnjiE3/0BAxuWmFBERERERUQAdi7Ni0m19MKS4GtMPlOLa/AMYlJsNqwuoMQEHu9iw6/I4vJUeF9CbmhMReSI3/0DANqEuxU0pIiIiIiIiA+TEhyMnvmf9f2u6Dl3TFCYiIlKL95QiIiIiIiJSgBtSRBTquClFRERERERERESG03Rd140csKysDHFxce7/6GQ2cmi38w0+3lDF+MzADNIyqB6/QYbS0lLExsaqyQAB/QSImg9lGVSPzwzM0EIGlR3FfmIGMeMzg8gM7Cc5c8EMzKB8fGEZ2uonw+8pVVFRcfE/Gr5QKqgenxmYQVoGxeNXVFQo3ZQS1U/MIGN8ZmCGBlR2FPuJGUSOzwxiMrCfGmAGZpCUQfX4AjK01U+Gv1PK5XKhoKAA0dHR0NrxO9Tl5eVITk7GqVOnEBMTE4CEzBAsGVSPzwz+y6DrOioqKpCYmAiTSd1vFbOfmKEjZVA9fkfKIKGjfO0nQP18qB6fGZhBWgb200Wq50JCBtXjMwMz+DuDp/1k+DulTCYTkpKSfD5OTEyMsslhBlkZVI/PDP7JoPIdUnXYT8zQETOoHr+jZFDdUf7qJ0D9fKgenxmYQVoG9tNFqudCQgbV4zMDM/gzgyf9xBudExERERERERGR4bgpRUREREREREREhgu6TSmbzYYnnngCNpuNGUI8g+rxmUFWBgkkvA7MwAxSxmcGeVS/FqrHZwZmkJZB9fiSSHgtVGdQPT4zMIOqDIbf6JyIiIiIiIiIiCjo3ilFRERERERERETBj5tSRERERERERERkOG5KERERERERERGR4bgpRUREREREREREhguqTamdO3fCbDZj0qRJho89a9YsaJpW/9W1a1eMHz8eubm5hmcpKirCQw89hH79+sFmsyE5ORk33XQTtm7dGvCxG74OYWFh6NGjB8aOHYvXX38dLpcr4ONfmqHh1/jx4w0Zv60cR44cMWT8oqIiPPzww0hNTUV4eDh69OiBkSNHYunSpTh//nzAx581axZuueWWJt/fvn07NE1DaWlpwDNIw45iP12aQ1VHqe4nQG1HsZ+aYj+xny7NwX7iNZQU7Cf206U52E+h1U9BtSm1fPlyPPTQQ/joo49QUFBg+Pjjx49HYWEhCgsLsXXrVlgsFkyePNnQDMePH8ewYcOQlZWFRYsWYf/+/di0aRNGjx6NuXPnGpKh7nU4fvw4Nm7ciNGjR+Phhx/G5MmT4XA4DM3Q8Osf//iHIWO3lSMlJSXg4x49ehRXXnkl/v3vf+O5557DF198gZ07d+LXv/41NmzYgC1btgQ8AzUV6h3FfmqaQ2VHqeongB0lEfuJ/XRpDvYT+0kK9hP76dIc7KfQ6ieL6gCeqqysxJo1a/DZZ5+hqKgIb7zxBn7zm98YmsFms6Fnz54AgJ49e+Kxxx7Df/3Xf6G4uBjx8fGGZHjwwQehaRr27NmDyMjI+u8PHjwY9913nyEZGr4OvXr1wlVXXYVrr70WN9xwA9544w3cf//9hmZQSVWOBx98EBaLBZ999lmjddCvXz9MmTIFuq4bninUsaPYTy3lUEVlBnaULOwn9lNLOVRhP1Ed9hP7qaUcqrCfjBc075R6++23MWjQIKSlpWHGjBl4/fXXlU5KZWUlVq5cidTUVHTt2tWQMc+dO4dNmzZh7ty5jRZpnbi4OENyNGfMmDEYMmQI3n33XWUZQsV3332Hf//73y2uAwDQNM3gVBTqHcV+ojrsKHnYT+wncmM/ycN+Yj+RWyj3U9BsSi1fvhwzZswA4H5LXVlZGXbs2GFohg0bNiAqKgpRUVGIjo7G+vXrsWbNGphMxryMR44cga7rGDRokCHjeWvQoEE4fvy4IWM1nIu6r+eee86QsVvLcccddwR8zLp1kJaW1uj73bp1q8/x6KOPBjwH0Pw8TJgwwZCxpQn1jmI/NSaho1T0EyCno9hPF7Gf2E8NsZ/U9xPAjqrDfmI/NcR+Cs1+Copf3zt06BD27NmDdevWAQAsFgumTZuG5cuXY9SoUYblGD16NJYuXQoAKCkpwSuvvIIJEyZgz5496NOnT8DHl/52PV3XDdu9bTgXdbp06WLI2K3laGlX2wh79uyBy+XC9OnTYbfbDRmzuXnYvXt3/cVFqGBHsZ8uJaGjJPUTYHxHsZ/c2E/sp0uxn5riNZQa7Cf206XYT02FQj8FxabU8uXL4XA4kJiYWP89Xddhs9mwePFixMbGGpIjMjISqamp9f/92muvITY2Fq+++iqeeeaZgI8/YMAAaJqGgwcPBnys9jhw4IBhN4G7dC5UUZEjNTUVmqbh0KFDjb7fr18/AEBERIRhWZr78+fn5xs2vhTsKPbTpSR0lKoMUjqK/eTGfmI/XYr9pL6fAHYUwH4C2E+XYj+FZj+J//U9h8OBv/3tb3j++eeRnZ1d/5WTk4PExEQln7hWR9M0mEwmXLhwwZDxunTpgh/96EdYsmQJqqqqmvxc5cfHZmVlYf/+/Zg6daqyDKGia9euGDt2LBYvXtzsOiBjsaPc2E9Uhx0lB/vJjf1EddhPcrCf3NhPVCeU+0n8O6U2bNiAkpISzJ49u8lu+dSpU7F8+XI88MADhmSx2+0oKioC4H5r5+LFi1FZWYmbbrrJkPEBYMmSJRg5ciSuueYaPPXUU8jIyIDD4cDmzZuxdOlSHDhwIOAZ6l4Hp9OJM2fOYNOmTVi4cCEmT56Me+65J+DjN8zQkMViQbdu3QwZX7VXXnkFI0eOxNVXX40nn3wSGRkZMJlM2Lt3Lw4ePIhhw4apjhgy2FEXsZ+a5miIHcWOMhr76SL2U9McDbGf2E9GYz9dxH5qmqMh9lMI9JMu3OTJk/WJEyc2+7Pdu3frAPScnJyA55g5c6YOoP4rOjpa/8EPfqC/8847AR/7UgUFBfrcuXP1Pn366FarVe/Vq5d+880369u2bQv42A1fB4vFosfHx+s33nij/vrrr+tOpzPg41+aoeFXWlqaIeM3zDFlyhRDx2yooKBAnzdvnp6SkqKHhYXpUVFR+jXXXKMvWrRIr6qqCvj4Lf35t23bpgPQS0pKAp5BAnZUY6HeT5fmUNVRqvtJ19V2FPvJjf3UGPuJ/VSH11DqsZ8aYz+xn+qEYj9pui787mpERERERERERNThiL+nFBERERERERERdTzclCIiIiIiIiIiIsNxU4qIiIiIiIiIiAzHTSkiIiIiIiIiIjIcN6WIiIiIiIiIiMhw3JQiIiIiIiIiIiLDcVOKiIiIiIiIiIgMx00pIiIiIiIiIiIyHDeliIiIiIiIiIjIcNyUCjJ/+ctfEB0dDYfDUf+9yspKhIWFYdSoUY0eu337dmiahm+++QYAsGzZMowaNQoxMTHQNA2lpaXNjvGvf/0Lw4cPR0REBDp37oxbbrnFo2yjR4/Ga6+91uzPnnzySQwaNAiRkZHo3LkzbrzxRuzevduQsUeNGgVN0+q/evTogTvuuAMnTpxo9Lj58+dj2LBhsNlsGDp0aJPjbN++HVOmTEFCQgIiIyMxdOhQvPXWWx7lIwoVge6ow4cPY8qUKejWrRtiYmLwwx/+ENu2bfMom68d1bdv30Zdomkafv/733s0dkpKCrZs2dLszxoe12w2IzExEbNnz0ZJSUn9Y6qrqzFr1ixcccUVsFgszXZjYWEh7r77bgwcOBAmkwk///nPPcpGFCo6+jUUANjtdgwdOhSapiE7O9ujsY3op4Y++eQTWCyWZq+1iEJVe/vp3LlzeOihh5CWloaIiAj07t0b8+fPR1lZWaPntPX3nNa01hE/+9nP0L9/f0RERCA+Ph5TpkzBwYMH63/+3XffYfz48UhMTITNZkNycjLmzZuH8vLyNse9cOECIiMjceTIkWZ/3vB6zGKxoHfv3vjlL38Ju91e/xhPr43+7//+D4MGDUJ4eDiuuOIKfPDBB23mI//hplSQGT16NCorK/HZZ5/Vf+8///kPevbsid27d6O6urr++9u2bUPv3r3Rv39/AMD58+cxfvx4/OY3v2nx+GvXrsVPfvIT3HvvvcjJycEnn3yCu+++u81c586dwyeffIKbbrqp2Z8PHDgQixcvxv79+/Hxxx+jb9++GDduHIqLiwM+NgD89Kc/RWFhIQoKCvD+++/j1KlTmDFjRpPH3XfffZg2bVqzx/j000+RkZGBtWvXIjc3F/feey/uuecebNiwoc2MRKEi0B01efJkOBwOZGVlYd++fRgyZAgmT56MoqKiVnP5o6MA4KmnnkJhYWH910MPPdTma5Kbm4uSkhJkZma2+Ji64548eRJvvfUWPvroI8yfP7/+506nExEREZg/fz5uvPHGZo9ht9sRHx+Pxx9/HEOGDGkzF1Go6cjXUHV+/etfIzExsc0x6xjVT3VKS0txzz334IYbbvA4I1EoaG8/FRQUoKCgAH/84x/x5Zdf4o033sCmTZswe/bsJmO09veclrTVEcOGDcOKFStw4MABfPjhh9B1HePGjYPT6QQAmEwmTJkyBevXr8fhw4fxxhtvYMuWLXjggQfaHHvz5s3o06cPUlNTW3zMihUrUFhYiGPHjuGVV17B3//+dzzzzDP1P/fk2ujTTz/FXXfdhdmzZ+OLL77ALbfcgltuuQVffvllmxnJT3QKOgkJCfrChQvr//vXv/61PnfuXD09PV3ftm1b/fevv/56febMmU2ev23bNh2AXlJS0uj7tbW1eq9evfTXXnvN60x/+9vf9OHDh3v8+LKyMh2AvmXLloCPnZmZqT/88MONvvf3v/9d79SpU7OPf+KJJ/QhQ4Z4NPbEiRP1e++919OoRCEhUB1VXFysA9A/+uij+u+Vl5frAPTNmze3msnXjtJ1Xe/Tp4/+wgsveHyMOk899ZQ+bdq0Fn/e3HGffvpp/bLLLmv28TNnztSnTJnS6pjN9R4RdcxrqDoffPCBPmjQIP2rr77SAehffPFFm8cyup+mTZumP/74415daxGFCl/7qc7bb7+tW61Wvba2tsnPvD332uqIS+Xk5OgA9CNHjrT4mD//+c96UlJSm8e677779EcffbTFnwPQ161b1+h7s2fP1idOnNjs41u6Nrrzzjv1SZMmNfre8OHD9Z/97GdtZiT/4DulgtDo0aMb/brKtm3bMGrUKGRmZtZ//8KFC9i9ezdGjx7t8XE///xznD59GiaTCVdeeSUSEhIwYcIEj3aJ169fjylTpng0Tk1NDZYtW4bY2Nj6HWujxgbc/yL59ttvY/jw4R4/pyVlZWXo0qWLz8ch6kgC1VFdu3ZFWloa/va3v6GqqgoOhwN//etf0b17dwwbNqzV5/raUXV+//vfo2vXrrjyyiuxaNGiRm+z98fYAHD69Gn885//9EtHEVFjHfEaCgDOnDmDn/70p/j73/+OTp06eZzbyH5asWIFjh49iieeeMLr5xKFAn/1U1lZGWJiYmCxWHzO5E1HVFVVYcWKFUhJSUFycnKzjykoKMC7777b6rszAcDlcmHDhg1e9dPhw4eRlZXldT/t3Lmzybs8f/SjH2Hnzp1eHYd8oHpXjLz36quv6pGRkXptba1eXl6uWywW/dtvv9VXrVqlX3/99bqu6/rWrVt1APqJEyeaPL+lf+X7xz/+oQPQe/furb/zzjv6Z599pt911116165d9e+++67FPNXV1XpUVJT+5Zdftpr7n//8px4ZGalrmqYnJibqe/bsMWTszMxMPSwsTI+MjNQ7deqkA9AHDhyoHzt2rNnHe/ovCGvWrNGtVmubf26iUBOojtJ1XT916pQ+bNgwXdM03Ww26wkJCfrnn3/eah5/dJSu6/rzzz+vb9u2Tc/JydGXLl2qx8XF6b/4xS9aPWZ+fr5utVqb/bPU6dOnj261WvXIyEg9PDxcB6APHz68xefwnVJE7dcRr6FcLpc+fvx4/emnn9Z1XdePHTvm0TuljOynw4cP6927d9cPHTqk67r379YgCgW+9pOuu99V3rt3b/03v/lNsz/35tzzpCN0XdeXLFmiR0ZG6gD0tLS0Zt8l9eMf/1iPiIjQAeg33XSTfuHChVaP+cknn+jdu3fXnU5ni48BoIeHh+uRkZG6zWbTAeiTJ0/Wa2pqmn18S9dGYWFh+qpVq5r8mbp3795qRvIfvlMqCI0aNQpVVVXYu3cv/vOf/2DgwIGIj49HZmZm/e8cb9++Hf369UPv3r09Pq7L5QIA/Pa3v8XUqVPrf0dY0zT83//9X4vPy8rKQvfu3TF48OBWjz969GhkZ2fj008/xfjx43HnnXfi22+/NWTs6dOnIzs7Gzk5Ofj444+RmpqKcePGoaKiotXntWTbtm2499578eqrr7Y5NlGoCVRH6bqOuXPnonv37vjPf/6DPXv24JZbbsFNN92EwsLCFp/nj44CgF/+8pcYNWoUMjIy8MADD+D555/Hyy+/3OiGmpdav349fvjDHyIuLq7VsR955BFkZ2cjNzcXW7duBQBMmjSp/p4MROQfHfEa6uWXX0ZFRQUWLFjgcV7AuH5yOp24++678bvf/Q4DBw70KiNRKPG1n8rLyzFp0iRcdtllePLJJ33O42lHTJ8+HV988QV27NiBgQMH4s4772x0DywAeOGFF/D555/j/fffxzfffINf/vKXrR7z/fffx+TJk2Eytb5d8cILL9T/HW/Dhg04fPgwfvKTn3j05yM5uCkVhFJTU5GUlIRt27Zh27Zt9W9/TExMRHJyMj799FNs27YNY8aM8eq4CQkJAIDLLrus/ns2mw39+vXDyZMnW3ze+vXrcfPNN7d5/MjISKSmpuLaa6/F8uXLYbFYsHz5ckPGjo2NRWpqKlJTUzFy5EgsX74ceXl5WLNmTZvPvdSOHTtw00034YUXXsA999zj9fOJOrpAdVRWVhY2bNiA1atXY+TIkbjqqqvwyiuvICIiAm+++WaLz/NHRzVn+PDhcDgcOH78uM9jd+vWDampqRgwYADGjBmDF198sf51IiL/6YjXUFlZWdi5cydsNhssFkv9TYGvvvpqzJw50+exfe2niooKfPbZZ5g3bx4sFgssFgueeuop5OTkwGKxICsry6PjEHV0vvRTRUUFxo8fj+joaKxbtw5hYWE+5/Hm71kDBgzA9ddfj3feeQcHDx7EunXrGj2mZ8+eGDRoEG6++Wb89a9/xdKlS1v9B0VPx+7ZsydSU1ORlpaGSZMm4Xe/+x3WrFnT4if2tXSMM2fONPremTNn0LNnT4+PQb7hplSQGj16NLZv347t27c3+pjQ66+/Hhs3bsSePXu8uhcCgPqPCT106FD992pra3H8+HH06dOn2efouo5//vOfXv2+bx2Xy1X/DgOjxzabzQDcv5ftje3bt2PSpEn4wx/+gDlz5ng9LlGoCERHnT9/HgCa/KuZyWSqf5fCpfzVUc3Jzs6GyWRC9+7dm/15ZWUltm3bZmhHEVHbOto11EsvvYScnBxkZ2cjOzu7/qPM16xZg2effbbZ5xvZTzExMdi/f399vuzsbDzwwANIS0tDdnY2759H1EB7+qm8vBzjxo2D1WrF+vXrER4e7nOO9naEruvQdb3V66e6a7aWHpOXl4cTJ05g7NixXo0NtO/6acSIEfXvAq2zefNmjBgxwuvxqX18v/sZKTF69GjMnTsXtbW1jW4Ul5mZiXnz5qGmpqZJYRUVFaGoqKh+53j//v2Ijo5G79690aVLF8TExOCBBx7AE088geTkZPTp0weLFi0CANxxxx3N5ti3bx/Onz+PH/7why1mraqqwrPPPoubb74ZCQkJOHv2LJYsWYLTp0/XHzdQY9c5f/58/UfGnzlzBk8//TTCw8Mxbty4+sccOXIElZWVKCoqwoULF5CdnQ3A/a+eVqsV27Ztw+TJk/Hwww9j6tSp9cezWq282TnRJQLRUSNGjEDnzp0xc+ZM/O///i8iIiLw6quv4tixY5g0aVKzOfzVUTt37qy/sWh0dDR27tyJX/ziF5gxYwY6d+7c7HE3bdqEgQMHom/fvm2+XhUVFSgqKoKu6zh16hR+/etfIz4+Htddd139Y77++mvU1NTg3LlzqKioqO+ooUOH1j+m7nuVlZUoLi5GdnY2rFZro3dvEIW6jnYNdemv8URFRQEA+vfvj6SkpGaPa2Q/mUwmXH755Y2O2b17d4SHhzf5PlGo87af6jakzp8/j5UrV6K8vBzl5eUAgPj4+PpNmrb+nnMpTzri6NGjWLNmDcaNG4f4+Hjk5+fj97//PSIiIjBx4kQAwAcffIAzZ87gBz/4AaKiovDVV1/hkUcewciRI1s89vvvv48bb7zRow9tKC0tRVFREVwuF/Ly8vDUU09h4MCBSE9Pr39MW9dGDz/8MDIzM/H8889j0qRJWL16NT777DMsW7aszfHJT5TdzYp8UncTy0GDBjX6/vHjx+tvMnepJ554QgfQ5GvFihX1j6mpqdH/v//v/9O7d++uR0dH6zfeeGOrN998/PHH9enTp7ea9cKFC/qtt96qJyYm6larVU9ISNBvvvnmJjcRDsTYuu6+qV3DP2/nzp31zMxMPSsrq9XH1X3V3RB95syZzf48MzOzzQxEoSZQHbV371593LhxepcuXfTo6Gj92muv1T/44IMWc/iro/bt26cPHz5cj42N1cPDw/X09HT9ueee06urq1s87owZM/Tf/va3rY6t6+4bCTf888bHx+sTJ05scpPiSx9X99VQcz/v06dPmxmIQklHvIZq7s/X2o3OVfRTQ7zROVHzvO2nug9faO3vMLre9t9zLuVJR5w+fVqfMGGC3r17dz0sLExPSkrS7777bv3gwYP1j8nKytJHjBhRf/00YMAA/dFHH2315uk//OEP9VdffbXVsXW98TWPpml6QkKCPm3aNP2bb75p8XEtXRu9/fbb+sCBA3Wr1aoPHjxY/9e//tXm+OQ/mq7rert2s4gAZGRk4PHHH8edd94ZUmMTUXBQ1RMOhwM9evTAxo0bcc011xg6NhEFB/YTEUmksiPOnj2LhIQE5Ofno0ePHoaOTerwnlLUbjU1NZg6dSomTJgQUmMTUXBQ2RPnzp3DL37xC/zgBz8wfGwiko/9RERSqeyIc+fO4U9/+hM3pEIM3ylFRERERERERESG4zuliIiIiIiIiIjIcNyUIiIiIiIiIiIiw3FTioiIiIiIiIiIDMdNKSIiIiIiIiIiMhw3pYiIiIiIiIiIyHDclCIiIiIiIiIiIsNxU4qIiIiIiIiIiAzHTSkiIiIiIiIiIjIcN6WIiIiIiIiIiMhw3JQiIiIiIiIiIiLDcVOKiIiIiIiIiIgMx00pIiIiIiIiIiIyHDeliIiIiIiIiIjIcBajB3S5XCgoKEB0dDQ0TTN6eCISSNd1VFRUIDExESaTur1y9hMRNUdCR7GfiKg57CciksrTfjJ8U6qgoADJyclGD0tEQeDUqVNISkpSNj77iYhao7Kj2E9E1Br2ExFJ1VY/Gb4pFR0dffE/OpmNHh4471Q7PjMwg7QMqsdvkKFRPyigvJ8AUfOhLIPq8ZmBGVrIoLKj2E/MIGZ8ZhCZgf0kZy6YgRmUjy8sQ1v9ZPimVP1bOjuZEXvvAKOHR/kbR6BXOaBFWhAzK9Xw8ZmBGaRlUD0+AJStyAPOO5W/5Vt1PwEy5kN1BtXjMwMzXEpCR7GfmEHK+MwgKwP7yU3CXDADM0gZX0oGT/uJNzonIiIiIiIiIiLDcVOKiIj8TtN11RGIqBk8N4mIiEgSw399j4iIOp4hxdWYfqAUIwouIK3EDqsLqDEBhzrbsDMxAm+lxyEnPlx1TKKQw3OTiIiIJOOmFBERtVtKaQ0WZxViZOEF1GrAlzqwFkAFgGgXMOg7O+49Z8ec/aX4JCEC88Yk4FicVXVsog7v0nMzbMhQYOwgIDoa1ooKXHHwIAblZIfUueksroazpAaodQFhJpg7W2HmhhyRchlJ6RjQIwVR4ZGorK5C3pljyM0/oDqWodhPFMq4KUVERO1y++EyLMkqQo1TxwoAL+lAdjOPG6oD8wHcXngBu1Yfw4NjErB2YIyxYYlCSN25abbagFmzEDZ/PnDllU0eF/bFF8BLL2H4mtUd9tzUHS7U5pXDnlsC11l7k5+butlgy+iMsAEx0Cy8qwWRUcLDbJg6bCLmZM7AkOTLmvw859TXWLZjJdbu+wDVtU3P3Y6A/UTkxtVNREReu/1wGZZtLsQxp44rANwHILeFx+Z+//MrABx36nh1cwFuP1xmVFSikFJ3bob1S4Xl6wPA668DGRnNPzgjA3j9dVi+PoCwlP4d7tx0ltagYtVRXMgqavYvfADgOmvHhawiVKw6CmdpjcEJiUJT/+59sefxf2Hx9Gdxea+0Zh9zea80LJ7+LPY8/i/0i+9jcMLAYz8RXcRNKSIi8kq/0hosySrCYQDXAcj//vuuFh5f9/18ACMA5AFYklWEFF5gEflV3bmJAQNg2rUL6NUL0DTAbG7+CWaz++e9esG0ezeQmtphzk1naQ0q3zkOvdLh0eP1Sgcq3znOv/gRBVj/7n2x5VerkRjXA5qmwWxqvp/MJjM0TUNiXA9sfWRNh9qYYj8RNcZNKSIi8srLWYWwO3WMB1AOwOnh85zfP/5HAGqcOhZnFQYqIlFIejmrECarDaZ//xuIjgbCwjx7YlgYEB0N0+bNMFttQX9u6g4XqtafBGpcgKcfNqgDqHE/T3e0tMVORL4ID7Nh3dzXEG2LhMXs2V1kLGYLom2ReG/ecoSH2QKcMPDYT0RNeb0p9dFHH+Gmm25CYmIiNE3De++9F4BYRETeYz8F3pBvqzGy8ALWAjgBzzek6ji/f95aACMLL2BIcbW/IxKJFOh+qjs3w6b9GOjTx/MNqTphYUDfvrDcOS3oz83avHLoFQ7P/8JXRwf0Cgdq88oDkotIKqOun6YOm4jkLokeb0jVsZgt6N21F267akJAchmJ/UTUlNebUlVVVRgyZAiWLFkSiDxERO3Gfgq86QdLUasBL6H9b7U1wf38Wg2YfqDUb9mIJAt0P9Wdm5g/H3C181/SnU7goYeC/ty055YofT5RsDHq+mlO5gy49Pb1k9PlxJzMGX5OZDz2E1FTXn/63oQJEzBhQvDvUhNRx8N+CrwRBRfwZQufsucpF4AvAHypA9cWXvBPMCLhAt1PIwouIGzI0GY/Zc9jZjMwbBjChgzFtUH6cezO4uoWbxrsKddZO5zF1fw4dgoZRlw/ZSSlN/spe54ym8wY2nswMpLSkct+Yj9Rh+L1ppS37HY77PaLJ195Od9ySEQysJ+8l1Zix1o/HesQgNvOdcyPeSbylbf9lFZiB8YO8s/gaWkYlJvtn2MZzFninxsBO0tr+Jc+oha05/ppQI8Uv4yd2iMleDel2E9EzQr4jc4XLlyI2NjY+q/k5ORAD0lE5BH2k3c0XYfVBVT46XjlAKwu93GJqDFv+qnu3ER0tH8Gj4kJ3nOz1k83Aa7hzYSJWtKe66eo8Ei/jB3tp+MowX4ialbAN6UWLFiAsrKy+q9Tp04FekgiIo+wn7yjaxpqTICf/tqLGAA1Jvdxiagxb/qp7txEhZ+2jMvLg/fcDPPTpa2VH1BN1JL2XD9VVlf5ZewKPx1HCfYTUbMC/ut7NpsNNlvwf3wnEXU87CfvHepsw6Dv/PMrd4MAHOzC15+oOd7206HONlxx8KB/Bj94MGjPTXNnq3+OE+ef4xB1RO25fso7c8wvY+cVHfXLcVRgPxE1j9usRETksZ2JEbhcA4bCt0/fuxLAYA3YlRDht2xEoWxnYgRqc7KBL75wf4peezidwL59qM3NCdpz0xwfDlM33zbUTN1svF8LkZ/l5h9Azqmv4XS1r5+cLieyT36F/af9tPmuAPuJqHle/52isrIS2dnZyM7OBgAcO3YM2dnZOHnypL+zERF5hf0UeG+lxyFMB+bD/Sl67eGC+/lhuvt4RKEg0P1Ud27ipZcAUzu3jM1m4OWXg/7ctGV0Vvp8omBj1PXTsh0rYdLa109mkxnLdqz0ax4V2E9ETXndCp999hmuvPJKXPn9Rw7/8pe/xJVXXon//d//9Xs4IiJvsJ8CLyc+HJ8kROB2AH0AmL18vvn7500F8ElCBHL4r30UIgLdT3XnpmPNauDECaC21rsD1NYCx4/D8faaoD83wwbEQIu2AN7eEksDtGgLwgbEBCQXkVRGXT+t3fcBTp0rgMPp8Op5DqcDJ787jXc/3+jXPCqwn4ia8vqeUqNGjYIejJ/GQkQdHvvJGPPGJGDX6mPY5NRxHdyfoufJm/HNcN/c/EMAVrOGeWMSAhmTSBQj+qnu3DSNGwfTrl3uT+MLC2v7ibW1QEUFXGPHwlljx7wx/vnodlU0iwmRN/dG5TvH3Z9S5cnLrgGwup+nWXh3CwotRl0/VdfaceuS+7HlV6sRbYuExdz2X0UdTgcq7FW4ZfFsVNf6556WKrGfiJriqiYiIq8ci7PiwTEJGAhgJ4Ck77/f0v9Q6r6f9P3jBwB4cEwCjvFGnUR+VXduIi8PruHDgdOn3T9o6R5Tdd8/fdr9+CNHOsy5aY6zIur2vtCiPPv3Vy3Kgqjb+/IGwkQB9s23x3HDomkoKD0DAC3eY6ru+wWlZ3DDomk4WnzCsIyBxn4iaoybUkRE5LW1A2MwZ2wC+po17AewAsCQFh475Puf7wfQ16zhp2MTsXYg335OFAh152btsW/guCwdmDUL+P4+MU1kZwOzZsFxWTpqj33T4c5Nc5wV0Xf3Q8SYni3eXNjUzYaIMT0RfXc//oWPyCBHi0/gmmcm4cG/L8D+/OZvXL4//yAe/PsCXPPMpA61IVWH/UR0kde/vkdERAQA7wyMxb7uEVicVYhZhRcwXQO+1IFDcP9KXwyANACXa+6bmn+cGIGHRneMd2EQSdbw3Bz55puo/dubCBsyFEhLA2JigPJy4NAh1OZkI0wHdiVG4KHRKR3y3NQsJljT42BNj4OzuBrO0hr3r8xYTTDHWfkpVkSKVNfasWr3e1i1+z1kJKUjtUcKosMjUVFdhSNnjiE3/4DqiAHHfiJy46YUERG127E4Kybd1gdDiqsx/UApri28gNvO2WF1ATUm4GAXG1YkROCt9LigvnEyUbBpcm7mH8Cg3OxG5+auy+NC6tw0x4fzL3lEAuXmHwiJTajWsJ8olHFTioiIfJYTH46c+J71/63pOnTN24+WISJ/47lJREREkvGeUkRE5Hf8Sy+RTDw3iYiISBJuShERERERERERkeG4KUVERERERERERIbTdF3XjRywvLwcsbGx7sEjjb+llX7eAegANEDrpOaWWszADJIyqB4fAPQqBwCgrKwMMTHqPo5cdT8BQuaDa5IZmKFxBgEdxX5iBinjM4OwDOwnAELmghmYQcj4YjJ42E9Kb3ReF1LN4IrHZwZmkJZB9fjCKH8tJMyH6gyqx2cGZhBK+esgYS6YQf34zCArgxDKXwcJc8EMzCBlfCkZ2qB0U4rvlGIGZlCfQfX4gMyi5L/0qcugenxmYIYmGYR1FPsptDOoHp8ZhGVgPwEQMhfMwAxCxheTwcN+Urcp1cmMmFmphg9b/sYR6FUOaJ0sSsZnBmaQlkH1+ABQtiIPOO9UMnazFPUTIGM+VGdQPT4zMMOlRHUU+ynkM6genxlkZWA/uUmYC2ZgBinjS8ngaT/xRudERERERERERGQ4bkoREREREREREZHhuClFRERERERERESGU3qj82DkLK6Gs6QGqHUBYSaYO1thjg83NENGUjoG9EhBVHgkKqurkHfmGHLzD4RcBiJqTEI/MQMRNUfCdYOEbpCQgYiaUt1RErpBQgYKTdyU8oDucKE2rxz23BK4ztqb/NzUzQZbRmeEDYiBZgnMm8/Cw2yYOmwi5mTOwJDky5r8POfU11i2YyXW7vsA1bVNM3aUDETUmIR+YgYiao6E6wYJ3SAhAxE1pbqjJHSDhAxE3JRqg7O0BlXrT0KvaPnjDF1n7biQVYTqvWcReXNvmOOsfs3Qv3tfrJv7GpK7JMKlu5p9zOW90rB4+rN4dMJc3LJ4No4Wn+hwGYioMQn9xAxE1BwJ1w0SukFCBiJqSnVHSegGCRmIAN5TqlXO0hpUvnMcemXLJ2pDeqUDle8ch7O0xm8Z+nfviy2/Wo3EuB7QNA1mk7nZx5lNZmiahsS4Htj6yBr0i+/ToTIQUWMS+okZiKg5Eq4bJHSDhAxE1JTqjpLQDRIyENXxalNq4cKF+MEPfoDo6Gh0794dt9xyCw4dOhSobErpDheq1p8EalyA7umTANS4n6c7mt9x90Z4mA3r5r6GaFskLGbP3tRmMVsQbYvEe/OWIzzM1iEyEHmC/dTWk+DXfmIGIu+ESkdJuG6Q0A0SMhB5KlT6CVDfURK6QUIGooa82pTasWMH5s6di127dmHz5s2ora3FuHHjUFVVFah8ytTmlbvfyujpiVpHB/QKB2rzyn3OMHXYRCR3SfS4MOtYzBb07toLt101oUNkIPIE+8kDfuwnZiDyTqh0lITrBgndICEDkadCpZ8A9R0loRskZCBqyKuzcdOmTY3++4033kD37t2xb98+XH/99X4Nppo9t8Tn51vT43w6xpzMGXDpLpi15t9S2hqny4k5mTOwavd7QZ+ByBPsJ++e72s/MQORd0KloyRcN0joBgkZiDwVKv0EqO8oCd0gIQNRQz7dU6qsrAwA0KVLF7+EkcJZXN3spw94w3XWDmdxdbufn5GUjiHJl7X4O85tMZvMGNp7MDKS0oM6A1F7sZ9a5ms/MQOR7zpiR0m4bpDQDRIyEPmiI/YToL6jJHSDhAxEl2r3ppTL5cLPf/5zjBw5EpdffnmLj7Pb7SgvL2/0JZ2zxD83cPPlRnADeqT4JUOqD8eRkIGoPdhPHhzHh35iBiLfeNJRwdhPEq4bJHSDhAxE7dVR+wlQ31ESukFCBqJLtXtTau7cufjyyy+xevXqVh+3cOFCxMbG1n8lJye3d0jj1Prp5m017T9OVHikXyJE+3AcCRmI2oP95AEf+okZiHzjSUcFYz+JuG6Q0A0SMhC1U0ftJ0BAR0noBgkZiC7Rrk2pefPmYcOGDdi2bRuSkpJafeyCBQtQVlZW/3Xq1Kl2BTVUmE+/1XiRtf3Hqaz2z40FK3w4joQMRN5iP3nIh35iBqL287SjgrGfRFw3SOgGCRmI2qEj9xMgoKMkdIOEDESX8OpG57qu46GHHsK6deuwfft2pKS0/dZFm80Gm833j/c1krmz1T/HiWv/cfLOHPNLhryio0GdgchT7Ccvj+NDPzEDkfe87ahg7CcJ1w0SukFCBiJvhEI/Aeo7SkI3SMhAdCmvtjjnzp2LlStXYtWqVYiOjkZRURGKiopw4cKFQOVTwhwfDlM334rW1M0Gc3x4u5+fm38AOae+htPlbNfznS4nsk9+hf2nDwZ1BiJPsZ8852s/MQOR90KhoyRcN0joBgkZiLwRCv0EqO8oCd0gIQPRpbzalFq6dCnKysowatQoJCQk1H+tWbMmUPmUsWV0Vvp8AFi2YyVMWvveGmk2mbFsx8oOkYHIE+wn457PDETeC5WOknDdIKEbJGQg8lSo9BOgvqMkdIOEDEQNeXVG6rre7NesWbMCFE+dsAEx0KItgOblEzVAi7YgbECMzxnW7vsAp84VwOF0ePU8h9OBk9+dxrufb+wQGYg8wX7ygB/7iRmIvBMqHSXhukFCN0jIQOSpUOknQH1HSegGCRmIGuIdylqgWUyIvLm3+yZunp6wGgCr+3maxfeXtrrWjluX3I8Ke5XHxelwOlBhr8Iti2ejutbeITIQUWMS+okZiKg5Eq4bJHSDhAxE1JTqjpLQDRIyEDXEFdUKc5wVUbf3hRbl2f3gtSgLom7v69cbv33z7XHcsGgaCkrPAECLvwNd9/2C0jO4YdE0HC0+0aEyEFFjEvqJGYioORKuGyR0g4QMRNSU6o6S0A0SMhDV8erT90KROc6K6Lv7oTavHPbcErjONt0dN3WzwZbR2f1WyADsHB8tPoFrnpmE266agDmZMzC09+Amj9mffxDLdqzEu59vDMi7kyRkIKLGJPQTMxBRcyRcN0joBgkZiKgp1R0loRskZCACuCnlEc1igjU9Dtb0ODiLq+EsrQFqXIDVBHOc1ZBPH6iutWPV7vewavd7yEhKR2qPFESHR6KiugpHzhxDbv6BkMhARI1J6CdmIKLmSLhukNANEjIQUVOqO0pCN0jIQMRNKS+Z48OVn5y5+QeUbwBJyEBEjUnoJ2YgouZIuG6Q0A0SMhBRU6o7SkI3SMhAoYnvwSMiIiIiIiIiIsNxU4qIiIiIiIiIiAzHTSkiIiIiIiIiIjKcpuu6buSA5eXliI2NdQ8eafwtrfTzDkAHoAFaJzW31GIGZpCUQfX4AKBXOQAAZWVliImJUZIBUN9PgJD54JpkBmZonEFAR7GfmEHK+MwgLAP7CYCQuWAGZhAyvpgMHvaT0hud14VUM7ji8ZmBGaRlUD2+MMpfCwnzoTqD6vGZgRmEUv46SJgLZlA/PjPIyiCE8tdBwlwwAzNIGV9KhjYo3ZTiO6WYgRnUZ1A9PiCzKPkvfeoyqB6fGZihSQZhHcV+Cu0MqsdnBmEZ2E8AhMwFMzCDkPHFZPCwn9RtSnUyI2ZWquHDlr9xBHqVA1oni5LxmYEZpGVQPT4AlK3IA847lYzdLEX9BMiYD9UZVI/PDMxwKVEdxX4K+Qyqx2cGWRnYT24S5oIZmEHK+FIyeNpPvNE5EREREREREREZjptSRERERERERERkOG5KERERERERERGR4ZTe6DwYOYur4SypAWpdQJgJ5s5WmOPDQy5DRlI6BvRIQVR4JCqrq5B35hhy8w+EzPhEEknoBgkZJPSDhNeBSBIJ54SEbpCQQcJcEEmj+ryQ0A0SMqieB1KDm1Ie0B0u1OaVw55bAtdZe5Ofm7rZYMvojLABMdAsgXnzmYQM4WE2TB02EXMyZ2BI8mVNfp5z6mss27ESa/d9gOraphmDfXwiiSR0g4QMEvpBwutAJImEc0JCN0jIIGEuiKRRfV5I6AYJGVTPA6nHTak2OEtrULX+JPSKlj/O0HXWjgtZRajeexaRN/eGOc7a4TL0794X6+a+huQuiXDprmYfc3mvNCye/iwenTAXtyyejaPFJzrM+EQSSegGCRkk9IOE14FIEgnnhIRukJBBwlwQSaP6vJDQDRIyqJ4HkoFbja1wltag8p3j0CtbPkka0isdqHznOJylNR0qQ//ufbHlV6uRGNcDmqbBbDI3+zizyQxN05AY1wNbH1mDfvF9OsT4RBJJ6AYJGST0g4TXgUgSCeeEhG6QkEHCXBBJo/q8kNANEjKongeSw6tNqaVLlyIjIwMxMTGIiYnBiBEjsHHjxkBlU0p3uFC1/iRQ4wJ0T58EoMb9PN3R/G5zsGUID7Nh3dzXEG2LhMXs2RvrLGYLom2ReG/ecoSH2YJ6fAoe7Ke2ngT2E/zfDxJeBwoOodJREs4JCd0gIYOEuaDgECr9BKg/LyR0g4QMqueBZPFqUyopKQm///3vsW/fPnz22WcYM2YMpkyZgq+++ipQ+ZSpzSt3v43Q05Okjg7oFQ7U5pV3iAxTh01EcpdEjwurjsVsQe+uvXDbVROCenwKHuwnD7CfAPi3HyS8DhQcQqWjJJwTErpBQgYJc0HBIVT6CVB/XkjoBgkZVM8DyeLVptRNN92EiRMnYsCAARg4cCCeffZZREVFYdeuXYHKp4w9t0Tp86VkmJM5o8XfMW6L0+XEnMwZQT0+BQ/2k3HPl5JBQj9IeB0oOIRKR0k4JyR0g4QMEuaCgkOo9BOg/ryQ0A0SMqieB5Kl3feUcjqdWL16NaqqqjBixAh/ZlLOWVzd7J3/veE6a4ezuDqoM2QkpWNI8mUt/o5xW8wmM4b2HoyMpPSgHJ+CF/updewn//SDhNeBglNH7SgJ54SEbpCQQcJcUHDqqP0EqD8vJHSDhAyq54Hk8XpTav/+/YiKioLNZsMDDzyAdevW4bLLmn58ZB273Y7y8vJGX9I5S/xz8zRfbsImIcOAHil+yZDazuOoHp+CD/vJi+OwnwD41g8SXgcKLt50FPupfSR0g4QMEuaCgktH7ydA/XkhoRskZFA9DySP15tSaWlpyM7Oxu7du/Hf//3fmDlzJr7++usWH79w4ULExsbWfyUnJ/sU2BC1frpxWo0PxxGQISo80i8Rott5HNXjU/BhP3mB/QTAx34Q8DpQcPGmo9hP7SOhGyRkkDAXFFw6fD8Bys8LCd0gIYPqeSB5vN6UslqtSE1NxbBhw7Bw4UIMGTIEf/7zn1t8/IIFC1BWVlb/derUKZ8CGyKs3b/V2JjVh+MIyFBZXeWXCBXtPI7q8Sn4sJ+8wH4C4GM/CHgdKLh401Hsp/aR0A0SMkiYCwouHb6fAOXnhYRukJBB9TyQPN7dcr8ZLpcLdnvLvxNqs9lgs/n+sZFGMne2+uc4ce0/joQMeWeO+SVDXtHRoByfgh/7qZXjsJ/cx/GhHyS8DhTcWuso9lP7SOgGCRkkzAUFt47WT4D680JCN0jIoHoeSB6vthcXLFiAjz76CMePH8f+/fuxYMECbN++HdOnTw9UPiXM8eEwdfOtaE3dbDDHhwd1htz8A8g59TWcLme7nu90OZF98ivsP30wKMen4MJ+8hz7yT/9IOF1oOARCh0l4ZyQ0A0SMkiYCwoeodBPgPrzQkI3SMigeh5IHq82pb799lvcc889SEtLww033IC9e/fiww8/xNixYwOVTxlbRmelz5eSYdmOlTBp7XtrpNlkxrIdK4N6fAoe7Cfjni8lg4R+kPA6UHAIlY6ScE5I6AYJGSTMBQWHUOknQP15IaEbJGRQPQ8ki1ercfny5Th+/Djsdju+/fZbbNmypUOWFQCEDYiBFm0BNC+fqAFatAVhA2I6RIa1+z7AqXMFcDgdXj3P4XTg5Hen8e7nG4N6fAoe7CcPsJ8A+LcfJLwOFBxCpaMknBMSukFCBglzQcEhVPoJUH9eSOgGCRlUzwPJwruDtUCzmBB5c2/3DdQ8PVk0AFb38zSL7y+thAzVtXbcuuR+VNirPC4uh9OBCnsVblk8G9W1Ld/PJxjGJ5JIQjdIyCChHyS8DkSSSDgnJHSDhAwS5oJIGtXnhYRukJBB9TyQLJzNVpjjrIi6vS+0KM/uB69FWRB1e1+/3nRNQoZvvj2OGxZNQ0HpGQBo8XeQ675fUHoGNyyahqPFJzrE+EQSSegGCRkk9IOE14FIEgnnhIRukJBBwlwQSaP6vJDQDRIyqJ4HksPnT9/r6MxxVkTf3Q+1eeWw55bAdbbpzrCpmw22jM7utyEGYNdWQoajxSdwzTOTcNtVEzAncwaG9h7c5DH78w9i2Y6VePfzjX5/h5Lq8YkkktANEjJI6AcJrwORJBLOCQndICGDhLkgkkb1eSGhGyRkUD0PJAM3pTygWUywpsfBmh4HZ3E1nKU1QI0LsJpgjrMacud/CRmqa+1Ytfs9rNr9HjKS0pHaIwXR4ZGoqK7CkTPHkJt/oEOPTySRhG6QkEFCP0h4HYgkkXBOSOgGCRkkzAWRNKrPCwndICGD6nkg9bgp5SVzfLjyE0NChtz8A0o3gVSPTySRhG6QkEFCP0h4HYgkkXBOSOgGCRkkzAWRNKrPCwndICGD6nkgNfj+NyIiIiIiIiIiMhw3pYiIiIiIiIiIyHDclCIiIiIiIiIiIsNpuq7rRg5YXl6O2NhY9+CRxt/SSj/vAHQAGqB1UnNLLWZgBkkZVI8PAHqVAwBQVlaGmJgYJRkA9f0ECJkPrklmYIbGGQR0FPuJGaSMzwzCMrCfAAiZC2ZgBiHji8ngYT8pvdF5XUg1gysenxmYQVoG1eMLo/y1kDAfqjOoHp8ZmEEo5a+DhLlgBvXjM4OsDEIofx0kzAUzMIOU8aVkaIPSTSm+U4oZmEF9BtXjAzKLkv/Spy6D6vGZgRmaZBDWUeyn0M6genxmEJaB/QRAyFwwAzMIGV9MBg/7Sd2mVCczYmalGj5s+RtHoFc5oHWyKBmfGZhBWgbV4wNA2Yo84LxTydjNUtRPgIz5UJ1B9fjMwAyXEtVR7KeQz6B6fGaQlYH95CZhLpiBGaSMLyWDp/3EG50TEREREREREZHhuClFRERERERERESG46YUEREREREREREZTumNzr2VkZSOAT1SEBUeicrqKuSdOYbc/AOGZnAWV8NZUgPUuoAwE8ydrTDHhzODwRkkrAUJGVTPg5QMEnA9MENDqteDhNeAGWThmpSRQfU8SMkgYS5UZ1A9viRck+rHB2TMg4QMEuYi1DKI35QKD7Nh6rCJmJM5A0OSL2vy85xTX2PZjpVYu+8DVNfaA5JBd7hQm1cOe24JXGebjmHqZoMtozPCBsRAswTmzWfMIGMtSMigeh6kZJCA64EZGlK9HiS8BswgC9ekjAyq50FKBglzoTqD6vEl4ZpUPz4gYx4kZJAwF6GcQfSmVP/ufbFu7mtI7pIIl+5q9jGX90rD4unP4tEJc3HL4tk4WnzCrxmcpTWoWn8SekXLH2foOmvHhawiVO89i8ibe8McZ2UGP2eQsBYkZFA9D1IySMD1wAwNqV4PEl4DZpCFa1JGBtXzICWDhLlQnUH1+JJwTaofH5AxDxIySJiLUM8gdgu+f/e+2PKr1UiM6wFN02A2mZt9nNlkhqZpSIzrga2PrEG/+D5+y+AsrUHlO8ehV7Y8MQ3plQ5UvnMcztIaZvBjBglrQUIG1fMgJYMEXA/M0JDq9SDhNWAGWbgmZWRQPQ9SMkiYC9UZVI8vCdek+vEBGfMgIYOEuWAGHzelfv/730PTNPz85z/3S5g64WE2rJv7GqJtkbCYPXszl8VsQbQtEu/NW47wMJvPGXSHC1XrTwI1LkD39EkAatzP0x3N7/Qyg3ckrAUJGVTPg5QM3mA/XfokdLj1ICGD6vUg4TVgBu8Fqp8ArkkpGVTPg5QMEuZCdQbV47cHr6EufRI61HqQMA8SMkiYC2Zwa/em1N69e/HXv/4VGRkZPoe41NRhE5HcJdHjBVrHYragd9deuO2qCT5nqM0rd791zdOJqaMDeoUDtXnlzOCHDBLWgoQMqudBSgZPsZ9a0MHWg4QMqteDhNeAGbwTyH4CuCalZFA9D1IySJgL1RlUj+8tXkO1oAOtBwnzICGDhLlgBrd2bUpVVlZi+vTpePXVV9G5c2efQ1xqTuaMFn+ntC1OlxNzMmf4nMGeW6L0+czgJmEtSMigeh6kZPAE+ynwz2eGi1SvBwmvATN4LtD9BHBNSsmgeh6kZJAwF6ozqH6+N3gN1fGfD8iYBwkZJMwFM7i1a1Nq7ty5mDRpEm688UafA1wqIykdQ5Iva/F3SttiNpkxtPdgZCSltzuDs7i62bvNe8N11g5ncTUz+JBBwlqQkEH1PEjJ4Cn2U9s6wnqQkEH1epDwGjCDdwLZTwDXpJQMqudBSgYJc6E6g+rxvcVrqLYF+3qQMA8SMkiYC2a4yOtNqdWrV+Pzzz/HwoULPXq83W5HeXl5o6/WDOiR4m2kZqX6cBxnif9uYscM7c8gYS1IyKB6HqRk8AT7yYvjBPl6kJBB9XqQ8Bowg+cC3U8A16SUDKrnQUoGCXOhOoPq8b3hTUcFYz8B6udD9fiAjHmQkEHCXDDDRV5tSp06dQoPP/ww3nrrLYSHh3v0nIULFyI2Nrb+Kzk5udXHR4VHehOpRdG+HKfWTzcUrPHhOMwgYi1IyKB6HsRkaAP7yUvBvh4EZFC+HgS8BszgGSP6CeCalJJB+TwIySBhLpRnUD2+h7ztqKDsJ0D9fKgeHzLmQUIGCXPBDBd5tSm1b98+fPvtt7jqqqtgsVhgsViwY8cOvPTSS7BYLHA6nU2es2DBApSVldV/nTp1qtUxKqurvPsTtKDCl+OE+fShhBdZfTgOM4hYCxIyqJ4HMRnawH7yUrCvBwEZlK8HAa8BM3jGiH4CuCalZFA+D0IySJgL5RlUj+8hbzsqKPsJUD8fqseHjHmQkEHCXDDDRV7d7v6GG27A/v37G33v3nvvxaBBg/Doo4/CbG76e6E2mw02m+cf2Zh35pg3kVo+TtHRdj/X3NnqlwzmuPYfhxlkrAUJGVTPg5QMbWE/eXmcIF8PEjKoXg8SXgNm8IwR/QRwTUrJoHoepGSQMBeqM6ge31PedlQw9hOgfj5Ujw/ImAcJGSTMBTNc5NWWVnR0NC6//PJGX5GRkejatSsuv/xyn4LUyc0/gJxTX8Ppavqvhp5wupzIPvkV9p8+2O4M5vhwmLp5V7SXMnWzwRzv2Vv0maF5EtaChAyq50FKhrawnzzXEdaDhAyq14OE14AZPGNEPwFck1IyqJ4HKRkkzIXqDKrH9xSvoTwX7OtBwjxIyCBhLpihwTF8enaALNuxEiatfdHMJjOW7VjpcwZbhm8fg+rr85nBTcJakJBB9TxIySAB1wMzNKR6PUh4DZhBFq5JGRlUz4OUDBLmQnUG1c+XhGtS/fMBGfMgIYOEuWAGN583pbZv344XX3zR5yANrd33AU6dK4DD6fDqeQ6nAye/O413P9/oc4awATHQoi2A5uUTNUCLtiBsQAwz+CGDhLUgIYPqeZCSwVvsp0t0sPUgIYPq9SDhNWCG9glEPwFck1IyqJ4HKRkkzIXqDKrHby9eQ12iA60HCfMgIYOEuWAGN5HvlKqutePWJfejwl7l8UJ1OB2osFfhlsWzUV1r9zmDZjEh8ube7pt2eTpBGgCr+3maxfeXlhlkrAUJGVTPg5QMEnA9MENDqteDhNeAGWThmpSRQfU8SMkgYS5UZ1A9viRck+rHB2TMg4QMEuaCGdzEttw33x7HDYumoaD0DAC0+Dundd8vKD2DGxZNw9HiE37LYI6zIur2vtCiPLsfvBZlQdTtff16M0JmkLEWJGRQPQ9SMkjA9cAMDaleDxJeA2aQhWtSRgbV8yAlg4S5UJ1B9fiScE2qHx+QMQ8SMkiYC2bw8tP3jHa0+ASueWYSbrtqAuZkzsDQ3oObPGZ//kEs27ES736+0S87ppcyx1kRfXc/1OaVw55bAtfZpmOYutlgy+jsfutbAP41gxlkrAUJGVTPg5QMEnA9MENDqteDhNeAGWThmpSRQfU8SMkgYS5UZ1A9viRck+rHB2TMg4QMEuYi1DOI3pQC3G/tW7X7Paza/R4yktKR2iMF0eGRqKiuwpEzx5CbfyDgGTSLCdb0OFjT4+AsroaztAaocQFWE8xx1oB/IgYzuElYCxIyqJ4HKRkk4HpghoZUrwcJrwEzyMI1KSOD6nmQkkHCXKjOoHp8Sbgm1Y8PyJgHCRkkzEUoZxC/KdVQbv4BQxZla8zx4cr/h8EMMtaChAyq50FKBgm4HpihIdXrQcJrwAyycE3KyKB6HqRkkDAXqjOoHl8Srkn14wMy5kFCBglzEWoZOu77QomIiIiIiIiISCxuShERERERERERkeG4KUVERERERERERIbTdF3XjRywvLwcsbGx7sEjjb+llX7eAegANEDrpOaWWszADJIyqB4fAPQqBwCgrKwMMTExSjIA6vsJEDIfXJPMwAyNMwjoKPYTM0gZnxmEZWA/ARAyF8zADELGF5PBw35SeqPzupBqBlc8PjMwg7QMqscXRvlrIWE+VGdQPT4zMINQyl8HCXPBDOrHZwZZGYRQ/jpImAtmYAYp40vJ0Aalm1J8pxQzMIP6DKrHB2QWJf+lT10G1eMzAzM0ySCso9hPoZ1B9fjMICwD+wmAkLlgBmYQMr6YDB72k7pNqU5mxMxKNXzY8jeOQK9yQOtkUTI+MzCDtAyqxweAshV5wHmnkrGbpaifABnzoTqD6vGZgRkuJaqj2E8hn0H1+MwgKwP7yU3CXDADM0gZX0oGT/uJNzonIiIiIiIiIiLDcVOKiIiIiIiIiIgMx00pIiIiIiIiIiIynNIbnQcjZ3E1nCU1QK0LCDPB3NkKc3w4MxicISMpHQN6pCAqPBKV1VXIO3MMufkHDBtfSgbV80CySFgPzOCmuh9Ujw/ImAeSQ8J6YAY3Cf0gIYOEuSA5VK8H1eMzw0XsJ+NxU8oDusOF2rxy2HNL4Dprb/JzUzcbbBmdETYgBpolMG8+YwYgPMyGqcMmYk7mDAxJvqzJz3NOfY1lO1Zi7b4PUF3bNF9HyaB6HkgWCeuBGdxU94Pq8QEZ80BySFgPzOAmoR8kZJAwFySH6vWgenxmuIj9pBY3pdrgLK1B1fqT0Cta/jhD11k7LmQVoXrvWUTe3BvmOCsz+DlD/+59sW7ua0jukgiX7mr2MZf3SsPi6c/i0Qlzccvi2ThafMJv40vJoHoeSBYJ64EZ3FT3g+rxARnzQHJIWA/M4CahHyRkkDAXJIfq9aB6fGa4iP2kXsfaYvMzZ2kNKt85Dr2y5cXRkF7pQOU7x+EsrWEGP2bo370vtvxqNRLjekDTNJhN5mYfZzaZoWkaEuN6YOsja9Avvo9fxpeSQfU8kCwS1gMzuKnuB9XjAzLmgeSQsB6YwU1CP0jIIGEuSA7V60H1+MxwEftJBq82pZ588klomtboa9CgQYHKppTucKFq/UmgxgXonj4JQI37ebqj+V1WZvBOeJgN6+a+hmhbJCxmz97YZzFbEG2LxHvzliM8zObT+FIyqJ6HYMB+autJ6FDdICWD6n5QPT4gYx6CQah0lIT1wAxuEvpBQgYJcyFdqPQToH49qB6fGS5iP8nh9TulBg8ejMLCwvqvjz/+OBC5lKvNK3e/fc7TxVFHB/QKB2rzypnBDxmmDpuI5C6JHhdFHYvZgt5de+G2qyb4NL6UDKrnIViwn9rQgbpBSgbV/aB6fEDGPASLUOgoCeuBGdwk9IOEDBLmIhiEQj8B6teD6vGZ4SL2kxxeb0pZLBb07Nmz/qtbt26ByKWcPbdE6fOZwW1O5owWf7e3LU6XE3MyZ/g0vpQMquchWLCfjHk+M1ykuh9Ujw/ImIdgEQodJWE9MIObhH6QkEHCXASDUOgnQP16UP18ZriI/SSH15tSeXl5SExMRL9+/TB9+nScPHkyELmUchZXN3vHe2+4ztrhLK5mBh8yZCSlY0jyZS3+bm9bzCYzhvYejIyk9HY9X0oG1fMQTNhPngn2bpCSQXU/qB4fkDEPwaSjd5SE9cAMbhL6QUIGCXMRLDp6PwHq14Pq8ZnhIvaTLF5tSg0fPhxvvPEGNm3ahKVLl+LYsWP4r//6L1RUVLT4HLvdjvLy8kZf0jlL/HcTO2Zof4YBPVL8Mn6qD8eRkEH1PAQL9pOXxwnibpCSQXU/qB4fkDEPwcLbjmI/MUMw95OUDBLmIhiEQj8B6teD6vGZ4SL2kyxe/QLlhAkXf28yIyMDw4cPR58+ffD2229j9uzZzT5n4cKF+N3vfudbSqPV+umGYTU+HIcZEBUe6Zfho304joQMquchWLCfvBTE3SAlg+p+UD0+ABHzECy87Sj2EzMEcz9JySBhLoJBSPQToH49qB6fGeqxn2Tx+tf3GoqLi8PAgQNx5MiRFh+zYMEClJWV1X+dOnXKlyGNEebTy3KR1YfjMAMqq6v8MnyFD8eRkEH1PAQr9lMbgrgbpGRQ3Q+qxwcgYh6CVVsdxX5ihmDuJykZJMxFMOqQ/QSoXw+qx2eGeuwnWXz6E1RWVuKbb75BQkJCi4+x2WyIiYlp9CWdubPVP8eJa/9xmAHIO3PML+PnFR1t/3MFZFA9D8GK/dTGcYK4G6RkUN0PqscHZMxDsGqro9hPzBDM/SQlg4S5CEYdsZ8A9etB9fjMcBH7SRavNqV+9atfYceOHTh+/Dg+/fRT3HrrrTCbzbjrrrsClU8Jc3w4TN1sPh3D1M0Gc3w4M/iQITf/AHJOfQ2ny9mu5ztdTmSf/Ar7Tx9s1/OlZFA9D8GC/eS5YO8GKRlU94Pq8QEZ8xAsQqGjJKwHZnCT0A8SMkiYi2AQCv0EqF8PqsdnhovYT7J4tSmVn5+Pu+66C2lpabjzzjvRtWtX7Nq1C/Hx8YHKp4wto7PS5zOD27IdK2HS2veGPrPJjGU7Vvo0vpQMquchGLCfjHs+M1ykuh9Ujw/ImIdgECodJWE9MIObhH6QkEHCXEgXKv0EqF8Pqp/PDBexn+TwahZWr16NgoIC2O125OfnY/Xq1ejfv3+gsikVNiAGWrQF0Lx8ogZo0RaEDfD9bazMAKzd9wFOnSuAw+nw6nkOpwMnvzuNdz/f6NP4UjKonodgwH7yQAfqBikZVPeD6vEBGfMQDEKloySsB2Zwk9APEjJImAvpQqWfAPXrQfX4zHAR+0mO4L8rVoBoFhMib+7tvnGYp4tEA2B1P0+z+P7SMgNQXWvHrUvuR4W9yuPCcDgdqLBX4ZbFs1Fda/dpfCkZVM8DySJhPTCDm+p+UD0+IGMeSA4J64EZ3CT0g4QMEuaC5FC9HlSPzwwXsZ/k6Bh/igAxx1kRdXtfaFEWjx6vRVkQdXtfv95sjBmAb749jhsWTUNB6RkAaPF3f+u+X1B6BjcsmoajxSf8Mr6UDKrngWSRsB6YwU11P6geH5AxDySHhPXADG4S+kFCBglzQXKoXg+qx2eGi9hPMnj2Jw9h5jgrou/uh9q8cthzS+A623RH1NTNBltGZ/fb7wKwW8kMwNHiE7jmmUm47aoJmJM5A0N7D27ymP35B7Fsx0q8+/lGv+xcS8ygeh5IFgnrgRncVPeD6vEBGfNAckhYD8zgJqEfJGSQMBckh+r1oHp8ZriI/aQeN6U8oFlMsKbHwZoeB2dxNZylNUCNC7CaYI6zGnLHe2Zwv8Vy1e73sGr3e8hISkdqjxREh0eioroKR84cQ27+gYCOLyWD6nkgWSSsB2ZwU90PqscHZMwDySFhPTCDm4R+kJBBwlyQHKrXg+rxmeEi9pNa3JTykjk+XPmCYAb3x3gaUQ7SM6ieB5JFwnpgBjfV/aB6fEDGPJAcEtYDM7hJ6AcJGSTMBcmhej2oHp8ZLmI/Ga9jve+LiIiIiIiIiIiCAjeliIiIiIiIiIjIcNyUIiIiIiIiIiIiw2m6rutGDlheXo7Y2Fj34JHG39JKP+8AdAAaoHVSc0stZmAGSRlUjw8AepUDAFBWVoaYmBglGQD1/QQImQ+uSWZghsYZBHQU+4kZpIzPDMIysJ8ACJkLZmAGIeOLyeBhPym90XldSDWDKx6fGZhBWgbV4wuj/LWQMB+qM6genxmYQSjlr4OEuWAG9eMzg6wMQih/HSTMBTMwg5TxpWRog9JNKb5TihmYQX0G1eMDMouS/9KnLoPq8ZmBGZpkENZR7KfQzqB6fGYQloH9BEDIXDADMwgZX0wGD/tJ3aZUJzNiZqUaPmz5G0egVzmgdbIoGZ8ZmEFaBtXjA0DZijzgvFPJ2M1S1E+AjPlQnUH1+MzADJcS1VHsp5DPoHp8ZpCVgf3kJmEumIEZpIwvJYOn/cQbnRMRERERERERkeG4KUVERERERERERIbjphQRERERERERERlO6Y3Og5GzuBrOkhqg1gWEmWDubIU5Plx1LMNlJKVjQI8URIVHorK6CnlnjiE3/4Bh40uYBwkZVM8DySJhTUog4bxQPReqxwdkzAPJIWFNSiDhvJAwFxIySJgLkkPCmlRNwmvADG6h1k/clPKA7nChNq8c9twSuM7am/zc1M0GW0ZnhA2IgWbpuG8+Cw+zYeqwiZiTOQNDki9r8vOcU19j2Y6VWLvvA1TXNn2dfCVhHiRkUD0PJIuENSmBhPNC9VyoHh+QMQ8kh4Q1KYGE80LCXEjIIGEuSA4Ja1I1Ca8BM7iFcj9xU6oNztIaVK0/Cb2i5Y8zdJ2140JWEar3nkXkzb1hjrMamNAY/bv3xbq5ryG5SyJcuqvZx1zeKw2Lpz+LRyfMxS2LZ+No8Qm/jS9hHiRkUD0PJIuENSmBhPNC9VyoHh+QMQ8kh4Q1KYGE80LCXEjIIGEuSA4Ja1I1Ca8BM7iFej91zC1fP3GW1qDynePQK1teoA3plQ5UvnMcztKaACczVv/ufbHlV6uRGNcDmqbBbDI3+zizyQxN05AY1wNbH1mDfvF9/DK+hHmQkEH1PJAsEtakBBLOC9VzoXp8QMY8kBwS1qQEEs4LCXMhIYOEuSA5JKxJ1SS8Bszgxn5qx6bU6dOnMWPGDHTt2hURERG44oor8NlnnwUim1K6w4Wq9SeBGhege/okADXu5+mO5nc4g014mA3r5r6GaFskLGbP3lhnMVsQbYvEe/OWIzzM5tP4EuZBQgbV8xAs2E+tPQnsJ/j/vFA9F6rHB2TMQ7AIhY6SsCYlkHBeSJgLCRkkzEUwCIV+AmSsSdUkvAbM4MZ+cvNqU6qkpAQjR45EWFgYNm7ciK+//hrPP/88OnfuHKh8ytTmlbvfwufpAq2jA3qFA7V55QHJZbSpwyYiuUuixydJHYvZgt5de+G2qyb4NL6EeZCQQfU8BAP2kwfYTwD8e16ongvV4wMy5iEYhEpHSViTEkg4LyTMhYQMEuZCulDpJ0DGmlRNwmvADG7sJzevNqX+8Ic/IDk5GStWrMA111yDlJQUjBs3Dv379w9UPmXsuSVKny/FnMwZLf5ea1ucLifmZM7waXwJ8yAhg+p5CAbsJ+OeL4WE80L1XKh+PiBjHoJBqHSUhDUpgYTzQsJcSMggYS6kC5V+AmSsSdUkvAbM4MZ+cvNqU2r9+vW4+uqrcccdd6B79+648sor8eqrrwYqmzLO4upm77rvDddZO5zF1X5KpEZGUjqGJF/W4u+1tsVsMmNo78HISEpv1/MlzIOEDKrnIViwnzzHfvLPeaF6LlSPD8iYh2ARCh0lYU1KIOG8kDAXEjJImItgEAr9BMhYk6pJeA2YwY39dJFXm1JHjx7F0qVLMWDAAHz44Yf47//+b8yfPx9vvvlmi8+x2+0oLy9v9CWds8R/N58NZgN6pPjlOKntPI6EeZCQQfU8BAv2k5fHYT8B8O28UD0XqscHZMxDsPC2o9hPwUvCeSFhLiRkkDAXwSAU+gmQsSZVk/AaMIMb++kir3550eVy4eqrr8Zzzz0HALjyyivx5Zdf4i9/+QtmzpzZ7HMWLlyI3/3ud74nNVKtn25gVxPcN8KLCo/0y3Gi23scCfMgIIPyeQgS7CcvsZ8A+HheqJ4L1eNDyDwECW87iv0UvEScFxLmQkAGEXMRBEKinwARa1I5Ca8BMwBgPzXk1TulEhIScNlllzX6Xnp6Ok6ePNnicxYsWICysrL6r1OnTrUvqZHCvP5QwuZZ/XQcRSqrq/xynIr2HkfCPAjIoHweggT7yUvsJwA+nheq50L1+BAyD0HC245iPwUvEeeFhLkQkEHEXASBkOgnQMSaVE7Ca8AMANhPDXn1TqmRI0fi0KFDjb53+PBh9OnTp8Xn2Gw22GzB9VGF5s5W/xwnzj/HUSXvzDH/HKfoaLueJ2EeJGRQPQ/Bgv3k5XHYT+7j+HBeqJ4L1eMDMuYhWHjbUeyn4CXhvJAwFxIySJiLYBAK/QTIWJOqSXgNmMGN/XSRV1t7v/jFL7Br1y4899xzOHLkCFatWoVly5Zh7ty5gcqnhDk+HKZuvhWtqZsN5vhwPyVSIzf/AHJOfQ2ny9mu5ztdTmSf/Ar7Tx9s1/MlzIOEDKrnIViwnzzHfvLPeaF6LlSPD8iYh2ARCh0lYU1KIOG8kDAXEjJImItgEAr9BMhYk6pJeA2YwY39dJFXm1I/+MEPsG7dOvzjH//A5Zdfjqeffhovvvgipk+fHqh8ytgyOit9vhTLdqyESWvf2xLNJjOW7Vjp0/gS5kFCBtXzEAzYT8Y9XwoJ54XquVD9fEDGPASDUOkoCWtSAgnnhYS5kJBBwlxIFyr9BMhYk6pJeA2YwY395Ob1KzB58mTs378f1dXVOHDgAH76058GIpdyYQNioEVbAM3LJ2qAFm1B2ICYgOQy2tp9H+DUuQI4nA6vnudwOnDyu9N49/ONPo0vYR4kZFA9D8GC/dQG9hMA/54XqudC9fiAjHkIFqHQURLWpAQSzgsJcyEhg4S5CAah0E+AjDWpmoTXgBnc2E9uQXyXtsDSLCZE3tzbffMyTxeqBsDqfp5m6RgvbXWtHbcuuR8V9iqPTxaH04EKexVuWTwb1bV2n8aXMA8SMqieB5JFwpqUQMJ5oXouVI8PyJgHkkPCmpRAwnkhYS4kZJAwFySHhDWpmoTXgBnc2E9uwX9WBZA5zoqo2/tCi/LsfvBalAVRt/cN6pvfNeebb4/jhkXTUFB6BgBa/L3Xuu8XlJ7BDYum4WjxCb+ML2EeJGRQPQ8ki4Q1KYGE80L1XKgeH5AxDySHhDUpgYTzQsJcSMggYS5IDglrUjUJrwEzuLGfvPz0vVBkjrMi+u5+qM0rhz23BK6zTXcjTd1ssGV0dr8FsAPsnjfnaPEJXPPMJNx21QTMyZyBob0HN3nM/vyDWLZjJd79fKPfd20lzIOEDKrngWSRsCYlkHBeqJ4L1eMDMuaB5JCwJiWQcF5ImAsJGSTMBckhYU2qJuE1YAa3UO8nbkp5QLOYYE2PgzU9Ds7iajhLa4AaF2A1wRxnDepPYPBGda0dq3a/h1W730NGUjpSe6QgOjwSFdVVOHLmGHLzDwR0fAnzICGD6nkgWSSsSQkknBeq50L1+ICMeSA5JKxJCSScFxLmQkIGCXNBckhYk6pJeA2YwS2U+4mbUl4yx4eHREG1JTf/gNITQ8I8SMigeh5IFglrUgIJ54XquVA9PiBjHkgOCWtSAgnnhYS5kJBBwlyQHBLWpGoSXgNmcAu1fup470MkIiIiIiIiIiLxuClFRERERERERESG46YUEREREREREREZTtN1XTdywPLycsTGxroHjzT+llb6eQegA9AArZOaW2oxAzNIyqB6fADQqxwAgLKyMsTExCjJAKjvJ0DIfHBNMgMzNM4goKPYT8wgZXxmEJaB/QRAyFwwAzMIGV9MBg/7SemNzutCqhlc8fjMwAzSMqgeXxjlr4WE+VCdQfX4zMAMQil/HSTMBTOoH58ZZGUQQvnrIGEumIEZpIwvJUMblG5K8Z1SzMAM6jOoHh+QWZT8lz51GVSPzwzM0CSDsI5iP4V2BtXjM4OwDOwnAELmghmYQcj4YjJ42E/qNqU6mREzK9XwYcvfOAK9ygGtk0XJ+MzADNIyqB4fAMpW5AHnnUrGbpaifgJkzIfqDKrHZwZmuJSojmI/hXwG1eMzg6wM7Cc3CXPBDMwgZXwpGTztJ97onIiIiIiIiIiIDMdNKSLyC83Yz0wgIiIiIupQeD1NoUjpPaWIKHgNKa7G9AOlGFFwAWkldlhdQI0JONTZhp2JEXgrPQ458eGqYxIRERERicTraaIg25RyFlfDWVID1LqAMBPMna0w8yRVIiMpHQN6pCAqPBKV1VXIO3MMufkHVMcylIT1qGIeUkprsDirECMLL6BWA8KGDAXGDgKio2GtqMAVBw9iUE425uwvxScJEZg3JgHH4qwBzSSBhPVAbuwnGetRwjxIyCCFhDVBXJN1JKxH1XOhenxJJKwHo116Pf2lDqwFUAEg2gUM+s6Oe8/ZDb2e5pp0k7AeJcyFkRnEb0rpDhdq88phzy2B66y9yc9N3WywZXRG2IAYaBb+NmIghYfZMHXYRMzJnIEhyZc1+XnOqa+xbMdKrN33Aaprm85VRyBhPaqch9sPl2FJVhHMVhswaxbC5s8HrryyyePCvvgCeOklDF+zGrtWH8ODYxKwdmCMX7NIIGE9kBv7ScZ6lDAPEjJIIWFNENdkHQnrUfVcqB5fEgnrQZW66+kap44VAF7SgexmHjdUB+YDuL3wQsCup7km3SSsRwlzoSqD6E0pZ2kNqtafhF7R8kcJus7acSGrCNV7zyLy5t4wh8A7MlTo370v1s19DcldEuHSXc0+5vJeaVg8/Vk8OmEublk8G0eLTxicMrAkrEeV83D74TIs21wIDBgA07//DfTpA7iaz4CMDOD112F54gmYxo7Fq5uPQIOOdwbG+iWLBBLWA7mxn2SsRwnzICGDFBLWBHFN1pGwHlXPherxJZGwHlSpu54+DGA8gBNo+SbPuQDuA/A7AB86dby6ucCv19Nck24S1qOEuVCZQey2s7O0BpXvHIde2fLiaEivdKDyneNwltYEOFno6d+9L7b8ajUS43pA0zSYTeZmH2c2maFpGhLjemDrI2vQL76PwUkDR8J6VDkP/UprsCSryL0htWsX0KsXoGmAufkMMJvdP+/VC6bdu4HUVCzJKkJKBzk/JawHcmM/yViPEuZBQgYpJKwJ4pqsI2E9qp4L1eNLImE9qFJ3PX0YwHUA8r//fgv/xFv//XwAIwDkAX67nuaadJOwHiXMheoMIjeldIcLVetPAjUuwNMPINAB1LifpztaOrXJW+FhNqyb+xqibZGwmD17Y53FbEG0LRLvzVuO8DBbgBMGnoT1qHoeXs4qhMlqc79DKjoaCAvz7IlhYUB0NEybN8NstWFxVqFPOSSQsB7ITfV5IYGE9ShhHiRkkELCmiCuyToS1qPquVA9viQS1oNKL2cVwu7UMR5AOQCnh89zfv/4HwGoceo+X09zTbpJWI8S5kJCBq82pfr27QtN05p8zZ071+cgDdXmlbvfPuftJ2LqgF7hQG1euV/zhLKpwyYiuUuixwu0jsVsQe+uvXDbVRMClMw4EtajynkY8m01RhZeQNi0H7t/Zc/TDak6YWFA376w3DkNIwsvYEhxdbuztMWIjpKwHsiN/SRjPUqYBwkZ2sJrqNASDGvSCBLWo+q5UD2+J9hPgVd3Pb0W7l/Z83RDqo7z++etBXy+ng6GNWkECetRwlxIyODVptTevXtRWFhY/7V582YAwB133OFzkIbsuSVKn08Xzcmc0eLvlLbF6XJiTuYMPycynoT1qHIeph8sRa0GYP78lu8h1WYIJ/DQQ6jVgOkHStudpS1GdJSE9UBu7CcZ61HCPEjI0BZeQ4WWYFiTRpCwHlXPherxPcF+Cry66+mX0P5fVTLB/Xxfr6eDYU0aQcJ6lDAXEjJ4dU7Ex8ejZ8+e9V8bNmxA//79kZmZ6XOQOs7i6mbveO8N11k7nAF8N0aoyEhKx5Dky1r8ndK2mE1mDO09GBlJ6X5OZhwJ61H1PIwouICwIUPdn7LX0j2k2gxhBoYNQ9iQobi28EL7juGBQHeUhPVAbqrPCwkkrEcJ8yAhgyd4DRU6gmVNBpqE9ah6LlSP7yn2U+CNKLiAL7//lL32/tKXC8AXAL7U0e7r6WBZk4EmYT1KmAsJGQAf7ilVU1ODlStX4r777oOmaS0+zm63o7y8vNFXa5wl/rlpWEe4GZ5qA3qk+OU4qX46jgoS1qPqeUgrsQODBvklA9LSMOicMR8n60lHsZ+Cl+rzQgIJ61HCPEjI4K1A9BMgY01QcK7JQJCwHlXPherx24P9FBhpJXYc9NOxDgHtvp4OxjUZCBLWo4S5kJAB8GFT6r333kNpaSlmzZrV6uMWLlyI2NjY+q/k5OTWD1zrpxvY1QT3jfAkiAqP9Mtxov10HCUErEeV86DpOqwuuG9u7g8xMbC63McNNE86iv0UvNhPELEeJcyDhAzeCkg/ASLWBAXnmgwIAetR9VyoHr892E/+V3c9XeGn45UD7b6eDsY1GRAC1qOEuZCQAfBhU2r58uWYMGECEhMTW33cggULUFZWVv916tSp1g8c5qcPBLSK/GDBoFJZXeWX41T46ThKCFiPKudB1zTUmABU+Ol/o+XlqDG5jxtonnQU+yl4sZ8gYj1KmAcJGbwVkH4CRKwJCs41GRAC1qPquVA9fnuwn/yv7nraT//Eixig3dfTwbgmA0LAepQwFxIyAIB3t1j/3okTJ7Blyxa8++67bT7WZrPBZvP8YwLNna3tidT0OHH+OU4oyztzzD/HKTrql+OoIGE9qp6HQ51tuOKgn95wfPAgDnYJ/MfIetpR7Kfgpfq8kEDCepQwDxIyeCNQ/QTIWBMUfGsyUCSsR9VzoXp8b7GfAudQZxsGfeefW1gMAtp9PR1sazJQJKxHCXMhIQPQzndKrVixAt27d8ekSZN8Grw55vhwmLr59pdWUzcbzPHhfkoUunLzDyDn1Ndwurz90FI3p8uJ7JNfYf9pf/0GtfEkrEfV87AzMQK1OdnAF1+4P0WvXSGcwL59qM3Nwa6EiPYdwwuB6igJ64HcVJ8XEkhYjxLmQUIGb/AaquMLtjUZKBLWo+q5UD2+t9hPgbMzMQKXa8BQ+Pbpe1cCGKyh3dfTwbYmA0XCepQwFxIyAO04J1wuF1asWIGZM2fCYmnXG63aZMvorPT5dNGyHSth0tpXnWaTGct2rPRzIuNJWI8q5+Gt9DiE6QBeegkwtfN/o2Yz8PLLCNPdxwukQHeUhPVAbuwnGetRwjxIyOAJXkOFjmBZk4EmYT2qngvV43uK/RRYddfT8+Hbp+/NB3y+ng6WNRloEtajhLmQkMHr0bds2YKTJ0/ivvvu83nwloQNiIEWbQG8/TVZDdCiLQgbEBOQXKFo7b4PcOpcARxOh1fPczgdOPndabz7+cYAJTOOhPWoch5y4sPxSUIEHGtWAydOALW13h2gthY4fhyOt9fgk4QI5AT4X7gC3VES1gO5sZ9krEcJ8yAhgyd4DRU6gmVNBpqE9ah6LlSP7yn2U2DVXU/fDqAPALOXzzd//7ypgM/X08GyJgNNwnqUMBcSMni9KTVu3Djouo6BAwf6PHhLNIsJkTf3dt84zNNFogGwup+nWYLvBnhSVdfaceuS+1Fhr/J4oTqcDlTYq3DL4tmorvXP706rJGE9qp6HeWMS4KyxwzVunPum555uTNXWAhUVcI0dC2eNHfPGJPiUwxOB7igJ64HcVJ8XEkhYjxLmQUIGT/AaKnQEy5oMNAnrUfVcqB7fU+ynwJs3JgFWs4ZNcN+s3NONKfP3j/8QgNWs+Xw9HSxrMtAkrEcJcyEhg9gz2xxnRdTtfaFFefb2US3Kgqjb+wbtze8k++bb47hh0TQUlJ4BgBZ/57Tu+wWlZ3DDomk4WnzCsIyBJmE9qpyHY3FWPDgmAcjLg2v4cOD06e8Ha+H3j+u+f/q0+/FHjuDBMQk41kHOTwnrgdzYTzLWo4R5kJBBCglrgrgm60hYj6rnQvX4kkhYD6rUXU8PBLATQNL332/pL+R130/6/vEDAL9dT3NNuklYjxLmQnWGwPzCsJ+Y46yIvrsfavPKYc8tgets0104UzcbbBmd3W+/C/Ldc8mOFp/ANc9Mwm1XTcCczBkY2ntwk8fszz+IZTtW4t3PN3aYHfSGJKxHlfOwdmAMNOhYkvUNzJelw3LnNOChh4Bhw5o+ODsbePllON5eA2eNHQ+OTcTagcH7luvmSFgP5MZ+krEeJcyDhAxSSFgTxDVZR8J6VD0XqseXRMJ6UOXi9XQR9jt1rAXwEoAvmnnsELjvITUV7ndI/XRMgl+vp7km3SSsRwlzoTKD6E0pwP22Omt6HKzpcXAWV8NZWgPUuACrCeY4a9B+AkMwqq61Y9Xu97Bq93vISEpHao8URIdHoqK6CkfOHENu/gHVEQNOwnpUOQ/vDIzFvu4RWJxViJFvvonav72JsCFDgbQ0ICYGKC8HDh1CbU42wnRgV2IEHhqd0mHeIXUpCeuB3NhPMtajhHmQkEEKCWuCuCbrSFiPqudC9fiSSFgPqjS8np5VeAHTNeBLHTgEoBzuX9VLA3C55r6p+ceJEXhodGB+44Br0k3CepQwF6oyiN+UasgcH96hCyqY5OYfCJmSaomE9ahiHo7FWTHptj4YUlyN6QdKcW3+AQzKzYbVBdSYgINdbNh1eRzeSo8L+E3NJZGwHsiN/SRjPUqYBwkZpJCwJohrso6E9ah6LlSPL4mE9WC0JtfThRdw2zl7o+vpFQkRhl5Pc026SViPEubCyAxBtSlFRHLkxIcjJ75n/X9rug5d8/bjK4iIiIiIQhOvp4kE3+iciIIL/wdKRERERNR+vJ6mUMRNKSIiIiIiIiIiMpym67pu5IDl5eWIjY11Dx5p/G8P6ucdgA5AA7ROan57kRmYQVIG1eMDgF7lAACUlZUhJkbdp/Sp7idAyHxwTTIDMzTOIKCj2E/MIGV8ZhCWgf0EQMhcMAMzCBlfTAYP+0npPaXqQqoZXPH4zMAM0jKoHl8Y5a+FhPlQnUH1+MzADEIpfx0kzAUzqB+fGWRlEEL56yBhLpiBGaSMLyVDG5RuSvGdUszADOozqB4fkFmU/Jc+dRlUj88MzNAkg7COYj+FdgbV4zODsAzsJwBC5oIZmEHI+GIyeNhP6jalOpkRMyvV8GHL3zgCvcoBrZNFyfjMwAzSMqgeHwDKVuQB551Kxm6Won4CZMyH6gyqx2cGZriUqI5iP4V8BtXjM4OsDOwnNwlzwQzMIGV8KRk87Sfe6JyIiIiIiIiIiAzHTSkiIiIiIiIiIjIcN6WIiIiIiIiIiMhwSm90TkTBLyMpHQN6pCAqPBKV1VXIO3MMufkHVMciImI/EZFY7CcikszIjuKmFBF5LTzMhqnDJmJO5gwMSb6syc9zTn2NZTtWYu2+D1Bda1eQkIhCFfuJiKRiPxGRZKo6ir++R0Re6d+9L/Y8/i8snv4sLu+V1uxjLu+VhsXTn8Wex/+FfvF9DE5IRKGK/UREUrGfiEgylR3FTSki8lj/7n2x5VerkRjXA5qmwWwyN/s4s8kMTdOQGNcDWx9ZwwsrIgo49hMRScV+IiLJVHcUN6WIyCPhYTasm/saom2RsJg9+81fi9mCaFsk3pu3HOFhtgAnJKJQxX4iIqnYT0QkmYSO8mpTyul04n/+53+QkpKCiIgI9O/fH08//TR0Xfc5CBHJNnXYRCR3SfS4rOpYzBb07toLt101IUDJ3NhPRKFLej8B7CiiUMV+IiLJJHSUVyP/4Q9/wNKlS/Hmm29i8ODB+Oyzz3DvvfciNjYW8+fP9zkMEck1J3MGXLoLZq35t3O2xulyYk7mDKza/Z7/g32P/UQUuqT3E8COIgpV7CcikkxCR3m1KfXpp59iypQpmDRpEgCgb9+++Mc//oE9e/b4FIKIZMtISm/2Exg8ZTaZMbT3YGQkpQfso0TZT0ShKRj6CWBHEYUi9hMRSSalo7z69b3rrrsOW7duxeHDhwEAOTk5+PjjjzFhQstv2bLb7SgvL2/0RUTBZUCPFL8cJ9VPx2kO+4koNAVDPwHedxT7iSj4sZ+ISDIpHeXVO6Uee+wxlJeXY9CgQTCbzXA6nXj22Wcxffr0Fp+zcOFC/O53v/MpJBGpFRUe6ZfjRPvpOM1hPxGFpmDoJ8D7jmI/EQU/9hMRSSalo7x6p9Tbb7+Nt956C6tWrcLnn3+ON998E3/84x/x5ptvtvicBQsWoKysrP7r1KlTPgUmIuNVVlf55TgVfjpOc9hPRKEpGPoJ8L6j2E9EwY/9RESSSekor94p9cgjj+Cxxx7Dj3/8YwDAFVdcgRMnTmDhwoWYOXNms8+x2Wyw2fhRpkTBLO/MMf8cp+ioX47THPYTUWgKhn4CvO8o9hNR8GM/EZFkUjrKq3dKnT9/HiZT46eYzWa4XC6fQhCRbLn5B5Bz6ms4Xc52Pd/pciL75FfYf/qgn5NdxH4iCk3B0E8AO4ooFLGfiEgyKR3l1abUTTfdhGeffRb/+te/cPz4caxbtw5/+tOfcOutt/oUgojkW7ZjJUyaV5VRz2wyY9mOlX5O1Bj7iSh0Se8ngB1FFKrYT0QkmYSO8mr0l19+GbfffjsefPBBpKen41e/+hV+9rOf4emnn/Y5CBHJtnbfBzh1rgAOp8Or5zmcDpz87jTe/XxjgJK5sZ+IQpf0fgLYUUShiv1ERJJJ6Civ7ikVHR2NF198ES+++KLPAxNRcKmutePWJfdjy69WI9oWCYu57fpwOB2osFfhlsWzUV1rD2g+9hNR6JLeTwA7iihUsZ+ISDIJHdW+92kRUUj65tvjuGHRNBSUngGAFn//uO77BaVncMOiaThafMKwjEQUmthPRCQV+4mIJFPdUV69U4qI6GjxCVzzzCTcdtUEzMmcgaG9Bzd5zP78g1i2YyXe/XyjIf/CR0QEsJ+ISC72ExFJprKjuClFRF6rrrVj1e73sGr3e8hISkdqjxREh0eioroKR84cQ27+AdURiShEsZ+ISCr2ExFJpqqjuClFRD7JzT/AiygiEon9RERSsZ+ISDIjO4r3lCIiIiIiIiIiIsNxU4qIiIiIiIiIiAzHTSkiIiIiIiIiIjKcpuu6buSAZWVliIuLc/9HJ7ORQ7udb/DxhirGZwZmkJZB9fgNMpSWliI2NlZNBgjoJ0DUfCjLoHp8ZmCGFjKo7Cj2EzOIGZ8ZRGZgP8mZC2ZgBuXjC8vQVj8ZfqPzioqKi//R8IVSQfX4zMAM0jIoHr+iokLpppSofmIGGeMzAzM0oLKj2E/MIHJ8ZhCTgf3UADMwg6QMqscXkKGtfjL8nVIulwsFBQWIjo6GpmleP7+8vBzJyck4deoUYmJiApCQGYIlg+rxmcF/GXRdR0VFBRITE2EyqfutYvYTM3SkDKrH70gZJHSUr/0EqJ8P1eMzAzNIy8B+ukj1XEjIoHp8ZmAGf2fwtJ8Mf6eUyWRCUlKSz8eJiYlRNjnMICuD6vGZwT8ZVL5Dqg77iRk6YgbV43eUDKo7yl/9BKifD9XjMwMzSMvAfrpI9VxIyKB6fGZgBn9m8KSfeKNzIiIiIiIiIiIyHDeliIiIiIiIiIjIcEG3KWWz2fDEE0/AZrMxQ4hnUD0+M8jKIIGE14EZmEHK+Mwgj+rXQvX4zMAM0jKoHl8SCa+F6gyqx2cGZlCVwfAbnRMREREREREREQXdO6WIiIiIiIiIiCj4cVOKiIiIiIiIiIgMx00pIiIiIiIiIiIyHDeliIiIiIiIiIjIcEG1KbVz506YzWZMmjTJ8LFnzZoFTdPqv7p27Yrx48cjNzfX8CxFRUV46KGH0K9fP9hsNiQnJ+Omm27C1q1bAz52w9chLCwMPXr0wNixY/H666/D5XIFfPxLMzT8Gj9+vCHjt5XjyJEjhoxfVFSEhx9+GKmpqQgPD0ePHj0wcuRILF26FOfPnw/4+LNmzcItt9zS5Pvbt2+HpmkoLS0NeAZp2FHsp0tzqOoo1f0EqO0o9lNT7Cf206U52E+8hpKC/cR+ujQH+ym0+imoNqWWL1+Ohx56CB999BEKCgoMH3/8+PEoLCxEYWEhtm7dCovFgsmTJxua4fjx4xg2bBiysrKwaNEi7N+/H5s2bcLo0aMxd+5cQzLUvQ7Hjx/Hxo0bMXr0aDz88MOYPHkyHA6HoRkafv3jH/8wZOy2cqSkpAR83KNHj+LKK6/Ev//9bzz33HP44osvsHPnTvz617/Ghg0bsGXLloBnoKZCvaPYT01zqOwoVf0EsKMkYj+xny7NwX5iP0nBfmI/XZqD/RRa/WRRHcBTlZWVWLNmDT777DMUFRXhjTfewG9+8xtDM9hsNvTs2RMA0LNnTzz22GP4r//6LxQXFyM+Pt6QDA8++CA0TcOePXsQGRlZ//3BgwfjvvvuMyRDw9ehV69euOqqq3DttdfihhtuwBtvvIH777/f0Awqqcrx4IMPwmKx4LPPPmu0Dvr164cpU6ZA13XDM4U6dhT7qaUcqqjMwI6Shf3EfmophyrsJ6rDfmI/tZRDFfaT8YLmnVJvv/02Bg0ahLS0NMyYMQOvv/660kmprKzEypUrkZqaiq5duxoy5rlz57Bp0ybMnTu30SKtExcXZ0iO5owZMwZDhgzBu+++qyxDqPjuu+/w73//u8V1AACaphmcikK9o9hPVIcdJQ/7if1EbuwnedhP7CdyC+V+CppNqeXLl2PGjBkA3G+pKysrw44dOwzNsGHDBkRFRSEqKgrR0dFYv3491qxZA5PJmJfxyJEj0HUdgwYNMmQ8bw0aNAjHjx83ZKyGc1H39dxzzxkydms57rjjjoCPWbcO0tLSGn2/W7du9TkeffTRgOcAmp+HCRMmGDK2NKHeUeynxiR0lIp+AuR0FPvpIvYT+6kh9pP6fgLYUXXYT+ynhthPodlPQfHre4cOHcKePXuwbt06AIDFYsG0adOwfPlyjBo1yrAco0ePxtKlSwEAJSUleOWVVzBhwgTs2bMHffr0Cfj40t+up+u6Ybu3DeeiTpcuXQwZu7UcLe1qG2HPnj1wuVyYPn067Ha7IWM2Nw+7d++uv7gIFewo9tOlJHSUpH4CjO8o9pMb+4n9dCn2U1O8hlKD/cR+uhT7qalQ6Keg2JRavnw5HA4HEhMT67+n6zpsNhsWL16M2NhYQ3JERkYiNTW1/r9fe+01xMbG4tVXX8UzzzwT8PEHDBgATdNw8ODBgI/VHgcOHDDsJnCXzoUqKnKkpqZC0zQcOnSo0ff79esHAIiIiDAsS3N//vz8fMPGl4IdxX66lISOUpVBSkexn9zYT+ynS7Gf1PcTwI4C2E8A++lS7KfQ7Cfxv77ncDjwt7/9Dc8//zyys7Prv3JycpCYmKjkE9fqaJoGk8mECxcuGDJely5d8KMf/QhLlixBVVVVk5+r/PjYrKws7N+/H1OnTlWWIVR07doVY8eOxeLFi5tdB2QsdpQb+4nqsKPkYD+5sZ+oDvtJDvaTG/uJ6oRyP4l/p9SGDRtQUlKC2bNnN9ktnzp1KpYvX44HHnjAkCx2ux1FRUUA3G/tXLx4MSorK3HTTTcZMj4ALFmyBCNHjsQ111yDp556ChkZGXA4HNi8eTOWLl2KAwcOBDxD3evgdDpx5swZbNq0CQsXLsTkyZNxzz33BHz8hhkaslgs6NatmyHjq/bKK69g5MiRuPrqq/Hkk08iIyMDJpMJe/fuxcGDBzFs2DDVEUMGO+oi9lPTHA2xo9hRRmM/XcR+apqjIfYT+8lo7KeL2E9NczTEfgqBftKFmzx5sj5x4sRmf7Z7924dgJ6TkxPwHDNnztQB1H9FR0frP/jBD/R33nkn4GNfqqCgQJ87d67ep08f3Wq16r169dJvvvlmfdu2bQEfu+HrYLFY9Pj4eP3GG2/UX3/9dd3pdAZ8/EszNPxKS0szZPyGOaZMmWLomA0VFBTo8+bN01NSUvSwsDA9KipKv+aaa/RFixbpVVVVAR+/pT//tm3bdAB6SUlJwDNIwI5qLNT76dIcqjpKdT/putqOYj+5sZ8aYz+xn+rwGko99lNj7Cf2U51Q7CdN14XfXY2IiIiIiIiIiDoc8feUIiIiIiIiIiKijoebUkREREREREREZDhuShERERERERERkeG4KUVERERERERERIbjphQRERERERERERmOm1JERERERERERGQ4bkoREREREREREZHhuClFRERERERERESG46YUEREREREREREZjptSQeYvf/kLoqOj4XA46r9XWVmJsLAwjBo1qtFjt2/fDk3T8M033wAAli1bhlGjRiEmJgaapqG0tLTZxzf3tXfv3jazpaSkYMuWLc3+7Gc/+xn69++PiIgIxMfHY8qUKTh48GD9z3NycnDXXXchOTkZERERSE9Px5///GePXpMLFy4gMjISR44cafbnDf8cFosFvXv3xi9/+UvY7fb6xxQWFuLuu+/GwIEDYTKZ8POf/7zJcd54440mr0t4eLhHGYlCRXs76ty5c3jooYeQlpaGiIgI9O7dG/Pnz0dZWVn94wPZEzfffDN69+6N8PBwJCQk4Cc/+QkKCgrqf15dXY1Zs2bhiiuugMViwS233OLxa2JUR3311VeYOnUq+vbtC03T8OKLL3qckSgUBPIaCgA+//xzjB07FnFxcejatSvmzJmDyspKj7KNHj0ar732WrM/e/LJJzFo0CBERkaic+fOuPHGG7F79+5Gjzl37hymT5+OmJgYxMXFYfbs2R6P3dr1W12faJoGs9mMxMREzJ49GyUlJfWP8aQfW7rGLCoq8igjUUcXjNdPx48fx+zZs5GSkoKIiAj0798fTzzxBGpqaho97u2338bQoUPRqVMn9OnTB4sWLfJ5bMB/10/vvvsurr76asTFxSEyMhJDhw7F3//+d48ykn9wUyrIjB49GpWVlfjss8/qv/ef//wHPXv2xO7du1FdXV3//W3btqF3797o378/AOD8+fMYP348fvOb3zR77Ouuuw6FhYWNvu6//36kpKTg6quvbjVXbm4uSkpKkJmZ2ezPhw0bhhUrVuDAgQP48MMPoes6xo0bB6fTCQDYt28funfvjpUrV+Krr77Cb3/7WyxYsACLFy9u8zXZvHkz+vTpg9TU1BYfs2LFChQWFuLYsWN45ZVX8Pe//x3PPPNM/c/tdjvi4+Px+OOPY8iQIS0eJyYmptHrc+LEiTbzEYWS9nZUQUEBCgoK8Mc//hFffvkl3njjDWzatAmzZ8+uf3wge2L06NF4++23cejQIaxduxbffPMNbr/99vqfO51OREREYP78+bjxxhu9ek2M6qjz58+jX79++P3vf4+ePXt6lZEoFATyGqqgoAA33ngjUlNTsXv3bmzatAlfffUVZs2a1Wauc+fO4ZNPPsFNN93U7M8HDhyIxYsXY//+/fj444/Rt29fjBs3DsXFxfWPmT59Or766its3rwZGzZswEcffYQ5c+a0OXZb128A8NRTT6GwsBAnT57EW2+9hY8++gjz58+v/7k3/Xjo0KFG11Hdu3dvMyNRKAjG66eDBw/C5XLhr3/9K7766iu88MIL+Mtf/tKoJzdu3Ijp06fjgQcewJdffolXXnkFL7zwgqi/43Xp0gW//e1vsXPnTuTm5uLee+/Fvffeiw8//LDNjOQnOgWdhIQEfeHChfX//etf/1qfO3eunp6erm/btq3++9dff70+c+bMJs/ftm2bDkAvKSlpdZyamho9Pj5ef+qpp9rM9NRTT+nTpk3z9I+g5+Tk6AD0I0eOtPiYBx98UB89enSbx7rvvvv0Rx99tMWfA9DXrVvX6HuzZ8/WJ06c2OzjMzMz9YcffrjJ91esWKHHxsa2mYco1PnaUXXefvtt3Wq16rW1tS0+xl89can3339f1zRNr6mpafKzmTNn6lOmTPH4WEZ1VEN9+vTRX3jhBY8zEoWKQF1D/fWvf9W7d++uO53O+u/l5ubqAPS8vLxWM/3tb3/Thw8f7vGfoaysTAegb9myRdd1Xf/66691APrevXvrH7Nx40Zd0zT99OnTrR6rreu35rrk6aef1i+77LJmH99SP3p67UkUyjrC9dP/+3//T09JSan/77vuuku//fbbGz3mpZde0pOSknSXy+XT2IG4fqpz5ZVX6o8//rhHjyXf8Z1SQWj06NHYtm1b/X9v27YNo0aNQmZmZv33L1y4gN27d2P06NHtHmf9+vX47rvvcO+993r02ClTpnh03KqqKqxYsQIpKSlITk5u8XFlZWXo0qVLq8dyuVzYsGGDx2MDwOHDh5GVlYXhw4d7/Jw6lZWV6NOnD5KTkzFlyhR89dVXXh+DqKPzV0eVlZUhJiYGFoul1cf4uyfOnTuHt956C9dddx3CwsI8eo6/xgZ86ygial2grqHsdjusVitMpouX1hEREQCAjz/+uNXnenMNVVNTg2XLliE2Nrb+X/137tyJuLi4Ru9qv/HGG2EymZr8mp8vYwPA6dOn8c9//rPd/TR06FAkJCRg7Nix+OSTT9p1DKKOKtivn5o7rt1ub3K7k4iICOTn57f6Gyeqrp90XcfWrVtx6NAhXH/99e0+DnmHm1JBaPTo0fjkk0/gcDhQUVGBL774ApmZmbj++uuxfft2AO4LFLvd7tOm1PLly/GjH/0ISUlJrT7u9OnTyM3NxYQJE1p93CuvvIKoqChERUVh48aN2Lx5M6xWa7OP/fTTT7FmzZo233q+a9cuAGizfO666y5ERUUhPDwcaWlpGDx4MBYsWNDqcy6VlpaG119/He+//z5WrlwJl8uF6667Dvn5+V4dh6ij80dHnT17Fk8//XSrHeDvnnj00UcRGRmJrl274uTJk3j//fdbfbwnjOwoImpboK6hxowZg6KiIixatAg1NTUoKSnBY489BsB9T5OW2O12bNq0CTfffHOrx9+wYUN9R7zwwgvYvHkzunXrBgAoKipq8mtwFosFXbp0afWeTZ5evz366KOIiopCREQEkpKSoGka/vSnP7X6nEslJCTgL3/5C9auXYu1a9ciOTkZo0aNwueff+7VcYg6smC9fqpz5MgRvPzyy/jZz35W/70f/ehHePfdd7F161a4XC4cPnwYzz//PIDWu9Ho66eysjJERUXBarVi0qRJePnllzF27Fivj0Ptw02pIDRq1ChUVVVh7969+M9//oOBAwciPj4emZmZ9b9zvH37dvTr1w+9e/du1xj5+fn48MMPG/0+ckvWr1+PH/7wh4iLi2v1cdOnT8cXX3yBHTt2YODAgbjzzjsb/X50nS+//BJTpkzBE088gXHjxrV6zPfffx+TJ09u9C+TzXnhhReQnZ2NnJwcbNiwAYcPH8ZPfvKTNv9sDY0YMQL33HMPhg4diszMTLz77ruIj4/HX//6V6+OQ9TR+dpR5eXlmDRpEi677DI8+eSTzY4RiJ545JFH8MUXX+Df//43zGYz7rnnHui67vGf25ex/dFRRNS2QF1DDR48GG+++Saef/55dOrUCT179kRKSgp69OjR6vmflZWF7t27Y/Dgwa0ef/To0cjOzsann36K8ePH484778S3337rcb7meHr99sgjjyA7Oxu5ubnYunUrAGDSpEn19wX1RFpaGn72s59h2LBhuO666/D666/juuuuwwsvvODLH4GoQwnW6yfAvck9fvx43HHHHfjpT39a//2f/vSnmDdvHiZPngyr1Yprr70WP/7xjwGg1eMaff0UHR2N7Oxs7N27F88++yx++ctf1m8EUuC1/J4+Eis1NRVJSUnYtm1bo5tTJiYmIjk5GZ9++im2bduGMWPGtHuMFStWoGvXrm3+yx3gvqjx5HGxsbGIjY3FgAEDcO2116Jz585Yt24d7rrrrvrHfP3117jhhhswZ84cPP744x6N/fvf/77Nx/Xs2bP+JnlpaWmoqKjAXXfdhWeeeabVm+e1JiwsDFdeeWWLnwhBFKp86aiKigqMHz8e0dHRWLduXbO/PheonujWrRu6deuGgQMHIj09HcnJydi1axdGjBjhwZ/at7ED0VFE1FQgr6Huvvtu3H333Thz5gwiIyPr31HUr1+/Fp/j6TVUZGQkUlNTkZqaimuvvRYDBgzA8uXLsWDBAvTs2bPJBpXD4cC5c+da/dADT8fu1q1bfQ8NGDAAL774IkaMGIFt27Z5/cEPDV1zzTVt/mojUSgJ1uungoICjB49Gtdddx2WLVvW6GeapuEPf/gDnnvuORQVFSE+Pr5+c7utbjTy+slkMtU/fujQoThw4AAWLlzY5JMPKTD4TqkgNXr0aGzfvh3bt29vdLJcf/312LhxI/bs2dPuX93TdR0rVqzAPffc0+b9VCorK7Ft2zavft+3bgxd1xt9ZOdXX32F0aNHY+bMmXj22WfbPEZeXh5OnDjRrrdWms1mAO7fy24vp9OJ/fv3IyEhod3HIOqo2tNR5eXlGDduHKxWK9avX9/kHgSAcT3hcrkAoFFHeUt1RxFR8wJ5DQUAPXr0QFRUFNasWYPw8PAWO0DXdfzzn//0+hoKcHdUXT+NGDECpaWl2LdvX/3Ps7Ky4HK5WvzVl/ZevwH+66fs7GxeQxFdItiun06fPo1Ro0bVf9J6S+9sMpvN6NWrF6xWK/7xj39gxIgRiI+P92nslsYBfO+nhh1Lgcd3SgWp0aNHY+7cuaitrW30Mb6ZmZmYN28eampqmhRWUVERioqK6t/Zs3//fkRHR6N3796NbkiXlZWFY8eO4f77728zx6ZNmzBw4ED07du3xcccPXoUa9aswbhx4xAfH4/8/Pz/n717D4+yvPPH/35mJjOBnJEQExKO4RCwCUo90i0CxQqexZZtYStKZa1Ba3vZdtm2a2tV7FfbtQqliyjaRRZdEMpasR5A/NUKKhqCcjBIgIQQDJIzZI73749xQkJOc3zuz2Ter+vKdW3DzHO/ve/7ee/wMPMMHnnkEQwYMACzZ88G4H8r6fTp0/HNb34TP/7xj9vvgWC1WnssrL/85S/4xje+gYEDB/aZs6GhAbW1tfD5fKioqMADDzzQ/m6IgLKyMgD+F2p1dXUoKyuD3W7HhAkTAPi/Evmyyy5DYWEhGhoa8Oijj+LIkSNBzRNRogm1owIvqE6fPo01a9agqakJTU1NAIDs7GxYrdaY9cTOnTvx/vvv42tf+xqysrLw2Wef4Ze//CVGjx7d6V1Se/fuhcvlwqlTp9Dc3NzeGZMmTQp77IBodJTL5cLevXvb/+9jx46hrKwMqampfLcVUQexeg21bNkyXHHFFUhNTcXrr7+On/zkJ3jkkUd6/Hjcrl27cPr0aXzta1/rMWtrayseeughXH/99cjNzcXJkyexfPlyHDt2DN/61rcAAEVFRbj66qtxxx134E9/+hPcbjcWL16Mf/7nf0ZeXl63xw3m9VtAc3MzamtroZRCVVUVfvrTnyI7OxtXXHFF+2P66sfHH38cI0eOxMSJE9HW1oZVq1Zh69ateO211/ocnyiRxNPrp8AFqeHDh+Oxxx5DXV1d+58F3qV58uRJrF+/HldeeSXa2tqwevVq/O///i+2b9/e43HNfv20dOlSfPWrX8Xo0aPhdDrxyiuv4L//+7+xYsWKPsenKNH4zX8UgcrKSgVAjR8/vtPvDx8+rACocePGdXnO/fffrwB0+Vm9enWnx33nO99RV1xxRVA55s+fr37+85/3+phjx46pWbNmqSFDhqikpCSVn5+vvvvd76r9+/f3mW348OE9HvdrX/uaeuqpp/rM2PF4hmGo3NxcNXfuXPXZZ5/1+Ljuxr/33nvVsGHDlN1uVzk5OWr27Nnqww8/7HN8okQUakcFvi68u5/KykqlVOx6ory8XE2bNk0NGjRIORwONWLECHXnnXeq6urqTo8bPnx4t+NHMrZS0euowJyf+zN16tQ+MxAlkli9hvqXf/kXNWjQIGW321VxcbH685//3GuOX/ziF2revHm9PubMmTPqpptuUnl5ecput6vc3Fx1/fXXq/fee6/T47744gv1ne98R6Wmpqr09HR12223qebm5h6PG8zrN6W69l52draaPXu2+uijj3p93Ln9+Nvf/laNHj1aJScnq0GDBqkrr7xSbd26tc/xiRJNPL1+Wr16dY9jB9TV1anLLrtMpaSkqIEDB6oZM2aoHTt29Hpcs18//fznP1eFhYUqOTlZZWVlqcsvv1ytW7euz/EpegylIryLKyUsj8eDnJwcbNmyBZdccompY588eRK5ubmorq5GTk6OqWMTUXzQ2RPsKCLqS3FxMX7xi1/g29/+tqnj6nz9RkTy8fUTmY33lKKwnTp1Cj/60Y9w8cUXaxn797//PcuKiHqksyfYUUTUG5fLhTlz5mDWrFmmj63z9RsRycfXT2Q2vlOKiIiIiIiIiIhMx3dKERERERERERGR6XhRioiIiIiIiIiITMeLUkREREREREREZDpelCIiIiIiIiIiItPxohQREREREREREZmOF6WIiIiIiIiIiMh0vChFRERERERERESm40UpIiIiIiIiIiIyHS9KERERERERERGR6XhRioiIiIiIiIiITMeLUkREREREREREZDpelCIiIiIiIiIiItPxohQREREREREREZnOZvaAPp8PNTU1SEtLg2EYZg9PRAIppdDc3Iy8vDxYLPqulbOfiKg7EjqK/URE3WE/EZFUwfaT6RelampqUFBQYPawRBQHqqqqkJ+fr2189hMR9UZnR7GfiKg37CcikqqvfjL9olRaWtrZ/zHQavbwwGmv3vGZgRmkZdA9focMnfpBA+39BIhaD20ZdI/PDMzQQwadHcV+YgYx4zODyAzsJzlrwQzMoH18YRn66ifTL0q1v6VzoBUZt40xe3g0PXsQqtUDI8WG9AWFpo/PDMwgLYPu8QGgcXUFcNqr/S3fuvsJkLEeujPoHp8ZmOFcEjqK/cQMUsZnBlkZ2E9+EtaCGZhByvhSMgTbT7zRORERERERERERmY4XpYiIiIiIiIiIyHS8KEVxzVBKdwQiEor9QEREREQkm+n3lCKKREldG+bta8DlNWcwrt4Juw9wWYADWQ68mzcAzxdlYnd2su6YRKQB+4GIiIiIKL7E1UWp4vwijMkZidTkFLS0taLiRCXKq/fpjmU6b10bvPUuwO0DkiywZtlh7ed/0RrZ4MKyrccx5fgZuA0gqWQSMHM8kJYGe3MzvrJ/P8bvLsOiPQ14J3cAFk/PRWWmXXdsSiDsJz8d/XRuP3ysgA0AmgGk+YDxXzhx2ymnqf3A/UDScE/KeP0kIQP3AknDPSmjGyRk4F5ITOIvSiUnOTBn8mwsmjofJQUTuvz57qq9WLl9DTbsegVtbqeGhOZQHh/cFU1wltfDd7Lrf6dlsAOO4iwkjUmHYetfn8q85dNGLN9aC6vdASxYgKR77gEuvLDL45I++gh44glc+sI67FhXibum52LD2HQNiSlRsJ/8dPZToB9cXoXVAJ5QQFk3j5ukgHsA3HL8TMz6gfuBpOGelPH6SUIG7gWShntSRjdIyMC9QKIvSo0eMgIbS1ehYFAefMrX7WMuGDoOy+Y9hJ/NKsWNyxbiUN0Rk1PGnrfBhdbNR6GaPT0+xnfSiTNba9H2/kmkXD8M1n7yLqFbPm3EytePA2PGwPLaa8Dw4YCv+72A4mLgmWdgu/9+WGbOxFOvH4QBhfVjM8wNTQmB/eSns58C/fApgKsBHEHPN0osB3A7gF8D+JtX4anXa6LaD9wPJA33pIzXTxIycC+QNNyTMrpBQgbuBQIE3+h89JAReOO+dcjLzIFhGLBarN0+zmqxwjAM5GXm4M2fvIBR2cNNThpb3gYXWtYfhmrpuSw6Ui0etKw/DG+DK8bJYm9UgwvLt9b6L0jt2AEMHQoYBmDtfi/AavX/+dChsOzcCRQWYvnWWozsB3NBsrCf/HT2U6AfPgVwBYDqL3/fwyXr9t9XA7gcQAUQtX7gfiBpuCdlvH6SkIF7gaThnpTRDRIycC9QQMgXpd5++21cd911yMvLg2EY2LRpU9RDJSc5sLF0FdIcKbBZg3szl81qQ5ojBZsWP43kJEfUM+mgPD60bj4KuHxAsF8ipQC4/M9Tnp7+ehYfntx6HBa7w/8OqbQ0ICkpuCcmJQFpabC8/jqsdgeWbT0e26AkBvvJPLr76cmtx+H0KlwNoAmAN8jneb98/DcBuLwq4n7gfqBgmdFPAPckoL+fpGTgXqBgsZ/MI6EbJGTgXqCOQr4o1draipKSEixfvjwWeQAAcybPRsGgvKA3aIDNasOw84bi5otmxSiZudwVTf63U4b6reYKUM0euCuaYpLLDCWft2HK8TNImvvP/o/sBXtBKiApCRgxArZvz8WU42dQUtcWm6AkCvvJPDr7KdAPG+D/yF6wF6QCvF8+bwMQcT9wP1CwzOgngHsSkPH6SUIG7gUKFvvJPBK6QUIG7gXqKOSLUrNmzcKDDz6Im266KRZ5AACLps7v8TOlffH6vFg0dX6UE+nhLK/X+nyd5u1vgNsAcM89Pd9Dqi9eL3D33XAbwLx9DdGMR0Kxn8yjs58C/fAEwv8MugX+50faD9wPFCwz+gngngRkvH6SkIF7gYLFfjKPhG6QkIF7gToSd0+p4vwilBRM6PEzpX2xWqyYNGwiivOLopzMXN66tm6/ASEUvpNOeOP0HUKX15xBUskk/7fs9XQPqb5YrcDkyUgqmYTLjp+Jaj5KTOwnP939dHnNGXz85bfshfsGch+AjwB8rBB2P3A/kDTck/r7SUoG7gWShntSRjdIyMC9QOeK+UUpp9OJpqamTj+9GZMzMirjFkbpOLp466NzE7l4veH5uHonMH58lA42DuNP8etDqSv2U3h099O4eif2RyUBcAAIux+4HyiWQu0ngHsS0N9PUjJwL1AssZ/CI6EbJGTgXqBzxfyi1NKlS5GRkdH+U1BQ0OvjU5NTojJuWpSOo407Sjcpd8Xfzc4NpWD3wX9z82hIT4fd5z8uUUfspzBp7KdAPzRHJwGagLD7gfuBYinUfgK4JwHIeP0kIAP3AsUS+ylMArpBQgbuBTpXzC9KLVmyBI2Nje0/VVVVvT6+pa01KuM2R+k42iRFaWns4j6h2SdlGHBZADRH6a+dTU1wWfzHJeqI/RQmjf0U6IcoXbJGOhB2P3A/UCyF2k8A9yQAGa+fBGTgXqBYYj+FSUA3SMjAvUDnCu1292FwOBxwOIL/ysaKE5VRGbei9lBUjqOLNcseneNkRuc4ZjuQ5cBX9kfpAzr792P/IH5tKHXFfgqP7n46kOXA+C+i85Hc8UDY/cD9QLEUaj8B3JOA/n6SkoF7gWKJ/RQeCd0gIQP3Ap0r5EucLS0tKCsrQ1lZGQCgsrISZWVlOHr0aFQClVfvw+6qvfD6Qv2Sbz+vz4uyo59gz7Fo3XFED2t2MiyDI7uQYhnsgDU7OUqJzPVu3gC4d5cBH33k/xa9cHi9wK5dcJfvxo7cAVHNRzKxn8yhu5/ezRuACwxgEiL79r0LAUw0EHY/cD9QKGLdTwD3JKC/n6Rk4F6gULCfzCGhGyRk4F6gc4X8ev6DDz7AhRdeiAsvvBAA8OMf/xgXXngh/uM//iNqoVZuXwOLEd5fNawWK1ZuXxO1LDo5irO0Pl+n54sykaQAPPEEYAnzr51WK/Dkk0hS/uNR/8d+Mo/Ofgr0wz2I7Nv37gEi7gfuBwqWGf0EcE8CMl4/ScjAvUDBYj+ZR0I3SMjAvUAdhbwTrrzySiiluvw8++yzUQu1YdcrqDpVA4/XE9LzPF4Pjn5xDC99uCVqWXRKGpMOI80GhHqrEwMw0mxIGpMek1xm2J2djHdyB8DzwjrgyBHA7Q7tAG43cPgwPC++gHdyB2B3nL5jjELDfjKPzn4K9MMtAIYDCPULha1fPm8OEHE/cD9QsMzoJ4B7EpDx+klCBu4FChb7yTwSukFCBu4F6kjkXbDb3E7ctPz7aHa2Br1RPV4Pmp2tuHHZQrS5o3OvEd0MmwUp1w/z30gu2NIwANj9zzNsIpc3aIun58LrcsJ31VX+m54He2HK7Qaam+GbORNelxOLp+fGNiglFPaTn+5+Wjw9F3argVfhv1l5sBemrF8+/m8A7FYj4n7gfiBpuCf195OUDNwLJA33pIxukJCBe4E6EnvV4rPPD2PGo3NR03ACAHr8zGng9zUNJzDj0bk4VHfEtIxmsGbakXrLCBipwd2T3ki1IfWWEXF7g/OOKjPtuGt6LlBRAd+llwLHjvn/oKd7TAV+f+yY//EHD+Ku6bmo7AdzQbKwn/x09lOgH8YCeBdA/pe/7+n/qQV+n//l48cAUesH7geShntSxusnCRm4F0ga7kkZ3SAhA/cCBcT82/cicajuCC558BrcfNEsLJo6H5OGTezymD3V+7Fy+xq89OGWfnvF1JppR9p3R8Fd0QRneT18J7v+d1oGO+AozvK/HTPO3yHV0Yax6TCgsHzrZ7BOKILt23OBu+8GJk/u+uCyMuDJJ+F58QV4XU7cNTMPG8bG70cYSTb2k5/OfjrbD7XY41XYAOAJAB9189gS+O8hNQf+d0jdMT03qv3A/UDScE/KeP0kIQP3AknDPSmjGyRk4F4gQPhFKcD/1r61Ozdh7c5NKM4vQmHOSKQlp6C5rRUHT1SivHqf7oimMGwW2IsyYS/KhLeuDd4GF+DyAXYLrJn2uP2WvWCsH5uBXUMGYNnW45jy3HNw//k5JJVMAsaNA9LTgaYm4MABuHeXIUkBO/IG4O5pI/kOKYo59pOfzn7q2A8Ljp/BPAP4WAEHADTB/1G9cQAuMPw3Nf973gDcPS0276DkfiBpuCdlvH6SkIF7gaThnpTRDRIycC+Q+ItSHZVX7+OmhP+rPPvzRajuVGbacc3Nw1FS14Z5+xpwWfU+jC8vg90HuCzA/kEO7LggE88XZfKm5qQF+8lPRz916YfjZ3DzKWenflidO8DUfuB+IGm4J2W8fpKQgXuBpOGelNENEjJwLySmuLooRbQ7Oxm7s89v/9+GUlBGqF8dQUT9EfuBiIiIiCi+9J+bD1FC4l84iagn7AciIiIiItl4UYqIiIiIiIiIiExnKKWUmQM2NTUhIyPDP3iK+Z8eVKc9gAJgAMZAPZ9eZAZmkJRB9/gAoFo9AIDGxkakp+v7xkTd/QQIWQ/uSWZghs4ZBHQU+4kZpIzPDMIysJ8ACFkLZmAGIeOLyRBkP2m9p1QgpJ7BNY/PDMwgLYPu8YXRPhcS1kN3Bt3jMwMzCKV9HiSsBTPoH58ZZGUQQvs8SFgLZmAGKeNLydAHrRel+E4pZmAG/Rl0jw/ILEr+S5++DLrHZwZm6JJBWEexnxI7g+7xmUFYBvYTACFrwQzMIGR8MRmC7Cd9F6UGWpG+oND0YZuePQjV6oEx0KZlfGZgBmkZdI8PAI2rK4DTXi1jd0tTPwEy1kN3Bt3jMwMznEtUR7GfEj6D7vGZQVYG9pOfhLVgBmaQMr6UDMH2E290TkREREREREREpuNFKSIiIiKiBGOY+11HRERE3dJ6TykiIiIiIoq9kro2zNvXgMtrzmBcvRN2H+CyAAeyHHg3bwCeL8rE7uxk3TGJiCjB8KJUiIrzizAmZyRSk1PQ0taKihOVKK/eZ2oGb10bvPUuwO0DkiywZtlhNflFhIR5IKLOJJyXEvpJQgYi6kxCPyVqhpENLizbehxTjp+B2wCSSiYBM8cDaWmwNzfjK/v3Y/zuMiza04B3cgdg8fRcVGbaY5qJSBrd/aB7fGYgnXhRKgjJSQ7MmTwbi6bOR0nBhC5/vrtqL1ZuX4MNu15Bm9sZkwzK44O7ognO8nr4TnYdwzLYAUdxFpLGpMOwxeZTmRLmgYg6k3BeSugnCRmIqDMJ/ZToGW75tBHLt9bCancACxYg6Z57gAsv7PK4pI8+Ap54Ape+sA471lXirum52DA2PapZiKTR3Q+6x2cGkoKvzPswesgIvPeLv2LZvIdwwdBx3T7mgqHjsGzeQ3jvF3/FqOzhUc/gbXChee0hnNla2+1ftgDAd9KJM1tr0bz2ELwNrqhnkDAPRNSZhPNSQj9JyEBEnUnop0TPcMunjVj5+nEkjSqEbe8+4JlngOLi7h9cXAw88wxse/chaeRoPPV6DW75tDFqWYik0d0PusdnBpKEF6V6MXrICLxx3zrkZebAMAxYLdZuH2e1WGEYBvIyc/DmT16I6snibXChZf1hqBZPUI9XLR60rD8c1b90SZgHIupMwnkpoZ8kZCCiziT0U6JnGNXgwvKttcCYMbDs2AEMHQoYBmDtPgOsVv+fDx0Ky86dQGEhlm+txUh2JfVDuvtB9/jMQNKEdFFq6dKluPjii5GWloYhQ4bgxhtvxIEDB2KVTavkJAc2lq5CmiMFNmtwn3K0WW1Ic6Rg0+KnkZzkiDiD8vjQuvko4PIBwX5BigLg8j9PeXwRZ5AwD0TBYD/1rj/2k4QMRMFKlI6S0E/MADy59Tgsdgcsr70GpKUBSUnBPTEpCUhLg+X112G1O7Bs6/GIclB8SJR+AvSfm7rHZwaSKKSLUtu3b0dpaSl27NiB119/HW63G1dddRVaW1tjlU+bOZNno2BQXtAnSYDNasOw84bi5otmRZzBXdEE1ewJ/i9bAQpQzR64K5oiziBhHoiCwX7qW3/rJwkZiIKVKB0loZ8SPUPJ522YcvwMkub+MzB8ePAXpAKSkoARI2D79lxMOX4GJXVtYWeh+JAo/QTo7wfd4zMDSRTSRalXX30VCxYswMSJE1FSUoJnn30WR48exa5du2KVT5tFU+fDp8L7V3Svz4tFU+dHnMFZXq/1+YCMeSAKBvspOP2pnyRkIApWonSUhH5K9Azz9jfAbQC45x7AF+Y7Qr1e4O674TaAefsaws5C8SFR+gnQ3w+6x2cGkiiie0o1NvpvgDho0KCohJGiOL8IJQUTevxca1+sFismDZuI4vyisDN469p6vGFvsHwnnfBG8K9bEuaBKFzsp+71l36SkIEoEv2xoyT0EzMAl9ecQVLJJP+37PV0D6k+Q1iByZORVDIJlx0/E94xKG71x34C9J+busdnBpIq7ItSPp8P9957L6ZMmYILLrigx8c5nU40NTV1+pFuTM7IqBynMILjeOujc2PJSG7mK2EeiMLBfupbvPeThAxE4Qqmo9hPzBBuhnH1TmD8+KhkwLhxGH+KX8GeSPprPwH6z03d4zMDSRX2RanS0lJ8/PHHWLduXa+PW7p0KTIyMtp/CgoKwh3SNKnJKVE5Tlokx3FH6Qa8rvCPI2IeiMLAfupbvPeTiAxEYQqmo9hPzBBOBkMp2H3w39w8GtLTYff5j0uJob/2E6C/H3SPzwwkVVgXpRYvXoyXX34Z27ZtQ35+fq+PXbJkCRobG9t/qqqqwgpqppa26NzUrzmS4yRF9MnKs+zhH0fEPBCFiP0UnHjvJxEZiMIQbEexn5ghnAzKMOCyAGhujkoGNDXBZfEfl/q//txPgP5+0D0+M5BUId3uXimFu+++Gxs3bsRbb72FkSP7fsucw+GAwxFfX9lYcaIyOsepPRT2c61Z9qhksGaGfxwJ80AULPZTiMeJ836SkIEoFKF2FPuJGcLNcCDLga/s3x+VDNi/H/sHxdc+pNAlQj8B+s9N3eMzA0kV0j8Rl5aWYs2aNVi7di3S0tJQW1uL2tpanDnTv26AWF69D7ur9sLr84b1fK/Pi7Kjn2DPsfBfEFizk2EZHFnZWwY7YM1ODvv5EuaBKFjsp+D0l36SkIEoFInQURL6iRmAd/MGwL27DPjoI/+36IUVwgvs2gV3+W7syB0Q3jEobiRCPwH6z03d4zMDSRXSRakVK1agsbERV155JXJzc9t/XnjhhVjl02bl9jWwGOF9rMNqsWLl9jURZ3AUZ2l9PiBjHoiCwX4KTn/qJwkZiIKVKB0loZ8SPcPzRZlIUgCeeAKwhPkRZauJ5cHTAAEAAElEQVQVePJJJCn/8ah/S5R+AvT3g+7xmYEkCmknKKW6/VmwYEGM4umzYdcrqDpVA4/XE9LzPF4Pjn5xDC99uCXiDElj0mGk2YBQP8ZvAEaaDUlj0iPOIGEeiILBfupbf+snCRmIgpUoHSWhnxI9w+7sZLyTOwCeF9YBR44AbndoB3C7gcOH4XnxBbyTOwC7+Y7Sfi9R+gnQ3w+6x2cGkoh3eO1Bm9uJm5Z/H83O1qBPFo/Xg2ZnK25cthBt7si/PtewWZBy/TD/jXiD/UuXAcDuf55hi3x5JcwDEXUm4byU0E8SMhBRZxL6iRmAxdNz4XU54bvqKv9Nz4O9MOV2A83N8M2cCa/LicXTcyPKQSSN7nNT9/jMQBLxFXkvPvv8MGY8Ohc1DScAoMfPvQZ+X9NwAjMenYtDdUeilsGaaUfqLSNgpAZ3T3oj1YbUW0ZE9ea9EuaBiDqTcF5K6CcJGYioMwn9lOgZKjPtuGt6LlBRAd+llwLHjn05WA/3cAn8/tgx/+MPHsRd03NRya6kfkh3P+genxlImpC+fS8RHao7gksevAY3XzQLi6bOx6RhE7s8Zk/1fqzcvgYvfbglJldtrZl2pH13FNwVTXCW18N3susYlsEOOIqz/B9nicG//kuYByLqTMJ5KaGfJGQgos4k9FOiZ9gwNh0GFJZv/QzWCUWwfXsucPfdwOTJXR9cVgY8+SQ8L74Ar8uJu2bmYcNYfsSZ+i/d/aB7fGYgSXhRKghtbifW7tyEtTs3oTi/CIU5I5GWnILmtlYcPFGJ8up9Mc9g2CywF2XCXpQJb10bvA0uwOUD7BZYM+2mfIOUhHkgos4knJcS+klCBiLqTEI/JXqG9WMzsGvIACzbehxTnnsO7j8/h6SSScC4cUB6OtDUBBw4APfuMiQpYEfeANw9bSTfIUUJQXc/6B6fGUgKXpQKUXn1Pu0nhjU7WftfsCTMAxF1JuG8lNBPEjIQUWcS+ilRM1Rm2nHNzcNRUteGefsacFn1PowvL4PdB7gswP5BDuy4IBPPF2XypuaUsHT3g+7xmYF04kUpIiIiIqJ+bnd2MnZnn9/+vw2loIxQv76UiIgounhjDSIiIiKiBMMLUkREJAEvShERERERERERkekMpZQyc8CmpiZkZGT4B08x/9OD6rQHUAAMwBio59OLzMAMkjLoHh8AVKsHANDY2Ij0dH3f9qO7nwAh68E9yQzM0DmDgI5iPzGDlPGZQVgG9hMAIWvBDMwgZHwxGYLsJ633lAqE1DO45vGZgRmkZdA9vjDa50LCeujOoHt8ZmAGobTPg4S1YAb94zODrAxCaJ8HCWvBDMwgZXwpGfqg9aIU3ynFDMygP4Pu8QGZRcl/6dOXQff4zMAMXTII6yj2U2Jn0D0+MwjLwH4CIGQtmIEZhIwvJkOQ/aTvotRAK9IXFJo+bNOzB6FaPTAG2rSMzwzMIC2D7vEBoHF1BXDaq2XsbmnqJ0DGeujOoHt8ZmCGc4nqKPZTwmfQPT4zyMrAfvKTsBbMwAxSxpeSIdh+4o3OiYiIiIiIiIjIdLwoRUREREREREREpuNFKSIiIiIiIiIiMp3WG53HI29dG7z1LsDtA5IssGbZYc1ONjVDcX4RxuSMRGpyClraWlFxohLl1fsSKoOEdSCSRsJ5obsbABnzICEDkSQSzgn2k5+EeSCSRve5KeG81D0HgIx5IPPxolQQlMcHd0UTnOX18J10dvlzy2AHHMVZSBqTDsMWmzefJSc5MGfybCyaOh8lBRO6/Pnuqr1YuX0NNux6BW3urhn7QwYJ60AkjYTzQnc3ADLmQUIGIkkknBPsJz8J80Akje5zU8J5qXsOABnzQHrxolQfvA0utG4+CtXc89cZ+k46cWZrLdreP4mU64fBmmmPaobRQ0ZgY+kqFAzKg0/5un3MBUPHYdm8h/CzWaW4cdlCHKo70q8ySFgHImkknBe6uwGQMQ8SMhBJIuGcYD/5SZgHIml0n5sSzkvdcwDImAfSj/9U2wtvgwst6w9DtfR8onakWjxoWX8Y3gZX1DKMHjICb9y3DnmZOTAMA1aLtdvHWS1WGIaBvMwcvPmTFzAqe3i/ySBhHYikkXBe6O4GQMY8SMhAJImEc4L95CdhHoik0X1uSjgvdc8BIGMeSIaQLkqtWLECxcXFSE9PR3p6Oi6//HJs2bIlVtm0Uh4fWjcfBVw+QAX7JAAu//OUp/srvaFITnJgY+kqpDlSYLMG96Y2m9WGNEcKNi1+GslJjrjPIGEdKD6wn/p6EvpdP0mYBwkZKD4kSkdJOCfYT34S5oHiQ6L0E6D/3JRwXuqeA0DGPJAcIV2Uys/PxyOPPIJdu3bhgw8+wPTp03HDDTfgk08+iVU+bdwVTf63MgZ7ogYoQDV74K5oijjDnMmzUTAoL+gTNcBmtWHYeUNx80Wz4j6DhHWg+MB+CkI/6ycJ8yAhA8WHROkoCecE+8lPwjxQfEiUfgL0n5sSzkvdcwDImAeSI6SLUtdddx1mz56NMWPGYOzYsXjooYeQmpqKHTt2xCqfNs7yeq3PB4BFU+f3+Nnavnh9XiyaOj/uM0hYB4oP7Cfzng/o7wZAxjxIyEDxIVE6SsI5wX7ykzAPFB8SpZ8A/eemhPNS9xwAMuaB5Aj7nlJerxfr1q1Da2srLr/88mhm0s5b19bttw+EwnfSCW9dW9jPL84vQknBhB4/W9sXq8WKScMmoji/KG4zSFgHik/sp971h36SMA8SMlB86q8dJeGcYD/5SZgHik/9tZ8A/eemhPNS9xwAMuaBZAn5otSePXuQmpoKh8OBO++8Exs3bsSECV2/ujHA6XSiqamp04903vro3MAtkhvBjckZGZUMhREcR3cGCetA8YX9FMJx4ryfJMyDhAwUX0LpKPZTeNhPfhLmgeJLf+8nQP+5KeG81D0HgIx5IFlCvig1btw4lJWVYefOnfjBD36AW2+9FXv37u3x8UuXLkVGRkb7T0FBQUSBTeGO0o1nXeEfJzU5JSoR0iI4jvYMAtaB4gv7KQRx3k8S5kFEBooroXQU+yk87Cc/EfNAcaXf9xOg/dwUcV6yn0igkC9K2e12FBYWYvLkyVi6dClKSkrwhz/8ocfHL1myBI2Nje0/VVVVEQU2RVLYn2rszB7+cVraWqMSoTmC42jPIGAdKL6wn0IQ5/0kYR5EZKC4EkpHsZ/Cw37yEzEPFFf6fT8B2s9NEecl+4kECu12993w+XxwOnv+XKrD4YDDEV9f2WjNskfnOJnhH6fiRGVUMlTUHorbDBLWgeIb+6mX48R5P0mYBwkZKL711lHsp/Cwn/wkzAPFt/7WT4D+c1PCeal7DgAZ80CyhHSJc8mSJXj77bdx+PBh7NmzB0uWLMFbb72FefPmxSqfFtbsZFgGR1a0lsEOWLOTw35+efU+7K7aC6/PG9bzvT4vyo5+gj3H9sdtBgnrQPGD/RS8/tBPEuZBQgaKH4nQURLOCfaTn4R5oPiRCP0E6D83JZyXuucAkDEPJEtIF6U+//xzfO9738O4ceMwY8YMvP/++/jb3/6GmTNnxiqfNo7iLK3PB4CV29fAYoT31kirxYqV29fEfQYJ60Dxgf1k3vMB/d0AyJgHCRkoPiRKR0k4J9hPfhLmgeJDovQToP/clHBe6p4DQMY8kBwh7YSnn34ahw8fhtPpxOeff4433nijX5YVACSNSYeRZgOMEJ9oAEaaDUlj0iPOsGHXK6g6VQOP1xPS8zxeD45+cQwvfbgl7jNIWAeKD+ynIPSzfpIwDxIyUHxIlI6ScE6wn/wkzAPFh0TpJ0D/uSnhvNQ9B4CMeSA5eHfVHhg2C1KuH+a/iVuwJ6wBwO5/nmGLfGrb3E7ctPz7aHa2Bn3CerweNDtbceOyhWhz93wvnXjJIGEdiKSRcF7o7gZAxjxIyEAkiYRzgv3kJ2EeiKTRfW5KOC91zwEgYx5IDr4a7oU1047UW0bASA3ufvBGqg2pt4yI6k1rP/v8MGY8Ohc1DScAoMfP3gZ+X9NwAjMenYtDdUf6TQYJ60AkjYTzQnc3ADLmQUIGIkkknBPsJz8J80Akje5zU8J5qXsOABnzQDJE/O17/Z010460746Cu6IJzvJ6+E52vSprGeyAozjL/1bIGPyr96G6I7jkwWtw80WzsGjqfEwaNrHLY/ZU78fK7Wvw0odbYnLlWHcGCetAJI2E80J3NwAy5kFCBiJJJJwT7Cc/CfNAJI3uc1PCeal7DgAZ80D68aJUEAybBfaiTNiLMuGta4O3wQW4fIDdAmum3ZRvTmpzO7F25yas3bkJxflFKMwZibTkFDS3teLgiUqUV+/r9xkkrAORNBLOC93dAMiYBwkZiCSRcE6wn/wkzAORNLrPTQnnpe45AGTMA+nFi1IhsmYna/+LRXn1Pu0np+4MEtaBSBoJ54XubgBkzIOEDESSSDgn2E9+EuaBSBrd56aE81L3HAAy5oHMx88PEBERERERERGR6XhRioiIiIiIiIiITMeLUkREREREREREZDpDKaXMHLCpqQkZGRn+wVPMv6WVOu0BFAADMAbquaUWMzCDpAy6xwcA1eoBADQ2NiI9PV1LBkB/PwFC1oN7khmYoXMGAR3FfmIGKeMzg7AM7CcAQtaCGZhByPhiMgTZT1pvdB4IqWdwzeMzAzNIy6B7fGG0z4WE9dCdQff4zMAMQmmfBwlrwQz6x2cGWRmE0D4PEtaCGZhByvhSMvRB60UpvlOKGZhBfwbd4wMyi5L/0qcvg+7xmYEZumQQ1lHsp8TOoHt8ZhCWgf0EQMhaMAMzCBlfTIYg+0nfRamBVqQvKDR92KZnD0K1emAMtGkZnxmYQVoG3eMDQOPqCuC0V8vY3dLUT4CM9dCdQff4zMAM5xLVUeynhM+ge3xmkJWB/eQnYS2YgRmkjC8lQ7D9xBudExERERERERGR6XhRioiIiIiIiIiITMeLUkREREREREREZDqtNzoPVXF+EcbkjERqcgpa2lpRcaIS5dX7TM3grWuDt94FuH1AkgXWLDus2ckJl0H3WugeH5CxDswgB/ckM3Skez9ImANmkIV7khkCdO8FQMY86M6ge3xJuCf1jy8lA/dCYmYQf1EqOcmBOZNnY9HU+SgpmNDlz3dX7cXK7WuwYdcraHM7Y5JBeXxwVzTBWV4P38muY1gGO+AozkLSmHQYtti8+UxCBt1roXt8QMY6MIMc3JPM0JHu/SBhDphBFu5JZgjQvRcAGfOgO4Pu8SXhntQ/vpQM3AvMIPqi1OghI7CxdBUKBuXBp3zdPuaCoeOwbN5D+NmsUty4bCEO1R2JagZvgwutm49CNff8dYa+k06c2VqLtvdPIuX6YbBm2vtdBt1roXt8QMY6MIMc3JPM0JHu/SBhDphBFu5JZgjQvRcAGfOgO4Pu8SXhntQ/vpQM3AvMAAi+p9ToISPwxn3rkJeZA8MwYLVYu32c1WKFYRjIy8zBmz95AaOyh0ctg7fBhZb1h6Fael6YjlSLBy3rD8Pb4OpXGXSvhe7xARnrwAxycE8yQ0e694OEOWAGWbgnmSFA914AZMyD7gy6x5eEe1L/+FIycC8wQ0BEF6UeeeQRGIaBe++9NyphApKTHNhYugppjhTYrMG9mctmtSHNkYJNi59GcpIj4gzK40Pr5qOAyweoYJ8EwOV/nvJ0f6U33jLoXgvd4wMy1oEZQsd+OvdJ6Hf7QUIG3ftBwhwwQ+hi1U8A9yQznKV7LwAy5kF3Bt3jh4Ovoc59EvrVfpCQgXuBGToK+6LU+++/j//6r/9CcXFxxCHONWfybBQMygt6gwbYrDYMO28obr5oVsQZ3BVN/reuBbswAQpQzR64K5r6RQbda6F7fEDGOjBDaNhPPehn+0FCBt37QcIcMENoYtlPAPckM5yley8AMuZBdwbd44eKr6F60I/2g4QM3AvM0FFYF6VaWlowb948PPXUU8jKyoo4xLkWTZ3f42dK++L1ebFo6vyIMzjL67U+X0oG3Wuhe3xAxjowQ/DYT7F/PjOcpXs/SJgDZgherPsJ4J5khrN07wVAxjzozqD7+aHga6j+/3wpGbgXmKGjsC5KlZaW4pprrsE3vvGNiAOcqzi/CCUFE3r8TGlfrBYrJg2biOL8orAzeOvaur3bfCh8J53w1rXFdQbda6F7fEDGOjBDaNhPfesP+0FCBt37QcIcMENoYtlPAPckM5yley8AMuZBdwbd44eKr6H6Fu/7QUIG7gVmOFfIF6XWrVuHDz/8EEuXLg3q8U6nE01NTZ1+ejMmZ2SokbpVGMFxvPXRu4ldPGfQvRa6xwdkrAMzBI/9FMJx4nw/SMigez9ImANmCF6s+wngnmSGs3TvBUDGPOjOoHv8UITSUfHYT4D+9dA9vpQM3AvMcK6QLkpVVVXhhz/8IZ5//nkkJycH9ZylS5ciIyOj/aegoKDXx6cmp4QSqUdpkRzHHaUbCroiOI6ADLrXQvf4AESsAzMEh/0UonjfDwIyaN8PAuaAGYJjRj8B3JPMcJb2vQCImAftGXSPH6RQOyou+wnQvx66xxeSgXuBGc4V0kWpXbt24fPPP8dFF10Em80Gm82G7du344knnoDNZoPX6+3ynCVLlqCxsbH9p6qqqtcxWtpaQ/sv6EFzJMdJiuhLCc+yR3AcARl0r4Xu8QGIWAdmCA77KUTxvh8EZNC+HwTMATMEx4x+ArgnmeEs7XsBEDEP2jPoHj9IoXZUXPYToH89dI8vJAP3AjOcK6Tb3c+YMQN79uzp9LvbbrsN48ePx89+9jNYrV0/F+pwOOBwBP+VjRUnKkOJ1PNxag+F/Vxrlj0qGayZ4R9HQgbda6F7fEDGOjBDcNhPIR4nzveDhAy694OEOWCG4JjRTwD3JDOcpXsvADLmQXcG3eMHK9SOisd+AvSvh+7xpWTgXmCGc4V0SSstLQ0XXHBBp5+UlBScd955uOCCCyIKElBevQ+7q/bC6+v6r4bB8Pq8KDv6CfYc2x92Bmt2MiyDQyvac1kGO2DNDu4t+lIz6F4L3eMDMtaBGYLDfgpef9gPEjLo3g8S5oAZgmNGPwHck8xwlu69AMiYB90ZdI8fLL6GCl687wcJGbgXmKHLMSJ6doys3L4GFiO8aFaLFSu3r4k4g6M4sq9BjfT5UjLoXgvd4wMy1oEZ5OCeZIaOdO8HCXPADLJwTzJDgO69AMiYB90ZdD9fEu5J/c+XkoF7gRk6ivii1FtvvYXHH3884iAdbdj1CqpO1cDj9YT0PI/Xg6NfHMNLH26JOEPSmHQYaTbACPGJBmCk2ZA0Jr1fZNC9FrrHB2SsAzOEh/10jn62HyRk0L0fJMwBM4QnFv0EcE8yw1m69wIgYx50Z9A9frj4Guoc/Wg/SMjAvcAMHYl8p1Sb24mbln8fzc7WoDeqx+tBs7MVNy5biDa3M+IMhs2ClOuH+W/aFewCGQDs/ucZtsinVkIG3Wuhe3xAxjowgxzck8zQke79IGEOmEEW7klmCNC9FwAZ86A7g+7xJeGe1D++lAzcC8zQkdiW++zzw5jx6FzUNJwAgB4/cxr4fU3DCcx4dC4O1R2JWgZrph2pt4yAkRrc/eCNVBtSbxkR1ZsRSsigey10jw/IWAdmkIN7khk60r0fJMwBM8jCPckMAbr3AiBjHnRn0D2+JNyT+seXkoF7gRkCQvr2PbMdqjuCSx68BjdfNAuLps7HpGETuzxmT/V+rNy+Bi99uCUqV0zPZc20I+27o+CuaIKzvB6+k13HsAx2wFGc5X/rWwz+NUNCBt1roXt8QMY6MIMc3JPM0JHu/SBhDphBFu5JZgjQvRcAGfOgO4Pu8SXhntQ/vpQM3AvMAAi/KAX439q3ducmrN25CcX5RSjMGYm05BQ0t7Xi4IlKlFfvi3kGw2aBvSgT9qJMeOva4G1wAS4fYLfAmmmP+TdiSMmgey10jw/IWAdmkIN7khk60r0fJMwBM8jCPckMAbr3AiBjHnRn0D2+JNyT+seXkoF7gRnEX5TqqLx6nymbsjfW7GTt/w9DQgbda6F7fEDGOjCDHNyTzNCR7v0gYQ6YQRbuSWYI0L0XABnzoDuD7vEl4Z7UP76UDNwLiZmh/74vlIiIiIiIiIiIxOJFKSIiIiIiIiIiMh0vShERERERERERkekMpZQyc8CmpiZkZGT4B08x/5ZW6rQHUAAMwBio55ZazMAMkjLoHh8AVKsHANDY2Ij09HQtGQD9/QQIWQ/uSWZghs4ZBHQU+4kZpIzPDMIysJ8ACFkLZmAGIeOLyRBkP2m90XkgpJ7BNY/PDMwgLYPu8YXRPhcS1kN3Bt3jMwMzCKV9HiSsBTPoH58ZZGUQQvs8SFgLZmAGKeNLydAHrRel+E4pZmAG/Rl0jw/ILEr+S5++DLrHZwZm6JJBWEexnxI7g+7xmUFYBvYTACFrwQzMIGR8MRmC7Cd9F6UGWpG+oND0YZuePQjV6oEx0KZlfGZgBmkZdI8PAI2rK4DTXi1jd0tTPwEy1kN3Bt3jMwMznEtUR7GfEj6D7vGZQVYG9pOfhLVgBmaQMr6UDMH2E290TkREREREREREpuNFKSIiIiIiIiIiMh0vShERERERERERkem03ug8Hnnr2uCtdwFuH5BkgTXLDmt2MjOYnEH3+ABQnF+EMTkjkZqcgpa2VlScqER59T5TM0iYB5JDwn5gBhkZ2E8kjYT9wAxyMrCjSBrd+0H3+MxwFvvJfLwoFQTl8cFd0QRneT18J51d/twy2AFHcRaSxqTDsMXmzWfMoH98AEhOcmDO5NlYNHU+SgomdPnz3VV7sXL7GmzY9Qra3F0zRoOEeSA5JOwHZpCRgf1E0kjYD8wgJwM7iqTRvR90j88MZ7Gf9OJFqT54G1xo3XwUqrnnrzP0nXTizNZatL1/EinXD4M1084MUc6ge3wAGD1kBDaWrkLBoDz4lK/bx1wwdByWzXsIP5tVihuXLcShuiNRzSBhHkgOCfuBGWRkYD+RNBL2AzPIycCOIml07wfd4zPDWewn/frXJbYo8za40LL+MFRLz5ujI9XiQcv6w/A2uJghihl0jw/4y+qN+9YhLzMHhmHAarF2+zirxQrDMJCXmYM3f/ICRmUPj1oGCfNAckjYD8wgIwP7iaSRsB+YQU4GdhRJo3s/6B6fGc5iP8kQ0kWpX/3qVzAMo9PP+PHjY5VNK+XxoXXzUcDlA1SwTwLg8j9Pebq/ysoM8TU+4H8758bSVUhzpMBmDe7NhTarDWmOFGxa/DSSkxwRZ5AwD9Kxn/p6EvpVNzCDH/spfiRKR0nYD8wgJwM7Kj4kSj8B+veD7vGZ4Sz2kxwhv1Nq4sSJOH78ePvP3//+91jk0s5d0eR/+1ywmyNAAarZA3dFEzNEIYPu8QFgzuTZKBiUF3RZBdisNgw7byhuvmhWxBkkzEM8YD/1oR91AzP4sZ/iSyJ0lIT9wAxyMrCj4kci9BOgfz/oHp8ZzmI/yRHyRSmbzYbzzz+//Wfw4MGxyKWds7xe6/OZQcbzAWDR1Pk9fr64L16fF4umzo84g4R5iAfsJ3OezwxyMrCf4ksidJSE/cAMcjKwo+JHIvQToH8/6H4+M5zFfpIj5ItSFRUVyMvLw6hRozBv3jwcPXo0Frm08ta1dXvH+1D4TjrhrWtjhggy6B4f8H8laEnBhB4/X9wXq8WKScMmoji/KOwMEuYhXrCfghPv3cAMfuyn+NPfO0rCfmAGORnYUfGlv/cToH8/6B6fGc5iP8kS0kWpSy+9FM8++yxeffVVrFixApWVlfinf/onNDc39/gcp9OJpqamTj/SeeujdxM7Zgg/g+7xAWBMzsioZCiM4DgS5iEesJ9CPE4cdwMz+LGf4kuoHcV+YoZ4z8COih+J0E+A/v2ge3xmOIv9JEtIH6CcNevs5yaLi4tx6aWXYvjw4XjxxRexcOHCbp+zdOlS/PrXv44spdncUbphmCuC4zCD/vEBpCanRCVCWiTHETAP8YD9FKJ47gZmAMB+ijehdhT7iRniPQM7Kn4kRD8B+veD7vGZoR37SZaQP77XUWZmJsaOHYuDBw/2+JglS5agsbGx/aeqqiqSIc2RFNG0nGWP4DjMoH98AC1trVGJ0BzJcQTMQzxiP/UhnruBGQCwn+JdXx3FfmKGeM/Ajopf/bKfAP37Qff4zNCO/SRLRP8FLS0t+Oyzz5Cbm9vjYxwOB9LT0zv9SGfNskfnOJnhH4cZ9I8PABUnKqOSoaL2UNjPlTAP8Yj91Mdx4rgbmMGP/RTf+uoo9hMzxHsGdlT86o/9BOjfD7rHZ4az2E+yhHRR6r777sP27dtx+PBh/OMf/8BNN90Eq9WK73znO7HKp4U1OxmWwY6IjmEZ7IA1O5kZIsige3wAKK/eh91Ve+H1ecN6vtfnRdnRT7Dn2P6wM0iYh3jAfgpevHcDM/ixn+JLInSUhP3ADHIysKPiRyL0E6B/P+genxnOYj/JEtJFqerqanznO9/BuHHj8O1vfxvnnXceduzYgezs7Fjl08ZRnKX1+cwg4/kAsHL7GliM8N5UaLVYsXL7mogzSJgH6dhP5j2fGeRkYD/Fj0TpKAn7gRnkZGBHxYdE6SdA/37Q/XxmOIv9JEdIq7Bu3TrU1NTA6XSiuroa69atw+jRo2OVTaukMekw0myAEeITDcBIsyFpTORvY2UG/eMDwIZdr6DqVA08Xk9Iz/N4PTj6xTG89OGWiDNImAfp2E9B6EfdwAx+7Kf4kSgdJWE/MIOcDOyo+JAo/QTo3w+6x2eGs9hPcsT/XbFixLBZkHL9MP+Nw4LdJAYAu/95hi3yqWUG/eMDQJvbiZuWfx/NztagS8vj9aDZ2Yobly1Em9sZcQYJ80BySNgPzCAjA/uJpJGwH5hBTgZ2FEmjez/oHp8ZzmI/ydE//itixJppR+otI2Ck2oJ6vJFqQ+otI6J6szFm0D8+AHz2+WHMeHQuahpOAECPnz8O/L6m4QRmPDoXh+qORC2DhHkgOSTsB2aQkYH9RNJI2A/MICcDO4qk0b0fdI/PDGexn2QI7r88gVkz7Uj77ii4K5rgLK+H72TXK6KWwQ44irP8b7+LwdVKZtA/PgAcqjuCSx68BjdfNAuLps7HpGETuzxmT/V+rNy+Bi99uCUqV8/PJWEeSA4J+4EZZGRgP5E0EvYDM8jJwI4iaXTvB93jM8NZ7Cf9eFEqCIbNAntRJuxFmfDWtcHb4AJcPsBugTXTbsod75lB//iA/22ea3duwtqdm1CcX4TCnJFIS05Bc1srDp6oRHn1vphnkDAPJIeE/cAMMjKwn0gaCfuBGeRkYEeRNLr3g+7xmeEs9pNevCgVImt2svYNwQz6xwf8XyVqRkH1RsI8kBwS9gMzyMjAfiJpJOwHZpCTgR1F0ujeD7rHZ4az2E/m61/v+yIiIiIiIiIiorjAi1JERERERERERGQ6XpQiIiIiIiIiIiLTGUopZeaATU1NyMjI8A+eYv4trdRpD6AAGIAxUM8ttZiBGSRl0D0+AKhWDwCgsbER6enpWjIA+vsJELIe3JPMwAydMwjoKPYTM0gZnxmEZWA/ARCyFszADELGF5MhyH7SeqPzQEg9g2senxmYQVoG3eMLo30uJKyH7gy6x2cGZhBK+zxIWAtm0D8+M8jKIIT2eZCwFszADFLGl5KhD1ovSvGdUszADPoz6B4fkFmU/Jc+fRl0j88MzNAlg7COYj8ldgbd4zODsAzsJwBC1oIZmEHI+GIyBNlP+i5KDbQifUGh6cM2PXsQqtUDY6BNy/jMwAzSMugeHwAaV1cAp71axu6Wpn4CZKyH7gy6x2cGZjiXqI5iPyV8Bt3jM4OsDOwnPwlrwQzMIGV8KRmC7Sfe6JyIiIiIiIiIiEzHi1JERERERERERNSJYcL34mm9pxQREREREREREelXUteGefsacHnNGYyrd8LuA1wW4ECWA+/mDcDzRZnYnZ0c1TF5USpE3ro2eOtdgNsHJFlgzbLDGuVFiQe650H3+FIyFOcXYUzOSKQmp6ClrRUVJypRXr3P1Awkh4Q9KYGEedCdQff4APuJOpOwJyWQMA/M4MeOoo4k7EndJMwBM+jLMLLBhWVbj2PK8TNwG8DHCtgAoBlAmg8Y/4UTt51yYtGeBryTOwCLp+eiMtMelbF5USoIyuODu6IJzvJ6+E46u/y5ZbADjuIsJI1Jh2Hrv5+I1D0PuseXkiE5yYE5k2dj0dT5KCmY0OXPd1ftxcrta7Bh1ytoc3fNSP2LhD0pgYR50J1B9/gA+4k6k7AnJZAwD8zgx46ijiTsSd0kzAEz6M9wy6eNWL61Fi6vwmoATyigrJvHTVLAPQBuOX4GO9ZV4q7pudgwNj3i8XlRqg/eBhdaNx+Fau756wx9J504s7UWbe+fRMr1w2CN0hVDSXTPg+7xpWQYPWQENpauQsGgPPiUr9vHXDB0HJbNewg/m1WKG5ctxKG6I1HNQHJI2JMSSJgH3Rl0jw+wn6gzCXtSAgnzwAx+7CjqSMKe1E3CHDCD/gy3fNqIla8fx6cArgZwBD3feLwcwO0Afg3gb16Fp16vgQGF9WMzIsrQPy/5Rom3wYWW9YehWnreHB2pFg9a1h+Gt8EV42Tm0j0PuseXkmH0kBF44751yMvMgWEYsFqs3T7OarHCMAzkZebgzZ+8gFHZw6OWgeSQsCclkDAPujPoHh9gP1FnEvakBBLmgRn82FHUkYQ9qZuEOWAG/RlGNbiwfGstPgVwBYDqL3/f/WX7s7+vBnA5gAoAy7fWYmSEWXhRqgfK40Pr5qOAywcEe8N5BcDlf57y9LSU8UX3POgeX0qG5CQHNpauQpojBTZrcG9wtFltSHOkYNPip5Gc5Ig4A8khYU9KIGEedGfQPT7AfqLOJOxJCSTMAzP4saOoIwl7UjcJc8AMMjI8ufU4nF6FqwE0AfAG+Tzvl4//JgCXV2HZ1uMR5Qj5otSxY8cwf/58nHfeeRgwYAC+8pWv4IMPPogohETuiib/2+dC/QZEBahmD9wVTTHJZTbd86B7fCkZ5kyejYJBeUG/mAqwWW0Ydt5Q3HzRrIgzxAP2Ux/YT379qB90jw+wn0KRCB0lYU9KIGEemMGPHRWcROgnQMae1E3CHDCD/gwln7dhyvEz2AD/R/aCvSAV4P3yeRsATDl+BiV1bWFnCemiVH19PaZMmYKkpCRs2bIFe/fuxe9+9ztkZWWFHUAqZ3m91udLoXsedD9fSoZFU+f3eP+Dvnh9XiyaOj/iDNKxn8x7vhQS5kF3Bt3PB9hPwUqUjpKwJyWQMA/M4MeO6lui9BMgY0/qJmEOmEF/hnn7G+A2gCcQ/sfnLPA/320A8/Y1hJ0lpH8y+O1vf4uCggKsXr26/XcjR44Me3CpvHVt3d7xPhS+k05469ri+qtEdc+D7vGlZCjOL+r2G2KCZbVYMWnYRBTnF/XrrzpmPwWP/eQX7/2ge3yA/RSKROgoCXtSAgnzwAx+7KjgJEI/ATL2pG4S5oAZZGS4vOYMPu7hW/aCHh/ARwA+VsBlx8+EfZyQLopt3rwZX/3qV/Gtb30LQ4YMwYUXXoinnnqq1+c4nU40NTV1+pHOWx+9m8/GM93zoHt8KRnG5ETnRUFhlI4jFfspxOOwn/zHieN+0D0+wH4KRagdxX6KXxLmgRn82FHBSYR+AmTsSd0kzAEzyMgwrt6J/VFJABwAMP5U+BfYQroodejQIaxYsQJjxozB3/72N/zgBz/APffcg+eee67H5yxduhQZGRntPwUFBWGHNY07Sjewc8X5jfB0z4Pu8YVkSE1OiUqEtCgdRyr2U4jYT37x3A+6xwf7KRShdhT7KY5JmAdmAMCOClZC9BMgYk9qJ2EOmEF7BkMp2H1Ac3QSoAmA3ec/bjhCuijl8/lw0UUX4eGHH8aFF16IRYsW4Y477sCf/vSnHp+zZMkSNDY2tv9UVVWFFdRUSVH6UkJ7nH+5oe550D2+kAwtba1RidAcpeNIxX4KEfvJL577Qff4YD+FItSOYj/FMQnzwAwA2FHBSoh+AkTsSe0kzAEzaM+gDAMuC5AWnQRIB+Cy+I8bjpD+C3JzczFhQufPZRcVFeHo0aM9PsfhcCA9Pb3Tj3TWLHt0jpMZnePoonsedI8vJUPFicqoZKioPRSV40jFfgrxOOwn/3HiuB90jw+wn0IRakexn+KXhHlgBj92VHASoZ8AGXtSNwlzwAwyMhzIcmB8VBIA4wHsH+QI+/khXZSaMmUKDhw40Ol3n376KYYPHx52AIms2cmwDA5/UgHAMtgRtzfAC9A9D7rHl5KhvHofdlfthdcX6hd1+nl9XpQd/QR7jkXrU8MysZ+Cx37yi/d+0D0+wH4KRSJ0lIQ9KYGEeWAGP3ZUcBKhnwAZe1I3CXPADDIyvJs3ABcYwCRE9u17FwKYaAA7cgeEeZQQx//Rj36EHTt24OGHH8bBgwexdu1arFy5EqWlpWEHkMpRHNlXoEb6fCl0z4Pu50vJsHL7GliM8OrCarFi5fY1EWeQjv1k3vOlkDAPujPofj7AfgpWonSUhD0pgYR5YAY/dlTfEqWfABl7UjcJc8AM+jM8X5SJJAXcA/+36IXDB//zk5T/eOEKqaEvvvhibNy4Ef/zP/+DCy64AL/5zW/w+OOPY968eWEHkCppTDqMNBsQ6sciDcBIsyFpTHy8jbUvuudB9/hSMmzY9QqqTtXA4/WE9DyP14OjXxzDSx9uiTiDdOynILCf/PpRP+geH2A/BStROkrCnpRAwjwwgx87qm+J0k+AjD2pm4Q5YAb9GXZnJ+Od3AG4BcBwANYQn2/98nlzALyTOwC7I3jXWMj/bHDttddiz549aGtrw759+3DHHXeEPbhkhs2ClOuH+W8cFuwmMQDY/c8zbHF8A7wOdM+D7vGlZGhzO3HT8u+j2dka9Isqj9eDZmcrbly2EG3u8L+iM56wn3p7EthPQL/rB93jA+ynUCRCR0nYkxJImAdm8GNHBScR+gmQsSd1kzAHzCAjw+LpubBbDbwK/83Kg70wZf3y8X8DYLcaWDw9N6Ic8X9WxZA1047UW0bASLUF9Xgj1YbUW0bE9c3vuqN7HnSPLyXDZ58fxoxH56Km4QQA9Hh/hMDvaxpOYMajc3Go7kjUMpAcEvakBBLmQXcG3eMD7CfqTMKelEDCPDCDHzuKOpKwJ3WTMAfMoD9DZaYdd03PxVgA7wLI//L3PV0kCvw+/8vHjwFw1/RcVEaYJbj/8gRmzbQj7buj4K5ogrO8Hr6TXf+1xDLYAUdxlv/td/3g6nl3dM+D7vGlZDhUdwSXPHgNbr5oFhZNnY9JwyZ2ecye6v1YuX0NXvpwS8L8616ikrAnJZAwD7oz6B4fYD9RZxL2pAQS5oEZ/NhR1JGEPambhDlgBv0ZNoxNhwGF5VtrscersAHAEwA+6uaxJfDfQ2oO/O+QumN6LjaMjfxjjLwoFQTDZoG9KBP2okx469rgbXABLh9gt8CaaY/rb2AIhe550D2+lAxtbifW7tyEtTs3oTi/CIU5I5GWnILmtlYcPFGJ8up9Mc9AckjYkxJImAfdGXSPD7CfqDMJe1ICCfPADH7sKOpIwp7UTcIcMIP+DOvHZmDXkAFYtvU4Fhw/g3kG8LECDgBogv+jeuMAXGD4b2r+97wBuHta5O+QCuBFqRBZs5MToqD6onsedI8vJUN59T6+gKJ2EvakBBLmQXcG3eMD7CfqTMKelEDCPDCDHzuKOpKwJ3WTMAfMoC9DZaYd19w8HCV1bZi3rwGXHT+Dm085YfcBLguwf5ADq3MH4PmizIhuat4dXpQiIiIiIiIiIkpwu7OTsTv7/Pb/bSgFZYT69YCh6X8fjiUiIiIiIiIioojE+oIUwItSRERERERERESkgaGUUmYO2NTUhIyMDP/gKeZ/elCd9gAKgAEYA/V8epEZmEFSBt3jA4Bq9QAAGhsbkZ4e+Tc4hEt3PwFC1oN7khmYoXMGAR3FfmIGKeMzg7AM7CcAQtaCGZhByPhiMgTZT1rvKRUIqWdwzeMzAzNIy6B7fGG0z4WE9dCdQff4zMAMQmmfBwlrwQz6x2cGWRmE0D4PEtaCGZhByvhSMvRB60UpvlOKGZhBfwbd4wMyi5L/0qcvg+7xmYEZumQQ1lHsp8TOoHt8ZhCWgf0EQMhaMAMzCBlfTIYg+0nfRamBVqQvKDR92KZnD0K1emAMtGkZnxmYQVoG3eMDQOPqCuC0V8vY3dLUT4CM9dCdQff4zMAM5xLVUeynhM+ge3xmkJWB/eQnYS2YgRmkjC8lQ7D9xBudExERERERERGR6XhRioiIiIiIiIiITMeLUkREREREREREZDqtNzoPlbeuDd56F+D2AUkWWLPssGYn645lOgnzUJxfhDE5I5GanIKWtlZUnKhEefU+UzPoxnWQk0ECCftBAgnzwD3JdZCUQQoJe0I3CXPAPenHtdA/viQS9oNuEuaAe9KPa2F+BvEXpZTHB3dFE5zl9fCddHb5c8tgBxzFWUgakw7D1n/f+CVhHpKTHJgzeTYWTZ2PkoIJXf58d9VerNy+Bht2vYI2d9eM/QHXQU4GCSTsBwkkzAP3JNdBUgYpJOwJ3STMAfekH9dC//iSSNgPukmYA+5JP66F3gyiL0p5G1xo3XwUqrnnrxL0nXTizNZatL1/EinXD4M1025iQnNImIfRQ0ZgY+kqFAzKg0/5un3MBUPHYdm8h/CzWaW4cdlCHKo7EtUMunEd5GSQQMJ+kEDCPHBPch0kZZBCwp7QTcIccE/6cS30jy+JhP2gm4Q54J7041rozyD2srO3wYWW9YehWnreHB2pFg9a1h+Gt8EV42TmkjAPo4eMwBv3rUNeZg4Mw4DVYu32cVaLFYZhIC8zB2/+5AWMyh4etQy6cR3kZJBAwn6QQMI8cE9yHSRlkELCntBNwhxwT/pxLfSPL4mE/aCbhDngnvTjWsjIIPKilPL40Lr5KODyASrYJwFw+Z+nPN1f2Ys3EuYhOcmBjaWrkOZIgc0a3BvrbFYb0hwp2LT4aSQnOSLOoBvXQU4GCSTsBwkkzAP3JNdBUgYpJOwJ3STMAfekH9dC//iSSNgPukmYA+5JP66FnAwhXZQaMWIEDMPo8lNaWhpxkI7cFU3+t88FuzkCFKCaPXBXNEU1jy4S5mHO5NkoGJQX9AYNsFltGHbeUNx80ayIM+jGdZCToS9mdJSE/SCBhHmIhz0Za1wHORn6wtdQ5pEwB/GwJ83AtdA/fjDYT+aRMAfxsCfNwLWQkyGki1Lvv/8+jh8/3v7z+uuvAwC+9a1vRRykI2d5vdbnSyFhHhZNnd/jZ0r74vV5sWjq/Igz6MZ1kJOhL2Z0lIT9IIGEeYiHPRlrXAc5GfrC11DmkTAH8bAnzcC10D9+MNhP5pEwB/GwJ83AtZCTIaSLUtnZ2Tj//PPbf15++WWMHj0aU6dOjThIgLeurds73ofCd9IJb11blBLpIWEeivOLUFIwocfPlPbFarFi0rCJKM4vCjuDblwHORmCEeuOkrAfJJAwD/GyJ2OJ6yAnQzD4GsocEuYgXvZkrHEt9I8fLPaTOSTMQbzsyVjjWsjJAERwTymXy4U1a9bg9ttvh2EYPT7O6XSiqamp009vvPXRuWlYvN8MT8I8jMkZGZUMhVE6jg5cBzkZQhVMR7GfwiNhHuJxT0Yb10FOhlDFop8AGXtCNwlzEI97Mha4FvrHDwf7KXYkzEE87slY4FrIyQBEcFFq06ZNaGhowIIFC3p93NKlS5GRkdH+U1BQ0PuB3VG6gZ0rzm+EJ2AeUpNTohIhLUrH0YLrICZDqILpKPZTmATMQzzuyajjOojJEKqY9BMgYk9oJ2AO4nFPxgTXQvv44WA/xZCAOYjHPRkTXAsxGYAILko9/fTTmDVrFvLy8np93JIlS9DY2Nj+U1VV1fuBk6L0hYB2kV8sGDwB89DS1hqVCM1ROo4WXAcxGUIVTEexn8IkYB7icU9GHddBTIZQxaSfABF7QjsBcxCPezImuBbaxw8H+ymGBMxBPO7JmOBaiMkAAKHdYv1LR44cwRtvvIGXXnqpz8c6HA44HMF/TaA1yx5OpK7HyYzOcXSRMA8VJyqjkqGi9lBUjqMD10FOhlAE21Hsp/BImId425OxwHWQkyEUseonQMae0E3CHMTbnowVroX+8UPFfootCXMQb3syVrgWcjIAYb5TavXq1RgyZAiuueaaiAbvjjU7GZbBoZXcuSyDHbBmJ0cpkR4S5qG8eh92V+2F1+cN6/lenxdlRz/BnmP7w86gG9dBToZQxKqjJOwHCSTMQ7ztyVjgOsjJEAq+hootCXMQb3syVrgW+scPFfsptiTMQbztyVjhWsjJAIRxUcrn82H16tW49dZbYbOF9UarPjmKs7Q+XwoJ87By+xpYjPDelmi1WLFy+5qIM+jGdZCTIRix7igJ+0ECCfMQL3sylrgOcjIEg6+hzCFhDuJlT8Ya10L/+MFiP5lDwhzEy56MNa6FnAwhj/7GG2/g6NGjuP322yMevCdJY9JhpNmAnr/Ur3sGYKTZkDQmPSa5zCZhHjbsegVVp2rg8XpCep7H68HRL47hpQ+3RJxBN66DnAzBiHVHSdgPEkiYh3jZk7HEdZCTIRh8DWUOCXMQL3sy1rgW+scPFvvJHBLmIF72ZKxxLeRkCPmi1FVXXQWlFMaOHRvx4D0xbBakXD/Mf+OwYDeJAcDuf55hi+Mb4HUgYR7a3E7ctPz7aHa2Br1RPV4Pmp2tuHHZQrS5nRFn0I3rICdDMGLdURL2gwQS5iFe9mQscR3kZAgGX0OZQ8IcxMuejDWuhf7xg8V+MoeEOYiXPRlrXAs5GcSe2dZMO1JvGQEjNbi3jxqpNqTeMiKub37XHQnz8NnnhzHj0bmoaTgBAD1+5jTw+5qGE5jx6FwcqjsStQy6cR3kZJBAwn6QQMI8cE9yHSRlkELCntBNwhxwT/pxLfSPL4mE/aCbhDngnvTjWsjIEJsPDEeJNdOOtO+OgruiCc7yevhOdr0KZxnsgKM4y//2u35w9bw7EubhUN0RXPLgNbj5ollYNHU+Jg2b2OUxe6r3Y+X2NXjpwy395gp6R1wHORkkkLAfJJAwD9yTXAdJGaSQsCd0kzAH3JN+XAv940siYT/oJmEOuCf9uBb6M4i+KAX431ZnL8qEvSgT3ro2eBtcgMsH2C2wZtrj+hsYQiFhHtrcTqzduQlrd25CcX4RCnNGIi05Bc1trTh4ohLl1ftinkE3roOcDBJI2A8SSJgH7kmug6QMUkjYE7pJmAPuST+uhf7xJZGwH3STMAfck35cC70ZxF+U6sianZwQBdUXCfNQXr0vYUqqJ1wHORkkkLAfJJAwD9yTXAdJGaSQsCd0kzAH3JN+XAv940siYT/oJmEOuCf9uBbmZ+h/74UkIiIiIiIiIiLxeFGKiIiIiIiIiIhMx4tSRERERERERERkOkMppcwcsKmpCRkZGf7BU8y/pZU67QEUAAMwBuq5pRYzMIOkDLrHBwDV6gEANDY2Ij09XUsGQH8/AULWg3uSGZihcwYBHcV+YgYp4zODsAzsJwBC1oIZmEHI+GIyBNlPWm90HgipZ3DN4zMDM0jLoHt8YbTPhYT10J1B9/jMwAxCaZ8HCWvBDPrHZwZZGYTQPg8S1oIZmEHK+FIy9EHrRSm+U4oZmEF/Bt3jAzKLkv/Spy+D7vGZgRm6ZBDWUeynxM6ge3xmEJaB/QRAyFowAzMIGV9MhiD7Sd9FqYFWpC8oNH3YpmcPQrV6YAy0aRmfGZhBWgbd4wNA4+oK4LRXy9jd0tRPgIz10J1B9/jMwAznEtVR7KeEz6B7fGaQlYH95CdhLZiBGaSMLyVDsP3EG50TEREREREREZHpeFGKiIiIiIiIiIhMx4tSRERERERERERkOq03Oiei+FecX4QxOSORmpyClrZWVJyoRHn1Pt2xiIjYT0QkFvuJiCQzs6N4UYqIQpac5MCcybOxaOp8lBRM6PLnu6v2YuX2Ndiw6xW0uZ0aEhJRomI/EZFU7CcikkxXR/Hje0QUktFDRuC9X/wVy+Y9hAuGjuv2MRcMHYdl8x7Ce7/4K0ZlDzc5IRElKvYTEUnFfiIiyXR2FC9KEVHQRg8ZgTfuW4e8zBwYhgGrxdrt46wWKwzDQF5mDt78yQt8YUVEMcd+IiKp2E9EJJnujuJFKSIKSnKSAxtLVyHNkQKbNbhP/tqsNqQ5UrBp8dNITnLEOCERJSr2ExFJxX4iIskkdFRIF6W8Xi9++ctfYuTIkRgwYABGjx6N3/zmN1BKRRyEiGSbM3k2CgblBV1WATarDcPOG4qbL5oVo2R+7CeixCW9nwB2FFGiYj8RkWQSOiqkkX/7299ixYoVeO655zBx4kR88MEHuO2225CRkYF77rkn4jBEJNeiqfPhUz5Yje7fztkbr8+LRVPnY+3OTdEP9iX2E1Hikt5PADuKKFGxn4hIMgkdFdJFqX/84x+44YYbcM011wAARowYgf/5n//Be++9F1EIIpKtOL+o229gCJbVYsWkYRNRnF8Us68SZT8RJaZ46CeAHUWUiNhPRCSZlI4K6eN7V1xxBd588018+umnAIDdu3fj73//O2bN6vktW06nE01NTZ1+iCi+jMkZGZXjFEbpON1hPxElpnjoJyD0jmI/EcU/9hMRSSalo0J6p9S//du/oampCePHj4fVaoXX68VDDz2EefPm9ficpUuX4te//nVEIYlIr9TklKgcJy1Kx+kO+4koMcVDPwGhdxT7iSj+sZ+ISDIpHRXSO6VefPFFPP/881i7di0+/PBDPPfcc3jsscfw3HPP9ficJUuWoLGxsf2nqqoqosBEZL6WttaoHKc5SsfpDvuJKDHFQz8BoXcU+4ko/rGfiEgyKR0V0julfvKTn+Df/u3f8M///M8AgK985Ss4cuQIli5diltvvbXb5zgcDjgc/CpTonhWcaIyOsepPRSV43SH/USUmOKhn4DQO4r9RBT/2E9EJJmUjgrpnVKnT5+GxdL5KVarFT6fL6IQRCRbefU+7K7aC6/PG9bzvT4vyo5+gj3H9kc52VnsJ6LEFA/9BLCjiBIR+4mIJJPSUSFdlLruuuvw0EMP4a9//SsOHz6MjRs34ve//z1uuummiEIQkXwrt6+BxQipMtpZLVas3L4myok6Yz8RJS7p/QSwo4gSFfuJiCST0FEhjf7kk0/illtuwV133YWioiLcd999+Nd//Vf85je/iTgIEcm2YdcrqDpVA4/XE9LzPF4Pjn5xDC99uCVGyfzYT0SJS3o/AewookTFfiIiySR0VEj3lEpLS8Pjjz+Oxx9/POKBiSi+tLmduGn59/HGfeuQ5kiBzdp3fXi8HjQ7W3HjsoVocztjmo/9RJS4pPcTwI4iSlTsJyKSTEJHhfc+LSJKSJ99fhgzHp2LmoYTANDj548Dv69pOIEZj87FobojpmUkosTEfiIiqdhPRCSZ7o4K6Z1SRESH6o7gkgevwc0XzcKiqfMxadjELo/ZU70fK7evwUsfbjHlX/iIiAD2ExHJxX4iIsl0dhQvShFRyNrcTqzduQlrd25CcX4RCnNGIi05Bc1trTh4ohLl1ft0RySiBMV+IiKp2E9EJJmujuJFKSKKSHn1Pr6IIiKR2E9EJBX7iYgkM7OjeE8pIiIiIiIiIiIyHS9KERERERERERGR6XhRioiIiIiIiIiITGcopZSZAzY2NiIzM9P/PwZazRza73SHrzfUMT4zMIO0DLrH75ChoaEBGRkZejJAQD8BotZDWwbd4zMDM/SQQWdHsZ+YQcz4zCAyA/tJzlowAzNoH19Yhr76yfQbnTc3N5/9Hx0nSgfd4zMDM0jLoHn85uZmrRelRPUTM8gYnxmYoQOdHcV+YgaR4zODmAzspw6YgRkkZdA9voAMffWT6e+U8vl8qKmpQVpaGgzDCPn5TU1NKCgoQFVVFdLT02OQkBniJYPu8ZkhehmUUmhubkZeXh4sFn2fKmY/MUN/yqB7/P6UQUJHRdpPgP710D0+MzCDtAzsp7N0r4WEDLrHZwZmiHaGYPvJ9HdKWSwW5OfnR3yc9PR0bYvDDLIy6B6fGaKTQec7pALYT8zQHzPoHr+/ZNDdUdHqJ0D/eugenxmYQVoG9tNZutdCQgbd4zMDM0QzQzD9xBudExERERERERGR6XhRioiIiIiIiIiITBd3F6UcDgfuv/9+OBwOZkjwDLrHZwZZGSSQMA/MwAxSxmcGeXTPhe7xmYEZpGXQPb4kEuZCdwbd4zMDM+jKYPqNzomIiIiIiIiIiOLunVJERERERERERBT/eFGKiIiIiIiIiIhMx4tSRERERERERERkOl6UIiIiIiIiIiIi08XVRal3330XVqsV11xzjeljL1iwAIZhtP+cd955uPrqq1FeXm56ltraWtx9990YNWoUHA4HCgoKcN111+HNN9+M+dgd5yEpKQk5OTmYOXMmnnnmGfh8vpiPf26Gjj9XX321KeP3lePgwYOmjF9bW4sf/vCHKCwsRHJyMnJycjBlyhSsWLECp0+fjvn4CxYswI033tjl92+99RYMw0BDQ0PMM0jDjmI/nZtDV0fp7idAb0exn7piP7Gfzs3BfuJrKCnYT+ync3OwnxKrn+LqotTTTz+Nu+++G2+//TZqampMH//qq6/G8ePHcfz4cbz55puw2Wy49tprTc1w+PBhTJ48GVu3bsWjjz6KPXv24NVXX8W0adNQWlpqSobAPBw+fBhbtmzBtGnT8MMf/hDXXnstPB6PqRk6/vzP//yPKWP3lWPkyJExH/fQoUO48MIL8dprr+Hhhx/GRx99hHfffRc//elP8fLLL+ONN96IeQbqKtE7iv3UNYfOjtLVTwA7SiL2E/vp3BzsJ/aTFOwn9tO5OdhPidVPNt0BgtXS0oIXXngBH3zwAWpra/Hss8/i3//9303N4HA4cP755wMAzj//fPzbv/0b/umf/gl1dXXIzs42JcNdd90FwzDw3nvvISUlpf33EydOxO23325Kho7zMHToUFx00UW47LLLMGPGDDz77LP4/ve/b2oGnXTluOuuu2Cz2fDBBx902gejRo3CDTfcAKWU6ZkSHTuK/dRTDl10ZmBHycJ+Yj/1lEMX9hMFsJ/YTz3l0IX9ZL64eafUiy++iPHjx2PcuHGYP38+nnnmGa2L0tLSgjVr1qCwsBDnnXeeKWOeOnUKr776KkpLSztt0oDMzExTcnRn+vTpKCkpwUsvvaQtQ6L44osv8Nprr/W4DwDAMAyTU1GidxT7iQLYUfKwn9hP5Md+kof9xH4iv0Tup7i5KPX0009j/vz5APxvqWtsbMT27dtNzfDyyy8jNTUVqampSEtLw+bNm/HCCy/AYjFnGg8ePAilFMaPH2/KeKEaP348Dh8+bMpYHdci8PPwww+bMnZvOb71rW/FfMzAPhg3blyn3w8ePLg9x89+9rOY5wC6X4dZs2aZMrY0id5R7KfOJHSUjn4C5HQU++ks9hP7qSP2k/5+AthRAewn9lNH7KfE7Ke4+PjegQMH8N5772Hjxo0AAJvNhrlz5+Lpp5/GlVdeaVqOadOmYcWKFQCA+vp6/PGPf8SsWbPw3nvvYfjw4TEfX/rb9ZRSpl297bgWAYMGDTJl7N5y9HRV2wzvvfcefD4f5s2bB6fTacqY3a3Dzp07219cJAp2FPvpXBI6SlI/AeZ3FPvJj/3EfjoX+6krvobSg/3EfjoX+6mrROinuLgo9fTTT8Pj8SAvL6/9d0opOBwOLFu2DBkZGabkSElJQWFhYfv/XrVqFTIyMvDUU0/hwQcfjPn4Y8aMgWEY2L9/f8zHCse+fftMuwncuWuhi44chYWFMAwDBw4c6PT7UaNGAQAGDBhgWpbu/vurq6tNG18KdhT76VwSOkpXBikdxX7yYz+xn87FftLfTwA7CmA/Aeync7GfErOfxH98z+Px4M9//jN+97vfoaysrP1n9+7dyMvL0/KNawGGYcBiseDMmTOmjDdo0CB885vfxPLly9Ha2trlz3V+fezWrVuxZ88ezJkzR1uGRHHeeedh5syZWLZsWbf7gMzFjvJjP1EAO0oO9pMf+4kC2E9ysJ/82E8UkMj9JP6dUi+//DLq6+uxcOHCLlfL58yZg6effhp33nmnKVmcTidqa2sB+N/auWzZMrS0tOC6664zZXwAWL58OaZMmYJLLrkEDzzwAIqLi+HxePD6669jxYoV2LdvX8wzBObB6/XixIkTePXVV7F06VJce+21+N73vhfz8Ttm6Mhms2Hw4MGmjK/bH//4R0yZMgVf/epX8atf/QrFxcWwWCx4//33sX//fkyePFl3xITBjjqL/dQ1R0fsKHaU2dhPZ7GfuuboiP3EfjIb++ks9lPXHB2xnxKgn5Rw1157rZo9e3a3f7Zz504FQO3evTvmOW699VYFoP0nLS1NXXzxxWr9+vUxH/tcNTU1qrS0VA0fPlzZ7XY1dOhQdf3116tt27bFfOyO82Cz2VR2drb6xje+oZ555hnl9XpjPv65GTr+jBs3zpTxO+a44YYbTB2zo5qaGrV48WI1cuRIlZSUpFJTU9Ull1yiHn30UdXa2hrz8Xv679+2bZsCoOrr62OeQQJ2VGeJ3k/n5tDVUbr7SSm9HcV+8mM/dcZ+Yj8F8DWUfuynzthP7KeAROwnQynhd1cjIiIiIiIiIqJ+R/w9pYiIiIiIiIiIqP/hRSkiIiIiIiIiIjIdL0oREREREREREZHpeFGKiIiIiIiIiIhMx4tSRERERERERERkOl6UIiIiIiIiIiIi0/GiFBERERERERERmY4XpYiIiIiIiIiIyHS8KEVERERERERERKbjRak486c//QlpaWnweDztv2tpaUFSUhKuvPLKTo996623YBgGPvvsM5w6dQp33303xo0bhwEDBmDYsGG455570NjY2Ok599xzDyZPngyHw4FJkyaFlG3kyJF44403uvw+2LHff/99zJgxA5mZmcjKysI3v/lN7N69O6KxAWDEiBEwDAOGYcBqtSIvLw8LFy5EfX19+2Pa2tqwYMECfOUrX4HNZsONN97Y5TiB+Tz3p7a2NqiMRIkg1h3V3Tm4bt26PnOdOXMGKSkpOHjwYJc/O3z4MBYuXIiRI0diwIABGD16NO6//364XK72x/zqV7/qduyUlJQ+xz5y5AgGDBiAlpaWbsfueDy73Y7CwkI8+OCDUEq1P+6TTz7BnDlz2vvs8ccf73KspUuX4uKLL0ZaWhqGDBmCG2+8EQcOHOgzH1GiiGU/7d69G9/5zndQUFCAAQMGoKioCH/4wx+CyhVpPwGAUgqPPfYYxo4dC4fDgaFDh+Khhx6KaGygc+fabDYMGzYMP/7xj+F0Otsfc/z4cXz3u9/F2LFjYbFYcO+993Z7rIaGBpSWliI3NxcOhwNjx47FK6+80mdGokQQ69dPAV988QXy8/NhGAYaGhr6zBVpP537Oifws2PHjj7HNuv1U3ev8caPH99nPooem+4AFJpp06ahpaUFH3zwAS677DIAwP/3//1/OP/887Fz5060tbUhOTkZALBt2zYMGzYMo0ePxscff4yamho89thjmDBhAo4cOYI777wTNTU1WL9+facxbr/9duzcuRPl5eVB5yovL0d9fT2mTp3a5c9qamr6HLulpQVXX301rr/+evzxj3+Ex+PB/fffj29+85uoqqpCUlJSWGMHPPDAA7jjjjvg9Xrx6aefYtGiRbjnnnvw3//93wAAr9eLAQMG4J577sGGDRt6/W89cOAA0tPT2//3kCFDen08USIxo6NWr16Nq6++uv1/Z2Zm9pnr9ddfx/Dhw1FYWNjlz/bv3w+fz4f/+q//QmFhIT7++GPccccdaG1txWOPPQYAuO+++3DnnXd2et6MGTNw8cUX9zn2X/7yF0ybNg2pqak9PuaNN97AxIkT4XQ68fe//x3f//73kZubi4ULFwIATp8+jVGjRuFb3/oWfvSjH3V7jO3bt6O0tBQXX3wxPB4P/v3f/x1XXXUV9u7dG9TFM6L+Lpb9tGvXLgwZMgRr1qxBQUEB/vGPf2DRokWwWq1YvHhxr7ki7ScA+OEPf4jXXnsNjz32GL7yla/g1KlTOHXqVJ9z0tvYAYHOdbvd2L17N2677TakpKTgN7/5DQDA6XQiOzsbv/jFL/Cf//mf3R7D5XJh5syZGDJkCNavX4+hQ4fiyJEjQfU3USIw4/UTACxcuBDFxcU4duxYULmi0U/A2dc5Aeedd16fY5v1+gkAJk6c2OkNDjYbL5OYSlHcyc3NVUuXLm3/3z/96U9VaWmpKioqUtu2bWv//de//nV166239nicF198UdntduV2u7v82f33369KSkqCzvTAAw+ouXPnBv34c8d+//33FQB19OjR9seUl5crAKqioiKisYcPH67+8z//s9PvfvOb36gJEyZ0+/hbb71V3XDDDV1+v23bNgVA1dfX95qHKNHFsqMAqI0bN4ac6fbbb1c/+9nPgn78//t//0+NHDmyxz8vKytTANTbb7/d57GmT5+uVqxY0e2fVVZWKgDqo48+6vT7GTNmqLvuuqvb53TXad35/PPPFQC1ffv2Ph9LlCjMeA0VcNddd6lp06b1mSnSftq7d6+y2Wxq//79QR8j2LG769yFCxeq2bNnd/v4qVOnqh/+8Iddfr9ixQo1atQo5XK5Qs5IlChi3U9//OMf1dSpU9Wbb74Z9N9pIu2nnl7nBMOs10+h/r2Xoo8f34tD06ZNw7Zt29r/97Zt23DllVdi6tSp7b8/c+YMdu7ciWnTpvV4nMbGRqSnp0flSvDmzZtxww03BP34c8ceN24czjvvPDz99NNwuVw4c+YMnn76aRQVFWHEiBFRHfvYsWP4v//7P1x66aVBP6ejSZMmITc3FzNnzsQ777wT1jGI+rNYd1RpaSkGDx6MSy65BM8880ynt2l3x+fz4eWXXw65owYNGtTjn69atQpjx47FP/3TP/V6nIaGBvz973/H9ddfH/TYH3zwAXbt2hV2RwUE3rrf238HUaIx8zVUXz0CRKef/u///g+jRo3Cyy+/jJEjR2LEiBH4/ve/3+c7pcIZ+9NPP8XWrVtD7qfNmzfj8ssvR2lpKXJycnDBBRfg4YcfhtfrDek4RP1ZLPtp7969eOCBB/DnP/8ZFktwlwCi+frp+uuvx5AhQ/C1r30Nmzdv7vM4Zr9+qqioQF5eHkaNGoV58+bh6NGjIR+DIqD7qhiF7qmnnlIpKSnK7XarpqYmZbPZ1Oeff67Wrl2rvv71ryulVPsV8CNHjnR7jLq6OjVs2DD17//+793+eShXjKurq5Xdbg/6HUQ9jb1nzx41evRoZbFYlMViUePGjVOHDx+OeOzhw4cru92uUlJSVHJysgKgLr300h6f09M7pfbv36/+9Kc/qQ8++EC988476rbbblM2m03t2rWrr/9kooQSy4564IEH1N///nf14YcfqkceeUQ5HA71hz/8odc877zzjhoyZIjyer1B5a+oqFDp6elq5cqV3f75mTNnVFZWlvrtb3/b57Gef/559dWvfrXHPw/8S9+AAQNUSkqKSkpKUgDUokWLenxOMO+U8nq96pprrlFTpkzpMyNRIjHjNZRS/t6x2Wzqb3/7W695otFP//qv/6ocDoe69NJL1dtvv622bdumJk2a1Oe7tIIZG4BKTk5WKSkpyuFwKADq2muv7fEdTz29U2rcuHHK4XCo22+/XX3wwQdq3bp1atCgQepXv/pVUP/dRIkgVv3U1tamiouL1X//938rpYL/9Ec0+qmurk797ne/Uzt27FDvvfee+tnPfqYMw1B/+ctfej2Wma+fXnnlFfXiiy+q3bt3q1dffVVdfvnlatiwYaqpqanv/2iKCl6UikMVFRUKgPrHP/6h/vrXv7Z/DO3YsWPK4XCoM2fOqF/+8pdq1KhR3T6/sbFRXXLJJerqq6/u8UVFKBel/vjHP6rp06cH9diexj59+rS65JJL1Pe+9z313nvvqXfffVfNmTNHTZw4UZ0+fTqisYcPH65+/vOfq4qKCvXpp5+qN998U1166aXqiiuuUB6Pp8vje7oo1Z2vf/3rav78+UE9lihRmNFRAb/85S9Vfn5+r4/56U9/qm6//fagsldXV6vRo0erhQsX9viYtWvXKpvNpmpra/s83re//W31wAMP9PjngRdVmzdvVhUVFWrv3r3qxRdfVDk5OT2+XT6Yi1J33nmnGj58uKqqquozI1EiMaOf9uzZowYPHqx+85vf9JknGv10xx13KADqwIED7b/btWuXAtDrR/qCGRuAWrFihaqoqFD79+9XL7/8sho7dmyPt03o6aLUmDFjVEFBQafXXb/73e/U+eef3+v4RIkkVv30ox/9qNM5G+xFqWi/fgr4l3/5F/W1r32t18foev2klFL19fUqPT1drVq1qs/HUnTw43txqLCwEPn5+di2bRu2bdvWfoPvvLy89ptrbtu2DdOnT+/y3ObmZlx99dVIS0vDxo0be72BeLA2b94c1Fsrext77dq1OHz4MFavXo2LL74Yl112GdauXYvKykr85S9/iXjswYMHo7CwEGPGjMH06dPx+OOPt89TJC655JIev7GGKFGZ2VGXXnopqqurO30T1LmC7YmamhpMmzYNV1xxBVauXNnj41atWoVrr70WOTk5vR7P5XLh1VdfDWrsgoICFBYWoqioCN/61rdw77334ne/+x3a2tr6fO65Fi9ejJdffhnbtm1Dfn5+yM8n6s9i3U979+7FjBkzsGjRIvziF7/oM080+ik3Nxc2mw1jx45t/11RUREA9PoRlGDHPv/881FYWIhx48bhmmuuwa9//Wu88MILIb3+yc3NxdixY2G1WjtlrK2t7fJNgkSJKlb9tHXrVvzv//4vbDYbbDYbZsyYAcD/96P777+/xzzRfv0UcOmll/baH7pePwVkZmZi7Nix/DueiXhRKk5NmzYNb731Ft56661OXxP69a9/HVu2bMF7773X5bPGTU1NuOqqq2C327F58+b2b3CIREtLC7Zt29bnZ437Gvv06dOwWCwwDKP9d4H/7fP5Ihq7O4EXRWfOnAn5uR2VlZUhNzc3omMQ9UdmdVRZWRmysrLgcDi6/fOKigocOXIEM2fO7PU4x44dw5VXXonJkydj9erVPd5vobKyEtu2bWv/VpfevPXWW8jKykJJSUmfjz2X1WqFx+MJ6S9rSiksXrwYGzduxNatWzFy5MiQxyVKBLHqp08++QTTpk3DrbfeioceeqjPHNHqpylTpsDj8eCzzz5r/92nn34KABg+fHhEY3cnnNdQU6ZMwcGDBzu9pvv000+Rm5sLu90ecgai/ioW/bRhwwbs3r0bZWVlKCsrw6pVqwD4v92vtLS02xzRfv3UUV9/fzL79dO5Wlpa8Nlnn/HveCbidx3GqWnTpqG0tBRut7v9KjoATJ06FYsXL4bL5epUWIGyOn36NNasWYOmpiY0NTUBALKzs9tfYBw8eBAtLS2ora3FmTNnUFZWBgCYMGFCty8aXn31VYwdO7bXm5EHM/bMmTPxk5/8BKWlpbj77rvh8/nwyCOPwGaz9Xgjv2DGDmhubkZtbS2UUqiqqsJPf/pTZGdn44orrmh/zN69e+FyuXDq1Ck0Nze3/7dPmjQJAPD4449j5MiRmDhxItra2rBq1Sps3boVr732Wp/jEyWaWHTU//3f/+HEiRO47LLLkJycjNdffx0PP/ww7rvvvh5z/OUvf8E3vvENDBw4sMfHBF5QDR8+HI899hjq6ura/+z888/v9NhnnnkGubm5mDVrVp9zEOy/MALAF198gdraWng8HuzZswd/+MMfMG3aNKSnpwPw/6vh3r172//vY8eOoaysDKmpqe1f01xaWoq1a9fiL3/5C9LS0lBbWwsAyMjIwIABA4LKQZQIYtFPH3/8MaZPn45vfvOb+PGPf9x+/lmtVmRnZ3ebI1r99I1vfAMXXXQRbr/9djz++OPw+XwoLS3FzJkzO717KtSxAxoaGlBbWwufz4eKigo88MADGDt2bPu7sQC0v2ZqaWlBXV0dysrKYLfbMWHCBADAD37wAyxbtgw//OEPcffdd6OiogIPP/ww7rnnnj7HJ0oksein0aNHdxrj5MmTAPzvVszMzOw2R7T66bnnnoPdbseFF14IAHjppZfwzDPPtF8Y647Zr5/uu+8+XHfddRg+fDhqampw//33w2q14jvf+U5QGSgKdH9+kMIT+Bzt+PHjO/3+8OHDCoAaN25cp98HPjvc3U9lZWX746ZOndrnYzqaP3+++vnPf95r1mDHfu2119SUKVNURkaGysrKUtOnT1fvvvtuj8cNZmyl/J8f7jhmdna2mj17dpevED33cYGfgN/+9rdq9OjRKjk5WQ0aNEhdeeWVauvWrX2OT5SIYtFRW7ZsUZMmTVKpqakqJSVFlZSUqD/96U+93oDza1/7mnrqqad6zbp69eoex+7I6/Wq/Pz8Xm9u3FFBQYF6/fXXe31MYJ4CP1arVeXn56s77rhDff755z0+LvAzderU9sf09N+wevXqoPISJYpY9NP999/f7Z8PHz68xxzR7Kdjx46pm2++WaWmpqqcnBy1YMEC9cUXX0Q0tlKde8UwDJWbm6vmzp2rPvvssx4f19N/+z/+8Q916aWXKofDoUaNGqUeeuihbu/tSZTIYvV3vO6e09s9paLVT88++6wqKipSAwcOVOnp6eqSSy5R//u//9vrcc1+/TR37lyVm5ur7Ha7Gjp0qJo7d646ePBgr+NTdBlK9fFd2kQ98Hg8yMnJwZYtW3DJJZckzNhEFB9OnjyJ3NxcVFdX93n/p2j78MMPMX36dNTV1UXl3n1E1L/o7CedYxORfHz9RGbjPaUobKdOncKPfvQjXHzxxQk1NhHFh1OnTuH3v/+9lr90eTwePPnkk3xBRUTd0tlPOscmIvn4+onMxndKERERERERERGR6fhOKSIiIiIiIiIiMh0vShERERERERERkel4UYqIiIiIiIiIiEzHi1JERERERERERGQ6XpQiIiIiIiIiIiLT8aIUERERERERERGZjheliIiIiIiIiIjIdLwoRUREREREREREpuNFKSIiIiIiIiIiMh0vShERERERERERkel4UYqIiIiIiIiIiEzHi1JERERERERERGQ6XpQiIiIiIiIiIiLT8aIUERERERERERGZzmb2gD6fDzU1NUhLS4NhGGYPT0QCKaXQ3NyMvLw8WCz6rpWzn4ioOxI6iv1ERN1hPxGRVMH2k+kXpWpqalBQUGD2sEQUB6qqqpCfn69tfPYTEfVGZ0exn4ioN+wnIpKqr34y/aJUWlra2f8x0Gr28MBpr97xmYEZpGXQPX6HDJ36QQPt/QSIWg9tGXSPzwzM0EMGnR3FfmIGMeMzg8gM7Cc5a8EMzKB9fGEZ+uon0y9Ktb+lc6AVGbeNMXt4ND17EKrVAyPFhvQFhaaPzwzMIC2D7vEBoHF1BXDaq/0t37r7CZCxHroz6B6fGZjhXBI6iv3EDFLGZwZZGdhPfhLWghmYQcr4UjIE20+80TkREREREREREZmOF6WIiIiIiIgo4RlK6Y5AlHBM//geERERERERkW4ldW2Yt68Bl9ecwbh6J+w+wGUBDmQ58G7eADxflInd2cm6YxL1a3F1Uao4vwhjckYiNTkFLW2tqDhRifLqfbpjmc5b1wZvvQtw+4AkC6xZdlhNLkvdGbgXSBruST/d3SAlA/cDScM9KaMbJGTgXiBpdOzJkQ0uLNt6HFOOn4HbAD5WwAYAzQDSfMD4L5y47ZQTi/Y04J3cAVg8PReVmfaY5ZHQDRIysJ8Sk/iLUslJDsyZPBuLps5HScGELn++u2ovVm5fgw27XkGb26khoTmUxwd3RROc5fXwnez632kZ7ICjOAtJY9Jh2GLzqUzdGbgXSBruST/d3SAlA/cDScM9KaMbJGTgXiBpdO7JWz5txPKttXB5FVYDeEIBZd08bpIC7gFwy/Ez2LGuEndNz8WGselRyyGhGyRkYD+R6ItSo4eMwMbSVSgYlAef8nX7mAuGjsOyeQ/hZ7NKceOyhThUd8TklLHnbXChdfNRqGZPj4/xnXTizNZatL1/EinXD4M1ylfydWfgXiBpuCf9dHeDlAzcDyQN96SMbpCQgXuBpNG5J2/5tBErXz+OTwFcDeAIer7JcjmA2wH8GsDfvApPvV4DAwrrx2ZEnENCN0jIwH4iQPCNzkcPGYE37luHvMwcGIYBq8Xa7eOsFisMw0BeZg7e/MkLGJU93OSkseVtcKFl/WGolp7LoiPV4kHL+sPwNrj6TQbuBZKGe9JPdzdIycD9QNJwT8roBgkZuBdIGp17clSDC8u31uJTAFcAqP7y991fCjn7+2oAlwOoALB8ay1GRniOSugGCRnYTxQQ8kWpt99+G9dddx3y8vJgGAY2bdoU9VDJSQ5sLF2FNEcKbNbg3sxls9qQ5kjBpsVPIznJEfVMOiiPD62bjwIuHxDsF0EoAC7/85Snp4qNnwzcCxQK9pN5dHeDlAzcDxQsM/oJ4J4EZHSDhAzcCxSsROmnJ7ceh9OrcDWAJgDeIJ/n/fLx3wTg8ios23o87AwSukFCBt17gWQJ+aJUa2srSkpKsHz58ljkAQDMmTwbBYPygt6gATarDcPOG4qbL5oVo2Tmclc0+d9OGeo3kypANXvgrmiK+wzcCxQK9pN5dHeDlAzcDxQsM/oJ4J4EZHSDhAzcCxSsROinks/bMOX4GWyA/yN7wV6QCvB++bwNAKYcP4OSurawckjoBgkZ2E/UUcgXpWbNmoUHH3wQN910UyzyAAAWTZ3f42dK++L1ebFo6vwoJ9LDWV6v9fkSMnAvUCjYT+bR3Q1SMnA/ULDM6CeAexKQ0Q0SMnAvULASoZ/m7W+A2wCeQPj3r7HA/3y3Aczb1xDWMSR0g4QM7CfqSNw9pYrzi1BSMKHHz5T2xWqxYtKwiSjOL4pyMnN569q6/QaEUPhOOuEN8yq+hAzcCyQN96Sf7m6QkoH7gaThnpTRDRIycC+QNLr35OU1Z/Dxl9+yF+6Hz3wAPgLwsQIuO34m5OdL6AYJGXTvBZIn5helnE4nmpqaOv30ZkzOyKiMWxil4+jirY/OTeQiuRmd7gzcCxRr7Kfw6O4GKRm4HyiWQu0ngHsSkNENEjJwL1AsxWM/jat3Yn9UEgAHAIw/FfqFHQndICGD7r1A8sT8otTSpUuRkZHR/lNQUNDr41OTU6IyblqUjqONO/IbyAHw38AuTjNwL1CssZ/CxH4CwP1AsRVqPwHckwBEdIOEDNwLFEvx1k+GUrD7gOaoJPDf9Nzu8x83JAK6QUIG9hOdK+YXpZYsWYLGxsb2n6qqql4f39LWGpVxm6N0HG2SorQ09giOozkD9wLFGvspTOwnANwPFFuh9hPAPQlARDdIyMC9QLEUb/2kDAMuC5AWlQRAOgCXxX/ckAjoBgkZ2E90rtBudx8Gh8MBhyP4r2ysOFEZlXErag9F5Ti6WLPs0TlOZvjH0Z2Be4Fijf0UHt3dICUD9wPFUqj9BHBPAjK6QUIG7gWKpXjspwNZDoz/IrJ7KQWMB7B/UGj//YCMbpCQQfdeIHlCvsTZ0tKCsrIylJWVAQAqKytRVlaGo0ePRiVQefU+7K7aC68v1C/q9PP6vCg7+gn2HIvWp4b1sGYnwzI49LLryDLYAWt2ctxm4F6gULGfzKG7G6Rk4H6gUMS6nwDuSUBGN0jIwL1AoUiEfno3bwAuMIBJiOzb9y4EMNEAduQOCPn5ErpBQgbde4HkCfmc/OCDD3DhhRfiwgsvBAD8+Mc/xoUXXoj/+I//iFqoldvXwGKEVxdWixUrt6+JWhadHMVZWp8vIQP3AoWC/WQe3d0gJQP3AwXLjH4CuCcBGd0gIQP3AgUrEfrp+aJMJCngHkT27Xv3AEhS/uOFQ0I3SMjAfqKOQt4JV155JZRSXX6effbZqIXasOsVVJ2qgcfrCel5Hq8HR784hpc+3BK1LDoljUmHkWYDQvy4MgzASLMhaUx63GfgXqBQsJ/Mo7sbpGTgfqBgmdFPAPckIKMbJGTgXqBgJUI/7c5Oxju5A3ALgOEArCE+3/rl8+YAeCd3AHaH+U4hCd0gIQP7iTqK+Y3Ow9HmduKm5d9Hs7M16I3q8XrQ7GzFjcsWos0dnc8L62bYLEi5fpj/RnLBloYBwO5/nmGLfHl1Z+BeIGm4J/10d4OUDNwPJA33pIxukJCBe4Gk0b0nF0/Phd1q4FX4b1Ye7IUp65eP/xsAu9XA4um5YWeQ0A0SMujeCySLyItSAPDZ54cx49G5qGk4AQA9fuY08PuahhOY8ehcHKo7YlpGM1gz7Ui9ZQSM1ODuSW+k2pB6y4iIbj4nLQP3AknDPemnuxukZOB+IGm4J2V0g4QM3Askjc49WZlpx13TczEWwLsA8r/8fU9/IQ78Pv/Lx48BcNf0XFRGeI5K6AYJGdhPFBDzb9+LxKG6I7jkwWtw80WzsGjqfEwaNrHLY/ZU78fK7Wvw0odb+u0VU2umHWnfHQV3RROc5fXwnez632kZ7ICjOMv/dswoXL2WloF7gaThnvTT3Q1SMnA/kDTckzK6QUIG7gWSRuee3DA2HQYUlm+txR6vwgYATwD4qJvHlsB/D6k58L9D6o7pudgwNvKPrgEyukFCBvYTAcIvSgH+t/at3bkJa3duQnF+EQpzRiItOQXNba04eKIS5dX7dEc0hWGzwF6UCXtRJrx1bfA2uACXD7BbYM20R/QNCPGSgXuBpOGe9NPdDVIycD+QNNyTMrpBQgbuBZJG555cPzYDu4YMwLKtx7Hg+BnMM4CPFXAAQBP8H9UbB+ACw39T87/nDcDd0yJ/h9S5JHSDhAzsJxJ/Uaqj8up93JTwf5WnGQUhOQP3AknDPemnuxukZOB+IGm4J2V0g4QM3AskjY49WZlpxzU3D0dJXRvm7WvAZcfP4OZTTth9gMsC7B/kwOrcAXi+KDPsm5qHQkI3SMjAfkpMcXVRioiIiIiIiCgadmcnY3f2+e3/21AKygj1a+mIKBJib3ROREREREREZBZekCIyHy9KERERERERERGR6QyllDJzwKamJmRkZPgHTzH/04PqtAdQAAzAGKjn04vMwAySMugeHwBUqwcA0NjYiPT06HyrSTh09xMgZD24J5mBGTpnENBR7CdmkDI+MwjLwH4CIGQtmIEZhIwvJkOQ/aT1nlKBkHoG1zw+MzCDtAy6xxdG+1xIWA/dGXSPzwzMIJT2eZCwFsygf3xmkJVBCO3zIGEtmIEZpIwvJUMftF6U4julmIEZ9GfQPT4gsyj5L336MugenxmYoUsGYR3FfkrsDLrHZwZhGdhPAISsBTMwg5DxxWQIsp/0XZQaaEX6gkLTh2169iBUqwfGQJuW8ZmBGaRl0D0+ADSurgBOe7WM3S1N/QTIWA/dGXSPzwzMcC5RHcV+SvgMusdnBlkZ2E9+EtaCGZhByvhSMgTbT7zRORERERERERERmY4XpYiIiIiIiIiIyHS8KEVERERERERERKbTeqPzeFScX4QxOSORmpyClrZWVJyoRHn1PmYwOYPu8YkkknBeMIOcDESSSDgnmEFOBiJpvHVt8Na7ALcPSLLAmmWHNTs5YcYHZHSDhAxkPl6UCkJykgNzJs/GoqnzUVIwocuf767ai5Xb12DDrlfQ5nYyQ4wy6B6fSCIJ5wUzyMlAJImEc4IZ5GQgkkZ5fHBXNMFZXg/fya773jLYAUdxFpLGpMOwRf8DRrrHB2R0g4QMpBc/vteH0UNG4L1f/BXL5j2EC4aO6/YxFwwdh2XzHsJ7v/grRmUPZ4YYZNA9PpFEEs4LZpCTgUgSCecEM8jJQCSNt8GF5rWHcGZrbbcXhADAd9KJM1tr0bz2ELwNrn41PiCjGyRkIP14UaoXo4eMwBv3rUNeZg4Mw4DVYu32cVaLFYZhIC8zB2/+5IWonizMoH98IokknBfMICcDkSQSzglmkJOBSBpvgwst6w9DtXiCerxq8aBl/eGoXRjSPT4goxskZCAZQrootXTpUlx88cVIS0vDkCFDcOONN+LAgQOxyqZVcpIDG0tXIc2RAps1uE852qw2pDlSsGnx00hOcjBDFDLoHp/iB/upd/2tG5iB4k2idJSEc4IZ5GSg+JAo/QT4PzLXuvko4PIBKtgnAXD5n6c8vrgeH5DRDRIykBwhXZTavn07SktLsWPHDrz++utwu9246qqr0NraGqt82syZPBsFg/KCPkkCbFYbhp03FDdfNIsZopBB9/gUP9hPfetP3cAMFG8SpaMknBPMICcDxYdE6ScAcFc0QTV7gr8gFKAA1eyBu6IprscHZHSDhAwkR0gXpV599VUsWLAAEydORElJCZ599lkcPXoUu3btilU+bRZNnQ+fCu9KtNfnxaKp85khChl0j0/xg/0UnP7SDcxA8SZROkrCOcEMcjJQfEiUfgIAZ3l9Qj8fkNENEjKQHBHdU6qxsREAMGjQoKiEkaI4vwglBRN6/FxrX6wWKyYNm4ji/CJmiCCD7vEpvrGfutcfuoEZqD/ojx0l4ZxgBjkZKH71x34CAG9dW483FQ+W76QT3rq2uBwfkNENEjKQLGFflPL5fLj33nsxZcoUXHDBBT0+zul0oqmpqdOPdGNyRkblOIURHIcZ9I9P8Yv91Ld47gZmoHgXTEexn5gh3jNQfOqv/QQA3vro3ag8HscHZHSDhAwkS9gXpUpLS/Hxxx9j3bp1vT5u6dKlyMjIaP8pKCgId0jTpCanROU4aREchxn0j0/xi/3Ut3juBmageBdMR7GfmCHeM1B86q/9BABwR36TcAD+m5TH4/iQ0Q0SMpAsYV2UWrx4MV5++WVs27YN+fn5vT52yZIlaGxsbP+pqqoKK6iZWtqic1O/5giOwwz6x6f4xH4KTjx3AzNQPAu2o9hPzBDvGSj+9Od+AgAkRXTnmrPsYR5H9/iQ0Q0SMpAsId3uXimFu+++Gxs3bsRbb72FkSP7fsucw+GAwxFfX9lYcaIyOsepPcQMEWTQPT7FF/ZTiMeJ425gBopHoXYU+4kZ4j0DxY9E6CcAsGbZo3OczPCOo3t8QEY3SMhAsoR0mbW0tBRr1qzB2rVrkZaWhtraWtTW1uLMmTOxyqdFefU+7K7aC6/PG9bzvT4vyo5+gj3H9jNDBBl0j0/xhf0UnP7QDcxA8SgROkrCOcEMcjJQ/EiEfgIAa3YyLIMju5hmGeyANTs5LscHZHSDhAwkS0gXpVasWIHGxkZceeWVyM3Nbf954YUXYpVPm5Xb18BihPfWSKvFipXb1zBDFDLoHp/iB/spOP2lG5iB4k2idJSEc4IZ5GSg+JAo/QQAjuKshH4+IKMbJGQgOULaCUqpbn8WLFgQo3j6bNj1CqpO1cDj9YT0PI/Xg6NfHMNLH25hhihk0D0+xQ/2U9/6UzcwA8WbROkoCecEM8jJQPEhUfoJAJLGpMNIswFGiE80ACPNhqQx6XE9PiCjGyRkIDmidLe1/qfN7cRNy7+PZmdr0CeLx+tBs7MVNy5biDa3kxmikEH3+EQSSTgvmEFOBiJJJJwTzCAnA5E0hs2ClOuH+W8WHuyFIQOA3f88wxbZX591jw/I6AYJGUgOXpTqxWefH8aMR+eipuEEAPT4udfA72saTmDGo3NxqO4IM0Qxg+7xiSSScF4wg5wMRJJIOCeYQU4GImmsmXak3jICRmpw3/llpNqQesuIiG4wLml8QEY3SMhAMoT07XuJ6FDdEVzy4DW4+aJZWDR1PiYNm9jlMXuq92Pl9jV46cMtMblqywz6xyeSSMJ5wQxyMhBJIuGcYAY5GYiksWbakfbdUXBXNMFZXg/fya773jLYAUdxlv8jd1F4h5Kk8QEZ3SAhA+nHi1JBaHM7sXbnJqzduQnF+UUozBmJtOQUNLe14uCJSpRX72MGEzLoHp9IIgnnBTPIyUAkiYRzghnkZCCSxrBZYC/KhL0oE966NngbXIDLB9gtsGbaI/qWu3gYH5DRDRIykF68KBWi8up92k8MZtA/PpFEEs4LZpCTgUgSCecEM8jJQCSNNTvZlItAUscHZHSDhAxkPt5TioiIiIiIiIiITMeLUkREREREREREZDpelCIiIiIiIiIiItMZSill5oBNTU3IyMjwD55i/i2t1GkPoAAYgDFQzy21mIEZJGXQPT4AqFYPAKCxsRHp6elaMgD6+wkQsh7ck8zADJ0zCOgo9hMzSBmfGYRlYD8BELIWzMAMQsYXkyHIftJ6o/NASD2Dax6fGZhBWgbd4wujfS4krIfuDLrHZwZmEEr7PEhYC2bQPz4zyMoghPZ5kLAWzMAMUsaXkqEPWi9K8Z1SzMAM+jPoHh+QWZT8lz59GXSPzwzM0CWDsI5iPyV2Bt3jM4OwDOwnAELWghmYQcj4YjIE2U/6LkoNtCJ9QaHpwzY9exCq1QNjoE3L+MzADNIy6B4fABpXVwCnvVrG7pamfgJkrIfuDLrHZwZmOJeojmI/JXwG3eMzg6wM7Cc/CWvBDMwgZXwpGYLtJ97onIiIiIiIiIiITMeLUkQUFYa535lARERhYFcTERGRJFrvKUVE8aukrg3z9jXg8pozGFfvhN0HuCzAgSwH3s0bgOeLMrE7O1l3TCKihMauJiIiIsl4USpE3ro2eOtdgNsHJFlgzbLDavKLueL8IozJGYnU5BS0tLWi4kQlyqv3mZpB9zxImINENbLBhWVbj2PK8TNwG0BSySRg5nggLQ325mZ8Zf9+jN9dhkV7GvBO7gAsnp6Lyky77tgJQfd5Ccg4NzkPFJDI6yCtqyWshYQM7CcK4DqcJWEudJ+bnAM/CfNAfmauBS9KBUF5fHBXNMFZXg/fSWeXP7cMdsBRnIWkMekwbLH5RGRykgNzJs/GoqnzUVIwocuf767ai5Xb12DDrlfQ5u6aMRp0z4OEOUh0t3zaiOVba2G1O4AFC5B0zz3AhRd2eVzSRx8BTzyBS19Yhx3rKnHX9FxsGJuuIXH/p/u8BGScm5wHCuA6yOlqCWshIQP7iQK4DmdJmAvd5ybnwE/CPJCfrrXgRak+eBtcaN18FKq5568z9J104szWWrS9fxIp1w+DNcr/0jh6yAhsLF2FgkF58Clft4+5YOg4LJv3EH42qxQ3LluIQ3VHoppB9zxImINEd8unjVj5+nFgzBhYXnsNGD4c8HW/FiguBp55Brb774dl5kw89fpBGFBYPzbD3ND9nO7zEpBxbnIeKIDrIKerJayFhAzsJwrgOpwlYS50n5ucAz8J80B+OteCNzrvhbfBhZb1h6Faej5RO1ItHrSsPwxvgytqGUYPGYE37luHvMwcGIYBq8Xa7eOsFisMw0BeZg7e/MkLGJU9PGoZdM+DhDlIdKMaXFi+tdb/l5wdO4ChQwHDAKzdrwWsVv+fDx0Ky86dQGEhlm+txcgonhuJTvd5Ccg4NzkPFMB1kNPVEtZCQgb2EwVwHc6SMBe6z03OgZ+EeSA/3WsR0kWpFStWoLi4GOnp6UhPT8fll1+OLVu2RCWINMrjQ+vmo4DLBwT7RTUKgMv/POXp4V8lQ5Cc5MDG0lVIc6TAZg3uTW02qw1pjhRsWvw0kpMcEWfQPQ8S5oCAJ7ceh8Xu8P+re1oakJQU3BOTkoC0NFhefx1WuwPLth6PWUb2U19PAvsJ6JfzQPGxDmZ0lISulrAWEjKwnyggHtbBrNdQEuZC97nJOfCTMA/kJ2EtQroolZ+fj0ceeQS7du3CBx98gOnTp+OGG27AJ598EnEQadwVTf63Mob6zckKUM0euCuaIs4wZ/JsFAzKC3pzBNisNgw7byhuvmhWxBl0z4OEOUh0JZ+3YcrxM0ia+8/+j4EE+5ecgKQkYMQI2L49F1OOn0FJXVtMcrKfgsB+8utn80DxsQ6x7igpXS1hLSRkYD9RQDysg1mvoSTMhe5zk3PgJ2EeyE/CWoR0Ueq6667D7NmzMWbMGIwdOxYPPfQQUlNTsWPHjoiDSOMsr9f6fABYNHV+j5/n7IvX58WiqfMjzqB7HiTMQaKbt78BbgPAPff0fF+Svni9wN13w20A8/Y1RDNeO/aTec8HZJybnAcKiId1iHVHSelqCWshIQP7iQLiYR3Meg0lYS50n5ucAz8J80B+EtYi7HtKeb1erFu3Dq2trbj88ssjDiKJt66t228fCIXvpBPeCN4RUpxfhJKCCT1+nrMvVosVk4ZNRHF+UdgZdM+DhDkg4PKaM/6vEr/wwp7vS9IXqxWYPBlJJZNw2fEzUc3XHfZT79hPfv1hHig+1yEWHSWhqyWshYQM7CcKiMd1iNVrKAlzofvc5Bz4SZgH8pOyFiFflNqzZw9SU1PhcDhw5513YuPGjZgwoevXBQY4nU40NTV1+pHOWx+dG7hFciO4MTkjo5KhMILj6J4HCXNAwLh6JzB+fJQONg7jT8Xuq1zZTyEch/3kP06czwPF1zqE0lGh9pOErpawFhIysJ8oIJ7WIZb9BMiYC93nJufAT8I8kJ+UtQj5otS4ceNQVlaGnTt34gc/+AFuvfVW7N27t8fHL126FBkZGe0/BQUFEQU2hTvym7cB8N88LkypySlRiZAWyXE0z4OIOUhwhlKw++C/YW40pKfD7vMfNxbYTyFgP/nF+zxQXK1DKB0VSj9J6WoJayEhA/uJAuJpHWLVTwEi5oJ/t9E+B4CQeSAActYi5ItSdrsdhYWFmDx5MpYuXYqSkhL84Q9/6PHxS5YsQWNjY/tPVVVVRIFNkRT2pxo7s4d/nJa21qhEaI7kOJrnQcQcJDhlGHBZADQ3R+eATU1wWfzHjQX2UwjYT37xPg8UV+sQSkeF0k9SulrCWkjIwH6igHhah1j1U4CIueDfbbTPASBkHgiAnLUI7Rbr3fD5fHA6e36Lt8PhgMMRX1/ZaM2yR+c4meEfp+JEZVQyVNQeCvu5uudBwhwQcCDLga/s3x+dg+3fj/2DzOsD9lMvx2E/+Y8T5/NA8b0OvXVUqP0koaslrIWEDOwnCojndYhmPwEy5kL3uck58JMwD+QnZS1CusS5ZMkSvP322zh8+DD27NmDJUuW4K233sK8efMiCiGNNTsZlsGR/UXVMtgBa3Zy2M8vr96H3VV74fV5w3q+1+dF2dFPsOdY+C9Qdc+DhDkg4N28AXDvLgM++sj/zUzh8HqBXbvgLt+NHbkDopovgP0UPPaTX3+YB4qfdYh1R0noaglrISED+4kC4mUdzHgNJWEudJ+bnAM/CfNAflLWIqSLUp9//jm+973vYdy4cZgxYwbef/99/O1vf8PMmTMjCiGRozhL6/MBYOX2NbAY4b010mqxYuX2NRFn0D0PEuYg0T1flIkkBeCJJwBLmG/VtVqBJ59EkvIfLxbYT+Y9H5BxbnIeKCAe1iHWHSWlqyWshYQM7CcKiId1MOs1lIS50H1ucg78JMwD+UlYi5BGf/rpp3H48GE4nU58/vnneOONN/rlX/gAIGlMOow0GxDqrW8MwEizIWlMesQZNux6BVWnauDxekJ6nsfrwdEvjuGlD7dEnEH3PEiYg0S3OzsZ7+QOgOeFdcCRI4DbHdoB3G7g8GF4XnwB7+QOwO4I/mWlN+ynILCf/PrZPFB8rEOsO0pKV0tYCwkZ2E8UEA/rYNZrKAlzofvc5Bz4SZgH8pOwFlG601n/Y9gsSLl+mP8mbsGesAYAu/95hi3yqW1zO3HT8u+j2dka9CbxeD1odrbixmUL0eYO/eucz6V7HiTMAQGLp+fC63LCd9VV/hvpBvuXHbcbaG6Gb+ZMeF1OLJ6eG9ugCUL3eQnIODc5DxTAdfCT0NUS1kJCBvYTBXAdzpIwF7rPTc6Bn4R5ID8Ja8GLUr2wZtqRessIGKnB3Q/eSLUh9ZYREd347VyffX4YMx6di5qGEwDQ4+c9A7+vaTiBGY/OxaG6I1HLoHseJMxBoqvMtOOu6blARQV8l14KHDvm/4Oe7lsS+P2xY/7HHzyIu6bnojKK50ai031eAjLOTc4DBXAd5HS1hLWQkIH9RAFch7MkzIXuc5Nz4CdhHshP91pE/O17/Z010460746Cu6IJzvJ6+E52vRJoGeyAozjL/1bIKFw5PtehuiO45MFrcPNFs7Bo6nxMGjaxy2P2VO/Hyu1r8NKHW2Jy5Vj3PEiYg0S3YWw6DCgs3/oZrBOKYPv2XODuu4HJk7s+uKwMePJJeF58AV6XE3fNzMOGsZG/1Zc6031eAjLOTc4DBXAd5HS1hLWQkIH9RAFch7MkzIXuc5Nz4CdhHshP51rwolQQDJsF9qJM2Isy4a1rg7fBBbh8gN0Ca6Y9om8fCFab24m1Ozdh7c5NKM4vQmHOSKQlp6C5rRUHT1SivHpfzDPongcJc5Do1o/NwK4hA7Bs63FMee45uP/8HJJKJgHjxgHp6UBTE3DgANy7y5CkgB15A3D3tJF8h1QM6T4vARnnJueBArgOcrpawlpIyMB+ogCuw1kS5kL3uck58JMwD+Snay14USpE1uxkU07O3pRX79N+cuqeBwlzkKgqM+245ubhKKlrw7x9Dbiseh/Gl5fB7gNcFmD/IAd2XJCJ54syY3ZTc+qe7vMSkHFuch4oIJHXQVpXS1gLCRnYTxTAdThLwlzoPjc5B34S5oH8zFwLXpQiorDszk7G7uzz2/+3oRSUEerXeBARUSyxq4mIiEgy3uiciKKCf8khIpKPXU1ERESS8KIUERERERERERGZzlBKKTMHbGpqQkZGhn/wFPM/PahOewAFwACMgXo+vcgMzCApg+7xAUC1egAAjY2NSE/X9y19uvsJELIe3JPMwAydMwjoKPYTM0gZnxmEZWA/ARCyFszADELGF5MhyH7Sek+pQEg9g2senxmYQVoG3eMLo30uJKyH7gy6x2cGZhBK+zxIWAtm0D8+M8jKIIT2eZCwFszADFLGl5KhD1ovSvGdUszADPoz6B4fkFmU/Jc+fRl0j88MzNAlg7COYj8ldgbd4zODsAzsJwBC1oIZmEHI+GIyBNlP+i5KDbQifUGh6cM2PXsQqtUDY6BNy/jMwAzSMugeHwAaV1cAp71axu6Wpn4CZKyH7gy6x2cGZjiXqI5iPyV8Bt3jM4OsDOwnPwlrwQzMIGV8KRmC7Sfe6JyIiIiIiIiIiEzHi1JERERERERERGQ6XpQiIiIiIiIiIiLTab3ReaiK84swJmckUpNT0NLWiooTlSiv3mdqBm9dG7z1LsDtA5IssGbZYc1OZgaTM3Av+HEe5OBaMENHuvcD58BPwjxIoXs9JKwFM/jp3gsA5wGQMQdS6F4LQP966B5fSgbuBb9EmwfxF6WSkxyYM3k2Fk2dj5KCCV3+fHfVXqzcvgYbdr2CNrczJhmUxwd3RROc5fXwnew6hmWwA47iLCSNSYdhi82bz5iBeyGA8yAH14IZOtK9HzgHfhLmQQrd6yFhLZjBT/deADgPgIw5kEL3WgD610P3+FIycC/4JfI8GEopFbWjBaGpqQkZGRnAQCsybhvT62NHDxmBjaWrUDAoDz7lg9Vi7fIYr88Li2FB1aka3LhsIQ7VHel9/MBd6FOCuwu9t8GF1s1HoZr7/jpDI82GlOuHwZppZ4YoZ4jFXgg1QyzmINQM/fWcCHwzQ2NjI9LT0/s8bqzo7icg/vak7m6QkkH3uSlhL/Tnc0JCR4XSTwD3ZH/OEG/9BHAeAPZTR7rXAtC/J/trP4Waob++doi3fgL0/h1P7CX40UNG4I371iEvMweGYXS7MABgtVhhGAbyMnPw5k9ewKjs4VHL4G1woWX9YaiWvhcGAFSLBy3rD8Pb4GKGKGbgXvDjPMjBtWCGjnTvB86Bn4R5kEL3ekhYC2bw070XAM4DIGMOpNC9FoD+9dA9vpQM3At+nIcIL0o98sgjMAwD9957b1TCBCQnObCxdBXSHCmwWYP7hKHNakOaIwWbFj/9/7N37/FR1Xf++F9nZjITyB0ISCTcIwQwoLS2lm0RrK14v2BtC99qtbJbUbv9PbSW3e12t16oa7dfq1hb1KJdRPQralkrtirKrvWOQlAuBrmFq0GTTBLIJDNzfn8ch1wnmTOX836fzOv5eOTxqGHOeb/8fN7z7niYOYPcnEDKGcxwFC1r9wFtUSDR95KZANqs48xwlBnSkIG9YOE62Mf51P0gDKjZoCWDdD9wDSwa1sGOTM0nQH4/NOwFM1ikewHgOgA61sAuvobqfhDSth/S9bVkYC9YuA6WpC9KvfPOO/j973+PqqqqlEN0d/nM81A+pCzhjYnxeX0YPfRkXHb6vJQztNcErbeu2f1wowmYTWG01wSZIQ0Z2AsWroM9nE9xDKDZoCWDdD9wDSwa1iFRmZxPgPx+aNgLZrBI9wLAdQB0rIEdfA0VR5r2Q7q+lgzsBQvXwZLURanm5mYsWLAADz74IEpKSlIO0d2i2QsRNZO74haJRrBo9sKUM4Sq60WPZwYLe8HCdUgc51Pmj2eGDtL9wDWwaFiHRGR6PgHy+6FhL5jBIt0LANcB0LEGieJrqIF/vJYM7AUL18GS1EWpxYsX4/zzz8fXv/71lAN0VzWqEtPLp8T9LGV/vB4vZoyeiqpRlUlniNS19nq3eTuiR0OI1LUyQwoZ2AsWroM9nE/9c/ts0JJBuh+4BhYN65CoTM4nQH4/NOwFM1ikewHgOgA61sAOvobqXyr7IV1fSwb2goXr0MH2RanVq1fjvffew9KlSxN6fCgUQjAY7PLTl4oR4+xG6tXEFM4TqU/fTeyYIfkM7AUL1yFxnE82zuPi2aAlg3Q/cA0sGtYhEZmeT4D8fmjYC2awSPcCwHUAdKxBouzMKDfOJ0B+P6Tra8nAXrBwHTrYuihVW1uLH/3oR3jssceQm5ub0DFLly5FUVHRiZ/y8vI+H5+fm2cnUlwFqZynPU03FGxL4TzMwF74HNchMZxPNrl4NmjJIN4PXAOLgnXojxPzCVCwHxr2ghkAKOgFgOsAqFiDRNidUa6cT4D8fkjXV5KBvWDhOnSwdVFq48aN+OSTT3D66afD5/PB5/Nhw4YNuPfee+Hz+RCJRHocs2TJEjQ2Np74qa2t7bNGc2uLvX+DOJpSOU9OSl9K2MGfwnmYgb3wOa5DYjifbHLxbNCSQbwfuAYWBevQHyfmE6BgPzTsBTMAUNALANcBULEGibA7o1w5nwD5/ZCuryQDe8HCdehg6zbvZ599NrZs2dLld9///vcxefJk3HrrrfB6e34eMhAIIBBI/KsKa47sthMp/nkO70r6WG+JPy0ZvMXJn4cZ2AsxXIfEcD7ZPI+LZ4OWDNL9wDWwaFiH/jgxnwD5/dCwF8xgke4FgOsA6FiDRNidUW6cT4D8fkjX15KBvWDhOnSwdUmroKAA06ZN6/KTl5eHoUOHYtq0aSkFianevw2ba7ciEu35t4aJiEQj2LTvQ2w5sD3pDN7SXHiG2Ru03XmGBeAtTewt+szQO/aCheuQGM6nxLl9NmjJIN0PXAOLhnXojxPzCZDfDw17wQwW6V4AuA6AjjVIBF9DJS6V/ZCuryUDe8HCdeh0jpSOzpDlG1bCYyQXzevxYvmGlSlnCFSl9jWoqR7PDBb2goXroAf3ghk6k+4HroFFwzpoIb0fGvaCGSzSvQBwHQAda6CF9F4A8vshfbyWDOwFC9fBkvJFqVdffRX33HNPykE6W7PxedR+dhDhSNjWceFIGPs+PYCn31uXcoacikIYBT7AsHmgARgFPuRUFDJDGjKwFyxch+RwPnUzgGaDlgzS/cA1sGhYB7syMZ8A+f3QsBfMYJHuBYDrAOhYg2TwNVQ3adoP6fpaMrAXLFwHi8p3SrW2h3Dp/T9AU6gl4Q0KR8JoCrXgkmXXorU9lHIGw+dB3kWjrZt2JbpBBgC/dZzhS31pmYG9EMN10IN7wQydSfcD18CiYR20kN4PDXvBDBbpXgC4DoCONdBCei8A+f2Qrq8lA3vBwnWwqJ1yH3+yB2fffSUONhwBgLiftYz9/mDDEZx995XYVbc3bRm8xX7kzx8LIz+x+8Eb+T7kzx+b1psRMgN7IYbroAf3ghk6k+4HroFFwzpoIb0fGvaCGSzSvQBwHQAda6CF9F4A8vshXV9LBvaChetg89v3nLarbi/OuP18XHb6PCyavRAzRk/t8Zgt+7dj+YaVePq9dWm5Utidt9iPgu+OR3tNEKHqekSP9qzhGRZAoKrEeutbBv42gxnYCzFcBz24F8zQmXQ/cA0sGtZBC+n90LAXzGCR7gWA6wDoWAMtpPcCkN8P6fpaMrAXLNm+DqovSgHWW9pWvfUsVr31LKpGVWLiiHEoyM1DU2sLdh7Zjer92zKewfB54K8shr+yGJG6VkQa2oC2KOD3wFvsz/g3YjCDhb1g4Trowb1ghs6k+4FrYNGwDlpI74eGvWAGi3QvAFwHQMcaaCG9F4D8fkjX15KBvWDJ5nVQf1Gqs+r92xzZjL54S3PF/w+DGdgLMVwHPbgXzNCZdD9wDSwa1kEL6f3QsBfMYJHuBYDrAOhYAy2k9wKQ3w/p+loysBcs2bYOA/d9oUREREREREREpBYvShERERERERERkeN4UYqIiIiIiIiIiBxnmKZpOlkwGAyiqKjIKp7n/C2tzGNhwARgAMZgmVtqMQMzaMogXR8AzJYwAKCxsRGFhYUiGQD5+QQo2Q/2JDMwQ9cMCmYU5xMzaKnPDMoycD4BULIXzMAMSuqryZDgfBK90XkspExx4frMwAzaMkjXV0Z8LTTsh3QG6frMwAxKia+Dhr1gBvn6zKArgxLi66BhL5iBGbTU15KhH6IXpfhOKWZgBvkM0vUBnYOSf9Mnl0G6PjMwQ48MymYU51N2Z5CuzwzKMnA+AVCyF8zADErqq8mQ4HySuyg12IvCqyc6Xjb4yE6YLWEYg30i9ZmBGbRlkK4PAI0raoBjEZHavRKaT4CO/ZDOIF2fGZihO1UzivMp6zNI12cGXRk4nywa9oIZmEFLfS0ZEp1PvNE5ERERERERERE5jheliIiIiIiIiIjIcbwoRUREREREREREjhO90bkbRepaEalvA9qjQI4H3hI/vKW5zOBwBun6AFA1qhIVI8YhPzcPza0tqDmyG9X7tzmaQcM6kB4a+oEZdGTgfCJtNPQDM+jJwBlF2kj3g3R9ZujA+eQ8XpRKgBmOor0miFB1PaJHQz3+3DMsgEBVCXIqCmH4MvPmM2aQrw8AuTkBXD7zPCyavRDTy6f0+PPNtVuxfMNKrNn4PFrbe2ZMBw3rQHpo6Adm0JGB84m00dAPzKAnA2cUaSPdD9L1maED55MsXpTqR6ShDS1r98Fsiv91htGjIRxffxit7xxF3kWj4S32M0OaM0jXB4AJw8fimcUPoXxIGaJmtNfHTDt5EpYtuAO3zluMS5Zdi111e9OaQcM6kB4a+oEZdGTgfCJtNPQDM+jJwBlF2kj3g3R9ZujA+SRvYF1iS7NIQxuan9oDszl+c3RmNofR/NQeRBramCGNGaTrA9aweunm1SgrHgHDMOD1eHt9nNfjhWEYKCsegZdveQLjS8ekLYOGdSA9NPQDM+jIwPlE2mjoB2bQk4EzirSR7gfp+szQgfNJB16UisMMR9Gydh/QFgXMRA8C0GYdZ4Z7v8rKDO6qD1hv53xm8UMoCOTB503szYU+rw8FgTw8e8PDyM0JpJxBwzqQHhr6gRl0ZOB8Im009AMz6MnAGUXaSPeDdH1m6MD5pIeti1L/9m//BsMwuvxMnjw5U9lEtdcErbfPJdocMSZgNoXRXhNkhjRkkK4PAJfPPA/lQ8oSHlYxPq8Po4eejMtOn5dyBg3roB3nUwIG0GxgBgvnk3tky4zS0A/MoCcDZ5Q7ZMt8AuT7Qbo+M3TgfNLD9julpk6dikOHDp34ee211zKRS1youl70eGbQcTwALJq9MO7ni/sTiUawaPbClDNoWAc34Hxy5nhm0JOB88ldsmFGaegHZtCTgTPKPbJhPgHy/SB9PDN04HzSw/ZFKZ/Ph5NOOunEz7BhwzKRS1SkrrXXO97bET0aQqSulRlSyCBdH7C+EnR6+ZS4ny/uj9fjxYzRU1E1qjLpDBrWwS04nxLj9tnADBbOJ/cZ6DNKQz8wg54MnFHuMtDnEyDfD9L1maED55Muti9K1dTUoKysDOPHj8eCBQuwb9++Ph8fCoUQDAa7/GgXqU/fTeyYIfkM0vUBoGLEuLRkmJjCeTSsg1twPtk4j4tnAzNYOJ/cx86M4nxiBrdn4Ixyl4E+nwD5fpCuzwwdOJ90sXVR6ktf+hIeeeQRvPDCC3jggQewe/dufPWrX0VTU1PcY5YuXYqioqITP+Xl5SmHzrj2NN0wrC2F8zCDfH0A+bl5aYlQkMp5FKyDG3A+2eTm2cAMADif3MbujOJ8Yga3Z+CMco+smE+AfD9I12eGEzifdLF1UWrevHm44oorUFVVhW9+85t4/vnn0dDQgCeffDLuMUuWLEFjY+OJn9ra2pRDZ1xOmr6U0J/CeZhBvj6A5taWtERoSuU8CtbBDTifbHLzbGAGAJxPbmN3RnE+MYPbM3BGuUdWzCdAvh+k6zPDCZxPuti71Xw3xcXFOOWUU7Bz5864jwkEAggEUv+6RCd5S/zpOU9x8udhBvn6AFBzZHdaMtQc3pX0sRrWwY04n/o5j4tnAzNYOJ/crb8ZxfnEDG7PwBnlXgNxPgHy/SBdnxk6cD7pktJltebmZnz88ccYOXJkuvKo4C3NhWdYaoPWMywAb2kuM6SQQbo+AFTv34bNtVsRiUaSOj4SjWDTvg+x5cD2pDNoWAc34nyKz+2zgRksnE/uNhBnlIZ+YAY9GTij3GsgzidAvh+k6zNDB84nXWxdlLr55puxYcMG7NmzB6+//jouvfRSeL1efOc738lUPjGBqhLR45lBx/EAsHzDSniM5K7fej1eLN+wMuUMGtZBO84n545nBj0ZOJ/cI1tmlIZ+YAY9GTij3CFb5hMg3w/SxzNDB84nPWztwv79+/Gd73wHkyZNwre+9S0MHToUb775JkpLSzOVT0xORSGMAh9g2DzQAIwCH3IqCpkhDRmk6wPAmo3Po/azgwhHwraOC0fC2PfpATz93rqUM2hYB+04nxIwgGYDM1g4n9wjW2aUhn5gBj0ZOKPcIVvmEyDfD9L1maED55Meti5KrV69GgcPHkQoFML+/fuxevVqTJgwIVPZRBk+D/IuGm3dOCzRJjEA+K3jDF/qNxxjBvn6ANDaHsKl9/8ATaGWhIdWOBJGU6gFlyy7Fq3toZQzaFgH7Tif+jsIA2o2MIOF88k9smVGaegHZtCTgTPKHbJlPgHy/SBdnxk6cD7pMTD+LTLEW+xH/vyxMPITux+8ke9D/vyxab3ZGDPI1weAjz/Zg7PvvhIHG44AQNzPH8d+f7DhCM6++0rsqtubtgwa1oH00NAPzKAjA+cTaaOhH5hBTwbOKNJGuh+k6zNDB84nHVL69r1s4C32o+C749FeE0Souh7Roz2viHqGBRCoKrHefpeBq5XMIF8fAHbV7cUZt5+Py06fh0WzF2LG6Kk9HrNl/3Ys37AST7+3Li1Xz7vTsA6kh4Z+YAYdGTifSBsN/cAMejJwRpE20v0gXZ8ZOnA+yeNFqQQYPg/8lcXwVxYjUteKSEMb0BYF/B54i/2O3PGeGeTrA9bbPFe99SxWvfUsqkZVYuKIcSjIzUNTawt2HtmN6v3bMp5BwzqQHhr6gRl0ZOB8Im009AMz6MnAGUXaSPeDdH1m6MD5JIsXpWzyluaKNwQzyNcHrK8SdWJA9UXDOpAeGvqBGXRk4HwibTT0AzPoycAZRdpI94N0fWbowPnkvIH1vi8iIiIiIiIiInIFXpQiIiIiIiIiIiLH8aIUERERERERERE5zjBN03SyYDAYRFFRkVU8z/lbWpnHwoAJwACMwTK31GIGZtCUQbo+AJgtYQBAY2MjCgsLRTIA8vMJULIf7ElmYIauGRTMKM4nZtBSnxmUZeB8AqBkL5iBGZTUV5MhwfkkeqPzWEiZ4sL1mYEZtGWQrq+M+Fpo2A/pDNL1mYEZlBJfBw17wQzy9ZlBVwYlxNdBw14wAzNoqa8lQz9EL0rxnVLMwAzyGaTrAzoHJf+mTy6DdH1mYIYeGZTNKM6n7M4gXZ8ZlGXgfAKgZC+YgRmU1FeTIcH5JHdRarAXhVdPdLxs8JGdMFvCMAb7ROozAzNoyyBdHwAaV9QAxyIitXslNJ8AHfshnUG6PjMwQ3eqZhTnU9ZnkK7PDLoycD5ZNOwFMzCDlvpaMiQ6n3ijcyIiIiIiIiIichwvShERERERERERkeN4UYqIiIiIiIiIiBwneqNzN4rUtSJS3wa0R4EcD7wlfnhLc6VjOU56HaTrM4OuDGThXlg0rIN0Bun6zEDdcS8sGtaBGXRkkK5PXXE/dKwBM2RnBl6USoAZjqK9JohQdT2iR0M9/twzLIBAVQlyKgph+Abum8+k10G6PjPoykAW7oVFwzpIZ5CuzwzUHffComEdmEFHBun61BX3Q8caMAMz8KJUPyINbWhZuw9mU/yvM4weDeH4+sNofeco8i4aDW+x38GEzpBeB+n6zKArA1m4FxYN6yCdQbo+M1B33AuLhnVgBh0ZpOtTV9wPHWvADMwA8J5SfYo0tKH5qT0wm+NvTGdmcxjNT+1BpKEtw8mcJb0O0vWZQVcGsnAvLBrWQTqDdH1moO64FxYN68AMOjJI16euuB861oAZmCGGF6XiMMNRtKzdB7RFATPRgwC0WceZ4Wgm4zlGeh2k6zODrgxk4V5YNKyDdAbp+sxA3XEvLBrWgRl0ZJCuT11xP3SsATMwQ2e2L0odOHAACxcuxNChQzFo0CCceuqpePfdd1MOok17TdB661qiGxNjAmZTGO01wYzkcpr0OkjXZwZdGfrD+dQPzifLAHpeSNdnBnuyYUa5ZS8yTcM6MIOODNL1E5UN8wlwz35kkoY1YAZm6MzWRan6+nrMmjULOTk5WLduHbZu3Yr//M//RElJScpBtAlV14ser4X0Okgfzwy6MvSF88m547XQsA7SGaSPZ4bEZcuMcsNeOEHDOjCDjgzSxyciW+YT4I79yDQNa8AMzNCZrRud33XXXSgvL8eKFStO/G7cuHEph9AmUtfa693m7YgeDSFS1+rqrxKVXgfp+sygK0N/OJ8Sx/lkcfvzQro+M9iTDTPKLXuRaRrWgRl0ZJCun6hsmE+Ae/YjkzSsATMwQ3e23im1du1afOELX8AVV1yB4cOH47TTTsODDz7Y5zGhUAjBYLDLj3aR+vTd1NDNpNdBuj4z6MrQH84nm+fhfLLO4+LnhXR9ZrDH7ozifHIvDevADDoySNdPVDbMJ8A9+5FJGtaAGZihO1sXpXbt2oUHHngAFRUV+Mtf/oIf/vCHuOmmm/Doo4/GPWbp0qUoKio68VNeXp5SYEe0p+kGdm0uvxGe9DpI12cGXRn6wflkE+eTxc3PC+n6zGCL3RnF+eRiGtaBGXRkkK6foKyYT4Br9iOjNKwBMzBDN7YuSkWjUZx++um48847cdppp2HRokW47rrr8Lvf/S7uMUuWLEFjY+OJn9ra2pQCOyInTV9K6Hf5lxtKr4N0fWbQlaEfnE82cT5Z3Py8kK7PDLbYnVGcTy6mYR2YQUcG6foJyor5BLhmPzJKwxowAzN0Y+vokSNHYsqUKV1+V1lZiX379sU9JhAIoLCwsMuPdt4Sf3rOU5ye80iRXgfp+sygK0N/OJ9snofzyTqPi58X0vWZwR67M4rzyb00rAMz6MggXT9R2TCfAPfsRyZpWANmYIbubF2UmjVrFnbs2NHldx999BHGjBmTUghtvKW58AwLpHQOz7CAa2+AFyO9DtL1mUFXhv5wPiWO88ni9ueFdH1msCcbZpRb9iLTNKwDM+jIIF0/UdkwnwD37EcmaVgDZmCGHuew8+Af//jHePPNN3HnnXdi586dWLVqFZYvX47FixenFEKjQFVqX4Ga6vFaSK+D9PHMoCtDXzifnDteCw3rIJ1B+nhmSFy2zCg37IUTNKwDM+jIIH18IrJlPgHu2I9M07AGzMAMndm6KPXFL34RzzzzDB5//HFMmzYNt912G+655x4sWLAg5SDa5FQUwijwAYbNAw3AKPAhp8Idb2Ptj/Q6SNdnBl0Z+sL5lADOJ8sAel5I12eGxGXLjHLDXjhBwzowg44M0vUTkS3zCXDHfmSahjVgBmbozPYdqS644AJs2bIFra2t2LZtG6677rqUQ2hk+DzIu2i0ddOuRDfIAOC3jjN8Lr4BXifS6yBdnxl0ZegP51NfB4HzCRhwzwvp+sxgTzbMKLfsRaZpWAdm0JFBun6ismE+Ae7Zj0zSsAbMwAyduf9ZlUHeYj/y54+Fke9L6PFGvg/588e6+uZ3vZFeB+n6zKArA1m4FxYN6yCdQbo+M1B33AuLhnVgBh0ZpOtTV9wPHWvADMwQk1jVLOYt9qPgu+PRXhNEqLoe0aOhHo/xDAsgUFVivfVtAFw97430OkjXZwZdGcjCvbBoWAfpDNL1mYG6415YNKwDM+jIIF2fuuJ+6FgDZmAGgBelEmL4PPBXFsNfWYxIXSsiDW1AWxTwe+At9rv6GxjskF4H6frMoCsDWbgXFg3rIJ1Buj4zUHfcC4uGdWAGHRmk61NX3A8da8AMzMCLUjZ5S3OzYkD1R3odpOszg64MZOFeWDSsg3QG6frMQN1xLywa1oEZdGSQrk9dcT90rAEzZGeGgfc+RCIiIiIiIiIiUo8XpYiIiIiIiIiIyHG8KEVERERERERERI4zTNM0nSwYDAZRVFRkFc9z/pZW5rEwYAIwAGOwzC21mIEZNGWQrg8AZksYANDY2IjCwkKRDID8fAKU7Ad7khmYoWsGBTOK84kZtNRnBmUZOJ8AKNkLZmAGJfXVZEhwPone6DwWUqa4cH1mYAZtGaTrKyO+Fhr2QzqDdH1mYAalxNdBw14wg3x9ZtCVQQnxddCwF8zADFrqa8nQD9GLUnynFDMwg3wG6fqAzkHJv+mTyyBdnxmYoUcGZTOK8ym7M0jXZwZlGTifACjZC2ZgBiX11WRIcD7JXZQa7EXh1RMdLxt8ZCfMljCMwT6R+szADNoySNcHgMYVNcCxiEjtXgnNJ0DHfkhnkK7PDMzQnaoZxfmU9Rmk6zODrgycTxYNe8EMzKClvpYMic4n3uiciIiIiIiIiIgcx4tSRERERERERETkOF6UIiIiIiIiIiIix4ne6NyuSF0rIvVtQHsUyPHAW+KHtzRXOpbjNKxD1ahKVIwYh/zcPDS3tqDmyG5U79/maAZp3Ac9GTTQ0A8aaFgH9qSOfdCQgb3QQcN+SNOwBuxJi4a9kM7AXuggvRcaaFgD9qRFw15oyOBkP6i/KGWGo2ivCSJUXY/o0VCPP/cMCyBQVYKcikIYvoH7xi8N65CbE8DlM8/DotkLMb18So8/31y7Fcs3rMSajc+jtb1nxoGA+6AngwYa+kEDDevAntSxDxoysBc6aNgPaRrWgD1p0bAX0hnYCx2k90IDDWvAnrRo2AsNGaT6QfVFqUhDG1rW7oPZFP+rBKNHQzi+/jBa3zmKvItGw1vsdzChMzSsw4ThY/HM4odQPqQMUTPa62OmnTwJyxbcgVvnLcYly67Frrq9ac0gjfugJ4MGGvpBAw3rwJ7UsQ8aMrAXOmjYD2ka1oA9adGwF9IZ2AsdpPdCAw1rwJ60aNgLDRkk+0HtZedIQxuan9oDszn+xnRmNofR/NQeRBraMpzMWRrWYcLwsXjp5tUoKx4BwzDg9Xh7fZzX44VhGCgrHoGXb3kC40vHpC2DNO6DngwaaOgHDTSsA3tSxz5oyMBe6KBhP6RpWAP2pEXDXkhnYC90kN4LDTSsAXvSomEvNGSQ7geVF6XMcBQta/cBbVHATPQgAG3WcWa49yt7bqNhHXJzAnhm8UMoCOTB503sjXU+rw8FgTw8e8PDyM0JpJxBGvdBTwYNNPSDBhrWgT2pYx80ZGAvdNCwH9I0rAF70qJhL6QzsBc6SO+FBhrWgD1p0bAXGjJo6AdbF6XGjh0LwzB6/CxevDjlIJ211wStt64lujExJmA2hdFeE0xrHika1uHymeehfEhZwg0a4/P6MHroybjs9HkpZ5DGfdCToT9OzCgN/aCBhnVwQ09mmoZ90JDBDb3A11DO0bAGbuhJJ2jYC+kMbugFzifnaFgDN/SkEzTshYYMGvrB1kWpd955B4cOHTrx8+KLLwIArrjiipSDdBaqrhc9XgsN67Bo9sK4nyntTyQawaLZC1POII37oCdDf5yYURr6QQMN6+CGnsw0DfugIYMbeoGvoZyjYQ3c0JNO0LAX0hnc0AucT87RsAZu6EknaNgLDRk09IOti1KlpaU46aSTTvw899xzmDBhAmbPnp1ykJhIXWuvd5u3I3o0hEhda5oSydCwDlWjKjG9fErcz5T2x+vxYsboqagaVZl0BmncBz0ZEpHpGaWhHzTQsA5u6clM0rAPGjK4pRf4GsoZGtbALT2ZaRr2QjqDW3qB88kZGtbALT2ZaRr2QkMGLf2Q9D2l2trasHLlSlxzzTUwDCPu40KhEILBYJefvkTq03PDLrffDE/DOlSMGJeWDBPTdB4J3Ac9GexKZEZxPiVHwzq4sSfTTcM+aMjgxl7IxHwCdOyHNA1r4MaezAQNeyGdwY29wPmUORrWwI09mQka9kJDBi39kPRFqWeffRYNDQ24+uqr+3zc0qVLUVRUdOKnvLy87xO3p+kGdm0uvxGegnXIz81LS4SCNJ1HBPdBTQa7EplRnE9JUrAObuzJtFOwDxoyuLEXMjKfABX7IU7BGrixJzNCwV5IZ3BjL3A+ZZCCNXBjT2aEgr3QkEFLPyR9Uerhhx/GvHnzUFZW1ufjlixZgsbGxhM/tbW1fZ84J01fCOhX+cWCiVOwDs2tLWmJ0JSm84jgPqjJYFciM4rzKUkK1sGNPZl2CvZBQwY39kJG5hOgYj/EKVgDN/ZkRijYC+kMbuwFzqcMUrAGbuzJjFCwFxoyaOkHe7dY/9zevXvx0ksv4emnn+73sYFAAIFA4l8T6C3xJxOp53mK03MeKRrWoebI7rRkqDm8Ky3nkcB90JPBjkRnFOdTcjSsg9t6MhM07IOGDG7rhUzNJ0DHfkjTsAZu68lM0bAX0hnc1gucT5mlYQ3c1pOZomEvNGTQ0g9JXVZbsWIFhg8fjvPPPz+l4r3xlubCM8zekOvOMywAb2lumhLJ0LAO1fu3YXPtVkSikaSOj0Qj2LTvQ2w5sD3pDNK4D3oy2JGpGaWhHzTQsA5u68lM0LAPGjK4rRf4GiqzNKyB23oyUzTshXQGt/UC51NmaVgDt/VkpmjYCw0ZtPSD7YtS0WgUK1aswFVXXQWfL6k3WvUrUFUierwWGtZh+YaV8BjJvSXQ6/Fi+YaVKWeQxn3QkyERmZ5RGvpBAw3r4JaezCQN+6Ahg1t6ga+hnKFhDdzSk5mmYS+kM7ilFzifnKFhDdzSk5mmYS80ZNDQD7arv/TSS9i3bx+uueaalIvHk1NRCKPAB8T/Ur/eGYBR4ENORWFGcjlNwzqs2fg8aj87iHAkbOu4cCSMfZ8ewNPvrUs5gzTug54Micj0jNLQDxpoWAe39GQmadgHDRnc0gt8DeUMDWvglp7MNA17IZ3BLb3A+eQMDWvglp7MNA17oSGDhn6wfVHqG9/4BkzTxCmnnJJy8XgMnwd5F422btqV6AYZAPzWcYbPxTfA60TDOrS2h3Dp/T9AU6gl4UYNR8JoCrXgkmXXorU9lHIGadwHPRkSkekZpaEfNNCwDm7pyUzSsA8aMrilF/gayhka1sAtPZlpGvZCOoNbeoHzyRka1sAtPZlpGvZCQwYN/aD2me0t9iN//lgY+Ym9fdTI9yF//lhX3/yuNxrW4eNP9uDsu6/EwYYjABD3M6ex3x9sOIKz774Su+r2pi2DNO6DngwaaOgHDTSsA3tSxz5oyMBe6KBhP6RpWAP2pEXDXkhnYC90kN4LDTSsAXvSomEvNGSQ7ofMfGA4TbzFfhR8dzzaa4IIVdcjerTnVTjPsAACVSXWW98GwNXz3mhYh111e3HG7efjstPnYdHshZgxemqPx2zZvx3LN6zE0++tGzBX0DvjPujJoIGGftBAwzqwJ3Xsg4YM7IUOGvZDmoY1YE9aNOyFdAb2QgfpvdBAwxqwJy0a9kJDBsl+UH1RCrDe0uavLIa/shiRulZEGtqAtijg98Bb7Hf1NzDYoWEdWttDWPXWs1j11rOoGlWJiSPGoSA3D02tLdh5ZDeq92/LeAZp3Ac9GTTQ0A8aaFgH9qSOfdCQgb3QQcN+SNOwBuxJi4a9kM7AXuggvRcaaFgD9qRFw15oyCDVD+ovSnXmLc3NigHVHw3rUL1/W9YMqXi4D3oyaKChHzTQsA7sSR37oCEDe6GDhv2QpmEN2JMWDXshnYG90EF6LzTQsAbsSYuGvdCQwcl+GHjvhSQiIiIiIiIiIvV4UYqIiIiIiIiIiBzHi1JEREREREREROQ4wzRN08mCwWAQRUVFVvE8529pZR4LAyYAAzAGy9xSixmYQVMG6foAYLaEAQCNjY0oLCwUyQDIzydAyX6wJ5mBGbpmUDCjOJ+YQUt9ZlCWgfMJgJK9YAZmUFJfTYYE55Pojc5jIWWKC9dnBmbQlkG6vjLia6FhP6QzSNdnBmZQSnwdNOwFM8jXZwZdGZQQXwcNe8EMzKClvpYM/RC9KMV3SjEDM8hnkK4P6ByU/Js+uQzS9ZmBGXpkUDajOJ+yO4N0fWZQloHzCYCSvWAGZlBSX02GBOeT3EWpwV4UXj3R8bLBR3bCbAnDGOwTqc8MzKAtg3R9AGhcUQMci4jU7pXQfAJ07Id0Bun6zMAM3amaUZxPWZ9Buj4z6MrA+WTRsBfMwAxa6mvJkOh84o3OiYiIiIiIiIjIcbwoRURERBljOPt9KkRERETkIqL3lCIiIqKBZXpdKxZsa8CZB49jUn0I/ijQ5gF2lATwRtkgPFZZjM2ludIxiYiIiEgBXpQiopRUjapExYhxyM/NQ3NrC2qO7Eb1/m3SsYjIYeMa2rBs/SHMOnQc7QbwgQmsAdAEoCAKTP40hO9/FsKiLQ3428hBuGHuSOwu9mc0E+cTEcUTqWtFpL4NaI8COR54S/zwOnjBnPOJiOKRnk+AszOKF6WIyLbcnAAun3keFs1eiOnlU3r8+ebarVi+YSXWbHwere0hgYRE5KT5HzXi/vWH0RYxsQLAvSawqZfHzTCBmwDMP3Qcb67ejevnjsSaUwrTmoXziYjiMcNRtNcEEaquR/Roz+e/Z1gAgaoS5FQUwvCl/y4nnE9EFI/0fALkZhQvShGRLROGj8Uzix9C+ZAyRM1or4+ZdvIkLFtwB26dtxiXLLsWu+r2OpySiJwy/6NGLH/xED4CcC6AvYh/w8pqANcA+HcAf4mYePDFgzBg4qlTitKShfOJiOKJNLShZe0+mE3xv6I8ejSE4+sPo/Wdo8i7aDS8aXw3J+cTEcUjPZ8A2RnFG50TUcImDB+Ll25ejbLiETAMA16Pt9fHeT1eGIaBsuIRePmWJzC+dIzDSYnICeMb2nD/+sP4CMBXAOz//Pe9v5Tp+P1+AGcCqAFw//rDGNfQlnIWziciiifS0Ibmp/bAbI7/H3ydmc1hND+1B5E0zCaA84mI4pOeT4D8jOJFKSJKSG5OAM8sfggFgTz4vIm9ydLn9aEgkIdnb3gYuTmBDCckIqfdt/4QQhET5wIIAogkeFzk88d/E0BbxMSy9YdSysH5RETxmOEoWtbuA9qiQKJfBmoCaLOOM8PxLrMnhvOJiOKRnk+Ajhll66JUJBLBz372M4wbNw6DBg3ChAkTcNttt8Hk1z0TDXiXzzwP5UPKEh5WMT6vD6OHnozLTp+XoWQWziciZ03/pBWzDh3HGlgf2Uv0glRM5PPj1gCYdeg4pte1Jp1F+3wCOKOIpLTXBK2PxNh9qpmA2RRGe00wpfqcT0QUj/R8AnTMKFsXpe666y488MADWLZsGbZt24a77roL//Ef/4H77rsv5SBEpNui2Qvjfr64P5FoBItmL0xzoq44n4ictWB7A9oN4F4k/7ZrD6zj2w1gwbaGpLNon08AZxSRlFB1vejxnE9EFI/0fAJ0zChbl8Nef/11XHzxxTj//PMBAGPHjsXjjz+Ot99+O+UgRKRX1ajKXr+BIVFejxczRk9F1ajKjH2VKOcTkbPOPHgcH8T5lr1ERQG8D+ADE/jyoeNJncMN8wngjCKSEKlr7fVbrOyIHg0hUtea1Nexcz4RUTzS8wnQM6Ns/eXmV77yFbz88sv46KOPAACbN2/Ga6+9hnnz4r9lKxQKIRgMdvkhInepGDEuLeeZmKbz9IbzichZk+pD2J6mc+0AMPmz5F6YuWE+AfZnFOcTUeoi9em5EXCyNxTmfCKieKTnE6BnRtl6p9RPf/pTBINBTJ48GV6vF5FIBHfccQcWLFgQ95ilS5fi3//931MKSUSy8nPz0nKegjSdpzecT0TOMUwT/ijQlKbzBQH4o9Z5TcOwdawb5hNgf0ZxPhGlQXvqNwEGYN2EOAmcT0QUl/B8AvTMKFvvlHryySfx2GOPYdWqVXjvvffw6KOP4le/+hUeffTRuMcsWbIEjY2NJ35qa2tTCkxEzmtubUnLeZrSdJ7ecD4ROcc0DLR5gII0na8QQJsHti9IAe6YT4D9GcX5RJQGOWn6onF/cufhfCKiuITnE6BnRtl6p9Qtt9yCn/70p/j2t78NADj11FOxd+9eLF26FFdddVWvxwQCAQQC/CpTIjerObI7Pec5vCst5+kN5xORs3aUBDD509TuhRAzGcD2Ick9F90wnwD7M4rziSh13hJ/es5TnNx5OJ+IKB7p+QTomVG2LqsdO3YMHk/XQ7xeL6LRNL31jIhUqt6/DZtrtyIStful75ZINIJN+z7ElgPpugNNT5xPRM56o2wQphnADKT27XunAZhqAG+OHJTUOdwwnwDOKCIJ3tJceIaldvHEMyyQ9E2EOZ+IKB7p+QTomVG2XkdeeOGFuOOOO/DnP/8Ze/bswTPPPINf//rXuPTSS1MKQUT6Ld+wEh4juf/09Hq8WL5hZZoTdcX5ROSsxyqLkWMCN8H6Fr1kRGEdn2Na50uW9vkEcEYRSQlUlYgez/lERPFIzydAx4yyVf2+++7D/Pnzcf3116OyshI333wz/v7v/x633XZbykGISLc1G59H7WcHEY6EbR0XjoSx79MDePq9dRlKZuF8InLW5tJc/G3kIMwHMAaA1+bx3s+PuxzA30YOwuYU/qZP+3wCOKOIpORUFMIo8AF2b1lnAEaBDzkVhSnV53wionik5xOgY0bZuihVUFCAe+65B3v37sXx48fx8ccf4/bbb4ffn57PQxKRXq3tIVx6/w/QFGpJeGiFI2E0hVpwybJr0dqennvPxMP5ROS8G+aOhN9r4AVYNytP9MKU9/PH/wWA32vghrkjU8qhfT4BnFFEUgyfB3kXjbZuBpzof/gZAPzWcYYvtZsRcz4RUTzS8wnQMaPSdMt3IsoGH3+yB2fffSUONhwBgLifP479/mDDEZx995XYVbfXsYxE5JzdxX5cP3ckTgHwBoBRn/8+3ouL2O9Hff74CgDXzx2J3SncpDOG84mI4vEW+5E/fyyM/MS+48nI9yF//tiUbiDcGecTEcUjPZ8A+Rll69v3iIh21e3FGbefj8tOn4dFsxdixuipPR6zZf92LN+wEk+/t86Rv+EjIjlrTimEARP3rz+MLRETawDcC+D9Xh47HdY9pC6H9Q6p6+aOxJpTUn/reQznExHF4y32o+C749FeE0Souh7Roz2f/55hAQSqSqyP1KThHQidcT4RUTzS8wmQnVG8KEVEtrW2h7DqrWex6q1nUTWqEhNHjENBbh6aWluw88huVO/fJh2RiBz01ClF2Dh8EJatP4SrDx3HAgP4wAR2AAjC+qjeJADTDOum5q+VDcKNc9LzDqnuOJ+IKB7D54G/shj+ymJE6loRaWgD2qKA3wNvsT+lb7FKBOcTEcUjPZ8AuRnFi1JElJLq/dv4IoqIsLvYj/MvG4Ppda1YsK0BXz50HJd9FoI/CrR5gO1DAlgxchAeqyxO6abmdnA+EVE83tJcR/4jLx7OJyKKR3o+Ac7OKF6UIiIiorTZXJqLzaUnnfhnwzRhGna/VoaIiIiIsgFvdE5EREQZwwtSRERERBQPL0oREREREREREZHjDNM0TScLNjY2ori42PqHwV4nS1uOdfp6Q4n6zMAM2jJI1++UoaGhAUVFRTIZoGA+Aar2QyyDdH1mYIY4GSRnFOcTM6ipzwwqM3A+6dkLZmAG8frKMvQ3nxy/p1RTU1PHP3ReKAnS9ZmBGbRlEK7f1NQkelFK1XxiBh31mYEZOpGcUZxPzKCyPjOoycD51AkzMIOmDNL1FWTobz45/k6paDSKgwcPoqCgAEYS95kIBoMoLy9HbW0tCgsLM5CQGdySQbo+M6Qvg2maaGpqQllZGTweuU8Vcz4xw0DKIF1/IGXQMKNSnU+A/H5I12cGZtCWgfOpg/ReaMggXZ8ZmCHdGRKdT46/U8rj8WDUqFEpn6ewsFBsc5hBVwbp+syQngyS75CK4XxihoGYQbr+QMkgPaPSNZ8A+f2Qrs8MzKAtA+dTB+m90JBBuj4zMEM6MyQyn3ijcyIiIiIiIiIichwvShERERERERERkeNcd1EqEAjg5z//OQKBADNkeQbp+sygK4MGGtaBGZhBS31m0Ed6LaTrMwMzaMsgXV8TDWshnUG6PjMwg1QGx290TkRERERERERE5Lp3ShERERERERERkfvxohQRERERERERETmOF6WIiIiIiIiIiMhxvChFRERERERERESOc9VFqTfeeANerxfnn3++47WvvvpqGIZx4mfo0KE499xzUV1d7XiWw4cP48Ybb8T48eMRCARQXl6OCy+8EC+//HLGa3deh5ycHIwYMQLnnHMO/vCHPyAajWa8fvcMnX/OPfdcR+r3l2Pnzp2O1D98+DB+9KMfYeLEicjNzcWIESMwa9YsPPDAAzh27FjG61999dW45JJLevz+1VdfhWEYaGhoyHgGbTijOJ+655CaUdLzCZCdUZxPPXE+cT51z8H5xNdQWnA+cT51z8H5lF3zyVUXpR5++GHceOON+J//+R8cPHjQ8frnnnsuDh06hEOHDuHll1+Gz+fDBRdc4GiGPXv2YObMmVi/fj3uvvtubNmyBS+88ALmzJmDxYsXO5Ihtg579uzBunXrMGfOHPzoRz/CBRdcgHA47GiGzj+PP/64I7X7yzFu3LiM1921axdOO+00/PWvf8Wdd96J999/H2+88QZ+8pOf4LnnnsNLL72U8QzUU7bPKM6nnjkkZ5TUfAI4ozTifOJ86p6D84nzSQvOJ86n7jk4n7JrPvmkAySqubkZTzzxBN59910cPnwYjzzyCP7pn/7J0QyBQAAnnXQSAOCkk07CT3/6U3z1q19FXV0dSktLHclw/fXXwzAMvP3228jLyzvx+6lTp+Kaa65xJEPndTj55JNx+umn48tf/jLOPvtsPPLII/jBD37gaAZJUjmuv/56+Hw+vPvuu136YPz48bj44othmqbjmbIdZxTnU7wcUiQzcEbpwvnE+RQvhxTOJ4rhfOJ8ipdDCueT81zzTqknn3wSkydPxqRJk7Bw4UL84Q9/EN2U5uZmrFy5EhMnTsTQoUMdqfnZZ5/hhRdewOLFi7s0aUxxcbEjOXozd+5cTJ8+HU8//bRYhmzx6aef4q9//WvcPgAAwzAcTkXZPqM4nyiGM0ofzifOJ7JwPunD+cT5RJZsnk+uuSj18MMPY+HChQCst9Q1NjZiw4YNjmZ47rnnkJ+fj/z8fBQUFGDt2rV44okn4PE4s4w7d+6EaZqYPHmyI/Xsmjx5Mvbs2eNIrc57Efu58847HandV44rrrgi4zVjfTBp0qQuvx82bNiJHLfeemvGcwC978O8efMcqa1Nts8ozqeuNMwoifkE6JlRnE8dOJ84nzrjfJKfTwBnVAznE+dTZ5xP2TmfXPHxvR07duDtt9/GM888AwDw+Xy48sor8fDDD+Oss85yLMecOXPwwAMPAADq6+vx29/+FvPmzcPbb7+NMWPGZLy+9rfrmabp2NXbznsRM2TIEEdq95Uj3lVtJ7z99tuIRqNYsGABQqGQIzV724e33nrrxIuLbMEZxfnUnYYZpWk+Ac7PKM4nC+cT51N3nE898TWUDM4nzqfuOJ96yob55IqLUg8//DDC4TDKyspO/M40TQQCASxbtgxFRUWO5MjLy8PEiRNP/PNDDz2EoqIiPPjgg7j99tszXr+iogKGYWD79u0Zr5WMbdu2OXYTuO57IUUix8SJE2EYBnbs2NHl9+PHjwcADBo0yLEsvf3779+/37H6WnBGcT51p2FGSWXQMqM4nyycT5xP3XE+yc8ngDMK4HwCOJ+643zKzvmk/uN74XAYf/zjH/Gf//mf2LRp04mfzZs3o6ysTOQb12IMw4DH48Hx48cdqTdkyBB885vfxP3334+WlpYefy759bHr16/Hli1bcPnll4tlyBZDhw7FOeecg2XLlvXaB+QszigL5xPFcEbpwflk4XyiGM4nPTifLJxPFJPN80n9O6Wee+451NfX49prr+1xtfzyyy/Hww8/jH/4h39wJEsoFMLhw4cBWG/tXLZsGZqbm3HhhRc6Uh8A7r//fsyaNQtnnHEGfvGLX6CqqgrhcBgvvvgiHnjgAWzbti3jGWLrEIlEcOTIEbzwwgtYunQpLrjgAnzve9/LeP3OGTrz+XwYNmyYI/Wl/fa3v8WsWbPwhS98Af/2b/+GqqoqeDwevPPOO9i+fTtmzpwpHTFrcEZ14HzqmaMzzijOKKdxPnXgfOqZozPOJ84np3E+deB86pmjM86nLJhPpnIXXHCBed555/X6Z2+99ZYJwNy8eXPGc1x11VUmgBM/BQUF5he/+EXzqaeeynjt7g4ePGguXrzYHDNmjOn3+82TTz7ZvOiii8xXXnkl47U7r4PP5zNLS0vNr3/96+Yf/vAHMxKJZLx+9wydfyZNmuRI/c45Lr74Ykdrdnbw4EHzhhtuMMeNG2fm5OSY+fn55hlnnGHefffdZktLS8brx/v3f+WVV0wAZn19fcYzaMAZ1VW2z6fuOaRmlPR8Mk3ZGcX5ZOF86orzifMphq+h5HE+dcX5xPkUk43zyTBN5XdXIyIiIiIiIiKiAUf9PaWIiIiIiIiIiGjg4UUpIiIiIiIiIiJyHC9KERERERERERGR43hRioiIiIiIiIiIHMeLUkRERERERERE5DhelCIiIiIiIiIiIsfxohQRERERERERETmOF6WIiIiIiIiIiMhxvChFRERERERERESO40UpF/rd736HgoIChMPhE79rbm5GTk4OzjrrrC6PffXVV2EYBj7++GN89tlnuPHGGzFp0iQMGjQIo0ePxk033YTGxsYTj//0009x7rnnoqysDIFAAOXl5bjhhhsQDAb7zXX8+HHk5eVh586dPf5sz549uPbaazFu3DgMGjQIEyZMwM9//nO0tbX1eq6dO3eioKAAxcXFCa3J3r17MWjQIDQ3N/da2zCMEz9+vx8TJ07E7bffDtM0Tzzuww8/xOWXX46xY8fCMAzcc889Pc4V+7PuP4sXL04oJ9FAl8n5BKDX59/q1av7zZXqfNqxYwfmzJmDESNGIDc3F+PHj8e//Mu/oL29vd/aTs0nADhw4AAWLlyIoUOHYtCgQTj11FPx7rvv9puRKBtkej7FfPrppxg1ahQMw0BDQ0O/uVKdT6+++iouvvhijBw5Enl5eZgxYwYee+yxhNbEqfkUiUTws5/9rMu/x2233dblPETZLNPz6Z133sHZZ5+N4uJilJSU4Jvf/CY2b96cULZx48bhpZde6vH7RGvfdNNNmDlzJgKBAGbMmJHYgvRTG+j632VerxdlZWW49tprUV9ff+Ixra2tuPrqq3HqqafC5/Phkksu6XGe2Hp2/zl8+LCtrJQ8n3QAsm/OnDlobm7Gu+++iy9/+csAgP/93//FSSedhLfeegutra3Izc0FALzyyisYPXo0JkyYgA8++AAHDx7Er371K0yZMgV79+7FP/zDP+DgwYN46qmnAAAejwcXX3wxbr/9dpSWlmLnzp1YvHgxPvvsM6xatarPXC+++CLGjBmDiRMn9viz7du3IxqN4ve//z0mTpyIDz74ANdddx1aWlrwq1/9qstj29vb8Z3vfAdf/epX8frrrye0Jn/6058wZ84c5Ofnx33MSy+9hKlTpyIUCuG1117DD37wA4wcORLXXnstAODYsWMYP348rrjiCvz4xz/u9RzvvPMOIpHIiX/+4IMPcM455+CKK65IKCfRQJfJ+RSzYsUKnHvuuSf+OZGL16nOp5ycHHzve9/D6aefjuLiYmzevBnXXXcdotEo7rzzzj5rOzWf6uvrMWvWLMyZMwfr1q1DaWkpampqUFJS0u/6EGUDJ+YTAFx77bWoqqrCgQMHEsqV6nx6/fXXUVVVhVtvvRUjRozAc889h+9973soKirCBRdc0Gdtp+bTXXfdhQceeACPPvoopk6dinfffRff//73UVRUhJtuuimhdSIayDI5n5qbm3Huuefioosuwm9/+1uEw2H8/Oc/xze/+U3U1tYiJycnbq7q6mrU19dj9uzZPf7s4MGDCc/Ga665Bm+99Raqq6sTXpO+asf84he/wHXXXYdIJIKPPvoIixYtwk033YT/+q//AmBdEB80aBBuuukmrFmzps96O3bsQGFh4Yl/Hj58eMJZKUUmudLIkSPNpUuXnvjnn/zkJ+bixYvNyspK85VXXjnx+6997WvmVVddFfc8Tz75pOn3+8329va4j/nNb35jjho1qt9M11xzjXnrrbcmlN80TfM//uM/zHHjxvX4/U9+8hNz4cKF5ooVK8yioqKEzjV37lzzgQce6PXPdu/ebQIw33///S6/P/vss83rr7++12PGjBlj/t//+3/7rfujH/3InDBhghmNRhPKSZQNMjmfAJjPPPOM7Uzpmk+d/fjHPzb/7u/+rt9zOTWfbr311oTyEGWzTL9++u1vf2vOnj3bfPnll00AZn19fb+ZMjGfzjvvPPP73/9+v+dyaj6df/755jXXXNPld5dddpm5YMGCfjMSZYtMzad33nnHBGDu27fvxGOqq6tNAGZNTU2fmX7xi1+YV155ZcL/Dn39t+XPf/5zc/r06Qmfq7/avc2b2267zZwyZUqvj7/qqqvMiy++uMfvX3nllYTnNWUGP77nUnPmzMErr7xy4p9feeUVnHXWWZg9e/aJ3x8/fhxvvfUW5syZE/c8jY2NKCwshM/X+5vmDh48iKeffrrPK9QAEI1G8dxzz+Hiiy9O+N+hsbERQ4YM6fK79evX4//9v/+H+++/P+HzNDQ04LXXXsNFF12U8DHvvvsuNm7ciC996UsJH9NdW1sbVq5ciWuuuQaGYSR9HqKBJtPzafHixRg2bBjOOOMM/OEPf+j34x/pmk+d7dy5Ey+88EK/s9HJ+bR27Vp84QtfwBVXXIHhw4fjtNNOw4MPPmjrHEQDXSbn09atW/GLX/wCf/zjH+HxJPYSOxPzKdHHODmfvvKVr+Dll1/GRx99BADYvHkzXnvtNcybN8/WeYgGskzNp0mTJmHo0KF4+OGH0dbWhuPHj+Phhx9GZWUlxo4d22emtWvX2p5Pff23pR12ax84cAD//d//nfR/382YMQMjR47EOeecg7/97W9JnYOSJH1VjJLz4IMPmnl5eWZ7e7sZDAZNn89nfvLJJ+aqVavMr33ta6Zpmif+lm7v3r29nqOurs4cPXq0+U//9E89/uzb3/62OWjQIBOAeeGFF5rHjx/vM8/f/vY3c/jw4WYkEkkof01NjVlYWGguX778xO+OHj1qlpeXmxs2bDBN00z4nVKPPfaY+YUvfCHun8f+pm/QoEFmXl6emZOTYwIwFy1aFPeYRN4p9cQTT5her9c8cOBAvxmJskkm59MvfvEL87XXXjPfe+8985e//KUZCATM3/zmN33mScd8ijnzzDPNQCBwYob0d04n51MgEDADgYC5ZMkS87333jN///vfm7m5ueYjjzzSZ0aibJKp+dTa2mpWVVWZ//Vf/2WaZuJ/857O+RTzxBNPmH6/3/zggw/6PJeT8ykSiZi33nqraRiG6fP5TMMwzDvvvLPPfETZJpOvn7Zs2WJOmDDB9Hg8psfjMSdNmmTu2bOnzzz79+83/X5/wu8g6uu/LU3T3julEqk9ZswY0+/3m3l5eWZubq4JwPzSl74U95h475Tavn27+bvf/c589913zb/97W/m97//fdPn85kbN25MKCuljhelXKqmpsYEYL7++uvmn//85xNvUzxw4IAZCATM48ePmz/72c/M8ePH93p8Y2OjecYZZ5jnnnuu2dbW1uPPDx06ZG7bts3805/+ZE6ZMsX84Q9/2Geen/zkJz3elh3P/v37zQkTJpjXXnttl99feumlXd6+nuhFqW9961vmL37xi7h/HntRtXbtWrOmpsbcunWr+eSTT5ojRoyI+3b5RC5KfeMb3zAvuOCCfvMRZZtMz6fOfvazn/X78eJ0zKeYffv2mR9++KG5atUq8+STTzbvuuuuPs/n5HzKyckxzzzzzC6/u/HGG80vf/nLfWYkyiaZmk8//vGPu3zMJNGLUumcT6ZpmuvXrzcHDx5sPvroo/2ez8n59Pjjj5ujRo0yH3/8cbO6utr84x//aA4ZMoQXzYk6ydR8OnbsmHnGGWeY3/ve98y3337bfOONN8zLL7/cnDp1qnns2LG4eX7729+ac+fOTSh7Iq/d7FyUSqT2mDFjzH/+5382a2pqzI8++sh8+eWXzS996UvmV77yFTMcDvd4fLyLUr352te+Zi5cuDChx1LqeFHKxUaNGmXecccd5s0339zlotHEiRPNl19+2fy7v/s78wc/+EGP44LBoHnmmWeaZ599dr/vgDJN0/zf//1fE4B58ODBuI+ZPHmy+eyzz/Z7rgMHDpgVFRXm//k//6fH3woWFRWZXq/3xI/H4zEBmF6v13z44Yd7PV8oFDILCwvNTZs2xa0Z754IS5cuNX0+X69r0N9FqT179pgejyehf2eibOTUfHruuedMAGZra2vcx6RjPvXmv/7rv8xBgwb1+sLHNJ2fT6NHj+7xH6u//e1vzbKysn7/XYiySSbm0/Tp002Px9Pra5h//dd/jZslnfPp1VdfNfPy8szf//73/Z7P6fk0atQoc9myZV1+d9ttt5mTJk3qNytRNsnEfHrooYd6vCMzFAqZgwcPNh9//PG4Wc4991zznnvu6Tdzoq/d7FyUSqR2b/PmjTfeMAGYL774Yo/H27kodfPNN/Mv9RzEb99zsTlz5uDVV19FfX09brnllhO//9rXvoZ169bh7bffxg9/+MMuxwSDQXzzm99EIBDA2rVrT3yLQ1+i0SgAIBQK9frnNTU12Lt3L84555w+z3PgwAHMmTMHM2fOxIoVK3rcb+GNN97o8s12f/rTn3DXXXfh9ddfx8knn9zrOV999VWUlJRg+vTp/f57dOf1ehEOh9HW1pbQOnS2YsUKDB8+HOeff77tukTZwKn5tGnTJpSUlCAQCPT65+maT72JRqNob29HNBqF1+vt8edOz6dZs2Zhx44dXX730UcfYcyYMbbrEw1kmZhPa9aswfHjx0/88zvvvINrrrkG//u//4sJEyb0miOd8+nVV1/FBRdcgLvuuguLFi3qdw2cnk/Hjh3rkdvr9Z54jUlElkzMp9jzr/M9cGP/HO852NzcjFdeeQUPPPBAn3mTee3Wn0Rr9yb2eqzzPE7Gpk2bMHLkyJTOQYnjRSkXmzNnDhYvXoz29vYuN9udPXs2brjhBrS1tXW5CV4wGMQ3vvENHDt2DCtXrkQwGEQwGAQAlJaWwuv14vnnn8eRI0fwxS9+Efn5+fjwww9xyy23YNasWXFvhPenP/0JX//61zF48OC4WQ8cOICzzjoLY8aMwa9+9SvU1dWd+LOTTjoJAFBZWdnlmHfffRcejwfTpk2Le961a9cmfIPOTz/9FIcPH0Y4HMaWLVvwm9/8BnPmzDnx1Z9tbW3YunXrif994MABbNq0Cfn5+V2+pjkajWLFihW46qqr0nITP6KBKBPz6b//+79x5MgRfPnLX0Zubi5efPFF3Hnnnbj55pvj5kjXfHrssceQk5ODU089FYFAAO+++y6WLFmCK6+8Mu5XKTs9n3784x/jK1/5Cu68805861vfwttvv43ly5dj+fLlCWUgyhaZmE/dLzwdPXoUgPXapri4uNcc6ZpPr7zyCi644AL86Ec/wuWXX47Dhw8DAPx+f9ybnTs9ny688ELccccdGD16NKZOnYr3338fv/71r3HNNdcklIEoW2RiPp1zzjm45ZZbsHjxYtx4442IRqP45S9/CZ/PF/eG6S+88AJOOeWUPm+EnkhtwPpymObmZhw+fBjHjx/Hpk2bAABTpkyB3+9PqnZMU1MTDh8+DNM0UVtbi5/85CcoLS3FV77ylROP2bp1K9ra2vDZZ5+hqanpRP0ZM2YAAO655x6MGzcOU6dORWtrKx566CGsX78ef/3rX/utT2ki/VYtSl7sbdWTJ0/u8vs9e/aYAHq8JTp2f4Pefnbv3m2apnUvgjPPPNMsKioyc3NzzYqKCvPWW2/t854If/d3f2c++OCDfWZdsWJF3Np9HdPfPaXKy8t7fXtmZ7F1iv14vV5z1KhR5nXXXWd+8skncR8X+5k9e3aX8/3lL38xAZg7duzosy5RNsvEfFq3bp05Y8YMMz8/38zLyzOnT59u/u53v+vzo3bpmk+rV682Tz/99BO1p0yZYt555519vk1dYj7993//tzlt2jQzEAiYkydP7vNmyETZKhPzqbtE7imVrvl01VVXJTQfOnN6PgWDQfNHP/qROXr0aDM3N9ccP368+c///M9mKBTqMwNRtsnUfPrrX/9qzpo1yywqKjJLSkrMuXPnmm+88UbcHAsXLjT/+Z//uc+sidaePXu2rfmZSG3TtD6+1/l8paWl5nnnndfjI8fdH9d9ht51113mhAkTzNzcXHPIkCHmWWedZa5fv77f+pQ+hmn2813aRH04evQoRo4cif3792PEiBGO1n7vvfcwd+5c1NXVxX2nAhFlL84nItKK84mItAqHwxgxYgTWrVuHM844I2tqk5z+b5pB1IfPPvsMv/71rx1/QQVYQ+u+++7jCyoi6hXnExFpxflERFp99tln+PGPf4wvfvGLWVWb5PCdUkRERERERERE5Di+U4qIiIiIiIiIiBzHi1JEREREREREROQ4XpQiIiIiIiIiIiLH8aIUERERERERERE5jheliIiIiIiIiIjIcbwoRUREREREREREjuNFKSIiIiIiIiIichwvShERERERERERkeN4UYqIiIiIiIiIiBzHi1JEREREREREROQ4XpQiIiIiIiIiIiLH8aIUERERERERERE5jheliIiIiIiIiIjIcbwoRUREREREREREjvM5XTAajeLgwYMoKCiAYRhOlycihUzTRFNTE8rKyuDxyF0r53wiot5omFGcT0TUG84nItIq0fnk+EWpgwcPory83OmyROQCtbW1GDVqlFh9zici6ovkjOJ8IqK+cD4RkVb9zSfHL0oVFBR0/MNgr9PlgWMR2frMwAzaMkjX75Shy3wQID6fAFX7IZZBuj4zMEOcDJIzivOJGdTUZwaVGTif9OwFMzCDeH1lGfqbT45flDrxls7BXhR9v8Lp8gg+shNmSxhGng+FV090vD4zMIO2DNL1AaBxRQ1wLCL+lm/p+QTo2A/pDNL1mYEZutMwozifmEFLfWbQlYHzyaJhL5iBGbTU15Ih0fnEG50TEREREREREZHjeFGKiIiIiIiIiIgcx4tSRERERERERETkOMfvKZWKqlGVqBgxDvm5eWhubUHNkd2o3r/N0QyRulZE6tuA9iiQ44G3xA9vaS4zOJxBQy8QdaahJ6Wfl8zQQUM/EHUm3ZManpfMYJHuBaLuNPSk9HNTur6WDBp6gZyn/qJUbk4Al888D4tmL8T08ik9/nxz7VYs37ASazY+j9b2UEYymOEo2muCCFXXI3q0Zw3PsAACVSXIqSiE4cvMm8+YQUcvEHWmoSeln5fM0EFDPxB1Jt2TGp6XzGCR7gWi7jT0pPRzU7q+lgwaeoFkqb4oNWH4WDyz+CGUDylD1Iz2+phpJ0/CsgV34NZ5i3HJsmuxq25vWjNEGtrQsnYfzKZw3MdEj4ZwfP1htL5zFHkXjYa32M8Mac6goReIOtPQk9LPS2booKEfiDqT7kkNz0tmsEj3AlF3GnpS+rkpXV9LBg29QPLU3lNqwvCxeOnm1SgrHgHDMOD1eHt9nNfjhWEYKCsegZdveQLjS8ekLUOkoQ3NT+2B2Rz/idqZ2RxG81N7EGloY4Y0ZtDQC0SdaehJ6eclM3TQ0A9EnUn3pIbnJTNYpHuBqDsNPSn93JSuryWDhl4gHWxflPqf//kfXHjhhSgrK4NhGHj22WfTHio3J4BnFj+EgkAefN7E3szl8/pQEMjDszc8jNycQMoZzHAULWv3AW1RwEz0IABt1nFmuPcrvcxgj4ZeIPfgfOrrIAyo2aAlg4Z+IHdwYj4B8j2p4XnJDBbpXiD3yJb5BMg/N6Xra8mgoRdID9sXpVpaWjB9+nTcf//9mcgDALh85nkoH1KWcIPG+Lw+jB56Mi47fV7KGdprgtZbGRN9osaYgNkURntNkBnSkEFDL5B7cD71YwDNBi0ZNPQDuYMT8wmQ70kNz0tmsEj3ArlHtswnQP65KV1fSwYNvUB62L4oNW/ePNx+++249NJLM5EHALBo9sK4nyntTyQawaLZC1POEKquFz2eGSwaeoHcg/PJmeOZoYOGfiB3cGI+AfI9qeF5yQwW6V4g98iW+QTIPzelj9eSQUMvkB7q7ilVNaoS08unxP1MaX+8Hi9mjJ6KqlGVSWeI1LX2+u0DdkSPhhCpa2WGFDJo6AWizjT0pPTzkhk6aOgHos6ke1LD85IZLNK9QNSdhp6Ufm5K19eSQUMvkC4ZvygVCoUQDAa7/PSlYsS4tNSdmMJ5IvXpu4kdMySfQUMv0MDG+cQMqWTQ0A80cNmdT4B8T2p4XjKDRboXaGBz43wC5J+b0vW1ZNDQC6RLxi9KLV26FEVFRSd+ysvL+3x8fm5eWuoWpHKe9tRv3gbAunkcMySdQUUv0IDG+cQMqWRQ0Q80YNmdT4CCnlTwvGQGi3gv0IDmyvkEyD83pesryaCiF0iVjF+UWrJkCRobG0/81NbW9vn45taWtNRtSuU8OWlaFn8K52EGHb1AAxrnEzOkkkFFP9CAZXc+AQp6UsHzkhks4r1AA5or5xMg/9yUrq8kg4peIFXs3e4+CYFAAIFA4l/ZWHNkd1rq1hzelfSx3hJ/WjJ4i5M/DzPo6AUa2DifmCGVDBr6gQYuu/MJkO9JDc9LZrBI9wINbG6cT4D8c1O6vpYMGnqBdLF9ibO5uRmbNm3Cpk2bAAC7d+/Gpk2bsG/fvrQEqt6/DZtrtyISjSR1fCQawaZ9H2LLge1JZ/CW5sIzzN6g7c4zLABvaS4zpJBBQy+Qu3A+Jcbts0FLBg39QO6R6fkEyPekhuclM1ike4HcJRvmEyD/3JSuryWDhl4gXWxflHr33Xdx2mmn4bTTTgMA/H//3/+H0047Df/6r/+atlDLN6yEx0juLYFejxfLN6xMOUOgqkT0eGawaOgFcg/OJ2eOZ4YOGvqB3MGJ+QTI96SG5yUzWKR7gdwjW+YTIP/clD5eSwYNvUB62O6Es846C6Zp9vh55JFH0hZqzcbnUfvZQYQjYVvHhSNh7Pv0AJ5+b13KGXIqCmEU+ADD5oEGYBT4kFNRyAxpyKChF8g9OJ/6MYBmg5YMGvqB3MGJ+QTI96SG5yUzWKR7gdwjW+YTIP/clK6vJYOGXiA9Mn6j82S0todw6f0/QFOoJeFGDUfCaAq14JJl16K1PZRyBsPnQd5Fo62buCX6hDUA+K3jDF/qS8sMOnqBqDMNPSn9vGSGDhr6gagz6Z7U8LxkBot0LxB1p6EnpZ+b0vW1ZNDQC6SHyotSAPDxJ3tw9t1X4mDDEQCI+5nT2O8PNhzB2XdfiV11e9OWwVvsR/78sTDyE7sfvJHvQ/78sSnd+I0ZetLQC0SdaehJ6eclM3TQ0A9EnUn3pIbnJTNYpHuBqDsNPSn93JSuryWDhl4gHTL+7Xup2FW3F2fcfj4uO30eFs1eiBmjp/Z4zJb927F8w0o8/d66jFwx9Rb7UfDd8WivCSJUXY/o0Z41PMMCCFSVWG+FTMOVY2boSUMvEHWmoSeln5fM0EFDPxB1Jt2TGp6XzGCR7gWi7jT0pPRzU7q+lgwaeoHkqb4oBVhv7Vv11rNY9dazqBpViYkjxqEgNw9NrS3YeWQ3qvdvy3gGw+eBv7IY/spiROpaEWloA9qigN8Db7E/pW8fYIbEaegFos409KT085IZOmjoB6LOpHtSw/OSGSzSvUDUnYaelH5uStfXkkFDL5As9RelOqvev028Kb2luY48OZmhbxp6gagzDT0p/bxkhg4a+oGoM+me1PC8ZAaLdC8QdaehJ6Wfm9L1tWTQ0AvkPLX3lCIiIiIiIiIiooGLF6WIiIiIiIiIiMhxvChFRERERERERESOM0zTNJ0sGAwGUVRUZBXPc/6WVuaxMGACMABjsMwttZiBGTRlkK4PAGZLGADQ2NiIwsJCkQyA/HwClOwHe5IZmKFrBgUzivOJGbTUZwZlGTifACjZC2ZgBiX11WRIcD6J3ug8FlKmuHB9ZmAGbRmk6ysjvhYa9kM6g3R9ZmAGpcTXQcNeMIN8fWbQlUEJ8XXQsBfMwAxa6mvJ0A/Ri1J8pxQzMIN8Bun6gM5Byb/pk8sgXZ8ZmKFHBmUzivMpuzNI12cGZRk4nwAo2QtmYAYl9dVkSHA+yV2UGuxF4dUTHS8bfGQnzJYwjME+kfrMwAzaMkjXB4DGFTXAsYhI7V4JzSdAx35IZ5CuzwzM0J2qGcX5lPUZpOszg64MnE8WDXvBDMygpb6WDInOJ97onIiIiIiIiIiIHMeLUkRERERZwnD2+22IiIjIxZx43SB6TykiIiIiypzpda1YsK0BZx48jkn1IfijQJsH2FESwBtlg/BYZTE2l+ZKxyQiIiIFJF438KKUTZG6VkTq24D2KJDjgbfED6/DL+Y0ZKgaVYmKEeOQn5uH5tYW1BzZjer927KmPpFGGmaDhgwa5oOGDJTdxjW0Ydn6Q5h16DjaDSBn+gzgnMlAQQH8TU04dft2TN68CYu2NOBvIwfhhrkjsbvYn7E8Gp4TzKAnA1FnGnpSOoN0fWag7q8bPjCBNQCaABREgcmfhvD9z0IZed3Ai1IJMMNRtNcEEaquR/RoqMefe4YFEKgqQU5FIQxfZj4RqSFDbk4Al888D4tmL8T08ik9/nxz7VYs37ASazY+j9b2nhndXp9IIw2zQUMGDfNBQwYiAJj/USPuX38YXn8AuPpq5Nx0E3DaaT0el/P++8C99+JLT6zGm6t34/q5I7HmlMK05dDwnGAGPRmIOtPQk9IZpOszA8XEXje0RUysAHCvCWzq5XEzTOAmAPMPHU/r6wbeU6ofkYY2NK3ahePrD/f6H1sAED0awvH1h9G0ahciDW0DMsOE4WPx9r/8GcsW3IFpJ0/q9THTTp6EZQvuwNv/8meMLx0zoOoTaaRhNmjIoGE+aMhABFgvLJe/eAg54yfCt3Ub8Ic/AFVVvT+4qgr4wx/g27oNOeMm4MEXD2L+R41pyaHhOcEMejIQdaahJ6UzSNdnBoqJvW7YHTFxKoBrAFTHeWz1539+KoA9ETNtrxt4UaoPkYY2ND+1B2ZzOKHHm81hND+1J63/0aUhw4ThY/HSzatRVjwChmHA6/H2+jivxwvDMFBWPAIv3/JE2oaGdH0ijTTMBg0ZNMwHDRmIAGB8QxvuX38YqKiA5803gZNPBgwD8Pbek/B6rT8/+WR43noLmDgR968/jHEpPkc1PCeYQU8Gos409KR0Bun6zEAxsdcNHwH4CoD9n/8+Gufxsd/vB3AmgBogLa8bbF2UWrp0Kb74xS+ioKAAw4cPxyWXXIIdO3akFEArMxxFy9p9QFsUSPSG8yaANus4MxxvK92VITcngGcWP4SCQB583sQ+7enz+lAQyMOzNzyM3JyAq+uTe3A+9XcQOJ+Q/vmgIQO5gxMz6r71h+DxB+D561+BggIgJyexA3NygIICeF58EV5/AMvWH0o6g4bnBDPoyUDu4NRrKA09KZ1Buj4zUGf3rT+EUMTEuQCCACIJHhf5/PHfBNAWMVN63QDYvCi1YcMGLF68GG+++SZefPFFtLe34xvf+AZaWlpSCqFRe00QZlM48f/YijEBsymM9prggMhw+czzUD6kLOFhEePz+jB66Mm47PR5rq5P7sH5lADOJwDpnQ8aMpA7ZHpGTf+kFbMOHUfOld8GxoxJ/IJUTE4OMHYsfN+6ErMOHcf0utakcmh4TjCDngzkDk69htLQk9IZpOszA8XEXjesAbAXiV+Qiol8ftwaIKXXDYDNi1IvvPACrr76akydOhXTp0/HI488gn379mHjxo1JB9AqVF0veryWDItmL0TUTO4dDZFoBItmL3R1fXIPzifnjteSQcN80JCB3CHTM2rB9ga0GwBuugmIJvlOxEgEuPFGtBvAgm0NSZ1Cw3OCGfRkIHdw6jWUhp6UziBdnxkoJva64V4kf08nD6zjU3ndEDtP0hobrZtaDRkyJJXTqBOpa417w95ERY+GEEnhaqGGDFWjKjG9fErcz/f2x+vxYsboqagaVenK+uRunE/xcT6lZz5oyEDule4ZdebB48iZPsP6lr1495Dqj9cLzJyJnOkz8OVDx20fruE5wQx6MpB7ZeI1lIaelM4gXZ8ZqLMzDx7HB59/y16yN9WIAngfwAcmknrdEJP0RaloNIp//Md/xKxZszBt2rS4jwuFQggGg11+tIvUp+cmvKnczFdDhooR49KSYWKS55GuT+7F+ZTAeTifAKQ2HzRkIHdKZEbZnU+T6kPA5MnpCThpEiZ/Zv/Cs4bnBDPoyUDulIn5BOjoSekM0vWZgTqbVB/C9jSdaweQ1OuGmKQvSi1evBgffPABVq9e3efjli5diqKiohM/5eXlyZZ0TnvqN+AFYN0A2MUZ8nPz0hKhIMnzSNcn9+J8SgDnE4DU5oOGDOROicwoO/PJME34o7Bubp4OhYXwR63z2qHhOcEMejKQO6V7PsVo6EnpDNL1mYFiYq8bmtJ0viCQ1OuGmKQuSt1www147rnn8Morr2DUqFF9PnbJkiVobGw88VNbW5tUUEflpPSpxg7+FM6jIENza3pubtiU5Hmk65M7cT4liPMJQGrzQUMGcp9EZ5Sd+WQaBto8AJrS9PIyGESbxzqvHRqeE8ygJwO5TybmU4yGnpTOIF2fGSgm9rohTX+VhUIgqdcNMbZud2+aJm688UY888wzePXVVzFuXP9vmQsEAggE3PWVjd4Sf3rOU5z8eTRkqDmyOy0Zag7vcmV9chfOJ5vn4XyyzpPCfNCQgdzD7oyyO592lARw6vY0vRF/+3ZsH2J/Nmp4TjCDngzkHpmeT4COnpTOIF2fGaizHSUBTP40tXvExkwGknrdEGPrr6kXL16MlStXYtWqVSgoKMDhw4dx+PBhHD+e/E2tNPKW5sIzLLX/UPUMC8BbmuvqDNX7t2Fz7VZEona/INISiUawad+H2HIguRfJ0vXJXTifEsf5lJ75oCEDuUemZ9QbZYPQvnkT8P771rfoJSMSATZuRHv1Zrw5cpDtwzU8J5hBTwZyDydeQ2noSekM0vWZgTp7o2wQphnADKT27XunAZhqIKnXDZ3Pk7AHHngAjY2NOOusszBy5MgTP0888UTSAbQKVJWIHq8lw/INK+ExkmtTr8eL5RtWuro+uQfnk3PHa8mgYT5oyEDukOkZ9VhlMXJMAPfeC3iSfHnp9QL33Ycc0zpfMjQ8J5hBTwZyB6deQ2noSekM0vWZgWJirxtuQmrfvncTkNLrBsDmRSnTNHv9ufrqq5MOoFVORSGMAh9g92ORBmAU+JBTUTggMqzZ+DxqPzuIcCRs67hwJIx9nx7A0++tc3V9cg/OpwRwPgFI73zQkIHcIdMzanNpLv42chDCT6wG9u4F2tvtnaC9HdizB+Enn8DfRg7C5iTfyajhOcEMejKQOzj1GkpDT0pnkK7PDBQTe90wH8AYAF6bx3s/P+5yIKXXDUAK37430Bk+D/IuGm3diDfR/+gyAPit4wxf6kurIUNrewiX3v8DNIVaEh4a4UgYTaEWXLLsWrS2p/Y5Ven6RBppmA0aMmiYDxoyEMXcMHckIm0hRL/xDeum54lemGpvB5qaED3nHETaQrhh7sikM2h4TjCDngxEnWnoSekM0vWZgTq7Ye5I+L0GXoB1s/JEL0x5P3/8XwD4vUZKrxsAXpTqk7fYj/z5Y2HkJ3Y/eCPfh/z5Y1O6ea/GDB9/sgdn330lDjYcAYC4n/+N/f5gwxGcffeV2FW3d0DUJ9JIw2zQkEHDfNCQgQgAdhf7cf3ckUBNDaJf+hJw4ID1B/HuMRX7/YED1uN37sT1c0did4rPUQ3PCWbQk4GoMw09KZ1Buj4zUEzsdcMpAN4AEPvOzXgXiWK/H/X54yuAtLxusPXte9nIW+xHwXfHo70miFB1PaJHe16V9QwLIFBVYn2cJQ1/+68xw666vTjj9vNx2enzsGj2QswYPbXHY7bs347lG1bi6ffWpf3qtXR9Io00zAYNGTTMBw0ZiABgzSmFMGDi/vUfwzulEr5vXQnceCMwc2bPB2/aBNx3H8JPPoFIWwjXn1OGNaek/tFaQMdzghn0ZCDqTENPSmeQrs8MFNPxuuEwtkRMrAFwL4D3e3nsdFj3kLoc1jukrps7Mi2vG3hRKgGGzwN/ZTH8lcWI1LUi0tAGtEUBvwfeYn9K3yDlpgyt7SGseutZrHrrWVSNqsTEEeNQkJuHptYW7DyyG9X7tw3o+kQaaZgNGjJomA8aMhABwFOnFGHj8EFYtv4QZj36KNr/+Chyps8AJk0CCguBYBDYsQPtmzchxwTeLBuEG+eMS/lvOrvT8JxgBj0ZiDrT0JPSGaTrMwPFdH7dcPWh41hgAB+YwA4AQVgf1ZsEYJph3dT8tbJBuHFO6u+QiuFFKZu8pbmO/AeW9gzV+7eJDgjp+kQaaZgNGjJomA8aMlB2213sx/mXjcH0ulYs2NaAL+/fhsnVm+CPAm0eYPuQAN6cVozHKotTujlpojQ8J5hBTwaizjT0pHQG6frMQD1eNxw6jss+C3V53bBi5KCMvG7gRSkiIiKiAWpzaS42l5504p8N04Rp2P3aTCIiIsoGEq8beKNzIiIioizBC1JERESUKCdeN/CiFBEREREREREROc4wTdN0smAwGERRUZFVPM/5Tw+ax8KACcAAjMEyn15kBmbQlEG6PgCYLWEAQGNjIwoL0/PNT8mQnk+Akv1gTzIDM3TNoGBGcT4xg5b6zKAsA+cTACV7wQzMoKS+mgwJzifRe0rFQsoUF67PDMygLYN0fWXE10LDfkhnkK7PDMyglPg6aNgLZpCvzwy6Mighvg4a9oIZmEFLfS0Z+iF6UYrvlGIGZpDPIF0f0Dko+Td9chmk6zMDM/TIoGxGcT5ldwbp+sygLAPnEwAle8EMzKCkvpoMCc4nuYtSg70ovHqi42WDj+yE2RKGMdgnUp8ZmEFbBun6ANC4ogY4FhGp3Suh+QTo2A/pDNL1mYEZulM1ozifsj6DdH1m0JWB88miYS+YgRm01NeSIdH5xBudExERERERERGR43hRioiIiDLGcPb7VIiIiIjIRUTvKUVEREQDy/S6VizY1oAzDx7HpPoQ/FGgzQPsKAngjbJBeKyyGJtLc6VjEhEREZECrrooVTWqEhUjxiE/Nw/NrS2oObIb1fu3OZohUteKSH0b0B4FcjzwlvjhdfjFNddBxxqQhXth0bAO0s9LgOsQo2EdnDauoQ3L1h/CrEPH0W4AH5jAGgBNAAqiwORPQ/j+ZyEs2tKAv40chBvmjsTuYn9GM2XjPsQjvRZ8Xlq4DnpI7wX3oYOGtWA/yK8BoGMdNNCwF05mUH9RKjcngMtnnodFsxdievmUHn++uXYrlm9YiTUbn0dreygjGcxwFO01QYSq6xE92rOGZ1gAgaoS5FQUwvBl5hORXAcda0AW7oVFwzpIPy8BrkOMhnWQMv+jRty//jDaIiZWALjXBDb18rgZJnATgPmHjuPN1btx/dyRWHNKYVqzZPM+dCe9FnxeWrgOekjvBfehg4a1YD/IrwGgYx000LAXUhkM03T2Zg/BYBBFRUXAYC+Kvl/R52MnDB+LZxY/hPIhZYiaUXg93h6PiUQj8Bge1H52EJcsuxa76vb2XT92F/q8xO5CH2loQ8vafTCb+v86Q6PAh7yLRsPbz9/82s3AdcjMGtjNkCnSGTT0Y+ybGRobG1FYmN7/QLVDej4B9vYjE89Luxk4nywa1iETEskw/6NGLH/xED4CcC6AvbBuWBnt5bGx348B8BcAFQAWnTMST51SlFKGmEw9LzXMKDvzCZDvyYE6n+xm4HzKHLf9fwXnUwcNPTlQ+0F6PtnNoGEdMsFt/ZipDInOJ7U3Op8wfCxeunk1yopHwDCMXhsUALweLwzDQFnxCLx8yxMYXzombRkiDW1ofmoPzOb+NwYAzOYwmp/ag0hDW9oycB10rAFZuBcWDesg/bwEuA4xGtZByviGNty//jA+AvAVAPs//31vF6Q6/34/gDMB1AC4f/1hjEvDfmTzPnQnvRZ8Xlq4DnpI7wX3oYOGtWA/yK8BoGMdNNCwF9IZbF2UeuCBB1BVVYXCwkIUFhbizDPPxLp169ISpLPcnACeWfwQCgJ58HkT+4Shz+tDQSAPz97wMHJzAilnMMNRtKzdB7RFgUTfS2YCaLOOM8PxXpInjuugYw3Ion0vOJ/6OwicT8CAXAdJ960/hFDExLkAggAiCR4X+fzx3wTQFjGxbP2hlHK4YR+yZUbxeWnhOughvRdu2IdsmU8A+wGQXwNAxzpooGEvNGSwdVFq1KhR+OUvf4mNGzfi3Xffxdy5c3HxxRfjww8/TDlIZ5fPPA/lQ8oSbtAYn9eH0UNPxmWnz0s5Q3tN0Hrrmt0PN5qA2RRGe00w5QxcBx1rQBbte8H5lADOJ8sAWwcp0z9pxaxDx7EG1kf2Er0gFRP5/Lg1AGYdOo7pda1JZ3HDPmTLjOLz0sJ10EN6L9ywD9kynwD2AyC/BoCOddBAw15oyGDrotSFF16I8847DxUVFTjllFNwxx13ID8/H2+++WbKQTpbNHshomZyV9wi0QgWzV6YcoZQdb3o8QDXAdCxBmTRvhecT84dD3AdYjSsg5QF2xvQbgD3Ivl7AXhgHd9uAAu2NSSdxQ37kC0zis9LC9dBD+m9cMM+ZMt8AtgPgPwaADrWQQMNe6EhQ9L3lIpEIli9ejVaWlpw5plnphwkpmpUJaaXT4n7mdL+eD1ezBg9FVWjKpPOEKlr7fVu83ZEj4YQSeFvfbkOOtaALG7bC86nvnE+WQbCOkg68+BxfPD5t+wl+8btKID3AXxgAl8+dDypc7hxHwbqjOLz0sJ10EN6L9y4DwN1PgHsB0B+DQAd66CBhr3QkAFI4qLUli1bkJ+fj0AggH/4h3/AM888gylTen51Y0woFEIwGOzy05eKEePsRurVxBTOE6lPzw27UrnxF9dBxxqQxS17wflk4zycT9Z5XL4OkibVh7A9TefaAWDyZ8m9KHLTPtiZUXbnEyC/FnxeWrgOekjvhZv2YaDPJ4D9AMivAaBjHTTQsBcaMgBJXJSaNGkSNm3ahLfeegs//OEPcdVVV2Hr1q1xH7906VIUFRWd+CkvL+/z/Pm5eXYj9aoglfO0p36zLgDWzcKSxHVQsgYEwD17wflkA+eTxe3rIMQwTfijQFOazhcE4I9a57XLTftgZ0bZnU+AgrXg89LCddCDr2UTNuDnE8B+AMTXAFCyDhoo2AsVGZDERSm/34+JEydi5syZWLp0KaZPn47f/OY3cR+/ZMkSNDY2nvipra3t8/zNrS12I/WqKZXz5CT9qcau/Mmfh+ugZA0IgHv2gvPJBs4ni9vXQYhpGGjzAAVpOl8hgDaPdV673LQPdmaU3fkEKFgLPi8tXAc9+Fo2YQN+PgHsB0B8DQAl66CBgr1QkQGAvdvd9yIajSIUiv+W+0AggEAg8a9srDmyO9VI1nkO70r6WG+JPy0ZvMXJn4froGMNyOLWveB86uM8nE/WeVy+DpJ2lAQw+dPU7kMQMxnA9iHJfb2zm/ehrxlldz4B8mvB56WF66CH9F64eR8G2nwC2A+A/BoAOtZBAw17oSEDYPOdUkuWLMH//M//YM+ePdiyZQuWLFmCV199FQsWLEgpRGfV+7dhc+1WRKJ2v1zaEolGsGnfh9hyIPk7XXhLc+EZltyL4xjPsAC8pblJH8910LEGZHHDXnA+JY7zyTIQ1kHSG2WDMM0AZiC1b987DcBUA3hz5KCkzuGWfciGGcXnpYXroIf0XrhlH7JhPgHsB0B+DQAd66CBhr3QkAGw+Tryk08+wfe+9z1MmjQJZ599Nt555x385S9/wTnnnJNSiO6Wb1gJj5HcS1yvx4vlG1amnCFQVSJ6PMB1AHSsAVm07wXnk3PHA1yHGA3rIOWxymLkmMBNSO3b924CkGNa50uWG/YhW2YUn5cWroMe0nvhhn3IlvkEsB8A+TUAdKyDBhr2QkMGW53w8MMPY8+ePQiFQvjkk0/w0ksvpX1YAcCajc+j9rODCEfCto4LR8LY9+kBPP3eupQz5FQUwijwAXZvb2EARoEPORWFKWfgOuhYA7Jo3wvOpwRwPlkG2DpI2Vyai7+NHIT5AMYAsPvFzt7Pj7scwN9GDsLmFP6WzQ37kC0zis9LC9dBD+m9cMM+ZMt8AtgPgPwaADrWQQMNe6EhQ5rubJVere0hXHr/D9AUakm4UcORMJpCLbhk2bVobU/9HheGz4O8i0ZbN+1KdIMMAH7rOMOX+tJyHXSsAVm4FxYN6yD9vAS4DjEa1kHSDXNHwu818AKsm5UnemHK+/nj/wLA7zVww9yRKeXI9n3oTHot+Ly0cB30kN4L7kMHDWvBfpBfA0DHOmigYS80ZFB5UQoAPv5kD86++0ocbDgCAHE/cxr7/cGGIzj77iuxq25v2jJ4i/3Inz8WRn5i94M38n3Inz825Rt9dcZ10LEGZOFeWDSsg/TzEuA6xGhYBym7i/24fu5InALgDQCjPv99vBcXsd+P+vzxFQCunzsSu9OwH9m8D91JrwWflxaugx7Se8F96KBhLdgP8msA6FgHDTTshXSGlL99L5N21e3FGbefj8tOn4dFsxdixuipPR6zZf92LN+wEk+/ty4jV0y9xX4UfHc82muCCFXXI3q0Zw3PsAACVSXWW9/ScKWwO66DjjUgC/fComEdpJ+XANchRsM6SFlzSiEMmLh//WFsiZhYA+BeAO/38tjpsO4hdTmsd0hdN3ck1pyS+tu+Y7J5H7qTXgs+Ly1cBz2k94L70EHDWrAf5NcA0LEOGmjYC8kMqi9KAdZb+1a99SxWvfUsqkZVYuKIcSjIzUNTawt2HtmN6v3bMp7B8HngryyGv7IYkbpWRBragLYo4PfAW+xP+W7zieA66FgDsnAvLBrWQfp5CXAdYjSsg5SnTinCxuGDsGz9IVx96DgWGMAHJrADQBDWR/UmAZhmWDc1f61sEG6ck553SHWXzfvQnfRa8Hlp4TroIb0X3IcOGtaC/SC/BoCOddBAw15IZVB/Uaqz6v3bxJvSW5rrSEP0heugYw3Iwr2waFgH6eclwHWI0bAOTttd7Mf5l43B9LpWLNjWgC8fOo7LPgvBHwXaPMD2IQGsGDkIj1UWp3RTczuycR/ikV4LPi8tXAc9pPeC+9BBw1qwH+TXANCxDhpo2AsnM7jqohQRERHptrk0F5tLTzrxz4ZpwjTsfqULEREREWUDtTc6JyIiIvfjBSkiIiIiiocXpYiIiIiIiIiIyHGGaZqmkwWDwSCKioqs4nnOf3rQPBYGTAAGYAyW+fQiMzCDpgzS9QHAbAkDABobG1FYmL5v4rJLej4BSvaDPckMzNA1g4IZxfnEDFrqM4OyDJxPAJTsBTMwg5L6ajIkOJ9E7ykVCylTXLg+MzCDtgzS9ZURXwsN+yGdQbo+MzCDUuLroGEvmEG+PjPoyqCE+Dpo2AtmYAYt9bVk6IfoRSm+U4oZmEE+g3R9QOeg5N/0yWWQrs8MzNAjg7IZxfmU3Rmk6zODsgycTwCU7AUzMIOS+moyJDif5C5KDfai8OqJjpcNPrITZksYxmCfSH1mYAZtGaTrA0DjihrgWESkdq+E5hOgYz+kM0jXZwZm6E7VjOJ8yvoM0vWZQVcGzieLhr1gBmbQUl9LhkTnE290TkREREREREREjuNFKSIiIiIiIiIichwvShERERERERERkeNEb3RuV9WoSlSMGIf83Dw0t7ag5shuVO/f5miGSF0rIvVtQHsUyPHAW+KHtzSXGRzOwF6wcB304F4wQ2fS/aBhDZhBF/YkM8RI9wKgYx2kM0jX14Q9KV9fSwb2QnZmUH9RKjcngMtnnodFsxdievmUHn++uXYrlm9YiTUbn0dreygjGcxwFO01QYSq6xE92rOGZ1gAgaoS5FQUwvBl5s1nzMBeiOE66MG9YIbOpPtBwxowgy7sSWaIke4FQMc6SGeQrq8Je1K+vpYM7AVmUH1RasLwsXhm8UMoH1KGqBnt9THTTp6EZQvuwK3zFuOSZddiV93etGaINLShZe0+mE3xv84wejSE4+sPo/Wdo8i7aDS8xX5mSHMG9oKF66AH94IZOpPuBw1rwAy6sCeZIUa6FwAd6yCdQbq+JuxJ+fpaMrAXmAFQfE+pCcPH4qWbV6OseAQMw4DX4+31cV6PF4ZhoKx4BF6+5QmMLx2TtgyRhjY0P7UHZnP8jenMbA6j+ak9iDS0MUMaM7AXLFwHPbgXzNCZdD9oWANm0IU9yQwx0r0A6FgH6QzS9TVhT8rX15KBvcAMMSldlPrlL38JwzDwj//4j2kJE5ObE8Azix9CQSAPPm9ib+byeX0oCOTh2RseRm5OIOUMZjiKlrX7gLYoYCZ6EIA26zgz3PuVXmawh71g4TrYx/nU/SAMqNmgJYN0P2hYA2awL1PzCWBPMkMH6V4AdKyDdAbp+snga6juB2FA9YOGDOwFZugs6YtS77zzDn7/+9+jqqoq5RDdXT7zPJQPKUu4QWN8Xh9GDz0Zl50+L+UM7TVB661riW5MjAmYTWG01wSZIQ0Z2AsWroM9nE9xDKDZoCWDdD9oWANmsCeT8wlgTzJDB+leAHSsg3QG6fp28TVUHAOoHzRkYC8wQ2dJXZRqbm7GggUL8OCDD6KkpCTlEN0tmr0w7mdK+xOJRrBo9sKUM4Sq60WPZwYLe8HCdUgc51Pmj2eGDtL9oGENmCFxmZ5PAHuSGTpI9wKgYx2kM0gfbwdfQw3847VkYC8wQ2dJXZRavHgxzj//fHz9619POUB3VaMqMb18StzPlPbH6/FixuipqBpVmXSGSF1rr3ebtyN6NIRIXSszpJCBvWDhOtjD+dQ/t88GLRmk+0HDGjCDPZmcTwB7khk6SPcCoGMdpDNI17eLr6H65/Z+0JCBvcAM3dm+KLV69Wq89957WLp0aUKPD4VCCAaDXX76UjFinN1IvZqYwnki9em7iR0zJJ+BvWDhOiSO88nGeVw8G7RkkO4HDWvADInL9HwC2JPM0EG6FwAd6yCdQbq+HXZmlBvnEyC/H9L1tWRgLzBDd7YuStXW1uJHP/oRHnvsMeTm5iZ0zNKlS1FUVHTip7y8vM/H5+fm2YkUV0Eq52lP0w0F21I4DzOwFz7HdUgM55NNLp4NWjKI94OCNWCGxDgxnwD2JDN0EO8FQMU6iGeQrp8guzPKlfMJkN8P6fpKMrAXmKE7WxelNm7ciE8++QSnn346fD4ffD4fNmzYgHvvvRc+nw+RSKTHMUuWLEFjY+OJn9ra2j5rNLe22Ps3iKMplfPkpPSlhB38KZyHGdgLn+M6JIbzySYXzwYtGcT7QcEaMENinJhPAHuSGTqI9wKgYh3EM0jXT5DdGeXK+QTI74d0fSUZ2AvM0J2t292fffbZ2LJlS5ffff/738fkyZNx6623wuvt+bnQQCCAQCDxr2ysObLbTqT45zm8K+ljvSX+tGTwFid/HmZgL8RwHRLD+WTzPC6eDVoySPeDhjVghsQ4MZ8A9iQzdJDuBUDHOkhnkK6fKLszyo3zCZDfD+n6WjKwF5ihO1uXtAoKCjBt2rQuP3l5eRg6dCimTZuWUpCY6v3bsLl2KyLRnn9rmIhINIJN+z7ElgPbk87gLc2FZ5i9QdudZ1gA3tLE3qLPDL1jL1i4DonhfEqc22eDlgzS/aBhDZghMU7MJ4A9yQwdpHsB0LEO0hmk6yeKr6ES5/Z+0JCBvcAMPc6R0tEZsnzDSniM5KJ5PV4s37Ay5QyBqtS+BjXV45nBwl6wcB304F4wQ2fS/aBhDZhBF/YkM8RI9wKgYx2kM0gfrwl7Uv54LRnYC8zQWcoXpV599VXcc889KQfpbM3G51H72UGEI2Fbx4UjYez79ACefm9dyhlyKgphFPgAw+aBBmAU+JBTUcgMacjAXrBwHZLD+dTNAJoNWjJI94OGNWCG5GRiPgHsSWboIN0LgI51kM4gXT9ZfA3VzQDqBw0Z2AvM0JnKd0q1todw6f0/QFOoJeFGDUfCaAq14JJl16K1PZRyBsPnQd5Fo62bdiW6QQYAv3Wc4Ut9aZmBvRDDddCDe8EMnUn3g4Y1YAZd2JPMECPdC4COdZDOIF1fE/akfH0tGdgLzNCZ2in38Sd7cPbdV+JgwxEAiPuZ09jvDzYcwdl3X4lddXvTlsFb7Ef+/LEw8hO7H7yR70P+/LFpvRkhM7AXYrgOenAvmKEz6X7QsAbMoAt7khlipHsB0LEO0hmk62vCnpSvryUDe4EZYmx9+57TdtXtxRm3n4/LTp+HRbMXYsboqT0es2X/dizfsBJPv7cuLVdMu/MW+1Hw3fForwkiVF2P6NGeNTzDAghUlVhvfcvA32YwA3shhuugB/eCGTqT7gcNa8AMurAnmSFGuhcAHesgnUG6vibsSfn6WjKwF5gBUH5RCrDe2rfqrWex6q1nUTWqEhNHjENBbh6aWluw88huVO/flvEMhs8Df2Ux/JXFiNS1ItLQBrRFAb8H3mJ/xr8Rgxks7AUL10EP7gUzdCbdDxrWgBl0YU8yQ4x0LwA61kE6g3R9TdiT8vW1ZGAvMIP6i1KdVe/f5khT9sVbmiv+fxjMwF6I4Trowb1ghs6k+0HDGjCDLuxJZoiR7gVAxzpIZ5Curwl7Ur6+lgzshezMMHDfF0pERERERERERGrxohQRERERERERETmOF6WIiIiIiIiIiMhxhmmappMFg8EgioqKrOJ5zt/SyjwWBkwABmAMlrmlFjMwg6YM0vUBwGwJAwAaGxtRWFgokgGQn0+Akv1gTzIDM3TNoGBGcT4xg5b6zKAsA+cTACV7wQzMoKS+mgwJzifRG53HQsoUF67PDMygLYN0fWXE10LDfkhnkK7PDMyglPg6aNgLZpCvzwy6Mighvg4a9oIZmEFLfS0Z+iF6UYrvlGIGZpDPIF0f0Dko+Td9chmk6zMDM/TIoGxGcT5ldwbp+sygLAPnEwAle8EMzKCkvpoMCc4nuYtSg70ovHqi42WDj+yE2RKGMdgnUp8ZmEFbBun6ANC4ogY4FhGp3Suh+QTo2A/pDNL1mYEZulM1ozifsj6DdH1m0JWB88miYS+YgRm01NeSIdH5xBudExERERERERGR43hRioiIiIiIiIiIHMeLUkRERERERERE5DjRG527UaSuFZH6NqA9CuR44C3xw1uaywwOZ5CuDwBVoypRMWIc8nPz0Nzagpoju1G9f5ujGTSsA+mhoR+YQUcGzifSRkM/MIOeDJxRpI10P0jXZ4YOnE/O40WpBJjhKNprgghV1yN6NNTjzz3DAghUlSCnohCGLzNvPmMG+foAkJsTwOUzz8Oi2QsxvXxKjz/fXLsVyzesxJqNz6O1vWfGdNCwDqSHhn5gBh0ZOJ9IGw39wAx6MnBGkTbS/SBdnxk6cD7J4kWpfkQa2tCydh/MpvhfZxg9GsLx9YfR+s5R5F00Gt5iPzOkOYN0fQCYMHwsnln8EMqHlCFqRnt9zLSTJ2HZgjtw67zFuGTZtdhVtzetGTSsA+mhoR+YQUcGzifSRkM/MIOeDJxRpI10P0jXZ4YOnE/yBtYltjSLNLSh+ak9MJvjN0dnZnMYzU/tQaShjRnSmEG6PmANq5duXo2y4hEwDANej7fXx3k9XhiGgbLiEXj5licwvnRM2jJoWAfSQ0M/MIOODJxPpI2GfmAGPRk4o0gb6X6Qrs8MHTifdOBFqTjMcBQta/cBbVHATPQgAG3WcWa496uszOCu+oD1ds5nFj+EgkAefN7E3lzo8/pQEMjDszc8jNycQMoZNKwD6aGhH5hBRwbOJ9JGQz8wg54MnFGkjXQ/SNdnhg6cT3rYuij1b//2bzAMo8vP5MmTM5VNVHtN0Hr7XKLNEWMCZlMY7TVBZkhDBun6AHD5zPNQPqQs4WEV4/P6MHroybjs9HkpZ9CwDtpxPiVgAM0GZrBwPrlHtswoDf3ADHoycEa5Q7bMJ0C+H6TrM0MHzic9bL9TaurUqTh06NCJn9deey0TucSFqutFj2cGHccDwKLZC+N+vrg/kWgEi2YvTDmDhnVwA84nZ45nBj0ZOJ/cJRtmlIZ+YAY9GTij3CMb5hMg3w/SxzNDB84nPWxflPL5fDjppJNO/AwbNiwTuURF6lp7veO9HdGjIUTqWpkhhQzS9QHrK0Gnl0+J+/ni/ng9XswYPRVVoyqTzqBhHdyC8ykxbp8NzGDhfHKfgT6jNPQDM+jJwBnlLgN9PgHy/SBdnxk6cD7pYvuiVE1NDcrKyjB+5ugYSwABAABJREFU/HgsWLAA+/bt6/PxoVAIwWCwy492kfr03cSOGZLPIF0fACpGjEtLhokpnEfDOrgF55ON87h4NjCDhfPJfezMKM4nZnB7Bs4odxno8wmQ7wfp+szQgfNJF1sXpb70pS/hkUcewQsvvIAHHngAu3fvxle/+lU0NTXFPWbp0qUoKio68VNeXp5y6IxrT9MNw9pSOA8zyNcHkJ+bl5YIBamcR8E6uAHnk01ung3MAIDzyW3szijOJ2ZwewbOKPfIivkEyPeDdH1mOIHzSRdbF6XmzZuHK664AlVVVfjmN7+J559/Hg0NDXjyySfjHrNkyRI0Njae+KmtrU05dMblpOlLCf0pnIcZ5OsDaG5tSUuEplTOo2Ad3IDzySY3zwZmAMD55DZ2ZxTnEzO4PQNnlHtkxXwC5PtBuj4znMD5pIu9W813U1xcjFNOOQU7d+6M+5hAIIBAIPWvS3SSt8SfnvMUJ38eZpCvDwA1R3anJUPN4V1JH6thHdyI86mf87h4NjCDhfPJ3fqbUZxPzOD2DJxR7jUQ5xMg3w/S9ZmhA+eTLildVmtubsbHH3+MkSNHpiuPCt7SXHiGpTZoPcMC8JbmMkMKGaTrA0D1/m3YXLsVkWgkqeMj0Qg27fsQWw5sTzqDhnVwI86n+Nw+G5jBwvnkbgNxRmnoB2bQk4Ezyr0G4nwC5PtBuj4zdOB80sXWRambb74ZGzZswJ49e/D666/j0ksvhdfrxXe+851M5RMTqCoRPZ4ZdBwPAMs3rITHSO76rdfjxfINK1POoGEdtON8cu54ZtCTgfPJPbJlRmnoB2bQk4Ezyh2yZT4B8v0gfTwzdOB80sPWLuzfvx/f+c53MGnSJHzrW9/C0KFD8eabb6K0tDRT+cTkVBTCKPABhs0DDcAo8CGnopAZ0pBBuj4ArNn4PGo/O4hwJGzruHAkjH2fHsDT761LOYOGddCO8ykBA2g2MIOF88k9smVGaegHZtCTgTPKHbJlPgHy/SBdnxk6cD7pYeui1OrVq3Hw4EGEQiHs378fq1evxoQJEzKVTZTh8yDvotHWjcMSbRIDgN86zvClfsMxZpCvDwCt7SFcev8P0BRqSXhohSNhNIVacMmya9HaHko5g4Z10I7zqb+DMKBmAzNYOJ/cI1tmlIZ+YAY9GTij3CFb5hMg3w/S9ZmhA+eTHgPj3yJDvMV+5M8fCyM/sfvBG/k+5M8fm9abjTGDfH0A+PiTPTj77itxsOEIAMT9/HHs9wcbjuDsu6/Errq9acugYR1IDw39wAw6MnA+kTYa+oEZ9GTgjCJtpPtBuj4zdOB80iGlb9/LBt5iPwq+Ox7tNUGEqusRPdrziqhnWACBqhLr7XcZuFrJDPL1AWBX3V6ccfv5uOz0eVg0eyFmjJ7a4zFb9m/H8g0r8fR769Jy9bw7DetAemjoB2bQkYHzibTR0A/MoCcDZxRpI90P0vWZoQPnkzxelEqA4fPAX1kMf2UxInWtiDS0AW1RwO+Bt9jvyB3vmUG+PmC9zXPVW89i1VvPompUJSaOGIeC3Dw0tbZg55HdqN6/LeMZNKwD6aGhH5hBRwbOJ9JGQz8wg54MnFGkjXQ/SNdnhg6cT7J4Ucomb2mueEMwg3x9wPoqUScGVF80rAPpoaEfmEFHBs4n0kZDPzCDngycUaSNdD9I12eGDpxPzhtY7/siIiIiIiIiIiJX4EUpIiIiIiIiIiJyHC9KERERERERERGR4wzTNE0nCwaDQRQVFVnF85y/pZV5LAyYAAzAGCxzSy1mYAZNGaTrA4DZEgYANDY2orCwUCQDID+fACX7wZ5kBmbomkHBjOJ8YgYt9ZlBWQbOJwBK9oIZmEFJfTUZEpxPojc6j4WUKS5cnxmYQVsG6frKiK+Fhv2QziBdnxmYQSnxddCwF8wgX58ZdGVQQnwdNOwFMzCDlvpaMvRD9KIU3ynFDMwgn0G6PqBzUPJv+uQySNdnBmbokUHZjOJ8yu4M0vWZQVkGzicASvaCGZhBSX01GRKcT3IXpQZ7UXj1RMfLBh/ZCbMlDGOwT6Q+MzCDtgzS9QGgcUUNcCwiUrtXQvMJ0LEf0hmk6zMDM3SnakZxPmV9Bun6zKArA+eTRcNeMAMzaKmvJUOi84k3OiciIiIiIiIiIsfxohQRERERERERETmOF6WIiIiIiIiIiMhxojc6d6NIXSsi9W1AexTI8cBb4oe3NFc6luOk10G6PjPoykAW7oVFwzpIZ5CuzwzUHffComEdmEFHBun61BX3Q8caMEN2ZuBFqQSY4Sjaa4IIVdcjejTU4889wwIIVJUgp6IQhm/gvvlMeh2k6zODrgxk4V5YNKyDdAbp+sxA3XEvLBrWgRl0ZJCuT11xP3SsATMwAy9K9SPS0IaWtftgNsX/OsPo0RCOrz+M1neOIu+i0fAW+x1M6AzpdZCuzwy6MpCFe2HRsA7SGaTrMwN1x72waFgHZtCRQbo+dcX90LEGzMAMAO8p1adIQxuan9oDszn+xnRmNofR/NQeRBraMpzMWdLrIF2fGXRlIAv3wqJhHaQzSNdnBuqOe2HRsA7MoCODdH3qivuhYw2YgRlieFEqDjMcRcvafUBbFDATPQhAm3WcGY5mMp5jpNdBuj4z6MpAFu6FRcM6SGeQrs8M1B33wqJhHZhBRwbp+tQV90PHGjADM3Rm+6LUgQMHsHDhQgwdOhSDBg3CqaeeinfffTflINq01wStt64lujExJmA2hdFeE8xILqdJr4N0fWbQlaE/nE/94HyyDKDnhXR9ZrAnG2aUW/Yi0zSsAzPoyCBdP1HZMJ8A9+xHJmlYA2Zghs5sXZSqr6/HrFmzkJOTg3Xr1mHr1q34z//8T5SUlKQcRJtQdb3o8VpIr4P08cygK0NfOJ+cO14LDesgnUH6eGZIXLbMKDfshRM0rAMz6MggfXwismU+Ae7Yj0zTsAbMwAyd2brR+V133YXy8nKsWLHixO/GjRuXcghtInWtvd5t3o7o0RAida2u/ipR6XWQrs8MujL0h/MpcZxPFrc/L6TrM4M92TCj3LIXmaZhHZhBRwbp+onKhvkEuGc/MknDGjADM3Rn651Sa9euxRe+8AVcccUVGD58OE477TQ8+OCDfR4TCoUQDAa7/GgXqU/fTQ3dTHodpOszg64M/eF8snkezifrPC5+XkjXZwZ77M4ozif30rAOzKAjg3T9RGXDfALcsx+ZpGENmIEZurN1UWrXrl144IEHUFFRgb/85S/44Q9/iJtuugmPPvpo3GOWLl2KoqKiEz/l5eUpBXZEe5puYNfm8hvhSa+DdH1m0JWhH5xPNnE+Wdz8vJCuzwy22J1RnE8upmEdmEFHBun6CcqK+QS4Zj8ySsMaMAMzdGProlQ0GsXpp5+OO++8E6eddhoWLVqE6667Dr/73e/iHrNkyRI0Njae+KmtrU0psCNy0vSlhH6Xf7mh9DpI12cGXRn6wflkE+eTxc3PC+n6zGCL3RnF+eRiGtaBGXRkkK6foKyYT4Br9iOjNKwBMzBDN7aOHjlyJKZMmdLld5WVldi3b1/cYwKBAAoLC7v8aOct8afnPMXpOY8U6XWQrs8MujL0h/PJ5nk4n6zzuPh5IV2fGeyxO6M4n9xLwzowg44M0vUTlQ3zCXDPfmSShjVgBmboztZFqVmzZmHHjh1dfvfRRx9hzJgxKYXQxluaC8+wQErn8AwLuPYGeDHS6yBdnxl0ZegP51PiOJ8sbn9eSNdnBnuyYUa5ZS8yTcM6MIOODNL1E5UN8wlwz35kkoY1YAZm6HEOOw/+8Y9/jDfffBN33nkndu7ciVWrVmH58uVYvHhxSiE0ClSl9hWoqR6vhfQ6SB/PDLoy9IXzybnjtdCwDtIZpI9nhsRly4xyw144QcM6MIOODNLHJyJb5hPgjv3INA1rwAzM0Jmti1Jf/OIX8cwzz+Dxxx/HtGnTcNttt+Gee+7BggULUg6iTU5FIYwCH2DYPNAAjAIfcirc8TbW/kivg3R9ZtCVoS+cTwngfLIMoOeFdH1mSFy2zCg37IUTNKwDM+jIIF0/EdkynwB37EemaVgDZmCGzmzfkeqCCy7Ali1b0Nraim3btuG6665LOYRGhs+DvItGWzftSnSDDAB+6zjD5+Ib4HUivQ7S9ZlBV4b+cD71dRA4n4AB97yQrs8M9mTDjHLLXmSahnVgBh0ZpOsnKhvmE+Ce/cgkDWvADMzQmfufVRnkLfYjf/5YGPm+hB5v5PuQP3+sq29+1xvpdZCuzwy6MpCFe2HRsA7SGaTrMwN1x72waFgHZtCRQbo+dcX90LEGzMAMMYlVzWLeYj8Kvjse7TVBhKrrET0a6vEYz7AAAlUl1lvfBsDV895Ir4N0fWbQlYEs3AuLhnWQziBdnxmoO+6FRcM6MIOODNL1qSvuh441YAZmAHhRKiGGzwN/ZTH8lcWI1LUi0tAGtEUBvwfeYr+rv4HBDul1kK7PDLoykIV7YdGwDtIZpOszA3XHvbBoWAdm0JFBuj51xf3QsQbMwAy8KGWTtzQ3KwZUf6TXQbo+M+jKQBbuhUXDOkhnkK7PDNQd98KiYR2YQUcG6frUFfdDxxowQ3ZmGHjvQyQiIiIiIiIiIvV4UYqIiIiIiIiIiBzHi1JEREREREREROQ4wzRN08mCwWAQRUVFVvE8529pZR4LAyYAAzAGy9xSixmYQVMG6foAYLaEAQCNjY0oLCwUyQDIzydAyX6wJ5mBGbpmUDCjOJ+YQUt9ZlCWgfMJgJK9YAZmUFJfTYYE55Pojc5jIWWKC9dnBmbQlkG6vjLia6FhP6QzSNdnBmZQSnwdNOwFM8jXZwZdGZQQXwcNe8EMzKClvpYM/RC9KMV3SjEDM8hnkK4P6ByU/Js+uQzS9ZmBGXpkUDajOJ+yO4N0fWZQloHzCYCSvWAGZlBSX02GBOeT3EWpwV4UXj3R8bLBR3bCbAnDGOwTqc8MzKAtg3R9AGhcUQMci4jU7pXQfAJ07Id0Bun6zMAM3amaUZxPWZ9Buj4z6MrA+WTRsBfMwAxa6mvJkOh84o3OiYiIiIiIiIjIcbwolSTD2fvDExERERERERENKKL3lHKT6XWtWLCtAWcePI5J9SH4o0CbB9hREsAbZYPwWGUxNpfmSsckIiIiIiIiInIFV12UitS1IlLfBrRHgRwPvCV+eDN8IWhcQxuWrT+EWYeOo90AcqbPAM6ZDBQUwN/UhFO3b8fkzZuwaEsD/jZyEG6YOxK7i/0ZzVQ1qhIVI8YhPzcPza0tqDmyG9X7t2W0psYM0iT6UWMG9oKFe8EMmmjoRw0Z2AsdpPdDw14wgx7S/aghA3uhg/ReAPL7IV1fSwYNNPSjhgxO9oP6i1JmOIr2miBC1fWIHg31+HPPsAACVSXIqSiE4UvvpxHnf9SI+9cfhtcfAK6+Gjk33QScdlqPx+W8/z5w77340hOr8ebq3bh+7kisOaUwrVlycwK4fOZ5WDR7IaaXT+nx55trt2L5hpVYs/F5tLb3XKeBkkGaZD9qysBesHAvmEETDf2oIQN7oYP0fmjYC2bQQ7ofNWRgL3SQ3gtAfj+k62vJoIGGftSQQaofDNN09uZIwWAQRUVFwGAvir5f0edjIw1taFm7D2ZT/18laBT4kHfRaHj7eZfSibvQ5/V9F/r5HzVi+YuHgIoKeP76V2DMGCAaBbzeXoJGAI8H2LsX0XPOAXbuxKJzRuKpU4pSyhAzYfhYPLP4IZQPKUPUjMLr6ZkhEo3AY3hQ+9lBXLLsWuyq29vnOd2YIRPsZMhEP2rIoKEXYt/M0NjYiMLC9F7QtUN6PgH29iMTe6Ehg4ae5HxyZ4ZMPSc0zCg78wmQ//+LgTqfNGRw23wC5PtRQwbOpw7SewHIPzcH6nyymyFTpF+/uG0+AbL/jaf2RueRhjY0P7UHZnP/GwMAZnMYzU/tQaShLeXa4xvacP/6w9YFqTffBE4+GTCM3i9IAdbvDQM4+WR43noLmDgR968/jHFpyDJh+Fi8dPNqlBWPgGEYvTYHAHg9XhiGgbLiEXj5licwvnRMyrU1ZZAm2Y+aMrAXLNwLZtBEQz9qyMBe6CC9Hxr2ghn0kO5HDRnYCx2k9wKQ3w/p+loyaKChHzVkkO4HlRelzHAULWv3AW1RINH3cZkA2qzjzHA0pfr3rT8Ejz9gvUOqoADIyUnswJwcoKAAnhdfhNcfwLL1h1LKkZsTwDOLH0JBIA8+b2KftPR5fSgI5OHZGx5Gbk4gpfpaMkiT7kctGdgLFu4FM2iioR81ZGAvdJDeDw17wQx6SPejhgzshQ7SewHI74d0fS0ZNNDQjxoyaOgHWxelxo4dC8MwevwsXrw45SCdtdcErbeu2f1goQmYTWG01wSTrj39k1bMOnQcOVd+2/rIXqIXpGJycoCxY+H71pWYdeg4pte1Jp3l8pnnoXxIWcLNEePz+jB66Mm47PR5SdfWlEGaZD9qyuCGXnBiRnEvmEETDf2oIYMbeiEbXkMBOvaCGfSQ7kcNGdzQC9kynwD5/ZCuryWDBhr6UUMGDf1g66LUO++8g0OHDp34efHFFwEAV1xxRcpBOgtV14sdv2B7A9oNADfdZN1DKhmRCHDjjWg3gAXbGpLOsmj2QkTN5DJEohEsmr0w6dqaMkiT7EdNGdzQC07MKO4FM2iioR81ZHBDL2TDayhAx14wgx7S/aghgxt6IVvmEyC/H9L1tWTQQEM/asigoR9sXZQqLS3FSSeddOLnueeew4QJEzB79uyUg8RE6lp7vdu8HdGjIUSSfIfSmQePI2f6DOtb9uLdQ6o/Xi8wcyZyps/Alw8dT+oUVaMqMb18StzPc/YbwePFjNFTUTWqMqnjtWSQJt2PWjK4pRcyPaO4F8ygiYZ+1JDBLb2QDa+hNOwFM+gh3Y8aMrilF7JhPgHy+yFdX0sGDTT0o4YMWvoh6XtKtbW1YeXKlbjmmmtgGEbcx4VCIQSDwS4/fYnUp+eGXcne+GtSfQiYPDktGTBpEiZ/llyjVYwYl5YIE1M4j4YM0qT7UUsGN/ZCIjPKbfMJ0LEXzKCDhn7UkMGNvZCJ+QTI74eGvWAGPaT7UUMGN/bCQJ1PgPx+SNfXkkEDDf2oIYOWfkj6otSzzz6LhoYGXH311X0+bunSpSgqKjrxU15e3veJ21O/WRcA62ZhNhmmCX8U1s3N06GwEP6odV678nPz0hKhIIXzaMggTrAfNWVwYy8kMqPcNJ9iNOwFMyihoB81ZHBjL2RkPgHi+6FhL5hBEQXzQTqDG3thoM4nQH4/pOtryaCCgn7UkEFLPyR9Uerhhx/GvHnzUFZW1ufjlixZgsbGxhM/tbW1fZ84J01fCOi3fx7TMNDmAdDUlJ4MwSDaPNZ57WpubUlLhKYUzqMhgzjBftSUwY29kMiMctN8itGwF8yghIJ+1JDBjb2QkfkEiO+Hhr1gBkUUzAfpDG7shYE6nwD5/ZCuryWDCgr6UUMGLf1g7xbrn9u7dy9eeuklPP300/0+NhAIIBBI/GsCvSX+ZCL1PE9xcufZURLAqdu3pyUDtm/H9iHJfUVizZHdaYlQc3hX8scqyCBNuh+1ZHBbLyQ6o9w2nwAde8EMOmjoRw0Z3NYLmZpPgPx+aNgLZtBDuh81ZHBbLwzk+QTI74d0fS0ZNNDQjxoyaOmHpC6rrVixAsOHD8f555+fUvHeeEtz4RmW3IWcGM+wALyluUkd+0bZILRv3gS8/771LXrJiESAjRvRXr0Zb44clNQpqvdvw+barYhEk8sQiUawad+H2HIg+QtsGjJIk+5HLRnc1guZmlHcC2bQREM/asjgtl4YyK+hNOwFM+gh3Y8aMritFwbyfALk90O6vpYMGmjoRw0ZtPSD7YtS0WgUK1aswFVXXQWfL6k3WvUrUFUidvxjlcXIMQHcey/gSfKtcF4vcN99yDGt8yVr+YaV8BjJZfB6vFi+YWXStTVlkCbZj5oyuKUXMj2juBfMoImGftSQwS29MNBfQwE69oIZ9JDuRw0Z3NIL2TCfAPn9kK6vJYMGGvpRQwYN/WC7+ksvvYR9+/bhmmuuSbl4PDkVhTAKfIDdWzEZgFHgQ05FYdK1N5fm4m8jByH8xGpg716gvd3eCdrbgT17EH7yCfxt5CBsTuHK5ZqNz6P2s4MIR8K2jgtHwtj36QE8/d66pGtryiBNsh81ZXBLL2R6RnEvmEETDf2oIYNbemGgv4YCdOwFM+gh3Y8aMrilF7JhPgHy+yFdX0sGDTT0o4YMGvrB9kWpb3zjGzBNE6ecckrKxeMxfB7kXTTaumlXohtkAPBbxxm+1G4adsPckYi0hRD9xjesm54nemGqvR1oakL0nHMQaQvhhrkjU8rR2h7Cpff/AE2hloSbJBwJoynUgkuWXYvW9lBK9bVkkCbdj1oyuKUXMj2juBfMoImGftSQwS29kA2voTTsBTPoId2PGjK4pReyYT4B8vshXV9LBg009KOGDBr6IU23fE8/b7Ef+fPHwshP7O2jRr4P+fPHpnSjr5jdxX5cP3ckUFOD6Je+BBw4YP1BvHtMxX5/4ID1+J07cf3ckdidhiwff7IHZ999JQ42HLFKxfm8Z+z3BxuO4Oy7r8Suur0p19aUQZpkP2rKwF6wcC+YQRMN/aghA3uhg/R+aNgLZtBDuh81ZGAvdJDeC0B+P6Tra8mggYZ+1JBBuh8y84HhNPEW+1Hw3fForwkiVF2P6NGeV+E8wwIIVJVYb31Lw5XCmDWnFMKAifvXfwzvlEr4vnUlcOONwMyZPR+8aRNw330IP/kEIm0hXH9OGdackvpb6WJ21e3FGbefj8tOn4dFsxdixuipPR6zZf92LN+wEk+/ty4jV681ZJAm2Y+aMrAXLNwLZtBEQz9qyMBe6CC9Hxr2ghn0kO5HDRnYCx2k9wKQ3w/p+loyaKChHzVkkOwH1RelAOstbf7KYvgrixGpa0WkoQ1oiwJ+D7zF/pTuNt+fp04pwsbhg7Bs/SHMevRRtP/xUeRMnwFMmgQUFgLBILBjB9o3b0KOCbxZNgg3zhmXlndIddfaHsKqt57FqreeRdWoSkwcMQ4FuXloam3BziO7Ub1/W9praswgTbIfNWVgL1i4F8ygiYZ+1JCBvdBBej807AUz6CHdjxoysBc6SO8FIL8f0vW1ZNBAQz9qyCDVD+ovSnXmLc11ZDM6213sx/mXjcH0ulYs2NaAL+/fhsnVm+CPAm0eYPuQAN6cVozHKotTuqm5HdX7t4kPCA0ZpEn0o8YM7AUL94IZNNHQjxoysBc6SO+Hhr1gBj2k+1FDBvZCB+m9AOT3Q7q+lgwaaOhHDRmc7AdXXZSStLk0F5tLTzrxz4ZpwjTs3iafiIiIiIiIiIgAxTc6144XpIiIiIiIiIiIkseLUkRERERERERE5DjDNE3TyYLBYBBFRUVW8TznPz1oHgsDJgADMAbLfHqRGZhBUwbp+gBgtoQBAI2NjSgsTN83V9olPZ8AJfvBnmQGZuiaQcGM4nxiBi31mUFZBs4nAEr2ghmYQUl9NRkSnE+i95SKhZQpLlyfGZhBWwbp+sqIr4WG/ZDOIF2fGZhBKfF10LAXzCBfnxl0ZVBCfB007AUzMIOW+loy9EP0ohTfKcUMzCCfQbo+oHNQ8m/65DJI12cGZuiRQdmM4nzK7gzS9ZlBWQbOJwBK9oIZmEFJfTUZEpxPchelBntRePVEx8sGH9kJsyUMY7BPpD4zMIO2DNL1AaBxRQ1wLCJSu1dC8wnQsR/SGaTrMwMzdKdqRnE+ZX0G6frMoCsD55NFw14wAzNoqa8lQ6LziTc6JyIiIiIiIiIix/GiFBEREREREREROY4XpYiIiIiIiIiIyHGiNzonotRE6loRqW8D2qNAjgfeEj+8pbmOZqgaVYmKEeOQn5uH5tYW1BzZjer92xzNQET6cD4RkWbSM4rziYjikZ5PgLMziheliFzGDEfRXhNEqLoe0aOhHn/uGRZAoKoEORWFMHyZeTNkbk4Al888D4tmL8T08ik9/nxz7VYs37ASazY+j9b2nhmJaGDifCIizaRnFOcTEcUjPZ8AuRnFi1JELhJpaEPL2n0wm+J/vWb0aAjH1x9G6ztHkXfRaHiL/WnNMGH4WDyz+CGUDylD1Iz2+phpJ0/CsgV34NZ5i3HJsmuxq25vWjMQkT6cT0SkmfSM4nwionik5xMgO6N4Tykil4g0tKH5qT0wm+MPq87M5jCan9qDSENb2jJMGD4WL928GmXFI2AYBrweb6+P83q8MAwDZcUj8PItT2B86Zi0ZSAifTifiEgz6RnF+URE8UjPJ0B+RvGiFJELmOEoWtbuA9qigJnoQQDarOPMcO9Xu+3IzQngmcUPoSCQB583sTdZ+rw+FATy8OwNDyM3J5ByBiLSh/OJiDSTnlGcT0QUj/R8AnTMKFsXpSKRCH72s59h3LhxGDRoECZMmIDbbrsNppnoChJRMtprgtbbOe0+1UzAbAqjvSaYcobLZ56H8iFlCQ+rGJ/Xh9FDT8Zlp89LOUNfOJ+IZHA+JYYzikiG9IzifCKieKTnE6BjRtm6KHXXXXfhgQcewLJly7Bt2zbcdddd+I//+A/cd999KQchovhC1fWixwPAotkL436+uD+RaASLZi9MOUNfOJ+IZHA+JYYzikiG9IzifCKieKTnE6BjRtm6HPb666/j4osvxvnnnw8AGDt2LB5//HG8/fbbKQchot5F6lp7/QYGO6JHQ4jUtSb9VaJVoyp7/QaGRHk9XswYPRVVoyoz9lWinE9EzuN8ShxnFJHzpGcU5xMRxSM9nwA9M8rWO6W+8pWv4OWXX8ZHH30EANi8eTNee+01zJsX/y1boVAIwWCwyw8RJS5Sn56b2KVyM7yKEePSkmFims7TG84nIudxPiXO7ozifCJKnfSM4nwionik5xOgZ0bZeqfUT3/6UwSDQUyePBlerxeRSAR33HEHFixYEPeYpUuX4t///d9TCkmU1dpTv4EdAOsGeknKz81LS4SCNJ2nN5xPRAI4nxJmd0ZxPhGlgfCM4nwiorj4GuoEW++UevLJJ/HYY49h1apVeO+99/Doo4/iV7/6FR599NG4xyxZsgSNjY0nfmpra1MKTJR1ctL0JZn+5M/T3NqSlghNaTpPbzifiARwPiXM7ozifCJKA+EZxflERHHxNdQJtt4pdcstt+CnP/0pvv3tbwMATj31VOzduxdLly7FVVdd1esxgUAAgQC/ypQoWd4Sf3rOU5z8eWqO7E5LhprDu9Jynt5wPhE5j/MpcXZnFOcTUeqkZxTnExHFIz2fAD0zytZltWPHjsHj6XqI1+tFNJqmt54RUQ/e0lx4hqX2f/yeYYGkb4AHANX7t2Fz7VZEopGkjo9EI9i070NsObA96Qz94Xwich7nU+I4o4icJz2jOJ+IKB7p+QTomVG2LkpdeOGFuOOOO/DnP/8Ze/bswTPPPINf//rXuPTSS1MKQUR9C1SViB4PAMs3rITHSO7toV6PF8s3rEw5Q184n4hkcD4lhjOKSIb0jOJ8IqJ4pOcToGNG2ap+3333Yf78+bj++utRWVmJm2++GX//93+P2267LeUgRBRfTkUhjAIfYNg80ACMAh9yKgpTzrBm4/Oo/ewgwpGwrePCkTD2fXoAT7+3LuUMfeF8IpLB+ZQYzigiGdIzivOJiOKRnk+Ajhll66JUQUEB7rnnHuzduxfHjx/Hxx9/jNtvvx1+f3o+D0lEvTN8HuRd9P+zd+fhUZbn/sC/78xkJiE7EJZAWAMhoAHFikhtWGQXsaLlKBxFUWrFpe2v1tL2HHexxdZWofSgCFpEsSpKrWJBFqtFRIQEZTEoYUvAINkhk8zM8/tjnOzLTGZ57sl8P9eV6yrJzHt/fd77vRseZt7p476RnbdDywBgdT/PsPh/I72qGjt+uOw2lNsrvR5aDqcD5fZKXLN0Pqpq7H5naA3nE5EenE/e4Ywi0kP3jOJ8IqKW6J5PgIwZFaBbvhNRsJmTrIi7rh+MOO8+n8CIsyDuun5+3fyusa++yceEJbNRUHIaAFp8/7Hn+wUlpzFhyWx8XXQ0YBmISB7OJyKSTPeM4nwiopbonk+A/hnl06fvEZFe5iQr4m8cgJq8Mthzi+E603Rn2tTVBltWsvvloAHYPW/s66KjuPTR6bj24qlYkD0XI/oMa/KYfScOYsX2NXjjs3dD8i98RKQf5xMRSaZ7RnE+EVFLdM8nQO+M4qYUUZgxLCZYM5NgzUyCs6gKzpJqoNoFWE0wJ1n9+gQGb1XV2LF255tYu/NNZPXORHr3/oiPjkV5VSUOnz6C3BMHgp6BiOThfCIiyXTPKM4nImqJ7vkE6JtR3JQiCmPmlOiQDKjW5J44wF+iiKgJzicikkz3jOJ8IqKW6J5PQGhnFO8pRUREREREREREIcdNKSIiIiIiIiIiCjluShERERERERERUcgZSikVyoKlpaVISkpy/6GTOZSl3c7V+3hDHfWZgRmkZdBdv16GkpISJCYm6skAAfMJEHU+tGXQXZ8ZmKGFDDpnFOcTM4ipzwwiM3A+yTkXzMAM2usLy9DWfAr5jc7Ly8vr/lB/oXTQXZ8ZmEFaBs31y8vLtW5KiZpPzCCjPjMwQz06ZxTnEzOIrM8MYjJwPtXDDMwgKYPu+gIytDWfQv5KKZfLhYKCAsTHx8MwDJ+fX1ZWhrS0NBw/fhwJCQlBSMgM4ZJBd31mCFwGpRTKy8uRmpoKk0nfu4o5n5ihI2XQXb8jZZAwo/ydT4D+86G7PjMwg7QMnE91dJ8LCRl012cGZgh0Bm/nU8hfKWUymdC7d2+/j5OQkKDt5DCDrAy66zNDYDLofIWUB+cTM3TEDLrrd5QMumdUoOYToP986K7PDMwgLQPnUx3d50JCBt31mYEZApnBm/nEG50TEREREREREVHIcVOKiIiIiIiIiIhCLuw2pWw2Gx544AHYbDZmiPAMuuszg6wMEkhYB2ZgBin1mUEe3Wuhuz4zMIO0DLrrSyJhLXRn0F2fGZhBV4aQ3+iciIiIiIiIiIgo7F4pRURERERERERE4Y+bUkREREREREREFHLclCIiIiIiIiIiopDjphQREREREREREYVcWG1K7dixA2azGdOnTw957Xnz5sEwjNqvLl26YMqUKcjNzQ15llOnTuHuu+/GgAEDYLPZkJaWhhkzZuD9998Peu366xAVFYXu3btj4sSJeP755+FyuYJev3GG+l9TpkwJSf22chw+fDgk9U+dOoV7770X6enpiI6ORvfu3TFmzBgsX74c586dC3r9efPm4Zprrmny/W3btsEwDJSUlAQ9gzScUZxPjXPomlG65xOgd0ZxPjXF+cT51DgH5xN/h5KC84nzqXEOzqfImk9htSm1cuVK3H333fjggw9QUFAQ8vpTpkxBYWEhCgsL8f7778NiseCqq64KaYb8/HyMHDkSW7ZswZIlS7Bv3z5s3LgR48aNw8KFC0OSwbMO+fn5ePfddzFu3Djce++9uOqqq+BwOEKaof7Xyy+/HJLabeXo379/0Ot+/fXXuOiii/Cvf/0Ljz/+OPbs2YMdO3bgl7/8Jd5++21s3rw56BmoqUifUZxPTXPonFG65hPAGSUR5xPnU+McnE+cT1JwPnE+Nc7B+RRZ88miO4C3KioqsG7dOnz66ac4deoUVq9ejV//+tchzWCz2dCjRw8AQI8ePfCrX/0KV1xxBYqKipCSkhKSDHfeeScMw8Ann3yC2NjY2u8PGzYMt956a0gy1F+HXr164eKLL8Zll12GCRMmYPXq1bjttttCmkEnXTnuvPNOWCwWfPrppw36YMCAAZg5cyaUUiHPFOk4ozifWsqhi84MnFGycD5xPrWUQxfOJ/LgfOJ8aimHLpxPoRc2r5R69dVXMWTIEGRkZGDu3Ll4/vnntZ6UiooKrFmzBunp6ejSpUtIap49exYbN27EwoULGzSpR1JSUkhyNGf8+PEYPnw43njjDW0ZIsW3336Lf/3rXy32AQAYhhHiVBTpM4rziTw4o+ThfOJ8IjfOJ3k4nzifyC2S51PYbEqtXLkSc+fOBeB+SV1paSm2b98e0gxvv/024uLiEBcXh/j4eGzYsAHr1q2DyRSaZTx8+DCUUhgyZEhI6vlqyJAhyM/PD0mt+ufC8/X444+HpHZrOa6//vqg1/T0QUZGRoPvd+3atTbH/fffH/QcQPPnYerUqSGpLU2kzyjOp4YkzCgd8wmQM6M4n+pwPnE+1cf5pH8+AZxRHpxPnE/1cT5F5nwKi7fvHTp0CJ988gnWr18PALBYLJg9ezZWrlyJsWPHhizHuHHjsHz5cgBAcXEx/vKXv2Dq1Kn45JNP0Ldv36DXl/5yPaVUyHZv658Lj86dO4ekdms5WtrVDoVPPvkELpcLc+bMgd1uD0nN5s7Dzp07a3+5iBScUZxPjUmYUZLmExD6GcX55Mb5xPnUGOdTU/wdSg/OJ86nxjifmoqE+RQWm1IrV66Ew+FAampq7feUUrDZbFi6dCkSExNDkiM2Nhbp6em1f37uueeQmJiIZ599Fo8++mjQ6w8aNAiGYeDgwYNBr9UeBw4cCNlN4BqfC1105EhPT4dhGDh06FCD7w8YMAAAEBMTE7Iszf33nzhxImT1peCM4nxqTMKM0pVByozifHLjfOJ8aozzSf98AjijAM4ngPOpMc6nyJxP4t++53A48OKLL+IPf/gD9u7dW/uVk5OD1NRULZ+45mEYBkwmE86fPx+Sep07d8bkyZOxbNkyVFZWNvm5zo+P3bJlC/bt24dZs2ZpyxApunTpgokTJ2Lp0qXN9gGFFmeUG+cTeXBGycH55Mb5RB6cT3JwPrlxPpFHJM8n8a+Uevvtt1FcXIz58+c32S2fNWsWVq5ciTvuuCMkWex2O06dOgXA/dLOpUuXoqKiAjNmzAhJfQBYtmwZxowZg0svvRQPP/wwsrKy4HA4sGnTJixfvhwHDhwIegbPOjidTpw+fRobN27E4sWLcdVVV+Gmm24Kev36GeqzWCzo2rVrSOrr9pe//AVjxozBJZdcggcffBBZWVkwmUzYtWsXDh48iJEjR+qOGDE4o+pwPjXNUR9nFGdUqHE+1eF8apqjPs4nzqdQ43yqw/nUNEd9nE8RMJ+UcFdddZWaNm1asz/buXOnAqBycnKCnuPmm29WAGq/4uPj1fe+9z312muvBb12YwUFBWrhwoWqb9++ymq1ql69eqmrr75abd26Nei166+DxWJRKSkp6sorr1TPP/+8cjqdQa/fOEP9r4yMjJDUr59j5syZIa1ZX0FBgbrrrrtU//79VVRUlIqLi1OXXnqpWrJkiaqsrAx6/Zb++7du3aoAqOLi4qBnkIAzqqFIn0+Nc+iaUbrnk1J6ZxTnkxvnU0OcT5xPHvwdSj/Op4Y4nzifPCJxPhlKCb+7GhERERERERERdTji7ylFREREREREREQdDzeliIiIiIiIiIgo5LgpRUREREREREREIcdNKSIiIiIiIiIiCjluShERERERERERUchxU4qIiIiIiIiIiEKOm1JERERERERERBRy3JQiIiIiIiIiIqKQ46YUERERERERERGFHDelwtBf//pXxMfHw+Fw1H6voqICUVFRGDt2bIPHbtu2DYZh4KuvvsLZs2dx9913IyMjAzExMejTpw/uuecelJaW1j5+9erVMAyj2a9vvvmm1Vznz59HbGwsDh8+3ORn+fn5mD9/Pvr374+YmBgMHDgQDzzwAKqrqxs8Ljc3F1dccQWio6ORlpaG3//+916tydGjRxETE4OKiopma9f/77BarUhPT8ejjz4KpVTt47744gvMmjUL/fr1g2EY+NOf/tTkWJ6fNf5auHChVzmJOrpgzicAeP/993H55ZcjPj4ePXr0wP3339+gVmv69++PzZs3N/uzFStWYOzYsUhISIBhGCgpKWnymM8++wwTJ05EUlISunTpggULFjQ7c5ozbtw4PPfcc83+bOzYsQ3mSffu3XH99dfj6NGjDR53zz33YOTIkbDZbBgxYkSzx1JK4cknn8TgwYNhs9nQq1cvPPbYY15lJOrowvH3JwB47LHHcPnll6NTp05ISkpq9jG7du3ChAkTkJSUhOTkZEyePBk5OTlerUtrs7H+7z1msxmpqamYP38+iouLax9TVVWFefPm4cILL4TFYsE111zT7LGWLVuGzMxMxMTEICMjAy+++KJX+YgiQUf9/cmTtbmvXbt2+VU7kPPppZdewvDhw9GpUyf07NkTt956K7799ts281FgcFMqDI0bNw4VFRX49NNPa7/373//Gz169MDOnTtRVVVV+/2tW7eiT58+GDhwIAoKClBQUIAnn3wSn3/+OVavXo2NGzdi/vz5tY+fPXs2CgsLG3xNnjwZ2dnZ6NatW6u5Nm3ahL59+yI9Pb3Jzw4ePAiXy4X/+7//wxdffIGnnnoKf/3rX/HrX/+69jFlZWWYNGkS+vbti927d2PJkiV48MEHsWLFijbX5K233sK4ceMQFxfX4mM2b96MwsJC5OXl4aGHHsJjjz2G559/vvbn586dw4ABA/DEE0+gR48ezR5j165dDdZm06ZNAIDrr7++zYxEkSCY8yknJwfTpk3DlClTsGfPHqxbtw4bNmzAr371qzZz5ebmori4GNnZ2c3+/Ny5c5gyZUqDmVRfQUEBrrzySqSnp2Pnzp3YuHEjvvjiC8ybN6/N2mfPnsVHH32EGTNmtPiY22+/HYWFhSgoKMBbb72F48ePY+7cuU0ed+utt2L27NktHufee+/Fc889hyeffBIHDx7Ehg0bcOmll7aZkSgShOPvTwBQXV2N66+/Hj/5yU+a/XlFRQWmTJmCPn36YOfOnfjwww8RHx+PyZMno6amptXabc1GAHj44YdRWFiIY8eO4aWXXsIHH3yAe+65p/bnTqcTMTExuOeee3DllVc2e4zly5dj0aJFePDBB/HFF1/goYcewsKFC/GPf/yj1XxEkaKj/v50+eWXN5mNt912G/r3749LLrnEr9pAYObTRx99hJtuugnz58/HF198gb///e/45JNPcPvtt7eajwJIUVjq2bOnWrx4ce2ff/nLX6qFCxeqzMxMtXXr1trv/+AHP1A333xzi8d59dVXldVqVTU1Nc3+/JtvvlFRUVHqxRdfbDPTrbfequ6//36v/xt+//vfq/79+9f++S9/+YtKTk5Wdru99nv333+/ysjIaPNY48ePV8uXL2/2Z0eOHFEA1J49exp8f8KECerOO+9s9jl9+/ZVTz31VJt17733XjVw4EDlcrnafCxRpAjWfFq0aJG65JJLGjxmw4YNKjo6WpWVlbWa6eGHH1azZ89uM/vWrVsVAFVcXNzg+//3f/+nunXrppxOZ+33cnNzFQCVl5fX6jFffPFFNWrUqBZ/np2dre69994G3/vb3/6mOnXq1OzjH3jgATV8+PAm39+/f7+yWCzq4MGDreYhimTh/PvTqlWrVGJiYpPv79q1SwFQx44dq/2et/OprdnY3O9DjzzyiBo6dGizj7/55pvVzJkzm3x/9OjR6he/+EWD7/385z9XY8aMaTUfUSTpiL8/NVZdXa1SUlLUww8/3OYxQzWflixZogYMGNDge08//bTq1atXmxkpMPhKqTA1btw4bN26tfbPW7duxdixY5GdnV37/fPnz2Pnzp0YN25ci8cpLS1FQkICLBZLsz9/8cUX0alTJ1x33XWt5nG5XHj77bcxc+ZMr/8bSktL0blz59o/79ixAz/4wQ9gtVprvzd58mQcOnSowcswGyspKcGHH36Iq6++2uvan376KXbv3o1Ro0Z5/ZzGqqursWbNGtx6660wDKPdxyHqaII1n+x2O6Kjoxs8JiYmBlVVVdi9e3ermTZs2ODTfGrMbrfDarXCZKr7v82YmBgAwIcffhjQ2mfPnsWrr77q83z6xz/+gQEDBuDtt99G//790a9fP9x22204e/asT8ch6sg6wu9PjWVkZKBLly5YuXIlqqurcf78eaxcuRKZmZno169fq8/1dT6dPHkS//jHP3yeTy3N708++aTNV3MRRYqO+PtTc8f79ttvccstt3j12FDMp9GjR+P48eN45513oJTC6dOn8dprr2HatGk+HYf8oHtXjNrn2WefVbGxsaqmpkaVlZUpi8WivvnmG7V27Vr1gx/8QCml1Pvvv68AqKNHjzZ7jKKiItWnTx/161//usU6mZmZ6ic/+UmbeT766KMmryJoTV5enkpISFArVqyo/d7EiRPVggULGjzuiy++UADU/v37WzzWSy+91GT3vz7PK6ViYmJUbGysioqKUgCa1KrPm1dKrVu3TpnNZnXy5MlWH0cUaYI1n9577z1lMpnU2rVrlcPhUCdOnFBXXHGFAqDWrl3bYp4TJ04oq9Xa5r/eKdXyv/R9/vnnymKxqN///vfKbrers2fPqlmzZikA6vHHH2/xeFVVVSouLk59/vnnLT4mOztbRUVFqdjYWNWpUycFQA0ePFgdOXKk2ce39EqpH//4x8pms6lRo0apDz74QG3dulWNGDFCjRs3rs3/bqJIEc6/P7X0SimllNq3b58aOHCgMplMymQyqYyMDJWfn9/q8byZjX379lVWq1XFxsaq6OhoBUCNGjWqxee09EqERYsWqR49eqhPP/1UuVwutWvXLtW9e3cFQBUUFLSakyhSdMTfnxqbOnWqmjp1apvHC+V8Usr96rK4uDhlsVgUADVjxgxVXV3dZk4KDL5SKkyNHTsWlZWV2LVrF/79739j8ODBSElJQXZ2du37jrdt24YBAwagT58+TZ5fVlaG6dOnY+jQoXjwwQebrbFjxw4cOHCgwXuSW/LWW2/hqquuavAqgpacPHkSU6ZMwfXXXx+Q9+q+9dZbXr1Kat26ddi7dy9ycnLw6quv4q233vLqvdQtWblyJaZOnYrU1NR2H4OoIwrWfJo0aRKWLFmCO+64AzabDYMHD679V6zWZs+GDRvw/e9/v8UbBHtj2LBheOGFF/CHP/wBnTp1Qo8ePdC/f39079691dpbtmxBt27dMGzYsFaPP2fOnNr59OGHHyI9PR2TJk1CeXm51xldLhfsdjtefPFFXHHFFRg7dixWrlyJrVu34tChQ14fh6gjC+ffn1py/vx5zJ8/H2PGjMHHH3+Mjz76CBdccAGmT5+O8+fPt/g8b2fjfffdh7179yI3Nxfvv/8+AGD69OlwOp1eZ/yf//kfTJ06FZdddhmioqIwc+ZM3HzzzQBan99EkaQj/v5U34kTJ/Dee+95NRtDOZ/279+Pe++9F//7v/+L3bt3Y+PGjcjPz8cdd9zh9THIP/x/gTCVnp6O3r17Y+vWrdi6dWvtDeBSU1ORlpaG//znP9i6dSvGjx/f5Lnl5eWYMmUK4uPjsX79ekRFRTVb47nnnsOIESMwcuTINvNs2LDBq42hgoICjBs3DpdffnmTG5j36NEDp0+fbvA9z59buvF4dXU1Nm7c6FXttLQ0pKenIzMzE9dffz1++tOf4g9/+EODGwd66+jRo9i8eTNuu+02n59L1NEFcz79/Oc/R0lJCY4dO4YzZ87Uvqx7wIABLebxdj615cYbb8SpU6dw8uRJfPvtt3jwwQdRVFQUkNqJiYlIT09Heno6xowZg5UrVyIvLw/r1q3zOl/Pnj1hsVgwePDg2u9lZmYCAI4dO+b1cYg6snD9/ak1a9euRX5+PlatWoXvfe97uOyyy7B27VocOXIEb731lt+1u3btivT0dAwaNAjjx4/Hn/70p9p18lZMTAyef/55nDt3Dvn5+Th27Bj69euH+Ph4pKSkeH0coo6so/7+5LFq1Sp06dLFq2OGcj4tXrwYY8aMwX333YesrCxMnjwZf/nLX/D888+jsLDQ6+NQ+3FTKoyNGzcO27Ztw7Zt2xp8VOgPfvADvPvuu/jkk0+avN/Y8wl3VqsVGzZsaPL+Yo+Kigq8+uqrXu1k5+Xl4ejRo5g4cWKrjzt58iTGjh2LkSNHYtWqVU125kePHo0PPvigwb0FNm3ahIyMDCQnJzd7zG3btiE5ORnDhw9vM2djZrMZDocD1dXVPj931apV6NatG6ZPn+7zc4kiQTDnk2EYSE1NRUxMDF5++WWkpaXh4osvbvaxFRUV2Lp1a0Dvh9C9e3fExcVh3bp1iI6ObnH2KaXwj3/8o121zWYzALT6KofGxowZA4fDga+++qr2e19++SUAoG/fvj5nIOqowu33p7acO3cOJpOpwf0tPX92uVwt5mzvbGzPfPKIiopC7969YTab8corr/j9KjGijqaj/v6klMKqVatw0003tbihH4ja7ZlPnhna3HGUUj5nIN81f3dGCgvjxo3DwoULUVNT0+CjMrOzs3HXXXehurq6wdDyDKxz585hzZo1KCsrQ1lZGQAgJSWl9uID3G91czgczX4keWNvvfUWrrzySnTq1KnFx3g2pPr27Ysnn3wSRUVFtT/zvArqxhtvxEMPPYT58+fj/vvvx+eff44///nPeOqpp1o8ri87+N9++y1OnToFh8OBffv24c9//jPGjRuHhIQEAO5XXe3fv7/2f588eRJ79+5FXFxcg49pdrlcWLVqFW6++eYWb3BKFOmCNZ+WLFmCKVOmwGQy4Y033sATTzyBV199tcH8qm/jxo0YPHhwmzf7PXXqFE6dOoXDhw8DAPbt24f4+Hj06dOn9gMZli5dissvvxxxcXHYtGkT7rvvPjzxxBMtvrR89+7dOHfuHL7//e+3uV7nzp3DqVOnALhfIfrII48gOjoakyZNqn3M4cOHUVFRgVOnTuH8+fPYu3cvAGDo0KGwWq248sorcfHFF+PWW2/Fn/70J7hcLixcuBATJ05s8OopokgXTr8/Ae5XOp49exbHjh2D0+msvfbT09MRFxeHiRMn4r777sPChQtx9913w+Vy4YknnoDFYmnxZsjezkbA/QqMU6dOQSmF48eP45e//CVSUlJw+eWX1z5m//79qK6uxtmzZ1FeXl6bccSIEQDcG+SffPIJRo0aheLiYvzxj3/E559/jhdeeKHN+kSRpCP+/gS4b2dw5MgRr95lEur5NGPGDNx+++1Yvnw5Jk+ejMLCQvz0pz/FpZdeytu0hIrWO1qRXzw38B4yZEiD7+fn5ysAKiMjo8H3PTega+6r8Q11R48erW688Uavcnz/+99Xzz77bKuPWbVqVYu168vJyVHf//73lc1mU7169VJPPPFEq8dNS0tTmzZtavUxnnXyfJnNZtW7d291++23q2+++abFx3m+srOzGxzvvffeUwDUoUOHWq1LFMmCNZ/GjRunEhMTVXR0tBo1apR65513Ws0xd+5c9Zvf/KbNvA888ECztVetWlX7mP/+7/9WnTt3VlarVWVlZbX5Ue+//e1v1Zw5c9qsnZ2d3aBmcnKyys7OVlu2bGn1cc2tz8mTJ9W1116r4uLiVPfu3dW8efPUt99+22YGokgSTr8/KeW+OW9ztet/RPy//vUvNWbMGJWYmKiSk5PV+PHj1Y4dO1o8prezsW/fvg1qpqSkqGnTpqk9e/a0+rjGv+Pt379fjRgxQsXExKiEhAQ1c+ZMdfDgwTbrE0Wajvj7k1JK3XDDDeryyy9v83i+1A7UfFJKqaeffloNHTpUxcTEqJ49e6o5c+aoEydOeJWX/GcoxdekUfudOXMGPXv2xIkTJ9C9e/eQ1v7ss88wfvx4FBUVtfkyUCKKPA6HA927d8e7776LSy+9NOT1s7Ky8Nvf/hY/+tGPQl6biGTT+fuT7tlIRLLpnBGcT5GJb+Imv5w9exZ//OMfQ/4LFeAeWs888ww3pIioWWfPnsXPfvYzfO973wt57erqasyaNQtTp04NeW0ikk/n7086ZyMRyadzRnA+RSa+UoqIiIiIiIiIiEKOr5QiIiIiIiIiIqKQ46YUERERERERERGFHDeliIiIiIiIiIgo5LgpRUREREREREREIcdNKSIiIiIiIiIiCjluShERERERERERUchxU4qIiIiIiIiIiEKOm1JERERERERERBRy3JQiIiIiIiIiIqKQ46YUERERERERERGFHDeliIiIiIiIiIgo5LgpRUREREREREREIcdNKSIiIiIiIiIiCjluShERERERERERUchZQl3Q5XKhoKAA8fHxMAwj1OWJSCClFMrLy5GamgqTSd9eOecTETVHwozifCKi5nA+EZFU3s6nkG9KFRQUIC0tLdRliSgMHD9+HL1799ZWn/OJiFqjc0ZxPhFRazifiEiqtuZTyDel4uPj6/7QyRzq8sA5p976zMAM0jLorl8vQ4P5oIH2+QSIOh/aMuiuzwzM0EIGnTOK84kZxNRnBpEZOJ/knAtmYAbt9YVlaGs+hXxTqvYlnZ3MSLxlUKjLo2z1YahKB4xYCxLmpYe8PjMwg7QMuusDQOmqPOCcU/tLvnXPJ0DG+dCdQXd9ZmCGxiTMKM4nZpBSnxlkZeB8cpNwLpiBGaTUl5LB2/nEG50TEREREREREVHIcVOKiIiIiIiIiIhCjptSREREREREREQUciG/p5Q/snpnYlD3/oiLjkVFVSXyTh9B7okDIc3gLKqCs7gaqHEBUSaYk60wp0QzQ4gzSOgFovok9KTu65IZ6kjoB6L6dPekhOuSGdx09wJRYxJ6Uve1qbu+lAwSeoFCT/ymVHSUDbNGTsOC7LkYnja0yc9zju/Hiu1r8Prud1BVYw9KBuVwoSavDPbcYrjONK1h6mqDLSsZUYMSYFiC8+IzZpDRC0T1SehJ3dclM9SR0A9E9enuSQnXJTO46e4FosYk9KTua1N3fSkZJPQC6SV6U2pgt35Yv/A5pHVOhUu5mn3MBb0ysHTOY7h/6kJcs3Q+vi46GtAMzpJqVG44BlXuaPExrjN2nN9yClW7ziD26j4wJ1mZIcAZJPQCUX0SelL3dckMdST0A1F9untSwnXJDG66e4GoMQk9qfva1F1fSgYJvUD6ib2n1MBu/bD5F68gNak7DMOA2WRu9nFmkxmGYSA1qTvev28dBqT0DVgGZ0k1Kl7Lh6po+UKtT1U4UPFaPpwl1cwQwAwSeoGoPgk9qfu6ZIY6EvqBqD7dPSnhumQGN929QNSYhJ7UfW3qri8lg4ReIBl83pT64IMPMGPGDKSmpsIwDLz55psBDxUdZcP6hc8h3hYLi9m7F3NZzBbE22Lx5l0rER1l8zuDcrhQueEYUO0ClLdPAlDtfp5yNL/Tywy+kdALFD44n1p7EjrUbJCSQUI/UHgIxXwC9PekhOuSGdx09wKFj0iZT4D+a1N3fSkZJPQCyeHzplRlZSWGDx+OZcuWBSMPAGDWyGlI65zqdYN6WMwW9OnSC9dePNXvDDV5Ze6XMnp7oXooQJU7UJNXxgwByCChFyh8cD61oQPNBikZJPQDhYdQzCdAf09KuC6ZwU13L1D4iJT5BOi/NnXXl5JBQi+QHD5vSk2dOhWPPvoofvjDHwYjDwBgQfbcFt9T2hany4kF2XP9zmDPLdb6fGZwk9ALFD44n0LzfGaoI6EfKDyEYj4B+ntSwnXJDG66e4HCR6TMJ0D/tan7+VIySOgFkkPcPaWyemdieNrQFt9T2hazyYwRfYYhq3dmuzM4i6qa/fQBX7jO2OEsqmIGPzJI6AWi+iT0pO7rkhnqSOgHovp096SE65IZ3HT3AlFjEnpS97Wpu76UDBJ6gWQJ+qaU3W5HWVlZg6/WDOrePyB10/04jrM4cDexY4b2Z5DQC9SxcT4xgz8ZJPQDdVy+zidAf09KuC6ZwU13L1DHFo7zCdB/bequLyWDhF4gWYK+KbV48WIkJibWfqWlpbX6+Ljo2IDUjffnODX+37wNgPvmcczQ7gwieoE6NM4nZvAng4h+oA7L1/kECOhJAdclM7hp7wXq0MJyPgH6r03d9YVkENELJErQN6UWLVqE0tLS2q/jx4+3+viKqsqA1C335zhRAVoWqx/HYQYZvUAdGucTM/iTQUQ/UIfl63wCBPSkgOuSGdy09wJ1aGE5nwD916bu+kIyiOgFEsW32923g81mg83m/Uc25p0+EpC6eae+bvdzzcnWgGQwJ7X/OMwgoxeoY+N8YgZ/MkjoB+q4fJ1PgP6elHBdMoOb7l6gji0c5xOg/9rUXV9KBgm9QLL4vMVZUVGBvXv3Yu/evQCAI0eOYO/evTh27FhAAuWeOICc4/vhdDnb9Xyny4m9x77AvpMH253BnBINU1ffBm1jpq42mFOimcGPDBJ6gcIL55N3wn02SMkgoR8ofAR7PgH6e1LCdckMbrp7gcJLJMwnQP+1qbu+lAwSeoFk8XlT6tNPP8VFF12Eiy66CADw85//HBdddBH+93//N2ChVmxfA5PRvpcEmk1mrNi+xu8Mtqxkrc9nBjcJvUDhg/MpNM9nhjoS+oHCQyjmE6C/JyVcl8zgprsXKHxEynwC9F+bup8vJYOEXiA5fO6EsWPHQinV5Gv16tUBC/X67ndw/GwBHE6HT89zOB049u1JvPHZu35niBqUACPeAhg+PtEAjHgLogYlMEMAMkjoBQofnE9t6ECzQUoGCf1A4SEU8wnQ35MSrktmcNPdCxQ+ImU+AfqvTd31pWSQ0AskR9BvdN4eVTV2/HDZbSi3V3rdqA6nA+X2SlyzdD6qaux+ZzAsJsRe3cd9EzdvL1gDgNX9PMPi/9Iyg4xeIKpPQk/qvi6ZoY6EfiCqT3dPSrgumcFNdy8QNSahJ3Vfm7rrS8kgoRdIDpGbUgDw1Tf5mLBkNgpKTgNAi+859Xy/oOQ0JiyZja+LjgYsgznJirjr+sGI8+5+8EacBXHX9fPrxm/M0JSEXiCqT0JP6r4umaGOhH4gqk93T0q4LpnBTXcvEDUmoSd1X5u660vJIKEXSIagf/qeP74uOopLH52Oay+eigXZczGiz7Amj9l34iBWbF+DNz57Nyg7puYkK+JvHICavDLYc4vhOtO0hqmrDbasZPdLIQOwc8wMTUnoBaL6JPSk7uuSGepI6Aei+nT3pITrkhncdPcCUWMSelL3tam7vpQMEnqB9BO9KQW4X9q3duebWLvzTWT1zkR69/6Ij45FeVUlDp8+gtwTB4KewbCYYM1MgjUzCc6iKjhLqoFqF2A1wZxk9evTB5jBexJ6gag+CT2p+7pkhjoS+oGoPt09KeG6ZAY33b1A1JiEntR9bequLyWDhF4gvcRvStWXe+KA9qY0p0SH5OJkhtZJ6AWi+iT0pO7rkhnqSOgHovp096SE65IZ3HT3AlFjEnpS97Wpu76UDBJ6gUJP7D2liIiIiIiIiIio4+KmFBERERERERERhRw3pYiIiIiIiIiIKOQMpZQKZcGysjIkJia6i8eG/pZW6pwDUAAMwOik55ZazMAMkjLorg8AqtIBACgtLUVCQoKWDID++QQIOR/sSWZghoYZBMwozidmkFKfGYRl4HwCIORcMAMzCKkvJoOX80nrjc49IfUU11yfGZhBWgbd9YXRvhYSzofuDLrrMwMzCKV9HSScC2bQX58ZZGUQQvs6SDgXzMAMUupLydAGrZtSfKUUMzCD/gy66wMyByX/pU9fBt31mYEZmmQQNqM4nyI7g+76zCAsA+cTACHnghmYQUh9MRm8nE/6NqU6mZEwLz3kZctWH4aqdMDoZNFSnxmYQVoG3fUBoHRVHnDOqaV2szTNJ0DG+dCdQXd9ZmCGxkTNKM6niM+guz4zyMrA+eQm4VwwAzNIqS8lg7fziTc6JyIiIiIiIiKikOOmFBERERERERHRd4zQfh5cRNN6TykiIiIiIiIiIp2GF1VhzoESjC44j4xiO6wuoNoEHEq2YUdqDF7KTEJOSrTumB1SWG1KZfXOxKDu/REXHYuKqkrknT6C3BMHmCECM+iuT3WcRVVwFlcDNS4gygRzshXmCBzYEnqSGZiBGuJ8qqO7J3XXZwZZGYjzqT4JPak7g+76kZyhf0k1lm4pxJjC86gxgM8V8DqAcgDxLmDIt3bcctaOBftK8FHPGNw1vieOJFmDmkmCUM4o8ZtS0VE2zBo5DQuy52J42tAmP885vh8rtq/B67vfQVWNnRk6cAbd9amOcrhQk1cGe24xXGearrWpqw22rGREDUqAYem47xKW0JPMwAzUEOdTHd09qbs+M8jKQJxP9UnoSd0ZdNdnBuC6L0uxbMspVDsVVgF4WgF7m3ncCAXcA+C6wvP4+JUjuHN8T7w+OCGgWSTQNaMMpUL7ZsmysjIkJiYCncxIvGVQq48d2K0f1i98DmmdU+FSLphN5iaPcbqcMBkmHD9bgGuWzsfXRUdbr++5C32sd3ehZwYZGYJR39cMwaI7g6/1nSXVqNxwDKq87Y/4NOItiL26D8xt/GuC55MZSktLkZCgb8Drnk9A+F0XumcDMwRXuGUIxnwCZMwoX+YToL8nO+p8kpCB8yk8M3A+1ZHQk7ozdNT5FE4ZrvuyFCs2FeJLAFMAHIX7htuuZh7r+X5fAO8BGARgwcSeeG1wYrvrB1s4/R1P7Bb8wG79sPkXryA1qTsMw2i2QQHAbDLDMAykJnXH+/etw4CUvszQwTLork91nCXVqHgtH6qi7WEFAKrCgYrX8uEsqQ5ystCS0JPMwAzUEOdTHd09qbs+M8jKQJxP9UnoSd0ZdNdnBmBASTWWbTmFLwFcDuDEd99vbkOq/vdPABgNIA/Asi2n0L+DXKO6Z5RPm1KLFy/G9773PcTHx6Nbt2645pprcOjQoYAEqS86yob1C59DvC0WFrN37zC0mC2It8XizbtWIjrKxgwdJIPu+lRHOVyo3HAMqHYB3r6+UgGodj9POVoa84HB+cQMkZqB5M8nIHJmlO76zCArA3E+1SehJ3Vn0F2fGdye2VIIu1NhCoAyAE4vn+f87vGTAVQ7FZZuKfQrhwQSZpRPm1Lbt2/HwoUL8fHHH2PTpk2oqanBpEmTUFlZ6XeQ+maNnIa0zqleN6iHxWxBny69cO3FU5mhg2TQXZ/q1OSVuV/O6esbfhWgyh2oySsLSi4PzidmiNQMJH8+AZEzo3TXZwZZGYjzqT4JPak7g+76zAAM/6YKYwrP43W437Ln7YaUh/O7570OYEzheQwvqmp3FgkkzCifNqU2btyIefPmYdiwYRg+fDhWr16NY8eOYffu3X4HqW9B9ly4VPt23JwuJxZkz2WGDpJBd32qY88t1vr8tnA+MUOkZiD58wmInBmluz4zyMpAnE/1SehJ3Rl012cGYM7BEtQYwNNo/72MTHA/v8YA5hwoaXcWCSTMKL/uKVVaWgoA6Ny5s99BPLJ6Z2J42tAW31PaFrPJjBF9hiGrdyYzhHkG3fWpjrOoqtlPYPCF64wdzhD+SwLnEzNEQgYKz/kEdMwZpbs+M8jKQJxP9UnoSd0ZdNdnBrfRBefx+XefstfeN565AOwB8LkCLis8386j6CdlRrV7U8rlcuGnP/0pxowZgwsuuKDFx9ntdpSVlTX4as2g7v3bG6mBdD+OwwwyMuiuT3WcxYG5iV2obtjJ+cQMkZKBwm8+Ad7NKF/nE6C/J3XXZwZZGYjzqT4JPak7g+76zOCWUWzHwYAkAA4BGHLWv00dnaTMqHZvSi1cuBCff/45XnnllVYft3jxYiQmJtZ+paWltfr4uOjY9kZqIN6P4zCDjAy661M9NQG6yWZ18G/WCXA+MUPkZCCE3XwCvJtRvs4nQH9P6q7PDLIyEDif6pHQk7oz6K7PDIChFKwuoDwgCdw3Pbe63McNS0JmVLs2pe666y68/fbb2Lp1K3r37t3qYxctWoTS0tLar+PHj7f6+IqqwNxQr9yP4zCDjAy661M9UX6907eONUDHaQXnEzNEUgZCWM0nwPsZ5et8AvT3pO76zCArA4HzqR4JPak7g+76zAAow0C1CYgPSAIgAUC1yX3csCRkRvl0u3ulFO6++26sX78e27ZtQ//+bb9kzmazwWbz/iMb804f8SVSy8c59XX7n8sMIjLork91zMnWwBwnKTDHaQ7nEzNEYgYKj/kE+D6jfJ1PgP6e1F2fGWRlIM6n+iT0pO4Muuszg9uhZBuGfBuYt9wNAXCws2/XgiRSZpRPW1oLFy7EmjVrsHbtWsTHx+PUqVM4deoUzp8P3M29ck8cQM7x/XC6fP1wRjeny4m9x77AvpPtf6coM8jIoLs+1TGnRMPU1b+Ba+pqgzklOkCJmuJ8YoZIzEDhMZ+AyJhRuuszg6wMxPlUn4Se1J1Bd31mcNuRGoMLDGAE/Pv0vYsADDOAj3vGtPMo+kmZUT6dh+XLl6O0tBRjx45Fz549a7/WrVvnV4jGVmxfA5PRvhYxm8xYsX0NM3SQDLrrUx1bVrLW57eF84kZIjUDyZ9PQOTMKN31mUFWBuJ8qk9CT+rOoLs+MwAvZSYhSgH3wL9P37sHQJRyHy+cSZhRPnWCUqrZr3nz5vkdpL7Xd7+D42cL4HA6fHqew+nAsW9P4o3P3mWGDpJBd32qEzUoAUa8BfD1LdMGYMRbEDUoISi5PDifmCFSM5D8+QREzozSXZ8ZZGUgzqf6JPSk7gy66zMDkJMSjY96xuA6AH0BmH18vvm7580C8FHPGOQE+ZWMwSZhRoXmrnk+qqqx44fLbkO5vdLrRnU4HSi3V+KapfNRVeP/e0SZQUYG3fWpjmExIfbqPu4b2Xk7tAwAVvfzDIvIceMzCT3JDMxADXE+1dHdk7rrM4OsDMT5VJ+EntSdQXd9ZnC7a3xPWM0GNsJ9s3JvN6bM3z3+PQBWs4G7xvf0K4cEEmaU2Cn31Tf5mLBkNgpKTgNAi+859Xy/oOQ0JiyZja+LjjJDB8uguz7VMSdZEXddPxhx3n1GghFnQdx1/YJ+g85Qk9CTzMAM1BDnUx3dPam7PjPIykCcT/VJ6EndGXTXZwbgSJIVd47vicEAdgDwfNZkS5sjnu/3/u7xgwDcOb4njnSQa1T3jPLp0/dC7euio7j00em49uKpWJA9FyP6DGvymH0nDmLF9jV447N3g/IvOswgI4Pu+lTHnGRF/I0DUJNXBntuMVxnmq61qasNtqxk98tBO9C/8NUnoSeZgRmoIc6nOrp7Und9ZpCVgTif6pPQk7oz6K7PDMDrgxNgQGHZllPY51R4HcDTAPY089jhcN9Dahbcr5C6fXxPvD44+G+tDSWdM0r0phTgfmnf2p1vYu3ON5HVOxPp3fsjPjoW5VWVOHz6CHJPHGCGCMmguz7VMSwmWDOTYM1MgrOoCs6SaqDaBVhNMCdZg/4pMVJI6ElmYAZqiPOpju6e1F2fGWRlIM6n+iT0pO4MuuszA/Da4ETs7haDpVsKMa/wPOYYwOcKOASgDO636mUAuMBw39T8w9QY3D2u47xCqjFdM0r8plR9uScOaP8/TWaQkUF3fapjTomOqF+iWiKhJ5mBGaghzqc6untSd31mkJWBOJ/qk9CTujPorh/JGY4kWTH92r4YXlSFOQdKcFnheVx71g6rC6g2AQc727CqZwxeykwK+5ua+yKUMyqsNqWIiIiIiIiIiAIpJyUaOSk9av9sKAVl+PqRdNQeHffNykREREREREREPuKGVOhwU4qIiIiIiIiIiELOUEqpUBYsKytDYmKiu3hs6N89qM45AAXAAIxOet69yAzMICmD7voAoCodAIDS0lIkJOj7JAvd8wkQcj7Yk8zADA0zCJhRnE/MIKU+MwjLwPkEQMi5YAZmEFJfTAYv55PWe0p5Quoprrk+MzCDtAy66wujfS0knA/dGXTXZwZmEEr7Okg4F8ygvz4zyMoghPZ1kHAumIEZpNSXkqENWjel+EopZmAG/Rl01wdkDkr+S5++DLrrMwMzNMkgbEZxPkV2Bt31mUFYBs4nAELOBTMwg5D6YjJ4OZ/0bUp1MiNhXnrIy5atPgxV6YDRyaKlPjMwg7QMuusDQOmqPOCcU0vtZmmaT4CM86E7g+76zMAMjYmaUZxPEZ9Bd31mkJWB88lNwrlgBmaQUl9KBm/nE290TkREREREREREIcdNKSIiIiIiIiIiCjluShERERERERERUchpvdG5r7J6Z2JQ9/6Ii45FRVUl8k4fQe6JAyHN4CyqgrO4GqhxAVEmmJOtMKdEhzSDhHXQnUF3fSkk9KOEDBJI6EkJ50LCOjCDDBL6UUIGKXT3pIRzoXsNmEEW3T2pu74kEnpS9/mQsAYSMug+D1JIWIdQZhC/KRUdZcOskdOwIHsuhqcNbfLznOP7sWL7Gry++x1U1diDkkE5XKjJK4M9txiuM01rmLraYMtKRtSgBBiW4Lz4TMI66M6gu74UEvpRQgYJJPSkhHMhYR2YQQYJ/SghgxS6e1LCudC9Bswgi+6e1F1fEgk9qft8SFgDCRl0nwcpJKyDrgyGUkoF7GheKCsrQ2JiItDJjMRbBrX62IHd+mH9wueQ1jkVLuWC2WRu8hinywmTYcLxswW4Zul8fF10tPX6nrvQx3p3F3pnSTUqNxyDKm/74wyNeAtir+4Dc5I1oBkkrIPuDMGo72uGYPElg4R+DEYGzyczlJaWIiEhoc3jBovu+QTo7wdfM+ieDcwQXOHWj8HKIGFG+TKfAP09KaEfJMxp3edBSoZgkPD7i4RrgvPpuwxh1g8ddT75mkHC/1cEQ7j1Y7AyeDufxG41DuzWD5t/8QpSk7rDMIxmLxIAMJvMMAwDqUnd8f596zAgpW/AMjhLqlHxWj5URdsnBgBUhQMVr+XDWVIdsAwS1kF3Bt31pZDQjxIySCChJyWcCwnrwAwySOhHCRmk0N2TEs6F7jVgBll096Tu+pJI6End50PCGkjIoPs8SCFhHXRn8GlTavny5cjKykJCQgISEhIwevRovPvuuwEJUl90lA3rFz6HeFssLGbv3mFoMVsQb4vFm3etRHSUze8MyuFC5YZjQLUL8Pa1ZApAtft5yuHyO4OEddCdQXd9KST0o4QMreF8autJ4HzqoBl0k9CPEjK0JVJmlIRzoXsNmEEW3T2pu743ImU+AfrPh4Q1kJBB93mQQsI6SMjg06ZU79698cQTT2D37t349NNPMX78eMycORNffPGF30HqmzVyGtI6p3p9kXhYzBb06dIL11481e8MNXll7peu+frmRgWocgdq8sr8ziBhHXRn0F1fCgn9KCFDazifvMD51CEz6CahHyVkaEukzCgJ50L3GjCDLLp7Und9b0TKfAL0nw8JayAhg+7zIIWEdZCQwadNqRkzZmDatGkYNGgQBg8ejMceewxxcXH4+OOP/Q5S34LsuXCp9u24OV1OLMie63cGe26x1ucDMtZBdwbd9aWQ0I8SMrSG8yl0zwdkrAMzyCChHyVkaEukzCgJ50L3GjCDLLp7UvfzvREp8wnQfz4krIGEDLrPgxQS1kFChnbfU8rpdOKVV15BZWUlRo8e7XcQj6zemRieNrTF97W2xWwyY0SfYcjqndnuDM6iqmbvNu8L1xk7nEVV7X6+hHXQnUF3fSkk9KOEDL7gfGod51PHyaCbhH6UkMFXHXVGSTgXuteAGWTR3ZO667dHR51PgP7zIWENJGTQfR6kkLAOEjIA7diU2rdvH+Li4mCz2XDHHXdg/fr1GDq06cdHetjtdpSVlTX4as2g7v19jdSsdD+O4ywO3E0N20vCOujOoLu+FBL6UUIGb3A++XAczqcOkUE3Cf0oIYO3fJlRvs4nQH9PSjgXuteAGWTR3ZO66/uio88nQP/5kLAGEjLoPg9SSFgHCRmAdmxKZWRkYO/evdi5cyd+8pOf4Oabb8b+/ftbfPzixYuRmJhY+5WWltbq8eOiY32N1Kx4f45TE6Abp1W3/zgS1kF3Bt31xRDQjyIyeIHzyQecTx0ig3YC+lFEBi/5MqN8nU+AgJ4UcC60rwEzyKK7J3XX90GHn0+A9vMhYQ0kZNB9HsSQsA4SMqAdm1JWqxXp6ekYOXIkFi9ejOHDh+PPf/5zi49ftGgRSktLa7+OHz/e6vErqip9jdSscn+OE9XudzU2ZG3/cSSsg+4MuuuLIaAfRWTw5vCcT97jfOoQGbQT0I8iMnhbwocZ5et8AgT0pIBzoX0NmEEW3T2pu74vJTr6fAK0nw8JayAhg+7zIIaEdZCQAYBvt9xvhsvlgt3e8vsQbTYbbDbvPzYy7/QRfyO5j3Pq63Y/15xsDUgGc1L7jyNhHXRn0F1fCgn9KCFDe3A+tXIczqcOkUE3Cf0oIUN7tTajfJ1PgP6elHAudK8BM8iiuyd11/dHR5tPgP7zIWENJGTQfR6kkLAOEjIAPr5SatGiRfjggw+Qn5+Pffv2YdGiRdi2bRvmzJnjV4j6ck8cQM7x/XC6nO16vtPlxN5jX2DfyYPtzmBOiYapq2+DtjFTVxvMKdHtfr6EddCdQXd9KST0o4QMbeF88h7nU8fJoJuEfpSQwRuRMKMknAvda8AMsujuSd31vRUJ8wnQfz4krIGEDLrPgxQS1kFCBsDHTalvvvkGN910EzIyMjBhwgTs2rUL7733HiZOnOhXiMZWbF8Dk9G+l4CZTWas2L7G7wy2rGStzwdkrIPuDLrrSyGhHyVkaA3nU+ieD8hYB2aQQUI/SsjQlkiZURLOhe41YAZZdPek7ud7I1LmE6D/fEhYAwkZdJ8HKSSsg4QMPnXjypUrkZ+fD7vdjm+++QabN28O+LACgNd3v4PjZwvgcDp8ep7D6cCxb0/ijc/e9TtD1KAEGPEWwPDxiQZgxFsQNSjB7wwS1kF3Bt31pZDQjxIytIbzyQucTx0yg24S+lFChrZEyoyScC50rwEzyKK7J3XX90akzCdA//mQsAYSMug+D1JIWAcJGUTeHayqxo4fLrsN5fZKry8Wh9OBcnslrlk6H1U1Ld9DxluGxYTYq/u4b9rl7QkyAFjdzzMs/i+thHXQnUF3fSkk9KOEDBJI6EkJ50LCOjCDDBL6UUIGKXT3pIRzoXsNmEEW3T2pu74kEnpS9/mQsAYSMug+D1JIWAcJGcSeza++yceEJbNRUHIaAFp836vn+wUlpzFhyWx8XXQ0YBnMSVbEXdcPRpx394M34iyIu65fQG+6JmEddGfQXV8KCf0oIYMEEnpSwrmQsA7MIIOEfpSQQQrdPSnhXOheA2aQRXdP6q4viYSe1H0+JKyBhAy6z4MUEtZBdwa/P30vmL4uOopLH52Oay+eigXZczGiz7Amj9l34iBWbF+DNz57Nyj/omNOsiL+xgGoySuDPbcYrjNNa5i62mDLSna/9C0Iu7YS1kF3Bt31pZDQjxIySCChJyWcCwnrwAwySOhHCRmk0N2TEs6F7jVgBll096Tu+pJI6End50PCGkjIoPs8SCFhHXRmEL0pBbhfXrh255tYu/NNZPXORHr3/oiPjkV5VSUOnz6C3BMHgp7BsJhgzUyCNTMJzqIqOEuqgWoXYDXBnGQNyZ3/JayD7gy660shoR8lZJBAQk9KOBcS1oEZZJDQjxIySKG7JyWcC91rwAyy6O5J3fUlkdCTus+HhDWQkEH3eZBCwjroyiB+U6q+3BMHtP+fpjklWvuFIWEddGfQXV8KCf0oIYMEEnpSwrmQsA7MIIOEfpSQQQrdPSnhXOheA2aQRXdP6q4viYSe1H0+JKyBhAy6z4MUEtYhlBk65uvfiIiIiIiIiIhING5KERERERERERFRyHFTioiIiIiIiIiIQs5QSqlQFiwrK0NiYqK7eGzob2mlzjkABcAAjE56bqnFDMwgKYPu+gCgKh0AgNLSUiQkJGjJAOifT4CQ88GeZAZmaJhBwIzifGIGKfWZQVgGzicAQs4FMzCDkPpiMng5n7Te6NwTUk9xzfWZgRmkZdBdXxjtayHhfOjOoLs+MzCDUNrXQcK5YAb99ZlBVgYhtK+DhHPBDMwgpb6UDG3QuinFV0oxAzPoz6C7PiBzUPJf+vRl0F2fGZihSQZhM4rzKbIz6K7PDMIycD4BEHIumIEZhNQXk8HL+aRvU6qTGQnz0kNetmz1YahKB4xOFi31mYEZpGXQXR8ASlflAeecWmo3S9N8AmScD90ZdNdnBmZoTNSM4nyK+Ay66zODrAycT24SzgUzMIOU+lIyeDufeKNzIiIiIiIiIiIKOW5KERERERERERFRyHFTioiIiIiIiIiIQk7rjc59ldU7E4O690dcdCwqqiqRd/oIck8cCGkGZ1EVnMXVQI0LiDLBnGyFOSU6pBm4DlwDZpCHPenGdXDTvQ4S1oAZZGFP6l8DgOvgIWEddGfQXV8S9iTXwIPrEJkZxG9KRUfZMGvkNCzInovhaUOb/Dzn+H6s2L4Gr+9+B1U19qBkUA4XavLKYM8thutM0xqmrjbYspIRNSgBhiU4Lz7jOnANmEEe9qQb18FN9zpIWANmkIU9qX8NAK6Dh4R10J1Bd31J2JNcAw+uAzMYSikVsKN5oaysDImJiUAnMxJvGdTqYwd264f1C59DWudUuJQLZpO5yWOcLidMhgnHzxbgmqXz8XXR0dbre+5CH+vdXeidJdWo3HAMqrztjzM04i2IvboPzEnWgGbgOgRnDXzNEIw1kJBBQi94PpmhtLQUCQkJbR43WHTPJ0B/P/iagfPJTfc6SOiFjpxBwozyZT4B7Emg487pcJtPgIx10J2B86kOe7LjzidfM3TUdQi3fgxWBm/nk9gt+IHd+mHzL15BalJ3GIbRbIMCgNlkhmEYSE3qjvfvW4cBKX0DlsFZUo2K1/KhKto+MQCgKhyoeC0fzpLqgGXgOnANmEEe9qQb18FN9zpIWANmkIU9qX8NAK6Dh4R10J1Bd31J2JNcAw+uAzN4iNyUio6yYf3C5xBvi4XF7N07DC1mC+JtsXjzrpWIjrL5nUE5XKjccAyodgHevpZMAah2P085XH5n4DpwDZhBHvakG9fBTfc6SFgDZpCFPal/DQCug4eEddCdQXd9SdiTXAMPrgMz1OfXptQTTzwBwzDw05/+1O8g9c0aOQ1pnVO9blAPi9mCPl164dqLp/qdoSavzP3SNV/f3KgAVe5ATV6Z3xm4DlwDZmg/zqdmcD65daB1kLAGzOC7YM0ngD0J6F8DgOvgIWEddGfQXb89+DtUM/h3G84njw40n6RkaPem1K5du/B///d/yMrK8jtEYwuy58Kl2rfj5nQ5sSB7rt8Z7LnFWp8PcB0ArgEztA/nU3CfD3AdPHSvg4Q1YAbfBHM+AexJQP8aAFwHDwnroDuD7uf7ir9DBff5XAM3rgMz1NeuTamKigrMmTMHzz77LJKTk/0OUV9W70wMTxva4ntK22I2mTGizzBk9c5sdwZnUVWzd5v3heuMHc6iqnY/n+vANWCG9uF8ahvnk1u4r4OENWAG3wRzPgHsSUD/GgBcBw8J66A7g+76vuLvUG3j3204nzzCfT5JyQC0c1Nq4cKFmD59Oq688so2H2u321FWVtbgqzWDuvdvT6Qm0v04jrM4cDc1bC+uA9eAGdqH88nL43A+uY8TxusgYQ2YwTfBnE8AexLQvwYA18FDwjrozqC7vq+8nVHhOJ8A/eeDa+DGdWCGxnx7EyeAV155BZ999hl27drl1eMXL16Mhx56yOvjx0XH+hqpWfH+HKcmQDcUrG7/cbgOXANm8B3nkw84n9zCeR0ErAEzeC/Y8wlgTwIC1gDgOngIWAftGXTX94EvMyos5xOg/XxwDdy4DszQmE+vlDp+/DjuvfdevPTSS4iOjvbqOYsWLUJpaWnt1/Hjx1t9fEVVpS+RWlTuz3GiAvShhNb2H4frwDVgBt9wPvmI88ktnNdBwBowg3dCMZ8A9iQgYA0AroOHgHXQnkF3fS/5OqPCcj4B2s8H18CN68AMjfn0Sqndu3fjm2++wcUXX1z7PafTiQ8++ABLly6F3W6H2dzwvaE2mw02m/cf2Zh3+ogvkVo+zqmv2/1cc7I1IBnMSe0/DteBa8AMvuF88vE4nE/u44TxOkhYA2bwTijmE8CeBPSvAcB18JCwDroz6K7vLV9nVDjOJ0D/+eAauHEdmKExn7a0JkyYgH379mHv3r21X5dccgnmzJmDvXv3NvmFqj1yTxxAzvH9cLqc7Xq+0+XE3mNfYN/Jg+3OYE6Jhqmrb4O2MVNXG8wp3v1raHO4DlwDZvAN55P3OJ/cwn0dJKwBM3gnFPMJYE8C+tcA4Dp4SFgH3Rl01/cWf4fyHv9uw/nkEe7zSUoGwMdNqfj4eFxwwQUNvmJjY9GlSxdccMEFfgWpb8X2NTAZ7XsJmNlkxorta/zOYMvy7xMn/H0+wHUAuAbM4D3Op9A9H+A6eOheBwlrwAxtC9V8AtiTgP41ALgOHhLWQXcG3c/3Bn+HCt3zuQZuXAdmqC+4b1Bup9d3v4PjZwvgcDp8ep7D6cCxb0/ijc/e9TtD1KAEGPEWwPDxiQZgxFsQNSjB7wxcB64BM8jDnnTjOrjpXgcJa8AMsrAn9a8BwHXwkLAOujPori8Je5Jr4MF1YIb6/N6U2rZtG/70pz/5HaS+qho7frjsNpTbK71uVIfTgXJ7Ja5ZOh9VNXa/MxgWE2Kv7uO+aZe3J8gAYHU/z7D4v9/HdeAaMIN/OJ/qPwmcT0CHWwcJa8AM7ROM+QSwJwH9awBwHTwkrIPuDLrrtxd/h6r/JPDvNpxP3z0JHWo+Sckg8pVSAPDVN/mYsGQ2CkpOA0CL7zn1fL+g5DQmLJmNr4uOBiyDOcmKuOv6wYjz7n7wRpwFcdf1C+jNCLkOXANmkIc96cZ1cNO9DhLWgBlkYU/qXwOA6+AhYR10Z9BdXxL2JNfAg+vADB4+ffpeqH1ddBSXPjod1148FQuy52JEn2FNHrPvxEGs2L4Gb3z2bkB2TBszJ1kRf+MA1OSVwZ5bDNeZpjVMXW2wZSW7X/oWhH/N4DpwDZhBHvakG9fBTfc6SFgDZpCFPal/DQCug4eEddCdQXd9SdiTXAMPrgMzAMI3pQD3S/vW7nwTa3e+iazemUjv3h/x0bEor6rE4dNHkHviQNAzGBYTrJlJsGYmwVlUBWdJNVDtAqwmmJOsQf9EDIDrAHANmEEe9qQb18FN9zpIWANmkIU9qX8NAK6Dh4R10J1Bd31J2JNcAw+uAzOI35SqL/fEgZA0ZWvMKdHa/w+D68A1YAZ52JNuXAc33esgYQ2YQRb2pP41ALgOHhLWQXcG3fUlYU9yDTy4DpGZoeO+LpSIiIiIiIiIiMTiphQREREREREREYUcN6WIiIiIiIiIiCjkDKWUCmXBsrIyJCYmuovHhv6WVuqcA1AADMDopOeWWszADJIy6K4PAKrSAQAoLS1FQkKClgyA/vkECDkf7ElmYIaGGQTMKM4nZpBSnxmEZeB8AiDkXDADMwipLyaDl/NJ643OPSH1FNdcnxmYQVoG3fWF0b4WEs6H7gy66zMDMwilfR0knAtm0F+fGWRlEEL7Okg4F8zADFLqS8nQBq2bUnylFDMwg/4MuusDMgcl/6VPXwbd9ZmBGZpkEDajOJ8iO4Pu+swgLAPnEwAh54IZmEFIfTEZvJxP+jalOpmRMC895GXLVh+GqnTA6GTRUp8ZmEFaBt31AaB0VR5wzqmldrM0zSdAxvnQnUF3fWZghsZEzSjOp4jPoLs+M8jKwPnkJuFcMAMzSKkvJYO384k3OiciIiIiIiIiopDjphQREREREREREYUcN6WIiIiIiIiIiCjktN7oPBxl9c7EoO79ERcdi4qqSuSdPoLcEwdCmsFZVAVncTVQ4wKiTDAnW2FOiY6oDLrrA+wFkoc9yQwe7AWShj3JDPWxH0ga3T0poR+ZwU13LwAy1iGUuCnlhegoG2aNnIYF2XMxPG1ok5/nHN+PFdvX4PXd76Cqxh6UDMrhQk1eGey5xXCdaVrD1NUGW1YyogYlwLAE5wVwujPorg+wF0ge9iQzeLAXSBr2JDPUx34gaXT3pIR+ZAY33b0AyFgHXbgp1YaB3fph/cLnkNY5FS7lavYxF/TKwNI5j+H+qQtxzdL5+LroaEAzOEuqUbnhGFR5yx+p6Dpjx/ktp1C16wxir+4Dc5K1Q2XQXR9gL5A87Elm8GAvkDTsSWaoj/1A0ujuSQn9yAxuunsBkLEOOnWsLbYAG9itHzb/4hWkJnWHYRgwm8zNPs5sMsMwDKQmdcf7963DgJS+AcvgLKlGxWv5UBUtN2h9qsKBitfy4Syp7jAZdNcH2AskD3uSGTzYCyQNe5IZ6mM/kDS6e1JCPzKDm+5eAGSsg27clGpBdJQN6xc+h3hbLCxm715QZjFbEG+LxZt3rUR0lM3vDMrhQuWGY0C1C1DePglAtft5ytH8Tm84ZdBdH2AvkDzsSWbwYC+QNOxJZqiP/UDS6O5JCf3IDG66ewGQsQ4S+LQp9eCDD8IwjAZfQ4YMCVY2rWaNnIa0zqleN6iHxWxBny69cO3FU/3OUJNX5n4Jn7cN6qEAVe5ATV5Z2GfQXR9gL4QLzqe2dbSeZAb2QjiJlBnFnmSG+tgP4SFS5hOgvycl9CMzuOnuBUDGOkjg8yulhg0bhsLCwtqvDz/8MBi5tFuQPbfF95S2xelyYkH2XL8z2HOLtT5fQgbdzwfYC+GE86ltHaknmYG9EG4iYUaxJ5mhPvZD+IiE+QTo70kJ/cgMbrp7AZCxDhL4vCllsVjQo0eP2q+uXbsGI5dWWb0zMTxtaIvvKW2L2WTGiD7DkNU7s90ZnEVVzd513xeuM3Y4i6rCNoPu+gB7IdxwPrWto/QkM7AXwlFHn1HsSWaoj/0QXjr6fAL096SEfmQGN929AMhYByl83pTKy8tDamoqBgwYgDlz5uDYsWOtPt5ut6OsrKzBl3SDuvcPyHHS/TiOszhwNwkP1wy66wPshXDD+eS9cO9JZmAvhCNfZhTnU/tI6ElmcGM/hJeOPp8A/T0poR+ZwU13LwAy1kEKnzalRo0ahdWrV2Pjxo1Yvnw5jhw5giuuuALl5eUtPmfx4sVITEys/UpLS/M7dLDFRccG5Djx/hynJkA3Lav24zi6M+iuD/ZCOOF88k3Y9yQzsBfCjK8zivOpnST0JDMAYD+Ek0iYT4CAnpTQj8wAQEAvACLWQQqfNqWmTp2K66+/HllZWZg8eTLeeecdlJSU4NVXX23xOYsWLUJpaWnt1/Hjx/0OHWwVVZUBOU65P8eJCtAHI1r9OI7uDLrrg70QTjiffBP2PckM7IUw4+uM4nxqJwk9yQwA2A/hJBLmEyCgJyX0IzMAENALgIh1kMK3W803kpSUhMGDB+Pw4cMtPsZms8Fm8//jEkMp7/SRwBzn1Nftfq452RqQDOak9h9Hdwbd9QH2QjjjfGrjOGHek8zAXgh3bc0ozqf2kdCTzODGfghfHXE+Afp7UkI/MoOb7l4AZKyDFH5tq1VUVOCrr75Cz549A5VHhNwTB5BzfD+cLme7nu90ObH32BfYd/JguzOYU6Jh6urfsDd1tcGcEh22GXTXB9gL4YzzqXkdpSeZgb0Q7jrijGJPMkN97Ifw1RHnE6C/JyX0IzO46e4FQMY6SOHTptQvfvELbN++Hfn5+fjPf/6DH/7whzCbzbjhhhuClU+bFdvXwGS0b8/ObDJjxfY1fmewZSVrfb6EDLqfD7AXwgXnk3c6Uk8yA3shnETKjGJPMkN97IfwECnzCdDfkxL6kRncdPcCIGMdJPDpLJw4cQI33HADMjIy8KMf/QhdunTBxx9/jJSUlGDl0+b13e/g+NkCOJwOn57ncDpw7NuTeOOzd/3OEDUoAUa8BTB8fKIBGPEWRA1KCPsMuusD7IVwwfnUto7Wk8zAXggnkTKj2JPMUB/7ITxEynwC9PekhH5kBjfdvQDIWAcJfNqUeuWVV1BQUAC73Y4TJ07glVdewcCBA4OVTauqGjt+uOw2lNsrvW5Uh9OBcnslrlk6H1U1dr8zGBYTYq/u4755mbeNagCwup9nWPy/6ZnuDLrrA+yFcMH51LqO2JPMwF4IJ5Eyo9iTzFAf+yE8RMp8AvT3pIR+ZAY33b0AyFgHCTrGf0WQfPVNPiYsmY2CktMA0OJ7Tj3fLyg5jQlLZuProqMBy2BOsiLuun4w4ry7J70RZ0Hcdf0CesMz3Rl01wfYCyQPe5IZPNgLJA17khnqYz+QNLp7UkI/MoOb7l4AZKyDbn59+l4k+LroKC59dDquvXgqFmTPxYg+w5o8Zt+Jg1ixfQ3e+OzdgOyYNmZOsiL+xgGoySuDPbcYrjNNa5i62mDLSna/BDAIO6a6M+iuD7AXSB72JDN4sBdIGvYkM9THfiBpdPekhH5kBjfdvQDIWAeduCnlhaoaO9bufBNrd76JrN6ZSO/eH/HRsSivqsTh00eQe+JA0DMYFhOsmUmwZibBWVQFZ0k1UO0CrCaYk6whueu+7gy66wPsBZKHPckMHuwFkoY9yQz1sR9IGt09KaEfmcFNdy8AMtZBF25K+Sj3xIGQNGVrzCnR2ptSdwbd9QH2AsnDnmQGD/YCScOeZIb62A8kje6elNCPzOCmuxcAGesQSh3rdV9ERERERERERBQWuClFREREREREREQhx00pIiIiIiIiIiIKOUMppUJZsKysDImJie7isaG/pZU65wAUAAMwOum5pRYzMIOkDLrrA4CqdAAASktLkZCQoCUDoH8+AULOB3uSGZihYQYBM4rziRmk1GcGYRk4nwAIORfMwAxC6ovJ4OV80nqjc09IPcU112cGZpCWQXd9YbSvhYTzoTuD7vrMwAxCaV8HCeeCGfTXZwZZGYTQvg4SzgUzMIOU+lIytEHrphRfKcUMzKA/g+76gMxByX/p05dBd31mYIYmGYTNKM6nyM6guz4zCMvA+QRAyLlgBmYQUl9MBi/nk75NqU5mJMxLD3nZstWHoSodMDpZtNRnBmaQlkF3fQAoXZUHnHNqqd0sTfMJkHE+dGfQXZ8ZmKExUTOK8yniM+iuzwyyMnA+uUk4F8zADFLqS8ng7Xzijc6JiIiIiIiIiCjkwnJTygjtvdmJiIiIiIiIiCjAtN5TylvDi6ow50AJRhecR0axHVYXUG0CDiXbsCM1Bi9lJiEnJVp3TCIiIiIiIiIi8pLoTan+JdVYuqUQYwrPo8YAooaPACYOAeLjYS0vx4UHD2JIzl4s2FeCj3rG4K7xPXEkyRrUTM6iKjiLq4EaFxBlgjnZCnMEbojpXgfd9ZlBVgYJsnpnYlD3/oiLjkVFVSXyTh9B7okDIc3Ac+EmYR10Z9Bdnxnk0T2jeC7cJKwDM8jIoLu+JLrnE8DzAchYA2aIzAxiN6Wu+7IUy7acgtlqA+bNQ9Q99wAXXdTkcVF79gBPP41R617Bx68cwZ3je+L1wQkBzaIcLtTklcGeWwzXGXuTn5u62mDLSkbUoAQYlrB8R6RXdK+D7vrMICuDBNFRNswaOQ0LsudieNrQJj/POb4fK7avweu730FVTdN1CgSeCzcJ66A7g+76zCCP7hnFc+EmYR2YQUYG3fUl0T2fAJ4PQMYaMAMziNyUuu7LUqzYVAgMGgTTv/4F9O0LuFzNPzgrC3j+eVgeeACmiRPx7KbDMKDw2uDEgGRxllSjcsMxqPKWP87QdcaO81tOoWrXGcRe3QfmIL9aSwfd66C7PjPIyiDBwG79sH7hc0jrnAqXan4+XdArA0vnPIb7py7ENUvn4+uiowHNwHPhJmEddGfQXZ8Z5NE9o3gu3CSsAzPIyKC7viS65xPA8wHIWANmYAZA4I3OB5RUY9mWU+4NqY8/Bnr1AgwDMJubf4LZ7P55r14w7dwJpKdj2ZZT6F9S7XcWZ0k1Kl7Lh6po+cTUpyocqHgtH84A1JZE9zrors8MsjJIMLBbP2z+xStITeoOwzBgNjU/n8wmMwzDQGpSd7x/3zoMSOkbsAw8F24S1kF3Bt31mUEe3TOK58JNwjowg4wMuutLons+ATwfgIw1YAZm8BC3KfXMlkKYrDb3K6Ti44GoKO+eGBUFxMfDtGkTzFYblm4p9CuHcrhQueEYUO0CvP2wPwWg2v085WjhlV1hRvc66K7PDLIySBAdZcP6hc8h3hYLi9m7F5tazBbE22Lx5l0rER1l8zsDz4WbhHXQnUF3fWaQR/eM4rlwk7AOzCAjg+76kuieTwDPByBjDZiBGerzeVPq5MmTmDt3Lrp06YKYmBhceOGF+PTTT/0OAgDDv6nCmMLziJr9X+637Hm7IeURFQX06wfLj2ZjTOF5DC+qaneWmrwy90vXvD0xHgpQ5Q7U5JW1u7YkutdBd31mkJWhLcGcTx6zRk5DWudUr3+Z8rCYLejTpReuvXiq3xnC4VyEgoR10J1Bd31m8E0kzKhwORfBJmEdmEFGBt31vRUJ8wkIn/MRTBLWgBmYoT6fNqWKi4sxZswYREVF4d1338X+/fvxhz/8AcnJyX4HAYA5B0tQYwC4556W7yHVFqcTuPtu1BjAnAMl7c5izy1u93MD8XwpdK+D7uczg6wMrQn2fPJYkD23xfsftMXpcmJB9ly/M0g/F6EiYR10Z9D9fGbwXqTMqHA4F6EgYR2YQUYG3c/3RqTMJyA8zkewSVgDZmCG+nzapv7d736HtLQ0rFq1qvZ7/fv39zuEx+iC84gaPqLZT9nzmtkMjByJqOEjcFk7P0rUWVTV7N3mfeE6Y4ezqCqsP0pU9zrors8MsjK0JdjzCXB/ZHFznxDjLbPJjBF9hiGrd2a7P+o4HM5FKEhYB90ZdNdnBt9EwowKl3MRbBLWgRlkZNBd31uRMJ+A8DkfwSRhDZiBGRrz6ZVSGzZswCWXXILrr78e3bp1w0UXXYRnn3221efY7XaUlZU1+GpJRrEdGDLEl0gty8jAkLPtW2BnceBuahjOdK+D7vrMICtDW4I9nwBgUPfA/IKW7sdxwuFchIKEddCdQXd9ZvCNrzPK1/kE6J9R4XIugk3COjCDjAy663srEuYTED7nI5gkrAEzMENjPm1Kff3111i+fDkGDRqE9957Dz/5yU9wzz334IUXXmjxOYsXL0ZiYmLtV1paWrOPM5SC1QX3zc0DISEBVpf7uD6rCdAN7KrD/EZ4utdBd31mkJWhDcGcTx5x0bEByRrvz3HC4FyEhIR10J1Bd31m8ImvM8rX+QQImFFhci6CTsI6MIOMDLrreyki5hMQNucjqCSsATMwQyM+bUq5XC5cfPHFePzxx3HRRRdhwYIFuP322/HXv/61xecsWrQIpaWltV/Hjx9v9nHKMFBtAlBe7tN/QIvKylBtch/XZ1EB+lBCq7gPN/SN7nXQXZ8ZZGVoQzDnk0dFVWVAspb7c5wwOBchIWEddGfQXZ8ZfOLrjPJ1PgECZlSYnIugk7AOzCAjg+76XoqI+QSEzfkIKglrwAzM0IhPz+7ZsyeGDm34XuDMzEwcO3asxefYbDYkJCQ0+GrJoWQbcPCgL5FadvAgDnZu38eGmpOtAYlgTgrMcXTRvQ666zODrAxtCfZ8AoC800cCkjXv1Nftfm44nItQkLAOujPors8MvvF1Rvk6nwD9MypczkWwSVgHZpCRQXd9b0XCfALC53wEk4Q1YAZmaMynTakxY8bg0KFDDb735Zdfom/fvn6F8NiRGoOanL3Anj3uT9FrD6cT2L0bNbk5+LhnTLsOYU6Jhqlr+za0PExdbWF7AzwP3euguz4zyMrQlmDPJwDIPXEAOcf3w+lq33xyupzYe+wL7DvZ/s33cDgXoSBhHXRn0F2fGXwTCTMqXM5FsElYB2aQkUF3fW9FwnwCwud8BJOENWAGZmhyDF8e/LOf/Qwff/wxHn/8cRw+fBhr167FihUrsHDhQr9CeLyUmYQoBeDppwFTO18CZjYDzzyDKOU+XnvZsvz7CFR/ny+F7nXQ/XxmkJWhNcGeTx4rtq+ByWjffDKbzFixfY3fGaSfi1CRsA66M+h+PjN4L1JmVDici1CQsA7MICOD7ud7I1LmExAe5yPYJKwBMzBDfT5Nhe9973tYv349Xn75ZVxwwQV45JFH8Kc//Qlz5szxOwgA5KRE46OeMXCsewU4ehSoqfHtADU1QH4+HK+uw0c9Y5Djx45d1KAEGPEWwNdbUhmAEW9B1KC2X8YaDnSvg+76zCArQ2uCPZ88Xt/9Do6fLYDD6fDpeQ6nA8e+PYk3PnvX7wzSz0WoSFgH3Rl012cG70XKjAqHcxEKEtaBGWRk0F3fG5Eyn4DwOB/BJmENmIEZ6vN5q/qqq67Cvn37UFVVhQMHDuD222/3O0R9d43vCWe1Ha5Jk9w3Pfd2Y6qmBigvh2viRDir7bhrfE+/chgWE2Kv7uO+aZe3J8gAYHU/z7CE8Q3w6tG9DrrrM4OsDG0J9nwCgKoaO3647DaU2yu9/qXK4XSg3F6Ja5bOR1WN3e8M4XAuQkHCOujOoLs+M/gmEmZUuJyLYJOwDswgI4Pu+t6KhPkEhM/5CCYJa8AMzFCfuKvqSJIVd47vCeTlwTVqFHDypPsHLd1jyvP9kyfdjz98GHeO74kjAbgBnTnJirjr+sGIs3j1eCPOgrjr+oX1ze+ao3sddNdnBlkZJPjqm3xMWDIbBSWnAaDF+yN4vl9QchoTlszG10VHA5aB58JNwjrozqC7PjPIo3tG8Vy4SVgHZpCRQXd9SXTPJ4DnA5CxBszADB7eVQ2x1wcnwIDCsi1fwTw0E5YfzQbuvhsYObLpg/fuBZ55Bo5X18FZbcedE1Px+uDAvazSnGRF/I0DUJNXBntuMVxnmu7Qm7raYMtKdr/0rQPsnjdH9zrors8MsjJI8HXRUVz66HRce/FULMieixF9hjV5zL4TB7Fi+xq88dm7AfnXvcZ4LtwkrIPuDLrrM4M8umcUz4WbhHVgBhkZdNeXRPd8Ang+ABlrwAzMAAjdlAKA1wYnYne3GCzdUogxL7yAmhdfQNTwEUBGBpCQAJSVAYcOoSZnL6IU8HFqDO4e1z8gr5BqzLCYYM1MgjUzCc6iKjhLqoFqF2A1wZxkDetPYPCF7nXQXZ8ZZGWQoKrGjrU738TanW8iq3cm0rv3R3x0LMqrKnH49BHknjgQ9Aw8F24S1kF3Bt31mUEe3TOK58JNwjowg4wMuutLons+ATwfgIw1YAZmELspBbjfyjf92r4YXlSFOQdKcNmJAxiSuxdWF1BtAg52tuHjC5LwUmaSXzc194U5JToiBlRbdK+D7vrMICuDBLknDoTkF6jW8Fy4SVgH3Rl012cGeXTPKJ4LNwnrwAwyMuiuL4nu+QTwfAAy1oAZIjOD6E0pj5yUaOSk9Kj9s6EUlOHr7eGJiIiIiIiIiEiKsHxzLDekiIiIiIiIiIjCW1huShERERERERERUXgzlFIqlAXLysqQmJjoLh4b+ncPqnMOQAEwAKOTnncvMgMzSMqguz4AqEoHAKC0tBQJCYH79Exf6Z5PgJDzwZ5kBmZomEHAjOJ8YgYp9ZlBWAbOJwBCzgUzMIOQ+mIyeDmftN5TyhNST3HN9ZmBGaRl0F1fGO1rIeF86M6guz4zMINQ2tdBwrlgBv31mUFWBiG0r4OEc8EMzCClvpQMbdC6KcVXSjEDM+jPoLs+IHNQ8l/69GXQXZ8ZmKFJBmEzivMpsjPors8MwjJwPgEQci6YgRmE1BeTwcv5pG9TqpMZCfPSQ162bPVhqEoHjE4WLfWZgRmkZdBdHwBKV+UB55xaajdL03wCZJwP3Rl012cGZmhM1IzifIr4DLrrM4OsDJxPbhLOBTMwg5T6UjJ4O594o3MiIiIiIiIiIgo5bkoREREREREREVHIcVOKiIiIiIiIiIhCTuuNzn3lLKqCs7gaqHEBUSaYk60wp0SHNENW70wM6t4fcdGxqKiqRN7pI8g9cYAZNGTQTUI/SsjAXnDjuXCTsA4SMugmYQ0kZJBwTUihey101wdk9KSEDBJIWAfdGSRcE1JIWAvdGXT3o5QMEkhYBwkZQnlNiN+UUg4XavLKYM8thuuMvcnPTV1tsGUlI2pQAgxLcF74FR1lw6yR07Agey6Gpw1t8vOc4/uxYvsavL77HVTVNM3IDB2HhH6UkIG94MZz4SZhHSRk0E3CGkjIIOGakEL3WuiuD8joSQkZJJCwDrozSLgmpJCwFroz6O5HKRkkkLAOEjLouiZEb0o5S6pRueEYVHnLHyXoOmPH+S2nULXrDGKv7gNzkjWgGQZ264f1C59DWudUuJSr2cdc0CsDS+c8hvunLsQ1S+fj66KjzBCEDLpJ6EcJGdgLbjwXbhLWQUIG3SSsgYQMEq4JKXSvhe76gIyelJBBAgnroDuDhGtCCglroTuD7n6UkkECCesgIYPOa0LsdqezpBoVr+VDVbR8YupTFQ5UvJYPZ0l1wDIM7NYPm3/xClKTusMwDJhN5mYfZzaZYRgGUpO64/371mFASl9mCHAG3ST0o4QM7AU3ngs3CesgIYNuEtZAQgYJ14QUutdCd31ARk9KyCCBhHXQnUHCNSGFhLXQnUF3P0rJIIGEdZCQQfc1IXJTSjlcqNxwDKh2AcrbJwGodj9POZrf2fNFdJQN6xc+h3hbLCxm715QZjFbEG+LxZt3rUR0lI0ZApRBNwn9KCEDe8GN58JNwjpIyKCbhDWQkEHCNSGF7rXQXR+Q0ZMSMkggYR10Z5BwTUghYS10Z9Ddj1IySCBhHSRk0H1NAD5uSvXr1w+GYTT5Wrhwod9B6qvJK3O/dM3bE+OhAFXuQE1emd8ZZo2chrTOqV6fGA+L2YI+XXrh2ounMkOAMugmoR8lZAiHXgjFjOK5cJOwDhIy6CZhDSRkkHBNtCVUv0PpXgvd9QEZPSkhgwQS1kF3BgnXRFsiZT5JyKC7H6VkkEDCOkjIoPuaAHzclNq1axcKCwtrvzZt2gQAuP766/0OUp89t1jr8wFgQfbcFt9L2Rany4kF2XOZIUAZdJPQjxIyhEMvhGJG8Vy4SVgHCRl0k7AGEjJIuCbaEqrfoXSvhe76gIyelJBBAgnroDuDhGuiLZEynyRk0N2PUjJIIGEdJGTQfU0APm5KpaSkoEePHrVfb7/9NgYOHIjs7Gy/g3g4i6qavdu8L1xn7HAWVbX7+Vm9MzE8bWiL76Vsi9lkxog+w5DVO5MZ/Mygm4R+lJAhXHoh2DOK58JNwjpIyKCbhDWQkEHCNeGNUPwOpXstdNcHZPSkhAwSSFgH3RkkXBPeiIT5JCGD7n6UkkECCesgIYPua8Kj3feUqq6uxpo1a3DrrbfCMIwWH2e321FWVtbgqzXO4sDcsMufG38N6t4/IBnS/TgOM8ggoR8lZAjHXvBmRnE+tY+EdZCQQTcJayAhg4RrwlfBmE+A/rXQXR+Q0ZMSMkggYR10Z5BwTfiqo84nCRl096OUDBJIWAcJGXRfEx7t3pR68803UVJSgnnz5rX6uMWLFyMxMbH2Ky0trfUD1wToxmnV7T9OXHRsQCLE+3EcZhBCQD9KyBCOveDNjOJ8aicB6yAig24S1kBABhHXhI+CMp+gfy101wcgoidFZJBAwjpoziDimvBRR51PIjLwmpBDwjoIyKD9mvhOuzelVq5cialTpyI1NbXVxy1atAilpaW1X8ePH2/9wFEB+kBAa/uPU1FVGZAI5X4chxmEENCPEjKEYy94M6M4n9pJwDqIyKCbhDUQkEHENeGjoMwn6F8L3fUBiOhJERkkkLAOmjOIuCZ81FHnk4gMvCbkkLAOAjJovya+49st1r9z9OhRbN68GW+88Uabj7XZbLDZvP+YQHOytT2Rmh4nqf3HyTt9JCAZ8k59zQx+ZtBNQj9KyBBuveDtjOJ8ah8J6yAhg24S1kBCBgnXhC+CNZ8A/Wuhuz4goyclZJBAwjroziDhmvBFR55PEjLo7kcpGSSQsA4SMui+Jjzata22atUqdOvWDdOnT/ereHPMKdEwdfVtyDVm6mqDOSW63c/PPXEAOcf3w+lytuv5TpcTe499gX0nDzKDnxl0k9CPEjKEWy8Ea0bxXLhJWAcJGXSTsAYSMki4JnwRzN+hdK+F7vqAjJ6UkEECCeugO4OEa8IXHXk+Scigux+lZJBAwjpIyKD7mvDweVPK5XJh1apVuPnmm2GxtOuFVm2yZSVrfT4ArNi+BiajfS+FM5vMWLF9DTMEKINuEvpRQoZw6YVgzyieCzcJ6yAhg24S1kBCBgnXhDdC8TuU7rXQXR+Q0ZMSMkggYR10Z5BwTXgjEuaThAy6+1FKBgkkrIOEDLqvCaAdm1KbN2/GsWPHcOutt/pdvCVRgxJgxFuAlj/Ur3kGYMRbEDUowe8Mr+9+B8fPFsDhdPj0PIfTgWPfnsQbn73LDAHKoJuEfpSQIVx6IdgziufCTcI6SMigm4Q1kJBBwjXhjVD8DqV7LXTXB2T0pIQMEkhYB90ZJFwT3oiE+SQhg+5+lJJBAgnrICGD7msCaMem1KRJk6CUwuDBg/0u3hLDYkLs1X3cN+3y9gQZAKzu5xkW/28aVlVjxw+X3YZye6XXJ8jhdKDcXolrls5HVY2dGQKUQTcJ/SghQ7j0QrBnFM+Fm4R1kJBBNwlrICGDhGvCG6H4HUr3WuiuD8joSQkZJJCwDrozSLgmvBEJ80lCBt39KCWDBBLWQUIG3dcE4Men7wWbOcmKuOv6wYjz7uWjRpwFcdf1C+hN1776Jh8TlsxGQclpAGjxvZae7xeUnMaEJbPxddFRZghwBt0k9KOEDOwFN54LNwnrICGDbhLWQEIGCdeEFLrXQnd9QEZPSsgggYR10J1BwjUhhYS10J1Bdz9KySCBhHWQkEH3NRGcNwwHiDnJivgbB6Amrwz23GK4zjTdhTN1tcGWlex+6VsQdm2/LjqKSx+djmsvnooF2XMxos+wJo/Zd+IgVmxfgzc+ezco/5rBDDJI6EcJGdgLbjwXbhLWQUIG3SSsgYQMEq4JKXSvhe76gIyelJBBAgnroDuDhGtCCglroTuD7n6UkkECCesgIYPOa0L0phTgfkmbNTMJ1swkOIuq4CypBqpdgNUEc5I1JHf+r6qxY+3ON7F255vI6p2J9O79ER8di/KqShw+fQS5Jw4wQ4gy6CahHyVkYC+48Vy4SVgHCRl0k7AGEjJIuCak0L0WuusDMnpSQgYJJKyD7gwSrgkpJKyF7gy6+1FKBgkkrIOEDLquCfGbUvWZU6K1Xxi5Jw5o/z8MZpBBQj9KyMBecOO5cJOwDhIy6CZhDSRkkHBNSKF7LXTXB2T0pIQMEkhYB90ZJFwTUkhYC90ZdPejlAwSSFgHCRlCeU10zNfgERERERERERGRaNyUIiIiIiIiIiKikOOmFBERERERERERhZyhlFKhLFhWVobExER38djQ39JKnXMACoABGJ303FKLGZhBUgbd9QFAVToAAKWlpUhISNCSAdA/nwAh54M9yQzM0DCDgBnF+cQMUuozg7AMnE8AhJwLZmAGIfXFZPByPmm90bknpJ7imuszAzNIy6C7vjDa10LC+dCdQXd9ZmAGobSvg4RzwQz66zODrAxCaF8HCeeCGZhBSn0pGdqgdVOKr5RiBmbQn0F3fUDmoOS/9OnLoLs+MzBDkwzCZhTnU2Rn0F2fGYRl4HwCIORcMAMzCKkvJoOX80nfplQnMxLmpYe8bNnqw1CVDhidLFrqMwMzSMuguz4AlK7KA845tdRulqb5BMg4H7oz6K7PDMzQmKgZxfkU8Rl012cGWRk4n9wknAtmYAYp9aVk8HY+8UbnREREREREREQUctyUIiKiDskI7ed4EIUFXhdEREQkidZ7ShEREQXK8KIqzDlQgtEF55FRbIfVBVSbgEPJNuxIjcFLmUnISYnWHZMopHhdEBERkWTclCIKY86iKjiLq4EaFxBlgjnZCnOI/3KR1TsTg7r3R1x0LCqqKpF3+ghyTxwIaQaKbP1LqrF0SyHGFJ5HjQF8roDXAZQDiHcBQ76145azdizYV4KPesbgrvE9cSTJqjt2h8f5pFfj6yJq+Ahg4hAgPh7W8nJcePAghuTs5XURYhKuC3LTfS4ieT41xrWQQfc1QXUknItQXpfclCIKM8rhQk1eGey5xXCdsTf5uamrDbasZEQNSoBhCc47dKOjbJg1choWZM/F8LShTX6ec3w/Vmxfg9d3v4OqmqYZiQLlui9LsWzLKVQ7FVYBeFoBe5t53AgF3APgusLz+PiVI7hzfE+8PjghtGEjAOeTDJ7rwmy1AfPmIeqee4CLLmryuKg9e4Cnn8aoda/wuggiCdcFuek+F5xPdbgWMui+JqiOhHOh67rkphRRGHGWVKNywzGo8pY/XtN1xo7zW06hatcZxF7dB+YA/8v3wG79sH7hc0jrnAqXcjX7mAt6ZWDpnMdw/9SFuGbpfHxddDSgGYgA91+8V2wqxJcApgA4ipZvlJgL4FYADwF4z6nw7KYCGFB4bXBiiNJ2fJxPMniuCwwaBNO//gX07Qu4ml8LZGUBzz8PywMPwDRxIp7ddJjXRYBJuC7ITfe54Hyqw7WQQfc1QXUknAud1yW3O4nChLOkGhWv5UNVtDys6lMVDlS8lg9nSXXAMgzs1g+bf/EKUpO6wzAMmE3mZh9nNplhGAZSk7rj/fvWYUBK34BlIAKAASXVWLblFL4EcDmAE999v4W/etd+/wSA0QDyACzbcgr9A3h9RDLOJxk81wUGDYLp44+BXr0AwwDMza8FzGb3z3v1gmnnTiA9nddFAEm4LshN97ngfKrDtZBB9zVBdSScC93XJTeliMKAcrhQueEYUO0CvP3gJAWg2v085Wjpr+rei46yYf3C5xBvi4XF7N2LLC1mC+JtsXjzrpWIjrL5nYHI45kthbA7FaYAKAPg9PJ5zu8ePxlAtVNh6ZbCYEWMGJxPcjyzpRAmq839Cqn4eCAqyrsnRkUB8fEwbdoEs9XG6yIAJFwX5Kb7XHA+1eFayKD7mqA6Es6FhOvSp00pp9OJ//mf/0H//v0RExODgQMH4pFHHoHixwsTBVVNXpn75Zy+XmoKUOUO1OSV+Z1h1shpSOuc6vWw8rCYLejTpReuvXiq3xlaw/kUOYZ/U4UxhefxOtxv2fN2Q8rD+d3zXgcwpvA8hhdVBTpiROF88k6wZ5Tnuoia/V/ut+x5uyHlERUF9OsHy49m87oIAAnXBbnpPhecT3XCYS0ige5rgupIOBcSrkufNqV+97vfYfny5Vi6dCkOHDiA3/3ud/j973+PZ555xu8gRNQye26x1ucDwILsuS2+v7gtTpcTC7Ln+p2hNZxPkWPOwRLUGMDTaP/LfU1wP7/GAOYcKAlYtkjE+eSdYM8oz3WBe+5p+R5SbXE6gbvv5nURABKuC3LTfS44n+qEw1pEAt3XBNWRcC4kXJc+bYf95z//wcyZMzF9+nQAQL9+/fDyyy/jk08+8TsIETXPWVTV7Ccw+MJ1xg5nUVW7P0o0q3dms5/A4C2zyYwRfYYhq3dm0D5KlPMpcowuOI/PW/iUPW+5AOwB8LkCLis8H5hgEYjzyXvBnlGjC84javiIZj9lz2tmMzByJKKGj8Bl/Dj2dpNwXZCb7nPB+VQnXNaio9N9TVAdCedCynXp0z8yX3755Xj//ffx5ZdfAgBycnLw4YcfYurUll+yZbfbUVZW1uCLiLznLA7MTez8uRneoO79A5IhPUDHaQ7nU+TIKLbjYICOdQjAkLP8qOn24nzynq8zytf5lFFsB4YMCUzYjAxeF36QcF2Qm+5zwflUJ1zWoqPTfU1QHQnnQsp16dMrpX71q1+hrKwMQ4YMgdlshtPpxGOPPYY5c+a0+JzFixfjoYce8iskUUSrCdDNBKvbf5y46NiARIgP0HGaw/kUGQylYHUB5QE6XhkAq8t9XGUYATpqBOF88pqvM8qX+eS5LhAfH5iwCQm8Lvwh4Lqg72g+F5xPdcJlLTo8zic5BJwLKdelT6+UevXVV/HSSy9h7dq1+Oyzz/DCCy/gySefxAsvvNDicxYtWoTS0tLar+PHj/sVmCjiRAXoQzKt7T9ORVVlQCKUB+g4zeF8igzKMFBtAgL0V28kAKg2gX/xbi/OJ6/5OqN8mU+e6wLlAdquLSvjdeEPAdcFfUfzueB8qhMua9HhcT7JIeBcSLkufXql1H333Ydf/epX+K//+i8AwIUXXoijR49i8eLFuPnmm5t9js1mg83Gj+8kai9zsjUwx0lq/3HyTh8JSIa8U18H5DjN4XyKHIeSbRjybWDeWjQEwMHO7IH24nzynq8zytf5dCjZhgsPBuiNrQcP8rrwg4Trgtx0nwvOpzrhshYdne5rgupIOBdSrkufttXOnTsHk6nhU8xmM1zt/ZQXImqTOSUapq7+/eXA1NXm180Ic08cQM7x/XC6nO16vtPlxN5jX2DfyUDdCagpzqfIsSM1BhcYwAj49+l7FwEYZgAf94wJWLZIw/nkvWDPqB2pMajJ2Qvs2eP+FL32cDqB3btRk5vD68IPEq4LctN9Ljif6oTLWnR0uq8JqiPhXEi5Ln36fX7GjBl47LHH8M9//hP5+flYv349/vjHP+KHP/yhXyGIqHW2rGStzweAFdvXwGS0bwvAbDJjxfY1fmdoDedT5HgpMwlRCrgH7k/Raw8X3M+PUu7jUftxPnkn2DPKc13g6acBUzu3a81m4JlneF0EgITrgtx0nwvOpzrhsBaRQPc1QXUknAsJ16VP1Z955hlcd911uPPOO5GZmYlf/OIX+PGPf4xHHnnE7yBE1LKoQQkw4i2Ar7f3MAAj3oKoQQl+Z3h99zs4frYADqfDp+c5nA4c+/Yk3vjsXb8ztIbzKXLkpETjo54xuA5AXwBmH59v/u55swB81DMGOfzXPr9wPnkn2DPKc1041r0CHD0K1NT4doCaGiA/H45X1/G6CAAJ1wW56T4XnE91wmEtIoHua4LqSDgXEq5Lnzal4uPj8ac//QlHjx7F+fPn8dVXX+HRRx+F1cr3lBIFk2ExIfbqPu4b2Xk7tAwAVvfzDIv/N9KrqrHjh8tuQ7m90uuh5XA6UG6vxDVL56OqJrgfL875FFnuGt8TVrOBjXDfrNzbjSnzd49/D4DVbOCu8T2DFTFicD55JxQz6q7xPeGstsM1aZL7pufebkzV1ADl5XBNnAhntZ3XRQBIuC7ITfe54HyqEw5rEQl0XxNUR8K5kHBdsqOIwoQ5yYq46/rBiPPu8wmMOAvirusX0BsRfvVNPiYsmY2CktMA0OL7jz3fLyg5jQlLZuProqMBy0AEAEeSrLhzfE8MBrADQO/vvt/S/6l5vt/7u8cPAnDn+J44wht1BgTnkwye6wJ5eXCNGgWcPOn+QUv3mPJ8/+RJ9+MPH+Z1EUASrgty030uOJ/qcC1k0H1NUB0J50L3denTp+8RkV7mJCvibxyAmrwy2HOL4TrTdGfa1NUGW1ay++WgQfiXjK+LjuLSR6fj2ounYkH2XIzoM6zJY/adOIgV29fgjc/e5b9qUdC8PjgBBhSWbTmFfU6F1wE8DWBPM48dDvc9pGbB/Qqp28f3xOuD+fLzQOJ8kqHuuvgK5qGZsPxoNnD33cDIkU0fvHcv8MwzcLy6Ds5qO+6cmMrrIsAkXBfkpvtccD7V4VrIoPuaoDoSzoXO65KbUkRhxrCYYM1MgjUzCc6iKjhLqoFqF2A1wZxkDcmnYVTV2LF255tYu/NNZPXORHr3/oiPjkV5VSUOnz6C3BMHgp6BCABeG5yI3d1isHRLIeYVnsccA/hcAYcAlMH9Vr0MABcY7puaf5gag7vH8ZUgwcL5JEP962LMCy+g5sUXEDV8BJCRASQkAGVlwKFDqMnZiygFfJwag7vH9ed1ESQSrgty030uOJ/qcC1k0H1NUB0J50LXdclNKaIwZk6J1v5/FrknDvAXB9LqSJIV06/ti+FFVZhzoASXFZ7HtWftsLqAahNwsLMNq3rG4KXMJN68OYQ4n/Rqcl2cOIAhuXsbXBcfX5DE6yLEJFwX5Kb7XETyfGqMayGD7muC6kg4F6G8LrkpRUREHUJOSjRyUnrU/tlQCsrw9eNMiDoWXhdEREQkGd8YSkREHRL/4k3UFK8LIiIikoSbUkREREREREREFHKGUkqFsmBpaSmSkpLcf+hkDmVpt3P1Pt5QR31mYAZpGXTXr5ehpKQEiYmJejJAwHwCRJ0PbRl012cGZmghg84ZxfnEDGLqM4PIDJxPcs4FMzCD9vrCMrQ1n0J+T6ny8vK6P9RfKB1012cGZpCWQXP98vJyrZtSouYTM8iozwzMUI/OGcX5xAwi6zODmAycT/UwAzNIyqC7voAMbc2nkL9SyuVyoaCgAPHx8TDacV+DsrIypKWl4fjx40hISAhCQmYIlwy66zND4DIopVBeXo7U1FSYTPreVcz5xAwdKYPu+h0pg4QZ5e98AvSfD931mYEZpGXgfKqj+1xIyKC7PjMwQ6AzeDufQv5KKZPJhN69e/t9nISEBG0nhxlkZdBdnxkCk0HnK6Q8OJ+YoSNm0F2/o2TQPaMCNZ8A/edDd31mYAZpGTif6ug+FxIy6K7PDMwQyAzezCfe6JyIiIiIiIiIiEKOm1JERERERERERBRyYbcpZbPZ8MADD8BmszFDhGfQXZ8ZZGWQQMI6MAMzSKnPDPLoXgvd9ZmBGaRl0F1fEglroTuD7vrMwAy6MoT8RudERERERERERERh90opIiIiIiIiIiIKf9yUIiIiIiIiIiKikOOmFBERERERERERhRw3pYiIiIiIiIiIKOTCalNqx44dMJvNmD59eshrz5s3D4Zh1H516dIFU6ZMQW5ubsiznDp1CnfffTcGDBgAm82GtLQ0zJgxA++//37Qa9dfh6ioKHTv3h0TJ07E888/D5fLFfT6jTPU/5oyZUpI6reV4/DhwyGpf+rUKdx7771IT09HdHQ0unfvjjFjxmD58uU4d+5c0OvPmzcP11xzTZPvb9u2DYZhoKSkJOgZpOGM4nxqnEPXjNI9nwC9M4rzqSnOJ86nxjk4n/g7lBScT5xPjXNwPkXWfAqrTamVK1fi7rvvxgcffICCgoKQ158yZQoKCwtRWFiI999/HxaLBVdddVVIM+Tn52PkyJHYsmULlixZgn379mHjxo0YN24cFi5cGJIMnnXIz8/Hu+++i3HjxuHee+/FVVddBYfDEdIM9b9efvnlkNRuK0f//v2DXvfrr7/GRRddhH/96194/PHHsWfPHuzYsQO//OUv8fbbb2Pz5s1Bz0BNRfqM4nxqmkPnjNI1nwDOKIk4nzifGufgfOJ8koLzifOpcQ7Op8iaTxbdAbxVUVGBdevW4dNPP8WpU6ewevVq/PrXvw5pBpvNhh49egAAevTogV/96le44oorUFRUhJSUlJBkuPPOO2EYBj755BPExsbWfn/YsGG49dZbQ5Kh/jr06tULF198MS677DJMmDABq1evxm233RbSDDrpynHnnXfCYrHg008/bdAHAwYMwMyZM6GUCnmmSMcZxfnUUg5ddGbgjJKF84nzqaUcunA+kQfnE+dTSzl04XwKvbB5pdSrr76KIUOGICMjA3PnzsXzzz+v9aRUVFRgzZo1SE9PR5cuXUJS8+zZs9i4cSMWLlzYoEk9kpKSQpKjOePHj8fw4cPxxhtvaMsQKb799lv861//arEPAMAwjBCnokifUZxP5MEZJQ/nE+cTuXE+ycP5xPlEbpE8n8JmU2rlypWYO3cuAPdL6kpLS7F9+/aQZnj77bcRFxeHuLg4xMfHY8OGDVi3bh1MptAs4+HDh6GUwpAhQ0JSz1dDhgxBfn5+SGrVPxeer8cffzwktVvLcf311we9pqcPMjIyGny/a9eutTnuv//+oOcAmj8PU6dODUltaSJ9RnE+NSRhRumYT4CcGcX5VIfzifOpPs4n/fMJ4Izy4HzifKqP8yky51NYvH3v0KFD+OSTT7B+/XoAgMViwezZs7Fy5UqMHTs2ZDnGjRuH5cuXAwCKi4vxl7/8BVOnTsUnn3yCvn37Br2+9JfrKaVCtntb/1x4dO7cOSS1W8vR0q52KHzyySdwuVyYM2cO7HZ7SGo2dx527txZ+8tFpOCM4nxqTMKMkjSfgNDPKM4nN84nzqfGOJ+a4u9QenA+cT41xvnUVCTMp7DYlFq5ciUcDgdSU1Nrv6eUgs1mw9KlS5GYmBiSHLGxsUhPT6/983PPPYfExEQ8++yzePTRR4Nef9CgQTAMAwcPHgx6rfY4cOBAyG4C1/hc6KIjR3p6OgzDwKFDhxp8f8CAAQCAmJiYkGVp7r//xIkTIasvBWcU51NjEmaUrgxSZhTnkxvnE+dTY5xP+ucTwBkFcD4BnE+NcT5F5nwS//Y9h8OBF198EX/4wx+wd+/e2q+cnBykpqZq+cQ1D8MwYDKZcP78+ZDU69y5MyZPnoxly5ahsrKyyc91fnzsli1bsG/fPsyaNUtbhkjRpUsXTJw4EUuXLm22Dyi0OKPcOJ/IgzNKDs4nN84n8uB8koPzyY3ziTwieT6Jf6XU22+/jeLiYsyfP7/JbvmsWbOwcuVK3HHHHSHJYrfbcerUKQDul3YuXboUFRUVmDFjRkjqA8CyZcswZswYXHrppXj44YeRlZUFh8OBTZs2Yfny5Thw4EDQM3jWwel04vTp09i4cSMWL16Mq666CjfddFPQ69fPUJ/FYkHXrl1DUl+3v/zlLxgzZgwuueQSPPjgg8jKyoLJZMKuXbtw8OBBjBw5UnfEiMEZVYfzqWmO+jijOKNCjfOpDudT0xz1cT5xPoUa51MdzqemOerjfIqA+aSEu+qqq9S0adOa/dnOnTsVAJWTkxP0HDfffLMCUPsVHx+vvve976nXXnst6LUbKygoUAsXLlR9+/ZVVqtV9erVS1199dVq69atQa9dfx0sFotKSUlRV155pXr++eeV0+kMev3GGep/ZWRkhKR+/RwzZ84Mac36CgoK1F133aX69++voqKiVFxcnLr00kvVkiVLVGVlZdDrt/Tfv3XrVgVAFRcXBz2DBJxRDUX6fGqcQ9eM0j2flNI7ozif3DifGuJ84nzy4O9Q+nE+NcT5xPnkEYnzyVBK+N3ViIiIiIiIiIiowxF/TykiIiIiIiIiIup4uClFREREREREREQhx00pIiIiIiIiIiIKOW5KERERERERERFRyHFTioiIiIiIiIiIQo6bUkREREREREREFHLclCIiIiIiIiIiopDjphQREREREREREYUcN6WIiIiIiIiIiCjkuCkVZv76178iPj4eDoej9nsVFRWIiorC2LFjGzx227ZtMAwDX331Fc6ePYu7774bGRkZiImJQZ8+fXDPPfegtLS0SY3Vq1cjKysL0dHR6NatGxYuXOhVtv79+2Pz5s3N/mzFihUYO3YsEhISYBgGSkpKmn3cP//5T4waNQoxMTFITk7GNddc41XtcePG4bnnnmv2Z2PHjoVhGLVf3bt3x/XXX4+jR4/WPiYnJwc33HAD0tLSEBMTg8zMTPz5z39ucJw33ngDEydOREpKChISEjB69Gi89957XuUjihTBnlHvv/8+Lr/8csTHx6NHjx64//77G9Rqjb8zql+/fg1miWEYeOKJJ/yuXf+4ZrMZqampmD9/PoqLi2sfs23bNsycORM9e/ZEbGwsRowYgZdeeqnJsf7+979jyJAhiI6OxoUXXoh33nnHq3xEkSDY82nXrl2YMGECkpKSkJycjMmTJyMnJ8erbIH4HQoA7HY7RowYAcMwsHfvXr9rB2o+Pfvss7jiiiuQnJyM5ORkXHnllfjkk0+8ykcUCdo7nwDgxz/+MQYOHIiYmBikpKRg5syZOHjwYIPnHDt2DNOnT0enTp3QrVs33HfffV79/nT+/HnExsbi8OHDzf78sccew+WXX45OnTohKSmpyc+//fZbTJkyBampqbDZbEhLS8Ndd92FsrIyv2vX/33MYrGgT58++PnPfw673V77GG/+/vbBBx9gxowZSE1NhWEYePPNN9vMRoHFTakwM27cOFRUVODTTz+t/d6///1v9OjRAzt37kRVVVXt97du3Yo+ffpg4MCBKCgoQEFBAZ588kl8/vnnWL16NTZu3Ij58+c3OP4f//hH/OY3v8GvfvUrfPHFF9i8eTMmT57cZq7c3FwUFxcjOzu72Z+fO3cOU6ZMwa9//esWj/H666/jv//7v3HLLbcgJycHH330EW688cY2a589exYfffQRZsyY0eJjbr/9dhQWFqKgoABvvfUWjh8/jrlz59b+fPfu3ejWrRvWrFmDL774Ar/5zW+waNEiLF26tPYxH3zwASZOnIh33nkHu3fvxrhx4zBjxgzs2bOnzYxEkSKYMyonJwfTpk3DlClTsGfPHqxbtw4bNmzAr371qzZzBWJGAcDDDz+MwsLC2q+7777b79r1j3vs2DG89NJL+OCDD3DPPffU/vw///kPsrKy8PrrryM3Nxe33HILbrrpJrz99tsNHnPDDTdg/vz52LNnD6655hpcc801+Pzzz9vMSBQJgjmfKioqMGXKFPTp0wc7d+7Ehx9+iPj4eEyePBk1NTWt5grUfAKAX/7yl0hNTW3zcd7WBgIzn7Zt24YbbrgBW7duxY4dO5CWloZJkybh5MmTXmcl6sjaO58AYOTIkVi1ahUOHDiA9957D0opTJo0CU6nEwDgdDoxffp0VFdX4z//+Q9eeOEFrF69Gv/7v//bZq5Nmzahb9++SE9Pb/bn1dXVuP766/GTn/yk2Z+bTCbMnDkTGzZswJdffonVq1dj8+bNuOOOO/yuDQCrVq1CYWEhjhw5gr/85S/429/+hkcffbT25978/a2yshLDhw/HsmXL2sxEQaIo7PTs2VMtXry49s+//OUv1cKFC1VmZqbaunVr7fd/8IMfqJtvvrnF47z66qvKarWqmpoapZRSZ8+eVTExMWrz5s0+Z3r44YfV7Nmz23zc1q1bFQBVXFzc4Ps1NTWqV69e6rnnnvO59osvvqhGjRrV4s+zs7PVvffe2+B7f/vb31SnTp1aPe6dd96pxo0b1+pjhg4dqh566CGvsxJFgmDNqEWLFqlLLrmkwWM2bNigoqOjVVlZWauZ/J1RSinVt29f9dRTT7V5DF9rN3fcRx55RA0dOrTV406bNk3dcssttX/+0Y9+pKZPn97gMaNGjVI//vGPfc5M1FEFaz7t2rVLAVDHjh2rfUxubq4CoPLy8lrNFIj5pJRS77zzjhoyZIj64osvFAC1Z8+eNo8ZqvnUmMPhUPHx8eqFF15oMyNRpAjUfMrJyVEA1OHDh5VS7tlgMpnUqVOnah+zfPlylZCQoOx2e6uZbr31VnX//fe3mX3VqlUqMTGxzccppdSf//xn1bt37zYf11ZtAGr9+vUNvjd//nw1bdq0Vo/b2t/fmjsmBR9fKRWGxo0bh61bt9b+eevWrRg7diyys7Nrv3/+/Hns3LkT48aNa/E4paWlSEhIgMViAeDejXa5XDh58iQyMzPRu3dv/OhHP8Lx48fbzLRhwwbMnDmz3f9Nn332GU6ePAmTyYSLLroIPXv2xNSpU736F35fa589exavvvoqRo0a1erjSktL0blz5xZ/7nK5UF5e3upjiCJRsGaU3W5HdHR0g8fExMSgqqoKu3fvbjWTvzPK44knnkCXLl1w0UUXYcmSJV699N3X2idPnsQ//vEPn2fUjh07cOWVVzZ4zOTJk7Fjxw6vaxN1dMGaTxkZGejSpQtWrlyJ6upqnD9/HitXrkRmZib69evXaqZAzKfTp0/j9ttvx9/+9jd06tTJ6+eFaj41du7cOdTU1PB3KKJ6AjGfKisrsWrVKvTv3x9paWkA3L8fXHjhhejevXvt4yZPnoyysjJ88cUXLeZxuVx4++23A/L7k0dBQQHeeOONVl+d2d7aX375JbZs2dLqfOLf34TSvStGvnv22WdVbGysqqmpUWVlZcpisahvvvlGrV27Vv3gBz9QSin1/vvvKwDq6NGjzR6jqKhI9enTR/3617+u/d7ixYtVVFSUysjIUBs3blQ7duxQEyZMUBkZGa3uop84cUJZrdYW/+Wuvpb+le/ll19WAFSfPn3Ua6+9pj799FN1ww03qC5duqhvv/22xeNVVVWpuLg49fnnn7f4mOzsbBUVFaViY2NVp06dFAA1ePBgdeTIkRaf89FHHymLxaLee++9Fh/zu9/9TiUnJ6vTp0+3+BiiSBSsGfXee+8pk8mk1q5dqxwOhzpx4oS64oorFAC1du3aFvMEYkYppdQf/vAHtXXrVpWTk6OWL1+ukpKS1M9+9rNWj+dN7b59+yqr1apiY2NVdHS0AqBGjRrV6nPWrVunrFZrg9kXFRXVZB2WLVumunXr1mpGokgSrPmklFL79u1TAwcOVCaTSZlMJpWRkaHy8/NbzROI+eRyudSUKVPUI488opRS6siRI169UiqU86mxn/zkJ2rAgAHq/PnzrWYkiiT+zKdly5ap2NhYBUBlZGTUvkpKKaVuv/12NWnSpAaPr6ysVADUO++802Kejz76SHXr1k05nc42s7f1Sqn/+q//UjExMQqAmjFjRpvXvje1Aajo6GgVGxurbDabAqCuuuoqVV1d3eJz2vr7G/hKKS34SqkwNHbsWFRWVmLXrl3497//jcGDByMlJQXZ2dm17znetm0bBgwYgD59+jR5fllZGaZPn46hQ4fiwQcfrP2+y+VCTU0Nnn76aUyePBmXXXYZXn75ZeTl5TXYtW9sw4YN+P73v9/sze285XK5AAC/+c1vMGvWrNr3RhuGgb///e8tPm/Lli3o1q0bhg0b1urx58yZg7179yInJwcffvgh0tPTMWnSJJSXlzd57Oeff46ZM2figQcewKRJk5o93tq1a/HQQw/h1VdfRbdu3Xz4LyXq+II1oyZNmoQlS5bgjjvugM1mw+DBgzFt2jQA7nsWtCQQMwoAfv7zn2Ps2LHIysrCHXfcgT/84Q945plnGtxQs72177vvPuzduxe5ubl4//33AQDTp0+vvR9EfVu3bsUtt9yCZ599ts3ZR0QNBWs+nT9/HvPnz8eYMWPw8ccf46OPPsIFF1yA6dOn4/z58y3mCcR8euaZZ1BeXo5Fixb59Dxd8+mJJ57AK6+8gvXr1zd59StRJPNnPs2ZMwd79uzB9u3bMXjwYPzoRz9qcB+q9njrrbdw1VVXtfo7lreeeuopfPbZZ3jrrbfw1Vdf4ec//3lAaj/11FO1f8d7++238eWXX+K///u/m30s//4ml0V3APJdeno6evfuja1btza4OWVqairS0tLwn//8B1u3bsX48eObPLe8vBxTpkxBfHw81q9fj6ioqNqf9ezZEwAwdOjQ2u+lpKSga9euOHbsWIt5NmzYgKuvvtqv/6bmattsNgwYMCAgtRMTE2tvkpeeno6VK1eiZ8+eWLduHW677bbax+3fvx8TJkzAggUL8Nvf/rbZY73yyiu47bbb8Pe//73JW2WIKHgzCnBvDP3sZz9DYWEhkpOTkZ+fj0WLFmHAgAEt5gnEjGrOqFGj4HA4kJ+fj4yMDL9qd+3atXZGDRo0CH/6058wevRobN26tcGc2b59O2bMmIGnnnoKN910U4Nj9OjRA6dPn27wvdOnT6NHjx6+/qcRdVjBmk9r165Ffn4+duzYUfuXqLVr1yI5ORlvvfUW/uu//qvZPIGYT1u2bMGOHTtgs9kafP+SSy7BnDlz8MILL/hVOxDzyePJJ5/EE088gc2bNyMrK8vb/0SiiODPfEpMTERiYiIGDRqEyy67DMnJyVi/fj1uuOEG9OjRo8mnXXp+X2jtd4QNGzZ4/SnDbenRowd69OiBIUOGoHPnzrjiiivwP//zP7V/B2xv7R49etTOp4yMDJSXl+OGG27Ao48+2uAG6fz7m2x8pVSYGjduHLZt24Zt27Y1+JjQH/zgB3j33XfxySefNHmvcVlZGSZNmgSr1YoNGzY0+depMWPGAAAOHTpU+72zZ8/izJkz6Nu3b7M5KioqsHXrVr/fazxy5EjYbLYGtWtqapCfn99ibaUU/vGPf7SrttlsBoAG/3r5xRdfYNy4cbj55pvx2GOPNfu8l19+GbfccgtefvllTJ8+3ee6RJEiGDPKwzAMpKamIiYmBi+//DLS0tJw8cUXN/vYQM2o5uzduxcmk6nFf23zp3ZzM2rbtm2YPn06fve732HBggVNnjN69OjaVzF4bNq0CaNHj/a5PlFHFoz5dO7cOZhMJhiGUfs9z589rwZvLFDz6emnn0ZOTg727t2LvXv34p133gEArFu3rsXfZ0I9nwDg97//PR555BFs3LgRl1xyic91iSJBe+ZTY0opKKVqX8k9evRo7Nu3D998803tYzZt2oSEhIQGLwioLy8vD0ePHsXEiRP9/49qxDMTW3qluT+1m5tP/PtbGND89kFqp+eff17FxMQoi8XS4JMUXnjhBRUfH68AqIKCgtrvl5aWqlGjRqkLL7xQHT58WBUWFtZ+ORyO2sfNnDlTDRs2TH300Udq37596qqrrlJDhw5t8b25f//739WFF17YZt7CwkK1Z88e9eyzzyoA6oMPPlB79uxpcL+oe++9V/Xq1Uu999576uDBg2r+/PmqW7du6uzZs80ec9euXSo5Obn2k29akp2drW6//fba/969e/eqWbNmqejoaHXw4EGllPs+ECkpKWru3LkN1uabb76pPc5LL72kLBaLWrZsWYPHlJSUtPnfTxRpgjWjfv/736vc3Fz1+eefq4cfflhFRUW1+t7/QM2o//znP+qpp55Se/fuVV999ZVas2aNSklJUTfddJPftfv27asefvhhVVhYqAoKCtTOnTtVdna2SklJUWfOnFFKKbVlyxbVqVMntWjRogZrU3+Geu6F9+STT6oDBw6oBx54QEVFRal9+/a1mYEokgRjPh04cEDZbDb1k5/8RO3fv199/vnnau7cuSoxMbHBseoL5O9Q9XlzT6lQz6cnnnhCWa1W9dprrzV4THl5eZsZiCKJr/Ppq6++Uo8//rj69NNP1dGjR9VHH32kZsyYoTp37lx73ySHw6EuuOACNWnSJLV37161ceNGlZKSohYtWtRijiVLlqgZM2a0mffo0aNqz5496qGHHlJxcXFqz549as+ePbXX9j//+U/1/PPPq3379qkjR46ot99+W2VmZqoxY8b4XRuAWrVqlSosLFQnT55U27ZtUxdccIEaPHhw7d8Pvfn7W3l5eW1uAOqPf/yj2rNnT4v3FaTA46ZUmPL8wjFkyJAG38/Pz6+9wV19nptjNvdV/4bfpaWl6tZbb1VJSUmqc+fO6oc//GGDjzdubO7cueo3v/lNm3kfeOCBZmuvWrWq9jHV1dXq//2//6e6deum4uPj1ZVXXtnqTTJ/+9vfqjlz5rRZOzs7u0HN5ORklZ2drbZs2dJmvr59+7Z4HM9Xax/JShSpgjWjxo0bpxITE1V0dLQaNWpUqzfoVCpwM2r37t1q1KhRtbUzMzPV448/rqqqqvyu3bdv3wY1U1JS1LRp0xr8hfLmm29uNl92dnaDY7366qtq8ODBymq1qmHDhql//vOfbdYnijTBmk//+te/1JgxY1RiYqJKTk5W48ePVzt27GgxRyB/h2ruv6+1TalQz6fGx/F8PfDAA21mIIokvs6nkydPqqlTp6pu3bqpqKgo1bt3b3XjjTfW/sN7/edPnTpVxcTEqK5du6r/9//+X6v/sP/9739fPfvss23mben637p1q1LKvWk9evTo2t+fBg0apO6///5WPyzB29r16xmGoXr27Klmz56tvvrqq9rHePP3t5ZmPP+OFzqGUkq1/DoqopY5HA50794d7777Li699NKQ18/KysJvf/tb/OhHPwp5bSKST+eM0j0fiUg2zicikurMmTPo2bMnTpw4ge7du0dMbdKH95Sidjt79ix+9rOf4Xvf+17Ia1dXV2PWrFmYOnVqyGsTUXjQOaN01iYi+TifiEiqs2fP4o9//KOWTSGdtUkfvlKKiIiIiIiIiIhCjq+UIiIiIiIiIiKikOOmFBERERERERERhRw3pYiIiIiIiIiIKOS4KUVERERERERERCHHTSkiIiIiIiIiIgo5bkoREREREREREVHIcVOKiIiIiIiIiIhCjptSREREREREREQUctyUIiIiIiIiIiKikOOmFBERERERERERhRw3pYiIiIiIiIiIKOS4KUVERERERERERCHHTSkiIiIiIiIiIgo5bkoREREREREREVHIWUJd0OVyoaCgAPHx8TAMI9TliUggpRTKy8uRmpoKk0nfXjnnExE1R8KM4nwiouZwPhGRVN7Op5BvShUUFCAtLS3UZYkoDBw/fhy9e/fWVp/ziYhao3NGcT4RUWs4n4hIqrbmU8g3peLj4+v+0Mkc6vLAOafe+szADNIy6K5fL0OD+aCB9vkEiDof2jLors8MzNBCBp0zivOJGcTUZwaRGTif5JwLZmAG7fWFZWhrPoV8U6r2JZ2dzEi8ZVCoy6Ns9WGoSgeMWAsS5qWHvD4zMIO0DLrrA0DpqjzgnFP7S751zydAxvnQnUF3fWZghsYkzCjOJ2aQUp8ZZGXgfHKTcC6YgRmk1JeSwdv5xBudExERERERERFRyHFTioiIiIiIiIjoO4ZSuiNEjJC/fY+IiIiIiIiISIrhRVWYc6AEowvOI6PYDqsLqDYBh5Jt2JEag5cyk5CTEq07ZocUVptSWb0zMah7f8RFx6KiqhJ5p48g98SBkGZwFlXBWVwN1LiAKBPMyVaYQ9yczCCjF4jqk9CTuq9LZqgjoR+I6tPdkxKuS2Zw090LRI1J6End16bu+pGcoX9JNZZuKcSYwvOoMYDPFfA6gHIA8S5gyLd23HLWjgX7SvBRzxjcNb4njiRZg5op0ojflIqOsmHWyGlYkD0Xw9OGNvl5zvH9WLF9DV7f/Q6qauxByaAcLtTklcGeWwzXmaY1TF1tsGUlI2pQAgxLcN4RyQwyeoGoPgk9qfu6ZIY6EvqBqD7dPSnhumQGN929QNSYhJ7UfW3qrs8MwHVflmLZllOodiqsAvC0AvY287gRCrgHwHWF5/HxK0dw5/ieeH1wQkCzRDLRm1IDu/XD+oXPIa1zKlzK1exjLuiVgaVzHsP9UxfimqXz8XXR0YBmcJZUo3LDMahyR4uPcZ2x4/yWU6jadQaxV/eBOcA7p8wgoxeI6pPQk7qvS2aoI6EfiOrT3ZMSrktmcNPdC0SNSehJ3dem7vrM4N6QWrGpEF8CmALgKFq+4XYugFsBPATgPafCs5sKYEDhtcGJAckS6cTe6Hxgt37Y/ItXkJrUHYZhwGwyN/s4s+n/s/fmYVLVZ9r/faqqqxp6BWkQZFW2RtOoZBljZlCJRsRdE98JJJqYMImoyeSnM8NM3skk0WBiZrJhTFBHM4PrpcI4vmqiopgYJYpCo4JpZGtWm0B3dbd0dVfV+f1R9gK91antuavr/lxXXVfsPuc8nzzf53ksv33qlB+O42Bc5Rg8f/PDOLFqUsYcYo3taHl0B9yW/pukJ25LFC2P7kCssV0OGXRgqAUhesJQk9Z9KYduGOpBiJ5Y1yRDX8ohgXUtCHEsDDVp3ZvW8eUAnNjYjjvW7MefAXwSwO4Pf973Fmn3z3cDOANAHYA71uzHlAzmo5DxvCn10ksv4aKLLsK4cePgOA5Wr16dcaniohBWLbkbZaESBPzJ3cwV8AdQFirB6uvvQXFRKG0HNxpH6xO7gPY4kOyD910A7Ynz3Gh/JS0HLzDUgsgfNJ8GOglDajawODDUg8gPcjGfAPuaZOhLOSSwrgWRPxTKfALse9M6vhwS/GLNPkRiLs4HEAYQS/K82IfHfwZAe8zF8jX70vIQCTxvSrW2tmL27Nm44447suEDALhizgWYMHJc0sOqk4A/gInHnYDLT5+ftkNHXThxG6HXb4J0Abc5io66sBwy4MBQCyJ/0HwahCE0G1gcGOpB5Ae5mE+AfU0y9KUcEljXgsgfCmU+Afa9aR1fDsDs99tw5r4jeAyJj+wluyHVSezD8x4DcOa+I5jd0Jayi0jgeVNq/vz5uOWWW3DZZZdlwwcAsHjuon4/XzwYsXgMi+cuStshUnvY9Hw5JGCoBZE/aD7l5nw5dMNQDyI/yMV8AuxrkqEv5ZDAuhZE/lAo8wmw703r8+UALNzSiA4H+DlSf5aRD4nzOxxg4ebGlF1EArpnStWMr8bsCbP6/XzxYPh9fpw68WTUjK9O2SHW0Nbnk/+9ED8YQSyNXVM5cNSCED1hqEnrvpRDNwz1IERPrGuSoS/lkMC6FoQ4FoaatO5N6/hySHDG3iN468Nv2Uv1Q4BxAG8CeMsF/mrfkRSvIjrJ+qZUJBJBOBw+6jUQ08ZMyUjcqWlcJ3Y4cw+xk0PqDgy1IIY2mk9ySMeBoR7E0MXrfALsa5KhL+WQwLoWxNAmH+cTYN+b1vHlkGDG4Qi2ZMQAeBfAzEPpbbCJHGxKLVu2DBUVFV2vCRMmDHh8aXFJRuKWpXOdjvQf3gYg8eA2OaTsQFELYkij+SSHdBwo6kEMWbzOJ4CgJgn6Ug4JzGtBDGnycj4B9r1pHV8OcFwXwTjQnBkDhAEE44nritTJ+qbU0qVL0dTU1PWqr68f8PiWttaMxG1O5zpFGUpLMI3ryIGjFsSQRvNJDuk4UNSDGLJ4nU8AQU0S9KUcEpjXghjS5OV8Aux70zq+HOA6Dtp9QFlmDFAOoN2XuK5IHW9ffZACoVAIoVDyX99Zd2B7RuLW7d+W8rn+EcGMOPgrU7+OHDhqQQxtNJ/kkI4DQz2IoYvX+QTY1yRDX8ohgXUtiKFNPs4nwL43rePLIcG7I0KY+ZfMfORuJoAtI731guiN5+3FlpYWbNiwARs2bAAAbN++HRs2bMCuXbsyIlS7ezM21r+DWNzrlzMmiMVj2LDrbWzak/onRf1VxfCNSq+4fKNC8FcVyyENB4ZaEPmF5lNy5PtsYHFgqAeRP2R7PgH2NcnQl3JIYF0LIr8ohPkE2PemdXw5JHhl3DCc4gCnIr1v3zsNwMkO8OrYYSleRXTieR1ef/11nHbaaTjttNMAAN/61rdw2mmn4V//9V8zJrVi7Ur4nNRKxO/zY8XalWk7hGpGmJ4vhwQMtSDyB82n3Jwvh24Y6kHkB7mYT4B9TTL0pRwSWNeCyB8KZT4B9r1pfb4cgPurK1HkAjcivW/fuxFAkZu4nkgPz1PhrLPOguu6vV733XdfxqQeW/8U6g/tRTQW9XReNBbFrr/sweNvPJ22Q9G0cjhlAcDrx0MdwCkLoGhauRwy4MBQCyJ/0HwahCE0G1gcGOpB5Ae5mE+AfU0y9KUcEljXgsgfCmU+Afa9aR1fDsDGqmK8PHYYrgQwCYDf4/n+D8+7AsDLY4dhYxp3jYkEWX/QeSq0dURw2R1fQXOkNemhFY1F0RxpxaXLr0VbR/qfEXUCPpRcPDHxALVkm8UBEEyc5wTST60cOGpBiJ4w1KR1X8qhG4Z6EKIn1jXJ0JdySGBdC0IcC0NNWvemdXw5JLj+nLEI+h08g8TDypPdmPJ/ePxvAQT9Dq4/Z2xaHiIB5aYUALz3/g7Mu/0q7G08AAD9fv648+d7Gw9g3u1XYVvDzow5+CuDKL1yMpzS5J4H75QGUHrl5LQe/CaH3jDUghA9YahJ676UQzcM9SBET6xrkqEv5ZDAuhaEOBaGmrTuTev4cgC2VwZx3TljMR3AKwDGf/jz/jZHOn8+/sPjpwG47pyx2J7BfBQyWf/2vXTY1rATH79lAS4/fT4Wz12EUyee3OuYTbu3YMXalXj8jaez8hcdf2UQZZ8/ER11YURqDyN+sHcM36gQQjUjErchZmDnWA69YagFIXrCUJPWfSmHbhjqQYieWNckQ1/KIYF1LQhxLAw1ad2b1vHlADw2vRwOXNyxZj82xVw8BuDnAN7s49jZSDxD6gok7pD66jlj8dj09D/GKBJQb0oBids8H1i3Gg+sW42a8dWYOmYKyopL0NzWiq0HtqN29+asOzgBH4LVlQhWVyLW0IZYYzvQHgeCPvgrg2l9+4AckoehFoToCUNNWvelHLphqAchemJdkwx9KYcE1rUgxLEw1KR1b1rHlwPw6PQKrB89DMvX7MM1+45goQO85QLvAggj8VG9GQBOcRIPNf/DuGG44WzdIZVp6DelelK7e7P5vzT9VcU5aU45DAxDLQjRE4aatO5LOXTDUA9C9MS6Jhn6Ug4JrGtBiGNhqEnr3rSOX8gO2yuDWHD5JMxuaMPCzY34q31HcPmhCIJxoN0HbBkZwr1jh+H+6ko91DxL5NWmlBBCCCGEEEIIIUQm2VhVjI1Vx3f9s+O6cB2vXw8oUoH2QedCCCGEEEIIIYQQuUYbUrlDm1JCCCGEEEIIIYQQIuc4ruu6uQwYDodRUVGRCF6S+08Puh9EAReAAzjDbT69KAc5MDlYxwcAtzUKAGhqakJ5ud03WVjPJ4BkPVSTcpDD0Q4EM0rzSQ4s8eVA5qD5BIBkLeQgB5L4NA5JzifTZ0p1StoEN44vBzmwOVjHJ8M8FwzrYe1gHV8OciDFPA8MayEH+/hy4HIgwTwPDGshBzmwxGdxGATTTSndKSUHOdg7WMcHOAel/tJn52AdXw5y6OVANqM0nwrbwTq+HMgcNJ8AkKyFHORAEp/GIcn5ZLcpNdyP8mum5jxs+L6tcFujcIYHTOLLQQ5sDtbxAaDp3jrgg5hJ7D4xmk8Ax3pYO1jHl4McjoVqRmk+FbyDdXw5cDloPiVgWAs5yIElPotDsvNJDzoXQgghhBBCCCGEEDlHm1JCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BzTB517pWZ8NaaNmYLS4hK0tLWi7sB21O7eLIcCdLCODwCxhjbEDrcDHXGgyAf/iCD8VcU5dWBAeUjAUJNy4HGw7gvr+CwoD91Y94V1fDl0w9AXDA7WKAfdMPSFtYN1fBYHhr5gcGAgl3mg35QqLgrhijkXYPHcRZg9YVav32+sfwcr1q7EY+ufQltHRA5D2ME6PgC40Tg66sKI1B5G/GDvGL5RIYRqRqBoWjmcwNC9EVF5SMBQk3LgcbDuC+v4LCgP3Vj3hXV8OXTD0BcMDtYoB90w9IW1g3V8FgeGvmBwYMAqD47rum7GrpYE4XAYFRUVwHA/Kr40bcBjTxo9GauW3I0JI8ch7sbh9/l7HROLx+BzfKg/tBeXLr8W2xp2Dhy/8yn0Jck9hV4OHA7ZiO/VIdbYjtYndsFtHvyrLZ2yAEoungh/ZTCjDtnAa/xs5KHzmxmamppQXl6etHumsZ5PQP71hfVsYHHIRl9oPnl3yFYeGGaUl/kE2PfFUJ1PDA75Np9YHLKB5lOCfJtPDA5DdT55dWB4/6L5lMDyv/Fot/lOGj0Zz930EMZVjoHjOH02CQD4fX44joNxlWPw/M0P48SqSXIYYg7W8YFEk7Y8ugNuy+BNCgBuSxQtj+5ArLE9Yw4MKA8JGGpSDjwO1n1hHZ8F5aEb676wji+Hbhj6gsHBGuWgG4a+sHawjs/iwNAXDA4MWOfB06bUsmXL8LGPfQxlZWUYPXo0Lr30Urz77rsZEelJcVEIq5bcjbJQCQL+5D5hGPAHUBYqwerr70FxUUgOQ8TBOj6QuI2x9YldQHscSPa+QhdAe+I8NxpP24EB9jxoPsnBwsG6L6zjs5APeSiUGWUdXw7dMPQFg4M1+ZCDQplPDA7W8VkcGPqCwYEBhjx42pRau3YtlixZgldffRXPPvssOjo6cN5556G1tTVtkZ5cMecCTBg5Lukm6STgD2DicSfg8tPny2GIOFjHB4COunDiNkavH3R1Abc5io66cNoODLDnQfNJDhYO1n1hHZ+FfMhDocwo6/hy6IahLxgcrMmHHBTKfGJwsI7P4sDQFwwODDDkwdOm1DPPPINrrrkGJ598MmbPno377rsPu3btwvr169MW6cniuYsQd1PbcYvFY1g8d5EchoiDdXwAiNQeNj2fBfY8aD7JwcLBui+sz2chH/JQKDPKOr4cumHoCwYHa/IhB4UynxgcrOOzODD0BYMDAwx5SOuZUk1NTQCAkSNHpi3SSc34asyeMKvfz7UOht/nx6kTT0bN+Go55LmDdXwg8VWYfX3zgBfiByOINbSldQ1r8jEPmk9yyLaDdV9Yx2chX/MwFGeUdXw5dMPQFwwO1uRrDobifGJwsI7P4sDQFwwODLDkIeVNqXg8jm9+85s488wzccopp/R7XCQSQTgcPuo1ENPGTElV6SimpnEdOXA4WMcHgNjhzD2IOJ/JtzxoPskhFw7WfWEdn4V8zEMyM8rrfALs+8I6vhy6YegLBgdr8jEHQ3U+MThYx2dxYOgLBgcGWPKQ8qbUkiVL8NZbb+Ghhx4a8Lhly5ahoqKi6zVhwoQBjy8tLklV6SjK0riOHDgcrOMDADoy9AC79jx/EF6e5UHzSQ65cDDvC+v4LORhHpKZUV7nE2DfF9bx5dADhr5gcLAmD3MwVOcTg4N1fBYHir5gcGCAJA8pbUpdf/31ePLJJ/HCCy9g/PjxAx67dOlSNDU1db3q6+sHPL6lLTMP1GtO4zpy4HCwjg8AKErrE67dBDN0HSvyKA+aT3LIlYN5X1jHZyHP8pDsjPI6nwD7vrCOL4ceMPQFg4M1eZaDoTyfGBys47M4UPQFgwMDJHnw9Mh913Vxww03YNWqVXjxxRcxZcrgt+2FQiGEQsl/bWTdge1elPq/zv5tqZ8rBwoH6/gA4B8RzIiDvzIz17EiH/Kg+SSHXDtY94V1fBbyJQ9eZ5TX+QTY94V1fDl0w9AXDA7W5EsOCmE+MThYx2dxYOgLBgcGWPLgaUtryZIlWLlyJR544AGUlZVh//792L9/P44cOZKWRE9qd2/Gxvp3EIvHUjo/Fo9hw663sWnPFjnkuYN1fADwVxXDN8rbv3SPxTcqBH9VcVrXsCYf8qD5JIdcO1j3hXV8FvIlD4Uwo6zjy6Ebhr5gcLAmX3JQCPOJwcE6PosDQ18wODDAkgdPm1J33nknmpqacNZZZ2Hs2LFdr4cffjgtiWNZsXYlfE5qt4D5fX6sWLtSDkPEwTo+AIRqRpiezwJ7HjSf5GDhYN0X1uezkA95KJQZZR1fDt0w9AWDgzX5kINCmU8MDtbxWRwY+oLBgQGGPHiqRtd1+3xdc801aYv05LH1T6H+0F5EY1FP50VjUez6yx48/sbTchgiDtbxAaBoWjmcsgDgeDzRAZyyAIqmlaftwAB7HjSf5GDhYN0X1vFZyIc8FMqMso4vh24Y+oLBwZp8yEGhzCcGB+v4LA4MfcHgwABDHiifzNXWEcFld3wFzZHWpJslGouiOdKKS5dfi7aOiByGiIN1fABwAj6UXDwx8QC3ZJvVARBMnOcEKNvMM8pDAoaalAOPg3VfWMdnQXnoxrovrOPLoRuGvmBwsEY56IahL6wdrOOzODD0BYMDAwx5oM3ke+/vwLzbr8LexgMA0O/nXjt/vrfxAObdfhW2NeyUwxBzsI4PJB7eVnrlZDilyX03gFMaQOmVk/P+4XfHojwkYKhJOfA4WPeFdXwWlIdurPvCOr4cumHoCwYHa5SDbhj6wtrBOj6LA0NfMDgwYJ0HT9++l2u2NezEx29ZgMtPn4/Fcxfh1Ikn9zpm0+4tWLF2JR5/4+mM7NrKgdPBOj6QaNayz5+IjrowIrWHET/YO4ZvVAihmhGJ2yCHyO75sSgPCRhqUg48DtZ9YR2fBeWhG+u+sI4vh24Y+oLBwRrloBuGvrB2sI7P4sDQFwwODFjmgXpTCkjcXvjAutV4YN1q1IyvxtQxU1BWXILmtlZsPbAdtbs3y6FAHKzjA4nbG4PVlQhWVyLW0IZYYzvQHgeCPvgrg3n/DQzJojwkYKhJOfA4WPeFdXwWlIdurPvCOr4cumHoCwYHa5SDbhj6wtrBOj6LA0NfMDgwYJUH+k2pntTu3pyTxpADv4N1fCDxFZqFMqAGQnlIwFCTcuBxsO4L6/gsKA/dWPeFdXw5dMPQFwwO1igH3TD0hbWDdXwWB4a+YHBgIJd5GJr3ngkhhBBCCCGEEEIIarQpJYQQQgghhBBCCCFyjjalhBBCCCGEEEIIIUTOcVzXdXMZMBwOo6KiIhG8JPePtHI/iAIuAAdwhts8UksOcmBysI4PAG5rFADQ1NSE8vJyEwfAfj4BJOuhmpSDHI52IJhRmk9yYIkvBzIHzScAJGshBzmQxKdxSHI+mT7ovFPSJrhxfDnIgc3BOj4Z5rlgWA9rB+v4cpADKeZ5YFgLOdjHlwOXAwnmeWBYCznIgSU+i8MgmG5K6U4pOcjB3sE6PsA5KPWXPjsH6/hykEMvB7IZpflU2A7W8eVA5qD5BIBkLeQgB5L4NA5Jzie7TanhfpRfMzXnYcP3bYXbGoUzPGASXw5yYHOwjg8ATffWAR/ETGL3idF8AjjWw9rBOr4c5HAsVDNK86ngHazjy4HLQfMpAcNayEEOLPFZHJKdT3rQuRBCCCGEEEIIIYTIOdqUEkIIIYYoTm6/y0QIIYQQQghPmD5TSgghhBCZY3ZDGxZubsQZe49gxuEIgnGg3Qe8OyKEV8YNw/3VldhYVWytKYQQQgghBIA825SqGV+NaWOmoLS4BC1trag7sB21uzfn1CHW0IbY4XagIw4U+eAfEYQ/x2/wGfJg7cCwDgww5IHBgQHrngA41oIhDwwOuV6LKY3tWL5mH87cdwQdDvCWCzwGoBlAWRyY+ZcIvnQogsWbGvHy2GG4/pyx2F4ZzJoPwFGPDA4sWPcFw1pY54DFgWEt5GAfnwn1BUcOGBys10EONg70m1LFRSFcMecCLJ67CLMnzOr1+43172DF2pV4bP1TaOuIZMXBjcbRURdGpPYw4gd7x/CNCiFUMwJF08rhBLLziUiGPFg7MKwDAwx5YHBgwLonAI61YMgDg4PVWlz55ybcsWY/2mMu7gXwcxfY0Mdxp7rAjQCu3HcErz60HdedMxaPTS/PmAfAUY8MDixY9wXDWljngMWBYS3kYB+fCfUFRw4YHKzXQQ72Do7r5vaBE+FwGBUVFcBwPyq+NG3AY08aPRmrltyNCSPHIe7G4ff5ex0Ti8fgc3yoP7QXly6/Ftsadg4cv/Mp9CXJPYU+1tiO1id2wW0e/OsMnbIASi6eCP8gf3326sCQB2uHbKyDV4dsYZ0Hhp7o/GaGpqYmlJdn9j+SvWA9nwD7evDqYD0bWBysevPKPzdhxbP78GcA5wPYicTDIuN9HNv580kAfgtgGoDF547Fo9Mr0nLohKEes+XAMKO8zCfAvi8Y6oFhTluvAzB03zvkm4PmUzfqi6E7n7w6MPy7wroWhrJDsvOJdgv+pNGT8dxND2Fc5Rg4jtNnkwCA3+eH4zgYVzkGz9/8ME6smpQxh1hjO1oe3QG3ZfCFAQC3JYqWR3cg1tieMQeGPFg7MKwDAwx5YHBgwLonAI61YMgDg4PVWpzY2I471uzHnwF8EsDuD3/e14ZUz5/vBnAGgDoAd6zZjykZqAmGemRwYMG6LxjWwjoHLA4MayEH+/hMqC84csDgYL0OcuBx8LQpdeedd6Kmpgbl5eUoLy/HGWecgaeffjojIj0pLgph1ZK7URYqQcCf3CcMA/4AykIlWH39PSguCqXt4EbjaH1iF9AeB5K9l8wF0J44z432958FycOQB2sHhnVggCEPDA4Dofk02EnQfMqCg+Va/GLNPkRiLs4HEAYQS/K82IfHfwZAe8zF8jX7UnYAOOqRwWEwCmVGMayFdQ5YHBjWQg728ZOhUOYTYL8eDDlgcLBeBzlwOXjalBo/fjxuu+02rF+/Hq+//jrOOeccXHLJJXj77bfTFunJFXMuwISR45Jukk4C/gAmHncCLj99ftoOHXXhxK1rXj/c6AJucxQddeG0HRjyYO3AsA4MMOSBwWEgNJ+SQPMp4w5WazH7/Tacue8IHkPiI3vJbkh1EvvwvMcAnLnvCGY3tKXkAXDUI4PDYBTKjGJYC+scsDgwrIUc7OMnQ6HMJ8B+PRhywOBgvQ5y4HLwtCl10UUX4YILLsC0adMwffp03HrrrSgtLcWrr76atkhPFs9dhLib2o5bLB7D4rmL0naI1B42PR/gyIO1A8M6MMCQBwaHgdB8yt35AEceGBys1mLhlkZ0OMDPkfrn8H1InN/hAAs3N6Z4FY56ZHAYjEKZUQxrYZ0DFgeGtZCD/fnJUCjzCbBfD4YcMDhYr4McuBxSfqZULBbDQw89hNbWVpxxxhlpi3RSM74asyfM6vdzrYPh9/lx6sSTUTO+OmWHWENbn0+b90L8YASxNP7yzJAHaweGdWCAIQ8MDl7QfBoYzaf8X4sz9h7BW27iW/ZSvWk6DuBNAG+5wF/tO5LSNRjqkcHBK0N1RjGshXUOWBwY1kIO9vFTYajOJ8B+PRhywOBgvQ5y4HIAUtiU2rRpE0pLSxEKhfC1r30Nq1atwqxZvb8+spNIJIJwOHzUayCmjZniValPpqZxndjhzD3UMFUY8mDtwLAODDDkgcEhGTSfPFxH8yltB8u1mHE4gi0ZiQ68C2DmodTekDDUI4NDsniZUV7nE2DfFwxrYZ0DFgeGtZCDfXwvDPX5BNivB0MOGBys10EOXA5ACptSM2bMwIYNG7Bu3Tp8/etfx9VXX4133nmn3+OXLVuGioqKrteECRMGvH5pcYlXpT4pS+c6HRl6oGB76tdhyIO5A8E6UMCQBwaHJNB88oDmU9oOVmvhuC6CcaA5M9ERBhCMJ67rGYJ6pHBIEi8zyut8Agj6gmAtzHNA4sCwFnIgiO+BIT+fAPP1YMgBg4P1OsiBzAEpbEoFg0FMnToVc+bMwbJlyzB79mz87Gc/6/f4pUuXoqmpqetVX18/4PVb2lq9KvVJczrXKUr5U41HE0z9Ogx5MHcgWAcKGPLA4JDM5TWfkkfzKW0Hq7VwHQftPqAsM9FRDqDdl7iuZwjqkcIh2RAeZpTX+QQQ9AXBWpjngMSBYS3kQBDfS4ihPp8A8/VgyAGDg/U6yIHMAYC3R+73QTweRyTS/23/oVAIoVDyXxtZd2B7ukqJ6+zflvK5/hHBjDj4K1O/DkMerB0Y1oEBhjwwOKSC5tMA19F8StvBci3eHRHCzL+k9wyATmYC2DIyta93ZqhHBodUGWhGeZ1PgH1fMKyFdQ5YHBjWQg728dNhqM0nwH49GHLA4GC9DnLgcgA83im1dOlSvPTSS9ixYwc2bdqEpUuX4sUXX8TChQvTkuhJ7e7N2Fj/DmJxr19wnSAWj2HDrrexaU/qT9vwVxXDNyq1N+id+EaF4K8qTvl8hjxYOzCsAwMMeWBwGAzNp+TRfMr/tXhl3DCc4gCnIr1v3zsNwMkO8OrYYSldg6EeGRySoRBmFMNaWOeAxYFhLeRgHz9ZCmE+AfbrwZADBgfrdZADlwPg8b3s+++/jy9+8YuYMWMG5s2bh9deew2//e1vce6556YlcSwr1q6Ez0ntbbbf58eKtSvTdgjVjDA9H+DIg7UDwzowwJAHBoeB0HzK3fkARx4YHKzW4v7qShS5wI1I79v3bgRQ5CaulyoM9cjgMBiFMqMY1sI6BywODGshB/vzk6FQ5hNgvx4MOWBwsF4HOXA5eKrGe+65Bzt27EAkEsH777+P5557LuPDCgAeW/8U6g/tRTQW9XReNBbFrr/sweNvPJ22Q9G0cjhlAcDrIzYcwCkLoGhaedoODHmwdmBYBwYY8sDgMBCaT0mg+ZRxB6u12FhVjJfHDsOVACYB8PrFzv4Pz7sCwMtjh2FjGn/hYqhHBofBKJQZxbAW1jlgcWBYCznYx0+GQplPgP16MOSAwcF6HeTA5UD5BOi2jgguu+MraI60Jt0s0VgUzZFWXLr8WrR1pP+cDSfgQ8nFExMP7Up2gRwAwcR5TiD91DLkwdqBYR0YYMgDgwMD1j0BcKwFQx4YHCzX4vpzxiLod/AMEg8rT3Zjyv/h8b8FEPQ7uP6csSk7ABz1yODAgnVfMKyFdQ5YHBjWQg728ZlQX3DkgMHBeh3kwOVAO+Xee38H5t1+FfY2HgCAfj/32vnzvY0HMO/2q7CtYWfGHPyVQZReORlOaXLPg3dKAyi9cnJGH0bIkAdrB4Z1YIAhDwwODFj3BMCxFgx5YHCwWovtlUFcd85YTAfwCoDxH/68v3+xd/58/IfHTwNw3TljsT0DNcFQjwwOLFj3BcNaWOeAxYFhLeRgH58J9QVHDhgcrNdBDjwOaX/7XjbZ1rATH79lAS4/fT4Wz12EUyee3OuYTbu3YMXalXj8jaczsmt7LP7KIMo+fyI66sKI1B5G/GDvGL5RIYRqRiRufcvCXzMY8mDtwLAODDDkgcGBAeueADjWgiEPDA5Wa/HY9HI4cHHHmv3YFHPxGICfA3izj2NnI/EMqSuQuEPqq+eMxWPTM/exEIZ6ZHBgwbovGNbCOgcsDgxrIQf7+EyoLzhywOBgvQ5y4HCg3pQCErcXPrBuNR5Ytxo146sxdcwUlBWXoLmtFVsPbEft7s1Zd3ACPgSrKxGsrkSsoQ2xxnagPQ4EffBXBnPy7W4MebB2YFgHBhjywODAgHVPABxrwZAHBgertXh0egXWjx6G5Wv24Zp9R7DQAd5ygXcBhJH4qN4MAKc4iYea/2HcMNxwdmbukDoWhnpkcGDBui8Y1sI6BywODGshB/v4TKgvOHLA4GC9DnKwd6DflOpJ7e7NOWmMgfBXFZv/C4MhD9YODOvAAEMeGBwYsO4JgGMtGPLA4JDrtdheGcSCyydhdkMbFm5uxF/tO4LLD0UQjAPtPmDLyBDuHTsM91dXpvVQcy8w1CODAwvWfcGwFtY5YHFgWAs52MdnQn3BkQMGB+t1kIONQ15tSgkhhBCifzZWFWNj1fFd/+y4LlzH69epCCGEEEIIkRuG7oeVhRBCiAJHG1JCCCGEEIIZbUoJIYQQQgghhBBCiJzjuK7r5jJgOBxGRUVFInhJ7j896H4QBVwADuAMt/n0ohzkwORgHR8A3NYoAKCpqQnl5Zn7NjCvWM8ngGQ9VJNykMPRDgQzSvNJDizx5UDmoPkEgGQt5CAHkvg0DknOJ9NnSnVK2gQ3ji8HObA5WMcnwzwXDOth7WAdXw5yIMU8DwxrIQf7+HLgciDBPA8MayEHObDEZ3EYBNNNKd0pJQc52DtYxwc4B6X+0mfnYB1fDnLo5UA2ozSfCtvBOr4cyBw0nwCQrIUc5EASn8Yhyflktyk13I/ya6bmPGz4vq1wW6NwhgdM4stBDmwO1vEBoOneOuCDmEnsPjGaTwDHelg7WMeXgxyOhWpGaT4VvIN1fDlwOWg+JWBYCznIgSU+i0Oy80kPOhdCCCGEEEIIIYQQOUebUkIIIYQQQgghhBAi52hTSgghhBBCCCGEEELkHNMHnXulZnw1po2ZgtLiErS0taLuwHbU7t6cU4dYQxtih9uBjjhQ5IN/RBD+quKcOigPyoEc+FBNJlAeOBys48uBD+vetI7P4sBQk3LgcLCOzwRDb1o7WMcHOGpSDoXpQL8pVVwUwhVzLsDiuYswe8KsXr/fWP8OVqxdicfWP4W2jkhWHNxoHB11YURqDyN+sHcM36gQQjUjUDStHE4gOzefKQ/KgRz4UE0mUB44HKzjy4EP6960js/iwFCTcuBwsI7PBENvWjtYxwc4alIOcqDelDpp9GSsWnI3Jowch7gb7/OYU06YgeULb8U/zl+CS5dfi20NOzPqEGtsR+sTu+A29/91hvGDERxZsx9trx1EycUT4a8MZtRBeVAO5MCHajKB8sDhYB1fDnxY96Z1fBYHhpqUA4eDdXwmGHrT2sE6PsBRk3KQA0D8TKmTRk/Gczc9hHGVY+A4Dvw+f5/H+X1+OI6DcZVj8PzND+PEqkkZc4g1tqPl0R1wW/pfmJ64LVG0PLoDscb2jDkoD8qBHPhQTSZQHjgcrOPLgQ/r3rSOz+LAUJNy4HCwjs8EQ29aO1jHBzhqUg5y6IRyU6q4KIRVS+5GWagEAX9yN3MF/AGUhUqw+vp7UFwUStvBjcbR+sQuoD0OuMmeBKA9cZ4b7XvH2wvKg3IgBz5UkwmUBw4H6/hy4MO6N63jszgw1KQcOBys4zPB0JvWDtbxAY6alIMcepLWptRtt90Gx3HwzW9+M22Rnlwx5wJMGDku6UbtJOAPYOJxJ+Dy0+en7dBRF07cupbswnTiAm5zFB114bQdlAflQA6po/nUB5pPCYZQX1jHl0NqZGs+Afa9aR2fxYGhJuXA4WAdPxWG8nsoawfr+ABHTcpBDj1JeVPqtddew69//WvU1NSkLXEsi+cu6veztYMRi8eweO6itB0itYdNzweUB0A5kENqaD5l93xAeWBxsD5fDt7J5nwC7HvTOj6LA0NNyoHDwfp8rwz191DWDtbxAY6alIMcepLSplRLSwsWLlyIu+66CyNGjEhboic146sxe8Ksfj9bOxh+nx+nTjwZNeOrU3aINbT1+bR5L8QPRhBraEv5fOVBOZBDamg+DY7mU4J87wvr+HLwTjbnE2Dfm9bxWRwYalIOHA7W8b0y1N9DWTtYxwc4alIOcjiWlDallixZggULFuDTn/70oMdGIhGEw+GjXgMxbcyUVJR6MTWN68QOZ+6hhqmiPCgHckgNzackr6P5lLhOHveFdXw5eCeb8wmw703r+CwODDUpBw4H6/heSXZG5eN8YnCwjg9w1KQc5HAs3j7MCuChhx7CG2+8gddeey2p45ctW4bvfve7SV+/tLjEq1KflKVznY4MPVCwPfXrKA/KgRy8o/nkAc2nBPncF9bx5eCJbM8nwL43reOzOFDUpBw4HKzje8DLjMrH+cTgYB0fAEdNykEOx+DpTqn6+np84xvfwP3334/i4uKkzlm6dCmampq6XvX19QMe39LW6kWpX5rTuU5Rhr6UMJj6dZQH5UAO3tB88ojmU4J87gvr+HJImlzMJ8C+N63jszhQ1KQcOBys4yeJ1xmVj/OJwcE6PgCOmpSDHI7B051S69evx/vvv4/TTz+962exWAwvvfQSli9fjkgkAr//6M/IhkIhhELJf3Vl3YHtXpT6v87+bSmf6x8RzIiDvzL16ygPyoEcvKH55PE6mk+J6+RxX1jHl0Py5GI+Afa9aR2fxYGhJuXA4WAdP1m8zqh8nE8MDtbxAY6alIMcjsXTlta8efOwadMmbNiwoev10Y9+FAsXLsSGDRt6vaFKhdrdm7Gx/h3E4rGUzo/FY9iw621s2rMlZQd/VTF8o7wN2mPxjQrBX5XcX0P7QnlQDuTgDc2n5NF8SpDvfWEdXw7Jk4v5BNj3pnV8FgeGmpQDh4N1/GQplPdQ1g7W8QGOmpSDHHpdw8vBZWVlOOWUU456lZSU4LjjjsMpp5ySlkhPVqxdCZ+T2i1gfp8fK9auTNshVJPeN06kez6gPADKgRySR/Mpd+cDygOLg/X5ckiOXM0nwL43reOzODDUpBw4HKzPT4ZCeg9l7WAdH+CoSTnIoSfZ/YByijy2/inUH9qLaCzq6bxoLIpdf9mDx994Om2HomnlcMoCgOPxRAdwygIomlaetoPyoBzIgQ/VZALlgcPBOr4c+LDuTev4LA4MNSkHDgfr+Eww9Ka1g3V8gKMm5SCHnqS9KfXiiy/ipz/9adoiPWnriOCyO76C5khr0g0bjUXRHGnFpcuvRVtHJG0HJ+BDycUTEw/tSnaBHADBxHlOIP39PuVBOZBDemg+9TwJmk/AkOsL6/hySJ1szCfAvjet47M4MNSkHDgcrOOnylB9D2XtYB0f4KhJOcihJ5R3SgHAe+/vwLzbr8LexgMA0O9nbzt/vrfxAObdfhW2NezMmIO/MojSKyfDKU3uefBOaQClV07O6MMIlQflQA58qCYTKA8cDtbx5cCHdW9ax2dxYKhJOXA4WMdngqE3rR2s4wMcNSkHOXTi6dv3cs22hp34+C0LcPnp87F47iKcOvHkXsds2r0FK9auxONvPJ2RneNj8VcGUfb5E9FRF0ak9jDiB3vH8I0KIVQzInHrWxb+mqE8KAdy4EM1mUB54HCwji8HPqx70zo+iwNDTcqBw8E6PhMMvWntYB0f4KhJOcgBIN+UAhK3OD6wbjUeWLcaNeOrMXXMFJQVl6C5rRVbD2xH7e7NWXdwAj4EqysRrK5ErKENscZ2oD0OBH3wVwaz/o0YgPIAKAdy4EM1mUB54HCwji8HPqx70zo+iwNDTcqBw8E6PhMMvWntYB0f4KhJOciBflOqJ7W7N+ekOQfCX1Vs/i8M5UE5kAMfqskEygOHg3V8OfBh3ZvW8VkcGGpSDhwO1vGZYOhNawfr+ABHTcqhMB2G7n2hQgghhBBCCCGEEIIWbUoJIYQQQgghhBBCiJyjTSkhhBBCCCGEEEIIkXMc13XdXAYMh8OoqKhIBC/J/SOt3A+igAvAAZzhNo/UkoMcmBys4wOA2xoFADQ1NaG8vNzEAbCfTwDJeqgm5SCHox0IZpTmkxxY4suBzEHzCQDJWshBDiTxaRySnE+mDzrvlLQJbhxfDnJgc7COT4Z5LhjWw9rBOr4c5ECKeR4Y1kIO9vHlwOVAgnkeGNZCDnJgic/iMAimm1K6U0oOcrB3sI4PcA5K/aXPzsE6vhzk0MuBbEZpPhW2g3V8OZA5aD4BIFkLOciBJD6NQ5LzyW5Targf5ddMzXnY8H1b4bZG4QwPmMSXgxzYHKzjA0DTvXXABzGT2H1iNJ8AjvWwdrCOLwc5HAvVjNJ8KngH6/hy4HLQfErAsBZykANLfBaHZOeTHnQuhBBCCCGEEEIIIXKONqWEEBnBye13JgghhEgBzWohhBBCMGH6TCkhRP4yu6ENCzc34oy9RzDjcATBONDuA94dEcIr44bh/upKbKwqttYUQoiCRrNaCCGEEMxoU8ojNeOrMW3MFJQWl6ClrRV1B7ajdvfmnDrEGtoQO9wOdMSBIh/8I4Lw5/gNpbWDdXyAoxYsHKY0tmP5mn04c98RdDhA0exTgXNnAmVlCDY34yNbtmDmxg1YvKkRL48dhuvPGYvtlcGsOokEDDXJ0Jty4KgFOdjCNqsZ1sK6L+XQDUM9WDtYx2eCIRfWDgx9KYcE1rVQiA7alEqC4qIQrphzARbPXYTZE2b1+v3G+newYu1KPLb+KbR1RLLi4Ebj6KgLI1J7GPGDvWP4RoUQqhmBomnlcALZ+VSmtYN1fICjFiwdrvxzE+5Ysx/+YAi45hoU3XgjcNppvY4revNN4Oc/xycefgivPrQd150zFo9NL8+oi0jAUJMMvSkHjlqQAwcss5phLaz7Ug7dMNSDtYN1fCYYcmHtwNCXckhgXQuF7uC4bm4fLhAOh1FRUQEM96PiS9NyGToRv/Mp9CXJPYX+pNGTsWrJ3Zgwchzibhx+n7/XMbF4DD7Hh/pDe3Hp8muxrWFnRh1ije1ofWIX3ObBv1LRKQug5OKJ8A/y1858c8hGfK8O2agFBodk41/55yaseHYfMG0afL/7HTBpEhCPA/7eDojFAJ8P2LkT8XPPBbZuxeJzx+LR6RV9XrvzmxmamppQXm63eWU9nwD7evDqYD0b5JCAoRaGsgPDjEp2PmVzVjOshfV8YnDIt/kEcLyftnbQfOrGei0YHIbqfMpHB+taGMoOyc4nPeh8AE4aPRnP3fQQxlWOgeM4fS4MAPh9fjiOg3GVY/D8zQ/jxKpJGXOINbaj5dEdcFsGb1QAcFuiaHl0B2KN7UPGwTo+wFELlg4nNrbjjjX7E/+R8+qrwAknAI7T93/kAImfOw5wwgnwrVsHTJ2KO9bsx5QMrkmhw1CTDL0pB45akAMHLLOaYS2s+1IO3TDUg7WDdXwmGHJh7cDQl3JIYF0LckigTal+KC4KYdWSu1EWKkHAn9ynHAP+AMpCJVh9/T0oLgql7eBG42h9YhfQHgeSvZ/NBdCeOM+NxvPewTo+wFEL1g6/WLMPvmAo8Vf3sjKgqCi5E4uKgLIy+J59Fv5gCMvX7EvLQySwrgeAozflwFELcuCBYVYzrIV1X8qhG4Z6sHawjs8EQy6sHRj6Ug4JrGtBDt142pT6t3/7NziOc9Rr5syZaUswcsWcCzBh5LikF6aTgD+AicedgMtPn5+2Q0ddOHEro9cPWLqA2xxFR1047x2s4wMctWDpMPv9Npy57wiKrvo/iY+BJPsfOZ0UFQGTJyPwuatw5r4jmN3QlrLLQGg+DY7m09BzYKgFOSRHtmcUy6xmWAvrvpRDNwz1YO1gHT8ZcvUeiiEX1g4MfSmHBNa1IIduPN8pdfLJJ2Pfvn1drz/84Q9pSzCyeO4ixN3UdmBj8RgWz12UtkOk9rDp+QwO1ucDHLVg6bBwSyM6HAA33ph4LklKEjHghhvQ4QALNzem7DIYmk+Do/k0tBwYakEOyZPNGcUyqxnWwrov5dANQz1YO1jHT5ZcvIdiyIW1A0NfyiGBdS3IoRvPm1KBQADHH39812vUqFFpS7BRM74asyfM6vezlIPh9/lx6sSTUTO+OmWHWENbn98+4IX4wQhiadyVYu1gHR/gqAVrhzP2Hkl8lfhpp/X/XJJBJfzAnDkomn0q/mrfkdSukQSaT4Oj+TR0HBhqQQ7eyOaMYpjVDGth3Zdy6IahHqwdrON7IdvvoRhyYe3A0JdySGBdC3I4Gs+bUnV1dRg3bhxOPPFELFy4ELt27Rrw+EgkgnA4fNSLnWljpmTkOlPTuE7scOYeEp6vDtbxAY5asHaYcTgCZOoW7hkzMPNQ9r7iWPMpeTSf8t+BoRbk4A0vM8rrfGKY1QxrYd2XcuiGoR6sHazjeyGb8wngyIW1A0NfyiGBdS3I4Wg8bUp94hOfwH333YdnnnkGd955J7Zv346//uu/RnNzc7/nLFu2DBUVFV2vCRMmpCWcC0qLSzJynbJ0rtOR/sPbACQeHpevDtbxwVELlg6O6yIYR+KBuZmgvBzBeOK6mUbzyRuaT/nvwFALckgerzPKy3ximdUUa6HZQOPAUA/WDtbxkyWb86kThlyYOxD0pRwSmNeCHI7C06bU/Pnz8dnPfhY1NTX4zGc+g6eeegqNjY145JFH+j1n6dKlaGpq6nrV19enJZwLWtpaM3Kd5nSuU5ShL0YMpnEdawfr+OCoBUsH13HQ7gMwwMaOJ8JhtPsS1800mk/e0HzKfweGWpBD8nidUV7mE8usplgLzQYaB4Z6sHawjp8s2ZxPnTDkwtyBoC/lkMC8FuRwFN4esX4MlZWVmD59OrZu3drvMaFQCKFQfn2Vad2B7Zm5zv5tKZ/rHxHMiIO/MvXrWDtYxwc4asHa4d0RIXxky5aMOGDLFmwZmZt5oPk0yHU0n/LegaEW5JA6g80or/OJYVYzrIV1X8qhG4Z6sHawjp8qmZ5PAEcurB0Y+lIOCaxrQQ5Hk9Y2ZUtLC9577z2MHTs2LQk2andvxsb6dxCLx1I6PxaPYcOut7FpT+pvDv1VxfCNSu8/ln2jQvBXFeetg3V8gKMWrB1eGTcMHRs3AG++mfhmppQkYsD69eio3YhXxw5L7Roe0XzqG82noePAUAtySJ1MzyiGWc2wFtZ9KYduGOrB2sE6fqpk4z0UQy6sHRj6Ug4JrGtBDkfjaVPqpptuwtq1a7Fjxw788Y9/xGWXXQa/34+//du/TUuCkRVrV8LnpLZn5/f5sWLtyrQdQjUjTM9ncLA+H+CoBUuH+6srUeQC+PnPAV+K+9h+P/CLX6DITVwvG2g+JYfm09ByYKgFOSRHtmcUy6xmWAvrvpRDNwz1YO1gHT8ZcvUeiiEX1g4MfSmHBNa1IIduPEXfvXs3/vZv/xYzZszA5z73ORx33HF49dVXUVVVlbYIG4+tfwr1h/YiGot6Oi8ai2LXX/bg8TeeTtuhaFo5nLIA4PXxOw7glAVQNK087x2s4wMctWDpsLGqGC+PHYboww8BO3cCHR3eLtDRAezYgegjD+PlscOwMY2/agyE5tPgaD4NPQeGWpBDcmR7RrHMaoa1sO5LOXTDUA/WDtbxkyFX76EYcmHtwNCXckhgXQty6MbTptRDDz2EvXv3IhKJYPfu3XjooYdw0kknpS3BSFtHBJfd8RU0R1qTXqBoLIrmSCsuXX4t2jrS/9p7J+BDycUTEw9xS7ZhHQDBxHlOIP2HyFk7WMcHOGrB2uH6c8Yi1h5B/LzzEg/STfY/djo6gOZmxM89F7H2CK4/J3sfpdN8GhjNp6HpwFALckiOXMwohlnNsBbWfSmHbhjqwdrBOn4y5Oo9FEMurB0Y+lIOCaxrQQ7dZOjR90OT997fgXm3X4W9jQcAoN/PWnb+fG/jAcy7/Spsa9iZMQd/ZRClV06GU5rcM+md0gBKr5yc1oPf2Bys4wMctWDpsL0yiOvOGQvU1SH+iU8Ae/Z8GKyfzx93/nzPnsTxW7fiunPGYnsG16TQYahJht6UA0ctyIEDllnNsBbWfSmHbhjqwdrBOj4TDLmwdmDoSzkksK4FOSRI69v3CoFtDTvx8VsW4PLT52Px3EU4deLJvY7ZtHsLVqxdicffeDorf83wVwZR9vkT0VEXRqT2MOIHe8fwjQohVDMicStkBnaO2Rys4wMctWDp8Nj0cjhwccea9+CfVY3A564CbrgBmDOn98EbNgC/+AWijzyMWHsE1507Do9NT/82W3E0DDXJ0Jty4KgFOXDAMqsZ1sK6L+XQDUM9WDtYx2eCIRfWDgx9KYcE1rUgB21KJUVbRwQPrFuNB9atRs34akwdMwVlxSVobmvF1gPbUbt7c9YdnIAPwepKBKsrEWtoQ6yxHWiPA0Ef/JXBtL59IF8crOMDHLVg6fDo9AqsHz0My9fsw5m/+Q06/us3KJp9KjBjBlBeDoTDwLvvomPjBhS5wKvjhuGGs6foDqkswlCTDL0pB45akAMHLLOaYS2s+1IO3TDUg7WDdXwmGHJh7cDQl3JIYF0Lhe6gTSmP1O7ebP4vDH9VcU6ak9nBOj7AUQsWDtsrg1hw+STMbmjDws2N+KvdmzGzdgOCcaDdB2wZGcKrp1Ti/urKrD3UXPQNQ00y9KYcOGpBDrawzWqGtbDuSzl0w1AP1g7W8ZlgyIW1A0NfyiGBdS0UooM2pYQQKbGxqhgbq47v+mfHdeE6Xr9CQwghRDbRrBZCCCEEM3rQuRAiI+g/coQQgh/NaiGEEEIwoU0pIYQQQgghhBBCCJFzHNd13VwGDIfDqKioSAQvyf2nB90PooALwAGc4TafXpSDHJgcrOMDgNsaBQA0NTWhvNzuW/qs5xNAsh6qSTnI4WgHghml+SQHlvhyIHPQfAJAshZykANJfBqHJOeT6TOlOiVtghvHl4Mc2Bys45NhnguG9bB2sI4vBzmQYp4HhrWQg318OXA5kGCeB4a1kIMcWOKzOAyC6aaU7pSSgxzsHazjA5yDUn/ps3Owji8HOfRyIJtRmk+F7WAdXw5kDppPAEjWQg5yIIlP45DkfLLblBruR/k1U3MeNnzfVritUTjDAybx5SAHNgfr+ADQdG8d8EHMJHafGM0ngGM9rB2s48tBDsdCNaM0nwrewTq+HLgcNJ8SMKyFHOTAEp/FIdn5pAedCyGEEEIIIYQQQoico00pIYQQQgghhBBCCJFztCklhBBCCCGEEEIIIXKO6YPOvVIzvhrTxkxBaXEJWtpaUXdgO2p3b86pQ6yhDbHD7UBHHCjywT8iCH9VcU4dGLDOg3V8OXTD0JcMMOSBoR4YYMiDtYN1fBYHhr5kwToXDPXAAEMe5MDhYN2TTDDkwroeGGDIgRx4HHLZl/SbUsVFIVwx5wIsnrsIsyfM6vX7jfXvYMXalXhs/VNo64hkxcGNxtFRF0ak9jDiB3vH8I0KIVQzAkXTyuEEhu7NZ9Z5sI4vh24Y+pIBhjww1AMDDHmwdrCOz+LA0JcsWOeCoR4YYMiDHDgcrHuSCYZcWNcDAww5kAOPg1VfUm9KnTR6MlYtuRsTRo5D3I33ecwpJ8zA8oW34h/nL8Gly6/FtoadGXWINbaj9YldcJv7/zrD+MEIjqzZj7bXDqLk4onwVwYz6sCAdR6s48uhG4a+ZIAhDwz1wABDHqwdrOOzODD0JQvWuWCoBwYY8iAHDgfrnmSCIRfW9cAAQw7kwONg2Ze0W74njZ6M5256COMqx8BxHPh9/j6P8/v8cBwH4yrH4PmbH8aJVZMy5hBrbEfLozvgtvRfHD1xW6JoeXQHYo3tGXNgwDoP1vHl0A1DXzLAkAeGemCAIQ/WDtbxWRwY+pIF61ww1AMDDHmQA4eDdU8ywZAL63pggCEHcuBxsO5Lyk2p4qIQVi25G2WhEgT8yd3MFfAHUBYqwerr70FxUShtBzcaR+sTu4D2OOAmexKA9sR5brTv3cV8wzoP1vHl0A1DXzLAkAeGemCAIQ/WDtbxWRwY+pIF61ww1AMDDHmQA4eDdU8ywZAL63pggCEHcuBxYOhLz5tSe/bswaJFi3Dcccdh2LBh+MhHPoLXX389bZGeXDHnAkwYOS7ppHQS8Acw8bgTcPnp89N26KgLJ26fS7Y4OnEBtzmKjrpw2g4MWOfBOr4cumHoy8HQfBoEzacEQ6g3reOzODD0ZTIUwoxiqAcGGPIgBw4H655MlkKYT4B9PTDAkAM58Dgw9KWnTanDhw/jzDPPRFFREZ5++mm88847+Pd//3eMGDEibZGeLJ67qN/PMQ5GLB7D4rmL0naI1B42PZ8F6zxYny+Hbhj6ciA0n3J3PgsMebB2sD6fxYGhLwejUGYUQz0wwJAHOXA4WPdkMhTKfALs64EBhhzIgceBoS89bYf98Ic/xIQJE3Dvvfd2/WzKlClpS/SkZnx1n096Txa/z49TJ56MmvHVKX9lYayhrc8n3nshfjCCWENbXn+VqHUerOPLoRuGvhwMzafk0XxKkO+9aR2fxYGhL5OhEGYUQz0wwJAHOXA4WPdkshTCfALs64EBhhzIgceBoS8Bj3dKPfHEE/joRz+Kz372sxg9ejROO+003HXXXQOeE4lEEA6Hj3oNxLQxmRmAU9O4Tuxw5h4+m89Y58E6vhy6YejLwdB88ngdzafEdfK4N63jszgw9GUyeJ1RXucTYJ8LhnpggCEPcuBwsO7JZCmE+QTY1wMDDDmQA48DQ18CHjeltm3bhjvvvBPTpk3Db3/7W3z961/HjTfeiN/85jf9nrNs2TJUVFR0vSZMmDBgjNLiEi9K/VKWznU6MvQAu/Y8fxCedR6s48uhC4q+HATNJ49oPiXI5960jk/iQNGXSeB1RnmdTwBBLgjqgQKGPMiBwsG8J5OkIOYTYF4PFDDkQA40DhR9CY+bUvF4HKeffjp+8IMf4LTTTsPixYvx1a9+Fb/61a/6PWfp0qVoamrqetXX1w8Yo6Wt1YtSvzSnc52iDH0pYZDyyw2TxzoP1vHl0AVFXw6C5pNHNJ8S5HNvWscncaDoyyTwOqO8zt7/Me0AAQAASURBVCeAIBcE9UABQx7kQOFg3pNJUhDzCTCvBwoYciAHGgeKvoTHTamxY8di1qyjP3NYXV2NXbt29XtOKBRCeXn5Ua+BqDuw3YtS/9fZvy3lc/0jghlx8Fdm5jpWWOfBOr4cumHoy8HQfPJ4Hc2nxHXyuDet47M4MPRlMnidUV7nE2CfC4Z6YIAhD3LgcLDuyWQphPkE2NcDAww5kAOPA0NfAh43pc4880y8++67R/3sz3/+MyZNmpSWRE9qd2/Gxvp3EIvHUjo/Fo9hw663sWnPlpQd/FXF8I0KpXw+APhGhfL2AXidWOfBOr4cumHoy8HQfEoezacE+d6b1vFZHBj6MhkKYUYx1AMDDHmQA4eDdU8mSyHMJ8C+HhhgyIEceBwY+hLwuCn193//93j11Vfxgx/8AFu3bsUDDzyAFStWYMmSJWlJHMuKtSvhc1K7Dc3v82PF2pVpO4Rq0vsK1HTPZ8E6D9bny6Ebhr4cCM2n3J3PAkMerB2sz2dxYOjLwSiUGcVQDwww5EEOHA7WPZkMhTKfAPt6YIAhB3LgcWDoS0/RP/axj2HVqlV48MEHccopp+D73/8+fvrTn2LhwoVpi/TksfVPof7QXkRjUU/nRWNR7PrLHjz+xtNpOxRNK4dTFgAcjyc6gFMWQNG0wW9jzQes82AdXw7dMPTlQGg+JYHmU4Ih1JvW8VkcGPpyMAplRjHUAwMMeZADh4N1TyZDocwnwL4eGGDIgRx4HBj60vOW2IUXXohNmzahra0Nmzdvxle/+tW0JY6lrSOCy+74CpojrUknJxqLojnSikuXX4u2jkjaDk7Ah5KLJyYeHJZskTgAgonznEAePwCvB9Z5sI4vh24Y+nIwNJ8GOgmaT8CQ603r+CwODH2ZDIUwoxjqgQGGPMiBw8G6J5OlEOYTYF8PDDDkQA48Dgx9SdtV772/A/Nuvwp7Gw8AQL+fc+z8+d7GA5h3+1XY1rAzYw7+yiBKr5wMpzSQ1PFOaQClV07O64ff9YV1Hqzjy6Ebhr5kgCEPDPXAAEMerB2s47M4MPQlC9a5YKgHBhjyIAcOB+ueZIIhF9b1wABDDuTA42Ddl8n9PzdiW8NOfPyWBbj89PlYPHcRTp14cq9jNu3eghVrV+LxN57Oyl8S/JVBlH3+RHTUhRGpPYz4wd4xfKNCCNWMSNx+NwR2z/vCOg/W8eXQDUNfMsCQB4Z6YIAhD9YO1vFZHBj6kgXrXDDUAwMMeZADh4N1TzLBkAvremCAIQdy4HGw7EvqTSkgcTvZA+tW44F1q1EzvhpTx0xBWXEJmttasfXAdtTu3px1ByfgQ7C6EsHqSsQa2hBrbAfa40DQB39lMK+/gcEL1nmwji+Hbhj6kgGGPDDUAwMMebB2sI7P4sDQlyxY54KhHhhgyIMcOByse5IJhlxY1wMDDDmQA4+DVV/Sb0r1pHb3ZvNh7a8qLogBNRjWebCOL4duGPqSAYY8MNQDAwx5sHawjs/iwNCXLFjngqEeGGDIgxw4HKx7kgmGXFjXAwMMOZADj0Mu+3Lo3YcohBBCCCGEEEIIIejRppQQQgghhBBCCCGEyDnalBJCCCGEEEIIIYQQOcdxXdfNZcBwOIyKiopE8JLcP9LK/SAKuAAcwBlu80gtOciBycE6PgC4rVEAQFNTE8rLy00cAPv5BJCsh2pSDnI42oFgRmk+yYElvhzIHDSfAJCshRzkQBKfxiHJ+WT6oPNOSZvgxvHlIAc2B+v4ZJjngmE9rB2s48tBDqSY54FhLeRgH18OXA4kmOeBYS3kIAeW+CwOg2C6KaU7peQgB3sH6/gA56DUX/rsHKzjy0EOvRzIZpTmU2E7WMeXA5mD5hMAkrWQgxxI4tM4JDmf7DalhvtRfs3UnIcN37cVbmsUzvCASXw5yIHNwTo+ADTdWwd8EDOJ3SdG8wngWA9rB+v4cpDDsVDNKM2ngnewji8HLgfNpwQMayEHObDEZ3FIdj7pQedCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInGP6oHOv1IyvxrQxU1BaXIKWtlbUHdiO2t2bC84h1tCG2OF2oCMOFPngHxGEv6q44BysYcgBgwNDTzDAkAcGB4aaZHCwhiEHDA4MPcGCdS6s4wMcNcngwABDHqwdGHqCBYZcWDtY1yOLAwMMeWBwyGVP0G9KFReFcMWcC7B47iLMnjCr1+831r+DFWtX4rH1T6GtIzJkHdxoHB11YURqDyN+sHcM36gQQjUjUDStHE4gOzfAMThYw5ADBgeGnmCAIQ8MDgw1yeBgDUMOGBwYeoIF61xYxwc4apLBgQGGPFg7MPQECwy5sHawrkcWBwYY8sDgYNUT1JtSJ42ejFVL7saEkeMQd+N9HnPKCTOwfOGt+Mf5S3Dp8muxrWHnkHOINbaj9YldcJv7/0rF+MEIjqzZj7bXDqLk4onwVwaHnIM1DDlgcGDoCQYY8sDgwFCTDA7WMOSAwYGhJ1iwzoV1fICjJhkcGGDIg7UDQ0+wwJALawfremRxYIAhDwwOlj1Bu9150ujJeO6mhzCucgwcx4Hf5+/zOL/PD8dxMK5yDJ6/+WGcWDVpSDnEGtvR8ugOuC39F2hP3JYoWh7dgVhj+5BysIYhBwwODD3BAEMeGBwYapLBwRqGHDA4MPQEC9a5sI4PcNQkgwMDDHmwdmDoCRYYcmHtYF2PLA4MMOSBwcG6Jyg3pYqLQli15G6UhUoQ8Cd3M1fAH0BZqASrr78HxUWhIeHgRuNofWIX0B4H3GRPAtCeOM+N9r3DmW8O1jDkgMGBoScYYMgDgwNDTTI4WMOQAwYHhp5gwToX1vEBjppkcGCAIQ/WDgw9wQJDLqwdrOuRxYEBhjwwOFj3BOBxU2ry5MlwHKfXa8mSJWmL9OSKORdgwshxSSelk4A/gInHnYDLT58/JBw66sKJW/iSLdBOXMBtjqKjLjwkHKxhyAGDA0NPDEYuZhRDHhgcGGqSwcEahhwwODD0xGAUynso6/gAR00yODDAkAdrB4aeGIxCmU8MDtb1yOLAAEMeGBysewLwuCn12muvYd++fV2vZ599FgDw2c9+Nm2Rniyeu6jfzzEORiwew+K5i4aEQ6T2sOn5LA7WMOSAwYGhJwYjFzOKIQ8MDgw1yeBgDUMOGBwYemIwCuU9lHV8gKMmGRwYYMiDtQNDTwxGocwnBgfremRxYIAhDwwO1j0BeNyUqqqqwvHHH9/1evLJJ3HSSSdh7ty5aYt0UjO+GrMnzOr3c4yD4ff5cerEk1EzvjqvHWINbX0+dd8L8YMRxBra8trBGoYcMDgw9EQyZHtGMeSBwYGhJhkcrGHIAYMDQ08kQyG8h7KOD3DUJIMDAwx5sHZg6IlkKIT5xOBgXY8sDgww5IHBwbonOkn5mVLt7e1YuXIlvvzlL8NxnH6Pi0QiCIfDR70GYtqYKakqHcXUNK7D4BA7nJkHl6XzADQGB2sYcsDgwNATXklmRmk+pQZDTTI4WMOQAwYHhp7wSjbmE2CfC+v4AEdNMjgwwJAHaweGnvDKUJ1PDA7W9cjiwABDHhgcrHuik5Q3pVavXo3GxkZcc801Ax63bNkyVFRUdL0mTJgw4PGlxSWpKh1FWRrXYXBAR4YeINeexnUYHKxhyAGBA0VPeCSZGaX5lCIENUnhYA1DDggcKHrCI9mYT4B9LqzjA6CoSQoHBhjyYOxA0RMeGarzicJBPcEDQx4IHMx74kNS3pS65557MH/+fIwbN27A45YuXYqmpqauV319/YDHt7S1pqp0FM1pXIfBAUUZ+mLEYBrXYXCwhiEHBA4UPeGRZGaU5lOKENQkhYM1DDkgcKDoCY9kYz4B9rmwjg+AoiYpHBhgyIOxA0VPeGSozicKB/UEDwx5IHAw74kP8faI9Q/ZuXMnnnvuOTz++OODHhsKhRAKJf81gXUHtqei1Ps6+7elfi6Bg39EMCMO/srUr8PgYA1DDhgcGHrCC8nOKM2n1GCoSQYHaxhywODA0BNeyNZ8AuxzYR0f4KhJBgcGGPJg7cDQE14YyvOJwcG6HlkcGGDIA4ODdU90ktK22r333ovRo0djwYIFaQXvi9rdm7Gx/h3E4rGUzo/FY9iw621s2rMlrx38VcXwjfI27I/FNyoEf1VxXjtYw5ADBgeGnvBCtmYUQx4YHBhqksHBGoYcMDgw9IQXhvJ7KOv4AEdNMjgwwJAHaweGnvDCUJ5PDA7W9cjiwABDHhgcrHuiE8+bUvF4HPfeey+uvvpqBAIp3Wg1KCvWroTPSe02NL/PjxVrVw4Jh1DNCNPzWRysYcgBgwNDTyRDtmcUQx4YHBhqksHBGoYcMDgw9EQyFMJ7KOv4AEdNMjgwwJAHaweGnkiGQphPDA7W9cjiwABDHhgcrHsCSGFT6rnnnsOuXbvw5S9/Oe3g/fHY+qdQf2gvorGop/OisSh2/WUPHn/j6SHhUDStHE5ZAOj/yw37xgGcsgCKppUPCQdrGHLA4MDQE8mQ7RnFkAcGB4aaZHCwhiEHDA4MPZEMhfAeyjo+wFGTDA4MMOTB2oGhJ5KhEOYTg4N1PbI4MMCQBwYH654AUtiUOu+88+C6LqZPn5528P5o64jgsju+guZIa9LJicaiaI604tLl16KtIzIkHJyADyUXT0w8vCzZQnUABBPnOYH0H57G4GANQw4YHBh6IhmyPaMY8sDgwFCTDA7WMOSAwYGhJ5KhEN5DWccHOGqSwYEBhjxYOzD0RDIUwnxicLCuRxYHBhjywOBg3RNAGt++l23ee38H5t1+FfY2HgCAfj/n2PnzvY0HMO/2q7CtYeeQcvBXBlF65WQ4pcndRuuUBlB65eSMPnyOwcEahhwwODD0BAMMeWBwYKhJBgdrGHLA4MDQEyxY58I6PsBRkwwODDDkwdqBoSdYYMiFtYN1PbI4MMCQBwYH657IzgeGM8S2hp34+C0LcPnp87F47iKcOvHkXsds2r0FK9auxONvPJ2VvyQwOPgrgyj7/InoqAsjUnsY8YO9Y/hGhRCqGZG4BTALu9cMDtYw5IDBgaEnGGDIA4MDQ00yOFjDkAMGB4aeYME6F9bxAY6aZHBggCEP1g4MPcECQy6sHazrkcWBAYY8MDhY9gT1phSQuJ3sgXWr8cC61agZX42pY6agrLgEzW2t2HpgO2p3by4IByfgQ7C6EsHqSsQa2hBrbAfa40DQB39lMCffgMDgYA1DDhgcGHqCAYY8MDgw1CSDgzUMOWBwYOgJFqxzYR0f4KhJBgcGGPJg7cDQEyww5MLawboeWRwYYMgDg4NVT9BvSvWkdvdm82HN4OCvKjYfEAwO1jDkgMGBoScYYMgDgwNDTTI4WMOQAwYHhp5gwToX1vEBjppkcGCAIQ/WDgw9wQJDLqwdrOuRxYEBhjwwOOSyJ4bmPXhCCCGEEEIIIYQQghptSgkhhBBCCCGEEEKInKNNKSGEEEIIIYQQQgiRcxzXdd1cBgyHw6ioqEgEL8n9I63cD6KAC8ABnOE2j9SSgxyYHKzjA4DbGgUANDU1oby83MQBsJ9PAMl6qCblIIejHQhmlOaTHFjiy4HMQfMJAMlayEEOJPFpHJKcT6YPOu+UtAluHF8OcmBzsI5PhnkuGNbD2sE6vhzkQIp5HhjWQg728eXA5UCCeR4Y1kIOcmCJz+IwCKabUrpTSg5ysHewjg9wDkr9pc/OwTq+HOTQy4FsRmk+FbaDdXw5kDloPgEgWQs5yIEkPo1DkvPJblNquB/l10zNedjwfVvhtkbhDA+YxJeDHNgcrOMDQNO9dcAHMZPYfWI0nwCO9bB2sI4vBzkcC9WM0nwqeAfr+HLgctB8SsCwFnKQA0t8Fodk55MedC6EEEIIIYQQQgghco42pYQQQgghhBBCCCFEztGmlBBCCCGEEEIIIYTIOaYPOvdKzfhqTBszBaXFJWhpa0Xdge2o3b3ZWqsgiTW0IXa4HeiIA0U++EcE4a8qttYqOBjWQX2ZQHnggaEvBMc6qC+7US44YOgLkcB6LdST3SgXHFj3hOiGYS1y2Zf0m1LFRSFcMecCLJ67CLMnzOr1+43172DF2pV4bP1TaOuIGBgWDm40jo66MCK1hxE/2DvXvlEhhGpGoGhaOZyAbsLLFgzroL5MoDzwwNAXgmMd1JfdKBccMPSFSGC9FurJbpQLDqx7QnTDsBZWfUm9KXXS6MlYteRuTBg5DnE33ucxp5wwA8sX3op/nL8Ely6/FtsadubYsjCINbaj9YldcJv7/1rH+MEIjqzZj7bXDqLk4onwVwZzaFgYMKyD+jKB8sADQ18IjnVQX3ajXHDA0BcigfVaqCe7US44sO4J0Q3DWlj2Je1250mjJ+O5mx7CuMoxcBwHfp+/z+P8Pj8cx8G4yjF4/uaHcWLVpBybDn1ije1oeXQH3Jb+m6QnbksULY/uQKyxPctmhQXDOqgvEygPPDD0heBYB/VlN8oFBwx9IRJYr4V6shvlggPrnhDdMKyFdV9SbkoVF4WwasndKAuVIOBP7maugD+AslAJVl9/D4qLQlk2LBzcaBytT+wC2uOAm+xJANoT57nRvndZhTcY1kF9mUB54IGhLwTHOqgvu1EuOGDoC5HAei3Uk90oFxxY94TohmEtGPrS06ZULBbD//2//xdTpkzBsGHDcNJJJ+H73/8+XDfZDCbHFXMuwISR45JOSicBfwATjzsBl58+P6M+hUxHXThxG6HXJXYBtzmKjrpwVrwKDYZ1YO9LzafCg6EvBMc65ENfakYVFgx9IRJYr0U+9KTmU2Fh3ROiG4a1YOhLT5tSP/zhD3HnnXdi+fLl2Lx5M374wx/iRz/6EX7xi1+kLdKTxXMX9fs5xsGIxWNYPHdRRn0KmUjtYdPzRQKGdWDvS82nwoOhLwTHOuRDX2pGFRYMfSESWK9FPvSk5lNhYd0TohuGtWDoS0+bUn/84x9xySWXYMGCBZg8eTKuvPJKnHfeefjTn/6UtkgnNeOrMXvCrH4/xzgYfp8fp048GTXjqzPmVKjEGtr6fPK/F+IHI4g1tGXIqDBhWId86EvNp8KCoS8ExzrkS19qRhUODH0hElivRb70pOZT4WDdE6IbhrVg6UtPm1Kf/OQn8fzzz+PPf/4zAGDjxo34wx/+gPnz+79lKxKJIBwOH/UaiGljpnhR6pepGbpOIRM7nJmHp+mBeOnBsA750JeaT4UFQ18IjnXIl770OqO8zicgf3Ix1GHoC5HAei3ypSc1nwoH654Q3TCsBUtfevrg4D/90z8hHA5j5syZ8Pv9iMViuPXWW7Fw4cJ+z1m2bBm++93vJh2jtLjEi1K/lGXoOgVNR4YeYteuh+GlBcE65ENfaj4VGAR9IUCxDvnSl15nlNf5BORPLoY8BH0hPsR4LfKlJzWfCgjNJx4I1oKlLz3dKfXII4/g/vvvxwMPPIA33ngDv/nNb/DjH/8Yv/nNb/o9Z+nSpWhqaup61dfXDxijpa3Vi1K/NGfoOgVNUYa+nDFI+SWP+QPBOuRDX2o+FRgEfSFAsQ750pdeZ5TX+QTkTy6GPAR9IT7EeC3ypSc1nwoIzSceCNaCpS893Sl1880345/+6Z/wf/7P/wEAfOQjH8HOnTuxbNkyXH311X2eEwqFEAol/zWBdQe2e1Hq/zr7t2XkOoWMf0QwM9epzMx1ChWGdciHvtR8KiwY+kJwrEO+9KXXGeV1PgH5k4uhDkNfiATWa5EvPan5VDhY94TohmEtWPrS07baBx98AJ/v6FP8fj/i8czdvle7ezM21r+DWDyW0vmxeAwbdr2NTXu2ZMypUPFXFcM3ytu/cI7FNyoEf1VxhowKE4Z1yIe+1HwqLBj6QnCsQ770pWZU4cDQFyKB9VrkS09qPhUO1j0humFYC5a+9LQpddFFF+HWW2/F//t//w87duzAqlWr8B//8R+47LLL0pI4lhVrV8LnpHYbmt/nx4q1KzPqU8iEakaYni8SMKwDe19qPhUeDH0hONYhH/pSM6qwYOgLkcB6LfKhJzWfCgvrnhDdMKwFQ196iv6LX/wCV155Ja677jpUV1fjpptuwt/93d/h+9//ftoiPXls/VOoP7QX0VjU03nRWBS7/rIHj7/xdEZ9CpmiaeVwygKA4/FEB3DKAiiaVp4Vr0KDYR3Y+1LzqfBg6AvBsQ750JeaUYUFQ1+IBNZrkQ89qflUWFj3hOiGYS0Y+tLTplRZWRl++tOfYufOnThy5Ajee+893HLLLQgGM/uZ0raOCC674ytojrQmnZxoLIrmSCsuXX4t2joiGfUpZJyADyUXT0w8QC3ZZnEABBPnOQE9BC8TMKwDe19qPhUeDH0hONYhH/pSM6qwYOgLkcB6LfKhJzWfCgvrnhDdMKwFQ1/SVtR77+/AvNuvwt7GAwDQ7+ccO3++t/EA5t1+FbY17MyZY6Hgrwyi9MrJcEqTey6+UxpA6ZWT9QC8DMOwDurLBMoDDwx9ITjWQX3ZjXLBAUNfiATWa6Ge7Ea54MC6J0Q3DGth3Zeevn0v12xr2ImP37IAl58+H4vnLsKpE0/udcym3VuwYu1KPP7G09o9zyL+yiDKPn8iOurCiNQeRvxg71z7RoUQqhmRuA1RO+hZgWEd1JcJlAceGPpCcKyD+rIb5YIDhr4QCazXQj3ZjXLBgXVPiG4Y1sKyL6k3pYDE7WQPrFuNB9atRs34akwdMwVlxSVobmvF1gPbUbt7s7ViweAEfAhWVyJYXYlYQxtije1AexwI+uCvDOpbGHIEwzqoLxMoDzww9IXgWAf1ZTfKBQcMfSESWK+FerIb5YID654Q3TCshVVf0m9K9aR292YNKBL8VcUaUgQwrIP6MoHywANDXwiOdVBfdqNccMDQFyKB9VqoJ7tRLjiw7gnRDcNa5LIvdQ+eEEIIIYQQQgghhMg52pQSQgghhBBCCCGEEDlHm1JCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BzHdV03lwGbmppQWVmZ+Ifh/lyGTvBBrPt/W8SXgxzYHKzj93BobGxERUWFjQMI5hNAtR5mDtbx5SCHfhwsZ5Tmkxxo4suB0kHziWct5CAH8/hkDoPNp5x/+15zc3P3P/RMlAXW8eUgBzYH4/jNzc2mm1JU80kOHPHlIIceWM4ozSc5UMaXA42D5lMP5CAHJgfr+AQOg82nnN8pFY/HsXfvXpSVlcFxHM/nh8NhTJgwAfX19SgvL8+CoRzyxcE6vhwy5+C6LpqbmzFu3Dj4fHafKtZ8ksNQcrCOP5QcGGZUuvMJsF8P6/hykAObg+ZTN9ZrweBgHV8Ocsi0Q7LzKed3Svl8PowfPz7t65SXl5stjhy4HKzjyyEzDpZ3SHWi+SSHoehgHX+oOFjPqEzNJ8B+Pazjy0EObA6aT91YrwWDg3V8Ocghkw7JzCc96FwIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInJN3m1KhUAjf+c53EAqF5FDgDtbx5cDlwABDHuQgB5b4cuDDOhfW8eUgBzYH6/hMMOTC2sE6vhzkYOWQ8wedCyGEEEIIIYQQQgiRd3dKCSGEEEIIIYQQQoj8R5tSQgghhBBCCCGEECLnaFNKCCGEEEIIIYQQQuScvNqUeuWVV+D3+7FgwYKcx77mmmvgOE7X67jjjsP555+P2tranLvs378fN9xwA0488USEQiFMmDABF110EZ5//vmsx+6Zh6KiIowZMwbnnnsu/vM//xPxeDzr8Y916Pk6//zzcxJ/MI+tW7fmJP7+/fvxjW98A1OnTkVxcTHGjBmDM888E3feeSc++OCDrMe/5pprcOmll/b6+YsvvgjHcdDY2Jh1BzY0ozSfjvWwmlHW8wmwnVGaT73RfNJ8OtZD80nvoVjQfNJ8OtZD86mw5lNebUrdc889uOGGG/DSSy9h7969OY9//vnnY9++fdi3bx+ef/55BAIBXHjhhTl12LFjB+bMmYM1a9bg9ttvx6ZNm/DMM8/g7LPPxpIlS3Li0JmHHTt24Omnn8bZZ5+Nb3zjG7jwwgsRjUZz6tDz9eCDD+Yk9mAeU6ZMyXrcbdu24bTTTsPvfvc7/OAHP8Cbb76JV155Bf/wD/+AJ598Es8991zWHURvCn1GaT719rCcUVbzCdCMYkTzSfPpWA/NJ80nFjSfNJ+O9dB8Kqz5FLAWSJaWlhY8/PDDeP3117F//37cd999+Od//uecOoRCIRx//PEAgOOPPx7/9E//hL/+679GQ0MDqqqqcuJw3XXXwXEc/OlPf0JJSUnXz08++WR8+ctfzolDzzyccMIJOP300/FXf/VXmDdvHu677z585StfyamDJVYe1113HQKBAF5//fWj6uDEE0/EJZdcAn2pZu7RjNJ86s/DCksHzSguNJ80n/rzsELzSXSi+aT51J+HFZpPuSdv7pR65JFHMHPmTMyYMQOLFi3Cf/7nf5ouSktLC1auXImpU6fiuOOOy0nMQ4cO4ZlnnsGSJUuOKtJOKisrc+LRF+eccw5mz56Nxx9/3MyhUPjLX/6C3/3ud/3WAQA4jpNjK1HoM0rzSXSiGcWH5pPmk0ig+cSH5pPmk0hQyPMpbzal7rnnHixatAhA4pa6pqYmrF27NqcOTz75JEpLS1FaWoqysjI88cQTePjhh+Hz5SaNW7duheu6mDlzZk7ieWXmzJnYsWNHTmL1XIvO1w9+8IOcxB7I47Of/WzWY3bWwYwZM476+ahRo7o8/vEf/zHrHkDf6zB//vycxGaj0GeU5tPRMMwoi/kE8MwozaduNJ80n3qi+WQ/nwDNqE40nzSfeqL5VJjzKS8+vvfuu+/iT3/6E1atWgUACAQCuOqqq3DPPffgrLPOypnH2WefjTvvvBMAcPjwYfzyl7/E/Pnz8ac//QmTJk3Kenz22/Vc183Z7m3Ptehk5MiROYk9kEd/u9q54E9/+hPi8TgWLlyISCSSk5h9rcO6deu63lwUCppRmk/HwjCjmOYTkPsZpfmUQPNJ8+lYNJ96o/dQNmg+aT4di+ZTbwphPuXFptQ999yDaDSKcePGdf3MdV2EQiEsX74cFRUVOfEoKSnB1KlTu/757rvvRkVFBe666y7ccsstWY8/bdo0OI6DLVu2ZD1WKmzevDlnD4E7di2ssPCYOnUqHMfBu+++e9TPTzzxRADAsGHDcubS1///3bt35yw+C5pRmk/HwjCjrBxYZpTmUwLNJ82nY9F8sp9PgGYUoPkEaD4di+ZTYc4n+o/vRaNR/Nd//Rf+/d//HRs2bOh6bdy4EePGjTP5xrVOHMeBz+fDkSNHchJv5MiR+MxnPoM77rgDra2tvX5v+fWxa9aswaZNm3DFFVeYORQKxx13HM4991wsX768zzoQuUUzKoHmk+hEM4oHzacEmk+iE80nHjSfEmg+iU4KeT7R3yn15JNP4vDhw7j22mt77ZZfccUVuOeee/C1r30tJy6RSAT79+8HkLi1c/ny5WhpacFFF12Uk/gAcMcdd+DMM8/Exz/+cXzve99DTU0NotEonn32Wdx5553YvHlz1h068xCLxXDgwAE888wzWLZsGS688EJ88YtfzHr8ng49CQQCGDVqVE7iW/PLX/4SZ555Jj760Y/i3/7t31BTUwOfz4fXXnsNW7ZswZw5c6wVCwbNqG40n3p79EQzSjMq12g+daP51NujJ5pPmk+5RvOpG82n3h490XwqgPnkknPhhRe6F1xwQZ+/W7dunQvA3bhxY9Y9rr76ahdA16usrMz92Mc+5j766KNZj30se/fudZcsWeJOmjTJDQaD7gknnOBefPHF7gsvvJD12D3zEAgE3KqqKvfTn/60+5//+Z9uLBbLevxjHXq+ZsyYkZP4PT0uueSSnMbsyd69e93rr7/enTJliltUVOSWlpa6H//4x93bb7/dbW1tzXr8/v7/v/DCCy4A9/Dhw1l3YEAz6mgKfT4d62E1o6znk+vazijNpwSaT0ej+aT51IneQ9mj+XQ0mk+aT50U4nxyXJf86WpCCCGEEEIIIYQQYshB/0wpIYQQQgghhBBCCDH00KaUEEIIIYQQQgghhMg52pQSQgghhBBCCCGEEDlHm1JCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInKNNKSGEEEIIIYQQQgiRc7QpJYQQQgghhBBCCCFyjjalhBBCCCGEEEIIIUTO0aZUnvGrX/0KZWVliEajXT9raWlBUVERzjrrrKOOffHFF+E4Dt577z0cOnQIN9xwA2bMmIFhw4Zh4sSJuPHGG9HU1HTUOa+99hrmzZuHyspKjBgxAp/5zGewcePGpNymTJmC5557rs/frVixAmeddRbKy8vhOA4aGxuP+v2OHTtw7bXXYsqUKRg2bBhOOukkfOc730F7e3vasSdPngzHceA4Dvx+P8aNG4drr70Whw8f7jrmxRdfxCWXXIKxY8eipKQEp556Ku6///5+4z300ENwHAeXXnppUn5CFAqpzigA+Lu/+zucdNJJGDZsGKqqqnDJJZdgy5YtR51z4403Ys6cOQiFQjj11FM9uaUzowDg1ltvxSc/+UkMHz4clZWVnmKfffbZuPvuu/v83VlnndU1oxzHwZgxY/DZz34WO3fu7Dpm48aN+Nu//VtMmDABw4YNQ3V1NX72s58ddZ3HH38c5557LqqqqlBeXo4zzjgDv/3tbz15CjGUyfZ82rVrFxYsWIDhw4dj9OjRuPnmm4+K1R9HjhxBSUkJtm7d2ufvk5k92YrdczYFAgFMnDgR3/rWtxCJRLqO8Tp7brvtNjiOg29+85uD+glRyGRzZiXzvqI/Bpsbb7zxBs4991xUVlbiuOOOw+LFi9HS0pLUtXPxfukPf/gDzjzzTBx33HEYNmwYZs6ciZ/85CdJ+YnsoE2pPOPss89GS0sLXn/99a6f/f73v8fxxx+PdevWoa2trevnL7zwAiZOnIiTTjoJe/fuxd69e/HjH/8Yb731Fu677z4888wzuPbaa7uOb2lpwfnnn4+JEydi3bp1+MMf/oCysjJ85jOfQUdHx4BetbW1OHz4MObOndvn7z/44AOcf/75+Od//uc+f79lyxbE43H8+te/xttvv42f/OQn+NWvftXv8V5iA8D3vvc97Nu3D7t27cL999+Pl156CTfeeGPX7//4xz+ipqYGjz32GGpra/GlL30JX/ziF/Hkk0/2utaOHTtw00034a//+q8HdROi0Eh1RgHAnDlzcO+992Lz5s347W9/C9d1cd555yEWix0V48tf/jKuuuoqT17pzigAaG9vx2c/+1l8/etf9xT70KFDePnll3HRRRf1e8xXv/pV7Nu3D3v37sX//M//oL6+HosWLer6/fr16zF69GisXLkSb7/9Nv7lX/4FS5cuxfLly7uOeemll3Duuefiqaeewvr163H22WfjoosuwptvvunJV4ihSjbnUywWw4IFC9De3o4//vGP+M1vfoP77rsP//qv/zqo17PPPotJkyZh6tSpff5+sNmTzdgAcO+992Lfvn3Yvn07fvnLX+K///u/ccstt3T93svsee211/DrX/8aNTU1g7oJUehkc2Yl876iPwaaG3v37sWnP/1pTJ06FevWrcMzzzyDt99+G9dcc82g183V+6WSkhJcf/31eOmll7B582Z8+9vfxre//W2sWLFiUEeRJVyRd4wdO9ZdtmxZ1z//wz/8g7tkyRK3urrafeGFF7p+/jd/8zfu1Vdf3e91HnnkETcYDLodHR2u67rua6+95gJwd+3a1XVMbW2tC8Ctq6sb0Ol73/uee9VVVw3q/sILL7gA3MOHDw967I9+9CN3ypQpgx43WOxJkya5P/nJT4762fe//3131qxZA173ggsucL/0pS8d9bNoNOp+8pOfdO+++2736quvdi+55JJB/YQoNDI1ozZu3OgCcLdu3drrd9/5znfc2bNnJ+2UyRl17733uhUVFUnH/q//+i/3E5/4RL+/nzt3rvuNb3zjqJ/993//tzt8+PABr3vddde5Z5999oDHzJo1y/3ud7+btKsQQ51szaennnrK9fl87v79+7uOufPOO93y8nI3EokM6PTlL3/Z/cd//MdB3fubPdmMDcBdtWrVUT+79tpr3QsuuGDA6/Y1e5qbm91p06a5zz77bJ9zTwjRm1y8p+okmfcVrjvw3Pj1r3/tjh492o3FYl0/S/a/Jy3fL1122WXuokWLBjxGZA/dKZWHnH322XjhhRe6/vmFF17AWWedhblz53b9/MiRI1i3bh3OPvvsfq/T1NSE8vJyBAIBAMCMGTNw3HHH4Z577kF7ezuOHDmCe+65B9XV1Zg8efKATk888QQuueSS9P/PHeM3cuTIQY/zGnvPnj343//9X3ziE5/wHP973/seRo8efdQdZkKIo8nEjGptbcW9996LKVOmYMKECWk7ZWNGZSv2oUOH8Mgjj6Q0o3oSj8fR3Nyc1BwVolDI1nx65ZVX8JGPfARjxozpOu4zn/kMwuEw3n777X594vE4nnzyybTmUy5j//nPf8aaNWsGnE/9zZ4lS5ZgwYIF+PSnP510PCEKnVy+p0rmv70GmxuRSATBYBA+X/c2w7BhwwAkPjY3EFbvl95880388Y9/HPBTNyLLWO+KCe/cddddbklJidvR0eGGw2E3EAi477//vvvAAw+4f/M3f+O6rus+//zzLgB3586dfV6joaHBnThxovvP//zPR/1806ZN7kknneT6fD7X5/O5M2bMcHfs2DGgz+7du91gMJjU3U/J3ilVV1fnlpeXuytWrEg79qRJk9xgMOiWlJS4xcXFLgD3E5/4xIDnPPzww24wGHTfeuutrp/9/ve/d0844QS3oaHBdV1Xd0oJ0Q/pzKg77rjDLSkpcQG4M2bM6Pcvel7ulMr0jPJyp1RbW5tbWlp61Cw5lrlz57pFRUVuSUmJO3z4cBeAO336dHf79u39nvPyyy+7gUDA/e1vf9vvMT/84Q/dESNGuAcOHEjKVYhCIFvz6atf/ap73nnnHXV8a2urC8B96qmn+vV5+eWXe91V0B/9zZ5sxgbgFhcXuyUlJW4oFHIBuBdeeKHb3t7e7zl9zZ4HH3zQPeWUU9wjR464rtv3HQ9CiN7k4j2V6yb3vqLzuIHmxltvveUGAgH3Rz/6kRuJRNxDhw65V1xxhQvA/cEPftDvdS3eL51wwgluMBh0fT6f+73vfa///9Mi6+hOqTzkrLPOQmtrK1577TX8/ve/x/Tp01FVVYW5c+d2fb74xRdfxIknnoiJEyf2Oj8cDmPBggWYNWsW/u3f/q3r50eOHMG1116LM888E6+++ipefvllnHLKKViwYAGOHDnSr88TTzyBT33qU54f/Nsfe/bswfnnn4/Pfvaz+OpXvzrgscnGvvnmm7FhwwbU1tbi+eefBwAsWLCg17NqgMRfIL70pS/hrrvuwsknnwwAaG5uxhe+8AXcddddGDVqVGr/x4QoENKZUQsXLsSbb76JtWvXYvr06fjc5z531DMTUiHTM8oLa9aswejRo7tmSX8sXLgQGzZswMaNG/GHP/wBU6dOxXnnnYfm5uZex7711lu45JJL8J3vfAfnnXden9d74IEH8N3vfhePPPIIRo8enZH/L0IMBdjm0//8z//gwgsvPOquglyRbOyf/OQnXfPpySefxJ///Gd84Qtf6PPYvmZPfX09vvGNb+D+++9HcXFxxv9/CDGUycXMSuZ9RSeDzY2TTz4Zv/nNb/Dv//7vGD58OI4//nhMmTIFY8aMGXDWWLxf+v3vf4/XX38dv/rVr/DTn/4UDz744ICxRRax3hUTqTF+/Hj31ltvdW+66Sb361//etfPp06d6j7//PPupz71KfcrX/lKr/PC4bB7xhlnuPPmzev6a1Und999d6+d70gk4g4fPtx98MEH+3U5//zz3Z/+9KdJeQ92F8KePXvcadOmuV/4wheS+qthMrH7eqbUK6+84gJwn3322aN+/uKLL7olJSXur3/966N+/uabb7oAXL/f3/VyHMd1HMf1+/0D/uVBiEIk1RnVk87588ADD/T6nZc7pTI5o1zX251SX/va19xvfvObAx7T1x0D+/btcwG4d91111E/f/vtt93Ro0f3usu1Jw8++KA7bNgw98knn0zKUYhCIxvz6f/+3//bayZt27bNBeC+8cYb/V5n5syZ7urVq5Py7m/2ZDM2+nim1IMPPtjn82H6mz2rVq3q9R4KQNd7qGg0OqCDEIVONt9TJfO+oideZtb+/fvd5uZmt6WlxfX5fO4jjzzS77EW75d68v3vf9+dPn16UseKzKM7pfKUs88+Gy+++CJefPHFo74S9G/+5m/w9NNP409/+lOvzxWHw2Gcd955CAaDeOKJJ3r9teqDDz6Az+eD4zhdP+v853g83qdHS0sLXnjhhYw8q2XPnj0466yzur4tYrC/3KUT2+/3A8BRd4C9+OKLWLBgAX74wx9i8eLFRx0/c+ZMbNq0CRs2bOh6XXzxxTj77LOxYcOGjDzzRoihRCoz6lhc14Xrukd99bhXMjmjvOK6Lv73f/83YzPq7bffxtlnn42rr74at956a5/nPfjgg/jSl76EBx98EAsWLEhNXIghTjbm0xlnnIFNmzbh/fff7zrm2WefRXl5OWbNmtXnNerq6rBz506ce+65af3/yXXsvubTQLNn3rx5vd5DffSjH+2646HzekKIvsnWe6pk3lf0xOvcGDNmDEpLS/Hwww+juLi43/Ms3i8dSzweT+v9pkiPgLWASI2zzz4bS5YsQUdHx1EPZZs7dy6uv/56tLe3HzWcOjekPvjgA6xcuRLhcBjhcBgAUFVVBb/fj3PPPRc333wzlixZghtuuAHxeBy33XYbAoFAv4PumWeewfTp0wd9EPr+/fuxf/9+bN26FQCwadMmlJWVYeLEiRg5cmTXhtSkSZPw4x//GA0NDV3nHn/88WnFBhIfv9u/fz9c10V9fT3+4R/+AVVVVfjkJz8JIPGRvQsvvBDf+MY3cMUVV2D//v0AgGAwiJEjR6K4uBinnHLKUdfs/CjQsT8XQnifUdu2bcPDDz+M8847D1VVVdi9ezduu+02DBs2DBdccEHXcVu3bkVLSwv279+PI0eOYMOGDQCAWbNmIRgM9vLI1IwCgF27duHQoUPYtWsXYrFYV+ypU6eitLS01zXXr1+PDz74AJ/61KcGzdcHH3zQNXcOHDiA73//+yguLu663fytt97COeecg8985jP41re+1XWs3+9HVVUVgMTHZq6++mr87Gc/wyc+8YmuY4YNG4aKiopBHYQoFLIxn8477zzMmjULX/jCF/CjH/0I+/fvx7e//W0sWbIEoVCoT4//+Z//wac//WkMHz58QN/BZk82YwNAY2Mj9u/fj3g8jrq6Onzve9/D9OnTUV1dDWDw2VNWVtbrvVJJSQmOO+44vYcSIgmyMbOSeV9xLMnOjeXLl+OTn/wkSktL8eyzz+Lmm2/Gbbfd1u9jFHL9fumOO+7AxIkTMXPmTADASy+9hB//+Me48cYbB40vsoTZPVoiLbZv3+4CcGfOnHnUz3fs2NH1MLuedH4kpa9Xz4fD/e53v3PPPPNMt6Kiwh0xYoR7zjnnuK+88kq/HosWLXL/5V/+ZVDf73znO33Gvvfee13XTdyS3p9furEnTZp01PWqqqrcCy64wH3zzTe7jrn66qv7jD137tx+r6sHnQvRP15n1J49e9z58+e7o0ePdouKitzx48e7n//8590tW7YcddzcuXMHnWM9ydSMct3+50TPr2Tuybe//W134cKFg8Y+9v/TiBEj3Llz57pr1qwZ1G/SpEmD5magr4gWohDJ1nzasWOHO3/+fHfYsGHuqFGj3P/v//v/3I6Ojn49PvWpT/X6yElfJDN7shW7ZzzHcdyxY8e6V111lfvee+91HZPK7NGDzoVInmzMrGTeVxxLsnPjC1/4gjty5Eg3GAy6NTU17n/9138NeHyu3y/9/Oc/d08++WR3+PDhbnl5uXvaaae5v/zlL5N6dIzIDo7ruq6HPSwhuohGoxgzZgyefvppfPzjHy+Y2EKI/MB6TtTU1ODb3/42Pve5z+U8thCCm4MHD2Ls2LHYvXs3xowZUzCxhRD5STbnht4vCT1TSqTMoUOH8Pd///f42Mc+VlCxhRD5geWcaG9vxxVXXIH58+fnPLYQgp9Dhw7hP/7jP0w2hSxjCyHyk2zNDb1fEgCgO6WEEEIIIYQQQgghRM7RnVJCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInKNNKSGEEEIIIYQQQgiRc7QpJYQQQgghhBBCCCFyjjalhBBCCCGEEEIIIUTO0aaUEEIIIYQQQgghhMg52pQSQgghhBBCCCGEEDlHm1JCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInKNNKSGEEEIIIYQQQgiRc7QpJYQQQgghhBBCCCFyjjalhBBCCCGEEEIIIUTOCeQ6YDwex969e1FWVgbHcXIdXghBiOu6aG5uxrhx4+Dz2e2Vaz4JIfqCYUZpPgkh+kLzSQjBSrLzKeebUnv37sWECRNyHVYIkQfU19dj/PjxZvE1n4QQA2E5ozSfhBADofkkhGBlsPmU802psrKy7n8Y7s91eOCDmG18OciBzcE6fg+Ho+aDAebzCaBaDzMH6/hykEM/DpYzSvNJDjTx5UDpoPnEsxZykIN5fDKHweZTzjelum7pHO5HxZem5To8wvdthdsahVMSQPk1U3MeXw5yYHOwjg8ATffWAR/EzG/5tp5PAMd6WDtYx5eDHI6FYUZpPsmBJb4cuBw0nxIwrIUc5MASn8Uh2fmkB50LIYQQQgghhBBCiJyjTSkhhBBCCCGEMMBxXWsFIYQwJecf3xNCCCGEEEKIQmR2QxsWbm7EGXuPYMbhCIJxoN0HvDsihFfGDcP91ZXYWFVsrSmEEDkjrzalasZXY9qYKSgtLkFLWyvqDmxH7e7NOXWINbQhdrgd6IgDRT74RwThz/G/OORgH5/FQfCg+SQHJgfr+IIP6xnFUJNykIMlUxrbsXzNPpy57wg6HKBo9qnAuTOBsjIEm5vxkS1bMHPjBize1IiXxw7D9eeMxfbKoLV2TrCeT4B9TVrHlwOXAwO57Ev6TaniohCumHMBFs9dhNkTZvX6/cb6d7Bi7Uo8tv4ptHVEsuLgRuPoqAsjUnsY8YO9Y/hGhRCqGYGiaeVwAtn5RKQc7OOzOAgeNJ/kwORgHV/wYT2jGGpSDnJg4Mo/N+GONfvhD4aAa65B0Y03Aqed1uu4ojffBH7+c3zi4Yfw6kPbcd05Y/HY9HID4+xjPZ8A+5q0ji8HLgcGrPqSelPqpNGTsWrJ3ZgwchzibrzPY045YQaWL7wV/zh/CS5dfi22NezMqEOssR2tT+yC2xzt95j4wQiOrNmPttcOouTiifBn+K8acrCPz+IgeNB8kgOTg3V8wYf1jGKoSTnIgYEr/9yEFc/uA6ZNg+93vwMmTQLiffckamqA//xPBL7zHfjOPRd3PbsVDlw8Or0it9JZxno+AfY1aR1fDlwODFj2Je0230mjJ+O5mx7CuMoxcBwHfp+/z+P8Pj8cx8G4yjF4/uaHcWLVpIw5xBrb0fLoDrgt/RdoT9yWKFoe3YFYY7scMuhgHZ/FQfCg+SQHJgfr+IIP6xnFUJNykAMDJza24441+xMbUq++CpxwAuA4gL/vnoTfn/j9CSfAt24dMHUq7lizH1OGQC46sZ5PgH1NWseXA5cDA9Z96XlT6qWXXsJFF12EcePGwXEcrF69OiMiPSkuCmHVkrtRFipBwJ/czVwBfwBloRKsvv4eFBeF0nZwo3G0PrELaI8DyX4phgugPXGeG+3nLyByyKv4LA4iOTSfBjoJQ64v5GAfXyRPLuYTYD+jGGpSDnJg4Rdr9sEXDCXukCorA4qKkjuxqAgoK4Pv2WfhD4awfM2+rHoWynwC7GvSOr4cuBwYYOhLz5tSra2tmD17Nu644460g/fHFXMuwISR45JOSicBfwATjzsBl58+P22Hjrpw4hY+r9/S6gJucxQddWE5ZMDBOj6Lg0gOzadBGGJ9IQf7+CJ5cjGfAPsZxVCTcpADA7Pfb8OZ+46g6Kr/k/jIXrIbUp0UFQGTJyPwuatw5r4jmN3Qlh1RFM58Auxr0jq+HLgcGGDoS8+bUvPnz8ctt9yCyy67LO3g/bF47qJ+P8c4GLF4DIvnLkrbIVJ72PR8OXCcz+IgkkPzKTfny4HHwfp8kTy5mE+A/YxiqEk5yIGBhVsa0eEAuPHG/p8hNRixGHDDDehwgIWbGzOpdxSFMp8A+5q0Pl8OXA4MMPQl3TOlasZXY/aEWf1+jnEw/D4/Tp14MmrGV6fsEGto6/Op+16IH4wglsZfNORgH5/FQfCg+SQHJgfr+IIP6xnFUJNykAMLZ+w9gqLZpya+Za+/Z0gNht8PzJmDotmn4q/2HcmoX66xnk+AfU1ax5cDlwMDDH0J5GBTKhKJIBwOH/UaiGljpmQk7tQ0rhM7nLmH2MkhdQfr+CwOIntoPskhnx2s44vs4nU+AfYziqEm5SAHFmYcjgAzZ2boYjMw81Dmvn49XfJxPgH2NWkdXw5cDgww9CWQg02pZcuWoaKious1YcKEAY8vLS7JSNyydK7TkaGHlrWncR052MdncRBZQ/NJDnntYB1fZBWv8wkgmFEMNSkHORDguC6CcSQebp4JyssRjCeuy0BezifAviat48uBy4EAir5EDjalli5diqampq5XfX39gMe3tLVmJG5zOtcpylBagmlcRw728VkcRNbQfJJDXjtYxxdZxet8AghmFENNykEOBLiOg3YfgObmzFwwHEa7L3FdBvJyPgH2NWkdXw5cDgRQ9CUAb49YT4FQKIRQKPmvCaw7sD0jcev2b0v5XP+IYEYc/JWpX0cO9vFZHET20HySQz47WMcX2cXrfALsZxRDTcpBDiy8OyKEj2zZkpmLbdmCLSPT/9r1TJGP8wmwr0nr+HLgcmCAoS+BFO6UamlpwYYNG7BhwwYAwPbt27Fhwwbs2rUrLZFOandvxsb6dxCLx1I6PxaPYcOut7FpT+r/EvBXFcM3Kr3B7xsVgr+qWA5pOFjHZ3EQyaP5lBxDoS/kYB9feCPb8wmwn1EMNSkHObDwyrhh6Ni4AXjzzcS36KVCLAasX4+O2o14deywjPr1pBDmE2Bfk9bx5cDlwABDXwIpbEq9/vrrOO2003DaaacBAL71rW/htNNOw7/+67+mJdKTFWtXwuekdiuc3+fHirUr03YI1YwwPV8OHOezOIjk0HzKzfly4HGwPl8kTy7mE2A/oxhqUg5yYOD+6koUuQB+/nPAl+JHfPx+4Be/QJGbuF62KJT5BNjXpPX5cuByYIChLz1HP+uss+C6bq/Xfffdl7ZMJ4+tfwr1h/YiGot6Oi8ai2LXX/bg8TeeTtuhaFo5nLIA4PWj2w7glAVQNK1cDhlwsI7P4iCSQ/NpEIZYX8jBPr5InlzMJ8B+RjHUpBzkwMDGqmK8PHYYog8/BOzcCXR0eLtARwewYweijzyMl8cOw8Ys3pFRKPMJsK9J6/hy4HJggKEvKZ/M1dYRwWV3fAXNkdakkxONRdEcacWly69FW0f6X5nqBHwouXhi4uFlyRaqAyCYOM8JpJ9aOdjHZ3EQPGg+yYHJwTq+4MN6RjHUpBzkwML154xFrD2C+HnnJR56nuzGVEcH0NyM+LnnItYewfXnjM2uaI6wnk+AfU1ax5cDlwMDDH1Jm8n33t+Bebdfhb2NBwCg3885dv58b+MBzLv9Kmxr2JkxB39lEKVXToZTmtzz4J3SAEqvnJzRB57JwT4+i4PgQfNJDkwO1vEFH9YziqEm5SAHBrZXBnHdOWOBujrEP/EJYM+exC/6e8ZU58/37Ekcv3UrrjtnLLYPgVx0Yj2fAPuatI4vBy4HBqz7MuvfvpcO2xp24uO3LMDlp8/H4rmLcOrEk3sds2n3FqxYuxKPv/F0RnbpjsVfGUTZ509ER10YkdrDiB/sHcM3KoRQzYjELYBZ2DGVg318FgfBg+aTHJgcrOMLPqxnFENNykEODDw2vRwOXNyx5j34Z1Uj8LmrgBtuAObM6X3whg3AL36B6CMPI9YewXXnjsNj04fGR4R6Yj2fAPuatI4vBy4HBiz7knpTCkjcTvbAutV4YN1q1IyvxtQxU1BWXILmtlZsPbAdtbs3Z93BCfgQrK5EsLoSsYY2xBrbgfY4EPTBXxnMyVP35WAfn8VB8KD5JAcmB+v4gg/rGcVQk3KQAwOPTq/A+tHDsHzNPpz5m9+g479+g6LZpwIzZgDl5UA4DLz7Ljo2bkCRC7w6bhhuOHvKkLpD6lis5xNgX5PW8eXA5cCAVV/Sb0r1pHb35pwMqIHwVxWbF6Uc7OOzOAgeNJ/kwORgHV/wYT2jGGpSDnKwZHtlEAsun4TZDW1YuLkRf7V7M2bWbkAwDrT7gC0jQ3j1lErcX12Z1YeaM2I9nwD7mrSOLwcuBwZy2Zd5tSklhBBCCCGEEPnKxqpibKw6vuufHdeF63j9+i8hhBg6DM0PRAohhBBCCCEEOdqQEkIUOtqUEkIIIYQQQgghhBA5x3Fd181lwHA4jIqKikTwktx/etD9IAq4ABzAGW7z6UU5yIHJwTo+ALitUQBAU1MTysvtvmXGej4BJOuhmpSDHI52IJhRmk9yYIkvBzIHzScAJGshBzmQxKdxSHI+mT5TqlPSJrhxfDnIgc3BOj4Z5rlgWA9rB+v4cpADKeZ5YFgLOdjHlwOXAwnmeWBYCznIgSU+i8MgmG5K6U4pOcjB3sE6PsA5KPWXPjsH6/hykEMvB7IZpflU2A7W8eVA5qD5BIBkLeQgB5L4NA5Jzie7TanhfpRfMzXnYcP3bYXbGoUzPGASXw5yYHOwjg8ATffWAR/ETGL3idF8AjjWw9rBOr4c5HAsVDNK86ngHazjy4HLQfMpAcNayEEOLPFZHJKdT3rQuRBCCCGEEEIIIYTIOdqUEkIIIYQQQgghhBA5R5tSQgghhBBCCCGEECLnmD7o3Cs146sxbcwUlBaXoKWtFXUHtqN292Y5FKBDrKENscPtQEccKPLBPyIIf1VxzuKzODCgPCSw7gk5cDlY94V1fBaUh26s+8I6vhy6YegLBgdrGGqBBYZcWDtYx2dxYJgNDA4M5LIe6DeliotCuGLOBVg8dxFmT5jV6/cb69/BirUr8dj6p9DWEZHDEHZwo3F01IURqT2M+MHe1/eNCiFUMwJF08rhBLJzEyCDAwPKQwLrnpADl4N1X1jHZ0F56Ma6L6zjy6Ebhr5gcLCGoRZYYMiFtYN1fBYHhtnA4MCAVT04ruu6GbtaEoTDYVRUVADD/aj40rQBjz1p9GSsWnI3Jowch7gbh9/n73VMLB6Dz/Gh/tBeXLr8Wmxr2Dlw/M6n0Jck9xR6OXA4xBrb0frELrjNg3+tpFMWQMnFE+GvDA56bL45ZAOv8bORh85vZmhqakJ5eXnS7pnGej4B3tZjqDrk23wCstMXmk/eHbKVB4YZ5WU+AfZ9MVTnE4NDvs0nFodsYF0LgOZTl0OevXcYqvPJqwPD+xfNpwTZqIdk5xPtNt9JoyfjuZsewrjKMXAcp8+kAIDf54fjOBhXOQbP3/wwTqyaJIch5hBrbEfLozvgtgw+KADAbYmi5dEdiDW2ZyQ+iwMDykMC656QA5eDdV9Yx2dBeejGui+s48uhG4a+YHCwhqEWWGDIhbWDdXwWB4bZwODAgHU9eNqUWrZsGT72sY+hrKwMo0ePxqWXXop33303IyI9KS4KYdWSu1EWKkHAn9wnDAP+AMpCJVh9/T0oLgrJYYg4uNE4Wp/YBbTHgWTv6XMBtCfOc6PxtOKzODDAngfNJzlYOFj3hXV8FvIhD4Uyo6zjy6Ebhr5gcLCGoRYGo1DmE4ODdXwWB4bZwODAAEM9eNqUWrt2LZYsWYJXX30Vzz77LDo6OnDeeeehtbU1bZGeXDHnAkwYOS7ppHQS8Acw8bgTcPnp8+UwRBw66sKJWym9fsjUBdzmKDrqwmnFZ3FggD0Pmk9ysHCw7gvr+CzkQx4KZUZZx5dDNwx9weBgDUMtDEahzCcGB+v4LA4Ms4HBgQGGevC0KfXMM8/gmmuuwcknn4zZs2fjvvvuw65du7B+/fq0RXqyeO4ixN3Udh5j8RgWz10khyHiEKk9bHo+iwMD7HnQfJKDhYN1X1ifz0I+5KFQZpR1fDl0w9AXDA7WMNTCYBTKfGJwsI7P4sAwGxgcGGCoh7SeKdXU1AQAGDlyZNoindSMr8bsCbP6/RzjYPh9fpw68WTUjK+WQ547xBra+vz2Ay/ED0YQa2hL+XwGBwbyMQ+aT3LItoN1X1jHZyFf8zAUZ5R1fDl0w9AXDA7WMNRCKgzF+cTgYB2fxYFhNjA4MMBQD0Aam1LxeBzf/OY3ceaZZ+KUU07p97hIJIJwOHzUayCmjZmSqtJRTE3jOnLgcIgdztxDgFM+l8CBgXzLg+aTHHLhYN0X1vFZyMc8JDOjvM4nwL4vrOPLoRuGvmBwsIahFrwyVOcTg4N1fBYHhtnA4MAAQz0AaWxKLVmyBG+99RYeeuihAY9btmwZKioqul4TJkwY8PjS4pJUlY6iLI3ryIHEoSNDD49rT+M6DA4M5FkeNJ/kkAsH876wjs9CHuYhmRnldT4B9n1hHV8OPWDoCwYHYyhqwSNDdT4xOFjHZ3GgmA0MDgRQ1ANS3JS6/vrr8eSTT+KFF17A+PHjBzx26dKlaGpq6nrV19cPeHxLW2YeqNecxnXkQOJQlNanS7sJpnEdBgcG8igPmk9yyJWDeV9Yx2chz/KQ7IzyOp8A+76wji+HHjD0BYODMRS14IGhPJ8YHKzjszhQzAYGBwIo6gGAp0esu66LG264AatWrcKLL76IKVMGv00rFAohFEr+awLrDmz3otT/dfZvS/1cOVA4+EcEMxLfX5n6dRgcGMiHPGg+ySHXDtZ9YR2fhXzJg9cZ5XU+AfZ9YR1fDt0w9AWDgzUMtZAMhTCfGBys47M4MMwGBgcGGOoB8Hin1JIlS7By5Uo88MADKCsrw/79+7F//34cOXIkLYme1O7ejI317yAWj6V0fiwew4Zdb2PTni1yyHMHf1UxfKO8/QvvWHyjQvBXFad8PoMDA/mQB80nOeTawbovrOOzkC95KIQZZR1fDt0w9AWDgzUMtZAMhTCfGBys47M4MMwGBgcGGOoB8Lgpdeedd6KpqQlnnXUWxo4d2/V6+OGH05I4lhVrV8LnpHYrnN/nx4q1K+UwRBxCNSNMz2dxYIA9D5pPcrBwsO4L6/NZyIc8FMqMso4vh24Y+oLBwRqGWhiMQplPDA7W8VkcGGYDgwMDDPXgKbrrun2+rrnmmrRFevLY+qdQf2gvorGop/OisSh2/WUPHn/jaTkMEYeiaeVwygKA4/FEB3DKAiiaVp5WfBYHBtjzoPkkBwsH676wjs9CPuShUGaUdXw5dMPQFwwO1jDUwmAUynxicLCOz+LAMBsYHBhgqAfKJ3O1dURw2R1fQXOkNenkRGNRNEdacenya9HWEZHDEHFwAj6UXDwx8RC5ZAeGAyCYOM8JpF/iDA4MKA8JrHtCDlwO1n1hHZ8F5aEb676wji+Hbhj6gsHBGoZaYIEhF9YO1vFZHBhmA4MDAwz1QJvJ997fgXm3X4W9jQcAoN/POXb+fG/jAcy7/Spsa9gphyHm4K8MovTKyXBKk3suv1MaQOmVkzP64DkGBwaUhwTWPSEHLgfrvrCOz4Ly0I11X1jHl0M3DH3B4GANQy2wwJALawfr+CwODLOBwYEB63rw9O17uWZbw058/JYFuPz0+Vg8dxFOnXhyr2M27d6CFWtX4vE3ns7KXxLkwOHgrwyi7PMnoqMujEjtYcQP9r6+b1QIoZoRiVsxs7BzzeDAgPKQwLon5MDlYN0X1vFZUB66se4L6/hy6IahLxgcrGGoBRYYcmHtYB2fxYFhNjA4MGBZD9SbUkDidrIH1q3GA+tWo2Z8NaaOmYKy4hI0t7Vi64HtqN29WQ4F4uAEfAhWVyJYXYlYQxtije1AexwI+uCvDObk2w8YHBhQHhJY94QcuBys+8I6PgvKQzfWfWEdXw7dMPQFg4M1DLXAAkMurB2s47M4MMwGBgcGrOqBflOqJ7W7N5sPazlwOPiris2HA4MDA8pDAuuekAOXg3VfWMdnQXnoxrovrOPLoRuGvmBwsIahFlhgyIW1g3V8FgeG2cDgwEAu62Fo3nsmhBBCCCGEEEIIIajRppQQQgghhBBCCCGEyDnalBJCCCGEEEIIIYQQOcdxXdfNZcBwOIyKiopE8JLcP9LK/SAKuAAcwBlu80gtOciBycE6PgC4rVEAQFNTE8rLy00cAPv5BJCsh2pSDnI42oFgRmk+yYElvhzIHDSfAJCshRzkQBKfxiHJ+WT6oPNOSZvgxvHlIAc2B+v4ZJjngmE9rB2s48tBDqSY54FhLeRgH18OXA4kmOeBYS3kIAeW+CwOg2C6KaU7peQgB3sH6/gA56DUX/rsHKzjy0EOvRzIZpTmU2E7WMeXA5mD5hMAkrWQgxxI4tM4JDmf7DalhvtRfs3UnIcN37cVbmsUzvCASXw5yIHNwTo+ADTdWwd8EDOJ3SdG8wngWA9rB+v4cpDDsVDNKM2ngnewji8HLgfNpwQMayEHObDEZ3FIdj7pQedCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BxtSgkhhBBCCCGEEEKInGP6oHOv1IyvxrQxU1BaXIKWtlbUHdiO2t2bc+oQa2hD7HA70BEHinzwjwjCX1WcUweGPFg7MKyDHHgcGLDuCYBjLRjywOBgvRbW8eXAh3VfMKyFdQ5YHBjWQg4ctcACQy5UDxwO1usgh25yWQ/0m1LFRSFcMecCLJ67CLMnzOr1+43172DF2pV4bP1TaOuIZMXBjcbRURdGpPYw4gd7x/CNCiFUMwJF08rhBLJz8xlDHqwdGNZBDjwODFj3BMCxFgx5YHCwXgvr+HLgw7ovGNbCOgcsDgxrIQeOWmCBIReqBw4H63WQQzdW9eC4rutm7GpJEA6HUVFRAQz3o+JL0wY89qTRk7Fqyd2YMHIc4m4cfp+/1zGxeAw+x4f6Q3tx6fJrsa1h58DxO59CX5LcU+hjje1ofWIX3ObBv87QKQug5OKJ8FcGM+rAkAdrh2ysgxy8x8+WQ+c3MzQ1NaG8vHzQ62YL6/kE2NeDVwfr2cDiYN2bDLUwlB0YZpSX+QTY9wVDPTDMaet1AOznkxwSZKseNZ8+dFA95KUDw78rrGuBxSEb9ZDsfKL9E+FJoyfjuZsewrjKMXAcp8+kAIDf54fjOBhXOQbP3/wwTqyalDGHWGM7Wh7dAbdl8OIAALclipZHdyDW2J4xB4Y8WDswrIMceBwYsO4JgGMtGPLA4GC9Ftbx5cCHdV8wrIV1DlgcGNZCDhy1wAJDLlQPHA7W6yCHbqzrgXJTqrgohFVL7kZZqAQBf3KfMAz4AygLlWD19feguCiUtoMbjaP1iV1AexxI9l4yF0B74jw3Gk/bgSEP1g4M6yAHHgcGrHsC4FgLhjwwOFivhXV8OfBh3RcMa2GdAxYHhrWQA0ctsMCQC9UDh4P1OsihG4Z68LQpdeedd6Kmpgbl5eUoLy/HGWecgaeffjptiWO5Ys4FmDByXNJJ6STgD2DicSfg8tPnp+3QURdO3D7n9cONLuA2R9FRF07bgSEP1g4M6yAHHoeB0HxKAs2njDtYr4V1fDkkT6HMKIa1sM4BiwPDWsiBoxYGo1DmE6B6YHGwXgc5dMNQD542pcaPH4/bbrsN69evx+uvv45zzjkHl1xyCd5+++20RXqyeO4ixN3Udv1i8RgWz12UtkOk9rDp+QBHHqwdGNZBDjwOA6H5lLvzAY48MDhYr4X1+XJInkKZUQxrYZ0DFgeGtZADRy0MRqHMJ0D1wOJgvQ5y6IahHjxtSl100UW44IILMG3aNEyfPh233norSktL8eqrr6Yt0knN+GrMnjCr388xDobf58epE09GzfjqlB1iDW19PvHeC/GDEcQa2lI+nyEP1g4M6yAHHofB0HxKHs2nobEW1vHl4I1CmFEMa2GdAxYHhrWQA0ctJEMhzCdA9cDiYL0OcuiGoR6ANJ4pFYvF8NBDD6G1tRVnnHFGv8dFIhGEw+GjXgMxbcyUVJWOYmoa14kdztzDZ1OFIQ/WDgzrIAceB09xNJ8Gv47mU9oO1mthHV8OacRKYkZ5nU+AfV8wrIV1DlgcGNZCDhy14JWhOp8A1QOLg/U6yKEbhnoAUtiU2rRpE0pLSxEKhfC1r30Nq1atwqxZs/o9ftmyZaioqOh6TZgwYcDrlxaXeFXqk7J0rtORoQeetqd+HYY8mDsQrIMciBySQPPJA5pPaTuYr4V1fDl4xsuM8jqfAIK+IFgL8xyQODCshRxIaiFJhvx8AlQPJA7W6yCHbijqASlsSs2YMQMbNmzAunXr8PWvfx1XX3013nnnnX6PX7p0KZqamrpe9fX1A16/pa3Vq1KfNKdznaIMfSlhMPXrMOTB3IFgHeRA5JAEmk8e0HxK28F8Lazjy8EzXmaU1/kEEPQFwVqY54DEgWEt5EBSC0ky5OcToHogcbBeBzl0Q1EPALw9Yh1AMBjE1KlTAQBz5szBa6+9hp/97Gf49a9/3efxoVAIoVDyXxNYd2C7V6W+r7N/W8rn+kcEM+Lgr0z9Ogx5sHZgWAc58Dgkg+aTh+toPqXtYL0W1vHl4B0vM8rrfALs+4JhLaxzwOLAsBZy4KiFZBnq8wlQPbA4WK+DHLphqAcgjWdKdRKPxxGJpPeArp7U7t6MjfXvIBaPpXR+LB7Dhl1vY9OeLSk7+KuK4RvlbdAei29UCP6q4pTPZ8iDtQPDOsiBxyEVNJ/6RvNpaKyFdXw5pM9Qm1EMa2GdAxYHhrWQA0ctpMpQm0+A6oHFwXod5NANQz0AHjelli5dipdeegk7duzApk2bsHTpUrz44otYuHBhWhLHsmLtSvic1PbL/D4/VqxdmbZDqGaE6fkARx6sHRjWQQ48DgOh+ZS78wGOPDA4WK+F9flySJ5CmVEMa2GdAxYHhrWQA0ctDEahzCdA9cDiYL0OcuiGoR48RX///ffxxS9+ETNmzMC8efPw2muv4be//S3OPffctEV68tj6p1B/aC+isain86KxKHb9ZQ8ef+PptB2KppXDKQsAjscTHcApC6BoWnnaDgx5sHZgWAc58DgMhOZTEmg+ZdzBei2s48sheQplRjGshXUOWBwY1kIOHLUwGIUynwDVA4uD9TrIoRuGevC0KXXPPfdgx44diEQieP/99/Hcc89lfFgBQFtHBJfd8RU0R1qTTk40FkVzpBWXLr8WbR3p32rqBHwouXhi4sFhyRaJAyCYOM8JpP/gMoY8WDswrIMceBwGQvNpsJOg+ZQFB+u1sI4vh+QplBnFsBbWOWBxYFgLOXDUwmAUynwCVA8sDtbrIIduGOoh++/CUuS993dg3u1XYW/jAQDo93OOnT/f23gA826/CtsadmbMwV8ZROmVk+GUJvc8eKc0gNIrJ2f0YakMebB2YFgHOfA4MGDdEwDHWjDkgcHBei2s48uBD+u+YFgL6xywODCshRw4aoEFhlyoHjgcrNdBDt1Y14Pnb9/LJdsaduLjtyzA5afPx+K5i3DqxJN7HbNp9xasWLsSj7/xdFb+kuCvDKLs8yeioy6MSO1hxA/2juEbFUKoZkTi9rss/LWVIQ/WDgzrIAceBwasewLgWAuGPDA4WK+FdXw58GHdFwxrYZ0DFgeGtZADRy2wwJAL1QOHg/U6yKEby3qg3pQCEreTPbBuNR5Ytxo146sxdcwUlBWXoLmtFVsPbEft7s1Zd3ACPgSrKxGsrkSsoQ2xxnagPQ4EffBXBnPyjT0MebB2YFgHOfA4MGDdEwDHWjDkgcHBei2s48uBD+u+YFgL6xywODCshRw4aoEFhlyoHjgcrNdBDt1Y1QP9plRPandvNh/W/qpi8ze0DHmwdmBYBznwODBg3RMAx1ow5IHBwXotrOPLgQ/rvmBYC+scsDgwrIUcOGqBBYZcqB44HKzXQQ7d5LIehu5960IIIYQQQgghhBCCFm1KCSGEEEIIIYQQQoico00pIYQQQgghhBBCCJFzHNd13VwGDIfDqKioSAQvyf0jrdwPooALwAGc4TaP1JKDHJgcrOMDgNsaBQA0NTWhvLzcxAGwn08AyXqoJuUgh6MdCGaU5pMcWOLLgcxB8wkAyVrIQQ4k8WkckpxPpg8675S0CW4cXw5yYHOwjk+GeS4Y1sPawTq+HORAinkeGNZCDvbx5cDlQIJ5HhjWQg5yYInP4jAIpptSulNKDnKwd7COD3AOSv2lz87BOr4c5NDLgWxGaT4VtoN1fDmQOWg+ASBZCznIgSQ+jUOS88luU2q4H+XXTM152PB9W+G2RuEMD5jEl4Mc2Bys4wNA0711wAcxk9h9YjSfAI71sHawji8HORwL1YzSfCp4B+v4cuBy0HxKwLAWcpADS3wWh2Tnkx50LoQQQgghhBBCCCFyjjalhBBCCCGEEEIIIUTO0aaUEEIIIYQQQgghhMg5pg8690rN+GpMGzMFpcUlaGlrRd2B7ajdvVkOBg6xhjbEDrcDHXGgyAf/iCD8VcUFE18OXA4MMPSlHBIw1KS1g3V8OfBh3ZvW8VkcGGpSDhwODPXIAkMurB2s4wP2PSEHLodc1iT9plRxUQhXzLkAi+cuwuwJs3r9fmP9O1ixdiUeW/8U2joicsiigxuNo6MujEjtYcQP9o7hGxVCqGYEiqaVwwlk/iY86/hy4HJggKEv5ZCAoSatHazjy4EP6960js/iwFCTcuBwYKhHFhhyYe1gHR+w7wk5cDlY1aTjuq6bsaslQTgcRkVFBTDcj4ovTRvw2JNGT8aqJXdjwshxiLtx+H3+XsfE4jH4HB/qD+3FpcuvxbaGnQPH73wKfUlyT6GXw4fXb2xH6xO74DYP/rWOTlkAJRdPhL8ymDGHbMSXg/f42XLo/GaGpqYmlJeXD3rdbGE9nwBv6zFUHRhqMt8chup8YnFgmFFe5hNg35tDdT55dbCeDXLgcchWPWo+feiQZ/99NVTnkxy8x2dxyEZNJjufaP9EeNLoyXjupocwrnIMHMfpMykA4Pf54TgOxlWOwfM3P4wTqybJIcMOscZ2tDy6A27L4E0CAG5LFC2P7kCssX1IxJcDlwMDDH0phwQMNWntYB1fDnxY96Z1fBYHhpqUA4cDQz2ywJALawfr+IB9T8iBy8G6Jik3pYqLQli15G6UhUoQ8Cf3CcOAP4CyUAlWX38PiotCcsiQgxuNo/WJXUB7HEj2njoXQHviPDcaz+v4cuByYIChL+WQgKEmrR2s48uBD+vetI7P4sBQk3LgcGCoRxYYcmHtYB0fsO8JOXA5MNRkWptSt912GxzHwTe/+c20RXpyxZwLMGHkuKST0knAH8DE407A5afPl0OGHDrqwonbCL1+yNMF3OYoOurCeR1fDlwOXtB8GvoODDVp7WAdXw6pka35BNj3pnV8FgeGmpQDhwNDPXpF76Gy52AdH7DvCTlwOTDUZMqbUq+99hp+/etfo6amJm2JY1k8dxHibmq7frF4DIvnLpJDhhwitYcL+nw5cDkki+ZTYTgw1KS1g/X5cvBONucTYN+b1vFZHBhqUg4cDgz16AW9h8qug3V8wL4n5MDlwFCTKW1KtbS0YOHChbjrrrswYsSItCV6UjO+GrMnzOr3c4yD4ff5cerEk1EzvloOaTrEGtr6fPK/F+IHI4g1tOVlfDlwOSSL5lNhODDUpLWDdXw5eCeb8wmw703r+CwODDUpBw4Hhnr0gt5DZdfBOj5g3xNy4HJgqEkgxU2pJUuWYMGCBfj0pz896LGRSAThcPio10BMGzMlFaVeTE3jOnJIEDucuYfw5mN8OXA5JIvmU2E4MNSktYN1fDl4J5vzCbDvTev4LA4MNSkHDgeGevRCsjMqH+cTg4N1fMC+J+TA5cBQkwDg7YODAB566CG88cYbeO2115I6ftmyZfjud7+b9PVLi0u8KvVJWRrXkcOHdGTowa/tKV7HOr4cuBySQPOpcBwoatLawTq+HDyR7fkE2PemdXwWB4qalAOFA0U9JomXGZWP84nBwTo+APOekAOXA0VNwuOdUvX19fjGN76B+++/H8XFxUmds3TpUjQ1NXW96uvrBzy+pa3Vi1K/NKdxHTl8SFGGvpwxmOJ1rOPLgcthEDSfCsuBoiatHazjyyFpcjGfAPvetI7P4kBRk3KgcKCoxyTwOqPycT4xOFjHB2DeE3LgcqCoSXi8U2r9+vV4//33cfrpp3f9LBaL4aWXXsLy5csRiUTg9x/9ecRQKIRQKPmvCaw7sN2LUv/X2b8t9XPlAADwjwhmxMFfmdp1rOPLgcthMDSfCsuBoSatHazjyyF5cjGfAPvetI7P4sBQk3LgcGCox2TwOqPycT4xOFjHB+x7Qg5cDgw1CXi8U2revHnYtGkTNmzY0PX66Ec/ioULF2LDhg293lClQu3uzdhY/w5i8VhK58fiMWzY9TY27dkihzQd/FXF8I3y9i+cY/GNCsFfldxfhdniy4HLYTA0nwrLgaEmrR2s48sheXIxnwD73rSOz+LAUJNy4HBgqMdk0Huo3DhYxwfse0IOXA4MNQl43JQqKyvDKaecctSrpKQExx13HE455ZS0RHqyYu1K+JzUbkPz+/xYsXalHDLkEKpJ75s38v18OXA5DITmU+E5MNSktYP1+XJIjlzNJ8C+N63jszgw1KQcOBwY6nEw9B4qdw7W8QH7npADlwNDTWbvAQpp8Nj6p1B/aC+isain86KxKHb9ZQ8ef+NpOWTIoWhaOZyyAOB4PNEBnLIAiqaV53V8OXA5MMDQl3JIwFCT1g7W8eXAh3VvWsdncWCoSTlwODDUIwsMubB2sI4P2PeEHLgcGGoy7U2pF198ET/96U/TFulJW0cEl93xFTRHWpNOTjQWRXOkFZcuvxZtHRE5ZMjBCfhQcvHExAPUkm0WB0AwcZ4TSK/ErOPLgcvBK5pPQ9uBoSatHazjyyF1sjGfAPvetI7P4sBQk3LgcGCox1TQe6jsOFjHB+x7Qg5cDgw1SXmnFAC89/4OzLv9KuxtPAAA/X7OsfPnexsPYN7tV2Fbw045ZNjBXxlE6ZWT4ZQm91x8pzSA0isnZ+yhsdbx5cDlwABDX8ohAUNNWjtYx5cDH9a9aR2fxYGhJuXA4cBQjyww5MLawTo+YN8TcuBysK5JT9++l2u2NezEx29ZgMtPn4/Fcxfh1Ikn9zpm0+4tWLF2JR5/4+ms/CVBDgn8lUGUff5EdNSFEak9jPjB3jF8o0II1YxI3IaY4b86W8eXA5cDAwx9KYcEDDVp7WAdXw58WPemdXwWB4aalAOHA0M9ssCQC2sH6/iAfU/IgcvBsiapN6WAxO1kD6xbjQfWrUbN+GpMHTMFZcUlaG5rxdYD21G7e7MccuTgBHwIVlciWF2JWEMbYo3tQHscCPrgrwxm9ZuLGOLLgcuBAYa+lEMChpq0drCOLwc+rHvTOj6LA0NNyoHDgaEeWWDIhbWDdXzAvifkwOVgVZP0m1I9qd292XxYyyGBv6rY9I29dXw5cDkwwNCXckjAUJPWDtbx5cCHdW9ax2dxYKhJOXA4MNQjCwy5sHawjg/Y94QcuBxyWZND9751IYQQQgghhBBCCEGLNqWEEEIIIYQQQgghRM7RppQQQgghhBBCCCGEyDmO67puLgOGw2FUVFQkgpfk/pFW7gdRwAXgAM5wm0dqyUEOTA7W8QHAbY0CAJqamlBeXm7iANjPJ4BkPVSTcpDD0Q4EM0rzSQ4s8eVA5qD5BIBkLeQgB5L4NA5JzifTB513StoEN44vBzmwOVjHJ8M8FwzrYe1gHV8OciDFPA8MayEH+/hy4HIgwTwPDGshBzmwxGdxGATTTSndKSUHOdg7WMcHOAel/tJn52AdXw5y6OVANqM0nwrbwTq+HMgcNJ8AkKyFHORAEp/GIcn5ZLcpNdyP8mum5jxs+L6tcFujcIYHTOLLQQ5sDtbxAaDp3jrgg5hJ7D4xmk8Ax3pYO1jHl4McjoVqRmk+FbyDdXw5cDloPiVgWAs5yIElPotDsvNJDzoXQgghhBBCCCGEEDlHm1JCCCGEEEIIIYQQIudoU0oIIYQQQgghhBBC5BzTB517pWZ8NaaNmYLS4hK0tLWi7sB21O7eXHAOsYY2xA63Ax1xoMgH/4gg/FXFBeVgHR/gqAU58MCQBwYHht6UA0ctyIEL61xYxwfs+1IO3TDUg7WDdXwmGHJh7cDQl3JIYF0LhehAvylVXBTCFXMuwOK5izB7wqxev99Y/w5WrF2Jx9Y/hbaOyJB1cKNxdNSFEak9jPjB3jF8o0II1YxA0bRyOIHs3ABn7WAdH+CoBTnwwJAHBgeG3pQDRy3IgQvrXFjHB+z7Ug7dMNSDtYN1fCYYcmHtwNCXckhgXQuF7uC4rutm7GpJEA6HUVFRAQz3o+JL0wY89qTRk7Fqyd2YMHIc4m4cfp+/1zGxeAw+x4f6Q3tx6fJrsa1h58DxO59CX5LcU+gZHGKN7Wh9Yhfc5sG/UtEpC6Dk4onwVwaHlEM24nt1yEYtMDgw9ETnNzM0NTWhvLx8UIdsYT2fAPt68OpgPRvkkIChFoayA8OM8jKfAPt/XzDUA8N7B+vZwOJgXY8MDppP3VivBYPDUJ1P+ehgXQtD2SHZ+UT7TKmTRk/Gczc9hHGVY+A4Tp9JAQC/z///s/fu8VHWZ97/556ZZAIhBw4BEwjnAPEQVFqtZbtUrbZ4rmJtC1tPlW1Fbbtrt2W7+2yfHrStT3e7irVFLbo/tOiKuq5VWxWl9awohCqHIGcIGJUcJZPMzP37YwyTkMMcM9dnMp/36zV/GO77vt5c1/W9HL655x44joOK0nF49rsPYGrZpCHlEGrsQOtDO+G2xl6oAOC2BtH60E6EGjuGjIN1fICjF+TAA0MeGBwY1qYcOHpBDlxY58I6PmC/LuUQhaEfrB2s4zPBkAtrB4Z1KYcI1r0ghwiUm1IFeX48suQuFPkL4fPG9wlDn9eHIn8hHr3ubhTk+YeEgxsMo+2x3UBHGIj3fjYXQEfkPDcYznoH6/gARy/IgQeGPDA4MKxNOXD0ghy4sM6FdXzAfl3KIQpDP1g7WMdngiEX1g4M61IOEax7QQ5REtqU+uEPfwjHcXq8Zs2albLE0Vwy5xxUjqqIOyld+Lw+TBw9HhefPH9IOHTWNUduZUz0A5Yu4LYE0VnXnPUO1vEBjl6QQ2w0nzLrwLA25cDRC3KIj1yZUdbxAft1KYcoDP1g7WAdPx5yZT4xODCsSzlEsO4FOURJ+E6p4447DvX19UdeL7zwQsoSR7N43iKE3eR2P0PhEBbPWzQkHAK1h0zPZ3CwPh/g6AU5xIfmU+YcGNamHDh6QQ7xkwszyjo+YL8u5RCFoR+sHazjx0suzCcGB4Z1KYcI1r0ghygJb0r5fD4cc8wxR15jxoxJWaI7NROqMbvy2H4/xxgLr8eLEyceh5oJ1VntEGpo7/PbBxIh/H4AoYb2rHWwjg9w9IIc4kfzKTMODGtTDhy9IIfEGOozyjo+YL8u5RCFoR+sHazjJ8JQn08MDgzrUg4RrHtBDj1JeFOqrq4OFRUVmDp1KhYuXIjdu3cPeHwgEEBzc3OP10BUjZuSqFKfTE/hOgwOoUPpe0h4tjpYxwc4ekEO8aP5lBkHhrUpB45ekENiJDKjEp1PgH0urOMD9utSDlEY+sHawTp+Igz1+cTgwLAu5RDBuhfk0JOENqVOPfVU3HPPPXjqqadwxx13YMeOHfjMZz6DlpaWfs+5+eabUVJScuRVWVk5YIwRBYWJKPVLUQrXYXBAZ+oPbwMQeXhctjpYxwdHL8ghPjSfMufAsDblwNELcoifRGdUovMJsM+FdXwA5utSDlEY+sHawTp+vOTCfKJwIFiXcohg3gty6EFCm1Lz58/HpZdeipqaGnz+85/HE088gcbGRjz44IP9nrN06VI0NTUdee3Zs2fAGK3tbYko9UtLCtdhcEBemr4YMT+F61g7WMcHRy/IIT40nzLnwLA25cDRC3KIn0RnVKLzCbDPhXV8AObrUg5RGPrB2sE6frzkwnyicCBYl3KIYN4LcuhBYo9YP4rS0lLMmDED27Zt6/cYv98Pvz/+rwmsO7gjFaXodQ5sT/5cAgfvyPy0OHhLk7+OtYN1fICjF+SQHJpPg+fAsDblwNELckieWDMq0fkE2OfCOj5gvy7lEIWhH6wdrOMny1CcTwwODOtSDhGse0EOPUlpm7K1tRXvvvsuysvLU5LoTu3eTdiw5x2EwqGkzg+FQ1i/+21s3Lc5qx28ZQXwjEls2B+NZ4wf3rKCrHWwjg9w9IIckkPzafAcGNamHDh6QQ7JMxRnlHV8wH5dyiEKQz9YO1jHT5ahOJ8YHBjWpRwiWPeCHHqS0KbUjTfeiLVr12Lnzp146aWX8MUvfhFerxdf+cpXUpI4muVrV8LjJLdf5vV4sXztyiHh4K8ZaXo+g4P1+QBHL8ghNppPmXVgWJty4OgFOcRHrswo6/iA/bqUQxSGfrB2sI4fD7kynxgcGNalHCJY94IcoiQUfe/evfjKV76CmTNn4ktf+hJGjx6NV155BWVlZSmLdGf1uiew58P9CIaCCZ0XDAWx+4N9ePjNJ4eEQ15VMZwiH+AkeKIDOEU+5FUVZ72DdXyAoxfkEBvNp8w6MKxNOXD0ghziI1dmlHV8wH5dyiEKQz9YO1jHj4dcmU8MDgzrUg4RrHtBDlES2pRatWoV9u/fj0AggL1792LVqlWYNm1ayhJH094ZwBdv/zpaAm1xJycYCqIl0IaLll2N9s7AkHBwfB4UXjAx8hC3eBesAyA/cp7jS/0hctYO1vEBjl6QQ2w0nzLrwLA25cDRC3KIj1yZUdbxAft1KYcoDP1g7WAdPx5yZT4xODCsSzlEsO4FOURJ06Pv08+77+3Embdchv2NBwGg3885dv18f+NBnHnLZdjesGtIOXhL8zFiwWQ4I+J7Jr0zwocRCyan9OA3Ngfr+ABHL8iBB4Y8MDgwrE05cPSCHLiwzoV1fMB+XcohCkM/WDtYx2eCIRfWDgzrUg4RrHtBDhFS+va9wWZ7wy6c8pNzcfHJ87F43iKcOPG4Xsds3LsZy9euxMNvPjkov0lgcPCW5qPoq1PRWdeMQO0hhN/vHcMzxg9/zcjIrZBp2Dlmc7COD3D0ghx4YMgDgwPD2pQDRy/IgQvrXFjHB+zXpRyiMPSDtYN1fCYYcmHtwLAu5RDBuhfkQL4pBURuJ7v/1Udx/6uPomZCNaaPm4KigkK0tLdh28EdqN27KSccHJ8H+dWlyK8uRaihHaHGDqAjDOR74C3NT+nbB7LFwTo+wNELcuCBIQ8MDgxrUw4cvSAHLqxzYR0fsF+XcojC0A/WDtbxmWDIhbUDw7qUQwTrXsh1B/pNqe7U7t1kPqwZHLxlBRlZnMwO1vEBjl6QAw8MeWBwYFibcuDoBTlwYZ0L6/iA/bqUQxSGfrB2sI7PBEMurB0Y1qUcIlj3Qi460D5TSgghhBBCCCGEEEIMXbQpJYQQQgghhBBCCCEyjjalhBBCCCGEEEIIIUTGcVzXdTMZsLm5GSUlJZHghZl/pJX7URBwATiAM9zmkVpykAOTg3V8AHDbggCApqYmFBcXmzgA9vMJIKmHelIOcujpQDCjNJ/kwBJfDmQOmk8ASGohBzmQxKdxiHM+mT7ovEvSJrhxfDnIgc3BOj4Z5rlgqIe1g3V8OciBFPM8MNRCDvbx5cDlQIJ5HhhqIQc5sMRncYiB6aaU7pSSgxzsHazjA5yDUr/ps3Owji8HOfRyIJtRmk+57WAdXw5kDppPAEhqIQc5kMSncYhzPtltSg33oviK6RkP23zPNrhtQTjDfSbx5SAHNgfr+ADQtKIO+ChkErtPjOYTwFEPawfr+HKQw9FQzSjNp5x3sI4vBy4HzacIDLWQgxxY4rM4xDuf9KBzIYQQQgghhBBCCJFxtCklhBBCCCGEEEIIITKONqWEEEIIIYQQQgghRMYxfdB5otRMqEbVuCkYUVCI1vY21B3cgdq9mzLqEGpoR+hQB9AZBvI88I7Mh7esIKMODFjnQb3A48BQCwYY8sDQDwww5MG6HxhywOBgXQcmrHPB0A8MMOTBuhcAjjxYOzDUgQWGXFj3AwMMOZADj0Mm1yX9plRBnh+XzDkHi+ctwuzKY3v9+YY972D52pVYve4JtHcGBsXBDYbRWdeMQO0hhN/vHcMzxg9/zUjkVRXD8Q3dm8+s86Be4HFgqAUDDHlg6AcGGPJg3Q8MOWBwsK4DE9a5YOgHBhjyYN0LAEcerB0Y6sACQy6s+4EBhhzIgcfBal1Sb0pNGzsZjyy5C5WjKhB2w30ec/z4mVi28Kf43vwluGjZ1djesCutDqHGDrQ9thtuS/9fZxh+P4DDaw6g/fX3UXjBRHhL89PqwIB1HtQLPA4MtWCAIQ8M/cAAQx6s+4EhBwwO1nVgwjoXDP3AAEMerHsB4MiDtQNDHVhgyIV1PzDAkAM58DhYrkvaLd9pYyfjmRtXoaJ0HBzHgdfj7fM4r8cLx3FQUToOz373AUwtm5Q2h1BjB1of2gm3tf/m6I7bGkTrQzsRauxImwMD1nlQL/A4MNSCAYY8MPQDAwx5sO4HhhwwOFjXgQnrXDD0AwMMebDuBYAjD9YODHVggSEX1v3AAEMO5MDjYL0uKTelCvL8eGTJXSjyF8Lnje9mLp/XhyJ/IR697m4U5PlTdnCDYbQ9thvoCANuvCcB6Iic5wb73l3MNqzzoF7gcWCoBQMMeWDoBwYY8mDdDww5YHCwrgMT1rlg6AcGGPJg3QsARx6sHRjqwAJDLqz7gQGGHMiBx4FhXSa8KbVv3z4sWrQIo0ePxrBhw3DCCSfgjTfeSFmkO5fMOQeVoyriTkoXPq8PE0ePx8Unz0/ZobOuOXL7XLzN0YULuC1BdNY1p+zAgHUe1As8Dgy1iIXmUww0nyIMoXXBkAMGB+s6xEsuzCiGfmCAIQ/WvQBw5MHagaEO8ZAL8wmw7wcGGHIgBx4HhnWZ0KbUoUOHMHfuXOTl5eHJJ5/EO++8g1/+8pcYOXJkyiLdWTxvUb+fY4xFKBzC4nmLUnYI1B4yPZ8F6zyoF3gcGGoxEJpPmTufBYY8WPcDQw4YHKzrEA+5MqMY+oEBhjxY9wLAkQdrB4Y6xCJX5hNg3w8MMORADjwODOsyoe2wn//856isrMSKFSuO/GzKlCkpS3SnZkJ1n096jxevx4sTJx6HmgnVSX9lYaihvc8n3idC+P0AQg3tWf1VotZ5UC/wODDUIhaaT/Gj+RQh29cFQw4YHKzrEC+5MKMY+oEBhjxY9wLAkQdrB4Y6xEMuzCfAvh8YYMiBHHgcGNYlkOCdUo899hg+8YlP4NJLL8XYsWNx0kkn4c477xzwnEAggObm5h6vgagal54BOD2F64QOpeehYdn+MDzrPKgXeBwYahELzacEr6P5FLlOFq8LhhwwOFjXIV4SnVGJzifAPhcM/cAAQx6sewHgyIO1A0Md4iEX5hNg3w8MMORADjwODOsSSHBTavv27bjjjjtQVVWFP/7xj/jmN7+JG264Affee2+/59x8880oKSk58qqsrBwwxoiCwkSU+qUolet0pukBdh1Z/iA84zyoF3gcKGoRA82nBNF8ipDN64IgBwwO5nWIk0RnVKLzCSDIBUE/UECQB/NeACjyYO1AUYc4yIn5BJj3AwUMOZADjQPFukSCm1LhcBgnn3wybrrpJpx00klYvHgxrrnmGvzmN7/p95ylS5eiqanpyGvPnj0Dxmhtb0tEqV9aUrlOXpq+lDCf8ssN48c4D+oFHgeKWsRA8ylBNJ8iZPO6IMgBg4N5HeIk0RmV6HwCCHJB0A8UEOTBvBcAijxYO1DUIQ5yYj4B5v1AAUMO5EDjQLEukeCmVHl5OY49tudnDqurq7F79+5+z/H7/SguLu7xGoi6gzsSUer/Oge2J32ud2R+Why8pem5jhXWeVAv8Dgw1CIWmk8JXkfzKXKdLF4XDDlgcLCuQ7wkOqMSnU+AfS4Y+oEBhjxY9wLAkQdrB4Y6xEMuzCfAvh8YYMiBHHgcGNYlkOCm1Ny5c7Fly5YeP9u6dSsmTZqUkkR3avduwoY97yAUDiV1figcwvrdb2Pjvs1JO3jLCuAZ40/6fADwjPFn7QPwurDOg3qBx4GhFrHQfIofzacI2b4uGHLA4GBdh3jJhRnF0A8MMOTBuhcAjjxYOzDUIR5yYT4B9v3AAEMO5MDjwLAugQQ3pb7zne/glVdewU033YRt27bh/vvvx/Lly7FkyZKUJI5m+dqV8DjJ3Ybm9XixfO3KlB38Nal9BWqq57NgnQf1Ao8DQy0GQvMpc+ezwJAH635gyAGDg3Ud4iFXZhRDPzDAkAfrXgA48mDtwFCHWOTKfALs+4EBhhzIgceBYV0mFP2Tn/wkHnnkEfz+97/H8ccfjx//+Mf41a9+hYULF6Ys0p3V657Ang/3IxgKJnReMBTE7g/24eE3n0zZIa+qGE6RD3ASPNEBnCIf8qpi38aaDVjnQb3A48BQi4HQfIoDzacIQ2hdMOSAwcG6DvGQKzOKoR8YYMiDdS8AHHmwdmCoQyxyZT4B9v3AAEMO5MDjwLAuE94SO++887Bx40a0t7dj06ZNuOaaa1KWOJr2zgC+ePvX0RJoizs5wVAQLYE2XLTsarR3BlJ2cHweFF4wMfLgsHibxAGQHznP8WXxA/C6YZ0H9QKPA0MtYqH5NNBJ0HwChty6YMgBg4N1HeIlF2YUQz8wwJAH614AOPJg7cBQh3jIhfkE2PcDAww5kAOPA8O6pF1V7763E2fechn2Nx4EgH4/59j18/2NB3HmLZdhe8OutDl4S/MxYsFkOCN8cR3vjPBhxILJWf3wu76wzoN6gceBoRYMMOSBoR8YYMiDdT8w5IDBwboOTFjngqEfGGDIg3UvABx5sHZgqAMLDLmw7gcGGHIgBx4H63UZ39/ciO0Nu3DKT87FxSfPx+J5i3DixON6HbNx72YsX7sSD7/55KD8JsFbmo+ir05FZ10zArWHEH6/dwzPGD/8NSMjt98Ngd3zvrDOg3qBx4GhFgww5IGhHxhgyIN1PzDkgMHBug5MWOeCoR8YYMiDdS8AHHmwdmCoAwsMubDuBwYYciAHHgfLdUm9KQVEbie7/9VHcf+rj6JmQjWmj5uCooJCtLS3YdvBHajdu2nQHRyfB/nVpcivLkWooR2hxg6gIwzke+Atzc/qb2BIBOs8qBd4HBhqwQBDHhj6gQGGPFj3A0MOGBys68CEdS4Y+oEBhjxY9wLAkQdrB4Y6sMCQC+t+YIAhB3LgcbBal/SbUt2p3bvJfFh7ywpyYkDFwjoP6gUeB4ZaMMCQB4Z+YIAhD9b9wJADBgfrOjBhnQuGfmCAIQ/WvQBw5MHagaEOLDDkwrofGGDIgRx4HDK5LofefYhCCCGEEEIIIYQQgh5tSgkhhBBCCCGEEEKIjKNNKSGEEEIIIYQQQgiRcRzXdd1MBmxubkZJSUkkeGHmH2nlfhQEXAAO4Ay3eaSWHOTA5GAdHwDctiAAoKmpCcXFxSYOgP18AkjqoZ6Ugxx6OhDMKM0nObDElwOZg+YTAJJayEEOJPFpHOKcT6YPOu+StAluHF8OcmBzsI5PhnkuGOph7WAdXw5yIMU8Dwy1kIN9fDlwOZBgngeGWshBDizxWRxiYLoppTul5CAHewfr+ADnoNRv+uwcrOPLQQ69HMhmlOZTbjtYx5cDmYPmEwCSWshBDiTxaRzinE92m1LDvSi+YnrGwzbfsw1uWxDOcJ9JfDnIgc3BOj4ANK2oAz4KmcTuE6P5BHDUw9rBOr4c5HA0VDNK8ynnHazjy4HLQfMpAkMt5CAHlvgsDvHOJz3oXAghhBBCCCGEEEJkHG1KCSGEEEIIIYQQggIns9/FJowxfaaUEEIIIYQQQgghcpfZDe1YuKkRp+0/jJmHAsgPAx0eYMtIP16uGIb7qkuxoazAWlMMElm1KVUzoRpV46ZgREEhWtvbUHdwB2r3bso5h1BDO0KHOoDOMJDngXdkPrwZXqQMebCGoQ4MDuqFCAx5YOgHBgeGWljDUAcGB/VCFOtcMPQDg4N1HVhgqIW1g3ohCkMurPvBOr6Vw5TGDixbU4+59YfR6QB/dYHVAFoAFIWBWR8EcOWHASze2IgXy4fhujPKsaM0f1CdcrUWR5PJdUm/KVWQ58clc87B4nmLMLvy2F5/vmHPO1i+diVWr3sC7Z2BIevgBsPorGtGoPYQwu/3juEZ44e/ZiTyqorh+AbnU5kMebCGoQ4MDuqFCAx5YOgHBgeGWljDUAcGB/VCFOtcMPQDg4N1HVhgqIW1g3ohCkMurPvBOr61w4KtTbh9zQF0hFysAHCrC6zv47gTXeAGAAvqD+OVVTtw7RnlWD2jOK0uuV6LLqzWJfWm1LSxk/HIkrtQOaoCYTfc5zHHj5+JZQt/iu/NX4KLll2N7Q27hpxDqLEDbY/thtvS/1cqht8P4PCaA2h//X0UXjAR3jTvIDPkwRqGOjA4qBciMOSBoR8YHBhqYQ1DHRgc1AtRrHPB0A8MDtZ1YIGhFtYO6oUoDLmw7gfr+NYOC7Y2YfnT9dgK4AsAdqH/h13XArgKwP8F8MeQizuf3g8HLh6aUZIWl1yvRReW65L2QefTxk7GMzeuQkXpODiOA6/H2+dxXo8XjuOgonQcnv3uA5haNmlIOYQaO9D60E64rf03aHfc1iBaH9qJUGNH2hwY8mANQx0YHNQLERjywNAPDA4MtbCGoQ4MDuqFKNa5YOgHBgfrOrDAUAtrB/VCFIZcWPeDdXxrh6mNHbh9zQFsBfBpAHs//nnf2yDRn+8FcBqAOgC3rzmAKWlwyfVadGG9Lik3pQry/HhkyV0o8hfC543vZi6f14cifyEeve5uFOT5h4SDGwyj7bHdQEcYiPcLCFwAHZHz3GB/Szt+GPJgDUMdGBzUCxEY8sDQDwwODLWwhqEODA7qhSjWuWDoBwYH6zqwwFALawf1QhSGXFj3g3V8Bofb1tQjEHLxBQDNAEJxnhf6+PjPA+gIuVi2pj4lD+s8sDgwrMuENqUmT54Mx3F6vZYsWZKySHcumXMOKkdVxJ2ULnxeHyaOHo+LT54/JBw665ojt/Al+o2YLuC2BNFZ15yyA0MerGGoA4NDNvRCJmYUQx4Y+oHBgaEW1jDUgcEhG3ohV95DMfQDg4N1HVhgqIW1Qzb0Qq7MJ8C+H6zjWzvMfq8dc+sPYzUiH9mLd0Oqi9DH560GMLf+MGY3tCftkuu16IJhXSa0KfX666+jvr7+yOvpp58GAFx66aUpi3Rn8bxF/X6OMRahcAiL5y0aEg6B2kOm5wMcebCGoQ4MDtnQC5mYUQx5YOgHBgeGWljDUAcGh2zohVx5D8XQDwwO1nVggaEW1g7Z0Au5Mp8A+36wPt/aYeHmRnQ6wK1I/iNbHkTO73SAhZsak3bJ9Vp0wbAuE+qFsrIyHHPMMUdejz/+OKZNm4Z58+alLNJFzYRqzK48tt/PMcbC6/HixInHoWZCdVY7hBra+3zqfiKE3w8glMLuMUMerGGoA4NDtvTCYM8ohjww9AODA0MtrGGoA4NDtvRCLryHYugHBgfrOrDAUAtrh2zphVyYT4B9P1jHZ3A4bf9h/PXjb9lL9oNnYQBvAfirC3yq/nBS17DOA4sDw7oEUnimVEdHB1auXImrrroKjuP0e1wgEEBzc3OP10BUjZuSrFIPpqdwHQaH0KH0PUgvWRjyYA1DHRgcsrEX4plR2TifGPqBwYGhFtYw1IHBIRt7YTDmE2CfC4Z+YHCwrgMLDLWwdsjGXhiq8wmw7wfr+AwOMw8FsDktBsAWALM+TG5TxzoPLA4M6xJIYVPq0UcfRWNjI6644ooBj7v55ptRUlJy5FVZWTng8SMKCpNV6kFRCtdhcEBn6g8tAxB5aFqSUOTBGoI6MDhkYy/EM6OycT4x9AODA0UtrCGoA4NDNvbCYMwngCAXBP3A4GBeBxYIamHtkI29MGTnE2DeD+bxjR0c10V+GGhJjwGaAeSHI9dNmByvRRcU6xIpbErdfffdmD9/PioqKgY8bunSpWhqajry2rNnz4DHt7a3JavUg5YUrsPggLw0fTFifvLXociDNQR1YHDIxl6IZ0Zl43xi6AcGB4paWENQBwaHbOyFwZhPAEEuCPqBwcG8DiwQ1MLaIRt7YcjOJ8C8H8zjGzu4joMOD1CUHgMUA+jwRK6bMDleiy4o1iWAxB6x/jG7du3CM888g4cffjjmsX6/H35//F8TWHdwRzJKva9zYHvy5xI4eEfmp8XBW5r8dRjyYA1DHRgcsq0X4p1R2TifGPqBwYGhFtYw1IHBIdt6YbDmE2CfC4Z+YHCwrgMLDLWwdsi2XhjK8wmw7wfr+AwOW0b6MeuD1J6j1MUsAJtHJdaHXVjngcWBYV0CSd4ptWLFCowdOxbnnntuSsH7onbvJmzY8w5C4US/IDJCKBzC+t1vY+O+5D+tyuDgLSuAZ0xyi6wLzxg/vGUFSZ/PkAdrGOrA4JBtvTBYM4ohDwz9wODAUAtrGOrA4JBtvTCU30Mx9AODg3UdWGCohbVDtvXCUJ5PgH0/WMdncHi5YhiOd4ATkdq3750E4DgHeKV8WFLXsM4DiwPDugSS6IVwOIwVK1bg8ssvh8+X1I1WMVm+diU8TnJt6vV4sXztyiHh4K8ZaXo+wJEHaxjqwOCQLb0w2DOKIQ8M/cDgwFALaxjqwOCQLb2QC++hGPqBwcG6Diww1MLaIVt6IRfmE2DfD9bnWzvcV12KPBe4Aal9+94NAPLcyPWSJddr0QXDukw4+jPPPIPdu3fjqquuSjl4f6xe9wT2fLgfwVAwofOCoSB2f7APD7/55JBwyKsqhlPkAxL9mKwDOEU+5FUVp+zAkAdrGOrA4JAtvTDYM4ohDwz9wODAUAtrGOrA4JAtvZAL76EY+oHBwboOLDDUwtohW3ohF+YTYN8P1vGtHTaUFeDF8mFYAGASAG+C53s/Pu8SAC+WD8OGFO4SyvVadMGwLhPelDr77LPhui5mzJiRcvD+aO8M4Iu3fx0tgba4kxMMBdESaMNFy65Ge2fqn1NlcHB8HhReMDHy8LJ4G9UBkB85z/Gl/vA0hjxYw1AHBods6YXBnlEMeWDoBwYHhlpYw1AHBods6YVceA/F0A8MDtZ1YIGhFtYO2dILuTCfAPt+sI7P4HDdGeXI9zp4CpGHlce7MeX9+Pg/Asj3OrjujPKUPKzzwOLAsC7T9Mj39PPueztx5i2XYX/jQQDo93OOXT/f33gQZ95yGbY37BpSDt7SfIxYMBnOiPhuo3VG+DBiweSUHnh2NAx5sIahDgwO6oUIDHlg6AcGB4ZaWMNQBwYH9UIU61ww9AODg3UdWGCohbWDeiEKQy6s+8E6vrXDjtJ8XHtGOWYAeBnAhI9/3t/GRNfPJ3x8fBWAa88ox440uOR6LbqwXpeD84HhNLG9YRdO+cm5uPjk+Vg8bxFOnHhcr2M27t2M5WtX4uE3nxyU3yQwOHhL81H01anorGtGoPYQwu/3juEZ44e/ZmTkFsA07JgeDUMerGGoA4ODeiECQx4Y+oHBgaEW1jDUgcFBvRDFOhcM/cDgYF0HFhhqYe2gXojCkAvrfrCOb+2wekYxHLi4fc0BbAy5WA3gVgBv9XHsbESeIXUJIndIXXNGOVbPSP1ja13kei26sFyX1JtSQOR2svtffRT3v/ooaiZUY/q4KSgqKERLexu2HdyB2r2bcsLB8XmQX12K/OpShBraEWrsADrCQL4H3tL8lJ66Hy8MebCGoQ4MDuqFCAx5YOgHBgeGWljDUAcGB/VCFOtcMPQDg4N1HVhgqIW1g3ohCkMurPvBOr61w0MzSrBu7DAsW1OPK+oPY6ED/NUFtgBoRuSjejMBHO9EHmr+QsUwXH96eu6QOppcr0UXVuuSflOqO7V7N5kPawYHb1lBRppyIBjyYA1DHRgc1AsRGPLA0A8MDgy1sIahDgwO6oUo1rlg6AcGB+s6sMBQC2sH9UIUhlxY94N1fCuHHaX5OPfiSZjd0I6FmxrxqfrDuPjDAPLDQIcH2DzKjxXlw3BfdWlKDzVPhFytxdFkcl1m1aaUEEIIIYQQQgghhg4bygqwoeyYI//tuC5cJ9GvpBPZCu2DzoUQQgghhBBCCJFbaEMqt9CmlBBCCCGEEEIIIYTIOI7rum4mAzY3N6OkpCQSvDDznx50PwoCLgAHcIbbfHpRDnJgcrCODwBuWxAA0NTUhOLi9H2bRqJYzyeApB7qSTnIoacDwYzSfJIDS3w5kDloPgEgqYUc5EASn8Yhzvlk+kypLkmb4Mbx5SAHNgfr+GSY54KhHtYO1vHlIAdSzPPAUAs52MeXA5cDCeZ5YKiFHOTAEp/FIQamm1K6U0oOcrB3sI4PcA5K/abPzsE6vhzk0MuBbEZpPuW2g3V8OZA5aD4BIKmFHORAEp/GIc75ZLcpNdyL4iumZzxs8z3b4LYF4Qz3mcSXgxzYHKzjA0DTijrgo5BJ7D4xmk8ARz2sHazjy0EOR0M1ozSfct7BOr4cuBw0nyIw1EIOcmCJz+IQ73zSg86FEEIIIYQQQgghRMbRppQQQgghhBBCCCGEyDjalMpinMx+caIQIkvQbBBCCCGEEEJkA6YPOheJMbuhHQs3NeK0/Ycx81AA+WGgwwNsGenHyxXDcF91KTaUFVhrCiEyjGaDEEIIIYQQIhvJqk2pmgnVqBo3BSMKCtHa3oa6gztQu3eTtdagM6WxA8vW1GNu/WF0OkDe7BOBs2YBRUXIb2nBCZs3Y9aG9Vi8sREvlg/DdWeUY0dp/qA6hRraETrUAXSGgTwPvCPz4dU/ejMOQx1ydV0ejUUejp4Nf3WB1QBaABSFgVkfBHDlh4Gcmw0MDoKjDppPUaxzwdAPchDdsa6F9ZpkgiEX1v1gHZ/FQURgqEUm1yX9plRBnh+XzDkHi+ctwuzKY3v9+YY972D52pVYve4JtHcGDAwHlwVbm3D7mgPw5vuBK65A3g03ACed1Ou4vLfeAm69Fac+sAqvrNqBa88ox+oZxWl1cYNhdNY1I1B7COH3e+faM8YPf81I5FUVw/Hpk6GDBUMdcn1ddmGZh67Z0BFysQLArS6wvo/jTnSBGwAsqD88pGcDg4PgqIPmUxTrXDD0gxxEd6xrYb0mmWDIhXU/WMdncRARGGphtS6pN6WmjZ2MR5bchcpRFQi74T6POX78TCxb+FN8b/4SXLTsamxv2JVhy8FjwdYmLH+6HqiqgudPfwImTQLCfecBNTXA734H37/9GzxnnYU7n94GBy4emlGSFpdQYwfaHtsNtyXY7zHh9wM4vOYA2l9/H4UXTIR3kO/IyEUY6pDr67ILyzx0zYatAL4AYBf6f0BgLYCrAPxfAH8Mubjz6f1DbjYwOAiOOmg+RbHOBUM/yEF0x7oW1muSCYZcWPeDdXwWBxGBoRaW65J2u3Pa2Ml45sZVqCgdB8dx4PV4+zzO6/HCcRxUlI7Ds999AFPLJmXYdHCY2tiB29cciGxIvfIKMH484DiAt+88wOuN/Pn48fC8+iowfTpuX3MAUxo7UnYJNXag9aGdcFv7XyTdcVuDaH1oJ0JpiC2iMNQh19dlF5Z56JoNWwF8GsDej3/ez3b1kZ/vBXAagDpgSM0GBgfBUQfNpyjWuWDoBzmI7ljXwnpNMsGQC+t+sI7P4iAiMNTCel0mtCkVCoXwr//6r5gyZQqGDRuGadOm4cc//jHcNH/TU0GeH48suQtF/kL4vPHdzOXz+lDkL8Sj192Ngjx/Wn0suG1NPTz5/sgdUkVFQF5efCfm5QFFRfA8/TS8+X4sW1OfkocbDKPtsd1ARxiIt8wugI7IeW6wv38qi0RgqAP7usyV+XTbmnoEQi6+AKAZQCjO80IfH/95AB0hd0jMBgYHwVEH63UZD7kyoxj6QQ6iO9a1sF6T8ZAr8wmw7wfr+CwOIgJDLRjWZUKbUj//+c9xxx13YNmyZdi0aRN+/vOf4xe/+AVuu+22lEW6c8mcc1A5qiLupHTh8/owcfR4XHzy/LT6ZJrZ77Vjbv1h5F325chH9uLdkOoiLw+YPBm+L12GufWHMbuhPWmXzrrmyG2Eif4/yQXcliA665qTji2iMNSBfV3mwnzqmg2rEfnIXrwbUl2EPj5vNTAkZgODg+CoA/t8AnJjRgEc/SAH0R3rWlivyXjIlfkE2PeDdXwWBxGBoRYM6zKhTamXXnoJF154Ic4991xMnjwZCxYswNlnn43XXnstZZHuLJ63qN/PMcYiFA5h8bxFafXJNAs3N6LTAXDDDf0/QyoWoRBw/fXodICFmxqTdgnUHkr63HScLyIw1IF9XebCfOqaDbci+c9eexA5fyjMBgYHwVEH9vkE5MaMAjj6QQ6iO9a1sF6T8ZAr8wmw7wfr81kcRASGWjCsy4T+XfPpT38azz77LLZu3QoA2LBhA1544QXMn5++HfyaCdWYXXlsv59jjIXX48WJE49DzYTqtDllmtP2H0be7BMj37LX3zOkYuH1AnPmIG/2ifhU/eGkLhFqaO/zyf+JEH4/gFAKd2MIjjpkw7rMhfl02v7D+OvH37KX7M26YQBvAfiri6yeDQwOgqMO1usyXnJhRjH0gxxEd6xrYb0m4yUX5hNg3w/W8VkcRASGWjCsSyDBb9/7/ve/j+bmZsyaNQterxehUAg//elPsXDhwn7PCQQCCASiyW5uHvgWs6pxUxJR6pfp46agdu+mtFwr08w8FADOmpWmi83ErNr1SZ0aOpS+h/l5ywrScq1chKEO2bAuc2E+zTwUwOq0GABbAFz8YXL/I2ToSQYHwVEH63UZL4nOqETnE2CfC4Z+kIPojnUtrNdkvOTCfALs+8E6PouDiMBQC4Z1CSR4p9SDDz6I++67D/fffz/efPNN3Hvvvfh//+//4d577+33nJtvvhklJSVHXpWVlQPGGFFQmIhSvxSl6TqZxnFd5IcRebh5OiguRn44ct2E6UzTQ+w69DC8lCCoQzasy6E+n7pmQ0taDCIPPc/q2cDgICjqkA3zCUh8RiU6nwCCXBD0gxxED4xrYb4m4yQn5hNg3g/m8VkcRASCWlCsSyS4KfXd734X3//+9/HlL38ZJ5xwAv7u7/4O3/nOd3DzzTf3e87SpUvR1NR05LVnz54BY7S2tyWi1C8tabpOpnEdBx0eAC1p+qdnczM6PJHrJkxesk+tOYr8NF0nVyGoQzasy6E+n7pmQ5q2q1EMZPdsYHAQFHXIhvkEJD6jEp1PAEEuCPpBDqIHxrUwX5NxkhPzCTDvB/P4LA4iAkEtKNYlEvz43kcffQSPp+df2uv1IjzAw7j9fj/8/vi/JrDu4I5ElPq/zoHtabmOBVtG+nHC5s3pudjmzdg8KrmvafSOzE+Lgrc0PdfJVRjqkA3rMhfm05aRfsz6ILXPnncxC8jq2cDgIDjqYL0u4yXRGZXofALsc8HQD3IQ3bGuhfWajJdcmE+AfT9Yx2dxEBEYasGwLoEE75Q6//zz8dOf/hR/+MMfsHPnTjzyyCP493//d3zxi19MSaI7tXs3YcOedxAKJ/pl5xFC4RDW734bG/elaVPHgJcrhqFzw3rgrbci36KXDKEQsG4dOms34JXyYUldwltWAM+Y5P7R2oVnjF+fN04Rhjpkw7rMhfn0csUwHO8AJyK1b987CcBxDrJ6NjA4CI46WK/LeMmFGcXQD3IQ3bGuhfWajJdcmE+AfT9Yx2dxEBEYasGwLoEE/11z2223YcGCBbj22mtRXV2NG2+8EX//93+PH//4xylJHM3ytSvhcZL7J5fX48XytSvT6pNp7qsuRZ4L4NZbAU+S//T0eoHbbkOeG7lesvhrRiZ9bjrOFxEY6sC+LnNhPnXNhhuQ2rfv3QAMidnA4CA46sA+n4DcmFEARz/IQXTHuhbWazIecmU+Afb9YH0+i4OIwFALhnWZUPSioiL86le/wq5du3D48GG8++67+MlPfoL8/PTevrd63RPY8+F+BEPBhM4LhoLY/cE+PPzmk2n1yTQbygrwYvkwBB9YBezaBXR2JnaBzk5g504EH3wAL5YPw4YUdk/zqorhFPmARB874wBOkQ95VcVJxxZRGOrAvi5zYT51zYYFACYBSPTLW70fn3cJMCRmA4OD4KgD+3wCcmNGARz9IAfRHetaWK/JeMiV+QTY94N1fBYHEYGhFgzrkvIJZe2dAXzx9q+jJdAWd3KCoSBaAm24aNnVaO9MzzNXLLnujHKEOgIIn3125KHn8W5MdXYCLS0In3UWQh0BXHdGeUoejs+DwgsmRh6gFu9icQDkR85zfJQtlnUw1EHrMoJ1Hq47oxz5XgdPIfKw8ng3prwfH/9HAPleZ0jMBgYHwVEH63XJhHUuGPpBDqI71rWwXpNMMOTCuh+s47M4iAgMtWBYl7Qd9e57O3HmLZdhf+NBAOj3c45dP9/feBBn3nIZtjfsypjjYLKjNB/XnlEO1NUhfOqpwL59kT/o7xlTXT/fty9y/LZtuPaMcuxIw0PovKX5GLFgMpwR8T0X3xnhw4gFk/UAvDTDUIdcX5ddWOahazbMAPAygAkf/7y/Yd718wkfH18FDKnZwOAgOOqg+RTFOhcM/SAH0R3rWlivSSYYcmHdD9bxWRxEBIZaWK/LhL59L9Nsb9iFU35yLi4+eT4Wz1uEEyce1+uYjXs3Y/nalXj4zSeH1G8SAGD1jGI4cHH7mnfhPbYavi9dBlx/PTBnTu+D168HbrsNwQcfQKgjgGvPqsDqGem7tdJbmo+ir05FZ10zArWHEH6/d649Y/zw14yM3IaoHfRBgaEOub4uu7DMQ3Q2HMDGkIvVAG4F8FYfx85G5BlSlyByh9Q1Z5QPudnA4CA46qD5FMU6Fwz9IAfRHetaWK9JJhhyYd0P1vFZHEQEhlpYrkvqTSkgcjvZ/a8+ivtffRQ1E6oxfdwUFBUUoqW9DdsO7kDt3k3WioPKQzNKsG7sMCxbU4+5996Lzv+6F3mzTwRmzgSKi4HmZmDLFnRuWI88F3ilYhiuP31KWu6COBrH50F+dSnyq0sRamhHqLED6AgD+R54S/P1LQwZgqEOub4uu7DMQ/fZcEX9YSx0gL+6wBYAzYh8VG8mgOOdyEPNX6gYhutPT88dUkfD0JMMDoKjDppPUaxzwdAPchDdsa6F9ZpkgiEX1v1gHZ/FQURgqIXVuqTflOpO7d5NOTWsu9hRmo9zL56E2Q3tWLipEZ/auwmzatcjPwx0eIDNo/x45fhS3FddmtKDixPBW1agIUUAQx1ydV0ejUUees2G+sO4+MNAj9mwonxYzs0GBgfBUQfNpyjWuWDoBzmI7ljXwnpNMsGQC+t+sI7P4iAiMNQik+syqzalcp0NZQXYUHbMkf92XBeuk+ij+oUQQw3NBiGEEEIIIUQ2og+GZjH6R6cQoi80G4QQQgghhBDZgDalhBBCCCGEEEIIIUTGcVzXdTMZsKmpCaWlpZH/GO7NZOgIH3X7ekOL+HKQA5uDdfxuDo2NjSgpKbFxAMF8AqjqYeZgHV8OcujHwXJGaT7JgSa+HCgdNJ94aiEHOZjHJ3OINZ8y/kyplpaW6H90T5QF1vHlIAc2B+P4LS0tpptSVPNJDhzx5SCHbljOKM0nOVDGlwONg+ZTN+QgByYH6/gEDrHmU8bvlAqHw9i/fz+KiorgJPHck+bmZlRWVmLPnj0oLi4eBEM5ZIuDdXw5pM/BdV20tLSgoqICHo/dp4o1n+QwlBys4w8lB4YZlep8AuzrYR1fDnJgc9B8imJdCwYH6/hykEO6HeKdTxm/U8rj8WDChAkpX6e4uNisOHLgcrCOL4f0OFjeIdWF5pMchqKDdfyh4mA9o9I1nwD7eljHl4Mc2Bw0n6JY14LBwTq+HOSQTod45pMedC6EEEIIIYQQQgghMo42pYQQQgghhBBCCCFExsm6TSm/349/+7d/g9/vl0OOO1jHlwOXAwMMeZCDHFjiy4EP61xYx5eDHNgcrOMzwZALawfr+HKQg5VDxh90LoQQQgghhBBCCCFE1t0pJYQQQgghhBBCCCGyH21KCSGEEEIIIYQQQoiMo00pIYQQQgghhBBCCJFxsmpT6uWXX4bX68W5556b8dhXXHEFHMc58ho9ejS+8IUvoLa2NuMuBw4cwPXXX4+pU6fC7/ejsrIS559/Pp599tlBj909D3l5eRg3bhzOOuss/O53v0M4HB70+Ec7dH994QtfyEj8WB7btm3LSPwDBw7gW9/6FqZPn46CggKMGzcOc+fOxR133IGPPvpo0ONfccUVuOiii3r9/Pnnn4fjOGhsbBx0BzY0ozSfjvawmlHW8wmwnVGaT73RfNJ8OtpD80nvoVjQfNJ8OtpD8ym35lNWbUrdfffduP766/HnP/8Z+/fvz3j8L3zhC6ivr0d9fT2effZZ+Hw+nHfeeRl12LlzJ+bMmYM1a9bglltuwcaNG/HUU0/h9NNPx5IlSzLi0JWHnTt34sknn8Tpp5+Ob33rWzjvvPMQDAYz6tD99fvf/z4jsWN5TJkyZdDjbt++HSeddBL+9Kc/4aabbsJbb72Fl19+Gf/0T/+Exx9/HM8888ygO4je5PqM0nzq7WE5o6zmE6AZxYjmk+bT0R6aT5pPLGg+aT4d7aH5lFvzyWctEC+tra144IEH8MYbb+DAgQO455578M///M8ZdfD7/TjmmGMAAMcccwy+//3v4zOf+QwaGhpQVlaWEYdrr70WjuPgtddeQ2Fh4ZGfH3fccbjqqqsy4tA9D+PHj8fJJ5+MT33qUzjzzDNxzz334Otf/3pGHSyx8rj22mvh8/nwxhtv9OiDqVOn4sILL4S+VDPzaEZpPvXnYYWlg2YUF5pPmk/9eVih+SS60HzSfOrPwwrNp8yTNXdKPfjgg5g1axZmzpyJRYsW4Xe/+51pUVpbW7Fy5UpMnz4do0ePzkjMDz/8EE899RSWLFnSo0m7KC0tzYhHX5xxxhmYPXs2Hn74YTOHXOGDDz7An/70p377AAAcx8mwlcj1GaX5JLrQjOJD80nzSUTQfOJD80nzSUTI5fmUNZtSd999NxYtWgQgcktdU1MT1q5dm1GHxx9/HCNGjMCIESNQVFSExx57DA888AA8nsykcdu2bXBdF7NmzcpIvESZNWsWdu7cmZFY3WvR9brpppsyEnsgj0svvXTQY3b1wcyZM3v8fMyYMUc8vve97w26B9B3HebPn5+R2Gzk+ozSfOoJw4yymE8Az4zSfIqi+aT51B3NJ/v5BGhGdaH5pPnUHc2n3JxPWfHxvS1btuC1117DI488AgDw+Xy47LLLcPfdd+Ozn/1sxjxOP/103HHHHQCAQ4cO4de//jXmz5+P1157DZMmTRr0+Oy367mum7Hd2+616GLUqFEZiT2QR3+72pngtddeQzgcxsKFCxEIBDISs686vPrqq0feXOQKmlGaT0fDMKOY5hOQ+Rml+RRB80nz6Wg0n3qj91A2aD5pPh2N5lNvcmE+ZcWm1N13341gMIiKioojP3NdF36/H8uWLUNJSUlGPAoLCzF9+vQj/33XXXehpKQEd955J37yk58Mevyqqio4joPNmzcPeqxk2LRpU8YeAnd0Layw8Jg+fTocx8GWLVt6/Hzq1KkAgGHDhmXMpa+//969ezMWnwXNKM2no2GYUVYOLDNK8ymC5pPm09FoPtnPJ0AzCtB8AjSfjkbzKTfnE/3H94LBIP7rv/4Lv/zlL7F+/fojrw0bNqCiosLkG9e6cBwHHo8Hhw8fzki8UaNG4fOf/zxuv/12tLW19fpzy6+PXbNmDTZu3IhLLrnEzCFXGD16NM466ywsW7aszz4QmUUzKoLmk+hCM4oHzacImk+iC80nHjSfImg+iS5yeT7R3yn1+OOP49ChQ7j66qt77ZZfcskluPvuu/GNb3wjIy6BQAAHDhwAELm1c9myZWhtbcX555+fkfgAcPvtt2Pu3Lk45ZRT8KMf/Qg1NTUIBoN4+umncccdd2DTpk2D7tCVh1AohIMHD+Kpp57CzTffjPPOOw9f+9rXBj1+d4fu+Hw+jBkzJiPxrfn1r3+NuXPn4hOf+AR++MMfoqamBh6PB6+//jo2b96MOXPmWCvmDJpRUTSfent0RzNKMyrTaD5F0Xzq7dEdzSfNp0yj+RRF86m3R3c0n3JgPrnknHfeee4555zT55+9+uqrLgB3w4YNg+5x+eWXuwCOvIqKitxPfvKT7kMPPTTosY9m//797pIlS9xJkya5+fn57vjx490LLrjAfe655wY9dvc8+Hw+t6yszP3c5z7n/u53v3NDodCgxz/aoftr5syZGYnf3ePCCy/MaMzu7N+/373uuuvcKVOmuHl5ee6IESPcU045xb3lllvctra2QY/f39//ueeecwG4hw4dGnQHBjSjepLr8+loD6sZZT2fXNd2Rmk+RdB86onmk+ZTF3oPZY/mU080nzSfusjF+eS4LvnT1YQQQgghhBBCCCHEkIP+mVJCCCGEEEIIIYQQYuihTSkhhBBCCCGEEEIIkXG0KSWEEEIIIYQQQgghMo42pYQQQgghhBBCCCFExtGmlBBCCCGEEEIIIYTIONqUEkIIIYQQQgghhBAZR5tSQgghhBBCCCGEECLjaFNKCCGEEEIIIYQQQmQcbUoJIYQQQgghhBBCiIyjTakhwG9+8xsUFRUhGAwe+Vlrayvy8vLw2c9+tsexzz//PBzHwbvvvgsA+Pu//3tMmzYNw4YNQ1lZGS688EJs3ry5xzm7d+/Gueeei+HDh2Ps2LH47ne/2yNWfxw+fBiFhYXYtm1bn3++detWXHjhhRgzZgyKi4vxN3/zN3juuefi+juffvrpuOuuu/r8s89+9rNwHOfIa9y4cbj00kuxa9euI8ds2LABX/nKV1BZWYlhw4ahuroa//mf/9nrWoFAAD/4wQ8wadIk+P1+TJ48Gb/73e/ichRCDO58+uCDD/CFL3wBFRUV8Pv9qKysxHXXXYfm5uaYXgPNpy6Pvl6vv/56zGtPmTIFzzzzTJ9/Nnny5CPX8nq9qKiowNVXX41Dhw71iH/hhReivLwchYWFOPHEE3Hffff1G2/VqlVwHAcXXXRRTDchRJRsff8EAH/4wx9w6qmnYtiwYRg5cmTc6z9T75/uu+8+zJ49G8OHD0d5eTmuuuoqfPDBB3E5CiEiZON7KKDne52u189+9rO4/s6Zeg/V2NiIJUuWoLy8HH6/HzNmzMATTzwRl6NIP9qUGgKcfvrpaG1txRtvvHHkZ3/5y19wzDHH4NVXX0V7e/uRnz/33HOYOHEipk2bBgCYM2cOVqxYgU2bNuGPf/wjXNfF2WefjVAoBAAIhUI499xz0dHRgZdeegn33nsv7rnnHvyf//N/Yno9/fTTmDRpEqZPn97nn5933nkIBoNYs2YN1q1bh9mzZ+O8887DgQMHBrzuhx9+iBdffBHnn39+v8dcc801qK+vx/79+/E///M/2LNnDxYtWnTkz9etW4exY8di5cqVePvtt/GDH/wAS5cuxbJly3pc50tf+hKeffZZ3H333diyZQt+//vfY+bMmTH/7kKICIM5nzweDy688EI89thj2Lp1K+655x4888wz+MY3vhHTa6D59OlPfxr19fU9Xl//+tcxZcoUfOITnxjwurW1tTh06BDmzZvX7zE/+tGPUF9fj927d+O+++7Dn//8Z9xwww1H/vyll15CTU0NVq9ejdraWlx55ZX42te+hscff7zXtXbu3Ikbb7wRn/nMZ2L+nYUQPcnW90+rV6/G3/3d3+HKK6/Ehg0b8OKLL+KrX/1qzOtm6v3Tiy++iK997Wu4+uqr8fbbb+O///u/8dprr+Gaa66J6SiEiJKN76G66Hqv0/W6/vrrY143U++hOjo6cNZZZ2Hnzp146KGHsGXLFtx5550YP358TEcxSLhiSFBeXu7efPPNR/77n/7pn9wlS5a41dXV7nPPPXfk53/7t3/rXn755f1eZ8OGDS4Ad9u2ba7ruu4TTzzhejwe98CBA0eOueOOO9zi4mI3EAgM6HTVVVe53/ve9/r8s4aGBheA++c///nIz5qbm10A7tNPPz3gdf/rv/7LPfXUU/v983nz5rnf+ta3evzs//v//j93+PDhA1732muvdU8//fQj//3kk0+6JSUl7gcffDDgeUKIgRms+dQX//mf/+lOmDAhptNA8+loOjo63LKyMvdHP/pRzGN/9KMfuZdddlm/fz5p0iT3P/7jP3r87Mc//rF77LHHDnjdc845x73yyit7/CwYDLqf/vSn3bvuusu9/PLL3QsvvDCmnxCiJ9n2/qmzs9MdP368e9ddd8Xxt+tJpt4/3XLLLe7UqVN7HHPrrbe648ePT9hZiFwnG99D9fVeJx4y9R7qjjvucKdOnep2dHQk7CgGB90pNUQ4/fTTe3z07bnnnsNnP/tZzJs378jPDx8+jFdffRWnn356n9doa2vDihUrMGXKFFRWVgIAXn75ZZxwwgkYN27ckeM+//nPo7m5GW+//Xa/PuFwGI8//jguvPDCPv989OjRmDlzJv7rv/4LbW1tCAaD+O1vf4uxY8dizpw5A/5dH3vssX6v2xcffvghHnzwQZx66qkDHtfU1IRRo0b1iPOJT3wCv/jFLzB+/HjMmDEDN954Iw4fPhx3bCHE4M2no9m/fz8efvjhAX/DBsSeT0fz2GOP4YMPPsCVV14Z17GJzKd9+/bhf//3fxOeT0Dkt4Vjx47F1VdfHXc8IURPsu3905tvvol9+/bB4/HgpJNOQnl5OebPn4+//vWvMf+umXr/dNppp2HPnj144okn4LouDh48iIceegjnnHNO3LGFEBGy9T3Uz372M4wePRonnXQSbrnllrg+upyp91CPPfYYTjvtNCxZsgTjxo3D8ccfj5tuuunIXWTCAOtdMZEe7rzzTrewsNDt7Ox0m5ubXZ/P57733nvu/fff7/7t3/6t67qu++yzz7oA3F27dvU49/bbb3cLCwtdAO7MmTN77KBfc8017tlnn93j+La2NheA+8QTT/Tr8+KLL7pjx451Q6FQv8fs2bPHnTNnjus4juv1et3y8nL3zTffHPDv2d7e7o4YMcL961//2u8x8+bNc/Py8tzCwkJ3+PDhLgB3xowZ7o4dOwb09fl87h//+McjP/v85z/v+v1+99xzz3VfffVV9w9/+IM7adIk94orrhjQUQjRk8GaT118+ctfdocNG+YCcM8//3z38OHDA/rEM5+6M3/+fHf+/Pkxj9u7d6+bn5/vHjp0qN9jJk2a5Obn57uFhYVuQUGBC8A99dRTBzzngQcecPPz83vMvb/85S/u+PHj3YaGBtd1Xd0pJUSSZNv7p9///vcuAHfixInuQw895L7xxhvuV77yFXf06NED3tmdyfdPruu6Dz74oDtixAjX5/Mdmc26K0GIxMnG91C//OUv3eeee87dsGGDe8cdd7ilpaXud77znQGvm8n3UDNnznT9fr971VVXuW+88Ya7atUqd9SoUe4Pf/jDAR3F4KFNqSFCXV2dC8B96aWX3D/84Q9HbmPct2+f6/f73cOHD7v/+q//2ut2atd13cbGRnfr1q3u2rVr3fPPP989+eSTjwykZN9U/dM//ZN71VVX9fvn4XDYveCCC9z58+e7L7zwgrtu3Tr3m9/8pjt+/Hh3//79/Z73xBNP9Pl36M68efPcK664wq2rq3Pr6urcF154wT3nnHPcqqoqt7m5udfxGzdudMeMGeP++Mc/7vHzs846yy0oKHAbGxuP/Gz16tWu4zjuRx99NKCDECLKYM2nLurr691Nmza5//M//+Mee+yx7je/+c0BfWLNp+7s2bPH9Xg87kMPPRTz2F//+tfuGWecMeAxkyZNcn/wgx+4dXV17tatW91nn33WPfXUU91Pf/rTbjAY7HX8mjVr3OHDh7v33nvvkZ81Nze7kydP7jGDtSklRHJk2/un++67zwXg/va3vz3ys/b2dnfMmDHub37zm37Py+T7p7ffftstLy93f/GLX7gbNmxwn3rqKfeEE06Ie+4KIaJk83uoLu6++27X5/O57e3t/R6TqfdQruu6VVVVbmVlZY9zfvnLX7rHHHNMQn8vkT60KTWEmDBhgvvTn/7UvfHGG3sMlOnTp7vPPvus+zd/8zfu17/+9QGvEQgE3OHDh7v333+/67qu+6//+q/u7Nmzexyzfft2F8CAdzXNmjXLffTRR/v982eeecb1eDxuU1NTj59Pnz69x+emj+Yb3/iG++1vf3vAv0Nfz0Sor693Abh33nlnj5+//fbb7tixY91//ud/7nWdr33ta+60adN6/Oydd95xAbhbt24d0EEI0ZPBmE998Ze//MUFMODmdqz51J0f/ehHbllZWVy/4f/CF77g/upXvxrwmL6eh/Dyyy/3+Ty9559/3i0sLOzxj0/Xdd233nrLBeB6vd4jL8dxjtx1OtDzIoQQvcmm909r1qxxAbh/+ctfevz8lFNO6fO9TBeZfP+0aNEid8GCBT1+Fs9sFkL0Tba+h+rir3/9qwvA3bx5c7/HZOo9lOtGnr915pln9vjZE0884QKI+cw/MTjomVJDiNNPPx3PP/88nn/++R5fE/q3f/u3ePLJJ/Haa6/1+1njLtzIRiUCgQCAyHMBNm7ciPfee+/IMU8//TSKi4tx7LHH9nmNuro67Nq1C2eddVa/cT766CMAkW9+6I7H40E4HO7X7X//938T+qxxF16vFwB6PA/q7bffxumnn47LL78cP/3pT3udM3fuXOzfvx+tra1HfrZ161Z4PB5MmDAhYQchcpnBmE990TU/+jsmnvnUPd6KFSvwta99DXl5eQMe29raiueeey5t8+n555/Hueeei5///OdYvHhxj+NnzZqFjRs3Yv369UdeF1xwAU4//XSsX7++3+dFCCH6JpveP82ZMwd+vx9btmw58rPOzk7s3LkTkyZN6tctk++fPvroo17v77qu47puwg5C5DrZ+B6qO+vXr4fH48HYsWP7/PNMvocCIv/G27ZtW49/c27duhXl5eXIz89P2EGkAZu9MDEY/O53v3OHDRvm+ny+Ht/2cu+997pFRUW9dr7fffdd96abbnLfeOMNd9euXe6LL77onn/++e6oUaPcgwcPuq4b+Xan448/3j377LPd9evXu0899ZRbVlbmLl26tF+PW265xT3//PMHdG1oaHBHjx7tXnzxxe769evdLVu2uDfeeKObl5fnrl+/vs9zXn/9dXfkyJFuZ2fngNeeN2+ee80117j19fVufX29u379eveSSy5xCwoKjuzQb9y40S0rK3MXLVp05Lj6+nr3vffeO3KdlpYWd8KECe6CBQvct99+2127dq1bVVUV8zcRQojeDMZ8+sMf/uD+7ne/czdu3Oju2LHDffzxx93q6mp37ty5/XrEM5+6eOaZZ1wA7qZNm2Ie+9///d/uCSecEPO4SZMmuT/60Y/c+vp6d//+/e6rr77qzps3zy0rK3Pff/9913Wjt5svXbq0x3wa6Hkx+vieEMmTTe+fXNd1v/Wtb7njx493//jHP7qbN292r776anfs2LHuhx9+2OfxmX7/tGLFCtfn87m//vWv3Xfffdd94YUX3E984hPuKaecEvPvJoToTTa9h3rppZfc//iP/3DXr1/vvvvuu+7KlSvdsrIy92tf+1q/52T6PdTu3bvdoqIi97rrrnO3bNniPv744+7YsWPdn/zkJzEdxOCgTakhxI4dO1wA7qxZs3r8fOfOnUcecNedffv2ufPnz3fHjh3r5uXluRMmTHC/+tWv9rq1cufOne78+fPdYcOGuWPGjHH/8R//ccA3Nn/zN3/T6zbvvnj99dfds88+2x01apRbVFTkfupTnxrwOQv/8i//4i5cuDDmdefNm+cCOPIaOXKkO2/ePHfNmjVHjvm3f/u3Hsd0vSZNmtTjWps2bXI/97nPucOGDXMnTJjg/sM//IOeJyVEEgzGfFqzZo172mmnuSUlJW5BQYFbVVXlfu973xvwgZfxzifXdd2vfOUr7qc//em4jl20aJH7gx/8IOZxkyZN6jFzysrK3HPOOcd96623jhxz+eWX9zmf5s2b1+91tSklRPJk2/unjo4O9x//8R/dsWPHukVFRe7nPve5AR9gbvH+6dZbb3WPPfZYd9iwYW55ebm7cOFCd+/evTEdhBC9yab3UOvWrXNPPfXUI9etrq52b7rppgGfJ2XxHuqll15yTz31VNfv97tTp051f/rTn/b5XCqRGRzX1X20In28//77KC8vx969e3t8DXI6qKmpwb/8y7/gS1/6UlqvK4TIDQZrPgWDQYwbNw5PPvkkTjnllLRdVwiRO+j9kxCCGb2HEoOJnikl0sqHH36If//3f0/7G6qOjg5ccsklmD9/flqvK4TIHQZrPn344Yf4zne+g09+8pNpva4QInfQ+ychBDN6DyUGE90pJYQQQgghhBBCCCEyju6UEkIIIYQQQgghhBAZR5tSQgghhBBCCCGEECLjaFNKCCGEEEIIIYQQQmQcbUoJIYQQQgghhBBCiIyjTSkhhBBCCCGEEEIIkXG0KSWEEEIIIYQQQgghMo42pYQQQgghhBBCCCFExtGmlBBCCCGEEEIIIYTIONqUEkIIIYQQQgghhBAZR5tSQgghhBBCCCGEECLjaFNKCCGEEEIIIYQQQmQcbUoJIYQQQgghhBBCiIyjTSkhhBBCCCGEEEIIkXG0KSWEEEIIIYQQQgghMo4v0wHD4TD279+PoqIiOI6T6fBCCEJc10VLSwsqKirg8djtlWs+CSH6gmFGaT4JIfpC80kIwUq88ynjm1L79+9HZWVlpsMKIbKAPXv2YMKECWbxNZ+EEANhOaM0n4QQA6H5JIRgJdZ8yvimVFFRUfQ/hnszHR74KGQbXw5yYHOwjt/Nocd8MMB8PgFU9TBzsI4vBzn042A5ozSf5EATXw6UDppPPLWQgxzM45M5xJpPGd+UOnJL53AvSq6synR4NN+zDW5bEE6hD8VXTM94fDnIgc3BOj4ANK2oAz4Kmd/ybT2fAI56WDtYx5eDHI6GYUZpPsmBJb4cuBw0nyIw1EIOcmCJz+IQ73zSg86FEEIIIYQQQgghRMbRppQQQgghhBBCCCEEEY7rWitkhIx/fE8IIYQQQgghhBBCRJnd0I6Fmxpx2v7DmHkogPww0OEBtoz04+WKYbivuhQbygqsNdNOVm1K1UyoRtW4KRhRUIjW9jbUHdyB2r2bMuoQamhH6FAH0BkG8jzwjsyHN8ONIQf7+CwODDCsSwYY8sDQk3LgcLCOzwLDumTBOhcMPSkHOTBhvSaZYMiFtYN1fDnYOkxp7MCyNfWYW38YnQ6QN/tE4KxZQFER8ltacMLmzZi1YT0Wb2zEi+XDcN0Z5dhRmj+oTpnMA/2mVEGeH5fMOQeL5y3C7Mpje/35hj3vYPnalVi97gm0dwYGxcENhtFZ14xA7SGE3+8dwzPGD3/NSORVFcPxDc4nIuVgH5/FgQGGdckAQx4YelIOHA7W8VlgWJcsWOeCoSflIAcmrNckEwy5sHawji8HDocFW5tw+5oD8Ob7gSuuQN4NNwAnndTruLy33gJuvRWnPrAKr6zagWvPKMfqGcVpdbHKg+O6mf2gYnNzM0pKSuL6doZpYyfjkSV3oXJUBcJuGF5P768yDIVD8Dge7PlwPy5adjW2N+waOH6CT6EPNXag7bHdcFuCMY91inwovGAivDF2LeWQuMNgxM9Gh8Eg0fiDsS67vpmhqakJxcXpHa6JYD2fgOzrSevZIIfBi5+ow2CRiMNgrUuGGZXIfALs30Mx9ORQdci2+cTiMBhoPkXItvnE4MDwPlIOg+cQb/wFW5uw/Ol6oKoKnj/9CZg0CQiHAW9vB4RCgMcD7NqF8FlnAdu2YfFZ5XhoRknKOQBs/41H+2uIaWMn45kbV6GidBwcx+kzKQDg9XjhOA4qSsfh2e8+gKllk9LmEGrsQOtDO+G2xv4fKAC4rUG0PrQTocYOOaTRwTo+iwMDDOuSAYY8MPSkHDgcrOOzwLAuWbDOBUNPykEOTFivSSYYcmHtYB1fDhwOUxs7cPuaA5ENqVdeAcaPBxyn7w0pIPJzxwHGj4fn1VeB6dNx+5oDmJKGWWldi4Q3pf785z/j/PPPR0VFBRzHwaOPPpoWke4U5PnxyJK7UOQvhM8b3ycMfV4fivyFePS6u1GQ50/ZwQ2G0fbYbqAjDMR7L5kLoCNynhsMyyENDtbxWRwYYFiXsdB8GugkDLl1IQf7+CwwrMtYZGI+Afa5YOhJOciBCes1GQ+5Mp8YHKzjy4HH4bY19fDk+yN3SBUVAXl58Z2YlwcUFcHz9NPw5vuxbE19Sh7WeQCS2JRqa2vD7Nmzcfvtt6ccvD8umXMOKkdVxJ2ULnxeHyaOHo+LT56fskNnXXPkFuNEP9zoAm5LEJ11zXJIg4N1fBYHBhjWZSw0n2IwxNaFHOzjs8CwLmORifkE2OeCoSflIAcmrNdkPOTKfGJwsI4vBw6H2e+1Y279YeRd9uXIR/bi3ZDqIi8PmDwZvi9dhrn1hzG7oT1pF4ZaJLwpNX/+fPzkJz/BF7/4xZSD98fieYsQdpP7zUgoHMLieYtSdgjUHjI9Xw4c57M4MMCwLmOh+ZSZ8+XA42B9PgsM6zIWmZhPgH0uGHpSDnJgwnpNxkOuzCcGB+v4cuBwWLi5EZ0OgBtuiDxDKimJEHD99eh0gIWbGpN2YagF3TOlaiZUY3blsf1+jjEWXo8XJ048DjUTqpN2CDW09/mtIIkQfj+AUAo7lnKwj8/iwADDumSAIQ8MPSkHDgfr+CwwrEsWrHPB0JNykAMT1muSCYZcWDtYx5cDj8Np+w8jb/aJkW/Z6+8ZUjElvMCcOcibfSI+VX84qUtY56GLQd+UCgQCaG5u7vEaiKpxU9ISd3oK1wkdSt/DZ+WQvIN1fBYHBhjW5WCg+SSHbHawjs8Cw7ocDBKdT4B9Lhh6Ug5yYMJ6TQ4W2TifGBys48uBx2HmoQAwa1ZaHDBzJmZ9mNwvAKzz0MWgb0rdfPPNKCkpOfKqrKwc8PgRBYVpiVuUynU60/RQxY4UriMH+/gsDgRQrMtBQPNJDlntYB2fBIp1OQgkOp8Aglww9KQc5ECE+ZocJLJyPhE4WMeXA4eD47rIDyPycPN0UFyM/HDkuonCUAsgA5tSS5cuRVNT05HXnj17Bjy+tb0tLXFbUrlOXprSkp/CdeRgH5/FgQCKdTkIaD7JIasdrOOTQLEuB4FE5xNAkAuGnpSDHIgwX5ODRFbOJwIH6/hy4HBwHQcdHgAtLWlxQHMzOjyR6yYKQy0AILFHrCeB3++H3x//1wTWHdyRlrh1B7Ynfa53ZH5aHLylyV9HDvbxWRwYYFiXg4Hmkxyy2cE6PgsM63IwSHQ+Afa5YOhJOciBCes1OVhk43xicLCOLwcehy0j/Thh8+a0OGDzZmweldh67MI6D10k/KuH1tZWrF+/HuvXrwcA7NixA+vXr8fu3btTEumidu8mbNjzDkLhUFLnh8IhrN/9NjbuS77I3rICeMYkV9guPGP88JYVyCEFB+v4LA4MMKzLeNB8io+hsC7kYB+fBYZ1GQ+DPZ8A+1ww9KQc5MCE9ZqMl1yYTwwO1vHlwOPwcsUwdG5YD7z1VuRb9JKSCAHr1qGzdgNeKR+W1CWs89BFwptSb7zxBk466SScdNJJAIB/+Id/wEknnYT/83/+T0oi3Vm+diU8TnK36no9XixfuzJlB3/NSNPz5cBxPosDAwzrMhaaT5k5Xw48Dtbns8CwLmORifkE2OeCoSflIAcmrNdkPOTKfGJwsI4vBw6H+6pLkecCuPVWwJPkR5S9XuC225DnRq6XLAy1SDj6Zz/7Wbiu2+t1zz33pCzTxep1T2DPh/sRDAUTOi8YCmL3B/vw8JtPpuyQV1UMp8gHJPrRTAdwinzIqyqWQxocrOOzODDAsC5jofkUgyG2LuRgH58FhnUZi0zMJ8A+Fww9KQc5MGG9JuMhV+YTg4N1fDlwOGwoK8CL5cMQfGAVsGsX0NmZ2AU6O4GdOxF88AG8WD4MG1K4o5ShFpRPDmzvDOCLt38dLYG2uJMTDAXREmjDRcuuRntncl+J2B3H50HhBRMjD1eM93+kDoD8yHmOL/XUysE+PosDAwzrkgGGPDD0pBw4HKzjs8CwLlmwzgVDT8pBDkxYr0kmGHJh7WAdXw48DtedUY5QRwDhs8+OPPQ83o2pzk6gpQXhs85CqCOA684oT8nDOg8A6aYUALz73k6cectl2N94EAD6/Zxj18/3Nx7Embdchu0Nu9Lm4C3Nx4gFk+GMiO958M4IH0YsmJzWBzLKwT4+iwMDDOuSAYY8MPSkHDgcrOOzwLAuWbDOBUNPykEOTFivSSYYcmHtYB1fDhwOO0rzce0Z5UBdHcKnngrs2/dxsH6e79T18337Isdv24ZrzyjHjjTMSutaDPq376XC9oZdOOUn5+Lik+dj8bxFOHHicb2O2bh3M5avXYmH33xyUH6T4C3NR9FXp6KzrhmB2kMIv987hmeMH/6akZFblAfhNzpysI/P4sAAw7pkgCEPDD0pBw4H6/gsMKxLFqxzwdCTcpADE9ZrkgmGXFg7WMeXA4fD6hnFcODi9jXvwntsNXxfugy4/npgzpzeB69fD9x2G4IPPoBQRwDXnlWB1TPS9xFnyzxQb0oBkdvJ7n/1Udz/6qOomVCN6eOmoKigEC3tbdh2cAdq924adAfH50F+dSnyq0sRamhHqLED6AgD+R54S/Mz8q0gcrCPz+LAAMO6ZIAhDww9KQcOB+v4LDCsSxasc8HQk3KQAxPWa5IJhlxYO1jHlwOHw0MzSrBu7DAsW1OPuffei87/uhd5s08EZs4EiouB5mZgyxZ0bliPPBd4pWIYrj99SlrukDoaqzzQb0p1p3bvJvNh7S0rMP+fphzs47M4MMCwLhlgyANDT8qBw8E6PgsM65IF61ww9KQc5MCE9ZpkgiEX1g7W8eVg67CjNB/nXjwJsxvasXBTIz61dxNm1a5Hfhjo8ACbR/nxyvGluK+6NKWHmidCJvOQVZtSQgghhBBCCCGEEEONDWUF2FB2zJH/dlwXrpPo15dmH0PvA9tCCCGEEEIIIYQQWUwubEgB2pQSQgghhBBCCCGEEAY4ruu6mQzY3NyMkpKSSPDCzH960P0oCLgAHMAZbvPpRTnIgcnBOj4AuG1BAEBTUxOKi9P3LRKJYj2fAJJ6qCflIIeeDgQzSvNJDizx5UDmoPkEgKQWcpADSXwahzjnk+kzpbokbYIbx5eDHNgcrOOTYZ4LhnpYO1jHl4McSDHPA0Mt5GAfXw5cDiSY54GhFnKQA0t8FocYmG5K6U4pOcjB3sE6PsA5KPWbPjsH6/hykEMvB7IZpfmU2w7W8eVA5qD5BICkFnKQA0l8Goc455PdptRwL4qvmJ7xsM33bIPbFoQz3GcSXw5yYHOwjg8ATSvqgI9CJrH7xGg+ARz1sHawji8HORwN1YzSfMp5B+v4cuBy0HyKwFALOciBJT6LQ7zzSQ86F0IIIYQQQgghhBAZR5tSQgghhBBCCCGEECLjaFNKCCGEEEIIIYQQQmQc0wedJ0rNhGpUjZuCEQWFaG1vQ93BHajdu0kOOegQamhH6FAH0BkG8jzwjsyHt6wgY/FZHBiw7gUWGPIgBx4H6/lgHZ8Fhl5gwToX1vHlEIVhPjA4WMPQCyww5MLawTo+iwPDbGDIAwOZzAP9plRBnh+XzDkHi+ctwuzKY3v9+YY972D52pVYve4JtHcG5DCEHdxgGJ11zQjUHkL4/d7X94zxw18zEnlVxXB8g3MTIIMDA9a9wAJDHuTA42A9H6zjs8DQCyxY58I6vhyiMMwHBgdrGHqBBYZcWDtYx2dxYJgNDHlgwCoPjuu6btquFgfNzc0oKSkBhntRcmXVgMdOGzsZjyy5C5WjKhB2w/B6vL2OCYVD8Dge7PlwPy5adjW2N+waOH7XU+gL43sKvRw4HEKNHWh7bDfclthfK+kU+VB4wUR4S/NjHpttDoMBQy90fTNDU1MTiouLk/67pIr1fAISq8dQdWDoyUQdBmM+aD4l7jBYa4JhRiUynwD7dTFU5xODQ7bNJxaHwcC6FwDNpyMOWfbeYajOp0QdGN6/WPfCYMGwJuKdT7S/hpg2djKeuXEVKkrHwXGcPpMCAF6PF47joKJ0HJ797gOYWjZJDkPMIdTYgdaHdsJtjT2sAMBtDaL1oZ0INXakJT6LAwPWvcACQx7kwONgPR+s47PA0AssWOfCOr4cojDMBwYHaxh6gQWGXFg7WMdncWCYDQx5YMA6D5SbUgV5fjyy5C4U+Qvh88b3CUOf14cifyEeve5uFOT55TBEHNxgGG2P7QY6wkC89/S5ADoi57nBcErxWRwYsO4FFhjyIAceB+v5YB2fBYZeYME6F9bx5RCFYT4wOFjD0AssMOTC2sE6PosDw2xgyAMDDHlIaFPq5ptvxic/+UkUFRVh7NixuOiii7Bly5aUJY7mkjnnoHJURdxJ6cLn9WHi6PG4+OT5chgiDp11zZHbORP9kKkLuC1BdNY1pxSfxYEB616IheaTHCwcrOeDdXwWGHohFrkyo6zjyyEKw3xgcLCGoRdikSvzicHBOj6LA8NsYMgDAwx5SGhTau3atViyZAleeeUVPP300+js7MTZZ5+Ntra2lEW6s3jeIoTd5HY/Q+EQFs9bJIch4hCoPWR6PosDA9a9EAvNJzlYOFjPB+vzWWDohVjkyoyyji+HKAzzgcHBGoZeiEWuzCcGB+v4LA4Ms4EhDwww5CGhTamnnnoKV1xxBY477jjMnj0b99xzD3bv3o1169alLNJFzYRqzK48tt/PMcbC6/HixInHoWZCtRyy3CHU0N7nNzAkQvj9AEIN7Umfz+DAgHUvxIPmkxwy7WA9H6zjs8DQC/GQCzPKOr4cojDMBwYHaxh6IR5yYT4xOFjHZ3FgmA0MeWCAJQ8pPVOqqakJADBq1Kh+jwkEAmhubu7xGoiqcVNSUTrC9BSuIwcOh9Ch9D0EOOlzCRwYsO6FZNB8ksNgO1jPB+v4LDD0QjLEmlGJzifAPhfW8eUQhWE+MDhYw9ALyTAU5xODg3V8FgeG2cCQBwZY8pD0plQ4HMa3v/1tzJ07F8cff3y/x918880oKSk58qqsrBzwuiMKCpNV6kFRCteRA4lDZ5oebtmRwnUYHAgw74UE0XySQyYczOeDdXwSKHohQeKZUYnOJ8A+F9bx5dANhvnA4GAMRS8kyFCdTwwO1vFZHBhmA0UeCGDJQ9KbUkuWLMFf//pXrFq1asDjli5diqampiOvPXv2DHh8a3t6PrvcksJ15EDikJemL4fMT+E6DA4EmPdCgmg+ySETDubzwTo+CRS9kCDxzKhE5xNgnwvr+HLoBsN8YHAwhqIXEmSozicGB+v4LA4Ms4EiDwSw5CGxR6x/zHXXXYfHH38cf/7znzFhwoQBj/X7/fD74/+awLqDO5JR6n2dA9uTP1cOFA7ekflpie8tTf46DA4MWPdCImg+ySFTDtbzwTo+Cwy9kAjxzqhE5xNgnwvr+HKIwjAfGBysYeiFRBjK84nBwTo+iwPDbGDIAwMseUhoe9F1XVx33XV45JFHsGbNGkyZkv7PUNbu3YQNe95BKBxK6vxQOIT1u9/Gxn2b5ZDlDt6yAnjGJPY/vKPxjPHDW1aQ9PkMDgxY90I8aD7JIdMO1vPBOj4LDL0QD7kwo6zjyyEKw3xgcLCGoRfiIRfmE4ODdXwWB4bZwJAHBljykNCm1JIlS7By5Urcf//9KCoqwoEDB3DgwAEcPnw4JYmjWb52JTxOcrfjeT1eLF+7Ug5DxMFfM9L0fBYHBqx7IRaaT3KwcLCeD9bns8DQC7HIlRllHV8OURjmA4ODNQy9EItcmU8MDtbxWRwYZgNDHhhgyENC0e+44w40NTXhs5/9LMrLy4+8HnjggZRFurN63RPY8+F+BEPBhM4LhoLY/cE+PPzmk3IYIg55VcVwinyAk+CJDuAU+ZBXVZxSfBYHBqx7IRaaT3KwcLCeD9bxWWDohVjkyoyyji+HKAzzgcHBGoZeiEWuzCcGB+v4LA4Ms4EhDwww5CHhj+/19briiitSFulOe2cAX7z962gJtMWdnGAoiJZAGy5adjXaOwNyGCIOjs+DwgsmRh5kF+/QcgDkR85zfKk/SI/BgQHrXoiF5pMcLBys54N1fBYYeiEWuTKjrOPLIQrDfGBwsIahF2KRK/OJwcE6PosDw2xgyAMDDHmgnfTvvrcTZ95yGfY3HgSAfj/n2PXz/Y0HceYtl2F7wy45DDEHb2k+RiyYDGdEfM/ld0b4MGLB5LQ+GJPBgQHrXmCBIQ9y4HGwng/W8Vlg6AUWrHNhHV8OURjmA4ODNQy9wAJDLqwdrOOzODDMBoY8MGCdh6S+fS9TbG/YhVN+ci4uPnk+Fs9bhBMnHtfrmI17N2P52pV4+M0nB2W3Ug4cDt7SfBR9dSo665oRqD2E8Pu9r+8Z44e/ZmTkdtBB+M0agwMD1r3AAkMe5MDjYD0frOOzwNALLFjnwjq+HKIwzAcGB2sYeoEFhlxYO1jHZ3FgmA0MeWDAMg/Um1JA5Hay+199FPe/+ihqJlRj+rgpKCooREt7G7Yd3IHavZvkkCMOjs+D/OpS5FeXItTQjlBjB9ARBvI98JbmZ+TbWRgcGLDuBRYY8iAHHgfr+WAdnwWGXmDBOhfW8eUQhWE+MDhYw9ALLDDkwtrBOj6LA8NsYMgDA1Z5oN+U6k7t3k3mDSEHDgdvWYH5mxcGBwase4EFhjzIgcfBej5Yx2eBoRdYsM6FdXw5RGGYDwwO1jD0AgsMubB2sI7P4sAwGxjywEAm8zD07o0VQgghhBBCCCGEEPRoU0oIIYQQQgghhBBCZBxtSgkhhBBCCCGEEEKIjOO4rutmMmBzczNKSkoiwQsz/0gr96Mg4AJwAGe4zSO15CAHJgfr+ADgtgUBAE1NTSguLjZxAOznE0BSD/WkHOTQ04FgRmk+yYElvhzIHDSfAJDUQg5yIIlP4xDnfDJ90HmXpE1w4/hykAObg3V8MsxzwVAPawfr+HKQAynmeWCohRzs48uBy4EE8zww1EIOcmCJz+IQA9NNKd0pJQc52DtYxwc4B6V+02fnYB1fDnLo5UA2ozSfctvBOr4cyBw0nwCQ1EIOciCJT+MQ53yy25Qa7kXxFdMzHrb5nm1w24JwhvtM4stBDmwO1vEBoGlFHfBRyCR2nxjNJ4CjHtYO1vHlIIejoZpRmk8572AdXw5cDppPERhqIQc5sMRncYh3PulB50IIIYQQQgghhBAi42hTSgghhBBCCCGEEEJkHG1KCSGEEEIIIYQQQoiMY/qg80SpmVCNqnFTMKKgEK3tbag7uAO1ezdl1CHU0I7QoQ6gMwzkeeAdmQ9vWUFGHRjyYO3AUAc5RLDuBRYY8qB+4HGwroV1fBYHhl5gwToX6gceB4ZayIGjF1hgyIX6QQ5dWPcCi0Mma0G/KVWQ58clc87B4nmLMLvy2F5/vmHPO1i+diVWr3sC7Z2BQXFwg2F01jUjUHsI4fd7x/CM8cNfMxJ5VcVwfINz8xlDHqwdGOoghwjWvcACQx7UDzwO1rWwjs/iwNALLFjnQv3A48BQCzlw9AILDLlQP8ihC+teYHGwqoXjuq6btqvFQXNzM0pKSoDhXpRcWTXgsdPGTsYjS+5C5agKhN0wvB5vr2NC4RA8jgd7PtyPi5Zdje0NuwaO3/UU+sL4nkIfauxA22O74bbE/jpDp8iHwgsmwluan1YHhjxYOwxGHeSQeHxgcHqh65sZmpqaUFxcHNNhsLCeT4B9PyTqYD0bWBys1yZDLzA4DNa6ZJhRicwnwH5dDOV+sHbItvkkhwiaT1G0LobufMpGB+teYHGw/Dce7TOlpo2djGduXIWK0nFwHKfPpACA1+OF4zioKB2HZ7/7AKaWTUqbQ6ixA60P7YTbGrs5AMBtDaL1oZ0INXakzYEhD9YODHWQQwTrXmCBIQ/qBx4H61pYx2dxYOgFFqxzoX7gcWCohRw4eoEFhlyoH+TQhXUvsDhY14JyU6ogz49HltyFIn8hfN74PmHo8/pQ5C/Eo9fdjYI8f8oObjCMtsd2Ax1hIN57yVwAHZHz3GA4ZQeGPFg7MNRBDhGse4EFhjyoH3gcrGthHZ/FgaEXWLDOhfqBx4GhFnLg6AUWGHKhfpBDF9a9wOLAUIuENqXuuOMO1NTUoLi4GMXFxTjttNPw5JNPpixxNJfMOQeVoyriTkoXPq8PE0ePx8Unz0/ZobOuOXL7XKIfbnQBtyWIzrrmlB0Y8mDtwFAHOUSw7oVYaD7FwRDrBwYH61pYx2dxYOiFWOTKjFI/8Dgw1EIOHL0Qi1yZT4D6QQ5RrHuBxYGhFgltSk2YMAE/+9nPsG7dOrzxxhs444wzcOGFF+Ltt99OWaQ7i+ctQthNbtcvFA5h8bxFKTsEag+Zng9w5MHagaEOcohg3Qux0HzK3PkARx4YHKxrYX0+iwNDL8QiV2aU+oHHgaEWcuDohVjkynwC1A9yiGLdCywODLVIaFPq/PPPxznnnIOqqirMmDEDP/3pTzFixAi88sorKYt0UTOhGrMrj+33c4yx8Hq8OHHicaiZUJ20Q6ihvc8n3idC+P0AQg3tSZ/PkAdrB4Y6yCGCdS/Eg+ZT/AyFfmBwsK6FdXwWB4ZeiIdcmFHqBx4HhlrIgaMX4iEX5hOgfpBDFOteYHFgqAWQwjOlQqEQVq1ahba2Npx22mn9HhcIBNDc3NzjNRBV46Ykq9SD6SlcJ3QofQ+fTRaGPFg7MNRBDhGseyFRNJ/iuE6W9wODg3UtrOOzODD0QqLEM6MSnU+AfS7UDzwODLWQA0cvJMpQnU+A+kEOUax7gcWBoRZAEptSGzduxIgRI+D3+/GNb3wDjzzyCI499th+j7/55ptRUlJy5FVZWTng9UcUFCaq1CdFqVynM/UHhgGIPLAsSRjyYO5AUAc5RDDvhTjRfEqALO8HBgfzWljHJ3Gg6IU4SWRGJTqfAIJcqB9oHBhqIQeSXoiTIT+fAPWDHKJoPgEgqQWS2JSaOXMm1q9fj1dffRXf/OY3cfnll+Odd97p9/ilS5eiqanpyGvPnj0DXr+1vS1RpT5pSeU6eWn6UsL85K/DkAdzB4I6yCGCeS/EieZTAmR5PzA4mNfCOj6JA0UvxEkiMyrR+QQQ5EL9QOPAUAs5kPRCnAz5+QSoH+QQRfMJAEktACT2iHUA+fn5mD59OgBgzpw5eP311/Gf//mf+O1vf9vn8X6/H35//F8TWHdwR6JKfV/nwPakz/WOzE+Lg7c0+esw5MHagaEOcohg3QvxovmUwHWyvB8YHKxrYR2fxYGhF+IlkRmV6HwC7HOhfuBxYKiFHDh6IV6G+nwC1A9yiGLdCywODLUAUnimVBfhcBiBQGoP6OpO7d5N2LDnHYTCoaTOD4VDWL/7bWzctzlpB29ZATxjEhu0R+MZ44e3rCDp8xnyYO3AUAc5RLDuhWTRfOqbodAPDA7WtbCOz+LA0AvJMtRmlPqBx4GhFnLg6IVkGWrzCVA/yCGKdS+wODDUAkhwU2rp0qX485//jJ07d2Ljxo1YunQpnn/+eSxcuDAliaNZvnYlPE5y+2VejxfL165M2cFfM9L0fIAjD9YODHWQQwTrXoiF5lPmzgc48sDgYF0L6/NZHBh6IRa5MqPUDzwODLWQA0cvxCJX5hOgfpBDFOteYHFgqEVC0d977z187Wtfw8yZM3HmmWfi9ddfxx//+EecddZZKYt0Z/W6J7Dnw/0IhoIJnRcMBbH7g314+M0nU3bIqyqGU+QDnARPdACnyIe8quKUHRjyYO3AUAc5RLDuhVhoPsXBEOsHBgfrWljHZ3Fg6IVY5MqMUj/wODDUQg4cvRCLXJlPgPpBDlGse4HFgaEWCW1K3X333di5cycCgQDee+89PPPMM2kfVgDQ3hnAF2//OloCbXEnJxgKoiXQhouWXY32ztRvNXV8HhReMDHy4LB4m8QBkB85z/Gl/uAyhjxYOzDUQQ4RrHshFppPsU7CkOsHBgfrWljHZ3Fg6IVY5MqMUj/wODDUQg4cvRCLXJlPgPpBDlGse4HFgaEWaXrke/p5972dOPOWy7C/8SAA9Ps5x66f7288iDNvuQzbG3alzcFbmo8RCybDGRHf8+CdET6MWDA5pYeNHQ1DHqwdGOoghwjWvcACQx7UDzwO1rWwjs/iwNALLFjnQv3A48BQCzlw9AILDLlQP8ihC+teYHGwrkXC376XSbY37MIpPzkXF588H4vnLcKJE4/rdczGvZuxfO1KPPzmk4PymwRvaT6KvjoVnXXNCNQeQvj93jE8Y/zw14yM3H6Xht3Ko2HIg7UDQx3kEMG6F1hgyIP6gcfBuhbW8VkcGHqBBetcqB94HBhqIQeOXmCBIRfqBzl0Yd0LLA6WtaDelAIit5Pd/+qjuP/VR1EzoRrTx01BUUEhWtrbsO3gDtTu3TToDo7Pg/zqUuRXlyLU0I5QYwfQEQbyPfCW5qf0xPt4YciDtQNDHeQQwboXWGDIg/qBx8G6FtbxWRwYeoEF61yoH3gcGGohB45eYIEhF+oHOXRh3QssDla1oN+U6k7t3k3mw9pbVpCRhhgIhjxYOzDUQQ4RrHuBBYY8qB94HKxrYR2fxYGhF1iwzoX6gceBoRZy4OgFFhhyoX6QQxfWvcDikMla0D5TSgghhBBCCCGEEEIMXbQpJYQQQgghhBBCCCEyjjalhBBCCCGEEEIIIUTGcVzXdTMZsLm5GSUlJZHghZl/pJX7URBwATiAM9zmkVpykAOTg3V8AHDbggCApqYmFBcXmzgA9vMJIKmHelIOcujpQDCjNJ/kwBJfDmQOmk8ASGohBzmQxKdxiHM+mT7ovEvSJrhxfDnIgc3BOj4Z5rlgqIe1g3V8OciBFPM8MNRCDvbx5cDlQIJ5HhhqIQc5sMRncYiB6aaU7pSSgxzsHazjA5yDUr/ps3Owji8HOfRyIJtRmk+57WAdXw5kDppPAEhqIQc5kMSncYhzPtltSg33oviK6RkP23zPNrhtQTjDfSbx5SAHNgfr+ADQtKIO+ChkErtPjOYTwFEPawfr+HKQw9FQzSjNp5x3sI4vBy4HzacIDLWQgxxY4rM4xDuf9KBzIYQQQgghhBBCCJFxtCklhBBCCCGEEEIIITKONqWEEEIIIYQQQgghRMYxfdB5otRMqEbVuCkYUVCI1vY21B3cgdq9m+Rg4BBqaEfoUAfQGQbyPPCOzIe3rCBn4sshCkM/MsCQBzlEYFgX1g7W8VkcGPqRBetcWMdncWBYF3LgcGDoRxYYcmHtYB2fxcF6XcohSib7gX5TqiDPj0vmnIPF8xZhduWxvf58w553sHztSqxe9wTaOwNyGEQHNxhGZ10zArWHEH6/dwzPGD/8NSORV1UMx5f+m/Cs48shCkM/MsCQBzlEYFgX1g7W8VkcGPqRBetcWMdncWBYF3LgcGDoRxYYcmHtYB2fxcF6XcohilU/OK7rumm7Whw0NzejpKQEGO5FyZVVAx47bexkPLLkLlSOqkDYDcPr8fY6JhQOweN4sOfD/bho2dXY3rBr4PhdT6EvjO8p9HL4+PqNHWh7bDfclthf6+gU+VB4wUR4S/PT5jAY8eWQeHxgcPqx65sZmpqaUFxcHNNhsLCeT0Bi9RiqDtk2nxgchup8StRhsNYEw4xKZD4B9mtzqM6nRB2sZ4MceBw0n6JYzycGB4b5xODA8N7BejawOFj+G4/2mVLTxk7GMzeuQkXpODiO02dSAMDr8cJxHFSUjsOz330AU8smySHNDqHGDrQ+tBNua+xFAgBuaxCtD+1EqLFjSMSXQxSGfmSAIQ9yiMCwLqwdrOOzODD0IwvWubCOz+LAsC7kwOHA0I8sMOTC2sE6PouD9bqUQxTrfqDclCrI8+ORJXehyF8Inze+Txj6vD4U+Qvx6HV3oyDPL4c0ObjBMNoe2w10hIF476lzAXREznOD4ayOL4coDP3IAEMe5BCBYV1YO1jHZ3Fg6EcWrHNhHZ/FgWFdyIHDgaEfWWDIhbWDdXwWB+t1KYcoDP2Q0qbUz372MziOg29/+9spi3TnkjnnoHJURdxJ6cLn9WHi6PG4+OT5ckiTQ2ddc+Q2wkQ/5OkCbksQnXXNWR1fDlEY+jERNJ+GvgPDurB2sI7P4sDQj4kwWPMJsM+FdXwWB4Z1IQcOB4Z+TBS9hxo8B+v4LA7W61IOURj6IelNqddffx2//e1vUVNTk7LE0SyetwhhN7ldv1A4hMXzFskhTQ6B2kM5fb4cojD0Y7xoPuWGA8O6sHawPp/FgaEf42Uw5xNgnwvr+CwODOtCDhwODP2YCHoPNbgO1vFZHKzXpRyiMPRDUptSra2tWLhwIe68806MHDkyZYnu1EyoxuzKY/v9HGMsvB4vTpx4HGomVMshRYdQQ3ufT/5PhPD7AYQa2rMyvhyiMPRjvGg+5YYDw7qwdrCOz+LA0I/xMpjzCbDPhXV8FgeGdSEHDgeGfkwEvYcaXAfr+CwO1utSDlEY+gFIclNqyZIlOPfcc/G5z30u5rGBQADNzc09XgNRNW5KMkq9mJ7CdeQQIXQofQ/hzcb4cojC0I/xovmUGw4M68LawTo+iwNDP8bLYM4nwD4X1vFZHBjWhRw4HBj6MRHinVHZOJ8YHKzjszhYr0s5RGHoBwBI7IODAFatWoU333wTr7/+elzH33zzzfi///f/xn39EQWFiSr1SVEK15HDx3Sm/uA0AJEHt2VjfDkcgaIf40DzKXccGNaFuYN1fBIHin6Mg8GeT4B9LqzjszgwrAs5cDhQ9GOcJDKjsnE+MThYx2dxsF6XcohC0Q9I8E6pPXv24Fvf+hbuu+8+FBQUxHXO0qVL0dTUdOS1Z8+eAY9vbW9LRKlfWlK4jhw+Ji9NX86Yn+R1rOPL4QgU/RgDzafccmBYF+YO1vFJHCj6MQaZmE+AfS6s47M4MKwLOXA4UPRjHCQ6o7JxPjE4WMdncbBel3KIQtEPSPBOqXXr1uG9997DySeffORnoVAIf/7zn7Fs2TIEAgF4vT0/j+j3++H3x/81gXUHdySi1P91DmxP/lw5AAC8I/PT4uAtTe461vHlEIWhH2Oh+ZRbDgzrwtrBOj6LA0M/xiIT8wmwz4V1fBYHhnUhBw4Hhn6Mh0RnVDbOJwYH6/gsDtbrUg5RGPoBSPBOqTPPPBMbN27E+vXrj7w+8YlPYOHChVi/fn2vN1TJULt3EzbseQehcCip80PhENbvfhsb922WQ4oO3rICeMYk9j+co/GM8cNbFt9vhdniyyEKQz/GQvMptxwY1oW1g3V8FgeGfoxFJuYTYJ8L6/gsDgzrQg4cDgz9GA96D5UZB+v4LA7W61IOURj6AUhwU6qoqAjHH398j1dhYSFGjx6N448/PiWR7ixfuxIeJ7nb0LweL5avXSmHNDn4a1L75o1sP18OURj6cSA0n3LPgWFdWDtYn8/iwNCPA5Gp+QTY58I6PosDw7qQA4cDQz/GQu+hMudgHZ/FwXpdyiEKQz+k6YOM6WX1uiew58P9CIaCCZ0XDAWx+4N9ePjNJ+WQJoe8qmI4RT7ASfBEB3CKfMirKs7q+HKIwtCPDDDkQQ4RGNaFtYN1fBYHhn5kwToX1vFZHBjWhRw4HBj6kQWGXFg7WMdncbBel3KIwtAPKW9KPf/88/jVr36Vskh32jsD+OLtX0dLoC3u5ARDQbQE2nDRsqvR3hmQQ5ocHJ8HhRdMjDxALd7F4gDIj5zn+FJrMev4cojC0I+Jovk0tB0Y1oW1g3V8FgeGfkyUwZhPgH0urOOzODCsCzlwODD0YzLoPdTgOFjHZ3GwXpdyiMLQD5R3SgHAu+/txJm3XIb9jQcBoN/POXb9fH/jQZx5y2XY3rBLDml28JbmY8SCyXBGxPdcfGeEDyMWTE7poWtM8eUQhaEfGWDIgxwiMKwLawfr+CwODP3IgnUurOOzODCsCzlwODD0IwsMubB2sI7P4mC9LuUQxbofEvr2vUyzvWEXTvnJubj45PlYPG8RTpx4XK9jNu7djOVrV+LhN58clN8kyCGCtzQfRV+dis66ZgRqDyH8fu8YnjF++GtGRm5DTMOuLVN8OURh6EcGGPIghwgM68LawTo+iwNDP7JgnQvr+CwODOtCDhwODP3IAkMurB2s47M4WK9LOUSx7AfqTSkgcjvZ/a8+ivtffRQ1E6oxfdwUFBUUoqW9DdsO7kDt3k1yyJCD4/Mgv7oU+dWlCDW0I9TYAXSEgXwPvKX5KT35PxviyyEKQz8ywJAHOURgWBfWDtbxWRwY+pEF61xYx2dxYFgXcuBwYOhHFhhyYe1gHZ/FwXpdyiGKVT/Qb0p1p3bvJvNhLYcI3rKCjCwM1vhyiMLQjwww5EEOERjWhbWDdXwWB4Z+ZME6F9bxWRwY1oUcOBwY+pEFhlxYO1jHZ3GwXpdyiJLJfqB9ppQQQgghhBBCCCGEGLpoU0oIIYQQQgghhBBCZBxtSgkhhBBCCCGEEEKIjOO4rutmMmBzczNKSkoiwQsz/0gr96Mg4AJwAGe4zSO15CAHJgfr+ADgtgUBAE1NTSguLjZxAOznE0BSD/WkHOTQ04FgRmk+yYElvhzIHDSfAJDUQg5yIIlP4xDnfDJ90HmXpE1w4/hykAObg3V8MsxzwVAPawfr+HKQAynmeWCohRzs48uBy4EE8zww1EIOcmCJz+IQA9NNKd0pJQc52DtYxwc4B6V+02fnYB1fDnLo5UA2ozSfctvBOr4cyBw0nwCQ1EIOciCJT+MQ53yy25Qa7kXxFdMzHrb5nm1w24JwhvtM4stBDmwO1vEBoGlFHfBRyCR2nxjNJ4CjHtYO1vHlIIejoZpRmk8572AdXw5cDppPERhqIQc5sMRncYh3PulB50IIIYQQQgghhBAi42hTSgghhBBCCCGEEEJkHG1KCSGEEEIIIYQQQoiMY/qg80SpmVCNqnFTMKKgEK3tbag7uAO1ezfJwcAh1NCO0KEOoDMM5HngHZkPb1lBzsQHOOogBx4Y8iCHCAzzwdqBoQ5y4MI6F9bxWRysZ4Mcolj3g3V8JhhyYe1gHR/gWJdyiMDQD5l0oN+UKsjz45I552DxvEWYXXlsrz/fsOcdLF+7EqvXPYH2zoAcBtHBDYbRWdeMQO0hhN/vHcMzxg9/zUjkVRXD8aX/Jjzr+ABHHeTAA0Me5BCBYT5YOzDUQQ5cWOfCOj6Lg/VskEMU636wjs8EQy6sHazjAxzrUg4RGPrBysFxXddN29XioLm5GSUlJcBwL0qurBrw2GljJ+ORJXehclQFwm4YXo+31zGhcAgex4M9H+7HRcuuxvaGXQPH73oKfWF8T6GXw8fXb+xA22O74bbE/lpHp8iHwgsmwluanzaHwYifqMNg1IHBgaEfu76ZoampCcXFxTEdBgvr+QTY9wODQ7bNJwaHodoLLA4MMyqR+QTYr82h3A/W71+ybT6xOAzVNaH59LGD+iFhB4Z/Xw1Vh2zrx8FyiHc+0T5TatrYyXjmxlWoKB0Hx3H6TAoAeD1eOI6DitJxePa7D2Bq2SQ5pNkh1NiB1od2wm2NvVABwG0NovWhnQg1dgyJ+ABHHeTAA0Me5BCBYT5YOzDUQQ5cWOfCOj6Lg/VskEMU636wjs8EQy6sHazjAxzrUg4RGPrB2oFyU6ogz49HltyFIn8hfN74PmHo8/pQ5C/Eo9fdjYI8vxzS5OAGw2h7bDfQEQbivafOBdAROc8NhrM6PsBRBznwwJAHOURgmA/WDgx1kAMX1rmwjs/iYD0b5BDFuh+s4zPBkAtrB+v4AMe6lEMEhn5gcEhoU+qHP/whHMfp8Zo1a1bKEkdzyZxzUDmqIu6kdOHz+jBx9HhcfPJ8OaTJobOuOXIrY6If8nQBtyWIzrrmrI4PcNRBDrHRfMo9B4b5YO3AUAc5xEeuzCjr+CwO1rNBDlGs+8E6fjzkynxicLCOD3CsSzlEYOgHBoeE75Q67rjjUF9ff+T1wgsvpCxxNIvnLULYTW7nMRQOYfG8RXJIk0Og9lBOnw9w1EEO8aH5lFsODPPB2oGhDnKIn1yYUdbxWRysZ4Mcolj3g3X8eMmF+cTgYB0f4FiXcojA0A8MDglvSvl8PhxzzDFHXmPGjElZojs1E6oxu/LYfj/HGAuvx4sTJx6HmgnVckjRIdTQ3ue3DyRC+P0AQg3tWRkf4KiDHOJH8yl3HBjmg7UDQx3kkBhDfUZZx2dxsJ4Ncohi3Q/W8RNhqM8nBgfr+ADHupRDBIZ+YHAAktiUqqurQ0VFBaZOnYqFCxdi9+7dAx4fCATQ3Nzc4zUQVeOmJKrUJ9NTuI4cIoQOpe9B5dkYH+CogxziR/MpdxwY5oO1A0Md5JAYicyoROcTYJ8L6/gsDtazQQ5RrPvBOn4iDPX5xOBgHR/gWJdyiMDQDwwOQIKbUqeeeiruuecePPXUU7jjjjuwY8cOfOYzn0FLS0u/59x8880oKSk58qqsrBwwxoiCwkSU+qUohevI4WM6U394G4DIw+OyMT446iCH+NB8yi0Hhvlg7cBQBznET6IzKtH5BNjnwjo+i4P1bJBDFOt+sI4fL7kwnxgcrOMDoFiXcojA0A8MDkCCm1Lz58/HpZdeipqaGnz+85/HE088gcbGRjz44IP9nrN06VI0NTUdee3Zs2fAGK3tbYko9UtLCteRw8fkpenLGfOTvI51fHDUQQ7xofmUWw4M88HagaEOcoifRGdUovMJsM+FdXwWB+vZIIco1v1gHT9ecmE+MThYxwdAsS7lEIGhHxgcACCxR6wfRWlpKWbMmIFt27b1e4zf74ffH//XBNYd3JGKUvQ6B7Ynf64cAADekflpcfCWJncd6/gARx3kkByaT0PbgWE+WDsw1EEOyRNrRiU6nwD7XFjHZ3Gwng1yiGLdD9bxk2UozicGB+v4AMe6lEMEhn5gcACSeKZUd1pbW/Huu++ivLw8JYnu1O7dhA173kEoHErq/FA4hPW738bGfZvlkKKDt6wAnjGJ/Q/naDxj/PCWFWRlfICjDnJIDs2noe3AMB+sHRjqIIfkGYozyjo+i4P1bJBDFOt+sI6fLENxPjE4WMcHONalHCIw9AODA5DgptSNN96ItWvXYufOnXjppZfwxS9+EV6vF1/5yldSkjia5WtXwuMkt1/m9XixfO1KOaTJwV8zMqfPBzjqIIfYaD7lngPDfLB2YKiDHOIjV2aUdXwWB+vZIIco1v1gHT8ecmU+MThYxwc41qUcIjD0A4NDQtH37t2Lr3zlK5g5cya+9KUvYfTo0XjllVdQVlaWskh3Vq97Ans+3I9gKJjQecFQELs/2IeH33xSDmlyyKsqhlPkA5wET3QAp8iHvKrirI4PcNRBDrHRfMo9B4b5YO3AUAc5xEeuzCjr+CwO1rNBDlGs+8E6fjzkynxicLCOD3CsSzlEYOgHBoeENqVWrVqF/fv3IxAIYO/evVi1ahWmTZuWssTRtHcG8MXbv46WQFvcyQmGgmgJtOGiZVejvTMghzQ5OD4PCi+YGHmIW7wL1gGQHznP8aX2EDnr+ABHHeQQG82n3HNgmA/WDgx1kEN85MqMso7P4mA9G+QQxbofrOPHQ67MJwYH6/gAx7qUQwSGfmBwSNNj59PPu+/txJm3XIb9jQcBoN/POXb9fH/jQZx5y2XY3rBLDml28JbmY8SCyXBGxPdcfGeEDyMWTE7pwW9M8QGOOsiBB4Y8yCECw3ywdmCogxy4sM6FdXwWB+vZIIco1v1gHZ8JhlxYO1jHBzjWpRwiMPSDtUNK37432Gxv2IVTfnIuLj55PhbPW4QTJx7X65iNezdj+dqVePjNJwflNwlyiOAtzUfRV6eis64ZgdpDCL/fO4ZnjB/+mpGRWyHTsHPMFB/gqIMceGDIgxwiMMwHaweGOsiBC+tcWMdncbCeDXKIYt0P1vGZYMiFtYN1fIBjXcohAkM/WDo4ruu6abtaHDQ3N6OkpAQY7kXJlVUJnVszoRrTx01BUUEhWtrbsO3gDtTu3ZRY/Hu2wW0Lwin0ofiK6QmdK4cooYZ2hBo7gI4wkO+BtzQ/4W8fSMUhHfFTdUhHHRgcGPqxaUUd8FEITU1NKC5O/fPZyWI9nwD7fmBwyPb5xOAwVHqBxYFhRqUynwD7tTmU+sH6/Uu2zycWh6GyJjSfPnZQP6TswPDvq6HikO39mC6HeOcT9Z1SR1O7d1NSi1MO6cdbVpDSV2Bme3yAow5y4IEhD3KIwDAfrB0Y6iAHLqxzYR2fxcF6NsghinU/WMdngiEX1g7W8QGOdSmHCAz9kEkH2mdKCSGEEEIIIYQQQoihizalhBBCCCGEEEIIIUTG0aaUEEIIIYQQQgghhMg4dg86B+AUZv6RVu5HQcAF4ADOcJtHaslBDkwO1vEBwG0LAgDPg85hM58AknqoJ+Ugh54OBDNK80kOLPHlQOag+QSApBZykANJfBqHOOeT6YPOuyRtghvHl4Mc2Bys45NhnguGelg7WMeXgxxIMc8DQy3kYB9fDlwOJJjngaEWcpADS3wWhxiYbkrpTik5yMHewTo+wDko9Zs+Owfr+HKQQy8Hshml+ZTbDtbx5UDmoPkEgKQWcpADSXwahzjnk92m1HAviq+YnvGwzfdsg9sWhDPcZxJfDnJgc7CODwBNK+qAj0ImsfvEaD4BHPWwdrCOLwc5HA3VjNJ8ynkH6/hy4HLQfIrAUAs5yIElPotDvPNJDzoXQgghhBBCCCGEEBlHm1JZjJPZZ9QLIYQQQgghhBBCpA3TZ0qJxJjd0I6Fmxpx2v7DmHkogPww0OEBtoz04+WKYbivuhQbygqsNYUQQgghhBBCCCFiklWbUjUTqlE1bgpGFBSitb0NdQd3oHbvpiHvMKWxA8vW1GNu/WF0OkDe7BOBs2YBRUXIb2nBCZs3Y9aG9Vi8sREvlg/DdWeUY0dp/qA6WdfCOr4cuBwYYMiDHOTAEl8OfFjnwjq+HLgcQg3tCB3qADrDQJ4H3pH58Gb4F6vWebCOzwRDLqwdrOPLIYrmU+Yd6DelCvL8uGTOOVg8bxFmVx7b68837HkHy9euxOp1T6C9MzDkHBZsbcLtaw7Am+8HrrgCeTfcAJx0Uq/j8t56C7j1Vpz6wCq8smoHrj2jHKtnFKfVxboW1vHlwOXAAEMe5CAHlvhy4MM6F9bx5cDl4AbD6KxrRqD2EMLv947hGeOHv2Yk8qqK4fgG5wkj1nmwjs8EQy6sHazjyyGK5pOtg+O6mX0wUXNzM0pKSoDhXpRcWTXgsdPGTsYjS+5C5agKhN0wvB5vr2NC4RA8jgd7PtyPi5Zdje0NuwaO3/UU+sL4nkJv6bBgaxOWP10PVFXB86c/AZMmAeEw4O3tgFAI8HiAXbsQPussYNs2LD6rHA/NKEnJoQvrWgxGfDkkHn+wHLq+maGpqQnFxendTE0E6/kE2PcDgwNDT2abw1DtBRYHhhmVyHwC1JND2SHb5hMAhBo70PbYbrgtsb8e3CnyofCCifDGuOs/2/Kg+RTFuhYMDkN1PmWjg+bT4DnEO59oH3Q+bexkPHPjKlSUjoPjOH0mBQC8Hi8cx0FF6Tg8+90HMLVs0pBwmNrYgdvXHIhsSL3yCjB+POA4fW9IAZGfOw4wfjw8r74KTJ+O29ccwJTGjpRdrGthHV8OXA4MMORBDnJgiS8HPqxzYR1fDlwOocYOtD60E25r7H/wAYDbGkTrQzsRSsN72C6s82AdnwmGXFg7WMeXQxTNJw4Hyk2pgjw/HllyF4r8hfB54/uEoc/rQ5G/EI9edzcK8vxZ73Dbmnp48v2RO6SKioC8vPhOzMsDiorgefppePP9WLamPiUP6zxYx5cDlwMDDHmQgxxY4suBD+tcWMeXA5eDGwyj7bHdQEcYiPezGS6Ajsh5bjCcsoN1HqzjM8GQC2sH6/hyiKL5xOOQ8KbUvn37sGjRIowePRrDhg3DCSecgDfeeCNlke5cMuccVI6qiDspXfi8PkwcPR4Xnzw/qx1mv9eOufWHkXfZlyMf2Yt3Q6qLvDxg8mT4vnQZ5tYfxuyG9qRdrGthHV8OXA6x0HySQ645WMeXQ2Lkwoyyji8HLofOuubIR2ISfViIC7gtQXTWNafsYJ0H6/jxkgvzicHBOr4comg+8TgktCl16NAhzJ07F3l5eXjyySfxzjvv4Je//CVGjhyZskh3Fs9bhLCb3M5jKBzC4nmLstph4eZGdDoAbrgh8gyppCRCwPXXo9MBFm5qTNrFuhbW8eXA5TAQmk9yyEUH6/hyiJ9cmVHW8eXA5RCoPWR6PmCfB+v48ZAr84nBwTq+HKJoPvE4JLQp9fOf/xyVlZVYsWIFTjnlFEyZMgVnn302pk2blrJIFzUTqjG78th+P8cYC6/HixMnHoeaCdVZ63Da/sPIm31i5Fv2+nuGVEwJLzBnDvJmn4hP1R9O6hLWebCOLwcuh1hoPskh1xys48shMXJhRlnHlwOXQ6ihvc9vsUqE8PsBhFK44986D9bx4yUX5hODg3V8OUTRfOJxABLclHrsscfwiU98ApdeeinGjh2Lk046CXfeeeeA5wQCATQ3N/d4DUTVuCmJKPXL9BSuY+0w81AAmDUrLQ6YOROzPkxuwVnnwTq+HLgcYqH5JIdcc7COL4fESHRGJTqfAPtcWMeXA5dD6FB6HgScygOFrfNgHT9ecmE+MThYx5dDFM0nHgcgwU2p7du344477kBVVRX++Mc/4pvf/CZuuOEG3Hvvvf2ec/PNN6OkpOTIq7KycsAYIwoKE1Hql6IUrmPp4Lgu8sOIPNw8HRQXIz8cuW6iWNfCOr4cuBxiofkkh1xzsI4vh8RIdEYlOp8A+1xYx5cDlwM6U38IMIDIQ4iTxDoP1vHjJRfmE4ODdXw5dEPzicYBSHBTKhwO4+STT8ZNN92Ek046CYsXL8Y111yD3/zmN/2es3TpUjQ1NR157dmzZ8AYre1tiSj1S0sK17F0cB0HHR4ALS1pcUBzMzo8kesminUtrOPLgcshFppPcsg1B+v4ckiMRGdUovMJsM+FdXw5cDkgL01f8p2f/HWs82AdP15yYT4xOFjHl0M3NJ9oHIAEN6XKy8tx7LHH9vhZdXU1du/e3e85fr8fxcXFPV4DUXdwRyJK/V/nwPbkzzV22DLSD2zenBYHbN6MzaOS+5pG6zxYx5cDl0MsNJ/kkGsO1vHlkBiJzqhE5xNgnwvr+HLgcvCOzE+Lg7c0+etY58E6frzkwnxicLCOL4comk88DkCCm1Jz587Fli1bevxs69atmDRpUkoS3anduwkb9ryDUDiU1PmhcAjrd7+NjfuS39Sxdni5Yhg6N6wH3nor8i16SUmEgHXr0Fm7Aa+UD0vqEtZ5sI4vBy6HWGg+ySHXHKzjyyExcmFGWceXA5eDt6wAnjHJ/WK0C88YP7xlBUmfb50H6/jxkgvzicHBOr4comg+8TgACW5Kfec738Err7yCm266Cdu2bcP999+P5cuXY8mSJSlJHM3ytSvhcZK7Fc7r8WL52pVZ7XBfdSnyXAC33gp4krwl0OsFbrsNeW7kesliXQvr+HLgchgIzSc55KKDdXw5xE+uzCjr+HLgcvDXjDQ9H7DPg3X8eMiV+cTgYB1fDlE0n3gcEor+yU9+Eo888gh+//vf4/jjj8ePf/xj/OpXv8LChQtTFunO6nVPYM+H+xEMBRM6LxgKYvcH+/Dwm09mtcOGsgK8WD4MwQdWAbt2AZ2diV2gsxPYuRPBBx/Ai+XDsCGFHVzrWljHlwOXw0BoPskhFx2s48shfnJlRlnHlwOXQ15VMZwiH5Doo00dwCnyIa8q9sfCYmGdB+v48ZAr84nBwTq+HKJoPvE4JLwldt5552Hjxo1ob2/Hpk2bcM0116QscTTtnQF88favoyXQFndygqEgWgJtuGjZ1WjvDGS9w3VnlCPUEUD47LMjDz2Pd2OqsxNoaUH4rLMQ6gjgujPKU/KwzoN1fDlwOcRC80kOueZgHV8OiZELM8o6vhy4HByfB4UXTIw8DDjef/g5APIj5zm+1B9GbJ0H6/jxkgvzicHBOr4comg+8Tik6bHz6efd93bizFsuw/7GgwDQ7+ccu36+v/EgzrzlMmxv2DUkHHaU5uPaM8qBujqETz0V2Lfv42D9fN6z6+f79kWO37YN155Rjh0pPHytC+taWMeXA5cDAwx5kIMcWOLLgQ/rXFjHlwOXg7c0HyMWTIYzwhfX8c4IH0YsmJzSA4SPxjoP1vGZYMiFtYN1fDlE0XzicIgv+0Zsb9iFU35yLi4+eT4Wz1uEEyce1+uYjXs3Y/nalXj4zScH5TcJlg6rZxTDgYvb17wL77HV8H3pMuD664E5c3ofvH49cNttCD74AEIdAVx7VgVWz0j9lsIurGthHV8OXA4MMORBDnJgiS8HPqxzYR1fDlwO3tJ8FH11KjrrmhGoPYTw+71jeMb44a8ZGflITRruQDga6zxYx2eCIRfWDtbx5RBF88newXFd103b1eKgubkZJSUlwHAvSq6sSujcmgnVmD5uCooKCtHS3oZtB3egdu+mxOLfsw1uWxBOoQ/FV0xP6FwrhymNHVi2ph5z6w+j0wHyZp8IzJwJFBcDzc3Ali3o3LAeeS7wQsUwXH967DuksjEP6Y4vh9Tjp8uhaUUd8FEITU1NcX2t8GBhPZ8A+35gcGDoyWx3GCq9wOLAMKNSmU+AenIoOWT7fAKAUEM7Qo0dQEcYyPfAW5qf8LdYZXseNJ+iWNeCwWGozKeh4KD5lD6HeOcT9Z1SR1O7d1NSTZntDjtK83HuxZMwu6EdCzc14lN7N2FW7Xrkh4EOD7B5lB+vHF+K+6pLU3qoeSJY18I6vhy4HBhgyIMc5MASXw58WOfCOr4cuBy8ZQUpfZV6OrDOg3V8JhhyYe1gHV8OUTSfMu+QVZtSuc6GsgJsKDvmyH87rgvXSfTrAoQQQgghhBBCCCHsoX3QuYiNNqSEEEIIIYQQQgiRrWhTSgghhBBCCCGEEEJkHLsHnQNwCjP/6UH3oyDgAnAAZ7jNpxflIAcmB+v4AOC2BQGA50HnsJlPAEk91JNykENPB4IZpfkkB5b4ciBz0HwCQFILOciBJD6NQ5zzyfSZUl2SNsGN48tBDmwO1vHJMM8FQz2sHazjy0EOpJjngaEWcrCPLwcuBxLM88BQCznIgSU+i0MMTDeldKeUHORg72AdH+AclPpNn52DdXw5yKGXA9mM0nzKbQfr+HIgc9B8AkBSCznIgSQ+jUOc88luU2q4F8VXTM942OZ7tsFtC8IZ7jOJLwc5sDlYxweAphV1wEchk9h9YjSfAI56WDtYx5eDHI6GakZpPuW8g3V8OXA5aD5FYKiFHOTAEp/FId75pAedCyGEEEIIIYQQQoiMo00pIYQQQgghhBBCCJFxtCklhBBCCCGEEEIIITKONqWEEEIIIYQQQgghRMYx/fa9RKmZUI2qcVMwoqAQre1tqDu4A7V7N+WcQ6ihHaFDHUBnGMjzwDsyH96ygpxysI4vhygMa4IBhjwwOKgnORys4wPqBTasc2EdH1BPMjkw1MLagaEOLDDkwtrBuh8B+xywODDUgsEhk7Wg35QqyPPjkjnnYPG8RZhdeWyvP9+w5x0sX7sSq9c9gfbOwJB1cINhdNY1I1B7COH3e8fwjPHDXzMSeVXFcHyDcwOctYN1fDlEYVgTDDDkgcFBPcnhYB0fUC+wYZ0L6/iAepLJgaEW1g4MdWCBIRfWDtb9CNjngMWBoRYMDla1cFzXddN2tThobm5GSUkJMNyLkiurBjx22tjJeGTJXagcVYGwG4bX4+11TCgcgsfxYM+H+3HRsquxvWHXwPG7vhqxML6vRmRwCDV2oO2x3XBbgjGPdYp8KLxgIryl+UPKYTDiyyHx+MDgrImurwttampCcXFxTIfBwno+AYnVg8FhqPZktjkM1V5I1GGw8sAwoxKZT4B6Ehi6PZlt8wng+H+FtYPmUxSGnrR2GKrzKRsdrGcDi4Plv/Fonyk1bexkPHPjKlSUjoPjOH0mBQC8Hi8cx0FF6Tg8+90HMLVs0pByCDV2oPWhnXBbYzcoALitQbQ+tBOhxo4h42AdXw5RGNYEAwx5YHBQT3I4WMcH1AtsWOfCOj6gnmRyYKiFtQNDHVhgyIW1g3U/AvY5YHFgqAWDg3UtEtqUmjx5MhzH6fVasmRJWmS6KMjz45Eld6HIXwifN75PGPq8PhT5C/HodXejIM8/JBzcYBhtj+0GOsJAvPezuQA6Iue5wXDWO1jHl0MUhjURi0zMKIY8MDioJzkcrOMD6oV4yZX3UNbxAfUkkwNDLawdGOoQi1yZTwwO1v0I2OeAxYGhFgwODLVIaFPq9ddfR319/ZHX008/DQC49NJLUxbpziVzzkHlqIq4k9KFz+vDxNHjcfHJ84eEQ2ddc+QWvkQ/YOkCbksQnXXNWe9gHV8OURjWRCwyMaMY8sDgoJ7kcLCOD6gX4iVX3kNZxwfUk0wODLWwdmCoQyxyZT4xOFj3I2CfAxYHhlowODDUIqFNqbKyMhxzzDFHXo8//jimTZuGefPmpSzSncXzFiHsJrfrFwqHsHjeoiHhEKg9ZHo+g4P1+XKIwrAmYpGJGcWQBwYH9SSHg3V8QL0QL7nyHso6PqCeZHJgqIW1A0MdYpEr84nBwbofAfscsDgw1ILBgaEWST9TqqOjAytXrsRVV10Fx3FSFumiZkI1Zlce2+/nGGPh9Xhx4sTjUDOhOqsdQg3tfT51PxHC7wcQamjPWgfr+HKIwrAmEmUwZhRDHhgc1JMcDtbxAfVCsgzV91DW8QH1JJMDQy2sHRjqkChDdT4xOFj3I2CfAxYHhlowODDUAkgIuSgTAAB8FklEQVRhU+rRRx9FY2MjrrjiigGPCwQCaG5u7vEaiKpxU5JV6sH0FK7D4BA6lL6HhGerg3V8OURhWBOJEs+M0nxKDvUkh4N1fEC9kCyDMZ8A+1xYxwfUk0wODLWwdmCoQ6IM1fnE4GDdj4B9DlgcGGrB4MBQCyCFTam7774b8+fPR0VFxYDH3XzzzSgpKTnyqqysHPD4EQWFySr1oCiF6zA4oDP1h5YBiDw0LVsdrOPL4QgUayJB4plRmk9Jop6kcLCOD0C9kCSDMZ8A+1xYxwegniRyYKiFtQNFHRJkqM4nCgeCNWGeAxIHhlowOFDUAkluSu3atQvPPPMMvv71r8c8dunSpWhqajry2rNnz4DHt7a3JaPUi5YUrsPggLyk9wt7kp/CdawdrOPL4QgUayIB4p1Rmk9Jop6kcLCOD0C9kASDNZ8A+1xYxwegniRyYKiFtQNFHRJgKM8nCgeCNWGeAxIHhlowOFDUAkBij1j/mBUrVmDs2LE499xzYx7r9/vh98f/NYF1B3cko9T7Oge2J38ugYN3ZH5aHLylyV/H2sE6vhyiMKyJRIh3Rmk+JYd6ksPBOj6gXkiGwZpPgH0urOMD6kkmB4ZaWDsw1CERhvJ8YnCw7kfAPgcsDgy1YHBgqAWQxJ1S4XAYK1aswOWXXw6fL6k9rQGp3bsJG/a8g1A4lNT5oXAI63e/jY37Nme1g7esAJ4xiQ37o/GM8cNbVpC1Dtbx5RCFYU3Ey2DOKIY8MDioJzkcrOMD6oVEGervoazjA+pJJgeGWlg7MNQhXob6fGJwsO5HwD4HLA4MtWBwYKgFkMSm1DPPPIPdu3fjqquuSinwQCxfuxIeJ7nb0LweL5avXTkkHPw1I03PZ3CwPl8OURjWRDwM9oxiyAODg3qSw8E6PqBeSIRceA9lHR9QTzI5MNTC2oGhDvGQC/OJwcG6HwH7HLA4MNSCwYGhFglHP/vss+G6LmbMmJFy8P5Yve4J7PlwP4KhYELnBUNB7P5gHx5+88kh4ZBXVQynyAck+m2sDuAU+ZBXVZz1Dtbx5RCFYU3Ew2DPKIY8MDioJzkcrOMD6oVEyIX3UNbxAfUkkwNDLawdGOoQD7kwnxgcrPsRsM8BiwNDLRgcGGqRpqdrpZf2zgC+ePvX0RJoizs5wVAQLYE2XLTsarR3BoaEg+PzoPCCiZGHl8XbqA6A/Mh5ji/18lo7WMeXQxSGNcEAQx4YHNSTHA7W8QH1AhvWubCOD6gnmRwYamHtwFAHFhhyYe1g3Y+AfQ5YHBhqweDAUAvKTSkAePe9nTjzlsuwv/EgAPT7Oceun+9vPIgzb7kM2xt2DSkHb2k+RiyYDGdEfJ/tdkb4MGLB5JQeeMbmYB1fDlEY1gQDDHlgcFBPcjhYxwfUC2xY58I6PqCeZHJgqIW1A0MdWGDIhbWDdT8C9jlgcWCoBYODdS3S/xS7NLK9YRdO+cm5uPjk+Vg8bxFOnHhcr2M27t2M5WtX4uE3nxyU3yQwOHhL81H01anorGtGoPYQwu/3juEZ44e/ZmTkFsA07JiyOVjHl0MUhjXBAEMeGBzUkxwO1vEB9QIb1rmwjg+oJ5kcGGph7cBQBxYYcmHtYN2PgH0OWBwYasHgYFkL6k0pIHI72f2vPor7X30UNROqMX3cFBQVFKKlvQ3bDu5A7d5NOeHg+DzIry5FfnUpQg3tCDV2AB1hIN8Db2l+Sk/dzxYH6/hyiMKwJhhgyAODg3qSw8E6PqBeYMM6F9bxAfUkkwNDLawdGOrAAkMurB2s+xGwzwGLA0MtGBysakG/KdWd2r2bzIc1g4O3rCAjTcnsYB1fDlEY1gQDDHlgcFBPcjhYxwfUC2xY58I6PqCeZHJgqIW1A0MdWGDIhbWDdT8C9jlgcWCoBYNDJmtB+0wpIYQQQgghhBBCCDF00aaUEEIIIYQQQgghhMg42pQSQgghhBBCCCGEEBnHcV3XzWTA5uZmlJSURIIXZv6RVu5HQcAF4ADOcJtHaslBDkwO1vEBwG0LAgCamppQXFxs4gDYzyeApB7qSTnIoacDwYzSfJIDS3w5kDloPgEgqYUc5EASn8Yhzvlk+qDzLkmb4Mbx5SAHNgfr+GSY54KhHtYO1vHlIAdSzPPAUAs52MeXA5cDCeZ5YKiFHOTAEp/FIQamm1K6U0oOcrB3sI4PcA5K/abPzsE6vhzk0MuBbEZpPuW2g3V8OZA5aD4BIKmFHORAEp/GIc75ZLcpNdyL4iumZzxs8z3b4LYF4Qz3mcSXgxzYHKzjA0DTijrgo5BJ7D4xmk8ARz2sHazjy0EOR0M1ozSfct7BOr4cuBw0nyIw1EIOcmCJz+IQ73zSg86FEEIIIYQQQgghRMbRppQQQggxSDiZ/S4RIYTIKjQjhRBCmD5TSgghhBhKzG5ox8JNjTht/2HMPBRAfhjo8ABbRvrxcsUw3Fddig1lBdaaQghhgmakEEKIo8mqTamaCdWoGjcFIwoK0drehrqDO1C7d1NGHUIN7Qgd6gA6w0CeB96R+fBm+H+echBdMNSBYV0ywJAHOdg5TGnswLI19ZhbfxidDpA3+0TgrFlAURHyW1pwwubNmLVhPRZvbMSL5cNw3Rnl2FGaP6hO1mg+cWGdC+v4crB1OHpG/tUFVgNoAVAUBmZ9EMCVHwYyOiOtZxRDL7DAkAtrB+v4cohiPRtYHDJZC/pNqYI8Py6Zcw4Wz1uE2ZXH9vrzDXvewfK1K7F63RNo7wwMioMbDKOzrhmB2kMIv987hmeMH/6akcirKobjG5xPRMpBdMFQB4Z1yQBDHuRg77BgaxNuX3MA3nw/cMUVyLvhBuCkk3odl/fWW8Ctt+LUB1bhlVU7cO0Z5Vg9ozitLtZoPnFhnQvr+HLgcOiakR0hFysA3OoC6/s47kQXuAHAgvrDgzYjrWcUQy+wwJALawfr+HKIYj0bWBysauG4bmY/zN3c3IySkhJguBclV1YNeOy0sZPxyJK7UDmqAmE3DK/H2+uYUDgEj+PBng/346JlV2N7w66B43c9hb4wvqfQhxo70PbYbrgtsb/O0CnyofCCifDG+M2OHJJzGAyyzYGhDoOxLru+maGpqQnFxXb/SLeeT0Bi9RiqDgw9Ga/Dgq1NWP50PVBVBc+f/gRMmgSEw4C3twNCIcDjAXbtQviss4Bt27D4rHI8NKMkJYfBxHo+JeowWGuCYUYlMp8A+7U5VOcTg0M2zsitAL4AYBciD7QN93Fs188nAfgjgCogrTPS+j2U5lOUXF8XgxVfDsk5WM8GFgfLf+PR3s4ybexkPHPjKlSUjoPjOH0mBQC8Hi8cx0FF6Tg8+90HMLVsUtocQo0daH1oJ9zW2M0BAG5rEK0P7USosUMOaXYQHHVgWJcMMORBDvYOUxs7cPuaA5ENqVdeAcaPBxyn7w0pIPJzxwHGj4fn1VeB6dNx+5oDmDIEZqXmExfWubCOLwcOh64ZuRXApwHs/fjnfW1Idf/5XgCnAagD0jYjrWcUQy+wwJALawfr+HKIYj0bWBysa5HQplQoFMK//uu/YsqUKRg2bBimTZuGH//4x0j3zVYFeX48suQuFPkL4fPG9wlDn9eHIn8hHr3ubhTk+VN2cINhtD22G+gIA/H+9VwAHZHz3GB//8uVg0gchjowrMuByKX5JAcOh9vW1MOT74/cIVVUBOTlxXdiXh5QVATP00/Dm+/HsjX1KXlYo/kUH7kyo6zjy4HH4bY19QiEXHwBQDOAUJznhT4+/vMAOkJuyjPSekZZ1yEecmU+MThYx5dDFOvZwOLAUIuENqV+/vOf44477sCyZcuwadMm/PznP8cvfvEL3HbbbSmLdOeSOeegclRF3Enpwuf1YeLo8bj45PkpO3TWNUdun0t0FruA2xJEZ12zHNLkIDjqwLAuByKX5pMc7B1mv9eOufWHkXfZlyMf2Yt3Q6qLvDxg8mT4vnQZ5tYfxuyG9qRdrNF8io9cmVHW8eXA4dA1I1cj8pG9eDekugh9fN5qIOUZaT2jGHohFrkynxgcrOPLIYr1bGBxYKhFQptSL730Ei688EKce+65mDx5MhYsWICzzz4br732Wsoi3Vk8bxHCbnK7fqFwCIvnLUrZIVB7yPR8OYjuMNSBYV0ORC7NJznYOyzc3IhOB8ANN0SeIZWURAi4/np0OsDCTY1Ju1ij+RQfuTKjrOPLgcOha0beiuSfFeJB5PxUZ6T1jGLohVjkynxicLCOL4co1rOBxYGhFgn9f+LTn/40nn32WWzduhUAsGHDBrzwwguYPz99O/g1E6oxu/LYfj/HGAuvx4sTJx6HmgnVSTuEGtr7fOJ9IoTfDyCUwm915CC6YKgDw7qMRa7MJzlwOJy2/zDyZp8Y+Za9/p4hFVPCC8yZg7zZJ+JT9YeTu4Yxmk/xkwszyjq+HHgcTtt/GH/9+Fv2kv1wSRjAWwD+6iLpGWk9o6zrEC+5MJ8YHKzjyyGK9WxgcWCoBZDgptT3v/99fPnLX8asWbOQl5eHk046Cd/+9rexcOHCfs8JBAJobm7u8RqIqnFTElHql+kpXCd0KD0PDUvl4WNyEF0w1IFhXcYiV+aTHDgcZh4KALNmpcUBM2di1ofZ+dXfmk/xk+iMSnQ+Afa5sI4vBx6HmYcC2JwWA2ALkPSMtJ5R1nWIl1yYTwwO/3979x4fRX3vf/w9u5tsIFcgIRAJ1wQIaBDwUosaEC8g4A2tp0orivKzRmt7qlZaW9tqpa229bQoLUJBD1qxIkqpcBS52FoEASGogOEeCCAIuUI22d35/ZEmEnLbTTY7k83r+Xjs41E2M/N5Z2b4lPk68x2r65PhK1b3BrtksMOxkIIclHrttdf08ssv65VXXtHmzZv14osv6plnntGLL77Y6DozZ85UYmJi7Sc9Pb3JGnExscFEalR8a7ZTFaLJuStbsR0yoIYNjoMt/l42o6P0JzJYn8EwTUX7VT25eSgkJCjaX73ddof+FLBge1Sw/Umyfl9YXZ8M9shQ0yNLQ5KgetLzFvdIi3uUHc6FQHSE/mSHDFbXJ8MZbPDvFztksMWxUJCDUg8//HDtSPp5552nb33rW/r+97+vmTNnNrrOjBkzVFxcXPspKChoskZZRXkwkRpV2prtRLX06fezRLdiO2RADRscB1v8vWxGR+lPZLA+g2kYqnRIKg3RJVdJiSod1dttd+hPAQu2RwXbnyTr94XV9clgjww1PTJEw/ZKkFreIy3uUXY4FwLREfqTHTJYXZ8MZ7DBv1/skMEWx0JSUFOsnzp1Sg5H3V/a6XTK38Qkr263W2534K8JzD+6N5hIjW/nyJ4Wr+vsEh2SDM6klm+HDKhhh+Ngh7+Xzeko/YkM9siws4tb5+0I0cMpO3ZoR9e2f+V3W6A/BS7YHhVsf5Ks3xdW1yeDfTLs7OLW4C9D81jyYKnFPdLqHmX1cQhUR+hPdshgdX0yfMXq3mCXDHY4FlKQd0pNmjRJv/zlL/WPf/xD+/bt05IlS/S73/1ON954Y6tCnCnv4HZtLfhMPn+wL4+t5vP7tOXAp9p2qOUXC86UGDmSW3eB4Eh2y5kSQ4ZWZoA9joMd/l42p6P0JzLYI8O6tE6q2rpF+vjj6rfotSiET9q0SVV5W/Vhz04t24bF6E+B6wg9yur6ZLBPhnVpnXSuIZ2v1r19b7ikoYZa3COt7lFWH4dAdYT+ZIcMVtcnw1es7g12yWCHYyEF+f8Tf/zjH3XzzTfrvvvuU1ZWlh566CH9v//3//TEE0+0KsTZ5qxdKIfRsv8LczqcmrN2YaszuLO7WLo+GXAmOxwHO/y9bEpH6k9ksD7Dy1lJijIl/eEPkqOFl1xOp/THPyrKrN5ee0V/CkxH6VFW1yeDPTLU9MjvqnVv3/uu1OoeaXWPssO50JyO0p/skMHq+mT4itW9wS4Z7HAsgqoeHx+vZ599Vvv379fp06e1e/duPfnkk4qODu3jWYs3va2CE4Xy+rxBref1eXXgy0N6Y/PyVmeIykyQEe+Sgn183ZCMeJeiMhPIEKIMsMdxsMPfy6Z0pP5EBuszbE2J0Qc9O8m76FVp/36pqiq4DVRVSfv2yfvaIn3Qs5O2tuM7SulPgekoPcrq+mSwR4aaHnmzpD6Sgn3ZuPM/602WWt0jre5RdjgXmtNR+pMdMlhdnwxfsbo32CWDHY6FLWegrqjy6Mbn7lappzzgneP1eVXqKdcNs6apoqr1z7AbLodir+tdPXFYoCeJISm6ej3D1fpdSwbUsMNxsMPfSzuww34ggz0y3H9FT/kqPfJffXX1pOeBDkxVVUmlpfJfdZV8lR7df0XPVuWwGv3JXqzeF1bXJ4N9Mtx/RU9FOw2tUPVk5YEOTDn/s/z/SYp2Gq3ukVb3KKuPg53YYV9YncHq+mT4itW9wS4Z7HAsbDtisPuLfRr79K0qLDoqSY0+51jzfWHRUY19+lbtObY/ZBmcSdGKu7mvjLjA5oM34lyKu7lvSCf2JgNq2OE42OHvpR3YYT+QwfoMe5Oidd8VPaX8fPkvvlg6dOg/xRp5Lr/m+0OHqpfftUv3XdFTeyOgV9Kf7MXqfWF1fTLYI0NNjxwoaZ2kXv/5vrGLj5rve/1n+UwpZD3S6h5lh3PBLuywL6zOYHV9MnzF6t5glwxWH4ug3r4XbnuO7ddFT07QTSPGa3rOFJ3fe2i9ZbYd3KE5axfqjc3L2+S/JDiTohV/W39V5ZfIk3dS/uP1aziS3XJnd6m+/a4N7gwiA2rY4TjY4e+lHdhhP5DB+gyLBybIkKnnVu2Wc0iWXN+4VXrgAWnkyPoLb9ki/fGP8r62SL5Kj+67Kk2LB0bOI870J3uxel9YXZ8M9sjwVY88om0+U4sl/UHSxw0sO0zVc0hNVvUdUvdc0TOkPdLqHmWHc8Eu7LAvrM5gdX0yfMXq3mCXDFYeC1sPSknVt5O9sv5NvbL+TWX3ylJGaj/Fx8SqtKJcu47uVd7B7W2ewXA5FJ2VpOisJPmOVchXVClV+qVoh5xJ0WF5uxwZUMMOx8EOfy/twA77gQzWZ3h9YKI2de+kWasOa9SLL6rqpRcVNex8adAgKSFBKimRdu5U1dYtijKlD9M66YEx/SLiDqmz0Z/sxep9YXV9Mtgjw5k9curh07rdkD4xpZ2SSlT9qN4gSeca1ZOa/yutkx4Y0zZ3kVrdo+xwLtiFHfaF1Rmsrk+Gr1jdG+ySwapjYftBqTPlHdxuebN2psRYPvhCBtSww3Gww99LO7DDfiCDdRn2JkVrwk19NOxYhW7fXqSvHdyuwXlbFO2XKh3Sjq5ufXhukl7OSmrXk5oHg/5kL1bvC6vrk8HaDPV65OHTuumEp06PnN+zU1h7pNU9yg7ngl3YYV9YncHq+mT4itW9wS4Zwnks2tWgFAAAdrY1JUZbU3rU/tkwTZlGsK9UAYDIRI8EAJyNiX8AAGgjXGwBQOPokQAABqUAAAAAAAAQdoZpmmY4CxYXFyspKan6D52d4Sxd7dQZrze0oj4ZyGC3DFbXPyNDUVGREhMTrckgG/QnyVbHw7IMVtcnAxkayWBlj6I/kcE29clgywz0J/scCzKQwfL6NsvQXH8K+5xSpaWlX/3hzB1lBavrk4EMdstgcf3S0lJLB6Vs1Z/IYI/6ZCDDGazsUfQnMtiyPhlsk4H+dAYykMFOGayub4MMzfWnsN8p5ff7VVhYqPj4eBkteI68pKRE6enpKigoUEJCQhskJEN7yWB1fTKELoNpmiotLVVaWpocDuueKqY/kSGSMlhdP5Iy2KFHtbY/SdYfD6vrk4EMdstAf/qK1cfCDhmsrk8GMoQ6Q6D9Kex3SjkcDvXq1avV20lISLDs4JDBXhmsrk+G0GSw8g6pGvQnMkRiBqvrR0oGq3tUqPqTZP3xsLo+Gchgtwz0p69YfSzskMHq+mQgQygzBNKfmOgcAAAAAAAAYcegFAAAAAAAAMKu3Q1Kud1uPf7443K73WTo4Bmsrk8Ge2WwAzvsBzKQwS71yWA/Vu8Lq+uTgQx2y2B1fTuxw76wOoPV9clABqsyhH2icwAAAAAAAKDd3SkFAAAAAACA9o9BKQAAAAAAAIQdg1IAAAAAAAAIu3Y1KLVu3To5nU5NmDAh7LWnTp0qwzBqP926ddO4ceOUl5cX9ixHjhzRAw88oP79+8vtdis9PV2TJk3Se++91+a1z9wPUVFRSk1N1VVXXaW//OUv8vv9bV7/7AxnfsaNGxeW+s3l2LVrV1jqHzlyRA8++KAyMjIUExOj1NRUjRo1SrNnz9apU6favP7UqVN1ww031Pt+zZo1MgxDRUVFbZ7BbuhR9Kezc1jVo6zuT5K1PYr+VB/9if50dg76E/+Gsgv6E/3p7Bz0p47Vn9rVoNS8efP0wAMP6P3331dhYWHY648bN06HDx/W4cOH9d5778nlcmnixIlhzbBv3z6NHDlSq1at0tNPP61t27ZpxYoVGjNmjHJzc8OSoWY/7Nu3T8uXL9eYMWP04IMPauLEifJ6vWHNcObnr3/9a1hqN5ejX79+bV53z549Gj58uN555x099dRT+vjjj7Vu3To98sgjWrZsmVauXNnmGVBfR+9R9Kf6OazsUVb1J4keZUf0J/rT2TnoT/Qnu6A/0Z/OzkF/6lj9yWV1gECVlZVp0aJF2rhxo44cOaIFCxboRz/6UVgzuN1u9ejRQ5LUo0cPPfroo7rssst07NgxpaSkhCXDfffdJ8MwtGHDBsXGxtZ+P3ToUN11111hyXDmfjjnnHM0YsQIfe1rX9PYsWO1YMEC3X333WHNYCWrctx3331yuVzauHFjnfOgf//+uv7668VLNcOPHkV/aiyHVazMQI+yF/oT/amxHFahP6EG/Yn+1FgOq9Cfwq/d3Cn12muvafDgwRo0aJCmTJmiv/zlL5YelLKyMi1cuFAZGRnq1q1bWGqeOHFCK1asUG5ubp2TtEZSUlJYcjTkiiuu0LBhw/TGG29YlqGj+PLLL/XOO+80eh5IkmEYYU6Fjt6j6E+oQY+yH/oT/QnV6E/2Q3+iP6FaR+5P7WZQat68eZoyZYqk6lvqiouLtXbt2rBmWLZsmeLi4hQXF6f4+HgtXbpUixYtksMRnt24a9cumaapwYMHh6VesAYPHqx9+/aFpdaZx6Lm89RTT4WldlM5brnlljavWXMeDBo0qM73ycnJtTl++MMftnkOqeHjMH78+LDUtpuO3qPoT3XZoUdZ0Z8k+/Qo+tNX6E/0pzPRn6zvTxI9qgb9if50JvpTx+xP7eLxvZ07d2rDhg1asmSJJMnlcunWW2/VvHnzNHr06LDlGDNmjGbPni1JOnnypJ5//nmNHz9eGzZsUJ8+fdq8vt1v1zNNM2yjt2ceixpdu3YNS+2mcjQ2qh0OGzZskN/v1+233y6PxxOWmg0dh/Xr19f+46KjoEfRn85mhx5lp/4khb9H0Z+q0Z/oT2ejP9XHv6GsQX+iP52N/lRfR+hP7WJQat68efJ6vUpLS6v9zjRNud1uzZo1S4mJiWHJERsbq4yMjNo/z507V4mJiXrhhRf05JNPtnn9zMxMGYahHTt2tHmtlti+fXvYJoE7+1hYxYocGRkZMgxDO3furPN9//79JUmdOnUKW5aGfv+DBw+Grb5d0KPoT2ezQ4+yKoNdehT9qRr9if50NvqT9f1JokdJ9CeJ/nQ2+lPH7E+2f3zP6/XqpZde0m9/+1tt2bKl9rN161alpaVZ8sa1GoZhyOFw6PTp02Gp17VrV11zzTV67rnnVF5eXu/nVr4+dtWqVdq2bZsmT55sWYaOolu3brrqqqs0a9asBs8DhBc9qhr9CTXoUfZBf6pGf0IN+pN90J+q0Z9QoyP3J9vfKbVs2TKdPHlS06ZNqzdaPnnyZM2bN0/33ntvWLJ4PB4dOXJEUvWtnbNmzVJZWZkmTZoUlvqS9Nxzz2nUqFG66KKL9Itf/ELZ2dnyer169913NXv2bG3fvr3NM9TsB5/Pp6NHj2rFihWaOXOmJk6cqG9/+9ttXv/MDGdyuVxKTk4OS32rPf/88xo1apQuuOAC/exnP1N2drYcDoc++ugj7dixQyNHjrQ6YodBj/oK/al+jjPRo+hR4UZ/+gr9qX6OM9Gf6E/hRn/6Cv2pfo4z0Z86QH8ybW7ixInmtdde2+DP1q9fb0oyt27d2uY57rjjDlNS7Sc+Pt688MILzddff73Na5+tsLDQzM3NNfv06WNGR0eb55xzjnndddeZq1evbvPaZ+4Hl8tlpqSkmFdeeaX5l7/8xfT5fG1e/+wMZ34GDRoUlvpn5rj++uvDWvNMhYWF5v3332/269fPjIqKMuPi4syLLrrIfPrpp83y8vI2r9/Y77969WpTknny5Mk2z2AH9Ki6Onp/OjuHVT3K6v5kmtb2KPpTNfpTXfQn+lMN/g1lPfpTXfQn+lONjtifDNO0+exqAAA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"text/plain": [ "
" ] @@ -1280,7 +1285,7 @@ " action_history_stack = np.zeros((SIMULATE_TURNS, nr_of_games, 2), dtype=np.int8)\n", " current_boards = get_new_games(nr_of_games)\n", " for turn_index in tqdm(range(SIMULATE_TURNS)) if tqdm_on else range(SIMULATE_TURNS):\n", - " policy_index = turn_index % 2\n", + " policy_index = (turn_index + 1) % 2\n", " policy = policies[policy_index]\n", " board_history_stack[turn_index, :, :, :] = current_boards\n", " if policy_index == 0:\n", @@ -1350,8 +1355,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "peak memory: 341.61 MiB, increment: 0.52 MiB\n", - "10.1 s ± 214 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "peak memory: 341.93 MiB, increment: 0.08 MiB\n", + "15 s ± 776 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -1362,11 +1367,21 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 27, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "KeyboardInterrupt\n", + "\n" + ] + } + ], "source": [ "board, action = simulate_game(1, (GreedyPolicy(0), GreedyPolicy(0)))\n", "\n", @@ -1401,20 +1416,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((70, 10000, 8, 8), (70, 10000, 2))" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "if not os.path.exists(\"rnd_history.npy\") and not os.path.exists(\"rnd_action.npy\"):\n", " simulation_results = simulate_game(\n", @@ -1438,20 +1442,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(70, 10000, 8, 8)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "if not os.path.exists(\"turn_possible.npy\"):\n", " __board_history = _board_history.copy()\n", @@ -1483,24 +1476,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f2e1405d5a9b43958ae45080bdae83f2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=34, description='turn', max=69), Output()), _dom_classes=('widget-intera…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "count_poss_turns = np.sum(_poss_turns, axis=(2, 3))\n", "mean_possibility_count = np.mean(count_poss_turns, axis=1)\n", @@ -1565,57 +1543,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Total mean action-space
white5.687159e+18
black3.753117e+20
\n", - "
" - ], - "text/plain": [ - " Total mean action-space\n", - "white 5.687159e+18\n", - "black 3.753117e+20" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "white = mean_possibility_count[::2]\n", "black = mean_possibility_count[1::2]\n", @@ -1643,95 +1573,53 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(70, 10000, 8, 8)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_board_history.shape" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def calculate_board_branching(board_history) -> pd.Series:\n", " assert len(board_history.shape) == 4\n", - " assert board_history.shape[-2:] == (8,8)\n", + " assert board_history.shape[-2:] == (8, 8)\n", " assert board_history.shape[0] == SIMULATE_TURNS\n", - " return pd.Series([count_unique_baords(board_history[turn]) for turn in range(SIMULATE_TURNS)])\n", - "_ = calculate_board_branching(_board_history).plot(title=f\"Exploration history over {_board_history.shape[0]} games\")" + " return pd.Series(\n", + " [count_unique_baords(board_history[turn]) for turn in range(SIMULATE_TURNS)]\n", + " )\n", + "\n", + "\n", + "_ = calculate_board_branching(_board_history).plot(\n", + " title=f\"Exploration history over {_board_history.shape[0]} games\"\n", + ")" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "(70, 10000, 8, 8)" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_poss_turns.shape" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f25a578dba884528952f28b36436c523", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=34, description='turn', max=69), Output()), _dom_classes=('widget-intera…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "mean_poss_turn = np.mean(_poss_turns, axis=1)\n", "del _poss_turns\n", @@ -1754,17 +1642,9 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.578125\n" - ] - } - ], + "outputs": [], "source": [ "def calculate_direct_score(board_history: np.ndarray) -> np.ndarray:\n", " boards_evaluated = np.reshape(\n", @@ -1782,24 +1662,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6197b034e03a46c6883916a45b09ce07", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=29, description='turn', max=59), Output()), _dom_classes=('widget-intera…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "score_history = calculate_direct_score(_board_history) * 64\n", "score_history[1::2] = score_history[1::2] * -1\n", @@ -1836,27 +1701,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.0\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def calculate_final_evaluation_for_history(board_history: np.ndarray) -> np.ndarray:\n", " final_evaluation = final_boards_evaluation(board_history[-1])\n", @@ -1873,20 +1720,9 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def calculate_who_won(board_history: np.ndarray) -> np.ndarray:\n", " who_won = evaluate_who_won(board_history[-1])\n", @@ -1903,20 +1739,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def history_changed(board_history: np.ndarray) -> np.ndarray:\n", " return ~np.all(\n", @@ -1934,20 +1759,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(70, 10000)" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def get_gamma_table(board_history, gamma_value: float):\n", " unchanged = history_changed(board_history)\n", @@ -1961,32 +1775,9 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 2.26795474e-10, -4.53590947e-11, -2.26795474e-11, ...,\n", - " 0.00000000e+00, 6.80386421e-11, -4.53590947e-11],\n", - " [ 3.23993534e-10, -6.47987067e-11, -3.23993534e-11, ...,\n", - " 0.00000000e+00, 9.71980601e-11, -6.47987067e-11],\n", - " [ 4.62847905e-10, -9.25695810e-11, -4.62847905e-11, ...,\n", - " 0.00000000e+00, 1.38854372e-10, -9.25695810e-11],\n", - " ...,\n", - " [ 4.46428571e-01, -8.92857143e-02, -4.46428571e-02, ...,\n", - " 0.00000000e+00, 1.33928571e-01, -8.92857143e-02],\n", - " [ 4.46428571e-01, -8.92857143e-02, -4.46428571e-02, ...,\n", - " 0.00000000e+00, 1.33928571e-01, -8.92857143e-02],\n", - " [ 4.46428571e-01, -8.92857143e-02, -4.46428571e-02, ...,\n", - " 0.00000000e+00, 1.33928571e-01, -8.92857143e-02]])" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def calculate_q_reword(\n", " board_history: np.ndarray,\n", @@ -2004,7 +1795,9 @@ " 1 - (who_won_fraction + final_score_fraction)\n", " )\n", " combined_score[-1] += (\n", - " calculate_final_evaluation_for_history(board_history) * final_score_fraction / 0.7\n", + " calculate_final_evaluation_for_history(board_history)\n", + " * final_score_fraction\n", + " / 0.7\n", " )\n", " combined_score[-1] += calculate_who_won(board_history) * who_won_fraction\n", " for turn in range(SIMULATE_TURNS - 1, 0, -1):\n", @@ -2021,37 +1814,9 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.53249554e-06, 1.91561943e-06, 2.39452428e-06, 2.99315535e-06,\n", - " 3.74144419e-06, 4.67680524e-06, 5.84600655e-06, 7.30750819e-06,\n", - " 9.13438523e-06, 1.14179815e-05, 1.42724769e-05, 1.78405962e-05,\n", - " 2.23007452e-05, 2.78759315e-05, 3.48449144e-05, 4.35561430e-05,\n", - " 5.44451787e-05, 6.80564734e-05, 8.50705917e-05, 1.06338240e-04,\n", - " 1.32922800e-04, 1.66153499e-04, 2.07691874e-04, 2.59614843e-04,\n", - " 3.24518554e-04, 4.05648192e-04, 5.07060240e-04, 6.33825300e-04,\n", - " 7.92281625e-04, 9.90352031e-04, 1.23794004e-03, 1.54742505e-03,\n", - " 1.93428131e-03, 2.41785164e-03, 3.02231455e-03, 3.77789319e-03,\n", - " 4.72236648e-03, 5.90295810e-03, 7.37869763e-03, 9.22337204e-03,\n", - " 1.15292150e-02, 1.44115188e-02, 1.80143985e-02, 2.25179981e-02,\n", - " 2.81474977e-02, 3.51843721e-02, 4.39804651e-02, 5.49755814e-02,\n", - " 6.87194767e-02, 8.58993459e-02, 1.07374182e-01, 1.34217728e-01,\n", - " 1.67772160e-01, 2.09715200e-01, 2.62144000e-01, 3.27680000e-01,\n", - " 4.09600000e-01, 5.12000000e-01, 6.40000000e-01, 8.00000000e-01,\n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n", - " 1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n", - " 1.00000000e+00, 1.00000000e+00])" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "calculate_q_reword(\n", " _board_history, gamma=0.8, who_won_fraction=1, final_score_fraction=0\n", @@ -2060,37 +1825,9 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1.80163817e+00, -1.49795229e+00, 1.87755963e+00, -1.40305046e+00,\n", - " 1.99618693e+00, -1.25476634e+00, 4.68154208e+00, -3.98072406e-01,\n", - " 3.25240949e+00, -2.18448813e+00, 3.51938983e+00, -4.35076271e+00,\n", - " 8.11546612e-01, -2.73556673e+00, 2.83054158e+00, -2.11823023e-01,\n", - " 3.48522122e+00, -1.89347347e+00, 1.38315816e+00, -2.02105230e+00,\n", - " 3.72368462e+00, 9.04605778e-01, 4.88075722e+00, -2.64905347e+00,\n", - " 4.38683161e-01, -3.20164605e+00, -2.52057562e-01, -9.06507195e+00,\n", - " -8.13399398e-02, -3.85167492e+00, 6.43540634e+00, 1.79425793e+00,\n", - " 1.09928224e+01, -5.00897198e+00, -1.12149805e-02, -6.26401873e+00,\n", - " 3.41997659e+00, -9.47502926e+00, -8.09378657e+00, -1.38672332e+01,\n", - " -6.08404152e+00, -1.13550519e+01, -2.94381488e+00, -7.42976860e+00,\n", - " 1.96278926e+00, -1.12965134e+01, 2.12935821e+00, -6.08830224e+00,\n", - " -1.36037779e+00, -1.04504722e+01, 3.18690970e+00, -7.26636288e+00,\n", - " 4.66704640e+00, -1.04161920e+01, -6.77024000e+00, -1.22128000e+01,\n", - " 9.84000000e-01, -2.52000000e+00, 6.00000000e-01, -3.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 0.00000000e+00])" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "calculate_q_reword(\n", " _board_history, gamma=0.8, who_won_fraction=0, final_score_fraction=0\n", @@ -2099,7 +1836,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "tags": [] }, @@ -2123,26 +1860,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[0.0016],\n", - " [0.0016],\n", - " [0.0016],\n", - " [0.0016],\n", - " [0.0016]], grad_fn=)" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "BATCH_SIZE = 1000\n", "\n", @@ -2154,7 +1876,6 @@ " self.fc2 = nn.Linear(128 * 2, 128 * 3)\n", " self.fc3 = nn.Linear(128 * 3, 128 * 2)\n", " self.fc4 = nn.Linear(128 * 2, 1)\n", - " \n", "\n", " def forward(self, x):\n", " if isinstance(x, np.ndarray):\n", @@ -2177,7 +1898,6 @@ " self.fc1 = nn.Linear(8 * 8 * 2, 64 * 3)\n", " self.fc2 = nn.Linear(64 * 3, 128 * 2)\n", " self.fc3 = nn.Linear(128 * 2, 1)\n", - " \n", "\n", " def forward(self, x):\n", " if isinstance(x, np.ndarray):\n", @@ -2197,7 +1917,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "tags": [] }, @@ -2210,22 +1930,11 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "((70, 100, 8, 8), (70, 100, 2))" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "_board_history, _action_history = simulate_game(100, (RandomPolicy(1), RandomPolicy(1)))\n", "_board_history.shape, _action_history.shape" @@ -2233,41 +1942,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(70, 100, 8, 8)\n", - "(70, 100, 2)\n", - "(70, 100, 2, 8, 8)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "def action_to_q_learning_format(\n", " board_history: np.ndarray, action_history: np.ndarray\n", @@ -2305,36 +1984,17 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "39.5 ms ± 611 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n", - "peak memory: 393.63 MiB, increment: 0.00 MiB\n" - ] - }, - { - "data": { - "text/plain": [ - "(2, 2, 2, 70, 100, 2, 8, 8)" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def build_symetry_action(\n", " board_history: np.ndarray, action_history: np.ndarray\n", ") -> np.ndarray:\n", " board_history = board_history.copy()\n", - " board_history[::2] *= -1\n", + " board_history[1::2] *= -1\n", " q_learning_format = np.zeros(\n", " (2, 2, 2, SIMULATE_TURNS, board_history.shape[1], 2, 8, 8)\n", " )\n", @@ -2360,7 +2020,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "tags": [] }, @@ -2381,7 +2041,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2463,7 +2123,7 @@ " who_won_fraction=self.who_won_fraction,\n", " final_score_fraction=self.final_score_fraction,\n", " )\n", - " q_rewords[::2, :] *= -1\n", + " q_rewords[1::2, :] *= -1\n", " if self.symmetry_mode == SymmetryMode.MULTIPLY:\n", " new_q_rewords = np.zeros((2, 2, 2) + q_rewords.shape)\n", " for i, k, j in itertools.product((0, 1), (0, 1), (0, 1)):\n", @@ -2584,7 +2244,7 @@ " if live_plot:\n", " self.plot_history(max_epochs)\n", " return self.history\n", - " \n", + "\n", " def plot_history(self, max_epochs: int | None):\n", " return live_history(self.history, max_epochs)\n", "\n", @@ -2615,25 +2275,14 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, - "outputs": [ - { - "data": { - "text/plain": [ - "(70, 10, 8, 8)" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "train_boards, train_actions = simulate_game(10, (RandomPolicy(0), RandomPolicy(0)))\n", "action_possible = ~np.all(train_actions[:, :] == -1, axis=2)\n", @@ -2643,35 +2292,14 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_othello_boards(train_boards[:8, 0])\n", - "plot_othello_boards(q_leaning_formatted_action[1:9, 0, 1])" + "plot_othello_boards(q_leaning_formatted_action[0:9, 0, 1])" ] }, { @@ -2710,22 +2338,11 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "'QL-M-G08-WW00-FSF10-DQL_Simple-MSELoss'" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ql_policy = QLPolicy(\n", " 0.95,\n", @@ -2740,7 +2357,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": { "tags": [] }, @@ -2751,22 +2368,11 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "probes: int = 1000\n", "_ = (\n", @@ -2779,7 +2385,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": { "tags": [] }, @@ -2790,81 +2396,24 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "616f06c422444f12bdc42677b1ad8ef4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/10 [00:00 1\u001b[0m \u001b[43mql_policy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m200\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mRandomPolicy\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mGreedyPolicy\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", - "Cell \u001b[1;32mIn[55], line 191\u001b[0m, in \u001b[0;36mQLPolicy.train\u001b[1;34m(self, epochs, batches, batch_size, eval_batch_size, compare_with, save_every_epoch, live_plot)\u001b[0m\n\u001b[0;32m 189\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m tqdm(\u001b[38;5;28mrange\u001b[39m(epochs)):\n\u001b[0;32m 190\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m tqdm(\u001b[38;5;28mrange\u001b[39m(batches)):\n\u001b[1;32m--> 191\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_batch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 192\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtraining_results\u001b[38;5;241m.\u001b[39mappend(\n\u001b[0;32m 193\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mevaluate_model(compare_with, eval_batch_size)\n\u001b[0;32m 194\u001b[0m )\n\u001b[0;32m 195\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m save_every_epoch:\n", - "Cell \u001b[1;32mIn[55], line 106\u001b[0m, in \u001b[0;36mQLPolicy.train_batch\u001b[1;34m(self, nr_of_games)\u001b[0m\n\u001b[0;32m 105\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtrain_batch\u001b[39m(\u001b[38;5;28mself\u001b[39m, nr_of_games: \u001b[38;5;28mint\u001b[39m):\n\u001b[1;32m--> 106\u001b[0m x_train, y_train \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate_trainings_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnr_of_games\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 107\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mneural_network\u001b[38;5;241m.\u001b[39mforward(x_train)\n\u001b[0;32m 108\u001b[0m loss_score \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mloss(y_pred, y_train)\n", - "Cell \u001b[1;32mIn[55], line 71\u001b[0m, in \u001b[0;36mQLPolicy.generate_trainings_data\u001b[1;34m(self, generate_data_size)\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgenerate_trainings_data\u001b[39m(\n\u001b[0;32m 69\u001b[0m \u001b[38;5;28mself\u001b[39m, generate_data_size: \u001b[38;5;28mint\u001b[39m\n\u001b[0;32m 70\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[torch\u001b[38;5;241m.\u001b[39mTensor, torch\u001b[38;5;241m.\u001b[39mTensor]:\n\u001b[1;32m---> 71\u001b[0m train_boards, train_actions \u001b[38;5;241m=\u001b[39m \u001b[43msimulate_game\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgenerate_data_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m action_possible \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m~\u001b[39mnp\u001b[38;5;241m.\u001b[39mall(train_actions[:, :] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m 73\u001b[0m q_leaning_formatted_action \u001b[38;5;241m=\u001b[39m build_symetry_action(train_boards, train_actions)\n", - "Cell \u001b[1;32mIn[23], line 25\u001b[0m, in \u001b[0;36msimulate_game\u001b[1;34m(nr_of_games, policies, tqdm_on)\u001b[0m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m policy_index \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m 24\u001b[0m current_boards \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[1;32m---> 25\u001b[0m current_boards, action_taken \u001b[38;5;241m=\u001b[39m \u001b[43msingle_turn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcurrent_boards\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpolicy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 26\u001b[0m action_history_stack[turn_index, :] \u001b[38;5;241m=\u001b[39m action_taken\n\u001b[0;32m 28\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m policy_index \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", - "Cell \u001b[1;32mIn[22], line 15\u001b[0m, in \u001b[0;36msingle_turn\u001b[1;34m(current_boards, policy)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msingle_turn\u001b[39m(\n\u001b[0;32m 2\u001b[0m current_boards: np, policy: GamePolicy\n\u001b[0;32m 3\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mtuple\u001b[39m[np\u001b[38;5;241m.\u001b[39mndarray, np\u001b[38;5;241m.\u001b[39mndarray]:\n\u001b[0;32m 4\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Execute a single turn on a board.\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \n\u001b[0;32m 6\u001b[0m \u001b[38;5;124;03m Places a new stone on the board. Turns captured enemy stones.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;124;03m The new game board and the policy vector containing the index of the action used.\u001b[39;00m\n\u001b[0;32m 14\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m---> 15\u001b[0m policy_results \u001b[38;5;241m=\u001b[39m \u001b[43mpolicy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_policy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcurrent_boards\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;66;03m# if the constant VERIFY_POLICY is set to true the policy is verified. Should be good though.\u001b[39;00m\n\u001b[0;32m 18\u001b[0m \u001b[38;5;66;03m# todo deactivate the policy verification after some testing.\u001b[39;00m\n\u001b[0;32m 19\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m VERIFY_POLICY:\n", - "Cell \u001b[1;32mIn[19], line 64\u001b[0m, in \u001b[0;36mGamePolicy.get_policy\u001b[1;34m(self, boards)\u001b[0m\n\u001b[0;32m 59\u001b[0m policies[random_choices] \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mrand(np\u001b[38;5;241m.\u001b[39msum(random_choices), \u001b[38;5;241m8\u001b[39m ,\u001b[38;5;241m8\u001b[39m)\n\u001b[0;32m 61\u001b[0m \u001b[38;5;66;03m# todo talk to team about backpropagation of score and epsilon for greedy factor\u001b[39;00m\n\u001b[0;32m 62\u001b[0m \n\u001b[0;32m 63\u001b[0m \u001b[38;5;66;03m# todo possibly change this function to only validate the purpose turn and not all turns\u001b[39;00m\n\u001b[1;32m---> 64\u001b[0m possible_turns \u001b[38;5;241m=\u001b[39m \u001b[43mget_possible_turns\u001b[49m\u001b[43m(\u001b[49m\u001b[43mboards\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 65\u001b[0m policies[possible_turns \u001b[38;5;241m==\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1.0\u001b[39m\n\u001b[0;32m 66\u001b[0m max_indices \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m 67\u001b[0m np\u001b[38;5;241m.\u001b[39munravel_index(policy\u001b[38;5;241m.\u001b[39margmax(), policy\u001b[38;5;241m.\u001b[39mshape) \u001b[38;5;28;01mfor\u001b[39;00m policy \u001b[38;5;129;01min\u001b[39;00m policies\n\u001b[0;32m 68\u001b[0m ]\n", - "Cell \u001b[1;32mIn[13], line 60\u001b[0m, in \u001b[0;36mget_possible_turns\u001b[1;34m(boards, tqdm_on)\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m poss_turns[game, idx, idy]:\n\u001b[0;32m 59\u001b[0m position \u001b[38;5;241m=\u001b[39m idx, idy\n\u001b[1;32m---> 60\u001b[0m poss_turns[game, idx, idy] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43many\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[0;32m 61\u001b[0m \u001b[43m \u001b[49m\u001b[43m_recursive_steps\u001b[49m\u001b[43m(\u001b[49m\u001b[43mboards\u001b[49m\u001b[43m[\u001b[49m\u001b[43mgame\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdirection\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mposition\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m>\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\n\u001b[0;32m 62\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdirection\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mDIRECTIONS\u001b[49m\n\u001b[0;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m poss_turns\n", - "Cell \u001b[1;32mIn[13], line 61\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m poss_turns[game, idx, idy]:\n\u001b[0;32m 59\u001b[0m position \u001b[38;5;241m=\u001b[39m idx, idy\n\u001b[0;32m 60\u001b[0m poss_turns[game, idx, idy] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28many\u001b[39m(\n\u001b[1;32m---> 61\u001b[0m \u001b[43m_recursive_steps\u001b[49m\u001b[43m(\u001b[49m\u001b[43mboards\u001b[49m\u001b[43m[\u001b[49m\u001b[43mgame\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdirection\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mposition\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 62\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m direction \u001b[38;5;129;01min\u001b[39;00m DIRECTIONS\n\u001b[0;32m 63\u001b[0m )\n\u001b[0;32m 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m poss_turns\n", - "Cell \u001b[1;32mIn[13], line 19\u001b[0m, in \u001b[0;36m_recursive_steps\u001b[1;34m(board, rec_direction, rec_position, step_one)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Check if a player can place a stone on the board specified in the direction specified and direction specified.\u001b[39;00m\n\u001b[0;32m 8\u001b[0m \n\u001b[0;32m 9\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[38;5;124;03m True if a turn is possible for possition and direction on the board defined.\u001b[39;00m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 18\u001b[0m rec_position \u001b[38;5;241m=\u001b[39m rec_position \u001b[38;5;241m+\u001b[39m rec_direction\n\u001b[1;32m---> 19\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43many\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec_position\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m>\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mBOARD_SIZE\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m|\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mrec_position\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m<\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[0;32m 20\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 21\u001b[0m next_field \u001b[38;5;241m=\u001b[39m board[\u001b[38;5;28mtuple\u001b[39m(rec_position\u001b[38;5;241m.\u001b[39mtolist())]\n", - "File \u001b[1;32m<__array_function__ internals>:180\u001b[0m, in \u001b[0;36many\u001b[1;34m(*args, **kwargs)\u001b[0m\n", - "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ - "ql_policy.train(200, 10, 1000, 100, [RandomPolicy(0), GreedyPolicy(0)])" + "ql_policy.train(200, 10, 1000, 200, [RandomPolicy(0), GreedyPolicy(0)])" ] }, { @@ -2939,7 +2488,7 @@ }, "outputs": [], "source": [ - "plot_othello_boards(boards1[:60,0])" + "plot_othello_boards(boards1[:60, 0])" ] }, {