{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA for fault detection in Tennessee Eastman Process\n", "\n", "In this notebook, the application of monitoring techniques is demonstrated, using data from the Tennessee Eastman Process benchmark." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import bibmon\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process description" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Tennessee Eastman Process (TEP) is a realistic simulation of a process from Eastman Chemical Company, introduced as a benchmark for process control and monitoring applications ([Downs and Vogel, 1993](https://doi.org/10.1016/0098-1354(93)80018-I)). The academic community has broadly embraced the TEP model for modeling studies, and it is now considered the most widely used benchmark for evaluating process monitoring techniques ([MELO et al., 2022](https://doi.org/10.1016/j.compchemeng.2022.107964)).\n", "\n", "The TEP flowsheet is shown below. The objective of the process is to produce two products (G and H) from four reactants (A, C, D, and E), with the presence of an inert substance (B) and a by-product (F) within the process streams. The reactants A, C, D, and E, along with the inert B, are introduced into a stirred tank reactor, where the desired products G and H, as well as the by-product F, are generated. The resulting product stream then goes through a condenser followed by a vapor-liquid separator. Components that do not condense are recycled using a centrifugal compressor, while the condensate moves through a stripper, with the final products being collected from the bottom stream. Vapor is purged from the vapor-liquid separator to eliminate the inert substance and the by-product." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original proposed simulation presumes the existence of 41 measured variables and 12 manipulated variables, with sampling intervals set at 3, 6, and 15 minutes. Below is a list of these variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manipulated variables\n", "\n", "Variable | Description\n", "-------- | -----------\n", "`XMV(1)` | D Feed Flow (stream 2) (Corrected Order)\n", "`XMV(2)` | E Feed Flow (stream 3) (Corrected Order)\n", "`XMV(3)` | A Feed Flow (stream 1) (Corrected Order)\n", "`XMV(4)` | A and C Feed Flow (stream 4)\n", "`XMV(5)` | Compressor Recycle Valve\n", "`XMV(6)` | Purge Valve (stream 9)\n", "`XMV(7)` | Separator Pot Liquid Flow (stream 10)\n", "`XMV(8)` | Stripper Liquid Product Flow (stream 11)\n", "`XMV(9)` | Stripper Steam Valve\n", "`XMV(10)` | Reactor Cooling Water Flow\n", "`XMV(11)` | Condenser Cooling Water Flow\n", "`XMV(12)` | Agitator Speed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Continuous process measurement\n", "\n", "Variable | Description | unit\n", "-------- | ----------- | ----\n", "`XMEAS(1)` | A Feed (stream 1) | kscmh\n", "`XMEAS(2)` | D Feed (stream 2) | kg/hr\n", "`XMEAS(3)` | E Feed (stream 3) | kg/hr\n", "`XMEAS(4)` | A and C Feed (stream 4) | kscmh\n", "`XMEAS(5)` | Recycle Flow (stream 8) | kscmh\n", "`XMEAS(6)` | Reactor Feed Rate (stream 6) | kscmh\n", "`XMEAS(7)` | Reactor Pressure | kPa gauge\n", "`XMEAS(8)` | Reactor Level | %\n", "`XMEAS(9)` | Reactor Temperature | Deg C\n", "`XMEAS(10)` | Purge Rate (stream 9) | kscmh\n", "`XMEAS(11)` | Product Sep Temp | Deg C\n", "`XMEAS(12)` | Product Sep Level | %\n", "`XMEAS(13)` | Prod Sep Pressure | kPa gauge\n", "`XMEAS(14)` | Prod Sep Underflow (stream 10) | m3/hr\n", "`XMEAS(15)` | Stripper Level | %\n", "`XMEAS(16)` | Stripper Pressure | kPa gauge\n", "`XMEAS(17)` | Stripper Underflow (stream 11) | m3/hr\n", "`XMEAS(18)` | Stripper Temperature | Deg C\n", "`XMEAS(19)` | Stripper Steam Flow | kg/hr\n", "`XMEAS(20)` | Compressor Work | kW\n", "`XMEAS(21)` | Reactor Cooling Water Outlet Temp | Deg C\n", "`XMEAS(22)` | Separator Cooling Water Outlet Temp | Deg C" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sampled process measurement\n", "\n", "- Reactor Feed Analysis (Stream 6)\n", " > - Sampling Frequency = 0.1 hr\n", " > - Dead Time = 0.1 hr\n", " > - Mole %\n", " \n", "Variable | Description\n", "-------- | -----------\n", "`XMEAS(23)` | Component A\n", "`XMEAS(24)` | Component B\n", "`XMEAS(25)` | Component C\n", "`XMEAS(26)` | Component D\n", "`XMEAS(27)` | Component E\n", "`XMEAS(28)` | Component F\n", "\n", "- Purge Gas Analysis (Stream 9)\n", " > - Sampling Frequency = 0.1 hr\n", " > - Dead Time = 0.1 hr\n", " > - Mole %\n", "\n", "Variable | Description\n", "-------- | -----------\n", "`XMEAS(29)` | Component A\n", "`XMEAS(30)` | Component B\n", "`XMEAS(31)` | Component C\n", "`XMEAS(32)` | Component D\n", "`XMEAS(33)` | Component E\n", "`XMEAS(34)` | Component F\n", "`XMEAS(35)` | Component G\n", "`XMEAS(36)` | Component H\n", "\n", "- Product Analysis (Stream 11)\n", " > - Sampling Frequency = 0.25 hr\n", " > - Dead Time = 0.25 hr\n", " > - Mole %\n", "\n", "Variable | Description\n", "-------- | -----------\n", "`XMEAS(37)` | Component D\n", "`XMEAS(38)` | Component E\n", "`XMEAS(39)` | Component F\n", "`XMEAS(40)` | Component G\n", "`XMEAS(41)` | Component H" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Process faults\n", "\n", "The simulation provides 21 pre-programmed disturbances, which include the introduction of step disturbances, modification of measurement variability, occurrence of valve sticking, drift in reaction kinetics and the presence of unknown disturbances. Below is a list of these disturbances.\n", "\n", "Disturbance | Description\n", "-------- | -----------\n", "`IDV(1)` | A/C Feed Ratio, B Composition Constant (Stream 4) Step\n", "`IDV(2)` | B Composition, A/C Ratio Constant (Stream 4) Step\n", "`IDV(3)` | D Feed Temperature (Stream 2) Step\n", "`IDV(4)` | Reactor Cooling Water Inlet Temperature Step\n", "`IDV(5)` | Condenser Cooling Water Inlet Temperature Step\n", "`IDV(6)` | A Feed Loss (Stream 1) Step\n", "`IDV(7)` | C Header Pressure Loss - Reduced Availability (Stream 4) Step\n", "`IDV(8)` | A, B, C Feed Composition (Stream 4) Random Variation\n", "`IDV(9)` | D Feed Temperature (Stream 2) Random Variation\n", "`IDV(10)` | C Feed Temperature (Stream 4) Random Variation\n", "`IDV(11)` | Reactor Cooling Water Inlet Temperature Random Variation\n", "`IDV(12)` | Condenser Cooling Water Inlet Temperature Random Variation\n", "`IDV(13)` | Reaction Kinetics Slow Drift\n", "`IDV(14)` | Reactor Cooling Water Valve Sticking\n", "`IDV(15)` | Condenser Cooling Water Valve Sticking\n", "`IDV(16)` | Unknown\n", "`IDV(17)` | Unknown\n", "`IDV(18)` | Unknown\n", "`IDV(19)` | Unknown\n", "`IDV(20)` | Unknown" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, when the TEP benchmark is used for process monitoring applications, the goal is to develop a method for real-time detection and diagnosis of these disturbances.\n", "\n", "For more details on the TEP process, please refer to the following article: [https://doi.org/10.1016/j.compchemeng.2022.107964](https://doi.org/10.1016/j.compchemeng.2022.107964)." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Importing data\n", "\n", "The TEP simulation data originally provided by [Chiang et al. (2000)](https://link.springer.com/book/10.1007/978-1-4471-0347-9) can be imported into the library using the `load_tennessee_eastman` function. This function requires an argument to specify the nature of data: use 0 for normal operation data and values from 1 to 20 for various process disturbances. Below, we demonstrate how to import normal operation data for training purposes and data corresponding to disturbance event `IDV(1)` for testing. In this dataset, disturbances are introduced after 8 hours of operation. By convention, normal datasets start on `2020-01-01 00:00:00` and faulty datasets start on `2020-02-01 00:00:00`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "df_train, df_test = bibmon.load_tennessee_eastman(train_id = 0, test_id = 1)\n", "\n", "fault_start = '2020-02-01 08:00:00'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the datasets to gain insights into the types of behaviors we are modeling (normal data) and attempting to detect (faulty data):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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iFw9uiL7n73wWK34xaeQ1RBG/UevkWOvyl19+KWkgojNSBTg8fqHoNTHYxD04WEfw/gcffNCgHCxkQ2677Tb3HoucEOqDQYcdCgULED6PNUQ+2OkI24lfnwxEDMq++EVHPXr06JzHVfEr3BErBna+wsWzv0sWJ6zFwU4SnZ2/q+3vVsWRr12GUEY+f+qpp8YuvkJRDM4444wGC464Z+6hhx5qIHCGdc1ih7bri1+FWDUY7YMLL7zQTUx1AswPQgGWid9++23Bx0FA4btqcarwGscPxxr6DT1X2F9qv+WPN6X0jXHjTLH9lgo7oUDkP4eFPOsIGExs2YzI1wdq3Wy44YYN3uPa2d1mDPdFGe0vQnGE8SzfPTj55JOzXuc1JtuhBRBgWewvJoqdT+iEkT46H+USvxpTn3FiFO/xnUKgL+U47CD7PPXUU+51rL8a+3wxRoWWa7nEr1wgILMIixO/QlEMaCO0FazPct0jni0sEOOed3jssceydtaLaSdG82Frjva55sg1DodW2MCckvcQzBs7l45bb+h7oYdDLvErFJtUOOI9Xzgql/iVBPWIMIWAV6j4VexcXQW2cFzxr7nQ8toY1b7GqJkm4H2xfP31185PfJ111onNmsHrxEP65JNPnJ+rz3LLLdfg8/iva2yictBU5+B6gDgXod88MTKIjULd8Dn81YsFX9+NNtpInnrqKecrvO222zp/bvyxicFVDMR1wn84hPvx4osvOv/5sJ7IchWifvZxcQjwKZ9vvvnk22+/dTE78GsmwxsQCyYf77zzjvv97LPPujKFcM3Up7LDDjvIMccc42JeEfuHdkamOerNh8899NBDzo+ezxFngOsuJnvXsGHDXFws/Nm5FzB+/HgXo4t4JcRH8OGeEyvgjTfekD///LNBjADiHoQJGuLqO58fOYkn7rnnHlcvxJJJj+X18QNCyN66yiqrNHhdn8u4OApx9+ibb76JjWHAtRK3iDZAXBniRBAEnRh722+/vYu7x3NhWVnbL8SaIk4EMSPfeustF2/x3XfflSuvvNLF97n33ntd9mCFvuKCCy6QRx55xMUHCuN+xLVjYnCEY40+T8RQCvtjfS/uWKX0jY3ptzRuSjgWJr2WBMek7ohxSMyUXOTqtzUGFDFSeK7pzxSOGwaP1brMdQ/i6pnjENMz7pppF5Rx6623Lno+scgii7h7Tv9MTDFivXGdJOxhHG4KSq1PYt8QnyVuPqLx8vLB+EU90+8TR4Q+HcjArWOVTynPF2UsNrslsW3o63nWGd9qamoy7xGXKI649k4bYb5EHD7GuKTvUrfEoiG2WBh/Fv7++2/3W5+9lmgnRtNga47Wv+bINQ7zzIUkjR2lzKXLteaL65+YP9Pn5psrlwprlWuvvdbFb6R/Iz5orr66XHP1XPMSveZCsTGqfY1RM4X4RXBTbgTBTgmQWgiIAEBwvDi0Y9LP+YRCBehD5j/0jaGpztGY6y6U+++/X84++2y566675H//+1/megj8z+uFpuhNKqO+TpC9Qr5TyDXTmfI5xC89biFix+jRo93vQgOhH3XUUS6Q5dVXX+0CdDLB574SuJoA0LrIYABn4s9C4ZprrnGLcAZlFlF8L24gDkG845pZcHCeqqoqF6SYzKfhYoMF/7rrrpv5HotEFkSck3IwyMRlvEuq0yQI4o34ttBCCzlhiQCZTFAY3C+99NLYc7CgietEc7WDuHt055135vycLrBWWmkltyjSNnzzzTe715lMESCZe2C0P3j2ee740XZ1wgknyFVXXeUC8zK+sKhlccvgzkQPEYpniWea55jAuQR0jWvHufr0XO/FJYIopW9sTL/F8XgG48SFYvqAYvrWUseqlqjnYsvKOV966SU3wSfRyZFHHuleJ7EGCUEYN+mvy0mp9ZmUaZJrKDTZAdfCJg5jF4Ir4x0bH4wtBMnVzRko9fkqdixinsIYxDhHcGqCMTM30SDQSYF6c7UJyodwR3lzPXeIZPzkG4taop0Y+bE1R/tcc5Rj7Ch1Ll2uNV9cPdNH0CflmxeUAn066xr6JK4XwY7A88DGQjGZsoudq+v1sI5IuuZCsTGqfY1RM4X4RfYlFqvsYGunkw/taMJsWr7C7H+utaKigL9jqcR1dKVcN+dgQhpH3DkYaM4880z3Q9YOMjch4CBuILywQ1AISWXU1+Mm5XHZ2oq9Zna6gcVuPvQ7Kpzlg/KRxYofsri8/vrrTjG/7777XMaxzz77LNNRbL755u6HyTSZKtldwdpggw02cGKvljMJjkOmGgYgspMxwccKjPvJQsSHRTCDFOXBEi3cjUnKmBNX30m8//77TviiHE8++WRWh8g5aB9xsEvGIisUwHK1g7h7xLnJ4lMI7CQ9/fTTrr1iFcB3EUFYtJEtDWtBo31Du8JKkbbKQvjzzz93u7NkFmJhjiB2ww03ZH0HoVmzGTUlpfSNjem3OB7PIM8ik5pCyhJHKX1rS47RhdZzKWVlYk5WMDJH058zgeT/ZM5iQ+D4448v67W0dH0iYrFQwtqLfpSJMllFw42YUp+vYsYiYLJONjQypLJADc9TSpugDLmeJ61brAULzZbZ3O3EyI+tOdrnmqMclDqXLhfUc2gEgnjGesMXxopdO8bBd8844wwnYGLt5otQeHRg/VYMxc7VdfwNs0r611yMx4aNUdJuxqiZwi6aFKgspEmDrSZ5SagKTep6Jj4syOPSumuK7EIsbJLQxX25rMGKXUzEmbjq9ZDi3nc3A/7P6/7n1I2EziXsJFF+41LE+2DJhNBDSnZ2P+LSpCZB+dkdDmFQAXaFC0E/p/fUZ+TIkc6tAjFDJ63qyocLSD6wEvLNdYuBDgMTUVyqEG2/+uorl0I7hHIheNG+aesMbggyhaALCxYcXCv3AculcECgDmabbbYGgzXPBguRcqDp41n4hDsBek/joN3FudcU2g70HhXqouPDDhZWCCzasAJiIoX7kjFzwGKWNM9x7RhhOiRXOy4nje0bi+231EU67vqKuWYm5UyuGHfzpSLP1W8z9uCayvNZqLV3Kfzyyy+xFkBhPTdmPkEbw3XgoIMOyvQthYyTLF6KmVu0dH3ShnCnRNxiQ4cxiWvfeeedW+T54jzUeyh8/fHHHzJixIjE78WVgTbC+LrYYoslujwC56P9U9dxloa5KLWdGOXH1hztc81RDppjLp2LuP6JuS916c8LNOxAofcxDjbDEMpwMQytr+jjmC8Xsy4udq6ea16i11wMNkZJuxmjZgrxa4EFFnBxlHgQN9xwQ6f8hxCPAxcy9SNmgoJVDN8555xzsj5L3BdM8zkuOzylQgcITIqaChopk1V8y33hhMllnNpKDBPED8wZb7rppqz3EFeGDx/uhBjf9x53Lx4C3xSVQYvjh7E4EB+xjAlhoYPwyAKhUHCFC91yNEYNMbNyxbTxYRLNDgHua74ZJ9dw7LHHug6SyYxCbB9Md5mcc74Qf7A48MADndnnIYcc4hZKcdfgDyQsPMIJAHWrpqZaP0wI4gYH3eEotB5xJ8Gt5OGHH3a7X5w73GnXmCXcI79+OD/mzPkE5ULR2Dm0VR/OGT6DIQhP/k4gvuXs6nXq1MnFR8t3/2n3PP860Qrr3y8Tgyb9RYjuXBbTho3WD88FokUcuCnQJ7LJQJ+Tqx0z2b7++uubocSN7xuL7be0zzj99NOz+nz6wiSLzTg453777ecmzIcddliDPo7XVdRj7J1//vmdBSaWqz7s8LOryxieS2xoLJSPvsfvs7HOxYIWCzhizZQyn8A9jp/G9DHML+gHC6U11CftiAURO8TsDhN7NIzz01zPF+dhzuRbpNDvH3DAATkn/bfddptrAwptgzZCW/HnEUntn+MjljG2xp2H+ZOO8+VoJ0b5sTVH+1xzlIPmmEvngvHYHxeYN6srqN8/MUdArMDK1Z/vIi4WOqYjeLFhgqjnb/pw/cwtil0XFztX5/OsgWlXhK7xP3fiiSdKKdgY1aFdjFEzhdujTt54gImbhBhEZ8oiAJM7xDAme0zu+JxC/B4mVLyGnzaqMzcR/3HMaBFLGhOwDTWcjgG3MzoDdRcp9aFMAh/bfffd152PeDW4pzDBZQCJg3hT7EoQ4BnzUsQROmoUWsrI+z747VIXe++9t1Nz+QxKOwsklHLfjJfFELsLvE4QPCyMqHd2e3mIeJgKBdczyoKVE4Hf9d5Qp6E7RC7oHJk0M7HnHhPng2ugTeDygKXX0Ucfnfk8ggpuiFhbIabym+vBRQjTXjp5XRjSxnCHo7Og3bEYYoHBRIDdY9oXAw4m2IClF+XhehgkqRPqFKsv4mHpxP/QQw91gSK5T8QiYZCi0ycYP98Nd5XydeZMGjBBpl1jzhrCQIWlG8cl4DsdFkId9xPLpzhrgWKhnvmhbtld5zpYeNPusAZLMrHFpJoJD+1p0003dX9zDNoVi6h8Zs3cT47NvWSxRd+ABQJ1SgdPW8YKTwM40i9gNk8gVnYRqQsGd4QFLAQJhG+0H+gr999//4w4QaBP2hjPOG2DMYBnnHYEtEGeSZ4nJgH0AQQJfeKJJ1zbKNRUvDE0tm8stt9i8UL8FMYBnh2uk4UFVqucn2svFAQ0LM4QkPjNc0ndcl6EIvo5DZZK7CXcpCkfYxv9I+I0/RHlPffcc6Upoc+hPIylBOln8cI1s2HCwk1jmxQ7n2Ac2WqrrVx/yPhLDCH6WsRWPnPEEUfkLRv9GP0gYwpjLjvqbNxQ5jhaQ33ibn/ccce5QLrMU+I2Yprr+WLM44e6Y+zlnjIWs8gO5zU+1B9zLTZdmEcwLrBLznOQtODz4doZTxi7cKlmnGERyf3HtZrzck94rRztxGgabM3R/tYc5aA55tK5oB+iLljnYLVOfdN/0o/4c3/mOayJiJOGEMY6B0GDjXL+xi09H/RBbKThGcE56btZJ9EWGFs4R9y4RQxi1qyUhzLyWcaCYufqGDXQjzJXoe3RJ/MaYwVjc5hUoBBsjJL2MUalZjLef//91J577plaYIEFUl26dEl16tTJpazeaaedUs8//3yDz5Mam7TvpEPt2LFjqk+fPqltttkm9fnnnzf4bK4UrZoGmxSxPk8++WRqhRVWcGXhff+WxB0vKcVsvhTDV155ZWrBBRd01zBo0CCXtp10uknp0EnNTfr6OeaYI9WhQwf3m//HpXUHUvmutNJKrj5J5z5s2LDUX3/91SDt8JgxY1Knnnpqas0113THJK3vnHPOmdpggw1STz/9dOyxc13nF198kdpoo41cytyuXbum1ltvvdQHH3xQUipzUr2T5r1nz56uXAsttFDqpJNOSk2cODH2899//71LaT9w4EBXr/369XNpe0l9HPLee++ldthhB3et2o6WXXbZ1HHHHZcaPnx45nNXXXVVarPNNnPtjbTy1OWKK66Yuvrqq7PSH99zzz2p7bbbzqWbnWWWWVI9evRILbXUUqnzzjvPpaUvBlJIkx44XzraBx54wJWZ81F+zv/DDz/EttNcaZJztdVRo0a555N64vpJKU/bHTFiROznNbXy6NGjU/vuu2+qf//+rg1SF3fddVeD8+Yq16+//po67LDD3HPCMWhTiyyyiEtd/+KLL2Y+98wzz7i00wsvvHBq1llnTXXr1s2l6T7hhBNcf2G0L77++uvU+eefnxoyZEhq3nnnde2SH5492mNcf0N73XrrrVN9+/Z1zwt9PM9sUv+d1A/n6tPjjlVK35hr3Cq034KamprUOeeck5pvvvlc/8nvs88+2/WTSdeQxNSpU1MXXHBBaumll3Zjoz5jRx55pBtDfEilzZhM2Sgj/QHPcdyzmCsVe7H3QD8/cuTI1Pbbb5+abbbZXLtYZZVVUs8991zsOQqdT3BM6njllVd24wr1ybhNKve33367oD7tjz/+cH0059D+XT+Tax5RrvosZMyNg3bK96hLTVnfVM9XrrKSxv2aa65JLbbYYq4ss88+uxvvGaPiPu/P8a6//nr3PcYR5jnU3/jx4xucN6lcPEvXXnttarXVVnPPL8fh/jNPYi6gc5Ji2onRMtiao32tOUJy9aVJfXO55tLF9Hd6bM5z7rnnujUwdUH/Tf1MmzatwfEnT57sxiudVy+55JKpO++8M/G8ceMB9/yss87KzKtpC4zjrFOSxg/mW7pejbuWQufqysMPP5xabrnl3GfpJ/kca4Zc41cubIxKtfkxqoJ/WkZ2M4zSYLcci5vddtvN7VQbhmEY1jc2J+w2s/vc1Dv1hmEYhtEYsH4iGQieTljOGsbMzEwR88swDMMwDMMwDMMwDMOYOTHxyzAMwzAMwzAMwzAMw2i3mPhlGIZhGIZhGIZhGIZhtFss5pdhGIZhGIZhGIZhGIbRbjHLL8MwDMMwDMMwDMMwDKPdYuKXYRiGYRiGYRiGYRiG0W4x8cswDMMwDMMwDMMwDMNot5j4ZRiGYRiGYRiGYRiGYbRbTPwyDMMwDMMwDMMwDMMw2i0mfhmGYRiGYRiGYRiGYRjtFhO/WoDJ02tknuOedD/8XXamTxcZPrz8xzUMwzDaDE0+1hRKKiXy1lsiM2a0XBkMwzCM9jvOGEZrYOTI9DrcaLWY+NXWefllkauvFjnySJENNhB5/32RY48VWXTR9ILDMAzDMFqSzz8XWW01kWeftftgGIZhGEb7ZNAgkVNPbelSGDnokOtNo5XDLvqWW4qMG1f/2tdfi/z8c/rv8eNFevRoseIZhmEYMzGTJ4tsuqnIeuul///DDy1dIsMwDMMwjKZjzBir3VaMWX61VerqRKqrs4UvQPhaffX035tvLvLbby1SPMMwDGMm56efRF56SeSGG9L/x0rZMAzDMAyjvdKzZ0uXwMiBiV9tkd9/F9lmm+zXNtxQZKWV0n9fdVX696uvinz5ZfOXzzAMwzD++SddByNGiMw5p8g331idGIZhGIbR/pgyJf3bxK9WjYlfbZE33xR5+OH038T1YoHB/9Xia445RLp3T/89bVrLldMwDMOYeVHxC847T6Rjx5YsjWEYhtHevWK++66lS2HMrIwdm/4966wtXRIjByZ+tUX+/lukqqrelaR3b5FOnUT+8590UGH+j3XYwgub+GUYhmG0DA88UP83ll/EqaytbbrzTZokcsUV9buvhmEY7Y1TThHZb7+WLkXr5KmnRBZaKC2CNdd6DNd+wwCd31jCuVaNBbxvASorKmSdhftm/i4KgthffrnITjuJ7LVXQ9dHfqBrV5F+/Uz8MgzDmElp1FjTGM46Ky1AvfNOtvgFw4eLjB4tsuaa5T/vBx+IHHKIyIorpn8MwzDaG2eemRZ3rr1WZupxJo5ZZkn//vZbkcGDm/58hx4qcs89M5fYQdbmoUNbuhStExVdm3KTz2g0Jn61AJ07VsnNe5Q4MSd9Khkdjzkm/2exBjO3R8MwjJmSRo01jeHEE+v/3nhjkSefTLvjw267iXz0UdMsFqZOTf+ePr38xzYMw2gN9OkjMmqUyMw+zsSh4ltzZdtrLguz1sKff4pssEE6udqgQS1dmtaHtges3I1Wi7k9tiVYLDzyiMh114nssUf+z5MNkh2JO+4QqalpmjLxgF95Zf2iwzAMwzCgb1+Ro49OWylrDIxffmm6utHNnsmTZ66deMMwZi7xq62AK/offzTf+dTiprlEKdZZMxOE3NH7ajRE211TrbmNsmDiV1ti111FfvxRZNllC/s8ll/PPy8ybFj6d7nBrYXjHnxwvXtLK9qNMgzDMFqQ9dcXWWutdHzKysr0QkE3SprS8guXjNNPL//xDcMwWhpNaNUW2HHHepf35sDEr6ZFx202mIzk+jHxq1Vj4lcLMHl6jSxy0jPuh78LBgsu3EmWW65w8QtWXrkwN8liIGU9vvVYosFPP6WtwPr3T5exqXfd33hD5LDDmvYchmEYM+NYUy7Xk27dsl/v0qU+GH1TTJ59N//PP89+77XXRN59t/znNAzDaE5amVVrznGGGI/NiYoOZvnVtOKiiV/xmOVXm8DErxZiyoxa91MULCR22KF489Tjjiu/qwnZJDWzChxwgMjJJ9cHO/7rL2lS7rxT5LLLzK/aMAyj3GNNY+nYMV786ty5fvL8+uvlX8T57vdh4GUs0NZZp7znMwzDMGLHmXHjxjW/BUxLWX61t9hfb74ZHzvTxK/cmPjVJjDxq63AADJxokjPnsXvgi+ySDpLZDkHIY4Hv/0mcv75IpttJnLuufWDwYQJ0mTgavnYY+m/LaC/YRhG60IXBKH45S8QyEz81VflPW++2JNqdWYYhtFWaWWWX3FMmTJFevbsKTXNnXwkxvJrxowZ8vfffzftWNfexpbVV0/Hcw7RerWYX/GY22ObwMSvtgCdKgGDoRjxSxcCc8+d/v3PP+UrEzs6usN/5JEi995b/x6BjZtS/CKOjFqecR4Ltm8YhtF60AWBpp1XsAr2YfOknNhmiGEYRllZZZVV5N9//y3qOzWRCFXXnH0yMYdjLL+OOuoo6devX9NaObdHN8C4e6f125RrvLaMZXtsE5j41Rb49luR226LX0zkQt0+iP1FwMnHHxd59dXy7FAgfmHtxbEIZOzD+f7zn/T7TW0KTCYx4sg88EDzL3w++kjk2GPbxC6cYRhGs6ELgg4dsl9nE+f999MT6DXWKL97vL8R8uuv8fFmxo6VJoVF3913pxdDL74Yv3tebo4/XmSXXZr+PEbTgvX8aquV95hLLimyzz7lPaYx05BKpeSdd96RTz75pKjv1TW3+9fbb6djDsdYfg1vjrhj7THAuYbOiRO/mtuir62g7Y4kP0arxcSvtsCYMenfxNQK45jkglhfxMUCJsYEiV97bZFLLmlceX7+WeSWW9ILG79zPPXUdBD60aPTCwzEtnLvhpDtMoz9BdtuK/LMM9KkEDdtm23SIhsDwFZbpV0+l146vaAzjEIh3hGTNcNoj2D9u+WWItttl/06GyXLL5/+zU787benNxEaM9G8+eZ6QcsXv8hAvOii6Y0axlDijcHDD0uTQqD9nXZKB9jfdNN0NuTmEE10LDTaLmzivfVW+dvjo4+W95jGTENtJHZUxQkhBXyvsaLQ8ccfL7+ykRHQvXt3OZrNb0Xd8AgPE4hfmbI0V4wx3wKtLRNuXkGZ7msmKzPryfaEtgP1jjJaJSZ+tQWY2C+zjMhppxX3vVVXFTnkkHrXR7Uea0ynjJvKPPOkFyzEEvM55ZS0sOYvQMrpkkg9ILol0dQ77B9/LPLgg+nfL71U32l/9lnTiF9Y6ZHZ01x5GgeDNDt/TJSaMyjpl1+mxWpE0/feSz8Ln36afm/NNUU237z5ymI0LbSr665LC/9G+pljI2TgwOTaWGGFdPxG+rg//iit1uiD99wzbWEFTz/d8DMEuWes4h4xJo4c2bR3SNvAK6+0vzgwRtNSzOZmMRQpXBitHPU2KNLr4LPPPpNvyNReBNMjC5/K0MOjDOLXww8/LB3iBBaPc889V2688cYGr0+YMEEeQCxWunevF57SBWhohdZc2SWxQPu//5M2i9Zd3L0pp0Ufa6kYYbNN4z+T7UEAbaeY+NUSlV5RISvNO5v74e+8sGvdq1fjTrrSSvV/l2quirWKb5KvcchCENr69En/Xc7JP26Up58usttu8e+zkPJjy+y+u5QV3VEi3tiuu9Zb10FTLHK++CItMha7M3L11YUJgTNmSJNBp7///o2z6ihnjDgsQC64QOTCC9PCU3OgpvbcC54/xGGsBC+9NP16UwVgNZofBJX99hN59tnSj0FMFax7y2gtW/RYUy6YGKvrYxIIUY3dJNGxjAn0euvF9ze46+BeyWcRwXBJbMq+Ty21OS9hCnr0aLpzGU0HliR9+6Y3odo6RQoXRutkdLi5kk/UIS6TF+t3qaWWkkWZCwX8/PPP8ibZ/dxQNlK+//77rGDx+Sy/4sYZFZwqcgh09957b0FWWUnn/umnn+QxTX6l6LyqQMuvrbbaSjZjbZHA119/LZNzjck6loT34ocfpM2i43Euy69yjKHUWXvb3PfbQXO6hh5+eHp9YxSEjYgtQOeOVXLvfqu4H/4uSARprPjF7vqKK6b/LrWzwa3QF2LmmCP+c1hB6SJkwQVF3n1XSobO44orRK65RkQH5GWXzfanZuBSCzcGKTrua68VufXWtMl/uToyzXBJPcw/f9rN5JxzRPbYo2mCP6qgVmy8ggMPzO9qQz0RlFotJsoNAz/3AEuMpo6JxoQwmrjF4r93zDFpEdcvE+bJl19ensGcNoFrMQsmDeaNayw88ki6zhmkwHbj2w17arylxsST+uADkTPOkPEffCA33HBDo3erH3/8cfns4w+LG2vKAX0uz1SeHf2s+JWl7iJHz+yf9GPal4VjZe/e9X9vsQWrmfRzWAa3YzKaEQ/HwTUvvLDIjjvW18MCC7SPhCxNKRa2VhAN+GnKRSxWKs89V/9/FajLPWaa+NXm+e6776R3797pQPLaPvIJR1i9IuB6xI0rG264oaxOdj8RWWKJJWRB5u2B5Vcu8StuTaOCU66WPEqttPKQy+qMcS5rDNE4kt515hpLsT7LHCOGRRZZRA7XOVuuvrG1WflsvXU69Exj1h65Yn6Vw/KL+1Lo+EjIm002kVZPS4lfbKofdVTzna+NY+JXWwBrgg02aPxxWBwgEpUqfvmdOwOqxlAJ4b255kr/zbmIfVIqDz2UziZ5wAFp1xjiu2Bh4VudEc/i4ovrO0gC4GOJgcsNQkQpE/evvkqLbXT+6qqmAhcCB5NitW4rZ3bLk05KL9CwZECkaUzgRH8hzgQetyzu4ZAhInfdVe+aVwwMVGHcNSzhaFt+p49bKJx4YryFILtzhU7w99477UKUBOeIJm6xkOwBZp89+zqUF14QOfRQkQ8/rB/USxUxcItF+KLdEYdHIc4RiSs23FBk3nnTr+WzjDHaDO8QT9G3+uHZ/emn4g4S9cvvvfmm7LPPPvJDIxfdm2+2mdxAXMLm3FmlzATYpj/MJ3517Vr/d8xE+pdffpGx+Z7DqG9/x5/ka7+s0OdhfXnTTennTylD9uP77ruvPhMa/SDPuF4L/8cKmvpvyg0Av500xXlefjktFpY7OUFrR609mvL5YdOFuDfhIqlcYqO2B8QD5kRsgrKZarRe2CTT+ZPHtKgdjmGMSRC/cGu8xI/pGxOkviLGAliPDeOCWEWFiF9xZKytclgc/1NgH5zLNXJJxpv0CdO/dS7OfJS+8YMPGh3z67dcWYmTLL+a09I6ae0UF9+5EC8VnR/H3fNyZjMsxvKL+fmTT7Z+jwl/DC5F/GLTTNecxWIb6gVj4ldbgAFCO/jG0K1b+qfUyZxaPiH2FLhj4yglED0LCCYA7KJvvHG6IweEG7JJJj306kqDlRuBjbEKwt2smIUk9b3YYvUDByIG1gJcP1ZmTIqJm6CLLOpUXSL98iMw5er8GJBxwfEHZsQ9xDzOjzn34MHpwM3FLGp0UenXO+IOouEOO6TFHn6A8j31VHqX6Oyz00Goc3HRRSLzzZe9WGWBh8sRliv33ZcO2stvBcs/4l75cB5cvBTqNqnDJ94D501CJ2tJO1G4r2CNiPjnv6b8+Wf6N6LemWeKLL542nrE/3yh+BMePS5oYFaEWQKB++IX97Ytm8gbkpExVfzCtRbBvhiifnl61DbdIqcRLC4i1zFp9xZSp59+ugwbNqysd4xyEpSYXfw/fFfzfOKub/kVM5Gee+65Zeedd859jKh/zbJtOOOM7HiU1CObR1jo+pPD6dPzi2t5GB+Nic4thr+xhkZoU6GdsaepBRQsh7Sum8LKTEWvUuOy5YKdasQff3FJX9gaMqfpGNGU904tWnRBp+NHqedkLEQ80fmCtgfOM2JE2iJfN4OM1gnzA7KlB+56HaNnPEswCkSdo446So444ojE9/3j5EPPo+JXA+spXs/hDqifT+UQgZwVW4FjjNtgiCFzPXqsqEw/M5/D8naFFRptRa11EEs0dk0YN84JhOomGopfTz/9dNMG3o8jvO57780ed5NQ44W48ja35Zeeb7bZ0r+LjFnX5iy/WOsTHqUUTPwqGBO/WoDJ02tk2TOedz/8nRMmMb6VUWNBOCpmgsyDjOUOAbuZ3NMBqdVQobD4KnaXACEmmgDICSekJwQsVAYMqP8MLiYbbVT/fywtmNgRjwvBRbOK4ZqIqFQoGldBd83uuSe9mMJyYKGF0pN1f4BADEQcwyKMbJCA+MPCLVfMK6yuyApGEH8GSqzNENJ8oZFYUdx/AmiusUbajZDFXK6FMbtk1JMeA3TA0wChuthgF4hjIi7+73/pSTjXn7Q7rKKnCk60D36w9sP6a/vt05k3WSghqmG1xnUhkBGHDRFMBwReZ3KCyxjfocPHcsofcHWXKpcViS4gdMePwfGOO9LXxEKUa6Ld+pN+JkhYaVCPuqi7//605Z0Orr6AlwTXg3snzynlZmdK4fsIaaDnRvxC0ASsKQBhj/vc2szmjYLJLCdUVIZig99H/XK5xC+c/yZ37CTLvlGTGWvOPvtsuYNno4x88sknLijxFVdcIcPfeEOm0sbRTBIWK8W4PeYNzhyNK4hf5Mh7laQu9EHEf1TxEWsX7ashKt8vP/wgvXr1cuUvlYnRpsdU+in6W4Iu43a+yirpD+Ae7z4wtWndHVR0ZOOk3NZfKsSU2h65F2oZGcIGA+IdVtr0pbQZxgTd7Gos1AUx1zTZTzHowr4p753eq9CqrtRzInwxV1KBRMdPxkiOydiji0ijVYNgg8UTca0A4YRot+OYNyVYfhUSlL5Q8atv5C6pwk8D4YY5W7TRGremybg95nDljbNCi4PxZWHm+x6rRhvdmXLp7+i5/ZJg6hEda2rS7pclWvsWIn798N137p4lfXajjTaSJ/35YXMQ1nkuD4o44tZt+WJ+EW6mUHfLQsQv5v703yoqsQ7SUAOtEcrJfJ9yN7XbI+sw37qvWPFr5Mj0ujYsf64wMu2EsolfTKj3228/WX755aVTp06uU7slV2a+mZzRk6a7n7xoytxyiV+4KpKdsNBYWAgKPBxYITG5J+B8KX7XxQ46fnYXhB8IAwdzDX4ni8BCfCw6X0U7TMS7QlErLr8DIGg614CwhkUVg4rGUlhiibRrJyIO4s3tt6eFL8hlWaA7y5rafLvtGu5qsGjDKgsBB7EGsY+A/0xg6fT23Tct2uA+AZSLe8ZiAtERgQXxj9106gdIWqCWWFhfEVMtPCfXhKDHOX10oFKrJhb41DHZSLGaAhaAfBcBzs/2hnsiZWDw0kkK5UI01LgniIfEyKLcTzwhsumm6deZJLEIw1LOXyhwbbqY57qZGCI4Yd1CvWnsMywydCGqdc9kSgPhY9HnZ+xk8Cpk4GKxQWB/2h2Wb5SR6z722PTkUI+BQKoLb9w4abc6MUGoxTLMdm2y3Axw31h//fVl0KBBUl1dLbPPPrtsvfXW8m5MDME777xTttxyS5l//vll1llnlW7dusliiy3mdsFzuiyUicxyAiHFt7YoQWSoiSbvBYlfPMf0AYgePCOeBar2lqNrKzNjje/eUi6Ie+XOM3q0YDc6Kmrrl8Qk3WD3furUqe7nWXXrhpoat4gJF1ipYPLOwoIF4d30A94EnPNO6NpVJmi8L57Bq65K9xX0/f6CD5fy5ZeXyVHfnFTPlPUFX8yMgYxjSGkL0pewwaIZx7Cy/e9/6zcz6C/pH3TTgDG42FiOSTBmIPitu256MyXMZtnYTGe++KUCin/v8sHYmRS2wS+bbrBBucIIcByOybhQDGz+qIVkKc8MbYzn0VuAx6LjA6EdaI+hxVax6IJUy6zil46fcVbzRgPOO+88t4bhJxPTLwr+/uCDD8puu+3mYkExzjDerLTSSnL11VeX1bJHRZTfcZ+OrKRYUfVnsy1h06Cc4ldYjgbXpmEiEtY0+vnME85xGIu9YPpJ4pdahPnnTLL8ylh1Rd/5LTp+R8+9r1rrqcRszL6ghYXzqaee2uCZGxuVLxyz/Nc+/PDD2PebjLDvLzazYtzYGGf5xTpBDRPYiGE+7VtfJ0FdFNK/Ep/Tb39YsbZWqHOeQ9YwTS1+sdb1LT3zhZoIOfbYhmFpMJAgjEwp8wbWdi3t7tvc4teJJ54o1113ncsaMkdSIHSjeFjYIxjo4rmxMPnBGok084Wgiykm7yzYS901REzwxYV8+H7pfmwYHwbxfIN9z571u89BLIPY2CZMwH0XxkGD0iIbghedNKJQCG6ZCFAsCHDnQyBj8UPQ0Fzn1J1lFaI0/haLFxWDEEtU/NNsljqRRzC5/vr0YINbI+Vj0kynheiEifM88zCTS0/C1QoJl8rQDdELcJopFxYTutuGdZS6kQLHYmHIgg6wsuN7tCtdwCCiqWBJHWmZVYjUgZgy+x0mln5MKBC+NIg1YhUWhyzusL7TgZPPKgi0XFtoRcL9pB5pCwxGtGFNQ027pswIif7EgPvuu0b6IOypBV00MXWiMPXBQo/jaLwvbZ/ahikH10q9UpeXXZZuO8Gu5szO5Zdf7oSrESNGOAHsyCOPdAF5H330UbfjS5Yon3vuuUeGDx8uK6+8stuE4Qex7NJLL5XFF19cviw2tl2RsJxw+/NMeFR8KFDMxGLqueeek+nRczMjev5wk8iAQBtnvcIChD5AXRs9sT1XjkEWcYiKBPstlYsuusjdj94vvCD0ilP//tu5Wv4exYL82lvkKH369HGujGTo2oB4ZBGTx41z925dBByPcKHw7bffugXRjxp3MFp40MvXdOpU73Ki0B+HYwTPf69eUhuNMUmC4DXXXCNDhgzJWHcBi1w/pg7vZcLpM06o+IV1MJmXdDLKQoB+RpNfLLWUyOabS8lQBsR1XRDQf9BXMvfy+zES1NAOtZ8uBa0fLFDYhEFsKzZulPalWMPieq/4fTXuqir6lCt7so5XamVbKMRt1DGyFCFKLaTZlIp5DjIwHhGiAYsM2qrOkZLOmdQP+McDfQ6wWtf/m/hVEF988YWccsop0jVm3kkcxm222UYeeughZ4l00EEHuf7s119/lQMPPFC22GKLsokbKrjobxWEJkeWq6VafrGRVCicM1H8yuM+p6JUrfaB9AFsknpzzbjyEusRgY5zN+jPPbQ8oeXX5EiEqvb7kBJFybeijWlf/Lr99tvltNNO04vMbOyPjfqajBjHfDQaj/U6CDvwarmyx37zjXx+113yXq6N/bAtRmX1s3nmBE+IkEBsdDD/0LmwP08uV8B77qUvxpTbLZ7jsalKvTT2+eX7zSV+hXVXjg30T6PwM0nrn1wkWXi3Z/GL7FSY5/7999+yP5YQRnnAMoZd3XKpqbrzV+hupj4AKsZ4C5a8YMm0zz71/y9mp5sFoO5Q6e55KdApM/HnWLkCJbJDzMKLHxY7iCh6/Qg91H+ue4DFEmq5qvAErcd9w7f8YnHr7zyF4hcgliFcqVBFuVVAYtJA56YZN3UA0AkEi06tb/0Ogp4KMQR7JvsPQlkIIpmCgMPEz4/ngPsi9x6hRiH+GuIs1lPE0wEVcRg0scLQcrATxE46LkF6bbqAok0yOWFinxTbi7pDgEQI1rhkoSsrrrLEWmKQ9N1m/Eks9ck98L/LPVMLNRapHIP7FxfPgrrjMyw8OQfCIm4miDFYtmmmN4XzYEGoZdCJoF7DYYel68MPxG3IiiuuKK+88oqbpDG2nHPOOfLAAw/Iyy+/7OJqHHDAAVmixf333+9SkmMBdsEFF8iFF14oL774olx//fUurlPWTm0hMEn0s7ABrqkx7ZPFDj2Vm+ZgDRp9ZvS4cc6CIBaEXDYEamvlkEMOkaFDh8rxWH+wXo0sGT/1Y+AhGh90UMPj6ARfd8WjyRBl6pEjvgpBjUlpf2WMdVYhYNWNIIm1w0oXXyzIQXNHceu+iMSv6d4k8thjj3Up5QFrKu4PPBFtwtx03XXywQcfyGtBcpRwIamLjowg5S2O3pxtttjFEouRQw89NCOA3nrrrTJq3DipjeoKKzSfZ555xmVV09epJz0OCw3fGgzLr0juSvdn+Sxr2ElXS5KYsv71118us5gvuGWgj6SfYZJOn4UAr/dfF8TEGvMnoJp0oZgYnYxBtDe1SNb6YQzQcsWVL4Trox9VsAzGG8AXrrVNMk7Q3+r1FCt+sblD/x+i423SIgTLQMZuNkGw2lS3IP/8+eZK1HF4fP0//T9JhpIs3/kcyVHYHPLbA/MWNtOoH//Y3Bc21goVv6hTTbrAT1KSIiOqthnOqmvppZd2lsQhWHnRZ/7555/yyCOPuP4dkRxRHq+XJ554wo1T5UD7Mv1dG81HJpUofmn/j7BE2Xsg1Odp2/RvpYpfGXFKy8RcOpiDx1l+sYYExvdc7oYcn7lAaPmlpfLFr6oSxZLV8JIIxK8sUZQ5a9RnjI82uuu0nuhTorag1tFap3HQpjLXQh8eZzVKX6wbvoMHyxI77+w2ZBIJrXei/z9LErUIxt2irOPj3B7ZgMsFmz5B1tGixC8+47e/xgTb55xYTPlzC8q/8srpNRbhWlqb5RdlpS2FwpzWnd5nX/xi7VeK10OHaI3ih80plsZam7cl8Wu99dZzAWqNMsOEvZz1WuzkRye5LAAQhIoxm2eSS0wPxCeC+BX6IPKAM1io6FXsrq0PO01YMNHx5nK91AkL7qVcM+fGoso3KS0EJqd0Ouz8M6H3M74hPPXunbbcYpGnC1bEL6wA+K2WA2phh0hCmmU6ZCY9WFMxkDNhVnHQv6e4ECJ2EQ+Bz7LA1p02RC0m1dzHcOKibQyRANdNP7UzOzp+5kIWWJpdkfNh9aQmz3Sc1LPuGJHZkEU7C192rBHZcKMNhQUmQSz+qW/KoK6rxAHjs5g9YzWAmS6TDNoH5rq+Ow3WaVhScSwmroXsgiB2MuhRl7gi0VbZmeP6mKyxOELcYyFIu1T3UsCtkutB9NIYPyQD8OHY3AudMOmgQNvQsjPwmjtKFggla621VoPbtcYaa8g666zjXNU+91y3Oyf0a9siUhaz06nQjoYOlRk6uWDi9d578sPVV8tmCLkeiCQ8iUzHLpsxQ1KRxdanX3whxx13XHoBGk4kEEporypkowFHv+ntcNkMJ/7jp0xx18zkGesjJq26SB/33Xf18Z8++EBSG27oBKmx3mLodc9VTcUVBMIkd5JQFFII7o5V3nzzzZcRgui16saPF/a0v48mqeO8CSripFqZESRed6tvHDBAcPT+NHChSRK/VPDMiENeHX3Xs6cL0ozQ6S8wuD4sCZ+PLGd33313effDDxPFL+oVF06EKEBQ1ePAPIxHN9wgtd9+60TAjPhFfW+6qbNMPFoTXFBWBH+FvluvtWfPBoGYOTfWiiymG4AbJVZT9K1qXa9jmvbnuHb7wr++nzQJp351gwsrIazH6AdZ1CHI066oNzYy6CO13gtxS2Q8wx1XodzhpFgXNPSjLBb1XiQtiHB3YRMl3JhAxCVmpd9eqC916Q+Px+dYYGJpxXjHPIt+nDEaEczf9c61OON+MsZptmnFr282bXThh8UiY5yKDvymPYX9FxvIbMIwRoTW5rkWFnpcffYoB22FtlyIODuTc9ZZZzmR/KabborNbjhgwABn4RVahfH//9LenNFgeSx7MqITbXGhhaQyik06ifaSEPOrQ0WFXBPj3kc/re6O/CZ0wKE8w3nWA/TVieKXJ8I9cH9DwU/7tkr9XoxgHifW6Wv09bksvzg+15LpQyOhPU786pAnSPvK6QtMPJc/Fs8S9bWubPSVWh5NDOCXOeqn/TEm6ZrwmGKcctxyi3x83HFOTFVwf12FOifURzifYJP98cfdeTRGXLowdZnNG/Gu0d84ZGNIx8aCiKvLXLGNgXpiLIoT4woxxCin5RfzJtZ2/gaHP541Npsk5WQNUk7xi00z5rLhPFbblYaY8vss1jahS2NIKpV8f4sVv/xjlStsQRNiAe9bK0wc2ZFEJEmKl1EK6gZYKAxYdPYIF8XE+fBBfGJSyY4FE4R8GbboMOhAktwdS4FjEnA99Pmn00bo4jcWPXSqPLi8xq4tE+pioPNBmKLzw11RBzMWTjpAID6xsFdrKTowxC4/KDOTVAYF4nshgKllEIsRBjdELHX9YVBBgAr9uGlDlINOEFcV37URKw21EuOeRCKBE2q4dt+9lc8xwVc4LrtdCGaIU5SNQRkBjx8EPl+YYwHix6zD2gOrsSTIkIbrKFYeiAfUJztHLFZ4FhicEJVA3RdZoFI3uBP554lzF+Y4LPIQHvitwehZZOgikt9MGrh2LBbZAWQHX8GqD1j0LLtsfRB7jTkUom3Zf1+FznK5NM8k6CQ+V/pzRQPM4vpYFNHit2OXLnLTnnvKT1GcsW9/+00eD4K5/njmmUJeVYb+y0aNkopI0GKqRmtK0YYQO5l0cVwsf6LJQYo+KUKXIevjddupk3PjZGfcZRKkK66tlckXXCD37LmnE58IM6ATuB/V9YFnbYUVpPLZZ4XaOWqO+iQPV191dSaIMeIRVgxYOGVNliOIc9OlSxf5LhLVcPfRCTOvYU33f//3f5kFkbsTEyYIy5sHUilZY5FF5G9vghq3w889Yce5omNHmR6IGZlgyTHi11xzzZURt6Z6k6wJs8zirAWxDnPCYJCR0S/D5NpaqYsmjnpdCGdYR2gMMP39WbTAwVWT7ZhTEOP32UcmRILHIC8W5TH33itvv/22W0zo/bt49tldvTi4/9yzPn1k7K+/Nlhgq6g3Kc7lgD6ffoSFCq7ftH8VT3URSzxBLAZwi+S6VfzCBYV4HGHMF8Z1+nvqAqtVYlWyucCx+T7n4XyMBwhyakGp9Y5gpZNkxhHGeiV0rXcVH91nnid/MYP4xbWrcKALExb8iECaDZfvYRkZHlsX0Yi/jHe0Pe6PWviGCywELupDk/dwzdr3M5ZS/7jYY5nLd2kLcZYYep/C2Di66Ak37rg+7g1jP2Mc18ln1JUfqy7uocL4FAqhcdY9Wpeh5Rf/Z0zEIhsrVBO/Evnoo4+c+IXL46JseDXhuFQImSyLPMPffSfVkYgxg7YdBnmPmLWmRpxdYO/ecswxx2Repy9SEPXZuIjyoueEfjZjeRaKQzpH/P572X0PL8tvhH6+QttmDvELV9MQhBxfdAqFMo5PnYflUvFrOS82aF89ToIY8TZdZ477Fid+EfvLpy4a73RcSf+nroH41SDDJeuBq692f2Y29Orq5PXnnpPt8J6JIDFL5ihB2JrxWNVutpmcf/75Mq83V580caILb5AZR6PyrBAlo6Is77//vgspUTB6P4uxvtIxMqz/lnB71PWnX35/ntHYuH1N6fYYiodadxoHORTsc4nbSy5Z7xbvo2NlvjBBIf61FvvdFsDEr9YK7mXsSMZZkzQGrBaineyCOi8md3Sm7LYmLewLYc8907+ZkDL504DpcegEWV3DygG7zlgPIcwgVrAIoJNiF55rZNHIApmHFssNX+xpzDk5NrvSWAIwaDIBYLGpu/8ISIhSGgTeJ87ijQGa77CQ891Bo13HWPisTq596y11p8VdBDGKXXDNsOmLXwyU17j9xDRM8uhkEdS4Dl00EPzdd3PJhy/2xUEwfsrI+ag/BCgtl+64cc+4jyxUVJBSWLTFWfxwHBZIxPVKQsUqX+jQ51EHDlDhTEXlpJh41Bf3PXJtyxK9VAQz8kI8EHax2SVdIib+3n333ecsf5j4b7zxxjJs2DA3GSTWRjHUepOrd2++Wd5hoYqF85Qp4hwZWaBG/dR0LD0jyy2W6H96Ew6WxhW6wMZKih06rAQjwcktbCLUJgNJ+ghv8jA++gzTnJVuu02GPPOMLLjggk44+iRyoYtLjE3v8Gm3+g2Ep55+SnpG7RQrJoI1Y8kQl/0RsQuI4cniZ4EFFnAZt9Q9g3g3TJhZRAHLvorJk53I8+/o0dKhf/+sCT9/q/iEtRSWFVhLcA1VnTrJlGCXUQWp0DKK4xA3bBoT2IoKeTbK6Pj1EktIqnPnTCwwypipv+jYLGD0uIx8D0YTP47JAgphkLaD+yxg/YU1+8RI2MBaDfvOvvTphx0mP7z9tnu/hzeO3hG5wPTv39+1VUAMy0ytua/US79+UhktBv3FkIp6a665plxFwH4f+jnNQMtmAv0/SVaYaKuwx4YLk1Csi+jjjz8+/Tq/Ef11w0TRTLcqNlE+fsK+kbGfcqtLiIpfWDZgAQu0czZ4aK+Mr5Fra6xYxOaFby2FKMsCTF16tDz082y66ev6XHAcX9DSST/PF8+jP7/g2NoWKTfjhFoya4wtvof1F9eChSJjG67w1Ke6GjFvoJ7VHRTiXOPVmo6xyXcHory68CJhA4lxWEAjSLF45TuMs/nme3HiF9fPOB5afvGbjSkNdWDiVyz0C7vuuqtzd/RFo2KgTwNiVJYDFVymRv1EZdR2arjH2mewUOfvKCxHT68vukA3BoN+FBe8N998M71hkQOEpZyWX/QvkBBPUD9fpeeOEfR1TFgGD43ge6H4FcYq8y2//E2SLNtGhN8BA+Q2FctzrHlyRTP2y0FCN1hFrf0j3orczVN+v1Rb68ZaTVqQLkJQBjxBov6NTSX9HiO3vznCWJkZUQNB/LNoU6NbNPfQLMlqhZYZY6J6WgNRfZ993HXxns4LCiKXFV3ors5nWFvo5kDYhgq1/Cqn26OOIdxTNo/87Kk6JrDhXojrHm0hXGM0hdtjcP8czH/Vg0bXYOEmY641++cJSe+0zL6AxdpO4y8n4T/fjXGZbCZM/GqJSq+okCUH9nA//B1LvjTxpUJnqrEMwphJceAbXmR2mFj8zhWLHqwhkoJQq9kpu9Jlip/gJn868WcHl+vCtY9MaQpuD0w02IWKifdQNAhtiChkHKSusWLi/4hXTKS1E2cgUyuwYlCBBiGHv3OJOXEgdNFR04HTDglarxNryq6w0MLCK4TvFZvRzodYWJFwUDAIRfniCygsDksVUFWY4r6xmGOi4y+odIKrC5U4y64Q7rs/gdOJjVl+FQSTRsQsFirEWolzS0H8wvIHq6SnnnrKTaqxwvF3Q/OBcHIFbo8RRIMbwCJ3wAAn8ril0Y03yhdPPikTxo+X+aJd60H9+zsB5Y9ooV1vcxXBJE8Xy0xOl1lGarxJgi/lDfnhB+e2CBdHlr868R0/caKbeHN9D+lGRgxMRZgqLfnXDzJw1AipJA5YtANLXBXEpw1xj7zkEicoEWdNhR8Vj9gV3jfqI6+99lq3yEAQ69evn/vRHXsWUlWR+MUEfrbZZnP3ic+TnIDz6bnXXntt2WOPPdwOOouCDp07y3Rv0sy9VZEqtPxiQUQdfxSJTPNNniyE+n9xv/2cxYVafKmlA1ZzxLfRa1L32MFLLJHJ0MkxCVidvq03unpVy68l+vaVl954Q87eYAP3/UUHDpRvevSQqfPOK8t9+qlcPuussvfkycKy595LLhGuQq31VHTLSlzw5JMy/ocfZOS0adIpmsBzfgJnE9vOj/VFZrAG7Qchgwk78beoA8rtT9J1QYprDJZiuB16C8sGi5PQYoj/++KXivlhv6YZj0FjjKkgRvwqteTKNUFGDNYYkYw/uFoqlAHBGgst0HmALg5p99xLnStoWfT6/HkD16DiF/WFsKsioi5c2ORgEcSzhgs/7Yc+nXMg6vkWcyr2+dfjL3IQHdgEoq/3NzYQurguTWADWKLzOcZRXcAkjQd6jUljLvMa3/KLORYCI8fXMreRTFzNzcknn+wsWm+++ebYcSUfWOHynJOwYyMychcL9+W++7Iyz6rgMi3qR6qiTZBHcGv2Lb8817uB3vPljwzhJgJWrvlm9Qj7Hd54Q+qiMjUQv1S0YK2SSknNqBFZa5ost0c2bb3+QPtntebyNwC07w/dHsP7opZfjEdY5caCoO6V+x08aTi31yerANepEPFrhx1klsgCz7kTeuPTl5GYEIpfhG/AFT7R8itdEZlYnI66OmfB5l8zY2iSTdLUqH/uHZXTj+nl3g9jQ4UCZTFtPi7mlxKGU2G+Qz+vcS7p0/EUYc2TlNmW8cSbf5Xd8ssXv9jE1vjOCm3ET3iSC46BUUWS22Mo7NFGYizt86J17dcBcy9dQ2u9h7FQSzFYmea55Cush9dbL/tzobDnj+2FxARtYUz8agE6d6ySxw5e3f3wdyy5LKMaCxNozOvDXeAQHjQGlVwuaoUSujDiy87OaLRDkTVB1AkxnZI/0WwsvqUUu65evB2HWg5RJrXoaSy4IKqw5sfRAgYBdu5LRc20yRalHWu5UgDjpsruNNYRtBPqDhG0MckH4iy/2GEpBgYV3y2kqcCigQEQi0eEwMjyx2UkY/Di+WHwVndOLLoQa/MEgc1CFzEmfuWFiTSxmgiIvs8++zgRLA6CDSOYsIh46aWX3OR4ueWWc38XyvurrCKHef8net0KmJUH/eCu220nd116qXSPFv2dIoHoz2hn2E/0/Y9OJnSC8N13MnnAAJchEX756isJl0yUAWeSs4YPF6Z6Oo2p7tVLrhw+XLDl8EIfNwCRqGbaFHlsvd7yxs2HyvI10zMCFIsfLL/2imJCsDuN0KU7xoiIQEB7LLXgjz/+cNZMZHnU4+AaCfREnWpqMu59ZG7U+CM77LCDW8RonBzdwddFQO/+/bOsEIiThngWB8ckvuiUSARhS4VpHsdWtyPKdsYZZzixCiFNrf40hhcMnHdeF1sNCDA/T5TwQ0W/Xr16uTY0X1SOT5591rmdzN2rl4wcN062ifryTb/4QhaoqpJL6Aci4Qm3TEQsFb9gnCd6//vuu/LqDz9Ip9paWTu6Jqy8DjvssKxYZQ1cRVkk0LYQpthMwqohFEIQ++mz6SOxrsKiWOODcbxwoaGLCJ3I0qch9Oj4p5sHvvsEllTE79QFp2YYVmEX0Y4FEq+HVq3+BBkBzRe//MDNTOxxf2fDiEm3Hl8XLmr5oBbJOlHXe+zH6lTxizHfd2dTF03ipClcJ9eOuy/tVS3W/QULbYT64kf7Ff+6dEHC+OxfP3FmELv8GK4IB6GFd5wlsMZBhfCe+/GffPELgRR4LvR5agOLkuYGy0ySpJCxvmj3eDeVfUIOPvhgJxbFWdEWDP2L1zYyFlfRc1UdjRWsGMapxSbPh/6t7ucRO+YQv/h/vki6jB8rHnusbBLNURuIX9rWRo+WVM106fzapfLYNgtI5wnjGlp+0V95z4haycW5w2cs3gLLr3AjRC2/GHPJshkL/ZdX7uOPOkpqice70UbOnZ3zq/CTK/pZ5tz33itzRq7ZTuRUUcdbTFf58a8IVRBYh6qgl3U9URkyIlVtrRO/fFdP6iJpwX6l9oORUKnHqYjOwf8Rz0Krs0aJX3HWSCH6GV1rEr6Efp+QDUniF94euJuDtplyWn7p+WhbOkb716BjTC6BjXWdPnehwKWWX8yNQstgxDYMHwrNKInRAYYber1JZQqD1KtFs2/EENIxQf7W68nl/kkdMRfRTSTwr7Ux96eZMPGrNULDYcFBwy025lShYAnhm+/HQSfFA16OMiSJJqHPcSnZKQrFH2hR93nIEV908otwoZ2uLhgaiy4esM4KRQ4sDJKywRUKi0BcJnTSXA53Tb1fBFdmINJ7RwwF7VRnBog1o5MCrQMW/XEJKJjcJQgyiSCY4WJRjvTE7RgmuXvuuafcddddsssuu7jsWvnAjJ/A+GTuQ6DBpSVX8FyfZcOdQCbGdXWyR5CJkMnpcw8+mM7yCNOmuQxhGyIgYe0ZiF9TmZh44sZOTz0lPb78Up6qqpK59ttPcIzQ/I51kUUheSOZ1pxBlxS9N3jwYOn2/vtyKZP5mPI/P998cn2fPvLggw+mr3nnnWVEx47ODVIFKCyNqCPcJ/1gtwhEZGvGxY+YYH6wXFz5+D878hrcWaGMm7K2jv5PUgAm3H4wfbW6UvFLs3p17dlTVvBj9Xng6uHHVuGYyy67rAyK+lUimHFXEfJU/CIjKOAa67u7+sJSlx49hFHNi+KXdU1YpSF+zRHFSONeU44FZ59dOAq2YZtHn52ttlZuePfdzPVhEce5/PN9d/rpsg+iylxzSZd//5WR0b0e6Fk6sEjinikN4n7xudBtLWyrjHH02X6MRRVX2AVGAPJdZnQhoJNm2gtWY2rRqq7pOnYi+iH+MG5yLMUf23TSTPlDETOMBaLlDAUff5zReJRkP9WFpW4OqtuHXgfHR0TDMoz4X8A8CkFKk7AomuF3k03qX6N+dT5AqAD6e+YCGpNI+34WwIh/mnnRn/j72edY6HBergehjEQuvru/Wn75xG2GYO2sFnah+OUvjEK3R+D4utBpA4GImxMEeLI7LrnkkunkJEWCleg222zj+kY2WOhzSqaqKqvPyAg/0T3tHlnlMluo0ufVtwKLvEriUKFlTm9MzQhlQbBzBEDGyx5BO4wVvzp0yLjuEz/SPSurr+6Or1aslSp+ecKr9nmUN1wZZCzegmyPofilll85CcQv9+mojtQ6Kkn8Cs+n3BEt+N3Y6m0261M5i2+NXVfXIBkP38O9PiuGWSReZESouroGbo98L2nBrq+nNBZmIH5Rl0sttZR868V+K1n8CrJr5k0IEgd1oscJLOVcgi3A7V/n3brBku+4zDfyrSHDDR/w77WKWnHnwMqS9oOIp0m5QgsojfnF86NtnrAsGnwegZL3PdE6EcY8xhk/hmMcWodqTBBlKc3pulmRYAXsW4EnoeMdcw3925+vNMYyr5kw8as1wsPBA8TCQ4WNcsNOiZ9xMA4mZlgVeQF9SyYufhW70mEHwAPEZ4NOumzgBoBFE/WLuEeHRIemCwIsexi8yhVvTCfYmg2x3HBvmks8wX1GA7u3NCxKyyX0FYIvfpULLA0bK362c5hE4yJ36623yo477uiskHKlcw/p3r27s0JCRCk04+OAIEPOt2efLUR4u2XEiKyd9UXnmUd++PRTJ4ZkTRpYIOP6xTwomoTQy15/5ZUyBcGH8v/f/8m4aHKxIRO+11+XzXr1kjkisaDi229lSufOztoLUSnjpIF1UZ5sRGcMGCA3zj+/E5mwvLr99tudOx4CDosFRBwEL14HLKlU+CHgLjvpcBuWjB5YJeBOSl0i8PiTxjm6dxdseNSJGcGRCbcvfqmVmIpfiyyyiHuNgPc9cliUamZIndSzmJgz2tFkWTFo3nllgw02yCyEuOdXaJY/BMSLLpLtt98+a2HZISrLNhi5RiIU7Uth0YULyuKRZdKlhx4qU0gtn0oJy86ll1lGMvLMsGHSc775ssQvYqb5ol2nNdaQp5ls9ukjs44bJwsvvbSMqqoSJKYBAwfKKlVVbhH9KZNdPSxiBwlP6i++YQBbNo/yZerSBSLiF+6AuDAgxjCh1kW0H7eHtoBoiMs3k3wm7irsc37aL4IUE24WbdQRE+DQhZ3X1O0CkYjP6j1AXCNoM88H7u8am4zrYQz24dwIhyw6VexC/MJ9UCfcvjsnx6PMaoVLW8GSy3cBIeYX4RcINM2cQPthro+NR4676abZltV+2Ajc3lWUU8swvd/+4pBFP3VJSAGeXcQ5/3jUfzg38sUxEuNg6Uf9kT0b8ZoNL1+I0H6H84UB70GPz8aebu4ZDgQa3B2x6qRfwhJIfxhzABdz/q/u034yFbIS4zKO4K7xD0smCLh+YRQzryK6p30iARb5O6u39NpCUhwvRA7st37zrab0zSOPdNfnWl0kLtNf9g2s2LGKJaGIUjdtmvxRVycvRi7GTvyC4cNdn8u4AlWMETx73uJ4RvS8bjtqVP34GQhjGosxl/Wa9vnhjGCSlp0+wjsGT0Iqmj9obDcyZELnQPDyY1b6r+uTNVZdVFdaSWr798+UYZpvPRhjPYPg+oYK2Xr8UPyKLL+qolhuuDSfdfbZThCLQ89dF4ktWocdxo1z9xWLeSy3w3oqSPzi2ukj1condHvMJX4lbTiS6EfHdf/7fuIQ350wdHtkfI8Tgtj40DVXEirMYH0WJ34lZFJtECcrTKLgu5aq+KXjHWvOyNqx6LhYCMo6ZuQTv8KNk0ItsMaMSbb8ihMT4+K0+eKXWX4ZcUyZXiurnfuS++HvBjBBYsLipRIuOxoAHdNdLxhjrJtFOQhVZjopzI9ZaCHE6eSVB4hJRFOJLOxcY9GkIGYwUGomRDoPJs7lio2BayNxS8KA80bjQLBkkdOWxS+jIOELEYbJOGJNKfFYNNhs3l1ixbdCqaiQeY86ShaPhBF6a13ir7Pggi6z1sS4CUG04KyIrEiQgOhJJ40aJVOxBDnqqPrvwQYbyPv//iv9onNXVFVJl8jdhClSVpan0F07QON5cb0VHTrJ8W/NkN33ulY6dejkJvG4sxCbZqA3SWShNWTIkCxXvfl9dzAh0d+pLrYKO9AZ8SuakFaPH+8WFVtedpkTz1QIYsKdJH7dc889aYGoQwfpEpNpi/ITPNo/hopfC3rxDbtuvrmz/FIXGqy2tt56a/nf//7nrKnIjEnMN//aOkbjDfZDOK59PGSIc4/VcmvsnY0Zo3jscQX85BOZ66WX3GKNWHJ/B9ZXen3qOnUOFlRaxq5d0+4vvXpJ12nTZLY55pAhG28smn939tpal+b+7/PPlyPWXls44kac0xcg4yy/cOMLY3EkoRNjYlsxmcaylWQsQFZUJtnUEYtu6hI3Pdwu2Azaaqv053GHB+qJsZqFBJ9nIRHGhUSkUcGJhaa/G8yzyOIHt0Li4aiFGDvJvlUhx6Ve+ZxmauYZYEJO+2WuhOUJYhgiGdemfYSGWuD+0L6w9OCZQgDCbQVrw/33z04ew3VRx/7CX7MiK9RHaEXGYlbvgy9G+ejiLbQQDoVfhDJdeLB453mnvlg8qXhFjDJi6bDI0H7Ht/zy+yLt90g05At2hgtejut33A9WsWrFyv/VNVqFL/oY3LMRvkgIUiwEnXdukhrXLugD7yfpFUaQr78uKW/sauDI5C3Sk0ZHrNr87dws8St6Xpwz33LLOeGfPrpv0NcceuihzppamTR6tNvA+ef33904893gXWW1/W+UKdWdM1mC9Rw1PBOe8Ho1LrmPPy4LewtmysQGxeZkDI/6ej8+Vpzll2bWDK22MrN3xilPNPHFr8xrnvjlx1wjMUAcKidMij7713XXSV3nzvV1P22aPNili3wSBZwPXTupxxc1eHh0TVpC3/KLHqiL/j8SnpJSI+kVVUTilwp3nUaNEiJXqdgWrmoqorZXlcsdmvqjT6Zv9tub9nMJ9ZTXAkjXnX5f5QsovgEC5/DFKOYNcfN/zQqcCz3ORdjVS3Fl9+effl/LD5sbjFEa84t+PZelbVyylDg4jsa69MMT+ISCFc8pYxhzJ8oSWnGNHJktpPkW2hrfUr/jW3grvmCpZTHxy8hHSlLy29gp7oe/G8AEtKkX2dohMwENgiPm3GkuF/jKa3pdgvKqqTAdQhgfrClgFxWaup4ZaBNceoxGwEBTLtfUYgSRxmQ8NYp2dUT42nbbbd0iIUn4YsKssapCiC2C5RALmYIXKIELFiIMLpdYCRDYuNt770ntyivL1i+/LOQa7Kd9qW+JqNYWW20lY04+2U2EWUp0fPllOeq001xK8mg6I98jyN91V3qSrCK819aYPnWP3O+c2OHtqr154IESJpUmaD1CjBNjKkQ69Ogvf/foJ10rkl050kWuzrKOwu3xShVHnI6/oVuQLb/88vUxubwJYsWcc8pBhxziAuSreyXipaLCkoqQnA/RikVf52Dhx71m93r22Wd394+FCFZkKn4NWXNNGVtVJWv37i3/RJsZulBC/OJ7Z555ZkaQYpHrX1vlIumIbFtGE/o+VVUZ6w7ixumxKnQyGVnb4cLTf5VVnGvoJltsIROx+CETrXd9ZNDE2hAQbXEhokyIX5OiMa8f1oGdOmVcWWmZiGJ9jjlGLnrlFfkosoSqUwGS+8ZktZTxWK8hfH68eDVuMrzzzsnxBxnHcPXTRB8sjHWhiPUWAlG4WcdCQBPd6OJdBYRcIrYehzamwhPl0km51gkWUohfxFHBJZ+yRffVoQIWG1A8MyymmMgjAoXonCNus89/JrV8Kn6xSaeuj7ogCIMOK7qYYOxiMcuGGNdABu64+sZ1+sADs49F7EnEAayQiEFIkgB1vaLNqvWdH+MwzureiG5lF5doIu5Hg5Qff/zx7v9kggQC2yN8ERcQ4UtFsmL56KOPXF/jhOUcz8T4zz8X3z8CR+EsWxtfFMjRv08PXQb1P9F5ddRT8at3wmbRndFcvWLGDDc2uSemQmRG9azyW4/+boyZPyqH9uoVkctmFl99JRt71rFk181kO4yslwq1/ArNBDro80IfErg9pgIxSrNRpoIMjg3cPKMxYUY0NmrcySGbbOIEtcroelPTpws9I86gM6KkL4BTbQO5Joo7ODJy4/Ytv+iRro3O8UNk8ZrP8qsiEiB8qzX3/k8/OXEutPx6f++9XdzMjswvaIdxVlxxGRrDeFxJ5Ho24r5P36mbAb4gE1p+Aa7sarHL/faymxYtahGTuZDP+cKpin6axZexKEr+0MDyKw7iXudCn2V/HAmtzBR/A0Q/x/gXidANxqJLo5AAIcRmYyz173vcetw/vx/moA1ZfuXLdlswDA6qLuM6oa+pmSxp0fdujkDV7QEeorigp01FkhsND1Q5xS8mbFybCk6Y9POAY1VBp8EAQJaP5hC/8I0+4ID0LrJh5IPYLVhHBOmtjaaBWE24nSCOLLTQQk7ICCHILQsSRBFc6BBliIeF+MAOLgHcWWDgBqcuLAWRIAAg6BBsX6mKJhpd6MOYiPkLZ1yEcRUYMkRqVl1VJp5+uou30mP6dHmdBc3VVwshtMe+8oosgHig4g+7/TqJiMQv7JXe+PZbqSXD5SGHpOMH3nijW0CvttFG8sdVV4nrUQ86SN5k8fvVV7LCCiu4unjqyadk/xenZBYIY3PEcUAgymSbisSpAw880MUHU3DN4yd2gkhWPK+uCAT90EMPOddL4uGoONTAbRXxKyiXuh6xsDzppJPcXMJ9F0OexReXP9ZbT8ZWVsoXniWZxnRTwSu8Nl/8qiK+T8eO0tFzqYShkaVXg0lcFNcGtkW4GDhQHn744ayP6vVxfhZHav2F1Rmuok7MO/10t2BcFOHi4YczMXjOZ66rwd+7dJFqJq3zzSeV2hZ0cluKJbbWrS76mOiHzxPCkp+FMB9cq4pfWt8qsjCmsqjFYkmfJd7DpZN5DSICIQ+S0HL6bYLvIdBxHJ4r3CNxhaS9ahsM5ypYl2NxVojorUJZ3HwHkYrFu2+NzqIbgQmxDTELN2cEMfoCjaUaLp50kcD1YYGF6MWzEGP16Lj88oav0UaweNPNuxNOSP8Acyi1pvAXViZ+lQ02FojryLNM1tq7cWcKwEKM5Cz5wGrJieyaVc4Tv/ze8KZgMcnKgF6hc4w4gRVWHKSS8JejlD8jbUX9sUpCldOmyYDnn5dugeiB7TNpPlbaZRcn/tEnqfjVrVv2mLn/zTcLqZ42yCXKBTHW2FzyY3yxWRCbGRG22052GD9eXoqsg8KntqN+j2ertla+r6qSBWprneXX5KlTs4L9V0SfpYTfevEQfbHNCViR2EE94uo6JYqH+euoUZIaMEAGRO+NGz9eaior3T086/TTZXh0T7BnjbawsjO0oqNE9ze0/Fo/EhlGfPSRIPnHBQdga11H1NW++MKJXCRQqd+2Ejnitdfkmxjx69uRI+vrgvGMfiNMMpbUj+nYlMuCKZcIopsEofjFmMGmlB+ShzKEIhzWaBwfK14Em8iNNeNWyf0LLXTjrieJOLdHX6BmHALarIq2GK74bo+5XBtPPjkdTxvrZjZQQm8jLWec+BVa21GHtHX/O6yjfStkf+5QE1MHhObxre0KFb/0OWljAe/LJn4hfIULDMx6+VFM/CoQBMPmyMrDeZiEeRP7DOwmEmjPcy9pNJE5cwMQw5jEnnpquky5JsblgoecgIqGUQgMLKWkMDdKAsFEJ8RnMZGJgUUG4hdufAgkbLQQywoxDEGE93F5I56V7+JXrNtjLNGE9gUWA6uuKrP6WeR0whBlBOxcWytIFwt16SJTpk2TPS+6yGUYdKeir/PFIPpC3RyIdkBZYMyCBY260bHoZzKOCNO9u+xaVSU9amvlgSuukEewQvrqK5deHfFozbXWFHkxbdnLZLoYyy8VlXKiEyTqI7DE3Hjjjd0P9wbxS11UGlBZKSv6sTS8LGAHHHCA+z6LAnbiV0JsGD5cuv/yi4xMpdxiSXf/daEU597KteD2iEUYlgsVYSrypHrRSaK/QaRWeAG++KXXqlkxsfwCRvXzzj1XjmWX/amnsjKCVlAWxHXqkgUxloRM6rkn2iYbI37pvSKOGOIXli0q1CB+FWNJSznUakPbiT4riE1HHZVewOjuPfcECy2ty6S2EFdu4PopI/WJ2ITwRHgEHcOxqIus7TLwuUJjKuay/AIVJn08FzAnnrFwRljUBU+4wOAcfmyVUkNK4MYZN2cjFABQD1j1YcmHlY6JX2WDuFcaTwm37TjoewsRv+inZrA4jZ7LI73Fe0JkHwc9ybSEhWhVwqIT29i/mPOOGuWEIixpM73k++/L7HPNlRG/hk6YIPNjNatubhHkT9WtYsavC6ZNc9bL9Ey4wfutvVvU9ufRa+nQQaqS4hVFdUH/TjZhBSsw+msly33w/vtln6oqeT3q68Mc2xro3Y2ttbUZ/xo+HW7/qHVv+HoDyy9P/CJZzLQog+G4adNk9LhxTvzSz82oqHAhEv6M5gk4RMePGmnquLZUyrnTEi9y/ijml6L+BnHiF2OIziAWHDVKyEn9TPAZMjHzuXAbAPmqijryrbnCsTCsh1D8Unf0YtE1ru/2qJZfGmdMoXz+eMC8ic0U2jv3JWz3asnVGPErn9ujopZfwFitbo/097gd5qof3DQxwmA+oMJT1BYy/bb/3PA3Y0hoSUkdcD7fJZUxKbQIyyXs/f57dggkroN69eOB5rP8YpykLtqA+FW2gPcEImZinfSj6dKNAiDjU7kCrucCyyvM6hlw2LVnUq9pulnoExC/qdwefZjQsviJAi3nDMJvGEa7J994wo8uMLAyOu200+TVV1918aEQRBDNvvjiCxd4tyjhCxABNNZSkvi1yCIyrUsXN9Ec7Wd3isEFf2eBUFMjXQYOlEMOOcRlrMQqLWfw/q23dtkI6x1DPBDbsABbaCHZ4tJLZaHITU5FFhVdfJj4OjfDBLCO8uNiFSR+6aQqh/v4iSeeKD/++GOmbA049FCZ448/shYHutBR90riwFxwwQVyXRQEukNNjUyprXXWXqHlVxhjRa+N7Ilzzjmni3cWXWC2qX7gLvsALmWaWdQXGxJEC9ygADFWrQawOvSt0XCDPJad6qTjIPQy5mKRhksc5fOTwpQyHuuiAetVrlmtsTTovFJMPCjKobvPfn0TfB/3k+22S0/A1e3Rb0ssWAuJqekvdigz51NhE+EJ11G11GP3vNjn3AfBiLqPE7kKgbZN+c4+u96KLDwWfYpnHVkU3LvIRUp8y8s41NWFRRUUGuvQiB2D1IUZsPbKNy75QeFzgUD+g8b7ioQZfbrphZMcg5FpGU+i1lC/8BaRVX1x1YPl6RmREDxLKH6JyLEjR2bEr0nRYrZTIILUy1BM0f+ViilTnHsfvVgmBmSEjmqcg3D4X+WJb8Tmxq+//uriTipYb/uWX9qvaz8/paIis9ER2qbU6bhaVSWp2lqprK2VvyIrutmCAN5aD3q1WDZfffXVDdwsdcFfG42j9GiUjk/9/e+/mTJUTJ3qBD8+RymwwXy+iIW4s3KOsj2G4lecT8zA4PtzxLSdjnV1clnMdyljJ1/Q4ZqDjahY8csfO+OE+ELI5fZI7MbwnH45MMrQMQTrS19syTdGhteTNBbls/zyP+dbfqnbo4qKfubiEH3G/qJ1RoRzQl8cZEwlRrZmc1SoQ8Qv3/LLF79CMaomjwDIvIDrwqCJpDCFWH5xP9ngQuxj46WVY9keWyNkTfFNOJuSyP2CbGOuE9N4GJpKvFwB73PBwglzW52IazpxwzCM5obJUBiUOuSRR+Tjxx6TxRZbTPrlcRdjkYPlVhcmID16OMFrv/32c0HTczLnnDJio41kU80654MwQtDc/v2dW+LZLLo96yN2pkN26jJL5nNxqHWU//+8+O4lCSA8YYV3xhlnZDJMNtiEiTIvhrDgeffdd13ssSOPPFIWj8aGDhMmyJRUysU20QWQH5A6RC0IstxouL4wJgcTudpaF6tsazZhoqDTDiblZAlMANELyzlcJ9XCTi3AqANY2BdEons1WuMIYoWFO76KFQRj16zPQMDoUoQMzR6IQISFtYpfCHK+22cxFkI6L4gsGDMQ9F0zG1NWXA8RaktJ3oOFo4JQ16dPWlzyUZfGxsbuRGTFfbDUzT7fNYTnHCs1v+2oYOdlFC0K2oZa6YXPtrYJ7Yc0lpha8pnlV6uk7++/y/qeRWm1F8weWQAbDJWUJsVYfn2kwds98WutBJGpqkMH6RA9s3zf9Zve+8gXKgFMjPrIrsECuWcg9FdOneosv9ieGBQz3ui5KHuCz4eDGFyMiZrplmMffPDBLkMhm1ih+EU/CxNqajJ9f7ilkwlqTyzHVMpdaxRivgEdg8Xwgw8+6LIF+5Zfc1EX0djjYmdVVjrRT21ynCCm5ZwyRaalUk4U47PpvM+56egJMFi81dXUZLlm6sZQeJ1sjC0/55xZC3liwnVIcgMNqOY6fEGHaw4Tl4QiENZBjKcqXmFtXoqxRujSD9xv+tI4yyFfcGFc1bkKhjX+59VKOmnMCesiaQOSz0VCZMHil1p++eKXHj8u6ZnWgW5w0Q7C+vYtv6grXZsXYvml32UM9l3ha2ryaxCUPS6rYy7xK+netUJM/GqN8AAlBZ4tNwhOPCBYfNGh6c5RUhyNpkAHTiaLTPSDWCqGYRgtQtKuYOfOsvJ66znrsrgYUyEXkZobEDeKADcIMiwWiu5Wx4lfHXt0l7lzbCyEcbEKyo5ZgPilEJdtlyiDZRYdOshfa64pXSsrXWwaRhzilSkrrrhivftLVL6qv//OuNmoSHfppZems0fG4GLUREGVM/C9MLzAJpuQrjEtCukkTgOsUya12kpALevIDrezt/vJwo24X1jBZYgWo7PpPVliiezJrwYLRnBj8srGVClZiLGWQ4xhEs54ru21MSENdF6QLwEIllnMLYrN0kqae38egKsfQgEumz46T2rOGKlx+FaNtBsEwARBoCRoKypi+c8lwrGe+6mn0u6giOK4xVCGffdNZ480Wh19R44U3ykXkSRK6SC0auQEWhBRoXbyPsfTq0vSOhabnvjlo1mJYQ7aQtSvcM4d//3XCTNpxz1xAfVD8atbsPD1F4uML8QGY7VAZtrL/AQLHrRM5Lh4e7SIigpn+YXL45pYoU2f7gSwZ5991rm8Z84fiQgal3KKN0ZRX9grPUxyCw4ZjYPOnTCyTtNrDdGnifo4TUQYofp51ruwpicWMNLxXif/Pvji19SpMrWuzglicb3ewjEZOzXovopfL5HJ1UN7t/r0MWkmRnHe/HtD/Mhw9ThLglt/hzjxKyR0sSO2NyFsVLghRE7CuJuTuJhfrD8ZU+JcZH1hl/vONdHHUn5fcNExIRwriaHIBkIu8QsLW4XxhhivXhy4WLh3cTG/+KGMen3MPcL4WVqHSXG3w+vmWHHzTRW/QssvPTfH95IXST7xK3IXzprX+QJnnNsjZfD1gkKzWbYQJn61ABVSIQv26+Z++LsBfoyPpoYJFSovgRfZlcblkt3UBHeQJoFFAp0SiwBcF5rD2swwDCMfcbt1pUCMitNOKzwjUYkQY4s4Wer2mBlrenSQiik5sjLFxPxKyq6ZhU6icrlvFkD/ueaS86urhfyDd2y0kTzFQj4OzzKtKrIw8rNHqlVAiFoN4K4Ta/mli4Onn05P9rFYUncOJrNY7cRZ4CWw3XbbuQylPrhcZgmKWmfqiqoTY51Mcg+Jg8lCqDHzASbLao0F1AXXFrnKloSO0U2V/RZXszCOXhx77ily/vnNkySHzKUEWc4nfjWX1T7iKC52uuBg4UY75X5THu4RoSSwmjNaHRMWWCBLpED4VzTPHUtPJM9pCTG/6rjHgfWqLmt9G9vtST5Bwp5ISDtn4kQn1qQja4qw9NaVyNSoL+wRbAz4PTwWxh2mT89kLJ6VzIz//CwL/vOzVKQail8xkkoGhKqOlZXOFRPXvGMnTcq4kPsJWNQKWOG4vuUXpZ0SiSZk5RXvvDwhMfYyjo5eXZ8c1dvLr76aZfk12BOn+BzvcV9UouHdWT3LL1zy1e0xBCnp4ZgyEJ6BHm9sJEzGET7JTgCMzoNd6K/RmL1SsBmVZMLQoaJCOvljd5z4FWUozogqmjkXcZTxn743T+iHgt0eGZ9Zj6qFLOO5jtl+kHcdRxG6uDfEP1V0rER8idq849BDRY44Il1mPwulf/2aeTUps6JfPzo/4nhYaYcxv9Tyi3LTBzPmqjB3xhnpsVPrgERFCSJ2VtB8rO6SxC/6/NDyy1/Ha7bk8Jri4Np88csPnp9k+cX7/trdd+VshZj41QJ0qa6S5/+7lvvh7ywYeJrT8gvoCBjodLJJED6lOUQwJvmWRc8wjNYEFiv+5KkxYGVDdp8mFvZJAECmJ90lz4w1W88rXSblyDzkueaFrLHGGlmBh7MIdwdLpXNnt2MOG/Tu7TJ2xuJZA70QuWcU5J4ZLZ6y4r8xgdYFXtxOqMaG4T0sG7h/5UQn8zoR151qLQsTUIJOY81QhPBWECwwirXG8lHBxU9H3xJQd7jdlGIRVyw33eQyqsaiVl6PPlp4kP3GgHCJMAq0kdBVyWj1zMjhKubHzHKxpSoqMnGsfPELl8G6wEILKWyzTTeVseEiOQjQPzayEsq48gXnXvnVV7M+r70FmWynTZ7sgutP0HGmZppMvvEgef7Gg9zfxYhf0LmqyolfOgKp+OUnSSHWlx9/bar3vopfL88xh1zvJcyqiYS8QsSv7oGA7lt+HeTVcVWM5RfXN0f0fdxBEb/U7TGObjFlmLeqSoi4vMaXXxa8MHcCYHTPuJ+vReLHmUnjtQf2TIiOuD4WbBHEWIv4pQKTxprSTUKspH3r5jh0nhEX8B6hC/d23ZjhfNq3+pZE2i4oB9fsZ12NMmg6NGSA3ktCI/B5/9nwrcY43/rrpzeLdHxOEr903uGXi7U7lre+2yPfxw2d61Yxl9hYWLltEOVDJXt30kaSJwALiaDivLFCy6848QvrPD3WmJy2mPVl13pmroA4p5bXJFQJ64R69OdiuazZWgEmfrU2aHQ00uYUv9hlxy1H3TQQowhyRwBcUngbhmHMbLAZkCOOVJuCCROTsBzZHknfHsdzzz0n33//ffyXmGyVQ/zSCfF660lX4oIxgWSn1o8Rhisc4xJpwQcPlglRLKuC3DOjNPZkA411e2QCHsWcyaCZx+J2w8sBghY73GS10kQz4QIEV0vGZ+JRNRUkjqBOi43HxSLBdxOZmWGhwbO12WbNcz5in+0UOcNdemn2gs9oE1QkzPF9hy+1/KqprGwgfrFBgPg1I3AvYpn/+OOPywTfUiZB/CAr4B3ReVQ+PjfPYvGXiROlNlpUT/EW4toLbxnFEIOuBYpfnSoq5Oabb87EuVLxy+/bNdC9CmTOrTAS8LH3pScfO3WqfIL7eERNJHrwnaSluPZ8vYL74Vt+/emJ6+r2GFp+zRn122ziqOVXVcK1I1DqqImNE8d6LLLMqRozJlE0C6FuN9tgA3dvKIOWcmnfyicBJx5WVGSLX2EMzDjoa9RamTkF7UzFJOYCYaKAEJ2DhG6PbDZhHcXGjD8voHy0gyTLr1wB5fVzei7aK/fJF7/88lL+Z59NW7bpc+ULSGHM0LDO3nxT5Prr00KRL34xPnBMroHxvNTNCu5rnDs9x6Uu/AD3iGG+sIiuwHcxbvnDS6Ljo3Ei1fJLN8i0jZC0BYsuTU4XWn75czFftGuFmPjVmvAfrAKU+7LBQMOOJqnPiS/DQ4IZJ6akxEAxDMMw2i5M+ph05ghGSvr6+K92dhk1m1T80kVUlMHTBU4nRoefqhyXF3b1ycA4fLjMEQU7L9Tya4EFFsiOeaa72MAkEbdU3831m2+aVvwi/hvZ/9hs8l38mjtg7M0312e1LBQWPywSFlmkqUplGO2ayoTst76zYcfoB/GrNhJgVPzCUhfxqyZG/PJ/J6H2LKw6OiS4X/roZ3qmUlIbLfjHewHmj2KzgsyOkejlEr1Ernn5etDLIksUFba6VFTItoHll9LJuz4Si/AJtujZPvj666+zYnCq5Rdc+9RT8oF3HE1Tc0BM3C344IP6T/tbRur2qJZfe++9tyvLQHW5nDrVva5uj1UJ91hlQ2KRIfX1jMaZaVOmxC7MyfwcQt1279y5gfhVKJQtS/zKZ7Wlbng6H9h77+LFLz9AOlBvzCOwysaCy3fx10QmiGBJll9x8cEUFWNUoEK8QbxLimWtYg/H1/MxF1H8uYCWwRe/cF8E6sR3e+R8ei18r5QEMAcfnLaMi0vuwjlYx6tASJ2Em3kK86Y//2y4oUZcTUI+sOlHPVD2UPxS67O4+xlafiW5cbYSTPxqAaZMr5UhF73qfvg7gx8Yr7HZi0qBwZXdaMsOZBiG0X7Gmtu+lCkdOuWM9YCr5EsvvZTtGpgLFhZYLDUy3leW5VdofeaXl8xLmhHYJT88zAWRL9TyqwH+OEdMHFwqicl21FFEyC/cFaTcEFSfQLuGYbRbOibNs72FsVp+1SJ+Rf1sZ0/8YvXwV2DloyuKZBvfNNMC8SuXcBL2sKlIGPgxWhxPWWkVeaLvBrLeXlfKpA6dXFD+zTfd1AlEe+y/f96yrO1ZaMHK//2vEMXp6+HDc4pfK/z+u7BVQKD8t0UaJKDxxa+FF1/cCWTiWbj5IxdZIX123XXXzN++nKOWX2zTIN+svfba7v1O0fex/KJMvDZvZOUVgtSnpQwjIyUJZnG2OgiNlbW17ju1RYpffLYylcqO+VXseI2bN+OjikkIO0nW5TpOq1jix5TzY3H647laOYXil2/5lXVRQQ0gTCHW+QIVlmL5xC9+x1lO+uKXnkuPvdpq9e9xbbyvll+cT6+FOio2kRxCOe7taANxGRipG8QvrSOEqFNOST7e2LHpGJYK7sTEzkRMxKJeA97rvfLbyI9B6gg/zphZfhm5SElKvhs10f3wd4OJfnNkWDQMwzBmjrHmn8mSYq6WxxVmnXXWcS4zYbD2WFiY4BrvB2QtFZ1MhzGkdExUoU1jZERWAQSRL5m4+BRs/iCA+W6ATWX5lcRhh4lcd13zntMwjGYlzqoJenleH5mYX57ll3ji1+ixY+W7QCDKZ/HlH6NQ8SuMEFQ7ZYrUVFXJKlttJa9i8VVbJz9NrJPv+8wtk6ID3XTFFbLK8stLVbSeietFP4/qAOmj0hO2Zo2CZSMQ3RIEiPcjU2731VcNrsePXTnDt0Lq3DmTDADIJ6xRlo5G78gREsB/x7ky1tbK9mQijiyj/WurmjzZuSNilccoEufc+k/0em1VlUs64Dst+/HXfCYG1kLY6n7HfautlXPPPrs8ll+FErbdQiy/VFjSevbbrZ8t0hdQ1K2e115/veH5Q/Er3AjDWookIGFWZ11j+5tMZ54pMmxY+m/qhKD0oFZutEnfykzrjfkPf/tB9Dmfn+2R+vHFr2Jjv3Is5kaIX3EbmLym4hfnRJD03H8bMH162sBGMz4Tz3KjjbLvFZZjKqb5bUQt4hWz/DIajS5MTPwyDMMwygmLp3xZfqKg+Ttr/MdclDOmg455oXsl52ACphPlcsaYYnJI0PAnnhBB7COgvS4w/ayRzW35ZRhGuyfRYtUT5TskiF/TI3fv6TNmOIHszd69Zf0Cxa+LttvO/a6I3C4LEb9Cp3dcLSlT9+7dZa2hQ0Wm1m+qqH1O96oq6VZdLRXRQl+tmV7zjjM0cnHDGb3Wz5gYfQc7YEJsb+F9R2WDDpHbozI1JlD9kVjRKrPMkhG/PsTYBVf/yHprfGQFlYT/DkLZ9l7MJMS2dbz3yTQ5KXIFjeOn6Bq48unRuOc77hEDLM4p7qjTT8/6/63R9ypmzJCunTsXLX5VRD+J4hdxN5MI266KX7xeaMwvf1PJD46uxyaz4TnnpP/GTc/PHphk+RX3TH30UcOYiFreI4/M3nRSl0v/GnDPvOiidCgi31VQn0eELp5ZYi8qzFlyuT1qOSkHCW0KFb8oS9xmo+/26CcLyEX37mmLdwS1MHwB5yOD5//+V/9/RbNgJ8X8uuyydFnLEQ6jCTG3x9YECxM6/ebIXGQYhmHMPHSKgt6XC8305Gf+KRXdCY2Lg7Pwwul4FFDORDDErcI1gKQuiH3E/FL69285yy/DMGYay68rMEDxXq/wFq0brLtuRvx6PIpxCH9EoguWTS4u2Oyzy/MFBpcfrRsMHTrIHnvs4QShPXbZJXYxuFbCMWZMmuSslpyVFQv4qfWuWLj8OZGJhfr06VIZWLnc5f09pa5ORm/hS1uStdiOcstlsV2UVKJjIH5lMi96/fV9Dz5Y/8UuXaRbZH2j8gGiFU5rLjh9DtHGF7+QME6IxJppXtB9UHlGLb98NJIjW0bcU2SWqdG99rdXSLGzeHD+vTnmvPM2ON6MSPxCgChW/KLsNdOmyaik4OfrrtvwNb0mX9jgNb3HuSy/kkL58P04YYvg60kCsb6uYpVu1iUJLvvuG/99DdwffjcUQlUk8+vKd3vk+v1YZaDiF1ZtbKbpuTi3fpfA9/o6MU1D9Jh8Xq3iKcNVV2VnbFTxCzTbcL5wEJ2iexaXZVLbtIqSfn2o+Lbiiul7SrxQLOURv2jPhxySdmNNiCHbWjDxqzXhBw40DMMwjHLB7jxJTBoLQVEJesp4xYR8paQQyUWgO4uh+EUgeD+mTXPFo2Ti/cor6Ung8ss3zzkNw5ipLL8QOY4JLH/8Pm5gnz5ukYb4de+gQfJelH2dUOwIT8gMTvzq3NnFa8TiSKWHC3DfjjI6+syIFra1dXUy11xzOeGl/x13NIjrBaMTyj5twgSpqahwLn/pTMLZ7vST1PplxowG4tdteE6JyBPOWGR6xsori0jACgPAnHHGGXJ2FMsoFL+meuLXj488ImyXZMkwlZWyUxTHa3p0zuU6dpTZ+/d3dZDL8itpobyc249Jb8hQ4lrv+pNEyB898WtyJLjoZ335o9azUruRMgRjX78550wLap741cET4vLxmIjsyVBX8Dc8y2xfKEK8UTGH9aufNAawiKJuk9a2tB/f7bEQi6HQ7VH/r4JPIBQm4pfJP28+6zXQa0YMimvDKn4xfyGOqh4/FNnUlRKrdt/1kGv55JP6Y3H/qWvmXghhftZHX/wqx1ypKmhHfhIejXFG2fkciYkI0/Dkk20qXriJX60JDYxnGIZhGOWEgKnlcFXERP4//6mPZVEOsGpg4hTuDoe7qc3JWmulTfyffrrlymAYRru1/CIAO7JRVghrbwE5VxRcuqZDB5kyZYp0jRbKr0Rujwgk7tMdOjghCosjXbYvs8wyseedHm001NTWOgEul1N3TGhtx6zjxwfi19SG4pdafgVrmqlRvK1NXZLdaVLlXe+Pgat5KCk4K6voXNh/DfCCoPviV2qJJVww+JCKSBwZHwkXnVnU//WXq8dlE7LTITEMTBDGfhCR1VdfPX3Mysr6usTFMvgOtT5ARF733B4nVVZK7969M0LXPZ5Vmkap2iv63SGw5Nl5jz2yxK+evXrJPBrDKQ+IbFq6Cwr6Rv11Ofyy+HE3e/dOWwERn1MtrqIsoIkwh0gKeJ9E6PYYCkuFhG0Av236gk8h4pdu2PHZXOLXb7+JDBiQX/zidf89YoipiOdnoUToCjccOYYvhkEuIWrw4MKuTaGN3Xhj+l5p/DSuDZdJn1KTD7UAJn61JszyyzAMw2gKBs6VnTGpMYwYIXLWWeXbrGHHkyxG/iSSGCc6mWqpSRUTyjAOmWEYRhljfmVZfnl94CpkpkPY6dxZpk6dKr+utZZMuPhi+WTkyCzLr4qqqoz4pUJKRSTwhLZABKqHeeaeu2Dxi8885b1+wZ9/yozKyrTbI9cxI/sok1X8wvIrGCN8SQihqtJb8E/OI36RkdjPdtfFEyl8t0eEwViiczlxziNXHeBOWog4OL6qKuN22HfuubOD7Uf34Xes18491wmWa0ZCV9++fTP3jON9Hf2tjoAzEhIkpDp0SLcbhI+6Otlw441l6aWWylFaEXnuufR3vXbRj3+wGpoHh8sAxJnFPSdM371R8eNjYpFEu1MrJN/1U//GmumRR7I3uBC/VOCJG+tDt0X/uxB+F9HIS47TAN2089umX9Zc4tf886czRvrEhZPQbI9q+eULWElWVb5gyvMTilEq0Oq98ssRil+cBysxwkaEDBkiRVt+7blnWvz0Lb9C/Gtp5Zj41QJUSIUM6NnF/fB3Bnx4zfLLMAzDKPdYM0uX7AlVYyGQbFOYuROz4rbbRE46qX6Cdfvt2QFlDcMw2jBYPcWKXzExeCqwKqqpkfELLSSzHn64DBw4MFv86tixgeWXLuYzUY2OPtoFw66LXl9xySWd+OW7530YljH6/U9FhcsuqGD/wzLXWX4R1H7CBBkw7i/3g7KSy+0xxLf8mhqIX93Cz7Io9+rNR7979NFHZwmLb/ofioSHrPrOEysrjL+lTKuokF2i7IBYsR04YEBGrJtSWZnlkukzS69ezgKMTJBV06Y58UvFtxnedXwf/db3/NhiKn5lLL9wE0UgiROwfCKXxFS4+Mfi2ne58/FFIb1X1ONOO9V/NxTCVKzxv6vlR6DbfPNsAQsL6ziXSkUD3ytqfYSlmf8d/U05c7mAYjlF9sikYP+++IXVlg9xugiFgEVXXMB+hWPjEslPIZZf8Pjj9X/7ge1XJj0DjWY/kQs8Wz0/JAPiF9/HNVLjis09d3yc1H0TxES/7HGiFnWK+MU1XHhhw++Va3O1GTDxqwXoUl0lbx63rvvh7wyPPppWlQ3DMAyjnGNN1y7ln5xohuJycswx9SnHdQGx7bb53ScMwzDaCHMQVzAiS85BpAoEAKyZ+PGtf7BuCi2//JhfLNJTq6wi/xKQ+rvvRM4/X+Tss2W++eZLCyvLLOMsqXyrJ3WxC8s1eyrVwAWS/zvLr+pq6VIzTd68Zi8ZfM1e8sC9d0kfFt2R22NVng19X/zKlD0SBIYmiF9/9uyZlTVSPNEIMcm3/BobJ34FwlScPIekw6eSSt+pe3e5jU2aKH7ZiM6dM8e54a67pF9cIHGors5kz5xRUyNLLrlkRoDkqnVEVbfNftGaMLT8qquqynJ7dIIFG0e5BLDoGL7lV4YkISjroqMrRFy55Zb03yoyPfRQuu36r/niVygGbrVV/TGJRepnjEw6byh+hYKZZoPm/vvnoz1qIHg9XuSuGov/3bfeyn5Pz8V94YcQEHFQn1jIc120hSTLL1/M9Z8VtbDi9/33p//mWfYzVPogQiJ8UTd+HYYblJdckm3NF0coHGoSCV7HpfXss0XWXrvh90z8Mkri++9FojTEhmEYhlE2mCiWw/LLn0zpJLSp0EloIRNzwzCMNgKxntQ6SG0/NuGfVVbJ6mMPjMQvLL98658sy68OHdz/s7I99uolFW+9JZtgLeJlijz88MNl1j//FDnuOPd/X/wKBa4ZOd6bUlubsfxSbrzzTtlqq61kAPGKIrfHvOKXt1D3bF0cYTB2d/0TJsi4Tp3k0+C9aZ5A5Itfl/DPhhum/xO9/2EwnsSJX1FuvWSC+Jm4merdWWzJJWUr37rJp7raCWswfuJE6d69u2y06aYNLL+mrbeeK8NeJ54YFT1bNOnep09D8YvrxsUuiaiuaXVZR9Pg5cVYful907rccst6MSrO8itEY4Wp655mfIwTv0IBR+cxWma1SMJaXMUtX8BC+Np99/r/+1ke49Dj4mbou3X67+G++dlnImQUfeONhsegDrBoW2+9dD3EiV+h5ZdvpRVZP7qyFmJhz3Om9e9/3neH/OADkYMOyn+spPmWuneqyBhi4pdRNCwieIBQqA3DMAyjnBCvoRyTE3YyP/208MCwjaGI7FWGYRhtkemhwPQYufjSfBG5SE6cODFL/Jo8eXJG/EpVVmbcHnvONpsstxx5COPhGP3793d/c0xf/ArdAX8aOTLxvSk1NfUxv8KA6DrWzJghHcIMvgGV3vdxJHskFBv8z7Io//tvGVddnbGQglFR+VQg8t0eX+Cfp6KIZdH7P/OPJ4bEyXPFRnpE/PIlg+okAaFTJxfs3l2P09DGOcs9OPbEEzPi18KLLSZjIku2OLfHLbbdVm6+8860IKHiV76NIk/8avCpYsUvJe58ceJXaPmVdL448Su0llKrKD0P7yMSzT57/XraPx/l9o/ri199+iSXAWuqMKmPlptj0Lb5zGqrpV9DaL7iivRaXss233zJ1xeKX2phxfN79dVSNHpd/jl8C0RcNgvJpllVlVvwDa2+iAe2xx6FJxpoBdh2agswdUatbHbFG+6Hvx0vvZT+nS9goWEYhmEUO9Z0LpP4pVmJMcG/6KKmvQ9nnpkd48IwDKOdoTnTftUXPFcqbFzGjh0rP/zwQ5b1z9ChQ6V7z54ueHqqqsoJUXy2T9++8gEWHgWwzTbbyOZbb50ocPXu1y/rPT909sQZM2RWLFWqq2Vqh2rZbNeLZLMvO6bXNAgGuMST7TFPzC+s1pTqLl2k/xJLZL0/AwEliu3kBKBRo2QM2S+j9/+95BLpn9ESUg3Eryyic00NhJgzI+sqnzmLTHSy9tprZ7sSquVOSHV1JpYZC/AxxHqOyrXU8stnrmtK5A7XM7LcCS2/KqqrZT7q6o8/0l5DhVhbJbk9+pZJuVDxy6/fQsWvcKNMr0fjeeln48SZ8Jp22SX9jITWVIi6t97Kw5F9PspLPUaib5b4hRXk22/Hl81HRdlc4hFzIiyrEMO0DlT81TYXWn75QeK1zWANt//+UjR6Xf45fPGr0M3EqoTPaZ2G73MdN92UiSnXFjDxqwWoS6Xks1/HuR/+zgTMwzwyTPVuGIZhGI0da3r0TE+qfifnVIkwXjEpR/xilzNf1qDGsuaayTEuDMMw2jhrrrmmfBsFd9dMfz5+QHrf+mfYsGGy4ODBzvKLhXaXLl2krnNn6RhaquRg8ODBsjp9bESDQPDeIprzfP7VV1mfxWUPQYQg+p/NsZB8NiE95qQzQM5wPzW5xJio7MoOO+8sq0TlqVGBhQV1ZBHjrv/vv6V6wIBMZsheffvKmWySuLV/t6xMlw2IrqcbYpongHWLETQGhdnzsEzz3ckuvri+LqZPl8svvzx7QZ3kWucdg/Dm2xLPUu8rQmL03pTIIshZ18WIX66OVVi5++76etRjXX65yNNPZ38neq8o8cs/b1zQ9kLFr6TjRu63WS6M+VhnHZEXXmh4zbDrrmlrrtDyi7JokH5f2OS7GlA+LJtCPDPd6MvnMqnotYeWj+GxuRYViFX8yvfMhOgxtWwIon4GzmKpDO7pIovk/nxCcofWjIlfrQXErxzmvoZhGIZRMmuukZ6IEYS1VDTVtmUlNgzDaDSvvvqq+43V1uzqtgU/O+e8LPe+BtY/VVXOPa+mutq5BO62//7SIcnqKQnPQmZ6jkUwkk21Jxrw2R5s1sedT8WvmhoZtMAC8gJCRcTiYbBtX7jg+qI4ktNVxGPMqqmRO+64Q3ZF2JgwQdbaZBM5LQpgXlldLf/73/+cBdXnn3+e+1qjss5OeBl/wb799g0+OmvMgv5rX8jwxkAszaj/yriYVriIXXutbKbudZHQgeCJnLIlsbI0duaAAfXiV2T5pfHLGohf/N8XcfReEYj+iSdEDj5YZIMNihe/KI8fe1qtpUATshUqfvnv5XN7LNQqabfdGn4nzhorFL/8z+cTsMLjUSeaSGBh3/4xB3rtoRgdWn7h3qgW+b4VWDHo9cVZK2ocsV8zdqXFwebjh2Ee2ICmDn/RBJj41Vp4+WUTvwzDMIymgcnY4MHxabnzwXeuvLJ+F9HEL8MwjLJx4IEHyndkZVQGDZKxn34qp951V+alMO4T4hevzNAFNovfYuMkejGJwqD2MP7JJ+W+pZYSF9I7ELqc+BV3Phb4USZg3PP+47lxIlD997//rf+sL5BwrGihXavnYvFeUyM777xzOsD+jBlS2aWLdFZ3rkhMwD3Qz6AZSyR6XEhcJl8cYVwMsjN2Cxb0B4vI2X4mxZgxMKsmNC4Sa7t995UPVaCIfmflSVZhYsklM+LX5ED8yrr31A2ClS/G6ftzzSWy8cbx159L/NL7cOqpIvfeW/+eJkugvjQmtS/oNNbtMSx/khURCQRw79Qsk/554sQvv7607lVcKlb8ArXOKlb8yuf26Nd9kqtsPoK2lUWYmKAQUqlsq6981qTFCu6tABO/WgvPPScS+LobhmEYRtnAurhYt0difN1xR3onWckTx8UwDMMonJVWWinjtqf0XHJJWdlzyYqz/IIaP9B8sZlxNRNikN1R6b7RRvLIoou64Po+F6nbY5yLFothzcgXszC+8MILky2/ou/V6bXifogQ9OWXKGciw4enj6ljUEIMpmeeeUYOPfRQOffcc+tfjFwZ+5IRcdCg7C8EokufQKx5gDhnvrgQMwb6Lqou7lOckBMdQ0WuUPSY4rmAHnPMMfGWX4cfnv7ti1+F3HdP/JoXkSzmvQbHOesskWefTf89PsrHyX1Xlz0CnZcS8D68b/nK/8gj9ZZnYZnjBFjfbVXbYCQo5hVzcsX1QigtRfyKO3ZYJ6W6D/ptUYPvh9dejCieStVntCSYfT7OP1/aGgWE/TeaHDpZOon117fKNgzDMJoGYp0QH6WQdNcKcb38VN5YIpj4ZRiGURamTp2aETlCfIufBpZf0QI7y0WwWPGLxfEmmzhXuSS7k15qFeWJGThruoD3ScfUjHwJ15Uoft1zj7NGS0UiQQVCC4tx3CU1kL6fvS9BqCAhAD+xggjjF7GmEHYShIdDR5FDMlvYctkmc1h+UX9JEkMmDlk0diaJX/r6vIstJudtsYWMjDJuZs7N91VsyOd+iHvlnnvKQgQjTxci83oXfwz33R5DkQRBVtemKn7pcTRRWznELz1vMYkGcll++eKXil5az/ks1+OOp1bvAwY0zvKr2OezEPx7GT6Tei2liF/zzps//tgqq5QWV6yFMcuv1gA7HTQ2VdMNwzAMo9ywC052o08/Lfw7vvAFO+5Y9mIZhmHMrBDUPClIu2/x0yDuU7SQnqGCAQvtYt0eC4g1dP7558vHH39MULKMOFFXV5ctBiW4PeZ1iQrdHllwe5ZfFb47olpjFSB+xaLWTogfoetbHqsbxC93j556qv4YAblqMSNcRmLgVwni1+FHHZUlmug9p75zljPhXozcaSc5IHitLlfMr1ztR8WvfGhZcq1pd99d5Oij6//Pdf74Y72bZSHkivnlJ49TAUrrOd8zQoyvMPkcVmfqplhKzC+9b/p9sliTlMDn0EOz460VSpiIwT9uKW6PlTlExZBinr9WhIlfLcRsXavdT1aHkrSLYhiGYRiNHWuY/BPANswCZRiGYbQ6cll+6SK+RhfYyy6bzhpfZvGra9eusvTSS6f/s+qq7lco1s02eVz9OJPH7THuGsK/9ZoqfQFFLXg4pi74i1l8E99s9Oh4a7RCxS89X4z1c65a7I3VNUTnft0XIzzxaw4NMB+JjHrPE8WvZZbJKW7w/dBllSN08D/vi1+5RJJImMyLtg3fImjddbPrnfhsvrsc1+fHVCuEuGyPfqB2MjSOG5d+LooJKI8wp8l9SkXLlmRlRvlWXz37tUsvzY63Vih+veKW6YeoKMXyq0uXdi9+tc1St3Fmqe4gH53kpYhH/ColUKVhGIZhFDrWABmgojTqefniC6tbwzCMFiLliR1Jll/LrLFG+v/LL5/+KZZIFEgVYtkSE5R7lhnT5KNFx4vsv1O9OEUGO9Y0URkJwY7D2HXhlxPElhmRZVZFXCa5Ui2/wLck23rrtCV0gviFfNc1dHvU88aIGj3J6PjPP7Gn7aPZHiOhogLLojFjGtZpbW2W+OWC/Ds9IrAgUk47TWSzzRLrkTLXxohfnw0eLN2+/VYWc4Xxgq7nWoeefrrIMcdIXrQN+XVNoHp1vyxXxsBcll/9+okccUT2a6VmUywFrQMtW6nxvAohl2uxiV+xmPjVGnj++fpdEsMwDMNoKtixLlT8siQshmEYLYYLKp9k+RUtqOcsxlUsDl8UeO01kQ8+EHnyyfyfVQhCv+CCDd0ePauvF6qrZfr06Q3FrwSxpU4X9Oo+6cNxSxW/fB54oKH4MnFixiVyfCB+OcsvxsQll4y1UqrIYeXWl2QznsXYZjvsIN9HmS0zgpdfjuhY3P/ffvtN5pxzzngRRUWxHJZfceJXhy22kMUfe8z9XbDlF3Xtx9LKh16zHjfp2A8/nLYEK5Zi3PMak02xFIotW2sUvyoLT6LQ1jC3x9YAg00BLo9//vmn63y/aOW78TU1NXLQQQdlAjUahmEYrQQmSoWIX+piQmYsIDvWzTc3bdkMwzCMDLPMMou8+uqr8ZZf2keHGeWKxRe0sCLDYuaFF/J/1ne18hfBCDfvvpu1KH/ppZfk/vvvL3zxrNkY45KrNMbyKx9eefwIV7Va/7gvEjNTxSifHGU55ZRT5NRTT83UyfZ77CHvUkdJll8eGeErTvzSe1+E+LX+kCGymp8V0HfnLJeYgaBFspxC2GIL0p2W1/KrtYlfTWn5lSvgfCkxv7rkyIYZtg9f4GxDmPjVAkydUSvbX/u2++Fv1xmecELO7/zzzz9yF1m2ROTXX391vz/55BPp16+fjFHT2VYC5bvqqqvkKQ0MaRiGYbT8WAOMN7poyoXGoiTQMQwblo6FYRiGYTQbKno1sPxSq6hiMuTFUYw7WMxnG4wzWC8hNHgB0hFbttlmm4bHi1uUjxwpc916q/yFgEJWxuYQv1Sc8I4XK37lAle7BBZaaCEngGXEPA2+H9Zpse5/ecQv3B4fFpGP/EDqlZVOVM0Sv1SoLFc2QgStpshs6KPHL7T9N6fbo5YtX8y7cjD33E1j+RWHf08/+UTkyiulLdJ2xa9C3TZaIXWplLz742j3w9++mW0SBx98sBxJgDyXHDLtIjl8+HD5+++/5Y8//pDWxF9//eV+TytkgSUizzzzjCy44IIyozk7JsMwjHZOg7GmGLdHFi5M3Njp3mMPkU03bfLyGoZhGNmo6NJAfJk6tTwL7GLm3muumX+cKXDun7gox9q4ulr6I6DEecX4sbfKJX7pmMjxyIpM/oC11868jSTVMV894yqaL5My4y91RObMOIukHXZIxyJLIsntMaFsCKYTWS8SF0xZcUWXxCBL/NLvtyU3Ni1roeJXe7X88tppA/T8xQiRiy+e/J7fPpZaqs0m6mub4td116U7kBjz0DbJhAk5G9C///4r93oZIFT8moho5v2/taDujpMJeFkAzz33nHz//fcytrHZNQzDMIzcsMP7889udz2RL79MpxxnUcTEmEC1pbglGIZhGI1CMys2sPxSkSlfkPpyigJk0Mv3+WLEL39RHrcpE7doxzqqlGyPufDXk6us4n5V+QHbC7H8IlMj8cAac+6FFsqORZbPykctuBLWkNpmXLB+YJ112mkZy6/vzj5b5J57ShNJWhotax7jkRa1/Gpq8Yv1P4JpEnr+YvqIZZZJLm9bah85aJtX8eOP6d9xok9dnaT++ks2WXdd+e6kkwprcK+8InLWWa5Dx/oIv/TxnrluOSCLyq677irvvPNOwzfzWH4R7NAnSfxSd8imAHHqxx9/zMo8k8RFDI7OIjttkj116lT3WpwlGMd777333N/ffPNN3uPz/ogRI6Speeyxx2Tuued2g90vv/zS5OczDMNoFlg0PP20yKKLJn/m66/tZhiGYbQi8auB+BIXDL4UWP8cckihhclvHaQWaYXgH0szL4bnC2Gd0FQxv0DXY5ps4Ntvo1M1UfByrKpjAug34KqrWJzEi18JQc9V9MqIX2SZrKiQ6upqJ4D12meftKWPfr8tWX4V6/bYnJZfYbbHpiJfvL9VVxWJvMbKQlUbah/tSvxi0h4Ff4wVv559Vipmn112evllWfDMM0UQm5KylojIKFz01llH5MQTRb76SvbZZx/Zbrvt5JhjjpFvow4vjg/vv182XnttF9w9trGdf3465e3VV7uOGvfE22+/XR5//PEGH//nxx/lkOOPTzwX4tYcXiYM/j9hwgT5/fffM///8ssvZa655nKiTaEgJBFH7KuvvnKDK+JTHD/99JMsvPDCMt9887kOtC7ySed1AjYee+yxzm1RRSxEr4EDB2Ysv3DPxGXzxRdfbHBsrL3efPNN9/caa6wRWz8+DzzwgMw///yuPkth3LhxMmzYsCxB684775TTSeHrwXXxmdra2njB0jAMoy2ik1w2T1hE3H13fcp1RdO1s4FkGIZhtD7Lr2JEplxsu63IZZdJ2SjF7fGaa9JWZUn4bntYSjWn+JXkdlou7ruv3qgjFwcc0DADs7o9JogSDSy/vDbF2rFPnz6lB0ZvLRRq+XXrrelA/C0R82u//UQOOkiaHcSxCy4o3/GqTPxqGTbaSOTtt5PFryje1E7Rf78nVskmmyTukGyz8cbu999du8o5yy4rt956qyyyyCJy7bXXyhb4m8cxdaost912stirr6bjbWGZhRiDeIS5KuW75Rb5C1fFAw+Umptvlp7LL+9S5r7++utZh1q+Wzfp8++/8vZ33yVeMh3UrJ5JK//ffvvt5YKoQT/88MOyRNQhhsdPYvTo0S7W1s477yw33HBDRqQKQfyZd955M4IXILzB8ccfLyuvvLKcf/75zjJMhTeEKYQyFb/UAoxzhqj1mp/R8ueff5a33nrLnVvBEo8A+ir4FWv99eSTT7pjIhLecccd8sYbb2Teu+yyy1wgSgaDD0jx7Kyvp2fFMHv00UflhRdecG2C5AOGYRhtEj97FjvtO+2Unnz70MftsotIsClgGIZhtDPLr3JTitvjiivmDBjvYk8qWPo0pfillkQqqkQL/iYTvxpD587p3wllSxK/GtAWY37ptfvx03Ix33zpQPwtYflFGIkrrpA2T2UbFEdjaNtXMWaM1HzwgVx//fWy1VZbydnDhsnPJ5wg/661lgwVEWSSjmrN5A8SL78s8sMP6ZcjC6IXZ8yQjQR37SVl6NChgm3Z9cOHy9i99pJHHn5YTmVnhI7w338zsVL6i8gjjzwi4wcNktRaa4lstVV6BwWGD5f+Bx/s/pz4wANSPXKkDIjEqYkT60U78n0Q6erDHJeJ2OUHJ/zhhx/kaSzgIm688UbZeOON5ZZbbnGCmLoX4m5I/C2C5eNyqemS3377bendu7dshJBIPXkWZA2reEzsawhar732mqy66qpy8sknywEHHOAEKgQu3DQRzMj4SHkoh38sRDfimOk5/awjWGZhSUZmGAYaUvwiVj344IPuGj/66CP3uTPOOMOJcL7l3R577OHESyYKtAmfTTbZRNZff30ZNWpUdHuGO8s1QFhE8Fx22WXliCOOcALchx9+KN2jXZ9DDz3UiV5DhgxxItin+QJaGoZhtFZ89wiNy0gMMGA8ZBy48UYR3RE2DMMw2q/lV7kpoFyEQsHIICO2JLjtNRC/zjsv7V2j4kK5FuNkYlRxQq2pVPxqasuvcsaWCsgKbJ+Ltmj5xf3Ber1nT2l1xGQPbfMMG5Z+TtoBbaiVi8wIrIRkjTWkwworyAf77iu/PfywDLvjDpn7jz/kkVdflefov4gNGNcZr7tu+iYuuaTsNW2aIJ98sdJKslRtrXz622+y34YbCvlMVhORnjfdJEsOGybfY9HFooBAwM9xdBGMcF+56irpXlcnFVhNJcRJ6RAJbcvNNZcsXVHhhJ/UjKlSN32qLDff/PJ59DksnRBeVKAJxS+EIIQa3CdDEIZw58OPGyss2HfffWXQoEFy5ZVXuu+svfba8sknnzjhaMMNN8x8t1jxCxfHyy+/3AlPuDKedtppzi0TMYrzMECT1hfOPPPMLMsvrLc4N6a2XAtuppTZF78Q9xQs6w4//PCMy+THH3/sfvOZwYMHu+wr2267rRP0EP/2w7RUJONKGdajuktSLgQ6hCxcL/k/AzEWYVzLyy+/7CzbTjjhBPd56jAM6G8YhtHa6dKxyv1k8BcZOi6ec07aapmddyaUuGDsu2/zF9YwDMOIFb8aWO+0IvEra5zJEcZFYaOZNUpGbMknfqmIs+CC6d8qfpUrkPipp9a7pc02WzprI5ZCEAl0ebM9thTEC4vJwgk9iPFVSGK0tmj51ZpRb6nW2mZK4bbbsAaR9kCbEb8m/vGHTA+zWUybJp9VVsqlHTvKu5EVFSC1OLc7fMgjaidOlHdffFHGHXig+3+KOE6ffy7r//OPSwO7llps/fuvDD7uOPfnP126yPYiMuekSXKLHggLr8iiiy74Tl/wqquT2m23lZrqalnWK2a3KHbYoePHy8eplNxzxaUy8ZZ9ZeVf75X1l1xMVF4izhjCCzGtEIqIyfXFF18418QuXbo40UVjVa2zzjryxBNPOMGG7yH6MDDirocQds4558SKZJtuuqkTmLAESxK/vv76a+dGiSVXnPiF6HXSSSe5GF2dI7NThCw+T+ZGRCNihEHfvn0z4tepp54qO+20kyy66KLO6gyXR8QmxKe9997bfeass87KuB7CiSee6K6LuFzw+eefy2KLLeYGIS03ccDOYzfINYm01ZvWUxiTjXrBwktB/KI+evbsmRHs1ltvPfcby6+jjjrKuUr69XXhhRc2qBPDMIzWxizVHWT4GRu4H/5usMgYNy4tdm2+edray4+vssgizV9gwzAMIws2ahEx/I3iVj3OkPGQ8SPIlhiLijJqbZXLXf+OO9jpzxZpvJAsZYVr0BABrdntEdismnfe2Le6RdZrGq6mXVl+tWa0XbbWNjOT02Zaebc55pBfn3hC9l1qqcxr2PAMrauTzkH60l0POcSJKj223FLSdkIiSy68sJy8/vrSgwD0bBpEuwVdamulS9++MgRLMFhuuUxnfMYWWwiRUDag/QblQdrB0FKHoshpRPatrpbVl1hCND9jOgJZmpVZaOAqedllTtw6+uijZcAsszi3R41LteeeezphB/Fm9dVXz8Ty4v+IQIg0nTp1kmWWWcaJXOycIPzozhDugcTMUosl6Of50WP5hNjDQIrbIm6eLm6ZJ34huPHz/PPPx4pfgMi2OQumCIQi3B2x7ELg2nrrrd3fuDzyozHL+BzH5lr97JS4KSKoaQwuwBURK7Vzzz3XuTRybUBgf66Da0Ysu+2225w7IlBmBDMst3CXpC59Szq+d1wkbsJuu+3mLOWoD8pGPC+18qLMvXr1cmKdmg6vueaactNNN8XWiWEYRquHjYmBA9N/s0GCywCbD3624PXXb7HiGYZhGPUwP2WTuNWKL3G8/37aUyYfiGSs63RMioOEX3ir7Lxz/ebNnHOmLVFyfa+xqPjVmt0e86DWgiZ+NTMas7oNtpmZglQbo+7335GtUtdWV6cGiKQGDx6cSi2/vHttDpHUh7fckkrNmJH5/GabbZb6UyS1nEjqm3nmcZ/j5/foNz9T55or/eGnn06lnn028/qpJ56IQpZayPvstyKpIZ06uddPP/301Ogttkh/ViQ1smfPVJ8+fdx7naLPfxT9ntilSyrVsWPmOBzzt5NOcn/fNGCA+w4/t956a2rBBRdM7bzzzpnXllpqqdQ111yTuabp06enamtrE+to//33T3Xr1i31+eefu+/PP//87vegQYNSs802W2quueZKvfHGG+6zXIOeZ/PNN08ddNBBqdNOO839f4011kitv/76mff5eeaZZ1yd8vfHH3+cOef999/vXuvQoUOqrq7Ovfb111+7184999zU0KFD3d977bVXVln1uPDZZ5+lTj31VPd9XltkkUWyPvv777+713fbbTf3u7q62tXFmDFjMsfRellsscUyr91www1Z1/D999+n71F0H/mZMGFC5jwc46qrrkqNGjUq6/znnHNOpt4MwzDaNJtumkoNGZJKLbBAKvXJJ5mxyf3cd19Ll84wDMPIhfbXRtPw/PPp+h0/3q1jfvrppzZZ06xxjj/++NwfqqlJpVhnRus3o5GgJ9B2Jk+2qmyFtL1ekwfznntSfw4fnpo0aVL6tVdeSdUedVTqpptuSk2dOjXr43vvvXfqJ0SbHj2yJveIT89HwlXt0KH1Xxg7Nv2Zs85yIgid3QePPupee6N//ywR5T4WCIcf7t47+4QTnAgz99xzpyoqKlI1dCSIZUss4X5PO+QQd/jfb789NaZjp9Tu25ySGrbfZakpa6+bSk2dmlphhRXcMR999NHUcsst5/4+nGOXVEV1qRmRAMhxll566czvysrK1KyzzuqEJvjggw+yrkl/FlpooVTv3r2duNijRw/32icskFKp1E477eT+P2LECK/axmYJWVoOBKzll18+tcUWW7j7peVSLrvsMic0hXCcRRddtMF1/d///V/q7bffdu9fdNFFmff0GpWTTz459rpU6DrxxBOdkIUA9r///a+kejYMw2jNTJlek9r9pnfdD39nccABqdTii6dSjFFsGlRX14+R77zTUkU2DMMw2pD4lXOcacu89lq6fnWt2UZZdtllU2+99VZLF2Pm4skn020nWPMarYO2Z4+He9/227tMixnWWksq11pL9oj5OG5reDwPxeXwlFOk5sUXpcMbb8gvVVUy+PLLRe65Ryp9P3qCA+KrW1HhfELnnntumTvyW1926aVFnn3W/U28KucKR5youjo5/swz3Xe+/fZb51bosrK8+KIsOPfcpBqU6igY4Ry77CK7P/G0vDLPCu7/df/9rzOtxVXw/fffd26NGqCQWF+lVVFFlnnugAEDXKB7jltXV+fMXzWT4XLLLSczZsxwroN77bWXc/k76KCDnMshroQE599ll12cCyHxu/yMM3qMdLX1cK6W6kKp5SC+FrHJFlhggaysjsohhxySeB3E9gqvixhcQF3h+qlcfPHFWRkwN9tsMzn99NNdLDQCaz700EPueATP577hTqmunnlTABuGYbRB6lIpefmbvzN/Z8G49uef6Vgh9IErrUQ64nQ24wHkJjYMwzBaLWRAjNYLrXacacsEMb/aKmSvN1oo5lcbbzvtlbYnfhUJcZuiBLkuAwnCF0wJAqFnoVlElCjeU3UkkhA0PpM+Fl/1Sy/NfJSAlCoSuaySQCZIj9ou6SDxjiFD3C8C3atY9/DDDzvxKk4sKpbXX39dBg4c6ISi1VZbzQlz88wzj8scqXAuYo0RV4u9JMSvFVZYwYlf66+/vosLBgTdBwQ00DheCvG3Qqgnzjkb2VOKgNhc4fF9ll9++az/k8mSH4VskirQEXyfIPwqivk0SB1tGIYxM4D49c8/9YHtNa17U8ZQMQzDMMrDiBEWoLwpYWxkU6g9Zewzmlf8CvUEo1XQ7sWvQYMGZav4RYowjkggUfsgrKIaQ9qrLyIS1MjeiHiEdVI5LZEImg9q6bTBBoTvjwfLKn7IkIgohCUX/yeQPZZdWKX52UMKyTxz2GGHuYDxfrbEQlDxqlR6syNm4pZhGEY8msYdAQwYG775xmrLMAyjLeB5XxhNABvw77xjVWuUHvDeaJVU4Pso7Rgub+xNN0mvFVZIp679++90FpKNNiruQPPMI3LssTJ87bVl/vnnb1TK4VvvuFtO+SI9aH11+tD6FPRtBLLOvPvuuzJ06FBpzff9lFNOkS233DLLPdIwDGNmYfL0Gln05GeTxxosaMn+eOedLVNAwzAMo32PM4Yxs/HVV8TuSUflM1od7V78ao3YQGEYhmHYWGMYhmG0ZWxNYxhGW8IifRuGYRiGYRiGYRiGYRjtFhO/DMMwDMMwDMMwDMMwjHaLuT0ahmEYhmEYhmEYhmEY7Raz/DIMwzAMwzAMwzAMwzDaLSZ+GYZhGIZhGIZhGIZhGO0WE78MwzAMwzAMwzAMwzCMdouJX4ZhGIZhGIZhGIZhGEa7xcQvwzAMwzAMwzAMwzAMo91i4pdhGIZhGIZhGIZhGIbRbjHxyzAMwzAMwzAMwzAMw2i3mPhlGIZhGIZhGIZhGIZhtFtM/DIMwzAMwzAMwzAMwzDaLSZ+GYZhGIZhGIZhGIZhGO0WE78MwzAMwzAMwzAMwzCMdouJX4ZhGIZhGIZhGIZhGEa7xcQvwzAMwzAMwzAMwzAMo91i4pdhGIZhGIZhGIZhGIbRbjHxyzAMwzAMwzAMwzAMw2i3mPhlGIZhGIZhGIZhGIZhtFtM/DIMwzAMwzAMwzAMwzDaLSZ+GYZhGIZhGIZhGIZhGO0WE78MwzAMwzAMwzAMwzCMdouJX4ZhGIZhGIZhGIZhGEa7xcSvFmDy9BqZ57gn3Q9/ZzFmjMgrr7REsQzDMIyZZaxpCt59V+Tpp5v+PIZhGMbMOc6UwiOPiKRSLV0KwzBaAR1augBGwFFHidx0k3XShmEYRtti221FRo608cswDMNoec45R2SOOUT22EPkm29EFlqopUtkGEYLY5ZfrY1WuDPxzDPPyD777NPSxTCM9sW334pUVLR0KQyjfPz9t9WmYRiG0To44QSRPfdM/11X19KlMQyjFWDiV2ujSxdpbZxzzjlyww03ZP5/8803y59//ln6AUeNEhk7tjyFM4y2LH4ZRnvhuedEpk5t6VIYhmEYRqs2KjAMo+Vom+JXbS0KjLRLOndumfPW1IhMn+7+fPnll6Vnz56Ztzp0yPaO3XPPPeWMM84o/Vz9+4ustlrp3zeM9sCMGS1dAsMoH0OHWm0ahmEYrYN77sn+v1l+GYbRZsWv999Pm7EigrU3WkL8mjxZZNVVRQYNcv99/vnnZdy4cZmBIhS/kl4rihEjGvd9w2jrmPhltBfYPDEMwzCM1sKOO2b/P9rgNwxj5qayTS8a26Mpq4pfzSnsrbJKWlD86y/3344dO8pe/FFV1XTiVyt07ywZ6o3YTe1RjDWajvbcjxkzFxMmtHQJDMMwDCOZadOsdgzDaKPZHnWXuY2asFZWVMg6C/fN/B0rCmGNNeuszVOgzz7L+m91dbWs7P2/ScSvlnLvbAp++61+YJ1llpYujdFW0F1I+rFIaDaMZhtryomJX4ZhGDMlzTbONBaz/DIMAw2jTdaCWti0UfGrc8cquXmPFXOLQpMmNZ/4FYDlV1VTiF9//CFy7rntz/JL68LEL6MUyy8Tv4yWGGtK5fLLRWabTWTnnetfGz++vOcwDMMwZt5xpq2LX6+/LkL4mE02ab5zGoYxE7g9qvj1/PMiU6ZIu6CyssXjAWH51STi1733ilx2WfsVv9pSprMnnxTZZReZafn1V5Eff2xd/ZhhtAUOPVRkt92yX/vpp5YqjWEYhmG0HrdHLKHXXFNk002b53yGYcwE4pe6PWqsnPXXF7n0UmkX6EK4BQMIN5n45QteOdweOX9FRYW888470iZQM++2FE/g/PNF7rxT2hVffCHyySeFfXbxxUXmm09aFH3GLVacUa6x45hjRL75punrM2yzt9/e9Oc0DMMwjEK49daWs/x6883mOY9hGDOR+BXn9tjMYtH06dOlrkSLjcnTa2SRk55xP/wde20tKH7lcntMRYJjU4lfv//+u8yILGKexDqpLaD3LMny6+uv6909WwuNtTb6/PO0WXdrYumlRZZZprDPYo7e0pjll1FOcD38v/8TefrpwsaacoHo/8wzImut1TTHNwzDMFotzTLOFMvuuzd8rbk2qLt3b57zGIYxE4lfcQHvmzlgdKdOneSAAw6QJ554Qk444QQZOXJkUd+fMqPW/bRWyy+/YfhCV01ULgSyRolfCfdr7Nixmb9LFRebkk8++US+/fbbePEraWA95RSR44+XVkVj63b55dNm3a2JtjbhMPHLaIZnOnGsKQejRqWtrhHe1l23/nXLYGoYhjHT0KTjTLloasuvv/+2zO+G0QZok+LXoQcfnFv8+vffdBywJuaNN96Qo48+Ws455xwZNGiQTChHxqsyWH499NBDcj5ubQGPPvqofPzxx9kv/uc/2f8/44wGll9VXt1i8Vay5ZeXCXH02LGyTIyVTq3nTqNWZq0Jyrzwwgtnv6j3Ksnyq6l3m6iniy4qLk5cY8Wvxmb7bAoGDCj8s60hI5GJX0Y5aYnNgiOPFDn2WJF11hGZe+76182Vt3VzwgkiH37Y0qUwDMNoPsaMSf++66503Ndyo7Ev/bXgo4+W/zyGYcx84tfov/7KLX4dcEA6Dlgj+emnn+TLL7/M+RlfBPrggw/yHhNB55VXXkn+QCMtv2aZZRbZeuut5VgWJAFbbLGF7LnnntkvvvRS9v9PPtnF2+oQc42UHfGrq4is9OKLxRfOsxb766+/nBVVU4pfuE2W23psQJzAomVeeeWWEb9I9sAi9P33C/9OYxenrVH8KiaJQimWiyE8o4hoWL+U+n1ohRaORhukJdrRP/+kf/McVFfXv96ClsttHhZOOsdpKs45R+TGG5v2HIZhGK1pLNSQAGQq3nffpjs/ltC6Vthii7aVDGtmZ9ddcUFq6VIYTUybFL8yy25fHPHFrz//zPr8mDFjZJ555skvpuDOdv/97s/JkyfL/PPPL4sTGDtXWTwRoO6jj1yQxQ8//DBLxPH5+eefZZNcqW9zWH5xzGeeeUbG50grPyUh6+W0SIChLvJRV1sbG/OL8yN+kb9klSeekKLx6j/lW95wzRdc4AYsv95yCVe//fabE+mS7inumdTzww8/7O5HuVhrrbXk7LPPDk+W26w6FL9Y3GBxVy7LtsmT64/bXAvlcohH/m5ZjjZdMMW4PpdDvNN7/fPPpX1f77+JX0Y5aG5rK55ZLKx5lnbaiVgA9e+1YLbiZuOPP0RGjCj/cbfdVmT22aXJsH7HMIz2TNKGM54vunHflNm+GRv79s2OkWu0DUjek8tAxWgXtDnxa+rUqfXCDItGnchVepcyenTWd7755hsnOmkg9QbceqvUvfaapIYNE9luO/fS0KFDC7Ia8sWv/xx1lAuyuPzyy8uNpe6qhpZfr76a2V3HbXHDDTeUpQnsXSQqenXxrWPefjv2sxV+HXvXiPDFj4aqTxL4EvHqM0v8wnLm6KNdlrJCxa8vyOzn1ljx91Rf32abbdz9KBeUr4HLp18PcQKUiiR6PV99lba4iys7wfFPP724Qk2alP4d7lZw/CST6+Z2e8x1viOOELn55nqT9FLx+4A4/PopRfzaZZf0Lt4996QtXfQZbexC38QvoxxoO2oul152z/v0Scc52Wsvkd69m9/yi+yWBPlvCYYOFZl//vIfl/GhKSm2vyGeaVvKZGwYxsxN2F+99prIww+nLWrXWy/barlcMA/UREqIX16YFzdGGq0fHRstbEO7p82JX+PGjau3/KKhaiP1rT4C8UuDsyOcxbL77jJmyBD5MhJU4L333iuoPH48rKTA7T55BSN9v7ZWNt98c5G11xY56CD3UteuXaMNix/l119/lQsvvFAKZXRUJxlLKXY9Vl019rNzv/tuRvy65JJL5OKLL84ISohfur8/ePBgKYv4pa+PGJEleOWy1FMxL0n80thk5Yb71+Ce+wu9OPFLB2I1s9bvY7EVXiPuqgTIL8XyiwEWyz8WpdTjgw+mxZr4C5FGUYx4RFvjmrWcITyXn34qMtts9UJeuS2/fvlFpFev+ntRivh1551pMVF3DrXtNbat2UBrlAPtO5soViIbOjfddFP9C599JsIY1LNn+v9ke9RJfnNZfiF8IYC1BHlCIhQECzAERN8ywLegawq0vym0nQwaVPyYZBjGzE1dnfOgKXqTvCnELzZmmF8Ws1laLIccIjJkSL345ffjuiZljdkKYxkbkj2Xt7AN7Z42J34hYGWJX9pY/YVvsMhWS51E8cul6p3uOmol0UrMw8XGSlhEa4eP+53f+btsiamUDKyeIivNO5vcesst2a6InuXXY489lvkbunXrlvnYueeeK0dhaVYgeo6MKJRjJ3e1G27INIwXvdheXAfl1y79+++/l5J3nH3xS8v0xhtZdZXrfoXXQ109iNgD770nnbffXhrDNddcIzvttJNrB1jc5RS//ME9zn1P29Lrr6d/a5tBjNloI2d5mEFNsdWVrhAxaOLE9G/qAlccgnlyzlw7/M3l9vjdd+kdN//6Q2jfw4fX/10qOpmJm2ypGK3HL0X8mmee9O8bbsg+VqkLfXM/MsqJPtPes11ZUeHGGX74uzHsvffeshcWXgoxvuaYI/tDusAIQg8Uy/3335/e/Gli2GDRDMYtAlbPJOjxXaf92GlNQSmL0aaMQUY/qBYThmHUP6dtxCq8wThDn1pVJYt07SqHHnpo8xdI1w6a4Iv5qrd+ahIL6TffrP/7jDPSrnNPPZXOgqxrvCWWEHnrLWkKSLiWa81kFICui21Dut3T9sUvXXj6gkTQcCujRbHfMSBqEAvqXyaefCU4T6HB1lX8mtU/n+eyN3DgQNkucqVMF61W1qiZLltXfC737reKHLjfPnLZZZc1LLs/IX/oIZFbbskck2yDhYhzPhonrFCLKK1NX4zib346ldp4Yiy/3PG1TF9+mXU+4pfFJQcYPny43Hfffe5vrQdioWWEuttuk07PPhtbhHvvvVf+xjrht98y2V4YNN70By4RF9fr7rvvdoswEgUUbfn18stpU2t3sansRY3//WeecZaHDhZAak2A0ELbZMDO5Q5Ina64Yvpvgt4ff3z6b+pFxaC4ttzY3adCxSNMzClXrthY1J9m3illIbrYYiIvvFBfr3HPhl4vFmDQyGylZbH8ihErDKNkYtpT545Vbpzhh7/LCn112BfS53TuTLaRRh2avjez+dOEHHzwwdLbd9dsbjxL7ww6TjTVBLyY42q/2ZSutAShxnqw3G5IhtGWmX12+W6VVaQPlqEB9I1lyS5fJhqMM9Gm7UAhD1MRiZgaA9ZVGk8ZEQPLK0LEsDm84IJNK36xuep5DmX6zg03TFvOUjadLzYyvu13333nDC9C5pxzTlk/KdFbU2wusLGd5M3R1sUvs/xq97Rt8YvORTsU34Q1mNypaOSLX5dffrmLBaUDCzYdy+Q6MR1bzCJVxS/foLbaOydZDR9CvILffpO6SZPkVRFZ85FHvOJ65dVzEOvLZ489Mp+bY445it6t1s9nxK8cE+Ca6uqM+PUyIo5XTo6jMb+KXkrF1B8ZNd/XnZAZM9w5qqurZciQIc7FZp111mnwnUUXXTQjiqn4NW7s2HpBMMfO+Q477CAnnXQSqiR+m+61ww47TFZfffXY++pbAxZk+aUTEnZ7cAPyFxAquMQJTwxmCF5+HWnygriBSy3C1ApJiURB1350gIwTg5rL7dG/HgTHOGib+l5cu6ascYGlqUdipxEj54EH6vsA2jjX7mcT1TpfdNF0mcLy0yaIO5aL8L5pWUvdbTPxyygnzdCesvq+OPELEPMbuTDL9OU8cyVeD8dISgCjvPHGGzkTyOSkHO4rcTFG1F2mMQsLYmiee279/zn+G29kW5MUUv7mEOZ1fFMLZsOYyWBe/vjjj2e/+M8/Mu/772c26H2wiv1nqaVEYubHGUgihUDRXJC4SDcxo2eZtUKcUJOPBx54QE4++eTivsQ8kE2Xf/6RP3/+WVLaj0bhYjK/m0L8yjXO4OFx6qnpsBllGDfejmI1Y6BB+BvHgw/K4hMnyuu+dwXrKjYUCE/A5kK5NlMYm3HvXGghkZaw6msO8WtmSNjjc9VVIvPNJzMTbVL86lik5ZcKP/5EOG5AyenIhbmqb6EVLAZ6JYhfWQwcKHOceWYDt0P97HPPPSc3XX99+sUzz3SCXFb5fv9dkHwmTZpUkOUXwpt/DspaiNtjZU2NzBJjARdafnVIyCrJYBe3oKjzhY1o4CF74n577pklfpGZc+WVV5ZC0Ou58+67ZTEVSPK4jWTqLhKQsCRTtNx+kH8fytf399+zBzD/uuIGwSTRJB967rhFELtY7JgnWR2xA6bPQdxnwvZJ+37uOSna7ZFMmrnaoj/BwCUzDsqpdRR3rGuuiQ8sjbhF1kxA+PLFL0jKxMY9CsUvnks/9TXWdpQ914RBy1rqIlWPbZZfbQ/aK/1WE7kwtNb2NOuss2afL04EZ6LdyFThmX6XeF5qmcXipghRDYtdxpJcFJLUpknFrzjLL+1bGyMGsfA98cT6/3/wgcgaa4iQkVpdUgspv5arKS2/dDxszOLM3H2MNgxiz2abbdbg9Q4xzyjrBJiXEBlJWen4HgL4RRflPjGxBstlcTnvvGlBxOu7eqn4RXlwASyQAw88UM7AdbAY1LJrr73k0/XXl8lhn6CxKf35KJl1IwhvUnKs4Li+VMU2xC+NCZb02SJwnivOIeghmWuuudIvbrONnBy606+2GrEK6vtX+v5ybVbgaQGshZqapHVDU6Dr4pltPLn33qbNftoKaVPiF4o3caYy0kZdnXyrbmIxll9k+ltllVWcWESY3l7XXZf5yCxjx8qpOYLqZ6GdlWcFFcb88sUvxKEl8DXXWEceHUaNkskdO8nuG54my57xvFR07OQEFSyZcMH4x8sKEnTV0uPdd2WtyIz4dtKx5mH2KF36yJEj3SS/c+fOhYlfdXWZ66kLsi/mE7+07kbR+QZM9zoU7f5/++23etExEr8Q6dRV1RcruY8hvgjYTwXNPAGDM9/p0cP9+v3334Wpfd0CC8jAHj3kzz//bCB+4SILlG8bhBLfMs+ftMeJN+FOe6HilwppuPXFDcrHHZfezYdll234vrpL6r3+4Yf6gSRcaGDZqDtTcVDmww+vL7su0Mik6ccsC4mL7RZ37Li/85ls+5+lvagAru3Mb0P+hAOxKm7R7h9Pd9Roc7zOBDGMY6SfLzVIv4lfbRfuHZaCatXbSi2/Jk+vceMMP/xdKmp17Med1LguDWCR0cjMrdpHp9jJRkjD9Zx+sAhrAKyW48ahsolfjYWxHrf3sD/WvipXv0q5803Qo/EtS6Bnw2ThhbPPkwvt44oRv047zVmqF4yeo1RXEzb5yGLNeQ2jDaLzzUL6IzLR50WzzeuznsSSS8qkzTcv3frVH2cOuVOW3fuG9DgTiV+9VfxCfN94YzcHLOQaSwqSr9957DGhhrqG882uXWV8KADhMeBtltxyyy3Fn9c/t4+KiuFmxoEHNkpcUcMN1rc+jJhOXsSLon9/99qHr70mKY2FrOFRGou/xom7l6wTYoxLSoL1zZxzSrOhbaYxibfaMrW16Wz2xVpdzsziFyIGmQHxOR40aJBzXUN82XrrreXdd98tyzlWXXVVmW2XXSQTcreuTr7UgIb+Qxj9TQD0d955x2VHZCo2p9exrfjxx5KUv+iO227LfkEnjjFBXxm0rhKRl9hcjV5DnNuKIOlbbdXg87WRMDOhUzcZPWl6pqPHvQ9fbn8p0Tf47tTouooNh8v9YJegIPErEgz6Rf99oaYmE8+s6pNPJDVmTMbtMU78Uiu7Wb79NvPalVdeKSeccEKW+OWLano9wz//3A2MCF+h+IV76sYMngHEPyPel7ukzAHra4i28m7CwmpGNOFYaMoUJ+hV/vCDYF8028ory/bRZOCII45wv3GRzRqU/c7Rn7TnijcV9/lc+ANkXGeMOTOKPabv7PKEaIYZvdcLLCCiMQHiBq1cu17E67r00vSCje/6k4hCXSCTJjT56k+tTTwLPYffRnR3ETQjnb9g84+bJH756IQFCzqCerPwDhf0esxSF/rm9thk48mIESOcUMPEe//995ey09gFey541nGBKXaHOKE9Mc7oWFMqxEqE2fyMWYyHceIXO930TfVfjhfnCxG/tH416UgRgdcLidvZIpnI/EyV//ufFiTz8u8//yzjiJuWa1edOIoIPoWKX9pXeZtrBVGK+HX22S5GaZM+SyTbIeEP9aYLLVyLmgM2QRD3Gmnd2Oxg5YJ7i5GX8847z40d/LCG8Lnzzjtlyy23lPnnn99ZwjLOLLbYYm6uyLhVCj1mzHAbsKXE8WqwWQ9Jm+Ns4AfP2advvSW7a9zZhH6UflIzxicxepYe7scXerqr+BXNtz549tmGYUNiKCkJSdCX/xtzntFh3K8A1opc71lnnVVcXOWYz641dKi89957DefaxJ0tsZ1AkniIt86GvvDJ9Y4ZIxX0xzngWnUNVfS1xo2xrBO8sD6NoikTrSgHHFDvHqxrpVIs2hhb26rFWMoLzbPffumEDcCzyyZvO8xQWjbxixhadP4sOliwHHnkkS6OEqakiFY6eW4sPNxz63/q6uqthmJ2TteJAi5qZsA6b8Fbl+NmTgk6+ZROcjzzYLrVrrW1TvzScPZMwWorKmLFKQZLmBgz2fYn4P4N6ReWK/qcb2VW6AIA6ybEL3VdTBQ6ogm1Cl5rsjnEM4B4uNlmMvtdd+WM+cWAwfJoToSqKMA5Fm3nnHOOTPNcAv/0Ohe9hxPHjIm1/NKYAYiDcTzDbjb9VhBYnnIegNCpH1x5ZUH60UFtfHSfn//7b9lA64uv//yzbJRgbVQXtxgo1PJLFyOFDuy+O12S2KZCTZyrp1o9+PdaJwRapkjUa/C5EN21onMPTe1xR1ILzBC/npKuO5/ll05YiNeVJH7xt96HU05p+H6x4pe+j+UJz32cBYm25xNOSAc1LRaz/GqS8YTJYa7JfFlobKbPXODWgguMJmdoATGVhc6pp56aiXmoVrddGB/8xA9xC5nFF0/3CYjQyy0nQvIR3aQqkMTYlEWIVYVYGLSo5ZdvbeH1e6N+/10+pZ9VK11cl0L3Jeo3CV1Ad2fpmWNHu6ksv4p1kSxF/MLt5sIL0xs8Ok42dZZMhU0YxL1is123NFi5hDFCjQZ88cUXcsopp0jXMEZUxD333ONCZRCaY7/99nM/bMxceumlsvjii8uXSXOhJKZPl6G77CLkti3EAovA5j5LELLCh76WZEvMl8KQDMSiDcbOSV6IFObfvujD+oG5+Nprr11cYpBovvh/zMO98DQ/+jGpEuJkUZZSLNHOC0SeS0M3x8g66oKY7/oxmgmtc+KJJ8onfszYfIRz57PPltdee80JpbHjsWdxVixhDLW6qG4z21K5xrSYPh/hKy4MUEHXmnSucolAcWEByg1hVa69Nlv8uuIKkQ10VVgg/fqJ7LJL6eXgGltDlsmpwb0jvIduPrYjyiZ+rbjiis51D7fEG264wYkd+LHjeoCYccABB7h4UGUllZLqqCPIiicVgTUWeeYWjFTtWm+i3jNH9ouKwJJjqqrP3sTxPBF5Z/hwd23qZMe3plKmmGM+Finham2UJH75S4k7gs9NjwayXkXsbmsWQxeont1kzocZbFLnVF0tdUHnSiPRfDNTZpstb8yvDEF2P9/yy7/Oak8ES3J7hFnCbHsRvaLXp2hHHFnX8aoKdY5335VhzvvvB/ff3qmUjI0EsIOjj3wSM8Cwh62PfkXcBD2f5RKDBcH1yTgDhXZwvgjrL1rCSQPil1oq+eiA5t8TnThpGSJ3zgaf8+G+qaUX5QgHPCwYMOWOI0kkLEb8irOcI56FXw5Nr5107iTx64kn4stUyD3y78nIkfk/n3SO1jDgtTIaM55cfPHFzkX+TI2v2BQ0peVXMVlE6cu0HZZR/Proo4/ktNNOk28jC14Vo9wigfaqGcjiRORVV03Hf2EHmn5DhfMiypWx/GqE+FWI5Vcoft18883OUrlZ8NuOd10d6urkJ10gcW+x8tKMuYqOhXHjuLqv+4s/bUt+HLF89UP5NAtyc4hfxfSDeg6+q3O55upH9TxtcZe/KWO3tQPod3bbbTdZeumlMxvWIWQA//rrr52wccEFF8iFF17oMo1ff/31MpZwKsVaIEZzkFSCFVd10Jd17NhRBkfJmjSsSaywwsaDL36poPT882mBLOpjp3jzXQLpI+QRcwsrtj8iAZ7EIHHwvQYbURMmpjc8InrzjEbl2Pb//k+cE96aa6b7MOIoB/2QnjMfrGn8/vu5aBNcmRH1edTdscce68YwhK24lZ/OJVh/aGK0Uiy/3u3cOb0+IiRJVMbv/vMfGT2MlYdH9H4p6DXfTUx7EbkrStSkttWPe+7fDZ72mDkF9a0hcspi+QXlWuvr/S23dhCix9ff9PFeGy4Y3+K9GGhzzKXiPHi0XOWOr5ZKpccD5nj5wtM0Z9y1tiZ+bbXVVi54ecgaa6zhXPqwvvqc4IqNoMGD7Fl+vf7KK7FxsOiINo4accby67vvZKXQhcqjQyB+TdQdPs8kebHo9yXPPCNqSEv3TrOJE790D2l6zAJgwR9/zFxHrhtSG51/J9Ln6mu1ta7j7tu3b2xMLOpfP4f4xZS5evvts0UPnxkzpCYQUhCqdImDZVvo9shCaYNIJWfgyFxDMCjP8DqwyhLEL2d14KFi3qyRqInwCJOjhxe/fy3rjZEpMG3I39E5AVdAEYnCpmfwxa/dRGSzUPwqxvKLjg3hSzuVQhfM/m5MKeKX1jcTHWIuxFl++SQttsnookkJWDzFWXskDYLFWn5p/SFYM1mjzYe7UrQrAjr71li+5Vfcuf3B0xe/Nt203rTab1+F3KNiA90zKfXr3Sy/yj6esChh1/b44493C5g2KX75VmUECc7lkkD/pYHNy9iedOLvZwmmT3YbNfxEfW9sXwADBtQnA4ievbH//itfeRZLjFcavLdg8YvsrkkuFfRNZBwrQfxiQYk77Z577imHhhms8j3nXB9iXzEJQ+LEL8bk22934+CD+dw+tK+K28TTPjRuQuuLX/naCQvemCDcme8issVZaMSM3WV/lvTa2LFfb710e2xu8aupF2RGs4MLGJZbZBpPcs/TeWfItlHwdDZsCoY2H7lVdvbEL1wqlWmBEMPfPWOsmjIwF2S+hou6P1fUxTOxBHFDj8K7dPTmu88++6yz+r366qvdRpNuFDewlPGyTJJBPYvTT8d0O/Nfd2yvHC4YjFqAHXZYg36zELfI9GV2lIMOOqj+/8H3JkXPKXOF888/390X1icTcohfjAcqfhUV/F7Hq2gNqP0T92rNrbaSwQXEaPahHZCsJW5Nq+XaWkRWYeMeNzWPTXMdOEawJ8ZxyeJX0hiSJ8tywegY3lR9rdad1ktjz1NqwgR9zgKDkQwHH5yeU5WTyZPr4wLGzSP8+VNzWVW3t4D3dFJ+UMdSOT184euvpd8337g/X7rnHtl1110bfMcz/JcqbdiakQS/7ATxa5FFFql/4emnpWbttZ0AoTFIdJo2pyeIzcghfulrVTGTxYMee0zUWDJXt79+FFx5KW/XZ/q0aTLtqKNkwj//yD85srbgvsKgnVneJ5kVT53aQPzq4JWLwUGFPL2bt956qxs0dRDJXEMgxp3iBdGr8jKHdQzEr+UmTZJOMRNhxC8WNLiZnrPTTpn4Mx2i+zotGuwejRIN3MV3ou/uTdaTGAF1bEK8puo4MWny5OItv9R9BReUYuOunHVW/d/+oqVQ8Us79B13FFlhheyFSdx1hB0/1ly422gGUi1H3OIm344yLgTFWH4h8J57btp0n4xv/mCrnfZGG2VP7KK+IOuzgJumb8JMu/T7InXJ8uNBFLKQQjgLSbq3XBeT4/ffb1g+y/ZYlvGEvoNd+wUXXNAJYG3C7fHrr0XuuCNZDMB93NvsyELbjYrA+v88bZdFgJ/5OA4VvXzxi/43Y/mlSUWSFipssAT90InHHedi4yj//e9/pV+/fpkJPtZ6xEhBEMP1KPZa6K8TLDKcSI8IVULML67zkUhUW9R3r6Zfoe965RVXBxpCIQvGUkQ3AlH7fWUMH3/8sRPZEP7uv/tuvyDpQMG77urGQRdogUU29R+32NZri4s7FWdRGmQ4bvB+HL7oF/bvXC8uHpr1y8f/LIIeMVVoN7RTLI/13jZG/NK2ruKgLjoa25fSBjTZSb5zt6T4xfWyoaf3ExEhSMgUi1l+JcImLuIXLo9ZfUCBPPnkk+43ro8Fg3CE5Xw0V8Xdj34Ld3+fzMb2zz/L4ClTMq6PsUtt+ijEMQRy/xkOhfTIWp/RZZ7oc5ybLaPVItHqdISsECxjg9AXWRtRQZba2Tp3lhQZ6n037Bxzprh+++67747d3H/ssccyf1d781JGn3uqq52IpOML6x+ErXDl88/QofIv67vo3Do2qst/Pl544QVJRf1POAvGOrB79+7OtTSEtVKSu+Hrr78uP//8s3wTzmk98UtrLTa9V7S2qsgjflEG6rUol9Zcbo/6/3JZxerxShWV8qFJ8LQv59kppi5C8s0HuZ+ESQnRtu3HVPWJy9TZmLGuoiK9kajEuWr7dW7iV/H88ssvrnOYY445GvqmF8lKwf+n7byzLBbFMMDQc9soyL2P35Q6xEz4G8plItXjx2eldB/59ddyfdTZfx1Z0MRN06bHiF/EnKIr14hACwV+5CoHTStCjewcLf7Yb5mlWzfpfsUVku66k2HSrpZf+TLoheIXZdIlDuLfqtHfviDmd6aZawgGMf/a+C4LH1jDE78YeK4hnsKrr7okBXsEO0LspGBkfezDD2d2aCqi+6pWApO8awtDAoeDQdJ0u7KiQgYOJGKcx5VXFmb55b+nCxwmItqZ7LyzFIQ/ASrF8ituANKy+Z20lsvv7Lh3V18tctJJ2d+nHAXuzGWdj4kPA70flwFzf4ToJLdHJjPhQoSJVVxQWEzvw8mdXqO3S5mZbKlVin6Ozt2f7JRi0UMG0KhNN0Dr1n8mzPKrrOMJrpEsYHBdI0B+Wfj007RrRhnEL6xPryCWROj+ELpEFHps7QdCa07aVcwCYuTIX92EHnHw7DxBcH3LLxZiiDYuZiRl49j5LL/8WIJRPzQuEI50cUH8HCCWG5Z9TPozFGPN41l9FSJ+8b4/dqnVRVYQfHU9HztWjtxrr+yA/4ovgpxHQIRk1l9nHem78soy5ZFHpM7vbzln1K/Rcl3t06dzH0ggAH7cND1nXGD5OPErLuZXvj7Ov67wPujx4haI/vjH5gmWIrRVhEQ2grxkOFnlKKbP1fLoPS7HRgLHQljFqjjuvdA9M258PeSQtOVLU4OAyIaeJv+gj8ojvBrJMG9l8xxr4WP8zbYc3Hfffc7Fkc+TjGnYsGEy77zzxgtGSXgiEq1u3iuuiLU40rkuGyEvjhkjyyyzjPvvDG9czDB2rEyqrpaTzj034y0Su+HtnWe/qO+kT6SXeSOKu8lY24CYZ+zLm9Kud3ECa/W0aVKx7bbSMWnDfdiwLGu5uOvfaaed5KooWQNijXpv+EH4ffELB8gpNTXO3fFwNhWiMS3O8qvPc8/J/Izz0XindV1I3DHGjyFDhsgn/qam57rJGIeImJmxX3xx5jNs1JHIKw5/LHr//fddO8MKDys72ipbSBr5LS5He00kNHaJW1N446JavCVZM8biz0uw5N5pJ+/ENeUTvxCKtP1RTsauyLCh7GC8gRjEGBWnU3A9hcTITJqzkfiAuiFO5TnnNHxfx2We47g5T9x6nblXY/r8zTyr7gRjj6xztTOa1PKLzoYBgQeM7CmFmrMmHi/4//fBxGvhmPSvfsjKyphGFTlzZYGY4otff44c6eJ5wdjIlS9umqaWX74Sr7l1/H2kylRKBvz5vSzx1w9yXPRAadMupIa6RA11Pe+1+f0BMkH8wmJiVh0gcqSAn1JRkXV9VV65Zvn5Z1GDaycN/fFHZgHBYEGnXYj4xd+4amK7kR6a0pN+BgRY5YUXhJx9Ud6+zMD0d1T/qTnnzHTcn0Zm4z989530rKiQlb2JQNilVwTlqL/L2WBFx46Nz28jRiRbfhFIlEyKoTClFhJYPDTGSiSf+BW32I/bmdb7n0/80nOEg2Kxll+++EX8GM1uBqTUJYkB9adZKP1yxQ3IDAKFZtlKqu/QbYrz87zTn9BmWaQTL6NYXnwx/TuufHov4kRTs/xq9Hjy6aefukXH0UcfLcuVcu+SOPbYtFWFa/oTXTwo1+9oP1DEjiTWp4ewOPaJC2qv7cJrvw2yMZFxTnfM1QJO2xECzBZbZET8JQf2cD+LDF7YJQ6AXFbCWRlxZ8yQDTfc0MV1wfKrIoiryLmp+1HBeFLj755Gbb9b9B1d3DCxx5XSt6biPXbDNaZNKuHZ4LqyLAEQLALLl1zB7GkrBLT2hS7GL17LiiWnf3/5pVx+xx3i7GfDuvM/77krxZEaN07mYzz95pusmJlTJk6UP6IMYIzu3RHZVPzqG+V9jhZoDh3r4yz4uCbaRJz45Vtl0P/6FnohoTjno20zlwUh/f1dd9X3sfpZFtpY6enCtZSYX0kCVHgMnhvcvBSyNPqLtbhrihvjWbDoAiGX5RfitiZcaUr0uot1vTdiOfnkk11CJTZOCl2nIH4RF/H//u//5KmnnnKC1PPPP+8EsILx5gP0mIOfekomx1g4/cQzM998mYzXbGCAjhBsHGTa6W23yZROnVwYlin0yxqTKyGTJK15fNS2C0oAovP6igohuhhS9k7XXStL/vGt+6m8NVuQvywQhuLA6lfx+18//Ii+jpil4p+/5qn27tuUaCPdH1uIE0o2zVz5NPmOWn7ppozWLzFIEZ+w3MWCGassHSfHRWNCRVQ3vuU5ceB0JbRplD0e2KhTGEP9a1Xxi/HwpJNOcu1sgQUWcOMwgp/vpOivA9MzFZEvo7GkQcoG2gnz92gDXstf1GahPy4wB2GDn3bD5rPGpixV/KI/0/4Xd3bd3OHes4mylXOaLR3uj2YI9t0IeU7+85+0+OV7fSkYL8SJVozJ/jo3aT640krpcSjp+WJcZo3Ic0i7IGOmF7stI1yzwe7jxyzmukrNIjolZhzHkl2h/mmffkwzrLqLSZQws4hfmnGLjBf77LOPW7Q0lhl5/h+Xm8VfPlfS8FIpSZZ9RFJ0DFOnygKVlZkOqyqVcpZZTBsnR9YlcctqXuOxjRs6/QS7nWumy38fOkluf+Ny93do+VXbr5/kyvPVOVrs+I9Rb7W6qqzM8tPHNYj74ESpykrpo4Fy//pL3gnEJWViTY3LXJk5hndNHbzJs9uzGjAgsyPTo0cP2WSTTeobVfCgh5ZffN4PYR+jPWfRq1cv+SeayFYOGpQZLD6J4pfhPITssLg3yHfxLPCgwjvPLznEL4kRE0d88029+IUr0o8/pv/mNcSdOeZomAGKzhxhB9eZxpju+mUJOyoEpFwxv/KJX3E779rZxolfcZNDJi+5Jk5xJu9q2cZ5GVjUCkwHkyDGm4Mdv1zi19ZEQpD6a+RYOjFUwsUNgwbiF5+lzvS+FosuitVSw0fvvS9+mdtjWcYTJoiI5kwOcVkpGyxCNOjpb7/J1zff7DLXOpe8cu1wxgUSjXkes3b2gb5G3fzj2lHkDtK5Y5U8tnZPeWy7hSRVM73hcQpwe3QLr2h3WN3+M2J7VZWzlvBjr1x33XXy+b//SsZmM6qjWaLvqGjFPWXn29+9B/6PG4ZbhCYIIkPo7313URJgFMGrr77qFjmh5RexdLL6ff07eradAypiFO6q/rONyzSBh/NYL+k8gKQyvvj11++/y+joHP3puimXil9qTez32fRTWA3ECfzUGXWdz/IL7ruvOPELMYlnQs+by/Jr9dXrX+PzWpdYKxETSOuwMZZfekxdyITtBaHLz/xK3EUWa3EugjquxoXn8O93voD34ZjJWOpbMPN9xOlo064k4izvdNzEcjJpDDO3x1jhhcD1CBbFuCySgAVLKQSWl156yW0us/HC3wUTs5FY8+KLGe8K5RrmMN49VYuhGaG1VBSYvrZ7dyd+dSO4Pa6VtI2EbOnMjXvHzE3Z0Ng5zq3O6zOZbSHDsY557Lb/uh9d09RH/cpGDQJ8sLrTjJOh5ZduUKj4lRQQPzM2ReswvudbbxHDDAvmETmsnBgTtP/37yNtBK8ixCessIhdifhJxk+YFIlsam3sb5zrdZ0ydKj46ZX0eu7ceWf5LAiUruIX4lQY/5jxMUny1qtVyS8+X6lkNiW0rmPFL9pLtPHnnTzTxhq8jnupWraXutHPOgk3efDXGZSzHNZHhJKhf8dNNy6APOs3ROY4NG4yaDxi4sr6CR/i1njaL7N2imJPZ8GGDCIWbYYYrszRsFb0E2foWIN7ru8R5MfVRjALvZVKoUM0/vmitY6Nfh+CdX+clSzWeZEL+EwnfjGhJHDsXXfdJbvssotcg2JbBvK5rPkCk5KJ+aQvEFA9xzlSXbvKlLFjZSHv4a2qrXUWXXRVk3nIt95adoz57vSoTHGRzeYP3KF6VFfLeK/DqfJ+T9x117SwlECnGPGLx0sn835HxuJF3QvpRGfTHftRo4RHaGqC5Ze/HKEb1yP2+ewzJx5mxLEYU9BKX6jwxLJQ/Fq4ri5z3fvkEb8oA7s9E9UlJiFDpuQZcNnnHhx1bpNyiF+0NXaJfPDrr/An17qrRMeEUMNiJbSo22ef9O4I90TFmFLwB5NQ/KIzLFT8inN7DF052c3QawvLG8RzyOr0A5fjLCEo3HXkuLrbx/lp0/ww4VA3M9pqOOAx8Oba7dbA/HqNZBXyXRz96w3FLxUNsOIrhVzl0nthbo9lH09wdyTmCLv2nbR/Kwf+LtrBB8vyhx4qSGEpnnFtQ089JRMD8SaWjz/OGp/Y6Z3OYgYLrpAYt0cVo7JQF3qdGCWJz0ssISkmWN5CIp9LoO/2qHWaZfmlE6To+VRLMo673377ySVXXy1z0S3wuajth+IXZWERF8a3YZGCeyEbNw0C3kes6TYeE5K2JMDiRePyYMXnL0yAhRLiV5blV2Bhldlx9wV4PsO18ZNngyOzGJk+PWueUOuHC0Br4f744le4eUIZEdzi2oUvftFW5547PdmHfPGsEKbOOKP+HP4xddOH+IlalrgdY19g8WNMal3q2BKKXv618FkEzaQMV37QeZL6aNDs8BkIY7RpvFdNvMAiJrRiixtL9TU+my/gvfZBBPXGvRiReq656hcPCHKkjg938YtBz63Wyj5kDGNRxj3C0tq/5yZ+ZUH/xsbJkksuKceVmIGPPoMkLFjn0kci5BScKTB6PvxPI75EOVYznBv8H68J/3sZq6Goj50+yyz1rnZAezv1VKnDM0bFBU8wmSWmn/3xxx/dhvKW0fxbJaN88SIVWuUkL0N738hi99CqKhkfYwyBKyNrFSylfIgNCbrJHsb6fCcSkWdXC1kXvjU92oYB+8kA/d3UqW78kJjNf9/yK3TL9zdt1FpQ3S8nR2JVh2g81PP7vBfdo5HRewhPSGc733WXTInOpcf2Lb9C8YsxK5jRZphYqPgVtRmOz+9Ya0cEmDDkA31XXDxV6t4vZ2MSAamFsy/I0d+paJmv/dG381k2PUK3QLXmS5or4RVCMggftbCnn73/fhqiCJbpGhfQt8hOSngW9r0cS8dQ2hDHoF1gMR9nle8/n37MTN8dMt/YriRd+1lnpTdVqbtQAAzXb3p/b7qpoRiKdd4mmyTHFW+v4hcP7x577OGCoO+4445yyy23xGbuK4XQXDXsrnnQK2PELz6XaZ41NTnFknEzZsj/s3cWYHJW1x8+K1EIBHd3d/jj7i1Q3IsVp1CsaIsVK1aguBQp2lKKFChQrMW9UNzdkkBCdLP7f94798yeuft9M7O7M5vN5rzPk6zNzOdXfvd3zvnq449llFkhbR03LnQy/PuRhjkmns9zfmWJXwOSh2LaQYPkezN44j2sOXHLPfL44x2OzVKsvGh+12Aa67Rz0I4yiF/agPzwQxDr7LAJDRlj5+i2thLnFx3gpfH7wd9+K0hp5Zq24jWg4TFhPvyeySMZEbgGf3jwwVCtBNDUkUny6lnwiM/GQFgbjE6KX5ZTll66ovgVtpnGWU+YUBr2qKViaaw4rwyQs8QhVnVoyLneOdbzXMhBwmRD7x/ENGtHBfah2pxfWaF2uqKhjTMD5zQRpMJzkdd4sj1WC7APa0Os+2VXJEzp6w7iF5OFmKMhTKzTQRmdV7mO1T5ndFpZq1RU0LPweTpYoShDet2zJgxZuRrsMTHh0YEX94leC/aP+H9s0Bn3stP5/oTVXF7HKiwDOf3HhAQuv/zy8PNWMRSwIlwjknnbHEtRpCI4twknlLkHn2JiUQ5eu/zycoSproRb6gktSZ+uusb7YaJ5fjND2rUtYTCIIyfNecd9p/d/dKRWkwQ+dX6p+BXygui9Gp/r4JQ2K8c66VNxKRQh0dyMsd1AgEL44h/hjc8//7x8bkSOJ598MuRbDP1YxrPx34UXFuMpqhpSIvwsJsvX/bMgfuFGzgx7jM+2rue/YwagH77+ukygreI8VSl+tY0bVyp+jR9f7MfeGzRIRnHcnGNEK65znvjFNU9dPlb8wiXBSnJG4uQi1nXAwJ42kGtVTdhjOecXA2hCH/X1OmnR5Lr6mVniF4tchLKmCxfp/nBvsVqu/UultpTzhktMRedppxXZf//Kkyp9RjneSgnvdYxFfhfEJ1tZnP5R3XY2bxkh851JoG+dX+kxI9oz8bjggkJ/ivvHyYR2gHBHRAzaMNt/0OfAqquuGn7Wghh54PahD/rss8+qr/gYx+p2mjgqo2hO6lUaGhfryPs0Tyj6W6harhNOxC/7ZH4dc8O9+O67cr11qsR51RCePaq32m3ErzyVjIiQxMcusoiMrtI9TD3HViOqfBv7H85zmld4X/YtFjuh0rPlwijA4Hiin0/FN64PDDILX0SJANc2C21p7DynKXF+4cY688wzi8UPtI/7Z0ZVXxW/uE8QvhDZQL+CVjY+a6WVwjlnHKDzj5FR8EOMIuclFUf153S8Q0XrPIYl4lcqwe2d0efpfZ+7+Mf8RgVJ25al2M/IEoFwKVURAhv6uizxS39OFzTmnbekumjIo8freX7Tys28tlzOa9BnCRjbWePK9tuL4HKnX9U5jl2ES+cmzGV0fmXPCQtM3K8cK304n8f3zCtsKCHuL5xUto1nQStrMT1rDphFnjA/3XSF+auGYFrSc27PX16OxCwzRF8Vv3Sicv3118sOO+wQqmx0N8+XhVv/cLu95O886GnBVm5j9kAlh3XXXDNTnFIm9O8fbL5r4RiJ70X8mmn22aXfVFMVG7kstthmmyBIZX3+MqbBHtM8QA7e6ney24bHhe8lvue/Mfn7U88+22nxy65MpOdcLdI0okNjA9I6YkRwstmpELUFqUPxY2trsfFUNCm9Uk78Ktn6l18WkynSNLLN50xnrs2Knp32dJDSwdo7jV2lbWkpNtidvcO2iIOYYAsv87qjd9yx5PzM/ckn0s82QjrZZJCuK/VZ4hbHT8PG9ensai8dMZ+rg10KPKSDXTrHLCt31oQ5q+HTanKcTxV9VbVPB+Q09HnuL+47Vutxb7H6rO9nkr+36Xb5nV3dU/Erbbx1X2NVouKqTjnxyw4cywwSMieL5OvJmiSm55bVmVgdqKRjtIMyLOCa74ZwKMoJA/ceYUMIYHoePedXt/oTEs7uvffeHf5tFquBIrDwM6+rCgYXTATSoggRKldxD46daqogoF9H9at0NS/jntQ91zC/Fn3G4vXfeOONQ04xvb8PMiXMcYpp+GEH+Dye4XSV9o03ZMy6G8jq+18ta2x4vDQ0DyiuLFfr/CLEVF1duBqKbU+ctI2N+6oVODWMQicQ40gqrwJJfO3+++8fXFuIXwiULM5Y8YtrTJ6x8JkZz8Yrs88eqjRvYFdcq4TjYsJL2ArYEu8/jBghCwwYIK08xzgkVlxRxqp4E59tFb8OYhEicvh++8lnnCNd4MgCIfyll9rFrwkTShZ6GocPF61B3dqvX8GhxzVCmKGfwUGRJX4xOE9XaTnPKn5pW0lbk1fBzt7nGq5D26nJ1Dub80snQYjPhAVxr1jnl17rVPSy29Dv88ZbVvyiTdB2oRrxa+65C2Emeq1UCNNjyepfrPhVKexRJ+Eatm/vCXs/c2y0JUzQyW+jOSOrQT+Tfc7rD8lXCNY9586v5FINyOw7+Kd5tbbYYovw87w6cS6DtmPaHla8jPF5syOqxTRvkt3P5OepTdguvcJa5AjUsRefO2hQyfj5HCpni8jjL78sNw0bViL6jNRqj7vuWjJ/QlSD2+PXZRgKvf12SLGSwjyGfoZ/fL/17LOHfGANGcYHBKZ/J67dy6lZZKrB50Huq7zcxrhnlTRfr+VXv/qVPBnbNvvk0DbTL6mjmIWfY489tvh3tptVFZGe8OdxAQwHl5oNQHNsWvHr/kceKUbS6MjyuOg6vOaaa8J9ds8994QFoCzxy9KWPM/qGdIn3i7uD06cboyGBm22Wf69qmNpXE7kwWLMWi7liP1b1jyDPGMrryxVi1/Wxc9CpH4mixeMqfXYWSjBkQWMs00F0A5ttC5ypwuFlllIPBCxC6Z5YyYdI2RBKKIWObCOLu1zee4QvuiDOO7U+UXeL8Rg268x7tE5ifYnjz9euljbFfFr+unb569WAMwSv+xn5OUZq1eFzt4mfmloChOV7bbbLuTjqKXwBRjHbZBIKjLNEl+TNfxRSeKl558vK5aMbmyUIf36ydyECsRtIH7Nv/DCYRVjfEYySqVp4MBizq90OLK2eQjbGkS+mmoGGTHtLOF7GGwaII6xGvErfRRnvvdeOY824/HHi6s2oBWqaESb4g3Jhe+ffIbuwajW1kKp9TLk7R/HbjMeMcgfb7bZGt+7QCzVrKZo7bbsVCedRgTX1fjxMo7OoBvOL4UrSVP4WUaOD1by149Jl5V5v/hC1rDCjxW6GITmOb/4fBW/bCWzarC5X/KgE7ANtpI1Eav0OVhf9fusBoyOJbHNl7xfG0JdHeT9TAJsW5AnfqXXQc+lndQTIlXOPacdJ6RVxbLQPGNsOy/cMQ2l4xzpAMckMO3ggtBn2pYpxg2gVApXm4LpTH9Cvqmrrrqqwz+S38Paa68dfrZ5qcqik2BrtTfPQSv3ZUuLtDY2FiYOXMerr5avcLlmhV3GUOiGxFHayP0yeHBI6o64x4pyWOWOk9kvTD4HzoOKeSUwEFSHYfq8jxwZ+pfPpp1FPpt6hrADtKHV1HVS8cuGBZY4v+Kz+mO8hwlVsQmA1YXMkTRon2km6UwkEHi4pkwWbMJ8PoMBeZbzi/7tsTnnDA7lFZOQlmohnEexLulVvvtOrn/kETmQbbJq+cIL8tTZZ5fcEzqZsFe5bfToIPKVDXtkEL388kXxq+mbb4LTW5nK9AsDp5uu4LyzbTXtGueUYgZcE5wBNrTGhs+y/9yHfNXP4BpkhOKE1V4r5uhEa7vtQuLsks+s1vmlkwTtPznHmvOLsAqlXNijbi9vsmVDDzsjfnF9yEVGqIkmwte2XI8lq4/U/pD7QNtrKw6C/l7bDD3fGhZNFUA7PuDeYl+0HyjnRsg6Dt1nPW/p5Iy2gcnmffd5H5MDgn5W38E/TSKPAMLPuHVJhUE7lwXCxbPPPhtEs6ITqwKf/O9/smWZ/FhKmpFperuYSDoPHDWmSul4W2HQjO3HxugL61u3o6n/M46oJL4gNyoDiv1MnNO8nziDU67JWLgopqYpA4VK0vxYcOCBB8pHpl0PCzU5nEcF2rhfd0eHGlwYKyCT02u9jLEg/TaC1Oq6sBtJW1UVv6g0aaso6iLSONN/6F5qL2THKIsttljoJ/9exlneEI8TL9qXhx5aFDWzAuD0fkBiHD7ddHIwGsenn2a6oOMOF77iRKJ/IVohDWWzC3K2Si7tMu+zgr4Kh1kiEp+v7R99HW2lHTdzXuxCC22aRdt/xvyap7Vcu1lO/KLv7EzOKtrgcosK2idFATpzzM9+cdxDh1YOe0ToSj9n7bXbHb7pYogKzVw7zBMIh1nYXMW6qM8iIXmU0+I0dpyTdy6nFPGLRgmbMJbPhRdeONg9aUTsP42P7hItLUKwGtrmsostFpTtVK/G+D6zUb3tUOKHjOTtWXw6YoQMRiSKDxOVNJpaW2WqoUOlrblZWspY4xuw88ZtdDbieWZTQv2hjPdvbr7X/Z8ucaSsfNllwlR8mm23FVvIfs633goJNBG/rHg3JE/8ammpKH7lHR8hjc8mebKYyDKMDivbDQ3hWvSLg1omAzy+Kg3aZnhicrxU62xATOPaGOdX9SlKSxkXzwEDhZT1J06UdY47ruN7bMNtB+YaepglzOgqPZ1MZxNB0rgxqSpXxYMGyaw2Fcmq6Flu+zSwmuRTjy3r9UmOniIMKFJxmAaQzsQKWwz27UqCdX5ZJxWdoc37xVdekycgYn0muSuuBRwH6pgAzWNjoTOns2Qwy2fnJYvMctXp4MpOKNOBgYpfeZV0tC3JKic+hVP3/qTaSmrx/vnQhE9cdNZZ8u9HHw3iF+3Vtgi9++wj36sDLB18xPLcOuDVJLyXnXeeDKdNa20NyXPh7bfflhHR9p72b5nhDgwoNQFwKhRkLNT85r//lc+qcH7ZHGMITTcw4WppkRni71+OYX+j4j38n//8JzjsVPzS0JQS8WvixJC/Zf755w+vo1+gn8WZTOijClH9x42TFU45Jbi200Ei6+g/jB8v1L6cusrcM2kFMxZjCG8EK6g2R/GDVmAiZcC33FKm1fMQ/1Z4l0ih1lgB7pAgO5qwR65xSehTbLNwrEFj0lY0jB0rOnUbsvTSBeeXvY+4Dwk5wSFAzjuOSd2kYPPgqfhlBTTu36x2DIeEbocqdbrQoDmx7Gda9HNt6XkWAnBV0W4zGVfXA+2gOr9se0l/yGKKDpLt8er3lcQvPpP7Rq+jvdZ232xfHMOhg5PBbit1fpGXKObKK/7OOr/0/YqKZyqAa/uvYwKKcaRhQ7Rhei7zcqRwH6UTiaywx/SZJkSHhNU4Ezy0viZQiRZRYuWVVw65vRDGcLKS6B53GI4jDZesBG3ENFGoqNSSlYtWgWWTCeioWWYpcX5pX1LOGAA8MfR+BN2lPlGV86qpJzc2jqnpI7P4e1zIsCDGlJEQ5Mgjjwxf05xgcOmll5bM6/IEyiLxmaNHXSu230sZB+0yy+Bz63i9Bg8eXIykkQx3Fcegf9fK9YouCI0310TFr6w5KeJrWpVZQzzTcSi+sfGHH14Uv7KDPQtM2GAD6Td2bIlJIRNtY+yChYV2LppEOiyE0JYiYOFoVaKTMrPID9tQZyXHlBYDIa+j7e/V6aX9FPdbNSkddIEwaz6Fw0qLY60U6jqXdz9VIqvIlZLVHtM38i8j7Ll4bIz3rPjLAqnNAQa2j+FvJKbnfke0xbFuQ0FnM9fWaBDF74mGwTGu50uvge2P8uaU3S0GNbmIXxqSgYr8u9/9LthT03/dmqxMnCgHNTaGsrotjY2hEU+nlFzGgUZA0Vvo3H79iuJKJfGLYXrDuHHSFAfi98RGaurppgviV2sZ51djdH6VE79Y5cmoMyTTGMcKj2f6aLyX0REuZFwG6YW0Py9/9NEhgSbiVz/zIM43//wlCe85zqWWWkqenzhR0NyZYGRxbMbxkUWANIhpnYxnnngifC7pLX8aha5v1PUQJw4c65dxe7b6Y2tyvCHZ/IQJMkHDKKIoGOuLlPDeT38qb2Z0YBYeXzLAzFRlcsavp55aBtrBtU10reXls1ZRSHyrzq/Oil98LoNfHEPWZZQ26Fa4wbWgoYwp5ZLusxqnq9lZ8doq+OS9n/OYnksaScSf1PllV7n5PHV+MVg6+ODC/jMZMAlTA7zGrnxY6Dy5v5kUsvKK+KdhTYS85VVyYgWe93VH/GK/0k5LJz+prVzPn3YkDBKcnu1PyhGvyzuvvBL6A2g1HXnj2LHy8AMPhIp9P5pKWQvniE6vxvDXgYn4RYv/TRyM2eHRmDhZrjThCdhQnHRwluHKWeL774VhTZqQmeS9VGlU7N9JNbArEdePPy7/ipOs96Mr7ZMkIbkVv1j1Lvh7Iy0tMtVUU4VVeQQoBB76pFlmmSWsbg+JeWwa3n9fZnrqKVmnpUX6ZxQTILyf/mLmcgUmDGxHxT4ENnJ6aUJiG1JCYRtgUjCSdn6qqYohPq/HvB0aTLM+/UH8nusYrqIJezxi331lYx3sG4ot0LhxJS7nxphXFK/Uj2ecEQS7kmT/9B86EaKPwTmtyds1PEKTSNucX7Y93twuoUU45/qarOIL7Sex9Gcd/DKR0fYMsUndioTJ6FhDnV88V1b8YqFlyy3bk/FnOb+qyflF36LXkd/jCKTdt7mDEOK4d9lvXeFGkGSxxSYeBr33qSb6pz+V7puKTemCDtx9d3t/gWh2qWZKrTCBSsUvxHT2nUk+9xP3UUz23WESZ5yi4TpovkzARaAulbSojdMlcPWceOKJoQ178MEH5dxzzw2uZNoUwunI1dRBoMhhxO23h8V6rnots37+d9AgufyKK0rEL50r2dGZtj8bxjyICv0UQnzqXdPPqCYz3di4sNGvTAGaLCkhTVujubvCfplxWFb4oY4wWWbAoWdDDjsQn3k9R3yd7rvvwtxmqiQcXky/Tf+Vil/aohHr8LKJtNHQSwq62FDIceZ8qvg1zeDBJcf3hz/8IfSLVCVW1lxzzZAPM2scyrlk3z788ssQrsoStpGlQnGzffbZJ7jpRzQ0yMBK4pddxE8Xb1ngICeqjoloW2IkTzEXLm29LmTTN4G2l9rep6ioyetsKD/zONrNrMUuXZwgDBj3UxaMy0m9ou0pZC2gE5apIYxZC9Z5844U2mFCzrX4VpZzLyvagz4+T/xSyMeckuTwK4lgselrUpEMMHjssENpxWTEMZt3jXtX+3W9Bnb8qMfCNbLuvzLuyz4lfpGImAFmuX+Uqu8yAwbIzf36hQabgWFrxso4p3oa06B9Y/J4aefSrwrxi+YahV/Me6bloab6VJkBd3CGVRDYiEa2mVlwsj0fG79y4tdSRshpioPNpc0kK92e3po/MaIDA/2jzeCIqod2HZLjJPnhea2twpAvLxiLda3U0Lg9KzOJ207iuVzAXI/5FlhArtVBYlw1aezfX+66664Qzmi7NB2m6RBztwcflNUefrhQQQzHRENDSelgS2O/ftKWhEmlRmsNDZ26yiTQOM4G2UmAnZhpnpX0/thnn4Lyrs6vzlpBaVi0wSGBbRYnnlhYEVArOQ1kVoiLNlpVTho7YFcGsqBDTBtuTVRprwWdZioi62RCw0d5PftphSeuE7/ThMkptrHlM2j4dRDDPtDp/hQJNmI7U6zSeeJXRlhsB/GLyVdq/81zfmnHkTcIcGrSn6yzzjrhdZ2uNqzi16uvyqfxGR9o7t/BsQ2e2NgoPzY1yXSJkNSSrEx/9d57QayhLaR0/PPRUs/wYmTSETNhaI1tRFVZY1ZdNYRNXrXMMjIxFYqS55yh6ERzfg9GZI6ceuqpxapa4RiMEKFy/lQajsktHCfRtyfuGg1xR7REaCoOMHBaUWyGCVG/fkEk07DHHXfcMfRNCFK06doHLJuzKMEKuinw3ZGTT5bnSXqr/O53MjyGk7BtJqqaxN+KX/qUzjd0qNx8zz0yvl+/4gSiJU4GtC9jXVj7Hn4XjtqEPW76wANhwerLF1+Ut8xCQv94/nB6TUzEr9bmZvntTTdJY2xnR9hVf8YHmgiX+5NtpaI6Yo0VvwgDspW5EKRSmKClwlbWhDXL+aXinp0EAa5bG36uzi8cMfb3OsHSr1nilzqRK4U9WvGLxSJtiykEAYQ67bRT4fWaDwiRiUmb9snq5MpaoNLtUUCCPpn2Pw0z1vfTX6hoVo34pcetExX6N54rJmjaT/I+9pPX8FzzPa4LG/bI/pBjRqFv0nuknAvBKdsHkcReQWBg4QVR4osvvgjtHW3da6+9FsLpCIurlnHRGfp9DL2rlQA2YcyYkDNqdIY7yW6Dvii0GEkleskRv5SsEWzq5Rk9Zow888wzYRyeglgIJIBQX9DI5ubwuYMzKmlmYUUxhR76o/nmy93v0oMY3x6COGBAmO/MdumlIWJmmxzx69NPPw3zQitkgY60NaOo9i0qfs0333zFfF9h0/ErI1sdsc49xxwl4hfiaprYfwFcOCTMt4ulsV2iVWHfEMwa44LY/8xC/ALRzbbSSivJrQ8+KM1tbdkRMyw60ubYRa30GlIwipy2Cu2vJkjXr+y7CmHa/2kbZKsSMhdM01nws3XVktKFBQ2TBqKIFZoxGWTB/U0YP/eMzh0yihaUkI7Zk1DXstAms6CeFJAowY5PFPpG/rFon9VOE7641FIdr0l6/rRyve3L8uads8zSLnqpoMx9SLVGHQ9yHfWakb+Ma5Z+HnNPFmJiqpGAGV9OEdUe64kOyOlwEGaygomuQi+IjY82yDvssksI77NusbGx4l8KzQXvnsqIB7xnMIN3BJUyoRYT4jbWW2mlYqOm/M/czHbIhCeAKcsgczOPNZ2UTqNsJ9IUP6u/UY/zxK8FEvFrphjuEX6eOFFoll6NYQDNpqKJlOmMGY5Z6ULNvWMyxC+KxqrAxlC5qV8/Wc3krgldW1NTyJPQYiY+lvRchspaLS1lb14ENcRISxrEWJrRq51L1fqa0NzSIttaK2cqfmU5hHTgRKPG9WKgT2hetUKwDrTLoY4wvbbc/1l2c0L/aAzzEmdXIh1wkPSdSUU51PllrwU22nS1ggabe5yOQ8Uv3tuZvIHWJabPixW/wH5eKhZoOXoLOQsYYPA+G+6p27KTi9Tmq8ecDh6yOqIqc4Q4PUBs47nCXFFa2QHmeVLxC+dXEG1MO8yEY5yt1sMguK0tuIQYCjLsnzOu5tLq6vBUPx33U6smkc/aN1ZRtVocIJa1tsqjr7wiTemkPRGYWUttMUJ/SK5vCKF2Gc6v1Otsh23Dvv8+hDum72O1u6TqcHNzcO4G93EifjFZQJCif2eyo33ADBMmyIiMcO5Qjh5TUJwYfZ4+XyedJKOfe664Qt/v5JNl+ujC4b3rr79+sZ+z4pdKPmsssUS4jmNMn522wINjyAzXlbTirSbs8eOPP5bBUQB9btNNZRGS50eBh8/5IbrLbf9KLk4K6lDRtBj+aQfA9B96X9FG2jY17R9U/ALrFDB9f4CQOFbxU5HRDp7tZ1q4ztof6CRLPyftB9lPnL6I/TZXkd6f+n67DetUylqcSsMeeR3XkmfRhg/aY9aVf90/Qt4Z+NMe88zzlQlAluiqv2PyxLZp/1X8whXItWFxij4xdexV6/zSqmD6uXahigkvExX6M6o/8xp1fer5s65zdX3pPdKZSpJOj/BdbLe4Wwne2i5xYFXLqGScy5M/11xzlYQn6lMwmxnjvLHMMiEigzG5lQ2QjT/BkZuzPU2Ab5kN10zizkUo1PGW3n3kwdolvpbQyIet2BMjRJ5inTX+3oal21D9rIT2vHL2eeetLuXMyivLl7Go2RJLLBGq2Q+IoZKzx/P3EwQAA9UZWaQnzJUcY7PFkDFmim/HfxtttJEsv/zyUXvOXoAeE88HvVd/I36paAb0T7jXLEvHOevR6qQyzzX3kIpn9Ov77bdf4fyfdJJ8Eh2/9Ltso2xmQULf2e/LL29v39PF3yxBUse+usDCz7rQkLqF1GFM0RHSC6QuKK6DrQrJfIH9SvN8QYYDsCyIejZU02IX7tMFoDzjQRZp4aFqsc4v7TeoGq9gatC+3s4X7JyG822diXZhJGsutc02hYrALLQwZmBhlnEB/abmJ7ZjMNIncM3SOQz7RmXKycDxNdmJXzR8OjhH/GorszI+MZ58HrFtBgyQ+U46KVTQ4DbQW/qbq64KpXvhfh6sCMMxmpABZkDNpzEwZRJ7mAm1Yf3eptYjHJNtzB8HjzYt+PjYcNOojcsQzJrNQJfP0OGTplT9wQxsyEEGjVWIX6PMcYSBvpnUEOZB8/oIoQfxfJLYs3geJZswMTA/6xonzV+5XGE0pQuxGm0mHOFKNTYWwlHa2jKdX2kXEsIeJ06UWcs4tujQU/HLnneinufOea8mcU6Z9ccfZda0WpNtZNKBrhVJ9G8MwGlYkmT6JVhhjO1lWWSzGhjtrHAOZDV0CHGsHrCqojbllIxVwA6fr7DKg/CWTKJDXhqdQGnOr3R/7rij/Xs6bZ3McX/miV95YYuaWyF1ftnj0Z/189h3O9jkvboCYmHfuB9oe+ykTrfFSi+5VSC9/nrdqhG/qnQfOj0rftFa4iDtZ67Pbwn9/te/pGnkSLkucUPSf7QibpkJMOLXV2YCorkKWfXWzBbHxHYuhP7FNjqzf2OAYd08uI1bWsQ8TbqRDs6vaSq4C2xurCzxa3x8lsLdG4/hq6+/LnE7aEhnh9wsuKYT55fm/GLQruIXq9e6ljtXU5MMz3guNHfK2Pi3rEQEE8eODavgFi1Zz1hCJ1X0iRvEvCQ6NmgYNiyMIUbHY/ywoSH0U2kelXtmm03UU4hs8XUUV0KelvjekYnYkSd+/fjdd0Wnsu5bSe9lwx65P2lTtV1J2x0rfllS8YsBPW1aOfGLQS2CS5b4xevY10riF/upjiRbcVXfp4sKqfOL4+Ias1iUhmSmYY+ghXCs+KUTNSZJXAsNWVSYGHIs9NOIymwzy/nFvnG82heo84ufyQ+jyYwJPbXnKu0zy4lf6lLT8d4TeWEAAQAASURBVAe/twI29xfXntQE9CG6sKOTNnvc5JEkp6WLX72Wd+aaKyQf13GpFT86w0gzniYb0H5mgUDRKfRBp58u78VCIepooz9CBlLfOtLAJ8mYc1ysLolv3tZkXEW/WW31Dm10EH/is8k8hpxoZ8bn5Oabby4WpAn7EOcUtMTsFTI/Z0NzM6b9U1YFRLbUVO05nHZaeT1Wl1xyySVDyCL5hIEenUWYu+++OzPP5jzzzBMEpo9i6Bz99sxxDkkY7AEHHBCqM2s/nwWLJrOYPn7O2WYrcX4x17V96SKLLCKHadSObV+i+EVPqNujME7R7f7b38oHRx8dvmWOxT1mcyxDeFe6II7DR9uuNEoja+6gbTmLKYBLi32jD8bhSPEUHfdqW56Xx9gKX9r2MvbPSqze2Uga2la7yE2oJOGMiEnW9MD9Zcce5Sq9pvcioYRlKnRWFL/YRz2f6p6iD+Uz9R6JLsCAnSMxh7GLr9qX5IlfjY2F/lCvG8aU9PomYb6Bcul76KMIM+3lTDbilw3DmH322TPDHkvEkRhS8m8az9lmCw2nFb+aBw4sDi4vXHRRuZAVu9goNCcNDEPL/tyYyYAS07IdmnM7sI0ho0cHdd0G2+itQmM+rk1koeGfybwjv5SJbYX3rEponEG3ro/2D0mIY0Ny8fLELz0XEEL2zE3bHDsTVmmgfxJLnxf2yP4WzlYpnLtKTdHE5AFkgolIFcJRWlsznV/pOvTQWN472xBdoJGOINmWFb+2PPPMkk78ByOs/FBtWKBdmVluuWzxS0US7ZRp1GjIyq1YED6opHlbFB342qT8qP402Gl1RWX99duTRGbYuosrDXlV8dKwR1192I/hlpkskVTRJka0YY8ZdvXiedPJnOb/4r3aiTDAx9asYqLNX6MdQpb4pZMf/RzdD8JSSECs8LlZjgf2Q589vYZ0Drotjk2PPxU0tWNOxa+sVaTJZLVkiiDeu9M0N0vz4MGhkIkVv1SMHzp+vHyerECzRjYEu7jJD8ErmJ7qK1taW+UXTU1hkK1rhAQykM2BAXBrbKOt+DGfXfm2z3ZTUxgod/Aj0/69/7400Nd8+5HM/90n8rc2kTnKJL62K+u2v9XP/jEmgeWuxvUGDz30UFglt4KX5jwpITq/0rBHJjEMyKlqpeLXRvEtc1JQICPkWMUv+gv4IWMgRoXmtOKXDZXR42PCQO6e008/XVbQPuCLL6RtqqlkdDxXGP5pddJSJk3TTy+aRYOakA/TPnHvfPSR9ItjhdSNR0v1g4Y5msnRAMYnsY1S5xehKSVtpLp31Pml7Yp1vGrexaxJYNaKvVbUVOEF1LFw5ZWF8ulMWLPEL7ZPm6n9oB5rum3NhckihR1DpZMq605ie9oeI0rZJL4cXxr2CHxNxS99PhnAq3ho94G/2wkU5znP+aUTE+47dX6p8KSfwefZ40j7u7SQgJ43rr2e9yznl4XjJGxHr7vmbLFisx6j3iM6CfKwx17DmLa24gJ8pviVuuNzGGDGkmdxC26ySbHYhhU5Xube3GWX0P6KCe3T6sPaGi24xBIyyoR6kkOoKYY4p3XokIYm7rKLNOy+uwxpHSXTf/tR6HMghLHHtmzrZEGFUHebWqahrS30M3Z/2bsNN9wwVBxmQcGKX1nVNKceOFAaTX9RqaiL9iPkalthtdWkNZ6PicZZhuhksTm3OI9rxVQ2jXEMyzHRp6hLq5z4xVKSjgznmn32kutP32hDPrfZZptsMa0K8UdFNXV+hbeZvwfZA/EuLZDFOaCtse0pgmHWfmgUBe0s/T9tESKrLj7T9mvBExW/Mtx7gbTNo+01BpUiiZmjqnQl9M9W/OIeJJk+jiYNKcyC4+J9WfOXrLF71uJTVgEyi/YvCvevJt5PXd42Ub0dD/J7G9GiIlpno2gsWcXUKt13eUW+ehGTjfjFIPlvMb8IAs38Cy4oMyYPT0us6DYhNu7ox5pEl8aEIc1AE0a4Wryx7rvvPvk4NnytTU0FIckMgFT8IpTOMsNMM5XEqDfOMEPYxqBRozokc9RPO+SQQ2SRRReSB285Su589jJpaxkXJjmLJyq4DjX10R5v9oeQm/SxLtRBaWeC6RCUVbB8msaiMYociF+Pb7BBKLdsbcZ54lceReGwDEW3WmyEw6McJ0Q8TlZ+UL251Hws0o/PmDhR5ilXwUiTqOeIX0uuuGLJwOPNq68ufj8yY8C5WCXxi3tPRRy7XW2stBx7NeKXXTXgWLMG49oI5yV5zGro6LTYLpMABJzE1l3c94uzSghkTJ60akiazJ4ORSuNac4vPSdU7LGrFvYc2TDB1PlF58Pzrgn56QzVvqznK0v80gmU3nd2osS5iNb34vnJOh/a+fMs0XGTN8yKX7r9NGyS/eccZFUAnQw7iymFL+Oq1eC2NplvoYVCX6FCRDrUGjF0qHxtntdi7hNtQ556KpSIJ1tFcQ27tVVmb2oKg2ZbHoM7lnawLbbR1jyPN2Z5TQKb5HuwQlXJvXzzzTKoZZw8ePVB8ue/HBu+ly44v9ja8yefLN/H9sIOe3BNrWWeoWHDhpWEztv9rCbskckDezFuwQVlqlGjZGTGM1l0fsX9zRqGZYlfc889tzwQy6CzLapp7RCFA6q27ahO0BEjZOxUU8nbUUz4tK0t9PNpLb5FFl00hADtve22svo228iXsS0YRHhfvCfYA3t1+Pn76Pyy/Su99GgVPWM7WNKCW2E+DXu04hcTjmqdX4WNFVbgbYEU3ZZOxlRUsuiihuayLJzU9tdbuF8RutLwdyt+ESqE2JYlfun2AFcln0e+rizxi2Ox1XN1/ENbr/tpj4vPSsWvdELFs6/7w+RJwx75qrlxdNLCZ1tHeNZkKYXtsZ/Wzabn054jHV+w30zWCDFiUqnnIkv80vPdyytvTYnsu+++wQGlBGHikUdkC8QhfkF4UTnIvcTwx7RzXOV1tZqpLcJCX8M929BQbJ9DWJzJ09j+sf+QBay49M9/StNss4X5QTHuJT6bwcV6/fUyaECzbN74kvzf1QcV+xk+vyE+m99lFFmxYfbsF+KXXTZhek9fMfPMM4c5n4pZfMWtpahIdC55lpqaQpu+1VZblT93QScoCAjLLrtsqFbcEAWWhujuyiLtU9TvNjC2Lda9VQ48TMhCKnfNMeusJe+lfyJEVAVCiv4Eh2y6YFBFAS39XPoVnd8NMnPn4hJwOo7g/uAa2fYMN2kWKmjpOJ1rQuikTROEKIPDSF9bbQVaroUKMCw0k7sRcJxnJZNXsvpA2kHrbKrkFGReqIIn7azm1bRkXfOs9pZj0PFM1gIh92M04XRARURtz+1c7EXK00XQMbheem71fslzflVDlvPLxa+eg4dWGzQahkYG0+PHh5xVOqRvjgONlv79hVcile0aXTQM7Bn6aQ2Jpv79ZW2T/P3T+EDOMffcBQEnQ/xqSqyM3F5W/Frtl7+UdSkjO358cQXj2xhK9QkrAU1NoVLMzZT3/uEHGTp2rOy2557CsLM5JkG2n531Nex7W1vFZMi699MMHChjV1hBruHZitUGGf6HtN+EE8TJxNMbbhgmaDrwZsVjhaxyr2XA9xLN/7loyKaq/uH8NTYGkTJPSyYJpYVVIq7PzWUqbxL7Xy7scVAyKLX5abKcX7aLaSHJIp2AzbHBvaGTENsY2kaQhpZ9ZsDNZOP447N33jZSWeIXk011Z+U1aPp7hCxb/YMOAfGLxtcUHsjcdkpaedE+Dxdd1N7Y6gBBO03r/OJv6Yqcfm458StrAqAdiZ6frJxf2knoxC91gOkKSlZoqd0nvX4aShVDqMI+6GelnSD7T0etCUpjeHEJamt28avX8Hx0bQ3kPo0OmyC4m2IqwFSzecgQWdhM0lcYMkTGskqug4M77xSm4vg9po33KyLQoObmsIpu7zqGd/sOGxYq4VJzKF23PlIdIfaejM6vDrAtnot4/4/Lea5/+ctfFt9vV8ofNQlZw/Bw4EBpMKvGf504MfQjd955p8xhwoWZeNhwxx8oCsDfo8NInV+XX355qNaZJX7xFE2Ik69x8dl+3UzkVPwaE69J1vC/bfz4DhMRtktOFmBbTHhOIoyUZxl3k3Hs/HexxeSs778Pbmh+S4umf/20qUn+/vOfy9lMtviswYND/xUWTdZYI4RcWvHLimb6MxVDJyY5xYbGAa5OUN6jj+S8EQai7ReCR5rw3jqOGVvkiV9ZzmQbttgZ8YtS9Fp1mZAWnGPab6aCZZ74ZbdLnhE7seRzrcir10aTHmvlKl6nn8k5P+OMoihQ3DboYhPtPeeBdvnYY0uKFBTPUdrfMsHKcn4Bk1Lg+Ng+27OJme04I2txRZ9TzrV1s2U5v/QYtCoyOb1sYn0rfum1S8Me3fnVq7DupyB+rbOOMCp7ggl6pclq/HsoxhU55sQTS/JhcSe+To44bsX4LKj4hZDz9ttvyyWXXCIvvviiPLjkkqGIB6JVSb5G5lqNjSFVyLiGhsIiyb77yrAoSGgI4rbbbiuPLbaY7G5yTKn4JRnily62kBZ87BFHhHZ8uQzxS1nPjGNVhHrjjTeKBofwHDU1yS233BKMElmLMD8zqS5WXHHFEuGvIYa2zTnjjKXHb0j7FJUI2+J43IZplmPcNNOUiF8br79+uP76fvadf0svuWShqjDHyKLxIYcU2ixcgeSjjZxgUyEk6PmhXxkew65xtCuxXmLHtsH2F3pceeNUcjly3YmAYXFY2x/rQmIRmAViFb9o23QcnQXXilBHwmP1HicsT5PcI35lhKUWySi2ELZJlWQN86x0vajYaJPq6/HTx9gF8Cyy5ncaupkVZYIwmPV7HOUPPlj4XlNMWPHL5oBF/GIcp3Mv7WOZy6cOrltukarIEghT8Ss915PBfGaycX5Zwkp3tDxySxRlo/hAL/jDD4IefO111xUGt2aV4c9G/JKddy5afTXP09bbbSdrcrObhprbsf/QocVE8wo21KKu/dFH0jDttDJ0hhmC+KUDZSo4wWtMfHVQRSPLIPa112RCjjW3Jf1q492N8ysvQE+HqkO4cfv3Dx0L7+O4METbKok4v4p5RuL+MsH4aI01Mj+bqiEWHeplrXnElHlFS3/R+RVFhzXpOGKlr3QSk1qslX55oYAWGqZy4leivFvH21e2ylbEbi3kFeCzU0ePdha2QbVJL2l46bBoKOhEVRQhafz++9udaf+exjCdeJBXRAc4OZ108TNwhmm4oxW/8izHeZ+XJX5liThcXz1mwh/BloXnuqRCUxqioeJX1mqFnmM+g/BBJjA6sM9yfjH50NwDYF0C6X5nkQwCi5Az7LTTCs+yCmppg08HodVlyHVjywAr1jHg9AomXHGF3DzTTDLIiF+StLcIWovEyYuGjQC5olq4DydMkCtxspx9tvw7Ch6zxLaeNnBQY2Noj+xdx5rfoV9+KdO8+66QYeWSZL+W0oGMuQ/fef/9bOcXOTK/+Ubejvum1RkVvVMvuuiiEFaikxG+x8310ksvBecRTxR3ZoMRv+ZbeGGZ89BDZfxdd4WJkoZSED4IhDAqP1toIXkKYSlJeP/ss8+G12nOLw17ZFLDp43aZx95ZZtt5J44GPza5NxS8UvDErPEry8+/jhsx+b9shOpknNGSB2TCTOg22KHHULeHM3JCZrF4r+Eau64Y3GiQp8ZxC/6g/79pXXMmGKICntve4mB8eeBSQgErcz8McRG++CT6H8RUkiJwKSCn3H/5Tm/aBsRYfLELztAVWeHVtgFTaRcjfiFu40+HBGJCRULaXkJuzV0vJzziz7DtsFaZETRa6MuXJLVK6nziwmLCkV6HrgP9tyzIGTxuptuKri1+budlHMOuX+1kiXnidw+Kn5Z5xfgMqMv1UWttL9ioqXPXlYbz+vV+aX3pM35ZSd3eky8h9ekiy32nk6dX7qQ6bklexV23EklPqBgBmJUuHYXXCAvZt03pJeI17bBPNf9Bw8uFvpQ3j/wwPB19hgloKIQ7S6FpggHX2655eSbvfcOi+K06eoKS2GBJLRt55wjn1qHZRSTXv/f/2SsGSeO3XjjYvunx6dsHkUy7AkNRx9dFIIU+h4rYG288cbFBRoVv2gri2H3SZtx3HHHyV9M7iH6qTtsrtmkT9C8TrtQGTCHVPxCwOLsDjjyyLBveefNwrhgzW22KRG/hrDoM3BgeP+//vUv2T0mOp9p4MCwKFYUMRCOaAtZADdiINWa89DwVhal9HzqPXOHPR5y9VrssWg7kidqkPeXBPacQxK+Z42JyRtHO8wxUAGS8ZG2s1lwPVkQ0igNoK3Vz8yqrJruc5p7ir6TOQFuMu7fSgW7UvR+oS9I5y3wH5Ytpd2lpv2s3vt6vrPmX3l5mOn39TxxzVlMzKmCGv7GcROOT3+q6TeYA2k/hOmhra09XL4rpMXC0pxoefOpXsRkKX6FFQQuZAxlLIoacWA0VRyoWfXehnQUxS/D2DiBpvMYwPts3iUaqRVWCG4zy7QtLRKaSfJiaMI48lcZ8UuT2Np8I2MmtMqGGx4jG+79R5l1geyHP3V8UaVLv2fypEeWV3vy4JiHaEhMJj7RiF/pZIGJh67eWPHry5VXlnZvnJSswPzTPHw5MkqgGP7JaoB1fhlbcb+vvw4dql6RcQcUSgVwDj/JSAw/lsFAUlEtYCvOcNxlxK9+icJu75UsM649ZyGPAQ2ejYXPEr9ogKzwVNx4bCy1g+BzrNBoHVWo8+nklsG97m8l5xevs4Oh7ohfrNIwCSsH15dt0znceWf7Nq07Su8BrSZi91XPT5rzKz3HPK8IylQqKSd+aTJ9JRW/9Lynkzs+lxCpvPBU2h9WdmzYYzpIZf/1mFh1yVrV0RDQvM7M6XEIsRhJ2BwDfb0XE/Hr6/jPrtwDA9iJjY3yxUcfyWmnnRbaZwJbCHFUGhC/mpoKubPM7/eMk4GBw4eHNiityrSkimzmXj39978vTSyv4LJiItXUP/Qze//sNBnT3H5/2jv1ayPEkCvm4bii/LdBg8ICRHjtgAFF8atp8GC54IIL5KexTWdS86c//akk/FH5fuqpZWSs+qU5v2xbqzm/1hs7Vr6fMEGmJilv3MZ7O+8sf89wquhq/aj4Ncsx/HkUv+41bYKdSHUQDClkY8SYAYMGFUVNPdvvmXPLZ+lxsB0Wb1T8ahs7NjglYEiG80v9tgNSISK2WdoXj+O8aW5GHGusAHMMec4vxhhMkvLEL4WJVaxsFu5tJgT0BxpykSV+Mcax+8v3uJfpnzlPfAauqzznVyrYpc6vVITiGOxrtY23fa5OLFLxixwuhOQzUbD9wDXXtE9C7HatO5tzyfHEnEmhfaYIEOGWWeIXC4Es8nB87K/ui55Dzo9+ftY10bw1uijEebXOLyswWNezFb/sGIAJIaKk9ifptag21MjpEVQkZwF6NxY1Y6XBINrzt0MPleVtDrnbby+4R6gMmo6buBUGDuxQ6CP0UXffLdNdckkH8cuy8sorh6+0x2m/lpVonrxW2haPGT9RNjzvsfCvsX/75w456yx56bHHwpzNJriHVVddtVj5ETFLwxCV/jmJ7e2+0wZTgREHWyp+sSChFRsXW2wxubVSDjWdwJepjJqeM0aHzcn5zgKHGk5n4Po0zz67rGz74YkTw3nnPBC2GkS5pZaSu0zu0BKqENkUFQrJm0Y14ZAPLo7/t9YFakiFInsPaNXBLDdVFnod0vaH9o1+lgrI3MNWzCon5ut8kfZW29OsAlW2KBb7GovZlKBjeuZmWeGH1RwX29b+0V4LO1/lvOuYjSJj9lm1OZfpN22aHsTqffbJ3j77/umn+YvlzDPop9gP5keIjAoLaSxQ2nzJ1bL11oUxiBKLPRRJK5uqHtKLmezEL8IqSFCoAzG68uIQKj6Yg7RUvHlQ09CQ5uTmKa5Wc3NnrKQ3TD11h7BHkiB/paswxQ/OFr9sZ9ImbfLOoBnknRnnkQUXy7Z96jBzS2469r+tTZDJ3pl11pKcX1b8MubHosjEJIuEzRPjpCsVv/7+97+H8I0s8YvGOKtZP++882Sj4cPl8vgzX9/JSopnnWkxX02jXofLL5fWpOFZIn5tiOEfnMNRRiTTNZsbsL5mqeb2OgwaFIoaWEq6tORvlcSvh2K1mwDnMcv5pQJnHERkxkqnHQgi5c47F4S7664rbWAZeHNeEbssXKtqxS++YknWRLsqfmUJMeU+T0U9G1+ehU6QrJhjqz1a5xehLnabekw6iWDwn+6PTmbthEVdAfb51HOcdhKp+JW3UkEnSmPPwIaYf53YZWFXuXAUKAzI6Kj0mNLJD9uIlXg6XbLZqav4NWrMmNDGBvHLPK+tyf2UThJoR0hcfvzRR4cVfO5W7lR7d4Wwxyh+2bZmYBSxBn7/fVjUKVlbs9sxoVC8f2HcJTn82CChn/l4+jmlzYxDHzC5Mlj1V6699tri9xvNOGMISx8Q88qo+KVf7eD65z//eWaYCZO75wjba2mReYcPD/0MEyG2SEsx9XffyaCRI0OFMc4VLSYtc9NUU4VzayteSV5Rl4y//fDdd9K/uVlWMFWs7HigGO5iBR3TttH3vRUFIh0NFMXI1tbwWVb8ss6vNuNYTZ1fnCH1LHWQ9WLfqBPivNxpHYQkK36xD+XELwS0s84qDf/m8zg3el11YUR/JhEw54tKzQrHSB9Kn4DgRFudVymYc8yE3S6CpM4vzb1F+BAuWSYNvFYH0db5pcmPtQ/T88BqNM8QYwESMyPicpwUhUn7ULtdG1rIc2aT0jPJIcSS7dqwRz2/HD/fcyxW/NLJgBZvycsNo+KX/o3PtuIXf9fJtc0fasUvO57g2pKHLM+l7eJXr0JdOXliE1w9wwxSlI2Y0KobRu8T0/63TD11h4IjQbBBBIrPi7ZbqZBDDkScv7Q/eQ6mNKxP29Qwp/l6VPiXhgyyKMLvshK2232dNhmTDsjIR6ZoYS4+l+9xsHVwi5r9YyFqy6y0E5YVVqiYz6jknJ17bqhMfGpa7TyDRRddtLCPsX0fv+SSoVJmMcX6xImyxddfy4M6XrSh3Rbtr/R+IWIkTyhJIOcl/e8CzCtYuOU+sgvG6fWx11HnNNWGs2n/ks6lObe2z+U49F77859L3cN2TE4fxM/0cbrYp2Nmu+hmc9Wx/1ltbmcFr6xqvfQLei7sXMeGubNtmy9N9wm0Tee8po477ieb/zKLVIRUFyBzTu17Emdm6E94frsS+v7Xv5bmgjaFHzrsDy7Eco6+XsJkJ34Rzx3itk31n+Lgct99w5cvoh3SDnZp/Mo5v77koaQ8LKEHOQOENOyxf5aFnJwmEya0Cy3xZs/t3GwDw2T4178O3+qWhsQHa0JrqzD0XGirrcLkKUv8stHPQ8eNk6toP1iFHjCgXfwaP75ksrDFFluEDljt1/qVkA9Ws8tlHViS1VC2Nd988nKa7DtSHFbGvANFZptNJiZhEtpMNcWwQyaNNmeAHvOIrAaYa2YbywEDwiqYhWsyUZX5gQND6eXituNrESuzAioHWGWb7XBvpckmEfhopInLrza8gHtOGwrt/FNhhoG8jeuGzji/+J4wW+Dc0XmkYqWWRtbPJdFj2oBV0/HpcesgidU2PlO3p8mD7T7qc1VN2KN2qnZ1Ls1ZUwvxy947hEGnHVTWZ3J+NBmnrqRpR805SPeFPIB6PHmFC5weh5XZH/XZpt02YdALJVWc0gkEuas+/OKLIHJo75OuI+PcHcgAOC0qYhxY6hh7WkPM4/P0LZMlIxqU83GQ5zGPqTVRd8LVpvCHumOHxrDHxnisqfhlsQ5nrcr1NPmh5phD5v7hh9C/cI50UWWBO+6QmZdaKhQFgGna2orOL/rMICjl8HUZ8WvEV1/JwJyJ0HzzzReqiJVMdLjOL7zQ4bqyv3qO//XUU+ErT6x1fvGVSdxNN90koyZMCMn29bnm3Fn5DuFr4fisF1Mu6B+THJY2l1oRjgn3EddA7z3tmxjUq/PLXiM+R9tInK521VnDHmm79D1Mpslpqa5UflbXk4L4wusZn5Bkn+PVNj/No6IDfV6fOjnoL+l7tD8ldIZBO04DjhXxEoeZXicc37r/etxpW25zXGperjzHMvtkiw3RT9rJr81JYxPe63HQ52suTyt+2QrGec7gLPGLz9aFHSYbhM3r2JHk9lTh07QP+h7bL1daRJkMwlGmJJZffvngyCnHH2afXc7RsZOdZHKf48jUyoS0NQsvXGw3/hhFmTRJu4pQWVV5SS4PjP1T5p9/ftmT0OEK7L//AUUXWyWYl92vlWaTZN79y4hfi8fnsqSio7ZjBl3UryoRPeLX739fVvwahHtLc21RvInmTgvRVED7C/Zphu22k7fmm0+KPtSJE+WQV1+V+cq4zorHSPuq7cyll1YWSqK5Q/NfBxinsiBRLpWJbVd1waGz4lc6z0jPLe2ktpUIV3vs0d5naEoSRecJNpcwWNHUfs+zkrW/3Vloph9hnk5bru25Fb+sRsBzR9EK60bTc6ohjl1tj1PxS58dji2tGmwpd70roZ/LgpRZVCzuDwUZGDNkFVLrhUx24lcKl2OkvQHGjpX7owhmxa8DY9y70pTcPCHsERcOv0/Uas3bZcvohs1lCRzNzdIcnV8kA54pWnnzxS/TwPCgrrxy6cpJ/J6wx8KOF8JHGF62NTSUlAZm6ByGq/vuKwOfflqQdnZHLCvj/Cqej/hQ0jGyAkQpYlZ/yJj2BgPSDLV49ai473vAASVl2zPFr4wwOxxsljljJ90Q818F8csMlk+NpZxHZz3Uqfg1cKA0J50+V7VFRYymJrmKcIbiy+PEbvDgzAnlwFT8ykte++qrhcpVnYmXThvGLKt3+rtK4pe+Pg1jtDlQLLpqr5/HSnlabUjfW27lQK+BdgjaQWhjryvnFr0PbNgjLgOcF7rSkmLvgaywrzzxK014r6SCd5VVe0o+s1LeLns/4vhSwZFjYWLj9ArImTJTnGCPxpVJmxGTm+s1Xok8TGYioRx22GEyhrA4E9IwTyIiI35xd6Y5v6jg9vwMM8h9++wjl8aKUM/H7ejz9CP9SOL8yoPPzxvGL3XAAUGA2mSTTWS1FVYIzquUBrP63zbTTKEfCb8vc5+TaPivxmqPI+xLcnxstlnofxj4MxDXVmmumJxcpw/TRvGreeqpQ+Jmmz8shWqYb/797x3ERWgZOzZX/HrnnXfaq6xpO5KEHWseM5zmi8fB67SxzWyKf7cOCiaFTA6fe+WV4PzSSRe9XkzvG2DIuFJMoNuYXkMj4r///vvFfKUlWLGKz8GRrI4FhEfCKxDxbH9L+5oXJmOdZNq+s5CFYGlDF2i7UvFLnV+6PxwzC2LJQmMIcYGsiQjhiTruQgSib/jDH9r/zvPFteA6cRxXXNHel+SJX+VC91NSUYwk8gr5to44oj2pPOeXil84MtjmK68UHMEcVxr2aJ1fSp74pQnvtR+KFUmDS48QJR07InwRuqb9XZbzq9LEzp1fvQ51MVWTF6wE7i2iHeJ46sgrrghjd6ofIgoh8ucJP88//3xJVciUA2LqEct7770n52qqijIsv/xycj1FMKqANp5cXiX3cQzFo7WYigUhzZtqwL106aWXti8Q0HbgZs6oRjjTTDMFkbEqeJbLCFADOGdpKF2VTiLtLxgzcE0XsSJ9pRzGCkJpF8Qb+qss513JmDSdz9r7TgW+KqpLlrw3KeTW4VxZ5xdtoH7P+/LC87g/cAinFd3183TMwN+zjjlrUalaMNaQ79L2Z1n5FHkuOQeEKevr7VxBx4RdbY/12PU86yIhuYi178nSJ7ojfg0Z0r7tL4p1zdt/R3tDf2UjsHoxk734hQgU6ycUGDBApokPWEkywwodSnHAnhH2qKWEUycRYY8dIOwxOr+w2epEITcR4lCzUs5D29QUGuviIxv3s5jwngb0+utD9bDWpqYSIQvx63P2kZtUB+bvvVfq/CLkZKWVQux3yTEacYUqWEwOWP1huNtKLHwiJJXA6niOIDKmjPhVDIGMfHv88XIcv4+TDc5ho/nc58nJyHGazulqHTRybHqOcEr95CfSL7leTC2akhLG9/7sZ/IzO0DIEb8oDVyUythvW1Gqs+St9OW5krLEL82PkNd4poKSog22Xf23n29fn3bI+jxVI36loTO8h/LsrD6l4pceg07+ELy0KooNtbHYAUqWQGZzvVQjfuUl4a+GNLknE+skv0U4l/a84TzRzmQyqIwypTEk9iGN2MgJm9LrGat7zrfNNsVFDTuJwDU2YvToMHDXO2+ZZECO+IVrGGEq7UHumn9+2eyqq0LF4u22207W04F2dNOMpB02DqFyQ2aekMxg3bvukpYhQ0LC3dlnn10OGj06iDIpDbHN/yf/DR1alfNr7bXXlq1jqD7MOeecId/JD2PGhFB8+l0rfmkBlOViiPj0sc1pnmqqksIqbUmiZCYSnL/mxRcvFRAjyFQ/SyZNOh5gHxppX2gjdaCctK/aHyCErqfXV/PMBMPSUuFzqFq53377BSfYWWedJd/zecaxytEMMtefa7KT5qaMbfR3GQNTJq6pYyPufKGd5D6krSZPl14PJkUMPmkzad81hKbcANuKafSNiPBJQZsA+2Idthr2yGCbqtmaFoAFsbRv0cF4VjunExwVv8iTichjJ1ocH44B7TcpclLOKd0Z+Ow0J6YSCxAUJ2wIZfwjDyf3Cy5Qnsss51e14pfmOrPOLxt2Cfo3dfupeyJ1frGfaeLhFBe/JjvyKg8WiW3oL37xi5LXqoCf1Y6ssMIK2WJIpFwYZt3Q+5iFpt12C33o4biarHMmwr7vv//+7fOWf/6zMA5McjVrTksNL61qHxDRjAubfNFUssxta6oUo3Rfi+fdhpHZXIRpInJdJAVEh1qmyLD3Rlp5kWMlvI0FFdpI+odqczlpm5qKXRSpsjAv1naR9twKYXngzuXc6Rjfzi2t6znvucnJI9dp9BlhvpnO6crl8MVJTeoe9lOF386ix67tOW4r0jZYJ125fe4KNqd1Gs45Gc5hJnvxi9s+mD5NYkAt9duh0zCNfdrwa7LH8MCkYVSa6yTpRHLFr5aW4oq7VtUoluNNmWvO9oEjg9CmpjCBKt6+cRBVdH7xs1bnIn9KIjQ9xsorx6CCwKefhpCVkPA+il9bbLNNCNGwZCWWVMEunMdyD83UU4d9yaJ4hrISrCerCMsce6ysaUSlIH5ldDajjBvgOtsIqIBB1aohQ6SfuV6IZvy1kcG5EUteXG45udMMFHLFryFDpJgaku2YkMm6iV/2Hk3PL5OOiy7KHBiUkD4Der5SO3JG8tQOA2VbUj4PvU+zOjFszZpg2aIim14XElGWCXfqlPiVdqJ6Tis5v6pN7Gk/SzsAKp+lg4R0xSwnR57TO2iK93pT1nVqaZGmX/9ajjjiiJCwl+pMNuxv2KhRJc6vc3hOcWHFe4/CIyp+pXwa79cPP/xQbrvtNlmcsDAjfn1PO2zufXvXIjm9an7mVYUUuwnNzTJx6FCZPgpCQ+Pz12EqFCfXPK0hZ4smvO/Es0E+Mt77xnvvBfGLfoYcY+knLBrbxJXiV8Qv+mjOJ8tS6iPYY4895J577inm8EQkWtq6dSKkbt8UF66huBhGmB7uIfrddJUfp9300xf7g9AH6rMbz8dbhNTHZ37fffeVeaPggAthGO3WuHFFxzKt2PJG/JpgJpa84o3zzpPtqZSJu9BOcvLQNti6D/R3TNDIhwrsHyvc7L+ObSqJX7wWl1PWBIdjx/WUOr8Y15x/frtglUU58UvDZPkbEzuuhy5Q6XlXNwaOKD5Ln0ntYzrj9MrC9gVZ+2hXvHGCpu9R8ctWe8wSvzSMVCHhM/eJzd/Fs8j9YZ3m+hlsx+ZV0/eok4GQ0Lw8o4qHPU524CgtC6lSrJAS0flPpojeG7H9Sv/+BQdwtWItbT1j+04kgs9E3a0kB4/QDxWLwmTN4zq5zeL1zIsuIMWJjWawDjGiRmopftmcmpzruKgXoG3CXYwwx9iFULdK7YuSd89qu6bnjLbOLpjrPLMaMUVfoyGZaVhl1jilO/m+UtSAYKtRKuXmSES0MP6g3S+XS7gcXBMbvcNxqYs5nduwQKbnqjviV0ODyDPPtBdx0wI5nZ0v9RIme/Friz33lBtwWlDhJxFtOji/bBnSPLhx0jCq2EBo2Iey8DzzhHK6JUThbPY4IFbxCztyJgxmVPWP4tfOO+8s8+okPQ5sis4vU96VhO52AsVQMQza2aaG1o0eLY1J2GPWjZolfmncf5ho5HWgTPz23DNX/CoO/bI6jUQQYB82Jb9HJA17VEhGrYzT88I+EkJxww3FvzWZfW6J+eLCcRpVXidR4bxRnfCuuzLFrwG2g2O/t2fK0kXyElSqNVs7AbsqoOdBV72BmPi8xizP+aXnS9/HKhMW9SzXmQ48VLgsF5aZbrfcCk6S26a4HRU1EfQqiV+2kyNMNi2CkCd+KXluAZJudnZClVXWOa9yjZaunwyqoUzJDIrXtMkO9ijQcPjhxQHxOeecU5IsHhBruDOHxME77lwqB8JRyy4rLxDyEMMes8Sv4fEZKJar1/s0il/vJ+HKtq36m4gcYdxgafDGdwu0V8ebOO20RfFL21h9qhGUPqKaT7yfx6hbKrbhEzsx2McRtdVWWwXnFxMZPueSSy6R3VVESFgmtg0kvNeJG2vuez76aEmOF/3K5y19223yKW2/IWupqTgewF0EhPaR74nj1DaIfC7vvFMqfumzO2BAuKZn5rgImNT8MG6cfPDWW9Ic+296OFt4pcW4yjjfY9ZeOziah3MflSlcUMQWQ2k/sPYBsObk0dcRcppW8coLeywH97DpW4MYVSnMuxrxKw3dI4RTBR5z3kN7z1gDd4L2XVmLMV1J5qvnClEtqThXsv+8TvOZpIJZJecXk+nU9cDfuO8QPfX+42u6UMIEFPch4xYmWVqhWI+b62IE+FxOPNGdX5Mh11xzTVgMyYV7ljCwBG0jq8p31RuwrsX+/YvV38vCfIt2k6+1cKvpQmrStn2meQF1HkO72oU2h2tSUqBGIxxSbO7MNIditS62akUq2i9C3TmHdrzTHUfthReK3Hdf4Xs1Wth5p14rvmrbZ11L1fQt2rbatBKVxK9yuXs7S7nwye6cu2pAPLP3oJ1T2gUO+lIWjbbaqvBzd4XwlVduv0ZEr+hczsWvHuSUU8KKx6JXXBHyU1lyxa9qLjw3rQpHNAzkddDKBskDOXTQIPkdyVQtcXV0LU2oa+K8lQZpkDmGDpI5pmqShsam9kFhFL8oCbwLSdMh5rcg4X0qfjU0N8vqRn2doBWiOG5d0R41qjTskW1knIcsZ5qKXyHvSl7HwqCsXz+ZmCOIvK/fsE+sgNsQoCw3mCE4vzI+d2SW+EWjx+cZ27Ot6MnxMwlLUfErXB+qwSy5ZKb4VSLC2XOILTuWMK4KLLsZ+1FsqDgeOiIaFbuap3HUp59e3XZMjrgS9Hzp/hPCQXLSrLBHm4ekWvFLP78znZh+vnVhlKny1uG15JhJcwtoo5xWIMs6LzznKp6p+NoV8csea7rCrhMaQmnYhyQxuNO7eHaJJYThRD878GTymvfsGgGkacAA2X6++eS9GNqt/dAbM84oDzQ0FMMeszKLfBddkcW+S++thReWh1dZRd7mfjarjGlbRX2fmAGqIK61iTSMHi4t338ln2pVpOZmaZtmGvlJ3I6Gll8VnUcITlSG0nv4z1Fk6j/jjCFU8pus8uFlwmYQ8ggFVecX/wb369ehSjPP6mANc459oroWCKcMh5Pltp59dhl4/PESe9xAVs9SPKcqrFPx6qc/LQgwtCHk4aMPmX764oQxFb84p9Okk5EIju05F1hAfvj226L4NWS66WQuszK9/IorFkNwGsw+ZVZ2zELbLTuhtbkSVbzR+4Y+vNxnqxO30vbZHonobbqEaifV5cQvRa8NExkdK6XOL8YhhNSm7gA7+ezKRF/PKe6ONBdm6vzKSAQe2n3NV5YmvNdrw7gtvW/4G/cWxxHz1Ia+MK2IhrMRcUvPESHYNqE4RXzK5G8q7g9jRQ97nOygDZonSddRDYTr9ZTzqzinGToofN8lLr+8UCEbBgyQn1JtuxL0F6TTYEGjFiKfil88z1Q+ji4XcjpuxhhRn38KOdUCMz4dnycgpO2GdTp1F9pz2lZEOM6j5lPsbnggCzFa5Ez7DDuH1O9pl7RNoh3XNr2abeu1YK6tOTyt+JV1P6TpSLoDiwmaCzalK4swXQH3MKaejDzhxfuLc6qOt+66pK1Jgc/sjFOvlzH5Or+48c48M/Ni6sC7g/hVzcqAfh6ra4RHkNdBE8qmFzirKogKFjoRpnpIkvxxUP8m+c8x68l/TtwkfB+2ycPCIFQHT7yPEJDoBioOhZJKTY1mwl0Uv+x+xoFtEL8YUPFzRmdITPu///3v0v2MryMvTAixK0NbTmNF9oodNYadalmxYlaAcIkyjdy4HOeXuupKqjBmXAubpP7cCy5oD23MGCBYinl0GHBmJcrkHNqQg6wcKV1dEchrNBHEqq0gWc75pR1N2jFkhT0SPgp6jrLCMbsifuGustUrdZ9sQmWbAyGF/ahUHVFX6vJi7+11IE8ORR3seetO2COkk4yspPxOr+XHGWeUqzsjSkRmm2022XO//WQBrO0RxB5WexFwCF9H/Jp1hhlkUIaI8m3qijST6X+tv758y/6YZzQr59dE0362tYyT2V+4VD67bO9CXwPNzdIy77yyeDw+XWDYJlbfXUBDFlpa5Pn995d7YwgN6QSe/+gj2SUjr0rKE088Ic9gkY/i16tvvBEKnGi4YL+Gho7FUHQigHsptjFp7plM8YttzDyztJrwkLLOLyus08fyMwU+zqKcSka+HBVh4r6XS5489fTTywSEPhMubwuvLLjIIsXzzf8kp86qkpmLXvs88YuVe8I507wx5T6Pc1rpPlcB0IY6dEf84ndaNU33HayrUPt0zjvuAQbdnEv+4cIk9UB6rN0Rv/JAkKO/4v5SIcz2VZq3jEVT/SzClU84oTShfnqOVfyir9C2QBP723FJun8UoqkyoXjJtvgcD3ucYtA2pbN9WFcozmmOWa+9n+kstAnq4unfX5asxgmrbTOiVS1EPnXO8rnM5aKj8vjjj5d7WWDV8awW9ajhuG4049As0jF0Neels2hba00QtU7NYc0Oeq2s88u+pppryXiF/pv3YIDhqwpu1ihSrygL5n5ZYhpjF7sf9QRtIo0qs3MXnasxtrFzru6gznldsIFyqRV6KZOv+FWGzopfJfm/dKBhHFaZjRA3d1JBsmTwZisnVSr7q4o3Da6dSLPCT3hDW1u7SGMHybzWHGNR/LLHGXNRFHN+MWjLOA8MyFdPcqfwOyYbYaUadd0OfBNacgSRILrp3/hqX0dDm1GdpSTsMaMwwcWmSuMdd9+d+/6BZiCdVuos7l/GSuhE27gZoU0ncyXOr850uOy3Vo6qN3nil5L+PisRvHZEqfjV3bBHQp622y4/7FETmObBhAFxuBwqWOdhj9Pel6xm3HFHIT9Zd8Ie0/uqXNiC0+sgaTuO4txKW+XIqBb11ltvhVLj49vaZHBbm8z73ntypA1hjmyx/fayljq0QLffr19o2x/CfWPa/IkVxC/r6i0mqm9qkvGrrBJeZ8MecStNmHVWuV3dLxMnylSxDdDPwBFWzTlBINI8mssuu6y88f77IexRhR/Erx/zxC8zWNWKZbDEEkuUrVBmFzfmrFb8ykFFKRL2B2dN5JtvvpHLyuTmmmPeeWWBgQNlVj0Wtmnb2uTczTXXXDJixIiis61Lzi89Lt0O/XSWQ6nc51WaIGt4jg1XrTbskXNIRUetXAoIrDaXjR6DHZvoxBbHBfnANDcWbTUuTISl9Fizxm2VqHQ/c8/SX9Gn6bZs3kp1YsaCRQHun1NPzU+mb8Uv3qf9pYpqeSv5XYXP4Dhom1wAmyKg3SV8vVxi+15LhaqLRXSxiHx3tXB+sbCBEE3fbAVuu1+A6ELKmxwXcKcZOFCGViPSkIxfk+/XAz0++tlauqTAnisb9oj72r6GtrWa3GK0aTbXFknYbf+k0TKMvYnq6SloXzX35qTAPgc6N2GMZedctRBK9bN5TmI6kMmJPil+adhjh0F6FCooI28p6RxsctEUwiQU4pmt8tm+8cLXzq626OtzBmJF8cs6WfidJkSO4lcY4FtBxjq/yoQ9VgU5scgFk7V/OR3shJzQxSImV1uKrfb4yO67F0NLBpoVBCYbudhVjK6IX5xLHAGxCkqxKIJ1fnXmXLJSXUmUqRW6X3kJ71OynF+A4+/GG+sb9qidlB3sVDuxyoPwtHJOuXITHlaUOjNgzAp7pKLbkUe2/9ydHHFOj4MARcXbLk0cKEbBCnZSyYf+CP/M3LHNGZMh5Jx59tmFoiXpvdWvX6h++C6rw+YZta2XrvDr72aIIXAqXJH7MdDcLE39+wd3UsjlFV/f3NgozV9+KQOo7gQtLbLYUkvJuHHjZOY0fLgTrLfeeqEfaIg5v3KdX7rSbLZFNcXnsfaLyGuvvRbCT/KYtsJEZBEb3qZQ5fkPf8gM+afPpbJk6PfjgA8XW5aDWFlqnXVkg7FjZQ4VEGlvbZub0e5U2u9M7D7QB7Io1pVrpPdSJQFIjwHx5/33C+et2jEO+4pgqHnK+Iw0Qb5+lv1MdZupG4SxS7kJLk4yDX/pDOmxlwsx09emRVtS8Svr3KR9rxW/dDKoFSb/+Mf8PryzkOeG8Bzus88/F3nuue59njPZEMLXJ0d4fnSSXe7+16pzOEBrlduMz8TxlbVgadtdjA21Iq8gWgquz1qI4XlwfKRWYaG+1o5B6/xiMUTb2vPOa3cTQS0cfBRA0PG3VkaeUsCx+Le/1baypYXrZQoMFhekJjP6tPOrg7ARf79uErZRIs6UG7zMOae0vf66TMhYsS+ik/4yYVNjJ0yULS7+d/jH9wFtuCuJX3agzO/IfXbOOeFHJhhhcpGunkbxaz1Wb2kUutq4sO2cznRixn73S51fWVDtImuFJYpfA+J5eTcmeQ0VbLLEyizs5DLnvGa5GLZThZx7gMnP66+XvsAKiL011lljvNPGL29/s5xfmlRfJ/GVxC/ufRUzdTuVRCxs45o/4Ygjqg/X6S61TEipn2UHMExGKYEMiIcmpMrp45CvkdwlTMQJnTf9DNP5GVtbpWWmmWTOJZYoK+YETCEKytNDW4749eijjwZnlP5uqumnl4bm/vLm3FvIrLufJxP6t/cxjf36BfGLtln7P81TVXxmmZiT66ubbRziW1gEaWmRxRFN7r47bKvo/NLnBhGH598433Ad63FXggIE5dqn9RhwIzTYXIqsCCfJ8pUSx3K1YdCI3jYchmtVxvnVaVQQshM9Fg8IuetKJSsdK5DeoRy00ZpUHTceube6Cvuauuf0/NrzrM4vJk0cN+e03AQXJxnCc2dJrwkiWtrnp+SFqZYbP3If0Z/a17JAQ8hWelwsllDFD7o7cWOMxSIe1xiHTJmwXcfpCplzmu6gRS6gXNtrXbzdXTBNKef8gu5WlrTowgXCG1EPiEIsEOD06knoD5jfVqow2lk4Dk18T5uHcYSvhHDSLlZbRbJaMIXYdr2a/HF9BdIUaW7aeohSM85Y1rQyudDcl51fE9KqOXGAsaitDpEX9pjTkDYsvrj0K5d03Kyu59Ha1iavfvp98fviaijqd87guJjrxH4u4h4/xxXzCZqjRAe0uMQYMEbxq0gdEmBmOb80H01Z5xd/yxnQEgTXSCW/IUPaJ2jVOpkASyzV9QhbyTmvVOtcJwnnPOWkk0Ruvz37s2nAOd+6z71V8c6bCOVNZPOcX/ZZ0GTKeceMFTytRlZpQGLF3D32KPyrJ3mFALqD3t/p6p2eaw8zmTJhgmwmyer8YpjbOnRo6Keo5BUS61a6txobi44jxK+GjJxfq666ahC/rmYVnNuRQcrb78rIftPLgNmml8YBr7XniozOL/q+UH3q1VcLOSHTQhc1WDFtjrkpG8ePl0UpsPH009Jv/fUlphZub0vpA/l7F5lDqy/R9tEWZaETKsYAJPitdVUmhBrOmbrLmNRUcH51W/zqDuRKYZJVKY9MuRyMnSWrX80Sv/Q+VMcA57QelevSa2IraWbx2mv5FdcYGyAuUdgmC5zUKr7yGepwSY/LOgZr6VroikDqTJn84x9V33uZc5paOb/yxvgs/L/0UvvPab7MeqBjORZokkJr3UJdz7R1pJhh0Yxxdj2cO+Wgsmw9wLE2KUFsy4rU6uv09P0zGdEnxS+t1NShQopO2hNHWNVhj52hs6U/bTntnBwqz6V29WRfHyVhPZ+j4hcNKuJXzPlVT/FrbI6oQpLk3SrlPMuBamDTseq/0krSGCeInRK/8kLSkv3bJE1OqB1c1jFp5ZKe6Gi7Q17uk0rOr6zBDu+xAxrybeEgTLEDeFZaWHGuUNFzklEP8SvNs6P3Zi0Gg85kjzq/aJ3HZoW6UcCljPNL+7URI0eKTmHTNXbaR03BOyeJUJ98uvi3WbRNIOzROL9CQRPQxSLr/KrRxLvf4MHST8OaP/xQZpwwQYpBJbq9WpXLRnDME784JpxHJC+uh2tXV7FxWZN/hIUUG9JRK/GrVi4HzkE9Eih3Fh2TqOPghhvaJ4QcK/cG57EeleuqKYRkKecuow944YXqPodni36SYiup+EWfos/elBSy4/QetPL1pM75ldcv/Pa3PVNUCLcwojX7FBeWQs7nWvVXkDppar0oUw20rbWsJOlMelz8yqVP9qoM6POqQlUUvyo4v6qmMxUArWskp9F75JFH2p1sxKITIqLb0AGhNsY6qGfVmdXtHnB+rUEYxP33d/j9008/LYvlrYKW4Y1zzpHfH3mknKSVsco5v+iYsPNnode2MxMdFb/KDTo5h6z8aI6O3jhwycrtUcn5VU2nu88+lV/DdSHXSG9DBapaOva0g0lt8Pp7F78c4/yCibakuE76NczJgkhGYu+lly6KXx9+9lmu+EVfxvr7F59/LrORJPyc89o/at44sJ1mmmLOrxJX7qhRmWGPtaCtXz8xqWll5q++ks1I3PuXv7Rvr1bPSerApDDNJZe0HyP5msjj2I08ZmVhfMF2mCDhMOMfE7kNNuh++EVSebLPQH/BsWmfm1VRlL/Xw/lFuOx//9u9z8Dt1RWHrwpvWWOyeji/HGdygHGqVuC29z/hc7gXs8Ku6iV+EQZ99NGlv+tO2HcKYc+9YZHYFHZx+gAUmCHc3clkyvTE1dv5hV2XCkU1dH6Rx6yYGFcdbZqAXQdQOljSAbKunPaA+LVqjq21S9XSRGSxI46QH81kSCdpHT6P60UejXQVqP2NnRe/NFSp3Hv4XHL61GMluhZwT9vqWgolmqmU1UmHXJ+hlklKFZ305DkIPOzRiW3Yp/FM/IAr0pInxvI8vvhiCE3TaoXFUMfddpO7kkm75oYkT5eKZUVWWbkg/Mw9twwYPDhUJNzZVkcaObK03atR2CMstPjiUhzesxhCrhZ9XnQ/a/Wc0JbZili28pIu0OTlbKoFmszX9lWcU5LEdrfqFHmttEBIX6PcvaaO63qIX0yksyp3d4anngrhvJ0mfQYs7vxyplTsONS2C+QySivjEj5Mf0oYZD34yU9Kf0aAq+WiN+lpKjl0GMvXKyRR6Q0CnFM7MD/oWMTpwJS5pGQqJFI+vVjFr1bOr67YYXXyU61YRKJkHbClzi/ddxXL0rDHeoR72JKzhg5OrS6S6fxCcKvk4OmKqINAgtW5tyaz7w7kMzn00I6/1/uuXm6I3gIumlpjy9tn4c6vvg/5JCokbUW4v5emXkS+TNvLKpyIukgzka/cU9dfL7PHz9XiLip+kR9s0UUXlb/85a9y+JPmQ2Jf0dDUJDMOHSoz2jAHXbDhswgNrKHz61gWJx59VCbOMIM0sdCD+KVtMiv5/OtEsvLbbrutvQhMCueHnI1XXinyySelx8BCCROoWoaspOiiUz3cWT//eeHflMZxxxVybfXW6nVdHSvoYkzW/ejilzOlYp+n9NlIx1NEYPRklMGkmBf85z/17bNImVMp16Hj9CGmPPHLWutj+fQSahX22Fm0klK1+TdIlKyk4hfJGEkESbnsLOdXPRpRzil5oKgopJOzbji/qhK/0mqe2W/sWofV1x1QKeoW7Ovi1+qrtyejrhWsPPKZWeIXeZb6QGUUpwKXX17xFGnC+sxFgU6E4X5Om2bavlVWWUVeeeWV8D3FOzbffPPgFKbN3GSTjeXwJx/o+CG0y/oZ+vXLLwtfCTdBnCNcr0aLF9MjbC24oDQR5oj4Tkgmn33nnYVVbULXO0GxIm8Wei5/8YvC148+Km3nOrmtTqP9sefbqB04LarNpdXbWWWV9jQNiHq77579/HvYozOlYsfrldrRzubsqxZcwpoPWMOy033rKeq9TcbFjjMFMeWFPVYazOvf69zYTD9V//CvCIkUn3++a8JUKn4xkCI0wuQA+/3vftf++nqtIOCoY+JEbpMaO79GE64T0rkM6Vynpx1nPVdN+gI6GM9x8PUp1JnRE5+J8ySpLutMmRCKuFMM3+qwKNAJ8esYnFOmytX9998vH0WBZ4011pB77rmnJJdXh76msAPtopd1UP3yl+3f1zDsMTwf5J8kTyXtNs4vPpswQK3SWAvY/6OOKv1deq7zioHUCu2Pyy38XHWVyJ//XN/9cHonjz3WnmOMcMcFF+zo6gd99vpafjenT5LZz3QVO/96/32R89pzV3agHqlHZpml1GVqw5L5m+M4kzVTnvOrEjrQqGOS0cH9m+XFEzesnfKeil8Z5cOnt5Xo6ikEbb55WNl8+tZbQ4hJrZxfnyAihAiZmOr5mWeqExV0UuniV3lwJ7EK7cl1HaduzBXDnLojfo1kIG7yPpUsCFTT1xR2oJCb8uOPSx20Sy7Z/j2h3/WYeKv4VY82+Q9/6Pi7nhYPqhG/9t67x3bH6WWUc5VT+EJd/e78ciYTcvuZ7j4jFFdioeCII/Lz8tXa+UUeTPJrWQHOfl/LxRrHcSYJLn6lqPOFScHkgg6S0lh4bbBt2WD7+nox44wyhmpaNXR+jWUiZosT2Dxt5XDnV3VQqdC6Ax3HqTnbbrttEPIJSyyhE6vJc9ci7xHCzOefF4qnkDPF/t66Qeshhuux95TQ3hvFL8fJwj4TnvPLmVLRuYvNSWkdXnE+UJf5jDpy7RzQil+aS9lxnMkWF7+yVhyuv76QN2tyIW8yYcIewyp/+vs6oqJXrZxfxx9/fJg4dhoVv9zR5DjOJGallVaSm266qWMY1Oykrq/Mf/7zH5m5Fnn5bLtMqfWs37NgUo92s6fFoZ7OveU5v5yugBuQfGBp9TUWphxnSkLFpriI3gFycbEQzrNRr3xVWUn3P/igUy5tx3F6Jy5+ZbHbbnU96WMnTJSfX/Ns+P66vVaWgf26OQmgbDv5VNIJlAl7LHF+9UDjreJXrZxfhPasSGLkzuLOL8dxejOdWGhZbbXVatPXWOGJEEQlba/rIVBtvXWhTyLRd0/Q0w4sXYxy55fTGQjvSif4FFKpR45Kx+nNcxoVnhZbrJDfct11RUaMKF0wgv/9r71iaq3R0EsqFV9xReH7eeetz7Ycx+lRXPyaBLS2tckzHwwrfl8T0qSpqfPLil89QK2dX11Gz687vyY/rr5aZMyYSb0XjtP3+po88Ut//9Ofijz9dH2qv268ceFfT9HTfZCGxdQjEbMz5cAipQtfzpQ6pwEqaNOeWuHLYhPR1xqt3v3VVz4OdZw+hotffZm8sMceYEBcNbFVxyYJLS2Fr57wfvJjr70m9R44Tt/EtstZ4tdGG4ncdZf0Ceo5QcpikUUKTmySlzuO4zidQxc9Eb7Kjd1VoKoHGiHz448it98u8uGH9duW4zg9iotffRkb9khc/AUX9Niml1pqKbnzzjtlYE9PPPKsy2UqojmO40xRWDfU99+3f68O2b60WMDiD26EnsrVwnaynNiO4zhOZZZYQmSNNTouXFx8cagiX6Te/dSTTxaqys84Y3234zhOjzKJbTlOXbHVHkkWv8cePXbCqcq45ZZbSq+o3jlsWHsVT8dxnCmdSmGPfUn8chzHcSYfcHQ98UTH3x94YM/ux6qruvDlOH0QF7+mlLDHKRkKAjiO4zjl82C5+OU4juP0RnDVnnPOpN4Lx3Emc1z8mpLEr1omonQcx3EmT1Tkmmaa0t/3xbBHx3Ecp29AtWDHcZxu4Dm/JhGDulsKuLM5v8DFL8dxnCmKzL7Gil9ZYY9eHddxHMfpTj9TD7SK7gMP9Mz2HMfpc7j4NQkY3L9Z3jh1k/pvyJ1fjuM4Uyy5fY2KXFNPnf17d345juM43eln6il++QKN4zhdxMWvvkwqfg0ePEl3x3Ecx+kFqMg11VTtv2ts7Nthj/R/M888qffCcRzH6a741Rf7KMdxegQXv/oyKnppJ3H22SK77jpJd8lxHMeZxCB0peIXyYT7svPrtdf65nE5juNMKdCG/+pXIiuuOKn3xHGcyRQXvyYBYydMlANufCF8f+muK8jAesXK00kwybH5XdZYoz7bchzHcSaPvmZKdH7NN9+k3gPHcZw+R4/NaXSR5rzz6vf5juP0eVz8mgS0trXJI299U/y+bjCBUfeX4ziOM0WR29dkiV9MKuaYQ2TeeUXmnrund9VxHMeZDOmxOY3jOE4NcPGrL4P41RdX8B3HcZyuk+f8Qvz64AM/s47jOI7jOE6fIyb+cPok7vxyHMdxUjS8cYYZSp1fjuM4juM4jtNHcedXX2b++UW2335S74XjOI7T2yof3nKLyLrriuy8s8iVV4ostNCk3ivHcRzHKeXMM9uLtDiO43QTF7/6MrPMInLJJZN6LxzHcZzexg47FL7OPLPICitM6r1xHMdxnI78+td+VhzHqRkupTuO4ziO4ziO4ziO4zh9Fhe/HMdxHMdxHMdxHMdxnD5LQ1ub16V1HMdxHMdxHMdxHMdx+ibu/HIcx3Ecx3Ecx3Ecx3H6LC5+OY7jOI7jOI7jOI7jOH0WF78cx3Ecx3Ecx3Ecx3GcPouLX47jOI7jOI7jOI7jOE6fxcUvx3Ecx3Ecx3Ecx3Ecp8/i4pfjOI7jOI7jOI7jOI7TZ3Hxy3Ecx3Ecx3Ecx3Ecx+mzuPjlOI7jOI7jOI7jOI7j9Flc/HIcx3Ecx3Ecx3Ecx3H6LC5+OY7jOI7jOI7jOI7jOH0WF78cx3Ecx3Ecx3Ecx3GcPouLX47jOI7jOI7jOI7jOE6fxcUvx3Ecx3Ecx3Ecx3Ecp8/i4pfjOI7jOI7jOI7jOI7TZ3Hxy3Ecx3Ecx3Ecx3Ecx+mzuPjlOI7jOI7jOI7jOI7j9Flc/HIcx3Ecx3Ecx3Ecx3H6LC5+OY7jOI7jOI7jOI7jOH0WF78cx3Ecx3Ecx3Ecx3GcPouLX47jOI7jOI7jOI7jOE6fxcWvScDo8S0y7zH3hn9836v4y19E7rxzUu+F4ziO05N9zaOPihx1lJ9zx3Ecpz79TLWMHy8ybFjh+1NOEXnuOb8ijuPUBBe/nHZefFFku+1EfvYzPyuO4zhTEn/8o8g550zqvXAcx3GmREaOFJlxRpFpphEZMEBkhhlExo0T+e1vRU4+eVLvneM4fYTmSb0DTi9ihRUm9R44juM4k4LGuBY2YYJIv35+DRzHcZyeYeJEkfPPF/nuu9Lfb7994Wv//t43OY5TE9z55TiO4zhTOk1Nha8XXCAyevSk3hvHcRxnSuHWWwsOr5S77hLZaCORv/1NZIEFJsWeOY7Tx3Dxy3Ecx3GmVN57T+TSS9t/PvpokWeemZR75DiO40wpXHWVyC67iAweLLL11iJTTy0yfHjhb3y///6F7z/5ZJLupuM4fQMPe3Qcx3GcKRHyqVx9tcgZZ5SGOn7//aTcK8dxHGdK4dRTC1+PPLJjbq+2NpF55pkku+U4Tt/ExS/HcRzHmRLDTHbcUWTBBdtzfSk//DDJdstxHMeZgsDdtdRSBdeX5eCDC/3T8ssX3Mibbjqp9tBxnD6Ei1+TgMaGBll3kZmK3/dKWG1pafHEx47jOH2xr/ngg8LXd98V+fWvRc46q/1vjz5amGjMVHiv4ziO43S6n6nEn/8s8uGHIk8/XRDALBddVCqQ4VR2HMfpJg1tbagcjsPdYDqtyy4rxNn31O3x0UciH38ssuaafikcx3HqDSEmzz4rcvnlIj/+KLLSSiJ33llwhN18s8i++xb+5jiO4zi1ZtQokSFDRHbeWeRPfyq/2E5uykUXLXUoO47jdAFPeO9k88ILPXtmNtxQZK21/Go4juP0BN9+W2h3F1tMZOmlC3m/Vl9dZMyYwt+b3RjuOI7j1IlHHim4i3F/lRO+YMCAQjQKi/S33FK/S4IT+v336/f5juNMclz8crJpba3/mWEFh45s2DCRzz/3K+E4jtMT0PZed53IjDMWfu7fX+SYYwo/H3usyMwzi0yc6NfCcRzHqT2ffSay114ihx5a3esRv5SddhIZObK2+/PmmyJPPCGyxRYiCyxQ+B2RL2+8UdvtOI4zyXHxaxIwenyLLHbi/eEf3/dKbrut/tv4+uvCV0oaE3bjOI7j1L+vGT268JWE9ykrryxy0EGeX8VxHMfpej9TKbpkqqlEjjuuc+LXiisWvtY6JH/vvQvRJ+r6Qvj65z9FFl9c5MEHpe6su67IUUfVfzuO47j4NakYM2Fi+NdrSFf5s1ZVNt9c5O67a7fNr76q3Wc5juM41fU148cXvg4alD/RIAfLJpv4GXUcx3FqO6dh0Xu++UpzDVcjfpH4/oADCmH7tUQX4DWpPu5n7f8uvVTqDkVmyLfpOE7dceeXU6CaKir/+IfIxRfX7ox9+WXhK6WMHcdxnJ5Bxa+8PCs60XjgAb8ijuM4Tm0ZMUJkuumqfz2h+do3EZ5fa/Frmmnav7/hBpGhQ9t//8MPUjcwATQ1Fb7HCec4Tt1x8cspTITyGt2TTy4VxmpZapiVnzxRrCdyjjmO40ypbT4Dbh10l8uv4jiO4zi14sorRQ47rF1gqgZ1iNE3zTCDyP331/Z6kAqAHGRUnd9113YXFvm/EL9qLbbZBPs630HgowjA//5Xn205jhNw8csReeed/LNw0kkiW23V0TFQC7LyfO22m8hss4n88Y9+ZRzHceoB7biupGfh4pfjOI5TD8ilBY1dmIIuv7zIwgsXEua/9JLIJZcU8nN1FwSunXcWmWuuws/zzFP4utBCIs89V6hKee21UnNssS8Wo9ZbT2SJJUQOPFB6BD13VNKk2M1ZZ/XMdp2+RVsNnsEexMUvp720fR52haWW4pcmXbbceGPh6xdf+JVxHMeZ1OKXV310HMdxagVOpxVW6HyCd6oU/+Y3IptuWsgX9qtfFYqzdKdg1osvitxxh8gHH5SGPuIue+stkX33bf8drqxa8/jj7d8j5inkGat3BAwC23LLFb6/4AKRM88sVH1eZ536bteZPGltzY7+wi2JkP3yyzK54OJXb1VQr7qq50L/xo4t/blcfDsVWuopfimDBxccaT0Z/vjdd4U8BNirvfqk4zh9lc6IX+XaacdxHMfpDIyzDz5YZJFFOnfempvbwx/nn1/ksce6l46FRXbCL7fZRmTIEJGlly79Ow4zEt/r9ioZBTo7z7vwwvJVKyk6U0+uu07klVcK86ybbxbZY4/C7zmv9XDybLedyJFHymQJwmtvGAtxrbgviMrqiSqklq23FllyycL9gdB1330Fc8wnnxT+rl8nA1z8mhQnvaFBVplv+vCP75WJusL+/fciv/iFyJtvZn9ArQWhVPzKCnmxii722FpQriGhChkdz223dWsTP/74ozQ0NMgPlRJWckwk0cTeDPVIcMkKk+M4ziTuazolfo0aVd+ddBzHcfpeP5PHsGGdS3afxaGHtn/fVfFr9tlFnnii8P1SS2XPfWaZpfB1jTVEXn211KnVHT78sHAMiCobbtj++1VWaXee/fe/7XMlHFq1FjvU6YZowfzk/PNFfv/7wu9qKfQpf/mLyLnndu495IBebLFCYYByMC9+4w2pG+S/Jjf2pA7vI0fcnnsW9meXXUSWXVbk1FN7Ztt//3th+zgDuR93373gwtR7pjeIg1OE+PXeeyVlcp999llZc801a7uNTz/ttNj04Ycfyt57753794H9muTW/VYN//heaW5ulpewvaoIlhVuQsXFvCTF3RG/Fl+8kG8rrwKYWmNrlfSe4/jd70p/d++9HePguxlyMzo+jO/ywNqON21INZxTRa9aCXwKTjJs3uXyqzmO49SQvL6mU+LX3Xf7NXEcx3E6189kwaI+i+kqKnWVzTcX2WGH2s1J8uYaOL/4GxP+t98WWXvt7gkghBduuWXBRWNFoTvvLHy/+uqFJPv77FNwptFXH3dc4ZxttFH3BAYWsnB6KbjdgEgjFv8pQPDLX9bWAIBgyPmz56wz8zrm+dwzDz2U/Xfmc88+K3LGGYV5bL3EKRXWOD/ffNO9z6okLL7+ev75xzWpsB9cz7/9rfQ15MxWQaq7LLpoQWdZddXsaCkEZEQxcPGrh7Dx0SLy0UcfyRe1zhVF8sOLL67qpa2trUGA+/Of/yzXXHNNpzbDe+ED4s61Ic8SYJJjrgk8iDSCKhxyo1PtpFqnWCd4+umnZWEcXcTYp2y2WfuqynnnFb52c3VoAqsqYfHgy9I491lnLX2hnvP4+ppWtbSfV+vP7WnoWDRZqeM4kyeVxC+s7fQBK69Mx9qTe+Y4juP0VehPmG+ow6mrkGPollsKKVJqMa7+yU/Kb2vgwFJTRFfFJ8L+7rqrPZqGrziwpp++8DPnhcV6hByEjZtuEvnDHwoOHyA8sbOMHFkwFFDNUj9H55i4qv7854LTDBgXcKy1EL/Y7jLLFJxJtriBCn3VoM5za45gHkIutvffLzigOGcqTukcDh5+uHLlTBx4CGgKVT3320/ktNNK57w6Z0UPeP750s9g3s78tRq33DPPFO7Zr78uP/7af//svxEZpuIvgiXYXHVASPHRR7f/zP3EPndWGGxtLeS9g6efbv+9zp/5PCq3KpNRuqDJ2/mVqMgjv/1WWmrt2IH0Rs/hb3/7m6yyyiohzK4EGjVV01Oi6DX+2muFtfbwXm3IrcjEA83DX8uE8wrbobGz5+6GG0RWW609DDB9fRf5y1/+Iu/gfkrdZVRSAQQ4Kq7UKMRTxa+vTUMzRoUwG08fz+s7KO71sPzWw0I8KWCFZeONa++M6wtgRf7Pfyb1XjhOeQhvYAW53ISB1Tz6ANpjBrCO4ziO010QGsitVU14ZDXgUu6s+MWc0Yok5C4i0Xs5SMWi5M3nyvHvfxdyi+F4Y75BVceddiqIQ/bzdcGfv+N4Ylz5s58VjAFUY8QRdvjhnds2+aHmmKPdscSiFsIQzh0WuazpAhAn034f4QzBpRwIUHZepdsj0kdhXklFyWqFGN0P+xk4jBBdmIuQNw10jsdc65RTRI4/XmSDDQquuXJQOOHnP2//mcX9K64ouOHYtjXAqNjEz9aJxrnkHqICqR4X32eJpBrKishWbRXQ1PmF2HfPPYVKpGCFWQvXleeM1620ksijj0pFPv64fcEzT6Dj3tx228L3007b/nt1fnHObaG8XkjfEL/iQ7vXgQfKshn5Sd7baSf5jhuzqzAJQKm3P2fYNodZ9dgyfHhJrPbo8S2y/KkPhn+jBw4OKvjAffaRy9NqCsZCePcWWxRWJrTBxn5ba/FLlX+Fify885b+jpDLbohfGoZYIn7RuNiHzD7IPKwLLtjl7Y2PopaKYPCAxvjTqeg1i+d8IVX7u3GMJdCIYGnW1Zq0k6ahfO21zn0mwpPtuHsSvX72OBBIWT2akuC+SgVAOn0s7Y7TSyjpa8bH+1UFflY8K8GKootfjuM4Tmf6mTwYc6vLaVKIX5dcUkicr+FjLLbbtC55qDjFZB/nTmcgzQoLSQgrOLqY/yCe4OpSEAQRXBCHYM45CwKH7iOClIaekZurM84snRfrfIcxO8IQn0HoKEn/bVVLzinOIeZeCEEYFq69tlSAygIRiXkVOatXXLEgrun2FNLr8DNOMKKAnnqqELaHy435Hs4mK4wx/kC84fe4kHDKqftJ09lwP6nQRk6x3/5W5PTT2+fffK/jnixsOhquFfMZ5qS8DwGL60b4H79j4ZDzQJ42BFNcc3peL7uscFz8nuvH3JYUSBwvxQXsNcgbV6m2oOeAuSgCFmGyRxwhsv327e+1KZCYk5CI3s5LED0teRqFhWuuOejQOhQqsxLCClNPXch/ps8FwqjODxEfCUGtlKOtr4hfY8eOlcMPP1zWWmstmX322WXgwIEy66yzyuqrry7XXnttifhQM+LNcTqlb6NYMW3Gdha45Rb5jMRsFSAp+gQsiTzkYBtUfch4kPis+CCdffbZsiIPuRFYBn38sbCmUXLM3CDsY1R7h/04PvyzidDRnpemvG3cbts11wSnVFtbm4xi1aCwkcJXqqSYuOMRI0YE19jIrkxUVPyiEgfx1ZZopxytqzQ0+jUQv9rofJSmpiAcFs+XFb8QjtJ96gT6mfZajLVuMrXEpo66Wjm1EA85r1rSOT13t99eSLTZGVi1qaazrgd6Hu1xcI20OANhx2n8eU/ARJ6O0eaBqCfkgeC6pvRkddI+zGeffSYXXHCBbLTRRjL33HNL//79Q3+yzTbbyDO00QknnXRSaP/y/pGHcUqlpK+BzrTfWSvAjuM4fZizzjqr2HeQqqMc77//vkw99dThtfvnhSpNif1MHjh2NNdULUCoIedQtfmGtCIdIXNw443V5R9T8Yv5XiXXTrnoIRUNUucb4YYIJfp3YDzLPFddNrPN1v63zlRNVEFFxQuELcbJiBZUsURMw1WmMKf+178Kcy/G94hUqcun3HaYA7zwQmGuwrXGrabY5P4ILddfXxB2mCOtu25BvEJA0lyjjD/mmafwPQIUcx/22+YlxbihTqk0+TuOOVxgiE+kvLHjR5uORucwiDZcY+aAZ55Z+B1tAOeea4bwo+Bgwzn361+3z+URpM45p/01pEBC8KOSJoaSs89uFyQ5vzjXdL6Jc07nxlx3xEnNjc051XRAmi9Orwvvx2lFXjpNZ4GrUK83cA6rCUucMKEgBiL0cd+SVJ/zx3nlXgG2YcWvq68uhFryDGL04e9VaC59QvwaNWqUXHrppaED2HzzzYMQ9rOf/SxMYvbaay/5yU9+Usxr1W2w5XETxgftYh6WGMo2YuLEsJ3vVHGO9K8iXHDaaaeVb7FRqoppB/16Q6pCHG+wP/3pT/JTHvLttiu6jH51+eVCwdgxVkBB0KFhI7zPPjxJArsFsE9il6RtvOkm2Xm77WT48OEyhza85uZtwdJoqhrCt51tlNnHzz+XL0aMkB84Xr25lf79g5D3parQHEfG5ImE8l9VofRO+PFHQSp83TrXGhtlhhlmkN/Q4Oo2lGi/fO655+Sggw7q3LEZ0cuGw9p6LhNHjCjcl+nKUT2qPWaJajYXWbWQ963cKkZXYLWmmmqUep5oGPWesIMOnkUa5m4WKqgIORBYXVCWX77QMbIi080KoVXBylNW5R0Xv2rCRRddJL/61a/CxAIB7IgjjpA11lhD/v73v8tqq60mt956a+b7fv7zn8tvf/vbDv+GksjVKW2DtKx5ORi41qstdBzH6WW89tproc+YyooQOTB23KOadtRpB4cPxZ9qBfMlHDrVFmbRcSsJwQljqzb8UudgzJFwAllBpxKMkXVeU8V9lQvbpk/GUVSpsiFzQuazjOsRWgh71HxbiDrkS0O0yDp+nFssZOPE0nEu4XqVTCw6T7ZRRIhGCJ5aBE5DBwk33GST9jzWajBhfg/sG4IWcw2boxkB64EHCnMR5tOM7Ti/aYiedReyWE30FuYSzR2GKKXhjCyO4vZiLk4EB/tG4QFAUGJu/H//V/hZz4FGRdnwR8QtjpN7XIUz0LxZVAxVbYLP3GqrQsXPv/618Dt1qwFzKEQ4fmcjaw45pF3gI9KEc4vAp+/l/kYHWGKJ9rxyur9ZAvHYsQVRk+fHzl+4Nsyl2EciohAb1fFIWgwrfqlRhnOBixDhq1Zhzb1d/Jp++unl+++/l8cee0yuvPJKOf3004MYhiiyzjrryD//+U+5rzuhhxZVeKOVkwja1vjANLS0hInSezPOKCc0NAQ3FwysIkcRKd5nUztlnvgVtzM2fm6/fv3kt3zzl78E95UyV5b4pbG+5ao32ONj7oHO8MUXMkQbbB7eyKE0ApGJmvfM7DPCHMJZWVCkzzxT7n3sMTkedTcHlTK+pUFNxC8S/C+00EJFB5wF19rzZtVjh1deEQywf7PJC6N1s5iUPqOB/d0pp8gl2JU7iQqSXBsV50zkvhy2116yOzbWtHrHT38a7uGaO0ZS8au35AKjwdfY+Wrs01i3tePQBpV7VFfQ8iqzdAY6kLzOlgbWxvJPigl6ltDl4ldNWHnlleXRRx8N/cdVV10lZ5xxRnDBPvLII9LU1CQHHHCAjMsIdWAiggss/efiV9Lm7Lhju8O5HAy0GfzWI9ek4zhOL4LFUhZQll122bB4X4nzzz9fnnrqKTnNJsd28tHxrs3r2110bpcYHiqOYXHS6IJ7NSA48Y+wMxVnqs1bxRgZAaa74heCDmNdHEeVFpjJC4ZIhwDCMat4wxi9GmECwWmttQrJ38nxhKDFceiYnPPOIrSdM+s8WccLCG0qbmmqG8QSvieEExFFnVhq5lDxCzcf5xu3E6KRClFUMrQ5iPlnk7srKsCRLgihSwUo4BgQqVL3HD8zT+RvHLsKgQil+ozrNcctx3xcw1T1uBGSEJ7YJ0QpwiIBV5uFc0PKG8JdEe64nrgQlSefLJhtmHNjdkCsTEU9xmeEV4J1tHHsuO7YF8Qy5vkIhanz66GHCteDewoRTfPPIarpdSORv8J9w2dwnuz1hE03LbyHzzI6RZ8XvxobG0NoSkpzc3OxE2EiUxN0ghmFHW7xlqj63zRunMx21VWyMvdsDIeBQVU4UUx0a8HyaUvR8lAPGyat0TL7RiwXi/ilhEqNkcE2v1XYgUH5DWUiirWaiTwm0wVWW02Wy3B0vYLjLBF5rNi15557htChLN544w25/fbbpTUKbWjmb5fJI6bT/GEc07hxsswyyxTDj/TrpzG53x/+8Af5T0z8/cADD8hKJNqLLBpFJjuVej3uM2Jdm7X4GkZ3In4Y99sSSywhv/71r4vOL1byCJt6+eWXw7VR+n3zjdyI2y5tmASn5/Ey33zzhc94lPDE7pa3hdQ1V0vxi3jvNMa7M1QzwbUiE50J10s7Fd6vf69UYaUaqEpz0UXVvdYmI60GVoG6Es5lY+at0KXPtotfNWHrrbeWtSkpnrDmmmvKuuuuG9q5/+YtJjiV26Bqnxe9BqZvcxzH6Yv87ne/k9dffz1Ua2eRpRxvvvmmnHDCCXLssccGscypAiIDQIWgWlJpoV9RAYA+kAl7tSAGIcyQK0vHjoTKVVP8iXG+HnOF+6oq+Ky8ZOTMTQmBU8cW4hTiFyGUREZ0psomYgd5rJgjqXsesQkIqWMRGocULifEKh0fYxrgPVtu2e4WWn/9grjCnJlrxYI7AhP7c8AB7Un8NSxVx9Ok+CEfGcelC3aEFZJfDDcT+cCyrqPqEWgDNlE/58P+jDjEeUFUQ9DEmTb33O0L+eRqQ+zRapXMqcmDhiOKMGfuI1x4mu5FKy9y7ngv4aXkmVanIOeP0E3CMAmZ5PgJq0TQRKyyaXCIQsM4w2fpPFoLIij6M/cEucY47xpeirEGUwOhpYiuzN85z3PNVXidjSDiPCHGIRSqm5Vzn+a342euod7HOpbU0FQ+26Y16qXUfQ+xBd8fs/4vSfnOboAIgZjWoBNN09g1xcSBXKYDY+PGpXg3hnLNMm6cfPXwwzILD2AKn5e6CFBZrWWQG3+OOaQxihcH77uvLPzwwyViU6himIpfuq/cIHkTY7sdEbntqqtkxyWXlIlvvil/bWmRfjmuFpXdCAt6MDZ0adL9LEESdtxxR5nm1VdFsxYhe6hLLguV7cLRjx0rr776qtxzzz2huqW6zpTDDjtM5p9//hCm+F7M14U4R+jhD4nLjWb4bSPsESY7pyrudvt2daECM8XKkTjJNttsMyGIdQsRoUlZYLnlJDbdgRhBnQvX8fYrr5RlNeSys6Viq3V+8bndsYnSAdOocb8Tu2/j4ctBh6L3bTXilw31owEkH4BWOOS50/uvWqcIgni5ggbVrubxfOmKXl7lEwudMs4xjaevFlZUsFyDPs+sLOlgyMWvuqMLDvQFKY8//ngQ41mMwY26wQYbhHwsTtLmVCt+MeBnUOWhj47j9GFefPHFIH6dcsopsjjO9jIw5sUhRh+DAPYkLg2nPOQOYp5GhIgKCbWAvow+rVrxi3EieZcYL3dViGJMwT/uE8SXSgXIrPOru3MIWGCBQr6oX/1KROcmOo4mBYiOQ3ElEVHDwjgVKjsj9qUwrsbRhMiF4KVFvBBQcDelhbtUBFIwNaixQd1vnBObUw8n08knF8L8SO6OYMR7mBvhkFL4m4VrwNyHY1dhjrlNVmoS5isYR8gxhqOLMT3nhWvI+SJZPiCQYXjAnZaee/5ZSLmi87c0Lxr3GM41xlAIftz/CG2MXxG0mIfgusJggcsOdxvCFAKUdZURPso1TvM94/BCMFQHWB6cc8wEauLYYINSV5dNgVPNYj77jvio11KPuxbi7uRY7RGRA7cVTpuDDz44OHAId8SFtH6W8FQlhLgg5HyN2q22SNPYffv556JFPMeYxuUuHvrI/6yTK4YlIhq1ceOlk4FENGpF9DKuHWpuXHvrrTJKkybasL0YWhfEL1WDUWernBh/j4o8YIBM7NdPyqU17xe3ocIXqBinrjPrTFNwZiFe7WR+x+1KYs9wfuP5ts4K3fMg1URxkdewPSt+XX755cVzQfiphiqSE+6yyy4rfg5n965ZZglCFHIYIprEfUAASzuIofGBCs6wDHCNba92ZEPrsGFyNVoH4fLxd9XWaWFL3GnbHnFEMVTyg6y8WKj7WXmmstyGrFbYiqQqfnU3RxYdk+4b31fTwSI8sWKpidurEaxsngHuLStKcl/oM1lN9R32kU6rXDh01jNjXWV63mxHy/Fz/1c6nkr5C3i2GdSyKsRx6rUij4K+n46KEF7szXn7W2kbNimlU5aPP/5YHnroIZltttlkqYxCEfQ7xxxzjBx99NHBcTzXXHPJ9ax6OYV7EwcX93E1ArHiFR8dx+nDMJbdfffdg4OLvqMShOEjllHMK2+B2UnQyoYZ4/RugciBc8gmlS8H41T6tO5O0jWHFYvHuIDKRXHwNw1XS0WhroDowMItLiTG0PxTdAzKfYnTSouldbdIFuIOYhvuK+Y8uK/Iu8s4mLmiJnknHQq5ydQJ1Bl0oZJxtZplUvEpD44PRxZiGmNDXFVaYdGiifhJdwPqaCN5PMKY/h6hiVDHau8THE+IuibSqQSuO/M/ziMhn/o664JEiCMlBZoEAqM1RKBRcK+l5hBeU0n40vkawheC2iKLFH5HWGwWut1y89Kf/rQwntTzM5ktMtdF/Dr55JPD6skf//hHeeutt+TII4+UK7gpu8GAAQPkz42NciFKe4wXf8FcOKbcGmSY1wQNwR2DkyQ6rR5++OHgmnrN5p+KjIyT+glxhWJUEvKmtRzsY/n5558X3ViIJRdiN9xmm/iLQTIx2mMb29pk6S/eDv/4Hj4zqvZ+4eBekJYKDx3b+l8SXqbiF8mhNRF+mvfr1JgsT7Vrpt5nxe81XJF8V0svvXTRSaZTeoIkx8cQmN///vehkIFNJq/VbkpCPqP4hRhmxS9bdVE/Y7vttpM5kwcZX9hUUcTjeBDRGHjAcccdJ1tttZXcdtttIYyTa2qZmJHgrzNdDyG1/ceOlfnizzOr8GGhc8Euq5AkEqE0TwDShI+gjopqrNN5cA+ljRSdLY18udxbadlbno1Kopl9DhhE2LBamw8uS3iik0SM5m8MVFR84nzlkSUmsfqksHrCuSNBpYLrjVUSEjaWo5JQRZ4DOiBWgOggYyGKEoy4XtVnprCCxADFJrR0cp2/u+22W5ioUI3LhqUQhk2oCgnyWdQgBJ2k+RRgIQ/YXYS5ToE0NjTI0nNOG/410k4xKEVs7UyYsCe9dxynD0OxJSI3ELMqhTu+8sorYX5z1FFHyQq1TNzeV/qZrAgGO66MkRk1A+EHBwtjsUqLrszrWGytVLWwGmzuLtxQRABkpfbBFXXCCYVwMeYt6izqLjiG7PibY7Pht1pgjQVc5pd2jNxVSGROpA5jCVLF4J5TB74KcOwDrrSuXGc9p4iZmqA/I5d0LuTnygvrJLG8zr2Ym6sIWatiSFxf5mGaW61aqJKoVRxrIYzmgZiIaEoI5ptvFq6XRgwR6ki0m+YVA8xCnLNqUTdnL090XzfxixAT3Dm4gT755JMggJGwmKT35cLqqmHn1lb5lZmwNxjXFRKHNns2q5KVPtq40Nz8UQHXBPWjM1YMxsTtvNu/v+Ab+FrdZglrmu9XGDdO9DGi+/zOJK975pJLpCk2jANbxstd1x8e/vE9PGkFETjkEPmxwkQaOSgtIqBi1UsxWV2WhVsrYepjxivxcs0zzzzFjp/iBYB7D1TyoPbiOJM4kO2lYY9ZkEcBWs2+/2BWSsp9BhLJwLhf3EMku957773D96zAUQFOz4PNcca+fUvFkoQkYroDf8LCmsNUedU0rVJOp4Al2HbECI7ayPL7mB+t2FlWciFlQUw3NtmsfDwIUdiFbVnhrNdY6CS16kgW3I82DBFXn40Z5/M4NlacsgYhV11VWNHBcs6qh74m3Q8GESoqVSMmIe7a7dEZ09Y88kjp69JrV0noS4XTnPx5JdDG4BTrLPWujjmZo1W1CGv8xS9+EUQwCy4v3MXk6Bs4cKDMO++8oe1CEAdCU6ZEBvZrkrsOXiP8G/jjyHaxuTPiFwOyp54qdaw6juP0AUhYf84554Q+olJqFhb3CXdccMEFg8vYyehn+mWIh6aIV5ccQZVA/GLRM1aHz0UTnFdRzKAiqdOFPNE77dRxLKd5qpgjMPfsTsL7FFsFEREj5qIOkLdKhaNahaLZSCKO17oeEX2Yj3RHEMaxhXiG6woTBGOODId/l2D8zuI9i9gIZOrEs5UpJwXMV/QYayHK5kEIKXNFFala49yKPNGEOpKbjH8Kc0FCZTtLPZ7vyUH8Kn5wY2Nw8CBU4PrCUUQ8fZeJ4oAVtpAoPo437vRzzln8m512R4khMDxxo5D8HOlhFRrmpCFrizl87hk7Nnzuw/feG4SfFFsfD8+UFjcl45KNrl6lwuT2QRoSw4pPPCEzmcn3bzKslBvHMCBLVnVHDcckF5Z9vWaF0rMy++yzFytUMoGEm2NcN4FxS8bzOd5UQOQ6q1BWDnJvwVLR4bbIXHPJiNGjw2SVSWoqft1xxx3F7yfEKp5aWVKPU91fFgRXy1fJzwTeZpkzz4hfOb7jUcWjmzD69vJJr6uKWdyXNkQQB6B1LGGRpaPSfFmIlrfeKlWhHRmuLhyVSc64ABbkSqtgqegEuELsygmNpQpeOKloMFkNsO48Lb3M5/GM8XOW8yvmf5MTTyx81dekRQBwYqrQVI34hahlhaqslQcGRaxE2Qn8DTeUVlepdG1tlZk8eI5xipVznSF8so/W7Vfr1dA+JnzttddectNNN8muu+4anJ/VQqj9AgssEEK4u7v4MtljnzOt6lMNPNcI1lkhBN0FAboWhUQcx3E6CREHiFlEORAuXwkWW+lLcIgRjeJUifYdjNUyikt1Gyb0jHcrLXKxqErYZS2uXZaIhZEiLc6lYXv1EDYQuNSlo/MNKjAiUjEOJTQNcPzUG8L3GJt1JqVCChFLGDd0ca6WQmF6PYi6YMG/nEGgp1BjRD2dXyktLbUPVyT8lXnVlCx+WQgtBErXd5mGBnmhoaEkQz+5m16JwkvboEFFEcdOWcOj09go4zbdtPC98uijMvbcc4uhf62EOBlGP/GEnC0ix0bBbb9vvgkJ9NuSRI1PJbtJcnVgXeGQ+H2prFUgDUazujz7/4IRNHZldzMalANMhcVy4peGHVIFEZeUQvN/iogcZSaZhA7B2ESQQP54PX592Qh1hF3+TfOaVcGQ2AFMP2CAjGltlU022SSEJ6Xi1zbbbCOkECVanUe0NQol58ZqMbj2pjINI+ePe+ObZCJ1CfbWjPPeNvvs0jLHHPLr+BmPxqT4CJZaAxADaHs9zRw0gb+KNFqBheMhZE5L4rKSYVdpwFqUTz+9EOtdDWmi76SIQIDJqrre2LcsISxLDEBMoxoJFTwJxSNMSkN3Nbccx0OOAyvc0IDGSqBhYMF5T0JQO4hc6nZEcCV81x6H3secR4SicpZtxDkr5FkhTK3YuvJoQxe5VxIHUbfcWIRaKpoUP4t77il8tfucOj+dYpuEo+u6666TnXbaKeT2Q3DvDDPGc5uGYk9x2OfPVjuqRHT/1rQyrcIqMYPmTlTzdRzHqQWMiwl3ZCGc3F2Eyes/+hxYddVVw8933nlniKigT/q///u/ktdSgVhz3vIzqTgcA30vFfvq6bJhURZxrdyiL7mXa5VzLEuY4fjSaBP6Tcb3Md1MTcFthaGB/Fa4s3Fi4dZhvqRuIuYkNpytu5BUvkJBiMkCzb3VG0RsFeR60jXV0lL7MEWcs52JKujr4he5sPKSr1dNc7P8a+hQQT6wBV7fihdwgvls6xUJUcOtrdK09tpBvCqy7rpysfnxBxLgGZhqk+6d6W+rUUbfJJmfoRrNNA2ueqd5gBy0/9Wy+v5Xy9LNAzqIX2n2p7+XEbVCcnjDP//5z0yHw1dxcvFLY2Nky/vedJM0RfsnVdJ4f1o10q6IDYvuqTQF4QsvvFCSKyF3VSxOXOcbNiw4uvSemFtXMAyrx7BSXtcyZkxwn30djwO3GYMM5fEozqn4demll4avualI33pLmt96SzaLwg7TwrtFhHol6g2afsiQTLffa5pAErSjVReTCji2A6YcMMdJ2J/mHkqFsGor1WSJX1kOLgsdX9ZqTOrYQ6DTSSgCZ3TAdRhMcN6plKIgwDIQUOeXNqpUE0nflwUuS1xxtuHX86FVFI3bsIiKciTf5H7Ve87mMlMnnjoACZWuttpOZ8UvhMJq0GOyYkQ9Sn/3EeGLhPU77LCD3HDDDRXzsaSQI5CQa4RyFcGmJMaMnyirn/mv8G/M6Pgca/WkaiFJK4PraopYdAbaihieX3VV11pA+0SORn0OHceZImGcSgqNrH9UcoQtttgi/Ewo/YYbbpj5Wo1sWHTRRcPPvG6K7WfGZ4ybmJPU29WCEESqi3LOI8Zc3XEmWaxjhutN0SPG+YQaUgXdCn+IbvUojEA/TtSFVu3LirhgcbqW2yZnVFbhL6d74pc1TPQEE7qQaqcP0bFWfBfBAUTnMJikbwZW2w8nFtmEvnWVn1H68/zz5dzohkLX1mxH4/v1K4pG2vS+3q+fLBEvcPMMMwiBWqxdZ+mS7yy0kBBYSD1IDbjTtejZNEkwwkgShlXNOgYZxWydy4ENIuOmnUWQrSbEOQiS0IIzzCDvfvddifg1etVVZdRTT8lrpowsIlAhk43Id59+KnTR78SfEa32IbY3wVaiVJAK+k8zTQfXFTnbRsaJwaBBg0KHrqisgBfguPj96quvLssvv3wQsvSzZphhhqLomSV+zUo+Ltx7UfwiYT2rZf9Kwj+BKzjTDz+Eqo3syVsmV4OymkmKDVSDgzy5tSF2XA1x9cZ6GlQaWYUVjsceEzwStiTChZtsIldo+Jx2NipAZYlf1tqKDRnxBTekvSZZ7q0U3ICIU1niF5+d9xkkvlc4PwgIXIfUCUMHrbBSpTBBTRN5IlYSBkiZZd7HedQyxjaED1sxeZcIk8ybPKsIxwBJVwa1AmK5/FmEUWuOMla3EM+ycj7ceWd7hVjaoNTBghV+7bU7vq+a6pcWbNQaxloObUPsfvRkpzcZhToifFEE48Ybb8wVvmirvvjiC1mYaj0GQrjJD8bfEdGa0+dmCqBN2uSzEYX7rG3guEKuk5gHrVMgLNdS/CLkW52vuIERrGljtFx7vXjuORJhFtyXLEB0xgHnOE6fgvEtOYmzIMckrrBjjz02OL2AapBZENXyj3/8Q9Zee+1OheX3yX6mw3J/HOPZioT1wLrKGGNlOcQRv2rl9LHjXMb1LMLiPrv77kIFdeZC7APjvHq7YTimTTetvuJld0jm+E6N6GREQ7fZd9/SHHFTGDU724gXs846axC4DjzwwOAWIikxjp77779f1lxzTfkVZVK7wYIxeR+Cl2r3ul48obm5KBoheEzEzWRtpjHcLi8d4htjx4awSM3SdDlRXvH7l1dbrSgufWnEr3/94hcdHFApVIVUiUPFItsMjo+hkqRE7Bcb0xYj6IzTZIkGs6Ygnw0fLm/H71V41CTPJIFWvtZwPANdwKChQzuIX1i434v5mQgxmkOrbpj8YDbYcgg5nkJl3fbVBe6FlJCE3zgO/mucX3wGSUSzQM7aMopxzcaJZl1saSpm3adKXkMVv/DgUOKa+1Rpitea8MuTkqIOQRyidLMKJOoiKCd+WfRYKaXLecsSrhCnKEmr2yAxIbmkUpfQsceWdymp20yT0ZNzi+2l4pfNSWBzY/E+zR1gOfDAghhHA5rn6kTUIX8XiUbJSZA18LCut7QCpRUIEe4o06vwWTa8MM2bpSGvJKa1ud9Slx1J+LPIE78I/yQsFDGeBJ95zi/rrqF6DeGi9t6w4le9J/2TGRTqIOyEZw1R67TTTpOTTjqp5B+hKlrAA4F+lVVWCRMW2gfELt5HzsKllloqVKad4hnXjYF/rcUvW6SD9gwhnclRFfkju8VZZ7WHHU/pYbCO4zg9QU84v6yzO28huJbOL0JdOS7GiYfEJDfMTbQIGXMC5mKMFXtCMEJ0M0XgHKcsp57aPjecAqnZUvhPfvKT4PR58skngyOHWPppp502JJLccccdwyp+t1fe4+ScoD6VWdS4N+tii0k/8gaNGRPcQU3DhskSRsjQhHJZTdDTDQ3y/vvvy4xzzy0TokNkeEz6Tu6rgbPOKqQAZ/r/42OPhfA6BKetECbKoFPfg+JXHdbbfWD/Vd6aPoYfqviFr2lo4mYoByIVK1WKFaOewKqaMMPUU0vTtNOGRPhcL+UxrbQX5u8NJULWc1Foaqggfl1yySUhJJPcXUpYNTPiIcGD6xrRJC9UkvOxahR3OHfTTTddED9tBqkmOr5YzQ/bOQLePffcIy9QOTCCsLlY8tk/zDKL/A8RMW7fCoFNMTyObvRkI4CxfTn++FKHkoaa6uSt0kQRlxDgPEBIy+qsuZZvv10Qorg3dGUAMdJc50AawsNEUl+jri0cUHD55YVtHnFE6XvKlfxNRSlFhTgbwpcXVki4KGLfLLMUShLbJIkpVJHknBKTr6TWbX6O+QQD6eBKcx6Q3NuKX1nHkrdSmMJrNJyTUOnf/Kaj+MVARyfWCGCIk7oazAKAniu9d2qddLIP8GEMc6VdyiuUgtOYNoV2kwWXZ599Nqy+EyLOiv5iiy0WBHIKavDzFM/YcV0f+Nda/LKh2vQf6thEsD7zzMJkgq+1hHbUVrN18ctxHKf+MBbdcsv6boNxHnlmcfczF8CFT05JQsoQqIgMYDG1VuIXY7s49ymBsRzjRMYwml+sJ8YfOON9HOk4PSt+rbjiiuFfXYmT8wEzzigDotChQtFs228veyEQXHihXI+jj18iiFC6kyp6UTgjsxRTT9v8ndnWJq/deKOstNJK8mwUvxqnnlomxsE++WIQw/hcBs9/jcLYNlnVO3Cn0Mj/4x/BeUUy+FmiMNMuKbVzyumny6FHFUQIJnHknfp6gQXk6G22CaGDmtcqfI2iQshdE4/fMtdccwWHQ5psk31Nq0KGY2RfBwwIlTiZZKZhQ7pdKjIq7MFLc88tF3/8cUjqv4FJum9zuiEQZYpZMR/USASk4cNL3pMnfqkk0TJwoAweO1bWXHzxEKbItVRJYyAiTDwnV5HPZcstZfOf/jSELHa42YnNj3w6ZIj8JAp3VJLjXBSPNWd/ZsZhpPmw1B2k4pee52qdXwiLnAOdiCHCMDGkU9VrzDljO1pYoFLhCO55cmhZYQZ0gqk5uWLxgKrEr0p5svLEL3PfFgUqng8rfmXBOa7kUrHOKqqhpnmMGHCccUZBfLJkiV+4wbDNI35yLTj/PGe0afff3/66tPqkTXqqFXUQ96yzhX1QcHtp4QBb4MAHLSWQ2J5/1TDNNNPIxUkuRieDcd0Uv6oJza4GXHhHH11672slWJ419hPRv9akiYhd/HIcpwZ90DrrrBPShTgZkJeYxcw0B2ytQXCicBn9x957FxZbgYVPxoYaRVAr8avcfjB+jKGyAQ8VdJxeRQ8HmXaTKDadd9VVoTLfhBtvlJtvu63wN3I8xUbtAn09DR6Jz7UELPPyd97poPghUxDmR+4qlSxWWHnlEDLDpEo7NZxsVlBqMjHmRb8Q7jYmu0suWXRy7U/8d3QefbHYYjJm2naRoaFfu5tllllmCce11E03yVlnnRXC8JSDyK0UwaWWBc46BLzicUUBZuaZZw45cRSS2o8bO1YaYmU+8mOR3POI1AkUxS/EP87BR1E8aY0NOXnMkJHejEKQdVcgJmUWOIg5ubRim32N5utK0U9tnWkmefQf/5BVY3J8m1mhId3WFlu0V/iLFDMGGUcg4VHsP+cK8Y/cQvCLxReXd+I5J58dqISyn82pZnN+IZzopE0TwmuoWwp51LhfEXnYdxWPmBiqg0nFL7ZRrnpgCudRPyNW7wxocYS80KI0bFBh0KJVNAlPykJdVrAKPslIGqLJMVeTfJN7SV9n3IMl6DHyfDPQyRK/shJ7Z4lfhG+yakhoqX4uz0elcDkVvxCIl1uu8H2Ww1VdZddfn52XIWsF0XFqHfY4qZ1fTE5S4YtnSNsmcgRSSaoelSVZoLChMVb8IoQ2FntxHMdxagTjTcY35H3tCRgv2n6OxXlbBb7e4pceM2N6DbHvqWN3HKcPil9xUrrA0kvLn15/XfrtsosMVkGKQfRxx8kNW28tSDFt5OOhCgYOI4SGmAC9YYEFOohful6zyCKLyFcx7G3+aacNIXuITiRftoINIAj1N2JYSXagpZcOoVyag2tgDEnjU14680x5HmdSZIJZLUL8CvuTrCD997//lbPPPrtDmKGFKT4he7PPPnvYNyBkM/ytoSGEoypUoumvooBx15xzzjmy++67l36uEQ/I34Yz6v/MCg4ykiapt/uF+GWLH0yrokN0HWk+LURERUMvb731Vrniiivk3OhMUvGrEVEBgSKu4GwWBa0g8kXxq0QCS9xuWemy2U+uu4IQuMsuu8iW5IaJCeA5Dlb2FlIHHJMmFTgQMnRCxf5HF1yRnXbK2Gq42QpCGVZlRC6tdqbCCBM1XalCzLLOqhQ6VnWFAedYRRkbFphUBs38nCy0AwcbSmy56KJCVTggTI39xUWXik/lxC8bdsjr9N6k8EAKz4geI8931mdic8/KM5iRRy+44riv77ij/fO5nmko5S67lP6sji0cK/q9zb+2226F41BxNk9AcOeXU2+efmbS5/yiGpfCohBtkglNLzpX6yF+0Q/b59lug+d6441rv03HcZwpmZ7I92UhP62Ow0n/cd11pYWIapXwvhyYEOjfSGvCWLIT6Wscx6k/k5f4pWFZQ4fK4qwOg06uEV6mnVZenX/+IGY1MMG1Cj9CGI2QmYyfkJyEID7FCfh80bUFa621Vviq+aCo7PLII48UhZuPll02q75JUfzpZ6qUDZ1xRllz441lnsaxstC3H8k6661bdD+p+JU6oJZccsngqvoiL9wqCmtTx8G8nht1fqlja6ONNmrPwUUS8IyOYIGYi0pz7ljxC1ZbbTUZYBLg2wo4Vvzi2AmXpOLahRdeKO9y7Qjxi+JX/3ieN6VCSUSruW2//fahSpuKgDPGY20mlAxBzLjY+mmusXgOSwJRk9DQ7FpxHcH9RQ47G47J9d5LhUFcXipmkHRf7xUmUCpiKVmhsfaeTFGRi/fpcSJclpt4IrBYgYj7R/fP5hpIhblq9gessJQnXHGN9JypcMXvcFRZ+H3eZ9jnFXFRX5cKaOQsqwbOYda2/v73jr+jGAPovc29w/1nhWYE2+gMLKLuT+s8jM7E4j5w7fQYqAaUheekcupAgzTIQjNPHf41PPusyGJp1sNJlPMr7FxDYVJECDS5UXCEIT4zUaiX88tOwgh15nmmzc0oCOM4juN0sp8pyQg8CcQvog00LQnjN/KtHkx9+h50fpHknnQ7juP0SiYv8YsGlAlpdOSUhJ1F50RaubBSJUYriqj4FFwcJsnyqquuGoSYlijcUM6YMEEEKaSKfptsUhRuLEXn01lnybcxpAKBaPCAZnls+TZ58OqDZPmll5Qvo8MnVBEMxh3NZFbKdossIvOqWJXmL2H+HCcnDz30UAhzJPGzhRxkf/lLrBWp+VuSWHQVu+bBNRNzuXWASQrhW0rcXxW/OFdDo1A58D//kUMGDZIZ2R6iTHxtY0tLcNRZ19UFF1wgw0xIml7LgWkuBZO8vyg5RPFhxhqIXx22r52l3lvkgbCTM/37vfd2zIvT2Y7Wfq5e4113LT/x5HmwIiZhhyr6cH1VWKnk/LKijcWKT+VWzdQVpgMdxK/02nE+Mp6V4t8sui27fcRbSvSWc44RImoFZK36WI4XXij9jCj+ljiyskIoU/ELodm68FSwz7p+9tnq6TLHzhTBoP5N8uDha8uDey0jg1rG0Ql07YNoT2otfmn+PJ4dJgq4bdk/2qt6Ob+smE3yexYOWKXPyKHpOI7jdKKfOXzt8H2J8MUCQ0+mdSAFB2NP+iw7B9KF/55w2TNWzBovOo7TK5j8Z1zqlInuoDzhKAsdym9FfqiYGytA+IMKYYbxKrRFcBwFWeGQQ2RAhsME8YtQyQEzzyxtqTtqk01ETjihRPRCeMJ1tGZOaNl9zz0nL2soXEZnMjEeOwmgqdCoji8b7lgEhwtOpWS/Ecj+LyZqHDFihNxN+dwUJuo2d0qs3IVbaxkqrlhI6m2Tm6soMWFCB1cZYmKopBjRcNN+OulSZ5IJ4SyGsEbxYSZNVI/l2Mb5d0P8KibiJ4SOidlrr5W+MBVzsqoXlsOKMzYPja1QqCtZWbBPKp7wOhLdqxjDvhP+idCSOr9SIasaa3Y58YtnhmtFdZ28BPrl3p/+Lcv5dcstlStoEupp826tvnrp6zhX7CP3LRNg7k/NC6i51XCC8DrOY7lkpXqMuj0ERHvcCIFp0n8gxPKAAwrfp+44x6k1PPvco12dhPBsEv5creuyEhTk0Iq5KfUSv/7858KzjMuMNpv+kfNh23NPWu30FnjeKi1YOU5vhpzMN9xQOeqglpC+g4UOFqK1CBEL1rT/jIXdZe84Uzx9R/yKk8/OiF+BG2+U56PoFcLnypB+trq9wvsyBs2IX+TfQuSZaaaZ5N577y06qsLqw6mnlmyX15FvKstFpsKZOqqUNkIJIyskwhO5uJ5++unSkEYVZhBZMqzIhFg+9dRTxQT/NidXCYh3Kq7FXF0IZy+TOLj0JBS+6rnVhPCJkJgFjrsSx5Xm8HrjDTkkhhMWnV/x/JOAPyTyJ3l7jZxfRfGL8EZTeKBImkC+s6FFNoQ1nvvAK6+0f5+VjFmTzCPQ4EBCTOUaI7aQBwv4HqFS83ntvHP7+/V3669fENqqGRRUcijZZ4jtpqtseUn1IZ2Y63Ngxa+sZPLWkbj//vnnl/PDPiGqsp/cm1tvXfh7GvbEz3rduQ7pfa3o85fXdiA4Z1n+yUuhz5Z1sjpOPaAaJvdzV1ejtT2plfhF+G9cEMoVv3IKoHQZ+h6eO1xmfD7CAhMkW421in6py9DuZDi2nTKQS1Kr405JMJ7hXjW5Xh1nskMXc085pWe3Sz9HP0Jbj2GAfLT0f3mpPRzHmaKY/MWvJBk2IYmdYpdd5IcqS55ff/318lecIhF1LtlE+Fnil7LZZpuF94wZP1E2PO+x8I/vlaVJlN9JrHvqqEMO6ZCLaxVbeY/BN9t47rmC66U75XfZLi4XJvBUVbzrruzX6fGn4sCCC1bcBNcyr3z0oOhSelRFoXSihMiB+KUuJKLqtt1W2szP1YpfJdfXClWaAD8NB0K0ITSz2olUkr8tsyrhq692XBXW8E/OLfuImKri0JJLlgqyKhJb9x+uvEcfFbnppnYhrJLzobNCDe4mko5qqOL88+e/9r77pFuwykd11xS999gXDfu19yPnP83VxkqlvoZ7NXU0KgiitB8mR2AANwmCGRN8FbyVlVcu5IpTsbGcoOc43aDY10y9tow5rGM13yyobnvnnXeW/hI3MmHdtRKkyi008VwgTNUqMTHtM/3ee++1t38sGNAX0G7airSxOE1dINcg28SRrCGfTnloJ9Mq1NyDjD3Se7QvoWPSeoqxjlMj8uY0YZGBok977z1pzjWLrRlRPI7jTNlM/uIXLhszYd9hhx1yBZM8jjzySDnqqKMqvm633XaTrXGKREjovs8++wSHVNaKeip+KW3SJu98PSr84/vwu7Y2WT6rql0lTI6zxpyBEtUi33rrrfaJC6IQg6vuiF8Kzp5f/1pkyy2z/67biO6wogvBhC5WRSIgnHz55dLW2CiLIUxwvd95J1v8YpJBDqannpKpbr9dGjoRRkCYKHnIMo9HLd2Qdd7XWKM0CXo58hxXsUJpCSoe8dn6vgqOxYDmVtP7EdHrtNNQGEsnf+VAAKpmWxZWrnFcaNVFdS5qxVCOQSekHFtSTCHQ3dwJ6rzi2qkTzU6ss9yNhI6mjr7OXD/CulQw02umq/j6zGq+MM8N4dSJYl/TPI20Daku18lhhx0WXLyZwrcV5Du9M6ZfLiNsfUGeGH19LcIQWfnH8UxfkQrRYNu/hx6SuqHu0j/+sbBAogsSLoSVJxVcETFxKqd9fl9CnwFfGHEmA7LmNAHauJ5IMO84jjNFiV81YLnllpOzu2AvJ1zxyiuvzA1TnHPOOdvDHOuFDcXUwXRGKOPCOKVUpGE1BvErz3HUGZjAazhiFlnboGpiZxxECFaakDwyaM45pQEBCFEPcUtzodkVn8cfL/yeaxDzmHUGwh0PTavzWaFCHWHddSjohBKHguaeglQ8O//89hAdBsX692pENgo4ED6i+eQQZ/JgclZrCJuyE1n2BQEOFyKVWTXXFuG0qYuqu+IQ9yj3PMKbhlZaEa/ek091o2ruMRXguBZaZdJxmMxXK7h2hUHVLXb8oBPvFJ5LXL55IcCd6avKiOizr7OOnKqCcS1yf5FTj9V/zm9WW73eeiI331xwh737rtQNPa+aegC3KeeT8YNJT+AkopcdX9FnHH544ftOFDea7NB7hYVCmzMVR7IXZ3AmF5iTeI4tx3F6GS5+1YqMFerVVltNHn74YakrdgCYI34V0fA8cnUR6pY3yekMuJNU/LJV7hQNp7N0NukyoSLqkoEVViiIWxzPppsWRKFUaCHUTisvdtatVA4bIquDczr37qzQ4nzS4gM2HDQNp0U0VDcYEwIVhao5PkRI3FbkqOJetQULUg48sOPvjjmmUI2t1qIQIhxuL5LUw5VXlg7uCc2keEF30dVHFZ7sudXrWK9VdhW/ECkRcbUENtcvL++R0+t4//33ZYkllgiVdOsCCxSHHSZ1o8pJSK5zWtuM5ZYrFjmpGkQ96yar0GZdpG2AdQx3BRzGhP6XC9fEEUo7w+s4rkr9aFfR/lbvH/onPc508WZKhwUvvUdef73gUuZeWHfd9vD4nggJRKCspxswa3ssiNiq0VddVQjZZxxEziKcigi2jtPbYfHCnV+O4/Qypmjx61adhE7OkNtJqTRo18GirpxmCVOdhQGZTixMSGiRakP/quXDD0UeeaS8uww3kSZorqf4pSvSTJ70OFnJ7yyIP5SDTgWY1PGEaKjbUUchjkWqk9YbHGc9sZ20RDSOjFq6J1X8shMnvX9rEQachTrZuLaENnsOismKiy++WO6///4QOk4+rI/LOV27i63wajj55JPliiuu6PTHfWuF5Azx64Ybbij2g1999VVJgRTNeViEBYhnnil839kqdLTb5AxTKrllabObm+WFxx6Tyy67rOrNINx9+umn4es777wjH+o2s8I4U9inM88snCfNDVhL1NWn1xiBQxek0ryRvZX33y/8qzfpc3DiiYVrY++P7ohfiI3lXJa3315wDP7hD4XFqVoXX8gDkY8+YrPNSn/PM6CiKeI0YyCvTOr0djzs0XGcXsgULX5tT8nzyRlWCTVcrBrxy04ittmmsJrYXcpV7wMGqHbQ2l0QQlLnWBoGgMCBIKbhe7UUv6xgiAONJOu77touSmXl6eosDMqvuabgztPE+v/+d2EbK60k8vzz7SWcyVVXT1t5VpXJyRkVSrPEL5Io1wN1LdYihMvpcQ455BDZf//9ZWRMhj7OCBVvv/22vPnmmxU/g0rBvDYXncjmTGhPOukkOQb3ZcLuu+8uD9g+QIjce7co0JXksjTiLr/fa6+9wvt3xPUkEvIbUmH32WefDT+PybpfKdZAG6giWLWk4k5Om6yuswEDB0rbkCGy1/bbywGd6KfI+TnXXHPJ888/H/KWXXz66QXnKO6ZSlhBrhsCDxWPP9JKyBat5EvoWj3Frw8+KLih6yGO4DhafHGpC4Q0ck4QeUlnkGJTArCg0B3xi356iy3yF7gYG7IfutjVWadjVxk+vPA1L7eehs6D9ydOb8fDHh3H6YVMmeIXtnGS1NeSnLxfdYUBoHU9lRsMMXijGqCSlVi8K+TlDdPBKwNUJhUk/77uOpFXXpGaY/O0WHFKB4q1DGc76KDCV8IHcSgx0TjyyPbKj7WABO177tmep4xQBz0W7jNEt57CVofsC+hzaidOCMGIuKymM0GtdTlsfUZs6K4zWfH1118Xxa+xZpHh//7v/2TFFVes+P67b71VDlhkEfkaN4mKynbyHe/H1tbWks+Hz6ObNBRWScIwcW7dp2FgiB033STrLrlkserxhx+2izDvf/ml/OQnP5ERI0bIOeecI9eSa8+gx6eMNi5XXG/F/aKNNVWPqyIVKpJjeeyxx+Saa64pboN8mt//8IMcjWaXFKfZiephRix76qmnioLk36moKCL/+c9/5JNPPpFpbZGNasUvFhPKpAT4/vvv5bXXXpMJOW4gcogiwpVUfsXtyaKF5ZJL2kUvnE4/+UnXnMMpf/5zwd1dD8EGUSbNTQkXXSSy7baFe/ruu8t/BjmsWNxJRR9CGik0st9+BSf0WmuVjhdwD2rhFnKGdlcwzMtdp6G21uXd3fDbauG+02fD9vOcX9xqjAt6ep8cp6t42KPjOL2QKVP8QphBtKglhNrhzqmCBmmQOYYOCv/4vmYwyNbV5ZR0JbvaCn+VSEPFmIBR1YqwQ74y6WGVn4EmOatIKlxrcErdcENhAM05sDl0bLW/WqC5otKQIPKC1CNZMm49kt46tcVOxldbrXCvktMIwXHzzWu7LURSkurrxM2ZrJidAnNjxkhTfL4H/u9/hYWHYcNk+PDh8mMVIsOQRx8Vsj+OfeMN+e1vfysvEUZ8993yEn0GgkJcuPjf66/LNYg1VJmlYIdIUaSiejBhjCpKnX3KKeFrseAKTuBddpEtxo2TDxEKjjhCNv7kE2n9/iuZ4/uv5M7775d7771XPvjgg/BZlptuuimIOnMb9+OLL74ojz76qIwfP14WXXRROV9zK+J0LZNsPDNnmBEqNoyVUBHbvvnmG/nuu+9knXXWkb333luuv/76ovh1W2Oj7EJdCBOCee6558ott9xS/CyOk9yaHBfb5d/6668fnHKclyB7VbvQpblpWNigLyGkPLq0EOUIfx01apT8+te/lqWWWirs47LLLls8Xtx9up8lzi+qE2qlR8JKyY3Jv3/8oz3/34svhrDQ3221lTyCcNWdZO56/nUxDCcfglgt0MUlW60ZwfKXvywIoghfaYVkQNTT/cKFl7rBdXyiLkr6U56xpZYq5CilDaVggTqe1fnFZyaibRHESc53ngMur9CJPs981XNohSaeV569eoiLHAv3H+hXjvvggwsCqs2fxLF5pVCnF5A5p+G5oyK65/xyHKeXMWWKX0wuOlNtsBoWW6zUkl6GQf2b5D/HrBf+8X23Of74wlcGnUzkq8mhwSpzPcQvBovqEGCwRrLaWoYd5oGTjetqJzqs4NMBdzbBfmcrlwHCyQIL1H47rIIzAehpEPls8v1JDWJtLV1o5UJmLrywfEGArtDdipXOJIPpNsHMH8YQ4Gba0uHD5VvatghuqiFDhpTkzLK0xATWD112mZxyyinyXHS0vELFTxyBUdD6YcQIORCh6Fe/CoUSEKXOOOMMWXfddUMVxplmmimEKbY89ZRcdt11QmbDoiMr5jAqZlk87zw58JMPZfHL9pb/XLa3/PX1V8OvEevYV8suu+wSHGYLUSgkst1224XtIorBZ5rnC4eUEbPee+89mW+++YLTCiGosbFRLr300tITYF7/0Ouvy7Dhw2WbbbaRmWeeWV544QWZccYZZcEFFwzCEiAiHcz5WGmlcO7Z53vuuaf4GQhy/CNPmTrzOA+4sciPhhMM8WtdNJBqqxqr80v7LfYlOtxeeeWVEP6KQ42cYgq/J1wUNt1001AhuAPWyUdS/a22KvzjGlPgA6Lja87nnpN1ERnNvVWWI47o2D+oIMI9xSIf20SwrAUIPuZ+DeDWAu3//vWvUhc64g39s3WE2feTl03dk1QBVnA+0W4iyKrIpeIX4zfacIqwsLiV5cJDQFt11YL4mEWewKiiFvf7N98UvrcCG4sjv/2tyBNPFMJLbV/Cft55Z9ddWVb8wklHwSQ7rrD315Zblqa9qMQhh4gY4dhxakXmnEZdzj0ZqeA4jlMFU6b41dcgSeqxx5Z/jQ0RYIBGGGItSCcWDN7swJcV3Z4QvyolUK4l5B3LyxfSV2DQn4bpTEoQHHBK1AodmGVBbrU11qjdtpzJEkQNwgpjiQR5D3cO2kKcuG//05+Gr2SkGnPOObLqqFEhPLCEV16RUW+8IaNjXsLlH3xQfjHPPLJ8nGAXy5XEyfKgZBL/m9/8Jgg/q6yySlF0ufvuu2WfGNa4xDTTyLxM7hEQYqieXY5gGs3SCLLdy9Fdg3upnylEshVCjIj897//DQ6v9l0q7BOim/49wEq+6U9CYvkPPwyuMYQnICzQ8mkiQCASvvpqQYw766yzZIEFFpDll18+CG0IcLjBELL6zz23IO0gOv00nm/A7UXIKa8Dvup+LrLIIrLV2LGy8IgR4fw+09QkL730UnYOszzxS0PioviFuKkCIELbvFGEIeT18MMPD4UQuPbq/EJ84xyEkFUVv9L8mCoaIdBFp1gxeL5a8QSxKDnXxe3hsCOPVnEjNUjazn5xflS8IiH8739fEPGswG8rJGqqANx0ug8IS3wGPzN+oU81wmuAsEcF9/Pll7f/DvGLz9NxT5b7Sysmpn/Tfa/k/LrjjkLiez3u884riE0qcCPG4tJj39TlQi48iivcf790CdoJFb+4X8ixZs9rOpaK7s+qYD/PPbdr++U4nYW8k7QVCNCO4zi9CBe/+gpaUS6PepUFT51fqfgFfU38IqToT3+SPn8/1TovXneI1d9qAs6ESnlpKDZQTiBz+i4//CDfLbSQDP/Vr2Se/feXmFFLlhURprRjXnop/Dz2+++DWHEJzrDf/U7+FvNBwRdffBGcU7LssjL14ovLwipCDBsmV3z0kawY2+PptN2KIbHLJbvSr7lZrrvuuiCCIVix1HCaiGwQRYQdGhvlKCbk++9fdH5N29RU0rETNvijEbsQtQg5JP8XUE0RMYcQxI022kj+9a9/yba4TiLDYvLtxx9/PIhA45iMGzeTik4255YtCiBXXy1zEhYXWWGFFUK+sub4PBMiiBtui7igMN100xW32X/BBeVQYa2hdLEBtxiClrrREJ42jM7QGWeYQW4m71dLi3zc1CR733hjENZw0SEg/iWp5IjI9uSTT0qb9lOIRloJEHdPS0tR/CIs87nnnpP5558//IzwheOLHGs43/bDqRt0nuEhNPImHE977CGywQaFfiOGav7+97+XNq08y3WOlfyKck+1IXWaz8wKPNr/8hmEPGquQRWDyrmZcezp6xCHyO2FsMP1Q4hhO0xoyVeGw4kiDMcdV0hpYJ1RR5OtLaLuKfbL5lJjcYVwPsQkhKZYeCG46MG6ExHQ9t23MJEm7xVCmS0gkQpc7LsmjbcuM8JPdcEuT/xC6MJNZt1yiFm47DbZpPAz4ic5uADhj/uQPG+4hoHzogVr9BwgDFsXIPeWdYoiLiMSq+M6y7FoxzmIZNUuUKnLrZb5Tx2nUsqOSgWxHMdxJgEufk0Cxk6YKFtc/O/wj+9rQqVk2j0pfulgUxO29zXxy5m8IbFypbBfQmZrlRfPmax4ZaWVZIZ33xU8TGuNHl3sJPFabUzOqljpkBqr9i5iqroxosBrr8knp58ud0SR5a7+/YMDCW9PGkg8NCcc9sMoIs319dey2hdfyKAxY2S33XYLLiicXDotX2ncOBlLzi9cYdzXfGZrq1w4O5nKRMY295f1dz9Pjt/jAmloLrTDxx13XBDpcHwts8wyMv300wcBDHFo4403DqGOK1PVMUKOMHU6kXNr2113ldYxY4qCkE2UT6VD65AKvPBC8e8IhQsvvLCccMIJRfGLsMkllliimIeM/Qnnd9AgaTz44JBBZuP11pOHrJsooiGHOPSKzrTomnpgl13kvdNOK1bZZH8vuuiiIEpacY68Xauvvrp8plWDkyrQRx9ySNHJRiJ9dZ7BNNNMI3/961+L+3766aeH0E/+jpB5pJ7DYcOkNea+ueOOO+Too4+W/yUuwRKvF8IVfXalCs4qapJAHrEH91Eq9rCIQf+olQTzIN/WgQdisyv8TM45KjuS4w6HGQVBEF1pF3F14HBi/0i7YPt4hB/uCf4h8HCfIOSwX4hf3K/k/iSslFydTJKXX75QpRm04EhWugIKy3CsHBNORkRjhKpU/Np774KwBvZ82Fxs5ZxfbIe8fMD+kv/NwvPF4ggCFO5DzSGr4aqIWDGEN4DIddJJpWLVZpu1u2JwCHIecOTr74w4WkTPMyIb1ykVs1iUy6o0qtfexS+np+Y0tLvc447jOL0MF78mAa1tbfLqp9+Hf3w/WTu/dHWSkARCFxjcMtgk2TxVnTpTbauzsBqs+U5c/HIcpwY8RFhi/N4uTZCVKLieIsjtWyfvXQRB45BDZOWLL5Zn4+8ei6GEeHvS6ewMRtx4zIR57XDaaYI0svXw4bIgYsLuu8tZv/mNXHX22fL9nHMK6+l3Dhgg844ZIy8kuYv2a2uTg2IOqdaGBnlvtoVl9PTzyBtvvhUqERKmiGi01157BbEKRxmiF1UUNWcV7itljz32COIOCd5xLSEbff7hh8XXWOeXcv/994ewxLAPsUjIyw0NcnBDQ0j4j/hGbjBYa621ZI455pCpYl+COLbJJpvI8wgFs84aBik3nHZaSGSPS0tdV+H6TJwofyN5vKAbLFNI9I/LpqlJNr7hBln3mGPCa/bcc8/geKOaZrgWX3wRBLA777wzhCzC9/Fa7Lz33vLxz34mbeTkEpHrLrtMrr766mLY5ZprrimzxtA09hmRDrfcucccI9NFcWHgwIFCpqYJUZx68sUXw/7jVlPRcMkli0GvgZ+kAgxONi0QUylED/GTEE3cR5pHTMUvrin7gYCFeMWYg3OGcHj11SI4GRH39DrqZ6p4yVcWAzgfv/tdoZ+3ead0AUyFFc4NTihEKe5prgnjE8YFuKG4X/kbghBusCjUFoUdnGVQLlcnr+W9LPrxOt139hXBDXevgkON5xZxMDrsAuwH4e38I4yYc8FxckycM5L7U8gIgQ7Iz0euLwQqtonzCwca9xuhnxBDeQN2bKduPFvlUsUthD8KACCcczw4DzfaSMTc50V0nMNXnhfuWZx2HDff44rj8/74x8LraI9w1CEGQncrZDpOtXManrd11vHz5ThOr8PFr76CdX6x+scA2K70In6xgpkmIu4uOvBlVZsBoTq/+L0mDa+X9ZkcFprg38Uvx3FqwLz77SeFwEaRFq2kGBnB5Diy1bLLBhEq1qcr0hZdQprmd3RcmPhahbOMQhJnTD+9LHLrrdISBaFnn3tO/jnLLLKPvuDee2XGE06QJWabTaadbz75oX9/OX/cOHl/5pnlzviSTwYPlkdje3zuFltImrVurrnmDBUJ4dBDD5WGMkUY1H21+OKLh1xZJLRH5MHNxfR5QnTaICBliV/qGCNf2bcxNHFgrMbIZ+nfgST+oO6pWWaZRe67776w7SCoDBggM8VE3bjFEOkUtj3bbLOFZPjXXHONzIMwQ8VjrlM8PkS2qaeeOlSAPOeccwrn99lnQ4XJn+FeCudmLvkmii/3v/CCXLboorJ0LHBwBNrFF18U95ucZOwrgX4LxJxg5Cw7/O67pQFH0nPPydJLLx2qhPaL4tVyK68c8pYRfnnqqadmnq+YZSzwLe4dnFcki8dZxH0Y3YBFdxt5EPlKQmn6+rSojRW/jjqq4ITiGBFxtt66IGbts09BLOHnVPzS8QNfmchyrghx1AUvxBl7LLijcEupeGXRJPmIT4RI2ntPc1xtvDE3ZvtYppL4BYhRCGlUCaXgEA5FBDecaYqGHONsU5FKwcnHP84150LFaHV6kYhfxT6ERdxbuBsRrnB+qUBlw+h1IVIrQ1vxi8qthFAiECAeM1ZDfIz3mmy6aeEYCGXOWtDU4+aa6tiLXJjc8xqqy7VS19uNNxYqit51V+FnxDwrADpOvUAUdve84zi9EBe/+gp2oMTqH/kxGKhZ8Yu8KeSGqSU6AGNQxqSP1XFyW/B7BqVQ68p5Wbj45ThODdBKiP9cZx0Ze8458uPcc8vfyN2EGGbamX1fflmWIEQxeX+Dhs9FWmLuvO90RZzqdcxD42civ1wz/fTBTdRs8vys9pvfSLMuLBAShQiCEDHddKHS4eMi8rejjxb1ktw/caI8EZ1Ge511lpyLA+YPMQdR5Pzzzw85xCqhVR8JR4Stt946iF9ffvmlIA/oWcDBRcjh5ptvLk8xAY/ss88+ISRw2mmnlYdx3sQwUfJg4SBDsFL4XCt+6c9FcL4ZgW1OHDkRcmvhQGP7CEvBIYXAhcBjQPyy3HzzzSFvmEJY59uzzSavv/aaIPngBnsthrCRvYpsYnvvvXdwjF188cXB8XUFohkLMPSp5PVi2+z7yivLub/7nZyPMIIDGhFx4YVDrjCEPSDsE2GQBORPzjlnEDCjdBF4XSs4g+YoQ3RB7MLNc8ABhfsIoYMwQdxkCHGxeEERQo+4Z0muT9VHiKGbJSCu6TnGNcU51PC5d98tfK+ilDoNKQBhK03S93OtONeIZBZ1fnEPI2qqA+n009vdbeT6wo1G+O5KKxXOZR6E5ZKTC8cW9w3Oc8KROS8p0dkXQt3//e/iNSkuyuEgt5WEEbViQYmAVltczmTk4zlFAEbAQjQD7j/Q+zMVv8j7hhiAwIUAxfngHuF9XFMS6h+pgbI5aPvDeMvmBKOSo+6HhWNRZx2v2WWXrleidJxqISSXflDvPcdxnF6Ei199BQZyrKbGyUoHizviVz1yb+kAzH42g2IGpDp4rZSPrDtoOIiLX47j1FD8emGjjWTaww6TqT76SP6w4IKCrNCoCa0Nn7UrPvK6EXWUhhgeiKgSfELbbBN+Xungg6Vt002FTFVFF5ZxyQ7SkBHcKAgK991XSDw+3XRBaCJ5O4nWVTT5xdFHy4kIJBdcINMtsoisQjjX3nuV7Auhd7vb5OQ5IFLh0tLqj4hHiFKIP2ttsEFR/ELMIWfXwQcfXAxzBBLY48oi5FBlp6+jgAQ///nPi6/VMEYNe+wgfrF4gkMmurZwfuHyUueZDdEMwg7nILlOVvwipxn7TAgl4pwKaiSr11BExC/cYArZ/2accUaZtalJBp1wgiw155wFYRIQXhAUuYYkbp96amncYw9pJCeV5n2aMCEk+ie5P1/ZhyD2HX64THXPPfLZxRfLG2+8IU/9/OdC4FyQXnbbrfBeXbBiMYt7k2ui+c0QUch7hUMMkYecXYBTTkVOzQtGPjDcSxCF1xD+iOsIQUvzZvFenGKa8wohi31VlxPFEDguXdxK4TwQHpmKX4Ti8o/xgF4zqjWmfTeLdCTqL+NMFK4T4Yi898QT2/ebaoZ//nMh/JCf1T3G/YZwjNCl4cU6VuJYOQcxJ1sHtwqCJcK1usxBxTLOrYpd6hDT9yN+cV24j3Dtca8hRrEdBCh1yGvFykqpK1Lnlx1z4fqj+qQFwZwIAK3gylecYGlVTcepNQjmyy4rktEfOo7jTGpc/OorMGnCeWXDEOiAtCJSvcQvdX6ZamIBVoRZnSWcoJ4J79VN4eKX4zg1QIUSdSLBr371K5n30ENlNvLrGM5FkyC5OkLFlVfKEkzuY9jYZ1NNJXP07y+DEAmuuUYuQjfgD+uvX3jzLLNIwz/+Ie/ZD/zTn2TYxRfLiSeeKAsSHnnRRYVQdZ3E45o57rggNJEna8UVV5QW2sAnnyxUoyNkitCxcsJBJ1BBinOCY4uKkEuvvLJMY10tUSwTI+LhYjv77LPl5ptukmXIo7bkkkItP02cr6LTLbfcEo7Vnm/NO1ZEF08QKeJ7yUN2wAEHhJDGoTanJLmvECmS0FL23Sa41+T4mrtrmyhIKuRF09BPQM6Ygf0gRO2882SxI4+UJg2J1XOB+IRwR5XP228vuJfID2Xg2Mhlth6VEyPkKjvooIOC0PjJZpsJQZ1P8AfCDDVXEzmcTBECeeWVwleEDI4XsYd7BFGG+w+RK+YoC3m+AKeYJqBWAQQRin84xxBXFcYShEIiFCGMsR8qDnGtyVHVmXsMAZNzwniA88o9zfe1gBxdONNiCKvsvHNhHzkHKkzhfNNzgDMeEUzvCV3A45hUPKwEDio+h1BNDfNUh7vej5wfxC/uSUId9fxxnyN84Qbje3WWVbNIiMBGSCP3lqLOuZT4vBT/Xo245ji1gBBcva8dx3F6GV73uC/BxEgHWPDww4VVYSZHJ5xQunJZK3SCiAOLkALcBkCIBYO/JPyk5rjzy3GcOji/rPi15ZZbhn9p4ZBffP+9zHLXXbI8k2Alvo9k55//+GNBQNpzT/lwr71KJ9tG5Ck6v9ZcU6Zfc005Rf+guXuotAckr9awLYtWiKsxVvwi5BHW22Yb6Xf66bIRoaHxdSoUIQiRV4zjOWrllaV1003DCtt7e+whFy22WFH0sY4rrfpIKORhhx0WEuCXYHNIIQYecIA0NDfLJZdcEv4FCLGhSiOOoAy3wYYbbii/+MUvQoVLKjuSdJ6cY4hRb731lmwWRSGcdDvssIMcfvjhBddbFJkI4mum/1SBw4R4hj6IfVRXD9eI3E4ILLrP2i9WgP0hSC+cga23lhEHHijTau4prrsNzwOE1U02IZ61XczR+1adWbZipIYhMVYgFxb3OteC/DzkjlLIbxbzmQXXnXH1dQnCEblHCcVFuMENFXOo1YQYStwBXHkcG9tCQMRVhiDGtST8ENQViGhcLTyvmrwecYlzT1gki4Ca3wsQFREXcZ2po5FnCoESAYzfcZ8hjlWTHJz7i/vJwhiLcFOcfTHEOMAzSVgu551wUuNkdJy6Qgh1bOMdx3F6Gy5+TSKmn6pObihCE5hg2GpHmrjWltmuFTqRY3XZDmYZXPcEOuBPnAiO4zhdYeaZZw4uH6oO5rY3OIsuvjjktdqV3EMp220n95HHZ8SIIKZo3ixyVIWQM0KyjGCW5qTqgP69CyHk3elrrPhFfi+YgxxFO+wgfxkzRlZ88015++23i6GKv/nNb0JoX+Dll6VxzBgZu88+ss7hh5ck2Ffxy7q8EMHISdYBxDCEC8Qkwj5xzqX9C8nMEQj5p1WGDbirrriCLF0FNGzyk08+kc8++yzs/7///e8geHHtCYEMkCxcB0qE86vLGkEF0Y4wMo6X/GGID4gTuKpwIWneKBUwq8CeD9x0U0enXNimOnfIC4VDCdGLPFbck4cd1vHD1JlmxRjGBjjC1XWFQIYowlcmrDiaCBs0wm/IZ9ZdGBsgElURcltT7OJb6urSMUN3XeNcGxW2uU//8If2tBM879wPNoyTZ4W8qIimnGd+b8XzzsC15fpzLBSC4L5EECZElu8RGmnHCGmt1MY4Tjco6WdoS/LCoh3HcSYxLn5NAgb3b5YXT0xWcGuJlhxXdBKXuBZqgjrNqCKmKz0M/DXPRL3BjUFuC8dxnBqA4+vbJGl9CUyiCQnT8MUsbrtN3jrsMBnywQdBeIG/qpMGNPdSMNb8qZhgPhcNe+yk+NXdvsaKXyS/D0naYd11Zcj++8sRl18udxq3iYYwFif/O+4oA8k7lKDi10DrVC7Xn5EEXbFVjBV7vUw1yEqQ10tze+EIUwinDFAdkBxOJkdZEC8RFhAs9Dqq4MbxIFKR+6sLrLTSSiEZ/mmnnSaLLbaYNCFeIPThZuOzCUfEzc05QVytBit+cVyEI3EO6aMJ+0Q8QbzBHcS1UkdTreDc2OTsvQUVg2oUIlwEBxn3K889ginnG/FLnx2EqAcfLN2HrpI+PwhxhDsifnHdVTB14cupIx36GdoXzYHnOI7Ty3Dxqy+SDubKTeRqtS3EL1Yxsdmzap4KcPWC1W9TCcxxHKeu4O6oAlxM55KAuwI2+XsuOM0QYkyuqJ6AEMSTTz5Z5ptvPnnyySdDEvxArBy87557yr5UFs6CyXeOuEV44bXXXltMqF8R+zlW/CJ0DOFGE7hDLXPNaPU9wvVwL1GFUR0NNpelijvViHllwHV26qmnhtDREGZLuGGsOhmwBW2qAeEuKySWMMo33mj/meMiR1i5CoudBWGNxO7GcderID8qInY94DpxfyAk8nxwHVZYofC36KCUDz8sddjVCj4T9x5FCepZbMhxsqCPYKGHuUAFyH9I5eLV6pGSxXEcJ4eGtuJo1ukzkBfkoYey/1aPy83qNJ1dXt4Nx3Ecp++AqIEbbdiw9sp9KVSxI+cRyc27C1UNNV8VVQw1fI5wx8UWK4hOmtsKcaEeITeEqRFKuMEGhf4V1xfhq4DQcPbZIuRFsznKJjW4vdlnDYHsSah2yTlLig9MMZDnjeqjzzxTWqxAFwx96O30RWiHEdG//rqkenEWuImprKvT0NGjR4e8kR2KnkxiCIknbP7666+f1LviOE4N8ERJk4CxEybKDpc/Ff7xfc3BhZWFDUmpJc8958KX4zjOlNLXqGMFEazSJKgW2M+xYZRsHzHhnHPaXS4aIlprNBSSr0cfXZrLS53O3XR+1RzcR5NC+NL8o1Oq8GXdgLi+LDjBtg11Xx2n7/Uzw76vKtSWYicIX5ZVVlklhH73Nv7whz/IDTfc0O58rsAxxxwTnM2O4/ROPOxxEtDa1ibPfDCs+H2PiV+sxDuO4zhTBHXraxCAmNyXE79szqHuYkWlDz5o/57tE45IMvzHHhO5/fba53CynHdewemcVm9U91tvE7+cSYeKjqkLkQqUjmM56ywqXIjEqrOTdT8zaubCvV+mLXzppZdCoZGU18hp2AvRHKCEaFbjSjvrrLNk7rnnlj333LMH9s5xnM7izq++SJ74ZXOUOI7jOE5XYWW/kvOrVmKQTjhWWaUQTkMfRw408lapw4D8arbKcT341a86Cl9aBOHll7tfOdDpOxDyCV71zqnEMccUCiXkMHHiRHnnnXeqO48TJxbCr+scVvvFF1/Ii1oB1zJqZMF9W2YR4jpC1ycThg0bJo8++mgxLBNwgJGXMYtQ0Tmsh+SkA5hEvP7666ES83//+99JvSuOM8lx8asvQueXxaQKf3Acx3H6FvQncVJQ97BHnUgtu6zIhAmFsEP+3Xpru/hF1UZbFbInIQw0VvV0nICKDz1V/MeZPO+Ru+8uv2h93nny+sYbywsLLyzjDzus0K5SSTcPih1QHXa33YJARWXdTTbZJAho5aCgyWO4Z1MQS9Zcs1CtlByC5HkUUhyeLSussEJHEWjkKPnyxx/lVtrmHEaOHCnTGFE4a98efPDB6orBGBClWltb5YUXXpBzCIXPYdSoUbLrrrvK/vvvLzfffHOHv5Pb62UWM4LRuN1prOLXAQccIDPl5DPTIjcffvihXFxF0n9ec//990tXee+990JOMgsVmNOK1UsuuaTMO++8svTSS3d5W47TV3Dxqy+SdiRe8cdxHMepJYg9cYLQARLBM/mpZRggLoMzzxQ54QRKaRZ+h8OhXjm+HKc7bL99oRq14+Tx1luFyrnWKZhy+umy9MMPy44M7a+8Utoo/LHrrpkvJSzvNwceKOOHDJGxt98ud9x2m/zwww/ywAMPSHNzc6iumMmNN8qCq68u26bVTxG8Hn+cjO8i//ufjFxqKRlLLr/775e5KEIiIp9++mnJW756+WUZNmGCPPLII7mH/eOPP8qsVIM1P1sR6rTTTpONNtooiFDqpKqG3/zmNyEsce+995ajjjoq8zVXXnmlDBkyRP785z/L5ZdfLsdT6TYKZ1SdRNhCdFtuueWCSPf111/L4osvLgMHDiyKX08//bSMoJhLBg0NDaFq7/fffy+HHHJIUQhLj4PP4jN4zaabblr1Meq+4uRCNPzFL34hayJORvjMn/3sZ0Gc4/jy3o9o9te//lX+VW+3tOP0Qlz86ovYlZibbpp0q+GO4zhO32TLLUW++65QiXGnnQrfK1Q/tEm/a8Fyy4kMHSpyxBGFfzp5rGeOL8fpKnvvLXLffX7+nHwQ7xUjfiEGnXTSSfLBww9L26yzyisLLiikkf909GhpQER54YXSzxk5shiih2D1j5EjZeD48fLoYYfJKaecIiQ8OV1E3sANNXJkSDQ/7qOPRF59tfD+Z54RyjI0DBsmd1x3nQzfZx+Rjz8uuGq1sMfaa8uQt9+WgVTT3XRTOYgK7yLyz3/+s2RXHjrqSHkpGB6bqxa/yPW18847l+TMwkHV2Ngof/rTn4q/nzBhQhBuvvrqqyAuIezB1VdfLYsuumgQzXCilXO54XCz6GsRk5566im57LLLgngGuKcIFURIYrvbbbedfPLJJzIoOppxmWUd2+xamTju83zzzSerrrqq/Pa3v5XHH388fNbyyy8va621VolwaeE4OC/fffdd8biUN954Izi5CMf85ptvSo4j3AMRnG1sb1ziFNx2221lwQUXDF/XX3/93HPlOH0VF7/6uvjVr1/tQk8cx3EcRx3FDzwgssgiBafX22+3nxdWyC+5RGRH/Ao1BgGMSdzhhxd+tlUXHcdxJhfIXxhpa22Vlp12kj+ttJIstOCCcvvJJ8t8G2wgDa+/Lue3tQnenrn0xXZRAWcWIYRPPikDjj5aKDHyiYg8NcssctEii8gJm2wiqzc1CeWudrv1VmldemnZaokl5POFFmoP1Y4uptlE5Pd77CHTXX11xwJZFDAxDGhpkaamJnnooYfkjf+9Ufw9wYAET+blxMoSv1ZfffWSv+OyOuigg4L76+GHHy6cn7Y26d+/v2y88cbhvUOHDpWllloqJM7fZ5995C0WQiJjCQ3NAWeW5eOPPw7bUJfWm2++Gdxh5OxCXKPSI+IXAtIrr7wSkvUPjtWOcYYRcshnTj/99KHK47333ltybOqMY/8QItdee205//zzw8/k35oqXkveh4iHIwtR67777gvHd8IJJ8iJJ54YRDgFQUzFOQRC2HDDDYMDDPELZxufgwPtzDPPDOcTVEi844475Kc//WnuOXKcvo6LX5OIQf2awr+6YDsdktxrWXrHcRxniqJufY2G00fXQXFydO+9jMpFttuuvn2PhjsShuM4jjMZ8dzZZ8vX++9f/Lnh88+l+ZZbZPvnn5dffPmlvG5e+/x778k+Z54pLVpQQ8Uv3ELq3jrzTJnuhhtkSXJaEZW+4YYy61tvScPKK8u9MfcUksktH34oLFPMR+5EERl3yy3yfQw5vBoRxUaNRFHqmX79pF2ma+fJaaaRTZ99Vr76+itpHT9WGlonCGneh8W8WuTdQmS56KKLiu/5z3/+I59//nlwPf3yl78Mbio4/fTTi+F7CE6ELx566KHB/YTwhGtKc4FZ4Qpxifxh99xzT/H3uMLECHBjxowJ+c/s7ywbbLBB2AahkIssskgQs/hM3GCIYbjwFMQldbURqqkhi4Q14lh7++23g9NLeeKJJzps7wh1LkchcJ555gniFyIejqx1111X/v73v4e/40QDWx1THW8UQXg1Xn/CTBHi2A+cZ/PPP7/stddeQURTONeIemyfEM/2S31TxtV1nL6Li1+TgMH9m+WNUzcJ//i+5ljLL+KXO78cx3GmOOra1yywQOnPiF/HHSfyk58UQu1nnFHqiobVmFV2x3GcyYGpZphBXpxuuiBUKafMOKO8POuscnLy2j0PO0w23moreZWCH4hYP/4YnFF3IIZFx5Imzkd22WzbbWXwzAQyFhh0220yYeONhRY5zRY2YKedZNqJE4WgQwSuU3AUxb899dZbMuqee2SLCRPkqoxjWHn4cNngo49k8403lBkeOU0+OHsrmaNlfBC/CA8k7xZhkVdccUUIESSx+xprrBFcTwhEiFx77rln4Rj33DOE6CHeaAgkoYKEDSLmnHrqqcXt2mT5msNrscUW6yB+aY4uHGRzURDF/C6FkEdCJxUKBVxwwQXh+4UXXjgIXWyD/UNMA/KD4arCaYbTitxgsMQSSwRXGNik/eTgImQTNt988+DMgrnnnjsk6QeEr/XWWy+cC9g65mEjN9fJJ58sN954Y1H8Qghk+7jDFMQwrTRJWCM5wTiP4T4YNCi4xX7/+9/LjLF/PvbYY+X//u//Ms+J4/RVXPzqi1jxi85x8809L4rjOI5TO+aeu72iHbAif8YZhe+nJ/imzpBnjPBHwiAdx3EmIxbfe2/Z5L33ZFzMyUt6+Ou+/VaeWWGF8PNTiBd8c/PNcsR55wVH0szXXitni8i7r70m11xyiSTp6QMsSSyDY2uVVURWXFFkq62wBUkzFSAJHxSRC83r35hhhvA5eL8e2mOP8Lt34t+++PZbOfSOO2R4v35SkFtEnku2h6SEr2wwi+wXXywLtrUJqd1xTBGSR4gdIYu4qmxidxWw+B0Cl4YKEs5oBSiqIdo8VjDnnHOGr3PMMUcQnRC/cDqR94rP1fxZCEU4qHCI8TfcVTY8EhDgdFskuVdwrj333HMhHLJfv36y4447BhGJ40LsIswQbrvttuBSY/vXXntt+B2hjFNPPXUQpngd4h9wjDPPPHOoJPm3v/2teD4Qv/gdLjlErnXWWSe4usg9RlJ6nGccC1932223oviFKw7hyjrNjjzyyOBkg5VXXjlsm6qcgKONa8LXZZZZJoRzHn300WHfHWdKwsWvvoi19dIo0hDmVZJxHMdxnK5C2MUSSzCLaP8diZLrDc4zwkc84b3jOJMpM0ShYsy998ptzz8vO5ErkaqJCy4oXxCaRt7E2MbNPs88gh+IDE6FQMYCt4gI9W9HEukB885bqDb63HNFZ2zDbruFMMJ9991XlokhbwhpB84yi/xNRHbYYQc5l1xfiDc065ddJo9vtplcc801sscee8jPY25F8olB2x57SGsUew7i/eQvO/xwaTniCDn5r38NVRJxeyGwfPnll2HbOLBwNOGisnm+yiXHp3IhOblI0q8hgOrimnfeeUMuLMQvQNghL5iCO26rrbYq/p3tIhiFY5xqquDCUpeZhjsqy0aXHWKVgoiHmITzi8/FVbXSSisV/46IZQU8jptwTBX69CvCE4IaIhfbRHgDhCjYZZddwlcENODcIfLZRPaAKMj+qeNsv/32C1+3pBiNgeIBXA8L+83vrNjoOFMMbU6PM2Z8S9se1zwT/vF9zZltNtbjC/8mTqz95zuO4zi9nrr3Nco667T3Ofw78MD6bctxHKcvkY7TX3yxrfX77zu8rLW1tW09287ed1/4emPB0NXW9uWXbW3Dh5e+6bnn2touv7z0d7/7XXjf5TvtFN639tprt/9NpG3CBhuEb0eMGNF28sknt7300kttbf/4R/jbf7faqrDtMWPCa0aNGtV2blO/tt22/W3bHtv+tm3MmHHxYwr79N5774WvCy64YNu4cYW/dZWbbropfNbee+8dvu6yyy7h63rrrVd8zW233dZ29tlnh99vtNFGxf3gNezD/PPPH34ePHhweP3o0aPDz6uttlrJtt59993w+yuuuKL4u88//zz8brbZZmt7+OGHM/fxrbfeahs7dmzJ7+65557wvhdeeCHzPZzfQw45pPhzS0tLeP2ZZ55Z/N22224bfnfBBRe0bbbZZm0XXnhh+HnPPfcMf//www/bPvjgg7YzzjgjvN9xnHzqkHDKqURrW5s88tY3xe/r5vyiBG6sBOI4juNMWdS9r1GSUuqeZ9JxHKdK0nH6cstJaU3CAriEinUMcXbFkMltttpKljr5ZJFZZun4JkIf+WeJjqIBMTcUFRSLvPuuNMd8UDiSfvOb3xR+jxOqrU2WpDIkyedjBUEqH77W2CiPL1BwQLUmx0Iy98MOOyzkvrKurK6A0wuWXJK0/lLM0aXOLtAE+oT+4YgiT9YZZ5wRKicSUkg+rffff79YJVErIVK50kIoICGTuLMUDc0keb6+L4X8YCmES3IebV4yCy6zCy9sD0ZlX3Cl4ZpTNEcXoZE4wfRzcazpeQYqTjqOUx4Xv/oiKn7VO+Gw4ziO46Sl5esptDmO40yhxJq6IuuvX8jpi4DT3CxLL7109R8Sxa9BMTfjNttsk1/IJIUwuRgSqIJcViVIQhwJ1UPIOf98gjK7D2IPpjJyhO20005BwOK42VaK5u8i6T4J4EmoT1giIYHkHyOJvu5/lvjF77fYYosOvyOZPVUgbXL8Skw//fRBhOsMNtzShkDaZP8rpqKm4zhV4eJXX0947ziO4zj1JBW7Yu4Tx3Ecp3Ycf+21MvHQQ6VJK/QddRR2p859SHRKrf/Tn8pJzc2yQCXBqwJvZ/yOyo6aeL7WkC9rluhySwWqFIQvBDA4/PDDw9eimy2y2mqrya67pnUws3nllVdCLjP2oSfRfGKaH8xxnK7TQOxjN97vdIHR41tk8d88EL7/3ykb174E/YsvkmlRZLPN/Po4juNModS9r1EeeihUFAsOsBNPZITuiegdx3F6IyNHihBmR4L1Gog4/3v7Pdnsmjfr389MwVCtkgqULn45TvfxFqovsvzyk3oPHMdxnCkFKpbFqmWO4zhOLwbn1/HH1+zj5p2XfFMF8cupD4RluvDlOLXBs6E7juM4juM4juM4juM4fRYXvxzHcRzHcRzHcRzHcZw+i+f8chzHcRzHcRzHcRzHcfos7vxyHMdxHMdxHMdxHMdx+iwufjmO4ziO4ziO4ziO4zh9Fhe/HMdxHMdxHMdxHMdxnD6Li1+O4ziO4ziO4ziO4zhOn8XFL8dxHMdxHMdxHMdxHKfP4uKX4ziO4ziO4ziO4ziO02dx8ctxHMdxHMdxHMdxHMfps7j45TiO4ziO4ziO4ziO4/RZXPxyHMdxHMdxHMdxHMdx+iwufjmO4ziO4ziO4ziO4zh9Fhe/HMdxHMdxHMdxHMdxnD6Li1+O4ziO4ziO4ziO4zhOn8XFL8dxHMdxHMdxHMdxHKfP4uKX4ziO4ziO4ziO4ziO02dx8ctxHMdxHMdxHMdxHMfps7j45TiO4ziO4ziO4ziO4/RZXPxyHMdxHMdxHMdxHMdx+iwufjmO4ziO4ziO4ziO4zh9Fhe/HMdxHMdxHMdxHMdxnD6Li1+O4ziO4ziO4ziO4zhOn8XFr0nA6PEtMu8x94Z/fN+XWXHFFeX++++f1LvhOI7TM1x+uchaa/WKsz0l9TWO4zhO9YwZM0YaGhrkxx9/7NZp837GcZzJiclP/Hr5ZZFhw2r/uT/8IDJ+fO0/dwrnhRdekOuvv35S74bjOE7P8Pe/izzxhJ9tx3Ecp9cyfPjw8PXbb7+d1LviOI7TY0x+4tdyy4nsvnvtP3faaUX22qvj71tbC/8ymDBhghx33HEyceLE2u9PH6KlxR0HjuNMITROft2q4ziOM2XR1tYWvuL+qshf/yqy2moyqfnkk08m9S44jjOZM3mO0keOrO3njRlT+Praa6W//+ADkdlmE1lyyZJfX3jhhcHN9Omnn8oZZ5whw+rhROsB2O//Z+88wCQrqi9+J23eJbNLzjnnnCTnnJOACApI8o+AqKCI5CAICAIKIqAkQZAkIEGCgOSc45JZNu9O+H+/6ro9t2vee/26p3vS1vm+2e3p6X6vXqqqe+rcc994443i7//973/zDYIVApKwlvjLX/4iu+yyS023GREREVETDATy67PPRI46qvZjbR/HI488InfffXdvNyMiIiKib5FfV14p8thjhdennVbIwukFzD///PLkk0/2yr77Im677TaZOnVqbzcjIqJfoX/O0puaarctOv9hwwqvhwwp/duKKxaCgFdeKXn7yCOPlP33318+//xz9/s333yTf39s7+XS7fUWIJAWX3zxkol/kmqrouNLwLQap5OeddZZchOrUAZPPPFEXYi7iIiIiF4bn3oLzz8vcsEFIm+9JTMSttlmG9liiy16NPAckHjuOZEJE2SGBaRxrQPSTz8VufXW2m4zom/gzjt7ZaFBszLaU7JbUnH77YUxopfQXwUH9cD2228vf/zjH3u7GRER/Qr9kvya1tYmr776avc2ooSOUSW1DRrk/n/77bfl0UcfLfiAZeAziCyTN2+BisoNKBAyNoDYfnuR1VfL1cSH6+wbo+QdgOA65phjunzm5z//ucwyyyx9SvmlJJcdsB988MHEz3777bfu890l8CIiIiIqUn7153R4TVWfwVLWx40b12P7aWxslHvvvVcGHCD1WDg8+2yZYTH77CI771zbbf7udyI77ti/+5WIZGy9tcjpp/f42dG5eS5rEru4zIJ2jef1MqMvGPShGCsiYqCjX5Jf/3v+eVlqqaVS//7lDTfIm7feKuPTVlIef1xkueVKUx5F5J6HH5ZPP/1UttlsM1lr3XVLvjJp0qRU8qhIfl12GTmR7uXqq68uV//pT52roIpwcv3Bh8WXU6ZMcXLel19+2RE266+/vowdO1a6g6eeeqrLwPbll186pdQQo3QLCS6+d88997i0TjBhwgRZa621yvqbLbDAAo4w6wnyq6mpSU4++WT3WmW/Vv1FBZuZ8HIzRGVEREREj5BffXFC+tFHIq+9Vv5zOmb0xWMwQKV1wAEHVP39c889t8eUXhY6NxmQRtM6R+ghIrFPAnKg1qlZqqCP5NfARC/0tVWTX3yvF9qrC96RBCtFPB8REQOY/Lrxxhvd/5PLyMln22MPmWPHHWWDDTYQOfHErpW3XnpJ5MMPC+ovQ2pN8UqhuaZO7XJirrzyStfBKPmzq4h88vHH7nVRVXTIIeREyr6rrup+/UAVX7aM8KBB0tjeLhu99V/303jB+cU/nXTSSbLGGmvIMsss09mmKbSqeqy22mrOn+xPf/pTcVtnn322rLnmmqnEGsfJ9zbffPPiey+++KI8/vjj6YSix/vvvy93IuH231FV1sf+XGUBxR3kVbmO3BJcp5xyihu4bc77scceK+eff77su+++xfcg78Bf//rXgRlwRERE9A30IfKrsaFBNlpiDvfDa9lwQxEzvqRCA+w+rvzCn6s7KR/XXHNNr3h86TxiQAYtqsgeiMdWCWp9/Drv6ePPZETvggX8kriBRfiUxd9aKb+6jDN1Qq2Li1Wc7tlHMSDHkYiIOqJfkV+XXnqp+z+pm/7ud7/rDOgVQ1GI/e9/IiiXDjqo0HG3t7vOvl1N3lkBN8qvqb4TGZXQeZ966qmORGpubpZhjY3yV4iUk05KTHu85umn3f/f4NEAIF6OOKIgg3/5ZRnSNl2uuvEU9zPokYdERo8ukj8hKlUsoRrTybzN5+f8HH744bLJJpvI6V5ebc9XOY8u1GKqpiqHp59+2u1zOVXXedKpHN577z33/2RzTfKA4zgNA06zmn/00UfLLbfcUnzvpZdecqTZ7rvvLr/85S+lWnBOY/XKiIiIsuRXjb0Oq8GQlia56oDV3c+QD94TefPNfMqRfqL86i56yydSg7gBWSlaj2lGD8jqRX4NxHsmomYYM2aMfO973+t847vfFfnVr7pPfllMmybtU6e67JAu40xLfs9LFtTXW2+9Xls0IHvk+uuvl/6OgULiRUT0FPoV+dXS0uL+Txr6r/3Tn+SRc88t/o5715z6i5I8kyfLn7bbThrPOKPw+2uvyb7Gl2EPEZlvq61kekIp3fs//VTevuceQdO1mO9oCg5hIhMgud59t+Tz84lIs1c7TYE4uugikZtv7hJMNELQQXBNnSoTE3ypUIJVAsgt0jjuu+++Ylom/mPgiiuukH/9619dvhMOJEmlhJWYUvLrqKOOki233LIL6aV4Nzgfs846a8nvKOwe08oxQSDyt7/9rfheWMWEdjzzzDMl7+VZ+d9vv/263Ee2LQ899JDkwYYbbihr94FyzxEREX3c8D6LOHrhhdSApG5Qn8wllxxQnl/dIbB6i/yq2mi6P6AvkzPMdaha1xOG2bUmv5RU7wfPZEQV6Ohwc9FakDGXsI0LLyz+fjHxR43Jr3dee60kOyT/V6fJP/7xD/f6uuuuSyy0lYZ6LBY820tVK2uJqPyKiBio5NfUqfJjn0bXFkwqmEAeDHl13nmyIkarHjP7/zt8MDL2zTfle3fd5V6Pa2mRD37yE1kq6PiGvvWWJA09S4vIwq+8ItBISh81+//XRWG00EIln39fRI7w6ZYX/Oxn5Y9v1lnl7gcekEukNiDNEfkzuAwvsoQ0TkWYBrjYYoulDhCaPsigdZc/l4pVfbpnCN636ZL4jeHFFZJIKtVGpaYkmPqSXXvttbLIIovIggsu2KWjr7TMb0h+/fSnPy2kyOZUmUEmxsEmIiIiEUqoZJFfV1xBNZGeVcdUouLqR+QXxvF9cVt5grh+T34xxwk95LKUX6jbb7tNeg0sSJIJEMxd6oJaX9uo/BrwwGN3zz33TP078+g82SAjeQY9wQTStFjVpj22T5kibX6+jnqq0lTzbbfdNvG7zPlfy/CkrEe6+ECYyw+EY4iI6En0H/KrrU029gouur9hkFm77+5WEFA4zes/9rwxly8OIb5jP8gQY49Mny7zjR0rJybsakRKE/ZHpWWUZ8NbWuSXRxwhK7GKn4DBfr9zBe9PahksSx19o/vhdeHNgvdYgfYpBWmADIpvvfWWLL/88pKnE2RSfccdd6R+DiJJ8YamgRqEZNC///3vEuXX3HPPndkOq+pC9cWg/corr7ifcHDj+BjUWPVSkJqoaiyqUO6zzz6JaaG2TdWQXwsvvHCR2EMtlwaqcqGaW2ihhZzSrLcUAxEREX0cGvxnkU095N8zaVqrLPWzu9zPpKl+X5WkPZ5/fsEjMwtURk5QC/cUatkXV7WtffYR2QPd+AxIfq2/fuH485JfeLBS8bq3oOe7J1KSa31tB0IV2Yh0dHQU7UUKv3bISiutVJwX33777TJq1CgZPXp0Yr/RwRx69GgZqW8YIt9STHjw6veV/MIDuCwMaT3uyy/lfp/yyLZKxplprbnVWyH5tdtuu5VkaWR9NwkQgx9R1KUCcJ7/+c9/yv333y/dAQSiigPy7tdmuVQDG+9FREQMRPJr2DB5fN55i8qvtcht/+tf5e/bbitnr7hikcQ606uuQKEOoEiDX6GwVJDtHknQO6WCpnztJ8j3Tp8um7zyijSkdDxzeO+qvRP+NnnQEPcTImnq/Ytf/EJOPPFEWXTRReWFF15wZBU+Y9rRQhJBANmBgY4YA33FzDOrDq6zKuPtED5kw7zySsnffvjDH8pFgUz69ddfd/+zbwIESCyACmrvvbseIWSVYrbZZnPk19JLL+1+9t9//2I6J8UChg0b5kzqrTqMY9YVrvPOO0+y8Kqm8+QEsvLNNtvMfe+dd94pyq6///3vp66g8HlSSjnvYWXMiIiIiKrIrx7w1Jo8vc39FPdVCfl1770iF1yQ/VkqIx92mPQYCLo4f37BqDtqrZDsqmpb114rcsMN3SO/SEU99ljplwiVKFn3V4ULVf2a/IqG9xE5YD2DvzLpuKQHsjCrc2/m5YrFF1+8y3amjBsnoz77TBbVNyDNfHYFFJPObTfaaCNXlApSTS1RyiJ4prF8GW8yRujHiuPMN+MKfXQKbB+r5Ne6664rZ511lt9VW9XKL8QB8/o4sRJstdVWsvHGG6f+nXP1gx/8IHMbhx12mIwcWaQeywIfYsi+NMKMTBg8nC2IlyBEQ9Irkl8REQOV/DKd5g6kQPr3LheRn5mqhbyfh5pgOr+Zf83ULSxKnbV2YJ25lnv6aflnmX1VJgruCh0U7MC39dZbu46WDhKV1ogRI+S4444rpgC+ibFxgtqJM4hj1jwjR8o2IkJ3/zABjgFkFCtMSTiIlAGTarj66qvLX/7yF7diNd9888nJJyvlKCXkF6Sdha7OKJGEUiysJJllks/qlyJcsYE4I60yDZwblFy02wIijAGQ7aG0K6nk6cHvIZEYERERUYRO3rMC7N6oCNnWWiz8UhZWkZZHDVVhYZZu4Z13SoiUuim/OKYM9XR30IX8Qg19xx1Oxc44XlQzowTppjqg7gjPf5byq7cV03q+1SqBwPPUU8knq/2+6pWKFJID2FsEC5gR/QTHHSevGD9cS35p4ackQp4skBDTAmK5nSwYn4HR6PscLWbFwjIk0QknnJCvnYFCGfKr2dzfDZaMo6BUhheYHg8EjpJfjz76qNx0001F7+C0rBW1ckkDf0+f+XeC+EXPb56UwQceeMAVXEv77GqrrZZoL1OuDSFxRaynNjS/+tWvZJmgMjML9hCik/zCz4CuGhwRUUf0K/JLPbaATcqzNA1dQR7uHUpDk9ygfsL6grflPGkjvv5aug5D1YMkyK70UVfoapBNFaTKoa4ihabwulLEuVqJcznbbMW/vRKs/mSRX2lAPcXAveuuuyaSX0i2Fdttt50jqKyC6sknn3QVGpdaaqlc+7NyaQaAnX3hAirdMKCzklQOYZVOHeRYYUNphxKMNrJSpoDkC837IyIiIkyHVJ7Y6g3yi30NHlyZ8gs025E3Be3tbgJeLjipCTRY8MdRS8P7kkDzd78T2WabuqSZpRneU6GaAKhoRcAC0G67seoi/Y786osIlV/PPy+CJ2uKdUW3UOuAVLcXnt+99hJZGlfaiH6Hiy+WovPtOeeUzEnVA9fNdV9+WUaUWbSYGhC4reb+a/IL4OPGjXO/M0cOF5szYceptjZhKb3Jkl9GgFDu+dc+lj7QzuPJRgltVhTzzz+/PP/888UK8mlkzyY+trtliSXkmyOPTG0D8QdxTta2LPQzmiYa4qmnnpJKEfqtXXzxxW7hQwt46cK79VYeNKhQZk2tY/S7kfyKiBjA5JedkA9N+Uio4EoDvDnd2e6LLy6/SCC/stbRFp+r1MWrUNOxgF1g56V7+FGOz6g3gCW/ssDKBJUS10qo9PXp22/LjaQw+t8ZFPLKd0lXBDvssIPrmPHEsiDNEUIKHHwwZQlELr/8cleKec45i/U4M832k1RczUFApoPAgQceKIMHD+7yd3L6Q6VXmNqp0IGFdqpHggKJ8jzzzJP4vYiIiAEEJp8LL1wIkBNAcJI46e1jaY9FTG/tSn5RFYwqxKb/PZKgwZJfQYGQRHR0uIUD+nqKgtQMBHxhQZOA/Kqb4b1emzpcozTPL32/GGT1h8IDaeRXX/Sh0bbpPaUkWD3aWuttapAe3gspXqgR/QBefaT437PPyhoB+dVC5fRllpFf+urxXcAY9OqrMl2VsAnPJbPhDfHq8hXgVTmUBogXUvIefvjhQoV4e8/5/aSNCh1+7k02RxIpo30sKjQ7T1diR714AYsAzO2pQH+PSaWk37QqOYef/9wJGcCOr78uM//2t6nHl+YfnAbtp8udN6vqKuf/pepe/sfahbRJoMIDPR9bbrll8Tuq3FtllVUGlndkREQPo9+QX3Si0/xg0AXGXypleOiiztIubMqSSzq1WNilPZHRlpmCDr3TolLkFiqWSHX4eq21ipLikPQhJz0JDE6KDTfcsFi9UFdSWDEBc801l3v96+OO67INaC50U1qr8dBDD3UrMkpsZQEvLAUm+EOHDu2S165EmqYq6nFBUoXA10zxhz/8oZhaaYG8WAcEbaOWXF7Sk3sh+bXFFlu4KjpaPdKCVJNTTsnv+hbTHiMiZgCQfkCKXZBCrvi///s/t6jQRUGqAfaNLCmUQQKx0hEYH9cMBDD0uX6i7NIrqCzmVbOaEo4fTCL5dcst0nbjjfLJJ58Uft9iCwabwuv29qKSQAMEfCErrcTbBUcc4fw+66X8ClGyLVUl5PWHevzx3PtJC1p0EUeDHPMFqQnmm0/k7LOlR8ivpDb3tbRHPc/1UKtlKUpoR1BluyyC+z5iACCBtFjdkF/Ysyy9ww7u9znStrHaau5HlV868+0wRD6vHmB+7dPodp8wwQkIuENnT6nIiBn7+uuvLxtvsgn+JJ1/9D5inVRVKd72xU+o5v4uxF0G+WX7W+v1paQZGSsUv7Lv6RhDRknJ9nP0a/SvZ599djHlMS9xpG1LIr/stmy8NsccXa8YC+l6HHgIa6EtinopND5KSv20+6JN2i4yfbRwV0RExAAiv1iJaEubhF5zTfGlhhKnBx8JaTPdEsQM3lLf/1Gp3urLQYPSSSyd/OtnzWu6URsK7UWnbUiedX3aYRdsvbUMPb3QakINTOGt3xRkVNIkH6WTQlcD6FRJnWBgQO2FgknNMldi8mswdbbZSqpbYhipnS+DhMU666zj/l/Lk3Rs25Jf6pOleP/990sGu5D0SpJdqxG+JfNCQm299daTSy65xHX8Z5xxhgvWMKNkf2q0byXUFiEpBmafffaiBDoPYqXHiIgZAKFKxIAJsypHuxA8Gd/r8pkE8uvuu+92fdIXeDHuskvtlEdsB/K/rc21OWlyDtzkPMnza6edpGnXXd0ihyNp7r6bFYrC39rbSwgdVrNR/WoKR9V48snSABHCwI8ruZVfKHlTKlaW9OX77SffsfuqlPxiXMz52aJXS3Btu5Bfaalu1QJVXpBSVDfyK0mtpp/tLY+akPzS/+uhnMg6Rp4bnr+0Bd0kaBv7sgowotvYmn8eeUTa3367JAtkQx8bjPLexj/60Y8659wNDUXlVzHaMPd06DtMr601V4vuuXjnfvmlS72+9dZb0xvo+9I05deLppo7YwkFpmwFR+2vGYNsGqElvyD+tA/EEkW3FZJAY0265dQcfSRewyxa2QWrsKAWi+GozPhf26D7S6osH8YxxE2kbapyzwILlTADJSTfVPFVTH03SmBLfj333HPFuQd+adYIPyIiYoCQX3gvrR0ogJKwqVcAORtH49WkHfVn661X8nk6D3yqDvtxwUJ/2qWXuv9X3mQTGXLllSLf+U7qvr765z+l46mn5KQ77pCOUaOkUDNQ5IlVV5Vvb71VTj3gALmOccn4Z/326afljY4OWWOhWWSNhWaVRv3bSitJiw9G7IqKdpSQX5qOlwb1oiKd8Mf+eAAphhjiF07Qpp1fWHFFaR85soT8YuALocqrP//5z64TVv8wJbNQW6G82nbbbYsrFhjKY4CvKZGQVaFi6tprr5Xjjz++89z89rey0047FX8fPny4+1+JKQJCwHYIWhhEOS+qAmN/GsycdtppRWmzVdCFlWQ+9lLykGCjUub2CSXZu1uaOCIiop8gDJQTSIrE6lT8Tl+eFVBnkF+66NH2wAPMagtVu0IwLu2xR9lAuLGhwY0zbqxp60x7zFJkucm43W7CcRQn9roS3tFR4mOl208KFipCeH6oyOUXZTb0Y3lZ8ot5gPeKSQVBwzXXyA72uHW7lVQGzElMcK4OJ4C16mpzDutGftUD1Si/eut4Qs+v3lJ++fSziu6tqPwaUAh9rRQugllvPRmWkI0AsXXZiBFCCawLL7zQedM6DB9eJL80fmg0fZFd8tUIQGe8HbZvPeooWXnllYtFpLLcHjWm2o59dXTImPdfkMHvvyA7vvlG8buokci4QEmm0Dk6fZwdh2yBK5RQGrOoussSOzr+oMQio4VzMSnhWbryyitL9qE2MVl2MRBfP/vZz1wcpTGAjmNJyq8wvRFyLalipfbtLNC/+OKLqeQXMZD1+QJqgm/3j9jhgqASswoOIiIiBgj5BRoOOKDk95IuAwP4t96S2TyB5Egc0wGpRfmcZ50l7WayVuxMPPkxaJ115NRtt5Ujjj9etmV/5Ls3NkpHgupq1i22kIZVVpHVt9pKGsaNk+/49JAttttORm2/vXzqyRsXCIEf/9gNLB9/8J7ccMjacsMha8mQTX153UGDpMkYqSvDz8ABIHnUD2sX1AAJ0JX8TLN6lE9aCripSRpnmqmkYEBjUDWIjv0GX8ZdvbS0E9d0RjpylypjJL8q6S2c2qEulfKAAw4oIddQkLFypYMe5J1VZikhhY8YJZlZAWIAVA+xLNBW9R+jMqYiNKwkHRSEyi9SR5NWv6LZfUTEDILukF+MBVnkl34/gfwqGuHqfpMCc4gx+uUUPzLFkJYmN864saZ1WjHtMc24N1H5lbD/YkCh5Fag/LLnx4JVduchE4IUj6RUz3A75ng/8RWDyypxUWqXWxH356NknNfXBFUY+a+5JpFY9nZykiicq6K7pbbNkF/F65NFJKXtH8+2l19O/0yt1QEh+Rgqv/j/5z8vqM7CzwAC2f/8R3o17bGnPb+qIbLSvhPVHv0SVO5LA9TME17xZLGZT1nsouYaNqyL8qvB9J32CVXnrOGG/FIia8rjj3eSYWw2o/18Z3kR+TvjTOs02eq6E+SH151QGGc8ufbd7363y/cswd8lvdtA+8As8gtSCj8wMl3aUqrT33ILZjT5yC9IOooC6PgGCQXxpJkzGi+STaOkV97CAZaEQ1WmSCLKrM+XPd4wxZKqneH4aq1wQhBDEUtFRMzo6FfkF95e773zjjxw220y9aOPpPXww8nxK/wNYgiTRE+erLjiioWVDOYM++4rZ+g2Vl9dLjQy12J1KlX+zDqrnHTbbS61roh335WG994rlPA99NCynbVWB1S/LVGD/LPOKlYkLOK664rklxiFUugjo1VRGAA22MDWuuQwC8dJ6WKQaVbPeTn//MLrVVeVwQssIDfa1YNlly35OOqrBRdc0KXiKFGEDwDqL11xp22Zq+9Is/ff333OXZcAStbZ6o9A/blYCVl11VW7mOnnASoKm3qTNjCoyizcdwjORURExAyAUCViYCesieQX/XlWYJuh/NKAIJP80mIhlShHTNpjGjlVXIm2+0zYf1H5lUDcjPj3v6XDj6shMcWKPivjJSCgoKoiSmtARTJdlMog6XTE6Y7hfbF9/njswljxuDnHjP9PPFFT8iuJJOmi/NLrlJckQTWI0fM//iF9RvmFuvpXvxJ59NGunwG0FUuFwE6iR9Mee1r5lWZeX03aYyS/+iVmTijkpIBOSbp7bjKvbcaGVX7pzLXZ3NNh2qMlttiPLvMOMf6WmLAUIpZOTDZ9LQqz58zfGoL9nJ9CDGkfBxmUxxNSP2NtYCz5BSDA0p4kCCNILGInbU8aYUV65s0331xCytmMm//85z+uyA2V4Pksi+ZsC3pt74xjIH6yKmibEollSzlgsQBpxT61GAAIF7FQginhiH9nqLzGVib0UI6YQYCYoy9Xje5h9C/yCy+nBReUjbbdVgbPPbcMuvBCEXxRLEzpXLfa2NEhjVdfLSRK/Hzvvd1Eza4gFAkXyA9WA+aeu+tOSd/jh5LYl1wiolLjABgwgnXXXbc40XdpdVdfLXL77dkHhmrLEC5hJRNbEpgO8MYbb5Sjjz7arUD85Cc/cR0enRopgcUUxyQQWDDoQq5x/vDGylGm13p70fGXS8EsAWQj5yAFmpYYqqrIfedaQXxVC7ZNiWfFmqzee6g5PviOSW+1ufYQZ/gKMMBdd911JQNPRETEAEaGd1evK7902/6zmNBTBp4U9yIY50ivsEocn/ZYlvzKq/wy++I8sPS04OGHy5ArrkjdfheDYJ2gE3Bg/Et6/NZbywknnCATdBHo73/v0g4dEcsqv/KYrPvjUfLLzREMQfmOjnflFEIVkF/FWYie66S0x0qVXxpUZVUaY3zLMeZXjVD5ZUmbpLRHvf7dLY6QB9oWVd3UU/lVzvC+VsqviH6J5TO893h6y+kzQ/KrzferSbP/pKVcq/xKKqf1E+b6wXtvmoV10h3DYNKSXwVzlK7QPg4VVZIvVtriOP6+4RhiRQJpIxqkGUqqF154oaj4SjKpV/AZ2y6N5wB2MuuutpoguYAEYzvEeJQk6Kpx6+zrKbiFL5eC7VfiM3zuuecWSatFFlmk+P7VCXEV8R/jF5lCWkGS8SS0bGHcZIzlf02rjBjA2HHHwiJURP8kv8qCClQpxvDbHXWUe63kF51iSWpblmLKAgVYgmyWlD5LCkFYObUUhBor2x6TprXKyr+61/3wWp57Dn1w4Y++Uso5urLv0wghnOxgsPPOO7sOkWBn0003lauuusqRbwwGligrwZ//XDAMhmwiwCBAoyM1+fh1gaZZYvK6/PIi119f8LLxg2Co/KJDrqexvA6iz5sUGvzEuC/4sRUnKTxAlUoGlD3w2ImIiJgxEKpEWPTw6d06gaePsuQXVRpfeuEFefvDD+W1IIW8UuVXm9/v4oss0jVV0H//Nj+h5u+knzMhL+K112TSyqvKyiff5ceatmLaY3fJry5BiyfUVMuggVuW90kRqvJioUhV2U88Iaeffrp8q8ENFc+MT0pF5Jc3EM6j/Gqw7TbKvwPVsLmG5Fex1QkqwnbmFzb9NC/hofdqWIE0tIigQhzgfmFc0+0z/6CQQSUIlXehQsne63q+7T2ggWhPGLlr21SFlub5xT2J0q8W+wJHH42ZUOfvlZKadntp34kKsH6FZp0XV6D8shhhSK37Hn9c2jy5kUR+DcsgvxZLyKhI6zE/TFlYn9QyWG464lq5/Ihr3evJCe0n1e+tt94q9v+QOdawPg1aYMviAdL+sUo+/HDZswz5pdkeWKoo+ZVFurHQbdMSQxwsIveaRapnn3nG/f9ewmc5VvXh0tRJQMpkHuJPi4NZlBvvyPw57rjj3GutzHzbbbfJbrvtVvwMxcoAY6z1Po4Y4IhjRM+QX5AMPKj8PF5BGfBuAT+shAnqFVdcUVQQKfmFKihMd8sFyKUEogzDdTWDL4evJk5zPw4QQjqB9OqnDcxECQN5rXxYNRhw9t23MCm2cms1wDerGzWHL68sBx8s8sILGJkVrpM3dQzJL63YWC/o/qwiLCIiou+Aqkznn3++U5ySPo4KlHRxSP8nMoLSd955Rw4++GBX7ZWJI8Q1aehVFaoIyS/St311LZ3Asw9L8DC5n/jtt/Lt5MnyRoanSx7yq92TAtOnTSv4nuDVoSt3/vu/8ynr2h6tFOXgV3O/ml4Yb8QY3ufx/HqupUXesm3NUn69+qo0ffttkfxq8xP0POTXN5ruphYEwI+HzXayFlRkbsqb9phBfik6/Llutu02aY/FLeQlvzgWFrVSUHIO9DtG+bXXIYcwgaqcJNHrktfX5b77Ct5xqr5igZAFxFqmPSaRX6HnV/heXkCIYieRd1Jvrx/7S1N+oahAJW4XOanuagmsSoDVxJlnlu7b/l9J29NIwqgI65HY5eSTTy7+LelHParKYVBKRXJQzkWK3ooIZBbz+7pPP+1eF/JPSjE8471BCYvlXSmXAl70RaeS8NWwmdwPgDoKI6TDDz/cLSzbvs8atC+xxBLuf/U2VtiCVYpHPXm9Znu77C/ZUM8vS35lVUVEFBGa2FvoaANxR2366V5AUZAtlAKCizlJCLy6QqP7vNXpy5Ff/P0Pvgqzfja0cel2PBnRFcSzCR53uXHaaah06ntm6yQo6Y+oG/nFKvQvfvGL6silOqNPl4NFCssqsx8IagaT7ifWW2vppQsTvCCw6DaY/POgMeFNm5T5QZAAFR8YTRtdeuml63qNrLIrIiKi74HqTaR1U7EVAuzYY4916Qd///vfZe211y4W4bCgwuyyyy7rKuSyWsx38AuETLqPIL8Wnl++L1NSB7LJEjxMrhlUp/tKiw6Yj4eG3kHaIyvZlEgvvFV4r92TAoQms6AohhAhld+3jU8pfT/4889dymHJanKoTma7KcovipF0Hna7yGOPyX8GD5ar8yq/UByMHStaz7dD1WsJ3w3fO4RFmTzk10MPyXlVKL8mmyCDY/sGUhBywwQ4Sn7p+XTnpxryS88rKkH8LcNFP75//PEy7P33u6Y9+v0WR2f8OapNe4QgTkhNTW0v//P3oMpYJvRcpJFfScqv8DPdUX7h20MVT1QOGdXburRZF71oT1pqsaoR7bN/xBGFYgIWtL2c4bVu2xZ0CAsa5G170nf0umYQ2hG1j13ICuBz4U9Y1TwNQ43tRgiu8MoZ30UvRZ1YdU+0y7i/TPh8Ugks1Z0tkHDfpD1NU1O8cEPwRAxNqYpoF15eeumlYmErfK2AVolXlLsOm3tlW7mWMe5kVXlUqBqNbI+VVlqp+P4u66wjJKpqr0qvR+9+ls/2aUxRYVnD/TSj+krJL6xu0vDII48U/dHwGqNiZVjNPhyD+3RM3F+Aiu5Pf6r++yedJHLVVVJXRPKriKxKtlWDzo2BAXNzWPw/k27Xh0BAlFZmuE8AeSxpHrWEXxVyCLy1nIqt1ikHuprPJDKhPLCdzKHAOtOuitYSDEyjRxfSPD2oRBkaQUZERPQdkBLx4IMPdinuQQoDBT4wid1hhx2KaQGsIFMFd5555nFEV7HYiEdWml9F1R6ZNH74obSNH+8UR0xO7USSlAkofHq84nr6Tju5fui5Z5+VFVZYoXM7wAcClFZnNRtPkaLyy5BfO/liKbYdUxsbpYU2trfLnscdJy81NsrfbFvxd7SY3ppqeI+3oa4WO/LrmWfkk+HDHUHTNn26TJ00qSR1povya555pGP69E7yyx9XHuXXR2qynEB+zRqQTSR/Hu1f6/lNTfP3+GbixEIg1tYmZ551lvz9hBPkMVuFOYH8CtMeWypRfkGuqXk/BW3swhPjzhlnyFx77imv2+8Y5VfRdZRrVakhO58nWGQ/3Ec2bSap7ZaEQaGgYzUKbdJ2TapM4rHWUvlV7hl95JGCXxlKcvxvNLUTZR/3DgqRU08VufTS0sqSFpwDzitt4fykKb/SDOnD+55K0s8+i0lrerv1nPI55kVYYXSH/Eo7T2wzCHIj6he74LPbHQXNqGWXdSl713lz+IIpSwGdtdKTAT1kkxXT6CEUWHOkkF9qxHKuT4HLAnTQmArIL57oVTw5d1ZA+IT9/5xzzunS8FSdFKqU0ryxrB6Mb5S788n8OYQFpAoyRPD41Qr1y0yeLOtTEdL/PUwATdMXJ6nOIdiYO1QzL2Hegb9nXpDyeGhQqI0CARZZSvCInOgPBGIkv+qr/Pr1r3/tGP0rr7yy7MS0N0DVQDqEPgsm5Uyg62HCCpKuie2Ea/EQ6zaYhKeRXz3RWbC6xgSeFR9M7f0+KzGbjIiI6PkFipD4AlThJY0Rb0MMbBWnnXaaW9W99NJLuxBfaSuoVRneU35+vvlklp/9zI1tIflFG+hdmUoWe1k/0SSgKlYX1u/89KcuALcrrzoRHe8D6sQRtK1NpkF+mfYt0NSUqfyaeustRdVLa1AlEhfENl8F2JFfI0bIU0OGOAXCv+65p4ta1pFfNt2wudkRXocGyi/mAr/73e9KvhtO+Is9sSk0gvF8ad3hAmwyCuflsd//XhYqE0AUj/T1110Atqv+bib8Hf68DfLXgSCpXbdbadqjEi+oqcPPq6eXfd+kSnBuDrNjcjXKL/XlCQOapLZbdZZWguK6sgq9++7ZY3Q58itJ+ZVEKuVNeyQlk7SQNdYoVN9EScKxsrilSooHHyRnOn0bSn4B7lEf2HbZd1BQosv7CjzTsvzVgF1o08/qdqup9mjbCpmugWwMYPtV7ALJo3dTJXqPhw47rItqwdSmL4Hqi9LrSpYHbsNP+te35xQNaJ97pm/Dlm5t49PEhRMtdKULWaFKKfwdE5VfB0qvn+Q4Rgz28yi/rGrLFuGa7BVousBDWufHENllyC9bpdKSX0npnCGSUiOTlM7MH4rF2xJQrqpmHv+xiDLobrzeE/FwJL/qR34988wzbgBB/kv6WkQVwOyeSVG5SVUl2JLhJwObIx72qIUKTDtTfE/CipwKTCt5GNNWabsDJpzqucL2ec3+oi9GRES/hnr1KaHFxI/VVdKmqdr69NNPu2IgpBGiAsvjrZEI/V5C/zXqpptk/qYmFyC1EYR7M3ZLfmnaY4fZPxNw2vPOG2/I5P33L/RL114rl7/wglvNB6r8+sh7hTQlTZJIewzIrxHNzaWT3PvvL/naYAgC7+04PZgMY4/b4lMq3flqa3O+XYTZX3z2WdE4t2Sy3Ngof/nOd+R4Jb9aW4upfEp+0R68XnKRXwbfjB/vVvKnBJO1CcHkZc1DDpG/kE6Gyg0SKcG4t/idhx+W1d94Q45JIr+8Sm6Q39/1118v03TR5ssvu5BfL7/8sisb3yWYYnzh+BjDhw6V9999t5jO6o7dn/eWCRM6PXHuuMM3okNGffyxUPh+Ove2bku3mwdsX8kvvss9oIVdssgv/ud4Cfj5nPqkZc1BypFfSkJZ8iuJwMmb9mgJbM67kl/8/PGPyW3R7ar/niW/aA9qMn0//E5Sm8IAJY/SinZyPgl2TSptTdIeTdGe4v3MM1CPOdUAR6Wxy0MPPeS8wc466yxXOCvLJyoNeiXTRqgk97DZKlAvfePHyu4EeuNMO1OWsbvAUikoz44xyi+Kwlio3Ule5Rdj1YmBL1nB3r08KiG/aIclvxp9n6jpouedfHKhn/cY7Nv6q6CiXhLxdM8993RW9K0B+RVWvqyU3Irk1wyCSH7Vh/ziId9vv/3cCrdWm4ioAkzmYPGNGWS3waTtF78omNsmwXTiNVlB1NVOnVwmQRUBGcbAVYOVazxXAINM2kpuREREvwHpjRBaVNFV6T+Gsl999ZVT9KLYIb0Bvy98BKmEy+8fVhMMap+haXmKU0+V9iFDZKbGRkd+zXHzzQXvocmT5R9XXeVWpgnnmzRQNhNYJrwcw/PPPisv8QbpW88/L0uPHy+LeWKIz+wzerRs7QmZLuSXJ6dU+aUpe8ND5RdVqDbpTKBxoZkvyNKWMPFWkk6rPaK+IuhJ0j+QJkkbHh461KnG2hsbnfILeqKdICGhn9WJPCnnRQUcfmP2Q161N72tze03DBtssrq2a37IANLb8dswakA7yXHbaWuTmSdOFKimKSuv7NL6Hn/iCXfeGz150tLQUCwf367HcP31nWmPnnh45ZVX5Mknn+xarUwJK4iaxkZ54rHH3H2o/itzjyF5SGS5O+6Q0NqW+/jm885zx/gngta8yi+UBaT68RlNe3QncbrIxhsXqjmmbcOmVUJ+qRpB71mURb5KdhcoMZRGfnFNCHQt+ZV0PHnTHn2Q7MA9r+TXRht1ph0mTe7x3FlqqYI6TD2/ULfxDEBecb+G50afj1qQX8yFuCZKaIIw7fGf/xT5AbRnBtJSMRW6ze23d+pU62kXUfvYBZLs+OOPd5/fcccdnVeV9h15oSODvfusZTY0inV3otTL0Bw+yv8j1Z7tZny2lIJKxyTTzrTk3q+Gj8jcdqshgS7wRVps+ijFbNKUXyVFXExVx2FVBPKVFL5hkU2LY7l2ePK90IOL7LblljLYtAFDgzNWXlmWoq/JASwSwv2FUEU4vmfaFi2sUAkuv/zyzPfKKcMqhi+2M0Mhpj3OuOTXz3/+c3njjTfkqquu6pPpjn0FKAKWn3cm91M0RQ6x4IIiOavG5AKTObaZ5eGhxNhWW9WO/CJNqBxqSfKFq8nhinOO1ZZug1SI0OA6ov+AYIzgnFQvPHsi+gRIB9x3333dRI0Vdx1jdEUZbw7M7hl/IMO08iPv4wdWKcZ+/LFM1tQ+E3B+Nm6cTJg6VdqmTHFt6NAA9quvpMW3heSQYt8ekF+kQTh1GJMlJvo+cCdMmTx5sjvOc778Uob673UZSb05OdNVpsvT/CR6RGNj6SS2qUkaN9tMlvnkdZn6yeuFlD6/qp5Efunkbdy4cS7lD0IrifwiXcOdlY4OafEBy7hJk5zyi/a0DR5c9PwqbXZr8RxsBQkEufb++zJLQ0OnosCrljhyd44ylF8l7dJAImESz+emGWKK9fE2rqs3KiZxpYPvLbOMNLe3y4KMk7zH5yGDGhuLyq8P33/fBR6vv/56olcK58CNNwRKTU3S4K8hxBcKsHKzIsKrd5ubpZn7gm3lUX6R6gdx8tZbhb4LpQTHp237/PN05Zclniz5pX5xkMZBsJqq/GL7SnBhN8A5YDtJyi8qur39dukCmT1GzIPVN01hK2zTVuYY3C/sK8183x4L54HPcW4IqHkGOG5fBKIEeu7C+zgMcFSVkqUuVUKW/ioodFE85iuuKBCYWdB9nHJKssG/blMVct7DL6K2sQu+jaRFUoyF/ppxhgIt9AsQOZVYqszuF53t3WN7MHo1W1/06wRl1K8SUvpXWm0193+H9fwLECzppOLIn/xE1l1//SKp9W7CM/bzCeNl+U9edz+NHR0S2n5n6Rv32msvpyxWkktJMEV4PXTkmk0VrnXE7Ka6ZYufCxTpsPHjSwoNoKk+/JFHZPt99+2ysMF9lQYW7Y488ki3oJJGfmG+n5XWWA73BypwgBF+3ZRfWPeExV4GOrLGANS4gXq+VxCVX7Unvx577DE3uTvppJNcxa2IdAxpaZLbDl/X/fC6R8gvJvflSr5v4y0wa1EMQMkvShKbtI9E1DK9M2mibJVfPUF+MfFYZ53ab1crckXUFwcfLEJwTjB5/fXxbPcBoBoisCDVBEILEsz+DeC9RcoBn2OiCIlx2WWXufS0J554wlVBqgT777OPfK39hvHt+eTLL2VaR4c0tre7iXm7PpPffCNDmprkEx/AFHt2vw2CI4gf0hMIV6bzPsGz7/+G+7RIPtNmJvxNKUHuuClTCtvxxM93SLmcMqXTP2z6dBkydLD89epjZOzVx8iI1k4DdEzsE05y5wo0KYye/GoJSCdUd0rqjPeLDBMZX6ZPd5+FyLrj73/vsnklilZbbbVi6si7Tz3lqhuq9vdtr6Ri61o1syLyy/bvnIc99hC0bkztP/rgA0dOcUythhRyZ4RrMGaMtHR0uHRaTIWd8otxZPLkIvn1lV/RftWn0YXk12/PO6/QT3t1kRKg3K8oFrPCaj7J+YN0dFtNU35Bltrj1PRM2oLaj3uH/efx/LJ+W2xHlQ4QRibwy0V+HXZYobAM79MG7m22maT8soteGvRZRdMJJ4gcdFDX9hOw4fHFdlGVQRJaRZXi978vKMUglXQhjPMWkl+0qRLlV3gOVaWSpbJiPoWikXPCfng2/vKX0nOoAX94zUhx0+JH7BtFD0r5u+/u/IwqTSiUxLGyrYUXFvnNb+rnGzuAUGnsgsqL6riQFhBRjDOkdquqiO3kxWWeoLR3n70DpjY1FZVO+rmQHPpfkhLQjx+La4GVBOh+WOC5NqONm2y3nYzGL9dj1gUW6Lqt1mly29XHuJ+l5plLHgj+ThJpmgZNVUxqY0Dfa0lJ69eJn6e2e+MchM2i3TBzZxy1XpfaKkt+sVgSonnyZAklBkpYLrHEEq5YD/j888/dgtBbb70l559/viyyyCLufeh01b6dQD/oj3vPPfcsLj5Z6LyG81smwnMVRHUMglDbmoId9VB+2UWXgQwKye24Y/rfeTYZS+aZR2TttXuyZRE9QX7xAFMhZfnll3cy4IgaoB7Kr3LkVzWm0GnQySCTMZN64zxIWBm78MLO9xIMIbsNuyoUlK2vO8qd52pBQBOuhg8EMDD87GfSZ/CSS0groJ4ecRgV1yPld4ABcuvAAw90qq599tnHmdpb2Mngdttt1+X72267rfv/KRSZFYA0QE1M6DApCqiRpnuiwim/dHL99dfS2NrqghVH3nR0uLQ4JYrwA1Hyy6maeD9B+bXQQw/JKHPfhYTJt56AmWKUX0qWbWYn+9OnS/vgwUVzZP7v8KkVk5OCdU+azTvvvK7N6vk1LAhc3ETeB1zjJ02SueeeuxC8eeUXPl1dEzg6lV8Y4KuLC4orktk0efB9fy5UcTY1WKmcHBgxZyq/UC15NTPvnnvmmc7rzJFfbNeQXw2QX3POKc2Qmp4ARP3WMWKEfPD6651VIP251XTHMLB6A1LMpD02Byku5ZRfTjnX0CCtXIs05ReqKQgP/ZuSX/zOZJxV9yTyK6kvs8ovCF5LfpkKybnSHvH4oi3//W8h+CblKov8Yt/6O59NCuKtGoLPkuIIkcR2sU1grLWKKm0L1c24lyiioOQX17hS5Ve5tEdV4dhx2X6G15xXAlclvwxxjw+dOw9KaASpUHLZZQWyDNDGlVYqKPOpQsjYwbHceWdh+xBiFAKgzfjfoUKNVa17LHahCjEEBoVYcntL+X7bPpk6Q2UW8uwss8imxq+3XftfFug83s+Yy88FCZoCvbPpC3+f1UaezZNOkm/ffdepqDGCD6Ez3mcPOkjuve++kn5afGXK87L2YdIdrbKN9yz5xTXaz5Pip+QgtV6psNiNnUtAflF0Z4455nCkFYtdoLis/e23ieQXWGbeeUvuJ6pGvvnmm66CNQtcqipj/mBTGNkXTp8v+XNBFWgKMNz5t7/Jby64QJ586CGnMlxllVVkeT+mk6oLGNHvLHN8T4vI9/xrzrPuu6bKr7R0+N4E4wiLAQpia9rX3cUBFH233lp4nSRMgDQO1Zd87ic/SVSp1x16TV56qaudxwyGmpBfGD0iGX722WeddFVzkvn5Ez4cIrLWWmu53zGGjMiBhRYqlB6vFcKy5/UkvwgM8MFRsPqkZeWZvBKM2tK7mpZQS1ivAy1rXg/yi86Te9x2fMYks+ZgZX+gAUkwviy9AQIjO/Bjbq4VwOpNfq21VqcvXUQq8cUqO+MIK594TdmVYUDAoakRMycE7PoexFLe8YyxSpVH3B3f33vv4t/x2iohv/QeeeYZaWxrc+SYe6ejo4RwYyIP+cUE2KXiadqjUX7hh3Xi66/L8NZW2X2mmeTTwYO7ECbXoGbxhA5t2HyjjWTioEHy4hxzyNHeTNdh+nTXdr6v28AkH+xJJb8QED/4iDEh7+hwnl9MDcNRY9XmZpnL99njJk50k3imu+r5NY0qmBnkFwGGkl/NH34oc3d0OLUcsMsgxdRQA9t771KO/EKFZb7ntjdlijumdyCefRoCI1PTa6/J2I4OWXvaNFnqsMMc+YVKbGpLi3zx/vvF4E4rQGoBgJD8+mLsWHmOa+7THlF+sd9l/eeyyK8mT5ZN0+NOU35BXJIyuOmmhd/1vtZqihDA7F+DEMhSvIiSJvq6wMb2uQ81sCV4t8+Sfpe+0vqE2Qm1fpexX5VfkC9JaY/abj1/fNYeo1dBUKGzCI7HKspQfrFooqSSbQvfP+aYQlv1/KDASlJ+WfIL9dRDD3XOE/g753uffUrPg4LzTcU3VML2PcVjjxXuTc6NKtTs4hhthNxSpWcWaaJtR9HGAiKqMPUwQ0nGHIvzQptVscL2s6pfzuCodeyiaXJKcJSF74+5q1bnxX/+U+zjblxzTTn8uOPkXF+FF1ynyq/LLpMj/Xud7okJc/mkioKrrOL+056LJydzlsN91dQkoxZYwBEtDQeUuDQ6nOKJnuUvu8y1j+N50oyZYNfNWJpJB8b3pP6xmKKAlEGdtDIejZ7Imilrfk1q4KmnFn+tNKKxBveQX4zv2Cqg9O3Sd48fL00p5Mm8I0bIAkYht/rqq7t5Ct5mWYUR2A+JsAuZuQrFF2anT5k8WVZbdFE3n4GMY9n0qEAJuGGOY9wVH0ivuNO5VBfyi34qJPF578gjC+nU9LMhUa/QbQXztFzguI8+ujNzxniDpoJxgPbQ1xNL2DFDgd/1iZRJCFRpeZ/TPEi6F1jcUGgMzHk880yRZ5+VHsdddxXmAssuW4jLQ5Cqqv6ZAxw1Ib94+A466KDEn8VYpfQr8vyufhozMiZPa5N1Tr/f/fC67sovTJVZkS6nSKqms0oCE0UrywdUQ7OTMAZniBwqptSK/GKlM8kUlu3bEuP8DZ+UtCqUlYAgilXWl1/uLDmuxBvHxkp8LdFTaY/nnOM8cFzaSE+kTuS59xjgEnwRugUMwNdcs/N3bxRbhAZVmD7X2psuBiW5iC9MhHfffXe55pprEv1YWMFc20vKqcIXQt/LO/aoGTt3JHc+U9WnCIg9CBos+VUM4O+7TxpaWx35xfdQT9l0AiW/SMF06YrcW4b8ghC6+OKLi5//BuVWQ4MsFqzef+C9klT5NcS/fnSZZWTk8OHOi+awww5znmRftXXIBodeIXMdeoVMbh4sN/gALvFp8yl/6m2inl+lDjMilz/1lJzoSfjnXnyxQH75yTHtmapVKA1IBVLyC+NeXZoYjkoIjsP/fpaIoOtr8qSRU8cZLLPssu7cfZ6m1rSLG8aMXtNQ8TobNcss8j5/8wRWIRQQOdKnOI94+eWi8qtt2DB3XUYH5Fea8uu9d96RnzHJ9sov9knC0H/b2lz6ZRb55YhHT3x99e238sSjj8pUnZxbYggz81/+sjCGMYFWr07awg9kSKj8orJoSOQTpDzxROd4edFFnQtkPAOW/NJgjLnEGmuUtknHJL3XqUCImrtc2iPb1OvFZ+2YbcknhU2nJKhgcZD5pU17VPKL/1GQcIx6DjnWNOWXfv+SSwqVI63yi/7j2muTx1/+zjiJGlWPH/UVgKRi7qHklyrUCLBtX0T79HjzkF+aaqmqLjXK5n0lv9SLjEC1wnTvGQm1jF1YuEClgzm59YrKhO9ruftcT7jWWnIrzzXx+m9+UyiWYca864ySSYmdRNMQfY4hwqkmi9JE8f3vu/ttY1/hvYEFHPtdFg3MwkExaFdATmBnYjDbFlvJOodeIeud+aAUSpWINATG9TPnOCdLLrmkLMPz5AEpw3WggnMRCcbwRaAK++lPS9+7+OKyitvicZiiGkX7AI8uY+Zt0yNFAAEAAElEQVT48W6xKxFtbcU0xhDf//73ZadwnplAvpWQZDo/DsZDPm3nRLxaIrlF8uMf/7jwwvSzqOhvuOEGZyVRAu4xCHXOAe2gH+G93/62cP+ANPJL+8FqfL/3208EshfPZMY2XyAmE+qlxX5J41wi4QzY68Q94p+xmhUFYYwoF5sx1yFW7I2ia9o2FvaZC4Ak5RkL8laYouc3DwnZz1ATtoNJ/R/+8IfEHw1KyF3md5VozsjokA756JvJ7ofXmeRXd8kOHnoeOm70csqvkkZ2Y79JHQrGnmZFxwEJP6umTJRrYRCPFwiBwAYbFFZGw04VMMmkA0KBZleiON94llQKHUhWXbWQjsE10/OMMS3v10Jt1tOdDwMlHfr3vtcz6qQ0iTQqFv6m96OaJFswIajWp47UKNJHIC65H8N7l78TUGD6fNNNUhMYIiUiO9UR4mvXXXeVP//5z5lGxOqjcfLJJ5cQTqykohYjVWOLLbbIdbq1ZDh7a/c/dgo2LUx7NCRAU1ubK4ne5skvW8585JAhMn3iRGmYNEmwD3atJEj1K22LDh1a9JRy7Zg+XQa1tclVwT0/wZeKV/JrsN8WVRZHNjc78gsSrX3qVHnhzbfko5lGS9NMo6WjQeRYHxgknUnUXgRWg5T88gq2kPwCmu4xfsoUlzI03Su/XNpjU1MX8uvXv/51kSiyyq+XnnxSeBp0tMFJ60pfdVHJRwsUALQpXMbp+Otfu07ozBg21QeLrdOny0KLLlpUPUxpbHQBxGMiwhZISJs699xF5Vfb0KHOf2W/IO0Rv5Yk8qvJppd68ksppNnLkV8+XXQapGl7u7z+yivSkKT84rUSogQiGohmkV8gXMTQFXpVXTGWoRRSWN9KJVowb9dUbW2T9dNUxQnjbRL5ZduAMkT9kQiU//GPAjHENVSbhpD8Yvtsl2CM9EGIwKS0RyW/INj4Yf7Bd7OUX7YitPX80kWtpHkRn2Wxj89RQIFAQa8N+2c7BInYMKhCjTHGFlKhfXrfqmozCdr2pZcuJQaVDNDzrfeAgm3TbhYHY7XrbsUupC9rsQsLVMUQCPx9t912qyjVzl1a83qIKob0Gpq50ccoWzxuZzo033wlFXA7NzKk83/SZJWIYpzEQ66lRRo9iT1yllkc6VQE6h4W+846K51s0ueAefYf/iAda63lxhliGq1a2BEY8+t28OQsHnfCwuomm2wi9/qF6cR0vKxF/KT7+7DDJI221DkFiizsEfAY6zzE0md9RFjZdfx4aUh7npqbXaXpJGy22WZyU7m5ZHOzDGf/4fFTQAxFovf/4s4IKz8WSiiUAruIs/z1bA78O7lfkypNOvIJHzuIe0s+6nlJm7NrX1ZN2uMDD3SNecpVAbbFTtKeO3ufkaL+618XXqPAyrMIzXVOyhzQY2QBPU/MjMo3bx+Mgtx47eWGemNaVVuSgGFESsGI8DiJ2/1CQCo4D7WKj/pjtceIGgIyhklTd83grelgJV5UPTVJYlUJlRgT7VoowDC6hVwg3UBhq6QwGdVVXABZte66hdVam6pZDmyHiYh2MDpIka4anuf77pNuI2kFRCfvtYapAlMMePBqY9Jej8qciqSVCBSDduWLogyshoYD5oYbdk+hBnGpMmS7QonSTO+XWlSw5Z6BnDWTWIdYyKAEv/zlL13aCaasiy++uJx66qmO2LI/pKoo9thjD1fR8V//+perxkX1JCbZmKszgb7kkktyV0uiGiNQ8oX6jZYWf/7VV0uVX0zOuD+nTXNkxVwLLCB77rWXux8tEffnjz+WjQ46SNbxqqGX6CuYUPvPfHfyZJc2Z8mvoQkryxM8Wca3Dlp6aVl8/vllSnu7I7+o6KjtR4X2h7+UWhlra9LIr+GTJsnFPthPU35NHT5cWvyzNuvsszuT6OlG+QWhlLQ2D1HE+UKpp+TXZ++951Im0Qmf69Mei+c2IR1HfVS6kF+cEyagtg+hjb4vVuVX+7Rp0tjcLCO8qmlcc7PzHNMAEs1O49SpLniF1FTlF20cB+k5daoLNkgccnsKUgSK5Bf3g097VJUbeyxneM93h4wY4fY3erbZZJD2OUxILemkCgHbj1RKfunf1cMN4lXHGdpvn5ck9ZAq05mncM9w7jX1kXGd7dI+vYchKMNFCvX+5DlgnGG+wzjD2IaC2h6Dpj3i3cLKPUGgBjxZyi/OHRN9Jbg4Nv6nzdy3qvyyFR6V/IJkM2lUicovjpUFIpQSVrnFdpX8UuUX++EzNh0NXzK9jlk+LNp2yAmUb75aaVnyizYQ5LE42Je8NfshvvzyS0cUUUSF8YX+CHUyY9R1110nyy23XJFkqAQl/RzXyRLOhkSArFDc+NxzReXsc/65e0kXXpV40rmo3g8oi32FSZcKxqPe3OwM14vQ/ZHeSAZAElQFx3wsKEzRbO/Hkj90NbQPiRt9DwIslfzKUn4pURJUmecb8803nzxqFGsQbBTIAaS+UqVTDeCTMHPodUbb0ubf3Z0rch3pI1iw45lWQhTFGOShVylnBfB33XWXU3WF53mtVVeVO/EJDBd5Q9DX6cJbEpGVRkqFafHloOoyYGNAVSvaMZ0+L8yI0j6Z8UNtJmz8lzT2adyGwvGMMzqPMc1WhvlceD+H90KeOTzja9J504rAFvg6EttU6FXr2gIpreND2rUY2dW7z4FFKC2yokhT+VkwvvejOCaSX30V3JhIcLvr+2U7taxBI0R3zPgqIWTMYF4T4/tyqhomgnZFigBUB0Q6P3Ki8zzAVGHBqD3JUDbM5d51V6kpWDGnM8a7gcmNdqZ0PqwIMWBZtVSlSCrVjU8A9ySDcFZqBgGFpuFUAlJluC7hIBWuHgKqh1qPFV2RY2W7EhiioQQhCaoyb4IOqwIAl19emQ+bBlV2MIJgY5U5rsoX8a6f4CD9RzV0yimndPmx5BeTO4KPc8891xEXv//97+WWW25xq/eU+d478B/JS361eV8NXwfX4d6HHupCfnUMHerM20mDaBw82JWwD5VfK02cKEO/+krO8equidwDXqL/4pAhznj4E08uTzjsMGd825TwDL/gV2H55JwffSTbT5rkSDfIr8Ht7SXk1ztBee2pZQb+ozfdVNb0fZpWewzWu2XsUkvJzHqvNjc7MsulJ3rPL0zqk9ZfORfOT6yhoUh+KbHENO1YTzZmkV+6Uh+OZM6MmDQTc75ffumlIqlVTHucPl0ampulzQdgE5qbnfJL9Z6TPfmlyq/WIUOcYovEny86OuTKK65wXi6EIoSVDV6FV2yfVmyknY2NBULR/42QtuC2k44LzzlHllhuOXdO3DFq345HGwQL9ww/Sp7YcVrJL4JMX7GzBMtjkWyg15D+k3QIftfAW7eRNjlnYu29Y1xfzOIB514n1ARvbAMFiQaUWRNom3rIdjiu0ARf0x5ZhWYBQQMyq/xScH2V/GJsYVvcI2yDv0GGaT+vyi89H4xfqswiALHjeTg+aWVPKjxDSNnrwf5ZvIHcYi7H+WAhjOfLLrBAPPBdAqOseZeSX8D6teRRfukiqFGWRlQO0tJ++MMfOlUQBMI555zjVDz4VJ155pkupd2mzuVFST/H88i8TtVYKap3FLdqPj/Wz5O+1vtD50R6HyTN/fWz+HlpoQtbmZ3jsEpQC+a+tCuBFME7raQNCu9VSf/POeQnC8cee6wcccQRJe+xGJZpkaGp2oGqpdnvV9V8AIJN/UDddj0xpz6dofJrFj1HXC/Oy7nnFuaD9KuWIK+Ff7LOhUnVzihakaStotUsSG2++eZO1eU+x3XyJA/K7i1NEQXnmYWC1hOpJdBrmUR+pWW0aB+Wdz4LIct9zEKSvbZqZWAJUJ6JMK1R+2Tbfr3O9M/MJdMWfoAVKwTpvEWEZJpCz4v6bZaDHWcs7NioC/6KSqtE6vm3Y2IS4bZMZ3pxFyRU6y4CC6Xllusa5xJ/ep/E/oC6k1+knNCJrGl9dSLygdWV7hqcWxl9JcqvaskvVlkraXOtyC/thJLUP7ZD5QFNOw8EigwKoSonCToRyWOYyGfCif8//1mYkDLQav55CD5DMKweIgpWmJmcayfJ/6yYEyCxIqReA1nplpwnO6jQcef1JyM9NK2jZ7Kyxx5SNZgw2UleOIFSYOjLNSdHXa9vXg8tzimEE8RVEljJTysRDolCSqiuUEGMlZnEJT5XxtvJGVByzSohpwc4dNzI+rHpEwDS6+ijj5YXX3zRrRiPGzdO7r77blexqRIM+cEP5M8iQoLgUksvLfcHf59qCBqnEGptla+nTpVXn3/epT26lBKuZUeHTMsw2YcM+tRPQsdOmSKDUW150m/6//1foeJhwnOmJrt38dgSuDQ0yC34jKH8gnD74gtnIM93hwVqN512zTR8uGxFOkyA3U2qRpLy688jRsirJn200ZNfmPdDwGVVe5zpvPNkvO+TDvVBG08307LzjMcMbRzR3u4IpjTyKwwtoDHe/uQTaZ040ZGgnNtXXnpJvvH7Kyq/IL9IVU0hv+jNG6dMKZJfk+ebz6WXAmiDRp8ioyNIWzBOqvKLc+fIr/b2IvmFZu3qhPNSPJdKeLW0uHPijjH0sFPyi/uLAMuSGVodUv8WTrIDos79nT6U8ZDVXgJBDRrZho6TBLrhOEcQwt9ZLFJY5ReEklWEsF1fddUpd1l0srDt5Zrxw3eS0h5DJBneqzcW4y4qELwdrfKLdH49plD5lQQ9LgI0UjrxBeM4tLInBJ9NX9QAlrGG44C4pJ0aLIc+SoDgutyYrWMd7VGi0pJfWkQgJL+0XbXyuJkBkBS7QBJddNFF8uSTTzojdNSsVHaE9MKfSysWVoous1auF4RymYVArYzY4e/7J9KUX1lzf+5LfW4qmcukoKWl8Iw22KJTHo2eYKLiLz9ZOPvss0v8vyCl8P7kWR2bVIkWgl7TqIN9txjFmVVBWXN9BZUUk1IyN1x//c7jsNeZvgCfR/ywakl+FRpRmr0TwJ2FhDkCC38W7pi1+mRIhGgcgJ9jCO1HkhR4af2lfpa/Q9ygOs2CxouQrbb/0+sUxqJhH6nXyRraK0jbZKzReViSAso+G2lqtSTClbHXxhB5yC+ORc+b/bwlayGW7N8rXRTX8x9aJSSd946OyrKAAIQsMWeSVVEoDujDiMqvvgwmizy83QGrsgQr3KhpAX0tya9KU/wYfDDeJI2jHlUfVSqsgyVBVt4y1CFQFmkAoR1z0qoMnbhOTBVKqDHhZsWcwBNZL75j+I+x4mYHTybtfAalVTmjbjwokgw0qdyRBDo8BgodwBkYWPHAn4wqIOXAariXpXdBOEhC7EBmcR+rtB7ZvRpEetl5ycAGEcQAzblK8vgKj1EHw0DlUgQDlCX2GJDxTUkLBFBVQC6GFSgxBWWFnlQAuyJqCdxyUG+i00/vfA/STqtzRfQ6Vl1/fUEntqpfWWV6YOlnV42P+B+l1HvvObLk29ZWmfj11wXya9AgRwqh+hmjq5cJgKA58ac/FXplb0EqGu4M9pP3pCn0Qn7C7lRKra0ysqNDXsAcf9AgaWlrc2okTZJuC4Ienc4ftsACshH9ToCFTTpWkufXuaNHy1dLL108H5B/BGCt7e3y5quvuiBjUmOjM3kPQ7WWF14oHs8Ivxigyi+qYSk+HzHCmeZTuaok/JhrrlTft6HzzSdvf/SRvP/GG7LXXnvJc889567dpMDzS5VfSg2Mb2pKVX7RB7U1Ncm//N8YnUga+94334j2tu1Bf2fJr2/Gj5fWadOK5BeG95lgTPFkCudkFK9ZZU0ivzgPSqBgQI2SqFzaYwiIVj7HthgTd9mlc1zTbQDuiaRFHvpvez3U2woQhNt7j/bpGAWZEPaZBIt6LvmfY09LewyRlfaok3H2reQX24Bo0pTVUPmVBKvUuuaaggqYMVuVdmyP+Yudw6jnGIou2sN+ObY0428IrbR5F8duyS9tN9D32B+ZAkqAKtRDjTlWJL/6JDITxFDlYEKdQJgqoXPDvPMKs6sLuQ+1AijQ/5lnhoSzwj5TNbB20DaN9vu7M4WEqhSQUu67ra0yJigC455D5q5KGgXKr7kM6aWEoRYz+Chl0TRUfhVT0NmWJSJ53ti2ValV43dloW3iuc1Q6ByckKlAKxcN5pMl6aUh+WWPk7FEySQUqz/6UeH1VVd13Xlaf6l9GG1HMUUREQXbDM9N2gKh9unlYlFtf9IYpTGOpgAeeGDXz9hxKi2VM+meJWYKBQTlYFNldbEqqd2cI1uQjXMZEljEfVqZnn1rJos9/3ovGdViEZ9/nh4j6jidlAWk201aqMlKDe1jiORXXwYG3JWmcoWArEFdgEImD1T2XC35RXUZBV5a5cDgzOoxq1w775wuL+0O6HxD77SQdLFIW31lEqupI9qBJ6XO0QFop8uqOcBomnQNPD3wzwIEHNouVpGZUCsqIehYDUtSj+GDFRIvtBuzR81zh4SivTqApgXrWiFEwTEkKeTC+4bvQWaxWs7Aqp0uXip03MZgtAQQogQ/oZw8CarsUWUBqipLSqLOgkjUjl4DgDQ5OcHeUksV8t7tqpudhGCaqRLfkOjkGifl8BMcJh0vwVSSEiCiVzDGpwoU0+mMIbtVfvF07fbJJ7L4Pfc4koUplKv+NGiQNLW0ONVP87hx8koG+YWHzPNMWOebz5FNuu4+dOTIkkm6xUy+b2GfTa2tMltLi9BbdAwe7MivKabvaG/pnNhRhVKDkZFtbS5tpguMlJ1pIEdPiA1NsMvqq0v7iBGOgFI3CfXw+mr8ePny889dcPOQT/sJC9J/aIOM4cPlo6amIvllDaLZ1pOzzy70nEz3LmeRAFXw+++nkl9zzD23TGtslEneFwvlX2NAfjV5U36IyWZDfgHtCSb5dNGh6vklIr/1FShpJ8sQB736qmgie0dAft2x1FKyaGOjvPPhh3LSL34hkydOlCXmmUdMwfNsePKKfc3FtkNfDibLSn4pOX/44YU+tlLyi/FBTeohbaxawiq/6A/TAhQbFNBX6iQbYsYW2KHdGpDSdvp1W1FOiSHbL4fkV5byi3HY+pIp+YVqGtLHmtrTZtqpC1lJyq9wVTtMZdNnTIkmtsdCjTW5ZrsENnrP6jGmKXzZhh0/w8qYtN0GjqGah/NFyqYSclSbtsovjiGSX30SmW6l3C/MYTPURE9MnizMrto1FVHvOb1HmM+kLSTyWSWju6tYMsTR/Kgtg7GTO39hYpru2KooMW4Rtjv4+x2GAKLCp4L3ktRfifDPo3vC7Thk/fsUvi/B0dC7ddUPpnIxSCprVkJ+4bNoUwRtv8cCtR5bEvFRTdojiyzEC9aL2c69k1RlQEm4cvdKltevklm6D0soKXhGmIPbPpd7Qok/O87ZdMDwnlPyC88/YoCkWIp2KJHI+YEw5V5NqFJeUtmeeyysyEn658ord8Y8+gzr+VJSLWMBViAD02JNrQQdQq8r8RxxpyX9qlS+9gYi+dULaJAGWWzOEe6H16lAIdNd8ovVzUo8CI49ttODqTvggSBtL02Nk3SsyEgxrK8UYSeMH5clJJICJtuxJZEUgZGxm3xyTEr46GACsbLeeqWfpTPTwFUnHFTCoEOknLwiXNUP21ALcA20Cofuz5reKiFkAxELJXHU38UiqRJJ2kCm76uhMvvz8vJEKEFYKbhGpGXeTi0kA54jJYAT5PglsB24XaUPV0/0HgpJClRlSiww4OsAnOHdENGHYK4/6i2g0yumLW9AHs06q6xplLRQA4QZzaT/tbTI4GHDZLapU2Xks8+6dLkkTJw4sZhaAfnz/He+U1RLsQ2qTyWBqpGAJ6px+nSZqbFR6C3aBw+W5tZWmWomMx2DB8liX7wnLV+8V0yN+dhPkKk61R5O4EwVOtRcWllx8KhRctOTT7oUHwgopoDv+XazyqxpeoObmpwxPEelIT6VOt05tJMkUgq99xffDUmtr4cMcf5Y7H8Skzomf83NqeRXR3OzfDZ0qCz75puuHS+//LKb3GhvtNaGG8osI0dKW2urU341+3OB4T3Q3kYpnoO+/LJAfnV0CMYB1BL9TkIf2BGQQk2vvOIqeX4zYYI7B7R242++EeNQmAoXoBjya04msWGhE6v8olob5xQVhJJdlZBfxUY3dSW/rOdXmvIrifyyaY+W/KItSn7xHVSH+IHp9WR/ei517LPkF8E7k/E05RfzDMZhqwDj+8wNeJ7V5F7JL/WYSVN+hYsRacUy6NPZf5J5MM8p502fMVW3pREMofKLVFSrqE9TfilIA9f0Ua4dhuYohlT5xTHEMahvwfeJ3z/0UFewpRosssgisiqqfatW0uckj5UC9ykZBny3SlVWYkzjVSD2iWUsOQ7SPm2+mQbiEV185BnXvipNqZaQ5rkzi+uB8isLofKL5+/TxRaT+yzhwuK1J/mK8MVvwEEzzyxX6KJvvcC5MJkE4ZHTuitD5ZZNcayWiCyn/LJ/Z+xkkZq5OdBFZfrDcoQ8MUjWWJaluNK26NiStIjDvcLiPNDUUMYTaxmkz8Ud0KgeYZu0IM1xxxUEHf6Z7NJWFV4QF2hGiq/emQrOk2aNhD7SCCtUAaafBdrXp5GUc85ZiAnTfM7SYI8bIYWN+XI+W30BkfzqBQwd1CT3HrOB++F1WfKrO1XsWN3UylCVYMcdq08PVDDZTapSmATtjKtpa8iaMxixGsJDaQ3/UbVhTFtOnolnVUgYWhlxmNqppccVBGuh54LC5oindRR0jjbXOtx+OdgJDIonnVQlqdS0okraRELPA9L7kBANq65kkV9h+eJ6QYOQrMp+eu3TBv00yXo4cOrzccEFhdWccNBnUGfAh8hj0A+JYLtiGBKoEb0H0zeg3gLaAx/OZSfuHDFChpv7RMkvQo2GQYNk4UUXdSqhjV9/XQKnpSKoxKTkl0uzGzJEuHtRgPEM2xVqi1GDB7vPODVTa6u0TJpUVH7x5HfYyWRzo9x7xWHyxu6LyVB/FHyPqpDu+Do6HJlXhHkm2tranCoNDPf3+jvvvONST3Cs4/ggozCAb4J48+dgKqRRY6Mc71ODN/QK1FarZJk+vUh+TQ+UX+DzoUML6YPWQNmQZF00py0tcqdPs6EW7KGHHurOBW4iDw8ZIh2zzeYIr0bISaP8umyeeZzCTFNzOHPT555bfvjxxzJo3Dh3nrk2N998s1OMgQdVzUtXrxNeA+6LKa2tMmrmmV0bZp84UZ4PA6QEuLvJpz0WzxQEF32vpu1b5Vdw/CXkF/2wrmaXgyq/bKqQVX6x76SgIQyWuZfTyC+r1rBtt8SQ7kPvX+v5pQs3SWOUfc+SXyzOoHI45ZSu5BcLGbofjtMqv1Al27QqvhMSVjofQJGoaY9p5Fce5RcpW/zYQIW5G/YCBFEsooXnO5xbcO4hDq3nF9dAlV/MrSD8ujOfjKgLzj7vPPlblRYnVCq8GnuJJPKrnM8v1VfLKXyqjWn8/NbqooqtqVSBSHVCneczp9e+JI1ITpjDnemVkBdffLGcpN5glZBfbW0y5+jR8iBqF32GQqULmS+Q+v45Hjp9umyctcjbdadSMajKac7Dz8m4Md5Ld6RV7FRk+QxmgRRGq5BFqcR4pTFA0nb1ukOaEAtw/kI1FgvyfsHMASV+SJayb/o4BBPa5yfdC9oGHVuSFnHSnhHbp+vzZGO2LEKuHDGon0mZ4yXCLlzceGPn69NOKxVr6D4QPXA/paVyzuEXePKOB5oyaq8r7bdzA1IxWaTqrld5DyCSX30ZEA882N1RATE5SzKHzIKSJUlSzHpBmW8IAUzg85qvM8iRHpo0gPBgmkDFqdrU5JmOMs3fyspNFTbFj4DHpvCExRwYWJGzkuZY7tpoCWMF15uOnk4kKX0xrUKhXS1OS6GzufcKa5hsg1OdHChBw/kK7yM6WT3X+JXROad1tPXAOuukDxA6qIRkHMeo9wRBTlLqVxoByOpQmjcXA4OuGoUpZLQJWbJKlBVcewYoCNE87YjoeeWXfyZ0SqrTBCoz2kF/enNzJ/k1eLAzVVdkTfOn+omK8zLx5Bcm9hKQPhYjBg92hu1TPXnV8vXXQqmQNt/uEv0AzwFtnTKlYMIekF9MfEqekMmT5Rs/iYT8+r0h+qmOtcMOOySqrxoHDXKEkqv22N4urZi9+wmgmkC7ipB+n/xMMsqvkPx63C+atKWQX2g47ZS5A7VUe7v8vqVFVlJjYx5BalTMMYe0DxsmUyZMcCqEeeabTz73k9jxDQ0lRBot/MinkH/41lvy4iuvOGXFjjvuWChiQEacURW3vvJKF2Uf5Nfk1laZdfbZiyTbiTfcIIFLTTKM8qs4FjOZ1IUHq/yy0OqOSnxQDTjvvEE9v8K0xzzKr7Ad1vMrK+0x/D73qBa80WMN0x5BWtqjQifm3APsn5RQjPdD8sv6aPJ9VX7RRv08qfcY2dO2MJi2i2e0iTE3VHio55e2mf3wvIfHwNiBugElqQYu/H7rrQVCCwNkiqygOshSftF2gssk8ovzgrUEJFpSVbeI3kWViiub0sZiStHoXJ/lcsovTNxDY/1awe/bmkK8oosFlXpi2eOA1NfYJIvcCzMrvNqIvvxXWbYnHqFvFv0uCyeugI6OZeH+SYvDX5AsD54z5n55vYxR74SVDPPCVAhcjfRvrqlfnO5yHLUiv5gPMwdHdUahLQgZiovkqfaotidJoM8LF6/DTBwWkxhTiMNs1eJwnNJj0+vF7+E1S3tG7GKQPp86n1KVdhoYe5Oe6e6QX2nea0DjLo5PYx5U/Cy4p7WzwT+DFH/hOxRuyLPvsFKmJb+w0yEeroTw7SVE8qsvg07ATgqrAZOhJEl+FvCN4KautlOspmod6iYk+jyEqLOSJKN5wIqtqcrSBfvu20l6Jfky5QETUWsUaNVqqB1YcWZCawmsJNBxo+6zIPAKSSbbkTC5YfAl/5v0zrDcLOcxoYpbLlIqLLFriQA8ZVAgMIGwyjeuGYE0fmWsICqBRgDDfVQrGB+mEmigFE7gbF66Bek2rHaGgxFBQdo+GKQxzGQwtHLjEGEZeR2wk8hUvVeYKDH4RPQL5Veb/f+11xzJA6Y2NTnya0mv/LIBeXq9x0Lqo9tPQ4M0DBtWIL98cGyVX7Y3HNLQUCS/XNuGD5c3+X/oUPlooYWcua+ihW34dCsl1YrkFyqojo7idhTf+v67tbW1hHi69957XXBlyS9dHV9tzTVl97XWkhF4jnnl15qrrOLIspF+/Ckqv3xfRFXIWVLIL76fRX69zyNrvwBh1Noqj3R0iK+VJKustJIMHTbMkXgELUyA2eoss88uVy65pPzpnHO6VPRSIg/Q8330ySfFfarya6JV/L3/fpeUxuEdHTJ5+nRZYqmlZFlPsjTPNJO8I9lwW8WQ35JfkIAoiZWwT1N+abqbEh8svIQBQxrYFtdRA2Z8Guk3NQChDeU8v1j8QAGrY1VS2iNBGKl51jtRj0MrFOsCDr/zfb5nF2XS0h4V2s4w8OCaWfKLdHY1AOd39hEGRqSuaOqhbk/nDOzzl78svNaiAeeeW175Rft0fkSbaMcVV3SeMx2P8PEkdR/1QVIQBhg3bKGbcsov5lWkaYWLMBG9jxoYze+2226ymmY2MMeFiKikwnutQf8xbJhbmFHMrGNrpeSXPuPaF2hMhFourVp6SCRVkN73ySefuKrBRdDvMj/W6xQW2LDQc67ZLHnJLyxRUDRVA5uip6APYd5abhGk2jhPQRyCeEH3k6X8Cr+XFJvSR4cxkPZnSeb/GtvoXEehfXqIsOBIgsKv5H/7GfXELnddSTkvR2gj8rCxSB4QVyZVz9TzwzWw9zkKrHLWSWPHFohiFITlgCccizKh8qs3+5kqEcmvXsDkaW2y6bn/dj+8TgUPD51rEimRBzywkF9B5ZOyYL8w65VIk1nROeSQwiQ9bTAqBzrCJEPCNNhOSyfqVLe0E+kQ/M2SXlZVde21yd9JW/UO911p/jyDRJheSZoDFZvStg/wrrrssoLcVcvi2rK+Opm2yLqWBGiQeQwskIfszw7unGc1U7QDBwTcAw90nm+IMg0mWcUmfbQSUJVUYTtYkNa56vFTUt6Ca0wRAeTyFlRrtMo2PS+cNwI467OigPTTtCUmFGkIU3Y1LTIkv5gU4W0XFhGI6HvKL38/N/pJb7vxpAId/v+J7e3ORwtXqAb6MT/xuR5LhoxdTbDP5dCh4npqP4GzpI8dJVZedlnn36U9TZuf5E+fPl3aRo0qVhd8q6VFmocMk033O182vftzaZgyvZT88sdWMj3ceutC2qVXfiWpvJLIr3kXWEBW8Pf7e01NjrxaYemlHVmmxBbkVKEBhZa/oe8neH4pqRieB0uSldD5LS3u+J9tbZUl29uFKfJg3oOI8+QX33R7YdstLfLS2LHyVQJBNHLUKHd+0e1OmDy5K/ll2kZvqKVU3mThYaGFZO62NpkwZYoMGzVK5taqnUlpccQ7a60lj/u/4RHnUnpaWorbLJL6OhfIUn5Z8ovgISTj06DG7/RzgBVg0rRZwYUsIZWFflM/p7BpePR9eCCqUjhJ+cVzwerxvPN2vq8LUbZ6MKk0EDt6TJZ4K5f2qIFXGJSGyi87llnlV9rCnW5P+wbuBVVUpH0nVH6p55d+njkTnpAKzpcGa1qdjHOWRn6hUFM/T8DndPy15Be+n2yX19wX1SxORvRZ5VcqlAjrrZiGfnviRDElsDoXa6slv3ROBYnGQiZ2EVrwqBzKWXIYjBkzRoZbJSyEA0bmoZIoCeFcNS/5ValZuPUPTgJE2pJLlmapJCHJvqQaaNaFjjtpMYcWGOBewAssVOgRQ6aRX9wH1qqF2EznFfS3lvwiBggqYXYRAiBUsNY49j6xsVySV2I5cUM5f0WKvlSTKWOPP+w/QvIL31jUz0mYaabK7wEWxaxymHs9a9zsw4jkVy+gQzrkjc8muB9eZ4JOdpttqtsRD7H14agEKqHPi0svLRAydEbVljulnXnTHek07GSclQ9rCJgXalqNXJlUkRBMxMsZpNNRK4Nf7lyH5aazPk+HAgmkg6JWaAw7PYIQyCtNV1XClLz6kCRKOhbSQQlwdDUCyXbW4K7EGOmmDLBK1vG9SjwLkK/r8XM97YqG3kMQc5CqGkjpswCxlSVdZ6LCKo0lxZTAA3p8BHmaDko6E2ku5e4XJkBJZv8cy29+0/m7VoMM04dJY6JQQkS/IL9IkRjt7537PbH/op/AobYCEzs6ZBDpbvTvVAn1k5EHyLbg8wm7gdRR5RdoVOWXD+at8stOkWYbObJE+dXon2lSKOdbaCHZYt115f3ZZpP1Zp/d7eON2RdwPx0+3uB7LQnklyN1TjmlmB6ZRn4llqrn+X3pJXlh5EiX8ueUW159iaqN7UBE2cnlI/74spRfTSnKL/cZ+4WWFlfhkfM8trHREYDNjY1un6i7IL/4pvt2U5PbzllnnSXv+kkf+8fXCzJvlllmKRY6eNC33R9I4TyZwG3ewYOLRNXHkCE+BZ7pdAvtZjLa1CTNCWPiExttJA/i7+XPi0ulZQFj6FBnqrwvvpu2z6IdnGeuW5Lyi0m8TkRZwEgjv8IqzFqUZbPNksc2XZRI2p5NBwHaXhZ1QvIrCYxv7D88P6i3k8ivpLTHJOVXEvml97y2GRN9/RtjJYtfaZP48Dj5HV9O1M7hmK4gGMN7xyq/bNojY7K2AXC/8HcqotnxN438CmHnEkq2osTDsoHt9sPV+RkGlZJB/Sim+fF558lUJdZVOV8p2afPpc75OV94qVYSa6SpV8sBZQym4nYhM2ueWw35RT/3l79U1i41jy+HNDUZx0Db9t5bagr19U0j3fRe0P7f9t/0iYxdYUaMko78b+1OrNUK/a19jshGSRJi2LGI8c3O2e31smRpUt9ZrphbNf5t1ULPD+RwXpJ3TW/Xwxy22qIMeA2y6FcP8r7O6H8tnlFhJZh5oRU1KlV+6XdQuVivqyzoIMRKcbXkV9jhWXP4EKRYWG8rOsyslLRywKgyBGRenmqVdLpM1lnJ+PnPsz+rKxpqnJhFrNEpM8HWyTWED0ha6VLySoGKyyrgdHWDjj80X7bKMl6zip9V8hrlEiRUqFqjfVmrIaSc2sCL9un5SFIyACY4EKuschOcoQhArQdRxspfGpK80VTBh5pCiUL2T+pmJaBtoVcbYNA58cTO3zU9lFLDDOqsaIX+cBF9D2bVEc8vzHFH+WBy/Q02kPPOO0+29/dPh39+J7S3y9CODiGUxfxd72dXkbGxscSfSoEXllV+zTRmjLCXRh9gQ36h6xi/+eYlRI8jrhobiyq0xpEj3Ur1Cius4FIuW6ZNk9bmZpk0aZIMaumctEGYFckvgms/pij59SkrequsUlR+odRypBR+dCawTlJ+uXQ25vCNje57jkAz3hB8p5j26Cdn43U/xhcsVH7lJr8MkdjW0FDwH2toKCq/6M/mn3tuWZCJd2NjF1Jv3XXXdV4wIV6bMKELMWeXhEZNndqp0uJ4/LW7U1NOIb+GDy8QYQHe2m47uenhh2W8b/fL/hyP9yu1raEfCO3QSW4S+UUgwbHSPzE2pqWdhAbXWX29HhfjQtKkOiSFUCVzb0GC2fanLaYw5jO+hePg2mt3kl+2Ly+n/Moiv0LlFykcqK80XYc5RTnyy6YsMs9hZd3uCzW2Qsdf6/mVZngPOF8sIHHszCfYPoGFPTdZQQb3GCQe441+B3KN9iV53URE9ACOOuoop8ItQaXBsj7jSn5VQyywEFqB+kvwztJsEoUuAGTNPcN+Ow/5hZ8fsVMSqqwCWiR50ubkqEvDIlbdgY73Sn7Rl5Ujv0gd1/4RGxCtpogq18ZSkDocDyS+Jfmt8iscx0JFl8KqvZPGPlIWAWMFcx/8elHQhUizdekNIltJPsYyxsA8gpfTTisszCMu6K76rzu+5L2ESH71dVA2FYQpB3mg+dHVTHr0O3l8sRiIrN9FOaVUGmynCLLUMUrsVSsZzgM6hSzya599CuojrQyFKqhcOzhXdKakC+qgjgeHTb8EKMlQZAHSmuj0NQXRpgdmIYmE5BxrSoUiiZBBWhumDFpyAD8SK5vNAwgsuy8CH3u+kgoQKMlEUHX33QUyUM9dpVDyCzJNK2hWQyqnBXNp6clcO4hZBmNW9SP6NmaaSY4nhQvoxMpM1pnML6x+Iv4ZexPjeD/pceSV//wUT2IluTYOGzasRPk1/+KLO9+wJt/3Qvow7f3sd78rUX41tbUViSzQMHq08yjZncUKJnMTJ0p7U5Mjvyzp8uDV13SmPSoR4H8HC/sCHUp+ff755wWSCALaTKAtcVT0zPILLEp+tfIZQ75AIBWVX16Wr+TXvgccIKONibxVfjVmkF9h2iPHq+3nU2y9raPDtQfl10brrSfr0P945ZdFksINfP31151/88e6RqD61HpX7pr4wIer2swCBwENqrOE7e8UeAxeDTn+858XlXxdFHb2nIbbI8VcVa4EmmwrXExShNvFakDTwdOgKXwWjEXaDhvw6eTfvpeS9pk5VnEcLCjZYiB50h5ZlGHVvxz5BaHHtu3iYGg5YL9vg6W0AAcfG/Xh0kUqbZ+mPaaRjaicdS6Bzxp9ww9+UHpusgIr/sbii60OrX5uBPCVmitH1B8QnVpFbSAjnC9VShDoOKzPVjU+VfS3PE9Z0LiCfpuUSgicJLKaNO00As4W2cpLfmWRgUl9Z1jkS2GLLikZlUZ+QYwn+SPrInu182vOIdc3TXFm4zxiPO0PWVS3f6NKr8aSeB1zHZg72H7Mkl/hOVRFcxYssWnN+AHHQPyL91sl9xtxWygwyOOn1R1oOjD3GoUI0u4Pi0GDCvfADFr9N5JffR2a6kY1jUrADa2qgmqY6EoeCLsySxATdv55semm2e3AjymtyootQVvp5CMLVG1MAwMH3lF5zEp1AMOHgQFYSSCuDameIaETBgPVEJhUqwpz3m1pYoD/SpJHGisHW24pNQXBAOWmUSgwcWC/NvDgXKiaj88SiORZIcxTKZHzqSWfCSz0fFZbnTKckKC8g5wLseKKhf8r9T+L6FW0+ftDPb+63If+76iuAHfRG/6ewLBc+4S1NtjApf0lkV+onSz5VSSC/T6V9Gkhpc98b+b//rdIfv2Pe9qmN7NvyC/IpunTZdCgzon7GpttJmeffXaq8kvbPN70NQtAPkMm+OqLhY8l9Hda0ZFUQ0zbeZZRavp+7epp02QHJU/8KuEEPy7NmlCd1iq/bPonJNrVSO2N/5oet55L/Lr4XqP/DOmgzvDe+GWFaq4RKepotlkkofx1OSoIDh7VF3zOnztG3kHabn+e79BVbY8hfp9aGfQR7p9TTinuT6u4mYPv9PNIUn7xN4IFJb1sv05qt74ffpeFlzAVMgTjq84nbIEO0n/p45LGED2nKGuTvBQt7IKZGrLTzkcf7Xqc5dIe8bwMU3mSyC8FXo8YaGeNNXot8oz1+hl9jmzaY5byi3kTwRgFdew5xo6BsYXrZ6tU5oGeG4KiJLVyRO+C8SPJo3WgIYwnWCisxMtYyQfNRKm2QiV+hlnVD3nGrryys70sCFnj+zwISWZUNYwB772X/h2rKE36W7jQnJYVY+MGJb/KVYgPkXZ+rHcUXl0h1DMZ4pAxPS3t3i6AswChx57U/yrBqCou+nfOr/aDWeRXHqSpw4DeA4x9WeRXGJvRvtBkPqvf1sII1cISmKrgyjquJJHHDIhIfvUXhCuZ5aBsf7Usvk6amKwRXGWlTlqGP1jBrwh0gmHFJJ1w08GRYoC3FXLk0OC8WuUXq0HV5maHBudZoGMmOEP1ZZFGTNYiX5xO2abysKKhgSYkGAooa7hbKVj94nqEqxzlghzUW4pQnqtBGOcl70Qf1UK5iiYoCFCPAQJ5Pe/Vkl82vSWsyKlVwJigoZ4777zCJCqi/yGtqpOfsLV4wsv5VunEk77TT8SOOv54R2Lo2u+/zCa6KHuUxPUTfCVo+P8DeHMIFDiFJ5+UZk0dpCqu9YXy5Febts8E2sOGDZU99tijoPzivveT02Jyot/fZcsvL8cuu6ysvfbazv8qhG13Me3RLz5MJ72xtVWG6GTRKx13ts+ZJzdUKZc0aVX12aILLiirB5PDfUmfdj4znSDdE6LKpVca5VeR/OI8cC09+WEJPLZ3Wvg8G6gnV3EyzHkipdkfsxKTy6K09ttdapVVZC5dBPILKFvZKryQRn7M0mIKWhAglfzKUn7p7wQW+j0bCLGiroR9NZXlOFZdSbceKQSLVMNNIr/4DvcHxBsqiixoWzEBVnUsSuEQedIekz6TRX5pcEk6KGNiEqxpfbkFxZD8smmPur8s4FdpFwIZMyGSSSfKqmSd1RbutaRKaRERPYHQT5CUMVusqRxC8iFYSKgISWqfMOvCpOxXlRJm/ZJJLaPvZz5LgYrTT+/827/+VUi/1ueUeC1MqaS/UOsTJbCT+jjiERa8FdVkNViPwhBHHdX5mn46DWQpMa9nMSZh/uDGPlVC0Udq/5iHvCJlkW2yME4cQUylWVHVkF9h/EHKuMYzSs4yjmUVMguJXY6J62rBAlAS+clYV051XQ527qKZWpWofJdeuvoqoxZUl7WoZUptHRDJr4EKZJAERUllUfNAySRWDDHhzapcoWWHK612mITQeE8lw7p/ts9EWs3EFT0h6eec0lnpQ12Jwk09QsKV6zQPqGrVc3nVShBBMP5pZr15wCCJ4gnflGon1tbwVydF5aqkJB0XpB5qMavk4/5nFYqAAYWbVveySpNq8/NDMvh3v+t8reeC80Ib7KQhol9gA01Z0glkivKrwd8HfGph9YVgsqqfHzLEkRi4v439/vfFTE1l2TDNV6sgeShBoyTYU548a2xtlcl+kaELgcZnSVf0pNTKK60c/LlZoLwWYTUYg92GBllfi0j4/X06cqTc3dEhM4cVl4J2lZBffryAtILEceQaSPMxgafQFwkEdIM/rtlnmUWGpKh6S8ivwYMLHmeDBknz4MHO8wvTep2WOuUX+/HKr5D8WtqmigWAPOtCfrHy7VfjtR2zoZDzQdPtDzwgY7QPT2o/ZsAtLXLJJZfIcr7oipJfaSmYRcN0fR3+TduWpKbiff2M3jO098YbJRe4vn/+c+GY9b6opaGvtpV2KmmknpIEyVpQJulc2mPmHGaRX1kpLBQ7SVsFJyhlLlXOHy2J/ApJ3jzbqBXykHUREfUG/rndQfjMVmq5kQT6Crtd7c/C95MU/eUQEtxK6JMBQGq0AhKImEf7dfoM+3cAaQIxT3q6puQl9SEswJYj1o2CO7WfTxt/bIxlC3+EgIzS+bGOG+G1I6NJ58VZfVTSGKOiA0gwKkWq8X8e8ksVwYwn/IRzD+YBYUxC3JYVk4TKTY4n9AjjPCSpFSFEueaV+GRD2KntRhjP6OJNpYv6M6U8T1Slz4vwmG1VyD6ISH71AhqkQeaZeaj74XVZoB7JmJwnghXQalMBQ/KrXNVH6wXSXfIrBB0kajBtQ9rEtVbVJi68sKCGsmoKBR06ZBWTcVYF8pqXswqQpLAiEAtzwfH8oMMPAuGaYOedpS7gPuN8KHGpfkkAEiHrPkQVZVfiGLyrLZhAipWalAIGLK3Eyf3MQEMApIMtvmXlPCCyQLoPakTIYQsdeKo9johexzaeEGrQa5mi/NJrvNzSS8sgq/wyf0dB9e3IkfLlj35UYtJ+dFKFHUxefYqskj7W88q7ashnXknThSjx+33dT0Q23GhDmWfClzJPx2Q31vD5u/SzSOP33lvmVgJcfbYaG+XLL7+sivyC6HNG+UoaZqS2FJVfWSkFOdPvVfnF/ueZf375y9VXl5JfnBdUqgnkVxeFVYBpYXl77T/8mFRsIdtRxQD3QmgGn4BDDz3UFSuwKr3MtMcsw/vwfSWUUBYwVikZp5/hHs87JnAMrFATaNSDvGFsJUC26Yr6PPEMUuELe4CkeVAaEZhEfnHN6LMrBWpFCLA8ZFJojq/3jSoKerIsfFCpNCKiV2Ia7j+dB2pacyWoxuOrnK0JWRGWkFD1KmOE3V81VSL1GcfmBNWbGoLrfALFNgU2Ah9M9zuqT+sTBpmEcpdMi6RFDkVWSrUijdiCUCI1nQWHSsivpP2hzlJFFfMD+nS70AfRAmHD3N8eS94+ShfxUR3bao5pMSCLS6pU0+sNecSieBJJZI+ffSHuSCO/mCPhsQVU5cbxhDGPni/NUqEiuCXy7LHz3TCt1WbXcC/Z65/kCWdVf3l4gDnm6KxoaqHZMnmgbWLcJg5LUm73IUTyqxcwdFCTPHr8d9wPr8uCB6RSw3s6wu6YwGPmDkjTKycTVqNDUGvzPDyrMBBU8kuN/ZRYQaZaS28q8toJLJM81mwHVYnSCYPkJDN3Omu7TdIankLfUSfUuxytMv9W1s3glJVmQ8esJr/dBefSns+klF/7d4K/7hBUpPuwIhdW49GBpyeDnIj6QFfEklKlgCeIDj/xREfAFP/GKuw//+km+rfddpt8/PHHXXym1lhjja7pdpi8eo+RPffcU+6+++4SEkp72nZ/36aRX1944mP+ucfIoxftJ4+esYsba7QNLq2QtEcmbKQRklbvnw22OXbs2FzkVzjB4izh+dWiz8Bdd6VW2Cq+a1NMPJT4odpmWcw2m0zxRrmov5paWmTWmWaSRkN+tUKaYMTLxDy4ll3Uc3mUX2CTTeSrWWctJb8gaUhx5hwlkV8Y0YYrwP5YLyAYKqf8Kpf2aO8xJYq4ttzHeNmQ7q7tqiT9USf/No2+lkVmOAcHH1xQ6Nr3gCcsXdCcFCCxUGVJs6TAUMkvrmV3UtDznDPdvvYHet/ouesN5VdERG/HNJBIkCGVztd5fqolv/AMVBuKcJGJuSlzbgpAsQ8tdkF/E45JearnWdjUc5vuroDIJ3tFxzfmCkqKZe3P+geqMkfVPqi5y8050xRBjFEoX7P6DOttpa+Txk6OSedNWjDMKrjCeUWW31kS9HOQX6SUKtLGcebn+ChaNbEeYznyizRT7gUIJ1WYWejchlhAiTir/A+PEVsXiCY9f6FfGPfrE08UiE7FVVeJ/P3vyduz8wubYWLnTWwzXIScP0GFZivVKxB6hMq2PfcsxMehT6i2CT6gHyz8R/KrP4AHlkl7JWkG3VV+sfqA/BZZaZ59wRCjpKlGIpwHDBZh+Vw6CCb4aVUJu4PeeHjpzJNy5LsLqsCFBsD1AMELwQVBEYG1XrN6k25poBhBbyBNLRTRv8CE469/zUx7dJM8VgYxpdbBX5VfVGVtbnaG7RiqW/8twPsnhCkOBqNGjZLNAq8UJb860ioC+kldq/9/1sCXUIkVTOHdggr9DavTqIM8dJvzWiKinOeXn4A1mPS9civnfNOt/XoPryuuuKJoZl9UPWWMecW/vP22TPZpAMdQLl3N7Ts6ip9p06CCa9XU1OnjlYP86qL80s/fdJP88bjjSo33WQVWv80w/U1Xflmwsfjud939g0Iwsz3lDO/t/4CVXFuCnIk843Q15JeWr9fzCJFG2my9wTPk749UhKk1SavVVvmV5V9aDnn6dMYdzntIfqkfak9W14ppjxF9DaEvMH181iIH/ZRdjGa8qgQ/+1nBnsOCKu3aD7BoawP8UPkFbD9aCRgX07I46Eu0L6A/tdUs1SYlFBeEixxUS9RUbYimNPJLib0s8ivcR9ZneE18mUZkhn699vqG/W+Yjp8F/CPT7iP7ffuauZLuQ61PMhbeSr5L7E1GCfGMLX6maYdKfpEFopUqkxaFwnEjvL/078wB8H7VVEbmf8RuYVqibSPjDJ5dqkCz9xHgnkCsod+h6NhLwRwEcL8lFZ0LyVBSb4kpw3HM3je1SEuuMyL51R+gXiLl0g9rqfzKkx9O2g4GiQQ3BEooacK831pByRvLTkMI1gu9RdjUA0wcwrz7eoAO3Pq1qLwd9WBPElGkktqSzz0FHcAw4kxabYzoX9huu06j7rS0RwZ8Bnr+ru+lTEBD5Vc1UPH9LPPNJyuuuGJXgsrve7f995f//Oc/XVRE+rtTfjGpyzC03zYlPSwx7dGfn0ZPfn3BdjXtLmPV/hhDVhx44IFFM/si8ii/TBqjU6vxurXVpT1u4idzjZx7VtM9+dVuJm4Vpz3a/Q4Z0lkt03psuZ0mKL/4TDj5RxGklbK6q/yy73NcWURPJfODcC5AH2sLl9QLKCIqGTsIbpKOy5Jf4XWqNfS861io97AGND3hT6qoprhBREQ9EfYlzA/LjY1abAPgF1UpksZku8CNKljB8xpmfoQG5nkBQZRkoWL7pDRoxo1NuUtLe0R0wHieRn4pGaXkVzhvsEIJrfao5ukKu4jDuSPug3zLusaakoedDGKFn/yka2ylv+dZWMA4PkxT1QVE3Q4po+zHtpXzBcFIHIniThcFLRmoKbK2fTal0I4bFNAKoe1PyvIJEY5R4bHrvlgY45qG19XaC3FduGb6HeY8WAVZD1prR8O+R6TMC5LmW2kLv+G9a4+hH5BfURPdC5gyvU12+33BAPGvh6wlQ1rKTFC4kbgBtYpGTyi/rDQS4uQXv+gk1SgNftxxBbUAwQZtq4dSioc5y2iw0lTQSvcNYNRpQ4Zxc0TOFNqegq6i9TQYFBiUGDBZbYwYOEibAFhlUhlD6xLlV5X9pa4Bz7HQQvI/pPZdd+L+GzV6tKy14opdxhol4IppiQlltpV8QZmWm/wCP/qR3PXkk9Ixdqz8Yf/95XjSjvGZSunDS75bRdpj8duNjcXjQmHnAgRf2XHrbbeVfUaPltkhRRg7fdpjWeUXk2y2edFFXdMeDdgvR/fpY4/JaFVFmXZVQ3Zken5pW8I2Z3nBJAGyjRTNvEDVnZK+2mdwzTWdq+8hOF9c8+4qvxR5AjW9Jnrf8Ds+eyi8ewqVBJYRET0R04RkUFglrhyqWdRPIoUs8WHHIqws+AmtSyB6LAlXqfKL15a04JnMWtxRAsmOH/och6S2KsRJfcyCKp0sqYPVC1kbChataVcSSUVqHymjmj4YjuEQkxBPWrlaq9tDfNlUvrxEfVa2k6qvtD/Vc8Oxcb2oSoz6ebfdCu+rv7JVSFnlF+mBYTvseWLc4NhZ2Ca2Jj3Rxth8FtuKUGWY5KV10UWlSrKk/hkPNr2uYXqkHYt1zNfnQtuPMptrqfc+HmvE7Flm+G0J92OaylzHNc5BODdI8iHrYxhA8pb+g/aODnn+w3Huh9dlQacDAUaZ3LzgZuwu+cXKP+kOmvcMWF2gc9N2U9GB4KaW/h+K0PRPoalI5ZRp3QEdK4QXjDqGiRtuWL99RQwMhANUxMBBmvLL9t/6mRQCQgmavzDRpHKTwQJawrwMigkQaQG87tv3/eFY00VVlOBdqKSLNdovm/YILrhAXvDqlslMfpj0sw1r3qsoU2iCNrjkQVu63eCnP/2prK6qvKamruTXK6+4/c6/4IJyzTXXFI6FNjEuBsqvRPKL9ApWq91QOiWV/Cp+l6IB4XXXc10r8kuVX0lBQlLaYxZI0815zzlAKnXHK6unFlm0SmsIzinXkYl/T5FfCnvfQAb3pBdkJL0i+lpMY8kv7s8k8otnBDLbbktNv6uJNcIKfpUU51IlD/5awbhdFvT9erxh30zshBI5C1SWxzdToecjrZ+3fYumBVJ1XKExoR3b99+/k6wql/lC/6qVd5MW8VBW0UbdXt6xj6rDSWM9aiyOlWMJ94V6CwJKiTvbZog22oHRfZaVTBIRZAUmofKLlEE84nTh0J439g85ptcAwQifVbP9sO02PT+pn8aDTbfFvjWThn1Y0k6/q8+FElhpvmJZ5FdrGQ+0pHEtqe39wO84Kr/6CyBiMO3DdC8PqVWLtEduelj1d9/tTLfQG14fvjvuKPwkVS7rLkJjRKpHkJtP50TFjBRD5rrtPyIiC/2gw4+oEkzM1PcoTfmlk4CU+0CVXx8g1zdVqF5++WWZTVdSy+AVuuCf/EQaMdRP3knh/5S+vwvRkzCxUWKoYuWX2X7xM5wnW6QEQLqwIlxmMYd13Q5PQIU4lQklPhxUcBw0qJT84rWmHdvjNSujlvwamjFO7rfffp3EZAL5pd8N/dxK9l0h+ZWa9qjKr6S/J6U9RpReC/Xt6elV6Z70+EpDJMEi+grCRWuyK5KCcIo/qWoH0KfzfiXFphSoXvCghSxR2HEpjbAjRc4qhSoFsZqOL9a7KwmWVLKG4xaVkF/6GSVoGCtJI0edZAmR7qRhswDFdeK8EqNqRWFb/CcP0qoO4+fMNWfcS+pHrXK9Gqsa/Y5VpVGwC5KPqtuaAYSKXY/FVl7MAkRZrfpnxnXu348+Kpzj++4Tef/90s/ofaaxeVh1OO2eSlN+PfZY9nnNIr/6ASL51d9A5cPf/S77M9yUTPS6q/xS8PDoA6U3vA0EQS3TAiH53nuvq1GkmhUS4Kh/RkREXwHBfKWy+Ij+AVbb+FHohMJOyMoov1RJFSqqlkpalQ6AGToeXqTYNSDnT5tw6OQ4pe9PVBMFoFpjXvJLTdpD8qtIsrGNUPmlpvs50h4zwXiAz6RR1RWVX50N6ny98caFqkwtLUXy67333pP50lLlXOzzp85fEibfu+66qyy44IJdCguU7LtCRWim8otU/yQPtUqVXzMa9FyS6lkPlXoW8vjW1Rv9NECJGIAIPfesbyREio6HkDXWO5X+nj68GtAHh+nGthBL2ljUHeIL2DG0nCJu/fXLb0+3kbVAkvbMk453//1dx6Q8lTQPPDD5ffbBQly4GGc9Ubt7/vjJ49NYDfnFfID5iU1V1LRJO4+q94JJ3v5ZyUVIQSwcbIE5HdfCgluW/GIOk7Wv1tau92qlyi89d30cMe2xvyFke5OASR6Sy1rI+7WjDJVfYanUpLzmanHWWYXUxjAoVAO/Wh1XREQtQWps2iQhYmBBJxRqupr0twDDhg2Te++91xm7V4pHH31U9vZFPxryTF4yAvzXVLZfJfmFEur888+Xjz76SK41Ru2Jyi+2Qaluizqok1Q5Nw+Tw9D0XXHmmYXJ/5ZbFsmv+eefPx/RlkJiDR8+XDZMS4nvZtpjIonCqnQSsVmp59eMBj2ntfLbWmml/J+Nyq+IiFIsvHCn6bh9PnbdtbOQFemQp53W+bekBYZakdC2DbXqQ1EMW0VTLUj3csovHaNQMiWNI/p9W4k9rMyYBFsNMw90DtSThcOq2RcxZejRlaSgr3eRlEqzjLBBwmrBFgDQ4w+VXxbl5jqtFaQ96vMUbjP0Pu2jiDOl/gIM5pm85yF+yCVPIqhqofwi9TAJlfiH5AUdOdJRfihhrznhtVK0RURERFQDNdC2E4wyyi+wSTnT1ww40/ZywJ8QAijDUH9xK9tPaCvVGsspv4488sjEvymRVEJ+4WvC++Um7gnbyQtIrKKSLKkIQWGjIhtt5F4uxMSxUmDmm1RkIA06TuUtUlPuHEDc4AFjjXIVek5j2mMyyhSjqAik4FSS4p6VZhIRMSOC7BUM5MOK7WSspCmRcloD5Ca/GCM1FREbFQWxTi2UktjFKDCip6JkUl9g21EO5cZQ3tfPZJFaqnqrlypVSbi+Tn6Va39PkV8PPdT1WagWSmCROcU4VYlYpC1HtUcFc8Bbbim0PfQq6weIyq/+AibeVFm0Ut006MQ+TBvsTkeAh9iaa6ZXWKyX3xEKNjrzc87pNC7sB2VUIyIiBjjSJgV1IiB++ctfyosvvpj9IdIAqSiXN8hPOAZVfqV6T2VuLkh7ZOyA/LJpA/5v3U57zDOBS7lGZ555pnxV6WST1I7vfa+yz7/8ssiKK0pNoNWqkhQQUfmVjTT/k2rAPZ33/qS65KWXSq8jpj1G9CXwDKkHnwU+XNbM26LWyi9LOGlVwnoBw/Z5503+WyXjbAULSIljX6XnkH6jmkybWqU99hb5pe3X81Vlde7c4N4Iiw5UC31+uG4QyZUoz9sSyC8t+GMN+lUIQ0VKO7Zwf+ZJ3+0DiMqvXsKsw6uoDJdUUjTtQSIdZ/vtpaYdgTWLtMijSKgFOP5yOcsRERERvYE6p5yNGjVKlqnC7LfSsUaVX9WgzU+eigbwTLzwg2Qipt5fSWkGAY444ghZmNSY6hpRdkKMR9gsWVWgagH2ncPPLQ1jQmNoTdlLanc0vC9/LXojLbTeioGIiD6CisYZXRQJQbCu9iYWjCfdfZbSVE6knJWrulgLhGmPkASoZrpj1J6FpDiJyoj4HuYlWjBYr6Z92s/2V+UX9xsVo1Vs0p/68TTyOA9aE+Z+SlLj76om+Bb9NB6P5FcvYNigZnnmZ5tW13licEfp2y22SO+sLr9c5Ne/rl21wizDXlZPetJAtp8+aBEREQMcpKMtuqj097GmO+TX277gw/dJabFpj0rknH++yOGHl93Oeuut536qgm1/T06+a4h3331XRmupeoUWeUlavddgI46P9Vd+RUREdG+cqVRNRCp/d/u2JO+9ueYS+dnPRH74w9orzcrFUaRPg0qOi+qGFN7J852ksY9FkkrSsDk/1YD2oQzKsdBVM9TaCxoSVpX29VZ+9RXya445RF5/PZn8wn9P53UWFAwKixr1A0Tyqz9BPURIvSC1JQlUSezuA1AJ+RX9tyIiIiIKk8oB4O/THfLrxBNPlA8++ECG2gURJkaLLdY5iax3KkQO5VdfB0UFumCJJUSOOkpk3XW7/i16ffVN5VdfQSRFI/oSKqmeR1/4wgvd32eS8uvjj7sG+2oZs8ceUvNn8O9/78zIUW8zKko++GC+bbCYdMop+T6LR9qbbyb/jfG5ChV5RfjDH6TH8OijhfGx1tDFkv6k/OrG/E24P0NrIyX+4AGsX6yCezcphbmPYwadCfRTaECRJdHV1Q28JmoFPLYwa9SVZ4s4qYqIiIgYMDjmmGNk1Sor9uyyyy6lb2y7baEAi67KGjIqy/OrZpO/gTQ+sdB03nnJf4vKr2zM6MqvgfQcRPR/VFIEhL6tFqqeH/2oQAhRgRHCKWtxnwyaemCDDQr/045rrimQerUm2RS33Sby6afJf8OAfyAtBJCSVw/oOepP5Fd3hC+zzda1sAReo1kq/KTv9AP0z2XRfo4p09tk998/5n54nRu6UpAWNNx3n8jxxxdeT5woNYX6em28scj773fuJyIiIiJiwIw1O+20k5xPemItJ6UJ5Neaa64pw+sxqRwAyq+KEZVf2YjKrx66ESNmRFQ8zlRCfr31ltQEu+4qcuutIksvXfq+NQSv14JMSKb85S8F5VW9iC/1iExToqO860+pfL0FXSzpT+eqO8qvtLlFPVR1vYwBRP32H7R3dMgT73xVfJ0bquZipeKRRwoDCKXtFf/5T0H+CepVcYHOgBzfAZDeExERETGQUfVYUyuo15cGO4aMuvnmm2VaWln77mBGJL8G0ip+PTCjk1+98exHzDCoeJyppAJdrbHyyr3XFiVTsqxkIvreolJ/sveppeXRAMYMMjMcIFhzzc60R2SIlFBnVYQAApZfV0g237w+Kwp//KPIhRcWXu+5p8hLL9V+HxERERERAwMUADjssEKFqYCMGjRokIyotUntADG8rxhR+ZUNvQ9mxPO01VaFKm8REX0FvZmGy76thUtPElFKvteqGFlEzxBJ/Yms7GNFl/oqZtBlsH4KTIPfeUdkoYU633vmGZFLLil4cj3+eOG9elVf3H//0gEklA9HRERERETYVfWLLipUKe4pMsqu0s5o5Ff0dkrGjEx+3XFHb7cgIqIrnnyyQCqwiN/TIHPmiy96XvlFP/TqqwMyjWxAgiqjhx5aEJf0B+Dx1p9Uar2IGWRmOIAQ3tjPPSdyzjmF10lVSyIiIiIiIvoC+dATZBTq5LXW6rn99QWookC9OSN67/6LiIgoj9VWq99CfTlQtU79KLXvZJGmJxCJr/4D0lQRl/SXRRNIukoqqc7AiMqv/oZwlYLVk4iIiIiIiL4KnTz2BPkA8XXggSKPPTbjKKE4TiqU9ZcV6p7GjKz8iojoq+hN7y/FjDJGREREFBHJr/6u/FLprmKRRQoeKxERERERETNiWp6u5s9ISp+55+7tFvRdROVXRETfQ18gvyIiImY4RPKrlzC0pak2g8WXX5b+/vDDInPNVX3DIiIiIiIGDKoea/oz+TAjkl8R6VDSNSq/IiL6zjjTl8iv6JUUETHDIJJfvYBhg5rllV9tUd2Xw8k8RvfbbSfy1FMiH38cPT8iIiIiIro/1vTXtEcQya8Ii5j2GBHR98aZvkJ+3X+/yLrr9nYrIiIieghxWbS/r2ROniyy4IIiyy/fadAXERERERHRVxCVXxF94f6Lyq+IiL4DJb9OP71327HRRjF2ioiYgRDJr/4KS3KR+ggJFhERERER0dcQlV8RvYkRI0SOPFJkq63idYiI6Gvjwvzz93ZLIiIiZiBE8qsXMGV6mxxw1ZPuh9cV48YbRQ44oPP3r7+O5U0jIiIiImo71vR38itW8orQ++7880WWWSaej4iIvjTObLmlyKabinzwQbwuERERPYLo+dULaO/okAde+7z4umLsvHPB2B689prILLMUgosPP6xxSyMiIiIiZtixpr+mPa60ksgPfiAy33w9s7+IiIiIGRTdGmfuvLPw/9ixne9BUr/0Ui2bGBEREVFEJL/6K3SAWXzxzvdmnbXXmhMREREREdEnlF/zzCNy8cXxYkRERET0B1iVLnEN5Ndqq4m8/npvtioiImIAIpJf/RWjRvV2CyIiIiIi+iMWWKBQHXigkl8REREREf0HthjF1VeLTJwoMtNMIu3tvdmqiIiIAYg4E+2vOPFEkSee6O1WRERERET0N/z73yIvv9xz+1tiCZFrrxVZZ52e22dERERERP/A7LMXxqW2tkKBitGjRYYMERk2rLdbFhERMcAQlV/9FUOHiqy+em+3IiIiIiKiPyq/enpVf6+9enafERERERH9B+uv39stiIiImAEQlV8REREREREREREREREREREREQMWkfyKiIiIiIiIiIiIiIiIiIiIiBiwaOjo6M365xEREREREREREREREREREREREfVDVH5FRERERERERERERERERERERAxYRPIrIiIiIiIiIiIiIiIiIiIiImLAIpJfEREREREREREREREREREREREDFpH8ioiIiIiIiIiIiIiIiIiIiIgYsIjkV0RERERERERERERERERERETEgEUkvyIiIiIiIiIiIiIiIiIiIiIiBiwi+RURERERERERERERERERERERMWARya+IiIiIiIiIiIiIiIiIiIiIiAGLSH5FRERERERERERERERERERERAxYRPIrIiIiIiIiIiIiIiIiIiIiImLAIpJfEREREREREREREREREREREREDFpH8ioiIiIiIiIiIiIiIiIiIiIgYsIjkV0RERERERERERERERERERETEgEUkvyIiIiIiIiIiIiIiIiIiIiIiBiwi+RURERERERERERERERERERERMWARya+IiIiIiIiIiIiIiIiIiIiIiAGLSH71AqZMb5MfXvu0++F1REREREREHGsiIiIiIvoTYkwTERHRn9DQ0dHR0duNiIiIiIiIiIiIiIiIiIiIiIiIqAei8isiIiIiIiIiIiIiIiIiIiIiYsAikl8RERERERERlWHaNJG2mLYfEREREdGHQEJTTGqKiIhIQSS/UkA26MMPP1z8/eWXX5Y333xTaoFJ01plwePvcD+8joioCb78UqShQWTChHhCIyIi6jvWzD23yL77xrMcERERMQOjz8U0m29e+ImIiIhIQHPSmxEi9913n2y22WaOBAPLLLOM+z9apEX0WYwbV/h/4kSRESN6uzUREREDnWw3C0QRERERERG9hiefFFljjc7fid9YEI6IiIgwiMqvFEyaNElqgn/8Q6S9vTbbiojIgg7yUe4dERHRE4iBRUREREREX8D775f+vvfeIlOn9lZrIiIi+igi+VVvbLutyP331303ERExEI2IiOhRRPIrIiIiIqIvICS6rrtO5G9/663WRERE9FFE8qsn0FpFDvxHH4n861/1aE3EQMVAVH6hmnz77d5uRURERERERERERF/FF190vh48uPA/vpRXXtlrTYqIiOh7iORXCtTbqyYeX9VsA7nuJptIX8eUKVPkwQcf7O1mRFjyayCl2TJpWWSR3m5FREREREREREREX8Xnn3e+HjtW5IgjCq/1/57AV19VJ3iIiIjoMUTyqwy6RX4pCVHNNupRQh5y5NVXa7rJM844QzbaaKOabjOiSgxE5denn/Z2CyIiItIQ0x4jIiIiIvqK8ssXJ5OZZxaZc87C61p5OOdJu5xtNpGrruqZ/UVERFSFSH6lYJZXXxXq5bV3R0WTQmA1NjTIRkvM4X54nfyhOl2a11+v6eY++OAD6YnKm231IAMHgrmnJbr09UA6VzG4joioGrnGmv6Ayy7r2dX7iIiIiIj+Nc6g/DroIJHx4wu/T5jQ+bcPP6zvvpl///vfhddff13ffUVERHQLkfxKwQYnnCBn1on8GtLSJFcdsLr74XUi6jWA1FiO+4XNsQfTp5fm3efFN9+kejttuummctttt0k9sd5668kvfvEL6VdYYAGYwa7k10BKe+zuc8AK3OOP16o1ERH9CrnGmu6Mbe+9JzLPPFJ3nHqqyEUX1X8/ERERERF9Y5ypFMQec8whMmJEabyz4ooi//lPffd9wgkim29eeP3yy/XdV0RERLcQya8MjEwhv377299KQ56gvDtpj7VWftVJFfTll1+WvnHssYXBp1LstFOmt9O0adMq2hzX5+0KjNIfeeQRuQx1QX8DpGF4v0XlVycOPFBkr72qP78Qoq+8Uv33IyIGIljkUHz8cf33Z8fbhx4q7fciIiIiImZsfPutyAsviMw9d+d7J50kctddBfKr3vM4W6DsT3+K88aIiD6M/kd+kbtNR9YDhoINKeTXvffem28DSkJUQ37VWvlVJ/JralhauNoBhuqWGchFNgZ44403Kvq828dvfiMy66zS56HXs6VlYJNftUB3lHC//KXImWhAIyJmcNDnXH55wYevwsWImpJuG2wgct55vbP/iIiIiIi+B5RdM80ksuGGne/h+4UaiyyJd9+t7/6bjOJt3XVFnnqqvvuLiIiYgcgv0iyee67A8vfAyUkiv3L7T6WQX5OmtcpSP7vL/fA6eec1vjS+Lb//3e9k4sSJUjf0IbP1SosVOPLr73+vTb7+/ffXN0DUbfc2+UUwalUgtUYtSOCBlAYaEVEBco01laSUfP/7In/+c8+TX9oPTJlS+D8WwoiIiIgYeONMtXj2WZHVV0+OnRZeWOS11+q7f7vfMWNEPvusvvuLiIiYgcivOuDRRx+VN998Mzf51ZpXdZZBQkye3uZ+ekz55dvyn0cekaefflr6C/mlBFY1yq9K/drcPmp13jfeWOT3v5e6QYPAQYN61/B+tdVEVl01+zN77927vluR/IqYgVF2rMkLVfmSTn7ccdIr0H7PGhlHRERERAyMcaYaEJPhubXsssl/Rw325JP1HTeU/LrhhkKVyUh+RUT0WTTLAMKdd94pI0aMkPXXX7+i76277roy77zzdqlc2G3lV1/y/PJtaaq3uqpa8iuFdMpDYD300EOy6qqryrBhw0raVKnyq+bnfdy47ldznH/+7EA0SfnVE2TP8ccXKoeiwiyHv/xFpLlZZM01+6fyq1aE7uTJIp98UliFjIjob1C118UXd/0bYyKq7NGjRYYPr/2+tR/gGQLPPFP7fURERERE9D9oFfsttkj++7zzFuaBX33VaYZfa+iYxML3W2+J3H57ffYTERExAyu/EgLSrbfeWjbAD6QS3HyzfJtCaDWmvN/dtMdEoOB59VWz8+DSMOn/7W/z7TejLc0ZpBD+XVN0Zb1a5DjWf/3rX7IAOfg5oCq7EuXXP/5RKHtPWePWVnfNTz/99C6EWVVpj7VU3GmgVg0o1cw5CgjZIvQ6WZ+BeqU9vvRS11WsM84QueWW/NvQ8/roo5Wd41pcj76Sinv00ZlFHSIi+jSyUh35G/f2T39a3zbouIG3ZBmfyJqCfXV3MSMiIiIiovbABgejezIRkkA8xeJ4vSxfsEphvs98Fc/g735X5LHHYmGWiIg+iv5LfvlAnyqAN998c/Xbuf12V9UxKa2uZp5fAq/1qnyd5SWFb5JNDQvbgxfVkUfm229GW5oySKHVV19dllxySam3yobr9T6qJiEN/zX5itWYFOi5Lrk+P/tZoew90uJTTnFvTaIQQrEJhTaUXDsCl2OOyWzXhx9+KI8yYNUK3SES9bthQYHw7/ZaJqU9/vvf3WsHQEq+zTaF15zTv/619O+DB5ffhl4/KrX1NLpLBqYRcCefnH59kpAmg7/6apELLqiubRERPQUILvusM8FXaFARVv+tF1DEsrreU0A5sOeePbe/iIiIiIh8YH4/alT2Z1Ak14v8Ug9KFuaZL841V8H3i4XjiIiIPod+T35df/31svPOO1f23e23l/bNN5fnn3++uB3IlS+//LKkemGjJ60WW2yxbpFfN994oyy11FKy6667Jn9OSQur4gmVXzlIpe22207+DkkG7rtP5G9/6/L9szPIL87He6Su1FllY/cP2bbDDjukfpZzfbWILEUefRIZ4QMgu81E5RdVyqgQ1t7uPN7SPMRaa5kyWC3phNrrmmu63hMWep/a9iYpv/A6OOcc6Ta++abwPxVsdt+99G8joY/LQO/nSlVYeZRfpDk//HDPpj1y/iFehwzJXw3Spqha7L+/yFFHda+NERH1Bve8Bhg8z3gaKmmLCjcvEV4Nwn6AVf6ervhYbSXjiIiIiIj6Kr+o9JgF5sX//W999s/C5oILimy1Ved72HzccUd99hcRETGDkl8+wEf51QX33JMdZN92mzTec4+ssMIKJeTX7LPPLocddljxY0y377nnHhn35psyR6XkF5P1Rx5xL/9CdSwXH/gAIYQa6FvCy0/2H1c1mD0elCJG6aS4/fbb5WL1Y9l0U5HddrONdv8Nr9YLqx7kV0ODLCgiY8eO7Qxu9tuvS9rjvpBfN96YuK3xCSs5ieSXrsy0t8sbb7yR3japAXbaqXvk149/LHLssdnkl27b3otpaY/l0i8vu6xgYl2tF5p6KLAfKu4kQa9vPfzIIL6uv77zd9KHbVnretzvpKUqrroq33dscYKIiP4GxlrIXn2muJ8PP7xnqi+G/QYEfHcXavpr+nRERERERCn5VU75hSr5hz+sz1k76KDSOSdA7HDJJfXZX0RExAxGfgVBdCKRs/nmhXSvPDDkF0D55BRhxvPrHd7PU+2RznVfqBqPF15IrCrQ2NAgayw0q/vhdZGcSFB+rbXWWoWUPnuc++8vky+5RI455hgZb4Nw97XgkmJIDhliCJF6kF/Fc2K2nUQyDR8+XF566SUZ6n+fPUxPVMVTFtFoVAB3/POfJX9in/qdRLP8tjZpSVPg8B2pAdQLq1ryy6oc0kgnVVwkKb/C4y53vQ85pGBgnwVtR1J79L496SSRlVbKPqZqlV/lvmeJpaWWEll66c7f61H90j53eQm9SH5F9DC6jDXdJb/Ce1j7g4026r7PYRbC9OJVVum5FEtFJL8iIiIi6jvO1CvtsV4g++TNN7sSa+usU2hXHDciIvoc+h/5FahbQqKj2PEagupHP/qRzIk/VNb2PNaeNk0mv/NOCfmFWkrJGrvPLqCULiovDQBSKiwOaWmSGw5Zy/3wukiSJCi/imRV0IEe8+Mfy3nnnSf3339/yftdfMVWXFHkiitKjrMS8gsy6Q9/+IN7PW7cOHk3XN3wgFB6+umni+3ke4svvniJMq/t1lulfdIkRy7qMDWpTEXHouG9bbM5N60Bqcc+77rrrq7Hqd8x5BfX8ZprrnEG/MVtSA1RKfmFl9mFF5aSX2kTCfUSsOcuyfPLvp+FcgSO3ptZE5svvij//WrJr3LtCwlNG4TXQ21mya+85FoG6RoRUQ90GWu6S0CVI3DrQX6hJkUdTNVYBVUl8Y1MW4jqLkhf2Xbb+mw7IiIiYgChpuNMvdIe6wVNdTzuuNL3IeOY79bLZ4yMB2KXei04RUQMYPQb8mv69OlywgknyKQJEwpvBKbm/B0MTgjSb7vttvSUw0D5dcpDD8kSv/lNYrVHl9z1r3+lK7+UYFMjXr/tUPnVBdp5pSh+HImjAbwnD5RCCL2rnnjiia6poBBiZZRf9+ERloCjjz5aDj74YPd6kUUWkWUxPzew28IfrWg270k5e/6adtxRWBshvVTJL9yilswgiUqIRlRsATpMO8JrnEjytbcXyS/83fbbbz/Za6+9umwvEVxXVFK1qI6WhFNPhaktvQ/SiJtVV82f9ph0Hh58sPT9cgSO3o/+OUtE1ja6q/wqR2BpUJ5Uba6WK29a8S0qvyJmNFjlV/hMYe6LB1hCOn63AfFFlUcM51deuVC1a555Kks5rhQoijEvtogr+BERERH9M+1Rs0pqvRjKvrGiCSvYqxcuf68H8LrdZJPCePjAA/XZR0TEAEW/Ib+amprk9NNPl29V2UTpcQJjH3BnkV9p5uYlZJKZ2DZ6ciskv37GP5tskq780m1gWG5+L7sOouSPmoq7nXdeGrc/3baSS8WPdb2EXcg5Q56NTSGFNsUjrPjxjsRzR0GAiRmrGPvss4+88dpr7vU8557r/r/ssstceqYFbVaL9CtF5M5PPumqKPrBD6RjiSWk1QZTfA7TYRRm2lbT5lCVVi7tcbInHW2FS/3GSaTwhbjyyoI/Vl7Y+wT1AuSWxf/+VzjuzTYT2WCDzvftubD3RNK2OUbuHwLTcuQX6Zhsm3NKmpK/VonfCaH3WRahl4f8qnbikbZtfV+D8tNO6/ybFqpI2ie+YNWoRmae2VWI7Rb5lUUgRkT0l2qPFqy6Mwmvxyo0ijPKx4N77y2kmFC56yc/KShl601K6XgeEREREdG3wDyO4iflyK9ddinMQ1lMqQVQHuM9Cbm1445d/97sZQ/hIko9sP32hUrqL79c/31FRAwA9BvyC8JkxIgRncovb3Y7CySYMb4vkl/6/yGHyHpZE3IfuCoRAhrM/5bo0ml/KvmlBJN2QP5zBwQnetK0Vln5V/e6H14XA4bvf98esNlse3GCfzKpcRnKL0sEKj75+ONiW/JYbv/FpJdYcm1RXy3SkTYpmKDXx+/vqKOOcumZijbfPh2mZkvaCMd06aXS8PrrMtymuvD+oYeWfNTSDkrMOY+0HGmPUzzp2KyDlDmvv/71r5PbVemgvPbahcEWRZK/dkWgYtCAjoEraT/LL5++bcC9sc02IsssI7LGGsVjLIGeB92HfjdJNZYGvQ9C751qlV95A9ZypJmSsUkphQTJad/FF6ySKpi046abCq+5/y0JnJf80jZGmXpED6HLWFMp8NWCYOLZtmmPYYXXxRcXGTq0PkQR/bQa7UOCUUYeEHDgq1mvtBLA8cw/v/QKSKP53vd6Z98RERERPTXOdAcaj5RbwGUMWWih2lXtpQL9X/9a8LnVok9JqCRbJC/COSeLsSygowSLiIjoWfJrwQUXdGRM0s+GG27Y7e2PHDlSJqniwivARvpUN1LYEpVfl10m39dUpYxOZMS0abKaf0v9pULyq70M+fU55W5F5HSq9Zltr4f3YfDZryZOcz8OSWl/hgBx+/PbOsOnZGaRX2Ha40UavHjyq5zn1ycorILtX3rCCYJ9vatBeLajwBJRbI3xO9vF7HMf3ps6taj8Gp3g3WXRYc8NbQna3uHbx/ZV8bb//vsX3yv5rm+Xvq/kF98bJiIkdLZXW/EwCRzTY4+Ri1qZ4ikPyWaVX+T9K9Gj71noeVDVhv7dHk+59mmbkqrlpHmNJX0/UDCWhSEtHXjerc+dKgOz/LTS9lVptThVHNIG+4xVSn5VWwhhBsJHH30k559/vmy22WYy//zzy6BBg2TMmDGy8847u9TuEGnjjv35YAZV8JSMNZWCdApSsakGSwETilsw6f/b30pVrfhCkvaBX2atqzAyticpzjC9B1nje3fx1Ve9l/Z41lkFv86IiIgexRlnnFEcN4oV1wO88847zhJkgQUWkMGDB8vo0aNlo402kr/ZvnEGQrfGme5AY0LbV6cB8ivFt7hisNgDtDJ7ErQAVK1TLdMECNqmiIiITJS1o6oUM800k1P7JBFj3UWJ8subazf4IHRlr6IZ5IPld959V2579lk5Ep4sK9j0ndJ5EyfKDgH5FaY96qs0z6/ddtlFyLwuWuubDo9162/Y7tZbixyMesl4KBkZ7m9+8xs5AfImhfzSFMpKlF/uE/77WeTX2iLyqIicaSpp/v3vf3evzz79dFHNFe8//NBDsj455wGKrfHnDStIpgJffvWVU3nhVLXj+PGugqZFR8rgcOmllxbSTXMEICEpmZj2uNNOMhz5c0B+oQHi+O40KjcnIV5iicIbBH16rlHSQTjZyp5JUIUPK062bR9+mC29zkN+Jam3FGkklAaQ+l27n7xpj5Zky7tfuy+9JrTBVjfN+70f/KCgwNL7QMmvrHOm333mmU61nf0uYHu0KQ+JRt9jJ1CoTyHkUKKQpgo5Rh9oVYt8Xidn9ag+OcBw4YUXugAEn0EIsDnmmMMV0bj11lvdD+rU3Uk58PjFL36RuJ0333xTrr32Wll66aVlvvnm68EjGCDQZwR1FWnfpEvvtlvpZ1ZYodPzEkWYjtH1Jr9Q7NK3nnkmN0BnamS14Bmmv7dzFasqi55fEREDHi+++KIbT6hMnmbzce+998oOOxQihm233VYWXnhhV2yKYk745+6666493OoZGLpYv8gi5T+LQqtWynvmgQcemJzyaL11sQQgNRLLjFqBsYr5TLigV8t9REQMYNSc/Jp55pnl5JNPlnoA5ddkP7Fu+/RTRwSpMmisJxNU+XXpJZfIWU884civEurLyFOHm4B2WELVPJRg38HEN035RRrZoouKzD23+3WaV5/NmTBZLvLxd0KvNIos56mkWWYROepHxc/99MQT5YQTTyxuM0x7bAnakkR+tXkFWntTkzS2tRUIKaP8Ou/ccx2RuO6668pLL70ky5AyRwxj9xeQR5ZGuva662Tf665LJNFC5ZemN46ZfXZRSm5qW1tXH7QUVdXX1vMqQfnVnkF+JZJ8Dz8sc802m3xHRJbx5v18b9Zge6jcXCrhFlsU/KFQNGgbf/7zwop8Evll96lGlwRo9v5im1qtsRbKr7S/hW0Kya999hF56qnk7aCsvPtukT32yK96q4T8qpQA0s9r2//0J5Ebb+xUIWb5aHH8FCtAKfLf/4qs5jWeTGzvuUdk881FLrpI5PDDswNcbQOEO8+oxcYbd36GaqPXXSdy+eUFbyJSl6yCI5JfZbH66qvLgw8+KBtYLzz3+D4sG2+8sfzgBz9wwQcr7iBtzDniiCPc/wcddJAMCKBCmGOOfBP9WpJff/xjYaKdofp1gDyupacdzw12AHiaJIHx/7e/LZSVD0m5SsEzTIVHu7hlg19IbpuCWU+sh17c4MUXC6ml5aptZoGFLBYATjml282L6GMgoH/kkULaU6X2DBElC8dkDqy44oqy2GKLyZ+p3h7g/fffl1122UXmmWceR3ShTLZILYgVUR8Q+zGnPvro8p/Fl7JWRVlY5GQszgKLQSzyMp+uFTHFOERKPPNV5q0ohImL6dcj+RURMbA8v4ppj578uuHSS93/2xAAG6jyq6mjQwoJgp3kFzJlO5k9wATjm5mgV9MGA1eTruQXgZmpFKhTDqXX3mN/hvxaze/7iccCGbVJ2yiykaiLvNLLGt7rtrW1SVUs51Oprb3IJuB+4N575cPtt5f3Lr3UVW/UwbrVqC7uv//+EjIpQw+TSX45gjE4l9OSyK8U0qHk3YRJnTW8z0V+Qb4NHSrLmd85/uJ2wg9DZKjKRwmgLGmxDfz0uhKwWHJJZdrGa6zkGCtRflVCfmngpEpIUzigy3Ywjqe6mq20WU75oNtIalOY9phngghpdOSRpdv0SkQ5//yCkahup1wVSv2+9XvgedQUygwfuyLySNc5PlW0qWowTF2K5FdZ7LTTTl2IL7Deeuu51BJW2V/A7ykDKDtRfZEyuW85lWY9YIsi1AprrSWy337SY9Dxkj4QYqjcZL/W5NcllxT+TzPaV3RXbab90qNonw1sijW44w6pO+ifITKoTsZiHYHTcssV/GW6A3wnf/nLWrUyIguofLfcsnYpVuWAbyiFc0Jf0YiKgNcrC8JXXnmlK7KVhNNOO02+/fZbl5UQEl+hh2xEDym/ECHkWaCtNfk1++zZn2Hei8AhT0pmXqDABijKWPg54IBOL96eWJiJiBgAqDn5hffWH//4RzdAXHTRRYn+LN1SfvnJuKUfLFWgyi/IL7UKJ2T9lYiTJlu0pExmX0mpmKGhfwnJYoJ4PZnatrGewAJ0Sf/nf580IQiKDIEXDrdN3sB9ipfqqsj1j/7//TICIetdZgN3KJA9SEPEC4x0Tb9irkfy8ccfy5lnnlmyghWuNztFl/cfS7yhWltdiuOYJPKrvb3LcabRKl3Ir1D55UmVQb/9rSxENUODkutkvjehsbF4rOHnMukdJXB0cpNEBllSR8kvPpfSltR91FP5lRSUlyN2GFzx9UlC6ONlg199j+NCZaaDNAUFypEDoVrKblfPUx7yy14zO/GhL9Hv6UQ36droe3mCej6r+/LFOLqAY6EdXqEZURm0YEW5IOPmm292JNl2223n0iZ7FJDFo0bJtGeeKeuxWDF68r7R5+XTT7NNfetBfkH6aB+alo6s90B3yS/tp2yQwlyCxQ/6TZSFEKi/YiZRZ2hFa4hO+ihVEGdV2s2DGaHKLB51fYHgY5GFe8dWVAYojRMWLLsNvf9vu632255B8Mwzzzjyi5RH0uSTQF+Op9dsZA985zvy9NNPy7nnnitnn322U4ElWm1E1F/5pUVQepL8Iu0xz7yCuDPsB7oDnUMTE6Jsn222zgI0tapkGRExwFFz8ov0wwMOOEB++tOfupSTNddc06WwvEXaUQ3Iryme/LJZ1nbtRafIje3tohovkttOgigKttdc4UlJNLzX1YZp04oqp039/0NMigKEmIZAG4Ub/uqrojqtKaGNSy6xhPxfiqTX7X3mmWVcgslwgx+IVfnV7smPoreZJw5u8aRRqzmHBJhpyi9M6134deKJXQK7ovrts8/kvyKiCRa2CHFS2mO1AaJ+6ywRWY7UHANtP2Tex/hseXzT1lb0bwuVX5lTFyVc9Jpb83dS55jY2gBDyR2rPCpX8ZBthwRY0oQqy/OrnOG9BlNhG5O+Y0EAnAc2SNPtckwoyR5+uPA7Pj2q4gpBik/o08cxJflvWPIrS02mf7MTH17r9dIgmvMfPktXX1066ci6V5GiW1ImTF/Sc4JidLSWe4jIC1JOCDLmmmsuWQ41TAau8OTp9+pQMe+5555zKZjlCIxNVlkl1Y+savSkssCSXyNHOk8bLS6TCMa87pI0ClQV6jGYtk3Uf1TU7S75lUQMkWqJmT8+Z1xDvCJJgWcsqaf/FxU2CWbwMGM/SpZ0N50qHBewbSC1PQnMCbKMnPsqTj21cK16G0qi2vuK8Yt5wu9+V7/ntNKiPBEO9GksJJPueBwpZSkge+Srr76ShRZaSA455BBZddVV5dhjj5X/+7//k0033dT9/qGZa0b0kPJrjC6z9xD5RV+MSric8gusuKLI889LTcCcQ+enO+3U+T5F1siGIq29BrH2DAeKVNi4KGLAo6YjJaTXv/71L/n000+dUeT//vc/l27y3//+1/m0jO9mGogjvxI6LoTlTEWvC9IeNXzW//8Ubi9lP2namyJBkqRA2WYb+ad/i8qBYIgJUiC/JvmAvrGjQ+b95HUZ/tnb7jVQjUu4vg1JhG12QaPVFU7kOm6crJ9RUMC18OmnpdEHLepi0BhM+NvMNmnvp//UI+raLk1CQZWW54ay5Nf0jo7qlF9M7MJqj+b1pMDwWMkvDEmvM+bjf7v++iLR1+gNTlPTHi38tf4L1c4AqSkA83uIr8suSw6iLPnFNnRinBRAJaU92nPM5JkUvWqUX6qMO+aYzr+NGlVZSl/W+9ruJPKLa8dKlT0/+G/p8f7f/3W+D6nhvZqKYGCyqoxQ+cU5yTIy1c/ZY6ct2lab4pCm2MpDfuHzZQMQvUcsOCdqVJr094hUPxbGEwIVzPDT0lI0SHnggQdcWgpBSa1Bn5JU8MM0ttiX6sLPF1984ci7niS/GhsaZPl5Z3I/vK4Y2veMHStTWlpkhRVWkOvws0sAqodptVQYWUIreLYPO+ww5/smSy5Z6C+6S35p/wDZdvDBhdfbbOP+m6rzFsZY+gCMhlPU4ZXg1VdfTfYHIoAhSNPVfG/xUHPyC6NmvHIKjSm9bqS9n3tu5ftgGyh8e7I4AMeFByQqwe4Sr//+d7GYUrcJTGDPqd4z9VAH8ZyS8sR1ZIyLvlMV4ec//7krqHLVVVdljiufedUtsQ1FV/g8ZJhWfuR9/MBmNHR7nOkOUDvlJb+wLCFFuLtpiMQA9DV5PLZQZtWqIjHz5GuvLRD8+FzaRadDDin42eJJHFEZyH4ijXRGwbhxpEbIjIyakl+scCMFnnPOOWXYsGFuFeXqq692Act7770nlxMYdpP8uo4HPwV7BOSXTofT1qmVpAqR1nVrbbEplsQj0CUwp0MN0GgmIGtoBUECotZp8n9XHyPzX/Uj9xoovRG6STUnKcUMBpk2b55C3rjjwTQ4fD+YIOlvWPLv+frrsqipppZms9vGZCvcVxnyi/3kqPPn8AP7S8KkuiN4jSIEJSDrMRpYfPLJJyX7w0moOSDxcim/PKkxRSe06v2FyaytGJhEdlhCSgNKeyxKmCSRX1bxBMlG+qHu57zz8pM0pGGAJ5/s+p1wQp40gWF7kGXqw5UGG4DYypKQvzYYwK9AYYhWhzDFkiB3zTW77ku3j4Ihi/xKCsh5L0x7DNtvoe+X8+wqF4DRZh1ok5RhEYnEyne/+1156KGHXJBRzsMLzxbUpCzINNZBDfFRGkEa3AOQX4yFLPyQermJ9hXVQJ/nCsivIS1Nctvh67ofXlcM9cKbPFmmeyWzVslNqoD22ttvy6flzk1e4JVC+igIjN4vvvhi57njQDpmrZRfqDExlgdbb+1U0j/UamLGd+xYKjLba52lhksAXp1LLbVUsZpyCe65R9rmnluuuuYamY5qUb1Du0sqar+l95GudDOuLrVUQZGEWpL3q/UlvO++QgDGYhPnsVYpRlng/Hz3u4U5mB1/IREZdypJE95wwwLx112od5wdC1SRpuP5Y491FpzpLjjPjM3ch8wJ6pFaOUDx2GOPubTFk046yXngZkHTGllY/dWvfuXGpFlmmcVVs7/ssstkjTXWcFYvj8xgi1rdHme6A/rnvGmP9Guvv87qSff2qYpkiiiVQy3GJwVzXPpvXRgJwcIN3pD18BtVUISM7IyBghmxivMvfymy885ds1xmIPSIRhp5MHg0NJOtEFQoLNfgQcbzSx//JDHj5IaGVBP3tH1o9zproGJqowJXEszEBxrJ8soutdD8PjGF/GIYyQql1d7wWU9+JSH1nAVEjXYB64rIUrpyycJFhuH96yJiwgDpSFnVtF010+rmnGmPS9pfEuTo7eZ7DW1tMmTIEOFxhuZ55ZVX5A9/+IMzJ7XngLD5kuD8Ka3CRCYV/tg6lBgiIEP11XkQ5ZVfaVDypRz5Bbg2GpyQlhNCB76s9MoQtO/44zsDraTJM59hck0Fw6QgXNvE5ILVJ8hBVbpwTHw3JXB25B/fRz2XBtsmPUf2fGdNMJKuC/d/kvIrjTzU98tdy7RjVHCcsSpPbhBwHHjggW6lfZ999ukkPTI+j+8kpBffqweO7eiQJ5OIZILQE04oFiwZ4gOlO7y3pPqVZQGiLNE7JomorTdIs9h1V/eyrUylwS+//NJV9B2NAW9QiCbE8OHD5ZflvJno91BA3X67yBlnZAcXael7eaFjIddHx4BhwwRq6sq33y78bo7/dS0WQjoLpJhNQckBVcGjkC+CvvfBB12A8+IKK7h7dyqqAfpTe/1JGb/11sqPUe8p+jzOp5LCaqSPtQJkG22olvzS6sw8F2+8Uaqw2HvvQlpiraH9Ps+endPo2JOXCNLzU23gyHlVg3v13tJrRnVnFngg17S9EOFaebhacG+usEIh1ckqF+oZ/A4gsEBKdcfll19ejmf+UwYzmXOMl2SSIhg8VStSMyIb2Avwk1f5pWNnd58PnjuqK+YxmK8l+aVzyzT/Tapa0x9ccIHUDYzvZSwn+hWsKm9GUcy+78fGjIyxgY4eIb9m93nRJRO9KpVfJWRIAo7znRrphEMyDnJ8R0fF5Jdu7x7z3gP//rdc8fvfJ35+Fl0xTsDIQYNK9j8pRY3WnJP8ykJayNIQEAKWyhhkqjWSBLBQxvYXs9tIUVlY5RfIW+1RynxuzvZ28ev00ujJL8C5veTCC2W3gw+WhokTy15TLYXQkNB+1ba1e/JjrHpf4UljqyulkV+kKgYKuS7Hot9LIr8YOFFA3Hln54p9Vicd+njlObd8loBIi0KQRpJGfunAGwbhSiQxwccYmoF6mWU6j4vf09RZbItj9ER5buDHo8gKcpJk7pxDPe/2HKWRX3mVX+XUDnx/RpJYdwOQQKi3/vSnP8mee+5ZJLWycNdddznfFdIdk6px1QJrdXTIapompfcM9xIB/+mnF1Qdvn+ZPHlyMT18sKqHkJwvv3ziszlq1CinKgjxF1VDBqQzyoV/Elj/73/ywp/+JHvvvXcX8owKxt8oMZEX2jb6he22k4l4lxhFbYgJEyZ09rNlCt1wPlCKo+JLhBLTw4bJF2uuKcdddpnbfgiKtbSz+g5B1J0VXOv9RxEZrmO4um6UX248Y9zfaqvCGxWmtah6juvywQcfuHtWDj200J9NnChTmppcZdMR3CPqIaTn/Sc/KRBVlUL7Le4DAn3OPb5mtN0GcdyrYYEWNeEvBx179HyQGvyf/xReowYLlcrVkGwQy0pIAp1X8r/dnvbjXFu84cpV9NX+vdr76KKLRBZaqDA+ozZDTafbZGwjQKcio7ZX95PlHVgO3PcQsCgx7JhCpWFj9RCRDPoU0h2fffZZVxW4oaGh+MOYA9Zaay33+6233iqLLLJIMS1y5oQFLH2PPj+iB0Dlw8UWE5lzznyfP+mkQhp5d8go+jN8YPPuk8ViFisy4sEsEDdj+VBCfqUpv5gbHXVUIS455xypGVAFc0/Tr/VExeOehE1zr3SO1F9xh7mGjNHcV9wvZBbNIOgR8ksrPiIN7g5YLS7HZ6/tJxuW/Oq6PlPwAUsrnp62rq4hhyXgCDE+STG4nD3FIHxy82A59sBL5JVDr3Cvs8ivvMovkDZlUyP+Ssivhf1kd1SZbagyTJGmbBgVHFNez69y2LWjQ14zyq+hPhXxA79PfubJuNHJmi+hmhJUFXqWJngCZbiSU5RXRplQjvyqZKUpTfn1ne+4NJyiAiFre/wNZl9ThvJM5vOseOhEXpVfIQmRlZZDMM4+0oghjrm7ipYsQ/6kyQ7t1WDJBk1pJFde8ksnvklpmvr9HAqgGR1KfJE6v/vuu8s111yT6cdSV6P7Sy4R2XLLwuvx4zsXFDSQJdDdbDOZ5CdPX3kFyDILL1yo1jtlimt70SyelCwCcqOw/f73vy83esUUHjJFQLDtsos8fv/9XcgvSLK1115btoKE2WADWe6733UKOQ2+Jk9rk3VOv1+WO/EWmXWOfKvjRRWuv98fePJJuWGvvWS8J7+KE/EENVPxvGSkZlqVL8rczGdo2DA3fzjrrLOcRxawxB6V18ZDEKU846juIJeywHbHcR0aGqSjsVF+ctJJ8mKSetMov1zoQZChKZ5l+k98Tx1B6aH3AeTXKaecIltyb2mlrgkTZEpzswvGXZEQhT3vtI9ABMIsz4SdflerT5PqwHNE2jmpcnyfcZN7j32GJBLphPhp5qkkptdAyTLuY6v4t2Mb80LuE96rxAQeDz/G3vAZtAVMuMcs+cXzsfLK9SW/dPzRKtgLLNDZHhZm1lijsHBE8IxyUMkTVYtVCo5P01Y4z+rfqbB9SEQiWIw46KCDEn8Wg1TxCi9+J35hcZX+Fryc4Pun73U31ulv0HGGH173aFVV/Jryzh35HKQVY2peQj+Eqn7zqvd1YSHBGidvxhNzg+K4iE+jjnlJYMwg5RwTfDO/qBr0ixRyItZBVdafqwZz/hizGctYzGIugZUS54vfifGwZ6rQxqBfgeObbMh5Fl9YjOV+2UHL4Q181Iz8YgIZmp/r+z9hpVIocLZXt/axg3px5EBTe3umKqoa8sv+XTn/jsDYPg86sKGYabRMmmm0ew141FpTPL+yyK/BOdqdRly1BqtTLRnE1pCc5JdNCfPrvQ52neJiX51RcqRLdkHGxNQqv6aZ88E35khJZ/xbQPolKb805BnnVwhm0c8QIBg1QE1ks2nKL7sfUnwInNNAkMPEW1MqOGdllBi5UkM09UiVX3oe1Ossa7VTA4u0z7CtSp4je46YCLASlpQCqkhKTabNej9ZmXhaeqO+X+4aaz+Ydk9z38SqXLlSHSG+dt11V/nzn/+ci/jCS+n22293/lpJaSlV4/rrOz3zRo0SaOjJNtj3KWsfqLm9/3+9VVd1RBQ/pMxAdjjosRh/LDwxz/GrtY4gInWM7bNKd9NNMtoH+ZY8wqi5CE+IMyUfzjP60EPSIR3y0TeTZWrziHRDRoM333zTLSDg3an3+6FHHil77LFHUfEVKr8gcrhekF/FMSTjWqWRZyVQQmP4cPnaBymsgENmhffBl3pOE0igG264wan/SMkMQRGeH//4x85761ecx+ZmN4c588wzHanWBaYPdjSiPsMo28tMljl/EJT/8Sooq/zSwiwTfPu//vBDufqmmwrkl+3nOO/ap/CaIAz1GQFgOVjVE341eJvRfkgv9sux4QECCRcqv/S8ZgWLqBr22KOTyLGfTTs3dtFQPXTyAILBzgMs+aX3pqqUNd2yXAU+FopUmZGH/KJ4TOgNpvtDlYZFA+dU703G1znmKCwc0VdsvHHhvFI8oVqTfgJSyE8l3oKCPzOMiqEboK+DgE/6UZLrhBNOcL/jYQxcoQ0ROfnkk0sq3xLroEwmQ2ULLSTRz/DDH/7QVTJWoKDOU4m949tv3TjDD2NOj4Fx1hLheaDzV+wJqoEuguQlydVbsYoFT13oefrpp+XfEHaMG2efLR9l2bMwPr72WoEMr4X/pi6agDwLIH0VFAJhrJ533oJaln4XX2sWIlkoZcxj3gPRqFk2Aw0UGbP+39tuK/KjH3UWSUC5PIOgZuTX9ddfL2PGjJFtttnGVWKiXPAOO+zgcunHjh3rBpDM6lg5MOZiaJNO+Jp7icDzq1ryK9vysoC7jPLrJyrr7waYsk3rhucXSLMhD1MOFW3TpgnrU9qFJ1EPqKayKmNm/e3zFIKMwCEcBlBtdReN7e3yqLkW1sx+fEYZW3vcSSlVbOcf//iH3EgATHCpgx4TbQ3EmBhhXmxJJjrVStVM7D9J+WXJL1UlpFXVCdMdaG+aCklRiSlwkvKLNAuONw3a5rTA1yq/8piIWkCaMSHJKnGPT06INBJLg5E08qvcqhAEHyRsmsqNez28L8pdnxkM+EGRdsKq5+KLLy6nnnqqCzbsD6kqISDLtCqkIw+6ASacrzGJDIleDxfeB6n8U30/0+jfX/6BB2Tuzz93ZAfkF8HS22+/Ld/6560jKALT/PXXLgXbqXJRipBK5e/DdX2qV0eZ+69YfP2DD+Qf/6gsRYFqZoOnTpUXINf9fjr8eVTSKiSvMPQ/4ogjSpVfGQRxnpSgDiUVW1pcNTUAMZW0wPYVKXb0SVTgCtqmSgxruUDFTSpv3n///UWy8b233pLJbW1ONQeKJKUtcGDup5Ntn5aD/GJ/YJ111nEFWCz5pQs2H3kfjq8/+EDe+eKLzhRZm+Kj/QbnVwm9PHYSHI+mtEMGUUAEsG8lvwDnke3Zvi9MuUkC55nzr2OATTMneEoaq+yYrMVjyiFJ8WzTHvW+o816TUhhVWjF46uuKk3xYPzWCsPlglpWx/F4++lPS9/X84PfE6QW9wsqMBSbF15Y8JJTRRD3LM8BJGS1KgN8xCx++MPS3zVQZU6k/VhEtwGRTUVHKttT/fbII490xverrbaae64vueSSbO/Y3gD3dI45Hm0/77zzHOGF+ni++eaTOy0RwNyFhUL6BzvXnTun4XyFoH8mPT4V3ON5ze4VmjJYzps1QVGOP9yJhx4qrai+WCzIA2/7IyyoVBjnzDNPIQKjYvSGG24oHZMnyzOvvCLzzjuvWzShUn3Gl0uJq2qRVqG61kbxFIkgFT9JCUt/mWIvlBuk3Ov8Qe0qUDvjz4jK8+STO8nCgZq2zJzSpsz//veF9yCRIQXzeNgNENSM/Npoo42cdP/11193q/R0oKQrsNp59913y2m1qKATSInpRk7ccEN5Vyd1FZJf3bnMOrTVqmh1GvlVC8+vNCEjQ4AVxldLfjUGBJTCdvPzlWljQ97Vz4wOt8kEXKzZqeUy4UJHyqBzVXDcTSnkF6suStjNom2AUGGfpGFgNAnOP7/ziyutVFjtrQQEfSHpwntJnVJacF/JoKTts0GjDVSSBgH1FrGEgPVgqcYHy573SjtgyK9q5N0cc5I6S4OR8J5R9Vi5YIUgjAlWWlDKdsNgMK/ycQbBu34ChCfLr3/9a5caFv4kkV+1SHlknxBnq666aqd6TEkH00+58N5e44YGmeZJmxb/3Iz4/HPZ7I03isovFEj4xtzpy0z/N6j2d8477wiasWbty1iF9+l+I6dOFfQrHb4NBChJCzj69Ez+6iu50p+PcCUZ0oUUdcZpVvcpCrLmmmvKQeusI7g1rQ3JgAyex917m6CiUvKL6s0QjbrNJ598Um666aZiH/lShr9SWrXIIiZPls/WWadYsEaVXxBfSb6hTtXF+5SBN2mCnB/uHW2zYoEFFnDG1Na8+pUXXpBp7e1uES/8PHDV23x/+0xzc6GStD6zBEJl+gS7qMK5tuSX7kvp8AXa210BnCJ5q4sNVr1UKfnF51V5sM46nSk4kE4EFkp+kdpilV8cYx7yS/t3TXG0qqO0ilKW/EpbyAkRpvZZQswqvwjQlcwKAznGKwph4P8D9Fj1/JZTJoYVOrk3mIMq4acm9Jxv1GSQZBwrFSlRFihByPUlcK9W+RWOT6EH0Z//XDgWrjeEZ0RNgP/XddddJ+eee640NzfL73//e7nlllucUgxCHc/FeoE+UBcDKgJFQyBaA9D/hKpYFp1WX311WdjHVYgXimA8It2b/oMFO7J5srIQcgIV7m80XdgAZW5mYRTalnBcmdB+tcKFaeYUjHnMmN+jSnfexbVddikoaiHebYGsHNBzz3VHNNDQ2iq/82M6C4LLLbdcOgFGRgT7pW8tl/kRgn5fx3BrG0D7tbhArQkiMkuwQUB9xDGiyoIMI10d4Qsq11oZ0od8BDEc/bQWSOK8c/6sH1itgPIKG43eACpJPKg7OgqEH+OPqr1Qq9aiMAMLLajAZxTya4MNNnCTY8ivcePGuQkdK5yYRG6GyWctEJBfTJdenmkmeQEJeQL5lbWWODVD+ZUFnf619hD5VU75Vc0xJIH9tGSQXym1RbrcRLObzslOzeYts/8pefPvkW3mAMOhctwMUWnDXFtw3AwuSdtqOfvsTvLL/hEfF+4/TdkLv1/Nqm6gBnGT+lAFUMngndah0fmVI5rCida663Yea96AJSS/mAxss03p30nx0nsg6VizUGHacWK1x0qqOurf09QKrPwzcGaRXyHJWgPl40AC6SOQF1k/rLaHQOnD30hlqxYff/yxG7+4u9d/5x352ZFHykeaEmUC9qLyS6vxNTXJdH/Nh5j7avzEiS6VBLJFlUs8dWxxkk831lTCpZTYUqIBMsabk46aMsVVLm4i2Nh2W2mdMsWNRxfNNVdJKqDelT895hi5595SA1N8pzqmT5f2rbeW37e2yjHHHOOM1Ul3ZLFKE6e25R735Faj3zbVcwuHPNEpHlgF15Q9/ocQ03Dg0w8+6KKeUkC2WSy99NLF6ocO77wjoz/7zBVSgVi72Cu+2W8S+fVbvKvoTwjWbrpJnnnmGUfE2W2GbeEzXAs9b/QgUB5KqP6P4gE+qEPRQTqt9ndcqZKpK0HQ1KmuWtwZKVUpCZgVHIMlv/S19mJN/t4okl+0CWN6C+4XVfPkIb8gQegnIW4w8tb+x6Y9WuWXjmO2KEhSsIMKikAiXNyw43lSAEFaIEG0bV81QBXi09DcKr6qBkJjfYAah7EQFRbQIE6JOm0DHjBBloFTYC6bkhMAOU0qo1U+2+BYj3+RRUqVIKSbcL6rmSNwz4SVZpOCcZ0z1yOIm0HGIBYFQkB6HX300Y544Pkl5mGRnzioXqDfHD16tMxGBdhK4RUtbZq6fu218nFzs1OXUpCMthOvKWy1SrdgwrgHgaJEC8QquO66RP8pxoOSPr0MIA21nwf0zaqW7aKAVfDc8Ox68ot2PvTQQ+V3luZZmxOQX1/7OacuBJ144ony6aefypJLLtk1rZ++X/uanHNV1IR2zBCzmH+zt19A/Q4gwDh/XQraqEcwyJMab8E4AemEOnaffQrvMVZC3jN+85rzSBuzMj4qgY2dWLykCjFkGCScxiHV+iOGMdUDDxQIIC2IpPeEKqKPPbZA6lYqXsgDUvyrPY7ugOcYJeDZZ5e+j0oZUMGTPoB4tjvVs5k3+oVSmdEN72uGIECka6CjmaKTCY/2hoayyq+2KpVfOqXTsLitB8ivLNvSSo4Bc/c0MH1OKkI+Oofyy3bRww1hoCQRQ1i5mms2WKw1WjJudP5mh6O1E3La+S7rBF2UXwo6Th3UwoGvkoltQoU3BwKLpIltXsIkLS2XgavcYJy0yqiDcrXk1447JpsPa1BcqTdCteSXTY2x0Hs47fzqBDAtYCMYwm8ti/xK22dEr0Mn3TiJXD59urz82992mhubqn6MBR1UdSTll9eNjUXl13BSEpjw7refLDpihHzw0ktFpdEajY2y1Lffun5xpqYmN3lm4gyGBcU1LEZNnuzIL4d//EM6fKXZ3dZaq8SXRceQonrMAFuC5089VYbcd59sa1R2qKsgWzTMsO6aqNbmmmuuogKLgI9gr5gOaFIZ9ftvvvJKYtAIuYSizgJSzW1n6lSZvMEG8ti558o3LS3yqSeKSMUkjSgp7VEVVR233SavXXqpdDQ0yC477eTSklBIQG5x3sOARBVXek2GNTe7MVhVFQQTa/gUAVJ/9J5w+0Jtpr+svnohOJg2zRFfEGAhQsKO3zVQoR2cuz/8/OfOggCg/PvAkl+s1vp7rKh8gvy47DLdoCQCkgslF5NdyCD6VZSMSsIkpT3yeVb3tY+y5FeS8osg6ZprSvt3Ugjt75akYcxg1fuswPVT9wHRl6YkCftNCElUIRCOpKvOPXehmmIaIA04V3ilcZz6zOizZs/jYYeVfpdzTZphOPbbIi7e56/kWAEBB9dSzzEKLa4jnlLWF6wSWNUr4x8qt6RxU9OeZqB0ln4L+piMyp8s9iRVvM0Fr+LZfJ11XP/98D77yNzmecKjDAInCW5soV+jP9d+UMmvBEBCoZimavHcPJM5AdnDGMP4sP322zvfToCHWgj67i80ndl73eGnCPnIdvD9pMgIKe4WN998s7zNc4LqM6tAkhkbH3zwwZJiXrTqM39e8LOmuAGqNUgobBKef/754nhDWx6AaMGUH+QgBEkzdQs6Aeb244H2wlrcS5VzHDvjY3GuokpQFrkrVQtqX4hKSIGyGkB8WUIS/6xaIEvVpX0sc+s8xBGqdet3pj5XzBdY3FCSmmtr248vWLioWqv0ThSW3LPcd1yPAw4oVJZmAQePZjsOkKKcUFCjW0DBxxjuC3kUgfoLxTzzHe5P0vS741lofTf7MPoX+RU8HH/xK+YdgQKjdfDgsob31aqmlFtv8RObWmU901VOS6j2yCOKEPO5lCoMeY+BMAkKJK0LHOzVXQxp3hXDQWlFTJTTirk3eWWXLb6+x0ILFdVirMWUEybndPyoOfnFcJKXOhmUpoJjIptGflUysU2boIaeX4q8EmDreRKiHNGUpMjTwaCSlTMbDHEsSYQVg0He7dqOtTvKryTyK2/nnXb+OVbuiSzPrzCQ6+MDxYwETQMZZkh87Z9eNMEJ4WeDLV/e2CitftI4oqNDvoVYWWcd2XjCBLnvnXeKRMvj7e2yxJQpjvzic0yed/OTY9VvjU9Qasz57bfFVEAwyPtVDYWIam+XVv/cjPH7SetT33r8cTfW6JON6P2bL75wBNeQFPKLQETJLwIC1FpMvvEvs+kZ1/qxeJBXT6277rolBvlK8oVwZNoXX8jQhx6Sl664Qib47ygZhZIvKe0R1QLBAiTYGpttJg0dHfKr995z4xXfnXnmmZ1yIM1kn+Nw53bWWYtVfe1xK/lFAPOS91ia3trqrp3D5ZfLpBVWkHEZBUPwrdNzBzDPppiDVX6N/vprmeSvX5O/fiWKB+2nbSBIH4KyJ438YvLMMRC03Hdfcl/P9aIP1LEH4orUJh23OG96/ULyS/sw0j5tXxem34UgvUSDESbiEFF6fbAK0KqqIcKxlMCWhU9UZEzeUatoCfekgAXy69ZbCyvTG23U2fer91eaJxKLMkrIheea3/XYMaC30PPF321lOK4r9zuLQF41WBEuvVRkrbW4eQsEIIQIwXLWOFipmjqi5wExvf768vDDDztlKr7Jf0X94sH4UXXA5pUvrz/5pCNpClb+pUAtq2qjOc0z7PpOVX3m8I7D11B9wlCTsbDBdlFFqTKLPo/0b/pCPUY+w/fw2ryP/sp4SoZAJbb2cstJx+DBsuwqq7gxBgWzAvKN1E1S3Jdddtli/7vzzjs7xbLLYMg4FpTayyyzjCy00ELO0gdA5m2++eay6KhR8uY337jjwTZA4dTBIo68u/DCC4vn8l5SRCETNtywZPEsDWRPWVwLWcPYOXSoPCYiBx9+uFNsqxJbAamJ9ybtdlDfOdRMlZJfNqsEwol+zqal2jl6NWm4IVggMdfcwdgSFPtdjpk0PevXmATmRkkELfcyqbq6MMG2UDzZ4/aFLYpQpXC1sIVXKNrHOIOi7Y9/LCwcsYDDWGZTYo8+WoTryBhSq1RPFHpkRIRjQVNTYfEoVLlVmo3CeUKNqH1FuSIzvYx+S37RCdyu6SIqWfQYO2WKvPP665nkF1Oj1f3rctm3rc3N0u7TaIoBg59cVUN+NZBu+8V77ofXYIGFF04kvzShc7kEpcxKFRA3eubKCaaZgmoQ8Ikhv+hGbeBF/c7XzE3EmsC55u+Tpk4tKsKqrKlSMwwqo/w6O6cfXUsa+YXCI438Cjsuq1IM0xbTJqg27VEr1dQqVa4c+RUq4Rg0QvIrz8pISH4l7VcHuDzklz32ShRo4TYYmFjtqeXKBZ0/QWrSeWFAY7/hfRHTHvsMxh5/vOxq+mLWlWfxq66vmnvlgeB7DVOmyArGHHg2VtR80Du7nzxbTBw6VIb4+yD0L3vHTMwR4p/hA4Ci8sv7NBBKjPjXvwQHJzyrwN6eJHA0VIfIsOnjZKFZhxQHq4Zvv3XKopF+PIC+WuTqq2WrYcNEHQt9koYDKZGW/GLSzYo+pA5eN0CVTKfOOqscx+IHGers69FHHXHECjkr5QQ8aeRXmycLOEuT/LPzgfcbgZi75557upBfkFsKHZ9w3FnGn9Phw4e7Ffu0FEwM7gk0f3HiiTJLoCAHkGqoyGjf6aef7t4bO3y4FG2EZ5lF3vrww9JFqH/+U6455hgXdJULbiAI+Z2U1lf9PGYuX9W6pKqlji9KfqlPB4ROmt8hQYmm24CkPlfHE+1/CNCAbjNL+aU+jwQptn8vl5ZFO/ByYWyBVDryyNJxM604TXgNUTTb4wN6zpL6U9pF8ETaPZ4kHA8ks6Z4pfXBfEYD8JCUhnjinuR4wiDJni+CmSRUovwilQSVi6YZ8V3uWZ0bZJFflRbeiegRoCjddNNNpYNFAVTEiPXWX19WWWUVOeuss2T33Xcv9nnztrW5TJOuVFAGCKq16jfetXC9ZtHc5hOQpkhaJaqj8413LeTLJJ0LXXaZtB94oLz08MOiGteO5ZcvxjTDvh0rLzxfqty8kXRkx5u9Jo899phTUrFwgpfXwQcf7I6x0NT3ZR9NsTNg0QMlrl3AYCyBGpk6eLBblMjyBePvqMJUHe22Qx+LUjPhmUeJTcGcooLKq9kY/y4/9VRZYOJEueqBB7qQVGm+lkW1Hv1kRgVWPT7SaS322msvufP222WVkSNlxZtukvMvuMAVAoDYU7JRFXKaqu+gqjuOlf6cvjwvkQIpo0B1HBKQNlZByauFRKpFmIoHYWfn9RoDsdChijT+nkS8KdnEM8WiolYyhAzLE1voPIC4kHOr5vjVgPPNwhIKaVWspaWgQ3IyJiJ0UXsfFqd2ZTbaTZCtgnqTRZM0jBxZWjglyTogC6Txn3JK5zhoK5H3QfRb8mu6nxwmkV9w6xBflQq9Owv8loL0kUY/oSvP2xeQVSh1aOtUufeKw9xPc2vhQZ19zBjXmRem151QD5bGhIkrUyBvx1yC2xLey0uTcIZ1iPkmIL8mBNvTbQ5qaelcCfcYP2lS8ebKn/lfH3DmmjL+tgeT4QBw12G3ykSBaXmXKSarZGmeXyHsqkI48KYZaFryq9LKNlnIk/boJyap3y9HftHxs9KfR/mlyDNA2WCpWr8YHShDE2XdXl5CKjAVdwil+gQtTKYIQqLyq09jpaWXFtaiVX/CGvgy06bJp3POKYPMfZwUss5ulE3OMNgUY9lezfP1+6NGycy+v2CCb/UutieYf+WV5Vm/3yIt4FPXsGdv+8EPhLVL1Y9s51feIL86WqfKEYuOkweO21g+/fgDR2I1jR/vjPNHNTQ4hRRY8c475ZDPPisqvsJxzpJfqphaaaWVXKDEOKxEDUHCND/2ktxIb4eJ/JlnnulW6yG/8MvR1XQF5NIevnoWbZriiS1SSNg2q+msbOPHZmFN6y1VPZNPcWHlHvLrjjvucJWnQxIMVRfHsdKyy8oIU6GNFX5w7LHHOvUaHizs+67LL5fzFl1UHhk+XAg9tv3hD+Xyq68unWtstZVseOmlLuiy6aiKiR98IPPPO69TKhAIQi7O+tVX8lVzs9zEEOLTLtRPzUHHf+2r9Lj5PW1lmoDHpjgk9blaIEDvWyUTdbwhJYNqWEmeX+rRwzhgSUlWtbMUDgSGjAt49ehCCM8BFRiBr3DWBaFCiuppgQ9scUxLGhOUlCO9i/2zPVa7WYFPsxwABK98l3s8JBoJEiHrEtQpJeNHklE/qET5hSKPZ1DH3ZA0s3NEe14IevTaoVSttrpkRM2BwomfjeebT6b5PpQZl9G8uD6WFL5PPTlGz/QZHofligypZ6Tx74Iy39Qs3CwazI2pLoh6aM899yxWGoSw+oMhQz5obpZxjY2Cu+EXH30kt//qVzJL61S556HzZb1LvufGHAuK0yhYAFKVcBZ5ZCtrQhCS1ofBO/0pBM9dd93lFknG+2fhV/75ZVyyqjEFfbemyONt+SKkCc/nZ5+5dmghGIASu4RE8uMTn5ntyy9l6siRTvWdBdRrClRgLNw4UsWaxxvg30WaO2o/xaw+nRNs+cwz0vLhhzJ0ySW7VKRnrKJKJws9uljkxg6q93Fc+FoxbrJgkseInL4TL+O8WSp4WB1ySOH/HNe0C1A8cX7s/IiYwfZn9LGk/4dIsKkp3u+QN4wR2reH6X5p8GSiy0SB0OGc2oqnecFCixaAgdBKUhpCsKkNBOQX3p4QZTZbp5p9h0DdxrXZd9/ypF9ra2maax6YZ9wBsRBFZ/ow+i35xSsmxE5Gm0F+5RnmlV/+vU+BSIRP5wgF+Wmak7z2gsX1geZmSaI1Zi2zchd2ZaSCMoFWqNtTXuEkn9MpG+sGK/jXhAVthu3nczqtHzpoUBfy69vx47tFfuWhHd6tQdrj9mHqUsa13TGN/CRo0o66HBETBH25lF8EFhpEWWmqrXITVqDKi0r9tVgR1LboJFyfSzrykLiiXbyXR/lVCfllJ/AEATZgwoQ1L5hAhoFLlvKLHP0QXqlRAqvQA6yMMSDwHOMzEEqCY9pjn8Gqf/ubfDB6dLHvK9Q8FLn288+LZBVIe9LfnWkm+fdss0kLxqFMbHzAvNYKK5SkIk6ec04Z2dEh6/vfz2pokLFLLOE8K+fxRNfx668vNz34oIz3zwR1H7/Bm2H9wrfGNjZK0zHHyGxNTW4s8Wt2DuyL6csPWMlbay2Z49tvXQpJy6RJ0jD//DK8o8OpWOnTJpOW4gmMp4YPdwTUI2PGyBT/bEB+Wb8tqiUSmOjKNIoBwGLUNLN4MtKkg0D0QH7h54ISzAIF1EsE9z7wI1Rnm3yO9BHIMtRlVP9i32/4yaFVflmM8uXhIa8IKqjWS0DDqj5Y35+/IriuhhyighugpDxA6UYQ+AWT/uHD5Zgf/1hwk/nHP/4h9/pUHtujze5X/sPKlsxJnv/oIzl3ySWd4kOx9C23SOuYMcIyTJNPibQBWZFIUVJdgw+MeZP6S/pEUgDthD9pDsG8BgPlK68sXYDRwOt3vxNRE2mCGyVcCEYYC1CKQazYNBTumTSyhzGDvjtM6WRiznHzzKQVEtE+X6tH0oakqq5cxyT1mI6XEMfs314bzquSnzf5GRS+ZIxfkF/8nR+b3sqYc8IJhZTDJPILXyH1lkk7H7QjLxml10/VDuFcQ+9fzolVkm61VWH8RTGGGiShSm5Ez+PLTz6RdY44wql3L5w+Xd42ZOkDnpin38GLixS+IT4tlzrBc95xh3xJcHnuuYVnlAU4ex/Rt1CkIehnAU8Pjj48ISRyW3epHUk7hvg55xx5ZdddnTILTDUk/u2PP17s1+aYZx6nDGPPDW+8IYVeE96hUzXCoomqnun/NY1x83vuKarHFFRC1oUHPKyoqAlZdvbZZzt1F8QPixgY9DNOvBeQ7FTlhSgL8X1Ns/ZYbtVVhSd5z/XXd5935FTY5xrwdxZthra1yVTfP6G+WjyY+7G48otf/MItvJScc/osCEuqbiZACULUfoB9kS75qq/0XPTuC8j+H/7wh84LDi9PCD4lFlFbH3DAATL200+lfeGF5WuURMw5syxQFHmqWOr4w9wC0kQXWtSbMi9ozyabFPymrNoMBaCmsTIWYTcBMQQxpQVOgPbhqLPomxnHtYpviLRFlRCcY+4DVMUIGzh3FA8oV7Fewbmgb4ZPUCW1wt6bzA0ZP9g+BVOI7aw/po7BjLm18h3LIgAbGgpEpF0I8s9/WfjiC8W4hoUsm7baB9G/yC8z2H/iGfykh1XJr5kHD85Ffg3xD3JD1kPvA/0jg7fT9Ct5nZ50LbUjhdyatUJfI1ppu+8TKlR+cYb1MZspaMe0oA36uUHNzcV0UMW0trYieZSjFpWDncYmW2+Woq0GaY8OprLFVAyM/bElEZuJ5Bfy47S0xxBZZZmz0h416LArLkxqFXnLLoeo1C+L9FvtiPV/nXRRijhsB5Me7m07cBDsdFf5ZbfH/m3FmbyDFMDgMSDP3QDK856UDqvVYCySjiVUfulnOBdMWMNqKjHtsU/h61GjnLGtYvLSS8sbjY0yi5kc80Qe5cmxDc19P/eYMbIB0na8JYAnaEbceKM84X2BWBMbt8UW8ghzLf+9ZTo6ZMzJJ0tjR4dTDvOkn/7vf7t0hjZPpjK1eA6D7xUK1NxE7qcxY6Sxrc0tnjwekPVFnenjj7tV35bmZtnynXdkvN/eFd/9rkxsaJCPqPzlJ5LsnyBi4SeekKc8qR6m8NEmJbwgkghSfvrTn7oV52kmyGIvTMghzwh8IKT4Lt+xAQJVKJU84mzNMtdczteElBE8TEixVPN7ys2r+bBVfgEs9rGvJdQicOC7fFaNj1FZAbahHl5FQ3NDhkB6cTwQbXr8eIBhpEzKDoGp4n2viLO6vqG+b1TPMsUG3r5gzJQpMua115ypP71VY3u7bAS59sUXRa+vkkBM+3+tTqULD5BzBIBh/4GvFd+xK/1pE2iCzbBKXRKZg4+KqrN0kot/DoEHqhSUYLrSnQbaYD3GANfykUcKE3OUD0lVJQHHw2f1uyxaJaVY6nUkYLL3B0ET32FM4hxb5QxjACoBzhvBGKAtqOoghfk7z5o10PYFEYrfD0G6mSo50gIB+o1yaY8oCFBWqIeNEnC+4EURuqDEvuz+aBvtJgWItHvb7ohewwNnnCHzffGFrOfTtCcEliZnf/qp/LChwc1Fl/LjRLtZNLybPh3ymzEFwpP+lGeLexz1E0UQIMuOOUZ2Mts+dued5Y333nN9JFjFdSvzy9gnn5SfotqkeuP558vIhx5yiiI+Z2aacu7XX5dUFrS+ZAq7uEBfSv8NJowbJ1Pvu8+NC4dNnSrGRarYP6vxPv0v6e6MM4wFO+1kj6LQx4fzcR0PrlQyPwPYoU98803nS6ZKr7SCAhdccIFrQ8OkSTJk9tlliSWWcL+TymnBWBMSYsBVvoRY5PPWiD1lXyieV155Zbcf9x0WY1BDBf3y7373OzcWcZ4UP/rRj2SHHXZw1Up5/47XXpNZdIG/XPVCS6D+4x/pxbJUrQTxCuFW7eKtzgFYcKBf5l7S88MiNueNcYE5PWMn4wRp8gr+zt8gmRiLeD58gQIHCDTGQMadvOSXHV/t+cpbMRcyEFIrJJzor9WPDdiiBhBuq6xS6pnpF94c8lQxTYMd97PiT0A1T/avKZr0B+Vgrz1zXfbXD8aY/kV+mVX3Q83bWnmq+LsPHJhCjkzw8ZCA2Gj2N/r0LO8gH1D/MXg7LbUyazozuXmwbHrQ79zPN82Da0p+UenKdkOTK1R+0fXro7JmcKNMMW2kNbqfYS0tJR4xIXmUl7O20/c8NW3yapboSgoJNZ2gG/sqwSujPeV+UUxOI0Pykl98zspB6TiUNc9SfumgZIMGSxIlKal84JYK7vdKlV9AS1vr86jpUEkEHCQQ7bRpMdxHWfsNU1mSYNV6BA902ARhrFwo+WVLPWvwk5THHioN1HgyqdxvUqCS9OxmkV9JiMqvPoV5l1xS5hs8WO43qe9ftrWVeCZyJ/AkYzs/ztz7zaE3Evc/gednn8ly884rU3fc0ZFmo9dYQ0Ystpgj2WbRZ58JskfJ0+Qn9VPUANdPjL5gvwQWPg3yD3/8o/NevNR7w+zYPFjWP+Za2fS0u2Xysy/Ibv7Z+Dfk2RxzyBLvv+8WJ/bCu8pP2KiUjI/I3PPPL+tusolLNQlXziGwtJIX3iP4tpCWYpVfkF8jPfnFBJ2AiQk5ai0IpB0x/HYc/lZuxVx7hHlHjJDFl1++mHZz1FFHuZQOgCqA7yv5pUEVIMXx1/fd59QMnC2IL1JPUY4p+fXrX//a/T9mzJii2b3rv3jWzYonqZYcD9sEtIXgi0CPxbK1117bGR6DXfffX16cc043zoSwVSIJsC73ff+o6dNly1GjZNDw4TIUdcZ//yuDZ5pJZpttNtde2ofaowiuF33cmWcWiEydq3CO6DtCLxn2QzAAkaOryXn7GHztdExSsLCBPQBV41ilpj9nZVzVUpA89K9UMFQwcSY4Suo/k8z8Sc9jfLPPDxNpAh4tTsL39FlDCZPlL0Z1OnvMtFU9wtiODXS5j1iVJy2Evpt7gWAFUpHP8Xcm9qhpFBqsZC3Y6NiSpfzKShXi+Fl9x+9LAxLIL65P6I+kY0w4j6Vv4FzgcdTHV+NnJCw5YYLzLlZomK1OU7tNmyY/8WQH7x3LC9Mn7GVVIoBUNQgSU2Hx88MPl53PPdcVsaK3nXr99c6DC7JLQZg6etAgGW0N1CG3n3tOmv7zH/l60CBHzjHObbPVVvLOBx/IfoECvqF5sCznY5qLLrmsZLFk6623LvZlX116qex64YXFbJAvPFGGMkqN3UkHx+NrEyWhvRm+LjjoggR3cqjv1JRAVE+60JFERgG0VIwwLNiQbkjRGZvaD/785z871RqqX7ffCRNk2BxzdCqyuE677eY80lR1pceq1Rghyej7Z19pJWmlH9h+e6d0vsj3JWExFsZFCryYRhT+N9csBOMVC0vvvPOOO3/WG/O/lrQpV/hCU/50/pzmEUWquJLw3fETxC8MolLHcfyt9P7VuY3GZEr8QQjiYcX4zbikCw+aqmmN4yGNKskECWFtZhA5MCYwhwjneKRGMo6rP5hVQjP3o69mAYMFdVX/hTGQXhttr/6dcZXzVC30+jOO5fVHXmCBgoIuKxsOMC7btiUtmvVR9Dvy68ExY2S1gByxE0zANJDbqGn69FQ1l63N1OI7TDUM7lpkttOMO+xs0y51luKso0HkjdkXcD+T1TYphdwqhuVNTbJ1OSNZjqWpKZH8ClVSlIRPwkRDVoXi+JD80s8t8MUXcl61N9eYMXKaVzGkTc0XT+m48968prB7ERf84AdytZZ8N+dejylN+dWF7NTzmJf8okOz0le+rysSaQMTk36CBgZEm7NtPx/e50cdVbpyYGEn4tVUSmRAYKAJ/c1oQ3hf0Rly39jVfH7P2q83lq54ZYPVRlYudOAP24IygfPi04q6kHkKnVQmXUstWW2RdCxh2qMirVR5VH71Kcw6//wypqnJ9Yf/RcFx9NFuUcUWbodGmmWWWRwh8u3gwTKpuVleaWqSRu6xEDzjpGKNGyeD55zTpSgwyV1h443ljB/8QK5TkiBlZe6DwYNd8PH6zDM7EumrBReUnbbcUl7Ue9RXyFt5jTXkgW22kX9ut53879xz3VjzfstM8sa46dKx/vqy/qRJbiyYgqR+iy2k5auvZEJHh/z3s89kgvf3a84hsYf8WmGFFZz62vp3QX65EL2lRVbbe2+Za8QIFxSw+s8iFQEBZsIKiDVW+PmbTgWHMLEcOtSRUxBNq622WpHkUpW2kl9KimmFLT67+LLLykG+jXZx7JprrpFHvTKJVMgimEwzwU6rMuixhl/NpA0EJwQwgGOjeAFXfbeUyqEovhb6z39kPp/KsdwTT8i8I0fKzFSAor/TlXQP1Ajfsyl9BAX4ctFOu6qqqREEAfj7AOYxpNlAYtEHav+Wl/xC4RUSK5xvzjUKBFbglRDSMShp0eiggzrNcxUaNITKL8D2CBj5DEEoE2/uFc4ZQQxjoCW/sipLQnTRLys5h0LAeLpJSDZb5RbnTCf+7FOPldQkCCSbWsazgicax5oEAm/G+7R0IBZ6uCfD1EfGSwhN+gz+bs8j892kuYKeR50nstBDOhyEl1bBrLYyckTN0Xb44S79UIGHIDOWwpJAAc0mTY3erJGqgYwHzHNCkDYWLNi9RlVDj1u57UMPV0/UPAlRhOqxpIFtbj7V6AlrFhUmTZ4sG264YZfCI5tttpmM9zHNAfvuU+xfUS9B8uD7iCJpqYBcGrLMMnLdddc5Mo70eaBp7lotUaHpjDre7LPddm5MprAJ1Rm1kqRNoUQpjF+aTbP/ja9aiL7IaoH+9re/yeW+KqZ6rdEmLdJClcxiX2Bwww03OE9IVUIvuuiiblxTH0zOF4s+X379tSz87bfS8eyzcuT3vue81SD+bqUCrYEuKhWB+gjFkFZDTwELPfiV2Uqd4Fd+Pt3W0CDjWDTmvHpPMsan4nmjb1OvsnJjBf237fOtuXneFD3awTiVkKZaAlXXabwGOB/02YaELIJngz7zgbAkURVgfLU+j6eeWhgbeFY4R5pezzGwMKVpjtYzjrkfzyb/02b/DHdR4UFysi8dr7WPZ5EQhRyLkzkUjV1AH8K9maROzgJppmEFZO5/mzZPu1CeMs5xn1VbfKwX0O/Iry8GD5ZO+8YC3OpsR4d87FcG6BBH+FSCkknW/7N3FmByldcfPrsbDwkekqLB3aE4pRSKFYoVKe5epDilOJTiXrRQoIUCBVqguLtT+OPuIYQA8exm/897557ZM9/ee+fO7Mxazvs8ydrMnauf/L7fOUcKXHv00RKnai1xfjXHD+1/kj7bhDuZyOQo1CQprC9vSlHVjyeWU+RbWuSFPAp7a2uJiDQ5zfmVslLJ1Hz5eCAeCmZjjdhRbk84kwPMMU0NzluRhgYZH0/809xpRY9PY6McYVaU8oZTJsmfffr3l/e1mosJmdMExVyXpMc4RdJoG1Sm3HMlA9TwOmpnkXYPMPjAsUE+ABvGYh1LofjFylzaKq+d5FXbWPG+UPziHITbY7U8HHBb55dZ3as6hDM8ThWY0lbjbSdAUkeTWLSEJPELAdK6G/I6v7STTEsE7c6v7sUMM0ifCROiduDpHXaQvvvsE1UvVJaPnU0IOVtvvbVMGThQNlh1VbkYESJJ/EJwjsUv7lfCEVilbvjJT6Tp0kvll/Rd3EcpK2c77blnFF45y9JLR6vTrEL/65572hK468S+X78oNO+OO+6QVQ86SO64Og5Tg5VWlBHNzTK2sVEG8DlDhki/MWNkUvzMai6WfinPzfHHHx/lIpFYWGJywiq3/g723ntvmYkV8ilTZMQKK8jSzc3RyjYCESEi7Lt1a2moyiJjxkSVyKCJdqW1NerXCTXUsEcreiE68lkaCkPOFBwGrNIvecwxkWNaJ2A6UaOSGJUdyaVSnFjR97CCzYrtLLNEjoYNU0QwrjNoWCIiGOGh5CGb2q9ftEhzrXn9OuTCHD1a5hs0SB556SUZzMqvBSdPtSuluv9cK0QYKqqRvB7HEu0hYopOFrQ9raaNUSGFe1PbTUQZ2lh+1r4uJfdaO7KcX1xjtofwQ44bnCixGyT6mWPiWPS9hEelLQjq84BjipX2cDFC91vHdUkTA01GrwUFWKSjH6bfRYCMq61FDms74bTXlAkPIWhhVUq7mMLzQ6gPr9NQXK4l/RJigV5jhQlJ0lhBJ5NakdYu9Oj16UhxGKemzDvffNFi+ssUQVpmmah4SdlctohXra0ya9qYxThAv95zT1kzK8F5fM9drouk1jGj0BYvs4yc/LvfyTVxWKCGY/NV28Lb/mVyXI0rtLcUKCExPf0Dr6O93jMeK3GMBO3O8MYb8pOc4z36PMbnOIEnT54sKy20kOxy4IHRIgx5wHA8hRBuT5+glXoRh4466qjIAfwheTiD16szWN1j9BO77bZb5AyLQiqpxBgKAik888wz0eLQQibPEunoJw4dKvPH4fCPP/545BxTSNxfUuWXuQFjBtqenFEaofgFPP3bUCEzXrCJ2hohMvbAKLdahAqtzIcqnRdoWwh5qiPaxP9pCxhhWx06+LQiokUXJxijh/m2qiXpWaOP2n//Ql/LYnlWLrXw+GjveYbsOQP6KD4LUfHaawthp1wvhCvabe5hFlk0lQJCGT8jGvOapGvGGAM3X1K6lnLQLmj6DtzHLCDR57JgxD3J5+FKY8yLEy8hv2B3pseJX80JF1hL5TbEjTLTy+IaX8IgYfxcc5VU8usTD/Z/Gls80TXbBYxtvbUc/fvftztp1J94pwM5v7SZm5SW5FWZMCE1GWOW+KXyRCgsNaQ4TaygpOdD+Rc3fwzNcJa+z99mMAPK/bbfXjZKqsyxxBLFMsppYlZx3xsa5F0ziM0rfiXp3U39+7eVpzcrL9GkMHbMJTX//037EDthZOUhbfWDDiw89+XEL2LYCdsJBZWk1XPbwCaFWtApqK2WZ6nawTDHy3HwVT8nfDapusIkJBzcWOeXdXnZlSQGGHndUOHES0MD0sQve9643mmr4WGIo16n8FznEb+0A0xKxAwufnUv4rbrFpNHxK5ZT1tmmagi1pZxhUKEFlZRQ2EnTfwqQs4WwPlFZUhzbzWb+5JVbB3YkkCe0u0l6DbN+xlEb/YbUyZ70GBZevx4Gd/aWnBQDR0qDZ98IoPj507DNOZOqSiLwESOEUg7TnJ/3anVARdfXBaeNElGDBlSTO5OiEmS+LX0xImlixRBolWdZKn4xYTqsssuk5///OfR6r4VrPqOHBn1GSp+2UT9VHYshtMgrug5jldhr732Wrk7pboSIYlhmArhoYRhNsf71Z/txY6juZqaIjfBGkntA4NchIpahAngSLAr8AhThC1p/6vtcjVtjA78aYvtdWOCY51flYbT2T4hFL94RsjBZo9PqxTyeVox10xU26FOOsL9SDSddlyE9rD9pEpifJY6v5josPCGuIAgRehp0qSN3DWBkyMTjoVJBs4unhGqgnFsuB3obxBm6d+sa033LQlCo5LEBO0L8+TTdDoFLdZxDaLNK6/I+6ecEoUkDqGdseFnOPhwuDBui+/TQXE+r3Z89pncsvPOUY6v+VU4jhd121WexWE0ZIjshRChlfass0TTTxx5pPw+dkuxEEFOKpxMCEM211S4+MhrEZ8UnLz94+eORaXR1k1TAXxu1LbTn1bQ7tDnbRVXdievGAsV6ybMD9hvwjC1n7rqqqvkT+TZRAjkH89+DtgOi0Pq5NKQzLu++05GaAhzDEVgABd0CeRYpE2vwLVjz7nyfThf+uijSHjDFQdRyCk5EMkjbFIv5EbbJ8beae0fcxiEopNOKg3hzDILwP33t4V8h/AM6f4i2pnq2jVF+2mczzidWFjQ4yRPmU0kbxPu4z5L6n/KiYuYFzinCONhNIC6sh96qPC80i5YQRbBCkcWC4OaH62accawuH9j+6QwoI/S+YumRUCIQzytJn1OF9OzesKpUxOTnOsqLkl/9UEvTocTBgIMoK341Td+/4Hxij1DxHZT1KYmOf3Pf5ZNN9203Un7tAPilw4nJ5e7OQlXySMGTJtWco5UOArf2TxiRFQ5rMXmFQnCSRupOGJ+Nob/krDHNJrMAz50+HCZNXiIo/DSO+6QyfHrbOP8B9OAFPe9sbHkOF7PWc2iKKnQUWpH1Ldvm/hl9zmeDE1KqdhZJp1v+dACGokwxKGc+MV1p9HJEr+SBKakgQENpm14KxG/bPljOnKOgwlV2sqdTjDCv3N+tLFkwq25yezAnA4870CdVXIL2+Ocpjkl7fXhXKS9Lu3c2Iaea5bUkYXigFqZjYBcgoc9di/iweZdZjDJSrZCTqYbb7yxmNgXcQbxS0Pt2sGzyASGpNr2udTKeAhGrKLpvbTnntLHJNNV4QXxi3wjDKRLkr3r91mr6IMK4tazKn5pWGB8r0bi1/77y4C0aklx1SxW3a3bKxUm8w0N8sXrr0cJeBGeIEn8are1QIygjycMkNX4EK6PDZFpHDgwys22fiyghxUXi+gqeM7BoV7bMOQHpsZtd5S+gAnS8OGyznLLRROMobQv4QAfwRHxq9yiVxq2r0iaGCUlNq5G/NIFMNpCK6YRGqlhihCKMxab5DepzdT2lPOr27PJgAkZZPLJRE3dxll9Ay6xcuEhTL64joSdvvZacj4ddX4hdukqPc9ZlkufCYd1aeWBySBiB8dM+Bm52jQZP04+Jnj6fGuIULkJYxJsP0swdLpUBEP4YDElSuPCpFkTd+M25xnAxaXPDf2Ome/gO5kUuztumTAhyvGlov81WqQiCy3koE5K3qPvm2WWqG/A9XX55ZfLsssuKztzjzIefvLJYuXdImPD8lcxuFPjPFHzLrywzIOAx3GRn5BxaSVw7IQoVlDciPNxJqFpMc99+qkgGdA67R6HLSMQkp/L5kRr5yrS0MCcaL9BJUdca+R5Q0q0rYjmvwxDPYuiRlrEQAKMFV544YXIeaZpAdgHbTGJbBp7882y+VprFfOizYuTif4oR2qdzIVijoPrSW6rsHAJAiuOWS2KghvWXI9UeF3okgKKrNCHM27CcFCNaJcX7lv6T3KfatoGNXNwvDZFAW02AumNNxbcZ+WiusoRphRgHMoCXlIKFvpphC8WZakwrwuRCa7IsoR9LPe9HguVnmGXXQpu1B5IzxG/uPHefDM1L1To/CpOCxJuvFD8KooP8cXmp3ZD0vhvTDoac4Q4polfYQptnSoxaLbJL6NcDXYiE4tfQfrY9rDCY37U6Xs4Pe8zdKjM/NVX0hRYnRnWT4sbYOyw6xul+Q+m+l058as1R2hk1KwPGpQofjG5TBK/dN8oCByuff2CgWFCLoQ5rUgSlxTG+fV40k7F26fZZpgZru2mHpNdVbPiCOfMJrjnb+EEWScl5ezf4ft0okCHo+/VpM1MwkzFHUl7HioRvzRWPSvZftKkJkmY086Sib+eu2pCMGl4bR40CwO0IJdO8fPt/qZN5POKX0mkXUt7n5CDTFdX3PnVvWCV6+235ZV33y2WXmclV+8dHawqKn6lOr+w7DNo4b4P3hu5SkAXB1g5Z4XRrGLOEgvJJO9lcLvGGmtEOa4Ix4h3qGCVzwohGFQYCN+tSYDjfb0vrkAYiV8k4WVAk0FJvqwsaCMQReI8L+os0wG5wsB8lziksEhC7jPysaiDLJP+/SMX2eGIGm+8IbOlFTGh6moF6MREc7tYWvScaLs4++yy6hJLyNdffy0z016EYW+0ewyeq3V+4ZbQAWjebVTaxrDgotWeEJ30uuk4gLYPNxRup6zBNRMUJr4qyIXCjXV+8RqTQy4Cxz0hHnxNa+stuFHyOCXKnTeOD8cBE+xyoTkdgWMikTJiAGMUXBi0EzjCCNnkWLh/SO+hIffVTKjYfljV0+lSPvroIzkuabGBZyLOhZt6Lzc2Cj0HQYsEhK321lty4YgRMsrkQCYse5cy7XlxvkH/oWNM3kO+MIS52N1Fu63OWwVXEzmuSvhvQqEg0EnyTjvJwGuukaMRY0k9gqinDui8IHBDUu6zjPbbiktzzjWXtM4zj5y23npy5ZVXFp1x7QQoKxCyuB73l5V87qOPPhqFGNIXqRQ5t8lhiXM5cZFGx8lB1eByrLDCClGOygMOOCDKVcZ98H5s6kAy6TNmTOS8U7loDZzWCFFphTnKwdyLsH51C2plSgQYIE+UHoMKeYxpSDtSLbh6+Tz2PSlkt5ZwLHpfYBix1eXpG5lr2LYVkS9clK8WxpzxGDQCp6Yeb5hrknMcFr/BqVZtSOIFZhEKp7zNC0i4IwJ5D8rz1TPFL26wxx+XGTLKQqvzC+GCtZSWFCseq9Z2veAbfWBV4CLSLHxT3DASShKetKQpcpqkEP5evQRsl2FN0TBKrgYbpxuLXwekbDfcTxhhnF+DElYKo0F8MFmzzi8a66hDINTl//5PNqAaUwXOL7X5Fnar/at1KJ4kfiW9jodME/UTVR6u+UQTz4QV4fl1oEjnote4b99I/Grnw4m3Pyk+F98EZZ5zPTBWTCFJIY2EbcgS3Gnt3pdEmvOLgYO+V6vE8DMTk6zkkx0Je0wSudJ+Hw7UOQc6eCEnSkfEr6zjwwGWlBcgr/Mrra3J4/xKOxYbosR2CA0l0aU7v7oXPFsLLxwN7EtycMT3MvlLwgEuyd5TxS8rDoQJbdXNoQIJk53g/mE/yFlF3pPPP/88GkyTbywKxwBWbLHKZz1DsfNrjCYPZvXwoIOkORbZdCBeUxC/4kGvbr/kfMYsEVdVjEAI60hVOtvejB4t9913X5R7pR0M5rD024S2OSarJEIu23YPGyYLDxsWffZx5IkJxS8cR1Ct+IUjS0Ma8obEVCp+0d9oW4cTQu8P3HcIi7i/OG7cTuXyXLISjZCEAHPQQaV/x/1Bv8U54tr91yQXQBjQ54X71CzA1R0ETe0D8uY06yiEuLEoAjrJZrKFcIwbLA6P6rCbwOkWUCk3dTEBIYJ7PnROGk4bO1a+pwrxrLMKPtajf/ihxJmqjuGycK/Rf+BUUccxzzaVSMOCQOUg5DoJXaylUqCKuIzHGb+Sf6wSEAAYO4YVvStkjk8+kXUJq8sD+6jFqSoEhzjCIeMEpImWESPkoZtuKiabZ3FLQ/tL2mutBFuB88tCrrPXXnstGj9wVWeM58fx6FvIivWlFVaq7XdZYLrsskJfELqzWMzDlaV5vjSvYVoRkJ6AHcdDPRdHgD6RKsthleEwrxmVkbUKp6Lpaaph4MDSa6wCLW2T5sLsofQc8SvuIAaHSbYNUYL7WLhgqDKNxiRhwEcjxERFuXfxxQuOnnh1fWKSmysWCZKcX0l7FH6q1t1DnmtoFZlzSF+Z8/uv5YVWka232qooFP1aB7RgwysmTy6GPWaGVJrj5TuVNoaFYRA5qj0WJync6AxOeU9cVCCP86vRfEZR/DJVpJpzil8ROBJuvFHGNTYK3q37Es5xFIqTMLEapmGGfI3/3kfvp/DFCftyT6XOrzAshsG/NlK6fzZMRN9brqBBmvPL5tDSr3nLD3ck51c5spxfiAesXnC+A+dlCWFuo/B1eSvLhJ+fx/mV1tbocdHRhzkaICl/jELOAxXk+FyeJwYfFbpQnC4iZdJJtUFIDXvUVbokizjCGCKMzfMSQDJ6qhVS0akSGqRB5pxpYPSvIXZ+jdH9pJrd+efLEUcfHQ3C7WJFzUAMjMt+49pKzBETtpnk0OjIaqK9Rt98E4Vbavn5knaDto/rlpY8OmWymiRwFp1fymyzSeOFF8p6V1whA8hXpeIXbcdZZ7W5cmuR8yuP+EWbV6FjoQiTF0Qo2jtWfhnop+XJyoJjRTgkzM/CfuEA0WfHVi3UsL+0UM56ovcRzoLOypXFgiRhPIQMqfPHuls0HCsehzm9GO45Qu0yQooJGafdxukDCF/PPfecbBsnus8tfim0uzaxeM5nrtjPNE6VhtHB5BtwyiAcIV6HbTv3PBP2Stp8XFi1fAbyjCMR9aoUvxR1DTfNMYfMHVcyJhwzMY0ACc81b5saNKpEi9mQ8B8a4sUKRp3DbYXQap1fCv2g3Qbz0XBMRH/C9aumcmF3getl0yZw72IOicOB6wJtP6G+unDGM64iHP0z15icdowvFJ43W4mzUnbeuRB+zfNBxcqsQmY9jJ4jfsVkiV+axF2Fq2kpKyqIXwg7V8U/t6qQwiC4tTVZhIkFFDqaeK29SPoeFUJanp1rruJropDK5sny5B7LyJOX7S59mydHqwHFiQcr+RpbrhMCEuuddlpR/JoUx2mXa8Q5Jv3chpyCQCR+aQ61pAFfLJakiV+4saY2NERlhO27i+KXKSW8Y2zH1n2ckDXJJDRoo41kltlmE1LtTU0QvyJLdpbowzU04avR1/A1/P7uuyUo9F5ktTyx0+EqDeeTCZ1uP02wtI1JUmcX5ofR1fYk0S9vw2SqZ1aEPQ4aYXWcWfT5S8r5RYeog3o9/qRzExRdiEgLY8pLUvXJJOxgjIFI+H7CfRCrw0Fb1gCCa6bXTT+X48kTzuN0PSl9yqWXXhrlAKPkeyqEkP3jH8nb5Bmqg5tjYL8mefKon0f/Bs42czHc3A62qZyYVCmrJiCQxLnSqLL1hTo+QyrI3VIWex61jHsI4gJ9WY0cPS+utJKQMbRBxyc46wgbJMcbrjMNlSQEAacDq96EFYUryPUSvzSUttrt08ZpO1XvMIcwQb+KjXkXdGr9rHfEhVgt9BF63PbzESMYSxFW4zgxVPe1UPlW2/bOoNjPLPajDPy6WJ+9DcQ5XExJ/Yx1zeR1wOMiSsrLVSlaDVUrhGfBQqx13VT1cbsVKjTTluKcaW4upgNoB+5awvw5VkJSOwiGjw9j99CQNFEzLT9mJdi0ADi/LBw3zj+Ey85y09YLktEzvtFcY6SF4djqBfMjcouR4oI+EmGUBRL6AxaJrNBN4RTAKZxWaTgPzKk1nNPmVKtXYYFOpFeJX03G+QWtDIITFH0d+LemhOSp4+mEtdeWrYIQKEQTfBstZiA2NevE7rabnL3qqsW8VQtq+XHzfj6/6LJin/XG0mPlBh42rCh+DQ2S/32aw/kVxuqnDfTGGfErKTxF92nCGmsUz9+5JvHegBlnlMMPOijajk14XzzHZmLSGm9f/1biaMOCnUBW8s4S5xfJG0NoEDSvW9ZKz4YbRuJdCA6w3cLY8qSJQNK5VmEn6ZyGzi8SJYaTIm3w9DgI6bMiir5XBw9J4lfYgbI91Pw4J09F2ONGsGXlPvx9lvPLkuX8SoIVDn1PR51ffGbSNcHCbbdtV6/C6xveA+WeNX0GslxCTvckxT1DW0n1R01e3C352c/k53PNlViduG4gAuV5RhOSyNdE/ErLBaJ5MWp0vZr79xc8qg0aJmdDlXB7ImAgPml+NwSlxx+vTZJeckOVg76ip1X607GMtq8ddSVUex911TOtomZnH7fT4yCkXJOXw6KLLhqNcXMVJqkliBokwE8TsZIWLnnOGPMCLtnOdH6xGE/7EuZJShOjQgdxhWB0iOZizKMeeKCwOJImQpHvj/6T9r3awigGnc9xX8yO61s55pjahu9RCVjzmoaRG4yr6+mO6mzIZRYKfPUGYwR9Y9if20JqWi07LQ1HtaImYxjSRZBUv4fTw0ZDIqMzJpY27LEofiWEPX4ZN7DTyohfr8w0k9wa3FhFQajMQJLh2mlU1ll++Ui00q5gSY2fD8QvVsUv0VwPSiAaTMtyyLRtLCrNq8enUmG/+LyFiZrt+8Kwx0TnF9v+059k8LbbFl/3sQll4T0nnHCCvPHGGyVus+I5toJYfA5mXXHFSGT8Njx2EhoGZE0uo44e2yfnWFeFaCj4bP7lWbVOCQNE+46ybYT3nx6XdWppHp4s8YvwJw0b0W3oQIVjxxVgsdvUKh46OGabel5U/U8a9CQJijwjvFfPS0Z+icTjCcmb86sa8cvas8P3VoL9fO6TpHMV3md20BbeA2EOt3IJwfV8qBDu9Bxuuin/AL270dgo/1dtmHO1aPXDLOhb1RlbC1eRPl9ZE7+77qrMIZuDSfbzwzYPZyyVourxzBMum+UG76nYsRuT4z9T5qYT0WvYVeJTkvPLcVIgJF4rAGuYW6fDuJWK1lQ2TiLNtU9ycBYD8+a2YnG7Fs4vxpx5Ppc+CteyzU3ZEXQeplVdQxDGcHzpYkmNabLFsCgwQn+IYEnIdUdhPog4gtClkB+ylziGSmAO1l3yL2qOcPZHF2lr3XfttVfhczrJUVpPepb49cUXckrGwzM4njyXiF8JrBqHUqWJX7paQkn3IvGK7kEHHVQo82sm6klyXKMRyrCbWjPppD79ZNNrX5NNdzpHmvv0iz6fWPB9w4Yn7aHSz7aNi9LaWqwMxvENjt0lKn7dpoptOMmIJ0V/vuSSbPGLcrVHHBGdo1aTByUUqBZffHFpMOc1yWk1OO6oL73sMtk/qdRxhcJGtKLCtX311bZfhsdZrvGNbb///e9/5bzzzpMT4+qQBM9MzdoOkxoV2ZIqDIbi16WXFlbIkpxfvFaruOnkLCmhsHbEHCN/ZzvqJrICDysTSQmfLXqeyM2Qx/qc59roMZdzfoX7kEZWSFkl6Od//XUhfj5pf8JnL0v84jht/pu8VTt720BgeoBr1xEbeSczaWqLbHrRE9E/vifRfaV5wzoEz1Y58UsTLFMR0CY7rxZtMxEP0toyVi8rqBSWZ0W/+Enk2AjbD83TUS/s5/3xj9IrsO4RJsfVhuhXiy4uVZATrqboQlZHw/yd6QLaoGtjd39YUbfT+pnLnpFJw39SWkSEQhdK1qSZ+UBe8YvUMLVaSGCfyhU9wWmWVLW3Wij6QSEUDBJh/8j8hcgO2rtaOncs5Kd65pnC94iIG21Ue2ewXUDWuUqtxEOnPYQ+M39DUOU+5VnqzpEIXUzPEr9GjJCJGRPkhjhuWwehfakypZN0zaMlGIOWLhG/fh4MglW0Kik9G4tDJCj8K3G9ZgLckHJiVUTbbLPNZDADGBL/7rCDTGtokNe+GievjVg4e8JfbhIdv7chZbV0u+23l0/jChsqfpUbaO66zz7ZYY8xc889d1H8+p1N0m+PJz73VCg7hIbeWkUJAY3zRFHtRsvRJ9WjapesOIV2Fm+qmVFdyoKbLEvcif/2y1/+Mjqu49OSBYYhGeXIcgwm5fxS9P7NEr9sVULdH7stjjnpHCZN/rjnwokbqzYkPbSogyRPMsWknF8dCXtMem8l6Odj8eZ8JX1uuM92AkTc/SabpO9H+F4rxupgi9d38gDVmf6Y1toqr332ffSP76+//np5RytIdQY8a+XyuBB2geOUioC1ELi1DWTiQG6vJAj1tqXJa0AxcIZJi21DCVsp1/92FG1zyCd2AlkxeziMB0L3c2dDm48wa9I6dCpMSJl0h9VhHSeFZclD1AXOr5J+hvENbSsOaRYYEalok6lEl5W3jzbSJhFPg7ETE/xaLeIQPqmVCNNAwGORv5YCEfNV+ieO2zqyCa/MqjZeCzgO8gby+bbAQS3BKKGVJHEicW1djKkfnFvSKGh/4eHyvUj8KperKWbP2Co6hUZNhYWEhlK3tA+Cj9luovgVhuCZwW1TGfGLJIffUM2E5IU2GWC5YyI58vXXpx5novBitnXZ5ZcXbdDtxK/wvdopNTRkO79iNtpoo2KFs5LXme3qdyeddFKp20BXcI0IoudqWkIlv8fJjVKN+EUJYyu6Kf37p5/zvAkfKxVd9Lwkdf4rrVRe/EpyAXJNCXdJSsJZLjkwE9Lzz2+/f8ro0W3fU+EmnCjqahWTrXKfW875lSecN+3cdzTsMW37er4ZRFJJxV4brhf5GNIIr1WlpcIdp47ugKxFjU4Pe2TwTTjzKafU3jXD4keW+FVD6z5OC2qcTWGyx6q9tgG0zeUmVrWg3EJZT4Owpqw2trNgYlhv4TIN+kOv6uhUAFEYpByZvbMro5bQ0GY44B/jO8ZU5e5lkrFTEKQctOmM02t1jIhaSTmCQ/Gr1q4lG8adlEpB8+jWk6RF9VpBnjKqWOtiRizMOk53oMeJX8W8VzF/+MMf2r3mgN//Pvo6auutC+pzyiB3WIIQlRj2SMMdVp0zjUZjGfGrhEBkYOqeKsTQWJhwieGh5TYWC9jiKLXHkv8j4bP6prltFMqYx6GHecSvaJtJA27zmeNiW3K7yZZu1+yTvuZBVlk1AWN8rXGGJa1wqfg2cfHF5Rd5kvrnoV7iVxjaaGGFm78n/U1LK6clvAyt3/q6chNcrkGWa43Jo1rBk66zTmjDvyUlcc+b8J7qNyedJJ3m/MpC95kqdFRSKUdSrjPHmd4pJ37dfXfh7zUMQSyK94wNOkn8YgHtsccek37qJu3sPCC9rc1h0aG3CXqO0wmQcqRLmTqlTbx5nvJgMbVyumtlxlqFBOKUKZfHk34qKZ1JR8CYoOdEF0hY6CefL+Nzcvv2dDzKwemm9Hjxa5dddmn7gcZp442lf+x2mopAxcSV8Ee47jqR004rvnzrFDu7CjElOb8CGmskflWS3ve1116Tzz//vN22Ghsa5BgSqOPmsWFoRrxafrnlii6wRBhokvjQbrecE6dMyN//jj9eZkwSvxJC8/RcvYXDjjj4HMLGRRddFH2dvOyyQk2vSirbpAqOaZOl9hsofE0q3Zw2mOd+C5OjW5L2n9ALPivv5IZkhITZVTpxSLqWGuqXJX6F+5VktQ0FsfB+OP10EXKrYZFOELMzqZXzS1eolI5MXn3S5jhtz1qW+EWVR/qdelj0WQjgs8PPJ3HxY4/VprJVzNChQ2VN2xd0thilbU4tCgY4juNUyyxxrrq99xY5+OC2nHXlQjGvvLLwtVzeLxLqM1au1QIDfQ/bTIOQRFLWbLut1JzXXy+M2T/7TOSNN0RIRE/uS4pzWSOD4zg1pZPr4Hacyy67TB599NGolO+mm25aKtDEqwx948Hu/BpOptCgWFLEnT333FPuuece+Y7V4RQajBMnyWOz+y67yFJJ1fUSbKZJzqYk2lmZ4/3/trGxIPzo8egAWH8++2xZao89ZGwsFpW8JtgWtJoQmUyS/m5+1zhwoPyQlTsswflV8lpWsF58sWz4jn6tSVnnpBDCNNGFmPy8IUScXyrFZVGrcKRah9klbU9zFIT7nOT8CqvyhO8hH1kHS0hXRNJ9wsCGpMpKRwZWXp3LcfLl/MJpW6/QC90uCxq2XWJlnYpUlJGvF50tQnGeCbfcYIPO/VzHcRzLBReILGXcZyz4kow7LXpB0Rx/iGakfEkDoYr2vFZtLOIXzi7mj+GcEQjdZLyftxJ6JVAlfqmlCs4vmw9Li8A4jlMXepzzi+Tnhx9+eDFBepKw0sBA8LHHpM9qq2VvjNxgrEwEnHzyyfLCCy9kOr/sgD1Jslh5xRVlYFJjTyjjffcXf7yyAvGrHTT+b70l28w8c7Lwo4LWoYeWX1k35/Gpn/5Ujsj7+SG4eIqbLCNKGVEl8TVURExZBUL8UhdgU/zeqpxfL7zQFluPRffyy/NtgM9mdb+WCTBrId5VS9pAIi1XQ5qbI+k+Y9sPPtiWzLqW5yyv88s67ioJe8zLnnsmPgOOM12TJ+dXvcQv7X81lJ0QZr4/66yC26wzc5/VG9pYRL16CnqO4zjlWHghkV//urT6bLm5GGgYerkciSyI05bXCoQ0wuTDvM4K+8MYuNbVEG1BlNtuK1248DGk49SVHid+heJFqquIEIRyKwNMiM89N/XPJQnvQ8qEPdqqiyWwT6utKrMM7hf9owhw/2pdJlR2WGQR+WHAgFLhJ3R+pe1HymT/x6FDxaRiTCcsIkCY3O67F39UV17iNeL6mXxVKgA224kS8fApoh3il762qbFRfvGLX8g2hH5W4/SKq05G1zRBGElMuF9NuF05ks5Tdw1jYYUsqQS7dU9ZyOmj+Q06ekyVnnvK/1JpSCERth2cJVHpPh5xRJug61VWnG6E9jXdUvyqp/NL+1XCSNRJTDuEY3e//erzmY7jONN7P2PH0VrxrxxEtlAMq5xznmrbWcaEStH+J23ORkgiAlW9QFh7+unS3yU50BzHmX7DHnOLXzUgU/zaf3955Ikn5Gdp4lfGBH1Qvz7y0h/Wi75vOH5ydc4vs30SvefJL5YKll/K3hY3nVNcOO+8Qox6CpniV4CWZs502wWo+NWnqUnup7JjBRA2m5c1kkqu10P8qtfKUh622krkuecqq5BDBdOQnXcuJOrE5t4Z5LkOiMThIKtcMtGsCXsWvclN4vR4bF/TJfA8vPlmQRD+gSB4A1UeCcVXR2itof+j6A2TF6CiF/9IlFzDZPeZdGnVNcdxnC7oZ3RclpXjNqm9ptiVTc/SGdh+KWkxhvyQ9azYnRRZUaviAI7jJOLiVwaZQsy228o6220X5cdKnO6mrSIkUHXYoxG/EgWmvOLXhhuW/Jhb/CJGfbfd7BuDj2/ILX5piGim4BhsW8UvEv5XysYbb9z+syoRtOohfnXGttO48cbabSstx0+thCF7vSt4ziqC/A7Y4JPcbVnYY8TK7mKYMz2jizLkaaG9tos0++xTEKbqWW6dyZcV6QlVp1pYZ4hfuE3r6RhwHMfpjiy4YOHrO+9U9j4WSZ56KkrnEiWCT4LCZkcfLTXD5vnFGczn2+Io5B+zVStrjfYRN99ciJ7Rgl+O49SNHh/2WLYiYQc4+OCDZbPNNkv9+/bbbx99/SkW1TAxewWT8qrDHo14VpNk7zUWbfQa5dk3vY6VOL/UvVU2MX+e845D4Mgj87+5XqJLbyDt3PSkRPDcU1jR//3vyt5n7/XNNxfZdNOa75rj9Bjs80BlxyR3ZT3FL5xXX39dyO9pC3V0hvhFtS4cso7jONMTJ5/c5ritBB0jxnOrRMaOrW37jZg2Zkzh+zD8kEXhtdcuhGPWCxZaDzigEH1BzsaHHqrfZzmOE9ENFJPuG/b45z9nZ7664YYbosZx2Kyziiy/fPH3E08/XQZaR1TApKktsvPVhRCzhj79IudWR0gNe0zjkkvah4JV4/yqwzWqxPn1k5/8RGoGqy7dxZ1lq8p015xf1Ti/6jHhrPV16OCz6E4vpzth+5prd1tZBvTt5LBc2y9RTIRcWxrSoYsPHX3msqCqI4ngwwTH9RTcHMdxput+pq/InHNWL36xYJE23vvuu9LKiLUgqUo5YGogf3Q94bMvvLC+n+E4TgkuftWClVcu+XHagQdmxmxPa22VZz+MVxoaGuSnJt9Wp4hf++6b+eeqxa+U91UifuV1fpW4vTohTJAKoCXU6zO7IuSx1pAL7tFH6yd+6Tk64QSRTTaRmkI+oI7gYY5ON8L2NXzf6djngaIQCPsbbVQqflHxsV5suWXb9/fcUwjx32GH+n2e4zjOdEbN+hmdN+Hu+uCD9kW1qBzJXGe++aSmpM2fyBGZEf3jOE7PxMWvjoJYE6xcVyJEjRs3LkoWWdOwx242Aa+H86uzOe6443qfSFUvCEdNytdQ6xU0BkK15Jpr2g+2KqU7hB87TnchfB7ItxU6RMmz0hmfr26BnhR+7TiOM70wfHjh64QJhWrw4TibokwnnlifKAJErvvuq2+IpeM43YIen/OrnmGPuSBZfexCemH//eXwLtinds4vSguTpLFKauX8qiTnVzVhj12Ki1+Vg/hVi/Nmw0JryS67ZFYvzUVXt0eO050I236b9wshjOTCnbWyHhdViZIqO47jON0Lqr6/9FL63z//vH5FRC64oGBm0EWZr74qVCqudYil4zhdTo8Xv+qZ8L5SPlx7bTmrC8Svds4vvt9mm24jfuU9HzPNNJNsGFSe7Lbilye87xpGjxa59Vbptrj45TjlnV9vvFGYyHTmqrqKX+78chzH6Z4MG5b8+/feE3n99Y6789OYY47CuH733Qt5xTARgPcXjtPr6LExOt3G+WWYFgsinS3M4PzqTuchJO++fUeHk5POzvnVjlom288zYXMKUFyiO+Nhj47Thrb9VMwihwvOL/rJ114rhLgsskj9z9YhhxTCaHAVgE9mHMdxuidpifKpvE0/sthi9flczUF57bWF3K/0UeDOL8fpdfR48avLHUAJ4ldX5KOaq4ZW4Fo7v+rqzltlFZHttpNO5cMPO54YPQ+EBNU6sWdPhMFHvazutaYbi9CO02Vi8E47iTz7bMH5RcXHv/ylUNa9M/rvc84pfKU/uuUWkfXWq/9nOo7jONXxwAOlhblouymkdNhhnXNGL7647XvP+eU4vY4eK34NS7PG9hDxa2ANS853tFpkzcSvgJVWWkmOOuqomguUv/vd72TjjTcu/PD009LpdJYgteqqnfM53Z1PP0VBlR6Bi19ON6OWfU3V4her6iwYEO44alTXOLDoh2z1R8dxHKf79TNUfXz33YLYdfbZIu+8I/L11yJ77y2dCjm/1BHmOE6voceKX0svvXRFYXLdSfyiuuObJ28gvY5ANBswYICcfvrpNf+Y81gBcqYfOsNlVwtYIfz1r7t6Lxyn+/Q1s88u8qtfiSy3XCGPCi6s9dcv/M2FYsdxnB5PzfsZTffxz38WxK+PPhIZObL+QtTbb4scfrjInXcWqk3OM099P89xnC6hx4pfmiC9OzGSxrkXUKuwR8eZrhgzpqv3wHG6F0ximEgAk4kDDyys4MOUKV26a47jOE43RF3BffuKfPONyFtvdU744cILt1UDJsG+4zi9kh4SS9QzWGONNWQypXJ7OLN296TijuM4Ts+CVXvCWV59tfB1n326eo8cx3Gc7gapRXBhffyxyFJLiRx8cOclnl9hhc75HMdxuoyG1loleHJyM2lqi+x7/YvR95fusIIM6MqcLAk0NzfLu+++K4tVUlWFfCqs8lNVy3Ecx+lyul1fc9ppIsceK/L3v4tsu23X7ovjOI7TPfsZ0sjY0Pif/1zkwQel7jAlDj/bcZxeRY8Oe+ypTGttlYff/qb4fXejT58+lQlfjuM4Trej2/U1c8xR+DpoUFfvieM4jtNd+xmKHG20kcjddxd+fugh6RRYyHfhy3F6NR726NSO7jC5chzHcbons81W+ErYo+M4juOkceSRha+77NJ54pfjOL0eF7+c2rHSSn42HcdxnGRGjChNaOw4juM4SSy/fOHr1luLrLOOnyPHcWqChz06teGHHwqVWRzHcRwnbYHkzTdFFlnEz4/jOI6TzgwziIwaRRUuP0uO49QMF7+c2jBkiJ9Jx3EcJzufyqKL+hlyHMdxyjP77H6WHMepKR726DiO4ziO4ziO4ziO4/RaXPxyHMdxHMdxHMdxHMdxei0Nra1eos9xHMdxHMdxHMdxHMfpnbjzy3Ecx3Ecx3Ecx3Ecx+m1uPjlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+OY7jOI7jOI7jOI7jOL0WF78cx3Ecx3Ecx3Ecx3GcXouLX47jOI7jOI7jOI7jOE6vxcUvx3Ecx3Ecx3Ecx3Ecp9fi4pfjOI7jOI7jOI7jOI7Ta3Hxy3Ecx3Ecx3Ecx3Ecx+m1uPjlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+OY7jOI7jOI7jOI7jOL0WF78cx3Ecx3Ecx3Ecx3GcXouLX47jOI7jOI7jOI7jOE6vxcUvx3Ecx3Ecx3Ecx3Ecp9fi4pfjOI7jOI7jOI7jOI7Ta3Hxy3Ecx3Ecx3Ecx3Ecx+m1uPjlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+dQETpjTLfEfdFf3j+07jm29Efvyx8z7PcRzHmX76muZO7M8cpyfT2iry3HMikyd39Z44Ts+c0/DsjBrVeZ/nOE6vwMWv6Ylhw0TWX7+r98JxHMfpbTz5pEjfviJfftnVe+I4Hefmm0VuvbV+Z3LLLUV++lORf/+7fp/hOL2ZP/9ZZI45fNHFcZyK6FPZy50ezxtvdPUeOI7jOL0NFb2+/15kxIiu3hvH6RjbbNPm0Ko1CF7/+pfI7LOLTJhQ++07zvSAur7GjROZaaau3hvHcXoI7vya3qjHQM5xHMeZvpk4sfDVQx8dJ5tPPxVZdVWR5ZYTmTKlPmdr2jSRK68UGTPGr4bTO0H0AheQHcepABe/pjdc/HIcx3FqjYtfjpMPBGLSUPTrV734deKJIgss0PbzHnsU3C/rrlvIhfTJJyJ77iny0EN+VZzeCfe47Xscx3Fy4OJXd+SZZworg/Xm/fd9YOQ4juN0HBe/qmP8eJEPP/Q7cHoTv8iP1xHx67//Ffngg7af//rXQsgxYtfYsSKTJhV+39JSm312nK5ctFeXl0LxrgcfLHzvzi/HcSrAxa/uCHb4DTesv/Pr178urBI6juM4TkfQCYiHPVbGEUeIzD+/yHffibz3Xnp//fzzIm++6fdoZ9LQUJ/t8oz06dMx8Wvq1NKfGxtL/6ZVJF38cno6DzwgMmRI6b2s/Y3nzXMcp0Jc/NIBzkcfSWfR2NAg6ywye/SP7xOp10qGHUyz8ug4juP0SnL1NbXCnV/V8cUXha977y2y0EKlAgmCxrXXFn5eeWWRTTaRbg+J3C+7rGPbIKTv6qul7jAeYuyXlg6i2jES+bbuuadNgApBnOqo+JUlMvM3F7+c3tLP6PP56qttv8PZSPs4dKg7vxzHqQgXv5ROXFEd0LdJrtl15egf36cOnurNwIH1/wzHcRynS8jV19Ra/GIy3xlh+72N8JypKGJD27LOKwtmTzwhnc7LL5cKVTvvLLLvvh3b5gknFBxx5fj2W5F7763+c5hMjxwp8uKLbe46nCQ//NAx8ev110U22kjkySfrF/YYOr/KiV+HHy5yyy3VfZbjdGU/o/Mha1JA/OrfX2Tw4NqLX3xejfMjv/jii9LqOZcdp1vQO8Wv//u//K/Vxqi7JUx08ctxHMfpKWgfetNNIvPM03VV5v73P5H//Ed6HKHQkuTsyXJV3HabyJprFgShSsY/KvRUy3HHiey+e9vPmmuqMxbnzj1XZIMNCuflqafa//3AA0XWW6/977feuiCwkSML9F4l7HT06LZziDhVDZqfKM35VYuwx0qdX2edJXLaadV9luN0JSr0Pv10aTszYEDhXscRW8s5E6LaUUfVbHMtLS2y4oorymOPPVazbTqOUz29T/xiMLfEEiLPPZf/9dOT+MVx6jHTceTgyy+/lEceeaQ+++M4juP0fC6+uPBVxZSuSkK8114iv/qV9DhUaNGJnoob1i2QJX7p+9IElyQIqZxxxo4JVqEDqVbuhhlmKP8a64T78sv2f7/mmkK+oBAcUJdf3iY8qVil50HPYbXOL4oYZLmz6pHzy94bbF+PxY4lPf+XE/LuuyJ33dW9z4u2hQi47CttjIpfo0a1FfCq5efhBj3kkELxiA7y+eefR18H41JzHKfL6X3ilw5asizhFh0YdKL4NWFKsyz2h/9G//g+c7/qAdb+CsSv/fbbT9ZZZx3pUTCgZzB85pmF8t+O4zjTGbn6mlqgE3jyr+j3XZX4nsTxPREVWkLhhEqQWg0yS/zSMUMl5/2rryoXzEKamvKJX7g23n67/PZUoMkjfj37bPv3pSWBD+Fe1eNG/EK0/fjjws+4v/SaXHihyCqrVOYCU+E3bRxai5xflYY9ht873Zurrso/j+kICy/c4VyCde9n7HlgX5daqk38wqUFb7xRm8/S9pO29rzzRG6/vcOb/CgO12yod95Nx3GmU/FLB445hZ2vYkW+Zlb9nEyc2hL9S6XWseE2Vl4HQBpW0NoqP2SEPsyQZxDa3eB4yLtB8l0NbXAcx5nOKNvX1AIVC+adt23STfjhMcfUvi/rraiIpC4knYRdf30h2T1kTZ709ZVMmPU9HRFFVGDS65x2vVdbrRBuuPrqIn/8Y3nxkupu5e45K6ZlhYkmCUBs34pfm25aSLQPN99c+MrY56CDCiJbJee1XOXTrsj5FX7vdF9+/FFkjz0K+fR6CHXtZ7jXl15a5Oc/bxO6VPwixB5qNc7X50r7tBoYI8bFbXqzV0J2nG5B7xW/ytnVGRQ9/7yMnG++7hn2mGOQ8tVXX8n3eRt87MLhIDs+R88+/bTMiFMqhWHDhkVfe2Syxs7IneY4jjM98803BSfNoEFtk+5//EPk9NPrE/5I/0hOFnI0hfTU1XUVQXQMYydKOhHLcjLp6yuZYOk4I+k9iFQXXVR+Gzqe0P3PGidQ2ZLcXH/7W/prrrsu3wIm4U42jEiPhXtCBTQ9X+roAv0bx/zCC4XvmZzafDwqQIZONXtsJMtPC4nqjLDHSnJ+6TjIx0M9A3V60p46hft51llFbrhB5Le/FZljjjbx6447RBZYoO2ZDXj66aflQz2flTxXGk5Zg7nhlPgZ32OPPeR6FjMcx+lSeq/4laeTf+yxthOQ0sBdccUVMloHnp1Jjv0fMWKErL322pWHJuj38UDui88+y3zrbLPNVrJ60VlU+nk/sloWnrsaDfZWWmkl+b9KCik4vQtW/nvqpNpx6s0llxQm2Uzow9QD9VjtRsD4059E7rtPOpV//rN+laF1DKIV+ZKEk7ANuvNOkTPOSBa/cLX/+9/VOb8YGyBS8f6zzxZ57bX0beh4Qt3zKhB98kmp49zuP5NRwgmT0PunXN/NuIzKjOGxLLRQIQE/wpWKUxQDsHnA4JVX2s4dr7XCFtdCw6ks9posu2whaX41YY9W/Lr//sI5rjRcV7fNuEcn6mnilwps7vzqGfDsQBm34XfffZcppowfP16+raQARndFw4SHDxf5wx8KLi8Vv2gDVlopVfxabbXV5KhKktdrO4JQX2Px6/XXX5cdd9yx/BsQ+Xy86Th1o/eKX0Enf9xxx8m6665b+topU4on4JP33kt0Nu21115yLhWFOpucos17SSvfInL33XeXusLsijHf0yH+9a+5Pqsxfi8VS2oKOUAyVmSGDBki/yJsMSdDhw6VfzNY1+PhetZI/HrhhReic9rt7vVHH+3qvZg+eOihrt4Dx+l+7Q8TEfoS+oZ99uk88Uu3TWXJe+6RTgFB4ze/EVl88dJE61kgzpUbP+gkRwUTXHR5qz0efrjI0UeXvl7PzZFHFkL5LFdcUSpk6Wtt307KAIoGKL//fbYDTMWvMG8YoZorrJC+/4QTJsGkljFHufEG4t7MM7f9bF9PWBQiJc6wbbYpHQdwnsPzePXVpT/zmiTxKwwl1AU3BUcbgqTmVS2X82v55QuTbM7x449Lbjh2TVXBPYkTxsK9cOWVbfualPze6b6oaFvGFXjMMccUxZRvvvmm3Rxm6aWXlsVpr3o6PC8azaMFOpjf6DNKeLLO/RLoW0nhirDdraH4pZQ1VNCGOI5TN3qW+PXOO+VXx1LErwsvvFAeCiewU6aI+qGu+9vf5BVWAjPEn04l5yAlLYHixhtvLCdq/gq2pbnN9GcdYHPKwgFcCjUXv8gBojH8KbxfYQWXKLGk3c8aDva65D7I4qSTRH72s67ei+mDGlT8cZyq+O9/RdZcs/vlznrrLZFTThF56aVCm8ukhAm9TrRrLX6RnJ1cUUwkdDJBqNoWW5S+rpYr5jhyNERP+1OOMamyYBKHHlr4lwcEF5JPJ4U95jk2G8LItnAPgL1vELXU7QRJjiCEIxVO1DVi+z7EM5wUul3dp1D8+vprkTFj8u+/wv2DaJU23iCcFjHuggtKQyPt+WJMw3aWWaYwabZ/49zYNA+zzFL4agUkK37Z0Eo9RhUqwyT4O+1UCMt64onyzi/2i+daUecK55z7PCtc2N5/KrSF29d95flk7KznxfMOdX90TJ4kfvHc8QyMH1+y+E16krPPPlvmnXfe4rj5gw8+kDHhM9gbxC9ALF5kkTbxK8H5NS0e/0+upKBHJ4hfZdPV5O1fHMepim42my8DDd1WW1UlfiW5ulonTy6egIbYItxdxS8qLq611loVbWKqDryoWEK4RkrjvvBee4kZgqUKbNqRVAwdsSbXD6k230UK0bWaXsQvHSDZfCZOfXDxy+kqHn64MJnubiFLKnIxsVAnSz2dX888UxD8WeCwokIti9Vst53IL3/Z9jOOHELodBJ08MEic86Zvzqi3Tf2/yc/SQ3PibaPEJOVLyrsgzjfig171LAp+3vdHu+hXyTdQZL4ZUWXF19sL1ohBhJyynaphMZxhcdajv/8p5AjLgm2Q64ju09//3tbNTeux4EHFkQArodiX6/iF+IYx2vvQc6z/Ww9pzaE0opftuCPTZAPSY4S9ov3klBfz/kuu4j84heF83jjjW1hj1a80/4cMYv7PMXVH8H7df/0etlrxN85/hEjCudOHYA4TvSaOj1T/MLRSDv15JPF1CC6MP3qq6/KJ598IjfhiI3Jyufb7aGNotIqxVP69o3mcZv+5jfSsthihUIghB7rM5DgsNXz0tXiV3EuFqP7w/GEwlhEDVPtIH5+Via1jVMBRCu9+66fsh5ON5vN54DVxABi2oviVkoOiyTxa9qkSSXiV2IjVIfytI0NDfLTkbNE//g+kWB/r7zySnk8wRaftW9FsSp0tHGOzPapI7VzPZ1fDI47qZpmdD50P23YI4NAzfVRAbvsskuUM6C47UpgANKREvLl0OPUog1O/XDxy+kCojZX2+q87S/uaNqqRx7J19dUi7bpuISYsIfil37tqPjFBO8vf2mbhPC1ksp7lYCjIswjpp/F8SDKIDrgpD7zzLa/EX6+4YbtF1vssSNmsKKfNrHhuAjjq8T5lSZ+0V6psELYH5MfdRvgZCI9wNxzF34ffhYTySWWKM1tZgUxve68Z/PN27aRp6/T8zXTTOljArYTOr+2374Qxgn6PHA8bEexr+eeYVGIRTcVvxDccHcRLmjFLw3bJKG2PV49f0nil16jJDcm+87n8X6+8tprrxV58MHC3xEmVfyyqKCm93m5hPYqfiVNzvk721Phg3EzLjWOa8UV07frdC/xK+mZUidXc3M0xj+HxwoRWkSW/OADWTIarrQ51QfahedqFpu5l8LcfQG16Gc+DULJJ0yYILf+7neFfKv0MX36RJEd//7Pf+QNva817Dl2SrWOG1ci9Gh1xUmVzD90IYeQ/jXWqLnza8CAAUXx66KLLpL+/fu3n5/WcKFrvvnmk2VwwDq1gXB+HNpOj6bniV8Jgw0Ssl+nFYJ08JnH+TVxYon49fXXXycKYLkdP6za5kjAO6Bvk9y096rRP75PJBhEp8Ws5xK/TIhjkvgVbSdHNcfczi+2g9MsLH2+JN1yx7jlllsy9zO6VkkJ7wmZoSpMhVx77bVRtRiYgcFkeC6z2HbbggCWBvea3rfVML3k79hvv0IYSFdSj4p1Tu8AMYOJteGMM86Q+0lk3QFuu+026dOnj0ytNFm1Tny++iqzr6EdTXM750InFLSrhFXRR1nxK88kPg9PPlnIJ8bqvz6LYT/NZ9Hn1LNqM5+J4MA/ri1izAcfFP72yCOF8NTwfNprpsJP2j7mEb/o30jurI4nFVD4HOvw4h5QJxN5M3FN6X3BezR9hC4m6n4SInfyyQXRZNFF20IB7XHpdQ/vx6R7SUMGdd/0urF9vk/qyzXsMezf9LzpWIjjsa6W8HwxFrPOLxYBSQxPH27fp+M7RILllqtM/EoSYdl3fo9Qytew6IB1SiYJHmHYcBIcTxhyGf6d8YoVB/UYbfEjp3ui9wKuX/L6wU03yeXHHCN7IQRDc7O0NDfLIYzfL788+tWRTz0lD8SJ8NuJXyz+JuWxs/kAk3jgAZGRI6O24rLLLpOTaR+qmdNkgEg1zzzzyAN8Vsxpp50mN9lCFX37yv/iPuDdWMgfp88u7kYRefDGG2VuRP3INPaZ/JYQ5ATn1+effx7Nnf4evy/YmcKzifvyV7+qufg1wwwzRPtD/6thqxPLfAbnfJ999pHf/e53ZedpSYXA+Mc5VjHQ6QDdLQLIqYoedxWnpTz4xdj3SsSvyZOLOb9g++23jxLcp4lfNKZ/YQU6DTqcWiUqDPafSVCl4lfxmMM8aTSAwfYbM8Qt3U5u8YtVIpKwqlCk+6FhC6UHkGwrjV9rj48GfOutt86supgZ9tjBQd/uxx1XWBEPuflmkR12KP2dHnPWAJVJyc55PHcpdLcwqHpx6aWFgUgWTDAIJ6kVhIbYXBndLd+S032gT2CQbAbYRx99tPyBleMOwGIMVCx+hWFuKfztb3+LBuLlBt6phKvpofOrVuKXOpb0PCBMhMeG0ECfg1CmfUatn1mOi/acfyokqSiuA+JQJLfHrvuf5kJgwov4lVQpMJ7QRcf2wgttaQy0T0O0UUfZyy8Xwuw0l5Xuh4qHbFevjY4NGLfgciBFAi4+nTDjhFt99WTxK7yuLOSQg83C+8hLqa4mvTdUfOJnXBunntq2vaSwR4v2qUnOL73mHAvVKq34pX+jXbfOr6WWavse8Y88XGlhj3oN9XisCKvfq/OLc8i5Dgvl8DrN+QXs53rrlXd+cbzc3/q3LCGDz7DOr3Bfne6Nti9nnVX4B9tuK7+68EL5Th1SU6dK/7iN+MqMc+eIxS8VfHAaRZRZaG054IDkP+h9OXas7LvvvnL88ccnvw53kS4GVBkW+JhpP3744QcJpNtiovjJ8X39vT7Tscg+Ow7LGHI4a8EszgXnhLDQYm7geM7XDvts8uyHrn/aQ8b8HRC/Pvzww2iuorm/cLkp7OfYICcY55y55wUXXFCZi81ABItGsXQ5CLpU2O2JzDVXV++BMz2KXyj2mSF54deYJOGm7zXXiJpBVWJ5M6GM+QhcQy+/LIcffnikvmdxc60m4MH+polfITTqZXN0sZoSCFF5xK/cYY/a0OvAvNJJCAJT7BKzomWW+KZ/Kwl7LPyh7ftarHgmOb+uuqotuXB4DtJynUFHQyJ9FacNcprEq3xVQeJu++wSGoLDQsm6hxm4TC9CpNOeFBdI1TkSY5ri9orV/cI3Oe8x3Y8y4hfVwaBq8St8H30U+6yicS3EL5wPJ5zQPtl42kTeTgwITyhXIMc+2/TzWQsW1vml2w1zjGY5v3SfOS9MbuLQ1JK2BeEF8co6uUBFDBX2bP4uQNjSsQtCFsKpvT64nrQwANvVv+m1QlThn/Zvut8IV3vvXZqnLEn8Iq0A156QPnVPqTBFSCiCnX0P+bD0mnIOWFjScKU08UuPXSemHEPo/NLzohN5K37pZ1vxC0dxOGbT8MCsnF8qJNhnTF0rvN6KX5wT8sTpJJ1tkMJCr92qqxbOmTpv0pxf559fEPX0WLLELypIgj0/OKidngHtXgKzTJwoxbtx6lSZIb5X7jCOKXjuuedkVHwPMHd4g/F+mf6jSUVZA4nz/6lj26z+hLy+FMJQgb1CdG5hnUmIdgU/W4FvP/tM7osja76M+8Yfg8XzZRCSY2y/xryRAmDLLrtsNKcoCQUNsSHJPJu0i3ruKNDFZ7BIkGMexvGwH2HYox6HzmfVgY0odu655xYXvh588MF27rSK8peZscjzzz8f/VPIIX3sscdKl4Cge8QR0iPJanerhTGA52LsVHqc+JX24BeFmRTnV9pEZPHgRCSFOO5+8cVRSWoapnL8mGOwPWFKsyx/8v3RP77viPgVOr9eM2XMi8ccHtMllxQSZtrtZJwj/X3uyVw42UkSDrLyAqRMxrRjTLpGJX9LyvkF9bL7zz+/7kTb73SyYBPahnQ0b01XCi4MwispzZ4Fq3lU79KJF7laap2fqBy4dHbbrfR3eVcxmdCQm8KZPklJ7F6rAhntFnbKYULMsvoa7TuqDoUIV6ARJWx4fkfFL1bcmWyoqGMdZWltpx0fILikLJa1e35xM2iFPnVZWWiT1PnF4Dd0fum5yHJ+6T7zWg03RPDR68r1QHTn77ibs8Qv/Zu9x/RY2TZiFOMWRX+Hg9Y6v7TNJQ8WELoZHsewYYVzw4ScxT8NybL9tAo9nBcVejQZNRx2WGk/jLil2widgmG1x3D8oPfYAguUVmjk9TrJ1JwsXC8Vv3T7hOjq+WRfNW+Q3b4Vv6yDLizmYO9DrajIZ6r4xfVF/GNfVRgj9JLzZBdXSJHANaC66P77Jz83ek1UpAgnYbbPxLEH1hmXNRZxuoybb75ZRnFPAON3ri3P67zzFl9zHOIwj0JDgxQz1zY3y4D4WQxnB19++qnMPf/8wpPz8ssvy5I25Yi5Z1vjMc5rCX9jvL/tttvKXXE+sax2fOy778vyB94gyz3XmD6nyUD7IJsYXucbBa+WyAtPPFFM5P9WPJa/G+FciXMbrx6/14pfRO2owITbys4j2/V/VvyiyNq4cfKFho2rKMmzxv7xNaEiveZce+aZZ2TQoEEl4Zzk+PoiFibVgXbmmWdGrrrf/OY3UYijPsn8Xbd1PuJ3pfnLgnM5h2kvySFNWpdOxS42BDnepuuwRyLX6Pu1D3F6pviF1XS99daTWWedNVK5R44cKdttt127hIbVUDIlJkQxHmCVE7/S4qS1CWzKEUb4la4MB9gwvIwgtxLGjJ8S/Usl2N8S8QvRgSSQCftrS+gWjzmHkMCNQOdgq8TYhnNfERlOWEketDPRa1Gj3FTaMZILIO1vYc6v8TpQr6f4lXTPqQMgJVdbTcIQqhG/qF529dUd+1wmgqyGhW63akF0onqXCrJJq4c5nY91P5+EVyY9T889V5ddml5hRfS8886T9ddfP8oF0q9fPxk+fLhsueWW8mzc9oW8++67suuuu8pCCy0UrezOOeecUT90Z61C0fOEGZL0/KijSpxb1VJcdOig86tcXxNWoupQ2KMNI9HJh4otaVUO0wgrKsXt5cRvv5VnVKgCQsZYmCIchUmNfT7zuNp4DXkdkwQlGw5nnV8qfp1zTkEkTxO/9Jqxeq+5cgjFYVIF7K++hvOHSEKuLkIBWRBQ1Kmk+5YkuOr5Ypyy556F6oKKCkr0R1b8Aj4vTMJv/77++iRWLYSfE+J7772F39sKYgg9mmgfsYgxkTr2EHzMolx0/rRfRJDT8Bc+k3ue0CcVv5gMqIuJCSiTSH0vglpY4VDPy/DhbcfNeb3sMpE//7nttdwrui/h9ea55X0qLnFNmFhzDrTP47MQBbl+PPPsl06o2W/2g3OCiw/WXrvtXCA48pnqkLMLaHYyGk7KdT/5nHLOL561rbcudTFmjUWcEv70pz9FY2v+IWBY9PdZ/yqZ62yzzTayM6FUd91VCB38/e+lNbj2txAWHItfxUv83XeyQCyazTt8uMxjXj+n3d/4q84oZurXT9Zdd93o+8/jMdc28d9aTJt+/fXXywsvvNA2p8kQv95/4w0ZM2hG+a6lUWSnnXNFNdC/qQik8zfbF/E9aew1Ec0sxq31zrRpQiKMIy+5JNrOTjvtJG/17y/j+vcXWkqcVlYkQoBS8YvtWvGrnaHCil+DBgkt+q6kNXjrrdLXqRlCFw5KNlE4V/fGbaW6rIE5MUXabLqeSy65JMqnFkbXEPrJPG7jjTeWAw88MLq3qnF+6VwQ4Q1XmZ7noWkVd+sFiy+a6qWjC9yc/7/+VTqdeizM61wwIfLM6QHiFw/Y3nvvLVtssUXkkmLV4OCDD5Y111xTnnrqKfmYSXMtQaiJY7hrJX7Z1frwPUlhf9iCl1hiiWLMdt+OTCbyOr/WWqtQ/jcBGsu2TUyrSPxCrOSapYlfAzV0oRzhZK3K3Cu3isivKKte3GxzsVPOFL/iz50wfryMstVB6yV+2SpbofiVJfxVc5/gUNCBld123nPMyrJdhQ9hIpe0z/FzFk1qtLpkrXLq6LlSoVLvdbv9zhi453GoaM6VMA+E3uuErnhZ6Q5z4YUXyiGHHCIffPBBJIAddthhssYaa8gdd9wR5a0IRXoEMSoa0TYsvfTSUWLYX/7yl5HNf7PNNotCHuqGFSL++19pjcXljlYJ1v6maudXmfZF+7eaiV88o3aybZ1fCDGEuqUIl4nwPnURmQHiK088ISfFTogIBBnaJMSAcGKQN6TT5sEM23PED441yfnF5OaCC5LFLyam2qYddFDbe6xbgWOy4peeR8JibKL00PmFuMFkEOGI8YB1WfE5CDUWFYHYNsdl95NjYjKmAowukih8Jsnvb6VHNtj8Mer8wvmO22ixxdoEO94Lun32xT4bmoKBa0XfxlecxZwXRMINNmgT9RA62X8cGPvu2zZh4PcqOlm3lk5kw3uc/dNjt8dp36viEucMUYLwTxXiNKE9bjvccoixGq6pYYmcE0RMHF56LlT84md7DviZ8UlSgYRw/KLil933MIyLcxomt3fxKxevv/66/PGPf5TBWqwhgL8l/dPk6osvvngx6Xo5cCetKiL3cK032ST63Vf33ScNLS0yNRakuQs2CQQs+Pyjj2TlQYOE0Vqf1lY51/ztQx2vmQX5J2OnPkf10EMPRd+Pje+biUZQU1Rk6ZdwPy6//PKy4IILti3QTDDt7G23tnNDvfPOO1F/aOdU//jHP6IFqjTnFwIWXkW2PHHoUHlE2xHmOePGCSWQeNdLL70U5a8kx+boAQOiuRyLX+PMYgt5tvRntsuxUQUREMlKolqCYhRchVNplwiBVHh2VbQPxsFsT8Uu/fq2yW+FADXG5pM1aF/favIcs7+8h/PHVyt+3XXXXSWusnLoIiIuM5jRhkV3FtqvdlREInRy1107Px+vagS1/FwVv6oxRNSr8nUvp6biF8n4Lr/8ctlvv/2ih/3iiy+Oql5RiRHha5UUwaYSpkyeHDUIYYdftK5a8StW1wu/ThYKUsWvhgaZFlhCkwQ0Xd1X2zJNZrTiQLhGEFqo27jrriABag5U/MLJYAknWLbBr0T8ynpFxblrQiEyXMEv+eDCJ9OB3RA4ichQsohZMc6apDXHfyvJ+dXSUnqD9+kTXRt7jqqBDqf0wxOcGfoZWRPWaho63AOsYofbrmQ1KOt+YKIXVw4qwvPG5IqVFuukq3W1SX2+dOBhr3dnOL8qgVAZm8hYzwVu1HLJ+RWEahJTO+1YeeWV5ZFHHolWRq+88ko5/fTTo0qvDz/8cNTmMnizg0DELSYSvObWW2+N+p2rr746SnA7ZMiQaCW/mhXTXOhzHLRPlYQ9MnjfE7dOOecXYv466ySGWlSa88tOOPisf//735Xl/zL5Q4rPqHWjWPFLV75T3NMpO1jYJu3OPPMU27gl7rsvWmQqoiIAn42L1OazzBsiouKXhqzZ9zJB4Psk55fmfNSfbc4vQkzCiscQh7okOr9UpLB9FC4lFY5s280+8bnkTjnzzNLjIVeXhWuhBQlC55deF5xMgGNrp53a5+HMau+1siFOOBUN9LosvXQhDJF+5ZBD2pxjit7L7BP3CfuB6KXn5fXXS1/PObNiD5PiBRcsFb84h6R3QMRL6jtUCNL7lf1CoAQdt2mYoL6WsBRd2OAe4ZjV/cHnsl+aq0z/zrgQYUvPBQIwokbouOC6si/WMZS2GKPilz2upNey/y5+VQRt4c477xzlhtp8880TX3PCCSck/ps5Dp/dfffdc3/ep++8I21ZqgpMjNuSafEzylLKUhomrAsWSy4pk8aNkxn79pWJPAtTpsimZhsNP/4orfE9xh2OD3KN+G8mg518Gwu9OKzgNZN3SPufJOcXoZQs/GvY3rTQ8Tp1auR+o08BFq0Kv57arn9EILLOL+ZI99xzT7TwNUNTk6y0xhrytz//WR4bNkxOOeWUaA5kx/CaE4u+/9vvvy+GgGqVdkDI6NR7VwABAABJREFU1PBBFb/U9cT3iEKMIZg/vE3/YZ4tHHUrJgkdKoQH43iinDbaaKPoe1t1s5z4RZDrTPE8Ult55iu6f/peO47ZZJNNIrOJ5b8swKUIM33jtuxRQrFjs0SUD64r6Kj4pe7p0LVcb0L3dRK04+r6raf4ReGbrKJqTv3FLwbNNB7zzz9/FJucFPKRN2l7Ob5kNQ3MAKgo0OhXJpasfsZ5MEoaA/N9Q0bOr1Z1eWRVjIx/pwkK+6r4xcqk5l0wvPjii7LNNjnDBxMarVDlz3IXpOb8SsC+wiZnBDom/ZSwoU1EGwU6NDrtM85o+xshbQnnEev3DmHFxHabTW9shvzqV/JC4PzCOl4ySWpqijrO2bUEfJXQ4ZQVv3RykSV+VavY67NlB7yV5AEo1+lYt5zdT+4L+96kDpbBTpx7ocPilxUrupv4BdaZYa9zOYch9nlcFLQvnZ1zoYdAO7O2hgoZcBGvs8460aBSy54DA2Xawg0JQTLMO++8stRSS0X9U0dF71SC3FatcbtbifhFzg9EvkTxy7anrOjjHAoFhJScX3mTDDOR2XTTTSPBMTdmclF8RhMGYuPGjpUp9Mecj3CSpDz/vLwy//xyiK04xv6xTVbocRPRHsw1lwwdPVpmte9VASMpDCxNzHv8cfn2gAPa+k/OMZ/HNpqbo4nUXep0QvzCMcvxqvPLtn3cVyoEpoXY2nbT3oeIRdqnW/FLRTSEJFxFCFzsg/3cxRdve70mkE+qYKj9g+Zk41h1+wstVBBoYOON27YXEuZDVNRRqWGPoP24bgcxC+cDoVYcr4ZjkvsFB5amjeBaMZFh3KYuqKS+mvsgvNa8XsMeuc/4h7sB4S2p79Df6f3KfqnDTM+lfoa+lnPFhAYhFmcex6wTL+5v9kvDNdkPBDUVofRzrPMrhBBQu7gUjg9sPxyKX7b/UaE0zPHlzq+ynHrqqZEYwMJJJWHrjPlZvEWk2HHHHXO/7wcjNqls3hBf5+2nTZPrZplFlvvFL2SnOFfToPgZa5l5Zpk8bpwMbWyUyYMGyYApU0rzfv3wgzTEzw538crmT8bfKS2TJwt1C7Wn2P43vykIWl9/Ld+NGSOrrrqqDDCT/fCckLj9rbfektbJwfizuTnqp+lTQA0LdnGFUERNcaALMcztOI+IR2y7b0uLtPbvXwxjHDFiRBQ2yPZwc4FdNGcreh5ow+1nqeCk4hfuMOakbJe+EMENHr7//uhZwcmHcQOHWTswR8SL0B8Fi/u43JQkkQsBi/Q0e+yxR/QzETfRdhClgsUhTZbPe4BjD3N+LbzwwpHDnb6M/psxUFrYrY5JVLQkZQ9O+R4pfum92NnOJ30essZXpAhafvl826Mv0TlXpeKXiYyKYHwQzgvp10nb4NRH/KKhYkLy61//OmpIbrvttmj1nThmjWuuBTwuxYffdO7twh6DpKwlwpVZwdSGUpt0VcSj9wSDh9ABhXWYkvah+JW1eh4KS3lJs2CH4pc9znY5v3hoUx5IeyOEk0SOu8HkcyvrBNPGiNeF54KGNjgHW221Va57JEv86v/ss7JC2w4XvkydKvF6WYGmpmg1qNpSwRWFPSb9LkSPx96b5HYIK4aF6KA3SWyrR6djRdQk8QuxS1fnGezoJKKj4pe9T/KIX7WqwpKUcyzJwWHJI349+GAh38E223DTu125SnQhwC6mkNBXV4wtn3zySSSSERKpg8yaY3NbmXukEvHLljpXtJ1tteIXlePCsLQqwx6t80v7pYpCIJnQE4atk22uS8Iz+I8bbpAfv/5aWnEZcK6SQj6eeUaW/fBDuckmabcTfL6yj0svLVP795fTw/1Ie/7T2vozz5RZ7WcRjonAE4tfW2+9tTyorkzEL10d5+/aFyPikL8LZxbh4uxHuIquIeIW2kdNQG0nKaH4hdtKV4/ZB8Ib9Xh4Le5yPf5Q/ApR5xfb5jwyaGZRirZOr7kmZU9aSf7JT9q+t44YFbrIscV2aPt0UVLFlrRE6zisSICsICSxaMh9wna4/5Pa2yTxi2NT0SkUeZL6jpEjC2GMNlxUSRO/uB4IhTh8ELvUjaPjTXV+ab+lIbtcSyt+8azb9yqaCwfxBFdDUiJu4L7lNfa47JhM2znOu/29OwQyIfoA8YsQRkIXK4H5DvMfxJ5KFld/NC5QHQE3xPfP/SKyz8SJMmjeeaXhww/lNTP2ap5hBpkyfrwMIQfUoEEyWzivQMyNnUncxTqiJNhxHfOyaZMnF4UvWgHu0lsRjYYPl8Z//SsSm/rE99AVl17azsCAA3uxxRaTVhv2GO1gYUFFUecScyN1aGtfgxClfdF//vOfonhYfMIHDoxey7gd8QfRCvGIdAg699IQRrbSlDJ/0jxbKn4hKLE9TRXzY/x3HHU8WzfeeGOUxqfo4+e5j3OlMQ5ujIXLSSbPMthxhopf9CeKOs4wijBmwZWuhLPDiRMmpDq/NIcZ2yPfKWgVybQiNury4u+IZrWoSt1l4leeOVZILUIV84hfttBICO+j8q6OhX75y0IKp3LbTCIcr+Gutv0fzyARKpWkm5hOqJn4haMJWBlASSYxMcIQjeMiiywiv88arFdAg7WSxgOI4fZh10moTiaSVrvMw65/tQ2mCln3BtXsQufXEUccUcw9o4JX0fmVQkUNzW23Fb8tl5iQnGokgrd5yULn16esBqeICPZG0NwFdju2mSpbHSx+gCenrfKzwmkgTCkLXTXKMzEbxLUzzq+SIWafPu3EwtGjR0eOC8Jy+VtaUYNM7ORUyZOkWhs6e0+Qy4YcIhyHimB0ynZ1SSePdtu1FPTo/PWz6UzVyaUr6oruN4l7rdMgzz1OEtnwdepA0GfWdgSsltvnjzYgTEBaq8G9XQkjpwC57vSz06qH5qkqevrpItdd15b8udoqeNMxiFm4XxmU4+hSCIcglwVCuvY9hJ8gei2wwAJRRa26oe4PvX+bm2VBCogy0AxdlNDSIpPGjy8R/HUgO3b0aPk8njQkOr8Qx3GgZInB+nqO+VlTiCFwZFrxS7+3bTthIlTJyvwcwvA1kXuK8wuHQiSHIGowCGNyYBOgRy8qDOhNXb324lecc+uBnXeWOfI+92ZRgImIhr7oOWr3pMbiF3LNMSS+HjhQWm2IHZ+F24kKaOSe/PWvC5VigXyZiFVWtNFKaQrFEBBocfCF4VFNTfLmm2/K2x9+KJNp3wjl41qbvxePh3tNc9DQXsYuiJJKh2lhjyqgHnxwqYik5zFpzIS4hQDGmMSMSyLhk+u08sptIZz6fv2adX00dAUQHwnfpMqdOriTJgOMK+zx6rmhjyQqIE38wj2nIGDi3LA55dLEL7s9hA1d3FEBCyc4fRHuNrarfbG+n+thxS8gdDlE7zPynXGuw/5Bn2t1uuhxqbjI5553XrHgRrQ9O0Zw51cqCAokTSfckXF9pVxF6LNI0c2Th6+ef15m1bYTB1T8tUnz1/brF80rBpAMn7SrcZtCPEpLY6M8+uCD0o+Fi0GDZIn4PSzdR1IMbtKJE2Vanz6RiMSdRevPFJg7EPn+b3vuKa2TJ0eiF/CVO310nC/speeflw022KAY9nj7LbcU3VrtCJ1fwVhdx90cz9133x2JQbi1Ncfa8SyiGGabbbZCn8E4vn9/uf/++6PUMohV5FhmjjVs2LAoNyhQVA242/ukiF+h80vFL7aLx/yN996TIUG/UzKXo2BG/PtRporw5Hh+goiG4KfhrzAmds8x/tA5HAV8dJ+AcYrOLUNv+pTA+WXFL52ncgw6ltCCZ/oaa8TQUEyFHKorrbRSUQSrGHJt5sk3xhhCz6NtbzsqfoVFXxg3lROP6Fe0v66n+KVVNRGeQmMCzkKKx+AQVKOJfn3qqUJBu7zYOREajIpc2u6r+5E5Jftba+NHD6Zm4pfmvDrnnHOiJHrPPfdcJFo89thj0cN19tlny6Vc8BrwM81nEQ8WvkxyfmUlHM9wftmwladM0sjo93qj8bA1NMjMkyeLpgucFn9+mvjFuUCdj7bR2iqLDx8sS881ozRmNQBmRUCV/xDtVA499FA59thjk8Wv+DWvcTwpn9cQxIxniV9Jif8trfHxn2hXdS0JcfBZ0Gk88cQT7UQ3wmx/rqvfMXPz8Mf7R66ckrPW1NTOjUFFOXLt6MpR5mQvjSShK4/4ZR1yoJNhfmaygfAChHLZDoqSx0wS7HWqpfWXRJIqLLAqoXnm0pxfIeEzh5hqQ6R4HxM3XBMWXBA27CPsXGyuNRwHmrS4liWITRhCBNVkbLuVJnLZ65y2H5ojIuk9TlkQaVgVZmDHaqkNwVh00UWjqlzLLbdc0XWsoStUgEQA6zBUoVPhQKGfUbcwzhwu/w8/CFL1OvSJGkbIc6O5+lZeWb5YeumoKqX2Kbr6/MoSS8ggRA+b/FafA3W27L9/9r2jbc/bb0vjPntH/czSzd9JIw4lM1i14pcuLNi2neInmYmb1WWjfZPJ+TXRJAfu19AQLUK0sBqqiwvBarkuVkX17zQU2IpfXGsG9E1N8v5SSwlP5A+s/HNOdfKfNBg1A0/cHITNFvcdsS1wTI3j983Ncmw8SfzzxInSEu/DhIYGaWbiQhjfZpu1DXBpH5mEscDHcRx5ZJtjSxetwn6XNiJwRE1uaYly2v04aZJMRaQL+3ytQhid1H5tq8vW+XXMMW3FSdLCHhFpECBD95T+nDTW4Bww4UvKg8R+sV0916HolRU+lrRCjqCoYY9J/RoT3fC+ZP8IQ0eYShO/6MsQjsJ+JyR00YVCsx6XJsbHPca4g2cLcUDD9Xkfkxpyj4XiV5I7WoUFrgPvZT/NJLt4LlRs1/7XirOEDduwR9tfufiVCuIL4/Nrrrmm4iq9FPfiuUXUCHPyZvHd7beLLrO9e/jhxYXaprgN7heLI4NisWSBlVaK8nptHotfx44bJ4t+/71MMfcrlRGLd/8hh0hrv36R+PX7/feXKY2NkbjCHYindccrr5Qpn3wSiV70lyp+6T3HWSD1gNoWSChw548/Rvm+FIwHtGwNkybJAl++I0t/+Y40hqFXpq+huqNWzyTkTuLPDvP9EjJZbB0HDowc3YQTIvTQx6sDfJ999pGLLrpI5ooFwjTnF6KduptXXHHFSKRESOIfc1dtTfB1rRfk/IIZuBYsVmiesli44wg+ff/9yARx1FFHRUUA7FyNRXX9Wc8BqRiic6cVaQ0D4s/V3gIDQcvEiTJL/OzbsEfm2Cpw4Va04wiELkI2rViJAKfnSffj5JNPrsihXsI++xT6PsLx02C/aasR5cGOW/K4sMLCUhbt7zmvGAQYN8W55TIJqrdWjPblWeKXHhshhzY3MGhROuZZ2lfoeIjF8XgcWfE+kZPymmvahEDcZVpxmXQM9KsdTPnTm6iZ+FVMjtivn9x+++2RokxMNoPNf/7zn9EDhgBWC4brjWc6/XbilyqpSe6K+DVIMNrEkdGiEMAo0hoP4kLfUlFMire55LhxMjbuTDQpcZr4dfjhh0ci4Pbbby+tzVPknkPWkTsPWEMG9A2aah1Qg2lE+0ycKG1rRO3FL23ArLOsKNbF5yZ6RYr4xd9+JxIN+kOynF9MjmzCREImt2JiQB+ap9xzTvUfx0fo/EJMZdBRchyce500JlRLChv69d94Q6zPLY+7rF0Iqm2EO+L80lV+fQ/JdDk/6vqyA1kmWBZbiaYW51wT+YYkOb9Cwk6N3C5URFO0EIWKoPb1nDfNmRAmKLfPVVLoVC1KENOBhKSJXJU4vzjGsIwxeQH0b04mtEG77LJLtJiCWB3mVWEgyAorq664kHFSsQrLaj6VH0lCWzHcY0xsNaSXHGQHHljyknPKFTdAjNDrq9VyX3pJ5o8HzwzIWfnWFdqFR4+WmcOwR21LaOt4JhBfeBbS7hvThg349GO582czyZ1jHpIBzVNKBGSb8yvJ+VU2FF3FL+v0iQWUKSoMMHfRZMYIHTrwC9vZeLHqfP4j3DAWodqFPTY1Rfu9H3lLWIkndE1JGowawZmVcs51fKDRl7mCweD3nNfm5mgS9BeaKnY1Ps8LtrbKI5980t69TZuI6MCCAWExDGpXiIPwQ8e2Pe5AfPruhx8ihzxH0WBD5ZLaFf5GBUL6WsQgFVU4T0lhhrbaIyTleclyfpWDbavTO9xO1uQqqdqYJmpX51dYydBWpQzPDc9ReB/oPcT53n77wiQgC90nrZgZtud63ViUooI5kwzNlxaKX4wVeH8ofiU5zvQ4VfzCNXjKKYV8LTiKwsVjPU693ogCfJZ+Br9351dZSIVx1llnyXHHHReFz1cKiyyMtVlkqURIeHLkSLlw7rmlddddZb6FF5Zl4gWaPlrlN35d//heGfKTnwhZRikdMsW0/YRAwkVxAa+i3PHHP0pr376R+DWgoUF+Mv/80jhkSDRfiQNsZcAPP8hSyy8vRx55ZFH8mhyPz5CY5p1nnqIIhfi1RnOzDDHhjBgPqLs74zdfyzHXHSp3XndooZ8J2nfta3Abca5BXbgUpFEQbO68886oaBqfO62xUZpMO4n4o+NvQjD5t//++0e/j85F4PxSt5WGSFrU+UXOsbni64YnaAnco4H4VYwYib/SQnCEU/r3l79ddVW0UDRTLORbtxX3hYpfmtoANzqw+BUyqF+/aA6mf3n5hRdk5fvukxNxWUUZOf5XnEcT4sicsuhmNuIXOb0o3GAjXDhvVtjFOce+RXMeFv0rSZ1iYdFHFwXJRWrbX13M5qv26UrS3JzX6L1N342LLi2HsJ13qes+TSzjNTqnMWOTqtA2NY/4BaQ4YQ6kTiz6IMA5rn1FlshXDeQJDfsL+pF65b0N52c8d5rLs7eLX1oyFVX9JzY/RJyPhfhmJiP2Qa0GTPJRunuSiZoGqiLxSwf9QUMZ35LSEL83Tfz6Ll55mzlu4Pua1Xm+J/wwRBvAss4ifYgLbyp+u9I330SdTDnxK9H5FZ+DcuIX2vwpCSsSWc4vjscmSSauXvc6WgGqEVSNWc2WVk8poNDIdQhz5bS9ITpfUTaH+G9r3X67XG9eEiadTgJnSRHyb4RWUyapWfefon/D8m2vu25HB+H6zGQ1timlkxNJE4mShLowr0gYephUaSVJFLNClj4DWgHOQgisVhoLjzec/MGvftWWZ0ePiwFAubxplZCWW8UOdMvl/MoaFHdVzoUeAu3PbrvtFuXgoCgGeSQtDN4YfNIGkpOQMuyseNLn4EQmDyULME8GBUzKgoOGfzbkOLhnzwur7IWMGSNfxff7R++8I3/FSWhgoMzigTqsJmfl/GKSrZXi+FvYtnDP0+7Y3zPoRJRhYEt7Yp7XpLBH27aTW6UE9kND+/T55Dm0zq/4+8km9KN//OxPZZKjg+GwbY4nBsVhKfubIX7Z/c+EAWZAFGYfv3duFThiJtOGNDdHITfqkWuOB3XsOc4OxNRUQrFLhQjrGlcCkWla3G5wZho5H6H4ZdshvmdSjEDCMfBaqp5RbdZCX8WKuIpfug11FVuSwvzywnvCVBOcCyZgmuA+63xxTjVkjPuOc6FFCMLFpiRnmravuIxxaFrC8MBysH2ORc9l2F/q5/MVVw5pHDSUBvHL5mVT9BgQ3piUJDlR1aXBdrXvwymJkBqH1ZWgr9HnVD9PP0vzoCnu/GoHbQgiAalacO5UCm00bTp9D31UJWAQWOCyy6Th6qul7+DBMnN8X5FjizZgWtxm9InThDSYtuV/8UIaFR1/jN08U1ddtS1nFM/yjDNGIYNsdcC0aTLXggvKLzbfXNjKSmZRvSH+XIQmntwp8aIkjq/+LN7oa+OvC2y1lXxzzz3RwhIQwLvYgw9GCwZFUpxfFp0LWncSi1q/+tWvZJZZZhGekElDhpT0SYz59fWa+7Nk/hPM6fT3ayW4aZgLUFWa675m3P9qTIq6quxr4w1GX+jd8OpM69u3ON/R12huMRXkdD/5mRRAzJFZyCNXWjuam6M5mPLpxx/Lm7oYHItTLPhz3+GgW3311eUVIw5p2GOePKmEljIvnYO2juNnfFEthOpxPXG0PkRmuRjtExB9uM/sfCGp+javIT0I6EJZUFCgXfvHZ2ul3rTKj//5T9uiiRmbVEVSQSEW0Q4/PP09Gspoxw7cS7qNUBfh2WdxzxRtqAjr/sZ5htO7VvPxzz5ruzb28+iH9JoyzsvjwusN4hcPNaj6HZKkineIYFWaJJE0Pp+pAq3iQ9KEPp5UFG2+MTocnxa/N/QAqZPq0PhB6xdvG6V+JlYA4+09by96PBBTq2vpbpSZ9CIqxYOqlpSBvja4+jVL/GLfPrM2ersds9IUhjWG4tcxpkMMw2ZofPvbmytLua+AfwSVM1kdsp1fifgV739DKK7E4lcklZx7buoqXjlK8h6w4q8Nl14jQjF1+1nOL22MmEDbe0YbkHDQn9RZ5MXea+FgnjAqXClJ27dORLZhj4cOJclGW078UudX0irEnnu2fR+KX1ZA0oka+6BFHPS4mBSSg6ZWpDm8+LxVVkkOe2SlMe8+uPiVcWqmRSvq1157beTe0omGhWpThJ789Kc/TcxJQggF2HCNXGhbYIWaoB1m4Jv2VE7k/mhtlS1jJ+xzjz8eHUvJayZOjEImtOKSXdHX9puKXCWoKB7+HvfnssvKieQNDPjs/fdlGs9FGfHLTlJ08F50EDMpIsel5rHKCHskxIarxBRi7rhvJDGzCmffavgjx0ifNH68XD7bbNGEpzhobm6WcZMnFwRDzfnV2Fjsn7TfOemkkwoVoFlEsBVC2X/aUPJoHHRQtHAG5IVrjbcxZzAQ/nbcuMhphxdBA7BbYjFDF8NeTQorVGIXQ3GUY/MXMkayDsRgMDo+rj4WiV+Mk7KcX0kLGAiToaOIMEVySNmE94B7MMSKOrUQv9hfrl1SUnmF1xDmyqRARRwVv1RECvN7JRU20MUOQgzDoj563iopiMI+aP8bnqskh5yKqDbnl/07bRAr7/QJhAslLYZY55ceT9ailrZLYYEBnA0sYHK/WTHWE963g0gFwh0REBACGB/qP/ocwFHMz0S0hJAihAVgRHHN5ZQXHEDFPExcu3g81K+1NVqY13a3byzMDDbOirdi91XD66/L5FgcW3vjjdv6Iu0bCO0jUpjXkL9whhlE72ZGV/1M8YhZhg+XheadV5rtRNyMk62lYbbf/Eb+ErtZtLU41R5civPLormbNadvOF9kqfvLJZYoKQZDMnnt462Qo+eK80b2L8b4q8w9d3GsELqscLoxj8E5RUu6Wvyc6RZ15E1/TV4x9jHqj+Pt8XfeMcNss8mwfv2iCpo4yDS0MzovwfPGfUJVRuYthNdq/1pCML5gf4o99tix0SIeo4n7//nPKGcaQqFCvjqcX4wOtOVRJ6PuS5L4dYS2MR0pTEdaEy0UxbUm/I5j0WtnKmAWCccv2uaFi/1pear077T5ms6BuSkCICHwuMK1erQVazq6CBCKXwhbjKtsOGUoNOlcVI+ZPomiGvqzbee5x3Dok3tQCyVw/jjOkDRBy8596R/oD6zBoiPQHmkxIEVz29q0MfG4r9eLXzrBIGFrCANUQiiwXVZSCSUTEnGbnEcLxHG1L8QlxyfEF3qHbbctJv9T/hknPw6dX9pct2jCyeAjtYH9Nt52/3hychgdWSxe8FjFvpUCrCa9844sp6XQ6bD69Jc597lK1jzzYZk4pa1TeMdWnwK2j+09R56t0PlFU/czKsmYvBnIj5+miF+NdrAffBY/NwRVcXBI6STgkEMOKeY6aOf8ooEoM+hk+lFpc7TZZpsVO01yBihNmnSXNunKK0smpqPGjCmKhFMffljej+3HCrp9nE1Ozj333GJOgpDUpJ98riYwVZE367pZ0SNO2FnSUIeCZ0fELxpb49CLwH5LXhEaVfKIkRMlxA6eQ/ErjbQKXVkrJ0nkcX7ZgZZOCBlE1tJymyZ+8bnq+rOuOF5PUkt95suJWxxLuTw007HwRSjENttsI3/7298S87FoLo9vkpyE5veaNDY3Ktrb+zC4/9li2lM5iTZ5/Hh5I24neZLCp2fijz/KMXfeKYfF987kBPHr0zAEWcWvcFDI4PP99+UDs1I6sU9/WX2fq2SzFfaRr2eapdBvxs+iFbySnF96voph/PrcUimQ/VTxS0UC2kV1EUyZIoOpSMYk5L33olXyCSyAxce0hw6e6LdxLnz0kYxtaJAvBwyIHAjR4O3tt6P+intgmsn5ZZ1flHQn3wk5ISNhQVdfNWci+04feuGFxbbduunmiIUVDRqfQF/X2hr1ldofTorP9wxlis7EJy36UhwCap5E+gMcPz/9aeIEkZClS1dYITomftvEfof3KyIM/URCuEwmTHj4fFuNMyHfTIecXzbssdL34yDhuELxS/tQFgBtzsuk7auYlFT10oY9VgLXm3uOCsYWK/aGRXzIHarX1bZVvJawxKzQfJvzS89l6GIDzXOq7ZIuUOl54f2IwYzJmAxS+c/+3Slp40g4nvRPBRMqOPKz5oXtaKL7RLin4sk/rWkfm0qGe/quu2QUVaJjildy8ODI/QWD5phDij1CPPboO2iQ3HvHHTKUaz9ggDTMMINo1qdvtE+Kn50+AwfKMosvLtOsGGWep5K758cfZUDcH9DP0c9csc9VUV/D97dq9boU5xfiljq/NBG9hdxUnIfRU6YUDRPMv0h2r2GPdvFb52b0DGTMJLrjkSuuKI73eY81GzBnIHcYAhTLlxQOeKmhIUp8T1+lAYP0LVoADJfYg5q6gBS0pClYYgk5u6VF3jcJ6FUE0/5TxycIdzbEM5FgrPiddUNPmiTDW1oECfa/hx8enUPEU42IQchC/OKsxpmfivesniu7cIhYy3uKJb7Siujo2JZryKIVoY0hzF3VXcffcUEyHrFFz5LSxdi5gope+rok8QvBVBfN9e9hX7bvvoU2m8qHOqfuyNwpRO9lXM0IbXrcVvwO50AqPOn4inEH+2+dUgr3bNhPMMfFpJDHvcU4Sw0GgMhq0xzUYrH9x0Cw1rG3dR4uuqhMF+IXCYWJq0bkCkPHaGho6DbffPPEULVasMiECcLw6CsVd+IH5K033ihpXFn93ye2s6eJXzPG+Yk4OfZW08bzzjh8RsUveD5WvWliStY8nn5aJu+zj/zcdAbLNoj0mXEO+XzsJGk1n7CwqtQJlHN+hTm/0IsPZKWRmz5+78zB8TCEmpwgfq1DY2MG5mxzrsCuTN4dQpCUR+Okz5zrovhlQ2OCSiMWrk4lpRCwV59ojv10tcnGzq+94oHIkG++KZaPhssvu0yOiAcYff/7X1kgrjim0z0CmC40BQToaJNInUSzyqJVa7Txyit+WTQXVhgalGJpbgdhPUnhtSQ6thAmg7VWB95MIENsx8OxZB2PrkKVc37liZkP3xNOJuw10A6hFjm/kkjL+RUekz6joUCTRzA04rjTFuqI8EVlqOuvvz41ETGrm+T2IKxRS30riCN/+ctforaC5L25O3bupTg/1JuvvVZsa7747LPILZDH+RUN+yi6ET8PsyR0uDNceKGs2NIiy8fO5eITMXVq20JG6BLRAbR5Nu3que3TWhtEPp9xDvmWf0svU3g24xXe0EGV5vwqblv/hhjHvc/PDKoRnThXhFfGwgALSORfi1PXC+b9r+JExVCctui5fPhhmdjaKkOGDpWpbJNKhCecEFU8iz6S/JGx+KV9HPusE4viApeuprMYhagS5/CK/oSxVPu5eDC6dFxcQK/hVBPWomvFb++4Y5QQWVM76ERLRdlnn302Cj+h4rK2RWSke1IXZRjzqFAYg0M6csIR1TFihFwxcKB8MHBgdP4R+iLxK3TqMMklV1zSKnoWfL6GPfIMsCpuq/PmSXif1/nFM1ptAmUVv2zOL3W02VXvoFp0xNFHFxx+SX1ANc4vJelcJDm/uJZceyo/JlVGzoN1fqVVymaso4u+3FNUDtVzkzS2xgWmRR5c/Eo45QOj+UrSPxUVqBzMzzhrwkUV0nGwoI9AVivxK7pUpp2J+r2NNpI+Rnwr3pWDBsno2FAwYvjwqM9ZzOYuHTAgCnmMnv8BA2TiyJFFMYUCHrP06yfzaAhu377St7VVmLJ+zsSVCXTc5rWQyzDgBw2lmzYt6meEOc2Mc0Tf33zjjdECgsYN2EUVFpY33njjovilDjAL85nlF1lERi6xRJTTy5omkhafrfNrcNwG9G9uLhF7wkrvhdMzQMjW9/6ii8rk+LlGDBoRP8d8Fv0YrnNyiT5lckiuz+IKDp342FT80mPVuW7ZPMJcGyoIp1BM9jJpUkHE5FI1NBQT9rPwg+DG95rzaxVTCAh07ETIJaIXbnnSQiCKRQUWtE3VRWNtW1gw570IgOQ45HWENtoxfpi3UV1A9LG2HdP7jJRFFK0jSsu2kUEl5uJX8hvjgsJJRHum+Y7TnGFhSF74mmrD/3A1cQ/pfnG/2KimrP5F+2wrfjFmSRLl7GdoYRedi6pjPimHsMI5suGf9Kd2LtsRIbAl3n/CKJPEPd0217Vcbs3eIn7BJZdcEiXRQxjZZJNNouSt6667blRJhbC/P+tEuw6Qr+tt69qKH4BwOEA+GD3o5mA1QyceQ+OcTuFUqxj+EWPFL3202olfIvJgnJRd5Z9QYsDRQJWQLNKcX2lhj8XjojEz4pdd/eDx0J+oPaQVT26hwTKxxgPHjy+WHbZx5UnJPWl8tQlosu4AW6mv9ACiL4uZ5KPlIDfZ8ebztcGHiWPGyBuxEMk+28xPXM/SgsoFrFQzNcxzk0BxxSkUJJNEHybjaeKHvZ9slSAVa8NOM29JYhIsGjt0u8+zgwDd53BVRjsX23nx2qxVA0IQ9XM4ZvvepNCxPOKXPUdW/EiaWGSJX+xLtdUV+dygeESiMKjHGO5bntxEFVaY6u0QykbYCUVTCE045ZRT5IQTTij5p7kuGPTRt9C2bbjhhpErlLAGcrlQ4Y9JCmJ27pLexkHGFb3R5OkaM2pUFILNtr556qlo5TztLv4hvld0aBj6hpiETPvqq2illoE6x1F8SihTP21aNDhvDJ852igGXjrQ+OMf5Svj2qR1ilrbYIV2PAOWmWeWZ596Kuovbonb+LSwRx0wP/jgg9HvP8dJXNxY3LLSFnK/M7ji+eM9p5wiH6y1VnTtNPyPr7chuph9DJ+ne/r3j1bGpzJpiAW65viZnsCxJuT8UvGr6E4jrweDbPKOMhidNKmYs4t+CfcXXq/GeHFgoTnnlJaGBpkhTsug4pddDPrwyy/ls4RCJ4RBUUGLUHmELxzRutrJmRqtK58qShghhcnfTKeeKm/ecYec/ItfyHezzRYdC8fU2tQkDVzzWoWpcY1U/GIgzMQuqf3EQcS9VWH4VvEzuCc6IrBY55fdP84DoYxUriIXj7qrLdzbaUVfeO4JAQzyu1WNTnKSxCb9XTWr6wiSRAqwiBamD1GHMZMmG0rLRFTbtbRzr/vk4ldNQfzWCsRp1dhzY9vzGB2r69heczCSL6o4ru3fX9b/7W/l21VWkRmp5suCv90I+eJYmGYeMGSINJtqfzjKRgweLHNrLqS33pIlXntNDiUc/K23CpPo2FXWaJ0kMW/tv788vcgiMnf//tFcyrJaY6OMamoSlQZo16jMftddd8nBBx8cHYvOIyhOk8R6q60mw0aOlF/+8pdRRcZQ/LKiEn1N9DkIPyrsjx8f5Q7Lgv6VafyEWWeVBePUNPPNPbcccMABkTOM0EDQnJw2Y+cS8flW3gjSKqwSp8TQPioRjoGFT63Kl0CxBNMTT8jw+F5omjateM9xf2iebXW5a+u5wQYblOQ6JYUA4ZJRmqLWVhkwebLsQZ/PdUbooh9n/kFbimEhjuiKHNqmUnSJwBSeY22rEMGIgIjHBMXoFkLcWXgPUfFL+3I9b4ijaAdaaIHwY9IHqGgamgKS5gFJi++VguNd94sFBZ4bG21gPzcU2DgXXGf9bBYwdUwTwvXgGnB99Vxof4hgSDg2n0/YZB7xi3bDCsaViF/jxpW6vGwuSv5Gu8Bxs/gEFGZg4ZG2q05Gp24pfuH+euGFF6LGGZX8ggsuiOLpUe5JIJhU2rXWtMQXZ1ysYHP6bdjjxmYyEopfU8ucnLARG2AeoskZ4pf+nCT/TLv+epl9p52iYgCZxxXm4TKiF3/TqodqEba33fgffoiErvNNEk3dr1S5QMNXpk0rmfyBrtjYDl8nSsTn628X0oemX7/ovkgkztGmRxcmtU9CI+V3TMgfN+X774uiZejKSJMXbDMVZqHSTm+eJPErq3KGnud//rOQdDiJtAGydiwdUehjV1siSY10UignhRt0FQdYnbIx3WlwXKzuMFnUybT9TOv8omMOKnYW4b1WNOMeY3WfSXjS6k2W+MW+ZCWkzIIJlwoJ9nPDFSdtH0IhCxt2OeLwZkeK1YoAl9Wpp54qJ554Yrt/NtHrXnvtFbm+EL8QIqiIdMcdd0SLHbjGtMJULkxnz7D8OzPA4cqy/Y/efVdmX311IUVy2lM6LZ4ka39TNIGPHx+13+TuaP76ayFIse+4cVE7XrzbZ5xR+o8bJ39paZGfhivj/ftHiYyvufTSQj6Uc8+VhcyiAeurPGFTgvtwMgOoPn3k8zgXgybmTUt4r5MLRB3O4c+tc07bvqRJ37HHyjfDhkUTEn1CpjQ0yHjTfyaJX6OnTSsIZo2N8m1cKVj7KwSqMOdXFCIY72NR/GKAjXDGJA+hB/FrwoToOtJvFCtpDhoU7Vvf5uaomthjtCtG/Ir2J/5KfhYIc7TQ144cObJYACWarB52mDwSTxKK51LbcXOucNPx+c98+210jzNJY3sssGni+5qJX+XEDyZpODuY6HE/ZeXoSoNtcw91ZJ91Pxms21V0zge52f74R7KEty8qUA5CTZnMp6UrqJSksEe7r5CUQqAcHBfOLo6ViZYmSQbdd72GFBHQqmHa76VNNtQ1k+SYc6qmZiGP9rrOPLO0xCJ7mBMYBxIgBhVHZQj3M8wgs9L+zzxzVNxFU5BE4LZlbsH4ZZttojZG3zuVe5W+xbQL66mziTQYEOcQbDCOJ2XlbbaRVY88UkYOGhSFClp+N22a9G1pkeHxfIF5IDk5NcfZUknO0xDaooRnVhch7LyOMQJzTFpcdUfRz2LEyGJoS4vgp2sdOFBmj9v3/k8+GZ1j+j0VHgl/ZJ+p0RzLQQWB2oztTXZceeedd6L8XGXFL0SDhGT8lqJkv9deMiyOchn33XftIlAQuWKPZ3HhhtfYORWGgaKDfuRImSd2uLXirFLI5RaO88MFXJuEPkwgr7meCDlE1KMfPPbY0kUDm0dRx9SaMywUv3RhRq839yI5oGnTQXNwJoQlF7FzKf0ed3mc16/sfUhEmbqu2E8WW8LCWuSIZYxEexCeL55D9lt/r2GPWrUc44D2K7g2L7ywcH/pHFfPCSYSUkaooJkk5CF+2fRG3Nd27FLJvHLNNUlY3v69COoIeJoHkd8z5sKVrPOd6Un8UrGAwSIJaHnoP/nkE7nooosiR1hnoM4vbTDo7psef7wofOBN0XTAvNJenikZJ4dbLMwdpuEsoN+xNtNSwUlu3GefyHUV3iaP2VXmjz6SJWMXjaZytSKWrfChldDstKdp1CjZSkRYW7CSQXPGvp135ZVRp0UYYyjR6ETDNr7qwrLi1yHaOPXrl5o/y+5LXvRTz0pIlNmHyUz8fb/gmqaZUjm+LeLvv5k8Wf6jDiZTJeZj89pi6G5aaEIokqiTK0wAmGa/1ePqSMXCrJVnKxLpMSQ5v8IcYThFrrgi32dr55mUrNKKX8Tlp0FHoR0i0Gmz2sbgLkl4LBf2mOUqzHIFxSG97c6rbQ/4bCt+WeEhTwfrlMAKJUJA1j8WWSwM+nl2Wf1EGKH9Ihxbc3bkxqxq8gQylNYBY1PshJonHkwwNUgbSjTFg5l2tYUGDZJn55svGixP/uqrKDS76YUXovAD2yIM/vFH+W1SyET//jJt0iT5+9lnR8f7Q/Csrx/v9+PBgkO0n01NMu7770tyjxx22GGyxRZbtHN+8T0hpYRUsPIe5aFRd451fiVwww03RF91eWLQLLNEyeuVobod83kTW1qi/ZrY3Cwzxm1jY9xWtGhFZeP8smGPRfHLwjWaPFlaJk6MJgNcsaKs09oa9X3DCRHnHMdtenP8lVaOT2F/9Jxof6cTIj6TlXXKyIPuS7MKdtrOqeMoEL+YzOJaRvwiH4wmdu5baXXCctiKmUkwkA7Chav+jGpX1W1ie/oiRExtQ+sVzl4tSWGPiu6zzbFSDbgGKVSgqAig5xlHxUknlb4n7foiYHBPmrBjJ38fpA6eEMa0/D2xal+l6H3z3XfSFIcUhZEmI0aMiMb6hFovwsQ9Aaodl4T+I3wyDmeOsNRSUYL0T6+5JpoPFFHHkhWutW/VPGNJybJjkbrhu+8iZ6xyf/CygxdZJNonm/JmvzyVBeljEsalbIdoItIhWDcY1TO332mnQsh4/H4c33bepgKiss3BB0fzr6jt0X5fQ80MbJ8cx0Q0FT1w7BsFRd58MwqZxI96yEEHRal/yBfHmAERjf41lXIhkSlMGj++nfiFWKoyxcRyKVr43I8/lj5ffCFn02zbQilaNE5zCSLCcC3s/WHvsTR3XVAxs+he4j7gey0IxRyANp4Fc50vMR63aVhULMpa4MdcY6vtWuzv9H5A4M0INy0xASDs2Dx2tP1JVeXJ0YgobsWn884riGUsNtqwR45T5+4bb8ygqfA99zULu4STqvil+0y7b0maB3E9+Bwd4/Gc2rEEAt0n8TUuB8K5XXwNr4FWyOV12g7qMza9iV9djYpfCtr73DvtFOVz2jL+nTYHYc4vNHDrDbECUpKUMNWILxosxzD3L8Hr7BApIRo5Imziv7UP1d57y+7xZ5nhUHEgbgf+KkLZ4xowZUrRUWC7U36Xtk77r//+N2q4HzriiFR3mM3BY51fYXN77IknyplUNKyR+JU1JVjp+++L15A6J/ZRTStEbSdFU1paZFMTMrjd1luXlk7mGmtutizxy4KzCfGPlQny5eigppzzK8tZlgaJbtNIEtvivEaJq+KIPmH45BtRrcxs+Bzt6JI6Ihv2mBWKwsqZ5q6wkyDcaElJN8NJUphIlX2xSTbpYLSDzxsSkyV+2bBHDzHpuRjxi7wo/cwqPK0cCzqHxWXeh8dtzOsJYWQqYuALCIe43/XvH4WZz/vuu/Jy/Oz9aautorZGgwOpxPVBnz7SVtYlpn9/mTJoUNRfUfV2VDAAm3HoUHl92WXl2+B5x/mF++rSiy4qqUwWVUqMCZ1fJMy99dZbo3wmUR4aHQDHiWSfN+47zss+++wThbHQD5AHR51UDYMGyY/medmNZ5H3Wvc0VRbj0vba5hL+R99Ci9HQ0iIvvfZadtijhQEfObTGj4/EL4J71PvCmeFIZkT4YXvxtZrc1CTvDx0qT8duGVwVSU5nXHOIVlroJ3rv5MlyxRVXFJ0XxXPJJAAHgjnnTGJZKET8QghD/NLwn/dmmEHGMNgu41qomfhVTX4qsMWLNASjIws2TLhZ7GBiQHvKhKA7ksf5Vak7rRzaP2cJgd18suFkYMcfcQqUUPwCclsy5t+RKox5chfxjOLSIZR2yJDIvbrCzjvLrTZyRfN5xYvVhF0XJ867714YMx1+uHwUV7lvF35PaHjGWP6vsXBm5wsqhCXl4Srn/AKc3zjJQhr4DG2Dxo+Ptm/bbY3kiBaY6Vt0LIqQhciZMQ5kW0R9sBzbyvhOw/gWXTRyuZEkf4k4AspWAyVfWCpheHO5ZzoWS/qmCFs615xJXWy8BjEidilGIHyYc4ItodmOVzVfsM5z9JzYvG9UlNY2LnR+gbp0QUUjvf56TCpuUf0W6MMPPbTg3OaetWGkXB/uw6x2FSGLezI0ReCgtZEVjEM0xDJB6IwS2cd5vyNs9VOFuRxucVvh0RI716P7lzBPzjnPkj5zSWYD0tXwOg1D5t7QXMKcGxZUwoJ1CQaQYl+sDlDuASt+kfv51YyK1RbdF40AUvFL3eGMG7jfeZ3ej7bwVzem14lfE1MGX8Sx3xw0ENyG4XBhh5STkyRT2OxQCY+/nJ4gfqXV+ggfrykpDeDUhLBHWwqYn+lkwmZRO6TQ+ZUGt+3zzz0nv7nmGlk97TUJnRm26lBQO/P88+WNMqJJ/wpCEsqlrbWp9e06dFadFa2fta2IxLWRItY+4IB24aoD77yzsoE+jb/mI6GR0KT4SYMX7ODVil9MYuPY/0ySBhwpK4lVOQIQCvTe0HNkj9U6v7JEp3BVTN+X1OAnHZe1ZoOW9WYlBrDo6opmkhBpcxyE+wAPPlj6N+0YOFYXv3ou5v6aELffc8e5UrTF2zJ+zvAzc9WXmTZN7g1WQCcMGSKkop558OB2be13ffoIa9+0mkOxvi+wgKz92mtRolp8gq0LLSR9Jk6MFkXaZThqbJQ3llsuassRnEIJfiAVC4cMkS8pbf9p25r81yNGyNhx46LPpJoWsFpuufjii4sh9Ihf5KZCYCLUs49OjCBOsn3QYYcVV9ZZFae4ACEf/I5JQJS/i10ePFh+NALVsupEUXcw/VHs/LrEOopbWqIJm+b++mb06OywR8PH8YBt8ujR0aITw9ypaWF58XERcrjzUkvJi3GIGOJX6FpmUkouGEL5NQ9P9DmTJ5fkrCyKX4QNsLodO5t4v4pfhAM988wzkatD+/F/jBwpNxMmUiZfTW623DJfjsVKYPFB+0GohbOf684kXSHPCyE43Y2sqpg6Vqu1+MUiDf0WSafT/q6J7Z2eB04X7n2eeZ795ZZrF/ZYFToe1DBGIziRZzKCynwmbKyBibkdS3Gfn3mmzGe2EcGYPX4WVtmsLbl1kpeJli+p2Bnta6IzimMnh2KSSJC36iyuFJv7KIoau0ueI1SR59OkQqAKplx3XWmajwS0+Esr/Q15s2LUoTxb3jE7r6OaaBgeF6a/sCFnJnqElifMM/fQQw/JyVTG7dNHZo3PWyR+Id4QiodgwXhcc3LFkNRB++kIwvsQt/beu7Qtw41qq5LrwnHSPIYqs7o4og69UPwK20/ENRaI1JVkz6XmxwqFNhVpcR6tv36p+KXCoqmSWtyWzgF03sncSfNccx/Yez1Mr8MzRREW4B7NEr+U8FlOc+QhxqngpMfK/cz9xv0Shh+Hyf2Za1rhmvBJrl+Si/zVV4u5VVPRUFLNSc414PppSD7il36e3o96P3TzxZheJ35NyYhn1YMlG0NL/G9+kwAS+maIX1zKfiniV5jNjCwhpPTDMBgOkRpaRRYa/bEMGv1x9H0SJUdBssGwY2ltjaqADP70U/nMxGcz4GZ1Ig4gKEIzwmSkv3kIksSvQpR64Vj1+NPWJmzCyaScX/ZztFJWGosuvnjJikkSnCoexf4V3MR5gzDs+bJZx2b47LNk8Y9OJMv5FYZ/2NfqgD6p06Ch0gYtFNc0LCSNUBTCRmwrPOqAJmu1LXgeqso7RkOvTgKdeKVVe8wK7QknEGm5wRQ9Ls1NFE72dILM4JJt2ZwqSQNNBMsw5CGt2iODJq30ZZwkTs/jY12JjMMHD9x7b7kxTnZKK0ddr5mvu06+i9s02iTunn62WMYxx8jw22+P8jrNGDuXLA/EYQZ4E1v5vm9fWeatt6Lt89rWIUMi59eQadPa5VOB9wlZYOz1+OPFEAdlIFWuhg6NBurHn3N21NcMH/2xTGptlYa+faP3UQggKQzk448/lr3jQS/tOyIZxVgQaKKwx2A175nnny/mwvpfHKJM2Cn9AKEiUV4ZztsMM8gP4SCSwfM5bUsNiFmIXx+bdoxk/5HApDnJgiqV1vlF3kwmN8rWcTXi6DyOGCErzTmn9I0ng+1aXhXpmpqi6mPaX2kiZRIKqxPD5nAJxS87YU2bvL799tvRMSB+kXwYCJ9U8Ss6b1WGwyRCsvi0KljVwkQjbBvDvqMWgkCWa6KrwPHBxNeGCtXL+YULgaT29G04CNLydjFhDZ05Ts8CJwyT+J//PJpU10T8QrCgjWGbASrYFOEew42b5KpPwji/Riy0kCw0bIbo39q60Gs+E/khqVoz7Wu7fJyEf7FtRBsS9lcrfoENVYsXfVbSMakJq4vELy3ekoHmVE4q9gVD80aD4BpCeNA8UlY00gVnCntcdFHp3+MxZx97PklP0tAg67z3nszJIsSQIZETTUKBDLGD46SKo+HbhgYZYxePGBszLtCxuQpECFO2gp+6o5LmbXyuivE6Lg/FrxD2jc9UAdLOZ5jHIFiF4peKhyoYqfhFrjEt0GOT0gNpbTTcUcfw9DMmjLboCGOBh1xe4X7Sp5IqIs3UEc7tSEGBoKZikl4X8jaGcyw9nzpnZr+4PghQKjgqYZ/+m9+0CWv0Fbj3OP/hPGv8+ML8BkENrryycH9w/xLmqftv81tzzzL2YfucA8LuEZd1Xho6v7r5HKjXiV975XgNOuW0+B8lYy39Uk4OQ1yGo7bgr72diHa1QVYT49dz64S3wMDmyXL/VfvL6lftH32fRNoa7RSzn6S8Q8P/2bbbyiEzzSQ7xZ0N4lfockICYUDfYjrUJFMizeLrgfg1pExHkBX2qPp3WkUXpaFPn5J8MyF6Dmni7PZbywhcecUvO4zVZkub2cS1JxT4rI4ubNDssTEYYXKTNLhBRVfBKjxn5VaVwu3RWdDgVlLaNxTYsNdXig17RJhlBUg7VxpQBvRAQ5o1yQvvhzjxdCr6LOt5CM+fTlq5b3lWjKiceC1ovMM8KVmx8uoQYeChnUbWADZO/up0L1puvFEmxtdmfEODzDHzzFEFKKCVu4M29oMP5KF4Ys7QkAqTxUIYsNZaMvtyy8l8Cy0kc80yS4n4hfAx1jyThLLYVdBI/OrXT3b9z38i8atkeENesNZWeffDD2XhkSOjRQ0N/ng+HmwMnDpVmmacMRK/3nj1ZXn9qv2jf63Nk6P28JADDpAj4gS3SWXjtbIW7THHpInxh5BrLGXQrxM1qjqTA4u+AWHo27iPmHn4cPkhcGe1YvM38Hm77757iQtanV+PxMVyWsxnWecXwhN5ZHCfKW8RYs75bW6WwcOHS18GanE+Hd5bCNyMic9dUyB+aW60rbbaqih+Ee6YJH4hwNkJa1qF5kceeSR6HxMxkhTPPvvs0Qp93cQv2kUG8aeeKnWFSQIrzb0dJic4FpMKOOkqeK2Sy1NsKJisOr0U2hwTBpcU9lgVGp4X8E2S+2SZZdqL2mmYwhQDhw6W+w9dO/o34sd4uYZJdMwWCc4vFloSC2HpJJt+UUWNvDAPoR0lZJqwyNCBwzlNmJw35RSryQOnizyW5nju1S9vfsJ33kkWZni/5k7adNP2YkdMX1vlXh1L5MCKzxu5j4vOL9yE1qUbOL8WWn11eTJMcE8/pn2bHpMtpMDimbrGyYucdK8eeWTpHMnm/FKs8KmFTRQVv9gO4y/uFft3hMJwjoD4xzVnWzq2yaq2rvO00PFHRApj/c0oS5TipixTqKDds83ihM4RVPzi+oRudF5rKq1GYij7iZtPF7KUtCiYMC1BKH5tt12po40UC+wf6SwwB+jYhTEb51/nguyH7i/nmnOrIrKKmy5+dQ0JEbyJ5BG//pwgOhlTvsxgJgLcWjZIgWE+w1ekhLT6hVmG3rlTXFChKKZTpnPGjpVrH3pIfhJ3MqFgxa3MJEIT5T+0yCJtFWMMzfG/JiOOWTkE+UFTX1LRs5zz63ndblYDRPvat2/qZMEeZ6W1pMqtnU2KG+JwGMsadpAxqhQ6mUrErxBi25OEkXLuriySOiAmUfp7/VquKqLFroZUgg0JZMJJI8r1PZv0muYcZoXihOcwzSqs6HHpxDEUv7KuSZr4Fa5exFXhMrHiV1YC6FqFNTk1Zf6NNpKB8YpY9ISfcYbMTAiWaX+oDrXMzjvLeRtsIAcMHy777rtv5BqCq1ghjZO5brHddjJs8OCSUBDElW/jtqMhRfyySUZL2qHGxigHFdtbUq3o3JaEl8cD5b7TpkmfmWaKQiLvvfdeYW15fCwQse0BffsWxR3C7UK0gAoCDH0JSYOpmjVi9tlLnF9/M9+rcIOgQx4yFb9U7lpyxRXlzcBi34x7yMD+URHail+UdGc7mpXMOr9welnn11smhDK6Ro2NxcWXaVpaPD5uRCoymnyPCPiznxWf8z6B+KWVxfQrfKY5UYIKkOy/nbCm9WfsK1VJqcwWfWafPtEKvYbUcLyZFcKqgdyNaaXRawWTI80TM73ChIPrWE21R8cx1Ez8SqmmPAdpHTpSjAdxQSfCpoBKMZVF3DbSZzQlOL/IO4mjVrQPDMd51RS6oB1nLEf7TXGk0G0cL+REoosZvw9OcnEmgAuaIjDtPvb++2XcOuvIKnmdaur4ip2/7Ry0CDikQLFucgOjBc1FGR0H55rckuSEGjJEmqZOjeajkfjF321YOgIMwhGLQffdJxfedZdsryGOCudQx74qGC6xRFs4OoXVNIk7ztQkuH52/5OcX/a+4TMI62Z75LdikYmfzzijLdG73ifkkGYxJ1wk0naXzyiXeoRULzon0MTzOg/g/SoqhqggliSMQVYxByt6Zd3jzP/tfIf8xfwc3g9JbYSOHe09nTV3mhKPNXClaQEyPS8a3kv+ZRYTea0eA+MmCPs6z/nVveGWmZbgfkoTzzTgyqZtH5yR0G1UjiTuWeLX4JQcWOEUPXx0rk1xfkncEKrz6x9rrZXoippqCgEkOb+Yrhg9uYjagJn02Mcsb/eF8yttsoDT4qyc+b6UL3I6v94cPlyuHzSo5FpoMuRMEPOSkgbqhDQpAXOYaD7peKsJl7DhdiF0Dkn29jTC8NRaWFdpsDkfhHua0tBRZRRyFKQRnsNy1c/0uFRoZSXj739P31458avaxPVW/MoSSCvIc+d0MnHbrvJp/9h9oRnqvnv9dVlwlVXk4HvukWu+/DIqDhIl2yW3JKvVukLZv780TpxY0hfg9Hk8Xi0ril9BXsdxZ5whl2+4ofxy7bWL+6AToquvvjp6zWAz8KM64edmVbTvLLPIPygHHlclwxGFoMJ+9G9qigQWHFoIW0k8++yzkfhFX3LcccfJ5ZdfLoP69SvmmoQbzUqwVjykMhqLIhr2SHpWAhubtbKTQSsrWhCCvgzELwSmMfEAjadU+wmSCatIdOWVV0ZiX4gWDygJITDVkicSGk6Yhzq/GhsjcSoMe0T8ooKX2BX3MmGPaf0Zr6MvRujTa0rCe4W/cWxOD6UjC1iOEzPTTDOVikI1BIfuzDh34sItuWESjaPq+uvbfga7n+SFInwzniS3DBxYiIDJGEvefffdbSHrOk6rVvzS/aJtDsUv3TZikHFdLWoKl1RFY6PMMGyYNCGiEA6WtHhBnkzdH3UaETZH/ihcTVp8SgWwpHA1PUyS6yN08RqOCaED8Ys0AhQ2mDw5qko5QPNFhTkZcfrQ56y3ngzh2rEQa4UUQqzTBJbf/74tpJH35S2WouNy+3rbVnLuEMMYa+E+ZBFBx9Eqkun1TXMn6vmy9xr3a5JL6xe/KIg8fK6KX3p/MJbj/glzKNP367kxBWzyOC2L2wU1t4RFuRRNIK9OMZx7aYVpgtDeKN0NC432+dHzgpAY8thjha+cb12g5P49/fRC3mP2g/1FqLXiF6IY97GOVWwhNz67miI6nUj33rs6EuUviVfJI//SgQdWfKIGBo2zTc3KAN5q0rFxMGJin/6y3u4Xy927Xxx9H3LTxhvLpDDRYUy5qTi3uOb8eiO4+RhU6+C8JEQnwfkVxZTHv7MVMEPvzJrxa0dwLhAaJk+W5VMcLTQj/0x5IAZ+9lnqZIEcO6ql3y61Fb9e/uyzKBdOKH6VrVOBqyhJuKFzo3EoJ37R6Ca54exKSF6XkK7oaxJGCxNknST/Ja5DyqqSraRiCWPqayF+0eBzXirNOVOt80vPK6GpcXhX4vYsaeGJeUsCp4lfVJNLo4wb0ul6pqQ8l0lhEroA0GTv0379pCEQv8KKkMsQamKeM147cZVV5OV555WmWCD9cLbZhCHO/fffLx9++KEstuSS0tc8T5EjatAg2X622eS/K68s61GCncW8BReWg+4ZJR8ssr2MnzRVpra2Sr94PxFcEGBC99eyyy4rhxxySFH8ihg1SgazQGH6vN+QXyIIldxiiy0i4UudX7Q8pDNeYN115RyT3yva54S+gAnSzU89JdtvvLH8t08fuWfYsEj8+jZ+dqe1tET9xIorrhg51LQiZTiRwmlMYmc9Q2MJIXn++WJlKe0HixMy/Rr/HoEyFL8uvfTSqOqlXmeumzoX8ji/CHFkv3GW0RdrtS7es5iGukSpcn4e5Virp/PDcZzuzauvvho5tLoV9Dm433/728LPcf80sW9/We+cR6N/E/sOKEze40nytEGDosXkpJxfyuqrry4bkWoAEeLSS6sXv/QziDxg38LFR8bCvIZ23SYrr0XBDvpK8nRR6dDknoxAqNp//7Zxtw2dpP/CMabOKosuruDUMi6xWWaYQXbVH5hrpLipBmtIWlhVMugz22HHMFnRC0nEY492cM+QeN9eVzuusvvE5yPGqNCiIhnXj7lEWnEPfb3eB7jDyP9F5foQPgPBkXOj94mKk5xTnGdcF8Qku7+6/4wDwrBDwl9xRGUVeEOs0m2miV/77ltYqGNcoK5zfhcmvMd1xTgM555qGNwzYeSYLrQnhRGvFy9i2mIGjLe451Q4Q+jDUYbTz4Zp2ufGjle6eb4vmO7Fr8FTphQSCpd5wJOkotCQ+lfz/YyLLFIy4bFNcGuDyLuzzSvfzTZv9H3IdxtuKANTEsSvGz/06gYI386QvV8c9jgmmNAziWiJb9C0jojJSkuc+D6WSkoI5QM0Y2rFHIqNd/vt5Rf33COLpjzQCIITUkSGQe++KwMyBKNyNVQI+7HNuQ2TyYK1n+8mTiwRu1rzPBi6UhBCI0pjVU78oipY0sAmq/phGtoYJTW4uK208bRONVY98ohftahayL3G+bDXPo/rKTyHaYJdUtijdpZ8jh53Vh6dtOc/yI+QmlQ23Jba37WqjEUTqttVyTyf43Qe8b2kd2lDcL/2Tbh/1fnV1w4c+/eXhgkT2olfr5Gfg8HpwIFRKIUdEEYLEM3NkUCjAsmNv/udnLvyypHgg/No+NxzSx/TBrWoY6ilRR5cay1ZIg7NmNYyTd4dNU7G9xkqTz/zdNT+9zeDFMSdL4IB1cEHHxxVLWQfInGI1b455pBtR42SSeY5IWxFIck9nz/LLLNE4g55sWw+McL6ENQUnLxawdHC56266qpy+Mkny4bNzXJ1LH6NjtuCxilTIlGJ8EqcXji/+EwLFSpfiic2Kn71JSR0xRUTPy/+piQ35V577VUS1oj4xffDhg0rJhF+5ZVXIoeYbuP1118vCe9nPxHiTjnllEjIQizEFcf5Zlu6bRXiVGjbbrvtIiENsc1xnOkT2tewIEmXQ9tnFy1wf/TpI61zzR31M/xr1ay5Kn4NHlzW+VXEhmGWc/onoZ9BbqTQ+cXEHUGDMW3ozqzFZN2KAhpeGY5deQ1zBMZ7GjaWNcZW8YvXGEfR3rvtJhto2gA+a5ddRA4/vL2gREJ1sOOVhx6q7Lg0KXo5EJLo/2x0RygMXYFH3cDYh2PDKaghd8C4h3GKijU6hylXJEvHXno9EXDSwjKTFtNVzOIYWDjnc4NFuxK4j5iTI0wxdkB0ZZyRlWIAsYr74N//LiSaT4KiXVo4QnNLsi+Eato8xAiqQBiqFiBIKx6zxhqFirImL2oq1rnI+dYxFgJmmoitv+cecPGrdtSk8km4Te7dKVMKOUbKuDCSwuAGBiuzVqA57LTTSpxfOWuARPQdMED6pDzg88eJl7Wgejh9oPjuYT/8EIlfoc+GyYnucZr4pc4vSKqzlOSd4bPUB7Fw4laz318ktCgbfsyx3clVOL8+S9inkfPPH4X4ZKLx9knHQCOVZ9U+KdmnTVJoydpeOUdUJWJPPZxf+nn2GNJKtnek0qR1fql4TLtBiedypLUvedxqocBFGJWu/GmuAoveW3q/M4BMCAtzupD4XrqOdnLAAGmI+wdtx5MG8kXxyw5mudbjx7cTvzTkrZgY2zwb9Bs4mqz41a9//+gfYg+5oags2ZcBY0xLvE8IT3y+CjTNLW2f/PLLr8iU1lZZnpwdNvdetFD+oCwfJ1NdM15gweUUHUvc1g3r318+oSQ4C9n9+5eE/N13333Rz0zWtBBK2sStdbnlIjfxQ7baanBeI0EwGtd/WxC/4m02TZ4ciUojR46MPuf6669PDA1CJLTOrwGBc0/dW8VrFX/uGqutJjfeeGPkisONsHL8XNqcX2GJ+ccff1xOOOGEKBHyl/H5Aa7fJZdcIn/4wx8iYUxFRoRBrqseqzq8ite6Xz/57W9/2/1cH47jOBbaURYVV46TnyeNS/v1K+v8KmLzNlZTvVQXdREvVPwi4oHJPAvLhPvR7trctrVy2GpfwtfQEaT9Avuhi7q77176viS0j8Udbug3erT0123ylfGERn6EUSL0V9pnIaBlhXiSS4t/CucvFKzSwLmW5xpbcDZxThC57Hv13tFFZP1buTlB6PxKgjk04zs7b9IxRGhqyDO3ImyQkNZK05ggQuURFm3RAypMxpXHowJg5PLM+5wy3uJ8I7r9JcnaYo7Zil88L5wv8nkiHmuxhjTjBtfIxa/akZUMvVqmxXlTvs8hfiU9AnYFHWxulsYhQ0rEr6xahycHPzMgbwgTj8c0xOdBH+0kY/CKlHZPcEvp4Lqc8yvrTCT5mWi6dWoROqbCbiXJe/OveF/6dKDCFY+qjbLXKUiWcXoXBPME8YtJ26yhTThNFGHFBbSaCh1bNStW5cSvLMoJdZU418KOs1wjFsbEp8HzZQWmWFRIXPFIcn6FVU6SoIFGTKBapopfec4Ndt4330z+W1qVUvv8hM8SomZWFRaOi3LbrBZBR+4Xpz7EHfkD/MfgL74PJmaIX9/Fz26JOILzi6qE5nXXXXedzMb2GYzcemvhl6Yvof1FgLHil4bJIX7h/OoX9A/q/ArFN+tE6tOnSVr1GQyEd0LtNJEvriolCseLE6jOO/fcMmTmmWVpETlhlVVKxC2cYip+wS677FLMm5XGH4Pqg1RWVLcYLijOMQIc2/0xPv+Pf/11lF+Mz9lpp50i4SnpczR5vD6FQwNHbWt4HWMxDLcFzivO5RNPPBGdF7DuMtuPap6zP/7xj1GoJO+xYxbdN/6u7jEVv4r7El97mzx//vnnL1bZdBzH6XGY5N65nV8k1cbxSj911FGVfyZuKs05hHD07rsFp7066xkb0j9q/1mNwJaG9rv0NWniF3McFXBUcMk6L2yTfY+Lo5REdJDjC1hUoT/RY2Kh55lnRG64ofAzohjng4UcdYKlgXtMHWRAn1TN4npH0c8M0/+E43FyYtnE9HrPpZ1TxuqEnCLg2OPSvrca8SuLWgiruK2s21L3qSP7NihDqOMcco/ymRdd1DYnS0qrY9EQSARTF79qR6MJkbjP5BrJYg1cj9tsky1+TZ5ccH6VEV6SbrO+gSBnfUsNQ4aUiEhZ4te0JPErJWlqYzyZacwQdwa3tkY5v5LEr9Zg5TvL+ZVEku5OMzM0ZX/Cn61ApUF4feJrm1UAoNxjPjXYtjq/stYh7omPNTwmJiG5wh7p5PRexC2hIoh2fGGHlQedyIUNm0mI3I6ONIJ2lQdC0bVcI8b7yzXw2nhagZnt0kGH8Hu9N+0qT17xW6voqHiZR/zKSrqvySBDbE6vSle7WD2hw1bbekpFH6cLOfRQIaivNU462xAPukjt+XVK+/nc2mtHK9wlzq/42VzE5GDYcccdI1dS0YYesOzKK8vLL78ciV8qpPGVf0XnVzB44enYg3wa5vP3228/OeLwtpx3EydOkkYVvxKcq7jN9LMk3l4k0mj1oEmTZOZhw+TNPn3k14cfLosuumhUcfGkk06S559/vri/t912m5waCFuWhvh+L+lx55gjEvVUFOL8IHohFNEek0dsnjnnFPxqn3/+ebR4s1Jcav3weLBuJ1ecI7ZBG3/WyJEySxCGoP1SuwlZQkUyjnF9U5kyTdT7KYl1DYhfuNP4jH/961+RgMa10WPKEr9wnrn45ThOjyVu55smTcrv/NK0IdXk+1L0vXy+JvDWCr38jv4RUYXwseOPl5qhY03GnmHIOvkmAUeNCgs61i6XWgTRKut8MDah79AxAeeZvkjHHCpKIKKdcor0CHR8ZSsWMtc47rjS17E4x0JyXvELhxz9N85y+5p6iV+1qNpM9Ug7/9GogbzGg0rFr/79C+YOxorMb/UcUD2V/UhblMOVlpSDrpvSY3J+NZmHf6E8YUzk9eZennVW+cdfbTauNpgGDGxurjrssTGY9FsRBfEqb9ijFb82iDuJxpQBdmPg/Eq6gJObmiInlq49LFAu7HG99URTPzKxa6hQ/KLp1mwq5bos2xS8W2PxKynssSnHvrQ7poaGdte2HTSSNCDaAHE+9ZwmlZrNizY0xHBb6KhZ4UkKj+tIA73DDm1VS7jnwgFKuYod2sildc7YzKkOEwrMac4vuy2bFDSP+KXCF+jzk6cRRoxKI610tXayOM2qEb+StuV0H/r2jfqPCO7T+JrtiDMq5S0rrLiirLLmmrK/5mEw17YP4vUdd4jEFRjbEbc3BBwu8utfy6233hrltFJBBLENYQknFEJT/3jgrIsqLbFzqrDrhcH0xRdfLPvut68ZI49r6+eo0KPOyvjY9P3w/auvyiV/+lNbsl6YOFHm+MlPIpGMvFqISziUVAzCAQWbb755SSL4EliNPv/86NsGHfTvumthRT5gzrj95ByQA4u2iJxbCFucj3322SdKtE94oj1u6/wip+NTjBeCduzb+LqUiJi0ueTUCOAY7euofHlFQijIMZog1ohfiHZzxGELhFCq+JXk/LK/Q/y64447ojBWx3GcHgft2eKLS/NKK0XpUBaO81xmQjtfKye8HZNq/0IfwT8EKvJCZi0qV4r2P0QR2LEoqCNYwx45N9redySvru6/dX5pH68LwOWiWLojeiwq9ACLXOXC/LLCHsnH9cgjbT+zIKbuOeYJvEercNZK/KpDxFqUZ4wxg42SqZSpU9PPHV913BGaIRgHpRVfI68Yi/o8w5XOibqAHiN+2ZCplvDEHkY9KZHrgrcw8GWwue3OOyducp64usSjVYY9hkwOwh7tbZ+ezSr+/Jh74wF5U4r4pbln+mddwIaGEufXNxnOr6g+xEUXyVbxBIqU6f1yCEbkFlNZwGZcSYomt/lSrI+G6mVE+GvTj4dq8w6IX/Zx1mw4Kn08Vg/xi+NaeulC6BITR50gqdpfTaejHb+N89a8UAgthEqx0mMt4R1V2fVYt9qqfKMVflYQNpTY+Otr7CoIn5PUsaSJaEmdSDhosDnj1E2VNZC6++7C16ziBGkDEz0mOoqOil/dvCTw9EwkTHAPjR8ftY88KWk9xYYbbiiPPfZYMU9UhN7jp50mQsXBNCdy/Ax+ucACsstuu0Whh++8804kgqyzzjpRPi7Erzfj8NwF4+qA4zLEryRK/oKYziCH991xR5SYnfBFGLrMMtL30EMLr7v66sJXk2PMojm3OP6yEHYRJ55fSN1Y9HUJ/d2fYvFNc4stsMACUV+CsMXiDY4qrcoYHrc6v2wi+SIPPyzHx+dPXxNBxSQGcGXgeqjLzrLCCivI0UcfXfz5qKOOknvvvbcofm266aaJ4pfmM+X9yrrrritH2Eq1juM4PY033pBB5ApC/CfXZDmYONcqzI5FEdpp3CsqRjHWq0URpyR0uyoi2DErY18Wy9X5ZcMJq92fF18UOfbYwvdszyaFt8JRB9LJdBm4nXAfVTq3yXJ+kcIgziUaQd8fu8ej8RfvZbHeoteIMUjexP+2imK5qppdxZZbFgoUAILivfcWolwwCnEeNt648LdKheiwenY3pufMupggnnVWVDWjOUWtD9OHTywzEZg1zgPycR3Er6YglMk6nhpaRWb7/msZ9v3X8mBrqfglKn4lJPGN/hY3qKXpe0uZuaUlurA6MdIjYwU9dH5dxH8LLywfGqEoS/yaNZ5svGXOd1sNkmSs+HW3nm8RIVJ7MePqoxZYSp2Q4r6lYaURaum9FbyvpULxq6ycQVlYOjP2Xe2eoQiCEyDOGZObtA6Rcr1Aw8TnaqNdTjxZbbXsz+M+U2GZEKxyjVbYGOrr0wQgtq2vsUkW2ee0QU6SAJYkfuVpmLPsvTopzii0kCrG6e91xagSwnwQHbH4O3VjxIgRsjara7TlU6eWLZ6RCBV7EL5id1I53nvvvUgsmW+++eSzzz6LhJ+HHnpIVlxxxUgwoRohrqoB8b07LK4AtdbaayeKXw3SIHPONFBGDKV6ksgQfeYQ5hFh1eb/3XeRkKTurWL+lcIG236XUI5dPzfKY1YBM2jOsJT7HwHotNNOK4Y3Ih6RE0zFrxB73GcxVtDPCcWvn/1MPqtDFTXESfZXUoobEPaIYEci+6SwxyuvvLLo9OLeQ/zrdtXeHMdxArSf4R/fl1CJuFNL8Qv3MQ5dkql/E1sAWDiul/ilwgsO73Cxl+/pJxEccDqzD9oHVCsUIMaomMM5089X95IuKJWrPN8d4ViCIjW53weVjMkxFmy+efI8QLfDOU0o0JMJi+tpyeG7mj59CiGjQAgwaR0IlcUoZLWQShfmXfyqA9yEOLyWXVYWWXTRCq5F+4alqO3Gk/5mth1f8MEpScf7VSp+xQ/N3vHP9hYa2DxZnvz4Fvn7ZbtLU3P7QELErz5lEt6nNQv3MciOlX7rCoiOoV+/ovilK953aVW6HMc60VQ0s4Ti15dBkkIrfsGYnJ9XCdPMMdmmvo85p2HeteYM8auhnPML10R4jVREIpSQRgThRavPdFT8Cs+77dCyGqi0hO3ApNJWpvzd78p3GmF+qiTxy+YVsM4vUwktopJBTjnx68gjS/+m1+Y+nogU9POzxK809JxXKn5R2jistOLOr24JuZ6i9jG+56tqp1iowQ1UTqgN2ptFGJAFYXm034hfkcgTP1OaG/KIo48uilC2zxvYr0mePOrn8shha0pr8+Q25xfPB+KX5tVLyk2hgyD+ptsM8lpZ51eS+IWAQ/hlCOLUYepeTam0Sr+Bk0oFIEQsxC+cU0ni17xxv8PxjxkzRsaOHSvbb7+97KuFJQxZi2K1Rp1fuPgoQIDYVaz2ac4f13emnhii4jjOdI32M/zj+9S0DmlVtZWOFoxKAhFIBSHGw/VypWifolEb2qdyzPSl9NUPPRQZOGTUqOqcX1Sx1LxXbI/FuQ02KAhhuoikOb7g1Vfb58nqzZTL+ZVWYdRWv7ZhfTo3YGwVRuOUg33oxHFGxTQ2ti3QWjQ/XhgCmgc97x3JR9ZJ9Bznl6EhZbKo6w2sneoUfVKC6n1NnLelIRaJPmVVIB7oz4OwljCwzjNNt9MHHZxfHv88OtzezDNHoYlJbgImPI1VOr8I75tp6tRI0Jkrtlw2mwF/WNNuOXJJhfsW/PxD3KjSDCR1XVT/sny60UbydNEosIRccMEFJX8Pg2c6Eh2ssoXdr68Str32mmsWQkET8iup+NWiDdWjj8oOhACWIxS/1F584YUF+2i0AxUeXd4O0YpaPA90gCHrrtvm3siacOtXrnO5/Q2rr+jr7fvsvUvHn7TNsNSw/X1e55e+n3CycFKeJ9+a3guViF96nqt1flHeOnzmekB8/PQIrqso+TuhzTHWsVNPqDiYR/wqtkFNTUXhJGnBR5PYF+80Bs60Ido/Jolf2p4hkKmDMqFdWnrppWW33XaTpZZaqt3fCN0j8X7IYYcdJiuoy6zMQoMeD+KXVq+kX7EQrnnTTQTSY2ReuCg6/fWvf03cr2WC0vG15PXXX5cNTHusQubcc88dFSwAcqbBzTffLNdff33d9sVxHKdLsX1GuRC8Wjq/7HgUwUnJqsTdEbTfVccSbT1FnTTNBX2uTRaux1mJUIND6eST2ypacmz33NMmeNGf2/kWY5eU4mm9kmrEL0XTPNi5BiJlb+aZZxhstv89qSmsiFrps56zKGFX0iPFr3aT42DwzAC/f2z5ZJU45KVXXpHPjfgVrTQQl77FFsWcKiG2OX56440lKXpdH5mTgoTyB+y5ZxRWSFhfkXfeEXTkpGDLaMIzYoTskPS3ePCfLI21JblH0NkvXvFWYYhJEyl5ZzOhFkkr6KE89GnckKCHrxomckxg4EwzyfNxUmNy1zDoBw0JOTXIz9bUgXKw6pDTY2Q9/RWj0BebwNbWaF/6JUze9JxNM3/bOlTDkwgnwuqUsJ13pY2w3SZJMhNciIniFx2gqSgXwbVNGmzYgQDY819OiOFz7CqJhuVYQdq6w2zYY0glYY+6YkiFPEU7eV4fJsKkgiPiXxbVOL/UsZHm/Np660Iy8UpCMN351b3hGscDSMLR6kLQBqrbyYpfhD3Sn0Xil7ZVRvwi8fxzzz0nv6U0doC6Yqt2fum9m7B4gMh01VVXRWF9FaHHUMYNoOIXTjAS/sMvAkct4ZoLxiEgCH0UDHjiiSdSHV5nnHFGlIy+HiDMaZ8HW265ZZTXi/5HxTvN+bX11lsXQmsdx3F6I7YNLlf9rh7iF32fbeurcfpX0oer+MXYm3lEnJM6cmHZIk4qSpnFtdykpcrg3E3Pi6nVhD0qOm9U8Yt5khb96a389Kft7yXmL5oPuVJ0rheaJLohPVP8wjmRkVy3yUwaQvGrpbFRlo5XfYviFw3GRhsVEpenYKfvrUOHik1FS+4rG/AxKRCVJseN4n/072edI5suu4tsutM50qdPv+Swxz59itUQw7DHrKnCD/HX5jCZbyx+8VjbQqWJuVOCnyuWpvr3L26XfdCwRw3LeUVEbAmCrGaqXNMzLX7YdB+ZGr3yyiuJ2/7000+lX4IQ83WC+JVrdSgtlt523mmNcNrv9b1MCMkTlDbZDsUv0Amq5gPj9+HEkntCq6VqZ21fU06sI7RJw445hjh5dcnxWJGHjiRN3KlEGNQOibBBFZlYBbPbsu439iHB1Rhxxhml55rEoXlRYS9J/CIv2803J9v2SSaZFoLq4lf3Jx6o6qJBzQmSqaqLq6zzSwfQ8T1IfixCA5VJU1tk04ueiP7NPd/80l8Hh5qrkOo8oCJYOfGrljb+nOKX9iU4v7QCZBb0OVtssUVRDEt7jSbSrwcqciHWsR/aF+vvw77ZcRynp2L7Gb4vwS6YdIX4te22pT/XKweWtun0K/RZeqxUGUxLifDJJ9iQ67M/0yMdcebrWGqvvQoJ35knVRrq2Bv45S/TTRflUDNENYJuJ9MzxS8axzPPbPvZDiQbG8VOZds5v8yEWysnVjr57BM8YJNjQennP/+5vHXJJbL5Y4+ViEqUhhfj8prWt5+8Nut88tqIhWW2hoZimEbbITRGQpFOCVpN0lvCHrNS8/9oxa/gb3YVPMv5NX/wc6XTvYaBA4sTi8aGhqKLIZw46v6c1AFbbmu8DZvzy+ZTWVsTTetEJ96Hncw2vkq6j6g0Uo4054C9n6oVv1TsSbs3mbhusknpa8g1Zo8jSfyiqoeifyPZoa5W6X5luTj083h+ksIeQ+dXFlyPp55q+5lGNyvsUZ9frXID+vpwYp722dqwhy6Wn/0s+7jtsSWFParzLqkDXnPN9G26+NX9iQX8uolfJOYlj2Agftmw/XJhj0lMa22V1z77Pvr31ttvywyIx/Sdms9BS8CXc37p5yQ4v6pGj6GCsMc777xTPswK5Q4Ew65C+/xQYFPxy3Ecp7dg+xm+L8GmwUgTv157TeTSS+uT8yssGlIv8YtKxmutVegr6Sf1WBOij4oYh7BTA+IUA+1S0uRB56FEjPxHrSpORZBignkxRSa6OV0/SqwWO9iPG9s3+G/sWFk/Q/xqNeLX4CoTHw4YMkRuI/FgjK6Zjxw5Uhbdd19Zac01E8WvBfXBNJN0puFhTiwG78OGDZP77r8/+rmByoL6t5YWyYqa/yHjwiblggnFL0I0/vWrX8k55nfTKlylbhwwIJqoXMK5OfDA4kRu8uTJsjfl5GNeeKFQL/JJ9iGhJGwhcDIbvZ5W/ILVY9GrD/cG4YPXXVdyr/zNbGN0kvPLiitp5AmbCSeldMTEWacJftb5BVx7kmSGUKnj3/8ufK+TvSOOKC9+UX5X0UEK52bs2NL9TWq89HNWXrkgFKUdp53wJeXqCsEazr688YbIZZflE7/svVyp+JVWofLEE0WScr2pQJAkfnFOdDt6TStduewGk3WnDLHzafPNN5dl1TlZ6+0blydt5pprrikrrLBCSb/wzTffFMQvvQ+1olNemz+5GA4/XEST0KvD1Tq/9LlRZ3S9nF/6DJWpErn44ovLDjvsIAsttFC0sEElzOzNdr2rSvv8MEdcS5720HEcp7dAH6Xt3u23J4cdsjhIbkgWB2rt/AqpVxtMku9HHy30xfSTKn7h+A/7JLNA79QQzj3jl5//vPL3qmBWR0f4dMHAnnH+eu6sKxjsb/Ob30hkLh0ypKR6X1hp8NVTTy2u4A+udCAff+aSyy4bTYKUQxNf2tRutbefTiDMxB3x65fYDA2aV2ZmnRSY/UT8mpLD+dWvjPOLHCThfsItt9wim995p3yKG0j3sVILZP/+kfi1P9+vvnrxM3AxXIa4EaOJiEePHl08t1cbZ8HBVObcs1ibs6zzy0K+lwjOPUKYJu9LcBnw3nlIxE8oXSVkVVJU9FqrowiHFXHWdPZJoof+Tl1ETPTWWSf7M8LtZIlfFpvoXreh9wMDkTBsSBs1juXhh0v/lhb2mPb5Sc/e4osXzo8dKBA7jm08FL/sMVsXFiCi2eOzWHEtFIO5V5IGRjgz1bpOe0J+QJv4PhS/KnXHuPjV/RlZqGl77rnnysthzrw6gND12GOPleS22jYO34jacdqQ554TWX756nJcUCSC7an4ZVfk9RnImfOrQ3z0UdmFBvrDv/3tb0UHcTm6g/ilie3DBSftdx3HcaYbdIzDuDJe1C/BmhTqLX51Btb5xSI5Pz/+eOFnCpw8+2yX7l6vptr+X8fvPUS8caZX8SsYCCcltiV5PYNmyzibByjNgpv28BCjzUnTzxo/Psop9Wr8ZxsSowNwSr3rKvAk3e6cbWVAw73+4Ycf2qpT2bxCMUu8+GKm82tchvhlha4f40lPWt6TmeJjhZ/MRW3MypxfKjrawX8oRJZMUuLvN9k/ksyKlE2ibMSvxEpsoZiREmLzKduotNPNEwKl51zPg+bI+uc/0+3QbHce5LgqxRP9ma9Z+5j0N52ckVPv3XfzJWwP9yHM+ZVEXuEZkYlVnFD8Stp33aber3osxPAD7jbjPGwnGFjxK3TmsQ//+IfIgQcWqnmq48Zux8Wv3guiaRcPWEvaQu45cvvpPV+NgMqAPBS/+Pnoowvf67NQL+eXits1nuxQfbK7iF/dQYhzHMfpNnz3Xfvxm47VaLvN3KPmsGhUbjG5FrCgb1zbUV9LsSaOm4I0lYzvnc5BFxLt2N7ptfRc8Qs3kmlAQ/GLQeeiiy7abrW45HXlki+GaKU5k2C83DouVZ+08tM1hLDRKAaVqiKIMX7kkWJS+JLPCY5tQEYJ0ilW/AoG3vy8fPyAjxkzpvi7JA7TELrCi6QSENl0oqaC26uvvioH4JgJwCFWTEJ+0EEyrFI7sAl7POigg+S+++6rSvyK/pQnDPaddwoCFqFPeeLCVRjRa3jDDW0/h8KjrQRTCWnOr3JukKRzoc9EkiiaFUdvP4scDypiViN+7WzKIeg1CcUvS+jk0n3RARUhXrj0wk4ty/mVVPBgm23aBC7r4NDP0/NTqUDgzq/uD25cwn27EF2o0MWUzBDePHCffvNNadgj1Y61muunnxbag3qKXzWGRR3rLu4qZisTyuk4jjNdwtyDMY/merX5dZdYonrnThaaUoDPTHKe1Zve4Gbr7aApME8gpYzT6+m54ldAWknzkJIwhM8+q+xDdEBrGud999038y2IS2eeeWZUaXAe1P5wVeOhOHyM6hJhyfME5xcMVfdQAio18M7mLbdsVy1RxajvWH3JYAYrFFQ4OW/q0ydyrxF6qCXdWY3Xa0RhgL1iN05R7NtyS5Hzz28/iSvTEbYGzq/1bE4rCBMMZ4hfU/Mk3qcq2/PPF8rg5knqF4pfWck8l1xSqiIr7NGioZR5xK8kl1eW88teN+7Xiy6qPOxRIfFpKPxmOb/CnF/ha9g3u+9pYY98Rt6wpCTxSwXDMDSMPBBZTM+lqZ2Kxa+SpOlJBSfywn0aL4IUn/tQrEaQr2fYY41hMSUpt2VnQ3js/6pdzHAcx+mtaMVujXywORyzxpgdgfH666+X5mjtTLr5opFT5/vP6Xb0fPHrsMOiOPK8A952r8vxvmNC9d4IMpdcckkxR9eGhIoliF8IQHMFoYOzDO4X/ZOVV8onnFgRKHZ+jU1w59ipS8Pss8tR7TbZlJh75OGHH5Y77rij/WcHx5sHrbalSedDHnzwQfnLX/4SfV/idAs+9+OPPy4kZ9Zk9UnEk7FUySJF/Lr33nvlnnvuKfnTVFuVJgl1SWQRniv9/Djpf8255JJCado84tdLL7V9T56dP/+5/fZ0EpzUWatrrZKwx2rEL/s+fZ26XbLuxdAFY3OalXPGXXNNIcQybzJUe1y6b/o8hsdGBaAs3Pnl5EAXD0rErxzOr2Jf036Dha+kAqCC4umni6y2WtvfceHusUdBIOshzq/uAo7zJRMWM8ipeT05XxzHcXoRqf1MyP/9X+m4h4X4449v+74ezDFHwVXWVXz5Zdd9tuM47ej6JdKOctZZqWGPSZS87v33y9pRxw0YII9paVx17QTbXmyxxeTLL7+UrRIqxc2aEL8+qF8feekPgUMpCev8ohRwkAusH8JPUDmlRPxqaChWC3vxxRfjtxbee+2118onn3xSfO3Psqr3XXVVobIgQlQOplQg9AwNBSfzuZFTDnbcsXDur7iivWU5JeF9OfFr/TihP+IlgihOtOZysd55QlnClQO1dJfLXVYtSc7DNPHLnutTTkneXlooMNciq8qdFWLt56Tlbyg3iWZ1kIm3vk6vo072rYMudH6FYY8hSc4vQi35fV7xy75OHYN633vCe6eOVOL8yuxr9D7FwXrrraXPLbAw8cor8YZ6hvOru0M1ZcdxnN5E7jlNWpqJffYp5PvqLSFnFEkiRYpSaTEtx3HqSs93fuUMe/xhpZVkYuj8YtA/55yZ7/t8lVWkOcP5BXfeeaeMGjWq3Xs/+uijkmpdFWNDv+wqcjzRGcTvH3ssU/x67rnn5Nk4UTM/6/EPGzZMVswInywRThZZRGS77XLtMk38hIycZCHrrrtu6S90EhfmXKLzSHLpZTm/cDedc05mqB9hq1pFbXJSVcsst1MSyyxT+vP335fsZ6eQJH6Z6qRVuZDKuZOsyKVCGCt8scOvYvFr990LX8OSxUzCsa/bEM5QzNKfy4Uwcky/+U3pe6pxfnHs3FdJOb922KH8tjwptlMBJTm/VLDKE7Idovfp9tsnr7rrfXnkkW2hKe78chzHcToK4pcutjI+ZmGAit+9gbffLhSkAY7x5pu7eo8cx5kexa/3LrhA8O1Umg9kkUUWaauuqG6TQAigiuHsCcLJvFSyqgXhPuskhc5jzTVL/mSn7ri8+KehjohftuJjJuHrNCFyGSZnVJBM4rTTTpNJ6qyzn5u1n9atZ5xf7dx+uJt+9auyea7UDTeNDjgU4/JUdFQeekjkrruSxa/OFDiSxK/bbsv3XhxQ997b/veLLppf/NLPZxUvdJPoM5RnEs25D68HpNnXw+ck7drp/vE1PK5qxK8QFTpJvB1Um03Ewx6dasUvxGHCscss4mTep/RdPAvffpv8LBAOqe2xO78cx3GcarBh9RRU0bzLvbFfCSu9O47Tbei14le7Sof9+8uEChLjmw0VKyimOb8qZdLUFtnmL09H//g+d94j5ZZb2k/UY8EpdH6lCT1lCcWnkSOlECiYzeVXXRUJhnlhfzQpflnxS4/nd79r+xWd5qmnyvl5PzBD/IrOVyViVwgllMOQTxLwk2+gM8UvjofzQhGFSuF9cUhoka++arvn0shTnpqwXUKN6+UgCQcZeZPX11r80ns3DLlNw8UvJycU9PgtpdIV2pWMcOzMvkafQRyLiNSh+KX3L5/BpAX3bb1yFzqO4zg9klxzmocfFrn99raf99uvbYzam8Uvd/Y7Trej14hfawYOqGWD/EStsahRcSWohga58+67ayp+TWttlWc/HBP94/uyE+y0fdbJCSsocfL2cuJX1c6vhgYh29aOZcI4h1fjQEj63CxBYNddi9+24lo45hgZP/PM7Ss9Vih+VS2YZEEyesSjtHsmjzOoUvgsnHrbbJNPlCoH4p2G9KVx2mkic8+dfd7JW/eTnxR+zsofVilhzi+lXM6vpPfUQvyqdFsufjk5ue++++Skk06qTV+jEw4WTsh3GIpfPKN6bxLOTeiGhz06juM4efsZhbzCYYSMRn30RvHLx3WO023pNX5MhA8VuL777rtSN1E0Dy1MRKtxfo1UJ5Nus7MaNZ08h0LU3/9eyMGl4heVJMeOLbwly/3WkbDHmLGErdFRZSVG7wh5wh7nm0/Grr22/PzRR+WeE08UZJkxVCTLAy6Jr79Od36pqMHnc/5tYvWOcOGFInFusRLICUVC/1rB4MLm9yLvVl4RpiMgsr31ViHXQTmqcdfddFNy0YAzz2wLbc0b9mgHYIccUqh2Vw/xy51fTndG+0LEL9q58N7/xz/aJieO4ziOU0sI4Q+r2fcWeuMxOU4vodeIX5aZEkIzpsWT1WqcX8VJgn7trEbNCjE6mR8/vuDCseIXxKEvYc6vkI6IXySG32233UQeeCD5PUyeOioMhknLkxgwQD445xx5eYUVpE+5Co0hL7wgMoEA2DLOL641x/PrXxfCLLOKA+Rh5MjCv3oTFl6ooPhAhyEZvRWSaokmpg+xFUhDYTtN/CKP2McfF77nWbLhoSuvjL2mc8WvvM+k49QSfT4Qv9ZYo7Q6FSCI1Ur8dxzHcRwL1ep7o+sLPvywq/fAcZzeHvZYDnV+VSR+7btvIS49bJw7S/wiGffJJ5eGnNnvrWgzfLjsvOmmMr5kN9vv5/nnny/XXHNNVRPyv//97+mhhZyjWjjicgoBVYex4pKjDHHCeSpxfqmQwv6cd16+qn3VgiMsTMzv1DfnV5pD8cQT8xV3CMKsE8njIiOE7fe/L/86x6k1WiGSr2GeP8dxHMepJ71Z/Npzz7ZKyo7jdCumO/GrorDHSy4plN7V9+hKeWeJX0zmjzsu+fOefbaQQ8lw6sUXy5NPPiktsQgQil8rrLCCzD///LLLLruU/+xKhKxXXxV5/fX8r6/B56r4ldvJlkGi+NWZFVoIY73zzs77vN7KBhuU5h2rJn+bFgsoxx57lA/fzCN+/eEPIgsumH//HKdWkDuR1WkWVBKqFTuO4zhOTXnmGZFVVy18T/qUIEVNr4Gx3Q03dPVeOI4zvYQ91sz5pehkWCe7888vXQ7hWQFzzTVX9O/1bbaR1264QbY34peKRbnJEpXCbS29tNSMrOuTcDxVXc92mzUi4QILFDrn3roa1ZtZckmRTz5p+7kjlTtrwU9/2rWf7zhZ0HbON19bUQvHcRzHqfe4aMiQtp99rO04Ticz3Tm/qhJLrPOLf0ss0eH9Gdi3KfpXD97ZYgv5bU+tVEJFmBxWYc3hVgvnlzKEDvmKK0S++ELktttErruuZtt2uoBaV+6sBNqJPNVHHafO5OprFltM5I47/Fo4juM49elnksZmdsHScRynE5junF9JSeDbEYYZhmGPHWRQvz7y5skbSL1IyvVVNVT8CtHzcOut+ZN652XmmdOtwua4Fl10UVlkkUVq4vyCt956K9peMQH0iBEiq61Wk207XcRmm6UXZ3Cc6YDcfQ394qabtvV3t99e931zHMdxej4Vz2m62pXvOM50zXQjfg0fPrz6N6tg1kMa7JqJX9iTf/GL9L9vsYV0KohSMTPOOGMkWNWKovDl9B6oiMo/x3Hys9BCIhtt5GfMcRzHqT3W+fXEE36GHcfpVKabsMell15axo0bl+/FQTXAIj1E/KoZ5L6adVbpNlx6qcjjj3f1XjiO4/Reprd+znEcx+ka8Wv11f3MO47TqUw3zi8YTFWrPFB5b/z4uk0KJk1tkX2vfzH6/tIdVpABNc79VdOwx+40OUKIW2ONrvlsx3GcHka9+xrHcRxn+qbifkbFrzFjOmHvHMdxpmPxKzckPrfVSGqcBH5aa6s8/PY3xe9rTa8VvxzHcZz69jXevjuO4zj16mdU/CLHr+M4Tifj4ldebrlFZOONpScwdOjQrt4Fx3Ecx3Ecx3GcNnyBxXGcLsTFr7xsuaX0FNZee2353//+19W74TiO4/Q0fGLiOI7jdEbOL8dxnE7Gxa9eCGGPSy65ZP0+YNddRV57rX7bdxzHcTqfeefNrvDrOI7jOB1ht91EPv7Yz6HjOF2Ci19O5Vx+uZ81x3Gc3sZHH3X1HjiO4zi9mT33LPxzHMfpAmqTwd1xHMdxHMdxHMdxHMdxuiEufjmO4ziO4ziO4ziO4zi9lobWVs9u6ziO4ziO4ziO4ziO4/RO3PnlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+OY7jOI7jOI7jOI7jOL0WF78cx3Ecx3Ecx3Ecx3GcXouLX47jOI7jOI7jOI7jOE6vxcUvx3Ecx3Ecx3Ecx3Ecp9fi4pfjOI7jOI7jOI7jOI7Ta3Hxy3Ecx3Ecx3Ecx3Ecx+m1uPjlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+OY7jOI7jOI7jOI7jOL0WF78cx3Ecx3Ecx3Ecx3GcXouLX47jOI7jOI7jOI7jOE6vxcUvx3Ecx3Ecx3Ecx3Ecp9fi4pfjOI7jOI7jOI7jOI7Ta3Hxy3Ecx3Ecx3Ecx3Ecx+m1uPjlOI7jOI7jOI7jOI7j9Fpc/HIcx3Ecx3Ecx3Ecx3F6LS5+OY7jOI7jOI7jOI7jOL0WF78cx3Ecx3Ecx3Ecx3GcXouLX13AhCnNMt9Rd0X/+D6TBx8UGTWqs3bNcRzHmR77mnowbZrIpZeKjB7d+Z/tOI7j9P5+xinywgsvyBdffOFnxHEycPGrO/PeeyK/+IXImWd29Z44juM4TmV8+qnIfvuJ3HefnznHcRzHqSMrrbSS/OpXv/Jz7DgZuPjVXXnnHZGFFip8/+GHXb03juM4jlMZkyYVvk6c6GfOcRzHcerMhAkT/Bw7TgYufnVX/vlPkbnmEjn7bJHbbhM54ACR1tau3ivHcRzHqUz8Gj/ez5jjOI7j1JlWnys6TiYufnVXHnhA5PjjRQ48sPDzxReLPPVUV++V4ziO41QmfvlKtOM4juM4XcVf/iKy9NJ+/h0Xv7p12ONii4n07VuYOKy2mshLL3X1XjmO4zhOPlz8chzHcRynq7nuOpH//a+r98LpBrjzqztCiAjVOjTn18CBBfHrrbe6es8cx3EcJx+TJ7f1aSS933ffQgGXceP8DDqO4ziO0zk0NHT+mSYEdcwY6bU0N4vcdJP0NPp09Q5MjzQ2NMg6i8xe/L4d778vMmSIyLBhbb9bdFGRG2/sxL10HMdxenVf01nOr88/F9liC5H+/QsDweWWE1lvvc7fH8dxHKd39TNOCZ7zK4WuuDfvuENk8817b87uBx4Q2XZbkW22kZ6Ei19dwIC+TXLNriunv+DddwuuL/ugIn6588txHMepVV/TWeKXrgx+/bXIRhuJfPll1+2T4ziOU7d+BvHliCOOkFNOOUX6s+DhONOr+PXpp9KraWmRnoiHPXZHVPyyLLJIIRTyxx+7aq8cx3EcpzLxSwecLOAMHiwyYoTICy/4WXQcx+kg33//vfz73//uVudx6tSpctZZZ8kbb7xR9rXXXHONNLhbzOmtNMYyy9/+Jr2S1p7paHPxq7uKXwsuWPq72WYTmXVWkbff7qq9chzHcZx8PPSQyAUXFMIbl19e5Be/KPx+jTVELrxQ5Ioran8mp00TeeWVwlfHcZxezkknnSSbbrppzba3yCKLyOOPP96hbbTEbpA8otbDDz/coc9yynPsscfKjjvuWPK7L774IhJOpyu6QmRV8WunnTr/s51UXPzqAiZMaZbF/vDf6B/fl/DiiyL/+Y/I6qu3f6OHPjqO4zi16GvqCYPqddct9GcUbOErghcccEDhXz0mPc88U8gn9vLLtd+24zhON0OFplrxzjvvyFprrZX4t1GjRsnEiRPL9jOV7JO7vuqf8+u0006T66+/vuDSiYvNzDnnnLIufbTTOeJXb6W1tUc6wHr5Vem+TJzaEv1rx4knimy8scgvf9n+by5+OY7jOLXoa+rJd98VBn2E6ScVall7bZG//73wulqiVZVqvV3HcZxewI033ihTpkyp6r1zzDGH7LzzzmX7mWYqwEXz/vJTTE/O3oncfnuhmFrM+xRXm56oh/ML0SfreertIb2tLn45tYCqWL/6VbJaTN4vD3t0HMdxujNjx4rMOKPIDDOIDBrU/u8kvYdaF3HRnJiffSZy1VUiq6wictddtf0Mx3GcbkJu5xSve/BB+e1vf9uhHGFvlWuzn3hSBm2ySWX7Nr1BwZdHH+2cz4qdXhHkjTZMd9enHsdLaoesog7Ti/NrWs9KNdHLr0oPFb9+8pPkv7nzy3Ecx+nuEPY400zpf0cQW2YZ4mjqI37tuqvIkUeKvPqqyP331/YzHMdxugmVCBjTXnop+tqnT5+qP69sSOMNN0i/J5/M3Lek0MmybLONyIEHSq9ghx1Efvaz+n8OBQeM00uGDi0RKlz8qgHlUiw0NUmXcPjhIvfdV/vtfvVV8pjKxS+naqZOLUwG5pwzXfx6550eW1rUcRzHmY6cX1kMGybyzTe1/VxbDfm990T+/GeR888X+e1vpdNXQxHgkkI+HcdxQh58sFAdt0LmiEO8CR8sF0I4NQ5H7NevX9XnX0MaUzGCV5q4MmjQILmdELxKwh5vvlnkoouk2/L66/nD7asR/6oVKiyx+PUJ+9pRRo8WWWABkend+VVOSO7IZ3KfVBKi/PXXbd+fdZbI738vNWeffUTWX7/tZ3d+OTWxwvKgDB+e/PeRIws32kcf+cl2HMdxuhcs3nz8cSG5/YAB2a9lIH7JJfUTv3CebbaZyFJLicSOh04D0e2vfxX5738793Mdx+mZUA1Xi4JUwJF//asQRL766qvLrgjuMffcc498bSfDwjy6MJHu27dv1bs5rYzDw1ZvzHrteyxOVAMmgH33lZpAEviEPujJJ5+Uw3HOVAL9TN6KfinnBbHw3nvvTX3bNddck5mn68/0O1ZQVIeXvmDw4OjLmriuO+r8euopkQ8+6J6On//7P5Elluiczyrn7OpI2OPMMxdygOcF7YCiP8oPP1RuwGmtMHG9i19OhyEee4450pVkfr/ggrXPk+I4juM4HQWxab75RJ5+uvyq45Zb1s75xQDsuecKohMDfE3KPPfcImefXciV+cc/iowfL3WFCR2iFznHwF3ajuPkZfLkqs4VHtunn35arr322uLvNtpoI9l///1LXjc1Fr9KEtEjgFBoq5qwx3ffLVTyNXz86Se5xK+mWDQInV/77rtviYDWDtryf/5TasKOO4oE5whOOeUUOQvnTKXkdX7peSHNTSBAPf/886lv22233eSwww4r+d3dd99dFLGOOOKIxM8J5Rf1ZHdI/FJXWTknYFdwzz0FAawznF8qfqWJRh0Rv2gPHn+88P1pp2W76fXzceRVK37168fNn/2aUDh38cvJS2NDg/x05CzRP74vQkOYFvJoVz086b3jOI5TbV9TL3RVesIEkXJl1AmZYKWxFjDQ/elPC4NDnGcIUNZhxgDtpJMKCfjvvlvqxrnnFsIdWciaZZbSZMOO4ziGeeedV/5phZyUCfT//vc/+Z48iim05gxRVOfX1LDdfeihstfltddeay9+rbyyyIorlvQz9hiy8oOp+BVy2WWXyWlM9BXCI8N2tM592VaffSZVBSbm3S89Rzin7M85wkBDQTFLLNPtFu0U8Xv710L8Uldhd1zg6Uw3mppV0hbWOnqv6rFQpCJLzNJn3YptGW1GKln3E6S5RrujAzADT3jfBQzo2yQ37b1q9I/vcyW7VzzpveM4jtORvqZeaGXHrbbKTngPJOK1YYodgUHhiBGFPnTWWdt/jiWoeFUzGPxpmOOttxZc3C5+OY6TwieffCK33HJL2fOz9NJLy5577pn69yS5BA/Sz1gIMEyJRa92ebvK5ABDcFkmDpUrEbTiCa/tZ/o2t+Uo4rUc42OPPdZum4T3pYkvJQLP5psX8heBvr7O4tfKo0ZJmaD9ZLL2i75J0eMLvwbi11ENDfLFpZemnpsxY8bIDyqIHHywzJAmful+xT+vbkMhO+pS7EniVz2dX2ljmY5We8wrKun1sJ9XjSDVVGac6M4vp+bkcX4tsoiHPTqO4zjdDxW/QgEqCUQpHGK1GDyTGHbgwOTBrVa42ntvkbXWqp3gllT1iZV8HGiaf6Oe4hcV1T79tG1Ss/32IgmTTMeJBF+/N7olVuz4w/HHp77ux4x2K0n8YulhpSDhearzKyMH2Oeffy6jTFXeEmGKNjdjXyZNmhS523Zbe+3i/afH+xxh6ilOp3aOMU36rRNz284fdZTIs89KJizEHHKI5KUkLLQCWlpbZccdd0x2b801FwnRCt/rOdTjTBEpzhCR2Y4+uuR39vz/6U9/knPOOafww/nnyzrx74ufH39t0vMVv/c8EdlCOoh+RncMe6y1+IWTfL/9kv+mz1JaEYOOVnvMm4NLxa+OCnxNZfY3TMvkYY9Oh8kb9ug5vxzHcZzuKn7lqSamjqxaCERUSRs4MEoGPOuss8rH1vGgeTJIgEvRmBqJX0wKo6TNd90lcued0nzYYdKyxhoiBxxQeAFOtHqKX3wWA3ImpgcfLPL3v4vcdluhapw7zhwLAgECRKXJjJ26k7faYVKFxvC9MxDWXfqCkh+nxUJFlvh1oIgcb0SWueaaS1ZaaaXi3xvYBvfTtGnyXZkcZR9++GH0NUrhzv1nhK3RNjdROfFLxYwk8etPfxI5+eTM/YjCv+6/P/XPFAd49NFHiz+XpAjg999+K3mYMGGCXH/99ekVMVWMzBC/omvKP/1deA3NaxEXLew1st2p9Alc4/i1ofML5ueekhpAmJwuwnQXah2ChwAZOPCKqOiV9ixUKqRSSZFFOiVvm60CcUedZk0VOr/0XJNTNSF/XnfFwx67gAlTmmX5k++P/vF9yepcHucXSYLHjKn9jhGz7INmx3GcTuWDDz6Qh3LkXcnNq69Gg6HUvqZe6MCJxPcGQnueeOKJ0tfqRK0WZddj5xeiF6Egn9rBOCLbK6+I7LFHTUMtN9tsM1looYVENtkkOt6vH39cTmKSNGxY4QXzzFPIRfbOO1JTjjuuUKUMSKz/wAMiF1xQ+Pn88wtV426+ubaf2ZvhWalVAu1q4b4JEofXFByW+jlOt8IKWA1G4CiGs8X076+ZmtpojkUs3UK7Ko4pwsnM3PP2b0ZYoyU5MRBZPtMCHuQpY5KN4PTjj/Ll2LHR72w/M6Vv235OjgUB60VR4Y3fzZWSd6pdonwVieL+ZUIg+uSZ8L/4f/8nRwcuKlsc4Gc/+5nZnNkevz/ooNTtInTR5xQOqnAsVvxigWTrrbfWF+sBlv4cChy07ykihD034Xni02cXkW3o4z75pPg5xS2Z158pItdVkxNK0X1GrKGvm17DHvVeVPGp2s/kfJJXD5FWk9zr7/Og4hsCa0fm8X1SCu6Vc4ledFHtq3f3BPHrr3/9a9SIZf1bt1wC3OmIMeOnRP8qdn5h32VwTZWVWrPKKiLLL1/77TqO41ToqjnvvPNk/fXXl3nmmSda9R4+fLhsueWW8mxKiAO/R5CYbbbZookCwsTxxx8vE9Ps6PWAgQoFSSpceTzggAPK9o/PPPOMHIfwUQ4mKssuK/Kvf6X3NfWCAdidd7ZLds/gn3CQEhjc098h3lTIVVddJVdccUXhBwb6L7wQiV862Wp3zclXQ4gOIZB33FF4fYWEE40vgtxhc06bJv/66KOC44tK8IMHyxS+pwLldttVl3w2iVNPFTnwwLaBt5mYRsw2m0g8KXVy8LvfifzmN117qnDSrLhi/cWv666r32f0Iggn03kL7W7Iu+++K7vuumvUxwwcOFDmnHNOWW+99eRO2r6OOr9aW+Wi006TGYPKbknOr6nxxLs1JVyvNeGzZhaRX9CGMNFWUYkchUFYV1qlRkL74hdIfFeV9DOtCWGWzQm/20dEWKJoMkLR/8UV+sqJX5EwaN1rOcSvia2tUZ6xNKKziyhowwTbdjr1fccee2zkNk4Tv2688ca2vG6h0yvN+fXSS20fEJ/vb2Ph2p6bpIICDfacmLDH9RKSsq9Uq4IztYbiNHn7aFINhK6+cuKXvZ5GJKwK3VZHnV/kC43z6hWd3WH7nYV+/k47iWy6qVTNjTeK/Oc/6X8vI7BPd+LXsssuK3/84x8T/y1BuIGI/PKXv6zVx/U+uIHyJLwHJgy1TtpLA8AKPKJad0xg6DjOdMOFF14ohxxySOSIQgCjvPcaa6whd9xxh6y22mpy0003lbz+tttui/7O4JZ+BjGJAenJJ58cTUpUFKk7DMIITacyTwV8Z0qkEw5y7rnnRsduueaaa+TUU08tfyzq7gjeXw/Y71fjCcMrr7wiLQzSEhwKhd1KcJ0gClXgRmFSweRpjz32kL322qvwS0pzn3GGjGtpka/isBLCTxJB/KKP24epVzZvvvlmVHWMycgbb7wRVSd7+eWX5aOPPpLWr7+Wo6ZNk9mC94yfeWaRJZeM8n+t+Yc/yONffily5ZUi//hH+SpKlaDiFvcN1Ss33ljkzDMLk8M116xfXrNawOCcqpjdBV0l76w2Igl9BuqRP4fxHE4Cxo2nny7CPemk8vrrr0fzlsGDB6cuspD8nfA2EtH/7ne/i/ocqu6x+HLiifim8mPFjGhqfvnlctAf/tDudVni18UsoCRUUAyFNX5awTo8tJ3kdRmJ1Us+U+cHzc3FiogX4fpIgEWIs0VkYfv+WHCZO/752ptuEp3y61xxRwT99SK5prB7QSW7aPrN+dAk8qHAsM462LlKfjW5TIhp5Alj0ciEPRZfn+HeUcHOvm6ttdaSx2P3zhqPPiqH699D51eC+DUHz6dxQzfEf2NRL4/zq9Huiwl7vI9vzuZq1EgAqFb0IC3Am29mv4YQujwLfbD00gX3mSVtDqvX0Y5R5p1X5GKeoAyy3Fu1Er/CSo7k9FTi/HipXH55W1EIIB1DR7jhhvS/ufjVXvw64YQT2v075phjogFpnz59ZOedd+7YBenNcOOjypdzfgGrybUewDAY/fWvC4mKjzmmfGPgOI5TJ1ZeeWV55JFHopCBK6+8Uk4//fRo9fThhx+OBvj77rtvictnn332iVbpn3zySbnhhhvk7LPPlqefflr233//6HeISdWA2PFnnDsJIgz7wQRI9+GPm24qrRtsUHjB7rtX9Dl20oKAd+ihh8q2224r//jHP+SfcUgWDgN1xbXDDvZUGLn66vTcI1WA24F/7M/dd98diXSzzDJL1PePGzdOlltuORlLrpH+/aPXcB1Kd7Gwj2PHjpX//e9/hV8yoM/I/RKy6aabyqKIi5bYUfXKU0/JbrvtFn2f6vbj70zyCDF7+unMz+Lcs6pPSMspCGxx+ObIkSPlo+uuk4O+/lqOiV970PDhgt+rL2GVDJSXXVaYdnykG2MiZiaICLt/SJjgZsJERsMdbbl5ctIcfnjhH9d77rmzS6J3NX/7m8ihh7blvwHucXXyJUG40j331Obz+VwEQ0UnkFacZOWb64gDIel5KweihD57JLkuFw6izz/PQq2vHfc6Ah/nmJBYT22RCsIM8xTatM2pMpgA4hbtC23BrbfeKmeccYZcffXV0SLAkCFDItdYnsWWd+Jw6HaCTEoYuA17xI1Gf6fiF4HWpyclam9tLdn+4ldfLcVWmfsz6B/0tWMyxK9m7WumTBENPjwK56Juw7yWfqFUgmpzftk9JfzRsjXtmnEEv6H9RfycFHtL7TvC437kkXbtBV7klTKerVnM9w3x9vQ6js1YTFj5yy+LbisN4WQhSMcGP3/ooSjEsKzz64svhGD1fREyMtzQSeKXHn1DivOrmPMruC8bO+LaCQUmxL4Mh1wR5pZ5wuPyJooP3GwRlTq5OmImUfdcJYsn7N8OO5Qmyc8S2MqdC5zgLLLVitbW8uKXXv/p3fmVxu233x6t+G6yySYyB6W/nWQYYJEsOLA6J4I7LAx16CjkRCF3yXnnFVaQUee7qyXWcZxezRZbbCFrxwlyLWuuuaass846keNIBZSnnnpKvvnmG/n1r38tK6xQXNeOBqIqWlx22WW5EwtbLr7gArnjiCNkGjlOGDgzWPnyy2hBh4EnZdzh4+eek4X//W95vqlJWtkvnBw5P2+HHXaIBDqYeeaZo4Hz0KFD5fvvv5fttttOfhOHZKmb6dprr20/kGIVH1GHiS1iEAOp996ThQiT78BEcLwZWK6yyiqy8MILR/uDcPM24Z3xhAsxRzSEpX//6DUcV5Jra4EFFogcExEsthBWlPNc3XfffcUkykXiQac90tD5xRgE16DMPnvk+mpdemn58oUXonsEQS8JnaThANN8bPrZo2NX3aYLLSQ34lT86isZvuyy0aSYe1OPHX9ZlNkMUVRzOv34o/zlvPNkGPdmJekL3n9fRENHqRwG5FFD1LDPSg3zmnUYwkARnu31VUeNzYV27LEiOPmSHAHcU2ecUfhXC1ghxynHPnH+qdJJZU4cc7qoGN/bkQPhvsgzURmM0XA1AsUIyiUC1rHWFlvkGwPmgTEiIgLXgITlq65aKIpAnjonEZy1uDwRs0IXlYIjl3Zjww03LPk9VQ2XWmqpqA1A9CkHSdYTc34FAoL+3Tq/WJRh8tYctHPhPn8zenS0X5Zh5p771lRxtAsUWeJXqxG/yrXanIfwLKrzy04+w2l/+MnjVbSKj68hPifXU4Uv2li+qewhRuR4kMIgKfugYY+6iHIPIWlJtLbKH158UVbVn81+JN4/WTm/br1Vtk75DEt0XeKE+Hq97NHr9+MnTpQT4+qhTSnb4ii1H88Ed1vYR4cLayRpT0sKr5+t4Yl58mBVUiUxrDqq5ze8h9M+tyO5wPR5tc8t6YNY3CLMNuk5QrRmcZD+XKtDZ1Hu/g4jxuqR2yzMCaZin4tfybBqD4QpOBlosvs8Ny0PVjkbZCXQgBJjznZ/+9vCqidCHDkBHMdxuhGa1Bc3MWioG46ckJlmmikSlEiEHoYR5mGjt98W0rQ3srL9wAMyef75pWXeeYvVBHXwOeeee8pvEUGam2VUPGi7+sIL2xxOhr///e+RYyDi//5P1rjhBkHSQM64eOxYmXTffZHIpM6A4mA2FqKoaFiCCh2E1iF8XHZZNBCdOtNMcmRKWA+uhnK50BBwirlMmBCZIisvvfRSFO6D84vBOGGn+40YITONHy+HB+EK6j7jXBGOqttBdPof1/LDD2VCHDr55ZdfRttKo11CZ4hDRr8yzggcgkxQNfH95ZdfHomjCIrcB/e/9po8H6+uazJnBEjcFTjTQL8iuI4aNSq6j9R198pjj0Vf5xo3TtanzxSRxRZbTH788ccosb+63jjy6Kqts45MGjVKXsORMHSosOUoa1dK/rpErKCFiAerry6y1VbtQzsZTzD4rvUiWaVwLXF5UaRHYbDMYN6u2Ot9pjl5eA3nmEqamqcKkTRplb8SEII0JIQJNYt+hKpyXXlu+TuYMOTUEvZZ8H51FpbL18L29fP0Pdx75Owjh1S1k4vFFiuEf+Goww3oZEKbhvhFyOPiiy+e+roll1wyEqRUvFJYCKG9JyTStptpqDhC+8lnK7cFxSpUhI+cX9xLJ5wQfT6ZyGYzoYGS5PwirxZtYNI91NwsrcECt1aD/DYlnxS06HvMe9Om5vRZ4d/0eOxMJ5z1FPdW90G/xsenr79G3S45xa/ofW+9FbUjv8AFmbIP6uDSfUW+QBRtVyVTc2ql5MGmPyshy/mV5kpLEr8oKLPggonOL/3+rbfekjffeKOwfwnVHmEAjrhFF00WwHitiqOEo+JgVfh9Uk6usBCB5amn2sITayV+qQATij/h+a1G/GLbeVIAJTm/WFBhcYtFr/DZO+ywtr6ccSBzecTyrHa+3LkI32uPh/s8/Pvmm+dzNPO+sJKnjsFU7OuhaZLq6vxigoC6TqncDTQcxEkmb74vYIWSQVKtnFmo+tzASy1VeGhYFeUzEhJ9Oo7jdBVMMB544AEZMWJEtMpuc2G0cwT9P3vnASZZUX3xOzObA0vOOQfJcQHJQTJIFiRIjgISREFBgoCSRJAgkuRPFBBBkgoiIDkHybDkDAtsnJn+f7/quj23a+q9ft3Tszu7W+f7Zme2wwv13quqe+rccwUR1FcVPy0lk4oA4oPUkqFjxzo/lfcwIt12Wxn44YfSNnGirOXNSCFD3qLS3ltvye/nmksenHNO2YtgH9HIj38sx6NwCki3H/zgB7IdhAWT8KWWcuogaklRTP4HInLks8/KoossIufgfTL//MLU4p+HHy6DH3xQ/jFsmCwYkl9qpO4JGdI9SoMHy6gNN6xKJ9liiy1c0IR6CkU2Zs2QRFkgkCPtY6+99qpSUq3qVyqfeOKJSpAHoXW+n+jfo8ch8B5HVFQQBFOY1Ksaj+IFy+yxh0APnuurQ+JrxuvWA81CCc+qydlDD8lDW28tp+K1ZY7d/laClOsK8UiY8ZEnQZQEhBQk2MGrhd98Fs+4NSCYBHHQ7DL4rbcE3dIo7/My8IMPZMTCCzvFIb4/HDepmSHGTTedDJowQT7x94ZqONq/+cal9D766KMu4CJgiYKgFJUSxBbjMvMprSoZAhUTpBHtjGIBFaInFyc5dGIMCUdAAuHIvQThRCoo8w2M3klfUi9TFOhM9lGz8TcpxIMGlSfbVAg94YRi+0Z5FRKpCy5YLngAUGOhqmS/BM+k02rKsK2mXcRsOAbOgesWCw4g3bCvOOAAkeWXLz+7BBUUHQLMBVGB8dOofwvPHUo6AuDQEyehCvRzu+22m0t3PProo3Nbh/6LvoA+nL6KCoL0kZBeqFqvL1hpVYkq+mBVLBOyfhsUqxjnCQVH/EOen3iiIz0YL/oZcrsUIb++79P9ooH1xIldXloeHd57Lk/5VemBjdLFujyGaY9tkcUfd/7mNUs9UDdwdo1tfF+qvldKAuh3x6jCzgT7qOKqEJ4HpDBFLnKgW1Oyi+WN33znO44YjW27FDl3xpVDwyqReZ5fOeSXTaN11wVP0TffrBCUto3179tuvbVyrWLVHhXcQVgYdAN9J9laeoyW3KHftBUJFXmkVr2eirUIH0gjndMh1rAIlXWNgDFnn33i50WbGAVk7vnZBRuew7PO6pqrKVi0JLsgC7XI3TziDIVjyBXcckt3G4FwG8xb2W9YyTORX7XBRJYHdY899siUEE+LwExxmblHuB81VixU6VHBqhQPpq0I0hPwIBLQ2MBi0UUniWFyQkJCQhEwEaViIBNBfFV0TIGcIE0QQiec+FLtUaFKniL4wx/+ICNHjpRXn37aKXfu8eTBceus41aBL8XLY9VV5caLLpL5f/xjGT5xotw3dKic8tvfytPPPSdMh5gy3MKX8FDEBJnUIzMR+tKsnBJeQ2WM8ul7e33/+8L0/FD6eURd55wjC739tqz/zTey5uuvyxrf+Y6c473IOg1R9JVPmRqz8cby8WyzyZalksz5wSsy/oNX5F68R844Q34HWeeJu/vDSVigmgOkANmKZ5WURYOFfWoNU9Fzbrihou7Caw3FFEDNpiScJaZGDR8um48a5YIFTfGJVU376KOPuqeuEtx/8omc+dJLMp2mApptUyiBVW1W4V2bf/mlnH/++Y78+tKnrLJdrrcqwCCvMHAmnXbWWWettAOE652jRslb/fqJGjiUFl9c+m+2mTz++OMueKYyaQwf+snn+ub+xNnn41GjnC8qSjG++U1Weg3XbKedysQWY/Wpp5ZT2mKw6aYoFElJ9UbOUeB/RToKfmgnnVT9Hn5ieHQx0YcAhlCLqBmrwP2+xx7VxBHXk7RGVarM6B12FlusnA4KwcM9xD3NsYRB4zHHIO0s/82zxD1kDYFD0N4oIfGZ9Z55brXd3j96Hpoyw3WGGCOQsv5jPSG/IIdDUp7ADHISQpb7Qd+HEGNRE9IOQpbghPupEc8xCwgCWzksoRsYJ1CiErPUilXwHKQ/xOMQlap6fvE9KkBCgBWBElWhkX2VtvW//5WJPriG+D/3vPPc36UIidGSQVi5XjdGZLW3S2eQYtnplT5jCpJf+jQNLpVkmQ9ekWX6j6+kJKryK2xNJZCyyK+qUjHqzZdBfvWLkAPqtQVQ4W643npd+9Fji/SdegyohHUhzSq9MB94NsyG8cel3w0piG4q7SzlF4QrdjMRsG08TrM8vxid9jSf1fa+7E9/qtxLFc+vDJLE2htU4MfHSv/n5yIOGYtTueSXvZ+0CEceanEGjIPrrJO/r0svLX58CsYN/RxKZIqEhJ5gZElpumItzy+/2Odw7rnl37EFEVs4oV7yq5bHWWx/rX6b3NOco/0M56/ZCeFCq85b9XyT8iu8Fp1uIGE1U01oE8oY1L9Nbj14TffD33WTX9y0TGbw++gpmGTi78UKowWT7KzJdTNBB7v++l0T1ISEhIQAuogCWbPPPvs4EkwxbNgwOeuss9xEFcKKdL0jjzzSVYXE60sN0mMpITH894gj5BFfFQmVzyrrrCMjb79dNu7XTx4fOFDu33VX2a1/f/nnI49UpRUe8etfO4+u+eefX5jyVtbxqEyJWoVJwwcfOCU0+Oz3v5cvZ5nFeUbN6n8Ix6Gv1vaB/oJ+RXPxueZyhrxj+veXCZ98Ig++8IIs7YuSjDPG4Z94JdZniy0mn7e1yaD2CfLQlUfIh1ceIaX2CS61T1M2AQUFrrzySkdW8bedWEMyovKCWKQ9FVSyUr+UufyYNbNPOTx87bVl2bXWcoQXgYdi/fXXl3l86tWcXuE8ZMgQlya44d13C69AOKnK4W+RapmoLbpN0iFNlllG/vP551UeY5wHx07KD9ef/3OfcJ6owOZYbDEZ6lUDEG0HHnhglZcaSixUhiuttFJFbcb+3bm2t7vKatctsoi0QL5BavpUGfWpCytbv//RR3KW/xv3J7RHJJqM96o9iEimxSt577RuUOK2CBFj73Mm3qhF8laHUXqjDLrsMkyPul7H/5PgguqM+FYxSSaV0gSTbmWd9Dyb7sJEWttSUwYhrGwggoILeCWLg3oToY5j37YN+byd4GPNQEn20FuPBTsCFn0muMaoFPgMJJ6F3ksaZEF+oYTkmCH6IKIIOm2bY4BP+0Im6j4gCHmm9XM2RStUc0Aicy6kBqP44vrzf4gvTbWD6KS/wEMHdRiEJMEI2ypChGEmbQt8QPoVSMObVkFhlN/+9rdy3HHHuZTGWqBvYJyhj0P9Sp8EyQH5TSo4Y0ARxEg2Qm4lLNxTvPrqFdXmsDFj5A1Pjld8twx4ooZHlC6fZAXHEydKe0h++ee1NYf8qhz1xIkVxdfg9gly65VHyK0nbyv92ru2Sf+eRWF0S3v87LOymi324Rrk18MPPCAP77qru4a2yAsp6/fzfAb7/OD992XBnPtBP6dpjwDj/nkhKGwqY9BGpYBc6aZUzvL8+tOfMo6m3G+jSu76b1d/h/KLEeP8CPlFG1WUXzXIryqPTEgNPqefVXWd9dXKmktlvY7Kl3FCgS0A/ZsFixGMHYqw7WKwCl0LbV+M4IuQXywmKVFp1fCcu1cqOjB3Yj7JWKgenrWUX9b/T8f3mCItj+yrV/kVnqfuj3Ea1ZfdJmMRC1ZhAaBYUT2OX2N1Pe96iwtM7WmPpKYweVxvvfWiXiwJAeohvwCmpcrM9wR6I4cEJXLX3ia/eGDp9DETbpaZbUJCwlQFJuEsoPzf//2fIzggtEKQdkIFQoISjM0vuOAClyYCSbPwwgu7z6DiKYKZbrtNjvrsM7eKD/k1cMYZZcaVV5a78fP6+GP5YNNNpdWv1q9s1Lir+xQNJrysEldpLVhgIAD9+mtH0kEETf/cc/LrTz4R6AbouV/hg+U/3uaJghn95O4n770n+8ElzDZbxdh9tnffdZPfTiNfv8OrdZfZdFM5U72S/Ir0OnPN5UglFEx2lZzqZr/61a9cGuQ9akjrVVKoGlAlkT5KsEZgQNom4zqr4Fd5QmFGpPCtrXL7vfdWlF6aLqjzAQ32UFLhvwXZBSE1YIklhND8+VNOcWkykGKjR492SjANZDLNlyEJZp3VkWZ4bgH9TSCrC2/cD5CSKN8g9b67/fZyIMMe/Jn3RVF/MK24iYJjhRVWqAQw31lqKefhde/xxwu6oBciNgX4yCy11FKOUKStboOkcZae7wt37UX4oPJ7k00E149nfYVBVGcaSD5wwgky3bBh7lgrUBKpqOcV12P++csKbj2vIsQZ7cykloDbEnGmUqULODgOlGisDrNwBuGCMuAiztCDSTb3INvxqr+KUb+mTpDuwSo60M+oP6xNZeFz4T3APkl5tsEJzxkpoeodZj+LqsUTmFXtodvlviWNBqIPopoURMz5SUchRZJ+B9KXeQvtA/GKIoD0IOZvSkzpNQoDFu5lFGyqDkQ5gBcaBJg1ueecUMdw/txjvtiCC1Jov1oV1ThWn15bQSK/oqB/of9DzWorFmaBvpsqvCyk3Hzzza5/oL9acMEF3QIM/RqVbrWASR50MSasDKk6MA39O/19usvVVzuCHLRkqC2WHD/e9ZWWtGnNU34F++70KpZlIVYg3H2/wyKPVomsUBKPPy6quzGaoCrQn9unoPP8811V3Mpx2XPeZBPByTjW01eUbt6TT2kCxkSw2qhRstrVVzvPttCrzFIKi/rzffeddyRIjqwQXvs/+mi5SEmg/ALHE3PZft8fl74SUkuhqi9UfnUUqY4YpD3a8+s/YYKba9hz0OtztJmfaBvEFIOgalGJfhzlq35W37OEShaJRFp7+B72FMxR7OJHbCyiz2XRS4kcJYNYDDAK/kLkTxYhk6f80kVBq3CDuLLXkMWa0B+NewRiUAsNhcVmYs+qWlUUPbZaBFMtY38lvyAgtYptS0v175CMjC20WMVf8vyKIxndN2h4XxQEckGllobAAIwRYVgtgwCpt81yUS6w6osBICufWVLahISEaRJM5CGhUOWwok76WpaCi+pb+Kew2sxK5r///W9Zc8013aop3yFQKYJF//hHgbY558EHZThd5PDhldQ3CBIIG51soGUag6IJAsWTJJBsrNMai295b4kl5IvOTnnnhRfku19+KdsOGybDx44VhOWI3dWR6UfPPy/jCbq1apIacHu0LbigI4rAoI4OeejOO2Xw5ZfLdRi2b7aZMEVcl7kVgpQvvpA78EvyWNaTUqTZWey7775yrpfjY9BL4EZghzE85wJZxt9MuhdbbLFK++O5hoptnXXWke1R6UBQ5Ezg1B8MMontc10dRoyQcWusIXN99ZUjgagKDfGG0gqiDagiLMRnL78s7Yce6q65km5cK6qFbrbZZpV9ojZje3feeadTDg771a8E8T7T8ZkiFRfZ/yqrrFL5Ljj2yCNdYLH2AQfIvhCVhkRUoP7gfqPdqI7JMQBSTdkL/m6EO5zjrPPMI2O9xw7KL50Or3niiTLvt9/KMccc00XIqYLITszzgHcYaSUoqBRZnjImXdRN5FHxeeVjFLQHJBGKRk1PZQwnQIOw43kgcGGSzeoxBBKkFHMMJX70PoHgwdeLIJv7gbRHXSy1K+HcW5A/bAdSVZVjAAUWwQ+knBLB/GYyz+uotSCDeJYgBMP20OAEwmnrrcsqBYUScKgBDjyw2jsFcoCKfz6N2M3HuE/VJyYkKvHVIc344ovLC5eQLVx/9p9VldV6E6kyoda8L/S/4dmMFYpIcOQM6Y5U2IWoQL2pP6oEZUGF/5NWjycfKXGoSiG9QlCJOOo7VZD8ssqvfoHB/GBTeOERVUsGgBSj8q4zx/doywrAJ0505MuYiOE9qqjZIaNRJ/qFmR+E5JdJ57UtYWmIMO2x9eCDRUcfO1K4XsovBETJr4Dc0BnATpHPWuWX/axFZ6lUdcz2eFZ98UXRJHFLIoI5TDtyT7ziq9NeXpT8CpRfB9On1ELM8N5jvddecwtn9hy0vRlrGKfEvDbKqL4tGD+rALEfKr/CtLgYYj7RqlqjD884p8p+ODftY1lYYz/0gWE6fgiOjWPW4zJKucLQ59COsVpJO++4uUc4N1WhhYqpmMqLcawedVet1MJa5Jgeg/fHreyPBZ2IxYQ7z5jXpD2XlPbYHVpWnEpQVJVKqMbYCR2yxmn/cj/8XbfhfbPILx4Y1F12NVSBBJ+bv16TwnrAqjgScVItULLl+M8kJCRMm8QXKpodd9zRqYzq9Y6EyHnrrbdcwZURVl2RB59+Nd0rr7ggoG266SpVBjGGHc5Ex09GcHcp2UBc4A3OdEa3tuf8/kEHyagvvpCLTzhBbhg/Xs5+6SUZUCrJvCNHyqmnnlohyqZbckkZ6AkTJ8UPMN0yy0hZ1ySCnm3+zTeXjzs65IihQ2X4qae6KoI+yU323X9/Wfv8C2WN/S91P3POWJ74QLy4c/DBiSXDMIOHMIQ8giRCRcU4rqomJZgsIBz3wAesxrVByRSWl1cMWnllmbNfP0e+cXwYx6P+QkWBfcJQCJQgcLz9tttkyJgx8rIPUDg2VBz777+/Ow/mHnrsFEVAwYYaDIKKSfKdJ50kT7a2VshEoGlPBL7qHYOa4EXSXfxqdeuwYU4lQuXKIthoo42cif4gM6kmcG4ZMkTGewIG0s8meQzxBRo01dIRNSiFfBXJmsDYHVKLtClVdbMNfEIJEKyHCQFauPhF4GG9wxQslNkqYF415wDRiPIQpaWdrLNt0k9oP92Pvq/BCm3Dc0d6bSwI4H7FMwzPI1K/rOqda8N3LGGHGgsiC0B8cY9AZljyS8kpPRaOm5VxW0FP72kUkZAdNjUE8st6AKHiYhFPDc9DE2lIVvoKiglBEHK+6lljA0MLuyCqRDhkH1YRQVVVd10gH62qgvNRg/+EboAkQjUc+0EJqx6A/B/lqJIhn9jqpQb6uiWfapFfLCpYKqF/8FvJrw7ra2VTqQz6lUpV6eZuPyyGxBaW29ulY/x4R8YrQg8wVbm01DC837LfwMo4M7HfwFzDe92WfcrtMkIR8itvpAmVXzFKoZt3ZAbmyFgEKHnF8yu+QEm/esgvKlT6lOnKeeSMnaS47lgqya2RY4/ZuceSBdXza0JGPEfhhiowV8ojv7KOV4miGFlFsZYi5FdexcgsVRKLRP55df16VhXlPHWV3s/hs2sXjTLSh12/rt8Pj7+oJ1be/KkWuVU07dEugrS25vuuWYWbbt+SX0n51R0EKQwSpKgUGQSmNZSkJO99Odb98Ld7uJiM6sNblPwyXi8NQVcdSXEMwQotE9JYCdxmgZVMVnu5RzAJZbLaSFnxhISEqTLVEeJr++23d0REHvEFURKCVLO9997bKY2o2lcY9H0+gF0MHsFXldTS6I5EI4D1mEi1OgNSGjfffPMK+fX3BRd0SrBv29pkA2OASzLTCaed5s7zL2usIZ+RMsakRQmP0Mx1kUWkVVPC8Mc+6ii5bv31ZeFvvpH3v/22Yi/A+EvKICbuRBrvjZjN/SzpFT6ooUjHQwUFCWNN2jVNTys1srqt6qmY0X3XyfyrTB7kAJUY6ZJRzDKLzNm/v/PjgvzCf0z9xWKeofvttptsuvnmjiTa2JurDx482CkDHbnloaot1GuosTDCh9wD+MN0zjCD81JTXzjSM1FbsQ0NTiEKXSqlkiWDB7sKjTatMw96/JCEGOMD2r11yBBZ9osv3D3mNuurfn4z44xy3m9/64JvJV0dccJ5emVJYXCvkm7C5JxUFny9gC1fzpgbpgSPHNmlOrLqQwIYAg+t3m2rSCox573dKrDEmvpaFfTfq9qvgnOBhEVBBbmphBQplhBX+myqmgridPvty3+r8XtEtRMF7QDRhMovXMjFc8yC9/EiZB+spodEAn0Qz7YNTEgbJUUuq2+z5JcaIkPi8bwZY+9K8EhaJcDniONjTpXm4JmgzyBLJfaDZySgmiP/pxIk5DgeiCyqUDXXgn7joosuqvL+y4Mdz/Sv4w0RpCUfXvQEc5Ha7m2dnd1SxNn2GzEVh1d+WQLlBr1/AthQehMlhw2RcqwZZ0ot2WmPgFECt6SsHiAW5vcrWLWvJaL8ij1Z7UE6Y2twjnoMw70ardt+/Bgz1Pdt+nlLQawW8/xioV+Voba4QUiSGZCquMFLL8kWkZTXsFWs8stCPb+y2nyWWWYp/6HxF+OG3kc6t7L3Vdbx6j2taYqkQSoswR+7nkp+FRFcWLWyfldB5dQMcrhQNcqwv7RjVZ7yS+cH4fEXJb90P7FjZBv29bB4Uy0yV4/Btntra3Z7oOq2ymW+z3nZ+Dx5fnXHpT63l8AjoQCQztL5aAdUBKxgMiktuIIRBeQZk8rYRFBLfxvfmKaCh5Dj14Dpt78t/55cJdkTEhL6DPCgQn1DiiFVAikvf8IJJ1T9kKqiIK0MAoMxByUThvj8n5QWApeiKY8OTAgIliG75ptPZvRpUHfccYerAEhJe1Srf77wQud1Mi5SpYnJJK4vpX79ZPYbbnCpJS1Dhwoh0cue0Bi+ww6O3IHs+cMDD8hMKFt08gbhBuGCLF2JCSpfsW9PICx3xhly5D/+UUlbgaRh4s+ik1UZKeYaNrxybOxXTdkJ1ixUFaZqK/5/4oknOvVDJlACaRpjI5h7bvn+2LGy4HvvVUi8/fbbT26nKl6AFVdcUQ7cheLzIo/uvbesu/XW7rrEgPqLlMIsv7f2ESNcmuh1F1zgri/XQgsSdAOKGib9RYx4Dbbaait3HqRRaptCfrUNHSrLdXQI2oEXll5ahra1OR+wITPMIKtynRnbMQDm/sNcl8qIjQLjdlQM6t3F5JnJK4QraRo2HQKzdFaEIXU5BjWiD0ko7lML77XmvmM9WuxqM2XeSQ8hCPTVSjOBCT/3OkovT0RUgSCS1EElhbBpIFULg3tglZ74ghHw7rhj+f+oL1C2EcT66nNREOgTwDEf0qJAqNg4HlIrt9qqfL4EW5jgQzLwXCmhzH2qczTUY6RgWkDexc5Nwf3G95XIY3++0EU3AtF6tNIOBY3XE4qDxfzf/OY3jmAizZ5nm/RkFKdLLrmkU36xaKCVbfNg0/ftlfT0sEs1BA+efLLQI32cZe5tt5lBfo2NeQX6ao82NN8/o5KrHSEG6HFn+FWVzHdi1R4ZdVaok/waEJBVWSCSaQuUN7H9fD16dBVRtUJwjkoRdNTo65/ypue6rUEffCBQ79CD/414hoXQnrE9ZzEgrOL5G7MYEW7den5Z3O+vf81ah6oQpJ/Xfar9jSVxsuLOkMS3c6NQXQzsvarkV4wYs+1Tq2JjUcEGC31Wwan3czh3svvLU35Z8svG8vWSX7G2tdsgpTNU4Bf1/ArJr9aCi1CcI+dkikdM6WmP9c3iCoBKKHheMNHDEyShAOjMCpZHriK/mIxnpS0WJb/yvsvKNqu5Skw1E7ryrKvETJxZYWXwxfMmISFhmgWpirpyTNpZDKShsBoPWKXH4wtDd1LmUCttuummLjChJH1D0JV9P5FgFRf/F4dBg2SzHXaQK6af3hEmITiuBT79VFoGD5bpfIrZmwsvLCOffFJKKKieeEJWNivAVeB4NZ1qv/3KShtUI5peibIkoyx2njpuscv+JE+dckq0ohlFAUgXoaQ6KYOPPPJIhaiBHPtFLcNZxqGYgji2+h3DLrvIAz/+sdz95Zfyxr/+Jad++60M9osyKKAgMW1a6XcgF9raZJVLLpGghl+3AFPVXzGsvMUWshp+ZzfdJMuQUpcHJud1El8AIpJ7EahPEIqTwX6SPXrYMFnyuedkwNChLkht5XUmlkzMNSUV7656VV9hEALxoypFiDBVb4Wklnp2WWyxRTnVEBIRVQskDvMDlElKuqCOQr0OmaMEIp5tVsFI+zFxh1j2SspM8HxkPSMKlE2kHqFyIuilerUG8NZHS88Hko/ryL1dLzmkysf99y8v0kG46j3P9rg+EPIcEwuHFBOi3SwJSJGARsBcGvIDRSrkNIGaBjikEhOE84xwHJDkjc4JE2oCj0QIenwSId0htlmkYYGF93bxxHyj5FcI3L1IhC8SYsbIL7Y9PpZRMXGiI5qKaKo0lCYs/7Pf1svPP19RrcbgSLexYzPPLev1mDvdwILkF45T85PyHBxHCJZ3LD1QbVzQ1dYtNVLwrrvmGqG0hNIVQ996SzBv0ae+KPk1duJEd0xZn1nNXNPvmGtZVPll38+FKqZIFfd+lBUjeEtyZBEeobdgLdKKfTDe0aexb7YbI78C24OGQBvaFHD6ZvusKpkTjn15yi/Ut/TLzM003Zzfth2KkkNFDe99USP3eRZ1GFOKpj0WVX6F4D4OfeGm8LTHppNfkF5F86kTPJhUmtSTQmASDRMLidRb5BcmtgQGrBYX9DcpDFZIIfBCM0HUDxjV9mSVOyEhYYoG6Wv8FAXpdJkpdY2ixsQAjym8yLIwwqcLkiYDPkTl+uSTsiiKFp/+Vgg6uVDyi8p1ZkHimmuucVUoi2A5Uhgi5/XSSy+5YIyfG2+80b0W+mxlAuNjDJ4jBvBsC6KnJtra5OEddpA1L75YFrQ+St77CrUafmvApQISlBTZbq3doqxiHDr66LKpOWSTN9nvBioTF6nOlQNtU9p56V/+Ut6ZZx6ZB6X8wIGy8LffyjyQR6RdsMKKEXyYLtgT2NVoVEh4iKE6557QlBRIzljKFpUbGZ8JDKh4pYCY5X4mDY/rghG+nbAXnVw3CtqL9mPfqNiYR+kE3yrWmhFIsUCpc1sW6wg8rDm+ti/kIfOa7bbrem+ppcppq422h6YPoQRDgXbtteUgiIARglzTqTn/sGpXQtPHoA033ND99AS6UEE4npGkVYFTGBfYZmupFFV+jYtV1zvrLBm2xhrFSDXz967em3exjDFMqYPvrbmm/C3wH7PI0jtSaTLEwIL9rlvWCT4bI9mqKjGTki4iF5v/awtOZ0z9Y3g7431t0/sZUwxIIDTLDJUKv8PrGFfGmj5kfBBrZym/7Pu5ULJOiS8rVLAkR1Yaah5xFFNNsXjAvIg+HHKliPKrXqBmo9+MEZmxNL5w/3bfoZcY6YGABTY1ukcBZs+1qG923thg295afLAAEyO/QnBOnKut2rzDDmXlcxHErskUTn714I5KaCr5FfpkFAHBRlhZoh7A6GeleADeQ42FzD9WmrUnoBMJU5E06AgGjISEhIQpFWq0/6VX+rRmVXbLAilwBNaans4E0/hn7LTTTs5gvyYOODBz0oo6K6yi2c2sN28hA/JhZS2sXm2kq6qnWtju2GOlErYHq4xUTlQ48ouJXNHKh3mAQMOTi0k/3joQKDHg5cTEkTS7Ht4LK620kvuZbs01ZR4INSa9vo1+g/oM8itMCYwUGqgbVt0F8Mo67LDy35oWSgqgTYFUcG/EVIW8xnWP+Ur1NvFlAQGEQpR7AqKQYKBeNX094Nzw9SIN0aaWQgLGCmuQqoKZf6PgWdTnkfPE70yVB0p8obBLRYOmGEBUEbJuaSopZqGtoEKrf2dntDJilPx6/nmZ96KLCm23HuioMWsNlWw9dH5R5VcMRUvk2N6qaM/1REaqptIBA2uo2uodwUg6m9+0xdfBdd2sWeSXhRJhRZRf9prTR2r13azvcK+iWIWwpzhHFvmlY0kjwhpSyzH0j+3fko5KUoVtYEkzxmsL+noKExG/a9ojiyKNEEJ552bJNEt+6ZytSLVHxqC77qp+/RWzWFXvfaHtVdCPr68hkV99ATDr9Sq/mkF+scKeZ2JMh8OKI/vJ8AJoGFSd8qXkK8BThtK/eI4kJCQkTCU+Mdttt52sjUoMsqVeVSsrdCi7erL6CQb0r0u5FHqBZYIJOKmUdVbijKWxnktaKEF+UMDg+uuvd9UiSYBdBHUWRFUzyC8lhZSQhDyw3kkKNRfPSO0sCkjGxx57rLtKEfIGcH8oyUFqofrANYP8UsKUcRfFF9eX48Ag/sQTRfBXa+QeQz0X8xSalCBV2FQtnSzgHupJampRUMmTdFDSTlko5LqSwolSP0vtltDnMLSOBeWi5NeADM+vMRkG4KWWlqaTX0rwDGliBlCj5NdTeF028L0iI9kCZtvhme6UoTALya96y8GFms63TAEd8SRqnu4zt3cnfS/Wzuo1xziv+ytCfoWoNfeARKlFfjVKtEDgxfZviS19P2wDX9EzCmyBOGcWf5SIxJKi2eRXlvIryyQ/lvYY2/6YCCkeQ+y+yFLKTSFI5NdkQIu0yCKzDnM//N1Q2mNPyS8eBCSTQaWyKAhsbEnzZkBLooeAoYeNxsciISEhYSrADTfcIOuj7mGyYdUik3Ks6dc/PokJkGUOnwnOqWj1vBrAn62FYD5QfpE6ibfa/nAMLMgg1y86cSsCnURCPGEFQFqZwk7uWEXuDUCaoDpjPNZrhOJaFW8+hbZHUHKScddXt3QpjhB+pG0UVOh1AxPtHhKfCQ2AewISExIMzzObJpswVXnOFCW/Bvm0x9Yihvdsc8gQp1LaVnqGlpLI7J++LYt8+rb09zH28DrJr1/nvDcoCLCL1oTHEbR23c3uxFSRwNiX93AIl4nUTfGuGtd8UC/cQ3nbzFzOQqFFf6KG9zHy6/TTy2MH6a6NkF9F0v8gv2JzFCVzbPXIesD4Fkt7tHOIPCWTLkJlnTPzBt0WKv3eVH7ZZzlLERf+n3OKtWt7QeKK4jBFya+iBQcmMxL5NRkweECb3HPE2u6HvydL2iNeHRgx51UasuQXkslmgTQZDGNZwQzBSjTllnurymRCQkLCtDjWDOxXSPl1wQUXyIMPUqty0pNfFSVWaK7qFXQf2heamYqvyi+dtNqqRmow25vkFyo2Jti0o06iaQfSLSn+UG+qbBZI1Tv55OZsK2HygnsRRX69ZHVCn0l7LAoohSJh6tDOTplu4kRXvbCyHwQuGeTXmDnmcNstl2RpHIPbx8shlx4k91x6kAxrL5MI09eZ9lytYarG0IBMYBR7q+BxY0hfBMPqDIyt42RI/RfVqdUo+VETMaqpobTHbbbJVjlpapyauOM3yvUghY7iOxZ5iyBFyC/29Yc/+IM1R8vfjPexBZoiCy98P7b/IsovkKcyZ/8ov/QZ4/vNJr+wKMKmANhth4o4Pc4wDTKL/Hq5IFFl50Nh24XninAlUCT2RSTya3KDiS6SzEmt/GJCD+FWxDQYs9ZmKr+0RDrbzTKx9RXSEhISEhKaAFYnCyi/5plnHlc9s64xrBnVmBRMJElhs2XIXdbecDE2vM01Wr3ssrJ6RieNV13VNaG84ory72OP7Z6q3xtQE17UaKwqNzOVjQpXC5CwkzDFQ6uY5llXJPRZtNX52SK9HZriMz7+WB4zr6EHvMt6L4kIZVouoYsZP95tN2/bhxc8Rij7iUZBNX2dKdThssyPcz47wB9zEfqwexmWOIbXeW0G5RBONRyYKoi5EmaXCChWGTOP/MpMAVVi6Mc5rf7ww10m7xBRkD4h8Z5HeBY1fr/wwq440G43likEiniTQizVMrzHiicr7TLmaakI0x5ZOCTNuFaF7BB5vl0HHRR/PSS/KMQS2xZzpdjcr6MHcyiOiVR7vS/s61yrPi5gSeRXX/D7gq2Nmcz2JvkFMxtTXvW28gt2nU4Iv7GswZFJHfJW8qkTEhISEnoOVm57WK1wkii/8HwkJT8ofLLxxhvLSpj/X3+9NB0Y7uKbpKuvrOLiw4Uqm8UpyDiMbXtL+WXRzHTOhKkXFCfAC5AAJGGqJr9YGg/KVWSm+S0SkAzri8gLwfyd5DZcwFonTHDKr7wQ+KyCxwi1wOiiVESk7EMuwtA865h0Hx0Z5E+jsOSX1El+hddy/h4cR1HV2EcNKL+ahg8/LJM+oYAhT70UI5/yYOcqkDy+2nM3FFVQxsg3S379/e9lVVuMJMoj2ELll0KVckVRNAXRnofG0Ppd5jBZyq96vbleKWCGf9ZZcVVYqJjvg0jk12TA2AkdsuFZ/3Y/Y998u6zAaqQyEiRRowopbsyi5BfVk1iFZ6LVUzAIozaDUMuCGkLH8oybAdqMVf6EnrVhQkLClDPW9B9YSPk12cmv732vrFDS8ebOO9141dbWVk41YbGI9PgNN5ReBZWdRo4sWwTg4zGp8POfixSp3pkwbYOAbFLelwlNRb0ueUWXx7+KxBLhvgjLGQmGfvSR4PrbUw3t2H4D5bK9zpct9jpfSv0GNkQmhaE5W3kx8rnxxgOtXsP4PCxXp6+izZlppuV3kRH6aU9exogufDEnCSB9jj++uoJgnnqpqPIr9vm8+Dhrn4zbFrFUvHChiZS92BwpL7VSlV+WSGuE/MooShElnBTYQ7A4h4KL1EhV7IdtveeeIg/UoymUYoq6PPS0QFMvo28f3VQKChy/+vE37qf0zruNpTyq8ovKVI1IFyG/ipYCx4CY1ItmpD4SyPCA5nVmkHL/+U/54WmmUoGODqXcXHOJ7LJLqirZk2tIGwZS+mkCrD7FTEETEvr6WNOvl5Rft9xSLH2+HpBOAfnFqu4mm4gcdVTX6jHkF8rgsGx3b5H8t902aX2VUJyde+6k219CQkKf8vyKEV0vFdxu/8h2wzCcsNaG+D0lv0otIp/PPJ+8MfN8Mp2f2tcbOofHwHIK5T58HdwKxpvP55Ff9S7zDIFEqOfzDRjw5+E8/3tW5tY10OGJr2Yq3+oGhBAEz0Ybdb2Wt7hWr6L5hhu6/s6LF7NIJjsnwS+LIjkhQpIIMimmkKpFfsWIoqzj0srRzQD+aJo1xnHgEwq+/LL6c2++WVau14P+/UXOOUfkwAMbO7Y+XgQnkV+TG7DRjZjdK/kF8ZUlB22W8gssvXTZpL4nYHChLHpW/rIFBBlserOM8+jkWNlBLbfoomUD4SOO6FIPNLEs81QNBgatKoX55BRgbNhU4EMwKXx/EhImk+dX3SCF/bvfbe42UbRcfnl5cQdoSoGSX0yGG1FL14trrimTUVTUS0hISGgS8kLDr2sojfKwWGQxfFhQhe+jJpNfFpoY3lmn0ic8hqG+HSZ6EqHDB/mW/MpDUd+tRjE0SIH0NRFzkUeSKeUyZIYZam6Hc8MJsg5nzuYjRm40c3GNMbdI9k+WGb1Vowf+oRWEzwrqq3qVX7xXlPyabbbeq8rLcSj5Va/KLgb6DDzgzj9fGkJSfiXk4uKLu/J06wUPPSROI75f9ZJfK6wg8tRT0uN0Dkq6b7ZZsQcHkqoZZVMhttZZp4vR32GHsnrnxhvLCgJWBNhfMxn5qRHIiKkKw4CB+otKLwSHUzsgbZFDP/FEeUWFaqWPPVYm/0Kpc0JCX0X/YtUe64KSUvTrzcRWW5X9MNXkFpUXE2HIr2arzCx0IYrxYoMNRHbaqWzA20zT+YSEhGkeecoDeulHcsiWE+tsPdtj7jZ8uFA3zo4E9S79jitAfo0vmsaVQ36B2UaU3cNePPjg8nbN50fnbK+ZqYgx2OvR3xzX2Jyg/5sC598ZEJWn55ybr9FYN5oS6cQIIebGRXHMMbU/o6KEPCIli/wqkrYXqrxQfsXm9EXSHot8h2OqNx2yKKzyqxkkVH9znFqBsx4k8ishF/POUy0bnRSm9zzgpJTUS35RDaOn6TFHHln883h/xUrv1guUZlSkgEgjoMFPBmy7bTmgorIXHegBB3Q3LUzowuGHl1OAqC618cYie+xRTn286abi+epTIlhx5L5ZaaXyD0D9xbnfd9/kPrqEhGLo3wvKL10QqdMvpdB4o5NF+m08IimAosqv3sLdd5fP6V//Kv+dkJCQ0BuoYVcS5nMMM3/3L0IckLXtfw82KllNiNKRYJcMFdrSOdvNW/JTr6/BxovpwAbTHt1vX2Tk+BNO6EZ+fZWzvd4uGxKWPmmJnHdWuy2dc/6lgPyKRUAz9zAN/8MiH/rNb7q/tuWWcXLHFlTQKo1aeTAL++9fnPzKU3kH7VVBEWV4OB8iNn766eL70PdiRFuM/IJQ6k3yC4uieipV5sEe59xzS91I5FdCLsJqGZOC/CL/l4eknoCFYOTFFxuvRDV6dDmFJc/oPrZPStD3VMJJdTCqdUH23XNPddoaxNett4p8/nlZUdAMX7OpDQxAGFuSg8/1+MtfuoypqcoGiVhvPvmUAk0p1gIJKDV/+EMRViMx3UY9CLmaFGAJ02K1x2uvLXtHNjsFUSeTQ4eWFcBa+ZES641O5opg8cVFlltu0qVVJiQkTJPI8/ySCLFjlUaHYtlRAyjHxkfIrw6/Xw1tcU6MheM60z82ojAqonffwBAiVw2z1F0c8wTqWiWDXlhmGdl6nnkqaYyvm/ez6pzeXkNllYXDROTt4DVyGy6I+HDtGfy/SBSm7s6xJaj2DPIrNmL376H6udDIFiNvEAuQugfscdo4ljEb1FqkKrKIVcSOpifjdEhAQ37FqhTmKb8geXS+YucmWcqvPCKtJ2B/bFtN78PrkYftt88nvxopaJQ8vxIcHnkknne8ZHHy67PPPpN9991XPqTMrAIPq7CqRVGz+3o6DZhfctFJd6sTJTow5LB8v55S8dttV26z006re59m51L69lsp7bqrO4729nb3UwWUYAwmrFT88Y9TTql52iYrVZNr3IxAF+KQzv3kk8v///73u1KRmBCQQrryyiJnnjl1+n+hPCQVivSnd98VWX55kSuvLKc/HndcuSLcBReUyyQnJExrnl+MPYccIr2C9dcvVykCulBDqvUCC/TO/hISEhImEVryKuOJCL2qJpGNHTCgSvk1MBLQlrBAMfjMqpHM64N8wD/MKMFiiVE6e2S2fFcdaY8xHEBWRQ3Yc8KTzJc4kTnmnlteHDSoQn79x/+G2PsboqPItm5okPzCY2x8hNR6O6aoCb/rCYK/Fihg1p6n/AqUQbERe0I95Bf2HIHKKhr5KalVVLmURW4oqVUr7bAe8isvVm3mIhUxUyxuqkXk6Lna65JFfnG8zG2aDSXV1lqr+vUiKsGtty4v+lnY+7AWgbb22t1fS8qvqRu33367/OxnP5NxpGNk4d//FllttUrVhBZpkbmmHyxzjflCWpZYwpEyjzzyiHTmyWXHjpXjjz9eLrnkEvkTAbeCwJygvB6gbmKFW4mpIuCBRelTR+4vJNORRx4pS0AqvfpqlxyWAeWDD+QrVvHzAEF39tkiN9+cX0I3wF/+8hdZeOGF5R//+IeMffNNaRk3TgYvuaS0trbKXnvtJf3795fxMTUZnmSXXFImeBqpoBnDc8/FVxKaAa4FKiTuvd/9TuRvfysPFqiQaDsqdfQUpDQClF0EzmFO+XXXlYndJZds3BixJ3j00bKSsbfAvUewzf0frv7hc0RqLnj88d47hoSEBlEZa6YfLC0D+pdT+lDhNgMQwKRBN1qtuBbwY/zVr8p/8/xx3Pff33srpwkJCQmTChlzzH/53xio/9P/PX7QoCrlV78IcTCBOMOg1ZBagwxBMMQv/iqdw1GQvL5dBkHTGSFrwmX8lpLIsK8+ksFffeT+DtFRYD79HJklHsymdJSaZZZZ5NVXX60QeM/633/TfUe2NTGjaMDZNY6B8wwjDSiMTwqQX4sQ43HNCoyHg/KUXwH5FSMmx9ejxOGzAQESpYvCcRXyRhe97Wf0c1mEUBGfLhAquAPytunk1447SsPII784Rj0XS/hlkV+1ttco9LqE4o0Y+fXMM7WJSHv9at1vZP/kfb8Pom8fXQ8AsdLS0lKtksoCQX2YOsiKtqbAnXGGyHlaiLYLF110kWy++eby61//WgYPHuyIsApIo0M1AzGAeS7sOylS//d/8tZrL8s/DlxJHrjwR3L27be6zn211VaTq666SjbaaCN599135Y033pD7megLVltPypAhQ+QPnnh6+umnHWn1JcEH5BfGwPUA767ll5czzzxTZptttnzizhWOGF8myQ46SMY9+qj86sQTu5Fm3377bRV599JLL8miiy7q9vHyyy/LI1ddJa+WSvLKK6/Iiy++KHPOOaesHsozY8BgHXKjht8Y15sfjuunP/2pvP7667L//vvLH3/+c+d7oFTXlah2HGdznbz22msy2gaCeK9RuYycb1IjbX57o2A7EFG9oSZTBRvVyKjK8aMfldVrq65afp17j7TORoDBNIMKvjcPPihy7LH5ufUUDWg2CcX9zX3GsxQ+nxC+3G+c64orlk2p630OagHZ/llnlf2+sgDphRcFbZSQ0McweECbPPjT9dzP4LXWLL/YU4UmfeYuu5TJYNLum13pMQsEICkVMSEhYSpOe7zF/D2DN3v/trW1SvnVYoNnXwWxJaga/x0WfP3fGxjy6ZtA+QU4Em9m0Z2MiZBfTwT/H9w+Xna+cC9Z6cK93N8hvingCWvpMUsNjPFz5/JZdqnh8kYxyK/YHmsZqPC9kErhWN6bYQYp2+1no5+/nm8VqNb4UuS1ShsH8+zY0nlnvan/hpShnXcLqyjG0vxjBA3nVkv5VVRQEcYTDzyQva1Y1pTGbva4mYu88krchqSIAX4I5jlFyC/dtj2WGPmjn8MypdnQY1Tfam3fUNGHCGeZZao9v0PyKyxgFJJfZJxZxGLDRH71LiZOnCh33XWXI4Y23HDDCgHzd5+G9DBG57VAWh0XE2PdTTYpq0lGjiz7U0EsYC556KEi779v4vIv5bDDDpObbrpJ7vV+JDvssIMcffTRXWkaMM3ayZx4otyHamaXXWSJpZaS+0kX6+iQ4/70J0egLbjggrLHHnvIPffcIwcffLCst956svbaa8uKK67ofhQnnXSSWwW57bbbZIYZZpDHv/pK2q3ZYBFAJK24omu3Tz75RIYNGyafqrdRBJBzqKbenXlmKY0eLdeccIJTVR1zzDHy8ccfux+2AQmoRNiSSy4pb775pmwDecVrt98u5zz2mCy22GKylM8PhwT7+uuvHUE5/fTTy/umfSugzSB0alQR4dqzDY4TUgtlGQTYxGuvlWFLL+1Ise/6IO3nP/+57L777rLIIovIiBEjZNSoUV0bWnppkb32KrcRSqpGSCsmF1SmgUjTQQoFA9vTzrSnoMPFe2uffcppeIBryD2M2oz0UlRbkFL1KgPxt0LlB6iKqebTeYDgg/z96U/L3m49BdtioMVUnmeS55N2ZdsUTmCiRweux4isHh+MDTcsD349BZO1K64oE1/4nWUBLws8v/7zn/IxUgUyIaEvAvIIX5WeFqdgLKSPoG/8618rwVdCQkJCQnPSHt1n/O/RnZ1xpcK551ZSrdoCVT5zYf3OD/xCKbkXt/j91nICqlQf9ATYH+afv/JeuzHOV5S8Wg1MIIsig/yqpui6YFtDUx6BxhA6ymikosvWMd3PoGHDor5ktcivXXbbrZv/GW1Itkgtw4A2TyoOyCFZNuafp56SsyJZGZ0R5df3I+3s9lXPItCyy1aprPjmjKH9DHPmIttcY43mkV/h92NkiW4rlqkTU+MxByfDKKZk4rjrnftocTTIHfxNs6DX3JJCecovOIVmZ4vo9dOYVQmpWWbp+gx8hGbovG7o47C9KPhjEaY9hlkwMfIreX41FxArmN5esPPOriTseausIpt+73ty4IEHOkLm9NNPl9fuu0+OO+QQ6devn/z3vxT1zQEPFwE2IBXwzjvlo623lk8//tiVgx1/xx0yeqGFZCKdh5cKXnDBBY54Gj58uOuY11lnHafSYoXiN7/5jfzQ5s6+9pp0XHutvDv77LLu6NFygX9547vucoPf4UccIZdffrnsB8lGPvt//iP33XefvP322/K9733Pqb7Azjvv7Eivrbfe2v2+03tvbXzssdLvnXek9MUXLjXyjDPO6O5pZYGK5q235N1ZZnFEG+o1iLcFFljAtdVBBx3kfiAP+f/JJ5/sCCqww+67y5PTTy9HLb64I+HY1+9+9zunHgPHHXecfPHFF/Lvf//bKbsgoCAHr73oIlm7tVVu84ew/PLLO4KK35z7DTfc4FRba621llOMdQMeUxnkF3Jq2os2AZBud9xxh8w+++yyqYhgCzp8993de7/85S/lrLPOcud04403uhRS8GCo2oGg0k6qgLGoS2v8DIcFo5qig2HQgUzDlwsFFQpCgsZ6ycoQqBkZvJCJM/nhPEgRgqhBAfbEE9XG/Zo6VASQOCFBVyQ3H7KMPHaIuK22kh5Dvcw226xMRgO2i6TcT4bcOVopM8pK2gHSqqfYeWeR3/62PNjXAsH/D35QVqdRFEBTRRMS+hoga3tKflHkQpH8txISEhJ6h/zywf/0odJCwft+sbEtCDYt+aXQWTQLwYdHjOyzlF/gMbPIsczyy8vpm2/e7Ts6sgwIlEmW/Mpait0RQQDzcePjRVyki/+YvbAM+YSf67/sPxOjbIZOP32XkoyMjoLkV2dbW7c2Y/vOL7jGd/v5uGuFFVboljqpcPWDl1tOfsw8PQvBdYwljLZkqGrMMr7DpngxUezLEHKtQZs9zbyaGCvcZhhH6nHVSnsMvxdLiXMH0hr/P6ojbxFUt+G9v4eioA2KmL9baKEGztXuR+1O9Bj1fid1kwJq+p3YMShi77N431NoQTfNVrOqrSyP6EUX7fqbBc0QofIrvC5ToPKLh3rKQGdn6cbvf7/0kUhp1MIL0/SVnx+V++fSRhttVBrhX3uztbV07bXXlgYMGFB65plnSscff3yps7OzvK2JE0ulzz8v//3gg6XSwIGVbe0oUnpVpDRWpLSoSOnEww8vrb300qXbRUr7i5Q222wzt6911lmndO8991QOb+LEiaXVV1+91L9fP/fd+1paSh8OHuy2ee3555eWXXbZ0tChQ0v7779/6cB99ivNv9tZpQV2O6t0x93/cN9/+umnS+utt577+7PPPiu99dZbpTFjxpTOOeec0k033VTZD6/58ai0/PLLu9+f8bdIaZFFFnH/v/TSS6NN+NVXX5VKd99d+mKGGSrbYHsffPBBaYUVVqi8Fv6MHDmy9Mtf/tL9/cRuu5VeWGCBbp9ZcsklK3/vvPPOpV133bVrx3ffXSotuGDpb3/7W+nmm2+uvHzxxRe7zw8fPrx0yCGHuN8/+MEPuh/4L35RKu2xR+W/n3/+ubue7e3tpT/+8Y+V/XINKtd4wgTX9s9xr+hrEbDf9ddfv3TGGWe4++Trr7/uepPrwX3xhz9kfr/U3l7+DPfQ+PHl1/bbr1TaZ59S6eWXy689/3ypNGRIqbTooqXSbLOVSrTNvfeWGgLb4/rOPXepdO21+Z/9z39KpdtvL5VmmaV8nFl47rnyMR57bPlc+P2zn5WP/8UX6zu+zz4rlfr1K5XefLNUOuigUmm33fI//9BDpdJyy5VKjzxS/v9VV3U922eeWb4GDz/MhSq/tuOOpdKvflUqPfVUqfTAA+XvvPpq+TiXWKJU2nDDUmmjjXKveU3w3bnmKu/7tdeKf+fcc7uO3d5HMXB/jh7d9d2eHG9CQgbGTmgvbXHef9wPf5dWW61Uuu66nrXX7LOXSnvuWX5G0n2bkJCQUDdeOO20qjhGfw4x8+obhw8vv77FFtWfA/w+66zur/mf9g02KH09aFDVa2xzpZVWcnPo2Fz/PfPZIf73wf693VdeuWtbRx3lYgL9/9h+A0or7nZWaaHdznJ/l04+uWq/LrYxx7AZc+HgvB/w7fGAOZ79mEuXPVYqP2DzzTev/P+lSBvuv8ACpRv0/5tuWnn9J5HPri9S+vmIEe7vG3bbrTQqeP9CH1vtGfmu/fl6lVXc77/85S+lCRmfOeWUU7pugOC9n/rfz229deW1bURK80W289J3v1sqnX12t9cXC/6/7rrrlvd14YXVn9X5tEjpPwceWP7M/PNXf+acc7quI59hfguYr/Pa++9X39D6vSWXLP/ecsuuebxvm+g9rD/M4/lt4urS97+f3eb6/UUWqX4tdkx6zuCDD3KvY9XPW2+VfxOXXH991+uLL14qvfRS+W9e//TT8t9rrVUqjRpV/vuGG7pv74c/7Dq2Z5/t/v4OOxQ/tlh7KJiXvfFG+XViOf3M3nt3b5+FFqq+rjHAmdh9rbhi9f+vvLL78Vx8cakvo49Tc1346p13ZJFbbhGs2/4XqIAuxQTxrrvktjXWkId8daj5Oztlx/nmk80mTJBll13WKZXwnnKAdUc5wwr2GmvIx9tvL3867DDZerXVnNEitezQuuzyk5/IL88+Wx548UWXX74k+779drl2hx3k3qWXlnVgaak+9Ze/SL8f/EAePPBAmdDe7r77/p/+JOeNHSvXichOBx3kVmH+97//ufTMX59zjpTmWFQ651hUVl1tpDskjvGf/yzbWyJJnW+++ZyPGCsEKvsFvKZAmYXSitK8FAlW9RPeYYAUUH5QYGH0Torfqz/7mTzgJa+kBbI9VFJ77723ew3VVgiUbkcddZQ8/vjjssIee8g83qie/dCupC8++uijspVX/FxzzTWyjKakARRzyy7r0jtRrinY5ymnnOJkwqSLYvqPCgxVWLeUOvMaaaHsF4WXVpFZZZVVnNIPnzeHE090v76DeidHzkvqJj5k7J9r8H3M7hX33FNOe2Uf1s9NwSN+5JFl1h9ZLrJY0t4wgUc9BZsO06+eX0iLL7pIhOvM6oZXnhXGW2+V90VaJu1Yy8CRe5NVL+TY7Etlthy3Vn3DVwt1Gim+SLFpr1NOKf9w/KSc1gPuLc6NFQbUbyjBLr44+/MotfBYo13I4ce7SwsjsPpDW+HrhcKN86CNSUNEXamqLFatOE4UdVSdRGXHqsMvftF9FaoI3n67vJrKCg7Xrgi4x2yefGgoaYHHHsdLmgKpqhwrP40ca0JCDjpLJXn23a/cD3/3WPnFNrhnqXRKOnXy4EpISEjokfLrml12kW9jnwkVKCEy1GPvHHaYtF1+uQwzio3PNttMHnroIXnggQeq4giLB889Vz5/+GEX64TKr07b17e1yXQmzZL3Pp1jUWknruFzwfGGnl+3abaNQVsBpQjZLYXQv3+X+spsN6b8Iuq616fQTejoqPIbc193SQdbVdqhVtrjzDPP3E2tpX5qFOLKgrYusaLk+K25z9DGkfayn626M8JUTMZx/VNVO9tvH2zMbA0VEXYH7kBb8pVfzG/JglAvUD6XVfBAqzm7k2rtvt2Y11cWbHpfDNoGs88ez85QtZlN7dO2wTQ+bG9fNM61pW6b88SShdfCz192mcjvf5+vloqZ/jeSPsg10mtsrz3pliE6ChR302OlwFqs35kClV99++gMRsw7ryxMcFwqydd/+Yu8f8EFMh5ygouw6KKyNFX8fvlLWZIbTCWlI0cKt/g9AwfKhkst5Tp990Crx9NPfuI8kZb4+99lr3POkSffe0/mNCbsR590kvzwhz+USy+9VFY/+uhK6eEdMbJXSSEpc9ttV/Zf8v5epc02k+133VUWu/JKaYEIEbiEU2Tuued2f0PSKAYOrN+ED6LpmWeekYEDBzqfq/5LLCHHbbutnHDCCc7QnTTAU089VYYOHeoGOfzDtELk2Mcfl0tef90RVKQ7KiCl9txzTyeHJiXw7rvvdqmVEHbLLbec25aTHy++uAz//HNB5Lnxxhu7VEeqOfI+JBlplJzrjzBfV+BBZckwD4gqKmXiN0bbLL744s7DDS+ud6x5OSTHgw9K6aGH5IgjjpD/I3XQpWNv4T5PqmRVeiv3xAUXlEmQGil4c801lyPv/oYfF1Lql1+WW2+9tSxz7uyUdjorvMwgZUJAtkAY4S+H9xYBIceK75st/UraIOQNBBPHg7cZEvJ99y0TNEVJMCo6KlZaqdh3uNcw7ofAW3nl8msUTqBDxMT+sMO68tRJF+SZ6GlAy/OnPllcd9I9LeiUIQfxByN1kXRN7k/MXXmeSB3kMzbdMmOwrwLvQ+Rhwg1OOqmcMkmqbz0g9ZN7vV6JNPtWnzDaEcITothO/CBA8V0K8/EhKlMVu4TeRk/JL/pyxlA8LRMSEhISekx+rfvb38pVkUrqmvaovl5Fya8v99ijHLwbkmOms86SkSNHuriBnxg23WsvmXHVVZ0he0h+lQLyi8X0tbJOLof8coW8IgF9mLbp9mmOHwyKWHDMHfoPQfQNH95F/pjjXsgTFuv7///W/273c6/2CRO6kV+bbLSRrGsWNq9hzu6rck7QF1tbpcW36UwzzSRbDxwoO5ltFKkdr0dZWcDP+a4jyCLtZcmvCXZbO+2USX616LwznKczzuvn7Nw7RlIBTYOFoIRg0vfx2soiWHxcmrldFqJDBNUw3fUlVa+Wh5b9XizGiVWr17bhfOx3wu8rwZSXyswzaX35YqRWjPw6/XQplOYYQo/Fnnfo9VaU/AJ//GNXrBo8l4n86mUM8cEo6pw5DzhABhJkchNioM4qNKod/KfIcTbYYPx4ueSrr+RugmpuhNtukxJM7sMPyzcrrCCf++AYU8N/oXyCQLvsMhk0eLAjkzBHX5GKbiiwYIwxMr/vvrK5uD4cMNQE9E8+KS1/+5sjuCDOMMHHv2sTTLubhJVXXrlKWfWdgw6SFUePdp5W7JMBAlN3qjhOmDDB/TzxxBPy5BNPyOL9+smrPi/dYo455nAEGZ3ltttu6wzkIbcwqK/CbLNJacAAufKUU5wRvgU+X/vuu68jtBgAKoDg8Cb3eWDfEG74j2HoXwHqm4MPlg8OPFDOP/98WWmllSrqMPYHaWZXS5yRH95wVNksAMz6UaV99NFHzvyeVR5WyPAP257VEHynMAB84w1HlFFN0gGVFIbyVO6A2IKwu/nmMqkUglUTAkeF+lhB0IQrDiHYLsqzs88uVx/EY0wZ+CLgO6pgQhGHQTuAxIWsYQBitSZc+WkUVDZlhQFiDfIQVRxKM6pBcl14diAw6dR5llDXWU+L8J6rF5CSKPC4PyEjuRd95dRCoA9otIId9wPnRaVN+isGM4hgzp+BnD7r44/Lijh+eJ/rUM/xJSQ0CiZcdvWxHlBYAh9Dnu/AXDkhISEhoQ6YoBMPYaqTZ1aEzKrux/sUAPJZI4ByP/318zawNQoQ5tpa+dyCGAisueaassSSS1YbsQcECMqv/2SdW0BS2VjBFZ6KBP5WFNB1erU9n/SYAeXN3oL8m2GGqPJrCR83vej/r0dBTAM6J07sRn71a2tzsdBBfp7+hSf2yJ2o7GPgQPnk3HOF5WVIwftbW13Wj6K2u1u18ktLnD2VRX4R90ba0JryV6ncBg+WCfaa2LYO212rm2dlImSRX15AUKm0qO9D3OYRLMRXFAiLbRdBAe8xR84jv1jgxw84D1YBVVSVpN9BzWUJLzXCD4+pwP2aS37F5lV6fdZaqztBmbUdoKpPS5z76rFVKJpxQsaR9ivhefJ6WMQhGd5PAuhNT2eO3BJiC6ULk3yIl/fflzlLJVnHDBAveGO55/r1k4UWWkgOP/xwR6y4DhiGlh8LbiCILwgwFB4oe0gLI3inoiSMKqleyy/fjRWet9ZD2VOQAmYMzjF1h0C6/vrrXdoj6Y2QXcvPN58MaG+XvX75S6euagiscMwzj+yw2mrFPg/7jDE75FABMMiQ1si10MqdDj/8oQx78UX59amnymOPPeauGcUAziTNLQTprAxyYSdZA7POOqvb9nbbbecGf9JIb7nlFnkMYggjxcUXl7lGjpStSCsl9Ydrr2mSqLhIySMwLAKMonVCQOfDDwTb//5XVmi9915ZoXH55eX7W1dVuL/4bj2SUqomQhYyaEPiAggoSEJUkBtvnD25agTc/1RQhayDyIKYZhBBaYhKEjLu8MN9zeeXymmNfIZUTp6rIgb7eeBZRBmH0pNBiv1CULLvSJWdKqDi4zpmmXQWAcTyqad2/R/Sne1RLQkCgWNCWQaByf8hHVP6WMKkAONa0dSREJDkPFssTKT7NSEhIaFhQGw94O1ULPFTFVaG5BeqI63ezZyK+RLZBMxvzPcrFQftHDpIfWOxWsy+99lnnwqRhDrraW/dEFV+lUqyKvO2LASBL/PovPfLL5VfK5J3wOK8wn4e4mvpYcNk2PDhXe1o5sptSnLpW24qvoB0+tc7xo+XkILr19rqjm0lnzkx3hM5KKsq+xg4UGZeailpX245VwDs+OOPlx9QBMmjCL3Qaszsn/Tnhe6pI6vaY420x/GBimwAcYzihBPkUTJUrPKrciB+u1mElbe9ycyM0P3odpjP67awUyEesWA+QSaVft6eFxk1vGfjqkZjFRsPFo2fOFYW7/mtpvATJlSrsYirdHs9Jb9i56afg/iyGVUK+I4YeL5ZcFe1F0KA2D47i1CzAcLzJMYKiziktMdJAB4oiAMeRn3YSXtD4cLqxRxzSP8NNpC9jaRw1f/7Pzlkiy1k9YMPdqQHhBHVFesG3j15g8CkAFJeUul8VUZ8sN544w2nWqqS0EIMDh8uPznhhG7S2roAGaOpo7WADxkdX06uewjIr48//tgp0EjH/OSTT+SLOeeUoRMnymaGRKNaJKqtKqAsggSF6GgAqMrwHQvTTDtIh504UUaMHi2L0ZlD4ODBRQob4DU8uOppVzpRwMCL5J1qiYccUpbv0uFDtNqc+EsvLaxmiwKfBRRZpIhqWiYrGr2JsGOmSimDHaowCDhUULqqgmouLLHbEzBY4dvFJA4yDIIR1Z76nYWAzISIgjQvSu5mAfUfClQGM+59XRWD0ERZ2sdXRRKmUpASHCsbXgQ8SyiYE/GVkJCQ0DN0djpigxTDqsyFGJS4IpDVND/68UjsUbJkmq+UWLUNM39W1Rm4+OKLK3EBv3Ub66y7rvv/SKwZzLGzqJ+pzArmN9iz5L1ffqn4nOjQQw+N+hMTxpPSSVwQS3vUfeh7bapKM8qv8Er00+/730p+fRiQX1jMPPXUU45APPbYY+Xqq6+ubGMOb3nTSNpjjDhzaasF0h6rYFVD008vn+ocNxQJ6L2YpQjSa5klLlDyS4+P2AjVHKmjzImzvLl0v7H5hb138admwV6RNx/hWDUGsSRfPfNv3TfZS9zv9rzxK87K6qpFhOnxQEKq4iskvxDaqHUP5xkjHNXOJitW1/3YFNNG0h7zzi0W3yfyaxKAG8KaTcew7LIy4LPPnEF553nnyQFHHCGf+hsJsmWKBgMiDw3kVh4gyNQPqSeoh/y6994y41yHCotVK1ZPWC0izRBycsa555bHRoyQxehs8kCnCIFiVl0aASmg5513nhx44IHOS23YvvsKWh7KE0x38sllHzBWQOog9boBMosVBDoJNZPEAJ4Oj9f525bu7WkZXCYvKLJ6SuzUC9KD8b8iFZDzQvHEPQQBFw6EvdFhQpCizsSXD5B+yURAfeU4PvoPfMpIWwxVn40CNeARR5TJWLz/dBBOfkkJkwtMsnTltl6wuJJXSjwhISEhoRDaSqWKqscSHgstuGBFNdQt7bHG/Ojza64RErI6NKC94w7nVRwjvyis9dlnnznLkzzMNvvsLgtjc1LLFLUWUJRcIAMjpjRu0PPLQn3LLPXBWWP3AvnVEVN+GfLrscUXl0u8QX1/3zbzzDlnt7THihG/v0YUNQPo7ypHVyOGXF9TCXOgR1mV8ZKh/HIFCyLt9VdTmIsrVFXY4Kijqj7b5mOybsovvRezSBEyoIjrasGSXwhRdGGbbId6yS97jAgRWEQPjzcG5vhqMWMzSorEGUVUXNhABIrIwtD2IR5T4U0YJ5MKrQIP9mPJMYQ3Tz5ZJs+s53XWfrIIv34Rs/paCM8zlq3Tx8mvBs56CsXOO5eVJiecIK1Dh1aMDjF+nxyYcWj9RveZ4KHA64wKdSrNzCK/rLdSo0DthO9UEUDgFOj4Q6ix5XPPPVf5e1FIJxR9POyxDg9CDsN0PtNDRRPm/+CSSy5xRv5UxFzs97+XPUaOlH6+MoxTaWVV4SkCTa3jWJnsQJCgHoNYQxXG+bAP0izxpcN0cUqE3pMYM2aZM04K0PkzcVFPMdRYEFP4oNE3ALzCmgWeE01/HDmyfM/6AhgJCZNlrMHzgb6F4KXe9AEqw8Y8IxISEhIS6sIC884rw5ZeWj6gMJPBYaQPHXqoK+xUmeUWJL8GbrGFK8qF75TD4MGyA149LLSGFf88AVYrC6TVB82tNjAnw0KBrcmyy0vbmK9kAPPhlVfpqsTN8cYCY79NNPi61ZaIqqUI+WUD8eWWX15+s88+8uabb3YRU6SE3nhj+XD8sUAvnbDggvLs//4ny840k3zts2Y23nNPGR94oYUtjhIOe4xrHn1UjrDeVHnQlM6wrfE/o8CS2c/XvjjAbrvt5nzZuim4uKyce+ReWMj45eJjpoXOoofk74e60x5RHkaKDFTmvLqgbckvCxbC6yW/GiWYuB9VwWYqn2Y+Rzx7LFL//OflOXu9aIT8QryihGd4XHxGn1vawLYD19qrN3MFDXp9Y+f88MPl4mu9cZ59PLtl2iG/IA6oCNEHMGRAP3ny+B6qeEIo+ZUHlGHNIL9IIbMGhHkPCB27+jvVgTvuuMOtXjHAkcJJNckZ6cggg6iqaSTFFWgK4u67S7NAAQGUZ5jgV4GBoVnMNsQsP9qJhR5xdH5TKvHV10BFFzWWxROMXHUmdXiqMUgXraLZCEipbFZRgYSERsYaldfTf5ISoJ6FRcmvWDWihISEhIS6gKprNlRX4dzOBLiVao8aANeYczJPDgmj72KUDfmVkX1x0kknuUJTmcfpg+cqksQSGEssIUMmjJOL//lPWWuttaR/f6MQq5EWSX0+KIb7fvc7mTlSET4P6k9mqZKll11Wlj7gAHnkkUfkTRbBIekOOEBaDjxQlsB+1ZMFq40cKbvuuqv8/e9/d9tx2/rqK2mZbrruyq/gunCOZDEsvuWW8sXjj8uIWhk35nxZRM/C9Cyqf/21y3qBJFtvvfUc+aUmHffPP7/s8NZbLt3SHW+saIAhmtqGDOlWlKzqkHz7jQ2FAtxjLMxTwC30aqsFsij0/s0ivyBcRo+OHJD/fC1bhXo9qvTZySK/iE+VeFVPYF7r7errer6kHasVC/cWxLWq8znOrKypovGnnkeMjFq1QcumIuRXH1d+9e2jSygOcspjZWF7I+0RRpxOjjTSPOCJhWIpqCxZBEiRGQTEG1JCQLnOi1UsKgWGvk06ALECYzu5HgLVWTfiqzcf7N4ujjCtg8qSYUUVBn/8jAKvt4SEqQ66Wk4/Wk9RB6oZk66QyK+EhISEnoMgvoY6ot60x1xk7GuLLbZwBaZieHHLLWVlr15XEixLvbP++utXVV4sQn6hS2KrX88/f8VjLEZ9HHPMMa6KfK3qkNo+mPHvFFif4K022Gdq3HH33bLzzjs7ohC/NXfcfl4YttIgbfuAlLn11ltlflL5KOyUBQg9FuX9+bpKlxnYy2ebzDPvvC71cffdd3eex2KqbSJv6Nh0U2nB9yqWOjp4sBBBkGB4a41YgvbjjNpj1iMo5bBfqRe0lZJNWeQXvs2kLtaj/Mojv2p9Xo/HpoDa54j7+6STqr/DZ+ssmNbtfifLJYd8rJBSxOTq/4x/N4uMCtqQ48AuhhRLi6J9QayQQE9Rj8KtjyKRX1MLMON7/vn8z1BBsBnKL2SSVBwk3zgPeCxRidJ2Oj3FxReXV8pIb1RgfMl58RN2YgkJIaiMSlVNpO4XXiiCT0Iy8U6YFsB9TiXkeoBnC4sP9LtZlYUSEhISEoqD7IGQwCBQNwRJJaxXZcokVlMs+de/yiBdMLfH2mjFYIXZFsl1KJ3yPL9OO+00OYXCZhHy6+vf/EaEn7B9zN/Yp1Sp18x7FfJL/59FtsSsVCArKN6UBfymmGtmkZyMxz7NcUgkTqqq1ujT9yYSV3GPRO4F2hAn2/Xx/6rhLavt163YQrPusSzyKwuNkl9FjyOm/MLDtKfV5bNIIe4XCnplAYUXMQgEWZaHHvMt2gOrn6zCBLUQKvGaeZ6zz97cImWTENNO2mMfwriJHbL7n8omfFf8aBUZ1L8JNyUrDFTzywPmf81SFrEdlGR5RBuV9ZqtpuGBp7rG3/9ernyIjFlN8CkDnZBQC7byDkqwhIRpaawJS43XAgpeJub094kkTkhISOgd8isIgivhrfbZjRATWf5MdUK9vxwCBXBmTFND+UVYTnrfaqutJqN9KlwpqL5ei7wZu8YaMgN2ElixWLWXaavpvKqrJZJaB8HUTbEWI1so0JRl1p4FVY3lEQ9KbEZInSryy79fIatqFA3Iazv72W7kl90uflSNQtu0XvIrC1SRZFvhPVVrTsL7pP1a72ni5SWXnPwevOoZrcovCypkbrZZ/Hxog6Jzsd4kvxZZJLvYYB9XhyXyazKgs1SSR978vPJ3U4BEFUVLbEBVYKDeLPILxjcv152Aic9ss400HZjCUx2DHHklvvgdykITEhISpmFEx5p6J7RXXFEOoBLxlZCQkNAckKmQk1p2//33y/Is6FKMpyfk1/rrl9PWewglSd6/8EKZM0gpzIxpapBf4J///Kf7/Y1XQGlI/9577+VWosQaxRJblap+XQfcjUQqRUz1Q+VXN1hSqtG0/yLEg7ZVxjg7D+f77rtdBFdkm1oEYNSoUTJXDdJTycNuijt7j+GPi8igEej3ii621VJ+qWqvXvIL/OhH1f/nmIiXm41G4/mY8mv++ePnxv3I6/Uqv2p9/tRTeRiLbbPGvVr1mT6KRH5NLVh44fLN9vrr8YqPsOZIMJtFfjEooSTLAu/1sOJiJjbaqPybiQEMPubN5JEnJCQkJOSjXuUX6fQ5XiUJCQkJCXUCz8Uc30XnD6WpcD0hv0AjFd0CtHiCaDzxhVY8b3hj3YPmUIEEIZVXiTJm7h9ssNu227FrefbZKisW9hH1D2s0zS4GPLrCFDiOgSyWnP0sv/zyctNNN7m/h/XrV32+kXuBNsttk+eflwkTJ8qAvLRHmxkBMYalTiMgna8eAqQW+aXv1+v5NSnRTPKr1nkVVXLlKAWrwL1o78epnPxKnl9TC+jIkHH63PZuePfdsgy1WZ4trCbRKWfJgB95pPcIKR44ZKIvvVSuJpmIr4SEhIRioAAJfahK7muBFflGV38TEhISEhqDBvpKfk3GgLJ1+HBhWX1iPWmUoQF4ECzb/6FAuhx/L91fT72nIsovh0BtV5fyq1EssYTIVVdVv0bRAKxhcvaDyf/bvpBZN2P6RtLYllpKBuDDbBRfVcqvN98sK4AmB/QaZREq+nrYTuutJ1M8YmmPtcivoirEosqveqDPdTM8xCcTkvJragKrGlkVHzFdhNFv1gOw6ablIOrQQ7t36uCuu0R+/WvpNTBYYTaZkJCQkFAcTH6feqo4oYUpa09X+hMSEhIS6sPOO5cJCQ0ysROZTIBAerXeL1ny6957s429PQm1Z/D/HsGMWXnbmiTkVxHofgzpwbGhcEOL9c+TT5aqOuU9JEKjyi9S7SYXVH2HXU4e7PXA5mdaVH498YTIYovVt49me3699prIbLPlf6YPI5FfUxNYkcFoPoaf/7x73nNPwIN50UXlFY3HHhNZeeWu9z76SOTll0VWW615+0tISEhIaA7wBskJRBxOOEHkt78V+fbbShn4hISEhIRJhN13L/8oJmM/nJeCWCgAptqerbgXKL9mDbJSekx+/exnZW9gs61YSmBhw/veRsZ+ZpxxRvnlxRfLIl6xVYGv/tgoMj2/Jhc4niKESY3Uz8mK2PFvuWV5DtVM5RfCk6JotuH9oYeKrLGGyEIL5X8ukV8Jk5T8evLJ7q9DRpHnTopgM4GSjJWpyy+vJr/+/OdyBYg8VjghISEhYfKSXw8+KPLMM+WxY6utqtVeEF8oDl59NSm/EhISEiYnCKCLVs7rReR6SvUAkDAbbLCB/OMf/2gO+YWnFkF6DeJu8ODBMmAALliTmfzK8FHi2PfZZ5/un0f1pH5if/yjyK671rW7zGqPfR2T6no0gtiz8de/1v5ezIKiWYq2Zqc9nntusc8l8ishhsFaCriZoNohaqwQpLhgiN8bq0Y77VTudM8/v/z/L78s54yffHLz95WQkJCQ0POxBvKLSeQRR5S9RzC1Z/VRV8Dvv78cbO21V9mXJKU9JiQkJEw+BKqpSY1KxcSMoDY6ztQZAHcaYqOZpEzeto499tjsL55ySnmBvy+SOqr8Iva65JKGlV8NKfomFzbbTGTjjWWqA1UWiZ0tmnX/FzW8bwYocseialjcoQ8ipT1OBgwZ0E9eOqksx20qqA7z+eci//2vyMiR1eRXPTLJerDSSiIffFC+2ZEtb799Wb663369s7+EhISEhJ6NNb4kuqvKy4IJ0vzRo0Vmmqn8Ov05RrLbbCPy+OPNqxKckJCQkDDFIY/8yhxnapBfLZOI/MojeKbLEgWwsH/kkSJ5qrBmgXEXYucPfyj+HVV+5aVsFiC/ekvJ1yu47Tbp02i0LVHe20ISFIcoWnlxchjeZ+GFF8q/pwCbjER+TU0YOrScbvjww9XkF6v4G27YO/vkJl9wwXLqDMESgRIyzylNSpuQkJAwrUDTZ1i4mG++8qogExeKpuy4Y1npRXUpytrfcMPkPtqEhISEhCkNNciA5ycR+dVQLHXNNZNuf59+2vV3USWWKr8aVG5p2uMURX71dTSrLR95RJqOSfE8DTeFkfr4fZUYiqkNpDdSCcKWqf/Xv0Q237z39rnUUiIbbVRWfJEqs/rqvbevhISEhISeT+6p2AtQ7LKKvPbaIqedVlYO3323yAwzpFZOSEhISKj4YmUqpWLQKpURQNk8kEN+9UY6XmGiRxXQkwNFSYomGd4n8quJWHpp6XOYXJYVpb5NfiXl12TAuIkdcsCfywTVH3ZdUQY10/+LNBXSH884ozzw3HNPuXwtK/i9Bao6/u1v5b9Jn9GStQkJCQkJfXOswbiUvttW2brgApFttxXZbrvyokZCQkJCwjSPIUOGyBdffCHTTz99sXHm9dcpVVhXu1nya7JVIXz00eoxcVLi+uuLp7tp2mMPyS/b5gk9AJZDk9mXLwpSKJ97bnIfRZ9DYikmAzpLJbn35U8qfzcVqK7w9yLVkZx1Kqc0K3c4Cxgi//CH5YGuD1SjSUhISEioMdagEj7++PLfBDRquLrmmuWxIyEhISEhwSNGfGWOM9ih1AklYiarGslWrp/UwDO5KLC46YGoIaU9Nhl9WSn/ne9M+n2W+rbyK6U9To1g0CF15Ve/Evn3v0WWX773ZbpUeSCVZnKt1iQkJCQkNIbXXhPZeuvy39//fmrFhISEhIRew//+9z95HXWYQW+pkKaoioZFweLVyy83/PWU9pjQqxg2TPoykvJrasTXX5fls4pVV52cR5OQkJCQ0JeBx4mqdmeffXIfTUJCQkLCVIzFFlus22sLLrigPEraYS8o1q666ipZtDftX6YwpLTHhF7D00+LLLOM9GUk5dfUCBRfABXWWWeJLL745D6ihISEhIS+DBRfW2wxaUq7JyQkJCQkGPzpT3+S999/v1eUX7vuuuvUqQBrEFTTnHfeeWWJJZaY3IeSMLVh2WUbrkI6qZCUX1MjVlqpz+fbJiQkJCT0IeA3Uo/nSEJCQkJCQpMwePBg95MwafD222+npk6YJpGUXwkJCQkJCQkJCQkJCQkJCQkJUy0S+ZWQkJCQkJCQkJCQkJCQkJCQMNWipTRZa8omJCQkJCQkJCQkJCQkJCQkJCT0HpLyKyEhISEhISEhISEhISEhISFhqkUivxISEhISEhISEhISEhISEhISplok8ishISEhISEhISEhISEhISEhYapFIr8SEhISEhISEhISEhISEhISEqZaJPIrISEhISEhISEhISEhISEhIWGqRSK/EhISEhISEhISEhISEhISEhKmWiTyKyEhISEhISEhISEhISEhISFhqkUivxISEhISEhISEhISEhISEhISplok8ishISEhISEhISEhISEhISEhYapFIr8SEhISEhISEhISEhISEhISEqZaJPIrISEhISEhISEhISEhISEhIWGqRSK/EhISEhISEhISEhISEhISEhKmWiTyKyEhISEhISEhISEhISEhISFhqkUivxISEhISEhISEhISEhISEhISplok8ishISEhISEhISEhISEhISEhYapFIr8SEhISEhISEhISEhISEhISEqZaJPIrISEhISEhISEhISEhISEhIWGqRSK/EhISEhISEhISEhISEhISEhKmWiTyKyEhISEhISEhISEhISEhISFhqkUivxISEhISEhISEhISEhISEhISplok8msyYMyEdpn/p7e7H/6uC7feKnLLLb11aAkJCQkJUwl6NNbUwldfieyxh8j77zd3uwkJCQkJUwx6dZxJ6IYTTjhB3njjjdQyCQkNIpFfUxq22kpkm20m91EkJCQkJEzLeP11kSuuEHn22erXx40TeeSRyXVUCQkJCQkJUy1OPPFEOeussyb3YSQkTLFI5NeUghdeEGlpmdxHkZCQkJCQINLuV/i//rq6Na67TmS11UQ++SS1UkJCQkJCQpPR2dkpMmGCyD//mdo2IaFOJPJrSsFrr03uI0hISEhISChj4sTy72++qW6RDz8s/x47NrVUQkJCQm8DBW5aHJ/2yK+LLhLZYIPJfSgJCVMcEvk1pWDo0Ml9BAkJCQkJCfnk10cfVb+fkJCQkNB7uPfe1Lq9iDFjxkipVOpTbeyOJy0wJSQ0hER+TSloDS7V+PGT60gSEhISEqZ1ZKU9Xnll+TcpGQkJCQkJvYuk+upVDB06VM4++2zpc+RXHyPkEhKmFCTya0rBF19U///OOyfXkSQkJCQkTOuIKb86OkQ++6z8dyK/EhISEnofiQTpdTz//PPS59IeExIm9Zzv/amjuncivyZHo7e0yLqLzeJ++LsmnnpKZLvtql+bYYZeO76EhISEhGlwrGmE/Pr977teU8KrrS2RXwkJCQlTCm68UeSEE/reONNH0Bpm30xm9LU0zIRpAMcdJzLXXDI1oN/kPoBpEYP6t8lle65S7MNrry0y33zdXyfV5LHHRFZeuenHl5CQkJAwjY01jaQ9TjedyOjRZaJrwIAuwmvYsOT5lZCQkDApkEWEoFZaeuliyrADDhD59NOGCLBeHWf6CFp6g9Q79VSRTTcVWW65ur+a0h4TJjneeGOqafS+RWUndMf994tcdVX31088UWSVqXuwSUhISEjoo0D5tcQS5b//+99qL0rIr5T2mJCQkNA8kFZej+Ln9deLf7avKLY4v3/8Q6YJ8uvnPy+raRpASntMmOQoTT1qw0R+TYlYdtmuiloJCQkJCQmTg/waOFBkqaVEfvtbkRdf7CK8qE6cyK+EhISE5qFfP5Gf/lTktdeqX28GMTMJyS+IpH//+9/xN599VmTDDauVw3ffPdnJOU17fO2119zP5Eam8gtFdvIDS+idm06mFiTyazJgzIR2WeL4O90Pf9cNm16SkJCQkJDQG2NNDH//u8if/yxyww3lYOwnPxG57bYyCca41L9/mRSb2saoV18tn3tCQkLC5MIZZ4gsskjzg9IekEuNjDMPPfRQ/A0dN+w5YfHSR5RfiyyyiPupC5zLuHHltFJbIEbfM/j73/9eSGWWqfzq318+3XFH+UwLzyQ0B598UlZeAtp2WmzfUiK/EnqIsRM73E9DILiIDRAJCQkJCQnNGmti2GwzkR/+UOTWW8tj0Yordr2n3l9T4wLNYYeVzz0hISFhSkKBOGFcD/vreseZTPJGj9W+71/76quvpDfRcd998ilWM01Ke/zkk0/KCq0rrhAZPFhklllEvvc9eeKJJ+Qjzd4Jrg3vFW6/jOv68Y03yk477VT38SbkYNZZyx5tYP75RRZaaNprrtLUwzck5deUCAIL9VbR3wkJCQkJCb2NGWesngwts4zIc8+Vze8Zj5T8smkrzQCT+b/9TSYbejnwSkhISOiVoFQVKzn4chL3b5nkl74eeX+5Bozh60HbuuvKRIqMNYn8mnXWWWX99deXCY88Unmt/bHHZKWVVpJtttmm/EKp5AgyTaUsup+8ao+88+WXX0qfAQXauHa17kPuwUm1aNZI+6jhO+q9rOdl113LabpTIzozntkpEIn8mtJutH33FbnvPpFvvy3/f489JvlhJSQkJCRMo5hpprLqC5DKAYYMERkzpjxxJeUR8uuee8qT3mbhuutErr66edtLSEhImBZQIGid1I5aSt7wewxjR9cbmcf81ltvNby/q6++WjbES6wGRtfw/KqFI488soqku/fee+WlZ56p/L+fJ3csObXAAgtUUinneecd+ayH1R4nqT6HVM5a99fLL4vQBrWIremnnzQx7UsvicwwQ+8omZijnHOOTJUoJeVXwqTA2LHV/2el4KKLql/DayUhISEhIWFSAMKLiaP+rQb3GO2yIgrx9cEHIpdeWiasmr3vhIQQ11wjMnJkapeEKRbtVP7DzL4OfPPNN2XiqJZaqIDyq5S3DYJe3n/7bWm28uvMM8+UoYwfdl/lD0gzccEFF8g/ClSRzCKeUGT961//qvn9K664Qp4xZBdoi7R/h75WKsnbpl0XffllMdrqwsq5+++/XzbaaKNCyrCmglTOs8/O/4weK3OEWgjariaYazRC2Nnjajba2kQ+/DD/ueM9S/r2BSy8cDlFNwuJ/EqYJAgfjNjKAwqwp58W+c53upNlCQkJCQkJzQTjDP4lofILfPFFmfxC/aXjU7P3PbkwmauNJeTgrrtEHn44NVHCFIt++AmdfrpsscUWhb+DYmjllVfuHpS+8ELd5Fdu/6Yp7B9/LM0A4fXwzz93fz8WmtnnpD1OCnyWo/x6kYrGNRAjnWLkV3sGEdS/oF1AuJ9LL71U7kFtPTmg6YBZ0PNvthUCJNacc4o8/3x96ZJ6rxd5LhoB259jDpjd7M8ceWR50bCeNvnjH0W0fxg9WuQXvyj+Xdqn1uLh66+LXH999vuJ/EqYZAZ7IZtsccQR5d/LL18e7Jo0MEXBQ/O97zU/mElISEhImHLAWDBoUNffMfKLqohrrNG88UIDIbZHakSzFWVFkMivvot0bRKmMGBsfsstt8h7770niy22WOX12+rI5hjw6afdCRmUMCyGU51Og1Ub5JOWFXteYq9pal7BbS0AAQAASURBVJ4G6LEF+GWXFXns8cp///fS/+Soo47KPe7dROQ7EBYdHTIxDMhjx5wVdP/737n7qd5sDSWUJ0/ylF+N7ieX/Ao+3z9Cio0ePdrt36aH5qU9fkdERjSbaOoJmkl+vfKKyHvvlf/W+cXSS5fJpBVWEPnnP+s/rmbh2murn5O8mPxx/8wwXyqKs87qyva6/XaRk04q/t0NNhCZe27pEUop7TGhB2htaZFVF5jR/fB3YYTkV8h0h+83AzqwUpmE1dXf/EZ6HTxglJVPSEhISJj0Y01R8mv22avHnosvLvffTLKWXLJ5sn4NCJhMYjT7v//1eJOknTz44INd6ScJUz7StUyYQkDfc+WVV8rDDz8srxDQewxU1WwBQAFsxW8lA2zg/dlnXcE4iwf4HPH7gQe6PstihaaZheMDgfUMM0jHvffKp5paZskvyCv692eflda/3iKdH74sK416Tq455WT57W9/W/nY9ttvL7eqR6SBW85YYAH52UMPRQPsFyiikgeOfZ116i5Ect5558nWW2/d/Q3IQjab8T3IpyKphEtMnCgmiTOT/Bo1alSc/PIEkd3Xpz5N73kqUfqxsCrtMXJcQ4qkGDYLtdqlnrTHWoAoXmml7vvFD+6pp/LT9kI8+2z5vv/1ryvXv0fQ+16fk2HDmksk2e/o81p0O//5T7lPqIW//11k8cVr738KRzK8nwwY1L9NrttvpPvh78IIya2QRW82049/y1JLlZl2ZdhPPLH35cg8fIsu2rv7SEhISJjK0fBYkwUmr/xAfhE0/fnP1X4Rjz4qsuCC1Sb4zYBOmjUIa8JCz1NPPSVrrrmmPK4rsAlTPvqS2iEhIQcsRizy8cfdjNSHDx9eV7uRH1LlRaVBMf5WqpCFfGEx4vLLqwLY0t57uyp8lmjBG8vBp1TdcM01soQ3Y6/qd1HbHHOM+3NQqUPeueIncuM1x8oiH3/oXoPweuGFF+Sjjz6Sj70CZuzYsXI5x6Cm7O+8Iyt9+qn4JHp/UOVj2XjddavHlxAak9T5zB966KHy17/+tfsb/hjd3i+7rBz7NEB+PfD114JEwH42Rn5VUCrJnOgMAuXXREOC3XDDDe7vVTbZROT44yuvV65lqdRNmdZR4Fj/85//5J8TqXX/93/SY+g1yrpWkLSQM0WhRJU9dn2O6plzaHrwz34mcskl5b8hiBqtfBoSUnU+yzVhY2/dFyKYd9+t/d1+/Yrv5+WX468n8ithsiCUHPc2+fXmm+XfmDHedFPX671dilbNCBMSEhL6CpiUkmYxKbxIDj9cZJddpM9h/Pjybzy/lllGZJ55ut7bbrvy72237T3yiwUZexw9AIFYeVM931bCZIYGAon8SphCMMc778jpDz4obQFpgYl9PUAnNrCWykbJFwgeE8CO94sJkFNqeH/QQQdVbf+Njz+W/lkxyO9/X/lTz6KjrU2oqThoq62cwgoSZxixxDffyMUXXyx77rln+TDNZsZEsk2W0Or2WUG3kl/NUBMR0/j9OnrvT3/qynqpk/wCww15BVprzBlW9+fL9vsF5NcXX3whP7WFELzquUr5Fdl+Zw2lN/taa6215JFHHol/gPvw5JOr5yGQRDHiMA833iiiKj48yUjJDe4x2Xlnkc031wMrtt3f/a5roc0Ss3lzDlTrpEbqtYktom21VdlaoRFom+szTEpj1vHY89Tj4TraxTjIR5vaGyP7IO3sPEzBvMaq2eohvwCEGv0GykxNy07kV8JkgT6oSCsZdH71q3Kes6LZEz8tK8xKkF9tcOjtYMGsZlS9RsdShOFuFBgn1lltJyEhYRrBgw+W0yxqpWM0A5TKbsaKa7NBqgnQtEcLrQCpvzFzbRb5Fa6cN2EM0uAiy3g4E5PJiDmhQNAxKVN9EhJ6gCG+b3wsIB/2wkOrgLG64jwR2cH/fdhhh8l4LQpi4wHfZ7XTb/p5NeTJC34/g887T+bI6FNbSqUu8isr+C2VREeEjpYW2UdENvL7oH/dCTP/Qw+tSu/M1EIdeKD7NSTS7//AHVCLfP311z0nv7ByYft/+1u5QMu997qXXZTlr43zYhszRmbyhvdFwRFNqEMkMIf/TXsp+XXufvu5MSqLcHPkV05lzFpEnZJnmWQri1uhzQ3pgerndt99xVIFt9++vJinZCZqK1UXWhSxZbDps//9b/V7RZRfpAeTGqledpYQ0vaqt9pk7Bi4P8Ghh5aN72tB73OUmhSwUBx7bHnOmaf8yrII2mGHat/wPPLrzjtFfvSj6tcg1OAZzj+/nP0V7n8KR0p7nAwYM6FdVjjpHvfD33U/WD/5SZk5n2sukUMO6R1FFt4tBGCxwUWDPzo+s/LTNGgnROlyOhFWGnRgfu016TWwCnbzzb23/YSpDxDR9RhWJky50AlNrYo5U8NYk7eKm0V+6Wqp/kb51awiLDoGqWFrE66BBie55BfpRE88Uf1a8pXqu0jKr4QpBAN9/3PGaaeVU+08fg8Ztuyysvbaa8vnviJiFJFA9Nxzz5WX8fZS1YiHI73IZoJ48PNrzNO/9Oldg6+6KnM3pY6OLvKro8P5eWHWbzGm1CKzHHK1rHDI1TKh/8CKCuyNN96QcdpXf/qpUzEVJWcGR/ratfzv26abTkZrpbtGn3n8KjEQV6LR78uSX46s+8EP5NM6DO9Be6D8UlVdFI8/Lr/zf1r/yZ9dfbXcdddd3ffr/1/VfpF7oS3PYL+lRU7aYw/3X3uc0cyfEEqikJa6//5Vx9QNeox53lch8trKVrMMt1mE/NJz1XOIEUI9UTfpsVsi2TyHmdDrp+2pxG5ITIaCEPvZEKHPXh75dfrp5VTfGFloUyDDtkEUE1ZrnRbJLx7Gm266SdZdd12ZY445ZMiQIY4532+//VwnOCmx8MILy8+QaPZRfP7tBPdTF2ISTVbXe2Pit99+5Yk/CKvPfPe75d8QcJZ8axb0AWMSwMoD5pS6mtXbK7tTkawzYRLgjjtSwNULYMJ8xBFHOFn+nHPOKYMGDZLZZ59d1lhjDbnsssuiEzYqIvGd+eabz5kGzz///K7qVL1pJJnQSdUUFmA3NNZkgUndTjvFq36Fyi+CC4qkNKPio/b7+ILsuGNTlV+5hvfrr19Og7BI5FffRTOfTe5bCFyvCEmYdnD66ac70oEfDOlDkCq21VZbycwzz+zGmkUWWUR+8YtfVFKpi2CA78Ni7oWltja5//77K0bnUWRkQXT6/ulfJvh9xRNiw0hX93Nc4rVSASKq1Sq/Pv3Ujak/YQG+6oBL0jJkhHw+ZIRLt7P0xUtKxvl96Pl2hvsM+tUhEVJHR52dRWQ6qt3FYgJiotBEPwsQPEF1SXd85jqWfDuj/Cqa9tgRKr/yCB1VIXk11mtGyTOY65WBMO2xG0lm3n/ooYekf39/Fb3p+b+9n1o9CrVuJErWOEzMBjmp7ahzgjwUIRd1LsF1CP20rr++/BsyRis+8rfGq3Z80Oto95l1bV9/veyfp8irxhojv4pAr5USZUrshaSmPUbdR9H5VR751S/jPeZ5dv4cthFpsVNotlRTya8jjzxStt12W3n55ZddrvchhxwiCyywgFxyySWy3HLLyfNUB5lEeP311ysmgVMEWB2pZbyrppMWlv3ubS+urGCwWYQRKpqjj67eng6Iuq+U1pDQEzCZaGY6WR1S+ITigLD6wx/+4CZ0m222mSO1ttlmG1fV6kc/+pFsvvnmVZO/b7/91q2Un3322bL44ovL4Ycf7hZeWKVeb731ulafp0Hyq6lgMps1IV9lFZHddxdZaKHy/yHJUEXaSmQeGCF/aSb9NaHjwHzzlT1DmnA9lfzadNNN5ec//3n2B99/v3piO7WSX3/5S7W/yJQE7Qua+Wxyf3K/Zykg8u4XDcwTpjgQp/zyl7+UoXZh2YAFfgploMrZeOON5eCDD5aZZppJTjrpJNlwww0Lewiq8is6g/B9bK4qlb4wgg7/DLxMJTuPH9Ev04WxPZP2mEl+BQqTCvm14YYyVw0VVFsQsFcWFyDbzLa6eVJtsEF38suaumcQhVUxwTvvlMdpJT9qwW6/s1MmtLS4fZQs+TXzzFWeX8uLuB+LU089tapNuqU9BudKGuVKkffChRgEJFUkV9WhVx97jLRUvGYzZjy5pntqIYOnDtI2Uy0F0aTnQrbOmWd2XZtYbMq52vMtQn7pHIzzzVuUUPITQsxWN9XxQY/Ljhcxux2wxRbuvq+6xxTEEva4NR6oNxbPSifMI790DtQM8qt/5QmvBudm741YrI+ak3toCkuJbFrk9uGHH8o555zjVt1h+glcWD2588475cwzz3Q52mchMZ2EqCdHe7IDhRO5vrfcIsJKk6rWNDea/OYjjuj+PVsWeVIHZZr60gwPMFa4yCWnHT4sV4tx0GuoD2CzPGT6mvKLKmmksSb0LhgwmhmY6P2JH1Qq1NA0zDjjjPLVV1/Jv//9b7d4wuSSMYVJ3DrrrCN333233IHqzuOMM86Qp59+Wo455hgXlJx22mnuN/9/7LHHHCk2qciv//73v/Kb0CtjcoBVxP28jL5BnH/++Y6oUkwYPVo+yVLSEYxRyUsXZJg44Xeh3pEG3/nOdxxBWRhMVlE+s03GnSYqvwD3FwtmUdRQKEzx4PowoadgwQ+cq86UBw1mmrk4pvdYvdcbfyM1b06YokCfsPvuu7vFehZbQqDs2n///R3R8eCDD8rVV1/t4hv6fIziea3oWDPAB8gxQucr/15mSloOOv0zYBPTv1RvJu5l359BtGSSX+aeb+ns7CK/WG+PxVaWoMoKgv1n+mftEw+pM86oJr9YEz/9dPnWjzk1ya9553W/bsWwvgguvLAr1urokPGlktvH1z5d/59m+3rOT/ofC+YjVYdUg/xCc/VYJKPn/ffeq1LNzXHLLd0IMU2htO333wcf7NaejvxiDvD++9UEmrdv0CWsLffZR+SHP5TCsCSKLgyBcOGE49Rjj6XvEu+uumr15wFpqH/4Q3zfNv57+unsY1TrhTBbSp8nvTb2GuX42VXBXktLrNn3YuQXca1X3XXbblHyy/5fx6eimQ1ZBFceMRaSX7Hj5NriLQbZOQWhaezQW2+95R4w0lJGjBhR9R6r9OCTIuZ40yr5pX4yDLh4XWEsaD1OMGPPOh86OMrMs9rRLI+VWkTMiSd2PbxFcpprwRJexx3X9bd2IrqPZuxLwfFr562S2ckFCBk7kCRMGQSnDq5rriny/e83b7vTOOi7B0S81Pr161cJSnQ1k0nfH//4Rxk2bJgcbwtzOEuC493rvD+pyK+TTz5ZjkbBWvXVMYVTJpoGFCtX55SKLwBUDajnFM8+8ohcccMNxVMlmISagMbiHbuCWpT80gWfJiq/bNrspDJVZzGwaem4PcWKK5ZVe3Ye0ihYpKOd7Hg+KaDXMu/ZRCmwxhrZ188+n6jwNWCrl4Do7QW6hF7DKaec4sj+P/3pT9IWsRkhfYw4hsyWFXluPCDD6PfBhRdeWKivf3nTTTMJnU/9PVR3MQ4RWcgHoVafq0vkH6HC9cfGtvUou6mLzH5D8gtSrVvbmPPtl0MiVCm/Yp875pjKn3r8Pz/22ErqZDREpx/9/HO5D/LMY8vIgotFtJxAR4fwpLeZ9lqPw/bXIk+XVLne2rY1yK8Z7X9MWy6uVfU85j3rrMq10eivNHq0K3Jg97fJ974n14cxDN/bZBMXy+nxud/+2iq5aCtIFoIlSjCPt/sLoeRXrA/lu6GfZlD0wAFfOiWNivatWeSXXpOQBCtKdgEbh+tnTzut+r3YdlkIXD7UDPZA+VUv+ZWn/GqL0srl8ymi/AKa3jyFoGnsEDnvBCusfISTyNt8juz6+GdMBvKLB57V/0mFlVdeuSvPvSiyiC08J2qxtuQ+87lTThE54ID69usHPhQW3Sp9WKy+evXDc8IJXUy/N83sEYwRZhU0cNKJRmRyTspTQ4ElATEkH9/FRwbU2g6VQHpjdbxZklHMCftKUNVX0Ux5rh008CNqFvmckNlXoSZW9RB49dVX5f3333cLL2GqCv/ndTwn6yJbekB+2YBltdVWc+XdOQ5VgxFg9ViJxjN+7rn5JFCT0uCtj03ruHHC//bee+9Ke7755puy7LLLyjPPPCMnnHBCddoP6YQZps11eY0widbxJ6b82nvvrgItDZJfuSoLzIF1vGuC8ot7l9SpPgGuj5JVPV0wpGgMqCeltRmIpbHEUmH4YS51//3V7xGEce4EzTxTqBJ4vmptM4acVKTJCp43vGsm9bWZQvDkk0+6vpmUxyWXXDIzwwVg5xJi+umnlxlmmEHefvvtQh7HrX5OH3vitMedyDW79NK67qUZySIIyC/9+78oVYzyS/FBSFYHlSJt9DE8kvb4olEHt3WWokTRM54oqZBfNc5DyZn9fNuCaPhOuuQss7gU1Kw5A4IMWzxgifgHhRGJGV1LZNznOmXFGbx+huk/a5FfJl9HJppry7ftJyEelfxSJV/Lv/4lB5d3WknB43uh35ybmQZVQ93cxF/bKvKr3gWOoEKpA/EnsDYH9fSBWWmPLMz41NPC5JfOy3XOwNwcXiJUfNXq21EQhrF8jPyiKqM9hyxletYcNKudwrlGnucXY5g1p89qkx//uFpoAeGaJbygEEae5xfQ95uRATYlkl/kvJNqMmrUKOe5csABB7iUk+9973vu94EHHuhWkScH+UU6zCqrrJJvbNtEPP744/I3yudm4eZbur8Wm3QyOBYhv+z7dVQkUdx+++0ulahS5RHJaRhUbbZZufRpjLBqhhori/wKEQn2UHZggl03NM2lniAMwuyaa6TpaNZEefHFy+WEJ7XCZNQomWLQzKAkfG5nm615205wE0gIFQISxo+lllrKpTvuueeelcUUyC9dgIlBX9fPNQwd5GMTJu6pK66oCiyZaGKMfKs3HtYy78cdd5zzMKtss5EKtizmHHYYBjXZn2nSZMSSQgM6O4Ue+KqrrqosKD333HPy7LPPupXnE088sdpfZP75yyu8kTari/xi0q4TWRZ7IEDtpIwAkYUSAgDGgsi5o7ZinkKKUmz/Vf9nroC6WcG1te8xiaXYC+MRP4y7daRTM0+CLOxz6Cn5pW1YRLHCswIJDCHVU0KmCPllJ+5vv1393kcflX9DfmkQ2ajyS5E13+RYKaJAqnxvgvOl79HnZIUVyt41U9JYPYkAYb/bbru5dMdQtWuBwb0S/iFI09dqhtrX56HF92cxzYXSGGMgEiD284JaA/v02rRHtex3+4oov0JSp2T6whbr+eXJrzCr5j6zeD7T11/LDDnEYVHySwk7KiG2+Xs4GgVBiHR2Zmb6QJwhyKg5/hvlVxU8uZDXM9J+lnqjN/osK8WNRTnz93jTv4T7hvzq8IRPhfzy89fV6bN8emfs2Fzaox8H9fq6Mc73lZlW+uwv1h9bwne11bq/r3GgZiuBZsTc9lkqMq7gl6dtqoTPWmuJkJGm86WY8gvC2irOQMyqKUZ+FUl7tKD/sG3cE+WXkl8rrSSSQdpXtcXvftfle8z2aV9PmHdDOFbY/QeFLKrmXMyJJrUHeZ1oal4gHh7XXnutk/Mj/cWHBd+VVVddVX7wgx+4lJVeRXCjqDRXV6LrMT1mZQPpc93Yfnu5KyYjNmjddRdZ5oNXZPwHr0irPiwx2SEPq95YtcgvTRGqp6SsR1U5Zao80gF4M8GKzip2I+s58tA1k/xSlj+GjIlo3Uo7u60i9wUrHfz0VupSMwmZSZ1ysuCC5dWD3gLp0s1IW5sU5FdCU8FkDULlV7/6lfOfopgKhVVQU9mgA4Tp9orpppuu6nMNQ9Vatg/6859lwh//KK9S1RB1kDfaJXya8Pe/+49PzCZ7SPPIIO1yJ4860cibDI4f7ybAy/QfJ8vMPaJrrCkIHcOskq1twoRKYKbno3YGmsaHErcCPbcIMVQ3+aVj5Pbbl38z+WeijrG+Pov4Zf7oR2WFbmSc4wdyjnvBknpU1apSfqHgRN2cdU1Ii/v978skmJ5vnjE6x2RNc2uAY3nyL3+RCc89J3WBz7MCnFEJLgqrluxpf1aPT5b6mJKKiE9WTxAaGcdgx26um5JCLPZpyjrXXc9BfzdKfumx4NuqynK9byGl7rlHmoaNNuq+KAeRB8lG36TnBkkRqvoTXKVGyBEWUWPpjgpUxIwnt9xyizxlU76kvA1FkWIeecovDSOPxAcX0Bevt17tbWaQX4pO8xwgCMiaze5gLBzCtMcY+QVBNuiDV1xcs/lTT8q6kW0y+ti0x5YafYRVJi2AF3KW8stjhYzXWfRw+6sx/pWM8qsKpipnnvJrVvN/zuyDDz5w5zDUt49FvJRCd+UX6P/kk84gP9QJr60q2zzyy4+xMfKrSvmlxwc5xHgQVmfk/quRStoN1vOr6OctYgXgisxhsEXQPjscz3SM1rmHrVrKAhdjgVXQhVk0eJpaoiirUETW3EY5EGImG7MS/8baKk/5peOLXcjhOiHqsMRrrO06OxsjJ1HQKXQeFiO/WBhUJWAfRVMjNwKUXXfdVX72s5+5lAg6nf/85z+OdEJZpCvgvQIG+GDQ0g5aB7N6yhCDfxatGGJx442yUY3y6YPaJ8itVx4hH155hAzq31ZmnGMPtX2tFvmlJohDh9adAnjllVdmvncf+/3Xv0T275lxck0QmCpxd+ON2Z9rpqm/dh5FFBKsdPAzJZBf9t5DjnvQQeV2681KmSGBSAB20knVngAK7qd6Vr3Jp8eUs6+nPVqwstKMdOBpHKg66c/oTxlTIMDw72I8qenR1GwwKUSJa/ugH/5QBuyzj+zs/Vt4xjje05nneN9GJXmiVcA0RSBrUh0Y6XZ73trb5fLLL3eG7d0wYUJ5rBnyitx68JrlsaYGSNmBCCIQ1DHMkUIEc3/9axX5pWRRLvk1/fTy8SKLyKH++eUzLIrZdqlb+dXWJu0zzSSjILiY+F13Xfl1xnsNOiPb1v1BoKIG+IcpX05aqr7PQsoJxnumG2gXf+7/uusumS1vsQZw3VGj2XLpHqRZxcbfu267TVbYbjtpKxDwdrMnYDEKlXbRFBH8ROshv6jklRXch8ovyLisxSX7HBVVfocgmIGEjCm/8LGxfYR9xkjH3XLL8t8XXdQ1ByAg0b91vtgT8ovxj/vd+vGoyizPsLleQKSF8yZd1NTzYayyBZISHFCC4muIIldT6fPGIwp30feNHDnSxTssxqy++upuwZ+sl6J+wy1+7hDrlXUG956mSdWqbudht5Wp7PHPAUqsivIr+MhDJi04VH7FDO8HtE+QBa88wsU1jDkxaDRTRX4tu6wcotktAWKv5pFfD4b9DG3mCSLqD89Ra97X3h5Xfvnnf7pvvpFtzCKskmpgxvHjZXa7Kd++zH7JL2kN9m3JL7u/OUgeCHbfMXCgXE23G7y+lvYjJpC319wRbn4Mr5BftFFe2mNWzFtrrM6KLXqS9kjqedj31kt+hYIbHbd++cva26HtTBtXcPPN1WNh+J1Ye6jtEs98rE3oN2LeqFmG97RDFrmE//f3vleb/Np337KwoBEEVVgdvL1Vt/na1E5+MZHU1JSf/vSnMvfcc7uBAl8LUgD79+8vP7Esa7OhahcziQrJr3rL3fckTTI0qmSSe29k8CJF0pWG1wm8BextQeXXeB9EnX7BBXVX1fwXZETkfKn/sQcS0nXXFZl9dhnfBJPhKCBnmLjNxPqGyGiuWyz4YDWKVdRmpa9qB9lTk18LrqNNkckCqyjW7LGZhIzdFsQRbYYyK9Yh9haoHsNKKKkWIUhXq8fvxpLWEGo9ldM2k8DUSWA42d1ll3Ll0oQmNXOrG1NIp0f1hbckfapVfGUpu5Qky1KGFQbjCARYJBie3k6gfbA50ffZ8332mWwYkD2Mh1XPqiXGjIKoBVItRjQYVcohhxwiPyeYD/CV95/7NEzx8njiiSdkp512qhqrWK1mnHz33XeryS9UJVtvLYu+9pootcX5YCmg+1byKzRy/+rrr+XzTz91E3CtyFk+hRqLDuwX0oBxx3p+0URffCE/po+x15xnUP8fuUZK1mn6DUSfLSmv1we1+vV4XWQBNY0Pqo445JDcgMxBjZj9+GZBwH0Y6asBZvQrrG2Rog+5sG2fpwDmeur5M8YXDS6Yk2y9tcgNN9RWfjGuojJitTwG2483Ov6xUs8qs47h9rovsUSXF0us31ffGvs66bN6Djn3Ui50e1SjZfzTdoYUZtFHfXgInPCpa8CqIopwcVf7DT3+4BlKKM/Tqe64zDLLuLilCPbaay/5+9//7sivv/71r3LBBRe4/pzF8oUJPIXiZ1YHFEebHwPyyC8lTd7KS283GFeD/GotOP+x0UYs7ZE+0oKzLuucs9Hq1cSVao+MO52dEqEXMo+/nru3A1LcE/tEXm/XOO937747qvz62pPIC73xhixojOFVUQ4WtAs+hvxa1JNZofLL5ufYmSNEWZhD8eb770utmYtuY85Q+RWouD+mGqav7FjVvtoHZWXQ1Ir9smKonii/Gl14wBM0THsM+8QiafZUAY2dt7nu3Tx+s8YxLShD/3s6S6MRxHwC89Ie82CV38RbLL7ZGKWzU+SSS2oXtssCx5E3Zk9L5JeWnV8XoiTA7LPP7lZESDfotQpHGkw8+2w38ksn9/UqvypkEIRanSuTdDZM8v/gS7YyybWl3TXceNFPhEqGgZ2htVUm8NCyCqUrdTVupE7fQfOo32yZaWdT9Ue5poBPVUjY0Z11mA7pfSOz7YaeEFKQM0z2vanlby65RO6IBWwEnnQ2dErBg1dL0lwBq+HhpNamfSIZ9e8TrD1B8GVSaL6KdZp0NOyfFWRScEh/skAeGn5v7bWr00XDypn4EzTiY2avhe0ACajDsry9idiKSaPQAYhgCULtybDQdA64p7m/7P3SG2mPsfuvmaRqQgUbkeLjOIX7Cnl61fIEiwFi5IqQxOZegihgEYPrbe5xS36pP8l4T1yc8vLLcndA9lQqWepzbyfPodw/RhKZtMesNJ0v/cSsE5I9sg1U2dddd10VaWhTNHX8+/jjj+ULM+m/0XwW7695551Xll566bjyi1NsbXXjEp+n6qUinAswZlIx7SQIbm0H0sUgKYLJ1BednTKn7csB10T/n6P8UjL0I3P9UH5x3CxGzfv00/FqYIqnn5ZxXhkxqKWlKyDL6le07TPI15hSe9BHH8k3XFeuwV/+Yj9c7g9JX2M1mbHJrrhaZJFfHCdFWzSNl7bVCX1MsUL6rioU9VyyFiD0deY1O+9c/jtrzheYatcF2oBx4NNPq8dN9suP9sd2HAr3ofu3rzPH0HPUbXLujXiS2VRHgA8siz4En+rNol5JPRmTdLy381t81FSNatV4OSl90yLogxgfIOXpk5lH6o/2/5Bc/J9UR8Umm2ziFrNR/9CnUTCKhf7nn3/exR0rxBb9AtBvM+OOlajSu+F83zeMbaDI0tKR15xpu7nXtOcJ7wobbZD2OCIgv8LiIJsUOJ4WH2NY5dfEsWNlQsa9X6/yK8T5Rt0zT4Fgd5729gr5VdUj++cnzzZg1sj4ykKSBD5dCnsstZ7IQxAHeFSPrN23Z9y2qvapc4+lTYxH65R1imYeklX1sRb5laXCrycujBWL6qnyK4v8KoIsZW6etVCtfhyeIihCUEGogGRbeWmPebCxPOIWbBds27U3kAVkz405Xp61wrREfoX+HyF4nUGhsuLdKLgZTD4rkmWXnugDzSuOOKIymVfyS48tVH6RLnJD1gqmJb+WWkpkxhlFttjCTVQxxnSTeJjajIkd3yW9o2JsbI5nbL+Bstb+l8pc+18qw6efqVvZ3y87O2UdjIKZ9FPlkNXCjIee/TAwH8fnfZ6/ndSDffbZx3mu1UI7KQoohLwqp91MzDfccEPJtfBsBqnp741v+vWT6669tvv72gbIQ+nUgutJIAfJGPP/YtB11580kumnlw//+Ef5p3puaJlaBSTct986RdyCTGCXW67ylhqaVoFywkBTlLTMrgJVmxJP+MjRzhoEco05Lu1Y1Ejy0EPLHVYjULl3WKAgojxwx8xn61VDYWodDkx0eNo+tp0aUQwS0Gk6kH5f24z7oGiwQODI5ME+E7Fz5XMYadeLWLB4003Vx5vQVFDZEehYAqk155xzOjVYSLzwf16nOtc84fOQA/rMPfbYo0zQIA+HQFXyS1N5TVUjpdWYzH/sydmv/IRzdpv2+PrrbvJfGQd1EmKPe+JEmbDKKl0eIsFz9vrrr8sLSgATTGSMqZ1jx7qxZpuVDpA1Drtaxj5brR7Q79lFIV0AseQXZvZ/xSTVY/YFFnCr3nyG76IeQ+mQpfzq9OSXfl7ByjgBJuMX/SrBwvHHH++8c9xx6FyC5z8I3KF1nN7MLhC0tkqHX8joiCx0aZpKjPxC+UVwS6XmrwqYS4/xSoz7L7lEZtQFqqwJpV6/jFVsm0JE1Uyqgs788svyPvcax7jdduX+lPvou98t34MUqCFtb8893bwkU4XMOfMZO1HV/pQ2oh+nn1Lfr7A/o6+k2I2OkXqOWeeqQSAEsfq8cW8H87Zu7VHv4tnVV5fnRjp/U9KTcdZWG8van/2/VdfTxiH5xT2mRBLjTqOFJGyFNNRqBFG6j3oUDtx79EfhebAY4CvhurSesKJZUn51w8CBA52SK/ajiyVbbrml+//8fo6dBcaZt956yxX5KqIy5rlnFhPTm/E00Kt8P686YQOgB+00z67OhMIRpOr/pZJYfQhLEyHVwTizxv6Xuh/+ziO/yjKJch/y5muvyeiM+WFPlV/vN0BYx9IeK2Rdzhy5X+g3bRTGEkl7rPpujWOy72ctp7aatMnwtTyLgXnDF7KqldcSjsQWeuuZp2ehp+RX+PmMytNRZKUuQ4qhKo6hllIbQiiLFLIKbMDYpgpL9TctGqfFxlPblr8skPaZt02KcOTF/NMS+YURJCDlLkw/IReeNApWUBhsegRk6XhsjBvnJrEPr7667EupWz+JeP/JJ+V/L73kTsxNKkePltXXXtt1IHbizaoNFcN22GGH8gt4pgQPSoX8Ugb/ttucYS6r3a6iFemKpDcBOhcj79fvDho0SK7ZfHM3yOgKfalF5P0Rs0m/EbPJAL9tS36B0Ug3+eGY8PHIgBJ6Zz33nFCbivB9F10NLQiCoK1Z9CTHmvPwK5Y8KrTxOeec49Jat4XnWXbZ+EZqqFw4zps8KYBUnJWybphlFvfr3Msui9+Y4YNvricBA0EYqVCxMtVca7xslM2ffZ995D1VlylZYfHNNy5YDScF0UIGer/re7bT1HtIO5699ioHI/oZyC5ksPpdJe56kgrBOVofF0XMm4by0EhyOZ56CDAmhsbgtRI8QBID2/FlrZTkmdgT0O2+e/lvnRwpQUCbRVKFXHqJpoxxTqQuKQlnB+/YNWRVvgiBS2CFIlOJRA3I7cCw7bbdCY2EuoAi1qqEFLymCwqb+oAU8mTvvfd2pEtFNeTB/3kdMqsoWKi5xxPjrqLhJZfI18cf79I0SvQh/hldn+Dbw48C8sE778hu/u93vUGsTqY/YMxYeGE5xCq/9J4z9943X3wh73zwgUD9dNIPmEnLG2+84VJrLjz33PILEyd2bStA57hxMqpF5L0Rs7mf0hdfujFQx2fty2w7W+WXEmFogqyWdccdd3QBnpJZ9KuMc0p6vfDCC+51xnoqCZdaWirkl90X46FWPOSY7OKUIwqV/OJvAgnTp2BF73o4axfQ0iKdpJHRTsEKNgtda1HxyZBfti+H/NLCLx9mkScGM/oKVAP23luO0u349sKPDh+gbhPBHPLrX3ffLe9edJE89OyzMsu558q8TzwhL9kAmrahX7deiVxHDbAgg8J+DcUjC3TMS1BvoTSGBNNrAIlMP859qqvO4bij/WboqZVFAIUpgzo3gDxj/GGM0W32JO1RA1t9bjgvFKG8Hkv/Q/kea3+U3rpv9fOLnYOqACDCdYzLQmwc5Rm1gRcLLVxfJb/qSeXn2WdBJ2auzEIc+8FfTpXlSfmVCfouMiNiP/h4gWOPPdb9n0qQIOY1yYIMYxBFvcIxKAv0f1mUb0eGYX1PwfLPv82Cv96pA/LSHjs7q8gvEC4Tluw4E3Qh2mu3+PFFvbG+/Owz916WBqWnyi8dacJYYrOc78TSHtWfa5jpD/S6UfWTwmj9I+QXHqWK2XtQaboe8mu6jLTHrJReXyqmqy/JigFqkV+xuTP9fj2FV2KwfTZ/FyW/WNSPGe7HjOCzkKeSzUoPjcVd4TaLkl82U2f22cuLYPWQXyF511Pbog7Tlln3sx7ftER+bb/99m5yycR30UUXdcHGUUcd5crR49PCIFOvF1UUOvB8+aXMMGKEkEi4HzeNJ19YLV/06KNd57Qqn/3wQ8e60ymwuszAdeONN8p6oZGs971yq2pDhrjOaxEm38HDxsqs/e1UPICHDVIjIL8Y4B72K6Azc0MEFSTXPeTgambeB3ZFKmOySs1Kk2KYD1JOYLJXh6yR8u8VWoSJsSdJtNtRg2JC+TufeUa+C28RbiSHOHjyySdll112kW09KbD11lu7AEGDV0XHiiu6QbYU3JgUW3WJHcEAc/O117riCkVwvxp4GpWEBqlRjBnjgupvi5Bf2tb6nv1MLE0kTEOCoLHf4d7pCfmVFZiQEhyrzKkDVNEJuHZwBDQxxRTHbwNy7TQJNGwHCiFRpJqZno8toWwMWStgZZZ0A44P0oJnUu9LS6T0ZDWKPuyFF8oBBkEl1eWyEJI3HFcsAKO0el6luGkQ119/vUuXp4848MAD3eTthz/8oUuxu/POO+W73/1uVRo55enpk08//XTZeOONXcDCb/5PPxnzVcoCJcoZr/affnq5FQUmfeG4cdI5YYKMMmqhGUI/k/79Zdw338iMPoWsJeiDR/uy0Xv4VMIVFl20a4JjiNL/PfusvOYnzhNKpaqy86P8NqYzaiMlv8K+qTR+fPVkeeJE2WqrrWSOOeaoGqMgqiCuaF+3qONXrbV6Gbb9nwSLJeyTQCZGflHYhqCAMY00oImdnW48ZZyxix78X5W0bAvyS1VQ/D1elbkE8izI+GMD6K7+L2LW3vrtt27sH+fnCbTz73//e7f4VrkO/j1tB8Dx6+vvm6AF3JBXPtyunvvrzTneRcELxk36B555iBVzHVlsYrbAKM85H7vxxjL3/vu7QGv9jz5yarm78Gexfcmf/yyirzE/ICDRhbldd62ekKLk4jtK/kPeMO7Qd2m/ZNMldeIdTph1UUvvt7BCMv9Hoav3r56jVf5yX+iCHM+hEm0x5Rffj41D2Gowftj2CIHlBvuxgRrjKOeJ8j20UmAuwDih45leo9j4Sbtwjiy+6r7pC048sfvxxlbdGSNtm9De9BONkF8alOnYFn4XLzH6BKqSsbiL1y7HnZRfTcHvfvc7Z+MC2cX8k36T/5M+CUlWJOVR/HOfRX51RpRP/+3xkZfTE23ko7PM2fLSHkslqUH35kJn3IMDa5UD3n9fFgzIrweMbU5PlV/aCwwLyL+MJHGHqOG9x5pmzqmf2XfffZ0qsF9ASrTm2DDUi37mOn3TIPkVWtooKhErcweUqVnkUC3yK+t9/KZ6AjtG4OFWlPxSj7zwvOvJUMojv/DLiqFW3E0fnHVfhORXOBYzVhWNXXqb/CplkHB2IXBaIb8gee6++2759a9/LXPNNZf83//9n1MMUVmJiiiY61Jat1EwUUdx9bpfce384gvXcYLxY8fKKB9E7EVQ4s1iz37hBfnWl+zltmK1esYZZ3RE3Zy2AbhgetMS0I4dK7hV/JZS3AHeC1eFtbPIUI2xuqGd72YEzCh/Iqio0vzAWYT8wp9EFQpgpHnv/khp+TxU9sbEz5e51ds7VGDQ0mFy68peBqor+RYrrrhiRfVlcfcdd0jJqNSOPflkeT+4Mfv7Si1b8Z/gwT/5uOPkul//ups6KwYNqkpF026//dZ9J+zSFw7LkxNUaECsx2c7BiUnIXls5UO7qkwHb8+NVfpGyK8iqRPWZD9EUaWSPXYm1mGnSsAXa2fMYMPKZj6Yz0UQjDqE7aOfYb/6LBGAahoI8uHwOjUC+yxAdpuAPNqe7FeP9eST47JojPHzVHDTIDbffHOn5ITswa/wzDPPdL6SGBNfdNFFLiXZKTmNZxOkAyQXac98/n//+58rskJavP1sLXz94Yfy8vjx8ocvv5T9/CSKBRSmQppWd3+QYoBGp2P66WXCmDEyrH9/5/dVCp7Hpz3xgxcLdPF4PwmC6Pjo3HNd2rb7//jxlYUHfn9uCLcvv/zSVSpsNal0Sn4xBrPwpER/aezYavKro10eeOCBylhjyS8Wrf785z+XlW4+hYfKmmCZmWaSPwXkFz+otUgltOTXbLPN5rbH9wGk5VvvvVcJFpRcA6ROKvmlaemcGxj/8ccyUFVdfsxnYYg5xrXXXuvaxantGI/VW8qrFKA4Jvi+jPGRggBKGgJILtTBqDVWXXVV9xptuLCvfhZaVd+8wALl8ScDIyIT3wPpE485Rm7bdlv5kjEuqBIKrUibog9jnJkh8J5B+d1u+wom/ued1+UnGUvRtooUxnDuNw0mVSHGgl6MOJotDH+DbeqYpufAwgLjGWQaCl38w7gOPiW5iuiBQNPnz65mxzy/ll++bE0QgoUyWzAppjQfObI8ztoAB+JUFxzDlBfSOXm29NwImvLIr9B0nHv8hBMoH1p7HOZ62cCS9oCg1Hu7nrRHJSK1jZX84tpSNQxvKtRpjDvcQ7Tt8cdPEQHJlAAUYaTQU8iLKpFkRbBIQ9+JeX5R0F9nzUQgMUKdfo7jbsPImmWGyq+eOMXpHTd9xCsMaK/JDO5MUxQspvyqxzRHZ6W2pwwMSQopv/JAfOuOK6L8sob4FhPrnNtb8iurjEKrOddLUT5zv5hYlYWmXNA3kFGRVf2vFnFSp592YdBHKxhbilSJ51isatw+k/VkY+RVbDVWOFVxUS3yi7lALOspFpeE9wljcU/Ir55monQY8ivrOGy1y2mF/AKkOTDZRemD1wodHSuukFZLZOXIFgTeU4fvtpt84RnXVZdcsiLFPZ7V14wywEOZnBn2Xyf8dAs8Rm76sM02lRvydm8Cm7XWiwZqG7Kkahj9MflXSa8WJJ0tZ3WvQpf4G7YW+aUpGqTBKPYz7/+VVeIMIMelWk0W+UUlLTvQxAoFhPz5Yz6oQBpuA5wQGBoroCVafKqj20/kxmz3P52RB25Ia6urjvKzGilMjz76aIX8GlNwkjnq+9+Xz//xj4p0OhNM1kPFlz1O/OIAlemyVgRZcbF+INwnjZBfRSuD+SIM3RDrHCEt8YGzsP5ZrKaHbcr2w2NRL4HQh6FWSXAGr5g6zH4PAlLNzBnkrYmwlm4mDemoo8p/Q0iZwhjd5Lp5xOGFF0ph8IxasjRCpldQBzkzLWCllVZyVR1RDkGQMJZ8+umnjvRitTXWP+KzcvbZZzuiA9URpvUEJ8Pr9HKb8MorMo9/hjVcbfPjxgT/u3P4cDnb3OMQIO0jRsj4MWNkaFubTPS+E/aJn5nP+0noQP/DFO2yzk7529VXO7IvRn6NHT3akUNn/+Y3rm9FsTTArLDZtEdWm0cR8EO6jxtXTX5h6GvGIFsIRpVRqn6CZFOssfLKMsfqq8tNP/yhG/tU+YWqjnEE8ouxHzKJhS+8u7hGClpMr5b1BOW6hMovSEyu7aCLLnJ9/gOQQG+8IR1UGDzzTKcg3tmQXQ6+r/zm00/dajfLKRM8AaLBFveOHf/U70zVcpzPbJ7UD5193v/kE7F0SDjtG6F9R0dHpU2Hqb/n++/Lc089JaM++6xKwccR3+tVdfwdhknHjhkjHbYPRfVEm2o6paaSzzdf12ds4OIXsCpQ8ot+2JJf6mNEVUTS6cL+T+c3prqoA0EIVS/1nCBX8OnUxS9LfrEIoavoSkCFKlidNGMGnBXg6LFAAMYq6bK4wnHauQ33sc4N7TERGEL4sT99lrgnbNojNhCkmgCuJ/Mg7jXte/RztCkLPpjMZ40h9EGWfMPSwhbgqEf5pZ/V7XHMHB+KfVI/uVf0+usiFMdMGyfD+8IgVZq4YzX1YfUgawRSHc9A+lP6Owj55ZkL1oE85dfaPj6x6A0H0azZlyWexnzzTcPkFwRQf0M8xRRI9pWOOtMe86iAtgbIrzzlVwikHKPeecctZkF+2TI1bCPL4mdCA+SXYq4Cyq+vfCxVubYDBmQWxamgVlxUi9zqqaooC3bB4be/LfYdWxCL/t/OFevxlsxrs9jiPgt3JhOrboSqtPA+od8PK5oz7sbAcxbGVj315e4oQH5ZT9BpifzqTTAhJjRYyQQb4Vrl+JwA0kpftUtaXSedt95aeW8xf1FVVRaC8Bkr9s2DqlnhauqqjzwiFwffHZKTr9sSIb+oQENwQBoO6ilbFUqZ/PNYDfaw65Kkf8SqSAFWpzYzjDqEYOU2HTtWvueDi/45Zomx3PMnkNkbghElAJJgCwyNFRsE37ctWMTza7QPaLros+oVGSTp7J/Vfa0GOS6j8wsf5XlffVUGnXlm9mrb/vt37wBi5FcRQKrYCm+sVGtKChNkqkP58sQNwxRekAMPjH8m1jniJaOr05oebAjMKPhOaJypaUc+hTaX/LLXOUuppkEWn2XSqYEIE44gnTbqebbffvHOPAysLbSgQQy+8mAVUPYo+VZr0kAwlNAn0DFqlHzb2iofL7NMpZ/Tld3d29uFUGim446TfqZfZHyZON10MnHMGBkC+TVokLRMnCj0iNz5bmrJxMXfg0p+cde+7v923iIoAMeMqSK/fvTDH8rfLrlEDj/6aHnjsssc+aVpKF99+qmb0K/mxzL68V3xnNloI5n71lur/VQmtnf5WJp+GmWcpjiqH5glv1omTJDd9tlH5jzwQLnFkF8KyC/SUQGFB5S8JB3I7cefH+U7xpp+AaLLKr8g4VCQrY6y7Jln5Hw/JvR79VX5t19hjxr3+r693W+LUeGtV16RpZZaqmI6TPqjhZJfOkby/4F+gr/BMstUffbt9993igDFx0FVpnnNhE/bbzCq4REjhFH6g1GjZPTEiY78gmRkLOdaK41+8ocfdltsY3Gu05JfkDUsFGlApRNz1EPsn4WVX/0qm/zSBQv8Je1cxS4aYKYftq/2ayH55Rri4+6fV2+s0OtF7ycloDhm+127Xe0LUTCFhXpYWAursCoo245qLKtggSW/uE8XXFDk4ou7+n4m6xwTixT4+TGf0UVbxinajXbl2PnRNoF0pEgQvreMs7FAEhVImPZoU4LqUX7pmIGnJeCY9V5B8cWCrxL+GqTp/dLHA5JpCXmeXxIhxPM0JXs0egwZr6vPFfjfiy9WPvdVnfcPBJ/2YsRrDypBHDkvemI7c45Fc+Hy7rgcIkk/+5MGlF9FAuNT/e+H/fzgm4Lk1+A644MiLW6VXywRdJj4bcyAAW78W9eklHZDLcXSAbGapJOA/OopUNs22uflLcxnZRCF5FQ9QCBhEbu3ma8wZuE7rONILM7nHqslLKgX9h5J5NekxYjgb6t0AmO1YlEN8ivPkm7hSMnYEB0RNdODml7lgR1xlwNYGeOCKowWGpaXjHKMlSQ801jNR03HChNklxI5efjPHXc4/wGrwiIN1a52/9JXfLDlh4EGfHk6otg65V89EadKMSpxYgYZQ6zrsDb913uVXRWCB26QuR64/1hLR9IsScFVRQMV0twmMtrur5HXtimVJPOKXXRRdzLEpj1iiOirZtYNu3LN9UPFl6PkK4QiA0Co/KKtQtUVZGbsWExlm9xth6RY7Hqo/x7gmYlVWSJwx+8mTImMpN1WYBVArNQrccz10nMyRHg3ZJHXEMlrs1ZrgEcRqTmxcsl2ZUoDop4WAkloGob/7nfy2nTTyeebbVZZKOnviSJoYDSaM/p78gVzT42fbjpneI8itX3QIOnf3u4mwbvqmMEiydCh0tmvXxX5Nc73ZevwmX32kelHjaoiv7758kt5xafyf/nii27hQ4uf33XYYfKf5593fjBQ0vq9zjfflFJrq1yUM8FV8osiISh2qdioyq+qqrYE+QMHVlJHNe1RwetUA9aVfoqPUMURIsvtxyupSccgtdCazIfKL77z77FjZfh99zniS6fU95nvdIPvQzSwGTrLLPLIAw+4ogmqjA7Jr9AfjfMZ7MmMOfr1k49WXNF5W6KzeuvddyvjHWvPf0QRFEN7u1zp07ppna+HD3f+Oiu88II7F1Rphx1yiBvLmY+c79M6IQU3puthzPPE24ch+UWKIeSXtrv2RZCpEBu8jnoYUj9GftEO+D1C1HAN8E+EJIEA0vGBbRAsUJ3YXbiOrnRs+m/a2aatc3yQNlnEPdWKtQiQqrY0OIDYssbgEDh6TpouhE8VRvUK9k87MKn3BZYcSD3UaqT4uBk1fBXCSs0//nH5t3qJabVHFmi8XUYFSn6p2T33ipJfXEcllckciGUD0E/Y+R/Pku3z61F+sV/uBfwnOXa+q/eFHh9EJtB7SAOhpPzqM8hLe4whj57IoINrIjYrZHyzkZQrHqbHUGdVcGKVjHJH3c6LXryzhvIr6NVkTM7xaO+5d53k18iC6ZWrmOOMkV9ZhWjqpSR4opcKDOqJjyw29cIQZiPMtOmNdIHsvW++cQr0dfKuXS3yPc/eoyfkV2+T8ahji1rdhMiLs7OybOp8PnKRRV6xIIPXZF779bTKZgyzzlr7PJPyq3dgTRdR+zCxtA5c43LUE7MaVViGu0UF39boJEPyC5+r6zNInthKzoSSyCKfvu1+WoJ76CGrAHJz3qechw3Aq+xQb8BcC3SCeJ1ouWZASuoMM8xQMR2m4iWYf8IEsTSNpnjkWXDHbv1R997rBgIlv0h9zUKs67AaH9KNjilIfjF4nuVTSBRaalrL26uPkAaxYe589/WoMnIz5UMDXSXDOE5Sj7LSN3Kqd/YabCfpfXW6dZD2eukEPjRizxoQTPpqFLryH+7TDrr4DREsWT8XBi8qnWRtMyPtuNAAzbmRxmjUk5UgJGZKmbU6pkEQgacq9LKqoioxxnGjHtR2qaNARULvouWkk2TYVVfJkBlnrJBfbcGEpM0H6P28aTrkOWqvN159VYb37y/tQ4bIDP6afqj9HeTEggtKacAAt11em2DILx2X2saOrZAtPB39jaqJfp1iMlAIuFgtbo6bKpKKr9rbnS/Y53asaa+e4NoUlKuvvtql88TSHlVZYskvC/X8cu3Rr5+rdIinlk7+6XF19LWBkCW/1PNLtwPGmirIz/g0P9Ri3S9YV59EADJgyJDK+KLbD8kvTYdU5RdeoJXA6oMPZLYVVpArXn9dhvkFIr0eOGm+lVW9tr1d3n7jDVlkppmkbeJEedGPNQt/8klF1fwPjNt9cNlmfLYIuFzS4jbbyP+OO06gx53nl54vx8mk1/a/WEBoKogqrVThG5JfgLRvtkN/xxiAkb9O4iFF9Ly23778OQhXqmZiUq+kpe0XlSwKqx9qYRJIJPxWIHlCjy6qFdpUGvpQXXjQKpc6HlmFLp+D+LLeYVyjQw7pUn9lpeiEKfccl+2n9b6G2NZCOqikUdRBCjIWabta8iv0Aov5kSlJrm3MfW7JL90HhCSG9RZcC+sX5v3knGqP9E/uZb2OWhBB02P1nDSQSsqvPoO8tMcY6vls0e8PyCB1QvJLx7+OjKC6JSOmWbSzU6iznDe7yUp77FdgPp6XChqeG9uO9IpViFFAWcl2tpfB8P6boM2ylF9F8fJ00wlLuaeZ6/FKRvxF/HOXbzPOgauko9R4H1v9wmQnuGIxzSCvtF/LKrJVC8xB6LObCVPN1I1XvdHnZRFqzfQ+y4q16OtDRW8MvRlTdCbPr0kK2/FpyoB1fpiQcyPMZwz/6JLGBUojC9YBY9VNdAIcTn0hlGqtbljy65P28XLPpQfJJZceJBe1d3Ua/LV2JK/5R6ygGnPFInCGykGHxEq/DWpI19xvv/3kjm+/lS3N5/gWj90zdZJfN339tVu9VoP8esmv9+p44JiCD8wZ1E+jEqFRN4Dd1lpLpvdtEl77wAq3AlbkM5FVxpfjtCl2IZrd2ReBfTa4B26+mQoQ2WmPqqjS7+l9mdUh6+QaZcYWW3S9rhVQaxlpMsHfZZfy5+2qApP+LDNm3qtnsAmDEgI35NyqAFAQgFCJL/y8nkNAUFcIM4g0VSCEATIpNHr/on7ASw31oAblvWUYmlA3lvvxj2WhzTeXOeabTxYISle3+QltmyeQ+y20kOBuRVJAO8/GxIky96yzSufgwTJLqeQmyBBV7umAiNl++wr5tefOO8vg6ad3Y9FAQ8iP/+yzKuUX05yJvt9m8r78iy865TPbrU7Q6wI9b9u4cfKtH2v4GdzZXfmF4otiNEpGRcmvQPkFwaULHEsvvbQz2deJvvVi09fogZXSGmpS9iG6dIzYf//93eKOTdV3ainfX3/Z2irPPvusI8i6wVyjW+ebTxZbemk5ZL315J/Dhsl4/8xqOqLCpU9++qmc9N57TnXN/g825BeTywUXXFA2wkPJGwjf7sedb7Imle3tMvLee+WVzz6TtvZ2ufvTTyvqAA3SOvz50Du0BaQRZQoGzjCDfLX55q7N2pjk0idrH+yPpYK99y77UmnlXPpPDbhiY4x6ElEQQf0PlTThukH6qPckCloUYKRT4qWl5JclotQjKyS/LMGjY0K4SBGOB3gwXn99WRGlC5U6Huk8hueLv/NSxFGB1QNSSOz5gIUosePBwosuOJJmqOQX9yHHQtuEqS5Zyi+gRZ84R6sewC+NxbKDD6YcdheRxfFB0DGf0PZg35CikJKMIRyHbgsfNuZfumCkY05SfvVJ5ZctmlILPQ1lY9/Pyu6w5Be9T1sN5ddgO86YmOYP334rR7P4UOC4wrTHGMII7+0cEqzaqa08DtVSfsUooPMKfHZARPm1Wj2pzBGcuuyybh92P7qP2FV4S6tOB2mPsRn7F80iv8KMh0agRVIaQSzO8kVsHLBsaZT8YjzKAmMFCzghYgsfjSJrnsG+9Zzyzm1ykF9vec+z5PnVXMRUON83nlLjc8iv/qNHC9OBf/tOAT3LuxnMPF2WHZR0apMlglyTcu/+74g1dwUELB8ttVQlP//3weoBfPVCiy4qc+vKqQHVZfD+ygKTd6C3e8ziOWY2ial02EXX4vBZfc8K1XHI0MDoJJvWUGPQ1WpaVAbNQqeZeLOHA3L8DjA1BjZFdE6TdlDKIb9MQXWHzPoiWZUKCazyqhgGAXVhsNpdy0MqC/bZoE1I6wgrV26+OTdauePSSjEaePjKb7lSYFJk/vKXrkGBCb2qqrLIL7bPfc3kXD9jSVNW27PILzzfbOqpbdcwIIsNTFmrVeozpkEMwQ8KCIgq1Az4wdjUVJuyoqqFMMWGARmjfX2PANsqKS67rLmS6YQeo/+wYTJHYJbfzwferV751TZ0qFCChas5sVSSiWPHuolw59ChjqjqwP9Lv8z9M8MMFfILXygqP6nyS9PkW8aMceolUuhK/fq58arTk1HHMd8j6IUQihzzez4Idl5Z48c7Ekxxi6azGfJr5MiRsoIvxGHJryqSyZNfWr0K0koVWBBSkERW+RUjv3R85FuzeJUonlwKChswgq3iC9RoHz/cB+2ff/utLLvssq7a8vXXXy+/8v5WbnHjhBPkAcgfEfnB/vvLjLPNJvM8/ris9803MiTDasApv557Tjb58EO56ZRTZB4/5t6u6XT+PCD3ttpqK6dE3nOWWWTfE0+UbzKCmonjx8uX/viHT5woY9rbZUbfJ2lwRg/00803d0HKkEAte7PjjYZVlHUVk+IiJr2on0jdVhKEbYf9CX2T+j1qX6lzIL1upEayX7y26PMhsviMkl/0zRBAkDRsn74vJKP0eHXb3CvcV6jSsjwcGQMwxqfog/anSvboeMDEGoIoT1EBqcSYoemctQAZpQsPSn6F26fdUJYx/tIf0FY8H/xAUJliCtFxhjFVCTUITO5VyKlwP5ynVUgzh6Fqt1oP8D7nz0IKba6VP0l9tEoE632rcz4dt5Pyq89AizAVRa1ewLi6RhHO/p06KeOzmcovqQ8DfR/0SYHjasnZfuz7fP79HPJrh8hrjZBfWQnJtu36l0pVYy3ttWRPyK9775WPhw51bVOV3eR/x2aKjHSuIrX/0RgrFhWz3archkaOlUJYlnxCMTypYX0TFSEP0FvKLwrEhIhVUm4UEX+8TPLrggt6L/Xxx4E4IG9Ooos7ifzqffJrTeP9kGd+uMXqq7uKhGv5TotHfaGYf0ikooYmfmVt/ZK333bBy7l+JT5LRURY/Pb881dWQb4KOlse2VdeeUUWsiuPHgsssIDk4Q++gp92ikWUaIqvcwbJGBmF0g3Tf7sO/Z4PEplSt3sSQ322ipBfWnvP5skT7Fh8YyaVeMhQeQzMkmMSyoo/oR0D01J/+1uVWvBm1DceNoHxyRVXrCIPjetINcKUQIufWgeyoFP2qVKFYINvfDw28GUCmADnVQ8MYVeA80gW1Gx0rqwoW9CZha+FgIhGTabXkICSwIf/W58rCwJrraCoE39r7k9QZHPNLVCjHQcd4PHzn+d3/KFXGYRTDHocpK5C6EHgcYyQF0rEbbIJJnrdyS/tgxgE8iqxKDnmg3bnqdBIhc+E3gPBaVAEQpVf/VT5ZfqrN95+W6i9N+Crr6TkyaEvFlqoa/LM/TP99BXya2BLi0xsbXWLDYSri/qPYaS/wKKLOsN4fo9caSUp+b7P9uuxadYbyy/vVoe5+1uCVIy/3XyzXLzXXrKlD7pYDLFVoFB2RdW63N8DB7pUcjy0qLaIQT6ElULJLxvQxdIed9x008pntLold/0f/M/vDek2eMYZ5fkRI1x6p90X5voHehLnhhtukCN+9jN5Xr8HQQex4Ek8JQ1Jw7TH6cgv/953V1lFhvvXFwrILypS3nLLLfKd73zHHS9E39+tJ6FB/4suqviQzjx+vIwtlWQG39fbxaJf+2Im/Ywa/UU/DkN+abvVqvgcP4gcfxPaZgcfEqJYsp/XfXFtmBd5q4UK+aVjL88DcxEWOGg/fLl0GxBuEFhKuOg2VfnF/7MqHisoOML9Btmmx6D7Zj5Bn10rnQhy7te/rt5XnkJBybss8gv4xUVHQPF5VX5BbIXjaUh+sRCm7c3CCWournG4H9pWxy0l5ELvPXxEGRP5Lu3KPYRaOit41dd1bEmeX30GNSvwBciYQVVQi77oiCxUZym/bHrgFqY4Va1w+tHgOJUWzzGBqIo3srZ/TkytZL6bnWPSBc7V1MZ1uD7oF8ZF2iyLuLNLsut++WU35VcYi9QF33dyftjUq5ZU26CUY9Yfkl/WGsHeK8w3fF30+qCejPR91oagHgVXjsihLsRImJBU7i3yK+v5bZbRPDGeejcCVSCz7zDtUa101PMzCyMxWKgTG2/c/fzyFuSoQI1yvI8vtEwx1R6Bajk+M6RVqwkYn8shW0aiqPJ/3+Y7iuFmYlGmRcoYW286nu/kx0Y6pv2QoXvQZXzT0SGj+g2UDfc6Xx7Z63z5ul/XBEgDhO22207WWguargt4kmRB0wztvmPKryzkuSbhGxaCSl50yvf4wQIyD48bRdu777rgIjQV3tg8ROGgqwGiTXsJJ/8nm/SCLH79KzWO9kAtx1ozRze9r1qoW9lmm22cUSQtrTqtu887T/671lpVA1lmDdHQQ6QW9HwCNUkusib6KIno8LbdVoR7JbYK0ZNVAEMMVkgxAgBVZ1nT59DY36bSAIKZLAkx5JI1NQ7BKr4JEisgcA491WyqDytCOjBkefTUWukgwFNyimtNQGaJOP1cqEzjHoYERB2RhTCFORne9z1wHweBbIu/p/qjBtlsMxlrJifPvfSSUCu09dVXK+TXR2uu2UV+EbxCmg0c6MivQS0tMsNss7k+VO8g0usGQh74yQ0KMNIoV+E5UHiVUmxq8d5CC7kVby0O860fa/hp6TdQ9rj9dvkryrTOTqeasgFYpkeJSatiEYZ+GVLIKrcqKi8zKVIFU7vpQ7+7wgoV8ksVzoydnlqQFp1YE5ytsIJcOMcclYAF4kkVaoyHSyyxhCPizj77bPkvfoGA76M49uPW9R9+KFetuaZTqN1+++3up5L2qP238W9aXFMmAhLpueeek9/97neOPNMR6gNIlgwlLmfmSE2fJtdNYwoJ5fcxrrW1YmhslV+55FfWAgZjC/tcPBLycI0I9jh3LSISS5+w3+V1e19A/nB8fH+77coKWO4N/GSYrENehQpzngWeIxssZKl5+SyG9XaBKKxCXKQyLu1LCqemqNdYPHTQClqx58CTp04Fxr2CKovf3G+6IJW3+q/bVGVwbD94iOp39TdzVJ4X2tgqlfW7LMpwPW2QZEGACkJCMmGKU35har9rD8ivUPn1VA75Zf12Ny1AwI3148yP9zpfrjQxzYIFVKtFyC+ivNYekl8gKGMhN3r/Y0XYT29UUO02OOL5NSxnMZMY5NOgqnAV2tpc1or2mIz+Sy25ZGUfnRnXX9Me+cmzeW/Pa+9AId794E2atxWQsPBRFPvuK3I4Zcp6iFhcEz5XjRre5yFvmxmimipkLeiHsGOE+nfHlF96zlk8gRZwqTV2zh0p9ReO1ewz77lmsYf5SR8fa6Yo8osQmPXfmQiWNWXATAItaYX9vE8sKiNIGQwJDVZeFeHjpPWp8rKipzPv21D7G3PzEg797R//kIktIq/OPJ+Mnnk+ua5F5NHllnPv6yNDKfvfBt5fBBtZUC8We+z1kF95dfpW9iQHPi1X+dLau+22m9zmV6/n8StILeaBP/YXv5DjjjvOBVhWsWaNkgdkDNyW/LIqMMrDj/cTPMLRPHHpLBFTZgvL12M/TB017o7dGegWWKCS0qPHZFUZTcnvtmkJtRCmVACbkgRJhTGxvx6Z+9BBopa6iA5rt92y39d9++puDgRBFnrdigw6SHtNqpMDhBOVrAiwOP9Yhx7m+tP5q9kvgHRmws8KOvJsCy0RXwvWNPqKK8qpjzZ4AQRqpHfWO8CxrVrXOaHPKL/CyXV/7vHbbpPSepRdgVNYu2sSP2KEjPcTlYHzzFMdlDC5GDDAET6MDHPMP7/87MQThTu3w/dDQ4NnaFBbmyw0bpy8BolLaoEnBhb095fdfmngQEe2KXUwwY81/AwmhdKnr9193HFyySWXVJFfmjqP9xaqME1z1LTHPFQqO0YmRbwyn06g7r1XZvaBON+57rrrqkk8+8wMHlwZA1Ab6/HRPxMY7OBVTIsttpg8p88Tx0wf97vfyYe+H595wgR3nptuuqkz9a9YACj5BXmgxII+3xkTNyX5SAK/iW357YVgDrAV/aLvh5lo4Q1XcQkx43mLmaxH0x45DzuhhtAICZeuAywvGISrtbbvt/1yzAsK7zAF7QQpREVbvEd5Hvg+1/vMM7s+B6mmhFpIfnFPoAqwymd8rUj9DgMF64OlhVlC8qvoQgHXEKUV/TOEqFd+S9ZYzpiTt31SaFG6sejEwghBIJ9lH1nQttb735J6YcUwSt1rVTVVYKJ41MqQ3KfcN6gmdHEUf00qZ159dXz/GPdTGEHH7aT8mmKVX4CZhtHFy/hBg6TDP4cT6iS/uDO755hkYz9TbTBEyY8zH8w8n3REppg7FzyuPKIpK32vHvIrRNhmYYxXjxNWqPwamENucp5fUcAkwFjtexZe2I1x/c15WrJ0XtQ1Qcy3hlfYqfKrYfKrHtLCkil2/l0L9IdalKO3ya/eIGGyqj0Wje/CeF7TBUPYsUi/w771nLQP0XPOOi6Nl/LGzm237fJ2tggLjqEmzvK7tkjkV5PQ2emUX5vz95bGnt0Eo0p2jW1rE5zAqmrwBJODcB3QWpaGncYZXnq6bQ3CZZyvqGhdLebQlTePb4OJ4af9+ssyPn1Np4EEBbbqVUh+faB+QQFIk2nzNxy3etEM7NCM8mbM0P3Ks3pmEXzoyvuss84qmzEZ9sbxrEq0GPkrj98ZeCO5WKRrJb/KDybY59feZyZL+YXxsJow0755Vn4Eg5g4a6pLiJ122EGugMwIPNUo4j5oyJCuQM6/N9jnx5dbpQD5ZauNAFU96blp58jE1KYDmgEtF7FBJqzupddDK2ipuX0tXym8vk49Nft9TfHj+mv7hmXaQ+VXvaCzZTDA4wVzZp5xNZJXhGowzt+SXDooci3D1YyiK66xDj4cXCB3zT3eDaROxuBViBXUq05L6H0wUfD3Ufika9+kRDk+VpU+6YEHZDafTjHfSitJqz4HFOHg2R80qFztkWdx4EDnG1bx7BgyxBEneH1Z8ovPXorSSk3B2XYkfXpCa2tlQh8mRS9q0um/9+tfy1zffFPVx9KvA/pZArPKZLsA+aWkkPWV1L7cGd7r8/jgg3KkSdGCwBqhBAiLWv49Cnm/s+CClXHv888/d6mOpCDqggrFWv7v//5PFl988a4xTAkYHil/bqSZWhx11FFy8skni9x5Z9f5KTlQg/zSsQFN51tZaiKvhN1mp52kRYsEYI9glRP6vO+7r7T/7Gfy0EMPyWWXXSarrLJKhfCrBMcsEDz8cNf26RdRzBYFaraQQFLoPuz52sUGrgf9PIsr9Muq/LJjTNj/h+SXztd0H6imsGmI+V7Za8Xcg59GyS9bXZcxAE/LLHA9aAvSaX2BoW7g+eCceQbJMuC6cCwx02UWdBg/NH1xtdXK7WLHorzzsKn/tDmf5R7lb4g8G8yw0JM11vIMcz35Lm3ZrJSchEmu/NK+1Jo3PLreetLqFTT1pj3WC+b5POmd113X7b03auwnb9+vmIydPOVXzGdYe5pGnZZq+R03Sn7Rg6yc5XPr26MyLzB4iTGFmGCWWarIr7EBWUrqf2jZMof/CdMe6yK/8BEsel8yvueRQHlgzG8GORKLZ4qSXxS1ahR5x15kfAqPO6vNbfvq9bdpj6HyK2vfOsfKO7aPP46fVxjfFPUmTuRXk9DeLr8dPLhrkqsXYJttZIJPTTrZv6ULD3mPcChMtCsHdmUFEKb+9M47xVhrO9jQY7bWVjnwiCPcxHVdQzqcwmqeQRhOv/raq5UJ9WATSOhrh/uBzZJfs3smVqtmKTBI1g6VVRqbaAYpZ2FJKR6vt0zhgK19tSElu37zm9/IH//4R5duAmaOTPY6zUNqabvvGjk+bcM1WcaYOytcxbOBA6vILzVf1nP+73//K1sutZQzx897/G6+4gpnVLzYiy9GfdqWWGQRp16zeNgHF6y6E0yJSYXUe86sh3dXE2IQrLA+ApCfqoxSIlTJL8gaKnCpn8i67s6pjdigGhJu2tmhAKBNs9IiQnKGibKuuOeBgEgVWyFxU5T8YkU6BgJQq07AnFm9ahThPchxc87q2WM7aIjOX/yiyxesJ95a9Q72xpPQAfNinbg0OnFImDQwE4VWf4/rYoD+nt4/K/g0ViaSI0bICBRBl18u0224YZlI4vVjyskk/QcOlNPXWEOWgTwfMEA655rL+Upu5EkveodVNZW4pUUWeecdpyxu136D4Pe006Tl9NMltCJdc4MNZEfvp+Hr9lWwdeALdFgwoVbF0RfeDoDgzD1lkA817lUl0azy6/vf/75LLXeVCwn88Zs47jjZcI015C2tCmTJEp57b1D/a8aU6ad3CuiLvNcgRCPm89r2KKRJe+R1rAmeefppEZNKMsj3Af35PFJ8vx8WZpyKTBceNO2R89d+M6Pv4jrP7wm2WOXJozgH9eYYOFBa/fZ0axUSVcfziy6SoSee6AoP7LHHHk7FrdehMhZyTksv3bUTJrpF+zB8s1AHW28WC500Z5FfxrbBPQ+QObpvbavQbyokv3RRR+81fueVcVdAmEZSj3sVmPwHlhNREgw/McY/2iS2aMX4SBq+VfeESh+bughBZ4G5fvhZVJu0SZHx2UIN+vt4MDKtoR7yKy+c1v5wQpPJr/e++12xda11fGvVqrEGf9xjz9z9rJHzTLWaZz7vGL/tBeVXuL9xdRb/sgjJuXlM/EIxgpeC/bZExtR2nlHfvlzXAebz6/r4gEjjOaPODffb4dtlUMEKmxWwXzwVixRYUTQ6h2UuU6s/ystAaYbnV5ah/J/IG8uwdFHkjb+26EwWQgIpa3v2c3ahKkv5Zckt+7fOHbPIr9NOK/tkxtqqUbVwHx9vppxloAED5NK55+560DGvRg3S0iItXoGiHRVGv0VO7pGtt5Yn1ik7RFmrvjn8RKTj9NPlHl9NjnLuAKHqg37l16YLztrZKfMuuqgjeCaoHL1U6uajosbuChRVisXUA2XQoEowoaXWw7RHzOT1vSIP0TJBfrkSS2eeeabrYOfwE7jHfMdLtcQHvafSkUce6dJ6FCHpBgabybUVfdq0Rwg3VkSewbvPv/baNttkFipgtd9OFF599VW5b9SoXI8yh913dykEuFatUqPDPPjgg11VSiUbCQa33HJLOffcc+WAJZcUzlo1R7kra14JV6UeQL1EQMb5cU+qJ5V2RErwqM9M3qTWp8YWRo0groJwn3y+SM66El4YG6ovlkLPK0x7DFNrIpOoSvtpG6F2IfU2PI+Q/NJ7UoMGO2iwPTU/5txi9xsBf46vXsODfdgGpBDpudiSzAl9DyaonSVQ8CogXjCJp4+s9HssLNCf0A8NHOgIDTvVaVllFVlw0CAZwOQLUmPeeYVlBqjkTj+JGax9+3LLyWyffebS2DdSEp1A4phjpGXjjV3fZCvaLrTkknKQXzAJKYOZ3nxDSmq8zVw3knpDmvv3vEr0RxMmSCU5N+P8K+fkj8Eqv1DeUoiF3rYfBAnPDuddKsl8pm1btD9mjPNKGcZyxk6UUPviD5IDXZTBkN/iW5+SuB59AvsLC14wNnOtlPzi/6H5eQAWhLSQi/XaVDzAOKiVBqmK6Y9JW7kydmWRUSbdP/TMbAgs5ORVF+Y+Y+HLHo/2pfjh2HLu2vep4lfvnVrKL/1ebBKt/TSE7k9+Eie/wsq5SrZx7Fnpn70NvWd51khF1iqWtKNWOK4FnRsylmJUHPO2tJ/Vil71eIZa8iulPPYpON/Bop8t8JmYttOWl8jLlohhzHzziXUmrcyaI33jdObeje3nxzn+Tpb8yurx8HaOEVwTe5n8+iJ4ZlhCPjpjW1GizI9BLFfbOYBbEIoQETMZfyWr/AJn+bRsHHInmPlvOArRhiymBWYfVWj3woRSbE6f1b9sat3fMubDqLcpBhWDjStC5VdsASFnjKxk0/Qk7TGrv7XXvNYYbArxVKDXNUwXtDFiiCzyy5J7mtnC8RVRftn5kMZTWZ5fxxxTXqiPjRGNqoUT+dU8qOKpomjxpratW25ZZVjf6W+kWpfsy/33l6V8lUSm3E/6h3PHHXd0qSctRxzhDNM1LQ4QDKzpPT/As/gteYNbbrBM02BvrB6a51dV2/ITQTo9Jb90Yh+SX0zCYytHpeAh0lvdVbcyIG2RVWyCNx6jFv9QtPvODDPiUOGlpvuWsFOSalbDcg+K+JH99a9/lZ/97GfdKqAsfNNNsoYhQXS1+x//+If8yKQf/MArq772q8DOcycPvgqgSRaJdmjnnXee8yfTgIM2ZeX90EMPlZseekhW/+lPKwNy1aAemrQriUQFSD02Op8YoRKSX+rvodcz5t+B2kDTdIpABxp7j6D+ItCx6VL4DqCqooIZq96glqqAQVA7NkjVsJPLCnasfJZUGJv+acHxaYCl6rJwH3bgoh+w7Xz66d19yLQ9GFCDKqJuIOX6+Wc5Ct1eveaZscFEt1HH5DdhMoA+0Y8xLTn9On00feVPfAXCcPKIcqnKw5FJBkbpKDgPPNApifA0BAO1b1KydtttZZZx4xyxtqGalhrss88+1eMAx+yfv6heRiureoSm6o8++qhbDACHjRlTrrDMpK2AlH+vvfaS3SH8DGabbTbZc6+9pD+TOO57tmONu0FHR7mP9c/oW558yxtLYwjJr/EXXSTQBa1KsAS+n45EYcJPehpqLUibAmbqtPdPfvITp9QKMYG2ZzzDWP+735Vf/epX7vX+vp1HF5gYqvKrKeRXLdAXkkJp+6mVVioff1gZSq9HOIkP+7FwXpKnBN5mmzIBzHjNM2LHdU2rwWfLQucyd90lcg9ld+oA87g8j66i0EBEA0Yd/7neeYVOwjGMBU/SkVF15FVTph1IlT/qqPpJLO6nKaD0/LSGmHK0J4iVX5rQA+UXsUlI2GTOgcw9Ge21cu7ZGPl1QPCZo486Shb3KpwTmpT2uFcN8mslyK8gznggh0TUUe3ThRfuuhZ+LtARtItbEIrEMAuZVDxLfrUEi1x2zA9NcDq8h3VXOZru6GhpcTFeZxZhp+plizAu8LYN3QpRxSpGA19sxoFx1vZHsdTxIovwvWF4b8+z1hisVhJ2kUi/H3oNWy+wepVfFCFgTohlAGON3jt6rjHPLxtv6XWqNb/pFxkjEvk1+XHttdc6UiRE24ILCq4SzsfjoYfkKK9Sekc/cOWV1dXZTPXBgX7CPNEoxqhixeNLCuHyyy/vAptY5SXeW9qmNQ0aJKvG1BxPPin3X3ONM1an07rrrjCBsoxWPxiyek7HdOutt7qKVjoRXmeddWQRrfgQdIbmRfdLBZ1DM8ivY445Rl577TVHTvG4tPmHYlbjmRKCPHPIqVAt4Mgw/1rHCitUGf6jqKI7/97668vM/fqJsciNAlIOldn6669f5XsG8UYqo6Jg1nG8I4lIZTXQsteZYOrYY491aZ/dwLEcf3zX/1En0RHa9gvvBSa3pOBpJ6gdPgEjcmMGDgZ4m0Jpjz3LSDE2SMQmG/hnUWYd82ENYPguHg5MvjV41/2RMkOaXp4sOIZwsNHAn0pgCu51vb4EAQwUkFYnnlgmtsPj120SqKGm0479qafKbW6VKUcf3X31StuO8+WZsoMPK/cgj1DVVahmpCoqcZdVnj6h74DVVkgTf69G+1wFCkiIo2CygK8VZEkFeu8ShM8wg8w555zyuK9KV/HG0vtt7rmlxZvUx7zlLr744kzya7cDD5T/BIRuiye+Udu6fj8nKNFFpG5+ghkgNX6TyKrvjPiX8LxnkF/9NKDwz2in319R8ktTLW0qv/bflUCFczFpKFXkF8owyEjbJ9VI/YDMrKT033GHvOjJynGcI9eDBYKBA8vHdPrpMsGTqHiLvkHqtTWVn5zkVwyMgRx/2I9r3xeumIdkJmPMOed0/17sXmMsedbo4bn2+nmugVY5ZGxESc1YGSqN68GLL+YvchQFc0pb7bkRn0vuPYIZ/MCAHbMYz159tUxOantjhl+kamWIMEUmoU9A06cLfLDQx6xvsaKjB8ovxoZdY9uKzIFaTV8R7Tnb2uTi0LdVv2uemY5wG1rkZMgQacOQ29vb/MArPtsbSE+kQMTJSy3liqLFelgtXzQuY3zMeor0GMbMPrvcpS96cpzj1Nner9VyIDa+mbZgrqE0UjjrsGN+UJfdtR1ezHn1BNv9/DcaRzFW2jR7CmowPsbmPrH5MHFGDHZxim3Z8SXWFnnKLxVbFCG/6u336iG/dNvqqWznDqr+7wn5peSanpN6Rmq8o3PDmPKLuYdWbta2TuTXFJj26Kx/5nSkSBZcRzVypLzvH7JV8PSgGpuWZI+U8VTFE7f4WH8DkeKoE08qSX0SeCyhYgLXXHNNdTA0fHhZShre2MsvL2vttJN7nYn6mmusIXNNP9j9tNhuzZNf7JvtbrHFFs5IGfBdiL8XmbzpsUceGFV+QclxBkNMOsvpp5/utmkVZfweoPnnm2wiC1lCpwZOOOEEp5qynTbmzdhh4nT2v//9zxFYSKf7n3iiDMmoimfPA9XdfZRNDyo/Am2LKPJSBnyefF6HRsBxww03OELTguCFlCY8WfipTO65p2ygx7FppSZA+o5XUFRAR0Qeu3aCqsBigERFAIGmE3MmxbbkPN/J6sTtCr1WS6MiVV7p4SKmhexfU3gIECnMgLItq0y9Qo9T90Hgz9+s8msnzDXXjpiVDKq1QVrhzRULIPQ1PktAoCvuHB+rVOeem39MShBaopC0nnvv7fp/HrGl7zWD/GIVB485Jb8gIxP6JrjvUBXimXj44fnkF6nJ2h/mQYPcyFg2OKzKSjoAfTL9RtZKqJ0k8lz4e/Q7I0fKCsuvUB5rxn0pLTyOfhttI0a4VeU88ms6VVP2tFQ4bagqngj5heG9C2J8f1Dy+y1KfpH+v/rqq3c7F5c2qX0jCw1Z5JdVhGmfVI8v4Pe+JwOuu65syhym/IGjj5adzjrLqYzBaFSkkWIFfYb8ykKM/OIetosaACWxXWjMI79i9zL3B9cN+wm+S1VFlMCPPOJ89Lr5KNYDrnc91ZazwL1pgzk7rjUKq17GIoEUZcYnFqF0jIAErBc6dk5K77SEmlD7EFLUsnA2/5g5vwWuiU8xz8Ou5LHHZBFVNBoPVtuDVFLYz3ZbrYmwYnqFkAoXFu+9V1rbWmWurz6Smb76SDpiU0ue/Yz+3BI5neG+tKIsfeGPfyxH/ehH7r3RWmDFf6zoMuK9eDBvtZXc57OIQh0MT+9PrS9X5HmOkYxWZddmlWh+QabDvP8zXzyrNdYfBuTXlwXIr8s9mWbb8KyLL66uohxA2yszCrAEEr6PGVWN6yo+otv0nqRV40GMlMnqpxEjeLuiTPLLFgypV7nENX/sseztW8SuoRJezHkYr4qSX8SVIXShJ7wPtd31d0z5xfik2Tz6ei3yq62JaY8FVPSTE1MU+VUL2iFoh7UoRAYrZRocxIIHnXAzR2VC6isvxjq97+DX4xbsV6za3/l6YxVclRs8oE0e/Ol67oe/FS1jxsjVV18tawXmkFR3xJuKyb1VJuUpv8R3wEM9iYTn19FHH10pD6/klyq/WmmHv/+9iygsgF/+8peVFJnK5M8/PHTwM3z4oSvd7g7r8celzZocAwz2crB5UJ0pl/xCyZSz6jrGmslnrOpvt912mSak+J+pB1rFBFHvp1iZ2rwHX9NEcgIgR9Sy4oIqC0Ls97/vmhxDEtmKVAzkeizeMNpJj8OgpJGKHXpdaRdWqIusQup1CO9PjpFnkQk9x6aDQValQwJ+TTcMV68Jhihdz+SC92oNwto+6rsGeM50EAX6HJPKqSsrqPXwCuoJ+UVb72lKPHDdUQUWuQ8S+gaYAHrPjR5DFUoRqX9reB/z3JFKhWI0K7AmBRvlKMQ0fQTkNM/Nyit3jTWzjZLBI1ep3L8l3+/HFM0Oxx4rI3TRp0j6QR5slaKQ/PrFL+TqQw6R/vQFPqgq+XYpSn7ttNNOXX1zgNVUnUWgGSO/6I8+ZZ1cus4VVU+QvlkL6mEWKqxjwWQYVIbQMajbItrkBgsNLD5Y+wmU+EFRn26oh/xS4IfHPY2vGguYzSCsehM6xyziG5kF1INeAVoZ71DCMe/Re7egCrMKuq2iBXUSJhnmGjTIVbbNgqvkl3Hvk1A9wfeRK620kozR66wVRkXkOlMIqVIAyxCo/9cI+RXObddZRwb0a5UHL9xLTrtwL5H28d2N2NvaMhdacskvOwaghPL/19hH1clFDSRagvEu1Ba1BmbwNsbSY7NJ2O+Y1LbxZhtjImmP4THGqj1aD172XcleCr8bxCmW1mZfc9SoZKjneK0lX2Pm6hZFlV9Z0GMOTdpBbKzPiqGsh2UW+aXZXo2C1H9QawzWNrFtc+yx8c/aeVSM/IrdDxqHxOJSFu00DrTpj1rci/HaVA3v1qazB55kIHYMjS7o1FuVeRJjqiK/tHPtRmDohCS2KusvELfip3xfJegRKOml6Xhq7juf3mxFZcwxIJvcd1/nbRUOEnid1ZowV2DzwocPl58HqZ5awVG9uEgl7N8MRYueu1GxDHn44a40mA8+KE9kLbyyKUtNwbFBsIXkF+TgiHASSPuwD34soVH+otyCp5WinmomHhyjO046LZ+KWulI/vKX+jaGpBjvnVrGtQyskJWQbQRvmq5HeqAOAFRiI3UEIkjvw6yOzaKoqoDOkNXFOkhR97zddlt3MhhlDKuOXB+2q+2XFVwT8OvkLRw4uRZ5petD6P0dM9YMP4MPoFdIuhRMUpT0vUZVMKxW+eIZFaS0x2kT+twHalUWOWa++eayMrDesQPlqPbB9O08N9ZzggkZ6Qh6Hw8cmK/8ovqPrrwXUbM1Sn6ddJIsec890p++ANLrmWdkjH+u6/X8ikInc7R1uPii5JeOWVrZkFXjPJP4CHR8zjOx1s+ov2QeWIihUmafAiovzOfrJUMbSQlU6OJHTwnY3gYLOKRBxiwLioIxTtU74TgDoR1Jey4EbXebmpPQJzC6X7/cdMSwkp+C2e9lwWukXF9mU6WYcql3pE3XM2Ra3mwm9NXtKCI8MJ8bZOfoVDzOWFiOkV8vhGOHX2DWBQH9/QvvqViY/PLPlcYcYa9CzsnEDJ8tzuuVV16pUtPNYZQ9egxOAawv+oWc9tgxhv0hCzW+IrQeoxqRhBGSPS6yU+w95Nq/Rmyhn6cEjM/tqEYR8st6fpnjzoRe5xihFBsbssZJ+32NY4hPdGE7vM/qJW/s9mvFijHyKwt5Y1gW+RV6eoVxVux9ncfQD+g4YuZ9FWy8cfdt9iQ1XhXZGnsm8mvSQcvOd+tkVTEUqc6kNw3CYlUpZeEXv/iFUzrp5FXJr83x8Hj55Z7J/O64o5sZcS0oGZdleD9kpplk18Akme8gt1Yz+3lnnFG+C8vdU/KLAAnlAco5f1zDOjqknxrDE2iE7e/bi3RMzPCz2vztt936V+WYMZAeEuaD03HwPg9eaDRofNLccR5mRcI9QGg6WBQcK9WdepIioaAdOA5kyfhlqfrLEmExFFUVcIyoKuqdeKPEiym/rEm0Pi8xs8ss1FjRygT7oGO3yq8QVr2o11Qnij1NeyT43nDD6teS4f20CVSdkPrB/cAix0D8Kr23Sa/A378Y+LtCJ1l9EM87aepU6apFpNeCTqgI4JX8glC+ybuVQKiYAhoD/cTdej42DN0uiz4sgKjJNJNmfjS1HJUpStseoojyqwj5RQr+prHqWlMiAlV4XdDCJ31d+aVpJs0Y02PjHGMwNh49aX+1REjoMwhN5UNMzPAKOzQ2v2ttddXUq54V88xViC7zfl5PNKBfvyrPr7zlUhtzdQSWMvUovxTvQiBpvMBc1XvU7rbbbtXWN75/j7UTCq33gzE2VH69ZP7umH562Wy//SrEUGvgI8n547lsY5W2iFl/v5YWqVAM3n+6I+JL1q2IDotT5jXG5q8KpD0edthh8guzQNVZB/mViaIxjVaP1sUyXTBjAZk0dZvZkLfNGPGTRRaF5BdxO6mUl1wS30+9fbI9lp5YD4QxVt4YVov8qnUO9pz1OYMcUyWhjgF2Ljcg8vTXs0BFhgzQAmLqI62quZT2OGnwxBNPVKovLRBLP8SPCdJj773LF9j7djmUSnLb4487g/k8oJrC44oKieuuu25FRVVvUD5uYods+fsH3A9/N4pDDjmkW8UYzSM/iOoTECNB5Q1W0z/99NMuoo9OEql9T1laHi6UBzxwKsVkJZSgAkAUhuSX3+d6660np2SkTtDJY7RvlV8ueIAsREmjg5NdKTUrXw5WSUGapnbYPYV2HpNDwUNQGlbBUjDJraVQ6gt+MnToGNbHikRkDSYhsVkU3Cfcg3mBpw3StH20A++JeiELSfk1xQHj+rCiYd3gHjrhhOoiDb2EbmON8X7AAXMxvOdiRDj3JkrNZgTzun0IP/r8J54o+xHqGGzJLzefXliuuOIKN8b2GLpdXQ0lJYhz1hLlVL/tia9FgDzllwZStRbZpjo0kvaoUF+tKYH8ahZYvAo9LJnThPOaotAgsk41Y0Lv44ILLpAttW+KIDaz3G+//eREXeg0iC5kmH6t0sOaueGAGsqvZ8z/8yKVzpY22XK3s+Tk3c6Sif38VgMSrojyS0ciZl+xz+O7i/dx5Vz9uXSzCxCR9wg7AgJFjfnHe/XxE4ZYauvocAvx2ubsfaGFFpK3vGJYZ8zzmHE7JNPcdlpahHrt96Fa9TEiLdJtZKgRc9nrOb0h4XidtsH4/3wf0y1kiO2OAv2lK/BW79ge+zyKq3D+cMQR5UIF3ibIVT+uNcZyXbx/XcXI3aSAZoJ5Ol6GeLKGx5llvJ8HiFVbKb5onKTnahG2iyWD9D1sbbRtEKpYjzB93f7Ogn1f70nuL7KFKJyiYzBzV2x0/vSn8nkSs1t1m72fibfzrIZGjaoe10NrmqT8mjRYYYUVKisLlBcfpRdGwcSBmw92mIn9ltSHrFZEYahfBHQ8//rXvxwJ1gg6SyV59t2v3A9/Nwo6rzA1RD1cfo9HFB1/VtnZEHk3eb2gaiArEbZKIg9YSH7VmUKmg45bQYdsZFXn0Ue7b4vO16K3PJW4XzAUnARBbDdYkrER9AXyCzQrwG4GeJa4Z1nJ0BTpUPnVzGMtSvol9Bkceuihcnk4QenD6DbWBMHCptdf390LCzBG9tToXoHKFdUVk9nYBJBFEjPpYhxnhX94rbTwItDt6rbUTF1XKYusSjdJ+bXlllu61FY1up5m0BPyS4O+vp722EwQyDYzcED5/sILyfOrDwKbE4o8FVHo6Nw+i0SqkBl2jmKeuUoPa97P6+H7tbVVkW8t1iMyIH1aW9vk2TkWlbfmWFS+1u1blX2O8itGwnTWKMZitwtivS6ygM4gba3Tk+lKfv3OVqCcMMEdi1V+kV6pfo46Y64qRBK5Fi2lkqB5eoX4xI87gyPkV2eNhVTbLnOZtuT680NpsoP1RYqCeHREiru9EpBh7cbD+ikWoLOA72LXAUld0PNTO4Zayi+sUhSoxIvsz16L8P5vZH6N3Ukt5VdoA8E8xgs06q4iqUIM3qPPh5zC6gaRDlXt61V+cSz63Oi4yz6sbQw2OnvuSaWgcrZWTDUGqMIc8igWqPvssYXkVzOKg/UipirPLwXKIMvOT1OwNzLkXCzVU8GKu6JWBb96EXpyvftudyKuzrSvNXxOcRXpiBKI1ErbIdkHGIVYb4GHHqKvSYHTJEVfM1PuC+B6HnlkOejXwgFhznwzgS9TUXI6IaEZ8H1jm12pDPth+gbI32aRX6Qcq4pLg3pWg82EPUrANQM6IWPyz/OtfmOMR4BzJKWslml7E8gvghlSW6c59EQ1Oy0qv5oN7nvSR3vi55LQe4gEtmt5ry4lYs444ww516sBsxQ7FVLMvh9TfhmsrKlLIqLJ9q9WDqulG/lVSdkOxgZLyFE/e1bm/3ae3q9fbdKuDvKLVD8Knej5TcyoylgyPs/0JBO9QkozZpbUtGq3kYnuGNsteWbID/2rqhCJOcbX9Xz8bydM8ONdjPwK0yBz28XsU8mvKpjxs3LERjm1aOD3xzkec8wx8vXXX8tyLECH0P3lqBJrgnuE+1gLuOkxm3uuAsaG8HpnET4xz68YGunvwn2GmSak9GmRtxhqjXGhtYIKbux+UYMh0mERvidpjzZmKRqj9jPHz7NiFyvtGAy/opYRuu2Q/OrjcXHfPrqE+mEMLp35O0wyD07ML8KWeG82+RWTrGoOeIPk14wzzuh81vhdBQbB8DXYc4zhk8lr8euTUP3sWPQG+cU2pyVFQ0LfAKl/tiJRSNhowNAs8suCie/JJ5eLVaD4UlgirJmw5DU/4Zij6RZNIKVGjBghy2uKR0JzlF+oBpi/TKuLmQnTJO6n2qlRNB111FGyqleyVKUJBqRIN8SUXwYjTEB7kzF9V+yBAsWD8LuSaRKMDS3BvsejuApIoizyy6KUUWkxBL5f17Do7c+vPfhsx113ycWB8mu0IdRU+TW3VUh1dlYIP8L6VzLIryrll9/eF3/6U1eFR/++zcoZEiG7ZvV9WkcPyS/3uX33raRFV7Zn25v0S7aB3YAnv9hGVQp+bEHc9tmNpElicaCevhwPYgybmaPzbIiT8P4oQp7YaxFmblniCI9RVXvXOmbFxx+LXE0Cq8Fjj+V/v1Z7KplIu/K+zjuy2rYR8sumPealZcag1xtVV9j+p57qChJlqktD8quPI5FfUxuoPKiKLkz4FeT5hqBSoKLZK6u1SnL/+c/l/Oo6UUgKrez50UfXvf1pBviFNWqgOy2AnHgMvxWN+q0kJPQ1sJpnydyQEFIyrDcIX9JAKBDDYguEV2+nPNtS32GlSX29SXj11Vfln//8Z9O2N9UgTB2vl/yyhQkSEqYF+H7rJ2YOq4RHPQqqLOXXnwouQB9vvMXylF/hvrfeeutu5Fd07p5R6KreviXU27ZttJEjeEqBMigkv2w6oW3blyPkYpvfV5XyS6+Jb49xc8whX3mTfSW/3ppjDqHOt0uw9GQiCuB+XhmXpV3KU/h1I79IbTvvvGryy35fYz3/vZqG93qOVgnU6Fit22DfqsBWqGiBz4Tbr1f5xcKajWltGiTxZq0iYDEroHrj4jzyy55PWEWyFvlVj+dXTPlF6nuRbJ9+/lqFYhLAQr2q9mLqUu0TmumL3ItI5NfUGNjEVD2BMb6D7SgmtbIIJr43lAUJxcnJpFLIBkae1osDL4BPPkl3V8LUAdv3nnWWCKa+P/6xyHvvdQVEvdk/M5FC+dXbY0At8quJq5QUZNGK0wkG+Krh+bbJJqlZEhJCxAJf3y991xT9UOImixSp5flFeSTV++5Vg/z6lr4STyDTP1eRX/r7kEOi36dgiTPwNscRJe2CdHMNz1/DpLsIvHI+lvbotheQDCH5hfIJxa4ibFur8hrmq9jFlF9qfP/cX/8qX26zjft7sCdOLtxtN3kNCyX+4ysSurbw5Fgh8ssQF2p43w3h9vQz7FNtYYqSX8H59cg6Re+h2DHr+Ezcqp/TKsf6+dCP2u43JJHyfLjVPzJvEaani3HEDUUQpmvW2m8jnl+NkFD9ctRb9vrFyC9Lck4BmDKOMqHniJFfVMnoLSgDfnDFkrEMVsYfeKD39puQ0FtQ+XZCwpQOSzqxYnzOObj/lquvqvKrt8kvlF+9bYpqya8w7ZHX+kqxjakZtDFBfPLtSkiIPx8KKrBphfQgmO6p8mvOpZeWu8IFzwzy63COgcIgZgw49phj5AZ8SsHKK5d/W8P4WKETrarb1pabxnjZUkvJviJyAFUCvcVJXeRXxttjUaBFyC9bTOXMM8+UcXi9nnZat7atqLwOO6y8SJRFfvl2ghzUbSj55Qp0BbDk179JSYwsRGeRX2wvj/zqlvaI2kzTOyeH8ivPA0pf4zoyPkNK3n579f5It2tG4S695o2cB+2Qd68DzOFvvLF7G3olYAX//rfIfTa5uMAxodyqN+2xkYW9Vr+dFVfs/p4tQGRtIqyZPoh5yPVBTBn6tKkQMw6dBJUQGDip8jM5lF8a1PjVErn77nIKQ62HOCEhISGhd8eakHR6553yb9SOupo/KZRfva2U0okg5xsqv6aQFcqEhISpGDbQVHIpoqxR4iaL/Krl+fVkzOaCKnURlVWFeDFjwEYbbNBVQQ9bEbwjK4dako4xX2Xvv62tQiSN2WknGUL/j7WEx7JXXimv3nijHA4JdeGFxYlyT36Fnl9gwoQJZeIJ/zSqGps2+te//iVfeZ/Jvfaq6OCkxS/83H777bLZZpvJuqq8O/vsymdi1R5Lfv+kOnZ4NZI7R1OlPov8WhMv5MjCahb5RcEvm3pZIddC8iuHDC1MfmWpfepBkdQ99b618xLd3zrrxI8t/LsWUJCxH1Lo67V84RgyVI4V2OuMZQpVFTX2tW2nBQAs8tq2yDnG0h4bIb/mmadskaQVOhXcoxrLY6dExWotGhReVzy4DzpI+joS+TUZMGRAP3ny+IAN7g1ww6oCK0z3UOXXaquJ/O1vzd/30kuXqzCqZDVkvxMSEhISJs9YwySQwEdLWb/4Yvk3hrSscDMZ603j0kUXLf+2pveTOu0xNiYmJCQkTEoU9BNV4saSIjUN763nV5AG9Z0ZZpDnb765Kx0sBrsAYoNw0tRMJbgBrSV597xdun8/CMRx7rv/N7+RIVddVfWxFVZYwf10209Rz68IeVAhhUwgrwQiXl+h35dtQ75b5e1lEKv2qN8jhfJLP6Yp+bX33nvLfqjgDOZl7GUMXGstGZLhj1xFfq2yijnlwZWqwpdffrnsQHEvQxx1S3usPkH3a6QSM7XQDGV0kep/scJP+nn8zBqp9ggWWKCLbKJ9qK5OobcPP6zvfG0huSKwlim1tl3rvSJoFvnV0tJF2lmY+68yd8siv9hvbyv6m4BEfk3NsPnPTPTxLHr4YZFHHy13KKx4YDrfG+lcPBAwwHRU7DMhISEhoW+AQOjtt7smXf/7X9d7TKxtpaDegC0hvvba5cpKvQGtYkyAx5j0k5+U/3/bbb1PvCUkJCQ0CTHllyViop5fOYTD+5rKtP/+Uvp/9s4CzIqqjePv9tIlqISIIoiYKAiCit2d2IldKHZit5/YjYWFYnc3imKQSguiSNf2fM//zHnvnnv2zL1za3fv7vt7nrt7c+bMmZkT//PG449HZf2tYfnVoYOfFTeAIKHInIhjmwgkn2uIZimjRZOJseIb3XADzYc7ab9+cRNm8XHHctF0uT02b9GC5syZQ+si4L22KGPxyxYlZ86c6ceGxOdwgYtTFuWhY4gJ2C6LX4ccckjEvZL77ONPPDGu+HXLHXfU/CxZi6p0WH65LP1wzcXDjvllM2NGzfdgtYQHA+u+Tz/1n7vOOxYEUx0PQWiF5WQQLmuwREiX22My2PvJEot6Eb8aOhj8//OP7/aIzDFPPVW7+0djwqbSgiAIQv2nNpORfPRRYrE7EgEWx9g2+iEIfDxY7tXLT/8uCIKQBcRze3QKNgET4Mcee4y6du3qv7j/fsoZOZJWYI6g4/rUENIQ7yhWMPEg+PdGOVT50xVrEVZzxcU0NzeXjiWiaHsyDay4Onas3neK4pcr2yOOh90bKyoqosQvm/Vtl7I4ZbHr3RS/OKOkfqH+nYv4ZLpMNbCDkwfhEr8yEfOLcdXVFlu4F8USsfyKB7Z1332xxa90xKpkK6mgMqSKK+B9bYlfOTnRx1Fb+02R7JDoGhgl5ZV0xMPfqgeeZ5RffvGzeMHyy9VQSMBfQRCEBknSfU1tiF/c92Agnkkzed6POVGQTMOCIGQR8bI9RoQdtiLBZDRA5ECcq13ZEgW/y89XmQ+ZGvuIIxqVezm09pCb1SMn3xG3yZgQx7O+SghY9K5ZQ01btQrMmhjkMpqs+HWcmZDAcSwlOr5ykPgVlqAymG6PUa6s3L+54nXZ5TXOdWhBBq6aycD7DKpTuG1yhkcbDpsDYZHLnCkLtZtvJhoyhLIS81zbAegzRY4+n1rsFfFLiEuV59H3MxerB55n3PILDQfEL1djGDLegCAIgtBI+praEIcQj6M2QYYlDkor4pcgCFkEMgmalkWBYsmdd0a5MKZFeEEM3xh4VR4Vr7eZejhFDuO9eNZXyfD555/TjTGyAia6TwSVD6KjtiILEnZY/Iq4I6ZZ/DItv6K+wwtIfH24fs9jgHjilwvUL8cINbeViFWSCyRPiOfi+Ntv0fsO6/YYBq6nSy/NfAKeTGGea4igN95ItOmmtbPPNdWJL7LJ8kvcHhsDuBkQd8s2t0UDjxT3giAIgmDGucg0SAueqVhfLvr29TMWIbOliF+CIGSh+MXCx8UXXxxlhdS5c+fqSWk8t7Y4BGUaTDjml2ObmRC/lMthDHfCsJZfYMKECbQFXO7CYLg9MhtqgwLTKgtB79uzFVNIXGW99dZbaa+99nLXN1t+xRK/WKiIJ34dcgjRvHnR7+H6MzMahhW/WAxJRahq1apaoDrooOr30xEuoaF5P+F4Lr+87saKudnhUCjiV2MAASbhc2z7HWMCkM7gk4IgCEL2Eys4a7rYaiuqdVj0EvFLEIT6wpVXxl0I4PhOLH5BCDG5/fbb6YILLqj5w48/JlqyhOoEQyBhwSYT4pfecFrEr9DCV4CVC4Le2+LUo48+SonStm3bGu9B8GRqCGC2+OWqDxYq4sVvgzsprsl0AHfJffYhCshqmbBrInPGGUQDB6a+zYYkfmXak8xk3XWjRc0si/kl4ldjIChThaNxFQRBEBoJGARjoPv33+nNPlRfEfFLEIT6xvXXx/2KLX7ZFBcX0wauJB4775xwccKIRKEsv3hx3YjpmNaYXyabbJIW8Sut8axS4Prrr6djjjkm/A/Y0oxdCGOJXy7LwLXWooyA6xbZldPNAw+kf5tCeHC94L7nzN0ifglZIX49+GC0+aggCILQuJgwwR/A25MmMxV4Q0LEL0EQshB2owsSv9JJKiLR+B/HR1uHIMtu27bRbo+ZsLaJEZcs49ZmGTgexAzbcsstw/8AZYDVFwtyDz1ENN44F7HCGUycSNSpEzVKGpLlV12wWtwehWwSv3r39oPhC4IgCI2T7t0bl1Uwi19ZYpovCIJgkmnxawKEthQEgZ4b97Te6FlTiKpN96yQMcmSor71I2Z5YPFnW/3165ew1Vwg8Vwns4WgOhHCgbGiGVIpS8REcXusI5oU5NWt+JXJ1PKCIAhC9vQ106YRnXgi0ddfN+wswEccQbRqVdYM0ARBEEzKysoyVyGlpfRAURGdl4TbY1VZScwsiYyyAOvfn+pC/Eqb2yPirSFcAG/PEvjqLdttlx7hcdy42s/WnCn69Kl1MTZj1MVxfPQR0fLlSLlK2YSIX3VA08J8mnz9nrW3w623JjrwQKKxY/1OB5kfRfwSBEFo0ITuazbaCDnc/ecYyLRoQQ2SXXbxH4IgCFlIRi2/kpwXFOR6NPfuQ8NnfRw8uFYn6i1atKA+ffrQegi+ng6MwPMNRjhJNHOyIABkMcXjs88om8iOnJRCauDCvOUW//k66/j/JduVIAiCYOMKhisIgiDUOfUx5ldo0asO46WNHz+emjZtWmdlEISMstNO/kMIhYxyGwucdaVzZ/+/WH4JgiAINrIwIgiC0PjcHjMoVGUs7pYgCESffFK3teBl1/0tll91QEl5JZ345Dj1wPNaoUkT/z8HuZfVfUEQhAZNQn1NlqWqFgRBaGxk2vJrxx13pKOOOiqh31R4OdT+0Gti9jM9syUuliAIDR6x/KoDqjyPPp26MPK8Vi2/OItXaWnt7FcQBEHInr5GgsELgiDUS7bZZpuMbv+zJGL3oG9pumFf1dcE9TMQv8T6SxAaKF52WX6J+NVYYMsvxP+68MKGm81LEARBaPCDF0EQhMZEVVVVncbOCqLeiFrHHUf01191XQpBaHy0a0fZhIhfjQV2cywqIrrjjroujSAIglCfyJUoCIIgCPWV+ih81StGjarrEghC4+Sgg4j++IOyBRntNhbQad52G9Fuu9V1SQRBEIT6BiyCb7ihrkshCIIgZBHHHXtcXRdBEIS61hi6d8+acyCWX42J4cPrugSCIAhCfWTbbf2HIAiCIISkdZvWUleCIGQNYvklCIIgCIIgCIIgCIIgNFhE/BIEQRAEQRAEQRAEQRAaLDlevUnTIQiCIAiCIAiCIAiCIAjpRSy/BEEQBEEQBEEQBEEQhAaLiF+CIAiCIAiCIAiCIAhCg0XEL0EQBEEQBEEQBEEQBKHBIuKXIAiCIAiCIAiCIAiC0GAR8UsQBEEQBEEQBEEQBEFosIj4JQiCIAiCIAiCIAiCIDRYRPwSBEEQBEEQBEEQBEEQGiwifgmCIAiCIAiCIAiCIAgNFhG/BEEQBEEQBEEQBEEQhAaLiF+CIAiCIAiCIAiCIAhCg0XEL0EQBEEQBEEQBEEQBKHBIuKXIAiCIAiCIAiCIAiC0GAR8UsQBEEQBEEQBEEQBEFosIj4JQiCIAiCIAiCIAiCIDRYRPwSBEEQBEEQBEEQBEEQGiwifgmCIAiCIAiCIAiCIAgNFhG/BEEQBEEQBEEQBEEQhAaLiF+CIAiCIAiCIAiCIAhCg0XEL0EQBEEQBEEQBEEQBKHBIuKXIAiCIAiCIAiCIAiC0GDJr+sC1AmXXUZUXk50xx11svvVZRW0ydXvq+eTRuxBTQsb52kQBEEQ6lFfM3cuUf/+RF98QbThhnJqBEEQhPT2M2GprCQaMoRo8mSiXr2I/vjDn7sdcQTROusQzZ5N9O67REceSTR8uJwlQRBC0Tgtv265hejOO+u6FIIgCIJQf5gxg2j+fKKZM+u6JIIgCEJj5qefiF5+mWjgQKKKCqKSEl/0+uorouef9x/duxNdfDFRcTHRFVfUdYkFQcgCxORIEARBEASiFSv8Wli1SmpDEARBqDtgidynD9FDD8X+3k47Ed1zD9FNNxEdcABRv361VUJBELKQxmn5JQiCIAiCz5IlvuDF4tfq1VIzgiAIQt0xbx5Rp07xv3f66URTphDdeivRQQcRLVhQG6UTBCFLEfFLEARBEBozXboQNW9OdNRR/mux/BIEQRDqkr/+IurcOfz3EferRQuir7/OZKkEQchyRPwSBEEQhMaMLXaJ5ZcgCIKQDZZfTE4O0Sab+IHwBUEQAhDxqzEwapQfNFIQhPSCIKyHHUZUViY1KzQcRPwSBEEQ6pJELb9At25+VkhBEIQAJOB9HZCbk0M79WwfeZ5xTjjB/+95md+XIDQmFi4keuUVottu8wddgpBtfQ3SyTObburH/RK3R0EQBCFd/UxtiV+DBknWR0EQYpLjeY1QEeHGubEcemM7XkGoLf7+m6hjR6IZM0T8ErLPuuv334natCHq0cN/7403iD74gOiFF3xhVxAEQRBqGyzKNGlCNHky0YYbhv/d0qVEa63luz4m4jIpCEKjQdweBUEQUkWEZSHbePppom23JXrsMaKmTf0gwXvsQXTyyUT//UdUVVXXJRQEQRAa68IiwkogGUsitG5NtM02RB99lKmSCYKQ5Yj4JQiCIAiNNa7XpElEp5xCtN12RIWFRL16VbucCIIgCEJtM2uWb7mFPilRsIjz7ruZKJUgCA0AEb/qgNVlFdTrqvfUA88FQRAEoVb7Go7rBfELbiJMURFR8+ZEN90kJ0QQBEFIvp9JlpkzidZfP7nfQvz65BOxyBcEoRGJX3DfqKVsHzNnzqTPP/884d+tKa9UjygWLfJjrgRQUlJCo0ePdn84dy7Rxx8nXA4hNq+//jotWbJEqklwUxsJKwQhBZx9jSl+IV5dez9YcQS4Qj78sMT9EgRBEJLvZ1Kx/Eo2idDmm/uu+//8k77yCILQYGiY4heyfWy/fa3sat9996XBgwenZ2OXXUZ0wAGBH7/00kt01FFHuT888kiiXXdNTzmECAceeCBdc801UiNCbCTml5BtQPxCQOEttiDq0yf6M+6HJk6sk6IJgiAIjRiIX8lafsFyGUHyf/013aUSBKEB0DDFLzt9e0Z3k8b9lJbG/LgJJipqnu3V2fE2Rqok8LMgCA1R/Bo+nGjCBKJ+/aI/Ky4mGjCAaPp0EXYFQRCE7BG/ABZ1fvklnSUSBKGB0HDFr2y0xCgvj/lxs2bN1P/VHKjYRNyvBKH2EWFUyGbxCyvkQbRq5QfC/9//arNUgiAIQmMnVfELro9i+SUIQqMSv7IRpPWNQXM9UVm+fHktFUgQhAYnsgsCLIVfeomoadPgujjpJP//4sVSX4IgCELt9U9z5qRu+QWrZkEQhEYjfmWjJVQc18W8vDz1f8WKFTU/zG24p1IQ6i1i+SVkI8uW+f9jxJikww4jOuccojVraq1YgiAIQiNn/nx/bNW5c/LbQBzLyZOl/xIEoQa5Dcpq6qefot+bNo1o6dLAn/xkfP+PP/6gxbFWuH/80TnRzUlCZMvNyaFtu7VVDzyvYfmFLCUxYk/9/vvvNT/k7Xgeed9/T+PGjSP6+ee4rpQuysrKaEKsFROYEpeU+GLd+PE0e/ZsWrBgQfXn2DceMeoRWTIXLlxIKYF6QqYyR1bMsWPH0n8B9RiLqVOn0rJly2jixIk0C2bX8Qg6znjgHLrcV+sjK1cSTZqU2G+SrZeg+/qHH+qnlRWXqT6WTWj0BPY1nOmxY8fYdYTYX2jrBUEQBCGRfiZZMPbu1ImosDD5bUA4a9tW4n4JgtCAxa8HHiDaeuvo93r29LMgBrC18f0ePXqozH6B9O1L9PzzaSlqcUEevXjaAPXA8wgsVO2yS0zx69NPPw3e+A8/UE7//rTtttv6Kx/33EOUn59Q+e644w7aaqutYpsTjxhB9OSTRNtsQ+uvvz5tgfcAxEbsGw+X+KTrcYMNNqBByMqZCqgnZHSxuPbaa+mggw6inXfeOeFNbrzxxnT00UfTpptuSt3ipVnG8eE4585NeD+02WZ+sOls4KyziHr3TsyqBPUSRjyMx0MP+fc1AnK//TbVO1gQFwswoR4S2Ndwpsd4FsP4johfgiAIQqL9TLLMnEkUb/wdD4hwGDtiwV0QBKFBil9BFl7//BN6E1HWS0EWMJmELb8CxBTO8ujM9sirLdpFJccUIhJ0iYTlU1yWLImq83///bem62ZQDDNt8TRv3jxKib//dr7NFnx/B3weD9sizVnf5vElYV2nd0RZQbz7IqheyspS37d5LdZH9yu+NkT8ErIJiF86gUpcy6/6eN8JgiAIDZNUg90zWMSXuF+CIDRY8SsNBIoctRVHjIWjgNhfbPlV4RKVrLJFrb0kKH7lhv1+vAl/UAwzHbssZQLOR9zzmK7jr95hcjvKFsEkTiy6Rh3Hj8+huD0K2QJiRo4eHTvYPSNuj4IgCEI2il/wSPnll3SUSBCEBoSIXymKX8nE/FpdVkF9rv9QPfA8AlsQxRG/Kl2fB4lfOKYExZzQxxRPFCktjSl+pSpSBcH1lHHxy4izlhTZIpgkKn6lWi/xtlufEMsvoR7j7GveeYfozjuJ/vor/gbE7VEQBEFItJ+pL+IX4usGeaEIgtAoyU2n4HDfffdRnz59qGnTptSyZUvaYYcd6I033qAGQxon34tXlalHFNxABzTULBYlJH45Psuo5ZcpeMQRv+qrGJKw+JUsDdXyK1OiXn3MaCoxvzICklYMGzZM9SEdO3ak4uJiWmeddWjgwIH05JNPUrnlaowEHZdffjntscce1L59eyXgDx48ODOFyzJq9DUc7D5M+yOWX4IgNGAQsxb9hevh6kNKS0tpxIgRtNFGG6l+Cf3T0KFDq0N/NFKcc5q6Fr822sgfpyP5mSAIgiaxSOgBQJQ5/PDDacyYMbThhhvSySefrDqI119/nQ444AAaOXIknX322ZSJCRImQS1atKgZXD2JTH9KXMLv1lrLfwMr461bEzVvHlPsaMMCAWIc4T9iqSxaVL0dzbLZs6lp+/ZUWhlHZLBEI2QtXAvbWrOGmga5PWJ/rhOLY9KTHbUdHM+KFVTevDmtmT6dKlavprZYHTEEKY6ZhfpF5446XrVqFbXGb82y6clTO+yey2+Wo7RUbatVq1a0ZMkSitTGmjVUbJS1fOFCQglbt2+vD2URtWnTRg0+8Fwde6QSlylrhCUoDwYo+P7ChdR2rbV8i7WVKylfT4w52+PSpUup2Zo1VFBURNSqlVt8Q9mXL48rfq2cNYvy8vKoSZcu0Zn+EAOtZUv3tuFmVFDgTyRNUH+Ip4N98zXmuoat6yjUtuPB1zn+o8xBZU9U/MJ3w9x75n2G6xnx9HB92d8xt4Xzi+/imPEc9xkGnCg72gCcB8d9p0B8OnwfdQXwPdS/vuac38c5iZcsgq+BGFllo44VoJ3Aecc5w3OUXYhi5cqV9OCDD1K/fv1on332UYIW2pB3332XTjrpJHrhhRfUc75Xkd315ptvpsLCQpW8JJlMr40GzjJ7/PHxv4trFG2bIAhCAwVj1PPPP98pjNmL/JjTvP/++9S/f3865JBDVKb4xx57jD7++GP67rvvVF8lpADGeIh7nA7xC2PaTTcl+u03ok02kdMiCIKPlwZefvllzAC9gQMHeqtXr468v3DhQq9r165eUVGRN3PmTC/d7LDDDl5OTo7/wp+GRj8n8kp79675Q/2Zefh43me99fzPFi3yvO+/958XFlb/5rHHamxqk0028T+74grP69vX85o187znnqsui7XfzzfZxNt97329rpe8pR6rSsurP99yy+qy//mnemvSpEmqbFVVVd6y9df3FhF5Rx11VPR2ly2r/t1nn6n/bfh1t25Rxzvv2GPV8wuOOCLyfuWVV1rFpMj5BGeffXZ1Xe25p/+700/3vGuvjWxjV/y/6qqoukcd4ne77rqr/3vj8T2R16RJk0i9PGqdi/vuu897/vnno85R5DwcdZR6f1nTpur1xUTeAw884H/eurU3q23byDGg/rRM5T+uu85zcvXVkTracccdI7/H48wzz6xx7ajrY/58//nUqf5/qx6jfrPbbjXf23dfz+vTx/Natqz5mxUrqve1dKl7u7ydwYO9hCgp8X/3zTfV+8DxB7Httu7r2QXqgLc5eXLscn/0kf/8nHNqbv/DD6OvJTzGjvW84cOrX++yS/R9j8+Dyon3zz47+nWsY8Jn558f/3gnTQq3rc8/r3594on+e3vsEb5eGxmVlZVeaWlpjffLy8u9wYMHq/vyrbfeirz/+++/e+PHj/fKysq8v//+O3IfN3bQv9Toa2691fOOPDLcBnR/4k2bltFyCoIg1AWYo+ARhieeeEL1LUOGDFFjcubBBx9U7w8dOtRrjDj7mWSZPdvzcnM9r6wsPYU7+WTPu+yy9GxLEIQGQVr8iGDhBeB20gQxQjSw2LnggguUFRhcVdLNuHHj4saNcroIBpDLbiCw4uAskWbGulgxvxBU8YcffCurOXMC97H2nDn0008/uT9kdxSgLaxg+cQrTi1nzaK2rmNypKKP2PBYZSnQmU9m/vpr5D1v8mRncX7A8RDRZPPz8eP1j7woi6B18WfKlOgN6GP49NNPa2y7nxXzawvr81mzZtFMpDt2MW6c+leuLeA2I6Lp06f7ny1dSl215RpnlIyyqQoyf546NTDmmfMaQ6ZGO9i5ffyOMlsbJsK1oC3OojAzrMW7hr/7jhKCXcbMbJsB10Co/ZuY24nn/sjXJl9TJq54RLDywQoe89ln0Z/Hy+45cSIlhLmvVF08zYyZXEf6/hJqAosuWHHZ5Ofn00EHHaSe//nnn5H3e/furVzuC9iyT4ht+RUm2D3YcUei/v2JzjxTalQQhEbNo48+qv7DytgcJ5522mm0wQYb0HPPPUdrJDtu6i6P8KxIV1+++eZExnxHEAQhLeLXAj2x69atW43P+L1PPvkk7bUN97N4JBJUPYe/G9R5xYrxZLoDxihXYaw4K+yOAuCiFxDkvobbo2Ob+QFlydXlNOslqI64cy/SZfE3bLiBxYsZ49hX2AsRk9zAwPW8Xf2ySYx9wH2qIsw5NOop4ZhnYa4x17HEqj9TcIpXz4kG83SJWWHLkgjx6oXL7YoN5yoPzkuscvJ1WpvZKZOJ22YsEAiJVncVvffee+r5pnBnEDIrfoHzzoPSKDUtCEKDBAv0Tz31FN10000qdvH3339f4zsIA4L3e/bsSV27dq0xVt5tt91UeJAff/yxFkveAElXvC8GYV3SKX7BIAH94QMPRBtHCILQuGJ+cUwmWOr06tUr6jO23pmWgYCDYUSKqgSEgXyerJsWWOYEN574hc+xjWTFL3O/+nuuIPcxrdn09yMlMMqCZ3kOKzEvTv1GiV/msRnl8Fz1E0f8Mt93iV+BoplD/AoC4ldUbQWdQ0PUCy1+JZLpL0j8ChJ0zHMcT8xJVOyxgoXHFaoS2b65nXj1wuUIK37h3MUqC1+niB+G2G6u36ebsOK6+T0Rv0JTVlamJiRoC2AFi7gqU6ZMoRNPPJF22WWXxM+X4ItfiH8XFvTpsWLaCYIgZDFYwEefYtK3b18aPXq0imNM2rsAiy8IdO+C30cMsO23374WSt1AwZwxneLXZpv5McQQu7KNitCcGrBKYwOJ++4jglfTttumvl1BELLL8muvvfZS/2+55Ra1OsJgsnLPPfdEgo6nmzAiRWUClhl5PEG13dB4wh1r8owVAC5PPPHL86j072m0eedWlGtu0xS/tGjHApBp7VXD8sucWOuyuiy/8F6eFhrMIwkSmbh+o9yPzGMz6tYpfulVkWQsv+C+FPg7a7vxxK/cdFl+2dcSvw4jDgVZWwWZdpvnOJ6Am2h2Rdf2MiF+xfsdr5q5Vs9cv8V5Mctul5kFTJcbaabEr7Dti4hfSYtf1113ncqudf/999PUqVPpoosuokceeSS5DTYy0L+gn4nqa+AWnojl19pr++KXvSgkCIKQ5UD0wqLKP//8oyy3fv75Zzr22GNV2A8ssKxAgh2Va2lZJDi+C2S4N79Hjb2fqS+WX23bEnXunB7rr59/9oWvgQOJ3n2XaNddiU44IR2lFAQh28Svo446inbaaSf68ssvabPNNqNzzjmHTj/9dBWHhTuE0NY0sSaPENZMa6E0i18Ryy90di4LFkejHhGZICqFFL+8ijJa8PQweuPsQVRckOe2yNGT/1CWX+Yx6s9cll+QWfL1ikWu6fYYUEdcv8WFhUosq+GGGK9u16yJEtlikeNwaQ0Uv7R7qGn5lYPjdog6GMzkpSB+Rf3WPD8oGx9/GNPnIMuvoGvF3Ga63fj4OMz6zZTlVyzhLlXLL7vMvD09WE0IM4adyzIu1u/CfC7iV1I0b95ctQNo8+bOnasEMGTWQgr65UEipxAB/Qv6mUhfg+tw9Gg/Q2pYOFPp//4nNSsIQoPimmuuoZ133pk6dOhATZs2pS233JKefvppJYDNnj07EudLSKCfqU/iV7rifmEse+GFRGefTfTVV0R77kl01VV+rF+UWRCExiV+wUUNaeevvfZaJRxgVf7VV19VKYFfeeUV9R10LCmBCSnchSBMwIQ1J4fyWaSIsdKwEIHJc3LogpycGmLKQI5r9eCDSkhZqGOXPffQQ0QHHFD9Raj71n6ua95cvZ6gg2gvRrBtXZ57Ro6MfH/M1VerfcAqTtVVZWUkiP27117rb5MfJlo0YMHJjKeGieDWW29ND/br5/8OqxrMHnuofzr8O5UbIgLEryZ6wnjB/PlRCQtUPey3H3mDB9eIhXDsM8/QV9Cc0MjPnu1/8PDDdOcdd0S+9yz+vPhi9DEcfTRh7ycR0avRn6j3se0ZM2ao16g5lIGFvSi3x5wcmvrii/T222/7r8vK6D4YJGiRApF/7sDEzLCi4lSNg0ePpqgw9KNG+ceKxwcfqLeewOTuscciX3n3vffoQh3EH2ehGwcrN4UcmDtrc3jaZpvog0PHyOfz+ecjZVbXbVQlVFVbK73zjv+bZ5/1//foUf09W0BCp4vvYD9mXB4TfB6UZIK3d/jh1e+NHUv09NPR1yMev/8ebfmIhy1W4b0vvvCfm/cYLExwToLuz4svrq6bMGW3XUTNfeE3mNTb4hfEXt6/bjdqCFYvveRvG+cC9WiLZ0cf7f/O5cqw1VbRr1FfvD/851iHRx1V/R1eOebEDDjnQkzQr3Tu3JnOOOMM1b98/fXXdOONN0qtJQpbZh97bPjf4L5An3bFFdFxKQVBEBooCGIP0NeYFl9Bll28GBNkGSbUofiVjrhfGKMjcdVll1W/1769P47W8ztBEBqR+MVxobCCArcUiBr//vsvPfzwwyrbHtjGFggSxQy0roWbgjDWZHqiu5/DYmpjfgLzVS0OgV/tgJUsMhiT+AGWC0gJOj5txTPJiG8256OP1P8PtNBSaUy8/3VkQQyy/DLdRuH2iIyRrUJkiys3jtl0DxxkTPAjJXrrLcr5/PPq9z1P7QuRdbbDtlj4SjBg3A5E5Odnq8lfOqsfn0l2m7XdHhePG6csP5bo10OMbURlc7TY2pVJkNHnuUiLkSY7wlpaP2/KE0bTIkif13iZIyOiEPjvv+jv4fhYsONz6crcaFtevf9+zeyFb71V83emOGYSZNnk+j4yMobILuocWBhZN2NaSLnEsaBrO5YVGl+7ZvnM+5SzQZrHDzHt22+j65HvDbbKYwEzqD5NOOuoaSZvY8db+vLL+NsVIuy+++7q/2d2tk8hPmwt16JFYrV16qk17+l0gjYNMVkEQRDqARzLGN4DANkcsQiDmF4u+P2gmGBCCLAwi0XKTFh+/fJL6n3USScRdewY/T4WTLHwL2EBBKHxiV9BIPUvOPLII1PbkEPoCiN+seUUIpyUW5P+SE5HbcnCYk5BiEm6PQXPw6Rcl6fSsX/OTInPcvKLqNPpj9PdfU6jNflGMPkY4lf0R/5nAb+MosqoowRCHEf2bQqG5ZYFUoLTp5gZJbmUq7VlgR3wPjcvT8XvYoPqdEZvchlprzKug1y2NjKPP5YIw+KG7bpXXBxs+cXXlv2dWPsyr39XEPWg+yPIFdElQmG79v5dQhb/1vzMzJoaS/wKkbU1Ul+x6p0t0oJcRrmu7c/NekIsJBYIEnF/ZHhbsVyCY8XsE+Iynxc/0pUKvQGzpqySBt7yiXrgubq2kRjCTGISBnwfbQGSSaQbbBPWrOJeJAhCPYEzPq6vhZgmTZpQv3791AI/3CFNMFb98MMPqVmzZqkv9GchNfqZZNHGElHeLOkSv0wvhmTFL73wFsWAAb4XyDPPpFREQRCyUPxyxV+By+MTTzyhsqYcfPDBlG4KQgRWrDTELztQPE/NPT1p5qlUYdB2jfdt+aCAM/dZ4hfvH2JO5LMcovxWa9PSolbkBR2C5faYrPjlGWVOVPzCvs06s8Wv1gluL6pcIcUvFiRz8/PVNZZW8Uvv27Rg4+1jildoJULwwqY15mDSmNSZ15ItcoQVv8KIVS7xK+g6DhJ1wopfrvLEE7+C3BVB2HiA2EYsUckVQ8w8Z1zX5uc4Flv8YssvVyyyePC2Yl0rdv2L+FWDSZMmRdoCE7w3bNgw9XzvvfdO/Pw0MjzyaN7SNeqB50r8SiTelwlc/TMhfrHFl8uiVBAEIUMgc7Crn8H7l1xySSSmMTN06FD1/7LLLotanIWXC0J4HH300Uoko8bez6Ti8ohsiqanTzpAGBGMHW3L/EQyUMILwgoLExn77rADBi0pF1MQhNohbS3MtttuS126dKFevXpRcXExjRs3TrmlwFT45Zdfjlg+pZPCENus0hN3l+UXD7WrSkqU6JGfgPhlrx8UBFh+VTgsv0Khy22XWW1Tiw9GDsZAIlZLabD8KrPKkor4RSHEL4hvLPDl5OerrDuZtvwqclh+5eg6rCgpCbYKdIlftiBsn0tT/GLqm+WXGQg+lnjm+q05qMQ2+FhtAYvLie/EuqfjWX4xpmhlPneJX/Y+kdmUz1sy4hdvi3/rErbE8isuL730Et111100aNAgtfKOxClwoUdsScRMRCr5Cy64IGqywnEV12jRFe+dYGRieuqppxI/nw0NxC9M1OrLtGjNhGsHx9DJhLAmCIIQwAsvvKD6mR122IG6du2qLLemTZtG77zzjhp7Q+TCZ8zxxx9PL774Io0ePZpmzpxJO+64I/35558qxjHi8t5www1S1/Ut3heP/Xr39sNzmPF0w/Lhh0TbbecvALnANl+1IxsLgtDgxa8jjjhCdQDfffed6jTQEVx55ZU0fPjwSMbHtKEnz6lafvGUt2r1avW8IAW3xwJMch0CV2WK4pdd5kQtv1IRv2rT8otr1lyFg/hWaFp+LVtGxWkwWcyP8ZolpFUOy6/y1avDiV+MHTjdJXrUhdtjIpZfKHO6Lb+CxC8IRiwcuoiXPZIxra5cFlix3B7xms9bWEu/oGMJEr/E8isu++67r3Jv/Oabb+jbb79VLs8IJLz55psrF/qTTjopYk0LFixYQKNGjYraBlLXm++J+IXsHk+424q6svxCQho8QEAgaUEQhEyALPWTJ0+mn3/+WWWrx/gTsb5gVXzmmWdG4ksyiPmFBFFYaHnmmWfo7rvvprZt29LJJ5+shK/2CIAuJA8srDIhfplxvw49NPHfImbzbrsFfw7Xx+HD/bGdhGMQhPqPl034U8nIYx6Rt9x678/27Wt8jx+XbL65SgLIr38g8qY7vndlwO8PJ/Iu3HRT7/cmTbwXAr7jelyAfa2zjnq+Co+CIq/rJW+pB567flOam+udo5+vZ33Wl8ibmcD++fFQjM+uNZ4byRK9wYMHR97vY9d1EmUwHz8ReZ9++mnk9WtE3p3nneetIfIeeOAB7/bTTot89vMNN6S0L/NhnrslW24Z9dkM3p/x3ti+fb0166/v/Z6TE3vbhx7qvE6jHhttFPvztm1rvvf99553553hj/Gll/z/e+7peS1bet6663rezz97XvPm/vujR4ff1scf13zPvMcqVQoHz3v4Yc/74IPg7Vx+uecNHerXz6mnVr9/5JHVz7fayvPKy4O3MXas5228cbhyf/ih5226qfuzyZOjXx90UPXz3Xf3vMce8zyc69ata/7WfC83N/qze+7xvLXW8p/PmePe96xZ/v8CJZdXPwQhA6wqLa/ua0rLPW///T1v5MjkNta/v+e98EL6CldV5V/7hYXVbYEgCIKQ3f1Mshx/vOdde62XEe66y+//EqWkxPNatPC88eODv4NxcLt2nvfNNykVURCE2iHjAe8zSUdH0PUNeRXZweY6Ix3bnSAs5QaO7wVZ90AN2ub336n3mjURCy5EBYgXeeZq/A7uJtoCLQyFVVXEyXP7Wp9hf4mujbxORF1jfO5H0amJmVGN7YKQv3BmGtwet1LJw6qzhx0Iw6fJk5V1F6zO2hqf5aQSqNLiCON56wkToj7rpv9vabzXARZns2ZRb0zRUiUgU1AEVzY1HPuIEeH38fDD/v+ffvJd+JDl8OOPq602rGOOiSOWX8RSA7AlFiy/XngheDs33UT0yCP+czOwNf/m0kv9zIimtViiMb9MRo/2A5y6sGN86MC2kdVBWH4h05ORYTWC+Z5dFrg8cEbPoOPgzJL2b9NxbQlCPGBdlawlNizGnnwyfXXMlpX8/+WXiR56yHc9lvtBEAShcZEpt0ewxRburOTxQGb3du2ItsKMJYbFP+KBffJJSkUUBKF2yGrxK5WDnmW8nhRS/MoxXOFYiplIRD/E2V+y0c5KAn5fkcR2UM72KZaRnYymENHsNMX8KrXiKnGMM7h2Fhmf5ehYM5YjYa3QtLSUSjEhqyvixcLq2jV21kmQbABRlxgX5MIXNnC9i623ju9qGDbmF383CDtuEcdx6NbNF/Mg+Ok05wlh7jMoNhKLYrbrmSPoriCkHVzbrVol99tTT/UzXi1alJ6ysBgPQQ5ZvnBvw00VbYqkjRcEQWhcZFL82mwzf/uJutePGUOEhG3xwuzstBOsBVIqoiAItUOjE79YQjDzSmlbjbjiFyqr0BKgYBcTLyy2LTvkeEQV/82m9qv/U8+DKAv4fUUSx4xyxprOh4llZQabx/byMiB+cVD9yvJyKjTFLy0OJBGCPGWalJXRynTHrUsEOyOhTVCnbIpfpniWiFUFZ2KLVTaA8oWIwRcIxzqLJQIlIn7F+p69Dxa/UEcc8ysZ8cvcZ1BsJI4nZseFsOPDCUIayKEc2qhDc/XA85Qsvzhj8+uwI04DnA23RQuijh39x3ffZT7+F7JKot2CFWay2b8EQRAEdz+TDGiT//orc+IX4rGtuy7Rb78lVib0d9z3xQKWX19/nVysWEEQapVGK36ZIortKBlk45NjBJnnae7KEIKMLRI1qSil1Y+fRef99Kh6HkRlgDCVqPiF32Nqjel8VQriV75RD+maqpdY6e3LueOoqIgSv3K1YFFWR5Zfy+tS/LKDstsEiU6mwGJ+J6zrYBjxi88Rtp9p8QuiXTosv4LEL1jHsfiVTODaMJZf7EZqW+KJ+CVkgCaFefThsB3Vo0nJKqIZM5K3/EKWyAMOSF/Qe2wH9x63GwceSLTjjsHu1uliww19NxZk70JA6/vvFzdLQRCEdPQzhUkui8P6F2O8Tp0ydx4Q1iIR10cEyMeYEAHt47HJJn5/Nm5cSkUUBCHzNFrxK5bllyPfXqSyiiwBClP/gNx5EfID3svTk+V4Ylaq4hfAVAJ2QMk4V/GUvsiy/EoHa6zYSGVa/PLKy6PdHrVgkcyxp0P8Wh0rC2F9tfwKEoASsfyK5/bI5682xK90uT3a++Byw/Ir026PLCball+ZnOwLAqdrBxttlHx9pCvjI7Zx332+oMZAhILbCFbn3347/SvobNE5f371/QYx8OyziW7hCJuCIAhCrTN3rm/9m2yIjkzE/YJ1cL9+4UJ6YByJxZsvEBVZEIT6TNaIX4gBlSoHGOLPOjHEryCZ4yki2kE/56S32J6XRCXfi/mxDn49L87vjemBYl9KHLbUWqMn+gFTcwWSAHxARLcT0SlG+ftnwPLry6uRDqCm+LXtVVfRnhwcHIsqOjB6XYQFb7tqVbiYX6+8kpoAFMSeexLphAlO7I4Zwe151Yp54onq53feGX7fDz4Y+3PTRN117GxVxfTp494O12+sgcOQIf7ENWzA+yDefDP6NVsfQuDE9YfzmIz4ZQpewwJSSHCA/w4dot8Xyy8h08ye7btvwM2wrsWvt97yg9tzgggTJOhA2nh8J52g7TDjlSFGC8C9braVgiAIQu2LX126ZHYfsPxKpK3HIswee4T//vbbE335JWUEBNOH5fU++xANHCgLpoLQGMQvZP8LC7IGHtqzJ43djSUqPzuhEQEpKvPh8pDil7kesSER/W4Fzg8rz63JL6LHT76fXjz5fvorv4hOMj7Tw3EFT6XNcoNd42z/Bsd7fIxLtdXPIUR0IhENd3wXghdq7iIk5jPeR3ZM0LS4OK74hYgtIyk+91kTKQ54P1C/vkNvK4gEvPejwPUwJVYQeYs5sTplBNJ8+ungz3fZJbHVrDPOoIQwRaeNN3Z/B5kfTfr2rba2Sge4P13iFwtxDDI6uuodllB4P5lsPCbbbhv92jXRtwU0iF/duxPtvbc/Gcc1iODe8Qi6JnAcQW6y2DfcrZ57Lvp9sfwSMsCaskra7a7P1WPNk6OIOndObYPpEr9YjD/22JqfHXOM/x/BidOJGUfs8MOJjjiiWgR76SW/bbJiUAqCIAgJ9DNlSRoqzJlDtN56mRe/EPMrzHwS/RwEp/32S0z8+uab8B4KYUBZr7nGn0dMnOgvOKMvg8VyIiFMBEHIPvGrwHYTisHXyOCYm0vjMRFGbA8k7IjxfXu4G9bBTTuRRHg7pLWIl0P0x1pd1ePdHKLJxmdmrpAWAeKXicsx5CHHeyxWLTHinMGSzeXU5hr+TywooDb6efu11orr9gg7pZco3AW42iF+MbAL+Mp4bcsriRgYm9GrIFU9b2fci8F8mGPHsrxyTeJMy61EOqm2bSkhTNHp8svD/eaUU4jWXpsyGpcMIhBMxm1cwhLubwiE8WKMxcN26UIQUht7govXEMpRBuwf5UYGTfN4UF82p5/uLgNWCjEICgLbWse0PRXLLyEzeOTRH/+uVA9v6tTEVrEzJX5hoQAumJgkuBYNnnmG6PzzawrEyYK299xzib4yepLHH/cXLQDabrirwCoVCwL//pue/QrpA5O/jz6SGhWE+t7PJOufURuWXz17+tb9M7H8HQf0UcgA3qNHYuIaDAxSXcQ1eeABv79Cf/nnn354AHgQ4IHQAYIgNFzxKxEqdSD1fEymtWi2JAPilx1/Ki+MX7hDvAqSRVqGEL9cEZKiQ8hHi19L9X/eZ1VI8Wtpbm5E/MJxxrP8Ctv9wdmt0hXw3qjjWLWaSHQAs0wof0UCLoolscTXeOcdLn2JiF9hXCxNzOMIG5sMsXbS6aIJ8cveXlBZXPvFvQrRCeITi3/JBOa2Lexcll8Qu8xzBssv/I7FN/wGZTS/4zonZjZNuwyxhFV8bsY6AmL5JWQaXM8Iypuq+IXV8FR4912i44+PHUQYllmwVuU4ZamAuIUjRxLdfXf0vQth/v33ifbai+jZZ6s/i+ViLtQNI0ZIXDZBaMhAkMq05RfGcegDf/wx/nfhdp+I1RfAGBaW/elyffznH7/dQ6gSs7/cdFOiF18kuukmd+gAQRAar/ilrMX0ZHhJAtZTYcUv27A1Ny8vtOsjAzunoN80CyF+uYQuVwD+5dZ/L0Hxa5klfi1Pk/gFCcCUQqocQY5zY2w3vD1g9G9R/rIEBKmSWIJUPPHLFjrikYCVowJB2pmwrowoUxJibcwy2KJWkDjkEr/Y7RHiE1tQtuErLgFsl0qX+yGLXeZrc//8m3jilx3PzDyWWOIXPrevCYn5JWQatHcJWLs62XprP3aYlagk4RV+IySBEwz0d945OlZhsvC99ddfvnUXu2ijDUC2R/yHZe+gQf73lvISkVAvENceQWj4IBYXAtJnGghar74a/3uwtOLsw4kAq3/TyjgVbr/dtzw7BIFqLJAdecstE4vhKwhCwxW/qhyWX7GGs1VpFL+q0ih+MQFT7EChypURcYX1GQtBlSG3uTw3l1pnwPILEoApV1RZbo+URssvE5S/NIFBdWltil+x9uUSjkw3pLBxzLCPdIpfLsuvIPErCLa8YvErU5ZfELvMemIxDO9h4su/MevHJUimYvllnyex/BJqg1Sz1vLqc7Ji7fTpRF9/7buTxOO004h+R2TNFMG91bq17xJ+0knuNhTvYbUek4lMil+Y4IWxOhD8+DZw8eH+DfEj70AU0EYIrDvMZA2C0JBYuJBo3rzaEb8QhuTTT2NnPce9Nm0a0VZbJb79/v2Jvv+eUgZjYSScQlIwV8xg9FnXXuu7PiJJjCAIjVv8gqCzZMmS0JZflWl0eyzIgPiVaMwvl/jFwfMrQ1h+uZzhynNyIuVIp+UXzo4pEwxxxJPJS5P4ZV7sKP9yw3rBZUFnMgLmxamIX4m4Msay/HIJLuZENKz4lW7LrwsuqBmjJxHLLxak0OG3b++/hwlrJiy/bMsVTHbZ8gvvs3Blbst1/oKs7MJYftl1MGpU8PeFRs+PP/5Ikyeb0SGTJFXLL7QbuH6TFb+mTPHjcGKCEA/E5IL4lepEAmVFO3DjjURnnRX7u2hzUo07GAvEIHTFQRRqij1w7UFQZzNOHbKANkYQy3LXeKmOBCFLwaIAFkSSWfBMFCR7wjwjVn+KGFuwBO7UKbntw7o5Vff5I4/0F5VjWZ+hH8X+nn8+tX0JQrqAUclddxGNiRVpve7JKvGr/NVXa2QnvHfDDanCmsSzwLM7XBr0Z1tbDcg3t99OPyBrhiUAXUdE6+gJM6ajFxLR9dY+OeyqKVp5zz1HL22xRVT2x1DHREQvwHdb88Ybb9BN229Pow49NJItcbsYcVpsK61zieiHCROqt48B/7ffKjHqUiJ6sFkz9Z2J+vNOVvavec2bK2sskxGIQWx0Sm8OGhTX8qugsJC+g1HSkCGUCIONLCmo/9VHHx05P6ORJOzQQyOfv6IzUpqcrs/ZBkQ01Xgfnvs7GK9RftPG7P4QZYNTzD0IEo9OyQxwHyswM7Ivwjz5FZTW4KKLqn9nW0HY4he+yxNPxBMwwUo4stckI37Fivn18MPVnS5Wn2ywIm9jr0ybjR9cmBDoHdYV9n4vucSvJ5QdE1VcMwjyefPNfuwfxAeyg+UjcOkbb9Qsg338sOJ6/fWa38M5wQDHFLLY5RbWIUGWX6+9Vv1ekDiH79pB/ZFJkrFX8a68kujoo93bEgQ1nu5LeyE2VQCLFi2ip59+mrwYq9mIcfhSGHePWODexT2VrPiFFX6IWmGE9169/JTuWIFP1fLLZQEadO+ascFS5O+//6Zx48bRa6+9RlUQ1SC04xwhnpnZbgvR4JxzW/4dRhKNkPfe8wUv3HO4biQRg9BQqS2XR17IxDj688/dn8P7BDEikXQlGTB/7N3bd5tMFsyDsOiDMsaLzXvOOb57pMNrRhBqld9/J9pmG3/+tu669brys0r8KjjoIILR+xzjvaU77kj51mouiyW90QDphmNna+Kw3UUXUV+Y1RvfHw9Lqm7dqLiyUmUZPIGI7iKiqyFuGRPWx3QGSZZpDj74YMo56igqad2a3gtxHDkeUadl/6hHuUe0vZGRbr/99qPLv/iCWh9zjBKpVu26K61dWEhzIQ5Ygo4tfqEpn7zrrrS50YnkXHxxZJX9ViJqt8suSlTjYz7nvPOiMie26dZNBaE310Rg8zTdcN1b07ZtXMuvVq1aKQu05eym4GjAkXEyiA90/Z98wQWRYzwKk0BDCHkMkwvrdw/rczZTi2XgRsSuxH1pfA/lN6eJH1O4LKJPIUvf6NG+YMNsuKH/3zWhO+MM39rCDpyJzuooHBERDR0a/ZlpZYSJ4nWQZHEhXl0zG86FFxJtAKlPE9aay3R7RGOF1SMTlIljWsEVyObMM/3/sSwpunevfo46ePTR6rg69jFgosP3GCy/UG9wsYIw/BTykmoeecT/j2N2BSO1hSUMRPbf3z9GE2R/Y5GLv7dK20eefHKw+GVmj8R7iIHEDBvm/8e9Yk+23367WhCzxU24YyGoqSDEYDYsFg1WrFihxBXwwgsv0PHHHx95zeRQDnVq3YQ6Ncuj1VUePe9YIf7kk0/oiCOOiCmcRYFrO1k3XYhfbNmpQgW67JQNsEAFF5VUQPyVsBZvyOCaSjwzk7//pum9e9N+225Lhx98MK3CYhwn80C7YQriQo26Uy5Hxx1Xs2Z4kofMZ3g0RJCUBWNWuHoCjDvmz/dj5UkMNKGeEelnWjdRzxMG2RFrS/wCWNj97DP3ZxhzYnyMcWOyYLE3ley0cI3H+NMet7o44AC/f3MtBgtCbTF5sj+mgbAMAxzbUKOekVXiF2MO0SsdwkqUGyF/5nJR0pNQFoJyOAPg6tU1g8YbFkl2/KxK/VlhYSGFGTY3qSilrx86WT1yK0qpyBGHpQVPnvF/8WKq0pP68hjil6vLybMsYewJTo4hFuBZXk6OsvxaHcO6DMcZN+aXrnfleqp2VLN0sdw9uR4Rt6004HjiTb8qY+wH5TeviLDddS4LIi6RyWV1FUaMsieAtjjCEzdMyly+//HKEPQ9Lhv2t9qRN5TPWax9hhXbzPNvXwssrHLZw1hpBE0AXJZfru/bcdgg9HEdsPjoCnhv/s52X+TPgmK8cVns+ox3ToVGwYIFC1SsyngsX76cZsyYQZdddhl17NhRWXx9jThaWhAzaVKYR19fujN90T+PqKLUj4Op+4Fbb71VCWbPPvssvfTSS0oEmzp1KjVp0oR+i2WVhOt7Vmwb54ULF9I/yFRlgr4H7uNa/EIZ0D+gHC7mzp1La7Do8+STseOzBDBz5kyaNGmSvwIPS9EwwM0lxeQTOI+bbbYZXXbQQTRoyRLqjWz1uP0xocGDF3BMS9kPPvBdQrMJTLYOOij928V4CoscEHzgDg6xy5yowuoaIurmm/vBpWsLxNc58UTfAmvsWKKA6zYtmEI3LM2xkg4wocaxC0I9gvsZPPA8YWCIAGOF2gKLmMgkbHsrwPofi8xXXRV+LO0CC7c//JD871G2XXYJVwaMU2Gldr3to5QBMC5IVzB/oeEwb56/oLfvvr7VZFAysHpE1otfVZh8WpPpqGEyT2Bd4peeCLA4ksvil+fVEJlyjMH3cltc0eIXVrETXTPGPvMd8YSasiAGi5TFi8nTjWB5iJhfUeWOYzKba4tfOgj9aofoU56E+MWTrWTFL0yOygLEr3hl4O27ZJLlqYpfYYWuMJ1XPPGL6w4T43gm0Il02FxenKNkxa+w+4slfvH1z9tyxemyCZoMB8X8sr9v33M4RtviwxXzyxS28BvzWLiNCYrvxmWx6zOVQZaQERBf6+abbw5lDbVq1SoaPx52wzGAhQqsGRcvDhw8rrvuunSeYYkbxNChQ2nDDTekf7Ub1Pfff0+jYY2qvEd+ofLycvJ+/ZXKRozw9/fMM5S3++6qPeT2GMLQpZdeqoSzJyEuETysdqX7779fCXB3xAosjoQUzz7r/Kiqqkr1h4MGDVICUA1rV7hvaUtWFvrgEmizePFiWm+99eiA999Xr5e++64S/BLh3HPPpaG9e1M5rApMN3XN9ddfT2/DItMEllmoszjnHXWP8qN/5frDNXPDDTeo8/j777/T5ojTRET7EFEfGH8idhVc3CFm8L4YfAb3lfoIFg7mmPb2Gpw3iEC8MLhsmR/rxgbuO3Brigd+D2tcXKNwdeT6wGtYakAEw0IQLDM6dPDb61Tj6oQB8YGQbQ3XLVz5IWDC8vlSBJLIEKYlMOKeacv/iHWiBLgWGgpoXyD8w829toA7PdpnO2TJY4/5bYyjv0gIZBWGUJSsKyLEr3gZkU3grfDHH0TjxlHagfUpvFTQR/GCgxGqJ2XQjqMfgReJXsQT0gzGM+zZkgmeesq39MIiTbw5aj0h68WvSof4FYX+zHNZY+jPalh+OUQmkxV20HhtVVJaWpqw+JVjWV8xWH1Xn2PCvHJlxO0yluVXqP1ZdVVD/PI8p/iF3602xC8Md8tCWKxELL8cVCRh+RURnzAmjbPviGVewDlsksSNENPyy/2D+N+xO0hTPDHPFzqJeJPxsOXCdtIhfiVj+WVji0WpWH4FZXuMZ/kF7M7B5fZov+cSv+JZftn3RDoTDwhp4amnnqLLL7+cVrvuCwO0+RCKttlmG5VkJRAM6h56yF+dxeDRWnFe9dBDBJln2a+/KuFk4MCBSpjp2bMnrTSSgMDF/kU98Hz55Zdp/fXXp4nafb958+bKfXHU//5HOVtsQYXXXEPlyJh43HEqFuXWxuLBLbfcQhtvvHFENGOm6fhaEMU++ugj+uyzz2gZRAkTuNLbVl2aQw89VIUbwHZg/fXrr78qazJlLQNXccTT0tlcebsQ79Zee216+OGH6ZlnnqHtttuO2unQAh9+9RUtbNGCntx/fyX4kbXgZPLBBx8oazjFo4/SmRMmEGTGApyXjh3V23/++Sc9ol2nr776aroRMTFNIEjB5QwxAeGO7ACCKMoLERK88847NGXKFNpkk03oqquuUv3oht260RBsQ8egRN2/yjFgkG0MbgFob3DuuA1Bm4xHQN1mFBxzEO+8Q9S1a7S1n7kQAyEI4hYs2tZbr+bvEXYBK8I2mKjxPYO6QAxFCIlw45k5E0Fba7btcLdF/EwWg9B2OsTTtMcxQaw8WLkhBADu3XRlXuSJP2Kq4prACjquAbQXnBQC90KbNtW/wUTRFm0FIVvBNY+xrV4sqBXQbhxxhB9Xz7wXb7jBf6S6IImQHxjnwfI4UdDff/ttYuIXLG2wWACrtXSCGL2IO4hxAkKuoF1Cdkks4CAmbyqgDcUCHdzbsegH4QRhUbBIGMeyPOt4+WV/QQeLFrCYfuEFPyh8nPFlSmBsgb4ZdYtzh2skwQXEUOBc4VpI97WXYbJy1mVO/yvMSbwLHiQHZWZLQvxiy68m1kC8rKwsUPwyhZ6S/ELa/7i71KMy34i95BC/PJ4w68a4IkG3x3jY4lfOb7+pbJexxC8WtEqDJvlptvwKcntcnYLbY6klfqXF7dH9g9Qsv2zxKx7ptPwyP4+3jXiYx2H/hl/z8YWx/Arr9sjbCiN+2XUQ79iCLL+C7osgyy+h3tFs6VJlBQsLpCgWLKDj+vVTsbPWrFlD1629Ni289lo6AsJRrEDpWsBaoS3EKjEIgdVKbi49ec459OVNNxGm+tt8950SU7755ht69913lYi0viEGw0rqzTffpMMOO0y9hiAE8aht27aqPGCqHtCjD5v5zvuqnznpuLvo3/xC1Ufh8fPPP9Oxxx6rrKtMIA7trWNR7bbbbrTTTjvR9ttvr34TAfH2fv2VLthnH7r33nuNqlmgyqfELs0WW2xBe+yxB83Vcbt2ee01Ovzww5VwtHTp0kg/B0uq008/nY477jj6FgN/g8dWrKAi3cfiGF999VXVr9gunrfddpsS9VR7OnQo7fXXXzS5sJBmFxfTD//9p45t2LBhdNppp0XOKwTDKCAyIMEMBqhI6oGsg5bwhboDbO33yiuvUC/DagHxMl9AGaz2euaKFXTMMcf4cc5guQQrOGQ0NFfYkSEX7n7pdIFE2wfB7803fYHFBm50aLveQmRMB2xdBYsnXFvYHkRCbfGmtg1RiBOL8D6QNAUTJcD3Ec4jBFZMcLbd1r+W0O6akx18ZlrFmaDthBUW6v6aa/yyHHwwEa65RGJhQUCyrjMF7mEtJquJGa4nWL0hQycEMAhRqAe+H3AtYDv4PJmJzJ13+hYvEPUwwUQCIlhZoI5gfQlXS4i+SLSDCRRcqZAEBhYqaFOmT0/KJVgQ0klJeSXtf99X6oHnCQGBCO1AjPlERoAlE9ypIbzjft5nH1+ccAn1iYKxI9q3ZFwEEeQe/bKdCCseSIz1xRfuNj4Z0A6iTtDHo41BmwPrHlhood6wOIR9JtP+QETDIiDaYcTfRTuGBRUIYIhtCBdYxMhtCEk+sFCBNhuusFiEg4sqFiUR6xjJvSACwjr6r7+iF8FSAXUIt1kkK8P1ABEMgiUs9/73P0orSNiFPngHM6VcFuBlGWeffba3b/Xl4Q07+WTPu/DCyGs8tD7m/+Dmmz1v//29j954I+o7zIyNNvJuHjZMvTerRQtv3G23qee/6m2cd9553v/+97/I7xB9pH27dp530EHeQP2dzz//XG3r9ddf94Zst13ku8vOOy/y/L4uXbxFm2+unq8qKPK6XvKWeozq0csviFWukpISb/vtt/fKX35ZvT9jwABvNJF3nP7e1Px872kirz9eb7qpeu8LIm+XXXZRvx/ftq33d25uZHtcJ/vtt1/kOR7/PvWU+u3XRN75Rv08rf8jN9Vxxx3n9ezZ09uPyLuGyLvrrrv84x40yPueyLtHf3fK7rt7L3Xs6NffHXd4Bx54oFdZWel5xx7reW+/7Xn77BN1Dmbn5nq36OcPmueGyNujY0e1jzlz5nhPXnCBN37zzSN1XXbqqeo7efoYniXyftxhB+/zww7zWrRoETm2K/W2HtWvr7766sj28by7sb+1rP2bjwuN+howYIBfoTNn1jhnXlFR9G9xvHPnVn/uuP68IUM8b+LE6M/efdfzrrzSf77FFv73TjnF8374wfNOP929HX49frznnXVW9es77qh+vsMO1c+XLvW8997zn+P6feEF/14xt3vQQf7zP/6ofn+TTTzvmmuiy37//TXr7cQTo8t24IHVry+4wH0Mbdr4r3HN2Jjfxf+ddvKfb7NN9Lauvbb6+eGHe96KFf733nnH83r18rzBg/3PZs2K3u78+Z733Xd+/TKvvup555zjebin5szxvH33jf7N9Omeh+uBXz/6qP//lluiv3fkkf5r1DFe//yz//rQQz2vWbOaxyrULTjXRN5qIm/6XXd5cz780Kto0cIbMWSI92NxsfrsiCOO8C666KKoaw9t5Y8//uj99Oij3r833OANHDjQmzt3rvfPP/94Px9xhPrOYr7G8dB9zRFIFkzkleflqbZqeps23s9E3gddu3rt9Hfxnb59+6o2aNWqVd59993nHYr2cJttvOuJvCvy8yNt1B5E3kQib0WzZlF9TU5BkbfPPvtEvvfDDz94M2bMiOoP8DjppJO8Bx54IPK6devW3jHHHKOqZvz48d6aVau88ubNvaOJvB133FG9X1paWmM7/CgsLFR99i/6dbdu3dT/d99911tnnXUCf4fHpptu6l1F5D1hvLfTTjup/8cee6z6P2rUKG/p0qXe4MGD1euSyZMjdXz71ls7t3vVVVep/3vvvbcqP+oBx6ZYvNi/Z/k8VVSot3Ee77nnnphlNYaunrfttv7/PNhTk/fLqFGR77766qvepf36eecSeafutVekv4083nwzfdez2Sa6hnxffum//8ADfp+wZo3/Ptr9vn1rjK9qPNCG4bf8+tJL/d+b31l3Xb9dHziw5u8/+cTzzj23+vU334Q7Li43P15/vfr+Xb48+HdVVf73t97af/3ww34bj+PG++ut53nPPlu9XfTB6MsBxpt4r3376s/Rr/BzjNdiUVbmeZMmVb++4orq3+68c3S/HcRHH/nfOeoo///xx/v94Isvhqs3QUgzq0rLI/0MnifE9dd7HvrH2obbATxycvzx+913p2/7GE+b496wYN5ojkMT4eyz/XF7qixY4Hndu3ve+ecHf2fCBM/r1MnzbrghsW3/+KPntWjheZiPcV/j2jb6ZvQb6L94zBwPjNnRHnfu7I/DcY5rg3vv9bxnnvG8Dz7wzx/a427dPO+44zyvdWvPGznS8776yvP++88vE/rC2bP9+ZTZh6E+11nH83r39rwlS5IvD/rT/fbzvHLjXsR+X3vN85o08TxoGBjL8lwuWX76ye//0edmGVknfkVARw9xCqKANQnB4DIPA06Dj95/P3AA+Iee3JdutJF/gRJ5P5kCGjC23Q4Xjud5ubm50d+xvuutXl39HDf8r7+q5+aEZNVlV1b/5pFHam4LgziIXwMHqn1tbEyoo0Q+S/yqWaRo8Wv69Onq/6LnnlO/XR+/Nernf/z8pZfU7zfeeOPINu69996ImGQO/kNh7OPvgoLIb3cwhRnPU5M7vP/333+r19OmTVOvv8SA1zomc9/nn39+5L0b9fZ44hTZ/ymnqO3akxce1I4zyviS9R1MaM0JckzxK8axx/wMg1t+j8Wv6gN0b4dfcyfRpUv15+Z38b9p0/jnxxS/ZswILrf9W4i/rvfNDpnFLxbymFatgvdhHwNELPDLL/5rfd96113n/7/zTvd2PvusWuyytxsW3Kf4zcKF/vHyNl55xf/PgwF72xDg8Pq33xLbn1Cr/N6xo2r/+fw9rv8fjQGbft6jR48o8ZwfbYm8hUZfMWbMGLUIcL3xnXeJvP8wwdav7+7Rw1sBMXeDDbxPMDAh8u7Qn+k1V/X488ADvbsxqMnN9b4eNsz73fistLjYO6CoyNuUyFtA5H2Gfubii2uIX/369VPl2nrrrb0VK1Z4VVVVSjzq2rVrpI37RosPb731llr4efvtt9X7G2ywgfr/6KOPehN79PDOIVJiGrj11lsDRaGBrVursn5CpEQ17JO31b17d+/6669XIhSLWWQtNmBt+R0i75ZzzvH2339/5z6effZZtViE53MPPjhSL59cdpl38803e02bNq3RjhcXF6vfANRHVB8GQUZvo0oL6EcddVSN/Zr1NnToUPW/AmOPDTbwf7///r6Yds89Svjg7/LYgXSfPcRxLXkHHBAR3kIDAQgTAAgsEOf9gntefn71djHh2HNPX+gCEDbx/mGHRYtIeuHN23LL6t9iUI7/WAjg9wYN8rxvv/WfQ9DHwoe92Ljxxp73++81j3H99f39or/CuCqR9hFjKnNbmIAArncTnANMPAC+h+9wX3700dWvXeehbVt/UgMef9zz+vTxF4xc34WYFQvuI848038NoZB/i8XK3Xf3PD3mCTVpN/sf9Ksm//7rH7cg1Gfxa6+9PA8GBnUBj3HRr86bl95tY7EaY1pTgAgDBJExY5LbJ8a1GN9//72XNOhzNtzQPy+uhWgTjL9btozME+OCth0LB7HEfQb7fvBBvx9E24iFw1tvrW4D8Vi50u+nLr7Y80aP9s8lxiRnnOH3J3jcdJM/L4I4hXOC/g+L37wwngoQqLj/xAPGH0OHeh6MSrCowoudq1YFi4yYg+O8QR9AX/TYY37/jHMQVvQzgfEEBLcvvnB/jjrYdlu/r8F4E/1oskDcO+EELxvJSrfHGsHqHS51EXc7TV6M2FNFdgY3uIzEiFHEQZCbwUUhFqYLFsxgXW5UelsK1z71PnJCBHlX8cPiBJvjz/kY2O0RDgPmL5dYx2Bul+s23r7iYTqoqfLEOI/s7mhnr7Qxy8Q5NGsYU+fk1Lg+jB1G1UNVIm6P6Qr0F+T2aGZ+DILrx3alTKacfIyJHFeQ64cr4L3tpmLeC/Hg39oZIuPFKePfpWJiz+5M2Kd5XIhZEyt+TlDML6FeMfW44+hgw/VaR96hZw03uz+nTaM/zPsR2aOI6NKcHPIjWhHhnbuHD6fBY8fS8Ybb/TFNmtA6RgDx/j17UnNcl507U7fKStWnDSeiMU2a0K46MyLYcOxYOh/xoKqqaLu77lJZBBVdulBhSQmNLS2l9/ffn9aGKx7av1tvpZP3Rrh1nwceeIDmz5+v2rBx48Yplz+0l3A1RAD8kSNHUvv27am/jjW0zz77qKDxcFtEVkgOOA/3QTixdW/dWrkrPvrooypeF37LYB/sHn9oTo4qK2pgyy23VPv8/PPP6ZRTTqFrr72WrrzyShXfDHHGEGPtzjvvVG6lcA9kd/u9iOiSkSNpzJgxdMIJJ9Q4Z3/88Qd9ifgkSIj36qvEtdtx881VYP8rrrgi6vvIjnnQQQep3+D/LDvGiOF6/ZTOtMex1xDT7H/adQCZMhE4f/bs2XQRXEB8ZcvPUuhXhO9KibgbBQWRMQPihOK3yOo8Z84ccoaihRthmEDxJoiXBRcEuCHCrQRuhnDLM4NJ77+/776IGGRorzl5AdzqALt6sssJAjfDFREcd5zvJnTBBf7r4cP9GFy4ZvD+zjv7boLYB4LXA1z7uE/g2gf3PRPEusJ+jz7ad6Gx6j4mdpZsuHowcFtFogMEh0e54IK0zTZ+ueFms+66EVdk1Vci/k9QsGW4bHLyBhwTXC45y6TtIvXMM359Yn/IDGnDbQjcXOz+Em0A4t/A7TUW6HPg+omMdKg3zlJqu2ivv75fvkT6VUGoTbh9gktYXYAEFrjv0J7ruJBpA/cy2n+4SYcFrm9w4UY7mgxo19C+pRJ/CW0n2ka4eccL/QE3uqefJkKfDLf9WKAdxvfQZsHlLx7YN9pvuEaizYULPeKxof3DZ+hTELYAISBuu813IYSbH9z30WcjbiRc15F9EOcCSQz69vV/h7YRcdlSjbkF13u4q8O1EP0Izh/c/RH/EjFB0Seh7HZfxaA/hJs7zhv6GPQdSF6AEAXYBvqsMHWFuNG4jxBndK+9fNdUxE9zgW1+9x0RkgkhDitikOpYrwmBY8Oxw+0xC8le8UtPeoMC3tsiSV6MODssfnloBFn8irFrFo44Xkkg5j6xbaf4ZQgALpHB+s3yROI/hTiGHF1PKIV5ey61yuQSv1Il3y6Po354AmWLYImIXzUkypyc4ED8eXnJi1/pIihbYBjRJp3iF38vkWMN6kzMbaRT/OJt2UHyg66TdIhffIzYhlmXvE0zPpIJl1FiftVrDrzxRrr0oYdo5Y8/0p9bbUWbGJ+dpANPr21mZQIYXO23H523yy40R18HiHJ1yIwZhPyNXUpKCDLGr8OH078rV9ILr7xCa3RMj07oRzAp7tKFupSVEUJp405YsGYN9UI8JhMEu8fEGiIEgzgcmo6zZ9NtRKQjLdEAI2h4mzZtad68edSmTZuoxCHcbp599tlKzLIXNdDmIgEAgrm3bt2abr31Vvp22jTaOj+ffvjhBxW/C8IY4n99qmN7QdzBewhC72kxeJPHH6cBepLTuXNnJZodzZN3DfpUxOUaMmRIpK03e7p8xEjjWFMGd+t4axDuenbqRPMGDqSXu3altZElUCXMO1sF74dIxiA5ABg7diwt0gHMr7nmGpXAYJ4hdF57ySUqDhnHGMM+IAoiDhqyWkK8Q+y07htuSOOuu47yMRBFgHhHe4h4bYjpBpEPx96yZUtVJha/Ru6yC719443kIcg86gpiShhQfrP9RBuEwSnaGkwCjGskcs1iDMF1iQkTg0kGEgFgAI02C0IWJhYIUA8RDAN5DsAOkY0FLbyPQTxPgh591B/4QxxDbCzEj+EFAsS0wWfcHkMc5PhrEMTCYI+/br01ug6wf0xE8MB5h8B5zz3V9ysysAKcV4jXOo5eBEyWEOfm0EP9GG0muEcgcCJmF4L2f/SRPxHAdhDMGHWFDFh2YHwet3EfgdcQybAdTCTtBAxBoE4xsWPBGRMn7Pell/zXEIJx7UHgxL2OesEEx0ieIQh1DoQh3Eu4H+uCeAnTUgH9F+IuoW0Iywcf+PEDuZ1MBgj8iMmVbNxI9KXDhsWMk11jwQXtKoQXJPRxLf5Onuy3r2izb7op8TKhn4FIhDYcWXaxH8Qiw34hqqF9w+IKxDIGfRdiXUGQQvuPBDvcVmNRCX3VMcf4sTeTAW0s+k8sDm2xhX++7WsJdYjMn4mCfhuLG+gXEBgf/a+r7Ua94lxhzogECRD10O+zSBiPq6/26xWiZCIxMwHiliFunpGIKJvIevFLBbwPIX7Zg32n5Re2lYD41TRIza3eaQjxK47ll/VZ5PJPMW0pZ6jkMlVaItGSEOJXypZfttjhECzCil4JiV+xBLz6IH7FsvyK1yFlQvyqz5Zf3NHa1gK1IX7Z1wHvM57ll4hf9Rrc4wiK3n7rrak7BgcQkLQ11Dd6wr0+LiUMONhKA4Gw27alwunTaalhEQzJ4Red3RA5Bpuddpra/iGHHEJNpk+n8hEjqAsmrD/9pAYRuILmERJfbUScY7ESAdjNdgHCCiw/AFYIMclnfvmFBhxyCI3SlkennHJy5KPWrVqpvsvMHpkII0aMUJZj55xzDiGk/cD//lPlxbEABH3fcccdVb8IYadTp04qa6O3ejVBcmhmCnYhQXlX28GAHSxfvpx23nlnJVIN2HxzGnDMMXTYrFnUGgNc1Ty0VGXr3r27CuJ/4okn0uabb04dOnRQVm3mMQ4fPpzGaBEPbLL++ioDJYQ9CHywkAP2AkrOtGnUFyvBgCcvVj+Nfe+1116RhbNNdcB7Tws/L338Me17xRW0PUQQTIKMckRA2w6hBdfME0/4g09cY1jJ9gsW/X1MFLAt8Pjj/oAZWTGfe86fiEB4YjELExQIVbyaiwE4LABg6YRVc27D2EoCFkcmWHXG/jE2QtuIgT/fD5h4oO2DoAShBp/xtYj7CANwTCjCil88/sI9iqDZ6D9YLMb2WNyCBV2PHn4weYYt1QYO9LNZ4rggLKNsDOoEq/CwTHP197iesV2ca0xyEVAYmdHMRAxYYTdBUGe0FXxdoC/BecMEBhOyRLPMsciK1Xz0OxB0IV6iHOZYASJbz57+tdIQgkgLDQNYoGLS3lDHRLgPExG/YI0DQSEVINSjHUgmGyMWJNCvINh8IuD7aDsxlkE7zhmL0ZcgcQfGMLAIhlgUz2gkFkiEguNC/wTLKvRd3A8EZYlH2402FnMEbqux0AChEe0x+rVkMizjuM4+O9qqOt3g+GAJiMQJOD5k9ISQh34SWbdRr0hyAMtFWP5CDNRjnlDk5Pj1iUQPELPCzsGwuIPrWmfOzkayt8Uxswg6Bia2uBERexzwINa0/IohHYR3e4wugHtgE/Zi09+LfFsPnkxRLxkpin9jW37Z4pe5HxaiUhW/cpOw/OK6DwMfj0uiDLT8Cuv2mGoq5CBQLtPyK1Hxi8vHWU5jfSceyQh9YcQvJhXxi7/Lkwi744vn9pjK+TOP0TyueOIXtxewDBGyA6xm4oHVxt9+o1aYQM+fT99wW8wiB/5jUjtzJq3s0oUWLl5MsMmA5PD9WmvRqqlTab/vv6cNkNXKtECFOx4mrrBOGTqU9nj+eRr/5580aJNNqAoDkpUrKQ+CBQZouL4wwOHBI8QLDJTRZmAQghXOJUto++HDaXuktrYYtP0guv/++5MWvwBEG2RUvKyqCgG8qLvnqSyNcKmEkARWGYIP+kiUtknHjklZDKO9j7JxhlXRTjspgQpZlu/CqqjyXhlD67AQif3H6Js/+eSTyPN//vmHfvnlF3r//fdV+a677jr1evrSpXTGbrvR3V99Rcesuy59PGuWWhDbbLPNfOEKA1AIQLwftCsYEFYfuD8h0JZnQdxwww1q33tfeSXtdumlhPyDcDNFtk8l6mAyBDDAxSAVggtWd2ExB8EMA3leuYZbKuoH1wT6CWSYQrZCDIYhlnG5Nt7Y/y27CW60kW/dBSGHXXQwGbCtnUxg7YU+xu4bsKgASzOzjTT7LLSNEJQYfc8oUKYgVw0XsHqCEAnxlc891zdEORa/UHennOKLxJjswHoNk0MIejhu3jfachaTYk2mYoEJFotLmBRhkoY6wbZ22sl3m8Qxw0oB/QCEslQmgxA1sS0Ii6hHtAmYILG7DCwGALtZQ/xCGxLr3ApCbQGhBfdFQwXiF+7HOH1SpG1Eex/GzS0e6Du23tq3ANMhGUJx++2+eMWLIYmANhUWxmjfMf5AO4dMwegnsdgBC9pMzZuSAf0HXCSxaIHyoq1Enx2mD4K7P1zXdUiEjIJ+GVa7yPSL/gSvAcaSWNjhPixZmjb16wHHjX7/tddinyeERTjoID8TcSJCW33Dy1Z0wHEE5fUuvzwq6Oi+++7r3WBloFAZGc3ApAbISPgxsmMh6wiCxCLArh3MXv/ugAMO8K5DUG0PsfgerA6AHis4Nx4IbPfnn+o5ghBvdc5z6rHqg4+rv4eAsC66d/e+uPBCVR4cm/ru5pt7hxxyiJ/BUP/+p6ZNvacQaM8BspNddtll3gsvvOD16tVLZcfC9kp1EO72RN7mRv1sz8918FsEoEdwYg4ujP+fffaZSiyQbMD73w49VJUFv90OgVsRqNEKeK+yRXqILb5Qvf4OGfliBLz/+OOPvZYtW6r3jtT7gZ691VZbVe//tNPUdmsEvEfQ6bvv9ibo363q0MHbnyhSxi233FJlulQsWlTzWjKySXonnVTz2FEGx/WnwPeRqWWPPfxAtQCZBJFFy4QDvCPIIIJ0MsjMgvdxjQFkSEGgSHDaadXZYxAIeMSI+OcHcMYzBALFfwRNjhc8VN8bNbZpZvMZPrz62uratfp94/zXAEGRcZ/z9vr395//9Vf1b/D7r7+OfS8hw4q5D9Q7MjomAoIfr722//zJJ6sTHSBbHAI3I7Mpl9PcV0mJ/1qCEGcfCK5aUeFNmTLFm2T2NwDBvRH4VGdLvWrwYATT9JbgekAWR2SnDQkHUC8rK/PKECTdzEyaBAg+vNWID9Qj4UDEcajq0MFbtv/+kTbaxeLFi72niLxpyPibBLfddpt3LmfTQ2ZJDhSucfY9yOKXbMBgz1NtPDJUmpkbPxw61Pvm9de9CmRh5PaQsxoCzvSK7FRIwhMSBP///vvv1fnmcz9hwgQVoF9lPUQAXYDxDAeaR4BfMwg9Av1y1iidIEc9zEzDY8dG9eeRoO+4xpCYh8F1jD4mnSAjFJcJ7aPJ1Kl+lt100KFD9X44szSC09vnygTJAfD5x3ocBpAJGe9hPJgo2A6XAdnK+LnOUK2uTfTrSJ6BZDZ476GHvLSBoMm4FnFPIrMkJ4DhYP61lf1MaFQk3c+gbcccriGDrH+YZ8UDbTS+m657FFl6kW0y7PawfwToxxg5FdD2YN/IFPzhh169B33msGF++2glynPCgfXNrL21CYLjT5uW/u0uWeL3z665qwn6NSS2yfK+JHvFLxNOF33WWYGT508//TRQ/HKJam8EiF+hCPquziqpsjngPzJVhASiFcoD0Ur9Fpkg7H1iUJUoOm32Ovn5/vFedZV6jaxhapuY2Fk899xz6rsrdfkv1MJcsnUTEb+aN68hfpmTKLz+FlmljN+59msLW1MxwDb3r4UgfIb92Pyiy/j6668HHxcaCnyGgb0Jn9sgeJKSbpAhyhS/ksU8P0OG+M9528lOivBbCGkMMrO46oCz6YXZXr9+Xr0B1xfKhPTMJom0GUJ2gdTVdppoiAizZ0cy6ipRCIsRCQySkJnw8MMP919MnuwL4olmi6otIKDobI8xwUApTHanICAWQ4jA4oLZjrj6AJ7scybDJEB/EZUBGA+0WRDJOfsf/u+8s5+9DxmokHEaolei2RkNOKPyggUL/IUpLZ4qwQ/XAQR39PEY72BhAynV8TkW9jC24PYH2Rbx/rJl1RvnbNc8GYFo72qzMgGuf65HiIOZAtdJz57+frCIxHWDRa2gySf6NtQlZ/81Jzjxsi66GDeuWnQ75JDoMactzPFj1Cgvo/B+GrrIIGQXEFkKC/0FzIYMhG+IK/HAAvFll6Vvv2jTsCCAtizMd5EZ8fnnvUYL5rMFBbHnOcgYvNZa/gJDQ2T8eL8OYKxjg8V7jMPQl8D4I8vJXrfHBANzx3J7jCJEzK+kUWN1wyUrATcQdveLxL5KMeaXTTnXj46dZLs9uuCyJOKKGITaRgxTy0TcHm13zETLF8qZM+hai+cKmqngmpmIQZZMzK9420rXMSQanDGT8LHVJ5NuIbMg1oMN3JfWWy/i2qhcpI14UmFAZsIIcE/T8aXqJTB5DxM/CPGGUnHtggsGzP3htmbFUEJcsShXUo65lUhIAosePXqobI7KNR4BcwGySeE14iYhBgeA+6ThQqmCzKbQBmC/U6ZMUQkJwLlXXEEP4Qm7VsAtATFUkNUJx8mxuuDeYh4v4nQhnpbptsdxUfg/AqQj7olZd5mC4yvCtQRB2jMF6gLBlx96yI/Thz5ihx2iz5EN3CWRTcwGrjDJwHWOIPaIZwT228+PzYdMXgiwDHcgBi5JmQ72DVdIuHMivpkg1Bfgig23bTtuYEN0fYyXyALzObQRdozAVPtnxKVCRj+0i0F9MFzB4U6/997VbtKNEfShCJgPl1FXn8D9Atx0Tdf9hkSfPn6fiXEowiYgHAD6DfSpiEuJsB/33+/HXstyGpb4FWOCnaj4VZEJkcIWv5IYKEdiTqWaojVI/NKDtzDiF5clbeJXDPEjbMD7dMQiC/XroPLUlfiVie3aonIq+3AFvE9F/ErDNZc2uNwNNWirkBDIFngt4iE0dBD3CXEoEEOMM/W5QF8VLzlMGBDUHUFqETR3331VzI5p06ZV9w2cQQ8T/RRFHWRzVOC4MNB7+20/jToGvhC/EBgegdC5z0TsJoiVKfDYY4+pGGSFhYV0wAEHUIEt4CE2FwLf9u7tD9DR7rDYZ4IsorY4C4EMAYk58xReI8B6bYD4UhDbkP0wmcxXiYAYZ4iNhrrBYL22gcCHGCw77+wLpThXmHwiJhdfnxxvC8GJIWBmGmTzEoT6BhJpIMh2QwdtAUQlxFPizLg2iPHI7WQ6QWxIBEPHw1xYM8fRWOBBfNExY9K772wEdYS4iFhos4P+4xwhAQ3imGVqHlcfuO46f6EN/TWDaxMJYZCxuYHMcxrGUaTT8ksHG9fDlPSiJ+wllEvHD7mZ6PEfaNRJ/ai4IC+0oBPT8isFQSBSOy1bqmOPSGuOOuWyxMqgmRQhxK9khLYav4nTcCVk+dWQG8FMWX6lQ/yqT5ZfmU6CIGQVsFJtnUqq8jRSUl5Jxz/hB2IP29eEBpkKcS9DGEKwWxfIzogBI4L+pgpWpgGChsMSa/jw6IzLCMQKEIw+KKFJohx7rP8fq6GYuCBYOix5EDScxS8MlA8+OOV9tm/fXj3AWKw8I6sjrJaQrREWUxh4YkCKbH6J9r1Y9a+r1WoIiL/+Wjv7wvVYl30yBEsEIQbIxIVMdgAC6qJF/nNcJ8uWJRdQXxDqIQn3M3Pn+sHukwzWPXHiRFq4cCENGjQoqUQqtQoWbbbc0s+OBzEqqJ8cMCD9+0Y/ceedviUs2iIsepjAogciJLIH2hnTGyMIzo/svxhrYDELSVEA+lyMYbCoqbN3N1gGDvTHNxjDIokSguEjsYp97WQ5GfCVqgNCZKVL2O0xg5ZfVbl59P16m9H3MxdTVUgxp4bbY6xsfsmUiV+3aEFGou5Qll/pKUZsyy+X22NxvMyH5rYTICcVC7K6svyqDfErlbKHuVayVfwSt0ehnoL+Bf1MIn1NaOBmBveum24K/g7SccO1BYJROtznkBUTQBCCJRbz4YdEe+3lD0zTJXyZQKiAlRVWQDEwxmAQx4RMexD+MrFP9HlYkUemQmTrQ1ZDtHuJZO8S6g+cQQ2WeZhoZtNYQBDS2c9AcMGCQgJCAsbxM2fOpBtvvJE23XRT2mmnnZRr+hlnnEHTp0+v3+cHfQRcEF3Mm+eHN8CiTiZABlxYnsEilq1PweTJRBdcQPTGG+m3OMtmYN0N6ycsaGF8A+EQwtf557strRtqX5WT41syY8GvgQlfDUf84kEE0sEHsN5664Xblh7Edl5//erU6WCLLXzz1XQMfjbqnvQmlOCEssCPPI3sudde1BNm+p0708KiItodNzyIUW8sDm2dyI0RUI+DMaCHK4v2Jd4Eq6YOoW1dI7XqoYceSmsHmREbtLX9k43rpBfSkVt8iM48J4fWR0r5IHi1Sa/UR0AdxoJXgtMNW0C0apXadjAg4RgkIUTl0PTvX/086HpJZD+p3ou14faI6yxM2mRByFaQvvy334I/hzgEASxdq/NDh/ouf3Az5HhcAC4K6KsggtUGSDeOSYNY7wiJ9BMQBmx3GkFoTOAeeOklX8wPyb///ksDBgxQ8R3vvPNOevPNN+m+++6jkSNH0uLFi2nzzTenq6++WrmN10vQV8FdHm7rNo884o+70zyniwJxIBEvEu7ws2cTff+9HwcMog72LURz0UX+4hoWKTBfmTCB6O67pZYaEPXcXjRB8QvB6ALcLyCmeJWVlBPPNQmf5+TQbnvvTX/DT5rBxZ/qyjmEGmyjrILolb8T+mmUqyEaMdeqYTLl09sZM3YseRD+cnJo4zVr6H28j+059sNl4f9HH320eoQC9Vij2Lrc+P/EE+opVnVMiy3sy7bgevrppxO39jLeD/rOudqqaDPHPiOgrlyfwXQ51nmACTIemXC3SIdlB8yv0+32aJcLE2ZXWcO6DeL81MdVc1u8G+e7AQhCgwVxqGIJW0uXVi/6pAtecEAbgEDCcA+ESxmeI4i7IAhCQwXjn/nz/eDTRPT+++/TDjvsQF9++aUShJA4A2738+fPV94RN9xwA/33339qEfipp55SMSlnz56tFrh79+5NFRUVSlBSCT5qg/ffJ5oyJdhV3uC1116jjz/+mO6//34lcC1ZsqRGSIGzzz6bPvnkEzrssMNozJgxNG7cOGqWQsKTjLl+I77fvfdGL4jCYg1WX6NGZXb/iGOFekd/DTd9AEumWFbbjRmM5TFPwUNokDQs8ct+bn8trGUJOgFXR1BfJtyZKEdubrWbXxzRI9WA8oEkuN1MlSNjx5etZCKTZCr7qW/nh10wa6ueBKG+gElGebn/cPWZCPSd7vhn223nW1xh37fe6luBgRBWwIIgCFkL2lm4QT/9NK1cd11qsmABtfc8uouIsJy+XqtW9OJnn9FfK1ZQu3btaNGiRXS3tljBuHajjTaiVatWKYEMXg8TJkygTz/9lB555BHq168f7bfffnTMMcdEeVikHQgusAY2s546QJmQ/bh79+5KtDv44IOpRYCl7c4770yzZs2i7bffno477jh68cUXaz0W2MqVK5WFGkLsjB49mmbMmEFbbrmlKj+s095/+2169rff6MmBA+nXfv3opw8+oM8nTaLKDh0ob6+9lEA5depU6tq1qxL4msdKIpMM3bv7MSRxDcGiadtt1VgagiLC6bSUmF9CI6JhiF/pnnQGiV8NmQTqUMShRnpNZFp0ylbxSMQvobHCK+zI6Gi7XMM6obQ0/ZZfyBiIAL1wlYcFKVzXEb8kzmRKEAQhaykpUUkvSubMoZsRjHvWLDq0Z09qs8ceNPTLL2mtX36hnGXL6L599qGFI0dS+27dqKysjN577z3aZpttlBAGDxg7c/qyZctU1txffvmFrr/+enrmmWeUKJaL7LCwEjrwQN9lD9nuvv46tUUGZAbGNp59NubXIBZB+HruuedoL8RyDAGEMQhm2267LV122WV0++23UyaprKxUdYr6gsAISzvMjTi+NLxXIIB98cUX6vX2gwbRpwMH0hHffkutJk2im1evpu+aNqU9V62iHQ85hN6AG70BzsUpp5wSHX4nHfGsNPBqeejBB+nMM8+kBx98kE4//fT07UcQ6jkNQ/xK96Q8W8WvVNze6ps1jVD32NeEiF+x7zu5h4TGKn4h+7AtfiGuC7Inp1v8AtgXXCoBXOUnTmwwKbgFQWgErF5NCxYtohUlJbT2WmtRS1jIYgyBrLUIbbLbblRVUUFTHnmEmpaXU6ebbqJlRUW0yX//0ZGnnKLcGWtY6yxYoMSq9gjWPWECFR5zDO2PGE/nn08d8Z6DVq1aUd++fdUDVl97b7ghTenShXotXkw5iAuFTK2YD6G9RcZYuO7df7/f5iOL4WmnEZWVhztmxJxCcHUE0tZANILVFKzRkMERbplww9xzzz1DC18MrNemTJmi4hBD+LvuuuvSknkZQtHbb7+tHgg9A7dRPAewMINV2hVXXKGs6RYsWEBt2rSJWG4tX76cli5dSl26dPENBz76iA5G8Pk2baj/7bfTW/Pm0U033UQXXHCBEux+//13mjt3rgolAzdOvLfLLruk1ehgzZo1NHz4cHrhhRfUcezNmZQFoZHQMEaLWSh+NUlnyvl0IBN3IeiaSHeWuCDCxvyqb4jll1CPyWhfg3sWWRgxEWLwHBYD99zjT5YycV9zljAEwIf7hplQQxAEoZ7z1Qkn0NYvv0xNEBKKiH7Oz6cZRHQIYhgS0X8HHEAVb71Fm+jM7oggugsR3fbAAyrDoRNYCb31lp9ZEOOSJk18senYY4k+/dQP3o04RmizsWiAGFDbb08E66Qvv6TiGTPo47//ptk5OfTIiSfSabD+YmbN8sUuxI8CiK/41FN+NriCImpy9nP++1v1IRp6MtE77xB98AHRtGm+y92YMeS9/Tb98PDDNOPFF1WssW+//ZYeeOABFW9sxIgRSqxiN8cjEcM5CZC465JLLlEB8EeNGkVXXnklnXrqqUrkSwa4MsKVErHVdt11V+USutVWW9Hhhx+u4qZBgGzKCacIul61sAfweZRIicD2RnD7Qd260TuoK80WW2yhHtgvrLIOOuggZQG3//77Uzr47bfflLAIMQ1Wa4kKjILQEGh84hey8c2cWafiV9PCfJp8/Z4J/aa9nVXQRbxMgy6SWJXvgHTvQsMHKdkBW1SkOwaBDQZp9T1ltQsMMAGsXAShHpFMX5MwaB+Q1ZF5+WU/hTpIp8uGCdoiuFTKPScIQhay8ciRtPrII6m4qIgW5ORQ7qWX0iG//Ubv9e9PL/3+Oz3x+uv0RatWtPDll6nN2mvTRp0706LmzeMHpsfCwC23+A9myBBfEHv1VaITT/THLMXF/sImXBHxG7iTt25NOc8/Tys33ZQu6NePfisuVkH0Fch+DgtbuEBytu3Fi1VW66ZHH02Tj+xF9MsvRF1O9PsAtrjq0YPKmjenwpUr6aGNNqIzDzmEOnXqpNz5Jk+erFzuEK8LrorDhg1TVl+pctVVV6ntIWD+hRdeqCyrTjvtNBX0H8LPZhhrhrD2uuuuu+iiiy5SscQgRoWah6WJoqIievzxx2nQoEFKaIMYeM455yirtmRBfcMdc+jQoXTjjTdKCBuh0ZLjBaazyyJuu43okkvCWaggOC5WUmKZwqKRRwrYCy+sVxYzf/31F3XWGV5qsHChHwQYHVqizJ0bZYYc7idza6xwCA0M3CdIHd2xIy6+SHahjLFmjW81wlYd2URt1I8g1EcwIdhzT6JnnvFfjxhB9N13RO++61sXYLIlCIIgxGbGDLXoiJnDxO++o7W6dUtvzCeM6ZBx/YUXiC67zLcAw9gFFmBWzFUIJQMGDKBzzz1XWWUlAqaVH374IR01ZAht0rQprf/XXwTbp38POIDOv/hi2g5JSyx+/vlnFewdAlU6QQyusWPHKvfB79Av6WD6sAaDSyLK6rIKu/baa9Vxn3jiifToo48qd8e6Apk8Yf0FizgIYLfddltM4aqkpESJZ/gOju/ee+9VVnbjx49X5xQWcRK7WWjMNAzxC4ENkT0kXYeCjgDi17nnZoe7mCAIgiDUBXDZ2Gcfoj//JPr9dyLElsHECgF0kTUsW92ZBUEQGjETJ05UVk+wEgp0tTRAxkKINOeffz4VFhbSySefrCy5IByVl5enP4NhEkHqEeMK8bQ23HBDFeQfscYghu24447qOxDEDj30UPrkk0/op59+os3h3llPmD59uor/BddLxDIrLi6mwYMH09prr62O59Zbb6Xvv/9eGUoAxPJCTDUkMGjSpIkKog8xM671oCA0cBqG22OWZXssKa+kM54dr54/eMzWVFzf4n8JgiAIWU+t9DWIGQLrhClTiOCyggnOHnuIJaQgCEIW07t3bxUXat9991XC1bGIHRbQzxzz4GfKemvl+3crF0O4HcKSi4ElUl2DTJeInQWxC/HFYAE1evRo2mOPPdRj0qRJ9Oeff6rv4f36JHwBCFzffPMNvfjii0rkQpZOHAvKDXCerrnmGhU3DcLYyy+/rEQ8CWovCA3R8uuuu3wXxXQdyhZb+JZfp5ySEcuv1WUVtMnV76vnk0bsoeKyCIIgCEI6qbW+Bm6PPXoQjRxJNH68Hz9GEARByHree+89FRgdWQ3vvvtuWm+99dT7f//9txJXRj03mqZt7luG/XLVztSqmY6DmiXArfD555+nFi1aUMeOHZXI165dO8oWkL0RGSVhESYIQnwahuqShdkeBUEQBKFB0KmTL3wh6cpWW9V1aQRBEIQ0gSDxsDRCHKy+ffsq17n777+fFi5cSN26daP9Dz6UpunvZqNLHVw78chW4NKIhyAI4ai7CH7pJN1+5DDPlSxSgiAIghCfYcP8/8gClu7FKEEQBKFO6devH7355psqnteVV15Ju+66q4otBde7RAPiC4Ig1CUNw/IL2aR69Urf9rCC3b17ahlbZAIgCIIgNAZ69yZ6/XU/ZIAgCILQ4EAsLMTy2mmnnahXr17OLImCIAj1nYYhfuXnEw0alL7tpRqvpFu3dJVEEARBEOo/++9f1yUQBEEQMkz//v2ljgVByFoahtujIAiCIAiCIAiCIAiCIDgQ8UsQBEEQBEEQBEEQBEFosOR4nufVdSEEQRAEQRAEQRAEQRAEIROI5ZcgCIIgCIIgCIIgCILQYBHxSxAEQRAEQRAEQRAEQWiwiPglCIIgCIIgCIIgCIIgNFhE/BIEQRAEQRAEQRAEQRAaLCJ+CYIgCIIgCIIgCIIgCA0WEb8EQRAEQRAEQRAEQRCEBouIX4IgCIIgCIIgCIIgCEKDRcQvQRAEQRAEQRAEQRAEocEi4pcgCIIgCIIgCIIgCILQYBHxSxAEQRAEQRAEQRAEQWiwiPglCIIgCIIgCIIgCIIgNFhE/BIEQRAEQRAEQRAEQRAaLCJ+CYIgCIIgCIIgCIIgCA0WEb8EQRAEQRAEQRAEQRCEBouIX4IgCIIgCIIgCIIgCEKDRcQvQRAEQRAEQRAEQRAEocEi4lcdUFJeSWc+N1498FwQBEEQpK8RBEEQsgmZ0wiCkE3keJ7n1XUhBEEQBEEQBEEQBEEQBCETiOWXIAiCIAiCIAiCIAiC0GAR8auxAUM/MfYTBEEQBEFIH6WlUpuCIAiCUI8R8asOWF1WQetf+rZ64HmtAdErN5fogQdqb5+CIAhC4+prBKGx8eijRMXFRBVynwmNi3rTz5x+OtHUqdWvc3KIJkyou/IIglAvEfGrMa5KTptW1yURBEEQBEFoGMyd6/+vlCRGglAnPPywL0Kb/PGHnAxBEKIQ8asxsXy5/79587ouiSAIglCfmT+faNKkui6FIGQHHE6iqqquSyIIjZszziD66y//uYjRgiBY5NtvCI1A/IIpsCAIgiAEccQRRF99JTEiBSERJKaqINQtDz1E1Lmz/1zEL0EQLMTyqzGxbJn/v6ysrksiCIIg1GdmzqzrEghC9iGWX4JQ+9ix9lau9P+L+CUIgoWIX42JBQv8/yJ+CYIgCPURTFoOP5xoxoy6LokgJI5YfglC7bNqlf+/pCT6dSbF6CefFE8aQchCRPxqTJx0kv9fxC9BEAQhFnXlHo9YYy+/TDRxov96yRKia6+tnswIQn1GLL8EofZhS6/77/f/c3+RyeyrH3+cuW0LgpAxRPyqA3Jzcminnu3VA89rjf79/f9TphC9+mrt7VcQBKEx8t9/RDfeWJ1pt6H2NR99RHTffekVD/j/zz8TXXedBN8XsgMRv4RGRp3NaUwmTIh+PWeO/3/NmsztU6w8BSErEfGrDiguyKMnT+ynHnheq6yzDtGnnxIdckjt7lcQBKGx8cMPRFdeWWcufLXW15x/PtE556RnWxyjhUUEXrnnlf3aAPu+6abqjGFYMPrnH6p3YQxOOMG3jEsHEGhxrda348w2ZEIsNDLqdE5j9rVbbBG9IANWr878vf7115nbhyAIaUfEr8ZEeTlR8+Z1XQpBEISs4J133qHjjjsueUFo773jWoPsvvvudCOsw5LghhtuoHHjxlG96FvShW35ZYtfcGfBAk6mLfauuILo/feJFi4k6tWL6IILqF4BQW7UqPQJq0hwgOvwxx/Ts73Gilh+CULtg3Au225b8/3aEL8GDfLbY0EQsgIRvxpb5yDilyAIQiieffZZeuaZZ5KrrXfeCTUh/vDDD9V+kuGqq66iu+++m+qcdLq62OIXW4Kx+IV4YDvv7ItSmYL3jcnNww/7z4uKqF5hW8ilCouMkh0tNcTyS2hkPPfcc7R8+fK6X4ApLq75fm25PaZzAUgQhIwi4lcdsLqsgnpd9Z564Hmtil+uzkEQBEFID6+/TnTaadGiRByBIicF8ciLMdlOS18D8c9VfuwX1kL4nwnxC5OJt96qXrl/7DF/fxw/bdkyyhgsAOHYOEGMUQc777wzjR49muoUU6BLp/gllkvhGTbMz0xqngepP6GRceyJJ1Ofmz6r/TkNQPsM4Q3/CwvrxvJLyE6woJausAFCViHiVx2xprxSPWoVTCbM1fI6CsIsCILQYHnwQaJHHklY/Np3333piSeeSKv4lVJfw4IW3D45eLDJ1KlEG2xA9O23lFZ3Q7gagl9+Idpvv+rtf/KJn8mLU9ln0tLAtD5jUcjIGvbpp5/Sm2++6U9+MmmBVh8tvzCZ/P13qjfAHRXx2eoCWF3CEtFEJsRCI6SC8mp/TgOOOYaoVStf/CooCBS/fkbilJD96bnnnkulYeZH5r1eV4H+heTZYQeitm2JJk8m6ttXajJVcA98+CFlAyJ+NSbQObAJ8LrrRrvlCIIgCAkJSzExRYQQAsXbb79NL774Yv08A6508Sw+YXKRm6ahxD33EF12mf+cJx/myj0GVyx+rVhBGYPPHY7bIX5FgPDRoUNmrdDCuoemerzz54fb3siRRJtt5q6PugDXDOKz1RcSPR9YlPzf/8QCQUgrH3/8Md2PxYKGDse8xH1kW35ddJHqP55//nnq06cPzZo1K+7mysrKaOTIkTRx4sT4+xahO7thQRQW5hLrMj1kST02HPHrxBOJZs+u61LUL6GLJwnme7fcQvTllwgWQzR8eP0ZwAqCIDQkErD8Sof7Y0Zx9ROmO2C6ym3GZ+F9QgTDYs322/vB7mvT8guiUID4pYRRLkMm48rUhuXX7bcTHXBAuO2x6Fjfxg4oz5gxNcc9tU2iE+I///STY6TTglJo9Bx99NF09tlnN/x64PbK5fa49tqqbUZdgFDWXGEWviZNIvrjj+h7vbbdnb/7jqh379rdZ0ODxy31ddyVjeRkR102HPHrqaf8mCCCz4ABNTOfYGVknXX8zCSnnko0bx7R9On1ssYwCXyf3V8EQRCyjQQsv1j0yqT49ce0P2iTTTahRYsWJf5jlysci18x3OTmzZtH//zzDyUFBxCGmLHxxkR77OHH6GChKZOLXWamSTwQK9MlfvHkpy6CxKfT8outvsIcS15e/RS/4Lpy6KFE33yTvBXAe++lXo5Ez4cZX04QMgXcyH/9Ne7X3njjDVpWF5asyTB3rv8gosVjxtA82wW9TZuEY36FsvaG6NSzZ+0HvJ8wIXqOBxGuIYK65AQ3DQ1cM6efXjcLZrXB+9kxb2844hf466/M7wOxLvQqQr3mp5/8jg432t9/11wZyc8n2nRT39yznvLCCy/UdREEQRAiTJ8+nb4Na6GRoNtjppkxcwZNnjyZFixYkPiPXYIIr6LjswDRbuONN6YdEFcjGVhcgfiF/qpZs2jLryQzZCZ0vGz5ZYhfVfpcqkmSKZJls+VXIlaK7OJa37KbsRib7Lk46iiivfZK7re4/tkiLlERSxINCDZff020++7prZcttyTaYgv6E5aGMTjggAPohhtuyI5zwskmiKjt6tX09fffR3+OPsMQv8IsLnH7Hhfc56aYmOk+AGXfaqvGEav5+OOJWrRomJZfuL6QQRpidEPks88oG2gY4hcPNmoj1e6nnxI9/3y1oJQNnWjHjkTwdbcDQh54INEXX1B9Zba4sQqCUA/g1eBjjjmGtttuu3A/SiLbo2twjkC9w4YNSy3+mBqb+2JJZVgrJbMsGNjDzcKcXDjcHu8bOZIuueSSyFdWrlxJ06ZNC19Ic5+m5ResjZo391eD8XqjjfzPkHExE7ErY1h+cf2p8xE2SHx9t/wyt5Gtll+xYrOFTbaQCpw1LFnLL/t3EHrFGqxxMmpUxgJHb8RtZzoEoFpiyJAhdOyxx9b8wGqr8uxyQ/xK0IIoanEDQiHuwyBMITGD7eFlHAfTL1iN8YF5vuDa2apVK1oVq9z1nfHjM78Pc/Eq3eIX9IGgmHHp7LeFRi5+8SCZB2UBoDGbiVTpAWBF5JVXXom9ryZN/P9Ll1Ky5Obk0Lbd2qoHnmcUDvCI47YDQrZrV6PzuPHGG+mUU06h+sCaNWtoyZIltLw2RE1BEIQA1ODylltovRkz4rZZf7IreRKWX7m5udS6dWt6EBkjNQiCf/fdd0eJVn/99Rftuuuu6nksUczsayoryhMTv0zwG7hZ7L232+1R92OXXXwx3XbbbYlvn6BhvUOzzAUPM+YXW34h6yTEr/btfUsbWOvA1S0d9OsHc2O/zxwxwm359dhjVKUDLEeJX+mc+MBtz84g6EIsv9zjwGTPRapCE1uYpEv8gtjbuTPR9denVi4h+6gvcXPMNi7O99bNW5mxOQ28QJ51WfqiXzAoMd01IUAg5leCls7cn6r/EArhohaGAEvY3377jbbZZhtKmooKugWxmhmr/967Tx96/rnnIq+XLl2q5kx/J2OgAWMIhBCqLXCtfP55zfdTTaDz779ExiKcE2SPNsuRCl99RTR0aLRFIjyraiNLs9CIxS/2nY0jfn3//fe0wQYbqGweDMSVL7T10x133EGHHXYYVcRq7FlNT9CP3KS4II9ePG2AeuB5RuEU4B995DcIpviVl0erLN/+J598kh5//PHE9vH22xlZpfruu++obdu2tAdivSQBYhdgkigIgpAMbImlxK/LLqML4sRCwQJKxK0kScsvxFv54Ycfanxm9kvYB7J5JdLXtJ45nTA8z0U/kCgQnezjcMT8yktBQNhnn33oZXPxybb86t6daMoU3yqCxS+QrtgZqHPEfHrzTV8Ec1l+nXoq5SNZTEjLL6zKx11Qs8Hik+HOE0g6V5DN8xZPHOWJQn21/ErWCi/VeuTrMN49gOsB13CYmF+IxXb11amVS8jnR/APAAEAAElEQVQ+0pU9NyRYEDGDwXeCcIL2F9mHTW8RB2gHvYoyOqDFzNqZ05hYZZuJ/oFBfONOndS8pyAJt8fIopItnh1xhPuHAe3h2LFjaXyylkxoGwoKqKv9ngEkrrZIYpYOsJCE5HGpAIunGEYmNXDFLUtVjIIYGG8RzkyMkur+7riD6NFHa16XZizNsDEeUZYw1uyJWDRiUTFEvL/Idu3YeQ2Qhit+QZyCfzQucFPJV2G7fo98DavnO+64o3q+DhpLpW/FMBflz7LFpBRBYBEM8sknazTQ/yxaRN9+9ZWyVmDaY1KRKPvu68cnQKA7NAJpZq4OaBkIzrG1KoTYPIhd4FwtEgRBCMEOM2bQD8aAON6wPsqqKoTlV9Qqs/HfHKS7xC/zeeCAHiuRd90VeVn077+EdfK8EOLXwoUL1cJQ1AIHWzzDYhj758kSjk1P1vLT6aZlW3717Vud1GazzarFr3RiZwp0xPzytOinzhWf44CJz+mnn64W1GzOP/98ujpI1AibrTDVFWT8Hhk0EaPDtFqItz3+PGzML3wf4w/zesoE8azwYLUJC4pMuRKGtfw680yiE07IXMwvCKecuVPITlKcjP/7778JJRqBt0cx2jjNsNGjafnNN0fmD7H4L1V34VSwLL+KkNgFiVb4DVh+5ebSOgkEs68hftm89JL7fUN4w2/jxVYLhW4bNjTfwzmxro+mjkW5MEIfDEHwvYiVWCzRFYs+YRZyYPGE/jkVuBxXXkm0//7V7yNO1tSpicVic4HYjmZyE66rZPsGu67XW6867FAyCU6QfCUW+DxeTDRz+wMHqnh/EXbdNThh0D77EHXoQCmRiPhZRzQs8cs82bB0QmYMZLaCCHbiiUrkOZWIupx0El1xxRXUqVMnlY3KnlAoyzA8d93oeoCzOFWLossvj3+BJ0iUmSuynGgWtGtH//FnZmrc/Hw1mTM7r6ZNmybu89+qlf9/v/2Ihg8P/h5ijyWRznt/s/Fz8e67RIgHoMuM89cdVgL1MHaBIAjZw2YLFtA2RjsS6TDR15xzjm8tFCR+hbD84u/zf5fVsUv8MvcTOEjHSiQmMPw9Fm1CWEr98ssvtNwUl7DYwxONxYt9K2K9vd8xINVlzE2wvcXi0+uvv15dRuOz/3jyhvLywtbJJ/t1j9XpTIhfdjBhR8wvLmMYt8cgl/3//e9/dH2QO5sxCY0J13WyA3as8MJdA26c5nHHs5xKNMg/xlgnnZSxGEY1RMOgcsGaD7Fzgqz249Uj6gXWlkGiH2833nYwDgJsreESMZMZt2C/sJKHy+wbb0R/duedfnY6ITswJ9M4ry++SBddeCGdh4WHgMWLQw45hO65556oBePCAAsRu8/4xpEh9bZrrvFdzbkMNTeiyjlCj7VdlJeX06oHHvCPJ55oEaeMYcWvLYmop/l5q1bUJsQ2+/TpQ4cffniNhajQYDwApk2jnNzcULHVwIEHHkifu1z/jLYsysbbtG7TeI72Ikz52dovIpTGEr+QBAH9L9pxHFuswPuJGIe4ysnXP9otWGKbSRuQ+TkWY8bEd92E8PXEEzX3l6zVsF1vvNDj6v/DLFrFs/wM49KKbWgr9UgbwJm+P/7YX9DU97AaT7EYmI4MojHahPpCwxC/OK4VBiXw44Xopc32lqGjwOD8tdeU+AXv7fa//EJvvfUWzZ8/n3aorCTuZnhygQabfvuNCCu29sqHvqnPSsE0dHVZBfVZuSn1eeYP9TwdYJDdsWNH5dqpKC+nkjvvpP1wj5WXUw9oRFgFKUL34OPl5ipLAKzyM010TLMViUwsEJdC7xMs4htM7cSrvuFwwz79dNzN2TFpYrqhArZW0w3CH39g7cenJOwqugZWgWa8HSENYPIqgXuFLCRHX7csfkWmJGij7rvPdwsJaLsqDff6VMQvxAGzPwsbt2t1QRH1uf5D9Sgp079ZvZqmTp2qYpEEge17dr9nLKgoc359fLfAtV4PHqOnIvGB6+Z7xgqsuc9Kbrs526NJ69bpDTLP7RMG9ObE07T80v2bU/yKURa1Bo5VWsuVoCDIncjooyNgoI5yuQLTJ7vAw9cnri+znwxr+RVW/OLvZSo7JGJjmdaJQeeC9x90fPH6KHgMYMXczijHsKgcr/54vMLZvlznMRmXUozZPvjA/Rms8hNJPCHULTz5xXnDuPbII2nRiy/S/7DwcPvtzp+8+uqrdLv1mXKeatky6r2dcCvAIgUZ9WK0Repq1OJXry5d1CJMVBgRxFuEHrF8OeUUFNFTy3qpfsac05x55pk086yz/BeXXhr68JEkhfs9JzBugJhm9QswJ4AEHSW9tG5NrUP0m3BRf/nll1NaMB8Fd2ZdR2H7Qiz+PPLII+4PXe1ACv0ezqEZf0zNdc16iSe6QMyBlw+s2mxrM4hOr74a3WcFiXrx2t1U3H7NeNxwwXQlSgCuRZBk69a2/MJ9Clzz6DDhCnh7cLlFUp94+wsCi1uA7xMOg8RjHRbnIBZC7A67bYwdcB2Yfbp5HrPA6CThKwxuZKeddpq6gYqKitTN9FQMlRWiDDJVde3aVX1//fXXp+HDh6ssUGljzz2rT8guuxANGhS5sAf06eN/1qEDrV692l8JUR6SeWqV4KX//qMBlgquLL+4fHbGBi1+jcZ3ggYaqA9khYzB4qataHGhXlVJAzg2gPgicPlDXRwzahS9hVhnegVisdXIoFnNM8QvBLv/VJc7yuVFv8aqiLPzsEwk11prLRV0UfG//+GN6g8NSzuTESNGRGJ7mTHZ8vPzI68x2TjrrLNULLAo2CpAx6Ux4+UkKn49+uijqsNG3B27DoQkgTWhCIpCAuC+Rb+xww47KFEfLhlwSx84cKCKS8iDNoDnY8aMoeOPP5569epFzZs3pxYtWtC2226rhOykArxbRCy/uA3lbVoT+qiBszlwDRgMsKBli2CJuD3GJCeHFq8qUw+2/MpZs4YGDx5Mm2++eeDP1v7wQ1rffAP9IQQnBosYur80BxGJxPzilWlzkuPFcnskJFp+Xlk3jPn0U1pl9iupwucH+zKPQVt+TZ45k5a5VlvjWH7hGDtz/VkWG83YqiLI8sssB1tNuKyDkhlo/vQTUa9e1f1nMpZfLjHrrbeq48Mx/D2s4r/2GqUddv/gMVvQvcHlTrY94DoKsngIa/nF5ePvu8SvZMrIEy4XWTAZqSswJ0Eb63qgnTTB2Praa69V3gjwHMF38PukgMXrjTf614ttFcXtPwQqPb7FArbC4XViWys11QvAAxzXo9rOyJFRC9GB4pdui1brcXuU+AVhjq3L0Gd7+aqfMfn111+r23THpBqLza4kZHN0GxJovbTbbr6Vo/F5W0y9XN9t1Yq0b0oNYQvz0IceeijqvUDxK4R75/FwZ9ZzDp0aLbQlFq6ld+HFYlDhmL9MdVjmmNvm8nc+5BAiWN1ZmPHHeG4VU/yCcYmr7ObiHscLwz55O7ASC4qPFl349Ihf2A7mhub2IMDZoW9croipxrG0ywvRq21bt/jFgpPruG0vpwsvjIjMzvLG80DjBH0sfpkLa6Wl0aEIeBEpDBgLwQLQXNDLsj4m4SvsyiuvVCr17Nmzad111435XcTOQjwtZKraeOON6YILLqCePXuqwPI777xzwsIEb7NLly40yWwA+AbjmxEnXA8suvB32renNcuX06aG+MWmsWssAQmTqRtw0bmyOpoXi9VQvfnmm8qdQZkQXn+9Wl1H52kGkkwXsPA6++yzazRiqNv94H5YXk6evuDf6+LXwmLr4sRtjm+wUIVzy3UwdOhQOuOMM9RKCGccw3PulJxujwYRcZNXN+Nk5Lzmmmvogw8+UA23ObHFRJaPDdZoDzzwAL3NK7xEdOutt9ICFtT0yuvDDz+sMo5ddNFFUdfYY4895oy/YsLXNEzIEWxfSBG+5hKIPxEKNLqw8BQaJGg/IFxhQIhA6BDCDjroIOWmftJJJ9G+++4bGeRhQnLooYeqlW/0LxDIjz76aDVQh5ANt4KEXRgsnJZfDgHAFNqiWrqQll97/fUX3Wl9J0r8wuLL1VdTrtEvQaRfEJTRypxw6GyPEL8Cv6/ZEkKFQRlWeQ3Lr6W//EKfaze2XQzr60TELz5m9MWuOsuxA97rfgnjCJzvL9IZa8YUv+y4bRUVNHX2bCrR+wtj+YUJxv333x81yDrntNOivoO+zQkPUF2Wg+my/IJFO1tk4/fmGMW1PRwrrEowqeZz7JooYOxhxzLj7yHMA1uB2LG4zjgjthtNLFAPpoDnKhe7eaRi+RUvpljYmF+4rjFGhWsaxpOuGDDJTMJE/EqaVq1aqTGo/TjBjM2mPFW/pOuuu05lpsX4MKZ1UjwwboUVIbZhu3Jxu43/+vrYkK8rjHOffz7q61ECzr//Uq8hQwitjR/EJFq0QokrrX4Li8w2aq/6e/AgUeikH+q/PnYjhVYN0EZWxRC/NttsM+ciDPe3+I+FaBdrVq2iLw3R0JYZIiKWYfllC1ujR49W8xzX73jMMHHSJJqA+g0bD1kbSDS1LcFDCNr2wr5nuy8T0T1W36wLW6P8xYh7df75dNlll9GebCCiwTwP++K5VWQxja9nxNa89Vb/ebdu1W2niWv+ziIqn+tYbSGXOZbbYzxM4xQssCMjdbztwDgmiGTFL3tei2sAMcRdbo8bbBBcN+ziiXscC0kBYRMi6Ll9ILyQxufFFL/KyqL1jXgxxGLVKywBHW1IfSbhlhsCwqxZs5S1EIK5xgICxIQJE+iSSy6h999/X6VrxX+8hnUORLFEwfbQkEMhR8N55JFH+ma9sD7iwSJWVLUQsjP/sKgoshoCkI53E/0cjXflCSfQ9jp71muvvUbT2HrIFr+Mm63CWnnGBA2BbKu/OlH5ck9x+GinyqmnnhoZXNvWUvMxqEKDUlhIffv2pXl6UDhL32ywbsIxoinG5drpvfeo0lqRhcCIDlWZ8apkEX5wvBkYqNo4GnUl+EGx5sabO7A4mWMwETJjobD4BbGP46dwJ4KJ8KWXXkpHaEHr2CFDIvFqsDIHaxEzmD/SJcfLvMUdB65xIQ2w6BWvkU4UWC0glp/QIMHEAoNetJ9or2666SYlhiGILBYUIJTzKimsvNAWQtBBZiUI4mi74DoBC2W4uCeccc/CFs88bvOs1c/AAW4c8YvbnZNnz6ZhAd9RA1QM9q+/nloY7fBHH32krBDiHkO5HtgZbSIG/mEG5asXLqRvuR/r3p2mT5lCPbT4dbwx8Y43/IGFLxaJIsdjWbnlmRZvXC7D8su0UEhbrkEM4s19mfWhLb8wzG/K1hX6I3XOAgLe33zzzZHFKR5kfa9XnPlcu8SvxYsX03SeqJpuGbbFob+h6P+JYApNGKjDjYhxXQ+4zi++2M9SGC/gvW3Vb9YNniMYMgIZM4g5hsllsgskOiOaK/toBFiJsMVD0PWeqPhlWxCEzfaI32PBEG7TsCwyA95jnISxR1jLLyz8cjKjWGOWLFuVr21at26tLLrshy1+wRL522+/VQuxcBsPdF0OAyamloAQ8ZjQIsRy3Jv6+liP7zcIZkcfHXW+f/zxxxr3tmnPhIWhWOJXoOWX3tZ9+r0iCOYQRrB4otvqgniZIOMIGljoMkOvqH3r6xV9BGJxOX+3fDnNRD8I67mff67RH3D/Mn/16ojll93XucRL/h33+fPmz6cXWXByifc2ep5yruFWaM/RguCYy0wBktZYuMwHXJZfivJyNc/GvNvuhwcMGBApU8RIgEUcCJymm6o9Dwau2KEIrQO4XrlciD2KQPi4zli4jRWz0v69C9wb2CaPhfjcmL8JK07Hs/xCkpJYYyz72kbZYEgRK3wQyokFIdeiBWL3YSEpSPyyjwv3t1kGDtdkW34VFgZbfrVIQPyyz51lPdkgxS8EqIULYzxwM0IowwDvKg66psFrvI/PE2XQoEGq0D98/bUymYVFEm7wKnQk3LjMnk1L9ACSBS585zZWsnEN5OZGPoMWmjdqFB0Dd0EiJc7xSsH3zzwTtf+yadOIL9VFlhsEjilSoYWFkUY0XdlQYNHFCj43cD/99JNq0M2GdS1tiTVl+nTadNNNacmyZbQvET1ZVqYmj1g9P/jgg+mxp55SDemgp56i5UZq9fXWWy/SScDlCLDFF+Kk1QDHqYUnkMfiF3yV+cbW/1eHWN2F9ZpZp9hW//791YSCO0tMEth6gTuDxdqtBHUBF1uIX6blF082Yvn0s5Ueu6Rw54X/YTqvjIBYHWjYsjFuFge+THfqbjOunNDgwKC00OyojRVqWIABzqYE4QcWXrYbGV5jQQIEBpRN0vKrnNsVtAnoV/TiQBjxC4s3nJzEdnu0Y4yZn6nv6vYIcRxd5YsFuz0W/fNPpJ964qGHqHS//WiiFbvMpnLZMprFA7E2bahs6VLC0s8S6xzdWlVVw93DBNYUF0NEMY7LnIDkm+0E16Vh+WVODmKJXxBOYaEeyj0UA8SLLqrel2X5BaETZ7uJfp8nGqr8AdZAfO3iO3xEPElkt3yX2yMCT0/U45CoyQW3/clafmFyiaDzPBYx+zLbCtDeHvp+FrTwWbIxvwDOL2JnmZOxdGStRH3HsvwKkXk1Uscs8MEi5Lzzah4H/7fFOp4goj4RezYI/J4nGrDOMI//lFN8S4uw4hcyz3HgZhbBXIj4lRY22GADNRbl2LgpYYtflZXUpk0bFQNqlRa+kXTka913deLvcttvWD31nj+fvuO2yWGRY/ZL6MOaw6rE6ldVC+t5kXbKFL8iOIQFu5cuKSmN6peqzJhQAUBQdPVnKLdzwV0fB/Y9ExZ0CIRuwWP3qQsWBFp+sdWxWT8cgxIhFng/czhzo8ONsAa6jb0cZTDEj1geQHDn5/6td+/eymsoCJf4lY858AEHUOXixTWO0dUHsmcO11FknmSP02PNOczrjL/HApEtXsHFFoYjKAssiLHgYVu8oixc9jCWX1yf9iKMebxhLcjiiV8Ql1xz36A+FPMeCIHcb+K3dl1iXxB2EWsL1wnafobHWkHimXlc+L0pfoNNNom2/OLzgX6Sy1FmWX7BUMV0U7WsS6NAHwX4fLmsERtrwHsEHYdQggbENSnB+2jUOCtJIjyMfv7112kHDHLRuE2cSJPmzKFyQ2Sa/fjj6j+c2Fajo6qoIFwGrKMOXrqUrjLEL05Ky02oPrW07a+/KpdNCFjIqFFYWUm83jJXN8qwLsJgG+mFI2u5RUURsQQiDZR2dGypAAsGVvA5LfHWW2+tOq7dEXxO00aLPCtLS5VYhtUkGK0uWbkyKgPJT7/9Flmpb2Xc9Cgnr8TwihBP1uB2isY0yjIKv0WsNa0iH+Bq6PVn0zDwtYglDkKwYldMuDyyxVe7du2U9ZvZGeBY0PCjI0O5bfGLzwfOF6wlVGw0C/4+75MD/2PFD4KaHVC0VuDUyukM8FxbcMeUqWDHiYD6w0QhG0VEQYH7mwenEPbjwe2Xy60jEd7QGQlriF8Q3LFCOnZsTPFryBFH0BN6koo2GItI5vdt8ctcMY4Sv3Q7XeXYD/pVtM+BgyS9ze7PPEM6LxXBkaPpu+/SrbCgjkFheTnxUs+qDTagbcrK1CRplrVSjYgfV8TcUrV1Aw/Ko9wejcF3DvdJqBN9/sxJZ6wW5cMPP1SxSYMmTjXg4P/on8yV2IoKqiwtVeJX5AoyXUUC3B5hjQgwLuAjKrTEr5ZWIGr+fqR1eu659Fl+wWoP4ggHPTf7Z/R15v1hX1tY7LziiupyBFl+Bbmx2OKX7X7B20m2f2PLLz6meNuJZ/kFax9MqLGafe+9weJXUJ+GoMIYD9lCJa4xdpXlc4/rxBS/+HpNxP2G7/FYfWwsFyNBjVcRuxgWxvfdd1914qhMgnvAFBD09Ys260EdAB1X0L133aWer7t6NWF51+OJsfHbYe+9R9vyC4f4ZY51TfHkKx0QG/0krriSm26KtFO4Kv+y2s9Im4w2UF93tvg1dqyfXAwCTo3EKZWVavwO7wwez6vjNO4VjMFNy68gcvW+XzayBZvwb1fm5UUFvMd8g8Ul7ntMDxHXQlIs104bz7CifcJwAQ9r+YWQPpifJCJ+df7zT8p94w3apUePyLyIiYxJ/vyT2LmWra25TKWwOMVYxha/YpVZL2Ip2HKPRRFuk1ztDsKVbLttzTYOOgHOBzIFhmmnuL23XQ7NdhAiGwPjiSAxjN8PO14wQVnNGN94jXEYMrNyGSEK2tcpW11BJEPmX61ZRBEm8dyIEcGf8fiM6xptjhniYYWxfbQrmGvyueQFYxjcBNVLNs5Ja0P8AkHpXvl9MzNfWA7FILiqik4tKiIMIeZOn67idhUYmRlZxILd0nIMmMvLqVleHuXoQekgQ3DBMGztpk2pHEGS9Xv4709nsMAyVVmZlemJBQyhZ+Xl0aSfflKiFizhEKwdWQ7XxwUPCgsjDcsxxxyjVrwjJs3mjb2qZsYJNFYI1hz5vsHa2qyUxS8GHQoYvPXWdI9WqFu2a6fEo6j4aOZ+jAG9eSFA/IKQZ04eMShHRwFR6Oqrr6Zu3MjxjZWfTx/pdMmXusQvPZioMG62zz77TJ3/9jF86VF+O108m3AjO4stfvGkESvvpviFFbFP9GosjmG33Xaj88xVXQ1/n0UviH5wX2Vf/Msvx3pOLcMuo3VleZYKXOZ0lR3n3lq1DA2scxCEU2KFZQ1oQ+F+gvYTbmRYFYW744knnki7YIIZBxaczMWBZLhXu+hzO1nB7Ru7pqHdmTiROge4V5asWRNxTUEbw5a0tuUXb98lfqn/nHHQMdFFu2a3lVHomF+AJatIAhhz0O8YeBZVVCiL5/nz5tGSHXdUwhd6mZXmYPmww1R2MeWEDjGQRXsLLqPp9sjtbr7L7RHdpP48nuUXYvKgjebYjjEt4tC/8kTR/J5pVVpZSRVr1ijxK1Ku0lJl9aYs6QIsv7h/Rh9uW36xQGm6qiDV/F577aX66shQ3lxpTtXyi9tfvm7M/hkTP9Ptydwe75cXKU3xy568uGJXmfu0V6CZEBkzE3J7jCcchYn55SqL7eKK43K5vfFE2hy/YXKE2EYI7m2KX6gP7o9QLpfIGQ++Z3BfOQTVyLYT3W4jAgvU6FOuuOIKOuecc5R1V79+/ZwLpGmjuJiWmdaD3BaVlkbaAJy1As6kW1VF/9ixEPEw7mUcx3effVZjV2aIFNNmjePn8uLQuLvuUvMhANn354dhalANl3cWxPQA8au0tEyFHYHRAESurY3PylauVO9vueWWKjan3cehvcQCB9pD830XSD6Dsi4PsKji/mV5Xh5doOeE6A/g9YIywCqcvUxM8ct0w2cc+Xej+MJ4nmMIV+8/9FCkncecCF5FT8fIeO9KAmOCM+9LodHk6WNdtmiRWvgxifSYG21EPEPGfAYjojJ9zW2FWNWYW9oZYdnt0krWosB1xm0hx4K2LY1i9U3m4pY6OH1d457j7cXyFOL7JdZiC98LEHljzd2uvdb/v9120VbJjL0PXCPs9m72b7Ce4tAJiBmN53xtoX02Fye5f9DGOU74/UsuiS5DWIs2Ph/cN6IsfE+NHFkzOU1Qxlkzi6cpmCUbI60hi18cpBCBJF3wqmdQMEMXaDy+LCyMqPieHng0LS9X6W1dKPGruJi8igoq8jzK0eVpYUzGzz7xRGpRWkoFPXpEGoqN1l6bqhOw+xOWEl1WXC5ftGtHi//5R03KYCWFlSKUbxMd2+jVV15RgpmL3MpK2vzvaeqRC8VXBy1+SU8W0BCPGzeO3nAEO+SG2Ra/QFF+Pj3VpQsN1BdncYsWUXFF7AaVsz3amJZfvDKCCQuCwWPgztlZIh1TRQUtWbGCdttnH/qhXTuVbhidnEnll1/SIt2BMzvttBOdey4844NB+XnSuOGGGzq/Y4pfbLFli19wkWJBjrM4sruoiktgdFCAO1+4iMLCBJ0l2ITNSWsDNKpQ3wPiCyUMxL+wws+++/oNrB28uC7EL8T34lUImOXCFz4ZjBWwQFA/HO8Pjb6r0xdqDdyfCDCMRQYM4LEQgUQWganBDfAdCGVIrrL33nsntX+2xGrOlipsmcUDL1P8euAB2vjhh6uD4hvk6oE3t2XIXMlt0IFEtL2VKc5c8XZZfqE/c2GLPdhv6d/TqOq/WZRTVk4wZJ+z004RIYYnLgVWe24Di2ccsUpIovuEF/BVc0B21ll0Aw+24UYfkOmJ22hT1GOLrgLT8suY+Hz65Zeq/UecHcZVA7DQZfd4V31EwMo/LLHZ3dH8njngrqigf+fPjxK/0JahdzwB7QiX0Zqk8bFBxDTFL1haoA/F8ZplQ5/60XvvKaswfH8lYpiarhQu8YufY9EJbbUZhgETLDOOpy1+me0xzgfEKBZOUHbsD9+xBaVY4hdvO9ZkhEmn+IXymJZf8QbkYfbjum5cll8O1+xIPZgW7Xx/Y/KBz3n8hjHlDTfUFL/CTCpsAdxKSuE8HhG/agDR6+OPP1ZjPtybWFQ99thj1b2IBRZeCE07xcW0yJx8nnACrYdm9JprlFgDkEeyo3Gvmo62VZhIo900FhmQf352vDG1wz2bF7mXL14cJWbZI62V+pqegQV13T5hjtXR8yJzmltvuTliuYTjMbnpuuuqk2GZx6KvT14YQDgXEM9tHWVd7oo9ZSwg4VO0qefo/fD5RCwsZKM0+yQe87v2Ewu37RkRQpuzEQT+Iw62GRfaBh41BXreZWd+BLbUvlqPa1j86k9E1RGTfSxbcMXKH38kSDz52mCkZVDWQBbqOAGcDdcbizrc5plujxCzXG6cOiSF08rLigHnxHQDfgGjEQq2gN1++9jbMvdnCMURAS1I/LP3N3x4dV1A/EIZuW6RudWM82lmfQy6zrm9vu02Pz5YouIXw2WEtZ65r9diZF829QJzTIT4Z4yIX5kHglDLpk1pkNERVOqKb1leHplwuDT1v1q2JK+0VAkvuVr8Kja20xONOAYNG28cEb+a5ecrl0pu+NoNHUp/X3aZeo1f5hYVqdUABMrEkJH3300HwcdvsLqPTGOYrJkUV1XQG08Po3uevYiK//1bDVoQu+yII45QDTM3+C6XUIg0yHSGztrmwIoK6qrdb0B+kyZqMsCrOoiVg/KyqTNne2T4lsd3OMA9yoJJB8QjTNhMtxoIlwgqjRtguv7+d/n5hK5jB6QiNqicP19ZChRUVirT8ue0SwdPAhk7w6Ip8iGuD17jOBDU2ha/CgyrAnTmnTt3pq7jxlHZ229HxCzAq3lwTYErI0RBjiNkZyBly0QcK6xHUsrukygY1CAgLieGSFX8gqVMHPemCJzdxUg+UOtuj2j4MTjBKuN116Xe2HIZeBu4lhGXzgTWgP36+Sv0MPfNQl/2hgTEb7R5EBPQHkIAQ6xIBL2PZeUEF3FYisEq91k71XVYdt6ZBug2uJkWvzjQPVt+VXAZMADXopBroIxWA8fBsU14UQjtK9Kzj1m1irZRO4jj9qjfz129mk40BsNs2WavlKOvWfD0MFo99hoqKi9RK8eVeXk1xC92GY/VzpTyggEviOC1KRLk5RGWFTD9Xh3nfkcbzP2c6Q4S5fZoHMvyiooaLoxhWoJA8YuvCZf1lDHQqywro8J//qEVnTrRu+utp+JmFWiLrA445wGWX+Z5MN0et99+e3Uc6HsiAfNHjaImv/+uzs3AceN88QtCFBID2KvjdiZKwCKZXpSKDLSPOab6Ndcx4q7gmrUtvzAJxiAdSWpQLgTrx0DdFpTMmF9BsVZiiV/8G5fbYyoxv0zLL/QXsBDUY5K0WX7Z5xr/XeIXL+hi8YStQMy+Bw+4/bj2n4jllz3pDyN+ZfFkJVNgARsLJB06dFCWpbBKgnUOBDCMg5FwJSMUF1PUaPfNNwlXbKHV/q5j3Gem+KVc1QAv1hERRt3uJYdqbLd0tL8RT484Vk6rtUt4sRanQA/MsSrK1JwGj7mzqttp+ypeEpDUAuNuCEMsjPEC+xAjljDDXhjs9rgq4JrmzO1t9X3yp26XXe7mvCDuwgth+eUSmEZb4hfXsWnxiyRcJj/deKM/v8zNVbHf4vGv7ovZHRW28HvE/RXRNfp/uW5nCm3XwbDwfInnheyVwQInrtGAhAURN79kXbF53zh2ttwCep6eNJxxkdlpJ/f3OGmLeb+iv8QCJ3QAtMV4HRTWxwy1EM/yy06AE1b84rbDDNZvbnOV68p17APHyO6cplCYxf1JxmbyPLgPsuziiUuQZZgNgs1+qjvw+VpFLtIXfzNkA8R4Fqs4jt9+t+66VFVaqhqwgpYt1aC5XVkZje7ShT5i1RvxY5o3j5gEI4Aglxy/6zt3LhXrhgrDwdWVlarhhRsivnejDg7fxZgAoUFvlZNDWxk3x30HHBAZUC7HQB/+2UOHRlZgoPxHVix0o/3FF19EXP3QcLKpso0fmr6aCt2wsYAEyzK4R/Jr0+0RsJ6LLJoMxC2edKAzwQoJD+yvvPJK6tmzp7rBVuljfCDgZiqZPdsXvyoq6P4rrqCrtXqMwPUmeP34449HjtHslGCmjDpBXXDQZNvyC2l9Vf0XFqoJ4WPLl1PhvvuqINOIjwYXS17t4U4JK0Lvvf66MtG2A03y9Qv3RwiJyDbKHXPGsSf39qQU1lCmTzsmZb/8EnubAW7IGSOs5RfcQpBcwnTRhVCwxRb+86DYgIm4MNqxWhDkG5M9s/PlOud4O6Z7r1BnYDAIMRvZCWHR9fXXX9ONyPLkAGnoDz30UNU2w9WZB8EJY8RxKNKiDOI+Yii3zjZKqvJXNWEJDqsBfV01i2H5tc6PP9IGrVsrC1O8xgCXp7BNzZhi2BbavmuvpT56dRZi0RKOxfjTTwSHTk4SD/EedaTaZlzP78ABsRpl0Vpe7otfubmxLb8ChKvn9HfY8mtVXh6VO8QvHD/3nfYQjS2REQ/UKX4ZA65cY2D1Gqw/LWLJaxxTLVD8soUajjGDYzOEofJff6V1PI/W328/uhdWv8OHU562HMjFb1xWS55HXefPj/RLttsjrKpZ/FqF1dwTTqBcvQJ7HsILwHoDVs7oS7k9j2X5ZQdgd1kPcR3D6gCLcS63R4SEgGiEY0GYAlwHtvhlBiW24yKFEb+4HJl0e4TohWOygxCb33dhljus5ReLeKb7I7uzwAKHFwHN3+KB69NOMmHuM8ykwlyow8QaoS+sxcMa287iyUptg5iBAH1NJijNyYl4scTClCVM+5MSvs7gvpQk140YoSyrOQ4h+pOgnKFYwj9Mx8DbSC+guzDbXPsuQqIxFxj3wyWQF4fYOsu1yM9ZdPMQgxmXdG5uTPf2r/Uc8ybc4iUlTvEL2aGD4MD6sTBnPY9pN8iJmGca8zgOoG9ii3vsV4I+8SvL5dTFWC3ULNMCy4YBQp1d6zzvq1yzhnr16kXNHZ5EobAt4F3ECsUQVvxC32aL/abll2sRIhWCFk5c2OIXxCwYLXBCi6C5Dy+8I8FKUB2ZfRXmxFyusIIh3Fmx7d69q98zPV9W1rTCjNo3lx2utFhMw/jN3DfGqMiknIVkTPyKF9MrXkywGjRrpsQT2H+07dJFCTc9tZVVi/Jy1WAfC9dYiB96IIImcje9Cl26ahV1WWstym/aVCnrHTyP5nTpooSsIggcaCCbNo1YfmHgzQN4bir/rahQwlmVXm1AI8OWULAbQuPdWX8Xt2Kf6dPpsddfp6PuvVcFgYcp89lvvEFVOqbIMh7oT5+u4oXxJIUnBWg0YSW144470iGHHFJj1cDGbvRYRGPXRUyOsLLFLibs9oj6MBKP0+aITaHh4NIAk0iIlrw68+CDD/plqqiIZHGcEnAztZw3T50/NA6ITvahLhvHvjGByMQdlG0ZZoKJI+r8FKxy6wZ99OjR1BfHNX16lO8+Opnx48er44eYyPEF0OSjOx8Ak+H+/dWq0j333KM636OOOipqYgZxE6uDfK4SBo03ymTUaUzsSajdiMI10VxBxoTJkfVGwdcNB4yGxV6s7CXpIqzl1847Ex13nN9Ic2ZLc6AeJDhutVX08WthM1RZONYcr8xgn5hEwMKDXYiSXRGLByZG/ftXpyWGtZkQCrZyQsxAG4jmiOmx1lpr0aeffqqyc6WD02FNogfCphzKbtwvPvkkPaPdT7gPMa94tUpdWkqHPf00nVRQoNp2WNNeeOGFkQWXAjvgPeKHXXcdDTDFL716vEovCvAgFm08Hlgs+A4LJfvsE1V+tGNYHWbxKz+W+BUwWFuqv4NJG1hTUBBtaabFL8By41HWNkx3QO7nTGvbKLfHqiryWrYkRIbJcWRXizWNh2UgkqLwpAjtedQkVpfjP17FZPEL+zeOv3jKFJqZm0t5ffuqvvDo66+nch3Xc/mSJSoYvv9DozSTJtGlb7yhEvK4xC9M9Nii8V89mF2s+0HURKsWLegDjI8GDapOIW5bBGExgMVZ3jfHeuHVd7POzHMKkcTl9sjtHVukqQJZGeZM8UvfEwm5PXJ9mZZf/DksOmINxl2wG6aZ7ZEnSda1GcGeKGNiZfcbrsm0LQ6b4pc5+UJ/YvfDtuUXrPHtJByJxvzi48TvOFteD9jhOBC3x4RBHwJqJBFJE4tCbtdcEDDtptrECnRtEM+e8nckaOBtxvieKdO0D5mozB49FQdYrHBfzmNrV7xjgMVnjONBM22AUOp5gXG00Md83aKFctEHRX/95RS/OOSMC1hTXUKxMUVJhJvfUQtizRwJvXBsQUYhXF+Yo8R2XvXhVqJKt9PddZ++p/U9P1J0NbxAV1lS4hteBLU3jkUnBYw4ODkILJ1iXcvxvGUgdDqSNESBeaAZcgbjc7NvStQNMB7rr0909NHRgewBxlamKAlL6mOhPGjQB+GBvhfiF56H8dgJOn7zvNxyS7VVm17cCwUEZLMP3tqIwherv8XYg8fP6F84+6PZv8N67QM4W2cfGRW/IBZgwGl3HniN9xE0vYuOkRWXnBza8d9/6ZI1a6i4SRPKbdmSttK/XauykvL1IERtTw804MYHy66ff/uNytesoS023phyiovVBADDwnU23VSJXwVoiNAgGuJXXnl5JDMkC1q4hPF9BHzffZ99qH3LlhEhCA0OLBPWLyhQE4DBSMIwZUpkcjTWCFT436w5NPD0x+mCkx+mNflFSqxziV/YNgJwAs6YaYpfcEc0M9PwUBeXKEQdbuTNbFrAtPwq0GU3b3E0hmasMLgYQhhCoz1q1Kgavuh/z51LI61VikXdutH7HMtCs17fvpSrzw3iGOAWZPdKUwjF/tkS7rjjjnMHxH/0Udp/5Ei65ZZbaB+4pxkTQdhC5VjxZnBdwFIE4hdWuXr06KHMkBFTASw1JmFYlcfx45hNUN8olxLE0OjFwxxAY2WNgzXbaWmDwHVgmqvajajdYcXqQHjwDWEYMQ1gsQeRx0U6M0KFsfxyrUbbrjk41lgDLogCsFCMdV7MCQgEhf33r7byQuBTTEYwGcZ1yJPiTCUZwGotW07A2k1W5EMDqyEzTokpfGGRAK7TEL66I2tQmthTXw85ASursBReqq1YuQ+ptDrafH09N23eXLU1EMCa6nZ7jW6/eAin+gC+Bo04YFX6eszR/7kGsLCBdh4ZtIYcipQwPmvyCqnT6Y9T+5MepJKqnIj4hYH1cEv8iqyeBwjVnuX2uLqwkKrM7667ruoj/dQrPtG5IP1jgKs52lAWwjjOItxZC4y+CrExy/v2pQesc819YVSrwWb5GtQF6oSz/z788MM0aNCg6tguet/fsSBmil9WkN2FEAu1UIGU9LwXvLOSJ2nm/autFlrqMYmd7RFxy9A3o2xVWsDwVq5Ux6Osydu3p7kQqLAgwBYWdmbHCy6oDszL++bvQjiDBRDGNRyw22zHcOwut0dV2Fz/c+5b7MQO2A7KACsxu80KasPMa4TLYU6I+HNY2mDAjRXxGG5IUXB9mDG/4olfdr+JFPOwME7F7dEOfA/hMui36RK/jADpql4xXrGyr0Zt2yyHEBceV6+PiXAG+DdA4HEFdmfcToNxfh/HcgnOdTyVjmX/E+C8psA8BnMaPHLyi+hebSFm51h2pIdQcCxMngfZHiHMo7fdpjLXk1HeZSUlKm6bCywGoc/hGqxCH+oQts35jqv+WC6zHdh21IthrtygmPViq5hnYCnVNPNQ4WIccCuFxRo71LuOkBVFhVWvLfTCkx0tzF7m5qOtXL2amqDtCroWg2JlDRiA+Di+OISwLLEsv+ItICOkSZiERLMMm0S4UrLlbKIhVcw5VSwg9mgrwwgwQjn99OrXjz1WvejEbTHaZfT9nM01TPk4m7KN3V7DEyVkuxElFAa1+6viCPA6kV4UZj9pnttkYzE3NPELVjennHKKEnCut+IG4TXet1OyxgMiCAs3yNqYY1jgFOkBsRokQwyBO5Nm4bJlatLQFgOD4mJiR8vy3r3VYL0Qg0Q0iLCK4vKXltITzz+vPufoVfgMDRLMhHv36UOD+vWjcj3QxeUNcW7j776jAGP7CBVvvEnzWq1Ni1t1IA+znfz8iAiESQFbbJlBnTl1uil+IQsaMqYgKw1AzVT26kW3depEF15+uZpMuMQv0/KLj/ddHXg/X7uimmmI11tvPWWOfLp50xsgwwi2hVhkALZIl266KQ1jn2jNJtdfr1YmVFkrK+lHy62RXWAhMHE2SUwSndaBcBPheBp6oJgfo4HDhBjunIi5ArcTPEenBJdH+7eIE8S/MesAFmmYuJWj8YGbrJFdNAqIGZh0oN55ddx0R7SysUQxZgzRyy/7DSbEHgQ+ZuzMJ/FWS0y4c0KZOIZF0AA7nQNkO9AywHWtr83ABhirZfbxBvnO497V1nxR1g42XAZcxzti2ELVE0kElMR20I5gIpRp8csEA6GgFftGCrLemUFoGbwH92dgBrGHIA/hC8k6IHyFtihOkLXatqUeDtEYGYD3s1dVrY42R0/KWfxCpp1VemKyQrdBUdke0b+tsw7lIU4JxnsnnUTF2i2bY3zY4pfKymvs18vJofxWa6vH5F9/8S2XtdvjbYaQlx/C8gtg4rC8XTu6pGNH+g6ue7ocv6P/0ItRpj2ePezFPrAAwQspAHWBPqlTp05REz2IX5UOIZ4nKlGtFAaaRmxNiFWoE7jA4jms7MjMQszB9vVruLOq15b49dPLL9PpsBi3hQr0yRiLsPWs2ZbyebbELz5XKAMWUtQkTH83d9UqtdiG77Rv00ZZUs+DVStPAu3YZK6MS9zPoz3FvYHXHCTXPKfYBo4RoQdOOik626Nt+cV1wSvEbPnFq9omZlww1/v2cWChAv2/+Tmub4zd4OKBvvMpRMSLAW8P5edzYQmcUXUD4A6J6woxZ9APsPV5WLdH9MscuJ7FL9vtJlXLL7sPtu8D7J8XF9m1BmUIsrIQyy8nU6ZMcfYzeB9eBQAeAJlgXsjxGzwr4Cdz+n77UVi7yEp9bbHdToAzbIRUo5phHoM5DR5YweGxs91q/qMXMOFbYl6pbCDhEr840dUpMGgYPZrM1DXwC4k1QsP20Jfy3X/lxRc7zzfiicYSwBh7Xxh1QpKBHZedF3SlHgtgnoFymnI45lOmVw3D5ew7c2ZkbsJUR1mrhlsJs/UJkL+j4DFKyfLlNAwCR5A3C8bFLtD+m5kdw8aOCiLRDOxow9ngAm1lWCOaeBkkbRz9fhT2ogeuLdzXqBv0/2Etv8K4PXJdxxKZeOFHz2EV0DfSOdf720isYx6b1mAimCFs6iFxzmxNIKhwwHTOvIT32GwVq6sQvQDiMsE1DZZDyKDSp08flcXjgw8+oL59+8bMehEXNFRz5yqhCQ1LAYQtZCrBAIAtk7SZXm5BAbUtLaU9YJ6n3Qf/KC6mglatqlc64Ke7xRZ0HMcNKyujvlr1hnSHphjyU+RUFxaq4O299UXVrkMHanfGGep5DlLGBgR2BKXT/yTaolrpLqmsjAQ+NC2/XIKVaUVnD8hxLHn77ksTrAbLDtLOAiL2wpdrSy0WYbjeu3dv5fqItMk4h7zSziIbJllv3H47XTxsmPJrz9fb6rrOOnTnnXfS559/To+98YYKhMlgKLlugKnmdtttR998802k88E55M4Txw2hCp9HwZkfIRrqIP9RzRAaHmPACFER20VsHIiKcCUdM2ZMJM6Z2XnAYhFgIm3XIbZRwCsQZoOCyQHMx7GCgQCJnDEGK9kwDTY7Bwg1mLwgthp+A5NeNN6YsMOFE9/FtYcJpbZq0weRvIUWN4quzEUQemBdh3qEr3o6/eft7GIwWdexNNSKu/mZXSazk+KOxAXqiwcSfJwQyvAbLRorzPvKzibDZcA5wX7YpS5V8QvnF+VwZcvhQQE6J+1KJVS7Idx1112qP8HKOyxlEK8QIhcGtBCxL4BoqScquK/RdsLdDa7PNtjGCbgPUwRWOT0gSDvctTmqArepVey+ywN9fW22aNbMjwNi9BEsfvEwEf2l17o15XTsSPmzZql4ji1mzKAy3U6zBW2B5fZoDvRZ/GLwfjlbN2lMyy/UHyYdbWOsVCrLr4oKem+ttWg5Bsz6+B5/+mnK1wF6zV8j7yIvNilLp6oq1aYjFhsHkob41b6ggNb+7juaY4pfyCypX5vu59wfcev790470Tfjx1MXI3MRW34hViNYrs8XksqMHDmSeuq2G3FjdOGcbo8r2renpU2aOMWvtXJzqRW7y8EdATFdYG2oJ1dB4hfYc889/fGTngDnlpSoCRTOc35BgRJIn//kExoOi1a0W3ZWSbONtt25sX+0e+ivXYIm3kPAamTkxPv4Prc/tuUXT9BZ/ML3MX7AeCRI/AoKhG+C+sYCElzdzYG62T8hayfcmcz7FqnozzrLd0kJqg8uMz7DxA79gyl+waIOfR0e6ItRDi6TWT4Gx45+mRcoML5C/4EFuiDLL3MRxowNx0krcD3ZFhEQ/niBx56s4LV5DWLhjZM24DpCW4IyBFlZiOWXE4y70c9gYROLnmhbYJUD0RxtKWLI4jMGLmxmAit8B++Zfcsdd9wRcZmMxdxVq9S8AiNdRNUNdNCvrFTj68XFxTUCyDOwI+phiV/IAMhTaveydXyLLAoZPN10C8SsbpAWre2r8Ws9rsJSMGxq4NS9/oYbqljH5oK/6QqPuQASpNjLg2gv0WrFGqEhnhWZi0pLlyoxCu9PthavXVkobWLZYz5vWWdhxN9TTS1/V6/N0fp5SKzkgOtrE0e2Q9e+uaXdIMFzyTLf7D/+oMGxEo0ExeRmtz6AMQayHAYRZgyNuV+yWVXRnoa43+IuoruIFUYF3H57zfdY/OIFomSSfTH2b9GXmRZwDNcdQhbB8hv9ODQR9O3wiAmwNEwK07vGzCxri8ewnDVdVbPd8gvCF1Zs8eB0tHBh5PdYGAPoSCCEQORCQwNhBBMVxDlBIEMWdJICgzuYbOpgxoXa3Nt2hdFvVj/fZhuqatuW1nnlFSUCRbR3BDDWF9VUBBIHevBaogWwji1aUAGf4GbNqGDNGtoxL0/5e69lpELdWJu8m01rpWGJMN4K4viLtg7aYostosQvuDxCpMHEj1flzU7BHpCr2nQELrQtv5DNEVZ0UY2pdpGcP2NG5Pu8fZ5s8PmCVd/ew4YpP3oIVuustZbqnDEphVUGp5rH7XasjkmVg3rDdleupHFYbTZgizFT/GKhb7fddlPXzZfaMk2B+uK4JrACQWwcIrphgw3oHI5XhomQsWKH64+D4I8bN04Fv1f70J/jCoHg98orr9DGG29cw/KLxS9YfrXiIPMQSjjWBgbSOG7ODMLmogg4iKC3dscK6zEId1df7WdhZLGMJ6t8vEFuj7GELwSOt+HVLrtTxWtM5uH+g4yXMFcPaqwTWTHBNiBuc6PMZedA4eY2XZ0j/NvN/eHaCOpEUbfsm8/iF8Q8w/0rUqYgeHKCdsWMhZaq+AVzZjPbK/bDlkPc/rElgBDVJhx55JEqJiDELLQBEL5wj8KFDeIJt0cQ6dmiB5MZWObaj6fiWZBYmGJLFJ7njFtypsulwA54r9uAFk2bqtXncmN1m61+IgHvV6+mHFi/9OihBBrTIln919drvmX51evvv6OCKM+bX222DrmgRfPmVGmU3xS/YOmAOFnmNb+V0Uai3VcB78vLVVuKfokHEA88+qia9Kmyc1Xl5amy3ML1ofswnDcOaAxw7o6qqqKtrruOWphZEmFlphcNIhZbRj/BLeCvxx9PHy5fTssNE30Wv9Bfokd8/t13lXXehx9+6MeMYfFLt6OwrlBlzM2llcYqOC+amH0t77f36tW0Cq4fsB6CyMbWp7oNaqL7MZf4hbEHhECP3R5XrIhcA7k5ObTHXnvRJC4HLORsqypXzCwziy36bLbi8g+k+vs4dlgiQ7zBd0y3R/4NbyuW5Zd9jwTFd3SJX7xdWOS5sk+ZZeBjwLlCfwuLb0yi0W9xuXiMB6td0+0RQhf6c1sUwvVnbjeofADCKWK9mNYJsOwOCngPzLEtvmdbfuH7dpsPa3sO0h/PpRSvsWjGx49VdpxDl/iFsamegIvbYzQ77bQT7bXXXkrwQlbgu+++W7k7wqr4/fffVzF3bYGE5zp4qKQVq1ZFvRdGROFFX16IHhzkrqozC+Psoy3j1vE2qw+yvU04BhTuJvymSRrFLz/1VjW2zQ/sEbtqr4x2Vnwtcz/3acupww8/vEaWYhMeh5uZgAGP0sKMSrm20HMgru9+hvUMLI7DEmu5+Wqj7+d6gd/G8VYMuVhEkqQ4xh+uGkrGR6PAKOcPn3+uLLGdcNInFxgn81zTNd+oTdCH2MHwk6FvXz8elm1okUxIE9yfibg9BmHPudC2uCzpOHMm6gLzF3PBDF42dnzOTGBbfiWbwKa+il+YRMD1LuhhTzLgyoYOBZMYDCTh3odBMrvxJY22ysrXK5b5erBhil9wf0FntFRP/D1Y4Vx6KeUuWkQt9tlHDcJhODkRYgZMKLUZeXcWPfTNvSAvT60uNK+spHacOaxfP8r56Sfq2a5dzewoOkaV6S2by5ZKDhPklatXKws5dIQY5GNyAaujG264QVnUIZaNKwCkLX61QyPmEBRt8QuTGKx+RDWc+nxwnBKzLln8YgGIA8ljq+M//JBa/Pcf9enbN+KGBPEIq/oIHP8sxzUyRMNcYzUBGdk4wD67PUJgAtwoY/+wAIkAdxBWv40JT7MZM+heU6m30ghjEoNjgNUh3BjVMeqVI/zHe3Cd4uMzO0VT/OpgZlhkF0a4KzIov5mRExMkc0CEAQF3GBz4ki1JbLcFc1BtpvM1jw2NNQcjBFhNx4AeYhziwkCd1y5GNYLcs2jLA3uU1TXxx/Hgfojl228CYQ/CH1tkuToAlBHbtLOXYlKGwbwtfgV1cJjIYPIJgdksH4Q9M3C+qwwYkOCe4e9gP/dhWKZJtOPCCrzZ6KM+TTDp5NhlPHjAPlyifSNmm222UavAWDWFazSvsEP0Gjp0aFTbB2uvWH0SHq7g+LGANYCTigoVaNfGdZXAvZDBs9V6xXHgdtupuBxlhuvvKsvtsQ23w4ceqtweiy3xC6v6tuVX65wcunncOBVw1zVYRwv/MbIdB1h+sWugec1DHjivaVO1So/+Ull+lZWpvgFu8BGxzlEXnnVN8wQH7bopfsEKrhlb1hqr0BC//tMCobnoY4tfz73wgnIxaeqI+YVt80ijpelSirJAMDQsv1CjEAZLjbbaJX6ZYsloHCMWWhADha+LALdHM1ECyoeJM59PHNFydo8tK6O11l6bnnr+eSqB5S/qys6I6BK/+Lyx+IU6Rf8CSykzexVvA30qjst0ewyy/GJRimN+pWL5hd/yIgz6LjO+D9c9Z3A06jPyH+MZrGZjG9z/s3iHeuFto8xY8eZ+xsQM3O+yijLjfXKfYrupxYr5ZYtfvO0jj/SPw+X2aJfP3pf9Gr/HeUZMKlwjtvjFx8VuKnxuhQhYXH7xxReV+AWXcbQNsBYdO3ZsJLGKbUEcr68JGyMM494Vxx5LX+Tl0aIY46qTFiwg5F9Hm8ln70fDKwHY4dP5e7hD1wTEqTRJxNbfnu8UxxDuWlqf2fvZzgjpEgTPP+xA9TySDbM8yW0wT885LALO1FAzBEYCxPsV1zmn7Dp36VLfq8gCwWGwlI/5X0T8ciw08zldmkAyAxdl2sIY18Wjy5ZRq4Dg+zFjdeGc2IJKWE8uWA49+WT4hfUg10sG/VsiIWCCwMI8Ys+hLz/ssPjfZw8WF7ifE3F7DAPm12jLXeKX2ZcceKA/x6jttr5ZAxe/6g3aWqgpZwPUN6opfmFShIDpnbVZfQ6btxudDxre9vgcv+cOBRY9xgBzQps2vlslLmgWcSBmVVVR7/x8ijQBCCLu71j9Mx0fc9q2VfFRsEJjJB2NdAjoaCGsoINDJkw7wC+yLNqYA/I333yTdocgGMLyi4kaTvHAyWiEbPErsj39v+NGG1EPWOgQ0T0jR0bcXTHpwHN2H1THb5g/duR60lYb++yzjzruSJyAeFYwZkMXEBjThbIow8Bz552pkzZXRd1z3B0W3cwg+W9pCzO4goKiggJqbWYexIDyk098yy8e8NoZKiHq6XpS4FxygEM2wcVg3tWw4RzwhACraTwBQF1zxhW428ANxKw3/Obyy323SaxEcNw9O2g8i27ahVkJc/bAG4No/tz27Yd1gm1GjFVm/j5ne4W1hb3Czp2CTtccAcFLUcemqS4GSBA8UT+wUjPTxGO1HPUC0Qz/zf3AtQp1aGePZHBNmKszuL+N61bVGwsnKE+8Bh3n3kw9bidrYDEY8L0qll/1DjtDU4QZM2h3M2ughu+YMuP+VW6PRkc7T4tLbVq2pJvXX5+2MzIht1t77Si3xxbc/rdqpZKm8FS6UrcFEMTsmF/NtYBkZ3Zi0GqugoBlvOcKeF+p2wg4laJvG1NYqJLHYHCOiSEmi+gbsEDDAwjPURdVliDAFs0Q0RBrhEPpQtgq5P7bivmFOsS+TMsvtpbgb8I6DFJax8rKiGsMx/yC+MU9YoVp1YdjLSigfCPAOI4e+2OX0iDxy5xwvIu2A+MG9F2W+GVbfsHRhaPFcTB+T/dlGFVEpiAlJdSvf3+1cJeHdg/ltWN+2eIXXuM/todrF+MV1CnaLFgUmavZXJcswHC2RIDfwPqXF5dsF2JT/LIH9dy+BlmEMRhPGJbykaD8gPs67IPrnPsc/gxl5Prg7fC1ZmSqjoS/wPWCz83MXab4FS98gEv8wm9ixfwyx2GoD64DXsSMJ37ZdYgJqrn4Y/YZ2BfGFLbbo+kqi0UefE8C3tcrmt55J+2IDLrGe3aspxbGWJnb7gF6jsHY8gXuXlytuIpwV7qd7KqxluhiYluZ9TGzx1lwu87AJ8SWyoJibe2qy4XjBt11HGAw5tprIyJQIuIXtoC7vYfeFkaYVz//PNmBEnD3uloF8z1t5xuIjrYY6Y+7VFTQE47vwWEQuZn3LymJzK0OjiF+JRgdKxAeUyALdRScvTBIFFM/dtgSWoJsILgmTFHUjG3Jn5sYHjiBIKFYsrBYbe7XuNYCMRfJbVCnaI/RdwQkY0iqnJiPOkJuRLmMcl1YSd8CaWGIz67kcmGBh5NJOqzxMkj2il+I/YDJgo6bMkD75bvcHj9g6xMtYDBYoYGo1MEMKm6CbX31Fe06aRLdwpYAMKMH2qe236JFtCVMaGHxBrEB9OmjVvajbA2Kiig3L0+tArSwOqm127ZVA3oMsmFxcNhhh0UFtoebogtzQL7vPvtQc1j5WAIOMEUok8/ZRZXFLQzgjEEXto89NOOB3J13EqZFJ+hBYytslweuDss0XtF5Cln1DLGi4zHHqE5QDZWHDFHWMOgA4XYzYsSIiOVVKBIVv7Dq8OmnlHPvvRGXIQxtCxziF4Awt2j+fHoeq4D33Ufdqqr8yRGfE9QFu1fCbBaweTNWNyA+6dTMgfCgFaIRHzu7yeIzU3zERAaf4TzpgKxR24kXQBGDXzMYLwt5bPWBAb4tcKEh5wmA3VHimE2xDwNtiMdYjQGYiKHuYHmAVPYmPJmwV22w8oIBlTlZwTWIQPW4L3DvI14NJukQriEi4NzCKpMDEQMEe+brA24rLisu/A7b5ImQq1OH0AiRD6JtLAsi3r45aOABAdxx4J4L8YtXjGCFBzdZdoMR6gXfrbMOrXPnne4Pb7zR+XZE/DIGULb4xcO9HFj8mJPlvfaijTfbjIaeeGJE/GpZUODH62rWjPIrKyMD1b90e8vi18tY+NRiShMtfgUNX1QrXljoB3XXtHeJX2++SctatqR7rIkF2sfHH39cWUVAFDLFLwZWvxUOy6+DDz5YZUlm8WujBQvU5AHLIBC2eJIUZfmlhSa026blFwdAZhYvX64sv9avqqKpDssvrrs8U/zSMZQ4GzPufzxbWVqqMmDZ4pe5gLTaaB8nr1hBE9Gn4HMWFhzi1+fNmqmMX0P079pOmkRFv/1Gd2m3KrT2kSMsLaUmzZqphTu16Iby2i6ApnCCY8G+0P5gdfiNN6otv1gwMt3dsdDC2+Dj4u3ZlseoC73QqMBYCu9xPBMcK44B/T+3f7CMRgYwBmXHNtgtFGVDfCvsExMbs/3nttOMQ4NxBlxweDHEDMhvi19GfCa1mIT4qywMmhMuMztovAWNWOJXGLdH8/wxLrfHWOIX+jyMK0z3SVv8sgPem9/FeTavUaFewGPkMDYSWHjg7+2w665R1rZ2tCQEzcAVWJWgsGWDIB521B4zcAZsl9cNcBvEPOZELaTwkh/uzugc8NXhVGzgU4El40t//JE+sCy/Cjt3jgT/d4lfcF01LfD4ruAZ4AZ6zMp37ZHW7y0blghoMXgUO3PmzJjummjv4avhRyYNhlsBzJDOtoRAc6Gl0nhP+3GkBbYij8BtmiPuWAS0pXbcskTEL7N9x1jexC5PUNyxoCDsicJeNGaG4TAJqGJZxqHPSHcok0RFNMwPLe8nJ62M+jUXpRIFcxyTsBmb64jsFb/Q4UNs0oEm87VA4xK/cjFpxcpngIjkBAMHTD4GDqTmyDLJF4h5UyxfrsxTN4flDQKisql89+601qab0nrmd41BSY5H1Pa/2VS1dD59u8ee1A2Duzlz6MKpU6lMT9aRkZBB5kN2AcQqCGfJijpW/r7t1kZETzzxBE1wZNNYH+VG3DYWSqyg4rDGgv1DZwTzRSDK336jzkT0IDf42BeEhxEjorPnWR37XxBITH/3Zs0IoYlV04CbU4sxcDO86qqrKCHsLCUx4sgpcQsNqz4XM3RcLQxtC1kcQ11AvDGEmrYdO1JTiDnnnEN7/fMPLcDkiyevEKwgwCK+FB8ji1VQ3mMFgmRgFYfgxOaxbKBDWPI53mMPX+iBey7HScHA3sQ0C8ckwiHmKThLHoKBsvjFEyJYsdkNPyY4T+g1K1wfWGWAayUaNzSW5gCAJy/cGcEtBeIyEk3YcZdYLDZXCLBqgcQIOEfmag7Xg7m60LmzL6pBnMJkga0zze2xdQ3OjxmokbFX7F0dGrans+zFhK3qzEEAr6rAHRex/nC94Pg4riDENA6ALNQLlnfrpgbpTuw4choerpWYll9Gm4+rKjJ0qaqiYv3ZePQr77xDOfn5VJibWx2bJD+fqnBtFhUp17xeeiDP9iQR0QaGxlrsaaq32d8aref/N5s2+m+26ndyioroIxYhiOgY/b9Qx/PiDIg/s/Wz6eaug+oDBMZ3iV9YxHFZfr322mv0pHZ16JqTQ710P4fWWsXl0mU3Lb/UNnS7bVp+YUECsUP5m/8tWVJj8ody4piqEBeU68x2eywoiLg9YrFJiV8QOIx9xYr55b37Ls1v2VLFEVP3L7eDuq1QKeT1IAvxz5AOgFvo/sOHqz7QHNZP4JAKKANfO7gGUB474L05eTAtv1jsZ2t2Fr/M1WLuZ0zro6Asg9g3L/gx6BvZ8gsLO7BiRiwu87emqwose3E8vC/uH7EIgDK6xC8cJwtAeH7MMUQnn1xdP7wvHV800o6bfSD6ZdQDxEoWgFyWX6Yld1jxi625gtwezfGOGfOLxzyYfHN5EBfVziBrLzLh/KEcyARti1849y63R7i/sMsln+t67ooiBAO3TD57xS1b0nKjr8GVuYd+/rfDeiyIGFGdFJ85xCVEetajF5W8pf+AAapv2cjoZzhpzYE6thYC2zMD44hfnTGu02AEu19ZGWHUt5nhudO8VSvaAoukunzm4gTiSSM5FwQwJhJOgMsdMN5CMjYQZAuK918xjCewwIK41nCfdRFm+m+WpJlur3/Ur1822gVT/PJLWbOcXLZEyHe5HCJxC8cvdlkI4ZzZ8XtjuL9G7zA/sfjBiRhDhMVsJ9H+wnPm4oujBTl7fhWvXKgzxgwlkC5Q32HDzgDsP4xw+NFHvuFAqtj3lE5IVV/JXvGLV+G1NReLXxwsvcZFqhvKpE8kb9domFWacMADTIgGGETm5KhsXZdzKmoug6ZJRSkNfvwsmvPQqXTyScdTAQaQV11Fe86dS0044KnFOnqlAjGy+Bij3AN5wm/ewJqePXuqYPpOYHLKA20MBiHi6bJipQm3TgEsVmz/ZljhQFiAhQ4EK4e7JZszcywvk4qgRiNVYsQPUPWGASxMWtu0UWbIAOv4BdyBQhCDQIEb1+EO0X3lSppm1iULNGg8+Brh7FXoINiM1HSFszsJTDQRuw4CCcQ3BL9nYYgbUKy4Y5JhuErVaJzNyQcmEdiPaSXBLiG4ljAIhvjFSj9PAFiUMcEggmOrYNCPMiBmGSbR5v2ASYYePETqBGBggOtEJ8iIsmIDZjw0Pl5YC5rw9W3GVrPBpArbMtP9mpM+V+rdMOIX7gfeJjptBPbWmeqisN1zzHOC+DqoN1gvQIy3s7WJ5Ve9IXfw4MgguQYBq5s8tV1jCF6eFfMrcsYRwys3lz5o3pxGcFuiXfDyTPELk1pkl62qotb6eilyiF95bPnlGCQWVZRSl8fPog8fP0v1OxV5eTTfWFhBuRDBsABCUUmJioFSuWoVlTvuA84myeIXrLw66JibEKTU/oqKAt0eYWGN/T3w9dd0rhZgCrT41SRA/Kp0WH6xCMffnD5nDqFVnGRmtszLo/v/+Yde/PbbYMsviF98rioq1KQCd6vZIsD6SllAm26Puow5e+5Je+61l18nplWNzj7MMb9Qqpy8PBXTC70Tt9q5Vha2ZZxx0Ra/XJZfpvjFFkj4j/4PVlKwtDItv1ygzHxcbEVsLyZx5iqmTx9/wYEtv/76Sxd+WXUyD4iBZj8MMRAWWbb4hXEB3jNFJe6PcHz2BInjlpniF9p0CMNcRlP8gus9+gB8l+NsMUiUw4mH4llDucQv9NU4L0HiF/pd1Il9/gAWgnCtcnkw0TIt1mzLLx4/4fvsjm2KeablF78H9xhMapCBnDNFiuVXVnA0ZzJ1wAJIj003pcVmNnPD0yTn66+jxtdWRFUqNSxXWWSxKTUWeWy5FNtmp8tDDzyQctD3VJSqPob7meovV1Bpp06EZU+0f1hS9nPGUw03doYTTtkT1AJzASIvj7bU2edx7CpRi2ZnLdYjqRdA4gL2g+BRZbEjwyHsW5Fgy96vCX5l97LIBuoKmn/llVdGxecyYWOGdgHx1pCe4sHbbqNRvXureG+2+BVZgDF/VFhIx1EawHWFsar2ropg1hnaececLxSm2zrmTy6PDOwfnh+33pqYUBYWvpZ0QjaVOdd0mUf/BaOPRDDHTBBqwyxom/OlMLiMO4Lmz2HFr549/ZjPjnAeCWEeL85fIsZGdUB2i1/GxeAKeJ9W+MR26VIzw4JjQoTBcp7pDma5E1zGIhcPnpDSG2Mq7RdvwwHXzWOsIX6hQbWCQiYEBlCGhZgd6yvKlY6th2L4+7O7psuNMc9cqU2kcbsS4SFjYNaJ0Yki+kchGnUezKPR0ysbVcXFfqY1lBNuRRiIIg0y3Egttv7nH5qAASg3dIiNAgs6xPTic3TqqdWDWRa/TB9y24cdHQkGq1jFRp0hMQP/zrye2a2SMc8Pu8fAcgsDb5wrvDZ9uFmUw3dRVly3tmmzy+wVq+4MzhUPwPHctC6D2As3Vob3jfJAJEMwSRemyywf74UXur9jx4fgc4SGG9Zy99/vB/jH8WFbOuuQwuUrz+cRkzpgxQV0il+w5oNAiQQEZqYbniSZ9wm+D5dfCMSYbOF6t8Uve2Im1CnIBhwY+SBgMFHusPzCAJ3ZaIMNfNdCtYMqlTFytudROd/DiFFlDC4hflXi+oXVUVUVtdLXC7ci5oA537D8sjNvAbNHXLZmTZS7DAbf6ImKcnLouT//JEjg/86eTR8bMaLYIswUvzDYx4RjKy3ecYZfCFVB4hcsgZE9spkx2MU3/vnnn4i7o2qj41h+oS9E34dh4x89e6r9oXU4yMj8hbJuWVJCbSoqYopfERFRx/zCxK7IYXERZflllBHHq7aXl0elq1eriVBFSQktLShQMWpghaCC2OfnK+u0lrqcbKFRYsYi4/4DfRRfO2hfzZhf8Sy/TEHGtPwy+yC+RnFMvE92EULmYRO0TeYk5+yzq8ddOCfsVoH2mV0J8Rm3lygTrIohxnEdchvO1kiuYMU4Ptv1j68BU/ziMQgfhzn+wfc4fAAm/EFtbLwsbC7xC8+RsIL7P9eiK8qCe8CM+QW4HPwf37HdTc1Ma3xM8BDApALnDxPDWDG/MKbAPQkLbBbK0G/DO8FlAS3UG7Yyw1JYsABS0KxZlFURrq4yHa9xHUu00JHvIhQZi6+u/kJ9x7gneJ+/YFwFS1vje8hMG2iZo+OsQvgH6DldwQTacybSOOKXuRitrKp1/4LjHogxuAXG82ire/ToQWdgkcQ8vk02UdmPTd40MoAGObRhfuY6WmSgRqxmEyTmcYlfMMOYN3u2ivMYEFmUMFLNadFCzfUqHOLXGTosQ1Rv2bZttet8KgTFQDRjJOL6MMf+GAvHi53I4HpAqJiXXvKtmcy2nEPxQNBBXDsYc0DMxGI45k1B8b/wnTBul0hOA7jttEOxmAR5zgQJUubxoz7iaREujymOtxYLM9HAmWcGx/bCMfK9Do+hWHToUFPstDGTqgXtLxMGLRki+8UvPSCq0pNWUyRKGtcgiS1fYC1jgkFQkHmfaRZqZCXEJL09W+04Bk2udR8z4H2g5VeySrwtjoDFi+myc84hzyyfGQSab3jT8scC2RORUnh7nZnT5BZYz/BNF9Y3GI1kQMwdBVZ/TPXdaCj3RFFxQ0KsQj1BYNJsPmCAmkyqawdlgViDcwe3TscK0bMYeJoD5oMO8hsZbvwwIWQLKv6eea4gyPCgnOsAHQEPdDlNLjAbUCNRQARY6iGwL76HATbOBx7oNDDgZ8svNLIsnnGDCKEN4hdWrdAQuwYx+AyuNHBzRH2aEx48N+vbNsnl1TCIwLEaQ9NVl4/X7jj4GrHLCAETwjEablgxcnwvXJ8cxyxWfDielOCagDiF+rSBdQPHsMEx87m87jq/XniiFyR+4Vxy3D0kKdDubBHwO7H8qjdUdegQHCfFaq9f0K4GEcsv80OjLzrvnHOo1wYbUAV+X1WlxKYV2qVO8X/2zgJMkupqw2dm1pddbHF3d3cJEAjuENwJEDzwAyGQQAIBsriFEEhwgkuwENzdNbjLssuyLv0/b3WdntN3qqqre7pHz/s8u2Pd1aVXvvudc/r0kRYzeJqmpaUofvXvHwk0SwcOnlD8ou0ieXoY/gf2SfphzJjSYJqWjRaSrJmbT5kii8diw3uvvSajzYBUc4EhKCH0EFKihUA0ZF37Igbru8eO6KmBewz3VhgYoccxXdwmIX6919Ii4+OFozEkww+cXyp+Ebx5z0EHyVrxQsOEQqF0rPx9bHz+w7BHFb8icS4+zkKc80vFL87EpfEziziX5PzS440EwT595Luvv5YnHntMWkaOlB/69ZNpR4+W9YcPj/J/9u3XL3IfTNvUJDtvuaVMHjQo+hz+jY7btIlsl32izcjj/GKxgapUWnWQ/bALEnnEL8YztJu6qIfrRPui4kUrto0s7iD667b5HftFXkUVvwhrpS204pdW9WJsETq/1HkWttMq8nEstMe2r+VzQ/GL7ej5ClfG7cJNWo4W3ovYhMM96W96jCxYEnpJe60LmzY3ZxJ6XZLcZVYEC8etNu+mCu70p5pjlQmQFb807FG3w1fNEabOL2A/woI8Tqeii8Pqu8BJFfIQDhjrwurXT+xoZlIcHdISj8dte5W1tNwmiIrnnDG2cW7qCLjf9NNHwo9dHo2KiKWJX9xrU6ZIk3k2klKor33yybK+CbGj0FRp+/aFpt1dmsXKOMk320TkCh1kCv0Wr4lLMLV+Tsb1SGopTll88aiS8tDQFBBHuSwYjHG5Bkm+W5aVptt668S+GnjyL4kXfahyPylB/FrryCPlx1GjZIs4rDQaiz7/fCSGmdImZYSzrOUCQTC3+KXYNk+LSuWBdphrpRUVbduYNPemvbr99qLwn9RXAPnH7H1I0RaLjr/V3ZUn92He+XTScRtxNhUWxO14kvNCGqewn2J+abHzQObWaZoHn6/5zMkXpucnw7CSSZIxwNLNFvC7v/hFONHll8sKG24oSy65pMxjBZxaQBwhYWsIjhYGSOEFZjCY1vjrIJAbmkkyPPqojHvsCdlw+CPRv3HNZntxx0WjHE4SrHsq0fnFgDAj31UuGFhpQu9ZZpG+660nTXagZMUvbRgyBlLs8x133JEYcvkzclgBDycD9LAxogPWilOAwBMmYmdlQMMumIRZRxYk2S6ZtLHv3CdxJ9Y8aFCUWLOf5kxhBYHJ2DnnlBx5ao/9bLnl5CjuA1vOOrznbKPJNaJill1Rp/FS5xxwXNoRqBNLt2EbtqTrSx4tBC6uP/9oTBnAEJYBhKsiuHBdNX+Ail8MqnFjsY80xCrimnw/pUkRYcPsEyv/OqGx4hcD7NA2q9tB6CU8OawcpthVcdth3H13a06XtMozvF5XS1jVZsWFSQLnisTPloR8eKV7Oq4C2qbj0W3jqAMmfOpcUDFRP0fFLxwBmiMsFL/UYWaPsxHJMZ3amWWW5EFhzE0mmTc+R55cbb3G2b7APrtTp8qs000n/RC3p0yJ8lH9NGlSmfhFdUNlsIpfJFtnIc3c/98E4pcK980TJ7YZbI/v01/e3+dC2XCfC2Vcn/5RcnhtRdk7WhSCkXU4zx3MdqyIF4pfhNGX8rKwiDFhQinnCl8XjFfuo/23+4KQFQzUVPSaN+5HEL8u6t9fRsXt48effpro/NLP43stVEIrErms4v3QENTQ+aU5v8ZzHXSjJuwRqMV7Unw9mIzZdAoIZW3Er5YWGf3DD1Hf3VQoyA9UBSbn1N13y97LLitLLbNMNNlZddppZe3ll5dJ000XnXOO/qf4nplsxZJKOb/4ymv4p86vUPzSsEcWPghrp13SlXWgzeFvhKPbQbgNy1fxi7BI8njp6+g76Ldw09KfIRDxWhy7VvxiIYC+jW2oiGWra6W1e+r8oo+3OSgR69i2zXmlydyLF6R8O5yLODwq9bM4TzgRNtmk7d843jg3aKkv4/h0W7panuT80t/jvkoK7bH7HE5guG66QKriF32IOrPpy6z4pQKobpOvHDvjGZw1vJZnDPHOhIg5nY8u2K+pPyfMJ6bE44amFPFrcuBItRUUE+68YpGKWBApy8SqKTdit+Hjjz9eEl0Gx9skfyO/j+5RBPGmpqhv2VD7mTfeap1P4PyKn43f//73pfDDkDlM+77iiivKYrHJIM35NTPPQpxXNgoDzBBedJ4UPv1tl7WLLDFyZPk5iXlollmEoPBjElLLpH3uU7GLqw0ZjiP8dRwZfc7RRx/dRvzSrxQAWIP5L1BMJl5sTqt+GYqgT40dK18nRQqlncvw93asTBuWYBRIJGyHK4lfCovvae6u8H2/DrLeadojFoDIX5xW5M6StUhgF0r0vITnJ9wndU2nQZg+c5AwL2NaKhbYaaf0RR0ib0g9o4tqun+4+h9JSG+TBWkt0lIKaR7KRuRmayDdX/xiILL33tEg9LXXXpPZ2pu4DSFDHSQWhBSt6lcNDEwQC7SixVprSWHYMHnvm5+if4VBZhXBuEHCsJtHH31UnovzS2kOLU0oH6Erru2Bh4iBqQ6oX3mlPK+UFb90AFXrKqIOUnk/D02Y64zwRk0WT6PKZChO9F+C66HuIm0wbEOQ1FAiqKiwFL+26aefIgfEIuwDDiMaWYQxGiOtsEFnT8L/xx6TX/K5NKBaBUsbUm1cwgE4DRQNIQMOxBnQa0duhW22KX7PJILKiPZeCDsUBr3kVLFVBzX/CjDQQATSsEsmonEOmlJjrPeJlsfV97J6xIBCEwvb68x5Jh+MDV204hfiJLnrEN3i/D+R4EdosF4HzkOlFRd77rjm//d/1YXF0rkxIeNeDRN2hvlvyPvCeaRjDMN9wrxkCvui50/dKOrqRMRCFGCiw3nHDaGTUc4BHbK2A7aDc+dXlwIxJSswaLJp8zaKn1cdoI61A6BA/CrdOzi/4kFqaVGD/FPmvcPiapGFuJ2Y/YcfSiENfLVTbXy1PIV9p0xpE8bC5icMm0feGzaPFJpEtt1uuyi8gxVsiV1fNose2+HutuKXhj0ySUPoscmFow8wCeGjr/Ez/DKh4+acUnmxfzBQ23ODDeRo9j0WBzgvk6dMiSojR6ctngRY8YvP18/j/On3eg00f+P4+PzvlhL2SNXLwfHEbNLYsWXi14BBgyLH17nnniu33367LLXUUnJznG9wcpL41aePvP7KK6XPwnWmVbRmnjJFphk6VDgbs9ImfPhhJH4hMfFPHWqTuP5hP6Z5KrVIgXV+qeNJhQ9+pwsgug3aPAbB9Ou0jYQHWXdQElb8CscVum0WUlTQZwKGW4wJgYpDvI/joW3T7elAXBcAkhxP4fMSikr0Ryyy0L5bh5tuJ5wIcC9qaEmW8yvpfODw5jPYhh6DLlppX5qW80tBAE2r+GydX+HEgeumDhMdK3D+dDsIllb80n0JxS9ez6IWP1OQJSlXpdOlCNOETDWVDkt3cL9+ZU6eyWaRIkxZkihlqDs3cAaX7inu2T59onBC3eqgWPxi8SMKM9SKsriOmyTqY6J+Rj8bAesXv5CW2FH8/fffp4pfs5oQZxbL34zzs65kF5LDvhWhPa44iPiVJoBpfxXKKokS8E47yXkvvhgl2Lew3KX9TL84z3QSn2rRo/j19KOJS74Z42CdBdLvcS+UqifHX8tmBFoYy8DoncX8kLeC0NABAwfK6mpCqEX8su0lf9O/Vwo/DNvh0MVbCdpichlaKrms9Jniq3VBZZER1VTWL9lwUIqXabSN3ScWj0I3Wkg1C+D23CedM8wMWW7ktdcuOrnSQiaTTCNJn8N4JeN56Mp0f/Gru7P8ckULO4PiuBGIkvwGLyNunRURWHXVVeWbb76JfldX8QsYMFnBhQeaQS0OIJsfio4NN0woMORFH3Q6dR6epHxQKrapSBO+xj6MOmmwbq80YU4baRW/4lCCfVHDyeGEuBgmpWd/aSy0Y2cVW1eKVfzSY0prWEmgeNJJ5avfTBo0xwG5OHRFQQf2YT4UBsBUC7Sx4jaEThs8bZxtI637p8emCR313DG44ZwxoND9sOKXFaEQia34pfZr3q+TGz6HQZY9H7w+zOViSWqwOQbNsVUJK3CF+cEAJ4GCTZ37mJWQM88sfx3PFrnbwm2wH1rJEnGUjl5dDnwlDIbkmXDKKa3iF+eAzk9X2rjmOqF151eXgkHnmAp/V+699145/vjjW8Uv87qhNj+YTuZ5JqZOjRxOPAW/0kFckPNr4xEjIpHlhrvuikq+g7YE3G02GwV7M+1HH0Xi19gKoR0XXXSRTC4U5KQ4dBmPs5WW+zQ1RRUlpzHukND5VSZ+hRMMI35NCBL8jh07NhK/CqY9WOh//xOevOliRwsJ7zlucmTBZ7FwFoY9qrMBp7d+dih+jYt/v0pK2OPkpqYo/DTa1zFjysSvsfHn/frXv5Zhw4ZFx7XNNtvI3nvvXTaZRPy67rrr5H8ffSQjvv02Eg6vn376qAJlH5uUvblZznv22WIeuG+/lcnG+TXWOr/0OHVwS9tBv6BtphW/QudXtONjy51fTMZCAanSwN+G9bA9OwHVbbFtdRITmqgLg9w3jEPoY7nfeX8YJmSFqjS3gFZ7DPOu4GLWtlf/ZkU0vqe4jA2f13s5y/ml+2NBNGQ/OL96DkJHdiXxi0UhMDn0SticX3nEL10kC9+vC76MSfQY2L8wpCZJZHO6DBrREaZumWIqIrZkOL+s+GWT5v+VSu0h8X1CWzZr0j3FXCNekNBlukHx/dgmr3LYvtgFfTO+ZgEjTfyaKW7fELBs8voF7fjXLvhyHzOBJzqjgvOr5ErOI36RnzUBzsq2225bXAChYEVKIRFbqVLFshwBdmVoi6f3wbZxVIjeFWUyOvti0sYccMAB8kGC4IYkNzFBKCvNQ7TgCaSdS5u3uLiDrd9zr+j70kITlbCdte1ynvYJxzG5fcNtcC8wPmdR20Zr5N1u2vHq/NNi+yXr/CJnti5Q2Gq+ROPoPjDv0jkEqAurnuJXpfxd2odqCps8JO0f+8EcSs8B89tKebm7CC5+dTY8EDh+mCjFnc2YpqbEyl2tb2kqVTKpu/gVxjlrJTrt4BBeNIwA4avWXEU2ZIEG2IakaYenn6nJzm3OJsQKDRXU/QQcWRqqFzbW+pnamGmjEQt4AzSskoFDnrK9KgapyEYOlqSQ2SRYcWHQGgpD2qgx0MCBZcMjK10zhBcNLdFzlySM6bGpEJNU/lwdf/r+sOPkczj+8D5lv5M+28J+/PvfxZDMUDxN6wBI2KjCYRYMBnCYqetEJ0v2vmEyQ8O/777p2+H9OmjELRiiuV4YqPHs0ZlRkZNzq+du+PBi2E/Sc8l5I16fa+7Ory4FYktWQeklzEoXbXHkiIp/HmMmIAPtpF9dOdwfOJumTInErxU0/0IgfpEv64qWFtl5551L2542vq9odex0g6HWoG++kfUnTy6rzHV9Qm6SkkgVP5uTA5FKQyE33GKLKGdjKH7hckrKq6kD/eYgEXHpXAwcGDm/orBH08cMjIXjYfGKOXs1aepUaYnbpMtjsdFO7KLKlgMHRhOezTbbLFH8Yn+mxG0TrTO+4k1//vNILOtHCOnIkdGxU+VS32PFr4nx54UujNnV7aSf1bevfPbZZ3Lfgw/K9998I/PPNJN88sMPUf6uPtonxSGKK620kjRx3n/4QSZNP32U8LjZhD1Gr9aBuxVXGFAzRqCfDMMeea8Vv+jDrCMKtL/OC853dbyyvTTxS7fPtdcVZPoF7V+4ttb5pVh3Upr4xTWiLw37EIQgJhM4n+xx2jxmhJdomAv7q7k/q3V+sa1Q/NLP1MG+FeCSwEFjc79aVBxPilaw4hd5y3Ch4ei26PHgKOf1OItD55fTbdA2ro3zi/lAgvhF+mkdEdN22Dbyz3/+c8mFpGHhZRhnLYsPP2keoYT72IpfTzzxRJvcVtF4+brrM3Ml8T6KoqQkr5AZJ06MUghEztQ0Mgo15BG/SkfGmHrzzWXRPGP8mP7NzVFOMRZAIhL61pBaxS+dUen1PO+CC6Kv3BXcBafaF3OvmAV/nMrRe4Nt8vO0SWFrOkeyId9p5xJRxzpYbXtJG6n3X5Lzy4YJhvcYYomKjklzkSTCeQfbJEUJ84S4GEDZ3IKxuC0ikic/GdeY1yUtotsxvXV+2QqLxtVfghB68itbY4btR/Nijx+DAU4vK6glzcsxJbQnL3hLDlceBgUW/bsBLn51JeKVYlbd74xDLHIPVpnU57k5axW/dHUB++Mzz7T/c/RB18mQumesyBWKX1rqnIby6KNbV0Q1pEwTGvK6UFAgZ5vmy9CE5Hq+CKe0jSHbs6tZoStIYbWbfE/a+eCGCisypsEKUVIOKtu4kaNFS/HmuWbqvkpzfmkjrZ2+zdeVtH96jITbhvnTEH1YrQtdXHQK+plZDS2dLUUH7OoMtDfxOwIBucXUTachnwoTIY4bF1/WZ9mOPUmA1MECkz3uXVbO+FzuLUIoGXiyLww8sxJFcq7c+dWlYLIQOr8iMSzOQUjYR4gOcEea56HFDmZoJ0zY4/xzzCF7HnBAa+g6Ce/N5IUn6Kd4W5OCAdckwvXMvUurNve//iVzTZ1aCtec0NwsVyaIrjqx0gpc7Ld9gslXtUTw7Fbj/Iq2Hx936Pxi5Z+KiE0J4ld0XDPNFA1IJk2ZIi2xcPRlwuQtFN/Swh6bC4WSiEkPsswSS8hee+0lf8aZ+fjj0ev1LKr4FeZXCdFJaOgC5DxyBoYNGBDlXeP9GvYY73Txa5yHaYJJ6lzK+UUfZJPBFz+gdeCqYhHthbpuQ+cXYpUVqIBQDEulVXDuLRYR1H1tJ3q6bXOdo/3YcMNi/kmEHj1HTJSSxC/rtAonIUySmDxoLs9wcYTjZOGPMYFNXxC4uUt9HcdCegLylaU5wdPEL7bFueWfHlPYp5mcfanovoQLliw+sd/kedHXaAVxFujsIhWO5fCz9Zi5Flwjvtpza5+bvJNKp8PRNrnUrwQ52foNGBAJTm+//Xar+NW3r1DzbcYU8UtdSKmiUHyf4DymXva7KhgktO2lrTY3y+pJjhKegc3jFCDRvvUpX5iOjCiry/TTT5/qqB5QKBRD8ZMcku1E+6aZVZRhMfPII2WNSlVe7f7RP1c5v6JfmnnmmeXNaoqwHXOMXBx/W7qe8fv5H1tAlmxDX4kxIhS/Jra0yEIajmdhfM8YPKEoWRsQgTSqA+z5sM4v7mcWJxTaMdpgXTAOzyNjIE2VkpQbMQ+VhCPmM7WkLUpDF1RYeNAcyGnPmt03UgSE+2pdy0kk5a629xTzjFBQS9oWwpvOgWuhh+UldvGrKxEPlpsHDJC5ba6tLJ56qrgyzCppPSztoWvn3XeLA0gVpOq1mmjFL5sgF8jzBDp5UMcP+8IAUPMmKeybTXDIeWCb5OM5/PDWFVg6PxpwzYeljXDSebMTl6SkkMA1soJTZ8E1Y+JBmJ6ix2QbSURSOqFw5S5pYKy51JhkJa1cq/MrzMcV5wCq6l6hUwpDMhtFnnLISRCarJVeEYJ1IsNAFaGLcFkKWzCI5BzQ2VLkglWZLJGNv7n41aVA0CAvls2pEgkUtrCFaTOYvCSFPZa1K7TTOqGdOlUGNDfLslYo79NHZjJh3YRFfhSv5Om2VTQqDBgQCSv3Dhwo7BFrqn3GjIneo2lM+eTxGQPJZs11lTKYHmEGyjqByhK/bA4ubXOsqDZn375R6MVetEGmXRhgwlqmxIM8WqMxhx0mVx94YLRvNsw02vdgMqH7MyR+tq34RYJi0WtJgnvyk8XH8+P48SU3gIpf5B9754gjJJDMy8SvBzE1xRNUDQHqN3BgtK0VF11U1tpkk3Txi9e//bZMHTJErg6KJEQ5v7T9s2KZ5mPkd9wTCB0sQiWFPdr3pCWBzzNOsOfY5vTQbVnnF1/pbwl/5FpxLyDuMQFCjEsTv3hdOGFAdNtqq+KiCpMiXX1XeAa0n7OuK32N9iNW/MJZRf7QcBKqeR719+F54bjU+aWfFfZpecQvfQ5vvbVYiTgJ3X+cylrRUkVHm6+mUt4gK+TZfc2bjNrpcLR93WOPPWQhXag16EIF4ljpSQjuhTDsMRVdFIy3uVzsPC4wcWY/EoSaO7Syb975BdtIEQJm13FlwFqrrCJztKMKaR7nV3/cMVp4DBctuWFzQrh+XvHrptjlxOvfeOMNOZ82O6zYl8bhh5eK1pSuJ/3iKqtEKQDysNBCC5XuE225F1p+eZkxSURhoYEFBhvGnrdqo50X0MbZ+88uEDJ/oi3ClQVJ51HbqjxVGJPo6GrpKn4Rwqj3VBp53VZpfQiutTDlTyVBNel80A+nJa23pPVR4XWzAmc3xMWvroQ++FrePM/rrZUTN1R70VwR+sDyGY1oWELxy8b2q0Ch1fN0NSjJaZQFHRyKOGhVFJK2ZzXCioYikLA2Kzyuq8DEQwc2wEqxNtAKE9o772zbyCYNmrjm5E6xucVsiVy2nSR+QbXiF/ewrhTWw72YBhVEkwYAeaAz19BPBgxqbWYS/MEHxQ6eFSAraOA2INY/C84zwm9Hd95O5urpfzD3ZZ0jBoxxrj8rftlE8Trpf15zAmpFXibU1qEDyy4rQ6jIFzOkb9+Sc6okYcVt8gQmIYWCjGxujipJfRnvQ5Q/yji4RgfVce3abkt8vyUNNVkbbJpmmtKEYtNNN42qbyUmvNft2d8tskiUd0SFJx2E4yWd14aQcUhm0UOrXUbC0WyzydexSL9yELYXfr7+TJjplED80hItkXd4yhSZ1UywvvzuuyjHWPTZ8efiLf52m22ic5oEoS8kFH6YxQYjfg0YPDhyZQyYNEmmn2uu4jEwIdBj1Ylj3M/9tMIK8mfGzkZ8jK5FKH4hBDGZ4lxwnDZ/jxW/7L1kc35B2N5XI35pAZyssMekNhthKS3ssVLOL80LmTZJUheWFfl0O0niVxoUjrH7k7QfbIfrqOcszfmVlXJCnTyEdKVNgnV/bQVMFb+SwjEruSRC55eLX10e2vD3k55Pc/1PePBBGRO3PZY+AwbIujafaRqaDkLdRDZXYwrr4EwM9qNWXkgq/EBuyplnloXDRdkqyJPwfiTuJi2aFY6N6yh+TRePMekvyReJ+yt3ShpzHbTQTPS7p5+Wp195pbzIWQp8rp6JBTSMNK4ynYnmf8rbVtAWqoOZPsief3s/6fwpaUHevp6FeSJ3uoMrKWkRPU00TKsEnHYMzIcwblBFkTEc19zOvfL04e05H1tvnSyShfd/I+dqHYCLX51AkzTJHNMNjP7xfQkNx2PQQqiVlhBNg/huEv/phL5eJaxp1MghYWOWEY9sgv32YleQQ+cXDxUuC528YbXWShnVDuJ4iEnUr8IFDZEeV0rSStHcK1wPOq46dPodzqGHFoW+PKR1iuROsYN98o6QK4sEzkxouGYakmoJXQt54F5OGRjVDUp418MdyTb03kRwZL/12a0W7kcGDj3MUtyd0TC7sqcivG/IWReLVVTi0mkoU4uPcQCyWnc2NaJEJvM8nHZa8QU8N7RHVKyzYRfB4GaGwYNLzqnSFDfeLxXFNKdVVDVy8uQoH0hJ/CJijTLzBZE5Rn0tw378Vl4yYzMb9jhDMBEoBEmN77jjDnn11VdzOb8iVltN8I3Z1nWD+PkYxADRil9m0aMPCw0ikeuO7ennEC6Tx/nFdYvyeMW/awnFr8mTZQNyVsaQ8L6fua7as7RJ6JwQ9ojTy76274ABUahqv9dek77TTVcUvxBwdNKj+xwvcE1cYAF5Pa7KpXtQ5vzSc8yx44ZSR51dJAqrPWpuElvtsb3iV9j3WfHLVitse6KKfcPtt7cdSGeFPerfEXbSxK8w/5YVv8JQ/rQBOnlJsiZj9r1cR31tmvMLoUoX60IQLOk7s7DinY5L9LlMCsdMc0no/cM58rDHbkEpFD3tuTT3MELUYBY6A8676Sa5Jc2xEYQg2m2q+JUp7KQ5I8M5TdPEqK8pm9MEzEK0RFIOJZ4xfQZ4jhIEvjTmmGOOKBl9GonHlscBE+T8yhIILcstt5ysEqYrIWolDaJ2rr22jVhPqgDL0ksvLdPaIjopcB9pq3oH7a8er20v/szSS4DmSQyh0n2ay0cF+FD80nNOu6c5oNj+736Xfh+xMF/ldSnR0ePnanJnVev8IhLmvvtEttsuPRJGQ0hDElJy1EQhoV9OC9fspnTvve+mDOzXIk/83/rRP74vQcJswmMYUCEsWFdXVsOj7px6iV88QAweNcyLm57KdIRX1ou0nF9MgOgIEfR0MJm0elwNabH9Sy1FXeXkv3ENam2Iuxt584FwPshfxX3BwJrcb1a0VHSyWk2IIWGENp9APcGRlTYwrIa4PHjEwQdHq3GJA7lqsFXJnC4BYtDGG29cJn61GQpw/8dt0sEHHyx3I2aJCHWtvqSQwxFHlFyAs7AiTzgTiYFJmE71K1ZibZJZFUni0Mq+kyeXxK+JwYAycn4ZcY5eoHny5Mj5VXoaC4XIFdb02cfyxCX7yIVX/VoKk1tdms3x/TbP/PPL4wxug2MlPFBX0hGbVIxKS3ifNMGw52+rzz+Pvg6grUkZDDbHgvKYQPziq514hJ9/4IEHypFHHhm5sjgXBG8M/fDDyPlF+RGOLvr0KVPKtjN+8uTyIgPxVwSta665Rq5PqIQ0MBS94q9LLL20ULeziSqdSy8dHTvXpI2TS1MbmP3ApVcSv0KxrOwENZc7nzW8iH+cq/feKy4SacqESrlE2it+ZTm/OA5NwEsBkmqcX3qc1YhfaWGPadiKVPYYVaS2x4VYneb8suc2zd3BRKWSKycU7zjPOpEJJ4vaXyeJX0yYuA8YPyXl+3S6HIkJ6UGFjkoOi88/l76bbpouziTdlyp+xe/JFHay0oPYOc2Qt6K+pmxOA6++2taBbxclcONa8QunEBXHc0LBEarwDk5JQs+x0Z4vb8eXVS6CDlhkkSicMO/44WnGhpYdd5TJpF5JIkh/oGyF67cGEL9Kfa+2i7QlphJlZgREKHzgHiNdQdYcFHe2fV9S/8V9Tvh+vTjqqGLOrUrj53aE05Ygp6WSlDsty/mV1wRQTT+NqBiPqcrQ+6697X0h4VjCdsjFL6duUAGQij5641VqbDXvEI0AVJHAMRNNMqsrj1qKux7VJMMHScMYEFFIvKgdYT3FrzQefLBtLLUmXuxN1JIMF9GQ1SBbqUoLIZCTjU6xq1SbwomTN+dCFlT60U5Fq47pfVlr7jfNO5E3x5/TIZORe+65p0y8SRtYA6LLYquvLvvtu688GTqHxo2T+VjVRTAm0TptHTniwkq02rbG9xP5oto4vzSRvIpfgfOrLOxRjyXuI3BBWVT8mm7YsCikMcv5peTO+RWj588O0fqniF9Utwy3p5+D2FWqipkgfq2xxhryl7/8JbpunCs8A8vuuWd0zM8hji2xhLQwkQzEr4lB6JgVv375y1/KjlrBMLjW+hr7dfY4X0rTKadI36WWquj8SnJ5DEBID8WypHDA1hPRWh2N7+k7yX2p205zfuUZtKa5PZKcX2niF85jXhNebyvKZYU96vZtbpmksMesnF95sOdD842G46mkyl3he9tDuP/ce0kCJAK6jveSwh55v4aP2VylLn51WQgFfPbZZ9u2CWERhzSCCrS50LDH+H7LdH7p3yrd6/Yes3MYFpkTPhui5dEDDyw+7zoOZVIfhOzn4fnnn5cXUxxKtOdJizaKSRiSyHpPPCFLhcdRDUcfLX3uuac8bN1iq9XGZO1vFrwvCp9lvKFpOXBfMUalgEkl8ub8Ao4HAYp2yb5Pnco2FUu9Oeus1vx4acIR4+t6mDasaBdWkFeWXbYxOb+SYH6c9Nxrn9je9n7q1PQcoppH28Uvp+6QGBkqWVwJgaBBI5ad0Kt6TaB10GfFr3pD44gFlsGm5vx65JHWhOKEG5LIHuGLrzlKC1cNjY1tcPjcaqps9hSq6ewUzcODCISThUp4+jtbCaynEQ5Q1d5OZc720CjXm1MzVvyaJofDTycQZcIRAx97z2jS8tBVqhN6dTtNmtRW/IoHG+OD/bNhj+r8Yis77LCDNOkkJxS/4udzqhnATK0gfuEEGzNmTOWcX8H2xpv97B/k/AJko4cuvFBGHnOMHBv/LnR+EdJzdJzTMm2ihluNczXMVBDjHLEKfxBh4JMnl4lfk4zrquqwx1gE0tf20QHiiivKEkssIT/fZBPpwwAyFL/iQaWd2OjdcS4pDPQ+S9qH0PnFeUiroGU/sxFhj+o2S/tsjpuJVtKiVZLzyy6ihGGPhMQTYsxEh1V3vX9stcfQOZU2+Oc+OOGEfOeD80buFfsa/ar3TSgS4voMt58Hu/9UgSYvadI1YEKreSQrJYdGDGXia7fvdDlIZL/SSiuli1+NmGTqNuNokUzxK63gQq3jyPizf7BtCrljbZ6+GhZk559//ijkMDfG8RyJRVnUaw5ki1KlfA4u5uNJ0VEjpcUsBCmuGQttuv8aHZRmJqA6epyuIfeCMEnfgdxwNvqIa1gP11UWWQswQE6yesyLK93bhPjfcEPy3yqZAPTa1COHlvbP9XJ+7bdfsT+ybUZatFQ3o4fOULs24ydNkR0ufSr6/sYDVpMBfVuSxa9KNzCCkQ4A6zl57gjxy6rpDJRR5zV5IivGOOA4Dyp6NboKINSaDL03op0cjaTmU+uNEAbK6pImNa8WrOhsw+lyzE57hEsrp2CQKH61fVHxa1h2OxC/midMKIlfQ2mHWQCIBx+6J8/yntGjS2GPyCYTeE3cb5BsN+prdh8uY5ubpenqY0of1z9uT6dT93Aspuk0K+kYdHKWNFFSMSfJ+VUKxZxmGpmGv2uftcYa8vcNNpBPf/97mTDXXDJms83kDIpExOKXClVse/bZZy+tvKetiBNuwpbVn7zgxIlRDrBIuIwLDYTil0WHqFkhQEwsCImdJw5P1XNBwukIEt+3tMh8uG/I25HSb5WJX/FAcxncbQgaVFdLWjFXR5QWxGEbNndm0utr7b/TxC89Hgb0lXJ+IX4lLVol5fzCha3FU8KwR+4ZEu9rXhx1hdiJj25H77+0sRNCmmXXXVvdc1kTF9zDSa4SPRb9/EsukZrQ/WV7KgRWEh2yEt4r6jB18av70UjxC779VgrxPZSab8yS8Zqonxm7iMjuw+XGSVNkAKIxC8lJ7yEy4LnnZAHN60V7RrjWqFEdmwLCPPc1xD7UB6JdwOQfxMWcxqmnnto2pDLgnHPOkT9ooa8kSGFDHuUk0lxNecD5lMdZVk9y5KOry4J/kqvRkmZUYZyAQJgF/T4pj+rxnNMXkgapPS5Fe4w42m1OWM5zrUUJuhie86sTmFooyKufjYr+8X0bNOFppcqGhArWMxQxFDZ0Qt/ozojJydtvi5x5ZvFnGlAmZda23xHiV2+lFuFGr0ctIZM9DRVtawHXXD3ykTl15y7CFJR6iV86wAlXRK2LBSZMkO132UWeeOIJ+eVuu5VN9j/jNdNMIw/EbT+9REu8YHLnY4+VuZSivma2heX9WRYsOwZ1Ki0UrxKfRT2IeN8051fIHnGi5STxKUzafOmll0q/+DPU+dVv+umlmT5LBYUZZpCx8UJLlKA+PnYS+/IZ1vllv6aJX2eddZaMW3zxst+VWifOXeD8WmSJuBB8HFI5b6UcPNGjPlcUEouwCOSRoRrmIO2rVOzRkD7tn4N2Msn5Fd0bfDah90mrwExUcdjaao42DLEjnF8M8mmzbFheVthjUr9tHWM6/uE+1LARfs+xVsphZMPCwnFU3n7pqquKYVdp6LneYguRf/6z7d/rUUAF0nKf2a8WzhdFkfLi/XT3I2/YYx5eeqk1LYUybFjlZPvKHHOkh3XpnKYwOOprojnN/vunb4u284oryp1ftCkqnCAEWBoxx6mGWlNa5CFeRMnrrqMPvvjiizNfQ9+t/VMiRAp180p9DWuH07D9SzXCGf21phHK2ndSHtWLhx+uHDVWiQsuKOakPaZ1wbTUT9nccd0YF7+6Ijpg1JXQPM6veoJ9lWS/NrStkYQTQTpBOkT7e1+5bAxUrWtPlcWukteru8J93tmDOyeRfnTyWuG23uJXKC4FE92m8ePliGOPldVXX71ViIq3fwEO1dGjSyGNJf/H2mvL4mZFV0P0lJdeMrkvAuHiNwhW8es17DEsHa/7kafk+/777y9rUSE4cH5Frh3TZ1k3GVUzZ5tttkjEsp+jQlEl8QtX1izkvII4HLAUGMZ7p0wp2/eVdeXf5Hm88847Zc4qBnfLLrus3HXXXdLHVv3Tz0taJMARseKKic6viveYiux6/vI6v9qT8D5pn3D6ss0wt5hF83gmtW2Vcn5lJby3x2/zZIWhGPUSe2xesXo6D0LSql7arxYqLp9/fv7t+/ipy2PzGtbd+YVwpeP5so/IOZH/7LPG5SWtNIYkCiTLydQeTPXfyAMdVpnEJXXHHdIwEhaZnAanbKmFSs6vnsa++xbnhkn3Zw8RTl386oqwSkPsOpOArIofDC4bIX4xSWFll0kBlVpMaExDsPk+gBVjHjpVr2+6qdgB1quapdMK6n6tSj4rUP/6l59Np2dC+/POO7kntyrk5KqclTbgtwOLcOARCwnkBLGU/MHBam8ofi200IJtPyeeWCE4XRon4y2kJPhXR1SW+GUdBMvG+VfG236FHI4mb5QVtijt/sUXX8iGcWWlNMdXZiJgHAoQT9TKnF9B2GOpP+nfX55sahKWmjbbbLN8IUBtDzxZ/NJroINn3IRPP11bMmOtOGVdglnOr4QkyhFUIiX0KIss4SXcftL9QFl7wNGRtu20ao8a3pl2n3FOWRjTVA+8jiS8dlLC+CUWX9uFiovhOcwrWOYl6TzkzbWUB3d+dXnWWWedcjFK74menhahkgAUjjFrDS1Oghx6e+4pr7/+ujxBXx+7m8tcUvXmP/8ReffdouNf+yt1gDnVQR9O4vdGz1F7g+DVVVx2HYSLX10R4my1LO7tt2c7vxrpGmGQ3d7Y4VrC7jSvyfRRLRiRbbctDj7JuUFCRqdrQLhIe0L+HKcHdfhT48lKTc4vIKE3K26KvkY/m0Tal18uv47dTSrSlJxfRlAbnyB+lRGIX0cddZTsHOchm3XWWaMEzGWl4XM6v6bXNpvv4xyKZeJXEM6WJWjZnF/2czOdZxSg2GefUihjSfziPZMnR9v6VkRWtxObfv1kmwEDosT7NaMubRW/cE/ba6LiA8fS0pIc9lgJva+s8ytwBWZWELS5NtOS85Z2qjUHTUWSxN5FFikuqiRN6qz4hUBl7pnEhPdJ76dohFbjTHodx2hCgGumknuuXs6vLIdce50/LC5WCr1xuhZU9CTx+Lffitx4Y8M+hvaa9nSmRokHFUQDFjwqil8IHPb5qqdbikWSK66IipQsHLu8z1hpJWkoP/tZ0ZlMBXI9LvotrW7v5Ie+kOqgjY6eYCzUnnxoPZFC9xYEXfzqquQJJ7voouKD391BuT/vvOL32hnQwYXCG6KgN0CO43Q0OSa3umqfS/xKat9J6E2FprR8IOSo2nvvtm/TlfF4UvDp8OGyTSXxK2PSzv4jztxwww3yAxVwc4pfJOL94x//2Ob3JfFLw+eNkJCVRL8m5xcLKVRejcuAl4U9EsJSKESVMMcG12JMS4t8I+2AiRMDca3WuPba5fk7A+eNdZd9mVc40fNmc37pvZY0EFXnSC1hj9WIX2ki1SuviDzxRLb4has7HMNo2GOl/W5PWGe9xa/2TgQQ60KHS72EtY8/bi0W4HQPiPpgcRE3bwMn9gMGDJDJkycnOn0bzYcffijv4oBSMSsudpKItqeNLAAQ82qtxYvai6e/6DgosIIDLy/k9FTjRTcXfdpNkzu/nEZiVzfIgaUPHDlTCJ3QG1CTIXd3qI4FWqqY4z/55OLg2HEcp4t3+FNigSNXtce0xQ0d2CN06feI/sUNJ75lfU2WGvcZEzbfXO6JJzYV9yMjXA7xbDpTAVfFrzTxaZVVVilPtBv3WaXMlTYZfOlwy11d5btYLnqRCH/77bePnGkViY+9JDmR34tqYiuuKNQumhqIXzWFIVq2266YhkCPTc+93jcZCe9/x2s/+KDyZ+j113vHhj0mhbWp+NWegjV5Brpp4hdVomylqKScX+xbOOmrFPaYt8x9I8UvzTFWr4kA4x/uoVoFyCw4xw0WDJyO5+abb5abuvr4OOP5mHfeeWUOwv60PSesO3QoXnddq/jV6OqXMXvut19Dt+90AViswoFXC7j0ejMD4rFNUt/ejfAesZOYYXC/6F8u8QtLsiZ8JF+HrfJjEjZ2a3TF3OY34HeEPDqO43QmOUIt2h32mPb3X/2qKKykDfr1tfFXFanU+ZXY1+ikPmlykjJhqSbhvR0kTQ77qtiVFeb8quT8WmCBBeTGG28shspU+9nqIiZ0no/mc825brf4lQQry1q2PsjpZD8vcqHNN19tYY/6u8mlI60c9lgNWeJOVs6vLLKqROYJe0yqGllPyFemeTDTxC8KApGbVI+lvdW1kqhX2KPTI9lmm21k2y40Pq44p0lDq+4m5QAk129Ig5+HDepZec/pWdCnxukhei0DBxbPQ6MKYHQQDfSLO2kM6tdHXjwxTl6bhk5omCh88UUxxPGkk4oDLktPGRip+EWuFkqKN2Iw6TiOUy3DhxdzGNVD/Mrr/LJ/R2RIcHHNM8888gGOIf28WFSiWuEll1wiG2ywQXpfkzWxrpf4Rf6y5ZaTPQjnuvTSYsj6XnsV/4YotNpqmWGPYc6vqgidXwEFPreezq8k7MpyhvOLCpftzvmV5fxqj/hVa86v9opf1YQ91jsM47//bT13aeIXEwB1rBHeqc71elLPhPeO09lzmjTI+Uc0CwvfofiV1P40es5D30uYW1hB1nGcHoOLX10VHeji+kL80gFQTxWFVPxiYE8H6AM+x3G6Arhtc6DiV6aQYnMa1uIMM1x99dXyHSHxvIe8PnH4CJ9/wAEHZL9ZJ/NJQl29xC9CJn/2M2nS0Bzer9uOc4k1/+MfqdvMleA+jViYKJOESCAdX8upgfg1wwwzyIgRI6RhBOKJ3iMHHXSQHHzwwdVtw1Z71OuXJH7Vw/nVnpxflbaZ9r5qwx7rjRWadbyV9VlLL92Y/XDnl9Nb0AJf2o7demsxIXxS+9NoUYq+gRB5x3F6LC5+dVU0d4pWYfn6a5GXXiqGAxD2eOKJraXaewJ6LIT3uPDlOE43Y/HFF6/8Ih3cpzm/Koljhtlnnz36V5YXLC+EDlLmPSlsvl7iV0iC0FZNzq92O78OP1zkvvtE7r233PnVr18kJH5JBcFG8Pe/t8kTMu2008pcc80lu+++e777JinnF/uvokyW86s9Tok87612+zg8SPBuUxyE2+N48oY9NrrqHuOtznDYu/jl9Da0HUvLd9fbk407jlMXXPzqBMZPmiJ7/P3Z6Pt/7L2yDOibMIjbZJNimIh1elFudfvti0khk2LhuzOaPI/Szo7jON2Mww8/XA499NDsF7F4kaeab55qv+3ta2xlyRz0j/epajFKJywJ4lc11R6rYq215JiBA+V9FlMssVgUOr9I1t8wNNTTQHW1Tz75pLrtJIlfOklMyvlVD5d4IxaiqPr5u9/V7gyzzsKddy4WM2gUhD91VoJjD3t0ugmp/Uy1YlXY3vSUtC6O43QpXPzqBKYWCvLMhyNK3ydCZSxKq/761+W/nzChbhOjLgfJiBuRO8NxHKcDqCgMrbOOyA47tIZ5p1GnNj5XX1Ol80sFq9yoiy1BzMhyfrUr59d008klffq0zfkVbzNyfuln5nDZdQmSwh4VU5WzxHHHta0gWC2dMflMy7MVwt+vvVZ6LO78croJif3M/fdT0rG6DVFI4p13RMaPL/7s4pfjOA3Axa+uTjgw78ni13LLdfYeOI7jNI6VVhK54YbKr+vMNr6C+KW5zXJDnq0VV0z8UzXVHquFapejR48OP7C12iPVinBTzTGHdAuSEt7Dyy9T/aDt6xHEuN/aQ9bkUysi1pu8zq+ejotfTndmwxoS4NOO8e/OO4s/u/jlOE4DcPGrqxNORH76qeeKX47jOE5rzscuJH4NGzZMLr74YtmScPxqmG++4r/Ej6oc9lhrJcarrrpKviZXpiXeVhT2yD6RWL27oOLXQgsV3YNagbSRCaCzzv0f/iBSKcy3FnC9O8W8fJBQ6dVxejRpOb8cx3HqgItf3Y0ff3Txy3Ecp6fy5JMiCy/c5cQvhKoDDzywrh+V5fyaeeaZy75Wy0YbbZT0ga1hj925AnQe92A9mG227P3J+nut7LmnyK9+VaoI2qsr4H32WdGh6Di9CXc9Oo7TQFz86urssYfI8OGtiSMpwdtdcpQ4juM41bHaap17xuqRKD0niy22mKyzzjqRqyxk3nnnlUK9q3vFk6qlu2OIvebAqpQLq1688krnhISq0+n776VXg0DbXUJyHaeeuPPLcZwG4uJXV2eppUTuuENk882LP7vzy3Ecx2kEt9+enD+qQSy55JLy8MMPd9jnqfh1dXdMlK7Or47KhbX00tKpMNZxHKf34eKX4zgNxMWvTmKgLTlfCbvSi/PLc345juM49e5rttiiZ5/TWPyapgPdbd1W/OpMTj+9cQn1Hcfp3H6mEi5+OY7TQFz86gQG9esjb52ycfWDXiAMZMiQhuyX4ziO04v7mp5Od84lo4ngNRF6T+bYYzt7DxzH6ex+pju2047jdHlc/OoOWPELUsrGO47jOI5TwVHQHd1TOKHeey+1cqbjOE6PwJ1fjuM0EBe/uqP41R0H7o7jOI7TmaiToLv2oQsu2Nl74DiO01hc/HIcp4G4p7QTGD9piux1xbPRP76vWvxyHMdxnHr3NT2d7hz26DiO0xv6GRe/HMdpIO786gSmFgry0Dvflr6viItfjuM4TqP7mp5Od3d+OY7j9PR+RsUv/eo4jlNHXPzqDmi1x2mmEfnZzzp7bxzHcRyn+4pfPqlyHMfpmrj45ThOA3HxqzswdGjx6xNPiCy9dGfvjeM4juN0P2aeubP3wHEcx8li2DA/P47jNAxPfNEdmGsuke+/d+HLcRzHcWrl+ONF3n/fz5/jOE5XhUX+r7/u7L1wHKeH4uJXd2GGGTp7DxzHcRyn+zJggMgCC3T2XjiO4zhZuEvXcZwG4eKX4ziO4ziO4ziO4ziO02Nx8ctxHMdxHMdxHMdxHMfpsTQVCl7/3HEcx3Ecx3Ecx3Ecx+mZuPPLcRzHcRzHcRzHcRzH6bG4+OU4juM4juM4juM4juP0WFz8chzHcRzHcRzHcRzHcXosLn45juM4juM4juM4juM4PRYXvxzHcRzHcRzHcRzHcZwei4tfjuM4juM4juM4juM4To/FxS/HcRzHcRzHcRzHcRynx+Lil+M4juM4juM4juM4jtNjcfHLcRzHcRzHcRzHcRzH6bG4+OU4juM4juM4juM4juP0WFz8chzHcRzHcRzHcRzHcXosLn45juM4juM4juM4juM4PRYXvxzHcRzHcRzHcRzHcZwei4tfjuM4juM4juM4juM4To/FxS/HcRzHcRzHcRzHcRynx+Lil+M4juM4juM4juM4jtNjcfHLcRzHcRzHcRzHcRzH6bG4+OU4juM4juM4juM4juP0WFz8chzHcRzHcRzHcRzHcXosLn51AmMnTpZ5/+/u6B/f9yg++KCz98BxHMfpqL5myhSRZ58VmTrVz7njOE4vozvOaT7++OPO3gXHcToJF7+c+jF+vMgCC4jceaefVcdxnN7AE0+IrLKKyCuvdPaeOI7jOE4mzzzzjMw777x+lhynl+Lil1MfRo4Uefzx4vc+CXIcx+kdfPVV8euYMZ29J47jOI6TyahRo/wMOU4vpk9n74DTQ/j5z4uhLzBiRGfvjeM4jtMRfPddq/PXcRzHcbowLS0t0depU6dKc7N7QBynt+FPvVMfXnqp9ftvv/Wz6jiO0xvQPI8TJnT2njiO4zhOJip4TZ7cPfKTOY5TX1z8cuqD7US++cbPquM4Tk+mUBC54gqRv/yl+LM7vxzHcbok9913nzQ1NXX2bnQp55eLX47TO3HxqydzxBEixx1X/P6LLxr3OVT7YiIE888v8vzzxd85juM4PQut6vjyyyJ77y1y4YUia63l4pfjOE4X5XnG5U6Ei1+O07tx8aszTnpTk6y3yEzRP75vCPfdJ3LOOSKnny5y4IEic8wh8uST9f8cRK533il+T6XHTTcVGTpU5JZbGiu4OY7jOB3b1/zzn8wcikLXG2+IrL66yEEHiQwY4GGPjuM4XZSCLlB31zlNA8SvSZMmdfauOI7TCbj41QkM6NsiV+y1cvSP7xvCxhu3fn/ppcWvjWjo99lHZIklit8vv3zR+UXy+7//vSi4ffyxNBQEvZ9+auxnOI7jdEPq3tfogsZbb4kcfXSxvYf+/Rvv/Bo+XOSBB0Ruv11k881FDjtM5N13G/uZjuM4PYyXXnpJDj300I7vZ1gsv/9+6Wzc+VUnvv5aZL756rU1x+kwXPzqqay5ZvHrQw+1/q4RItFVVxW/9utXFLxwASyyiMi997b9/Eawxhoiv/lNYz/DcRzHERk3rngWVlutOPA966ziz412fjFpOuookY02EtlqK5G77hI57zyRe+7xq+I4jlOF82v48OFy/vnnd/w5u/XW4uJ4J+MJ7+vEiy+KfPRRvbbmOB2Gi189FVbiEaPIxaL8+GN9P4POVPO/TJwoMs00RRGMVfmwElgj0bDL7g4uuu++6+y96D3cfLPIjTd29l44Tvdh7NhWoQsBbJZZir/nd410fo0cmfx7d/06juN0athjbpgndCE87LGddIMQV8dJwsWvTmDsxMmy2In3Rv/4viEQnsLEJI5tb4j4xUQoiQUXLK7IMyF6/31pGDrZeuUVkddfl24NkzjEyscfFxkzprP3pnew3XYiO+7Y2XvhON2nr6HNJ7cj2BV8FlueeUYaRtqiwIgRjftMx3GcjoB29bLLGvoRU3WhujP7mebmLiUEdqdqj9999528QZ7NroSLX043pWu0RL2QcZOmRP8aAuLJe++15uK69tqiK+uFF0T22qvVrVWPCUlaZ0bOMZw12GIbxVdftU6Att+++P3vfy9y+eXSbeBaENLz9tvFnzmfXCty6jiNI8mReM01rTmMHKeHUNe+hr5lrrmK3880U+vvyftBLi7CEkeNkrrz9NPJv3fxy3Gc7g5j9P33zxSurrrqqna5txrt/MrVz3QR8UuFwO4kfm2zzTay5JJLSpcUv7qCq9BxqqBrtERO/SAPC+IJjfrccxd/t/POIjvtJHLHHSJXXinyv//V57O+/15k+umLLq9HH23795VWKoYkHn641D0EZtiwcgGDTvW110ROPrl75QDbbDORpZYqVk6DV19NDvNhkvfJJx2/fz0Vda8AAyGckoimH37oHbnjZDkUNMHtrLO2/n6HHYpfSUhfr/7FYnNH2rB6+jMWDxzHcborFRakX3jhBdl9991lQjvyKiJ+rcM3Q4dKU2c5drqIU6i7Or+qDekc01FRJN4HO92M3iV+EfZHXiW+mhXjRx55RN7qKU6bL79M7miGDi0KY/DNN/UTv2acsejysrnFFHUGnHuu1DVnwKabFj/bugHefFNk6aWL3887b10+6sorr5RTTz01+PiJ8lM988wgHHLv6f2nTrn77ivep1TopCoP53meeaTHcfXVxWPrTKgiR2XSvn2LP3/6aefuj+N0ZfGL1WfCs2mHFSuENcKNRZurq94nnlj+t0Ym2nccx+lk8WtkvBhaa+jiDTfcIKNGjZJN+GH0aKk7EyfV5hTCKfzrX0tHo+cxMefX3/4m0qdP6ce6jvfbQbXOvb333lumwQhRnw9Pvkf1ejYwpNZxGkHvEr/IP0VeJUqkmwn3uuuuK4svvrj0CNJCThC/lHqLX1kce6zIqqvWr8GnTPKTTxa/f+qpYs6mffctf43Nc9YO9tprLznRTLQWXHBBueiii2Q1Ej1rzrFqVjz++Mdibpy0cwnq7iJ8c9ppi8JXZ1TlaQTkBHriibbXs7NDl265pTwnHg5Cx3HaCl93313sS6iya9syO8hulPilAtuQIR2TRPmll0SOPlrkscdE/u//GvMZjuM4DRa/dtppJznvvPMaN+FbK64uHzA2zAusYY86bsYp3OBcZ1U7v/7979L+ffzxxzJkyJAukRi/WvHr2WefbfO7jz76qLbwVwTBrHlVT3d+dbewzo8/7uw96PL0TPHr0kuTH1RtiNPyh/Rk8ctMGMZ9/HF9EidiwyX8MAuEohqrgNHRU5L4CSOYFGzoH+4DcjSxehSuRpx1VrFjrRN0GP/73//k5ptvlhlV8Bs4UGS//aor85w2UdPVJevcs2GQ9ebbb1tFxI5atUEE3XrropsNcY8VyOmmq2/nifsPF2BeKAqBiKqi1+DB9S2eQKdpO06ez66WtNRx8vDDD8Wvml8xbHMJQ19nnWK+yXpD+7j++kXnNg7YRRYRmXPOxopfuFL/8heR004T+fOfG/MZjuM4FcZguLZgSjxO4qsdF6dx/vnny0EHHdT4CV/CmAbH1ODBgyPX2emnn54sfkHSgjBjxEsuyfXR3+vCcRrk09Wolzw5v8x4beSnnwoxGVNrCI8cMWKE/LoTXG1ZzDfffHI1/Vq1JAhp3c75xXW96qrqhazPPivet90lRBYnPNFPjSw21wPomeLXP/+Z/DCq+BUnSh8bVD9kdaXbhz+mlYQ3zq+b/va39idOPOmkYoheJecX4kaNCZDfjEWM559/PvpK/PoxBx8sY6kydsghxWNlIsSkyEIjRd4vVu3rAJ+L4wvm/fxz+Q1hcbgCgCTPeckSAZncIVCG4leYIwHBURP9t4ejjiq6N2C22USOO046hH79ivnhyM3GPan3ZehGpIPSc1wNH31UHrbIxJiwXM49Do7f/ra88yPR7F//WhTByI+w9tpFwfGEE6oT0bIEv02iYIMia67ZGr7lON2JceOK4SBp7lVygfEcXXFF/T8boZzciKxAs+jAYFwdmo0Sv3QMoe1toz7HcZzeTQXx4Md4rqKizXXXXSdrMpaowDHHHCMXX3xxXSd8pP447LDDKrrQxtFfiMgee+whx+n4UsezVkigKnwIwt6vflVRqPjss89k2LBhkcPs4IMPlteSXPuLLSay1VZlv1L3UyVHV78vvpBFeX1aZfsM7rzzTrngggukXtSrYMFX1cwfuG6M1dOutV7PruL8wvGUJlIxD91992Ie6mrQ89UF3H+50GtRS763H38szlG6m9OtV4tfJKzGtcHE9/PP2zQaD5EwVxuwWCBaZ9ppZdSKKwrek0GDBkWNdEeEPzY3Nckq880gq8w7nTQzoGbFvF42RV0FYfJuiUWGwiyzyIRKKyV5+MMfipMcm+slCUL3SCJeQ8Pxfqxcv/3229G//fbbTwiu+WzcOPmYRPsw++xFAc4KDCp+1ClW/+9//7scgtgmIv/48EPZlOv1j39UH+ITDwZSJ3c4GcJGJ1zdW3bZYn6qWuFa6HUBVgkQnhCAOqphtok7dULJ6ooFoWr55atzvnHuuOZWbEVAI38ajkGSYxN6iq1d3W8Ip7j39HyQuw7H4J/+VB/nIJN0Pp/2iYFCPV1ljpO3r5lvhuj7doGAjPCUBc4sBO56w3NtQyvpz1hYQYxrlCiluXF08NtRyYMdx+ldJIkLjGe23DJqd9ShpM6vNuGE8WLxGWecEWx2auKEr/+kSbJCjbvKuJwQSpsLq7lQkFU+ea2sn1GxhugN5YYbb0x2foXj3vg9L6grv4IoyPlhgfrYY4+V95Kcx0Hfl9f5VYjzwE7NGrvXG8b3CePEeolfVYXO4tgjSqOS+NVRzi/OQZYQieOJsXs9hTp9fXcRv8Jrwbglb4TSq68W55xdRcxsID1H/KKSIQ8Fk/tgkPr2ww/LeuuvL+ODRNakaJ/2hRdkkWjxYYB88cUXsi5/wG6LKNCgwe6Avi1ywwGryQ1v3SgDhgwuVp5beOH6nQdCNYJE7ax+FOadV675+mv5Kafy/+STT8ovf/nLzNdU9MZwXAhU2E2rhOuhnS1lflntYvrz4bffyuGnnFJ8kYZdksuNvCyIlyquIFKFokoOEEptR0OJafg2fmC+RmyzopeGDyq8N973MmyDgriDgKcDAwQoFbV23TU9CSjCbi0dDQ4nGn/CRBF19BzpM1FpUltrLi1CU0EFKfbduhN1gsl1Yl+YyPI7tdFXIwrzvHLu+Sw+h+N98MHi3zhedd7hHgHEckU7tg03LIpiteYuQlimGh3bs8LlmWdWvy3HqVdfc8Bq0fftgglApXZi0KDswWkt0C7Qloe5voDJSaPEL33+1Y2r7UuwuNYQmNR1h1ASx3HaT5KwQbvGeP6tt0rVGVW4sIKSQn5axB+LimWKvmuHl16SYjxFBoxDE8ZffDajtj46jqKfmTxRbrjuuLJ+Jkn8uopxaHHHyp1fvMZWjI/T1qyn0QkKY6oMYeiee+6RhZPmUsGCcWbOr/hvq6yySkn8KhWiSgDTRFJS/JorajJ3SFh4zSV+MQdSgTGFmkS0Su/pKLGEkE07bk8ijJ5RtD9N61f5fdJ8Q1/fFcUvFvUZG1nCe/q551rnPJWYOLH2Y8Ws0o1SunRP8YvJbXiTaoPIxFkvIIPUpibpE7tHJpBzyaC183bBRjxyZNSxRAXVsdtusYXIzDNXt18M+o3FuCKvvNL6fb0G8MS2L7FE298vtZT88MILQhH6vPU/Lr300khwUntxUkP3gU2knzYZ2muvotiz2WYVG+ZQ/FpooYUi8UvDUWcaMEA+HzVKSrJEHHb58ldfybPkkwptz5qnJidffvmlrL/++pHTTHmOxgOdLf75o+WWK58AhR00oZB0tuEkUPPQ0VgRXocIZENrtINmgnnOOcUJkOa1SYK/Uy0yD9Z+TY60668vf25C6zn7dtNN0i623ba1Cqjm9kLko3PX0CkdNDComXtukV12Kbo6NPy4UmUiEnBryKS+lvZBxceXX279XNqMPfYQue22tsesgpdWDLW/YxCj5yuP0+uuu4qJ/LEPzzVX8fehg41BlVepc7oTecWvei0a4WJgEYfVfxxe9tlUcJk1QvziWIPxQnRc5AulTa5HSHQWOFHDBax6Q/uWNlFwHKfDmJQ0FtB2zeQvVjErSfz608MPR1EseZxf/fKIFddcU/xn+Pbbb6M0JMwh+uBoz0D31YpAJQmFv6mgomNB297Gx9zPLEBHAhNjKiICdHvxNiq6mYJ5ir5+QtJ5j7dJwvhCvO+DcOAFfPjhh9Hn//Of/5SVV165zbZqFr+AeVfw/lyiFbkpjzwy8yU1FU3Q93DdcHfrsXZ02GOePFYJz0aZKJR2/OQKxznWncSvhRYqmmcs4bXQ85Hnuk+Ir2st+c14LrtRSpfuKX7ttlvxJuXB0wZB83cxadfvWTVhnkmVORvyFbNM/BWPzUZTp5Y3Ckxeq13BZgJPckkEifjmef3119MbrZw32Ndffy0rrrhim9+vvvrqbeO3Of7pppMrrrhCDjzwwNLfR48eHSVg/CmH+MVrabg/iBXl7777Tuaaa67WzzK50sbiJKoEzi8G2ggVOWPgv/nmG/njH/8oP//5z6MKJcrcM8wQOb+0m7n5kUfklFNOkV122SVaqYke9PXWK/6RSUqVZZ05Vnj00Uejc6CrSK2Fj0XGIHYhsumqEGgoHbzwQvErohnnSi3TWj75f0iQ0lakU6GLCSbHgdNB3xNOtgjfI+z0F78oF1FwHtFI4z6yzqO0Cana5Ln3EW71Gt95ZzGxdT0qg4aNLo4wwg0Z4CBU8VXt7SpWEaIInD/OJ8KpBVGJUE1+v/febcUvjev/17+KXxFvWSXR14IdXLAPnHMbsmWP/ZFH8h2rvl/FU3XWheIXzz4CH/vVXRJpOr2bjnZ+0TZRbZe2CBHdtreNFr80NQBiOW4KJmjkkdRV1rTcmvVAxwu2uEu9tmvHIkwkyaPmOE6ngchyfFLOVR3XNTe3cX4lCSuLjBhRmtMo4dxDJ3zrxCJCRUElyNeLy2k35l85BI8kV1VpJMh7NV+utut2nBhP2DW75O677y5/1dQcCcee6OCy2PdMmCDN8VhRq2iWYc5JU8b5mX/++eW+WABkcV5zFNeFeMFdmWGGGaKCW7lIKPaGMJdbKExC38N5I8pG96Wjwx6T8sOFpImOer+m7asumIfjCb23uqL4lTT2CZ8FFb/y7P+ECbUfa5ro2EXpVnv729/+Vm7CjWLDF+NGbKoKMoT8xTxzww3R1+ni6o791ckRs3aw/aQ4ehq12269Vd7EVUQYBBMAYorJeUUeMeve0ocOQeJvf4samaWWWkpuDNxOM8w8myx+wp2y/MqHyti+5cmDH3744TYdEmF4L7zwQpmFmX196qmnIldU2etj8YsqIzi3ZptttqiRHjp0qDz22GNl4hfVYniNhZ95rYY9wqfx+absr+0QyY72U4KoouIZieJL7iwVEtKSJQcQ5gi4sCzD+veXEZMmicqYBxx7rPzud7+TvhqbT8OGtZp/HEdQ1CAL9hfnFzzwwAPReZ1j5pllCxYc4qT70SFQ0YxVKBoI7oOddiralKkKRhUydYWxLX6m4iXo9UtLuMh9E54jFb9I2mkhcbu+ju2R8wxhkTBQktnjPrr88tbXJw1UcAgiOnF9EIYRblnpsxZuRL1ANM6EezFM7G+fV4RJ3GYkx2afENtWWKE1dJTJJRNoFbL4SrEBhFOt2MPvEI00pFGFpiTxS2HgxH4krewAAlsYzmTdpXkFKr3fbLEFBAOb50yhfULE495NStTqOO1k7MTJsvwpD0T/+L7DxK965CfRgS7tT1phFdr7ffctOmXrCcdK+4oIT94TBoWIcBo+UO/QTou2NfVOOkubxEKU8u67rSKfUx+YGCY5prmW9RYznR4B4+uSXGGfeZ2ItrSUxvihm6okZGiIYYXPCv8+lTGqpqbIIX7Z8L5HzFyFeczyv76mrJ9RQcqKLaWj4296rDrGtccev8fOFvro63SSbfJwheGd4XbK2HFHWTdOgI8hwILIprmGU9+fUmkyTYCrR66uH+IIloX4r1L+sQTxi7Q+5C7W6/H000/LemoSAI6DeyqtKJeeB53j6jHV0/nF/KNSv5pH/KrG+cX1V/ezdSLqInx7BKHhw6ubO9WL8Fro/VBpDvP2263zlFrEr5lmkh4tflEm9YADDoicSP37948a4SvVpRHw8ssvy/HHHx+5d2aaaaboteuuG2XVqgmcQFdvv71MMg3O2tNOKxtttJF8pOFbpuH6MnZrTPfhh8JvBxih5vuEg/+QwSB5fc0A/4033pBTttlGFr/tNnnwrLPke9w2JJOn2iHCDAnI6RAQW+L3w8hnnpGxl11WOme4t6jOQtnfkSN/kLFTmmVEv/LYZRpwGiQEsKSGz3Y82I8Bh9emm24aOZZeQuQbN05+e9ZZMp2GmcX2XEBAYwtDjah2rcbgx6sgl8X7bDst3GuAE2zfffeVZ++/XyYOGRKVAEboAlxXn8figX5eqXImgoyumOdIhsznahnnrUyVlofuvlvm6tNH8CYhpdHs/hifE+14ovNCEv6dd44ayocuukimsYmSM+B13KvwUlxpcNXx44X1qXli5x3erCUIe1RBa8cdRbinmXwdf3zxHtBqZwg7/FOBVK8fwoyxbpdYaSU9Aa2/0w4fcIJZ55xulwbr3ntb80rpqhHPyaabljd8Nh+CruCtvnr5YIfPoWIqELKax92nMFEMJ8gITgg8555brCwJWqkIQcqeC45dzy1wf+nzzmoTqzN6j1qxy/6MAHXwweX7oOKSnfxZsA7b4g005HyeDjQqde50nOSsSBJbqUiq24Q99yyK9DaUsr0hpj2M8ePHy5FHHilrr722zD777NHgbdZZZ5U11lgjavPCKk3XXHONbL311rLAAgvIkCFDomd5iSWWkCOOOKLULnXWcdQrUW2tjBgzMfrXbngWKg0+NR9HVmXbvDDoJPyPviBN/KJtoB084oj6ikWh0HfYYcU2TPvmRiZADkNxOC7avPa6cOnT6I96QTLbToOQIMYEIf/9b7Ef6IzJkJPJvPPOG81Nkv7Z+QrtODmlfvWrX8nSSy8t0047bVQoa5lllpE//elPUVtfLfRVzAlKcxE79tN2YOrUNq4dDXss9YPx31vMnEEXsS3hnKeJ8Z2mpkhi5Ei58qCDZPLmm0eL4Syg2/mKFZ1GDJq2rJ/JFL9s2KOmadGfWYiMx9CJ4pdGDAwaJB/FY91U8Uu3bd1Acf6uWRLEL8Ir3zPzuCznV0g4JmkjUNaBaM8OPbQm8Yf5H3AvMSctm2dq34L4RFsVouch/KrUeoykRjnggOL2iDzRqJnws3X+qOOPrD6skvhlrxPRQklzAjtmzCt+MTexZhBMCETodDR6bvQa5RW/FlusNTF+LdEoaWO0niJ+4b7CfooLCFdRFrfddpucdtpp0UPGxKW9bDz33EK2nr7GSUKKxJcfeEAmjhghkYF19GgpxJXbIpU8RoPS3okdQs1xfiWkhDvjfds+fs2XZmA73SOPyBzxzXPOaafJSQcfLJOsIAGEReyyixR+97vSr3688kqZ5sADo3348q67ouNH0KH8bSLDhpUsuKNGjZKbb75Z9mSSbBpoFZqs+HXXXXdFkztEok1i0eCsv/0tqlq5CK4jA2WAaeJmMqsWhDIiUtGpbbzxxqUG0vJMHDZKh3r55ZfLMQccID/EjR1WXMIrsW4jFCJ8abnhkg2YhyIWMH4YNSq1o+KYORY9R1h96UDmm28+OUxE1t10Uxn4ww+COXULcrJFjum+0tLSEn02lE10X3xR1rvzTlmABikl9xflkTkPtxCKFzPnnHOWQj5nCa71y99+WxQWcX8BE6Sk5wDBjUnZggsWf6ZDQfwiyT2dqxEnS3BvIqDYpKU4ltTNiLBCGI6ioYLqaNT7VkMXWb3AucXnqRPKTl5pnFnlIEQyFNTCKpN5wQ1p90UhgT+dtjaQ5DzTfQ2FQL1vybnHMeuKOR30xhsX9xu0qg+vYeCpHbjeA7qiqQ45XI7hs5sEDjPOHfeM5lSrFD6LS4x7wgwOS2jnqiFGrMAxETLhvKVqk05J6KdEO88/4j5CGOIWz/fee+8tm222Wdmg8vrrr4/asVVXXTVanOEfbe65554rSy65ZKl96GgGDhwYLQD1CGjDKi1e4PyqlzMKS7/m3dR2tNLrGyV+sbgRL4g00vnFBOpxnXzQntHG0R7tvz8dZPvCS/RcVqig1qOwbr2OIuka6QJOFU50p+NAyDrppJPa/NMxuIaO/eIXv4gWX1iQ2X///WWfffaRcePGyQknnBAt1CRFj1Tq5widK03E7NjY5N/Rvi7M+VUSXFQUi9/KONzOF9ImfIWUiuikHYn48UeZdPHF0ueuu6L0IuG2JtLmmrGzJUn8KklQRMPoXMMeA3MGIiDiEMf+ZjuM1eODLxkN9kW8C8SvaKlRP1OjAhCieC1taCxKfRU4t4DsvZvY/U0Rv5LCT9PEr2jf+J6xL0aReLzL3KlNonxN0ZNFJQE9wfkFA0aNktnifS/LGRdHRkVgGPnZzyoni9fzoj9jGkjKyVkJ7h2udegsszCH0bxWOn/JWnzi2Div4f2fVLUxLYeY3Q8VtSuJX2gK5CzOU8iCfp3PyFl8ripUuNLj1WudJmjdfHP52CbtWDmWrHOQct/1GPHrb3/7W5SDCfEF0SOL7bffvug2+umnKIysvSyWsrJCwMOgH34QnUo+ssQSwmXWAKdP+vSRQYsuGn3/Snzxpo9/3uess+Rn8YX/WUuL/LjIIlGDq+ndp3n3XRkY30TTxknPr5o8Wf593nmtO3DRRfIeLjjTkM4df0Wss1VV0oSfKePHl0QuRKajjz5a/vGPf5Qlm6czYyKIK0k7J74iliGsUZeR454Qu+7UxaSQxwqDp+rcuNEI82Mli447beUKwSs6r7GTDqnku/g83nvvvaXQSRpzQizZnu437rJrTGLMl554Itoe+1tyhsWrEdttt50cdNBBRSFvk01KJYtJun8kYX3oQyNGCNKGrsgx2GDlTinrzGIXAnJOgZV7IVLuwVLuAI6X8siIbduyAhFD8kp+OpscB7YjWHZZGabVJXffXQSxE2FjFtaQzMovkFuKvHEq9pC/BhGORpz8T2kqOatw1j7KzzaBpa10Yp1fdrCkoooOtG1Cfp28cv8jBHHN4wGEzZNXs7PB5t5LEoA22KC1o1BRKsxnp+40zdnG/T/DDCJhQQPtuOhM6Hh1xR2hj+PE0cbqFs83oZXkMMs7SdSJot4XSaGqJGjVTlvdZ//5T+vf9d456ywR2gt1INLpcTyWpOqgvRiEb9o12hzcqKysI4YRksCzf//990er8Mq//vWvqEgFDrCzzjpL/vKXv0TPOu9lUeHkk0+uz44xuUkKYc1AFwO6PYR+8xxloYPTvAUisqA9U7E6T6nuegpSSSGe1kHcIOcXffT2mlyZ0HXaQqpPa1hI3jYsCR2IM5noZDdiQ9Fqy3yl/c5b5r3e0C8x2aW/V0dAPRyRTt1hQZM+IvxnxS8WWU899dRozMy498wzz5Tzzz8/WljZfPPNo8JIF154YdWf3a9fv1ZRKMn5NWlSSWzhK04xHefiHLPv0wldUkJ8+3elkCKmz6Jj2kKhtG+hg6lJxS8zdq4kfpU+n/yJpI+Jj690DDi1jMOVESLiYvlBNJfGuE0J86roL5dfLu/YMRtjLp7F7bYrG2v9qONVRAiqyIcHkXJ+QqHLHm9Iad+Y3zHWZjy6/fayxIILRpE0Zay6atmP3Fsj/v53KSstUKmgTIoI8ccbb5RP47kW93Kpz8Q0oXOxFDG0dB703GFAYYFcf8/784xzGBMHkU0Reo6SxC873tLxRVZfz/3BQnOYKkavj10ks59n+8QgR1zuUEC7oK3GhDAKhTymOsepsiBbBOPeJIEyPJd6vJXEr+22I8Sq/HdJx8o4JGvxs5uNKaoWvzbYYAOZR8N4KkDYyfLLL1/Kx9RelklZNftlLDZ9Hk+mb3rySeHRQCa4YeutZfHJk2WuWJUuNXuxW2fgPPPIoHiiS/BXn1VXFR3y3hCHTKp5GK8OUygei60PPVRswd3tUiq3kRcL1E/1is0RZpj600+lxtomeB8+fLhcEg9+EYv+/e9/R5PA0sqMyck13CRmR0j7v//7v5JAuU7sVBo//fSRiMe5wUWBoKaWajrhJBCJWOkidxlbwXczPn6QSnnATHikrjghcO21116yL+V3YwbHx0cIKO40xCu7EoHgNeOMM0bHyQQYVlliCZl78eKZLAwcGAmThD8phN8CwhvHzflghe7tCy+UH+PG8oNYKMFBgivEnmdCRjku9cmtPXiwnCYSdYTTYVvFtcSKlFXHEdx+//tiR2OrgmqjRIfC/cq5wPGkHQONHh3tMsuUv0fDACsRdg44qKwIZEGA4tmj89BOlc/mXNtOVieY6tpICw2kY8wKz+M+0pUrHGAIdToY1G3i2NOGVdsRzgXhtxruSAUT/T2iEgO9cJ+0iiJwDdQFBjwPDN44V9z3dIJM3HHdAUKUzcmVROgQC5ONcm7JS8fEhuuvldlsnjDdRyqgcA/ZzkHFL8KmCXfF3eeJ70vQHiS1R4Q+4AADm5uDsMi0BZjwtVURDjTJ75cntwETlngQUjEZb3eA8/Dyy3LOiBHZ55JnjuvT3oqPPCv0qfrM5nFG1qPKJG0TbQ0LR+H9pxPNOghtTLpIBUEfyQSHimHad7a5620pc8Lba4XzyfXhKzkUeyo4Slhcoc/tzCTF9AlMdulvdFLp4le3hXkMDq/ptU0yvz8uTlivC8R50HE3fZcNeyRahjG+jucuvfDC6HOBAkw77bRTm8Wc5+JxV5r4dTpr9EniV450Ds2BiLNpKH6lkCl+WXQbCZPnRPGL8V78u5LM89VX5dv+6itZNDY4wCNEVLTuWOnbX8QhkNF4foEFZPpK4hfPb6GQeNxJgliq4eGmm2S+uLp8FrjW3/r1r2UjW3SrUt/T3Byd83djd5ye/4GTJ0fni59L4le8bx9plE4QRtvmPGiILAs0zFmqdSLjao5NHSXYlyzxK2lcnnUO2AZzuzDdRZLzK2sbeq9omGme94XCI85jchZnCWQW5piVzgGLV5zH8Boxz2O+FDq/7LGk0Rw8mUmv1fkv+Zm7mdDVrRPeF0aOlM3igUPa4/ZtvDKLkXBqLLj95tZbhSHxShvRfIjMqiFWGobJxLW5ORLLFp0yRQautVYkftHoYgad6bPPSuKXyi0MP2n6bJ0k1bzJftYa/NgKn8qg9uu33orU9xD29sKzzy7lm9IVnaM0xCsymBUfIhovDXvUn5VdjY2bsFQ6UQRLTXY4ul+/KCx0oXiVWWKXGLByVarkErBYrKKrx2ru+DNtJ2AdDoQOImAR9mPXOgcFAwRs41bsQ+Bj30vQyXEuYmFtynbbRXkDGATwGcWXFDvCBRdcMHIann322ZEr5ODf/laGxvfMu7F7DoEMEMkIlYLf/OY3wlrEc7E4d9hVV5WFzEaJ88NVBAvJ23GCqZCFmk/HwIAXkQQRhBUTxCUN3yFvmIIrMilcLg0ElmOOKX7Pfa3JnpMG1mpF5pzSEFP9kPOVFAqiglxS8mga/vPPLzoPgiSoJezvEZcYJOICxNpsQyu1A8MRSCNOw0uONlZEEJR0cMmzSgfGvaaVMBXrnFI3nv0+y6GCEKX50fJCZ8v5pagBedd0VZHfaSVTu5KCyKmTZRX/bahrHHYdWdhZAWVAkCcks5dDW8equw4MK3F3fF3yvLYNPLP0KQ89FLnQEqt2pjFokEw5/PDsfCTdibitPO7KKyPXXSa0l+0NQdSBJgs/NvlsCEIkzzriZz3EL4R2JiTsf+jws+IXbbx1flYJi0YsurBgRL5MqqgBi0FlJWEQ4GyhHrsP1YLoxbXhK8dJv5SzAE23Ql3H1fSpjYD2g/6I+ykUv9i3KitRO42DkEZyF+MwvuCCC0qpPvKiC/ylvFQ50JA3Fm+t+EWYPBEQ6jh5JSEVSZm49eqrsm6cRkKn3mGfQyKNXyVN+MwklyiNMAdW9Flmmyzz3hX/zJS6TbX5vGGPliB005Lq/IqPj0VrWsT5Vl89itZo/aDyT/pEwx8DdtJ0CJzr0aPbiF+6gDVVF4ZxA19/fUnoyhP2mLb4xUi1b4X+g7nOzHGbEde6LBd+2Pazz5a/qaWlFDUTfc6wYWXV6smdXRK/4n37SMezegzhmEXFDm1bk5LHQ4q5o4wwTJY+LgzRS0M/L6uvr5TzK835lbQN5qbqztJzQ/QOOb8RoaoN/UN3yBK/wmvJ/pkcdGXHEfZvjIVoB/RchtcwS7xraqr8Wj0nGE+yxmR1Mjs1mm4jfk0aNEg2jJX84PYo8UUsmvzqxBNlunjVVoeN08XunJ00hGyzzYqhaXEenrhpk6aVVxY8BPyj+5tx3DjZJt4WKx4Ebx759NOy3377lQlQNA3II3iKtKmz4Y7w97XXFsyObVYXYl587LHI7UC+KTqhZXGFxJBYkzAeXR3G+WUTuc8UP3RfxJN+24kRcoros9JKK8kvd9lFmpZZRrbTGOp4FVoT5JP3S2EAwGAc99lysVhzUPx3rsHM1vEUiF8IS4hThFZaBpsqkrqf5Cdg/9QVV5aoU+PRUZ0PPlj6XnlltGLG/pKnjFxj2jn+5z//iazomqz+G/MAt8QDTe2gyF33e5xbZsBAJ9p6xg15Jgj6wBPOyLlUAY8BsDqAcCPNHQfE2jxXlZT+ELahjSy5YCxh/jG119Jwcc/j+OJ+TmqkCROkk9MkoRYm/zrQCa26CFZaKYTzwDPGgJ+BoDpBkooOsNpmK84Q2kr8OfuIjZqJg15/Tdyvz5wVvOz10aIBmlOsnjBhJH8T4pl2YJp/wXY0K69cFMfCiSoOAC1GwP5zHhl8EQqq4qlTBuI6q9zkXznkkEMiNzHCNo7SnyVYv3Gn8vpjjjkmChFHzCdn4B+oylrL9Wbg/MorUXvzPO7BPCteOA/J0xKvPEYTEZ4fhOfuumL29dfy01ZbRQsZWav9EbQv7RW/9P2I3tYlG8JzhstUq0y2l++/l0mxi3BqWAnRDuqotku7Z11ZVaD9IgtaWhWZlXru7X7hgNaKcDbsvVbxi8kUfSaLDPwunMCQIkCLttQC9zjXrR6hr7WgLnydSOhCQ6NgMYrJUDjZ4P5BdMddYsUvxiL0T7Yac3vgGWAhk/YpKVm1UxFEHPoUHFZUSid3JOkvSOWRB11cpvhWXnRBBeEsKeH91Hhc+01GSoRo5LjMMhInkyhuZ9QoabJOeEMb55eJWKGyujrYSn8nRK60a1NLcxtgGffOjEgAFX1YTl8wa8KZ5jaKxS+S0JfB2DXe9tU83gnbDreUvKTflrAM1c44vWlSTB90zznnyI0XXSTEs7SYfi6aW7BfmBgIF7U5vxJAujj8/fej92kqliQWiO+JUkYt288RyknSdktLS5kQRxqd+1PE00L8uj563+n7QsEuTaQLr5mZs6YSRnAxXtCiWkn9qQk9Lu1HGGlFCKb212nzKb0OOHJ1HK7Y+YTdhj0+PTfsI+NJnZNYKol39Pv2s9k+4xftC2zYqUbGaDG/8Dg077SF+UgY9qjnLMv51VSF+AVJ4zs9V90k0qHbiF+IQi++9ZaMf+QRIdV5UnPy3IwzCn6WgUye4wElg/UzzjhDmnXgqgo+jhhuOGNhnoqqH+ePYtp6wvDhUVXINeILjSSz+oEHRiu1NFal/E8xrC3wymsYj6y1VlRZscSMM8pOzz0nJ3HSCwVZ+st3o3/PnHeeHBg3Xn0nTYpyXTEwRhRSwQns5I0VI4Q3hKoddtgh+t2is84adUwzZVTmQygiFw4P1S+DBwdhLDpuM2Gn88e5RcU0dWPNOGWKvLzxxrKZcYMpmrAfGDyw/1qpEt/PIYHwR1gmwhz7xQRVnVylVQkrLhDmGYQbkeuL/dYkoyTBBgoskCfsXZs7YNSoyFWmuRIiW3lk1PpZJFqOju+pNsGHbLNSiBwgiBC6ovtuJylaTZG/0ZDT+LECQE6XWpPxEk7BtsIQLO5JO0lTx1Ql9wkDdE1oGm6Tfd1ww6JDLRS/GKDhgCBmnHPL56sgZ0MAq4GGGKHbikfEzdMx6DNH50enQI4y2zEjsuHM0txr7YEJrsKkkeNUdEKqxTdsZ6DCJxXoqHCpIIra/Gb83OiJWTcHoQWRmvaPfCqEhpMPMW2wiPjF6xHBcZ7SBtHG0L5UTTz5+DouuFDKDwI49dIGhDgkGT/EIsoA2iee9R12kPn79o32v2oYUJA7rsp8Y81NTbL0nNNG//g+Dzjr2uRI++YbmRDf1yrW1Ev8ShTTdHBbYeHhjxddJJdcc02xva2T82usil9ZQmXc76bmSKmALtC8+uqrUa5LOHXzzaXv1VfLPDaHJO0dgj/XjkWJ9iSV1eqZfEWEUfcsg28mLep2QaQ3xXtq+hyE33AVu9FwH7Aaru4qFmusC5H9ClfR6wH9IuOzsBon/SG5SdkPzW/Evmn/WeO90wb6XsZzfFZWLhgnEUQvFpYZd9O28WyyaEIkBOPDpMTxFgRr8t4yHiaSIS+aY5evpYmYyb0zMf7c0WH+VCOoaBkxnapG29lrL1k2qeJoUrXHIFogTFGD+NWckvOLqflacd5NndPM3GdcqZ9R8YuAbjIkk4+zWvELl9mlJ54o19lj53Vmgq1xInZGU7XXOszBGpMkSj757LOy24knRqlRZjMOGASnr8lndeSRMtmMkadkiAHzjB0bjU80FUvmPuj2xo1rDb2N+8myyo3NzW3ccrrE/FMgfo2P77GZdayu14LoDxuSmTbWSfp9HvdXmrtZE8YjeIZCGJ+lnxdGuRBpo8XAKjm/mH/ZPMoQLnSxoIBQlSR+ZZHWP2ctzK2/vgi53zCF2LGhFvoKn4usuRzjoDDsMUv8+i4eT4ZjQ+aD9nekLornzImvT9rPLk63Eb+UAWuvHbm5Dj7gANmG52z55WVCfCEeeO45IbXpIoESHiVEZ1DA6oyKEgnV9poZ9DJ5jq3LS624omhacs1aNTgQlz7aYgu5Ihigc8t+88c/RuGWJXbbTVrGjRN8UwMmT5Q7/nmkfP3PI2WFX+4kk5ZYInot3hgELcIhaLxWNBNlcqcpdMbkCSGcUZPRD+vXLxJwhs00kyylVeXSmHlmGRI3HlSLZGK5QOwEQ+Riu7vuqgGU8XHH523aiROlEIsjiIDKoYceWhLQzjvvvEjAUjEr+hyKSsTil3avJHukTPQ555wTTU7VfVY2GTKVPaOBbAIqft1+++2lZPvkE+tv3EbDCoXod5xbrTyK+4sJMt4oTL8MMdYYOFCmxNUG72DAetttbRMfJ8HKkA0Z1QaYYgDaUdHg0jjqdWXloFaRhrxYSavzdOK//GXrpFE79bAKSQhCqx5nOBAgbxydvCbFtNZ4zf9DZ8GxMlnj/JEzB0GwPegxICLxjFtBkfuXySDhlPydYwaEb4SylHulKhADuf8Q2bjnbcibdhp2hVUdc/rZnItKZamdTHC3MgBnsE8uPwQwiq6Q9L5MjIq56aabotcjuv/3v/+NBvMrrLBC9H21jIsHRA/GA/xoMK+dPsJzWu6reL8oYoL/8N/PPCMPxiHtg6dMiRYgaCNZGWZVG3dB5NRl8MCARwcRDL5o3/mZzyJJcJhThkGrDnT5yv7RZsUM6NsidxyyZvSP75PgfNliJ7/73e9KrtioYir94WWXyU/xwlGbClUhTKAqiF9PP/10NNlk4E/YT1h1qyR+xa5rclfaxSCFNjxq8zluK05XCXnMWIQhp9bYlhY5cq65BElqtdVWK+XmKYVs0A7ecENxYSGH24zzFa7+I9IqiKH0l795913BPzKHXVSj3WESQqgB90KtggliG25V2qarrxbB4aGLHDhPmbDYFemECXdu9JxUWgWvN4xZDjmk9d5BdMKJrT8TQkvfxHPCZKselRdx418XT83thJP+ASEOF7B1wPGc6efW4/M5Rg3psuIvx2fagUh8C1MHOBG4inE9EclAhAURF+TgQwAjPJmiKWkgkO24447RuJmiK5p/Nm+oZfGyjWmdiD30UGkB+uVYjO6b4RoLsy9H2wlCF60c2uaJjNt9Fao4DtveWfGLNix8/9q4Dc2cZqtB70qLTJVPPvmkLNxvdNyGZ4pfKQILi+ZF/1WRr3i2THuq4ldx5C+15dlMySmZVIWTvdSR6HiTFxLxa3R87n768MOS8+s5W00xYMyPP0YO9TwUjJhWMhrECzWv27a7pSVVsNUWQg0Gu8Qi6cJa3V2vBf3DcLJI1yB+sZBi+rfkgym0VmNPyjVNJETgQoyugV4HUi9ou6djcY1Msf2O7Xft95gqQoHH9vPMXZjD2ONrj/jF3OX224vfpy1C2rmE3dc84pdeP+a8Ydhjlvh11FHJ+xRWR//zn6Uq2F7eFCGdRLcTvyRO1E4J+8G77ipNV1whfeLQKR2GkjDdshZJ+hiQ45bBwcKqZNINyGv4fdwQzm3Kq5eG5sGk+tvf/lb2jjsxnEzaceF8mqTx/0x8gqoeU7ffXk578MEoxA+Xwtg+faJGXBPT0wnZwb51WRHuRwgOCXPprGGGlhb5qU+fyI1GTi2tEJnIsGEyQzyhQ+g68cQTo21plRcmJKHVWKu/DKajjr9H/DrssMOiSQzXgxVsBDBs46DiF8IdFRyHxK46PolcJwhuJKQmhJPGWFcjylaYuFbaOKZ0UDbZtZ5/8n/ZTpwATdIsrv7++/L7+FxiccdReNiee8o8yywjM84zj2w+55zSwkr89dfLFqjd7Vlpp3FH3KLhQ/BSt0C9IX+VVgQjFBWRl4Ew9zNCFo1gNWF1eswq5oTVsljVQiijsiGr3QhxhCzihtFk9eRlsq6nWkBMxe1iO+HQTaeiIqv+hCjEeZbqBvcw54EwFTovzg0irU7WrXNPHRuVKuI5VUPbQHuC0IHri0Th5K5IAyF9vfXWi1xMuFd333331IS0aXwbr7z9Lx5kRQNqOxBJq/g3cqRMmGYa+f7LL6O8HvBNnLdltri9jkIo40q2tFVRVTHyk2F1V3cKIcD0G9xrmnOMkDTEC4U2lUHiW2/J11oEJC2nBAM+M0FmgsLEj/aTc6QThrLFB1wttB9jx8q28cpfRfErh/MLUQlH8RdxSE8pp5ru6ttvy9SmJvkyXhEmrEhzUyZCOH6NIYiE9ZMcOVrMefBBeWHwYPlyjTXk9likK3O6EcKtiZRp13OIX/RJUQ4fA2IjizFA37vAlCmlHKIzmwn0WD6Dc0m7w8AWIQyRjjYxrBSWBYtnnGvtQ5n08r1dQbcpCpJKxedFn4tqw/lrgYk+uVfsdbDiF/2f/qzhY7yWBbC4cEZFOC8ci04wLFS6U2Hd7oM6vXBjMcHkXHKPcr71Xm+PwKiEEwx1EuNC5/j0M8ivGSaAdjJRNw59TRK04YQ50jfdd999UUh+Naj4tZB1fpnx7NlxXtK0LGL0RBvG32uLwXa+CNJSqDsMwtHs+Pi1zdNPH30ObRXFotKcX5UmjPQdp59+elQULRS/IKlF+EbnKimh1mX5dxOcX21tDDWIXymiZXNCVUwrPYw3Od449n7x2Hnsxx9H545rdGFYSc9QU5bXeAwSzW/ie6XFCOmff/11KeImRH+rc602+eTsGMmOddKiONJEMXUeslCk4lRsKigJPZo8PxS/dJu2qBVwTfVvLM5pgSxdxNFzYMUvm4PP3hO0heE4PRSZ6Fvse9ojfllBKa1ftONJ25eE+5V0b2vBNOv8Yu7E99rHJ71vSkp+sErOfea2ocYQ7mcYrtnF6JbiF5UHWWFBoFl66aWlJb6ZdthxR9k/yIHECo46fSJ4bVo1O7X8qmPINIgbajnfQPxStxIgIuEyKG6qr2ylTiAGnvqZrEz++KM033BDtNoEVDWcMtNMUSc1d5wTau21147EIcQt8oKo+GTzYVnBaMCECTKub99I/MISO0dWONVss0nzDz9I4dNPSytVaqMtO1cGxLzolHzzjTTF+8i+4trS3F/k5FEnmhW/yL9z6623ytAZZ4xERDozHfhTffHwww8vObbCvGPRxE8nGyni14svvljKF6bnifNmJy3IobvHAtj+Dz0k4z/9tDTIWHvZZYvhoghnNMpMQGm82zt4ZzJKY8h2WJkJRNm6gVVW73vuM+4JrULJda1lBZ6GDAEUwZhtahgUkwkm3zSonCMaOO5JwojpmCq5DquB620KPpQ1zLGTpgyuYaPcBgimCH2s5DOhCPNwIMbhOOO8qQDoNATNq1Jm9U+B9pK2iwWTvBUfGeTTrn0Ti0izTT995KZtk7tj3LjIwYOAVcaoUfLRTz/J808/LbPHbZZmRyR/5MwDBkR5DnEYqPgTVexVMSNMKsugSAd2DNp4FhmI6WDjww/l3csvl1m0Gk9K5eHo+cAlGXPnnXdGrl8VuzhHoCLhFwxuTLi9DpNzhT3mGCgivqmQFoY+PnLFFVEozSmnnBKtYlcULtdfX8Z+8EE0JrC5OCvBBIKiMlzblfnFs8/KUZ98UuqbIclhGIGQmTPUEsFWqzIDK/falyN+0VN+Ffc3W5nX9VO3DgVOdDKASEe7WClnFOJPWJzAjl/o/+ykj1woVqSLBdqq0YE77jj+NRKKAOGc0IUlzWkGtNe46HgeePZVzNM8Z3nDczSc0bYfFI9hcmFFW3VeUtGY/olxi7qpGVNyv1jxS53U7YHnR53a9Pe6sKsCOf0/7aRek24WmtKZaFqTpPYO4WvDDTeM+gqEL416qFb8YrbwxOjRZe6ub779NmqLWnIIJLF8EOUoBkY/z2Y4LrT6vA2hi973009Roa+b//53efHee1tFH3JXZTi/QnAMIxYiG077wgulyBmevCGFgiTJW59mJQCPU9BY5uYeNhXk7axAZZRJ1RaZSal0n5iLzfy9/3vvRTnHOEcTxo+XQtxnM7+YGubqSqDFfE4hDMVLwV4PHSNoTmP44OOP5U2t3hignkA1BrS5t9L62TQho1LBF+Z5tIdgQ86tEBaKKCqWhcUjrPiVNM7RdjVpDkB6lKRjs3O8cHtsx45LGFdUWkDIEr/SxmWKXYiybY5tszmXGXn2ypxfmBMwJbAAo671UGBuaipPL5RX/GL8oZpIGh3t/K6Srr13eYldICRZJ/a+NFk97LDU6oWZDaCKX6ZB3EHFhSCJNav2WpERMYXQu5LqriGSqLEMQliJ23JLGdd/kKzx54dkjdP/K+MmFm/UHwcPltni8EJcW8THIyrhikIYUgutDWlUl9hmm2wiv58yRQbNPHO0ol4RdQExmGa7t99eEvHKks0bSEg/AdfX55/L1Fj8Qni0IDjZ/VPxi6qTcMcdd8h0s84aVVZsikMBOGdUZyT8ETj2P1uLJeJXLJSliV8LLbRQaV8IvyQvEJScX/POK02B8NTfJOePJpYctx57PULmOhquI04V64ZBuGqPCwnnYZzIVeLEn5HTRO27rIxwrThfGpJYRcLXmkGk7uiGVYs7qLDFipnmSANWh0mA7TQcFYzC/CT1ej1tEK6kl+LCHH/47W8jh2hZ2COMGxeFvPwyDrmlem4k4o8cKQzf+LSZ4udi1nhQdODIkXJgS0vURiF+qWgfLUKo80ZXAHUwxMTVCjAMCumHYqFi8pgx8ldyOSYMnOhf6GeivqZP/6I7EiZOlIMPOUS2j1/HogeTOFCh6fCU+5mCJWWhgAGjJ0yQSd9+K8NPOaWskq+i70XU0omluiCUud5/X8g4cskll5QWhBRCWNtUJZt1Vhn06quy3+67R/1mpkvMQBi8Qg/C2ixDdHL3sJ/0xwih2j+VgZhBaFkYsplwrKD9EjBG2HnnnWXrrbeWaV5/Xf691FIy09JLy9V9+siK334rH5P+4JprpI+6SWh3aWeNKFeRE04ohm5YbN+WFM6veb9YPOPcIF5VclGE10KFFkQ8+g0mLCyk4CDOSOxcNdynCFAszGm1XQQ9ey9pygHabb0n9LnK4+rmmVDxy4qqOIwJQ7bgyuR60+8muUn4mVw6mk+N1fP2FmlA/FLHsR3j2Pufiat+Tppb1WmDVnyM0qYkCF+IDziLbfqPaqDNU4kmXHImNkGn/qFAQQ+k5Xy0ddHlF0bV6T6jtuKXbQEYUV323ntCL9ScM+xRoW9Z48DLZe4DL5c1n3pGiENY5swzSxUY6b2Wnjq1jZAFlXrlxKQj5hkfnPBa9jXv0nUUQpgyNtDjfc08T1ZW2+hf/4pyPSPJrH7DDTI1Fg3Gf/+9NMV9W5ZEoC0QsUtNSQu6ScR9StRPx21Z89ixpb6G/Zs27muwXBQSnF+62JRb/KqwL5kERc+k0meqs5y5hf1bKH6FAo2OkZJMC1tuWVwEyCLMI4bbzY676L8qhY5nzUuSxC8dqzFOtG2z/VzVNHTRJUtEY0xihV/rWmW+QpE/+uvzzst2oYUVOZMI+67wXmhP1FQH0DPELyyQNjkfoHwz0MgLAxbNc2KdX+TCYpCoQpYmzI9BlCKh/t133x25sBCPSm4wDVXU93BDbbCBYIb9fOS46F/RGCsyYdiw4spzNO6coxS+p7m2ND/XWQz24uTu+jl3/v73MuMXX8icQ4eW5QlLJbzhP/kkmsDdcMMNZaV7Q/oxEBw8WJbddNMoFwITwizUEaYTBxx7LRqXnVC+WY89ikdH3WagzIMau87yVLqi1PTCWuGQvI3Rf+dIU5jEnf3gWPnHqgmTAhU2kyoTdgcQM+05orHLKIBQFTqwDjsyOgzOnQ4e6vV5XQ3Nw4O4zP3BpJ6Jpa1W6dQNVi41l5+F3+EWBQ3PQESxwoKFcDlyOSGQs1CRB3UOTdHV1IkTo3ZlACKadXqMHy+sqWmQyLXXXiufE3789NPyXZ8+suYqq8ixcc63JcyAZN3x46PPIBRcGahtKW36XXfJpyefLGMvvFAPunwwxGsZAMWlrn/4+uvy0I8xY6KBMIPjsr6mKd4WgyxCKlmgiHPesHjARM6KX5u89lok4gU9a3SuyVuGcETYPNWJFVa7Tz3zTOl7662y2e9+F/WLISp0kez92GOPjU9x60CW8/jpu+9GEzmOg8kJOSERLxEgSUJNzjT7nv/E/YoWLMFZF/3+P/+J+jQWkZLA/aYcucsuEnvnSo5q+nMWbdjXXXbZpSSkxjtdrLaVUbRE9xGnsya5R/DjHyH/t9xyizRdcEG0GNMydKjsyrn/6iuZ5557ZBiiqk68tfJTNQszFFkAO4FIKvzA71joIBWCus7ou+nvEa/UUZgEAgF9g81rEwosOJxYcOM82aqriDIsjLFow/tJvF8NXHOeRxWTGK9xb/EvLiJQdr6eeqr4VdsV7om01WuOi3sIF/q11xZ/Z4tNJE0Sdfsakh9Opmiv6DdwQMTPWruT3jN5UvErbfzCsagTpB4VUXsQb7/9dmI/w++1bdLFDXjhhRci4Yt2iET3uRabM9oGHW0HAV7R79PEL+5YzfxYwXcTkSVPWHmWz1HPeosJ97Nhj2nTWfqWz6edRZqmnUWO1Oe/UCgJW4mzitNPFywF2bOIVldb2sykb4L4NWny5NwhhZGDPGUuo5/ZbBZKaFHuMK/Rp232996TD2N3KGllVozdl1meQD2f1bQCTbHIEC3GxW3MVPr6+PeMVA+95prITGFKp0RgTVjB9EttJD8rKNkFtTQqOb+AsU81jlPbJtq+hDQqaTm8bHsbClC6eFNpESdpYcCaJPJQrfNLXf4saNrPt+NMwuorOc7UJcdXe5xJ+4OYdthhxWJuafN9NfBkXTc9/1QxR3/pZuJX1SHHJBt+PE5U91p8Y/A7DUFZc801o0Tm2oEQ/w1afYLfRflNYq5k8NheuIAp4Xq5UYeLXRHlRsL6z0VWQStB2WWgbOPkS5CM+4wzcgkCi59yiixWISn5prHopImg2zygoU00C/IzaXWMn36KnAdaOTIVBqso6H36tFmNT2LJJZeM7hGtFFlGpaplO+9cfIgJuVP3UkpFliwI8jmcfQ7D56wtmNwKxx/fukocuPucWPyhQcRtaBtiBAKtIAamemqPAucAjTkiOYMCBjlYt3HBZeXXc2qCcEJyMdGfsPKOCEFYHhMOkqOTxxF3FvAzORER/sndhICOs4ZkxIRE895/0N7lRAe5c+uCyuefy0kffCCbELJuef11YbquPqs1PvooKqk++sgj5f5zz5UN+/SR/maAhk/kVzvsIOvdeGO0Ar7llltG4e1vP/qo7K4Ja5nI/uUvZZOh6044QXa2IVc6uImfuZbXX5eFeT7j/X7+4Yflv2eeGU3eRv5UPrGbRIgNCwux+3f1lVeW7U4+OXIa45rmPKlba9bJkwX5DQnFTqdJLUBoC85jqqSRgxJnMBDGqMNnliAWOeSQyCnG9pWwEpXEg3FELg2/Z61zCi6eeEBLTjJEOZ2okiPM5uLZcKed5L1Bg2SnsWMFeWqbbbaJRDRNDPynP/0pcnCFPBULFjgi5nzmGYkliRIsQulEge1xbyG+RukBtB3MWInVQgIsyFxwwQVRPkzNp1nKTaqLYzp4tNUeCVuwg8pg8S1a4CBxb5jsnzZJBT+d2NF+24IJOtEhTIoxFK5AdTexb7rQkSIcRqiz3uaYCcWEJZds/d4uznBPI2AhEDPApy+pZpLEZ9L30CexHzjEWWDknNOHI17xedZtxv1lHVxJK9wIzbrgZicoODNOO614rrL2U8eP4X2uY0T2FYc0/Ul7K5QyUdSFPRX6uHb8HncaYybEQY6b88XnBVXKezNEi9DP0A6Tp4rF5nfffTcqhER7c9xxx0V/A9ymCF+0KaTmIDcu/ywsSJPGIw8sAqjkEiZiIdFH7NEtEyiYfextfs56WppzimMKswedNlvnV0sVOb8sA0aOjPL7AqGB9wbPw3vvvRftX6UyDIMqOMSSxK/JU6ZUnNxeM8ccMmzEiOJie4Wwx+Y4PJ3zfVLK9iZMnChHH3GEvEjf+fzzbdx8Seg+5slQptda+0DuwzceflhoqaZMnFhy5mlfjayhrQtSPT0ddzLB7FfGCxptzpE6w/OSR/ziNdW0c2niF+YUwtwtSeGtYaXirBA+K/6EixVp288iS/DR/bB9h/6Or2niV9q+WRgX0G+hT9h9TtofvdfvvrtVA0iDfU0TyHQcim6gkUGWavSITqDqvUP4CicSDELtQFTFr6+++qrNa0mObn9XF/Gr3lj7pK0KST6ouCpiLrjJQmt8Ci2aU4iBdEbFGBW9tFpH2f5Wk3CTyY/e+GHYQhoMnqoUoBDAymAwzwpzpbwsnGfcHOwbq9A0oFXm4Fp99dVLoaFtVsxx0HEs5GMjNpoBoTo9uqvzq9HwLCD4MFmiwcMKziq2LSdfRbWjbgVuQm3syTHDKpTeU6YYhVMfcLbiskE4QaBAVEFEx6G00047yd577x25sSQelJJvkQUYJiOIYbhSEc0QyBArbOXZSrz9l78Ia54bq0v1ggtkk4TXjb3hhmhgznT+2TPOkN3uuy+qTLXvbrvJ6OHDpZk2ywgB1Az75THHyNQbbyxOYOacU46eYYaiSKSDm1jcGGsG/TvTXpI/iH9vvy0jP/us6PSKB0u0yNubNvztF1+Uc+N9v/pqRKdi2Dn88Pnn8tENN5RcxgPjxRxcupxrhCwNtx82ZYqQ6cNmfsKtpi4xHYRTgXOPuC/BhRcONRGNksQvqlxqlWEmgrqww3UePGqUjEREiM/LFltsEbkBNW8bbizGIohK3BvcK7ySkce8cSJowpPIpwkUZOFeYIILuLA4XkRSCiMcTZW199+XNXfeWc4zbg5W19VFBhSn4RgRW7fed1+ZCydTSmL4/fbbr+RCPv7442XllVeORDxyY7IAWHJOq2u2lpA0Fhf1HsNhxWIbYk+SowghSJ8DKiNqRWft7+irVUTld+pyyxK/9LOtAJiVywpRigE14pzuI/1vtSIQzitEKUQdnhkSvJP4nvtMx1C45kKHFvdUmhDOfjGGCsN9GfdwnzIxRKSjcniW+MV1JcVFWJ2Ue5FQHvoPxjLsN8ULuCY5Q7Kj5+HRR4sFWBCHOYfaD+kiK2IYzxJ/R7BnMoggRh/dXrGth8Gz/9Zbb0XtAW0fbRq5vljMpkiF5pfU3H+a0oT2T52yFtqXasQvHS2Fy614zm5MmKTRv2ySU/zanDaI+ie59kaKIkr8fZLglSfnV4gKRW3r9Ir858EHo8+rNNpWQSstd5Z9cv5bhfNrfEuLDOjfX37iuaggfnE+KvlYENyq9brwemYoCdJBG9RBprOghx56SD647bbouj371FOy/ahRketLz+eMQ4bIoczFzz47OkfWwb3nQw8JwdltWp1qKybnEb9wE2s4fXvEr6TPy5PWKFy0TCOp/60kfmE8oQ/SfjVL/FLhLilvGZ+dJX5VOs/0ayp+WedXUj9l7/WmCnNqjj8tlNN+jq1o3FPDHhGroioWKf+smEU5+qzXZuUN6VTSwvkIm2lUBSNWkpnMVXCRqPilYRkRDL7ppGvNp5GRs6QMBptWDKwFBqjYJBlg474KE4cr6iBisMegsYbzjiDLin8EDh0VaDUPCiV5SQjMoJ/Bqq6IuviVDpMMwmSY7GoJcFyAlRIk9iRwANSjUpeTCi4ukoRTFZYJB6vwOLLI94TzSIUvYLWeRLtUuf3yyy8jpw6CCO9lVb8a4QuWHjNGCKykhX01cDI+bcSgMW+8IfR2TwweLCsfe6yM6dcvckohBDHlbmHgYAY0TDvnnnfeaLuRB+mHH2SjOeaQOU3upUI8WdfwvRKEKcZulOlisWXi559HBUSQvZrM4Ij0sl9+8UUUKhgWBZh55EhZzoQiWvGLyQ0uBxaohjQ3y0qFgsTyXwR5sChcQvgh10NFLBx2JP2n2jETxOYK4fC4obh+9rpwzRCwCA88//zzowF8IXYJIa5xfUELyhBqibh14IEHlsIux8TnYLYBAyLhic/BrcEkluMjrB9wdeC6Q4Ti3tp9rbWi0NXJN94oK111Valasa34ZiGMkirHR1C9iUqbgdDEoh/OMBzxp512WvR6Ffk0dEpTApQNgPOENIYDSuuyIkcd4y/6c3U/WRBYOH9azCRMkcC9gDOMbXDuVfRKGtgq3K9s14pfoSiAIKVl6xFkcB3QZ3BvUqWqGkGGBReOj3sMF5Z9PtUpyP7bMBDrpEMUQxiyCZd1gkObjnBH6LIND0Xw4F5FzCKUiUVQdf2xmGdBzOIzcJSdeGLb/adwgS5S8hyzYk6fmhc+j/GLnmPGNVwrFqQQPhHXVHzhfHB+SA5O/jdIG2/1UlgcpV3A7YWblHaNPuS2224rE76AxZRK85mkHId5nF9JCT20NbjMiEjnVjGBY8ljUzK65Nyf2+KFFLvdqUbwYvGh1jw5SXm7CKnM46vRsMfYG90GK3LNa1xYlcSvD7/4Qvo0NRWdvRVyfvG10vbmGjmyVNgmL2wXuelAss/kfI/OhKJUDPH3n3z4YbQICBpn87O11pJdiKCJCUfozHba7c3JI34ltZNZ2P40dBGHn6eh/VmkVBHN5fyqlAONXNMUwYrzw1Yt+Nh5kzWhhEV2Kp1nNR2Ezq+k91USv558Mt/nhjlwQzzhfTeEgUveSkD1goeGnE3kv8hAqzPqinbpQWGFOSmBbR4qlTRX0YhBYD3C2hCZGCQyCEyrSmnDO+rxmZxbzcWhTh3yjfDwot6zSqzn1MWvdBhQM9kkhEPPJ9eKFRjNs9LT4Z5JKb7gdH/We+IJeSQu3PFt3Ba8EV/v1eIVWEo+zDR+vAxZcEG5Mr7vEbs22WSTaALEkKmZQYgRmiZMmdIa6gZnnx2t/PcvFEpVmKbGgtKWJCa1ENJ12GFRsRCFIQxbGxKLRJMPP1z+O3hwNGliYIsY9f33bcPLGeb/EB+XDp5xMpHHi0kfOSF+iAc9b9jPiwdNVvyiH2IhhvAgCpXgimqOq+gWzMDIVp/ifTig2B5hrBREYQJCWCDVeimcwhE1xfvIz0nFCnCY77rrrlGfyLbGaOWr5maZa665oirJiJ9MChDuCNHU9AFaeRFxbClWWWecUfqwABIMXu31wsV88sknl3LCPf300/Kn886Tj+NKWHze1VdfHRVMQEAEcntR1IVwTk33gJMxEr9wNuMgZdCNoGET26aBsIGAkhRmoINeBuzcR7WE73OfsbDBPaUTeRaIeB6SUhUgXNFvWvEL0UxdZQzoyZmE+EIxFl6ni20INvTBLELlAdEOAYqquoAAZI+R8Q/HTbiyppDgHsQFSQoKdUtxHAgbWrgFQYu0CLrwyP7ZcQmiGH3cPvsUHevkK2W/EVNJHMzCJUIXY8Yaqv4JOQxJJcL4imPMchtoKKqGmfKZHBfXhzaKewM3u54PQCTk3kPAy5oIOh1KJfHLWgNOThC+IGvEP7iKkLqQBY3zy05v6yl+4dDOI35VmtUkyVYTx46tKOz8NHly1FdE4ldCiBbnXIPE58qxH/QcxYD2/PAe/eS8y8dcDwL7VrjggtI1ttvR88G9ZXuzUMahF8vpN22/+FVNIn0rfoUO5jiHau65q6WS2SbJ+ZXHjU3/sMYatYlfdvs25LRa55eOtfKIX3Ys1ZQgXtkxKtuyeTotlXKodfGwx56R8L7eMLAJKhl2CIRkxKEflYhyjiiasL1Wslw7CGuszjJQr6f4VQn74DTKPmlXhAFBh0SAdlXeyb5GTECYqPO84OhznB7Ai8ssE4U+FmIR/vTllhOb5XBMPLEcM8MMMjQeLIyeMkW22267KC8ULWozk2yTiL/MrQsIDD/9JH3GjxekAiovfh0vfpxk8lNpgPiUpZaSU+PvL5pttiiMgaEhq9fQ5+yzZf2ffoomO6ySzz16dBvnl/oVf7PDDnLnwgtL//i9DJRJVDw9AtCBB0aDZrwlPySIX3xlwoCIhVjFBImJDOD8aorFuKmDB0eVkHHxLbHEElEOMhLM4xRDEAJy55A/kjxYhB3h5Jrjo4+i6lckgFfxC/fUGjrAjMG5pavd5OYap+JXoVCWE5O8ceSIu//++1srMcdQFXJOhDmSvyYM1hDpgMqcOBHZb5whQA66L8eMkXkQLq6/Xg4++GA5e7fdZIIZkHOeeA/7f8UVV5T6bZL2R85ZxCwG+KyMayXZLBA2cPdcp/XdDCpA0Z8jqNnFMBV68qLjCUJtAYFP3Vt2MsHKPGMC+9ksbB14YOvfgHsC4YrBvjq9yHPH7wkDzJpYIHYhqOlqOAKtQj5PheNVR1ZYnZPj51lg8ZB7lftjgw2Kf/vtb0WGD2+tgAVasREQAblfudcQs3FTMCYi9J9oAO4HJgi1jhk5rrXWKgpuuLTYt7SJGueZ9oaJkrq4wgqgunAYP2MlTj21mLzfFKhwOg8b9piHYNofEWQALEOzEE+tIWri0QTn18FxJdxaCO7EiJ/GjMmVk6xSmatiWYJyxv74Y+JnWvD5tDQ1ySF77hkVxQmxS7m0YnE5tEyqnYX1qTLvl54P9mWRp54qFbppSRDnBjQ1lZLjQ9Isr6zH0xQx1RBXiE6k2sqRSW6vUARqD5X2J+nvWQVCdA5u2+pq56p2kTNL/EpaELH9u+oG9Qh7nMYEItPPnZSS5a5SSGijouTqhItfnUCTNMlCM08T/eP7MvErh236sssuiwbaZYOnWlZ51RKbJX7pQ0hBAEIitOpUewgrL4ZgZWW1uVGQG4NJHqVrw98z6eziinWXAsdCrY5Dx+mijJh3Xjkat08cHjVy8GDBK4STCM6abz4hMOqllVeOXD3kV6FcCKILYgfDqCYGJExEw/aOcDMGmia0DKP5TeQgnTSpOMGYZhq5d4stZPU4XwpuMkI51Zj/3JdfRp+/YMIghNaLVnoOHC8FkYW++zj6V2huFi3Y/sPIkfLuxx+3Tr4YeCECmITon8e5tpKcX+Tbovoh4hewb+p+up9J91lnScuwYVF1YipukkeHKpFsb6+99ooEM4U8OzfddJPsvPPOUaL6ZYYPjwbzE+JFCMQv0EI7ig0dtM4welQVvyicQEVKHHm41DRnmMLnzELSapvg3KCfjWuLym6IYYhfWmm5JHPtvHN0Dalh/OEFF5RtQ4U+IHyT6tDLMkglXyLgJgqFimpgW7iWVIBS55e2y5wLcx1zoblK7bjCik5AHhcG1zi/ELsIj9QE4Dw3Yb/Az0wm7Go+z0DWYtPbbxdzpbBdDcO0LjNbaAgnubrIws/Wys5MThCrOCcaKqKiGsKQFesINabgDvDVPsexM7Su8BwjfiNcIqaRX4znBHFQRWzOH/uCi07daWEqCi0qEE4+6KspkFAhLNnpOPELgSKNPIFiWSMvlUQn1xB+pIJT5OQNtpdEU0Fknu8+lmHffRx9b6GlT2vd8ji/anEn3XvXXRXDCOmjZ/nuu6gNn0HzexqWyCE+1nI8l2OmNcdmxa84ODk3WeLXLGPGSN9VVin9nFSWpWymU4vJIC7ekkjYzqgjtRK2fT+aUVidSHJx2blvkpMpS/zSubB1V3EOWfTMynsZoosVNv1QnrDHpOc6j/hl57dNCe2P7TuzKj1Xcn7ldQV2Ei5+dQID+7XIA0euE/3j+xKs/JJPogKEe7DSXfag1OL8wu5P+fE84hf5JHQf24uGFxJqaC2WCiEKjYKVf4RDQlt1VdtxHCchvHziQQdFuRSb44Eh4gxMO/PMUSLhgUOGyOyzzx5VRNzpkkvk5z//eUn8imASG64oUmGQEDwGPfGge62NN46+Uvr9vTvvjAYl4/bcM6rQ9E3fvlGRGASX8cYNxhCRIKimIARXMzTN9MknMuvkCfLA5QdH/wZNniiFW26Ra888U/7zn//IyAkTZHZti20fsNNOMvGpp2SGf/wjCp1MEr8UCq/YnxGGDjv22GIYQLzNpZZaKsp9pQny4TemEAyhh3DJJZdEeUz6jBsnZKMaEQuPKkBZSHhPuKSCu8zmZyEPHCC6KeQYC3N4HaX95v6ceUl1fun9wLUlxxg/I/zdyfgw3k9Nk//gLbcIAY4a8EoutWgQuuiisv+008pvWE3FmcR1BkSdWsUvrj2DTML6dexw/vlFwUQHx7Xk3lChR+8PnHEM6hGIAJFGCwMgGLEPLKZxLQnDS3J3a1gi4hfON+C8qMCUtJqsExbuQypv23QPTIxwXinch7jJshL0635xf/BM8x4V47g/dUEMcYxnffvtYxvIdkVxDQGJAghJ+byqhX0nBxuiIiGUPC86oTj55OI5YvxFnlSEMBxbjPV0zMSKPMmcwwkM54jq1WGeHcaMCNxV5kB0GsPuu+8u+1aqtlaBLOeXMrUduXfefuedUuhcek1bkYGTJ8hllx8sB15+cPS9ZXSCMIPf5ZKcYlEtVFq+3jYW5VR2T0m+UjV5jqc5DqkElmi095xcw/nY3Ihg9wR/GxaIPUmzvOk7MkcT7U+edCF2LEJofL2IUx3Uzfmlof1W5GGcgBuZ9AF5STIP5HF+JYmVRN9oaHya+GW31RT0HSyq5M3rXcn55eKXkxvEGBK6VlsIAMU4SUSqBI0dE4uMUu1lib1ZPTYTjpphwMkgDAEqK2ablc2EhMPtgge7iyficxync4kEC+aRiDj77VdyKqkYgqCjP+NkIrcTwgqVCsvEL9yk5GeyIXusvDFwYQIer/DdFLtqll9+edkUoUEwp24dfS4J9NX1tMAvfiF/m2mmSBRTgScSJEzI8eUbbCAPzzefzHrjjVEyfqVpyhRZb+utZdH114/CE2n1p1dhyQ44L7pI+q26qmy9++6R24kcVrbCcKlKYVxunfxfCnmwSFoftfFmmyzW8Jlw3333RSGQofhFaCCT/z4jR0ai3qqrrhrlEUPYCtk8WCDBcTYkdnvNP26cDI3FJCt+cZ2o6mZZir4WkSClT1DhTcUvvf5Ubrz99ttl/hVXlMeCCtBDYhegepJ2IDyOiQghsOQs0VyJSq3iF4n5qfaoaBicVpXSAXQt/R3XglBH3RaTFo5DJyN2ZdpOaBBp0hbiVOz91a+KAg2vRaRhsvDYY8mTDc4b4SXcg+QOY8FMz9WZZ7Z1afNzlrOc/Fo2tIPrqoN07jMV4vS5UXcYx4RDjTB/9qEeMNbjuDl+DcHEBWhzoKnYx3njPuP8UCwAqOKI0BnC9WYSY4VBp8sxw+efy3LVVMFLII/nfko7wo94Z3POnFSIN0nL1izvhF5DMs/92EDxK3kpo5VJgSOtXjXK8xwPT+WkBPGS81drCbirGTtUcMxNn9AuXpMlpmg7Uy/yRic1qniWDSvM+7lZ4pf2EVbkoc+1CePzwHgq7KND5xeuubDIVlq/fscdrd8nze2tY6spaBvoY/O2F5WcX5XEsU7GVYCuBKuKhD1WY5kEJg92RbTaBy+P84vwFiZZ9YrjxX6PkMZn2wfUquDk16DykuM4TgdCmBvV+jR8TsUvXE6ffPJJFLr25JNPyqGHHhqJNtadRC6qtbbdtrW4xsUXFxNapw2ell8+0VUFbBtnGU6t5ZZbTm64+265ZO65owT5Gnon661XVmzigQcekHXjXEjzaX4lI64gsAGtbhOOExYhbBscrM7qvml1ZruP/I7QwldMgRjye4X9ytChQ0u5shCOLIhl/D3i9tujPCXXP/hgFCJ5zDHHtP4tAxLcr6lOJEJ0pp1W/vnPfxaFuBjyiVHJkdxikdBG2g5cS8H+WPS6auiiil9Ui1xllVVkq622kpHBijF3jA4L+ZS9yeuhA9ckVxILQLWIX+So0tVnCBPS62fWutjDdcRRpttAlMEtjuhmB/g6yEVsoXhM2vXiWdC8WoT2cd+ywMX9pOE5/E4H1YyDyIvGPpDIHUjcTloEQhJrgcJA9h63IZgIXTZUVH9nX19PeP7187T94P7QkEormNuIABLYMy7zRbzuzVdfyfTVjvVrcH5Nacd9Uo34RQ8ZZNGNyPLbhIFRNSzhJ5K0H5bJwWfXayKcd7qflH2qlsIEWe9rCsQJLUSTSih+2bzS9RK/8hg7GDfEDvu6Qj7ItAJraUJRlvilbTZjQ/o88ncylqoWznsYIpqU60wLtSk817isQ4K8pplVGv/617b7kpdKVZrd+eWEjJs4RTYc/kj0j+9LMOAiHOLFF6sXv2pxfungrpL4RZgGK4/GRVAXdJCs7i9N1KssuWR9P89xHCcH88wzT1QhULHCD0ILYgiuKJxeIYRGnnrTTaVQt1RwmdAGXnhhSYxJqmq4HoJAgvMq6bUl4teO69NfNtz/Etlwz/Oi7y2loR5C3VlnFb+nWl0wWVLXkxUAYdFFF5ULL7xQtt9+e1k6TvZNYvmoEjH7aEQhnF/qICsL2Y/FulIuLpxF66wja6y/fpnDLBfxYPR/AwfKoIkTZbfddiudM+CanXfeeVECfI6Fio9rk+tLBY6cYY+gifZx370SpCrg6HTaMe7bbyPRsmzVNumeqNVNZCc0ofilwkqtC2Og9xjCFucKZxUhuziyuX9xKml4DUIjlRDTxC/ei3AGNtRRP4dQSt6PIEAC6q22KoYEchzqOEesJByw1skR55nPSMqBxjXWCU041mlPQaE88Nm0AYhfHDcORXXDgU1Sz/PT6P1xGs+GG7Z7E2nOL5xVU+Jnt1LC+7a+2laac4pf9C0H7XOhbLjPhW36mbiGaiJWnmEvtepxI9hdRC4InF/tYUKN4lefFMGK361cZbVYliCKtYbbshXtnN23SsJG+Pd6i+tZzi9dZNF5IGaLsI9oL8wtbTL39ohfhBba5wqnVq25onlfOJZLyk8W5qXj+pCWoxbxa7FASGtEcbkuLn55Zu9OoCAFee+bn0rfl0GYTFzxK9/GCo11fjFob8SqJzCo5QHWlW/bOPLgdPFqEY7j9A5U+KlakMmCMKpghU9FFsu6664r1113XckBdcQRR8iSSy4ZOY/CML4SVK0dOlQKp/5J3pu+mOOncOQRZS+Jku6Sc+Yf/yhWwyN3VULVKxV8NMxSzwE5awhNVEiArznRon6FARwrodtsE+27nkMrSAEFA0ogpqQkn6/I6afLdrffLn9kgBuGCCRADrDItZSxIs5rOMbF4sGiOsE02T7n5PWgSM00ZhLUXwVAOyBFSCKRuwpGuKHC6oR5sQNuK36RIJ7rxSC9vSv4uKM4bvpjjpUJAdtm7EFYqS5YEc5JyEUlhwErxkmCo06AtGqi3W8d39Sj2rRNvLzLLsVwR54jwo11+xouq+6JRotNnFuuJSksGG9p6CO/Yx/smNALzPQYPtlnH5n7clKg10Zab4RU+sNii8kwFhMqjKPLJZJykD/03Vm18gpNIp8Mm6f0vSUOxk6kygCxdkEBF/zXh1QQv3YJwwFToNULW7E8FoQ+Gc6vpioFJ2aRFcqHlZiatVhWT/GLvjLJ0ZglfmGw0ArGzEcZP4QuMdrkcIGnGthuQv7QEtZ4oWj1YEJAbRtM/x8WPan1fCWJX3bhI40wub1SqWgeY57pUvJ61bPYWxcPe3Txq6vBoDJJ9U2D16rtshZoZLJyfjE5y5sAr1rolGkQEb/CB8WFL8dxugih66kRnHjiibJOSrnxncgbFoPTin+ZICSQlHv7nUT+8V5rqHkMCeip5BXlBkIA2Gij1MEKYtczzzxTEoD0HNgqhnA1IXGKnidcZT/8EIVCUvnxh0qrkohfQQ6t3Cy6qJz3+ecysw0zrAR9X4bzC9HuKQoUxCCEUXxAQ0cJq5wdMctUkSTg9RW2ybY5x7iWbJgeidpZ4SdhOfuqyd/biz1mzSFVD0IXlIovumhGsQANTURE4l7KImsCYvnnP4vb4jzWU/yy2HvWToL0nthrr6ILIeMeqRsqlNpVeURpBEzuEyDZvlej7jF8tf/+MvLyyyWWe+sGU+KWdoylCzvuGIXEsw2d0tdaj3ZUhb89PM00sq4JPx7c1CRjqs17bECuSApum2hEpzDs0ZLXr1JNi0CvN30O51dzDeJXztZUCtU6v2p1AZF+APcq4dl5wx7tcdPe00fYdo7wfipLtmdeyBgua+EgacxAns4ddywWIAndUvz8+98X+/HwGKqB46xlUZXrUynvVhK8Z7qUOX0vcn55zq+uhpYDrzbuNu+Asis5v3S/UdftMT/xROM+z3Ecp0bxS8MTG8Ef/vAH+Vm9hBBgXxeYP/FPVHH8I8IXqOCWMZAiT5eGK6r4pSGBidjB3LffRm6vo446Sk499dTsvoxw0XY4lciP1gehJA6xbK/4FYLzC8ebut/WWGMNeShw3xGssYimIdAcX4hj2kfPN1/RZQS1Vnm0IJBUGS7TLvQZ0HEDAidVo/n99de3rTJYK+q+4hohNu6+e3q4Rj2x9wPVrXFRdhRhuM8vflEU4E44QYRnp17J9p0uAdVt45qvdac5Fhqq7bEKgwZJUyw2MxXWaXKbGQbPfMyb5AcM0BH9DhS4yGBAIK6Pjff7H/FCguVxRBWq9GZsLy0T0SQjfvE1TV7L8qvY6Xw1LbftWZF0ptYofhWC8Uc14teUWEw6IXXjwRmpVczhfXaRkMIc1SS8v/DCYl+Ce1lB+Mr72SEYQ9SllTVPThv/0JeTqoDzE4pDeQWerM/lutSyoNEe8WtQyv5U2o9qdAYXv5yq4OaqRvzitTQUta5Mas4vLJ3vvtuxzi8gCTIDPJt4NqyG5TiO0wXErx6JDlRz2tTTnF+p4ldSkvckNKdFhquNQgTrr79+9nZYrDn33IaIX4kQZknOj1tvLQ7YBwyIKk5GkLAdCGc7++xiDitcUioc1sNRRP6qSy+VDiepNHw90UU3rhGCEOG59XZ+dSX+9Ke2CYgVhC8EMKfHiV9n5Hzt91VslwBilQGq9XI0UVQibr8pIaIlQwZkTJRDgQ3h6k/x9ytkOEH3228/mSFeKKB4iIX9Dn3CekwXB7+/1Xyf1ovRWukyf1bYY1ZPn2QTMNn4UpkUHFeS8FbIEfZYCBacFlt++dzi1+R4262laYrcRPgtxczCMU57xC8romi+Rit+hTmqw0VFFq9Iw1Btxcmk6qkcl4pWeUPG7bFbIS8cI9lzlpUAPivRfq1OXsYdtYhfzPf7pHxmKFDuu2/5z9WE3HfxsEd3fnVF8auasEfEL83H0Z6wR1ZuaGw62vml2MpGjuM4XYgeLX5p35FzIKWup0znF30GuawQK/7973z7wUILg+KMEIArrrhCHiThehYHH5x/4E6IWz3cVwwambwRbkgyfMI7WdR59NHiAJlcJTi+qMLJ+a6n+AXkiCLMtSNphAspLiRQWrHfbbfkpL49keOOS07E7/RYcPqYZd9M/lvFdgca59fslaqyJZEQ3t+mtTdt7NSgvf1w/vlbBR91cBqWjXPaUU1Zw/G21QrJdAUzzii3x3m1LCrkhbL7bXY/AyfZ/lWGPfK3Vk9bZfErT69pX9M35bM3yRP2GPS5uLmSEjHskPA7TXgfnjsyRE2m2m4oVqhglFRRMAvep/cPfZ26da2wsvXW5fPNcP6q+5IkoDA+oKpwmnM2hG3oseRxLrEv5NG2n6eEYpyOC7luWWJP1lip1lBDzifhoNW6oUkt0SdF/Arvv/DnaoS6Lj5mdvGrJzi/ag15tGGP1nnFw8ED+dxzxQlJR4hfjuM4XRSt9tijySl+aYXLYQmTmrIBJJX9Nt1U5JJLRH7728obrldfg4BCrq2kBLaNcH6F/OEPxa8IYSSfveeeoqvani8S5pJoPSFcqCY43/q5HcHrr4vcfXf9t0sIKYKXil/k/TqEFNWO0/P48ccfc+eYCjPzTsoQSqYz4ldNJCxAmHp8bSbtIwNH5sl/+EOr4JPg1tT+lAIv6nbSgi5w42mnRY6kcEm/JX6fbvvHeDJuszXNQ9GwGBKojEkJe0w77/PNN59s9PHHiX9Lek+e62dFM/Y4TfCsGPYY5l9saUmcxCfE8MjUFPFrXJpYoWHtcXGXmpxfd97ZGjlkc36dcUZrHsMkJ5j23UmCEvuZJsIk/d46vyrNlR95ROTFF8vHIfZZYE5sE9/rOWP7WWJP1hiDfa7lWeV8cj+YquQlUnLHRgwfnj+1UChK2sUpBcd7Ei5+OW3uJ2mSOaYbGP3j+04Vv1j1Dp1mTz9dvHHvuqvxYY9nninyn/80bvuO4zjtZIZaq+l25b6mRvFrlllmkTFjxuTLT0b1R1ZRNb9YR4hfDKQZtJELq9IArBHil1bqW245kYUXLub3YpWbyo4KfTYDaVt5sDuBaGcmmXWD8BBC/K68srYkwI7TjaAQiHKyiBi/SWXxK6P4SiR+5Qg70hb/f/aXTMQTth23aq0YoWZK334yx6ivo39NzONbWlpFoYRiXFqwJapuHAsTuqhi3cXUHh53442l34cemZ/69ZNnBwwQskP9hsTkgQCyphGnJlYQvzSP2Nlnny1z4/BJyDPVL+G8JF2FN4OfKTWzXfx9nzicM6lEWaWwx6Z4rve/uM8Kc4ApozNyfu2siwvmXEym7w/7SlzLtYTl2ZxfNpk7Ys2//iVy8cVtBdFwfKBz4KT+24pZIUn7ap1flcL2cLlp/63Ya44QqFWJddvAddDvCb0kP6Uly13OvtUifhH2CElj02OPTRaqlJE5CwKF95dW5LSwiJeEhz06IQP7tcgT/7d+9I/v25Xwvr3ilxW2uNFpWNTyiRus0WGPVL6ykyjP9+U4Thfj3HPPlYcfflh6VF/TjsEKid9zYVd0KwlRVFXUAV17YABMCA0VMrOqYrI/771Xf/FrmWVE3nyzOJDWlXpyqnRExcB55kkMM+pWMPHcY4/O3gvHaTgIPup4+rSCiygUvyamiBKfzDyzEACdJxGKemOjwKk0t0uOifHAqZPk4Uv2kScu2UcGTp4QTehLQW4Jk/MV4wmzdX4NNq4mcqGpONe0+eal34fS0CzzzCP7LrRQ5F4aFfdJoYA0IN7PSRXCHj8Mj4sqyIbNV1lFBlkRI27Pw54QV9cKCfnatN5vnwyBqk+FatJNsXjzZnx90grwJM0gP591VqH+4n5BPsxIFCR/Y9g/a3+VN2enFXP03gzFr403FjnwwLbvCccTei92tPMriaxnwZ4z/X7lldumBNBzyd9CnnyyuoUeUihoVU2gr1x33fLXcB9lCakTJ7aKm+H+g+YQ5f5SPYJiNksu2XZbaeMad345VcHgn5CNPKAWH3po+8q/ahw2K65sj2pbWo6eh+yttxrr/FLOOkvkmmu80qPjOF0OVoLXybKSd3dYhMiqxFgrVoip5Cx76KH65ZFihZm+LCkBrvL888XBNYJRPdE8Jww+ddBdbeLeWmEg/fLLHfNZjuO0m1dffVXwwfw9owJhNc6vM7bfPgr3a06YfP4+ZZuRKGTnESnb/tL+YF7TMnVq+b63tEhp2SMM1TNFUxC/1L00xxxzyCFxiLOKX/a10WYDhwxVhO+++255+umnZZAunASuoA+bm4Xavz8MGCArkNsqxfmFVPAP8jTyLz4fscwQMRXhxH4+RUwSwgiHJOQGs5+VlYFttVVXzfirSFN8LibpfqQIHEniV/OgQXI83+C66ttXXox/v/Caa8qCCy7YVmjSa7Am/rk6OL/ChS09hiRXuFYSTVuQy3J+XXBB+e94DvQ8VSN+MYaALGEqyfmV5DBT0TRtW0m/D6+tholyPGgExxzT+row7xe/C3UBzrfO7ceMEVlrrfK/29fvv3/r73Tf08SsNDedO7+cqsCqSM6tPKDIk0skSUnPiz5gmnwQ67A6v8i3kWJbrjtHHSXyy182/nMcx3GctuHn5OiqNwhLOjCrVB0Ql3EYLtAeGNCnJXv++utiIn5KmDcicXs4AOyovJlURcyqLOU4TpdinnnmKeWs6pu0G5jjCgABAABJREFUKFGl+DUlbnOaEiarYbDTj2mT3xXKvUsj48/SBCnRVN24oBDaymSpeeZpFb90G+pUMeIW4tf38fwCB9ym5IiMRa3Sto0I0JzgPJ5rrrlklVVWkRl0oSUQDZ5sbo7ylc0066wyz0ILpYpffOKL9BlGeLPSSwvHa8/p4MGCD+ZJaUu4bZU2lhaRwKNTgqDN/pWKr8TXYXIsHKXZHpLEr35WpPj+e9E09nsfd1wx/FSP7fe/L+Zd1J8rhbeHfVsofqnIleYQOv749G2mCShZzq8kQVBdTlb8Im9lFpqSII/zS6OmlFBkqyR+kX4hS+DDpEIl4FNOKbrpERLTKlLqe5NMMdUaWZqNiKbXgmf05z8vfn/11eXiF9eanGmM+9z55YSMnzRFtrjg8egf35cx66zFku95YoAJ2WCwW49JCw8FoSLrrVcUv2wjrKVqHcdxnJ7R13QErPqTQzLL+cUgabvtiv1Ztcl1s2CQiKDG5yK8kXxeOeGE4iA/LO1db/SYK4SzOI7jtPVItRJOjyekiAlR/ibm4znmEOvbH3SSy/vWX19sRseWJKeY/UxpkW13Hy5b7D5cBvTpF4lnX7aZYrROvAfE8wtElwfXWEPmjAUtDQG14pcN7VPnF265kBk1xD5wBfF+XGXbbbedzBrna0oKe0RK+EGdMTFTQvEoOKdvWAEqDD0zqDxAjcLPU17zHyP0vZ22oTjsTMWvNLEsqaftZ187ZEjkQLuUe0gd7Spu/O53ReODiheh0HT44clheEkJ7/mqYa9hDqo8LqxanF/h3+zilhVqkipDWvR8ZYUP2vshSfzSStf6rKaJm0nFeZjXH3ZY8XueAY6LwkFJ+2OvEdcHh2PafrPNY2LXWCWsgKbXglzgGiWASKmfozoEuU6XWsrFL6ctUwsFefWzUdE/vi+DBxIV+MeyNZlkqDpRr1VrSrCTI4WVcjoATerHw5ZQrcVxHMfpxn1NR6EDszTnF7klb44zotRb/IIXXijmsJhvvtb8FVrkpdJKe3vpDVVCHcepC20kciPGhKF0QzRcO5jsl8SvBOeFnQ4T32GWA9q0WQsygTVhjVC2RfJ2ETGy3Xby1nLLyuuzLSyvzrawPE4hDww9IrLqAgskTqSniUPgEL/GTJwYCUKIVDbpfRITY5FgZu0nzDaXXnrpxPOx7rrrymeffSZnnnmmDI4FOHqi2QOHLOfmf/8rS/1fOt5/77ijDGXfEs5paQ8ynC55gu3GGaEvCGJr5bzzoi9T4mtUOubg2lCxMtP5FXM8i1Malhruv61kqJCaZtddi9+r6BGKY6Hzi2vN/oaff8ABxeqKWey3n8gaa7T+fNJJJGBNd34lOZ5Ib6CoCEVYZaXcmPrarGJHVpyz36v4RY6zLOcX8/cPPxTZYYe2oYs8O+ecU/y+Umoju7h22mnFz0t7D9v885+laqxYqPcEx6OfY68J94CHPTpVwcoHNy7l0SuFPxK6UUm9zgMNE+EmdCifflr8XBW/3PXlOI7j1IoOitKcXypIMWirR3+mMNimT6NQAX2lVpTUv+UJxWwvLB6Z0CXHcZzcmKpsofNrGJVkw6IiVvwK29vhw6O8Ykr/Ckm2L8VdFQsg6rgqk0doW99+O8qNNMK024vHVW0jd5UVDpqbZftpppFdTXJ7qjpSOdi+96qrrio5wB577LGyfRrLQklkXGrr2F1LcxgFjpe7cKroMceiG63+lZrWJWbzX/xCfh1E0ejxrvv3v8tf/vKXbPErY7KfZ4llfI5qjyXxJN6PZiNMbbrmmqK1+D744IO2b61U6TDc/yTnF+Kh5u6K86e1IXR+ZR0LRWGyQKh5/PHWn08+uZjnOsn5hVDMZ5OzjQrLin0+VISyf09DBaysPGzWmZXk/FJhSD83dGtS4A0BDFGTIjm1ss8+rd/rPaSf3R7zSnO8LaLRVMiz19Uej13o430e9uhUBTcsHcnOOxdDQSrl/KrnZIFKFDRsDzzQmgQ4S/V2HMdxnPY4v3BhMZilPHd7irckQaUwdTODFpPRgX6jxS9yaJJPzXEcJ4Wjjz5adlVHjYWKg6RCSRC/SiHbxx0nEueysuJXGzHjiCPKcn4NDsPOktpefnfWWfJy7LRK87FuueVWbX738ssvy5133lm2rQdaWuQa4/wqFAoy1lS3x/nEeVAH1LLLLlu2zb6VxKFAcPnNb35TljC/MPPMcoSeSz3euCjKTttvLzsR/WLQM0hI5vSICAlO3lD8+i4MAxSRu4Of55yTQM9y0s5tQkBcorAwqX//sjDNkP6VwgzTnF9WwOKckQNs332L88QgTDSCa6SiSJb4lUaeis9J21VBDEefve8sul/2PtpzT5E33mibAwyxkLFDgouuhHnuyp430hFZVIDTz4+fafm7laPb4RpnP2gHksSvPM9MGrqNUGfQ858moHMtXPxyqkYfjC++SH8NMbunn972IWsPqNNaUWKJJYpfXfxyHMdxaoXBF//SnF+IXww06y18AQ4DJlfqINB0Ahr2WM/+03EcpwYIycPxJJtsIrKVEZK23rrkfGkj02t7SdEOk6C+JH4RSlWBp556qjVXliaxDjnqKJkYT3ZnCFxmyrzztq2Yu8wyy8gsdtLc1CRT4wmxil+TJk2KBKqTcfQkYHN/RdvEKaMgwJCfKkMYOeOMM9oIQOeE4oJGuSRM1tv8Jof4xfn82c9sxjSRj9vsYh9ZjtxIMVklSv6bkFQf0bD44fGnDxkSnauUTFgRS5gw1jbbSTp+/VvoskJMvOyyYt9qE6jrteD1GlJai/illR6zsPtEkYK8JIlfiJq4FXXOa8lbHTJ0fmEk0RyjTz0lcuSR5WLRJZcUnV5pRQDAXps8Y6OwAmgogtVCU8p7k5xfFg97dNolfiUlwVN0NZmY6HqiVR/V6pn1cDqO4zhOJRgwJ4lfDNjIXVkpJKNWGKCTU0MTJKvzC/GLKsl5BtqO4zgdAQmyb721fIIfT0ATxS/EfMKRzGS+JH6dfbYIoXoUrkv5uFVXXTVKBh+B+JYm8MT7MKcKRbUwwwwlsYVwR93XRRZZRE4il1MCttIjtFCk5Nlniz8gwCRFx2QILlFVQ0XFCnWGJYhfbZxUWWGPJkXM/fff3+Z1W265pexMRE9pU63bKl1bBEiTJ+2jpibZOqmqo60ySKqad9+NBLUs8WujTTaR8VlzyjSnjqYMqEZ80VzUxtWXCxajcEtXQq8xuUIRlxBF84whgrDRNt/XCtchdFpq9BRz6TDnF+OSMMdXpe1XIhRE8zi/Bgyo7XNtzq/w8/Uz3fnlVI12MFkhGfpgqVBWLyhj+t//FhsTaGQZeMdxHKfnw2A1qT+7++6i20FzcdUbVm5JeM/EhBAaFb+YBFDKvJ4J9h3HcepFnPdK0Sl6IajaF5EkfsE++8hLW2whL+X5vIxJcmkKXGsI1csvR3mNVPBRMQ3nVxah8ysSOFZaKfuzMsQvFd2OJcQ+DOtLmKzf1aePjLPunyznF+Lh+++3inbBa1dccUW59tprSz9feOGFpe85CweQAB73UbyNaDtxoYNdROTLiy9uK5xxHgmhnHXWts6vMF9zc3O5+BeSlrMsrzvail+4qRCxbFhgHvK6lPS+4BhJXP/EE/lcZknOr3oVpckSe/Tz8phJCMNsD6H4leRoUxh34S5NI+36VXJ+edijk8YMg/tF/2p+UGjwTENaN+gc1luv+ODQKKjI5jiO4/SsvqaznV+aM2RiWMusTrDC+vHHxUUiJk5xtaxSqKXjOE5X48UXy6vUoYXFQlcTTp9wAq/fjxpVLn5NO60sfuON8s8gubudHKsQlSUGzMkCRfiZATOMHRX9S2SZZSKhzrqdfv/738v2228vVYlfecjh/DrxxBNbxZ4M8evISZNkoEnIn0STFSttdcs2u1W+X2uYKoZpEuCA+Fp8SJe10UbR96+JyI0p2z8t2ukjW9PmjB0rPw0fLrlIE79IID9hQmVxyoZJ8rrrr8+Xv6sWuA+33ZZyl/ler7m1CNt9663yJPiNcn5Z9LmpUGQiQiue1hr2GH4m+c/Siuf165f+TI8YUazImYQ+l/aeDp1fXbzaYw0BuU57GdSvj7x44obpL6BDuP327JsHxbZCWWDHcRyn91Kxr+ko6MsIbSHM0A48NfdWo9Ay7uSUob9cd91i9UcXvxzH6aqYfFCpYUx2QkykBgLX0KEyJZg3IPjstttubT+jCsfLPLiOzjpLJMhlVdbPnI8/SUTO+2Xqdqz49bukfF0xTWnCXB6YkFPoJCFfk+Yai5xZYdhjjVXxMveQfocKlWedVSZ+leXaisUvnGGW1egeEeti4UlDQM/fbz8ZQRg/ifo1ZDUWCl/gmzjUNWLgQJkmr4EhSwTKcx2SXFWN5Kab8r92jz2K+axxsYXJ2+slfuVxfqn4lefZs0URankO9D2MgXQclMTUlP3O8zykXetu4Pxy8asrsuaaxdh/kualQax/YIt2HMdxnC4H4Ya33VYsyW3LjHeU+EV+DSz8G2xQzBOCqyJvMlvHcZzOTINy1FHy/RVXJOYCi8ChEbs0ypxfWcTzi1wCE5NcnGeVhI0KoWdW/Mpi2vYs7LMPd9yR+KfFFltMHnnkERmI69eGPRJqSBXDvJj9o3rllmn5mzSX2VlnZbrYxk2cKE3BuXtaRLbaZBN5hX7TiF9//etfiy8gV6YRSFK3n3F9MxPeWyolT3/0UdS7YtL7jhK/qiEhDDWCHHJJVVZrIcusouctj/OL137zTTGcsxrC48srmBVqCPvUe8Xec90s55eLX10VVFfstoSDJD0w7vxyHMdxuhNhCAm5t8hJkVXyuz0gtN14Y2tFqPXXFzn++OL3uMAcx3G6MogiZ50lK739djFHYgUhopL4xbsKLEbEjqfLLrtMnrchllmT4awJNYVFKoQp5hW/ll9+eXnf5L6qigwBDqFv7bXXLhcrOJ8Z4YqJfPBB6dt/8R+V+yruVut+hYJjs7rPAm6++eaSqNVGpJx77rIfU8UvEq7nqYiYR7xJY6217I5ITRDxpNemo8hwH1ZNnntbz42tkpl0rmeaqf37k1f8mlqDSDXDDOVfu2HYYxeUaHs+4ydNkR0vfSr6x/eZlkPNiWLhJnPnl+M4jtPevqYzxS+cX6usku1ybg+s0DOo1oEgFR5Bc4A5juN0Aw474ohc4kIu5xfhf3GYGuF2B2q7WIlYeLvmGvxOQT9z35ey478/y+xnwnC/LBaoVpBS8iQ+B5s0vlrspD8nKk4ttNBCstNOO7U6w4LcbmnVLsPKlyFbbLFF0dEWQlL4995rfNijUqvzi0WqQw6Rbgnnh1zZleAeIAdppaINSduvNedXte/L66jnfWnueVyoFfL5dTbu/OoEphYK8syHI0rfJ0JFFxoyxK8wRpkYct7nYY+O4zhOe/qaznZ+daQIpeEqXXxV0nEcp4ysnF9lL6tBzLEuoV+m5+zSz/xl8Jq8/Uw14lfN5HUedXBYljq/3n333fKcYDmpdF133HHH6F/NaOXQ5A/Pv52uEvZIlee8Qmg9OOGE4r9K92bg2Mt1rtuT86sSK65YTIpfT6oV9zoBF7+6Mri/kpxfuL7AxS/HcRynu5Dk/GKhp6PQgXkXz0fhOI5Ti/h13XXXyXt5nD5JPPVU9t8pWJLhVKrESy+9JKNI2dJI8goeNSa4D6nkyIL55ptP1ifkvh3kzuVWK3fdJfL11+0XVGyi9s5k+eU77rPyCk15hNmk+6kW51feffrtb0WOPTbfa6v5/C6Oi19dGRpn7MiXX15UZ634he2w1thqx3Ecx+koCBOhdHaS+NUZizju/HIcpzuhk+KkhPeGueeeO/rXEBZdtPivRpZddllpOHnFLypXkqesneRx2n1gcoR1WfGL8Ej+tYcvv2wbqdTTYX6e93nLM2dvj3OzFgdec3Nrpc5eRBfxJzqpEwZK2p56arm6SsWqcBLhOI7jOF2RTz8VOeigtv3W/fd3rPNLk+Dvt1/HfqbjOE4HOL96PdU4j+adt0OcX/WgXeGsKfTLqj5IdWRyY+YNjQRe39vuy733Ls7J89DIMMxanV/1wp1fTt1QBd1WAnnpJZEvvvCT7DiO43QPSIxKvq3TThMZPry1PDrJX3/+847dl3rnt3Acx2k0iyxSPqnthW6NivzvfyLzzNOhH9kIUcry448/RuGihE7Wk2eeeUZmnHHG9Be8/HK5oPH668XKzE7t5HF+LbVUxya8rxcrrCDdCQ977MoQ2hiKXzTumpjScRzHcboDhx9eFL+0UvEZZxQrJNmQfsdxHCd5MVwnuP/5j8hqq1V9ll588UXp35NFs/nnb+z2qXIZuJcb4fyaZpppZJFY7BwyZIisvfbadf+MlStVWA4r+bnw1X4qPbMTJpTP95VaQo070vk1ZUq3c/y5+NVJDOybQwEeObL4deJEAr6LlsnPPxf5xS9Ebr214fvoOI7j9IK+piOYaaZiH3bLLYy8Re6+u3KCZcdxHKdtvqoaWG655Xp+P9NIEiphNsL59eWXX0qL53TuWeQJC0wKQ6UIQShE5tl+R4pRzd0vg5aLX53AoH595K1TNq78wnPPLa6Qv/12UQ2+5x6Rzz6jdEjyQ+I4juM41fY1HQGDsbXWEnnssaKrGSfDKqt09l45juM4PaWf6WAa5fxynIiZZ67tRPS2wgNV0v3kut4EsevbbCPy3HPFn6+4QuSNN0QWW6yz98xxHMdxqmPrrUW++07k+++Lpci7mVXecRzHcTo64b3jVOX8uvZakTff9JOWgju/ujrTT9/6/Y03iswxh8hxx3XmHjmO4zhO9QwbVhS/RowoVjN2HMdxnCwIk0/KhdTJnHTSSbLwwgt39m44Tlumm674z0nExa9OYPykKfKrq1+Ivr941xVkQFasvN68JBvE9UXOryWX7KA9dRzHcXpFX9NReb+efLI4kVl66c7dF8dxHKfr9zPPPCNdkZNPPrmzd8Fx8ucUc0q4+NUJTC0U5KF3vi19nytulxVzxVfMHcdxnHr2NR2BJlx+5BGRHXfs7L1xHMdxelo/4ziOk4EHK3d1Zp1VhJK3O+zQ2XviOI7jOLUz44wiyy5b/H6nnfxMOo7jOI7jtAcXnavCxa/uANUeDzqos/fCcRzHcdrH1KnFr56PwnEcx3Ecp324+FUVLn51JwgT2Xzzzt4Lx3Ecx6mN9dcXmW02r/ToOI7jOI7TXtZe289hFbj41Z24/nqRO+7o7L1wHMdxnNoYPrxYuMVxHMdxHMdpH9tv7+6vKvCE947jOI7jdAxNTX6mHcdxHMdxnA7HxS/HcRzHcRzHcZycFAoFGT16dK8/X2MnTpapE8ZG5+HHH3+Uyf18auk4Tu0MGTJEmhq4UNpUoPV2HMdxHMdxHMdxKoLQM+200/qZchzHqSOjRo2SoUOHSqNw8ctxHMdxHMdxHKcDnF8IZ3PNNZd8+umnDZ3kdWX8HPg58PvA74GktqDRzi/3pjqO4ziO4ziO4+SEyVl7hSve31vFL8XPgZ8Dvw/8HujItsCrPTqO4ziO4ziO4ziO4zg9Fhe/HMdxHMdxHMdxHMdxnB6Li1+O4ziO4ziO4zgdQP/+/eWkk06KvvZW/Bz4OfD7wO+BzmgLPOG94ziO4ziO4ziO4ziO02Nx55fjOI7jOI7jOI7jOI7TY3Hxy3Ecx3Ecx3Ecx3Ecx+mxuPjlOI7jOI7jOI7jOI7j9Fhc/HIcx3Ecx3Ecx3Ecx3F6LC5+OY7jOI7jOI7jdAAXXnihzDvvvDJgwABZZZVV5Nlnn+0R5/20006TlVZaSYYMGSIzzzyzbLXVVvLOO++UvWb8+PFy8MEHy4wzzijTTDONbLvttvL111+XveaTTz6RTTfdVAYNGhRt5ze/+Y1MnjxZuhunn366NDU1yeGHH96rjv/zzz+XXXfdNTrGgQMHylJLLSXPP/986e+FQkF+97vfyWyzzRb9fYMNNpD33nuvbBsjRoyQXXbZRYYOHSrTTTed7LPPPvLTTz9Jd2DKlCly4oknynzzzRcd3wILLCCnnHJKdNw99Rw8+uijsvnmm8vss88e3fO33XZb2d/rdbyvvvqqrLXWWlHbOddcc8kZZ5xR9b66+OU4juM4juM4jtNgbrjhBjnyyCPlpJNOkhdffFGWWWYZ+fnPfy7ffPNNtz/3jzzySCTsPP300/LAAw/IpEmTZKONNpIxY8aUXnPEEUfInXfeKf/617+i13/xxReyzTbblAkHCD8TJ06UJ598Uv7xj3/IlVdeGU2cuxPPPfecXHrppbL00kuX/b6nH/8PP/wga6yxhvTt21fuueceefPNN+Uvf/mLTD/99KXXIFicd955cskll8gzzzwjgwcPjp4BhEEFEeSNN96I7qO77rorElf2339/6Q78+c9/losvvlguuOACeeutt6KfOebzzz+/x56DMWPGRG0Zwn4S9TjeH3/8MWpP5plnHnnhhRfkzDPPlJNPPln++te/VrezBcdxHMdxHMdxHKehrLzyyoWDDz649POUKVMKs88+e+G0007rcWf+m2++wepSeOSRR6KfR44cWejbt2/hX//6V+k1b731VvSap556Kvr53//+d6G5ubnw1VdflV5z8cUXF4YOHVqYMGFCoTswevTowkILLVR44IEHCuuss07hsMMO6zXHf+yxxxbWXHPN1L9PnTq1MOussxbOPPPM0u84L/379y9cd9110c9vvvlmdE6ee+650mvuueeeQlNTU+Hzzz8vdHU23XTTwt577132u2222aawyy679IpzICKFW2+9tfRzvY73oosuKkw//fRlzwH32yKLLFLV/rnzy3Ecx3Ecx3Ecp4Hg5sGxQMiP0tzcHP381FNP9bhzP2rUqOjrDDPMEH3l2HGD2eNfdNFFZe655y4dP18Jk5tllllKr8EhgusDV0h3APcb7i17nL3l+O+44w5ZccUVZfvtt49CNpdbbjm57LLLSn//8MMP5auvvio7B9NOO20U/mvPAWFvbEfh9TwruIa6Oquvvro8+OCD8u6770Y/v/LKK/L444/LJpts0mvOgaVex8tr1l57benXr1/Zs0FoNY7DvPTJ/UrHcRzHcRzHcRynar777rsorM0KG8DPb7/9do86o1OnTo1yXRECt+SSS0a/YwLMxJVJbnj8/E1fk3R+9G9dneuvvz4KZyXsMaQ3HP8HH3wQhfwR2nv88cdH5+HQQw+NjnuPPfYoHUPSMdpzgHBm6dOnTySidodz8H//93+RWImw2dLSEj3zf/zjH6OwPugN58BSr+PlK3nUwm3o32xobRYufjmO4ziO4ziO4zh1cz+9/vrrkeOlt/Dpp5/KYYcdFuUsIiF3bwTRE/fOn/70p+hnnF/cB+R6QvzqDdx4441yzTXXyLXXXitLLLGEvPzyy5EQTDL43nIOujIe9ug4juM4juM4jtNAhg0bFjlBwup+/DzrrLP2mHN/yCGHRAmrH3roIZlzzjlLv+cYCf0cOXJk6vHzNen86N+6MoQ1Urhg+eWXj1wr/COpPYm++R6XSk8+fqCa3+KLL172u8UWWyyqYGmPIesZ4GtYAIJql1QD7A7ngOqcuL922mmnKIR1t912iwodUA21t5wDS72Ot17PhotfjuM4juM4juM4DYTQrxVWWCHKB2SdMvy82mqrdftzT65rhK9bb71V/vvf/7YJUeLYqQJoj598PQgjevx8fe2118omwjiphg4d2kZU6Wr87Gc/i/Ydp4/+wwVFuJt+35OPHwhz5Zgs5L6iQh9wTyBU2HNAiCB5new5QCBETFS4n3hWyBPV1Rk7dmyUq8qC6M3+95ZzYKnX8fIaKkCSN88+G4ssskjukMeIdqXzdxzHcRzHcRzHcSpy/fXXR1XOrrzyyqjC2f7771+Ybrrpyqr7dVd+9atfFaaddtrCww8/XPjyyy9L/8aOHVt6zYEHHliYe+65C//9738Lzz//fGG11VaL/imTJ08uLLnkkoWNNtqo8PLLLxfuvffewkwzzVQ47rjjCt0RW+2xNxz/s88+W+jTp0/hj3/8Y+G9994rXHPNNYVBgwYVrr766tJrTj/99Oiev/322wuvvvpqYcsttyzMN998hXHjxpVes/HGGxeWW265wjPPPFN4/PHHo+qZO++8c6E7sMceexTmmGOOwl133VX48MMPC7fcckth2LBhhWOOOabHnoPRo0cXXnrppegf8tLw4cOj7z/++OO6HS8VImeZZZbCbrvtVnj99dejtpR769JLL61qX138chzHcRzHcRzH6QDOP//8SADp169fYeWVVy48/fTTPeK8M+lN+nfFFVeUXsNk96CDDipMP/300cR16623jgQyy0cffVTYZJNNCgMHDoxEg6OOOqowadKkQk8Qv3rD8d95552RgIfIu+iiixb++te/lv196tSphRNPPDESMnjNz372s8I777xT9prvv/8+Ej6mmWaawtChQwt77bVXJLB0B3788cfomvOMDxgwoDD//PMXTjjhhMKECRN67Dl46KGHEp99hMB6Hu8rr7xSWHPNNaNtIDAiqlVLE//l94k59WDsxMmy+O/ui75/8w8/l0H9vO5AZzFmzBh59tlnZb311uu0fXAcx2kE3tc4XZZ//UtkmWVEFl64s/fEcRzHcZxeguf8cno1p556qqy//vqdvRuO4ziO03vYYQeR44/v7L1wHMdxHKcX4eKX06sZP358Z++C4ziO4/Q+xozp7D1wHMdxHKcX4eKX4ziO4zhOFtdcI7L77n6O6oln3XAcx3EcpwNx8cvp1TQ1NXX2LnRtOD+ffNLZe+E4jpMMJdUvu6zxZ+fSS0WuusqvQj2Jy747juM4juN0BC5+OY6Tzdtv+xlyHCeZceNEpkzpvLNz1lki++/f+M/p27fya0aPFnn99cbvS0+hq4tfH33Uufe24ziO4zh1xcUvx3G6FqNGdf1JUXt45BGRL7/s7L1wnPowaJDIwQd33tmcNKljPqelpXKo3imniCy1VMfsT0+gK7fzP/wgMt98xaqUjuM4juP0CFz86oyT3tQk6y0yU/SP7x2nS9PReVmmm67o5uiprLuuyK67dvZeOL2ADutrXnxROr19arSQ0qdP8evEiemvGTGifJ+6Kz/9lO91Dz4o8sYbtX9OZ56nyZPLr9dnn7V1NIIn5Xccx3GcHoOLX53AgL4tcsVeK0f/+B7uvPNOefjhhztjd3o1nvMrx8SkMyYob74pPZqOcqs4vZqkvqZhQkJPf6ZU/Prxx/TXNDdXFsi6Oq+9JjJkiMhLL1V+7QYbiOy5Z+cLlvQXF15Y3XuOPlpkxhmL3z/6qMhcc4m8/37b+6kru9Mcx3Ecx6mKXil+3X777TKmi63mbbHFFrLeeuvlFmwef/zxhu+T08vpTPHrhhtaV+V7Iu74dHoSXUEg6Cjxa+aZRd57r/X3tI/aRvYE8euDD4pfv/02f5h6tWgerXr1LaedJnLIIeW/699f5PTT099jha7vv297LCroVhJ2n3tOZO21RSZMkC7DY4/ld+85juM4Ti+iV4pfW221lZx33nl12dbf/vY32W677aSjeeWVVzr8M3sL33//fSQwTjaD3qlTp8p7dsLTG+jMCe348cX8OT0VF7+cnoCKF4gZfI9o/c9/ds4+NNp9ZoWar75q/f5nPxPZZJNy8aveQgiJ9J95RjqEL74ofh07Nt/r+/WrvW9pbx/DNeHcJC2UIEBmhePa66lCEf1OteIXn4HYlLZYk+UUbASEbyLGXXddx36u4ziO43QDeqX4BVPqVMHnzDPPlJtvvlmeY/Uv4TM+C/NIMKacOFkWO/He6B/fO12LTz/9NPo6gQkMDsFCQa688kpZeOGFpVehE5POysviApHjtIuG9zXqcEIgeOghkZ12Ejn+eOmRzi/r5kLQoG+nbeS477uv/uLX3nuLbLxx8fvzzxdZddXaHWWrrCJy8snpf0dAeuGF4veXXlo/8QshLRRDOWc6/mqv+HXJJSJDh5bn7qI6sfYdej2S0M++447W9yeJX5XuK/27vTb63pdfFpl22mJeNASym25K3w5FUHD/f/651ATHTj7JrbYq/vzxxyJLLNF6XR3HcRzH6b3iVyHnhP61116TFzIGD5oz6owzzkgUxuYij0QC4yZNif45XTfnV3SPTDONyEUXyTfffCO9jkaFPXq+Kxf2nA6joX2NijyIGVTHg+mnl06h0e2K3f4ttxRzRF1wQfHneeYpF1QQQhBAHnigdkfaFVe0imoqrNTqInr22aIrL42zzxZZccXiMaY5vxDI7r+/9WftF7LEL4S0PfZoTR4Ps80mcuih9RG/NEwRoUe3p/tvK3Qmofu/5ZZFAbNW55cemz4LZ54p0rdveTjljjsW3Vjbb5++HUQ78r5q2Gm1cI9QSVjHq2+9VcyFxrV3HMdxHCfCxa809t9fZPHFZemll5YVGRRWoDlhhTHJ9ZXIEkvIIlIdvS5R+623tq4WNxIGsvHnEOoY8cwzucXSHkWjwh6ZLP3nP5Vf15Pv8Z58bE7vQSf8CCP6fUeL29pONTrskeM6+GCRpZYqunTgk09a80vZfeBcEKa40Ub5EscnocINfY+2F1b8OuccEXJ/Ms6wok0aaa95993iP8ABRW4zBCqEpf/+V+S444p5ra69VuTnPxcZObL1GCuJX19/3fae4Heas7S9/aqeF70enH/rwLr33qJ7jqqUIfazdT/tOdJ9zit+6efaYi16jrIqYmrOOD2v1Tw/r79ePAcIZtZtuPjireck7zjUcRzHcXoBLn6lQb4EVs7aIUYlCWKJvPmmxMENiRA+OanaCQX73pMm2NtskzyArTeDBsmcsYuvFBrLxK430siwx65WzZHwlH33bcy2b7yx7YSmJz2bTu9FJ9zkwLrqqqJg08hk77RJm21W3hfos7Xzzo2d6HNca6whstBCrS43xKjppiuGx9t94bwk5ZGqBnUPUVFRQxZtQvYjjiiGmOJAyxNqmhbGuNhiItdcU/z+u++Kx8kx4fIinxlJ41deWUTdz/wd4e2vf60sfqnzSQUkvTdULGzvAkvYrtJnWxEIMQ/3nB6fxfZrmk8NAQr3FX/LG/YYOr/s9pOu/amnivzf/7X+vOSSIrvtVi5+EfqYp4/Ua0KqBvtZOBGfeqr4PdfKcRzHcZxuLn4xyK0l6fuIETJT/G093TxJ4lcfrQ7VTnbYYQeZUUty5yUhB1mXgslCVjJaSwe7rgbFq7Qqfk0eMUJG1KPyIG7C22+XbkMjqz3mcfHVIhBVExbEPaiT1ssuE7n8cmkIhLzgXHScngYTfkSaX/+66LIZMqSxzi8WIu6+u/hZin7ek082Nik8n8OxcoxPP926P0niFyKPiiK1ng8dP+C+SmvfVNDCgcb399yT3l4jjrz2msiwYa2iSShA4RbimhK6qgKfoqGFHA/C22GHZYtf7I/muNJzoP1oKH7RHyDyITxVQyi0hs4vYLuEkIZ9eJLwRjtN3q0DD6w+7DH8XI45KffbiSeK/PnPrT8jciHOXXhh6+cRHkm+rkroeUU4s8LoDjuUX4cuVt3ccRzHcTqL7it+kdhz2WWrf98yywjDvsceeyxyZmlFv6+++kr+kycUK0X0ShK/WrLyTcS8jOOkAvfff7+MDtxHFcMeVVxghbxeLhNWsjffPPFP2267bVQlMTeEUqywQr7X6uAzcNIdfPDBsuCCC6a+7YMPPpBrklZ8Yz788EP5y1/+0vYP8flS8euNp5+Ws846S9oNAgu5Vboi66wj8uijjXd+6WC9EeIXwiLJhfOy9NJF1wOQNLlabOLmSoSTIHd+OT0BBBWEjF/+svgzORIbKX6pIJMUngYa6tVI8YuwR0XFLxWhbNhjmihSrfPLEo5R1F1GO/SLXxT/pbnf2B/CG+mnNS/WRx+Vv+aii4r7TjsaLqCpuBKKQWn9g922vodcafacaB+DOMNYhZxV1V6TQYNanV18TtjW7rJLUUjE1Za134hNOobh2PU8Vuv8stVHq3H9aa4uPi8p7xe/I8ec3W89r/R9tiDP8ssXv3JuGId++23+/XAcx3GcHkz3Fb9qTfwaD2i+jAfJb8Whjfvtt59suOGGld+P1T9h4por7JFBS1Dt5/E490VTRphkVmXKJ554QvbZZ5+2fzD5quoGq8Z33ZU44b/lllvkv3aFuhLhqnIWOvjkHJPLIg5LvPHGG+V///tf6tsOOeQQ2XXXXROv1e233x5VcEwkvg563gfUM4xn1lmlS4LwFQqFjcj5FU4Ss6hWIPrww7bvz7g/oslEXNmzJH5VI/QRDpTX3Rker4tfTk+AnENM+gcPbhW/bHtJOGQoOrQH7TfYLsnU6cetOPHvf0vD4HNwOdkcoBr2yDEjdNiwR23rahUDk8SvV19NFqT4qsKR5iFL2n/NPaWCDekdlAEDiu0Sr2Nx0YITTJ1T4fGkteV81gILFPtT2mE+S0UdXczT9tYWTqgGzjvh6ttt17ovYX+NADTDDMVUECxAWXHKMtNMreeTPG2E0Wo+MNxyaQuVei6feEKEsZj2m5ynLPGL8UdSf8P7kvoHxo44LLn3FT0GxmYWjhfYF+5PWwTAcRzHcXox3Ur8+vvf/y5L2VXXFMaMGSOvVAiJ/CleMVXnV5bAVIZWBarg/Priiy/ahsox8Nt+e2n+foSsMt8M0b+mHG6uUuL1BM4+++zovJQJAIRk6PHU07Wj+5cwmOdTBlRTpaia/dLPYxDNADYWaSq537JyriE6poW9FuL36XlPmIJUj16PWWaRLkt4Phvh/NKJQiOKFyRd77z3pIpf6qTIgyZtzoPn/HI6geamplJfw/d1h0py889fFBggDHucc06RLbaov/iFEEBo2vXXl38e1RUt9WxnEGwQpKwoxe9mnrn4PU50dTbddlu68wt3UVqbSvgaizuIJqGwjstZRSMVPVSsIUcUDp+VVhK5+ebW9yAQWkFQ2yz2jfb9kktE1lqr+DtEEm3/wnEWTjAdz1jRiHxj9hzzmnPPLV4TXEos9nC+qICIO5Dt47bV49CvKhKFghTHR4hlmoCqgqS67Dm+MMSPe5P2/eKLi6kH9DPD64LAxfgiPO+IiVyzcHEFuI4agsu1ZyxmRc+ksEdlr71aQx2BvG1rrll+P3MsNpwRzj+/eM4J/9XPev758kWZ2Wcvfs/rBg4sXhPHcRzHcbqX+HX11VfL66w0V+DII4+UZSuERP4QD6JV9Nrk00/l8zw7keICCoWYueaaS/72t7+VvyjOjTFgykS54YDVon994yvQZLZxww03lAleuo/8/c477yz7vDahlbjXVlutMeJXhZXegWkrzklU2i8GqDros+IXxMccnvNdVltN/sNkKyZJHFOn2CLvviuLUlo8iSDskS3OJe1E7xtW17sqSU5F+7Ue6IQwTzhItZP1JPEr777jWKnWkVjNxLqjK+A5Ds1N35ZSX8P3dYfJ/ZZbtjq/CIHUex0xgGekmmeqEix8zD13MYn54YfT2ZfnxGKib0HIsAJDNeCWoVgFEC5I/0buzVD8QljB8fPOO63tFo60pJxf/A6RJS2/IEnKjz02WYRBZFPHu4oq+hnsH/u2yipFBxh9J0nqEQgRfIAxkXV+cTz8Q4QBjkO3r+2hFZD0OiJ4WreUHQ889ljxunAuODdHH108Dt1fRCTeoyIbixOEJZKvLalf4DyQsD3NwU6/yvXQtn/bbYuJ+hkHEAKq+86x6f6r+BUKU4TB63mw6DgkaezHedSQQj0PNv9bpX4OJ5e9dzkWez7JP7bIIuX3ES4vXGgUfuB8h3D/6Png+TvmmPRiB47jOI7Ty+hW4leSmHE9K78BX2vZ6gw0h5aKTGt8/bXEa2U1TWLVZcT23nzzzWS3lgpVOmBNOL5zzjlHdtppJ/nkD38oOW+sK+3RIC9TG3dTmFMpnPyzQmgrDSXxr39lCw8p52BSNaXm4/0699xzo/xrbSBnBZOcKsSv+Z5+WjZgBTzl3Hz00UeyzDLLRN/ve8cd8kuOM2nXAvELybIKWS8ZPTddOdwtvJdqDXvkes07b3KSXR2EpzwDZVR7ruzrqxXs0kJhGiV+5a0E6zhdGQQEBH11ftE2671OQRPEsDoVfokgUTuVfzfaqBiWFhaCsWKDPp/vvVfbZ+EUolgFbQKiDeLTcsuVi1+IRfxsw9lxUiG0aFtHn/S73xX3TYWXtLQNtn0ME8nz+SrEJDmKODecE8Y/5IDSnF3a1tIma/gbYX0skrHfVBtU0Uf3LxS/EGY0H9Yee5TvE+eZZPiEg2pSfLbDfuB0tteffeQ9epyIdddeK7LTTsWfwz5D9z1pTIf4g7ON82TbfgQ9HFS6n9ybiLMa4o4whjuOc2ChsqWeB4teKyt+Id4heun1QGjUe0+PISn/GPePFb70udFzzLmyfQXXUI+d3/N3zq1WhuSzSAWRBn0457uafKyO4ziO04PpVjOwMrEj/j4pSf3EKnI0qUjVVOMkdsiUKfKmef91110nS4RVesh18dxz8pImNE1ZheP4jjjiCGHoNe/vf19aSbbheZOCz2/j/NKf08QvRDVbaSiJMPF56w5GXz54553EBPATGewRnkDui0rE+3X44YdH+dba8P77rYNOm/MLUiZTodwRnpvx48dHIbEhu/CfcQ+E4pdSQ0r0VlRUYdBKWGo1IktHEd5LtYY9ct2YBCXlGakmCXQe8YuJrb7OCkq673kFNL3W1Qha7RG/CA/iPu7gSqaOU1eY8Fvxi2eQZw+HMosa66/fOlGvB/Sd8QJGJDho1UX7nOmzr21MrQsO2kazHZvXLHR+8TOFYFQAQ/DBqaRuJs7DKaeI4DTWvl+feyr9qSiDo+ef/2xtJzkWwgoVHFOh80vFHBxqhLbxPWIbjrgQ+n6F/o7cUbjC1C2H6KNijh6rwmuSQsIJxeQ80Q4zvuF4VPik/edccH70eBG/ELyskw+nlhKOjbS/4HjCZPiE/SXlRuP4EcRUPOTe5HtbDCFpjKKCH6G7lZxf5BhTMZJzw2fo6+y4JewDyZ1mv7chwWyDY0nL+cXvcQ3yOSpScn44x1mFXhCIyRVHQQHHcRzH6eV0X/ErEK9sNcRqxC8VOFTwSGJe/tN8D8G2l5gwQagX1xIP7kbGA/0hdgBFrovttpMTqHDI+G7UT7L8KQ9E/yYXmtuEPRZSJtdz8KtgEt3G+WXt7iLynS1pntfNE69gtjnf8c9rrraa/OY3v2nztsnsG8lnWXXN4Lsgf0fokttzzz2z3WxJVTSbmiTMLBOem7TcaVfzX0IVy1D8CjJv1DaRYqWaFfff/la6jfOrVhdVEro6npULJS+EsBLuo59p79dqXGs823qtq3lfe8Qv9p33N6KogOPEjJ04udTX8H3Dqj3qgoQ+g0zqWUT5+c+LRWbq8bwTAodgY11JiC8slICKT9pH6zNXbfv13Xdy35xzynjyVAH7zj+OMxRb1KGFoIPbChAjWGRRF7KKIbjBdPFFz8fGGxcdzqRzIFzwjjtazyvHYUUNxC/6c0IjyYMFLGQRXrr99iKHHloUvxAjcfrotdDjn28+cioUc7QhBCHgsMim4hefxb5yLfVYlaQxFcIO4ibtmIpU6jC69dZi0nXcZmxP23323wp6JMS3hYbSnF8IPhQbSiJ0yLEP7L86x7kvDjus/DWMQWabrfg95wN3ld5XoestSfzS3K/ck5w3/qYOLRV7uf9IsK+QX02FW+C8H3RQscqk/pxH/CLkUY+H88N7+EyccLbio24TkY7zusEGyefPcRzHcXoRzbXk3TrggANkxRVXlP79+0cCSVLVPBxKN998s+yxxx6y2GKLyTTTTBMJQqussopcfPHF+RPM2521k3MVihjYjR4tQ4cOlbvjlcAJVQy08zi/Itlr9dX1wMqSz04bH0dLkPh+cLhyOnVq6TUydoyMGDMx+mcFJj2+krQTuIOoU7nmSy+V/j5u3Dh5LazyEzi/3taVWJ1o5znvaecvfm9p6E/YwOTJUojPYRT2mCNh+EwzzSRfm4pFoSj1j3/8I5f4FYpzNkUvhQzCggOZ95y5txBCyfPVN6ys1R5Cp1c1xQEqwX4yickDzwvPa9K5SMv5Ze8HVuYrlU3XY02adOoEIs8zWsmxwTOoDgeqk2k1rnvuqU5UYvKjr6/mfXqceSYV4fXXc90VHYBdAFya5G5ce+21ZfbZZ5cBAwbIrLPOKmussYZcccUVbRywIR988EHU59BGHEjeo16M9jUNdX7B2muLbL11+d/33rv4Nc5V2S4I76I/C/tWBBRcLQguuk9Qa5Xe22+Xn3/+uQzQNlKdX0nil/2ZhPFAQndEDoSmrbZqFb8QKNTZpO2fHsvrr8sEuyikzi8NwUPsQPDCLUTFZbYN5HMiyb1tV7Q90v3Rdpj93GGHYjJ7hDl1Iek+qPhFm2SPEcElqb/CqYSwlSR+IUhuumlxf9iWHjd9Mp+XVMkSuIbkuVKXPNtlsQjhC3ExaXyRtC3acVIncOyIP2F4LOda71tyavEaXbAMhT+9Vno/cY70e0JwGcsgYoViGQuyfD79CxxwQOtnEJJJJWpCZHX8rGGPaX0C94Meh+ZX5fyo8EyRBc3pBtwjFIbgepNjzkPtHcdxHKd68eu3v/2t/PWvf5WPP/5YZtOVswRILL7ddtvJLbfcIosssogcfPDBsssuu8hnn30mBx10kGy11Vap1faqdn4NHSo7xhUW8zq/3g7FrwoT7YKuBurABOfGRx/JdPEAWU+kbgdhsHwDhZL49YeEnFvq/OJrKT1wwiBox6eekhfj155wwgny8ssvS/RJbPvHH2WqDnD0uOyqL4PRpMk9q872+NOStMb7UxpqMri85JJy8SvnNWVya++VnbWs+FdfSSDnZYpf0bAvTkpssmfIySefLA8FlTmzqmba4+cICBBYgHwv9SK8ljbXRxYPP1w5TJV8MiefnG97hN6Q4DipclWa8wvnok5+NNwjiyzHRTXiVx50tR2XiU4ISXScda2ZgOFIsbTH+ZUnnCQt55cnwk+txssiCc/4pptuGglhW2+9tXz++eey9957y2abbZb6PPP7Nu5Rp/HiF2FpKnYpTPZ51qpJek+eI00er1ixPnTmAA6kFVYob1vCcPk8HHVU0b1sSXN+aSJy/RmR47TTiknXEeJx9PA3Fb8QnFQEtIIKItV338mHmi8rSfwiPBERatFFKycv1/3R62LFL/09wgzOLHVGUUAA95j+rK/l2rHfv/qVyG67lX8O26Evpm/TfVLxi2PRfgJxxu4zC4mhWyvs8zQUkvPAOUBkos9kPwgjJeRVsdviszhHCJAWPVaF/WT/GftccUX5fZUmEnGtqLQYhhhyH9jtq/ilghiilDr61GWHy0+L8+h1quT84jybgj4RnFe9VlwLmxICoZO+kG1tskmxb8PNmJSOwHEcx3F6CVWLX1QwJHH4t99+m7mijsvrwgsvlK+++kpuu+02+fOf/yyXXHKJvPvuu5Fr7K677pKbWJXKCa6d+xigJTm/0HYiPWFQqvjFJArHgBIPW1snUCkDZJ2+fx8PpMdbEaO5udX5ZT4nUfwyzq8P1Y2VsI9lQ8KUFcC4JlHJ2VSaCnzzjXxMiAmoKKcDX/KKUJI7SZCIKyCW/hYLU5eGr4v3pyzjFoJb/PuJJt+KDUMt4403ZEEryoWFC556SuL0u+niVzzA+92PP8oJfJMgUrVxxFUSvwLnV+AtaKXWHE2h04oJESETlWAAXalAQTUuSq3UlXS/p+X8AnV7pdy7idcrSdjR31Xr/Lr66qLjIWuf7fdZ1xpXgs0zA40Ke9T7JTwXOklx51ciM8wwg4waNUoeeeQRueyyy+RPf/pTJIa9//77su6668r9998v9+DwS+Dss8+Wp556Sk499VTpUiA6I4z0wIT377zzTnGxwbpw9PlFAEvrD5JA2CCEy7qBbHLy0Pllnyk+M3R+5X2mEV2GD08+RralIoseo4og+jOfT1tN2KPCe/TYSXBO7i/AyYRYz77OMYd8cvbZMouKJlb8Cj+D7VUSv3Q/rSjEedE+TvNMEUapUEBABRxycOp7eR/fky9M85HBX/5S/H2S80u3o+KXdX4Bf09zfilnn11sO9kuohCOJ84d9xh/02T+9tzo9/SriJgWdUzhFCa5Ps4vxmgIlHq9VIRKEleBe0Crf7KYCIRscm/aNBfa5rOPJNbHeaVpFVT8stcG5yIOPu57Fb9C+Buhi4Ry8lWFSuv8ykKfGa/86DiO4/Ryqha/NthgA5lnnnkqvm6OOeaIHF5h+B8/s4oPTGzykhaypuLXRCN+pYU9PvzAA6nbbTICFK6DkKnxQP5pO+hqbi45v1TY0tDFfuHKJuJX/G1SwfmmKsSvkJIcM3WqjNNjD8Uv85o26OBJ3xt/jQuklwTFC0moa51f+vnxZ0WhSPHn7RauEitLLinU3kpdi4/fP8UKHynOrwPHjJFgiJvoLNPtVgp7/EOcELiQsX/ffv55Ka9bKgysw1xr4bVkQpdVpQkYVFcKMaxW/FJ3gd0ffX9a2GOl34WEOXeS/mYFaiaBa6xRdLjZ7dt7gPuJCQS/s4mL7cA/r/iVRKPEL91eeC509d3Fr0RoR9u0odHl7hM5wAAhLOTtt9+O3MnHHXecLLvsslJPWLx5hkTmFu7X/2fvLMClKL8wfm7RnVICSiOKCCIiKoqK3WJ3K4oo5t/uVizs7i4wMQBBQRRFESwEFEG6uTX/5/1mzu63c2e27t7k/T3P3t27OzvxzezMfO/3nnMefdQNfUoEwpuQn6kMmPHRR7LbzjuXPO+Vk/ML5/vd4L7S3yMcoqgsDCdzUZHMRii7Dswkg4Z1Abh+7IG2MPEL5wYIGn7nV7LuSssRE5N5CqIUcgv6nV8qTMULJ8O0tqilwAkHEQbr2qqVbP7HH2KlQnedY/hMnV+28KZCUljeSJ1WxRx/GCOcvHD+2qF6QLdPk9THO9/jHg7trc4vW/zCeRr7Hm412/mFdtK8XWHOLzjnIBLiuod5qfgFICJhmf77O/08LB8ogGvupptEzjnHzYtlhz0qmDcEdW1XiHePPea6npGbDdcsPb7tkFEs358k3z52bXSZ9uAovo9rnzrugq4JuO/EdQ+f4z4XIhyEt1TFrzZt3HQBhBBCyCZKhSS8z/NurNCRSRa7ch9GmYutHGQAt7e1vZugGPEL1YRmzxakFH0aVRd9BDm/gsSvbG+dY7q7aTq/7Ea3RZYS4lecm3Y7TDPyqrg4ItJppzvb10FfGGR51/2gN9V2BwqjjHPmmDZ/z0voGyN+ZWVFnF9FWKZ3szxr1iyZZ3dg/Osf8B5CZHW9HbtDESfhfVgS+phOILY5O1scvUEPXKEsufrqq91lxwmT2bNdO+lvh1zY4GYd64iba022q8B1lyoIK/UVByi1+KX7xL7BDgsPSkUIwn7XNk/V+YWOMSqjwTXhD48aO7Zk26EjqvvSXudkxa+gsGhtQ4SQ2g5TgPOGJ/zGENRJQQfFfj/M+RVvHiQUnK8/8I6HrbaK9YhC3EaOyc6dOxsBLNOcddZZcvnll8e+CfctOvlweFQURUWyzV57Sb8JE2R5KuGFGUx4Dzd45PcIlzGuuzh/ofDfb79JV+QlVLdKHBbroIFfdFHhDCIBnDLx1gdhaHAzxxPhg8A5ybvOx/jULrnEdT6FiV/xBEdMi3MVxJOwZY4aJZd4/36g176HHnLdPhrm5he/ENanLjI/Oi0S4CNfFqb332shEb0tGgHdPog+icQvBfNFpUd1WqEtsHyEoGrOMRW/sO+0srP//giiFHJg4RowerQrLuE4QlVGXU88oy09t6EBIpCmTIgnfuG4RMEhhKbC2QXntX8d7AIEACGWp5ziurzwPRxPel3R5Wu7qviFMMN4BDm/bDC/sOMV9wJ+l1uy4pe2S9A2E0IIIZsQFSJ+PfHEE+Z5T1jt00h2361bt4j7Ri/79u1CTNgjbqhOO81USkwm4T2CodYFhBUEil/IKavOMe8mUdfTL34VFxVJrj+hve/mEt+N+dbGjSZxcyKO1hfdu0uezs+3XspsX6gdEsN/+Mkn7j+63fbNF26gu3Y10+ltl9/5VexNb9rSa8+v5syJ6xAMkpcORUiQ9/1knF/Ay6ZSAuQRi2yj5xQqjpMLrsASS+KJXwi+6YCb/bDRZeTUQAfUFnfwGqPZZUUy4hdETIT6aTWtIPErLOeXTVhn6Nlnozf2Oj+7vf3v2e1jj8AjB4uC/YA8dchXog4IgEqjmjPN3vZMiF/IzeIPmYFTAjlawr6jwO3SurXILbeUXI+wDg1zfsUF53Lk74Mwfe6550rPnj1NuONJJ50ku+++e8y0N998s0yfPt2Etwe5xjJBCVexnjPt4w37NJE7NBPg+IPY4AnByMCZqBBAInDtQ4qCVZqnKggk1cZ1Cfn2EF5ep46stav0QbCx2l9bzFGBLA4PPvigO63/PINzKsQmhG0l09mH80gF62TbBG3pOXpixC+t2qj7WAUInIMgjOF3H4ZWoISAglxXcPzCgWQvs1MnuQ2nQRHZG6dqJLdH9UgMCKiApMvEM9o6XhvotJgHloW2TBRmCCAqInfkLrsk18b+c67mQPMLLCrS2L9J//rcf797DbFDI/HexIlRpxKuE2gvPDS0Ep+Fhb6HoY60sND7oHMH3sM2qPNTiwro8vT6BGeVEuQIRJglHKn+BPx2u8CdHXQPgsG1dMUvheIXIYSQTZxyF7+QLB+dF4RI7JNolMzCn5DeJFfHQJr+j3sBiBwLF0YErS+RBBsUF5cQrZRIKJw3fxTdjrmR993IxMynqEjqe9/P9VV7lIDQwIjzy3Gk17+/ytYL50i2F7QYGPa4caMJMw0DHQTcCo223qvlE7+yfSKAf4ejcMHoO+5w/1m3TrbddltZZzukvITiEL/0Fsu+1SosKpIWXu4QvNYOQsitXYQweQkiodm2eOIXnHne50HOr8L8fJMYW7nRGyHX8MyIWGix3OqsJgrs86XOjSUgFCulZM/xOnNhlTSTcQ8hlw2SF+u0QeKXP0dSss4v7AvtuOA7mnha5ztjRrRDEeT8ssUvdLwU26Vo3/TboceZEr/s6RMJJ+icYp/6xS91/9iJq8ePd5/p/Epb/Lr22mtNSDJySMKBetFFF5nriM2MGTPMNKNGjZLt9PgrA0qIMnqutN0/SLavYVFBoOpbGtWOS4DE7FiOJ8Ble+dpm+ysLNm6bUPzwOtEoB0vvfRSIyKGAscdHDJwYIKBAwMHjJS5nkMq699/ZX6C4hCRQS5/O+M3GxDu+N1335lQ1wjqAkIotR4jSRTAgYN8HBKTe2LT6qBzg+busl1RELq31iycAajTCecmuJhQ/VHPL9hW7C9PkNAz4r9nny3TH3xQ2rVrJ/9B3IH4ry4zzfkVT8yyc37p66DQSz9YD7if4fzSYyWR88s+56rw4xegIM74BbhE51hUQ4TAimueOgbV+WWLX34xJxkhSIWqMIFX19P+vWB9p0xxr1sIGUV1ZYQdanVTiFlwCEMMxQBIWHguzk1IZxBW8AauNDsXrj2P0opf2B44AQkhhJBNmHIVv5DkHqP3cARpuGK6qGhli1+7o9JUr14R8es93IjEEb/OCAl7NOKXr6OgVRRjGgxuLg0v9N5S8auEQ6C4WGp4N5J5hfny9vOj5J1nRso/zz4dM1nMLWF+fmj+Mixnq3/+KeHCytHtCXF+6VYte/pp2ad7d1m/fn3EbfbY6NGmeqSd02qhl8umsKBANGjFXubG/PzIttthj2Ai7p1h1Q/o6IV1wyBceRsYLn5Z6xd0+7rYzgkFo4LnJlLn1/MB37Glkng5v/Tz6BeLY4WNoNFerzBB0iDviF/0RDl7PZ4TiTCBK+2tdZD4ZXcO7eMlLP8WuPHG2P+Ro8Y/X7QLXBEos+5fVpj4ZYPQKSWss2dvu9326Tq//B0qf2J8gLCcMWNi87rZ37fbCh1XQPErLerVq2cEJ5zv58+fbwQwFF1B0nt1J0EgQ7hjp06dIqHLmQTL1wIaeA13VUQc8otf6Bi/8EL8GUKUCUoAD7fqTjsFhjpjuRjMibkewMWL5XqDNXkBzq9aeTnyzrk7mQdeJ0JFLFwX/CBX5wh1QGJdcV7r3VucBK6iie3amWsEtnihuowTgXMPBDa7im2AeNenT5/YASK0PfIs2Q7nd98V56234rrZIPh9gd96gPMrX/Mu6j5TcSeZ/IcqhNjioP/7vvMfCgH9+uuvpmhMfeRRQ+i37fxKVvzCNHou87tZM4UKLzguNCF+2CCNvc6J8vFBpEGoLI5ndc9B/MJ5HfMPE79s51UYehyFCYIQpnAM2ccV2hSDLnC3IWQU4HjRYjuYJ3K4wT2HgTeId1eYcjypAfc7hE5dR3X+ARy/pRG/0G6+QQNCCCFkU6PcxK+xY8fKYYcdJi1btpTx48dLq1YI0kifYu/GUcfPIrehS5caQQvjZbdhpM586ASKX2M88QudJ/u2Osj5pU6kmNsMq8PbDDfGy5cbUaqZiHz8/ffSOmaFi+URr2KVaXRv/ZvhBi/E+eV8950MDXKhYUBw6VIZ9cknsq/v/YjzyxMhtvUlaEbuM9DkxBPlil9+MTlWdJlPPvBAieW0/PZb85z3+++imTXs2+7cN9+Ug23xyxIdBmKb4ApDKKCPVv7E0R4Q2cwy7E6c99pRYcUaNQ3KtrIQuUIsdN86BQXi1bkqAW6vL00i7LEEuOn3V9VKxfmF6e0qhsirBkdkkEPC32HGjSxyeNnCC27ocQPuF3/s5Mf2M7Db2u642PPQ40qfVexS9KbcdsBgvnBDoTy8/R7WBQIUOg4Q0cLEL7ujH3aDb69jss6vIEHZbkN7f8ItFwRyP9n7NSiXnt05DnPnMedXUsAR1LZtW5N3C66vSZMmyY2eAItwR4hTCHcskWsxA8ycOVO29tw9EKFQdRjuMlQujogaKhZ5bqgN2dly220IZkPu7v9K5j8Myj+IawHcQb7zF5yES269VS7cZRf58N13o+9rlTrPbVovwPkVlg+xhIPNd+2DCIaBELuiJqpo3quhhBCaIX41bepWefTAtd0/b6wT3oFfswDulThEUhZgHsi9h4TjHrPbtJGfA6rN2i5fAwQs2w22Zo1kHXyw/NGwoawPqTqJPKTmyPHEL3vv1NDBFiRcF2g8nsgT0IaLFi0y+z1SyRrnJOQ0RKi2ovc+eq2wjtkWLVqY/GloBxRsqOU/NyYjftmVITUUHaJqOiTr/IJjV4UnFYcUFZHs8yoqb8fLZwnHG44vpBLQ6ovaFtgfKgrZ84TTPyCvayAQscJc9Ti2cd1CERZbxMQ1RR14yRS38A9WJYMWbNDfsS1+Ab/4hetWsuIX7puSCQslhBBCqjHlIn69//77csghh0izZs3MjfIWSB5aSlRiUOeXfUnHzbd9y+Z8/bWE1OIx4hc6TGutkVl0APyOK+1Kx9w64MbDuzm8CMnamzQxnTSkYW5cVCRt7fW1OuM5ViL65b6k/nbXLevmm+XxkNHJo5G81dp+pbberIaEodghe463rbrMICN+xNVlCSS51vs1Z86Up7zXds6vGBYskOHDh8vxxx8vidDl5Ng33d57mnDfvgEMkqmWeKGakWm8ecH55c0hkJu95yTG86O8/37s/9qhsW/KEzm/NDQO2J1bP7awhptjCE1obzt0FzfLCBfxd4K1g6X7EZ+3a+fmxbHzbNnHW7ycX34BSfcJcrSEOawwP7yH5MD4PpIVI5G0P/FyEGGV4jKd8wvEE1DChFG7s63YwrW2u3+9mPMrZTRX5Oeffx4JfcO5Z4cddjADCPoYPHiw+fzhhx82/x+EkLMkGTdqlDTMzTXzVUGoMwSmggJZ6f1G/oTLy3J+wXW1Eo6jLbaQWsXFsgi/rfx8OfDAA0vkP+zTvbu0VlcQflM//ih/q6CM4xPHY2GhEVqeHTRIml92mRGPGsNtAgEIodx6zHlVauvFy/mF77z/vrk2ojDMnXfemdD5deKJJ4anJsBvDfNs3FieeuqpSPEB5GHzV+FUQQ6t9sqjj8pdCMFOIH5FHMvWeeyCb76R+5EHKhEhogO8Riv9wqIHcsThV+944pdfQjwL6+a5ZuASM2gyekuE22yzzeSSSy6RCy64IPoBrnvdukX/h+iPgTA9F1jnG9wnoaDDm2++GZy3Du/heExG/MIzlgsBUx2oqeIXVhBOioctwEKU6tw5euz6HU96DNnrjO+E5b1SAQ3OWvtY0usExC9NMG+fqwcNiuYdSwR+pxDgkuWYY6Rc8ItfmgZAQzX94pf/PUIIIYTEJYVMmekLX0hk3qRJEyN8ITQlExh3Dm7kAzYEHZaYKoqOE5MXy0Y7C/lWZx7VHnETHiNEaW4v+8tFRSZ/lw2Wq7ciYYntR+TWlIGnuol9t37yXJEitwMF4SwsE0ZWkjswIiOEOMZiVsk46VdFtrNGHOeTcXV55IUcOCZfl52PSfnoI3n+11+N0OeNmYdii2wR0cOr3DYHiZZ94W1B6/HX77+bZXVH/hQrH1vEOZaARM6vmA6hX5zU79qCTrxqYODuu92cXGbhcaQ3e73UoWWLXzbYVu08YRp01O3v7bprVGzbZpvo9+zQoFQEJHV0IJ+R4t+XWE+8h5F8/b1hPqVx64TtU133oPZMJH6lkyzdC4uL2U92W+oy/fuKzq+U+cdz2WnV4D322MMMrPhZuHChcRyjQMrAgQNNPsOkWLRI9r7jDtkfu23VKsnxOuDwdH30558yd+1a44JdBdFJqz/Omye3Xnqp7HfXXdJ7hx2MAH0n1vObb4yDys+GlStl4cqV5lqVjZx4ffoYcauNHis4xyxcKI82bCiHWIJNX4T1oSOs4hV+u57gjF/07/ZvbuNGWT/6fhlSsI3If4vlk/tPlvwl7sCAXUhlwoQJ8uijj8rTTz8dI37FrRyJ3+8dd0jxNdfIs9dcYwQhOOSAP/+XpijAmRJd+FdffdWET6pIaVNCvPN+H3936SLT5syRrdQFFA8klw9hrYYwugtzC1zst58ZAIOvqKhhQ3NNgb9sP2zLjjtKna++EgQ4r9mwQZp4yf2R5fI/X7XFeNWNS2DnfMrNNe2AfTJx4kQZM2aMycW5335YA0nd+aXXR5zH8Dqs0mQi4ARHuL3NEUfE/g+3l+1iDFovFaSSCUm08XKJlpg3jj3kAUM1Uf80yZKKuxuo2BYnt11GwLUQ7YkHzgvI+YUiEChe8PHHsQM8QbnJCCGEEFJxzi+ETED4aty4sRG+UII+09ztPV/lG2n2b1jYLbM6vOyb8JhqkdGZlhC0pl5xhRT5ps0rKoqIX7iJRpinX0hokyXyd8OW5qFLzfI6CUHd7ndEZLeQ9feLP5HtTvImDS4Gv/gVBG7KlQZh4ldYR/7XX8XK3BJID9xfog3880B1L02srCKSta+C1vnySy4RBAtoGuK6QaF+cUiU5n1zO6zDL35px8NOVJtKcmuvEmogdk4rW/wKEnjsZd5zT7TymT/vDTrothPD3p6g+YY5v1Rs3R+SQRzxC78XW/wCdiXHVAlrW1v8wm/Bnq40zq8wtGiEjZ17To89v6BI8SsQhLcFJVHHe8g9ZYvQ55xzjskD5n8g+T3YZZddzP+YLhkcT/SBPFGjd2/pd9xxkc9ab9xoxA/8Sg9HNT7t+L/+ugx7+mm30IftElm2LFpUxUKl8dtvv11We2LeQfbxCYfXjz/KgfPmxQzC1MbvzBYbUM3Yo7H/mJs5U5wrrpC/V22Uv2s2FCcLkWZuqJntbH7nnXfk2WefNeKNutwgfsGJbJPrdwG1aSOveY6mMyzRG2GVQYIWzjzwvzVs2NAMhkUcVBb2IJQtqrebM0cgW4VV8fzXy03prajbfnC2xhO/4J4+7DD5sVcvEzaLdp4PV5HjyHteuNnPrVvLAw0ayFe+kNAlAUIPQh4Vf9v5uQnnZHDttSaFgylek5cnbSyBKHBbkxG/7GlLw9lnlxS/0gEOL5yHd965dPOxRR5ED+A8UF7Cjy4nA1ELcbHDXLt0iTrvuncXufLK6KAV0PPKmWeW7ToRQgghm7LzC50IFUI0CTDe0xCUnXbaSU499VRTgenggw82N9lITvxiQC6GDh06mNCK0qC3U/Zt7o4rV5qbVZuwW6TIjbolLAR1VoKcX/0++UT8qV1z8/MDqyKGuWjsjg1uroNu7SEnhHmHQgWrJJ1fG/75J7IOeqsc5D168umn5WLvNYQ4K0tViUqNqXAkIimQlF5EcIQU+wSTvz74wHSYwN+eW2H2r7+KBjcEZe3IsfY5ujAPe9X3NOF9IlpPnhz38xy7ExgmXmiSXpCJym7xnF9B6DLPPdcdwQ8T6/yutDDnF1wNdj4wbct4YXxBLg51fiW5LxIStv22+AUhEsKHhkwlqvYYVLQgERAd8D3MB/sJSar33Te8aINC8SuQV155xYTH4XqC60SDBg1MWBkGVJYuXSqDBg2KDS3LIIt//VUwZIGhmmzv3KG/PBQ4wXk60kXVvJIY6Fi1ygg8RR07Rs5By3//Pa74BQFo52uvFbsG29cTJkh/7/VFQW4iO28WhIX+/WXVzz9LzdWrpRi/UYhj550n0rdvwFeXxjwDFcQuv/xyae45aYLEL4RLIgl7hH33la+/+Ua2335785miyfK//fZbE6aog0kI/j5PRN7MyTGDLsiNhQqdyDuJyoagyBK/4G270HdN8uc0g5CGeeH+40gkHFdQiQ851JC7CVUxdd3sPFPPPCPODjtIR28fYp8+/dJLctItt8hGT+RfsHKlnOudE+EIx32NrgP2q91Gz1sFOkoIhT6ueOghc8179uyz5V0v1B3fgVALBx4KOFS4+FUZgUsav/uwPJFlCXLLJeM8LA068IIwYmyjHkd43wtvLnGPVwaDyoQQQkh1JWXxC8IXbs5skHwYDwXiF0ZidXT5pZdeCpwXbvTSFb/ijfeN9eW2Ai0SiV+WsBDUWckOcH4B/61QbkFBRERCJqeLPPdCWMidCk9Z3rqEiVlhwXAlg32Sd35tCfHwxhvlSn/YY8C0dXzbHHTgNIgT3he2/hC8NFsSOpwFvpH/2cuXR8Qvvd2d+9dfEfEriEVWm+aWgdCQGzSqr8ePOgtSFb/Q2Uo0io3P4RJBriBb/Ar6nm6rv4iBX/zydyJsYUhzrGneGuxfzVOk+8nfpvYx4BeZ4IxAknIkjrb3c6bEwdmzS4pZ+ox2QI4x5JFJ5Pzy5fJJGuQLUlEB1fBswsQv5vwKBCFfCG/86quvZPLkyUZ4gNCBxPMQOU4++eSEAkO6IC9US9+5PVJVeP16ufLKK8UNxBYRuL/0e3l5UqegQNbXrBn57sKffgq8nuBXh2nw66xhhSDCt3XztdfKWyHrhjnl4BiGoIvOLwSS8ePlgeuvlzNuuUXycH7AoBQSxePROPYKMWfkSLkFotvbb5s2RbgfhEaITy9YVSpt8QupCxAeX79+/Rjxa+oPP8gLc+eaXI72vtBrKkJOkQ8MxQHAK1huXl5MQRk439CeEDaRA63IOn8g2HNJdrY0Ky42YufXX39dQvyCYwp5tmJEOQXurVNOkeW1a0tjz40375dfpPfGjWbbNhQUyK/bbSedPPHrpNxcubV2bRMuu8HbZyvWrJFGjRoZIQrtZYeCYjsgyip2KGki5xdAa7e9/fZIYQQ4v5D6YBsvDD0055c7cfiM9dpTEQJRWXPggW6uu3TP0aVBr33lIX7p/tXjKGhABpVQjzqKYY+EEEJICqTce8DNLB6JgNsrrKJUaUC1PhSXbpNg3snWtNEb9ewE4lc9dNwvvTRhg+Vs3BhTDfEO76Y8bH1qep3zFs2by9j//jOCVBC+TBsRrg5bkbBy4xaNfcJWZL0D2vZb37pEu0lRLrATp6eAtg3a9sYbbjAdwsiqWK/1Vj6k/l4JTAVN63+/qyxdsuN1bDT8Jhl3mA3EoESdFbgrERYDN4pWPcOxGiR+hQlKfvHLLyCgjVRgu/rq8BxaKiD529QWtXyFByLiFEa17RxZmRK/bPzily1MxglrjlkfFLGw+eKL+MtEJTCIX0H7g86vlOjbt695lIZ0r0FrvOqBEKeWe+dJDWKuEeT4e+stEQgz995rzqUrcnIi4lcd7xjq4vvaBbvsIsVffGFcvStQ1dDjv5wcecv6PczPzpZ23jGMd+FBaozjGKKLil916sg65I1CdV+EeiL/GfJeIc/fFrH5r46aNMmcbxFweMABB8hxxx1nwvhQORNOOghQyJ+GwSwIMUBzT3Xt2jXmOvb5lCkmpyIENM2/BpDw/vrrr49cR+EAAzm1a0uNggIjIkEcwueobGi2+7vvpPVrr4ljnT/qbbmlrEO+s/x8M+D2wAMPlBC/4CrbfPPNg8Uvj9V5eZFr3ZTx4+W8Dh3M4BzW/cUPPjBiYH1vgGtCmzay1X//yXpvOavWrzeuNhxHH3/8sRFfe/bsKT/99JMRY+Gaa+olbkf+NryGqy5ZYfYN6xyj39EKj6HOL/s5iNNPd0WR6uj8wnE9BnW6qyl+8UuPoyDxC44vur4IIYSQylftMVMgMxG8KEdncMMiuU984pe/y1QTTqpbbzUCTTwJJXvDhhjxKxHq/Kpbt67sHdBJShcnTmcgMo1P/Irn/PJzdqrrIyJupp7wfYWOVaFPTAkSv5IFOXQ+s/5fYueF8fAVZU+KuB0bDRu0BZ1kxB2EDe24Y/xp1E2EDsAJJyQX9pgIvzD36KPBiYn9gl+Y88vOR3SVnYnPE50wYu+v9paoIECmxC97PeK9p2136KGx0yQKs9M8bziX+AUwu8qmDcMeKx1Fjz9uniFg4SyKPab+nhLndog3EHP32UdqbdxoHGKrrGOu8cqV0r9/fxndpElMLsF9/v7bCF+gkXVe6tizp7sOXjL16cXFssTKQWeO0pkzpVgTcHsCCUShiFMNoX2aLL1GbP46+1eMPJynn3669O7dO1KtEZUKIYhNmTKlhHsJubtaN4l6qvUX4xe/3nvvPbnqqqti83DhlOEJTKtXrjTXWIg8cFmZ9ULV3PPPl/qeOH8f3hs8WFZ488X8cd61xS8IUrh+I1QzSPyCWPX444/LKuv8snHFish6Yc5Tf//dXH8w6FRco4ZsbNVKPvroo4jza+2aNVKnTh3p06ePzJ492ywP/wfl+cJnKlwl4/wC9vZoG+o87DaNEdjdjQ+fKc49pcmjSCoOPW6SEb8IIYQQkjJV6op6QRlsmDq/MGobz/ml4NbE89wEkuVzfiVCuya28ywTOL7E5qvj3Iyrq2GEl2MlGfEr1cwXmKdXn6wE33jPCDXqGmc/pip+nS4iblfS5babby4xjS84LXnnF5x1QSKKdsJwDCE8A52UZIWoBLnGItiCTqKwx0T4nVtIFB2E3owncn6952WD80KdYjj4YLd6p3bmESYIPPdHRtE2CquE6cfejrC2S9SmdpGDsPlT/Kr0bBg6VPLr1zfnOAg2CNJz05+LIN31E1b4E0Idx86aJfsMGyZNvWNtlbWPcV2pX6eO7LVsmVxrLSPLqyD5kPXeD1lZkuP9vm73XIbIkzXSqrD3q/c808tFZotfMdedww5DGUeRhx+Ou634Xq9evSLuJRRo2W233SICjF/8am6JKurRwrS2UKOFCuDwivm+14H/y9t2hAyq+DXLcw1384QpXIsKmjeXu9q2lTM8F5Rf/MJrCGBwqiEs0w9CKpGC4QiEbHtsb1XOrJGVZZx94g3MFDVoIFt26mRCbRcVFsqn7drJZFSUrl3bVBSFwAaBC2IfpoEz7qKLLopUubTFL3XNoS1mzZol11xzjan66S/igDbSaf3OL38lzBgBnmJI9UZFL31mRUdCCCFk0xO/pAzFLydJ8Qu3IhfFmV9OEs6vLEek85K/ZLMlf0ktT0tIdqTY5uN4H/oS3seTXzQdcHeEaSYpfsXp5qdNpwB3mL2c0mYwyc3QD6A9kpnDeWEnWA4Sv1ChCY6KsgjrSyR+YZm2CysMv+sqzEmmN+H+ao9hglAP1O8MQcN5tBJqpp1fEKF0O4LaIGh/2EJm2DYl6oCo+PXII8YlGoPO079sr3IhqTwMeuopqXHYYSYUTsUv+2g+yavOCN4rKJD3x42Tn//5J+Kc/d0TdIpr1TLnr2be8f6mfgnOTYjxXvghWNOvn+zaqJHkeMfHHC9EF8tHZUQAkURzga3Q49sTnfzhgFPnzpUrEU7ZpYt0dNaY6w2uO0EcddRRJqTxvPPOMwUGIO4gnFBd0Ud44hv+P9g6P6j4hent65cKUX7xK9/7/TSoUcMMIg2sWVMWem35209I/y5yxsyZMqV1a+OSg+g0s149eSTE+aXrB/ELbi1sgxbhAQhJRBVLe4iivV0pOCtLVIpCPc/c664zIZ5YRr7jyBODBsnUtWuN0wtCHbYLy4QQN2DAAOM4QwEGzZWGz4YNG2Y+1yT/cNH16NFDrr32Wtl2223lVt95AW2k+1fFLy0eYA/IRcD64/h6yJZNSbVDxWeKX4QQQkhGofi1YYPs4hO/cBMb1s3FTXtcSSEJ51ftwo3y8ePnyLmPnyP1C90b+Bpp5OfwZVQyLgEl2xcGkus4Ms43fZjI1SEJJ06q4le62d9sh9mxUjoylR67yXffuS8QquNH80qpyIHcXHh90EFuzq5Mc9NNbo6uIb66l1imVjf0Y4dtwomVDGFhj2F51OIdz+r8UoEWAlUmnQw77eQm+04mv1cqzq85c+IvV8Oh0Pb+dtX18M8bTpeP48rYpCLIy4s4v+D6esZ725cFzoRF4noBH5ZKYqec7QaFF9etawSxzfDbQYVD/VKLFpHvqjy08r//jOiihVX+ssQviCaG5s2NEAeWe+eXQu93g+9GPU0i+5xwgtxwww0ydcokuX/5p+Z6g+tOEI0bNzYCz7333itt2rQx4g22CddGFLhBNWeAqowt8vJkuffbtsUv26X0s5eP0B+KqNOPzskxoaRvzJ8vjRYtknPPPVfWLItevcbstltEBNL5Bjm/dOAK4hLcV3PmzJERI0YYNxYS+H/33XfSrVs3ueiyy9wvDBwo7S3nGq6JZ6AKLDj0UMk666yYipZI8L9s2TLznib7h6iF7dU2B3CfjRw50iTtP/TQQ40gpuLXtGnTYtoA87PBNqD9gW6rOr8CxS9NaK9hr6T6AYH0Sq8MEYRz3DugeikhhBBCSk21Fb/Cqib6qbN0qUCS6Gc5RKaO88tEIjvjJrd+fSOgxPPx9PzgAwnImBTISsvNVDMDyWnj1c3MLS4uIdqVphxBOmGPpV2OXXEyndDFjNeGCxJWlPGo9ekBEQod4LKoFvXpp67QgipYNgh5uvji4O8kUwXMn1NGxS99H504OBDSEb8gvqHTriFAH3wgMny4ZAwIA5pXLJPiVyKHWrywR4TAImTpkkti34dLZs89RYahjAepjOKX/cvSEhDFXm4uyKFaARDBdXAprfOuJVme0NIE/zdqFM0V6YUYQmJReePfv/6SHXfcUbK94/APzxF1/qhRcgLy+40bJ1lvvhkVvzxh5OfffjNVBuFW3klE4EV9Hod9vXqmauATTzwhqz2hOr9bt8BNVeeRAnEH4tf8+fPN63r16pmKiura0kxe/SEye9P7wyODxC/d/m2s3xpkn8suu0w2b9484kJu5jlCw8QvbC/W7+WXXzafnXTSSZH5ffHFFyY5/gJPfEZI55nnned+2KKFNPCWjblmO45ceOmlIr/+KvLEE+Z9iIC2+AURC+thO790e9Uh/tdff8ndd98daQttP2BXtgxzlvvbX0NIy6JgEKkC4Lo9cKD7GtfJN98UGTSooteKEEIIqRZUW/HrhiSnu8qrtlTHutE8CcKBD3PDX1DgJmWPM7+2c+ZEQlkSsd4Wv5KsDhWPsBT3WF/cTvvFr6xyFL/SpXFQxSsfIePjaQuipcY/Ko/OFfZvWZZnt5IwxzjQ0hW//AKQHp+2GwFiXphQlCjkEh1Iu2OYRthvKLbgFVT4QdcZFdGCvuPfJu2IxOOUU0pWzvRzzz0iXoe9BJ/ZpRlIZRG/inNz5RNUXfTe1sxSWe3by869e8vdlpvnU4Tt2YnJ93Lr0jZHEvfataWlit+e2GEfmVmOI4MHD46IX5GjUY+poUNFBgyIiF9uPUqR18ePly233FLefPNNmSciL3sO2SLHMSF369evl1WeEFOjffvATVXnkWJXGYQTDALU3nujHItIg9xcWeat41ZeXj9b/EJieKVEEnp05PPyzCCGupYhD7Zq1UraNm9uktz3vu++SJilhv+5zZBrHnBKYXvvueces22YFsViFAhGCHcEQ4YMcddNt6dZM2mybp20sgsXQGjq1CmSIB7L1O+38Bx6Jm9b/fryzz//yDPPPBNpH3V+acVKbQsNe4RYFpSI35+frFEjzSjngvZGWCXWnxBCCCGEbKLiV7IiB7C6tXGpF+AMCRJ2cLuftWGDuXEubQan9bk1ZY9THpDnT3lAsnNrph326KdkLcPougeFa+aUo/iV7oFWO4l8Wcnsj1kZyBmWND4nRETcQWcOSe19I/0ZIRlBK960yF9m5zDzi1deh7CEkyrM+eW5YeK2ke2k8oc9es6atLBzDV3ky9CHjiqOKTg+vFw9BluI++QTU3kuglbWjAf27ywcZWlSlnnhSOrUqCGN8/KkR+/eMSF7t4webZ6z8vLky+++M1USVfxqbTs7lyyRnAcfNC+PRx6qunXlXXUUe9PN9cSWrw48UK7wEsDjNwgZdI999gnMM6c5qqZ45+DXvWTr/sqKEF8QPrduY6Fc3GQPc71Z32bzyOcqwyMRuya7V1TM6tKlixGmAMQf0A7J5b3pcjzBXadH/qo77kDWSAnM+WVcXDVrymaFhUYknF6jhhG/8H7t7GzB2aBTp06RsD88q/MLzxC/VEyCQAXxS6eFOHf00UfHhApGRDF9hnumVi2ZcvXVseKXhQpu2223nVxwwQUyfPhwOfzww6Vnz56yzz77yLfffhvZXnW4/fnnnzFth+UiRLRhw4aR8Edl6dKlcrNXeOXRRx+V++67T/bcc08jMtogob6KgIQQQgghZBMUv8K6h8+VQ6PYXfwk6+iF4mSJ/NqsvSxv1l4aen2bGmk4X/xBEb8gX1fAdNodyKT4lSoBclBCTNLjOKLAH95zMrJBYXmKX0FCpu7fHXYoG/ELHdhevZJLzm45KkLXG84VGxWq/KF/Qc6qRMsHfkef//jfAnX1RGTUKEkZX6c7BiQbR+41v0tr6dLoa4gZnsiRdKUtuECQ6F5DrFJFc6iRykFenuQUFEiTVq1MeJ3unaNO9cqDeMcPhA6EPSJk8QOE7yr4PCtLVjdrJnUgklx4obTt4J2d4fRxHBnviTp/Hn64fOCJX1m33y7f3XmnXHT55YHH3oNPPWWeIalArv3pp59kkBcS1b9/f3n99dcjwgyEnPUb1suKBpuZ642D8Nqnnzafw8mGIMirr746Um1QUWeTXcERoY+gQ8uW0m/33d1N9IlfaAuEDSoaehjDmjXmWgCprmWXLnKUJ/LVzsoybYzl6PLtsEe3SaPiF0S2q666KiJ+jR07Vm67DSUERDp47Rz5LtYPv8/jjjO5vVoWF8sxhx8e2c9B4lfv3r3N8kaPHm0qRkLIUmFP26u956SzhUe0Rffu3U0yfA27tHnxxRdNFUqtRIl8Z8gXFthWhBBCCCEko1QL8QvCxhJf51lLwqdDlu/Gf65P/MqkaNTMe24QL19QCiDxcpj4taKsc2AFUBAifiXwBRlKZkuJJSsFR6BjhySVNUHhb/bxWRa5XNDBg/iSDEHHGtYpiRDTEk6vRf6yC0mSSPzS/4MqaiYiTJBTkJDbvzxb/PKTjPgFhwdCvu69V2T77ZNcUd/3SeVBz/81ahgHTq7+ZtQ16R0/EF+QGwtVElXosAWb+iNGuC8ghuh3vWqPOq2GHUJgARBDttLwQZ8w1XGbbcyzLUGr6HPQQQfJIYccYl7DzYV1W7XSCrGrV1fk4IMj/4adLVTM0uqDoO2GDXI7Nnv9emmGCrYQijbfvETYpIpRNluokG3xDUIqu3aVgzt3dr9niV+YHtURBw4cGCp+BS1P11sFuBhRT3/vrVpJzd9+k4e1GIjvXK3ilzrdbFBVEug6vPvuu3L66aeb17qemvwfjkDw3HMlh+aQlP9srygCIYQQQggpP6qN+HVQ164x79lBIDemuBxzG2vddGOE3O6aZrLOkgacbOt1ajLF1+oysNoNOWHKYufHkQ0iLjm/+JWMz2V1kuJXka9TFcTWIuL6FVLn4Ezko7Ln4QtxSYpDD43/OTpxya5nmNCaTOitX7gLcyyEVSoLCw0NE7+CQkhL4/wKEyjjOS+SqURpi1dffCEpExY+SioG/S14gtZaPR71uuCJUwjT8+fJskUjiC0GCCeYBr8fS9CFS0lFlZjcWxB1rrlG5OijY9dr661l1euvy1ci0rVrV+M66uiJaZpI/ZNPPjHCDIQcVEGM2SZrPcN+WTnettrb0fmvvwQBxHnz5sHyZJyK7Y4/3oQf7gA3q4edpwv8+uuvJgm923RZZh3G1a/vupZxHnzpJXdzPUEP7jG0JVxdmnPLbld/vqwg8QuiFyo+wlVVAuy3F18U+eabuM4v/3bY89dQRoSF7uFV4TvfC5PW9dE2bOkl77eBqGc75AghhBBCSPlQLcQvdBsLfB16OyfVyyGiwDrfje+P3nNWgFCjXdOFIjIxYF4fBDirkkHXM9sKe3rNm19pmGE5copDxK90CJI0YrsjsahU0jDJ/GRB831IRJ5Ncp0Kk5x3KkxJxvljuTkC8zfZx+Dbb4s8G2+LAkgkjuJYtpcRT0wpjfjlB/mxgghLhJ+q8yuVXGbJOr9AKgUmknV+KemsM6lc6G/Bq8L5+g47yGn279ur2rnffvuVEL9s17B4zibxXFI206ZNk7feekv69u0rEydOjBGRzDF39dUi/gqNEGKHDDHnObikIK5otUBd7u67724SpkOI2ZhvDTPkRsUvnFvDpHJ1Mdnb0dgTfnJQhRLCkDcff74wv/ML4mBbr9CHmd+yZXK5tsXIka5zdOVKabpkScT5ZdOuXbuknV/6GuIXwgpRQKAEKHKxyy4i114beN6B+Ib9sQumCeDhhx82wpxy6KGHyqJFi+T666+XqVOnlqh86a/kqMsghBBCCCHlT5USvwrj5XOyRmohhti3l9169hQniQ7sSUnk/Ho1INcWyLe+53oBUuQ+1LpyaXr88fKzpM/9p58u51sJy1WKQf0/X8amCJclOW9727EEdCH8MoJb4yyW/X3/R+tjJRa/hiaYzi81ZTqoEJXTSjBgQOz/difKFn60k2WLLcj5s+WWqa1EIrEGn9vTxMshFRb2mI74pQ6K0opffneV/o8OreeuyCi6vxACmYigc4f/PYYtVi/UueiJL6NeflkunjOnxLGq4XGhzi/k48JvMUD8QlJ1iEMQa+AGUrdQInT+tkj1xx9/mHA6mxLuJawjvjN4sMBvlchTaW9HH+98lQ2xyp8PMN4yPW699VaT3F3q1ZOeXhEB07ZYn5tukhb//GNyOGrop/LQQw+ZvGZh4pe/IqRZx0ROzQsucH/3ON/5fsfYBxCx9vIqdfpBmGO/fv0i/2MfwKEG0Q6imT/UM0YI9aD4RQghhBBSMVQL51e+1/m4Tt9o0CDG+eXgZjigA/vzZpvF/K9yEabM8YVtqfgVFlAFeUSX8LuUDuR7SSaJuy3J9Lc/6NUrInL9gBtwr1OA97qHzCsZMcpPbc/t5pdlPkriu3Mtl1sYuj/gqcpKMuyxVibEL18IXHGQ+OW5GSL89pvrKjArZK2Rdn7CnE1+wsL8EnWMcXzb06QqfoFkcn75gRMknTA+/7L8bjkVzyB+ffihZBzt2Hfvnvy0Nv7KjqmIXxmo7ErKGORyQmEE77fSqFEj6awuLgtToTGe+OV+mNFVU0HFzoeF0Ed7HQLzb22N4G8RGT9eVu29tzTxuaz8aNJ2syxbdNJk8QEE5fwCF198sQzzXHRPPPGEKRJgRMTrrxd57z3z/lvr15cIB4SzrEePHhFhqrCw0GznYYcdVmJ52h4JxS9Ukl23rkxDje+5557QJPYUvwghhBBCKoZqIX5B9EK4gQopWQ0bxji/IApk+W+IzztPFto5VqzwOZPw3udcUflDuwA7ipjy9PbnyTZmliPSZuUiKVy5yLwu8XmNGkklcbex/Td2Jwhhmo28bUF3PWy+KwPec8fb41OcZuL8c7zk7Kh4FoZ2axJ1Uext6pEJ8cuXk6tGUIfOyqkW4fHHSwo52hH2i1dhHbQw8SuR8wvLtJcRT4wJEr+23bZkJ/2ggyRtEjm//NvpX1/9H9MlE3aYKqmEPR5xhAgq5dn492cq1RrhorHCuUglBNeGkNA3G7/zC9ehmPDFMsDv/ArDuKIckcY1HGnTqLZkWeexiy67TFojJO+vv0Tmo/ZjLB9//LHcfffd0TeQa6tLF5Hnn4/72wkTv2zQVhATDQMHRtyXuQm+q9vdrVu3SOVFf5hhUuIX8rSlU5QiBdD2bbzrSB8tXuDhD+0khBBCCCHlQ5USvwrihMfhJjgiOdSvHyN+dUHeFO0oeOXJEYbi33j9fus466DOr8memBTk/ArCLUbvUrtwo0wac4r8PeYU89pPlr0taWCHWiDU0SZI/CoKEb+SCcLB/Jqn8d08L4cVtv7bRx8NnEa7Qnv68sr4sdsqkpenNGKHj2FBFQf9Yoi9DBV+0DFO1fkVtp7+6T/7LPZ/LNOexu64ArTxeeeVFL+QjBohsshh5A9Z8nXaQgkS7E48Mf53/EIbnBhhzq+yIJUiBtiHl/kCg+0ONtrpClsKT9BGpTgWSeVCxS8NWVy8eLG8/vrrZbpMFb0SiV9IyH75JRfJR8P7y6RLd5PaNXJif38QmCHUBfzOhwwZIu31Wgnn69ixrhvOn4A/4NpzZCoVWnfdNelJVfyCO0zDI4PEtkTtYkDS+3fekfLg22+/jRG8gipJEkIIIYSQsqdaiF/iF7/q1YtxI12D0Aq9IdbS4126SJYvnE2/r9lZEMTWIk4FwtVxxK/Y2pMif0oCTjopRvxSkWp4nFBL5ULr9WmnnRYTdrMkCfHLCVlGkDzgd1WFOcn0/VAXlhcuBPErL0TgeFhE3txrL7lt3Djp3z8msDM07PG5sHVKQkQJKmQAsv1iBRwQQeFyKqiocPP77+HiVxhhHTf/Ovi3B8uMJ6rYld5s8Wvnnd15Ybl+8WvUKJGQ3Ddx1wWcemr87+i6aAfbKtAQ04a6TUGhp6UhWZFRw73QSR+OX2OA+AUXY6J2Ou642GWXhZuNlDuo1IiwvO7e+QBhkMm4n8oDuI9uuOGGmPDFGDEW4te//4osWRLfKbphgzsdXFpJ8CKEpTIA14DLL7/cFAmAc2zGjBlytE+Mg+AXlq8rBuTk2t+fibLsOOaYY2TbbbeVcePGSSutAEoIIYQQQsqVKiV+5SQQvyKBVr6wAiOuaGdVn9u2lWxfB9QvmszwnFPPPPNMxFX0cpLil5caOcLdXkn3UKx1ybaEPASkjIn/TbnLev3II49EnF8IB529zz5SeNhh8qC1niUXnRUVFm++OfJ+binEr4R4Agy6XE29ztmyB3UtXZBPbPHBB5sEw50RqlKahPcqesbhTPxZu7bkB36h4uuvgwUfPbZUuMF2hYlfYflmsKwDDkgs1mjYEEDHG3ls4glsCItUAUnz6vgTV/u3CR1kJOxOhLqaWsfxTI4ZE/ydjz92nxciQNcimXw8pUmE729PL69QiTaw83PpawhZ2tb77BPNpRQPW7yj86vagOsOErKHVQcsS5JyOMUTn+1E/KhAG4aeExNVnE0XhCDa1XJDaN26tdx4442mwiXYeuutS4Q9zp4921RerGyMGTNGpk+fLkOHDi3dfiOEEEIIIWlTbcQv5BFRESTLn1MDooQKE9oJbdZMcny5Qa665pqY/7U7fpzn2ngMuobVcV1mTYu03/FuaQ874ggjpoENuTXkgOPvks2Ov8u8LiF+1aoVEZUgAYyS1FDx62oYe4491oR4nBPP+WWLX1ZnIqi9vxQRu2vhlFL82qgFCbxcZ6DAe872nGxhBDm/QhlasmbkYN//K2xhyKJEpVAIT2G5ucBuu0U7c2Hil+20QOEFFV2wrKefLjlP//dt8Qs5c5C/J5H4peiy/JUO/c4vrAvC/RKEOkXm9/334dPgOAxyfmGdUTxgyJDYz1eYvREfuw1SxRagUNzCqyhXQpiyxS89X0AM19eXXppcAnuKXyTDJCOibCgokgPun2geeF3C+aXHuz/s2C9+YVll5WhDYYEffyybeRNCCCGEEFKVxa+VubklkrHHhD36E3qj46md1ZVedqumTaXvdttFp3nnHTnplFNivnbPk0/KsmXLQpPVzqtZU76+7Tb56MEHjUCVnaCjok6x4qws+aFVF6nZqot57U0QmTY7JyeyLfAQrdR1TlH8+v77703+Fc1HY5YdvHKB4leQ8+s+iITW/0HzO0qrHqLflITzS8UvFQheveiiyPITJi8OEL8CtzFgPsUh1SX9BAp88cQv5Jj74w/3tQojflHFFr9++UXkTyswVveXnRcL33/jjWiOnCDhJ574BTeaCjAayueFnoaKX9puSHLtB9XWRo6M/V5QeFVYe9ntgoTb//tf7OfIWTZ+fOKk5Olit5UtIthCFsJb7ePG/k6yYazHHBMsftH9QcoBVKr9YcFK84ipWotzC9yVELZwHojntIQwhkGBFI7ZCy+8UM4+++zkJsb5I6wCLSGEEEIIIZuy+DWnbl35/rnnxLE61LbzS907kf9x06837iix7k3T2BMQBjdr5ub/sG7u1++7r5xw4onS2OtgI8TCX6a8Q4cO0n/UKCnq0ME4mBJ1Ddzi7MntFBVmTj/77JQT5Kr4hfwzEN1sh0C3gFxV65s0iYaMWp3/nIAwzreTEJpeeOGFyOsvtLqdiBxoT+QJOxuzsyW/TRsZjd2kYobnMEj24PwvGbEqQKzwr/sG+x8r/LOE80vbCVUAg7CnD6v2aFf7Q+dTxSxMp9PCkWSv/8EHi5xwgvt/vLDLRGGPSEb/6qslwoOTcjApd90l0rt3+Lr48W+/tktYCCCqTw72e/My4Px66634y7Xb0N8ht7/jd5L6mTpVZPLkaBtT/CIZplS5o1RYx8AKwp/jiV8QyFIUp1CN8YEHHkh//QghhBBCCNmUxS9d2RV5eSaBrJ2wHkneI2KX50RZZ3e8VZDYd99o5Tbv+z9rR9YSG/wNAxeVX/xSV1JHL8QtkfiFlN5/B4TVlXB+ZWVFhJlDhw0LDW8JCzlUp1dQGfgcn8DxHoSts8+OOr+sNlW5YkoSie39fOZVIzRz84TDmJTKWVmyH9q1fn1xcnPlfLyl+8ETUxJ5a7KshP+fe660yDKTEIby4zm/Dj00cWinHi/xHEhhYY+dO0cFNuxf/RzTB4lfKrzEyy8FkRThj7Nnxw97hPAG55Yf7QAn4/DAeqrjyxa/IEgFzds/T/0/zEGVzDokEr8OOaTkfDTPWZj4hdxpir/Db69rIkdi375uJb2g7cDv8rXXYpPgE5IC3333nTz00EPpt5leG5DMPpH4pc4vQgghhBBCqjBVSvzK8dxDtwUkP4dAFOnee53x+hAYfvhBpEULxGGI7L2322G+6aYYoadIhQFLbIgIMdb8wVov+S9C+x599FHzulu3blJYWJhQrBk4cKA08LttoguIvKxVs6YMHzEi7eTYjrddcMP5KbQFFRFBvau8Qw6Jil+WSKJLzo6TVytM/NrVC88zW4XEygHz2OqSS+SBhx6SFtg/lrDoJCl+2RUt4RE6T1LD392LEbnWrIl1fr3+eskZaFsGtHMJ8StIqLFFIz3ebPHrnnuiFQb1+336hLuNIEYtXeqG68ULewxDO8Bhx6gN1lPX3+4YL14sYhd3uPHGaAEAuw30eE/GgRVGvNBTgH3mD+3UBN+rVpWcHuv+7rux7rawddJ9lEik08/ttodYjpBrDYkkJEV69+4dOW+mhR3ijN/I339HUwJkwPlFCCGEEEJIZaPKiV+/waET4BaBC8svfpmOZ69e7uurrhIZOzb2S37xy+oQ+CtBqpMKpdTBOeecY8SsyLpZ63T66adL94DwwokTJ4aHMNrLa95c2iAJeKqhaHHEL31voydw2JUqUT0rEvZoiWMqS+TEEbkSJbzPsir5RZbhccsttxgREeGZWD9d36379YssNx2SrUDpd34FiiS6b+AiKrGg4sT5n7SKIPKApSp+IaxylFfuoGlTSRsILahKmEj80pxdyTq/VHxq0yb2fV1/LO/yy6P/z5olsmBBcuJXvHU444zosvxMnBj7vz8kU7dxCSRTKfmZdvJRSdI7DtNyfvmns9t+iy1SmwchmQa/XQwIATi/brvNdUWjuMW995YMFeaxSgghhBBCqjhVqveFrmeR57SK6/xSEcvncirBFVcIAo/g2jK0aCG3X3CBO7+Am/0lS5bIu54zRMWkIB5++GH52V9JT1FRKww4jrbaKtrRTsP5Vextd1DYY4En9NlbB0EuXtgjni8RkduDlpXMCnmCR1JVGUWkF/I9pRD26CfZCpT3xQsbgtjk5S5LGPYYT/yCSxEJ43faKb77QsUeCDp4jf3QsmX0/dIkd582TQRibCLxC4LPv/9GnHpxwXpqRcZEx7Rd1dIWytINe1RBMOi3YQnSJdoY+wGuNuTjOkfrn4YQ1Fb27ynZhPdB26ECXLLzIKQsuOQSkZdfjh6PCO1/8UWR++8v6YjcfnvuA0IIIYQQUqWpUuJX7Ro15I233pIHH3ww5n0IURC/Cv1uDxW1wmjWTL7t3l0OP/zwyFsHeK6SIOcXKj3W8UK84olfccEo+m67SaN1K6Vo3UqR2+8Quf32aCdZnSe2EyjFfEe6bpr43qbAa5M8TzjYcccdpXbt2oFhj39564Q1GSciFxstwRUT1iM3UsuWMni33eJubgt0rK67TmYMGRJ1WiERePCKu8/eugVKA1rtME6FyeKwJPY+Bu+1V2Cesgi6D8KEGN/6hgI3RdB+DAjfLTEd8u2kI36lW00Qgluy4hdESkyv7rZUKE3YY6LfRphghf2A5SIfV6IcRkG/bwhmqLiZaP0ShT1q3jG6aUg50KRuDfMoAc7NcJfq70iPVf+gEa4J3oAEIYQQQgghVZUqJX5lFxdLj169AnNZBeX8ipvE1wMOrSeeeCLyf9euXd35hUyP5SD0saedGDsVGjWSOh+MlXcu2kk+OGMbqXP+uSIXXVRSrIjj/DoTf2bPDnUkqfilCflt1OVWw5vvpEmTzDa10eqDxcVywYgR0ho6kzdNw/r15cQTT5TtttsuUr5+AfI6/fmn1EmQH2pnOJ7OPFOKbr1VZumb//nrM/rw1rth0LwtEUFbrGHDhnKclTxcE9dDWpoebzk+8UTzlEUXELtPnhKR+223jnYSETJ0PlL2pwhcSv7cU35BBwLZI4+kHvYY5CpKV7C1wT5BriHMH+sGp9ixx0arqCZLacIebfFrm23iLyeZSpRBBLUVBDNU3LTXIRFB26HiF51fpIypUyNXpl+5h3ngdSB+8csujqHX0TQcyIQQQgghhFQmqtYdLW7KQzqMgTm/khC/QokjFMwOqqYnInMfflgKFi+WzknMfnM7p1QQ2rn2dTrgY4GDakycZMdIhmxXpbSJhHj6Rvf/mjcvEm4HcQ9Zump4naH2bdrIk08+Gakyduedd0ou5l+7tjRM5Ejy2rFPnz6yAq8RahMUAgh0m7zlXn7xxSXmI717i3zxhXnZHM6F//6TFV74nToAVfz6HZUsDzpIdgxL1lyjhkBSGiIiqLvoZWKK4hM4TkL75+bKufqGtiGqGwZVOEwGfw44v/iFdTjttNTni99JIudjOkDw+u672PewvxJVXgzD/j3DiQcR9rHHgkUj7Medd47uF7gQEaqFCpe2+PbRR9Gk/ZkUv8LWO13nFyGVgUTiF84jaeSeJIQQQgghpDJRdZxf6DziYXc6IaR4TowY55feqGvIWDnR4fTTpfP//pfel8OcX75OR9wk7R5t27aVNVa1Qps16NgccEBwyB0oKpIzzzTesih2FUxvPTWkck9U0IyH3yF3663hIXyYVvNIWe60GO68M5KjRkM3/dihjj9hO597Lnh5NWrIMhF5RUS2DPo8wN2j+dQCO4mZIFOdTE0Kn2n8ybDTRY93+7j/4AORQw8t+b7tGHz77eh+UWFLhSX9DnKXDRhQMudXJsWvdMMeUSFWQ8gy4cQjpLQkCnuk84sQQgghhFQDqo7zS4UGW/y67rqYaouRrqROEyIAJYUX/lgWbCgokhOe+Ma8fvrk7aVWXk54mJdP4Ln33nvTzzcG8Qyj+BAQnn1W5BXIPj6KiyMCV5DIo6GUKn7ZVS5LsHJlNIdZstiumCBxCcuDWwpCSEg7qPMLrIsngCYSmgIEjpi2DyuoUJrKjJkS1CBSjR4d+16yx83XX5fcdohpQ4e6zqtMEHa86/tB4pIKWfqZhj/rdgVVcDzwQJHPP6884teppya/DELK4lqT6Dyo56Aff3ST3dP5RQghhBBCqgFVR/xCR3HQoNAwpvPPP186d+4scuSRpU8kvXSpSIMGkjF8lR+LHUe+/nNZ5HWgGKBhW76OyfDhw0uKU16usp9++inuagwePFj69+/v/oMcWVaerLgdcqtCn4pfuSrKxWvr0rZhWNhegv0byfnVqZMJAQ2lRg3p27evbLnllvLMM8+U/Nxr+169eiUvfs2cKYLjMB369cucuBREsmJLUGW3MWOkXAhyhIVNo8nsdT8g/NHPiBEib74p8uWXqa1HokqxWAfsL+vYiLuuQW1P8YuUMYHXGj/+wh4qfsHV+/ff7vmAOb8IIYQQQkgVp+qIXxAi4nRg69evL8OGDcuM+BXUiU4TZAfr2r176l9s3TrQ+WULX47v/bguLBEZP3586s6juXNj8jn5wx7LrGIdKnBaFRxl8GCRF17QlYj7VQ17/PXXX+MvIzdXpk6dGv75XntJ/nPPyWmoEhgU9qhFAmzSLYQAvnEdGpsEiZxfySS8V/ErkYiUSMgqy/1F8YtUdvznfPyPvH4QvgCdX4QQQgghpBpQdXJ+pUJZCTIp0lJEdkp3xHyLLRKG5iEF/ceSYfxCQfv2MaGI/rDHMmtrhGTaoacIF1ORQ5cZIHqsXLlS/kh2GQlENIhjNY45JlZwtJf50EOuOFhV6NNHqoz4FY9Uxa90kvFnypWl2xNUoILOL1KZxC99xjVg1Cj399WqlSt+0flFCCGEEEKqOJVDJco0W29durxLGWIxxJhkOvPAPx2qQaICo78aoMUEJJyXDJOgOl65iV/xVyL0owYNGggywXUvj+pkyEEFcbCi2GEHkWOPTX76k04qmwqQmSQV8cuf8yuMp592q0KmQqbcYro9t9wiMmtW2SyDkNKgvx+tjrxqlZsn7/zzRTZudN9ntUdCCCGEEFLFya6WN/Jduogcf7xUKYI6/UFhdRaj/QnNSws6POedF/k3KLG+uqAiIZYV4V6J4/wCn37xhbw8bZpUeyZPdgsXJAv2XYLQ2AoXuTp2TPxd3e/Jil8IY95mm9TWL1PHNUJ3EbILobRbt7JZBiGl4bTTRE48UWTDhuhxCRcYxHW8R+cXIYQQQgipBlQ/8Uu5447SVXvMEElXZkzgeHECPj/VrhyXCXbZJRpKFkKtWrWkbt260VBA7TCVJwncZjvvvLNsDfdfEJ06lc06kdQIO94R7pvoN6PhWVr9sSxEpEzNc9ttkWyvbJdBSGmAKIvrpaJuVoS70/lFCCGEEEKqCVUn4X06AkndupVW/KodVHI+RTQEsTzZfPPN5We7euW6dbETpOJESpdkQ0mDQCXGRInwqwtPPimyaJFUO5A/a+xYNzS4sotf5VRYg5AwkrrWIE0AHNNz5kSvmxC/IDRjgIM5vwghhBBCSBWn+opflYQg8atOjVyZdf3QUgs6oYnYy0EAKyF+PfigSNu2IvvvX/YrAMcb8jghJ1qqVJawv/IAoUyVldIImGDvvaOv77lH5PffJaOUx++pb1+R+fMThjcTki6B15ow6tVzn1Xo0kIncFAz5xchhBBCCKniUPyqImLA/O23lw1ffy1dKtj5VYL1693ns84qv2UOH+4+giroJYIOhuohftmceaZknPISkyEYE1IZUMeXXlds8YvnTUIIIYQQUsWpBOpJ9QX5sXbccceMhEB9NWKEdI3j/CoLknKTVWT1wHS2n524ygFye1VmWreu6DUgpHxR55eeVxs0iH5G5xchhBBCCKni0PlVhixdujRaFdFiQ0GRnPXct+b1Q8duJ7WQk+Xii+OGDAYJXfZ7++67r1QI55wj0qNHxSz7yy9Tz2m1KYU9VmZGjBA55hiplCCEsnnzil4LQkpN4LUmjMMOE1m9OhrKrtVUAQcNCCGEEEJIFYfiVxlSp06dwPeLHUc+m/1f5HWko7HNNqHzqmF3RHzi14cffih77rmnVFiozH77Vcyyu3Z1H8my++5uvjBS8SC0qmVLqZRUdlcaIUkSeK0J4+ST3Qdy0QFcX/r1E5k6lc4vQgghhBBS5WHYYxXhgAMOkHHjxgWKX2WV+yvItVal+eQTkSFDKnotCImlWTO2CKk82NeTRx91Bw0qq1BNCCGEEEJIktD5VUWAEDV0aHDVrkaNGmV8eZMnTy6T+RJCfMycKZKfz2YhlQM7xB5uZAwaEEIIIYQQUsWh+FXFmTNnjnTu3Dnj891hhx0yPs+qzpVXXikN7CTQhGQCumpIZeL000U6dqzotSCEEEIIISSjUPyq4pSF8EWCue6669g0hJDqzSmnuA9CCCGEEEKqEcz5RQghhBBCCCGEEEKqLRS/CCGEEEIIIYQQQki1JctxEtU/J4QQQgghhBBCCCGkakLnFyGEEEIIIYQQQgiptlD8IoQQQgghhBBCCCHVFopfhBBCCCGEEEIIIaTaQvGLEEIIIYQQQgghhFRbKH4RQgghhBBCCCGEkGoLxS9CCCGEEEIIIYQQUm2h+EUIIYQQQgghhBBCqi0UvwghhBBCCCGEEEJItYXiFyGEEEIIIYQQQgiptlD8IoQQQgghhBBCCCHVFopfhBBCCCGEEEIIIaTaQvGLEEIIIYQQQgghhFRbKH4RQgghhBBCCCGEkGoLxS9CCCGEEEIIIYQQUm2h+EUIIYQQQgghhBBCqi0UvwghhBBCCCGEEEJItYXiFyGEEEIIIYQQQgiptlD8IoQQQgghhBBCCCHVFopfhBBCCCGEEEIIIaTaQvGLEEIIIYQQQgghhFRbKH5VAOvyC6XDpe+bB17HZcwYkTlzymvVCCGEbIrXmqrGd9+JDB8u4jgVvSaEEEIIIaQKQPGrMrNihchZZ4mMHl3Ra0IIIYRUHt58U+T++0XWravoNSGEEEIIIVUAil+VleXLRRo3dl8XFVX02hBCCCGVh5wc93n9epHiYpHPPhMpKKjotSKEEEIIIZUUil+VFdzI4+Yeri+EPm6/PW/sCSGEVE5OPlnk/ffLX/xq3lzkwQdFdttNZMKE8ls+IYQQQgipUlD8qqyMH++GPJ5wgkizZiJTp4p8+mlFrxUhhBASC/JuPfmkyNNPl828Fy0q+b7tiJ4yxX3esIF7hhBCCCGEBELxq7ICsWvAAJEGDUT++09k2DCR77+v6LUihBBCYilL0enrr0U220xk9uzY9+0Qx99/L/leplm7VmTBAqkWtGpVNkIlIYQQQkglhuJXZQQj3ajw2K1b9L2tthKZObMi14oQQggpyapVZdcqq1eXXMZVV4nceGNJ51d+ftmtx8iRIu3aVf3qkmijf/91B9gIIYQQQjYhKH5VRKNnZcngrs3NA69LAKcXKj126RJ9j+IXIYSQTF5rMsHKlSJLl7qvN250Raq3386cSFRYGJ03gGhz/fXB05al+KVVJWfNkioNHGyEEEIIIZsgFL8qgFp5OfLkSdubB16XAOEdbdqI1KsXfa9HD5FffnGrWhFCCCGlvdZkgkaNRI4+2n0N4evll0UOOkjk4otF5s3LnPilwtaPP4ZPm+mwx0MPFbngAvd1tne79NhjUpa88cYbcscdd5S9iEcqDtzHBeWxI4QQQkiZQvGrMgLxq2vX2Pc6dHBv/v/5p6LWihBCCCnJjBnu8+efi/z0k/saAs6LL5a+tTSxvYpf/vxieXll5/x64w2Re++NOqZq1hRZv17KkrPPPltGjRpV9s4vFgcoXyA6Ll4cFVCRx45CJCGEEFKuUPyqKuJXjRpuvpE//qiotSKEEEKCOeww91nFIrBsmcyZM0cK1b2VibBHiDZwm+mgEJxmZRn2qOGbECpQebmMBYu1ZR2WqPOn8FJ+4Jht2VJk223d/zVMuCxz5RFCCCGkBBS/KoB1+YXS/coPzAOvY0A+E4yY9+xZ8otbbEHxixBCSOmvNZnAzuuF6sSNG8d8nD9pknTt2lXee++9zIU9QgRT8eu000QOPljkkUfcyshlWe0RYlHz5q54hLycZZRfbKOKfEFtjcqXpV1ueYtfWO8334wWLtgUGT9eZM2aku5F5l8jhBBCyhWKXxXE+oIi8yjBZZe5zwceWPKzLbeMlnQnhBBSuYFIcu21FRpiFnqtyQS2UFO3bjRE0aPGpElSs7RuJr/4hbZs2DA25BEi2L77ln3Cezi/vv9epEULkVtvjYo7r7wSdfOUkoIwAe+vv0R22EHk449LtwBN2G/vE6w/7i9++03k1VcloyxYIHLIISJjx8omC4QvoOKwCoH6PiGEEELKBYpflQ2UIMcoedu2JT/r1YvlyQkhpKrw1Vci11wjMmeOVBccx5FPP/1U1iP3lZ3/KkD8AjWMbpWfWfFLnV92vi+8zqD4NX369GDnlw5A4VoNnnpKZNgwkddeM21TZqhgkoyQiHYYOdIVzPx8+qn7/Mkn0Xl+953rKkeusSOOyFylTnt9NzWhZ/ny2GMH+eJULK4I8Qu/o7I8PgkhhJAqAMWvygRuTObOdfOYBLHrriITJ/IGhhBCqgKa06cahTfNmzdPhgwZIh/DgeQXv+rUKTF9XqbELxUO8KwOGuTCVPA6Q2GPS5cule222y76BgQvJPJH3k2tvqzJy597zjytmz9fsrOz5YsvvpAyQcMUk2lLFMa5+26RKVOC21Nda7oNOTmx/2fyeNVjpKLELwiyQSJgWQIHXZMmIjfe6N6voT1xzOq+Ky/xCxXCH3rIfQ3h9pxzynZ5hBBCSCWH4ldlAmETuElq3z74cyTBx43k33+X95oRQgjRsLHddksuWXU1FL82eCGcgc6vp58WefJJt8rjo4+at3MzJX699ZbIwoWxzi8VbVT8ypDzq0SYJorQtG4tMniw+3+fPm4ep+Jid31atJB8zwm2EOsY0m6JnGFTgsQqrEtWlsjrr7v/+3OCffutm+/MDru086P5wT6rX98NHVVBTffjvHnu8z33ZC5UV+eN7YAINW6clCsI6cSA4pIlmZ0vhMKbbgoWXHVfIOQZgtO557rHLPYHBDENAV25UsqU229H+VD39YoVIp99VrbLI4QQQio5FL8qE3B9IadIvXrBn9eqJdKxYzRnByGEkPIBuZBmznSTjqMTOX9+8uJXksnFIY4UBYQOVia0cqNJzO4Xv/beW+TEE0WOPFImdO6c0Pn1999/JxbGVPz68ENXgEIOqaZNg8MeX3tN5Mcf0962SZMmyR133CFHH3107AfIJwYBpVs3kZ12Ejn9dFPJ0oQKQtRp106yvDC3oIT12K+1a9eWu+66K+7yly1bJvW8639EKFOXEFw8wN9euB/ANIsWRd+zXXJ+IGrhXgL7CyGQqM6pxyfaFlx5pciXX2bGZa7zRjshp+k++0i5ohWyS1tZEYOOyPX266/u/3DhX3GFyJ9/RsWwN95wX+vvAvsSxyRQ59fnn7s56rp0Ebn6apH335cyA4IX8CfaJ4QQQjZRKH5VJjDquvnm8afp3j16E0wIIaRsQacW4UnIhXTeeW5IGfDcQaFunnfeEbn88php161bJ9OmTQtd1AknnCAdwsLeA9h1113l8ccfN6+fe+45eeKJJ6Ss0YTsRuRBvivQt69bjdhjxYoVsvOuu0pxVlaM8+uff/6RwYMHG9EL07Rt21ZuhBMmGfEL88HgEMSCli1dx5MtUmE/IDwRYk6aHHTQQTJq1CgjgpUA24B9M2GCyKBBrnMKIgfEnc03l4ZvvCE5IeKXttnvCQrWYLqGXjL/SOJ7fVaXkH/+EOH87weJHWgfPPBe7dqua+2CC0RGjHBFL7SpzV57iVx4YfR/uNLSEZDssEcV8vDbUNEHBQTgpCurEEB1mtkCNEQ4z5mYkviFAhYqeut26fPDD4sceqjbRtruEETxHYA2xz5CG6Bwwf/+597L7bdf6tuO4ygZJ5vOV8NZMcBaCnGYEEIIqepQ/KqIRs/Kkv4dm5gHXkdAuESrVvG/jJFnil+EEFI+4JyManXaAdZqeGvWyPq1a02epzfU8WHz7LPR15749dRTT0m/fv1ktYoACjrM8+bJ559/LgvUfWMBgW3cuHFuqKEF8kv9D51oETnuuOPklFNOkeHDh0fcWaHXmlKg8y7ENiDM8bbb3EIs1rULObPMNJbzq7i42Ah/2MZHHnlEGnt5u+wwQVtIhFCUlZUlC60w/0s328w8/4bOPAQTOJgUuLF69JDFixbJM888k9a2rYwXhmaJexExAyIH9u2ZZ5q36oe43DRUNMzVB6Hr7bffljVr1kScX5H5qPinIpc9/xdeEDn//HDxy37vuutEsrPdIgxoNxWDcFzANYacUODOO11xT91NOp8BA0QefFCSBvsVx7IeswgL1WMQ1ayPOsp9/fPPbsJ927mWLBAp7RBVHD9YDo4FhKqi3VXItH87t9wSraydLH4xUudnC126nRpaauelw37EA8cYPtP2Bt98k9q6dOoUK/yGoW2DtgAffBBcTIkQQgjZRKD4VQHUysuRl88YYB54HYHiFyGEVC7gkEFydw0jglMFvPSS1K5XTyBV/BWQUHvxypWyHIJQ9+4y9+efpWv79vKvlxeqhMgCMaB9e6mJinABQAjaZ5993CTzPqEI8/wNCbY97r//frkSYWv2tea0/lKrOOqgKg3qSKoPpzLcJ8cfX2Ka5Z4QUJiVZcQvfOfSSy+VA7GdgsixX0tsB74DIfEDdNCNWcV1q6xdsUJ+btdOTh08WKY2aiSQv95F+Jmfnj1NyOUPU6YYB10YaK8wkQuhiYFccokR+rbeemu5VZPFQ0CC+AcnYMuW4mRlGfEryPmlomWY+PX1118b19mECRNKil8qtvgdXhBkjzkmOpNE4pc6Ft0NjYo3cJrhuNQ2xXbl5kadQtg/6iBKJWwO4aFbbx1dDnJv+X9X9rr6hN2E4BjDMpBjTkEYIn5zcHVBwMM9FfLCwVHvDz22xWDkU4XoFw///vA7vxASDXCMw12l4hfcgr17i+y5p/s/hGF8pqG74L77JGXssGvsQxQ4UJCzDQKZCn9whMI1CTefFosghBBCNkEoflUmcAOayPmFmzQdxcs0KH2uZdAJIWRTxx/SqOFDW24pMmOGednQEirg6DrjjDNMWN9P06bJNeh8d+0qHe6+W2bPmyePwHFijF5W+BicvMgDZEwiNWKvB+jEO46sXL5cDsVyli0z4gqEoY2LFws8HBDM/vNCq1CL8CwRmep3kpxxhpsUXUR++OEHEy6JEMzSOL+MqwQ5KP3hcl7uKlDgOJGwx7kQUjwQ/qjgs3bt2sno0aNjnGAqIs374w+ZOn++PP7ZZ8ZRVtCkiWwMy4tWt640LiyUZnbYoI9WrVrJAQccYATLHj16mBxfEJ6wzqHiF4rQ1KolP/74o3z00UdR8eSBB9zX9epJce3aRgiNJ375PxsxYoTceeedkfbA9g3/7z95J8j5pW2m77/5ZuxC7HnbOb9wHCFkEe2hohYELm0fCDEQUtSJhM90mTiu4MxKpWAD9g3caMi1BYEKQtDOO8cKeDjOMU+sg65rqsejCnKacwsgFFYd8lj3m292RSYIYKiWbTs04YLTNpozBzbK+MvT9sI23X9/NJ8WBEE43FSYxu/5vfei4hfaHM42JL23xS9UgwR77OGKdKmirkcsH+cT3Xa4HhHOaofY4thBeCshhBCyiUPxqzKBGyAvrCMUjGBiOisPSkbAjShuwvAghJBNlcJCWXLGGVIAJ8fFF7vv+c/LGKTwKuNBLlEhadasWSak77PPPpNaxcViJA8kgPdo4HWgIX5BbOnVq5f8iZBBUK+e7LV+vYwUMYLMM3D2nH66OBMmSIvbbhOkzW4yfboJa2zZsqXknHiizPfEHMwLrqljRQSBaRtUZDARXrfIKohrnmgyc+ZMEy4ZVpUwESoqFa9ZIyuLiiIhfTYqEOU7TiTssU6dOpHPsXwF645Qz3fffTciCN1zzz0R8Wf96tUmfBLbjGlbt24dKDAZ6tSR7VasEEiBkydPDt0GCICzZ882+ws5vhByiJBUhGYG8fUvv0S2OyJQWuLa82++KQV5eXIaNDF/SKsV9uivInnvvffKRRddFHEEwv22z6JFsj80pJ9+cgUNv4gHoeqww2Ir+m2zTbjzC6IHQhYxHz2OIZzAjQQ3kOaO6tcv+pneXyApO44TXe94zi/NKQaXnCdkGpDwfautXMFHQ3qxXADRRtc7VeeXrguKCKgYqtU/IXghLBDiMcRZFaosATbi/AoIM44B4ZiYVkNAcewOH+4WvtD1Rpjlttu6IhPcePhNe2JzRGRTVyeOMXyGe7lLLxU5+WR3XslWo9Rt1flpTjHdduQew/rYhSDgTE10b0kIIYRsAlD8qgDW5RdKn+s/Ng+8Tsn5hc81r0Umge0eIQq4oUJH6fnnMzt/QgipAiyZPl2aPfKI/HHRRVCh3DfVpeHxPpw03jm4tooaH38sbRF2JSKvv/661MnKEkhiBY0aRb7neUGM+DV//nwjRI0fN04gVTjr18v/5s8XBF9BkPnZE2+coUOlnVcxDoJTJMTS68hDDIJoUsvKf7XBCzvE9eWBfzaXnfa5Ttbl1TQdbxVxbCHm1VdfNbm4woBr67rrrjNhe/r9+bNmyax580xy+O+//15efvllee+990wY45QpU+TYY48VTKnOL4hzQSDxPfjWc66gbUaOHGkErgtQaHHqVHGys2XRokXm0b59+3DxCxUMPewQUT9YlyVLlsigQYNk/Pjxsu2228qFF15oHHRXePvQ5orRoyPrmacVJj2Bae1NN8mxo0ZJrZUrzfq2D6jGrM4vdcTZ7CQi13iFEbAfCz0Row4KLKCQgD3QhVA+hFq+/nr0PYhxuG6HJbxXwQfv6f0FHG6oWAqXkopOgwe7zziOIOCgKiNEJDiV1GWFaSHwPPecyGOPRUUlcPbZrkPOdmIBHK/IN4bfgR676oqCsJRu2KM9vbrG1NmGe6Rhw6Ihf+q0tBPL6/Go4YJaFRKurZdeik6n72uoropN+gyhF0n1UWgB7YsE9vb8VWTT4wb7t00b93840w44wH1fxTUF62CLdYpuA/b5Dz9EiySp6Aqx8sgjo9Pj94p9gkqphBBCyCZOyuIXKkohrKNv374m3AIJaTFiGsTzzz8vBx98sGy55ZZSv359k8uiZ8+ecsEFF5iwkE2ZZWvzzSNl5xdumDBNotHKVEFnDg4FlKrHTfCx8BAQQkj5A6cMBJCdd97ZiDsQdjbbbDMZOHCgPPnkkyVC2q655hpzLQp72CF3iVjiiRdrvBw+yzp2lFWeyyTf68g+YwkSkJyQqBy5h1ojdFxE3nrrLdcRBjHHchM1sHI8Nb3rLjkHTqzp0wUZqLKKiqShNV+V27KtTr6zbl3EeVTkdfSbN29unEu4HmuQ5opI6GC+5NRpKKtqe0teuTLiqDLr7HHEEUfIUZqAPACIWldffbUR3jTssWDFClnriWhnnnmmHHnkkbL//vvLoYceagQxJN+3E96r+6mZun58+cGA5jyDgFa0fLnc5b2f470Pp1ynTp1KiF/YvybJviV+2ccIlm3nGcM6T5061awLqk+iYAGesa433HijXCUifbxp+9euLUgGALESRNxh3vxX+vKL5Xrtim2YN2+eedZth+NtDsII//7bvN9ZRCaIyPU77SS77767aYsiT/yqp3nJ7GM9KFl5kPhlhz1qbijMD1UGIbZApIIYBXEL4hCKM2j4KnJ/nXOOW41RnWEqlOJYRFjdcceJnHaaK9Dsv78raiFlApaF48vOKzVypLucIUOi72Ebsa/gUkrX+YXpVZTW76rQBPELIhRy4UFAVLcUBCJtT4hTCHeEMAShD047TI/tsX8LGuqsQp9f/Bozxg0r1iIBKjzpuugzthnuOoiXKoQBOCIRkunPQ4d1gDhmA9Hx5Zfd19jnOJYUCKtwBGJ7go6T3XdP0KCEEEJI9Sdl8QuVpRDWgZtghFvE46WXXjJhBTvssIMRzPBABwZW/6222kp+ws0GcUGHAqOgyYzOYdQw0+IhRhDh/Lrppuh76ZQ1J4SQUgJh5qGHHjLC1b777muEMAykYNDk5JNPlv322y8wRA2JziHS+B+NLPdVIlZ7uXJq/v23zM3NlY5Ll8pvnvujyHNXIXU3ut1/5+UJ0r1noePpnS97detm1rtmUZEJe3wZIoIHUnP39MLd2j7zjNwP4Wb2bFH/jFX+JCJ+2VdJiF8qEK32RKidBwwwYlODBg2kgRdamJWfL5+88ork2w4QJM7/8ksTkhkUgmeLUH7gkgIQc1RUKlq1yohfM2bMMGKe8qaXiwp5vNT5hf0J99OwYcNKDJbpvEH37t0jr2tbRQTqeoJf27Ztjfjnr6jYsWNHU+0y4ijy8mtNnDjR3KeMGTNGunTpIl9++WXkM4RW6nHRoUMHI35pCvJr4UTzXtfYbDPj9sJ9T0y7eeugwtZb3rV76qefmqIDcLLBpYb2wbZDtEPC/I8hyrRta9x5urbnHHCAtGjRwjjDVPyKYCe119BR5P4ME7+QXwpiDIC4pLnC0M4IY3z7bTdBunLSSe5gF+4rMA8kkbeXh+Tptvhlu6fgVoJTCvnvVORBe+ggHpLRw/UFDkXWOo+BA917DTimpk1z33vnHTeHHNYhzNkHgQjzxG8fy9HQwnbt3FA/FcHwOcQt5OYDXq49I36pSwyfox3HjnXFL9zPBoUCqyNLxS8Vw2yHm78KJu6nHn+85LyQi8/enwr2hy1+aa5B/z0YjnHdtxD0cB+Idv3wQzccE45AiJJIsg/se3Q7nyAhhBCyieJ5xJPnsccek86dO5ubOuQSuSxOuWiEUtihGMrjjz8up556qhmtxzTES0iKG55kxC+M6mXS+YUbLNzIQfxC0lvcOGI9kLeCo4WEkHKmSZMmpiJfTAJ4L9n6HnvsYXJKjRs3zghjNieeeKJJ5l4a6npV37aCsFNcLE2bNjVCD1h54IHykxcSBamoZkGBII31B9Z1rHPbtlLrl1+k/erVxvl17Z13ytneZ+iSHt28ucxT1wjEIhH5Hk4Qy+GDUamTca3s3Fma33ij9EQIHFi/XrK9a+p3v/wiqB93zAEHyIXIHSQix8KF9PTTsuv220uLxx+X+p99IdLrjOh8Dz9cGnvLQfL2XXbZJeoks5LI4xqNwSlcv2+66aZI5cX77rsv4hBT8QsOKrQRhDEMbiHpPxziW2yxhczxnF8Iidxrr71MxcpuSEZugVBGBd9BCCUoXL9eMMTTBimcPJcb1hXin4Yg2uttxLv+/eX6pk3lyqVLJX/jRpk+fbrJp4VBOIDE9gpc6KhAqTRr1EgGBhwPtVDRs149eRT5o2zxyxNfb/bcOddvtpks/ucfUwAB7aRCHip14lhFMv3/XX657INcVHD/ff65cQca3n5bWjVrZo55x3Mz5WG7IKognBDAcYW2Q5ibJaga4QsPzYEFF5eddwxOIQhccMbZjqMg/AIJvgexFG4lgOVCUIHIiGWo8wjzVvELwhXcY2hz3D+oG0+FTYg0ENhwf4HE+OrIg2gHhybuKRGKiO33h8qOH+/myIKDDUKXFiiAEIn9g9xmAG4vG+Qhw/6Cm1MFMruYBZxqEPrs+1Es/+qro5UYVRy2E8kr/vXs1aukGy0eEGEhfqE6I4SzU0+Nn2MN4iLETKwfxC47V6sn0pr2xbkC60IIIYSQ9JxfQ4YMMcJXMgQJX+Dwww83z3Z59k0eiFm4qUx0cwpw85tCGE9ckLcGCWMxIqzVnnCzhpLYcXLAEEJIWYGcTH7hC+Tm5hoHWFleP3Kfflou32UX87p2VpZxGanHzLnrLvHSghvUuTPUem/XHXYQN/hRpN9++4nlkzF0zc2VMd7rBzznUVufIFTkXZxPmTRJDjj8cHG8DnTW+vWRkD8NkGyxdq0JDTXr7gkyLerXl83VUeMxMytLOhYUiFef0OS4Qm4xDQeEsIhUBZg/BqfuvvtuI+zAYffwww+bhPO282t4UZFs9EIOkQYBCe01H9Yxxxxj3G/q/AIQdnBPEHRfgHuCadOmGfFM+WbiRLdgANrdc7up+GWHParTDHnGajVoIPdDiEEbbtgQSeqPhPrIQQZhToEQBzeYsvWCBaaogJ/a9eqZnGBoB9z//Pzzz3LrrbfKXxddJB/vsosZENRcZfDuNPRCUeEIw9bMeO45s46nn366cZbV9fbRt199JV3hWAIffSSHzJwpWyA0duNGmbXddvIx3DtaLAECElw/CJu76qpY5xZ+J3jg9wCxTHNYYRqIQhBO4SbDPUMy9xf+gTatZrjFFq4ABMELAhWEVghWwGtzA6aHkwo582znEb6P/YbKjxCL+vcX+eqr6Ode9dRI1UQ40SBWISxTwxBVUIJgaotfCkTaV16JTbivwCX2wguuuwzYeVMhfqGNcbxgEBBA9LvxRned8fsMckai6IXmBPOj+ceSEb+wrzAA+r//uWKnXbAgiD33dEUytDWOBywDwq6uuwqAKDQAwqqYEkIIIZsYFZLw/n1v1BKhj8QDNz7JJiTt0cO9KcwEnTqJXHttbPUogJvWZKsPlRaMBGtoBiGEhAAB4oMPPgi9fiCsDcLE7bffbvJu2XmtkqXLYYdJMZwlMGQ4jhF78jwhDrkrbbx6awYkOwcH7LWXEa8G1asn2x19tHzhhQT+0KqV/ICqhVZY29fe67refEsEcnoDEll//ik/dO4s306aJO+8844Ru1TGyHrtNTlyr70kyxK/Tv3hB6m/bJm8Y83qn4BO+OjRo024nwKByHZHAYTsod0hhJmE7IWFsm+fPgJZ4ybPQYaQPQAh6EErBKxpixZyQ9++Au8P3GNwP2nYpg3cZNttt13kswEDBsjkCRNMIYD9WreWZ1HN0FyuOplpEP6q4ZIIK1QgijXz8h0VrV0rr3mFAiB+QViDa1Dxi3D9fcdTvrfP4fyCmAe233574/yCY+zqefNkT6tqJYS1dTVqmDxu182aJTuddZYgwPO6t94yx+q5554rDRzHLW6QnS2///yzDNpuO7dK4N13yzabbSbwFDVZu1b+2G03ub1z56ho4a/4eOutbp4ogPVE5UaIXsjVBZcTEuhff31U7NJtS1X8gigD1yOKEdguS4i2+ltAeyNnqB5fcOVBLEIVShWAFL+grbnB7H2h9zYQpyDMwsmkCejVCaXil19IhSsLzrmg4gqonqrzQPirXUgAghjELzgysT0Y4PVEzcg22uKXrjfESxXT/PjDV+OBeSB3mIqBup1+5xfysuH+WbcFIqSuC0Iep08Pnv/22ye/LoQQQkg1JuWwx3R45ZVXzGgpysEjlOLDDz80OTpQPYpI9GZOE84mAolVL7ggNcEsDA3hwEiiDRLdloczDxXNcBO/225uwlxCCPGA6wphd0gOjoTmn376qfzyyy9y0kknmQThfpDfywY5nZBf6/jjkZkreeBagmz2e16eEb86YpDg55+NeBPGhgEDZN3kybJZw4Ym8fy/a9YYp1K79u1lWxHZZehQafPkk7K3latssReyl+O991dennFnlaB9e1nRuLEJk0MQ00MHHSQ9JkyQlQizW7xY7nzySZMvTOfT0QurfMKaxRTHEZW1eiD/9fDhxq0FsdAG4iJSG6gjDNdtAAEHghP2yRHLl5uQR00hr25wdeUprTZskFbTpsl+WVny8h9/hDq/4JRSZx9AAv1XJk82zrFvCgpkcP36Jh8W8po98MAD5jjo37+/CSmE6FS3bt1IOGJnhHktWCDvv/KKwPeFfQCxDMKlLbz5RTgjHEKwgOj0yy9SBHFn6VJp0LhxJL8plonXcJQhnBLrqwUA4Pyatt12sm7BAtkNid+XLRMv45Q09EL/6hUVyaqsLKnrOPLpuHFuCCTC7Zo2lboIefOo1aSJqVaJZRgvnC/HmRHMkPsJ7mwISnD/YP0xkAXHla+ogClkg2ttquKX5srD8q+80hXWEJIHMeXHH93P4E6DQ0rdi8h/F+L6D50/cnMF5YCF+GOF40bEIM1lBxeZHztnmQ324cUXu4IeXGUaEqohxdhHuKfCfRhEREyrYHr7d4m8Y4kcXf5qj/EYMcJ1rHkVXiMDj8jpBXEXv1GIiRD8ILhp2gtbjA+ppmrmobniCCGEkE2c7PISv6699lozGj927FgTQoAbOwhgmyLZWVmydduG5oHXKYtfcH7hRlNvlNIFOS9w44zRcS/MJwI6I2Xt/MLILm5iYdWHOyLM4k8I2SSB0IJrBwZKIHrMnj1bLrrookjycWWbbbaRJ554Qv744w/jVPrzzz9N3iWIWMgDBrdUKjRu3Fg2F5EzWrc24leuJ87keG4OPF9//fWCoDQtPXL+NddIzZwcqXneeaYC5FpPeMG8kMXKqV9fGrdrJ60t0aW21wnPLi6Ws0Tk0nr1Ip/9gQ64Ta1acj4cZMgX/uCD0rhePWkIR4+XgwhX01xbKIDjyXFk64VzpNeyv+RXS3S7qX9/4/pC3s49rYGPF1980SRqx7YpEL/Qjkhgj9BFhETWKyiQotNOM6GDAPskEC9XWm0vvxLyYMUTvyByAuQHM1UivWT5EKrQjmh3DYfFvgYQv7SC5NChQ+U+OGjgdENhgZEjjWAF4RTCmS14lVgPCDxwhnnOt9peCOZdo0dLVy/BPHKSQTAEGMTbHCkIPHDcratdW5ZaDqlO3nNf79oG8Wslqj86jnENNsY6YH7NmkmWVYBgxwMOMPlQ/U7DGHRb1E11zTXuNd0vfAHNu5Wq+KXfQ6oK7CMcr0hSD8ca2mroUDcHF4QXPfbgkApw9wWiriU7/5bmu1KxS49bTGM7oSBIa4inAnE63rIhIsEVhxBMhCzajnfsB4jGePaL5V6qjhiBDVUzM4n3WzKgXQGqUaJAwYsvuiKjut10n8c7PhQMkKZQ8IMQQgipzpSL+IXQA9zUImRi/PjxJi8IQhzwelOkVl6OvHPuTuaB1ymLXwCj26UNfYS4hRt+vdGywbqUdSgikg3jBhQJZXHDihwWhBDigUTjuHYgqfn8+fONAIbQOiS1h9NGgeMIbjAMqEDUQPU+hJlpQRVUKU6FCy64QO5//nlZWVRkxK8lcL2goprAbPO5cRJhnm83aiRPeiJKtwEDJAcCgJcrEX4piC0Qa1DcBVUqTx0xQppYAtX9yGeEC3FhockD9pGX0wjBekuRU8li4DnnSKEdRgaHDfJCeRUMIVOY5VusLcyXd54ZKa/Pf1dmF+Yboe5drJclNiBZPbjqqqtMWGCfPn1MeKEtfkHwQdjg2+iI4/urV0uDjh1l0KBBJgSzoZ2DysYLt1O/3JZbbhlxdylXXHGFEZVs8QuiD7r3BZ6oZOd/s19DgIJTTbcBIZztLEGqa3GxEb3M/unWLVz8gst5wgRXVND3vW1q0KSJWT+sG9xvcBKiIIOKbTbYtkZeCKiCmpU7eANJdVesMI7CwqwsOX7YMNkWohoEG68634wxY+SfP/+U2j16yGGHHWYcbaHotiQjNKnzJ1XxC4NzcCTddlvJz+DygxAGAQvHnd4vQKxKVvzCdHBvqfBz3nlu4vog8QuiGiqAaugqBKk+fdxqkg884Dq7UEkzWeCgst1SGvaItrLvxeBMHzIk9rvx9ku62Mej5nRF++DYwfGGAgJwn+F4SUX8IoQQQkjF5PxCCApuTnGzivARhKJo8txNnlTFL9zo2Qlb0wE3VbiRCrqRQyJgjKyX5f7BqCYS0OLmF4l8MbpJCCEBCfDbtm0rZ511lnF9TZo0SW5EqFUCEBoJwQV5qWyxLBEYoEEydAgvuEZlISzLc0ihQiKSv4NvvvlGjkKC7ueeK9ERVeeXhmPCnWaEAgj+Hm0wX2xffr4RTlZ4zpaNAWF5OUccYSoEeinSRWbPFjnwwMjnkGFyEYKHdvEqCkKA+2zMGMkfM0YQVNanRQsjxtSwRDI4qlT8UhEJg1MIuQOorKjhngd4bpdaCIVs0sTkvoIQGAoqzh1wgCAL2GhLULO54YYbIonyIVThpqTWq6/KSQccIFleG9htsdNOOxk3F9Yb4tM///wTcX6poDXtkEME9SC7zJhhKldiHTGtLZzFiF9wAKFKIj7XZWmydl/uJlQYhWAHBg6MrQ+J0MyGlvMKYaEPI4+X5/yq//LLgpT76x1HjjjwQKkDoRTrgUqIBQWyzRlnSGtPCEuIbktAYYiMiV8qMsVbJ09cFOTXQ8goSDbsESBvmia017bHbwrLtMWv/fd3E9kjxBbORBQAABCmkSQeglFp7iE0bNMfIojE934xL1lxL9mwR6Ah1Q/jiJHo/sJ5CyKf/s4ofhFCCCFVK+E9bnB32GEHc0PKio9pil8IQfDyuqQNRlK9EewSYPQcI/RBZb0zBcQ1r/NnQjUQwmCVsCeEED8apgcHVjKoMKK5q5IFgs9///1nkr2rOOMHubG2RAiUlxDdBpmgSlSs1E6+ApEAotAeexiBT4HvIygxfK9eveSwESOk0HNKiRUmCb9RTTiz0HnXqounnipd999fanq5IeHQWu8LjzznnHNM+KOGdCoa3oeQQX0N9uzfX3bHoIhWB44Hts8LuTp3JWohxgcVKGe9+aZkn3iiDC0ulibeNdFuR4iSzz77bCTHF1DRTgWtXw4+WM5GKOhnn0nLn36KVMPcDbklPWLaV69ztviFZOJw+wXkUlJHlgqHCsJtbYHpt65dpX7nztLRy9mVu3q1vNezpxE362NZqMipApo/OXwiIDThu8lU3y6N+JUIbR8khYebO1VxyBbL9HtwWuF3ZYtfmgwe4g+cnBAMbdCeqSSZ93PSSSX3gz0/WwBMVtBKR/yyhUNsE8QvuNRQgVun0wHLsPs3QgghhFQe8QtgtBaEdSqqM+vzi2TgLePNA6/TEr8QWpEJ8ct38x5z04cOQ4q5cpIGo8TYZs37phXCfvmlbJZHCKkWpHLtgECCIisQK1QESxZNci5BIlYYSKDtdeARtmaHDxqCHCRILH/XXRGB6Y5RowRp+4PyPWHg6O6775bcM8/UFYt+iJAxfc/rtN9834Ny+DO/yK53TpCs3Jrm+0b8shKo9+jRQy5BInMf6vaCm8kWvz70QjVjchTFw5tPlrWucJU99dRTppiBDfZTFw0bXLhQWniVG1XcUiA6IR+cgjyitvgFYQseoFU9e0ZFE6+qJHKa2dMaNN+kLaBg2f5CMB7aHnCzn3baaSakdciQIXIIqvB52wkZ6M2dd5bLnnlGmkIU+/57kyT+pKuukrpNmkhDXP9wDdeE62HgOPCFUhogek2cmNx9Q1mKXwBi1EMPuaLVWWclJ8gFCT/27wP7B+3jT+9QVtugSfC1rceOdR8K9mGifVUa7DZQQRHHEkRjfKYVHtEuOK7RLj7nISGEEEIqqNojktCik6KJYm2QmBjhIhg1L9E52ARwxJG/V6yPvDY33qjek8oNI254Sxv2GM/5BdAJQKfIrnqUKXAjCdeCdkgROoGk+0i+v8MOmV8eIaTKgOrAyNtliy7q3ho5cqR5rcnWca1B9T04gmwQsghhAp8jH5g/11QikNepd+/e8v333yc/SIPOMQYNJkyQV+EciucCgZPEWqf33nvP5NA64txz5cDTTou4lQJRwQPrhY4xcoVB/EJYGOaJSpjTpomTnRW51kiWK6ht0PDIBGh7Ic9XTNth4ALJ4JMNbdNOvTUPhI2e4MtpFkEdYv/+K4379pWNGzeWaH8Imbh3gHMc9xLY17agpWLlRhSHWY1Awyj6WYz4peH9+EzbNk4+JXV+QfzyF18w4ZNevjKzDFzPkPsMoZJZWdIVCfFxrUduK4h6icSr6dNTcxpVhPhlFUiIDGSlgh4jtssObYc8bH4sx19GwbJxL6ZthAqZfpCfNOh3HY9k953tfsNvBeKuhj2ifU4/3X0oEMAIIYQQUrbiF5INT8Roo2AQ88fIexqCgnwcqAaFUAlUdurbt69JNNumTRuT8H7q1Kkyffp0MwL99NNPp7r46sl337lCUCrVLxH2ghwXCF9J1+q/eLF78x3G66+L7LijCDpKqYZkJAIOL4Q82jeGEPPuvNMdRWZ1IkI2WVAh+K677jLXE4hguF4gTH7cuHHm2gKRCEnpAf7HNaZfv37mmoPE7IsWLZJPPvlEFixYYEIFUWk4HTQ0LiWHMsK18IgHznsYALBA/iiEWCaFulMg1kBsgYsI1wQIKkj6DXEKeb/yY0UudX41UbEhAWjnN954Q46wHS8Qv6xwy6RJ1j2nudlwPahRI9R1h9QJEL8gRGm7qaClVRjroB184heOp1NOOcUIm4HrOGyYW/ExTugewicffvjhEoKrvZ2HHnmktFA3Hq51773nVhqEcIZ547qP/xOJI5kYIEQ+K+TM0jQDlQ0Vfuyqj3gP4agYFENeMLj70FaDBpXdeiQ6RvG7C3LhhYGqmMlWhbSdX1gPiF8a9phKDjVCCCGEhJKyogHhyy9aIfkwHgrEL5Quv/LKK40o9vHHH5sOCm5iceOJTgtG75HAmJihdbfDksroLkaOIXyl6hizgW0+3ughnAno6GAEHB2ITApgn36K0lyx76Ezi3AeJEnWik6EkE2O/fbbzziHv/rqK5k8ebKsWbPG5Kvaeuut5cgjjzRhZupGgkPr7LPPNg6gsWPHmkEWhOxBCDvvvPNM1UcN4UsVFVMyHp5vd/LTAQIAHDZwFPXtG33/1FNDv3LHHXfKrjsNkN577SXZEGKSAANbEA7vxKCE7bxJRfzS8MRk21CdX7i+xfmOVpiEOxDuMFusRBikqRyJsMqffy5RQRTbFeGbb6KvdSApQc4qOL5Ot104Nt467wjRRoUrOKOQVF9DReF0xjr781aVFRAByyqFQSbAPQaK3vTvH30Pvz240xGOCHEXLvVMD8KVNcjpliy2+KXHPcQvVHVN8/xFCCGEkFhSvpNAng48EoHR2GuvvTbV2W+aIPG73YFJBtwcIeEwRsfTFb8mTxa5+eb4N6Rwfx16qOtS0EpOmQAjuhhhtznjDHeE96OPKH4RsgkDxzAeyQA30/33318m65GW86s8gHsIuZVS4Mwzz5A6NXJFfvjBTSSeBHA2PQo3mQ0GRIIqBIcBF9Urr0RFsERAmEIuIwyoxQlxU0ET4hfcfkjajyqQMUBkwsDNm2+6IalYd1vYgriCgRgMxGEgKVnnXTLuIfuY6dXLfSioDgqRr7I6scobiI62CAmQbw0VDiHopuK2qqqo2x2iLoRAVLzEMYS8ZxS/CCGEkKqd8J5YLFwYLaueCsiXtXRpek0J0Wz2bMRvxJ8OSVYR2uEL0Sk1uKnVBLM2qJqGjixCQgghpAJR8SurtDmXKhMocvLZZ66jJB1SDXuEi/fdd5GwLbnpEc6v4YIQp0JQQRIDbXDoIWk/HFklBnBQsREpGhC+v2RJ9DMIbHATIfRQRSirCmba2K6dMDBwBVdYdTquMg3cjSiugNQLmwJbb+0KsH36uIOOSEsBIMh6LkdCCCGElI4q5iGvxuIXwhLSEb/sm/lUc24hLwpGxhOBXDKoSBZS+SplpkwRmTPHXb4fJAM+8EA3FNSr4EUIIRUpfmUU5DT0JfIvV5D7Cdv1228i22+f+vfhWko1JyOcYqjS+f777jk+DCSuh9NlwABX+IjjNkZlRX8lyhLsuqsbXohKiwCDRTroYlWBNGIUSKIQQNLiV2VzC5LKDYRQPTYhLuOhgjEGBQkhhBBSaih+VQBZkiWdW9SLvC6V8wsdhXRAxyfZMEaEkqCjcM45khEwqn/iiSKoxBUERC86vwghFQwqEmZcALMr45X3tUar2uHc+9NP6YlfELGOPDK17yC31bHHusIbnCxwHSMMESGHWvEX76FaJUCly5NOKn1oLFIC4IH8lkCd0v7wRji+jjrKDfEvi7BHQtLBq2LKhPeEEEJIZqD4VQHUrpEjH4/cJRpCgrwm6YhfyFMyb176YYfJFhxAB+PVVyUj/PWXK2x98EF4yAdccMgJhipHyTjTCCGkjBLv41EtrjU2EJwgNCUQmAJBDq1Uc1QiUfl114m8+KI72PPMM27uMQhpKn4h3AtOl+OPT7+CcRAtW0bzSSHMHyGfCDGzgQv5nnsys7xkwh4JSYZkQ4UJIYQQkhTM+VXRoCMAZwHysKQKcnEhfDDdnF/JhlrCJYDlFBRIqYGDDJ0c5FqJ11lBlaSyqoQ1frzIVVeVzbw3FSBiZiI/DiGk/EGyfDjAUgUVFOGeUsEqFRDGhXMGXL+owgjsa4p29FNJpp9swv3dd3fDTQEGjOzk6nfc4T4yBZ1fJNPOL0IIIYRkBIpflSXfVzqJbzt2TD8RfSqhlggbwWg2QiVLy5NPhoc72jnGAFwB6GxligcfFPn2W7cjhNCjTSWRbqZBFbYOHdwk1oSQqgeEKLiOU2XGDDcvVtOm6S0TzJ8ffS9oQCXT4tdll4l88ol7zh861K10CfeXgjxLcKZlCoRs4pqebhVmQpRMHpeEEEIIofhVEazPL5I97vrCPNb/nWayewDxCg6udICQBfEsGRCC0q2byKxZUirgGED5buR6SeRo09ws6Vaz9DNxopuzDOE6Kr5NnhzNeYMOEZ1MyfHQQ+7zwQe77bYp8cYbbsguIVXtWpNfFCswIdw+VSAawaWMKoqpUquWey2xBS+8huMLoZT2upUVWAe4aVauFNlqK/e9TBcfgHMZg0tl5Vwmmw7PP++GCBNCCCEkI9D5VQE44sivi9eYh4P8V7hZTlf8wk18qtZ4dDiQXLhnz+S/A8Ho55+l1KE2O+8ssvfeiadFWCREQVSZLC1wKqBsunLIIa7QdemlIlOninz0kUjt2iIjR5Z+WdUZHDc33ujekB9wQFQMqu4g9xwqzyFHERJi4/hFxVI4B5mThVSVa404sS4s5H1M9feL432ffdJzKuM7utxOnaLnZjhxMeBRHuIXzvMqfqnzuSIrbxISD1xnjzuObUQIIYRkCIpfFQ2S7KZbFQp5VzCSnqr7C50PhBOmEpaBUezSiF9Y3nvvidx/f/LfQTXKdHOa2UDUwvrDRfbII9F8Nzff7OaD2WuvaDhfJsMsqxv33hvNm/PWWyIXX+xWa6vuNGwocsopIttsE31v1CjXOYgcdoRUNVRggpgLcTdZIByVRiyCAIZ5wD0KNzEEdQjJ9jWsrJ1fcKtC/NLrH4uqEEIIIYRsElD8qmh2GiTy1FPpfRcCDlxjqYpfCxa4o96pVNQqrfMLYSDodEDQSha4AeBQKy3vvOOKbnCTnXaam5NFeeEFkQED3ATIcPZkIq9ZdQRtCMEHxQog2KITC8fGm2+KHHigyIcfSrVEwzpPPdV9vuCCaBhtu3auAIbOO0VTUpXQ/FsglUImEK7gnkqXO+8UGTzYHYzAoA+WjYIvNqWZfyrOL6wHzvmpVq4khBBCCCFVEopfFQ3C8eyOSAIWLFggjt3RRmgghKVUQMJhJPlNBYhfv/zihqmkA0QliAUYeU+W/v1Fnn02NWeCH+SSQWVC27Xj7wzBvdOvnxuKg4TOxcVSJcBxkO7+SJbvv3fD/CBwgRdfFDn/fPf1TjuJLF/uCmNwRlVHAQjHPJxfDz/sHhvovEPwmj5d5MIL3aqhEE/tBNqEVHZst1N5il8nn+xW28X1R8UvvSbgGeeWffeVMgPrPneue85v3lykV6/0ql4SQgghhJAqB+/6SsmqVauMIPX3339LYZgQgUTxuKF/9dWSn3Xa0jxNnDhRihIkXF+yZIm0a9dOnoUgpMDBlar4hRv/VEe7IQxt3Ojmx0qByy+/XHaCSALxS/O8JAsS40Pcu+aalL728ccfy1577SWfffaZrJk9Wwrz8uTFDz+UDz/8UB5++GG55JJLgr/Yu7fI4Ye7DqdMgZxlCDMtC3A8acgsQjfvvtt9DfEO+agQxllaRo+OJnhHu9n7EOFPTz/tuuZQOQ4iWHmzZEnZipXTprmJsdFB3npr1/G2ww4i227rCn4KBDFCqgoQgdTlWp7il41f/ILLcsQIkRYtpMzAsmbOdN1mu+1WdsshhBBCCCGVjmorfhUXF8v1118v+fn56c0AuaYQzgSQG+rqq0tM8tdffxkxCo+2bdvK7bffXnI+8+aJnHiiyNix7jPCpSyWt2ghb731lgwaNEjef/99Ofvss2UlQjIsIKrdcccd0hwj1SY11aTSVXyEa2XAADNPCFNrk6n6hRDJ3r3FufpqWbFiRcLJ0e5Dhw6Vm2++2azvhhkzZH3btua7c+fOlbFjx8rvv/8efyZw3Nx3n8hjj8VWA0vAqFGj5KOPPpLdd99d7rn4YplbUCBHH3OMWZ8zzzxTbrvtNvktKLxxzBiRrl1FnnzS3U+ZyGcF4aRtWzfMJtNoPrQff3RFSSSjh1D4+OOuGIPE9OmCcNNhw0Tef991aiCsEb8Dv0vi+ONd1xyEoIqogojfBNwkcPdlulrnH3+4YbJhQjEcmyiYgNxBmQjPJaQ82XLLktUX44n4GPxAwvuyEr9AKs7gdMC6I3wf5+VUwv4JIYQQQkjVx6kmPPfcc86uu+4a+f+nn35CDJbz2WefJf7y4487Tk6O4xQXO87SpY6zYoXjNGiAIC7H+eUX9xmPNWsiX1mzZo3TrFkz5/TTT3eOO+44syw8zjjjDHeCBx90nJ12cpx993W/e+mlkfn8W6+B0+/Kd50dz3zCqZFbM/LdHj16mOeHHnrIufDCC50jjzzS+eqrr5yaNaPTtGnTxhkyZIiTn5/vPP74407+JZc4RSedlFpjNWvmON98Y+al8y0qKgqdfMqUKc6DDz7oFH/+ufNf7dpm+iVLljjz5893iouLzXdffvllZ926dWZ6vLfddttF5o3HeBHnVOt/fQB8/5VXXnE2btwYvAJt2jjOl1/G3SQs/6CDDnKGDx9u5vviiy86ubm5zslZWc6knBxnwYIFkWUOHDjQadiwoVnHI444wlm/fn10RjgGhg6N7vM47RJKQYHjjB7tOG+/HZ3Prbc6zn33OU7Pnk7GOOyw6PzjPVLdhpUrHWe77aLfX7Uq8XceeMCdduJEtw1Ly5IljvO//znO4sWOc8cdjnP44dHPfv3VcXbbzXFeeim6jk2bOs5TTznOvfc6zrJlTkbQ+a9eHX+69993nA4dHGf6dMfZsCEzyyYkA6zbWOjsePOn5oHXJahVy73GxSM/3/0d3HKL4+y/v3seywSDB7u/2ZYtHefAA91l4Npblrz3nrucvn3LdjmEEEIIIaTSUWXFr0WLFjlFixY533//vRE0VGz57bffjPgCgQj/X3fddYlnNmyYe0N87bXmeeOQIU4hOgV+EeGrr8zk//77r7P77rs7jRs3jswCYouKK/fedVdsp/yqq5z8JUucLgHCxDbbbGMEul122cV8d/DgwU7dunVLiER4XHzxxc6nn37qbLHFFs6zzz5r3jtLxJnYqFHyDff3346Tne0ULF3qNGjQIDLvo48+2lm9erWzcOFCZ/HixUaQQhu/++67kWm+eOstp0jEaZmV5Vx77bXmvaefftrZYYcdzOtTTjnFLAL7AP/fddddzoYNG5x+ffo4q0WcraxtUUHv1Vdfdd5++23z+txzzzWiYgkGDXKcZ54J3aSCggLTJphHvXr1nDPPPNO8f2TNmqaN1597rvl/p512MtP89ddfMe36ySefxM7wySej+2j+/MRtCrEHgpfyyivR7w8c6Dh33uk4u+/uOF26uO9lgmOPdef1ww+O06mTKw7h/803d5z+/R3nxBOj6zB8ePLzLSwsedwnw7ffpv6deFx4oTufCy6IzhMC6BFHhIt8nTu7z3GOlaSZNMkVBk49NfG0EE91HSCkE1JVqF/fcX78Mf40EL/1PFKvnuM89lhmlr3nno7z6KPuQBNE848+csoFnCNxfiSEEEIIIZsUVUr8mjZlivP2IYc4v157rfOL1emt4xOJHu7Rw7lJxDnxxBOdbt26GUHl7rvvNqJYCeDUsOa1qnt3Z4aIs1TE6S3i/Nqxo/Nls2bOZBHn6q5dnc8//zyynJtvvjkyGwhF+v7r3rzWw7Ek4iz/6CPnlltuMZ+1EHFuFXEW1azpfNa8ufMAHDOO41x++eXmc7ifMF+8vuSSSyLz/Prrr81nf/75p/kfwhueh0Lwy8oyItRjjz3m1KpVy4hXoTz7rLOyU6fIfOGIGjduXGR++oBrCvPC6xo1ajg77rijKy7Wq+fcteOOzpZbbmn+r+05wfTRr18/Z8yYMU5fa2R95YQJTlHduk7bVq2cvLw8I6iBG264wd2GoUMj3z/nnHNKrvNxx7nCpAeEuXfeecfsT3t/zJ071whhtojzs+Vcwrb+6HX0pk+f7kybNs3Zb7/9nHvuuSfiWvN2puM0b+4eE56gFwqOKbikLNehc/rpbkexa1e3YwkhpVWrqDjzwgtOqfjrr+gxi+VjWwEcHLaLY8AAd92w7ETAHbZggdsx1Hnvt5/jHHxw8uv1xReOs/XW7nexH6ZOTewqeeut2PX7/nu3Y7rllo7Tr587L4jTcMzZQpc6KadNi30fgtVppzmlRoVKuM+SAYL3Zps5zs47R/cLIZUdDOB89138af77zz2m4frC888/Z2bZcEXDEYt5/v67U27gfMnfJyGEEELIJkeVEb/yN250XvI6uIU+x8d7PXs6F110kXPeeec5g6z3N65dGyPM/A3XExg/3h29RogFOsqeQ2hRixZG8Frlfb97w4bOtr17O/Xq1DHLHmXNaxXCJxDiCFcPhIPFi525U6Y473iC17hmzVzhRcQ5+8QTI9+D0DJnzhynfv365v8f4Nzx3FIjRoyI2ebCwkLn+eefd/7444+Y93RecH+NxPrDjWWtm9/tBtHsyy+/dO6//35n/oABzn0tW5rpunfvHhEEr7rqKvNe+/btSzjOENr5xhtvOD179nT+O+YYZ7LnsoMohucBAwY4r732WmSbIHCp+8rw8MMmTA0CIR4KXGG9e/c233nkkUec0047zenTp09JkfKqq2JG6tWNBjHr8MMPjwmhjHD33a74dfLJcY+r22+/PcaNdtttt0U/xL7FfBEmaotjNmPHRo9FHFcQpjD9c89Fp/n33+g0GqrYsWP4POMB99NRRznO9ts7zty5iadHGC+WN3my41jHUQx77eWKfS1auOG/L77olKpjiXnBxQGXCJYdFs6q+xbTwG0Httkm2lZoN3y+cKHrDIF7DkKihjXqcTJvHuKcsTPd8Mtu3dztTSdkFUAEzM5292cqYVh2GCbWKR4QSHNz3f2D4wWhX+yQk/IGv/lvvok/Da6bOKbhKMUxmykOOigaXr12bebmSwghhBBCSFUWv9b984/z21ZbOQuGDXOuyclxfmrY0PmtRg1n2ZFHuh325593XRcawohHkybOrEaNnAEiTraI8+GHH7oz23tv93OIG927O3899ZTz0bXXOrt37uw0tMSzxQsWODk5OcbldI333vKGDZ3l6uDRxxVXuM8YRffe+/6775z94T6rV88IKxBp1JW0Pr/Q2f3Wj5xWJ9ztrN2Qn3JbYH5t27Y1ryEULc7Kco7wwv7wQDjjqlWrnLFjxzoffPCBydeln30n4hzg5Rdbio63B8QxhFvCAYXQQcwf019zzTVGpIrw5pvOMi9X2FNPPeX8bLkAIIDpcpDDKwJykl12WeC2IIRU9wvESf1+zDIhjOyyi3n5+++/R6Zp2rSpEeAQNokcbzGgU5VEyBq2FznAdJ7t2rWLnUDzdj30UMkvY3/26OEKbQ0bOs6220aOO+MeUyBqwIWFz+DKQ54b27mVLHY4ZUh7BtK9u/sd/E7AP/8gSZobMon8WTpPCKmZEGCwbkOGROcLQdgPHFsQl0aOdJzatV2nFcRkCGcTJjjO8uXp5wrT5SIPF/KXpQqEOzjPUuXPP6PLfvXV8OmwfTqd5hbMVDgsIRa41ux/3wTzwOsS4LcJQTkeEM31GMV5LlMgVBvH/wkncJ8RQgghhJAyp0r2uJDsPQYNj9IHEvL63GGvdurk3AFnyA03REOz4CLzclfpAwnQzWcQNRxoFYuNkLTcTl6uj4suir7W3ETIvwQ3kIfml5o5c2bkvbUbC5z2l7xnHnidKjNmzHBmzZoVbY+ttnJWP/+8c+eddxqxKyhfGNxbeF7p5d5CEnsbiGhwUoHly5eb/F8QoEq4sDAN3F0iMY40ez6/+EPdevUyolkyBObhQq41Eee/99+PCa/E884QPP3AUZWXl1IoDdoTCfN1/hAGkY/MbOM997hijrWNEUcbhFA4m+C2w/6HsBokIOE9O7E+RFtM3769e+wkAt/FsbnDDu73UsmPgzBTW2CBGGkfx0cf7RZoUGdkaYEjTed9+eXuNtrA5aGfI6zyrLNi18c7DtNmn32i80IYLY6fVEQ97G+EeKUDhFq4HrFsuNbgQLN++2be+OySS1x3IF4jRLi88h2RTYqE1xoIxJ9/Hn8muNbo70kF9EygA1VXX525eRJCCCGEEFKdxK8SHHKIexONDryXQ8v8DzcJchgNG+bk5+Y6l1j5jIr79DHP3159dSTx+1EIJwMzZgSHO82e7Qod6EhrYnaEn0FMgwsIuZwCnCZ+Aam04lcJkJsJ7iMPhChiexCGOGjQIOfWW281DicUCMA29+vePdZZlQqFhU5xbq7zEip/JQNCzxBWmij3k8eyZcucQw45xKyzXyxZ4+Ug22effYw4hyT9kyEuBDlrEM6TootpxYoVEfHriiuuiISGmpA6HDeff+588dFHzn577OHuU4Th6fGGaeBgSrZd8f0g1w/ykyHEzw4jhOilbkOE62qOr1RAGJ5fvIXTq3XrzOXwsUHid4SQogIitvO119xOLhxncFwifEpDSlGRddSo6HqlG65oty3a0QtBjjzQdonyG0E4RZEKCNvpAnefv62xXFQARX4z/K9CI0MdSRmS8FqD88rHH8efCfLwoahKph2KWrQDYc2EEEIIIYSUMblSHejUyX0+/XSRnBz39W+/iTRuLNKkifnX2WMPOWjy5MhXvtxuO9nl779lRu3aMmjQIBk2bJj06dPH/XDrrYOX06VL9HXduu7zhAkihYUiubkiRx0V+LWsrCwpU3bdVeSjj0RGjDD/HnzwweihlJxu5kyR5s3lm59/Tn9ZOTmS1bq1DNtxx+Sm/+svt306dkxq8saNG8vuu+8uN910k5x88slSt25dqV2njsiDD8rKESPkhRdekKO8dn7++eeDZ4L9PGAAGl5SoWHDhrJq1Sr58ssvZb/99jPvzZo1S6Zv2CB9hg837byziHnItGki//wjssUW7pd79BBZty75hWHdNttMZNUq9/9//xW5+WaRzTcXuegikQULRJ59VuTqq0Xy86PfGzgweoynQrt2Iq1bu+u8zz4ir74qgnYtK04+2X1es8bdxsMOc/9He+G9N94QOeAA93ezww7uMYxj6pdfRLKzS7dstG39+u68rr9e5Lbb3PdPPdVtv4kTw7+Ltl++XGTo0PSX37y5yIoVIr17i8yd67637bbRz3/4wd0Xuq6EVBR5eSIFBfGn2bhRpGbNzC/7kUdEHnhApEGDzM+bEEIIIYQQH6XsZVYSIBosXhwrCmy5ZUT4AjW22UZ2WLs28v/ujz4qWYsWycmXXiq5ubly3HHHSc+ePVNfdo0aZSsiJAM69FOnuuPyiYSo9u1Lv7y2bV1xJhk+/1ykf3+3nZLkrLPOkgYNGkjz5s2lTp068uqrr8pza9fKZvn50qdr1/hfHjtW5OKLRfbeW9Khfv36su+++/pmOVa+sASo1bvsIvLkk66QpCJGOkCQArVqiVx2mcjo0SIvvOC+h/XHe7bw9fLLIt26pb88FSLff7/8jtl69dznVq3c5z/+cH+re+0l8s037jph+8FBB4lcemlml33rrSJFRe4xgfadMcP9H+IfRC5bGL72WpGnnnJf77576ZbdsKHINtvEivP2uYmQygDEZ5wT4oFzUArn76SpXZvCFyGEEEIIKTeqh/MLThG4LeIBJxD44AORzp3l7VmzZMKECXLrrbdKJ3/ntKrRq5fIkiXuI147/PefSIsWpV8eRJv585ObdtIkkZ2NVypp4JRbDIHE6Jo3yxFHHGFeD23RQrp+/72IOvSCOPRQ9/m006Q0TJ8+XRYsWCCTJk2SK6+80rx3togUN20qD11yieuegoDUoUP6C4GABocQnE8QXSAQTZ8u0q+fK2YCuKY++0zkwANdd1RpO7oVARxxELjgIBk2LNqZxnaW1/lBRTAIihDAcEzBnfb4465rEmIc+PJLke7dM+dsgYh5yCEiP/4oMnKku+yKFssJScf5tf/+pXdlEkIIIYQQUkFUD/ErGSAefPqpyG67mX/33WIL4/BBeF12Vb+hRwgmHhC34olfEMeaNcuM8ytZ8QvuHjhqUuT888+X+fPnyyWXXCIffvihDBgwQJph3V95JRpS52fcOJENG0QQ1lnKfbrtttuaR9++faVmzZpSUFBg3IHt4ZxDqFqjRiK33FI65wJERDwuuMAVXSCy7bmnyFVXufsJAiDC9xAe+OefmREuKwI4PAAEsLfeqrj1gDN0jz1EttvO/f+JJ9zQxDvvjE6z006ZWx721xlnuK9x3kFY8h13ZG7+hGRC/ILgjnPm//4XX/x65x22NyGEEEIIqbJkIfFXRa/Epsa6/ELZ6dbPzOuJlwyWOjUyoEEipxbcQwjJC+P8893OTmk74HDLIB8VQhrjgdxOCP+aN0+kTRspNQiZQ8jYFVeI3HBD7Gc4jFXwKi6uurmUsB1Vdd2rAhBHVYxT0LFHyCVcfBA0CdlUrjXIs6e5MBH+GJRP8M033dx5EMkIIYQQQgipomw6zq9KBDog06/cI7MzheMLzq94wEmkeYhKA8L0zjsvmug/jNdfd0PIMiF8abL0G290xS8kgoeQp0BgQ8dt9uyqLR5V5XWvCsB9hvDShQuj7yG/10svVeRaEVIx1xrkuVTxCw6voJDcxx5LrZgHIYQQQgghlZAqHu9HIiDxOpKHx+Pvv92QxdICQQuiF/IYhYGOFNwCZ52V2Z2EhOgIBZw1K/oehDC4dlBxkcnESSKQTw0iKRyC113nVpwjZFMEeek+/jjqigwCvxMN3yWEEEIIIaSKQvGrurD99iJffx1/GlRozIT4hfDCLl1Efv89fJrffnOXd+aZpV+ef9nI04RcYgBV/CBgaEeOkETAiYjjFy475FkrTdECQqoy+A0MHhy9hvzyS8lp4PpKVFCGEEIIIYSQSg7FrwpgQ0GRDHt4snngdUZANcuvvgr/HKP3mRK/wGabiSxaFP45EuIjD1lQDpnSgqpjcJUtWyZy++3RsEeEYxJCCEn+WqPnaAxmBOX1WrvWLahCCCGEEEJIFYbiVwVQ7Djy9Z/LzAOvM0Lfvm5YI/J6BYF8YChpn6n8WxC//v03/PO5c91KhmUBqiPCjdC0qbse99xTdssihJBN5VoTlDcShUvq1SuT9SOEEEIIIaS8oPhVXUAeLLi6kMsoTIxq0qRkpbvS5P166y2RohA3wcSJbhhNWYB8Y6++KtK/v8i4cW4VS0IIIaUDgydwEN9/f/Q9Or8IIYQQQkg1gOJXdaJzZzfXVhBwR223XeaWde65IqtXuyKUHzgMPv3UraJXVuy6q8iUKW7+L0IIIaUHohcq6g4f7p7Hd9zRDZen84sQQgghhFRxKH5VJ1q1Cg5FLCwUefvtaH6sTFCjhshll7m5t5BPzAaVGFeudPOQEUIIqRqsWuW6iMGKFSKTJ7uvGzSo0NUihBBCCCGktFD8qk60bBksfqGCF6p6bbVVZpd34oluZ+n112Pff+cdkV12EalVK7PLI4QQUjbgGgHWr3efDzjAfX7pJZH27dnqhBBCCCGkSkPxqzqB5O8LF5Z8/7vv3PDATFderFlT5NJLYx1lM2a4brBTTsnssgghhJQNd94p8sILrqMX15DDD3fzNoK9944KY4QQQgghhFRRKH5VELXzcswjo/TqFVyqHu/16SNlwpAhIj/8EA19hMiGSowHHlg2yyOEEJLZa83IkSJHHum6dadOdXN91anjzSBDRVIIIYQQQgipQHIrcuGbKnVq5Mqs64dmfsYDB7pVHefPF2nXLtb5dfzxUiYgHCY/3w231LwwSHafl1c2yyOEEFI21xoUTfn2W9fVi6q6QJ8JIYQQQgipwtD5VZ2A+ISKjl98EX1vwwaRadNE+vUrm2XCKdCpk8ihh4occojI5puL7LZb2SyLEEJI2XHEEe4zxC8Nk2fIIyGEEEIIqQZQ/Kpu7LqryMMPu2XqwYQJIs2aZT7ZvU3fviJTpoh8/DGT3BNCSFWlXr2o+JXN2wNCCCGEEFJ94N1tBbChoEhOevIb88DrjHLeeW6i4kWL3P8hSiF/S1mO3h93nFtp8pZbREaPLrvlEEIIKbtrjS1+ZbpACiGEEEIIIRUIk3lUAMWOI5/N/i/yOqO0aSPSsaPITz+J1K0r8vXXblL6sgTVwJDzixBCSNW91qj4haqPeBBCCCGEEFJNoPhVHenQIVbwuv76ilwbQgghVQHb+XXvvSJz5lT0GhFCCCGEEJIRKH5tCmy7bUWvASGEkKokfu21V0WvDSGEEEIIIRmDOb+qI6+8InLppSKTJoksWFDRa0MIIaQq0KOHyPDhZVsghRBCCCGEkAqAzq/qCKo73nxzRa8FIYSQqkSjRixaQgghhBBCqiV0fhFCCCGEEEIIIYSQagvFL0IIIYQQQgghhBBSbclynGTqnxNCCCGEEEIIIYQQUvWg84sQQgghhBBCCCGEVFsofhFCCCGEEEIIIYSQagvFL0IIIYQQQgghhBBSbaH4RQghhBBCCCGEEEKqLRS/CCGEEEIIIYQQQki1heIXIYQQQgghhBBCCKm2UPwihBBCCCGEEEIIIdUWil+EEEIIIYQQQgghpNpC8YsQQgghhBBCCCGEVFsofhFCCCGEEEIIIYSQagvFL0IIIYQQQgghhBBSbaH4RQghhBBCCCGEEEKqLRS/CCGEEEIIIYQQQki1heIXIYQQQgghhBBCCKm2UPwihBBCCCGEEEIIIdUWil+EEEIIIYQQQgghpNpC8YsQQgghhBBCCCGEVFsofhFCCCGEEEIIIYSQagvFL0IIIYQQQgghhBBSbaH4RQghhBBCCCGEEEKqLRS/KoB1+YXS4dL3zQOvS0NxcbHk5eXJ8uXLM7Z+hBBCqj6ZvNYkzSefiCxZUrbLeO01kZNPFtlqK1wEy3ZZhBBCCCGkWkDxq4pTUFAghYWF8ueff1b0qhBCCNmUgRC1xx4i995bdstwHJHDDxd58kmRn34Syc8vu2URQgghhJBqA8WvaoKDDkEyFJbT6D8hhJBNi/Xr3eeCgrJbxhtvxP5fVFR2yyKEEEIIIdUGil9VHIQ9piR+5eWJ/Ppr2a4UIYSQTQOEIM6cGSt+4TpTVqxaFfs/B3QIIYQQQkgSUPyqJuJXUqhAtnBhma0PIYSQTQiEII4YESt+5eaKTJsmsm5d5pfnd3pR/CKEEEIIIUlA8auU3HHHHfL9999LlXB+qVCWrEuMEEIISdaNtWGD+7xypUi/fiJPP535toPYlZUV/Z9hj4QQQgghJAkofpWSUaNGySWXXCIVhYpeSTnAykn8+vfff2XSpEllugxCCCGVBBWg1Pm1erX7vHFj2SyrTp3o/3R+kcrM66+LXH552cwbjsu33gr/fNYs/j4IIYQQC4pfFUB2VpYM7trcPPC63Jxf2kEpY/HrqKOOkp122qlMl0EIIZUKnFfV+VQNrzXxKNQE9yp+rV3rPpfFMiF21a4d+z8hlZUbbhC5+eaymTeqqt5zT/BnSG/Ro4fI2LFls2xCCCGkCpJb0StQHchK8Qa/Vl6OPHnS9uWf8yvJaQsKCsw25SJvSxqs1w4QIRXFYYeJdOvmdjwIKQ9uvVXksssqVVh5Jq818fjn999lc4Q66rlfc32VhTDld34x7JH4+ftvkcWLRbbdtuLbplatsp1/dsgYNn6PthBNCCGEEDq/KkL8quw5v7bccksZPHhwRtavujBx4kQjClYJ5s8vG8dFVQs1uemmil4Lsinx+++yqbI5xK5GjeRXzX+pHe6yOGfS+UXiAQH26KNF+vSpHO2kLsWyEsVzcoLfL0sBmhBCCKmiMOwxA1Q38Wv+/PlG7KmK7WHz8ssvS59UboAxUhqSo2bQoEEyZswYqRL89pv7XBEOlB9+cEfdKwOVyIFDNgHUgZHJ4w6d+GOPlUqLb1vnXHCB+7Ynfq1ZvjzlWa5YsULWxasS6Xd+ffqpyNy5Ir16iTz0kJS5sPLCCzGiHnJc/vPPP1LpyM+XTRIcG19+KZUGFb8ynf9Of3uJxK+qMmhHCCGElAMUvzy+/fbbchN71uUXSvcrPzAPvK5K1R7z8/NlbRWx0T/99NPy3XffJf+FRo1Ejjsu9OO4HbLyZtmyxNOkEhKbKbbZRoSuQbIpi1+ZdFq8+KLI88+n/fVMXmsC8W1rC1wj2rSRYq/644/Tp6c8y/bt28tee+2VfM6vs85C2WWRmTNFzj5bypSvvhI55hgRq8Lz9ttvn9ogSxyWLl1qrrEZmJFIzZoin3ySidUipUGPVS0CYYP7kyuuKN1vL5H4dcopImeckd4yCCGEkGoGxS9zD1Eoffv2lZm4eS4n1hcUmUe55vzKQML7gw46SOrVqxd3mqSEuHIgHQfamkmT5PDDD5d333230m6XoWlTkYB1NOh2V1S4g+YaIWRTFL8CnBaLFi2Su+++O7XzdSW71gTi29Z+IrKhU6dIx7s4DSFn1apVsc7j//4TufDCqHjgd36Bn39GvH7gOgFc288///zSt78n6kWePac09m8maNasmZx33nmln5GuH/JepUOi7+Ecv8UWMSJgpQXt+fXXFbf8vDz3ec2akp89/rgbnp/OcalOskTiF3jlldTnTwghhFRDKH6Ze2m3Y7AxTVt6lQh7RPhJvJLYSTJp0iSpKmSHJYKNw3///Sevvfaa3BNQQakiOq4Jc3vFg4mgCakU4te4ceNk5MiRsmDBguq1R3zbCqlrXffumQ25mjFD5K67RD7+WOT0010RwXZ+gc8+E9lqq1BX7Ntvvy2jR48uvXtXBQxL/Mo0ZhAOYZSlcYBpu6dzT/PTTyItW4pMmxY+DcS+P/8UmTUruXni/qQiCuHgmn3ffbCBS4Wh1+Fnnin5md47prOv9Tth9zl2e1e2exdCCCGkgti0xS+Mbi5fXmpRoyLFLxW9VMAL5dprRU49Vb+U9vKQ9N2Mv7/zjlR20tkvjvedoO+WufiFsuT77JP89In2Y0WJX5XJIUdIJkB4UqIOdJywxyVLlpjnDRiESCMUsAToSKcS0l1GOD5x6yucdnJyJEs73pkQv7Q9MfDy6KOu6OJ3foE99nD3QUDOQQ0lhMs7rVBHVPEUkVnffFNm4peum6mW3KaNyHXXudty772pn1O13TdsSH1FdNviOXhVeAkK5fODaRo2dPdZWV5DR48Wef/92Pd0f1dkyoJ466D3GWH7Cfv9mmuCRcZUnF+6Drjn3VRzwRFCCCGbvPiF0c1+/RILR5UYFWRS2YYJEyaIg2p4mhg9AcuWLYvkzsINugl6HDcu7ndCbsfKlUyLkmUe9ogb3ATtGkPY+lR02CPClCiAkerE5ZeLnHhi6Mcvjh4tf/34YwnBB+fLqVOnGkcpqPPssyLbbVf6zvgJJ4j8739S0RT5Ou3wRRVlZUmWt305+Bz5hkpTCVPb0xNaPnrjDZkFd9eDD8ZOhzxhzZuL3H9/qPjlv05effXV0gODDpFF+cQ6hF9i399yi8jUqfKkztsSv15CcVkpPZpLc6Emz8fz22+LjBghAsdgsi4r+9yfqvMLghecdvZ34XZ7771Y4UoFlKBQvqD8YyqSeb+DMuH880Uuvji4HRK5ziAynnRS5kP2sf9wXoBTMd46oK2x7IsuinUu4n0MXL78cvB3gF5rkbd2/PjYfIEKjnvcw+GetxKI5oQQQkhFsWk7v8Dvv0duiLNxw45R5SoY9pjQlWSNDt5www2SddhhcTtzNscff3wkoW8yI+f1CwvFTLVihaTDzz//nJGkv2k5v+J8t1Ll/KrMzi+gHSgFvysVBzZF8PusiLAfkhm889HixYtlzpw5kfPBKji6ttpKjjr/fGmP0DtgnSOROxAJ0SOVYjWXUmmOBT035uYGfnzooYfK2WWd+N2j0NuOQzp3lnfbtZPRONSzsyXLa4NGcLo98oiIOqbSQQUpT3Cqj6g7CCpIdG+z2WYit94q8uSTIjvskJTz65NPPpFZnqj08ccfS40aNSIuPcOgQSJffGFeOg8+aJbtfTEyyTBsv5SeNZ6QtPjff0uevyG+QaRLttiMHfaI9Yd7KBlGjYq2qx5nCDfdf39XmPELL8k4vzAfiD8NGpROBE0GJPnX/YZreJjrCg7CsWNjqxQ/9ZQb8hkG9ge+k+jeBNOpgHXQQe4gY926wb95vYajPZG37s47Y9chLE8rjhXkwQPYRvzODjlEZPfd3QG0CRNE/vgjOj2mWbhQpGdPVGiIv/6EEEJINYbilzUa3AEjbEjiWlWdXxj5hqMrgfgVkXWSFIdWWqOhEQEoK8u8Dsphk6c3bOigBIB1/TsgNEXp2bOn3HbbbVIROb/iUW45v5IVYFN1fuFGHJ2bVMHNPuaZTIXJMOFt221Ftt5aNlluvz04VItUPvC7ueCCWGesd/484YQTpGvXrub166+/Lp3gNPJ3mC330CteomkkcQfj4QQJc+RAdElG9FcBrV49eeyxx8xggc1bb7whDz/0kJQHhRs2CLZ2YdOmckfHjvKx5/xSctQZ5G3Xb7/9ZgYWZs+ebf5/+eWXZd68eSk5v+A8LiwujhmMWIv9g0IsqDTbubOb4Nw6X4eJX1q8Be8jcT1YDiHBzxZbSOG//8pR+n9I6OrcuXPlzz//NFUbU+Gvv/6Stm3bmtf7Dhnivon1123/9VddQPwZ4bhq1iwa/of/UQkT9zbJYM9fj1F9tguspOL8wrQ1aog0aSJy992SUZ57zr02qRMP4ZVYFtx6eNb28wtPyB2naSDsbYyX6B8DOvvuKzJlSvx1ggCLgjT2NRDHGVyQOIbRjhCocJxpO+IzXQfbfajHq/9aD8H2jTei06Bt9XeE1Ak77+zeR2gRCKwLBiNR0boCB2sJIYSQiqZKil/77ruvvPQSgg184Abx3HPTFr/y0rTkp+owys7Kkv7zfpT+hUvN64yJXx99JKIOAwWdIFQUssSvyKskxaEwxxM6du3atYt9c+FC2V5vREPyWNx1111yIW7047jIIqPv2L4wkQe2fi8XS3mIX+Xm/Eo2LCFV5xc63hhZThXdj+pISIdkHALVmapQFY1EO8AoeAH3hCdojIX7BcKI5QqCwFErQR4s/3UqS8+NQeIXhLSRI6P/hw1kaAhUYaGcdtppcgtcQcqKFQK/7UtehTlzrenYxDxKe60JC3vEWbxu3bqywTtPqPj1A9pCB068Tr4OesA9h/PpkUceGbv+Qeh1wjuHwH21sbhYHrTCHuvpuW7zzV0XD7BECl23MPFrxYoVEYHS5Nzy07mzFC9aJJ1E5P3evaMV/Cz+/fdf6dixo2yxxRZy9NFHS6ril3I4Bin02me7rwCu79iGsHM/tgHCm7YBjrOg6yCmgfvJP6BjO8vglpo61Z1H48auOKvo8QsRx3YYxRO/Lrkk2LmG9z74IL1QeXWS6e8M+xPHAhxgaCfd359+WjL/nL2fdXviVe1U91hYfi7dV/oMB6JSv767PAhfBxzgClRYZ50Wy09F/LLPH/Hy6kGEU/BbhDhICCGEbMJUSfFr7NixcgFG5v08/LDIAw+k7+hJU9xIVfyqlZcjL794mby8coJ5jSqTX375Zdnk/EL4C0Y40xC/xuOG8bHHJCekXQLLu59yilyjN8MhoT0YGTe3qhDrEoEKXnvuGcmHEsPw4W44iA1GP7319e+XDz/8MPGIfEDCexW9QsUvCK64uc8UYcvBqLndOQ6bTt/PVM4vbYvSiH+ZFCLjdVAqKxxtrzpoJ9c7tyLUUc+urSACeAIJKgf6ag4aCqzzHkQhBQFZx+k/fvFLr0EqMONzhKYHUOw5Qx0Vm4qKzLoglyPO1xCHWnvHm7nWnDHAPPA6FXC+S+R2Rdgjut516tSJiEYqfkEqiXS1vU6+VlRGm6oQ9c8//8jqAHF8xowZ8tlnnxl3mV/8yi8qiuRRi7RLcbERoNZhnTt2jCnKolUe/dfJXC90FDkt1eGM+ZY413frJjW9QYlf4awKEC+zISZ5LESIWQro+g0cOFCG7rabeb0erirbCQhBDY45CHwnnxw8I20rPQbxv1777W1H+B7cTziW4BhXwc12cuH6jxA55JLCMuEcUqe3rhdcjzfcEH/jMC3EQggxQddfOJj23tvNcZYqet29+uqoEKTiF55tYSieq0v3J1xbYWib2vsEx8mhh7rtiWXC6ann+tNOi04HUQ7ft3OKYf10udhPOl97nf33dXB0Id+ffg/hvfHcdwg1VbCv4PwihBBCNmGqpPgFcJOL0doY0gxLCxSOcJOG6lHlAEqw77LLLinfLH/11VfJ5fzCjWeQ+JWgQz50zz3NDVz3ENdOoLPKvjEMyU9SrO2NG7h4Ao2WUv/kEzNC/30y7pn27d1R5ID1Gzp0qFyoeTLSOD5C2xgiXiaqmilhIhOELztsJGw6bV99vvLK5MNe4lGasM9MiF8QiHEMILeP5ZSIgJxildFhhXW1kw+Tyo3XyZ33xx/GoYQk6HqWauY5hZAfCoJ8kPPLiDVwB11/fUwC9TY6e5yP/eKJnmM9Z8a8OMVIvvrkEzESxIQJcqgn3Jxzzjmy8847y4Z33xXIZ8UBzqRUOfnkk6UzQggDXLlHZmXJit69pXDjRiN+QeSLiF86HXJ+6e/euy6oA+ubb76JvH777belV69ekfk38Drst996q1y2224yVxO92zm/liyRHF+VO7R1q1atjBtOjjkmIrQghP6FF14IdH6pGIf9qc6vIUOGyKOekIVhHCOrIOm8x3IILgHhqS2uukrUZ9MEYWgpXs+32247mThxojSFS0hEakO8u+mm6ERHHOEmjIew5uUhiwDh87XXouKX7TDUdsJnCNeEg0tDOzE/XL/gCsb1xA7hVacXwkFbtXLvFzTUDtvfr5+7folCddX5BdHQdo/5w/zTyfNpi8bISabbr7m/sP1YbxyH8ebv/z2iPSH82d/Redvv4TXaxAtvNu2J6+7Age72Kprzyxa/cFz/8kt0+boO9vz9zi+sF0I9MS1ywGEAMF6Sfu9YMmBgmM4vQgghmzhVVvwC+2MU3hZmMil+ocqTldQ2BtyU4uamtAnvvRsaHfVNheuvv96MEidV7REdMCs5crLOL50ubOsCxS97H/hGJF977TU3B46uKxK0xgsPuf76mH/hEJgyZYo8iapMdqfAxyQvkW3QfklUFTMo4X1C8SvT2MuBABsU4puK+IWR+WQTHsdbTkU7vyAQayLroGIKyCmG3GLlCc4FGPmPh32sau4eUnnxRJzbb7pJ9ttvPyOq6Fkjt6BAcITtdtRRkv3ff4HiVxG+j/xAH34YI7ZsnpMjkGw3BHXE1RGDxOAQXOKEc69fssQIS1nLl8trpg89S5566imBZFTryy/lc/Sf166Vbt26laoZ3n//ffkjIKQN4tfeELZmzJDcKVNMDq7atWtHxKy5njtoVV6e1PTOZSs9l5ZOg+uAvvaH/eF8i3af+eKLgsDFBrgW4/TjXU/g9fl70aLYxPSWkDVz5swYl9Hd1oCBX/xCLjCIbbgGQ5CDLwaSxXK4SwsLBRKiuQvo0EGmY2AF12ucB7H/NBzQop1PwAsF4Z9WGDmWD/cc8nNl2S5w+96gRYtoHjq72AHydMERdOSRUYFGz49YR50WxyUqjaIiouZvtNsQIYT29VHnAbGtVi33em0PXEHQgsiUqKIk7j8wLQQ0HE8akqmgIIJOFwYEH38RFf93UJRH3VkqfqE9IATj4Z8/9iMeOCdjOrii4D7DtXLyZDfk076/DBO/7M80yT4c6/aApub8giiJ9yFcIWxXUxwkCnu07wn0/IFtxL5NRvxCAQCAAU1CCCFkE6ZKi18mI4sd/hhHnMBNbljYmoobMZ/GEzqQQ+urr9IWv9blF0qf4c9Lnyb7mNfp5JLSpLz63YioEzavNJxfQUEyJ8TM0p0isv5wGNmhjj7x6/DDD5dhw4ZFKoEZApLHYq3a4ybUJxRgOZdffrlsg6pMV1xRsiy99//tXjn6oP2STh6wyPGB7URHwx92V5YhbRBgrdw2SaHHQqbCHksZFmzwuTQCQSWqp5+OP41f2Kto0LFWN0QydOkSW/HMS7JNKhGe4JDn5fvCeUaP3pyCAumamyv11q2Tbb75JjDsUSsgOnXrxgjmL0CgaNRIVm3cKOshLMANiNAyOwRchXZfXiHM59VXXzUVAWsWFkpQ8DbkFiztPU8gQlJ5c625/mPzWPfvf27hhSQdNn6hCM4ohAbC4aVblfvzzzLFO/9p8ZMXXn3VPH9onZ/vvPnmiECVl5cn9evXjxG//MuFk00DRlsgeT1Os1bYWmFAYnoNWzTXBYhf3m8L1wHkXoM7DfPGdhxxxBFG2MN9QePGjY2LD64ryE7wmR3x9NPiNGlinFwFXvvf16eP7NCsmWzQXFzIp+kT4U/LyZEzzzwzcVVkCPXWAJoRvyB8oiCJ11YlQCinXlMhekAI69RJ5K233PeQ3Nzv/ML1Q695KqShHbXt7NQDEHogckUb1H2GWAXxCMvU7VI3VzLil06LQhHIa2cXycE1RYvfxGuz444TOe88V5DCMlW8s49lLCNI/MJ64zN815+KYdo095wMgRWCJbYFLml1o9nbpt+137PDFvX3iweud7gP0cE9iF8Q1CDI9u/vipA2cIHFC3u02wa/NyxXxS/d18CuYIlt0/2pIliKEQaEEEJIdSNlJeC5556TM844Q/r27Ss1a9Y0N5YYdU4G3GwifA3fwQ1iRvCqRiUSrLCuSLSetPgVz+2SwAGEnFaJBK1ldRrKsmzvBi0NVPhJyvkF0sj5pbm+bGknsqcfekgGeY4ks2w84DCyxSzcbMPW7+vkZNs3ctY6fPvtt6ZjguwjF6ADpfvFmgaCm7ashqlEqoV5YZZ6e5uO+LV5fr4Jq7G/qx0Zs087dhSnb9/Mil9oM3se/mMnbN/ax6j9nUwLROk4v/xtkkwboWrd88/Hn6a025ZOXpnS4t92DQf+5hs3lw4pAYSRkSNHmlC+1q1bS61atWSzzTYzbtcnn3yypPBtnXsR9ta+fXtzzm/ZsqUMHjzYCEdJ43VyIX6dWFAg2w0bZsQkkJ2fL829juTWc+YEO788x5FTp46gLuQ0uJGQL+yzz2Tzs88WdJdfRxje0UfLKrhpgCfwaMc3y7d9cC9BsPnkk0+kZlFRjPiFbvTxCJ/H17OzJad2bbPuZh0cR5atzTcP08GH60dDrRJgt/Gvv/4qffr0kd69e5t9o7++Rd9/L5/n5speyBvlMU5EjoHT15pXDe86ge9ChNLX4OqrrzbnW72W4XwLQSre1dHJyjJ5wp7BpciroopUCOI54ZZAyJg2Td5/4AGTfwtpBeBO06qOOB7GjBlj8nshRBGiIujlOb9qrl4tWatXC+Zc6IVF/pefLytt8csfeoi8+NnZctnkyXKUhmqGAfHmjz/kmWeekY8++siIX01UsAkLWUW4N3J4ArQdHG4Q0vEMcQfXKb3WqnCFwRrdjyoY4TyuYXq2WILrtR0Wp/PA7wHz94tfWF88kMQdrisAIQvrAIENg4Q4T6v4hfMgCuTYgpXf5YRzI9y9EKqCrg+41uP76lizv49lqMDnF7/wnWOPjU1Cj3bQ6wHW23br6fx1XeFY03nb6+8Xv7ANKn5hf+20k/s+QijV5Ybl+PcxjqV4zi//+c4Wv+xBRlu8hMCm96q6bcz5RQghZBMnZfHrf//7nzzyyCMmTAH5NZIFN7YnnniiZBy7M5ugQzw9pDx5YMJ7fS9A6CryjVD6RRZUe9IcI8mgI+ZJM2+eHOqJTCVyfoWJDDqSmYLzKzuB2NHjcwTYiBQix5ZWo7ITv2N/dO9uXFo2Mc4vS5SDoDpixIhoh1L3p+UwQ4Ji/x65ScPKPFFhQxyhK5H4VcNx5IWA/d3eFhp1pBo3vDj+Sit+ee0Ywd/uYWKrTocKjvZ2BY0W6+fpuLcy4fzS5Seq+phoGfp5KuIXHDcohoHjtI1mXsoQ6ex7XfdExRc2YSBGPPTQQ+bciuq+EMIOPvhgUy0QuagQFucPQ4ZAsdVWW5lz74ABA0x+v0MOOcS4eyAapeP82hH5m5Yvl3reOWjrf/+VJl4S+w35+YHi10bv/LBo9WrZ2hOnenqfZfXsKcW5uTLbC/3KVjfJggVS1Lat5K9f7xb38LmzPrzoIkHAL0QSv/g1XkTglzwYff7iYsmtWzcifsW0kSaID8jFiLaDCGUXMUG76aBEly5d5PfffzdOOIhWOtf8uXNldU6OESgVeKH0HPoLKtt54hfENHwX4X0Qv+Aga9SokYwaNcqc29955x3zjM8aNmxoxC89g6lXciXCxXAayMkxgx9wIl/kfWZC6j1+qF9fnM6d5Z5zzzXbBeEU1w7MWwczbr/9dvnhhx+M0OZ3ka21zp2de/Qwy8IxifU14hceOJddcok84U33LdrfcWTzGTNkL1wXfvlFCv79V1YvWyYPPfigXIJqhz5OOOEEM5iI/dpSzyV2SKOi+aO0Cimu5ypcQfRDSCTCE595Jur8glPMFmbUOYfv4TsQXGwXKlz0tgAEVxucWmYH+sQvO+wRaPgeqjgjZBfLQKGdSy+NimcAog+OKxz/yM+o38e8IfDgfQjBtvilxzAEKR3s9LukEOIb5vyyQx79x76KXGgbe9u1rbAcLBOuOi2gEBT2qAKUJtzX+xoVuTDI4YXNCgoa2PdJKDZg/+aDcn6hve+9N9j5ZQPxC/dcHTpEBTA4CnGP9P77LLxCCCFkkydl8euxxx4zN8AYMU3FvYWR68mTJ8sNiSoDpUqQYBVCmCAVz/n166xZ8u/550cqGmHaD72E6vFYpqOsSfA4RkgtfvJynJgRXV8+B7T5uwcdJPtgFDQV5xc6/2nm/EokSNTaf3+3WlOQ+AVwo714sTwQIH4VFhdHRt01dKXYvz+9Gzy/+JXlF7S8G1v/+3YHMJkQ1Va+6XLeflvmWuGdBdoeV13liimpCCAIxfFX9vSH//iPY/++9TuxxqP7a6Hta3/PHhEurfiF50mT4n/Hf8zoPgpxX4Z+L4xkxS/8br0qeCapc1D77rqrqVJaatCB1pF+G//xoeuu61FZQjgrEXDj4FzwxRdfmOTjELghhv3222+y6667GrfMuHHwGEnE/XnYYYdJmzZtjPMHYW76nUmTJskDqVQBtpxf6iJt5e3DdqtWSROIN+iPrlkTKH59jA4/6i/MmCGxGaHcnF5FeXky0xuI2VBQILuhg/rJJzJxwQJ55YUXjDt6Ds79FghOw1UBglHdoiITnvc3wsC8cEebmnXrRpxqxx4bqS8pizWZeYD4hUGH6667Tj6wrm0qEt14440x00LAauo5SJoVFspy77wcxKwTT5Q7PfELIY942M4vOPrw/wEHHGD2tV7HEBYJ+UJFPg3sWuuJMXVzcyMVIjVnJooT7LHHHrL99tubqr75LVsa8fJSb39gHbFN6ixDCD3A6xLXa0uAyKtd26w3REmIX+v194rf+9ZbC84cGNbDVbyO95veiOOle3eZvMMOUrtpU9l4/vkm8X4Q+61dKzvfeafsbjmY4WybvMUW7v8YNIRL1KxMnnuOgdPqvfei1W/RLjhucZ5TVADSAQfblY0wQgwKQChRIDjZ4emYn4pu/rBHCI04p9vXez13I38bxDdMf8cdbii7ikCYHuuxzTYir78e/S4EZcxbqzfblTzVcYXl6X5CgQSczyE2oRAAwofjhT3a1zA7ibyKf2hDW/xSERjHgZ5ndNAL7+G7Z51l8voZNPTQdn5puwH8r9fAAQOi72PeyNUGoTHI+aXHGkJstehCPPEL7yG8UsVI3KOj/SCE7rNP7LSEEELIJkjK4hcqISGkJBV++eUX4xi77LLLTNhEJrhYX2AEFDcLuOkIcXYlIl7Or8E77yybjR7t5rMyg6ErIuKK5hgJElTCOgMJ16WgQHoOGiS/48YQN3i+TvmYhx+WVnpjg9VE5wP3VokcNRap5vzKSjfcTcVRtOVrr8nZAWGPv82da8J5lNffeEMi3TW9YfVuGr/++muT9N4vcfrFL7Pea9ZIB+9G2RYG+6CDESRMWnkz/D8KxxsFVvGr0L9+qeTWQnJ0f96NkNw3Efzz94tR/u/boYHq+NPOQCJwbPlDTvxiG8S7IJEnaB0U3UeJcq5lWvyCU0KPS02qjfay2wwOiCfUv5Ei9vEO1wJEwUSFEfyu0kzlZqtG4Dddw+5YW+dVOMAAhDAFQhfcOQhl2zwglDSV8/GfqBrniV/qoGpZXCyfQShZt066duggq73Pbvfn7vGEEFAzO1tK1PyrU0dq1aljEqsDHAHrvOsWBC1dy3V2Hh8PnNdaTZkinfPzBVv++6GHyn0B61+jfn0j4O8siEjz3CoQlLzXxatXB7qNIRwiyb2igwZ+YejLL7+U2t7veLPCQlmcn1+i8qLd7pCR0G3PeuaZEmGPEL8AxK977rknEsqOfY8zli5Zsywtz8uTe1q2lA/q1ImIX2Jdj1ExEcLptGnTZGHXroIat7W885ktfmG5W8LNEyZ+FRTISu+3nVOzphmgwTwjzi+3YVzRxnPe4Uxbxzt/tfOEjP8WLTL7dERhYWSf+4glZeoAAQAASURBVBmyapXstGyZ9ECeMrBmjaxq1EieQ9J0gFxZ6uJSIIzB6aVCDZxfflQI0sElFcvAsGHusy1+AX8+OF0nv/MLA1pDhsReV3R5aB/sR+S7gvMPQpbt/FLHq12xF+2I+zhsE44lW/xSsRaCq71+EHnwP3J2wXkYL+xRwXFvhxze5/2CsL52yKeKYpi/CoqaqB/7FgNOY8a4FTaBDlL6nV+63VgHDEBqTktdB+QCw3bhuqtiYFDYo02Q+HX44dHtxnYwvJEQQgipmIT3uMmFtR8l0yGAlZoNGwS3edHC4yIbb7hBpmB0FAk+E2AEjAsvFMe6+cc6oovcyB5t925wG9mlok2k0tJIo+FG2C9+qUBy/vnnm9H0ZMD2aFHsfK9TnqcChC8cA9jyoZOfb26q6+iNcBJOOO82KViIWLdOdHwwiRTlJQnKxYObQesm7l514OAjL0+PjcoqG/RG1tsOOBAQuqpb2CRE/DK3gyNHynVeR87OXXM2wjPh2PKYMWOGyWdjkul6ZPn3qSe0qIhm/mIkHuGGwJ8APx5BlT394lWisEf//2HiF9pcBYJEApsCR4HmJ0kktsUTqvyda91HAYJGDJgnlpdIBEtW/NL5YPm6TshP1LKlZBzdNn9S5UTOr3hVzkgMEGTUnYQQRz3nIodT06ZNZbfddjNhesjveMcdd5hwx1SrtL7ap49827ixEbc06XrD4mIjbmy/fLm0zcoSyAn4vHbIvsOvPKe4WNqKyIM5ORKptQrhq0kTuVAPBfRXUVCvdm1ZX6tWRPwK+5Vs+fXX8ldOjskjBqeUKfoiIsOtaWrVq2euJ8hIZTvPauMaUaOGTP3sM2nXrp0sthLIw9mEUNGg3GgICdRrHZgwYYLUto7p7U89NVRcVPHLLP/uu01YJXJv4VxqC3AnoYKvlQIA37PFL716wN31UocOMt8TvwZpFTsvByRELSTUh8uq4+OPy7cQA7yk7hDoVPzC/HG8gObNm5s0DgO8+eTXqGEGaNZ6AkZ2zZoy1bseb7PNNrJeK1jOmycvW4ISrj51feetmtZ5t5PnpsMAog0KIICOEIDg4Fq92oTGro5XuEQFXri34CYOEr/0WgOREIOO9qAGBCP7nKX5y1RcQviifd5GW9jiFwQ15L60xS8VbDUkFPdOEDfxvi1+qWipTirTUDXdeeP3hOsPnJpoS7TBm2+60yB8z042j+VgettVpp/r8jTsUfFXjIT4pNc72/llhxtiPez7QLSR5g7TbVHxK57zC5Wbjz8+9n1sN35bWE9f3r+Y9dDt94tfEP3wrMeULeARQgghpPzFr5tvvtkIFkhSHDSSnzJHHy2QGuwux8wvv5T3/YmyIbB4N6LHezccjo503nWXFFtV5XAjfr71VeSemvnjj+Z1O19eM1v8CkKT+EJwuVdzNCQAWcu0rmG+d/NWU3OZBYyo28t3fCFuuLlGgmeToNUn3ClDIzMK2JIxY0TH/rU7k52K4BAmfgUkBwboRviLA2hX9TdNzOx1NuAPQ5cr1PnlLRv/faPhCAFVy3BcYKT/q6++Mk7EnqgyaI38Y4+PRThCQYHpFE7xwkV0PU16Zc2tAvwuDeQRCRN6g9owkfiFG3Ydgbfaw1SISuT80raxElKnjC4PhS2CEuuHOdxstLOMG3Wsr1UtNQbMH8e8FaYbSKqhgmgH7RghrNi/z4JckBBJ/UJgGNtuGy5++fFXZqX4FQryTl1zzTUmb9O5555rfqsId4RYsvvuu5tpIJ7j99yxY8dIMRbk+0IuKYTB4f9U8iq2PfZY+a1OHUF30vY3elkNpcnff0fEr1zHEcujEslNhU715qtXyzmIdM7JMdMb6tSRf446SjxPjwHywcr166V+kyaB4pfjJRNfVqeONPnzT/ndO37uvPNOedtzeKG+7TNbbSUI5KtpnfftWqLF+F0NHiz/eY4b2zmFdlYHLs6XcNna1zwUDgAQjNCWNb3fC84MCC8ME78gROknhU2bmhBWdX698cYbJreXnsORQxTOXlv80jXM9RxiRRs2mIElFDPA+qOC8M8//yzNmjWLiF/I86b8htxHnshi5/yyxS9N1u9mExNZV7++5BYVyUZvm3Jq1TKObzgKO3ToIOu96wkE0betXHIQv/xOP2RCw9lglvcZxL9PtcInBr5atIi42rJwjDZpYga8IJyu0OtWkIsHIZTYfyqI7Lmn+4zk/1qACINB2E+YTu9jhg93hZrOnXUHxT7rOVKPIc35hWNOxS+ct3C9bNw4VvxSRxfO7zi/QkzC+mFwyRaD9Lizw/XxPuaNc+fJJ7vvqZsf4YXuDowVv7BOtvjlufAi53ss0+/88qccgEB43XWo5IQRS/c9JKq3hS6sk4qLcG3jPRynqLSpOcPCnF+2+GVjC3YqNNrLtLdRQXsD7FMM7OG7yHWGbTztNNeN558XIYQQQspP/IKrBnlE0AlBOEJG8G4cbYkFSWtj5ALcMCCJ6Lffmjwdrz77bOSjLC9h6tRvkZ7Wxe8MgHNgHqok4d7Eumm58sorjfvI3022XUL+8u0QTNBhw82zkp2VJVsvnCNb5y+T7GXLjcMKt7cIC33Iy00TSYQclLTde+6G+0HP8aUiGDoEnyOBOkICglxGMTMqOW/TQfLI8Se+TyZ0KEiUQPu+8Ubw5AHv6d6oaTmv0MIvI1esr0Pqboa3HV4bYL3/8crczw4Qv/6cO9d0fDTEB0LlOiu3mnqCPr/1VpNE+R1Us7KcX6ZjGi+HEIRYzZODClPXX29tcMAW+0vFB7meVJxDJ9AWo/DdMPELo9OJytDbaCfDj64PttkWEfw36fHcWirw4Ib9wQdFBg6Mvywcv5l2fsUj6HPk4guqOmajv30kb9bzTCLnF8MekwaizLXXXmuuI8jbNXv2bLnoootM0RVFHUzfffedyeuIgRaIYVr5Ee8jH1iyQEDZUFQk22LwQ0Q0ux3k0t/y8qTW6tWS3aCB1MzJkVw4hKzvqlhTULu2bL5xozn/PFCzZnSaOnWkppc24MdmzYzQjqT4+JW269jRCEUQdiLiV69ekuXlXVrWoIE0X7NG/rXC/K675ZaI++uX/feXBjffLDtaYdU4d+Na03rhHFnZvbs4devKFK84CVxxKoBB5IcQY7Zh9WoZP368dPdC4lBkQD9D4niIX7W8Y/p1r73ihT2qH7uodm0zLQRKXHMRSni2Vi/08rwhRYJ+74wTTpAsT/Sq4Yk8yxcvNuuAgTSIXWgrrCeS6Kv4hcI6F6OqJc7luO9AOJkneNnOr/79+8trr71mHG/AtPLmmxvhySTo9wQKCG+4fqurrLCoSIq87V1t3TtgH9vDTfi/j7dvIQtBakPopA1Eu4gvCedWT5D7r0sXWYtzJsL/rDaKgOXDtaQhgTq4AQfdCSe4n2H/QZyCS0sFHTjlbIeTHZbnP6dDtEKuKYB1UfEL9xW4rkCoCxK/EMKHhPcqfgHk+NLlhaVogDMK92dalASDTnb4I7bZvp7htS1+2SGcOD6xvn7xywbrAZEOQuAxx0QFQRX8tD1wPvcqihpxCd/DdQHLs9dPr/1wAyYSv7Td0X7YXhxH2B4If2HOL1v8wr6x76nxXlm4mQkhhJBqRnZZdloQ7tipUyczap8xPMeGLX4tWbYsVvyybpCGH3qoGXn1ZzxaZQlD/mTxGAF+98UXzevcrKzIspCsH4JJdhzxCwmJbTBvjEzjodTKy5F3nhkp7/z3kdR6ISrM3XLLLXLtNW6AzDjNJRGn047R5K1RUcnL/QVy/vnH3LgnFeiTlWUKFxSi4+4JKEXezSxu1fSWEe6GeERlvdSFinjil3YAIezpuniZSmK4HXmdIFB5yzG3md46I7hD88goy7xQUjsc8nd1mVnseuWVUrhxY0TsTFhUILJR3nTotOJm+Oab3ZtTOBCCQrDCwuI0lNUGTgl7HnD5+cWWIPErmbxSyGEShL08uw0w0o51x3oifw5yvNhouApQgQ43/fb87FxcqVRz9H+uI/DJiF9BHfWg31kyhQzsadTpiZCkeMIzwx6TBsnftQLg/PnzjQCGoitIeq+/a7vox/XXX2/ED+RxgksHIhlEDjiZJmohkWTEL+v3okcnjrjVjiM1V6+WTttuK80bNTLi15oA8avQ6yy/5B1rEfGrdm2p6+Wa+qFrVxMeiUqQCHNr0qKFEUKwzTj3rcFxhDxDngvn/+ydB5gT1dfGT7YvvXfpCKgUAbGgIEVRwY69N1T0b++9K+JnF+y99469I4iKIKKIKNKb9LZ9v+e9Myd7c3NnMslmW/b8nieQTSYzd/q977znnO/796fxLVvSa667A+F6nN8M640weyR3b6vlh8opKlD3miuevYjWD+hHRbm5dPW2bSpRP4qnwInF4he2GR4kQFRDMngWhQALYRCePiwupn6rV9OPY8fS0e728gt7fBtVDbFe335Lb27YQIeceCJ1LCqi//77T4k/DB5IPPjgg+HfDejVixo2b05f5+TQ9+46b3HbgPbybwBEKRa/AMQw8B8EAhwny5dHiV+ZCxbQ4WPGUJYbdq/m1KqVEjXrZmZSA1dMYOcXryfuG/muqLNUO88NGSR8LKgMnU2a0F6ZmUqcDTuv8TAnI6OsaAJEXHd91vbsqRzzeRCx/IR7fmjD7jAWVZCzCuGeuJ9DrOEwRziFdHTx69JLw4V91HUTzibePzgfMA3EIM4vhWXq4henL8C1GLk14UZj8YsFWXZ+meF5+gMciGoc0ol+EPYDHFum8wvbHu3hdcC1WA//ZPFLD3sEe6AMgga3kafTxS8k9oejCvsBYP8gBywExV13ddaFc7OxgInpTfHLPD905xe3He/x8hK/dPc3Po+Vd1MQBEEQhMoTvxDuOHv2bPUUHk9nK5IoacZ9elk0diy1c8PfjO5PxADYFDVQE8vpgjsCkO6rSTc2Wnf88+qr9LcbgmaKX7rAEt3w0ii3DA+lOQQjlmMlw+18s/jVYMUKmuC6m2KxYdMm9UQ/AyFbruhW4HbSMNziLZRVUkK7+swnWjaKJByaacEm0vEWcbukqh28P86wTJ+ObXjQQfQTSqy70+vyxnJDRMrcuFGFA705AVvKwdPT5iOSesLT8ZNw7uCi2hp/h46z1z7mac48M7b4BYeUl/MLxCN+eaEvzzYf5B2BgOWGCofRwo/CbUSnn0Nq+FzREpcHroBofq8PWCpK/IL7LmhCfgiD7PjzEjd5W0rC+5hAlGnXrh2dffbZStBCBUeuQsihc5w43eRAVKO1uG68gMixRXPAuHX21LG7wRW/0urXp1BhIaUXFlqdX8VuCFah2+7v+Xxu04baDBpEM1CZ8uyz1b0Gw+qCUIjSsrII/p0H8/PV/arUCEnb0rIlXbFyJS10j3W4nziVwCGHHBJ2ZyFHlUl35BTLzaUll16qrqvnucc736/wsArr3aBBA/rNzX15+eWXq/932223sJg0evRocgPsqLR+fXX9jiV+qeW4f8O5m7FtG/V0c37p4hdCVf92E40rJ1l+PpVkZtKYevXoi65daetXX1GXp5+mHj16qFBMwCGOuDZDEGPxC3nFVBu3285x7WzZEpXzK5zU3BXGVNBnixaUFQpRg6wsaoWQSWz+OnWUIIh5KudXURE9fvHFtE/XrvSLJrrDm9szN5fW4YEE9qvrtlqz66603YABdFidOrRu0SLiGqXw0F64aFH4PqcLHM06d1YiaMyq0aiyjLBYrA+qWnJOKRwLEJEgjuGahfsNjmkU0dHRxRmEUp57rvO3u+7q2oXwbxy7mAb9CqQEQH8Hf8PFyC5epALA9obrCw9S0C6uMsxuMxa/zFBO3XGmC2NYHtoMx5rp/MK9WXd+6UIWgCsOhYrM6ysqDkOk2mUX5292dWFd8XsOIQWc7B7XcrjX2R29225l29KoyB3envr2Ne85/Ld5ruJ3ehVM/T53zjlOZUusF5apO/gEQRAEQaha8QuhJngij44znFH8UvmoCCl9HlF/o9OeDCKGpO5gJ+OXX+gmrwp+PuIX4G8z09LCOTkAulHcfWzhCj8Ix5s/apTqRJthjyx+mXmtvEIuuZ0D3P/zAuYDOoKrFhERzPuLA+S4+UTLV8JhdQXuoKihtg1u//NPetVnPrFklc/dMBtgemmKfXJ+6SEkYykAcLBZBEpT/Gq4Zo1KRI2QJorhbuv14Yf0UKLiF8MdYDgQ+DsuXY/O75eoI6fBnXWbIINBg+keMyt06ctngUkfAGDwYf5Gx1yuvm38Eud7CVCmc4yfonPCbVtb4hW/vLCJX7btGkT8wsCUHZlB8Aj1De+LY45x/pecX3Gxrzs4VeHdSALfpUs47E5PzM7wZ+aDCS8goGzmJOQwUGJc36gRzcvOpg3FxUrwUgJuYSGleYhfJe4xXpCeTm+99RY9D5EagkBWFoUyMqgfEvT37q1cxZDJCnF/dK8TR2/eTJDx1XKAK3A1g8isdFVHWMNDJYhVgP9npxLDntfWBQVK/Ppz+XJ6vG5dauGekxwSDuEIQhocTiwWovojgOgzcN48lb9qFxYMcGq52zWI+GVeNdqWlKj8V3plTuT8AscecACl9e6tHioVZ2So1AUQneoMGUIHIhQyFIqqtAwnILeF2wyUaIdjo2dP2mfjxoicX2G3KMTGzExSwajDhjnnI65JriiCsEcsT3d+4W5Z4O6Pfm5ONhRbuO/tt2mbK8CWuvtkzKmnUocLL1Ri5notyTtqinZev55GtGtHxRdd5AgvrkOrU58+yunYxl2GJ+PHq/QO6loFh7FXNW24qEwHlC3sESD0UM9peeONjlCEaeDown5iBxmu+XBUYj7YZqhODUGOH9ywGMXHJ6bDfdA8T/VroJ67C+kLWAwznV8QgdBv0ddLO/bp4IOd+x+HXDIQJXFss/DE4hcLahB9X3wx8jdYX1SZZWcZfrvffs60yLdlwv1LDlU0hSq+L5l5cHEcYxsz+n0b+8B1Rqp7qiS3FwRBEITqI34h0fBpp50W9TrgAKeWIJ7e4m9MlwwipAtLeEt6nOIXk5WWFq5WxWIMm8/17ttIWP7btKGCFSvoNu1zdiXoAs9f/yykQWc9QYOa7U9b53Kq+7In4zozkD+Dk567CZ5jge5faawcR6bryh1EFLlCBFqtD2f8/C6xyhiwKw1kxhH2GPFEPAC8R03xC6GdOi1c14Debi/nV0ctcX5D2xPeeMUvm3CF4gS2gYCtYAE60eY8dHEKeafOOqvsb86voneiMY+jEbDkAoeAPtjRBxBAXx6ednsJYDYRB23TExujHTw/bfAZtS56e+HogytBBwm5kahYT05sg+cDgXHePOc9nxtwKfA5Fet8YSHs3Xejk/n7ibH4HZwSftsJzkshMJwUHYIFgCixhxvKpIeXM/wZwiCDgPmVusfkBldAurlZM1paUFBWPRHnWFGREr8aarl2BrgiDFxRaldnZFD37t3VQyATCD/1Gjd2nF9pacr5xWBttnXu7Pzhfj4SD1j03INZWapyIBxUuoiUpokHmzOy1b1m/zMepQ9m/077Q5ho1ixcXRjFBJBDDQ9hIKa98847Kkcl5s1CUr3MTDrmww8JAfaZECDQnh9+oE2uexW/88v5BcwrxvVuKKW+T+CQA4fBSQSX7KxZtK1uXSVa8r72Qq2XJn6xU03974qe2+flRTq/+PqTl0dZLP4ghA3nJwucWIfc3LD4hXYg7xzyoCHsFPTu3VsJnMgfBmG2Na4r2G6cZB7X26wsykRxBDcXJcCjmo2NG1OdJUsoHeGZEF7YTZRsV4/H/rGKXxDgbA8ysA9wLtlyS3FuMVPM4b9N55cp3OjXRF2MgiuYf2s6v5BbC3nB9KJE+r2LHWlmvj8Oq9QrUJrwgwmGRTwW7XCfwu/vuMNxl5niL29vCG9Y3x3CXn4Hvgeazi+Ivl5Oa2wX7BeucCrOL0EQBEGoPuLXOeeco3KzmC8kvwdDhgxRf2O68oJuRlmKXzsZPuJXZ+Rw8PpdKBR2NnF3kDvytmDO3Bkz1FN7vfA4hkPZ2tO8JUuX0tKGLWlpTiNKe65MdEBozLvG/Aq5I4QnurqI4APalenn0LEIWm+//bYaVBa6AwV0B/XuspMly05mHAdZVoCwR/OzQPnLtH1sil+muJnrdrT1dq83E9e66FuxIzuVEhW/8FRcL+/uBXd4tdw9YSDScOfdFIwglJoikU38AlrBB1QXiwi18BO/AHKaBBW/cDzpxyLawU4vHsjYxC/kC0NSX4ABhhuCFQafoULXStR+9cEWUsjnPtyRfE6xuAWBAUmesX24SAUqjjFYJhxd+AxtDZIXzEvcZLwSQNdiIFhtteRNw2cXwSVDFH6QAhAOyWIO54MCSKD+9NNPU/369Wk/ODUCAJFjk+GcQj4sJGRHHb3FWC7CvQoLKZSXR/214g1dXJcJEuKD1RAEPMCDkd79+inxC84vXfyC0/YfPpfdz1ENkrcBi05wPrFDiwm1axcuClKKVIO41zRsSXd++onKh3bKpZeqXIgMqkY6i8lSYaMoVINwOxa06rvLxzU1C+cuXl26UJY7cE/E+YWzxhS04PxC8ZqDtP06y801Zk6LcMdRrhgI2CFldX6514Ajli+n1U88USZ+ufnOcH0azPnNMD0fd6iMOGmSSrYPtxfmzc636dOnh8UvLAMOdhwjat3c7RXihxeu+NV0zRpys2Ip0Krp7Hznay7/n0xXj1GxOgKz2qMfvI9t82Pxy5wPXx918Ut3LUHwfO21snsCEr6brjBXUI4SvxjtOIgIe+QHI2gvHLuoIAwHJu8XfVobmps+LMjpD0504OTWw/x1sZGdzjp4gALRzHzAhe2CbYF7JubH6wYXG9/3OdF9kAJEgiAIgiBEEPfdE4IVJw5GTi/+jENQ9txzTzrdTcJekehDzpM1N5YXUc4vzemxnVd4kvs7Hvrz03Ieoti6p3lu5w+hh5D17oLpBAOZ446jievX07hbb6XtzsI3hhWfiMrSCxN94brAijHANi34McCQpP+TT8acDuvB6W+Xr1qlBlELb7stfGDokse2cji/Rhht02GZaKGW9FzfV8tat6Yfly+ng6l84pct7FRvt1fXX++2oupkIMzpbEnu/dBzQaFy1zPPeM9LF18QfmM+lefBtykCmaKNHhJmDmDMbccOKq9266Aqn74sTMN/swikhz3qy0IYj99xzOKYub31v21tsoW48vUA+WogVukFEGyVavHZCScQaSG9gZEwx5igyurdd9+t7idwByGsD26byZMnq3xPe+21F1144YXh6Y8++mh68803lfumT58+NHLkSOXWeeONN1Qo+rPPPhsWJ2IBkQOlC6Z36kTFCxaoBzRIDo82IbH88RdfTNvxOYLQK10sRnjU//5HzSGCvfVWlOgTRWamCntcFgpF5MbEg5DtjaTYLKpw+Cbn+zKBsMMVKkuN83zs2LGUnp+v7jVIu+9mvVLw8iF6cWglaOiuH86qFm7lWwgUvHxT/EIIIpLS644tfTuUZmSoQgHhKr1MXh71uuACp/Key/Zwl734YpT4hf2q07dvX+Vg4xDECPHLpX5xMe0/ZQpNO+kkp70s4ufl0SsQtRHShun5+rDjjipX1kA4jNwQS+ThwrJmzpwZzi/X0rzm8rZgwQcCh2Vf4eq3qbvKGlombCCJOdylehL18oDCPUHEryBCCk8DgcoEDwrgpDPXEznIIEyyyMPfs8AF0RHOLHYio8KuCQuEnMDeD4jScIOxoxbbEdvYTHIPrrrKWb4XyH8GcQ5hn7pDC2GhemJ9XhaEUe5LejntGFSWhHPZhI8ZFCvQC8a8jbIR2oMf9yGyIAiCIAgVLH5B+HpGH4yjFPyUKerFVIb4heCB7nGExxleFsoPKGRkhkJhhxT7bbjLbg6l0C17/cUXCVk30KW8zq3ICNAVmjRpEo1btozqTfmOqG+0+BXRPvd/JXVog4EgxBICGTyn5EDKUnd7tkeH0G1vyNjetm4inrcHeGYchrvGkE/gPuC9cDCebLpE5OtC9S1b1cMY4le6kXDfFtoKLxE8Dwg6szybVeifZ/rlydIxl+Xj/rDCgg06+uaTYZuQpos5RmVLtWwMZGMd77qIgwEzkl4jJ9w110S6xDhhsA3dIcVoAkVY+OF1sIlfupMrqNPOFLj0AZJte9n2R6yE+DYwYE4EEb9igsTqcKJ+//33NHXqVNq8ebPjlOrdWwldp556aoTgAmHipZdeUuGPTzzxhMopCTEHf6NyIZzGQYGYgyNq1Jln0tV9+9LgwYOVmPLRRx+p75UjikUDnFf6wBjOjfvvpzT3fIqZZSwz03F+aWGPdyB31Bdf0Om8fnw8ZmXRlVdeSTvttJOqeumVLxMVEFXy+1WronIsQpSCoxSPryYhf5r2na0wDSoQj4KQ9/rr6l6UhRxL48apNvH02F7sEoOzDEVuGE5gfw2qCOJagstVbi7VQdEAW0EJODE1kXLgSJQAiA1EqQlaAROEVA4cODAcSglm3nor9b36apq2ZYtz7GAfIuF+fj7l8vnPYhnEEtexww5Dzh3J6wpR9PDDD6duEDJ0+NiAEId1gQCjV7R1wdWvOVyDEI1Y/ILQ6OZcSwp6eLsNXu94xC9bOP4ppzhOOlP8wvF2/PFlf/O1HmGFCNHn+5LX/QnHuBn2CIEZFZ5tbYZb67LLnPfY7mYRFh3sY5soZi7fPM+4cqbffTjoPcQE+x+/xbkyYACqdERPg/MuVi44QRAEQRCSI34hhASvRMFTYa/k7/EAz0c717kUIPAoItwAFASssIawRx4+OwEYZRjBZ6odW91QqYHuZywMIZnuc+5A4CeUr/fIS2uKX//FqvZkIVhmGwd+vg8T/+3oqLpPw03nlxsAFsVSy7b1g4dXHPiFZeB4KC4qCotr+v7EoDA7zoMZ3Vk9w0bDFSuoRE/u77JrjHXT5wmybKIFBnDm8cwdeTzdxvHgNbDwOg/gJmERxwx/8XN+ATOpNyfI9XJ+2YRFDIj0qmDxOtf8QDt4+/D21ENZ9BBBCGF6JUi/eepwFTcvkEvJDEXEgIIHSkEHLolex3i9MWhm95oQwYABA9QrHiBowA2mO8ISAeIRxDIUZ4GAwiB0kpcT4Y7UE3TzseOe86dydbgY4ldRWhqlu2ISh8uF3U58rmZm0m2uM/fYY4/1nCXaiWTy74RC9HtmpBjBYYHXuo7krkir5H5nC11UFR/dcwWtyIJQ4+4X5AaD0Lj77ruHC7eY9/ZwtUeEiUGcgmOlTh3K2LRJVVW0nseaq6upmxOME9wHBTlFf0BeQL6elZRQnf32o/yrr6bmDz1EGXBr4boD8Qv5ADlBO4tfcBC5wKE2aNAgGu7mB+SiNhASlZhowvsNjquLL/a8zi5ZsYLSbPmzKpNkiV8sxni4EcMg9x3yhnEIst9DGQi4uvuJE95jP3iJoghF9Sq8UtHo/YNExS8AsQ/3IvRZcL5oFUUFQRAEQSgfNTZpALoWweog2imy5Y6wcPcXXyihTb03vjOdX+jKZ7sd+vHuZ7orqq8rTCwO0JnhLmHAQLu4QRWtdOQ+cf8+0MjlZDq/MssR9qiT7bF+Q7dtI868pncbp/z8sxKzgsBDULP20uDHH6csMxdWAmSa4leXLk5HlYsScA4o7tBjkIjvMcCwVQn0EmDdhN5K/DIHV7GcXwxC8hDyoodQ6vDAU3PceZJs8Yvbi3AS4OWog0PLdFXYMPeLWd3LNqjSxS8IjBDakGy4vAOXIHB7AwrwQuUCRxOH8etwRcUI51fXrk4VUFNMcL8/XHe92MjMVOHzmenpVOo6nord+UWJUUHyMmnAr9IoNzciPJ/DAfe95RZad/31dGRODrW49VYl7HDlxCjceyXm0+Cdd5yqd27YJRx4eiimWb0YedLgQusEtw5C4FzxC1yK5O9wVX3wAdHNN4dFtTDjxoXzipXrgRnCCPPyqGvfvvRY//505s8/030QT7Be2Kd6tV0OYdWTrruOd+aWW26hP/5gT7cF3m/6/rKIQmkWp12lw/u8vOIXb7dYxyhc7LqTnY8XOLk4xyLA/VI/r3TnV3XNdaVVQi3XPQTiIMKLkdj+m2+CVzYWBEEQBCEm1bQXERt0LYrLKX5BYghiHvca+vPzxV9RpMd9X8iuHRebcJMfxzLLKzvcg8gzWxvwJDzGgaFvX78ubWS6ZX/M7j7Wb91ff4WFL6B3efMsIateGFk4wsxbu5YsqePLL35hQKYPyiDioEoZd+jRSUehAjNskNHCgyLgpPgQv8zk8+gM6+gDVgxKOHk6u1MgsCBHiBGqrEDVS7fypVV8Y/Tqkcl0frEzwyuPS1BxyDad6/awYoptcCNoVT2Vew45XFjUTDa8vjKoqVGw+KVEKR6AIycVu4RGjHDyRAH8D6GH//bCFQva33ADre7eXYXwPzRoELX/7LNwQnXd+RUvpqDFzq8rr75aCcC3wpF1/vn+M3HFr3AWKovrjEMBTZGKXWgRuMLSYSgygkqocHVdfz1iXcumgSPqoYfU2w8++IC29wo1C4KbNByy5FHI39W6NWXhOonrgP7wQt/GPsnQEW7qFXIaMQ9d8LI5oqqD+MVVQmMlf9cFHT/xK5bzy4TnZR6Dtoq67Pyq6IcTiYKKo0j/gVDW8rQRD7zOOCOx7SkIgiAIQtVUe6xM8StIzi+T4oKCwCvvJUAhYAH1ovT03yuNan6nWX5XWErU7b+F6hUq9V+mJdV2XHi1vSiGmyfdDPmLY5l+kgW6+5CQuGuIfWgJHAmTH4f45QX77MpbPD4rlhiDgRUSobOogUEQOsFeOZ68krlziIxN/PILu3TDcsLL5kEYBhi2tiPkxwz/s6G5HsqNXu0xVk60oOKXbfvaKmx55SYzp0Wy+4oSvsC//zr/i/OrRoHE+0CJUnxuQfxCviMcg8jz5VYnVLme4DaNVbXPnU+/oUNVqN7Q/fdXwgoKgLDYVi7xC9G1LepR5tb/VGLHiLxeaCMqvcbCFb8QqFYIV6WlHexSC+TQSkuLLATAOb70hwTafJBzqyscdkmgfvPmhADKOnAZ4R5oVhTldTOcX3HhJ34huTuu77jGBBGcKhrkBMOxG0SI4/baCkckIn7hfMGDmaBUd+eXvu+rq0AnCIIgCLWcGiN+FRQUqNwitiqMidB12TJf0UWnpc/n8M3wEF3lRAkwv5yifPr0iXPUK7fI7gPj5/V67qpESNQdBy+D3n07Mo7f+tVjyna3V4bWvuwKFr94W2qZeRIWvyIyanGYI4OBDWDxCx1gm/jFOW3gfLDB+W0gfsUalEBAYbeXnihZz0sEccdsg1eIU0WDdpjil5mkX582CLakxXoepljEM20yuOcexyEoie9rFMhxBXGnA5xecBZi//3vf86XiQ7INbEF8/3www9VqGAEgwc7onoi4ldJIX160RBq/tMjVFqUH+kEg4gRJKekfr56JAjnyo1BxK9Q1672a7qeFysJeUFtwKGGq+sgLqYBlw4ESw5XZfEGjrhEYceeHrLO+w77Fp9zlcfqQNBjF0LZokV2QTdo2KMOnJLxbGfcS3EsVmdhiY+f6txGQRAEQajF1BjxC532aVzCOglhjx1t4V4emIntdfFrrdYOdPvcAt6+uMMlX+LpOiFITS/8/qL2XhcI0c08L+A8Hy5HTOzJAcSvNK19deIQv+JLe+zAy/LxAgUiu7CQIoJavQZouviFgYURCht2FXhVM2TxC4PreAYTupMArgY+xpE7JVaJ+MoCYp2Zb0/P9WJOG4+TSidghdBwYQIbjz5KFQYqkUH8hDsI+ZCEmkcyHSh+AizC9lD1LQHBmsUuW7VbJX69/HLs8FvtfM2EWOSDmfPLeq4++SRpQcZ2Kkj8ArOIqBc/MECuMeRY0vN0QRA855zEF4AKk2g/QqdNUaSqHjokA9zPvMSqRMMe4wH7qKaIX9XZnSYIgiAItZgaI37xk+VkOb9abNlCTkaRxMHzXQSN6EOH/6PK2zG8/li+PpjQi2PrbVsSZ5GAsnpX8YHqYV4Fxg9D6Ikm7mGI4xcYhPbq3qcg4qJJdpLEr6ziYtpsG+h4iTY4ZtFR//57e5idV7gfnFAYPMUrfukhkvrgEflzzGpplRly98knTv4eOAewXLMipZf45ZUIPyhwVw0dGns6M7GyHhZa0UCwXLDAKW0v1D7Y/VcB7kO4nPr166feF9nOd+Qo0p2jXuhidQxxI6bzq0MHCjVqRD7p4nlGVFG8j3s3Cyg2pw5EwWSLVLwcox+TMlSG+GVUUq2WiPNLEARBEKo1NaYnZhO/zOfVWlFsxWafjmZOSYkSrsoDhisYFsQrI2zLyKZ9TntIvfDeRqxnmy+hQqL7Hs9i9eAVXVowawzGIyeMo8T406gUaZtnhraebrCgFezjXG0gct55Qb1rZTi1yYiupvKRXVQU7fx64QUis6IbD2jZ+WWCJPiocOaVBB/uCRy7X38dX0dfH3joDgyIX6bghPCVymKHHVTlNpVcGdvGdMJ5iV/ldathuUHEQ1sOG1AZOXngAoS48BiyBwq1DhZ4y5NjyoNVq1bRi6++Tvvc/TVt2ut8Cpn3mjZtgonMel6sGGHYQasyFlah+HXdhAnUlUP3KitHEy9HxK/E4XthdXZ+IeS1c2enErQgCIIgCNWOGiN+IXxDD2QaZBG/zC781hhPb8vpK1HhepiHV9DIBI/PS0NEfzXroF54byNW9w6ygB48pgdx6jLHTON38Ti/EkkQX+K2LdZz83TtADzGZ7pevXtHOL/uu+++qGmCio+W+lFx0TwvjxaZAzQkk3/uOXsVR3Z+2USVXr3sCzHzqcTj/NKFMl388nI2lQevCpaxXAEYaJtJps3BN+fDMQW7tvHUFY0DLxecnjetomDRo6KXI1RP+NivgAE9cofl5ubSX6s2U0FOU/rarBTLx1ws8UsvzOHj7Bk3bhydfvrp1V78atujB2UgtBFCHvcRKtpNhHvBMccQHQbvcwrC17Ha7vxCkYq//44MeRUEQRAEodpQY8QvoCeob20JezS78IUxOtA8PXwom049Ner7M3fZJabzq9BH/CpP9902FPrZ2HEl2oBJd7EZkkEE+XG0LR7JhLdUcZwHHtbALwQmIyuL0oz9uHj8eHoZ6++WSX+AEmeu9v6SGNN23bqVpsUzQDPFLxZv8JnXIAED0ldeifw7KPqy0LYJE8rENr/B9cSJ0Z/FyO0Tkcw5FuwWgQgGl5Pp/DJzDnlVdotV+TJRvJaHbRakClp5EPGrdoN8XkhoXwn07++EQEZdn2KJXzjvOC+ej7jx0EMP0T777BOoLQVVKH4pgQLXoTjCOZPCiy8SDRtGKcnAgUQvvUSEaqAVBd/DqrPzSxAEQRCEak2NEr9MYjm/imIk39WdU2m2AUCATlaBj/PoVqJIsSQObEvWJBEVNlishVA88Mkn9CXK2sdwQnlkmbICqSFo2vBf3f95i0+2TFNgWT8M+zyCzpzpLOLPxlGjlFvsv/nzVXLi/HKEGLyqHUsxMt8oIoIVzapsJmbY4157lb33ElXgRDhSq60Zz1Nu0/l18cVEM2c687RV6PITlXbd1X9ZfoPF8ePt88f/cMl99ZW/+OWV/8hs5xlnUMLortCRI+3T4PyqCPFrypSydeT5i/OrdnLSSU54c1WB81ivOgpB6IknIt2ZOD+T7OyJx4FcIeIXOOKIss/uvZfolluqrEk1HlybkdOxIq9j69xHfFiOIAiCIAhCbRO/TGmrnpG75z2P3xVbxJg0swIdxscBhAe/sMeNRiJ65MJaQMHo2Q0ylveAAeJRSOto7rXPPrR3SQmtrF/f130VRODROcXy2Z2Wz7htWPZ3331Hl8LUYEyjb+9MV3yAd6u9z/IzdfFh++0jKpghoTPyNe2wxx6UKD1R5j4Ol95qPbTx44/jc37pg0yvQaSZEyaewYT+W4hf2E78JN4vZNCW24o/44EicJ12MdtlioJ8HrF4Zbo6MLh+++2yvzu4pRYuuMC/nbEqywGv0Ge9jV77wnR+QUxMBjher7gictkifglVAY47/cHPr78SIXRRD2vG+cnnQWWJXxXp/EJY9aWXOoIXg5DEq8ubFVKoUPh67+XUFQRBEARBSGXx613j794DBoTff0dE//P4XbpN/LI4v0IBnF/oxB9x1FGe3+tzQLaPaEmrDMgTS933DSzulyO1J56QE0LGQASiEAShqe7fB/s4vz6hYKzS3qOC4+8TJ9Jwy3Q8VIHrrDMSvvo4826K48DLcEUBlbj/T8iH0UUQ5vfuTX0pMQ5zn/5jux0b44ky1meLLsQhkXw8zi9d/PJyFLGA1b9/+cUvnU6d4nN+8WdcmRK0RrAxxR4E6+uMBMB+y+GcW4dyWQIqSxZsil3mtjAdY/Hgip4Rg/5Yzq8996Skwesm4pdQlXAePjP/nZ4HD++TLH7txVVYIXr36BF5nQkqbJfn3LvzzrKE/0LN4NFHHSezIAiCIAhCbRS/thghfj169w6/DxKshC7/Q0QED0bIHQBcp32fpg22D/KZR5ptQLDTTuq/TEMgwnD9JI95wXtWYuyYSdr3DbTQNZv4pX6XlqYEq5BFHNTFr8soGLpTDK61wj32oMXaZ+YQBevXokUL63dFmjCZ4eHI+cmS84uMipDs/GLSMjJoFgXDSLVOIVcwwv/NYiSGLwyFysJGLU7BmM4vfUDpJazyut1/v/M/jsG//oocdI4Y4f/bZIhfvLxly+zz9xsE6yKV/l7/je4oM0WsZs3s7TJdceUZIOshqMBWgMB0fvkJkfvuG/n3I4/4L1/EL6E6YIY98jVKPyfxXi9akQQO5MTvmN+XXxL94Zf5URCIqF27is0pJgiCIAhCylOjxS90z/XAxJDmzAjSRYd8cS4RPYhx9A47qM/yNKcKwh4/c9//G4f4pbpnP/9Md9xxBw10q/6c6YY9gjdKiUo2raaMzWsoVGoXv9Yefzy9hf/dv+FsStccNV7ilwoFtFBiyfkVJM0yKjfqB0t2djbBH3Vpx47qs+8t+4TbYAautNDmme7x3RKPsEe9mmWOOxDj5ZhimOspsOL6qcrWiQWVUIjqrQ4HNVopKC0tyxNnOgVX6R658My9nV8mHLrJ7eF9i98jzEN3QXnlxNK3gxk2pDsrzN/bwh5NoUkHLi0/V6S+zrbB8j//EGlCdZT4xcs2xSZTMC2P8yuIi8t0fvmFQesOtyDCHIsJkvNLqEBCFKK2jXLVC+8Tdn6Zx2t54XMb5xSKZ0DYqKywR0EQBEEQBKFWUuPFL+ZC5AfSKtRxF/2rQw7x/L0uXxRdey3R5s0R84T4dbf7fqXxWx7aPv3888p5ZOb6wqDi8ssvp6Guw+RR7TelRfnU6Nu7af4Vwyi3qMxBBFGIl7/lgANUmCSLXyWG+IWhQ5plIMKC0JF60vS5c6mr4XzKiZEYX2+TfrBAeEKL891l63LOeiPRfalPhcV0bXADR9Vqj9/kuomWJx1+ePizTp060ezZs6mB6x5i8au4Sxfa1LMn/RiwuqP74/DbDUOGhLe3Dd5/N8FFZVbtMsWPWM4vk3Hj7INDm9vIS/zyC3vU28fOKj/nl1euLPDmm+SLl/jFYhUGu/p2MUUs/r0pNpmCXKLiF64JBxwQezq0Ud82tn2xYkXsfWvDdNLEU9hAEAKSm5VOU64Ypl54HzPnl038wnnGx2myqiLGOu5F/BIEQRAEQRCSTI0Xv54noh+zsui4446LGBzzkPXrvn2JDjzQWiEoovogOuN161KRNuiH+MWBhv95iEI79O1L2YYYoQtGXoNi5TgyHDeYkofzGe6goEB3VGkDBYQ0prsD6C8uvzz8+bPPPuusvz5o7949nGgfwtw9RPR3QPFLD+4LafPlfGjbtO+RQnzhTcjo5Q+ErkxtcJOvCSG6+PV1o0Y0ws0Nc81DCFAtYyc3rFS1xd1nW6ZNo3+efTaq6qcvfMykpVHBwIF0rPG1vo3YO/UukqUHycWF9dJFnptv9k6qzPuLBR0zF5Q+GAzi/DLFr3POKUsqbwp1NvHLJiz5CWI6+oBW3058LmB5upClL2vePKL99yd69dXobZws8cvP1WZOB5GXc7vZ9jl/Z7r6Yg3eTfEraJsEoSLDHvm9fm7hvOXrWLLELz9xH4j4JQiCIAiCICSZGjni4rxQQ4YPpxOQe3zVKhqAZPfa4DwnLY3atWtHHRGe9+67VqdHuiX8rVibBxxdS31yWymysqi+lovLFIS8Buhr1661hpuVGA6uIu1zFsTwq4ma80sXxfbZZx9q1KgRHXjggcod9bNbteuHH35Q/2NIfpHr2JrifhZU/MIWynIHP+x209cV8z5j7NiIv20UGYJgnkcI3SfjxoWrQgYZdKXn5lLdRo1iVxLT4fmHQmrdii05zx4fOVK9561cEjTXFNZLr7IIZ+Itt9in5RxYPG/TGcE5csA++/iviz4fBvPhfCmm88sW9liekEKvPF88T7TTyxGH79BWFCLgpP/6d8loY4BCFuHpcI7tuKMzGPdzZ5kit23w3r69d86voG0ShGQSJOwR55lbxCSi4muywh71zzjvoohfgiAIgiAIQpKpkeLXzpOd4LpMVzDQ8zYx99arR4sXL6aTTjop8ruVZQGMXdzE7LrYVGw4v7418oox9fUOuzEoj3B+WfI8hTKyqHDohXTQEzMoLyNS1GHJop6bo0kXv1jk4vmHxS/j6fm6detozJgxyh3Vr18/9Rn/b8unxURPYVTEVKubGd424AEiusP9/uWXX6aWHhUQT9Xn4+6vOe7fszXxcJgWTlgHIY+mE8oCzw/7kLdbYLDv4DQ6/3yVz8yUtZAjrcgQJoqDii5oV9AEvbwNeN6mM+Kpp4g+czPQDRliHxzqx+FBlhINvA0xwOze3e78Yocdi2fffWeffyLOr112KXvv5fzSP0fIMNYTCbG5TboglmjCe17GrrsSwRnqNx3OEd7/fm4/nOduiK7C3D/I/addb6JyKInzS6gA8gqL6aAHv1MvvE8o7BHv4Z7GMa0f48kWv375pex6I+KXIAiCIAiCkGRqpPjF4X4l7ELSQtdYaHnG7KRr03y3337q7V033eSES+rilzYILeFcUn6NsYgy+bHCHkMhym69Pf26dEN4GQwvCxUTV69eHSl+GSIMbwfd+eWFNRG++xlLCCxG6Xz66afh97sNHEj13Sf/7EKbT0RXeixTH/4/p71HmOLxw4eTSvG+fj3dqgkxcK0xF110Udn28xG/OOwR61jXDQl8dSK8cQ5vGIn5PyCicMF0/PbDD4luv12tk7mvEe5agIHaDz/QRW5OuYiQUj+wfbGdRo8OLn6Zzi8dFom89jcfu3CqnXhi9Pe6m+yLLyJdSOefH7kM/t90iQVBP9b09YAAy4NaVLCMJX4xe+9dJjAh5NT2u0Ta9/33RD9p9UXx9ymnRE4XVPzCcbplS9n6moN3VAfVHXZwk+n7UsQvoQIoKS2lX5dsUC+8jwLH3UaVpdK/2mOynYm2sEecEz16OO+DXmMFQRAEQRAEIZXFr/CA0aj6x84Ua7gdi0xpafTDiBEEP1ja8ceHhbNw0nRNjPpv3bqo2ZSYIWJmXieT3XaLuTq6WKZ7WZo1axYWY5T4ZQy+s3NyVAL7bRyS4oNZEVHhDobgx7ny4IOjXE9gxIgR4ff1tVxTCCs1wx6ty3CJCiesW9cpDNCwIeXrgzJtHrnY1uyc8xH4dPFLucXg2HLbNzQUojHIS/7ss9TFdYVBitrZsjyIX+Y22BcCHyqRDRxI47/8UoU8cghpTOIRNLycX/q2Mb/r0CFyHliXjz4ieuIJ+zJYmMF0HF7E25aLRey+e+Sy9EFoUOeXjleI5oIFdnek3zbLi/BUxjco5yT9PXuWCYNmQQKsOypr6m2B+MVtiifs0dxWcNdsv33Z33CBYd/y8iXsUagKILaj2Msjj0Qexy++SPTHH2WfJbsgg1+VU1y/3NyVgiAIgiAIglD7xC9XBBiIsDruMLsdaNP5FUv82m+//Wg6njBbEofrTqw161G/UGPGDEqbNUuFnz3NnzVu7J+P6uyz6frrrlNvD9PzNmncR0Rcy9AUX3TnV+HBBxNdcgltt9121KdPHxWmhzUo1cOp4sF1Gf2DaNAmTcoEqksuicxVxWhCTI67nSLym5mTe7zXnWO2HGAR8Hc+wguLXzgOWAjNckVKDnI97IQTaKPNTaCJLQjptDm/St3543s/gc9z3kF+w7l02PnFv7GJX7ztkBdLB/nt4Pqy7TtT/MK5g/k9+CDsdmXTIHcelsnLslQU9YQT6rPrcvVqIvfY92XDhuDil74t0caBA4O1DQImgHDp5nCzoi8/HueXGd586qlEr7wSKX5hW+uiHy/DXK4gVBZnn020fDnRWWc5DjC+3n7wAdEVV1Sc8wshzW+8ERl+rZ87CLMUBEEQBEEQhCRSc0Zcbqe8CINEd/AfcgUOW84vP/Frxx13pD/4qbaBLj5t2IyMT0benm7diIYPJwRHNYZoAEGBRYU99ySbVHD99dfT1q1b6Q109i3UGT6c3owhfkGKyIDwN2ECzZs3T7mPOPm8LiT58fXXX0d+4AoccJ41adKkTKDCdrUNdlhA0KppGl6cwOhhmBDzFPffT3TbbZET+gljLqYgNWvWLNp3v/1U9ck/te9KY+TJgtPMFkgXl+CVqPjFghGLX3CCoUiD7u7i73h/6+tjhgTaYPFGF4tRBRLtMwWzRJxfnNMLv0HbgoRMfvNN5N9+y7A5vz75JPKzb5Glz0JQkUk/7jEt1iWW+IXzknOscftxDh15ZKT4hXlBoEykXYJQEejpAebOJfrzz8hQ3YpyfuH8wMMgcTwKgiAIgiAIlUSSe7QVSFoaweeyEYNETrpuil8BnV+RH0cOttnlAzYhh48yQl1ibVLz5s0j3TGTJ1OBpRoW2qdC+Gxs3Ejn5mTRsquuottvvz1KfNkZCb5//lmJYix2cc4pVLMkLQl9LAYPHhz5gdvWKdOnU/cdd6Tx48c7gxx2Bungbw6NwZ+WENOoben+f5elLbpg99RTT9H//d//QQWLnjAB8at37960Zs0aQtCqvrdjiV+NGzemV197LdpRlSjxDOy4HSw64bdwX+iY4hf/jX0TZHBqhAdHsMceKEFa9je7IuPJvcPzjycRfatWzv8Q7rD8eJxfWI5Z4IDDN02Ma0RCzi+vbbxiBcWEhQQTEb+E6iJ+oQCE7disCOeXIAiCIAiCIFQyNcdukJ5Or8NAgcGpOwBm8Sssfvjl/Ao4+C3Vvt/oil8TJkxQL50vv/ySPv74Y+cPFooSGSC4y7vNdTx1MvJ3XXnNNer/EovINWrUqLjEryjgYlu+nHbeZReVKyvsxkKbzNCw9u0jBkqcZP+3336jX3/91dchdZXls920XGhIUh92fyVB/HJWwX8/78IuJeO37Tt1ipr2iETFsHicX0GSuPN3ZkhkPPMfN47oggvs3yGEl4HgO21aZEiv13LcYzR8/MdTqY1/w+JwvDm/TLzayFVIY52j+u/jqfaou0Nt6BX1dHh9RVwQqgK/6o0oBILww4pwfgmCIAiCIAhCJVNzxC9d6HAHvSHXlRIWPzTnV5TLx8P5ZbJT797eYY8ae++9N3VioYQFgjgGsMVbN1CTupG5wvr3708NzNA1t72688usjBg07BH85VbZCwtd7Lwxt9Xdd0eGwBiiwi9IDP7xxyqEdIcddrAui/eAzQf0v//9jwq8BIFKEL/2Qs4ZZ8LIL4x9OGbMmLJp4yWWq+fRR6M/83NNmd8lIn499FBZpUE/cG7BCYK2Dx/uPy3yBV15ZWLOLz52g4pf+rq2bu3873H8RYBpsb388vMB/boRK+eXbV6ffRbpoGO8tnlQR5ogJAjuM+a9Jkr84oqqJu+/7wi3Is4KgiAIgiAINZwaN+JSQocriKSZT6398jsFDHu85NJLw+/3HDKEWtnEIRMeBAccwJYW5tOSB46jGdfuQ3WyyoSrn376ibLMMDO3fSUWkYvFr3icX13dana+ghmHlurV6QzH2SlnnEG0776BhCabFILtnrBjzTIvE7OKp2fYo9l2429TcIzREPu8vMQpbEO473SCCDkMO9ISzUkWFK/5X3UV0ZlnOvnC4FxMRPzi3/Bx77Us5D7bb7+y7//+m+ixx5z3U6cSIWQ3GejHCPYfQovbtHH+Ns8ZW7JuhIvqDrr77nNeX3xhX15AUV4QEgH3F9xnzHtN2QTuPRTh9V6sWiXOL0EQBEEQBKHGU+NiGZSY0aCBep9uil8J5PwySdcEmXffe88umJiUJ+zRxGyfJn6ZIk9DJEVXEVUBHFQ+CeejsAkQ2mfvww0Q8VXIN+dXHEFw0SD8rl8/30lszrNYgpznuhrb5aKLLgo2H56XKZ7E42yLdawdcgjRq69G57eqLPHLXM6tt0b+XZ6wx1gCMldJdEN9SQ8PxvUgSHL9IOi5udA2CJSMLtbedBPRuefGnt955wVbrjhrhKqA76EQclE0w+uBhIQ9CoIgCIIgCDWcGmc3UAILHEkrVlCGh0vK44fxVXubO1cJRIFCCnngngwRwsOJtGOvXlGTlkf8iun8Molz3Z588smEK0FGJeU/+GDfSXbfffcokTKW+BUW6rySPGuhqHFz112xE8zHEdYZBgNTW/4xDv+rKIIKieVxfsUSv7ANg5zf5WXTJu956sIActbpDq/yIs4voSrgAi0oHGG7J3A4soizgiAIgiAIQg2nxolfYVq2VInSvVxSUXiEoEWFzPF0SPAelD594qqKF8rIopbH3E5HPTKV8gqLA4lf2/foYRWwJk+eTLuaAk55xa8Yzq8g9OvXj35EmqbPPy/78IcfnCTqlQA723RRTH+v9jv+5sT3yRAheBtxQvkgCe/jEb9sIPxvyhSqULj9yFF2//3e08Xr/ELYLh+HQUOHK9rltnFj2XtzPbitOBf32Se5yxXxS6gAcH/BfcZ6r+FCEN9/T3ToofYZsKNSnF+CIAiCIAhCDafGhT3qHHjggfTJJ5+UfeBX7dErdCsZFfqQF2zbtuDTh0KU074X/bBgLZWYA2zzCbvbnhNPPtk6q/2QBykByhP26P2zsmm6d+9Oxx13HGXtvTf17duXZs6cSTRwIFUWgZ1fJslwOGAep5xCdNRRsactr/hlVAetENwwY+V20qp0lsv5hWIKCLkK6vyqLPFLd355LbsinHYifgkVAO4vuM/weyu77+49A4hfixeL80sQBEEQBEGo8dQ48UsXLSBw7BPUgRF00IwE1+V40j1nzhwqKo+g4eH82mvIEEomvuJXgmGP2223Xfh9Tk4OPf/88+r9t99+S4XIJ1OJsPiFogBr3ep7EydOpD/++INuvvlmvx86/z/+ePyChL6NnnzS/nmyxa/K4OGHkfws9nS8vYI4v7iYwpYtyQ8d1ol3frr4hVAwG2612aQiYWVCdQCuxrlzo51fcnwKgiAIgiAINZwaLX55UepX7THW/Jo3jy9hd4Dk68lIeJ9sZ0iynV9btmyhOmYBApd6XiJCBYtfELrq169Pf8JlRETHHHOM+h/iV0zn1957E3XpEt9CveZZ08Uv5LaKJ7TWrSgaCN7ey5ZF5hjywqyOyYwZ41SlA9OnlyXyjpcDDySaMYNo0SLvaSpC/BLnl1Ad+OMPp5AGQiEBKvriAVM8aQAEQRAEQRAEoRqSkuKXlR13tH4cqJpjZWKKUry+SX7ynuyE917CV1XSw82T1rZt2+A/4nVPZHunqvgVD/GeT5xE/thjUbkhtgh0551EV15pT9x9+eXOezOPWzycdprz8kPELyGVQS4+BiG+xx1Xla0RBEEQBEEQhKSQkuKXdfjdsWO5HF2VhkfYY7KdIZ7iFwb+Rx4ZnRT5sMMolfA8jvgYqawwn1QTv+IF25m3+aWXBhPLWrSgKkXCHoVU5oEHnDx/L78cWeFUEARBEARBEGowKSt+BXV0Jewkq+Hil2fYI3JdmaxYQalEu3btaPTo0fYvOVl7IttbnF+1g/z85M9Twh6F6gKKaIwc6YhfUuVREARBEARBSBFSVvyq7qSVFFJ2dk70Fx7VHpOdCNw37LE6JFivQMFtMaqXxXL1JCJGdO9O9Ouv0Z/77bua4EYUIhHxS6hB5GYm4GLl+1B1vk8IgiAIgiAIQhxIz7YKGDVyH3rvzkP8q+Ax/foRnX56UsWvu+66iwYMGEDVljPPrLplo2Ll2WcnFlr3zTdEeXnRn999N9ERRySleUI1YNu25M9TnF9CBVAnK4P+uHm/+H/IopeEPQqCIAiCIAgpQkqKX6VxVF1s1aoVVTa+IZk33UR0/vllfyOR/GOPJXX5F198cVLnl1JgsDdxYmK/bdjQeZngGDv0UPtvsK+XLk1seULVYBM4y0tl5ZgThHjEL3F+CYIgCIIgCClC6oU9PvEEPTxyJOXqFat8uP766+nkk0+magMGG0gwL9QO7r23qluQ2kDInDq1+otf4vwSqhMS9igIgiAIgiCkGKknfp16KjWLY37Z2dm0vRlqWMGUhNLplKemq/eTju9POYnkZBEEITadOjmv6ix+7bZbdIVVQUgCeYXFdPbzP8d/r5GwR0EQBEEQBCHFSD3xq0YQoi//XK3elUjCc0GoWRQUJHd+yXamCYIL7i8J3Wsk7FEQBEEQBEFIMRIoaVe1pIL45ZvzSxAEQRCqEgl7FARBEARBEFKMGuf82nXXXammU79B/apugiAIifDRR04RCkFIZbjKo1R7FARBEARBEFKEGiV+bd26lTJreGf8p59+ojbbdaTd755W1U0RBCFeRo6UbSakPshD98wzKJtc1S0RBEEQBEEQhNonfuXm5lJNp3///rS1oKiqmyEIgiAIduBuPPFE2TqCIAiCIAhCylDjcn4JgiAIgiAIgiAIgiAIQlBE/BIEQRAEQRAEQRAEQRBSllCplB4UBEEQBEEQBEEQBEEQUhRxfgmCIAiCIAiCIAiCIAgpi4hfgiAIgiAIgiAIgiAIQsoi4pcgCIIgCIIgCIIgCIKQsoj4JQiCIAiCIAiCIAiCIKQsIn4JgiAIgiAIgiAIgiAIKYuIX4IgCIIgCIIgCIIgCELKIuKXIAiCIAiCIAiCIAiCkLKI+CUIgiAIgiAIgiAIgiCkLCJ+CYIgCIIgCIIgCIIgCCmLiF+CIAiCIAiCIAiCIAhCyiLilyAIgiAIgiAIgiAIgpCyiPglCIIgCIIgCIIgCIIgpCwifgmCIAiCIAiCIAiCIAgpi4hfgiAIgiAIgiAIgiAIQsoi4pcgCIIgCIIgCIIgCIKQsoj4JQiCIAiCIAiCIAiCIKQsIn5VAXmFxTTuhZ/VC+8FQRAEQe41giAIgiAIglAxhEpLS0sraN6CIAiCIAiCIAiCIAiCUKWI80sQBEEQBEEQBEEQBEFIWUT8EgRBEARBqCJgwN+8eTMVFhbKPhAEQRAEQaggRPyqArYWFFHHKz5QL7wXKpbLL7+ccnNzZTMLglCrkHtNzWD8+PFUv359GjBgQFU3RRAEQRAEIWUR8UtIeSZPnkx5eXlV3QxBEGoqZ59NtNtuRK++WtUtEVIJ3Jcuu4z2eP11GtqrF61Zs6aqWyQIgiAIgpCy1F7x65tviIrEdVUbSEvTDnMMYL/9tiqbIwhCTWPyZKJVq4imT6/qlgipxN9/E913H/WfM4f6FBVRcbFUfxYEQRAEQagoaq/4NWQI0dNPV3UrhEogFAqV/fHDD0QvvyzbXRCE4OBBSYsWRCUlstVShFWrVtHKlSurthH5+UQNGtDa+vWpbloaFckDOUEQBEEQhAqj9opfYNu2qm5BSrJo0SL69NNPqVo6v4AuhgmCIMQCokRWFjKTy7ZKAf766y9q2bIltWrVimbOnFm1YY85OVSYkaHErxrl/PrvP6KddiLq0YNo3rzyz2/GDKLHHiP65ZdktE4QBEEQBCGK2i1+CRXCMcccQ/vuu2/1dH4JgiAkIn5lZirn13333Uc77rgjnX/++bIdaygbN26kZs2aUYcOHWjTpk0Vv8BJk4h23ZXo6qujnV/Z2VSYlka5oVDNEr9Wr3bCNjdvJlq8uPzzu+YaoosvJrr22mS0ThAEQRAEIQoRv8rDli3l+nmqUt1CN0T8EqqMyy8nWrtWdkCqOL9KSuinn36ikpIS+gZ5I4UaCUSm9PR09aoUwem774iQzN50REP8ysmhgvR0qhMKVbt7py8IAcY5Ua9ecsKBCwuJdtgBOycZrRMEQRAEQYiidotfNkfQjz86ndRYbNzodPqQBDlO0kIhGtq9uXrhfapRWs1CgyTsUagy7ryT6K23ZAfUdDAgd51fEEtat25N+RAuqjmpfq/56quv6N5776UZCJlLUPyqFMEJ4lDr1o7AY4Y9Zmcr8SvXbVeNAeuElALp6ckRrDAPiGk1aRsIgiAIglCjqN3il42BA4lOPTX2dOi0ggRCJnIy0+mpUwaqF96nGnBFVJiQkMAATpxfQpVi5pwTanTOLwgUderUqV7i1+zZRAccQHTUURFVjFP9XnPVVVfRjTfeSHfddVdynV8QqcaNIzrpJKJ//il/Q7GMnJxo8ct1fuXXVPEL92Nc35Jxz+dzLJnbACGZc+cSrVtHKQfW7eefiZYsqeqWCIIgCEKNIbVHZcuXE/mFpngJKehUxKISn6KjKtXfyK3hxcknEz3/fORnU6YQbd1KKeX8QuhIAojzS6hSUtBxU5vDHiFQ5ObmVi/xC86nP/8kevVVovXrqbaAfdGzZ08qNEWlAL+D8JWRkWEXnFascPJ0ffkl0U8/JU/8KiiwO7/S0iintLRmhT3iPl8Rzq9kPjxDXj6EUh5+OKUct9/u5JEbPryqWyIIgiAINYbUFr/w1HbIEKL27SOehieVSgjxGzp0KHXt2tV7gmeeIbrttsjP9tyT6OabqaqdX8uXL1cVtSoS5N7Z6iP0RYlfZvjqBx9UTMMEAYj4VbPBNV5LeM/OrwJTyKhKIP507qzebly1itq3b08tWrRQ+clSGeyLbCSMj1P8wj3K1/kFR3fduk7fIRnCDu6JXs6v7Gzl/Gq7cSP1qkjndEWFPSbT+ZWdnVznF/YjBKJUzM8K4XSXXVJz3QRBEAShgkht8Ys7UahEFMTNlciANgHxa2tBEfW89iP1wvtYrMBT6KDtiVhQ1Tu/fv75Z1q5cmX8M3nzTdSjR1xLTBFhyJAhdDueggYNe9T/hkA4ejTtvffe8bdR8GbOHEeUBRs2OEJ0bUXEr5oND+w18Svpzq/XXyfCNQjV7hIBQlxurmrjptWracmSJdS0aVP6Z9HSuO41NQ0IRTk5OQk7vzxzfkE0qV+fKCMjOQ/O0BfB/rE5v3Jy6O8mTWi7tWvpnZoU+lgTcn7huIDoWBHb9OOPiZ5+2nEJVgUsqFYnEV4QBEEQqjmpLX6h48okufOz2RXT1vz3X0K/31ZYrF5B8HUu+Qywv/zqK6pQpk5Vy11rVLNLNOxx5syZ9O677zp/HH44lQ4YoKz9cHb179/f97dbfJ5++ub8cjuOX3/9NVUrsD5xDuiqFaef7oTjcrjqs8/ap8N5mephWiJ+1Wz43pGknF8bN26k9957j6bi+sl8+63zkCbR4gi4jkGcy8mhkm3blKhTr1491dZ47jWp7PyCyDV37lzlRo6Z84vFLwg7yRK/TOcXrou4R2dn05QOHeilUaMosyaKX8nO+ZVM5xuLwhWxTRFKed55RM89R1UCthOcciJ+CYIgCEJgao/4pXdgkxCqWOgOfNZXwsA9UMJ2yzSzfv21XMtduHCh/wQffqj+e/HFFz3FryBC2HduLq+RI0fSwQcfrMI8wTYMPIjotddec6p5ueuIwcENN9xAv/zyi/q7C1bfp3NbI3N+oZLoKaf4TwNH3eOPV057Jk8m8ss7lyjXXUfUuDGlJDyIk4T3NRu+d2g5v1j8SkTof+GFF+jII4+kwYMHRy5ju+0SH8jid2gfBJa8PHXNg7BTUlOEFIMnnniC6tatSwNRgCZJzq8nn3ySdthhB5VCILD4hT5EslxNpvh12WVEixYRHXigakNaZibhjldj8n7pzq/qGvaI7Q3xqyK2KfqAvXpVXEqNWIjzSxAEQRBqmfiFjqMfeBLO6J1OHrCUQwQpdTtoRV6d7j/+SJpYYIo3zz//fHSOqwoYYHfs2JF++OEH7wnWrFH/YQCho+cs+eKLL3yX8d9//9Fee+2lhDYehKB8PdjqipeZvG7u/jrvvPNUhS9U+gLzkeLMFcLiEQ9RSKC0svOr/P67k5Q6CLHy9SDP2xlnUKWASnLlTRps29a//UY1FpyDCM31ggdFNUFsFeIWv0C84XYAolnv3r2VyBG+VmIZmGcSxK9S1/nlKewkCqrKIal+EueJewySzr/88ssRn+N+0LlzZ/pHr7T4zjtO+PQjj4Q/wvYL6vzCg6pBgwape6cSm9LS7Anv//3XcTU3aJC8sEebUIH54h523HFODrKsLCV+1UjnV7LDHtG3e+CBxJ2QFR32yHkAcc5WtfhVkx3igiAIglDJ1FjxazE6wh060EcffRTM+VVYqDq9d999d1KeUvIT9WKvjgcqDPXoQckgIy0tYkedcMIJ9Jxpta+gAbavs80VvzCA0NHdEPfee6/v/HnQgs4/d/p5TfLxFJiI6nDH1V3HKahkaZCD3Clxil8tW7akBRXhZvLjmGOIjjoq2LQV4RhCbiE93KoysQ1A+LPZs6Mrlpogh1i8HX198JxsLryQaPvtvb83jluhhsKDWyPhPUgk9JFD9fh9vOIXrq+zZ89Wr/C1FueFJn6FhZ2SJA36t22DUkXUsyesuEmZJa75ELn69OlDS5cujfgO26VBgwaRQhCW+9lnRE89FTEdnF8QEvHQ5Pjjj6fbzOIvLnl5eSoUlPebKRAuWrSIzjrrLJozfDiV4v4KZ15Fhj1ivu6DI7QhoyaKX7i2JdP5xWGPcJNfe21Z6Hx1C3vk/VhRrrJ4jiksv6YUSRAEQRCEKqZGil/IMXWh2ynaf//9vSfURZmCApVP6mIkFDY7QhDE/Cr+wb1kDEpY9CrwG4zbOkUYRKyJzJEVq7rTpPXryZGZyshCJ7EChZJA4TwBnF+x4GkhUHGnP8f9rsB17tUNML98Q4D7999/aY3bPr+wR87d1omqIcZ2TQpHHEG0xx5E993nJFtetYoqHD6WbOfDsmXO/8ceC1XXfz4458eODT6QwXRdujhuO97vcBME/S0cJn7nQaxEx+L8Sg34eMP1SMv5VV7xCzJMMcRZzCMO8Qu5ESEYwT32GzsndedXXp5/MvdEQBuxHVBFeN26JM3S2XZIzK/aiTBviAkXXKDuC5mZmZFCEN4jNFQ7J3XnF/KoIXfjww8/HJf4xdsILmf0EZb98w9tREjijTcmN+E9i1/cfnzm3rewHhnZ2apDVmlhj59/TtSwoVPRMhHHIdajopxf2E54eFjebVFRYY/c76uoZPrxOL/09giCIAiCkBriF8rKd+vWTYXJobO8xnUkaYGNMcWv5nPmkArcMsUUCGLHHec9n+HDiSZNivioxO1MFeqOI+SlQuJiP44+mqhD+7K/165THfBPPvlE/blu3TqV4F1nSF4eNcIb5Jh54w31GTsHwgRxl2BQ4OeU8xCwIkJPAohfNuHMS0zjz3Xxqy63wV0nFr9W24oLuL8vMASuTp060YgRI2IWDAi5v59GKSp+zZ9P1K9f9OcXXOCETLZsGX8Vx0Qrp9oGIByuihw7QUB1rRihtGF4QKC31z3PYgIn2llnOWK1F3xMexWWEOdXSoc9wnEE9+hbXqFZuN7i3mKEL+P3eHiBjIk5GOBfcklc4hdEnDZt2qhlb+Pj08j5lfSwR54P8mD5nRM+wN2F6r+b3HOdxa/69es7gg9yTHbtSrRgQXgbRbTfkhBdT3gPZzfn84olfuVZthHagDBM9ClKuO+QrJxfulDBx5Pm/ML9lnN+lWufXX21I/jj/1igwALERPzv45yu1IT3nPMrWfm/cF5UhECVLOcX2jVxItE99zhVkRNJeA8k6b0gCIIgpJb4BQFj/vz5ZWFy7ueRfh//nF/Db7mFXieidq1bR0+LDvmQIWV/wwn24INlf/MTfoQzrlxJxSx+8eennkqEioSDB9M96MiYIFzj3HOVeJBWWkqd6xVT70WzKa1TR/X1H8gRRkSffvopXYLBkEZY1nrhBQqNGWMVv36ZNSsqD1iU3PTpp7HzSLlwBxxhpV26dKEFCxZETVOqi18QC1wxIB7xK/urr+gpV/xiwc3xVJSR47blG01YbIhjAtO7A7F8i8C1ceZM2vboo9FhjxahMJdSVPxCOXavfGixcuaZYB/utJMzAO7WLf62mIMEfcAUVPwCy5fHN0DRj42gCcp58BtkUIECDbZtKc6v1ID3I44JV/yCK2nx4sU0fPjwqJC9iGIOEFv/9z+nMIV7vLNgUx+z3mUXZ9DL4heudTGEBFxLo/JVadUes/7+m5q512WE5+/aqYl6pXk9IEHBEQzAZ82KvQ2QB8vMNxmQAw44gHbbbTe6DtvFFaAAEtur+zrWG/MvLAyLXxEuYrTBDT21Ob8gBHKFy5jOr7w86pGXR9tv3hx2cUP8wjLhqS7hay+HPd50E9HBBxNxNWI/IIYjP+IVV0Q7v/Trkub8Ugn4kxH2iPs7+gY+OTDDYL3g/OK2lCfhfTLEJV3cZPGrvKIaO78qUvwqz7wh+KJfCJehW/gnDPo2ePDodW/UBdUff3Sccn37Rk/P2zMJhZ4EQRAEoaZTo8Sv+6FnoeqcJn5l+oXoGc4vZiM/YdMHA+gg6I4rhGFh0MLwtH/8Qe9ff324wzzurLOcMIsXXghPetFFF0W35eabiR56SHVocooKaFyPAnr3pSspJ88ZSHz/2mtKpEEnHi43pn379mF3EnM0+lzGZ0XogKHstuFCiRg8bNkS+Ckl/45zdm3Bb0108at37/CybWGPXqGQ9R96iE42nF8sfmW425gDPPU1hu/v1Hnzwh29Ak0oQt4X8BC205ln+jq/uEMYpIt966230n0IF/QD7XCrYKp5J+qSAtxuPJk3w1USySNluv7c0C1fMNC1hVTAUQYQAnXllcFEIvPY0/+OJX7pxzuqXAaB22Se53fe6SS1DiKcB3VE6AMgzBvrJs6v1AD7EvcSnI9u2COuec2aNaOGDRtGXK8jwOe33ELUtq3jsnSPORa/cHcqwQAf5xeWgYF0gBAm5RJyqzlGiF8QDvr0oZbPPEN3bt2qvk8rLaZXztxdvXIyPcR0PGxBfqXbb3eS2iP3nulgToL4hYcze++9t3JvsxiF9eCcXep8wfYoKgoLjFFhj4b4pTu/gohfcJmBeosX05OzZtF9U6dSU3e/oA1YJs78Yr6fcNjjs886D3jc/ocveND1889Ejz0WW/zSnF/pyaj2iOOgRYtg93kOM+T3Ve380sMek+n8qoiwRz7nOedWedvXuXP0eY/+J1x8hx3miGCXX+7cu/heiG3O1wyIndheOEbdflkYOOBx3uAcFwRBEIRaTo0SvyBF1XfFB1388nxSaiS8Z8YFWaCRQ0oNoN1OxyuvvEIZbh4hbMDJ6BBzhwSDAxv8vZvjyHQjvTJlCu3vdnz7QlCAk0zpHovLdpLbUX4JYX1ff+189v334e2R8euvUYP6Eggl3FHDoCVgR8336TNccXPmUMgdBPGWmvf770qItImRnnnA3Pbo4hd72jJ9xC/QHsKSKy7prX1BEyJ53sYH0e2j2FxzzTV0AcIFbUAkgaMB6wmHHUBiZnew5bfsCJBomafZuNF5j5wseqgRBlZBmT697L2ZHy+I+FW3rpMnzC8M8o47gjsNvP7m8xM5uWxitn486kIZ8gTpCfwRxsN5kHie5jbHIOKuuyI/wzKvv77M4cl4iV9mIYhp04ieeMJ536mTs+/F+ZUacHiaO8hXQoV7LYZTyFf8ghsDRSZ4UK+FPWIOpficxS8+H2MIyVg+rmkROb1Y/HrgAVp89tkqb2LgsEc82Bg0yLmW3n8/0TnnOA9/zG0A4JxKMOwRAhVSFmxwHz5BjILwBcFJrQeHcbnOryjxi51fRs4vzIPDHiFued1rdOdXydattCEzk/6rU4dC7jmONsBNF+H84rBHbF+EZOL68OijRDvvTHT++fYVxbS4Buhihu7Swf0T1zAj4X0oI0Pd68vl/IqnuiELTNy+ZDq/IHDCjRT0QQW3xxS/sIzyOJYq0vmFddfO64RgxyZe5v0R9/+BA53zEw5uVETFvYvTP2Db4He4vyF3Z4cOTnvM6wf6nEh9EM++EARBEIQUpcaIX8zyLVuoCRFxjbW+6J9mZtKKFStopXlz93B+3eH+f/sdd9ARHgP7rWYHIhSi3gj5IqImdepQ23GOhIauq0p+zJ1HfhIH/HJNWUSQFu4A4WR0bp56KlxpMTyl5m5K546S68xS3UN04rWOGD7L2Hdf+veKK2gO3EhxOL/MDnjO3LlOtT0wejTR6aert1jrbLeTf+q559KUb7+li9esicrF5unOc9uD73nQkuHh/GIO1p9sugOX07/6ii5zQ0KZkLmtjUGT+i6I82v1aiqNFWqHkAW4+5wFOv+zCMOVygYMoJjwNga6207fH/EMBuBY8CKI+AUwiPFCr1bnBZ8bfuIXA/eizQWmD870cFDkAMOAnYFz5csvvcUv3nZmSCmqfiK0iR1t3DYv8atx48jtgpyBOCfWri0TDc1BEZZdVZXBhIRAqP1jDz9M6khyxS92fgGIWByKHwXuISwuaBXx2K2Uzs4vTKc7v/zErxtvpB0vv5z227YtMuyRqz1i/mlp6vobl/gFtxDOO9xzkNTeFLg4RA9tDOr8wvreeivRVVepUGWIS7r4hZxfVvHLdX5x2GP43sHOoHI4v7hQQRHyZyLUPhSiUi3skcWvYjPsEaIXQgRxPUC1YfzN1xkT7L+6dSl/yxaVe/IJiOJoE7YdXDjIJfjqq1EJ7yF+pVem+JUM5xeurTbnF1xLu+9OdNJJween718Wwng51VH8QvvKWxAB82Hxy7yO6GIgtkGfPkRI2YEHZHCD4zMcn5gG4lejRvb54HjEQ9maUkVUEARBECqQGid+zV6wgN6Hqcb9e7j7/x133EF3o2pjAPGLWbhoEb2Op/IW1pnhaqGQcjaB+prAlWaKX/pAOy2NHnroIUd80QSLrZnZdO2MLOr3vxfUe50zzjgjLMxwqKFN/ApxR4Y7z/iMK3IZ5N1zD+04apRd/MJABIKBgdkBb4sEunrZcbeDhfXPdrctZIJty5bR2evXU584nV/69+mm84tzibmf36i1d4s7kFLtcIsBmITDHnkfuOGlEe0zfvPll1+Gw3OQ36oIYQl+6IIUHwP6toYIBceWTbjCukNcBHpuNV2g0bdfsnJ3sPilFzSAgGzOn0MA/RxZfgMUhFEB89jz6oybripzWt6fcKiAd96JDPXg7/XwIobbaYpfcLDZ9p1f2KNe7ZG3DR+bGCjzPHj5CFnR8xAK1R64SJ9+/HHnYQiODYv4ZXV+YZ/r4oLmjsHvIbLgyl2shz0GcX699BLV/ecfGuQmbFfX6RtucBzA7rEFQScDr4wM2lZYTP1u/lS9thZ4DNIhZqHwBe55cJtACDMdkBz6iTZi+hdfdIRqs/gERDM4VN5+GxnuYZd1XJDffBMWvzZiGa4YpcI/MzLKcn5pzi+uaBwWvzxyfrHzK4j4lZubq5ZXkJfniF9paWHxC/NQ4hdcyHwNYXGDBQRcD7D+cNl4iJ6b166l+StXUnpJCQ0cOFBVkQwLXXAFI0cg5mMkvGfxq6g8lfviSfCuC0x+00PkQ/VLs6/E1R5tzi8cB8iBynmr4Kr1qMLpm/A+VtuCbo+KCHvEscjiaCywHf76K/rexuIXjg1zv+Nvdr+xyw4FkyZMKHOZ4zP8HvdtPJBhJ6nZVvRZkxGaKgiCIAi1Tfx6/vnn6cwzz6QBAwaojiuEnafhvrBwww03qO+9Xv/GyrtjYX1JiXJIMQ20ji0n0LU6r9BpiIOo7hYGE+7bOlqy+bDzSxNWwhQV0eL33rPOf0tRiNbWaWhftjsvDmkxwx5BJjtM3AGP+oWH+BUOxLSJXyNHOqFiZhvM+ZhONYQ3uu3Jdrc7pih1RcPWMZxfH3/8sSN4ac6v8GryOrrfZRril85Y14HmBzu/SrV1CocLecx72LBhdC4S0YINGygzVu6nWOKXLdzxzz+djinEoZ49o91eehJ1fV5Bxa9Y0yF8ByCvCNOqlTNY1fETbHib6iIY1lUXhuB6A+iUY7DMA2uvQQMf2zp6x523JUJBeGABd4l5nvAgwLbtTPGLp2XhIYj4ZYP3H9prCoO6E1DwBddy5E4cPHiwqmwIgaNVq1Y0aNAgeuqpp6LEa7/7DL8QQh4v2//yC72Dewv+MHJ+AbiWrOIXf8biAn6riV+q0iAODXZq8GAfx7af+FVURHnNmlF6aWlZ2CPyih14INEhh5SJX5rza+2WAvXyPWZN8cs87lmowb0OofQIy0eoL1woDES4ffd1coghTxHC8CECb7+9WkcWv1A9GOHjq1atUvsVglPY+YXtpeX84u3lFfZoc36ZD1ow73322Ye+++47da9WyysoUNupRNsv7PyyVnvENYvFL1xv3MT8Nub99hv9OGeO2gd7Dhqk1jPs0gG8z7WcXyrskd+XR/yKx+nE2xP4CSNwruGe8H//FzznFx/P+B8PJ5DvlO+n8YQ9xmpbVTq/WLQKMu9LL3XOgwMOiJ4P1tnm2NLFLywD2xkPeCE64xrBn+GchEDZtKkzH/P6gb+5mIYgCIIg1HJ8iyV65T1auHChSvbbunVr9T4WJ510kiohbtIINu2guB1eMyCKMyqh88sDEqvg4D5tDsLnX3xBncwPQ6FwKJ+qMmiKXx7c/OmnNF5rfxCK3fmzQBOyONk6wuWESmLuZ6Xs/LJ0FNcRURu8Wb06UghAriQ8lbbg6dTiASS+dzt+Ra7rpgf+McQvbEf4ijYb89tvv/1UrrS93Q6Zn/ML4heWYEoH2C5/s2OKiJrbWxx2fhUXFIQPeB48c9ijLROXPqjdhk5ofj51wB+33RYptnjt31iDGOQDgjMCT2xjgUEX3BZmLh4/dPdGPAnyzcqefuKX6W7i/y1uQjXt8OFOqC7y5ZRX/DIT2Zuity5k8f7xEr+4LaZgZhO//AZjuvjF8+DpeT9DBENi4mOO8Z5PLWfz5s00adIk5ZwZNWoUNW/enNatW6euGaeeeiq9/PLL6j2f29fDWeIRtgj31g477EDbWUT+WDRduZLmN2xIZ27cSLM8wh4DiV9G2GOE84tdZTjPbDl7dIqLqRQOIdfZpaoO45y7+GInNyAmce9VgcIecT7YxC+eL58n7Fw66iinndiWqFDMFSKxbhDhkBMRodu77ea4WXHMuwNyXHOxPyF8QcBElUy/nF9wafH2UkKYJewR9w1Mh+Plr7/+sjq/4DT77LPP6NVXX6X999+fzjnnnLKwR835pYc9buFrCDt72PmFayq2GcLPPK7vaUVF1AI5v37/nVo2aaJSMpQWFVEoLY1mzJhBbdeupcZbtlCWJexRvS+v+BVP2COWGataI7Y3nG7mdc8v5xcXL8DxhO3XvXs4P2ngsEc3P1tCog3yXEGExTFdkWGPQZ1f2A577VWWr8uW84sFUS7swG5Qdn7pobgcContjwILeNiEyrEQKr2cXyJ+CYIgCEL84tfjjz9O3bp1ow4dOqhQwytR6S0GJ598sqryVC7cGzqEnJDF1fTkk0+qkEEdJQjFmK3X90U+zi+9s4MuMnfSeTqzDUHhaVkICgs0Xj+Aawt5NTTn10vPP0+3TJxIbhCXYkd+g4673jE64YSy9xAr2rUL/6kPILB2mXh6DdwBFgYAeaWl6rt3n32WRiBXO3Kxz5wZ4VbbySfnlxrw+Dm/WPwqLlZ53nY0f19YGFEJ8zzjezPnF572Yx/OmDmTnoTo5K5HeFq0BYM7iExmXjZ3uovxD0JATfHLJs7YOsVwQ+hAkAwifiFnG45vm/iF5SFXle7gClJB0Quzkxyv88sL3h6xnF8o+IDjDU+4EUJla5MfZtijdpyFxS8zH59eNS+W+OXXFpvzi//n/YzzDueJiF+eNGnSROWG4tA308XzySefKPELwhi7jG38z63Ye9ppp1FCFBTQ+nr16A+EK3mIX5ts5xkfR9nZtHz5cmqZlkZpmvMLYg4ErGIe9GLeECIgXCAPJYpI7Ldf9HyLi9Vv0lncco/xOXPn0rknnaQSvt+0ww5l3xfHcM2wmAPBCw8xMD+85zx4qACJfYCQd7QPog+HGyOcjc9lhJ9zCCZEC8wDzlYWv1znV+PGjenGG2+kBqEQfTxxIg3da69w2CNCEVevXk0t8vIiwh6jnF9Gzq/u3bvTxIkT1fz32muvKPGLHeGHHnqoIzq6zi8Wv/hc52qPWOpGPeE9O6o55xeWr4c1W8SvAte11LFtWxX2+CeO6TVraJdRowhZHXs2akT9jYT3ae51dtDuu9PdEyfSWLiBUUF5110dR11FOL+4kEMs8cvmcPJzfrH4hfawIKf/JkjYY7z5yCAwQYyFkIsQQ2w7FEiC8FZRYY9BnV8snpoPhfScX2gjQkWxDghtZOcXC2J6KK4ufvXq5byAl/MLxwRXORcEQRCEWkzcYY8jRoxQwlelk5VFL2Vm0jZDDNIDB80S4Z5J1l1CLGZY4O7ML1zFTnN+6R2pKOeXIX6Fc4fE4fwq8gp79BFTVM6vggKaMW0a/e7mJrMuER2h22+n/1asoPkY3DBI9u2CQScnJQaT0N+CIKFTWkpb3E5WrrZu2a4LjAWsdB8nWcvp0ynkDt5szi9e7yx38GI+D1+/YUMg9fatt98mSF14+g4+//xzlYuN1yO8LAhRb74Zrsipkx7EQWEeA/pvvJxXPkURImARxqv6FYcZYjoM9DFNZYpfvP80J14UfPyiYhWSRnsNSHBMQOx75RX/nGeWUFzPsEcepHvl/NKr5vmJXxBBzHNBh3OP+Tm/4g2lrIXA0WUKXwDCBUQMdnX5AdEDri/M5wRd6I8HCOzZ2c612CPnlzXhvXu8ff399ypsc/WaNfSfW5CFf6+cX7rjA4Pa9993jhO9SqtOUZGqRAjhTIlb7vH6+7x5tGjRInrvvfdoc35+RNijJxAIOBQNybQhNh9/vONQAd9844Q4wk2CFAVmBWTsHz6vcO3EQB2FHgAECF4XTfzC/gMXr11Ln6xdSw8tXhwOe1y8aBG98cEHtHrZsoiwx/C9wSPnF6YbO3YsjRs3Tol/NvGLRS+ghz1CAOP7gh72GJHzixP86zm/fMIeUYym0G37wJ13pjVr1qj9tWHzZtXehk2bUjEXp7E4vw4/5BC1L5VDFi8IoUFhoSOI2KM7v/weWnBVwXidX5xrCy8Wv7yOR563HvYYr/iFCr777EM0ZIjj+EK0AYRaFpCSCYtWQZ1fes44v7BH5MmDaxIFdvSKl7poaDq/dLwS3gd1AwqCIAhCihO38ysRvvnmG/X0EwMauMYgoHHJ8XhAZzXNK58VO6UOOsjJnzR+vHoq7ict4Lvels8Hoy/vvn/80UdJySRpaeGNVaxVu8I8uJMO0JnWQQhKLNI8wh4RLhHxva2T5TpNMOxP37KFJhDRAx7zVSDM8emnaSM6WBpoN1qKvCkIR9UFPRUyaVJSQvx8MUcTEtLcbcPL5m1WqnWcIUri+124OqIhVJoHZaY7z4JyHMAYzqWjc+xWB+UO4lpXrAjpwoe7P8OJ8vHbWHlHTPELnW9Obms7BlDxCyAHFidb94Pbxk4NEz4GIXw++STRxImR+cP8gItBB4nZUdlUf5oMzOXyE2n9fd++3mKvfvziCTg7TEx04Uhflv49MJ155uc28Ys/g0inF6LwEr8OP9zJg4ZBCRg2DIo4ecIOI1vOLy1XoJAYEAk++ugj9X4nt/quF2+++aYKlRwzZowKm0wEJc5nZzvVaHFNKC2lhgUF1Ahhqx07+oc9ZmTQug0baOedd6aSX35R1f+QJ2v7f/+lNT17KpG/QA9zhBCBSotwqngJpMXFKh8Vcn5BqAknay8pobZt26p8WgUQ14KIX7j2wB2DXE4QqXDe68c+xDqEZkPsxTXYFIzdUHAVzvbgg0TNmpWde5yEH/cZVGN1xa/wvRLbAtVvN28Oi1/Iydi8bVtKX71a7eco5xeHxRk5v/R0B3iPfYUXO3chfiG8klHhouz80sSLsPhVWkpFutDA93t2fmGb+4hfcPix8wvzbtKsGW0IhSjPvQ4gbDWc501LeJ/mil9NGzVyxFasL9y88RQ4iSfskYsYBAl7xHRe4pef8wvLYAcTL9N8mIJjCEIr0MMe4014j4dWuF6jkiYe/NR3k2Jg/fj+EPRhkx8vvOBUMUX7gjq/2FFpnte6gwzT4Htcq9ilr4tfZtgjMNfHTHjP92UJexQEQRCEyhO/zHwsEFfuu+8+OvHEE+OaT2laWtgVZBO/VIfxvfeodPJkCt18M5XygNUDJVxZPs/UBB/Ov7Fu/frwxtrAIYCaSymMIXRAsHMa792BNWsg8ZRR4TQBrfuPuIN6685Fnhb36bTeXS1BAmUiuueee9TfWzWBz6j75TayNCxG5erilysypJnOL63tKp+LMTub84vJRIJhi/PLNq0KGbKAVmW5gzvdqcHbWLWXB6HuPtPDHjHYJC8x8bHHHNGVwe8waPQ7/jhRNEKD8Cqv+MWuDD23VdBQDyTiNdHPTR6s6BUVeZkcBosOtvm9mb9Lb0+TJt7t04UjDq+68MLI782OP9aX96st7JHfsyD400+Ry+TlmTm/sCzdCRg0dEQX8DBvtG/cOOdvU0TA9QSOQxZEhTAQlm677TYlZsBBA9fm3Llz6ZRTTqHhyB/nwxNwLBHR6QGKYviJXyFXHFbiV0kJXbZuHfW66CI1CM485BBv8csVxpCQHQ9BShGWtfvudFZ6Or3Llf140MthjwDihVltkUEyeDfnF4Qevj8VlpaGBZ585BSD+WrLFur/wzR6cecB4etuSUlamaiPZUDgxrrosCCChy9YdwzAcd6Yzi8Wv1CwAy7iG28s+w7uMXaQTZpEJXBalZSE3VdhZ9D69RE5vzLq1FHbOGjYoxKN9IcUmpjE77nKY9nqeYc9hp1fetij7vzCdmAXT2GhOi5RFRj7uAE+c13C7Pzi60m6K1D6Jrx3t00WFzLg3E8VKX5x2CNEFyRlx/5EKguEtwYRv3CvsznHTPHLz/kFhy+ujQj5w30h0YT3uI5iHvgtjl1+wKrnrUuG+AXXMgRqpE7wczDr4JjBuYS+DPYn7oscFqrn/ML3mE4Xv8ywRxZsWXjUMcMe+b2IX4IgCIKgSEJPwJs+ffqoXFx4Gg1H0YIFC+iBBx5QogLygL377rsJOb90eUkXUcKiBjoKF1xAWRhQ+oAuUWasZbrzvPraa8PT5hgb8EtU2vFAz0kV/k1pKdXJW029l89T7zlTWanxvy5AKdxO1geW5egBQie5y/RTNht8+CF11f5mx9p6sxS3j/jFElKO1gFj8Ut1NxFuwpMb4pcmFYU/wzpcbRG0slzBwnawRq2jW44daWV1r8eBetO191xWXlWq1EMLzZxflt8q4GzAIFsPhcPvYgivcYe+8bGN35nJ29lp4TpiwusQdNAQK8EyD1gRimHCFSlxzunJfLltqEDF6IMEP7cBPtfbhIqp+rUC4W5vvx3t/OL582CHO/6YF18L2LXFAyuIwQcf7O380uePV1D3FrY9ytHze31deXuywIEiEh4J22s7EI+QI+qmm25Socp//vknXXLJJfQoVyr1APcaXJfbt2+vcoQlSqioiNLcfa6q8JaUUHZJCW3q3Vud877OL/c7TIOzocS9ji1s2lQlO8dRUMSDVXbhACxPvz7gPYu2ELDcSpEQaiAqkSusYDkQggogIhHRHvPn095Tvqfeq/+hrk0yVb4tiEBLOO+Q20YrECvg/EJRmljiF1yuEP+98qplZlKJe6yHxS+tGiDn/MK2Ta9TRz1osIpfLAYZ4pfp/Ir4jetm1p1fSmyD+IVk9+nptHr5cpozZw6Ftm2jfgsXOqIkX1t08QtJ/rHtEOLZtq1q+zvvvEMtWrRQzkJ+kIIHS0W8Xd3rWJohfinHnkfYYyaLX3xMxFPtMJ7k5nrYI67jcABCiPr558jp2HVktgPnAwswXgnveT1YfDSvqxBOUS38lFOcBxIImzXFr1jrgm2JtA24tvODHOwndn7pgmsyQNvgOoXQFk/OL7QH5zL6KHBJwuEFQZzFLwhfnFsO50siYY+m80vEL0EQBEGoPPELuVnwhL5Tp06q84mKj+eeey699tpr4cqRcYGn3cZHPBQNmRX8ZsyIOTtk4EGi9iDiFwYvGRbBDe2BI8Er7BHJb01yigpoh7kv07vPXqTeh3/Ly3T/32KGrRUV0Yq+fWm2pZ22epN+wl5j5BIxHWp33klT33qL4OV5QRPUbOGGJXrYo9YBQ94xoD7JzSUe0r/28sthYQ0DEyelfBnYhoOI6Bab88sdfJgVOFErVJN7IoDksjPFJltzqvHglDuzBVu30hZ0zm1w2EqixFu+nQfDuvNLnwcEIiTi1+cfZBnY77HELx9xN2J5blipJ8jFEmT7Ibn2tGnOe6wrh8ToYSdu3qcIeH6m8+uww8qSdDM8GEZCfQhrPIDBQB4OArNtEFCQF8kUAPy2B0LjAA/mGHaF8P7ShQ8hAoTHw12Da8bixYuVAIaiKyiggip+XuChC36H+4/uDEpE/ErnqoPuOYUHFiVw+WzaVJbzC05JfIZCGLgGwgmVnU35+fllzi/3WpOfnq5C6yDyFOohcDbnF9YRAhRcLKju6zq/sEa68wuCF/6GsJMHQam0lLJKSmhd4wb07hvX0hX90qhD29aqveEHHFiGh5i7taSEVnz0ES3B+YD2+IU9Yhq/NAYQe0zxS8sJxWGPyvlVt27Y+cUhkixkbVi7lp564YWIBzSqciZcNN26EXXqRJluHjhd/MrftImmQriHqPDRR45oCNdWKET1GjakJf/+S4cddhh1mT+fTvjkE5qSnU0FumsI9wW0ZYcdnOswRAo4fwoL1X1r2LBh6kEJChuon7ihqXr+JdP5pe6TWiibcrC565uZluYcUzbnF9x1KHTz0kvJc37hxccCBD7zfoDl+4U9BnF+eQlZcGXivDnuOOdvDqGMJX7BLY38dMhZh4rjePiD6/zQoc6xCDHPdH4lK+m9HrqJ7RJPzi8wbx7RIYc4n8FVzDm/2OlvOr/8qj2a56SX84urRgqCIAhCLadCxS8vEK7SpUsXmj17tu8AxgQCDW71mpck7MJST1b1ThvC0WIAYcbIdhSN2/FC99Pm/EJ79OTwJllux3Wlm+yYef3jjz1/E3Z+YVChgaf8SMRr69bq4Z9MLFebThE6RpdfTvvNn0/I9ISaghwMZ/Mopc2dGxajMNAiIx8aH1jd3P8vuegiussVR2x5aDBwMPOEhdfDdMC5DPRYl3hkhCaaWMfiF7vU0t5/n+pqibJ5XRQYACFhNKMfewHyvMUNHwt6OJRZOVKvGsmd41jw4BvEE15jguU99VTZ37HmpVdgtAGBC2AdvBycpvOL18NMeG9DH0hwewCqAyJZt5nXC4m/IWaxoBULtBuOMj/nF4vmIn7FBAJWu3bt6Oyzz1aurylTptCtyLtj3fQl9PTTT6vfnHrqqeVbLsQZV/xSZxNEK4gzGKC64teMGTNo0WefUWmnTk6I7vjxRGPGEHXuHHZ+4d5V4oZvFyB/pJv3UDm/TPFLd37hvoHjB1V94azknF+c30rL+aVC9jIzKR+CnXvvKXAH5xCX8ACqHoQziAUYaGvOL9yfmjZtqkL3Zs2aRQgYnV1URB+yiBHL+RVD/GLnVzjnl+b80sMeM+vVU9tGd35xSHze5s20uaAg4r6I77Lh8kE/Ii2NMl1Xmx5GX7hpE7XF/OHSnTYtIuyxbfv2dPbYsUpQQ4jr8hYt6PjWrVU46tKlS2k1thGEeL62YhuwsIUHQG5IZc9mzWgz8qc9/jg1RGJ7nk4Tv5CLDYTg0ONrk7tNPcMeTdEJriEIq59+Gr2d+RoYVPzi+UNwwv7hNpvX5SA5v2I5v2xhj2grlvvww86+0YUdXWCyrQvyyX39NREK1+A6ivmjsiPyM7ZpQzR5cllOST3sMRmg3Xwu+CW8R/5N9PPgFNTFLxyjCCvFMQXxi51fLH5B7GbxiwsAmGGP5mdeCe/F+SUIgiAIVS9+gWawfdtC+3xAmAJcSa6ZPcLxhO7N/d9+m+RWEpW6nQcv5xc2oP4kGh1qfYiA7hsK1i9Ctaygy3T/z9u0KWJec2bNoqUrV1qrONYrp/j1pyvk1NHWj58pemSfUdOqKpNaZ8tMeE/avNiBYRO/lml5lUwvAld7DHrwxgpM07dfK7fjGtLEr0J3eVrWE8U8/Q8MZH/7rexv/WlrecQvr99yx1gXv8zjHflS4nV+6Z3l8gwOzN/GEr+COuf8pjHFLww+bc4vP/RKcoDFeD1/USLo2x//w83G8MCJQ0JF/IqLfffdV/3/Fe9vAyTER2gfwh0R9pgs8YvDHuHYKoX4tXkz7b/ffspd9t/y5VSIsCacBzhXkcPo++/Lwh7h/HKvK3B+QeBRbiAcC3AuwTXEg3Td+YV7CwbJaIMbHlmshz1qOb/C4hfcUKWllFlSQnmumIEHQ/jujrw82mH0aCK8NOcXHEzIjdWyZUv1IOKazEx6cJ996Gcs20/8QpvwHVd59BK/3Oujl/ML2wmO7ewGDcJhjzwt3y/gCOu0/fYqMT4epECcUvPE9kMYYtOm4bD7COeXKzrSLruoQiAPLFlCq3EfdfOs5WZmqgdYEBIRBon71Nq1a2m77bajVjfdRJ+ggAjcOsY6gaJt29T+fWjzZuoxbhytHz+eFrVoQSsgvGjXVvVwThO/0vl+YUl4H5XzS7+OY/0gsprXNqwjqmviGDXDHt95xxFkTeFeT3jP4petWmAyEt6z+KVfz/mexuGJpvjll4wf8+zc2XmPPoeeRB9hm+hPsLM2GWGPcBTiAQi7gnmefmGPcCfjBZEe7eXCMnClof+LF3KTccJ7fXtw2CO2m+n84mXGCnvEA5zzz3d+FzQ8UxAEQRBSnCoRvxDOhxwbdevWDYtgQcAAQhveRwg0WJGuhlMqGWxw8xjpzi8z7BGDhrJGllIrYx6Tiaif1jnclpFNg856Qr3wPvxT4/+8jRsjwgOfevxxWuiRSyq/nA4oJLxnQSvH2La2sEcG3an1egEAd6CRbmlLWPyy5MiB+IVcJ6BjQPGLAohf4ZL1Grq8xC5C3flV4K6DrRZheL0wje74S4bzi/NKxRK/vKbBE+N4xS92JyC0UE9OHy+xOtZ33BGf80ufLqj4deSRznucI6gk6id+cVi0nk8omehuL/zv5qJT8PHP+0vEr7hgoVyvspvsRPd65T4Oe1y5ejX9OnOm2l+l2HelpdSucWOVjwyh33k4HnXHjjpdnbBHOL9U6F8oRPlpaSrnF645GxBmBmECx2u/ftHOL+QShADFg9riYkf8gnimOb/g3NXFL1XMpaSENmbn0qBTJtJ1P4YoPStXOYQ3IlfRmjUqHPCvhQtVEQGIY2gnwkwhROFv5LFSrubsbCrcsIF+mztXFav57LPPEnZ+eeX8Qn8A19bs+vXDzi/cL/SKlaGSEmrYrBnVq1NHFWZ54403CJJbJpxQEJtyc6PEr/fee4+edo8HJUjefDMN3bSJBvbvT43wsCAjg3KwzfLz1UMPiF9YJvJ3IWx26PDhtBjnslkR110PiF/Ybt1bt6a7u3en03r3pkdGjqQNmLdH2GOE80vLUcbiV4Ye9ojP9Os91g/b2ryHfvAB0dFHO0UGIKrr182zzyZCmgMUZvELe2QRJl7nl02g0sRNzxBG3NNwzmiVpSPCHln84uXefbdTYAX5wbB9WHA1xS9sHzirTHfvAw/Y81YGAfeWUaOc8Erdlebn/ML6oSgH7qvYX1hPuL8+/NBZD+T8goCPbcPOL2wzFr/NsMcgOb8wH+TDRP5PuAPxUBP5EW3uPEEQBEGohVSY+IXO4zzzaambfPaMM85Q3x955JFlneEAoDKTl5vJFFtW+nXG4+DC776Lcn61NzagnvAYAl2bGO0rRT70hi3VC+9NuItStGkT7a593s6j4iHQUo0nJH5xrrJcw/l1OREN9fkd2rpVE4G6uInfnfpi0c4v5Eb5CSELBr///ju1Q7gCEd1aDvELGV/0FM6qmppBSGtTHW0/lrqutfvdipc2WfYcXfzSByBBXEax4OpoNhCqFEv80iqaqYpd8Ti/kI/r4ospYWJ1rDnko6KcXzoTJzrJ5oPsEzf/YNLywXiJXzrt2kWGqYr4Zb0e2FzB+OwitzrhAQccEPX96tWrleAB4eYgvQJrHExt145Wp6XRs61aKYEI4heuXYuXLKG8bduof58+1Aw5pjCghJvoyy9Vxdvl69bRNgjoLCq49wYOe1TiF0LucNq5x5sKS7zgAqfiIg/mefCLaSDk4jjBeeqe+8WZmeGwR+X8cnNmsfi1rbBQCUgZcH6lpan7zLqCEGVkZqoHA4W4N27eTH//8Qe9+8knNGLECPVACr/lBP54sfi1qaCA5s6Yodrdo0cPlXtNgYE5Qs5wbSpHzq+hQ4cq91zjhg2pXsuWKh/aE99+S82XLYsQv5BrLT0nhxrWr0977rknbd68mVAGo/7ttzv5uFzxC36gtOnT1Toi91u4kwNRaPRo5TAbN3YsNYSACeeX2yaEVWKfYpl4oIV9DrEPqRm+//57eu655+hfdnC74keh6/xqWq8e9dttN7eippuE3xC/CthlnJVFGe69Y3Nenir+AxebejiUnu7v/MLvbOIXhBOExuIhBieN5/sUBB+4JTEf3HvhiMJ1zxb2GK/zC9fgIM4vzNcUilg01a/jesi66fyaNct5YABnF7ui8Fucc16FGwDagZyPCK9EbsxEQFsHDnS2px72yAURcB7gvjxpklM4AIIXPocIh/4Rhxgj5BFuLxSHwLQQZuEMw/bB57iHs6iMdfQLe7SJX8g9iDbinMDycX1C6LdfgRlBEARBqEXEnWUZyYa/cwUh5OzizzgEBZ1SPHFHGAU6yrvssgv17NmTWrVqpfKK4KkxQlJ69epFEyZMiGvZCFPICKjiza9Xj1p6OMHg+XCfscdkD1625vzSxSB01fRBWqnhDGNK4lAauYsSWrcuQjTDkO9Z7e8+6A+673PLGfb4xVdfKcFKd35hWw8nUjnA/NpqW84hxt9YD4SSgDVaiCMzbdo0ug6dSx5YafPnpPRBmG44v4rS06PCIHk/6OGzkOO6LV6s1j+bq275LQhPV5HcmtHbmKjzC2XT9XnoItePP8YWv/AbDtvDU35OIhw05xc7+NAxZ7dEUPzEI3TItWpr4emDdMaRGDio84vhgbitCp8tcXLQaRMVv8xtY4piIn5F8eqrr9Ldd9+t7icolIJcVBAIJk+erO4te+21F1144YVRv3v22WeVa+aEE04I54yKl9ZPPUUFb71F+37+OZU0bEiNe/VSos3WvDxqlplJLSGiQGCYOtURrn77jRrk5tKX8+dT3rp11AcV51whmp1f6uGCKzAUhkKU6e77s845h8YuXUqXX47HDBTp/ELeMISswXWCY8R1pOphj8r55Yol+BsviF+qkjHEr8yyO4gSx0IhR/yCYJCfT02RI2nxYiUk4XtsMwg/EHHgysY1+49//lH3rw5t2lDDhg3LQgp79HBEOxzrO+/sL34VFND5qNYMN96xx0Y4v5DL7XYM1p97jopbt6aD27ShB9atowZr1tCjxcXUDiLmVVepsMeQGwZWp04d1WY8oNj4/PPUEPM89FBKz88nXEUbHHigEsCxLscixBOikBvmGD7f3XCwDKQqyMigVcuXU2njxkqEwu8gBtavX189qDvuuOPU/2PGjKGHIaJwMv68PLV/Mb/SrKyw+KWELBwjcAtdd53zkMx1s2E6VIQEi5cto5deeonGjx9Pu+66q2oTEt5HiF8255deXRhgf7KDioUOuE2RwxDtgAiDewNCOOE8gpMN91ub8yvesEcv5xe2i57PzpwOgp0pmrL4BUHV/A3aiPXAdyyo4WU6v0xw7j34YNnvEgHLRjiiWZkV+SEhxuH/OXMcdyGiGRCGy+IXHgKz+IV5cJgnKkbiBXDNwD0X5xGLX34J79l9Zopfhx/ufAZBDcs3jwlBEARBqOXELX5B+HrmmWciPkPyYbwYiF9NmjShcePG0fTp0+nDDz+kdevWOYlhe/ak8847T1V9xN9xgUGDx1dcVZAxuoYRLIlD/GJ055dOmpFfpNTiQgsqfvFQntcxY/36qN/ow2i3YH1C1R5NeA3MnF+NAvwuyBAT81qFzqFWHXJrRgbVcQcBeLre0HQHueGcdeLosGYY7UFlNPIRv7BfLiCiYUT0zD330JUoguB2yH0lLCTX1dErlyajk6mHPun4iV9ok96uvfeOvRxsHy7GwMJZHKHIYfzEI3T6zU76F18Q9expdxroeOR1Uu32Er+4aqdPIYoozMqqyRS/TPGWi12wKCbiVxSjR49W4Y1w3EydOlUJHRBeevfuTUcffbRKZG9zDScj5LEjKnti3+HYQ/haw4Zh8SsdxzE7uyAeIHwJIlK9etSjZ08qWrDA6vyC+BXCcZCersLIs9x9f8jhh6uQvwhwX0QxC0wPpw6Wg8p2mviVZnF+6dUeERYJgW0Bkm27YB3wIEBVMsSDIZyzbjgaHuCw84urDKNKM+7fkMRHDBigEuaHKzMCDKw9ig5EiV+FhXQ1zlH0EzgnFYfFMXBMZWbSjLQ02gxRqrSURpSUUAmme/99J9TTFQMgfkGMglcujR1zdepQaOtWFa6eP2QI5WzdqkSsXA65Y6HG2THhv0PFxTR27Fhq8/XX1Ag5xzZvDotfEF3hfsOxiGnCrjfOR5aX54is2Fem+IXwUDwkufhique68LCPQpmZlKHlakP6hwsgorpthBgXt/NLz7vG+Z1wXCHEFeGCzz5b5hYaMMApCOSV88sW9sjhh3AuYV64R7BrLKjzC9Pjnobf4/oPEQ6hfzqYLyo4Yn3QTlP8YgGK3VfY9lyNM8BxmLDD10v8QnVJfIZ58/0G7YYTDG1k5xcnr/cCOSE5LyRCWLGdEgl7BHx+Y7uw0CbilyAIgiAkJn6hihZesUCn8UE8bUsicH55dXHMgK31PgIE6rjFGxCDYbZt2abQtX7DBqv4FQT+HS9np3//pZbGNHrXrSSJ4hfPC/6cuhUgfiEP2ouffaZymL3mOuXWZWWFxS909tUTdJv4FecBHSvnly5+wRtY5K4rBkugMD9fPfEPcZ4tG35utDicanGLX8kOz9MHDby+lv0QE791xjJMNxxfQ9BRT+RpPLaD7iDUxS92c112WfTvkLOpb9/oz+MovBG3+GUOVHm/ivPLkwEDBqhXIuGSSQGDcjghIShkZiohZMu2bSofU8TgF8KMO1BVIg3vd/f7cNgjhA/N+ZXhnsftO3Wipab4BfENggXmhyp4OHdwDlnELxbazLBHCEWtGjem+vXKHihkZmaoa3UB1glCXn4+hdxzXQ97ZPFr2LBhSmDKOflkyoBQsfvuaplh8cvCn3/+SRdffLESpxAmiGv6mo0badX06dQTE4wYUSYgsDjCoNoj8osVFqrwfpW0H23r35/qvPMO5SD/Gn5TWqoenMEBiHtDiN1DCHtcsULdq4shohQWqjQLyOmlMJ1f/HdRET2EqoHor3z2mSraAvEL2wL9mJkzZ6r92LdvX/oZLh/gimgtlyyhTUhAb3N+dexIdN55ap1HH3oo7VO/vrP96talrhAlc3JUfrYIhyLCHnGMxJvzSxe/WOjA8dKhg+MqYoEKn2PbwIXNx7FZ7dG8HmP57PyCMINjE+IOthkLinhwohVQiBK/WGRDEvYzziDabz8nDNF0DGI65OZi9FxVmD9yu7H4xc6veMSv8ji/8HAOD4r0nF+8vQG2N9oPVx1CGDnE/Y8/IitexgLOUlwTcN4j5JnDHvUKk0HEL9zT4Ejj3wRJgyAIgiAIKU6VVXtMBL+wR5P/fJwojyS4oWwij+mtWbd+fYT49b7bIQ3Sbv4dd5EOR4UhA33Yoct7NoEoHtGIu0VwQF3nvs8IKH4dFmD+P+m/2bpVuR+KXUEkLLxZnozGKyOZzq9lrigz1nLQq+TP7jpg2zd12/P0k0/S8OHD/U8OP7EHg4Py4vWUGJ3oZHZi9c4zO78SEb/idX4xQQYtXmiuFk8QMqYLW336OG6IinZ+oW08APIacInzq/qCQStCy376SQ1AlfML4hcnteeBKIvUOP5zc5WLiAWpBQsWKKeQGfaIMyXTPSYyc3NVaKTOt7NmUfbZZ1OjceNo46ZN9Prrr9O8f/+lfNdZEhH26LbFJn41zM6mYQeWPebJSM9QYlK+e0/K3rLFCSP0cH7hPRLgZyA9wUsvqVx6WIatWi/zww8/0Pz58+m1116j/9xiMd8vWUJdFy2itRjII8wS24qdX/ifxR3X+QWhST2QcMWvDYMGKSH7rhYtqABCk+n8YncLtv/SpQRpudgV1SFiqfsKtj9elrDHiPPQTXiPfYLtgZDb999/X1UN7dKlC82aNYtGjRpF/0H86d+fTv7wQ9oD4kZ+PpVmZkaKXwD/77QTLa5TR60X5j1vwAA6C6GYy5apJPgRhRtQCdTL+cWJ4G0PDHCNM8UvM+yNHUQQdjEfVBI1wx69nF/cDswX+dUAjnusH8QaJFXHtZVh8QvoIZUQZXAMIJz3sMOcypV++Dm/MM94nF82YQ8Vm+Fe5NyPXthcZwyOK7QT24PFL06sP2wYYrgdB+COO1IgIHjj+IJAiYIYtrDHoOKXhD0KgiAIQg0Wv3zCHk3W+Dzh8xNUXoVNPQ7x61TkiNHbaLjBMuPIO8O/iw7+K6M4DueX6Rrzo8SjPW5Kbt/2mAn+t8bKebVxoyN+GeF7KDmfDPHrU+3vFa7LZr322V5abrZtmvjVxG039udbb78dlSss6e4uP7w685w/JFnoxyfELx4MxYvfE3Wb84vRK32VBy9BEAMjM7zazJdTEc6v668n+vpr573X/hLxq/oCxwQGoBAxhw1Tog+cX2k+zq/SnBxH/HJdGrvvvjt9/fXXKvclHtyo4wCuHk38ysjOjhK/EGKH9AAIt0OC9SOOOIK+nTaNlrgFZPRqjyWuiAPRJSx+QWTBtTU/n9LrsY+XVMJ7nO35OB8yM6n9ggVUlJOjRC5d/EKIKQiLMhAoDj6YqHv3mM4vpDdA2zEdF4KZ2asXnXHSSdQEg3nOA6WLIyxuoGJlVpbj/II7DsJQaSkVQnS45BJ6rG5dyoDAwzm/XPEr7PyCM+fjj1WYZgmuYSx+cbJ1tREszi89B19GRkTOr9NOO02tL4TMPfbYgx555BEVhguBD8Lo9E6dqD62hxtCGiV+uWB7YL1UaGpWFq1Cmxo3Vp+Z4ldEzi/d+cXXkXicX3ztYwcVXhAh8TmqAeI3unATK+E92sXzxPwxX+Srw/aA49Z1J4bFTcDzxnLQzqAOKF4XvrbbxC/O+RWkn2VbN6TwQKqA88/3/h22P9bBFvbIcEgnlsHiFz7D/Q056yB2ej0AsoFwayT310VL/j0fs0HCHkX8EgRBEIQaLH6lpfkLEgGdX37SwTaPp9rYUF7L1sWfUmOjZls6ZaFSom7/LVQvvNeXgT/x/HSzj0jFP4nl/2nhMw8TWxaphgEca7at9VqMSptZa9YoUavEWHYnDlfTiEdiOs1tbxP3b1RYY8lFH65xoEW6237Ox6YGkkjszO3UfnOgubCKDiHwqoJ6xRXR+cbK63BBsmgAZwmO/0TEL7gfvMCAwGvAk6SqrJ7hoG6RhZjiV7KdXzpe1yIJe6zeYPDp5r9j8Us5v/QQJK7MWFBAIeSccgUCOHpQ4AVFYU466ST14AYVD1evW0f/LFkSrvaYlZsbUS0YQBBBuB1gYaxh8+bharQo4pHmtmnxv/8qMU13fm3FewzYZ8+m9EaN1H2maWgrZWakq4dHhTgf//yTJp52Gv3Yo4cT0mkJe7TlVIvl/IL41bhx43DVSID/wwIP7od62KN+7sL55YpfuvOryB3gY1tkaTm/8twUA2Hn16WXEk2eTAdkZESIX9l6YnC+tmG7sviF/GqcA8t1frH45fwkXYlZWKfjjz9eFQLgbYQHPQjH5ITmEL68xC92fmG+KCSAwj9R4ldaGnX//ntqiQcRpvOLRVIWYRgUC0AOLT/nF4c9soPo778RI+xUAmRhlt1ZNucXCy54meIXzonOnR3RB0UQXn45UtzEfYUFSIgy8YpfpvOLk+jH6/yyudowLziB/VIc4Dc4n3BO8rFrLo/DkrGd4GxDmDAErPKii5am88vrXs3VPhE6KeKXIAiCINRc8QsJfLsGnHaNz9NpdCG96uDleYgaXs4v0D5O51duUT59+sQ56oX3TJYmOrl196ywoBNLftFlhS+hm7jvbcP8GyyfNaXYmKLZBj/hxiXbFb/Y+cXr0/1LtDKSQKnj09Lo26eecvLEaB9jkBjymY8qVqA5v3i/8f9ZRs6ychNPEm6/bVge5xdyrZggj4pOIuLXCy94f4eBAZwjNnjgWl5iuat0WOyrLPHLyyV4443O/5LwvtoD0effhQsp3Rb2iEGv64iB+FVaXEz/QZhJT6fmbkJvPLjJ37SJtuTn06FHH03N3eMe4pfp/OI8YRx+B9K0HIAc9ti/f3/6/ddfac369RHi15LSUroFlQOfeYZy99tX3WeOy59KWekhyoKTCuvQqRMtbtJEzZcFL/wWLzi/8FnI4tYM4vwyxa8IgYfFL90ZpIlfuF9inTdAaMTf+NpthwpFdHN+dUhPp30gWKFNXCgFYuXee9PfhvgV4fwyE97vuSfRv/8SnXRSWNQ0xS8ThIJiG/3222/0HxLqo/1uvisIg3ipfGzGdsP2gCiGUMoZM2ZQ586dw467MOPGUbtZs2gE8hn6Ob90BxOuI8OHO5X+eB25OigLVewgYsEEDncIVbaE937OLxa12C3Gxwj+R/VT5PCaNcuZDsc4XGaoCg5BCPNIxPnF4heWx663eKo9MrZ1w3aCSAVRzkvUNUVHM+wR4G8Wv5DnjcXF8qKLlkET3iMMFU42hFzi+Ob5SLVHQRAEQahZ4td6rkoXAL86b+j+vO7xHRLQxit+sVOI6ZVg2GNZgAqRky3FX2zyE4Y+N/7+hIimuu+DDvObJXAAzQsgnqCaFrrxJW6n3u8gjBFA6dCmDRW2b6/cAqb4xfO2DdfSXQHRFL9YptGdfu8S0YdUTuBM0DGT/erEEBATxkwijn3AjgHG62lyorCjAIm8K0r8Qg6ZoKKYrRCHrbgAEkXHyxFHRP6N9fYLkYXjAInVK2p/C0nh5ptvphH77quEnaiwR9c1EqpbV4lf8+bMoTvuuou6du0aFkEgfhVu2aLyHPYdPJjSp09X5xScTKb4xWKRLn4hMX2Ixa+0NEorLaUzzzyTrr/mGiooKQmLXxCd5vz+O/3Sti3RmDGU3bixur7lbd7siFulpWEnFS9HF7847NFL+LE5vyZOnKhyYmF9UQwHzijkObOKX/jfx/nVqm1bmjBhAnXefnvq3KaNun7/s3gx7bvvvrR+/XrKhphTUkIHZWbSFa1bU8F551GGUSVYhYO64pdKeK/nHOTqhBAwMM1RRxFNmuSc/67zi8MeIxLRa6A6I6oT9+vXj5Zt3EjN0SY4/3zCHvE3O78OOOAAWrRokdoumE/Etr7pJlrZty9lsLOHnV+4TnMOQVyL+bqG73CMXHmlI2Y5G8D5Xw97Y/HDJpjoYY9+zi9dPMO24ZxfDKr3du3qLBfTYdmcWH/kyMScX2bCe9wvOMw03oT3tpxfmBfEIsDur1tuUSG+KpyTlwuChD3yNoQTjudbHmxhjyxueolf+P7ee1H61tkf/JmIX4IgCIJQs8Sv4DKSk+MJgo+NHXfcUQlg8YQ93u+z/CONv2/S3nt1oJmB2vtOcYb7+Tm/WOhisFaFcYpfNxt/v2+ZxpRJ9nErXvqx3+efU0cj51csaWWjmbdJx33Sji77YPejs1HY4IgjrGGPett15xefDEMs4heceOe575HYOMxxXh5CFyQHPuAA570xSPOt3Kh3rpPRiWZszkYz9NAmfuEpcqLo1dZiLTtZsCMhaHUvDHDM9cZgLl4gjuiOGQzw/cSvvfcmuuoqEb+qOSeccAKdePLJVIcr2FnEr7Q6dSitpITyt2yhwXvvrZKjMxC/irdscXJ/nXIK0T//EC1YoEQiP+cXCyZwaIXcYxTXKz6T6mZnUxEEraIiNd348ePpnnvuoeuRc04dftnq2gfxSznDNCeVLn6ZCe+97ls25xcqII4YMYIee+wxlej+7LPPTtj5hYT3l1xyCfXs3Tucx/KWO+9U7Xv++eepU5cuajrkVkvv35+yEAJuONTQxm1FRfTPvHnqd9nsbjIFab4e8Tkah/Nr4cKFar3+d9VV1A5iFO5lAXN+AVSrBBC/orZ1djal6xX+MG/kpurd20lWj/ay+MU5tvTcibyuyFen5/wyE6czXO2RxSSb88t0jrHj0bymY1vAiWULyUs055cpfgHMB9sm3rBHm/gFxyCOIS74Akch5u06C8MPRmKJX+z8SiZ+YY9e4pcNEb8EQRAEIbXFL8gqIz2+QyfUluMK5PsIEl45v3bX3qcbAhSSDJtsy8imfU57SL1WZZTNVa9IuMGjg1gaUPwqsfzNa5ZogFd6gAMIsldawA7gVm3QFys5/4RDD/X+ElVAUfFM++htIlreurVv2KOZ8ys9xvHGHqJSff1iOfsuuKBsYKILPSjn7pdkXV8GBhqonLb//lRujCID6m9TWLSJX6ZwV9XiV3s92NhnPYOKX7pDbJddIufhBUQrWwipfkxo4WpWZs50/hfnV/WHBQRT/HJzyKXVrascWcUFBVS3YUMlPIUJhag4L8+5dmA+SCLfvHmEQ8rL+YVrG1xFaW5oGnIZqoT20BpycpTzC7/BdAiFRJL23hBKMK+SEB1w2kP0dsv9KZSR7SSQN8QvM+dXvM4vJObv1asXDR06VDm0GjVqFCV+hQWeGDm/wtcIDmdDLsezzlLC2tFHH01puDZh3X1ChSE8zZ47l36fOZMOOuggao6HB/q1B7/jsEduE7at4fzy2gZwfiEBfv369SkLYjeETNed5yd+sZDpLNIJK0XFyqjlZGfT1rVrafXKlbQZ7cJ2QWVGhI4jHJJdV0iqzuKXfg3HtRoFG/76i6hDh8hjF/vO5vzisMdYzi93G1mdXwD3OnZ+2QSieMUv/OammxxnLyedBxzqGG/Ce3Pd8Dd+i20GURqpF7At2rRx7h3ffOOEk+K3rsPPM+cXJ7xPJomEPdoQ8UsQBEEQap74FdWt6KUHGEbCz0HRzVqif/Hdd+FktTaKfAbL4+PcoHtg2TvtFDVNaYjor2Yd1KswZHet2fKtgKEBHThm+lYMV7jbZ0ouy5IofvGygqALdLGKgJd4iQNw59x2W9j5pbcBAxDeirlu2N5DhkBmC3uMJX5FNixG5jVOCAz0Tj9yrgQVv9A5xwBOH0wnitleDCTNgYNN/CqPQ4vnbwtxTDTskQd1sfBz1+mwWwGwWBlrIHPrrdGfwZmhb0/s8/dtnkljf4j4Vf3BeWyKXxAZpk1Tx3FavXrK+VVSWEjZRphwaXo6bUb1SOPcgghiC3s0nV+h3Fxqi7C37OywWA/qZGWp6xdEFFuC+lIqpb+bdaCN2U3Ug5gMi/ilO7/gSPrpp5/CziQT9ZDBOKcQjtgQyc491isq4b1Z7TGG+HXuhReqCpKeAqQBttfKtWupdfPm9MYbb1Aulqlvd7x3q2Qq2EmlOb9UfjEf5xeqeLaA0M19kD32oNJ69QI7v3B/z8nJiQ57hK7frRsN3m035erLxLUI12isM9YD64xrDFxKEGimTIm+t+DYw7ECR+Jee0ULJjZHll/OLyxfD3vE+0SdX/GGPf7f/zkPIyBAwcmG3GGA3V7YJhAfy+P8wvo8+6yzDT7/PLKqJMKTARLYs3DrlfOLwx6TCYu9umiZqPhV0UV6BEEQBKEGUKPEr6hnewiBsIB8Wa6fIqKqoGLQINXR96IgqFMk4AZdNGSIE9qk8b323mtpjfUwBo2+ffsGasfqOJxfQQ8C23RZSRK/kFNL52v3/5A2eLSCpLInnhjl/MJ7DEA48CjkdhLnWtrqJX4NMNoZFr/YEXTDDfb8UTpmuI35hNwLM3TOnFei2MJ6TVHNtpzttgs2/z6oVWrAA5OOCHZNkqgWNH9J0PMZ7h1uJ28PrwGV66qxguqA+u+CCpYiflV/cA0xXUcYlOM8/u8/Sof4VVpqFb8Qrte9Y0dqiVxcGl5hjxBEcE1j8WvWwIE0ETnzvvzSEfbRjuuuo/rHHKMedCxdutQqfulc+N67VK+wkAosOb9wT8TvL7roInrrrbfovffeCxz2COeXTfzyDXvkbYhrzcMPEy1e7Cl+RYjJAcQvCHc/zppFDVhkMUWCcjq/jj32WBo+fDhddtllRLvt5iR0nzJFhaYGdX5xO23iV1b9+tStfXslbGbj+mg6f+AahNCCa+38+Y6YFEsE8XN+6WGP2DZLlzoJ2/1yfnmJX7rzy7yPJOL8Gj2a6M47nYqREM5YBGXxC2kHdt+9LNl/Ijm/8PlBBzn5MLFOnFgf0+I46daNaMQI5zhBOyA8VmbYI7eTtydX3hTnlyAIgiDUMvHLoxP13rnn+ia893N+LaTEQb4ps7uMkuzmILrP4MG+4ldunTq0i88AO0YwllX80p1fWxIMJ7UdLLp0wfPnRPbgK5/5+a3HdeYHMTqVpvNr5wED1ADkfCL67I03wuLXKst22exW2PQ6GVhmCQ9R+QkqKip5iTdIOAu8BiU4LrgSUyzxiwd/fmF4sTrd7Bg0RSOb88v2hBjhPQgLiYUtPxkf/4cckjznV7LFL7gkuJ2xwh2REHmeKu1gXx990CfiV+rgJbzgXM7KUpUI4fwq2Lo17DRlGjdtSh1bt6YGOI8M8Qvi0aRJk1RydtP5xWGPaY0a0SMLF9I9X39dFvb4558UuvJKumCHHeiff/6hThBFfKibX0A39O9PayHQeiS8b9q0Ke23334qjDFW2CPEnPvvv1/lv4pb/GIH0f/+5+SzevVVb/FLP59s7juDKVOm0BXXXEOdWbA3hRhT/OI8bq6jB9t9zZo1nnnPENr5yCOP0NixeqIC52ELhC+8/Ko9xhK/zBxkUc4f/VoL0dAvH2ZZ46JFtLLGOSGSWBbEJTgZ9XuTX8J706GOc8HL+YVrI5xqyLEVLzifMG/e53PnOsfImWcSvfKKvYJvEOeX7uLCdsQ5yM4vFr/4Go7zC1VUIZKZ5xrmXZHiF9pSXucX9hecbBARBUEQBKGWUrPFL4+BZShGB8TMscIsadw4KiQwHjAkyA0gfmVonULbEB4hERle4VqhUKAKiOfAlUREJyZR/CpL3+yf+J+lkxEI0/SZ3pRYSjUnn7n2KlG0D6bz67bx49VAA+sdatgwHEa6wtKGP4ios0/SfUyzZMmSspxfLI7wfrS5nZCfJZb4hTwmCKewoYtqfJzropQ5YIrV6eb5mceVm6g5pvgVtGqpbX25rXhCX1niFwZwp55K5Cb+DgSvIw+QvMJEILrDDWCDw5QYEb9SB64SaAt7IqJW7dpRo3r1qEXTpqpaYQQcamf8rnPnzjR69Gi6+OKLVeJ43fnF4hf+P/jgg2m33Xajq6++2rmmsVuxUyeaNmcOrV27lg477DDf5q9v3pxmtm5NRe5xzaIUwvimTZumclnFQnd+ob1XXXUVjRw5MpxjLKb4pVd7xDa55x6ioUMd4UAXePQqfrrAoosBHtc8VJ7siEqbfP56Ob/4+s3nPUSbjAzaaaedVCinlwDot22CVHtkvMIew040vdqjTehg8cvDJW40Ljpxul6FeNw4R4iEk+q775wqjX45vziXodmmJk2cay9Xe9T56CMnRBFOrkTBsXD//USnn+64wuLBK+eXKX5xbjEcI3jx8YFw048/dl5IW1BZYY/cTt7WuJfDgQbXX5B9z+HZWCc8gPJ6cCMIgiAItYCUFL/yEyzpXFxSEjhkzwa62s0DiF+6eGUVv9hdEpBFls8OuOgi9T+20JrGjelzTVByU+SGCSJrYGhzieXz5do833LfF3nkHTNhaeFIt3OJvDZMoZb/DMz+AxKVN6rCl/Z3WlZWeACiBhzuAMoW9rjUbXNHn3bqzrKQKX5x0nKAPDD6d37iFzrKXk/tsU0QUuMlfrnujTCxQiK5HUGELdv5g2M4liMK2HLV2YSza6+NFvks+fHiWo4OntCj1PvZqPsZEHaK6DmIbPhta+xX/XdBQ1Ul7LH6g4H9okWOSGJxr2TXqUONGzSgbh07UkNMq4PjYMGCqOMByeFffvllatOmTZRYpIfKoULxNddco74LO78gfhlOMj+6DBoUFmj05WD506dPp7vvvjvmPHTn1/Lly6lHjx703HPPOfmvNHwT3qPdXK0P4BrILi++TuE7WyLzAOJXlMvHFHw4x5Xu/AJYXno63XnnnbRs2TK66667KFnil1fYo1fC+yjnly1XF+4Bn33muKLK4/xCNWIklef0DCz8cDiu6fzCe0wDF5F5/0J4IO7VONYhuOggqTwcU+XNXQmR7rbbPNNexDwm4BrDQ6clS6KLV7DzSw97DPLgh8MeKyLhPUBbeP9jG0L0/Pdf5z4XtEAMpkfBhH79kttGQRAEQahB1Cjxa+cdjbTolk7Uf1270gojBIOH7DwkPemkk6y5s0rQcS1H+2y/VeKX0UEsRB4wn9+A0ODBnk4rTwlCf1KNzuno0fQNkrxfcAH9pYlS+fGIX9On08+vvkqzPdrag9urfcZhj7ECzlhiWcVii7aduD7e/yHPGRH9hg6rDxhUrDDcfzwAUblw3PcQyB7Tp3N/iy5roxjiVxhT/NJBRUZ0TGOJHryuXtPpQtOECW5DtD1gDnr9lofcNNyJtoU9BnF++YlfRxzhL0rZ3F14ig70J9eorBUUhEnFQ5BqlZMmBXN++W1r7Ff9d0HDUoI664SqAw5PDHAh3Nhy4OG4wGDaVunu5JOd8wQOGwsQQCASeSW815PN4wzOwjG2cqUjyAUk7fDDwnnE+vTpQx9//LFye7Vs2ZL69etHjQMIaez8gmgzZ84cam06YLRwzpkzZ6qQyIiE9xAs+vd3XKBcsRXnDKci0J1fcB+ZYgJ/b3HReYpfQXJ+ac6vRGHxC69YCe9Z/Jo9e7a/+OXn/Lr8cueahWTtscBvvZxfXtdrhIJ7hT2+8Ybz0AcJ6c3ldO9uz+9Y1bBAdeCBTpjk1VdHVm7EcQj3lhn2GFT8qgjnly3sEbRr5xR9ifUQSBAEQRCEmit+IcfSizHEr09uvJHyPEIG2WPy9NNP0+uvvx79fd26YUFmuZvzohBJhjX8no2HvMQvfeA9bx4Vjx1LjTespLYbVlKJTU/w69D4hT1iWfpg5L33CAZ3ToTMYlRc7rZddqFin8p6Gy0HEg/9Y9XZ41XfaBG/tmkiGETAAldQ0IsF6GAd2YWm2pOZGSF+pbnbFG3SM7Vgy7z44ou+J4IpfrHzwXMQgY5prAGGnozZulDtcw4X1D8zBF7f5Y0fH5k412T4cCL9OPcSv7wclRCiEIbideza8qLxIEEfvGPwHbSKo21wNWeO9/SPPUZ07rnRnyN/C8PLLo/4ZTq/gopf8SSBFqoODIS9BsOciFpPTs2MGkX0wANERx8dU/wyE97z9ZtFkvU5OVTIyfdj5PnC3aJto1z1Cg0brq5jcDX9+uuv9OWXX9JxCHOLA3Z+IdTx+uuv9wwNRIjmK6+8Qqeffnpk2CPuTwgbQwgcC+A28QvCGM5n8zzn64setmgDy8NDCFRkNaflxOe2sMdyFBWJ5fwyxS+EjGL7nHXWWYnl/ML1CiJOEPcPV/sLkicK+wPTm+IXtwPfwXWGfR/koUJ1AW2ePBmWRSI445H7Kp6wRz8qKueXHvaYjII3giAIglDLqVHiV/6IEXRcDPEL+ZjMnF6XEdE9Rrgfd0ILNFdK82bN6PEnn1Tv/zzhBPV/yOj4mAnTdZp4iV+6UJGWRnWzM+mqh0+jKQ+fRsVFjg8rvxyhAGG5wcNyz+t66RVXRE4fkFhVxMwDiSWSXVzRhvOOzdcdQppIFt4vFvGLBbJCV1Ao9UiurvLjaF+lG84vfm/KN1gzMzmxn/h1vBbeae2M8uCMv8OAwSYI8boid4d1oSXRv0vU+QX8nF+cONi2HL98Kbb5B3V+cXsRsrPXXpHtSRS/MJgjj3TEB5MffywT59q08Q571PMpVYT4JWGPNR8/51cMvJxfnPOLpwGr6talc1GdDuJODIdNblY6TblimHrhPa6FixYtombNmtHuu++uHFrxraLj/FqxYoUSz25D+JmFG264gZ555hlasGBBpPhlbaRF/EIyedzHf/klsbBHiNpjxjjh1QjBM51fetgj/udKhElwfgUNezzkkEPo1ltvpcFaARwF9snChWWupKCiVdBqj7HuFbiG45oNkQjXY7x4u+iiYU0DwjPut6tXOyGZEKts4pce9oj38YQ9VpbzSxAEQRCEhKhRd9MokcLSoYb4ZZaOR4DURZZ54bnzVMO2v53r/ih1B/EhYxkcjmdjZRDxKxSK6BizFJEdNHwlFLKGPb6M3EYvv+wkUcf/GpzIuH3nzr47vSRO8YtDHs158jqNHTeOJkyYEP6763XXWZe31ZLHisUv7nYWu6JIeDmPP070339RbZzhOvZQOS0i7NFoW6Li1wt62KhN6DHFLy9YvNLFHv0pus1lpYsqZs6hoOIXCzvIXWQu32/ZGAAkU/zifWIm7C2P+JVo6CBXv9IHGub21tdhlY8Ebia899pmN97o/D9oUPnXW6ge6M6vBMWvyy67jD777LOohPc8DYCIwgU84gXz+PTTT6lt27YJ/Z6dX6hQaVZ4NOnQoYMS2ubPnx9c/Ap6HYsV9giH2UMPlQkaZs4vPeyRnZe//lqp4pcnu+ziFExBbivsJ6+cX/HAYY9BRTS4l3FtuuOOMudXkO1e3cE9FscEHxem+AXREc6vRHJ+VWbYoyAIgiAICVGj7qaojhSBZQBgc3599913VN8YgKMTCumkQA/JQifT7WCGqwsanXYzX5bODMv3XuJX1FBXbwcLbxQMTLcc1efQUUbH+aijwt998803dKbr6il1120U8lJZsASnRYlHcHG96SY3fl9LQs8HEiqODXET52bWqUOXXHJJmahmdAxLzMT4++0XJX41dwUhDCjULHiCffeNmBcPKtjJsGXLlgjxSw/5DFdrdOcXy9kWlfMrCF7OLyRR/umnsr+RfwTuI0ynl2G3CVAbN0Yn1mchDOE9fvDxfPPNTp4YM2cRBjuJhD327Bk5f1sH3Rb2yNsH50ey8pYkYz4jR5aFR2I7cNJmPUegK7AGyvnFg3oTvq5IuGPqwBUK4TRKUPyaOHEiHXvssSoc0RRMdPHLFFeCgmqRDz74ID2OhwcJwM6vIOIXKllCzDvyyCNpz1jnjOn8inWOx3J+MbgfQOTQ5wsxAyGV+u+Rw+q++4hOZJ9yYtsG9ym8zPsFnHy//fabvwjIwIH68MNOe3B9SIbzSw97DHIvQ+VR5KeDS0oXv2qy80sH9x2EuerH0c47O45B9J/wEDSesEccwzNmeBewSRTe1sjvlwrbXRAEQRCqmBr1CA8Vpb7//nuiPfaIS/waxO4KDRY82OEVxqjSh8TpOjz8h0xh68amBRC/CopL6f4T76bn8eeLVxAVFUS4fkJ+nVxLzi/87eUE2EsLKWPxy6sLVWARfdIMceg5FNJznWRdkdjW4I033qBNqBz18ceU5bp6wpKJ0XljiWAdEW2PdGjIP+OGm7LDbvS++9Ijr78ezrMV7oYa28gUsIYOHUq/uCEz+O6H0lI6xLLO8Tq/QE8IPl7VJwcOjFxX09Fz8cWRf2M9OO8UBml+ApTmdKPrrye6917n/SOPOGF9nHfLBm8vdOr1HDPcPj1vjFe1R5uLifNs8frajkO9GtlslE6gsnAmCGP6b2I5oBA6+9prznsMmK+8kuj++ylpIBcROOccZx+sWOEk3oZTDyFmEMdsAxysI6pV8mA1lvjF26u8lc+E6gOctc8/7wyo+R4Vp/iVl5dHY8eOpY4dO4bFLzPnF9xgQcWvvMJiOvKRqer9q2fuTt26dVOvREFbNm7cqK7HscQvtP+WIFWLcT7hPAOx1ito2KMpfunXeOT/mzevrJqu5WFKsp1fN954Ix166KHxb3tcG71yfiUa9hhkPhB8cG2GQJSK4hc7v7BevG7InwcRlJ3RuN8FDXvEA6X584nKcW5ZwTl/+OFEa9Y4BTcEQRAEQag9zi+APCVh3E7cDxiQauJXq1atYs6HxQwOp4tyfnmEPbIsMC3gBkVFJzM5OcStJa23p19bb686t3fiQzzpdckI2LnUBR92RvnBYhQnfzfRJY+lRHSGsZxPPvmEmjdvTqW8TTzmw0IcnF+qbfyFtl6LjTDLv4z58V5JcwUXuA3UPGPsT95vGHzwAATfrVy9mt6x/C7T/b70yy9jil/Dhg2jf//9lwagWpmN0aPLcmclOkBgYQWDFHP74ik8Y+SRi0k8Aydd/GJxxkv84jaa/zOvvBIZMgiBCC+EiNjCN/Xz0XUQen6P4+uGG4heeslbZCoPfE4hJBnrdcgh3k/2ISpOm+ZMZxO/zFBJ3h81OYRIiN6nSEB+0knR4bwxgLAF4QviCTuczbBHvg7HE/aIyru/LtmgXlyFtzygDfxQwXRTJ0yPHo7IAOdNLOdM0LBHP+cXrt/HHBOzWEAyxS+EgB588MG0ww47JCZaJSPnF4c9Br03QfTBdk5l8csrRFkvghBE/IJzGverBMOJffcbijOhfwJXvyAIgiAItUv8isDthHXXSn1D/LrppptUiXX/nzq/jZKM3EFF2BFmdIwefvRR9T9yiM11P3OfWaunuum25ei5nIycX+By/NOvX1QbrIRC1M4NUdvHrdCHqZvEyBmG8MeD3KTd6cYgqLh3b/rTmP4GInJS/5cNupA7DMsuNbYJHGzjtb9L3fC9bNfxYxO/IB/FluuI0tx59e7dO1L8MtYh7OTTf2vJ+eXl/DJFTiXaXHNNuP2Y1+eff64GMd6NTbMnvA/K338T/aVkQGegAgcdqlIxesJ2/RgJMhjxmsbWPn1b6OG/XtUeAZxnZuU3OOSQdNovz5ZZLUxvz+efE12GchWqJKdTJc5sLxxZSGQcp9gQiHj2HXLjMPp24qf1XNmOMQeykvOrVgPxa5NbXY/FL672yPcqCF4siCUa9lheRo0aRSeffDLde++9wUL4ggBnNlwzCBuLJTQkIn5BwKiE7YV94iV+JQw7v8qb84vDHuNxkGH/svjFy67pOb/MsEcuKmDCnyHpf6K5JAVBEARBqHbUbPHL7cQ10gaWSOSL/BrtUSo9XvFLy8+kO7+2aaFJme7ABCGC7vA9zI/I3WTDCHu0PrUP2iFt04ZOhrNAc0OB1kjw6wPCH9M47NFwiaU9+2xE8noTFo/gYsP2LTU6gwhUdOpIOpS6g/9cztfFX2idd3iYrFKKnnsK29ld9hdffKH+z/IQC8JhidrnvJ2t4tfcuZFhj+Y0EHOQH8ttf9wJphMRvxA2xU+OsY+GDyfSCzIgJNTmOgvSNtvxdcEFjnPKBDmvIDTpQk6shPcYwCJhtN6WCRO8j2s9ybxX2CO+42MNTg2EJlWWSPTee0RPPBF8euRuY/j8Qlv1cNKgBQKEWi1+cd5C0/nF01Wl+NWlSxe6/fbb6fzzz6+S5YfPl6AiDK4fZthjBcHOL7yStn+S6fyKdz425xf+ThXn1/r1Tjih7TiCqxEPJLG+2yMpgyAIgiAIqUBKiF/6AJLdUCameBEWv8zBp/t3WLDp0oXu+9//6JWyH6r/dOGGMzV55kDRP4fLyFgmksJb22wbYCMXkcvSpQhOJEoPhWgA540KQLqREy1k6czqEgOLRxiUKddZjEFHAzd3VUszrMRYzjj8g+qUOtOnq/xfIG/qVPrFdXxxxcqsOJxfnNjeKn65+crC4hc/6UUIjkEQh5pC36/6ACMRgcPLZaUnxbfl1PLCNuC55x6cMPaBAefAYSEH29BP/LKtK1e09BO/zN+YmMdmZYlfCGE1iwIkglc4slTuEjTwwGaze06Y4pd+/YL4VZ5qjzWeRHN+VcL55hf2mBTnVzLCHvGKN+wRy0+1sEf0TVD4B2k0bOIW1h1J/+HEjjN/nyAIgiAI1ZfUEL8C4CV+RSS81yvzpaWRyhx20UWUX68eLS/7ofpPlyaG4Z+pTlJhKxza9eCD1pwQt912m/PGDan0BCF3WL7rdEOCZNCyZUtq2rQpJSp+Bd2OGJShglfIDFUz4TxHboc5vIWNTrMKFz3ooMjftm7t5P9Cs/r1i3KHxXJ+6fuTk+THCntUIhlPgypoemJ5L4daUBIVa7xEEz0pPsIgkUB/xIiyz5A3x0aiAyduBw+cYqEvhysl2oDoZvter2KpV5NMtfBAcX4JFucX/udrmVntkacrT7XHGk+iOb8q0fmVVPEr3kT13o1LjvMrVcQv9GGQS+vtt6Pc5oIgCIIgpC41uwd98MGOWAGQhHfWrMA/tSa81xi4227U/4ADVEcPHdmwXGQJl/wX/+iVo1wWL15cltQbYYkeZdTDHeUz3BTzsZ7qn3suQRK49dZbKRHSkVw4sgH0yiuv0MNIus/hbhqcgwYC23nnnUcnv/km0WefRUxzALaVHu72Z1kWMS/xK2Y7kYje2D8b4dC6884oV44t7BEJpMMVNz1Al34bV31yVhYrWn7nV3nFGi+hCXlK9PDEu+6KXK5XwuhEB07sWoTrKx7nF6pAduniPR0EO67w5rr7FJ9+Gh1+unFj8O35ww9EP/1ElQbCGq+6KvIzFD3gIhyDB8feH6i+6VepU6g14he7vrzELwj5VRn2WOXEG/ZYiTm/sG+QiuDvv/+OWUE4MFxAI1lhj/E4v/ScX6kmfgmCIAiCUCupmZlL77+f6LzznKSlp53mfNa3b1yziJXzq3HTpvTBBx+o9xhovEtEl6GKpCukBHEDcWJ61XFctiziu+KtG8LvvQYyj2Fc3KAB7bBhQ1n4g9N4emPOHOoJV8y77xLFyG9mks6V9sIfpNOREBk8aNCgQYQIpQZoyEelcffdd1M/TtqPp6o2d5jRaUaojymw6WC7mFUsO0FsuPRST2efLo1sdYUiVXHTIzQ1g6fjzr2lYx9Y/EomQcQvG9heSL5+xRXxi1+cBJiZPdspd48QERz7QZxfPDiNp6oZBLwbb3Tew9WotwPz06vKxapqOnAgVSqo8GiiVW4liMI2wU53fk2aVIENFGqK+LV69eqI6yDEFFyb9MTyiTi/mtRNoYTdvN4QzquZ82u77bajp556SomTg71E70TWNxkJ7/Vqj/E4vyB24Td8DKIwgYhfgiAIgiDUUGqm+IWS0qAcVYdYLPGq9qh3EDHtFK788++/ZeFyfguAWOBBnawMWvLAcVFtMUFtvzkDBtDnlu/CJdP1RNsBSYsV9tisGX1rhP7Fonv37nSzmyDexOb8OuOMMyLKvuuDvueee45OOOEEtV2GDRtGd3AlvX/+cVx0Pvw5cCD1deelHF2auAhxbvr06RHTZ7AI5yN+NTJzV3k585Lp/PISeWKJX1iexYUYaMADt5YujO60U9k8QRDnF8Iw/XJ92cC210VJCKde6ylhj0IKO7/06yAe0MC9qov3nPA+aM4v3GtmXGvPg1kjwfX5qKOc0HS9QrKf+LVgge/9OFlgn6ASZpJnWnXOLz3sEdvxkUecBPGjRiXeDkEQBEEQhCqkZopfLAwk4QlkhDRh5PyyVlJE3q0xY+jwtm2pG5xheBJqw60mWC3JyKDdkaaM/zY71atX07yKSKis7a9Hjfxm+gBPZ/jw4eHcXcqBFIP/kFPNzaHGzi/dsWaGo+RkZDghmxyiahlgNDPzUMWzbZId9miGrOocdxzRoYf6O4386NjR/3vkSEECYCQK9gIJhPEqr5sKbkcbt9xiF/dqGrU1bE2wAtEL1YLhHmIaNWpEkydPpiOOOCJC/Fq3bl3tDnt8+eXg0+NahHt0ea9JVQU7v6o65xe2+9ixiS9fEARBEAShGlCzxa84nF9eT8rD4XzI23PKKWX5hbQO4kknnUR7s9sM83ntNVLZtqYoP5gdr8qPcWLmvCo3M2bQmpISmqZXh6zggVSQnF+2sMfybi92fjF6+BCTBjcT9qnfsRT0OEumYOglfiGUdskS+3fPP+/8/9VX0d8lYx8jh5dfHq9kAYHZiz59nFdNhR0YtVW8EKxceumlNGTIEOqgHftPP/003XvvvUoEY3r16kXffvstde3aVbZkEC6/3HnVVJLp/OKwx0ScX3K9EgRBEAQhBcio7c4vlVMKFQfRQUa4FRLnA62zh6fsnWyuowSFqbzCYmp5zO3q/arXro+eoCLL2O+8M9XdtCnyswru2D48cSLRuHG+IpIufpVH8NN/azq/9BxjUbAwZgs3rFs32MLN/YZ8WYMGEX1uC1xNMOwRx2es8EPkgmORpaL28ZgxZcUmajrIMdajR+Usi/cLF2GoyHNdqDG0atWKDjIq3+J61cJwnb7xxhtx32tOetIJ9X7m1IGUkynJymsUycz5FW/VSE54j+WL+CUIgiAIQgpQs8WvGI4cLj0OevToQdMsyamVWPLOO2UflHcwOmOG02H0oaS0lHLa90rO8hKgfv36znpbQjzj5bjjjvOtpgiacfVEn+XoiejLUylLF78woIzl/ArDx5JNdIqxfmG6dYv82xQZk+H8atYs9m9btnR+j5xdyOMFkj14QZhqktyNVc7KlZWXxBnLgXgp4pdQCeBe88OCteH3Qi11fulhj0GvdXjog6rNuF75PTgSBEEQBEGoIdRM8SugaIMn5xz69sknn0Q5gUD//v0jP+AqhYl2NHfemSqMihq8lGPg/zyH2gVpt4fQ980331AXLZwOOW68coDFXlTZNpowYQJd7oa8PPHEE7TXXnvFFr9s2ziI+LVqVfyJ3v3Qcv8kzNSpTrUuYKu+WR5SaSANh15lwedAUDehIAi1l2Tl/MI9bNEi533Qe+ueezoh9Lg3du6c+LIFQRAEQRCqCTVT/EKVJyTf9nPyuE4fFr/gdsJLxxpeh04eOomoblRb8OhUB60oVl5MUQr77VAkbk+AXXbZJSKUsh1yZBHRqaeeGkwATFT8at6ckgaOP+NYTQh9HpdeSjRiBCWNVBK/KouPP3YGnoMHBx+ACoJQe0mW8wsP5ebNc+YXNG8j7okI2xcEQRAEQUgRaqb4hU7g4YfHnMw3zK2iXTeJgrwve+xROcs67zyi+++vePGrkoSSuHOFPfMMFLJI55ct8b4pfo0cSfTcc1RhVMTxBzE3Faok1mT23ZdozRrnvYQ9CoIQC743w/lVntBs3MvNsHxBEARBEIRaRs0UvwLim+C8mrB69X+RH+j5xyoaVLf0Eb9SnhNPLHuPYwX5sZAsPpb4deyxzqs2I86vxOCcciJ+CYIQC34AVd6wR0EQBEEQBIFSujeVsPMrKBMm0CRO5p4gubkWp5FGeSofxoTnXdGd6qAJ46uaHXaI/uyVV4huuaV880WYWyrx5ptE//d/Vd2KmgmHO6IogSAIgh98b0bSeRG/BEEQBEEQykVKO78qXPwaOpTuR64nDmWKg5KCPMrIjGPzT5pEdOCBVJniF+fLKjejRxNxpc3ffqtZlaOOPLL88zjrLOeVKiSYj01wk+vrgnYVVHsVahe5mZVUyVRIPnx9EPFLEARBEASh3KS0+FVdwx7rZGXQ4nvG0GmnnUZ1sg4O9qOKEE94EG7JJbJgwYKEKy5GAXFt112d9zvumJx5CkJ5aNKEaO1a2YZCSoN7zR8371fVzRCqOueXIAiCIAiCkNriV4U7v8oZllhZ1RRjYnF+dezYsUqaIgiVAvK7FRZW/cauLtcAQRCqH+L8EgRBEARBSBoifpWTxo0bU42lsnJ+CUJ1o1Wrqm6BIAiCP5LzSxAEQRAEIWmktPhVGWGP7777Lq1cuTKu3+QVFlPzMdfTL/W3U+9zPHKyvPDCCzRgwACqcET8EoSqQZxfQgWC+8vZz/+s3k86vr/nvUaopojzSxAEQRAEIWmktPh1//3309dff12hy2jevLl6xUNJaSnV6bIL/ee+9+LYY4+lCoWXLQNwQRCElAP3ly//XB1+L9QwJOeXIAiCIAhC0khp8QuuqUpxTtVU+vYluvVWSaQrCFXB9tsnp5qoIAipiTi/BEEQBEEQkkZKi19CDFAQ4KqrZDMJQlXw55+y3QVB8L9HQwCbNYsoO1u2lCAIgiAIQjkQ8UsQBEEQBKG6UaeOU5l282bHqS0IgiAIgiAkjIhfgiAIgiAI1ZGePau6BYIgCIIgCClBWlU3QBAEQRAEQRAEQRAEQRAqChG/BEEQBEEQBEEQBEEQhJQlVFoq9c8FQRAEQRAEQRAEQRCE1EScX4IgCIIgCIIgCIIgCELKIuKXIAiCIAiCIAiCIAiCkLKI+CUIgiAIgiAIgiAIgiCkLCJ+CYIgCIIgCIIgCIIgCCmLiF+CIAiCIAiCIAiCIAhCyiLilyAIgiAIgiAIgiAIgpCyiPglCIIgCIIgCIIgCIIgpCwifgmCIAiCIAiCIAiCIAgpi4hfgiAIgiAIgiAIgiAIQsoi4pcgCIIgCIIgCIIgCIKQsoj4JQiCIAiCIAiCIAiCIKQsIn4JgiAIgiAIgiAIgiAIKYuIX4IgCIIgCIIgCIIgCELKIuKXIAiCIAiCIAiCIAiCkLKI+CUIgiAIgiAIgiAIgiCkLCJ+CYIgCIIgCIIgCIIgCCmLiF+CIAiCIAiCIAiCIAhCyiLilyAIgiAIgiAIgiAIgpCyiPglCIIgCIIgCIIgCIIgpCwiflUBWwuKqOMVH6gX3lspKSGaP7+ymyYIgiDUpntNPGzZQvT110SzZyejeYIgCIIgCIJQaYj4VV2ZMIGoWzeiUIjoyy+rujWCIAhCbeSBB4iGDye69VaiiROJ9t+fqH9/otLSqm6ZIAiCIAiCIARGxK/qyuTJREOHOu/vvruqWyMIgiDUJv78k2iPPYiuuIKoSxfnPvTee0RnnEFUWEiUl1fVLRQEQRAEQRCEwIj4VV1ZsoTo6qud8JIvviDasKGqWyQIgiDUFubOJVqxgujVV4kefNBxf+XmEh11VFkIpCAIgiAIgiDUEDKqugGCBYSTLF1K1K4dUffuTojJuHFEzz1HlCZ6pSAIglDBwNnVqhXRqFHO3xDB+P6EcHyIX82ayW4QBEEQBEEQagSipFRHVq50Bh7bbef8/fDDRB9/TPTBB1XdMkEQBKE2gHtQTk705xC+6tYV55cgCIIgCIJQoxDxqzry669E7dsT1anj/L3DDkQHHUQ0dWpVt0wQBEGoDWzb5oQ52hDxSxAEQRAEQahhSNhjFZAWCtHQ7s3D76P4v/8jGjEi8rM+faTqoyAIgpC8e00izi+ABzObN8ueEARBEARBEGoMIn5VATmZ6fTUKQPtX375JdG33zqVtnRQbevxxyulfYIgCEKK32vKI37B+XXzzY4AduCB5WqjIAiCIAiCIFQGEvZY3Rg/nuiaa8ryfeni199/O8mGBUEQBKGqwh7vuIMoPZ3ozTdlHwiCIAiCIAg1AhG/qhszZxINHRr9eadOzpP45curolWCIAhCbcLP+YUKkAjNz8+v7FYJgiAIgiAIQkKI+FUFbC0oop7XfqReeB8x2EClR7i8TDAIadvWcX8JgiAIQqL3mvKKXyA7W8QvQRAEQRAEocYg4lcVsa2wWL0igPCFUJKmTe0/6tpVxC9BEAShfPeaWJxzDtEbb5RVHLYh4pcgCIIgCIJQgxDxqzqxYgVR8+aOAGYDjrD58yu7VYIgCEJt4rnnHAFs7FjvaUT8EgRBEARBEGoQIn5VJ+D8atnS+/uddyaaMqUyWyQIgiDUJoqLiTZtIjrhBKJ27bynE/FLEARBEARBqEGI+FWTxC8kGJ46laikpDJbJQiCINQWNm92/m/QwH86Eb8EQRAEQRCEGoSIXzVJ/OrcmaioiGjx4spslSAIglBb2LCBKBQiqlfPfzoRvwRBEARBEIQahIhfNUn8yswk6tiR6K+/KrNVgiAIQm0AruKFC4nq1ydKi9E9EPFLEARBEARBqEFkVHUDaiNpoRDt2qlJ+H2E+DVwoP+Pu3VzxC+EQAqCIAhCvPcaL26/neiaa4h69Yo9bVYWUX5+am/7wkKiGTMcxzVeO+3kXY1ZEARBEARBqNaI+FUF5GSm0ytn7h6/80sXvwRBEAQhkXuNX8XhCy8kmjAh9rSp7PwqLSV6+WWi114j+vxzokaNnHDQk08muvfeqm6dIAiCIAiCkAAS9lidEPFLEARBqMpk9xB60tNjT5uTQ/Tff0RHH+3cu1IJrM+xxzpur2nTnFDQ8893qmAKgiAIgiAINRIRv6oTIn4JgiAIVSl+xUp0z+y4I9F99xF99RXRr79WdMuIPvuM6IILiMaPdxxZW7dW3LIgcsHZ9u67RD17Op/VqUO0bVvFLVMQBEEQBEGoUET8qgK2FhRRv5s/VS+8V+TlEa1fHzvssVMn5yk0wjIEQRAEIZ57jR9bthDVrRtseyLn11lnOUVY1q2r+H3w2GNEM2c6YYgXXUR0+OHOZ5UlAubmVqzgJgiCIAiCIFQv8ev555+nM888kwYMGEDZ2dkUCoXo6aef9v3NggUL6IwzzqAOHTqo37Rs2ZKGDh1Kr+HpbS1l7ZYC9QqzapVTXat5c/8fbredI5Qh3EQQBCEFycvLo4suuogGDx5Mbdq0oZycHGrVqhUNGjSInnrqKSpEInKDv/76i0455RTq1q0b5ebmUtu2bWmfffahd+HeqcVE3WuS5fxiGjeuHPFr40aiY44h+uQTok8/JWrYkGjs2IpxY9lEQIhf4vwSBEEQBEGoPeLXNddcQ48++igtXLiQWrduHXP6Tz/9lHbaaSd68cUXaffdd6eLL76YDjvsMCooKKDPEMYglIU8NmsWO9cKQi8w3aJFsuUEQUhJNm/eTJMmTVIPV0aNGqWEsEMPPZSWLl1Kp556Ko0ePZpKSkrC0//www/Up08f9XCmd+/edP7559PIkSPpxx9/pIMPPphuvPHGKl2fGgGS10Ngqq7iF0IRGzRw3vfoQfT44857PAxKNjYRUMIeBUEQBEEQale1x8cff1w9WYeL64477qArr7zSc9pFixbRmDFj1BN4CF3t27eP+L4IyWSFsipbsUIedfcXxK/+/WXrCYKQcjRp0oQ2bNhAWQitM+4ZcHN98sknNHnyZCWMAYhb27Zto7fffluJXcz1119PvXr1ovHjx9MVV1yhnMeChX//Jeralai4OPh9iGnalOjBB4mWL3dygFUUEObq149MuA/gxoIAl0wk7FEQBEEQBCHliNv5NWLECCV8BeG2226jjRs30sMPPxwlfIGMjLi1t9R2frVqFWxabEtxfgmCkKKkpaVFCV98z4ADDMyfPz/8+T///KNcYvvvv3/E9LhXQfyCMAY3mWABDrqffnISuyPv5G67xbeZLruM6LTTiN5/v/KcXwD9B7ySHYqI5P0IrawOzi88IDzuOKLRo4lmz67cZQuCIAiCIKQYFZbwvrS0VOX0atq0KQ0bNox+/vlnuvvuu+muu+5SLjA9ZEUIWOmRwRP6OXNkswmCUKvAfeOjjz5S7xFOz+A97jlwg5nu49mzZ6uQSNyLBAtwyh1xhOMkRh6teIETeeRIooKAecUSyb81cSLR6tWRzq+KysN16aVE331HdOCB0cvCffqRRypuXU2wzi++iMSpRNOmVc4yBUEQBEEQUpQKs14hyf3atWtVYnwkyEeeMJ2dd95ZJSJu165dRTUhdcMe99mH6OyzK7pFgiAIVQpyQ8JBDGFrzZo19Pnnn9PcuXNVYvvhw4eHp7vllltoypQpKsz+oIMOou23355WrVpFb775JnXp0oVeeeWVKl2Pag2qB7/wgiOAJQpcehUlCH39NdFVVxEddBBRly7RglSyc34hf9nNNzvVJHXgjMMxd8EFRH37Eu26a3KXa2PNGkfww7LhfBMEQRAEQRCqn/iFgQf45Zdf1GAFFbqQiwV5XDCYeeyxx9RAZVotfJqZFgpR73YNw+/DAxCIWkHo1cvJ0YIn3uj8C4IgpKj4pSerR2jjJZdcQrfffnvEdD169FD3kiOOOEIJXgzcXhDKIIDVRqz3GhOIKngIlZlZPcUvPBiCKw0OKBPk/Uq28wvily2HWIsWRBBRd9jBCQ+tCNauJdqwoWx/4G84FiGASdiu3RUIgRD7hnPA1WZOP50I1dfh5kT+vbZtcdGs6lYJgiAIQuqHPXJYY3FxMd1888108sknU+PGjaljx47KBbbrrruqCl3fIbyglpGTmU7vnruneuG94u+/iTp3DjYDVNlEZ1hCHwVBSGHq1aunXF+4jyxevJgeeughVXRl7733VvkkmenTp6tqwrjHIMR+y5Yt9Pfff9OJJ56oKj8ec8wxVBux3mts4pcZTlidxC+/lAAVEfYI8atRI+/v8V1FVbfs08fpB9xyiyN8ff89qj84+0ecX9HAnYcctKecQrUanAPvvEOEkHAUn5gyxQlH1h4ECIIgCIJQgeJXQy13CMJQTA5082n8hES7tZ3SUsfJ1bFjsOnxJG/YMKLPPqvolgmCIFSLBPgIkT/77LPVwxOEON56663qu8LCQjr66KPVNG+99Rb169eP6tSpQ507d1Z5Jg855BCVfxK/EWqY+HX00UQTJhC1aeMtfqH9uIeWF7i5Hn7Y+d+veiS+qwjxC+uAipkXXkj07rtEe+9NdO+9RHvuKeKXF4sXE511FtEffxC9/bazzc48k6odeFA5aZITwptspk4luuIKolNPdYRTCP1wS6LfvWxZ8pcnCIIgCDWYChO/EGaSnu48aW5keYrKn6EKV60HYQ5btzqhDkFBsmet2pkgCEJtYN9991X/f/XVV+p/hNUjxyTcxBC9TIYOHRoOwRcM8vMd0SoZ4hcqEya7kM3nn6NstJPzy0bz5kRjxhCdf375lwXXzNVXEx15pLfYxuLXe+8RffABJRWENRYXO9Ud4WaCC2zePCd8Dfvnr7+IZsxI7jJrOkivgeqkEL/OOccJEUXYXzLE0GRy551E115LdN55yZ/3qFFEX35JhLy633xTVrSiokRaQRAEQajBVJj4lZOTQ3vssYd6//vvv0d9z58hDLK2sa2gmAbd8YV64T0tXUpUt25kGfdYwNKOp56CIAi1iGWumyHTzVGFvGBgNSrjWeDPs7OziWr7vUYHYuChhzrvY4hfeXl5Kn8aHmh9+OGHdvELFBZSUoGrC0nmEfpnAw6pm25y7qHlBWG0Awc6ucX8jpWjjnKS7F92GSUVCBVwde+8s+Nieu65sj4BEuxjHdG+ZOUbw3kBYQ2C3xln1KwQOZzzyBeLfF9wez32GBFyAz7wgPOd3zaCY/6uu4h+/rny2osQVrQTOcqSCcRmrOv770cXaBDxSxAEQRAqT/wCCFEBN9xwA+XjCbMLntQ//fTTVL9+fdpvv/2otlFKpbR0/Tb1wntasiT+xKQVIX7hKarY5AVBqGLwcGQr3LAG+Oyiiy5S7w844AD1/0477UQNGjRQYY2ffPJJxPTIE/bII4+oRPlDhgwhqu33Gh3kk8K9B0ncLY45nf/++09Vb0autX8Rou8lfiUz9BHzQr/BFeauuOIKlQMORQ3CIMk53F/JcJBD/AryAAopGxByC8d2OVmxYgV16NCBurduTQuff95x7aRZumXoJ82dS9S1q+MKgxuuvLz1FtH48USLFmEHE02cSDWGl192xCQUH2jViujEE51k78iHimP59dcdcc/GlVcS3XEH0d13V157IVDB2W+5ppX7mIXLzZajDoLxrFlO/i9BEARBEBKr9ohkw5ykfvbs2eHPOARlzz33pNPRCVHpOo5Wlbdef/116tOnD40cOVJVe3zjjTfUk+Rnn31WJSiu9eCJbjwhj6B9e6fTio5Psqr5jBxJNHOm01HTcrYJgiBUJq+++qrK14X7CdzBELeWLl1KkydPpjVr1tBee+1FFyI3kuvomjBhAp155pm0//770+jRo1X1RwgLuP9s3ryZLr74Ytp+++2T20g4ZSAe/fmnE24F50lNqqwGFwrEA4T5xWDdunUqj2erVq0iCg1UqPjFCd5d8Wvq1KmqYvTXZt6kZCW9Dyp+AUxn2w5xMn/+fOVcvDU9nVrfdBP92qoVXTBsmKpoyuJuBOhnIYTu11+TU0gAFaafeYbo00+dsMFkg9BQiISjR8fnbI8FHtIddlh0BVCcf3AzQuBCESGIXCZw7Q0YkPxCCbFcfXjAmQznFwS0665zQmSPP94RS+vVi55u992J3njDEQkhIttEVUEQBEGoZcQtfkH4egadJQ08cdeTCbP4haftL730kgp/fOKJJ9QTeAxU8PdVV11VK5/Ee4pf6BjFA5xf6EjFSs4bFBQegPAF0Quda7jKHn+8bFAjCIJQSUDAQnjj999/r0QPCFgQX3r37q0eqpx66qmUkVF2+xo7dix16tSJ7rvvPvWbDz74QLmEkPwe3x2HPEqJgATkEAbataPNAweqZPsI/Rt36qmUefjhtHWPPeinjRtp8G+/UfFFF1G6X5XA8gBHGyoA4qEHHEIGqIgJsS83N1fl01y1apV6yDThnvuJDrsrPB0ExD///FMJip0xiDYcX1xZE8UD8GLg+mrSpIkSIStV/EpLo80lJfTEfffRnDlz6KyzzlJ9invuuUetH0Ix3zrmGEqrCvEL7YMA4eY2TYSVK1eqQg49t22jW5cto4e3baNd69VTx69V/ILLqUcPJ8dVIjz7LNGTTzpJ9CHIcBVNuMkgFu2yC9FTTzk5RZMR6gfRC+cEjouTT6akutRbtLB/h/MD4peXMw/iV2WFBOK4RH8ZYh2LX+V9YAmxHS497DscezgWbcLWiBGOuxMpNbAvmjUr16oIgiAIQq0UvxCuiFfgBWRkqCf0/JReSJL4hQ4PXhCpkiF+ocOLJ6aDBhFdconzGaoH4amhIAhCJTJgwAD1iod99tlHvZLKI484FfdCIZp533005NJLqai0lP5q1Yp2IKInDj+cHn70UZpDRN1atKADxo6lBx98MHnLx0AZg3kks8Yg9oUXnMG0IbigyuXhhx+uxK/x48crpxvuvXfcdQ/dvciZBuJhUd5Wat68uaqE+f4OO9AvEAovuEC57CB2wUF3+eWXU9++femFF16gY489lurWrUsjRoxQLm0Wv2655Rb64Ycf1PcQI7fm5VGdUIhC5RC/SkpKqKioSOVyCyGfEx7C1K9Pkz/6SFX2hBgEZ9/gwYPpySefVC4wfL7lqKOofnnFL4hCcLS7Vaj5Qd+WLVvUQzrkMI2AndFIUh/DJb1kyRL1ILCte4+HMIn9hQeBWEbLli2pb1ERtTviCLrgvPPoxRdfVA5HTyAmJZr3C4n6IRqhgiZy5rkVU6lbNyfhPxxFcJclS/yCKIrK1MkUmlCR84svnNxrXsAJ5ZUHDuIXQgKTkSeOwbwgSCIfHlxWEN9QAALn6/33Ow67fv0csRR58crzUBGiKxd6QO4yiKFeQNzGCyGgIn4JgiAIQsXm/BIqUPwCcAEkK+/XggVOBw3ViC64gKhXL6ksJQhC7QYDzcGDHZFj3jxqk5FBneGycB0Vy1avpsFDh1Jp3bo0cfx4euqpp1R1yb///pvuuOMOOu2005QTLSZwlyFvEQazursFg+czz3QG60jsDizCBwQVCEPnn3++cqfdevnltHXJEjr99NPC0yw880zafMUV9PIzz6jQ0WXz5tHCNWuUI/vzzz9XQs+8efNUeoJFixap3JzIsbbjjjsqsWn33XdX4hdSF/zf//2fmif+h7OuXv36pGSvcohfENEgCJ2B5OsQaZYupU8PPpjuvfdeJXwhTQJcbUixgJQLN998s5p+A5apiV/vvvuuEiCxDgxcY9OmTQsXR4BLDuuz2267qelKzzyT8lu2pNL99w9vT4TWQlB855137OIKjoODD3ZEMws4BtCO9u3bK3cXHHcc0nv99dfTc889R3/8/jud3L07pS9aRC132kkJjN26dVPOLwhm+jokRfxCqONBByFnhSPUYFsDOJFw/0dlVAg3cOUnUjEREQAQCiEIolIl2ppMlxX2H3LJQpxDlUMvECrLYbNe4lcy82+ddhrRMcc4edngoMdDxE6dHPEcBQWQV49TW5Q39BHrhfVD3reFC4l++MF/eoidEM9/+618yxUEQRCEFEDEr5qa84tDH22d40RAGfXOnZ2nwffc4yTY/eef5MxbEAShJgLRC+FFRUVUvGoVrc/JoVV16lD63LlU2qiRSqiPPFihBg1o3113peeff14JK9OnT1eFXiC4vPbaazRp0iQavvfe9PNuuxEhBNMNW4MYg5QAv19/PZUg9ByOHAxSIT4gFO38851E3hBgEJIGxwiu+RDCbr45PIDPW7uW9tyyhW4fPZpmf/45XYqBMfKQwSHj0ujll6nu/fdT6zVrlIBVsnkzNd1uOyV2QTiDiAXRB7nRIITh1aZNGyWmYT0h5MClhHVEuyF8rV+/nr755hs1jRrSQzxBsvEEwDKGDRtGCzGgh0AweDAd8c471LNnTzrHko8K4hDCHpetX09rly1T6RaQjB8J8R977DGVL+7AAw9UAlKvXr1Usv5XIEIQ9ImZKqx2+fLl9Mdvv1EoL486f/gh3T91qvoe6wUXHbYNVxeNAMIX9glEIzimLEA8u+2229S22Xnnnek3V3xA8YBRo0YpwXHKM8/QGNxvITTtuKP6Hu5FhKei3dj+UUBQwjaCwAKRyRYeaYL5o1AB+ho4npH/DqKuWegAwhdcZzNmEPXuTfTSSxQXSLCOKt8QB+Heg/CVTPELbjKA0E20zwssH+cuhCecB3C1f/utI5Jy2CPe46Ef0jt8/rl9PnBpzZnj5PbzAw8h4ciEoIjtB3EYQiDOVTxQBLytjz7aERohnMIdlqj4hb4aHoDGCtWFwIn1Q9i0IAiCINRy4g57FMpPiELUrUW98HuVD8LWya2sio8oFz5/PlH//pHzhhtBEAShFvHN8cdTydy5VOfAA6n3mjW0KD2dkCo/tGoVFWRn07aMDOo4dSrN2bJFhQZCDIIIkbZoER364ovUYf16+vjLL2lEfj6d2b49ffb33/TqzJnUaONG6vvLL7Rp+XK6a8gQen+77VQI4qxZs+j5detofrdudODq1RSCYAXx57XXHHcL5wfC/xi0I0QdAhNyGmEQfcopdP7cubQRjhvkcvryS2fwv9deFPpzHnVr0Yto/ToKQSxYtoQa5ecrcae0YUPKaNuW3n77beWWQjVFCD5wrqE6MwQyhDzqwMmGCs34HC4lJGxnl9OQtDT6tX9/CsH5gpCsOEFeNwhdcGlBuMhv3ly14c4771T5xmxA/HryxRfptm3blLMK4Zpwp0F0RLEDVAaF+IjpWFSCmw1CFIoiYJn/QUhC9dAxY+gf94EPQjtRjRpiH/JyWUE+K4g9P/+sqiVuyMxUOckgGo4bN04JaygUALcawhvHjBmjHGzITYf2KODggjNHy+EFUc8qejF9+jhVGiFoQRi95prYGxdiFsKIIZqgYqQX+B7HEIoK3H6742qDoylW4QeEBqPSIsTYnj0dUef998vEL0wDFyPn3oMoBHEIYi/eY33gngrSV0EbY4UNYhqIX1gPONkhSuGBHtqpO7+wfFS9hKMM8wZYbyTSx/7FOqG6bHa2Mz+vXF0rVjjTAohRtuMfgulzzzn7HPMbO9YR87D/cc4ij1f37naRCjn/IGLhuMH/bhGIQFx1lbNPLrvMSYAPgdrjfBIEQRCEVEecX1VAblY6fXrREPXKReoW5GPgxLOVHfb4449OuM3OO0fmhOBqkhUNSqyjc4zwAEEQhCqmtKiIGi1eTIXjx9MsFHjBwJmI0letouKcHFp7xBE0pW5d+n3//ZV4opLpY8CLQeb8+dS2oIAWvvACvUpEw6dOpd1mzaIlCxfSETvuSMvS0+nvRo2oS+PGdPbZZyt30uQ336QB7drRvOxsCpWWUum77zqV2jD4NgfbcOc+8IAjIiBUHgPpuXPpoaOOohsghKDyIcLNMLjt3Jly33ubPu20lj7N+Z1ymzdVA+36a9bQ3MJC6v333xRyB8FwJsFxBVEIlZnB6tWrVdEAHQgzCOEzqzTj79+Ki6kQoV5eicbN7VxaqtxxEIwQxoht2bp1ayU8Lf/7b3rytdeoTp06vhWhTzrpJCqtV48al5bS16tX0+cPPaQKJEDEw37BeiEHGnKcwaEHVx62+aWXXqrcYBDVFv7+u5pXt759lWAF0AaIaPgNcnChkqiVvn2VA6yoRQvq1qYN/fXXX0owg+Nshx12UMIXePjhh+nTTz9VlSoh0jXjey1ETkNgjAmEk//9z3EUwUkYZHtDnEEqAyT1xz6KBfJTQSxjp5UJBCT0WyByffyxI8ogDx3cVDhukdweD9BwnO67L1HHjk5lQg41RGVUuMx23ZXo0ksdEQ/72StUEeC3EBtZOPQDxy3c7KiKCYEYjr7DD3ecb2gzi18QOyGOYT0xfUmJI0RhGXD2oQgAt9sWrgg3GUQvONuCuPcxr3PPdQQsiNUcvoqqmFg3CGA2EDILJyjObQh68YhfANsZxRKQR8/mZBQEQRCEWoI4v6oadLrQ4fKqXOQHOpd4Ilgejj3WcX3puWaSnU/MT3jDU2t0ABHegwS2FVUtTRAEIQBDXn6ZtrzxBv134om0ets2OuPii2nLjTfSmjlzlDhzwH33EeGlAweJm+unwfjxdN2CBZT7yy+0aMQIWv/GG3QFLrULFtDktDTKLCpS4tcgXPcxOL/2WjWL83/4gd7eYw/q/PXX9ElBAW27+WaVkwoOpe1wrefBNkKxIIDAIeaKNfPq1qX6EOAgqmAQDyHhsMOcazj+R4iUW3Sm7vjx6qlX31CILoQbRt1KtlOOJYCk8wCOJ9P55QWS6YMlGzdSh/x8ilX/EELbhx9++P/snQW4FOUXxs/evpduBFRQGgQFDERBRUysvy0Gdneg2N1it6CIgYqBAQYIIoigKCIiIN2dt2P+z/vNnL3fzs7Mzsat5fyeZ7nL7uzMN/1977znHBUWCLcXlg/xC44nCE8b8/OVqIWKjhDc3EBif+XMmT6dAoMHU0+IHpqzCdU/Z82apfKWIYk8wk8RTogk9FgWxLNFf/1FhUTUsnVreuzpp+nEE09U+ccgfsHp1rRpU7rmmmtU2CRccRDEgsCZV1hIaenp9MSdd9Lp11+vthnCLnWQMB+J85HPC3nVIL4p4CayCYxRgfsl9huOCexjN3CPjfbe6hWuCEEJrjAUxUEfBm4iDu9j8B0DFyMEG+TEwv6B0w1hu+edZ/Z/EAqIpPtw2WE6uNog6kEg4mID2GbIXeUnzBNizxVXoOKS+WAPIEk8hy/iYSNy6iEcEPOFqIxQUDjQsM4ISUToMM5piHkAn9v3FfowyD+GIgGYfzRgf/D2xboirBnbyQmIihC7IcohHx4Eu2iAkxDXDkEQBEHYxRHxq6pBBwydPTyxr4qwRwxakF8GSWTt4hc6tfF2zr1AZSmId1j2Dz+YnTOt2pYgCEJVUKtDB6plGLQnro9du1JenTrUqW5dqtsZNR4dQP4kvODsPeUUyn7sMaIzzqA9unal84qKKG3zZso95RQ64ZZb6JFly+hEuHCQjwhuFDhnevem9Dp1aJ/581Wi+WXjx9OCn3+ml156SYXyjee8UnDXWJUedxLRHx99RH0CAfpn6VLqD1EB4hfCBjGwRqVevCCQ4YXB/ZYtFDjrLMrIzqb3mzVTwpodVInMyMhQ+b+4QmEkUlNTlcvqhXffpSPKyuiqn35SebWC4X1Ku7hVVYgsLS1VAhDEp2uvvVaJW3BkQXzD8hCSWZKeTh369aP+ljjnCcQxOOUwwLe5oDp06KBeAC4vVJKEmMXrhe8+GTWKCtPSlOiFipO33XabEgAhfmE6ONPQboRQImwROdrgWoMQhnY/9dRT1B/uuXbtPMVCLPuPP/4I/TDe+ytXmoSjy8sRFYv4BXcUQgExb1QwRDvxHiGBM2aY4XkIo4M4FUn4wT7CucOpFfD/V14pDweEq0kX21AhEQIP9hMLVnCaISSRq1FHars9fBDnBieHh2CFfQGhFy43CMZwbsLphTbgMzggsf7IrQZhGduQRWiAsE6cl5jOOsaiQi9cgL9w5EHERAimPawTTjts52hzsAmCIAiCEIKIX1VAflEpnfiiWSFq7D4llB2L64sFKnQM8eQUHchYQL4TJGi1J75F5xF2fjzNRScNT0S9nizHAuz3GCTiCS06l6hCBTEw2ieogiAIiQQuFLhSMOjcf3/KadeO2iFvEq5VkUCOJCtPUuCVV6h2aakZztWhA4364APa7auvqCPyH+GBB3IQsbOFiPbee2/1QkJ0gFxcqAzoxMK1a2nV8uWUl5JCq1avViKZcqp89JEZRsb3mg8WmPPqmk3Zu9dWA3hklPLKMgkRB44pFo78gOlLR4ygoieeoD6FhXTmmWeq0MMLL7xQfY9k83BSYZ6YP4QkiGZPPvmkytGVn59Pbffemy5IS6OG27dTLQdhzpMIVRARrgkBS+fOW26hO7GvIajUqUPnnXeeSpqP7X4KkqRboIonqjRCGEN7kVQfIYxnnHGGyvl2ALQVuPGiJZawRx0cQ3A3DRliuqchqjIfflguIOHeGq34hd+hCAMLbGgn5oH+CvJzIa8V5xuD8zESCNfD+kLYwbayby9d/IIjEucQChTABQaxDOdQpOTuXiDnHRLR45jGdsP5ooOwRYTAog1w91nFD4JtQ8EC/BahhwiFhnjdv3+5MyxaME+IeThmIdpy2CQEUXtOLha/BEEQBEGICxG/qgCDDFq4Hs/tiYz1O2ILeQToLOFJIUIFONlqNKAziZxbTjlA0NnEU12Eb6AaFTq6qOKUSJB/48gjzc71ffeZy4PYhifLHqEugiAIFQoG5noeQjhGcK2NdgCKaxsGtrjONm5MZ2GgfMYZZkgVnDQR5ofcUMi95cTmoiI6uHVrqp2ZSfM4YTqcUrh+Wg9DQu41ZPhuNpLfI3/VSQj/ioLUbt0ou6yMPlyyhK7u1Ytee+21oPgFR9epp55KXeG60dhjjz1oyJAhlJKSQm3S0uhluIsg/mE7xbKto3UfI+QfYXsWd999t3rZQSXK/v3707Bhw2jKlCkqBPaiiy6ic845hwrS0qhZtMcG3FS4d8fj/MJ9EnmcsM/fftsUd/SQvCOOMB3VqA5qhb36Bm46OJ9wLOF8QPVG9Blwz+aHZXhYhYdvfnKWQnDycrhDDIIDC+cdwgjhxILTCdsJ25arHMYKjimch179KTjQEWJod9GhEidyo0JYhliFtkD4cxGmfYE+D/YbjjXsR/Th8JfFLzzYhOC2994ifgmCIAhCghDxq6pB5zGWZPcAHVIIZwh9jEX8QplvPEl1q/yDzi9eCH+cNi2x4heerqJjjUS4AJ1bPE1GElw8sUYCWD+5PQRBECoauGvwihYMohEihvAqvs5DTIBr1wcsfiHscdq0aZSZmancUqiIOGDbNjoU+Rr1HFQYPFthkfEAh1NMIKwNybnT0ujC006jzy3BBaGOO3bsCCaA14GLqmfPnipJfS0kFoczCCFl0QLxC44chNBBqPAD7m1w8EAc8rEvEPL44Ycf0gcffEBXX301HX300bQJ9zGEviFcLRqOPdZMro7k9fGAbYy+AFyE2AZwgeH/nOQeBRKwnnrInl/0voEmEAZJpEsb7UMyeFSbxLocfbTpyIMYhP4BRNF4xC8/++Pzz81th2NIB/0RhETCQQcxDv+PJdRRB4UAUFQAqR5w7EAUhrsO6wvg2kNINPYhXGrswBMEQRAEIWZE/Kpq8OQ3VueXnpj+AAReRAkqHSHRaySXFXJeoCy5n1wbfkEIETqY+hNWdNoxeMGTavwV8UsQhJoMwqIQ7gVBx0+VPRvIOYUE6wgfRMJ0VF8sKCigNm3aUOqNN1IAbhl7+FZ1IDubWjVqpKonorri/ajupyITw8UvOL7acpJ6hJ3FGl6Pgim4F+IBil/xC2KbPeQ/AkiGj1cIcG998okpcCJxuR+Q/B3HxqGHUtxAlIE4A6cU3Eg4JuBQQmJ63GP9VEisauCCQkJ7bEsIzRzuiFBJ5OuKN+wxEhC9IEi5AQcW8uklEoiL6FsxWHcIgEjCj/7ZBReYeVER9qiL3IIgCIIgxISIX1UNnvxednHsv48n6T06y34GZBC/kNODO6OJ4Pffy5PfMpj3Z5+ZldSQEweuBq1ylyAIQo0Cg3i4Z2MEubFQGbHGkZ1NzevVo6+//pqeffZZFUYIx1rE6pGRqhZ6AWcyhB+E+vkFIW6xFJuxM2iQmSIADjJU4/MCDqaxY01nFu5vibinImQPIY9I8r50qXn/hGiEEMWadK7o4ii2C8Qg5B076CDzQWFNEPHiAeLfp58SDR5sipdwBcIJj+NUcn4JgiAIQtyI+FXVQOBBPq14xK/ly2P7LcJT/Fj3UfkIuVQgliVKjJo9u7wEuQ46t6iAhjLoSESMZNGxJvMXBEEQKh8ISgUFdOyxxyq31/PPP0+HHnqoquxYYeIXgEAAocAvMTi/HLnqKjNn1Ysvuk+Dh0dXX22mEIAA9r//Jd7Ng+3eqVN4pcOaCsTSiRNNcQ9/oy2CUNNACCQESzwExHmAsEikiMBxKuKXIAiCIMSNqApVDcp/x5PLIR7nFyoqoaMcCXS60AnT7fnxgIpkSCyLkEsnkD8Fgh6e+iY6zEAQBEGoWCDCWCJU7969VY6sx1ExOBLxil+W6KaEpsp0fvGDG+TW8srv+corZkgmkscjTFIe7HiDvhES+cMljr7KrlAIB8fjOecgGZ4Z7omCAqg8KeKXIAiCIMSNOL+qgAAFqGX9bKJtWynQxkr4Hk/OL3SiowWddCRiRoJXvyEleGKNHBTxwo4ve1JZu6jHZcX18u1C1YOBJUJs4AiMJsRIEISquddY76tC/IqKRDi/cH1CAnHkcKpM8Qv5m+ziFxxeCIdEu3Dfg5hx002JWd6uwBdfmFUP8UBsVwQJ/ocPN48r5HUTBEEQBCEuRPyqArIzUmnq7UeYoRIt4gx7iDXsESXFUanJb9gF8n6htHe8cCUjVFbq1s17WlSCRP4SofqAPDIoroDE1HAtIBwWDr1dBaw3BtVIfowBiVulVEGoTveaSl9wHOIXigPEs1wA95cf8StRYY8AhWvg7sJ9a8wY0600YQLRY4+Z7ULFT59VPgULPACLt6piTefCC6u6BYIgCIKQNEjYY1WyYUP8pcIhfiFxbrRl1pG/CwN4v0D8QnWq1asp7hxnCGVAqfBIZcuR8wu5L5D3K5GgatRLLxH98Yc52EJYAQYoiaxmmYxAiITQBQEIYTvYbkjOi9xxsQx0awpYvyuuMMXfLl3MBOYIAUaY06+/VnXrBKH6UZXOLxBp2binwPW8cWPinF8QtnBPQX4qXBcgduGe2a+feb1EyOO77yZmWYIgCIIgCELUiPhVleApMZ4W+6SkpITGjx9Php7PZLfdzM47wgOjAWW03XJuOQGR7vDDid55h2IGAxuEfhQW+svd0b+/KTJA4PObw8UN/P6444ief958Mo9y4gjbw9P5jz8muuMOM5QP20UIBwO5J54w32MQd+CBRDffTPTNN2YSYiRyTlawfq+9RvTww6bgBdH6kEPM7xDSJAhCKEj+fvnlpmgcDXiIE4/4hYqBcKRGEr+Q7xI5leAqSmRF4X33Ne8rI0YQNWtGNHSoKZi3aEF00klmjk9BEARBEAShShDxqwooKC6lE1/8mU7seDYVNPLn/FqxYgVNnTpVVc/67rvvyr9ITTXzcU2ZUrHOL3DddUT332+GisSavwP4zRuGqkdwGa1ZE3/ieziUxo0juv56c71RQQmhn3jyf9ZZRBdfbCb1Rx40oRyENUKAxHaD6IUwHh7Q4u/o0eb7yZOjdx/WBOAS1PPTXXIJ0X33mQNabJe33jKF3JEjq7SZguB5r3nxZ/W+0sB58cADRPPmVa7zC+ciJ72PdF63bGlet+DUSnSYWt++RHfead5f7r03sfMXBEEQBEEQYkLErzh577336KKLLvKeCElvb7wx6M76eeo0+mvlNvqrwe60KacWFRcXU1FRES1dupTuvvtu5fAC+Gzz5s00cuRI2mOPPeiwww5Tn09Gh10HyWD//ju6hmP6aHNpDBxIO9PT6ZIePWjjxo1UhrC3aHj5ZdM99OqrtGPHDrV+EUGFJ7iM5szxvRg44+YjVM1iFVxdp51Gm6zttzgnh8rq1jWf+GO6Dz4w27X//maVJYSoQByL1k1X2UyaRIT1WLXKFAcx0EI5ePz/wQdNgTNe4FyAywn7Dg45PcE9th/EIAiHEER//pmqJBRz69by/yc6/BLiK1yPcAQi19m555qDWZw/EJ3hTgTYNoJQzSgzDPNes3Kbel9pILQd9xfO8VhZ4heA+HXppUTff++du7BWLaoQ4G6GixiJ7eEUlYqOgiAIgiAI1YKkEb+2bNlCmzZtCv5/ypQpqrR6qZ98UR99ZIYlIJ8VXFUYQMPlAncHhCiIPJYgpVNQUEDnnnsujRgxgtavX69ErCAQayAYYPnIJfXss2owMOqCC+ioowYEJ2t/1ADKyMigzMxMOvDAA+mhhx5SgtrKlSupW7du1KhRI7rA5pT6BwNyNc63Bvpop/WZLzAgmTWLpmdk0KWXXqq2nRennXYaBQIBevGll+iL3FzqNH8+ff7555SamkqTJk1SYlP//v2VSMd8+OGH9Morr9AhhxxCDRo0oFXz5pExeTKt7tePlixZQnXr1qUzzjhDTYvf83wcQahIBOfXzp07aRycXZYg2bFjR/rqq6/os88+o/WPPUZnE1FjiEVo2+TJdOutt9L7779Py5C0HM4vJC5HLie0AX/xfwzeIjkIqpL33jMdDKgG1bWrKRJCjIGT4Z57zFC9eIGQBmbOVAJiGAj7e/NNc9l//kkVAsSmRx4J/Qyl37HucPHh+MCxhJBWJK9GPrlEceaZ5kAeA1jk8cF21vn2W6KvvjJz2SGMWRAEE+QHrArxa9QoM/zxxx+rRvwSBEEQBEEQqidGDaKsrMzIz883jE8+MUr22cdYuWyZcddddxkDBw40GjZsaNSuXdsoLS01jKIioxkRlBTjq6++ijRTw2jcGJJH8DWje3djR//+5v8zMsy/zZsbRnFx8GfLli0zDjjgAKNOnTpGz5491bIGDRqkvls8fbpRlJ1t/u6669TfjW+9Zay25n96eqax55Cv1CuQnmmkpKQYp5xyippHx44djU6dOqn3+mvEiBFqXV555RX1/V9//aU+/+233wxj+nTDaNrU/4acMcMwGjY0Bhx5pJpH8+bN1Xx1vvjiC7Wt161bp6bJyMhQf+8+5BBja0aG0fugg9T/jzrqqGAbe/XqpX67atWqsPYfQWQs0f6P/ZWZmWnk5uYa3377rfpsBtrlxFNPGcbJJ3uu0pAhQ9Q8xo8fr7bnQQcdZLRq1co48fjjjaLUVOPE9u2NRo0aGfsSGffdfntI2+bPn2/OBPv3rrsM44YbDKNRo/JjYssWI2ZeeMGcx0MPGcasWea8S0qMuJk61TBq1zaMTp1Cjl2jc2fD+Ptvw7j7brWPjWOOMYx//41u3qNGGcbDDxvGVVcZRps2OBgi/+a++wzj3HMNA+fAM89EtzztvAoycaJh7L67YXz+efm6FRSY5+vs2eWfYZr99w/dBg8+aMTN5s2GgeMC88P28ALbl5d9wQXmfknEPhaEOMktLA7ea/C+UvnlF8PYbbfofvPWW4aBe2+83Hij+XLj7bcN47DD4l+OIAiCIAiCUGOoOeJXcbHxVP/+xkIioyw1VQ00LyIy3iMyWlsiRv369Y3u3bsbE1q3NmanpipR7OSTTzaKioqMsWPHls8LAtnSpeb7yy5T81q5557q76/16xuTiYw/iYz/aQPq0rp1TcHBMIzhw4cbWRkZxsC+fY158+YZq1asMB677z4jm8i4p0kT49eMDGMdkbG2SRMlvOxo1844+4wzjP179lTzytXEr9FjPlfzXL58eVCsY1Hmv//+M9avX28Kehb4LD093bj66qvVNG3btjUmYd3Qzg0blEAYibVPPGH83aCB+v3EiROV4Ib39957r9G4cWOjW7du6v+XXnqpEr123313JSrhs3dee80oDQSMVkRB0Q/i2a233mqkpaUZeXl5xpNPPqk+u+yyy4w2bdoYJ510kjEkPd34Ki1NTf/SSy8ZO3bsMDp37mw8/fTTxk033RRclwULFoQ3eNw4w2jXLvjfLVu2GA8//LBRbIkmhYWFRocOHYy6desGt11JSYmRk5Nj7E9kFNepo46fKVOmGBdccIGxc+dO46233jImTJigpsUx8umnnxpbt24NXe5LL5WLGt98475BL7nEML77rvz/GzeaIlpurmF0727+Pi3NMG6/3Xz//femkBMrM2eWtwvCC45LCEInnmgOHs2NZBjHHWcYWHevQaBOXp5hrF8fKiThxeKgF19/HfobHIcrVhjGn396/+7XX83pJ0ww/49j/bnnwtvQpIlh3HOPYUBg5f8/8oj5e5zLWP9WrczvIMAVFRlx0aWLOS/sv0jgOMS0mZnl7UW7BGFXFr8gwuP6Ew2vvmoK9vFyxx2GccUV7t/j2n788fEvRxAEQRAEQagx1Bjxa/u6dcGB5Xo4K7SB8dLGjY3LTj/dmHvllcbxEJeIjHwiY8qPPxq71a1r3G45febOnRsqamDAnplpXNGyZVA06UtkbKpb19iekWH0q1PHePqCC4wHTzrJGEdkPNyqlfHpq68a12ZkGMt4EI4B/qGHGmV16hj/nHpqsE2fPPWUMcx63zMnJyg0GYsXGzvrNXQckPz5559KvPrhhx+MP/74w3E7QPDhtsIxdccddxhZWVnGSiLjuTPOUJ+///77Ib/ZtGmT8eqrrxq33HKLEo4mHnig8TqRceONNyphDcs8/vjj1W+7du0a5trCcuACGzp0qPq7qXFj42gi48svv1Qi0urVq9V8IEBBcMJvIGqFcP75xspLLglxmOlC3wcffGCceOKJSnALY/lyw0hJMYytW42ffvpJOczwmzFjxqjl8zzgUps2bZopYhUVGQe3aGHcD7H07LNdjysWwPj14osvhk7w4YeGkZVlii5OwiLcDdjPulth5MhyMQS/hTAGB+GRR5Y7CfH65x/T1XbUUYYvsHyIcKedZhhduxrGe++Ff28Hy27RwjBWrw6fnjn6aMN49FHDuPBCs10Qgg8/3DCOOKJcyIoERCucVxC7IBT/+KNh7Luv+Xu4t+ysXGkYO3eajjhMwwNebP9atUzRCdN062a27ZxzzOlatzb/9ukTPs9Vq8zBM2/fK6+MTWSEa4vncdFF/n6zYYP54t/BBaeJ1o5CY2Gh+d7P9hWEmiZ+QZQOBAxj2jR/YjSuB/ffbxgnnBD/sh94wDAGD3b//oknDOOMM+JfjiAIgiAIglBjqDHiF9i4YYPxx9SpSqTgQeYWuG7wHh1mCB2BgLH+rLOMsvR0oxSiApHRhsho0KCB8QA6xAsXGsaZZwZ/v/PSS5VjKTU1Vc13mxZSNemjj4KiyPMNGhjTEb5od6RYjjF+bW/d2ijKzDS2btlipBAZ+7Vtq35/zTXXBNcjd9XauAYkCLXEPCFawfWE9z9YTji8P/bYY9V0+A7cfPPNwfWAu2pmo0bGl7bQEnZfTZo0yXjssceMjz76yBg3bpxR4CAerO3d27gR22rbtpDPIdphHuedd55ydoWICe3bG8aYMWHzGjZsmHHGGWeodYFwhd/feeedyrkVBOKA5firVauWsf/++xu9e/dW64nwyb59+yrXWgjnnVe+Xz75xHN7/vjjj8asWbOMZs2aqeWr0FoVGfO28frrr5uDMoSVTphgrFmzRn2uQEgt5o9BVno6bHnm5xDbbrnFdCpBrIIzCA4ITPvBB6aQhnDCW28tD7nF4BDhgpZwF1xvCDqM7ohyEgndRBa4zlgwhiCD9ixebBiffmqKYvrxDMFID/OMxUE1ZIgpUsGhef31poimA2ccloVwRZyLODcgbj77rBne+vjj4fNEWxFKDJ5/3gz1dQJuO8wb+wBOMIQdt21rGHPm+G8/nG4QLrE/oxXPcKwgTBJtgAAM1yJEb7sokJNjOvMApq1Xr1wME4RkEL9wLiIMG9dGnL+RgBML5wLCreMF4hauLU7getOsmenYFQRBEARBEHYZapT4xUCUmQjHCBwlEAgGDix3g+Dvzz+bObpsQlVr7bP8vfdWf6/bay+VtyoIxAFrmrKSEmPw4MHGSDh5MHgmMrbut59RhDAzuMgg0PA81641Q6/we2vAjLxZGzduVGGSuoiEQch+D3ynXrEMSFasWKHcVsxFF11k/HHwwcZv/fsr0QphkSwk6S84s16yQi8/GTYsZJ5r165VLig/lA0damxyycGFEFNH9xG2E4SYCHBbIdiFgFBBImOgJRgsWrTIyM7OVmJeWKgn2gD3ENw32Dc+8y9hPhDXIIT++++/wbao+cMV1b+/8fv++xuzGzQwBaI77zTDMSFaQHCEeAWHIoSTefNCZ37AAWZbeBtAELHCd9UL+cDw99przb9wS8CphfcIc4SYiPeHHmr+HT7c8A07uvDCcbzffqHnBoRQ5Ad75x0jIaxZY84XIcVwgkH4w3bBusMdBWcizj+44OCMQ9juKaeUt2fKlPiWz/v73XfN+cGB1ru3KST6OAaV269Hj/iWD/FN38ZY9mefmaFgEATgrIMgieOHc8KJA0xIMPHeaxICrlmR8uYBPBSI8KDCNxDITzrJ+buWLU1hGs5SQRAEQRAEYZehRopfYVhJ5Q3ki+IOLfIfoZOLp8/WE+U7NfHrDCJjGZFRB/m97HmJEL6IwbkdhF/BtaKDgbtXbpHKAp19K1wEzijk6jr99NON0047TeXgQqggigOU7LWXsbxhwzDXVlRAvDjoIP/TI9fVxRf7mvS7775T4ZX16tVT4YtI9K9cYAUFRkEgYPwOV5HFa6+9Zrr5dCAgQEj8mAbmAAEAAElEQVSC4GIVP4iG2bNnq23Gwhdcdr8if9PatUbpXnuVixlwdSFsBscEgJjIOaJw/NjBMfbkk6Gf8bxwrOniD7/OOqv8PdxbnHwdzqFohRJMj+TT+vwhdiLMEA6nRAsvEAfhMON8WPqrXz/T3cGCIEKHsXycr7pAmAhwvuJY52W75ROC2w9tQKEATIdjNl447FN3iGKfwuWFdUbYNc4LPwUFBKGmAnHdj1jfoUNo7sR4eOMN53ByXI/gMuWcn4IgCIIgCMIuQ3KIXwiTsjt80MlFCBJz5ZVGmSZ+Pfrgg0rk+MYpkTkGwTUtBAmDBisp/HvvvacS4uuJ8oOgOt5PP8W3LM7r5FcwgSiHkD2fIK8ZKneeddZZSoB69tlnjdtuu824NhAwSiAUeVUv5JBWjzxfkUDSfjjPnnvuOZW0H1U8L774YhXGitdciJ0dO5rL+fZb80cQWLDMm25CkjV/C+IqhezEglOBhRcWTf73v9D8U155pCIB1xzmg1BOzTlY4cAhh+MFy0Yb8B7hxzgO9VDYv/5yDI1NCBAqERoLVx6uC9hHLGRDfELbIGDi/IDjLh5xmIGLDyIsC1+8DX74If55C0JNAa5Y5OKLBMR55FBMBHB9wnFmdw8jhyDEr5p2fxcEQRAEQRDiJjnEL4SE2ZK8h/Hxx+bAE1X4WLBIJjgpvFeOInyHBMTxhnvAJYNlwb0SCYg1EB0nTYpqEYcddpgSvq688koV3oj3b7/8crkQ5OTo2r69/Hu9umcc6En58YKjbiNXKERoHJYZK5s3myIU3EgQRjAvHMcQbrFtkS8LLij8H7m4EDIXD5hPVYXWYd0gLmH5ej64ygTLhnvvyy/LHWgA7j0+buwFD+JdHrY5HHYYeCPU0e3YFYRkBaI+nMmRQBgwF6WJF4RP4uGCDty6cINZVZsFQRAEQRCEXYs0SgZq1yY6+2zvaQYMILrySqLbbiOqU4eqkoLiUrpg+Az1/p2LDqCs9NT4Z9qqFVGtWkT//kvUvbvzNEuXEmVmEu22W3zLysoi2ntvor//NpfrxQcfEKWlEfXpE9UiLr30UkpJSaEXXniBMjMz6dVXX6WzLrqIaO1aogceIPrpJ6L+/UN/1Lix+ffzz4mOO44SwVFHHUXPPPMMHXfccdShQwcqLi6m9PR0otxcopyc+GbeoIH599NPzb/Z2eXHMbbrs8+WT/vyyxQ32A9VBc65G24oP1+rgkDAPC7uv9/8/+TJROecQ7RxI1HnzkT//EN0yCGJXR62+RFHmP9v04Zo+nQiHD+CUFPvNdGC472oyHuasjKinTsTd2/GtXXmTPMvzr8jjyRavZrogAOIDj44McsQBEEQBEEQahQBKGBV3YhdjbyiEup8z7fq/T8PHE05GQkSJXr3JrrmGqJBg5y//+YboltuMQf58XLaaeZAAmKiFyeeaApfQ4bEvCgcohCdMjIyzA+wzFmziH74geixx4jq1zeFTXD99aGikSDoQDxl8ffuu4kefNAUHSEMr1tHtM8+sr2EpKHC7jXRgPsRzqvbb3f+/vvviQYOJCotJdq6NTHiOLo1OKfxgGbKFKLXXjMfjtx8M9FVV8U/f0EQBEEQBKHGkRzOL8EEbqwlS9y3xuLF5jSJAO6yv/7yngZP+ydONAWGOAgEAuXCFzj3XKJhw0wR7447yj+/7z6ie++Na1lCktO8OVHr1kQpKaaDEAPiU04hatrUfAmCkFhw7fZyfq1YQbT//kRjxiTOFQrXJZyWeB1/PFG9ekTbt5simyAIgiAIgrBLIuJXMoGOPp52u7FoUeLEr27diEaONAW1vfYK/37LFqKGDU1XDaZNJF26EDVpYv6FeIFQtqFDiTp0SOxyhORk3jyiggLz/XXXVXVrBGHXFr8KC033brNmFbN8CN133lkx8xYEQRAEQRBqDCJ+JRNwtPzyi/v3EKrsebJi5bDDiPbc0xTTIKrZBbA5c8y/GHTgKXwiSU01l4mwx3btiDp2TOz8heQGOevwEgSh6sUvCNFyPgqCIAiCIAgVTEpFL0CoZPGrspxfCCOB+IScXkhqb2fsWKJjj624J+5wlJ1wgghfgiAI1V38Ki72dn6hEIsgCIIgCIIgVCAifiVj2OP69c4JgBOZ80tPfP/JJ6GflZQQjRgRORm+IAiCkNxEqvYo4pcgCIIgCIJQCYj4VUVkp6eqV8LFr759TeHJqcodwkvgDkskcF/NnRvqOPvxRzM08dBDE7ssQRAEoervNdEgYY+CIAiCIAhCNUByflUBKDc/78FjEj9j5NY64wwzDHHIkNDvhg8natEi8blVkKgYieZRUh7C2ttvE114IdHFF5sCmCAIgpBc95pEJ7yXsEdBEARBEAShghHnV7KBPFvTphFt21b+2cKFRHfdRfTQQxWzTIRS3n030euvE11/PdFNNxENG1YxyxIEQRBqDnhAgsrATlWBWfyShPeCIAiCIAhCBSPiV7LBFRh/+ik0DPGII4gGD66YZR5/PNGffxJdfjnR9u1ETz5JVKdOxSxLEARBqDlcdRXRrFlES5aYQpcdhOOL80sQBEEQBEGoYET8qgIKikvpwhEz1AvvE07nzqbbC+TnmyGPvXtThXHppWZYy733Ej31FFGKHFaCIAhJf6/xA+4HXbua7zduDP9ewh4FQRAEQRCESkByflUBZYZBP87fEHyfcBBe8ttv5vsxY8wQyKFDqcIret13X8UuQxAEQag+95po7g8NGhBt2EDUsqX5GdozaBDRDz8Q9epVdW0TBEEQBEEQdgnEopOMYECBpPe1apm5t04/nSgnp6pbJQiCIOyq7LYbUb9+RE88YYbHf/cd0ccfm2HyuGcJgiAIgiAIQgUi4lcyst9+ROPHE+XlmblWBg6s6hYJgiAIuzLff090441E33xjVgP+3//MAi0XXEDUpElVt04QBEEQBEFIckT8SlaOPpronXfMxPMSUiIIgiBUJS1aEJ1yCtHPPxN99plZlXjsWNkngiAIgiAIQqUg4lcyc/75ZniJJKAXBEEQqpru3c0E93jhvSAIgiAIgiBUEpLwXhAEQRCEyiE1Vba0IAiCIAiCUOmI80sQBEEQBEEQBEEQBEFIWgKGUZX1zwVBEARBEARBEARBEASh4hDnlyAIgiAIgiAIgiAIgpC0iPglCIIgCIIgCIIgCIIgJC0ifgmCIAiCIAiCIAiCIAhJi4hfgiAIgiAIgiAIgiAIQtIi4pcgCIIgCIIgCIIgCIKQtIj4JQiCIAiCIAiCIAiCICQtIn4JgiAIgiAIgiAIgiAISYuIX4IgCIIgCIIgCIIgCELSIuKXIAiCIAiCIAiCIAiCkLSI+CUIgiAIgiAIgiAIgiAkLSJ+CYIgCIIgCIIgCIIgCEmLiF+CIAiCIAiCIAiCIAhC0iLilyAIgiAIgiAIgiAIgpC0iPglCIIgCIIgCIIgCIIgJC0ifgmCIAiCIAiCIAiCIAhJi4hfgiAIgiAIgiAIgiAIQtIi4pcgCIIgCIIgCIIgCIKQtIj4JQiCIAiCIAiCIAiCICQtIn4JgiAIgiAIgiAIgiAISYuIX4IgCIIgCIIgCIIgCELSIuJXFZBXVEKtb/9avfA+4ZSVEY0fn/j5CoIgCMl7r1mwgOiZZ4i++KIymicIgiAIgiAIlUZa5S1KqDS++47o2GOJDEM2uiAIguCPESOIXn2VqHZtopNOkq0mCIIgCIIgJA3i/EpGioqqugWCIAhCTaO0lKhDB/OvIAiCIAiCICQRIn4JgrBrsmiRGSIsCIIJRK/0dKKSEvPcmDPHDIUUBEEQBEEQhBqOiF/JiIQ7CkJk2rYlGj5ctpQgMBC8MjJMEWzSJKJ99zWdYKtXh26j6dOJ3n6baOHCGr3tli9fTh988AH9+uuvVd0UQRAEQRAEoYIR8SsZEfFLEPyxfr1sKUFgIHqx+JWbS9StG1FqKlFBQeg2uvJKouuuI3ryyRq97YYNG0aXXHIJDR48uKqbIgiCIAiCIFQwIn4ls/glIpggCIIQrfMLYY94QfhKSQm/l+Tnm8JYDc8NVlJSQp06daLSGr4egiAIgiAIQmSk2mMVkBII0OEdmgTfV+hABoMXQRCcEYFYSGKivtfozi+80tJM8cueGw/iV05OjT9/ysrKKDU1VcQvQRAEQRCEXQARv6qArPRUGnHhARW/IAxeqpH49csvv9DBBx9MRg0fMAlJhByLQhIT9b1GF7/g/IL4BdHMLn4hDBLiVw0vGIF7UVpamhLBBEEQBEEQhORGwh6TeUBfzTr0U6dOreomCIIgCH4S3rP45RT2yOJXDRePIXqlp6eL+CUIgiAIgrALIOJXMlJNxa8UDKIEoTqhD97hcFmzpipbI+wKjB9P1Lo1Ue/eVO2A6JWebt47iovdwx6TxPnFYY/i/BIEQRAEQUh+RI2oAvKKSqjT3ePVC+8rjGo2MAlUZH4zQWAKC2MXwebPl+0oVCwLFhBlZRFNn17hzqmo7zXs/AJFReUJ7/V7Cd7ju+zsanePiTXsURLeVzKvvUa0115EgwZV9pIFQRAEQdiFEfHLg+3bt9Odd95ZIRs+v7hUvZLa+YV2jBtX4c6vOXPmiLCWjAIWkmpHy8cfm8JCtOcKV3sTgVaoaHCsNWxYadfoqO41nPOLz0Er51dZSQldddVVdM4559C/s2eb3ydJ2KPk/KoC/v7bFE+nTauKpQuCIAiCsIuS3OJX9+5Ew4YR3X47Ubt2Uf/8yy+/pEceeYRqLIku3/7TT0QbN/qf/tdfiY47LjhAqijn12+//UYVTW5uLn300UfuE2AdpSOfOPr3J2rZ0nuayZOJnn8+9LN//oluOTx4R34jUBmhuUOGlAsMwq6HLjAl+hodL7rzC6GNVthj7s6d9Morr9DPP/9Ms/g6lyRhj0krfo0aRVS7NtG++1K1A9fd5s1je8AhCIIgCIIQI8ktfv31F9G77xJ98AHRf//RLoNf5xe2yQ8/+J9vv35El1/uf3oe2FntqIywx08++UQt57LLLkvofF9++WU688wz3Sf45ReiPn3K///GG0TDhye0DUkDQqYigeIIW7Z4T3PRRUTXXx/6WazHGItfleH8ghsS+ZSEXRNdYKpu4hfn/NKdXykpVGKds5322IOawrUD4Nyp4c6veKo99u/fnzp06EDffvstVUsWLyZq27Z69n2wvSGe6uLXhx8SXXIJ0ejRVdkyQRAEQRCSmOQWv3gwW5WhTHPmxDxAQMf8/fffj33ZkTr0AwcSDRgQ3Tzz8vxPy9vdGuBx2CPWy4t///2Xfv/9d+f1ifCkeObMmerve++9R4nEcXC0ZEl4nimeDuLbxRdHFlz8CEHJxJdfEmVmRp4OuYYi4XReR3uu251fEvYoVBfnF66Br76Ki1pCFvvUU0/Rk08+SUVe1xxdmMM1DedhIBAUv07YsoX6jRhB1LevKYwl0DH17rvv0kUXXaQeYNQE59fkyZPV73C/qpbgXtmoUfV05+G6W6tW6P387bfNBwPvvEM1jjffJDrttPAHXjiHsD54CMv3GEEQBEEQqgwRv4jooYceogKEeEQL3Bs7dnhP061bzOFw//zzDw0aNIh2RFpGrM6vWEK8onEq8Pxt4lekgUb37t2pV69e4V888ID5tNgDDGT0vxUGBoNI2LtwYei6RtPBhfjYrBntUsyb5286P+KXE/E6vyoj7LGGu2WE2CgpKaHevXvTs888Qxt37ox4PV0yeDDlXnMNLT3/fM/5rlixQuU9LI7gJnzqqadp6NCh9J+XE8gp51dKChUXFanrdx20q0sXM+QY50oCj+URI0bQuHHjzAc+CLE/5xyie+6hyqj2GEvCe/y2QYMG1TdkEn0aCEzVzV0IsM3QNhyzfO3F3733js4Vu3WreU+Jto+UaCDYIs2DXbhFSoYrrjBdytGG5AuCIAiCkHBE/CKiu+++W+UyccO1c3v11UR160bcyIWRwrdc4DDBSE6pmMWvWAQizBOdUz9iIQsRVueW1weDQC/0QRwGJYsRvgHYDWbP86SBgYxf8Wvp0qW+t23YdDyg4E53LOLXjz+anffqQmUPkhA+5bb9Y3V+RUsszq+XXorOASkIVt7A6dOnU4ph0A52vHhcLzavXUsLUlNp44YNntuvS5cutO+++9KbcJ94sNtuu1FOTo63WGN3fmlhj+np6QTPZglf63CuJFD4Qbt23313s30jR5qVV5GzM8HAAXfaaafRZ599FlfYY8RKkRMnmo6gpUupSsA9urrmZcN1lx9k8bmA+z5CaaMRv84+GycA0VVXUZWvT6tW4ecz/t+iBVG9etHfX9evJ5oyBep2QpsqCIIgCLsyyS9+oaPuMaBlUcNJkPH6TvHHH97Ltjqdx51wAi1atKi8SYEAHdimoXrhvRssFkXdMdfFr3Xr3AWGWMWvY481k9XG6PyKJH6xgAVefPFF2htPgwGvx+uvJ0T8atOmDY0ZM4ZiwpbPLLiu0XTcK8Nl5JdZs2I7HqJFP9732Ydo0iTn6bgtEI7dxONEhihGI35dcw3R559HN3+E8/z5p/nefj6iiERNDPUR/PPnn5Ty2mt0EBHVyc6mUr7GeQyIU3FtycxUYpkXeXl51KNHD8p3CAnne037+kSpKQF1ffS8n7hUe4T4lZGRQfimmK9bCXZ+oV11AwF6Aq4y5H8aNIgIDjmPbfT5558rNxtCEKMJr4QI+fXXX6tlQtSL9h7LfQNP4Qxun5tuMkNXq4Ka4PwCuhAMQSyaeygeQvTsCWXZXM/ly6vmgZJ1roa1HeuEcx2vaPtxt95qFn4577yENlUQBEEQdmWq0eg7sWBAAIrQGfEY0HLH1U2Q6YJpYGfXLOuHHnoobdu2LXLH3+p0YqqtWocsKz2VRp/WnkZ/85h674bfMEFuU/DJP7cLy4dIhYT/TsQidmCeeKKN9Y/R+RUpPEcXrtauXRs+gct25yfxAAMaP2zatCn8Q2wzuHu84AEF/+XBbDTOr1hD+wDcBNdeSwlDz19WmbgNVHjbtG5N1L595eX88juYj3bQj6qnhx/u/N2yZUS33BLd/ISaxSOPUK2HHqLHcG1CmJ0P8SulrIxKUlMpEOH6D+eRmwij7jWX96YbugUolcrUPcXrfpK7fTt9P2kSGTiPbGGPyvllGOXiVwKcXx988AE988wztHLlSrUeDQ2D2uKa8NlnRBzu6RHS9vjjj9Nbb72lCpL4Bctp2bKl2g4c9hi2TbBfEHJ5881Eq1aFzYOn9xS/cE3p0KHqxCeIShCYcK2q7FBruHqRwwsPVZxAe7KyzGMoHucXtj3u9djGTz1FtOee5kOVygbrA9HYfv9Hu6xzKOw4gGD7zDNEM2Y4zxPC70EHictYEARBEBJIcopfU6dSkVWRqhSdEo8BMYcsuIUuYC5ZSO4La70lsCBE8i9UkoyENU90jTPtSb6RB2zsWM/BA7uYwoS5Aw4g0pxkAG16AxUGteUG543BtfMCIq7CV199pXKPBcE8/XakeZDUpElUzi9X15a1XOwDe462dkS0vE0bd+eXywDAcVlwy2Hw5SfskbexTeircOfXW2/BFkeVCrZBvAM5+7nodvzzftm+3XRGec0LzrA1a5znH6345Xf9Yhn087ztxxLmFY8QKlR/ioupqG1bwlGdnpLi2/lVgvPA43rL1yUIU155q/Adro2HlZRQi8cfR0UQx+lWrVhBX339NZVgvpzw3gp7dHR+xSF+QTRCTstHHnlEJbnH/zMgDOIcRiGWhg3N8xnXAI/1Qtink+vN6zfs9nINXcQ158EHze3kkBLBl/OLK2e6fY82r14de9EThIbC9YScUl7OL7PBVKncey/RddeZ7iUnsE1w/NSpYxZPgJMW1+BYxS/8FsfJiScSrVxZXoCmsuBwYTfnl9O5gm308MNEj0ESdwDrgO2jHx+bN5s5zuB0EwRBEARhFxW/0OFA/iTmkEOoLpKJewkM6FRPnBjs9EYSZJiQTrJXh/KJJ2ArUm/R5cHAIQTOd+H0VBtPAu+6KyRHFpIU/8lhU6j+5VVe3S7M4P9oy0cfhU6nCz8uHfATTjiBTjrppPB5O4HtgRwcnA9JFyIMo7zaI1xGTtsOHbpLLw0RpHgb6Kxbs4ay0UnWOJOI9ly2LCh+8d/NmzereZSg8mLt2p4hllEJU/GEPV5/vSkIVmfBA27Br78Ob3eiQyPdjqdots2hh5p5VRKR8N7vYD6WwaTbuuLz6hQCKySe0lIqS0+n9ECAUgMBKuMqxBHErzI4vzyONb4fRcpbxeLXmYWF1OC771zzJsJl1qxFC1Jz1ZxfpcXFpvilO7/iDHuEexoi0v777x90YUH8UtuG54/Bv4f4hd80zM6m82fPNsWWCPnReFtgXfDXtdoj75e2bR2v6b6cX/jcqyIm7qstW5rtjgX0E7D93UL3OecXqGz3GbZZ9+7u1ZnRbuzfqVNNd9zcubGFPerOL7xwH8C9w8kxXhnil5vzC22y7wNMi22k549EnjukAoD70Un8OuUU80HsjTdW8AoJgiAIQnKSHCMu2OuPOCLkI8PqaGTgKZnbgPjhh6nUchDp4hfEkueee85RePErktGQIbTceqKH4QELPyCvqIR6TC6kHte+R3kbNof/lp8IWqCTjoTG++23X/k0XoNlJ/ELIRxnQiLSYCEDoQl2Z5qG3nYvceCV554zc7U4VTUqKQluzyZwrjmJd6iM9OablOqybkVWJzBP71B/9BFlbt9ODYKrlBbyZH7ta68RPA6B778P6WTy9+3xVJ/nV1RE25GYFtj2fdixYA97tDuIvPjiC9NZEI/gEa3I88sv7iEoTuEWqLTGAjKjC8yx4rYd40l4v2BB/O2K1vllH/TPmeM+CLWfO+L82vUoKaGytDRT/DIMU+DBtcrjegHxqzQ93VP8YuHFLW+Vutc8+D3d+VsapaRnEc6qQoR1u13H4YTKyKASh5xfWEZGWRkV8XkXZ9gjUgFAkKtbt25QiIL4FbK2cH8dc4x5j3cAv2sDHQlJwUeNIoIIFoXzi8WvThzOz0IbXwec8jhp9w/PHGqRnF9IHbD//p7iXoQVMatJ417i9PCKwx5BZSS9x/og5xYLUXjY5FYYB+3B8dO1K9Eee5jtjzXsEaITlodzCfsLofJ4VUCxhIhhj5GcX5deat5XkUoDbYa4pYtfcDzieEcIJ84/bEN93+JYQf9JCq4IgiAIQkxEPfoeNWoUXX755dSrVy8VygdR4G2Xjim+i/RCmfa4cej4bYI9HJ1TdABRNceJiRMpxSpNHRS1Zsyghkor+MXzSbsSQyI89V6HkAZL/LJ3kDcXGbQ5px7RNoecR5YoEsCTcbStoEBVCtMp9Oog8rLsf90EBnRYPViwYIHKyRJJHJjJ24znqy+3oCB0Gzg9obfydNWyBCyEw2y0Qt4w2Pj+hx/U+9rI08K/OfNM6vnZZ0Hxq5YlZF1kPTltOnw4neMgunDesYMRPghH3MKFRHfeSXV5IOLX+WUXGnEcRRKm7G4xAFcfnn5XFAcfbIbIRALHNOfPwXrgCTOf34kMnbFvt3jEL/1ciDfsEYM1bKdIYVT2dp96KtFpp8UW9ijOrzAQ1nzTTTdR3759qUWLFpSVlUXNmzenPn360IgRIxzzBv7666/Kpdq4cWN1b2rXrh3dc889UYXEVRglJUrISgsE1E1XHT1ObhANJZKlpfkTv9LSKAfXPOu+p7M5t4hySwKUkppqus48lgvnVypcUfZqj5rzKyh+xen8gvhVv379oICkRCm4zPRzePx489rlImrhN3WzsigXbWnWzJfI4xT2iHT5BkLmHn00VLRwEjQcnF/vv/++6hchAb+j8wv9jLPOCg1VZ7HGzwMT9CXg1tPd25jvbruZ+wHVDjkVA4SRdu3M1Ar16/NKU4UDFxNybiGPFdYJwo1b+CE7vwC2Mfpw7PyKJgwU8+GwR95neMiDYgP2XG3ow+CBZISqqBXm/MI0WDYelOjil359wvmLJPfoh2A74Hv9+MN75EqrjkUMBEEQBKEGEHUM01133UXLli1TAwyUTsd7N+6Fg8kBhPC999571LlzZ1XaPGbQ8fn998gDZe4owFKOTgWetvIsrI6WEr8gQBx4ICFYcbDDk3R0lDmRfgoGyW7VHq0BwSbLel/mlDOK2eIgflmd/1RLcGJ3ms5PU6fSAE54XlREzfRKdMhZZXd+OYkC7PzS81XZwtoQrInuHPZzK3zw77/O64HcaPxb7tTaxC+3kNH58+fT9R070jfHHqsGhinWPrnzzjuD4aL69mtaXEwvKO1yIrHfz+ri02V33kmX4zhFHqjJk9WgLWQdbS6yEGccXGtMIECPPvoonXbaaWoQ7Zrzyx4u5+eptZP4BVdfhBCfhIBQxgsvJDrjDOecYdyJBxhUPPssUdOmRIMHJ8Y9wPuBt79bJ95PeKWX0BUh11/YoJ33I8KDMXjCwAkhTzoYpEyY4Px7P6KbV3hUdQ6BrQJ27txJr7zyCh1wwAF0/PHHU5MmTWjLli00btw4uuiii+jDDz9U79mV+umnn9KZZ56phJRTTz1VCWVTp06lBx98UF0nJkyYEJ53sTIpLVXiF+R97OkytDuS+AVnUgTxi6+pfTZupBvhFsHrsMPM8PPLLgudnyV+GR6V5wKW8wtzNQoKKMDil5XzK72oKCHOrzVr1tD3338fFL/Y+QXxKxj2CBASByHHQdQD+E2dzEwqiiIHmZPzC8GBxi23UACO63ffRbJL8xqEa6CDGMN9A247is3gPoYCLSeffHK48wuiGFzGKFSCezR/z66lSHz8sekIhysX127997hGv/Ya0V57mU4wiKD//WemR4ADymwwVTi4dx14oPkX11O4ziI5vwDOS4hkseb8sju/6tYlatQofNnIsQphDg/ezj3XFJEqM+cX32MQ6spine78wv/xkBOCJj5zcn6x+FUZ+1MQBEEQkpCoxS908iAG7LnnnvTYY4/RHXfc4Trtfffd5/j5tZZoczHyMMUIEs53gyuof38qfOEFCg5rhg4Nn5g7WVwSWxtMlLGTC7m3tLDCWpmZYSGOw4cPp0suuUS9T3VLOIrOrdWZmTFtGh3j4vwKUmA+9YMDbuTIkUrwYVGEQzedEhmHOL+uvZYgsx2I93qVQut3WzZupAZOYoJNrPrnjz+o/X77heTcQgr9n1S/1hJl0Pl2IZt/x3/1dS4sDF8P7JdFi2js2LFKzEoZN059XF+rAMiiE7aPLi/0IqJ7nnxSiV8YdOjSQdfyHwd/HxSvkG+sSxcqYicb4E63TkoKDR06lBYtWlReRVPHLnbZxbBoxS+tMIAv+JiGczIaAZlDGSGCuYlfvC144Ofk5HMC4jI66+jcR8IufsHh0amT+eQfwqX9eOUEyX6rPUYSlPh4sDu/eH86Of9wbnEC50QmvBfnVxgNGzZUOaHsuRJxTR4wYAB99913SvyCMAZn1xVXXKHcuBC8eloOR5zzuNe89NJLNGzYMLr99tupyigpoZLsbOX8UuKXX+eXz7DH2oZBS/bck9qMHm2KIbiWOolf+A3OLRdHTojzC/dXtDEQUDm/IBilJ8j5BVHy448/Vg8XsP/0sMewLYLBvouIgt9B/CqMUvzSc35hu+AoKz3nHEqBexPVAnENwrrjGugR9sjOL8yrQ4cOoS5D3fmFF4f3MSzW+BG/8LvOnc3w9fIVMduI/hSccbxP+VqG84BzilaGUwjL4DBRvPcSv/SHEzjH0Z+Kp9oj1pldVjxP+4MkbJ9evcxzA8tLpPjlp9oj73sW6+xhj7yvIH5BvHTK+aU7vyAI4wEs8pzh3ikIgiAIQuLDHo888kglfMUTzgLXFzqf5513XkzzmDNnDnXv3p2+R+JeiCBDhpR3hDhsQYcHsixYaYNmFr/QudfJSk9XoTV6VxoVqRinfGDqiWubNsHKkPrw3VX8KjY7SxicwVWnt4/FLzx112YUIn7NmDGDCmGht96HYE07hxPlR3B+HXLAAcptoYMQUIQUYiBqJ5iA3yLHClvEoKkUIpk+MLLCHoNbzVq3I/bem5YuXRoibP3hMMhozU+wLfQh8eq1a0PyxMwp/3F4NUY4BfPzw51fnBiYsaa3J9YP+Q3g48bL+YUnzdgeHOrJ09qT8jZuTFGDAVUsuDmr0Db7oMAufiGMGE/47XTsGDz2XeFQFN7+PM9jjyW64AKio4823R524Qr/Z9eVHyIN9tzEL/7rdH7rAzn7oF8XyyBIIozWL+L8CgOOrrAiIZbYcAqSPlsOYjBt2jTasGGDctyw8GXuwgA99NBD6v2rr77q7r71CQSOKVOmqOVFPa/SUlW5Mej8wvGVmkrbt2xR7T7xxBOVGypkXSHeRxC/+IFC0DGF8/LQQ8koLg57eJOammIum0U3zBcDaO1BDju/prErGuez5fw6Z9Mmarp5syk0ReH8wr1j/PjxNEvLOVhYWEjXXHONut9gXzsmvPcpftVOT6ciDqOLIewR206FouJ44+sXlsfOLx9hj6odtWsHneFhzi92aen7hMUiP8IUix7mwst/z9cddk/xtFgutqOTC7ui4PVhV1OknF9uYY+xJrzXnetOjj1sH+T0xHZJdLXESM4vvPg73ud28QtiHbYJnNZezi/+/ZNPEsFl2KdP5Ve3FARBEIQaSqUnvEd4CsJX0NlHKEsscAfzHpRsx0pw50HreOjDBa8qWBgkqGlsHaXzJ06k0+++O+QpNDrwjH1orJxRDTjzlAkP31O4DcjZ8cILRMNHBKdZtGB+eKOsTmGZ1VEu1TvMVntZ/Op74IFUauX66Gifj7Xe+S5ure22qoxwz11nqzyVbr3WO+RNC0nAr4c9HnYYjW3UiAr1p+BW2GO6bT1SrXn7CfrStznmwwPQARDenH6gi188gLTaWKR1FufPnUvv2pOVW/tAF7+Uu5B/Zxe/vJxf6MwikS3+Ir+a2/EYa6VCt5x2XmDQy/sHg1LdIcDrzOcEC1G8DZFwlyuN2XEQSUNA2Ik+b33gh8Edhzc5ubaOPNK/8yvSgNIu/tnFLyfnlz5P+z7U24Ikzu3buy9bnF8xg+soX4e7YjsrDdkUkdvgwYMNhNU1aNBAhW0vXrw49gUToqgnq4c/R/fpQ0vgnLSq+fqipISK09LUA5EUTfxau2IF7Rw/nozJk2mhLaRcOb8yMvzl/IKAZH2WW1hI344bp8TDX36ZHu78ssIel2LwjOt0/frB+x+cX2mZmYTAva0oQHL22bR2wwZ67ckn6cYlS2jF7rvTfL5v+3R+wTkLwfIwhGMGN0dJSGXekLBH+ww8xC/8pn5ODuWXldHf8+bRYh+isz3sMYvvt5bLTV0bsLwocn6x+OXp/LKLX9Hk/ML+4euyni+Rr5OYt+784uubX9duIkC7sK9Y/ILzyyvnlx72yOJXrGGPes4vXVDTQVvQPghKHg72SnF+sVON2/LNN+aDW4RsYrux+OWW8wvrjWMUKQwwf3ymu/5RvAGFdRIt8gmCIAhCDafSxa+3kGCcKBg+GAvsuuLhZl3+Quvs6F3yAo8OQFBgsnXSui9YQA3Wrw8Rv6xhuzl/WwdtIqoJ2siwi1/XX2+WNb/OytVFRA/cfbc5P8Ogs3gdrPWrM3lyuCvNam+Bta5PQ/ixBiDzvMQvB6FgHLfZWnf2+8BF8frrr5tPxS2h6Xq03caXNkEiSxMs2hQVUb6+3W3i13/WQC/F40BEHq/LXUSMzlZOHLC3JYCF8ccfZFjTGNb6H2+5RtK++y54jPw+YwattLuwHJxfSLlsHHSQ+R9ul93BZO/88v85mb0t7NZpmSoxrxb6GQT7i0M59P3JOd54P/NAEaKWm6AGkYmdl3DL3Hyz+X748PKcX3zcYf4Qx3gdOc9fPE+b7dsN4Kk/uwfdQhaRNwfrB8ebfUCMkFbettFWbeR15aTRTtvNJWdd2PTR5m0T55crcGgifB75I+EU6tKliwp3vPDCC6k/EkMrw6TpmFyC/e/gOsLDFi7cEQ+rVq2igw46iF7OyqI2SI7OuZ38hj2mpirxSw97zFiwgL4tLKRPt2+n7L//Dnd+ZWRQig/xK03LlbWzoED9FuLgJk2g45xfLH4tnz2b/kpPp0wIc9a1GkJbupUbjd2xeNBy2kknqffjTziBVtWqRd9++y2NGz+edvg41iEIHXjggbRjx47gAwvcCzi8np1fKhwRQliUzq9WTZvS3h07UnpWFk34/nv6x6nasG2b6eIX35PUdgG4BuHaxmGPDjm/nMIePZ1feNmFrmhyfnFIIP+O/3KbWUCyi18s4jstA4nXjzvOzA+XiLBIPewxkvPLnvAe2zuesEd2Uulhj07iF9oHcSka8QvrgPXB7/HwEg8x7UU0eP/a2877yM35hZBFbKdBg8x7MtJe4D6I44gT3uOvfp/isEfe3hD1kZOTi0fhnMS1ERWbkedMEARBEISqEb8wOPnxxx9pjz32UHlb4iXdLn65VPXyGjwE82q5da619zfqv7N1rE52qPTGskkd2/RoT901C6jbmgXUA22DSGMY9AG+RDUnq1PY9NVXzTboHSpLeGDnF4QfVzhEMj9fhRaGfc1vrIEP50176qmnVOWqzZs3KwEv6NayobJHaaFoWE8GXfIifZsWFprJha3/Tp00KTgdwkmdJJqriOhFj32XHqnDjo6k7Yk3b8k0vXpYSUlwXzGGLn4VF9Oe//1HHTA45FBPXjY6xO+9F+4EY9B5VSuaGjlUiAd9yOF11FHh3+MzJOa3w8c9h1WycMZCjleOLoYHA8gfY28f9uPxx4cLPvFU0XNyfn32mZnrxCss89BDzWMOHX09bxtAwmeIdzxftC/SQArVv1CFjQeltrBfBbtJ/Dq/dJBfRv8OIiJvxylTyucVqbroLgoEmPvvv58eeOABlbsL+f1uueUWJc4zqABZt25dVWnvD1sRElR71KsLxgMcZkikXz8lhbbC9WpVolWMHEl0+eVmonQnSkupOMUMO8SeVkdSWhqlbN1Ka1NSaHVGBhm2ATkELAziU3yEPSrxy/qsGOGDKSkqwX9ZWSl1a1WPmmcUUWpKaNhjGcL6rVA63fmVYgnQCE1U35WVUbOGCIAn9R1cWzfccAN9+c03tNp+DjqA6esh3MxKexDJ+eWa8wvnCc4fTUDC71JKSym7Xj1q2Lgx/T5zJg3kvIY+cn7hvpthnZ8qF5ramJbzKy2Ntubm0uQffqBRTzxh5ley9lHUzi+nsMdocn7pYY9u4pc97BF4hT3i4QgEYRR6ifPcCLaHBT7O+cXhiF4J7+MNe9SdX37Er0jOLzygxHQQlFD8AH2AVq3M++lttxEhz60WwhvWDreE97xeuvMLbnA8XIJAj77fLbeY2wD7A8cg2orzX+9f6OIX5o1p4Mbkh43c78I1KprKmYIgCIKwC1CpIy4kjEdnE0/tuUpXLCxH6JgmygSFC5Q6j1b8sjqFJT7ELx17mKQTtay/3xDRnhBiLLJKiuiwkTfR2JE30R0lRUQ9eoSGsNkG0iHil5WTJGPnTnrq7rvLE/07NtJct03r19OXtkEZOuu8bpus7cnOLx6UIMl8ut+qCKWldNnLLwf/izkU684gm/NrjjVI1UND7biJbn72KxN0fln/L3Haf2VlwX3FFFudTSV+vfMOnTN8ePC3KjcPd0bRCUblKB48IKeYDh9XPEg54QT3p+H6fp8X5uMz4Xbr0/KAi88p7oBH8zRfPx/5d3AFMNOmhXek9YFeBLdFGJGqPXolq7d38nVYkEB+PgwizjwzcluQJNw+aOHBIsJHOIRRn8Yr55fOTygXoWE5DxV9+xL162cWIZBqj45AUMA9A9cOXI8ggCGMDiF0XIQD0zzzzDMqR2Pv3r3p3HPPVQLZwQcfrHJ9dUQuOsthFCuXXnopPf3006rCMRyuBRhwcqgwQLU9hBm9/77zDOCussQnFc5ohT2m5OZSQSCgvjNsTspUy/lll1URwol1wit4L4Sjy7omFFoiknJ6GaU09ppD6Lxmqyk9xXIhW7mxjJISKrWOu6D4ZRgUSE1Vwhk7v0oMgzKtbYdk+BCuIAR26tQpeH31AvsF4iRgccjJ+aUejtirPeri19VXm2FhEOKRO/DRR+nsHTsozRJdmjRtSjffeGNQtPMb9sgO7V9nzVK5Jbfl5lIRjq3UVFq4bBnN/fNP2g/FEhDubYmperVHnk+dOnXKxS8OuY/k/Iom4b2T88sp55dT2KPTMtCv4FBh3bGmO8PgqmzevNxd7Aavrx72iHMEwGGsP2jh6e05v9j5hfngfuInVNMt55dTuKoufkHwc8uFCicVrhl4wIL7CZzRWH9sI/QxUdDFfu/hsEcn55c97FF3fjk95MH8sb0wPZLfA/4t/rL4pYd5Qmjk+yJPG62LThAEQRB2ASpN/ELn8O2331YdXZSqj8c9dvPpp9PBmjgSUSTxapfVGS1xcbEEXWUa6JqnRspthD6f9j6Hw94swkQrHkw7iF8hCe8tLv7jD7rloYfocK8GoLNuCUw8VC875RQaGgioECDuDr8I94vWpruGDVOuLuT04rBHTzAItMI3mXboW+vl6fPz1QAr6C6z/nqJX3q3EGms7Rl9MDiMiC3hPXeny7QBUqCkJCxnWG5eHg0iorZLltCXePqLqpnWd71QMYoHExwuyZ1hDh+0w/sUzib7QMNpPdwEMrij7KFGdmcSr5ufwQMPxnTxheejJ77HZ5ysntHPmXfeoZjDHp3W3835BbwGYrweHFY9fTrR558TnXFG+TROjjg38YtDPL3CHvHUnsVK/ZiHK8YuuGB++m9ZHBPnlye4b7Rq1YquvPJK5fpCVceHH344+D0qB3/zzTdK/Priiy/o5ZdfVgLHhAkTqG3btmqapnBZxAjC/OB2QsXIrECA8jDY1M9D7FM4Nl2uSds2b6bJ06cHc36p0L7UVApA/EpJUeJXme0epJxfmZlhOb8QfglXLsLTV1rOK935VQRxxxK/WKSB4BPM+WWJXyj2Umo5hPh6mAJRzCo2wCJSKfJisUsrI4Nyc3OViw5OK/IpfkEYAhwWGLXzC9sGYaEQs7HOOKdfeIEe37qVMnD/gfCAdQ4EwhL9RxS/IBzCCPvff0qkg3iYb1WcxfvdmzenxhAsIbpZ4roe9qgeJNnDHvUck14J753cQgz6GBCgELrq5PzSw6XdnF969Vtw//3mQwGEsWK5WD5EEifxa9Ei05mE41y/rjlv1PJ2sPiF4wPudTwQmjrV3fml5/zCbyD+oOIm8upFK35FyvmFZZ1/vvkw5+mnTaELLtIffgidrn79ctHSci2qB1zYVng5hT16Ob/0sEfd+eX00ANiG6bFMrigDf9Wz/ml/14P5cQ0OO68ji1BEARB2EWpNPELSYrRUUe4I8IeYwWDHmSqmqqJMk41Iw2fK9n0oYfUtPacX25g8PI/6EoOObC84DA6JqzINndO0cm0TXtKNLllHICww7X5Uj7/nB6xBlA8yEi11p2FqZyCAhVyCLzCHoOgs2qrsonf7NCS5y+eOZOG3HUX2YIFqKvLPkL2nj7a/39zSOiPgVokglXZrL+8nBYIU2JKS8OcXztyc2kUEfV7/XWabgkUXJ5hIwZA3NnnCqBOgwcdryewTh1Ut04rxDZ7RdNLLw1dBnfM/TgKLr7Y3fkVqeOsDwCiLRuvO7+ccvJ5OaHs+dl0eNDHwKV3zTVEH39c/ln37uG/s68rwmIxAGOhHu3UB3CosMrHFqrN8u8RlsmgKi5CYv2IejJI8c1RVkjwJCt0mjn22GNVWD1yS0GEQIL6Qw45hP7++28lnvXQHbZRsv/OnXTmjh3UPD9fJUjPxfGuV7TVQ9wcyN2+ndLr1KHs9PSQnF9wfhUGAlQK55dN8MaREnAQvyDu1KpVS7lS2Z0F0YdzZSnxKxAIikrB8EBb2CPyVpZax6Pu/CLL+fXEE0+oMNJSOL+s8zG7dm2Vcw3iWP2GDX07vzC/rKysoDikO79YpFOilJv4BcELD5CwDyF2QRg6/HDlxs3A9dhF/BpxySX0VMOG9DxytLlUe8Q9DlfO/IICVYQH70txbUtNVeJX7cxMgvyR16gRzZ85U4muvB5ZhkEdli6lYzZvpoNnzqROO3fS8ccfX168QHd+RRv2eNVVRPvua+aDiibsUXdAccVH/g0elHTubIo+mA7tgxjmdA3GNobri8Ulv+IX2squJoQCd+oUPn+78wvbG59BdMK+RnEEPwUl9O0aKecXzi9swxtvNCsL4zcIc0coI98HAbYjO9DwgrDEfTP83kn8itX55Xafw37Di/NvwjGOew676+zOMbjZdOcXfofv5L4iCIIgCFUjfiUi0T0477zziGsqjvaYLhDlSrrl/LJTy62yoA12CTmRn5ZJX17xFvW54i31XrWRBxHowNhcIDHWAAxyniZ+MXXmzCH239V2EOS4S+bb+eWA3j3MtsKB7N6Lh6y2Ndc+Q32y1kTerjZ2RkTC2q4pVhudupqB0tKwfbrTGtykFxaGufTUoM0+GGDxC3mnnPASV7nDbA/34QT29kTd6NDC+WCHO9fcMffj/IIzyr5se+VDN+AI4JxvWmGAkHWGAOrUDm4rEthfeWV04pdXkm0nccnuWHOCc40xp55qOk2YESPKtxUYNQp2IPO9lXBdoVebw3rrzjEAR4mTy9Tn9UcgWr16tdoMEDD8PCxBvsNjjjkmmHcqFp7eto32sKr14nqwEwNYXH94wGmJRm7nHK7v7ffZR12zVOghPuSwRzi/UlPLwx6xfjfeaN63srLC7l8sHOEF8UuJWnAmWd8XIXzQEr/yi0upz2MTafiG1kRpGZQCkcxqJ8IekecKvzMgdFx5JdXPy1NhjygwgMTxI0eOpJKyMjPsMSWFBl94IU2fPl19l4Ft4OMaAzEK+yonJyfE+aWHPXpWe4QAdPrpZgJvhArj/Ed769enzYEAZUIkYfELNVhwfiEx+ZIl1Pnrr+nS3Fza7+uv6eabb1Yho3rOL054X2zlI4NIhyu7gXampVFBaSnVS01V98b5+fm0YeFCevDBB2mu5eTeb/FiunjcOLpg40bqNnMmjTngAFWQ59A+1qMbvdpjtGGPOLYOOcQUXWLN+WVu4PL9hG0DQQvTsEOIqwvagdMJ54wllnqiu4Xt+bec5m93frEbl9sNp6BLv0LltoR4h2V6hT26Ob94OVh/TIPjS78mc1VIDuXkexu2h5v4xSIcfvPGG+X3KCfnF5bt5fzSQXu//NK8P1gFkBzFM3vYI9rC6ygIgiAIQuWKXwjP+PLLL9VT1RO1J7Cxwi4dh+F2kMjDolD8Or8gFEXorih+8XB+GQGirfWa0ap6zdR78Drny0IHxiaCVMROaqcl9s6wOkh6iGeqg/ML+WeiQe+6pnp0njVJQeE3jXo0YY9pVsU3R/GrrCxM/CqytgmcEHZPU7qT+MWdYbiFnPASN/QOqr5O/OS7A1Lt29bJKV8Jd/Z5WX7EL+48651w3UHgxZNPmtU+se5Ozi/kLcEglDvlenu4rRDxICS5tcsJL5edV7gksFXUCzJ0aOj/7ceWk4DGn+kDzUjbHCGbTvMS8SsEiCshlfMs8NlNN92k3h+n5aTj/F92kQwPWyCyQLCIB+QXLEAeoLw8FSa3gweXcPd9801E55cKJ7SEAcxLXT0QhpiXp8SvUl38QkjWhx/S43B2NWxourHwwqA/NzcoHOGF0MRgFUfO+WU5v1hUWrU1n3aUZYSFPUL8gtCFszyASpnDh9PXXbvS2t13V5U1zzzzTNMhbIUGsiOsZ8+etPfee1Mqu5p8OL9Y/OKcWG5hjxDtwqo9Ipk37lcvvmgKNxBFLGEG4lcWBGbsD2s7vIBl3Hsv0ZtvUkZJCW1v04b2aNWKZr/3HhWcfz7dY6v2iLsarkZomxK/sC1x7EE8hPhlXauWlZVRE7jA6tULustyiotpfsuWdPLuu9Pq44+n3Vu2pDFjxtDTSJAPeBvFkvAen0N8wvUzUs4vrpjI89Wvg7ooi/XCPLkiI6bj6oJ2LIExKvFLD3t0EmacnF9HH23eS+CSxb72Er8wX5xze+9tPpCwJ7z3E/YIsN4sACKPnK04T9D5hXZyCCH6ECx+2a/XmBYhohBpb73VrMxsd35hWfjL/Qe9vV4gJyT6FUiJAZxyfsH5hXvbZZeZ2w3HnTi/BEEQBCGMqHUVJBsePHiwen1shRLpn+G9HTw9RgcYri08cY0XP86rRhUofoUNrx0GABGC4MIIzhOdRNvAuyLEr4aaQ4XFRATwneLg/EqLUfzSp7aH7njhK8G+z7BHlQw5wrzPXLQoLOwRAz61DIT82L77EQMFe94pFr+Q9DpaeECEsDo3cRidfcZtvd3CHr0cLzxI0t2G3LGPJH6x+wyDJ6ecMNwx54GPvi8iFYzwGhR4VZmEI8ANHINu4qQbHPbolOPPElRDzld9HX04k4KI+BXCRx99pCorQuC66qqrVK4t3D8QMo8Q+kMPPZRuRPiSxfPPP68SwEPsGjp0qJoW/1+4cKG6J8UT8hgsroEBJsQvIvpzwQL6DYN1FCBB0nnOv6Sfmz/+aObCW7nS/L0ldAQT3qPaY14eFVriV1C8wDHUpg09lplJKXB+4bdIqI/B9d57h4hfQeeXls+wEE6roKhU3h78X+Ub47BHiF9paUr8MjBgrl2bxnbpQsU4n1U0e0v6/ffflfOLxS8dJX75uK7j3o+2IlTzsssuow8++MA94T3EL6+ZQajANkY4c716ND01ldIhCnbrFgx7VK1EXsbt2ymzuJiKa9emPVu0oNMbNKCWs2fTvdYDDA57ZOcXhFXlCAsEzBDUtDTKKy2l3ZctU/fzRTt2UMuiInoQjlxLmMkuKaECK+9XirVdIaDtj7xNdudXtDm/8DmLX7i2s3DjlvML93SExOM4sju/+De4d2EbRhK/IDbiXobl67/3G/Zod37ZxS/d+YVlIHQfzj7+zK0iIx4cYP1wn8T3bs4vfKbnlUQ1blTX5Yc07L7CC0Kb3fmlhz1i/fE7XO/xOeeg08F5gM9RsbFr11Ahkp1faA/+sijlx/nFNGhQ3udwyvmFMFGE36PaMYRsCXsUBEEQhLh0hiA///wzvWNLbo3QErwYe2hjokIegV2kSBR6AnQv8Ow1bEiLTocF8mnBQ2IfniOJsBecT2ruzJnUrm/fEOGohbXeWkBVQqmvvf/UI+yxzArZ8Ut2lJUZmdQEOr8ybQMLNzliPxfxCyeIPbvbfpinHgLnJ+eXF7rzy1aV01HUcRuI8JNhu/jlFiaIz61qcSHo4TN+0cP7sF9QGp5z++mJeP2KPV7imJf45YVXeXs32HXnJH5FSgKNQYrfbSjiVwgDBw5Uzq1p06bRL7/8Qjt37lSOm27dutFZZ52liqaweAJQ2RE5vuAw3rJlCzVq1EgJZ0OGDFGFO+JFXfcs8athTg6tWL+ernrySZoBJxI7ROziFwbzuC5cfbUS6gNWKBWuW5zwvvbixVQI9xXWxebcUUnq09PNsHcMvA86iOi334KuKQg3cH5BPFKilrVYOL9SbTm/gFn90VD5xYLOr7Q0JfwocSIjQwlCXBUT+dIOOuggarhjB9WDQGIbqKf5dH5x2CMegj3yyCM0ZcoUR+cX5/zCfcYVCBUY2CMZ+imn0DUZGXTgjz+qypM0aZIK61RHBRxLO3ZQVkkJlVhhd8hbtqVRI6q9bRtlaeIXQlF151cJ519LTaWvGjemln360GtffEGrVqygDp0709lz5tD0JUtUeCPENYhfZQUFykXH2yPLEp+MtDTlLHYMe/Tj/IJQxeKXFdrpGPaIMEvkBoWDFQ453fmlhz3axS/O+QWHLrY7V6NFMQlUokUlYwg60YY96vmonB6OYFl2h599P9udX6gQjb4k7i28LVn8si8T+xx513D9Rmj+mDFEcNdDBLM7v7AsPVTTLn6hnfi/7vxyCnvk9dFzf9mdXyyERcr5ZadhQ7P4gVu1SIhjcJxhv8EVKWGPgiAIguBI1KYiVGxEh9Hthe+dQljwneqgxsnBSNaaYLZpCX/9CDphiqEmBnKXqDbb9y1ynEQGDRa2SrZto61WBS8G6dZtWZ8SipaxKEiaU9ijnwTqGvqeSo9icO/b+eVD/MKT+UjVO52A2yEqYhVkQLR5OfS2tW9fLmShghfgXFSR1gGOCUbfllZFs6iS5f6iBfqOG2fmLWKBkEUnfX52JwAGZDp4eu1GrEKjz3M8hEaN3JfJYoXbcehTUFeI+BUCKqqiqiOS1UPMgnsIhSYmTpyo3EO68AWOOOII+v7772ndunXKDbVmzRr68MMPEyJ8KVcP3KsYJOflUf2cHDr7ggvM0DcWFjjsUT8WcF4feKASTtW1ynKdpMPlhDf33kvLBg6k0Q0bmonn+fjUxK+0jAxT5MdnOEdKSqi0qCjE+aUcXVbOr1dffZU+/fJLdQ0NE79STOdXMOyxtDQY9qiO78xMJQhB1AFw2b333nvUtl078x5g2+ZpUYY9HnDAAWp/QLCL2fmFZeJBAHJunX9+sIqlNSP14ERVN4b4tX27Er9KIVqWlFBGaioVWNPCQxUMtSwrMxPea2GPuJ5v2bGD/lq9mtb27UutzjmHUurVo51DhtBabO+dO1W7kTIg39pXEBJ5e2Ra4hcLja7VHr3EL935hWMD89RDEPWwR1QahegFoQkije780n+jhz1yzq/bbzcFHd21j+/grISDLtawx0jOL68HgthnuI/oVaRfesnMe3XDDeVtYked3fmFXGnIJ4l+FxdIQaVQiESA82Fx2KN+vdZzfnF4Jju/WPyCMGev/quHoOrnMtrKCe9jdX7tthvRd9+Z21dPeG//PbY12inOL0EQBEGo2oT3CWHzZvrun3+q1PmV5STOaCICSzyp6LzFAOZdYiV0Jh+5zRKBU4iok/MrmtBFe3hqWhTiUC+P7xZqomKqj4FXlm0avymvS6Jc17icX/37O3/utn7650ccYXZ48bRXD1k5/nizVL0XbvmxOF+Nl/iFJ9E6eqJ3LFuHBz5nnBH+mVtbvMTiWLd1LMl/+Tx2WiY/6XfbT9GIbbEIc0KloAQm7G4MknEdKypSVRiV+IVjgAfJducXBqcYbG/frgSsgJWzCWKLGjafdBLNP+ss+qdOHbMCo4PzC+JXgD+zqs7BlcTiF4QlDnuEaDN69Gjas00balS3rrPziwUZW9gjO7/wkIqdX0F014pD2OOMGTNUWOq7777rGfYIEFYI8csz55ef6sLIv2ZViQy2Vwt7LIPAA/ELjjJL/ELS/gLrnM1EXq+yMhq0ciX1feQR2qmJXxAHC7ZupfmLFlGrVq1o3333pWeeeUY51s455xzaCafdzp1KJMwqKqJ8q/268yvTWt8SLE8Pe8T+4OOF3WCRnF845jiUURei9LBHBgItXFZezi97zi9cr887L9SdpSfNj1b84nlz2/AAAQVv2rUzQ4GRyzKS8wsVLuFkQy4wvU0QsCDKcd4s3fmlLxN/ITzrudD0bcW/YecX4D6KU9gj/o/7KYQnhB8/8ghR797OYp4ufrE7ixPex+r8QnVKFGWBw5pFZ6ecYdwXkJxfgiAIgpAE4lcs+ZQ0OCGwHcgcPW2Ckxv7E9EzHt+zhFYUTb4fDTitSu35pGJkts/pOjp8pp6eWznOYhW/dFKiGNx7HZQ/sRPHp/jlFeLpRVGkdbV/H4/zSxeO/Ig1+npzlS/OP8UgCferr3ovN0IorqdzySnBvRt4Co/txY40J/GL89n4wS5EIe9SRQlMVv6jEHGR4euJVNRKalReLZwuECJw7OH/2dnOzi8v8cs6Z5CEnadi8aYU4Y02t4jK7ZWRYV4PcYxZ4ldZfn5Ywnvl6DIMJTQddMghSnzB52WaaIGcVCo8UnN+oc1B55ct7DHkOHcQv5TzyzDojTfeoFGjRtH9999PCxYsUEVtEJqKtoEey5fTJchF1b+/EpewPd2cXwh7jMZfHOL8shxwQfFr+XKqBVHNcsxlpKRQnrVuLH513bmTFg4cSMemp4c4v0pzc1V/4YcffqAutuvLToiIO3fS/WVltOfSpcGcX7r4lcHil7mTy4UuPi6s/fLGO+/Qtk2b6LvvvlP7zrZyZvgmmDnT/L3d+WUXP7CuTs4vCFsoFIHQeLv4xQ8zdPGLKwby7yPda73CHpHuYt48IuRBg6B1zz2RnV/IcYn24hjSqw/zPJ2cX/oy9XXn+5j+nR72yA842H3rJH4h6Ty2EaqNonjGr7+aFSp5u9jDHrH94NTCfnNyfkUrfuH32CbNmnmLZ7hfSdijIAiCICSB+IUOHSefTjDoJp68YoWvac06Y+6w86vYQ/wKGETtNi5TL7zXQfc4NGAyFHQDHWrFhXP22TSJYkfvUgW7jDGITcH5xSEQ6JLlCk3AWKXnmfKJW+Ctva5UfiR3USLFLzec8kwBJL9meLARKf+UE5H2p9c6RSN+2YW0gw8OF7+iKaZgbxfyLvlBF9/8gvXEoMZL/PIbHoqkzkK1Z9qNN9Kk44+n2VZFXOWuYvELIbyFheXOL138skSC9evXq9xjpbjmYcC8fbsSZQIYZGdn0x4bNlCudbyzeFOWnk6dZ88muvPOUOcXkt5z2KM1SIfzC7/RE95zzi/1fyu8Ts3XKKN2TWtTXcqltFRrOi0UD4JNMOeXFfbo1/mlXGllZaqac58+fZTY9ccff9DcuXPpk08+UTnbQItt26gUbfr5Z0/nl1pfP84vjbCwR8v5VQzBqkkTmp2TQ0W4PpSWqqT9BVZ4aLZh0NEbNlDbvDza2r49bUZlR835BYHRLU9nbmoq1VmzhoaWldE/++5Lv7ZqFR72aBO/tm7eTO9/8kn59cISizZu3055O3cqwfCnn5DgQAPT4WEPHvoh5O+EEyKLX27OL+TLQjL0m28m6t49NOeXk/jl5vyCQIT8rvaqufy9XnmR24C/CM//8EMzZBH3gkjOL8CiFN8r9PaiTfacX/Yql7xsN+cXi18QFdFurBvu+045v+BAQxXWwYPN+ey7r/lbVHeEEOYU9njllebfAQPCnV92gTAadPHL/nsJexQEQRCEJBG/8ATdKw9QHDmiokmi75I6PPgkn8UvlcDYheySQvr+ravprreuVu/tbfGSFTBXX/4rPNmm2NGlCGTEUGE/hkGo72l14UOwUq27kh5lvjAdPWvPUqsjjEHFZj1nlU/Odvlcy1il2ODgvpup/8cu5iEBc6Kxu7mcYDcBwh+jxZ6zxK/4Fov4pSebRwf9vvvM98jhEi12YZLDVnTuv98cLOqgDHy0cO4U7AvNdRiT88sKexOqN0V//00tpkyh9bfcQiNGjKDNmzebuaQQboew+y1bVE4pXfzatGkTTZk+nVavXEkPP/wwDRo0iIoxmMZ9659/KAPiF477jRvpjiuuoDlW9VYWmyZ160Z/I5QPAgFCEq2BOtxVwbBHS4jVwx5DnF+WUJdqCRBKFCsroe9v6kdHl86kjNRAecJ7K0cSxC9cBQJezi838Ss9XYVJIhcbwgMhvKE9yBVWv359lasNwGGWD7dRUZHKhWV3fkUd9miBZZvNKw97ZOdXUdu2SqS5YPfdzfxflvOrsKxMJbdvunQp3bN8OS3JylLiV6pN/OKE907sSE2lzlOm0H+BAE075hhal5NjbjfNIQURDhRb4Y2bN26kmXAK8b60BPOjTjiBdmvSRBVywHEGwRB57pRrjsUtVDZE4nlsQ7ecX/q1cOnScOcXclQhUfwDD5jz4ZA/7qdAIESuRwi8cCu5iV8IXzz8cFP80e8f3FbOXecUkqfPK5LzC1hOx6D4pbdXnw+uq/gO56bdQayLX3qfTA97xHvM46GHTMEN88R5q+f8soNzDGG+yD83aZKz8wvtfuYZ0zWmn0PsOuP1iBY+f91yfrHzi3OLCYIgCIJQ88QvDDReHT++qptBAReHCvvGWMr6w0dusoccPnMYxgfhLEt+xC8j2ifotv/r0sbBRPQy3pSV0S0I1XD4/QNUceh+mdVW5UKIjMMTuAx7F9SpSzqmshOU+xG/ohWh2rQpfx9JkOTqkU5EE6Zoz2umhx8iFCZaVyEG6vpAhkODmLPPNkNruBiAFwcc4P09V+6CM/TZZ0O/QyJlrsTmBwmPrBEc9v33tMf991ODOnXopptuorFjx5rOL1RbxMBy61YqbdWqPOdXWRlt37qVCoqLacnixTRp0iSVG0pdQxAmddFF9FKDBlQK8QxOJEss0Z1L2xo1ounNm6vck8sXL6avrHtdVk6OeZNm14sV5qwnvFc5vyBqsfhl5ZEK5vwaPZr6T51KrTZvNp1fnIeKwx6tBO+uzi987yBmwPkFYavb7Nk05MMP6fEtW5RoAwEJ4tdWdksizNO6XmRDgLKcX05hj1iC3+E65zMLcX7xdmXxqbjYvGdD/AoEVCVMXH2y8/NpXXo6XbfXXlTUuLFKyD9r1izKzs5W+dcChYWqUqMTLzVtSuPOPZfOysoKtl0VRdDDXq22sfiFVxPsf96X1vfpEFtKS9X22rZtG/Xs2VPlGHv66aednUyRcn6h6iOuSXxdtbaLEr9YTGJRC/uc54+2QTRDhV78Rbv1sEdeJs9bC90Mri+mw7UYLjP83umhBM/Lj/ML0+L+phdM0d1kLH4h2T/caDhnIMzZ5+Hk/NLDHrE9kPNszRqizz4zH/ogr5ce9ugEqrnCYcjrozu/MF/cpzhsXg97xIvvgbGIXyyyOgmMEDanTDH3NbvbBEEQBEGoeeIXuBI28ipmN5dBv138yvfR6eDgLV3i8Ar+2mQTv65xmMaq00elVniHnZEu87a31r6WB1rOOcyz1OP39vDBRHCF9n6DFfKGAVLbKOfDrr1xlpttnvadck7ALWDh1CU1KlP8QmeZqy4mUvxq3Ng5FNGP0BbPctn1ADDIYDA4QIL9aKq44hjQB1b2QRYPQP089UbIihe62G0X2UaONIU2fTleAr1UdKwxZNWpQ726daO+ffvS8uXLzesBBpoYXNatq4SboPMLlY5LSqhT165UKzubmjRpQgMGDDB/gxw9jz5KT9WpQ6nWOcOCiS5+wTk1+vPPacu6dbR140YlYKFKcsMmTcpzfmHA7iJ+sagVFL+ssELMv+S66+jAWbPowH//Dcv5xQnvAzinIjm/bEJMq913p0YNG9K57dpR7cxM6l9cHBS/GjRoUC5+IaTRcj1iC6DNrgnvI+T8wjSHHXYYde3alSZMmBD8PbczxRJkuGCJ7oRLR9ijJX5l5edTvpX3C+uLeX366aeqkiicX/V27DBzeDmwOSuLFrZvT/PhuNPEr4BNmFJipCXQIDw0jYUQzfmlxK+SEqpXr54KH127di0NHDiQdkLwcXL2RAp7fPhhMzE6XEx28YuX7yR+gT33NK9xmFafjp1G5gYtv/bjGIZQhHsHt+Www8yHJrh32Speh8zLj/PLXinSLecX3iOUHsKXPd0EO9GwLF1s08Me8f6FF8yweFRMxjL1QgVe7XRysnGSfV380sMe3UIx/eKV8+vll03xCyGu7PxCuC0eBs2YEf2yBEEQBCHJqDHiFzr6YZ3yCEQKxdPx6zvJtucqIqKVEGWs9yyJoKs4lYj+dZhHflomDbj4JVpz8UvqfbQ7gUUYJ/nlB+tvCQYTDt9rEkQI9oxR1jPqINxtxDyd5ltmTYNtAWzPXxMGi2tRZIgKcpG2bzAfPWgSXcg8PLHW/m9ni134SCTofGPwweD9NU7ypg1djMVT+0huJ3voXjQglDBW8cstwT8GGbfeGt0gAIMKLk8P7II0i1FezrZ99vG3LH0wBeHDzsqVoU/Xvaq8VkReOKFisMKimjdvrsQvdY3W7j+6+AURCQJInfr1ad9u3VSS9I4dOpi/sY5rTAt3kV38YvEF1RJfeeMN07mEkMWMDOrUqZNyE2E+hiZ+OYY94sGElfA+TRO/CkvK6OgT7qPjznuW6tZvqOZVYgkQO7ZuNcWvQMAMe7ScX6hi6CfsEa60Zo0b08H7768cpfAV6c6vl19+mY455hjauG4dlVkiQI7l/HJKeK+EQDiWbSHYS5YsUWIi5rV06VKaPHky5eTkKKcW/14Bx5Z17oeIX1ZeRCV+lZSoB1RZubmUay0X69ujRw869thjVbunN2tG/+Xk0DQn8cZaHvanEh09nF+4+kyZOpVyIWRB/KpVSwlvhIcso0eryTIh3JeWKvELxQIwPw4hjej88pswncMe7eIXxHi7WASR0nJXO4Y9ol0cvo2cmwgPRL6wX34pbwu2Gz53a4tf5xdfT99+20yY75Tzyy0sUV8ehCb7dmJhSA/v1LFE7Yjt1B1oPB3mh34iPme3HTu/8NfNjZaInF/Y9qhyiTBWDu287Tait94iesPJsy8IgiAIuxY1RvwC6FT7BV3L/6KY93Ii+t3HdCkO4VkQevhT9tKgq3iIJgbpGAGihY33pNLGe6r30e4EXla7TuHp2wdbDqetffo4ilRFHlUsdSeUHe6i9ejZkyZMnBj2PcsMvEyvunrxSACLieg0DKKi+A1nelpla6uebQ1HlhrMWqQ47OO3KE6QtNiN3XYjuvDC8v9jQOEHvfOMJ86RBhR+5+sEQkESIX4ddVT4Z34rifbrZw409trL/bd+xC+/Cfa9nF+8PVn8OvVU04Hw+OPO87LyPAk1AMsZsvvuu9NXX30VImTp4ldeQQH9OGGCyoeYyfmC8HMekFuDU4gwLH5BbLE7v9TnmZmUbrnIONk6i1/BgX9WlgrJc0t4r8QvnJvWfI2iYlrUeA9a02h36rDHnkokQ+gfqFurFrVAsnYWvxDGaBi+qz0G3TFWYn8M83Nzc9V9+sYbb1QhfEcffTQdd9RR1Arna2oqZRqGt/PLFvaI6b755htVRGDmzJk0bdo0td6dO3dWYYL8e3NjpVDAOhd18YvFQOT8WrVunbo3ZezcSXnIn+awvt/vtRcdV1JCP2hOYB0sTxVBsMQvTtavV3vEX+y7v+bOpTUrVyrnV0bt2tQH4sTQoURXXaUewGRCUC8tVU65zz77jJo2bapCL5X45cf55eeBIKaBABfJ+QVw7EQSv/jaD8cXxB0k0MdDAL9CnD1M0IuLLyYaN850NLnl/PKaD7us7G2zO7/s6IUs/Di/7GGP7KSuCOeXV84vHQ7tROEJuOIkBFIQBEEQkkf84mEuUmH3JqKziKKqdggXVbQp2Wc4hAyyG+v0M8/07Shz2glPIEmqCzzUH4LKYBoIJkOXCv6U3a67Lrg+12vThKbXL2d1BLEwS6/w5dDhKnP4W1oB4pdhz73lg/lEdGSHDrTOQ/xCF3Wk5uayryHqcMVTQCAs35Yda8AaRHc2eaGLXXiv/x/Jie14VCGNSgjycjhFAqGBRx8dvfiFdeP2Izk4YxekeTt6hT3GIn457RMIYhzSyS4BXZjTQZJ/5I0Sqj/W4Pjmm2+m3377TSVi1wfBELIgzKxYvZp+mzGD6tetS5lcIU4Xv6xrpRJhbE4noIcZpmRmUppV2bGMP0tLU9ci3fnVfsYMapObG+L84pxfEE1U2GNxMWVDTMrTnMqFBWq6PGsQPKBfP2resqX6XRYSd0eZ8D7ojkFerQYN1AOE3C1b1H36uOOOo8cff1yJYJ07dKAMiABZWZSNvFsOzi/8/zwi2n3KlJD7xv7770/XXHONCgVEIv158+ZRw4YNqU6dOsGwSj3hPedSUrm29BxoJSXUtk0bOunUU6nZ7rtTxo4dlKuFPercf//99Mgjj9BDeuigg/MLImZI2KPN+YV7ZY9evczwUsOg7Fq1aDGuTbfdRsUbNhAeJWTA+ZWbSw/8+y+NfPRRJYChIqYv55dTzi8v55c955c9dyLfhzjsUc/5xeuli198TEDAw77w2xa9imIk7r6bCH0piEVuYY9+nF/29WTxS3eTxSN+2RPec8gvu+T0cwjfz51rfh5rtUe3nF86mDeWg/WHk1zPtSkIgiAIuyhJI35xmB5So0633kMa8nu7RxflZoxPfU7/JxH9z3qvcqbYxK+ueBpqVWeMZSesadvWVagKDvURdqBR6jLdm9pnXtvDS9xhz0o69oFDh8vu/Cr1mB+LX59S5YCh3obMzOBysa+U+8Amfl1/fblMaF9Dx3WJ9qmt1/TawJlat/Yvfukdc/tgAqEPsTqsnNDPv1jEL+RU4eXbt4XfhPc8WNBDRO0OL90ZkUjxy2mdURmNBzK8bm7bGG3nAagu3gnVD8s1ARfOvt27K/HCKewRosfuLVtSowYNQsSPDOv4ZgeX7vyCYMKVCnXnV0pWlplrEeIXf2Y5vxbMnUu5GMReeim1WrSIjl6yxNX5lQIxIiWFnn/nHerxB+5UFgWF6tqXaw2C06yB/dM5ObQBAsM110QvflnOr1QrnLpw8+bw+zQ7VLB+Ls4vtPse6DF77kmvaeccqh8iH9eDDz6oQlDh/rKLX7rzizycX5mBAHXq1o1y6tWjWsuXB8Uve5hnr169VH5RCG9OYHn2sEe13XTxy9q2uF9C/ML/IX6pKo5Yz/R01VfI7NpVuZqyZ8ygE9u1o4MOOqhc/Iol55cT2C4IG2QXEl9D4U6yiy962CPP2835xccE7lVO80pE2COw8tyFCFV6uGEk55dT5U57wns7es4vr3a6Ob8WLTK3k35scsJ7VO9ETi442vh+kKicXzq9epn3rNNPN9MdiPNLEARBEJJH/GJXj33YmRmFi+tnPPX1OT26S9zV04fYLFhxh/yIKHYCwiSZrKyskIqLOsF17NFDdaIZ+1Cf/1/iIn5NwUDIab4eLEPVO4fOpt351QLVo2wds2AxAJ4XyoBXIE9bfzEcwiBl9vz5wX2Hgai+vexd0FOsv8+heOAZZzgvgKt3+cVrcGDlflEsWeKeM8WOV8e8Q4fQ/yM0xQndhTUYgbM+2u9X/NLFI72jbz+GohW/9Hw89t+y4yvRzi+n6mXLl4e3w2tdMNgFjz7qb/lC1aBXSuP96RD2WFJWRuksemgOGeUUw/W2tJT+/fffMPHLyfmFsEf1PSoNWp/Va9BA5cFaOG8ezUOuvFtvpfmdOqnPWPzinF/IlaXEL5wbW7fSmIMPpkOn86MgM8cTpmPxSyWHT02lH7OzafUll6hKgdEkvFfXHsv5xeJXseX8CoEdKllZVCc9XeXwWrduHdW2riF7zJtH33z7LUHOXnT55fSTtvy8vDwleqFNEKPgwkN+LvzWKexRF78gLOrOr6Bz6PzzKXfvvem77GznMM8I6OIXv1eLt1d7RGgqQkkhsBkGZVniFxLrQ8DDdsrBNeWyy8zrmdV2384vv+LX7bebhTnOPbd8vyEEe8ECs1KiU9gjjlW+t+jLRBvZzcTiF9YhGudXNAnvuU1Ozi/834/4hW3p5PxCKChCAiPl/Io24T3cvdifer9BD3uEWIjvjjnG3/o7tc0t55cOig/8/DPRRx+Z6yjOL0EQBEFIHvGLidXXMtnHNLoTC0Ni7urpQ2x2fmFwEu1OQIJ8P+saXMdjjqHLTz89mMvKPtTnIfiYzz93XIdADKF8C/BE06EzaHd+DTrvPNMlRkQX2LYNi18IiYmVk/v2jThNsfYXg5SmSAhviV96m8mW/F7nMR7U+CHS+njNB+FzumgSi/hlP+aQR8yes0t3JXEC90MP9RcWqe93J/HrgQfCQzz9il9+HWm8DfX8W25iU6KdX5F+40f8euopc3AZS7iLULXil835BWFFiV8Y0OL4xT61jmMOe5wwaZLKT4WcThA83Ko9qs818YvDHiGeQEhr0rCh6fyyrls4egb89x+9NW0aPbhunbqWs/NLiWy1atGUHj3o7iu1WrmFBepek8eDYGswzmGH5qqW+c/5pTm/UrKzVQ6rGyZPpq4QFFycX+3nzaOVU6aoIgJI6A/qbNtGc+rWJfhUjYYNg9sGwhTELyS3Bw888ABt3ryZ3nvvPeX8WmgVztAT3vM+e+jRR9U9FMJUbVwrdPELAuKjj9I32dnO6xsBe9gjtrn63MP5BdERzi/8DmLoCSecQKtWrQqGfgYTsOviV6JyfiGXJB40IR8hg4qQyPl1GjJoOoQ96tc6N+cXJ3Bn55dfF1oszi+4t2LJ+eWW8B753O64Q+Veo/32iy/skUU4Xp8BA8yKi++8Ezo/dn7Fi9+wRx3sTxG/BEEQBKFmiV/85HyT9pk9NNBpCN3YR/ijU+VEO9v1tsCgQ0TXEdFGh/mgZLsfPmjfgZxq8AQ7xQ7o61hYXEytIoQ9DoTN3kLfDgHbvPzIDx98+KFjh8vu/Dr9rLOC07HfqJ6Wly0MrdLiIh/t2J6aSrNRJdCDEm2d1QDHGlzaxa+TunULOvQQ6HK5Ng810PQrVCCprBde84EQpYsm9oGBm7CG9dIHKiwinXJK+Dxw/ugiEw9i9HZ5tVGfn5P4hfwsDITGTZtC3VIcdgPsx5Bf8YuXqy/fLjY99phzFUgddi/oOA3G/ORI69nTX9gjb19sk0QMgoSKgyuleTi/QHFpqSl+YRpN/GDxa+OWLSrx+9q1a6mR5Y5yzfllnY+pcH7pIWdlZZSVlkY7LfELriZ823rrVnVtOzAvL8T5xfdJiGoFBdodsqBQTbeDk21r4pfeHr/VHnXnVyAjg/6Xnq6cxK3X2+oss0MF4VcffkgtR49WhQSCm7q0lLalpqqKw2g7twUCEN6z+KXTp08fat++PZ177rlKLAq2k11taWk0duxY2rRpEzVG+Dfaie809x0n2Q9b3wjYwx7DxK+lS4k++EBtL/UACDm/rLBHDuVE/jI+HlzFLzfn14YNROedZ/5N9HWEwx716x4LVm5hj40bE/30U+j1PZHOLz3sMVEJ7zFPVC9++GHnB03xJLx3gvN8+X3okoiwR/vyJexREARBEGqW+IWO5rFEdIL22Yzhw0nrQjqyySao6GLVyZb13En8OtD2fz1E8P20NCUWrbOs7QF72KNHRyhgELXcto5o2zo6Z9YsGqt9N9P66yW47KklTn/22Wfpk08+Ue/tfpPg/7XOvZfTy4/8gPL2XmGPwXlgGs53Y5sW4ZZh7LtvcB9s8SE2YdDSoUsXX+IXO794O/DcT/6fmbVtz379gsfEb7bE/yXRiF+RBlFenWOIX1aeOIXdPXHAAc7CDZbJIs+77/prp709+kAH7zGQmTrVu/2RBjpoF5wu+jbRnV+xil/NmoXPy+7w6tGj3GU1bJjzfJxCGPU8Yvr2OPlkot89asEiR1sk55f99+L8qjnOLz6+bM4vUASxicUvh7DH7bm5Km+YjpvzK5XFr6KiYNgjLzM7JYV2wP1iCfIpgQBlBAK0oKCAakFAg/BlGGq+LAZhvvl5eVSybR21yCijgBX2uNND/HIMA4yU88sSlf5q0IBmbN9OOfZjmwfpCPVF6J1tEJ5WXBy8b+riVz6cSepyFy5UI/QRVSDffffdcvFKa+f7H3ygku7DcRc817D9bEUHYgl7ZOeXXfwKVnt8+21T/Bo8mDKyssywR1wyrWsOHF8hwpe54v6cX2j/vfeaD4uwPffdlxIK2vjLL+EPKrzELxTe+fNPosmTKzfnF4vTsSS8j4TfnF967jGv6e66yyxAM2IExQ2HpiI9gt+qyxL2KAiCIAg1T/xCZ368TZxIadlSPTGORD843a33+tD0eMsV5SR+2R1KaVbYCnIoPGV1ZD/88EOVpDaasMfskkKa+urFZLx6MWVnpFKPO+6g9evMrGXbbC63kDAFiyzN0dKiRQs69dRTPXN+6WgZYMK2hR/5QT29ttZtDPKIWATs80On0+q46+24tV49uouIHAINCPUxh3fsSD2RqDUCGLhkRcg7pYtf+gCH92u29fvnn38+5HdWratg213FL7tgw/9/7TWKGuzTQYPKB4Za8n0V4qeLNTejNIMF9gXnv3JJ0BxCnz6hvwX6QAdhMAiD1ENk7NODSJ1up+Pfy/nlN+cXJ/HXxS+332Lge+SRzt85HTszZpiDVhbZ4FyDkPDZZ+WCGnPDDeXv+fjg/e/UHvvvRfyq8WGPoKikxMz5xWGPNufX1h07fItfHPaoxC89jxUuDykpNOeff6hr167009SpKqH+ft27U68BA6gBkuJD/LIECt35VZi3g1a9ejFNPjCFsjeuU0nud1iikpvzyzHsEbkePZxf2F5///03nTFoEB2gi/hAD8/St6tFZlkZrbHyd0H44bYg5NFN/HLELbTMQfzCtgkmqo8x5xeHPSqhip1f2AdYv2OPJXrySdP5ZYmTOdY1Bwn8m+g5C7mNfnJ+wdV65ZUoTWzeI/y4raIBDmOE7OEBiJv4hXXSQ2Gxf/bZx7nAile1x2hzftnDHjmMLxbnVySizfkVaTo4HfEQhXM+xgNCNqdNI5o0iag3apv7QMIeBUEQBKHmiV/cKdZzWwWszt/vlrPCbYU2aO6vkDp6VqeI81CxCOMkfpXwgD8jg+pbOYfQAT7iiPK09kHnl0s79HTiPERGWfWmyMdERPM1UcvRXQKQX8MBt7BH5nNbyOgNMYQ9ZqGja5VCL0InzE38QkfQ2rZ69/y9nBy1jbQaZEHggPu8XTsKuORq0oU7VS0tQofWcBG/gg4+l98Xu4hfV199tfvC2rd3FpiccOskY0DBnXsIqt26me/xdP+oo8qTE+vCKH7TqpW36IQONw8UrriC6JxzQtvBoRgTJ4bm/9K57z6z081Yx0AQVItzWyc/zi+7YOQ2P85j5kf8cgt9ROJ/J/ELA1KE6/K2YbHbCf0Y5f3RubP5F4McuDO80Ncf+/bvv72nFyoXTYwI7muHsEclfjk4v3jKbTt3eopfuviSmpGhrjdO4lfT+vWpS/fuNGjQILrq2mtp365dVShksw4dKKWggFJLS2mtFW6oi18sIKXh3E1Pp021a9PP/CDFEoownWfOL1wvIOZcdJFrzi/MG4JO/aZNKcVeaEJ3MOnb1aJTmzbU//jjVSXHunXrhohfEIJ8O2/dHGr8ewhsNudXrGGPqrBASgrVq1ePZs2apdrJQpcuWinnF4QyK+fXxIkTacSIEWo/hrVRc34pN5mT8wvFSW65JVxMTxS4ruLeg4T45SscmvAe9wve1lEKhzE7vyBc2sMe+TiqCOdXtGGP0Yh58YLthn2EfoaEPQqCIAhC8opfHF4Q7FpnZ6s8J7pYlO0jR4/uWQlYHRa9Dh6/1wUxUMQD6czMoPgF9M55qYfz66HOnWmO9n8niQeennYq+qAOtWWxAR0dvZODJ7/XIdtYKNgur776quv87ZktEOJH0Tq/IBpYg5NtDuJAM4ewxwMiPe3UXE1qIGIN2HRKUlKoN4teqIx5yCERO7R8cA847riQ5PqHQGzgNjqgOwnVYNTa9vo+DwH7x6okqYgmrwee3qPqlOMKWO3DOuO4RkU2oB/j2HavvEL0HOpSuoDp9d9w6KBd/PIKoYGYo2/vNWtCv0cuuEjobfAKe8TA0G1+7LL0CnvUcdoXXKHMi0gDGV1ww3pBkOZcY0gADbHQC31b7rUXUYQQXqF6Or8KS0oojRPe819cxyCsIOwxCueXqt7oIn7lbNpE51xwAd1xxx3UvEULM6wSx711TdotJ4f6DxhAb775ZvA6xeIXEr8HUPl14ULa8euvdPuzz5rztsSLiM4vhIcPH050AZcusYWGWeKXq8NEr0rn4PxC2GPLvfemXr16BduyaNEievnll/27vswVdq5KiXkgL9U//6CjYH2UTRs2bKCVK1dGtwxbwvsTTzyR1q9fr+aVifnYEpE3adZMhT2iP1C/USM6/PDDlVMbolnoRnBJeF8dHKKaqKv2LfaxXr0w2nklKueXH/ErVueXHvboV/yKUkStVCTsURAEQRBqnvjFHfRg1/maa2grSmwTTBqmEFNHHxQ78FnfvjRdSwCvxJZNm+gvh41iF7+KtQThl112mUq46xii6CJ+fdeoEV184YVUkJZBJ57/DHV95BsqKA4duMMV9Z81z+ATaf7LAg6ECAexA3M6/vjjg/+3+2EgqoG7Gjak96wkr2VRJP3/CsIhOu39+imnSonWMUcLP/roI9pb7xRa7pqHZ81SgtKnmngVAgb/PB+sa66eXc36XPsdBoxwy9k7tP9060YHOIicb48ZQ/+z8nuBZlwp0qFTu9dee1Hdrl2Ja6RhOMLOPh6kRsRvVUCEisCJ5XbM8vLYWcjiqy6UnHSS6ThiMVQPx3NrD3LFLF9evv48X7+iHXLaoFKWHxAC+uCDRJ9+Gjo48BK/3MQs/B6OhF9/NQexeo4tuNZ4Gh1et6efDl12hJBZ18ESh5zanV8QHNwGqlZVO9f5JyIJslDx4peD8yu/sNAMcbQlvMfxgSNk+/bt/p1fqanKlbrbypVUwvcUHFdIbo5QcBan9YTXEFqR/+uff6jv4YfTxRdfHLxvYL5btu+kxuc8QSe++LO613To0IHOYxELbho/YY+RQsN08Qvnm5P45RH2qNph3Vs55xdSCcAJdp3DQ56owx5xfiE5PL6Dc4qIOnbsSPPmzVOhmsgfFmvCe2xrON7gWAuKRJpohfycXTp2pMb161Mje6ijU86vOXOo5T//UNtly8goLqaC6pCknEMM8RDr22/N+5Wby64yc35VpPilhz16tdNv2GNVI2GPgiAIgqCoxnfrcDiRb9D5pYUs8HduIXPMxG7dqKeVID6IzcEEd9YvDhUig+JXWRldccUVNN9y+ziFTfCGfUj7DKLNVVdeSWWBAP21W3tasK2MylwSfWNwFSZ+eTyhXnHaaSqXlj5wCcnn9cgjxN6n9+rWpUes8DFeOpxzuuS0msUBLQk4/Emq8hba06WLErKGWt8F7NsB7ZgwgWj6dNVhRXpfZCbj/ChBZs0iGo9Mbhp2J9Qee9DrWl41HnSQFSrKrGrZMlgw4CY93FIPfUPI2+23m++1DvFLL70U/Iskyes0QfFkhLE5iV/26n78103MsO9r5FXp2NF5Wr1999wTOl9NvA3rmF9+efjn9vZgeyCE0p7w3q3d9gEYlu82kOOk+ywCQIxFsl9Un3RaN6dtw79FXhOnJMqc/J/XEdOj0iby5tkLBfC+x3XhjTfKlw0B4JlnyBW3gQx/bnd+uYF9h1xidlgoGzzYFAeF6lvt0SHhPUQaXCfWrltHtXBNtIU9+hW/QhLep6Yqd+vwCy6gH/m6gHYgvxPEY7i37OIXjiNcuy67LPS6YF3TZ//1F6U13Zv+Wrmt/F6D30OsQZLyRo0iV3t0w835xQn1feb8IuQgs+6taDNyYo0aNYp+/PFHeuCBB8g3UQgyWEcIYJ07d4467JGT3DsWBrCFPYaEz3m1i8WcAQOo1+uv00ObN9PCjAzaWh2qwqINuLaiWiGux8j1yYJYLKJStM4vPKhDqC7Cetmx6zfnV2WGPVZn55dUexQEQRCEJBC/SkuV0+lPdOK1zxAyAS655BJasGABffnll8GvW7ZsGeLUcur4IvUu0n2XeIhf9nYFXJxKdxPRx9ZneFrsN7F3iPOLO18eScaXXX89fWcTvybhHwxy0J477qCPrM8hWtnXG9vw3EsvDf6/Bec+0qrUQVbRB3KYD9fSCzh1CiGcHRhaM5MreAXZb7+QRLlhzi+0f9w4+sMpdLJnz5BtspsVzvf3XnvRSF380te1ZcvyDrvWce9rucEgOmJgw7nRdLlKbVusE/LfeOGUZ8q2PEWkEF0970o8DiE30ZS3C8/XbYBgT+juNRhANTcQQYT2zPnFg3wk82WXnhsQHnh/QAy1J13m4wMCN4cR8+BfC4WN2D77NtPXz21aOCTgzHNymfFvEIJrnaNCNQwTWrDAsaocrlMId7v2uuuoQ7t2YQnv8RscIdu2bQsTv/BbN+cXXL+LmjalUq+CErrDCO8RBg8B1Xa9uPzyy2mnU0g1lgchAXn7zjwzmPzd3p6YnF9uYY9u4hcq1iGE2tpGnEPz6KOP9p/rS29PLG6kKNET3vsWv7ANIjmU8LudOynjhx9oz4ICap+fT831XJJVBbYn9hFc33gIVdk5v9BHwEMrPNjg7VHRYY/Ril/i/BIEQRCEGkGNFL+CWE+pu+vVpUpLqTHye1i0a9eOBg4cqN4jp8gtSBar4fXU1y5+lfAgxiZg3XDDDXSoveqONg0vQSUV5qTYEQgZgPgQv3igoLuTjr7pJjPJrwO83txKhG7U1p1U11xjJji25gev1HZ2fmnil30bhbXZRpj45QQGk2DUKLP9nTvTU089RVOnTg2fVtvXXTt1Utv4jYEDlXgVsQ6WQxgTREe406Yg1Y3NEaj2CYTVrxAAqmGFkIY5vzixPBg3LrwaYyTx6803zfDEeMUvt+OG9xELi9E4PiIRSfyyHx98vmzeHDlZvA6EUhbcnMA5O2+eeSxzu/0MhLyKEujt5TY7AeHBLaRKz10jVD9wTuN6CAcWQr0c9hWuGWk4J3mQbAt7NAIBdc3S70eAnVYbN26kVatWheT8Arj+eAo/uvMr1uMHAr0lyqI9nPAe13Tf4hfOBRzjENL85vzSclsFrz2//VZ+zY8HDnus4DxZnPPLt/ML9zx85rVd2WmohYBWG9DupUtDndbxhj1G65TCQysudhJtwvtYjgk955efsMfKTHgfC+i3QcCEQK4/LBYEQRCEXYxqfLcOp02bNqEfOIUMlpYGO6V2YatVq1Zhgwqe5sMPP6TnbHm0wjxa3MFv1Mj2cTo1sub7xx9/mB/26kVvIzeStpHVAAO2/ZFWaJgHaFdY2KMP8Qvrzu+f1vMcEdGQIUPCnF9I0V1giYMhZdMhKL71VrBDN1ZrF4MBXKlX2GOsoNT6xo1m4nML5FQ5+GD48WzoLgLLtcAuhmjEr5Ck09bgbZpNnFLT4MXrhu2F/Q2RTod/179/+WfHHFO+H1lUi9Qhx/y5wqOXo8zpSbkuCLk5v3g99tjD+Vyy42caJpLD0cq9EzZviA5OIZHffGOGQcYCBAxs+0SIX9iuCOXU1w8D1mjRnTBC9QMul7VrTecqi5tOg2AWPDjhvSZ+1apXj9asWUO33Xab7ScptHDhQpVravTo0eoBjX4NKiws9M4vmAjxy9aemJxfaDceklx8cbmAHo3zC5+juMlff4WHRccCloFUBJXk/PIlfsGNjLykuJZ7VY/F9BDJsE2qm/iFasI//xz64C6ehPd8vsTTR8D2shz+nuIUpoNrLJ6cX5GcZTUh7BH5RbEPUbhCy7EqCIIgCLsa1aCUkH/eeOMNlQOEBwuO7hKt824Xv7w69WeeeSZNR34qL9Bxx9Mze2gVsBLv74ukxNZA/oJDD6XBgwcHnV+oxGU1JDbxC4KBS8eFQzlZ/FIhljYee+wxevzxx0M+Q9ji3SNHmsnh9SerDEKyxoyheaciY1co559/PuXCeXP33eHiV4yoeUQTBmYTvwC7GJBpKbzV3s6vNKuYwccffxzM6QbOPfdcOotDQdXMZ5gDGwhHkcIE7bRurYosRA3yWqETy7gNkpBHTSeS+OUXzrdiF2ycRMlIzi/kUdO3z4ABRDM5Y5sDkUJN/RCN+OU2DQb5cP4hjxljz3HkBz5GbHnrhGoGzh1c43CuOF3fdIeIVu0Rx38gNZWaO9wrIOJPmjRJ5bd69tlnQ3J+sfjlWYGQ8yax4FZV4hfCep96yjk5uZ+cXzxdosQeiHDY3vZw8aoMe8T1wuobeILpEYYKoqw+WeE8+aT58lNcIBKJypGF+wUqJUOk9ipectxxSLxHdNhhFRf2iP1d3cMe0TZ7dIIgCIIg7IJU47t1OLVq1aK2bduqUuGu7hKPzruTOKN/hpLwXqjy807CF3AJLwTcmp7IURWP+IV8F/y008P5hWT8ffr0cV8PW86voBsOScCdnChapUSdRo0a0V2WCBC2ZW0DoAEDBoSEp2JfJgRd/LKJd08Q0XQvt5CD+IWBzbXXXks//fRTcEAI3n33XdpTS/6vQhjtwpc9Jxb/3r6/Y+30wwUGlwRYvNjMR5SIsEe/YH3hhtEHZ3C1OIWjRhK/7Dz8cHTOsniIx/nFIDSTQ1JjcX7x/J0EZ6F6il9eDhGHhPduxxnuA2PGjKEXXnghxOHF7+E89e38SkCIX8w5v5yIxvnF502ixC88FEO12xNOoCoLe8S66uKXXzA952erbs4vJ9j5FU/Or3iOM1T7RTERCGBe91M4dfGwwpbuokJyflVn55cgCIIgCDVP/GI+4WqNLqFVvpxfHTvSdNs0wYqRtt/tvPNOc3FeAxKXDtJ7770XLgylpFDDvG3UMCfdn/jlo5PIzi90yocNG0Y/w+LugaP4heXo+dNseImDYc4vuJs0vvvuu5DCBCgxH6ldvuCBFEIbUDmPkPv5QXrGquSX6jUI0bYrbwN9+RAJY8KeF6oiOsUIAdZDIitD/AJWUYGIRCt+VQZ8/PpZ70jT4Hzj7R+L84sFAjcxXage4NyBKOElfnEYF+f8wnu4TaJ0xfA1KNFhjw1rZaiXG3rOr4SIXytW4CYd4oILikFO4pffcO5qQsSwx1hESWwXFr9qwvaINeeX7lqszmJRNDm/HApiCIIgCIJQPalRYY9hxCN+zZlDh6Sn00itk6qHn+hhg/wrT/Fr0iRH99c555xDVw4aRMhwxF3anPQUmvXCoNBwEBtou6pAiPLiPjpVrVu3VqF59evXjzit3fmlV7/06uiFTGej5377BSsmrkW4j8t8Vq5cqQZ5zfyKKJEYP950IyEhruZIgzvwpptu8h5EImTCwinBtO788oVdLMPv8cTZJgRWeqfflnA7SLyd9dGjzWqFTkS77SoDuPUmTPC3/aMZ1MUifiEPGcKs9Tx7QvV0fiEvldvxoDtEWPx64gmi228vz4Plk6icX3qopQc5GWk06+4BUYU9xhW+jocnyA2FEMTPPzerneoiHbaRLn7h/zWs6AM7v8K2E++XWJ1fCHuE2FqdRaFE5PziByPVWSzym/PLb+J9QRAEQRCqBcklfiFnUHa2v7DHtDQa8/nndBxyQljoJedDxK9AgJCivnTffcmUdxzQQ+JsvEpEP3XuTHPLFxT612Eggra++OKLRK+84qszDNcaQvP8wtvi7LPPDh1oaYKQHa8BGSpeciGAYo/2ttREKq92+aZfP8ePPaulMWjzIYckTvyyg46zPVdKZQOBBQnwnYjXAXXGGTXL+YVj64gj/E0bjSMrFvELbUEydaH6i194qBHJ+aWHPaL64ZVXEj37bFSL4vuP72qPPsQvP+C6Drfw7NmzafPmzfE5vzp0MMPMvvvOLARy3XWmG8wt7LEmhPg5bK8dO3aEPwzSc35Fu1908asmEG/OL7ccetWFaHN+geq8PoIgCIIgJKH41auX+hOwHDgcysHY3UYn4am0g7hjFz0gfp1PRC/5cFU58fvvv4cumztTDp2levXq0ZYtW1Qy5OAgpAI6VXfccQeNHTs2XDDzEPE8B0Wo0ocCh/inRQuaEGO7dvcbyhcBHjx6hi4ivMTKjeY02Iw67LFTp9D/u4lnldlJ9hJYIK5GqqAY60A4UTndqoJ///Uf3glnn4sAKySJ+LVqlfsgn8Oj9GqPEENRHMIKo48GXId8hz0mSPy6//77aebMmeo+hWT8HSBgxQscoTgvUA0Szjnr3qzELxYLaqj4harTqNKJPJYRE977BdMvW1Zztkc8Ob/ccmFW17BHcX4JgiAIQtKQXOKXzT20VauyNG/evNCE5Q7stttu1KpVKyooKKCNGzcGP0+NMxE3StrrFBgBuuDsR4le+4XeuegAyko3BzDIiVW3bl3VuQ4hgZ3Er7/+Wm2HLl260Omnn+5che+ttxx/6zogW7gwWGFrIhF19qq+5MGyZcsSFg7py/kVYXpUs5wWSRyyh7Lpx0p1EL+8QJVGp0qNDAo0eOSAc+X332t2IvdoBv9V7ewTqlfCe7yH+NWwYUyLwzU2ovjFeZN8iF8FxaV0wXDUvaWQe43OkUceqV4JBw8X3ngj9DOIXxDDli41t1NNEXs07rzzTvUKIx7xCw9hfv3VrGJYE4g15xcLt7gHVpf7YKSwR785v6rz+giCIAiCkLziF6OLXx0hTEQgJyeHVqxYQe3btw8RvxL9fLKsSxf6dY9SoiWbqUwTS/RqiBUlfulhno4MHOhadc91QNa2bfDt1KlTlYAYC3vYqyfGAbfVr3tLz/fGoBpbXFTHvFfR8Ntvsf3OJvZWe159NRiyKwhh4tecOd7iFzuMOecXRJ0Yk5bj+uO72qMP8Qv3l1+XbA6+r3LwcANiIh7wIDdaDRS/XIlH/DrlFPNVU4g35xe2VXV2fvkNe0TOxj/+MN/H4PQUBEEQBKFy2WXEr2iYMGECrVu3jvZHgmw80HOoBBgXyhXzl//pq8kTRc8BmQXCZqoDvsIebTnTxo8f7y5ARsupp7oPZqrJ/hQsLr9cNoXgzHnnEcHJ6uYadhK/EM4Xo/iFirp//fWXKtgRMXTMZ7XHakW7dmYONTyEgcO4JlQ2rAzxq6bBOb+iFbAgdm7YYN4Dq7NY5Ff8Ov54M9csRLAY02IIgiAIglB5JLX4FSnM0SvvFOeeevN//6NLkNfnvvuizwGVKKyQwpogflUXohW/wNFHoyZngvjkE/fvRPwShJoBrr24/nudyyx+6Tm/YhR1fvjhB1q7dq33QwR2z9RE8Yu57TaiL75wL8ZRE2EhFK9kF7/Y+RXtenbpQvTLL6a7vDrve75H43z2ul9j/avzegiCIAiCEELN7aFhcHHMMa5fb9q0ibIRshIn81q3rtrk3atXV5uQrLiqgFUy1VqoE/FLEJKDBIc92vNDeopfsVQVrC4cdpj5SiZ2NecXxK9oj/OaUuWW+zocoikIgiAIQlJQc3toCC3xoGGMCYftVJnbi6lGicOrtaDk4PwaOXIk9eIqY9UJEb8EITnAwJgTXifA+eWLZHB+JbMQioT+yS5+xZrzq6bAghfObRG/BEEQBCFpSPIeWmLFr4Tl/Kqh1CTxC5yHfD2CIAiV4fzSqz1WpPilh9fVsGtyUlOvnpn7af58oqZNKamJNedXTUHEL0EQBEFISkT8ikL84jxgiSDboeR8daemiV/Vll1cRBWEpHR+JSDssSKcXzXxXlMjadCAaOdO2iVIducX36Nxjsn9WhAEQRCSBhG/fIIcYokKpczJSKN5D7rnK6uuiPiVIJo3T9ScBEGoSuwJ7yEIoMpwRYtfPqs91tR7jVADRN+FC4k6dKCkRHJ+CYIgCEJSIuKXT+dXooSvmkxNSnhfbcGAoVmzqm6FIAiJDnts0oQIBVIggMVYaThq51ey55YSqid33000axbRkUdSUiJhj4IgCIKQlEjPubonvK9GiPMrAbRtm4i5CIJQ3cIeIX4h31NFg7xSq1aZ+cUSUNFYEKLm+OPNV7Iizi9BEARBSEpE/PLgvffeowEDBiR8oxcUl9KVo35X7185tydl1ZCcLCJ+CYIguIhflZUbqHt3orlzzfcdOyblvUYQqpSMDNNVCXdbrVqyMwRBEAQhSRDxy4NzzjmnQjZ6mWHQj/M3BN/XFET8EgRBcMn5VVlh4Vhmp05Jfa8RhCoF7srVq4ny81HpSHaGIAiCICQJIn4JvhHxSxAEwSXnl1SFE4TkAWHMgiAIgiAkFZLBXPB/sEjCe0EQBP2iSLR5c/l7QRAEQRAEQRCqJeL8Enxx+umn09lnny1bSxAEgUH4Ye3aRIcfTpSeLttFEARBEARBEKopIn4Jvvjoo49kSwmCIOj06UP055+yTQRBEARBEAShmiNxGoIgCIIgCIIgCIIgCELSIuKXIAiCIAiCIAiCIAiCkLQEDEPqnwuCIAiCIAiCIAiCIAjJiTi/BEEQBEEQBEEQBEEQhKRFxC9BEARBEARBEARBEAQhaRHxSxAEQRAEQRAEQRAEQUhaRPwSBEEQBEEQBEEQBEEQkhYRvwRBEARBEARBEARBEISkRcQvQRAEQRAEQRAEQRAEIWkR8UsQBEEQBEEQBEEQBEFIWkT8EgRBEARBEARBEARBEJIWEb8EQRAEQRAEQRAEQRCEpEXEL0EQBEEQBEEQBEEQBCFpEfFLEARBEARBEARBEARBSFpE/BIEQRAEQRAEQRAEQRCSFhG/BEEQBEEQBEEQBEEQhKRFxC9BEARBEARBEARBEAQhaRHxSxAEQRAEQRAEQRAEQUhaRPwSBEEQBEEQBEEQBEEQkhYRvwRBEARBEARBEARBEISkRcQvQRAEQRAEQRAEQRAEIWkR8UsQBEEQBEEQBEEQBEFIWkT8EgRBEARBEARBEARBEJIWEb+qgLyiEmp9+9fqhfcVgmEQffkl0Z13EpVU0DIEQRCEUCZNIho0iOihh3aNe00EZs2aRRdffDHdf//9VbJ8QRAEQRAEQQAifiUjK1cSDR1KdMEFRKNHE114IdH27UTFxVXdMkEQhOTm229NAezVV4MfffHFF3T55ZfTqFGjaFfj+++/p2+//ZYee+yxqm6KIAiCIAiCsAuTVtUNECqA3Xc3//75J1GDBkQ9exLVq0d0441Ezzwjm1wQBKGiKCsjatmSaNWq4EcQvaZMmUL//vsvnXvuubvUti8tLaW2bdvSqlWryDAMCgQCVd0kQRAEQRAEYRdExK9kY80a8+/q1US77Wa+/+QTovvuI/r0U6JGjYj69CE67LAqbaYgCEJSUlpKlJZmimAWZWVltMceeyjxZ1cD656Tk6PeFxUVUWZmZlU3SRASQ34+0YQJRLVqER1+uGxVQRAEQajmiPiVbPzzD1GbNuXCF+jXj2jcOKKmTYnuuouobVuihQurspWCIAjJCUQvm/gF91NaWpoSgnY1sM61IA4orSBfxC8heUC/Cvn9CgqINm0iatiwqlskCIIgCIIHkvMr2fj3X6IOHcI/z8oyXWHz55s5waZPr4rWCYIgJDcQuNLTw5xfu6r4BeGPnV8FEAkEIVkoKiLaZx/zvRQWEgRBEIRqj4hfyQbErY4dnb/D0/f27Ymuvprouecqu2WCIAjJDwSu1FRH59euGvaIUMeUlBQRv6oLW7eaD8F2QTE24SHOELr5vSAIgiAI1RoRv6piowcCdHiHJuqF9wkXv5ycXzoXX0z04YdEvXqZneBdcEAmCIJQmTm/qsL5VaH3Gp9A+EtNTaWsrCwRv6oLe+5pFsYZMaKqW5I84pcIiYIgCIJQ7ZGcX1VAVnoqjbjwgIqZ+YIFprvLi06diF5/neiyy8xqkP/7H9GYMRXTHkEQhJrKnDlE775r5lG88srocn5pDxUgeqWnp1e6+FWh9xqfYJ3h+hLxqxqxfbv58At/hfiFbiDilyAIgiBUe8T5lUwUFhItX07Url3kaS+9lOiHH0yh7LPPxP0lCIJgB9fGt982C4XEkfOL3U+7as4vcX7FwJdfmikKRo9O7A7hYxBVNyVUzz/IVzdsmPlClUeA7YcQ55SUxIlfq1YRnX020XnnEeXmJmaegiAIgiAoRPxKJpYsIcrIIGrZ0t/0/fsT/fabKXxt3lzRrRMEQahZIIn13ntHN7D1CHvcVXN+sfNr/PjxtBK5poTIICTx00+JXnklsVuLBS+IX5KkPbpK2nfcQTR0KNHs2aH5/SB++RUSsc3x+0WLnL+fO5dowgRT9JRzRRAEQRASiohfVUBeUQl1unu8euF9wli4kKhtW7Mj5pc6dczy3MuWJa4dgiAIyQAGqnigEI1DhsMebc6vqgh7TMi95vffiZ5/nujnn2P6OdYZzq+BAwfS66+/Tk888URs7dgVjz24uFFRMJHwMRjtcb2rg/2BNBGNG5c75WNxfn3yCVGPHqbrnh1kOphnkyZmhW7ZP4IgCIKQUET8qiLyi0vVK6H8958pfkXLXnuZwpkgCIIQLn5FI1o5iF9VlfA+Ifeaxx4juuce19DPRx99lAKBAPXt29fxewh/cH4999xzdMkll1C+04BfcD72cnKIiosTu3XE+RX7/rALXdiW+H804tfOnUQHHGBO7yRssqCGlzjzBEEQBCGhiPiVTCDfF6o4Rcv++xP9+mtFtEgQBKHmgsEnwsMSJH7VyLBHDMY7dnQdiK9atYq6d+9Oa9as8XR+gczMTCpEbkrBv/iVaOcXi1/i/Ip+uzmJXyxU+b1GYH9mZ4fuC6fl4Boizi9BEARBSCgifiUTCF2MRfzq3Zvol18qokWCIAi7Vtgj5/zShC64n6rK+RU3aDO2gYv4VVxcTHXq1FHr6OX8AiJ+VSPxyynnF6qbIqfVm28mdpnJAJ/XuvgVS84v7E/sV+B0TonzSxAEQRAqDBG/ks35tcce0f+uXz+iP/8U95cgCEIFhT36yvmFvFoffUS0YUONEb9KSkqUqOW2bpzwHiDp/S7v/EIYIxKeo0BNVTu/7PsU+ajeeMMUwAT/zq9owh6x/9n55SV+ifNLEARBEBKOiF/JRKziF35z3XVEDz9cEa0SBEFIyrDHJUuW0C233KLyXgVDGl0S3iP0L6L4NXAg0YUXEr31FtUk55eX+MXrDjBdQUFBYtsHcejBB4nuvZdoyxaq9rz/PlHPnmbCc6+cTlUR9ohlIgdoNOG527YRTZ3qXr2wIkE1zJtvJho/vurEr2hzfvkNe5ScX4IgCIKQcET8Shby8ky3QCxhj+Dyy4m++ca5+pAgCMKuCMSA9HRzYOsgCEyYMIFGjhxJQ4cOpSIWKTg8Cli/8Z3zC8LQvvsmPsm5X1DVEVXm+vSJ2vnlFvaoO78qJOwRDqr77yd67jmi337z9xvcK/v3Jzr8cCQtS2hzsI+3bNniLvIh4TlSDWB7egmBlRX2iDYgXxuWw8d7NOIXqncOGEB04IHROSQTAfY53GrDhlVdwvtYcn7hfHITt+zOr9dfR1UJotWrE7s+giAIgrALIuJXVWz0QIAObNNQvfA+IaxYYXZmUSI7Ftq0MUt4S+J7QRCE0LBH4CAIQNhp3bq19bXN+cXv/YY94vfsCklQouuo7zX//EPUowfR0qXBj5YvW0Y/TptGG9evT4jzK5L4tX37dtq8eTP5BsuFYNeihf/ttnIl0YwZZo6rSOGHEdo6evRoGq85j5599llq2LAhde7c2flH2Md16pS/r2zxi/cTO79OP93cdpddFir2+gViHv8WfYh33qFKA8tE2gbsz6oOe/R77EHY9iN+4ZWbaz6YfPppoq++Suz6CIIgCMIuiIhfVUBWeiqNvry3euF9wpLdI3wxVjENvzv5ZPMpqiAIglAe9ggcBrd6JcOg+IO/EBCAJYj5SniP+WN6iF9e4XAVea+B6IT7iLauWzZsoO35+ZS/Y4er8ysjIyMhzq+NGzdSgwYNqFGjRjR58uTI7TUXYIoP2A9+BQhMB2EJIlSMQiPEzjfffJOuuuoqOvbYY2knRCAi2rp1K/Xp00dVwXQVP2rXNt97CYGVlfML+/ygg9DwcrE3GucXnGO1aplCIoSoxYup0kB7IT5DwLzlFiIXgVaB/fH447GHFEdKeB+t88stp5fu/GInfteuVecGFQRBEIQkQsSvZAFP6mMNeWSOOIJo2rREtUgQBKFmg4EoO78cBrcsavlxfnHYY15eHk2aNIn++uuv0JmxyAHBI0HOr6hBziy4h3XxrayMMuvVoxSXwX0k55cuEEYSv3Jzc9X03bt3VyJShYlfLFpEE65mo1WrVnTzzTfTDTfcEBQBzVmXKfEOYbCO68ruPjxw8iN+JVr0sOeUQhsgAuJ9LM4v/B4C8e67m8dOZYY+Yl0gDN10k+k4mznTfdovvzRDNC+5JDZBMZE5v7CNcY2I5Pxi8QviYqJFUEEQBEHYBRHxK1n4+2+iLl3imwee/mJABqu9IAjCro7u/HIY3LKoxe9DBq/ab3Tn17vvvktHH3007b///qEz48FtAp1fXqxevZqeeOIJeuONN8hAO5HzEQ6apk1DRSQ4tzIzXcWvSDm/8Llf5xcLZRFdcqE/MoWkaJ1f0QpmNtauXUvTp0+nmyC8WOvJ6wD3GtiGZPBuzh8cV37CHiF+RePEioQ9pxT2B8QVLCeWnF8sfoE4tmdM8DZ66CHTseglFKJdHTua72MRFL3CHqMRUf2GPerOLxG/BEEQBCEhiPhVBeQVlVCPB79XL7xPCPPmEbnlGPELntw2b070yy+JaZMgCEKy5PxyCXuMxvmFv0iEDmcTnEEhCfB5QJ7AnF9e95pvvvmGhg0bRldccQWtg+MXlSYhfHXvHub8Ss3KolQXQcSP84vFr6ysLBUOeNZZZznm9eJpIYCFiWl4KIP7nP13aFeUQpZRWkqFJSWUV1hIZX6EEFQyRBimtmy0tUWLFsH9r4tf2dnZKscbcoK5ih8QjPw4v/g3iUIX/tj5hTBMXfyK1vmFnGsgGgeUF3gId/31RM884z0d2svnGv56bSfODRev+AWh1S3n1++/E02Z4i1qRgp71F2JLH7hmiDOL0EQBEGofPFr1KhRdPnll1OvXr1UhzcQCNDbb7/tOv3ChQvpwgsvpHbt2qkOYcuWLWnAgAE0duxY2pXZnFukXgkDCV/x5DMe0Kk75hiib79NVKvMAcM55xD9+KPZSZaKRYIgxMDjjz+u7jd4wXFjB0IDXDh77rmnujchEf2tt94azMUUt/jlEvbomfPLwfmF9xBGQn4DeHCLAXoC3TNu9xq0Y7/99qOOHTvSVZdeSsVYT4hgHTqEO7+ys13FLz/OL95GPXr0oGeeeYbGjRtH//33X9i02B7YvxDAwuZ3442mu/mkk+w/ilr8WrpoEa1et44WL1tGC+fPj/wDLPOoo0yHkbbf0E4W9ri9EDTxWb169ej999+n5cuXuzu//IpfqPgXTRGAaJ1fEL847DHanF9251cixC8kd//wQ6L77vMvfuGc8nJMYl0hIoFYhCRellvCe+Qb69WL6MgjicaNiz/skZ1fmDaSS1AQBEEQhIoRv+666y56/fXXadmyZbTbbrt5Tvvrr7+qJ9wQzLp160bXX3+9CveYOXMmnXTSSXQ/ypMLiQHJXFu1in8+KFf+xx+JaJH5FPTUU82n5iecYJaWb9my6vLZCIJQI/n777/p3nvvpVoI/3HJFdWvXz/lZIKYc+ONN1KHDh3oqaeeoiOOOEK5rSo67DHo4uLE2C45vyCSIEG8Oal2LcTgFoNeTkRewbDLCmGYHdq2pSJui92RgrbbxS+IEhjkv/de1M4vOM1QDdFpn7BwBLEsbH55eUQDBoQ/QGHxy81J40BRQQEFsJyMDCrwE+aPZUPYwF9N/MqcNYvSunalX7EvrfXh9R00aJDqK7388svO4ocf8Qvhk3h4dO+9ZlhqItDFFSwD7eGwR3wXT9hjNFUPvUC79tor8rzs4pdf51eicn7xsYcXH0cIZ/Y6plj89FPtEeIXpsVLxC9BEARBqHzxC9WNli5dShs2bFCdWC8gbuXn59Mnn3xCY8aMoccee4yGDx9Os2fPpjp16qgn+ZHKngs+QGgFKnFBWIqXffcl+vPPxOQYQWWlQYOgghJ160Y0dar5Of4vCILgA4grF1xwAe277750yimnOE6D3FV//vknDRkyhL799lt1r8Ff/B8PWyCKVUTYY4M1a+imv/4iBGeV8fd62KN1HYUgAreX3fkVJn7xoNiHgABX0eGHH05Dhw6NadU4vxbcWL169KCg1GQflBsGpeXkhIpfn39uVvWbODEq5xcDFzj6BlGFPWL5CMvcuNH8Pxx96D/EkPMLYY+lgQAZKSlU4qcPAlFFSz7P4lfGsmXKqXYA5mk5DHkdnn32Wfrf//4XTIQfMi+/Ob8wzXvvhYeixoMeVucU9oi2xZLwPpFhj7zu+ry+/pro/POJXnzRPewxkvML02C94xW/dKGbP8N2wPwhsLmJ7RAxZ8wod375qfaIaUX8EgRBEISqEb+OPPJIFVbih8WLF6uOIcqA6+D3++yzj+r8xhWSIpS7vtAxr18//i2Cykmo+IUwyngFOVRXuvxy8/8IpYSohqfY+FwQBMEHDz/8MM2dO1c9OLGLKOwWwkOZ2rVr09133x3yHf6Pz/F9RYQ9tlq4kLps2kQ3oh2WK8gp5xcLQCx+sfMrLOzRKxeQDVSMRNJ6PFyKBd2RVSsri4JLxPLRLmuAH4Dzq1YtStPdbdguLVqov9E4vxg4wJycX57iF+YP8Qv3lhdeMCsUcmXKaHN+lZSQAcHMSfwaP57ojjtCQ9dslRd5XQNYXuPG5mfad+j3AKxL2Hbh/YxXJOcXH0eJTCQfKeyxOiS8Z/FLn9ennxJNmIAnsLE5v3i9sd0rIuE9i19ujj5s0wceMENo4YT3U+0R54iIX4IgCIJQMxLed+3aVXWWkd9DBzkw5syZo0IiURJciBMIVXB9WR3uuEBOjP32w8gqvvl88QVR+/blSfgxUMHT67PPNkuS80BREATBhVmzZinxCyGPnV0KeiCvJESgPn36hIVF4v/4HA9iVqxYEV/YIw/Ef/jBTMY9ahSlFxTQCuuhg8FijkfC+4hhj17hUGFNK6G2bdvSDrh+Y0CvwpiTlRXq/NLWF+JXhiV+BZ3aaB8cLsXFvsQvu2jpJX5xzq+w+eH/EJqwj6+7jgiON6w7tpuewN2v8wt/U1Ko2O4Cev55orfeMv8yEEtwb7REE95vKRA0WMi0vuPQTXNTWuGb69aZ99SlS6MLe6xI8Ut3funVHqN1fmE/JsL5hdyxZ51l9g+c2oF248Grvh2cEt4j9xYKI9iPLw5RjNVF5SV+sfPLa7/yb267zQzp9FvtUcIeBUEQBKFmiF8PPfQQNW/enE477TQ69dRT6Y477qCLL75YiV577703ffTRRxW5+F2HROX7Ys4910zs6xCW4pv33zddXnaOO85sa6QqToIg7NJAaDn//PNVuONtGDC6APELoKiKE/w5T+cXJNXfvnkzlbBriQevGKR/9pkK684oLKSdnESbB7wOOb841BFCCIdA8uexOr8gfjVo0CBm97TuyMrJzKQSdvtw27kNhkFZdesS5CsUrJkA9w2+g/hVUhIMe8T8QqpXOohskcIe9ZxfjmGPEBbWrqWpX3xBva3+Q5kufvkUiCBUsfOr1C5UQEDp2DHUHeQS9qjEL0v4KbUEFX27BhP33347ERzwZ5xRHvaIB0KDBxM9+GDVOb/QZvzfXu3Rj/ML0z/3nNofCUl4jwT3SI0werQ5b7vziwVXXTBySnjfp49ZGOGxx5zXO1bxyynhvZ7zK5L4xe3WxTqvsEfO+eXm/IIDDscpUksIgiAIglD14hcSD2MAgYpSn376aTDnFzq2qAAJAWxXJCUQoG6t6qkX3ifM+ZUorr3W7HDFKk7C6Qd3BJ7i2kEnEZ195O1IRF4xQRCSknvuuUcJViNGjHAMd2S2bdum/qK6nhN169YNmc4Pa9asoZt796b1//5Ls//5x/yQB7wY2KIwyKZNyvmVD+HHp/PLHvYYFHhwDf/uu6hyfkF0ql+/vhK/3FxXrveaxYup0cqVlGF9FiJ+2Z1flviFzkK7vfc2HXTsiNPCHoGT+BWt88sz7BH3j9q1aQ6S3lvzLIKLONqwx9JSJX4ZqanhYY82ocvps2DYI/5a+9LQvgtzfmFdEe62ZEm5yAmxB+LXX39VrPiFKpmHHEL0wQfm/zEfLhDAidntYY/68fTaa+bvka9KB4Vsbr7ZrBC9zz7xJ7zHMlu3NrePU6EJ7ZjzDHtE2ga01y4K8/ETKTwyVucX2u0V9ugkfvmt9qiHauJ7hDq/8orpIENFbUEQBEEQql78mjFjBvXu3Vs9nf79999VRa5Fixapp/mo/Hg2QuB2QbLSU2nsNYeoF95XO+cXOl7oqE+ZEv1vkYyYQxvdcsMddhhGokT//ht3UwVBSD5++eUXVakR1YURPl/Z5C9aRKo8R1YWbUVoPkQiHtRjkIuHDRC/CgupKDOTiuzil+Xs8i1+4YEAnBxwxvoM38NvIX4B3Ft932u2biXq0IHOfe456rt8ufqoVnY2lZSVqZyeSzk81GoDxK8Uq0pew7p1zTZD9EpLo7mzZ9P69euD4pdT0nsn5xfEL6+E98GwR9wjJk40BQ0WL9QuKKJmVrXpYszHJeE93OZIrXDZZZeF5fwqCwRUxUd2bEUUvzg0UFtPlfMLAppHzi/eXkqowP0RYheOD7S/Q4fwFACotrzHHuWhlvGKXyhOsGlT+f2cxRWIxb/8YgorEIjdnF8QV+DusqWvCOZBGzmSqHnz+J1f7CbkdtjFL3zv5Aazhz3iPISrzi5wxev88pPzy4/zi68NsVZ7hIP1zDPNSqCXXOKeXF8QBEEQhMoTv/A0+KyzzlKdv88++0xVlMrJyaG99tqLnnnmGTr55JPp448/pqlcAVCIT/xKpPNLr/oYLS+9ZJb6dgp5ZNA5PPhgoh9/jKuJgiAkH3A0obpjt27d6HaEi0WAHV9uzq7tSJDu4QxzonjzZoIkcc4++9CW3XdXA96lixdTly5daOrEibQTYkFRETXZsEGJXxjqGnrYIzudLBEBAohTzq+gY+u//4juu890xEYZ9ngpbgGXXkr5c+dGXjG4RXDtbd2aFnfoQJnWcnZv0YIaNWlC//33H82dP798PSx3U4olwmSwmFNaStsLC2nF0qXqQRZCU0PWJ0LCe4Q9euX8Cjq/jj9ehQsaTz5JBld1tMSvWhA4WPxycX7Nnz+fWrRoQf+we093fuENhKtI4hf2oUvCexX2iLa65PwKinj4PQSiO+8kOuooosMPN+cNQc0mfi35/nv6d80aOqxhQ1rJ68PrhoqHjz5K9Pvv5Btsn7Zty9MY8PF58smmqIV8ZCwWsfjF6w3wGfoXbmKSTjzOLxa/7M4vnp9b2CO3gR1dWE+cn3ZhqSLFL3yG4zla51c01R5xfkMgx3zg1IO7vlMn77xxgiAIgiBUjvj177//0pIlS+jAAw9UopcdlGgHf+App1C9wh4BBjN//x19eABy4eBpZCSw/0X8EgTBBsL4EO74559/KpEIYgi/3oGjlEg5ivH/zz//PGJOr0g5wZwo3rGDCnQRJjWVVq9cSVu3bqWSvDzaigHpoYdSZmEhrW7SRIlfwUGoj7BHzvmlrt1I4o5rIfL3gCgS3sNB9TIcWaNH06y77jJD03r0IHrySecfTZtmFjT59FMqDQRUEnvuCEBMQiXmrVYC/Y1r1yrxEc6vVEv8alJYSKVWeFxJejplpaWp3J4Q4bycX/awR4hf2JePQsjxyvmVl0e5HTvSM489Rl+NHUtbLSET4le2VdwgKH45iAnY3nB+YXon55fhR/zieeIzTPvbb5T11FN0Aoc9svjlkPMrGPbIohJyaUKAhOOL52kTv7auXEmb09PpqW+/pSaoZmnOyGwHxDPk2YomZybm37BhuUPIarMSEps1M6tEc74svbqpLn5pyf4jil+Jcn7Zq6z6CXvEsYDpnZxfesL7WMMe7Tm/OISUwx6jzfnlt9pj375mHrNLLzXbzmIyliXOL0EQBEHwDfd9Ew53Njds2OD4PX/O4RK7EvlFpXTkM2aehh9u6kfZGanVK+wRIB8bOmdwAfgNO8LAZM4cNSj0JX6hE6+FsgiCIOCegMIoTvz0009KzDrxxBOVMNC6dWslasHdAxcxwv/0io/4Pz5v06YN7Q4Hl09KduygQl2EgYOnuJjq1KlDWevXUwmujT/9RE8PGaKWgaEuQiDdxC92frH4hfcQ7wxUpsP8Fywwr7kgipxfaamp6ia+DiIJBsEIEYTYgXA2p3sN5ouqu/vsQ6UpKZTGAoc14IY7bquVK+nP33+nN998k25u2JDqY9vVr09v/PQTjYOLqKSEStPSyJLwgmKPX+fXDTfcoPbzu+++q0IT7dMGHVPFxVQUCFC9OnUoNTeX8goKqL7lLE+1xJESrHdKCq1Zv57Gv/kmLdi4MSiqYVvj4dsWhE3anF8Qv9T+LSxUohuHKoaJX/yXP3vpJcr+8ktCmnoIg9jXEBL1sMewhPe6SKNjiV8I8x01apTKk9o3L48KMzPp4F69yqfjYwLLQNqANWvINxCEIE4uW+YuWrFrCt/ZnV+2SpfazgqfTzzhmfgdloO+Iye858+dwh7RPr24BP5y5VOIX5s3uzu/8F20fQ+78wtRC9imyHdmT3jv5EJloYu3Gf5+/DFRixamuGVfDtxd06ebfSX0weAKHTOmXHAD7IRz2qeCIAiCIIRRYaoD8rQg0TAGHt8hka8GEua+9tprqrPZr18/2tUwyKBVW/PVC+/jAh0uDKASLX6hc9WtG9Hs2f5/gwEXcpWgMxcJhEaigwsngiAIguYKguji9DoYIXtWLif8H+F2uI9ccsklyjH2oK1yHv6Pzy+FYyIKIH4V2cUviE1paYQheYk10ORk7mHOL3aD2JxfEFlCBB4e5ENQssQXDJHXrlpFX3/9tWMC+WAb0R7rfUF6OqVCNIDwhXuBtdywe40mWOjOrxDxyxIQ4GTaY489qEnDhpSOMLLNm+mPpk0pA8uwnF9pVpvZ2aU7vxDWiP01a9asYJgng/DRM888MyzvV1jC+6IiKk1Pp/TUVEqFWKg9XEu3xBElfgUCSvxav2aNEpHKV8sUv8KcX1bC+7SMDBo/blxoP8RN/GIBaMcOKu7aVQl/uvMLbjKnnF9B55eH+IUUEEgP8cQTT1BKbi4VuIlKmA/usUicj9DHSC4rdlHpzi8noYTzZbk5rirD+YXfRXJ+6WGPfKzpzi/LGega9oj2QShGRWtU30TlVpd8eWFwiCWvI34PkQtOSha/OOzxt9+I3n03/Pd8XQBwyMP5+fzz4e3EcvA5ct59+qn5Of9Od35Zufgk9FEQBEEQKkj8woBj8ODB6oUOm/0zvAd4qvvkk0+qjt+xxx5LJ510Eg0ZMkTlcuncubNyft10003Uvn37aJsg6ODJIzpbCF9INNHk/cIg7emniU5AMIgP0LG98EIzR1hFgXAnqSgpCEnPbbfdRt27d6fHH3+cjj76aCWO4S/+v//++yunUdTiFwQXLeyxFG6j1FTKDASo2Bp8cjJ3lfNLFxcgegQCNOrdd1WFYwhVCHVk5xfmg5eqEKgJCHgo9Mrrr9O/c+fS//73PyUcuVVyVLnDrHbkZ2RQGotfcL65CRCaYIH2BeUYS7BDAv2/585VwhASwStRi8U8fIa/lkOoNDU1xPmFlpRpYhZCROFoGjNmDB2HRP4OImeeLeSPHVh28QuVKvHitYKYBeFKd35BCmlYr16IAIf3WE6hLQwNQhXWsV3HjnTZRRep6p7IC4Z0DGtXrKASPTTO7vzasYNK69dX655ibU8VQumQ8ysk7NFD/IIICNcXjpPU/HwqsE+ri19cWfGgg0z3kRe8fVn8wv5BQQO744mdXxCCnHJ++RW/IiW8h2iHdcb8OLeck/OLhS7+3Cns0R5GiHZDuMW6eTnVvvqKaOlS0x12zz2mwwpuOi+Qaw0FA3TxC8cUhCnkcNMT3h99tClQXnll6Dzsx8D555sinFtuMpzH6B9zrkLeZyyiAXbHSeijIAiCIFSM+PXzzz+rXB14oWMO4O7iz/A9gwpLcH1B/Jo2bRo9/fTT9MUXX6jk93g6i2peQpygM4ny4BUROhiN+DVvntk5vPtu//PHk09UorJXu0oECA9Ax/G888ynwXjCKghCUoJQx8mTJyuRa968eepeg7yTN998M02YMEEJINFQmptLxbr4lZKiBBP8P8MwqEQL84PQUQynDwa/SKwOAQGflZbS2M8/p/fff5/69+9PzZs3Dxe/tAExPr/66qspu3Zt6rnvvkq869WrF52LAbIDEEoyLIdRITu/IG5gMO8gQAwdOpT+nj2biiwxoQQiky3s8YADDlD38GI41IqLlVstxC2WmkoBy5mDao+682sxETVABcNXXw22DxxzzDEqN5kdOLLs4pfuilPbvbhYiV9YOl6lDs4vhC1ie5cYRnlCfpv45eb8SklPp7q1a6vp5s6dS0uXLlU5xPKwXdzEr507qbROHVM4ZGHUVu0xqrDHTZvo3O+/pz3T06lhcTFlbdxI+SxAOYlfqBqJ+z4Em0gVk1mMRNgjBJKbbya66iqzz6CD7yEG4WEaO7djdX55hT0iwT7EHCwPlS/9VHt0C3t0yqEF8Qvz4BxmTu3FdKhE/cknZqEJ9BXQf/EChTfw+xNPLBe/0E7eT7rz64ADiIYNCxeknI4Bp7xfbiGMIn4JgiAIQtxErZi8/fbb6smm2wvf6wwYMIC++uor5fRCZxhPgzFIGTRoUPytF4gWLyZq06ZitgSLX37cU3iaeuSRZkiBX5DAFU83bZW44gIi1/XXm8Ianuoi5BadbeSsiTUXiSAI1QK+/xwE14sNhOwNGzaMli9frsSOZcuWqQcsyNMVLWU7dypxR3d+cdgj/Ea6+MVhj/VGjjRDoDAwbtlShejde/fd9MMPP9C3336r2mEXv1SSdGugC/cRvh98ySVUJzubPvnkE3rjjTdU4ZgQUJ3vhBPoob/+otpWiGJBRgalYjDu4fwaPXq0qli5Br/HGBs5v4IrbLq7zjvvPOXUUmF8uvjFTjdN/ELoZzBhfmkp7QkRDvmJli83py0tVS4ue74vBqIUHE96aKce9qiEQWwv7Ad2flnTIudXuoPzK4P3VwTnF+4FcGvhdxAAMR1eu+22m3J0OTq/tLDH0rp1Tdcbi19azq/627dTT4Qkjh8f2fmFxPdPPUXt16yh7nl59OPmzbTHjBm0WstbFyZ+8XyQB+ryy4n693fcvuq+jXygmB7nALYT9g3C6caODZ0WzjDkwYJwC/GGfx9J/LLv20hhjyzOYvvap7NXe/RKeI90DKecYn7OAhT+Iuco2spONh2nHF9YRufOStD0BG1CQYmBA815oA1WvrfgenPCe4A28P5inI4Bu0h36qlEKOrhIBY7il+YH15S8VEQBEEQfCGZxms6GBhVlPiFzjUSBSNEwI/4hbL00YIKZ5GeukYDkuijcw8hbsgQoiuuMD9HRSvOnSEIguCBkZdHxXAc2RLeK+cX9BBb2OPbaWlU3Lw50UcfmQJDly4qRC9NG2xjOgg9IeIXBuhpaeoBEVICwB2WZg3wkScLObfsydpVuNj06dR9+3aqj3yPlvgVDHt0cX717NGT6tSqRdusgX6pg/MLQPAq1cMeNZED4lcKllNWFiJ+pVoiXAnuRfzeEgvdgPML2wJCFsP5stRyLbcWxC8V9qhymJlA3MzIzFSCV9D55SJ+YTlhYY9wfmGdsD7WdFyIIEz84lxP/BmcX/XqlYtfKGQAIc0SMQ5duJD6f/utch3rOb8wzT777KMEtvHjx5vzxva57jpaVLcutc3Pp6aGQe8//TR9ay/O4CR+PfaYmVfKEhvDQFVJJM2HkwtiCsQvCJ84Tr3gYzbWsEevh0xoA+blNJ0955fd+cWf4f/IqQVhD+4tHO/grLPM+z0iCjiHWaT2Avwe541Xu3EsshjHLi9gd37x/1m80t1fbs4vvZ2//mruVzj0/IhfANtk61ZJ8SAIgiAIPhDxq6ZTkeIXQjLwVPmJJ7ynwxNjJK6PRfzq1Cly6IZf0FnHoAIDUOSjQ/vvv998mv3AA0S33EL0ww+JWZYgCEnJ1NatqfuoUVScmRmW8B7/TzcMM8xRcyqNTE+nNY88QnTSScH5lNlusHbxS/3fyvn11ltvUcOGDc2cmZow0KBBg3DxC9ezZs1oB9piDZwL2fmVn6/aPfuPP2jgwIG0aBGCEU1atmpF2RkZtHzlStq8ebMpfjkIA8hNVgont4vzS4VXQgDUnV9btxICGEsaNw4mHY8kfnEoqp70nvNlKbeYtW4lHPYIQU4Pe0xPV6GL0376ibbv3KnCHtMdwh4dE95bYpQSvzTnl9q/WDcWuvA73J/S02nphg1UunQplS5ZQquRw83F+ZVWWkobIDCVlISEPSKU9O+//6aWLVuqkFydtenp1Pfff2kT9JLMzPDtpld75O8gerRs6S7a4Lg55xyiRYtMMWb1arOqaKT8oFz1MhEJ7+fONSsW8vbHvkZbnMQve7VHu/OLnWFoD0QlVEeFU0p3kuM+P3iwd9ijHRbPvNIv2MUvXh/eF5zzi/8fjfiltxPrCsGS83z5Eb/gtu/Rw8yf+uyzRCgK8tBD7usiCIIgCLswIn5VAQEKULumtdUL76ut+AXQkUQOlx9/dP4eHT6EAhx6qBlaGIvzK1FhjwgXgBCHBLR6Rx4iGMIgkQMMT4dtAyFBEASm2fPP0/LXXqO2334bEvZYe9UqevePP6h+aSkVWYNYDntkYUunzBJsyi9FVjVHS0TDa8PatTTvv/9o7NixKt+XSgyPecPddeGF1KBWLSV+IR9VUNTBID0nhyBFZOJahvxiyF0F0amsjHaUldGG9evVb/6eM4eMrauprpFLV199FdWvW5e+Hj+eTjnlFCUkpXGbNYELwguG4yE5vzjME3m+rOtnkSUE0qxZlDJsGG3G9wjXi1L80vN+6WGPKrxSd35pYY/K+ZWRQQErdHQjxDzk/PIIewzZP1gnFr805xeLX8j5VZibS4/uthuVoYhLhw60vHFjGtikCR1Vvz4tsRLesytMJby3RIzU0tKgc0wPeyyyRJw999xTVSDVeb9ZM5p8xBE0KDU1eHxEdH6ZO8td/ML2gwiDaZDC4JpriK691nzvBR+zuvNLr36pb0OvhPeohIjk/Kikya5riF9uzi97zi8Wm+zOL4Bjht874TfsEXCIqVfVR1384vx+vByA+cJVx//ntunVTP2KX275W93EL/SfkNsULtCJE822jh5tio6nn04UZbEPQRAEQUhmRPyqArIzUun7m/qpF95Xa/ELYtFNN4WX7WbQycITZg7jiBY85UQnLRFVGVHiHolpnZ6aosONUBR0SiHU2TvGglCVSFXSakPbE0+kfS67jJp06RLi/Kq/ZIm6YV7eoQNttdwzHPYIYcteldEufnHuK1382rx+vXIswRHUDyIBOOIIovvuU2L+boQoteaqkuWXX35ZPkivVYuKAgFKt/IMratfn7Iw0N5nHyqsVUs5oCCylBTm0fbRt9GoQR2pW+eO1H6vvejSK65Q4otX2COG4weOHk09EE6lO7+Qf8u6dsL9pn7x2mtEM2fS04EAlUBIgAiwdm1E8QvOLeRBQzs/glvXJn7xQ4oSLNPqrOg5vyB+paalUbfOndXnxQ7Or1NXr6ZBr7xCd2oJ+DnskXN+OYlfm/LzlTC4h2HQgmOOUbkvUcBgUf36tKB2bSosKwtJeI99zdUeUxASCqHEcn7Zxa/GjRuHiV+LDYP+O/xw+s7KCefq/LILKF5hhvq0desSPfyw6Qiy5xOzw8KK3fmF5ejXqUgJ73EcYDsgBQGOI3ZCeTm/9JxfaLvuJNPFL5wDTnmxmGjCHiFYoZ28T5BHFTnR4JJjdCeak/ML5y7ypvE5jGMLbY3k/LI71GIRv7Bv4F5DG/GC8wupKpD+AX9feMGc76RJZg5U3heCIAiCsAsi4ldNBk/Y4XRC9aeKAp04hPIgp5dTJ/uzz8yS3V5PYb1A4mo8IY439BEdOlQaRZlxN9BhfPFFohkziJCcWhCqGiRuhtiBAYs4EqsduviVtWULrcnJob8bNKAS61qoVye0O7/wv1Rbzi8WbljgKULC99RU6tSpU9AZpirhXXedctvUKi6m5QMG0A+NG1MJQsh44I88VhC/rDC4pS1b0lNXX030119mlcqUlGA1xdzcXFUNUwGxDuIWEtbr4pc26IYodXkgQIGSEuqxaVOIw6cMoY72sEdU7Tv/fHoJec8Qhodk7y1akLFxo6f4Bf777z868sgjacWKFcHtGUySj3WDeGQJVEr8gkvq/fdp/vz5SvzC96g4CdeXU9jjgdu2UXZ+PuGuMOPHH2nJW2/RJrhjtJxfnPBeiZJWEQB40bDGrQIBykO+SC3UEq98e9ijFRbLYY+6+MVhjxC/sM/r169PO6y8aDhmfv/9dxWGWrt2bfV/LMfT+aVXgsTn9vA+Rq9GGA1Ozi+ulqoLSpHCHnFcIAwWxx67qvw4v7Bc9Adw7OjT8fd+xC+nsEcvYQn7GNUzP/iA6MYbzXBRnE+MnsxeF7/4szvuMPsVyDPKcJ61aHJ+ebWRt7Vd/NLXFy8UUWjalOj77023H+aJcxIiJFxgbjniBEEQBGEXQMSvmgxcX1w2vCLBwBwdKDi0dNDRQjikHmYYLRDNDjnEtOvHA5LE9u5thjZ6gQpRSIiL8uaCYMdenr4iwfmDkGGEC6NCKTsLhGqDSv5uDfIbLVtGW7KzTWeUNbDmsEc351cmrtFwgwwYQKkQ+ZGUPS+POv79Nx1cXExFeXmmCOME3Bz//Uc0fDjtWVBATTCABVZFRwResfMr6DCCPgEHUyCgxK9t27YpsQ3vrQZTID1dtT8k7NHm/PrCMGj1HntQNr63Ob+CYY9WpUQWOdCG3J49zZCw7GwK+BC/mjZtqsQg3p6c80uFklpCDzvoEPaIdUOlaLjFeuN6jwIEVjjkzpQU6jt7Nk3TRI/MsjLKa9WKGmRn05ennkq7oZJm//4qRNHQcn5h22Vv3EjXWMVXzMBNot5bttAO6/7KbjMWv9I0QUNPeK/CHiFGYD/wfkGobFkZZWZmKrcbO78g/u2///7qfdu2bdVfhGgm3PkVDW7OL3MjeFd75PZA3IOwj3xUOPY4tJVzfukOMcaqkqocS7feaopR+vrpzi9sv2jDHt2cX2DyZKK+fYl++UW5FlWfRr8XuOX8cpsfwDaLJedXtM4vfX3xgssPed42bFBVYRUQsVu1MkMku3Vzb7MgCIIgJDkiflUB+UWlNOCZyeqF9zEDe35FhjzqHTQM0r/4IvRzJLnnfCLxgE4uLPmxgo7ohx/6z22BDiFEO3RyKwJ0sk8+2UxAiyfUTz4ZXlo+FiQ0rmJBmA4GLDjWuZR9RYGCDEjYjIHg8OFmeLFQfZ1f555LW5s0oRmoxqiJXxz2aHd+4T2kgywIVnDnrlpF9c89l65FNcDl/2fvLMCkKv8vfjbZXbpDGhFRREJQxMRAwUAU4283drfY3YEdiB0/WzHBQgUsEJSS7m4Wtu7/Oe+97+6d2ZnZmd2ZzfN5nmEn731vMHPvued7vgsx8O238faqVcjNzjbOppDQMcOOdvXr49/WrdGFFx8o3HvOL55+p3oh28XEL8/5tWLNOrQ8+ymc/MYM97eGr9GhlZsb6PzyCRlWeNlOt5sn3ARkfnmiAsWvDL7G0ipP/CoUABs0QNL69SWKX4Riku34GFD26JWaGfHLu+V663306NHowd+d5GSkec6vt9q3xxsnnggmT9pxcHz5DRqgW6dOuO+mm4zAQQkjads2V/xiyarn/Go+ezb6rFyJBxo0wLJ69bBPnTq4qlcvzN9992LOr21WkKG4YTO/vGVIYdmjJ8xw/frLHjMyMozDa+nSpcbttnr1arRq1Qpz5841nSDNet++PbTzi9Pn9kq0+BUP59f557uCPteddX7x/wK7NEZyfnG8zCVjfAFdY34nGV9PRNmjzR6lcLtsmZudRRHOClz8HG/B3R45D19ZczE4vo8+KuqWHW3ZY7hp+sWv4PfY5Q12+9n1ReE90voSQgghaggSvyoABw5mr9xsbrxfafO+/LCrEvO97IEoQ/DZCfLMMyNf/YxF/ApyTkTNqFHuAXa03SbpDmN3pC++QNzhwef997tiFw/+6d54/HHguOPcg2reD1emEgkKjTz4Pfxw1+13yilumed557nbpTrCLqO20cK0aUWZLImC2UUUpKZOdU8auH8nQgBjufIFF7gi2+efl/3/j0i8+HXnnfj03HMxeYcdijm/QmV+8TN8lE7nFk+qX30V+Z064ThqC7m5WN26tRFzCuiICbf9+d1B8atBA/y5226YSYcgc5sefdS4O7azzI8n4RGcX2tWr0F6k3aYu3qr+1tDsc46v+im8pc9+ro9kuykJFf88rlRnNTUwg6T6+rXx38sF+NvULduZl2tXLnSHQfFrw0bohK/Qq3PditX4lC6cDznF+ee5C2b/YzBK1Ok+LU9Px9bmzYFT/Ft6SPHn0cnDEWq7GwkNW5snk/id4lX9mi7PaZs24YldevihSZNsCU7G7MyMzGzUSPTWMAfss95Z1thxS9+WecXc7s8ocQIc55ji+Oj86tz586YOHEiOnXqhBUrVqC+l1FZKDqGcn7xsXURRSt+lbbsMZLziw5t6+IKJSbZwHsKvrz488orReLXyScDdNbRCekPxreEm57f+RVL2SPf4y/xi+SqIuzQSXGOAhhdUlb8sts62PlV0r7N33xmpfI3Px5lj1bwKsn5JfFLCCGECIvEr6pMeYpfDP1lyQJFKp6QsSyB+Vk8GSsrDL3nyYg/YDYWeHX13HNju8pNZxYdWV72SlzgieQJJ7jtxrmexo51r2LzijddCtxWdKfF6gKj46N/f7d8hOvqwgvdbc/g/hdecBsSMPPMy82JmeefB4YOLb34WBpYlkHRjuuM81+woOg1ipLcPsxPueoqV/iiK4Kdq+wJIJeXjRbKApeXV+U5Ta7LW291x/K//7l5LzwR4r4VT7i8LNHlvsD/PyWV6YrKIX75gupDlT0GO7/4+lKeL1Og7tnT/L/NO+SQwpD0PN9JvFOS86tBA2xu2xbvsTzuzz9d1+CIEabsMZX7bgjnV6onfq1muZMfjjc93c388pxJocoeyVavbDC422M9T4TelJWFW1myzu+6Nm1MCeN+++1nRJ1pS5cib8UKpEYh7AY7vygk9p4xAw353Xzffa745ZU95thcLb/4ZTO/uH1q1wa9LnabZVKIsuLX1q2F4lfy1q2u484nfiVv346ctDQzbZYlmkB93/bnGP2ZX2HFL7rNIji/Bg8ejPXr15vnZ8yYYco+/cu0bdu20M4v22Ew2m6P8XR+cV/kbxDzPd98M3y3R1vOaLO9CD/LfYbf8fxuZQfpcM6v4P8L4QLvSyp7bNnSLftr167otyWS84t45cnmWIJOMCtKWREs2PlVkrDI4wtmh/HzFMDYcTpYsAsue+Q6jyTQ8bVYxC/bNEDOLyGEEMJQiiMjUWmgAEJRqjzgARXdRnQaUbhgPgkPEiMdqEULDyp5Ykd3Ew86Yy1V49VodjSKBYbasvvj2WcDXqexMsPp/fSTG9brnWQVdn96+GHg9ttNELSZH8WmaOEVdObbcPp16waWvbI0hCegNveNOSvM4OF8edLgPxC23bpYvkoHGcuAeCWe7ioeoFNs4o3TTCQcA11PXE88GWCJDJeL3bLuuQc4/XT3AJ/C6i23uCWBPIn47TegbVtXCJs82R0zl4HLQ0GAV+tjdZYxqJjzJWyCwPB5wv2xWzd3P+E+zn2U66yscNtTYKPjK1LJjKgU+MUP2w0wVNljKOdXL2Z+r1qFxtZtRGGFf33iSBJFgkjOL4pdzZqZUrmff/4ZX86ciS5duuCAPfbAg9u3h838Yg4WQ+6n0cXo/0r1Au9N2aPnUjL4BC4rwjCi3JQ1+kSO5S1aYDtzgwYNMqH/fofSrFmzsHHjRowdOxb/DhuG4x95BA+G6rwbhH992swvCl+/d+yIDueei4Jvvins9midX9adZsoePecXlym1dm1QctniTY/iVzbFJc/5lVy/PrZ54pf5/5eSgoyJE3EMM7y2bUMOnW1paaZRgHV52e1vnV8B4pdX/maENCvMFRQgxxNKUn3i17a8POP8coedjObNm2P69OnROb/84ldw4H2inF9+8YvLQyH3pJOKLjpEKnvkWG3OHMUv/sZwG9C9GG7cocS04MB7K0CV5PxirhUdtly39gJXKHHND38/+N1MeOHKil6hxK9onF9+ceuvv9zfj5tvDv26fx2UJH6FWo5w4hfhPifxSwghhDDI+VWVKU/nF2EOxy67uFcxKVzEQ/iy8KoyhaNYofBFMcQLC44aHnSys9OXX7oOn7Ly999umQNdWFb48kNn0bffumIKhY+nny7Z6cbSkb59gddfB555JlD4IuzySVfD6NGuE48H78xYYble585u2LA9sGaLcy4zD4w5Tk6L0+R2pLhGNxLzhCj+zJzpHkRzuhTS4gUP7OkauPFG9wSKAiAdXkcd5Z5UcWwsjWHYMN/L91H8at/eHSMddBS7uM25btiIgeIVBbxBg1wBjOIfx18S7FJ6112u+2zECHfap54a+B4Ko3TacYycvu22VxYoYNIBsOeeZZ+WKHfxi6JEqDK9YOeX/YzfwRNK/Epmt8dwJ9EsNef/8WHDsO+++5rpDx06FAsXLjTzP3jQINTl9IOcXzle2eMRRxyB/a34XjSwgLLHUM4vKyxR/KplxS/vu35+hw64l98fn39upuEXabisDRs2xHHHHYfzMjLw/VFHoVk4YSaM8yt50yZ8OH06usyZg5UU/7zGAclBmV+F87XdGlne6Dm/zOJQVLRljxRAPPGLr5tOjjZrbcgQOA0b4mE+R/HLc3axQ2Yo55cVv7ZaV5AnXjI/bNH8+SbHy5Q9etuXa7IFXUo5OYVlj5bWrVvjvffeKxRHS+X8SmTml99xZafD3xuvcUPEMkWKi1b8YrdoXsBgua59LpzzK5SYNnu2W45OJxc/z/2T39d2WpGgYGW3VShxLdLngsUvf7fHaJxf9jNcfxwDf5ODO3OHyvyKp/OLSPwSQgghCpHzq6rCkxaWbJWn+MX22fEIbg8FD5AHDnQdXN5JT1T8+KPbpak0UBxi90de7aXIUVooZtHJxBI25nxFguWPFH1YVkcBiiV+vMrMK8J0efDkgicBLJlgiQivcFOc8UKXQ8KyKt4oGnH9UcCiKMQTMzrNeMDPA2DOj/NnuR2FRgpO1vVEWGLIE246nigmUhjr2tU92KZYtOuuKBMMdqdb0OZrcZ1ReGT+FR2MPHC/9153XPYEjOKXH65f7is8wKejg44Cjpfut+OPL9pP2cwglLOKDjzuwxTP6MSznwkF1xvFOrrMKKwx347rjcId82FihcvMfDrus6JalT2Gcn7ZzweLXybkngIUz2W9srmQ0BHJG2MRwZ4eb6Nt27bGlUS3UCPug9yXatUKdH5xnElJ2HPPPbFbz97Y5ZavipU9WudXPbpj2OkulPOroACN+P3jO9nmfPzrI1ymFx1Ya5ndFW7F8ruF8915ZzMNup1I2oYNaJ2Tg5fPPBMf/PcfdqfbyJf5ZcseOQ7vjlmneV7ZY6r325Hkfb/V5fP8nreZX1lZRvwy5aKcxoAB2JSRgebffosl27Zhs+f24jqmUMXtZ7e1P/B+qxWi6CpKSUGtJk0wdMwYjD3oIOzgE7+az5yJt37/Hdvq1MGtTzyBTN/3LbfnvHnzsAsvKPn2Fa4LuvaiFr/84gkviHHd0kHtdcuMGbtuue1fesn9HfGLX9xnSnJ++cUvij68uBK8PNGIX3zM3DwuC52/XFc//+xelOF3fklw+f3B9bGKXywb/uCDQpdgqZxf/F0Lty1iyfyKJH5ZB5nELyGEECIicn5VVRiezgNMumKqA3TCUMiLNWOpLOKXFVforKIjpzSZVxQh6VBiCR0dRyVdjeZBNB1V/BwdWjyAZ9YUu1Wy1I6lETzA53t44suTqzvuiG4sBx/slgBSIOKJC0vsKDbxRIz5Kwzy5fpiSQjFN7/wZQ+g+XnOky4yimh0VfFzvHLPEqqywJMIXv3nFXyWz1KYYx6LLd3lyQG3B0+WIsF9nt24eIJIAY2PFy8u6vbpBZQbtxbdbAwd5uvMJuK65HyYI0YHSzQnQXTfUSjjiRBLbZgnY0OfYynPHT7cdZtFc9ImqkTZYyzOr7TMTGRReMrORu0GDZBLIYlCQpQn5MzwIsyLyuT/Z7q6mjc3+3mowPuQeGWPHP9COqL4PjYc8UQcYss4/8vKwlKWQFOs53xCiIHhxC+ObwszssI1jHjkEdfFed55Ac4vigo5SUlofeyxWLtxI4499thC55fN/OI8Ob6AwPuCAjeTy4pfLM3s3h09mjdHLr/LuL24jJmZJsifjQJMt0e+t0UL0wGy9oYNyI3S+bU9JweruL5Yzta0KXb+4w/8NmQI2q1ZY8oeC/i9kZSEzI0bMSsrC6cPGoTWvXtjJC88eHTo0AEDBgxAC09I5zJx3Yd1ftm8Q/9rvM91bNczv/t5AYNZk1ynZXF+UWS69FK3kQy/b0OJX8EijA2y92d+hSIW8YtOMwqYbBzBsdnfyWAndDTOr2jd6lb84u8wv/uZN+nb56J2fkUSpfyvW+T8EkIIIRKKxK8KIAlJ2KFBprnxfqlg3hNPSKKx/lcFeGBJ5xfdANFCEYXiTFnEBJZTUDShAFOa/LRPP3XFoYsvjv2zdGdRuKFIw3I/lkRwuxIeXNP9Vdrty/XJA3bmZvHKOcWeYDdBOCjwsEySZZp0ElD0obOMohm7ZPK5WKHIRZcW13GiMsV4Qs31xm6bFBO5Pm+7zQ1pphOCYpfNeuP6YBhytHA7sOyRJ4QU5+iEiwWKuizT5Am/sr6qfNnjL7/8Yjr2Rcr8sp+3pGZkYMd27XDFJZdgh7ZtjfurDvOtovz/YAQvUw291r3P/ZrOqAceKBS/Pv74Y/w4frwRikL+1lAY8wLvZzZujNEUwXkyT3HWL9SlpWFRaipeosuSrkfve4jLw/lcd911eP75540YFG6sm5hJFm5hKI7w+37p0gAxkZ0wKQoOGjQIr732mnFBFQbee662AMEtOdmUPeYWFLgh9Vb8ovOzRQss530rwrDzX1YWNiYno9OKFcjzppNcrx7WA9hl1ixsy8gw07fiV3Dml3V+cVz78WINBSlmYdavj3UdOqARSysLCuBQ6EhNRa1t27AtORnZ2dnYe++90ZsCTgSsCy5k5hezNrmt/AKO3WZWSOJ4mA9JgaqsZY8Uf/gd+f77ruhF+JdOWEYGhHN+BZc9hiKWwHuKX7G4wf1wO3Bf47bi9360v6e2jJDzZlm+v6NyLM6vSOWIiRK/gselskchhBCiEJU9VgCZ6Sn4+XovWLu0UEyoLq4vCx1cFCeihQINRZmyiil0CVF82msvYNIk1+kTDRS9mN/Eko5IV7nDwflQSGJe2Jgxbtg7M6u8HJ+4UZYTILuPMQyeV9+ZvcXyveAylpJgiD1D62NtaBDrmHkyzqwu3uy25YkwO2FyXdtOY6Up4aQoSAGL07YdKnlixLLLcPBkho48Cn9cd6JKQbGHooe/7HHgwIF45ZVXcNBBBxk3FrO1onF+FZ7o8paSgtoNG+JoZgFGKYayUyBZs2ZNoRBmseWIjz/+OPolJ6Ox1wCj2G+NJ37RxWRcaxwTHaB0EvtOqCm+0IEULMJYMZAi2xlnnIGz7f+zILheNm/fjnSuE64LOi8pnNjGHBSpWSa+eTN2WL0aS7x1nJSTg1xvfXDeZpxBZY+FYffugJDpdWikwNS2XTsTaG/Er0aN3O3A+bKsnR1id94ZZzRsiIHdu2N948Y4lJNITQWLyi86/ngsqlMHafPnBzi/rDDnd35x3Ti2nNwjp0kTNNu2DfVzcrDIE7/Stm3D+qQkM7bgbRZJ/Crm/OIFEnb+pOs08AOF27WwhI7bk991dEaVpuzRbIik0EIKf6N5UYTf5SwhDx4n38+MLjqPIwlN/i6OJQXel0X84u8BP8+ICP628+JNtJ/jPkm3YLDDjGPiRTc6l2NxfoX6HbZlmYw8YLRBNOIXpxVL5hfjAej4jhSdIIQQQtQQJH5VVXgyz8531QkeWPMkjHktPCksic8+c08KyooVQ5j/RSdXtOLXiy+6JRjMgioLdFTZk4UTTkClhSc7bEzAjpAU6qItIaGgN3Fi7G6peMCTbd6YXRYvKHhSVOMJBfPDfv01tIDBoGue1NhlP/LI+I1BVJjz65RTTjG3jz76CMuXL8cxxxyD++67r0TnV4D4xfsUTuiQsa6aEqDAxRwqOr+sEOZ/jfOnUHPQIYegHr8bQ8HMr7S0wvea8fHiAYVcnxOyJPFr06ZNGDx4MNqHuQBjnV/m02zuwfI5iuf8frcOJQo5HTvi3GefRbqXuWjEL+97Jc0G87MDpCeA2bJH34IjIzUVBwwYgGVjxhgBknHsGfx97NfPLVXlemZelMeGzEz8W6sWmnjrkMu0kGbq+vULnX2zZ882XTX929/v/NqwYUMxgSq7TRvc1aULMpKSsANL19PSkL5tG7K9UsZYxK9izi+6TVlaH0yw84viB7/vWKJeWudXJPGLF5voBOSyUFQKFqtYQsvSTq7zSBfnYgm853yi/D9SDApBNqCfv7OxZn5R/ArOd6Rbkr8nXbqU3fnFZgcsy+UxB5vvkNJmfoWbDx1vdMnbTptCCCFEDUZlj1UVlnBUN/GLV1hZQsKQ8ZJg+RnzqXgFOl7wBIwZLiXBEzeO8ZVXXLEqHmVsVaV8lWWL9iSFy27DhMOxdKkrKlIgtK6Pqg5PWHjlnyWqvNmTluDl5v7MXCYG+LNjZLQnXqJSZ35ZhgwZguHDh6NZs2am7DHY+cXnCrOpIolfMQgUdFQVlj2GEb+MmytcfqHn/LJOJhMcT+Gfrhib6+QJT6Gyp6zDbOPGjagXQZDgODdmZ7uZXyyb5v8DK0JY5xeXf84cTO/ZE1led0aWPeaFcX7xtj03t5j45RcDuL5ZOF6LonOXLoUNCfxQQKQTy4bm29cpbvE+O2r26NHD5I3ZssfDDjsMDz74IOrWrVtY9lgYum/XWXo6vmrYEF82b44Cbh86v7ZuNRljsTi/1q1bV9z5FY5g8Yvrgk4fCu/hBJdosA6jUOPgduM2oJMu+HWW1tPly4zISL+LweIX95Nwzi+W5JbF+WUzysKU6Ib9HMfDZQzezyl6sUkLMzHLmvnF30T+hvD/IC+AkXh3e+Q86LIsjTtdCCGEqGZI/KoAtuXm46iR482N90tFdRS/CEvESuqGx4M/676Jp6OHJRE8aeKJWbigZkIhh8Hs7BTIg/yaBEW6b75xywcZqB+pTJVXzSmW8cTXF/RcLeBVdObIcD9k6eMTT7iB/n/84ZY4cl/abTf3vVxXokqLX3R48RZOlPAHzocSygJOhG2JGkUElk7HIIpSQAklftksrmDxq9hvjU/8KhRw2FWWJ83MGPSgsMVMs2CBi/OhIMV8LQpB4WjUqBF+nzrVBMmbzCWG61Mot9+rvIDgOa/yMjORZssevcwvQpGJgmIeyzO9ssdQmV/BYsBeaWmYy46HF1wQcjuwdJHONft8sPh17rnnGlffeeedV7j9Z86ciVGjRuHOO+8042LTgWLilxfcz+1gRM/UVKTHKH517doVixcvNmH4UWGXzeZGWeeX7dIZb+eXfY3bPpT4FS3B4pf9vxMs6tA9xnzGkpqghINCEMUv7muxXKSyAhK7SkYTrB9pOlbwjiREcn3YYP5I4yyN+CWEEEKIQlT2WAEUOA7+Xryh8H6pqI5lj7b0kVdCGS4eLpeJWV+8ss3OVvGkRw/3ZJQHyiztC5VrxY6BdPrQ+RNcDlFTYJOAUaNc4Ys5aQz7Z0lTcPYaM6544vDCC9GXSFY1WM7FkjG7L1qBg2H73FfohPDlAomqBQWNTz/9FC+99BIaNGiAu9lAIgShnF9hxS8rSrC0e9y46HOIPPHrn3/+Mblj4ZxfLGu0YkKx3xqv7JGEci9Z/vrrL+PuahWUa8Rl4vMkkvOLQtG6k05CIzpk6G6j+EV4ck7xzTq/uK4yMpDunfiz7DHPJ36Zj7CpgM/5FZD5ZcUA37qO5NYjzZs3x3fffWc6Ldr3W/ErVJkn1ynX1Y477mjKTTt27Ih3330XhxxySEjxi/uBWa9paai1fj22JiUZF11wqWooxrOBQSxEcn5RnCqt+GWdX+E+b8Wv0rqJrPjFknE6u+z/geD/M7zQUhas8yvWcfJ7m/sZv8P5HV9aIpUj+uFyWwGzNM4v7lsUCblOo9jPhBBCiJqKxK+qCE9iGOBaHcUvhvXSTUWn0DPPhH4Pw9dPPTW+ofCEpRV07dA1cNVVwPXXuycSfjiu4cNrrvDlhxkq7F7GfBueJPPgm64DnhRxvVGkZMlfvLdTZYL7wRtvANdc4wY9sxT08MPdBgaiysNA93bt2qF169Y48MADw74vJueXFb9K0QDh/PPPx59//omj6DaMQvwqBnPLPNHJOp1CUb9+fXMLhu/n/EmdCKVofK0OBWCe9NP5Zb9H6fCy4pd3ks4SwfQQzi8rRDHnK5mCkuMUz/yyooFPWChJ/Pr666+NmGWdWPb1UEHzdlp8jeWS5Oabbza3YPzOLyN+demCrAkTMK9u3aidXzETKvOLWWp0TDFfLZaOtqGcX+GcXRS/6IoqbdMdK35RQGQZOZ3s3K7xLv/nvkYHcqyCEMdBUY77Kbtql5aSyh5DOb9KI37RMU8HJ5czuCmCEEIIIQqpxmel1Rh2sqLAEE3galWE4hIPiik0BR98s5zjo4/c8sREwMBe3tjanDlNvPJsD1p5cMnHvvKgGs/LL7suxJtuAq691i0B5I0uOrr3XnutZqwiLi9v3G/LUiYjKhUtW7bEqRTaS6BUzq9ScA1F1hBElfn1w48BZY8rVqwI6/wKB8P9KeS0aNGi5FwqGxpO55d1kNmMQJY9WudXZiZqea6XZGZ+hXF+mW6PJWR++Tt0Tpo0qSjU34cNtbfYXLZQYqDN/KL4VZJzq5j4NXYsfvj2Wzx3xhnYtGFD+YlfFBrnzCnbdEtyfjGknUHqvPhRGqzYw99zXmzivsD9pbTB9iWVPZZm3ccjo9Jfjhjp/3xZxS+uv8GDyz5eIYQQopoj8asq8vffwI47utb86ggPqHkgyOyvYLfF77+7V4rpNkokFNiY2fTSS+68/vsPuPxyt8NjtHksNQFmsfD22GNuCaR1QfFA/+qrA0K0awTBTkFRIyiV8ysB8zdiTzjxi5l0BQVITU83ZZOrV6/GruFKy8PQpk0bXMeS8GigmGGdX9ZFRieN/euJX05WFpK3bsVvv/3mBt6Hcn5FGXhPuN4//vhjU6LaqVMnkz9WElYwC+X8oqDFskXr/ApHscwv0HjVDo0bNzalljsk4rswVNljPPYtjp9CZbhpsZsoBczSOrU4bjqyCB2EifretGWPFVUKWF7OLyGEEEJEhcSvqip+seSsusIDRpaV0EHEPCX/ycvEicCeeyZ+DDxZu/det/sk2Xln4Pbb3ZB7URy2aj/vPDdrhutNnQ1FDSJq5xdFikSLX/6yR5sjRFimxi6Uqan4MlSH0njDcVjnF92QFFQomLAphK8UrdGOO6LTpk1Y1rcv5h12GPK89WadXxS/KCUlhRO/KBoEiV8sbTzhhBPwKkvkoyCS+MVwf27PaMWvwswvc22gM6ZMmYKEwXXKefmdX/EIPC+p7JHboLQdGAmna7swJvIiHtcFnckVJX5FG0Qv8UsIIYQoF3T5qCoydWpRJ7kosRkoq1atMp2qKj0so2Mnx08+CewQ9umnrsOoPDj5ZLfMceZMN+A+UmfDmg5Plp57znV+SfgSNYyonV98DwWhOP8fsfOn+BJQ9rh2bTHxq9z+f3rllVi82HUI8fEvv7hCOYUTrxRypxtuML9pSwHs++WX2OKJW1x/FBX9gfc54QLvfR3y6GrbunVrsVy00opfnBaJxfkVazlpmfCHpZfUVTBeZY/xGPOGDe4+kcjuhMw8mzy54tzafrenxC8hhBCiwpH4VUE0qp1ubol2fvEq9Lx580zXriFDhphW6g0bNsTVV19dKIhVWgYNcnO/GKrLIHGKXnQMnHNO+Y2BQbI77VR+8xNCVGnnF51CU6dODS1+2ZK/RDu/OBY2XThmKBplb0Qj6gt0IDFjqbzEL2Ym7b23u6y8kEGhY+lS9/68eayhdN+XkoKUbt1wRGYm7jjzTDzp+22jy8sG3lPemjt/fvHAe/6O+cSm119/3YTyH3fccVEPlcIVu2gGCGve/LdwnZmGejFmfpUXdh2QeAlW1vmVKPGL64fOr7K4x6LhgQfc5WBeZ0XA/Ullj0IIIUSloeaVPa5a5ZbR+U4A1q1bZw5899lnn3IZQlZ6Kv4cEdgmPWp4RZ8BsSVkXvEg/OCDDzat03kwvttuu2HGjBlo0KABunTpgocffhj7778/jjzySFRajjnGlBo6xxyDpHffdbcbu0JV16wzIUSVd3498MADhd+vAVghgQ7W8ih7/PVXZNXNwp/H7gD06QO0u9edb3mJ+RSLfv656DGdU/z9DdFFkiTVrYv5NC/5BCgKSix1pPBVt3ZtXHTWWWju/83i8tAJXcYMSGaELVu2zPxmxsP5ZTO/ygWOi7+VbMQSr7JH6/xKlFDK6bKbYnX/Lef+ya6bdHvK+SWEEEJUODVH/GIgN7OieCX6/PPhjByJy6+6CmvWrMGcOXMwYcIEzJw50zikglu482B2yZIlJuy3wmF+Ba8kso18BB555BGsXLkS77//vulY1qtXL3Mgz2Xh1ew77rgDzzzzDPbbb7+QLe0rAwsbNsThtWujyapVGHf66Vi7++6ok5yMWuV9ZV0IIaJ0fm3cuBHDhw83Alh5Or/o5A0Qv3jCTVFov/3cN5WnYzYUdH5RCAgTbs7fXa47/3c7f6ts2WNacjKG0s21xx5FH3r6afdiUGm7DnocwA6/IbDiF7dvgOMsysyvcoFdF2+7zYidcSt7TLTzq21bt3nMvvuiWsN4inPPdcVENoYJhzK/hBBCiHKhZigItLwzr4nCF11Rzz2H7PR07Pzcc+g4dy5mTpiAjh07onv37qhbty7uuececwDLExheEb711lvRtm1b7LzzzqZjU58+fTB27NiKWZZZs9z8ijAHuCz5YIep66+/Hi+99JIpddxzzz3NgTkPyO0B/DnnnINvvvnGOMHmzp2LygBP3uwJ5OLFi3Hsscei+5FHYuHixWj4wQdoduWVyMrKMtvFjz9oOtHQJfgju1AKIUQI51d2djYyMzNDO3R4ksumHXF2vPidX4WZXxTZbO5WZcCKX2EutlD82rRpU4Brir9btuzRLFOwo4olkmxC0qlTQobM30s6pun6KsnNxbLI7du3Y9asWSUKZXGFF/V69ADWrImfYJXozC92DOX++e23qNZQ6H3oIbf8MtL/eYlfQgghRLlQvZ1fPGA+/XQ4774LyiXPAXgQwDUAttarhwsYuPrrr7ixb1/MevppPPX88zjmiCNwzfDhuP/++81V6OcY4g02/TvFCEtXXHGFaRF/xBFHoEOHDkYUe+2119C0adOieZZwkLwtNx+nvzzJ3B99Vl9kpMVQWjB7dtgriN9//z3OO+88PP3000bU2tsT+0JBh9uKFStw/vnnG7HvRV6FrQAoXPGkYunSpabslCdAN954Iy688EITWPzUU0/h22+/NY85Rgb2cxtw/CzfpLvttttuwwcffGCuuh900EHFs3bixJtvvmnGwLb3vzC4WQghgpxfYcUvlgEy64odUeNcehiy7DEnB9vqNcTpz/1aut+aRJVBspFICPjdv2DBAuziK2Gk+LXNK3s0v63l7PjlbxDd4dG4vlu3bo1PPvnECGDhnGQJo3FjYM6c+Dq/6Bxkl06ReGIVv0J9vwghhBCiGotfPDALd1WbzhxeWbz1VuDDD/HZiBH4/JlnMO755zGEwtGqVai/447AU0+Zg7yMd99F9yuvxHMMCL78chy2dCl+GjsWe/Trh48++siUBQ4aNAivvPJKobDCskG6vyg0Pfroo7iH8/vuO+CCC4Dly90r0ZzHCy8UBft6FDgOJs5zu3AVbM0G6scQ+soSjxAnTixvZMAvx3nGGWdENalGjRoZ4WunnXYyLjCKTGzNXh6MGTMGp556qhGsKCixTJPOOl5lP+mkk/D444/j0ksvNe89+uijzc3CcqLbb78djRs3NkLUrrvuigEDBpjXRo0aFfXyRwu7gHE81157rXn82WefxXX6Qojq5fwKG46eoNJ5W9IeIH5t346CWrWKfmvK0SEbklGjXIGmf/+QLx966KHmu9WfvUkH1arVq12LOpepnMUvCnEPMksrSgG0wjI0mYfJrsSkKnR7FOHFr0gXT634pdgHIYQQolRUqSObBb/8gnevvhr9mzfH3h99hN+few69zz0X//33Hzo1aYLkiy5ySwAYjj5hAvKGDjW3G956CyNGjMAAdg8kVuC5/Xb3LzMZWErI8si33jJP7csSlTVrcNKJJxYejPgdRe1btsTZJ5yAHllZGHTWWbjzrbeQMn++Ox0KXuzI+MYbwPPPA3feGX6hmjYBPvgf0KyZ2wK+JDjd004zdxctWmTyyr744gsjXN11112m3DEWKHZRcLrhhhuMiEcRasOGDWjevDnKArcJhSl2l+R6o8uM4tHatWtNSePkyZNx8803mzLTE088ET179jTuLQqKdFVdcsklYafNfDaWofCzLJVkqczdd9+N9PR04xrjSRSdYfHi1VdfNeuFLjQ60IQQImbnVwIJm/nFC0TbK8m2Yrde3sLAeAHe/Jx++ulIHTsWddglkt0ByzNIvirRs6crVDFDK0ymWqXK/BKB8NiSopZd9+GQ+CWEEEKUiSpzZLNhwQLs0L+/KVlclZSEVQD2OP98bD3/fCxjXlTdumiVnY16b72F/zIy8FlyMi7PzkafN95AQdeu5iA6LDvsANx4I0DHEMsV2KL9/vuBTz8F2P3pyy+Bzz93MxsOPBD4v/8D3nnHfJQxuysA/LR4MR4+7DDjwErJynKn26+f+9677nIDedu3B5hXVbte0bwzswB7tZhdwEJ0lOIVfZb2UYjb6a+/8M9pp4HN4OmG+uuvvwrf991335Wq5I/lgyyXPPzww/Hyyy+bso377rvPOMl4EherkMSTsH79+pny0GOOOcY4pz7n+vNgScg111xjTnR4Zf+CCy4w8+H9wYMHm1skmlEo9J300cFGNxjnQ1GNAiAdecGNC2KF2S0DBw7E/Pnz8fzzz+NciqRCCBHB+UXRvyLELwpfJJWCl838qpUObKq6m4sXdExg/2WXAYwpkOMlvPj1xx/xW/FyflWM86uk/VvilxBCCFEzAu/rt2uHGV9/Daxfjz8/+wyjhg/Hu3vuiYL0dLTo2xc7b9qEa5o0wU0A3hk2DEf+9Rc2/fgjdj35ZLz33nvhy1AsdEyxOxedX716ucLXeee5ZRp0brHsjkLYoYe6wtdPP7kliD/8gNXDh+PiTp3w8ZdfYr9DDsFmZrqQww4rmj4/z6uonKZf3FmwAHjvPTdb49dfTc6YFbTYYZJuApaC3HnnnbiU7cw3bsSeZ5+Nn3/+GdOmTTN/GcJOp1W9ej5RLUbY4p0CIcv7HnjgASMg7bjjjibgn6WEsTB69Ghz8jd9+nR8+OGHmDhxIq666ioTrM/xUqTjPGwoMB1c8QgIpvPr2WefNRlsnCZz20oThs9STN5eeOEFk+NCYS3epZRCiOpDZXB+8aIFCXR+Fb+YUuXgCT+XpwLKHmss1vmVoPxMEUZsjEb8iuZ9QgghhKjazi/S7ZBDzN+BgwaZm2Wn/Hzg99/xWPfuGD9+vBFybGem16NtpU1x7Mor3fvHHguMGAHcdBPAeQ4bBpx9NhPPgS1b3A5FNpekSxc02W8/TAFMSR+7K957772mDM84yFimSOcUA2kt2duB270uR1mZANu3M0fq889x5pNPmvI/ikMsE6TLiYG7FGCW338/JicloVvv3iYXZdiwYYWh9gy4LwsUn5hpRuhgOP74400W1/r1600JIgUr5py1p3stDDz5Y4fGL7/8Em+//bbJ8Pr6669NbgpFNMImAYmEnS5ZYvnvv/+a7LCWLVua9XfmmWdGXEd0q9myof79+xvhjs6xkSNHmrJMIYSIJD7xO5oCVMTMrwTOn81AiD/zq1J1eywtFGCYo5mdrbLH8kJlj5XX+UVRW+W/QgghRPUXvyIeOOy5J3it/RBPICsTXbtSDXEPNNq2dTt0Maj4mWdc91aYAw+W31EoonDEAHmWDtog9mLjDWLZwQejyQUX4LecHFx00UVG+OLnmb3Vp08f7NqlCwqeeAJb77sPo484wpTkMdsqUSdSFJHoNrNliiyBZDkPRbIpU6bgscceQ+/evY3I2LBhQzz00EPGYUd31+zZswvFrrhsjxihYMgbRUhb7soySAqjXJ8UKbmtCLtzvfXWW/j000+xhcImuMnbmm6eLGEt965dQogqWZ738ccfmyYddI1m2dL3coKl63S77rfffshiubd1frHssTqU9LH5CX97O3as6NHUDCia8sLdwIEVPZKaAY8JGXtRkvjFC3j+i69CCCGEiIkkpzR1YSIsvPJPBwCdR7wS/9VXXxV7z9acPPS+03V+vX9qZ5x/9hlGmBkLYPkee+D/fvvNuJXYzbAQtohn2SODfysghHbSpEnYc889Tct3lkPOnDkTS5cuRbdu3UxAPsP3zz//fAwfPhw9evRAZYAONobUswMmGx789ttvuOmmm4wLbK+99jInqRTq+vbta0omWdrI5zh+Otz4/v3337+iF0MIUQWgc/SNN94w7lG6RctbACuEjVfYaXivvbB1+EXoPbOhefqPEQcjK716XO8SCYadI3mswd9yOthFYjn/fNNgCV984VYXhINuzk2bXBFMzQiEEEKImJH4lSDmzZuHjh074uKLL8a+++5r3GCWH374wQTM80bHFEWloUOHosdff2HXb75BytSpxd1ljz4KjB3rlkdWANRIWRZJJxtdXWlB7dTpejjqqKNQWWEYPsU5LgPD+BlizxJNdrmMZ2dIIYSoUBYuZP030K2b29F46FBtECEqM+wivWQJMG6cK24JIYQQIiFI/Eog7FrIEsHly5eb8HW6wnijG4nOLkJXEgPtTUYZM006d3a7QwYHrLPE8fDDgSuuQGWAofwsgWQuFjtMslSwskNXF50Z3C5Nmzat6OEIIUT8Wb/eZFGaMqpvvgH69tVaFqIyc8klbnMlOvzZ1VQIIYQQCUHiV4LL7ihqMVfqtNNOQ+3atU2JIDOyWBbJ1yge2XB+wxNPAB995F4BtDB/rH590w0Su+2WyCELIYQQQojy4vLLgX/+MY2bsG6d1rsQQgiRICR+lWPZIEUuhsbn5ju49N2p5vlnTumNjDRfAP6iRW6o77JlQJMm7nOTJwPsWsmDIuU8CCGEiIJtufm44PU/Qv/WCCEqB1ddBfzxB8DIC68qQAghhBDxR+m35YR1d2VkZKAgJw/fzXTb0hcE9xtgV8nddwc+/xxgp0K6vp58EjjoIAlfQgghooa/L2F/a4QQlafbY25uyd0ehRBCCFEmJH5VRoYMAe67z70CyBywTz9lu8WKHpUQQgghhEiE+BXc6EgIIYQQcUXiV2WEjq8RI1wrPBk9GmjfvqJHJYQQQggh4i1+MfJCzi8hhBAioUj8qoyw9HH7dvdg6OWXgZNOqugRCSGEEEKIeDNoELBkCbDTTlq3QgghRAKR+FVZSU8HOnUC7r67okcihBBCCCESwd57uzchhBBCJBSlawohhBBCCCGEEEKIaovELyGEEEIIIYQQQghRbUlyHPU/F0IIIYQQQgghhBDVEzm/hBBCCCGEEEIIIUS1ReKXEEIIIYQQQgghhKi2SPwSQgghhBBCCCGEENUWiV9CCCGEEEIIIYQQotoi8UsIIYQQQgghhBBCVFskfgkhhBBCCCGEEEKIaovELyGEEEIIIYQQQghRbZH4JYQQQgghhBBCCCGqLRK/hBBCCCGEEEIIIUS1ReKXEEIIIYQQQgghhKi2SPwSQgghhBBCCCGEENUWiV9CCCGEEEIIIYQQotoi8UsIIYQQQgghhBBCVFskfgkhhBBCCCGEEEKIaovELyGEEEIIIYQQQghRbZH4JYQQQgghhBBCCCGqLRK/hBBCCCGEEEIIIUS1ReKXEEIIIYQQQgghhKi2SPwSQgghhBBCCCGEENUWiV9CCCGEEEIIIYQQotoi8asC2JqTh/bXf25uvF/+A9gKJCUBt99e/vMWQghRM35rRHz46itg552Bgw7SGhVCCCGEKCWppf2gqIK8/jrQpg2wbJn7+LbbgL59gcMOc8UwIYQQQlQupk1z//7wQ0WPRAghhBCiyiLxq7rx559A48ZAu3aBz8+aBZx6qnu/Y0fgzDOBDRuAQYOAp58GLrigQoYrhBCiGrN5M/DHH0CTJsCuu1b0aKomOTlAs2bu77gQQgghhCgVKnusbuy1F9ClC7B4MbBiBeA4wJNPus9Z5s4FHn0UePtt4IkngOefr8gRCyGEqK688IJ7kaVXL2DLlooeTdUVvzIy3N9z3oQQQgghRMxI/KpOFBQAubnA9u1ueWOLFkByMnDppe7r557r/h04EKhfH0hLc91gixa5mSJCCCFEPNm2DTjmGNeNXKcOcNddWr+xwt/0zEz3vsQvIYQQQohSIfGrOkERKyUFmDkTGDEi8LXJk4EHHnAPnL/8suj5Bg2A004D/ve/ch+uEEKIGnBRhhdhWPrI8no6kkXpnF92fQohhBBCiJiR+FWdYB5Ihw7ATjsBd9wBbNoE5Oe7gtfuu7tCVygOPBAYP768RyuEEKI8YQl89+7AVVeV3zz5G8SLMnXruo5jiTexI/FLCCGEEKLMSPyqAJKTknBgl6bmxvtxg44vf7YXS0x4xb0k+vVzP7tmTfzGIoQQouJ/azKzcWDeSiRPmgT89pubu1WeFzus88sMKLnmiF/DhgE77giMHh0f8cuWPdaU9SeEEEIIEWfU7bECyEhLwagz+ybG+UXXV6ywCxc/9+uvwBFHxH9cQgghKua3ZtTVQHY2kHSa68Jq1Kh8c6Os86umiV8UGBs2BKZODfnyyJEj8eOPP+K4447D8ccfX3LmF11zpKasPyGEEEKIOCPnV3WC7q3SiF+kf3/g55/jPSIhhKj2rFq1ClOmTMGGDRsqbhB0B+XlFT7My8vD3Llzkc8mKO3bu6IJb6mp5SugVITzi/mXp5wCnH22G7hfEXC+bDpD8S8Er7/+On755Rd88sknJU9LZY9CCCGEEGVG4ld1gScULGlhO/nSsPfeEr+EEKIUnHjiiejVqxeuuOKKill/X3wB1Krl5jpu3Wqeeuyxx9CpUyesXr7c7exLEaYixK+KcH79+Sfw3XfAqFEAl78ioFurdu2w4ld+fj5at26NgmjWh8QvIYQQQogyI/GrAtiak4euI740N96PCzzAX7fODbYvDfvvD0ycCFSkc0EIIaog2dnZRvzi3wph9WqgTx83z2vjRvPUpk2b0LtvP+x/2bvo2u9qbC1IKhK/yrPssSKcX9wO7dqFF/rYcXKvvYC+fYGFC+M/f65fOr9KEL/S0tLM36iENGV+CSGEEEKUCYlfFUR2br65xY2lS4GmTd2r/6WBwbwdOwI//BC/MQkhRA2AAkZqamp4F8+yZcD33ydGaCGcr21w4pX5cUwpqanYlp6B7JQ09z3WhVXdnV8UvygWhZvfkiXAv/8C8+cnZpuw/JQCGMUvXynqm2++iSeffBIrVqww+0p6enrAPnP22Wejf//++OyzzwKnJ+dX4vnjD6BZM6BNG2D9+nKYoRBCCCHKG4lf1QWKX61alW0avArO0HshhBBRQwEjovh11VXAwIHAWWclVmDKyHCFH29MdBYFvKemOL8oAFrxK5SzioJUVpYrGEbjvCrN/InP+UVX4Mknn4zbbrsNH3/8caHzy7/P8PmlS5fiN0YYEG6nESOAadPcbUsUeJ+4Yyg2KKAwKge8EEIIUS2R+FWdrlp26lS2abDjFDNSyvPESAghqjhWaAorflEM6d7ddfAkZgCu0EPBxxO/KK6kp/vELxt4T0Gspju/7Jh4S6T4RYHNm/5Grxx1jz32MNsmVNkj959mzZoV7UebNgF33eX+Nh98sH1T/McrityTidonhBBCCFHhSPyqLjDc96ijyjYN5n6tXFlxAcFCCFEdyx55Mh0Hx9Xo0aNx1VVXmS6BAXC+PGmn4OMrewxwfvnLHqu784viF51S4Uo8Ey1+MaMryPlF8atWrVrIzMw0nTgDnF/z5gEvvIB9tm8PFMTs2O+4w80w8z8nErOfSvwSQgghqi2pFT0AEScoWO2wQ9mmwauePMCeMQNo2TJeIxNCiJpd9kgxIw6Oq/vuuw9r1641JXR7s0Ovf/o8cfeVPRpBLsX3E1+Tuj36yx4ryvnF7c2bl/m1YcMG1KtXz+wnfudXDt2Azz4LPPMMRmZn43S/g9D+5XJYATFe649jZJObunVL3yW6OlEdxK+xY91sQX43HH54RY9GCCGEqHTI+VWdxK94CFYMe128OB4jEkKIqgkFpCFDgMMOA2bPLvHtofKbHn/8cVx88cVufpN1fpVRuOB8OnfujO3WWVRC2WNaenrRe5yCxIpfY8YY9xIzkyZNmoSRI0diIsWVinJ+Rcr8stsjjkJHbm4uRowYgWuvvRZrmBtlnWc+5xfFr5SUlADnl3F55eYCu+yCVMcJ3I/s2LgcSUnu/Xitvw8/BA49FOjd2+0SGo4bbnDX5Yknolpj99Nw+0xV4NFHgeefBx56qKJHIoQQQlRK5PyqAJKTkrBnh0aF98vMqlVuNkhZA++t+LVoUdmnI4QQVRV+p378MdC2rdsVsHPnqJxfdGRZ7rnnHiQlJaFBgwboY51fvtdLA+eTlZXluoXClT36Au/T01Kx58Kp5sJIcr5P/EpE2eMJJ7hjWLMGd4wfj59++sl0LhzD3yXr/OLvXaLFL3bq4/bjxaBonF++boyxwM6MS5YswS233GJceAsWLMC9996LizMz0eDxx93uy1zX+flmXTz33HOF4pd1fhV2e+R4atUyVyPTwjm/uO7iuf64n+yxB8ASWoqpLNEMxYIFbp4oO2NWZ6qD84u5cj16FJXdCiGEECIAOb8qgIy0FLxzfj9z4/0y88UXQJ8+bqeissKTvH/+Kft0hBCiqkJBhGIVBQzvRHj58uU49dRTccYZZ2ATLzaUEHhPd0/Hjh1dZ0+cyh45LWZGFXN+2bJHil9sWvLFF+a9tVKS8M5bN+Dt7InIyM8pEn3iLUBRTKN7iOVzublm2XfeeWfz1wpzZ511Fu657z7MnzsXCaVnT+C119wSfitkMDT+6qtdIYdwXGUse2T+2owZM4zLjWzevNkInd3q1sVyrgc2ofGmT+Fr3rx5uOSSS4qVPZp9huOpVQs8Gggon7V/E1E2SreZFbwiNWLg+mEkQnXPGqsO4he/lxo0qLrjF0IIIRKMxK/qwPjxwAEHxGdaDL3/9tvEdSUTQojKDsWIoLK4eWPG4OE33sC9o0dj6e+/l1j2yDI4Bpwb8ctOz3HMe+gSWrNmTczD4mcpfoV0fvHE/dJLga1bTfmhcRZxngC25uVh0sSJmDVzJnL5RLydXxTjOM169cyyGteZ39WUnIxv+buSnIyNdGYlEk7/r7+ACy5w18mGDcCIEa4g9sMPccv84rL1atgQB7z7rikN3LxxI+rUqYOU5GRso6jUvHmhs4zb4rjjjsOZZ54ZuuyR+0d6uhG/wpY92r/RilAUQtgIJ9zFLIpfLM2098MRJ+G20lPZxK/nngMOPNAVbqOF25wXQf3j5/fBsmWldjgKIYQQ1QmJX9WBn38G+vePn/jFA92fforP9IQQohqIXykrViA/NRVOUhJSFy4sMfCeAkeh+OUTEEaNGoX27dujne3eFw/nly17HDoUOO4489g4vzzxa9W6dVi6aBFWLl+ODTwZjreQwWkST/yyJX1m2b2x0S3XoFGjxHeapJBju1xSzLDCTocORaJAjOLXXXfdhVOPOALzBw0CLroIzoYNcBwHvbOz0WnaNHYiwLYVK1C7dm2kJiejcIre9LkeKHqRkM6v/Hw4tWqZHIqQ3R5tPEIs4hezn5hZt+++kdcTb5EudnF+iRS/Jkxwy4u7di3aj4L/L372GfD554kVpfziV2UQ+t55xxVumaUXq/jlF7oOPtiNxLj++oQMUwghhKhKSPyqALbm5KHXnd+YG++XCZ4EMZOG2R3xgAd/e+3llmwIIURNhMJAkPiVt307spOTsTI5Gclr10ZV9piRkVEkfnnOr/Xr15uMqC1btoTvDlmC8yts2SPxArs53+TUWuh1yRs4uv2JSM6qa8SwXM7TcTB9+nSTW3XNNdcYIadM2Cwzdg4MdjVR2ElKMoHvGVlZ5SN+2aB/rgsr7PA5v6MqhsB7li3mTJ6M5uym9/rrcCh4UchKScE6CnpcBevXG+dXalISCuwyeplfZlt428dmfgXsM3l5cEI5v6yoaYlF/GI3R+Y/hRO2bGkvb9E4vxIlPLEMlmWV7DK9eXPx1+mypKjLBhRTp6LaO7/4f5vNCKZPdy9qRjMWbr8ff3TFsuCyRz7H40P+FUIIIWo4MYtfr7/+Os4//3zsscce5qo2A31feeWVsO9nt6ejjz4aTZo0Me9npyoGxPqDgWsia7fkmFuZWbnSvSrcogXixs47R9XhTAghyov777/f/N7wNoFuER+TJ0/GjTfeiIEDB6Jp06bmPQeUpRQ8hPMrf/t2OMnJWEPxa+VKtGje3AgZH374oREz/M4vikkBZY8+5xeFKzqE3NmEv/ixcuVK8/u5YsWKYs6vsGWPPoGEY8lIS8ParPrYkJKBFDrWkpNd8augAOPGjTOliA899FDZf4/p2KlVyxWYcnMDXU0FBcjxxpNZuzaSEuSqWbt2Lb795hs4fucXt58VdvwCTozOL057p44dsZllgm3awPHET+Py8joEbt+woVD8yrfiVwjnV8iyRwqEaWmhyx7tdo1V/PJKKcO+364nb5tVmPOL+3KTJkXzCvU6nUu8hRLHqpv4RSf/SScBXbq4+XXRlCuypJgOL36GTYv84+fnud9WhlJOIYQQoqqJXzfffDOef/55k1nSkt2UIvDBBx9gn332wVdffWVOStj2vXHjxrjzzjtxyCGHFL96LUonfjVuHHh1uKy0bx/fzk48qPzzz/hNTwhRo5g2bRpuvfXWQtEomI8++sh02vv+++/RIh4XAkKIXwW5uShITsaSlBS0u+8+vLhyJbp164Zly5bh8TVr8OgLL+C8OXPc93on8cXEL8cJFL94Ys9cJjqKgk5Ohw8fbn4/zz333JKdX36HkE9wSUsp+om34heFKL6fzrPu3bub17bRJRQBTmvo0KEYMGAA/mKeVijxi64urjNf5pdd9u2eWEfxK1HOrwceeABDjjwSSZx+qLJHvxAUQ+A9183WrVvRuH595PNCU8OGcNatM6+l0cWVlIS81FS8PXp0YeZXQNmjtz4ilj3S+RVK/PKLmokSv0oqewyV+cVctVmz3CYHZYXzttljobaFFSq5f9n58e+nn7pup6ogfv36Kw+egfffj259dOwIfP99QMONiPD7YLfdgClTXOeXXzDj57kfKPNLCCGEiF38evHFFzF//nysWrXKHJyHg1eS+TqvwP/8889444038PDDD+PXX3/FRRddZJ579NFHtQniIX41axbf9Rhv8evEE4Hevd0DOh4AcsxCCBEFdFCdfvrp6NGjB4455piQ7xk2bBj++OMP03Hvm2++Kft6DeX8yskxzq8RDRpg1vXXo5Wp8qtrXDxt8/KwvEkTtPVOzq2jK6Ds0Sd+USQhBSyfo2OD2Uxe10ALxSk6rP2urLDOr+CyRy/zK913UcR0EqT4RXHIccy64sUoUtKFKI6FDjf+9k/hCXYJ4pff1bRsyRI8PnKkKwylpSXM+cUGAocddJD7IJT45ZUgxuL84vjpKiSN6tVzRa0GDQLELy7N1oICdGzVCtddd11Mzq/CpgAUyLyyx2LdHktb9mjLGsO93+7jJTm/QolfLEOkQ/yyy1BmuC+zSykJNVa7rSic2kwwikg8rmBGaTwEODtvipuJEL9eeMENsL/77pLfa0tySbRj8f//9+/n9jW6MuX8EkIIIWIXvw4++OCognp/+eUXI5ANGTIEvSl8eFAMY3gsefbZZ8ueNVLTodOAYbHxhNuXLeHjcZKycSPw3nvu/Xnz3IM/HgQKIUQU3H333fjnn3/w8ssvFwoIwey6667o1auXEVziQoSyx/yUFGQ3aACmSlG8oJCR4jjYWK8eanuiFwU7UqzbY1DZYz4DqnnxghccgkoPbWaYvzQyaudXCPGLv70UZnI4vYICI341aNDAZFGVJH7ZMdDtXaxU86mngMGDgfr1Q4pfm9avN0H3P7GJCseToN98Zqm1ZodFEpz5FRxkHqX49dRTT5l8ti5duiAjNRV5FEe4zj78EMf6xK+cpCQcvO++5r2mFDJE5pdf/PI7v/xljzwgS69szi9b9uhfTxSc9tmH9aAoM5w3xRmu21Bjtfs2/89YoYv5VcwmtcsRD+y69jLzAmAe2ZdfAsuXl34Zd9opun3f7puxiF8hnJ/F9gOJX0IIIUTiAu+XewcJHdhhKQgecDds2NCUTs5l2KkoPQym94mLcYFiGg8oly4t+7Ruv93tPnTOOW7p41VXAS+/HL+rtUKIasuff/5pxC+WPO6yyy7lN+MIzi+KRblJSajliV9G2HAcbMvKQpYNx/cEopLKHvMpePHENIT7hgIaha7Czn8Un3Jz0X7FCtQKLlMME3hfK8VzkFCH8Zxf2/lez/lF5xoFtmjKHkmwGGf45x/g6KNdcYDLGOxqKihAvYYNjXMvKTnZdX7xt+Cee9zStQiw3JDZZ9E0BqD41YplYtQCrBBgnV/BQleUgfdcRyeffDJmzJiBNDq6KNCceqoRqm721ifD7Sl+pXvCBstLY+726Dm/CJsSFG7zaDO/WFZH4Y8i6qpVgaJHOMHFL37F6vzic3QvhurOGCsUXjnOcMvmL3u082P2F8v7SLzK+SKVPf7f/7lutxEjyibwRSN+2ZJcX9lszIJZcNmjnF9CCCFEYsUvBtyTeXT7BLFhwwas88oGZjE3QlQu8YsHSsyCYeZEWeAB31tvAW+/7dr+Gd7KkySWVLL8UQghwkCR6LTTTjOiybXXXlu+68mWjPkzv3ziF30yfudXKkWt2rVRxzvpDFn2GML5VUDxywbFB7lvKH4Fi03vZWfj6IcfxlkLFxqn21J7gSJM4D3FGUuyl/n13c8/Y9PGjUbYYSni4ORk1H/ySdq1i2Y+apT7He11NfSLecXELy4DL3IxaNvn/CrM/CooQJJ3Ym7+UgB45hng4YdL/B3o06cPmjdvbgTQSLCT5OrVq9HKO+7YZsULG3jPv35xJUrnl3H1eWOnp9As+aGHIue888zBk3V+bacY6gkbdNfl+csevfVhZMh27XDbww+j65w5xcoeKaiZ+VBQi8b5RVc1OyEuXuw6wFu3BnbYwW1+w5y4kpxfdh+PpuzR23cL4f169eKX+RWN+OV3ftExGU78YldIuqxee63oOX6OLrVI4hNfCyd+URxmSa2v+YRh/Hg3rJ9u+UhCoBW/onHt+cseg0sYw+HfT4I/w/Uj8UsIIYRIrPjVv39/1KtXzwQRBwfkstuj/2ptTYMnId1b1zc33i81PMD5919g990Rdw49NPBkqDQwk4MdmgYMKHpu332Bd94Bvv66zEMUQlRf+Dsxe/ZsjBo1Kmy5Y7k4v7wTVgbeOykpZixW/LJiEEdH8asev5N/+QW5XgljgPOL03McpGzahN3nzMH+dAhZ51eI0jMrfvmdX43pMNtzTxx32GEmf2sxhY8IgfcZqSnovmwW2m1fjRSnAC2aNcNhgwZhW3a2aQ5A8evG7dvRhBcpKIBZrrsOeP5598KFz/llxb5iwoANLPcF3vtL+uzJPMUvE0jPaVCgKOHEnp0uGfrPC2bhWLhwoXGTM4usM51PdIzZdelzfi1duRL33nWXmV60gfe2iycxzi/veSOCeiWM1vmV5u0n3Ar5VuTwbYvaFEcWLsSyli3R0Fse/zoq8OZTK9rMr1tvBfbe282Lo7hD59dXX7mOuoULi8QvM+AQog/XC+cZbdljsPhVt258nF/Ril90fjHPjw7DUM4vHmdeeqnrJtxxx0Lh1rzOdcN8O29/Druc4cQvToMNnqyrzkLRkcIX1zfFyHg4v0pT9hjpMwq8F0IIIRIvfvGg+pFHHjEH8P369cMpp5yCq6++2mRiMOtrZ4almmO5hA2h0pKRloJPLt7H3Hi/1PBAjAc2vNobb3bd1S1nKS109vEg9IMPiq5iWg45xM3QKG1+hhCiWsPGKA899JDpLsyOiuVOmG6PFL9s2WNw5tempk2xip/Zf3+ksAwtVNljQQH6/Pcfjvrf/zDWcVBA8SCC84tlj36xqR7H0aQJdmjSxLjHbLZYuMD7rNRkfPTqlbhmyefIys81Ak6PPfZAPYpeN96IY489Foze39ili1t+5l9+/kZzTC++iMb/93+4msts3VwliF9+5xfLHJN9zi9T9sjp8zPhTuz5+3DnnThy40YjbBUT3IIEMgb3s0Syb8+eRpjcavPTfOLXug0bUDsjwzTbyd6yBVOnT8dff/+NrXQREV6Ie/ZZ1zHkiRQB5YpcLd7FKko0ydalxVXA+96yBHR79GV+ZXpupS316iHJW9eF4fZcZ57zK93v/IpU9rhsGXDkka6jyTYcYCkiLzhx+n7xy36Gv7njxrmijS17LE3gvS17LE/nF8sOuUznneeKX3Se8TN232AIPt3qjz0GdO5c9Dynz3EeeKDrkotG/AoeB6dFR92iRYGdWTld2/U80jrka9zfo3V+laXs0fs/GPCaMr+EEEIIQ0KVp7PPPhtjxowx4tfHH3+Mp59+2lzpHDt2LHbklTkw6zfOnQprEjyQZZ4WT54SJX6VNpx4zBh3GqHC+DlmHpwGOQKFEIJCB7s7du/eHddff33FrJBQ4pcXnB5c9mhL2rY3aIBjKCJ16WJELYomNtzcn/nl5ORgZdu2xiFkgrsjZH4FlD3m5aG2J35R3OC8C8Uvf9mTL/Ce4gxHn0sRx74vNdW4iy6++GK0aNECdbySzQDxjfPkcxRRPv8cKYsWYagn1kTj/ArIs/K5lwqdXxx3pFKsd96B89hjeDA3F/Xr148ofm3atMm4zLmukvLywDVS2CHTBt7TrZeXhyaNGpmnly1ahHkLF2LuwoVYYUtHv/0WuOEG4LTTCi/M+MsejfjlzdNJSjIHTybcntuexzLMMZsyxWR+5QU5v2rn5KDl9OmmuQFFrmRvXReKib6yRzYpiKrscc0a13VEUc2KX+5E3WX2i190iPM+hRo6sq2QFE3gvd13/dsq3s4v7guRxC++xnLGN95wBSiWG1J88ws93FfZ/fGSSwLdT/Z1ileRAvpLcn5RhOfxKp12jJsgFOG4HkoSqUqb+VWassdQgfcqexRCCCEMCbddHX744fjuu+/MASqvzP7www+m7GDatGnmJIK5JaKU8Mqv7W4Vb7p2dQ+ugzMuooXlBSecEP515n/98EOphyeEqJ4wi4rljpMnTzbiALsU2tvo0aPNe3hBhY9ZVl+uzq/U1LCZX0lW7GFg+fbtRvwpFL88oSF3+3bjOsrPzCxyyPLENIQAwen6A+8dr6zK8cQvTj9A/PKHvLOMjqWHVvyi+8p20/PKcBmFTAAA5eBJREFULy21CwqwzQpdvuXfkJ+Pt0aPxk9jx2JL69ZGeItK/MrNDexk6Mv8MmOzZY+RTsiZWdahgxHsohG/GNxvyMkxrjyG1POCm1knnvjFoP863nrfTnEyPR3pLCu1653rkhdsuAyeeFbM+WWH5x08pXqZX19kZKA+BaY77nDLHv2ZXytXYuS0aej6ySfGfcRg+xRvnoUCId1hNlssOPMrXNkjhRyWeVKA4S2S+LVyJcBmABT1eGGKxw7W+cVtP3w4cNNNYbdFSOcX1zn3X7q7Q4lnnD5LTHfbDWCnz2gC70PtD35XE5fhvvuAI45wb37xywpMwaKRfZ3ClZc1Wyrxi0IjBU5/vhedX1x/JTUNKG3mV7zKHiV+CSGEEIYKqTlk2QHzSg477DBzYFvTyM7JR//7xpkb75caOrO88tG4w6uqFKhYIhErPPBnXtjBB4d/z+mnu1dxhRDCB0sF6RoOdetMxyiAo446yjxu72U8xRuKVwuWLDFlcZs3bMArr7yC/2bONCeWJvPL6/ZYy5Y98sfUhpezlC0nxwhFtrPf5o0bcdOtt5p8qlXs1tiwoRGlkngybp1fkcoeV62C88YbRmhx6JwNEr+WLl6MF19+GT179jQuL+v8yneSMGD4S7inwwnITfHcO/6yLsdBVkEBxv79N1YtWVI087w8bKSoV1CAvM2bsSktDVkxOL+4Hvxlj0neyXxyaqpxfs2ZNQufjR2L1RRl6LiiKMULObbrJMfPdc1Sz3r1ipdaWtavR/L06WhmxcTcXGTVr4/dd9/duAYXLV2KPE6T2yw3F7V94hdLWPl8gPhFEYPv8Ylf/syvYuJXUpLJ/Ho2IwMrjzvOLHtA4D3dQoMH4+/atfHNyJGmrDKf4pe33fzdHm3ZIz8fsdsjBSxmZ/L333bTZgSC10QhpPhlnXZcx7ytXu2uay7bq6+6Afl0pkVb9sj7HTsCe+wBnHyy68QKhgLRzz+7sQx33BH+996WPYYqN7Tz9wuAzKN75BHjsCzm/LLiVyjnF4Wzv/8OnzdakvhlBSnOw+6nFB2DHWjxEL/CCVkUKbneH3ww9NhJ8Fjk/BJCCCHKR/xiB6Zg2J3qnHPOMQeUd955J2oiDhwsWZ9tbrxfaqZMcQWqRMED7IkTY/8cD4R5MMaOkeHgFWFefWYJgxBCeFDwefHFF0PemBlJbrjhBvOYnSATwaplyzBn4ULMmjMHc//7z3SbbNaoEVq2bm2cX9s9caNWSorr/AojflnnF11j/fbbD+3btcNdd9yB5i1bIptuNpY92syvMGWPRgh58UUk3XUX3uR8KM544leOJ9xsWLvWCEt0y2XzOS9niiV4S+s3x/r0ukhOSi7u/Nq2zQhMtVq1wuI5c3DPPfdgA7OvcnORm5aGOunpyEhKQnZGhnF+cXmiLXss7GQY5Pyi+LVl3TrkU0jjZ1l2yIs4FMJshhTFL3anBA1NWcXnSaHmrLNMh8Mjb7gBVzHLidP58kukZ2WZ7pBHHHEEVqxaha8/+wzZeXnYzrJRT/zK2brVjMnxi19W4PCJX/6yR+a6WVGLZY8p1vnF5/PykOyVBib7yx5Zajd6NO5q3RoOM6q4aHQE+sQv6wy0gfecbsSyR+Z1Ufh67z03P5PQoW2dX9yfgsUv3rfToQOKy0FhimOmGEYRLYILL6T4xQD5775zRahQ2V/2/RSruH/wglcwbLIwYUJ0mV+hCHZ+2eUNJX7tt5+73AMHFv1fowj4xRfA1KlF6zqUA80vfnFZrPgVrfPLZn7FGngfLGTRLU/xm8d+4T6jwHshhBAifuIXTzjOOOMMc3uPB19Bz/G+5YknnjDB9hS7GK576qmnmscsaeH7VPJYRubNAzp1QsJguYLtmBQLvLJ69NGRs8h4tZRdKsvaUVIIUeOZMWNG4W/QZZddVuw53mJhy4YNRsxq1KyZub969WocPXgwGjdrVlj2SGp5Lp1g8Su47DHZcdCgSZOi3K3kZGxlbpQ/8ytMt0cj/Kxbh4KhQ3GqT9zwO78KWCLplf4Z4cVzfvklA46hUPziXzqu+PuRkoJhF1yAJnXr4sEHH8QE7zt5e1qaWT6KX1s88cvv/KJ7my696ZMnYx4vZARnfqWm4sSNG9Fw8+ZC5xf/UvxK4jrLynLHxOl5WVx2HaxcsQJzFy0y4w8puLGMbvx4fH3ooXi4aVPUZUknnVUUU4480mSZcVk6duqEjJQUrFqzBouXLkVWrVpmGXIoblEk4LayokUY55e/7DE32Plly0pzc83257Lw3XPmzTMNfyz+6Ti1aiHFW55CgdBX9lhM/Aoue6TbiOuLYfcUVCh6URQpyfllp8P9h508L7zQ/Z32bbeoM7/8jjTOP1T2l12GvfZyGwnY7Ds/11wD9O3rljCWVfwKdn75svIKL7hZ15cV6x56yM0/Y55YtM4vrnPOi2Nn50mud6/cNy7OL3/mV/BY6BRlXm7wvMKJX5wf/48p8F4IIYQwBLXhK5nx48cX5q74yxh5s1DsIrxKz4yvTz/9FOvWrTMdmQYNGoTrrrvOlGeIMjJ/vpv5kShYslEa8ev3302pR4nQxcETrUjZYEIIUQLLly8v9rvELoD+51i6GKv4VSsrC2tWroTjOG5elJf5tc07iaU4ROHDL37lOA6mT50a4PyiyJNsnR/eSfa25GTUofhFBw1PniOVPa5fjwJPICp0ftWqVSh+OXSfpaWZHDTme3EeDbKz0XrK30B7t1umkSr8zi86iJhfNG4cMhcsQJtmzdAxMxPbPWFgO4Px6cSjGJWejkzHKSzjJKsXLsS9KSlonZyMP1asgCnAo0jiiV/1tm/HFRs2YFKHDljZurU7Bs/5xVLIgszMIvHLOn+8dTCN62/TJnSl+8s3z+BulCOWLMHVnTphVwp//Cx/Sx5/vPBtjZo2xYCuXZG9bh32794drTt3Rq1x41zxi0Kc59LzVngx55e/7JHSgnV+WfGLzjrme3E7MEOM42rbujXa16mDM2+7DVdeeWUx8YuZX6meIBNQ9ugJaQHiV6iyR3++F/n8c9dFbWMGOA7b7dErpQxwfhGWOfqJFNgeruwxWPyaNct17/GiFreHfT/fF0qE4+scJysA2rQJFL/obOP/VzbM4faI1vkVLvOLjymQ2vXGfbxBA3fcvXu7x1KxiF/cPx59FGBDDpZ9PvVUyWWPwc6vSy8FmFlIB+Ntt5Wc+cXPUvyic882aQi1PfzrxH5WmV9CCCFE6ZxfPIHgiUC4m/8EY8CAAfjmm2/MSQjLM5YtW4a3335bwlc84MEUD4ASKX4x/JcHs7xFCw/Q2AmJB5Ql0b+/W3ohhBAx/P7sRTeJjwMOOCDi7xJv0TLns8+w6c8/jZiRVacO/p061Vy4YRA5T0b9ZY/7T5qE2mvXBohfC5cuxZeffYaBAwcGiF8p1vnhCRoUvzIXLsTGbduwITvbdIEMW/ZI8csrm7POE3+3xwLOIzXVDeD35nHkihXoOHZs4I+9PbG242B4PksOObbt243Yto3iCn9iUlJMqD/lhE2pqUjzxD7rwkqdNQvDt23D2A4dMMOKG5z2pk1omptrSkLJ0/37YwPzlnzdHpM57/T0IvGLn/O537Zu2oTmbdqY11NDOb+8z/D5nXfZBfXpJPY7ZgoXOtkILpm1a6PjjjsiPTUVL+XmYu9ff0UexUKWLVoXjRWLwpQ9Mv8s15Y9suunJ36x7LHQ+ZWfjwZ16+LggQNNEL8dN/cLO52kzEwjxnE/Cih79MQvkyMWqeyRwo1f/DrgAOCkk9xMq3DOr1Drxk+kroJ+t6D/OTs9K37RWXXQQUXio30/RSc7Dv8+bksHbV6bX/xis4LXXnO7b8bi/ApX9ugXk7ivW6caP0PnFt8TS+YXRSi+54orXAG5NIH3DM+nSMgcspJcXNzvFi50p8PtHK3zS+KXEEIIUfGB9yIOMCuLB2NsXZ4oeGBGcS0W9xezV9iFild/o3F+TZ4cOi9ECCEqgOUXX4yOkyYhZ6edsHuvXjjlpJMwkdmHnoCQ4nUOfCw1FbtPm4bd5s4NEL/oDtpnzz0xatQo8960nByTF2XEL5/z6+P69bG4USOc/eGHePN//8MSuk9COL+6UYiZNw/5nvhlHGRBgfcse6SLyTznOb9S8/OxondRN+Vizi+/IOK5hTi/HO/7mOKcFb/Wp6WZsPd7nnkGO9IxxvPqjRuxJiUF3w0ejOvuvRfDhg0DWrUC2KlzzRrU9cQNinHWPWWyvyh+cRwZGW5ZphXk0tPhbN+Ozz77DGtWrUI6BS1PDKKINHfuXLz77ruYwrwjn/jFLpuFJXVhxC/zvCcKdC8owIc9euDNXXYx66wNxYfHHiux7JHbMLjskfletuzRbF9PRKHYRjbQ2edNh2IX6dG/PwbXrYtVBx2EzOxsPEIhZfFiFHjT4nwKnW7hyh6tYBSKcOKXX0QLpqSyR04nuNuj3/m1aZObn3XYYe747NjtmEOJX946Dil+8X3MEuPf4HUQbtzhAu/9TirCbWOPOTj9UOJXcHlisPOLDQaI7TIabv1ZhyWX1f7/t3B/o4srkpBlp8tmATwWY94XBevgefm3h99ZJ/FLCCGECEDiV1XO+2JJQKQD2ni5v9jCPZaSx112CbwyHQ6WOjAQeNIkJAQejPOE7N57XbEwBveHEKJm0n/+fLTMz8eBv/yCtIwMtGreHJ2YjeWdRFPEyMvPx821amFxu3ZG3KIriuIHRQueyqZ738vN58zBl+PHG7cT2NnYE6b4vf1aixa4p08fLOjTBw2aN0fDL77Av0OG4KGHHsKcOXOMsFMvJwdfM4CeLiKvs28ST743bsTOW7ci1xMTWPaY5HN+5W7f7jrJUtNCi1/2xNjvZsnJCXB+baPzy3GM+LUhORn7tW2LhTvsgCa8uMFJbdpk3nP77bfjsccew/fff++6eTdtMvPKzM01ghnXlV/8MiWg7AKZkVHM+bVi0SIceeSRyPDy1uCtS66L2267DWeddRYuZFaV9xnjuPJKLYuJHGahvVJKn/hFGWYWS0br1MFPnTtjKUsymRfmL3tk58vs7ICyR5P5FaLskctnZmXHUVBgSlIpRK7ntgsS0WqddBLSH30Ujf78Eztddx325Phuvx2bunYtXvYYyvkVXPYYTGmcX9GUPfrdUMFlj3Shc92ws6OvY2dM4pdfdOK2oCjFv5HGHq7sMZzzy47Xil8UzPg4kvPL5mYFi1+2UQUJ5/yiC54ZXfw8Gwv4RTUrvJXk4uJn2dCA2WScL+cf/Bm/QGjH6TkKDV5JrhBCCFHTkfhVASQhCZ2b1TE33i8VFKS6dkXCocAWS0dGOiSiKXm05RDsKMmw3njz119uoO8HHwA33lgkFIYr7RBCiGCCT6K9skfj9GE5Xq1aSPdO9il+GeeXT/zK2rwZs7Oy0LNjRzgU+q3zi46wtDR88skn6NixI8Z17Yp/dt8d9T/+2DSDufXWW41gUjc/H9s5oRkzkON1tkz2cpAeHT8e9VgKRfHLV/bIDoeLFiwwDq6senWRv24JGmxZhRR2FrYnyV7OVEAIenY2WjLM3ysJy6bzy3HMbUteHlbXqoWN9eujlidaFGzejG2pqWjQoIGJOFi7dq3rWPLK92qxC2JQ6aANvKfzi+KXedYnfnHMXIYThg1DfTpcqCtwevn5yM7Oxu677+6WEvqdX7ZkL5RIwsfW+eU5iyiPbMzONiWly1u0wG9cr1wmW/bIMrarrwZOPbVYt8di4pdtMOBtfyvCJXnrhULm1KlTA8Qvk/F25pkmBH5Ljx64ggLIlVciLzPTuL9izvwKJlS3R66DkpxfsZQ9+gUailc8RuB86Uyy4pe92MTfebv+g8Uvm/Vml82OwYpfhNOLtezR/3yw+MXp2rLHcM4v5pdRALWft9O065dRENb1ZV8LJX5RKKZozb/cr4KdX9yOwZ8LLtMkdNZxfl6ThpDOL79gZqdj16cC74UQQgiDxK8KIDM9Bd9cub+58X6poGAUTWlhWeGV3OBw1XDwIPXBB93cj2hhmQQFqni6slhK2auX2wqeHc2uvbbotaDSIiGECEuI8ikrfvFvfkYGMnjS7RO/KJCYfDCeE+fnY1tSEtbn5BhRx+/8GjlypOlISOdUfocOeHT1ajQEs7OfMqJY8+bN0SgtDZu8odhSuGS60ObOxUZPsAoWv1avX29KBS887zy036Eltn94MwZNfBpZuduL3FH8vvU7pSjI5ObiuY8/RrMZM8xT2UlJaJydjcyCAmxmoH5qKrZnZiLDihubN5tQfNK0aVOz7GxsQ/J84pffPZVsM78KCpCclVVM/CrIznbXE8fnhbWneWWP272yTBsQb8Uvm7UV1vkVVPbIqc5esMB0quQtm/PiMtmyx5decsPWPTHPiFbjx6PunDnYsGULjj76aKzbsMGMnWWPmzwXkRG/OAZv+1577bX46aefTPlrgPhlOe44rLjsMvzgPc/3cAvTDRfR+cVogZKcX/wcf+vi6fwKF3jPctyvvnJL+CiE+Z1fFL54s+MKFr/85Zv+ske/+GU7c8bT+cVtPH58UeYX52eXicdVr78O2A6xweIXnVe8uGYz+Ih1/QVDkc1uK64H/zoMJ34Flz0Sls/a9RHKZRYceE8uvxz47z/3vgLvhRBCCIPEr6oID7I+/dTtMpRoeLWS7bxtiUIkpk51S3tiGRfLEmfPBmbORFxgfgs7L7Gkkh0n6UKj84simB2jEEKU0vlFEaPQ+ZWRgUxP/ErNyCjM/Er3Tvgpfm1PSjLCTVpQ5le/fv1MGV+XLl2MoJLSuDF4mnzQPvtg48aNpoNlg+RkeAlKhYKIzY4yAem+skcrfm3avNmU41kxh+/PyctDLY7flvZZ8cueZDM7cutWLGzSBLXoUklJMff/adMGnzRrhqXJyWZ5c7KykOmJG87mzcjxTrSzsrJQr149dO/e3eRyGfeb54KjQOUve+SaSfGJX6bbIsfBks0tW4wjzqwjT7hJLUn8Kinzy07fE1fqZWai/4EH4pRTTjHurGdGjcI2lifadWMFjm3bioS7c89F/exs7Dx8OMaNG4fFS5eag6eWLFdt1Aj/93//h0w6c3wOoquvvhrHHHMMtmzZElr8MrtXSuF25XtykpJw4MiR2Jdlbu5GD1ym/fd3x8a8zHAwEP2ii9zuj337lt35FU78suO65hrgk0/c4wRvvRW+xz/PWMUvL/OtRPFr+XJXvGWJoRWkIolfF1/sCoMsdeV4gsseb78dGDWqKNcrWPxic4GjjgKuu65omuHKHimMWtGK047G+RXKxbVxY5GIVpLzi8dg990HsNkFRUki55cQQghhCLpMKqoEc+e6B1I77ZT4ebF1PFtys5yRXaVKcqPtuWfRld5o4AEdBSpO38u0KRPWDcecL7Yht9CNduKJwDHHuAe1XkmNEEJE7fzyyh6N6OI5vzK9E/oA55cVvwoKwAIrI34FOb/8UPw6mi5YigcUYpgPxM9nZ2NNkPPLiigUv4xwZJ1faWlG/Nq4ZUuA+MX3L6Ngx5Nmll56WVqFjigLl6tWLaydOxf5yclYm5mJtw45xATM75Cba0SgrQ0aYOB33wGtWyO1Vy9s8dxZ5LfffsN1111n3j/QE784Yn/pIAU66/xKycpyc7S2bzfPG+fXtm3FxC+uS+OKys9H/fr1XbHIE6oCMr/CdXsMyvzKTE7GdTffDHTvjv79+2PvVq2QRpeMdX4FiV9m7JzPU0/hwAEDUPfDD5HL9Q2gWZMmOGzQIBz2zDOu0GBLzbxx1K5dG5s3bw7o9hg4PLekc+zYsXjggQfgNG2KUS1botOaNaHLHm0nxUhwXVLYMTuGE323R76H76fYxPVg1wXXd7D45R9Xo0au0EbGjSu6UBZJ/KJ77euvI4tfDRpEJ37x4hk/S5dTx44li19nneVOn4KddX5ZQdW/TF62XTHxa7/93Fuo9cdjC06Tjnn+Hyyt8yu47JHiFy/ohRPa/OIX50Nhjhf6li1zn5PzSwghhDDI+VUBZOfk45BHfjA33o8ZlqVQ+Ip0MBsveKDFA9tffin5vWxPTnEpVhiQ75XalBl78Boqd4wnDjyAfPLJ+MxLCFG9sSfRN93kniz7yh6NayczE3W9E9GQZY95eaZkkHlV6RRUfM6vYvAElSfDdJXQ9dK0KWotWGDKHh1fKVySJ6w5ycn4Ydw4kyvFMVrn14ZNm4xbiifI2anpSD3yNkzc6yLcccZZ7vcsBTDidzp51G3RAlk5OcjOzUWOV6pJMYrj5/L+u9deuHzQIDPWHl98gWwuk8dOO+1kbgx55xpJy88vVvbI5TbiF9eR5+wpoFjgE78Ky0Nt2aMnNm7bts04zCI6v4LLHkNkfhkBxhPWmPvVpnNn40DbumYNxk+ahHvvvRf5fD07u0i484kLpvyT8w1VbuYreyR16tQx4lc451fdunWNM+zggw9G586dcd7IkdjSrBlS/N0ey9LUxpYdluT8smWPTzzhikHduhV3ftnxRBpXtM6vu+4CnnvOdWeHE7+saETxK9zYuc4ppFFsYjmwvfAWSfwidIhRULLil52nnQ+zy7wS3mLiVyi4fph7xv9bPMagC474xa9g51e4wHu/UGnnybHacYZyfoXaHnQA0hXHdRKpm6cQQghRg5D4VQE4cDB75WZz4/2Y4QlMPFxS0cISi5LEL14l/fXXwIPZaOnc2b16W1Z4YElXA09UDzyw+Ot8jeUMLIsMbmUuhBChTmo//xx44AG3gcZ55wVkfuU2b47umzdjA89JvZK8HAo73sdbspSxQQMMHjwYzejmiiR+kbffdrOGvvnGCBAN77oLK72Sx2ABpW7DhujbqxeOve469Jk/3whxVvwyU8/Lg0OnVYNWyKvdtOizViAIdn7xfLl9exy1//5GvFq1apWZHm8Uvyj6pKSnYw7zt8eMwVsXXYS3vRB+C8sIKX7l+cQvrqvCzC+Kh154fKoVvyhueOJXfna26/zyddfjvxHLHq2rJZzzKyjzyzy2WVgcpxdcvnLuXPw1dSpuvvlmrGLAuL/sMUj8ygknfvnL56IQv9q0aYM1a9aYdc0MuOOOOw4O3Xp+kamsF7k4lmicX1xGiiV0bzPQPTjw3t6PNK5oxS/miNKZ7b8QFSx+cT/wRMiIzi+6xq2g638+XOC9Fb+Yo2UFKML79v8GnV9sLHDrrcCCBUXTjLT+WHbZoYPbxMe6xih+2emXJvPL/p0zJ3LmV6iSX4pfEyYE7vtCCCFEDUfiV1Vk+vSKEb8iCUYsYeDVYl6BLY34ZYNZy8LLL7sHeCxpCXegyswUlpS8+WbZ5yeEqN6cfTZw//3AF1+Yjnx03Pozv/Z64AH8PHYsFv7xB2rVru06vwoKCsseG9epg30OOggffvghMnmiG6bssZAjjwQuuADo1w8YMwar/vwTTFCcPHmycWLZvC+SUbs2Tjv5ZLQrKMBxzZphev/+Rjhav3mzm2fgL+Oj0NLaK5uy0wjh/OIJNrtX5iclmdB9OqM4TbquuLwM4R8zZgxa9OqFfylE+Tvembih+ib03ohfXuaXXVdm1qmpqFVQgAyuoxDiV/0//sAuvo6YpiumV/YYSvwy0y4p84td+6zzy5ZH+tZLmpcTlbRlCxo0bYqGDRtiPR1B/rLHaMQv657yCUMUvyJlfpFGjRqhib8MnyJjuG6PpcEKgNE4vyhcUfjxZ3NxDFYsLGlcFL8o+NgAeX8EAqdhRRuKbMGCle1CGov4RaG4f3+3lDF4WtE6v6wzi8tsl4kXytjxk8cJ9lgh0vpj5tg77wAUg60ASPGM2W3hnF9W/IqU38XlZ/QERTWb3xat8+u449z18+ij7vS4HhnyT2FXCCGEqKFI/KqK0PnVtWv5za9nT/fg6vffQ7/Oq8QUnErj+rLiF5fJf8AdKzyopOOLpRS+Upxi8MCRB7W33Vb6eQkRD5gPQ7GDJzWnn64r85URBsGfdlpRppGX02QzvygO9R8wALv16mUeG+dXQUFRmCZPrq1wYE9+oy1ly8xE7S5d0KJ9exOO/8YbbwQKKCkpqJ2ebn7E9z39dBxz3HGme+HUadNMF0JX3CoSeS686MISnV8Uv5LWr0e9Ro3w0ksv4YILLjDOrwULFhjR56STTjIiXIcOHXDfffcZoSjY+UWhLs8r+eRfhvdb51dukybYyDwxZl21amWe+2vCBKylEDF4MBr++ScupWvGrqPU1OgC723WVrDIwTJ8ConMe+Syes0J/M6vdE+ES9myxUyrcePGWEfxIkzZI8XAAPHLrk/rnvIJQ8z8mjdvnnHO+YXLSND5xay4uJQ9xuL84nu4figMBYtf0ZY9UsTjcQLXKb/fgp1fLKtkLteff5rcuGLjtNPn/KMRv848Exg9Gjj++NjFLwpTLJn0O7/sePmXnau537z1lvv5SFmm7A7Ji2p8L3PMOGaKcoxaaNu2ZOcXvxdYZsn9zr8fcxx0g9IJuscesTm/GI1xzz1uwD//r3HbnHJKfC40CiGEEFUUBd5XNXjgwjbboTKtEgUPthjwSveXvfro57333GBVOiNKAw/S2FXyxRfd0qLSdnn0TqBKhKUMzMmZMqUoIF+I8ubaa4HPPnNPvugYKI8MP1Fm/Jlfwc9b8cs6v4yYwLI8/8mvv4ysBJhxRfGEnQNfeOGFwHlyGl6J2WUU9Js1M4LUgjFjkMnvtyDnl2+g7l++bsfmFwUmTkR648amBI8MGTLEZI4dxKYhnvgzYcIEU97YzIbnexxwwAE4+eSTUfell1AnKwtbU1IwZ84ctPKErtwddsDBbdqY6Y2msEgNeMkSzJ43D3u+/DLmzJ6NNP6eWHElJSV82WNamitO2U52oQQedh623Yfp4LNh7D7xq1ZGBvhsnVWrkNSyJRrVrYtFq1ZhrwjOr+3c/nxA0SJC2WOvXr1wxBFHmM+0tSJICcS97DGazC8r3HF/4j7A5Vi40G12QyeX3Y+Cmj8Ug01xKAKx5I6NG/zzPP98dkVwu0PutZf7necnuOyR26gk8SscJYlfdM7fcIP7Gss8g8Uvy/DhbvOJYJdaMFw/dMwR6/ziRUFGQdjpR+r2SKGNIfUUzjg/im7hKKnbYygoNM6aFXkZhBBCiBqAxK+qxvffu1eyy6PTo58dd3S7TIaCXa7o/KL1vzTwwPGcc9yQ2NKKX88+67Yg953UhIVXpem4efhh4NVXkTCYRcKD2e7dEzcPUTWh6PXBB+4JCZ2Posrgz/wKfp4CzQZ29rNP+sWvWJ1fPi6//HLsuOOOhSKSgSe7Nl/JO7nv06cP+vD7jSfTQeV9hURyfrHrIR0mPqHm1FNPNTc/LOfjLRiO70HOm/t3QQE67bQTtvz7r2/IKUZQooCV6q2XHZo0wTbvZD7Pdsq0jqoIzi/Hm1ayFb9COb/8cJ3b9eVbL3TLvQLg4AYNML9VK3Rq1gxX3nQT6CXqsn69m98WouzRPPILmSHKHlkmSgddTND5xf1k8mTg22/j5/yKpuyR+6sVcejOmjQJ4Pi7dHGf47JxbH7RLxh+3jYa8L+HDqSSxmkFq2jLHksS8yi28Xs2eL/gvnfLLe59O89Q4hdjHEoadzAUvzhmlj1SSLT/3/zOL9sYwYpfDMu/7DL3IiPvR7qIF8r55WsQIYQQQojwqOyxqsFQ1fJ0fVmY5/XRR8CWLYHP8yCMlnx2KCsLAwe6bdJLG8o6ZoybjREtzNX56afAK7HxgOtj2jT3IJZXt+ks48kgTwDj2W2JB/XsbsXSDVG1YIAyxdejj5bwVQXxZ34Fh5efffbZaNe5M3aYOdP9f89Q7VDOrxgFjdatW2P48OE4yv8963N+BZzcWweNKXsMIRpEyvyiw4WOr1AO31iwYwuavnXHmRB8b73USkrCdu97n3lpKVxPVlzxMr8WL16MzuvWof+PP2Ifigp5eSjwlsM4v2zZYySRxC8W+p1ftWqBl1yeGDQICzp0wKuvvopXP/0Us1JTMfLvv9F66tRi4leu3wEV7PwqY05XWlYWNq9bhw979kQOnUP8niivwHuuH5vjxn2XYitzo/xlj/Y3s6R1XZLbLNQ4gzO/uI/880/UTsmA+XOZ6fbjb2+QeFvsvdznQolfpYEXvOiW47GSXyD2O7+seGXFL5Y80kU5dKgrgvFiYzydX0IIIYQwSPyqAJKQhB0aZJob78csftnsh/KEmUR0djF/wg+DoHkwVtYMMn6eB97M4IgVBhrzc3TERQu7QTL49YcfEFd44rjbbq6w5i9v23VXt4SirFDkGznSPTmlE48nq1z+6sTq1W7ZB/8Slo+wmYE9cU00dD+wG1m8hVELXTGE5T+iyuHP/PJDV9Kzzz6Lwa+8gjQ6N+67z91vvfK+sji/ShRz/K4PX1fDpLS04r81fvErUSfMYcQvriMKWStWrECWJ7IwodHv/KLTy5/51a1rV9xxxx0Y1aMHev70E65hWV2w+BWu7NEP328vFvjWF3PbCIP6OT5u1579+6NfvXr4jVnmFDOCyx79nQT94pd19JRh+3bq2hVHHnooDttnH6SwnJViSKKdX8GZX4Rli1x2Ow3CZbPCXzROsrKKX3R0U8C66KLop2Pnz3FyX2HpZkmOci5/vMQv7k/MreP/dX9DCL/zK5T4FZSfFxauFwrAt9/ubiMSr+8UIYQQopqjX8sKIDM9BT9fP8DceD8mWCZVnmH3/oNJXoGm+GK7Bd15p/scM4vKeuDFAzqW2pQmjJXlhRSXgjqPlXiAyrBcCknxggfqn3wC3Hgj8Mwz7sEvTwCYdULobCstPClhmD/dbSxDueSSIvGEeR53311+4lCiefddt3MWQ8Z5wsAMFHbdGzvWddWNGBH/ZeVJMU+QOD/uGyx34T7NxgjxbhFP8YsltxRJRbXJ/ApoEMLMLYq23E+teGFPfuPRwS9K51dmrbTivzX+ssdYHTWxjC1EuVrPnj3x559/4q+//sIu3v5PD1a2JwbkWeeXL/MrKz0dV1xxBbq0bo2NvXqhgVf2yI6UAeJXSWWP/I3geJhd5gsvp5iVlJRkMswofhEG+a9ZswZ777cfdmFZcpD4tc0GwgeLX0GZX6UhKT0dmampyGTemBWi4tHtsSSnlu326Hd+BYtfVtzzPxdv8evzz91ukDwmGDDAvWgUa2m4X/yyZZzlJX5xnTHsn4RyfvF3rE0bd4xc15wvvysaNIhu+mwYcN557vEGy2KJnF9CCCFEVEj8qkrwYJQ3hsNXBDwQZX4GQ23vvdfNzKAbjLkg8WD//d1uSbHCzDF2VooVZnnw4JEHo2Xl55/dUsq77nKFKOvy4gEuD1Lp0mKAMHPNYoUnEdY59sorbsMDds164AE3tJ8n2rzxoJslsTyBiJc4lCj3k585c9yTUbrmKHzxKv/hh7vLRr77zv17xBGuYMR1vMsu7vajMMaTm08/LdsYmP1GwZJwLBQsuU/x6jpLb/gc58mTsrLA/YAiKJdFVKvMr2Lw/77ddxLl/LLdC/2iD5/3hcKHWAD3L0+6y9n5RZGpR48e2H333ZHkzTvdcQqdX6bskXd8zi/j6qV4s3Urclq0QCPP5VUofnEdR+P8OuQQtwTOCga+MbH0kcH8VvwqxN9JMijw3uAXeEJkfpUKinncNiybs50Iy8P5xWXk/mQvZoUSv3hxyi57vMse+Rk6bvndyO91ft+WFrs8dGBFk0XK93PZ4+X84n7G/dL//8+KujwOYOA+f/dYVsp5Ml+tQ4fopk+3GH//KeKySRDd+BK/hBBCiKiQ+FWVmDfPvVJYv37FzH/vvV3XDQ/U6G4iLE2LsotViVDwYL5KLPBgkt3BTjst9vlRRLzqKuCOO1Bm19Bhh7mlena9BMMDWzpA+B42B/C3PI9G3OM8OE5mgvhhmD6XgaIaRSBuG3bR4kmLdeiFEuooHNExR0GTZbS9erkH5xw/88QsFDo5T+t0iAdcDjq56GDj+O1V/fffd51tFBEpgjFLjkIRx0ChlSdEFKWYo8ble+op9+SGJSPMQiptCeuPP7qlqY8+6p7wcdtQsOTzHId1fk2f7p60lNYJxuly2zAPrrwbVojyc36Fw2ZZxUv8sgKTzSzynxxzPr//XlTCFjwOUpJYVBZ40k8xIZITi+Ogsys7G+s3b8aRRx6JV15/HelWvOPrdMgce6zrMt66FbnNm5syya3//YfXvRL8qDO/InDMMcegfv362NN25rP4c7yCAu8N/GvXJ0UjPmZQPbdBabGB5vEUv6JxfvE93J8o2vDmF784Jm4LHgPYJjElOb9Kk/nFMj6KR4wNYM5oaeFxEr+vGQlgy44jwe1M91U8/l/uu6+7rhgV4ceK39yXeAzH448mTdx8MO43zAiNBf6G8jefmWwU0lT2KIQQQpSIuj1WANty83H8c7+a+++e3w8ZaVEesH/9tXvi7D/RKU94gEjhggeWFJyYpRFPaOcP11EyHHSd8WCyT5/SzZPlg489Brz5JvB//1e6aXA98ID9yisjbxuKXzyJoDOMIk80ZW8sc+WV8CuucIXHcPCkjSUe//sfMGyY+xxPfOle4nr95Rf3ajFPKhm2TigeBUNHH2/BtG8PPPmkeyJaFigocfl5wso8JMITW24HW/bx9NPuX5Y9WujA4s3CkyReQad4xpOse+5xRTK6t2LJVps923Uc2hw4v1jAkwmuS46ZpTiczyOPuEJjpG5c4aAwSUFy0KDYPysqDRS9QmV+RV3WVVZnUNFAQrqr0LSpK5bn5GBb0+Y4fuT4wN+aSIH3CXZ+FaNfP2T89x8mrF2L//77D9/cfz9asbGKDbzn9xaF72XLjEiQ17w5/klNRfvFi/FbnTp4+eWXkW4zuUoqe4zAm/z+D7ccXE++bZaWlhba+UVxnp36eKEgWhdPZXF+8Ted64+CKQUVjoHily3b42f5fXv88UW5aYkQv/j9GI9lZv4nhS+Og9ulJPh9PmOGW7JcVnhBibdg/GXP/v//pT2e4+8Vf/N4LMELo7yAJYQQQoiISPyqAAocB38v3lB4P2ro1LEn6hUJs6YSEdZNBxCdZLzximg00EXFK6ClPYmj4ELRiuIJXVmxntAy14Y5aHRTUYiJBB1yDMGmoMWsNF6Ztp3gQsETP4pXzJ+64YboxnPMMcDHH7tiIJ1VFMw4NuIXbLgfWacUX2cHwiFDijv5eLLDslCefLIskWUp0VxJDwWvrHO+3GbM0mIXL3a4Ymg/4ckWXVzRbjcrllFQ5AkyxTm6xtg5lGJdSScV3HYsJ7XCFB1l4a7k80YojlGo41/7XDRQCOA24bgoZIoqC0vkpkyZgj1ibTySCOcX3VWhShspgPH3JSev+G+NP/MrkWWPDOUuScj46SfQW1QoPTHrzwzWt474/5zflVu3oqB2bQxo1Ai33XYbln/+Oc5kbiPLwKMpeyztcgSVloYte7T5i2WFwlMinF9esH9I+D3MnCq+j9/HVvzy9qMAkcyGrJfUXIDTikXY4Wc2bgzMySoLLCmMltdeQ8LxO7/itZ9y/dKdLIQQQoioUNljVYEHTRS/mOlUXbGlADbrqSQoXlDAYQlfWaCoQyHm779j/yxD6FnCFkuJxuOPu0IQSzUpugV3uORVf45ln33cx3QeBZ+EhIMH1SwBpEBFkYlX0nljVhhhl0hmhXz4odupk6+xlOWkk9wSF5ZrcF9jKDvLHenOoljHnJyTT3bdWBT56BCIBc6Hnct4AsCwXo6T07HCF6GgVNo8O54E2K6XdLoFiwv8v0O3Istpfv3VLRXhiSVP0JgpFu0Vf4qJbDhBB2Ys5Y+2tJPinKjS3HPPPfjqq6/wxhtvVKz4Fc75VRLl5fyiizfWk3wbVB4sflEU5/d9VhYKCgqQn59vRKiAz5TB+VVi+aadT0niVzzg9zC///mdGa/A+2jGyWws+31M8Yu5VcEZaByPFb8S4fyi+BUPwa8yEs75JYQQQohyQ86vqoItmbKCSHWF7huKXxRoSoJX/NkevCwlJqRLF9eVQ5GHmUyxwO6O554b20E+BSZmdFAw41VbHggzy4oHx2zrbssOmSNGEaosB8r2KjrzRygKUeiy0+P0w0GXmHWK8WSE24PriKIaM0p4n1fLTzklunGwpJTLwtJdLn8ioIuO5S4UtwgdfXRZcX+i0y44Z42lTixrjOWEmduZ24zrlQ4zbq+SBGmetFPgZIkKs8VElaZZs2bmFjP+jnmVRfxK1Ek4BW46RlmaFevYgsUvfsfTlUQnmSd+sey0MHPNBs0n2vnlE782J1L84nctcx75fRaP78poMr+C4YUKuu2CMyYpftlogngH3sfb+VXZSITzSwghhBAxIedXVYFOHWYF8YpsdYa5FQw6jwa6eRgSG48MNOZvxerkYFkIw40Zgh4rzCHh+HlyQRGGJ3g86Rk1qug9DGCP50Eyy/TKMj2e+PAE1LqXTj21KP8lEhTJKHxx/bLjWiJhqShPMFiWy/XHEk5mnPFkms5ClqrRvUYRjm630jhFKAbSNceT+2hK35gRtuOObni/qLn4g+bjGXgfquwxEpw3P8MLKmUJZo8ES6hZhhwsnpSEDbu3gfeE/4fZCGXjRuQ3alTo/CoUvygSsUSQokykMvKyrOPydH5x21Aop5AfD6J1fvm5/HLX1RzcRZllj8yWtNONt/hFR3R1Fb/s/izxSwghhKgwJH5VFRgCzBOK6g4dAxQL2MWvJCZMcIPe4wGD3OniilZ44/iY78JyHOY4lQY6sRjubss8/vjDnd7Mme7f0ohq5XEAzzEzV4zQHRapcyVdYrYTZ2kbCpSGBx5w89XOOstdn3RSsFyHnSy5jcsqwtE153Wbi9ihlE4G5hJx2SuqUYWoHFQm5xddrnTORuvcLC9sCaMNvCd0VnI5mfnVqlVx8atTJ1eIpsAeLNYkyPmVbZ/zd3usrHB88XL5MX+SGZEUqOLt/OLvKN1m1bUTbnk4LoUQQggREYlfVQGKDcykOvxwVHtYVkeXDF1RJcH3xEv8oquO+VsMYo+mCQHdTCzRHD269DlV1gFGt5IV+9g5kgf/Nsy9skJnwqGHuoLdXXeFf99FF7l/2YWyvLnuOjf0n+uTY4037LLFaTO7LJwDju447tMM5Bc1m0Q5v0rjXqTQwP02VtdYogmV+UXoeE5LMx02i4lfXK8sr6SgHe/lCZP5NXf+/MQ5v+JNaZxf4aBblhdm+H1XkvMr1nk++6x7sYQde6v7/3+JX0IIIUSFUMmP2qovjWqnm1tUUBy57LIyhd9u2bIF2+1BfGXHn9sUDmYosa08s6fiBYPz6RJiSVwkeOWW4ensrEhXUzyu/LPskc4kOpaqAtwX6aZ6/XXg009Dv4cH+R984Lqt6KyrjtBF1qiR6+6yTQUontKpSVccXYxsFqCTHZEI51e4bo+l/a2paEJlfgW8nFw88D6RhHB+nXzyyRhG4buqiV/x+g7ihZmSymVL4/yq7sj5JYQQQlQ4OjKpALLSU/HniEPMjfdLhOUpsQYHe1Dwys3NRdu2bXFYpIDzygRzvFjSGAmWKLLjHnOc4gXzTNghkUIGr26Hgt0lbRv4c85BXInnspQXzBFj50ebA2OhAHTnne7JI3PcqivMI2L5KjPAuN/QUcNQe95nORafZ6mQEP7Mn3g5v9gEJYIIFPNvTUUTKvMrhPgVEHifSEJkfh144IF4/Iknqp74VZ7jLI3zq7oj55cQQghR4ejIpLJDUYE5GOzSVwqGDh2K9PR0rF27Ft9//z1+/fVXPPzww5hQkrhUkVDUYq7I8uXh30M3EYWXeEOHHbO8+DcUdDsRnvxURbEqEeIPy6duvz3w+VatgDvuAC68sPqfALFMl4wYASxYADz0kOv84j4yYEBFj05UFuz/g3iJAi1auBdGWFZbXQiV+eUjZNljIglR9lgoZPBWFQQeNgFgx9t4NwOIhJxfxZHzSwghhKhwKvlRmzAiUJcuQNOmUa+M//77D0lJSRg1ahTGjBmDbt264SGekIMa2t64+uqr0a9fP7zwwguVcwV36+YGij/8cPj3MGsqEY4intDwwJ2ZXn//HfgaHQDMkGK3Q2ZeCRdmfrGzGx17FGspHFK45Pah+6u6w/9HzACi2Mcgcf5fo4ArRCKdX9zfKL5E26SjKhAu86uixC9/2WPweDj/2bMrv/hFIZ77yE03lb/4VdmbAZQncn4JIYQQFU4VqINIHCwJrOVdDf3f//6H9u3bY4899jCP//nnH3Ogzdd//PFHbN26FTk5OTj++OOxadMmdKEgVUq25ebj9Jcnmfujz+qLjLQIB/FsNx5ll0fHcTB9+nRMmuRO+6yzzsKJJ56It956yzzefffdsWLFCsybNw8jRozAeeedZ5Zz+PDh2LmydRY86CDg889Dv8YMJXbY69kzMfMePtwtu3z5ZeCxx4qeZ34Tu1yNHKmDej/MtrINCJo0KXq+IkLuKwLuE7yRzp2Bq66q6BGJmhB4b4X6eP3WVLHMr3IVv0LNixdIli2r/HmGLL/mrTzhtlPmV/F1QtTtUQghhKgwaob4tWWLG9D6ww+459JLsdf99+PKG27AlClT0Lx5cyMIWSgCDRo0CI888ggaNGiA9Qwh93HFFVeYv5MnTzZiUmkocBxMnLe28H5YVq1yhZ7HH49qupdccgmeeuopc58iHYW8y3zlewcffHDh/euvvx4tW7bE448/jtq1a+Puu+9GRTJx4kTstNNOaNiwITZs2IB6HTpg85QpWDJjRqAwx25Ql1xiOi3mtWqFfJ+AGTdOPx3o0AHYf39XeOTJ6jvvAK++is3/93/49J13cBK7Xomig/p589yTRG4r5rHxOeZfCSGK/p+QciyVi/q3pjJmfkUQv8o98yvUvE48MfHzr6qo7DG8+E3xi7mhQgghhCh3KrlfPw488ojryuCB9IEH4sapUzFg0CDcMGUKeCpwk0/4OuecczBjxgwjfO25555oxdwiD4pJr7OznUf//v1x9tln4wcGoBMerFtY+rXWPeEoNTxRGTrU7SgYxVXbV155pVD4+vzzz/HOO+/gmmuuMXlfoWCnrK+//hpt2rTBMl69LkeGDRtmHGevvvoqfv/9dyPQ7bXXXjjqqKPw5JNPGtHxghdfRMaSJXiga1fMnTsXO+64I5o1a4bXevdGAcXM117DSf/3f8jIyMAslprFG+aJcb2z0cAhhwAvvgjk5OD9devw9NNPx39+VR0KXXRD8sT+yCNdN5hKXoRInPOrOuIvewwTeE8ofpVLt0eb+aVurbEh8as4cn4JIYQQFU71dX6xGx9bclOXSkpCsnfV+4sWLXD48uXwGpXjEgBH/PEHvp04Eeeefz5ObtoUG/v0wUGHHmqysz777DMj0lBMInR71a9fH3/99Zdx/7z88sv48osvMPDww90sqOuvB1g6SdcWy+bY9c1CRwzzrFq3jTx2dvCqV6/oftBJQKiSjzPPPNMIchTjor0i3rNnT5MLRkcYBSYG4scLBuzPnDnTiIhz5swxrq7HHnsMS5YsMSWmvPk56KCDkJaWhksvvdQ8fu6DD8zflyk0duoErgGe9vzfqlU4q3ZtJD/6aOE0unfvjt69e5vlufHGGwNEy1LDdc5w+88+Mw0HnEcewcKXXsK5l16Kux94oOzTr67oJFGIyCe/FFMkfpU68J6wg3HcHb+h4IUzxgg0bpz4eVUnJH4VR5lfQgghRIWT5DAoqoqQP20aUsaMMZ0Pf/MOfBtmZWFHdlgbNMg8/mfSJPz4wgu4gB3oLr0UfzZujH5r1uDJ554zTq1CYWjaNDc36vnnASv6sGRrxgz3Pp1bFM8iuFe46u4dMAA3BotG7BZYt67bpfHss90cpDffBBYtMp25tk79F7s8+LN567+3H4qsWmnuwX7//q5o9++/7nRYYknnmo+ff/4Zxx57rHF6HXbYYRg/fjz23XdfZGZmmvLNupxvDLCEhE4r5phRrOrcubMJyy8rp5xyCt54442Qr3GMzByj4PXiiy+iXbt2OOKII0wJKks3CUWwrVu2oPVRR6FLdnbA53vuvjsms3sVgN122w1TuR09mjZtipUrVyLefPzxxxgyZAj69u1rSjSFECImcnJcEWXzZvdCCB2SCWZrTh52ucXtUPvvHQORlV7Jr3exeyXL8/lbzN+CoNJC/sa1aNHCuLSbNGmCe++9N7HjoUtvzhz3WKB588TOqzrBzE66zhkb8euvFT2aygEd6xRTGZnQpg1w//0VPSIhhBCixlHJj4SL2ECBq3t31Pe0Osod5wGgvLIjgCmHHIKWGRnY9dNPsav3GR42/1a/Pj5/++2AvCsDHVi87bqryY8yUPjacUe2SwQaNXJLHiiCzZ3rlsDxYOXKKwsdZUl33RUgfL3x2GM4mSIcD3DYhp5XqdkdkOUZPIgmLDFs2QK48n338f/eB04+Efjii8CDxLffBk44ARMmTDBh+8zCYv7YgAEDzMuHH364KWt88MEHC7PIYhW+7JX0VatWmfJBhvh36tQJH3zwgXFTlYZvvvnGlFouWLDA/O3Ro4cJ4KeLjq4vli5SYLMiZHAJoQ3nL+THH4E+fQKeev2NN/Drr7/i5JNPNqIfHWubN2/GwoULcdFFF5ltTVcYRb14QJHzArr6wPi16PLXhBAiAIoB/D2hsykjQyunlJlf1vlVbplfZWhuU2PhtlF5byByfgkhhBAVTpURv+q1bo1xxx6LK/73PzPor5s3x1leXhf78V3utXt/sU4dnMMr6wAu+PZbjNp7byOQhIUiDwU1Hpg0bco2j8CFF7qd6ujCChaU7rzTbTHPssYnnzRPbRk0CEeOGYPvLr8cJ/sC5k321/jxbmg938tyl+BSjTPPAN5/F/jwQ/Nw3fjxaL3PPhjTogX+fvLJwjJAPxSRTjjhBCN8MSuLpZmNKNaVEpaPvPfeeybTjA4nlnaySyRdWQzDj4VDDz208P6iRYuwww47mJJKimq8xUzv3pyo6+zjFdOGDbFrWhp2pWjpccABBxTev+eeezB27FjzHJsSlJXs7GyzjpmLxjy4snT5FELUcHhBhTdRcuZXBPGLnZfLRfwSpYPbho5tlfcWocwvIYQQosKpMqm7SSkpOOi99zBm0SL8UVCAJnRGsazjnXew48cf44P990d2aioO/PFHbFyzBr99/jn2P+igyMKXH7q+WKbIq/MMN6ddnzlfzOy68UagWbMiseyWW1wx6+KLzdXN2p9/jncphgE444wziqZJQeqoo4CHHwaWLnWnTSHsxpuQmZaCzLRkYPcebqYIgAtPOAGN9tkHWz1Bxy98PfDAA6YskSV9zLT66aefjPtp3LhxaNy4cZlLFY877jh89NFHmMeufcZ49jbq1KmD8847z8wnElu2bDFZY3fddVfhc19++SVat25txlUq0Ss4e4uiIrdBCSeODL+n04ydPAcOHGgcYdGUfgZX//I5LvfDDz+Mv//+26xvCV9CiKqG+1uTUnUEgigC7+n8KpfAe1E6lPkVudurhFshhBCiQqhSmV8BcNjM7dptt/KZ39at7sELD7gpEFHQCbqqyRySl156CatXrzaCVLSsXbQIjw4dirt+/908ZgdElu7RzUURhzknZRKQSgHLFtuzg58HxS1mXl111VW46aabAt5766234g664bxOk4O8/LWK5IYbbjDOuP322880Azj11FONW4D4O2By92fHS7rprr/+erPMXPcM5x85cqR5Dxse8PNCCCESCDv3MoaAzl7+zrDbsY8NGzaYcvajjz7a5C+ywYmohBx9tBvxQOf4d99V9GgqB7m57gXQgQPdfNcRIyp6REIIIUSNo8o4v4rBq8LlJXyRrCw3p4XiV+fOIe38zz33nHFLMYi3JLeUZcyYMWjctq0Rvhhiz06O7FxIB9a///5rplfewhdhCD0dVDszeBjA/vvvj3Xr1uHmm282bjCKQcwKoxvKCl8U6w455BBUBhiETNGQ6/O0004zDjSWd/LGzpMMTWbpJAPzKXyRb7/9FsOHD8eOO+5ohK8DDzzQZK6xq6cQQojKUfZYbplfonRwOy1cGLFhUI12fsm1KIQQQlQIqhuIIzwY//DDD40AxDD6r776KmxmFl1Ie+yxR2GnQgoxp59+euHr8QprLwt9+vTB9OnTjZuNTjDmgL388sumFJD8+OOPJmSeOV8s9xw6dCjSKlGeDd13dKz17NkzIP9r9uzZ5i/FMUKXFwVGdpykAGYFPJaachsJIYQox6D0MHlRyvyqIjD+gU1/9tuvokdSebBCIB1gEm6FEEKICqHqlj1WYtjxkG6jI4880ggowULWhN/+wFEPfGrur/rwHsyfM9t0aixLaH15sW3bNpOjRncbg/Hr16+P99/3OldWcuimoyA2fvx4zJ8/H6eccorpoNm2bduA902bNs10p2SZpxBCVFW25ebjgtf/MPefOaU3Mip79te6dW6kAJvDsFyub99iDUiysrKME5mlj+xyLESVgIfaFHT33hsYOhS46qqKHpEQQghR45DzKwHQOfTBBx9g7733xgsvvGDuH3PMMSZf6pZbbsHd9z+Itle6gtHadevRsG4WqgoZGRnGKUXx6+STT0ZVokOHDuavP5OsXr16xd7XrVs3cxNCiKpMgePgu5mrCu9Xeho2BNauDfuyAu9FlUXOLyGEEKLCkfiVIPr164e//vrLlNyxHPCss87CF198gWXLluGc4RfhG+99tWoVha9XFS5j50UhhBCiHFHml6jS0Pk1d67KHoUQQogKQuJXAunRo4cpq7vwwgtNVhaD7GfMmIHUjCzscstXiZy1EEIIUS3Fr5kzZyJVoeGiqvHEE8Dy5cDgwRU9EiGEEKJGIvErwTAT64033sBVV12F1q1bmzK7rTl5iZ6tEEIIUe2ayrz99ttYvXq1yfwSokpx0UUVPQIhhBCiRiPxq5zo1atXec1KCCGEqJaccMIJFT0EIYQQQghRBSneS1wIIYQQQgghhBBCiGqCnF9CCCGqDeyqu2nTpooeRqWAJfYF27ea+xs3bkReun7yhRClp27dukiynSuFEEKIKkaSwzMFIYQQohpAkYdZi0IIIeLLhg0bTHatEEIIURWR+CWEEKLaUFbnF8WzNm3aYNGiRTX2JK+mr4OavvxE60DrINR+IOeXEEKIqoxqIIQQQlQbWJITD8GC06ipwoelpq+Dmr78ROtA60D7gRBCiOqCAu+FEEIIIYQQQgghRLVF4pcQQgghhBBCCCGEqLZI/BJCCCE8atWqhVtvvdX8ranU9HVQ05efaB1oHWg/EEIIUd1Q4L0QQgghhBBCCCGEqLbI+SWEEEIIIYQQQgghqi0Sv4QQQgghhBBCCCFEtUXilxBCCCGEEEIIIYSotkj8EkIIIYQQQgghhBDVFolfQgghBICnnnoK7du3R0ZGBvbcc09MmjSp2qyXe++9F3369EHdunXRrFkzDBkyBDNnzgx4z7Zt23DRRRehcePGqFOnDo499lisWLEi4D0LFy7E4MGDkZWVZaZzzTXXIC8vD1WN++67D0lJSbj88str1PIvWbIEp5xyilnGzMxM7Lbbbvj9998LX3ccB7fccgtatmxpXj/44IMxe/bsgGmsXbsWJ598MurVq4cGDRrg7LPPxubNm1EVyM/Px4gRI9ChQwezfJ06dcKdd95plru6roMff/wRRx55JFq1amX2+Y8++ijg9Xgt799//419993XfH+2adMGDzzwQLksnxBCCBEtEr+EEELUeN555x1ceeWVuPXWW/Hnn39i9913x8CBA7Fy5cpqsW5++OEHI+xMmDAB33zzDXJzc3HooYdiy5Ythe+54oor8Omnn+K9994z71+6dCmGDh0aIBxQ+MnJycEvv/yC0aNH45VXXjEnzlWJ3377Dc899xy6d+8e8Hx1X/5169ahf//+SEtLwxdffIF///0XDz/8MBo2bFj4HgoWTzzxBJ599llMnDgRtWvXNv8PKAxaKIL8888/Zj/67LPPjLhy3nnnoSpw//3345lnnsHIkSMxffp085jL/OSTT1bbdcD/4/w+o7gfings78aNG833Sbt27fDHH3/gwQcfxG233Ybnn3++XJZRCCGEiApHCCGEqOH07dvXueiiiwof5+fnO61atXLuvfdepzqycuVKWl2cH374wTxev369k5aW5rz33nuF75k+fbp5z6+//moejxkzxklOTnaWL19e+J5nnnnGqVevnrN9+3anKrBp0yanc+fOzjfffOPsv//+zmWXXVZjlv+6665z9tlnn7CvFxQUOC1atHAefPDBwue4XmrVquW89dZb5vG///5r1slvv/1W+J4vvvjCSUpKcpYsWeJUdgYPHuycddZZAc8NHTrUOfnkk2vEOuC4P/zww8LH8Vrep59+2mnYsGHA/wPub126dCmnJRNCCCFKRs4vIYQQNRo6eehWYLmPJTk52Tz+9ddfUR3ZsGGD+duoUSPzl8tPN5h/Hey8885o27Zt4TrgX5bJNW/evPA9dIjQ9UFXSFWA7je6t/zLWVOW/5NPPsEee+yBYcOGmZLNnj174oUXXih8fd68eVi+fHnAOqhfv74pAfavA5a9cToWvp//X+gaquzsvffeGDt2LGbNmmUeT5kyBePHj8fhhx9eY9aBn3gtL9+z3377IT09PeD/Bkur6TgUQgghKgOpFT0AIYQQoiJZvXq1KWnzixqEj2fMmIHqRkFBgcm6Yglct27dzHM8AeaJK09yg9cBX7PvCbWO7GuVnbffftuUtLLsMZiasPxz5841JX8s773xxhvNerj00kvNcp9++umFyxBqGf3rgMKZn9TUVCOiVoV1cP311xuxksJmSkqK+X9/9913m7I+UhPWgZ94LS//MkcteBr2NX9prRBCCFFRSPwSQgghahB0P02bNs04XmoKixYtwmWXXWYyixjIXROh6En3zj333GMe0/nF/YBZTxS/agLvvvsu3njjDbz55pvYddddMXnyZCMEMwy+pqwDIYQQoqaiskchhBA1miZNmhgXSHBnPz5u0aIFqhMXX3yxCaz+7rvv0Lp168LnuZws/1y/fn3YdcC/odaRfa0yw7JGNi/o1auXca3wxlB7Bn3zPl0q1Xn5Cbv57bLLLgHPde3a1XSw9C9DpP8H/BvcBILdLtkNsCqsA3bnpPvrxBNPNCWsp556qml0wG6oNWUd+InX8lb1/xtCCCFqBhK/hBBC1GhY9tW7d2+TBeR3yfBxv379UB1g1jWFrw8//BDjxo0rVqLE5WcXQP86YF4PhRG7Dvh36tSpASfCdFLVq1evmKhS2TjooIPM2On0sTe6oFjuZu9X5+UnLHPlMvlh9hU79BHuExQq/OuAJYLMdfKvAwqEFBMt3J/4/4U5UZWdrVu3mqwqPxS+Of6asg78xGt5+R52gGRunv//RpcuXVTyKIQQovIQRSi+EEIIUa15++23TYezV155xXQ3O++885wGDRoEdParylxwwQVO/fr1ne+//95ZtmxZ4W3r1q2F7xk+fLjTtm1bZ9y4cc7vv//u9OvXz9wseXl5Trdu3ZxDDz3UmTx5svPll186TZs2dW644QanKuLv9lgTln/SpElOamqqc/fddzuzZ8923njjDScrK8t5/fXXC99z3333mf3+448/dv7++2/n6KOPdjp06OBkZ2cXvuewww5zevbs6UycONEZP3686Z550kknOVWB008/3dlhhx2czz77zJk3b57zwQcfOE2aNHGuvfbaarsO2OH0r7/+Mjce9j/yyCPm/oIFC+K2vOwQ2bx5c+fUU091pk2bZr5PuW8999xzFbLMQgghRCgkfgkhhBCO4zz55JNG/EhPT3f69u3rTJgwodqsF570hrqNGjWq8D082b3wwgudhg0bmhPXY445xghkfubPn+8cfvjhTmZmphENrrrqKic3N9epDuJXTVj+Tz/91Ah4FHp33nln5/nnnw94vaCgwBkxYoQRMviegw46yJk5c2bAe9asWWOEjzp16jj16tVzzjzzTCOwVAU2btxotjn/n2dkZDgdO3Z0brrpJmf79u3Vdh189913If/vUwiM5/JOmTLF2Weffcw0KDBSVBNCCCEqE0n8p6LdZzWNrTl52OWWr8z9f+8YiKz0Cuw7MG0asNtuwE8/AfvsU3HjEEIIIYQQQgghhEgAyvyq6fzvf+7fffet6JEIIYQQQgghhBBCxB2JXzWZiROB228HRoxwH2/YUNEjEkIIIYQQQgghhIgrEr9qMqec4v697jqgYUNgzpyKHpEQQgghhBBCCCFEXJH4VVNZvBiYNw9YvRqoXRvo2xe4+WZg27aKHpkQQgghhBBCCCFE3JD4VVP5/Xega1egcWP38VFHAV98Abz6akWPTAghhBBCCCGEECJuSPyqqfzxB9C7d9Hjk05y/y5cWGFDEkIIIYQQQgghhIg3qXGfoiiR5KQkHNilaeH9ChO/Dj+86DEzv554wnV/CSGEEEIIIYQQQlQTkhzHcSp6EKKc4SZv0QL46COgX7+i58ePB4YNA5Yt0yYRQgghhBBCCCFEtUDiV02EIfdNmwKbNgF16hQ9z8f16wNLl7rimBBCCCGEEEIIIUQVR5lfNRHmejHo3i98kbp1gV13Bb7/vqJGJoQQQgghhBBCCBFXJH5VAFtz8tB1xJfmxvvlzty5QJs2oV8bNAgYN668RySEEEIIIYQQQgiRECR+VRDZufnmViG8/TZw4IGhX6Pza/r08h6REEIIIYQQQgghREKQ+FUTmTMH2G+/0K917Vp+4tc//wBHHgm88kr5zE8IIYQQQgghhBA1DolfNREG2rdqFfq1nXcG1qxxQ/ETyVdfAd26AZ99Blx7bWLnJYQQQgghhBBCiBqLxK+aRk4OsHIlsMMOoV9n6D1fmzkzcWNYtw445RTgwguBb75xu0xyXEIIIYQQQgghhBBxRuJXTWPZMiA5GWjePPx7OnVySyMTwXvvuXljPXsCI0cCAwYAHToAr72WmPkJIYQQQgghhBCiRiPxq6axZAnQogWQmhr+PR07Jk78evppIC8PePllICnJFeLOPht4//3EzE8IIYQQQgghhBA1mggKiEgUyUlJ2LNDo8L75cq//wKtW0d+D51fM2bEf95//w18/70bdO8fQ79+wIMPxn9+QgghhBBCCCGEqPFI/KoAMtJS8M75/Spm5/vkE+DYY0sWvz7/PL7zdRxg991d0WuXXQJf694dWLHCvUUqxxRCCCGEEEIIIYSIEZU91jSWL3fFrUgkIvPrjz/cvy+8UPy1OnWAtm2B6dPjO08hhBBCCCGEEELUeCR+1UTxqyR3FcWvVavcLozx4pVXgPPPBw47LPTrdINJ/BJCCCGEEEIIIUScUdljBbA1Jw/73P+duT/+ugORlV5Om4GlhxS/GHgfiUaNgIYNgZkzgT32iM+8mfN12mnhX6f4xTyyRMGA/e++A7p2Bdq3B3bcEejbN3HzE0IIIYQQQgghRNVzfi1ZsgSPPfYYDj30ULRt2xbp6elo0aIFjj32WEycODHkZzZu3Igrr7wS7dq1Q61atdC+fXtcc8012Lx5M2oya7fkmFu5sm4dkJtbsvjFEP5evYDff4/PfLmtJ02KLKRR/KJAlgg+/NDtKPn668BNNwEnnwxcf31i5iWEEEIIIYQQQoiqK349+eSTuOKKKzB37lwjgF111VXYZ5998PHHH2PvvffGO++8E/D+LVu2YP/998ejjz6KnXfe2Xy2S5cueOihhzBgwABs27Yt3ssjIkHXV+3absZWSey6KzBrVnzW57RpQN26QLdu4d/D0Ht2g6Q7Ld4MHer+ffdd4PHHgSOPdF1gEybEf15CCCGEEEIIIYSoVMRUb9e3b198//33RtDy89NPP+Gggw7CBRdcgCFDhhiHF3nggQcwefJkXHfddbjvvvsK33/99dfj/vvvN6LYDTfcEK9lESURSzfFdu2An3+OzzpdsgRo08Z1lEUS29audQW6li0RN2xu2YwZQJcu7v1LLgEOOQSgWLvXXvGblxBCCCGEEEIIIaq282vo0KHFhC+y77774sADD8S6deswdepU85zjOHjxxRdRp04djBgxIuD9fMzn+booR6LJ+7Kw++LChfETv1q1ivyerCw3h4vur3gydy5Qrx6w005Fz1GEu/xy4JNP4jsvIYQQQgghhBBCVN9uj2lpaeZvaqprJps9ezaWLl2K/v37ozZL7XzwMZ9n+eSiRYviNQQRT/GLzq8FC+KzTjkdimklsdtugCeexoWcHKBHD7fMM9h1dsAB7rh++SV+8xNCCCGEEEIIIUT1FL8WLlyIb7/9Fi1btsRuFDA88Yt07tw55Gfs8/Z9ohI6v1atArKzyz5fdo30O69Kyv2KF//95/5liWMwFMROPBEYNSp+8xNCCCGEEEIIIUT1E79yc3Nx6qmnYvv27SbHKyUlxTy/YcMG87d+/fohP1ePpWi+99UkkpOS0L11fXPj/UopfjVrBjC7LR6ljxQ4oxG/KJzGU/xizhen+coroV+nKBavUH8hhBBCCCGEEEJUP/GroKAAZ5xxBn788Uece+65RgQTJZORloJPLt7H3Hi/XMWvaAPvKcrR/VXW0sf8fGD+fKBTp+icX9OnU1FFXFi6FGjfPvzrvXoBf/zBtqRICH/9Bey+u1t+KYQQQgghhBBCiKolflH4Ouuss/Dmm2/ilFNOwbPPPhvwunV8hXN2bdy4MeB9opy6PUbr/LK5X2V1flGAysuLLvOrY0eGxsXPjcWyTTrYwtGtG9C4MTBhAuIOl/mEE1wn2733xn/6ony5+eaiMlohhBBCCCGEENVf/KLwdeaZZ2L06NE46aST8MorryA5OTmmTK+SMsFEBZc9kng4v9htsU0bID295PdyH9p1V2DaNMSFlSuBpk0ju9u4/x18MHDnnYgrffu65Z6HHeaKX+vWodqweTPw77+oETgOcPfd7u2441xRUwghhBBCCCFE9Ra/rPD16quv4oQTTsBrr71WmPPlh6JWq1at8PPPP2NLUFkZH/P5Dh06oA2FkRpGdk4++t83ztx4v1zYts0Vg3bYoXydXxS/6OiKFmaDlaEJAvfPTz75BLfffjsWfvop0KpV5A/cfrv79+uvEfeSR/LZZwD/f0yZgmrDrbe6ImW0JbRVlbfecgVZur5shtyDD7qCmBBCCCGEEEKI6il+2VJHCl/Dhg3D66+/HlL4IklJSTjnnHOwefNm3BnkquFjPs+csBqFl2XlwMGS9dnmxvvlwrx5QEYG0LJlbM4v5nWVhd9+c4WSaNlxxzKVl7388ss4+uij8cJtt2GHJUuw5MADI3+gf3/g7bddZ1Y8RA066/bc072/fr0rfO29d9UM1mdeG0tlWbpKJk4ERo8GPv7YfUwxNR7dQCsj3BcuvLDo8Zw5bibdjTcCL75YkSMTQgghhBBCCBEjqbG8+Y477jCljnXq1MFOO+2Eu+66q9h7hgwZgh49epj71157LT7++GPTBfKvv/5Cr1698Oeff+Lrr79Gnz59cPnll6M6MHfuXNP1skuXLuHfdN55wLvvuhlQLUpwIyUC68AKKk+NCMPa6WCiCBJG5CyRceOAhx6K/v10pv3yS+nmBRjXFzkgIwNzk5Nx4umnG3fiLrvsYsTb4PJcw+DBwNlnA//84+aAlaUckGIRbzfcwEA793n+f6AIyH2gKgm1l14KMMuP5aFHHVUkelFApZOQYurAgcCPP6LawdJbNiq46irgnHPc/zsffQS88AIwciSwzz5A166lnz7/T732GjBsmLt+2eihd+94LoEQQgghhBBCiNKIX/M9FxBdW3czAycE7du3LxS/ateujR9++AG33XYb3n//fXz33Xdo2bIlrrrqKtx6663IzMxEolm0aFHCSiuXL1+Od999F5dddpl5/Pfff2O33XYLfFNBgVtSx5NmW0r41bcJGU9+fr5ZxwczwyoYunRClKnl5OTg22+/xV577YVGjRoFvkinCwUAOrEiCXvh2L4dzn//YWXz5oi6QI7CyrJlMc2GYuqUKVPQv39/fPrpp2b/ejA5GevnzcOf//sfdt11VzRr1gwrV67E2rVr0bBhw8AJ1KkD9OzpClSlEb9eeskVSAjX8SuvuFlflkGDgAEDgDPOcJ1m8YQNJWrVcoWoeLFpE3DIIa7Ty7qgrPBFKOxxnuSnn9wcLDYqqE5QtD3ggEDhliW0V18NfPUVsMsurphN8ao0UFQ+80z3RvHw+ONj3u+FEEIIIYQQQiSg7JHB9o7jRLydwRN8H+zm+Oijj2LhwoVGaFmwYAEeeugh1K1bF4mEY2EHyrZt2xrRozSwU+WHb7+NNd9/b0SsH3/8ES+99FJhp8oLL7ywUPgi3bt3x/Dhw4smsHatG/Z++OHuY1vmecRgJGJ5Kfoccsgh+J7jDX595Uo4vvD3n376yZSm1qpVC4MHD0bjxo3NY4pIhdDtRbGulKH3D557Ljbn5+O4K64wJbJcd/EWvzZt2oSBAwcalyHFrxtuuMHsX0mTJqHhYYdhzZo1ZpvYfeDwww83oiUdiQFQMDzrLOD112NeTpPr5c8Q8wtfhCIKSz/ffBNxhWNu0ACgiPzoo+44Fi8u+3TpcLLC16hRwHvvuWHvU6e6z7GLpS0FpOhWHnlmb7zhCkYzZ7qCcqKhEytUVl3t2q7gRyhYeaXMMeMv7d1vP7cZhRBCCCGEEEKIxOBUU1asWMEAJ3ObOHFiTJ/NyclxRo8e7fTt29dZ4/penBuaNy+cHm+NGzc2f+fNm+esW7fOefDBBwtfW7ZsmePccYf5nLkNHeo4H3/sTvyii5wtu3Z32l33mblt2Z5rnn7//fed7OzsEsdWUFAQ8Pjwww930tLSnPfee8/Me9iwYebvcccd52zevNkZN26c8+GHHzoPAM6LmZlm2ci1115r3te+ffuA5br33nsDZ3jooY7zxBNOrCxevNg5AXAWtmwZMP233nrLueGGG5x9993XycrKch555BHz/gULFjgzZ850ti1f7q6ztWujms+YMWOc2rVrO4MHD3ZOPPFEd/ny8hyndm3HmTq18H18nuvDP5ZJkyYVTWj9esdp3dqd96pVsS3sgQc6znPPceOEf88bbzhO375O3Jg7t2j/8t+6d3df37bNcTZujH26Y8Y4TvPmjnPqqaE/P21a4OPzz3eco492EsbChY5Tp07x5XzoocTNc9Eidx4XXRT+PWPHuu/5/PPSLRP3ha5dA5dJCCGEEEIIIURCqJJnXCtXrnT22mMPJy83t1BwoChUp04d599//zWPf5swwbkEcBoAztsdOwYIIWF5/33Hefdd574+fZxrQwgL1/3f/wWIJ8HaoX2uVvBng6DgZcWvFWvWO48++qj53Kuvvurk5+eHHR6XcbfddnP2228/Z9OmTc706dMDxkLhi5//8ssvi43zDcC5EXC++eYb591333WOOeYYI0JZ5s6d6/Tv398555xzAsdA4Wu//ZxYufHGG50XdtjBKTjtNOexxx5zevfuXWxM9jZ27Fgj4NnHOc2aOc7330ecPgVGjvP66693TqVQ4+errxwnM9MVwYJ4/PHHneTk5JDbz9CiheP88kv0C0rRLC3Ncf77L/L7Zs5094VbbqEy65SJWbOK9i1Oy974mGOheJec7D5+8snop8v/O3a6HG80/PNP0brevt2JC9z/KN5df70rYnI83bo5znHHBf6/Gj3aSQicLqf/1luR33faae77KHbHAsVCfu7pp92//P/1009lGrIQQgghhBBCiOogflHkevJJ5+1rr3UOB5wZvpPgWZdcUihmNGjQwDn0oIOchRQx/CfKl14aftrz5jnOqFGhnTS8rVnjODvu6DgjRxp31k8//WREomeffdY9UfcYP368GUN373PbX3zRcV5/PWBWl19+uTPm62+dg2/7xDl4+PPOQ48+ESAEXXnllUbYCeUC23///UOKR+vXrzfOKT9JSUkB75mZnu5cvdNOAc89zZNvH2+//Xbha88//7xxSjnffOM4nTvHvLkOPvhgZ9YeezjO3XcHPE9n2d133+38+OOPznXXXefcfPPNTkZGRsC43m/QwHGuuCLstHfYYQfzvj333NP8paAVwBFHOM7JJ0ccn53Xscce62zYsKHoBTqn+PlooUCy224lv4/7Sf/+7v5Uv35kl1hJDB7sOIcd5jqU/FAMbt/ecS64wHHS0x1n333d+Y0cGXl6HAuFJr63R4/YxkbRi5+zIlW0olm4cbz0UuD/vREj3OWy/Pmn42zZ4r525pnuc3ydDsVvv3XiAkUtnzAclkcfdcfBdRcLAwY4zt57hxRnhRBCCCGEEELUYPFr0+LFzqx69cIKVJ9aJw/g3Ob9Xeqd/G8GnNyddw4/8csuKxQlCigaAM5Hd9zhbLz88qL33H6747RpE/g5W6K3aVPhU2+++aZzEksfvXLC+++/v/A1lh9a0eXCY44xn00DnEMPPdS55557AgSgnXbaydlG94uvbM++9tlnn5kyv+DpB7vERo4caab7DEWuWrWcfz74wHzm+++/N3/nzJkT8Jm1a9cGjIFln9PfeccVayJABxZdZLaUkI/r16/vbN5lF8d57z2nJN555x1nypQphQ60i5OSnHwKPGGWyy90Hn300WbcAbRq5Tg//hhxnqNGjSqcDktDC3nwQbf8MVroRqJAEw2//Va0z775phMzLOns0MH9PB1XoaDIy9eHDXMfUxAKFmjocOzZ0xWbeL9xY9cpxpLHKEpvi8H198ILjtOli1v+WVq4r3Cs3G9eftlx5s8P/96nnnKcli1doS8rq6i8uKxw+Sm+RuP+4/qjUMp5c3/zi3SRRFD+f/r997KPVQghhBBCCCFE9RK/KHokA85vgJPXtq054WzmE7x4W8uTd/v4lVfcD/7zj9MGcLKDBYPvvnOcjz4KFNHGjXPqAU6HUOVwFFj4fEZGUR4VS5X4HMWSrVuNeLDBG8NHPhGJJYqrV68OEJZSvXmed8QRJp+MgtFLL71kXjvjjDOczMxMc58iDZd96tSp5vHPP/8csE6iguKcdbB5bKF7JgQLFy40eWG2DLG5N84506ebZeD8mbGV6zvR/+ijjwKWrWvXruZvAcXKyZOdWOB6OC411dkcRqxkxhqn/e233xrHVrF1wO1gywFLgJ9lCSnz3VgOyjyy3NmzHSclJUDQDAudcSwznDEjuoVjhhbHRlfaNdc4MfPMM+7nI5XIMd+OZYjcDy39+rnCFJeNbrGBAwP3e2Zq0f1YVujWi3LdB0AhiGJg06aOc+ed0YtUTZoUF8JZsvjll06p4Th22il699tffxXNm8JpSXBsLOv1sveEEEIIIYQQQiSeKiN+kbPOOsvpyPyuefOc1See6Hw5ZozzwQcfOGuXLnVLwfwnwb6SIjqdPrHP08F1xhnFT5q/+abQVcQw+JCcdFLR+xn0bUu9gm5bjjjCaesJQb169TIOKisMrVq1yribeH8t4GwI41CaMGFC4WdeeOEFU6K41157lT4cnYJOhDyxYOg6u+iii5wUutgA56igUkuWeBKWHIYqxfyG5Wt0E1EgipED69RxVgPOLddf7/zJMjePhx9+2Ey7U6dO4T9M8YTbIUrxgtln/nG/wvJXlv5Z8TSIIUOGOEuWLHEfUNijwBdrCSNzuA45xHE8t1tUcD1wfXoNAiISPB6/QBN8693bdTDGAwrKdrq8T5F43brQDQT4GgUsu714GzQo9pJLCrq9ejnOsccGLlcp9jszJgqD99wT2+emT3fneeWVJb+X7rSbb459bEIIIYQQQgghaob4RfLC5eTwJJgnoBTHvNB7P4d062bKH4ud/FOIyMtzJk+e7PTr189p1KiRs5XuoXBcdVXg5xnE7X/ME/HVq42QxmD+l19+uVhA/tbteU63a952Djj3WWfrl1+HnRWFPv9nmZFVKtjVkG6TUvD66687D2RlOW+HELjatWtXeP8Odrc0etBkN4OLZXAsOy0F7775pjM7Kck5y5v2Dz/8YEo97bwoWIWEgethmgyE45NPPgl05KWmOmuPOsopoNDJjn4+5s+fb95z9tlnFzmxWD4YK3//XTTOaDpLMlCdjkO+/48/Yp8fXUb+fZQCD/8flSV3LBxeOW+xGwVFGwwf6nW650pTchmqA6PNVfM5HUuE64KOOX72119jnzdFyYMPjvweW4I6YULs0xdCCCGEEEIIUXPEr4hEOJmncFEHcG5q2dJZy5NblqD5So+OOuooI2zcWVLZFYUx263NMmSI46Smhp0/SwSvuOKKQvHL3+1xy2tvhJ1Vt27dCkWZlJQUUz5ZKj75JLpQ9nB88YUzPyPDhPUfeeSRhSIQb126dDHlkMW6VN52m+OcfnqpZ5l/+eVOXlBoP2/MBgu7HiguMAcqOAMsCt577z1nzJgxzplnnuk87xNl2rdvb7pnfvXVV4VjOInCGGGAfTSlbqFgeR5dY+++G/l9zGUL42iMCWZ7WZEpBgdgqeAy2fEeeGB41xlFWZZKsvw4Xjz/vOsg4/T9pZ+2JJRONEK3qJ9PP3U/c9NN0WV3BcOyUX6enUZDwS6fdrnj1RVTCCGEEEIIIURUJPEf1BCef/55nH/++eZ+dnY2MjIyCl8bPHgwtm3bhs8//zzg+ZDk5QHr1gFNm7qPt293b/Xqhf1Ifn6+mWedOnWwNScPu9zylXn+3+ZzkHXFpSE/M2vWLPzzzz9YsWIFhg8fjlLz1FPAF18An31Wus/Pnw907gxs2QKkp5un3nzzTYwbNw777rsvTj/99OKfueQSgOvxwQdLN881a4AmTfDYHXfgiltuwcCBA3HfffehR48eod+fnw8MHQq0aAE89xzKwtJHHkGrq64y95M9xatFixZYvnw5vvrqKxx66KGujNGwIfDdd0DPnqWb0RVXcEcEnn02/Htefx049VT3/vLlQPPmKDUcc1ISyoUNG4AbbgDuvx94+23gvffc/yM//ui+/sknwJFHJmbeI0e6+99LLwHduwO9e7vLzRv3n9tuA4YMAf7+G9htN/cz3Ie5fl59tfTzPeUUoEsXYMSIwP144UKgVy/3McczZUoZF1AIIYQQQgghRCzUKPGLzJs3D507dzYCxocffoi0tDSkpKSY13755Rf069cv4WMIEL9SJiLr7jsSO8PrrgM2bQKefrp0ny8oAFq3Bl57DTjooOg+c+KJ7gn/tdeWbp7cLRs0AD7+GHf//DMuueQS1IsgLuKnn4D99gNmzHAFiDLywejR6H/GGbgbQM6wYWjapQsuvvhiNLfi06JFQIcOwObNrshXGj7/HLj0UmD2bCCZMlsQGze662/9emDvvV1Bp7zEq0TB9dakCZCZmbh5cN/xr8+ZM4FbbgHeeSfwfaNHA6edBvzwA3DAAcArr7giWGm5+25g0iTgiSeAdu3c51JTXWF28ODSi89CCCGEEEIIIcpEiDPu6k2HDh1w991344svvsBOO+2EX3/91TzfqlUr9KZDpLxZvTrx86DzpG3b0n+eQgKFpYkTo//MihVFzrjSQJGHTpoXX8RNN90UWfiy7rR9942L8EWGnn46mj79NJ4A8Ox77+HOm24qEr7IM88AnTqVXvgiBx4IzJ0LnHBC8dfosqtf33WxHXOMK5JVdeGLtGmTWOGLcD19+23R44ceKhK++BqFsL59gXffBRYscIWv448vm/BF+H+Ejrb27d1tO2aMK3yRY48t27SFEEIIIYQQQpSaGid+kRM8sWHhwoU48cQTseeee2LJkiVI90r6ypVVqyq/+EV22QWYPj3698fDgUXRZ/z46B1FdKfFkeTzznNL5xo1Ar78ssgF17IlcO+9pS/ptGRlAVdeCSxbVty59PPPRY/32qts86mJ0KE4b54rTr7wguvy4nrl9rv9dtfxRecdhSry5ptln+c++xSJbt9/77q9DjsMYJnsGWeUffpCCCGEEEIIIUpFjRS/2rdvjw0bNuCDDz7A4sWLK0b0Km/nFx03ZaFr1+jFL+YcMZ9q113LNs899wQWL3aFrZJg6SCdWPGE5bBnneWKcHRgUaSioMJlY4ncUUfFRzCh0EVHEvPD/vc/12k3cCBwwQXA5MlFJXQiNihs0Yn16adFuWmWiy4C6PqkwMmMMK/0uUxwG1J0e/xxt/yR3Hkn8NVX1cO1J4QQQgghhBBVlFTUUFhGd8wxx2DChAlowgyiciQJSdihQSawLRtJqxPs/KLbhSWIdCvFw/lF50yofCo///zjim0s2ysLdeu67jEGk0cS77Ztc4Wjhx9GQmCA+dlnu4LJtGlAnz5lL5GzNGtWdH/AAGCnndz7X38NHHJIfOZRk4m0DumoS4SrjiWqpGbFKQohhBBCCCFEpaXGil8WljyWN5npKfj5+gGumPTAXCAnp7CLYkK67uXmBoospYHdHtmtjy6skpxIFIjK6vqy7Lyzu55YQhYOZjdx/Q0ahITA5WXGlxWmKO7Fi/79Xacc3V90ks2aBbz1loQvIYQQQgghhBAiTtTIssdKA11NtWsDf/6Z2EwxCkN0UZUFToNlhf/+W/J7KX5164a4wBD7a64Bli4N/55ffnFLExMZpE7xz++CiyfMFDvySLfMk+uYnTKFEEIIIYQQQggRFyR+VSQsH+zQwc21ShQrV7qur3hkDnXv7pYglqf4de657l9/AHwwdEtZV1YiefppNzg9UYwbF1tTASGEEEIIIYQQQpRIjS97rAi25ebj+Od+NfffbdEKGczkSrT4FQ969nQD2CPBnCOWBcar7JHOOIbO33YbMGQIkJYWOuze78xKFAygTyTs/iiEEEIIIYQQQoi4IudXBVDgOPh78QZzK2jW3A2kT2TZY9Om8cvf+uMPN/Q+HGvXujeWdMYLlgWy3PLzz4u/tnWr65wrD+eXEEIIIYQQQgghqhwSvyoaClNVxfnFPCq6rF5/Pfx7lixhK82yZ4yFKn0cObJ4B71Ro9x12Lx5/OYnhBBCCCGEEEKIaoPEr4qGwlQixS+KUS1axGdatpRx3brw72Ew/Q47IK7Q1bV+PTB+vJvvZaETjJ0Rr7wyPplmQgghhBBCCCGEqHZI/KrO4lduLvDss0DXrvGZXmoqcN55rpssHAsWAG3aIO7Ur++WUn70kVtWSY44wg3CZ0dIIYQQQgghhBBCiBBI/KrO4tcvv7h/4ykOsbxw2bLwr8+cGd+8r+Buk9dfD1xySWAIf79+iZmfEEIIIYQQQgghqjwSvyoaikkUv4KzrOIBRSoKQzvuGL9p0kU2dWr412fMcIPxE8Hw4e7fL74oKnMcMwZI1m4shBBCCCGEEEKI0Eg1qCAa1U43N5PHxY6FmzYlRvxq2TK+09xrL2DyZCA7u/zFr/79gXHjijLHKBzGq5OlEEIIIYQQQgghqiWpFT2AmkhWeir+HHGI+4COr1q1gOXL3S6J8WTRoviHz7dvDzRqBPzxB7DPPoGvURCbPz9x4hc58ECgTx/gt9/cdSaEEEIIIYQQQggRATm/KhqW77VuDSxcGP9p06HFnKx4j7dXL3fawfz3H1C7dvzdZsGwy+OffyZ2HkIIIYQQQgghhKgWSPyqDOy0kxsUHwwFppdfBn74we12mJcX23RZgrjrrog7FNRC5X5NmuTOz+ZxJQqWOjLoXgghhBBCCCGEEKIEVPZYAWzLzcfpL08y90ef1RcZ7I4YLH5R6AoWeNLSgIkTgb59S55Jbq5bFtimDeLObrsBN9/slmz6ha5PPgGOPTb+8xNCCCGEEEIIIYQoJXJ+VQAFjoOJ89aaG+8jlPjF7Kz0dGDKlMDn99wzOgcYw+4pTDFQP94wc2vBAmDs2MDnZ81yhTEhhBBCCCGEEEKISoLEr8qAX/wqKABWrgQ6dwYaN3ZLDOngokg2Zoz7HrquQpVJ+pk713V9paYmZrz77usG6lvWrAHmzAG6do3//IQQQgghhBBCCCFKicSvygDFJDqp/v4buPtuoHlz9/nMTPevfXz44cCHHwL33w8MHeoKZZHyvhLZdZEC3VlnAdu3u48pzPXoAbRrl7h5CiGEEEIIIYQQQsSIMr8qA7Y74u67Fz3Hjooff1z8vUOGuCWN/ExKitslMlSu17x5QKdOiRvz6tXuX45x2DDggQeA/fdP3PyEEEIIIYQQQgghSoGcX5UBZnNt3AiccoorIg0eDLz3HtC6dej3M8fr8cfd+7Nnh36PFcgSxXffue6z558H7r0XmDYNOOecxM1PCCGEEEIIIYQQohQkOQ7DpER5sjUnD7vc8pW5/+8dA5GVXkoDnu20uGkTUKdO4Gu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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_tep_fault(df_train, df_test):\n", " \n", " fig, ax = plt.subplots(22, 3, figsize=(15, 30))\n", "\n", " for i in range(22):\n", " ax[i,0].plot(df_train.iloc[:,i].values,c='k',linewidth=0.8)\n", " ax[i,0].plot(df_test.iloc[:,i].values,c='r',linewidth=0.8)\n", " ax[i,0].axvline(160, ls='--')\n", " ax[i,0].set_yticks([])\n", " ax[i,0].set_ylabel(i+1,rotation=0,fontsize=14)\n", " for j in range(3):\n", " ax[i,j].spines[\"top\"].set_visible(False)\n", " ax[i,j].spines[\"right\"].set_visible(False)\n", " ax[i,j].spines[\"left\"].set_visible(False)\n", " if i<(22-1):\n", " ax[i,0].set_xticks([])\n", " ax[i,0].spines[\"bottom\"].set_visible(False)\n", "\n", " for i in range(19):\n", " ax[i,1].plot(df_train.iloc[:,i+22].values,c='k',linewidth=0.8)\n", " ax[i,1].plot(df_test.iloc[:,i+22].values,c='r',linewidth=0.8)\n", " ax[i,1].axvline(160, ls='--')\n", " ax[i,1].set_yticks([])\n", " ax[i,1].set_ylabel(i+23,rotation=0,fontsize=14)\n", " if i!=(19-1):\n", " ax[i,1].set_xticks([])\n", " ax[i,1].spines[\"bottom\"].set_visible(False)\n", "\n", " for i in range(11):\n", " ax[i,2].plot(df_train.iloc[:,i+41].values,c='k',linewidth=0.8)\n", " ax[i,2].plot(df_test.iloc[:,i+41].values,c='r',linewidth=0.8)\n", " ax[i,2].axvline(160, ls='--')\n", " ax[i,2].set_yticks([])\n", " ax[i,2].set_ylabel(i+42,rotation=0,fontsize=14)\n", " if i!=(11-1):\n", " ax[i,2].set_xticks([])\n", " ax[i,2].spines[\"bottom\"].set_visible(False)\n", "\n", " for i in range(19,22):\n", " ax[i,1].axis('off')\n", "\n", " for i in range(11,22):\n", " ax[i,2].axis('off')\n", "\n", " ax[0,0].set_title('Continuous process variables',fontsize=14)\n", " ax[0,1].set_title('Sampled composition variables',fontsize=14)\n", " ax[0,2].set_title('Continuous manipulated variables',fontsize=14);\n", "\n", "plot_tep_fault(df_train, df_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the plot above, normal data is represented by black lines, while faulty data is indicated by red lines. The onset of the event, marked by a step change in the A/C feed ratio, is shown as a vertical blue dashed line. Observe that following the onset of the event, the variable values deviate from their normal ranges, exhibit an oscillatory pattern due to the automatic process control loop, and eventually stabilize. For some variables, stabilization occurs within the same range, whereas for others, it occurs in different ranges." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modeling and process monitoring\n", "\n", "### The PCA model\n", "\n", "The model discussed in this tutorial is Principal Component Analysis (PCA), a widely used technique in fault detection and diagnosis for process systems engineering applications. PCA generates a set of orthogonal linear combinations of the original variables, aiming to select a subset of these combinations that effectively captures and summarizes the data's variability. It achieves this by ordering the principal components based on the amount of variability they explain. The first principal component represents the direction with the greatest data variation, while the second principal component is orthogonal to the first, and this pattern continues for subsequent components. A subset of these principal components is then chosen to adequately summarize the data's variability, a process known as dimensionality reduction. \n", "\n", "The following figure illustrates this procedure using a bidimensional example dataset. In the first plot, the red arrows represent the two principal components, with the larger arrow indicating the first principal component, which is associated with the direction of higher data variability. The second plot demonstrates the linear transformation applied by PCA, which is simply a rotation to position the first principal component in the direction of the x-axis. The third plot shows the dimensionality reduction step, where the bidimensional data is transformed into a unidimensional representation, eliminating the second dimension. Finally, the last plot depicts the reconstruction process, in which the data is projected back into the original bidimensional space, but now with variation only along the direction of the first principal component.\n", "\n", "![PCA Visualization](https://www.mdpi.com/processes/processes-12-00251/article_deploy/html/images/processes-12-00251-g001-550.jpg)\n", "\n", "When PCA is applied to fault detection, the principal components are selected using the training data. These principal components are expected to explain the variability of the test data as well. If the test data's variability is not adequately explained by the principal components identified during training, the process is considered to be faulty and alarms are trigged.\n", "\n", "For more details on the PCA model, please refer to the following article: [https://doi.org/10.3390/pr12020251](https://doi.org/10.3390/pr12020251)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following command instantiates a BibMon's PCA model:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [], "source": [ "model = bibmon.PCA()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train the model, we use the `fit` method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [], "source": [ "model.fit(df_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fault detection index used by BibMon is the Squared Prediction Error (SPE). This index is based on the difference between the measured data, $\\mathbf{X}$, and the data reconstructed by the model, $\\mathbf{\\hat{X}}$:\n", "\n", "$$ \\text{SPE}_i = \\sum_{j} (X_{ij} - \\hat{X}_{ij})^2 $$\n", "\n", "The higher the SPE values, the greater the likelihood that the captured PCA model does not adequately explain the variability in the data, indicating that the process is not in its normal state." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a control chart of SPE values for the training data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot_SPE(train_or_test = 'train')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The confidence limit is established to ensure that 99% of the training SPE points fall below it. If new data points exceed this limit, it indicates a deviation from normal operation, triggering alarms.\n", "\n", "Overfitting to the training data often leads to an underestimation of the confidence limit. To mitigate this, we can reserve a portion of the data at the end of the time series exclusively for setting the limit, rather than using it for training. This practice generally raises the limit and reduces false alarm rates. To implement this, we set the `redefine_limit` parameter to `True`, and the fraction of data reserved is specified by the `frac_val` parameter:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "model.fit(df_train, redefine_limit = True, frac_val = 0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another useful visualization is the explained variance identified by the model:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot_cumulative_variance()\n", "plt.gca().axvline(model.n,ls='--');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above plot, bars represent the data variance captured by each component, while the continuous line shows the cumulative variance. The vertical dashed line indicates the number of principal components retained by the model. By default, this number is set to ensure that these components together account for 90% of the variability in the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying the model to test data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To apply the model to a test dataset, we use the function `predict`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "model.predict(df_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the SPE chart for the test:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot_SPE(train_or_test = 'test')\n", "plt.gca().axvline(fault_start);\n", "plt.title(f'FDR: {model.alarmOutlier[fault_start:].mean()}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe how the SPE points rapidly increase as the faulty event begins, surpassing the confidence limit and triggering alarms, which are represented by the orange points. The fault detection rate (FDR) exceeds 99%, demonstrating the high capability of PCA in detecting this type of fault." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot the SPE contribution heatmap for the test:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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XMEAS(1)XMEAS(2)XMEAS(3)XMEAS(4)XMEAS(5)XMEAS(6)XMEAS(7)XMEAS(8)XMEAS(9)XMEAS(10)...XMV(2)XMV(3)XMV(4)XMV(5)XMV(6)XMV(7)XMV(8)XMV(9)XMV(10)XMV(11)
2020-02-01 00:00:000.0010140.0649750.0378780.2467700.1810360.0044090.0337780.0097960.3047540.004927...0.0598320.0023720.1032760.0086920.0002530.0999660.0379300.0118210.3099430.002010
2020-02-01 00:03:000.0026000.0032000.0170560.0052000.0753890.5374880.0475530.0040730.1617140.000592...0.1070890.0001210.0027540.0348130.0022860.0102540.0361630.0154170.0517290.000530
2020-02-01 00:06:000.0034630.3357380.0872370.4489060.0825310.0347830.0342520.0368150.6049980.028912...0.0958560.0037160.0847300.0067800.0025230.0194610.0114760.0421280.1038120.010718
2020-02-01 00:09:000.0051350.0500670.3368660.0832800.0257850.0222090.0000980.0434270.1985010.016713...0.4664750.0036340.7021810.0000920.0103440.0245910.0073600.0130080.0681260.010793
2020-02-01 00:12:000.1061400.3873290.0081862.2785900.0962950.0413900.0889640.0806010.3663590.069751...0.1017400.1961661.7299250.0078660.0206610.0149500.0097390.0070560.2162350.010852
..................................................................
2020-02-02 23:45:0030.4084100.0314510.50347122.1630461.0721800.0013270.1224220.8400290.1089322.289084...0.18435529.9405649.9905350.1482511.2196440.0317780.0406622.2828460.0687650.359752
2020-02-02 23:48:0031.4677040.2726190.91188211.4815910.6030220.0276590.3825060.0290680.0240132.581854...0.27689031.1875713.7058080.8481430.9616670.0168490.1448842.4162941.2819900.273778
2020-02-02 23:51:0030.3158800.4555880.15386415.4120050.3173370.2113590.1500440.1689050.0116462.625218...0.02597730.4450676.9547433.0537190.8482700.1304170.3495482.3054010.1063180.106629
2020-02-02 23:54:0031.4001790.3312690.0906437.5935071.2652690.0341290.0641210.1579710.1448500.235651...0.15082831.8398183.8745970.5076500.0346670.3848940.0865691.2220120.0905050.322083
2020-02-02 23:57:0033.6661260.3621470.43188210.2333581.2007580.1468870.0009170.0364290.1437680.039342...0.01536832.4293014.7990230.9222140.2622400.0097510.0566890.6463880.1320350.550161
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960 rows × 52 columns

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" ], "text/plain": [ " XMEAS(1) XMEAS(2) XMEAS(3) XMEAS(4) XMEAS(5) \\\n", "2020-02-01 00:00:00 0.001014 0.064975 0.037878 0.246770 0.181036 \n", "2020-02-01 00:03:00 0.002600 0.003200 0.017056 0.005200 0.075389 \n", "2020-02-01 00:06:00 0.003463 0.335738 0.087237 0.448906 0.082531 \n", "2020-02-01 00:09:00 0.005135 0.050067 0.336866 0.083280 0.025785 \n", "2020-02-01 00:12:00 0.106140 0.387329 0.008186 2.278590 0.096295 \n", "... ... ... ... ... ... \n", "2020-02-02 23:45:00 30.408410 0.031451 0.503471 22.163046 1.072180 \n", "2020-02-02 23:48:00 31.467704 0.272619 0.911882 11.481591 0.603022 \n", "2020-02-02 23:51:00 30.315880 0.455588 0.153864 15.412005 0.317337 \n", "2020-02-02 23:54:00 31.400179 0.331269 0.090643 7.593507 1.265269 \n", "2020-02-02 23:57:00 33.666126 0.362147 0.431882 10.233358 1.200758 \n", "\n", " XMEAS(6) XMEAS(7) XMEAS(8) XMEAS(9) XMEAS(10) ... \\\n", "2020-02-01 00:00:00 0.004409 0.033778 0.009796 0.304754 0.004927 ... \n", "2020-02-01 00:03:00 0.537488 0.047553 0.004073 0.161714 0.000592 ... \n", "2020-02-01 00:06:00 0.034783 0.034252 0.036815 0.604998 0.028912 ... \n", "2020-02-01 00:09:00 0.022209 0.000098 0.043427 0.198501 0.016713 ... \n", "2020-02-01 00:12:00 0.041390 0.088964 0.080601 0.366359 0.069751 ... \n", "... ... ... ... ... ... ... \n", "2020-02-02 23:45:00 0.001327 0.122422 0.840029 0.108932 2.289084 ... \n", "2020-02-02 23:48:00 0.027659 0.382506 0.029068 0.024013 2.581854 ... \n", "2020-02-02 23:51:00 0.211359 0.150044 0.168905 0.011646 2.625218 ... \n", "2020-02-02 23:54:00 0.034129 0.064121 0.157971 0.144850 0.235651 ... \n", "2020-02-02 23:57:00 0.146887 0.000917 0.036429 0.143768 0.039342 ... \n", "\n", " XMV(2) XMV(3) XMV(4) XMV(5) XMV(6) \\\n", "2020-02-01 00:00:00 0.059832 0.002372 0.103276 0.008692 0.000253 \n", "2020-02-01 00:03:00 0.107089 0.000121 0.002754 0.034813 0.002286 \n", "2020-02-01 00:06:00 0.095856 0.003716 0.084730 0.006780 0.002523 \n", "2020-02-01 00:09:00 0.466475 0.003634 0.702181 0.000092 0.010344 \n", "2020-02-01 00:12:00 0.101740 0.196166 1.729925 0.007866 0.020661 \n", "... ... ... ... ... ... \n", "2020-02-02 23:45:00 0.184355 29.940564 9.990535 0.148251 1.219644 \n", "2020-02-02 23:48:00 0.276890 31.187571 3.705808 0.848143 0.961667 \n", "2020-02-02 23:51:00 0.025977 30.445067 6.954743 3.053719 0.848270 \n", "2020-02-02 23:54:00 0.150828 31.839818 3.874597 0.507650 0.034667 \n", "2020-02-02 23:57:00 0.015368 32.429301 4.799023 0.922214 0.262240 \n", "\n", " XMV(7) XMV(8) XMV(9) XMV(10) XMV(11) \n", "2020-02-01 00:00:00 0.099966 0.037930 0.011821 0.309943 0.002010 \n", "2020-02-01 00:03:00 0.010254 0.036163 0.015417 0.051729 0.000530 \n", "2020-02-01 00:06:00 0.019461 0.011476 0.042128 0.103812 0.010718 \n", "2020-02-01 00:09:00 0.024591 0.007360 0.013008 0.068126 0.010793 \n", "2020-02-01 00:12:00 0.014950 0.009739 0.007056 0.216235 0.010852 \n", "... ... ... ... ... ... \n", "2020-02-02 23:45:00 0.031778 0.040662 2.282846 0.068765 0.359752 \n", "2020-02-02 23:48:00 0.016849 0.144884 2.416294 1.281990 0.273778 \n", "2020-02-02 23:51:00 0.130417 0.349548 2.305401 0.106318 0.106629 \n", "2020-02-02 23:54:00 0.384894 0.086569 1.222012 0.090505 0.322083 \n", "2020-02-02 23:57:00 0.009751 0.056689 0.646388 0.132035 0.550161 \n", "\n", "[960 rows x 52 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.SPE_contrib_test" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot_SPE_contributions()\n", "plt.gca().axhline(y=model.X_test.index.get_loc(fault_start),ls='--',c='r'); " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This map illustrates the contribution of each variable, at every time step, to the squared prediction error. It provides insights into the relative connection of each variable to the event, whether as a causal factor or a consequential outcome. Compare this plot with the time series visualization we examined earlier!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NNV-based fault diagnosis\n", "\n", "The Nearest Normal Value (NNV) contribution analysis ([Anzai and Carlos Pinto, 2026](https://doi.org/10.3390/pr14050859)) is a model-agnostic diagnostic framework that combines drift monitoring with counterfactual analysis. For each observation and each variable, NNV replaces the observed value with its *nearest normal* reference and re-runs the model, measuring the resulting change in SPE. The variable whose substitution produces the largest SPE reduction is identified as the primary contributor.\n", "\n", "A key insight from the NNV methodology is its ability to distinguish **process faults** from **model drift** (operating mode changes):\n", "\n", "- **H1 (Fault-concentrated hypothesis):** Genuine faults produce *concentrated* NNV contribution patterns — a small subset of variables accounts for most of the SPE.\n", "- **H2 (Regime-distributed hypothesis):** Operating mode changes produce *distributed* NNV contribution patterns — many variables contribute similarly, reflecting coordinated, system-wide adjustments.\n", "\n", "BibMon's `run_nnv_analysis` function integrates an ADWIN drift detector to adaptively update the reference values during normal operation. Unlike using a static training-set mean, this \"nearest normal window\" tracks the latest in-control segment (SPE ≤ λ), ensuring that reference values reflect the *current* operating regime rather than outdated training conditions." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "contrib_NNV, spe_series, final_ref, ref_history, drift_indices = bibmon.run_nnv_analysis(\n", " model, df_test, adwin_delta=0.01, adwin_clock=1\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "im = ax.imshow(contrib_NNV.values.T, aspect='auto', cmap='hot_r', interpolation='nearest')\n", "ax.set_xlabel('Sample')\n", "ax.set_ylabel('Variable')\n", "ax.set_title('NNV Contributions to SPE')\n", "ax.axvline(x=contrib_NNV.index.get_loc(fault_start), ls='--', c='blue', label='Fault onset')\n", "plt.colorbar(im, ax=ax)\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare SPE contributions vs NNV contributions after fault onset\n", "avg_spe_contrib = model.SPE_contrib_test.loc[fault_start:].mean()\n", "avg_nnv_contrib = contrib_NNV.loc[fault_start:].mean()\n", "\n", "# Normalize SPE contributions to sum to 1 for fair comparison\n", "avg_spe_norm = avg_spe_contrib / avg_spe_contrib.sum()\n", "\n", "# Get top 10 variables by NNV contribution\n", "top_nnv_vars = avg_nnv_contrib.sort_values(ascending=False).head(10).index\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# SPE contributions for top variables\n", "avg_spe_norm[top_nnv_vars].plot(kind='bar', ax=axes[0], color='steelblue')\n", "axes[0].set_title('SPE Contributions (normalised)')\n", "axes[0].set_ylabel('Average contribution')\n", "axes[0].tick_params(axis='x', rotation=45)\n", "\n", "# NNV contributions for top variables\n", "avg_nnv_contrib[top_nnv_vars].plot(kind='bar', ax=axes[1], color='darkorange')\n", "axes[1].set_title('NNV Contributions')\n", "axes[1].set_ylabel('Average contribution')\n", "axes[1].tick_params(axis='x', rotation=45)\n", "\n", "plt.suptitle('Top 10 contributing variables after fault onset: SPE vs NNV', fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The side-by-side comparison above shows how the two diagnostic methods rank variables differently:\n", "\n", "- **SPE contributions** decompose the reconstruction error directly — they indicate which variables have the largest squared residuals ($C_i = (X_i - \\hat{X}_i)^2$).\n", "- **NNV contributions** measure the *counterfactual* effect: how much would SPE decrease if a given variable were replaced by its nearest normal reference value ($\\Delta\\text{SPE}_i = \\text{SPE} - \\text{SPE}_{\\text{NNV},i}$). This accounts for inter-variable correlations captured by the PCA model.\n", "\n", "When variables are highly correlated, a fault in one variable propagates through the model reconstruction, smearing the SPE contribution across multiple variables. NNV isolates the true driver by testing what happens when each variable is individually corrected.\n", "\n", "The paper proposes a **normalized dispersion index** $S$ based on the $L_1/L_2$ norm ratio to quantify whether a contribution pattern is concentrated (fault-like) or distributed (mode-change-like):\n", "\n", "$$ S = \\frac{L_1/L_2 - 1}{\\sqrt{M} - 1} $$\n", "\n", "where $S \\approx 0$ indicates maximum concentration (fault in a single variable), and $S \\approx 1$ indicates a uniform distribution (operating mode change). Let's compute it:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized dispersion index S:\n", " Normal operation: S = 0.563 (closer to 1 → distributed)\n", " Faulty operation: S = 0.250 (closer to 0 → concentrated)\n", " Deviation: 55.6%\n", "\n", "Interpretation: The drop in S after fault onset confirms a concentrated\n", "contribution pattern (H1), consistent with a localized process fault.\n" ] } ], "source": [ "import numpy as np\n", "\n", "def dispersion_index(contributions):\n", " \"\"\"Compute the normalized dispersion index S (Anzai & Carlos Pinto, 2026).\"\"\"\n", " c = np.asarray(contributions, dtype=float)\n", " c = np.abs(c)\n", " total = c.sum()\n", " if total == 0:\n", " return np.nan\n", " c_norm = c / total # normalize to sum to 1\n", " L1 = np.sum(np.abs(c_norm))\n", " L2 = np.sqrt(np.sum(c_norm**2))\n", " M = len(c_norm)\n", " S = (L1 / L2 - 1) / (np.sqrt(M) - 1)\n", " return S\n", "\n", "# Dispersion index during normal operation (before fault)\n", "S_normal = contrib_NNV.loc[:fault_start].apply(dispersion_index, axis=1).mean()\n", "\n", "# Dispersion index during faulty operation (after fault)\n", "S_fault = contrib_NNV.loc[fault_start:].apply(dispersion_index, axis=1).mean()\n", "\n", "print(f\"Normalized dispersion index S:\")\n", "print(f\" Normal operation: S = {S_normal:.3f} (closer to 1 → distributed)\")\n", "print(f\" Faulty operation: S = {S_fault:.3f} (closer to 0 → concentrated)\")\n", "print(f\" Deviation: {abs(S_normal - S_fault) / S_normal * 100:.1f}%\")\n", "print(f\"\\nInterpretation: The drop in S after fault onset confirms a concentrated\")\n", "print(f\"contribution pattern (H1), consistent with a localized process fault.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dispersion index confirms that the `IDV(1)` disturbance produces a **concentrated** NNV contribution signature, consistent with a genuine process fault (H1). In contrast, when operating mode changes occur (e.g., setpoint transitions between TEP modes), the dispersion index remains high, reflecting a **distributed** pattern (H2). This distinction enables practitioners to decide whether an alarm requires fault investigation or model retraining — addressing what the paper terms the \"retraining dilemma.\"\n", "\n", "For more details on the NNV methodology and its validation on industrial data, see: [Anzai, T.K.; Carlos Pinto, J. *Processes* **2026**, *14*, 859](https://doi.org/10.3390/pr14050859)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing the effect of preprocessing techniques\n", "\n", "In `BibMon`, applying preprocessing techniques is straightforward: simply define lists with the names of the functions in the desired order of application, and provide them to the `fit` and `predict` methods.\n", "\n", "In the TEP process, specifically in the `IDV-11` case, the fault detection rate improves with the application of noise filtering techniques and the addition of dynamics through lags." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "df_train, df_test = bibmon.load_tennessee_eastman(train_id = 0, test_id = 11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the default pre-processing pipeline\n", "\n", "The default preprocessing pipeline is as follows:\n", "\n", "- training: `['remove_empty_variables', 'ffill_nan', 'remove_frozen_variables', 'normalize']`;\n", "- test: `['replace_nan_with_values', 'normalize']`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bibmon.PCA()\n", "\n", "model.fit(df_train, redefine_limit = True, frac_val = 0.1)\n", "\n", "model.predict(df_test)\n", "\n", "model.plot_SPE(train_or_test = 'test')\n", "plt.gca().axvline(fault_start);\n", "plt.title(f'FDR: {model.alarmOutlier[fault_start:].mean()}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying lag" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bibmon.PCA()\n", "\n", "preproc = ['apply_lag', 'normalize']\n", "\n", "model.fit(df_train, f_pp = preproc, f_pp_test = preproc, redefine_limit = True, frac_val = 0.1)\n", "\n", "model.predict(df_test)\n", "\n", "model.plot_SPE(train_or_test = 'test')\n", "plt.gca().axvline(fault_start);\n", "plt.title(f'FDR: {model.alarmOutlier[fault_start:].mean()}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the `normalize` method was added to the pipeline, as it is essential prior to applying PCA modeling." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying a moving average filter" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bibmon.PCA()\n", "\n", "preproc = ['moving_average_filter', 'normalize']\n", "\n", "model.fit(df_train, f_pp = preproc, f_pp_test = preproc, redefine_limit = True, frac_val = 0.1)\n", "\n", "model.predict(df_test)\n", "\n", "model.plot_SPE(train_or_test = 'test')\n", "plt.gca().axvline(fault_start);\n", "plt.title(f'FDR: {model.alarmOutlier[fault_start:].mean()}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying filter and lag, modifying parameters using the `args_preproc` argument" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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DxA4MvFj1QhgBvEq01i7JwJ07oUVdx5qpI0Q0ce5qygTtWiagmahAz9b1WShhMgLWmDCxBKp4rHp5lehcuwRGndXWdhIzc658ee6PNLR3y1hMgtVzK0o/z8uN/5osk01UTHYT/97JZDWJctMmY6VdQocfjSRcfVsr/XZYn4Jyn2tRH3FgT4k8IePeEuh+4gs7gDOZDGtMmFjCq8VwtEv1a1Qp91mc/Hky1R+JHcCZTIY1Jkzs4NWicyCMOPVBwH1+dNaKcp/fObBNLMw4XvyRvIQXhxGarAlcejJB4GIYwBoTJnaEuVrE5ILjYSKIy2RsdR3wuYB5Q+V6zDKLdmpShzJZY+RFGxeWJk8TuBBhhLbPDuBMJsGCCRM7wlLPZ4q5SH8dGirXI7vPFWLqOIqJXEWw9BIiHXZoMjuAM5lK/EYYJusJI1w4U8xFxuvQULke430WvyOi8yfME8JOXHBiWjELkR43+wfbfbgJTfZq9tFMdCDTMtsy2QtrTJhYEvRqMVOcC83MMarXg/vctlFNGjxhHiVimKRMry2CeIUoo6G9C0zP2yy8eNL8teKFfSANvMi4qhBeDZnOTJPnl0YuUzR7DKPBGhMm1j4TQWW61CYZUpxkoorMSdKp+Qs+KZpQEqckZUZtEf68OKeQTnnkA1ONj1l4sQb2MXbmCnrhk1VK52C8b35r5DJFs8cwelgwYWIHJhVMLpe99IXlJOM7MUyZIjPHODV/xTUCxExbZDV5ywRSGahNY/w9jidrIrJMuX5lpM30zLZMdsKmHCZWhOVgKJtk8D5uphyj2QuOq0gupqpp0jRTIwe2pcdmrvQUARJ2hJNZ1lsrM5ZWsRdaESu0JHP63zvJlOuXAzdMT5A59ZqZOAiNDGMFCyZMrAjL98NsUvt6/c6ks2EmRqVY+S6MHNCWOjWt48p8lg4/CE1bhKgaY55Xq8m7Y9PatvvGNRh/r2XKhbnITohJnpvunjgV9rR7ahRKuLowE3fYlMPEirDMCpggMBEbgdYgG+z3Ms3UY7NWuhJK0ukHAeHn09Gn03V9WiXbjd3kbeWXo3Ft71bS38Ox1kn71IQKM18UJ9FWGMzfGt6THV+Z2MOCCRMrwqwsLFs5Z4v93k/fhXT7QaBt3DWoHX066nSaPOxkmjvqNMvJW2tjORaDJkwzXtqnJlhotwV/nQhrZmHNca8BxDCATTlM7AgrsVSm1llRwSy52rY9B8Tk6eSeR8Us5sSchfZl9N0AmhnKLsTarn16NUlmc9tkMh/WmDBZU/slytqZqGG8ds2p86ZJix1HQsXRLGYW0XNJ9+ZKphK79unVJJnNbZPJfFhjwjAWZHPab+3aF63eQbe8vthTJJSVWSxq9xTC0rbdB6QRNpPnr6Uh3ZtS52Z1PUUg+VHrJpvbJpPZsGDCMAFEtGQKuO56NbxHQsXF9CCrK6QHHyML7iMWUUWqEUh+CBbZ3DaZzIVNOQyT4Xitx+JHJJQw5wxsqxwZE6W6Qkbgd2LmqOo0AikMkyTDxI3YCCbjx4+n9u3bU/fu3dN9KlmH14mNiXeWXD/8GXBcZEvVatbcOaBN5MJareoKGTGLKkp3BBLDZAKxMeWMGDFCvHbt2kW1a9snQGL8gQuExRc/s+R6MTvIatYgJ8q5XRqHqimw8/uwyhRrxExjxJlYGSaLNCZM+MShQBhrc8zxe/Xu1uwQBS2CiubIrK6QEbMsrdjn+boqzFE1WTFM1ImNxoTJ3PTvUdfmhF3jxS+i4nCa7vNwojkyaobe/WpD0gSFVdy1fQto6CkFpgnTZJlYvUbw+P07hok6LJgwkZ1QolDML86mLFlIKnw7MJlp3zvFzWToR2hsmAK2PtLl+r6t6dzOjW1NWG4zsbptX3FulwxjBwsmjHIRNKwAo6KWDkObE5bwEyR6DQAyrSZX/4qTmV4Q+eS7La4nw3Tm3PAqYKuE5Lo5htv2lQntkmGsYMGEsUfLNGVT2CzTtDmL1uyItClLFe1cL3/5c0eTmX5Vrj167Xa4mQzTlXMjDI2NG+2UW+E66iZWhvEKCyZMLFdmQU82mJRHTV1a7vOomLKc4nQyk0XSGInTZBiGxsapdsqtcB1lEyvD+AELJkxsV2ZBTTbGyq920RhxwOlkppLTI26TYRgaGyfaKbfCdbp9dhgmaFgwYWK9MgtisjGblO8/93hqVi/PcXXdKOB0MpM9e5hzcso+czsZZkMkiROB3q1wzXVymEzuTyyYMKZk68rMbFIe8863SVebRy6MXxSEk8nM7Nl70VBlSySJU4HerXBt/F2mTlIMKfmAjRrYlq7v15oygZxEQp8OKPpomV+Li4upVq1a6T6dWLC35BC1H/Oe+P+yB/pTXm55edRqUMN32VbBFJ1em5QRjWQM+sRAMG/06Rl/P/x69tgPEpsZJ+u5o04L/B6mY8LWtx9NqAtSCDNOUsP6FNDQ3uXzrTCZQZGkP4HRZ7UVIe5xn79ZY8LYrmSzsYKpXrswZcEaentJUcr3GA8Wrd5BZ3fO7Pvi17NPl79SurQ0YZhaNIELafCNjsovzimkl+YWWlZBZuJLoYm5GQ7XyLsT9/GaBZMsJ8qRN+lGu36jUKJhk7k88oSpSUiHv1K623aQAr1RQyJTe0MXPuqtpdyXM5CCBtWlzx3tISrBCV7gWjlZThTqmESZhau3m353QgvrVONRBhNbr7GltWPw103V4bArFGda23Zb50kllFsvnHy5Zoe3E2UixyffbZE+d/SuKAUnuIU1JlkO1MAy8nK9y6yZ4IyXY6EWweAQRzU5ngtytGgDG/7ivYomwcszDTuSJAgtjV9t2ouJSSWUW0+8vAgZVcFUSsy1uBqsMcly9pQcln5uV+PDj2qucaBbi7qmfT1qlZadaIGMc5XmMxP0M3VbodgvLY2WjdXNc/OrTXut2q0JXHpwba9c1a3cttisW8v4avYYZ4IphNCoaAS9wIJJlmM2yHldVXoZeKMEJjeEBsuEkyiZBfzQAln5zMT1mUILgcifycNOpjsHtqFHZ61IESxUzSlurt9s315NTGZmsTPaNaJHL+yYHNTxF203rtrKdJrL4jZmk+6ZsymHiT1B5CoJMwIjDHMRJre2jWrS4AnzUtTiUUs2p3qPNC2Q/hFhjrPymYl6FmA32VhhvtISxtmZU5xev5Wpxg8Tk5lZjBOvpT4DzWQZ19xDMvCsz+/ahKZ+ub7cd4kYm5j1sI8J4/tgFlYERpihoJ2b1RWhl3FLNmd2jzBIGz+3upY4ZAG2QiZY4G1CMWLHyfXbRQP5sRiwEsizMbzfTz+qOFzbtMXlhRLtOjMhqpIFE8ZyMHOjkQgjY2w6QkGDXo36rf2xukdOr8XrM023I7RMsDCiN6cYz9XJ9atoV7y0pUzMoOt3+7Dyo4p77qGJcwuV2jELJkxG4mUADHoST5dpIajVaBCTjd09cnotbp9pFCZSo2BRQdOY6LaBsIGqwJrJx3iuqtevql1x05bSnZslCF74ZBU9MnOF0F751T7c+FHFgaLiffTSnELLbeKkyTSDnV+ZwJwdg4zACMJpN10E5Vjq9R7JHAedPtMoOc3qHWE/HX26MGcZI3aQOdPqXFWuP8icLVHPzeKUFz5eRWNnlAolfrYPWTSdnR9VHCjcuscybw0m9DiYmO1gUw4TS2fHTCowGNS99nKP/NJyRK0d6bUURg2IH+eqmSSwXwhBfmsM4+7rY7xX0JQY8avtjzqrbTlNTBzHB5UCo/hHCHcx1whpsGDCBDoABulbkCkRCEEmuXNzj/w0F0R5IpW1TS/nGobJyk7YTLcvjx+rf9w7r+0DzwLaL0zWmKtHDmgbez8cs4gccQ8zyLQHWDBhAtNIBGE71tAPwFCtu/2tGxu/3wN/UEnu3Poy+KnliKpmy0yIcHuuYfp+mAmbcaswbOaQPHJgW8tztuuDspT9j81aSed2KV/cLk6CnF1EThQ1225hwYQJRCMhbMc6Na2fA7WXlWm6fhsnrYLf5xM1zZaf0UrpMlkZhU3ZZIwKwy/PLYxs1I5s9T+wQyO6vm9rT31Q9VlEwSnbKYUK5QiiopH0Aju/Mr47sNrZjr3gxZkyXb+1I0hnSTfZMIM4nzBT0Xt1IHVzrul2xjabsKKcoVe2+v+/bzeZnqtqH1R5Flqek5SEe28tjeR90rP0p2IygkvVrhcTOpy4o9DPvMAaEyZWtmMvK9N0/TZKWgXVVWLUtBx+EoSGKt0mK6s8LVFV7TvtU6rbqzyLRWt2lM9zUlaJeVCnaN0nDQhNKKlgBE6+AItB3B9sUyevcuS1P1awYMJExnYc9KSSrt+qEnTGTqd+EH4m3YsSQQkR6RTmtGsaDS1ATFT7sj5lVevFSR+0exYJk5LLUa7EXGiiFWtSuxrd8vpi5SzGcYBNOYzvGE0BaGSjB7a1tB273beTSSVdv40KfuTAyJSq0fqcJvjr1+oynSYrXAPys1zXp1VStR/ldqr1qRxJrRc/+qD2LIDRdHliy3rl85xEvBJzgYmJCieeSbltQE7CTHSMKLt27aLatWtTcXEx1apVK92nEwv2lhyi9mPeE/9f9kB/yssNR1GGgSDI9O1u952u36YbnDuECeMKFZOZauSJ8fcYGDGxx+1ehEW6tEtxaadu2pSTa7MyXYrvyjRM6AdjY1Dkb4rkeqAZiUu/VJ2/2ZTDBEaQpgkv+07Xb9ONtuI0FjdTrUYatWRpURcU0hn1EZd26qZNqV6bnekyrn5UiUTqX1l00+Cu5UOj4wSbchgmi8BArK8XolUjVYlGSHfkiVdkZii7CCW3OIniCuoc4kCQbUrFdJnuaDEnz76orE3pFxVoU1+t21EuuuntxRvS1p78aM+sMWFi79Soct76bUAcr9MPvGg90h154regAM0RhLQgNBrpyKUR1/57Te8CeqWsYq5dm8I1onIwivShHo7Vdtt2H4hUfiAjTp99oUmbWrB6R2Q0mX61ZxZMGKUGFdVBT6UjGDNiAvTjuCRV8hOv0UVxVX/LBnVRXTigSAaV++xnttg4Jgsz9svr+hbQ0FPMM9Vie70ZEr9BIUa7/g7hU2SfFkJQS4oCbp59gUmb6t6ybiQEMD/bM5tyGKEKHGWhdvYSiRGkmlpFXS7LiJmIQfIpvzDefz+ii9Kt/nbT1mQmAyN+RjKo3Ge/KgVHqYKzKrJ++cqc1Zbb64US7TfYh11/z0kQXX5ScyGlIBtuFKLJ3Dz7fJM21blZ3XJRkOlIsuZn5WvWmGQ5xlWIrEG5lYKDXsWpqMvtUjjHzXnTCWb3P65aDy9tzWiGqmAQUoNYZdrdZy/aK70GM45OyW6Sq8m6MfZh198RdTNp/tpy2rG2jWqKOlUooom/YWqD3T77ISZtCp/v3HcwrUnW/Mz1xIJJFmN0ptKjNSi3g14YRc1UOgK2wTrCTDaJks3ZT+zuv5eojaiZ9YyraS29OK4VaOdqHNQRjRS0v4zVfXbrs2MUwlA5Nwqq/CAnMbN+bMwmbZa0TTaGDZ4wLyWhml+LJ5X+gc+RcBIVkFV8a+zalMgKW1Yw1ct466Vv++mDxoJJFmOmTUAH1TcoN4NeGKs4rx0Bms+4OG86Jaj7b6aZcDKg+SnYYF+TvlgjTS/+7Ac/0OT5a8udq36VmW7NkdNzkAmcqJyLSe6xmStj45TstO/ic/iTpPiYlD1T/W9k+4VZAxqEcj5GRs2KD4snVS0xttOEEghcOEcvAlGhD/3dDw23X32KBZMsxmx1MW14L2G39DL5h1Ux164jmKmAqcz2rK2qMw2r++9WMDDTwkCFrA2ydgOan+a9Fz5ZJVTXZikiJ32xtpw/kXHSiUK+DyfnYDYBdWpSRyTUipN5zukkpm2/aPUOIZScYBKVI9svzBoyk7URL8K7qpZY5gcD4fLcLu5zjxR4HG9l547kc26END/6VOiCyc6dO+nMM8+kQ4cOidfvf/97GjZsWNinwVgIHZpQ4kUKDjO01KojWBU3g+05ynZ4L5jdf5gvjGaAjk1rS4UUowBjNinqhQOrVaef5r0XPl5FYyUVrPWY+U15ed7aPUmHX4LdBBQFIcspTs8Z257d2bm5Q8vfY5fn3MviSVVr4UW7UWSyqPCaZM3MN2fi3NV016B2SvuwOr/ICyY1a9akTz75hPLy8mjPnj3UoUMHuuCCC6h+/dKaBky4qAodbga9KKjK41jczC+M9x/oU1fjrza5S9N1S1Jfy4S8hOIg65d5CYMfhCErRpzWmp77aJWvGjv9PdFIR0ZXK4E/av4/UcHOCR54XTypai3cajemWGgb8dxlSdbu6K8WnQNBW8bLc3+kob1bKu3DGKY9CvXR+rWOh2BSsWJFIZSAAwcOiCqPMSvXk3EEudKKwipOm6Ah/aOjOXU2MxKnwV9//xFKazY467UXQKbZgKkAGhY7TYXZIOuXec/KPKfRrlEtXzV2Rm2PRhBO3W4F/jjmMkm32XrcZV2pad1qtLfkiOfFk6qW2I022U7b6FXoh/aPFKKeVM8Pf8Q4kUOuirc6Fkyg7fjLX/5CixYtoqKiIpo2bRoNHjw4ZZvx48eLbTZu3EidO3emcePGUY8ePVLMOf369aPvv/9ebNegQQPHJ85kJkFN+tgXVJKQ/r1ocIIa/MMQdqzMWtpANv3rImpUu6rpIAezjwxNTW41yPpl3rO7Du18/NTYWa240xGaaxT4w4iCizNmbW9Qp8a+Hke1zTltm4U2godXoV816snJ+QH4np3b2bnvjGPBBOYXCBu/+93vhAnGyJQpU+i2226j559/nk466SR6+umnqX///rRy5Upq2LCh2KZOnTr01Vdf0aZNm8Q+LrroIjr66KOdngqTYYSx4nOiwTEKC0EN/kYV6LA+BTS0t3kGTL8GZxkPTl9emi3TIseHmTlHJbrAD2HByjwHcB5wjNS29eM+WglDUTAJxjGXSdjCeVimZdU2p22Da9a/l2EneHgV+rHdqLPa0iMzVlhGPTkVbFQ1Lp4Fk4EDB4qXGU8++aRwZh06dKh4DwFl+vTp9Oqrr9KoUaNStoUwAiFnzpw5QjiRAXMPXvqyyUzmEbUVn0xIalYvz/fBX6YCRXbKl+cWBiKY6Qfnr9fvTIaY6hHZMnUCiHGQMxMKVKML/BAWcB3LN+yi1z5bU+47DLB2anGnE6CZUGcMrU8XYUXBBUVYZqgomJbdXHO+guChj1pCB0YtISfnIvKglL2/rEczuvmMY50JNgPLm3ndtkFfU9KXlJQIEw+ibpIHqFBBvP/ss8/Ee2hJfv75Z/H/4uJiYRpq06aN6T7Hjh1LtWvXTr6aNWvm5ykzEcHPdMZBCUlwEPO7EqqZCjTItOJaSnnYfuE3co/E6x6n9NdLutLkYSeLbcoNmCbp3cN6ZojKkQklcHq1sml7Ka+Ae4B7cV2fVsnLx3PaufcgpRs/Sg2kizim1E/HNQ8pa3+mfRKuFt9toVteX0w3TVqs3L5l/lNTFvzk+Jrg6Dr6rNJkfyAyCda2bt1Khw8fLmeWwfsVK0olqTVr1tB1112XdHq9+eabqWPHjqb7HD16tDAN6TUmLJxkHlFa8ZkJSXCQ8zsE2spEEIYqHvse1CmfHp6xvNy979ayfJ4IMyfQMJ+ZVVRO72OOClwrBwdq/eVbOfmF6SgdhSi4bDVDOX3ebq8530Lj47Z9m50LNC8qodl60AfgUxK7BGtwgl2yZIny9lWqVBEvJr4dUTVFc1h5T7wISdA0+Dn4RyGcGecwoEMjmrF0o20OBCsn0LCemVlUDhZqVvfLjwnQiZNfOqJkomSqiOOixAtOnncQ11zosn2bLY6gedlTcshxm/WjDfpqykF0DcKBYa7Rg/eNGjXy81BMBFBRi+OzXmNLt8FfK9WiiqrSTQVjpxWO7dTiminErwkA1/np6NOFicAPNagbs4heKNFyIKhW6cUgMv6yro6emResKgW/u2SDowrDTicDzcmPTJz8stk8kY1mKLfPO4hrLnDZvrVzMQoD6WyzvmpMcnNzqVu3bjR79uxkCPGRI0fE+5tuusnPQzFpRkVtaCyuhr94b6VadCpt261S3K5aw1aL+xXO7JdZxGylFVbYpRstUzJ3gkniM+O5YyC+pndLx8dWcfJTWb3GKR9OUGj3AH0tbin1vWor/B5j8j1onXEu1atUEr4pTq4hMoLJ7t276Ycffki+LywsFKaZevXqUfPmzYU/yFVXXUUnnniiMNsgXBghxlqUDpMZqHTEhau3ly+uRuTKdulGOPLqU5AOtXjYxzQzi1jlL4iCL4PZQKph9qyNyfbcRECJbJY5peYbs2R9dqp6ToaWWfdAxTSD8QhjYg78t8rq/Pjd34d46Js4p6iY1BwLJgsXLqTTTjst+V5zTIUw8tprr9GQIUNoy5YtNGbMGJFgrUuXLjRr1izOU5JhqHREdEAZJh/7LhxlklOdW+xW5Wb2ZVSrDTrk1yuygVT1WWsZgN06wdo5+VmtXqMWGp8OvN4DP7RNfmqs7LQVEMJSKiMTiWrJTgWxIkV/PbfXc03vAnplbqHn7NihCyannnqqbQp5mG38Nt0gmyxeiPph0o+K2hAThzHpjlYVNAzhKFOc6oJckcrMGxBKVNJI+zmw+5lbxO5Z+yWwGicA4zWYrV5ZYPZ2D/zQtAShrTF73kaTNsD/cXwnwuiUADVMxiSP1/UtoKGn+J/kMbJROW4ZMWKEeCFcGPlMmPRjpzbEe6wKUgo7DbBeifspHEUp0ifKK1I36l/jIGlVpTjIAdcsYZzVszarm5KX6z4WwOwaZKvXTBOY3QiVbu+BF02LvjJ0UBor2fM2M5c6yYpaFKCWTZbk8ZU5q4Vgki5iI5gw0cRObYjBeee+g8LBEovaR2etoDp5lX2T9O0m1Sj4Q8RhRao9Ry2CCYM3CnvJJhvZIGnldGo1ecn2BadWJwOudu6IlFLJoSDTtMCJ9vwJ81ytQp1OGpkkMLsVKt3eA9V2bWxvRo2AUVAI0sSLc5ChWofGaX92KiiGpcHDeX1TuE1pWxZMmEBBYxSpjhUHbbcqfRV/CG3S1e87UyMj3KxI9YO3hmyyscplInu+VpOXbF8QEuCciiglM8yem6p9Hcdv26gmDZ4wT7ltRjkiIx14XcW7uQcq7VqmzcOCSK8RMOKnxkrWNmXCkJ0fl5v+7EZQDEODp53Xof1qWaFZMGECxcmg/cInq5KaFacqfTsBQ9ZhQaZEBXhdkZpldJVNNipVirXnazd5mRX/gnMqQqdVn6Wb5waNUMLFStHY1twO7FFwIPaCHyttp/fArl3L2psYUyT7MqsFFUSNLdnxm9SuVm6h5Pa6vQiKQWvw7LJFy2DBhAkU1UEbSb70uSGcrL7sJiozcwFmRGMnxirazISh318ctCxOVqRWWhDjZOPE6dRu8sIL1ZQRtqtif/fD1q73NfCiVdK3Na8De1zalB43ApksZNbPdi1rb2YakreG9xRlJuBbhD6Pc/Ny783aJo4jE+RvnrxYnJvWjnBNVvdmiE1/9iIoBqnBsxpbzGDBhAkUVUnfSZIvpxOVmbnAOGLheJpq32wlHrfcC6orUistiGyyUXU6VZm8hvYuELlEVCY4r6t04/M7v2sTkeVWO/c7B7QxLUNv1da8DOxxa1NuV9p+hcxqx1Z1bDaiVYTu3Kyur/feqsbWjae2pvEfrkr5TtsUv8F90X+WY3JvrPqzV5NMUBo8M62oFSyYML4iW/mpSPpOk3w5majMojD0GhMNK3+DTM4/YaYFsZpsrJxO9e3AbvJyMsE5GXyNbVH2/CCUaCtnCFha0jRV3xqj9sdpO4h7m1IVyFRCZv3QGtlp86isavbZnRv7fu/N2iba1QSDUGJElohytMNw4ig7VTtUmMRHMOE8JtFEP5ig5LbZ6sOppK/qHKYyUZl1WKDP32EsomcUcDI9/4R+koF6G5O16upf/3xlq1C7dOOqE5zq4Gtm6zdb0eJ6Nf8mK98aWV6edBRei5JpSEUgswuZtRo7nKK1JWSYRiE6WdXsIO69rG1CAyec/11cxxEH4cR+m2T8bD+aBjIjBRPOYxI9jCF4RvWkMT28WUP3kuRLdaIy67D6iRjhokatin7SybT8E2YkKEENa1V1NSCZrUIhmECzYoWTiBqrwdeJrV9b0T4yo/zkoTRJuZlxdATRpqJoGjJT5+P80PdUNReqEya+Q9kLVMc1GxuCuPfGtmnmXyHGy5xSDa1sUeQ0nNhPk4zf7YdNOYwnnEjJsqQ8ZDKwq6yGvEj6TlbbMqFI+wznZSw6iHPXa32iqir1A2O48GU9mtHNZxzr6PrC0ipZDb5Wtn4nK1pZYT6Zyn3610U0qFO+b6tsL20qLNOQ0xU1toHPRIqPSdlYAMdTlTbjZsK0GhuC6s/GtikzI08b0UsI/9p5YZyR3Zv8kMeWINoPfjfqrLZC+M84jQkTLGad3mwAUvW03ltyULmhe5H0/XDcwjlhQNDU+fhjPFe9mhgrHnjPZwKykL5J89fR5PnrHDkoesno6Zfq2OocoLXRT1QTDU63RgdJ/bmYmRwfnL6cHp6x3HSitLs2PyMiwhAMvVbsRt/RSlNo2lSVAnhuJ0yrsSHofDJmwg8cb7Xv9efxv2WbaOvuA3R624bJbcLEa/uRtXW0F6fmLBZMGNNOj4ytZs6AKt7vpQ19b2z8Mhat2aF0rn7aw6OCmaCp4oRnHIycrkL9Vh3bnYM2UeG8XzKEKWtq9mnDe5WbGKwcK80mStVr8ysiImhzox8Vu42VxVXajF8Cl2zi9Ovem6Eq/GBcuffdb8V1jvvgh1DHFS8h9GamfaQBgCbRaQ4TwIIJY9rprZwBtcHE6GmvByrLggZ5kfbL0Drk0vXFUlWjnyu3KIMByY0TntnEq7oKDep+qpyDmUPmsD6tTFer2n5hvoGmxGqiTEdbCdrcGJRGxu55+SFwpdv3Br5bZqRzXJliE0Kv0n5kpn3kJoLg78YNiwUTxjSc1m4AMpo+jMCha9jfF7lq6GFHEcmQqfMzMTJHG5jMMHPCsxtMVe5HkPfT7hzM2j0yztrtFytBmG+sJsp0tZUgzRNm92zbngOeE5RZPS+vAleUJn6ZQCQzKR4Ooa3YhdCrth8rjasbWDBhzMPcdPUlVAdeoPe+d9vQw44issp3oEcaMmqI3okTKumir+3dSvrMVE1fVqQr0kkTUBH9pVKR2M1Emc4orqDME8br1vrCTZMW+15Gwk+BK11CoopAZGZSrGBYEAQRAm7lKG4XRafHzrSvT/+vAgsmjGmnRxVgpwOvWT4Qpw3db1SiiPTo8x3YotbXIomdE7OZBkHL4im7bwj/dFsDBMeDUBzkZCEr8tapaR3fo8EyNYrLLE+IEy2El6rEbu5fuoREFYHIzKR4rW5BEJQZyq/7orV1lPo4YpH+v37uIWrzVAYJJpxgLXiMnd7NwKuiaUkHTus1DO7aWNkvAaasuJpy7FLRyyZSTciT5aTAfdPywZgNoMaVH76HozV8mvA7tB8IxUHY/2Ur2MdmrRR5Vtw8P7uJMgizShTq6uC49Wq400Jkou+Nl4nfzqRYFOD98vO+aG0dlcFRhFPTkOijkHbt2qW0r9gIJpxgLT24GXjtNC1BYDdYq0YRacD8dEf/8iv3MKIe/Jp0VPZlJlxaaRDMhLz7zz0+GVVgNoDKVn74XoQT+jDw2l1zOlT6fppV0u3A6UdfyETfGy8Tv902hQHfLz/vC35716B2Qqjysr/YCCZM5mha/EZlsLZSNcoyUpp1/CBXXn5OOk725fR5mU1IdavnWg6gZiu/Zy7t4svAq3LNcfYRilpEGJzH9Y7vcB9Q6QuZ6HtjhbF/AaOp06oPFoRwv/y+L173J2qZMYzfoFHCp0TfODGwokPib9CDtewY6Px/vaxruc/xU6NPllXHx36g+p887GTx148Vq5PrCGJfsudltS0mfc2RTRPOkGwOA6jZfTRb+eEBWP0u8PsXEx8hq5Vz2MjMeTmJ0kg9t+3HyUQWxFgSJFr/gjB3yiMf0GUvfSH+Qpg2bpNvshhycr/idn+MsMaECcXcEJQK2qmaU5s8jauPOwe2cRSd4fcKw091bRiqcrMVnpUjq9nKD07GXrVQqtccVR8hlT4VpVpNsvsNTaTqffSiVY2SOSssjdcQB/crrvdHDwsmjCPcNPogVdBOB2szUwyu4dzOjUO1Pwc16SBZmjG/TBATmEw4s3JktTKDeTX/qd4/s+2cRBL5jZPssFGJ8vGjvboR7qNmzgpzwZCvcL/ifH/0sGDCKOO20QedRMvpYG1W7yYd9me/Jx1tkjMKJWFNYGgjVo6sdkXV3J6j6v2TbacSSRSVPpUOB04zruldQK+UJQZz0sa8OHjHOcFhGBqvwhjfHz0smDCBN/qgO6SbwdqPejd+h216nXRkydJgTkEOgbAKgqm0kaAEQNX7p98OmhJNKEnHCtNNn0qnAC1LVHhd3wIaekqB0jl5NTNEyZzllDA0XgUxvj962PmVcdzo9ag0ej+c3exw4rzph6MpBlgzJ7awrkPV7r9u+77ItxG/UL1/2nZ7Sg4H7lBq5YiY7vvlR6LCV+asdvVb/EWUnJN+F/RYEpSDvrZPFcf5Ig/nEMZYGwasMWFCkfj9VEF71VT4Udo7inZcs0J8N7++mPaUHArFPOHHqlDl+fqlrQp6hWmnIYiS30jQfcdMcEZCLuS+UCUoc1YQTqNm+zQ7Zz/OYUiEzH3G/tog93BmCSac+TUaeGn0fqig/ei4XiejqNpxsfqXkQhZcHLaRswKK5o9Xz8nkCAFA1UBNqyJxA9hzkvfkeWQAcgSioRcYY8lQS82VPepPRcsLPw6h3yP98dPM7W+v1LJ3swSTDjza3RIl43br8HD62QUVTuu2cAfZsEy/WDm1OfAWFhR9nyDmECCEgycCLDae/xG/94v/BLmvPQdbDOsTwG9aChYh3NKt1AfxGJDZZ/G9q+a6NFvnC4OnOzX2F8zSjBhwiUK9TiCHDy8an6iqH43G/hllUqjGEauIlAFpa0KQth2IsAGmXvCb2HOS98Z2ruAXi6L5ImaUO/3YsNunyrtv2II98bp4iDIGmUa7PzKOHLsTGdGQTeOglbna+YoqXKNTrK/hnnPBnXKl34+/NTWgZoI3DgTqw5aX6/fGUtnUVVHRD+z/oaVMRbXgHuOfUfJedUt2nlpbQt/vZ6X3bWatf8KZecQxr2RCUcyrY1IreACWX9VgTUmjGVD1UvMfqr4wsid4GYV6uQ3KqvssLMwmvmZnHKMfarwKISRy0BGXiS/0+53FLVVXrQLQfssBaEN8NKusV3bRjVpweod1L1l3ZRQ9nRrarX8O/o8QE6QVc52WgPnreE9aW/JkVAcV1UXB7e4dKCX9VcVWDBhbBuqJjGnMxLFae4EN+prv1Xe6YjeSYf/i9tjygata3q3LGeKMk7SqqaEdE9yqgJs0IUF/RbmvLRr/PbVuYXJxYVeqAlTiDe2DWPtH/x12letInBk+zB7Lp1Dyjlk1neN5hyvY5e+v9bPPURtnrL/DQsmTEonNZtkduwtSVskCs5v1NTUQeOlOYVCMDHDzSrU75XrRIMt3ev+VEiHRsHPMHKg4oNgN9lHrV6IYyHJ58KCuMdPX9KZKuTk0Akt6npqD277CZ6Jvh/rJzxoUIIU4u2cO5vVy0tLCoF0h/bmm/Td6lUq0U2TFvs2dmn9ddeuXUrbs2CS5cgGcLyQ+OhImRMSUnaPeedbU/s//DRUcLuCXbRmh7Tw2pdrdtCgTtV8WcXj3LbtPlDuNxVcrlyxPwhPYTuhhj3Yac8Ux4OvjR9h5H7kQYlSnhk7ISnowoJ+C2luNGSyasQaeM4w6wQlxKs4d8J8IjMrqo5vXhY16YpytBov8Ly8aF69aivZ+TWLMRvAUYRN68H46q0v10sHFM3+r+L85iVTasLE4GtlB3biZKed282Tl5TbJ95iheUU2WQDeh/TIJRByMyx10+MzxT3yY9jOnEsDsvZ061js4pjq5mDoN7p18v5qTrWqjppu3FgtfJlwO/haxKEU7Oqcyd8OkYOaOt6fIuTU7bKeIG/Iwe2deWI60dWbNaYZDFmA/gjM1akmE2sUFkVyAZHqHShvlWxp57Ysp7UBt+tZV3PmgO7kD03tmarnCJzfygd+IOMkAnDryIorQT2u3D1dsrJyRHFFd3sKyw/GxVNhGrtIEyKY2euMHX6dYvqSt6pVsWpVs7M0VmLfsE4EIQJUsW5U2sbCclo50TrESenbDvQHlCMU7t3N/RrpbRA8GtcYMEkizEbLJw4pKsM+LLBAW8Hj59Hj1xor1ZGg8Z2evPS2As7KjV0OzWpysDlRqWcjmRSYfpV+JHW3yhAGX0QINiptI90TBKqA7CqkNSxae1yx/DDlKFyfLeTiRMThPGZoA9fa3BgD8IEaebcCWWPPrIPyEy5TgRaM5OIbKEQFcds1WKg4z9aRbXyKtP1fVuTFX756bFgksXIBgtM/Eb0HVlo9nJKzSiqA76Z9gDv0QFUpOmg/CZUQlbdrrbDTCbldnJxO0BKI0lySFTrhTnAan8yAQrnaXSMdNI+wvazMRuAp39dJHLJ6LUhKkKSWZ0j3E8vqBw/rBILKs/EibCjOunLrl9/HjBBwuSgjW85Dsc3s/M3WyiEsYAo8iD4mC3WoEm30+D5pa1kwSTL0Q8W2/YcKOeJDYb1aSVqWegjJ5wM+GbaA6cahCCcxGQDF5x93168wfNq2+3K3c2g4mZy8XuAxGB+/oR5lvszE6CeubSLVFPnRcMUpFOhmUD74PTl9PCM5SnXrjIhm+Wfge+DV+yOH2aIuV/PxOmkL7t+TaNhNOVWSBA9e1lXT9FLZu1cNfqoSDIGqI4LXvu11ULSruCiX9rK2AgmXMTPf/QNHY5PMk9srNe0Alv6xuW0oUF7EHSqdLerBNnAdUf/Nr6stp2u3N0OKm6ikLzYgs2ce+32ZyZAYWeywTCMKCY3GAdgPbJrt5uQgxYOrI4fN/8It5O+7HrMKh7Xq14lEN8eleijKZIxAKiMC374eGC7UQPL+zypFlz0Q1sZG8GEi/j5i1nj14+xOWWf+zVAySYeeH4b9+9GwFCZ0K32KxO8/LpulX1pTp9uBxWnk4tX9b2KCUy2P7MJGI7M8CcxmnPgFOr0OYRlv9cGYJhvoCmxu3a79heGX4zZ8dOdTyOsST8sgdBsv1r0kfFzzQQqqzA8eupSMXiqjAt+meWu79ea1mzfQ5O+WOdKg+l1/IyNYML4h0yq1hp/is9AojQxkx+YrbA7NanjezE4WceNWsIt07Lg5H5QcTK5eB2QZf5JxlBMs8RoZhOwdv7jZv9Ak+evFft6dNYKqpNXWflZhf2ccd7wKYH5xupeqpxXkMKByvGDNH35idNJH/fSTCgLSiA0268s+gimY80EKlu8HcE/isKGn4LWzacfS6/PXxeKic8ICyZZiJn6kiSfhVmv46t1O2gUkjA51BjYrRLSmXDLbvUu84DX43QgUJ1c/BiQjRMpnAhV9mc3Ab++oFQocfqs0vWc7e6lk/PS3qPN6N97IWoJ57ziZNLH53Y1voISCM32q/8cmhJNKAGyYaAC/lEUNvwUtPzal34MrK6Y0ZgFkyxEJiQ4afxmuFFVA6gwl64vTsmf4rUYnP7cw4o68CvPhf4agrT1+zEg6wUhJ/tzYvNXfVbpes521+7kvMzajN9RFk5NTVFDZdLX+r8WcWMllAWlLTLbr/Y5xj5Z/68gCWdWFRD8FLS87svYnv/065ZKv2PBJAtB44Jvh5ZAx03jN+JGVY2VTK+xH1jmTXFbDE5/7ukobOclzwWExHEeowJU8XtA9ro/2Ni1cE2nzyodz1nl2lXPyyoTs9ZX3UZZ2B0/yqZOt5M+kE38dsJqmAKakwrDfR0ICGH7yMmQtecH/pPqi2UGCyZZiD6rHzRrdw5okxyE3EjHTlXVmnnF6OhoRMsK6dW/QkXV7vdApLpKNTu3QZ0aU1hEZaWsTY5GoUS1DYThQOoG1fMyzcQ8c4Vj86aT42eaqceLsJoOHyXVCsP5MfEB0tc4k0bgKcCCSZaxsXh/ubj9x2atpHO7lCbOcdP43ajQEYFiKZQQ0bThvRyVALc6dzPBJaiByMmAmM6ICD+v34mAo20LDQlyeBijEbQ2gJWjkzYQ1egSlfMy0575YZ7yy9QUdeHWi7DqRUCDf9z81dupR8t6tu3VeK+i2ma9oGVxNqLVV7KDBZMsY/U2/+3wblToqIVihtWqwQtGwSXIlaLT1Xs6VkN+Xr8TAUcWhWQWjeAmwVhUV5Z25yVrM6hRgnTgfmSE9WpqMiPqZiDVid9shW83Nt7+7yU09cv1yfcXntCEnri4i6N7FdU26wazStLo42POaUe/e8p+HyyYZBkt66vVznC6+rmmdwG9UpZ+HUPmNb2tnZxQoE02GY0PybciDGfJqK+E/Lp+JwKOWRSSTHsWp+qsfmFsM3hGMsHEj4ywfpjAomIGshuz7CZ+qxW+VRuEpkQvlAC8v7Jni3ILq6jcq6CfwfY9JaYO/acc00BpXyyYZBmNale1HIScrH7QEF+dW5gUSCBo9D22gaigiyyvqBNj9vtkYb6yY+G3yDYYpm9FGM6Sep8auxoyYePX9TsRcOyKJhqjEaJyr8LEOImG4dDrVoj2W7gPKrmimxW+io8bzDcyPli+WZgo9deRzqixoM1wVrmYNPDV2m37lPbHgkkWYjYIOZHojZVgAf7/yfdbk+/tVgQ4D0QcaM59TpNpeSUsZ8moqrr9un47AUc/8FlljDWLRsgU3EwAXrUZTo7nxpzgp3DvNrmim9xHKsLyXy/pSmd3tl4owadExl8//IESH/yQch3pjhoLamyyy8Wkgf03r6/2TFgwyVJkg9BEQyVcq3wHshWGDKt8CXB4RHSQl0HFLdo54FhzR50WmLkl6upbv3KZGLPAItILn8sGPryMQi1cjoLwK4oKXiYAN88oLGHYL+HWbT+5882vU6K43GghrMok2IH2Cp8SoznHbEyLUtRYkU9jk50WVOPGU1tTI8X9smDCJBvpSwpF9rDdf7/eoNQQ7fIlyHxMopL4zC+iqr7V44fjnV77daRM+wXw1zjwQStizFXiZ/mDqOFXYTUnETJhCsN+CLdu+sns5Rtpjk5D69Y5WBMY9GOCE4EBjq7wKVm4egflVqpAf3rnW9PriJLfWaFPY5NMsNNCG/S7n/DhKmqQK6+ibcS5azeTkZjVsrm2d6sU/xNkUXxoevmqkwCNE6sHrVHhr1W+hHQ4PJoN2vjczb7gN2L1W63T6km3+jYIcA+M2i8tV45KsTWt/EEmYjYBoPhfEO3OasJR3adK29aDPo4K5V4j+/TInPK1c8JYdM3fFpnuz41zsNZ2FVNtlNOcXNOnFZ3Z/mjb6/B6r1Sxe4Z+jU2aYKeFAuMv/AWN4Lbe/59lmaUxGT9+vHgdPqwmcTHOMMuhgBLXdnZEbHdt3wIaekqByOY6bfH60laYo6byU3F49CtPgl+rBFWtS9TUt2HXX5JlcbUqthbnnBlmmPnVoCIxiv850diptDsrXwbZvTPu8/yuTUQfDtMnyq6fGDWtVhi1vHYYTdP461bDpNrfg27DUxSLNvo1NsmiyWTynaqmPTaCyYgRI8Rr165dVLt27XSfTsZh10jNhIo/DWpHZ3XKT0aeWKmQzYSfl67sRnm5lU1Vm36aXvxwQHOqKo+S+jYozO7rnQPb0GMzVyoVW/PTdyJKwouxb+lxYmZRbXdmfVlWzA6/Ne5T7y8Rpk+UqlO+1dwGoQXX5dVHwou51a6/B21KLnIwPvk5NhnNjTJTvVFDE3vBhAkeq0ZqNvFoQolKB5cN0FhVD/v7IvE51JtB28v9WCW4GchkPgJRmjy9YnZf0abO7dzYttianzkzvAz8QT0T7XphvoGmxE3tllWbdyu3O9Vids9c2sV2FRumT5Ssn6g6V/Y7tgH9pnszkSPJCUFEy5ilCQjD/6fQ4fjkh4+ZWToIvZM7tKdjzmnPCdYYdw3KrPHaTegqHRwDZttGNWnwhHlK0ThOO5nKxOJ1leDHQGY1eXqZHNMp7JjdV6s25bdA6GXgdyvQqN5zfDeoU74w36i2Hbv8EFa/VSlmh1nDLHxb5RhhYBVirufj77eKl1NhNChzq6w9NauXF7gzfEFEwpK18WDR6h1CKEHizOo5B+l3Cr9ljQnjuKGZTeiqHRyJh1RD/MzMPzKveycTi5dVglc7stXkKVO3++l/EDRBrL6cDLhu1fJuBRqn99zJJGiXH8JJ9IhVSKzxfAZ3bUxvL96gNEmHIQjL7hkySyOJoww3Wgi/za1m7QkRaaqVpgtd3tco+bXhmGd3/uW4u3YdVPodCyaM44Zm1cDdFiszk+jNzD/nT5hXTsugVxti30i8lK4QSasJy2zyxMrC7Wo/6vlS/MAvrZ0MNwKN23uuOgnamTBUEoCp3DvZ+dzRv43t+YUpCMtMU8gsbXZ/3GghrMY2p4KCWXtCtJBdG57iw32Nu18bCyZZjlWHcyu12wkvTiV6FfMPCnAZxyhs++WaHTSoU3ArOZWVrooTsAi1k6irVQfYOORLMeKmffmltTPiRqBxK8xo1yzzqbI7J6cJwFTvnbEt2/XhdAjCxnMycyj223TxwierktmpVQUFq/aE5272HMzua9tGNculuE+n9jJoWDDJYqwk86BXQ04lejvzT8Ik+YCbnAReceoErE2ecNpzaxuOil1ZVfDw0r780NoZgQktJeGbgpnE6T33avbRH8Otat6vySoKgrC2YEFenJ17S+i5j3703XTxwseraOzMX/I2WQlgxvZuJSCbPQez+zq4bFEWpZIWQcKCSZZiteIBdqshP2zLTgZJu0ngxJb1yoWn4b3TVaUfqDoByyZPt7bhKNmVVZx7g1xtO22bshILKplovfiLuDH7wK/Kax0hlXujsk0UBGFjGxs5oC11alrHN9MF7gM0JUZkAphZe1cRkFVqSSUy2EQrgwWTLMVqxZOghOVqKB1OliorEFGteOrS0sReZdWK7dTRQTjuqU5YMsHMi204KnZlu0k4yNW2m7ZplhxO5Xy8+IuYXbOxXfql5VC5N3FJHChrY4/NWinqXqn4Y6n0e7MkYbIyHVbt3eoYZrWk7tLVnTLmsI26idYPWDDJUuxWPLLvsGL7z1fr0+ZkaTcJ4LtLejSjyfPXiQHFqlpx1ExVerxMRFGwK9tNwmaRVl5X2261El5X/yr3XPUYQbVLlXvj9P7h86cv6UwVcnJEKGiY7c6tcOskQd+23Qek2ouRhgWP35Fgc0edliwsijEXjv5RMtGGAdfKyVJk9Q20FY/sO4QQooPcPHmJaScM67xldSYw4PQa+wFNKhNKAM4TGhQUHdTXi/CzXo6bc8107GpwaO1Lv0mizM/DC25qxNj1Bb9QOUaQ7VLl3ji5f1rdLIwHN09e7PnZOcVNnRfV+6u/NphQyh6ZmCxHD2xL1/dt7flcVASanq3rJ7MkB9k2owhrTLIYq1W90bZtlNr1pFuCl/kIaEANetOkxSmroyg47mUyKmp+tC19HR388ap586L5CMMMZneMINtl9dyK0rpF+nujqsmKQmi6G1OSmwR9+FMhQfTsZV1NtUJBR4INiYiJNkxYMMlyrNTQ2neyrJEaUZDgVVJW6wfPdDjuZVL6+ahOwsYJApPqnQPaRCq80uoYQbVLzXxhFEqM/Va7f/p8QJomS2/uiIpg73TCdpugD4ubetWr+B4J5kSgyY+AiTZMWDBhbDFbSY2zWEVEMWW1NnhCRWo3IPgpSEQhI2s68DoJu81zsnPfQRFNgX1b+RlFjSAcSmXZY9F3kYEUZgIjKpqsoAV7J8/dyYStcn+9XJsb4SEbtSEqsGDCuO7QgzqpZZ0MGtlK+ZKTmtHr89eZDjBWA4KfgkQU1N5RxG6S8FK35tGyZFhxvN9+T1RmGgCEHatub9SGBBmRE3QBxqAS9HnBTKApyjItqx4WTBhT9B0jSMnejw4oO7/OTetYDjCyAcFvQcKLx36mD0qqZe6dPIOomBm84KfaXsW3JCp+D2EVYLS7v1HQYkyJkJY1HWMRCyaMo47hd8OUHQeDgh+p8N0MMH5PbGYDPRyK9eXQozooBY1skvDyDKKQ+CsqqPqWONUYOEmr74SwCzBakU6fjqIIaVnTNRaxYJKl2NXICaNjyI4Dxzus8PzqCE4HGL8nNtlAr4VepyMrahzwauePUgbcdOHUt0RPWGZOI2EWYIyaxkB/jEKfrsfreadzLIqNYDJ+/HjxOnz4cLpPJfbYDS5hqcNlx8FbK/+AoAcJPyc27Vxx/mYJk7RcK2FkRY0LXp9BFFTx6cbKt0SlD4Vh5lR97sBMuxi0lkw/VmrZpK/vl5rHJIjU+hU8Xo8fAmQ6x6LYCCYjRowQr127dlHt2rXTfTqxZWPxftvBJSx1uEo0TTpS4fsxsZmdqyz0GhPGxLmr6a5B7dgU4dMzyLbwSiNmffjr9Tvp8pc/d9WHwpiojM8docpIdmZ1vkFpyWQ5TURBvxxKSbKmCXrw53FaAdgstf7IgW3psZkrXV2PXwJkOs2isRFMGH9YvS29Xvd20TRCY0LlO0LYakUvE5vVuaKzG4sNgpfn/khDe7dkU4RPzyATcaItlFVLRk4XRCy57UNhTVTac3fS54PQkpnlR8I9PLdz43KLJQ0nAp+ZsNepSZ2kltXp9fglQKbTLMqCSZbRsn60sg3KVkiyjiDTNETVxGE1MMBZcFifAnpxTmHK99heuxY2RTBGnGgLzaolN6lbzVMfCnuicjrB+i3Imi0itL4KjEKJU4HPStjLd3k9fgqQ6RqLWDDJMhrVrhq5bIP645h1hDhFW9id69DeBfTy3ELLa2FtQWbixkfKqbbQzL8EM6zXPuRlonJ67enu8zhH+JQI8w2VPwerjNOqAl8Qwl6+z/tMx1jEgkkWEvUVuawjOOls6c4BYneuHDmSnbj1kXKqOTCb0Lu1rOvLhOVmonJz7VHoJ8LRNafUfINzN56DmY+cEwFKZTwucjimRX2MtyMnkdBbIqOP5vxaXFxMtWrVSvfpxIK9JYeo/Zj3xP+XPdCf8nIrRWYSdwrO16qzRSkHiN25Wn0f5nOJWxuII7jHmhOnfvKCH4HdPXfzW/QD44SuD0kPc8Lycu3a79M9wZqdg/4+axjvt1emRGhMC2v+Zo1JFhPHBm+1WotaDhC7laXZ92E+lzi2gTjixSHRjebAasUchmr+q3U7aP7q7dSjZT0RqeLVPywhrR0eHmb3zFiFHeHYfgpQRREb08KCBZMsJRMbfJRygLjVQoT5XDKxDUQVr/4SbqvXArRD/fuguf3fS2jql+uT7wd2aOT62uMgOAcp6BVGaEwLE0RoMlmIVYNPB5gkEXmDv14Hfz3pcJDFYArV9WUvfSH+4n0Yz8XpPYxaG8hkNK0H2iNw4y+BbRHVpfobL+3Qi6ZEL5SAmd9spOGntnZ87WaCs5cxIm4UhDCm+TH2+g1rTLKUdHu8B7EqioKznFcthNvn4uYeRqkNZANhOiSmSxsG842Munm5jvNyZKu2IMwxLaoaKRZMshS/G3xUTBfp9ka300KopAJ3+lzc3sMoCHKZgmr7Dyv0Ml2TOnxKZJzYsq7ja4+74OyXU/mQgMa0KJtyWTDJYvxq8F6k7iAGUDeDv1+DCNJSy/j0hy10+curlO6R0+fi5R6mW5DLBMJcdaq203RN6igQeOEJTcqZc1Zs/Nm2eGCYgnPQkWh+tIkiwzn6fZ5R1kixYJLleG3w6TJdRHViQQSCjPEfrbIsTujluXi9h3FL5hal8OYwV51O2mk6tWF39G9Dby1en5IS3+09wW+evqQzVcjJoRNalGpdoi5I+tEmpoQg7EZh7DWDnV8ZT3h1oPTDKdALfjvYyZzVRA2gAJ1M030PwyQdDp1RcCB2004xkcGvY/Kwk8VflYnNrSOk/ne4J360d+1Z3zx5Cd08ebEoV+GVMBxqvbaJopCcfqM8brDGhEm71J1Oc4Lf6kzZSlUUT5v1S/E01XvkRDOQDSaZKNrEw1p1um2nTrRhblfpxt/d2K+1KBqY8HBPgnrWYZgvvLaJQh/P0W4M8Wvc8FuLyYIJ4wm/VMZ2A2hQ6vsgJhZZZ6+TV9nRPXKbwjsTBZIo28RlVXyDWHUGLQC5FQRkv4PZUo+bMcHLs7YaK1Tvo5fxxuuYWCA5R/D1+p0iXFwV1THEybghuy9BmJ1YMGE8E8RqXd8BMPgHZW8NyhZv7OxO7lEUNQNRIGo2cVkVX7zBc/KboH1G3AoCVoXsNDPmW8N7OnZ8DSpsXuU+6vcBIweqgaPwppN77WVMzK9djUYOKF888LGZK+nczo2V9hXEGCK7t9hfEGMVCyaML/i5WjcODEAbn4KYpP0WrMxWW6r3KIqagSgQtfBm2XPC24lzV9Ndg9r5frwgzXVWgoBTDYSxqjHStDslyLB5q/to3Af+vDinUFQDd7og8jImdmxau9xnTsYAv8cQs3v7zKVdAhmrWDBhfMMPc4tsYDASxCTtl2Dlh1ozapqBKLWnKPnS4LxyJG305bk/0tDeLX3NN+F32KhsnzJBwE5bafydES/tNsiwebP7aKYBCltrWeBxDPB7DDG7t2j8QYxVLJgwvuBmQpZNPHaq4ShP0n6pT6OmGYhae4qKLw3OAWp+rKj14Jy9Cs5a31i6vpgenbnCVzOmmUq+Wb08YXZZt32fUFU2q1uNzp8wz5EGAn4QMDl4abduBbGlPxV7HiusNEC4pulfF9GgTvmBt798wxgAkxic6FWP6/cYYibodGtZN5CxigUTJi0TstnEY5agTOsUUZ6k/VSfRkkzEDZx8rGB7wHU/H6uGPV9Qw/ej566lKpXqUTdXOb0kN3bUVOXCqddo+lUpg2y00DAORN+EG7brVuNI64LkW9G7hyoPplr14Fj4j7LDFAPTl9OD89YHkrq9iHdm9POfQfpkTLBFNcHJ3rV4/o5hlg5eQcxVrFgwoQ+IVtNPGYJyv56SVeqX6OKo4YfdiIuv9WnUdEMeMXpc4iTj43fK1Nj3zCCyfKmSYtda0/M/GK0SUf/lewUVNqz23ZrNS5o527Whsw0rZ2a1HF8HtpEC18hmOVkAmIYgnIRhK2ZKxwlZgxiDJE5eecYnLz9HqtYMGFCn5CtJh4rlaGThp+O4lTJ1ZbuuFHV7oRFNhQX9HPFqGLK9DI52jmr+qmt9Esg1QsIZm0oiEUBHJjhKwTzDTQlYQvKhRER0GXnAQE5yPPgzK9M6BkErUp5O91XFMulJ1efiXiVGvcbt8/BjzYQNpoZw+s5yvqGGW6yqRrvLSYAq8Nhu2nDeznKHus2Q69Z1mS91sKsDQXVZvB7+JSYjVdBUmAxToZJOs6DNSZM6KtGu6RUXleg6VppGFWe+Ctb1Ua11LjfcHFBf0xDcHpsUqca3fL6Yl80Asb+hf6oHU/MP2VZW7XJ3WkOEplAquIbI7v2a3q3LOdcbNaXg/LLSpcz+ichJe+L4vWzYML4hoqdUcVeqbqvqJkCVCbiODl2eiXbigv6hdkEu6fkkG+Tg/7eGo8HvEzuZqp/Fd8Y2bk4cS4Oqs2E7YxeFGLyvihef2xMOePHj6f27dtT9+7d030qTED2Sr9IlylAReUZVtG3KID7PXJg2+Q9iYNJJsqmITdF+dwcT/s/cGNutDJHqZjzjOcSFbOeX+Y6r8n70kWY1x8bjcmIESPEa9euXVS7dvmseEw8CEubkY5wWxWVp+z6sTrYtueAGKwzadKGyUrLwYFpBSaJTDRZhUlYWiQv5ka7kFunZtW4hs57iQosCCl5X1SJjWDCZAZh2ivTYQqwG0SN168NPl5CQKOILIPvY7NW0rld1Gp9MOnDD3OjyElUpZJo10bQzp0uROJm1vPqR5YfYPK+dKZUUIUFEyZ04roC8msQ1a5/0eodKQ6NmeRvEpVQR4Z8yb7s5tnB0VUWmgzznoovWhQnTBX88iMbGkDyviCydQcBCyZMWojbCshvcO31amTu5B23XCTZiNnE5Lagn4Z+G2NadQgl1/dt7eq84oJfgl1+gNplP7N1BwELJgwTIvpBO5Mn73SFWDL+TExuCvqZTV5w1FXVjmZC1Jqf/XpIQNplP7N1B/FcWDBhGA84UW3KBu1Mnrwz3WTnliiYKewmJlnYLhKlWU1MZpMXBBMtysfrecXhOfktlOcHoF32M1s3CyZMpIjCAJtOnKg2rQZtJyvKuJHtJruomilUJib9s0PYsN3E5MfkFRUtotfnFHWhPN+h8BT2c4lNHhMmWrhJOZ3N6dbtBm2r/ADZkL4+G0h3qQQ9aGvnd22S8tngruYRU6j6XZZKxHRi8iN1eRTylvj1nMLM++EGJ3lxwn4ubMphHBMHO3DQ2hynq0O3K44XPlklyp4ndCs33Ods1lTFlaiZKaYtXp/y2duLN9Ad/duUOxdNe6BPjy6bmPwyYci0DWFqZ6P0nKKk0QxTC8SCCeNbx0UVThS8SnfnDUNd7lTQcDNov/DxKho7c0XyPY41aupSsXJNtykgLDLJXBgVM4WTyde4CNHU7G8N7ymtoePX5KWfMMM2f0E7JCMvlw0M+SGZZvlOM44xSzmN0uDpNuuEpS53o9p0ojrF+UJTYgSXFQVTQBhkmrkwCmYKp2YXsxISe0tkOV39N2Gkw/y1p+Sw9HOra2b8hTUmjGOMq3896TbrhKmGdaNyVl1xYB/GdNQyMlXFHAdzoRui4hSpqsFzquXxW8OVDrOKWdkIJ5qtTNL0pQMWTBhPAyzMN9CURGWydKMu9zKIBKVyll2HjEzJe6I6ISFbLhLTxXnAj0KkEtp8s3p5wiQDTYCZkITPkBRNq3lkpeWR+UN5Nbmkw/ylCW0wm2qHxV/kcVG5nqhEXsUZNuUwnjowfEq8euKnU13ul7nAb5Wzdh12HfTGU1ulfZILy9SAt0jhnymmnXShb/PnT5hHa7fvsewfKoUYhT/UjFKhxE+TS7rMX1h06aOQcFkq1xOlyKs4R/SxxoTJuAyfqupyP80FTlTOqhoaXMfOfQfFgG9G3bxcyoZ2VcHEvybupp2wcdLmVQsxmvlD+aXhSof5y60JKUoRPVMMmpuRA9pSx6a1Y6FtZMGEyRi7uR590if9+6AGEVWVs9OkbFitWnFiy/KREZnYrrbtOVCuUm2m+tcEiZM2b2VOO7tzNVt/KE3D5YdJI2zzl1sTUlQir4okAqgW4RcH8xKbcrKQINR7UUsmBHt3LxsTjR8JoZyonP1IyqbnwhOapIRsxlVtq9KutEq12eBfEyRO2rxZ9B2EDX1/MtsORMWkEZYJKSqRV4UWY0ccngVrTLKMqYt+onvf/TajHbNk+T9k6mq/zVB2miM3SdkwvMnGlz+fdzxd0bNl1jjcRdFkmOn3Udt29NSlIkTYrD/JzG6X9GhGk+avC13D5Wc0jBOTsP6YUdAgF9g4z0dd28iCSZYx5p1vkxNdJtrprezdso7o9yBipXJe+lNxuc+sVv2IApCNK/jNme2PzvjQWiNRGPCz7T5i2+pVKtma0WRF/15fsK7cxDj3hy3KBf2cEoRwbmdCMjtmuiOv8i1SOgAodJxqG8MMgWbBJMtIxExydoqZvRuDhlVW1qCvX/iLzCovMN1waiupH4wmbMiuA5ER+t9EyeFOD65h4ertlJOTI0wxfpxLugf8TMHJfdTMaCp+E4my3ifCjAe0TdFcgvEfrhJ//9i/LflJOoTzqC8IhpQJi/AJunny4tRxUSVJko6wNbIsmGQZRtNAlO30biR0MxUmcjGkc7Aws/lO+GiVGKyNnd1s+0u6NxcCjn6AwOATBYc740CmzwOBdvfIhZllXspEZH1Oxfwjm7gQASID7b1Wtcp0fd/Wrs5HRjqE86guCPTgPBAVZRxK8F71PNMhgLHzq0/ExfHwgfOOT7tjlsr9cptfxOh8hgY+emBbpUEwSMwcBM3yPsi2x7W8vmBtuQECRMHhTgPXoBdKAP6PwS3q/SObsepzVuUUzCYuUZHY5FiINrNrC07GAD8d2VVJxzHdYDaWqJ7nxLmFpgJYULDGxAfi5Hh4Ybemwj8hnXZ6u/vlVUKPoi+CmWrbbLUlW6Ve07slvTinUPqbKF2zmTkNzzFKq0mGHPU5M/OPmeYAGWVHDZS3ebu24HQMCMM52qi9iYtDdr6HTLa45pcMY46dadwPWDDJcDtj1Oz0KvfLDxVpFH0RzFTbZqstmUPhy4bVi/43Ublms2iioAczxj1e+pxV7g44uu7afzDpW2L83s/zCVI4N1tMRWlBoJLJVtPQapls7eYps0XGtb2DzTjNphyPWHUgxt39iouK1ClW+R7MVlvG/DDX9C5I7iPKKzT4k+gvNadsMI/auWYDdmZTfL5t9wHXfc4udwccXUef1dZRu3U7BgSRT8ku/1DUcjj5OU+ZmYGG9v4lVUEQsMbEI1HJ9JdJ9ysuKlKnyK4LETadmtaxXW3pV2wYJ67rW0BDTymI7D3RRwRgvjrBh6gcrtjqv9nU2K60VbXTPmenOYCP17mdGytrFqI0BsTByTWoeSpdzyEnkZAEOUeYXbt2Ue3atam4uJhq1apFUQCd2/jgouRjsrfkELUf8574/7IH+lNebqVY3C9MRFFXkbrB6XVhezj/Gcuw//Wyrr6F4UadOPlxRQVZu0F/g/Mq2oxZuxp3WVdfBEk/CGIMcCrg2t3HuDDFwzzl13NQnb9ZY+IDcbEzxu1+RcVnwm+cXpdsxYZMnEh6lQ2TdBz9uKKg/bFb6Zu1q3rVq0Tmvvo9BrgRcKOkvUnXPBX2WMyCiY9oyYUYezJV6AhiwrFKL50Jk3Q2qNKNdZyQnRi66iAFSzv1vRv1fhBJ8+Ig4GbK4jM/JuMuCyYxGmiiBNv7wzM32KWXjvMknW1+XKp1nPxAZaUPZ+pXyiK97DQBbpLmRWmc8CrgxmVSj/pzUIEFkxgNNFGB7f3+rsZUBg29M6lWSj7uk7QqmaJKd1rHyQ/Qbto2qkkLVu+g7i3rJqtRO3WmtkqaZ9bGozZOZJKA6wSr5xBVgYUFk5gNNOkmE+396VyNORm8sZ+zO1ejPSWHYj9JOyUTVOlu6jh5Rda+cB+NybaQRAuCidNzN0uUFsVxIlMEXCdYPQckWIuS4KiHBZOYDTTpJtPs/X7h1l7vZvDOhEnaS7bNuBJ2HSez9nXfue3L105JEH25ZgcN6lTNl6R5UR0nsqnvWD0HaF6jJjjq4QRrASTMSnfBuCBJR/KzONQhsksy5XdyvjgkdfKK23pJcWkjQddxMmtfW34+IN3eKnGE06R5XseJIPt8NvQdu+eAB+l27JE9G7+fF2tMfFQNVigTStJdMC6T1KFRs1P7uRrLVpu329X+6KlLqXqVSrGLBknXit2sfZ3RriGN++CHFO0H5q5uLev6ljTPyzgRpz4fdfJNngP6kJuxR/ZsgN/PixOs+UDUE4EFkWAtjGvOlMRGcU7Oly6w+oKmRAZPVt7bl5hgpi4VeUuwoBprE12TzmSCUe3zUXUcVX0OTsces4R8Ru2L1fPiBGshEnfbd1SvOap2aj/JNpu3Ktmeu8Wvyc+sfYXV7vxIJhjFPh83rU6+5Dk4bQNmCfkogOfFphwmsmSLqSMbBVs7sj13i5+Tn1n7imK7i0OfNzMzxlFQznfQBmTPxkxj4vV5sfMrk1EOpUzmgEkYKuFnL+2akdWmvVS0zVTn8jj0eTPNwcS5qykOFLl83rJnAxNgEM+LNSZMpGFTR3aTrblbwjJpRNEkEfU+Xz23ovTzl+f+SEN7t4zc+fr5vM2ejd/PK3TBZN26dXTFFVfQ5s2bqVKlSvSnP/2JfvOb34R9GkyMiKLKOd1OcHFyvMuGySqOJg0neXTCbm/aMXBM/fsosKfksPRzs2RzUaHIp6R3svHY7zE6dMEEwsjTTz9NXbp0oY0bN1K3bt3orLPOourVq1M68Nrhsm2CYNK/4jSmEx+FEPV+mRuiHhcBNW5h+apamXS38ahoctwmm4sKhTFxLE6LYJKfny9eoFGjRtSgQQPavn17WgQTr40/yp2HCZ50pN02HhN/RK2mHMro/DnZSNBaIhWtTBTaeNSisLRkcykFDS2SzWWiFq5ItyAHfi/OHQsmn3zyCf3lL3+hRYsWUVFREU2bNo0GDx6css348ePFNtCIdO7cmcaNG0c9evQoty/s4/Dhw9SsWTPnZ75nD1FFia0Pn1WtmrqdhI3F++i+KQvpSKUq4j0e1p9fX0j9muRRI9nNrVCBqNovnxcVbaMHXl9AVXQPOfn7OnlEebqHvXeveVpFtGj9tvv2ER0RQVhy9AKck2019uwlOljRetv9+4kOy9WVApxvmbMTHThAdOiQP9vi/uI+g5ISooMH/dkW7UFrK062xXbY3oTCjT8nO3mlw4eo8uHSa1u7dgvlt6qfunGVKlAXlv4f9wD3wozcXKLKlaXbrlm7laoc2J98f7BiJTpUsRI9OnMFndvhaMqvIklFrIF9Yt8AzxfPWWVbtDG0NT+2xT3AvQDoE+gbfmyr2O8db2vo9462ddLvTbbNr4TFXDWivGq+jxHYt14rU+3wQfrzOW0pv9IRcZ0YI2d9U5Rsb/tyS+8Ztl2zfjvlV6oTyBixZu3mlDauIfrV8U0jMUZoQuOX32+miocOUpfmdUrnDWP70Pd7m/HErzHCbFshUJ3Xnh54Y3FSC3ffee2Tz1t1jHhz0Tq6951vqaRCRTpYsXJpNuDEEco7VEL3n3c8XdRNMp/r96tCwiEzZsxI3H333Ym33noLvSgxbdq0lO9ff/31RG5ubuLVV19NfPvtt4lhw4Yl6tSpk9i0aVPKdtu2bUu0b98+8emnnzo6fnFxsThucWk3Lv8666zUH+TlybcjSnzWrEOixcj/Jl9bq9Uy3TZx4okpu93XpJn5tu3bp54D3ptt26JF6rY4jtm2DRqkbtuvn/m2uO4y9hw4mLzGPZWryLfXc9FF5vvFa/fuX7a96irrbTdv/mXb4cOtty0s/GXbO+6w3vabb37Z9t57rbedP/+XbR97zHrbDz/8Zdtnn7XcdtuUqYmCUaX39faz/mC933//+5f94v9W206c+Mu2//2v5bb3/OqG5LP95p9vW+8X166Be2K1Le6pBu611bZ4Vhp4hlbbog1ooG1YbYu2pYE2Z7Ut2qweq20djBGij+lBH1QcI0TfjsEYsWHn3sS8H7Ym9v26v+V909pZq1HTE3vPO9/6HvMYUXof0H810K/TMEYkMI5pYHzzaYx46pRLk23izN+NVxojkvN3cXHCCsfhwgMHDqQHH3yQzj//fOn3Tz75JA0bNoyGDh1K7du3p+eff57y8vLo1VdfTW5z4MABoWUZNWoU9erVy/J42BbZ4vSvKFBJViSHySrqVa+SEiqXTnAOjWrrtAAM47B2TNVKFZXaGXxdqlW235Zh0pKSPicnJ8WUU1JSIoSQN998M8W8c9VVV9HOnTvpnXfewdKcLrvsMmrTpg3dd999tsfANvfff3+5z4s3bKBatWp5UtO++eV6Gjnjh6Ra69GBreRqKBM17ZsL19J97yxL/v7WXx1LxzepRS0a1KD8/PqRMeWkpKQf2YfyZOFubMpxbMrRVK+wt64pKqbqOYeEx37L+tXLmwNN1LRQl6/etif1Nwpq2lfm/khP/t93dKBCJTpSsVJpjabeLdXNM2zKibwpR2sb5caToMy9ZSbcz3/cSkMnLiy36R3nd6WzOuWX+hGEYO7F9a/Ztpda1NeZ12Nm7o2SKcdxvy/bVjPdaM72Wis9VLHUlANyEkeo6sES8f0Hd/QrP/6V7TctKem3bt0qfEaOPvrolM/xfsWKFeL/n376KU2ZMoU6depEb7/9tvjsH//4B3XsWFoMyMjo0aPptttuS77HhQmfFHQoFYdZi20u6nMcndKpmTvnsrw8uqhvWzqlcwvx+6/X76SHZq4o5whb6iS0V90xSD+w+bmtRvU8IrtaOXrBzg50Js0PwM9t0TlUbZJBbYvOpHVoC/BcP/lui7ojNAafSpXUnKfLtjVyTf+OtIMq0/gPV4mB4tFZK6hOXmV152sMrKoO5xjcg9gWk1EQ24IobKsXPBxua9k2ghojyvp9i+YV6ECVquWcJJNCiW7bIMeIRtWrU6PG0RojxHi+escv47niGCFwsm0leb/3vK2u39tGlFasSEWHKtCdM1fRkcrWzzuRU0H4IKGbJsTcHLMEa71796YjVhK8gSpVqohXkCTKBX6poz3Qy1/+vJwX+c59B4VTIkftZDZuogi8Rh688PEqevbDVcn3UYtcYOIblRJ2BfG4kElRmFMUr0UWYmwFlH5+hB/7Kpgg9LdixYq0adOmlM/xHqHBUcOvfBBm8eGPzFyR1M5GZeLYWLyfWh1VI23Hz0Tc5AfwklMAExfalpGo5iRg4pdvItsS2rkVFts2qinMt3HKY/XVuh006q2lSnOTVTFNGX4lAfS1Vk5ubq5ImDZ79uzkZ9CO4H3Pnj0pSpjlg3jhk19WoapoD894YxMmg0vYTF30U/L/ZzzxsRDIGP+QPX+7DurmN/qJSzZORD3BE6OGl7YRhFNsuibcKNXwMRMWB0+YR5e99AWd8sgHsRhXpyxYS4PHz1Oem4z1cawEBj81a44Fk927d9OSJUvECxQWFor/r11b+lDgD/LSSy/R3/72N1q+fDndeOONtGfPHhGlEyXMVFQwvfhR3AjOiFEYXHAtY975NvkelxxUMbBsxU3hMS/FymQTF0Cbi8uqjYl3IbswJlBM9lGZ9M36nFHrEOVxtahsMS5b1FjNTVoxzcnDTqZpI3pJF+HjL+sqtvHLtOXYlLNw4UI67bTTku81x1RE3rz22ms0ZMgQ2rJlC40ZM0YkWEPq+VmzZpVziI1qWmGn9Q40ByKowfBg9KpPOCOiHPaRsoeXjsFFtrpmlX80VN9u1eVGHwC0LRGVw5lfM4ZsNqWk28dGtc8didG4WlS8j/779QbpYhyChspCSvte5n80qJOVl3IIgsmpp54qQn6tuOmmm8TLT5BNFi9E/fgBbjJ8SkQ6b5daDSUHIk36yYmOAJbpJePjVMvFbf0XbeJatHqHaFvN6lYTau842boZa7KpNlDUfGzshMW83Ap0/oR5gRZZ9Av9PGUEAta04b2oc7O6kRKaPeUxSQeqcdCqwKdEi5zRpD8VdRQkUKgYjQ0TWhM8KLvvw+Qfn62mP5WZc9AQx14YX29yxnrAiXu0AMNEaey0639GzUHU+l2R5F5q+HHOTovYpiWPSRyB+vvczo0dS392Un2UpP5TjmmQ/P//bu/HUTkZqO7WiILaO4hrXbh6u0jo2K1F3Yy5Libe4cpxMLdNnFsoFUr+NKhdal6aiIVPZ71g4jaXiV2lRtVKjk4lTjeNB1UwNT79YSsLJhmAVX6BKKi9/W6/ySquRKKya9RWpkx2Tfr6cRuRS1GkqHgfvTSnsNznmJe8CiVB+wFlvWDiReq7pncBvVImkRqlemQC1RvJ4GBvlPqDTtgj88JGauEz2x8duY7O+OO8nUlhw2i/eqEE4P9o05mkEYoLQS+i4uJjE5dEa4UmaQWu7d3K832VaWL8XBD5msckbphJffjcKoZeC2WDNArh47q+BSmhUjKBICdBYjBVOXaQq2p4kqcjlwrjL5rztoxMCRs2G1i1yDkme8N300UY47ZfmOXXGoqaWh7yxFhpYvxaEGW1YGLmBzJx7mrTTihLzPbKnNWOBQIrH5QgGybeZsJqOoqEnRAKWYpHn/VLvhz8GZ1BYcOaVihTNUJxIU6TcdCEMW4HmQ8HgQ/43IugGaQmRiOrBRMzifLluT+adkKVhmm2X4SY2W3j54CrNUw9iTIzE5MZK8o61SqnmAyROydTQPuFP4m+m2CMRZvOBI1QXIjTZJwtWXlV0SdH07T6XgVNO01MVgkmyGHSvn176t69e6AS5bV9CqSdUOSLUGyYxv1qGhPEvWsTlrZNTsBCA8xHxlVntq52Mm1FaTQZZmJWXwyk80afTs9e2lVkl5w36vRI2vMzFbSlbbsPxGoyDpI4ZuXNN5QW8CpoWmli/CI2zq8jRowQLy0OOijv78279tOLEvvZzZMX056SQ2J7lVA2bIcCT6ilYFYsSQgNKBOtMwv5HerJmV+DZ9GaHWkJDY9SSHqQ4FrO7pw51xNlh1OrIqfaWBWHyTibI4bsUI0YTec9iI1gEkSHloV84b0MfTSAMesmcivIQNXJRJpznWRC5lfZs0QG4IMHD6b71GjG0g30xP99R01qVkz5vEJODjWpVZH2798f2LGb1qpETWtVTGljYRyXCa9tPfn+d+L5Qii47VfH0Vkd/U39bcbmn/fTuPeXUX6NX9o1xpF7zm5P7RvXooY1qzpuY5UqVRLV55GPJs6kU1iMUp6YIKOmMlIwUQnnMtvGKgxTX0fn3a82iNLzCYtjuMl14pefidZ5lq4vLnctcVrtlH9OHahv01zauXNnuk+NDh9JUK2D++m+0xqmfJ5T5uuxZ2sRFW4N9hyePqsJ7dx7MFn1IKzjMuG0rXtP/aVt5RzcST+s2k8VZdXkfObAwcMpx9Y4KmcX7dm6x3X7gmDSsGFDofWOo4ASl1DhuGt9Mk4wUUn8YreNrIaOPhrghY9XpXxvllzGTjLVvtfnatD8TLw0dqvaCBgK9GHLUUb2nBYuW03H5x1F+Y2Opry8vLQObnsOHKTD1eX+HAUNalBupXBcuEoOHaGDh49Q5YoVQjsmk562lV83j6pXqRRKm6qwdXdqygPCoqq6qzaGyieHDh0SpviioiLat28f5efnU5yIYnHBTMwTk5GCiYp5xG6bc7s0LtWGSPJDAHxnxMwEYyeZwg9Fj4qfiZUq0SxVuX7/cfFBMD6napVy6LRW1alu/QZUv376sy1WqJRLOT8fNv2uatVwulfVUI7ChAnaT4WfD5cTDGpWzwtF+ESbappTkdbv2C+yYuPYTepWpVrVq3jab82aNalKlSq0detWoTmBBiUuBJ1ULCiKYmh6yjjBRGYeAV+v35n0I1n6U3G53+lNLGZx2p2a1DH9jgzhwCqSKTQbI3Xp4lUau50q0SpVeRAhyWE+yzpVKwitQM3q1SkKYIJoWLMKbf75QLnvKrDiwvcVfMmhw5RbqWJWaIVwjU3qVisnGIR57fWqV6EaVSqLe4/j+nXs6tWr05YtW4SPWFwEkzCSigXBlJianjKuh2MyHzmgfEbMx2auTGZ0fXRWeY3HDae2EpM6vrcKCTZL+gT2liAo2Fm6bRlmjV0lLFV27nruP+/42EjNxrC0ShVyqG5eZcqtHJ3BrIaJWv2IelNgbNjy835asXEX/bh1D63cuIu27ykvCGYiEAzaNKpJrRrUEH/xPmwgjNSoWslXgSiOviVhJBXzm6IYJ8bLOMEEdGxa21QLYaZRmPDRqmRyLPh4mMWqm6UCdxrpYqV5MWvsKvHnshjz2391XPL7C7s1pbiADtSsXh69NbynSBD0r2EnhWJfdwJW8MZhFqvbbFjVhyWUFBX/Ev2B5g8tAlbx2UAQggHjXxZtP5OKxSUxXlEIGa6jNcrbJFjDC2GidtiZamSmHmOuEWTJw0sWEoxU4Pjs0ZkrpAX8VDCL/rFq7KpRPEa/ltrVKtMT739HcUKmguzapGHkok2ioHLPVCB86IUSDdxnzbyQyWSb+SrKyAIVyIdAhSApsIgKdet3EpZpKDatHcnVli1bRgsWLLDczsxU07FpLalGQXYDNKkSje6W1xfTTZMWl0szjnokn446vVyqX1VJUpZuG0AbY9ZQnGSLNWb7ixNmKkjkVsh0lfvSpUvpoosuohYtWlDVqlWpSZMm9Ktf/YrGjRuX3KZly5ZCHa694ETYp08fmjZtWsq+Tj311JTt9K+2beUFAKMEJmUZaP+ZPlHDXLUyC81XUUZLiEkxybScb5KlFvOFm/IZYZqGYqMxMbKxeB/VqlUqbOgxM9UsWVdMvcZ+IIQBvUYBDqtIFW/8zdwfttBzH62yDA3TO7XKJElsayWVaucxbvYPNHn+WtHQIVQhF4WZFBpGttioqiDX79hHdSia+OEcOG/ePDrttNOoefPmNGzYMGrUqBGtW7eOPv/8c3rmmWfo5ptvTm7bpUsXuv3228X/N2zYQC+88AJdcMEF9Nxzz9ENN9yQ3K5p06Y0duzYcsfyM3ty0GYyY3duVDuzNVLQlKCt61MIQCMHR9RMvu6oE8dMy0MM2nMAYcRNyLPZ9U//uogGdcrPzpT0Rn791Cf06KUnSZOamSVI02dv1QsV/Y9vRDO/2Ziy7XMfrhL1bVQaoUyShMoPAoSKyuv1BaVCiUpDiWPn8EsFCZPJnq3pT6wWFA899JAQGKAVrFMnVQTbvHlzyntoUn77298m31955ZV0zDHH0FNPPZUimGB/+u3iRHkzWalQclTNzA6QhqYokaXmq0xP5Z4O8nVzHTT6bucPs4jXB6cvp4dnLPfVrBPbVm6mRjJzTtX/Tu/8g9/PMgglYruy2hB6zBqhTFjAWxWVl1MHpbhVt/RTBYk02JnMqlWr6Pjjjy8nlACYa6yAdqVdu3ZUWFg+pDHOpJrJamW8UALYoTqaxLGAn5/zh6w4rYbfZp3YakysJD04p+7af5DGf7jKNhTXLDoG2yGhGsKM7eoJmEmSsnPVjonfAK1yp6oULsKhB7b15HgbB2SJ6YKs/xKFJETwK/nss8/om2++oQ4dOjj6LXJCwOxjTDwHZ3EkszJSrVo1kU8iDviZQyMOsEN1dIl6Kveg6+Ro1w/zDTQlQWnuYy2YWE3gf+zflmpVq0yPzPglgysEPTwU3DhtIqqeW1EqVAzo0Eg4uJ7bubFtIzQ+bBk4BpK8Xf7y58lqnUCrcaJauRO+LJpQgt/dOaCNVH2mn2gRlaPx+Y/bqF1+rVh0qLBSJkclCdEdd9xBAwcOFP4jPXr0EA6tZ5xxhvA7qVz5l2eoCSKawAEfE/iRbNq0KcUPBaxYsYKOOqp8CYLrr7+enn/++YCviIlacjMms1O5hyFcYXv4lMB8E5RZKyeBIgYxArUWYDdveesb9MilPWwnEEzQCPnFxH9Ci7riphonIpmPCW4yom2cPDQcSyZJgst6NBe+JGZaFQw74y7rmjxHs/3rHZe03306+vSU3xjLlV/dqwVNnLfml9/EKAOgHmhMYKooKCgQESt+ILunbp69X8C/BELGe++9R3v3lmrYIFi8/PLLdO655yajctas+eV5inOuWJEuu+wy4QQLbYgWlYPtXnrppXLHgVNsHCJzmMwjiH7MhA/mGaPmxW5O0ebv4uJiafBK7DUm793ah45rdrTStvVq5CZV9DJH1fckPiZu1FJmkiSEh17H1KdJ883Dso6UrZKsjifzR8HvJs5dTXcNaifeG68Pf/RCSdI5V+cEnM1EzZm4e/fu9NZbb1FJSQl99dVXIgQYDq0IIV6yZAm1b99ebHfSSSfRgw8+KEJ/UcwQ/iUy3xSYa84888zQr4NhmMxmSIBmrdgKJo0UboJMRY9MorLJXR+Ca1dTxsofQWbDg7kFiikrPxQVNZhZxNFLc34USdlwbLtaORq41i/X7KBBnbJbMImqp31ubq4QUvA67rjjaOjQofTGG2/QvffeK75v0KABCxwMw6TVpy4os1bGGi7NksFoPiXGm4BIHpXEZRB27JLTQJKEKQDJ1+4c2EbkJrl58hIhDGgOzZpfCdDUYMAqQRsawLA+BeU+F1qRuavF/3F9qpUo4mXEy15P+xNPPFH8Rbl4hmEYL6jMYekmI1PSW6noUWgPUS16p1jxt0xosEpcZibsyEwi2nvN2VXbZ4UE0bNlviRAU4Np2fjsHDCH9i4QVS6NMsXLc3+k+jVzaeyM8llvZWAa7tbylzT7cZDs61bJyWhP+w8//DCZrVXPjBkzxN82bdqk5bwYhskMihzMYemkUpxS0uOlOc8g8+s3W0pMVVFmKnpExuiFEiAyriLShax9DVT9EfDwF67eTt9v3i01G+l9Scz8XqwEHmhNXjSU4MZvVIUSaIjGXlganRRljKa4xy9oR+1qZK6nPSJq4PB6/vnnC8dU+JkgG+yUKVOEwyvMOU6Bk9k///lP6XdxTbzGMExm+NTFXjCRZX6l3LwU7YImEGDFiaJ7Ml8PCCAyC4bMz8Toa6Dij4DJ1FjoySgUIA2+l8YCrcnLcwvLOdia1Vu9pHtTen3BT+L/E6/uTm3za0aqEcqQCWtPvf89PXdeM8pUHn/8ceFHAg3Jiy++KAQTpKcfPnw43XPPPVLnVjt++uknuuKKK6TfsWDCMNlFQUR96jJGMBGraJ12Yee+g6k5S4hEXRz4emgqeivHUCG4DGxjmVDNLjkNJlMroUScNxENHj9PaD0QwbOn5LA0l4pdkjWZ0DV2plxjcn7XJknB5KRW9SgvN/qPXRqBlEjQocOZW+5+wIAB4mXH6tWl/kR2fPTRRz6cFcMwmUK+xwRrYRH9GUoB3GCjGUOri4MKwKiyqyGLjMFnWgw2Eqoh7wkkG2hdnPgjmGWRBfpoGvyFKUYzx+D4EB7eXrxBXAsELggaVo1Fdh4o/jdy6tKU7S48oQl1bBrV0nfOJPsKOTlUqWLG+mszDMMETlR86jJeMLGri6P359BLi5jiru1bQENPKUhuAydUuyygZv4IWpp5I2ZFBfXnCaHkxlNb0fiyisZ2VYZl56E1uP8t20Rbdx+g09s2pM7N6tLekkOUCZL9rb86lipW4PLvDMMwcfepy1rBxFgXx05aVHVCtYoBlwkhw09rTc+VCRxmYPKFUJLw6C2Nba/o2ZIyAeOzQlROphWpYxiGYTJYMNELBfq6OKrS4kSDQ6kmMMC0U69GqSDy7lcb6BE40Eo0Kne++bVUM9L7mKOoeb08Gj11qamDqjh3n72lNQGqUa34pn3WP6sgi/gxDMMw0SBjBBOo+t8a3pPWbd+XUhfHySSO/CAygeGW1xdLtR16rcbmXftpzvdbTbU28HPBduNm/yBNTS/TqnjxljbWy2EYhmGYOJARgonmvAp/CrzcYOW4ameCgVbjmw07pd+f1SE/xcfl4Qs6UosGeckKwfBzQcK36/u1FloVP7ylZfVyNDYW76dvNxQnQ6qjbGdkGIZhso/YCyaY2KcN7yUEEmMeEyeTriwKxM5pVa8RMeYm0RjWt3wK+ev7thbRP0Y/FxVvaZUaB1Zh0ac/8XHK9SGkOm5VhhmGYZjMJdaCiaZVaFirKj00fRm9rEvVrp90VSZzs9wgiI6x0phA26H5QSA0d+qX65Pf4b1Rg6M/F30Ys/48zM5RVpRQJlTIhCwZWkh11NIRh52SnmEYhokOsa2V8+pV3en4gqNFeG+vsR+U02xoky4SryXNJmWTOSZimaBilhtEE1bEtFiWHTZpgunbOvn7Jy7uQlf2bEELV++gE1uWNyupChYynKatN4ZFH1EMqc7WlPQMwzBMNMhJJOJVY1arlbNy7UaqWatWsvCdGcY081pVXyfCAYQCTVgBbhLTYB/Gc4VWBplpVfaDqsOoBmkEFYxlmhf9eR9dq0qKCUcP7gGS0EVNMJHdr2a1KomU9Me0bkVVq8Y30ohhshlE1yHsv6CggPtxlrGrbP5GDa9atWrFX2Miq5XT5/jm1kKJJAQXb53mCjGaV9xM4l6LJ7mpcaCdt1mCNauQ6nSTjSnpGYZhmBgLJpi0ZOG5+kl31IC2tj4iTnOFqPirBFE8SaXGgcq5fXB7P1q2YZerkOow4ZT0DMMw2UlsBRMzzmjbkC44oUly0tX7iFTQNCbkTjjw4iMCX5gUk1JZiLMTwQCanacv6SxqxhiFCtVza1S7KrU6KvqOGpyS3rww32mnnUYffvghnXrqqZTtXH311eKe6AsbIirv3nvvpfvuuy+t58YwjDsySjCB4PHg+R0sHVohILjJFeLE+dTst3qBKCdRKmhY/Uav/bASPKzODSwv2kVxhFPSx4///ve/9Oyzz9KCBQtoz5491Lx5czr33HNp9OjRVL++3BfKjg0bNtCLL75IgwcPpi5duvh+zgzDRIvYCiYQKqAZ0Sry6oUM46Su9xFxW1nRLF29ihlI6i9R5kQr+61RCBlpMEkZhSIz/5WJc1fTy3N/tA0bjjKckj4+3HHHHfTEE09Q586daeTIkVSvXj368ssvhaDy+uuv0+zZs6lNmzauBJP777+fWrZsqSSY7Nu3jypViu3QxjBZT2x773u39qHjmh1Nd/RvkyJkqJg0nFZWNEtXLysS6NW/RKb9EOHOZC4USf0xiKRCCTK/xsGUw4QDtBrVq8urYjth8uTJQigZMmQI/etf/6KKFSummFtgfvrNb34jBJWghQY/I7YQQZKbm0sVKsgTKDIM4z+x7W2NdGneES6raUpkJg187gWzdPXX9m6lJOBo/hIQRoCVCclMuyJ7cJpgI9v/tX0KpJqSNdv22p4vEz5r1qyh4cOHC41CtWrVhNkDE7ned8KMOXPmiG1hNqlSpQo1a9aMbr31VqE50AMBoUaNGrRq1So666yzqGbNmnT55Zcn/TJuuukmeuONN6h9+/biHHr27ElLly4V37/wwgt0zDHHiEkfvi3G84JGo27dusLkohdKQI8ePYQGBft68803k59DA4JzMoL9a/4z8B/p3r27+P/QoUPFeeL12muvmd4PfG/0L1m/fj397ne/o6OPPlrco+OPP55effXVlG1wLPwW2p177rmHmjRpQnl5eSLEkWGY8IitxuSLH7dRh4LKKaab7XtKPIXkmrH0p2KpYDC0d0vlfaimm9+2+0C53Csy8DX8ZTRtkHH/4GWJ+alFfXdFATOe/buI9m0nqlaPqKp5fH1QwCdj3rx5dMkll1DTpk3FxP/cc8+JCXrZsmVigjQDwsTevXvpxhtvFALN/Pnzady4cfTTTz+J7/QcOnSI+vfvT71796bHH388Zb8QcN59910aMWKEeD927Fg6++yz6c4776QJEyYIwWnHjh302GOPiUn+gw8+ENt9//33tHLlSiFkmOUmuPLKK4VDKnxQcI2qtGvXjh544AEaM2YMXXfdddSnTx/xea9evZT3sWnTJjr55JOTwtdRRx1FM2fOpGuuuUYIHX/4wx9Stv/zn/8stCQwTR04cED8n2GY8IitYHLN3xZSpap5dH7XJjRt8fpkFV1jfRsvFXo1YQH+HUZGnlWait4JqunmVcBmRudb/f6xP5lwg6gcxsCGJURLJhHt20FUrS5Rl8uIGofrZDlo0CC66KKLUj4755xzhNZi6tSpdMUVV5j+9tFHHxUaDg1M4NBu3HXXXbR27VqhSdHARAvtCoQOIxAuVqxYITQZABqQ66+/nh588EH67rvvhIYFIPsyfg/hCdtCcALwLTED20FoWb58uaP7Ag3HwIEDhWCCe/Hb3/6WnHL33XeLc4bGRnPAveGGG+jSSy8VmhVco/7+wXyzcOHClM8YhgmP2JpyACZx1KbRV9E1zsWDuzb2pC0xK4jXqUkdxwIOsrfKzEpGE5QqmjbIuG9ZFBBjoSmBULJnK1HNRqV/8R6fh4h+Ejx48CBt27ZNCBd16tQRfhmqv4XPyNatW4VGAUmdFy9eXG57aFZknHHGGUmhBJx00kni74UXXpgUSvSf//jjj+Lvzz//LP7qt5GB78M2i+AeQLCDkIf/495oL2iOkIHSeH+vuuoqFkoYJo3EVmOiCqJ24CDrVjgxcyx1ooWROeTq6/VYVQO2Avv6ev1Ouvzlz1P23axeXqwjcUIF5htoSmo3IaqcV/r3542ln4Vo0oE/CLQQEydOFP4Q+koRmDytgFYEGgWYYWBq0WP8LRxPYSqSodesAKSOBvBZkX2uHUsTSDQBxQx837BhQwqTLVu20M6dO4XvC14yNm/enPIeqdIZhkkfGS+YePUx0RxLR039RQNh9O+wQuaQi33p6/UgHFilGrCRS7o3TxYo1PYN885bw3u62l9WAp8SmG+K15cKJfhbvUHpZyFy8803C6EE/g4wWWDyh08E/DGOHDFPww8Txa9+9Svavn27cDBt27atiLKBcAOfD+Nv4fhpFmFidFq1+1wTnuAHAr7++mtL515oS+BYq4HrM7sms2M6Rbt+mICgCZHRqVOnlPdswmGY9JJRgok2zPnpYwKg3dA7pMr8O8yQaUOM9Xoem7VSVCp+bOZKIUipXmuvY+rTpPlrUz7H7/eWHFGuLpz1QCsCnxKYb6ApgVCC9yE7wCJaBRMnQm71vg5Y7VsBvwn4f/ztb38TDqYa77//PoXFcccdJ15vv/02PfPMM1KTzt///nfxF860GvBhkV0fhJhWrVrZCjAqwNEV5wNh58wzz3S9H4ZhwiM2gsn48ePFCwMMMI5VmHynjehFKzb+7Cqza1AF+GSmICPYF3xWUGkY+9xbclD8PbFlXZr+dRG9KMmhMqxPK+rWoq5pfhSEUGtROlbVhRkqdXSt1+oX59c0ROVAQ2As9I3IGq29W/0O6H+L/0NACBOYkqCVgFMphBC9xmPRokXCQbdDhw7CX0WjdevWIhKopKQkGfmCqJ1169alCCZanhU7IU0GzgPHnDRpEn3zzTfiHIymHggvDMNEh9gIJghhxEsrm3zfOe3pwf9bkyKAdG5WV7zcZHYNqgCfZgrSzDlWWh1Z1E7DWlXLhf1qocrJfU9dKjQi+FwviNlVF2Z0QBhJg0CiAU3CP/7xD9G2Ye747LPP6H//+59tGneYbjDBI7QV5htEvsDZ0+hrEjTIh4KQZwhEiNLBe2hE4FiKfCG4DmiFKleunPzNtddeKz4bMGAAXXzxxSK/yj//+U9xPXrwHk7Azz//vNB+QFCBA66qL8gjjzwiagvhN8OGDRP3F6YvnBvuMf7PMEx0iG1UzoXdmgkNw+RhJ4u/en8PfdI1P3CSIM0M/WIYqfRV9yU79tgLO6Zur0k7ChpvZH41iw5i0gcmdJhikDX19ttvp6KiIjFpIiGaFZjo//Of/4hU7XCeRaKzY489Nmk6CZOnn35amHOggXj44YfFQuL//u//xN8lS5aUS0ePqBiYrmCKgm8NhDFoTIzOubhGmKqg/dDCfD/++GNHIcfI7YIEbW+99ZbIZYL7DYEEmhyGYaJFTsKoP444msYE0Qb6ZE5frdtB81dvpx4t6wmtiRnGOjqq4HcLV2+XVva1+90pj3xQTtsCB1X4glglW9OfJ94btUBm+4agpt8nNCbtx7wn/q/leXFaHTkKwOeisLBQrJT9TDvOMEx4cD/OXnaZzN+xNeVYcfu/l4h8JhoXntCEnri4fIIslTo6Mtz+zso/BUIJtDpOjmcUYNz4vmibO6mOzDAMwzBhEVtTjl5TohdKAN7jcz1u6+h4rb+j+afosfJPcXI8p/s2ogkxDMMwDBMVYi+YwHwjY+HqHcraBSvc/s6tf4qT43n1ffEjlJphGIZh/CT2phz4lMhAqK0fkTVeInKcFPBzezwn+wZaThO/QqkZhmEYxk9irzGBoyt8SvTgvdEB1q12wY+IHCeRQm6O5yQK6X+395NGMjEMwzBMFIi9xgTA0fXKni2E+QaaErOoHKfaBa+/c0uQx0N14VZHWYegMgzDMEy6yAjBBGjJ1eyQJTGzw22IsRfcnCfDMAzDxJ2MEUyCwkuosBvSIQQxDMMwTFTIGsFES5CGgmCoMaMy6ZuF7gaV+yNsIYhhGIZhokZWCCaY8EdNXZpMLga30kcutJ/0vRTvc0rYQhDDMAzDRJHYR+WoTPh6oQTg/xAC7JKkeU1g5gSv+VIYhmEYJhOIvWAC4cKqKB0mfFkxIAgBdpO+X6HCKoQpBDFMnEEV4169eokqwzDNokDgfffdJ/6vArbD9tnAqaeeKl5+0rJlS7r66qt93SfDZIxgAhMNithd9tIX4i/eyyZ82XAFIUBl0oe5x6yKsZ9YCUFWwpedYMbEh0WLFtGAAQNEcauaNWvSr3/9azHpGjl48KCoItyqVSuqUqWK+Pvggw/SoUOHUrZbv349DRo0SOyvffv2ogqxEVTbbdiwoSiq5QSc129/+1tq1qyZOId69erRmWeeSRMnTqTDhw9TUODaf/Ob34jKwE899RT94x//oBYtWlA2AgELlZLTzbJly4Sgt3r16nSfCpMhxNbHZKOiTwb+D3+SkVOXpvz+/K5NlDUfYYXuyvKXWDnEsrNs5vDll19S7969xUR/77330pEjR2jChAnUr18/mj9/PrVp0ya5LQSCN954g373u9/RiSeeSJ9//jn96U9/orVr19KLL76Y3O6qq64Swsmjjz5Kn376qZjQV6xYIVa8WpXXO+64Qwg1qPipyssvv0w33HADHX300XTFFVfQscceSz///DPNnj2brrnmGioqKqK77rqLgmDVqlW0Zs0aeumll+jaa69Nfn7PPffQqFGjAjlmnPm///s/3/e5cuVKqlChQopgAkEZmhmtbTFMVgoma7btVXZMxWRvTPP+9uINdEf/NpFzLNULQVYOsYCdZTMHCBbVqlWjzz77jOrXr58UQI477jgxyU+dOjVpxvj3v/8ttn/ggQfEZxASGjRoQE8++aRYQXfq1In27dtHH3zwAX300UfUt29fsc28efPovffeo+uvv1787vHHHxcCiX6CtwNCEPbVs2dPmjFjhtDsaPzhD3+ghQsX0jfffENBsXnzZvG3Tp06KZ9XqlRJvJhUcnNzfb8l0JAxTJDExpQzfvx4oY7u3r27eN+ifp6yT0ZcHUutznvi3ELpd9O/LmKzTgyZM2eOMIVoQgnIz88XGpP//ve/tHv37uR24JJLLkn5Pd4nEgmaMmVKUhuC93Xr1k2q/TGZ791b2uahSXnkkUfomWeeSVn92oGVMfb1r3/9K0Uo0YAGR+9/sGfPHrr99tuTJh9ofiAQ4dxkZom3336bOnToILY9/vjjadasWcltsF/cDwDtD36j+U/IfEwOHDhAt956Kx111FHiXM8991z66aefpNeF+wENFLRA2rFfffXVlG0g5OEYEAwfeughatq0KVWtWpXOOOMM+uGHH8rt84svvqCzzjpLPAP4w0BgxP3WAw3WRRddJExh2Bfu37vvvktB+ZjorwHPskmTJuLe4BxgzsM9g4AJ816NGjVo6NCh4jMzH5PXXntNPAtw2mmniX3jheMwjFtis8QYMWKEeO3atUus8hqV+WRAg4AJ2cox1Y9CfOmgem5FwlibMJx3Xm4FemlOofQ3D05fTg/PWM45UGIGBn9oTIzk5eVRSUmJ0EKcfPLJyUnCuC220/xUACbD1q1b08MPPyxe0JbAL2TcuHHi+zvvvJMGDhwotCmqQKiBuQa/ad7c3tcKwgeEgQ8//FCYeLp06SI0Nn/84x+FIAAfET1z584VPi/Dhw8Xk+Vf//pXuvDCC4WJCgIbND2YSHE9t9xyi1ikQJAwA5qgf/7zn3TZZZcJZ1lokOBzY2TTpk3i3mrCEQSZmTNninPGeIOJWg8EOghzMINhMn/sscfo8ssvF4KIxvvvv09nn322EC5///vfU6NGjWj58uVCyMR78O2339Ipp5wirglmKAgvEBgGDx4sNGTnn38+BcXYsWNFG8JxIVShXVSuXFlc144dO4SgB+0YBI+CggIaM2aMdD9oC3gWeFbQ7LVr1058rv1lGFckYkZxcTGmafEXbNi5NzHvh63irxWvz1+TaDVqeqLFyP+Kv3gfZXB+BaP+K85Xe2nn/ekPW1I+l72wrXZP9hw4mPwc/48r+/btSyxbtkz8lbJ7t/nL+Burbffudb+tSzp27Jg47rjjEocOHUp+duDAgUTz5s1Fe3/zzTfFZ1OnThXv//GPf6T8/vnnnxefd+jQIfnZ7NmzE3Xr1hWf4/WHP/xBfP7pp58mqlWrlli9erWjc/zqq6/Efn7/+98rbf/222+L7R988MGUzy+66KJETk5O4ocffkh+hu1yc3NTPtOON27cuORnH374ofjsjTfeSNnnvffeKz7XWLJkiXg/fPjwlO0uu+wy8Tm217jmmmsS+fn5ia1bt6Zse8kllyRq166d2Fv2jLVjt2vXTjwbjWeeeUZ8vnTpUvEez7CgoCDRokWLxI4dO1L2eeTIkeT/zzjjDPHc9+/fn/J9r169Escee6zlvdXu2YgRIyy36devn3hpaNeAdlJSUpL8/NJLLxXPZODAgSm/79mzp7gOPXh/1VVXJd/jWWCf2Lcv/ZjJWIzztxmxMeV4rawbVnSNHxh9SwAe1FvDe4rzloUWG4mDqcp3atQwf114Yeq2DRuabztwYOq2cOgz29aBxsEKaAm+++47sUqHMyE0JFdeeaVwJAXwGQEwDSAKBat1aBfgCIpV9t133y18LLTtwOmnny60DVj54i80FHCqxQoX5hXs57nnnqO2bdsKE8vzzz9veY7QHgCZCUcGfFAqVqwojqcHx8a8Cq2EHpiyoOXRgOkDEUU//vij0vGMxwbGYxu1HzgPaCfOOecc8f+tW7cmX/379xcaETgm64F5Q++70adPH/FXO8/FixdTYWGhOJbRF0YzNyGqCBqciy++WDgOa8fctm2bOO73338vtEpBgbYFDYnGSSedJK4f5iw9+HzdunXlIr4YJkhiY8rxA014ge+G/n0cfEuOQJVeciQltFgzY5GHcGgmGsChFBPAX/7yF/rb3/4mPoO/AUwu8GeAvR/AD2H69OliQoOZA8AnAuYE/XYaeI/JRQPhvBs3bhQq/P/973/CrAJzByZMmDwgoMBXQAaEBICJVAUITY0bNy4nyGhqfnyvR2YegkkKpgWnYN8wS+gFHaCPbgJbtmyhnTt3imgmfUSTzOHW7Dw1Px7tPBE5BOArYwbMJxAE4MSMl9lxYeYJAuM1aFFZ8AUyfg5hFgKa3v+JYYIkqwSTuITXwrdEBnxLjKHFk79YS3/9oLzj3SXdm0dW8AqMMgdRKRUN99Qw2aRgdAa1ys/gwHHUDggW0ITA9wATQseOHZNht4jO0YBjJjQq0KxgMoRTOPwF4OipOYeaaTygWYHzKfwZJk+eLJwe4dMA8H84tZoJJsccc4zQyixdmhp67xfQrsgwOsr6CSZdLQIK4dUyoLnx+zy14+J5Q0Nidr+Dwuwa0vEMGCZrBZM41aLZUyJPUDX9643UuVnp6gzgvI9rJFern3JMFq5uqldP/7Yeweob+Uw0oNVA9AfMLXqg4YCAojddYLKDOcQMhBfDkRGOmmDDhg3UtWvX5PfQbsgSuukdbGEeggkC2h3j6toITEU4f2hY9FoTRKJo3wcF9o37Ae2FXkuCHBx6tIgdJIWzundO0LQ0EB7N9omkeADmFL+Omy5UM+4yjCqx9zFRJU4hw2bZal+e+2O5UGBUSjZui3HihBa/CDBMPEHoL/KWwFfBKqQXfiUwByAC5NJLL5VuA/+VZ599VoSrahMJIlo0IQEgagTRI1Yg+RtWz0ispoUw60FUkGaKgj8MJnwcVw98XXAOiAoKCm3fiBbR8/TTT5fTEMAkBj8TWf4VmHqccsIJJwgBEMeCmUimeUA4LsJ4X3jhhaQfkdfjpgto34DxWhnGLVmjMYlTyDA0IcP6FNCLhpBgrb6PLLOt0UQVNS0QY80nn3wiNBpIQw9bPhxW4Q+CFPVaeKkG/Eug3YAJB+YZ5NuA4yV8T8wcU2HmGTJkCPXo0SP5GUw35513XtJchJT1CGe1AmG3yCkEZ11ocfSZX5G7Ajk4kEkWwKEUZiGYj5CuvHPnziIT6TvvvCOELaP/h58gNBlCGrLnwj8C541QZ1m+EYT/IqQZvjjDhg0T9xXOqXB6hcYH/3cChEg4FeP6cR5wloXQCCEQZjqETAPcR2jHYLLDcaFFQegykuwh38pXX31leywktNPutx4IPXrNW5DgGiHgIcMw7jV8nqBZg/DFMG7IGsHE6DAaZEE+Pxjau4BeNiRRkwlS0KA0q5dH04b3Es6xWip7Jl7AyRGDO5xfMcljxY0J57bbbiuX0RROsRBasNqGbwmiQiZNmiQmCBkw80DwgdZED/JswK8FOSywkkduCxUtBvKJIIfIE088QX//+9/F6h5OttAU4Lzgr6FN0BBUkAMD2h98h+RcuEZE5gQNBDaYauA3g8RtmCwhvBlNUNAcIe0/BENEOkGYgXAIUxkmWzfAbwTCDpKY4T7BrARBDAKIBgQgCBbYBvlCEJGDyRzmNbO8IUaQO0WfP0Xjz3/+c2iCCbRsiOhC+0FUGbRkuHYWTBi35CBmmGKElmANkrkWJeAETOT6WjRRd9Y1ClJ6Z11VZ969JYeo/ZjSVdqyB/pTXm485VFkM0UYJiZtRKcwDBM/uB9nL7sU5+94zlAeCKsgX1BF/eLozMswDMMwqmSdYJIpgpSVMy8LJgzDMExcyZqonExDlv01qs68DMMwDKMKCyYxd+aFMAKi7szLMAzDMCqwKSfGWPmgMAzDMEwcYcEk5sTJmZdhGIZh7GBTDhM7YhbhzjCMDu6/jB0smDCxQUs0xiXYGSa+HDx40LJgIMOwYMLEBgxkeCFJD8Mw8dSWaGnrUcCQYWSwjwkTG1D4DWmuUfQMAxuKh3FlU4aJh0ACTQmEEhR/RAkGhjGDBRMmViCdMarpbt26NVYVWBmGIbGggFDippwIkz2wYMLECmhIUKkVmhPNVs0wTPSBGZbNN4wKLJgwsfY3YRiGYTILdn5lGIZhGCYysGDCMAzDMExkYMGEYRiGYZjIwIIJwzAMwzCRITbOr+PHjxcvLesnJ9lSZ2/JITpyYG/yvh3Kjc1jZxiGYTIEbd62K0uQk4hZ4YIff/yRWrdune7TYBiGYRjGBatWraJWrVqZfh+7pXO9evXE37Vr14pkW5lK9+7dacGCBZSN8LUvyMqVVLNmzWjdunVZl3yL23v2tfdsfe7FxcXUvHnz5DyeMYJJhQqlbjEQSjJ5AEOOjky+Piv42rPzuQO0+Wxr99zes+t5a2Tzc69QNo+bfh/amTCOGDFiRNbeMb52Jpvg9p6dZPNztyN2PiZQ+UJbApVQtkqbDJNpcL9mmMxnl+L8XSGORaDuvfde8ZdhmMyA+zXDZD5VFOfv2GlMGIZhGIbJXGKnMWEYhmEYJnNhwSQAkAiuZcuWVLVqVTrppJNo/vz5Kd9/9tlndPrpp1P16tWFna1v3760b98+y31+9NFHdMIJJwgV2DHHHEOvvfaa4+MGzSeffELnnHMONW7cmHJycujtt99Ofnfw4EEaOXIkdezYUVw3trnyyitpw4YNtvuN+rVbXTfYvXs33XTTTdS0aVOqVq0atW/fnp5//nnb/X799dfUp08fcU0IpX3sscfKbfPGG29Q27ZtxTa4tzNmzPD12hhruK9zX9fDfd0nYMph/OP1119P5ObmJl599dXEt99+mxg2bFiiTp06iU2bNonv582bl6hVq1Zi7NixiW+++SaxYsWKxJQpUxL79+833eePP/6YyMvLS9x2222JZcuWJcaNG5eoWLFiYtasWcrHDYMZM2Yk7r777sRbb70F82Bi2rRpye927tyZOPPMM8W14po/++yzRI8ePRLdunWz3Gccrt3qugHOp3Xr1okPP/wwUVhYmHjhhRfENbzzzjum+ywuLk4cffTRicsvv1y0k8mTJyeqVasmfqvx6aefiv089thj4t7cc889icqVKyeWLl0a6PUypXBf577OfT0YWDDxGUy2I0aMSL4/fPhwonHjxkIQASeddJKYQJxw5513Jo4//viUz4YMGZLo37+/8nHDRjZBG5k/f77Ybs2aNRlz7bLrxvk/8MADKZ+dcMIJQpgxY8KECYm6desmDhw4kPxs5MiRiTZt2iTfX3zxxYlBgwal/A7t6/rrr/fhShg7uK+Xwn39F7iv+wObcnykpKSEFi1aRGeeeWZKIhm8h/lm8+bN9MUXX1DDhg2pV69edPTRR1O/fv1o7ty5Kfs59dRT6eqrr06+x2/1+wT9+/cXn6scN6ogZAymjzp16mT0teNZv/vuu7R+/XpRI+LDDz+k7777jn79618nt8E149o1cO4w8eXm5qZc98qVK2nHjh1K9yYqJo39+/eLnA3169enGjVq0IUXXkibNm2y3aedmQr3csyYMZSfny9MZLgX33//PYUB93VncF/PnL4eBiyY+MjWrVvp8OHDQuDQg/cbN24UdX7AfffdR8OGDaNZs2YJ34kzzjgjZUBFyl4Mthr4rWyfiAmHb4rdcaMIJiv4nFx66aUp8eyZeO3jxo0TfiXwMcHgM2DAADGRYzDSwDXj2u2uW/vOapuwr3vKlCl02223iTDAL7/8kjp37iwGTQji4NZbb6X//Oc/QtD4+OOPhV/RBRdcYLnPefPmibZxzTXX0OLFi2nw4MHi9c033yS3gc/NX//6V+GvA4Efvks4LtpW0HBfV4f7eub09bCIXUr6OHPkyBHx9/rrr6ehQ4eK/3ft2pVmz55Nr776Ko0dO1Z89ve//50yGTjCXnzxxWLF+9xzz6V8l4nXDsHk888/F1qTFi1aCGdZaBDgLKutgrRnH0eefPJJIWhrbRqCwvTp00WbvvHGG+mVV16hSZMmCYdvMHHiRGrXrp24JyeffLJ0n88884wQ4P74xz+K93/+85/p/fffp2effVbsH23n6aefpnvuuYfOO++8ZNvBYA3n40suuYTSCff1UrivZ1ZfDwvWmPhIgwYNRP0Do5oa7xs1apTUBGD1rAeDNIoSmoHfyvYJTQNU2HbHjeJAtWbNGjHR2GXvjfu1Q6tz1113ickbkTudOnUSETpDhgyhxx9/3PF1a99ZbRPmdduZNPAdnrn+e5hnsGLUq6FhBoImUcNOdV1YWChWi/ptkFESZqQw1Nvc1+3hvp5ZfT1MWDDxEajpu3XrJjQg+pUT3vfs2VMMvpCcYTvUA38DrKTNwG/1+wSY1PG5ynGjNlDBbPW///1P+BzYEfdrxzXjZSxaBWFKW1XLwLlDs4Lf6q+7TZs2VLduXaV7EwZ2Jg288Iz0fkT67zVat24tJnsNO9W19jdd6m3u69ZwX8+8vh4qPjnRMroQwipVqiRee+01EcJ53XXXidDVjRs3iu+feuopES78xhtvJL7//nsRoVO1atXEDz/8kLyHV1xxRWLUqFHlQmb/+Mc/JpYvX54YP368NGTW6rhh8PPPPycWL14sXmhaTz75pPg/om5KSkoS5557bqJp06aJJUuWJIqKipIvfeRJHK/d6rpBv379hLc+woVxPRMnThTPHJE3GrhmXLs+vBrhwvgM4cK4RtwHY7hwpUqVEo8//ri4N/fee2/o4cLr168X14wweD14Xoha+de//iVCuY10795dRFyZgeuYNGlSymd49g0bNkxeO467YcOGlG1+85vfiGilMOC+zn09m/p6mLBgEgDItdG8eXMxIGNw/vzzz1O+RxgrJmg0vp49eybmzJmT8j0a91VXXZXyGRp6ly5dxD5btWolGrzT4wYNzhGThfGFa0H+Dtl3eOF3cb52q+sGEL6uvvpqEcKMQQohv0888UTiyJEjyX1gW1y7nq+++irRu3dvIXQ1adIk8cgjj5Q79r///e/EcccdJ64bA+L06dMTYQKhEoKiMUT6yiuvFILo7Nmzxb3YsWNHyvd4VhjUzWjWrJkQ4vWMGTMm0alTJ/H/VatWif1iUtDTt2/fxC233JIIC+7r3Nezpa+HCdfKYRjGE/Dr6NGjh3DyBVBbw4cE9nU4vx511FE0efJkESYMYMqEnwl8QcycX2GX37t3r4jm0Yddw0dHc36FWfSOO+6g22+/XXyPSC2E4iMzcLqdXxmG8UCoYhDDMBmHnUnjhhtuEBqSDz74ILFw4UKhJcRLz+mnny60D05U11hV4jjIoPv1118nzjvvvERBQUFi3759IV49wzB+w+HCDMN4AtqNLVu2iGRncDzt0qWLyNGjOaY+9dRTwvkXGpMDBw6I6JoJEyak7GPVqlXCkVavHUGIMcKBEdV07LHHijDgDh06JLe58847ac+ePXTdddfRzp07qXfv3uK4SMjGMEx8YVMOwzAMwzCRgcOFGYZhGIaJDCyYMAzDMAwTGVgwYRiGYRgmMrBgwjAMwzBMZGDBhGGY2INS8qg+zDBM/GHBhGEYx4wfP17UfkJoLhKszZ8/X3y+fft2uvnmm0WdDxRZRKK1W265hYqLiy3399FHH1FOTk65F8KFGYbJLjiPCcMwjpgyZQrddtttIgMrhJKnn35a5CZBRtfNmzfThg0bRDVVVNFGFekbbrhBfPbmm2/a7hv70FecrlGjBj8dhskyWGPCMIwjnnzySRo2bBgNHTpUCB8QUPLy8ujVV18VCdCmTp1K55xzjqgYfPrpp9NDDz0kUssfOnTIdt9IKY9S7tpLE0zWrVsnKlOjSnG9evXovPPOo9WrV5f7/f333y9S4EO4gUBUUlLCT5dhYgYLJgzDKIOJftGiRXTmmWf+MohUqCDeo/aNDJhxIChUquROQYty8NDI1KxZk+bMmUOffvqpEFgGDBiQInigLPzy5cuFWQi1ed566y0hqDAMEy9YMGEYRhmkjT98+HAy3bwG3iMdvWz7P//5zyJtvApNmzYVQof22rZtmzAdoTDgyy+/TB07dqR27drRxIkTae3atUII0cjNzRVam+OPP54GDRpEDzzwAP31r38Vv2UYJj6wjwnDMIGAar8QEGDuue+++5KfQ3CA7wno06cPzZw5M/kdNCLQjGjUrVuXvvrqK/rhhx9SPgf79+8XNXY0OnfuLExKGj179qTdu3cLM1CLFi34KTNMTGDBhGEYZRo0aEAVK1akTZs2pXyO9/AJ0fj555+FqQXCxLRp06hy5crJ72bMmCHMMwCRO3oKCgqEH4keCBfdunWjf/3rX+XOB/4kDMNkFiyYMAyjDMwlEBLgz6HlDYGpBO9vuummpKYEPiFVqlShd999t1y1X6faixNOOEGYc+AYq4/YMQLNyr59+5LCzueffy7MQc2aNeMnzDAxgn1MGIZxBEKFX3rpJfrb3/4mnE1vvPFG2rNnj4jSgVDy61//Wrx/5ZVXxHv4nuAF3xQ3XH755UJTg0gcmHoKCwuFbwnyo/z000/J7eAIe80119CyZcuEVubee+8VwhKccxmGiQ+sMWEYxhFDhgyhLVu20JgxY4TA0aVLF5o1a5ZwgIXA8MUXX4jtjjnmmJTfQaBAUjanwG/kk08+oZEjR9IFF1wgzERNmjShM844I0WDgvfHHnss9e3blw4cOECXXnppim8LwzDxICeRSCTSfRIMwzAMwzCAdZwMwzAMw0QGFkwYhmEYhokMLJgwDMMwDBMZWDBhGIZhGCYysGDCMAzDMExkYMGEYRjPjB07lrp37y4yvSIRGpKvrVy5slwK+REjRlD9+vVF4rMLL7wwJYMsEqQhxBcJ0ZAkDTVxnnnmmXLHQkgykq4hgRtCkl977TV+ggyTQbBgwjCMZz7++GMhdCDb6vvvvy9SzmuJ1jRuvfVW+s9//kNvvPGG2H7Dhg0iL4kGqhZDqPnnP/9J3377Ld199900evRoevbZZ1NyoaD+zmmnnUZLliyhP/zhD3TttdfSe++9x0+RYTIEzmPCMIzvIAEbhAwIIEh4VlxcLOraTJo0iS666CKxzYoVK4RW5LPPPqOTTz5Zuh8IO8gu+8EHH4j3SLI2ffp0+uabb5LbXHLJJbRz506R5I1hmPjDGhOGYXwHggioV69eUhsCLcqZZ56Z3KZt27bUvHlzIZhY7UfbB8C2+n0A1OWx2gfDMPGCU9IzDOMrKOoHE8spp5xCHTp0EJ8hdT0KABorByONPb6TMW/ePFG8DxoSDWyL3xj3gZo8+gJ+DMPEFxZMGIbxFZhfYGqZO3eu633g9yjah0J88FVhGCZ7YFMOwzC+gWq+//3vf+nDDz+kpk2bJj9v1KiRqP4LXxA9iMrBd3pQHRgF+a677jq65557Ur7DtvpIHm0fKObH2hKGyQxYMGEYxjOoBQqhZNq0acJRtaCgIOX7bt26UeXKlWn27NnJzxBOvHbtWurZs2fyM0TjIOLmqquuooceeqjccbCtfh8AUUD6fTAME284KodhGM8MHz5cRNy888471KZNm+TntWvXTmoybrzxRpoxY4bIOwINx80335z0JdHMN6effrpwZv3LX/6S3EfFihVFRI8WLgy/FZiLfve73wkh6JZbbhF+KPgdwzDxhwUThmG8DyQ5OdLPJ06cSFdffXUywdrtt99OkydPpgMHDghBYsKECUlTzn333Uf3339/uX20aNGCVq9enZJgDTlRYPKBuehPf/pT8hgMw8QfFkwYhmEYhokM7GPCMAzDMExkYMGEYRiGYZjIwIIJwzAMwzCRgQUThmEYhmEiAwsmDMMwDMNEBhZMGIZhGIaJDCyYMAzDMAwTGVgwYRiGYRgmMrBgwjAMwzBMZGDBhGEYhmGYyMCCCcMwDMMwkYEFE4ZhGIZhKCr8P7U47OfLuwS9AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bibmon.PCA()\n", "\n", "preproc = ['apply_lag', 'moving_average_filter', 'normalize']\n", "args_preproc = {'moving_average_filter__WS': 5, 'apply_lag__lag': 5}\n", "\n", "model.fit(df_train, f_pp = preproc, a_pp = args_preproc,\n", " f_pp_test = preproc, a_pp_test = args_preproc,\n", " redefine_limit = True, frac_val = 0.1)\n", "\n", "model.predict(df_test)\n", "\n", "model.plot_SPE(train_or_test = 'test')\n", "plt.gca().axvline(fault_start);\n", "plt.title(f'FDR: {model.alarmOutlier[fault_start:].mean()}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By employing various preprocessing techniques, we can boost fault detection rates from a baseline of 50.5% to 93%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final considerations\n", "\n", "This notebook provides an example of an offline monitoring study utilizing the PCA model.\n", "\n", "For a demonstration of `BibMon`'s high-level functions, which allow for the rapid execution of a complete process monitoring pipeline for analysis and methodology comparison, please refer to the [tutorial_real_process.ipynb](https://bibmon.readthedocs.io/en/latest/tutorial_real_process.html) notebook." ] } ], "metadata": { "kernelspec": { "display_name": "bibmon", "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }