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June 21, 2024 14:58
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REMED DS_TK3_NERDY VANDHEKA_21181213
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "8b3cccc0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "35751e65", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" LAT LONG GDPACMP20 GDPACMP21 GDPACMP22 GDPACMP23 UR20 \\\n", | |
"0 4.695135 96.749399 -0.37 2.81 4.21 4.23 6.59 \n", | |
"1 2.115355 99.545097 -1.07 2.61 4.73 5.01 6.91 \n", | |
"2 -0.739940 100.800005 -1.61 3.29 4.36 4.62 6.88 \n", | |
"3 0.293347 101.706829 -1.13 3.36 4.55 4.21 6.32 \n", | |
"4 -1.485183 102.438058 -0.51 3.70 5.12 4.66 5.13 \n", | |
"5 -3.319437 103.914399 -0.11 3.58 5.23 5.08 5.51 \n", | |
"6 -3.577847 102.346388 -0.02 3.27 4.31 4.26 4.07 \n", | |
"7 -3.238462 130.145273 -1.66 2.77 4.28 4.55 4.67 \n", | |
"8 3.945651 108.142867 -2.29 5.05 4.40 4.38 5.25 \n", | |
"9 -4.558585 105.406808 -3.80 3.43 5.09 5.20 10.34 \n", | |
"10 -6.211544 106.845172 -2.39 3.55 5.25 4.96 10.95 \n", | |
"11 -7.090911 107.668887 -2.52 3.74 5.45 5.00 10.46 \n", | |
"12 -7.150975 110.140259 -2.65 3.33 5.31 4.98 6.48 \n", | |
"13 -7.875385 110.426209 -2.67 5.58 5.15 5.07 4.57 \n", | |
"14 -7.536064 112.238402 -2.33 3.56 5.34 4.95 5.84 \n", | |
"15 -6.405817 106.064018 -3.39 4.49 5.03 4.81 10.64 \n", | |
"16 -8.409518 115.188916 -9.34 -2.46 4.84 5.71 5.63 \n", | |
"17 -8.652933 117.361648 -0.62 2.30 6.95 1.80 4.22 \n", | |
"18 -8.657382 121.079370 -0.84 2.52 3.05 3.52 4.28 \n", | |
"19 -0.278781 111.475285 -1.82 4.80 5.07 4.46 5.81 \n", | |
"20 -1.681488 113.382355 -1.41 3.59 6.45 4.14 4.58 \n", | |
"21 -3.092642 115.283759 -1.82 3.48 5.11 4.84 4.74 \n", | |
"22 1.640630 116.419389 -2.90 2.55 4.48 6.22 6.87 \n", | |
"23 -2.741051 106.440587 -1.09 3.99 5.32 4.94 4.97 \n", | |
"24 0.624693 123.975002 -0.99 4.16 5.42 5.48 7.37 \n", | |
"25 -1.430025 121.445618 4.86 11.68 15.22 11.91 3.77 \n", | |
"26 -3.668799 119.974053 -0.71 4.64 5.10 4.51 6.31 \n", | |
"27 -4.144910 122.174605 -0.65 4.10 5.53 5.35 4.58 \n", | |
"28 0.699937 122.446724 -0.02 2.40 4.04 4.50 4.28 \n", | |
"29 -2.844137 119.232078 -2.34 2.57 2.31 5.25 3.32 \n", | |
"30 1.570999 127.808769 -0.91 3.63 5.31 5.21 7.57 \n", | |
"31 -1.336115 133.174716 -0.76 -0.51 2.01 3.91 6.80 \n", | |
"32 -4.269928 138.080353 2.39 15.16 8.97 5.22 4.28 \n", | |
"\n", | |
" UR21 UR22 UR23 ... EI16 EI17 EI18 ID POP10 POP20 \\\n", | |
"0 6.30 6.17 6.03 ... 68.12 69.18 69.94 1 4494410 5274871 \n", | |
"1 6.33 6.16 5.89 ... 66.51 67.22 67.63 2 12982204 14799361 \n", | |
"2 6.52 6.28 5.94 ... 66.94 67.79 67.95 3 4846909 5534472 \n", | |
"3 4.42 4.37 4.23 ... 64.36 65.39 66.15 4 5538367 6394087 \n", | |
"4 5.09 4.59 4.53 ... 62.23 62.92 63.27 5 3092265 3548228 \n", | |
"5 4.98 4.63 4.11 ... 60.07 60.94 61.00 6 7450394 8467432 \n", | |
"6 3.65 3.59 3.42 ... 65.07 65.93 66.42 7 1715518 2010670 \n", | |
"7 4.69 4.52 4.23 ... 59.74 60.58 61.09 8 7608405 9007848 \n", | |
"8 5.03 4.77 4.56 ... 57.93 58.79 59.11 9 1223296 1455678 \n", | |
"9 9.91 8.23 6.80 ... 67.40 68.22 68.31 10 1679163 2064564 \n", | |
"10 8.50 7.18 6.53 ... 71.63 72.46 72.81 11 9607787 10562088 \n", | |
"11 9.82 8.31 7.44 ... 60.67 61.63 61.75 12 43053732 48274162 \n", | |
"12 5.95 5.57 5.13 ... 58.42 59.15 59.58 13 32382657 36516035 \n", | |
"13 4.56 4.06 3.69 ... 72.71 73.47 74.29 14 3457491 3668719 \n", | |
"14 5.74 5.49 4.88 ... 60.16 60.83 61.02 15 37476757 40665696 \n", | |
"15 8.98 8.09 7.52 ... 63.18 63.93 64.43 16 10632166 11904562 \n", | |
"16 5.37 4.80 2.69 ... 64.09 65.19 65.58 17 3890757 4317404 \n", | |
"17 3.01 2.89 2.80 ... 59.19 60.39 60.85 18 4500212 5320092 \n", | |
"18 3.77 3.54 3.14 ... 59.43 60.14 60.72 19 4683827 5325566 \n", | |
"19 5.82 5.11 5.05 ... 57.63 58.22 58.59 20 4395983 5414390 \n", | |
"20 4.53 4.26 4.10 ... 61.35 62.22 62.76 21 2212089 2669969 \n", | |
"21 4.95 4.74 4.31 ... 60.44 61.24 61.39 22 3626616 4073584 \n", | |
"22 6.83 5.71 5.31 ... 67.88 68.67 69.57 23 3553143 3766039 \n", | |
"23 4.58 4.33 4.01 ... 63.27 64.26 65.18 24 738163 701814 \n", | |
"24 7.06 6.61 6.10 ... 64.73 65.63 66.02 25 2270596 2621923 \n", | |
"25 3.75 3.00 2.95 ... 62.96 63.86 64.87 26 2635009 2985734 \n", | |
"26 5.72 4.51 4.33 ... 62.39 63.39 63.79 27 8034776 9073509 \n", | |
"27 3.92 3.36 3.15 ... 64.51 65.31 66.55 28 2232586 2624875 \n", | |
"28 3.01 2.58 3.06 ... 59.51 60.41 61.06 29 1040164 1171681 \n", | |
"29 3.13 2.34 2.27 ... 58.08 59.03 59.97 30 1158651 1419229 \n", | |
"30 6.93 6.88 6.31 ... 69.04 69.91 70.60 31 1533506 1848923 \n", | |
"31 5.84 5.37 5.38 ... 57.59 58.47 59.04 32 760422 1134068 \n", | |
"32 3.33 2.83 2.67 ... 48.92 50.18 51.82 33 2833381 4303707 \n", | |
"\n", | |
" AREA MW22 MW23 PROVINCE \n", | |
"0 56500.51 3166460 3413666 Aceh \n", | |
"1 72427.81 2522609 2710493 Sumatera Utara \n", | |
"2 42224.65 2512539 2742476 Sumatera Barat \n", | |
"3 87844.23 2938564 3191662 Riau \n", | |
"4 45348.49 2649034 2943000 Jambi \n", | |
"5 91592.43 3144446 3404177 Sumatera Selatan \n", | |
"6 19795.15 2238094 2418280 Bengkulu \n", | |
"7 37735.15 2440486 2633284 Lampung \n", | |
"8 16424.14 3264884 3498479 Kepulauan Bangka Belitung \n", | |
"9 8084.01 3050172 3279194 Kepulauan Riau \n", | |
"10 740.29 4641854 4901798 Daerah Khusus Ibukota Jakarta \n", | |
"11 36925.05 2501203 2661280 Jawa Barat \n", | |
"12 32799.71 1841487 1986670 Jawa Tengah \n", | |
"13 3133.15 1812935 1958169 Daerah Istimewa Yogyakarta \n", | |
"14 46689.64 1840915 1981782 Jawa Timur \n", | |
"15 9018.64 1891567 2040244 Banten \n", | |
"16 5449.37 2516971 2713672 Bali \n", | |
"17 19708.79 2207212 2371407 Nusa Tenggara Barat \n", | |
"18 46137.87 1975000 2123994 Nusa Tenggara Timur \n", | |
"19 120114.32 2434328 2608601 Kalimantan Barat \n", | |
"20 153564.50 2922516 3181013 Kalimantan Tengah \n", | |
"21 37530.52 2906473 3149977 Kalimantan Selatan \n", | |
"22 194849.08 3014497 3201396 Kalimantan Timur \n", | |
"23 72567.49 3016738 3251702 Kalimantan Utara \n", | |
"24 13930.73 3310723 3485000 Sulawesi Utara \n", | |
"25 68089.83 2390739 2599546 Sulawesi Tengah \n", | |
"26 46116.45 3165876 3385145 Sulawesi Selatan \n", | |
"27 36757.45 2576016 2758948 Sulawesi Tenggara \n", | |
"28 12165.44 2800580 2989350 Gorontalo \n", | |
"29 16787.19 2678863 2871794 Sulawesi Barat \n", | |
"30 47350.42 2619312 2812827 Maluku \n", | |
"31 114566.40 3200000 3282000 Papua Barat \n", | |
"32 309934.40 3561932 3864696 Papua \n", | |
"\n", | |
"[33 rows x 26 columns]\n" | |
] | |
} | |
], | |
"source": [ | |
"df = pd.read_csv(\"/Users/Asus/data16.csv\")\n", | |
"print(df)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "08179563", | |
"metadata": {}, | |
"source": [ | |
"### Grafik Bar untuk membandingkan penduduk disetiap provinsi pada tahun 2010 dan 2020 " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "99f7ad1d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.bar(df['PROVINCE'], df['POP10'], label='Population 2010', alpha=0.7)\n", | |
"plt.bar(df['PROVINCE'], df['POP20'], label='Population 2020', alpha=0.7)\n", | |
"plt.xlabel('Province')\n", | |
"plt.ylabel('Population')\n", | |
"plt.title('Population Comparison Between 2010 and 2020')\n", | |
"plt.xticks(rotation=90)\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "77e7b7de", | |
"metadata": {}, | |
"source": [ | |
"### Grafik Pie (Pie Chart) untuk membandingkan proporsi penduduk di setiap provinsi pada tahun 2020 " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "09c6cac9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.pie(df['POP20'], labels=df['PROVINCE'], autopct='%1.1f%%')\n", | |
"plt.title('Population Proportion in 2020 by Province')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6e2db27f", | |
"metadata": {}, | |
"source": [ | |
"### Scatter Plot untuk menunjukkan hubungan antara GDP per kapita dan tingkat pengangguran pada tahun 2022" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "12b13238", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.scatter(df['GDPACMP22'], df['UR22'], color='blue')\n", | |
"plt.xlabel('GDP per Capita (2022)')\n", | |
"plt.ylabel('Unemployment Rate (2022)')\n", | |
"plt.title('Scatter Plot of GDP per Capita vs Unemployment Rate (2022)')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3bd41f06", | |
"metadata": {}, | |
"source": [ | |
"### Line Chart untuk menampilkan tren daya yang dihasilkan dari pembangkit listrik tenaga air dari tahun 2022 hingga 2023" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "59b79fb7", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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uOzsbx44ds3qMuvMDaktO5bIu+TFlM2fOtMqe2CKX/dWX5ZRVVVXhuuuuw9mzZ/HFF18gMDDQ6hjzzKU944DoJvfJJ5/gP//5DwYNGlTvcYWFhZgyZQokScJnn31mkR2TM+fyV32d6fbu3YuZM2di2LBhWLx4sUPzrO+2huYlmzhxIvbs2YOtW7fihRdewNq1a3H99dfbnGdkZCQuXLhQ7zyIyDnadeBUXl6Ofv364a233mryYzz00EN4//33sWTJEhw9ehTffvut1YcqIk/Ts2dPDB482OorODjY6tg77rgDfn5+WL58OQDg7bffhp+fH+644w7TMQUFBRadtmTR0dE2n9/f3x9BQUEWYwUFBYiOjrb6oBIZGQm1Wo2CgoJGX5efn58pCDxw4ACKiorw3XffoWPHjqbnsNWJLTY21nQ7APj6+uKKK64wBU4//fQTxo8fj9GjR0Ov12PHjh2m8jk5cCooKIBOp8Obb75pEcx4eXlhypQpAID8/HyL57W3K5xc2lP3g/2NN95oer0DBw60uC03NxcHDhywmotGo4EkSVZzsbV+w8fHB5WVlU59fa+99hrmzJmDoUOHYu3atdi9ezf27NmDSZMmmZ7LUfK/W33/tnV/d/z9/eHr62v1Wp3Vtr7uPHJzcwGIDmp1f3b33XcfAOufXd1/D7lbn/m/B2D9f0ytVtv8t6xLfpy6Pwdz1dXVuPbaa/Hzzz9j/fr1GDp0qM052vq/WVhYiLCwMJuPu3DhQjz//PN44YUX8MADD9T7/JcuXcL48eNx4cIFbN682VQyKuvatavFz/LZZ5+1eox9+/Zh/PjxuOyyy/D9999bdT0MDw+vd/4AbL6GxuYlCw0NxeDBg5Gamoonn3wS7777LtavX49vvvnG6lhfX98m//4Tkf3a9RqnyZMnY/LkyfXeXlNTg3/961/45JNPUFRUhN69e+Oll14ytbY9cuQI3nnnHRw6dAg9evRooVkTtS3BwcG49dZb8f777+Pxxx/HihUrcOONNyIkJMR0THh4uM1F6baaQwC2z+KGh4fj119/hSRJFrfn5eVBp9OhQ4cOjc5VqVRi8ODB9d4eHh5ucy8a+ey7+XOMHTsW//73v/Hbb7/h/PnzGD9+PDQaDS6//HJs3rwZWVlZ6N69O+Li4gCID0kqlQq33HIL7r//fpvPn5iYaPF9Q2e6zY0fP970oevxxx83jUdGRpoyBhqNxqK5QYcOHeDn52fVetn8dkc46/WtWrUKo0ePxjvvvGMxbu+6HFvkD/D1/ds6+lqbq+7rlp9//vz5uO6662zex9G/QfJrzsnJMZ0YAEQ2y56TDPKc5AChrurqalxzzTVIS0vDN998Y2rgYk5e23fw4EEkJydbzOHo0aOYNWuW1X0WLlyIZ555Bs888wyefPLJeud36dIljBs3DhkZGfjpp5+s1lEBwLfffmvxOy+fAJHt27cP48aNQ0JCAjZt2mTzxFCfPn2wevVq6HQ6i0yd3PCld+/eDs+rPvJJ2ePHj1vdVlhY2OK/p0TtUbvOODXm9ttvx86dO7FmzRocOHAAf/vb3zBp0iScOHECgHjT7dKlCzZs2IDExER07twZd911V71/SIjaK3nx/4wZM1BUVGR1ljg1NRWlpaVYv369xfinn35q93OMHTsWZWVlViW3K1euNN3eXGPHjsXhw4exd+9eq+dQKBRITU01jY0bNw46nQ5PP/00OnXqhKSkJNP4li1bsHXrVouGGf7+/khNTcW+ffvQt29fmxk9ezIBtlx77bVITk7GokWLcPToUbvuM23aNJw6dQrh4eE25+LoRq3Oen3y5sTmDhw4YLVHUt0MS0NSUlLg5+eHVatWWYyfP38eW7dudcrvTnP06NEDl112Gf7880+bP7fBgwdblEnaQz4B+Mknn1iMf/755zYbv9SVkJAAPz8/nDp1yuo2OdO0detWrF27FhMnTrT5GEOHDkVMTIzVBtdffvklysrKrILE5557Ds888wz+9a9/WTUSMScHJ6dPn8amTZswYMAAm8f16dPH4mdoHjjt378f48aNQ6dOnbB582aEhobafIxrr70WZWVlWLt2rcX4xx9/jNjYWIssm73zqo9cXtmtWzer206fPm0RfBKRa7TrjFNDTp06hdWrV+P8+fOmN9PHH38cGzduxIoVK7Bo0SKcPn3aVLe9cuVK6PV6PPLII5gxY4ZF5yKi9q579+6YNGkSfvjhB1x55ZUWa2kAYPbs2fjPf/6D2bNn44UXXjCVxfz44492P8fs2bPx9ttv49Zbb8WZM2fQp08f/Pzzz1i0aBGmTJliEaQ01SOPPIKVK1di6tSpePbZZ5GQkIDvvvsOy5Ytw5w5cyy6bQ0aNAihoaHYtGmTRbvlcePGmTaZrTun119/HVdeeSVGjBiBOXPmoHPnzigtLcXJkyfx7bffNvl9RaVS4euvv8bEiRMxZMgQ3H333Rg9ejRCQ0NRVFSEX3/9FX/++adFq/KHH34Ya9euxciRI/HII4+gb9++MBgMyMzMxKZNm/DYY49ZlV41xhmvb9q0aXjuueewYMECjBo1CseOHcOzzz6LxMREiw/8Go0GCQkJpmxHWFgYOnToYDPgCwkJwdNPP40nn3wSs2fPxqxZs1BQUICFCxfC19e3wQ/pLeW///0vJk+ejIkTJ+K2225Dx44dUVhYiCNHjmDv3r344osvHHq8nj174uabb8bSpUvh5eWFcePG4dChQ6ZOfo3x9vZGSkqK1bo0AJgxYwZ++OEHPPXUUwgPD7c4JigoyPQBX6VS4eWXX8Ytt9yCe+65B7NmzcKJEyfwxBNPYPz48Zg0aZLpfq+++ir+/e9/Y9KkSZg6darV88rbBlRWVmLixInYt28fli5dCp1OZ3FsREQEunbt2uBrO3bsmOn/5gsvvIATJ06YTpgCosRP7tA4efJkjB8/HnPmzEFJSQm6deuG1atXY+PGjVi1ahVUKpXD8/rvf/+LHTt2YMKECYiLi0N5eTl27NiBN998E8OHD8fVV19tMd+CggKcOHEC//znPxt8XUTkBO7sTNGaALDY/PHzzz+XAEgBAQEWX2q1Wpo5c6YkSbUdv+ROWpIkSX/88YcEQDp69GhLvwQil2vOBrgfffSRBEBas2aNzdvPnz8vXX/99VJgYKCk0Wik66+/Xvrll19sdtWztVGtJElSQUGBdO+990oxMTGSWq2WEhISpPnz59u1gWhDj2vu7Nmz0o033iiFh4dLXl5eUo8ePaRXXnnFZlesa6+9VgIgffLJJ6axmpoaKSAgQFIqldKlS5es7pORkSHdcccdUseOHSUvLy8pIiJCGj58uPT888+bjpG7zn3xxReNztdccXGxtGjRIunyyy+XgoKCJLVaLUVGRkrjx4+X3n77bauNhMvKyqR//etfUo8ePSRvb28pODhY6tOnj/TII49IOTk5puNQz0autjZSbe7rq66ulh5//HGpY8eOkq+vrzRw4EDp66+/lm699Var370tW7ZIAwYMkHx8fCw6xdXtqid7//33pb59+5pe69VXXy399ddfFsfU93uyYMECydE/qXV/bnJXvVdeecXm8X/++ac0c+ZMKTIyUvLy8pKio6OlMWPGSMuXLzcdU9//UflnmpaWZhqrrq6WHnvsMSkyMlLy9fWVhg0bJu3atcvuDXA/+OADSaVSSVlZWVavq76vUaNGWT3Op59+avq5R0dHSw8++KBF9z1JkqRRo0Y1+Lh1f4b1fdnzuhrrHlp3Q+7S0lLpwQcflKKjoyVvb2+pb9++0urVqy2OcWReO3fulKZNmybFxsZK3t7ekr+/v9SvXz/pueees7nZ9wcffCB5eXlZ/J8kItdQSFKdjVfaKYVCgXXr1pk2gPzss89w00034a+//jKdMZIFBgYiOjoaCxYswKJFi6DVak23VVZWwt/fH5s2bbLaFJCoPbv++uuxe/dunDlzxubmkkTUtlRVVSE+Ph6PPfYY5s6d6+7ptFsjRoxAfHy8VdklETkfS/XqMWDAAOj1euTl5WHEiBE2j7niiiug0+lw6tQpU4pdXrSZkJDQYnMlaq2qq6uxd+9e/Pbbb1i3bh1ee+01Bk1EHsLX19fUrOGBBx5AQECAu6fU7mzfvh179uzBxx9/7O6pELUL7TrjVFZWhpMnTwIQgdJrr72G1NRUhIWFIT4+HjfffDN27tyJV199FQMGDEB+fj62bt2KPn36YMqUKTAYDLj88ssRGBiIpUuXwmAw4P7770dQUBA2bdrk5ldH5H5nzpxBYmIigoKCcOONN+Ktt96yyuASUdul1+vx8ssvY9q0aaYuedRy1q1bB61Wi5kzZ7p7KkTtQrsOnNLT0y26YMluvfVWfPTRR9BqtXj++eexcuVKXLhwAeHh4UhJScHChQtNfyCysrLwz3/+E5s2bUJAQAAmT56MV199td79J4iIiIiIqO1p14ETERERERGRPbiPExERERERUSMYOBERERERETWi3XXVMxgMyMrKgkajgUKhcPd0iIiIiIjITSRJQmlpKWJjY6FUNpxTaneBU1ZWFuLi4tw9DSIiIiIiaiXOnTuHTp06NXhMuwucNBoNAPHDCQoKcvNsiIiIiIjIXUpKShAXF2eKERrS7gInuTwvKCiIgRMREREREdm1hMetzSGeeeYZKBQKi6/o6OgG77Nt2zYMGjQIvr6+6NKlC5YvX95CsyUiIiIiovbK7RmnXr16YcuWLabvVSpVvcdmZGRgypQpuPvuu7Fq1Srs3LkT9913HyIiInD99de3xHSJiIiIiKgdcnvgpFarG80yyZYvX474+HgsXboUANCzZ0/8/vvvWLJkCQMnIiIiIiJyGbcHTidOnEBsbCx8fHwwdOhQLFq0CF26dLF57K5duzBhwgSLsYkTJ+KDDz6AVquFl5dXS0yZiIiIiNoRvV4PrVbr7mlQE3l7ezfaatwebg2chg4dipUrV6J79+7Izc3F888/j+HDh+Ovv/5CeHi41fE5OTmIioqyGIuKioJOp0N+fj5iYmKs7lNdXY3q6mrT9yUlJc5/IURERETkcSRJQk5ODoqKitw9FWoGpVKJxMREeHt7N+tx3Bo4TZ482XS9T58+SElJQdeuXfHxxx/j0UcftXmfuh0vJEmyOS5bvHgxFi5c6KQZExEREVF7IQdNkZGR8Pf3t6vzGrUuBoMBWVlZyM7ORnx8fLP+Dd1eqmcuICAAffr0wYkTJ2zeHh0djZycHIuxvLw8qNVqmxkqAJg/f75FECb3aiciIiIiqo9erzcFTfV9zqS2ISIiAllZWdDpdM1a2uPWduR1VVdX48iRIzZL7gAgJSUFmzdvthjbtGkTBg8eXO8PwcfHx7RnE/duIiIiIiJ7yGua/P393TwTai65RE+v1zfrcdwaOD3++OPYtm0bMjIy8Ouvv2LGjBkoKSnBrbfeCkBki2bPnm06/t5778XZs2fx6KOP4siRI/jwww/xwQcf4PHHH3fXSyAiIiIiD8byvLbPWf+Gbi3VO3/+PGbNmoX8/HxERERg2LBh2L17NxISEgAA2dnZyMzMNB2fmJiI77//Ho888gjefvttxMbG4o033mArciIiIiIicimFJHdXaCdKSkoQHByM4uJilu0RERERkU1VVVXIyMhAYmIifH193T0daoaG/i0diQ1a1RonIiIiIiJPojdI2HWqAN/sv4BdpwqgN7g2Z3HbbbdBoVDg3nvvtbrtvvvug0KhwG233QYAWL58OTQaDXQ6nemYsrIyeHl5YcSIERb33bFjBxQKBY4fP27zed977z2MGDECoaGhCA0Nxbhx4/Dbb79ZHbds2TJTADNo0CDs2LHDdJtWq8XcuXPRp08fBAQEIDY2FrNnz0ZWVpbpmMLCQvzzn/9Ejx494O/vj/j4eDz44IMoLi526OfUFAyciIiIiIhcYOOhbFz50lbMem83HlqzH7Pe240rX9qKjYeyXfq8cXFxWLNmDSorK01jVVVVWL16NeLj401jqampKCsrw++//24a27FjB6Kjo7Fnzx5UVFSYxtPT0xEbG4vu3bvbfM709HTMmjULaWlp2LVrF+Lj4zFhwgRcuHDBdMxnn32Ghx9+GE899RT27duHESNGYPLkyaalORUVFdi7dy+efvpp7N27F1999RWOHz+O6dOnmx4jKysLWVlZWLJkCQ4ePIiPPvoIGzduxJ133tn8H1wjWKpHRO2DQQ+c/QUoywUCo4CE4YBS5e5ZERFRK9XcUr2Nh7IxZ9Ve1P2gLbcpeOfmgZjU23Yn6ea47bbbUFRUhNOnT2Pu3Lm46aabAACffvopXnzxRXTp0gUhISH46KOPAAAdO3bEP//5T8ybNw8AMHfuXJSXlyMtLQ2vv/46xo0bBwAYO3YsYmJisGrVKrvmodfrERoairfeesvU7G3o0KEYOHAg3nnnHdNxPXv2xDXXXIPFixfbfJw9e/ZgyJAhOHv2rEXQZ+6LL77AzTffjPLycqjV1i0cWKpHRGSvw+uBpb2Bj6cBa+8Ul0t7i3EiIiI7SJKEihqdXV+lVVosWP+XVdAEwDT2zPrDKK3S2vV4Tclz3H777VixYoXp+w8//BB33HGH1XGjR49GWlqa6fu0tDSMHj0ao0aNMo3X1NRg165dSE1Ntfv5KyoqoNVqERYWZnqMP/74AxMmTLA4bsKECfjll1/qfZzi4mIoFAqEhIQ0eExQUJDNoMmZWtUGuERETnd4PfD5bKDun6+SbDE+cyWQPN3mXYmIiGSVWj2S//2jUx5LApBTUoU+z2yy6/jDz06Ev7djH9tvueUWzJ8/H2fOnIFCocDOnTuxZs0apKenWxw3evRoPPLII9DpdKisrMS+ffswcuRI6PV6vPHGGwCA3bt3o7Ky0qHAad68eejYsaMpY5Wfnw+9Xo+oqCiL46KiopCTk2PzMaqqqjBv3jzceOON9WaDCgoK8Nxzz+Gee+6xe25NxcCJiDyXQQ9snAuroAkwjimAjfOApKks2yMiIo/SoUMHTJ06FR9//DEkScLUqVPRoUMHq+NSU1NRXl6OPXv24NKlS+jevTsiIyMxatQo3HLLLSgvL0d6ejri4+PRpUsXu5775ZdfxurVq5Genm5VGld3TyVJkmzus6TVavH3v/8dBoMBy5Yts/k8JSUlmDp1KpKTk7FgwQK75tYcDJyIyHOd/QUoyWrgAAkouSCOSxzRwHFERNTe+XmpcPjZiXYd+1tGIW5bsafR4z66/XIMSQyz67mb4o477sADDzwAAHj77bdtHtOtWzd06tQJaWlpuHTpEkaNGgUAiI6ORmJiInbu3Im0tDSMGTPGrudcsmQJFi1ahC1btqBv376m8Q4dOkClUllll/Ly8qyyUFqtFjNnzkRGRga2bt1qM9tUWlqKSZMmITAwEOvWrYOXl5dd82sOrnEiIs9Vluvc44iIqN1SKBTw91bb9TXisgjEBPvCOo9ifCwAMcG+GHFZhF2PZysjY49JkyahpqYGNTU1mDix/qAvNTUV6enpSE9Px+jRo03jo0aNwo8//ojdu3fbVab3yiuv4LnnnsPGjRsxePBgi9u8vb0xaNAgbN682WJ88+bNGD58uOl7OWg6ceIEtmzZgvDwcKvnKSkpwYQJE+Dt7Y3169e32D5bzDgRkecKjGr8GEeOIyIisoNKqcCCq5IxZ9VeKGBZMC6HQAuuSoZK2bSAyO55qFQ4cuSI6Xp9UlNTcf/990Or1ZoyToAInObMmYOqqqpGA6eXX34ZTz/9ND799FN07tzZlFkKDAxEYGAgAODRRx/FLbfcgsGDByMlJQXvvvsuMjMzTXtO6XQ6zJgxA3v37sWGDRug1+tNjxMWFgZvb2+UlpZiwoQJqKiowKpVq1BSUoKSkhIAQERERIOvs7kYOBGR50oYDgTFikYQNtc5KcTtCcNt3EZERNR0k3rH4J2bB2Lht4eRXVxlGo8O9sWCq5Jd0orcFnu230lNTUVlZSWSkpIsyuZGjRqF0tJSdO3aFXFxcQ0+xrJly1BTU4MZM2ZYjC9YsADPPPMMAOCGG25AQUEBnn32WWRnZ6N37974/vvvkZCQAAA4f/481q8XHW/79+9v8Thyt78//vgDv/76KwBRZmguIyMDnTt3bvT1NhX3cSIiz1ZfVz35nB+76hERkQ3N3cdJpjdI+C2jEHmlVYjU+GJIYpjLM01kyVn7ODHjRESeLXm6CI6+uhvQ1Z7xQ1AsMOlFBk1ERORSKqUCKV2t1+lQ28PmEETk+ZKnA5HJtd9Pegl4+CCDJiIiIrIbAyciah/MO+eFxHHfJiIiInIIAyci8nwGg2XgVHnJfXMhIiKiNomBExF5vooCwKAz+77QfXMhIiKiNomBExF5vtJsy++ZcSIiIiIHMXAiIs9nXqYHAJXMOBEREZFjGDgRkedjxomIiIiaiYETEXm+UmPGyStAXHKNExERETmIgRMReT454xSZJC4ri9w2FSIiImqbGDgRkeeT1zhF9hSXXONEREQtxaAHMnYAB78Ulwa9S5/utttug0KhwL333mt123333QeFQoHbbrsNALB8+XJoNBrodLWdZ8vKyuDl5YURI0ZY3HfHjh1QKBQ4fvy4zed97733MGLECISGhiI0NBTjxo3Db7/9ZnXcsmXLkJiYCF9fXwwaNAg7duww3abVajF37lz06dMHAQEBiI2NxezZs5GVlWXxGPfccw+6du0KPz8/RERE4Oqrr8bRo0ft/hk1FQMnIvJ8poxTsrjkGiciImoJh9cDS3sDH08D1t4pLpf2FuMuFBcXhzVr1qCystI0VlVVhdWrVyM+Pt40lpqairKyMvz++++msR07diA6Ohp79uxBRUWFaTw9PR2xsbHo3r27zedMT0/HrFmzkJaWhl27diE+Ph4TJkzAhQsXTMd89tlnePjhh/HUU09h3759GDFiBCZPnozMzEwAQEVFBfbu3Yunn34ae/fuxVdffYXjx49j+vTpFs81aNAgrFixAkeOHMGPP/4ISZIwYcIE6PWuDUoZOBGR5yutk3HSVgDaKvfNh4iIPN/h9cDns4ESy2wJSrLFuAuDp4EDByI+Ph5fffWVaeyrr75CXFwcBgwYYBrr0aMHYmNjkZ6ebhpLT0/H1Vdfja5du+KXX36xGE9NTa33OT/55BPcd9996N+/P5KSkvDee+/BYDDgp59+Mh3z2muv4c4778Rdd92Fnj17YunSpYiLi8M777wDAAgODsbmzZsxc+ZM9OjRA8OGDcObb76JP/74wxRcAcA//vEPjBw5Ep07d8bAgQPx/PPP49y5czhz5kxzfmyNYuBERJ7NYADKcsT1Dt0BhfFtj1knIiJyhCQBNeX2fVWVAD88AUCy9UDiYuNccZw9jyfZepyG3X777VixYoXp+w8//BB33HGH1XGjR49GWlqa6fu0tDSMHj0ao0aNMo3X1NRg165dDQZOdVVUVECr1SIsLMz0GH/88QcmTJhgcdyECRMsArS6iouLoVAoEBISYvP28vJyrFixAomJiYiLi7N7fk2hdumjExG5W0UBYNABUACBUYBfqBirLASCYtw9OyIiaiu0FcCiWCc9mCQyUS/a+UH/ySzAO8ChZ7jlllswf/58nDlzBgqFAjt37sSaNWssskuACJweeeQR6HQ6VFZWYt++fRg5ciT0ej3eeOMNAMDu3btRWVnpUOA0b948dOzYEePGjQMA5OfnQ6/XIyoqyuK4qKgo5OTk2HyMqqoqzJs3DzfeeCOCgoIsblu2bBmeeOIJlJeXIykpCZs3b4a3t7fd82sKZpyIyLPJ2aaADoDKSwROADNORETk0Tp06ICpU6fi448/xooVKzB16lR06NDB6rjU1FSUl5djz5492LFjB7p3747IyEiMGjUKe/bsQXl5OdLT0xEfH48uXbrY9dwvv/wyVq9eja+++gq+vr4WtykUCovvJUmyGgNEo4i///3vMBgMWLZsmdXtN910E/bt24dt27bhsssuw8yZM1FV5doyfGaciMizlRoDJ020uPQTJQPcy4mIiBzi5S8yP/Y4+wvwyYzGj7vpSyBhuH3P3QR33HEHHnjgAQDA22+/bfOYbt26oVOnTkhLS8OlS5cwatQoAEB0dDQSExOxc+dOpKWlYcyYMXY955IlS7Bo0SJs2bIFffv2NY136NABKpXKKruUl5dnlYXSarWYOXMmMjIysHXrVqtsEyDWQwUHB+Oyyy7DsGHDEBoainXr1mHWrFl2zbMpmHEiIs9mCpyMZXnMOBERUVMoFKJczp6vrmOAoFgA1pkU44MBQR3FcfY8no2MjD0mTZqEmpoa1NTUYOLEifUel5qaivT0dKSnp2P06NGm8VGjRuHHH3/E7t277SrTe+WVV/Dcc89h48aNGDx4sMVt3t7eGDRoEDZv3mwxvnnzZgwfXhs8ykHTiRMnsGXLFoSHh9v1WiVJQnV1tV3HNhUzTkTk2eTAKdB4NsvfmHHiXk5EROQqShUw6SXRPQ8KWDaJMAZBk14Ux7mQSqXCkSNHTNfrk5qaivvvvx9ardaUcQJE4DRnzhxUVVU1Gji9/PLLePrpp/Hpp5+ic+fOpsxSYGAgAgMDAQCPPvoobrnlFgwePBgpKSl49913kZmZadpzSqfTYcaMGdi7dy82bNgAvV5vepywsDB4e3vj9OnT+OyzzzBhwgRERETgwoULeOmll+Dn54cpU6Y0/YdlBwZOROTZyphxIiIiN0ieDsxcKbrnmbckD4oVQVPy9Prv60S2ytzqSk1NRWVlJZKSkizK5kaNGoXS0lJ07dq10Y51y5YtQ01NDWbMsCxRXLBgAZ555hkAwA033ICCggI8++yzyM7ORu/evfH9998jISEBAHD+/HmsXy/atPfv39/iceRuf76+vtixYweWLl2KS5cuISoqCiNHjsQvv/yCyMjIRl9rcygkqQn9DduwkpISBAcHo7i42K5fJCJq49bcBBzdAEx9Fbj8LmDbK0Da88CAW4Cr33L37IiIqJWqqqpCRkYGEhMTrRocOMSgF2ueynJF9UPCcJdnmshSQ/+WjsQGzDgRkWezWuMUIi6ZcSIiopagVAGJI9w9C3ICNocgIs9mWuNk7KpnWuPEwImIiIjsx8CJiDyXwSBKIwCzduRc40RERESOY+BERJ6rshAwaAEogEDjglHu40RERERNwMCJiDxXaba4DOgAqLzEdfOMU/vqjUNERE3QzvqoeSRn/RsycCIiz1VqLNMLjIbeIGHXqQJ8d9K4OZ6+GtBWuG9uRETUqnl5iRNuFRX8W9HW1dTUAGh4Lyt7sKseEXkuY8bpoiIU01/aiuziKgASJvio4KXQI33/MYweMtC9cyQiolZJpVIhJCQEeXl5AAB/f38oFAo3z4ocZTAYcPHiRfj7+0Otbl7ow8CJiDyXcfPbreeVyNZVGQcVKEIgIlCMl9ftQpV/DCb1jnHfHImIqNWKjhaNheTgidompVKJ+Pj4Zge+DJyIyGMZSnKgBJCLEIvxIikQEYpihCjKsfDbwxifHA2VkmcRiYjIkkKhQExMDCIjI6HVat09HWoib29vKJXNX6HEwImIPNal3EyEA8iTQi3HEQgACEEpsour8FtGIVK6hrthhkRE1BaoVKpmr4+hto/NIYjIYymMpXp5UojFeLFkDJwU5eL20ioQERERNYSBExF5rICafABAbt2Mk1SbcQKASI1vy06MiIiI2hwGTkTkmQwGeFdeBABcrBM4FRlL9UIV5YgJ9sWQxLAWnx4RERG1LQyciMgzVRZCYRALeS8i2OKmIrOM04KrktkYgoiIiBrFwImIPFOpWN8E/w548+Yh8PWqfbuTM04j49RsRU5ERER2YeBERJ5JDpw0Yp+m3rFBppsmDEoCAESpuRs8ERER2YeBExF5pjI5cIoCAOSV1phuCgyNFFcqL7X0rIiIiKiNYuBERJ6pNFtcaqIhSRJyS2pbjhdIAeJKZaEbJkZERERtEQMnIvJMpbniUhODkkodqnUG0035On9xpfISIElumBwRERG1NQyciMgzyRmnwCjk1tngNrvGmHEy6IDq0haeGBEREbVFDJyIyDOV1WaczMv0ACC/SgGofMQ3XOdEREREdmDgRESeydRVLxq5JdUWN12q1AL+xk1vuc6JiIiI7MDAiYg8jyTVCZxExinAWwUAuFSuBfxCxe3MOBEREZEdGDgRkeepKAQMWnE9IBJ5xsCpe7QGAHCpogbwC6s9loiIiKgRDJyIyPPIjSH8OwBqb1OpXlK02ARXBE4h4hhmnIiIiMgOrSZwWrx4MRQKBR5++OF6j0lPT4dCobD6Onr0aMtNlIhav7LaMj0Apq56ScaMU1GFFpKccWLgRERERHZQu3sCALBnzx68++676Nu3r13HHzt2DEFBQabvIyIiXDU1ImqLSusETsUicOphDJx0Bgk13sHwARg4ERERkV3cnnEqKyvDTTfdhPfeew+hoaF23ScyMhLR0dGmL5VK5eJZElGbIgdOgdEwGCTklYpSvYRwf/h5ifeLCpXx5AvXOBEREZEd3B443X///Zg6dSrGjRtn930GDBiAmJgYjB07FmlpaS6cHRG1SWYZp8KKGugMEhQKoEOgD0L9vcQhSpF9YsaJiIiI7OHWUr01a9Zg79692LNnj13Hx8TE4N1338WgQYNQXV2N//3vfxg7dizS09MxcuRIm/eprq5GdXXtHi4lJSVOmTsRtWJl1q3IwwN84KVSIjTAG1nFVSiGHDgx40RERESNc1vgdO7cOTz00EPYtGkTfH197bpPjx490KNHD9P3KSkpOHfuHJYsWVJv4LR48WIsXLjQKXMmojbCLOOUZ+yoFxXkAwAI9fcGAFwyBIhjmHEiIiIiO7itVO+PP/5AXl4eBg0aBLVaDbVajW3btuGNN96AWq2GXq+363GGDRuGEydO1Hv7/PnzUVxcbPo6d+6cs14CEbVWpbniUhNjyjhFBYkTNKEBInDKNwSKY7jGiYiIiOzgtozT2LFjcfDgQYux22+/HUlJSZg7d67dDR/27duHmJiYem/38fGBj49Ps+ZKRG2IJNWW6gVGmQVOcsZJrHHK1fqJY6qKAIMBULp9yScRERG1Ym4LnDQaDXr37m0xFhAQgPDwcNP4/PnzceHCBaxcuRIAsHTpUnTu3Bm9evVCTU0NVq1ahbVr12Lt2rUtPn8iaqUqLwH6GnE9MAq5pccAAJEakXEKMZbq5dQYS4QlA1BdDPjZ19WTiIiI2qdWsY9TfbKzs5GZmWn6vqamBo8//jguXLgAPz8/9OrVC9999x2mTJnixlkSUatSmi0u/cMBtTfy6pTqhRkzTvlVSsDLH9BWiGCLgRMRERE1oFUFTunp6Rbff/TRRxbfP/HEE3jiiSdabkJE1PbIgZNGlPDm1m0OYVzjVFheA/iFicCp4hIQ1vJTJSIioraDRf1E5FnkxhCBUQBg1RxCLtW7VFFTm2ViZz0iIiJqBAMnIvIsZhknnd6A/DKRcYo0ZpzCjIFTUYUW8JcDJ3bWIyIiooYxcCIiz1ImtyKPQkF5DQwSoFIqEB4gAqcQ4xqnwooaSMw4ERERkZ0YOBGRZzHLOMllehGBPlApFQBq1zjV6AzQ+RgDJ+7lRERERI1g4EREnsW0+W20VWMIAAjwVsFbJd76qtRBYpAZJyIiImoEAyci8iyl8ua30aaMU6SxMQQAKBQKU7lemVIOnJhxIiIiooYxcCIizyFJQJkxcNJEm+3h5GNxWJixXK9UESgGmHEiIiKiRjBwIiLPUXkJ0NeI64FRtaV6Gl+Lw+SM0yXJGDhxjRMRERE1goETEXkOuTGEfzig9kZuqeUeTrJQY0vyQkOAGGDGiYiIiBrBwImIPIfZ+iYApoxTZJ1SPbmzXp5eDpyYcSIiIqKGMXAiIs9RWru+CYDZGqe6GSdRqpdb4ycGqooBg75l5khERERtEgMnIvIcZo0hanQGFJSL9U71leplyYETAFQWtcQMiYiIqI1i4EREnsMs43SxTJTpeauUpgyTTA6cCioNgLdGDHKdExERETWAgRMReQ6zNU45xfIeTj5QKBQWh4UGGLvqVdQA/qFikOuciIiIqAEMnIjIc5Ta2sPJ1+qwEGPG6VK5FvCTAydmnIiIiKh+DJyIyHOYrXHKrWfzWwAIMwZORRU1gF+YGOReTkRERNQABk5E5BkkySLjlFtqbEWusc44yWucymv00PuGiEFmnIiIiKgBDJyIyDNUXgL0ooseAqPMMk7WgZPGVw2VUqx7qvYKMd6fGSciIiKqHwMnIvIMcrbJLwxQ+yDPuPmtrVI9pVKBED/RIKJCxa56RERE1DgGTkTkGUqzxaUmBgAazDgBQIixRXmpMkgMcI0TERERNYCBExF5hrJccamJAoAGm0MAQFiAWOdUgkAxwIwTERERNYCBExF5BrOMU2WNHiVVOgBAZL0ZJxE4FRrkwIkZJyIiIqofAyci8gylxoxTYBTySkW2yc9LBY2P2ubhocZSvQKDvxhgxomIiIgawMCJiDyDWcYp16wxhEKhsHl4qLFUL1cXIAYqGDgRERFR/Rg4EZFnMFvjJK9vqq9MD6jdyymn2nhMTSmg17p0ikRERNR2MXAiIs9gkXFquKMeUFuqd6HarHkEy/WIiIioHgyciKjtk6Q6a5yMpXoa2x31gNqMU2GlAfANFoMMnIiIiKgeDJyIqO2rvAToRbAETbR9GSfjGqdLFTVi01yAezkRERFRvRg4EVHbJ69v8gsD1D5ma5wazzhdKq8B/ELFIDNOREREVA8GTkTU9pnWN0UDAPJMXfUaX+NUUqWDwRQ4MeNEREREtjFwIqK2rzRHXBoDJ3tK9YL9vEzXa7y5xomIiIgaxsCJiNo+OXAKjEZZtQ7lNXoAQGQDzSHUKqUpeKpSGwMnrnEiIiKiejBwIqK2zyzjJGebND5qBPioG7ybXK5XrgwSA8w4ERERUT0YOBFR21dmHTg11BhCFmJsEFGi0IgBrnEiIiKiejBwIqK2zyzjZE9jCFmYsSV5EQLFADNOREREVA8GTkTU9pmtccoxZpyi7QicQoylegX6ADFQwcCJiIiIbGPgRERtmyTZXOMUaUfgJO/llC8HTsw4ERERUT0YOBFR21ZVBOhFeR4Co8xK9Rpf4ySX6uVo/cQA1zgRERFRPRg4EVHbJmeb/EIBL1+79nCSyaV6F6r9xYC2AtBWuWSaRERE1LYxcCKitq00W1xqYgAAuaVy4GRHxslYqpdTpQYUxrdDlusRERGRDQyciKhtK80Vl4FRkCQJucZSvUiNPRknETgVVOpExgpg4EREREQ2MXAiorbNLONUXKlFjc4AwL59nEIDRKleUYXWLHDiOiciIiKyxsCJiNq2MmPGSRNlyjaF+nvBR61q9K5yqV5RRQ0kvzAxyIwTERER2cDAiYjaNrOMkyONIYDaUj2DBOi8g8VgBTNOREREZI2BExG1bWZrnBzZwwkAvNVKBHiLzFSVV4gYZMaJiIiIbGDgRERtm1nGKa/UuIeTpvH1TbJQ415OFWqNGOAaJyIiIrKBgRMRtV2SVGeNk2OlegAQaizXK1MEiQFmnIiIiMgGBk5E1HZVFQE644a1gdFmgZP9GSd5E9xiRaAY4BonIiIisoGBExG1XfL6Jt8QwMu3dg8nBzJOYcZSvSLJGDhVFjlxgkREROQpGDgRUdtltr4JAPKaUap3UecvBrjGiYiIiGxg4EREbVdpjrjURMNgkGqbQzhQqicHTnm6ADHANU5ERERkAwMnImq7ymoDp8KKGugMEhQKoEOgI131xBqnnBo/MVBRKJpOEBEREZlh4EREbZdZxkluDBEe4AMvlf1vbfImuOerjeV9+mpAW+nUaRIREVHbx8CJiNouOXAKjEZeieNlegAQZgyccirVgFItBrnOiYiIiOpg4EREbZeNjJMjjSGA2nbkhZVawC9MDHKdExEREdXBwImI2q4y88CpaRmnULkdeUUNJL9QMci9nIiIiKgOBk5E1DZJkmXGqVRknCI1jmWc5FI9rV6CwdcYODHjRERERHW0msBp8eLFUCgUePjhhxs8btu2bRg0aBB8fX3RpUsXLF++vGUmSEStS1UxoBPBEgKjkVvctFI9P28VfNTirbDGK1gMco0TERER1dEqAqc9e/bg3XffRd++fRs8LiMjA1OmTMGIESOwb98+PPnkk3jwwQexdu3aFpopEbUacrbJNwTw8jVlnBwt1QNq93Kq9AoSA8w4ERERUR1uD5zKyspw00034b333kNoaGiDxy5fvhzx8fFYunQpevbsibvuugt33HEHlixZ0kKzJaJWw2x9EwCzNU6OZZyA2nVO5Upj4MQ1TkRERFSH2wOn+++/H1OnTsW4ceMaPXbXrl2YMGGCxdjEiRPx+++/Q6vVumqKRNQama1v0ukNyC9rRuBk7KxXotCIgcoiZ8yQiIiIPIjanU++Zs0a7N27F3v27LHr+JycHERFRVmMRUVFQafTIT8/HzExMVb3qa6uRnV1ten7kpKS5k2aiFqH0mxxqYlBflkNJAlQKRUIN2aPHCFnnIoRKAa4xomIiIjqcFvG6dy5c3jooYewatUq+Praf4ZYoVBYfC9Jks1x2eLFixEcHGz6iouLa/qkiaj1KM0Vl4FRpj2cIjU+UCptvxc0RM44FegDxADXOBEREVEdbguc/vjjD+Tl5WHQoEFQq9VQq9XYtm0b3njjDajVauj1eqv7REdHIycnx2IsLy8ParUa4eHhNp9n/vz5KC4uNn2dO3fOJa+HiFqYWcbJFDg1oUwPqG0OcVEOnLjGiYiIiOpwW6ne2LFjcfDgQYux22+/HUlJSZg7dy5UKpXVfVJSUvDtt99ajG3atAmDBw+Gl5eXzefx8fGBj4/jXbaIqJUrM2acNFHILTWub9I07f+6HDjl6vzEADNOREREVIfbAieNRoPevXtbjAUEBCA8PNw0Pn/+fFy4cAErV64EANx7771466238Oijj+Luu+/Grl278MEHH2D16tUtPn8icjOzjFPehabt4SQLDRAnXrKqjfevLBQb7NZTAkxERETtj9u76jUkOzsbmZmZpu8TExPx/fffIz09Hf3798dzzz2HN954A9dff70bZ0lELU6SbK5xasoeTgAQYsw4na8yZpwMOqCmrNnTJCIiIs/h1q56daWnp1t8/9FHH1kdM2rUKOzdu7dlJkRErVNVMaCrFNc10cgtuQig6WucwuRSvQoFoPIB9NVinZOPxinTJSIioravVWeciIhsktc3+QYDXn5mGafmNYcorNQC/mFikOuciIiIyAwDJyJqe8zWNwFAntwcoqmlesY1TlVaAwy+IWKQezkRERGRGQZORNT2lBq3JQiMQrVOj8LyGgBAlKZpGSeNjxpq4/5PWu8QMciMExEREZlh4EREbY8cOGlicNGYbfJWKRHib3tbgsYoFApTg4hqr2AxyL2ciIiIyAwDJyJqe0yBUzRyS0TgFBnkA0Uz2oeHGoOuCnWQGKgsas4MiYiIyMMwcCKitqesNnDKa2ZjCFlogMg4lSmMnfS4xomIiIjMMHAiorbHIuPUvD2cZHLGqdgUOHGNExEREdVqVfs4ERHZxdQcIhq554ylek1sDCELM2aciqRAMcA1TkRERM5n0ANnfxFbiwRGAQnDAaXK3bOyCwMnImpbJKlOxqkYQPNL9eTmEBf1AWKAGSciIiLnOrwe2DgXKMmqHQuKBSa9BCRPd9+87MRSPSJqW6pLAF2luK6JRl5J8/Zwksmlehd1fmKAa5yIiIic5/B64PPZlkETAJRki/HD690zLwcwcCKitkXONvkGA15+Zmucmtkcwphxyq7xFwPMOBERETmHQS8yTZBs3Ggc2zhPHNeKMXAiorbFbH0TAOQ4rTmECJyyqo0BWOUlwGBo1mMSERERxJqmupkmCxJQckEc14oxcCKitsVsfVNFjQ6lVToAQGSz25GLUr1zVcYATDKIskAiIiJqnrJc5x7nJgyciKhtKc0Wl2brm/y8VND4NK/XjZxxyq1QAF5yuR7XORERETVbYJRzj3MTBk5E1LbIZ6PM9nCKDvaFQqFo1sPKgVNZtQ6SX6gY5DonIiKi5ksYLrrnob6/1QogqKM4rhVj4EREbYsp4xSD3FJ5D6fmrW8CgCA/L8ixl84nRFypYOBERETUbEqVaDluk/GP76QXW/1+TgyciKhtKTVmnAKjkOekjnoAoFIqEOIn1jnVeIeIQWaciIiInCN5OjB1ifV4UCwwc2Wb2MeJG+ASUdtinnE665yOerJQf29cqtCiSh2EAIBrnIiIiJzKmF2K7AWMeFSsaUoY3uozTTIGTkTUdkiS2RqnKOSWFANwTsYJAEIDvIH8cpSrghAOMONERETkTKe2isve1wJ9Zrh3Lk3gUOBUXFyMdevWYceOHThz5gwqKioQERGBAQMGYOLEiRg+vHUv6CKiNq66BNBWiOuB0cgtEUFUc1uRy0L9RaleKTRioIIZJyIiIqfQa4HT28T1rmPdO5cmsmuNU3Z2Nu6++27ExMTg2WefRXl5Ofr374+xY8eiU6dOSEtLw/jx45GcnIzPPvvM1XMmovZKXt/kEwx4+yPP2BwiygnNIQAgxNhZrwiBYoAZJyIiIuc49xtQUwr4hwMx/d09myaxK+PUr18/zJ49G7/99ht69+5t85jKykp8/fXXeO2113Du3Dk8/vjjTp0oEZH5Hk6SJJnakTurVC8sQAROhYYAMcA1TkRERM5x6idx2SUVULbN/nR2BU5//fUXIiIiGjzGz88Ps2bNwqxZs3Dx4kWnTI6IyILZ+qayah0qavQAgEgnNYcIMZbqXdTLgRMzTkRERE5x0hg4dWubZXqAnaV6ERERqKiosPtBGwuyiIiaxLyjXoko09P4quHv7Zw+N/ImuLlaPzHANU5ERETNV54PZP8prncd4965NIPdnzZCQkIwdOhQpKamIjU1FcOHD4ePj3PO8hIR2aU0R1w6eQ8nmRw4ZdUYAydmnIiIiJrvVBoACYjqA2ii3T2bJrO7wPCDDz5Ajx498Omnn2Ls2LEIDQ3FmDFj8Nxzz+Hnn3+GVqt15TyJiGoDJ00Mckudu4cTUNtV70KVMXCqKgYMeqc9PhERUbskr2/q1nazTYADgdMtt9yC999/HydPnkRmZiaWL1+OxMRErFixAqNGjUJoaCgmTpzoyrkSUXtnCpyiTaV6URonZpyMzSEyK72NI5IInoiIiKhpDIba9U1ttA25rEktLTp16oTZs2fjgw8+wI8//ognn3wSKpUKW7Zscfb8iIhqlZkHTiLj5Kw9nIDaUr2CKgmSN/dyIiIiarbcQ0B5HuDlD8QPc/dsmsXhFdWnT59GWloa0tPTkZ6ejuLiYgwfPhxz587FqFGjXDFHIiJAkiwyTnklRQCcW6ond9WTJMDgFwpVTSnXORERETWHXKbXeQSgbtv9EewOnG699VakpaWhtLQUV1xxBUaOHIkHHngAgwcPhkqlcuUciYiA6lJAa+zuGRiN3BIRRDmzOYSXSgmNrxqlVTrovIOhAriXExERUXN4QBtymd2B0//+9z/Ex8fjySefxNixYzFgwAAoFApXzo2IqJacbfIJBrz9XdIcAhDleqVVOlR5BcMHYMaJiIioqarLgMzd4nobX98EOBA4HT582FSe99prr6GqqgpXXnklRo0ahdGjR2PgwIFQttFdgImoDTCtb4qCJEmm5hCRTmwOAYjOepmFQKUqCMEA1zgRERE11ZmfAYMWCEkAwru6ezbNZnfglJSUhKSkJNx7770ARCC1bds2pKWl4dVXX0VlZSWuvPJKbNiwwWWTJaJ2zGx9U3GlFjU6AwAg0tkZJ2NnvTJlkBhgxomIiKhpTpmV6XlApZrDzSFkycnJCAsLQ2hoKEJDQ7FmzRr88MMPzpwbEVGt0mxxGVjbijzU3ws+aueusZQ76xUjUAxwjRMREVHTeEgbcplDgVNeXh7S09NNXfWOHz8Ob29vDBkyBI888ghSU1NdNU8iau9Kc8WlJho5JfL6JueW6QG1nfUuSXLgxIwTERGRwwozgMJTgFINJI5092ycwu7AKTk5GceOHYNarcbll1+O66+/Hqmpqbjiiivg6+v8Dy9ERBbkjJOL9nCShcl7OekDxADXOBERETlOLtPrNATwDXLvXJzE7sDp6quvRmpqKq688kr4+/u7ck5ERNbKajNOeXnGjJPG+ftBhBjXOOXpje9zzDgRERE57uRWcdltjHvn4UR2B06LFy925TyIiBpmvsbppFjjFB3s/IxTqLFUL6fGTwxwjRMREZFj9FogY7u47iHrmwAHAqdnn33WruP+/e9/N3kyREQ2SZLFGqfcEpEFcmWp3vlqOXAqcvpzEBERebRzvwE1pYB/OBDT392zcRq7A6dnnnkGsbGxiIyMhCRJNo9RKBQMnIjI+apLAW25uK6JRq6xNblLSvXkwKnK+NjVJeLMmcrL6c9FRETkkeT1TV3HAB60z6vdgdOkSZOQlpaGwYMH44477sDUqVOhUjm3DTARkU3y+iafIMA7AHku7KoXZlzjlFnpA3gbByuLgMAIpz8XERGRR/KwNuQyu0PA77//HqdPn8bQoUPxf//3f+jUqRPmzp2LY8eOuXJ+REQWHfUMBgl5pWKNkyvbkWsNCkg+wWKQ65yIiIjsU3YRyN4vrnf1nMYQgAOBEwDExMRg/vz5OHbsGD777DPk5eXh8ssvxxVXXIHKykpXzZGI2jt5fVNgFArKa6A3SFAogA6B3g3frwl8vVTw8xLZdJ1vqBhkZz0iIiL7nE4Tl1F9AE2Ue+fiZA5tgGvu8ssvx5kzZ3D48GHs27cPWq0Wfn5+zpwbEZFgyjjFmPZw6hDoA7XKNXXTYQHeuFBUiRqvYHgB3MuJiIjIXnKZnge1IZc5/Klj165duPvuuxEdHY0333wTt956K7KyshAU5BkbWxFRK2RsBgFNFPJK5fVNzm8MIZPL9aq85FI9ZpyIiIgaZTAAp4z7N3nY+ibAgYzTyy+/jBUrVqCgoAA33XQTfv75Z/Tp08eVcyMiEsrkwCkGuSXG9U0a569vkoUaO+uVKzUIB7jGiYiIyB65h4DyPMArAIgf5u7ZOJ3dgdO8efMQHx+PmTNnQqFQYMWKFTaPe+2115w2OSIiALUZp8Ao5OaKjJMr9nCShRo765UqNGKAGSciIqLGyW3IE0cAatdVhriL3YHTyJEjoVAo8Ndff9V7jEKhcMqkiIgslJplnE7IHfVc94YcaizVK0agGOAaJyIiosZ5aBtymd2BU3p6ugunQUTUAFPgFI28EhHEuKIVuUzeBLfAYAycmHEiIiJqWHUZkLlbXO9Wf+CkN0j4LaMQeaVViNT4YkhiGFTKtpF8aXJXPSKiFlFdCmjLxfXAKOSWZgFwbcYpzJhxytf7iwGucSIiImrYmZ8BgxYISQDCutg8ZOOhbCz89jCyi6tMYzHBvlhwVTIm9Y5pqZk2mV1d9V588UWUl5fb9YC//vorvvvuu2ZNiojIRM42+QQBPoGm5hCRrmwOYVzjlKuVAydmnIiIiBp0cou47DYWsLF8Z+OhbMxZtdciaAKAnOIqzFm1FxsPZbfELJvFrsDp8OHDSEhIwJw5c/DDDz/g4sWLptt0Oh0OHDiAZcuWYfjw4fj73//O1uRE5DxmjSF0egPyy+Q1Tq7vqpdVY9ybroKBExERUYNO1b++SW+QsPDbw5Bs3E0eW/jtYegNto5oPewKnFauXImtW7fCYDDgpptuQnR0NLy9vaHRaODj44MBAwbgww8/xG233YajR49ixIgRrp43EbUXZuub8stqIEmASqlAuDEr5Apy4HS+2hicMeNERERUv8IMoPA0oFQDiSOtbv4to9Aq02ROApBdXIXfMlp3abzda5z69u2L//73v1i+fDkOHDiAM2fOoLKyEh06dED//v3RoUMHV86TiNqrstrAKbfE2Ipc4wOlCxeSyhvgZlb6iHdJbTmgq/bI1qpERETNJmeb4oYCvtaVZ/Lm9Y2x9zh3cbg5hEKhQL9+/dCvXz9XzIeIyFKpjcDJhWV6ABBmzGYV6HwheSmhkAwi66SJdunzEhERtUknt4rLrmNs3mzvumRXrl92BrtK9YiI3KbUuFg0MBq5pcb1TRrXZn78vVXwVikhQQmDT7AY5F5ORERE1vRaIGO7uF5PG/IhiWGICfZFfbUiCojuekMSw1wyRWdh4ERErVtprrjURCPXWB/tysYQgMisy+V6Op9QMch1TkRERNbO/QbUlAL+HYBo2xVpKqUCC65KttkcQg6mFlyV3Or3c3Jr4PTOO++gb9++CAoKQlBQEFJSUvDDDz/Ue3x6ejoUCoXV19GjR1tw1kQEADDogYwdwMEvxaVB75rnkTNOZqV6rtzDSSaX61WrjbXa3MuJiIjImtyGvGsqoKw/tJiQHI1IGxUj0cG+eOfmgW1iHye3boDbqVMnvPjii+jWrRsA4OOPP8bVV1+Nffv2oVevXvXe79ixYxYtzyMiIlw+VyIyc3g9sHEuUJJVOxYUC0x6CUie7tznKpMzTjHILS0A4Po1TkBtg4gKdTCCAGaciIiIbGmgDbm5n47mIa+0GoE+Krw5ayBKqrSI1IjyvNaeaZI5FDjpdDr4+vpi//796N27d7Of/KqrrrL4/oUXXsA777yD3bt3Nxg4RUZGIiQkpNnPT0RNcHg98PlsoG7CvSRbjM9c6bzgqboUqCkT1wOjkFdyAYDrS/WA2pbk5UqNGOAaJyJqLQx64Owv4sRSYBSQMBxQqtw9K2qPyi4C2X+K6/U0hpC9v+M0AOCmYQlITYp09cxcwqHASa1WIyEhAXq980ty9Ho9vvjiC5SXlyMlJaXBYwcMGICqqiokJyfjX//6F1JTU50+HyKywaAXmaZ6t7BTABvnAUlTnfNHXF7f5K0BfAJNpXrRLRE4GUv1imEMnJhxIqLWoCUz/kSNOZ0mLqP7AJqoeg87eL4Yv2YUQq1U4LbhnVtmbi7g8Bqnf/3rX5g/fz4KC51z9vXgwYMIDAyEj48P7r33Xqxbtw7Jyck2j42JicG7776LtWvX4quvvkKPHj0wduxYbN++vd7Hr66uRklJicUXETXR2V8s/1hbkYCSC+I4ZzBb31St0+NShRZAy6xxCjWW6hUhQAxwjRMRuZuc8a/7Pixn/A+vd8+8qP06aV+Z3vs/i2zTVf1iERPs5+pZuYzDa5zeeOMNnDx5ErGxsUhISEBAQIDF7Xv37nXo8Xr06IH9+/ejqKgIa9euxa233opt27bZDJ569OiBHj16mL5PSUnBuXPnsGTJEowcab1LMQAsXrwYCxcudGhORFQPeb2Rs46z93E00cgrEa3IvdVKBPt5OefxGyCX6uXrA8UAM05E5E4tnfEnaozBAJwy7t9UTxtyAMgqqsSGA+JE6J1XJrbEzFzG4cDpmmuuceoEvL29Tc0hBg8ejD179uD111/Hf//7X7vuP2zYMKxatare2+fPn49HH33U9H1JSQni4uKaN2mi9iqw/jR8k45rjFnGSd5NPCrIBwqF6xeRyoHTRb3xzFgFAyciciNHMv6JI1psWtSO5R4CyvMArwAgbli9h330yxnoDRJSuoSjd8fgFpyg8zkcOC1YsMAV8zCRJAnV1dV2H79v3z7ExNTfvtDHxwc+Pq4v6yFqFxKGi1r6kmzYPuupELcnDHfO85XmiMvAKOSWyJvftsyu4qEBIquVXeMvBphxIiJ3aumMP1Fj5G56iSMAtbfNQ8qqdVj9ayYA4K4RbTvbBDSxHXlRURG+/PJLnDp1Cv/3f/+HsLAw7N27F1FRUejYsaPdj/Pkk09i8uTJiIuLQ2lpKdasWYP09HRs3LgRgMgWXbhwAStXrgQALF26FJ07d0avXr1QU1ODVatWYe3atVi7dm1TXgYROUqpEguQP59dzwESMHGx88pE5MBJE2O2h1MLBU7GjFNWtTHjxDVOROROLZ3xJ2qMHeubPttzDqXVOnSJCEBqj7bZSc+cw4HTgQMHMG7cOAQHB+PMmTO4++67ERYWhnXr1uHs2bOmIMceubm5uOWWW5CdnY3g4GD07dsXGzduxPjx4wEA2dnZyMzMNB1fU1ODxx9/HBcuXICfnx969eqF7777DlOmTHH0ZRBRUyVPBya9aKy1t6E40/Z4U5gCp2jknhcZp8gWaAwB1AZOmVU+oo0OM05E5E4Jw4GASFEaZZOTM/5EDakuAzJ3i+v1rG/S6Q1YsTMDgFjbpGwjezU1xOHA6dFHH8Vtt92Gl19+GRqNxjQ+efJk3HjjjQ491gcffNDg7R999JHF90888QSeeOIJh56DiFwgoIO47NAdGDVXnOHMPwZ89xiw5RkgfjjQaVDzn6esNnDKc1PGKafGD/AFoKsCaioAb/8WeX4iIgsGHaCu78SR8QPppBfZGIJaxpkdgEELhHYGwrrYPOTHv3Jx/lIlQv29cP3ATi07PxdxuB35nj17cM8991iNd+zYETk5OU6ZVLth0AMZO4CDX4pLg/P3xyJyidxD4jLhCqDPDFHfPPhOIPka8cf9y9uBquLmP49pjVM0cs2aQ7QEja8aKqUCZfCDpDSeY2LWiYjcJW0RUHxO7GsXGG15W1CsczcfJ2qMeZlePQ2b5BbktwxLgK+XZwT0DmecfH19be6FdOzYMURERDhlUu0CN7CjtiznoLiM7lM7plAA098AsvYBRWeB9Q8Cf/uo3jfURlWXAjVl4romCrklFwC0XHMIpVKBED8vFJTXQO8TAnVlvljnFGz/Ok4iIqc4+wuw83Vx/drlQI/JwJmfgVXXi7P+N68DIns0/BhEziQ3hqinTO+Ps4XYl1kEb5USt6R0brl5uZjDGaerr74azz77LLRasRGlQqFAZmYm5s2bh+uvv97pE/RI3MCubWOm0Cxw6ms57hsMzFgBKNXA4a+BP1Y0/TlKjZ2hvAMBH42pOURkC5XqAUCIcRPcGu8QMcCMExG1tKoSYN09ACRgwM1Az2miHK/LqNqTVxcPu3WK1M4UZgCFp8Xf+s62W9+/v0OsbbpmQCwiNJ7T3drhwGnJkiW4ePEiIiMjUVlZiVGjRqFbt27QaDR44YUXXDFHz9LoBnYQG9i1xw/jbcHh9cDS3sDH04C1d4rLpb3bV7Bbmmtsd6sAoqw3qkanQcC4Z8T1jfOB3L+a9jxm65sqanQordIBaLlSPQAICxDrnKrUQWKggp31iKiF/TgfKMoEQuJF11Jz0b3FZc6hlp8XtV9ytiluKOAbZHVzZkEFfvxL/A2/a4Tt9U9tlcOlekFBQfj555+xdetW7N27FwaDAQMHDsS4ceNcMT/Pww3s2i45U1g36JUzhe2lvjzXmG0K7wZ4B9g+Ztj9QMZ24MQm4IvbgH+k139sfcxakecZ93Dy91Yh0KdJuyg0SYixQUS5KghhADNORNSyjmwA9q0CoACu/a/1h9QoY8Ypt5UHTga9+FxTliuaCSUMZxOLtuzkVnHZdYzNmz/cmQGDBIzsHoHuURqbx7RVDn8CqaiogL+/P8aMGYMxY2z/wKgB3MCubWo0U6gQmcKkqZ7/x8DW+qa6lErgmuXA8iuA/OPA9/8HXLPMseex2Py2tqOeoqlrppogzBg4lSmMb/zcy4mIWkpZHvDtg+L6FQ/ZbjPeFjJOXNPtWXQ1QMY2cd3G+qbiCi0+//0cAOBuD9jwti6HS/VCQkIwfPhwPPnkk9i0aRPKy8tdMS/PxQ3s2iZHMoWezp7ACQACwoHr3wcUSmD/J8Cfnzn2PKXZ4lITjdxS4x5OLVwnHRIg1jgVIVAMMONERC1BkkSDnYoCIKo3kPqk7eOieonLkvOt8/2Ja7o9z/nfROMm/w5AdD+rm1fvyURFjR5J0Rpc2a2DGyboWg4HTtu2bcP06dOxd+9ezJgxA6GhoRg2bBjmzZuHH374wRVz9CwJw8WZFtR31lwBBHXkBnatDTOFteprDGFL5yvFPk8AsOERIP+k/c9T6r49nGTyXk6FBmOZYUUr/GBCRJ5n70rg+A+Ayhu47t3692/yDQaC48X1pq4ndRWu6fZMpjbkY0R1iZkanQEf7TwDQGx425IVIi3F4cApJSUF8+bNw8aNG3Hp0iVs374dSUlJePXVVzFt2jRXzNGzKFUiPQ3AOnjiBnatFjOFQk05kH9CXG8s4yQb+X+i6462HPjyNkBbZd/95CBUE2NWqteyGSe5VO+i3hg4tcYzukTkWQpPi8Y6ADD237VZpfq01nI9Vmp4pgbakH9/MBs5JVWI0Phgev/YFp5Yy3A4cAKAo0ePYvny5bj55ptx7bXXYsOGDbjqqqvw2muvOXt+nil5umgkEBRjOc4N7FovU6awPu0kU5h3BIAEBEQCGjuDRKUKuO49wD9cZKs2P23f/eRSvcAo5BqbQ7R0xkluR56r8xcDXONERK5k0APr7hUnmhKuFI12GhNlDJzkxj2tBSs1PE/ZRSD7T3G9TmMISZLw3g6x4e2tKQnwUXtmAsDh5hDR0dHQarUYM2YMRo8ejSeffBJ9+th55plqJU8XjQR+eRPYskBkKh4+yExTayVnCj+/xcaN7ShTmHNAXNqbbZIFxYiOUJ/MAH57F0gcCfS8quH7lNZmnHJKLgJo2T2cACDU2I48u8ZPDDDjRESutHMpcO5XwFsDXPuOVSmUTa0148RKDc9zOk1cRvcBAiMtbtp9uhB/ZZXA10uJm4YmuGFyLcPhjFN0dDTKysqQmZmJzMxMnD9/HmVlZa6Ym+dTqoDBtwNQiDMu5fnunhE1JGE4bP6XaU+ZQvkPs/yH2hGXjQeG/1Nc/+Z+sS9JfarLgJpScV0TVbvGqYWbQ8hrnM5XGQM27uNERK6S/SeQtkhcn/KK2LfJHnLG6eJRQK9zzdyagmu6PY9pfZN1md77xmzTjEGdTCcdPZHDgdP+/fuRm5uLp556CjqdDk8//TQiIiIwdOhQzJs3zxVz9Gy+wbX1y+d2u3cu1LC/1gEwADH9gZQHxFjsQJEpbA9BE+BYYwhbxvwb6DgIqCoGvrwT0GttHyeXbngHQvIOdFupXqixVO9ClVnGSbK10JmIqBm0VcBX/wAMOpGN7/d3++8bmgh4BQC6KqDwlOvm6CiLNd11taNKDU9hMNS7vunUxTL8dDQPCgVwxxWe14LcXJPWOIWEhGD69Ol46qmn8OSTT2LmzJnYu3cvXnnlFWfPr32IGyouM3917zyoYQe/FJd9Z9aWmZVfbD9v+gZ9bdcmR0v1ZGpvYMaHgE+waGma9oLt48zWN5VW61CpFV2XIlu4OUSwn9yO3NgcwqAVbViJiJzpp2dFxiggEpj2OuBINzKlEohKFtdzWtk6J3lNt6LO38mADu2nUsNT5B4Un3m8AoC4YRY3ffBzBgBgbFIUukQEumN2LcbhwGndunV46KGH0K9fP0RGRmLOnDkoLy/Hf/7zHxw4cMAVc/R88cZfQGacWq9LZ43/Pgqg13VAh+5ivPgcUF3q1qm1mMIMsWBZ7QeEd2v644R2Bqa/Ia7//J/a1L85UyvyGFOZnsZXDX9vh5dlNotapUSwnxcq4QODyhi0cZ0TETnT6W3A7rfF9avfFnvgNUJvkLDrVAG+2X8Bu04VwGBqENHK1jkBQOIIQDK2HI9IEpeX38Wgqa2R/1YnjhQnQY0Ky2uw9o/zADxzw9u6HP4Ucs8992DkyJG4++67MXr0aPTu3YS1DmRJzjhl/wnUVADe/u6dD1k7tFZcJo6o7YYYGCVKyvKPi/IzTyc3hohKbn6Wrdc1QMYdwO8fAuvuAe7dadmlz2wPJ3eV6clC/b1QXKmFzjsY3pV5Yp2TvWsPiIgaUlkEfH2fuD7odqD7hEbvsvFQNhZ+exjZxbVbO9wX6IUngNbXIAIAsvaLy9DOwJB/AN89Cpz52Z0zoqY4tVVc1inTW7X7LKp1BvTpGIwhiWFumFjLcjhwysvLc8U82reQeEATI8qTsvaKTUOpdZHL9Pr8rXYsoocInC4eayeBk7y+yUldNCcuAs79Js6QfnU3cMu62oCszDxwEh8Oot0UOIX4ewMFFaj2ChGBEzNOROQsPzwBlJwHwroAE55v9PCNh7IxZ9Veqy1lfy2PBXyAqvN/wj3vlA3I2isuYwcCiaPE9XO/AtpKwMvPffMi+1WXAZnGqiizNuRVWj1W7joDALhrhGdueFtXk9Y46fV6rF27Fs8//zxeeOEFfPXVV9DrufNzkykUZuucWK7X6uQeBvL+Eju4m7fQlksOLh51z7xamrMDJy8/YMYKwMsfyNgG/Gy2D5yNjFNLr2+ShRm7A1WqNWKAezkRkTP8tQ448BmgUALXvgv4NLw2RG+QsPDbw1ZBEwAcleIAAL5VedCXtbIOvReMgVPHgUB4V0ATC+hrRPBEbcOZHWKNb2hn8W9otH5/FvLLahAT7IspfWLqv78HcThwOnnyJHr27InZs2fjq6++wpdffolbbrkFvXr1wqlTraibS1tjWufEN5JW55Ax23TZBMAvtHY8ooe4vHis5efkDs3tqGdLRHdgyhJxPW0RcHaXuC4HToG1GSd3lerJm+CWKYPEADNORNRcJdnAhkfE9RGPAXGXN3qX3zIKLcrzzJXDD2cNYl+do/t3OW2aTiGX6sUOECeKE0eK709vc9uUyE4GPZCxA/j1v+L7LqmmmyRJwvs/ixbkt1/RGV6qJuVi2hyHX+WDDz6Irl274ty5c9i7dy/27duHzMxMJCYm4sEHH3TFHNsHOeN07lfR8pFaB0kCDn4hrve+3vI2OeOUd6Rl5+QOZXnG8jkFEJns3MfufyPQ9wZAMgBr7xQ7kxeKN2OU5+FiSTmAlt/DSRZm3MupRGE8G1zBwImImkGSxF52lZfE9haj5tp1t7xS20GT7IgkNh01tKbOemV5ohQRCiCmnxiTA6eM7W6bFtnh8HpgaW/g42m1G98e/kaMA9h+Ih/Hc8sQ4K3CDZe3n3W/Dq9x2rZtG3bv3o2wsNoFYOHh4XjxxRdxxRVXOHVy7Up0H1GyVFUsmg1EJrl7RgQA5/eIjVq9A4HukyxvkwOnokygphzwDmj5+bUU+Q9xeNdGy0kcplAAU18Fzv8u9iBZ2lvsRwIAPz6JhcoO0ClvRlTQQOc+r53kjfwuGYyvmxknImqOPe+L/XDUvsB17wIqL7vuFqlpOOt+xBCPSao9iKo46YxZOodcphfRA/AxljvLgVPWXvGZxzfYPXOj+h1eD3w+G6hbGFp5SYzPXIn3d4mGTjdcHm/auqM9cDjj5OPjg9JS6/bLZWVl8Pb23J2CXU7lVdtggG3JWw8525Q0zbrbYUAHwD8cgATkn2jxqbUoG+ub6rbD1RuasTGsj0Z0lAJqgyajMEM+3vFaiu6F6U1//GaQS/UKDMbAmGuciKip8k8Cm54W18ctrC35tsOQxDDEBNcfPB2RxFn/iIrjzZqiU5k3hpCFxIlmGJKhtjybWg+DHtg4F1ZBE2Aa0343FztP5EGpEGV67YnDgdO0adPwj3/8A7/++iskSYIkSdi9ezfuvfdeTJ/OnvzNIq9z4ka4rYNeBxz6Slw376ZnztQgwsPXOcmBk3GvkI2HsnHlS1sx673deGjNfsx6bzeufGkrNh7KbtrjG/TAr8ts3iS/SSXseVYc18LkUr08nRw4MeNERHaS14gc/BI4lQasvQvQVQJdRovW3A5QKRX419SeNm9ToLZUT3HxGKDXNnPiTpK1T1zGDrAcZ7le63X2F6Akq4EDJHiVZ2GI8igm945BXFj72kLH4cDpjTfeQNeuXZGSkgJfX1/4+vriiiuuQLdu3fD666+7Yo7th7wTMzNOrUNGOlCRD/h3ALqMsn2MqUGEh3fWkzdVjO5raodbd5FyTnEV5qza27TgqZE3aqUCUJdlieNaWIgxcMrVGtvmVjDjRER2MF8jsvZO4H/XANn7RFn+1csApeOL6UurdABEoGQuOtgXT904AfDWiI51raEKQpIsO+qZMwVObBDR6pTl2nVYJIpwVzvY8LYuh9c4hYSE4JtvvsHJkydx5MgRSJKE5ORkdOvWzRXza186DQagEAvjy/KAwEh3z6h9k/du6nVt/TXo7SHjpK0U6+4A6KN6Y+Ey2+1wJYg/5gu/PYzxydFQKR3Yz8HON2q7j3Oi0ADxb3+hxhg4MeNERI2pb40IAGgrgAt/AMEdHXrIihodXtss3ovnT0lCdJAvHlyzH2qlAmmPj4avlwr4rZc4+Zp7SGxW7k7F58TJR6XaVK1g0tkYOOUeAsrzRek7tQ6BUY0fAyAkKg4D4kMbP9DD2H26w2Aw4JVXXsEVV1yBIUOG4MMPP8T48eMxffp0Bk3O4hcCRBrT8GxL7l7aSuDIt+J6fWV6QPvIOOUdFrXo/h3w20XvetvhAuIjQnZxFX7LcDArY+cbtd3HOZFcqnehytjVj2uciKghDa4RAQAFsHGew6XH723PQF5pNeLC/HDr8M6Y1jcWAd4q6AwSzhVWiIOijQFKa+isJ2ebonoBXnXWZgVGAJG9xPUzO1p2XtSwhOFAUCys85qCAUCWFI7hY6a16LRaC7sDp5deegnz5s1DQEAAYmJi8Nprr7H9uCtwI9zW4fiPQE0ZEBIPxA2p/zg543QpA9A23Cq2zTJrDJFXVm3XXRprm2vFjjdqBHUUx7UwuVSvwCBvgHuJWwYQUf3sWCOCkgsOlR7nlVbhv9vFXplPTEyCj1oFpVKB7tHifelojrFpl5zZkcur3clWYwhzXOfUOilVwKSXbN4kQQFIwDKfuzC+l2MZU09hd+D00Ucf4c0338SmTZvwzTff4Ouvv8bKlSshSc3opEXWuBFu62Dau2mGaJddn8Ao0UpVMgAFragFrDOZBU6NtcOV2XucicUbteXP2yAZRya9KI5rYd5qJQK8VSiGsTmEZACqS1p8HkTUBhgMwNmd9h3rQOnx0i0nUFGjR7+4EEzrG2MaTzIGTsfkwEnufJr7l92P7TL1NYaQMXBqvZKnA5ffZTWcpwjHHO3D6DZqlmPl+B7E7sDp7NmzmDatNi03ceJESJKErKyGzqqQw+SMU9Z+US5GLa+yCDixSVzvM6PhYxUKIMJYXump5XqmwKmvqR1uQ2+XMcG+GJIY1sAR9UieDsxcCQTFWAznIBzre7wkbneT0ABvVMMberW8zonlekRkpK0Cjm8C1j8IvNoDSF9s3/3sLD0+mVeKz/acAwA8NaUnFGYn83pE1ck4RfYEoBBBWdlFu1+C0xkM4nMMYN0YQpYwHFAoxUnH4gstNjWyU6HIcGLAzcD1H+D30f9DSuVS7PIejr8NjnPv3NzI7uYQNTU18PPzM32vUCjg7e2N6mr7SnfITqGdxZtpWa44W+OG0qR278i3oitRZLKozW5MRA+xGNcTG0QYDECO3FGvD1RKBRZclYw5q/bWe5fHxndv+pmo5OlA0lRRwlKWiyW/FGFZRhQWJvZt2uM5Sai/N85fqoTWKxgqXSUbRBB5GoPe9L6DwCjxt7ehDHflJREsHfsOOLEF0JbX3uatAQw60XbcJoUoTbbz7/uLPxyF3iBhfHKU1UmpHtFBAIBjucYsuHeA2COp8BSQexAIHGPXczhd4SmRmVf71Z5crMsvBIjpL0r6MrYD/We15AypIWUXgdOi4+HehDtxTh+F5ftPwYBS3Dg0AQE+DveW8xgOvfKnn34a/v61/dpramrwwgsvIDi4dtfn1157zXmza48UCpF1OrJerHNi4NTy5DK9xrJNMlNnPQ/MOF3KEB8I1L5AuGgCM6l3DB4Z393U3UmmUiqgN0j47mA2rhvYCcqmBk9KFZA4AgCwY/tOGFCEKI1Ps15Gc4UGiHVOVV7B8K3MASoYOBF5jMPrRTMH83VJQbGifNg80110Djj2PXB0A3BmJyCZNXfQxAJJU8SJn4QrgeMbjV31AMsmEcb3RTtLj3efLsCWI3lQKRWYNznJ6na5VO9cYSXKqnUI9FGLBhGFp8RJr65uCpzkxhAxfQFVAx81u4xi4NQaHf4akPQ4rOiG69ZkA6jdZiQh3K/eu7UHdgdOI0eOxLFjlmfUhw8fjtOnT5u+VzS0FoTsFz9MBE7tZZ2To2f6XKk0p7beuvf19t3H1FnPAzNOOQfEZWSyxR8/f2/x7zM4IRS3pCQgUuMLja8a17/zC9KOXcR/t5/GnNFdm/30eSWiyURUkINrppws1F+0JK9QBiEEYMaJyFPU1za8JFuMT3heNAo6+l3t+6EsMlkESj2miHU85p+B5NJjmwHZi3aVHhsMEhZ9fwQAMGtIHLpGBFodExrgjUiND/JKq3EspxSDEkKBqD7A4W/c2yCisfVNssSRwM//EX93JanhNcXUYgp/XY0wAGtrhlrd9uRXhxDq741JvWOs79gO2B04paenu3AaZCHOrEGEwdCkTfLaDHvP9LWUQ18BkETWL7SzffeRM06FpwBdDaD2dtXsWp5ZYwhzf2WJspBR3SNwdf/azjoLp/fCvK8OYsmmYxjcORSXd27CWicjg0FCXqkoBXZ/4CT+TUuUGsQCXONE1JjWdEKsPg22DTeObXqqdkihBOJTRKCUNEWUxDWkTumxoz+Hbw9k4cD5YgR4q/DQ2O71HtcjWmMZOJlakrszcGqko54sbhig9AJKzos9LMObf8KNmkd/6RzCCv6AQVJggz7F5jFN2q/RQ7TfIsXWLKavqAuuvAQUnKjNaHiaxs70zVzZ8sGTqUyvgb2b6gqKFTXtNaXijT/SupyizaoncDp0oRgA0LtjsMX4DZfH4deMQqzbdwEPfLoX3z84AuGBTSuzyy+vht4gQaEAOgS6NxiVA6diGM/4MuNEVL/WdkKsPo22DTeKGwYMnA10nwQEhDv2HGalx46o1unxyo+iiuHeUV0R0UC5clK0BjtO5ONYjnGdk9ySPP+Ye07m6XVAtjE7V19jCJm3v9jy4+xOIGMbA6dW4NzPn6IzgD1SD+TC+uSn+X6NKV0d/P/gATw4ldH66Q0Sdp0qwDf7L2DXqQLoDcYAQuUFdBwkrnvqfk72nOlrwgaBzVJwSpwlU6iA5Gvsv59C4bkb4Zo1hpBV1Ohw6mIZAKBXxyCLwxUKBZ6/pje6RgQgt6Qaj3z+JwyGpm1ZkFcisk0dAn2gVrn3rSo0QJTqFRqMgVMFM05ENsknxOoGJPIJscPr3TOvuiqLgL++tu/YIXcDA25yPGhqhpW/nMX5S5WICvLBXSMazmzJDSJMnfWCO4ltMgw6ETy1tItHRGMMnyAgTARC9X7eAdiWvJUJOfUNAODberJNMof3a/QQzDi5ycZD2Vj47WFkF9f+4sUE+2LBVcmibjR+KHD2Z1GuN+hWN87URRzZILAJZ+ua5NBacdk1Vexq7oiIJODC7561zqk8Hyg1/huZdRc8kl0CgwREanxs7tcU4KPGspsG4eq3f8b24xexLP0kHhhzmcNPn2ta3+TexhBA7Sa4+XpjcxxmnIisNXpCTCFOiCVNdU/ZXmmOaOxwZANwZocILOxhZ9twZymqqMGbW08AAB4b3wN+3g3/rEx7OeWWQpIksd48qrfI4uQcsqoYcDl5fVNMP0CpbPzzTuIo0cI9Y4fnL09o7QpOIaToL+gkJb7XW69vMufwfo0egr+dbrDxUDbmrNpr8SYCADnFVZizai82HsquXefkqRknezf+c2CDwGaRJODA5+K6I2V6Mk/MOMllemFdAB+NafjQBVEO0qdOmZ65HtEaPHe1KBd5bfNx7DpV4PDT5xozTlGt4M05zBg45erkwIkZJyIrdp8Qs3ODWFsMevEB++CXxg/ajVQlFJwCdr4OvD8eeDUJ+O4x4HSaCJoieooy63opgKCOLd7d9q2tJ1FSpUNStAbXD+rU6PHdIgOhVABFFVrTulBTuZ47GkTIHfU6DrTv807HQYCXP1CRL7JV5D6HvgIA/K7si0sIsnmIAs3Yr9EDMOPUwvQGCQu/PdzQ+Tix6O7By6ECRMOBsouOZ0BaO3vP4LXUmb6cA2I9mdpXnA1tgN4g4beMQuSVViFSI948VKaW5B6UcWpkfVOvBgInAPjbYLHe6cs/zuPBNfvw/YMjGqzTr0vOOEW6uTEEAIQYu+pl18gb4DLjRGTF3hNdn/4d6DRYrOeN7icuw7s1noWyZ+2UJIn3LjmzlPeX5WN0uhxImgb0vEqspzGttQWa0zbcWc4VVmDlrrMAgHmTk+xafO/rpULnDgE4fbEcR3NKRTMdU4OIg66crm3GxhD6mIH2fd5JHgNVfApw6idRrmfP/onkfJIEHPoSABAwaCbws/Uh8m/jgquS22VjCKCJgVNRURE++OADHDlyBAqFAj179sSdd95psZ8T2fZbRqHVmRdzpkV3OQakRPQUZ1/O/Qr0nNZyk2wJCcPFH7x6z046tkFgs8lNIbpPssiu1FVfycGLY0IxChDBl17X8L4VbUU9gdNBuTFErO2zUeaeu7o3DpwvwvHcMjz82T6svGOo3W+2cv10ayjVk/dxOl/lC3iBa5yIbLH3RJe2XDQCyNhWO+blLz4wR/c1BlR9RbtvL+OJk8aaCaU+BVQViQ3Mi87W3q4wNmdImiZOigXFWt7fCW3DnenlH4+hRm/Ald06YFR3+0+Y9owOwumL5TiWUyLuZ55xask239oqIFcEq/v1XZBdfK7eQy2aDCSOFIHT6W3AsDktM1eylHdYVM2ovNFn3M14NbYUj37+p8Uh0eYllu2Uw5/ufv/9d0ycOBF+fn4YMmQIJEnCf/7zHyxatAibNm3CwIGNdFBp5+xdTJdXWiXWOV08Apzb7XmBk1Il/iiZzvTVJbXcmT6DAThoXN/UQJmeXHJQ9+xZTnEVbl9XgeMBflDrK8WmsR0cX9PT6pgCp76moSqtHifyRGOIPp0aP1Hi563CspsGYvpbO7HzZAHe3HoCD4+rv62uOblUL7oVZJzkUr0CQ4AYYMaJyJrphFg2bK9zUgBBMcDM/4kP1zkHRPe13EOAtgI4v0d8yZRqoEMPkT05trGexzSOpT1fO6T2A7qNFcFS94mAfyMlRc1sG+4sf54rwrd/ZkGhAOZPSXJob8we0Rp8dzC7tkFEZE/RPr2iQLwmTbSLZl1H7iFRBukfjvOGMAD1B06yvNKq2gYRZ3d6zsnHtkZe533ZBMA3GP7eFQDEyeF5k5NqK2zaaaZJ5vBv5iOPPILp06fjvffeg1ot7q7T6XDXXXfh4Ycfxvbt7IrSEHsX00VqfMU6pz8+AjI9dCPchvbAUHq3XLo+8xfRBMEnGLhsvM1DGiuxBJQ4YYhFT5wSZ2zaeuCkrQTyj4vrZhmnYzml0BskhAd42x3QdIvU4IVre+ORz/7E6z+dwOWdw3BFtw6N3i+3lWx+C4gA0EetRJHOmI2sKhZrK1rbvjRE7qRUibI5myfE5NK3l0SZXqfBtTcZ9GItUs4BIPvP2oCqslCU2tUtt6tPl1Rg8B0iaPIOcHzuLdWIyAZJkvCCcbPbawd0RK9Yxyp4esgNIuTAyctPlD/mHxcNIloqcDJtfDsQkUF+dt0lUuMrGkn4Bov31uw/gU6DXDhJsiJJtYFT7+sBANuO5wMAJvWOttivsb1zuDnE77//jrlz55qCJgBQq9V44okn8Pvvvzt1cp5oSGIYYoJ9UV+8brHoLt7Y0SR7v0h/e5oDn4nLntOBWzcA138A3PotkHAlYKgBvn1IZINcTS7TS54OqG2XhdlTYnlYZ0xde0KDiLwjgKQH/MMBTW1K/qDZ+iZHzoZeO6AT/n55HCQJeGjNPuSVNP77LGecIltBqR4AhAV4oxjyhzFJ/IEnIkvJ04Eh/7AeD4qtf28+pQqI6A70mQFMeA6Y/Q3wxGngkb+Av68WfyPsMeBm8fiOBk2twJYjefgtoxA+aiUen+D43o1yZ70TeWXQ6Y1/N03lei24zsmsMYRDn3eUKqCzMXA1L+GklnFhL3DpDOAVAHSfCEmSsP34RQDASAdKRtsDhwOnoKAgZGZmWo2fO3cOGk1D3WkIAFRKBRZclQwAVm8mVovuQhOBgEhAX1N7FsdTGPSiKxIA9Pu7ONPXZ4ZI11/9pii1OLMD2Puxa+ehq6ndy6OBMj17SixPGozdjzyhQYT5+iazAOmvLPvXN9X1zPReSIrWIL+sBv9cva/2j7sNWr0BBeXGrnqtIOMEiJbkWqihUxs/lHGdE5FtFcYumn1mGk+IbQAePujYeiGFQuxHlDTFdiBmSwu3DXcWnd6AF38Q2aY7rkxEbIh9mRpzcaH+8PdWoUZnwJkCUWJV2yCiBTvrGRtDIHagxeed+lg0GeB+Tu4jZ5t6TAa8A3DqYjkuFFXCW63EsMT2t8ltQxwOnG644Qbceeed+Oyzz3Du3DmcP38ea9aswV133YVZs2a5Yo4eZ1LvGLxz80BEB1t+IIwO9sU7Nw+sXXSnUNRmnc55WFvyjO1AaTbgFwp0q1MeF9YFGPu0uL7paaD4guvmcWqrWFAcGA10vrLew+wpsTwhGVPZnpBxqrejXuOtyOvj6yXWOwV4q/BrRiGWbjlR77H5ZdWQJECtVJjWF7lbqLGzXo2X8bVznRORNYNevK8CwODbjSfERjSvrFVeO9VQ7sINbcOdZc2eczh1sRxhAd6YM7prkx5DqVTgsqg65XpRxvfvlmpJXl1ae+IwdgAA8Xln2U0DUXdZTIi/l+XnHaA2cMrcDeiqW2DCBED8n/1LtCFHnxkAgG3GbNPQxLBG9xFrbxwOnJYsWYLrrrsOs2fPRufOnZGQkIDbbrsNM2bMwEsvveSKOXqkSb1j8PPcMfjvzbXNNL65/wrrTiVxcuD0WwvOrgXIeyb1uhZQ2/hgPPReoONgoKYU2PCIqL91BblMr/f1Df5hl0sO6qMAUBxoXLOVf6LxvUVaOxuNIWp0BtMf5N5NCJwAoEtEIBZfLx7z7fSTpjfnukxlehofKFvJQlS5s16FWg6cmHEispK1T/zf8AkGOg1xzmPKa6cA1Fur0cJtw52lrFqHpVvEetIHx3RDkK9Xkx8ryRQ4iRNcpnXC+Sdaptw/+wAASQSxmtrsX7+4EBgkQKkARl4m1reO6RFp/XknIklU2egqLZuEkGtl7hInsn2Dga5jAKC2TO8ylunV5VDgpNfrsWvXLixYsACXLl3C/v37sW/fPhQWFuI///kPfHxax1qEtkKlVGBi7xj0ML7Z/XHWxhlseSPcc7+6LnhoaTUVwJH14nrfv9s+RqkCrn4LUHoBJ36sLetzpuoy4Nj34rrxLEt9Gio5kP+M33nVaEDlA+iqLNvhtjUGg6mdrHnG6XhuKWr0BgT5qtEp1PFSEtn0frG4aWg8JAl45LP9yC6utDqmNe3hJJMzTuVKY0kyM05E1k5uEZddRjm3M5rcNjyozofthtZOtQHvbjuF/LIadA73x41DE5r1WHKDCFNnvaBYUdUh6VumEsJUpjfAYvjPc0UAgKToINwzSmTUfj6ZD6nuZxqFguV67iCX6fW8ClD7oEqrx68Zotx2VA8GTnU5FDipVCpMnDgRxcXF8Pf3R58+fdC3b1/4+/u7an7twrAuolXqrtMF1jfG9BObslYUAAUnW3hmLnLse6CmDAhJAOIaOCMZ2RMY9YS4/sMTYiNgp87jB9ECN6yL1Ru9LZN6x9jsJGcqsezTCehgbLXdltc5FZ0RmT6VDxBe2x3QtL7JwcYQtjw9LRm9YoNQWF6DB22sd8ozddRrPSdjQo0lgyUKY+DENU5E1k5sFpf1dChtluTpwMOHzJoJNWHtVCuSW1KF93ZkAADmTkqCt9rhIiALcoOIY7nGwEmhsNzPydXMGkOY+/O8+NvRLy4EgxJC4eulRF5pde08zTFwall6be06797iBPJvGYWo0hoQHeSLyyID3Te3Vsrh/6V9+vTB6dOnXTGXdiulq1h4t9tW4KT2BmKNb0KZHrLOSe6m1/eGxjflu+Jh8cZfWSiCJ2eSy/T6/M2uzQFP5JYip6QKXkoFbk0RZwZ7xmjw89wxtSUHEcZuSG15nZNcphfZ0+KMcXPWN9Xl66XC2zcORKCPGnvOXMKSTcctbpdL9VpLYwigNnC6JHEvJyKbKgqBC3+I613HuuY55Lbhzlg75WavbTqOSq0egxJCMal389uFyxmnzMIKlFfrxKBcNdASDSLMGkOYkzNO/ToFw9dLhWFdxGeeHcZ21xbkwOn8HqCm3FUzJdnpbeLzVUCEqathbTe9Ds0+SeqJHA6cXnjhBTz++OPYsGEDsrOzUVJSYvFFjhti7FhyPLcM+WU2FkR6UoOIsovAyZ/E9b43NH682huY/qbYyO+vr4Cj3zlnHuUFYpdywHSWpTE/HMoBIFpz/m1wHACx67nFEpyIJHHZljNO9TSGMG9F7gydOwTg5RlivdPybaew9Wiu6bbWtIeTLDRAlOoVGIxn4LjGicjSqa0AJCAyGQjmvi8NOZZTii/+EJvDPungZrf1CQ/0QYdAH0iSKK0G0HIZp4pC0c4aAGL7m4YNBgmHLtRmnABghHHdzPYTNqpIQjsDwfFiE93MXa6bLwlymV7yNaYTpfLa41HdI900qdbN4cBp0qRJ+PPPPzF9+nR06tQJoaGhCA0NRUhICEJDQ10xR48XFuBtSrH/etrGhzF5nZMnbIR7aK2ot+44COjQzb77dBwIDP+nuL7hUaCyqPnzOPy1eGOO6Sf2D7HD9wezAYjN4LpFBkKlVKCoQmvKjgDwrIyTWWMInd6AI9nixEhTWpHXZ0qfGNw2vDMA4NHP/8SFIrHeKbe0tjlEaxFizDjl6Yylycw4EVmS1zd1G+feebQBi384AoMETO4djUEJYU573KS6G+FGmwVOrlwnLW+ZEtZFrKsyOp1fjtJqHXy9lKayL7lBhCgJq9NIyXyd02nu5+RS2irg6AZx3bjOO6uoEifyyqBUAFfasVF9e+Rw4JSWlmb62rp1q+lL/p6aRk5d2yzXk9cBFZwQmZK2zLxMzxGj5wNhXYGyHGDTv5o/D7nZRAN7N5k7fbEMR3NKoVYqMD45Cr5eKiR2ECVbR3PMMq2mjNPxltm81xVsZJxOXSxHtc6AQB81Ooc7d3PJ+VOS0K9TMIoqtPjnp3tRpdUj42IZAKCwvAZ6Q+toiiK3Rc/VGhtjcI0TUS2DobaagIFTg3aezEf6sYtQKxV4YlKSUx/bqkFEhx6AQiVO9JRkOfW5LDRSptenYzDUKvGRs1tkIKKDfFGtM+C3DBvvo11GiUuuc3Ktk5uB6hIgqJOpA+YOYxawf1wIgv2b3uHRkzkcOI0aNarBL2qaBgMn/zDx5geI7nptVf4J8eaqUAG9rnPsvl5+osseAOz7H3AqrenzKDoHZP4CQGH3POQyveHdOpgyD0l1/0ABQFii6ASoLQdKzjd9ju5SXgCUGPfNklvZAqZSi+TYIKe3B/dRq/DWjQMR5KvG3swiDHpuM85dEpmnxT8cxZUvbcXGQ9lOfc6mkNc4ZVUbyweZcSKqlXMAKM8DvAKA+BR3z6bVMhgkLPpebHZ787AE0wk4Z+lRN+Pk5VvbtMiV5XoXjBmnOo0hDpwvAgD07RRiGlMoFBjZXWQzdtgq1zOutUH2n3yfdSX5BHLvawGlCAe2mdY3sZtefewKnA4cOGD3FzXN0MQwKBTAibwyXCz10HVOcrap2zggsAn/KROGA5ffJa5/+2DTF47KG711vtLuOvyNxsBpstkC3p4xomTtaLZZxknlBXQwdqJri+ucco3ZptBEwLe2JE9e39Q71jnrm+qKC/PHrKHxAIDyGsvSjZziKsxZtdftwZO8xilPJzeHYMaJyMS8DbmtvfkIAPD1/gv4K6sEGh81Hhx7WeN3cJB5Zz1Tu2+5XE+uJnCFelqR7z9vub5JJq9z2nHCRoOIoBhjsCcBZ3Y6e6YEiM2Kj/8orhvXeev0Bvxs/Pdg4FQ/uzZZ6N+/PxQKBSRJanQBo17fxjf+dJPQAG8kRQfhSHYJfs0owLS+sZYHxA0D9q5su+ucJMmsTG9m0x9n3DPiP3tRJvDTc8DkFx1/DFM3PfuaQpwrrMDBC8VQKoAJybWb+sn7b1lknACxzinvsFjn5IqWvK5UT2OI2lbkzlvfZE5vkLB+v+0yEglir6yF3x7G+ORoqNy0IW6gjxpqpQJFktwcosgt8yBqlbi+qVFVWj2W/ChOqM1J7YqwAOcHmJdFaqBQiDLni2XViNT4igYRB79wXcapJFtsoKpQinXDRjU6A45kiROL/TpZnnS7olsHKBTi72duSZV1I6DEkUD+cVGu13Oaa+bdnh3bKDYaDutq+jf783wRSqp0CPbzQj+zDCFZsivjlJGRgdOnTyMjIwNr165FYmIili1bhn379mHfvn1YtmwZunbtirVr17p6vh7NtJ/TKRvlevHGBhFZ+wCdjYxUa3fuVxHseGuAHlOa/jg+GmDaUnH91+WOB5J5R0VwoPQCetq398cPxkzHsC7hCA+sbVaQFCMCp1MXy1CjM1vPZFrn1AYbRNhoDGEwSPgry3mtyG35LaMQ2cX172wvQXQwtFkP30IUCgVC/L1xSQ6cqkvEHhhE7V1lEXDuN3G9m4vakLdReoOEXacK8M3+C1i4/i9kFVchNtgXd1yR6JLn8/NWmdahWjWIcFVLcrkxREQS4F1beng0pwQ1egNC/L0QH2a532dYgLfp74nNrJNpPyc2iHCJQ3KZ3vWm7Vi2GdvDX3lZB7edoGwL7Mo4JSTU7mb9t7/9DW+88QamTKn98Nu3b1/ExcXh6aefxjXXXOP0SbYXKV3CsWLnGdvrnMK6AP4dgIp8IGt/beleWyFnm5KnA97N3DD5snFAv1nAn6uB9Q8A9+wQddz2kN8suo0Ta8fs8IONMj0A6BjiB42PGqXVOpzOL0NStDEbY+qs1wZL9WxknE7nl6OiRg9fLyW6RLhmM7y80vqDpqYc5yphAV44VWa2JqGyqGllp0SeJGOb6JYafploJ90G6Q0SfssoRF5pFSI1vhiSGNbsD48bD2Vj4beHrU4KTeglGgy5So8oDTLyy3Esp1SUxMktyQtPATUVzf8bXFd9jSGMZXp9O4XYrFYaeVkEDpwvxo4TFzFjUCfLGzuPAKAQJyBLcwFNlNX9qYkqCmsbufS+3jQs79806jL+TWuIw80hDh48iMRE6zMliYmJOHz4sFMm1V4NMa5zOnWx3PoDokJRm3Vqa+ucdNXAIeO6ouaU6ZmbuAgIiBSp/O2v2HcfSXK4TC+rqBL7MougUAATe1kGTgqForaDUbZZuZ75Xk6ubP/qbNqq2mDPLHCSy/SSY4JcdhYqUmNf4Gvvca4S4u8NPVSo8TIGyVznRASc2Cwu21ppstHGQ9m48qWtmPXebjy0Zj9mvbe72U1pNh7KxpxVe21m0j/+5axL12zK1RCmMvLAKHHiVTIAF484/wkvyIFTf4thuaNe/062KxVGGNuS/3wiH4a63VP9w2r/Dp3Z4ayZEiBakBu0IqCOFJ9XLpXX4E9jIw+ub2qYw4FTz5498fzzz6OqqvbNoLq6Gs8//zx69uzp0GO988476Nu3L4KCghAUFISUlBT88MMPDd5n27ZtGDRoEHx9fdGlSxcsX77c0ZfQaoX4e6OnMWux2+Z+TsYsU1tb53RiM1BVBGhiarvlNJd/GDB1ibj+83+AbDsak1z4Q2zQ5xUA9Jhs19PITSEuTwhDpI3NWOU/UEfMW5KHdRWdA6tLRN13W3HxqDhr7BcKBNWusZM76rmqTA8QJw1ign1RX1imABATLM4Cu1OosT1rtVoOnNjxido5STJrQ972yvTqC3Ca05RGb5Cw8NvDaOi02cJvD7tsqwWrvZwUCteV60lSbameHR31zA2ID0WAtwoF5TU4bN5kScZyPdcwddOr7Sr888l8SJLIVkYHt56N51sju0r1zC1fvhxXXXUV4uLi0K+fcUHZn39CoVBgw4YNDj1Wp06d8OKLL6JbN7ER6scff4yrr74a+/btQ69evayOz8jIwJQpU3D33Xdj1apV2LlzJ+677z5ERETg+uuvtzq+LUrpGo7D2SXYfboA0/vVaRBhyjj9Kt6snLDTeIuQy/T6zACUTixPSL5arFM6sh745n7g7q2iq1195GxT0lSLOuyGyIHTpDplejK5PO+YeYMItTcQ3lVkw/KOWAQhrZp5mZ7Z79ahC+IPWi8XBk4qpQILrkrGnFV7oQAsPnDIM1lwVbLb667lxdzlqiBoAO7lRJR3GCjNAtR+QMKV7p6NQxoKcOSxuWsP4mJZNSRJHC9/6cyu6w0S9FLt9fOXKuxes5nSNdzpr6uH8e/S8dxS6A2SeN+M6g2cTnd+g4iisyLzrvSqLQkEUFatw4k8sR9f3zjbfzu81UqkdO2ALUdysf3ERfSu+zcmcRSw6y337Odk0ANnfwHKckXGLmG4cz+/uEtpbm0Gz1aZXg9mmxrjcOA0ZMgQZGRkYNWqVTh69CgkScINN9yAG2+8EQEBju1HcNVVV1l8/8ILL+Cdd97B7t27bQZOy5cvR3x8PJYuXQpAZL9+//13LFmyxGMCp2FdwvHBzxm21znF9ANUPmKdU8EpoEO3lp+goyovAcc3iut9/+78x5+yRLyp5hwAfnkTGPGo7eP0utpyQTs3vc0rqcKes+KDcX2BU88YG6V6gFjnlH9clL61lbOwNhpDSJKEQ3JHPRe1IpdN6h2Dd24eaLUmIDrYFwuuSsak3jEufX57yHt4lSnFvzszTtTuyd30Ol9p/1rTVqKxpjQAUFypxdNf/+WS53fVms34MH/4eilRpTXgbEG5WJsql705O+Mkl+lF9wbUtc2TDl0ohiQBscG+DZZYj+wuAqcdx/Nx3+g6n2kSUgClWlSKXDoLhCbYfAynO7we2DjXcsPgoFhg0ktinXZbdvgbUbLZcbBpPaIkSdhu3E9rJNc3NcrhwKm8vBwBAQH4xz/+4dSJ6PV6fPHFFygvL0dKiu3N83bt2oUJEyZYjE2cOBEffPABtFotvLza/i7HQzqLdU6nL5Zbt+hU+4hUeOYusc6pLQROh78B9DVAZK/aUgFn0kQBkxYDX88B0l8Eel5Vu4+SuTPbxeaMfmFA11S7HvrHv3IgScCA+BDEhvjZPKa7sSV5TkkVLpXXIFRuLxuRBBz5tm111rPRGCKzsAKlVTp4q5W4LMo1jSHMTeodg/HJ0U5fpO0scqleEeTAiRknaufa8PomewOXvp2C0CnUHyqlEioFxKWy9lKtVEKlVJi+sosq8XU92yuYc9WaTZVSge5RGhw4X4xjOaUicJKzQbl/ObdipZ79m+T1TXX3b6pL3s/p97OFqKjRwd/b7GOpjwboOEhU2WRsB0Jvcc6cG3J4PfD5bKBuHrIkW4zPXNm2gye5QZbZOu9juaXILamGr5cSgzuHumlibYfDgVNUVBRmzpyJO+64A1de2fy0/MGDB5GSkoKqqioEBgZi3bp1SE5OtnlsTk4OoqIsO6tERUVBp9MhPz8fMTHWZ6Srq6tRXV3bvrukxEYdbSsS7O+FXrFBOHRBlOtd3b/OBq1xQ0XglLkbGHCzeybpiAOfi0tnNYWwpd8sUbN76ifgmweA238w7YJtctDYKr/XtQ2X85mpr5ueOY2vFzqF+uH8pUoczSmtLbswbxDRFhgMNgMnuUyvZ7QGXiqHl0Q2iUqpcEn5ijOEGjNOlwzyJrjMOFE7Vl0q/hYBbW7/piqtHluO5Np17PzJyQ69J+kNEn7NKEROcZXNMkAFRCbdlWs2exgDp6M5pZjcx7ihrNILqC4Gis8BIfHOeaILxvVNsXXXN9V21GtI53B/09/Q3acLMCapTve8xJG1gdNAFwdOBr3INNVbvKkANs4T5f5tsWyvKFP8LKEAkq8xDW87JrJNKV3CXdrt0VM4/Elo9erVKC4uxtixY9G9e3e8+OKLyMpq/MxKfXr06IH9+/dj9+7dmDNnDm699dYGu/PVbWkp74xd38a8ixcvRnBwsOkrLi6uyXNtKcMSxRu0zXI983VOrd2ls8DZnQAUdpfHNYlCAVy1FPAOFJm4Pe9b3q6tEuugALvnUVBWbfr5T26kRKx2nZNZUG5qSX60bXTWKzoL1JQCKm/jju3CQWNjCFeub2pL5MApX28MnLjGidqzjB2iO1doZ7FlRhux/1wRpr35M779s+HGD01tSiOv2ZQfo+5jAq5fs9mjboMItXft3yVnlesZDED2fnG9TmOI/aaMU8N/OxQKhamL2/bjDe3ntN31f0vP/mJZnmdFAkouiOPaor/WicvOVwJBtZ9rTGV67KZnF4cDp6uuugpr165FVlYW5syZg9WrVyMhIQHTpk3DV199BZ1O59DjeXt7o1u3bhg8eDAWL16Mfv364fXXX7d5bHR0NHJycizG8vLyoFarER5u+2zQ/PnzUVxcbPo6d+6cQ/NzB/nMls3Oep2GiMv8463/Q5vcjCFxBBDcseFjmyskHhj3jLi+5RkRtMlObBId7oI61XYmbMSmw7kwSKKTXFxYw3te9Kzb+hUAwruJXdSrioCyPPtfh7vI2abInhYZub9aaH1TWyGXYubqjKWbzDhRe3bSWKbXbXybaFZUpdXjxR+O4rplO3EyrwwdAn1w76guUMD5AY68ZrNuh7LoYF+8c/NAl6/ZNJ3QyzX7u2Qq13NS4FRwAqgpA7z8gQ49TMP5ZdW4UFQJhcK+bqwjjW3Jdxg/wFvoNESs7S7LAfJPOGfe9SmzLwNp93GtjambXm1PgIoaHfZkiL9joxg42aXJtTfh4eF45JFH8Oeff+K1117Dli1bMGPGDMTGxuLf//43KioqmvS4kiRZlNaZS0lJwebNmy3GNm3ahMGDB9e7vsnHx8fU7lz+au0Gdw6DUgFk5Jcjp+7C1YBwsckg0LqzTpJU202v7w0t85yD7wTihwPacuDbh0RDiIwdol05APS+1rqErx4/NNJNz5x8Zu+IeeDk5Ve7EWRbWOdko0xPkiRTK/LeHVv//5uWIK9xyq4xBtNc40TtlSTVNoZoA2V6cpZp+bZTMEjANf1jseXRkZg3uafLApxJvWPw89wxWH33MLz+9/5Yffcw/Dx3TIs0upH/Lp0pKEdljV4MmlqSH3TOk5gaQ/QFVLUrP+Q25F0jAqHxbbw0PqVrByiNe1heKKq0vNHLF4g3nvB0dVvyQDs32bX3uNYk/4RooqVUi27ERrtPF6BGb0CnUD8kdnCswVt75fAaJ1lOTg5WrlyJFStWIDMzEzNmzMCdd96JrKwsvPjii9i9ezc2bdrU4GM8+eSTmDx5MuLi4lBaWoo1a9YgPT0dGzeKLmzz58/HhQsXsHLlSgDAvffei7feeguPPvoo7r77buzatQsffPABVq9e3dSX0SoF+3mhV2wwDl4oxu7TBbhmQJ1sTfxQcaYnc7fd+xG1uOw/RVZM7Wvxn9QWp+3YrlQC098E3hkOnE4DXukqMj6yP9eIs1eNLOwsqqjBLydFyUBD65tk8pm94zmlMBgkKOW5RyQBhafFOqcuoxx/PS3JRke9rOIqXKrQQq2s3ei3vZNL9XK1foA3mHGi9iv/hFgzofIWVQWtVJVWj6VbTuDd7SJg6hDog0XX9sYEsw3NXdmUxl1rNiM0PggP8EZBeQ1O5JX+P3vnHd5U2f7xb5LuvSfdpYsWyi57KFtB1FfFBa5XnIjjxYWAiuL6Kb76glsRFcXFEIrI3nuVLjpooXSX7pUmz++Pk5MmTdLs0fb+XFeunp6cPHmatuec+7m/9/fmao1MnXHijSG6yPTOXeHrm3RTKng62yM1zAuni2txILcSd43oUn8VNYGT6hXuA0Y8YvS0NRIxGnAP4ez1NSEQcrVQPQ3eVTh6ErcAL4OXR46P89dY8kIoo3fg9Pvvv+Obb77Bjh07kJSUhCeeeAL33nsvvLy85MekpqZi8ODBmgeRUV5ejvvuuw+lpaXw9PTEwIEDkZ6ejilTOHee0tJSFBcXy4+PiorCtm3bsHjxYnz66acICQnBxx9/3GusyBUZFeOrOXAKSwPOrLftjBOfbYqfCThpzlakZ5Sq2E8HG2M/7RcLDJjDmVIoBk0A0FSlkyvOzsxydEgZEoLcOTciLUT6usDRTogWsQTFNc2I5Fdt/OOBnG09NuN0QVbcGxfoDkc7KhgFAA9newgFwHUm+7topsCJ6KPw2aaI0Tr3xbM0Z6/U4vmN55An6yc0JzUEy28e0Ol+qoAtm9IYSnyQOw7nVyO7tEvgVFMItDUCjkY6pV5TbwxxTpZxStXiqKfI+Dh/LnC6VKU+cMIbspo6qc7KEb0RirggMLubwIlJge9vAcY/D0x4USnTZrMwptZNDwD28f2bSKanM3r/xh944AHcddddOHToEIYPH672mOjoaLzyyitax/rqq6+6ff7bb79V2TdhwgScPn1ap7n2ZNKiffD5/gIc6c4gouQ00NGm1DvBJpB0dGppu5Hp8R3bu5Z78h3bDZJJSCVA4UENT+rmipMud9PT7b3tRELEBbrjQkkdssvqFQKnHuKs11wD1F/ltgM7+6fJ65tIpidHJBTA09ketS2yGw7KOBF9FXl9k3qZnsmUBAagLsu0cm4ypg3QriDoTcgDJ15G7ubPycway7nm7GHq7+F0QiLuXHBTyDgxxnR21FNkXH9/fPTPJRzMq+ps2ssTMhhwcOcWQ8svcD0tzcHlg0D2X9y2s4+yFNsjlKujLtzHLVzvf4/Lgt36heX6SxlKeQanABI5covZMq7UNKOwqgl2QgFG97JFA3Oid+BUWloKF5fui+WdnZ2xbNkygydFdNY5FVU341pti3IfId9YwMUXaK4GSs8bd/IzB4V7O3smaWj+qq1juwDAii2ZmJIUpN/Ftuhw92l2RVccNfKS+lYxDlziUtczU3S/yMYHcYFTVmlDZ7Cn6Kxny/CyDe9IwKlTWsHXN+lS3NuX8HZxQFWzLHASN9nm4gVBmJP2ZuDyIW47VrV/k8mVBHpw9kotXth4Dpd0yDL1dhJ4Z71yBcfXwGQucCq/YNy9Q0Um0NEKOHoC3lHy3Vevt6CmqR32IoHcOEkXBvXzhLuTHepaxDh/tRaDwxX6CYnsuMzmpR1csGKOwKmlFvhjIQAGDL4PuHk1d5/QWM4FmxGjucXWgXdwcretiznVz9pxwOzVXKsTWyVD1o4lbqqSAojPNg0J99apFo3g0DnfWV9fj/r6enR0dMi31T0I0+DhZC+/YT1W2CXrJBB0usNdOWrhmenAOZlML/k2jT2TtHVsZwBK61pxvFDP4nsjXXF2Z1WgXSJFbIAb+gfqftJP6Gr9CnTaejdXcTJBW4VfNeRlHOBWDS/IejiRFbky3q4OaIALGH/6pKwT0dcoOgRI2jinUv94pad4JUHX8zuvJEjP6N4CXBsSKcOR/GpsOluCI/nVkEi55bdWsQTvpHOOeZdkjnmf3TcUq+8a3CeDJgCIl7fKULguyQ0ijKxz4o0hQlKVpHO8TC8x2EMvibedSIixsby7Xje25AVmMojY9gLX38o7Cpi+iguSosZx0raoccoKlZTbgYUHgH7Dub5YGxcAm58C2pvMMzdjYKwzcErWINOLJ5mePuiccfLy8uq2cIwxBoFAAImkBxbN2Shp0b44d7UOR/KrMXdwP+Unw0Zy9TPFR4HRT1lngupoawSyt3Lbg+7SeJiuHdt1PU6Oka442y5wF3VdTCEUSQzmLlDZir2cHFw5m/TaYk6u5+qn15gWQ40xREVDG6oa2yAUAIlBJNVTxNvFHgxCtNl7wElcy0kd3fuWBIjo41ySyfT636hkQ242JYEMTZms+0dF4vfTVynL1IW4QDcIBEBVYzuqGtvg5+YIBMrqWI01iODrm7oYQ3TK9PRfcBvX3x/bM8pw4FIlnr6hv/KTvMFS0WFOJqhjI3uduPArcOEXQCDipHe61H55RwIPbAf2rgIOfACcXsfdj93+tVKtsNW5epK7B3FwA/pPle8WS6Q4ks8tyo/vT4GTPugcOO3Zs0e+zRjDzJkz8eWXXyI01Mz9efowaTG++Gx/gfp+ToqNcBmznR4a2X8B4mauGWLoUI2HBbg7aXzOkOPkRIwGPEKA+lKo7/4t4J6PGK3yTFNbh3wFRtf6Jh4+41RU04ymtg64Osr+tfwTZIFTNhA5Rq8xLYYaYwhephcb4AZnBzKGUMRL5qzXaicLnCjjRPQ1NNiQ66ok+OJAASbE+SPQwwneLvY6uXlpqoktrWvFO+mcHLqv1jJpwsXBDuE+LiiqbkZOWQP8Yh0761jLM40zWuAd9boYQ8gb3+pR38QzTtbP6XRxLepbxfBQlI8FDOisOyo53WlRbix1V4Gtz3Lb41/QT74osgduWMoFdb//m6sj+mIyMOUNYOSjtnFfxptCxM8EHDrLbE4XXUdjWwd8XR0wIIQWR/VB58BpwgRlO2WRSIS0tDRER/ecbuE9jWER3hAJBSiuaUZJbQtCFeucglM5G9imSs7y2jfGavNUQrF3UzcnjRFRPgj2dNJ4kRWA66Ohb8d2CEXA9Hc49zwIoBw8yebDp+G7sCenAm0dUkT6uuilzQYAXzdH+Lk5oqqxDbnlDZ36bP94rgGvrRpEdLR11mApBU5c5iyZZHoq+MhWsRuFHvACqJcT0beoKQBq8rl+MFHK9wW6KgRWbc/Gqu3cecdeJIC/myMCPJwQ4O6IAA9HBLo7IcDDEQGyr76ujli+WX0mi8fJXoj0RePg5071horEB7qjqLoZ2WUNGBPrB/j15+4d2huA2iLAJ0r7IF0Rt3CBF6CUcZJIO3v/DdLDUY8nzMcFUX6uKKxqwpH8auUAWCjkJHOZm7g6J1METlIpV9fUVsct9I5/3rBxosYDCw8Bm54AcrcD6Uu4lihzPrWu0kQqAS7+wW1rcNMb19+vs4UKoRNm8nQkTIG7k738xvVofpc6J3snzmkGsB1b8oYy7mQBACn/6vZQkVCAZTcndXuMoR3bkTSbsxz36JI18gjp1op8+wWZm15KsEH9DPhgS0lPLnfWs1GDiMpsQNoBOHkBnp1y0At849sQCpy64iVrglsvIGc9og+St4v7Gpam0mpCV4VAmLezfAFCLGG4VteKs1dq8XdmOdYfLcYHO3Ox5LcLeODbE5j18UGkvb0LZfXdB2WtYqlcqkd0khDM1znJZOQi+87rkqFyvbILAJMArv6c25yMvIpGNLdL4OogQowOrTzUMb4/X+dUqfokX+dkqka4Rz8FLh8A7F04iZ4x8j9XX2DeT8CM9zj3utx0YM0YoGCvaeZqCEWHuHpuJy/O0EKB/bLPdzzZkOtNDzCg79uMivbFuSu1OFpQjduGqqlzunKM09Wm3m2dCSqS8RvX46DfCJ0yYHxdkDruHxVhnPtS0mzOclydK44aWtol2JNTAUD/+iaehCB3HLhU1Wn9Cti+JbmiTE8hWOy0IqfAqSs+MqlerbyXE2WciD4EX9+kxjGVVxKU1bVqEkojyNMJe1+YBJFQgPYOKSob21BR34qKBsWvbShvaEVFfZu83lIX9K6J7QOoNS4KSgHKznMGEYk36z9oiYJMT+G6wRtDJId6Gmw9P66/P747UqTBIEKW4bxynMt62TurHqMrZReAXa9z29PfNo1qRyAARv4biBgF/PogJ91bdwswdjEw6WUuMJNKdL4vMRq+LUzSbMCus96vsqFNrioZR/VNemNU4ERdhs1PWrQP1u7L19zP6fDHtpNxksv07tDp8F9Pcb2Dxsb64olJ/VHR0IqjBdX46fgV7LhYjhdnJBpXX8O74ujAvtxKNLdLEOrlbLD9Nu9glFWqYBDBO041lnGZCWdvNa+0ImqMIaoa21Ba1wqBAEgi7bMKfI1TtVTWr4syTkRfQdzKrdADQH9VG3JeSbBwvWqvRf5uQVFJ4GAnRKiXs7IMXQ0HL1Xi3q+Oa52e3jWxfYB4WeCUW94IqZRxsizeQdXQjJMGY4hzsvomfRrfdiUtxhd2QgGKqptRVN2ECF+F5sq+sYB7CNdy5MoxIHqiYW8ibgV+ewSQtHO1P0PmGzxftQSlAP/eB+x4CTj1LXDw/zh54aB5wMEPgHqFlikeIVx5gQYljMF0tANZm7ntLm56B/O4bNOAEA/4k7RVb3QOnG699Val71tbW7Fw4UK4uip3DP/9999NMzMCADA8kmsaePV6C67UNCPMR6GHFm9JXpnNrXq76FkPZEoqsoHSc5zufcCtWg+XSBl+kwVOdwwPl3dsnzYgCPtzq1BS24IvDxTgqa7OOmZiu8wid2ZKkMELAvzKXnZZg9xlEo7unGVv/VWgMtd0Ba2mohtjiCg/V7g5UlK6K94yqV6lhA+cKONE9BGKj3DmP25BSu0LFJmeHIwbEgKwK7tCaX+QEX2cRsX46ZTJ0rsmtg8Q6esKRzshWsQSFNc0cw3a5ZbkFwwbVIMxhCGNb7vi5miHoRHeOFZYg/2XqnCfYuAkEHByvfMbuEDE0MBp1wqgMgtwDQBm/9c8Jg4OLlwvqOhJwJangZKT3KMr9aVcTXY3ZQQGUbCXW9RzCwQixyo9tT+Xy+ZNIJmeQehc4+Tp6an0uPfeexESEqKynzAtro52clvPY117Grn6cSswAHD1hIVn1gU+29R/Kqf11cLh/Cpcq2uFh5MdpiZ1WoM72YuwZAYnb1uzL98i0ou2Dgl2ZXEXeWPkgbEBbhAJBahrEaO8XkFaYquNcBlTGzhdvCYzhqD6JrXwtRll7bJVcso4EX0FRTc9DTebjDG5XHnxjf2x+q5U/PRIGg4umWzw+VWxJrbru6rLZBGdiIQC9A/kZMVyGTkf9NYWAa169t9srQeqLnHbfJ01uD5avNpiUJhx1w6+7uZAbnd1TvsNGzx/N3D0f9y2JcwbBtzCZZ9EmqzxZUsB6S9yMj5TwbvpDZirJAWUShn251J9kzHovJz8zTffmHMeRDekRfviTHEtjuRX43aVOqc0oDqPq3OKm2adCUqlwIWN3LaOMr1fTnLZpjmpoXCyV5bj3TwwGF8fLMTZK7X4cGcu3r51oLohTMbBS1VobOtAkIcTBhshMXCyFyHazxWXKhqRVVaPIE+ZbMQ/AcjfZXuBU20R0FbPndD5Zr3ozDglh5JMTx28VK9U7AzYA2imwInoI8gDJ9X6Jp5zV+tQUtsCFwcRHp0Qo3J+N5TpycFYc+8QlT5OxmSy+grxgR7IKKlHTlkDpicHceoUXvJWkdnZ3kQXSs8CYIBnGODWeeOdVVqPDimDr6uDVumlNsb198N7O3JwJL8aYokU9iKFNX5efl9ymgvinPS4TjXXAH8+zm0PfxiIm9r98aai7ionC9QIA+pLuNonHcsLukXcwrWGAYDk25SeyiytR3VTO1wdRBgSbmOlAz0EctXrAYyK5jI4R9XWOcmkX9ascyo+zHXcdvQA4qZrPbyuWYwdFzkHu38N66fyvEAgwNKbEgEAP5+4otxU1gxsk7npTU8OMtqWk9eTZ5cqGkTYaMaJzzb5JygVjmaQMUS38K56cnMIyjgRfYHaK9w5TCAEYiZpPIxvIj45IcBkQRPP9ORgHFwyGT89kmaSTFZfQW4QUa5wLTVUrsfXNylkm4DO+qZBYV5G178PCPGEt4s9Gto65H2h5HiFA95RnKtf0WHdB2UM2LIIaCgFfPtzvZYsRWO5bsfV5Jvm/S79DbQ3Ap7hQD/lvlS8DfnoWD842FEIYAj0qfUAhkZ4w04oQEktV+ekRJhspajkFFcMaA14mV7SbJ1cbjafv4b2DikSgtw1GjEMjfDBzJQgSBmw8q8sU85WifYOKXZmymzIDXTTU4R3ClQK9mzVWa9MVhisYAxR29yOKzUtALiLF6GKvUgIdyc7XJcHTlTjRPQB+GxTv+EaTW4YY/jrPBc4zUoxTzAjEgowKsYXc1JDMSrGl+R5OhCvUH8rx1CDCN5RL1RTfZPx1w2RUICx/buR60XL3PX0keud+4kzSxDaAbd9odQM1uy4BWo/BgD+eo6rd8reZtz9HO+ml3yriqR2H8n0jIYCpx6AYp2TirueX3/uItbRytmLWhpxK3BxE7c98C6dXrLx5BUAwO1D+3W7MrVkegIcREIcuFSFvTkVGo8zhiMF1ahv7YCfmyOGRRpfWKzW+tVfJoOrL9FfT25O5PVNnUXefH1TuI8LPJ2N6GnRy/F2cUAtKONE9CEU65s0cF4m03O2F2FifICFJkZog78uXa5qQqtYVkcjzzjpGTjJjSGUM05nZVbkhjS+Vcc4WT+n/WptyfWsc7p+Gdj2H2570ssqczc7EaM59zyVCj0FhHZcT8XMTcCGecAH8cBfzwNXT3HZMl1precyToCKTK+hVYzTRdz1agLZkBsMBU49BN51TkWuJxB0uusVH7XwrABc2sF13fYIBSLGaD08p6wB56/WwU4owNzBod0eG+HrivmjIwAAb23LQodEapIpK7JdJiuZnhxokpVLvtlgXkUj2jtk83X25lyoAK6vg63QjaMe1Td1j7eLfadUr6MVaG/u/gUE0ZPpaAcKZE1Huwmc5DK9xADjWkkQJsXf3RHeLvaQMu7aBKAz41SRydUp60JTFVBbzG0Hp8p317eKUVDZBAAYZISjniJ84HT+ai1qm7tkXyJldUDlF4AmNSUMikglwO+PAu0NQPgoYMwzJpmfXghFnOU4APX2JgLg9q+BRw8AaU9wbn8tNcCJL4AvJwOfDAP2vQdcL9L8HlIJUHgA+GcFd03yiVW6tgPA4fxqdEgZovxcEe5rwYxbL4MCpx5CGl/nlF8N1nX1gQ+crlghcDonk+ml/AsQav9z4rNNNyQGwNdNe/+AJyf1h5eLPXLLG+WGEqaiQyLF35mc9niGiTTyIZ5OcHeyQ4eUIb9SoYu9rdU5tVwH6mQXQAVb4QslVN+kC96uDmiEM6QCmb8OZZ2I3szV49yNp4uf0g2zIowx/CULnGZSzZFNIRAIVOV6PjGAnRNnL3+9ULeBrp3lvvrGAs5e8t0XZDK9MB9nueuosQR7OqN/gBukDDiU1yU4cgsAAjiXRXlfMU0c/JC7N3JwB+Z+Zr5ms9pIms1Zjnt0+d/wCJFZkc8BggcC098Cns0C7vmNu6+yc+YMwPa8CaweCHw9Azj1HdBS2zlG5mbgo2Tgu5uAk19y+5rKgawtSm8ld9Prb2YnwV4OBU49hKER3rAXCXCtrlVegyKHd8QpPqZfStdYmms6U8KDtMv0xBIp/jhTAgD419Awnd7C08Uei2S9nP5vZw4a2zoMm6sajhfWoKapHd4u9hhpov4fAoFAg1yPr3OykcCJl2d4hStdAMmKXDe8XRwACNBqJ8vMUZ0T0Zu5tJP7GnuDxgWyCyV1uHq9BU72QkxKIBmQrZEga9CezTdoF9kBAZwJk84GERr6N52TyfSM6d+kDrkt+aXubMn3aR6g5DSw921ue+Z7gHeEzu8tkTIcya/GprMlOJJfDYnUBPdWSbOBZzKA+VuB277ivj5zQbV/k8gO6H8jcNuXwAuXgFvWyH5eAWfGteVp4P044Jf5XIbpl/uVm+oCQFsDtz+Ta4LLGJPXN02Ip/9PY6DAqYfg4mAnT4GryPVCBgNCe6CpQveVI1Nw8Q9AKubSwfwJuBt2Z1eguqkdfm6OmKjHP+49IyMQ5eeKqsZ2rNmbZ8yMldgma3o7bUAQ7ESm+1fgL1BZSgYRfMbJRgwi5DK9TmOIhlYxCqs4uQVlnLqHd9ZrFnFBMmWciF5N3i7uazcyvb8U3PRcHKhxtq0RL3fWM8IgokR9fRPvqJdq4sCJl+sduFSlqrSJ0mIQ0d4E/P4IVzeUdItOi7s86RmlGPvObsz74igWbTiLeV8cxdh3diNdds9gFEIRZzmecjv3VVsGzNEdSL0bmL8FWHwRuHE54J8ISNqAzD+Bg/8HqG0Lzf8wXH+owqomXL3eAgeRUK5gIgyDAqceBP/HrmIQYe8MhKRy28UWtCXn3fQG3qnT4RtlUrvbhoTqFag42Anxoqwp7pcHCnGttkXLK7QjkTKkZ3AyvekmcNNTJCFYnSW5rWWcVOubMmXZplAv08kteis+sl5ODUJZxqmZMk5EL6W+lKslgQCImaz2EMaYvL5pppnc9AjjUOusx5//dTGIYKwz42RGRz1FRkb5wsFOiJLaFuTLaqjkRIzmrPGr84C6EtUX/72Ue849GLjpQ40Nm7uSnlGKx9afVuoVBgBlda14bP1p0wRPhuIZCoxdDDx+BHh0P5A4R8sLOvtD8TK9YZHetLBhJBQ49SAUDSKsXudUU8j1jhIIgeTbtR5e0dCKPTJnPHW9m7QxNSkQI6N80NYhxXs7jM/anCq6jqrGNng42WF0jGn1vgnyC5QaS/LaYm4lzNqoCZz4+qYBIWQMoQ0vWWBZT856RG8nX5ZtChkMuKo/V2aU1ONKDSfTm5xAbnq2SFwgd12qbGhDTZPMbEGfjFP9Na4fkUCkpFSoqG9FaV0rhALTKxWcHUQYIXO7VZHrOXt11tt1rXPK3QGc/IrbvmUN1/BXByRShhVbMtXmb/h9K7Zkmka2ZwwCARA8SFXip4nG8k6ZHtmQGw0FTj2IIeFcnVNpXSuKqru4eCnWOVmCCxu5r1ETVIsd1fDnmRJIpAypYV6IDXDX++0EAgFencUVg/5xpgTnZZpqQ+FXR6ckBZm8CRx/gSqvb8N1/gLl6ssVVgPWd9braO/MfCkETvL6JpLpaYXPONVQLyeit6ODDTkve54UTzI9W8XN0Q5hPlyfRfmiXqDMYKHuirLZgDr4xrcBiUo9kM7Jsk39A9zh6mj6372iXE8FdbbkjZXApie47bQnum3W3JXjhTUqmSZFGIDSulYcL7SR872O/aHanf1xtICbM/VvMh4KnHoQzg4ipMp6JKjUOfEZp8os869+M6aXTI8xJpfpGZJt4knp54lbZRbmb/6VpZp10xGplCE9w3RNb7vi7mSvcIFSJ9ezcp1TZTZXm+bkCXh2mnSQFbnueMtqnKokshsIyjgRvRFJB5C/m9vuP0XtISTT6znEB3LndrlxkbN35zWg/GL3L5YbQ6Qq7ebrmwaFmWfBbZys39CR/Gq0dUiUn+QDp9wdwPmNXAC16UmgqZJz3bvhNb3eq6JBc9BkyHFmR2t/KAHgEYoT0gS0iCUIcHeUK2IIw6HAqYcxKrpTrqeEWwDgE81tXzlh3kmUnOa0w3bOQOJNWg8/d7UOlyoa4WgnxM2DQox66+enxcPRTojjhTVyK3F9OXu1FmX1rXBztMNYM9lyyh2M1BpEWLnOSdEYQqb7bm7vkNunU8ZJO16yjFO5WBY4NVPgRPRCSk4BrXWAkxcQOlTtIRev1aOouhmOdiTTs3XUOr7qKtcrsayjHk9CkDv83BzRIpbgVFGX8yxfW9pcBfz+MPDdzcCldK6Z7K1fAPZOer1XgLtux+t6nNnR2h8KwPRV2JfXmW0S6FjrRWiGAqcehqJBhGqdk0yuZ+46Jz7blDCLc3zRAt+7aUZyEDyc7I166xAvZzwyjgsQV23P7mwyqwd809sbEgPgZG+eng7yOie1BhFWzjjxF0gFmV5WaT2kDAhwd7Sdi4INw5tnlIm5zCJlnIheSZ7Mhjxmskb3Lz7bNCk+wCxSLcJ0yI2LlAwiZIFTd5bkjHVK9RSMIRhjcmMIXg1jaoRCgbzvkJJcL3Mz55qnDmkHUFOg93uNiPKBn5t2Y6TzV2sNVryYHK39oWZ39m8imZ5JoMCphzEkwhsOIiHK69twWaXOiTeIOG6eN5dKgPw9wNkfue9T/qX1Ja1iCTaf4/oL/GuYbr2btLFwYgz83BxRWNWE9Ue76aStBk5WYj6ZHo8846Ro/WprGSeFxrcZJVTfpA+8HXmNlGqciF6MlvomJZneQJLp2Tr8gl5ueQOkvMGBLhmn64VAay0gcgACBsh3F1U3o65FDAc7ody1zxyMi+MDJ5lBhFQCpC+BZhtugdyGWx/EEikcNdQ8K+Zp3t6ejUfWnUJtc7te45uNbvpDldW1IrusAQIBMC6WGt+aAgqcehhO9iKkhnsBUFfnJMs4XT0JSMSmfWO+M/X3t3Ad5AFg62J5czVN7LhYhobWDoR6Octlhsbi5miH56bGAQA+3n0Jdc26/6wZJfUoqW2Bs70IE+LMJyvhV/Zyyxo6HXj4jNP1y4DYeEt1g2AMKDvPbStknDrrmyhw0gUnexGc7UWoJVc9orfSWNmZZYi9Qe0hmaX1uEwyvR5DpK8rHOyEaG6X4Op12TWID5wqsjQHGrxMLzAZsOvMyPAyvQEhHrA3YS/EroyR3fBnlNSjqrENKDqs2vBViU4bbn1YtT0bJbWcjD/A3VHpuSBPJ6y5ZwjeuCUZDiIh/skqx6yPD+JMsY2c+zX0h9ovCzYH9vOCN7UZMQkUOPVA5HK9/C6Bk18cp0XvaOm8OTYFmZvVd6ZuKFXqTK0O3hTi9qH9IBSaTlt7x7AwxAe6o7ZZjP/uvqTz63j3p8kJAXB2MI9MD+AuUI52QrSIJSiukWUG3QK43w+TcjVi1qDuClezILTvDOTQaUWeTFbkOuPj6oBa3lWP+jgRvQ3eFCIoBXBXn53ns00T4vzhRjI9m8dOJESsP3fOktff+kQB9i5ARytQna/+hWpkegBw7gp33RhkpvomngB3JyQGc9emQ3lVnC26Luh6HIDd2eX49vBlAMB/5w3GkZduwE+PpGH1Xan46ZE0HFwyGTNSgnFfWgR+f3w0InxdUFLbgjs+O4KvDhbajnSvC7xMb4KZ6rn7IhQ49UAUDSKU/lmFwk53PVPZknebEpft05ASv3q9GYfyOU3y7UMNd9NTh0gowMuzEgEA3x25jKJq7b2RGGPy+iZTN71VNz/eljy7VHaBEgisX+fEy/T8E+Qrh61iCS5VkDGEvni52HcGTi3XuWweQfQWdJLpcbLnWSTT6zGoGEQIRZwDHSBrdKwGDcYQfFsQcznqKTJeJtfbn1ulsw23rsdV1LfihY3cYvOC0ZGYlBAAkVCAUTG+mJMailExvhApLPwmh3piy1NjMSslGGIJwxtbM/Hv70/ppX6xBBIpk9eFTYin+iZTQYFTD2RwuBcc7ISoaGhDQVWXgIGvc8reClz4FSg8oLfOF1Ipt/KU8Rvw28MGp8R/O1UCxoDRMb4I83FR81rjmBDnj/Fx/hBLGN5J1143lF3WIJeVTLKArCRBXad2a9c5qWl8myOTE/q4OiDYk4whdMXbxQHXeameVAy0N1p3QoR+SCXc+dHQ82RvRirtbHwbq96GPKu0AYVVTXCwE+KGRB1vZAmrw9ciKdXfyg0i1NQ5SSVA6TluWyHj1CGRIuMal3Eyl6OeIuNltuQHLlWChY/SyYYbEaO1jiuVMjy38Ryqm9qRGOyBF2ckaH0NAHg42eOTuwfj9TkD4CASYmdmOWb99wDOyuzZbYHzV2tR1yKGu5Od2bOCfQnKrfdAnOxFGBzmhWOFNThaUI0YWeodQOfFv+gQ9wC4E8z0d9R3mZbKZGOl54DSs8C1s5zMr61e9dju6JISl0oZfj3NuekZ07tJG6/MTMTBS5XYdqEMJy/XYFik5g7h2y0sK0kIVmdJzmecbCdw4i9+yaGeZFWqB96uDmiBIyQCe4iYmMs66eAySdgAmZu5TLriolB358m+RukZoLkacPQAwkaoPYRkej2TeH0tyatyAXETYO/KlQPIyC1vRKtYCndHO0T5uppzygCAoRHecLLnFoxzKpuRMP0drlQAAigrYjptuDU5QSry1cFCHLhUBSd7IT6+K1Uvp12BQID7R0VicJg3nvjxNIprmvGvtYfx0oxEPDAm0urX030ymd64/n6wM2MNWl+DPskeyqgYXq6nUFuRuRnY85bqwfWyWqSLf3IFoOc2ANtfBL6eDqwKAz4dzvVAOPIJUHSQC5pEjlzfjriZuk2oS0r8aGE1rtS0wN3RDtMHmE/GER/kjjuHc259b/yV1ekUpIZtfNPbFPPK9Hi6zThVWCtw6sYYguqb9IJrgitAi51MpkJ1Tj0DTTWb9dprNvsMl2QyvegJgEi1hYSim94sanrbo+AdXwurmjobygZ2k3HiZXrBg5QCEXn/pjBPk9Yva8LJXiSv7z6QW6WTDbc2Llytw7s7uGvx0puS0D/QsIWvlH6e2Pr0WMxIDoJYwvD61kwsXH8KdS3Wle7Jbcj7k0zPlNAyUQ+FO4FcwpF8rs5JwKTaa5E2LlD/vJ0zdyMdksqdHINTuRt8kT2XwfoombupUDu2gDtRdUmJ/yozhbhpUIhZTRgAYPGUOGw+ew3nrtRiy/lrmJMaqnLMpfIG5FU0wl4ksJishA+ciqqb0dTWwfU4CeDqslBTAHS0AXaO3YxgYlpqgdpibjuIrMiNxVvWBLdJ5A43cRU56/UEtNZsymyME2bptFrda9FS35RT3oACuUyP3PR6EoEejvB0tkddixh5FY0YEOIJBMosxhuucQtALgrKjWuywClUfX2TJWR6POP6+2NvTiX2X6rEI+OjueAoYRZXKtBYzi3gRozW6X+3qa0DT284A7GEYdqAQNw9ItyouXk42eN/9wzBuiNFePOvTOy4WI7M0gP4ZN4QDDJTj6vuqGsWy2WD1L/JtFDGqYeSGuYFRzshqhrbkF/ZpIM9JwAwwM4JCB8NjHwMmPsZ8PhR4OUS4OGdwMz3gMH3cjfV/Cqjjp2pFU9UDa1iuXudOWV6PAHuTnhsYgwA4N30HLSKVWsVtsuyTeP6+xvdhFdXfN0c4S+zNM3l9eTuwZz8hUk0OxiZC16G4RkOOHsDANo7pHLJRnIIBU764C3r5VQvkK1SUi8n28dMNsa9iuYaoOQkt60hcNp2nju/j+/vD3cLnU8J0yAQCFTlek4egFcEt91Vric3hhistPushRz1FOEb4R4vrOm8zmuw4dbGii0XUVjVhCAPJ6y6daBJZHUCgQDzR0fit8dGI8zHGVdqWnD72sP49lCn655EynAkvxqbzpbgSH51Z7sSE3MwrwpSBvQPcEOIl7NZ3qOvQoFTD8XJXoQh4dzN79GCat1tN2f/F3hwOzBjFTDoLi4Dou1Eo2dK/K/zpWgVSxHj74rBFlppeWhsNII9nVBS24JvDl1WeX6bhdz0uqIi1xMIrGcQoaa+Kbe8Ae0SKTyc7BDmQydXfeB7Ylxn1Mupx2AGG+NeR8EermWCfyLgqbrwxRjDX7xMb6Blz6eEaVBx1gM6rwuKcr2O9s5ASiHj1NIukS8GWsJRjyc2wA1BHk5o65DieKHhC1Vbz1/DLyevQiAAPrwz1eT9jQb288LWp8Zh2oBAiCUMy7dk4vEfTuP301cx9p3dmPfFUSzacBbzvjiKse/sRrpsodmUyGV6lG0yORQ49WDk/ZwKqnW353Q3UI/eTWfqrvxykjOFuGNYmMWKI50dRHhhGheQ/G9PHqob2+TPFVY1IbusAXZCAaYmWdb9SR44lSoaRPCBk4UtyfkLokLgdJGMIQyGl+rVSGWF0c0UONk8JrYx7pXk8W566pve5pY3Ir+yCQ4ictPrqfAZpyxtBhEVFwFJO9d/0DtKvvvitTpIpAwB7o4I8rCcE6tAIJDbkh+QNXbVl6vXm/HS79wi4hMTY+X14qbG09kea+8dimU3J8FeJMD2jDI8+8s5lNa1Kh1XVteKx9afNmnwxBiTN76dQIGTyaHAqQfD/8MfK6g2qT2nRnRIiedVNOJ0cS1EQgHmDlGtNTInt6SGIiXUEw1tHfjon86muNtlJ6RRMb7wcrFs52y+EFfZIMJKznpqjSGovslQ+MCpSizL1F05RrbWtk7EaPOfJ3syUmlnfVN/9TbkfLZpfJyfxWTPhGnpzDgpLOjJLckVejkpyvQUFtbOXe20Ibf0gts4uS15ld6v7ZBI8cyGs2ho7UBqmBcW3djf1NNTQiAQ4IExUdjw71EQafiYeKHeii2ZJpPtXapoRGldKxzthBgRpdlpmDAMCpx6MIPCPGV1Tu3Iq2rRuxbJHPx6ijOFmBjnjwB3y/YEEgoFeEXWFPfH48XIKavHkfxq/HSMM0SYNsDyspKE4E6pnrxZsTWa4Ha0dwZqisYQChknQj+8XOwxTXgcs6U7uR15O4HvbuLMVMiZzTZRqtnUgAXOkzZLeQYnU7R3BcJHqT2Elz3PJDe9HgvfnL28vg21ze3cTt4gojIbkHRw2xqMIc7JTAdSLSjT4xkb6weBgLumlte3an+BAp/sycPJoutwc7TDx3cNhr2FLLrbO6SQdBMTMQClda1GyQ8V4WV6I6N99bJXJ3SDAqcejKOdCEMjFOqcTGDPaQwdEil+O80FTv8aFmbW99JEWrQvpiYFQiJlmP3JIcz74iiuXG8BAHy865JZtMTdERvgBpFQgLoWMcr4kzwv1avOAyQWsiutyuUkF46dRcAdEimyZBJCsiLXH/+rO7DG/iO4o0X5CbK1tm2SZgNpj6l/bsS/+3YfpzzZIkDUeLWOn7lWcCclTI+7kz1CZYYBcjWEVyTg4MZdJ6plio1rZ7mvIdZ31OPxdnXAQNlCnz5ZpxOXa/DxLu7nWjk3GeG+LmaZnzoqGnQL8HQ9Tht8/yaS6ZkHCpx6OKOiu/Rz0qMWydTsv1SJyoY2+Lg6YHKC9SxqR8dyn0lbh1Rpf2VDm8m1xNpwtBMh2o+rgckulV2gPPpxK7pSMVBTaJmJKBpDyKQV+ZVNaBVL4eogQqQFGhj2KqQSOP7zMgAlBYsM2dJi+osk27NVOmQ1kImzufPkkPu57wv3cXK1voqW+qa/ZG564/r7w9OZZHo9GRWDCKGwM+tUlgG0N3N9HwElR73a5nZcrm4GAAzsZx2lQqdcT7c6p7oWMZ7ZcBZSBtw6OFRtyxJzoqv65uNdl/D90aLOLKABtLRLcEyWuZogqwcjTAsFTj2cNHkj3OpOKZiB9pzGslHWu+mW1FA42FnnT0siZfhsX4Ha58yhJdaFhOAudU5CIeAv68BuiTonqQTISee2XXzkN/N849sBIZZpYNirKDoMQf01aP7YyNbapik+wn1N+Rd3npz6JpeNrcwGcrdbd27WorWOq9MDNNuQk0yv1xCvrkG73CDiAlcTyyScUYpHiPyQ87L6pkhfF4vXDPOMk9mSH7xU1W3Te4AzSnj5jwsoqW1BuI8LXr8ludvjzcGIKB8EezpprKzkya9swtI/MzB85T9Y+P0p/H2xDO0d+i3kHCusRnuHFCGeTojxdzN80oRGKHDq4Qzq5wUneyGqm9pxqaLRavOoaWrHP1mcha8lejdp4nhhjYprjSKm1hLrQqcluaKznoXqnDI3czU3WX9y32dtkdfgXCih+iaDIVvrnktzDVCRyW3zdTxOnsDwh7ntA/8HMMstrNgMBfsAaQfgGwv4RKk8fam8AZdkMr0pFnYnJUxPfLcGERkKxhBDlI0hZPVN1mjqyjM43BuuDiJUN7UjU9GxVg0bT13FX+dLYScU4ON5g+HmaGehWXYiEgqw7OYkAOor0AUA3rktBa/OSkRSsAfEEob0i2X49/enMPKtf7BsUwbOX63tXBxXA98f6ptDnIplXJwfOeWaCQqcejgOdkIMi+BcU47kV1ttHn+eKYFYwpAS6onEYOvVy1haS6wLibxBRKmis54FejllbuZqbbo2/JTV4LgWbAMAJIdSfZPekK11z6X4KPfVLw5wU6gBSHucaxBechK4fMA6c7MmvJuexmwT10R8bKwfyfR6Afx1Ore8sfOGXJ5xughcO8NtdzWGUHDUsxYOdkKMiuGyTvu7kesVVDZi+eaLAIBnp8Yh1YrB3vTkYKy5dwiCPJVle0GeTlhz7xDcOTwcD4+LxrZF47B90Tj8e3w0/N0dcb1ZjO+OFGH2J4cw5cP9+N/ePFyrVa6rTc8olfeH2pfL1X3tuFhu8ZruvoLlQ2/C5KRF++BgXhWOFlRj/uhIq8xh4yneFMJ62SZAdy2xJR3/4mWW5PmVjWjvkHIyRnNnnKQSIH0JOgWKijAwCHDv9TVYg9WUcTIEma01q7+mQX4h4OQtfdXW2pYpOsR97fq7cfMHBt8HnPiCyzpFjbf83KyBVMJ9JlkyM5PoyWoPI5le7yLKzxX2IgEa2zpw9XoLwnxcgIAkAAKgsYxrhAwo1TcxxnBOZgxhDUc9RcbH+eGfrHIcyK3C4xNjVZ5v65Dg6Q1n0NwuwegYXywcH2OFWSozPTkYU5KCcLywBhUNrQhwd8KIKB+Iumi+E4M9kBjsgf9Mi8fBvCr8froEOy6WIa+iEe+m5+C9HTkYHeOLWwf3g0gowOKfz6pc6euaxXhs/WmsuXcIpifT/6wpoYxTL0Dez6mwRqve1xxklNQhq7QeDiIhZg8K0f4CM6JNSywAEOzpZNHeBiGeTnB3skOHlCG/Uian5DNOVbnmMRAoOqyaaVJAAIZgQTXG2ueQDtoQFGytVf/lLGf/TxgAX98UriaoHf0UIBBxN428VKk3w0t5v7sZaJE1cN66SMURMq+iETnlDbAXCTA1yfJtHQjTYy8Sys/9coMIRzfAO5LbbpJlcoIGyV9TVt+KyoY2iIQCJAVbN3DiDSJOFtWgqa1D5fkP/s5FRkk9vF3s8X93pNpMHa9IKMCoGF/MSQ3FqBhflaBJETuREBPjA/DxvME4+eqNePe2gRgZ5QPGgEN51Xhu4zm1QRNgvZruvgAFTr2AlFAvONuLUNPUjtyKBu0vMDEbT14BAEwdEGi1YlEebVpiAFh2c1K3JytTIxAIkChvhCvTY3tFcLIgSRtw/bLp31TH2ppU7zaLfha9iqTZ2BS3CmXoEoS7B1vE/p8wgLbGTotlddlA7wjOMAIADv6fxaZlFTRJeRvKVOz0+WzTmFg/eLqQTK+3IHfWK5fdN2RuBhq6yLu+mCD/W+Drm+ID3eHsYN1FoUhfF/TzdoZYwnCsULlMYX9uJT7fz5lEvXPbQBV5XE/E3ckedwwPw8+PjsKB/0zCs1PiEOjhqDZo4rFGTXdfgAKnXoCDnRDDImX9nCxc59TWIcGmc9yF11q9m7qiTUtsjbS13MGIr3MSigA/Wddyc8j1dKyt8Qqwjd9ZT6UqbBrGtn2M1WEfAs5c5hezP6agyVa5eoJzCvMMA7w0/O2PfYb7mrUVqMy12NQsihYpLwAlO32S6fVO4oMUHF/5QLqjS/2vQl86vr5pkJVlegC3IDle1qdof25nP6eqxjY8+8s5AMB9aRGYaoXG9+YmzMcFT9/QHy/PSNTpeEvWdPcFKHDqJaR17edkIf7JrEBtsxjBnk4YG2s7PQOmJwfj4JLJ+OmRNKy+KxU/PZKGg0smW03rmyAziMhStH6V1zmZwSCi3whApDn7JwVwjfnCPa6P1HGYCW8XB0ghxEkMAPrLiup5S2fC9uDt4burPQtIBOJnAWDAoY8sMSvLo0XKq2inn1/ZiOyyBtgJBZhKbnq9Cj7jdKn0uk6B9PlibmF2kBWNIRQZL7Ml//tiGTadLcGR/Cq8sPEcqhrbEBfohldm6RZY9FQCPGyvprsvQOYQvQR54FRYDamUWUzPu/EUJ9O7bUg/m5N88VpiWyBBtrKnZP0qd9YzQ8Zp71tcB3gAnEix84LIZN+vEN+HRf0sV+vVG/F25WRLNU3tQOpo4PzPQNERK8+K0AgfOPE25JoY9yyQ8xf3+5z4kubsVE9FDzv9bQWdMj1rS7EJ08IrIXyrTwP22gNph7pjAOKt6qinSFM7lxG9VteKRRvOyvfz1uNO9r27xpSv6S6ra1Ub8grAKW0sWdPdF6CMUy9hYD9PuDiIUNss7tQrm5myulbsz+UKSG8fal03PVuHv0CV17dxN9mA+TJOuTs6V8pHPQV4KGfZJG7BeKz9GewRpKF/IBlDGIO37EaytlncaTZQchLoaLPirAi1dLRxvxsAiBjT/bH9hgGR47i+Rkc+Mf/cLI0edvp/yWR6s0im1+sIlhkX+bLrOh3vLq6Gk70QcTZw3UjPKMXzMkleVzqkDJermiw8I8tjizXdfQEKnHoJ9iIhhkVatp/Tb6evQsqAEZE+iPRztch79lTcHO0Q5uMMQMEggg+cqnIBqX7dwTVSewX441Fue8S/gWlvAs9kAPO3Ard9Bczfih1TdmKHdAQSgt1hL6JTgDHwgdP15nauZs3Fj6sR4HugELbDtTPc78bFr7O+sDvGPct9PfUd0FTV/bE9DZmdvurtFo8A8AhFgctAZJc1QCSkpre9EYFAgIQgd1TAS6fjK+CF5BBP2Fn5uiGRMqzYkqnRGEGAvuMmZ4s13b0dumvqRaRFc4HT0QLzB06MMfxqI72begq8XE9uEOEdBQjtAXEzUFds/BtIxMCvD3K2wiGDgalvcvuFIiBqHJByOxA1DhmlnCU69W8yHj5wam6XoLVDCkTIJGC8JIywHeT1TaMAgQ4rsNGTuP+jjhbg2Frzzs3SyO30NQl8AExfhe2ZnKJgdIwvvF1JptcbiQ9yx3FpAuodAtBdIF1nH4Dj0gQMsmITWZ7jhTUordNseNDX3ORsraa7t0OBUy9iVLTl+jmdLLqOwqomuDiIyGlJRxJ561feIEJkZ1pnvV0rgKvHAUdP4PZvADtHtYdllHDOSMkhFDgZi7uTnVwGUdss7pSAUeBke8gDJy0yPR6BABgryzod+xxore/++J5G0mwgdKjqfo8QuZ3+X+dJptfbiQ/ygBRCrPNcKNujXvS1xvkRSCHEwH7Wv27o6hLXl9zk9OkPRRgHBU69iORQT7g6iFDXIkZWmXkv8nzvplkpwXB1JI8RXUgI7tLLCVAwiDCyzilnO3D4v9z2LZ8CPlFqD2OMdQZOoR7GvScBoVAAL2fOIOJ6c3un6cCVY+ZpbEwYhlTS6XaozRhCkYSbAL84oK0OOPm1eeZmLdoagLIMbvvmj+VSXjxzAUiajctVTcgsrYdIKOiVls4EB++s90N9Khcwd6mJhUcIxLd/h69rUgAAqTaQcdLVJY7c5AhzQIFTL8JeJMTwKF6uZ74UdXN7h3wl8o7hvcxtyozEKzQblGuv5QYRRmScaouBP2SrhSMfAxJv1njotbpWXG8Ww04oQFygu+HvScjhJUzXm9qBoBTAwR1oqwfKM6w8M0JOeQb3O3Fw535HuiIUAmOe4baP/g8Q96IV7Jx0rgG3byww5H65lBdCzomMN4UYHeMLH5Lp9Vr460BpXSvqImeo1MTimQvI9pqI9g4pvFzsEe7jYuUZd7rJdVOhh2BykyPMBAVOvQzelvyv86WyvgbVJi+Q3HahDE3tEkT5uWJYhLdJx+7NRPq6wtFOiFaxFMU1zdxOYzNOHe3AxgeA1lpOdjPl9W4PvyBrYBgX6N7rrVothbcLn3ESczed4SO5J8iW3HbgfxfhI+WBgUTKcCS/Wvt5MuVfgEc/zsL77A8WmrAFyPyT+5p0i9qaL2p62zfwdLZHiMxYIKe8QaUmFkIRzl2tBQCkhHpCoEt9oJkhNznCmlDg1Mtgsmv/6eLrWLThLOZ9cRRj39mN9IxSo8fmbzTW7M0DANw6JNQmTqI9BZFQIM86ZZfyznqyBn2VOZ2/PH34ZzlnsezE1zV1vzJ88RrJ9EwN39umpllmM89LwYoOWWlGhAr870LW+DY9oxRj39mNeV8c1X6etHMARj/FbR9aDUg6LDRpM9JaD1zayW0PmKvydFF1Ey5e42R600im1+uRqyE0SPzPXakFYBsyPR5ykyOsBQVOvYj0jFK8m66auSira8Vj608bFTwp3mjkV3L9Eb4/UmSSgKwvwevJs3iDCJ9oQGgHtDcC9SX6DZa1FTj6Kbd9y1rAO0LrSzrrm6xf4Ntb8OF7OfH9uXjzgeIjhgXDhGlhTKHx7WikZ5TisfWnVVy5uj1PDrkfcPEFaouAi39YYNJmJndHp0wvcIDK07xMb1Q0yfT6AvG842uZ+h6Q52VKBVtpfMtDbnKENbBq4PT2229j+PDhcHd3R0BAAG655Rbk5HRf67F3714IBAKVR3a2iZuI9jC662vAZI/XNl1ERX0rxBL9egZputGobGgzOiDra8gvUHzGyc4B8InhtvWR612/DPz5OLc96kkgYaZOL8u4xr3vAHLUMxkeLpw5ysmi65zkK3gwIHIEmiqB6nwrz45AdR7QXAWIHCEJHtzteRLQ0P/FwYWrHwSAgx/2/ICYD/4GzCWZHiFf0MtREzg1tXXgUgW3f5ANOOp1hdzkCEtjVTu0ffv24YknnsDw4cPR0dGBV155BVOnTkVmZiZcXbtvqJqTkwMPj065kb+/v7mna9No62sAABUNbRjx1i4AgLO9CB7OdvBwsoeHsz08nOxkX+3l+92d7OHmKMLyzZpvNPhGc1OSguiEpQOJCgYRcvzjgaocTq4Xe6P2QTragI0LOKevfsOBG5fr9N7l9a2obGiDUAAkBZNUzxSkZ5Riw3HOYXJfbiX25VYi2NMJf3mnwKfqJCcR84u18iz7OLxMr98wHL/SpHP/l1ExvspPjngYOPQRUHGRy9jETzfblM1Kaz2Q9w+3nXSLytPF1c3IKOFletT0ti+QENx5XWKMKUnwM0rqIGWc2UKAB7nUEYRVA6f09HSl77/55hsEBATg1KlTGD9+fLevDQgIgJeXlxln17PQt19Bi1iCFrEE5fVtRr1vtzcahAq8lryouhlNbR2clbt/ApC1WfeM087XgGtnAGdvrq5JZK/Ty3iZXmyAG5wdyBjCWPhMbNdFhbK6VvzY1A9P2p3k5HpD51tlfoQM3hgiYrRx/V+cvYFhDwKHPwYOfADETdOtka6tkcu76fXvVqaXFu0DXzf1veCI3kW0nxvshAI0tHbgWl0rQr2c5c/xxhCDbEymRxDWwqYa8NTVcTd2Pj7aLSQHDx6M1tZWJCUl4dVXX8WkSZPMPT2bRtd+BesfGoHkUE/Ut3SgvlWM+hax7Kvs+9YOpX2FVY3ymqbu6EuN5ozB180RAe6OqGhoQ055A4aEeys46+lgSZ65CTi2ltue+xngpbsdfEYJJ9OjxrfGo00ae0LK/U5Z0SGNlrmEhZA3vh2NABjZ/2XUE8Cxz7hG00WHgMixJpqkBdFRpjeD6kT6DA52QsT4uyGnvAE5ZfVdAidZfVMYXTcIArChwIkxhmeffRZjx45FcnKyxuOCg4Px+eefY+jQoWhra8P333+PG264AXv37lWbpWpra0NbW2dWpb6+l3V/l8H3NSira1V7MycA5zYzKsYPIqFA7gSmjSP51Zj3xVGtx1GjOd2JD3JHRUMbskv5wInv5ZTN1U5oWsWuKQA2Pcltj1nErXjrwQUyhjAZ2qSxJ6VxkDABRLXFQN1VwLOfBWdHyKm9AtQVAwIR0G8ERti76nSe1Nj/xT0IGHwP1wz3wP/1vMBJUaY34BaVp6/UNONCSR2EAmB6Mrnp9SXig9yRU96A7LIGTE7olGjKHfUo40QQAGzIVe/JJ5/E+fPn8dNPP3V7XHx8PB555BEMGTIEo0aNwv/+9z/MmjUL77//vtrj3377bXh6esofYWG9s2GrufoaUKM505Moqy+SW7/6xgICIdBax/WKUYe4VVbXVA+EpQGTl+r9vp1W5BQ4GYu2DGsTnHGRRXLfUD8n61Es++yDBwGObkrnSU1oPU+Ofpr7f83fBVw7a7q5WoKc7YCkHfCLAwJUPwc+2zQyyhd+JNPrU8SrMYiobmzD1estAIBkGzSGIAhrYBOB01NPPYXNmzdjz5496NdP/5XZtLQ0XLp0Se1zL730Eurq6uSPK1euGDtdm8UcfQ2o0ZzpUbEkt3cCvKO4bU11Tn+/CpSeA5x9gNu/1rmuiaeqsU2eIUkKIWMIY9Elw3pcKsskFh8282wIjSjI9HimJwdj8ZQ4tYc/OyVO+3nSJwpIvo3bPvihKWZpOXRtejuQZHp9DXXOerwNeYy/Kzyc9LvmEERvxapSPcYYnnrqKfzxxx/Yu3cvoqKiDBrnzJkzCA5Wf6J3dHSEo2PfWTmbnhyMKUlBOF5Yg4qGVgS4c9kgYwIbPiBbsSVTSZ4U5OmEZTcnUc8EPVFsgit3MPJPAGryuTqn6InKL8j4HTjxBbd96+eAZ6je73lRZkMe7ecKN0ebUej2WHSRxuY5pQAd2ztv3gnLoyZwAoAOmd34qBhf3DU8DJvPXcOurArsv1SJJyfHam/sPXYxcGEjV3NYldcznBNb6xRkeqpNb6/UNOPcVZlMj5re9jn461J+ZSPEEinsRUIyhiAINVj1DuqJJ57Ajz/+iE2bNsHd3R1lZWUAAE9PTzg7c8WJL730EkpKSrBu3ToAwEcffYTIyEgMGDAA7e3tWL9+PX777Tf89ttvVvs5bA2+r4EpMUdA1leJDeAkQ/WtHSita0WIlzNnEJHzl2rGqTof2Pw0tz32WaD/FL3fTyJl8pXkIE8nSKSMfm9GwmdiH1t/GgJAKXjiP9kpM24BtrzL/U6bawAXkrNalKYqzuYfAMJHKT11JL8KADBnUAjmpIZiZJQvDlzagxOXr2NfbiUmxgd0P3bgACBuOudQd+gjYM4nZvgBTExOuoJML1Hl6e2yfnwjonzg7953FhsJjlAvZ7g72qGhrQMFlU2ID3KX1zcNCvOy6twIwpawqlRvzZo1qKurw8SJExEcHCx//Pzzz/JjSktLUVxcLP++vb0dzz//PAYOHIhx48bh4MGD+Ouvv3Drrbda40foU1CjOdPgaCdCjD/Xp0wui5AbRCg464lbgY3zgfYGIGIMMOkVvd8rPaMUY9/ZjZ9PcBLVw/nVGPvObmpabAI0SWP93R2x5t4huGHoAMBP5phYTHVOFof/zP0TlYLWprYOnCmuBQCMjvEDwC0ozB8VAQB4/+8cMF0a3I59lvt6bgNQV2KyaZsNDW56EinDkfxqrD/KXWdnkClEn0QgECCOV0OUcWoIXqo3kOqbCEKOVQMnxpjax4IFC+THfPvtt9i7d6/8+//85z/Iy8tDS0sLampqcODAAcycOdPykycII0gI4uqMsniDCLkluULGKf1FoOwC4OIH3PYVINIvQcz3Gerq/lZW14rH1p+m4MkETE8OxsElk/HTI2kI9+Gy5Eumx3fKV3mJGMn1LI8Gmd6JyzXokDKEejkjzKfTdvmxibFwdRAho6Qe6Rll2scPH8ktaEjFwBEbzzi11nFmFoBS01t+YWXeF0dRXNMMAPh0Tz6dG/ooigYRV6+3oLqpHfYigdzQiCAIGzGHIIi+Rmedkyzj5CcrVm+u5qyOd78JnPoGgICra/LQr45MW58hAFixJRMSqQ4r60S38JlYPlg6cfl655MUOFkPDYHTkfxqAMCYWF+lWiYfVwc8PC4aAJd10ul/g886nfoWaKo2espmQ+6mFy+X6WlaWKlsaKOFlT6KokEEn21KCPKAkz01TCcIHgqcCMIKJAZ3SiIAcEXbAtnFaetiYP973HbSbCD2Br3H19ZniAEorWvF8cIavccm1DMikpODHVP8TPnamtJzQFujFWbVR2mtB8rOc9td6psOyeqbeJmeIg+Pi4KXiz3yK5vwxxkd5HexNwBBAwFxM3D8M6OnbTbkMr1bAIGAFlYItcQH8telBpznjSGo8S1BKEGBE0FYAV6qV1DZBHHGn8Av9wNMonpg5mbuoSfa+gzpexyhneFRPhAIgMKqJlTUyz5XrzDAM5z73V49bt0J9iWuHgeYFPCKUHKhrG1ulztMqjPQcXeyx2MTYgAAH+7MRVuHmv9JRQQCzmEPAI59BrQ1dH+8NWipBfJ3c9syNz1aWCHUwV+XSmpbcDCPW2AYSI56BKEEBU4EYQWCPZ3g4WQHqVQCbH8RULv2KyP9RUCq5QauC7r0GdLnOEI7ns72SJTdeBxVvOGMkGU8SK5nOeQyvTFKu48W1IAxri9NoIf6v/37R0UiwN0RJbUtclOVbkmaA/jEAK21nGTP1lAj06OFFUIdni72CJL9X/ALDKnkqEcQSlDgRBBWQCAQICHIAyOE2bBv6q6WgAH1JXrfdA8O94KDSLProQBc8DYiiiyyTcnIaJlcr0Ch3kVe50TOehZDHjiptyEfE6sq0+NxdhDhqRv6AwD+uzsPLe1aFi2EImDsM7I3+BToaDNoymaDb3qr0LuJFlYITcQFusm3He2EiPR1teJsCML2oMCJIKxEQrA7AlCr28GN5XqN/fa2LLRL1Gex+HBq2c1JZClvYkZGcfIvJYlTuCxwunrC9m6qeyPiVqDkFLfdJeN0SGYMMVpLn7s7h4UhzMcZlQ1t+O7IZe3vOfAuwD0EaCgFzv1kyKzNQ0stkCdz0xtwi3w338BZE7Sw0jdJzyjFqaJOc5u2DikmvLeHjEIIQgEKnAjCSiQEeaACXrod7Bao87gbT17Bd0eKAACPTYhRuUEK8nTCmnuHdFpmEyaDv9G8VNGI6kZZkOTXn7OUl7QB185YcXZ9hJJTnDTNNQDwiZbvrqhvRV5FIwQCIC26+8DJwU6IxTdyTpdr9uajvlXc/XvaOQCjn+S2D3wI5O8FLvwKFB7QW2ZrUnK2c3bp/glKTW/5Bs7qoIWVvgnvstjUJcNK7SsIQhkKnAjCSiQEu+O4NAHl8EXn7UpXBIBHqIqlsibOXanFK39mAACeubE/lsxIkPcZWn1XKn56JA0Hl0ymoMlM+Lg6yKUu8qyTQEB1TpakWMGGXMFu/IhMPjkgxANeLg5ah5mTGor+AW6oaxHjy/0F2t93yHzAwRWovQx8Pwf47SHgu5uAj5INMngxCYpNb7swNSkIPmo+B1pY6XuQyyJB6A4FTgRhJeIC3SGFEK+13ye7OHUNnmTfT1/F1VFoobKhDQvXn0J7hxQ3Jgbi6clcnQbfZ2hOaihGxfjSKrKZ4eV6SrbkvGSMAifzo8EY4nAeL9PTXN+kiEgowHNTuazTlwcLUdWoRWaZvxtob1LdX1/KuWZaOnhSdNNTaHrLc7r4Omqa2+FiL8R3Dw6nhZU+DLksEoTuUOBEEFbCzdEO4T4u2CEdgZwJn6o2ufUIAe5Yx/Vy0oJYIsUTP3LNLKP9XfHhnYMgpADJKvAGEUcVDSL4XkJXjllXutXbkXQAV2S27xHq+zepsyHXxLQBQUgJ9URzuwRr9uZrPlAqAdKXaHhStkpvgDumUeRsk8n0EoGABJWnN529BgCYnhKMCXEBtLDShyGXRYLQHQqcCMKK8J3aD9uPBp7JAOZvBW77ivv6zAWdgiYAeHNrJo4X1sDN0Q6f3zcM7k725pw20Q18nVNOeQNqm9u5nUEpgIM70FYPlGdYcXa9nLLzQHsj4OQJBHTW8FypacbV6y2wEwrkjYp1QSAQ4IVp8QCA748WobSuRf2BRYeB+mvdjGSYO6ZRXPyT+6pgCsEjlkjx1wWuZuWW1FCV54m+BbksEoTuUOBEEFYkIZjr+5NdVs/J8aLGASm3c191kOcBymYQH96ZitgANy2vIMxJgLsTov1dwRhw4rLMoUooAsJHcttkS24+imWfbVia0v/PYVm2KTXMC66OdnoNOa6/H0ZG+aC9Q4qPd+WpP0hX10s93TENRotM7+ClKtQ0tcPPzUGrwyDR++FdFruptCWXRYKQQYETQVgRPuOUXdZg0Ou7mkFMSdLdfY8wH/I6J3VyvaJDVphRH6FIwRhCgUN5utmQq0Mx6/TLySu4XKWmjklX10s93DGNQqtMrwQAcNPAENiJ6Dagr6Posqih0pZcFglCBp0xCcKK8IFTbnmD3o5FmswgCOszUrYyq9YgovgIwMidyuRIpWoDJ8YYDsv6N43S0RiiK8MifTAp3h8SKcOH/+SqHhAxmqtJNJE7ptF046bX3N6BvzO5zNfs1BDLzIeweaYnB2PNvUMQRO0rCKJb9NMsEARhUiJ8XeFkL0SrWIqi6iZE++smsyMzCNuGN4i4eK0O9a1ieDjZA6FDAJEj0FQJVOcDfrFWnmUvoyoXaKkB7JyB4FT57ryKRlQ1tsHRToghEV4GD//c1HjsyanE5nPXsHBCDBJlMlsAnCxw+jucex4EgIqxM9PZHdNoWq4D+Xu4bTX1Tf9kVaC5XYJwHxcMDvMy/3yIHsP05GBMSQrC8cIaVDS0IsCdk+dRpokgOqGME0FYEZFQgLhA/eV6ZAZh2wR7OiPcxwVSBpzi65zsHIF+w7htkuuZHv4z7TeMa0grg882DY/0gaOd4YFLcqgnZg0MBmPAB3+ryTolzeZcMLu6YwKAg1unVNPcZMtkegFJgH+8ytObznAyvTmpIRAI6IaYUIbaVxBE91DgRBBWRl7nVFqv0/FkBtEzUCvX42+ei8kgwuTwn2mX/k2H8vS3IdfEs1PiIBQA/2SV43TxddUDkmYru2Pe9ycQMIBz+tv+gtHvrxO8TE+NKcT1pnbsy60EwAVOBEEQhH5Q4EQQViYhiHfW055xIjOInsPIaL4RroJBBF/jQhkn08KY2vomiZTJ+2mZwj0uxt8Ntw/tBwD44O8c9QcpumPGTAJu+RQQiLiAJmuL0XPolpbrQIFmmd62jFJ0SBmSgj0QG+Bu3rkQBEH0QihwIggrkxCsm1SPzCB6FnzG6cLVOjS3d3A7w0YAAiFQWwzUXbXi7HoZtcVcnyShHdBvuHx35rV61Ld2wN3RDimhniZ5q6dv6A97kQCH8qrl2axuCRkMjFnEbf/1HNBc0/3xxpD9FyDt0CzTkzW9vWUwZZsIgiAMgQIngrAyfMapuKYZjW0dao8hM4ieRz9vZ4R4OqFDynCqSCbrcnQHggZy29TPyXTw2aaQwYCDi3z3IVn/ppHRPiaz3e7n7YJ7RkYAAN7bkQOmi0PihCWAXxzXx2nHKyaZh1rkTW9V3fRKaltwvLAGAgFw8yAKnAiCIAyBAieCsDI+rg4IcHcEwNmSq4PMIHoeAoGgU65XoM6W/LAVZtVL4T/LLgYMxtqQa+LxSTFwthfh7JVa/JNVof0F9k7A7E8ACIBzPwKX/jHpfABwmSxepqemvmnLOS7bNCLSB8GezqZ/f4IgiD4ABU4EYQMkyKyNs0tVAycyg+i5dBpEKNY58Y1wKXAyGfL6pk5jiPYOKU7IjDnGxBpf36RIgLsTHhgTCQB4f0cOpLr0YAsfCYxcyG1vWQS06mYGozM522QyvQGAf5zK07xMb05qqGnflyAIog9BgRNB2ACJvLNemfLNFJlB9Gz4jNO5K3VoFUu4nXxWpDLbvPUufYWGcqA6D4CAC05knLtaixaxBL6uDogzgxHCo+Nj4O5kh5zyBmw5f023F92wFPCKAOqvAv8sN+2E5E1vb1F5Kre8AVml9bAXCTAzJci070sQBNGHoMCJIGyAeLkleWfGicwgej6Rvi4IcHdEu0SKM8W13E5XP8BPVrhPtuTGw3+GgQMAZ2/5bt64IS3G1yz1gJ4u9lg4IQYA8OHOXIglUu0vcnAFZv+X2z75FVB4wDSTaa4BCvZy22pkepvOcr2bJsQFwMvFQeV5giAIQjcocCIIG4A3iMgoqcWmMyU4eKkSj/9wiswgejhKdU5qbclJrmc0Rd3XN5nChlwTC0ZHws/NAZerm/HrKR1dEqMnAEMXcNubnwLam42fCO+mF5isItNjjCnI9MgUgiAIwhgocCIIGyC/kss0NYulWPTzWdz71XGcuHwdTnZCMoPo4cjrnJQMIihwMhnFqv2bWtolOCNrUDvGxMYQirg62uHxibEAgNX/XOqUY2pjyuuARyhwvRDYs9L4iXTT9PZ0cS2uXm+Bq4MINyaS1JcgCMIYKHAiCCuTnlGKp386q/a51g4p8iq0N8YlbBc+cDpdfB1tHV3qnErPAW2NVppZL6ClFijjagAVA6eTRTUQSxhCPJ0Q4eui/rUm4u6R4QjxdEJZfSvWHy3S7UVOnsBNH3HbR/8HXDlh+ASaa4DCfdy2mvqmzTKZ3rQBQXB2EBn+PgRBEAQFTgRhTSRShhVbMqHJk0sAYMWWTEh0ce0ibJLYADf4ujqgrUOK81fruJ1eYYBnOMAkwNXj1p1gT+bKcQAM8IkG3DtNDw7lddqQCwTmlbg62Yuw6Eau/vB/e/M19mJTIW4qMPAugEmBTU8AHW2GTSB7a6dMz0+5DlIskWLr+VIAwGyS6REEQRgNBU4EYUWOF9agtK5V4/MMQGldK44XkvtaT0UgEGCELOuk9HskW3LjKTrEfVXINgHAEVnjW1PbkGvitiH9EOXnipqmdnx5oABH8qux6WwJjuRXd7/oMf1twNUfqMoB9r9n2JvLm97eovLUobwqVDe1w9fVAWNjzSdZJAiC6CtQ4EQQVqSiQXPQZMhxhG3Cy/WOFqgziCBnPYPhHfXCOwOnuhYxLpRwmb1RZjSGUMROJMTiKZwpw+p/LmHeF0exaMNZzPviKMa+sxvpGaXqX+jiA8z6gNs+8H9A6Xn93ljJTW+uytObZaYQNw0Mhp2ILvcEQRDGQmdSgrAiAe5OJj2OsE14Z71TRdc7bav5m/2rJwyXafVl2puBktPctkLG6VhBNaQMiPZzRbCns8WmYyeTBHbNL5XVteKx9ac1B09Jc4DE2Zxsc9MTgESs+5tmb+VeF5gC+MUqPdXSLsGOi2UAgNnU9JYgCMIkUOBEEFZkRJQPgj2doKkKQwAg2NNJLvUieibxge7wdLZHc7sEGbJsCPz6Ay5+gKQNuHbGuhPsiZScBKRiwD0Y8I6U7+ZtyC2VbQK4WsU3/spU+xwfSHVbqzjzfa4HVdl54NBq3d9Y3vR2jspT/2SVo6ldgn7ezhgS7qX7mARBEIRGKHAiCCsiEgqw7OYkAFAJnvjvl92cBBH1cOrRCIUCDI+U2ZLzdU4CAdU5GQMvcYwYzX2WMo7IAqcxFqzpMbpW0T0QmP4Ot73vHaAyR/ubNtcABTI3PTUyPcXeTeY2yCAIgugrUOBEEFZmenIw1tw7BEGeynK8IE8nrLl3CKYnB1tpZoQpSYtWZxAxhvtKgZP+qDGGqGxoQ045Z9+fFm25jJNJahUH3gH0nwpI2jnJnlRLT6isLRplerXN7diXWwEAuIVkegRBECbDztoTIAiCC56mJAXheGENKhpaEeDOyfMo09R7GBnF3cifKKyBRMq43y3fz+nKMe5GWUh9dnRCIuZqwwAlY4gjMvONxGAP+Lg6WGw6JqlVFAi43k7/S+N+tmOfAaMe13x85p/cVzVuetszyiCWMCQGe6B/oLtOcyMIgiC0QxkngrARREIBRsX4Yk5qKEbF+FLQ1MtICvGAu6MdGto6kFVaz+0MSgEc3IG2eqA8w7oT7EmUngPEzVxdkH+CfLfchtyC9U2ACWsVPUOBKa9z27teB2oK1B/XVN0p0xugKtP78wzX9HYO9W4iCIIwKRQ4EQRBWACRUIBhkd4AFGzJhSIgfCS3TbbkusNLG8NHAcLOyxhvDDHaQv2beLqrVQS4GiedaxWHLgCixgMdLcDmpwGpVPUY3k0vKAXwjVF66lptC45f5uSgNw+iwIkgCMKUUOBEEARhIXhb8mOKdU68XI+v2SG0wwdOCvVNV683o6i6GSIFIw5LoqlWEQDcnex0n5NAANz8MWDvAlw+AJz+VvUY3k0v6RaVp7aevwbGuCxYqJfl7NgJgiD6AhQ4EQRBWAheqnXicg2kvDU1bxBRfARgGuyqiU6kUrWNb/ls08B+nnB3srfGzDA9ORgHl0zGT4+kYfVdqfjuweHoH+CKhtYOvPT7BTBdf78+UcANr3Hbf78G1F3tfK6pGijcz22rkekpuukRBEEQpoUCJ4IgCAuREuoJFwcRapvFyK3g3N8QOgQQOQJNlUB1nnUn2BOozAJaawF7VyB4oHy33IY8xnI25OpQrFWcEBeA1XcNgb1IgL8zy7Hx5FXtA/CM+DfQbwTQ3gBseaYzqM7eolGml1fRgIvX6mEnFGAmuXESBEGYHAqcCIIgLIS9SIihEVyd07ECmVzPzhHoN4zbJlty7fCfUdhwQMRllhhjOCwzhhhtYWMIbSSFeOC5qfEAgBVbLqK4ulm3FwpFwJxPuaA6bydw7ieg8ABwbK1sYNWmt3y2aUKcP7wt6CpIEATRV6DAiSAIwoKMjOIb4VZ37uTrnIrJIEIr8vqmMfJd+ZVNKK9vg4OdEENkgakt8ci4aIyI9EFTuwTP/nIWEqmOkj3/OGDii9z2n48D390EVGRx3x//HMjcLD+UMdYp0xtMvZsIgiDMAQVOBEEQFoQ3iDheWNNZ88KbHJBBRPcwptYYgrchHxbhDSd72+uFJRIK8MEdg+DmaIeTRdexdl++7i/2jpJtdAm2GiuBX+6XB09nr9SiuKYZLg4i3JgYYJqJEwRBEEpQ4EQQBGFBBvbzhKOdEFWN7civbOR2ho0ABEKgtljZCIBQ5noh0FgGCO2B0KHy3XIbchuT6SkS5uOC5bMHAAA+3JmLjJI67S+SSoC/X9bwpCyQSn8RkErk2aapSYFwcaDe9gRBEOaAAieCIAgL4mgnwpBwvp+TrM7J0R0IkhkdUD8nzfDZptChgD1ntS2VMhyR9cUaZWVjCG3cNiQUM5KD0CFleObns2gVS7p/QdFhoP5aNwcwoL4EksJD2Hqed9MjmR5BEIS5oMCJIAjCwvC25McV+znJbcnJIEIjfFAZMUq+K7O0HrXNYrg6iDCwn6eVJqYbAoEAK+emwN/dEXkVjVi1Pbv7FzSW6zRubn4eqhrb4ePqgLH9bTt4JAiC6MlQ4EQQBGFhRkZ3GkR01jnxjXApcNIIXwOmYAzB25CPjPaFvcj2L2k+rg5473Yuu/jt4cs4cKlS88FugTqNuaeE+7lnpQT3iM+AIAiip0JnWIIgCAszJNwbDiIhyuvbUMTbU/POepXZXJNTQpn6Uq7GCQKuJkyGrdqQd8fE+ADclxYBAHh+4znUNrerPzBiNOARAkCgYSQBmEco1l7mAixqeksQBGFeKHAiCIKwME72IgwK42RlcltyVz/Aj+v3Q7bkauAljEEpgBP32YklUrnccVQPCpwA4OWZiYj2c0V5fRte+TOjM/OoiFAETH9H9k3X4In7/nTiEtS3SRHq5SyvnSMIgiDMAwVOBEEQVmBkFHejL2+EC3RabFPgpIoaG/LzV2vR1C6Bt4s9EoM8rDQxw3B2EOHDO1NhJxTgr/Olclc8FZJmA3esAzyClfd7hAB3rMNnlZxT35zUEAiFmjJTBEEQhCmgwIkgCMIKdNY5qQmcqM5JFbkxRGfgdDiPd9Pz7ZFBw6AwLzx9Q38AwNJNGSipbVF/YNJs4JkMYP5W4LavuK/PXEBd5AzszeFqpMhNjyAIwvxQ4EQQBGEFhoR7QyQUoKS2BVevd6lzKj0HtDVab3K2hFQCZG8DKi5y3/cbKX+K799k6zbk3fH4xBgMDvdCQ2sHnv/lHKRSNZI9gJPtRY0DUm7nvgpF2J5RinaJFAlB7ogPcrfsxAmCIPogFDgRBEFYAVdHO6SEyuqceLmeVxjgGQ4wCXD1uBVnZyNkbgY+SgY2zOvc9+UkIHMzWsUSnCq+DqBnGUN0xU4kxId3pMLZXoQjBdX4+lChzq/l5X2zyRSCIAjCIlDgRBAEYSUUbcnlkC05R+Zm4Jf7VRvA1pcCv9yPwgMb0N4hRZCHE6L9XK0zRxMR6eeKpTclAQDeTc9Bdlm91teU1bXiqOzvZvYgCpwIgiAsAQVOBEEQViKNN4hQW+fUhw0ipBIgfQkAdbI1bl/o0RUQQorRMb4QCHpefVNX5o0Iww0JAWiXSPHMhrNo65B0e/zW89fAGDA80hv9vF0sNEuCIIi+DQVOBEEQVmJYpDeEAqCouhllda3cznBZ4HT1BNDRZr3JWZOiw6qZJiUYPNrLMUKY3eNsyDUhEAiw6raB8HV1QHZZA/7v79xuj//zbAkAYDaZQhAEQVgMCpwIgiCshLuTPQaEdOnn5NcfcPEDJG3AtTNWnJ2VELcAWZt1OjQAtRgd23ONIbri7+6It29NAQB8fqAARwvUN0LOq2hERkk97IQCzEoJVnsMQRAEYXqsGji9/fbbGD58ONzd3REQEIBbbrkFOTk5Wl+3b98+DB06FE5OToiOjsbatWstMFuCIAjTMyKqiy25QND36pykUqBgH/DnE8B7/YHjn+v0MqFHIEK9nM08OcsydUAQ7hwWBsaA5345h/pWscoxm89x2bjxcf7wcXWw9BQJgiD6LFYNnPbt24cnnngCR48exc6dO9HR0YGpU6eiqalJ42sKCwsxc+ZMjBs3DmfOnMHLL7+Mp59+Gr/99psFZ04QBGEaRvKBk2J2IWIM9zVrK3DhV6DwAFf309sozwR2LuOc89bNBs6uB9obAI8wwMFN48sYgGvMFy79x1turhZk6c1JCPdxQUltC5Zvvqj0HGMMm2UyvTnkpkcQBGFR7Kz55unp6Urff/PNNwgICMCpU6cwfrz6C+LatWsRHh6Ojz76CACQmJiIkydP4v3338dtt91m7ikTBEGYlBFRPhAIgPzKJlQ2tMHf3RGQyLIM104Bvz3EbXuEANPf4Zqh2iJSCZchaywH3AI5kwuhSPW4+lIg41fg3M9A+YXO/Y6ewIBbgEF3AWFpQPZWzlUPgLJJhAAAwwrxfbgpNsB8P48VcXO0w4d3DsK/1h7B76dLcGNiIGbKJHnnrtbhcnUznO1FuDEx0MozJQiC6FtYNXDqSl1dHQDAx8dH4zFHjhzB1KlTlfZNmzYNX331FcRiMezt7c06R4IgCFPi5eKA+EB3ZJc14HhhDWbZnQB2vqZ6oMyGG3ess73gKXMz54KnaOigGOi1NQJZW4DzPwOF+wAm5Y4R2gNx04CBdwL9pwL2Tp2vT5rN/axdxpW4B+Px6juwQzoCK3uJMYQ6hkb44PGJsfhkTx5e/uMCUsO8UFTdjLX78gAAU5IC4OpoU5dwgiCIXo/NnHUZY3j22WcxduxYJCcnazyurKwMgYHKq2yBgYHo6OhAVVUVgoOVC2Xb2trQ1tbpTFVfr70/BkEQhCVJi/blAqeCCswq6M6GWwCkvwgkzFKfzbEGfL+lrnOuLwV+uQ8IHwWUngPEzZ3PhaUBA+8ABswFXDQvlCFpNvezKmSy0uujsOOnc0gIcoefm6NZfiRb4ekb+mNvbgUySuox8f29aO+Qyp87cKkK6RmlmJ5M5hAEQRCWwmZc9Z588kmcP38eP/30k9Zju/bsYIyp3Q9wBhSenp7yR1hYmGkmTBAEYSL4OqeWSwe12nCjvsQ40wiphKuZMkXtlA79llB8hAuafGKASa8AT58FHtoBDH+o+6CJRygCosYBKbcDUeNwuOA6APQaG/LucLAT4rYh/QBAKWgCgNpmMR5bfxrpGaXWmBpBEESfxCYyTk899RQ2b96M/fv3o1+/ft0eGxQUhLKyMqV9FRUVsLOzg6+v6oX0pZdewrPPPiv/vr6+noIngiBsiuGywKn1+jVAF5O0/e8BldlA4AAgIAlw9tLtjbRJ6nRFKgFqi4HMTVoCPRkz/w8Y/iDnGGgkh/M5E40xMb3HhlwTEinD5/sL1D4nyz9ixZZMTEkKgkjY85sAEwRB2DpWDZwYY3jqqafwxx9/YO/evYiKitL6mlGjRmHLli1K+/7++28MGzZMbX2To6MjHB17t5yDIIiejZ+bI2ID3FBR5aXbCwr3cQ8ej1AugApMAgIGcF/94gA7hXNft5I6NbVTUinQcA2ozgeq84Cags7t65cBqapNtkacPU0SNF2rbUFhVROEAmBEtA7Zqh7O8cIalPKNkdXAAJTWteJ4YU2fyMARBEFYG6sGTk888QR+/PFHbNq0Ce7u7vJMkqenJ5ydud4cL730EkpKSrBu3ToAwMKFC/HJJ5/g2WefxSOPPIIjR47gq6++0kniRxAEYauMjPLBTxUJqLMPgKe4EurlbwCcvYEh9wMV2UD5RaD+Kiffqy8B8nZ2Hie0A3xjuYAqIAE4ulbDmLJ9m58Crp4ArhdyAVJNIdDRonnCIkfOPa+uWPsP52Ya97cjsmxTSj8veDj1fiOgigbNQZMhxxEEQRDGYdXAac2aNQCAiRMnKu3/5ptvsGDBAgBAaWkpios7L8xRUVHYtm0bFi9ejE8//RQhISH4+OOPyYqcIIgezchoX/xwrBifOD6MV8Rvg7fd7kSWsbn5Y+XMUEstUJEFVFzk+iJVZHJf2+o4OV9lNqDcCkg9rbXA4Y+V9wntAO9Irj7JNxbwje7c9gjl5vdRMpe1UhuUCTgpYMRoXT+GbuFleqP7SHYlwN1J+0F6HEcQBEEYh9Wletr49ttvVfZNmDABp0+fNsOMCIIgrEOarM7py+pkPHPnN3Dd/bKaWqRVqrVIzl5AxCjuwcNkJhLlmVxAlZMOXDmqfRLRk4C46YBvDOATDXhFACItl4np78gkgBoCvemrTOIAyBjD4fwqAH2jvgngenwFezqhrK5VU1iKIE8njIjq/bJFgiAIW8AmzCEIgiD6OgEeTojyc0VhVROOOY3G5GcydGsoqw6BAPDsxz3ipgKhw4DvbtL+unHPcQ52+qCh35LGQM9ALlc3o7SuFQ4iIYZGeJtkTFtHJBRg2c1JeGz9aU1hKZbdnETGEARBEBaCAieCIAgbYWSUDxc4FdRgckKg/kGMJiJGc4GMuSR1avot6RXo6QCfbRoc7gVnBxvpYWUBpicHY829Q7BiS6aSUUSQpxOW3ZxEfZwIgiAsCAVOBEEQNsKIKB9sOHEFRwtrTDuwUGR+SR3fb8lMHM6T2ZDH9g2ZniLTk4MxJSkIxwtrUNHQigB3Tp5HmSaCIAjLQoETQRCEjTAymjM9yCipQ2NbB9wcTXiKtpCkztRIpAzHCqqxN7cCQGez4L6GSCggy3GCIAgrQ4ETQRCEjRDq5Yx+3s64er0Fp4quY0Kcv2nfwAKSOlOSnlGqIlFbtOEsls8miRpBEARheYTWngBBEATRycgoLqtwrKDaPG/AS+pSbue+2nDQ9Nj60yoNYMvrW/HY+tNIzyi10swIgiCIvgoFTgRBEDbEyGhOinbc1HVOPQiJlGHFlszu2vVixZZMSKTaW1oQBEEQhKmgwIkgCMKGSJNlnM5drUVLu8TKs7EOxwtrVDJNijAApXWtfTq4JAiCICwPBU4EQRA2RJiPM4I8nCCWMJwpvm7t6Vic5vYO/JNZrtOxFQ2agyuCIAiCMDVkDkEQBGFDCAQCjIz2waaz13C0sAaj+4D9dk1TO3ZllePvzHIcuFSJVrFUp9cFuDuZeWYEQRAE0QkFTgRBEDbGyChfbDp7DTsvliHG37VH9O2RSJlefYau1DTj78xy/H2xDCcu10CxXKmftxOuN4nRpEGqKADXAHZEH7UmJwiCIKwDBU4EQRA2RruECxiyyhqwaMNZAECwpxOW3WybNtzqbMO7zpcxhszSevx9kcssZZXWK42RHOqBqUlBmDogEPGB7thxsQyPrT/NvVbhOD4UW3Zzkk0HkgRBEETvQ8AY61O2RPX19fD09ERdXR08PDysPR2CIAgleBvuridmPkRYc+8QmwqetM33mRvjUNvSjr8vlqOktkX+vEgowIhIH0wdEIgpSYHo5+2idmxtARlBEARBGIM+sQEFTgRBEDaCRMow9p3dGh3leInawSWTbSLbom2+XXGyF2JCnD+mJgVhckIAvF0ddHoPfSSABEEQBKEP+sQGJNUjCIKwEfSx4R4V42vQe5gyEDmUV6lT0DQhzg/3pkVibKwfnB30a7grEgoM/lkJgiAIwpRQ4EQQBGEj6GqvvWjDGQyL9EZ8oAfig9yREOSOcB8XCLUEQIZK3yRShqLqJuSWNyC7rAG55Q3IKWtAQVWTTvO9dUg/TEkK1OlYgiAIgrBVKHAiCIKwEXS1165oaMO2C2XYdqFMvs/ZXoS4QDfEB7kjPsgDiUHuiA9yh6+bIwDNtUhlda14bP1prLl3CKYNCEJpXStyyhuQW9aAHFmAlFfRiLYO3SzCjfm5CIIgCMKWocCJIAjCRhgR5YNgTyeU1bWqBDgAV+MU4OGId24diEsVjcgua0BOeT1yyxvRIpbg3NU6nLtap/QaPzdHxAe64eyVWrVj8vue+ukMHO2EaGxTbwHuZC9E/wAuGIsPdEdckDti/d1w29rDKO9mvmQbThAEQfQWKHAiCIKwEURCAZbdnITH1p+GAOptuFfMHoCJCQGYmBAgf65DIsXl6mbklDUgp6xeFlA1oLimGVWNbahqbNP63mIJg1gigUgoQLSfK+JkARIfKIX5uKithVquZb5kG04QBEH0FshVjyAIwsYwlQ13U1sHcssb8POJK9hw4orW45dMj8eDY6PgaKefgQPZhhMEQRA9FXLVIwiC6MFMTw7GlKQgo93vXB3tMDjcG61iqU6BU2qYt95BkynnSxAEQRC2DAVOBEEQNogpbbh1qZ0ythaJbMMJgiCI3o7Q2hMgCIIgzAtfOwV01h7xUC0SQRAEQegGBU4EQRB9gOnJwVhz7xAEeSpbgwd5OmHNvUOoFokgCIIgtEBSPYIgiD4C1SIRBEEQhOFQ4EQQBNGHoFokgiAIgjAMkuoRBEEQBEEQBEFogQIngiAIgiAIgiAILVDgRBAEQRAEQRAEoQUKnAiCIAiCIAiCILRAgRNBEARBEARBEIQWKHAiCIIgCIIgCILQAgVOBEEQBEEQBEEQWqDAiSAIBW25YAAAx8NJREFUgiAIgiAIQgsUOBEEQRAEQRAEQWiBAieCIAiCIAiCIAgtUOBEEARBEARBEAShBQqcCIIgCIIgCIIgtECBE0EQBEEQBEEQhBbsrD0BS8MYAwDU19dbeSYEQRAEQRAEQVgTPibgY4Tu6HOBU0NDAwAgLCzMyjMhCIIgCIIgCMIWaGhogKenZ7fHCJgu4VUvQiqV4tq1a3B3d4dAILD2dFBfX4+wsDBcuXIFHh4eNC6NS+PSuDQujUvj0rg0Lo1L41oIxhgaGhoQEhICobD7KqY+l3ESCoXo16+ftaehgoeHh1n+cGhcGpfGpXFpXBqXxqVxaVwaty+Nqy/aMk08ZA5BEARBEARBEAShBQqcCIIgCIIgCIIgtECBk5VxdHTEsmXL4OjoSOPSuDQujUvj0rg0Lo1L49K4NK6N0ufMIQiCIAiCIAiCIPSFMk4EQRAEQRAEQRBaoMCJIAiCIAiCIAhCCxQ4EQRBEARBEARBaIECJ4IgCEIvGGMoKipCS0uLtadCEARBEBaDAieiW4qLi6HOP4QxhuLiYivMiCCsy+TJk1FbW6uyv76+HpMnT7b8hPSkpaUF9fX1Sg99YYyhf//+uHr1qhlm2PN48MEH0dDQoLK/qakJDz74oEFjdnR0wM7ODhkZGcZOTwU6r3Of74oVK3DlyhVrT4Xo5YhEIlRUVKjsr66uhkgkssKMuic6OhrV1dUq+2traxEdHW2FGdkW5KrXi/j111/xyy+/oLi4GO3t7UrPnT592qAxRSIRSktLERAQoLS/uroaAQEBkEgkBs/XFDz77LN444034OrqimeffbbbY//v//7P4PdpamrCqlWrsGvXLlRUVEAqlSo9X1BQYPDYPYm5c+dCIBCo7BcIBHByckJsbCzuvvtuxMfH6zXu/v37u31+/Pjxeo3XlczMTLX/F7Nnz9Z7LKFQiLKyMpX/iYqKCoSGhkIsFhs8z127dmn8G/v6668NHre5uRn/+c9/8Msvv6i9IBryfzxgwAB89dVXSEtLM3hevQVN58mqqioEBQWho6PDoHFjYmLw+++/Y9CgQaaYphxzndfLy8vx/PPPy/+Gu95eGDquuc6/bm5uyMjIQGRkpEGv7w5zXI8B4MSJE9i4caPacX///XeDxjTX5yuRSPDtt99qHHf37t0GjcvT3Nys9nMYOHCgUeOaGk3XjGvXriEmJsbmMvea5lteXo7w8HC0tbVZaWa2gZ21J9DXMNeF5eOPP8Yrr7yC+fPnY9OmTXjggQeQn5+PEydO4IknnjB4vowxtTfKjY2NcHJyMnhcU3HmzBn5jeqZM2c0HqfuZ9CHhx9+GPv27cN9992H4OBgo8frqXh6euLPP/+El5cXhg4dCsYYzpw5g9raWkydOhU///wz3nnnHezatQtjxozRedyJEyeq7FP8jA39vygoKMDcuXNx4cIFCAQC+f8bP7Y+454/f16+nZmZibKyMqX5paenIzQ01KB5AsCKFSvw+uuvY9iwYSb/G3vhhRewZ88e/O9//8P999+PTz/9FCUlJfjss8+watUqg8Z899138cILL2DNmjVITk422Vx7EvX19WCMgTGGhoYGpXOiRCLBtm3bVG4+9OHVV1/FSy+9hPXr18PHx8cUUwZgvvP6ggULUFxcjKVLl5r0b9hc598bb7wRe/fuxYIFC0wyHo+5rscbNmzA/fffj6lTp2Lnzp2YOnUqLl26hLKyMsydO9fgcc31+S5atAjffvstZs2aheTkZJONW1lZiQceeADbt29X+7yxC7q1tbX46quvkJWVBYFAgMTERDz00EPw9PTUa5yPP/4YAHe9+fLLL+Hm5qY0x/379yMhIcGouZqSzZs3y7d37Nih9PNKJBLs2rXLLIsMPQ3KOFmYGTNmoLi4GE8++aTaE9ScOXMMGjchIQHLli3DvHnz4O7ujnPnziE6OhqvvfYaampq8Mknn+g1Hp+9Wb16NR555BG4uLjIn5NIJDh27BhEIhEOHTpk0HwBYNKkSd2eSI1djTIlXl5e+Ouvv/QKBnRFm5TH0EzD4MGDtWaHFixYgEmTJuk85osvvoj6+np88sknEAo5pa9UKsWiRYvg7u6OlStXYuHChbh48SIOHjyo87h1dXVK34vFYpw5cwZLly7FypUrccMNN+g8liI333wzRCIRvvjiC0RHR+P48eOorq7Gc889h/fffx/jxo3TeSyhUCj/PNWdNp2dnfHf//7XYGlWcHAw3n33Xdx3330Gvb47wsPDsW7dOkycOBEeHh44ffo0YmNj8f333+Onn37Ctm3b9B7T29sbzc3N6OjogIODA5ydnZWer6mpMXrepsrA3Xrrrfj222/h4eGBW2+9tdtj9Vm1V/ybUIdAIMCKFSvwyiuv6DymIoMHD0ZeXh7EYjEiIiLg6uqq9Ly+mQtzn9fd3d1x4MABpKamGvR6TZjr/PvZZ59h+fLluOeeezB06FCVz9eQjDRg+usxz8CBA/Hoo4/iiSeekI8bFRWFRx99FMHBwVixYoVB45rr8/Xz88O6deswc+ZMk457zz334PLly/joo48wadIk/PHHHygvL8ebb76JDz74ALNmzTJ47JMnT2LatGlwdnbGiBEjwBjDyZMn0dLSgr///htDhgzReayoqCgAQFFREfr166cky3NwcEBkZCRef/11jBw50uD5AsDrr7/e7fOvvfaaTuPw13TFRUYee3t7REZG4oMPPsBNN91k2EQVaGpqwr59+9RmDJ9++mmjxzcnlHGyMAcPHjTLhaW4uBijR48GwN3A8Xr7++67D2lpaXqfqPnsDWMMFy5cgIODg/w5BwcHDBo0CM8//7xRc+76GYjFYpw9exYZGRmYP3++UWNfuXIFAoEA/fr1M2ocHm9vb5Ou+Cpy/fp1pe/FYjEyMjJQW1trVM3M9OnTsWbNGqSkpChdAM6fP48FCxYgMzMTN954I37//XedA/avvvoKhw4dkp9gAe5k+9RTT2H06NF466238OSTT+oVkABQu5I3ZcoUODo6YvHixTh16pRe4/EcOXIEu3fvhr+/P4RCIYRCIcaOHYu3334bTz/9dLdZyq4UFhaCMSYPwPz9/eXPOTg4ICAgwCi9ent7u/x/2NTU1NTIL+IeHh7yoGbs2LF47LHHDBrzo48+MtX01GLKDJynp6f89fquGnfHnj17wBjD5MmT8dtvvymdIxwcHBAREYGQkBCDx7/llltMMMtOzH1eDwsLU7uoYCzmOv/yf/vqZNwCgcDgzIWpr8c8+fn58qDA0dERTU1NEAgEWLx4MSZPnmxw4GSuz9fBwQGxsbEmH3f37t3YtGkThg8fDqFQiIiICEyZMgUeHh54++23jQqcFi9ejNmzZ+OLL76AnR13i9zR0YGHH34YzzzzjFZZuSKFhYUAuEXi33//Hd7e3gbPqzv++OMPpe/FYjEKCwthZ2eHmJgYnQMnfnEqKioKJ06cgJ+fn8nnCnDnoZkzZ6K5uRlNTU3w8fFBVVUVXFxcEBAQYPOBExhhURITE9np06dNPm5UVBQ7deoUY4yxYcOGsbVr1zLGGNuxYwfz9vY2eNwFCxawuro6k8xRV5YtW8aee+45vV8nFovZq6++yjw8PJhQKGRCoZB5eHiwV155hbW3txs1p++//57dfvvtrKmpyahxdEUikbBHH32UvfPOOwaP8fDDD7PXX39dZf8bb7zBHn74YcYYY6+99hobOnSozmN6eXmxTZs2qezftGkT8/LyYowxlpubK982lszMTObq6mrw6728vFh+fj5jjLHo6Gi2e/duxhhjeXl5zNnZ2SRzNBX/+c9/1P6+TEFKSgrbu3cvY4yxKVOmyP+/Vq9ezUJDQ83ynsYSFBTE1q1bZ+1p6MTly5eZRCKx9jR0xlzn9R07drCpU6eywsJCk45r6fOvsZjretyvXz92/vx5xhhjAwcOZD/++CNjjLHDhw8zDw8Pg8c11+f7/vvvs8cff5xJpVKTjuvu7i7/G4uIiGAHDx5kjDFWUFBg9HndycmJZWVlqey/ePGizV0zuqOuro7NnTvXJs+hEyZMYI888gjr6Ohgbm5uLD8/nxUXF7Px48ez3377zdrT0wplnCzMRx99hBdffBGfffaZSbWikydPxpYtWzBkyBA89NBDWLx4MX799VecPHlSqzSlO7755huTzVFX7r33XowYMQLvv/++Xq978skn8ccff+Ddd9/FqFGjAHAZh+XLl6Oqqgpr1641eE4ffPAB8vPzERgYiMjISNjb2ys9b0yxrzqEQiEWL16MiRMn4j//+Y9BY/zyyy9qMzV33XUXhg4dii+++ALz5s3TyzTjvvvuw0MPPYSXX34Zw4cPh0AgwPHjx/HWW2/h/vvvBwDs27cPAwYM0GuuivVDALciXlpailWrVhlVGJ+cnIzz588jOjoaI0eOxLvvvgsHBwd8/vnnRrsDmcJwQtHQRCqV4vPPP8c///yDgQMHqvyNGWNu8sADD+DcuXOYMGECXnrpJcyaNQv//e9/0dHRYfC42tzXwsPDDRqXx5wZOFMTEREBoOcUq5vyvO7t7a2UDWxqakJMTAxcXFxU/oYNlW9a+vxrLOa6Ho8bNw47d+5ESkoK7rjjDixatAi7d+/Gzp079ZYzd5Vy5+XlmfzzPXjwIPbs2YPt27djwIABKuMaamYRHx+PnJwcREZGIjU1VX4/tXbtWgQHBxs0Jo+HhweKi4tVao+uXLkCd3d3g8e9evUqNm/erPb8YMy5XRMeHh54/fXXcdNNNxkk/zanlO7s2bP47LPPIBKJIBKJ0NbWhujoaLz77ruYP3++Uf8jloACJwtgiQvL559/Lk+zLly4ED4+Pjh48CBuvvlmLFy40PDJwzwuPt1x5MgRgwqUf/rpJ2zYsAEzZsyQ7xs4cCDCw8Nx1113GRU4mVoyowv5+fkGu3EBgJOTEw4fPqwilTh8+LD885VKpXB0dNR5zA8//BCBgYF49913UV5eDgAIDAzE4sWLsWTJEgDA1KlTMX36dL3mmpqaqlZXnZaWZpSb3KuvvoqmpiYAwJtvvombbroJ48aNg6+vLzZs2GDQmKY0nOgqFeTlq10tqI0tql68eLF8e9KkScjOzsbJkycRExNjcGAaGRnZ7byMLdB++OGH8eOPP2Lp0qVGjQNorvdThyE3ieYqVtdWQ2XMZ2yq87q5JZuA+c6/pqoN6Yq5rseffPIJWltbAQAvvfQS7O3tcfDgQdx66616/59Y4prm5eVllGmFJp555hmUlpYCAJYtW4Zp06bhhx9+gIODA7799lujxr7zzjvx0EMP4f3338fo0aMhEAhw8OBBvPDCC5g3b55BY+7atQuzZ89GVFQUcnJykJycjMuXL4MxplfNlL7U1taq1A/rgrmldPb29vLzWmBgIIqLi5GYmAhPT88e0Q6BzCEswHfffafzsYbU9nR0dGDlypV48MEHERYWpvfru0Obi48xK5ddVxX4LMPJkyexdOlSLFu2TK/xAgMDsXfvXiQmJirtz8rKwvjx41FZWWnwXM1JVxt1/nP466+/MH/+fIP18G+++SbeeustPPLII0rZoS+//BIvv/wyXnnlFXz44YfYtm0bdu7cqff4fP8fDw8Pg+anSFFRkdL3QqEQ/v7+ZnFurKmpUVnM0AdTGk5YinXr1uHOO+9UCZLb29vl/+P6cu7cOaXveUOP//u//8PKlSuNXjVctGgR1q1bh4EDBxqdgdOn9kPf8w5gvmL1TZs2KX3Pf8bfffcdVqxYgYceesigcc15Xu9JDB48WOn7rrUhhgTR5roed3R04IcffsC0adMQFBRksnF7A83NzcjOzkZ4eLjRdTnt7e144YUXsHbtWvnCpb29PR577DGsWrVKr4VGnhEjRmD69Ol4/fXX5aYeAQEBuOeeezB9+nSD60x5ePc+Hv4e4vvvv8f48ePx008/6TXexIkTERcXhzVr1sDLywvnzp2Dvb097r33XixatMjoc/vUqVOxYMEC3H333Vi4cCHOnDmDp59+Gt9//z2uX7+OY8eOGTW+2bGaSJAwKa6uribXlTPG1UZ88sknjDEm16JKpVL2yCOPsNdee82osRcsWKD0ePDBB9mSJUvYjh07DBpvxYoVbN68eay1tVW+r7W1ld1zzz1s+fLlRs3VnEycOFHpMXnyZHbnnXeyzz77jInFYqPGXr9+PUtLS2Pe3t7M29ubpaWlsR9++EH+fHNzM2tpaTH2R7BZHnjgAVZfX6+yv7GxkT3wwAMGjenr68vOnTvHGGPMw8ODZWdnM8YY27VrF0tNTTV8smZEKBSy8vJylf1VVVVMKBSa9L22bt3KJkyYYPQ4Xf8vFB+TJk0yfqImJCgoiB07dowxxtVf5OTkMMa42r8xY8aY/P1++OEHNnv2bINfb87zOk9zczOrq6tTevQETFEbYq7rsbOzM7t8+bLJx+1JtLe3s6ioKHbx4kWzvk9TUxM7f/48O3funNG1X25ubiwvL48xxtXdZmRkMMYYO3v2LIuIiDB2qiwyMlLpER0dzUaOHMleeukltdc/bXh6esqva56eniwzM5MxxtjRo0dZfHy80fM9ceKEvN64oqKCzZgxg7m7u7PBgwezs2fPGj2+uSGpnhXIz8/HN998g/z8fKxevRoBAQFIT09HWFiY3rUhPObqR2EuFx/ANDr7risf//zzD/r16yeXH507dw7t7e0G21nzSCQSfPjhhxobGhpjvbxnzx6j5tYd99xzD+655x6Nz3e1kNaGufqQAebRVH/33XdYtWqVija9paUF69atM0gGKJFI5P04/Pz8cO3aNcTHxyMiIgI5OTkGzZPHXLJYpqFvz9WrV03qMgcAcXFxOHHihNHjmPP/wtQ0NTXJ+zX5+PigsrIScXFxSElJMUv9zciRI/HII48Y/HpzndebmpqwZMkSkzZa5l9nrvNvV4ytDQHMdz0eOXIkzpw5I6+pMxXm/HxN3QjY3t4ebW1tZu+l6OLigpSUFJOM5erqKm8aGxISgvz8fPm9XlVVldHjFxQUaPw8DGmua24p3bBhw+Tb/v7+BrXDsCYUOFmYffv2YcaMGRgzZgz279+PlStXIiAgAOfPn8eXX36JX3/91aBxZ8yYgZdeegkZGRkm7Ufh4+Mjt1INDQ1FRkYGUlJSUFtbi+bmZoPGNCVdb/puu+02pe9NJZVYsWIFvvzySzz77LNYunQpXnnlFVy+fBl//vmnwTp4S9He3q62D44hxfvmanBpak21ORuTmstwwhzNLfnaHoFAgBtuuEFurwtwn0NhYaHe9Wg8vFSTh8nkIcuXL0f//v0NGlMdeXl5yM/Px/jx4+Hs7KwxCNQVc9wkmrNYvSstLS3473//a1SrBXOd1//zn/+YvNEyYPnzr6G1ITzmuh4//vjjeO6553D16lW14xpqQmKuz9dcjYCfeuopvPPOO/jyyy+VzmmGoo/0zJAFrLS0NBw6dAhJSUmYNWsWnnvuOVy4cAG///470tLS9B6vK08++SQ+/fRTlf1NTU2YNWsW9u7dq9d4gwcPxsmTJxEXF4dJkybhtddeQ1VVFb7//nuTBZM9Gmumu/oiaWlp7IMPPmCMdUokGGPs+PHjLCQkxOBxBQKBxocxUpx58+bJ5/vmm28yf39/9vDDD7OIiAg2d+5cg8dljLGOjg723nvvseHDh7PAwEC5nIx/2BLR0dFs69atjDHltPvq1avZvHnz9B4vNTWVDR48WKeHoeTm5rKxY8fKrdn5hzF/E25ubuzMmTMGz0kTprYn5X9GTQ+RSMTefPNNg+aanp4un1N+fj5LTExkAoGA+fn5sV27dhk0JmPmkU8tX76cLV++nAkEAvb888/Lv1++fDl766232I8//sja2toMGlvdZywQCFh4eDg7fPiwQWMqUlVVxSZPnix/H/5c+eCDD7Jnn33W4HGXLl3KgoOD2XvvvcecnJzYG2+8wR566CHm6+vLVq9ebdCY69evZ9988w1jjLHTp08zf39/JhQKmZOTE9uwYYPBc/Xy8lI6J3p5eTGRSMTc3d3VtgXQFXOd18PCwtiePXsYY5xk8dKlS4wxxtatW8dmzJhh8LimPv/yrF69Wunx0UcfsSVLlrCQkBB21113GTyuua7HmsYzdlxzfb7x8fFyy3TF+52lS5eyJ554wuBxb7nlFubu7s6Cg4PZ1KlT2dy5c5Ue+tK1bKC7hyHk5+fL5d1NTU3sscceYykpKWzu3LkmkV7GxsayV155RWlfQ0MDGzt2LBs7dqze45lbShcZGcmioqI0PmwdMoewMG5ubrhw4QKioqKUOopfvnwZCQkJcsccW6Gmpgatra0ICQmBVCrF+++/j4MHDyI2NhZLly41qqHba6+91u0qly01QXN1dUVWVhbCw8MRHByMv/76C0OGDEFBQQEGDx6s9+qkuYvVAWDMmDGws7PDiy++qDY7ZIibWlJSEn744QeVompj8fLywrFjxxAfHw8vLy8cOXIEiYmJOHbsGObPn4/s7Gy9xtu3b59ZG5N2xVjDCYD7G7t48SIiIyPh5+eHPXv2ICUlBVlZWZg8ebLcRUpfJBIJvv/+e0ybNs2k2Y99+/Ypfc8besTGxppkFfj+++9HRUUFvvzySyQmJsrPlX///TcWL16MixcvGjRuTEwMPv74Y8yaNQvu7u44e/asfN/Ro0fx448/Gj13UxWrdzUW4j/jkSNHGnXuNdd53c3NDRcvXkRERAT69euH33//HSNGjEBhYSFSUlLQ2Nho0LimPv/y8E2hefjPd/LkyXjppZeMsp82B11NdLpiqITPXJ+vi4sLsrKyEBERgYCAAOzcuRODBg3CpUuXkJaWplbOqQsPPPBAt8/bkrmJRCLBwYMHMXDgQLM1wC0sLMTYsWPx/PPPY/HixWhoaMC0adNgZ2eH7du3q2Qmu4MxhuLiYgQEBOgt5deV1atXK33Pm96kp6fjhRdewIsvvmiW9zUZ1o3b+h6hoaHs0KFDjDHlFZjff/+dRUdHW3NqKojFYvbtt9+y0tJSs4xv6lWuqqoq9vjjj7PExETm6+tr0gxWXFwcO3r0KGOMsbFjx7K3336bMcbYhg0bmL+/v1FjmwsXFxe1jfyMwVwNLv38/OQF9XFxcSw9PZ0xxlhWVpbBTQfFYjGbP38+Ky4uNtk8xWIxE4lE7MKFCyYbk8dczS0ZY8zR0ZEVFBQYPUdLEhgYKF/dVDxXFhQUGNUU2cXFhRUVFTHGOFMHvlFpfn6+QZ+zpYrVTYU5z+vmarTcE8+/PQlzfb7magTc07DE+ffChQvM19eXffTRRywtLY1NmDCBNTY26j2ORCJh9vb2LDc31wyz7J5PPvnE4KyeJaEaJwtz9913Y8mSJdi4cSMEAgGkUikOHTqE559/3iBLYEVMXVxvZ2eHxx57DFlZWUbNSxNlZWVyvaybm5t8Veumm24yqHfLvffei/z8fDz00EMIDAw0afHo3LlzsWvXLowcORKLFi3CvHnz8NVXX6G4uFipR44tkZSUZJLCU0XuvPNONDc3m7wPmTk01XZ2dvjtt9+wfPlyg16vacyIiAijexSpw5TNLbuSkpKCgoIClRV2YykpKcGhQ4fU1tAZmzFuamqCi4uLyv6qqiqDLIF5+vXrh9LSUoSHhyM2NhZ///03hgwZghMnThg0rrmL1VtbW3H+/Hm1n7EhtTLmPK+bo9Ey0DPPv+ZsIGqK5tuKmOvzNVcjYHNjakMLc51/FUlOTsbWrVtx4403YuTIkdi6datBGSOhUIj+/fujurrapLWqusDXBtpSxlAt1o7c+hrt7e3s7rvvluuS7e3tmVAoZPfeey/r6OgweNzTp0+zoKAg5uHhwUQiEfP392cCgYC5uroapRmdOHEi++OPPwx+fXeYepXLzc3NYlaWR48eZR988IFRdQY82upxDGXXrl1s1KhRbM+ePayqqsok1sDffvtttw9DMZemes6cOfLaE1Px9ddfsxkzZrDq6mqTjltdXc1KSkoYY9yq3zvvvMNuvvlmtnjxYlZTU2PU2Dt27GCpqalsy5Yt7Nq1ayb5W/j666+Zg4MDc3NzYxEREUp2uKbQqc+cOZO9+uqrjDHuf7ugoIBJJBL2r3/9i912220Gj7tkyRK2cuVKxhhjGzduZHZ2diw2NpY5ODiwJUuWGDTm22+/zebPn290+4CubN++nfn5+Zm8Vsac53VFioqK2G+//Wby87Kpzr8tLS3s3XffZTNmzGBDhw41WX2pua7H+fn5bODAgUq1TYrXD1Nx5MgRk3y+EolE6X/i559/Zk899RRbvXq1wbWVPBs3bmT/+te/2MiRI032e2OMy466ubmxJ554gjk4OLBHH32U3XjjjczT05O9/PLLBo1pjvOvpjppHx8flpCQYNTnsXXrVjZ27FizKCu645133jGJPbu5oRonK1FQUIDTp09DKpVi8ODBRkf25mpYtnHjRrz44otYvHixSV18AODFF1+Eh4cHXn75Zfz666+YN28eIiMj5atc+rowDR8+HP/9739N4lLTlf3792P06NEqtRsdHR04fPgwxo8fb/DY5mpyKRQKAUBlJZzJXMnMkTWxNT777DMsX74c99xzj8ncrQYPHoy8vDyIxWJERESojGkO+2lj4f8WAOW/B2P+FsLCwrBw4UK89NJLSuObiszMTEycOBFDhw7F7t27MXv2bFy8eBE1NTU4dOgQYmJiTPI+x44dw6FDhxAbG2v0ir2bmxtSUlJU/iYMtZKPjY3FtGnT8NprryEwMNCgMdRhzvO6OTDX+ffuu+/Gzp07cfvtt6tVKRhaX2qu63FPa75dXFyMsLAwtdegK1euGOTsCii79X3xxRcqbn0rV640eM4JCQlYtmwZ5s2bp1SH/tprr6GmpsaghvTmOP+as07a29sbzc3N6OjogIODg0rmylj7f97tlYcxhrKyMlRWVuJ///sf/v3vfxs1vrmhwKmXYOrieh51N0QCgcAsN99Hjx7F4cOHDb6BOXHiBF588UW89tprSE5OVpGReXh4GDw3kUiE0tJSFQvr6upqBAQEmCUI+fHHH/Hzzz+rBFa60rV4vysTJkzQe0xtPRwMvRCai+5u6M11wTL0ZqurvTePQCCAo6MjHBwcDBoXMM/fgq+vL44fP26yAEYdZWVlWLNmDU6dOgWpVIohQ4bgiSeeMMrkorq6Gr6+vgCAK1eu4IsvvkBLSwtuvvlmg2/AzVWs7uHhgTNnzpj8MzbXef3jjz9Wu18gEMDJyQmxsbEYP348RCKRXuOa6/zr6emJbdu2YcyYMQa9XhPmuh77+flh9+7dGDhwIDw9PXH8+HHEx8dj9+7deO6553DmzBmDxt28ebPa/Yq/N0NkZub6vZkjuOExh6GFOc6/5qSrKU1X5s+fb9T4Xa+hvCnLxIkTkZCQYNTYFsFKma4+y2233SaXpCny7rvvsttvv93gcc1RXM8YY5cvX+72YUvk5uayoUOHmtR+m0cgELCKigqV/Tk5Oczd3d2osTWRl5fHXFxczDK2oZhSVjh48GC5BE2bPXtfQNtnGx4ezl577TUmkUisPVXGGGMvvPCC2nOZqSgqKmJSqVTjc/py/vx5FhERwYRCIYuPj2dnzpxhgYGBzM3NTS6psoR8TR8eeOAB9uWXX5p8XHOd1yMjI5mrqysTCATMx8eHeXt7yyVqgYGBTCAQsJiYGL0NW8x1/k1MTJTbRJsSc12Pvby85CYp0dHRcnlzXl6eUeN2lf6pszofP3683pJhTb+3y5cvG3Vtc3Z2lv+d+vv7y6Wgubm5zMfHx+BxGSNDC0I7ZA5hYfbt26d2RXr69Ol4//33DR7XXA3LTN2hfPPmzZgxYwbs7e01rnLx6Jt1uueee+Dg4IAff/zRZOYQvKRCIBBgwYIFSsXjEokE58+fx+jRo41+n66Yosnl/v37u33ekNX1riuavKzw//7v//SWR8yZM0f+ed5yyy16z6W38e233+KVV17BggULMGLECDDGcOLECXz33Xd49dVXUVlZiffffx+Ojo54+eWXDXqP5uZmtQXPhkiz3n77bdx0001IT09HSkqKSobXGDMAgLOK1rRaHRUVpfdq9X/+8x+kpKRg/fr1WL9+PW666SbMnDkTX375JQCuqeaqVats6m/xk08+wb/+9S8cOHBA7WdsqMmAqc/rPG+99RY+//xzfPnll/IsWV5eHh599FH8+9//xpgxY3DXXXfJTQK0Ye7z7wcffIAlS5Zg7dq1Jv1MzHU9Nlfz7Z07d+KVV17BypUrMWLECADA8ePH8eqrr2Lp0qXw9PTEo48+iueffx5fffWV1vGeffZZANzvbenSpUomLxKJBMeOHUNqaqrB8w0KCkJ1dTUiIiIQERGBo0ePYtCgQSgsLAQzUkRlTkMLU55/FREKhd3e7xijiGlpaYFYLFbaZ4x6h0cikeCPP/5AVlYWBAIBEhMTMWfOHJO0sjA3JNWzMM7Ozjh79izi4+OV9mdnZ2Pw4MFoaWkxaNyTJ0+ioaEBkyZNQmVlJebPny/vy/H1118bdZICTOfiIxQKUVZWhoCAAJPLqFxcXHDmzBmVz9YYeAnOd999hzvuuENJ6+vg4IDIyEg88sgjRvVq6dr/hzGGhoYGuLi4YP369QbXXWiS4/CYUl74119/4b333tO7Q7klMLW7lUQiwYcffqjRdclQ/fcNN9yARx99FHfccYfS/l9++QWfffYZdu3ahe+//x4rV67UW+pTWVmJBx54ANu3b1f7vCF/C2+88QaWLVuG+Ph4lYUKgUCA3bt36z2mIkKhEOXl5fD391faX1RUhKSkJDQ1Nek1nqLMqbGxER4eHjh+/DiGDRsGgDsHp6Wloba21qD5mtqJCwC+/PJLLFy4EM7OzvD19VX5jAsKCgwal8fU7mwxMTH47bffVK43Z86cwW233YaCggIcPnwYt912m059ycx9/q2srMQdd9yB/fv3m9Ql1FzX4x07dqCpqQm33norCgoKcNNNNyE7Oxu+vr7YsGGDwe6bycnJ+Pzzz1WC0EOHDuHf//43Ll68iH/++QcPPvigVrk2AEyaNAkAt1A8atQoJZkx/3t7/vnnDa7tfvjhhxEWFoZly5Zh7dq1ePbZZzFmzBh5cKNLcKcJqVQKqVQqv4H/5Zdf5L+7hQsXGiSZNsf5VxFT10k3NTVhyZIl+OWXX9RKE42db0ZGBubMmYOysjL5/Vpubi78/f2xefNmoxYXLIJV8119kGHDhrEVK1ao7F+2bBkbMmSIFWbUPZZy8enKlStX9H7NuHHj2M6dO80wG8aWL19uUE8EXejqTLdu3Tq2fft2o53UamtrlR6VlZXs77//ZiNHjmT//POPiWbPkZubaxZZ4bVr14zqMG8Od6ulS5ey4OBg9t577zEnJyf2xhtvsIceeoj5+vqy1atXGzxXZ2dntb0zcnNz5TKcgoICgyQ5d999Nxs9ejQ7fvw4c3V1ZX///Tf7/vvvWXx8vLyXmr54eXmZ3LGQMcYWL17MFi9ezIRCIXv00Ufl3y9evJg9/fTTbOTIkWz06NF6jysQCFh5ebn8e8XeUIwxVlZWZvA5zRxOXIxxvaxWrlxpcnmmuc7rzs7O7MSJEyr7jx8/Lv+7LSws1LsPl7nOvzfccAPr378/W7VqFfvmm29M5hJqSaqrqzVKWnXFyclJrYPa+fPnmZOTE2OMk9fpe+5ZsGCBwa5x3WFOtz5NEmGpVGqQRJgx85x/deGHH35gs2fP1vt1fD/MjRs3MmdnZ/b111+zN954g/Xr14+tX7/e6HmNHDmS3XzzzUr3ODU1NWz27NksLS3N6PHNDQVOFmbTpk3Mzs6O3X///fKT83333We0vn7SpEns+vXrKvvr6urYpEmTDB73pptuYnPmzGEVFRXMzc2NZWZmsgMHDrARI0aw/fv3GzyuJkpLS9lTTz0lP1nrwy+//MKSkpLYN998w06ePMnOnTun9LBVupubOWou9u3bZ3CQ3tVGtba2lmVlZbE777yTDRo0yKAxL168yD755BP22Wefyf+GKysr2TPPPMOcnJxYYmKiQeMyxtiECRPYI488wjo6OuQ3ysXFxWz8+PHst99+M2hMUzdu5unfv79aO+wlS5awuLg4xhhn2x4SEqL32EFBQezYsWOMMcbc3d3l9RebNm1iY8aMMWi+gYGBZmmSOHHiRDZx4kQmEAjY6NGj5d9PnDiRTZ06lf373/826H271lvwFuc8xgRO8fHx8obFigHZ0qVLjQr8vb295X9fpsRc5/WZM2eyIUOGsNOnT8v3nT59mg0dOpTNmjWLMcbY5s2bWXJystE/gylwdnY2SwsLc12PH3jgAVZfX6+yv7GxkT3wwAMGjztmzBg2ffp0pf+PiooKNn36dDZu3DjGGGM7d+5k/fv3N/g9egpCoVBpgYWnqqrK4PODOc6/umBonXRYWBjbs2cPY4yb76VLlxhjjK1bt47NmDHD6Hk5OTmxjIwMlf0XLlww6N7P0lDgZAW2bt3KRo8ezVxcXJivry+bPHky27dvHztz5ozBY3ZdTeUpLy9ndnZ2Bo/r6+srv7H38PBg2dnZjDGuR1BqaqpBY16/fp3dfffdzM/PjwUHB7PVq1cziUTCli5dypydndmwYcPkNyH6oKnXiSnMIRgzX9+IoKAgpZVvnl9//dUsWZzMzEy9V3x51BkYCAQCFh4ezg4fPqz3eFu2bGEODg7y31dMTAzbvXs38/PzYxMnTmRbtmwxaJ48np6e8r9ZT09PlpmZyRjj+sDEx8cbNKaLi4t85TEoKEheSJyfn888PDwMnuumTZuYg4MDGzhwIHvooYfYww8/zAYNGsQcHR3ln8P//vc/tnjxYr3Hdnd3Z4WFhYwxxiIiItjBgwcZY4ZnsBhj7K233mJPPfWUQa/VBVOvVgsEAjZz5kw2d+5cNnfuXGZnZ8emTp0q/37mzJkGnyfMVaz+zDPPyHtOmRJznNcZ4xa+brzxRiYQCJiDgwNzcHBgQqGQTZkyhZWVlTHGGNu9ezfbsWOH3mOb4/w7ePBgduTIEYNfrwlzXY813dRXVlYykUhk8LjZ2dksPj6eOTg4sJiYGHlfs4SEBPlN/h9//MHWrVun99jHjx9nL7zwArvzzjvl/2v8w1C6Loryj/Pnz7Pc3FzW2tpq8NjmMLQwx/lXG83NzWzRokXyRTd9cHV1lZ/PQkND5UFfQUGBwfcOigwaNIjt2rVLZf+uXbtsZlGlO2y/CqsXMmvWLMyaNQsAUFtbix9++AHPPPMMzp07p7d29Pz58/LtzMxMlJWVyb+XSCRIT09HaGiowXOVSCRwc3MDwNUIXLt2DfHx8YiIiEBOTo5BY7788svYv38/5s+fj/T0dCxevBjp6elobW3F9u3bDbbmLCwsNOh1uqDYN2LTpk0qfSOM4bHHHsMNN9yAw4cPy22Wf/75Zzz44IP49ttvDR5X8W8D4GqnSktLsWrVKgwaNMigMffs2aP0PW8jGhsba1BR58qVK7Fw4UKsXLkSn3/+OZ5//nksXLgQv/32m1G9sXjs7e3ldSGBgYEoLi5GYmIiPD09ddLqq6Nfv34oLS1FeHg4YmNj8ffff2PIkCE4ceKEUvG6vsyePRs5OTlYu3YtcnNzwRjDjBkz8OeffyIyMhIA97diCPHx8cjJyUFkZCRSU1Px2WefITIyEmvXrjXY2vv48ePYvXs3tm7digEDBqjUhxjau4jH1N3ju1ro3nvvvSrH3H///QaNba5idYlEgnfffRc7duzAwIEDTWbAYY7zOsB9Djt37kR2drb8bzghIUGp7pSvf9EHc51/V61aheeeew4rV65Ua76hbxG8ua7H9fX1YNxCNxoaGuDk5KQ07rZt21RMVPQhPj4eWVlZ2LFjh9LvbcqUKfJaWUNMUzZs2ID7778fU6dOxc6dOzF16lRcunQJZWVlmDt3rsHzTU1N7dYMwd7eHnfeeSc+++wzpc+qO8xpaGGO868i2uqk9SU6OhqXL19GREQEkpKS8Msvv2DEiBHYsmULvLy8jJ7vW2+9haeffhrLly+X9908evQoXn/9dbzzzjtKrTlMYURhcqwXs/Vtdu3axe655x7m7OzMEhIS2CuvvKIkb9AVxQyAuoyLi4sL++qrrwye59ixY+VysXnz5rHp06ezgwcPsvvvv58NGDDAoDHDw8PltUj5+flMIBCwRYsWGTxHS2AuKQ7P008/zZKSklh1dTX74YcfmLOzM/v111+NGlOTxeyoUaNYVlaWQWPu27dPSVvOIxaL2b59+/Qez9PTU76iKRaLmUgkYtu2bTNobuqYMmUK++GHHxhjjD366KNsxIgRbP369WzatGlsxIgRBo25ZMkSeRZg48aNzM7OTr5Cq05qZwusX79eXo90+vRp5u/vz4RCIXNycmIbNmwwaMwFCxZ0+zCWxsZG9uqrr7JRo0axmJgYFhUVpfSwJf6fvTuPqyn//wD+um2USiGFaCWiZEuGNmtkyxgzGOsMxlayG7KHsSU7g7Hvk6xjq5TCCKmUNSVDCSGVpeX9+6Nf59utpHvuPd1783k+Hj0ec+/N+77nVOeez/l8Pu/3L7/8QvPnzyciok2bNpGmpiZ17tyZ9PT0aOTIkbzjFl2mWPxLmiVfQpzXhSTU+bf43i5pW1gI9Xn8tVYFqqqqtHjxYonjCs3GxobWr19PRP/7ueXn59OoUaNo7ty5vOMGBgaSlZUVbdu2jWJiYig6Opq2bdtGTZo0oYMHD9LevXvJ2NiYpkyZUu6YQi0RJhLm/FtU8f150u6TXr16NbdfNzg4mDQ1NbnZ4zVr1kidb/FVQaXts5TVSiEhsKp6Fei///7Dzp07sWPHDmRlZWHAgAHYvHkzoqOjYW1tzSvmkydPQERcF/GiFag0NDRQu3ZtiZsNFlVWFZ9Dhw6hY8eOEsdUV1fHkydPULduXQAF1fCuX7+OZs2a8c6zKFlXigKEaYpX3JAhQ/Dvv//i2bNn2L9/P/r06SNVvCdPnog9LpwdKu8duNLIuqFh0SqLAKCjo4Pbt2/LrOGn0NUmAekbNxf19u1bXL9+HWlpacjPzxd7je9sSGmys7Nx7949NGjQQKqKkEIaOHAgQkNDMWTIENSpU6fEHWYvLy85ZVaSEJW4hCTEeR0ouDO/c+dOBAUFlfo7zLfSolDnX1k3JhXq8zg0NBREhI4dO+Lvv/9GjRo1xOKamJhwn6d8BQUFffHntmPHDl4xq1Wrhri4OJiamqJWrVoICQmBjY0N7t69i44dO5arsmJp7O3tsWjRInTr1k3s+XPnzsHHxwfXr19HYGAgpkyZgoSEBIlijxgxAv7+/oLOdCjD+beo5ORk3LhxAxYWFrxXqxT1tb+7ohStOTAAsKV6FaRHjx4IDw9Hz549sW7dOri5uUFVVRWbN2+WKm5h74niJzpZKXpiMjc3R3x8PNLT00tMDUsiPz9fbEmEqqoqqlWrJnWujx8/hoeHB2JjYyESibglMoV5SlNCU9ZLcUrrYdW3b1+EhoZi4MCBEIlE3PfwvRgXolcLEZX6c3/9+jXvn2HRJS1EhPv375coNc23z0VhqWkAMDAwwJkzZ7jHfEv/F+fg4MAtN5DGyZMnMXjwYGRlZUFHR6dE6WlpBk579+4VW5qmpaWFli1bAgCmTZuGFStW8E9cIP/88w9Onz6N9u3byzuVr1JRUREr/z9gwIASZeUViRDndaBgMLtz5064u7ujWbNmMumlBwi3FFLWF2VCfR4X5pmYmIgGDRrI7LgWWrBgARYuXIjWrVuXepOCrxo1auD9+/cAgHr16uHOnTuwsbHB27dvkZ2dzTtubGxsqZ9vJiYmiI2NBVCwnI/PwEzWS4RLU/T8y1fxpfhlkbZPVIMGDdCgQQOpYhSliIMhSbCBUwU5f/48PD09MXbsWN69C0qze/fuUp+vXr06rKys0LhxY5m9V6Gid7v4ICKxZoYfP37Eb7/9VuLCW9I9El5eXjAzM8PFixe5O36vX7/GlClTpGouDMi+KV5Z68V37NjB3eHj08+qqKCgIPj5+XFN5ho3boxJkyahc+fOEsURshFlp06dxC5+evbsyb1X4UCN7zEYP348NmzYUOL5rKwsuLu78+o79fr1a9SsWRMA8PTpU/z555/48OEDevfuDUdHR155AsCUKVMwcuRILFmyRGx9vSxMmDABenp63LEt5O3tjYMHD5Z74NSyZUsEBQVBX18fLVq0KPMCi2/vokL6+vpSn2vkISsrC4cOHcKHDx/QtWtXic/3/fr1w86dO6Grq/vVc4u0+8iKksWxPnjwIA4fPowePXrIIKP/keX5NyYmBs2aNYOKispXLz4lveAU6vO4aDPzoisJqlevDktLS6lvPG7evBk7d+7EkCFDpIpTnKOjIy5cuAAbGxsMGDAAXl5eCA4OxoULF3j3nAKAxo0bY9myZdi6dSs3m5uTk4Nly5Zxx/jZs2cwNDSUOHZWVhaWLVv2xdk3SXunPXz4EDExMWjZsiXMzMxw+vRp/PHHH/jw4QP69u2L33//nddAtXCf19duHEj6+fn+/Xs8ePAAVlZW0NbWxq1bt7BmzRou38GDB0uc65cI1RBYaGzgVEEuX76MHTt2oHXr1mjcuDGGDBmCH3/8Ueq4X1qukpmZifz8fPTo0QP79++Hjo6OxLFDQkJw69YtODg4oH379tiyZQt8fX25P6C1a9eKNSQsr/Js0ubj6tWrCA4OhoGBAXcHuEOHDli6dCk8PT0RFRXFO/bWrVu5E+hvv/2GGjVqIDw8HL169cJvv/0mcTyhZgiLWr9+Pby9vdG/f3/u9+TatWvo0aMHVq9ejQkTJpQ7VvXq1QEUDHp1dHRKNKJ0cHDAqFGjJM5RyIIeQMENizlz5mDx4sXcc5mZmejevbvEsWJjY9GrVy88ffoUDRs2xMGDB+Hm5oasrCyoqKjAz88PR48e5bWJGij4oPf09JT5oAkouKD96aefcOLECa7oxsSJExEQEFCi4EdZ+vTpww2a+f5/lteiRYswd+5c7Nq1S5BjIgvJyckYMmQId57cvn07unTpgocPHwIoaHj+zz//SFTopHr16tyFVOHfnSwJdV4HCs4FlpaWMs5YtudfOzs7bnlwWReffG7YCPV57OLi8sXXVFVVMXbsWKxatapEcYvy+vz5M+8bX2VZv349Pn78CACYNWsW1NXVER4ejn79+sHHx4d33A0bNqB3794wNjaGra0tRCIRYmJikJeXh1OnTgEoGOCMGzdO4ti//vprmUuEJXHs2DEMGDAAKioqEIlE2Lp1K0aPHg1XV1fo6upi/vz5UFNTw4wZMySOLcRnZ1hYGHr27InMzEzo6+vjwIED6N+/P+rVqwdVVVUEBAQgOzub12d9UUI3BBZcxW+r+rZlZWXR9u3bqX379qSurs5ttiutN4M08vLy6Pr162RrayvRBslCW7duJVVVVbKwsKAqVarQkiVLqFq1avTbb7/RuHHjSFdXV+E2wuvp6XGbhs3NzSk4OJiICnoZCFXyU5HVrVuX1q1bV+L59evXU506dXjFFLIRsBAeP35MdevWpdWrVxMRUUZGBrVr144cHR0l/v9wc3Ojnj170uXLl2nMmDFUr149GjFiBOXl5VFeXh6NGzeO2rZtyztXDw8POnToEO9//zUHDhwgfX19ioyMpLFjx1LdunW5whyS+FIvGVmzs7MjHR0d0tbWpmbNmsm0BYCs/PDDD+Tg4EB79uyh3r17U+PGjcnd3Z1SU1MpLS2N+vfvz6uIw4IFCygrK0vm+Qp9Xl+5ciWNGzdO6oasQkpKSuLyS0pKKvNLVqT9PC7ezLzwKykpiQ4fPkwmJiZSla2fPn06LVy4kPe/l4f379/Tpk2byNvbmyZNmkSbN2+WyXmpevXqXLlwabVq1Yp+//13ys/Ppx07dpCmpib5+flxr2/ZsoUaN24sk/eSBUdHRxo5ciQ9ffqUFi5cSHp6ejRr1izu9UWLFvHu11iUvBoCyworDiFH9+/fx/bt27Fnzx68ffsWXbp0KXXvizQuXryI8ePHS1xitlmzZhgzZgwmTpyIs2fPolevXti2bRs3W3TkyBHMmjULjx49kmm+0nB0dMSUKVPQt29fDBo0CG/evMGcOXOwdetW3Lx5E3fu3JEoXkWtIV67dm2pz4tEIlStWhWWlpZwcnKSeFOxjo4OoqKiStwBfvjwIVq0aIHMzEzeOSuTO3fuwMXFBT4+Pjh48CCqVKmC06dPS7y8pVatWggODoatrS0yMzOhq6uL69evc/uo7t27BwcHB7x9+5ZXntu3b8fChQsxYsSIUksjS1t4AgA2bdoEb29vGBgYICQkhNfswJcKhMjaggULynx93rx5gr5/eRgZGeHEiROwt7dHeno6atWqhYiICLRr1w4AEB0djU6dOuHVq1cSxRXqGAt9Xvfw8EBISAhq1KghdYl6Ic+/FfU7XBzfz+OvOX78OH7//XfExcXx+vdeXl7YvXs3bG1tpS57X7SU9NcoYqlpMzMznDlzBk2aNJE6VtFiR/n5+dDQ0MDt27e5QlhJSUmwtraWar9XUdIWxtLT08O1a9fQuHFjfP78GZqamrh16xZXEOLRo0do0aIFt2+Nrzp16uD48eOwt7eHrq4ubty4gUaNGuHEiRNYvnw5wsPDpYovNDZwUgB5eXk4efIkduzYIfOBU1JSEpo2bVpis/3XFK1iBBQswYiOjuZOJsnJyWjYsCE+ffok03ylUbRSVEJCAnr16sVVijp48KDEa6oLp9e/9ici7T4kMzMzvHz5EtnZ2dDX1wcR4e3bt9DS0oK2tjbS0tJgbm6OkJAQ1K9fv9xxBw8eDDs7O0ybNk3s+ZUrV+LmzZs4cOBAueJU5L4WoVy7dg2dO3dG27ZtcerUKV5LkUqrABgdHQ1zc3MAwIsXL1C3bl3evwtFiwsUx+d3rLAvSXFHjx5FixYtxCoXSnJhVPw4fMtUVVXx/Plzbi+FtrY2YmJipP6dEOoYC31eHzFiRJmvS7LxXsjzr7x+h/l+HpcnbrNmzXjfDCurt5ZIJJKoGmLhz60sJOXe1S9dJxW92WhmZsYr9t69e3H8+HGZLBEW+jOjkKwKY1VUvrq6uoiJiYGpqSlMTU2xb98+tG/fHomJiWjatKnMBpJCYXucFICqqir69u0ryJ6BhIQEGBsbS/zvPn78KHZxWaVKFbGCAFWqVEFubq5McpSVopWiLCwspK4UJfT+m0JLlizB1q1bsW3bNu5i9tGjRxgzZgxGjx6N9u3b46effuI2RJdXkyZN4Ovri0uXLnF3wK9du4aIiAhMmTJFbKbL09Pzi3Eqcl+LLHxpcFelShU8f/5crEqbpAO94nFlWd1K1vvevrSnz8LCAhkZGdzrfP4fZF3VS1lRsSqTsjwuQhxjoc/rsqxIVlHn34rE9/P4a54/fy7VIFCSfY4VGetL+vbtW+qgumhBoQ4dOiAwMBD6+voSxV61ahUSEhJgaGgIU1PTErNvknxmiESiEucHIf6uZVUYq6LyFbohsNDYwKmSIiJERUVhypQp6NWrl8T/XiQScR3KC09EmZmZ3DS8JNPxQitPVSU1NTUYGRmhS5cu5T4eQpTzLs2cOXPw999/i80AWFpaYuXKlfj+++/x+PFjLF++HN9//71Ecbdv3w59fX3Ex8cjPj6ee15PTw/bt2/nHotEojIHTkWXRCnC8qivEXJwV1Y1SFnOvn78+FGqfluAsBcwjRo1+uoHanp6ulTvkZeXBz8/Pxw+fLjU5SfSxpeVuXPncnemP3/+DF9fX66ogzR3Tjt16sT1hfoSPgN/oc/rubm5uHTpEhISEjBo0CDo6Ojg+fPn0NXVhba2drnjCH3+PXfu3FeLb8hieSwg/edxWdLS0jBnzhzevbeKevToERISEuDk5ARNTc0vtp8oS0WUmr5w4QJmz54NX19f2NvbAwCuX7+OOXPmwMfHB9WrV8eYMWMwdepUsc+68pDl5wcRiZ0rMzMz0aJFC251gawWfMmqMBYRiZ13srOz0atXL65yoaxulk+aNIkrFT9v3jx069YN+/btg4aGBnbu3CmT9xASW6qn5L40m5KZmYm8vDy4ubnh0KFDEn1gASWn24ufQKWdapelry0PAQru5qelpSE0NBRTp07FwoULJX6fPXv2YPPmzUhMTMTVq1dhYmKCNWvWwMzMTKpmtVpaWggLCxPrOQQAkZGRcHZ2RnZ2ttRLMRjplef3DOB/1z0vLw9LlizB5s2b8eLFCzx48ADm5ubw8fGBqakpfvnlF15xZU1FRQVr1qz56kVn8eqZkpo7dy62bduGyZMnw8fHB7Nnz0ZSUhICAwMxd+7cMgf7FcXFxaVcF5aSDmJVVFQwZcqUr563Jb2RIfR5/cmTJ3Bzc0NycjI+ffrE/Q5PmjQJHz9+lKpvoSzPv2Utiy3E5zgI9Xn8pVn0d+/e4b///kOTJk1w/vx53rNOr1+/xoABAxASEgKRSISHDx/C3Nwcv/zyC/T09LBq1SpecYGCisJbtmzB48ePceTIEdSrVw979uyBmZkZOnTowCtms2bNsHXr1hKVACMiIjB69GjExcXh4sWLGDlyJJKTk3nnLq1du3aV6/ukPVfq6+vj5s2bMDc3h4WFBbZt2wZXV1ckJCTAxsam3DdwvravtBDfG6jZ2dmYNm0aAgMDkZOTg86dO2Pt2rXQ0tJSqobAbMZJya1Zs6bU53V1ddG4cWPeGxwrYrpdViS5UD19+jTGjh0r8cBp06ZNmDt3LiZNmgRfX1/uA1VPTw9r1qyRauDk6uqKMWPGYNu2bWjRogWAgmVWY8eO5e4ixsbG8l6zLS1JljrynQV48eIFpk6dyvXOKH4/RxEG6EI3RvT19cWuXbuwfPlysXKvNjY28PPzk3rgFBkZiSNHjpQ6eyNpP6CffvpJ8P0h+/btw59//gl3d3csWLAAAwcOhIWFBWxtbXHt2jWFGDjx6QNWXtOmTZP5MRb6vO7l5YXWrVsjOjqa63UGFBSN+PXXX3nHFeL8K8QeJ6E+j780C1IYt2vXrhIXDyrK29sb6urqSE5OFsvxxx9/hLe3N++B099//40hQ4Zg8ODBuHXrFjcr//79eyxZskSsIbkkEhISSi0soaury/VZatiwocRFWYq6efMm1//Q2tqa+2yWhLQDovJq1qwZt7eybdu2WL58OTQ0NLB161Zuf1J5CL2iZN68edi5cycGDx4MTU1N7N+/H2PHjsWRI0ekbghcoSqoeh/DKIQ3b96Qh4eHxP+uSZMmdOzYMSIi0tbW5sqex8bGUs2aNaXKKSUlhTp37kwikYg0NDRIQ0ODVFRUqEuXLpSamkpERMHBwXTu3DmJ4ubn59Phw4dp7Nix9P3335OHh4fYV3nt3Lmz3F98ubm5kbW1NW3cuJGOHTtGgYGBYl985ebm0ooVK6hNmzZkaGhI+vr6Yl+KxMLCgi5evEhE4r9jd+/eJT09PaliHzhwgNTV1cnd3Z00NDSoZ8+eZGVlRdWrV6fhw4dLFEtFRYVevHghVT7loaWlRU+ePCEiIiMjI7p58yYRESUkJJCurq7g7y9PFXWMZa1mzZp07949IhL/HU5MTJSqJYSsz7/KenyFYmhoSLdv3yYi8eP7+PFjqlatGu+4dnZ2tGvXrhJxo6KiyNDQkHfc9u3bk5ubG6WlpXHPpaWlkZubGzk6OhIR0YULF6hhw4YSx37x4gW5urqSSCQifX190tPTI5FIRB07dhR7P0Vy9uxZ+vvvv4mo4PzYpEkTEolEVKtWLe4zRRGYm5vTgQMHuMf//vsvqampUW5urhyzkhybcWK+KXp6ehLfXQcKNiqXdsepSpUqUldIMjIywoULF3Dv3j08ePAARITGjRvDysqK+56yqh59iZeXF7Zu3QpXV1cYGhry3uRZEXfNwsPDcfnyZdjZ2ck07oIFC8pc7qVInj17Vmp58Pz8fOTk5EgVe8mSJfDz88P48eOho6MDf39/mJmZYcyYMRJvxqUKWt1tbGyMlJQUNGjQAJaWljh//jxatmyJyMhIsYIGlVFFHWNZy8/PL3V2+L///uPVhL2QrM+/ynp8hZKVlVVqBblXr15J9bd2//79Ups/6+rq8m7bABTs3+3Tpw+MjY1Rv359iEQiJCcnw9zcHMePHwdQsDyST5PdiRMnIiMjA3FxcdzsW3x8PIYNGwZPT89yV6OtSEULY5mbm0tdGEsoT58+haOjI/fY3t4eampqeP78uUQVg+WNDZwYphzMzMxw+/btEhuW//nnH1hbW8vkPRo3bozGjRvLJBZQUFY1ICAAPXr0kFlMoGCZxF9//YWEhAT4+/ujdu3aOHv2LOrXr4+mTZvyilm/fn1BLmaUYblXoaZNm+Ly5cslfseOHDnCa5lIUQkJCXB3dwfwv4tNkUgEb29vdOzYsdxr2wHZV//7Eg8PDwQFBaFt27bw8vLCwIEDsX37diQnJ8Pb27tCcpCXxMREGBgYyDsNiXXp0gVr1qzB1q1bAYArPjFv3jypzkOyPv8OGzaMV0uCysrJyQm7d+/GokWLABT83PLz87FixQpeN+0K1alTB48ePYKpqanY8+Hh4RItISvOysoKd+/exblz58RuNnbp0oXbv8a3yMPZs2dx8eJFsSWL1tbW2LBhA7p27co7ZyGMHDmyXN+3Y8cOgTMpn7y8PK7QRCE1NTWFq9D8NWzgxDDlMG3aNIwfPx4fP34EEeH69es4cOAAli5dim3btkkVOy8vDzt37uT29xS/MJWkh0ZR1atXl+rDqTShoaHo3r072rdvj7CwMPj6+qJ27dqIiYnBtm3bJCqXXtSaNWswc+ZMriyprKSmpsLGxgZAQY+dd+/eAQB69uzJ626kEEaOHAl/f3/MmzcPQ4YMwbNnz5Cfn4+AgADcv38fu3fvxqlTp6R6jxo1anBNC+vVq4c7d+7AxsYGb9++VdieGcuWLeP+u3///qhfvz4iIiJgaWkps2pniqqiKnrKSmFDWT8/P7i6usLa2hofP37EoEGD8PDhQ9SqVUuqO/WyPv8KvV9RWZibmyMyMhIrVqyAi4sLbty4gc+fP2P69OmIi4tDeno6IiIieMcfM2YMvLy8sGPHDohEIjx//hxXr17F1KlTpZ7xF4lEcHNzg5ubm1RxisvPzy9RghwA1NXVK+ymUXnt3LkTJiYmaNGihVLMohKRWGVaoGR1WkDyPbcVjVXVY5hy+vPPP7F48WI8ffoUQMEF6Pz586XetD9hwgTs3LkT7u7uqFOnTompdT8/P15xd+3ahbNnz2LHjh0yu7varl07/PDDD5g8ebJYc7zIyEj07dsXz5494xVXX18f2dnZyM3NhZaWVokPLr5FJ6ysrLB79260bdsWjo6OcHd3x8yZM3Ho0CFMnDgRaWlpvOLKUuFFZ+3atXHu3DksWbIEN2/eRH5+Plq2bIm5c+dKfadz0KBBaN26NSZPngxfX1/4+/ujT58+uHDhAlq2bKmQH1SvX7/mCgw8ffoUf/75Jz58+IBevXqVuvyHkZ+ijTM/fPiAAwcO4NatW9zvcOFmcGkIdf79lhX9uaWmpmLTpk1i557x48dL3Vdn9uzZ8PPzw8ePHwEUzHhPnTqVm93iKygo6Is3G6WZYenTpw/evn2LAwcOoG7dugAKllEPHjwY+vr6OHbsmFR5y9K4ceNw8OBBNGjQACNHjsTPP/+MGjVqyDutLxK6Mm1FYQMnhpHQq1evkJ+fL7OKTLVq1cLu3btlvqQuOzsb/fr1Q0REhNSN/Appa2tzFf6KDpySkpLQuHFj7sNRUl8r28p3n9XMmTOhq6uL33//HUePHsXAgQNhamrKLfcqOqshqfj4+FIr1Ek6G1K8W7sQ0tPT8fHjR9StWxf5+flYuXIlwsPDYWlpCR8fH4mbRAopNjYWvXr1wtOnT9GwYUMcPHgQbm5uyMrKgoqKCrKysnD06FGFbMacnZ1d6u+Era2tnDKqGBXxO1xI1uffb1lF/dyys7MRHx+P/Px8WFtbS1yOvbgFCxZg4cKFaN26dak3G6UZ3Dx9+hR9+vTBnTt3xPZP2djY4Pjx4+VuYDx58mQsWrQI1apVw+TJk8v83tWrV/PO99OnTwgICMCOHTtw5coVuLu745dffkHXrl2l2t+UlZWF0NDQUs9nirTEXR7YwKkSkWW54YqIq8xCQ0ORnZ0NBwcHqS8669ati0uXLqFRo0Yyyq5AYV+O/v37l1ocgk/pUWNjYxw+fBjfffed2MDp2LFjmDp1KhISEmSVviCuXbuGK1euSLXc6/Hjx/Dw8EBsbKxY9/rC4ytp6XQVFRW8ePFCKfe0CKF79+5QU1PDjBkzsHfvXpw6dQpdu3bllmRNnDgRN2/exLVr1+Sc6f+8fPkSI0aMwD///FPq64pQTr+orKwsLFu27It37AtLOpeXiooKdu3aVWENZWV5/hWCLI+vkBfgKioqCA4O/uoshawG/k+ePEFWVhYaN25crl5aX1KnTh0sX74cQ4YMkUlepSks2EREsLa2RufOnSX6966urjh27Bj09PTK3CcmEol4L8cv7smTJ9i5cyd2796NnJwcxMfH8xqkRkVFoUePHsjOzkZWVhZq1KiBV69eQUtLC7Vr15b4/FDZsD1OlcTBgwcxdOhQdO3aFRcuXEDXrl3x8OFDpKamwsPDQ+HiKosVK1YgMzOT2zxPROjevTvOnz8PAKhduzaCgoJ4F0UAgClTpsDf3x/r16+XaQWc06dP49y5c7ybDJZm0KBBmDFjBo4cOcJtII6IiMDUqVMxdOhQmbzHhw8fSlSRK61nBx8ODg5wcHCQKoaXlxfMzMxw8eJFmJub4/r163j9+jWmTJmClStX8opZtLv8l/BdrggUNGodOXIkfvjhB5lvipfVzFuhyMhIBAcHw9bWFnZ2dti6dSvGjRvHXWhNnDhR6p+hrE2aNAlv3rzBtWvXuAumFy9eYPHixVI1Dy0k65msX3/9FaGhoRgyZEipd+z5+NqsMJ+GshVx/hWCLI9vVFQUdz6Mior64vfxfY9OnTqVuT+Gz89t165dePPmDSZNmsQ9N3r0aGzfvh1AwRLqc+fO8a6k9vnz5xLNb2UhNzcXVatWxe3bt9GlSxd06dKFd6yiPdMqqi+mSCTibuZJsx/L29sbvXr1wqZNm6Cnp4dr165BXV0dP//8M7y8vGSYsZKqyNrnjHBsbGxo/fr1RPS/fgn5+fk0atQomjt3rsLFVRYtWrSggwcPco8PHz5MmpqaFB4eTq9fvyZ3d3f64YcfpHqPvn37UvXq1cnMzIx69uzJu99ScVZWVhQdHS1VbsV9/vyZBg0aRCoqKiQSiUhdXZ1UVFTo559/lqoXQ2ZmJo0fP54MDAxIRUWlxJekjh8//tWv06dP082bN+nTp08Sxa5ZsyZ3XHV1dbm+NUFBQWRnZydxriKRiPz9/QXrkUVENHnyZDI0NCRdXV369ddf6erVq1LFIyroF2Jra0sikYj7fSj8bz4/s0IikUisx07R/i9ERKmpqVLFF4KRkRH9+++/RESko6ND9+/fJ6KC38P27dvzjpuWlkbu7u6l/k1IcwyqV69O4eHhvP99ccV/ZrIi9Pk3MzOT5syZQ+3atSMLCwsyMzMT++JL1sdXKCKRiCIjIykpKanML0k5ODjQjh07uMf//PMPqamp0d69e+nmzZvUrl07+uWXX3jnPX36dFq4cCHvf18Wc3NzrqeVUN69e0fHjh2ju3fvSh3r48ePtH//furcuTNVrVqV+vfvT6dPn6a8vDzeMatXr859rlWvXp3i4+OJiOjatWtkZWUldc7Kjg2cKgktLS1KTEwkooILu5iYGCIiio+PJyMjI4WLqyz09PS4kwYR0fDhw+nnn3/mHl+9epWMjY2leo/hw4eX+cXXqVOnqFu3btzPT5YSEhLoyJEjdOjQIXrw4IHU8caNG0dNmjShI0eOkKamJu3YsYMWLVpExsbGtHfvXonjFV7El+erTp06FBYWVu7Yenp63IW8ubk5BQcHExHRo0ePeDX5FOqis7jc3FwKDAykPn36kLq6OjVp0oRWrFjBNVmWVM+ePalPnz6UlpZG2traFB8fT5cvXyZ7e3uJjmdxIpFIrNGktrY2PX78mHusiAMnHR0d7u/MxMSEu2h+/PixVI1fBw0aRN999x1dv36dqlWrRufPn6c9e/aQlZUVnTp1indcU1NTsfOatIRqKCv0+fenn36iOnXq0PTp08nPz4/WrFkj9sWXrI/vl0h7AS7UuadGjRrctQIR0W+//Ub9+vXjHoeEhJCpqSnv+J6enqSnp0dOTk40YcIE8vb2FvuSxo4dO6h79+70+vVrqeIU9cMPP9C6deuIiCg7O5saNmxI6urqpKamRkePHuUdd+zYsaSvr0/NmzenNWvW0KtXr2SSb61atbibP40aNaKzZ88SUUEzdmnOZ5UFGzhVEsbGxtyJytbWlvbv309ERFeuXCFdXV2Fi6ssqlWrJna328rKijZu3Mg9fvLkCVWtWlUeqX2Vnp4eaWhokIqKCmlra5O+vr7YlyKpX78+hYSEEFHBRejDhw+JiGj37t3UvXt3Qd4zPz+fUlJSaPz48dSiRYty/7sOHTrQsWPHiIho4MCB5ObmRuHh4TR06FBq2rSpxHkIddFZlrS0NFq0aBFVrVqV1NXVqU+fPhQUFCRRDFnPvBUSiUTUo0cPbsZVTU2Nunbtyj3u0aOHwg2cWrduzV1c9OnTh4YMGUL//fcfTZ8+nczNzXnHFWoma8+ePdS/f3/KysriHaMooS7AhT7/CjUzJOvjW0jWF+BC/dw0NTXFZqpsbW3FBqLS/txcXFy++OXq6ipV7nZ2dqStrU1VqlShRo0aUYsWLcS++DA0NORmsfbt20eWlpaUlZVFGzdulPpcaWJiQn379i2xUkWaVStdunShffv2ERHRmDFjyN7envbu3UvdunUje3t73vlWFmyPUyXh6OiICxcuwMbGBgMGDICXlxeCg4Nx4cIFdOrUSeHiKgtLS0uEhYXB3NwcycnJePDgAZydnbnX//vvP65ksjRyc3Nx6dIlJCQkYNCgQdDR0cHz58+hq6vLuwLRmjVrpM6rqIcPHyImJgYtW7aEmZkZTp8+jT/++AMfPnxA37598fvvv/NeZ5+eng4zMzMABfuZCvfzdOjQAWPHjpXZ/0NRIpEIRkZGmDp1qkSNh+fMmYOsrCwAwOLFi9GzZ084OjqiZs2aOHTokMR5UAXX57l+/Tr++usvHDhwALVr18bw4cORkpKCXr16YezYseXep5WXl8f9btaqVQvPnz+HlZUVTExMcP/+fd75Fd8r8/PPP5f4Hlntp5OVSZMmISUlBUBB0ZVu3bph37590NDQwM6dO3nHzcrK4iqe1ahRAy9fvkSjRo1gY2PDqypmoVWrViEhIQGGhoYyqbgpVENZoc+/+vr6gpRvlvXxLRQWFobZs2cDKKgcR0R4+/Ytdu3ahcWLF+P777+XKJ6zs3OJhqSyYGJigps3b8LExASvXr1CXFyc2F7b1NTUrxYSKYuQe4aEqNb57t077vfs7Nmz+P7776GlpQV3d3dMmzaNd9yhQ4fKdF90oSVLlnB9/xYtWoRhw4Zh7NixsLS0VPhS4RWBDZwqifXr13OloGfNmgV1dXWEh4ejX79+UjX6FCqushg7diwmTJiAy5cv49q1a2jXrp1Yp/rg4GC0aNFCqvd48uQJ3NzckJycjE+fPqFLly7Q0dHB8uXL8fHjR2zevJlXXL4lvEtz7NgxDBgwACoqKhCJRNi6dStGjx4NV1dX6OrqYv78+VwlND4KS5qbmJjA2toahw8fhr29PU6ePAk9PT2Z/X+UxtTUFC9evCj393fr1o37b3Nzc8THxyM9PR36+vq8PsQqoqliWloa9uzZg7/++gsPHz5Er169cPDgQXTr1o3LecCAAejbt2+5B07NmjVDTEwMzM3N0bZtWyxfvhwaGhrYunWrVI2XlfGDefDgwdx/t2jRAklJSbh37x4aNGiAWrVq8Y5rZWWF+/fvw9TUFHZ2dlyD6M2bN0vVX0fWF4dC/cyEPv8uWrQIc+fOxa5du6ClpSWLlAEIc/ENyP4CXKgByNChQzF+/HjExcUhODgYjRs3RqtWrbjXr1y5gmbNmkn9Po8ePUJCQgKcnJygqakJIpJ6IMGn2uzX1K9fH1evXkWNGjVw9uxZHDx4EADw5s0bVK1alXdcaW7KlKV169bcfxsYGODMmTOCvI/SkvOMFyMDOTk5tHPnTkpJSVGKuMpm27Zt1LdvX/rtt99KHIuxY8dSQECAVPH79OlDP//8M3369ElsI/ylS5fI0tJSqtiFsrOz6d27d2JfkmjVqhX9/vvvlJ+fTzt27CBNTU3y8/PjXt+yZQs1btyYd36rV68mf39/IiIKDg4mTU1NbpmhNHsNhHD+/HmZL8ERmrq6OjVu3JiWL18utn+oqHfv3pGLi0u5Y549e5b+/vtvIirY89akSRMSiURUq1YtiZf9KbPPnz+TmZkZxcXFyTz23r176a+//iIiolu3bnHFU6pWrSpWNKEyE/L8a2dnRzo6OqStrU3NmjWTybIsITVs2JAOHTpEmZmZZGBgwP2d3b59m2rWrCnn7P4nLy+P5syZQ3Z2duTm5lZiv1f//v1p27ZtvOO/evWKOnbsyBWjKfzMHDlyJE2ePFmq3AvduHGD9uzZQ3v37qVbt25JFWvDhg2kpqZGenp6ZGtryxVuWLt2rUTnXEYxsD5OlYSWlhbu3r0LExMTpYjL/E+tWrUQEREBKyurEk1lra2tkZ2dzStuVlYWZsyYgcOHD+P169clXpekxKyOjg5u374NCwsL5OfnQ0NDA7dv3+buGkqba3HJycm4ceMGLCws0Lx5c5nElBVdXV18+vQJrVq1grOzM1xcXNC+fXupmzoK6fLly3B0dBT8faSZeVNm9erVw8WLF9GkSRNB3yc7O1smM1lMgcIy518ixOyDNDZu3AgvLy9oa2ujQYMGiIqKgoqKCtatW4eAgIAKK3stb0OHDkVaWhq2bduGJk2acJ+Z58+fh7e3N+Li4njHTktLw08//YRLly5BT08PRIR3797B1dUVBw8e5N1v78aNG3j69Cm6dOnCfVacPn0aenp6aN++Pe98hWBmZlbmOZz1cWIqhbZt2yIqKkrmAxyh4jL/k5+fX+og5r///oOOjg7vuNOnT0dISAg2btyIoUOHYsOGDXj27Bm2bNmCZcuWSRQrKyuLy0VFRQWamppiS1s0NTXx6dMn3rkW16BBAzRo0EBm8WTpzZs3uH79OkJDQ3Hp0iVs2LABHz9+RMuWLeHi4iLxsa0IQgyaLly4gPbt24v9HgixX0QZTJw4EX/88Qe2bdsGNTXZfKzm5OTAysoKp06d4panaWlpoWXLllLHzsvLg5+fHw4fPlxqfyhpeoYpE6EGRkId33HjxsHe3p67AC/sbWZubo7FixdLnbeyOH/+PM6dOwdjY2Ox5xs2bIgnT55IFXvixInIyMhAXFwcdyMkPj4ew4YNg6enJw4cOMArbuvWrWFra4vExERYWFhATU0N7u7uUuUqlKL9t4CCc1FUVBTOnj0r1Z6syoINnCqJcePGYcqUKfjvv//QqlUrVKtWTex1vo0ShYrL/E+XLl2wZs0abN26FUBB0YLMzEzMmzcPPXr04B335MmT2L17N9f81NHREZaWljAxMcG+ffvE9mV8TWFjvS89ltbChQvLfH3u3Lkyey9pqaqqol27dmjXrh1mzpyJO3fuYOXKldi3bx8iIyMVcuDUokWLUn9eIpEIVatWhaWlJYYPH15mh/vivv/+e6WbeRPKv//+i6CgIJw/fx42NjYlzpMBAQESx1RXV8enT58Emb1bsGABtm3bhsmTJ8PHxwezZ89GUlISAgMDFepvTVkJeXyV6QJcKFlZWaXuSXv16hWqVKkiVeyzZ8+WmD22trbGhg0b0LVrV14xs7OzMXHiROzatQsA8ODBA5ibm8PT0xN169bFzJkzpcpZ1r7U5HbDhg24ceNGBWejeNhSvUqi8M5TUYUdpPl0/hY6LvM/z58/h6urK1RVVfHw4UO0bt0aDx8+RM2aNXH58mWuqpaktLW1ERcXBxMTExgbGyMgIAD29vZITEyEjY0NMjMzyx1LRUUF1atX5y7i3r59C11dXe73g4iQkZHB+/eh+AbvnJwcJCYmQk1NDRYWFryrUAlx5/fu3bvcbFNoaCjy8vLQoUMHuLi4wNnZWeqlhfHx8aXm2rt3b94xZ82ahU2bNsHGxgb29vYgIty4cQMxMTEYPnw44uPjERQUhICAAPTp06dcMfPy8sRm3q5cuaLwM29CGTFiRJmv8y2esGzZMty7d0+mM1kAYGFhgbVr18Ld3V1sGe7atWtx7do17N+/n1fcrKwsLFu2DEFBQUhLSytR+ETRlvgINTMk1PGV5QX45MmTsWjRIlSrVg2TJ08u83tXr17NK1+huLu7o2XLlli0aBF0dHQQExMDExMT/PTTT8jPz8fRo0d5x9bR0cHly5dhZ2cn9nxUVBScnZ2RkZEhcUwvLy9ERERgzZo1cHNz44rqnDhxAvPmzUNUVBTvfCvS48ePYWdnx+sYVCZsxqmSSExMVKq4zP/UrVsXt2/fxoEDB3Dr1i3k5+fjl19+weDBg6Uq8VtWpTpJS8EKXemstA+OjIwMDB8+HB4eHrzjCnHnt2nTpjAwMMCkSZPg4+ODpk2b8s6vqMePH8PDwwOxsbHczQkA3GBVmpsUr169wpQpU0pUwly8eDGePHmC8+fPY968eVi0aFG5B07KOPMmFKH+PoSYyQIKykHb2NgAKLjB8u7dOwBAz549paqW+uuvvyI0NBRDhgxBnTp1FH6vm1AzQ0Id31mzZiE6OhqXLl2Cm5sb93znzp0xb948iQZOUVFRyMnJ4f77SxTpZ2hubo7IyEisWLECLi4uuHHjBj5//ozp06cjLi4O6enpiIiIkOo9OnbsCC8vLxw4cAB169YFADx79gze3t68W7AEBgbi0KFDcHBwEDue1tbWSEhIkCrfinT06NFvdjm2GHlVpWAYpkDRbt9PnjwhHx8fmjp1KoWFhUkVV5kq1X1JbGwsmZiY8P735ubmdOrUKSIi0tbWpkePHhERkb+/Pw0cOJBXTC8vL2rRogVpaGiQvb09TZ8+nc6cOUPv37/nnScRUc+ePalPnz6UlpZG2traFB8fT5cvXyZ7e3upfxd0dXW5psJFPXz4kGtkfffuXdLW1i53zPj4eNq0aRP9+OOPZGRkRAYGBuTh4UH+/v5cs0dGOsOHDy/zi69GjRrRtWvXiKigofPSpUuJiOjgwYNkYGDAO65QDWWFIsT5gUi449ugQQO6evUql29hNbmHDx+Sjo4O77jKomjD3pSUFJo7dy65u7tT9+7dafbs2fT8+XOp3yM5OZlatGhB6urqZG5uThYWFqSmpkYtW7akp0+f8oqpqanJ/ayK/txu377NnX8ViZ2dnVh1STs7OzIyMiJVVVXasmWLvNOTOzbjVIns2bMHmzdvRmJiIq5evQoTExOsWbMGZmZm5b6LXJFxlU1kZCSOHDlS6pIOPnd+Y2Nj0atXLzx9+hQNGzbEwYMH4ebmhqysLKioqMDPzw9Hjx7l3RPE29ub+29XV1fcu3cPN27cgIGBgdL0ynn79i13t5YPIe78FjYWfvv2LS5fvozQ0FDMnTsXsbGxsLOzw7Vr13jFvXr1KoKDg2FgYAAVFRWoqKigQ4cOWLp0KTw9PaVazlG1alVcuXIFlpaWYs9fuXKF6yOSn58v0f4AoWbelNXRo0e/uOSL71JTof5OPTw8EBQUhLZt28LLywsDBw7E9u3bkZycLHbekJRQDWWFWgIo1MyQUMf35cuXpS7dzsrKkunMUEZGBtd/SZLm4EDFLQE0MjL6alVEPurXr49bt27h4sWLuHv3LogI1tbW6Ny5M++Ybdq0wenTpzFx4kQA/5vF+/PPP9GuXTuZ5C1Lxa85VFRUYGBgABcXF4l/HyojNnCqJDZt2oS5c+di0qRJ8PX15Zb16OnpYc2aNbwHOELFVTYHDx7E0KFD0bVrV1y4cAFdu3bFw4cPkZqaynsp2fTp02FjY4O9e/di79696NmzJ3r06IFt27YBKKjus2zZMpk1UyysVBcdHY1du3Zhx44dMokrC2vXrhV7TERISUnBnj17xJakSMrY2BgpKSlo0KABLC0tcf78ebRs2RKRkZFSbyLOz89Hbm4uPn/+jE+fPiEnJwdJSUm84+Xl5XGFFWrVqoXnz5/DysoKJiYmuH//vlS5Tpw4Eb/99htu3ryJNm3aQCQS4fr169i2bRt+//13AMC5c+ckaibq6emJsLAwzJ8/H4GBgXBxcYGLiwscHR2/uQIRa9euxezZszFs2DAcP34cI0aMQEJCAiIjIzF+/Hh5p1dC0WWU/fv3R/369REREQFLS0up9tIJ1VBWqCWAQp0fhDq+Ql2ADxgwAE5OTpgwYQI+fPiA1q1bIykpCUSEgwcP4vvvvy93LKGXAMbHxyM1NbXM7+FTtOrDhw8ICgpCz549AQBBQUFcpdikpCScP38eCxcu5NWwdunSpXBzc0N8fDxyc3Ph7++PuLg4XL16FaGhoRLHE5qileFXOHKe8WJkpEmTJnTs2DEiEp8Kjo2NlaoxnlBxlY2NjQ2tX7+eiP53HPLz82nUqFE0d+5cXjFr1qxJ0dHRRET0/v17EolEFBkZyb1+9+5dql69utS5F3f79m1SUVGReVxpmJqain2Zm5tT27ZtadasWZSRkcE77owZM8jX15eIiI4cOUJqampkaWlJGhoaNGPGDF4xPT09ydbWllRVVcnAwIC+//57WrduHcXGxvLOk6hgSU/h39rAgQPJzc2NwsPDaejQodS0aVOpYhMVNFN1cHAgfX190tfXJwcHB9q3bx/3enZ2Nn348EHiuG/evKETJ07QlClTqHXr1lSlShVq27at1PkqEysrK9q/fz8RiZ8nfXx8aPz48VLFPnLkCP3www/Utm1bmTVoDQ0NpZycnBLP5+TkUGhoKO+4QjWUFWoJoBDnByLhjm9ERATp6OjQb7/9RlWrViUvLy/q3LkzVatWjW7cuME7rqGhIbe8dt++fWRpaUlZWVm0ceNGsrOz4x1X1gob3opEoi9+8f1s27x5M/Xs2ZN7rK2tTW3btiUXFxdycXEhIyMjWr16Ne/cY2JiuHN5kyZNaPDgwRQTE8M7ntByc3PpyJEjtHDhQlq0aBEdPXq01N/pbxGbcaokEhMTS71bXKVKFWRlZSlcXGWTkJDAlXwt/H8XiUTw9vZGx44deS0ZSE9Ph5GREYCCZSLVqlUTW+air6+P9+/fy+Z/QMEJVYREiDu/z549w6hRo+Di4sI1AJaFOXPmcH9TixcvRs+ePeHo6IiaNWvi0KFDUscfPHhwmSXo+RYikfXMmzJKTk7Gd999B6DgOBb+3Q4ZMgQODg5Yv349r7hCzWS5uroiJSWlxLKvwkaffAuRyGp2vDihlgAKNTMk1PH97rvvEBERgZUrV8LCwoKbIbt69Sq35JCPd+/eccf37Nmz+P7776GlpQV3d3eZ9u2RZglgoX///Zd3E9qy7Nu3r8Qyyv3798Pc3BwAsHfvXmzYsIH3UksbGxuuGqKiu3PnDvr06YPU1FRYWVkBKKjgaGBggBMnTkj1u1YpyHvkxshGkyZNKDAwkIjE73j6+/tTy5YtFS6usjE2NubuDtna2nJ3l69cucJ7c6dIJKK0tDTusba2Nj1+/Jh7nJqaKsjMkCLOOAlFqDu/FeX169eUn58vs3g3btygPXv20N69e+nWrVtSxRJq5k0ZmZmZ0c2bN4mIqHXr1rR582YiIjp37hzp6+vzjivUTFbxc0+h+/fvK2SRgT179lD//v0pKytLpnGFOj8o2/Ft2LAhHTp0iDIzM8nAwICCgoKIqOCzQpqVJT/88AOtW7eOiApmtBs2bEjq6uqkpqZGR48elThe0eIQsmZoaEh37tzhHteqVYsSExO5x/fv3+f9WT9o0CDaunUrPXjwQNo0K0Tbtm2pV69elJ6ezj2Xnp5OvXv3JgcHBzlmphjYjFMlMW3aNIwfPx4fP34EEeH69es4cOAAli5dyu2ZUaS4ysbR0REXLlyAjY0NBgwYAC8vLwQHB+PChQu8S5QCwPDhw7m19B8/fsRvv/3GlRwuXF8tqX79+pX5+tu3b3nFLfTff//hxIkTpW6Cl2azr6yLbwDC3fkFZN9v6cKFC2jfvr3Y3hBZ3WVPS0vDTz/9hEuXLkFPTw9ExB2DgwcP8rqDK9TMmzLq2LEjTp48iZYtW+KXX36Bt7c3jh49ihs3bnz177Essp7JKsxFJBKJnXuAgj12MTEx3PspklWrViEhIQGGhoYwNTWFurq62Ot8i2/I+vwg9PEdPHgwt5ewYcOGvOMUN2nSJAwePBja2tpo0KABXFxcAABhYWFSzS6EhYVh9uzZAIBjx46BiPD27Vvs2rULixcvlmjvlNDevXsn1ivt5cuXYq/n5+fz/kzW1tbGqlWrMGbMGBgZGcHZ2ZlrGq6IxRaio6Nx48YN6Ovrc8/p6+vD19cXbdq0kWNmioENnCqJESNGIDc3F9OnT0d2djYGDRqEevXqwd/fHz/99JPCxVU269evx8ePHwEU9NJQV1dHeHg4+vXrx7v60rBhw8Qe//zzzyW+Z+jQoRLH/VqPpurVq/OKCxRsmO3duzfMzMxw//59NGvWjNtE3LJlS14xAWGKbwDgGjUX9/r16xI9ccpLqH5L33//PT59+oRWrVpxH6rt27eXSaGFiRMnIiMjA3FxcWjSpAmAgoHfsGHD4OnpiQMHDkgcU5omk5XN1q1buUpvv/32G2rUqIHw8HD06tULv/32G++4RkZGeP36NUxMTGBiYoJr166hefPmSExM5H7vJFF4biAi6OjoiC3P1NDQgIODA0aNGsU7X6Eaygq1BFDW5wehj69QF+Djxo2Dvb09nj59ii5dunCNzc3NzbF48WLecWW9BNDZ2RkaGhq88ymLsbEx7ty5wy1NKy4mJgbGxsa8Ym/ZsgVAQRXHS5cu4dKlS/D398f48eNRu3ZtpKSk8M5bCFZWVnjx4kWJSqlpaWklKrN+k+Q008UI6OXLl4JMZwsVV9Hl5OTQzp07KSUlRd6pyF2bNm3Ix8eHiP63dOj9+/fUu3dv2rhxI++4si6+4eHhQR4eHqSiokI9evTgHnt4eFDv3r3J1NSUunXrxitXofot5ebm0pUrV2jp0qXUrVs30tHRIXV1dWrbtq1UG9WJCvo4Xb9+vcTz//77r9QFSOLi4uiff/6h48ePi30x0vvll19o/vz5RES0adMm0tTUpM6dO5Oenh6NHDmSd9z58+dTZmamrNLk+Pj4UJ06dWjFihVUtWpVWrRoEf3yyy9Us2ZNrqecIhDy/EAk3PEtlJKSQgcOHKAxY8ZQ48aNSUVFhYyMjKSO++nTJ7p3757MigAItQRQCJ6enmRtbV1qgZzs7GyytrYmT09Pqd4jMzOTzp49SzNnziQHBwfS0NBQqOIbhU6fPk1NmzalI0eO0NOnT+np06d05MgRsrGxodOnT9O7d++4r2+RiIjHbStG4XTs2BEBAQHQ09MTez4jIwN9+/ZFcHCwQsVVNlpaWrh79y5MTEzknYpc6ejo4Pbt27CwsIC+vj7Cw8PRtGlTREdHo0+fPryLAlSrVg1xcXEwNTVFrVq1EBISAhsbG9y9excdO3aU+I7ciBEjAAC7du3CgAEDStz5NTU1xahRo1CrVi2Jc61VqxaCg4Nha2uL6tWr4/r167CyskJwcDCmTJkiVb+lou7cuYOVK1di3759yM/Pl2pZoY6ODi5fvgw7Ozux56OiouDs7IyMjAyJYwo186aMYmJiSn1eJBKhatWqaNCgAa/y1vn5+cjPz+eWEB0+fBjh4eGwtLTEb7/9Jtjdd74sLCywdu1auLu7i50r1q5di2vXrmH//v3yThGAsOeHipCVlYXw8HBu9uLWrVuwtrbmfe7Jzs7GxIkTueIFDx48gLm5OTw9PVG3bl3MnDmTV9yNGzfCy8uLWwIYFRUFFRUVrFu3DgEBAQgJCeEVVwgvXryAnZ0dNDQ0MGHCBDRq1AgikQj37t3D+vXrkZubi6ioKBgaGkoce8aMGQgNDUV0dDSaNWsGJycnODs7w8nJqcS1lSIonHEE/nc+L35+p/+frf2WzvMcuQ7bGJn50qbJFy9ekJqamsLFVTYuLi5cqehvmaGhIcXFxRERkbW1NTezcPv2bapWrRrvuEIU3yAS5s6vnp4et0nf3NycgoODiYjo0aNHpKmpyTtufHw8bdq0iX788UcyMjIiAwMD8vDwIH9/f65UMF+9e/cmJycnevbsGffcf//9R87OztS3b19eMYWaeVNGhWWQv/RVpUoVGjp0KK9y70JITU2ln3/+merUqUOqqqol8uVLS0uLnjx5QkRERkZGXMGMhIQEqf6Oc3NzacWKFdSmTRsyNDTkSuoXfvEl1MyQUMd3+vTp1LZtW6patSq1bt2aJk+eTMePH6c3b95Ila+npye1atWKLl++TNWqVePOb8ePH5d6RiQyMpICAgLo/fv33HOnTp0SpLy8tB4/fkzdunUTK3muoqJC3bp1444JHyKRiGrXrk1Lly6l+Ph4GWYsjEuXLpX761vE9jgpuaJ3Oos3hsvLy8PZs2dRr149hYmrrMaNG4cpU6bgv//+Q6tWrUqsf+fTcE8ZOTg4ICIiAtbW1nB3d8eUKVMQGxuLgIAAODg48I4rVPGNwkZ+L1++xP379yESidCoUSOpytk2a9YMMTExMDc3R9u2bbF8+XJoaGhg69atXOlaPpo2bQoDAwNMmjQJPj4+JdaX83Hy5En06tUL69evR58+fWBqaor69etDJBIhOTmZa8DMx9WrVxEcHAwDAwOoqKhARUUFHTp0wNKlS+Hp6SmzmTdlcOzYMcyYMQPTpk2Dvb09iAiRkZFYtWoV5s2bh9zcXMycORNz5szBypUryx1XqJms4cOHIzk5GT4+PkrRUHbBggXYtm0bJk+eDB8fH8yePRtJSUkIDAzE3LlzeccVqtGnUMd3xYoVMDAwwLx589CnTx9uv6K0AgMDcejQITg4OIjlam1tjYSEBKlit27dGra2tkhMTISFhQXU1NS41h6KxszMDGfPnkV6ejoePXoEALC0tJS6SE9UVBRCQ0Nx6dIlrFq1CqqqqtzeNBcXF5n9HGXF2dlZ3ikoNnmP3BjpFL3TWVozOC0tLdq+fbvCxFVWX2q0J03DPWWUkJDANe3NysqisWPHko2NDXl4eFBSUhLvuK9fv+ZmQ/Ly8uiPP/6gXr16kbe3t1hJVEllZWXRiBEjSFVVlfu5qamp0ciRI3mXNj579iz9/fffRFQwy9SkSRMSiURUq1YtunjxIu9cvby8qEWLFqShoUH29vY0ffp0OnPmjNidWklpaGjQyJEjuRjnz5+ntWvXkr+/P124cIF3XCLhZt6UUZs2bejs2bMlnj979iy1adOGiIiOHTtG5ubmEsUVaiZLW1uboqKiJPo35SFUQ1lzc3M6deoUERXk/ujRIyIqaIsxcOBA3nGFmhkS6vjevn2b/P39ycPDg2rVqkWGhoY0YMAA2rhxo1QzGZqamtzfctGy97dv35ZqpjArK4tGjhxJqqqqpKqqysWdOHEiLV26lHdcZXf79m0aPnw4qampKfT1Q1ZWFt29e5eio6PFvr51bI+Tknvy5AmICObm5rh+/brYnXQNDQ3Url0bqqqqChNXWT158qTM17+VvU+fP3/+4r6KV69eKdyegDFjxuDixYtYv3492rdvDwAIDw+Hp6cnunTpgk2bNsnkfdLT06Gvry+TO8tv377F5cuXERoaitDQUMTGxsLOzg7Xrl2TOFZ0dDRGjBiBN2/eYOfOnTK9k+jo6IgpU6agb9++GDRoEN68eYM5c+Zg69atuHnzJu7cuSOz91J0mpqaiIqKKlHZ7N69e2jRogU+fPiApKQkWFtbIzs7u9xxjx8/Xq6ZrB9//FGimSxra2vs27ev1ObmsvTvv//KpKFstWrVcPfuXTRo0AB16tTB6dOn0bJlSzx+/BgtWrTAu3fveMXt3r07kpOTMWHChFJnhvr06cMrbkUd3+joaKxZswZ79+6Vah+ks7Mz+vfvj4kTJ0JHRwcxMTEwMzPDhAkT8OjRI5w9e5ZXXC8vL0RERGDNmjVwc3PjZupPnDiBefPmSTQrPXnyZCxatAjVqlXD5MmTy/xeadpiCCUqKorbk3b58mVkZGTAzs4Orq6uWLFihbzTE/Py5UuMGDEC//zzT6mvf5P7mopgS/WUXOEFe2EpXEWPq6y+lYHR1wwYMAABAQFim0eBgo21nTp1kuhiWZKCBLq6uuX+3qL+/vtvHD16lOtLAgA9evSApqYmBgwYINHAqTz9eNTU1GBkZIQuXbqgV69efFJGfn4+cnNz8fnzZ3z69Ak5OTm8i240b94c169fx+LFi9GtWzeMHz8ec+bMKXHTg8/xnTNnDrKysgAAixYtQq9eveDo6IiaNWvi4MGDvPJVVo0bN8ayZcuwdetW7sZCTk4Oli1bxg2mnj17JvHGcl9fX/j7+6Nbt27cc7a2tjA2NoaPjw+uX7+OatWqYcqUKRINnNasWYOZM2diy5YtMDU1lSinsoSFheG7777jilm0bdsWbdu2RW5uLsLCwuDk5MQrrlBLAMPDw0stmiItoY4vUPYFOF9Lly6Fm5sb4uPjkZubC39/f8TFxeHq1asIDQ3lHVeWSwCjoqKQk5PD/feXyGpZpCzp6+sjMzMTzZs3h4uLC0aNGgUnJyfen2tCmzRpEt68eYNr167B1dUVx44dw4sXL7B48WKsWrVK3unJHZtxqmRk3ZRT6LjKZM+ePdi8eTMSExNx9epVmJiYYM2aNTAzM+N9Z1LZtG3bFtbW1vjrr7+451JSUtCxY0c0bdpUot4+KioqX/2QIykr92hpaeHmzZsl1pDHxcXB3t6eu/Avj8JKXGXJz89HWloaQkNDMXXqVCxcuLDc8b28vHDp0iXExcWhRo0acHJy4tbAy6LB7Pnz59GjRw+x/j/SHt/iZDnzpkyuXLmC3r17Q0VFBba2thCJRIiJiUFeXh5OnToFBwcH7NmzB6mpqRL1rxFqJktfXx/Z2dnIzc2FlpZWiYayfPstqaqqltpQ9vXr16hduzbv37OZM2dCV1cXv//+O44ePYqBAwfC1NQUycnJ8Pb2xrJly3jFFWpmSKjjW/wC3MXFRWYX4LGxsVi5ciVu3ryJ/Px8tGzZEjNmzJCqAa6Wlhbu3LkDc3Nz6OjoIDo6Gubm5oiOjoaTkxPvmUJlc+rUKYUeKBVXp04dHD9+HPb29tDV1cWNGzfQqFEjnDhxAsuXL0d4eLi8U5QrNnCqJIQqDcxKDhfYtGkT5s6di0mTJsHX15f7MNi5cyd27dqlUGVVhfT69Ws4OTmha9eu8PPzw7Nnz9CxY0c0b94cBw8eLDETVRZJ7mTyXWLWqVMn1KxZE7t370bVqlUBAB8+fMCwYcOQnp6Oixcv8or7NadPn8bYsWORnJxc7n/Tv39/mQ6UigoICMDYsWPRtGlTzJ49m5sRKCTJ8a2omTdlk5mZib179+LBgwcgIjRu3BiDBg2Cjo4O75gtWrRA8+bNS8xkjRo1CtHR0YiKikJERAR+/vlnJCYmljtuYdnpLynenLu8VFRU8OLFixLFVx48eIDWrVvzKntfGlktATx//jxWrVol85khoY6vsl2AC7UEsLiMjAwEBwejcePGUjUCZgro6uoiJiYGpqamMDU1xb59+9C+fXskJiaiadOmEt2kqYzYwKmS6NWrF1RVVfHnn39y+5Jev37NLeFwdHRUqLjKxtraGkuWLEHfvn3F7pzduXMHLi4uePXqlbxTrDD//fcfOnToAA8PD26vwb59+xRyz1tsbCy6d++Ojx8/onnz5hCJRLh9+zaqVq2Kc+fOyaRyXWnevn2LkSNHIiAgQJD4kuQxbtw4nDhxAr6+vvDy8pI6ptAzb8z/CDWTJWuFg+njx4/Dzc1NbPlcXl4eYmJiYGVlxftCufgSwEK5ubm4cuUK7yWAQs0MKZvBgwdzN20aNmwos7hXrlyBm5sbBg8ejJ07d2LMmDFiSwBbtWrFK+6AAQPg5OSECRMm4MOHD2jevDmSkpJARDh48CC+//57mf0/yEpkZCSOHDlS6sodeX9OFNemTRtueXffvn2hq6uLpUuXYu3atTh69KjUlRaVHRs4VRJCNeWsqGafik5TUxP37t2DiYmJ2MDp4cOHsLW1xYcPH+SdYoV6+PAhOnTogC5dumDPnj1SL80KCwsr83W+F0ZAwQzT3r17ce/ePRARrK2tMXjwYLGml4pElsti69atiwYNGmDXrl2wsrKSVYrlxmfmTRmdOHGi1OcLy4ZbWlrCzMyMV2whZrKK+vDhA7d3pJCkMxpCN5QVagmgUDNDRcni+BYlxAX4mDFjEBoaigcPHsDIyAjOzs5cuWxpZ3CEWAJoZGSEc+fOoXnz5ti/fz/mzZuH6Oho7Nq1C1u3blW465KDBw9i6NCh6Nq1Ky5cuICuXbvi4cOHSE1NhYeHh9jSd0Wwb98+fP78GSNGjEBUVBS6deuG169fQ0NDAzt37sSPP/4o7xTlqyJL+DHCEao0MCs5XKBJkyYUGBhIROLlWv39/ally5byTE1wenp6JRpO6uvrU5UqVUhXV1cmjSi/VO5d2rLAe/bs+eJrU6dO5R1XCAkJCWRraytW6r7oceBj0aJFlJubK+NMy+/Nmzfk4eEht/evKMV/ZqW1LHBycpKqtL4sZWZm0vjx48nAwKDUMud8CdVQViQSUVpaWonn79+/Tzo6OjJ/P2kJdXwPHDhA6urq5O7uThoaGtSzZ0+ysrKi6tWr0/Dhw6XOOyUlhQ4cOEBjxoyhxo0bk4qKChkZGUkdV9aqVq1KycnJREQ0ZMgQrtT9kydPpGrELhQbGxtav349Ef3v+iE/P59GjRpFc+fOlXN2X5eVlUU3b96kly9fyjsVhcCq6lUSQjXlFCquspk2bRrGjx+Pjx8/gohw/fp1HDhwAEuXLsW2bdvknZ6g1qxZI/h7vHnzRuxxTk4OoqKi4OPjA19fX95xJ0yYAD09PfTs2VPseW9vbxw8eFChysB6eXnBzMwMFy9eLHVZLB9z5syRcZaS0dPTU7hlKEK4cOECZs+eDV9fX9jb2wMArl+/jjlz5sDHxwfVq1fHmDFjMHXqVGzfvr3ccYWayZo+fTpCQkKwceNGDB06FBs2bMCzZ8+wZcsW3oUWANk3lC1cAigSiTB8+PBSlwB+9913MnkvWc4MCXV8lyxZAj8/P4wfPx46Ojrw9/eHmZkZxowZgzp16vCOW0hHRwf6+vrQ19eHnp4et1eRL6GWANavXx9Xr15FjRo1cPbsWa6K55s3b7i9rIokISGBa/pbpUoVZGVlQSQSwdvbGx07dsSCBQvknGGB7OxsTJs2DYGBgcjJyUHnzp2xdu1a1KpVCy1btpR3eopD3iM3RjaKNuVMSEgQa8oZFBSkcHGV0datW6lBgwbc3WRjY2Patm2bvNOq1EJDQ6Wa0fvnn3+oevXqFBoayj03YcIEqlu3Lt29e1cWKcpMzZo1ueaCurq6dO/ePSIiCgoKIjs7O3mmxnxF06ZNKSIiosTz4eHhZG1tTUREFy5coPr160sUV6iZrPr161NISAgREeno6NDDhw+JiGj37t3UvXt3iWIVJeuGssOHD6fhw4eTSCSiH3/8kXs8fPhwGj16NC1ZskSqu+BCzQwJdXy1tLQoMTGRiArOFzExMUREFB8fL9XM0PTp06lt27ZUtWpVat26NU2ePJmOHz9Ob9684R2TiGj06NFkZWVFIpGI6tSpQz/99BNt2rRJ6nPvhg0bSE1NjfT09MjW1pby8vKIiGjt2rXk4uIiVWwhGBsbcz8rW1tb2r9/PxERXblyRaoGw7I2depU0tLSolGjRtHEiROpVq1a1L9/f3mnpXDYwKkSe/36NeXn5ytNXGXx8uVLevHihbzTkIt3796V+pWRkUGfPn2S+fvFx8dLvfTiwIEDpK+vT5GRkTR27FiqW7cu3b9/X0YZyg5bFqu8qlatSrGxsSWej4mJoapVqxIRUVJSksQ/x4sXL1Lbtm3p4sWLlJGRQRkZGXTx4kVycHCg06dPU3h4ODVt2pRGjhwpUdxq1apRUlISERHVq1eP/v33XyIievz4sVR/b25ubmRtbU0bN26kY8eOUWBgoNgXX0ItARw3bhw1adKEjhw5QpqamrRjxw5atGgRGRsb0969e3nHFer4CnUBLhKJqHbt2rR06VKKj4/nHedLhFgCGBkZSQEBAfT+/XvuuVOnTlF4eLi06crcwIEDadWqVUREtHjxYjIwMKBff/2VTExMFGops7m5OR04cIB7/O+//5Kamppcl3srIjZwYphycHV1LfXu27t378jV1bXiE5KT4nuPin81aNCA5s6dy90BLK/o6Gixr9u3b9M///xDzs7O9N1330md98aNG6lKlSpkbGzM3f1VNB06dKBjx44RUcEHrZubG4WHh9PQoUOpadOm8k2OKVP79u3Jzc1NbB9OWloaubm5kaOjIxEVzDg1bNhQorhCzWTZ2NjQpUuXiIioS5cuNGXKFCIq2LNZr149iWIVpa2tTVFRUbz/fUUTamZIqOMr1AX47du3yd/fnzw8PKhWrVpkaGhIAwYMoI0bN8pkIJWZmUlnz56lmTNnkoODA2loaMhkFv3Tp0907949ysnJkTqWkF6/fk3Pnj0jIqK8vDz6448/qFevXuTt7a0w+x6JiNTV1em///4Te67ofjKmAKuqV0l8/PgR69atQ0hICNLS0pCfny/2+q1btxQqrrJRUVFBampqiapOaWlpqFevXom18ZXV7t27MXv2bAwfPhz29vYgIkRGRmLXrl2YM2cOXr58iZUrV2LatGn4/fffyx23sBlu8dORg4MDduzYIVFlp8mTJ5f6/NGjR9GiRQtYWFhwz61evbrccYV27tw5ZGVloV+/fkhISECvXr1w79491KxZEwcPHkSnTp3knSLzBffv30efPn2QmJiI+vXrQyQSITk5Gebm5jh+/DgaNWqEwMBAvH//HkOGDCl3XE1NTURGRpbo6xUbGwt7e3t8+PABT548QZMmTSTqreLn5wdVVVV4enoiJCQE7u7uyMvLQ25uLlavXs27bL1QDWVfvHiBqVOnIigoCGlpaSXOE3yr6mlrayMuLg4mJiYwNjZGQEAA7O3tkZiYCBsbG2RmZvKKK9TxTU9Px8ePH1G3bl3k5+dj5cqVCA8Ph6WlJXx8fKCvr88rbnHR0dFYs2YN9u7di/z8fN7Hd8aMGQgNDUV0dDSaNWsGJycnODs7w8nJCXp6erzzy87OxsSJE7mqiA8ePIC5uTk8PT1Rt25dzJw5k3fsb5mqqipSU1PF+rAV7b/FFGADp0pi0KBBuHDhAvr37w9DQ8MS5aH5btoVKq6yiImJAQDY2dkhODgYNWrU4F7Ly8vD2bNnsWXLFiQlJckpw4rVqVMnjBkzBgMGDBB7/vDhw9iyZQuCgoKwZ88e+Pr64t69e+WO++TJE7HHKioqMDAw4LXR19XVtVzfJxKJEBwcLHH8ipSeng59fX2py70DBf23Tpw4UWoZY0UaQCorIsK5c+fEyoZ36dJFoqbQxXXo0AE6OjrYvXs3dzHz8uVLDB06FFlZWQgLC8PFixcxbtw4PHjwgPf7JCcn48aNG7CwsEDz5s15xxGqoWz37t2RnJyMCRMmoE6dOiX+Hvr06cMrrq2tLdatWwdnZ2d07doVtra2WLlyJdauXYvly5fjv//+k0X6Mju+QoqKisKlS5dw6dIlXL58GRkZGbCzs4OrqyvvIjqF53Fvb2/06dMHTZo0kUmuXl5eiIiIwJo1a+Dm5sYVsDpx4gTmzZunEOXIJWn2rCgNjVVUVNC9e3exIiwnT55Ex44dUa1aNe65b6HgT1nYwKmSqF69Os6cOYP27dsrRVxlUTgTAqDEXU6g4I7wunXrMHLkyIpOTS60tLQQHR1dokLSw4cP0bx5c2RnZ7Pu4hIqrBxWlsLqVl26dEGvXr0kfo+goCD07t0bZmZmuH//Ppo1a8Y1jGzZsqXCDyC/VULNZAlFqIayOjo6uHz5Muzs7GSQ5f8INTMkSxVxAa6vr4/MzEw0b96cq4Ln5OQk9QV9dHQ0QkNDucGYqqoq1x/KxcWF90DKxMQEhw4dgoODg1hfxUePHqFly5YSHTOhFL12+BIigkgk4j2jJ2vlaW4OQOH6TlU0Vo68kqhXr57MGiJWRFxlkZiYCCLiykMXncLW0NBA7dq1oaqqKscMK5axsTG2b99eoqTu9u3bUb9+fQAFTSn5LBkJCgqCn58f7t69C5FIhMaNG2PSpEno3LmzTHJXVNWrV//q9+Tn5+Phw4fYtm0bpk6dioULF0r0HrNmzcKUKVOwcOFC6Ojo4O+//0bt2rUxePBguLm58U2dKSIoKIhbSlZ8SfOOHTt4xbSyssLdu3fLnMnq27cvr9jXr1/HpUuXSs2X7wykUK0L6tevX+qNK2l5e3tz/+3q6op79+7JbGZIVsdXT09P8AvwPXv2yGSgVFzz5s3RvHlzeHp6AvjfEkBPT0+plgC+fPmyxLJ5AFyZb0UQEhIi7xQk9q0PiMqLzThVEv/88w/Wrl2LzZs3w8TEROHjMsrpxIkT+OGHH9C4cWO0adMGIpEIkZGRuHfvHo4ePYqePXti06ZNePjwoUQXB+vXr4e3tzf69++Pdu3aAQCuXbuGo0ePYvXq1ZgwYQKvfF1dXcv8IFW2mZbTp09j7NixSE5Olujf6ejo4Pbt27CwsIC+vj7Cw8PRtGlTREdHo0+fPt/MUlOhLFiwAAsXLkTr1q1LXUp27NgxOWVWuiVLlmDOnDmwsrIqsQRbEZewCrUEUCiyPL6hoaHl/l5nZ2eJ8qwIQiwBdHZ2Rv/+/TFx4kSxPTgTJkzAo0ePcPbsWRn/XzDM/7AZp0qidevW+PjxI8zNzWW6REKouMoqPj6+1D0ivXv3llNGFat37964f/8+Nm/ezN0B7969OwIDA7kLmrFjx0ocd+nSpfDz8xMbIHl6eqJ9+/bw9fXlPXAqvrQnJycHt2/fxp07dzBs2DBeMeWpffv2aN26tcT/rlq1avj06RMAoG7dukhISEDTpk0BAK9evZJpjt+izZs3Y+fOnYIslxNiJsvf3x87duzA8OHDZZBh6WTZUPbHH39EdnY2LCwsZP45JMTMmyyPb0UNhiIjI3HkyJFSP9/47mkpvgRw1KhRMpnZWrp0Kdzc3BAfH4/c3Fz4+/sjLi4OV69elWigWVHCwsLKfN3JyamCMmFkgQ2cKomBAwfi2bNnWLJkSalFHBQtrrJ5/PgxPDw8EBsbK1b9rfB4KMoa5YpgampaYqmetDIyMkpdMta1a1fMmDGDd1w/P79Sn58/fz7vilnypKenx+sixsHBAREREbC2toa7uzumTJmC2NhYBAQEwMHBQYBMvy2fP3/Gd999J/O4X5vJ4ktFRUWQfatZWVmYMWMGDh8+jNevX5d4ne95UqglgF+bGeJLqOMr1AX4wYMHMXToUHTt2hUXLlxA165d8fDhQ6SmpsLDw4NXTEC4JYDfffcdIiIisHLlSlhYWOD8+fNo2bIlrl69ChsbG5m+lyy4uLiUeK7o79e3dP1QGbClepWElpYWrl69KvOKPULFVTa9evWCqqoq/vzzT26/0+vXrzFlyhSsXLkSjo6O8k6xwrx9+xbXr18v9Q7t0KFDecUcPHgw7OzsMG3aNLHnV65ciZs3b+LAgQO88y3No0ePYG9v/83MmD5+/BiZmZmwtbVFdnY2pk6dypUx9vPzY8twpTRjxgxoa2vDx8dHpnHr1KmD5cuXy3wma/ny5Xj+/LnMByTjx49HSEgIFi5ciKFDh2LDhg149uwZtmzZgmXLlmHw4MEyfT9pGRoa4o8//pD5zJtQx7e0Co2yuAC3tbXFmDFjMH78eK7YgpmZGcaMGYM6depgwYIFvHNmgHfv3ok9zsnJQVRUFHx8fODr68taTSgZNuNUSTRu3BgfPnxQmrjK5urVqwgODoaBgQFUVFSgoqKCDh06YOnSpfD09FSI8qcV4eTJkxg8eDCysrKgo6NT4g4t34FTkyZN4Ovri0uXLontcYqIiMCUKVOwdu1a7nsLNxpL4+rVq7xKnSsrc3Nz7r+1tLSwceNGOWZT+Xz8+BFbt27FxYsXYWtrW2IpGd8lX0LNZE2dOhXu7u6wsLCAtbV1iXz5Ls06efIkdu/eDRcXF4wcORKOjo6wtLSEiYkJ9u3bJ5OBkyyXAAo1MyTU8X3z5o3Y4+IX4HwlJCTA3d0dAFClShWuyIK3tzc6duwo1cBJiCWAgwcP5irzFa/wqohKKwDUpUsXVKlSBd7e3rh586YcsmL4YgOnSmLZsmWYMmUKfH19YWNjU+JEzfeDRai4yiYvLw/a2toAgFq1auH58+ewsrKCiYkJ7t+/L+fsKs6UKVMwcuRILFmyBFpaWjKLu337dujr6yM+Ph7x8fHc83p6eti+fTv3WCQSSTRwKl7qm4iQkpKCGzduyHx2QJHNnj0bLi4uaN++vUx/bkyBmJgYbj/dnTt3xF6TZsnXr7/+iv3798v8d3XixIkICQmBq6sratasKbMlgOnp6VyjTF1dXW5Gt0OHDrz2PhYSagmgt7c3NmzYIPOZIaGOr1AX4DVq1MD79+8BFFTSvXPnDmxsbPD27Vup2koItQRQW1sbq1atwpgxY2BkZARnZ2euzLkkzdLlzcDA4Ju6fqgs2MCpkijcH1J8ylfaMqVCxVU2zZo145rstW3bFsuXL4eGhga2bt0qdje/snv27Bk8PT1lfvGdmJgo03iFil9oqKiowMrKCgsXLkTXrl0FeU9FdPPmTaxbtw6fPn1Cy5Yt4eLiAmdnZ3To0IG7IcDwJ1TpYaFmsnbv3o2///6bm2WQFXNzcyQlJcHExATW1tY4fPgw7O3tcfLkSejp6fGOO336dISEhGDjxo2lLgHkS6iZIaGO75dIewHu6OiICxcuwMbGBgMGDICXlxeCg4Nx4cIFqZaRLVmyBH5+ftwSQH9/f7ElgHxt2bIFAJCamspV7PP398f48eNRu3ZtpKSk8I4thJiYGLHHhTfwli1b9s1vg1BGbOBUSQj1wa2MvQiEMGfOHGRlZQEAFi9ejJ49e8LR0RE1a9bEoUOH5JxdxenWrRtu3Lgh2GDx8+fPSExMhIWFBdTUpD89sb4UBc6ePYu8vDxcv36da0i5ceNGfPjwAS1btsS1a9fknWKl8OjRIyQkJMDJyQmamprcDSa+hJrJqlGjBiwsLHj/+y8ZMWIEoqOj4ezsjFmzZsHd3R3r1q3jGsryJdQSQKFmhoQ6vkJdgK9fvx4fP34EUNDzTV1dHeHh4ejXr59Us51CLgEECtos6OvrQ19fH3p6elyjcEVjZ2cnVlSqkIODA+/KmIz8sOIQDMNTeno69PX1v6lKg9u3b8fChQsxYsSIUpdu8i3Lnp2djYkTJ2LXrl0AgAcPHsDc3Byenp6oW7cuZs6cKVXeN27c4BrrNmnSBK1atZIqnjK7f/8+Ll26hIsXLyIwMBB6enp4+fKlvNNSaq9fv8aAAQMQEhICkUiEhw8fwtzcHL/88gv09PSwatUqeaco5q+//sLZs2fx119/Cbp0Mzk5WSYNZbW1tREXFwcTExMYGxsjICAA9vb2SExMhI2NDe8KmTo6Ojh48KDMZ4aEOr4qKiplXoAr2jK1+vXr48yZM7CxsUHz5s0xc+ZMDBw4EFevXoWbm1uJognlNWPGDISGhiI6OhrNmjWDk5MTnJ2d4eTkJNXMplCePHki9lhFRQUGBgbf1D7byoTNOFUSQpUpZf0HvqxGjRryTqHCjRo1CgCwcOHCEq9Js3Rz1qxZiI6OxqVLl8TKknfu3Bnz5s3jPXD677//MHDgQERERHAfqG/fvsV3332HAwcOoH79+rziKptNmzYhNDQUoaGhyMvLg6OjI5ydneHj4wNbW1t5p6f0vL29oa6ujuTkZDRp0oR7/scff4S3t7fUAydZz2StXbsWCQkJMDQ0hKmpaYkbILdu3ZIq30INGjRAgwYNpI4j1BJAoWaGhDq+xZc0S3MBnpGRUe7v5buXWaglgCtWrICBgQHmzZuHPn36iP3NKSJWtbRyYTNOlYRQZUqFiqtsPn78iHXr1iEkJKTUMtyyutD4VpmYmODQoUNwcHDgyuGam5vj0aNHaNmypUQf8kV17doVGRkZ2LVrF6ysrAAUzLiMHDkS1apVw/nz52X5v6GwCi+wpkyZgt9+++2bKepSUYyMjHDu3Dk0b95c7PdX2hkRoWayvrZEat68ebziAsI0lPXz84Oqqio8PT0REhICd3d35OXlcUsAvby8eMUVamZIyOMrK4WzV2WRdi9zeno6Pn78iLp16yI/Px8rV67k2iD4+PhAX1+fV9zo6GhuyfHly5ehqqrKFYdwcXFRmIHUv//+i/T0dHTv3p17bvfu3Zg3bx6ysrLQt29frFu3DlWqVJFjloyk2MCpkhCqTwDrP1Bg0KBBuHDhAvr3719qI2BF+CBUZlpaWrhz5w7Mzc3FLjyjo6Ph5OTEe0mHpqYmrly5ghYtWog9f+vWLbRv3/6bKbUfGBiIsLAwXLp0CfHx8WjevDl3keHo6MgKREhJR0cHt27dQsOGDcV+fyMjI+Hm5lZqJbjyGDp0KNLS0rBt2zY0adKEi3v+/Hl4e3sjLi5Oxv8n0vlaQ9ng4GCZvI+slgC2aNECCQkJICJBZ96kJcQFeGhoaLm/19nZWaJ8K1p0dDTWrFmDvXv3Ij8/X2Fu6Hbv3h0uLi5cE/fY2Fi0bNkSw4cPR5MmTbBixQqMGTMG8+fPl2+ijETYUr1KQqgypaz/QIHTp0/jzJkzgvT8UDZZWVkIDQ0ttS8H3x5Lbdq0wenTpzFx4kQA/5vV/PPPP7m+Tnw0aNCgRM8XAMjNzUW9evV4x1U2ffv2Rd++fQEU3Ay5fPkyjh49ij59+kAkEuHTp0/yTVDJOTk5Yffu3Vi0aBGAgt/f/Px8rFixAq6urrzjnj9/HufOnYOxsbHY8w0bNiyxb0IR+Pv7Y8eOHTJvKFucrJYAFv5NKLr58+fDxcWFGzjFxsbil19+EbsAr1u3rkQX4EINhipiCSAAREVFcRX1Ll++jIyMDNjZ2Un19yZrt2/f5s4JQEF59rZt2+LPP/8EULAHbN68eWzgpGTYwKmSE6pPwLfWf6BevXrQ0dGRdxpyFxUVhR49eiA7OxtZWVmoUaMGXr16BS0tLdSuXZv3wGnp0qVwc3NDfHw8cnNz4e/vj7i4OFy9elWiO6PFLV++HBMnTsSGDRvQqlUriEQi3LhxA15eXli5ciXvuMooPT2dW95y6dIl3LlzBzVr1lT4u8mKrHBWacWKFXBxccGNGzfw+fNnTJ8+HXFxcUhPT0dERATv+FlZWaUuIXv16pXEy3tq1KiBBw8eoFatWl8talPYf0lSQjWUBYRZAijLlQJCHl+hL8BluZdZT09P8CWA+vr6yMzM5GbOR40aBScnJ4VbgvzmzRsYGhpyj0NDQ8X28LZp0wZPnz6VR2qMFNjAqZIQqkwp6z9QYNWqVZgxYwY2b978TW/09Pb2Rq9evbBp0ybo6enh2rVrUFdXx88//8x7nwEAfPfdd4iIiMDKlSthYWGB8+fPo2XLlrh69arEx7v4RUtWVhbatm3LlTfPzc2FmpoaRo4cqTR3nKVla2uL+Ph41KhRA05OThg1ahRcXFzQrFkzeaem1JKSkpCXlwdra2vExMRg06ZNUFVVRVZWFvr164fx48dL1a9GljNZfn5+3M0fWTd8LSRUQ9mvLQFUBEIeX6EvwF1cXEo8x3cvc0W0MNmzZ49CDpSKMzQ0RGJiIurXr4/Pnz/j1q1bYvvf3r9/X2J5KKP42B6nSkKoMqXKVv5UKC9fvsSAAQMQFhYGLS2tEic7vndolY2enh7+/fdfWFlZQU9PD1evXkWTJk3w77//YtiwYbh3755E8VauXImpU6d+8fWMjAx07dpVoj5DhSXNy2PYsGHl/l5ltn79ejZQEoCKigpSU1NRu3ZtmcYtnMl68eIFXFxc0KpVKwQHB6N3795iM1lCVISTRn5+Ptzd3fHgwQOZNpQ1NDTEH3/8IZMlgBUx8yZrJiYm3GDh8+fP0NPTw8mTJ7k9xrGxsXB2duadL9vLLIwxY8YgNjYWf/zxBwIDA7Fr1y48f/4cGhoaAIB9+/ZhzZo1iIyMlHOmjCTYjFMlIcsypRURV9kMHDgQz549w5IlS0otDvGtUFdX5/7fDQ0NufLL1atXR3JyssTxfHx8ULNmTYwYMaLEa5mZmejWrZvEFfW+lcGQJCZMmABA9g2GGSA+Ph6pqallfo+kJd+FmMmqiL0nQjWUleUSQKFmhoQ8vm5ubpg5cyZ3Aa6lpQVHR0fu9ZiYGKkG0ULtZRaynUlkZCSOHDlS6l5bvgN0WVu8eDH69esHZ2dnaGtrY9euXdygCQB27NiBrl27yjFDhhdiGOarNDU16fbt2/JOQ+66dOlC+/btIyKiMWPGkL29Pe3du5e6detG9vb2Esc7cuQIVa1alY4dOyb2/Pv376ldu3bUqFEjSk1NlTjuu3fvyvX1rcjOzqaRI0eSqqoqqaqqUkJCAhERTZw4kZYuXSrn7JSXSCQiFRUVEolEX/xSUVHhFffFixeC5FrWF998C2lra9OpU6dkmHWBP/74g7y8vGQeV5aEPL5paWnUoUMHEolEpKOjQwEBAWKvd+zYkX7//XdZ/a9w4uPjqVq1arz//Zf+Hgq/+Dpw4ACpq6uTu7s7aWhoUM+ePcnKyoqqV69Ow4cP5x1XKG/fvqXc3NwSz79+/Zo+ffokh4wYabBbjkpOqD4BrP+AuMaNG38zpavLsmTJErx//x4AsGjRIgwbNgxjx46FpaUl/vrrL4nj9e/fH2/fvsWgQYNw+vRpuLq6IjMzE25ubnj16hVCQ0PF1vaX19c2KJOUm5OVzcyZMwVpMMwUnCsNDAxkHlfWM1kVsfdEqIayU6dOhbu7OywsLKReAijUzJCQx9fAwACXL1/Gu3fvoK2tDVVVVbHXjxw5IlVLAaH2Mr9580bscfElgHwtWbIEfn5+GD9+PHR0dODv7w8zMzOMGTNGqj2FQiltRg8o+HthlA/b46TkhOoTwPoPiDt//jwWLFgAX19f2NjYlPjgVvRNqopu+fLl8PX1xfHjx+Hj44OUlBSEhobyLhle3kp830pFOaEaDH/rhNrj9KW9pUUp4sBfqIay48ePx/bt2+Hq6lrqUmlJbtpURONXZVPRe5nDwsKkWgJYrVo1xMXFwdTUFLVq1UJISAhsbGxw9+5ddOzYESkpKTLNl2GKYjNOSk6oMqWs/4C4wrv0xTfJfmsfsMV9/vwZnz9/lrqB6vTp0/HmzRt06tQJpqamUg2agG9nQFReL1++LPXiPisr65vdr6fohJrJKio7O7vUPSKS7skqtHbtWiQkJMDQ0FCmDWV3796Nv//+G+7u7rz+fVEVMfNWSNbHVygVvZdZ2nYmNWrU4FY+1KtXD3fu3IGNjQ3evn2L7OxsWaXJMKViAyclJ1SZUtZ/QFxFftgqqr/++gu3bt2Cg4MDBg8ejFmzZmH16tXIzc1Fx44dcfDgQdSsWVOimP369RN7rK6ujlq1apXoB6Uom32VlVANhr91zs7OYpu9ZalBgwYyn8kq9PLlS4wYMQL//PNPqa/zvREkVHl/WS4BrIibKkIdX6EI1WJDqCWAjo6OuHDhAmxsbDBgwAB4eXkhODgYFy5cYBUAGcGxgZOSE6pPAOs/IO5bn8Hw9fWFr68vvvvuO+zfvx/h4eEIDAzEwoULoaKigrVr12LOnDnYtGmTRHGLr/0eOHCgLNNm/p9QDYa/dcp6Q2XSpEl48+YNrl27BldXVxw7dgwvXrzA4sWLsWrVKt5xZdlQtqj58+dj3rx5Ml8CWEjWM0NCHV9ZE3ovs52dXZlLAPlav349Pn78CACYNWsW1NXVER4ejn79+sHHx4d3XIYpF3lVpWBkY/To0dSuXTsKCwujyZMnU82aNcWqtOzdu5dat26tMHGVVWhoaJlflZ2lpSXt37+fiIgiIyNJRUWFjhw5wr1+5swZatCggbzSY8ohJiaGhg4dSk2bNqUmTZrQ4MGDKSYmRt5pMaVwcXGhN2/eCBbfyMiI/v33XyIi0tHRofv37xMR0fHjx6l9+/aCvS9fdnZ2pKOjQ9ra2tSsWTNq0aKF2BdfaWlp5O7u/sUqeHwpy/F1c3OjZcuWcY9jYmJITU2Nfv31V1q1ahUZGRnRvHnzeMdPSkoS+0pOTqYPHz7IIHOGkR8246TkhOoTwPoPiJNlZ3VllJycjA4dOgAAWrduDTU1NdjY2HCv29rasg25Cs7Gxkai5sCM/Ag9k5WVlcUtA6xRowZevnyJRo0awcbGRuJ9SBXRUFaoJYBCzQzJ8vgKSei9zLJcAlgRfcgYpjzYwEnJCVWmVOjyp8pGqLKqyiInJ0dsuYaGhobYUk01NTWlGDxmZGQgODgYVlZWaNKkibzTqXBpaWlIS0tDfn6+2POKtlmdEZaVlRXu378PU1NT2NnZYcuWLTA1NcXmzZslLucsVEPZooRaAhgcHIzjx4+jTZs2UFFRgYmJCbp06QJdXV0sXbqUdzEKWR5fIQm1l1mIJYBfazEBsGJNTMVgA6dKQqg+Aaz/QAGhOqsrk6J9ZYgI9+7dQ2ZmJgDg1atX8kztiwYMGAAnJydMmDABHz58QOvWrZGUlAQiwsGDB/H999/LO8UKcfPmTQwbNgx3794tsd+AXWh8eyZNmsTNEM+bNw/dunXDvn37oKGhgZ07d0oUa9iwYaX+tzIQamZIlsdXSELtZZ4/fz5cXFy4gVNsbCx++eUXsXYmdevWlWgmS1n3EzKVDxs4MYwUpC2rqkw6deokdtHds2dPAOA2/ypiWeuwsDDMnj0bAHDs2DEQEd6+fYtdu3Zh8eLF38zAacSIEWjUqBG2b99eah8cRnr//fcfTpw4UWqRgdWrV8spq9INHjyY++8WLVogKSkJ9+7dQ4MGDSSuEijUEqqKWAIo1MyQLI+vkNzc3DBz5kz88ccfCAwMhJaWFhwdHbnXY2JieFUzFGIJ4LdeoIlRHGzgxDDlIFRZVWVRvM+Hsnj37h03O3r27Fl8//330NLSgru7O6ZNmybn7CpOYmIiAgICYGlpKe9UKqWgoCD07t0bZmZmuH//Ppo1a8bNbLZs2VLe6XFWrlyJqVOnlnheS0uLa4TctWtXXLt2rdwxhVpCVRFLAGU9MyTE8RWSUHuZhW5nEhYWVubrTk5OvGMzzNewgRPDlINQZVWVhVB9PoRWv359XL16FTVq1MDZs2dx8OBBAAUf7EI1d1REnTp1QnR0NBs4CWTWrFmYMmUKFi5cCB0dHfz999+oXbs2Bg8eLHbByIcsZ7J8fHxQs2ZNjBgxosRrmZmZ6Natm0QzSIBwS6gqYgmgrGeGhDi+QhJqL7PQ7Uy+9WJNjHyxgRPDlENFd1ZnZGPSpEkYPHgwtLW1YWJiwn3ghoWFiVUFrOy2bduGYcOG4c6dO2jWrFmJi5bevXvLKbPK4e7duzhw4ACAgkIpHz58gLa2NhYuXIg+ffpg7NixvOLKeiZrz549GDJkCPT19cUq1WVmZqJr165IT0//6t384oRaQiVkFTWhZoaEOL4VQdZ7mYVaAljoWy/WxMiZfKqgMwzDVIzIyEgKCAig9+/fc8+dOnWKwsPD5ZhVxTp+/Djp6uqSSCQq8SVNvxqmgKGhIcXFxRERkbW1NR0/fpyIiG7fvk3VqlXjHbdNmzbk4+NDRETa2tqUkJBA79+/p969e9PGjRt5xfzzzz9JU1OTgoODiYjo/fv31L59e2rYsCE9f/6cd65FZWVl0d27dyk6OlrsSxKFv5tlffH9/a1atSrt2LGj1Nfev39PDg4O1KRJE4njElXM8VV0aWlp1KFDBxKJRKSjo0MBAQFir3fs2JF+//13mb9vaGgotWzZUuZxGaYoEVGxtUcMw3CE7qzOMBXB1NQUPXv2hI+Pj9jeA0Y2+vbtC3d3d4waNQrTp0/HsWPHMHz4cAQEBEBfXx8XL17kFVdHRwe3b9+GhYUF9PX1ER4ejqZNmyI6Ohp9+vRBUlISr7jLly+Hr68vjh8/Dh8fH6SkpCA0NBT16tXjFa/Qy5cvMWLECPzzzz+lvi7JEqrQ0NByf6+ks15Hjx7FkCFDcODAgVJnhl6/fo2wsDDefytCHV9l86UlgOnp6dDW1pZ5oYy7d++iTZs2XLVXhhECW6rHMGUQoqwqU3FGjhxZ5uvfwv40AHj9+jW8vb3ZoEkgq1ev5i7W5s+fj8zMTBw6dAiWlpbw8/PjHbdatWr49OkTAKBu3bpISEhA06ZNAUjXAmD69Ol48+YNOnXqBFNTU5ld1MuyoayQVdT69++Pt2/fYtCgQTh9+jRcXV2RmZkJNzc3vHr1CqGhoVL9rQh1fJWNUO1MvvViTYx8sYETw5RB6M7qjLBKWwt/584dvH37Fh07dpRTVhWvX79+CAkJkWpfAfNl5ubm3H9raWlh48aNMonr4OCAiIgIWFtbw93dHVOmTEFsbCwCAgLg4OAgcbx+/fqJPVZXV0etWrXg6ekp9nxAQACvfIVqKFsoOzu71CIZfBo4//rrr0hPT0ffvn25maHU1FSEhobyLkUu9PFlCnzrxZoY+WIDJ4Ypg9BlVZXNixcvMHXqVAQFBSEtLa3EB5eiVTM6duxYiefy8/Mxbtw4sYvdyq5Ro0aYNWsWwsPDYWNjU6I4RPELO0YyT58+hUgkgrGxMQDg+vXr2L9/P6ytrTF69GjecWU9k1V8BmDgwIG8cyuNUA1lZbkEsChZzwwJfXyZAqxYEyNPbI8Tw5TBxMQEe/bsgZOTEz5//gw9PT2cPHkSnTp1AlCwdM/Z2Zl3A0Zl0717dyQnJ2PChAmoU6dOif4tffr0kVNmkrl//z5cXFy4Hi6VnZmZ2RdfE4lEePz4cQVmU/k4Ojpi9OjRGDJkCFJTU9GoUSM0a9YMDx48gKenJ+bOnSvvFCtEmzZtsHjxYnTr1g19+/blZprWrl2Lo0ePIiEhgVfcwYMHIykpCWvWrCl1CaCkM1nFZ4bOnDmD5s2blxg0sZkhhmGKYzNODFMGocuqKpvw8HBcvnwZdnZ28k5FKgkJCcjNzZV3GhVGWRsYK4s7d+7A3t4eAHD48GHY2NggIiIC58+fx2+//cZ74CTUTJZQZN1QtpCslwCymSHlxIo1MYqADZwYpgxCdVZXVvXr1y+xPE+RTZ48Wexx4Sbi06dPC9ZUk/n25OTkcBdrFy9e5PpiNW7cWKpZzUGDBonNZHXu3BnNmjXD3r17kZqaqnAzWbJuKFtI1ksA//rrL965MPLDijUxioANnBimDEJ1VldWa9aswcyZM7FlyxaYmprKO52vioqKEntcuBZ+1apVX624p+wmT56MRYsWoVq1aiUGkMWtXr26grKqnJo2bYrNmzfD3d0dFy5c4ArKPH/+HDVr1uQdV6iZLFkTqqFsISsrK9y/fx+mpqaws7Pjzj+bN2/mXciBUT6sWBOjCNjAiWHKQaiyqsrmxx9/RHZ2NiwsLKClpVWiyICi7fUKCQmRdwpyExUVhZycHO6/GeH88ccf8PDwwIoVKzBs2DCuJPKJEye4gQ8fQs1kyZqPjw9q1qyJESNGlHgtMzMT3bp1Q0ZGBu/4Qi0BZJQLK9bEKAI2cGIYptzWrFkj7xQk8uHDBxARtLS0AABPnjzBsWPHYG1tXemXWBYdNH7LA8iK4OLiglevXiEjIwP6+vrc86NHj+Z+9/gQaiZL1vbs2YMhQ4ZAX1+/1Iay6enpCAsL4x1fqCWAjHIxNDREYmIi6tevj8+fP+PWrVtYsGAB9/r79+9L3MxjGJkjhmGYSqpLly60adMmIiJ68+YN1a5dm4yNjalq1aq0ceNGOWdXcUaMGEEZGRklns/MzKQRI0bIISOmPEJCQkhPT49UVFTEfk6zZs0iDw8POWZW0p9//kmampoUHBxMRETv37+n9u3bU8OGDen58+e8Yq5YsaLM19+9e0dt27blFZtRPqNHj6Z27dpRWFgYTZ48mWrWrEmfPn3iXt+7dy+1bt1ajhky3wJWjpxhGF4+fPjALQUrpKurK6dsSlerVi2EhoaiadOm2LZtG9atW4eoqCj8/fffmDt3Lu7evSvvFCuEqqoqUlJSuA32hV69egUjI6NvqsKgEMzMzEqU5i9KmnLveXl5JWaykpKSoKWlVeLnKW/Lly+Hr68v11A2JSVFqt5Impqa2Lhx4xeXAHbp0gXv3r1DfHy8tKkzSuDly5fo168fIiIiuGJNHh4e3OudOnWCg4MDfH195ZglU9mxpXoMw5RbVlYWZsyYgcOHD+P169clXle0BrjZ2dnQ0dEBAJw/fx79+vWDiooKHBwc8OTJEzlnJ7yMjAwQEYgI79+/F2sQmZeXhzNnzijcxbcymjRpktjjnJwcREVF4ezZs5g2bZpUsVVVVcUGTQAUtjCLrBvKCr0EkFEurFgTowjYwIlhmHKbPn06QkJCsHHjRgwdOhQbNmzAs2fPsGXLFixbtkze6ZVgaWmJwMBAeHh44Ny5c/D29gYApKWlKdzsmBD09PQgEokgEonQqFGjEq+LRCKxPQIMP15eXqU+v2HDBty4cYN3XCFnsmSpeENZdXV11KpVC56enmLPS9pQtn///nj79i0GDRqE06dPw9XVFZmZmXBzc8OrV68QGhoqViyA+TawYk2MPLGlegzDlFuDBg2we/duuLi4QFdXF7du3YKlpSX27NmDAwcO4MyZM/JOUczRo0cxaNAg5OXloVOnTjh//jwAYOnSpQgLC8M///wj5wyFFRoaCiJCx44d8ffff4tdWGhoaMDExAR169aVY4aV2+PHj2FnZ8e7opy/v7/Y4+IzWTNnzpRFmlIrbSldafj2T5L1EkCGYRi+2MCJYZhy09bWRlxcHExMTGBsbIyAgADY29sjMTERNjY2yMzMlHeKJaSmpiIlJQXNmzeHiooKAOD69evQ1dVF48aN5ZxdxXjy5AkaNGhQ5uwFI3vLly/Hxo0bkZSUJNO4hTNZ31Ij11mzZmH58uXcEkBjY2N5p8QwzDeILdVjGKbczM3NkZSUBBMTE1hbW+Pw4cOwt7fHyZMnoaenJ+/0SmVkZAQjIyOx56TpraOM7t69i6dPn6JDhw4ACi68//zzT1hbW2PDhg0l9tAwkmnRooXYoJSIkJqaipcvX2Ljxo0yf7/u3btj1qxZlX7gJNQSQIZhGL7YwIlhmHIbMWIEoqOj4ezsjFmzZsHd3R3r1q1Dbm4uVq9eLe/0SnB1dS1zliU4OLgCs5GfadOm4Y8//gAAxMbGYvLkyZgyZQqCg4MxefLkSn8BLrSihQsAQEVFBQYGBnBxcRFkVvPo0aPfxH6O4ntZBg4cKKdMGIZhCrClegzD8JacnIwbN27AwsICzZs3l3c6JRQWgyiUk5OD27dv486dOxg2bFiJPSSVlba2Nu7cuQNTU1PMnz8fd+7cwdGjR3Hr1i306NEDqamp8k6RKcXXZrJGjx4tx+wYhmG+PWzGiWEY3ho0aIAGDRrIO40v8vPzK/X5+fPnK+R+LKFoaGggOzsbAHDx4kUMHToUQEEVKr6FCxjhVfRMFsMwDFM2NuPEMEy5LVy4sMzX586dW0GZSOfRo0ewt7dHenq6vFOpEL1798bnz5/Rvn17LFq0CImJiahXrx7Onz+PCRMm4MGDB/JOUSmpqKh8teCGSCRiDYYZhmEqCTbjxDBMuR07dkzscU5ODhITE6GmpgYLCwulGThdvXpVrBlsZbd+/XqMGzcOR48exaZNm7gyzv/88w/c3NzknJ3yKv73UNSVK1ewbt06sHuTDMMwlQebcWIYRioZGRkYPnw4PDw8MGTIEHmnI6Z4VS4iQkpKCm7cuAEfHx/MmzdPTpkxldW9e/cwa9YsnDx5EoMHD8aiRYskXs7KZrIYhmEUExs4MQwjtTt37qBnz54y71cjreKNOQv3iHTs2BFdu3aVU1YVp7z7l3R1dQXOpPJ7/vw55s2bh127dqFbt25YunQpmjVrxivW8ePHv/ha0ZmsDx8+8E2XYRiG4YEt1WMYRmpv377Fu3fv5J1GCd96mW09Pb0yZy6ICCKRCHl5eRWYVeXy7t07LFmyBOvWrYOdnR2CgoLg6OgoVcw+ffqUeK60mSyGYRimYrGBE8Mw5bZ27Vqxx4VL3/bs2aPQe2U+f/6MtLQ05Ofniz2vyBUBZSEkJETeKVRqy5cvxx9//AEjIyMcOHCg1AGPtIrPZN2+fZv3TBbDMAwjHbZUj2GYcjMzMxN7XHTp26xZs6CjoyOnzEr34MED/PLLL7hy5YrY82ymhZEFFRUVaGpqonPnzlBVVf3i9wUEBEgcu/hM1h9//CH1TBbDMAwjHTbjxDBMuSUmJso7BYmMGDECampqOHXqFOrUqfPVDfcMI4mhQ4cK8jtVETNZDMMwjOTYjBPDMJVWtWrVcPPmTdYslFEqQs5kMQzDMPyxGSeGYSQSGRmJI0eOIDk5GZ8/fxZ7TdEu5KytrfHq1St5p8EwEhFqJothGIaRDptxYhim3A4ePIihQ4eia9euuHDhArp27YqHDx8iNTUVHh4eClHFrmgJ7hs3bmDOnDlYsmQJbGxsoK6uLva9rAw3wzAMwzDlxQZODMOUm62tLcaMGYPx48dDR0cH0dHRMDMzw5gxY1CnTh0sWLBA3imWaB5aWAiiKFYcgmEYhmEYSbGBE8Mw5VatWjXExcXB1NQUtWrVQkhICGxsbHD37l107NgRKSkp8k4RoaGh5f5eZ2dnATNRHFlZWVi2bBmCgoJKLcv++PFjOWXGMAzDMMqD7XFiGKbcatSogffv3wMA6tWrhzt37sDGxgZv375Fdna2nLMr4OzsjIyMjK8uwwsODq6gjOTv119/RWhoKIYMGcKqCzIMwzAMT2zgxDBMuTk6OuLChQuwsbHBgAED4OXlheDgYFy4cAGdOnWSd3qcnj174vz586hatWqpr4eEhKB3797IzMys4Mzk459//sHp06fRvn17eafCMAzDMEqLDZwYhim39evX4+PHjwCAWbNmQV1dHeHh4ejXrx98fHzknN3/pKen44cffkBgYGCJcs6hoaHo1asXfv31VzllV/H09fVRo0YNeafBMAzDMEqN7XFiGKbSef78ORwdHdGuXTvs3buXez4sLAzu7u4YPnw41q1bJ8cMK9bevXtx/Phx7Nq1C1paWvJOh2EYhmGUEhs4MQxTpqLlvb9Gkcp7JyQkwNHREf3798fatWsRHh6O7t27Y8iQIdi4caO80xNcixYtxPYyPXr0CEQEU1PTEmXZb926VdHpMQzDMIzSYUv1GIYpk56e3leLCShieW8LCwucPXsWLi4uyMjIwLFjxzBo0KBvYtAEAH379pV3CgzDMAxTqbAZJ4ZhyqSM5b2LzpJFRETAw8MDffv2xZYtW8QGgYo0Q8YwDMMwjGJjAyeGYSqd0prgAuCeU8QZMoZhGIZhFBtbqscwTLmFhYWV+bqTk1MFZVK2kJAQeaegUPLy8uDn54fDhw8jOTkZnz9/Fns9PT1dTpkxDMMwjPJgM04Mw5SbiopKieeKzuywGRzFNHfuXGzbtg2TJ0+Gj48PZs+ejaSkJAQGBmLu3Lnw9PSUd4oMwzAMo/DYwIlhmHJ79+6d2OOcnBxERUXBx8cHvr6+CtUEl/kfCwsLrF27Fu7u7tDR0cHt27e5565du4b9+/fLO0WGYRiGUXhsqR7DMOVWvXr1Es916dIFVapUgbe3N27evCmHrJivSU1NhY2NDQBAW1ubGwD37NlToRoXMwzDMIwiK7nuhmEYRkIGBga4f/++vNNgvsDY2BgpKSkAAEtLS5w/fx4AEBkZiSpVqsgzNYZhGIZRGmzGiWGYcouJiRF7TERISUnBsmXL0Lx5czllxXyNh4cHgoKC0LZtW3h5eWHgwIHYvn07kpOT4e3tLe/0GIZhGEYpsD1ODMOUW2GZ7+KnDQcHB+zYsQONGzeWU2aMJP79919ERETA0tISvXv3lnc6DMMwDKMU2MCJYZhye/LkidhjFRUVGBgYoGrVqnLKqGxZWVlYtmwZgoKCkJaWhvz8fLHXHz9+LKfMKk5OTg5Gjx4NHx8fmJubyzsdhmEYhlFabODEMEylNXDgQISGhmLIkCGoU6eOWOl0APDy8pJTZhVLT08Pt27dYgMnhmEYhpECGzgxDCORoKAg+Pn54e7duxCJRGjcuDEmTZqEzp07yzu1EvT09HD69Gm0b99e3qnI1YgRI2BjY4PJkyfLOxWGYRiGUVqsOATDMOW2fv16eHt7o3///txszbVr19CjRw+sXr0aEyZMkHOG4vT19VGjRg15pyF3lpaWWLRoEa5cuYJWrVqhWrVqYq+zBrgMwzAM83VsxolhmHKrV68eZs2aVWKAtGHDBvj6+uL58+dyyqx0e/fuxfHjx7Fr1y5oaWnJOx25MTMz++JrIpHom9jrxTAMwzDSYgMnhmHKTUdHB1FRUbC0tBR7/uHDh2jRogUyMzPllNn/tGjRQmwv06NHj0BEMDU1hbq6utj33rp1q6LTYxiGYRhGSbGlegzDlFvv3r1x7NgxTJs2Tez548ePo1evXnLKSlzfvn3lnYLC+vz5MxITE2FhYQE1NXb6ZxiGYRhJsBknhmHKbfHixVi5ciXat2+Pdu3aASjY4xQREYEpU6ZAV1eX+162b0ZxZGdnY+LEidi1axcA4MGDBzA3N4enpyfq1q2LmTNnyjlDhmEYhlF8bODEMEy5lbVXpii2b0axeHl5ISIiAmvWrIGbmxtiYmJgbm6OEydOYN68eYiKipJ3igzDMAyj8NhaDYZhyi0xMVHeKUgkLy8Pfn5+OHz4MJKTk/H582ex19PT0+WUWcUKDAzEoUOH4ODgILb/y9raGgkJCXLMjGEYhmGUh4q8E2AYRvl8/vwZ9+/fR25urrxTKdOCBQuwevVqDBgwAO/evcPkyZPRr18/qKioYP78+fJOr8K8fPkStWvXLvF8VlZWiabADMMwDMOUjg2cGIYpt+zsbPzyyy/Q0tJC06ZNkZycDKBgP9OyZcvknF1J+/btw59//ompU6dCTU0NAwcOxLZt2zB37lxcu3ZN3ulVmDZt2uD06dPc48LB0p9//sntVWMYhmEYpmxs4MQwTLnNmjUL0dHRuHTpEqpWrco937lzZxw6dEiOmZUuNTUVNjY2AABtbW28e/cOANCzZ0+xgURlt3TpUsyePRtjx45Fbm4u/P390aVLF+zcuRO+vr7yTo9hGIZhlAIbODEMU26BgYFYv349OnTooBR7ZYyNjZGSkgIAsLS0xPnz5wEAkZGRqFKlijxTq1DfffcdIiIikJ2dDQsLC5w/fx6Ghoa4evUqWrVqJe/0GIZhGEYpsOIQDMOUm7LtlfHw8EBQUBDatm0LLy8vDBw4ENu3b0dycjK8vb3lnV6FsrGx4cqRMwzDMAwjOVaOnGGYcnN2dkb//v0xceJE6OjoICYmBmZmZpgwYQIePXqEs2fPyjvFMv3777+IiIiApaUlevfuLe905OLDhw/IyckRe65o/y2GYRiGYUrHZpwYhim3pUuXws3NDfHx8dxembi4OFy9ehWhoaHyTk9MTk4ORo8eDR8fH5ibmwMA2rZti7Zt28o5s4qXnZ2N6dOn4/Dhw3j9+nWJ1/Py8uSQFcMwDMMoF7bHiWGYcitrr0zDhg3lnZ4YdXV1HDt2TN5pKIRp06YhODgYGzduRJUqVbBt2zYsWLAAdevWxe7du+WdHsMwDMMoBbZUj2GYr1q5ciWmTp36xdczMjLQtWtXhSvxPWLECNjY2GDy5MnyTkWuGjRogN27d8PFxQW6urq4desWLC0tsWfPHhw4cABnzpyRd4oMwzAMo/DYUj2GYb7Kx8cHNWvWxIgRI0q8lpmZiW7duiEjI0MOmZXN0tISixYtwpUrV9CqVStUq1ZN7HVPT085ZVax0tPTYWZmBqBgP1N6ejoAoEOHDhg7dqw8U2MYhmEYpcEGTgzDfNWePXswZMgQ6Ovro2/fvtzzmZmZ6Nq1K9LT0xEWFia/BL9g27Zt0NPTw82bN3Hz5k2x10Qi0TczcDI3N0dSUhJMTExgbW2Nw4cPw97eHidPnoSenp6802MYhmEYpcCW6jEMUy7btm2Dp6cnTp8+DVdXV2RmZsLNzQ1paWkIDQ1FnTp15J0i8wV+fn5QVVWFp6cnQkJC4O7ujry8POTm5mL16tXw8vKSd4oMwzAMo/DYwIlhmHJbvnw5fH19cfz4cfj4+CAlJQWhoaGoV6+evFMr0+fPn5GYmAgLCwuoqbGJ9uTkZNy4cQMWFhZo3ry5vNNhGIZhGKXABk4Mw0hk1qxZWL58OUxNTREaGgpjY2N5p/RF2dnZmDhxItf49cGDBzA3N4enpyfq1q2LmTNnyjlDhmEYhmGUBbv1yjDMV/Xr10/ssbq6OmrVqlVij1BAQEBFpvVVs2bNQnR0NC5dugQ3Nzfu+c6dO2PevHnfxMApPz8fO3fuREBAAJKSkiASiWBmZob+/ftjyJAhEIlE8k6RYRiGYZQCGzgxDPNV1atXF3s8cOBAOWUimcDAQBw6dAgODg5iAwRra2skJCTIMbOKQUTo3bs3zpw5g+bNm8PGxgZEhLt372L48OEICAhAYGCgvNNkGIZhGKXABk4Mw3zVX3/9Je8UeHn58iVq165d4vmsrKxvYqZl586dCAsLQ1BQEFxdXcVeCw4ORt++fbF7924MHTpUThkyDMMwjPJQkXcCDMMwQmnTpg1Onz7NPS4cLP35559o166dvNKqMAcOHMDvv/9eYtAEAB07dsTMmTOxb98+OWTGMAzDMMqHzTgxDFNpLV26FG5uboiPj0dubi78/f0RFxeHq1evIjQ0VN7pCS4mJgbLly//4uvdu3fH2rVrKzAjhmEYhlFebMaJYZhK67vvvkNERASys7NhYWGB8+fPw9DQEFevXkWrVq3knZ7g0tPTYWho+MXXDQ0N8ebNmwrMiGEYhmGUFytHzjAMU0mpqqoiNTUVBgYGpb7+4sUL1K1bF3l5eRWcGcMwDMMoH7ZUj2GYb8KHDx+Qk5Mj9pyurq6csqkYRIThw4ejSpUqpb7+6dOnCs6IYRiGYZQXGzgxDFNpZWdnY/r06Th8+DBev35d4vXKPtMybNiwr34Pq6jHMAzDMOXDBk4Mw1Ra06ZNQ0hICDZu3IihQ4diw4YNePbsGbZs2YJly5bJOz3BKWsZeYZhGIZRRGyPE8MwlVaDBg2we/duuLi4QFdXF7du3YKlpSX27NmDAwcO4MyZM/JOkWEYhmEYJcGq6jEMU2mlp6fDzMwMQMF+pvT0dABAhw4dEBYWJs/UGIZhGIZRMmzgxDBMpWVubo6kpCQAgLW1NQ4fPgwAOHnyJPT09OSXGMMwDMMwSoct1WMYptLy8/ODqqoqPD09ERISAnd3d+Tl5SE3NxerV6+Gl5eXvFNkGIZhGEZJsIETwzDfjOTkZNy4cQMWFhZo3ry5vNNhGIZhGEaJsIETwzAMwzAMwzDMV7By5AzDVEr5+fnYuXMnAgICkJSUBJFIBDMzM/Tv3x9DhgyBSCSSd4oMwzAMwygRNuPEMEylQ0To1asXzpw5g+bNm6Nx48YgIty9exexsbHo3bs3AgMD5Z0mwzAMwzBKhM04MQxT6ezcuRNhYWEICgqCq6ur2GvBwcHo27cvdu/ejaFDh8opQ4ZhGIZhlA2bcWIYptLp2rUrOnbsiJkzZ5b6+pIlSxAaGopz585VcGYMwzAMwygr1seJYZhKJyYmBm5ubl98vXv37oiOjq7AjBiGYRiGUXZs4MQwTKWTnp4OQ0PDL75uaGiIN2/eVGBGDMMwDMMoOzZwYhim0snLy4Oa2pe3cKqqqiI3N7cCM2IYhmEYRtmx4hAMw1Q6RIThw4ejSpUqpb7+6dOnCs6IYRiGYRhlxwZODMNUOsOGDfvq97CKegzDMAzDSIJV1WMYhmEYhmEYhvkKtseJYRiGYRiGYRjmK9jAiWEYhmEYhmEY5ivYwIlhGIZhGIZhGOYr2MCJYRiGYRiGYRjmK9jAiWEYhvmmXbp0CSKRCG/fvpV3KgzDMIwCYwMnhmEYRmEMHz4cIpEIIpEI6urqMDc3x9SpU5GVlSXYe3733XdISUlB9erVBXsPhmEYRvmxPk4MwzCMQnFzc8Nff/2FnJwcXL58Gb/++iuysrKwadMmse/LycmBurq61O+noaEBIyMjqeMwDMMwlRubcWIYhmEUSpUqVWBkZIT69etj0KBBGDx4MAIDAzF//nzY2dlhx44dMDc3R5UqVUBESE5ORp8+faCtrQ1dXV0MGDAAL168AADcv38fIpEI9+7dE3uP1atXw9TUFERUYqnezp07oaenh3PnzqFJkybQ1taGm5sbUlJSxGLs2LEDTZs2RZUqVVCnTh1MmDCBe+3du3cYPXo0ateuDV1dXXTs2BHR0dHCHjiGYRhGUGzgxDAMwyg0TU1N5OTkAAAePXqEw4cP4++//8bt27cBAH379kV6ejpCQ0Nx4cIFJCQk4McffwQAWFlZoVWrVti3b59YzP3792PQoEEQiUSlvmd2djZWrlyJPXv2ICwsDMnJyZg6dSr3+qZNmzB+/HiMHj0asbGx/9fO/YRE1YVxHP8OGIaaGBIyiSQqQiNEiEJuRgZnV0K0GhlQcKEEgYsWblyEuUwQFXWdaAQtJEKIiFpJmCOooKCI/0BkFkHhKsF5Fy/v5e3vhYw0+H7gbs45l+dwdj/Ocy/Pnz+npqYGgFwux82bNzk4OGB2dpZMJkN9fT0tLS18+PDhdx+PJOkPsVVPknRmzc/PMz09TUtLCwCfP39mcnKSS5cuAfDq1SuWl5fZ2tqioqICgMnJSerq6nj//j2NjY2k02lGR0d5+PAhAOvr62QyGR4/fvzDukdHR0xMTFBdXQ3AvXv36O/vD+YHBga4f/8+PT09wVhjYyMAb968YWVlhWw2S35+PgCPHj1iZmaGZ8+e0dXV9buOR5L0B3njJEk6U168eEFRURHnz5+nqamJeDzOyMgIAFeuXAlCE8Da2hoVFRVBaAKIxWKUlJSwtrYGQCqVYmdnh3fv3gEwNTXF9evXicViP9xDQUFBEJoAotEo2WwWgGw2y/7+fhDmvpbJZDg8PKS0tJSioqLg2draYnNz8xdPRZJ02rxxkiSdKYlEgvHxcc6dO8fly5e/+AFEYWHhF2tzudx32+3+Px6NRkkkEkxPT3Pjxg2ePHlCd3f3T/fw9U8nIpEIuVwO+Ld18GeOj4+JRqO8ffv2m7mSkpKfvitJOrsMTpKkM6WwsDD4XihMLBZjd3eXvb294NZpdXWVjx8/cvXq1WBdOp2mt7eXtrY2Njc3SaVSv7y/CxcuUFlZyevXr0kkEt/M19fXc3BwQF5eHpWVlb9cR5J0ttiqJ0n6ayWTSa5du0Y6nWZxcZH5+Xna29tpbm6moaEhWHfnzh0+ffrE3bt3SSQSlJeXn6jugwcPGBwcZHh4mI2NDRYXF4N2wmQySVNTE7dv3+bly5dsb28zNzdHX18fCwsLJ6orSTo9BidJ0l8rEokwMzPDxYsXicfjJJNJqqqqePr06RfriouLaW1tZWlpiXQ6feK6HR0dDA0NMTY2Rl1dHbdu3WJjYyPY0+zsLPF4nM7OTmpra0mlUmxvb1NWVnbi2pKk0xHJ/de0LUmSJEn6Lm+cJEmSJCmEwUmSJEmSQhicJEmSJCmEwUmSJEmSQhicJEmSJCmEwUmSJEmSQhicJEmSJCmEwUmSJEmSQhicJEmSJCmEwUmSJEmSQhicJEmSJCmEwUmSJEmSQvwD25IvGykDtisAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.plot(df['PROVINCE'], df['MW22'], marker='o', label='MW 2022')\n", | |
"plt.plot(df['PROVINCE'], df['MW23'], marker='o', label='MW 2023')\n", | |
"plt.xlabel('Province')\n", | |
"plt.ylabel('Hydro Power (MW)')\n", | |
"plt.title('Hydro Power Generation Trend (2022-2023)')\n", | |
"plt.xticks(rotation=90)\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4c38249f", | |
"metadata": {}, | |
"source": [ | |
"### Grafik Line untuk menampilkan tren pertumbuhan rata-rata GDPACMP dari tahun 2020 hingga 2023 " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "e0b2cfe9", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"avg_gdp = df[['GDPACMP20', 'GDPACMP21', 'GDPACMP22', 'GDPACMP23']].mean(axis=1)\n", | |
"plt.plot(df['PROVINCE'], avg_gdp, marker='o', color='green')\n", | |
"plt.xlabel('Province')\n", | |
"plt.ylabel('Average GDPACMP Growth Rate')\n", | |
"plt.title('Average GDPACMP Growth Rate (2020-2023)')\n", | |
"plt.xticks(rotation=90)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b821e1cd", | |
"metadata": {}, | |
"source": [ | |
"### Grafik Scatter untuk menampilkan lokasi geografis provinsi berdasarkan longitude dan latitude " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "cb58e07a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.scatter(df['LONG'], df['LAT'], color='red')\n", | |
"plt.xlabel('Longitude')\n", | |
"plt.ylabel('Latitude')\n", | |
"plt.title('Geographical Locations of Provinces')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d3a1bd81", | |
"metadata": {}, | |
"source": [ | |
"### Grafik Line untuk menampilkan tren pertumbuhan rata-rata GDPACMP dari tahun 2020 hingga 2023 " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "7e59c5af", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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SSy/h8OHDuHnzJoC8d2hbtmyJ5cuXq+539epVnDx5EmPHjlUd27ZtGxo1aoRmzZohNzdX9dGjRw9IkoSIiAi1a3fu3BkeHh6Fatq/fz+6du0KNzc3yGQy2NjYYNasWYiPj8eTJ08AQNWxbciQIWr3HTx4cKF3qbdt24ZOnTrBz89Pra5evXqpPZY2zp8/DxsbG7WPgp3vSiIKjK4pLV68GDY2NrC1tUX9+vVx7NgxzJ07FxMnTgQArFu3DsnJyWrf97Fjx0IIofbzKY+goCB07NgRv//+O+Lj47F582a16xVlx44dqu9DUFAQ1q1bh8mTJ+Ozzz4rUw1eXl5q39uNGzeq3e7h4YHOnTurHdu/fz8aNGiA1q1bqx0fPXo0hBCqUYj27dvD3t4ee/fuBQDs2bMHHTt2RM+ePXHs2DGkp6cjMjISN2/eRNeuXTWuuVmzZqhWrZrqc3t7e9SpUwf379/X6P75f/Z16tTBP//8g7CwMLRs2VLtvDt37mD48OGoXLmy6vkREhICIO95WZpt27ZBkiSMHDlS7flQuXJlNG3atNDztKCoqChIkgRvb+8Szzt79iyGDBmCtm3bYt68eYVulySp2PsWd1tCQgJ69+4NIQTWrl0LKysrje6X/zYhhNrXnZubW+x9Pv74Y/z111/4/vvvC/0cyvo1/PPPP5g0aRIGDx6sGqUsaNGiRTh58iQ2b96MHj164OWXXy6yA6JyNOrRo0fF1kFE2mFQIiIAwK1bt3Do0CH06dMHQgg8ffoUT58+VU3Z+f3331Xnjh07FsePH1e1al6+fDns7OwwbNgw1TkxMTG4cOFCoQDh4uICIUShIKGcBpTfyZMn0b17dwDA0qVLcfToUZw6dQoffvghgLypggAQHx8PAKhUqZLa/a2treHl5aV2LCYmBlu3bi1Ul3IqTUkBR/nCt+CL3bp16+LUqVM4depUqdP3iqJ8PD8/P7XjQ4YMwalTp3D69Glcv34d8fHx+Pjjj1W3L1u2DPb29ujZs6fq59WkSRMEBgZixYoVqulyyrrv3r2rdW0A8Oqrr2Lr1q347rvv4ODgoPqdKE6HDh1UdV+5cgVPnz7FDz/8AFtb22LvExAQAKDw9xbIa1d+6tQpLFmypMj7FvW7Ex8fX+Rx5fdY+Ttjb2+P9u3bq4LSvn370K1bN3Ts2BFyuRyHDx9WTcHTJigV/L0DADs7O9XvbGmUP/tjx47hl19+gYuLC4YOHap6wwLIa6kdHByMEydO4LPPPlN9n8LDwwFAo2vFxMRACIFKlSoVek78+++/pQb+jIwM2NjYQCaTFXvOuXPn0K1bN9SuXRs7duyAnZ2d2u1eXl6qn0d+CQkJAABPT89CtyUmJqJbt2549OgR9uzZgxo1ahR6zMzMTKSnpxf5uMrHPHjwYKGv+969e4XuM2fOHHz22Wf4/PPP1aZuKq8FoNivQZIkuLu7F7pt165dCA0NRbdu3fDXX38VG6Zq166NVq1aoX///li3bh26dOmCSZMmqVqxKymnrGr6O0ZEpbMu/RQisgS///47hBDYsGFDkXt6rFy5Ep999hlkMhmGDRuGt99+GytWrMDnn3+OP/74AwMHDlQbEfL29oaDg4NawMqv4DvQRb1IWLNmDWxsbLBt2za1dSubNm1SO0/5QiUmJgZVq1ZVHc/NzS304sXb2xtNmjTB559/XmRdBcNKfh07doS1tTW2bNmC8ePHq447ODjgueeeA5D3Dr02hBDYunUrnJycVI+h5OPjU+iY0o0bN3DkyBEAUBu5yG/Xrl3o3bs3evTogQ8++ACbNm1Cz549taoPAEJDQzFp0iR8+eWXGDduHBwcHEo8383Nrdi6i+Pn54eGDRtiz549yMzMVPt5N2vWDEBeMChKUb87Xl5eiI6OLnQ8KioKgPrvX5cuXTBr1iycPHkSDx8+RLdu3eDi4oJWrVphz549iIqKQp06dVRhriLk/9k///zzqF+/PkJCQjBt2jTV79j+/fsRFRWFiIgI1SgSgGL3FCqKt7c3JEnC4cOHCwUYAEUeK3j/7OxspKWlwcnJqdDt586dQ9euXVG9enXs3r0bbm5uhc5p3LgxwsLCkJubqzYCfPHiRQAotJ9bYmIiunbtirt372Lfvn1Frg1Srk26ePEi2rRpozr++PFjxMXFqR6zZcuWOHXqlNp9C/4NmDNnDj755BN88skn+OCDDwpdq2bNmnBwcFDVm9/FixdRq1atQuvudu3ahYEDByIkJAQbN24s8U2Eglq3bo2dO3ciNjZW7c0hZbAsbXSPiDTHESUiglwux8qVK1GzZk0cOHCg0Mc777yD6Oho/PPPPwDypjoNHDgQq1atwrZt2/D48eNC07H69u2L27dvw8vLC88991yhj4IblRZFkiRYW1urvVudkZGBP/74Q+28F154AQCwdu1ateMbNmwoNJWmb9++uHTpEmrWrFlkXSUFpSpVqmDs2LHYvn17oc0wy2rOnDm4cuUKpkyZolUTA2XDhqVLlxb6eSmnvilDaosWLdCrVy8sW7ZMNeWsoNOnT+PBgwdF3ubg4IBZs2ahX79+eOONN7T8CjX34YcfIi4uDm+//Xax0xE11aVLF1y5cgVnz55VO75q1SpIkqTWfKBr167Izc3Fxx9/DH9/f9SrV091fO/evarpn/kpA0RFvXsfHByMV155Bdu3b8fx48cBPAuIBcPML7/8Uuj+xdXbt29fCCHw6NGjIp8PBZshFKT8Xt2+fbvQbefPn0fXrl3h7++PPXv2FDm1FgAGDRqE1NTUQlMqV65cCT8/P7WgowxJd+7cwe7du9G8efMiH7Nnz56wt7cvtGHyihUrIEmSqrGJi4tLoa85f2j59NNP8cknn+Cjjz7C7Nmzi7yWtbU1+vXrh/DwcKSkpKiOP3jwAAcOHEBoaKja+bt378bAgQPRoUMHbNq0qdQwmp8QAgcPHoS7u3uhUUvl5rYNGjTQ+PGIqBQGWRlFREZl69atAoCYP39+kbfHxsYKOzs7MXDgQNWxXbt2CQDC399f+Pv7qy2kFkKI1NRU0bx5c+Hv7y++/fZbsWfPHrFr1y6xdOlS8dJLL6ltZIti2iHv27dPtfnm7t27RVhYmGjZsqWoXbt2oYX0w4YNEzKZTMycOVPs2bNHLFiwQAQEBAg3Nze1DS6joqJE9erVRb169cTixYvFvn37xPbt28VPP/0k+vTpIyIjI0v8Xik3nLWyshLDhg0Ta9asEYcOHRI7d+4UCxYsEHXr1hX29vbi6dOnqvsU3IR179694qeffhLBwcECgBgyZEihBhDFfU+EyGscUblyZVG/fv1i6wwNDRU2NjaqzS6VG87a2tqK119/XWzevFkcOnRIrF27VowcObLIDWfzbyBaFG3ag2tKueFsu3btxK+//ioOHDgg9u3bJ1asWCG6dOlSqJmGsj14QU+ePBFVq1YVlStXFr/++qvYtWuXeOutt4QkSWLixIlq58rlcuHh4SEAqP2uKJsiACi0gF75PZowYYI4duyYOHXqlEhOTi7xexASEiJCQkJK/R4U97N/8OCBsLe3V+3hExcXJzw8PETTpk1FeHi42Lp1qxg6dKjq+bF8+XLVfZcvXy4AiNmzZ4t///1XnDp1SmRlZQkh8vYGc3R0FNOnTxdbt24V+/fvF3/99Zd44403St0k+MGDBwKA+OWXX9SOX7t2TXh5eQlPT0+xdetW1e++8iP/JqxC5O2Z5OHhIX799Vexf/9+MW7cOAFA/Pnnn6pz0tPTRatWrYQkSWLhwoWFHjN/AxMhnm04+8EHH4iIiAjx9ddfCzs7O433hlM2eOnZs2ehaxVsO3716lXh7OwsXnjhBbFjxw4RHh4uGjVqVGjD2cOHDwsHBwcRGBgo9u/fX+gx8+/D1L9/f/Hxxx+LjRs3ioiICLF69WrVhrPKhi75ffvtt0Imk4nExESNvj4iKh2DEhGJgQMHCltb20IvXvIbOnSosLa2VnW3Uu6nA0B8+OGHRd4nNTVVfPTRR6Ju3brC1tZWuLm5icaNG4tp06apdckqKRT8/vvvom7dusLOzk7UqFFDzJs3TyxbtqxQUFLuo+Tr6yvs7e1F27ZtxfHjx4Wbm1uhLluxsbHirbfeEkFBQcLGxkZ4enqKli1big8//LDQHk9FkcvlYtWqVaJbt27C29tbWFtbCzc3N9G6dWvx8ccfi4cPH6qdX716ddULbkmShLOzs6hbt6743//+J3bt2lXkNUr6nmzatEkAEAsWLCi2xp07dxbqZpaRkSF++OEH8fzzzwtXV1dhbW0t/Pz8RGhoqNi+fbvqPEMGJSGEOHTokHj55ZeFv7+/sLGxEY6OjqJBgwbijTfeKNT1rbigJETe/jrDhw8XXl5ewsbGRtStW1d8/fXXhUK9EEIMGjRIABB//fWX6lh2drZwcnISVlZWRb74nDlzpvDz8xNWVlZF7qNUUHmDkhBCTJ8+XQAQBw8eFEIIcezYMfH8888LR0dH4ePjI1577TVx9uzZQkEpKytLvPbaa8LHx0dIklTo+fP777+LNm3aCCcnJ+Hg4CBq1qwpXnnllRK77CkFBwcX2otKGcyK+8hfmxB5HTbfeustUblyZWFrayuaNGlSqIvc3bt3S3zMgvulCSHEwoULRZ06dYStra2oVq2amD17dpEb4RZF2VGxuI+CTp8+Lbp06SIcHR2Fq6urGDhwYKHwVtweXMoP5e+QEHkdBVu1aiU8PDyETCYTXl5eokePHqoOlAUFBweLfv36afS1EZFmJCHKOb+BiMhIHTt2DO3bt8dff/2F4cOHG7ocIrO0ceNGvPzyy7h//77aGkGqOLdv30bt2rWxa9cudOvWzdDlEJkNBiUiMgt79uzB8ePH0bJlSzg4OOC///7Dl19+CTc3N1y4cEHrTUyJSDNCCLRr1w4tW7bEjz/+aOhyLNKYMWPw8OFDtU2Siaj82PWOiMyCq6srdu/ejQULFiAlJQXe3t7o1asX5s2bx5BEpEeSJGHp0qXYsmULFApFof2MSL9yc3NRs2ZNzJw509ClEJkdjigREREREREVwLd9iIiIiIiICmBQIiIiIiIiKoBBiYiIiIiIqACzb+agUCgQFRUFFxcX1S7mRERERERkeYQQSElJgZ+fX6nNZ8w+KEVFRSEgIMDQZRARERERkZGIjIyEv79/ieeYfVBycXEBkPfNcHV1NXA1RERERERkKMnJyQgICFBlhJKYfVBSTrdzdXVlUCIiIiIiIo2W5LCZAxERERERUQEMSkRERERERAUwKBERERERERXAoERERERERFQAgxIREREREVEBDEpEREREREQFMCgREREREREVwKBERERERERUAIMSERERERFRAQxKREREREREBTAoERERERERFcCgREREREREVACDEhERERERUQHWhi6AiIiIiCqeXCHH4QeHEZ0SjSouVRBcLRgyK5mhyyIyGgxKRERERBYm/Go4puycgofJD1XH/F39sbDnQoTWDzVgZUTGg1PviIiIiCxI+NVwDF43WC0kAcCj5EcYvG4wwq+GG6gyIuPCoERERERkIeQKOabsnAIBUeg25bGpO6dCrpBXdGlERodBiYiIiMhCHH5wuNBIUn4CApHJkTj84HAFVkVknBiUiIiIiCxEdEq0Ts8jMmcMSkREREQWoopLFZ2eR2TOGJSIiIiILERwtWD4u/pDglTk7RIkBLgGILhacAVXRmR8GJSIiIiILITMSoaFPRcWeZsyPC3ouYD7KRGBQYmIiIjIooTWD8WGIRtgJ7NTO+7v6o8NQzZwHyWi/8cNZ4mIiIgsTGj9UDTybYQz0WcAAH8M/APDGg/jSBJRPhxRIiIiIrJAcelxqv+u6VmTIYmoAAYlIiIiIguUPyjl/28iysOgRERERGRhMnIykJaTpvqcQYmoMAYlIiIiIgtTMBgxKBEVxqBEREREZGEYlIhKx6BEREREZGFi02PVPmdQIiqMQYmIiIjIwhQaUcpgUCIqiEGJiIiIyMIog5Jy01mOKBEVxqBEREREZGFi0/Km3tX1rguAQYmoKAxKRERERBZGGYzqeddT+5yInmFQIiIiIrIwyjVJ9b3rAwASMxKRq8g1ZElERodBiYiIiMjCKKfe1fasDQkSBAQSMxINXBWRcWFQIiIiIrIwyql2lZ0rw8PBQ+0YEeVhUCIiIiKyMMp9lHycfODt6A2AQYmoIAYlIiIiIguiEArEp8cDALwdvRmUiIrBoERERERkQZIykyAXcgCAl4MXgxJRMRiUiIiIiCyIctqdq50r7Kzt4O3AoERUFAYlIiIiIguiDETKkSSOKBEVjUGJiIiIyIIUG5QyGJSI8mNQIiIiIrIgyj2UfBx9AHBEiag4DEpEREREFoRT74g0w6BEREREZEFUeyhxRImoRAxKRERERBaEI0pEmmFQIiIiIrIgxQWl5KxkZMuzDVYXkbExaFA6dOgQ+vXrBz8/P0iShE2bNqndLoTAJ598Aj8/Pzg4OKBjx464fPmyYYolIiIiMgOqqXdOeVPv3OzdIJNkAID49HiD1UVkbAwalNLS0tC0aVP8+OOPRd7+1Vdf4bvvvsOPP/6IU6dOoXLlyujWrRtSUlIquFIiIiIi81BwRMlKsoKXo5fabUQEWBvy4r169UKvXr2KvE0IgQULFuDDDz9EaGgoAGDlypWoVKkSVq9ejQkTJlRkqURERERmoWBQUv73k7QnDEpE+RjtGqW7d+/i8ePH6N69u+qYnZ0dQkJCcOzYsWLvl5WVheTkZLUPIiIiIgKycrOQnJX32kjZ9Q5gQweiohhtUHr8+DEAoFKlSmrHK1WqpLqtKPPmzYObm5vqIyAgQK91EhEREZmK+Iy8NUgySQY3ezfVcQYlosKMNigpSZKk9rkQotCx/GbOnImkpCTVR2RkpL5LJCIiIjIJyiDk5egFK+nZy0BvBwYlooIMukapJJUrVwaQN7JUpUoV1fEnT54UGmXKz87ODnZ2dnqvj4iIiMjUxKapbzarxBElosKMdkQpKCgIlStXxp49e1THsrOzcfDgQbRr186AlRERERGZpqIaOeT/XNk6nIgMPKKUmpqKW7duqT6/e/cuzp8/D09PT1SrVg1Tp07FF198gdq1a6N27dr44osv4OjoiOHDhxuwaiIiIiLTVHAPJSWOKBEVZtCgdPr0aXTq1En1+dtvvw0AGDVqFFasWIH33nsPGRkZmDhxIhITE9GmTRvs3r0bLi4uhiqZiIiIyGSpRpQcih5RYlAiesagQaljx44QQhR7uyRJ+OSTT/DJJ59UXFFEREREZqq0qXcMSkTPGO0aJSIiIiLSLU69I9IcgxIRERGRhShtRCkjNwPpOekVXheRMWJQIiIiIrIQxQUlZ1tn2Mps1c4hsnQMSkREREQWorh9lCRJ4vQ7ogIYlIiIiIgsgBCi2BGl/McYlIjyMCgRERERWYDkrGTkKHIAMCgRaYJBiYiIiMgCKAOQk40THGwcCt3OoESkjkGJiIiIyAKUNO0OeLYJLYMSUR4GJSIiIiILUNweSkocUSJSx6BEREREZAFKHVFiUCJSw6BEREREZAEYlIi0w6BEREREZAGK20NJiUGJSB2DEhEREZEF4IgSkXYYlIiIiIgsQFyG5kFJCFFhdREZKwYlIiIiIgtQ2tQ7L0cvAECOIgcp2SkVVheRsWJQIiIiIrIApU29c7RxhKONo9q5RJaMQYmIiIjIAij3USouKOW/jUGJiEGJiIiIyOzlyHPwNPMpgOI3nAUYlIjyY1AiIiIiMnMJGQkAAAkSPOw9ij2PQYnoGQYlIiIiIjOnnHbn5egFmZWs2PMYlIieYVAiIiIiMnOlNXJQ8nZgUCJSYlAiIiIiMnMaByWOKBGpMCgRERERmbnS9lBSYlAieoZBiYiIiMjMcUSJSHsMSkRERERmTpM9lPLfzqBExKBEREREZPaUwYdT74g0x6BEREREZOa0nXoXnxEPhVDovS4iY8agRERERGTmNJ165+XoBQBQCAWeZj7Vd1lERo1BiYiIiMjMqabeOZU89c5WZgtXO1e1+xBZKgYlIiIiIjMmhNB46l3+cxiUyNIxKBERERGZsbScNGTmZgIovZkDwKBEpMSgRERERGTGlIHH3toejjaOpZ7PoESUh0GJiIiIyIzln3YnSVKp5zMoEeVhUCIiIiIyY7FpeR3vNJl2BwDeDgxKRACDEhEREZFZ06aRQ/7zGJTI0jEoEREREZkxTfdQUmJQIsrDoERERERkxlR7KGk69Y5BiQgAgxIRERGRWePUO6KyYVAiIiIiMmPKqXc+ThxRItIGgxIRERGRGSvriFJiZiJyFbl6q4vI2DEoEREREZkxbYOSh4MHJOTtt5SQkaC3uoiMHYMSERERkRnTdh8laytreDh4AOD0O7JsDEpEREREZkqukKtGhTQdUcp/LoMSWTIGJSIiIiIzlZCRAAEBAPB08NT4fgxKRAxKRERERGZLGXQ87D1gI7PR+H4MSkQMSkRERERmS9tGDkreDgxKRAxKRERERGZKuYeS1kGJI0pEDEpERERE5koZdDTdbFaJQYmIQYmIiIjIbKmm3jlwRIlIWwxKRERERGZKtYcSR5SItMagRERERGSm4jLK2MyBQYmIQYmIiIjIXClHlBiUiLTHoERERERkplTNHBzLNvUuJTsFWblZOq+LyBQwKBERERGZqbLuo+Rm7waZJAMAxGfE67wuIlPAoERERERkpsq6j5KVZAUvRy8AnH5HlotBiYiIiMgMpeekIz0nHYD2Xe8ArlMiYlAiIiIiMkPx6XlT5mysbOBi66L1/RmUyNIxKBERERGZofzT7iRJ0vr+DEpk6RiUiIiIiMyQquNdGabdAYC3A4MSWTYGJSIiIiIzVNaOd0ocUSJLV6agdPv2bXz00UcYNmwYnjx5AgDYuXMnLl++rNPiiIiIiKhslJvNaruHkhKDElk6rYPSwYMH0bhxY5w4cQLh4eFITU0FAFy4cAGzZ8/WeYFEREREpD2OKBGVj9ZBacaMGfjss8+wZ88e2Nraqo536tQJx48f12lxRERERFQ2Zd1DSYlBiSyd1kHp4sWLGDRoUKHjPj4+iI/nzs1ERERExkDVzIFT74jKROug5O7ujujo6ELHz507h6pVq+qkKKXc3Fx89NFHCAoKgoODA2rUqIG5c+dCoVDo9DpERERE5oZT74jKx1rbOwwfPhzvv/8+1q9fD0mSoFAocPToUbz77rt45ZVXdFrc/PnzsWTJEqxcuRINGzbE6dOnMWbMGLi5uWHKlCk6vRYRERGROdHV1LuM3Ayk56TD0cZRZ7URmQKtg9Lnn3+O0aNHo2rVqhBCoEGDBpDL5Rg+fDg++ugjnRZ3/PhxDBgwAH369AEABAYGIiwsDKdPn9bpdYiIiIjMTXn3UXK2dYatzBbZ8mzEpcehmls1XZZHFkKukOPwg8OITolGFZcqCK4WDJmVzNBlaUTroGRjY4O//voLn376Kc6ePQuFQoHmzZujdu3aOi+uQ4cOWLJkCW7cuIE6dergv//+w5EjR7BgwYJi75OVlYWsrCzV58nJyTqvi4iIiMiYKYQC8el5a8fLOqIkSRK8Hb0RlRLFoERlEn41HFN2TsHD5IeqY/6u/ljYcyFC64casDLNaL1Gae7cuUhPT0eNGjUwePBgDBkyBLVr10ZGRgbmzp2r0+Lef/99DBs2DPXq1YONjQ2aN2+OqVOnYtiwYcXeZ968eXBzc1N9BAQE6LQmIiIiImP3NPMp5EIOAPBy8Crz43CdEpVV+NVwDF43WC0kAcCj5EcYvG4wwq+GG6gyzWkdlObMmaPaOym/9PR0zJkzRydFKa1duxZ//vknVq9ejbNnz2LlypX45ptvsHLlymLvM3PmTCQlJak+IiMjdVoTERERkbFTBhtXO1fYWduV+XEYlKgs5Ao5puycAgFR6Dblsak7p0KukFd0aVrReuqdEAKSJBU6/t9//8HT01MnRSlNnz4dM2bMwNChQwEAjRs3xv379zFv3jyMGjWqyPvY2dnBzq7sfxCIiIiITF1sWvkaOSgxKFFZHH5wuNBIUn4CApHJkTj84DA6BnasuMK0pHFQ8vDwgCRJkCQJderUUQtLcrkcqampeP3113VaXHp6Oqys1Ae9ZDIZ24MTERERlaC8eygpeTswKJH2olMKbyVUnvMMReOgtGDBAgghMHbsWMyZMwdubm6q22xtbREYGIjnn39ep8X169cPn3/+OapVq4aGDRvi3Llz+O677zB27FidXoeIiIjInJR3DyUljihRWVRxqaLT8wxF46CknOoWFBSEdu3awcbGRm9FKS1atAgff/wxJk6ciCdPnsDPzw8TJkzArFmz9H5tIiIiIlNV3j2UlBiUqCyCqwXD39Ufj5IfFblOSYIEf1d/BFcLNkB1mtN6jVJISIjqvzMyMpCTk6N2u6ura/mr+n8uLi5YsGBBie3AiYiIiEidzqbeMShRGcisZFjYcyEGrxtc6DYJect3FvRcYPT7KWnd9S49PR1vvvkmfH194ezsDA8PD7UPIiIiIjIsTr0jQwutH4oNQzbAwdpB7bi/qz82DNlgnvsoTZ8+Hfv378fixYthZ2eH3377DXPmzIGfnx9WrVqljxqJiIiISAucekfGILR+KFpWaQkAeKv1Wzgw6gDuTrlrEiEJKMPUu61bt2LVqlXo2LEjxo4di+DgYNSqVQvVq1fHX3/9hREjRuijTiIiIiLSkGrqnZPupt4Vt0UMUUmUoX1Q/UFG3Qq8KFqPKCUkJCAoKAhA3nqkhIQEAECHDh1w6NAh3VZHRERERFrT1dQ7L0cvAECOIgcp2SnlrossT0xaDADA18nXwJVoT+ugVKNGDdy7dw8A0KBBA6xbtw5A3kiTu7u7LmsjIiIiojLQ1YazjjaOcLRxBMDpd6S9bHk2nmY+BQBUcqpk2GLKQOugNGbMGPz3338AgJkzZ6rWKk2bNg3Tp0/XeYFEREREpLms3CzV6E95u94BXKdEZacM7DJJBg8H02v6pvUapWnTpqn+u1OnTrh27RpOnz6NmjVromnTpjotjoiIiIi0oww0MkkGN3u3cj+et6M3HiQ9YFAirT1JewIgb62claT1+IzBaR2UCqpWrRqqVasGANiwYQMGDy7cL52IiIiIKkb+9Um6eHHKESUqK1NenwRoOfUuNzcXly9fxo0bN9SOb968GU2bNmXHOyIiIiID01UjByUGJSor5YiSKa5PArQISleuXEGdOnXQpEkT1K9fH6GhoYiJiUFISAhGjRqFbt264datW/qslYiIiIhKoas9lJS8HRiUqGyUQclUR5Q0nno3Y8YMBAUF4YcffsBff/2FtWvX4tKlSxg5ciS2bdsGFxcXfdZJRERERBrQ1R5KShxRorKymKB08uRJ7NixAy1atECHDh2wdu1aTJ8+HePGjdNnfURERESkBdXUOwdOvSPDspg1Sk+ePEHVqlUBAO7u7nB0dERISIjeCiMiIiIi7elqDyUlBiUqK4tZoyRJEqysnp1uZWUFGxsbvRRFRERERGUTl8Gpd2QcLGbqnRACderUgSRJAIDU1FQ0b95cLTwBQEJCgm4rJCIiIiKNcUSJjIXFBKXly5frsw4iIiIi0gF9tQePz4iHQihMcuNQqnhCCMsJSqNGjdJnHURERESkA6qud466mXrn5egFAFAIBZ5mPoWng6dOHpfMW1JWErLl2QBMNyjxLQEiIiIiMyGE0PmIkq3MFm52bgA4/Y40pxxNcrF1gYONg4GrKRsGJSIiIiIzkZyVjBxFDgDdBaX8j8WgRJoy9Wl3AIMSERERkdlQBhknGyedvovPoETaikk17T2UAAYlIiIiIrMRm67bjndKDEqkLdUeSs6muYcSwKBEREREZDZUjRx0tIeSEoMSaUs19c7RdEeUNO56pySXy7FixQrs27cPT548gUKhULt9//79OiuOiIiIiDSn60YOSgxKpC1zWKOkdVCaMmUKVqxYgT59+qBRo0aqDWiJiIiIyLB0vdmsEoMSaSsmzfTXKGkdlNasWYN169ahd+/e+qiHiIiIiMpI13soKTEokbYsco2Sra0tatWqpY9aiIiIiKgc2MyBjIU5TL3TOii98847WLhwIYQQ+qiHiIiIiMqII0pkLMwhKGk09S40NFTt8/379+Off/5Bw4YNYWNjo3ZbeHi47qojIiIiIo2xmQMZg2x5NhIzEwFYQFByc3NT+3zQoEF6KYaIiIiIyk7fU+8SMxORq8iFtZXWy9zJgiibisgkGTwdPA1cTdlp9Fu+fPlyfddBREREROWkr32UPOw9IEGCgEBCRoJJjxKQ/imn3fk4+cBKMt1tW7WuvHPnznj69Gmh48nJyejcubMuaiIiIiIiLeXIc/A08ykA3Y8oyayejQxw+h2VxhzWJwFlCEoRERHIzs4udDwzMxOHDx/WSVFEREREpJ34jHgAgAQJHvYeOn98rlMiTZnDHkqAFvsoXbhwQfXfV65cwePHj1Wfy+Vy7Ny5E1WrVtVtdURERESkEWWA8XL0gsxKpvPH93b0xvX46wxKVCrVHkpOpruHEqBFUGrWrBkkSYIkSUVOsXNwcMCiRYt0WhwRERERaUa5gF7X0+6UOKJEmjKXqXcaB6W7d+9CCIEaNWrg5MmT8PF5tkjQ1tYWvr6+kMl0/+4FEREREZVOX63BlRiUSFMWF5SqV68OAFAoFHorhoiIiIjKRl+bzSoxKJGmLG6NklLVqlUREhKCjh07IiQkBHXr1tVHXURERESkBX3toaTEoESaMpc1Slp3vfvmm2/g6uqK7777DvXr10eVKlUwdOhQLFmyBFevXtVHjURERERUCo4okbGwuKl3SsOGDcOwYcMAADExMThw4AC2bduGyZMnQ6FQQC6X67xIIiIiIioZ1yiRMRBCWG5QAoDU1FQcOXIEBw8eREREBM6dO4fGjRsjJCRE1/URERERkQY49Y6MQVJWErLleXuuWlxQatOmDS5cuIBGjRqhY8eO+OCDDxAcHAx3d3c9lEdEREREmlBNvXPi1DsyHOVokoutCxxsHAxcTflovUbp5s2bcHR0RI0aNVCjRg3UqlWLIYmIiIjIwCpq6l1KdgqycrP0cg0yfeYy7Q4oQ1BKSEjAgQMH0L59e+zduxchISGoXLkyXn75ZSxZskQfNRIRERFRCYQQet9w1s3ODTIpb89MjipRcSw6KAFAkyZN8NZbb2Hjxo34559/0KtXL4SHh2PSpEm6ro+IiIiISpGWk4Ysed4oj7663kmSxOl3VKqY1Lw9lCo5m3ZrcKAMa5TOnTuHiIgIRERE4PDhw0hJSUHTpk0xZcoUdOrUSR81EhEREVEJlKNJ9tb2cLRx1Nt1vB29EZMWw6BExVKNKDma/oiS1kGpVatWaN68OUJCQjBu3Di88MILcHV11UdtRERERKSB/OuTJEnS23U4okSlMaepd1oHpYSEBAYjIiIiIiOi781mlRiUqDRP0i04KClD0pkzZ3D16lVIkoT69eujRYsWOi+OiIiIiEqn7z2UlBiUqDQWvUbpyZMnGDp0KCIiIuDu7g4hBJKSktCpUyesWbMGPj76fSeDiIiIiNTpew8lJQYlKo05Tb3Tuuvd5MmTkZycjMuXLyMhIQGJiYm4dOkSkpOT8dZbb+mjRiIiIiIqgWqNkkMFjShlMChR0cwpKGk9orRz507s3bsX9evXVx1r0KABfvrpJ3Tv3l2nxRERERFR6fS9h5ISR5SoJNnybCRmJgIwj6Ck9YiSQqGAjY1NoeM2NjZQKBQ6KYqIiIiINKcc4eHUOzIkZWCXSTJ4OngauJry0zoode7cGVOmTEFUVJTq2KNHjzBt2jR06dJFp8URERERUek4okTGQDntzsfJB1aS1jHD6Gj9Ffz4449ISUlBYGAgatasiVq1aiEoKAgpKSlYtGiRPmokIiIiohLk30dJn/IHJSGEXq9Fpsec1icBZVijFBAQgLNnz2LPnj24du0ahBBo0KABunbtqo/6iIiIiKgUFb2PUmZuJtJz0uFk66TX65FpseiglJubC3t7e5w/fx7dunVDt27d9FUXEREREWlArpAjISMBgP5HlJxsnGAns0OWPAtx6XEMSqQmJu3/91ByMv09lAAtp95ZW1ujevXqkMvl+qqHiIiIiLSQkJEAgbxpcPpeQC9JEtcpUbHMbURJ6zVKH330EWbOnImEhAR91ENEREREWlAGFg97D9jICncm1jUGJSqOuQUlrdco/fDDD7h16xb8/PxQvXp1ODmpD7mePXtWZ8URERERUcli0yum450SgxIVx+KD0sCBA/VQBhERERGVhaqRg573UFJiUKLimNsaJa2D0uzZs/VRBxERERGVQUW1BldiUKLiWPyIklJKSopa/3wrKys4OzvrpCgiIiIi0oxqs1kHBiUyHCGE2QUljZs5nD9/Hn369FF97ufnBw8PD9WHu7s7Tp06pZciiYiIiKhoBpt6l8GgRM8kZyUjW54NwHyCksYjSosWLUKHDh3Ujv3xxx+oWrUqhBD4/fff8cMPP+CPP/7QeZFEREREVDQ2cyBjoFyf5GLrAgcbBwNXoxsajygdPXq0UFBq27YtQkJC0LFjR0yaNAmHDh3SeYGPHj3CyJEj4eXlBUdHRzRr1gxnzpzR+XWIiIiITBHXKJExMLdpd4AWI0qRkZGoVq2a6vO5c+fC2/vZE7JKlSqIiYnRaXGJiYlo3749OnXqhH/++Qe+vr64ffs23N3ddXodIiIiIlOlmnrnyK53ZDgWHZTs7Ozw8OFDVK9eHQAwbdo0tdsjIyPh6Oio0+Lmz5+PgIAALF++XHUsMDBQp9cgIiIiMmWGnHonhIAkSRVyXTJu5hiUNJ5617x5c2zatKnY28PDw9G8eXNd1KSyZcsWPPfcc3jppZfg6+uL5s2bY+nSpSXeJysrC8nJyWofREREROaqoqfeeTl4AQByFblIzuLrLMoTk2peeygBWgSliRMnYsGCBfjpp5+gUChUx+VyORYtWoRFixbhjTfe0Glxd+7cwc8//4zatWtj165deP311/HWW29h1apVxd5n3rx5cHNzU30EBATotCYiIiIiY5Gek470nHQAFdf1zsHGAU42TgA4/Y6esegRpRdffBFvv/02Jk+eDA8PDzRv3hwtWrSAp6cnpk6diilTpmDw4ME6LU6hUKBFixb44osv0Lx5c0yYMAHjxo3Dzz//XOx9Zs6ciaSkJNVHZGSkTmsiIiIiMhbKoGJjZQMXW5cKuy7XKVFBT9LNLyhpteHs/PnzMWjQIISFheHmzZsAgODgYAwbNgxt27bVeXFVqlRBgwYN1I7Vr18fGzduLPY+dnZ2sLOz03ktRERERMYm/x5KFblWyNvRG/eT7jMokYo5jihpFZSAvJbg+ghFRWnfvj2uX7+uduzGjRuqhhJEREREliw2rWIbOShxRIkKUq1RcrbANUqGMG3aNPz777/44osvcOvWLaxevRq//vorJk2aZOjSiIiIiAyuohs5KDEoUUHmOKJk1EGpVatW+PvvvxEWFoZGjRrh008/xYIFCzBixAhDl0ZERERkcBW9h5ISgxLlly3PRmJmIgDzCkpaT72raH379kXfvn0NXQYRERGR0anoPZSUGJQoP+XvgUySwdPB08DV6I5RjygRERERUfEMPvUug0GJnq1P8nHygZVkPvFCqxGlEydOYMuWLcjJyUHXrl3RvXt3fdVFRERERKXg1DsyBua4PgnQIij9/fffeOmll2Bvbw9ra2t8++23+PbbbzF16lQ9lkdERERExeHUOzIG5hqUNB4b++KLLzB69Gg8ffoUT58+xZw5c/DZZ5/pszYiIiIiKoHBp94xKBEYlHD9+nW89957sLbOG4SaPn06nj59irg4PkGIiIiIDEG5j5KPk2Gm3iVkJECukFfotcn4xKT9/x5KTuazhxKgRVBKTU2Fu7u76nM7Ozs4ODggOTlZH3URERERUQkUQoH4jHgAFT+i5OXgparhaebTCr02GR9zHVHSqpnDrl274ObmpvpcoVBg3759uHTpkupY//79dVcdERERERXpaeZTKIQCQMUHJRuZDdzs3JCUlYS49Dh4OXpV6PXJuDAoARg1alShYxMmTFD9tyRJkMs5/EpERESkb8ppd652rrCV2Vb49b0dvVVBqS7qVvj1yXiYa1DSeOqdQqEo9YMhiYiIiKhiGKqRgxIbOpCSxa9RIiIiIiLjYag9lJQYlAgAhBBmO6Kk8dS7Q4cOaXTeCy+8UOZiiIiIiEgzhtpDSYlBiQAgOSsZ2fJsABXffVHfNA5KHTt2hCRJAPKSY1G4RomIiIioYnDqHRkD5WiSs60zHG0cDVyNbmkclDw8PODi4oLRo0fjf//7H7y9DfOkJCIiIiIjmnqXwaBkycx1fRKgxRql6OhozJ8/H8ePH0fjxo3x6quv4tixY3B1dYWbm5vqg4iIiIj0j1PvyBiY6/okQIugZGtri5dffhm7du3C9evX0aRJE7z55psICAjAhx9+iNzcXH3WSURERET5cOodGQMGpQICAgIwa9Ys7N27F3Xq1MGXX36J5ORkXddGRERERMVQ7qNkqAX0DEoEMCipycrKwurVq9G1a1c0atQI3t7e2L59Ozw9PfVRHxEREREVgSNKZAxiUs13jZLGzRxOnjyJ5cuXY82aNQgKCsLo0aOxbt06BiQiIiIiAzCWZg5PM58iR54DG5mNQeogw3qSbr4jShoHpbZt26JatWp466230LJlSwDAkSNHCp3Xv39/3VVHRERERIVk5WYhJTsFgOFGlDzsPSBBgoBAQkYCKjmb34gClc6cp95pHJQA4MGDB/j000+LvZ37KBERERHpn3I0SSbJ4GZvmK7DMisZPB08EZ8Rj7j0OAYlC8WgBEChUOizDiIiIiLSUP71SVZSmXpz6YS3o7cqKJFlUq1RMsOgbLhnFhERERGViaH3UFJiQwfLli3PRmJmIgDzHFHSOCidOXMGnTp1KrINeFJSEjp16oT//vtPp8URERERUWGG7ninxKBk2fJPAfV0ML8GbxoHpW+//RadO3eGq6trodvc3NzQrVs3fP311zotjoiIiIgKM/QeSkoMSpZNuT7Jx8nHoFNA9UXjr+jEiRMYMGBAsbf369cPx44d00lRRERERFQ81YiSA0eUyHCU65PMcdodoEVQevToEVxcXIq93dnZGdHR0TopioiIiIiKp9pDyVhGlDIYlCyROXe8A7QISj4+Prh+/Xqxt1+7dg3e3oZ9V4OIiIjIErCZAxkDBqX/17VrV3z++edF3iaEwBdffIGuXbvqrDAiIiIiKhqbOZAxUAalSk7m1xoc0GIfpY8++ggtW7ZEmzZt8M4776Bu3bqQJAlXr17Ft99+ixs3bmD58uX6rJWIiIiIkG/qnaORTL1jULJIMWnmvUZJ46BUs2ZN7N27F6NHj8bQoUMhSRKAvNGkBg0aYM+ePahVq5beCiUiIiKiPJx6R8bA3KfeaRyUAOC5557DpUuXcP78edy8eRNCCNSpUwfNmjXTU3lERERElJ8Qwuim3qVmpyIzNxP21vYGrYcqFoNSEZo1a6YWjhITE/Hnn39i2bJlOH/+vI5KIyIiIqKCkrOSkavIBWD4oORm5waZJINcyBGfHo+qrlUNWg9VLHNfo1SunaH27t2LYcOGwc/PD1999RVCQkJ0VRcRERERFUE57c7JxgkONg4GrUWSJE6/s1BCCK5RKujBgwdYvnw5li9fjtTUVCQmJmLdunV48cUX9VEfEREREeVjLNPulLwdvRGTFsOgZGGSs5KRLc8GYPj9vPRF4xGldevWoXv37qhfvz4uXbqEhQsXIioqClZWVqhfv74+ayQiIiKi/xebljeiZCwvTjmiZJmU0+6cbZ3haONo4Gr0Q+MRpeHDh+O9997Dxo0b4eLios+aiIiIiKgYxjiiBDAoWRpzX58EaDGiNHbsWCxevBg9e/bEkiVLkJiYqM+6iIiIiKgIxrKHkhKDkmUy9/VJgBZB6ddff0V0dDTGjx+PsLAwVKlSBQMGDIAQAgqFQp81EhEREdH/M5Y9lJQYlCyTubcGB7Tseufg4IBRo0bh4MGDuHjxIho0aIBKlSqhffv2GD58OMLDw/VVJxERERHBiKfeZTAoWRIGpRLUrl0b8+bNQ2RkJP7880+kp6dj2LBhuqyNiIiIiArg1DsyBlyjlE96ejomTZqEqlWrwtfXF8OHD0dcXBysrKzQr18/bNq0CZGRkfqslYiIiMjiceodGQOuUcpn9uzZWLFiBfr06YNhw4Zhz549eOONN9TO8fU1328UERERkTEw2ql3DEoWxRKm3mncHjw8PBzLli3D0KFDAQAjRoxA+/btIZfLIZPJ9FYgERERET1jzPsoCSEgSZKBK6KKYAlBSeMRpcjISAQHB6s+b926NaytrREVFaWXwoiIiIhIXY48B0lZSQCMb0QpMzcT6TnpBq6GKopqjZIz1yhBLpfD1tZW7Zi1tTVyc3N1XhQRERERFRafEQ8AkCDBw97DwNXkcbJxgp3MDgCn31mKHHkOEjISAJj3iJLGU++EEBg9ejTs7OxUxzIzM/H666/DyclJdYwtwomIiIj0QzntzsvRCzIr41j6IEkSvB298SjlEeLS41DdvbqhSyI9UzYUsZKs4OngaeBq9EfjoDRq1KhCx0aOHKnTYoiIiIioeMbWyEEpf1Ai86ecdufj6AMrqcy7DRk9jYPS8uXL9VkHEREREZXC2PZQUmLnO8tiCeuTgDJuOCuEQFxcHOLj43VdDxEREREVw9j2UFJiULIsManmv4cSoGVQevz4MV555RV4eHigUqVK8PX1hYeHB8aOHYuYmBh91UhEREREMO6pdwCDkqWwhNbggBZT75KTk9GuXTukpqZizJgxqFevHoQQuHLlCsLCwnDkyBGcPXsWzs7O+qyXiIiIyGJx6h0ZA1VQcmRQAgAsXLgQMpkMly9fho+P+pPzo48+Qvv27fHDDz/ggw8+0HmRRERERGQCU+8yGJQswZN0rlFSs337dnzwwQeFQhIA+Pr6YubMmdi6datOiyMiIiKiZzj1jowB1ygVcOPGDbRr167Y29u1a4fr16/rpCgiIiIiKky5j5KPE6fekeFYyholjYNScnIy3N3di73d3d0dycnJuqiJiIiIiIrAESUyBgxKBQghYGVV/OmSJEEIoZOiiIiIiEidEMIkghJfD5o3IcSzfZSczHuNksbNHIQQqFOnDiRJKvZ2IiIiItKP1OxUZMmzABhf1zsvBy8AQK4iF8lZyXCzdzNwRaQvyVnJz34PjWwKqK5pHJSWL1+uzzqIiIiIqATK0SR7a3s42jgauBp1DjYOcLJxQlpOGuLS4xiUzJhyNMnZ1tnofg91TeOgNGrUKH3WQUREREQlyL+HUnEzfAzJ29EbaUl5QammZ01Dl0N6YinrkwAtglJBKSkpatPtrKysuNksERERkZ4Y6x5KSt6O3rifdJ8NHcycpaxPArRo5nD+/Hn06dNH9bmfnx88PDxUH+7u7jh16pReiiQiIiKydMbayEGJne8sQ0yaZeyhBGgxorRo0SJ06NBB7dgff/yBqlWrQgiB33//HT/88AP++OMPnRdJREREZOmMdQ8lJQYly8Cpd0U4evQoRo8erXasbdu2qFGjBgDAwcEBQ4YM0WlxRERERJRHNaLkwBElMhxLCkoaT72LjIxEtWrVVJ/PnTsX3t7PnqhVqlRBTEyMbqsjIiIiIgCcekfGgWuUimBnZ4eHDx+qPp82bRpcXV1Vn0dGRsLRUb8tAufNmwdJkjB16lS9XoeIiIjI2CibORj91LsMBiVzZklrlDQOSs2bN8emTZuKvT08PBzNmzfXRU1FOnXqFH799Vc0adJEb9cgIiIiMlYcUSJjwKl3RZg4cSIWLFiAn376CQqFQnVcLpdj0aJFWLRoEd544w29FJmamooRI0Zg6dKl8PDw0Ms1iIiIiIwZgxIZAwalIrz44ot4++23MXnyZHh4eKB58+Zo0aIFPD09MXXqVEyZMgWDBw/WS5GTJk1Cnz590LVr11LPzcrKQnJystoHERERkalTTb1zNPKpdwxKZitHnoOEjAQAQCVn81+jpNWGs/Pnz8egQYMQFhaGmzdvAgCCg4MxbNgwtG3bVi8FrlmzBmfPntV4j6Z58+Zhzpw5eqmFiIiIyBByFblIzEgEYLwjSsoAl5CRALlCDpmVzMAVka4pw7qVZAVPB08DV6N/WgUlIK8luL5CUUGRkZGYMmUKdu/eDXt7e43uM3PmTLz99tuqz5OTkxEQEKCvEomIiIj0LjEjEQICAODl6GXgaoqmfOGsEAo8zXxqtHVS2Smn3fk4+sBK0nhimsnSOihVpDNnzuDJkydo2bKl6phcLsehQ4fw448/IisrCzKZ+rsVdnZ2sLOzq+hSiYiIiPRG+U6+h70HrK2M8+WbjcwG7vbueJr5FHHpcQxKZsiS1icBRh6UunTpgosXL6odGzNmDOrVq4f333+/UEgiIiIiMkfG3shBydvRWxWU6qKuocshHVPtoWQB65MAIw9KLi4uaNSokdoxJycneHl5FTpOREREZK5i04x7DyUlb0dv3Eq4xYYOZiom1XL2UAK06HpHRERERIZhSiNKADvfmSvV1DtHywhKZRpRys3NRUREBG7fvo3hw4fDxcUFUVFRcHV1hbOzs65rVBMREaHXxyciIiIyNqqg5MCgRIbzJJ1T70p0//599OzZEw8ePEBWVha6desGFxcXfPXVV8jMzMSSJUv0UScRERGRxVLtoWTsU+8cGJTMmaU1c9B66t2UKVPw3HPPITExEQ4ODqrjgwYNwr59+3RaHBERERGZ4NS7DAYlc2Rpa5S0HlE6cuQIjh49CltbW7Xj1atXx6NHj3RWGBERERHlMbmgxBEls2RpI0paByWFQgG5XF7o+MOHD+Hi4qKTooiIiIjoGdXUO0cjn3qnx6AkV8hx+MFhRKdEo4pLFQRXC4bMilvFVBQhxLP24E5co1Skbt26YcGCBfj1118BAJIkITU1FbNnz0bv3r11XiARERGRpbP0EaXwq+GYsnMKHiY/VB3zd/XHwp4LEVo/VKfXoqKlZKcgS54FwPjXyumK1muUvv/+exw8eBANGjRAZmYmhg8fjsDAQDx69Ajz58/XR41EREREFs2U9lECdBuUwq+GY/C6wWohCQAeJT/C4HWDEX41XGfXouIp1yc52zrD0cbRwNVUDK1HlPz8/HD+/HmEhYXh7NmzUCgUePXVVzFixAi15g5EREREVH4pWSnIyM0AAFyNvYrqbtWNdsqZMig9zXyKHHkObGQ25Xo8uUKOKTunQEAUuk1AQIKEqTunYkDdAUb7PTEXlrY+CSjjPkoODg4YO3Ysxo4dq+t6iIiIiOj/hV8Nx5s73lR93jesr1FPOXO3d4eVZAWFUCAhI6Hc++0cfnC40EhSfgICkcmROPzgMDoGdizXtahklrY+CShDUNqyZUuRxyVJgr29PWrVqoWgoKByF0ZERERkyZRTzgqOpiinnG0YssHowpLMSgZPB0/EpcchLj2uXEEpV5GLPbf3aHRudEp0ma9DmuGIkgYGDhwISZIghPqTVnlMkiR06NABmzZtgoeHh84KJTIEdtghIiJDMOUpZ96O3qqgpC25Qo6D9w9i3eV1CL8arur2V5oqLlW0vhZpJybNsvZQAsrQzGHPnj1o1aoV9uzZg6SkJCQlJWHPnj1o3bo1tm3bhkOHDiE+Ph7vvvuuPuolqjDhV8MRuDAQnVZ2wvDw4ei0shMCFwZy0SgREemdNlPOjI1ynZKmIUeukCPiXgQmbp8Iv+/80GVVF/xy5hfEpsfC094TTjZOxd5XgoQA1wAEVwvWSe1UPI4oaWDKlCn49ddf0a5dO9WxLl26wN7eHuPHj8fly5exYMECrl8ik2aK0x2IiMj0KYQC++7sw6yIWRqdb4xTzrwcvAAA/9z8B96O3kXOxpAr5DgaeRTrLq/DhisbVKMVAODp4InQeqEY0nAIOgZ2xNYbWzF43WAAKHKEbUHPBUY3qmaOuEZJA7dv34arq2uh466urrhz5w4AoHbt2oiL447MZJpMeboDERGZpgdJD7D83HIsP78c95Pua3w/Y5tyFn41HHvv7AUA/H7+d/x+/ndV84mB9Qbi6IO8cLTx6kZEpz4LeR72HhhUbxCGNByCzkGd1brlhdYPxYYhGwrtowQANT1ron/d/hXzxVk4jihpoGXLlpg+fTpWrVoFH5+8Xv6xsbF477330KpVKwDAzZs34e/vr9tKiSrIofuH2GGHiIj0Lis3C5uvb8ayc8uw5/Ye1Rt0bnZuGNZoGMKvhSM2LbbIN+4kSPB39TeqKWfFzcZ4mPwQL657ER72HkjMTFQdd7Nzw6D6gzCkwRB0qdEFtjLbYh87tH4oBtQdoFo3LJNkGLd1HG4l3MK8w/PwccjHevu6KI8lrlHSOigtW7YMAwYMgL+/PwICAiBJEh48eIAaNWpg8+bNAIDU1FR8/DF/Ycl0CCFwIeYC1lxag9/O/abRfYxxugMRERmOpg2ALsZcxLJzy/DnhT8RnxGvOt4psBNebf4qQuuHwsHGAd1qdsPgdYMhQVILHxIkAMY15ayk2RhKiZmJcLV1xcD6AzGkwRB0q9mtxHBUkMxKpvYGZY4iByP/Hom5h+aid+3eaOnXsjxfgskwVKMpSxxRkkTB9nUaEEJg165duHHjBoQQqFevHrp16wYrK617Q+hdcnIy3NzckJSUVOSUQbJs1+OuY82lNVhzeQ2uxV3T6r4HRh3giBIZNXZtJKo44VfDC00Ny7/fUVJmEtZcWoNl55bhVNQp1TlVXapiTLMxGNN8DGp41NDocQNcA7Cg5wKjWisbcS8CnVZ2KvW8XSN3oXvN7jq5phACQzYMwYYrG1Dfuz7OjD8DBxsHnTy2sSrt90xfcuQ5sP0sL9TGTo9VNewwRdpkgzJtOCtJEnr27ImePXuWqUAiXdPmBeG9p/ew9tJarLm8Bucfn1cdt5PZoU+dPhjSYAje2f0OolKiSnxn7MDdAwipHgJJknT95RCVm6H+MSWyRCU1AHpx3YsIqR6Ck49OIiM3AwBgY2WD/nX749Xmr6J7ze4lvoFRcMqZsb7poeksi/j0+NJP0pAkSVjSZwmOPDiCq3FX8cG+D/B9z+919vjGxpCNppSt3q0kK3g6eOrlGsaoTEEpLS0NBw8exIMHD5Cdna1221tvvaWTwog0pckLwqiUKKy/vB5rLq/Bvw//VZ1nbWWN7jW7Y2jDoRhQbwBc7fLeWbCR2RQ73UH5+dxDc3Et/hqWD1gORxvHivhSiTTCro1EFae0BkAAcPD+QQBAA58GeLX5q/hfk//Bx8lH42sUnHJmjDRtKqHr5hNejl74vf/v6L26NxacWIB+dfuhc1BnnV7DGBi60ZRyfZKPow+sJOObQaYvWk+9O3fuHHr37o309HSkpaXB09MTcXFxcHR0hK+vr6rznbHg1DvzVtwLQuX87fEtx+NG/A1E3ItQnSNBQqegThjacChC64fCy9Gr2McubrpDYkYi3tj+BnIUOXjO7zlsenkTqrpW1dNXSaQ5uUKOwIWBxTYkUS4AvzvlrtG9I02my5KneWo65eyn3j/hjefeMNtZCMq/PY+SH5XYfEJff3te3/Y6fjnzCwJcA3DhjQtwt3fX+TUMSdPfM30tC9h9ezd6/NkDjX0b48IbF3T++BVJr1Pvpk2bhn79+uHnn3+Gu7s7/v33X9jY2GDkyJGYMmVKmYsm0pYm7+L9cuYX1bF2Ae0wtOFQDG4wWKN3tEqb7lDbqzZC14bidNRptFraCluGbcFzfs/p6KsjKhttNqk09neoyTRY+jRPTaecedh7mG1IAvJGvRb2XGiw5hPfdP8Ge+/sxe3E25iycwpWDlypl+sYiqa/Z/pqNKXaQ8nZcvZQAgCtx87Onz+Pd955BzKZDDKZDFlZWQgICMBXX32FDz74QB81EhWptBeEShNaTMC9KfdwdOxRTG4zWathf+V0h2GNh6FjYEe1P/AvVH8BJ8edRAOfBohOjUbw8mCsvbS2TF8Lka4Y+h9TMm5yhRwR9yIQdjEMEfciIFfIy/V4ylH9gn+LldM8w6+Gl+vxTYGhppwZI+V+RwVnWPi7+ut9yq+zrTNWDVoFK8kKq/5bZXa/e4b+PbPEjndAGYKSjY2N6h2RSpUq4cGDBwAANzc31X8TVQRNX+iFBIagunt1vdRQw6MGjr96HL1r90ZmbiaGbhyKTyI+gUIo9HI9otJo+o9kclaynishYxN+NRyBCwPRaWUnDA8fjk4rOyFwYWCZX1BqMqo/defUcocxYxdcLRiutsVP35EgIcA1wKj2O9Kn0PqhuDflHg6MOoDVoatxYNQB3J1yt0JGF9sFtMP77d8HAIzfOh6PUx/r/ZoVJbhaMPxdi9+jVN+/ZzGp/7+HkiODUomaN2+O06dPAwA6deqEWbNm4a+//sLUqVPRuHFjnRdIVBxDv7ui5Grnii1Dt+Cd598BAMw5OAdDNwxFek66Xq9LVBQhhGqaS0kmbp+I2QdmI0eeUwFVkaGVd+QnPScdN+NvYv/d/Vj13yp8cfgLhK4N1Xiapzlbd3kdkrOLfuPBGPc7qgglzcbQt086foKmlZoiPiMer215DWXYBccoyaxkmNtxbpG3VcTv2ZN0yxxR0nqN0hdffIGUlBQAwKeffopRo0bhjTfeQK1atbB8+XKdF0hUHHuZPawkq2JHbypy13KZlQzfdP8GDXwa4PVtr2P9lfW4k3gHm4duZpMHqjBbrm/ByxteVmtcUtQ6gecDnsexyGOYe2gutt3chlUDV6Ghb0OD1Ez6p0m3rEk7JsHZxhnRqdGITI7Ew+SHqo/I5EgkZCSU+frmPM3zxMMTGLN5DABgQN0BOBN9ptBaLWPb78jc2cps8Wfon2j5a0tsv7kdy84tw2stXjN0WTrxKOURgLz28jmKZ29y+Tr5YnGfxXr9PbPUNUpaBSUhBHx8fNCwYd4/qD4+PtixY4deCiMqybrL6zBq0yhVSDKWXcvHNh+L2p61EbouFGeiz6DV0lbYPHQzWlVtVWE1kGVacX4FXtvyGuRCjv51+2Now6F4b+97xb5oW3NpDSZun4iz0WfR8teW+KzzZ5jWdppFvettKTRp8PE49TF6/NWjxMdxsnFCgFsA/F39EeAagFxFLv648Eep11e+wDI3D5IeYMCaAciSZ6F/3f7YOGQjAFhs9z9j0si3ET7v/Dmm75mOabumoXNQ5yI38zUlOfIcLD61GADwW//fUM2tGqbtmobzj89jWttpeg/jlrpGSav24AqFAvb29rh8+TJq166tz7p0hu3BzYsQAp8d+gyzImYBAPrU7oNhjYZhxr4ZRrVr+d3Eu+gX1g+XYy/D3toeywcsx9BGQw1SC5m/r49+jff2vgcAGN1sNJb2WwprK+tSWzZHpUThtS2v4Z9b/wDImwO/YuAKk39BQerCLoZhePjwUs/zc/FDI99G8HfxzwtD/x+KlB9udm5qXdtKawedX0j1EMwOmY2OgR3NovNbanYqOvzeAf/F/IcmlZrgyJgjcLFzMXRZlI9cIUfnVZ1x6P4htA9oj4OjD5p0aFU+jys7V8b9qfdhK7PFDyd+wJSdU9C1Rlfs+d8evV6/2vfVEJkciROvnUDrqq31ei190yYbaL2PUsOGDbFs2TK0bdu2XEVWFAYl85GZm4lXt7yK1RdXAwCmtZ2Gr7t9DZmVzCj38EjOSsaI8BHYdmMbAODjFz7GJx0/saiN2ki/hBB4f+/7+PrY1wCA6e2mY37X+Vq9EBVC4Lezv+Ht3W8jNTsVTjZO+K7HdxjXYpxZvKAl/e6/olz7BKDIUf3uNbvjwL0DyJbnbU7foVoHzHphFrrW6Gqyv18KoUDo2lBsvr4Zvk6+OPnaSb01DKLyuff0Hhr/3Bip2an4ssuXeL/D+4YuqcyeX/Y8/n34Lz4J+QSzO84GAFyLu4b6P9WHncwOCe8nwNHGUS/XFkLA4XMHZMmzcHfKXQS6B+rlOhVFm2yg9Su2r776CtOnT8elS5fKXCCRtmJSY9BpZSesvrga1lbW+LXvr/iux3eqMGTIhaPFcbVzxaaXN2F6u+kAgE8PfYoh64cgLTtN5y16yfLkKnLx6pZXVSHpq65f4atuX2n94lOSJIxrOQ4XXr+AF6q/gLScNEzYNgF9VvdBVEqUPkqnCqbPblmltYPeOXInbr91G5NbT4adzA5HHhxB9z+7o93v7fDPzX9McqH9zL0zsfn6ZtjJ7LDp5U0MSUYs0D0QC3suBAB8fOBjXIgxzY1STz46iX8f/gsbKxu8/tzrquN1veqimls1ZMmzcPi+/pqmpGSnIEueBYBT70rl4eGB9PR05ObmwtbWFg4ODmq3JySUfcGnPnBEyfRdjLmIvmF98SDpATzsPbBhyAZ0Dups6LK0suL8CozfOh45ihwEuQchMzcT0anPFjhb0uaMpsxYRi4zcjIwbOMwbL6+GTJJhqX9lmJM8zHlflyFUGDBvwvwwb4PkCXPgoe9B37q/ROGNhpqsu/+U56Ze2fiy6NfFjquHPkp7x43mjw3olOi8dXRr7DkzBJk5mYCAJ7zew6zXpiFvnX6msTv2IrzK1TNG/4c9CdGNBlh4IqoNEIIDFw7EFuub0Fj38Y4Ne4U7KztDF2WVkaEj8Dqi6vxvyb/w6pBq9RuG7dlHH479xumtZ2G73p8p5fr30q4hdqLasPZ1hkpM1P0co2KpNepdytXlrzT8ahRo7R5OL1jUDJt225sw7CNw5CanYranrWxbfg21PGqY+iyyuTIgyPo/VdvpGQX/iOjqxcrpD/hV8MxZeeUQs0RKjrgJmUmof+a/jh0/xDsZHZY99I69K/bX6fXuBJ7Ba/8/QrORJ8BALzU4CUs7rMY3o7eOr0OVYwceQ4a/9wY1+Ovw8XWRe1vkCHWcz5OfYxvj32LxacXq7ZRaFa5GWa9MAsD6g1Qm55sLG9OAMDh+4fRZVUX5Chy8FHwR/i086cGqYO09yTtCRotboTY9Fi81+49zO8239AlaSwqJQrVF1RHriIXp8edRku/lmq3r7+8HkM2DEFDn4a4NFE/s72OPjiKDss7oIZHDdx+67ZerlGR9BqUTA2DkmkSQuD7f7/Hu7vfhYBA56DOWP/Seng6eBq6tDKTK+Tw/96/2A3wlO3M7065axRTB/MzphcrhqBch1FwwXpFB9yY1Bj0/Ksnzj8+D1c7V2wdthUvVH9BL9fKkefgi8Nf4NNDn0Iu5KjkVAm/9f8Nfev0tfjfB1Pz86mfMXHHRHg7euP6pOu48OSCUfzsYtNi8d3x7/DjqR+Rmp0KAGjs2xgfv/AxXmzwIjZd22QUb04AwJ3EO2i9tDXiM+IxuMFgrB28lutNTczma5sxcO1ASJBwcPRBBFc3jQ2AZx2YhU8PfYr2Ae1xZOyRQrcnZCTA+ytvCAg8nPZQL1uS/H31b4SuC0Vb/7Y4/upxnT9+RdN7ULp9+zaWL1+O27dvY+HChfD19cXOnTsREBCgah1uLBiUTE+OPAeTdkzC0rNLAQDjW4zHj71/hI3MxsCVlY8+F1Trk7GMpGhDly/klZ29imuvXFEB907iHXT/oztuJ95GJadK2DlyJ5pVbqa36ymdiTqDVza9giuxVwAAnQM741r8NbX1S8b++2DJkrOSUXtRbTxJe4JFvRbhzdZvGrqkQuLT47Hg3wX44eQPSM7K27jV39W/yOecIUbfkzKT0O73drgSewUtq7TEoTGH9LZonvRrzOYxWHF+BYLcg/Df6/8ZfafCrNwsBHwfgNj0WKwdvBZDGg4p8rw2v7XByUcnsXzAcoxuNlrndfxy+he8vv11DKg7AJuGbtL541c0vTZzOHjwIBo3bowTJ04gPDwcqal57wJduHABs2fPLlvFVGbm1hQgISMBPf7sgaVnl8JKssL3Pb7Hkr5LTD4kAZpvumhMmzMqR1IKvmB5lPwIg9cNRvjVcANVVrzwq+EIXBiITis7YXj4cHRa2QmBCwPLVGuuIhfrLq8rdQ+ayORIHH6gv4W0F2IuoP3v7XE78TaC3INwdOzRCglJANDSryXOjD+Dd55/BwCw/97+Qk0ejPn3wdJ9dfQrPEl7gtqetTGh5QRDl1MkL0cvfNr5U9ybcg+zQ2bD1da12OecclR36s6pFfLvXa4iF0M3DsWV2Cvwc/HD5qGbGZJM2MKeC1HdrTruPr2Lt3e9behySrXm0hrEpsfC39Ufg+oNKva87jW6AwB2396tlzosdQ8loAxBacaMGfjss8+wZ88e2Nraqo536tQJx4+b/nCcKdHlC0JjcCP+Btr+1hYH7h2As60ztgzdgqltp5rEAl9NVHGpotPz9E2ukGPKzilF7o9S0S9WNKVtsFMIBR4mP8Th+4fxx39/YO7BuRi7eWzec2lBIOw/s9do/xkA2HFzBzJyMnT2tSgdvn8YLyx/AY9TH6NJpSY4OvYoanrW1Pl1SmJvbY/5XefDx9GnyNuN9ffB0j1Mfojvjuct7p7fdb7Rv+Hk4eCBTzp+gr9e/KvE8yrizQmld3e/i523dsLB2gGbh27Wy7Qmqjiudq5YOXAlJEj47dxv2Hp9q6FLKpYQAgtP5HXsm/jcxBKfvz1q5W0WvefOHiiEQue1xKTFALDMoGSt7R0uXryI1atXFzru4+OD+Ph4nRRFpStuzYTyBaGpNQXYf3c/Bq8bjMTMRFR3q46tw7aicaXGhi5Lp5QtekvanFGCZDQjSocfHNZ4JMUYpgpqEuzGbh6LHTd34EHSA9x9ehf3n95HjiKnxMe1sbIp9RwA+PrY1/jx5I/oWqMr+tbpiz61+5T7RdXW61sxZMMQZOZmokO1Dtg6bCvc7d3L9ZhldfjBYcSmxxZ7u/L3IexiGEY0GWE2b3CYso8PfIyM3Ax0qNYBA+sNNHQ5GkvJ0qyrlr7/Vv5y+hfVC9VVg1bhOb/n9Ho9qhghgSF4+/m38e3xb/Ha1tdwyf8SfJyKfhPIkI5GHsW5x+dgb22P8S3Hl3hum6pt4GLrgrj0OJyLPleo4UN5WfKIktZByd3dHdHR0QgKClI7fu7cOVStyndaKkJpLwglSJi6cyoG1B1gdAusi1o7suzcMkzaMQm5ilw87/88/n75b1RyrmToUnVOZiXDwp4LMXjdYEiQCm3OKP7/f8PDh+Pc43OY12WeQX9+pjZVsLRgBwBJWUlYdm6Z2jGZJEM1t2oI8ghCkHsQAt0DEeQehCCPvP/2cfRBjR9qlBhwnW2c4W7vjocpD7H1xlZsvZH3LmWLKi3Qt3Zf9K3TFy39Wha7+Luo58WfF/7Eq1tehVzI0bdOX6wdvNagU340/Tn/b9P/8N7e9xASGIKQ6nkf9bzraRyc2ChCN/57/B9Wns/rUvtNt29MKrhqOqqelpOmtxr2392PN//JW8/1aadPMbjBYL1diyreZ50/w85bO3E59jImbJuAdYPX4UjkEaP6u6MM6SMbj4SXo1eJ59rIbNA5qDM2X9+M3bd36y0oVXIyv9dmpdE6KA0fPhzvv/8+1q9fD0mSoFAocPToUbz77rt45ZVX9FGjWdDFP/4KocDdxLsIuxRmUu/0KxXVFMDZ1lnV7Wh44+FY1n8Z7K3tDVWi3ik3ZyyqOcJ33b/DqahT+OrYV/j62Nc4//g8wl4MK/UPpD4ohALHIo9pdK5ySN7QNH0hH1ovFP3q9lMFoqquVWFtVfKfwpICLgCsHLQSg+oNwoWYC9h2Yxu23dyGEw9P4Gz0WZyNPou5h+aiklMl9KndB33r9EW3mt3gbOsMoOjnhZudG5KykgAArzR9Bb/1+83g06Y0ffFqbWWN6NRorLm0BmsurQGQ9y7kC9VfUAWnhr4NiwyNptg4xFhN3zMdAgIvN3wZbfzbGLocrWgy+g4A47aOQ8S9CMztNBc1PGro7Po34m9g8LrByFXkYnjj4fgw+EOdPTYZB3tre/wx6A+0+a0N/r72N3y/8UViZqLqdkP/3XmQ9AB/X/0bAPBWm7c0uk/3mt3zgtKd3ZgZPFOn9VjyiJLWXe9ycnIwevRorFmzBkIIWFtbQy6XY/jw4VixYgVkMuN6588Yut5p+4+/EHlB59KTS7j85DIuxeb9/5XYK8jI1XwNRF2vuhjaaCi61uiKNlXbGPSFVnFTBZWGNhqK1aGrTepdz/IoKTivu7wOYzaPQXpOOoLcg/D3y3+jaeWmFVbbvaf3MGbzGETci9D4Pm+3fRufd/ncoCF39cXVGBFe+uaPZe0qWNTzuKQ9aJ6kPcE/N//BtpvbsOvWLrW9a2xltugY2BEBrgH4/dzvxT4v+tfpj7+H/m0UbYiV3f+Ke/Gq7P53ZeIVnI4+jYP3DuLg/YM4/vC4anNRJS8HLwRXD1YFpyaVmmDz9c1G0YLdHOy6tQs9/+oJW5ktrk26hiCPoNLvZGSU/2YAKPLNiXYB7XA08iiAvOmxE1pOwMchH5f7hVxiRiLaLmuLG/E30KZqG0SMjjDrN+8s3YiNI7D6UuHlJIb+uzNj7wzMPzofnQI7Yf+o/RrdR7kprI2VDRLeT1C9GacLXl95ISEjAZfeuISGvsbV3bosKmQfpdu3b+PcuXNQKBRo3rw5ateuXaZi9c3QQam0/Vd+7fcrqrtVzwtFsZdx6cklXIm9UuSmpABgJ7ODv6s/bidqt+GXk40TQgJD0CWoC7rW6IpGvo1KfPFVke2VgbwXnMa4f5ChXIy5iIFrB+JO4h04WDvg9wG/Y2ijoXq9phACy84tw7Rd05CanQpHG0eMaDwCv539Le/2Il6sdAnqgr139wIAGvg0wKqBq3Q+5F+abHk2vjn2DeYenIsseVax5+mijXdZnxfZ8mwcvn8Y225sw9YbWzV+/hrb86K0F69FvajIys3CyUcncfB+XnA6FnlMtcmokpudG7LkWYUCVf7HN9Y9xoyNXCFHs1+a4dKTS3i77dv4tse3hi6pzEp7c+JM1BnM3DcTe+7sAZD379y77d7FO8+/U6a2zznyHPT6qxf23d2HANcAnBx3EpWdK+vs6yHjIlfIEbggEA9TDLv1Q0HpOenw/84fiZmJ+Pvlv7VaX1jzh5q4k3gH24ZtQ586fXRST448B7af5TVve/LuE6Ncz6UtvQalgwcPIiQkpFwFViRDBiVNAkJxrK2sUderLhr5NkJDn4Z5/+/bEDU8akCCVOo7u5WdK2NWyCwcuHcA++/uR1x6nNo5Po4+6BzUGV1rdEWXoC5q7ziWZ/pLRk4G7j69i1sJt1QfJx+dxJnoM6V+zca2f5ChJWQkYPjG4dh1excA4N3n38W8rvNKnSZWFlEpUXhty2v459Y/AIAO1Tpg+YDlqOVZq9QXK9tubMNrW15DTFoMrK2sMeuFWZgZPFMvdRYUcS8CE7dPxNW4qwCARr6NcPnJZQCav5CvaEIIXI+/joX/LsSSM0tKPd/YnhfajqwVlCPPwemo06rgdOTBEdX029IY2/fCGC07uwyvbX0NHvYeuPXWLZPepBvQ7M2JfXf2Yca+GTgddRpA3r9vH73wESa0nAA7azuNriOEwMTtE7HkzBI42Tjh6NijFTqSTxXPWPc2XHpmKcZvG48g9yDcnHxTq5D2xrY3sOTMEkxuPRk/9PpBJ/VEp0TD7zs/WElWyPk4xyhmOJSXXoOSra0tKleujOHDh2PkyJFo1KhRuYrVN0MGJU2fhP6u/mhdtfWzQOTTELW9asNWZlvsfbR5Z1chFLgQcwH77uzDvrv7cPD+wULv6NbwqIEuQV3gYueC749/X+L0l+41u+N2wm21MHQrMe//yxIKlVaHrsawxsPKfH9zJFfI8fGBjzHvyDwAeSM4awev1dm6JSEEwi6F4c0dbyIxMxF2Mjt83vlzTG07Ve2Pc2kvVuLS4/D6ttex8epGAEDrqq2xauAq1PWuq5M6C3qS9gTT90zHqv9WAcibN/1d9+8wvPFw/H3t73K9kK8oYRfDNGo9bozPC12OOOcqcvHlkS/x8YGPSz3X3L8X5ZWWnYbai2ojOjUa33b/Fm8/b/z7xOiKEAIbrmzAh/s/xM2EmwCAQPdAzO04F8MbDy/1Z7LoxCK8tfMtSJCwaegm9K/bvyLKJgMyxr/BQgg0/rkxLsdeLtNz+O+rfyN0XSjqetXFtTev6aSm/x7/h2a/NEMlp0p4/O5jnTymoek1KMXFxWHNmjUICwvD8ePH0ahRI4wcORLDhw+Hv79/uQrXB0MGJX0/Ccv6zm62PBsnHp7A3jt7se/uPpx4dAK5ilyNrmklWZXao9/Nzg21PGupPnIVuZh/dH6pj813i4u34coGjN40Gmk5aQh0D8TfL/9d7g1HY9Ni8cb2N1ThpmWVllg1aBUa+DQo0+MJIbD64mpM2jEJSVlJcLB2wPyu8zGp9SSdvQOlEAr8dvY3zNg7A4mZiZAg4fXnXsfnnT+Hh4OH6jxjevFaHGN9N9MQTPV7YWzNJ+YenIvZEbMR5B6Eq5OuajyaYk5y5Dn4/dzvmHNwDqJT8xq8NKnUBF90/gK9a/dWrYPN/zciMjkSM/bOgIDAV12/wvT20w35JVAFMca/O/vv7keXVV3gZOOEh28/1Ho7iKeZT+H9lTfkQo57U+6hunv1cte0+/Zu9PizBxr7NsaFNy6U+/GMQYWsUQKAu3fvYvXq1QgLC8O1a9fwwgsvYP9+zRadVRRTGFEqz5NQFy8IU7JScOj+Iaw4vwIbrm7Q6D7ejt7PwpBHLbVg5OngqdaUQdNF4Fx/ULJLTy5h4JqBuJ14Gw7WDvit/28Y3lizzVAL2nRtE8ZvHY/Y9FjVdLkZHWbopOHHw+SHGLN5DPbeyVu71CWoC5YPWI4At4ByPe5/j//D69tfx78P/wUANKvcDEv6LDG5jl5KfF48Y4rfi9LWn1b0NM/HqY9R64daSMtJw5oX1+DlRi9X2LWNUXpOOn448QO+PPKlqoNkcLVgzO86H9Gp0YUCLgB0CuyEfa/ss5imQpbOGP/uDFgzAFuub8HE5ybipz4/lekx2v/eHscij2Fpv6V4rcVr5a7pzwt/4n9//y9vTfIre8v9eMZAm2xQrrd5g4KCMGPGDHz55Zdo3LgxDh48WJ6HMzvKFqfKfzgLkiAhwDUAwdWCy3wNmZUMHQM7YljjYegY2LFMT2YXOxf0qdNH43/Ul/ZbitjpsTj+6nH8MegPzO44GyOajEAb/zbwcvQq9I+Mcv8gAIW+F8rPF/RcYDQvgIxVI99GODXuFHrW6omM3AyMCB+Bt3e9rfFoIJD3btMrf7+CQWsHITY9Fo18G+HkayfxccjHOuuK6O/qj10jd+HHXj/CwdoB++7uQ+OfG+OP//5AWd6XSclKwTu73kHLX1vi34f/wtnWGQt6LMCpcadMNiQBfF7kZ2rfC002N566cyrkCnmF1TT7wGyk5aShTdU2GNJwSIVd11g52jhiRocZuDPlDqa3mw47mR0OPziMdr+3w4vrXixymnjEvQj8fe1vA1RLhlDS3x0g77lckX93bifcxtbreXvwTW4zucyP071GdwB5I0G6oNpDyQz3t9REmYPS0aNHMXHiRFSpUgXDhw9Hw4YNsW3bNl3WZvJM7R9/TfdJqeVZS+vHVu4fVNVVfVNif1d/o1hgbyo8HDywbdg2fNDhAwDA9/9+jx5/9kBsWiyAvBdwEfciEHYxDBH3ItReqO26tQuNFjfCHxf+gJVkhRntZ+D0uNNoXqW5zuu0kqwwqfUknH/9PNpUbYOkrCS8sukVDF4/WFVraYQQCL8ajgaLG+C7f7+DXMjxUoOXcG3SNUxpO6VCmkXoG58Xz5jS96K0zY3z72VXEa7EXsFv5/K6U37T3bQ2l9U3TwdPfNXtK9x66xbGNBtT6vkVHXDJsIr7uwPkbUbu71pxS0p+OvUTBAR61OyBet71yvw4PWr1AADsvbNXJ7/Lqj2UHC1vDyWgDFPvPvjgA4SFhSEqKgpdu3bFiBEjMHDgQDg6Gm7H+JIYuj04UP4uURWlIoahTWHtiKnYeGUjRm0ahbScNFRzq4bJrSdj4YmFhdZLfNnlSxx+cBi/nPkFAFDbszZWDlyJ5wOer5A6cxW5mH9kPj45+AlyFbmo5FQJS/stRb+6/Yr9fbibeBeT/5mM7Te3AwCC3IPwU++f0Kt2rwqpuaLxefGMXCHH6E2j8efFP9GrZi9sHb7V6L4XxrYIvO/qvth+czsG1RuE8JfD9X49U2WMa1LIOOT/G1zZuTJ+OvUTNl7diOpu1XF2wlm9d49MyUqB//f+SM5Kxo7hO8r1b12uIhc+X/vgaeZT/Pvqv+WeeTFm8xisOL8CX3T+Qucb2RqKNtlA67dkIyIi8O677+Lll1+Gt7e32m3nz59Hs2bNtH1IsxdaPxQD6g4w+hdCyhGwwesGQ4JUZDe98o6AKacKUvm92OBF1POuh4FrB+JWwi1M31N4AfLD5IcY+fdI1edvtX4L87rOg6NNxb2xYW1ljQ9f+BC9avfC//7+H67EXkH/Nf3RJagLrsZdRVRKlOrcqi5VEVI9BH9f+xsZuRmwsbLB++3fxwfBH8DBxqHCaq5ofF48I7OSYVD9Qfjz4p94nPbY6P5OApqPvmt6Xnnsv7sf229uh7WVNb7s+qXer2fKolOidXoemY+Cf4NbVGmB84/P43bibYzZPAabXt6k15HaVf+tQnJWMup41VGNCJWVtZU1ugR1wcarG7H79u5yByXViFI5N3M2VVpPvTt27BgmTZqkCklJSUlYvHgxWrRogZYtK3ajSVOii7VEFcGUpr8Q0NC3If599d9Sd46XSTLsGbkHC3strNCQlF+LKi1wZvwZvPP8OwCAfXf3qYUkAHiU8girL61GRm4GOgZ2xIU3LuDTzp+adUiiwppXzpsOeunJJWTLsw1cTWGlrT8FAD8Xv3KtP9WEQijw7u53AQCvt3wddbzq6PV6ps6YAi4ZNzd7N6x7aR1sZbbYcn0Lvv/3e71dSyEU+OFk3p5Hk1tP1kmX2O41/3+d0p3yr1PiGqUy2r9/P0aOHIkqVapg0aJF6N27N06fPq3L2shAQuuH4t6Uezgw6gBWh67GgVEHcHfKXYYkI3XxyUVk5maWeI5cyGEtM/yaHntre8zvOh8+jiXv7O3p4Ik9I/eUa542ma5A90C427sjR5Gj2kDYmChH34uaoqykEApEJkfqtY7VF1fj3ONzcLVzxayQWXq9ljmoiAZLZD5aVGmBBT0WAADe3/u+quOqru26tQs34m/A1c4Vo5qO0sljdqvRDQBwPPI4krOSy/VYHFHSwsOHD/HZZ5+hRo0aGDZsGDw8PJCTk4ONGzfis88+Q/Pmul8UToZhKiNgZHrTSQ4/OIzY9JIbOiRkJOBI5JEKqoiMjSRJqlGlc4/PGbiaooXWD8WoJoVf1FRxrgIfRx88Tn2M9r+311vQy8jJwAf78pq6zOwwEz5OJb/5QKbXYIkM7/XnXsfLDV9GriIXQ9YPQUJGgs6voRxNGttsLFzsXHTymEEeQajtWRtyIceBuwfK/DhCCMSkxgBgUCpV79690aBBA1y5cgWLFi1CVFQUFi1apM/aiEgDpjadxNSCHRmGMiidjT5r4EqKl6XIAgC82vxV1eh75LRInJtwDg19GiIqJQovrHgBJx6e0Pm1fzjxAyKTIxHgGoApbabo/PHNFaeXkzYkScKv/X5FLc9aiEyOxKhNo6AQCp09/rW4a9h5ayckSHiz9Zs6e1wA6FEzb63Trtu7yvwYKdkpyJLn/Z1jUCrF7t278dprr2HOnDno06cPZDK+40JkDExtOompBTsyjBZVWgAw3hElADgTdQYAMKThELXR96quVXFozCG0qdoGCRkJ6LKqC/bc3qOz68amxeKLI18AAD7v/DnX8GmJ08tJG652rlj/0nrYyeyw7cY2fHf8O5099o8nfwQA9K3TFzU9a+rscYF865TKsZ+Sctqds62zwdY3G5rGQenw4cNISUnBc889hzZt2uDHH39EbKxm+6EQkf6Y2nQSUwt2ZBjK/b3OPz5vlPvaPM18ipsJNwEALasUbmTk6eCJva/sRbca3ZCWk4Y+q/tgw5UNOrn2p4c+RXJWMppXbo4RTUbo5DEtDaeXkzaaVW6m+nd2xt4ZOBZ5rNyP+TTzKVacXwEAehkV7hjYEdZW1rideBu3E26X6TEsfX0SoEVQev7557F06VJER0djwoQJWLNmDapWrQqFQoE9e/YgJSVFn3USUQlMaTqJqQU7Moy6XnXhYO2A9Jx0VSAxJsopgYHugfBy9CryHGdbZ2wdthUvNXgJOYocvLzhZSw9s7Rc170RfwM/n/4ZQN7msrrokEVEpRvfcjyGNRoGuZDj5Q0vIy49rlyP9/u535GWk4aGPg3ROaizjqp8xsXOBe0C2gEA9twp24i2pa9PAsrQ9c7R0RFjx47FkSNHcPHiRbzzzjv48ssv4evri/79++ujRiLSgClNJzGlYEeGIbOSoWnlpgCMc52Sctrdc37PlXienbUdwl4Mw/gW46EQCozfNh7zj8wv83Vn7puJXEUuetfurZcXV0RUNEmS8EvfX1DHqw4eJj8s13oluUKumnb3Vpu39LZHU/ca5Zt+p2oN7mSZrcGBcrQHB4C6deviq6++wsOHDxEWFqarmoiojExpOokpBTsyjBaV/3+dUrTxrVM6HZ23HUZR0+4KklnJsKTvEszskLer/Yx9M/DenvcgRPHtxYty5MERhF8Nh5Vkha+6fqV90URULi52Llj/0nrYW9tjx80d+Pro12V6nG03tuHu07vwsPfAyCYjS79DGSnXKe27uw858hyt78+pd+UMSkoymQwDBw7Eli1bdPFwRGQhTCnYUcVTrlM6+9j4RpROR+UFpdJGlJQkScIXXb7A193yXlh9fexrjNs6TuP1V0II1eayrzZ/FQ19G5ahaiIqryaVmmBRr7yuzx/u/xBHHmi/lYWyJfi4FuP02iShRZUW8HLwQnJWMk4+Oqn1/RmUdBSUiIiIdE3V+S76nNajL/qUmJGIO4l3AGg2opTfu+3exbL+y2AlWWHZuWUYsmEIsnKzSr3f+ivrceLRCTjZOGFOxzllqpuIdOPV5q9iROMRkAs5hm4Yitg0zZubXYy5iP1390MmyTCp9SQ9Vpn3ZmTXGl0BlG36XUwa1ygxKBERkVFq6NMQ1lbWSMxMxIOkB4YuR+VMdN76pBoeNeDh4KH1/cc2H4sNL22ArcwW4VfD0Wd1H6RkFd8QKSs3CzP35U3bm95uOlvnExmYJElY0ncJ6nrVxaOUR/jf3//TeL3SDyfyRpMG1R+Eam7V9FkmgHxtwu9oH5S4RolBiYiIjJSdtR0a+uRNMTOmhg6aNnIoyaD6g7Bj+A442zpj39196PpHV8Snxxd57uJTi3En8Q6qOFfBu+3eLfM1iUh3nG2dsf6l9XCwdsCu27s0atISnx6PPy/+CQB4q/Vb+i4RANCtRjcAwMlHJ5GYkajVfTn1jkGJiIiMmDFuPKtNI4eSdKnRBftf2Q8vBy+cfHQSwcuD8TD5IYC8rlgR9yLw25nfMOvALADA3E5z4WTrVL7iiUhnGldqjB9753Wv++jARzh0/1CJ5y89uxSZuZloXrk5OlTrUBElIsAtAPW960MhFNh/d79W92VQYlAiIiIj1rzy/zd0MKIRJW0bOZSkVdVWODzmMPxd/XE17io6/N4BP578EYELA9FpZSeM2zYOqTmpsLayhrude7mvR0S6NabZGLzS9BUohALDNg5ThYuCchW5+OnUTwD02xK8KMrpd7tu79L4PjnyHMRn5I1yMygREREZIWMbUYpPj8e9p/cAPKutvOr71MfRsUdRx6sO7ifdx+R/JqtGlpRyFbkYsmEIwq+G6+SaRKQbkiRhce/FqO9dH1EpUcWuV/r76t94mPwQPo4+GNpoaIXW2KNmDwB5DR00bYyj3FDXSrIqdlNtS2DUQWnevHlo1aoVXFxc4Ovri4EDB+L69euGLouIiCpI08pNIUFCVEqUapd4Q1I2cqjlWQvu9u46e9xqbtUQMSoCNlY2JZ43dedUjVuKE1HFcLJ1Uq1X2n17N+YdnlfonIUnFgIAXn/uddhb21dofS9UfwG2MlvcT7qPmwk3NbqPcmTMx9EHVpJRxwW9Muqv/ODBg5g0aRL+/fdf7NmzB7m5uejevTvS0tIMXRoREVUAZ1tn1PGqA8A4RpV00cihONfjryNHUfymkAICkcmROPzgsM6vTUTl09C3IRb3WQwAmBUxCxH3IlS3nYk6g6ORR2FtZY3Xn3u9wmtzsnVSrYnStE041yflMeqgtHPnTowePRoNGzZE06ZNsXz5cjx48ABnzpwxdGlERFRBVBvPGsE6JV01cihKdEq0Ts8jooo1utlojG42WrVeKSo5ChH3IjBt1zQAwOAGg+Hn4meQ2rrX+P824RoGJe6hlMeog1JBSUlJAABPT08DV0JERBWlRWXjWaeky0YOBWm6PxL3USIyXj/1/gkNfRricepj1PihBjqt7KQaBd5/d7/B1hkqGzocuHcA2fLsUs9X7aHkbLl7KAEmFJSEEHj77bfRoUMHNGrUqNjzsrKykJycrPZBRESmy1hGlGLTYlUb3+qqkUN+wdWC4e/qDwlFd8OSICHANQDB1YJ1fm0i0g1HG0eMazEOAJAlz1K7LTYtFoPXDTZIWGpauSl8HH2Qmp2K45HHSz1fNfXOkSNKJuHNN9/EhQsXEBYWVuJ58+bNg5ubm+ojICCggiokIiJ9ULYIv5N4B0mZSQarQ9nIoY5XHbjauer88WVWMizsmbfgu2BYUn6+oOcCyKxkOr82EemGXCHHN8e/KfI2gbyOc4ZoymIlWalGlTSZfsc1SnlMIihNnjwZW7ZswYEDB+Dv71/iuTNnzkRSUpLqIzIysoKqJCIiffBy9EI1t2oAgPOPzxusDn02clAKrR+KDUM2oKprVbXj/q7+2DBkA0Lrh+rt2kRUfocfHC7U3j8/QzZlUQWlO6UHJa5RymNt6AJKIoTA5MmT8ffffyMiIgJBQUGl3sfOzg52dnYVUB0REVWU5pWb40HSA5yNPouQwBCD1KDPRg75hdYPxYC6A3D4wWFEp0SjiksVBFcL5kgSkQkw5qYs3Wp0A5D3pk9cehy8Hb2LPZdrlPIY9YjSpEmT8Oeff2L16tVwcXHB48eP8fjxY2RkZBi6NCIiqkDGsPGsPhs5FCSzkqFjYEcMazwMHQM7MiQRmQhjbspSxaUKGvs2hoDAvjv7SjyXU+/yGHVQ+vnnn5GUlISOHTuiSpUqqo+1a9caujQiIqpAynVKhmroEJMag4fJDyFBUtVCRFSQsTdlUU6/23V7V7HnCCEYlP6fUQclIUSRH6NHjzZ0aUREVIGUI0pX464iPSe9wq+vbORQ17suXOxcKvz6RGQajL0pS4+aPQDkNXQQQhR5Tkp2CjJzMwEwKBl1UCIiIgIAPxc/+Dj6QCEUuBhzscKvXxGNHIjIPBhzU5YO1TrA3toej1Ie4Wrc1SLPUY4mOds6w9HGsSLLMzpG3cyBiIgIACRJQosqLbDr9i6ce3wObfzbVOj1lY0cnqvCoEREpTPWpiwONg54ofoL2H17N3bf3o0GPg0KncNpd89wRImIiEyCIdcpKRs5tPTTb8c7IjIfxtqUpXuNkvdTYlB6hkGJiIhMgqE630WnRCMqJQpWkhWaVW5WodcmItI1ZUOHiHsRyMrNKnR7TCr3UFJiUCIiIpPQvEreiNLFmIvIkedU2HWVjRzqedeDs61zhV2XiEgfGvk2QhXnKsjIzcCRB0cK3a7aQ8nJsvdQAhiUiIjIRNTwqAFXO1dkybOKXYSsD2zkQETmRJIk1ahSUdPvOPXuGQYlIiIyCfmnvp2Lrrjpd2zkQETmRhWU7hQRlNIZlJQYlIiIyGQYoqEDGzkQkbnpWqMrAOD84/OqNUlKXKP0DIMSERGZjIpu6BCVEoXHqY/ZyIGIzIqvk6/qjae9d/aq3cY1Ss8wKBERkclQ/sN+7vE5KIRC79dTjiY18Glg8RsvEpF5UU6/23V7l9pxrlF6hkGJiIhMRn2f+rC3tkdqdipuJ9zW+/WUQYmNHIjI3ORv6CCEAADkKnIRnxEPgEEJYFAiIiITYm1ljca+jQFUzDolZWtwNnIgInPTPqA9HG0cEZMWg4tPLgIAYtNiAeQ1z/F08DRkeUaBQYmIiExKRa1TEkKwkQMRmS07azt0DOwI4FmbcOW0Ox9HH8isZIYqzWgwKBERkUmpqM53j1Ie4UnaE8gkGZpWaqrXaxERGUL3Gur7KXF9kjoGJSIiMin5R5SU8+r1QTma1NC3IRxsHPR2HSIiQ1GuUzp0/xAycjIYlApgUCIiIpPSuFJjyCQZ4tLj8Cjlkd6uo2rkwPVJRGSm6nnXg7+rP7LkWTh0/xBi0riHUn4MSkREZFLsre1R36c+AP1Ov1M1cmDHOyIyU5IkqU2/4x5K6hiUiIjI5Kim30Xrp6EDGzkQkaXoUasHAGD3nd2celcAgxIREZkcVUOHx/oZUYpMjkRcehysrazRpFITvVyDiMgYdAnqAgkSLj25hPOPzwNgUFJiUCIiIpOj7xEl5WhSI99GsLe218s1iIiMgZejl2qKsXLbBQalPAxKRERkcppVbgbg2ciPrrGRAxFZEmX3O6WHyQ8hV8gNVI3xYFAiIiKT42rnilqetQDoZ1SJjRyIyJIUHDmfuGMiAhcGIvxquIEqMg4MSkREZJL0tfEsGzkQkSUJvxqOWQdmFTr+KPkRBq8bbNFhiUGJiIhMUv6NZ3XpftJ9JGQkwMbKBo19G+v0sYmIjIlcIceUnVMgUHjzbuWxqTunWuw0PAYlIiIyScoRJV0HJeVoUuNKjWFnbafTxyYiMiaHHxzGw+SHxd4uIBCZHInDDw5XYFXGg0GJiIhMUvMqeUHpRvwNpGSl6Oxx2ciBiCxFdEq0Ts8zNwxKRERkknydfFHVpSoA4L+Y/3T2uGzkQESWoopLFZ2eZ24YlIiIyGQpR5V01dBBCIEzUXlBiY0ciMjcBVcLhr+rPyRIRd4uQUKAawCCqwVXcGXGgUGJiIhMVovKum3ocPfpXSRmJsJWZotGvo108phERMZKZiXDwp4LAaBQWFJ+vqDnAsisZBVemzFgUCIiIpOl6xEl5fqkJpWawFZmq5PHJCIyZqH1Q7FhyAZUda2qdtzf1R8bhmxAaP1QA1VmeNaGLoCIiKislC3Cr8ReQWZuZqFNE7XFRg5EZIlC64diQN0BOPzgMKJTolHFpQqCqwVb7EiSEoMSERGZrADXAHg6eCIhIwGXnlwqdwMGNnIgIksls5KhY2BHQ5dhVDj1joiITJYkSc82no0u3zolNnIgIqL8GJSIiMikKTeeLe86pduJt5GUlQQ7mR0a+jTURWlERGTCGJSIiMikqUaUytn5Trk+qVnlZrCR2ZS7LiIiMm0MSkREZNKUI0oXYi4gV5Fb5sdRBqWWVTjtjoiIGJSIiMjE1faqDWdbZ2TkZuB63PUyPw4bORARUX4MSkREZNKsJCs0rdQUQNmn3ymEgo0ciIhIDYMSERGZvPI2dLgZfxMp2Smwt7ZHA58GuiyNiIhMFIMSERGZvPI2dFBOu2teuTmsrbjFIBERMSgREZEZaF4lb0TpXPQ5CCG0vj8bORARUUEMSkREZPIa+DSArcwWSVlJuPv0rtb3ZyMHIiIqiEGJiIhMnq3MFo18GwHQfp2SXCFX3YeNHIiISIlBiYiIzEKLyv+/Tilau3VKN+JvIDU7FY42jqjnXU8fpRERkQliUCIiIrOgWqekZUMHNnIgIqKiMCgREZFZUHa+03bqHRs5EBFRURiUiIjILDSp1ARWkhVi0mIQnRKt8f3YyIGIiIrCoERERGYh/xojTUeV2MiBiIiKw6BERERmo3ll7dYpXYu7hvScdDjZOKGuV119lkZERCaGQYmIiMyGMihpOqKknHbXokoLyKxkequLiIhMD4MSERGZDWVDB01HlNjIgYiIisOgREREZqNZ5WYAgHtP7yEhI6HU89nIgYiIisOgREREZsPDwQNB7kEAgPOPz5d4bq4iV7U5LRs5EBFRQQxKRERkVpQbz5a2Tulq7FVk5GbA2dYZdbzqVERpRERkQhiUiIjIrLSorNk6JeW0u5ZVWsJK4j+HRESkjv8yEBGRWVGOKCmn1RWHjRyIiKgkDEpERGRWlJ3vrsVdQ1p2WrHnsZEDERGVhEGJiIjMSmXnyqjsXBkCAhdiLhR5To48R9XsgY0ciIioKAxKRERkdpSjSsU1dLgSewWZuZlwtXNFLc9aFVkaERGZCAYlIiIyO80r//86pWIaOrCRAxERlYb/OhARkdlRBqXiRpTYyIGIiErDoERERGZHOfXu0pNLyJZnF7pdGZTYyIGIiIrDoERERGYn0D0Q7vbuyFHk4PKTy2q3ZcuzVU0e2MiBiIiKw6BERERmR5KkYtcpXX5yGVnyLLjZuaGmR01DlEdERCbAJILS4sWLERQUBHt7e7Rs2RKHDx82dElERGTkVEGpwMaz+fdPkiSpwusiIiLTYPRBae3atZg6dSo+/PBDnDt3DsHBwejVqxcePHhg6NKIiMiIqVqEP1Zv6MBGDkREpAmjD0rfffcdXn31Vbz22muoX78+FixYgICAAPz888+GLo2IiIxY8yp5I0r/Pf4PcoVcdZyNHIiISBNGHZSys7Nx5swZdO/eXe149+7dcezYsSLvk5WVheTkZLUPIiKyPHW96sLB2gFpOWm4mXATAJCVm6Vq5MCgREREJTHqoBQXFwe5XI5KlSqpHa9UqRIeP/4/9s47KoqzbePXLkV6URBUpCtFQUADWEAwFhQb0WjU2GPsIGKNYkeNJYoaW9TYxV6iEUVQFCygIihYAcWGKFbAQrm/P/h2XpYmOztDMfM7Z85hZ3evvXl29pmn3CW91PcsWrQI2trazNGwYcPKMFVAQEBAoJqhIFZAM8NmAP4Xp3Qr4xZyC3Khq6ILUx3TKrROQEBAQKC6U60nShKKB9sSUZkBuNOnT8e7d++Y4/Hjx5VhooCAgIBANaR44VkhkYOAgICAQEVRrGoDykNPTw8KCgoldo8yMjJK7DJJqFWrFmrVqlUZ5gkICAgIVHMkCR0kKcKFRA4CAgICAhWlWu8oKSsro3nz5ggLC5M6HxYWhlatWlWRVQICAgICNYWiO0pEJCRyEBAQEBCoMNV6RwkAJk6ciIEDB6JFixZo2bIlNm7ciLS0NIwaNaqqTRMQEBAQqOY0rdsUimJFvPn0Bvcy7+FWxi0AwkRJQEBAQODrVPuJUt++fZGZmYl58+bh+fPnaNq0Kf7991+YmJhUtWkCAgICAtWcWoq10ES/CeJfxGN7/HbkFuSijmodGGsbV7VpAgICAgLVnGo/UQKAMWPGYMyYMVVthoCAgIBADcSpnhPiX8Tj7xt/AxASOQgICAgIVIxqHaMkICAgICAgL5I4pedZzwEAeqp6UgVoBQQEBAQESkOYKAkICAgIfNN8+PxB6vGuW7tgGmyKQ7cPVZFFAgICAgI1AWGiJCAgICDwzXLo9iHMPDuzxPmn75+i977ewmRJQEBAQKBMhImSgICAgMA3SX5BPvxC/UCgEs9Jzk0InSC44QkICAgIlIowURIQEBAQ+Ca5kHYBT94/KfN5AuHx+8e4kHahEq0SEBAQEKgpCBMlAQEBAYFvkucfnnP6OgEBAQGB/xbCRElAQEBA4JuknmY9Tl8nICAgIPDfQpgoCQgICAh8k7gZu8FIywgilF4zSQQRGmo1hJuxWyVbJiAgICBQExAmSgICAgIC3yQKYgUEewUDQInJkuTxSq+VUBArVLptAgICAgLVH2GiJCAgICDwzfKDzQ840OcAGmg1kDpvpGWEA30O4AebH6rIMgEBAQGB6o6IiErmTf2GeP/+PbS1tfHu3TtoaWlVtTkCAgICAlVAfkE+LqRdwPMPz1FPsx7cjN2EnSQBAQGB/yCyzA0UK8kmAQEBAQGBKkNBrAAPU4+qNkNAQEBAoAYhuN4JCAgICAgICAgICAgUQ5goCQgICAgICAgICAgIFEOYKAkICAgICAgICAgICBRDmCgJCAgICAgICAgICAgUQ5goCQgICAgICAgICAgIFEOYKAkICAgICAgICAgICBRDmCgJCAgICAgICAgICAgUQ5goCQgICAgICAgICAgIFEOYKAkICAgICAgICAgICBRDmCgJCAgICAgICAgICAgUQ5goCQgICAgICAgICAgIFEOYKAkICAgICAgICAgICBRDmCgJCAgICAgICAgICAgUQ7GqDeAbIgIAvH//vootERAQEBAQEBAQEBCoSiRzAskcoTy++YnShw8fAAANGzasYksEBAQEBAQEBAQEBKoDHz58gLa2drmvEVFFplM1mIKCAjx79gyampoQiURVasv79+/RsGFDPH78GFpaWoKuoCvoCrqCbiVqC7qCrqAr6Aq635YuG4gIHz58QP369SEWlx+F9M3vKInFYhgZGVW1GVJoaWnxcpEIuoKuoCvofiu6fGoLuoKuoCvoCrrflq6sfG0nSYKQzEFAQEBAQEBAQEBAQKAYwkRJQEBAQEBAQEBAQECgGMJEqRKpVasWZs+ejVq1agm6gq6gK+gKupWsLegKuoKuoCvoflu6fPPNJ3MQEBAQEBAQEBAQEBCQFWFHSUBAQEBAQEBAQEBAoBjCRElAQEBAQEBAQEBAQKAYwkRJQEBAQEBAQEBAQECgGMJESUBAQECgXIgIjx49wsePH6vaFAEBAQEBgUpDmCgJMKSlpaG03B5EhLS0tCqwSECg6mnXrh3evn1b4vz79+/Rrl27yjdIBj5+/Ij3799LHWwgIjRq1AhPnjzh2MKaybBhw/Dhw4cS57OzszFs2DBWmnl5eVBUVMStW7fkNa8EQt9e2L5z587F48ePq9oUgW8cBQUFZGRklDifmZkJBQWFKrCofMzNzZGZmVni/Nu3b2Fubl4FFlUvhKx3NZQDBw5g3759SEtLw5cvX6Seu379OitNBQUFPH/+HHXr1pU6n5mZibp16yI/P5+1vVwxceJEzJ8/H+rq6pg4cWK5r/3jjz9YfUZ2djYWL16M8PBwZGRkoKCgQOr5lJQUVro1DR8fH4hEohLnRSIRVFRUYGlpif79+8PKykom3fPnz5f7vLu7u0x6xUlKSir1d9G9e3dWemKxGOnp6SV+FxkZGWjQoAFyc3NZ2xoeHl7mdbZlyxZWmjk5OZgyZQr27dtX6s2P7e+4SZMm2Lx5M1xdXVm9/1uirL7y1atXMDQ0RF5eHitdCwsLHDp0CM2aNePCTAa++vYXL15g0qRJzDVcfDjBVpevPlhDQwO3bt2Cqakpq/eXBx/3ZACIjY3F/v37S9U9dOgQK02+2jc/Px9bt24tUzciIoKVroScnJxS28He3l4uXa4p657x7NkzWFhYVLud+bLsffHiBYyNjfH58+cqsqx6oFjVBnzL8HUTWbVqFWbMmIHBgwfj6NGjGDp0KJKTkxEbG4uxY8eytpeISh0YZ2VlQUVFhbUul8TFxTED07i4uDJfV9r/UVF++eUXREZGYuDAgahXr55cWjUZbW1tHDlyBDo6OmjevDmICHFxcXj79i06duyIvXv34vfff0d4eDhat25dYV0PD48S54q2MdvfRUpKCnx8fHDz5k2IRCLm9ybRllU3ISGB+TspKQnp6elSNoaGhqJBgwasbAWAuXPnYt68eWjRogWn19nkyZNx9uxZrF27FoMGDcKff/6Jp0+fYsOGDVi8eDFr3SVLlmDy5MlYt24dmjZtyomtNY3379+DiEBE+PDhg1S/mJ+fj3///bfEYEMWZs6cienTp2Pnzp2oXbs2FyYD4K9vHzJkCNLS0hAYGMjpNcxXH9y+fXucO3cOQ4YM4URPAl/35JCQEAwaNAgdO3ZEWFgYOnbsiPv37yM9PR0+Pj6sdflqXz8/P2zduhXe3t5o2rQpZ7ovX77E0KFDcfLkyVKfl2cR9+3bt9i8eTNu374NkUgEGxsbDB8+HNra2jJrrVq1CkDhPWfTpk3Q0NCQsvH8+fOwtrZmbSvXHDt2jPn71KlTUv9zfn4+wsPDeVlUqGkIO0o80rlzZ6SlpWHcuHGldkY9evRgpWttbY3Zs2ejX79+0NTURHx8PMzNzTFr1iy8fv0aa9askUlPsjMTHByMESNGQE1NjXkuPz8fV65cgYKCAqKjo1nZK8HT07PcjlPe1Sau0NHRwYkTJ2Qa/MvC11xz2O4kODo6fnUHaMiQIfD09KyQ3rRp0/D+/XusWbMGYnGhl25BQQH8/PygqamJoKAgjBo1ComJiYiKiqqwne/evZN6nJubi7i4OAQGBiIoKAjff/99hbWK0q1bNygoKOCvv/6Cubk5YmJikJmZiYCAACxbtgxubm4y6YnFYqY9S+smVVVVsXr1atauVvXq1cOSJUswcOBAVu8vC2NjY2zfvh0eHh7Q0tLC9evXYWlpiR07dmDPnj34999/Wenq6uoiJycHeXl5UFZWhqqqqtTzr1+/ltt2rnbYfvjhB2zduhVaWlr44Ycfyn2tLKvyRa+J0hCJRJg7dy5mzJhRYc2iODo64sGDB8jNzYWJiQnU1dWlnpd1Z4Lvvl1TUxMXLlyAg4MDq/eXBV998IYNGzBnzhwMGDAAzZs3L9G+bHedub4nS7C3t8fIkSMxduxYRtfMzAwjR45EvXr1MHfuXFa6fLWvnp4etm/fji5dunCqO2DAADx8+BArV66Ep6cnDh8+jBcvXmDBggVYvnw5vL29WelevXoVnTp1gqqqKpydnUFEuHr1Kj5+/IjTp0/DyclJJj0zMzMAwKNHj2BkZCTlZqesrAxTU1PMmzcPLi4urOwFgHnz5pX7/KxZsyqsJbmvF11YlKCkpARTU1MsX74cXbt2ld3QImRnZyMyMrLU3UBfX1+5tCsDYUeJR6Kioni5iaSlpaFVq1YACgdrEl/5gQMHwtXVVeZOWbIzQ0S4efMmlJWVmeeUlZXRrFkzTJo0SW67i7dDbm4ubty4gVu3bmHw4MFyaT9+/BgikQhGRkZy6QCFA0IuV3OL8+bNG6nHubm5uHXrFt6+fStXzIuXlxfWrVsHOzs7qU4/ISEBQ4YMQVJSEtq3b49Dhw5VaJK+efNmREdHM50pUNixjh8/Hq1atcLChQsxbtw4mScgpa3UdejQAbVq1YK/vz+uXbsmk56ES5cuISIiAvr6+hCLxRCLxWjTpg0WLVoEX1/fcncgSyM1NRVExEy69PX1meeUlZVRt25dufzNv3z5wvyOueT169fMDVtLS4uZwLRp0wajR49mrbty5UouzCsTLnfYtLW1mfezWRkui7Nnz4KI0K5dOxw8eFCqn1BWVoaJiQnq16/PWr9nz54cWPk/+O7bGzZsWOoigrzw1QdLrv/S3LJFIhHrnQmu78kSkpOTmUlArVq1kJ2dDZFIBH9/f7Rr1471RImv9lVWVoalpSXnuhERETh69Ci+++47iMVimJiYoEOHDtDS0sKiRYtYT5T8/f3RvXt3/PXXX1BULBwO5+Xl4ZdffsGECRO+6iZenNTUVACFi8KHDh2Crq4uK7vK4/Dhw1KPc3NzkZqaCkVFRVhYWMg0UZIsRpmZmSE2NhZ6enqc2goU9kFdunRBTk4OsrOzUbt2bbx69QpqamqoW7dujZgogQR4w8bGhq5fv865rpmZGV27do2IiFq0aEHr168nIqJTp06Rrq4ua90hQ4bQu3fvOLFRFmbPnk0BAQEyvy83N5dmzpxJWlpaJBaLSSwWk5aWFs2YMYO+fPnC2p4dO3ZQ7969KTs7m7WGrOTn59PIkSPp999/Z63xyy+/0Lx580qcnz9/Pv3yyy9ERDRr1ixq3rx5hfR0dHTo6NGjJc4fPXqUdHR0iIjo3r17zN/ykpSUROrq6qzfr6OjQ8nJyUREZG5uThEREURE9ODBA1JVVeXERi6ZMmVKqd+XvNjZ2dG5c+eIiKhDhw7Mbys4OJgaNGjA+edxhaGhIW3fvr2qzagQDx8+pPz8/Ko2o8Lw1befOnWKOnbsSKmpqZzqVkUfLA983ZONjIwoISGBiIjs7e1p9+7dRER08eJF0tLSYq3LV/suW7aMxowZQwUFBZzqampqMteYiYkJRUVFERFRSkqKXH27iooK3b59u8T5xMTEannPKIt3796Rj49Ptew/27ZtSyNGjKC8vDzS0NCg5ORkSktLI3d3dzp48GBVm1chhB0lHlm5ciWmTZuGDRs2cOrn2a5dO/zzzz9wcnLC8OHD4e/vjwMHDuDq1atfdTMpj7///pszG2Xh559/hrOzM5YtWybT+8aNG4fDhw9jyZIlaNmyJYDCXYU5c+bg1atXWL9+PSt7li9fjuTkZBgYGMDU1BRKSkpSz8sTmFsWYrEY/v7+8PDwwJQpU1hp7Nu3r9TdmJ9++gnNmzfHX3/9hX79+lU4ycXAgQMxfPhw/Pbbb/juu+8gEokQExODhQsXYtCgQQCAyMhINGnSRCY7i8b+AIWr3c+fP8fixYvlCmJv2rQpEhISYG5uDhcXFyxZsgTKysrYuHEjJ5l7uEgSUTQBSUFBATZu3IgzZ87A3t6+xHXGNhnJ0KFDER8fj7Zt22L69Onw9vbG6tWrkZeXx1oTwFezoxkbG7PWBvjbYeMDExMTADUnuJzLvl1XV1dqty87OxsWFhZQU1MrcQ2zdcesij5YHvi6J7u5uSEsLAx2dnbo06cP/Pz8EBERgbCwMJldlIu7Zj948IDz9o2KisLZs2dx8uRJNGnSpIQu2+QTVlZWuHv3LkxNTeHg4MCMqdavX4969eqx0gQKd9zT0tJKxA09fvwYmpqarHUB4MmTJzh27Fip/YM8/XBpaGlpYd68eejatStrV26+3ONu3LiBDRs2QEFBAQoKCvj8+TPMzc2xZMkSDB48WK7fR2UhTJQ4pjJuIhs3bmS2TEeNGoXatWsjKioK3bp1w6hRo9gbD34y7HyNS5cusQoo3rNnD0JCQtC5c2fmnL29PYyNjfHTTz+xnihx7f5SUZKTk1lnywIAFRUVXLx4sYTrw8WLF5n2LSgoQK1atSqkt2LFChgYGGDJkiV48eIFAMDAwAD+/v6YOnUqAKBjx47w8vKSyU4HB4dSfaJdXV1Zx2cBhYHw2dnZAIAFCxaga9eucHNzQ506dRASEsJal8skEcXd/yTuqMVTQsvjdubv78/87enpiTt37uDq1auwsLCQayJqamparl3yZsX85ZdfsHv3bgQGBsqlA5Qdr1cabAaFfAWXfy0GSp425qpv59sFE+CvD+YyvqMofN2T16xZg0+fPgEApk+fDiUlJURFReGHH36Q+XdSGfc1HR0duZJMlMWECRPw/PlzAMDs2bPRqVMn7Nq1C8rKyti6dStr3b59+2L48OFYtmwZWrVqBZFIhKioKEyePBn9+vVjrRseHo7u3bvDzMwMd+/eRdOmTfHw4UMQkcxxTxXl7du3JeJ/Kwqf7nFKSkpMn2ZgYIC0tDTY2NhAW1u7xpQmEJI5cMy2bdsq/Fo2cTl5eXkICgrCsGHD0LBhQ5nfXx5fy7Aj76pk8ZUDyU7C1atXERgYiNmzZ8ukZ2BggHPnzsHGxkbq/O3bt+Hu7o6XL1/KZS9fFE9rLmmHEydOYPDgwaz92RcsWICFCxdixIgRUjtAmzZtwm+//YYZM2ZgxYoV+PfffxEWFiaTtqT+jpaWFivbivLo0SOpx2KxGPr6+rxkVnz9+nWJxQtZ4TpJBN9s374dffv2LTEh/vLlC/MbZ0N8fLzUY0kSjj/++ANBQUFyrwz6+flh+/btsLe3l3uHTZbYDVn7HYC/4PKjR49KPZa08bZt2zB37lwMHz6clS7ffXtNwdHRUepx8fgONpNmvu7JeXl52LVrFzp16gRDQ0POdL8FcnJycOfOHRgbG8sVV/PlyxdMnjwZ69evZxYplZSUMHr0aCxevLjCi4rFcXZ2hpeXF+bNm8ck4ahbty4GDBgALy8vuWJFJZn1JEjGDzt27IC7uzv27Nkjs6aHhwcaN26MdevWQUdHB/Hx8VBSUsLPP/8MPz8/ufr2jh07YsiQIejfvz9GjRqFuLg4+Pr6YseOHXjz5g2uXLnCWrvSqDKnPwHWqKurc+4TTlQY27BmzRoiIsaXtKCggEaMGEGzZs2SW3/IkCFSx7Bhw2jq1Kl06tQpVnpz586lfv360adPn5hznz59ogEDBtCcOXPktpcvPDw8pI527dpR3759acOGDZSbmyuX9s6dO8nV1ZV0dXVJV1eXXF1dadeuXczzOTk59PHjR3n/hWrJ0KFD6f379yXOZ2Vl0dChQ1nr1qlTh+Lj44mISEtLi+7cuUNEROHh4eTg4MBaly/EYjG9ePGixPlXr16RWCzm/POOHz9Obdu2lVun+O+i6OHp6Sm/oRxiaGhIV65cIaLC+Im7d+8SUWH8XuvWrTn/vF27dlH37t1Zv5/vvp2osG959+6d1FET4CK+g697sqqqKj18+JBz3ZrEly9fyMzMjBITE3n7jOzsbEpISKD4+HhO4rY0NDTowYMHRFQYO3vr1i0iIrpx4waZmJjIpW1qaip1mJubk4uLC02fPr3U+19F0NbWZu5r2tralJSUREREly9fJisrK7nsjY2NZeKFMzIyqHPnzqSpqUmOjo5048YNubQrC8H1jmeSk5Px999/Izk5GcHBwahbty5CQ0PRsGFDmWM7JPBVC4KvDDsSuFi1LL6ycebMGRgZGTEuRfHx8fjy5QvrFNNAoXvLihUryiweKG8a5LNnz8r1/vIYMGAABgwYUObzxVM6lwdfdcAAfvyht23bhsWLF5fwLf/48SO2b9/O2q0vPz+fqYehp6eHZ8+ewcrKCiYmJrh79y4rTQl8uLpSGTVznjx5wmkGOAmNGzdGbGys3Dp8/i64Jjs7m6mXVLt2bbx8+RKNGzeGnZ0dL/EzLi4uGDFiBOv389W3Z2dnY+rUqZwXN+a7Dy4KF/EdfN2TXVxcEBcXx8TEcQWf7ct14V0lJSV8/vyZ13qGampqsLOz40xPXV2dKdJav359JCcnM+O9V69eyaWdkpJSZluwLWTLp3tcixYtmL/19fVZl6eoSoSJEo9ERkaic+fOaN26Nc6fP4+goCDUrVsXCQkJ2LRpEw4cOMBKt3Pnzpg+fTpu3brFaS2I2rVrM2lNGzRogFu3bsHOzg5v375FTk4OK02uKT7Q69Wrl9RjLlwf5s6di02bNmHixIkIDAzEjBkz8PDhQxw5coS1D3tl8uXLl1Lr0MgabM9XMUmu/aH5LgLKV5IIrotJSuJyRCIRvv/+eybdLVDYDqmpqTLHkxVF4n4pgf7f5WPOnDlo1KgRa93iPHjwAMnJyXB3d4eqqmqZE7+KwsegkK/g8tL4+PEjVq9eLVfpA7769ilTpvBS3Liy+2B54jsA/u7JY8aMQUBAAJ48eVKqLtukIXy1L1+Fd8ePH4/ff/8dmzZtkurX2CCLGxnbxSpXV1dER0fD1tYW3t7eCAgIwM2bN3Ho0CG4urqy0pQwbtw4/PnnnyXOZ2dnw9vbG+fOnZNZ09HREVevXkXjxo3h6emJWbNm4dWrV9ixYwenE8gaS1VuZ33ruLq60vLly4nof+4OREQxMTFUv3591roikajMQx7Xmn79+jH2LliwgPT19emXX34hExMT8vHxYa0rIS8vj5YuXUrfffcdGRgYMO5hkqO6YG5uTsePHyci6S304OBg6tevHytNBwcHcnR0rNDBlnv37lGbNm2YVOmSg+11oaGhQXFxcaztKQuu04VK/r+yDgUFBVqwYAFre0NDQxm7kpOTycbGhkQiEenp6VF4eDhrXa7doebMmUNz5swhkUhEkyZNYh7PmTOHFi5cSLt376bPnz+ztre0dhaJRGRsbEwXL15krSvh1atX1K5dO+ZzJP3lsGHDaOLEiax1AwMDqV69erR06VJSUVGh+fPn0/Dhw6lOnToUHBzMSnPnzp30999/ExHR9evXSV9fn8RiMamoqFBISAhrW3V0dKT6RB0dHVJQUCBNTc1SU/VXFL769oYNG9LZs2eJqNAF8f79+0REtH37durcuTNrXT76YMn7ix4rV66kqVOnUv369emnn35ircvXPbksPXl1+WpfKysrJoV50TFPYGAgjR07lrVuz549SVNTk+rVq0cdO3YkHx8fqUMWiocAlHewJTk5mXHXzs7OptGjR5OdnR35+PjI7UppaWlJM2bMkDr34cMHatOmDbVp04aVJp/ucaampmRmZlbmURMQkjnwiIaGBm7evAkzMzOpat0PHz6EtbU1k82muvD69Wt8+vQJ9evXR0FBAZYtW4aoqChYWloiMDBQ7uJps2bNKncVq7oUHlNXV8ft27dhbGyMevXq4cSJE3ByckJKSgocHR1ZrTzyHVwOAK1bt4aioiKmTZtW6g6QrBnPbG1tsWvXrhIB0PKio6ODK1euwMrKCjo6Orh06RJsbGxw5coVDB48GHfu3JFJLzIyktcioKXBRZIIdXV1JCYmwtTUFHp6ejh79izs7Oxw+/ZttGvXjsnyJAv5+fnYsWMHOnXqxPnORmRkpNRjSRIOS0tLuVd5AWDQoEHIyMjApk2bYGNjw/SXp0+fhr+/PxITE1npWlhYYNWqVfD29oampiZu3LjBnLt8+TJ2794tt+1cBZcXTwYkaWMXFxe5+l+++nYNDQ0kJibCxMQERkZGOHToEJydnZGamgo7OztkZWWx0uWjDwbAFGKWIGnfdu3aYfr06XKnhOaa4olvisPWJY+v9lVTU8Pt27dhYmKCunXrIiwsDM2aNcP9+/fh6upaqntmRRg6dGi5z1enZCT5+fmIioqCvb09LwVnU1NT0aZNG0yaNAn+/v748OEDOnXqBEVFRZw8ebLEruPXICKkpaWhbt26MrnmV5Tg4GCpx5IENaGhoZg8eTKmTZvG+WdyTtXO075tGjRoQNHR0UQkvbpy6NAhMjc3r0rTSpCbm0tbt26l58+f8/YZXK9ivXr1isaMGUM2NjZUp04dznaoGjduTJcvXyYiojZt2tCiRYuIiCgkJIT09fVZ6/KNmppaqcXz2MJXMUk9PT0m+L1x48YUGhpKRES3b99mXeQvNzeXBg8eTGlpaZzZKdFVUFCgmzdvcqpLxF8xyVq1alFKSgonNlYmBgYGzOpl0f4yJSVFrkLEampq9OjRIyIqTMIgKQyanJzMqp0rI7icS/js2/kqblxT++CaAl/ty1fh3ZoG333wzZs3qU6dOrRy5UpydXWltm3bUlZWFiut/Px8UlJSonv37nFsZfmsWbNGrl27ykSIUeKR/v37Y+rUqdi/fz9EIhEKCgoQHR2NSZMmsU7RK4HrYHhFRUWMHj0at2/flsuu8khPT2f8XTU0NJhVq65du7KqnfLzzz8jOTkZw4cPh4GBAWcxND4+PggPD4eLiwv8/PzQr18/bN68GWlpaVI1aqobtra2cgeKFqVv377IycnhvA4YH/7QioqKOHjwIObMmcPq/eXpmpiYyF0jqDS4LCZZFDs7O6SkpJRYPeeCp0+fIjo6utQYOHl3hLOzs6Gmplbi/KtXr1in6QUAIyMjPH/+HMbGxrC0tMTp06fh5OSE2NhYVrp8B5d/+vQJCQkJpbYxm1gXPvt2voob18Q+mK+CnQA3xa6Lwlf78lV4l0+4Tj4B8NsHA4Vxs8ePH0f79u3h4uKC48ePs94NEovFaNSoETIzMzmNNf0akri+6rQbWCZVPVP7lvny5Qv179+f8SlWUlIisVhMP//8M+Xl5bHWvX79OhkaGpKWlhYpKCiQvr4+iUQiUldXl8vn08PDgw4fPsz6/V+D61UsDQ2NSkkvefnyZVq+fLlcMQJF+VpMDVvCw8OpZcuWdPbsWXr16pXcqXq3bt1a7sEWvvyhe/TowcSNcMmWLVuoc+fOlJmZyaluZmYmPX36lIgKV/V+//136tatG/n7+9Pr169Z6546dYocHBzon3/+oWfPnnGWsnnLli2krKxMGhoaZGJiIpWilgtf8y5dutDMmTOJqPC3nZKSQvn5+fTjjz9Sr169WOtOnTqVgoKCiIho//79pKioSJaWlqSsrExTp05lpblo0SIaPHiw3On8i3Py5EnS09PjPNaF775dwqNHj+jgwYOc98tc9cEfP36kJUuWUOfOnal58+acxYfydU9OTk4me3t7qdikovcPrrh06RIn7Zufny/1m9i7dy+NHz+egoOD5YqPJCr87f7444/k4uLC2fcWHBxMGhoaNHbsWFJWVqaRI0dS+/btSVtbm3777TfWulz3wWXFONeuXZusra3lbovjx49TmzZtePGcKIvff/9d7lTplYUQo1QJpKSk4Pr16ygoKICjo6Pcs3a+ioPt378f06ZNg7+/P6cZdiRMmzYNWlpa+O2333DgwAH069cPpqamzCqWrFmSvvvuO6xevVruLDLFOX/+PFq1alUi7iIvLw8XL16Eu7u7XPp8FZUUi8UAUGKlm/4/axgfuyLViQ0bNmDOnDkYMGAAp5mnHB0d8eDBA+Tm5sLExKSELh/poOVBch0A0teCvNdBw4YNMWrUKEyfPl3qM7giKSkJHh4eaN68OSIiItC9e3ckJibi9evXiI6OhoWFBSefc+XKFURHR8PS0lLuFXkNDQ3Y2dmVuCbYZsuytLREp06dMGvWLBgYGLDSKA2++3au4asP7t+/P8LCwtC7d+9SvRDYxofydU+uacWu09LS0LBhw1LvQY8fP5Y586qEotn0/vrrrxLZ9IKCgljpWltbY/bs2ejXr59UHPmsWbPw+vVr1sXfue6D+Y5x1tXVRU5ODvLy8qCsrFxid0qedPGSbKwSiAjp6el4+fIl1q5di19//ZW1dmUhTJRqIFwHw0sobfAjEol4G2hfvnwZFy9eZD1giY2NxbRp0zBr1iw0bdq0hGuYlpYWK7sUFBTw/PnzEimlMzMzUbduXd4mHLt378bevXtLTKQqSvFg++K0bdtWJr2v1U9ge9Pji/IG7/Jcv1+7SbEdXBVPty1BJBKhVq1aUFZWZqXL9XUgoU6dOoiJieFswlIa6enpWLduHa5du4aCggI4OTlh7NixciWmyMzMRJ06dQAAjx8/xl9//YWPHz+iW7durAfcfAWXa2lpIS4ujvM25qtvX7VqVannRSIRVFRUYGlpCXd3dygoKMiky1cfrK2tjX///RetW7dm9f6y4OuerKenh4iICNjb20NbWxsxMTGwsrJCREQEAgICEBcXx0r32LFjpZ4v+r2xcRvj63vja0LDV/IJvvpgviieRKY4gwcPZq1d/P4pSaDi4eEBa2tr1rqVShXtZP0n6NWrF+NeVpQlS5ZQ7969WevyEQxPRPTw4cNyj+rGvXv3qHnz5pylw5YgEokoIyOjxPm7d++SpqamPCaXy4MHD0hNTY03fVnh0kXQ0dGRcSf7Wqr0/wpfa19jY2OaNWsW5efnV7WpREQ0efLkUvszrnj06BEVFBSU+ZysJCQkkImJCYnFYrKysqK4uDgyMDAgDQ0NxkWqMtzRZGHo0KG0adMmznX56ttNTU1JXV2dRCIR1a5dm3R1dRmXMwMDAxKJRGRhYSFzkhW++mAbGxsmbTOX8HVP1tHRYZKamJubMy7LDx48kEu3uCtfaanH3d3dZXYBLut7e/jwoVz3NlVVVeY61dfXZ1w77927R7Vr12atKySfEKgIQjIHHomMjCx1tdnLywvLli1jrctXcTCuq38DhStXnTt3hpKSUpmrWBJk3VUaMGAAlJWVsXv3bk6SOUjcI0QiEYYMGSIV6J2fn4+EhAS0atVKrs8oCy6KSp4/f77c52VdPS++WilxEfzjjz9kdnXo0aMH0549e/aU6b3fKlu3bsWMGTMwZMgQODs7g4gQGxuLbdu2YebMmXj58iWWLVuGWrVq4bfffpNZPycnp9QAZbZuVosWLULXrl0RGhoKOzu7Eju48gTvA4Wpm8tajTYzM5N5NXrKlCmws7PDzp07sXPnTnTt2hVdunTBpk2bABQWsVy8eHG1uh7XrFmDH3/8ERcuXCi1jdkmBeCjbweAhQsXYuPGjdi0aROzC/bgwQOMHDkSv/76K1q3bo2ffvqJCer/Gnz3wcuXL8fUqVOxfv16TtuEr3syX8Wuw8LCMGPGDAQFBcHZ2RkAEBMTg5kzZyIwMBDa2toYOXIkJk2ahM2bN39Vb+LEiQAKv7fAwECppCz5+fm4cuUKHBwcWNtraGiIzMxMmJiYwMTEBJcvX0azZs2QmpoKksMpiu/kE1z3wUDhjkx5Yx15PV4+fvyI3NxcqXNsvXMk5Ofn4/Dhw7h9+zZEIhFsbGzQo0cPTspKVAaC6x2PqKqq4saNG7CyspI6f+fOHTg6OuLjx4+sdK9evYoPHz7A09MTL1++xODBg5maGFu2bJGrQwK4zbAjFouRnp6OunXrcu4apaamhri4uBLtyxaJO822bdvQp08fKT9dZWVlmJqaYsSIEXLVSQFQov4OEeHDhw9QU1PDzp07WcdNlOVeI4Erl8ETJ05g6dKlrCqA8w0fmafy8/OxYsWKMjMjsfXf/v777zFy5Ej06dNH6vy+ffuwYcMGhIeHY8eOHQgKCpLJdefly5cYOnQoTp48WerzbK+D+fPnY/bs2bCysiqxMCESiRAREcFKV4JYLMaLFy+gr68vdf7Ro0ewtbVFdna2THpF3ZaysrKgpaWFmJgYtGjRAkBhP+zq6oq3b9+yspePbFmbNm3CqFGjoKqqijp16pRo45SUFFa6ErjOnmZhYYGDBw+WuOfExcWhV69eSElJwcWLF9GrV68K1QXjuw9++fIl+vTpg/Pnz3OayZOve/KpU6eQnZ2NH374ASkpKejatSvu3LmDOnXqICQkhHV2zKZNm2Ljxo0lJp3R0dH49ddfkZiYiDNnzmDYsGFfdcEGAE9PTwCFi8MtW7aUchuWfG+TJk1iHZ/9yy+/oGHDhpg9ezbWr1+PiRMnonXr1syEpiKTudIoKChAQUEBM2Dft28f872NGjWKtfszX30wwE+Mc3Z2NqZOnYp9+/aV6m4oj723bt1Cjx49kJ6ezozV7t27B319fRw7dkyuhYRKo0r3s75xWrRoQXPnzi1xfvbs2eTk5FQFFpVPZWXYKY3Hjx/L/B43NzcKCwvj3JY5c+awrklQEYpnj9u+fTudPHlSrkxnRERv376VOl6+fEmnT58mFxcXOnPmDEfWF7o78OEi+OzZM7mqt/OVeSowMJDq1atHS5cuJRUVFZo/fz4NHz6c6tSpQ8HBwax1VVVVS61dce/ePcatJiUlRWYXm/79+1OrVq0oJiaG1NXV6fTp07Rjxw6ysrJi6pixQUdHh5esgv7+/uTv709isZhGjhzJPPb39ydfX19ycXGhVq1ayawrEonoxYsXzOOitZmIiNLT01n3a3xlyzIwMKCgoCDO3S356ttVVVUpNja2xPmYmBjmuk1NTZW5DhZfffD3339PjRo1osWLF9Pff//NWSbPyiQzM7NMF9WKoqKiUmqGs4SEBFJRUSGiQnc5WfueIUOGyJVZsyz4yqZXlrtvQUEBK3dfCXz1weWxa9cu6t69O6v3SupR7t+/n1RVVWnLli00f/58MjIyop07d8pll4uLC3Xr1k1qfPP69Wvq3r07ubq6yqVdWQgTJR45evQoKSoq0qBBg5iOeODAgXL7xnt6etKbN29KnH/37h15enqy1u3atSv16NGDMjIySENDg5KSkujChQvk7OxM58+fZ61bHs+fP6fx48cznbMs7Nu3j2xtbenvv/+mq1evUnx8vNRRXSnPNj5iJiIjI1lNzIunNH379i3dvn2b+vbtS82aNWNlS2JiIq1Zs4Y2bNjAXMMvX76kCRMmkIqKCtnY2LDSJSJq27YtjRgxgvLy8phBcVpaGrm7u9PBgwdZ63JdKFlCo0aNSk1PPXXqVGrcuDERFaZSr1+/vky6hoaGdOXKFSIi0tTUZGInjh49Sq1bt2Ztr4GBAS9FCT08PMjDw4NEIhG1atWKeezh4UEdO3akX3/9ldXnFo+XkKQclyDPRMnKyoopEFx0AhYYGCjXZF9XV5e5vriEr769S5cu5OTkRNevX2fOXb9+nZo3b07e3t5ERHTs2DFq2rSp3P8DF6iqqvJSUoKve/LQoUPp/fv3Jc5nZWXR0KFDWeu2bt2avLy8pH4fGRkZ5OXlRW5ubkREFBYWRo0aNWL9GTUBsVgstZgi4dWrV3ItIPDVB5eHPDHODRs2pLNnzxJRob33798nIqLt27dT586d5bJLRUWFbt26VeL8zZs3WY37qgJhosQzx48fp1atWpGamhrVqVOH2rVrR5GRkRQXF8das/hKqYQXL16QoqIia906deowg3gtLS26c+cOERXW53FwcGCt++bNG+rfvz/p6elRvXr1KDg4mPLz8ykwMJBUVVWpRYsWzKBDFsqqNSJvMgcifmo2SDA0NJRa2ZZw4MABXnZqkpKSZF7RJSo92YBIJCJjY2O6ePGizHr//PMPKSsrM9+VhYUFRUREkJ6eHnl4eNA///wjs2ZRtLW1mWtWW1ubkpKSiKiwBouVlRVrXTU1NWZ10dDQkAn+TU5OJi0tLda6R48eJWVlZbK3t6fhw4fTL7/8Qs2aNaNatWoxbbF27Vry9/eXSVdTU5NSU1OJiMjExISioqKIiN3uVFEWLlxI48ePZ/3+r8H1arRIJKIuXbqQj48P+fj4kKKiInXs2JF53KVLF9b9BF/B5RMmTGBqPnEJX3378+fPqX379iQSiUhZWZmUlZVJLBZThw4dKD09nYiIIiIi6NSpUzJr89EHOzo60qVLl1i/vyz4uieXNZB/+fIlKSgosNa9c+cOWVlZkbKyMllYWDB1xaytrZlB/eHDh2n79u0ya8fExNDkyZOpb9++zG9NcrCl+CKo5EhISKB79+7Rp0+fWOnylXyCrz64LHJycsjPz49ZYJMVdXV1pj9r0KABM8lLSUlhNXYoSrNmzSg8PLzE+fDw8GqzgPI1akYkVQ3G29sb3t7eAIC3b99i165dmDBhAuLj42X2+0xISGD+TkpKQnp6OvM4Pz8foaGhaNCgAWtb8/PzoaGhAaDQv//Zs2ewsrKCiYkJ7t69y1r3t99+w/nz5zF48GCEhobC398foaGh+PTpE06ePMk6VWZqaiprm8qjaM2Go0ePlqjZIC+jR4/G999/j4sXLzJpj/fu3Ythw4Zh69atrHWLXh9AYezT8+fPsXjxYjRr1kxmvbNnz0o9lqT1tLS0ZBWEGRQUhFGjRiEoKAgbN27EpEmTMGrUKBw8eFDu2lQAoKSkxMR0GBgYIC0tDTY2NtDW1q6Qn31ZGBkZ4fnz5zA2NoalpSVOnz4NJycnxMbGSgWby0r37t1x9+5drF+/Hvfu3QMRoXPnzjhy5AhMTU0BFF4rsmJlZYW7d+/C1NQUDg4O2LBhA0xNTbF+/Xq50mzHxMQgIiICx48fR5MmTUrEd7CtHSSB6wrtxVPa/vzzzyVeM2jQIFbafAWX5+fnY8mSJTh16hTs7e05S5jBV99uaGiIsLAw3Llzh7mGra2tpeJGJfErssBXH7x48WIEBAQgKCio1GQZsgat83VPfv/+PahwIRsfPnyAioqKlO6///5bIumJLFhZWeH27ds4deqU1PfWoUMHJtaVTZKTkJAQDBo0CB07dkRYWBg6duyI+/fvIz09HT4+PqztdXBwKDeBgZKSEvr27YsNGzZItVVZ8J18gq8+GPh6jDMbzM3N8fDhQ5iYmMDW1hb79u2Ds7Mz/vnnH+jo6Mhl78KFC+Hr64s5c+YwNS8vX76MefPm4ffff5cqkyFv0gjeqLo52n+H8PBwGjBgAKmqqpK1tTXNmDFDylWhohRd4S9tN0VNTY02b97M2s42bdowrl/9+vUjLy8vioqKokGDBlGTJk1Y6xobGzOxRMnJySQSicjPz4+1Ht/w5VZTFF9fX7K1taXMzEzatWsXqaqq0oEDB+TSLCvla8uWLen27dsy60VGRkr5hUvIzc2lyMhImfW0tbWZ1crc3FxSUFCgf//9V2adsujQoQPt2rWLiIhGjhxJzs7OtHPnTurUqRM5Ozuz1p06dSqzyr9//35SVFRkVmBLc52ranbu3MnEEl2/fp309fVJLBaTiooKhYSEsNYdMmRIuYe8ZGVl0cyZM6lly5ZkYWFBZmZmUkd1Yvjw4TRnzhwiIlq3bh2pqqpS+/btSUdHh4YNG8Zat6jbYfFDHhcuvvp2vuCrDy4emyVvSQm+7slfKx2goKBACxYskFmXb+zs7GjNmjVE9L/vraCggEaMGEGzZs1irXvkyBGysrKiTZs2UUJCAsXHx9OmTZvIxsaGQkJCaOfOnWRkZEQBAQEV0uPL3VcCX30wEZWIreMixvmPP/5g4m0jIiJIVVWV2R1euXKlXPYW9/gpLUaSCy8gPhGy3vHEkydPsHXrVmzZsgXZ2dno06cP1q9fj/j4eNja2rLSfPToEYiIqdBdNDuUsrIy6tatK3Nhv6KUl2Fn7969aNeuHStdJSUlPHr0CPXr1wdQmK0uJiYGTZs2ZW1rUbjO5MRXEbriDBw4EFeuXMHTp0+xe/du9OjRQy69R48eST2W7ABVZIWtNLguHlg0AyIAaGpq4saNG5wV1+Q7G6QEeQslF+Xt27eIiYlBRkYGCgoKpJ5ju9tRnJycHNy5cwfGxsZyZ2zkk379+iEyMhIDBw5EvXr1Sqwg+/n5VZFlJeErWxZf8NW35+fnY+vWrQgPDy/1GmabCbGmFALl654cGRkJIkK7du1w8OBB1K5dW0rXxMSEuZ+yJTw8vMzvbcuWLaw01dXVkZiYCFNTU+jp6eHs2bOws7PD7du30a5duwplPiwNZ2dnzJ8/H506dZI6f+rUKQQGBiImJgZHjhxBQEAAkpOTK6w7dOhQBAcH876TUVP6YAlpaWm4evUqLCwsWHmjFOVrv7miVLdCvBIE1zse6NKlC6KiotC1a1esXr0aXl5eUFBQwPr16+XSldR9KN6pcUXRTsjc3BxJSUl4/fp1ia1eWSkoKJBycVBQUIC6urpctgJASkoKfHx8cPPmTabKPPC/lNhsU1ry4VZTWg2pnj17IjIyEv369YNIJGJew3bwzXWtFCIq9XvPzMxk/f0VdU8hIty9e7dE2me2NSYkaZ8BQF9fH//++y/zmG0q/tJwdXVlXAjk4Z9//sGAAQOQnZ0NTU3NEqmg2U6Udu7cKeVmpqamBicnJwDA5MmTsXTpUvkM54mTJ0/ixIkTaN26dVWb8lXEYrFUOv4+ffqUSPNeneCrb/fz88PWrVvh7e2Npk2byl3LTgJfro1cD8T4uidL7ExNTYWxsTFn7Sph7ty5mDdvHlq0aFHqogRbateujQ8fPgAAGjRogFu3bsHOzg5v375FTk4Oa92bN2+Wen8zMTHBzZs3ARS658k6EePa3bcsivbBbCjuVl8e8tRokmBsbAxjY2O5dYDqO/mRBWGixAOnT5+Gr68vRo8ezbpuQGls37691PPa2tqwsrKCtbU1Z58loehKFluISKp44KdPnzBq1KgSg21ZYxz8/PxgZmaGM2fOMCt6mZmZCAgIkKugLx9F6Mrz996yZQuzgsemnlRRwsPDsWLFCqawm7W1NSZMmID27dtXWIPPoo/ff/+91ECna9euzGdJJmZs//+xY8fizz//LHE+Ozsb3t7erOs+ZWZmok6dOgCAx48f46+//sLHjx/RvXt3uLm5sdIEgICAAAwbNgwLFy6U8pGXl3HjxkFHR4dpWwn+/v4ICQmRaaLk5OSE8PBw6OrqwtHRsdwBFdvaQRJ0dXU56W8qm+zsbOzduxcfP35Ex44dZe7zf/jhB2zduhVaWlpf7V/kjQMrChdtHRISgn379qFLly4cWPQ/uOyDExIS0LRpU4jF4q8OOGUdZPJ1Ty5aPLyop4C2tjYsLS3lXmhcv349tm7dioEDB8qlUxw3NzeEhYXBzs4Offr0gZ+fHyIiIhAWFsa65hMAWFtbY/Hixdi4cSOzW5ubm4vFixczbfz06VMYGBjIpJudnY3FixeXubPGpm7Z/fv3kZCQACcnJ5iZmeHEiRP4/fff8fHjR/Ts2RO//fabzBNTSYzW1xYJ2Nw/P3z4gHv37sHKygoaGhq4fv06Vq5cydg7YMAAmfTKgo/iu5WFMFHigQsXLmDLli1o0aIFrK2tMXDgQPTt21du3bJcT7KyslBQUIAuXbpg9+7d0NTUlFn77NmzuH79OlxdXdG6dWts2LABQUFBzI9l1apVUsX/ZKEiQdVsuHTpEiIiIqCvr8+s8LZp0waLFi2Cr68v4uLiWOlu3LiR6TBHjRqF2rVrIyoqCt26dcOoUaNYafK1C1iUNWvWwN/fH71792aulcuXL6NLly74448/MG7cuArpaGtrAyic4GpqapYo+ujq6ooRI0bIbB9fyTcknD59GjNnzsSCBQuYc1lZWejcuTMrvZs3b6Jbt254/PgxGjVqhJCQEHh5eSE7OxtisRgrVqzAgQMHWAU9A4U3dl9fX04nSUDh4PWnn37CsWPHmCQZ48ePx6FDh0ok6PgaPXr0YCbKbP/PijJ//nzMmjUL27Zt47xNuCItLQ0DBw5k+srNmzejQ4cOuH//PoDCIuMnT56UKTmJtrY2M3CS/Pa4hM++XVlZGZaWlhxbzG0f7ODgwLj8ljfgZDPI5Oue7OHhUeZzCgoKGD16NJYvX14iGUVF+fLlC+vFrvJYs2YNPn36BACYPn06lJSUEBUVhR9++AGBgYGsdf/88090794dRkZGsLe3h0gkQkJCAvLz83H8+HEAhZOaMWPGyKT7yy+/lOvuKyuHDx9Gnz59IBaLIRKJsHHjRvz666/w9PSElpYW5syZA0VFRUydOlUmXb7unefPn0fXrl2RlZUFXV1d7NmzB71790aDBg2goKCAQ4cOIScnh9X9XgKfxXcrjcoPi/rvkJ2dTZs3b6bWrVuTkpISExhXWl0EecjPz6eYmBiyt7evcDBjUTZu3EgKCgpkYWFBtWrVooULF5K6ujqNGjWKxowZQ1paWtUyaF1HR4cJ8jU3N6eIiAgiKqwnwEcKzupO/fr1afXq1SXOr1mzhurVqyezHt+Fd7kmJSWF6tevT3/88QcREb1//55atmxJbm5urP4PLy8v6tq1K124cIFGjhxJDRo0oKFDh1J+fj7l5+fTmDFjyMXFhbW9Pj4+tHfvXtbvL489e/aQrq4uxcbG0ujRo6l+/fpMIg1ZKauWC9c4ODiQpqYmaWhoUNOmTTlPy88FP/74I7m6utKOHTuoe/fuZG1tTd7e3pSenk4ZGRnUu3dvVkkX5s6dS9nZ2Zzby3ffvmzZMhozZozcBVD55OHDh4x9Dx8+LPfgCnnvycWLh0uOhw8f0r59+8jExESuNPJTpkyhefPmsX5/VfDhwwdat24d+fv704QJE2j9+vVy90va2tpM6m4uaN68Of32229UUFBAW7ZsIVVVVVqxYgXz/IYNG8ja2pqzz5MXNzc3GjZsGD1+/JjmzZtHOjo6NH36dOb5+fPns66ZKKEqiu9yjZDMoZK4e/cuNm/ejB07duDt27fo0KFDqXEr8nDmzBmMHTtW5nSvTZs2xciRIzF+/HiEhoaiW7du2LRpE7MTtH//fkyfPh0PHjzg1F55cXNzQ0BAAHr27In+/fvjzZs3mDlzJjZu3Ihr167h1q1bFdaqTB/gVatWlXpeJBJBRUUFlpaWcHd3lzkIWFNTE3FxcSVWeO/fvw9HR0dkZWWxtrmmcOvWLXh4eCAwMBAhISGoVasWTpw4wcpVRU9PDxEREbC3t0dWVha0tLQQExPDxELduXMHrq6uePv2LStbN2/ejHnz5mHo0KGlpiqWN1HEunXr4O/vD319fZw9e5b1yn9ZST24Zu7cueU+P3v2bF4/vyIYGhri2LFjcHZ2xuvXr6Gnp4fo6Gi0bNkSABAfH4/vv/8er169kkmXrzbmu2/38fHB2bNnUbt2bblTxvPZB1fWNVwctvfkr3H06FH89ttvSExMZPV+Pz8/bN++Hfb29nKnoS+a3vlrVLf0z2ZmZvj3339hY2PDiV7RBEUFBQVQVlbGjRs3mMRVDx8+hK2trVzxWhK4SGKlo6ODy5cvw9raGl++fIGqqiquX7/OJHB48OABHB0dmbgzNtSrVw9Hjx6Fs7MztLS0cPXqVTRu3BjHjh3DkiVLEBUVxVq7shAmSpVMfn4+/vnnH2zZsoXzidLDhw/RpEmTEsHxX6NohiGg0J0iPj6e6TzS0tLQqFEjfP78mVN75aVoJqfk5GR069aNyeQUEhIik0+0ZKv8az8HeWOIgMLO+eXLl8jJyYGuri6ICG/fvoWamho0NDSQkZEBc3NznD17Fg0bNqyw7oABA+Dg4IDJkydLnV+2bBmuXbuGPXv2fFWjMmNS+OLy5cto3749XFxccPz4cdZuRaVl6YuPj4e5uTkA4MWLF6hfvz7r66FoMoDiyHqdSeqCFOfAgQNwdHSUyiwoay2e4u3wX0ZBQQHPnj1jYiE0NDSQkJAg9zXBVxvz3bcPHTq03OdlCZbnsw+uqmuY7T25IrpNmzZlvfhVXm0rkUgkU7ZCyfdWHiRn/GlZY6Wii4tmZmYy6+7cuRNHjx7lzN2X73sGwG0Sq8qwV0tLCwkJCTA1NYWpqSl27dqF1q1bIzU1FU2aNOFk0sg3QoxSJaOgoICePXvy4u+fnJwMIyMjmd/36dMnqcFkrVq1pAL4a9Wqhby8PE5s5JKimZwsLCzkyuTEd/xMURYuXIiNGzdi06ZNzAD2wYMHGDlyJH799Ve0bt0aP/30ExPAXFFsbGwQFBSEc+fOMSvcly9fRnR0NAICAqR2snx9fUvVqMyYFC4oazJXq1YtPHv2TCqDGpuJXXFtLrNPcRm3VlY8noWFBd6/f888z9Z+rrNu1VSoWCZILtuFjzbmu2/nMmtYZfbBlQXbe/LXePbsmVyTPlljFStLqyx69uxZ6iS6aBKgNm3a4MiRI9DV1a2w7vLly5GcnAwDAwOYmpqW2FmT9Z4hEolK9A9c/665TGJVGfbyWXy3shAmSt8ARIS4uDgEBASgW7duMr9fJBIx1b8lnU5WVhazpS7L1nplUJGsR4qKijA0NESHDh0q1CZcp9Yuj5kzZ+LgwYNSq/yWlpZYtmwZevXqhZSUFCxZsgS9evWSSXfz5s3Q1dVFUlISkpKSmPM6OjrYvHkz81gkEpU5USrq3lQdXJ2+Bt+TufKyNXK5w/rp0yfW9a4A/gcrjRs3/uoN9PXr13J9Rn5+PlasWIF9+/aV6lIirz5XzJo1i1l9/vLlC4KCgpgkDPKsjn7//fdMXaayYDNw47tvz8vLw7lz55CcnIz+/ftDU1MTz549g5aWFjQ0NCqsw3cffOrUqa8my5DX3VWCvPfk8sjIyMDMmTNZ174qyoMHD5CcnAx3d3eoqqqWWRKiPCoj/XNYWBhmzJiBoKAgODs7AwBiYmIwc+ZMBAYGQltbGyNHjsSkSZOk7nVfg+v7BxFJ9ZVZWVlwdHRkvAe4cODiMokVEUn1Ozk5OejWrRuTWZCLBfIJEyYwadtnz56NTp06YdeuXVBWVsbWrVvl1q8MBNe7GkRZOyVZWVnIz8+Hl5cX9u7dK9PNCSi5dV68s5R325xrvubuARSu1mdkZCAyMhKTJk3CvHnzZPqMHTt2YP369UhNTcWlS5dgYmKClStXwszMTO7CsGpqajh//rxU3R8AiI2NRdu2bZGTkyO3a4WA/FTkOgPYr6rn5+dj4cKFWL9+PV68eIF79+7B3NwcgYGBMDU1xfDhw1npco1YLMbKlSu/Osgsnt1SVmbNmoVNmzZh4sSJCAwMxIwZM/Dw4UMcOXIEs2bNKnNyX5l4eHhUaCAp68RVLBYjICDgq323rIsXfPftjx49gpeXF9LS0vD582fmGp4wYQI+ffokV+1ALvvg8txcJbBpB77uyWXtlL979w5PnjyBjY0NTp8+zXpXKTMzE3369MHZs2chEolw//59mJubY/jw4dDR0cHy5ctZ6QKFWX83bNiAlJQU7N+/Hw0aNMCOHTtgZmaGNm3asNJs2rQpNm7cWCJTX3R0NH799VckJibizJkzGDZsGNLS0ljbLi/btm2r0Ovk6St1dXVx7do1mJubw8LCAps2bYKnpyeSk5NhZ2cn02LN1+JCJbBZNM3JycHkyZNx5MgR5Obmon379li1ahXU1NRqVPFdQNhRqlGsXLmy1PNaWlqwtrZmHZBYGVvnXCLLwPTEiRMYPXq0TBOldevWYdasWZgwYQKCgoKYm6eOjg5Wrlwp90TJ09MTI0eOxKZNm+Do6Aig0HVq9OjRzCrhzZs3Wflcy4ssbotsV/hfvHiBSZMmMbUriq/VVJcJOd/FCIOCgrBt2zYsWbJEKv2qnZ0dVqxYIddEKTY2Fvv37y91Z4ZNLZ6ffvqJ9/iOXbt24a+//oK3tzfmzp2Lfv36wcLCAvb29rh8+XK1mCixrcVVESZPnsx5G/Pdt/v5+aFFixaIj49nao0BhUkefvnlF9a6fPTBfMQo8XVPLmunQ6LbsWNHmZP9FMXf3x9KSkpIS0uTsrFv377w9/dnPVE6ePAgBg4ciAEDBuD69evMrvuHDx+wcOFCqSLgspCcnFxqIggtLS2m1lGjRo1kTqIi4dq1a0ztQVtbW+a+LCvyLhZVhKZNmzJxkS4uLliyZAmUlZWxceNGJraoovDpNTJ79mxs3boVAwYMgKqqKnbv3o3Ro0dj//79chXfrRIqKbuegECV8ObNG/Lx8ZHpPTY2NnT48GEiItLQ0GBSkN+8eZPq1Kkjt03Pnz+n9u3bk0gkImVlZVJWViaxWEwdOnSg9PR0IiKKiIigU6dOyaRbUFBA+/bto9GjR1OvXr3Ix8dH6qgIW7durfDBFi8vL7K1taW1a9fS4cOH6ciRI1IHW/Ly8mjp0qX03XffkYGBAenq6kod1Q0LCws6c+YMEUlfZ7dv3yYdHR3Wunv27CElJSXy9vYmZWVl6tq1K1lZWZG2tjYNGTJEZj2xWEwvXrxgbU9FUVNTo0ePHhERkaGhIV27do2IiJKTk0lLS4v3z69KKquNuaZOnTp0584dIpK+hlNTU+Uq0cB1H1xT25cvDAwM6MaNG0Qk3b4pKSmkrq7OWtfBwYG2bdtWQjcuLo4MDAxY67Zu3Zq8vLwoIyODOZeRkUFeXl7k5uZGRERhYWHUqFEjmXRfvHhBnp6eJBKJSFdXl3R0dEgkElG7du2kPqs6ERoaSgcPHiSiwr7RxsaGRCIR6enpMfeT6oC5uTnt2bOHeXzlyhVSVFSkvLy8KrSKHcKOksA3jY6Ojswr6KmpqaWuKNWqVYuT7EWGhoYICwvDnTt3cO/ePRARrK2tYWVlxbymvKxEZeHn54eNGzfC09MTBgYGrIIyK2NFLCoqChcuXICDgwOnunPnzi3Xdau68fTp01JTdhcUFCA3N5e17sKFC7FixQqMHTsWmpqaCA4OhpmZGUaOHMkqeJYqyTvbyMgIz58/h7GxMSwtLXH69Gk4OTkhNjZWKgHBt0hltTHXFBQUlLoD/OTJE1aFzyVw3QfX1Pbli+zs7FKzvL169Uqu39rdu3dLLbaspaXFuowCUBh/26NHDxgZGaFhw4YQiURIS0uDubk5jh49CqDQ3VHWorbjx4/H+/fvkZiYyOysJSUlYfDgwfD19a1QptjKpmgSK3Nzc7mSWPHJ48eP4ebmxjx2dnaGoqIinj17JlM23+qAMFESECiGmZkZbty4USK4+OTJk7C1teXsc6ytrWFtbc2Z3s6dO3Ho0CF06dKFM83k5GT8/fffSE5ORnBwMOrWrYvQ0FA0bNgQTZo0YaXZsGFDXgYuNcF1qyhNmjTBhQsXSlxn+/fvZ+36ARR+Z97e3gD+N7AUiUTw9/dHu3btKuyXLoHL7Hzl4ePjg/DwcLi4uMDPzw/9+vXD5s2bkZaWBn9//0qxoapITU2Fvr5+VZshMx06dMDKlSuxceNGAGCSRcyePVuufojrPnjw4MGsywR8i7i7u2P79u2YP38+gMLvraCgAEuXLmW1SCehXr16ePDgAUxNTaXOR0VFyewWVhQrKyvcvn0bp06dklpc7NChAxN/xiYxQ2hoKM6cOSPlfmhra4s///wTHTt2ZG0vHwwbNqxCr9uyZQvPllSM/Px8JimEBEVFxWqZQflrCBMlAYFiTJ48GWPHjsWnT59ARIiJicGePXuwaNEibNq0SW79/Px8bN26lYnRKT4QlaWGRVG0tbXluhkVJzIyEp07d0br1q1x/vx5BAUFoW7dukhISMCmTZtkSl1elJUrV2LatGlMmlCuSE9Ph52dHYDC+jbv3r0DAHTt2lXmlUY+GTZsGIKDgzF79mwMHDgQT58+RUFBAQ4dOoS7d+9i+/btOH78OGv92rVrMwUCGzRogFu3bsHOzg5v376t1jUrFi9ezPzdu3dvNGzYENHR0bC0tOQsG1l1pTKzbnKBpIDrihUr4OnpCVtbW3z69An9+/fH/fv3oaenJ9dqPNd9MN/xhjUFc3NzxMbGYunSpfDw8MDVq1fx5csXTJkyBYmJiXj9+jWio6NZ648cORJ+fn7YsmULRCIRnj17hkuXLmHSpEly7+qLRCJ4eXnBy8tLLp2iFBQUlEgJDgBKSkqVtkBUUbZu3QoTExM4OjrWiB1SIpLKGguUzBwLsIuZrWyErHcCAqXw119/YcGCBXj8+DGAwgHnnDlzOMlENm7cOGzduhXe3t6oV69eie3yFStWsNLdtm0bQkNDsWXLFk5WT1u2bIkff/wREydOlCpEFxsbi549e+Lp06esdHV1dZGTk4O8vDyoqamVuFGxTRJhZWWF7du3w8XFBW5ubvD29sa0adOwd+9ejB8/HhkZGax0uUYyyKxbty5OnTqFhQsX4tq1aygoKICTkxNmzZol12pm//790aJFC0ycOBFBQUEIDg5Gjx49EBYWBicnp2p7Y8rMzGQSAjx+/Bh//fUXPn78iG7dupXqziNQdRQtVPnx40fs2bMH169fZ65hSQC3PPDZB/9XKfq9paenY926dVJ9z9ixY+WubTNjxgysWLECnz59AlC4qz1p0iRm94ot4eHhZS4ust1F6dGjB96+fYs9e/agfv36AApdogcMGABdXV0cPnxYLpu5ZMyYMQgJCYGxsTGGDRuGn3/+GbVr165qs8qE76yxlYkwURIQKIdXr16hoKCA02xJenp62L59O6cuckBhOs4ffvgB0dHRnBTP09DQYLLvFZ0oPXz4ENbW1syNUFa+lkKVbZzUtGnToKWlhd9++w0HDhxAv379YGpqyrhuFd2xYENSUlKpWeRk3e0oXg2da16/fo1Pnz6hfv36KCgowLJlyxAVFQVLS0sEBgbKVJCxMrh58ya6deuGx48fo1GjRggJCYGXlxeys7MhFouRnZ2NAwcOVMsCyDk5OaVeE/b29lVkUeXA9zVcFD764P8qlfW95eTkICkpCQUFBbC1tZU5PXpx5s6di3nz5qFFixalLi6yndA8fvwYPXr0wK1bt6Rin+zs7HD06FGZigVPnDgR8+fPh7q6OiZOnFjua//44w9W9n7+/BmHDh3Cli1bcPHiRXh7e2P48OHo2LGj3PFJ2dnZiIyMLLU/q25u65WNMFGqoXCd/pdv3ZpMZGQkcnJy4Orqyskgs379+jh37hwaN27MgXX/Q1IXo3fv3qUmc5A1FaiRkRH27duHVq1aSU2UDh8+jEmTJiE5OZlL8znn8uXLuHjxotyuWykpKfDx8cHNmzelqsNL2lfWdOZisRgvXryokTEpfNC5c2coKipi6tSp2LlzJ44fP46OHTsyLlbjx4/HtWvXcPny5Sq29H+8fPkSQ4cOxcmTJ0t9vrqkuJeQnZ2NxYsXl7kiL0mxXFHEYjG2bdtWaQVcue6DuYbL9uVzwC0WixEREfHVnQiuJvqPHj1CdnY2rK2tK1TLqizq1auHJUuWYODAgZzYVRxJciUigq2tLdq3by+zhqenJw4fPgwdHZ1y47xEIhFr9/qiPHr0CFu3bsX27duRm5uLpKQk1hPSuLg4dOnSBTk5OcjOzkbt2rXx6tUrqKmpoW7dujL3D98aQoxSDSQkJASDBg1Cx44dERYWho4dO+L+/ftIT0+Hj49PtdOtKSxduhRZWVlMsDsRoXPnzjh9+jQAoG7duggPD2edxEBCQEAAgoODsWbNGk6z1Jw4cQKnTp1iXdSvOP3798fUqVOxf/9+Jtg3OjoakyZNwqBBgzj5jI8fP5bI8FZavQw2uLq6wtXVVW4dPz8/mJmZ4cyZMzA3N0dMTAwyMzMREBCAZcuWsdIsWr29LNi6IHp4eGDYsGH48ccfeQlg52pnTUJsbCwiIiJgb28PBwcHbNy4EWPGjGEGVuPHj+fke+SSCRMm4M2bN7h8+TIzQHrx4gUWLFggV7FOCVzvVP3yyy+IjIzEwIEDS12RZ8PXdn7ZFHCtrD6Ya7hs37i4OKZPjIuLK/N1bD/j+++/LzfGhc33tm3bNrx58wYTJkxgzv3666/YvHkzgEK36FOnTrHOdvbly5cSxWblJS8vDyoqKrhx4wY6dOiADh06yKVXtGZZZdSmFIlEzMKdvPFU/v7+6NatG9atWwcdHR1cvnwZSkpK+Pnnn+Hn58eRxTWYysxFLsANdnZ2tGbNGiL6X62CgoICGjFiBM2aNava6dYUHB0dKSQkhHm8b98+UlVVpaioKMrMzCRvb2/68ccf5f6cnj17kra2NpmZmVHXrl1Z1TsqDSsrK4qPj5fbPglfvnyh/v37k1gsJpFIREpKSiQWi+nnn3+WqxZCVlYWjR07lvT19UksFpc4ZOXo0aNfPU6cOEHXrl2jz58/y6xfp04dpl21tLSYujHh4eHk4OAgs55IJKLg4GDe6lRNnDiRDAwMSEtLi3755Re6dOkSa62iJCcnk729PYlEIuaakPzN5nuTIBKJpGrcFK2/QkSUnp4ulz4fGBoa0pUrV4iISFNTk+7evUtEhddi69atWetmZGSQt7d3qb8LedpAW1uboqKiWL+/OMW/M67guw/OysqimTNnUsuWLcnCwoLMzMykDrZw3b58IRKJKDY2lh4+fFjuISuurq60ZcsW5vHJkydJUVGRdu7cSdeuXaOWLVvS8OHDWds9ZcoUmjdvHuv3l4W5uTlTT4pP3r17R4cPH6bbt2/LpfPp0yfavXs3tW/fnlRUVKh379504sQJys/Pl0tXW1ubua9pa2tTUlISERFdvnyZrKys5NL+FhAmSjUQNTU1Sk1NJaLCQVxCQgIRESUlJZGhoWG1060p6OjoMB0EEdGQIUPo559/Zh5funSJjIyM5P6cIUOGlHuw5fjx49SpUyfmO+SK5ORk2r9/P+3du5fu3bsnt96YMWPIxsaG9u/fT6qqqrRlyxaaP38+GRkZ0c6dO2XWkwzYK3LUq1ePzp8/L5O+jo4OM3A3NzeniIgIIiJ68OABq6KafA0yi5KXl0dHjhyhHj16kJKSEtnY2NDSpUuZgsZs6Nq1K/Xo0YMyMjJIQ0ODkpKS6MKFC+Ts7CxzmxZFJBJJFXfU0NCglJQU5nF1nChpamoyvzMTExNmkJySkiJXodX+/ftTq1atKCYmhtTV1en06dO0Y8cOsrKyouPHj7PWNTU1lerb5IWvAq5898E//fQT1atXj6ZMmUIrVqyglStXSh1s4bp9y0LeATdffU/t2rWZ8QIR0ahRo+iHH35gHp89e5ZMTU1Z6/v6+pKOjg65u7vTuHHjyN/fX+pgy5YtW6hz586UmZnJWqM0fvzxR1q9ejUREeXk5FCjRo1ISUmJFBUV6cCBA6w0R48eTbq6utSsWTNauXIlvXr1ijN79fT0mMWexo0bU2hoKBEVFj+Xpz/7VhAmSjUQIyMjplOyt7en3bt3ExHRxYsX5apgz5duTUFdXV1qJdvKyorWrl3LPH706BGpqKhUhWkVQkdHh5SVlUksFpOGhgbp6upKHdWFhg0b0tmzZ4mocMB5//59IiLavn07de7cmZfPLCgooOfPn9PYsWPJ0dFRpve2adOGDh8+TERE/fr1Iy8vL4qKiqJBgwZRkyZNZLaFr0FmWWRkZND8+fNJRUWFlJSUqEePHhQeHi6zDtc7axJEIhF16dKF2VFVVFSkjh07Mo+7dOlS7SZKLVq0YAYTPXr0oIEDB9KTJ09oypQpZG5uzlqXr52qHTt2UO/evSk7O5u1RlH4GnDz3QfztfPDdftK4HrAzdf3pqqqKrUTZW9vLzXxlPd78/DwKPPw9PRkrevg4EAaGhpUq1Ytaty4MTk6OkodbDEwMGB2qnbt2kWWlpaUnZ1Na9euZd1XikQiMjExoZ49e5bwQpHXI6VDhw60a9cuIiIaOXIkOTs7086dO6lTp07k7OzMSvNbQohRqoG4ubkhLCwMdnZ26NOnD/z8/BAREYGwsDB8//331U63pmBpaYnz58/D3NwcaWlpuHfvHtq2bcs8/+TJEyZ9sbzk5eXh3LlzSE5ORv/+/aGpqYlnz55BS0uLdUDmypUrObENAO7fv4+EhAQ4OTnBzMwMJ06cwO+//46PHz+iZ8+e+O2331j7yL9+/RpmZmYACuORJLE4bdq0wejRozn7H4oiEolgaGiISZMmyVzkd+bMmcjOzgYALFiwAF27doWbmxvq1KmDvXv3ymwLVWL+nJiYGPz999/Ys2cP6tatiyFDhuD58+fo1q0bRo8eLVOMVX5+PnNt6unp4dmzZ7CysoKJiQnu3r3L2sbisS4///xziddwFRPHFRMmTMDz588BFCZJ6dSpE3bt2gVlZWVs3bqVtW52djaTkax27dp4+fIlGjduDDs7O5mzVhZl+fLlSE5OhoGBAScZMfkq4Mp3H6yrq8tLSmWu21fC+fPnMWPGDACFmd2ICG/fvsW2bduwYMEC9OrVSya9tm3bligCygUmJia4du0aTExM8OrVKyQmJkrFyqanp3818Ud58BXzw1cmzXfv3jHXWWhoKHr16gU1NTV4e3tj8uTJrDQHDRrEaUxzURYuXMjU3ps/fz4GDx6M0aNHw9LSskak7+YbYaJUA1mzZg2Tmnn69OlQUlJCVFQUfvjhB7kKa/KlW1MYPXo0xo0bhwsXLuDy5cto2bKlVBX4iIgIODo6yv05jx49gpeXF9LS0vD582d06NABmpqaWLJkCT59+oT169ez0mWbVrs4hw8fRp8+fSAWiyESibBx40b8+uuv8PT0hJaWFubMmcNkKWODJMW4iYkJbG1tsW/fPjg7O+Off/6Bjo4OJ/9DWZiamuLFixcyvadTp07M3+bm5khKSsLr16+hq6vL6sbFdyHDjIwM7NixA3///Tfu37+Pbt26ISQkBJ06dWLs7dOnD3r27CnTRKlp06ZISEiAubk5XFxcsGTJEigrK2Pjxo1yFTquiTfiAQMGMH87Ojri4cOHuHPnDoyNjaGnp8da18rKCnfv3oWpqSkcHByYoszr16+Xq74N1wNCvr4zvvvg+fPnY9asWdi2bRvU1NS4MBlAzRlw8zXhGDRoEMaOHYvExERERETA2toazZs3Z56/ePEimjZtKvfnPHjwAMnJyXB3d4eqqiqISK7Jg6yZYCtKw4YNcenSJdSuXRuhoaEICQkBALx58wYqKiqsNOVZgPkaLVq0YP7W19fHv//+y9tn1UiqeEdLQEZyc3Np69at9Pz58xqhW9PYtGkT9ezZk0aNGlWiLUaPHk2HDh2S+zN69OhBP//8M33+/FkqcP3cuXNkaWkptz5RoZvGu3fvpI6K0rx5c/rtt9+ooKCAtmzZQqqqqrRixQrm+Q0bNpC1tTVr2/744w8KDg4mIqKIiAhSVVVlXAbliRPgi9OnT3PuUsMnSkpKZG1tTUuWLJGK/SnKu3fvyMPDQybd0NBQOnjwIBEVxq3Z2NiQSCQiPT09Vq58NZUvX76QmZkZJSYmcq69c+dO+vvvv4mI6Pr160zCExUVFakkB98yfPbBDg4OpKmpSRoaGtS0aVPOXK34olGjRrR3717KysoifX195nd248YNqlOnThVb9z/y8/Np5syZ5ODgQF5eXiXitXr37k2bNm1irf/q1Stq164dkzxGcs8cNmwYTZw4US7biYiuXr1KO3bsoJ07d9L169fl1vvzzz9JUVGRdHR0yN7enkm2sGrVKpn7XYGqR6ijVANRU1PD7du3YWJiUiN0BaTR09NDdHQ0rKysShRytbW1RU5ODivd7OxsTJ06Ffv27UNmZmaJ5yua8lVTUxM3btyAhYUFCgoKoKysjBs3bjArgvLaWZy0tDRcvXoVFhYWaNasGSeaXKKlpYXPnz+jefPmaNu2LTw8PNC6dWu5iyjyxYULF+Dm5lYpnyXPzlpNpkGDBjhz5gxsbGx4/ZycnBxOdqoECpGkHS8LvnYY2LJ27Vr4+flBQ0MDxsbGiIuLg1gsxurVq3Ho0KFKSUNdHRg0aBAyMjKwadMm2NjYMPfM06dPw9/fH4mJiax0MzIy8NNPP+HcuXPQ0dEBEeHdu3fw9PRESEiIXLXurl69isePH6NDhw7MveLEiRPQ0dFB69atWevygZmZWbl9uFBHSaDG4eLigri4OM4nNHzpCkhTUFBQ6qTlyZMn0NTUZK07ZcoUnD17FmvXrsWgQYPw559/4unTp9iwYQMWL15cYZ3s7GzGDrFYDFVVVSk3FVVVVXz+/Jm1ncUxNjaGsbExZ3pc8+bNG8TExCAyMhLnzp3Dn3/+iU+fPsHJyQkeHh4ytW1lwNckKSwsDK1bt5a6FviI96gJjB8/Hr///js2bdoERUVubqO5ubmwsrLC8ePHGXczNTU1ODk5ya2dn5+PFStWYN++faXWZ2Jbs6umwddEiK/2HTNmDJydnZkBt6S2mLm5ORYsWCC33TWF06dP49SpUzAyMpI636hRIzx69Ii17vjx4/H+/XskJiYyix5JSUkYPHgwfH19sWfPHtbaLVq0gL29PVJTU2FhYQFFRUV4e3uz1uOTovWvgMK+KC4uDqGhoaxjqr4lhIlSDWTMmDEICAjAkydP0Lx5c6irq0s9z7YoIV+6AtJ06NABK1euxMaNGwEUJhrIysrC7Nmz0aVLF9a6//zzD7Zv384UHHVzc4OlpSVMTEywa9cuqbiK8pAUsivrsbzMmzev3OdnzZrF2WdxgYKCAlq2bImWLVti2rRpuHXrFpYtW4Zdu3YhNja22k2UHB0dS/2+RCIRVFRUYGlpiSFDhpRbPb40evXqVaN21vjkypUrCA8Px+nTp2FnZ1eirzx06JDMmkpKSvj8+TMvu3Nz587Fpk2bMHHiRAQGBmLGjBl4+PAhjhw5Uu1+bzURPtu3Jg24+SI7O7vUmLJXr16hVq1arHVDQ0NL7Azb2trizz//RMeOHVnr5uTkYPz48di2bRsA4N69ezA3N4evry/q16+PadOmsdbmg7KKyv7555+4evVqJVtT/RBc72ogklWlokgqNLOpqs23roA0z549g6enJxQUFHD//n20aNEC9+/fR506dXDhwgUm65WsaGhoIDExESYmJjAyMsKhQ4fg7OyM1NRU2NnZISsrq0I6YrEY2trazIDt7du30NLSYq4PIsL79+9ZXw/Fg7Fzc3ORmpoKRUVFWFhYsM4Qxdeq7u3bt5ndpMjISOTn56NNmzbw8PBA27Zt5XYXTEpKKtXe7t27s9KbPn061q1bBzs7Ozg7O4OIcPXqVSQkJGDIkCFISkpCeHg4Dh06hB49elRYNz8/X2pn7eLFi9V6Z41Phg4dWu7zbJMdLF68GHfu3OF0pwoALCwssGrVKnh7e0u51q5atQqXL1/G7t27WelmZ2dj8eLFCA8PR0ZGRolEJdXNZYevPoKv9uVywD1x4kTMnz8f6urqmDhxYrmv/eOPP1jZyxfe3t5wcnLC/PnzoampiYSEBJiYmOCnn35CQUEBDhw4wEpXU1MTFy5cgIODg9T5uLg4tG3bFu/fv2el6+fnh+joaKxcuRJeXl5MEpxjx45h9uzZiIuLY6Vb2aSkpMDBwYF1O3wrCDtKNZDU1NQapSsgTf369XHjxg3s2bMH169fR0FBAYYPH44BAwbIlXK3vGxysqRm5TsLWWk3iffv32PIkCHw8fFhrcvXqm6TJk2gr6+PCRMmIDAwEE2aNGGtVZSUlBT4+Pjg5s2bzIIEAGaCynYi+urVKwQEBJTIVLlgwQI8evQIp0+fxuzZszF//nyZJko1bWeNT/j6jfCxUwUUpme2s7MDULig8u7dOwBA165d5cpo+ssvvyAyMhIDBw5EvXr1qn2sGl99BF/tO336dMTHx+PcuXPw8vJizrdv3x6zZ8+WaaIUFxeH3Nxc5u+yqE7fobm5OWJjY7F06VJ4eHjg6tWr+PLlC6ZMmYLExES8fv0a0dHRrPXbtWsHPz8/7NmzB/Xr1wcAPH36FP7+/nKVRDly5Aj27t0LV1dXqfa0tbVFcnIya93K5sCBA/9Z92opqiqLhIDAf5WiFbUfPXpEgYGBNGnSJDp//rxcujUtm1xxbt68SSYmJqzfb25uTsePHyciIg0NDXrw4AEREQUHB1O/fv1Y6/r5+ZGjoyMpKyuTs7MzTZkyhf7991/68OEDa00ioq5du1KPHj0oIyODNDQ0KCkpiS5cuEDOzs5yXQtaWlpMEd+i3L9/nykcffv2bdLQ0JBJNykpidatW0d9+/YlQ0ND0tfXJx8fHwoODmaKKwrIx5AhQ8o92NK4cWO6fPkyERUWUF60aBEREYWEhJC+vj5rXb4KuPIFX30EX+1rbGxMly5dYuyVZHu7f/8+aWpqstatKRQtkPv8+XOaNWsWeXt7U+fOnWnGjBn07NkzufTT0tLI0dGRlJSUyNzcnCwsLEhRUZGcnJzo8ePHrHVVVVWZ76ro93bjxg2mD65OODg4SGV/dHBwIENDQ1JQUKANGzZUtXlVjrCjVEPZsWMH1q9fj9TUVFy6dAkmJiZYuXIlzMzMZFolrizdmkZsbCz2799fqnsG21Xdmzdvolu3bnj8+DEaNWqEkJAQeHl5ITs7G2KxGCtWrMCBAwdY1+Tw9/dn/vb09MSdO3dw9epV6Ovr14haNW/fvmVWYtnA16qupJDv27dvceHCBURGRmLWrFm4efMmHBwccPnyZVa6ly5dQkREBPT19SEWiyEWi9GmTRssWrQIvr6+rN0zVFRUcPHiRVhaWkqdv3jxIlPDo6CgQGbffr521moqBw4cKNOFi637KF+/Ux8fH4SHh8PFxQV+fn7o168fNm/ejLS0NKl+Q1b4KuDKl0sfX30EX+378uXLUl2xs7OzOd35ef/+PVP/SNaC3JXl0mdoaPjVrIWy0rBhQ1y/fh1nzpzB7du3QUSwtbVF+/bt5dL97rvvcOLECYwfPx7A/3bp/vrrL7Rs2VJuu7mm+JhDLBZDX18fHh4eMl8P3yLCRKkGsm7dOsyaNQsTJkxAUFAQ46Kjo6ODlStXsp7Q8KVb0wgJCcGgQYPQsWNHhIWFoWPHjrh//z7S09Plcg2bMmUK7OzssHPnTuzcuRNdu3ZFly5dsGnTJgCFGXgWL17MWfFCSTa5+Ph4bNu2DVu2bOFEV15WrVol9ZiI8Pz5c+zYsUPKvURWjIyM8Pz5cxgbG8PS0hKnT5+Gk5MTYmNj5Qr4lVBQUIC8vDx8+fIFnz9/Rm5uLh4+fMhaLz8/n0mEoKenh2fPnsHKygomJia4e/cua93x48dj1KhRuHbtGr777juIRCLExMRg06ZN+O233wAAp06dkrlwp6+vL86fP485c+bgyJEj8PDwgIeHB9zc3P5zCR1WrVqFGTNmYPDgwTh69CiGDh2K5ORkxMbGYuzYsVVtXgmKukX27t0bDRs2RHR0NCwtLVnHwgH8FXDly6WPrz6Cr/bla8Ddp08fuLu7Y9y4cfj48SNatGiBhw8fgogQEhKCXr16VViLb5e+pKQkpKenl/saWRNNffz4EeHh4ejatSsAIDw8nMnk+vDhQ5w+fRrz5s1jXRx20aJF8PLyQlJSEvLy8hAcHIzExERcunQJkZGRrDT5pLqlxa92VPGOlgALbGxs6PDhw0Qkva178+ZNuYrQ8aVb07Czs6M1a9YQ0f/aoaCggEaMGEGzZs1irVunTh2Kj48nIqIPHz6QSCSi2NhY5vnbt2+Ttra2XLaXxo0bN0gsFnOuyxZTU1Opw9zcnFxcXGj69On0/v171rpTp06loKAgIiLav38/KSoqkqWlJSkrK9PUqVNZ6/r6+pK9vT0pKCiQvr4+9erVi1avXk03b95krUlU6KIj+b3169ePvLy8KCoqigYNGkRNmjSRS3vnzp3k6upKurq6pKurS66urrRr1y7m+ZycHPr48SMr7Tdv3tCxY8coICCAWrRoQbVq1SIXFxe57K1pWFlZ0e7du4lIuq8MDAyksWPHyqW9f/9++vHHH8nFxYWzgqiRkZGUm5tb4nxubi5FRkay1uWrgCtfLn189RF8tW90dDRpamrSqFGjSEVFhfz8/Kh9+/akrq5OV69eZa1rYGDAuMvu2rWLLC0tKTs7m9auXUsODg6sdblGUmBWJBKVebC5t61fv566du3KPNbQ0CAXFxfy8PAgDw8PMjQ0pD/++EMu2xMSEpi+3MbGhgYMGEAJCQlyafJJXl4e7d+/n+bNm0fz58+nAwcOlHpN/xcRdpRqIKmpqaWuBteqVQvZ2dnVTremkZyczKRflfzvIpEI/v7+aNeuHevt/9evX8PQ0BBAoduHurq6lNuKrq4uPnz4IP8/UM3hK2kIX6u6T58+xYgRI+Dh4cEU3eWCmTNnMr+rBQsWoGvXrnBzc0OdOnWwd+9eubQHDBhQbjp4eZKGcL2zVhNJS0tDq1atABS2peR3O3DgQLi6umLNmjWsdPnaqfL09MTz589LuHFJimuyTRzC1e53cfhy6eOrj+CrfVu1aoXo6GgsW7YMFhYWzA7YpUuXGBdCNrx7945p39DQUPTq1Qtqamrw9vbmtG6OPC59Eq5cuSJX4dfS2LVrVwmXyN27d8Pc3BwAsHPnTvz5559yuU3a2dkx2QqrO7du3UKPHj2Qnp4OKysrAIUZFvX19XHs2DG5rrVvgqqeqQnIjo2NDR05coSIpFczg4ODycnJqdrp1jSMjIyYlR97e3tm5fjixYtyBWKKRCLKyMhgHmtoaFBKSgrzOD09nZedn+q2o8QXfK3qViaZmZlUUFDAidbVq1dpx44dtHPnTrp+/brcenztrNVEzMzM6Nq1a0RE1KJFC1q/fj0REZ06dYp0dXVZ6/K1U1W875Fw9+7dapkUYMeOHdS7d2/Kzs7mVJevPqKmtW+jRo1o7969lJWVRfr6+hQeHk5EhfcKebxHfvzxR1q9ejURFe5aN2rUiJSUlEhRUZEOHDggs17RZA5cYmBgQLdu3WIe6+npUWpqKvP47t27ct3r+/fvTxs3bqR79+7JY2al4eLiQt26daPXr18z516/fk3du3cnV1fXKrSseiDsKNVAJk+ejLFjx+LTp08gIsTExGDPnj1YtGgRE+9SnXRrGm5ubggLC4OdnR369OkDPz8/REREICwsTK6UoQAwZMgQxhf+06dPGDVqFJMCWOIjLSs//PBDuc+/ffuWlS4APHnyBMeOHSs1YF2ewFw+kmXwtaorget6R2FhYWjdurVUbAcXq+gZGRn46aefcO7cOejo6ICImDYICQlhvTrL185aTaRdu3b4559/4OTkhOHDh8Pf3x8HDhzA1atXv/p7LA+ud6oktohEIqm+ByiMkUtISGA+rzqxfPlyJCcnw8DAAKamplBSUpJ6nm2yDK77CL7bd8CAAUwsYKNGjVjrFGfChAkYMGAANDQ0YGxsDA8PDwDA+fPn5do9OH/+PGbMmAEAOHz4MIgIb9++xbZt27BgwQKZYp/45N27d1J1yl6+fCn1fEFBAev7MVDoMbJ8+XKMHDkShoaGaNu2LVOkuzomR4iPj8fVq1ehq6vLnNPV1UVQUBC+++67KrSseiBMlGogQ4cORV5eHqZMmYKcnBz0798fDRo0QHBwMH766adqp1vTWLNmDT59+gSgsI6FkpISoqKi8MMPP8iVGWnw4MFSj3/++ecSrxk0aJDMul+rkaStrc1KNzw8HN27d4eZmRnu3r2Lpk2bMgG/Tk5OMutJ4CtZBv1/YeTiZGZmlqhHIwt81Tvq1asXPn/+jObNmzM30datW8udGGH8+PF4//49EhMTmYrzSUlJGDx4MHx9fbFnzx5WumyLOn6LbNy4kcnENmrUKNSuXRtRUVHo1q0bRo0axVrX0NAQmZmZMDExgYmJCS5fvoxmzZohNTWVue5kQdI3EBE0NTWlXC6VlZXh6uqKESNGsLaXrwKufLn0cd1H8N2+fA24x4wZA2dnZzx+/BgdOnRgiombm5tjwYIFrHW5dulr27YtlJWVWdtTFkZGRrh16xbjZlachIQEGBkZsdbfsGEDgMIsi+fOncO5c+cQHByMsWPHom7dunj+/DlrbT6wsrLCixcvSmQyzcjIKJE99T9JFe1kCXDEy5cvedma5ku3upObm0tbt26l58+fV7UpVc53331HgYGBRPQ/N6APHz5Q9+7dae3atax1uU6W4ePjQz4+PiQWi6lLly7MYx8fH+revTuZmppSp06dWNvLV72jvLw8unjxIi1atIg6depEmpqapKSkRC4uLnIFlmtpaVFMTEyJ81euXOEkWUhiYiKdPHmSjh49KnUIyM/w4cNpzpw5RES0bt06UlVVpfbt25OOjg4NGzaMte6cOXMoKyuLKzMZAgMDqV69erR06VJSUVGh+fPn0/Dhw6lOnTpMTbfqAN99BF/tK+H58+e0Z88eGjlyJFlbW5NYLCZDQ0O5dT9//kx37tzhLGifL5c+rvH19SVbW9tSE9rk5OSQra0t+fr6yv05WVlZFBoaStOmTSNXV1dSVlauVskyJJw4cYKaNGlC+/fvp8ePH9Pjx49p//79ZGdnRydOnKB3794xx38RERGLZSqBKqVdu3Y4dOgQdHR0pM6/f/8ePXv2RERERLXSrWmoqanh9u3bMDExqWpTqhRNTU3cuHEDFhYW0NXVRVRUFJo0aYL4+Hj06NGDdQC/uro6EhMTYWpqCj09PZw9exZ2dna4ffs22rVrJ/Nq29ChQwEA27ZtQ58+fUqs6pqammLEiBHQ09NjZa+enh4iIiJgb28PbW1txMTEwMrKChEREQgICGBd76g4t27dwrJly7Br1y4UFBSw3qnS1NTEhQsX4ODgIHU+Li4Obdu2xfv371np8rWzVhNJSEgo9bxIJIKKigqMjY1ZpZsuKChAQUEB4xa0b98+REVFwdLSEqNGjeJldV0eLCwssGrVKnh7e0v1F6tWrcLly5exe/fuqjYRAP99BN9kZ2cjKiqK2Z24fv06bG1tWfc9OTk5GD9+PJNs4N69ezA3N4evry/q16+PadOmsdJdu3Yt/Pz8GJe+uLg4iMVirF69GocOHcLZs2dZ6XLNixcv4ODgAGVlZYwbNw6NGzeGSCTCnTt3sGbNGuTl5SEuLg4GBgas9KdOnYrIyEjEx8ejadOmcHd3R9u2beHu7l5ifFUdkOwoAv/rz4v37/T/u7H/pX6eoUqnaQKsKCvA8cWLF6SoqFjtdGsaHh4eTNrm/zIGBgaUmJhIRES2trbMrsGNGzdIXV2dtS5fyTL4WtXV0dFhgurNzc0pIiKCiIgePHhAqqqqrHWTkpJo3bp11LdvXzI0NCR9fX3y8fGh4OBgJnUvG7p3707u7u709OlT5tyTJ0+obdu21LNnT9a6fO2s1UQkaYnLOmrVqkWDBg1inYKda9LT0+nnn3+mevXqkYKCQgl72aKmpkaPHj0iIiJDQ0MmwUVycrJcv+W8vDxaunQpfffdd2RgYMCkuZccbOGrj+CrfadMmUIuLi6koqJCLVq0oIkTJ9LRo0fpzZs3ctnr6+tLzZs3pwsXLpC6ujrTvx09elTuHY/Y2Fg6dOgQffjwgTl3/PhxXtK9y0NKSgp16tRJKv24WCymTp06Me3BFpFIRHXr1qVFixZRUlISRxbzx7lz5yp8/BcRYpRqEEVXMYsXYcvPz0doaCgaNGhQbXRrKmPGjEFAQACePHmC5s2bl/Bdl7W4XU3F1dUV0dHRsLW1hbe3NwICAnDz5k0cOnQIrq6urHX5SpYhKZr38uVL3L17FyKRCI0bN5Y7tWzTpk2RkJAAc3NzuLi4YMmSJVBWVsbGjRuZdLJsaNKkCfT19TFhwgQEBgaW8A+XlX/++QfdunXDmjVr0KNHD5iamqJhb+EJSQAAVPBJREFUw4YQiURIS0tjih2z5dKlS4iIiIC+vj7EYjHEYjHatGmDRYsWwdfXl7OdtZrA4cOHMXXqVEyePBnOzs4gIsTGxmL58uWYPXs28vLyMG3aNMycORPLli2rsC5fO1VDhgxBWloaAgMDa0QB17lz52LTpk2YOHEiAgMDMWPGDDx8+BBHjhzBrFmzWOvyVViTr/ZdunQp9PX1MXv2bPTo0YOJOZSXI0eOYO/evXB1dZWy1dbWFsnJyXJpt2jRAvb29khNTYWFhQUUFRWZchvVCTMzM4SGhuL169d48OABAMDS0pKThDpxcXGIjIzEuXPnsHz5cigoKDCxZR4eHpx9j1zRtm3bqjahelPVMzWBilN0FbO0wmtqamq0efPmaqNbUymrqB3b4nY1leTkZKZAbnZ2No0ePZrs7OzIx8eHHj58yFo3MzOT2e3Iz8+n33//nbp160b+/v5S6UllJTs7m4YOHUoKCgrM96aoqEjDhg2TK81waGgoHTx4kIgKd5FsbGxIJBKRnp4enTlzhrWun58fOTo6krKyMjk7O9OUKVPo33//lVqJlQVlZWUaNmwY8/7Tp0/TqlWrKDg4mMLCwljbKYGvnbWayHfffUehoaElzoeGhtJ3331HRESHDx8mc3NzmXT52qnS0NCguLg4md5TEfgq4Gpubk7Hjx8nokLbHzx4QESFpSr69evHWpevnR++2vfGjRsUHBxMPj4+pKenRwYGBtSnTx9au3atXDsVqqqqzG+5aBr6GzduyLUTmJ2dTcOGDSMFBQVSUFBgdMePH0+LFi1irVvTuXHjBg0ZMoQUFRWr9RgiOzubbt++TfHx8VLHfx0hRqkG8ejRIxARzM3NERMTI7VSrqysjLp160JBQaHa6NZUHj16VO7z/5XYpS9fvpQZE/Hq1atq588/cuRInDlzBmvWrEHr1q0BAFFRUfD19UWHDh2wbt06zj7r9evX0NXV5WTl+O3bt7hw4QIiIyMRGRmJmzdvwsHBAZcvX5ZJJz4+HkOHDsWbN2+wdetWzlcJ3dzcEBAQgJ49e6J///548+YNZs6ciY0bN+LatWu4desWp59XnVFVVUVcXFyJzGN37tyBo6MjPn78iIcPH8LW1hY5OTkV1j169GiFdqr69u0r006Vra0tdu3aVWpBcS65cuUKJwVc1dXVcfv2bRgbG6NevXo4ceIEnJyckJKSAkdHR7x7946VbufOnZGWloZx48aVuvPTo0cPVrqV1b7x8fFYuXIldu7cKVccY9u2bdG7d2+MHz8empqaSEhIgJmZGcaNG4cHDx4gNDSUla6fnx+io6OxcuVKeHl5MTvxx44dw+zZs2XadZ44cSLmz58PdXV1TJw4sdzXylOqgi/i4uKYmLILFy7g/fv3cHBwgKenJ5YuXVrV5knx8uVLDB06FCdPniz1+f9kXFIRBNe7GoRkgC5JS1vddWsq/5WJ0Nfo06cPDh06JBXoCRQGwn7//fcyDYxlSSCgpaVV4dcW5eDBgzhw4ABTEwQAunTpAlVVVfTp00fmiVJF6uEoKirC0NAQHTp0QLdu3WQ1GUDh7y4vLw9fvnzB58+fkZubyypRRrNmzRATE4MFCxagU6dOGDt2LGbOnFlikYNt+86cORPZ2dkAgPnz56Nbt25wc3NDnTp1EBISwkqzpmJtbY3Fixdj48aNzGJCbm4uFi9ezEyenj59KnMweFBQEIKDg9GpUyfmnL29PYyMjBAYGIiYmBioq6sjICBAponSypUrMW3aNGzYsAGmpqYy2VQe58+fR6tWrZjkEy4uLnBxcUFeXh7Onz8Pd3d3Vrp8ufRFRUWVmuhEXvhqX6D8ATdbFi1aBC8vLyQlJSEvLw/BwcFITEzEpUuXEBkZyVqXS5e+uLg45ObmMn+XBVdujlyiq6uLrKwsNGvWDB4eHhgxYgTc3d1Z9718M2HCBLx58waXL1+Gp6cnDh8+jBcvXmDBggVYvnx5VZtX5Qg7SjUYrgtg8q1bk9ixYwfWr1+P1NRUXLp0CSYmJli5ciXMzMxYrzrWNFxcXGBra4u///6bOff8+XO0a9cOTZo0kamujlgs/uoNjeTMqqOmpoZr166V8P9OTEyEs7MzM8ivKJJMWeVRUFCAjIwMREZGYtKkSZg3b16F9f38/HDu3DkkJiaidu3acHd3Z3zY5S3oevr0aXTp0kWq9o687VsaXO6s1SQuXryI7t27QywWw97eHiKRCAkJCcjPz8fx48fh6uqKHTt2ID09Xab6MXztVOnq6iInJwd5eXlQU1MrUcCVbb0jBQWFUgu4ZmZmom7duqyvtWnTpkFLSwu//fYbDhw4gH79+sHU1BRpaWnw9/fH4sWLWenytfPDV/sWH3B7eHhwNuC+efMmli1bhmvXrqGgoABOTk6YOnWqXAVn1dTUcOvWLZibm0NTUxPx8fEwNzdHfHw83N3dWe8E1jSOHz9erSdGxalXrx6OHj0KZ2dnaGlp4erVq2jcuDGOHTuGJUuWICoqqqpNrFKEiVINhK80vUL630LWrVuHWbNmYcKECQgKCmI6/q1bt2Lbtm3VJsUp32RmZsLd3R0dO3bEihUr8PTpU7Rr1w7NmjVDSEhIiZ2m8pBllZKty9j333+POnXqYPv27VBRUQEAfPz4EYMHD8br169x5swZVroV4cSJExg9ejTS0tIq/J7evXtzNjEqyqFDhzB69Gg0adIEM2bMkKpAD8jevpW1s1bTyMrKws6dO3Hv3j0QEaytrdG/f39oamqy1nR0dESzZs1K7FSNGDEC8fHxiIuLQ3R0NH7++WekpqZWWFeSBrosihfDrihisRgvXrwokTDl3r17aNGiBetU9MXhyqXv9OnTWL58Oec7P3y1b00bcPPl0lec9+/fIyIiAtbW1nIV3hUoREtLCwkJCTA1NYWpqSl27dqF1q1bIzU1FU2aNJFpUeZbRJgo1UC6desGBQUF/PXXX0xcUWZmJuOO4ebmVq10axq2trZYuHAhevbsKbUqduvWLXh4eODVq1dVbWKl8eTJE7Rp0wY+Pj5MnMCuXbuqZczazZs30blzZ3z69AnNmjWDSCTCjRs3oKKiglOnTsmdVa483r59i2HDhuHQoUO8fUZFbBgzZgyOHTuGoKAg+Pn5caLL986awP/ga6eKayST56NHj8LLy0vKHS4/Px8JCQmwsrJiPTAu7tInIS8vDxcvXmTt0sfXzk9NY8CAAcwiTaNGjTjTvXjxIry8vDBgwABs3boVI0eOlHLpa968OSvdPn36wN3dHePGjcPHjx/RrFkzPHz4EESEkJAQ9OrVi7P/gStiY2Oxf//+Ur1zqvI+URrfffcd47Lds2dPaGlpYdGiRVi1ahUOHDggdybEmo4wUaqB8FUAs7IKa1Z3VFVVcefOHZiYmEhNlO7fvw97e3t8/Pixqk2sVO7fv482bdqgQ4cO2LFjh9xuVufPny/3ebaDIKBwB2nnzp24c+cOiAi2trYYMGCAVIHJ6gZXrq7169eHsbExtm3bBisrKy5NrDBsdtZqIseOHSv1vCSNt6WlJczMzFhp87FTVZSPHz8ysR8SZN2x4LuAK18ufXzt/BSFi/YtCh8D7pEjRyIyMhL37t2DoaEh2rZty6SvlneHhg+XPkNDQ5w6dQrNmjXD7t27MXv2bMTHx2Pbtm3YuHFjtRubhISEYNCgQejYsSPCwsLQsWNH3L9/H+np6fDx8ZFyZ68O7Nq1C1++fMHQoUMRFxeHTp06ITMzE8rKyti6dSv69u1b1SZWLZWZYk+AG/hK0yuk/y3ExsaGjhw5QkTSqVODg4PJycmpKk3jHR0dnRLFHXV1dalWrVqkpaXFSdHHstKvy5uid8eOHWU+N2nSJNa6fJGcnEz29vZS6eeLtoWszJ8/n/Ly8niwtOK8efOGfHx8qtSGyqD4d1ZaGQF3d3e50t1zSVZWFo0dO5b09fVLTTvOFr4KuIpEIsrIyChx/u7du6Spqcn558kLX+27Z88eUlJSIm9vb1JWVqauXbuSlZUVaWtr05AhQ+S2+/nz57Rnzx4aOXIkWVtbk1gsJkNDQ7l1uUZFRYXS0tKIiGjgwIFM6vlHjx7JVfycL+zs7GjNmjVE9L8xREFBAY0YMYJmzZpVxdZ9nezsbLp27Rq9fPmyqk2pFghZ72ogfBXA5Eu3pjF58mSMHTsWnz59AhEhJiYGe/bswaJFi7Bp06aqNo9XVq5cyftnvHnzRupxbm4u4uLiEBgYiKCgINa648aNg46ODrp27Sp13t/fHyEhIdUuJaufnx/MzMxw5syZUl1dZWXmzJk8WCkbOjo61c6thA/CwsIwY8YMBAUFwdnZGQAQExODmTNnIjAwENra2hg5ciQmTZqEzZs3V1iXr52qKVOm4OzZs1i7di0GDRqEP//8E0+fPsWGDRtYJ0YAuC/gKnHpE4lEGDJkSKkufa1ateLks7jc+eGrfRcuXIgVK1Zg7Nix0NTURHBwMMzMzDBy5EjUq1ePta4ETU1N6OrqQldXFzo6OkysIVv4culr2LAhLl26hNq1ayM0NJTJsvnmzRsmHrU6kZyczBTZrVWrFrKzsyESieDv74927dph7ty5VWxhITk5OZg8eTKOHDmC3NxctG/fHqtWrYKenh6cnJyq2rzqQ1XP1ARkp2gBzOTkZKkCmOHh4dVOtyayceNGMjY2ZlaKjYyMaNOmTVVt1jdNZGSkXDt2J0+eJG1tbYqMjGTOjRs3jurXr0+3b9/mwkROqVOnDlPMT0tLi+7cuUNEROHh4eTg4FCVpgl8hSZNmlB0dHSJ81FRUWRra0tERGFhYdSwYUOZdPnaqWrYsCGdPXuWiIg0NTXp/v37RES0fft26ty5s0xaReG6gOuQIUNoyJAhJBKJqG/fvszjIUOG0K+//koLFy6Ua5Wbr50fvtpXTU2NUlNTiaiwv0hISCAioqSkJLl2fqZMmUIuLi6koqJCLVq0oIkTJ9LRo0fpzZs3rDWJiH799VeysrIikUhE9erVo59++onWrVsnd//7559/kqKiIuno6JC9vT3l5+cTEdGqVavIw8NDLm0+MDIyYr4re3t72r17NxERXbx4Ua6CvlwzadIkUlNToxEjRtD48eNJT0+PevfuXdVmVTuEidI3QmZmJhUUFNQY3ZrCy5cv6cWLF1VtRpXw7t27Uo/379/T58+fOf+8pKQkud0o9uzZQ7q6uhQbG0ujR4+m+vXr0927dzmykFsEV9eai4qKCt28ebPE+YSEBFJRUSEioocPH8r8PZ45c4ZcXFzozJkz9P79e3r//j2dOXOGXF1d6cSJExQVFUVNmjShYcOGyaSrrq5ODx8+JCKiBg0a0JUrV4iIKCUlRa7fnJeXF9na2tLatWvp8OHDdOTIEamDLXy59I0ZM4ZsbGxo//79pKqqSlu2bKH58+eTkZER7dy5k7UuX+3L14BbJBJR3bp1adGiRZSUlMRapyz4cOmLjY2lQ4cO0YcPH5hzx48fp6ioKHnN5Zx+/frR8uXLiYhowYIFpK+vT7/88guZmJhUK9dkc3Nz2rNnD/P4ypUrpKioWOUu3NUNYaIkIFAMT0/PUlfW3r17R56enpVvUBVRPHao+GFsbEyzZs1iVvcqSnx8vNRx48YNOnnyJLVt25ZatWolt91r166lWrVqkZGREbOyWx1p06YNHT58mIgKb6xeXl4UFRVFgwYNoiZNmlStcQLl0rp1a/Ly8pKKo8nIyCAvLy9yc3MjosIdpUaNGsmky9dOlZ2dHZ07d46IiDp06EABAQFEVBh32aBBA5m0iqKhoUFxcXGs31/Z8LXzw1f78jXgvnHjBgUHB5OPjw/p6emRgYEB9enTh9auXcvJxCkrK4tCQ0Np2rRp5OrqSsrKypzskn/+/Jnu3LlDubm5cmvxSWZmJj19+pSIiPLz8+n333+nbt26kb+/f7WJWyQiUlJSoidPnkidKxoPJlCIkPWuBvLp0yesXr0aZ8+eRUZGBgoKCqSev379erXSrWmIxWKkp6eXyLiUkZGBBg0alPBr/1bZvn07ZsyYgSFDhsDZ2RlEhNjYWGzbtg0zZ87Ey5cvsWzZMkyePBm//fZbhXUlxWeLdz2urq7YsmWLTFmXJk6cWOr5AwcOwNHRERYWFsy5P/74o8K6lcGpU6eQnZ2NH374AcnJyejWrRvu3LmDOnXqICQkBN9//31VmyhQBnfv3kWPHj2QmpqKhg0bQiQSIS0tDebm5jh69CgaN26MI0eO4MOHDxg4cGCFdVVVVREbG1uirtbNmzfh7OyMjx8/4tGjR7CxsZGptsmKFSugoKAAX19fnD17Ft7e3sjPz0deXh7++OMP1qnk+Srg+uLFC0yaNAnh4eHIyMgo0VewzXqnoaGBxMREmJiYwMjICIcOHYKzszNSU1NhZ2eHrKwsVrp8te/r16/x6dMn1K9fHwUFBVi2bBmioqJgaWmJwMBA6OrqstItTnx8PFauXImdO3eioKCAdftOnToVkZGRiI+PR9OmTeHu7o62bdvC3d0dOjo6rO3LycnB+PHjmayF9+7dg7m5OXx9fVG/fn1MmzaNtfZ/GQUFBaSnp0vVQSta/0qgEGGiVAPp378/wsLC0Lt3bxgYGJRI18w2wJYv3ZpCQkICAMDBwQERERGoXbs281x+fj5CQ0OxYcMGPHz4sIosrFy+//57jBw5En369JE6v2/fPmzYsAHh4eHYsWMHgoKCcOfOnQrrPnr0SOqxWCyGvr4+q6BcT0/PCr1OJBIhIiJCZv3K5vXr19DV1ZU7BfuTJ09w7NixUlMKV7cJY02FiHDq1CmpNN4dOnSQqRBzcdq0aQNNTU1s376dGby8fPkSgwYNQnZ2Ns6fP48zZ85gzJgxuHfvHuvPSUtLw9WrV2FhYYFmzZqx1uGrgGvnzp2RlpaGcePGoV69eiV+Dz169GCla29vj9WrV6Nt27bo2LEj7O3tsWzZMqxatQpLlizBkydPuDCfs/blk7i4OJw7dw7nzp3DhQsX8P79ezg4OMDT05N14htJX+7v748ePXrAxsaGE1v9/PwQHR2NlStXwsvLi0k6dezYMcyePbtapAeXpbhydSkgLBaL0blzZ6mkKf/88w/atWsHdXV15tx/IUFPeQgTpRqItrY2/v33X7Ru3bpG6NYUJDsdAEqsYAKFq72rV6/GsGHDKtu0KkFNTQ3x8fElshfdv38fzZo1Q05OjlC5mwWSzF7lIck+1aFDB3Tr1k0m/fDwcHTv3h1mZma4e/cumjZtyhRndHJyqhETxv8qfO1U8QVfBVw1NTVx4cIFODg4cGDl/+Br54dLKmPArauri6ysLDRr1ozJUufu7i73AD4+Ph6RkZHM5EtBQYGpz+Th4cF64mRiYoK9e/fC1dVVqrbhgwcP4OTkJFOb8UXR8UNZEBFEIhHrHTuuqUgxcQDVru5TZSOkB6+BNGjQgLPig5WhW1NITU0FETGpmotuRysrK6Nu3bpQUFCoQgsrFyMjI2zevLlEetvNmzejYcOGAAoLQLJx/wgPD8eKFStw+/ZtiEQiWFtbY8KECWjfvj0ntldntLW1v/qagoIC3L9/H5s2bcKkSZMwb968CutPnz4dAQEBmDdvHjQ1NXHw4EHUrVsXAwYMgJeXlzymCxQhPDyccQ0r7qa8ZcsWVppWVla4fft2uTtVPXv2ZKUdExODc+fOlWov211GvsoJNGzYsNTFKnnx9/dn/vb09MSdO3c42/nhqn11dHR4H3Dv2LGDk4lRcZo1a4ZmzZrB19cXwP9c+nx9feVy6Xv58mUJV3gATNrt6sDZs2er2gSZ+a9PgCqKsKNUAzl58iRWrVqF9evXw8TEpNrrCtRMjh07hh9//BHW1tb47rvvIBKJEBsbizt37uDAgQPo2rUr1q1bh/v378s0EFizZg38/f3Ru3dvtGzZEgBw+fJlHDhwAH/88QfGjRvHyl5PT89yb5o1cSflxIkTGD16NNLS0ir8Hk1NTdy4cQMWFhbQ1dVFVFQUmjRpgvj4ePTo0eM/4zrKJ3PnzsW8efPQokWLUl3DDh8+XEWWlc7ChQsxc+ZMWFlZlXCrro5uqXy59PEFl+0bGRlZ4de2bdtWJjsrAz5c+tq2bYvevXtj/PjxUjE048aNw4MHDxAaGsrxfyEg8D+EHaUaSIsWLfDp0yeYm5tz6u7Al25NJSkpqdQYj+7du1eRRZVL9+7dcffuXaxfv55Z3e7cuTOOHDnCDF5Gjx4ts+6iRYuwYsUKqQmRr68vWrdujaCgINYTpeJuOrm5ubhx4wZu3bqFwYMHs9Ksalq3bo0WLVrI9B51dXV8/vwZAFC/fn0kJyejSZMmAIBXr15xbuN/kfXr12Pr1q28uL/xsVMVHByMLVu2YMiQIRxYWDpcFnDt27cvcnJyYGFhwfm9iI+dNS7bt7ImP7Gxsdi/f3+p9zi2MSnFXfpGjBjByc7VokWL4OXlhaSkJOTl5SE4OBiJiYm4dOmSTBPLyuL8+fPlPu/u7l5JlghwgTBRqoH069cPT58+xcKFC0tNulDddGsaKSkp8PHxwc2bN6Wys0nao7r4F1cGpqamclWWL43379+X6gLWsWNHTJ06lbXuihUrSj0/Z84c1tmsqhodHR2ZBy2urq6Ijo6Gra0tvL29ERAQgJs3b+LQoUNwdXXlydL/Fl++fEGrVq041/3aThVbxGIxL7Gn2dnZmDp1Kvbt24fMzMwSz7PtK/ly6fvazg9b+GpfvgbcISEhGDRoEDp27IiwsDB07NgR9+/fR3p6Onx8fFhpAvy59LVq1QrR0dFYtmwZLCwscPr0aTg5OeHSpUuws7Pj9LO4wMPDo8S5otfXf2kM8S0guN7VQNTU1HDp0iXOs+nwpVvT6NatGxQUFPDXX38x8UqZmZkICAjAsmXL4ObmVtUmVhpv375FTExMqauvgwYNYqU5YMAAODg4YPLkyVLnly1bhmvXrmHPnj2s7S2NBw8ewNnZ+T+zI5qSkoKsrCzY29sjJycHkyZNYlIKr1ixQnCr5YCpU6dCQ0MDgYGBnOrWq1cPS5Ys4XynasmSJXj27BnnE5CxY8fi7NmzmDdvHgYNGoQ///wTT58+xYYNG7B48WIMGDCA08+TFwMDA/z++++c76zx1b6lZVDkYsBtb2+PkSNHYuzYsUxyBDMzM4wcORL16tXD3LlzWdssALx7907qcW5uLuLi4hAYGIigoCCh9EMNQ9hRqoFYW1vj48ePNUa3pnHp0iVERERAX18fYrEYYrEYbdq0waJFi+Dr61stUpFWBv/88w8GDBiA7OxsaGpqllh9ZTtRsrGxQVBQEM6dOycVoxQdHY2AgACsWrWKea0kKFgeLl26xCr1eE3F3Nyc+VtNTQ1r166tQmu+TT59+oSNGzfizJkzsLe3L+EaxtaFi6+dqkmTJsHb2xsWFhawtbUtYS9bV6t//vkH27dvh4eHB4YNGwY3NzdYWlrCxMQEu3bt4mSixKVLH187P3y175s3b6QeFx9wsyU5ORne3t4AgFq1ajFJEfz9/dGuXTu5Jkp8uPQNGDCAyZxXPAtrdaS0hD0dOnRArVq14O/vj2vXrlWBVQJsESZKNZDFixcjICAAQUFBsLOzK9Eps72J8KVb08jPz4eGhgYAQE9PD8+ePYOVlRVMTExw9+7dKrau8ggICMCwYcOwcOFCqKmpcaa7efNm6OrqIikpCUlJScx5HR0dbN68mXksEolkmigVT7tNRHj+/DmuXr3K+cp/dWbGjBnw8PBA69atOf3eBP5HQkICExN369YtqefkceH65ZdfsHv3bs6v1/Hjx+Ps2bPw9PREnTp1OHPpe/36NVOYUktLi9m1bdOmDav4RQl8ufT5+/vjzz//5Hznh6/25WvAXbt2bXz48AFAYbbbW7duwc7ODm/fvpWr1ANfLn0aGhpYvnw5Ro4cCUNDQ7Rt25ZJOy5LgfKqRl9f/z81hvhWECZKNRBJfEfx7Vt5U4bypVvTaNq0KVPQzsXFBUuWLIGysjI2btwotVr/rfP06VP4+vpyPthOTU3lVE9C8UGFWCyGlZUV5s2bh44dO/LymdWRa9euYfXq1fj8+TOcnJzg4eGBtm3bok2bNswCgIB88JUKmK+dqu3bt+PgwYPMLgJXmJub4+HDhzAxMYGtrS327dsHZ2dn/PPPP9DR0WGtO2XKFJw9exZr164t1aWPLXzt/PDVvmUh74Dbzc0NYWFhsLOzQ58+feDn54eIiAiEhYXJ5Ra2cOFCrFixgnHpCw4OlnLpY8uGDRsAAOnp6UxGveDgYIwdOxZ169bF8+fPWWvzgaR4vQTJot3ixYv/86ENNRFholQD4esmXRPrAPDBzJkzkZ2dDQBYsGABunbtCjc3N9SpUwd79+6tYusqj06dOuHq1au8TQ6/fPmC1NRUWFhYQFFR/q5IqAlRSGhoKPLz8xETE8MUf1y7di0+fvwIJycnXL58uapN/GZ48OABkpOT4e7uDlVVVWZRiS187VTVrl0bFhYWrN9fFkOHDkV8fDzatm2L6dOnw9vbG6tXr2YKuLKFL5c+vnZ++Gpfvgbca9aswadPnwAU1l1TUlJCVFQUfvjhB7l2M/l06QMKSx/o6upCV1cXOjo6TGHu6oaDg4NUIigJrq6urDNXClQdQjIHAYEK8Pr1a+jq6v6nMgFu3rwZ8+bNw9ChQ0t1xWSbJj0nJwfjx4/Htm3bAAD37t2Dubk5fH19Ub9+fUybNk0uu69evcoUsrWxsUHz5s3l0qvJ3L17F+fOncOZM2dw5MgR6Ojo4OXLl1VtVo0nMzMTffr0wdmzZyESiXD//n2Ym5tj+PDh0NHRwfLly6vaRCn+/vtvhIaG4u+//+bVHTMtLY2TAq4aGhpITEyEiYkJjIyMcOjQITg7OyM1NRV2dnass1hqamoiJCSE850fvtpXLBaXO+Cubm5nDRs2xL///gs7Ozs0a9YM06ZNQ79+/XDp0iV4eXmVSHJQUaZOnYrIyEjEx8ejadOmcHd3R9u2beHu7i7XziVfPHr0SOqxWCyGvr7+fypW9ltC2FGqgfCVMlTI/V82tWvXrmoTKp0RI0YAAObNm1fiOXlcMadPn474+HicO3dOKk14+/btMXv2bNYTpSdPnqBfv36Ijo5mbp5v375Fq1atsGfPHjRs2JCVbk1j3bp1iIyMRGRkJPLz8+Hm5oa2bdsiMDAQ9v/X3p2HRVmufwD/DogoW+CGK7LlgpJbKuYGqIhhiBx/lvJDpEVPJ4VckzqIpbjnLtalmYpLmiFkUGKAg+KSioILaRJEvwRRUVaTxff3h4c5DowLw7zzzsD3c11cl/M+0zO3byBzz/089/PKK1KH1yDMmjULRkZGyMnJQffu3RXX33zzTcyaNaveiZKmK1UbNmxAZmYmrK2tYWtrW+tDj9TU1HrFW83GxgY2Njb1nkesJX1iVX7Eur81lynX5w13UVHRCz9X3f3IYi3pW7VqFVq3bo2wsDCMGzdO6WdOF7GzaMPCipIeEqtlqFjz6pu///4bGzduRFJSksq22Jp6U9FYde7cGfv374eLi4uiNa29vT1u3LiBvn371ukX+pM8PDxQVFSEnTt3omvXrgAeV1TefvttmJqaIj4+XpN/DZ1V/WZqzpw5+Oc//9lomrBoU9u2bXHkyBH06tVL6Xu4vhUPsSpVz1vyFBYWpta8gDgHuK5duxaGhoYICgpCUlISvLy8UFVVpVjSFxwcrNa8YlV+xLy/mlJdnXqW+u5HLigowN9//4327dvj0aNHWL16teJogtDQUFhZWak1b1pammIZ8fHjx2FoaKho5uDq6qozidOZM2dQUFCAMWPGKK7t2rULYWFhKC0thY+PDzZu3AhjY2MJo6S6YqKkh8Tq0c/e/49NnjwZR48exYQJE1QevKsLv/T0mYmJCS5fvgx7e3ulN5lpaWkYNmyY2sszmjdvjpMnT6JPnz5K11NTUzF48OBG0/o+OjoaycnJOHbsGK5evYpevXop3lAMHTqUDR00wNzcHKmpqXj55ZeVvofPnj0LT09PlZ3aXsSUKVOQn5+Pbdu2oXv37op54+PjMWvWLFy5ckXDf5P6ed4BromJiRp5HU0t6evTpw8yMzMhCIKolbX6EuMNt1wuf+HnDh8+vE7xaltaWhrWrVuH3bt349GjRzrzIe6YMWPg6uqqODj90qVL6Nu3L6ZOnYru3btj1apVmD59OhYtWiRtoFQnXHqnh8RqGcre/4/FxsYiLi5OlPM29E1paSnkcrnKMzHUPeOof//+iI2NxcyZMwH8t2q5detWxblK6rCxsal13goAVFZWokOHDmrPq298fHzg4+MD4PGHH8ePH8fBgwcxbtw4yGQyPHz4UNoAG4Bhw4Zh165dWLx4MYDH38OPHj3CqlWr4Obmpva88fHxOHLkCDp27Kh0/eWXX66170EXrF+/Htu3b9f4Aa41aWpJX/XPha5btGgRXF1dFYnSpUuX8M477yi94W7fvn2d3nCLlfxoY0kfAFy4cEHR8e748eMoKipC79696/XzpmkXL15U/JsAPG6XPnDgQGzduhXA4z1cYWFhTJT0DBOlBkSsHv2Nrfd/hw4dYG5uLnUYkrtw4QJef/11lJWVobS0FC1atMCdO3dgYmKCNm3aqJ0oLVu2DJ6enrh69SoqKyuxfv16XLlyBadOnarTp541rVy5EjNnzsTmzZvRr18/yGQynDt3DsHBwVi9erXa8+qjgoICxVKVY8eO4fLly2jZsqXOf1Ks66qrRqtWrYKrqyvOnTuH8vJyzJ8/H1euXEFBQQFSUlLUnr+0tFTlkrA7d+7UeblOixYtcP36dbRq1eq5jWiqzz+qK7EOcAXEWdKnydUAYt5fsd9wa3I/sqWlpehL+qysrFBSUqKojr/33nsYNmyYzi0rvnfvHqytrRWP5XK50j7c/v37488//5QiNKoHJkp6SKyWoez9/9jnn3+Ojz76CF988UWj3pQ5a9YsvPHGG9iyZQssLS1x+vRpGBkZ4X//93/V3iMAAK+99hpSUlKwevVqODg4ID4+Hn379sWpU6fqfL9rvkEpLS3FwIEDFe3GKysr0aRJE7z99tt682lyfb3yyiu4evUqWrRogWHDhuG9996Dq6srevbsKXVoei87OxtVVVVwcnJCeno6tmzZAkNDQ5SWlsLX1xcffPBBvc6L0WSlau3atYoPfDR9wGo1sQ5wfd6SPl0g5v0V+w23q6trrWvq7kfWxrEikZGROpkY1WRtbY2srCx06tQJ5eXlSE1NVdq/VlxcXGu5J+k+7lHSQ2K1DNW3VqRiuX37NiZOnIjk5GSYmJjU+odN3U9f9Y2lpSXOnDmDrl27wtLSEqdOnUL37t1x5swZBAQE4Ndff63TfKtXr8bcuXOfOl5UVAQPD486nfNT3WL8RQQEBLzwc/XZpk2bmBiJxMDAAHl5eWjTpo1G562uVN26dQuurq7o168fEhMT4e3trVSpEqNjW308evQIXl5euH79ukYPcLW2tsaKFSs0sqRPG5U1TevcubMiOSgvL4elpSUOHz6s2Cd86dIlDB8+XO14uR9ZHNOnT8elS5ewYsUKREdHY+fOnbh58yaaNm0KANizZw/WrVuHs2fPShwp1QUrSnpIky1DtTGvvpk0aRL++usvLF26VGUzh8bCyMhI8Xe3trZWtEJ+6aWXkJOTU+f5QkND0bJlSwQGBtYaKykpwejRo+vc8a6xJD91MWPGDACaP9CXHrt69Sry8vKe+Zy6tmEXo1Kljb0jYh3gqsklfWJVfsS8v56enliwYIHiDbeJiQmGDh2qGE9PT69X0izWfmQxjxg5e/Ysvv32W5X7ZdVNyDVtyZIl8PX1xfDhw2FmZoadO3cqkiQA2L59Ozw8PCSMkNQiEJGS5s2bCxcvXpQ6DMmNGjVK2LNnjyAIgjB9+nRhwIABwu7du4XRo0cLAwYMqPN83377rdCsWTPh0KFDSteLi4uFQYMGCV26dBHy8vLqPG9hYeELfTUWZWVlwttvvy0YGhoKhoaGQmZmpiAIgjBz5kxh2bJlEken32QymWBgYCDIZLKnfhkYGKg1761bt0SJ9Vlf6sZbzczMTPjhhx80GPVjK1asEIKDgzU+ryaJeX/z8/OFIUOGCDKZTDA3NxeioqKUxt3d3YWPP/5YU38VhatXrwqmpqZq//dP+3mo/lLXvn37BCMjI8HLy0to2rSpMHbsWKFr167CSy+9JEydOlXtecVy//59obKystb1u3fvCg8fPpQgIqoPfsyoR8Tq0c/e/8q6devWaFpJP8vSpUtRXFwMAFi8eDECAgLw/vvvw9HREV9//XWd55swYQLu37+PyZMnIzY2Fm5ubigpKYGnpyfu3LkDuVyutC7/RT1vM7FQz43E+mbBggWiHOhLj505cwatW7fW+LyarlRpY++IWAe4zp07F15eXnBwcKj3kj6xKj9i3t/WrVvj+PHjKCwshJmZGQwNDZXGv/3223q1+RdrP/K9e/eUHtdc0qeupUuXYu3atfjggw9gbm6O9evXw87ODtOnT6/XnkCxqKrYAY3z4PqGgHuU9IhYPfrZ+19ZfHw8Pv30U4SHh8PZ2bnWL2ld31Cq61auXInw8HDExMQgNDQUubm5kMvlarfwftFOeY2l45tYB/qSeHuUnrY/9Em6mOyLdYDrBx98gK+++gpubm4qlz/X5YMabRy0qm+0vR85OTm5Xkv6TE1NceXKFdja2qJVq1ZISkqCs7MzMjIy4O7ujtzcXI3GS/QkVpT0iFgtQ9n7X1n1p/A1N7Q2tl+mNZWXl6O8vLzeB5bOnz8f9+7dw4gRI2Bra1uvJAloPAnQi7p9+7bKN/KlpaWNdr+dPhCrUvWksrIylXs86rqnqtqGDRuQmZkJa2trjR7gumvXLnz33Xfw8vJS679/kjYqa9U0fX/Fou39yPU9YqRFixaK1Q0dOnTA5cuX4ezsjPv376OsrExTYRKpxERJj4jVMpS9/5Vp8xerrvr666+RmpoKFxcX+Pn5ISQkBGvWrEFlZSXc3d3xzTffoGXLlnWa09fXV+mxkZERWrVqVes8Jl3ZmKuvxDrQlx4n5U9uztYkGxsbjVeqqt2+fRuBgYH48ccfVY6r++GPWC33NbmkTxsfpIh1f8Ui1rEXYi3pGzp0KI4ePQpnZ2dMnDgRwcHBSExMxNGjR9mhj0THREmPiNWjn73/lTX2CkV4eDjCw8Px2muvYe/evThx4gSio6Px2WefwcDAABs2bMC///1vbNmypU7z1ly3PWnSJE2GTf8h1oG+pL8fonz44Ye4d+8eTp8+DTc3Nxw6dAi3bt3CkiVL8Pnnn6s9ryYPcH3SokWLEBYWpvElfdU0XfkR6/5qmtj7kXv37v3MJX3q2rRpE/7++28AQEhICIyMjHDixAn4+voiNDRU7XmJXohUXSSo7qZNmyYMGjRISE5OFmbPni20bNlSqYPK7t27hVdffVVn5tVXcrn8mV8NnaOjo7B3715BEATh7NmzgoGBgfDtt98qxuPi4gQbGxupwqMXkJ6eLkyZMkXo0aOH0L17d8HPz09IT0+XOix6CldXV+HevXuizd+2bVvhzJkzgiAIgrm5uXDt2jVBEAQhJiZGGDx4sGivq67evXsL5ubmgpmZmdCzZ0+hT58+Sl/qys/PF7y8vJ7apU5d+nJ/PT09heXLlysep6enC02aNBHeffdd4fPPPxfatm0rhIWFqT1/dna20ldOTo7w4MEDDUROJB1WlPSIWD362ftfmSZPLddHOTk5GDJkCADg1VdfRZMmTeDs7KwYf+WVV7h5Vsc5OzvX6TBekpbYlarS0lLFsr4WLVrg9u3b6NKlC5ydneu8j0gbB7iKtaRPrMqPJu+vmMTej6zJJX3aOAeM6EUwUdIjYrUMFbsVqb4Rq8WpvqioqFBaetG0aVOlpZdNmjTRi2SxqKgIiYmJ6Nq1K7p37y51OFqXn5+P/Px8PHr0SOm6rm0sJ/F17doV165dg62tLXr37o0vv/wStra2+OKLL+rcXlmsA1yfJNaSvsTERMTExKB///4wMDBA586dMWrUKFhYWGDZsmVqN4/Q5P0Vk1j7kcVY0ve8Yx8ANlgi7WCipIfE6tHP3v+PiXVquT558kwXQRDw66+/oqSkBABw584dKUN7qokTJ2LYsGGYMWMGHjx4gFdffRXZ2dkQBAHffPMN/vGPf0gdolacP38eAQEByMjIqLVXgG8qGqcPP/xQUQUOCwvD6NGjsWfPHjRt2hQ7duyo01wBAQEq/6wPxKr8aPL+ikms/ciLFi2Cq6urIlG6dOkS3nnnHaUjRtq3b1+nSpW+7gekhoeJEtELqm+LU30yYsQIpTfZY8eOBQDFRl1dbDOdnJyMTz75BABw6NAhCIKA+/fvY+fOnViyZEmjSZQCAwPRpUsXfPXVVyrPoCHN+L//+z98//33KpsCrFmzRqKoVPPz81P8uU+fPsjOzsavv/4KGxubOnfxE2tJlDaW9IlV+dHk/RWTp6cnFixYgBUrViA6OhomJiYYOnSoYjw9PV2tboNiLOlr7E2VSHcwUSKqQawWp/qi5hkb+qKwsFBR/fzpp5/wj3/8AyYmJvDy8sK8efMkjk57srKyEBUVBUdHR6lDabASEhLg7e0NOzs7XLt2DT179lRUL/v27St1eAqrV6/G3Llza103MTFRHD7s4eGB06dPv/CcYi2J0saSPk1XfsS4v2ISaz+y2EeMJCcnP3N82LBhas9N9DxMlIhqEKvFqb4Q64wNsXXq1AmnTp1CixYt8NNPP+Gbb74B8PiXuFgHKeqiESNGIC0tjYmSiEJCQjBnzhx89tlnMDc3x3fffYc2bdrAz89P6Q2iOjRZqQoNDUXLli0RGBhYa6ykpASjR4+uU4UIEG9JlDaW9Gm68iPG/RWTWPuRxT5ipLE3WCJpMVEiqkHbp5aTZnz44Yfw8/ODmZkZOnfurPjlmpycrNS1r6Hbtm0bAgICcPnyZfTs2bPWGxRvb2+JIms4MjIysG/fPgCPm5s8ePAAZmZm+OyzzzBu3Di8//77as2r6UpVZGQk/P39YWVlpdRJrqSkBB4eHigoKHjup/U1ibUkSswuZ2JVfsS4v9qg6f3IYi3pq9bYGyyRxKTpSk5EpHlnz54VoqKihOLiYsW1H374QThx4oSEUWlXTEyMYGFhIchkslpf9Tkrhv7L2tpauHLliiAIguDk5CTExMQIgiAIFy9eFExNTdWet3///kJoaKggCIJgZmYmZGZmCsXFxYK3t7cQERGh1pxbt24VmjdvLiQmJgqCIAjFxcXC4MGDhZdfflm4efOm2rE+qbS0VMjIyBDS0tKUvuqi+vvzWV/qfg83a9ZM2L59u8qx4uJiwcXFRejevXud5xUE7dxfXZefny8MGTJEkMlkgrm5uRAVFaU07u7uLnz88ccaf125XC707dtX4/MSPUkmCDXWFxE1UmKfWk6kDba2thg7dixCQ0OV9g2Q5vj4+MDLywvvvfce5s+fj0OHDmHq1KmIioqClZUVfv75Z7XmNTc3x8WLF+Hg4AArKyucOHECPXr0QFpaGsaNG4fs7Gy15l25ciXCw8MRExOD0NBQ5ObmQi6Xo0OHDmrNV+327dsIDAzEjz/+qHK8Lkui5HL5Cz+3rlWtgwcPwt/fH/v27VNZ+bl79y6Sk5PV/nkR6/7qm6ct6SsoKICZmZnGG1tkZGSgf//+io6sRGLg0jui/xCjxSlpz9tvv/3M8cawvwwA7t69i1mzZjFJEtGaNWsUb84WLVqEkpIS7N+/H46Ojli7dq3a85qamuLhw4cAgPbt2yMzMxM9evQAUL+2/PPnz8e9e/cwYsQI2NraauxNvCYPcBWzy9mECRNw//59TJ48GbGxsXBzc0NJSQk8PT1x584dyOXyev28iHV/9Y1YR4w09gZLJC0mSkT/Ifap5SQuVevYL1++jPv378Pd3V2iqLTP19cXSUlJ9doTQM9mb2+v+LOJiQkiIiI0Mq+LiwtSUlLg5OQELy8vzJkzB5cuXUJUVBRcXFzqPJ+vr6/SYyMjI7Rq1QpBQUFK16OiotSKV6wDXKuVlZWpbGqhzqHJ7777LgoKCuDj46Oo/OTl5UEul6vdGlzs+0uPNfYGSyQtJkpE/yF2i1N9c+vWLcydOxcJCQnIz8+v9UtK1zoNHTp0qNa1R48e4V//+pfSG9uGrkuXLggJCcGJEyfg7Oxcq5lDzTdxVHd//vknZDIZOnbsCAD45ZdfsHfvXjg5OWHatGlqz6vpSlXNT/gnTZqkdmyqiHWAqyaX9D1J05Ufse8vPcYGSyQl7lEi+o/OnTsjMjISw4YNQ3l5OSwtLXH48GGMGDECwOOleMOHD1f7sEN9M2bMGOTk5GDGjBlo165drbNTxo0bJ1FkdXPt2jW4uroqzk9p6Ozs7J46JpPJ8Pvvv2sxmoZp6NChmDZtGvz9/ZGXl4cuXbqgZ8+euH79OoKCgrBw4UKpQ9SK/v37Y8mSJRg9ejR8fHwUlaQNGzbg4MGDyMzMVGtePz8/ZGdnY926dSqX9NW1UlWz8hMXF4devXrVSpJY+SGimlhRIvoPsVuc6psTJ07g+PHj6N27t9Sh1EtmZiYqKyulDkNr9PXAYH1y+fJlDBgwAABw4MABODs7IyUlBfHx8fjnP/+pdqIkVqVKLJo+wLWappf0sfKjn9hgiXQBEyWi/xDr1HJ91alTp1rL7XTZ7NmzlR5Xb/iNjY0V7QBLapwqKioUb85+/vlnxdlU3bp1q1flcvLkyUqVqpEjR6Jnz57YvXs38vLydK5SpekDXKtpeknf119/rXYsJB02WCJdwESJ6D/EOrVcX61btw4LFizAl19+CVtbW6nDea4LFy4oPa5ex/75558/tyOevps9ezYWL14MU1PTWgljTWvWrNFSVA1Xjx498MUXX8DLywtHjx5VNIG5efMmWrZsqfa8YlWqNE2sA1yrde3aFdeuXYOtrS169+6t+Dfoiy++ULvxAukfNlgiXcBEiagGsVqc6ps333wTZWVlcHBwgImJSa2mALq2VyspKUnqECRz4cIFVFRUKP5M4lqxYgXGjx+PVatWISAgQNGi+Pvvv1ckOuoQq1KlaaGhoWjZsiUCAwNrjZWUlGD06NEoKipSe36xlvSRfmGDJdIFTJSISKV169ZJHUKdPHjwAIIgwMTEBADwxx9/4NChQ3BycmrwSyafTBIbc8KoLa6urrhz5w6KiopgZWWluD5t2jTF9586xKpUaVpkZCT8/f1hZWWl8gDXgoICJCcnqz2/WEv6SL9YW1sjKysLnTp1Qnl5OVJTU/Hpp58qxouLi2t9gEekcQIRUQMwatQoYcuWLYIgCMK9e/eENm3aCB07dhSaNWsmRERESByd9gQGBgpFRUW1rpeUlAiBgYESREQvKikpSbC0tBQMDAyU/l+FhIQI48ePlzCy2rZu3So0b95cSExMFARBEIqLi4XBgwcLL7/8snDz5k215ly1atUzxwsLC4WBAweqNTfpn2nTpgmDBg0SkpOThdmzZwstW7YUHj58qBjfvXu38Oqrr0oYITUGbA9ORM/14MEDxdKuahYWFhJFo1qrVq0gl8vRo0cPbNu2DRs3bsSFCxfw3XffYeHChcjIyJA6RK0wNDREbm6uYjN8tTt37qBt27aNqgOgWOzs7Gq1y39SfVqwV1VV1apUZWdnw8TEpNb/U6mtXLkS4eHhigNcc3Nz63U2UfPmzREREfHUJX2jRo1CYWEhrl69Wt/QSQ/cvn0bvr6+SElJUTRYGj9+vGJ8xIgRcHFxQXh4uIRRUkPHpXdEpFJpaSk++ugjHDhwAHfv3q01rmsHzpaVlcHc3BwAEB8fD19fXxgYGMDFxQV//PGHxNGJr6ioCIIgQBAEFBcXKx3GWFVVhbi4OJ17o62vPvzwQ6XHFRUVuHDhAn766SfMmzevXnMbGhoqJUkAdLaZiqYPcBV7SR/pFzZYIl3ARImIVJo/fz6SkpIQERGBKVOmYPPmzfjrr7/w5ZdfYvny5VKHV4ujoyOio6Mxfvx4HDlyBLNmzQIA5Ofn61z1SwyWlpaQyWSQyWTo0qVLrXGZTKa0vp/UFxwcrPL65s2bce7cObXnFbNSpUk1D3A1MjJCq1atEBQUpHS9rge4TpgwAffv38fkyZMRGxsLNzc3lJSUwNPTE3fu3IFcLlfa3E+NAxsskZS49I6IVLKxscGuXbvg6uoKCwsLpKamwtHREZGRkdi3bx/i4uKkDlHJwYMHMXnyZFRVVWHEiBGIj48HACxbtgzJycn48ccfJY5QXHK5HIIgwN3dHd99953Sm4imTZuic+fOaN++vYQRNny///47evfurXbHt/Xr1ys9rlmpWrBggSbCrDdVS+NUUff8Ik0v6SMiUhcTJSJSyczMDFeuXEHnzp3RsWNHREVFYcCAAcjKyoKzszNKSkqkDrGWvLw85ObmolevXjAwMAAA/PLLL7CwsEC3bt0kjk47/vjjD9jY2DyzMkHiWLlyJSIiIpCdna3ReasrVY3p4NSQkBCsXLlSsaSvY8eOUodERI0Ql94RkUr29vbIzs5G586d4eTkhAMHDmDAgAE4fPgwLC0tpQ5PpbZt26Jt27ZK1+pzro0+ysjIwJ9//okhQ4YAePwme+vWrXBycsLmzZtr7X+huuvTp49SIioIAvLy8nD79m1ERERo/PXGjBmDkJCQBp8oibWkj4hIXUyUiEilwMBApKWlYfjw4QgJCYGXlxc2btyIyspKrFmzRurwanFzc3tmFSUxMVGL0Uhn3rx5WLFiBQDg0qVLmD17NubMmYPExETMnj27wb/Z1oYnGw0AgIGBAVq3bg1XV1dRKpcHDx5sFPsxau5FmTRpkkSREBE9xqV3RPRCcnJycO7cOTg4OKBXr15Sh1NLdfOGahUVFbh48SIuX76MgICAWvs/GiozMzNcvnwZtra2WLRoES5fvoyDBw8iNTUVr7/+OvLy8qQOkZ7ieZWqadOmSRgdEVHjw4oSEb0QGxsb2NjYSB3GU61du1bl9UWLFunkfiqxNG3aFGVlZQCAn3/+GVOmTAHwuEOUuk0GSDu0XakiIqJnY0WJiFT67LPPnjm+cOFCLUVSPzdu3MCAAQNQUFAgdSha4e3tjfLycgwePBiLFy9GVlYWOnTogPj4eMyYMQPXr1+XOkS9ZWBg8NwmGTKZjIf6EhE1EKwoEZFKhw4dUnpcUVGBrKwsNGnSBA4ODnqTKJ06dUrp8NWGbtOmTfjXv/6FgwcPYsuWLYqWyj/++CM8PT0ljk6/1fyZeNLJkyexceNG8LNHIqKGgxUlInphRUVFmDp1KsaPHw9/f3+pw1FSs2OWIAjIzc3FuXPnEBoairCwMIkio4bs119/RUhICA4fPgw/Pz8sXry4zktUWakiItJNTJSIqE4uX76MsWPHavysmPqqeQhm9f4Od3d3eHh4SBSV9rzo/iMLCwuRI2kcbt68ibCwMOzcuROjR4/GsmXL0LNnT7XmiomJeerYk5WqBw8eqBsuERGpgUvviKhO7t+/j8LCQqnDqKWxt722tLR8ZlVCEATIZDJUVVVpMaqGp7CwEEuXLsXGjRvRu3dvJCQkYOjQofWac9y4cbWuqapUERGRdjFRIiKVNmzYoPS4eilbZGSkTu91KS8vR35+Ph49eqR0XZc79mlCUlKS1CE0eCtXrsSKFSvQtm1b7Nu3T2WCU181K1UXL15Uu1JFRET1w6V3RKSSnZ2d0uMnl7KFhITA3NxcoshUu379Ot555x2cPHlS6TorKaQpBgYGaN68OUaOHAlDQ8OnPi8qKqrOc9esVK1YsaLelSoiIqofVpSISKWsrCypQ6iTwMBANGnSBD/88APatWv33M3xRHU1ZcoUUb6vtFGpIiKiumNFiYgaBFNTU5w/f54Hc5LeEbNSRURE6mNFiYie6uzZs/j222+Rk5OD8vJypTFde9Pm5OSEO3fuSB0GUZ2JVakiIqL6YUWJiFT65ptvMGXKFHh4eODo0aPw8PDAb7/9hry8PIwfP14nusw92RL73Llz+Pe//42lS5fC2dkZRkZGSs9lW2wiIiKqCyZKRKTSK6+8gunTp+ODDz6Aubk50tLSYGdnh+nTp6Ndu3b49NNPpQ6x1kGd1Y0bnsRmDkRERKQOJkpEpJKpqSmuXLkCW1tbtGrVCklJSXB2dkZGRgbc3d2Rm5srdYiQy+Uv/Nzhw4eLGInuKC0txfLly5GQkKCyTfrvv/8uUWRERET6hXuUiEilFi1aoLi4GADQoUMHXL58Gc7Ozrh//z7Kysokju6x4cOHo6io6LnL6hITE7UUkfTeffddyOVy+Pv7s/sfERFRPTBRIiKVhg4diqNHj8LZ2RkTJ05EcHAwEhMTcfToUYwYMULq8BTGjh2L+Ph4NGvWTOV4UlISvL29UVJSouXIpPHjjz8iNjYWgwcPljoUIiIivcZEiYhU2rRpE/7++28AQEhICIyMjHDixAn4+voiNDRU4uj+q6CgAP/zP/+D6OjoWq2V5XI53njjDbz77rsSRad9VlZWaNGihdRhEBER6T3uUSIivXbz5k0MHToUgwYNwu7duxXXk5OT4eXlhalTp2Ljxo0SRqhdu3fvRkxMDHbu3AkTExOpwyEiItJbTJSISOHJdtvPo0vttjMzMzF06FBMmDABGzZswIkTJzBmzBj4+/sjIiJC6vBE16dPH6W9SDdu3IAgCLC1ta3VJj01NVXb4REREeklLr0jIgVLS8vnbv7XxXbbDg4O+Omnn+Dq6oqioiIcOnQIkydPbhRJEgD4+PhIHQIREVGDw4oSESnoY7vtJ6tgKSkpGD9+PHx8fPDll18qJX26VAEjIiIi3cdEiYj0mqpDZwEoruliBYyIiIh0H5feEZFKycnJzxwfNmyYliJ5tqSkJKlD0ClVVVVYu3YtDhw4gJycHJSXlyuNFxQUSBQZERGRfmFFiYhUMjAwqHXtycoNKzS6aeHChdi2bRtmz56N0NBQfPLJJ8jOzkZ0dDQWLlyIoKAgqUMkIiLSC0yUiEilwsJCpccVFRW4cOECQkNDER4erlOHztJ/OTg4YMOGDfDy8oK5uTkuXryouHb69Gns3btX6hCJiIj0ApfeEZFKL730Uq1ro0aNgrGxMWbNmoXz589LEBU9T15eHpydnQEAZmZmioR37NixOnVQMBERka6rvbaGiOgZWrdujWvXrkkdBj1Fx44dkZubCwBwdHREfHw8AODs2bMwNjaWMjQiIiK9wooSEamUnp6u9FgQBOTm5mL58uXo1auXRFHR84wfPx4JCQkYOHAggoODMWnSJHz11VfIycnBrFmzpA6PiIhIb3CPEhGpVN12u+Y/ES4uLti+fTu6desmUWRUF2fOnEFKSgocHR3h7e0tdThERER6g4kSEan0xx9/KD02MDBA69at0axZM4kierbS0lIsX74cCQkJyM/Px6NHj5TGf//9d4ki056KigpMmzYNoaGhsLe3lzocIiIivcZEiYgahEmTJkEul8Pf3x/t2rVTamUOAMHBwRJFpl2WlpZITU1lokRERFRPTJSI6KkSEhKwdu1aZGRkQCaToVu3bvjwww8xcuRIqUOrxdLSErGxsRg8eLDUoUgqMDAQzs7OmD17ttShEBER6TU2cyAilTZt2oRZs2ZhwoQJimrM6dOn8frrr2PNmjWYMWOGxBEqs7KyQosWLaQOQ3KOjo5YvHgxTp48iX79+sHU1FRpnAfOEhERvRhWlIhIpQ4dOiAkJKRWQrR582aEh4fj5s2bEkWm2u7duxETE4OdO3fCxMRE6nAkY2dn99QxmUzWKPZqERERaQITJSJSydzcHBcuXICjo6PS9d9++w19+vRBSUmJRJH9V58+fZT2It24cQOCIMDW1hZGRkZKz01NTdV2eERERKTHuPSOiFTy9vbGoUOHMG/ePKXrMTExeOONNySKSpmPj4/UIeis8vJyZGVlwcHBAU2a8J96IiKiumJFiYhUWrJkCVavXo3Bgwdj0KBBAB7vUUpJScGcOXNgYWGheC73veiOsrIyzJw5Ezt37gQAXL9+Hfb29ggKCkL79u2xYMECiSMkIiLSD0yUiEilZ+11eRL3veiW4OBgpKSkYN26dfD09ER6ejrs7e3x/fffIywsDBcuXJA6RCIiIr3A9RhEpFJWVpbUIdRJVVUV1q5diwMHDiAnJwfl5eVK4wUFBRJFpl3R0dHYv38/XFxclPZvOTk5ITMzU8LIiIiI9IuB1AEQkW4rLy/HtWvXUFlZKXUoz/Tpp59izZo1mDhxIgoLCzF79mz4+vrCwMAAixYtkjo8rbl9+zbatGlT63ppaWmtQ3iJiIjo6ZgoEZFKZWVleOedd2BiYoIePXogJycHwOP9SMuXL5c4utr27NmDrVu3Yu7cuWjSpAkmTZqEbdu2YeHChTh9+rTU4WlN//79ERsbq3hcnRxt3bpVsdeMiIiIno+JEhGpFBISgrS0NBw7dgzNmjVTXB85ciT2798vYWSq5eXlwdnZGQBgZmaGwsJCAMDYsWOVEoeGbtmyZfjkk0/w/vvvo7KyEuvXr8eoUaOwY8cOhIeHSx0eERGR3mCiREQqRUdHY9OmTRgyZIhe7HXp2LEjcnNzAQCOjo6Ij48HAJw9exbGxsZShqZVr732GlJSUlBWVgYHBwfEx8fD2toap06dQr9+/aQOj4iISG+wmQMRqaRve13Gjx+PhIQEDBw4EMHBwZg0aRK++uor5OTkYNasWVKHp1XOzs6K9uBERESkHrYHJyKVhg8fjgkTJmDmzJkwNzdHeno67OzsMGPGDNy4cQM//fST1CE+05kzZ5CSkgJHR0d4e3tLHY4kHjx4gIqKCqVrT55/RURERE/HihIRqbRs2TJ4enri6tWrir0uV65cwalTpyCXy6UOT0lFRQWmTZuG0NBQ2NvbAwAGDhyIgQMHShyZ9pWVlWH+/Pk4cOAA7t69W2u8qqpKgqiIiIj0D/coEZFKz9rr8vLLL0sdnhIjIyMcOnRI6jB0wrx585CYmIiIiAgYGxtj27Zt+PTTT9G+fXvs2rVL6vCIiIj0BpfeEZGS1atXY+7cuU8dLyoqgoeHh8613A4MDISzszNmz54tdSiSsrGxwa5du+Dq6goLCwukpqbC0dERkZGR2LdvH+Li4qQOkYiISC9w6R0RKQkNDUXLli0RGBhYa6ykpASjR49GUVGRBJE9m6OjIxYvXoyTJ0+iX79+MDU1VRoPCgqSKDLtKigogJ2dHYDH+5EKCgoAAEOGDMH7778vZWhERER6hYkSESmJjIyEv78/rKys4OPjo7heUlICDw8PFBQUIDk5WboAn2Lbtm2wtLTE+fPncf78eaUxmUzWaBIle3t7ZGdno3PnznBycsKBAwcwYMAAHD58GJaWllKHR0REpDe49I6Iatm2bRuCgoIQGxsLNzc3lJSUwNPTE/n5+ZDL5WjXrp3UIdJTrF27FoaGhggKCkJSUhK8vLxQVVWFyspKrFmzBsHBwVKHSEREpBeYKBGRSitXrkR4eDhiYmIQGhqK3NxcyOVydOjQQerQnqm8vBxZWVlwcHBAkyYsmufk5ODcuXNwcHBAr169pA6HiIhIbzBRIqKnCgkJwcqVK2Frawu5XI6OHTtKHdJTlZWVYebMmYqDVq9fvw57e3sEBQWhffv2WLBggcQREhERkT7hx61EpMTX11fpsZGREVq1alVrj09UVJQ2w3qukJAQpKWl4dixY/D09FRcHzlyJMLCwhpFovTo0SPs2LEDUVFRyM7Ohkwmg52dHSZMmAB/f3/IZDKpQyQiItIbTJSISMlLL72k9HjSpEkSRVI30dHR2L9/P1xcXJQSAicnJ2RmZkoYmXYIggBvb2/ExcWhV69ecHZ2hiAIyMjIwNSpUxEVFYXo6GipwyQiItIbTJSISMnXX38tdQhquX37Ntq0aVPremlpaaOopOzYsQPJyclISEiAm5ub0lhiYiJ8fHywa9cuTJkyRaIIiYiI9IuB1AEQEWlC//79ERsbq3hcnRxt3boVgwYNkiosrdm3bx8+/vjjWkkSALi7u2PBggXYs2ePBJERERHpJ1aUiKhBWLZsGTw9PXH16lVUVlZi/fr1uHLlCk6dOgW5XC51eKJLT0/HypUrnzo+ZswYbNiwQYsRERER6TdWlIioQXjttdeQkpKCsrIyODg4ID4+HtbW1jh16hT69esndXiiKygogLW19VPHra2tce/ePS1GREREpN/YHpyIqAEwNDREXl4eWrdurXL81q1baN++PaqqqrQcGRERkX7i0jsianAePHiAiooKpWsWFhYSRaMdgiBg6tSpMDY2Vjn+8OFDLUdERESk35goEVGDUFZWhvnz5+PAgQO4e/durfGGXkkJCAh47nPY8Y6IiOjFMVEiogZh3rx5SEpKQkREBKZMmYLNmzfjr7/+wpdffonly5dLHZ7o9LWtOxERka7iHiUiahBsbGywa9cuuLq6wsLCAqmpqXB0dERkZCT27duHuLg4qUMkIiIiPcKud0TUIBQUFMDOzg7A4/1IBQUFAIAhQ4YgOTlZytCIiIhIDzFRIqIGwd7eHtnZ2QAAJycnHDhwAABw+PBhWFpaShcYERER6SUuvSOiBmHt2rUwNDREUFAQkpKS4OXlhaqqKlRWVmLNmjUIDg6WOkQiIiLSI0yUiKhBysnJwblz5+Dg4IBevXpJHQ4RERHpGSZKRERERERENbA9OBHpvUePHmHHjh2IiopCdnY2ZDIZ7OzsMGHCBPj7+0Mmk0kdIhEREekZVpSISK8JgoA33ngDcXFx6NWrF7p16wZBEJCRkYFLly7B29sb0dHRUodJREREeoYVJSLSazt27EBycjISEhLg5uamNJaYmAgfHx/s2rULU6ZMkShCIiIi0kesKBGRXvPw8IC7uzsWLFigcnzp0qWQy+U4cuSIliMjIiIifcZzlIhIr6Wnp8PT0/Op42PGjEFaWpoWIyIiIqKGgIkSEem1goICWFtbP3Xc2toa9+7d02JERERE1BAwUSIivVZVVYUmTZ6+3dLQ0BCVlZVajIiIiIgaAjZzICK9JggCpk6dCmNjY5XjDx8+1HJERERE1BAwUSIivRYQEPDc57DjHREREdUVu94RERERERHVwD1KRERERERENTBRIiIiIiIiqoGJEhERERERUQ1MlIiIiIiIiGpgokRERI3GsWPHIJPJcP/+falDISIiHcdEiYiIJDF16lTIZDLIZDIYGRnB3t4ec+fORWlpqWiv+dprryE3NxcvvfSSaK9BREQNA89RIiIiyXh6euLrr79GRUUFjh8/jnfffRelpaXYsmWL0vMqKipgZGRU79dr2rQp2rZtW+95iIio4WNFiYiIJGNsbIy2bduiU6dOmDx5Mvz8/BAdHY1Fixahd+/e2L59O+zt7WFsbAxBEJCTk4Nx48bBzMwMFhYWmDhxIm7dugUAuHbtGmQyGX799Vel11izZg1sbW0hCEKtpXc7duyApaUljhw5gu7du8PMzAyenp7Izc1VmmP79u3o0aMHjI2N0a5dO8yYMUMxVlhYiGnTpqFNmzawsLCAu7s70tLSxL1xREQkOiZKRESkM5o3b46KigoAwI0bN3DgwAF89913uHjxIgDAx8cHBQUFkMvlOHr0KDIzM/Hmm28CALp27Yp+/fphz549SnPu3bsXkydPhkwmU/maZWVlWL16NSIjI5GcnIycnBzMnTtXMb5lyxZ88MEHmDZtGi5duoTvv/8ejo6OAABBEODl5YW8vDzExcXh/Pnz6Nu3L0aMGIGCggJN3x4iItIiLr0jIiKd8Msvv2Dv3r0YMWIEAKC8vByRkZFo3bo1AODo0aNIT09HVlYWOnXqBACIjIxEjx49cPbsWfTv3x9+fn7YtGkTFi9eDAC4fv06zp8/j127dj31dSsqKvDFF1/AwcEBADBjxgx89tlnivElS5Zgzpw5CA4OVlzr378/ACApKQmXLl1Cfn4+jI2NAQCrV69GdHQ0Dh48iGnTpmnq9hARkZaxokRERJL54YcfYGZmhmbNmmHQoEEYNmwYNm7cCADo3LmzIkkCgIyMDHTq1EmRJAGAk5MTLC0tkZGRAQB466238Mcff+D06dMAgD179qB3795wcnJ6agwmJiaKJAkA2rVrh/z8fABAfn4+bt68qUjeajp//jxKSkrQsmVLmJmZKb6ysrKQmZmp5l0hIiJdwIoSERFJxs3NDVu2bIGRkRHat2+v1LDB1NRU6bmCIKhcPvfk9Xbt2sHNzQ179+6Fi4sL9u3bh+nTpz8zhppNImQyGQRBAPB4KeCzPHr0CO3atcOxY8dqjVlaWj7zvyUiIt3GRImIiCRjamqq2O/zPE5OTsjJycGff/6pqCpdvXoVhYWF6N69u+J5fn5++OijjzBp0iRkZmbirbfeUjs+c3Nz2NraIiEhAW5ubrXG+/bti7y8PDRp0gS2trZqvw4REekeLr0jIiK9MHLkSLzyyivw8/NDamoqfvnlF0yZMgXDhw/Hq6++qnier68vioqK8P7778PNzQ0dOnSo1+suWrQIn3/+OTZs2IDffvsNqampiuWBI0eOxKBBg+Dj44MjR44gOzsbJ0+exL///W+cO3euXq9LRETSYqJERER6QSaTITo6GlZWVhg2bBhGjhwJe3t77N+/X+l5FhYWeOONN5CWlgY/P796v25AQADWrVuHiIgI9OjRA2PHjsVvv/2miCkuLg7Dhg3D22+/jS5duuCtt95CdnY2rK2t6/3aREQkHZlQvRCbiIiIiIiIALCiREREREREVAsTJSIiIiIiohqYKBEREREREdXARImIiIiIiKgGJkpEREREREQ1MFEiIiIiIiKqgYkSERERERFRDUyUiIiIiIiIamCiREREREREVAMTJSIiIiIiohqYKBEREREREdXARImIiIiIiKiG/wcLcvhkj44vfwAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(10, 6))\n", | |
"avg_gdp = df[['GDPACMP20', 'GDPACMP21', 'GDPACMP22', 'GDPACMP23']].mean(axis=1)\n", | |
"plt.plot(df['PROVINCE'], avg_gdp, marker='o', color='green')\n", | |
"plt.xlabel('Province')\n", | |
"plt.ylabel('Average GDPACMP Growth Rate')\n", | |
"plt.title('Average GDPACMP Growth Rate (2020-2023)')\n", | |
"plt.xticks(rotation=90)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "29598bef", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.11.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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