{ "cells": [ { "cell_type": "markdown", "id": "f2d707d9", "metadata": {}, "source": [ "# UChicago Trading Competition 2025 - Case 2\n", "#### Written by Ephram Cukier\n", "---\n", "\n", "This past weekend, I competed in the 13th annual UChicago Trading competition, a very rigorous competition with 40 teams composed of students mainly from UChicago, Stanford, MIT, and the Ivies. My team (CU Boulder) earned second overall, with third place in Case 1 and fourth place in Case 2. This is an explanation of how I arrived at the Case 2 solution. You can read about my Case 1 solution [here](../case-1/).\n", "\n", "You can also download this notebook and the data to play around with this yourself.\n", "\n", "## Step 0 - Understanding the Problem\n", "This case was about rebalancing a portfolio to maximize the sharpe ratio across six assets. The Sharpe ratio measures portfolio returns versus volatility (here we assume a risk‑free rate of zero). Essentially, we want to maximize the returns we get per unit of risk we take on. We were given 5 years of historical data, and needed to construct a model that would have the best sharpe ratio during the following 6 months (which we were obviously not given in advance). \n", "\n", "The first thing I wanted to understand was just what this data looked like, " ] }, { "cell_type": "code", "execution_count": 1, "id": "ed5c33a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "data = pd.read_csv(\"Case2.csv\")\n", "fig = plt.figure()\n", "fig.set_size_inches(15, 6)\n", "\n", "for i in range(1, 7):\n", " column = f\"Asset_{i}\"\n", " plt.plot(data[column], label=column, linewidth = 0.3) \n", "plt.legend()\n", "plt.title(\"Asset Prices\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0864ae73", "metadata": {}, "source": [ "## Step 1 - The Basic Strategy\n", "The first thing I noticed was that there was a lot of noise in each of the assets. But looking at it more, the noise seemed incredibly repetitive, at least visually. If it really was as repetitive as it looked, then a momentum based strategy could perform quite well. To test this, I implemented a basic crossover trading algorithm. Crossover trading has a long moving average and a short moving average. When the short average \"crosses over\" the long average, it's a buy/sell signal depending on the direction of the movement. You can read more about it on [Investopedia](https://www.investopedia.com/terms/c/crossover.asp)." ] }, { "cell_type": "code", "execution_count": 2, "id": "9d57ee55", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "from tqdm import tqdm\n", "import math\n", "data = pd.read_csv('Case2.csv')\n", "\n", "\n", "TRAIN, TEST = train_test_split(data, test_size = 0.8, shuffle = False)\n", "\n", "\n", "\n", "from tqdm import tqdm\n", "def grading(train_data, test_data): #Their provided grader script (I added tqdm because some strategies can be quite slow) \n", " weights = np.full(shape=(len(test_data.index),6), fill_value=0.0)\n", " alloc = Allocator(train_data)\n", " for i in tqdm(range(0,len(test_data))):\n", " weights[i,:] = alloc.allocate_portfolio(test_data.iloc[i,:])\n", " if np.sum(weights < -1) or np.sum(weights > 1):\n", " raise Exception(\"Weights Outside of Bounds\")\n", " \n", " capital = [1]\n", " for i in tqdm(range(len(test_data) - 1)):\n", " shares = capital[-1] * weights[i] / np.array(test_data.iloc[i,:])\n", " balance = capital[-1] - np.dot(shares, np.array(test_data.iloc[i,:]))\n", " net_change = np.dot(shares, np.array(test_data.iloc[i+1,:]))\n", " capital.append(balance + net_change)\n", " capital = np.array(capital)\n", " returns = (capital[1:] - capital[:-1]) / capital[:-1]\n", " \n", " if np.std(returns) != 0:\n", " sharpe = np.mean(returns) / np.std(returns)\n", " else:\n", " sharpe = 0\n", " \n", " return sharpe, capital, weights\n", "\n", "def do_grading_stuff(is_log = True):\n", " sharpe, capital, weights = grading(TRAIN, TEST)\n", " #Sharpe gets printed to command line\n", " print('Per tick sharpe:', sharpe)\n", " print('Annualized Sharpe:', sharpe * math.sqrt(260*30)) #30 ticks per day, 260 trading days per year\n", "\n", " plt.figure(figsize=(10, 6), dpi=80)\n", " plt.title(\"Capital\")\n", " if is_log:\n", " plt.yscale('log')\n", " plt.plot(np.arange(len(TEST)), capital)\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "913ea3a2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 31200/31200 [01:31<00:00, 340.02it/s]\n", "100%|██████████| 31199/31199 [00:01<00:00, 18034.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Per tick sharpe: 0.6838577163894852\n", "Annualized Sharpe: 60.39667817744983\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class Allocator():\n", " def __init__(self, train_data):\n", " self.running_price_paths = train_data.copy()\n", " self.train_data = train_data.copy()\n", "\n", " def normalize(self, vector):\n", " vector = np.array(vector)\n", " total = np.sum(np.abs(vector))\n", " return vector / total if total != 0 else vector\n", "\n", "\n", " \n", " def allocate_portfolio(self, asset_prices):\n", " new_row = pd.Series(asset_prices, index=self.train_data.columns)\n", " new_row_df = pd.DataFrame([new_row])\n", " \n", " self.running_price_paths = pd.concat([self.running_price_paths, new_row_df], ignore_index=True)\n", " \n", " short_window = 2\n", " long_window = 4\n", " \n", " weights = np.zeros(len(asset_prices))\n", "\n", " for i, asset in enumerate(self.train_data.columns):\n", " price_series = self.running_price_paths[asset]\n", " \n", " if len(price_series) >= long_window:\n", " short_ma = price_series.rolling(window=short_window).mean().iloc[-1]\n", " long_ma = price_series.rolling(window=long_window).mean().iloc[-1]\n", " \n", " if short_ma > long_ma:\n", " weights[i] = 1.0\n", " elif short_ma < long_ma:\n", " weights[i] = -1.0\n", "\n", " else:\n", " weights[i] = 0.0\n", " else:\n", " weights[i] = 0.0\n", "\n", " weights = self.normalize(weights)\n", "\n", " return weights\n", "do_grading_stuff()" ] }, { "cell_type": "markdown", "id": "936539a7", "metadata": {}, "source": [ "This was FAR better than I could have predicted the first run to go. Make note of the **logarithmic** scale of y-axis on that graph. 1e9. If this was a real-world trading strategy, and you invested $\\$1$ at the beginning, you would have $\\$7,000,000,000$ (seven billion with a 'b') after 4 years. This quickly taught me that whatever they were doing to generate the data was not very realistic. Their generation patterns were algorithmic and exploitable. " ] }, { "cell_type": "markdown", "id": "bb0116f0", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "ec57a0e5", "metadata": {}, "source": [ "To further drive this point home, some very basic optimizations on top of this (running a sweep on the training data to determine a good window size and scaling weights based on volatility) just made the results even more unfathomable. " ] }, { "cell_type": "code", "execution_count": 4, "id": "53b9cbfc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00024611 0.0003275 0.00025254 0.01287168 0.01292082 0.01104698]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 7800/7800 [00:12<00:00, 623.61it/s]\n", "100%|██████████| 31200/31200 [01:50<00:00, 282.73it/s]\n", "100%|██████████| 31199/31199 [00:01<00:00, 18109.92it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Per tick sharpe: 0.9831857525928858\n", "Annualized Sharpe: 86.8326145408094\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class Allocator():\n", " def __init__(self, train_data, short_windows=[17, 7, 9, 1, 1, 1], long_windows=[24, 28, 30, 3, 3, 3]):\n", " #stds of each asset\n", " self.asset_coefs = (np.array([.001252518665, 0.001345246712, 0.00126061534, 0.003368285059, 0.003371494789, 0.003241983945]) * 100) **4 \n", "\n", " print(self.asset_coefs)\n", " self.running_price_paths = train_data.copy()\n", " self.train_data = train_data.copy()\n", " self.short_windows = short_windows\n", " self.long_windows = long_windows\n", " for i in tqdm(range(0,len(train_data))):\n", " self.allocate_portfolio(train_data.iloc[i,:])\n", "\n", " def normalize(self, vector):\n", " vector = np.array(vector)\n", " total = max(abs(vector))\n", " return vector / total if total != 0 else vector\n", "\n", "\n", " \n", " def allocate_portfolio(self, asset_prices):\n", " new_row = pd.Series(asset_prices, index=self.train_data.columns)\n", " new_row_df = pd.DataFrame([new_row])\n", " \n", " self.running_price_paths = pd.concat([self.running_price_paths, new_row_df], ignore_index=True)\n", " \n", " \n", " \n", " weights = np.zeros(len(asset_prices))\n", "\n", " for i, asset in enumerate(self.train_data.columns):\n", " price_series = self.running_price_paths[asset]\n", " \n", " if len(price_series) >= self.long_windows[i]:\n", " short_ma = price_series.rolling(window=self.short_windows[i]).mean().iloc[-1]\n", " long_ma = price_series.rolling(window=self.long_windows[i]).mean().iloc[-1]\n", " \n", " if short_ma > long_ma:\n", " weights[i] = 1\n", " elif short_ma < long_ma:\n", " weights[i] = -1\n", "\n", " else:\n", " weights[i] = 0.0\n", " else:\n", " weights[i] = 1\n", "\n", " weights = self.normalize(weights * self.asset_coefs)\n", "\n", " return weights\n", "do_grading_stuff()" ] }, { "cell_type": "markdown", "id": "b9090786", "metadata": {}, "source": [ "The y-axis scale here is 1e68. And we're only getting started." ] }, { "cell_type": "markdown", "id": "50891c18", "metadata": {}, "source": [ "## Step 2 - Reconstructing the Generator Function" ] }, { "cell_type": "markdown", "id": "317d6983", "metadata": {}, "source": [ "Given how well such a simple solution was performing, I figured the organizer's generation function couldn't have been too complex. After testing out a bunch of \"stock generation algorithms\", one seemed to hold promise: Geometric Brownian Motion (GBM). GBM assumes there is some expected annual return ($\\mu$) and some volatility ($\\sigma$). At each timestamp, the asset moves according to these two values and a value randomly chosen from a normal distribution. Because I have years of historical data, I can calculate $\\mu$ and $\\sigma$, then plot the z-scores necessary to generate each move, and I should get a normal distribution. " ] }, { "cell_type": "code", "execution_count": 5, "id": "bc56d718", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated sigma (annual): 0.110617\n", "Estimated mu (annual): -0.009651\n", "Mean of Z: -0.000000, Std of Z: 1.000000\n" ] }, { "data": { "image/png": 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r6Dz11FOaNGlSgXBkF0QtTEpKirZu3arTTjtNBx54oFtnPTYB1qNkr289PwEWcn755RctWbJEjRs3dutefvllF7C+//57HXnkkS6wXHbZZbrkkkvc4yNHjnRBJn81Q+vlsvYGD9G79NJLc5dbtGihxx9/3O3Tnhs8xNB6tKx3zNhrDR8+XIsXL3bPMeecc46bD3bbbbd5fm4oW/Q4AQAAoMTY0DzrAfrggw/csLXiuPDCC10hh+DbPffcU+T2VrDCenN69+6tPn366LHHHit0jlWwBQsWuMAUCE2mTZs2bpifPWasF8mG/wXLf98cfvjhBeY1WQ+VtcV6qex9W29YYHhgsLZt2+Yu16tXT5UqVcoNTYF1wUP8ED4ITgAAACgRb7zxhh5++GH3b6tWrYr9vOrVq6tly5Z5bjbPaE9eeOEFF9CsMMWUKVN00EEH6dtvv1VZsB6nYKmpqS7E2Rwl62WzHqz33nsvt3hEsKSkpNxl640Lvh9YZ712CD8EJwAAIpjN17C/aK9cudLdt3/tvt3sMaCsWC+RDT0bO3asCxFlwYos2FA3my902GGHuXlCxnqDsrOz82xrQ/lsTpHdAn7//Xc3H8t6nowVerDQEyz//cL88ccf2rRpk3vvxx57rFq3bk2vURRijhMAAFFwUdSkxEQN6tdXQ+4YrcysrLC8gClK5vpK4fg6GzdudMUarBjERRddpLVr1+Z5PCEhQcnJJXf9KZun9Mwzz+j00093le1siN2iRYs0cOBA93izZs3cNhbmGjVq5IbO9ejRww2xs2GBVozB5lBZmXQbUmfV8IxdJ2rw4MHufqAny4pPBA+lK4wNz7OwZnOkrPz6r7/+WipFMRBaBCcAAKLgoqjVatWRlKZGJ/RTti9ury9givBmxQUsCNvPdG+ur7Q/7PWKe90kqwZnpcDt1qBBwetMNW3a1FWZKyk2L8h6eV566SXX02Ovec011+j//u//3ONnn3223n33XXdRXutRsmF9NifK5l1ZODruuOMUHx+vk046KU8FOwtVVmnPyqinpaW5inf2vLlz5+6xPRYKreS5ze+yohBHHHGEG7JowQ7RI87n8/kUQ6wKi42jtUosNg4VCGalRD/99FOdcsopBcYcA/uL4wslzYbjXT30TjU58SLVSq6nIxOW6vvsZspWvLZuWKPl01/VUw/f6/4ajshhJ+zWW9K8efM8VeWshzF/dbdSD2u7QrfNubFzKDt3ssARS3r27Omq89l1mlA6Svv4Kup3am+zAT1OAAAAEcBCDL2HpcsuPDtx4kQ3R8uGF77++uv68ssvXSlzgOAEAAAA7KpoZyMD7CK41kthxSLeeecdNz8KIDgBAAAAkipWrOh6mIDCxNYgVQAAAADYBwQnAAAAAPBAcAIAAAAADwQnAAAAAPBAcAIAAAAADwQnAAAAAPBAcAIAAEDUWbp0qbsu048//hhR+w61F198UTVq1Ah1M8ISwQkAAAD7bcOGDbrqqqvUpEkTlS9fXvXr11fv3r313//+N3cbCxvvv/++YsEJJ5zg3u8bb7yRZ/2jjz6qZs2aKdLNmDFDp5xyimrXrq1KlSqpTZs2uvnmm7Vq1SpFK4ITAAAA9tvZZ5+t//3vf3rppZf0559/6sMPP3ThYdOmTYpUGRkZ+/X8ChUq6M4771RmZqZKUknvb289/fTT6tGjhwvH77zzjn7//XdNnDhRW7du1SOPPBKyz7u0EZwAAACwX7Zs2aKvv/5aDzzwgLp166amTZuqc+fOGj58uE4//XS3TaCX5cwzz3Q9MYH7ixcvVt++fVWvXj1VqVJFRx55pL788ss8+7dt77vvPl166aWqWrWq69V65pln8mwzd+5cdejQwYWVTp06uRAXLDs7W5dddpmaN2+uihUr6uCDD9Zjjz2WZ5tBgwbpjDPO0JgxY3TAAQe4bYqz76JccMEF7rN59tln97jdhAkTdOCBB6pcuXLuNV955ZU8j9vnZdvYZ1m5cmXXvrvuukvt27fX888/7z4P++yuvvpq9z4ffPBBF2rq1q3rtg02btw4HX744W4/jRs3ds/Zvn27imvlypW6/vrr3c1e28Kx/XyOO+44TZo0SSNHjnTbBdq3p962wOdtP9tDDjnE3W6//XZ16dKlwOu2a9dO99xzT+59ey3b3n4mrVu31lNPPaXSlqgQ+uqrr/TQQw9p3rx5WrNmjd577z334e3JzJkzNWTIEP3222/uh20p3j50AACAqNWpk7R2bdm/bv360g8/eG5mJ+12s2F4Rx11lBuql9/333/vTuRfeOEFnXTSSUpISHDr7aTdhnzZCb497+WXX1afPn20cOFCFwgCrCdj9OjR7sT67bffdsMCjz/+eBc0bB+nnXaaevbsqVdffVVLlizRDTfckOf1c3Jy1KhRI7311ltueNns2bN1xRVXqEGDBjrvvPNyt5s+fbqqVaumadOm5bbPa99Fsf3ccccd7oT/4osvdmElPzv/tf1ZqLBenI8//liXXHKJa6uF0AALImPHjnXbJSYmutBiofOzzz7T559/7pbPOecc/f333zrooIM0a9Ys9x4tbNp+A2EkPj5ejz/+uAuQtq0Fp1tvvbXYweOtt95yPUP2nMLs7fwo+7wtDL/77rvuGLL23X///e79WJg0dt7/888/u94t89prr7mA9uSTT7pAa0F28ODB7vO1zzkqg1NqaqpLj/YDPeusszy3twP11FNP1ZVXXuk+MPugL7/8cnfA2xhaAACAqGShKYznjtiJvBUVsJNXG7J1xBFHuFBz/vnnq23btm6b5OTk3BNr6w0JsHNBuwVYOLIwYUP9rr322tz1Fq7sJN/cdttt+ve//+3m2Vhwmjx5sgtGzz33nOuBOPTQQ13PiIWrgKSkJN1999259y04zJkzR2+++Wae4GQn39abYb0/xnq2vPa9J9Zm69mynp4RI0YUePzhhx92nQCB92YdBN9++61bHxyc+vfv7wJVMGuXBSgLHjbHyLa3wPnpp5+6AGKfjfUC2ucUCE433nhj7vOt9+fee+9159bFDU6LFi1ygdDOv0uCfd7WI5eWlub2a+2248F+poHPy877rf0tW7Z090eNGuWCdCA/2M/ShgvaEMKoDU4nn3yyuxWX/SLaBxMYO2ndc9988437xSE4AQCAqBUUNML1dW2Ok/2B24bs2Ym/9YTYkDELIXsaHWQ9Otab8sknn7gRSFlZWdq5c6eWL1+eZ7tAAAsMXbPwtX79end/wYIF7nELNgFdu3Yt8Frjx493QcP2ba9hPSf5h5PZMLZAaNqbfRfFetGsx+m6664rNGzZ/q3nK9gxxxxTYBihDRHMz4KPhaYAG+5oPXkWPoLXBT4nY8MgrUfnjz/+UEpKivu8LbTs2LHDFXnw4vP53OdfUgKft7Uh4MILL3Q/JwtO9nqvv/66C5SBjhfrjbJhlxbUA+x9VK9eXaUppMFpb9lfBayrMZgFpuDknF96erq7BdgBEphUF+qJdQg/gWOCYwOlgeMLJc3mMiQlJiohzqd45bh1gX9tnT1m23DMRRb7ednJovUm2M2ZOzd0DcrJce0xgXYVxU6ATzzxRHezIWp2Ymu9AwMHDgzaXdD7klwlNjuZt5BlPQo2/8h6gOz8LXg769UKvm8n73Z85wS1L/jxwHLg9ay63dChQ11Pjg0ntMBhyzZ/KbCt7cfCQ/B+irPvogQ+L+ststey3rTAHJ/8+/N6Tftc8m9jvWj5X39Pn5OVUbdhh9bDZG2pVauW64Swn5MFFwuHwe+tMK1atXJFIKx63p56nex18x8vgeIP+T/v/MdXv379XK/iDz/84ALuihUrdO6557rHAufy1ruUfy6UhcbC2h04Rux3KzBENGBvvh8jKjitXbvWpeZgdt8+QPtQ7YDKzxJ1cLdswBdffFGsVI3YFBjXDJQGji+UpEH9+kqyv9T6/zrfMWHXX+ntv8t+fd28ALshctiJr/WmWE9MuFUZ27Zt215t36JFC/c+Aie7dqIffN9YD5UN6bOwZexxm55hvTqB7ezE107sg59nYcDCla2zMGIFFaxnJdAzZPPiAz0Uto3dt4IV1psRYNX/bD/Bf1i3novg1ynOvgtj+7GfX+BxC5IWIG2KSnAAsCBi85GsaEaA3bf1wfu2c93g+/beg9teVPuD22EhyV7b5gcFeqUsTAV+trbOPmcLGUW9r169ermAbHPSrKhDfhaqrOfH5itZD6LdD/RQ2Ty34PceaG/guAr8a0P2rNfNhn/a+7YCFPbZ2/PsfN8Cm/WY2Vy4/Aprt71/24/VV7DXC2Y9bVEZnPaFVXMJdO0FPkwrKmE/dPuhAMHsF9hOam0CqH25AyWJ4wslzeZZDLljtBqd0E8169R1oWledhPlKF5bN67VyplTNG7MCDfJHJHDTlztL+x24hk8PCyU7ETaTmqtl6awYVpWctx6CWxIng1rs+2st+CJJ55wFfMC51wWQgIjiGwIW82aNd08HJuTY0P9bN92Um+vZyfngefZCb19FsHnbtZzYPuwdRZG7ETeepSGDRvmwkBgzo7NobFtbG7SlClT3Ovb1A8r9GBFBWw5sF/7brbgGvw6xdl3YWw/we/BekxsqKCFAfvDf2C99axYcLRqgoHiEB999JH7I3/wvi0wBN+3926fQfC6wtof3A4bFmf/F1kBDut5smtsWXuM/cxsG/uc7edQ1Ptq06aNm69lQw/tWB0wYID7udr3kQVMO26td80KgNxyyy2uZ8h+tlOnTs0tvJH/87bXzn982X6t88NCj03TCW6PDe20EWdWbMRGn1mItOPNKhjedNNNBdps7bTPzyr/5f+dKiogFvozVQSxv76sW7cuzzq7bx9kYb1NgYOqsMou9oPixAVF4fhAaeL4Qkmxk6bMrCxl++JcWDL2b7bdfHHuMduG4y2yWC+CnTxaWAieqxJKgeFPgXblZ+diNmzK5uXY/BM7Obc/VNsQMKuCF3iOnQDbH7Rt3lPDhg1dCLG56hZO/vWvf6lOnTouSNhJdP7XKuy1A+vs9S1s2BC0jh07upN7K4pgJ+yBz9Ee+/HHH12JcHue/WsFGWwuVmC/tj7/6xRn30XJvy973tFHH+2WA+utwIF9bhY27KTfgpxVHuzevXuefeV/rUDAyL9uT5+TVaCz0GPDIu3nYkHCRmdZT1hg/4Hn7ul9XXPNNS7wWpvtc7DeHAtPFsbs52vPtaBqAdN6pawAhW1n4dOKbeT/vAPvJbjtNlzTSp7bd5h9RsHtsTlhFtCsOrdV97MAa6HQwlRh7bZ1tu/C/v/dm+/HOF9gUGGI2ZvxKkduv0j2F4lffvkld52NGd28ebMrw1gcliqt+9C6DelxQn72RW/HmFXu4UQDJY3jCyXNJrhfPfRONTnxItVKrqcjE5bq++xmLjht3bBGy6e/qqcevjdPSWeEP/vruA1VsxPocOlxCgyvClQ9AyLp+NrT79TeZIOQHvk2htWSv92MvSFbDlRRsWF2wZMJLelbvXlLljau0VKslZAsrEsOAAAAAEpKSIOTjUW0LkO7Gevas+XAFYdtQllwKUpLiVaq0uYIWH136+61rl5KkQMAAAAoTSGd42QVMvY0UjAwWS3/c2wiHwAAAACUFQapAgAAAIAHghMAAEAYCpP6XUDE85XQ7xLBCQAAIIxY+WUTbhe/BSJV4Hcp8Lu1ryLqOk4AAADRzi4IWqlSJW3YsMFduiAcyn9buWg7+bSyzuHQHkSXnFI8vmzf9rtkv1P2u7U/CE4AAABhxK5t2aBBA3eZlmXLlilchjrZRU4rVqyYe7FSIFKOLwtjdj27/d03wQkAACDMlCtXTq1atQqb4Xp2Ae+vvvpKxx13HBfwRsQdX/b7VBI9WQQnAACAMGQnehUqVFA4sLkhWVlZrj0EJ8Tq8cUgVQAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAAA8EJwAAAADwQHACAAAAgHAPTuPHj1ezZs1UoUIFdenSRXPnzt3j9o8++qgOPvhgVaxYUY0bN9ZNN92ktLS0MmsvAAAAgNgT0uA0ZcoUDRkyRKNGjdL8+fPVrl079e7dW+vXry90+8mTJ2vYsGFu+wULFui5555z+7j99tvLvO0AAAAAYkdIg9O4ceM0ePBgXXLJJWrTpo0mTpyoSpUq6fnnny90+9mzZ+uYY45R//79XS9Vr169dMEFF3j2UgEAAADA/khUiGRkZGjevHkaPnx47rr4+Hj16NFDc+bMKfQ5Rx99tF599VUXlDp37qy///5bn376qQYMGFDk66Snp7tbQEpKivs3MzPT3YBggWOCYwOlgeMLJS07O1tJiYlKiPMpXjluXeBfW2eP2TYcc9hffH8hWo+vvXnNOJ/P51MIrF69Wg0bNnS9SF27ds1df+utt2rWrFn67rvvCn3e448/rqFDh8qanZWVpSuvvFITJkwo8nXuuusu3X333YUO+7PeLQAAAACxaceOHW4029atW1WtWrXw7HHaFzNnztR9992np556yhWS+Ouvv3TDDTdo9OjRGjFiRKHPsR4tm0cV3ONkRSVsmJ/Xh4PYY391mDZtmnr27KmkpKRQNwdRhuMLJW3lypUacsdoNTqhn2rWqauOCcs1L7uJchSvrRvXauXMKRo3ZoQaNWoU6qYiwvH9hWg9vgKj0YojZMGpTp06SkhI0Lp16/Kst/v169cv9DkWjmxY3uWXX+7uH3744UpNTdUVV1yhO+64ww31y698+fLulp/9UPjFR1E4PlCaOL5QUuz/0cysLGX74lxYMvZvtt18ce4x24bjDSWF7y9E2/G1N68XsuIQ5cqVU8eOHTV9+vTcdTk5Oe5+8NC9/F1p+cOR/YdgQjTiEAAAAEAMCOlQPRtCd/HFF6tTp06u2INdo8l6kKzKnhk4cKCbB3X//fe7+3369HGV+Dp06JA7VM96oWx9IEABAAAAQFQFp379+mnDhg0aOXKk1q5dq/bt2+vzzz9XvXr13OPLly/P08N05513Ki4uzv27atUqJScnu9A0ZsyYEL4LAAAAANEu5MUhrr32WncrqhhEsMTERHfxW7sBAAAAQExcABcAAAAAIgHBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAwAPBCQAAAAA8EJwAAAAAINyD0/jx49WsWTNVqFBBXbp00dy5c/e4/ZYtW3TNNdeoQYMGKl++vA466CB9+umnZdZeAAAAALEnMZQvPmXKFA0ZMkQTJ050oenRRx9V7969tXDhQtWtW7fA9hkZGerZs6d77O2331bDhg21bNky1ahRIyTtBwAAABAb9ik4/f3332rRosV+v/i4ceM0ePBgXXLJJe6+BahPPvlEzz//vIYNG1Zge1u/efNmzZ49W0lJSW6d9VYBAAAAQNgFp5YtW+r444/XZZddpnPOOccNs9tb1ns0b948DR8+PHddfHy8evTooTlz5hT6nA8//FBdu3Z1Q/U++OADJScnq3///rrtttuUkJBQ6HPS09PdLSAlJcX9m5mZ6W5AsMAxwbGB0sDxhZKWnZ2tpMREJcT5FK8cty7wr62zx2wbjjnsL76/UJpCeXztzWvG+Xw+396+wI8//qgXXnhBr7/+ugtA/fr1cyGqc+fOxd7H6tWr3VA76z2yMBRw6623atasWfruu+8KPKd169ZaunSpLrzwQl199dX666+/3L/XX3+9Ro0aVejr3HXXXbr77rsLrJ88ebIqVapU7PYCAAAAiC47duxwHTFbt25VtWrVSj44BWRlZbleoBdffFGff/65K9Rw6aWXasCAAa43qKSDk+0/LS1NS5Ysye1hsuF+Dz30kNasWVPsHqfGjRtr48aNnh8OYo/91WHatGluLl1gOChQUji+UNJWrlypIXeMVqMT+qlmnbrqmLBc87KbKEfx2rpxrVbOnKJxY0aoUaNGoW4qIhzfX4jW48uyQZ06dYoVnParOERiYqLOOussnXrqqXrqqafcsLuhQ4fq9ttv13nnnacHHnjAVb8rjDXQws+6devyrLf79evXL/Q5ti/7MIOH5R1yyCFau3at6/kqV65cgedY5T275Wf74RcfReH4QGni+EJJsf8PM7OylO2Lc2HJ2L/ZdvPFucdsG443lBS+vxBtx9fevN5+lSP/4Ycf3FA5CzTW82OhafHixS4xWo9S3759i3yuhZyOHTtq+vTpuetycnLc/eAeqGDHHHOMG55n2wX8+eef7vULC00AAEQDK4y0fPnyArdVq1YpIzMj1M0DgJiwTz1OFpJsjpOVDT/llFP08ssvu3+tuINp3ry5G77nVfHOSpFffPHF6tSpk5sfZeXIU1NTc6vsDRw40A3nu//++939q666Sk8++aRuuOEGXXfddVq0aJHuu+8+N8cJAIBoDU033nq7NqfsKPDYzh2pWrRkqZp03z0kHQAQRsFpwoQJbi7ToEGDihyKZ9daeu655/a4HysqsWHDBo0cOdINt2vfvr2bK1WvXj33uP01LRDGjM1Nmjp1qm666Sa1bdvWhSoLUVZVDwCAaLR9+3YXmmof0VuVa+adP7xuyQJlLlrs5hwDAMIwONlQvCZNmuQJNcbqTKxYscI9ZkPnrDfJy7XXXutuhZk5c2aBdTaM79tvv92XZgMAELEsNFVPzvvHym2b14esPQAQa/ZpjtOBBx7oqtIVNpzAhukBAAAAgGI9OBVVwdyGE+zLxXABAAAAIGqG6lkxBxMXF+fmJQVfQNauTG7XXrJ5SgAAAAAQs8Hpf//7X26P0y+//JKnBLgtt2vXzpUkBwAAAICYDU4zZsxw/1q58Mcee8zz6roAAAAAELNV9ewaTgAAAAAQK4odnM466yx3UVvrZbLlPXn33XdLom0AAAAAEFnBqXr16q4oRGAZAAAAAGJF4r4Mz2OoHgAAAIBYsk/Xcdq5c6d27NiRe3/ZsmV69NFH9cUXX5Rk2wAAAAAgcoNT37599fLLL7vlLVu2qHPnznrkkUfc+gkTJpR0GwEAAAAg8oLT/Pnzdeyxx7rlt99+W/Xr13e9ThamHn/88ZJuIwAAAABEXnCyYXpVq1Z1yzY8z6rsxcfH66ijjnIBCgAAAAAU68GpZcuWev/997VixQpNnTpVvXr1cuvXr1/PRXEBAAAARJ19Ck4jR47U0KFD1axZM3Xp0kVdu3bN7X3q0KFDSbcRAAAAACKjHHmwc845R//617+0Zs0atWvXLnf9iSeeqDPPPLMk2wcAAAAAkRmcjBWEsFswq64HAAAAANFmn4JTamqqxo4dq+nTp7t5TTk5OXke//vvv0uqfQAAAAAQmcHp8ssv16xZszRgwAA1aNBAcXFxJd8yAAAAAIjk4PTZZ5/pk08+0THHHFPyLQIAAACAaKiqV7NmTdWqVavkWwMAAAAA0RKcRo8e7UqS24VwAQAAACDa7dNQvUceeUSLFy9WvXr13LWckpKS8jw+f/78kmofAAAAAERmcDrjjDNKviUAAAAAEE3BadSoUSXfEgAAAACIpjlOZsuWLZo0aZKGDx+uzZs35w7RW7VqVUm2DwAAAAAis8fp559/Vo8ePVS9enUtXbpUgwcPdlX23n33XS1fvlwvv/xyybcUAADslYyM9CL/oFmlShUq5AJAaQenIUOGaNCgQXrwwQdVtWrV3PWnnHKK+vfvvy+7BAAAJSgtNUULFvyuO+8fp4oVKhZ4vFa1Snr0wfsITwBQmsHp+++/19NPP11gfcOGDbV27dp92SUAAChBmelpylKCanXoreQDmuR5LPWfDdo0f6q2b99OcAKA0gxO5cuXV0pKSoH1f/75p5KTk/dllwAAoBRUrlFb1ZMbFFi/KSStAYAYKw5x+umn65577lFmZqa7HxcX5+Y23XbbbTr77LNLuo0AAAAAEHnByS6Aa9371ru0c+dOHX/88WrZsqWb7zRmzJiSbyUAAAAARNpQPaumN23aNP33v//VTz/95ELUEUcc4SrtAQAAAIBiPTjl5OToxRdfdKXHrRS5DdNr3ry56tevL5/P5+4DAAAAQMwO1bNgZPObLr/8cnddiMMPP1yHHnqoli1b5sqTn3nmmaXXUgAAAACIhB4n62n66quvNH36dHXr1i3PY//5z390xhlnuIvfDhw4sKTbCQAAAACR0eP0+uuv6/bbby8Qmkz37t01bNgwvfbaayXZPgAAAACIrOD0888/66STTiry8ZNPPtkViwAAAACAmA1OmzdvVr169Yp83B77559/SqJdAAAAABCZwSk7O1uJiUVPi0pISFBWVlZJtAsAAAAAIrM4hFXVs+p55cuXL/Tx9PT0kmoXAAAAAERmcLr44os9t6GiHgAAAICYDk4vvPBC6bUEAAAAAKJhjhMAAAAAxCKCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAABEQnAaP368mjVrpgoVKqhLly6aO3dusZ73xhtvKC4uTmeccUaptxEAAABA7Ap5cJoyZYqGDBmiUaNGaf78+WrXrp169+6t9evX7/F5S5cu1dChQ3XssceWWVsBAAAAxKaQB6dx48Zp8ODBuuSSS9SmTRtNnDhRlSpV0vPPP1/kc7Kzs3XhhRfq7rvvVosWLcq0vQAAhKv4zEyVT90W6mYAQFRKDOWLZ2RkaN68eRo+fHjuuvj4ePXo0UNz5swp8nn33HOP6tatq8suu0xff/31Hl8jPT3d3QJSUlLcv5mZme4GBAscExwbKA0cX9gX9sfCpMREJcT5lKCcPI8lxksVypdXvX/W6+QZ76rz9Hd1ckamvrjwer3Vup17LDFOBZ5n+7J92r45HlEcfH8hWo+vvXnNOJ/P51OIrF69Wg0bNtTs2bPVtWvX3PW33nqrZs2ape+++67Ac7755hudf/75+vHHH1WnTh0NGjRIW7Zs0fvvv1/oa9x1112uZyq/yZMnu54tAAAiks+nWn/8oQM//FANvvtOcTl5w9GyE0/Uz1deqZykpJA1EQDC3Y4dO9S/f39t3bpV1apVC98ep721bds2DRgwQM8++6wLTcVhvVk2hyq4x6lx48bq1auX54eD2GN/dZg2bZp69uypJE42UMI4vrAvVq5cqSF3jFajE/qpep36is/K1GFzpunoj15Vo8W/59k223qmsrLcctPp07V+zneaPOxxVT70iDzbbd24VitnTtG4MSPUqFGjMn0/iEx8fyFaj6/AaLTiCGlwsvCTkJCgdevW5Vlv9+vXr19g+8WLF7uiEH369Mldl7PrL2yJiYlauHChDjzwwDzPKV++vLvlZz8UfvFRFI4PlCaOL+wN+38yMytL2b44Vdq8UZePulx1Vy/Ns83WqjX0/an9lXlyF6X8uEZnjR+lpIx0Hblju5r/+za9ducErW12UO72ti/bp+2bYxF7g+8vRNvxtTevF9LiEOXKlVPHjh01ffr0PEHI7gcP3Qto3bq1fvnlFzdML3A7/fTT1a1bN7dsPUkAAESrPs+NzROaljZoquvrN9bNI57WzHOvUEb16vrlXyfpmdEv6J+qNdw2df7ZoCvvGKBD5s4IYcsBIPKFvKqeDaOzoXcvvfSSFixYoKuuukqpqamuyp4ZOHBgbvEIu87TYYcdludWo0YNVa1a1S1bEAMAIBq1+fV7Hf7tl255W/Vaeuae5zXi2tF6q1otZSXm/YvpypaHadTVd+vH8hXd/fJpO3XRgzfq+HcnublRAIC9F/I5Tv369dOGDRs0cuRIrV27Vu3bt9fnn3+uevXquceXL1/uKu0BABCrymVnqd8b43Pvf3rxUC05tJO08Kcin/NP9Vo6q3FLvV6lmrr8+F/F+3w66bXH5YuP10fHnFxGLQeA6BHy4GSuvfZadyvMzJkz9/jcF198sZRaBQBAeDjnj9+UvHGNW/770E768bhTi/W8nfHxmjBgiLYe0kG9Xn/Srev2ziRNb39MqbYXAKIRXTkAAISxxCVLdO4fv7rl7IREfTD4Dikurvg7iIvTjHOu0NweZ7m7FXZs14lfvltazQWAqEVwAgAgXPl8qjlypJJ2VZD9us9ArW+ct3pscc04+wplJfoHmnT7z/uqlp5Wok0FgGhHcAIAIFy9/bYqfvWVW9xUq67+c+4V+7yrLXUP0A8n7up1St+pMxfmvQYUAGDPCE4AAIQjuyjjjTfm3n3rvKuUWaHSfu1yxtmX51bg6/PXH4rfsGG/mwkAsYLgBABAOLrrLmn1arc4t0FD/dyu4PUN91ZK7fqa2+tct1whO1vVJk7c730CQKwgOAEAEG5++kl6/HG3mFOhgp7ucOTeFYTYg5lnXaaMJP91D6u88oq0xl+tDwCwZwQnAADCiRWCuPpqKTvb3U257jqtq1y1xHa/rWayvjr+NLccn54ujR1bYvsGgGhGcAIAIJy8+aY0e7Z/+eCDlTJ4cIm/xLRe5yktIcF/x4brrVxZ4q8BANGG4AQAQDiZMGH3sg3XK1++xF9iW7Wa+rhla/+djAzpvvtK/DUAINoQnAAACBeLFkm7yo+rdWupZ89Se6l3D26jnMqV/XcmTZKWLSu11wKAaEBwAgAgXDz//O7lyy4rsYIQhUkpX0HbBg3y38nMlMaMKbXXAoBoQHACACAcZGVJL73kX05MlAYOLPWX3HbFFVK1av47L7wg/f13qb8mAEQqghMAAOHgs892lwY//XSpbt1Sf8mcGjWkm27aHdyY6wQARSI4AQAQDp57Lu8wvbJy4427e52mTJFSU8vutQEgghCcAAAINetp+vhj/3LDhlLv3mX32tbrdO65/uXt26UPPyy71waACEJwAgAg1F5+OfeCt7KCDYFrLJWViy7avfzaa2X72gAQIQhOAACEks+Xt5repZeWfRuOO05q1Mi/PHWqtHFj2bcBAMIcwQkAgFD65hvpzz/9y926SS1alH0b4uOlCy7YXSTizTfLvg0AEOYITgAAhElRiI19+2r58uV5bqtWrVJGZkbZDtd79dXSfz0AiDCJoW4AAAAxKyVFeustt5harpyu+Oo7Zfx3Xp5Ndu5I1aIlS9Wke3rptqVtW+mww6Rff5XmzPFf0ykUvV8AEKYITgAAhMobb0g7drjFGY2bqeqRp6pyzeQ8m6xbskCZixYry4bQlbYLL5SGD/cvT54s3Xln6b8mAEQIhuoBABAGw/SmNW/pQlP15AZ5bpWq1y679gTmOQWq61nhCgCAQ3ACACAUbEjc3LluMaNNGy2uWYYBqShNm/or7Jk//pDmzw91iwAgbBCcAAAIcW/T9n79FDZsuF4A13QCgFwEJwAAylp6uv+it6Z8eaWeeabCxjnnSElJu+dgBS7MCwAxjuAEAEBZ++ADafNm//JZZ8lXvbrCRq1a0qmn+pfXrJFmzAh1iwAgLBCcAAAoa6+/vnv5sssUdoKH63FNJwBwCE4AAJQlKz8+dap/uW5d6YQTFHZOO02qVs2//O670s6doW4RAIQc13ECAKAsWWgKBJEzzpASEkLSjIyMdK1atarQx6pUqaJaZ58tvfCCtG2b9NFH0nnnlXkbASCcEJwAAChL7723ezlERSHSUlO0YMHvuvP+capYoWKBx2tVq6QnTz9d1Sw4BarrEZwAxDiCEwAAZSUz0997Y2woXPfuoWlGepqylKBaHXor+YAmeR5L/WeDNs2fqi3t2qnaAQdIq1dLn34qbdok1Q6Da00BQIgwxwkAgLIya5a0ZYt/2SrXlSsX0uZUrlFb1ZMb5LlVrpnsf9CGEF5wgX85K0t6662QthUAQo3gBABAWbFCCwHhdO2molx00e5lLoYLIMYRnAAAKAs5OdL77/uXy5eXTj5ZYa9dO+mQQ/zL//2vtG5dqFsEACFDcAIAoCzMneu/oKzp2dNK1ynsxcX5K/8Zn0/6+ONQtwgAQobgBABAjFTT2yd9++5e/uCDULYEAEKK4AQAQGmz3ppAcIqPl/r0UcQ48kipfn3/8rRp/gv4AkAMIjgBAFDafv9dWrTIv3zccVLyrsp1kSA46KWl+cMTAMQgghMAAKUtUofpBTBcDwAITgAAlGlwChRbiCQnnihVquRftgIR2dmhbhEAlDmCEwAApWnZMmn+fP9yx45SkyaKOBUqSL17+5c3bJC+/TbULQKAMkdwAgCgNAWu3RSpw/QCGK4HIMYRnAAAKE3vvhsdwenUU/2FIgzBCUAMIjgBAFBabFjbN9/4lw86SDrkEEWsOnWkf/3Lv/znn9Iff4S6RQBQpghOAACUlg8/lHJydvc2xcUpop1++u5lep0AxBiCEwAApSXSy5DvaZ6ThUIAiCEEJwAASsO2bbsvFtuwoXTkkYp4LVtKbdr4l+fMkdatC3WLAKDMEJwAACgNn30mZWTsvnZToLBCtPQ6+Xz+azoBQIyIkm9xAADCTLSUIc+PeU4AYhTBCQCAkpaZKX36qX+5Rg3puOMUNTp3lurX9y/bUMQdO0LdIgAoEwQnAABKmpUg37rVv3zyyVJSkqKGDTns08e/nJa2ex4XAEQ5ghMAACXto492LwdCRjRhuB6AGERwAgCgJFnRhEBwSkiQTjpJUefEE6VKlfzLViAiOzvULQKAUkdwAgCgJC1cKP31l3/52GOlmjUVdSpWlHr39i9v2CB9+22oWwQApY7gBABASYr2YXqFXQyX4XoAYgDBCQCAkhQrwenUU3dfm4rgBCAGEJwAACgpmzZJ//2vf/ngg6VWrRS16tSRjjnGv/znn/4higAQxQhOAACUlM8+k3Jyor+3qbDqesE9bQAQhQhOAACUlFgZplfYe/zww1C2BABKHcEJAICSkJEhff65f9kq6R19tKKeDUc86CD/sg1RtKGKABClCE4AAJSEr7+WUlL8y6ecIiUmKiYEhuvZEMVPPw11awCg1BCcAAAoCbE2TK+w98o8JwBRjOAEAMD+8vl2hwbraTrpJMUMG5JYq5Z/2YYq2pBFAIhCBCcAAPbXggXS33/7l487TqpeXTHDgqINTTTbtkmzZoW6RQBQKghOAADsr1gdpldYWXKq6wGIUgQnAAD2V6wHp969paSk3Z+FDV0EgCgTIyV/AAAoJRs3SnPm+JcPOUQ68MAiN928ebO2b99eYP2qVauUkRnBc4OqVZNOOEGaNk1atkz65RepbdtQtwoAShTBCQCA/WEluK0Ut0dvk4WmG2+9XZtTdhR4bOeOVC1aslRNuqcrYtl7t+AU6HUiOAGIMgQnAADKYJie9TRZaKp9RG9Vrpmc57F1SxYoc9FiZWVlKWLZe7/++t3znO64I9QtAoASRXACAGBfWentqVP9y7VrS127ej7FQlP15AZ51m3bvF4Rr1kz6fDD/cP05s6V1q6V6tcPdasAoMQQnAAA2FdWettKcBsryZ2QoGiQkZHu5l0VpkqVKqoVuG5TYdX1LDiZjz+WLr+8FFsJAGWL4AQAwL6Kwmp6aakpWrDgd915/zhVrFCxwOO1qlXSow/eV3h4ss9gzJjdnw3BCUAUITgBALAvrOR24JpFVorbSnJHgcz0NGUpQbU69FbyAU3yPJb6zwZtmj/VzdcqNDgdeaRUr560bp2/UMTOnVLFguELACJRWFzHafz48WrWrJkqVKigLl26aK6NjS7Cs88+q2OPPVY1a9Z0tx49euxxewAASsX//ucvvW26dfOX5I4ilWvUdnOxgm/5i1oUEB8vnXaaf9lC0/TpZdJWAIiJ4DRlyhQNGTJEo0aN0vz589WuXTv17t1b69cXPlF25syZuuCCCzRjxgzNmTNHjRs3Vq9evYociw0AQKl4773dy2edFcqWhBeb5xQQ6JEDgCgQ8uA0btw4DR48WJdcconatGmjiRMnqlKlSnr++ecL3f61117T1Vdfrfbt26t169aaNGmScnJyNJ2/agEAytK77/r/jYuT+vYNdWvCR48eUoUKuwtEBK5xBQARLqRznDIyMjRv3jwNHz48d118fLwbfme9ScWxY8cOZWZmFlnhJz093d0CUlJS3L/2HLsBwQLHBMcGSgPHVxRZuFBJv//uFnO6dlW2lSL3+LlmZ2crKTFRCXE+JShvmEiMlyqUL6/EOO3zY/G7Hgv8WxL7zP+Ytd3eg72XIo/jpCQldO+ueLsw8Jo1yvruO/k6ddrjZ4Pwx/cXovX42pvXjPP5bHZraKxevVoNGzbU7Nmz1TXo2he33nqrZs2ape+++85zH9b7NHXqVP32229ujlR+d911l+6+++4C6ydPnux6tgAA2Fut3nlHbV55xS3/OmiQFp9xRqibFFaafvGF2j/1lFteeN55+qN//1A3CQCK7ITp37+/tm7dqmoec1Ujuqre2LFj9cYbb7h5T4WFJmO9WTaHKrjHKTAvyuvDQeyxvzpMmzZNPXv2VJJVyQJKEMdX9EgIlNyWdPCwYTq4RQvP56xcuVJD7hitRif0U/U6eS8Mu2rRL5r52hM68dJhqt+kxT49dkCTZuqYsFzzspsoR/Elss/8j23duFYrZ07RuDEj1KhRo6LfbIcO0q7gdNDChWph17hCROP7C9F6fAVGoxVHSINTnTp1lJCQoHVWtjSI3a/vcbXxhx9+2AWnL7/8Um3bti1yu/Lly7tbfvZD4RcfReH4QGni+IpwK1dK33/vX27XTkkHH1ysp9n/d5lZWcr2xSk73xTjrBwpLT1dWT7t82MWloz9a9uVxD7zP2Ztt/dg72WPx3CTJv7S5N9/r7ifflKSFXBq1qxYnxPCG99fiLbja29eL6TFIcqVK6eOHTvmKewQKPQQPHQvvwcffFCjR4/W559/rk6MmwYAlKX339+9TDW9ogUPX3znnVC2BACio6qeDaOzazO99NJLWrBgga666iqlpqa6Kntm4MCBeYpHPPDAAxoxYoSrumfXflq7dq272cX4AAAo0zLkZ54ZypaEt3PO2b389tuhbAkAlIiQz3Hq16+fNmzYoJEjR7oAZGXGrSepnl15XNLy5ctdpb2ACRMmuGp85wR/IUvuOlBWCAIAgFKzaZM0a5Z/uWVL6bDDQt2i8HXQQZINpf/5Z+nbb6UVK6TGjUPdKgCI3OBkrr32WncrjBV+CLZ06dIyahUAAPl89JHVFd/d22TXcELR7I+cFpwCw/VuvDHULQKAyB2qBwBAxF301jC/ydu55+5efuutULYEAPYbwQkAgOKwubRffOFfbtBA6tw51C0Kf61bS4ce6l+ePdtfkRAAIhTBCQCA4vjsMyk9ffcwvaD5tyhmr1Nwjx0ARBi+9QEAKA6q6e2b4GJODNcDEMEITgAAeLGepo8/9i/XrCkdf3yoWxQ5bKjeIYf4l//7X2n16lC3CAD2CcEJAAAv//mPtG2bf7lPH7vUfKhbFJnD9Xw+husBiFgEJwAAvDBMb/9wMVwAUYDgBADAnth1m95/379cqZLUq1eoWxR57ELBBx/sX/7qK2nt2lC3CAD2GsEJAIA9sTLaGzb4l086yR+esHfsQsGBXicbrhfcgwcAEYLgBADAnnDR25LBxXABRDiCEwAARcnJ2R2cEhOlU08NdYsiV9u2UsuW/uVZs6T160PdIgDYKwQnAACK8vXX0vLl/uWePaUaNULdosgerhfodbJAynA9ABGG4AQAQFFeemn38sCBoWxJdOBiuAAiGMEJAIDC7Nix++S+WjWpb99QtyjydeggtWjhX545c3fRDQCIAAQnAAAKYyXIt2/3L593nlSxYrGetnnzZi1fvrzAbdWqVcrIzFBMC66uF1zmHQAiQGKoGwAAQLQM07PQdOOtt2tzyo4Cj+3ckapFS5aqSfd0xTSb5/Tgg7svhjt4cKhbBADFQnACACC/VaukL7/0LzdvLh1zTLGetn37dheaah/RW5VrJud5bN2SBcpctFhZWVmKZBkZ6a73rDBVqlRRrVq19ryDjh2lZs2kpUul6dOlTZuk2rVLp7EAUIIITgAA5Pfaa/7Kb4Hepvi9G9luoal6coM867Ztjvzy22mpKVqw4Hfdef84VaxQcOhirWqV9OiD9+05PAWG6z38sH+43uTJ0nXXlW7DAaAEEJwAAAjm8+UdpjdgQChbE1Yy09OUpQTV6tBbyQc0yfNY6j8btGn+VNfr5tnrNGiQPziZZ5+Vrr3WH6gAIIxRHAIAgGDz50u//+5ftiF6Bx4Y6haFnco1arseteBb/qGJe3TooVLXrv7lX36Rvv++1NoKACWF4AQAQLCXX969fPHFoWxJdLv88t3LkyaFsiUAUCwEJwAAAjIz/XNuTPny/gpwKB1W4r1qVf/y66/vLv0OAGGK4AQAQMBnn0kbN/qX7YK3NWqEukXRq0oV6YIL/MsWmqZMCXWLAGCPCE4AAAQwTC90w/WsSAQAhDGCEwAAZvNm6aOP/Mt160q9eoW6RdGvUyepXTv/8nff+QtFAECYIjgBAGBsqFhGhn/5wgulRK7YUeqsBHlwr9Nzz4WyNQCwRwQnAAAMw/RCw0JqhQr+5VdekdLSQt0iACgUwQkAgIULpW+/9S+3bbt7+BhKX82a0jnn7B4u+d57oW4RABSK4AQAgPV0BAwcGMqWxKbBg3cvUyQCQJgiOAEAYlt29u7gFB/vHzqGsnXssVKrVv7lGTOkv/4KdYsAoACCEwAgtr37rrR8uX+5d2+pfv1Qtyj2UCQCQAQgOAEAYpfPJz3wwO77N90UytbENivIEahk+OKLUmZmqFsEAHkQnAAAsWvmTGnePP9y+/ZSjx6hblHsqldPOv10//LatdKnn4a6RQCQBxepAADEruDepltv9Q8ZK4bNmzdr+/btBdavWrVKGZm7rgWFfSsSYUMnA0Ui+vYNdYsAIBfBCQAQm376SZo61b/crJl07rnFDk033nq7NqfsKPDYzh2pWrRkqZp0T1csyshId+GxMFWqVFGtWrX2vIOePaXGjaUVK6TPPpNWrpQaNSqdxgLAXiI4AQBi00MP7V6++ebd82s8WE+ThabaR/RW5ZrJeR5bt2SBMhctVlZWlmJNWmqKFiz4XXfeP04VK1Qs8HitapX06IP37Tk8JSRIl14q3X23lJMjPfKI9O9/l27DAaCYCE4AgNizdKn0xhv+5dq1pUsu2etdWGiqntwgz7ptm9crVmWmpylLCarVobeSD2iS57HUfzZo0/ypLnR69jpdeaX04IPSzp3SxIn+IZQN8n7OABAKFIcAAMQe68Ww6zeZ666TKlcOdYuiRuUatV2gDL7l75nbIysHf9VV/uW0NGns2FJrKwDsDYITACC2bNokTZrkX65YUbrmmlC3CPlZL5P9bMzTT1vVjVC3CAAITgCAGPPUU9KOXYUd7KKrdeqEukUorDR5INCmp9PrBCAsEJwAALHDAtPjj+8uRDBkSKhbhKLccotUqZJ/+Zln6HUCEHIEJwBA7HjxRWnjRv/yeef5y5AjPNWtK117rX85I0O6//5QtwhAjCM4AQBig5UIt/LWwfNoEP69ToHCHXZBXLu+EwCECMEJABAb3nlH+vtv/3KvXlL79qFuEbzY/DOremjodQIQYgQnAED08/n81wYKuO22ULYGe2PoUKlKFf+yVUNcvjzULQIQowhOAIDo9/rr0vz5/uWOHaVu3TyfsnnzZi1fvrzAbdWqVcrIzCj9NmP3BYqvv96/nJkp3XdfqFsEIEYlhroBAACUqs2bpZtu2n3/7ruluDiPp2zWjbfers0pu8qWB9m5I1WLlixVk+7ppdHaqJWRke5CZ2GqVKmiWrVqFf3km2+WnnhC2rZNev55afhwqWnT0mssABSC4AQAiG7Dhknr1/uXzz5bOvVUz6ds377dhabaR/RW5ZrJeR5bt2SBMhctVpYVm0CxpKWmaMGC33Xn/eNUscKuC9sGqVWtkh598L6iw5Otv+EG6d57/b1OY8b4S5QDQBkiOAEAotc33/irsZmqVaXHHturp1toqp7cIM+6bZt3hTAUW2Z6mrKUoFodeiv5gCZ5Hkv9Z4M2zZ/qwuoee52s19CuwZWSIr3wgr/XqXnz0m88AOzCHCcAQHSyKmxXXrn7vvVSNGwYyhbFvMo1arsgGnzL36NXpECvk7Hevv/7Pyknp1TbCwDBCE4AgOhk12z67Tf/cqdO0tVXh7pF2F821ykQfqdNk8aPD3WLAMQQghMAIPosXizdc49/OT7ePx8mISHUrcL+ql7dP0wv+CLGCxaEskUAYgjBCQAQfddsst6ltDT/fRve1aFDqFuFktKz5+7y5PYzHjDAXzACAEoZwQkAEF3eeEP64gv/cuPGu3ueED3GjpVat/Yvz5snjR4d6hYBiAFU1QMARI9//sl7zaYnn7SLBO3xek1WzS0/LnIb5td4qlhRevVV6aij/IUirPDHKaf47wNAKSE4AQCih5WoXrfOv3zmmdLppxe5KRe5jfBrPHXsKI0aJY0Y4a+uZ0P2/ve/PQZlANgfBCcAQHR45x3p6af9y3bybNf82QMuchsF13iyixt/8on07bfSX39JQ4dKEyeWXeMBxBSCEwAg8s2aJfXvv/v+vfdKjRoV66lc5Da8rvGU36Y9PSkxUXrlFaldO2nHDn9w7tNHOvXU0mwqgBhFcQgAQGT75Repb1//BW/NxRfvrrqG6NeypfTvf+++f9ll0oYNoWwRgChFjxMAIHItWyaddJK0dav/vhUIePZZKS4udxMKQMSAwYOlDz/0D9uzOW69e/svkFu7dqhbBiCKEJwAAJFp40b/CfLq1f77XbpIb74pJSXlbkIBiOiuuJen6t6kSVL79v7gZEUiunWTvvxSqlu3TNsLIHoRnAAAkSc1VTrtNGnhQv/9gw+WPv5Yqlw5z2YUgIjuint5qu7Vry/NmCF17y6tXesfwhkITw0Kzp0CgL1FcAIARJbMTKlfP+m77/z37aR46lSpTp0in0IBiOiruFdo1b1DDvEXCrHwZL1Uv/8unXCC9J//SA0bhuQ9AIgeBCcAQOSw6/X83//557KYatWkzz+XmjYNdcsQgop7Zk3+oXwVKijhjTdU7/zzlWjr//xTOv54f3hqUjB8AUBxEZwAAJHBToKtYt706f775cpJH3wgtW0b6pYhDIfyJbfrrLEp01VvW4q0eLF03HH+oXzNm4esvQAiG8EJABD+LCBZmelNu67qEx8vvfaafxgWlfNiltfFc2+Ni9Ok3/+npCVL/BUYLTxZbyVhG8A+IDgBAMKXXdT05puliRN3r7O5KnbRU5v4T+U87GEo3/JKlbVuyhQ1sp7KBQuklSuljh2lIUOkkSMLFBMBgD0hOAEAwtNPP0kXXOA/4d1lx0knafPYscqpWVNavjy3V2ntpi1q0KUPlfNQoJT5CvvZv/qq6g4YoHJWLMLuP/igsl9/XQlPPeWvzggAxUBwAgCEDTfk7p9/VPWll1TjgQcUl+EfZpdToYImtT9CH1apI415pIhepWpUzkOR85+SWrfXuUrUuX/8qqScHCWsWCH16SOddZb02GNSo0ahbjKAMEdwAgCEhX/++ktfXnChuv/2q2ru3D3sbnGNmhrdrpP+s2GTjmnbXTXr5i0rTa8Sijv/6Zte0p/rVurcl8fp0MW/+Td8913lTJ2qrTffrG0DB7oLKOdeVBcAghCcAACh9dtv7i/+1V9+Weel552L9GWPs/Vh30HatnKxMt97QeWr1KBXCfs1/yk9uYEeuWqUKj88RPds3qCaGemKT01VzXvuUdwDD2hWk+aa07Kl+t9/r2rYkNB8CFVA7CI4AQBKXFFV7kxmZqbKZWerwjffqMqLL6ri11+79fG7Hs+Ji9OCTifo6zMGaVnrDrLp+5W2bSnD1iPaZWak6+1qtbVtwFBd9u0XOvbrT936Gunp6rvoD3db8s1X+rJ5S81s0lybK1bKfW6tapX06IP3EZ6AGERwAgCUaDDasmWL7nv439qelp27rnxWllpv2qBD1q7WQSuXqX3aTpWzi9kGSU1M1OvVamnxNaOl9l1L/T0AatBEn944Vr+c0l//+ugVHfL9DCXtKl/ffFuKmv88X4N++VELDumgBW06amGtuvpu1e9auHChGlp1x0L+KJCUlFToS9FTBUS+sAhO48eP10MPPaS1a9eqXbt2euKJJ9S5c+cit3/rrbc0YsQILV26VK1atdIDDzygU045pUzbDADREHL2dDJX1PMKC0a5fD5V/GeTshcv1ilHHKsWO7ar5V+/qtmShUrMLnwO0vrkBprZ7Qx9eEBTTf/0dfWumayChaWB0rPioLZ6/eaHVGF7ihq/95wO+3yKOqf559nF+3J06O/z3M3YUb/sqy+1sHay/qxVW4tq1tGqqlW11efT34v+VIuDDla5pHIFXoOeKiDyhTw4TZkyRUOGDNHEiRPVpUsXPfroo+rdu7f7a07dunULbD979mxdcMEFuv/++3Xaaadp8uTJOuOMMzR//nwddthhIXkPABCu9nSNI1O5fLzuuGWIatSoUWg42rHTP6zOeoyqZGaoSkaGym1LUfLq1erd/hjViU9Qle0pqr1prepsXKM6G9aqXOaueUpL/yyyXetq19fy9l31+5HdtPCIY+VLSFDcwp9K9s0DeymtSjXN6Nxdd/w+XwPOvkK9F/2sDl99pFrrV+dukyCpxbYUd+u5dHHu+p3lymul/bszXan1G+mfmsnaWqO2tleuri1ZmVrx5w9a/tln2nnggcqpUkU+u4ZUQoJnTxW9WED4CHlwGjdunAYPHqxLLrnE3bcA9cknn+j555/XsGHDCmz/2GOP6aSTTtItt9zi7o8ePVrTpk3Tk08+6Z4bUa66Stq4MdStQJCEnBx1WrtWCS+/LMUHZlwgGmRkZBRZdS0nJ0fxRfy89/RYYmKiypUrV+zX8/l86rR1q9ImTFCmnTD5fEW/XmGP+XyKj4vL+9iuZV92tuLsMUlxts6Gwdm+0tJ0w99LVb56shITEt1fz+NzshWfk6OctB3auWmdKn34vmwviTk5SsrOVrmcbNXJytYr2Vkq/HRtl1VLVVwbGzTV34d21LxadfXs97PU9roxatC0ZbGfD5Q16wn9stOxmt7vKtVf9qca/fWras77SnV+/lZtMjPc/xfBKmakq5UtLFngvxXm6+l57qbHJygrPl7pvhxlJ5VTdkKCMuPjlRWfoOy4ONk3yM70NCVVrCRffLyb/2c3365/N8XHKfHAFv5gtWu9/euWc3IUtyuY5WHPDXyX7PrOyPNYEd95ge+vjKefVmb+5+3H92hJfscW53kIM4MGSaeeqkgR0uBkB/28efM0fPjw3HX2y9OjRw/NmTOn0OfYeuuhCmY9VO+//36h26enp7tbwNatW3P/Cmt/xQmlxI8+UtyqVSFtAwqqKqnwQU2IZjn78Jj9l522D8eXhZSsEm5LUex0xJ3MbVhX9EbpBd+Ftc+dtO3Fa2UmJGpz7XpaU7mKftuyWfFHHKudzQ/SqkYtlFKjtttm44q/tOnX75W6fpU2x+cNhzs2rVa5xEQe28fHNiXkaEdyhjZt+Es5vriwbWdJPVaWr7kpMUG/tW6njZUr64fUbTr6lP46LCtDjZb/pUYr/laNfzaqyqY1qv7PJlVyv+HFlJPtbnYylpi9h9+2oPL8BaxepX05m9mX7xn7/sou4X2W9Hfs/jwPZS+7fXvlHHWUOyffsWOHNm3aVGQPa2nZtm1b7h8HPPlCaNWqVdZC3+zZs/Osv+WWW3ydO3cu9DlJSUm+yZMn51k3fvx4X926dQvdftSoUe41uHHjxo0bN27cuHHjxk2F3FasWOGZXUI+VK+0WW9WcA+VdQlbb1Pt2rVzh7UAASkpKWrcuLFWrFihatWqhbo5iDIcXyhNHF8oTRxfiNbjy3qarNfpgAMO8Nw2pMGpTp06SkhI0Lp1eYeQ2P369esX+hxbvzfbly9f3t2C5Z8EDeRnv7T8x4DSwvGF0sTxhdLE8YVoPL6qV69erO1COvvdJu517NhR06dPz9MjZPe7di38Gh62Pnh7Y8UhitoeAAAAAPZXyIfq2TC6iy++WJ06dXLXbrJy5KmpqblV9gYOHOguMmflx80NN9yg448/Xo888ohOPfVUvfHGG/rhhx/0zDPPhPidAAAAAIhWIQ9O/fr104YNGzRy5Eh3Adz27dvr888/V7169dzjy5cvz1Om8uijj3bXbrrzzjt1++23uwvgWkU9ruGEkmDDOkeNGlVgeCdQEji+UJo4vlCaOL5QmiLl+IqzChGhbgQAAAAAhDOu8AkAAAAAHghOAAAAAOCB4AQAAAAAHghOAAAAAOCB4ATsMmbMGFe1sVKlSkVeJNmqPFoZfNumbt26uuWWW5SVlVXmbUXka9asmeLi4vLcxo4dG+pmIYKNHz/eHVcVKlRQly5dNHfu3FA3CVHgrrvuKvBd1bp161A3CxHqq6++Up8+fXTAAQe4Y8kqYwezmnVWabtBgwaqWLGievTooUWLFilcEJyAXTIyMnTuuefqqquuKvTx7OxsF5psu9mzZ+ull17Siy++6H7BgX1xzz33aM2aNbm36667LtRNQoSaMmWKuy6ilfOdP3++2rVrp969e2v9+vWhbhqiwKGHHprnu+qbb74JdZMQoVJTU933k/2hpzAPPvigHn/8cU2cOFHfffedKleu7L7L0tLSFA4oRw7kY2Hoxhtv1JYtW/Ks/+yzz3Taaadp9erVudcZs1/s2267zV2LrFy5ciFqMSKR9QzYcWY3YH9ZD9ORRx6pJ5980t3PyclR48aNXRgfNmxYqJuHCO9xsl6BH3/8MdRNQZSJi4vTe++9pzPOOMPdt0hiPVE333yzhg4d6tZt3brVnXPZudn5558f4hbT4wQU25w5c3T44YfnhiZjfwVJSUnRb7/9FtK2ITLZ0LzatWurQ4cOeuihhxj2iX1iveDz5s1zQ1oC7MLxdt++t4D9ZUOl7IS2RYsWuvDCC92wdaCkLVmyRGvXrs3zXVa9enX3h6Fw+S5LDHUDgEhhv8zBockE7ttjwN64/vrrdcQRR6hWrVpu6Ofw4cPdEJhx48aFummIMBs3bnRDiQv7fvrjjz9C1i5EBztptb/2H3zwwe476u6779axxx6rX3/9VVWrVg118xBF1u46lyrsuyxczrPocUJUsyEq+Se15r9xYoFQHG82H+WEE05Q27ZtdeWVV+qRRx7RE088ofT09FC/DQDIdfLJJ7v5v/ZdZaMsPv30UzeU/c033wx104AyR48TopqNkx00aNAet7GhB8VRv379AlWq1q1bl/sYsD/Hm/1V14bqLV261P1lFyiuOnXqKCEhIff7KMDu892EkmZVZw866CD99ddfoW4Kokz9Xd9X9t1lVfUC7H779u0VDghOiGrJycnuVhK6du3qSpZblSorRW6mTZumatWqqU2bNiXyGojd480mXtu8lMCxBRSXFabp2LGjpk+fnjvJ2opD2P1rr7021M1DlNm+fbsWL16sAQMGhLopiDLNmzd34cm+uwJByeaRW3W9oioelzWCE7CLTXbdvHmz+9fmCwQqCLVs2VJVqlRRr169XECy/yysXKaNt73zzjt1zTXXqHz58qFuPiKITXK1/wi6devm5gjY/ZtuukkXXXSRatasGermIQLZ0M+LL75YnTp1UufOnfXoo4+6sr+XXHJJqJuGCGfVzey6O02bNnVVZa3kvfVwXnDBBaFuGiI0eP8V1FtpBSHsfMvm+zZp0sRVmr333nvVqlUrF6RGjBjhCpME/igUclaOHIDPd/HFF1tp/gK3GTNm5G6zdOlS38knn+yrWLGir06dOr6bb77Zl5mZGdJ2I/LMmzfP16VLF1/16tV9FSpU8B1yyCG+++67z5eWlhbqpiGCPfHEE74mTZr4ypUr5+vcubPv22+/DXWTEAX69evna9CggTuuGjZs6O7/9ddfoW4WItSMGTMKPdeyczCTk5PjGzFihK9evXq+8uXL+0488UTfwoULfeGC6zgBAAAAgAeq6gEAAACAB4ITAAAAAHggOAEAAACAB4ITAAAAAHggOAEAAACAB4ITAAAAAHggOAEAAACAB4ITAAAAAHggOAEAAACAB4ITACBmzJw5U3FxcUXeunXrFuomAgDCVGKoGwAAQFk5+uijtWbNmgLrP/zwQ1155ZW6+uqrQ9IuAED4i/P5fL5QNwIAgFBZsGCBunTpouuvv1733ntvqJsDAAhTBCcAQMzasmWLOnfurNatW+uDDz5ww/UAACgMwQkAEJNycnJ02mmnaenSpfruu+9UtWrVUDcJABDGmOMEAIhJt99+u+bMmaO5c+cSmgAAnghOAICY88Ybb+jhhx/WJ598olatWoW6OQCACEA5cgBATPnxxx912WWXaezYserdu3eomwMAiBDMcQIAxIyNGzeqU6dOOvTQQ/Xcc88VeDwhIUHJyckhaRsAILwxVA8AEDNsaN6yZcvcrUGDBgUeb9q0qSsWAQBAfvQ4AQAAAIAH5jgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgAeCEwAAAAB4IDgBAAAAgPbs/wHWzgyYuHn3DwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Estimated sigma (annual): 0.286290\n", "Estimated mu (annual): 0.079633\n", "Mean of Z: 0.000000, Std of Z: 1.000000\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.stats as stats\n", "def reconstruct_gbm(asset_name):\n", " df = pd.read_csv('Case2.csv')\n", " asset_real = df[asset_name].values\n", "\n", " N = len(asset_real) - 1\n", " Delta_t = 1.0 / 7800\n", "\n", " log_returns = np.log(asset_real[1:] / asset_real[:-1]) \n", "\n", " r_mean = log_returns.mean() \n", " r_var = log_returns.var(ddof=1) \n", "\n", " sigma = np.sqrt(r_var / Delta_t)\n", " mu = (r_mean / Delta_t) + 0.5 * sigma**2\n", "\n", " print(f\"Estimated sigma (annual): {sigma:.6f}\")\n", " print(f\"Estimated mu (annual): {mu:.6f}\")\n", "\n", " Z = (log_returns - ((mu - 0.5*sigma**2) * Delta_t)) / (sigma * np.sqrt(Delta_t))\n", "\n", " np.savetxt('zs.txt', Z)\n", " \n", " print(f\"Mean of Z: {Z.mean():.6f}, Std of Z: {Z.std(ddof=1):.6f}\")\n", "\n", " S_reconstructed = np.zeros_like(asset_real)\n", " S_reconstructed[0] = asset_real[0] \n", "\n", "\n", " for t in range(N):\n", " S_reconstructed[t+1] = S_reconstructed[t] * np.exp(\n", " (mu - 0.5*sigma**2)*Delta_t + sigma*np.sqrt(Delta_t)*Z[t]\n", " )\n", " z = np.random.normal()\n", " \n", "\n", " time = np.linspace(0, 1.0, N + 1) \n", "\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(time, asset_real, label=f'Original {asset_name} Data', lw=2, alpha=0.8)\n", " plt.plot(time, S_reconstructed, label='Reconstructed from Inferred Z', lw=2, alpha=0.8, linestyle='--')\n", " plt.title(f\"Reverse-Engineered GBM Path vs. Real {asset_name} Data\")\n", " plt.xlabel(\"Time (Years)\")\n", " plt.ylabel(\"Asset Price\")\n", " plt.legend()\n", " plt.grid(True)\n", " plt.show()\n", "\n", "\n", " plt.figure(figsize=(10, 6))\n", "\n", " count, bins, ignored = plt.hist(Z, bins=100, density=True, alpha=0.6, edgecolor='black', label='Z Histogram')\n", "\n", " x = np.linspace(np.min(Z), np.max(Z), 100)\n", "\n", " plt.plot(x, stats.norm.pdf(x, 0, 1), 'r-', lw=2, label='Standard Normal Curve')\n", " plt.title(\"Z Value Histogram\")\n", " plt.xlabel(\"Z\")\n", " plt.ylabel(\"Density\")\n", " plt.legend()\n", " plt.grid(True)\n", " plt.show()\n", "reconstruct_gbm(\"Asset_1\")\n", "reconstruct_gbm(\"Asset_6\")" ] }, { "cell_type": "markdown", "id": "90fb7cb1", "metadata": {}, "source": [ "This was an incredibly exciting result, but raised an important question. Why was my previous strategy working? If the Z scores were actually chosen randomly, each move would be independent from the prior, and so a momentum strategy wouldn't work. The distribution not being *entirely* normal further points to the organizers doing something strange with the generator function. I would have loved to investigate this further However, I only started \"Step 2\" of this writeup two hours prior to the deadline, and there was roughly half an hour remaining. Needing to find something \"good enough\" very quickly, I decided to create a neural network to see if it could very quickly find a pattern amongst the data. " ] }, { "cell_type": "code", "execution_count": 6, "id": "b7e3f95b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting fit\n", "MLP MSE: 0.027407289793655115\n" ] }, { "data": { "image/png": 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R+7bKjh07YOXKlTB58mT+f4fDATfddBNvZEkG1fr1621Hn6xQWFgIr732GsyfPx+KioogGAxCXV0d5OXl2d7Wvffey0e8Zs+eTRrtEghNkfpygMpDAO1OSPRICAQCgUCwBTGoDEDpcnbS7hIFMpwCgQB06NAhdB9Kv3O73fDNN9/wtU3p6em2t4uMGnUtl9/vV/yP0v1KS0vhyy+/hK5du/L7RBEmlFJoh3fffRdmzZrFG4ZWUgUJBEIK8vnxAL4agPtmA3Q+LdGjIRAIBALBMiQUkMQgQwrVRKHaJRSFki4bNmzgDazffvuNf96JJ54Ic+bMMdyOy+Xio0s4rVu35muacKMKbRtnyZIl8MQTT/B1U8cddxxvUJWUlNh6D3/++Se8/fbbfB1Yz549bb2WQCCkEMiYQhRsSPRICARCEoHWKRsOVvCiXgRCoiAGVRIzffp0KC8vh/vuuw+OP/54xeX666/no1eIN998kzeu0PW2bdtg06ZN8NFHH4W2g5T7kNz64cOHQwYRShcsLi6Gjz/+GPbs2QPffvst/PPPP4r99+rVC3799Vd+mytWrIDbbrvNVjRs8+bNcOedd8KLL77IG2TIgEOXsrKymH1GBAIhSWjdW7hudXSiR0IgEJKIiWsOwdXfLoGbRixP9FAITRhiUCUxyGBCqngorU8NMqhWr14NGzdu5I2jiRMnwtSpU3kpdCQmgdLrJFCECEmYowgRikwhevfuDcOGDeMNKSRggZ7/3HPPafaPDLr+/fvDHXfcwUer2rRpY3n8aHyo5gql/LVv3z50ue6666L6XAgEQhIiqpISCASCHSauPshfbzpcmeihEJowFGe36VESU1VVxRsfSAWvWbNmiseQyty+ffuge/fufK8mQtOBfPcEQiPgy74A5fsBbp8EcNSFiR4NgUBIEv733VJYtb+cv73/w8GJHg4hhWwDO5AIFYFAIBASDzKmEHnLEj0SAoFAIBBsQQwqAoFAIBAIBAKBQIgQYlARCAQCofGQ0znRIyAQCEkEBaT+kpB4iEFFIBAIhMTT6hjhukWPRI+EQCCkArUlAH5PokdBaCIQg4pAIBAIjQei9kcgEKKl+gjAJz0BPj8u0SMhNBGIQUUgEAiExFN1WLj21yd6JAQCIdnZt1C4rhN6axII8YYYVAQCgUBIPL4a4TqPNOckEAjRQiLdhIYlaQyq4cOHw4knnshrxKPLmWeeCf/880+ih0UgEAgEA1iWg4d+XQND/91h+TWB9BZxHROBQGgC5HZJ9AgITYykMag6deoEH374IaxZswZWr14NF1xwAVx99dWwZcuWRA+NQCAQCDos31cKM7ccga/n7g773K1sV/76v+LcBhgZgUBIFVbuL9Pe6coUrrPaNvh4CE2TpDGorrzySrj88suhV69ecPTRR8N7770HWVlZsHw5SQ9pKO6++2645pprQv8PGDAAnnrqqQYfx/z584GiKKioqGjwfRMIBOt4A6zl53LidY03ELfxEAgEAoHQpA0qnGAwCOPHj4fa2lo+9c8Ir9cLVVVViksqGjnIuEAXl8sFRx11FLz99tsQCMR/UTJp0iR45513LD2XGEEEAsESnGRaEQgEQnh6UPlwOY2c69jckd0eYOCrAGc+lsihEZoQSWVQbdq0iY9Kud1ueOihh2Dy5MnQp08fw+d/8MEHkJOTE7p07pyaDSMvvfRSKCgogF27dsGzzz4LQ4YMgU8++UT3uT6fL2b7bdGiBWRnZ8dsewQCoelyHH2Av+5UtS7RQyEQCEnEXPdzMMz1FQyg18t31pcBzHsPYOGniRwaoQmRVAbVMcccA+vXr4cVK1bAww8/DHfddRds3brV8Pkvv/wyVFZWhi4HDx60v1NfrfFF3TDO9LkqKWCj50UAMjDbtWsHXbt25T+Xiy66CKZOnapI00Mpkh06dOA/QwT6LG688UbIzc3lDSNUj7Z//35FFPCZZ57hH2/ZsiW88MILwKk8x+qUPxQRfPHFF3nDFY0JRct++uknfrsDBw7kn9O8eXM+UoXGhWBZljd8u3fvDunp6dC3b1/4448/FPv5+++/+TRP9DjaDj5OPUaNGhWK2uEXZGgSCIQGJJJgE+lDRSAQbODlnOItfO6QbpOIN6FhcEASIaW0IU4++WRYtWoVfPnllzBixAjd56NFPbpExfsdjB/rdQnAbRPl/z85CsBfp//crucA3DND/v+LEwDqSrXPG1IJ0YIMj9JSedtz5szhlRFnz57N/+/3+2HQoEF8uuSiRYvA4XDAu+++y0e6Nm7cyH/OQ4cO5Q2Tn3/+GXr37s3/jyKCSAzEiDvvvBOWLVsGX331FW8Y7du3D0pKSngD688//4Trr78eduzYwY8FjRGBjKkxY8bAd999x9fHLVy4EG6//XZo3bo1nH/++bzhd91118Gjjz4KDzzwAC9IgqJwZtx00038e8HTDe+44w44++yzo/5sCQRCfKlytUv0EAhJBnL2IX8fTRNjvClyiGsFPakCcAJW6lBdIFx7U6/UI6aUHwAYewOAOxvg/rmJHk1Sk1QGlRoU3UBREYJ8UkHG06xZs+Dxxx8P3Z+ZmQk//vgjbyghkAGDPjt0H4rcIEaOHMlHo5Dxcckll8AXX3zBR/iQMYNABg/arhE7d+6ECRMm8EYbipAhevToEXocRcEQbdq04feDQN/d+++/D//991+oFg69ZvHixbyRjAwqJJffs2dP3qBDoAgbSv386KOPDMeCjDXJYNuzZw9vjKH9XHzxxRF/tgQCIb7sYdtDT7oAStO7JXoohCTjlh+WQ2GVF/59+jxwMkmVeEOIAWjeQPzg+gwA3hTu1HNYE7SU7QEo2ZnoUaQESWNQocX9ZZddBl26dIHq6moYN24cv/g3W+THhFfyjR+jGOX/z5tIA1OqSf6pTRArpk+fzteWocgTMpRuvfVWRXrbCSecEDKmEBs2bIDdu3dr6p88Hg9vgKD0SFSTdfrpp4ceQ1GsU045RZP2J4FSMRmG4Y0gq6Ax1NXVaQwdVOfVr18//va2bdsU40CYCZHgoPdxxRVXwODBg+H555+3PC4CgRAbuMhy/uIwEkIqs3yvIJu9vaAaTuiUk+jhEBoDJHXYGurSFULqG1RFRUV8Shla6COBCdTkFxlTcY86SL0MEvncMKC6IhTJQUYTqpNCxg8OilDh1NTU8CmTY8eO1WwLpdpFghQRsgMaB2LGjBnQsWNHxWPRpmqiGjCU+ofSC7///vuotkUgEOJPC6qav2bY2AnnEAiEpgoxqAgNS9IYVEjcgKAPMpik2jIr9O/fH37//Xc+/Q4ZHHq0b9+eF/8477zz+P+RDDtqqoxeqweKgqHo2IIFC0IpfzhShAwZOhJIoREZTnl5eYaRLVS/JQlsSFjpPfb000/zqYGo5iotLS3s8wkEQnxgIAhBC/pHzSnBwdKlajUA3NEAIyMQCCkLiVARGhiSbNwEue2226BVq1a8sh8SpUDiESh98oknnoBDhw7xz3nyySfhww8/hClTpsD27dvhkUceMe0h1a1bN1518d577+VfI20T1VUhkAIhqtdC6YnFxcV8dAqlHD733HO88TN69Gg+3XDt2rXw9ddf8/8jkDw+koNHKXtI0AKleiKxDDNQPdiwYcP4ui+0zyNHjvAXKSJGIBAaBjrggaXux+EX54eWX+Nx6Dt5CAQCwTIZrRI9giSBqCDGCmJQNUEyMjJ4NT1Uj4ZEJ1AU6L777uNrqKSIFVLSQ8p4yEhCNUvI+Ln22mtNt4vSDm+44Qbe+Dr22GPh/vvv55svI1BK31tvvQUvvfQStG3bFh57TGi2hxoDv/7667zaHxoHUudDKYBIRh2BxogUApGRhpQDkZGEBCbMQFEyFAm76qqr+EibdPn0U9KPIpXxBVjw+OUIKCHx5BSthLZUBZzHhK8Z3cgKv/nSdOGaQCAQIsaVITf4JRAaAIozUhlIQaqqqvj6KyRWoE51Q8YEiqqghTxJEWtakO8++UHT2Elvz4Zqjx+2vXMpuB0qwRhCQli6cjmc9fcgSy0hNrzRD/rSe+HPYz+H62++t2EGSEgJur0ktCSZ9tg5RJQiGnbNBijfD3Da/ZBUDMG+c3GeKdm1ClqNvShm7WhSlp3/Aoz7X5P+nKpMbAM7kAgVgUBIelgOoLLez18fLDPoBUdIAMIppoqzL1pDIFjlBcd4+NT5HXAcm+ihJDeoH9HfzwGU7oFk58U55fI/BRsTOZRGzX62DVRz6XwvL0ITEaUgEAgEQuqColOIDtVk8UOwxyMOQbhoZ/kOgM5nJHo4yUt6C4D6MgAWa5CbpBwpwQwq9J4IuuwMtoMHvILo2/5EDybJIREqAoGQUjSdJObGj8tTwl83o+otv4YCEmUgRAbF+hM9hORG6peZapG+jJaJHgGhCUAiVAQCIekhArmNE4df6C1lhxpX27iMhZD6BNy5iR5CcuMVf69JGqHycE6QqqBbcViEimCIu64AprlegTr+kxuc6OEkNSRCpaIJaXQQRMh3TiDEh4Azy/Jz97OCIVWUYb2nHoGACHDCUoajnYkeSnIT9ArXSJgiCUmj5AhlSwpr8+IjdbVGZFTvhxPo/XA6vT3RQ0l6iEEl4nQKE3FdHfnhNTWk71w6BgjJBzGJGye+NCHVppITJYwtwJGGnASbcGKMmiKx6tiQAk5GDlvesmX7EjqWxgwTEFrbEKKHpPyJMAwDubm5UFRUFOrVhJrCElI7MoWMKfSdo+8eHQMEAiGGINlFi2RSHv6aTtJ0I0LicFJC/zlKirAQoiT5Dao6XzAUMthaUAXHn5ToETVOyCo3dhCDCqNdu3b8tWRUEZoGyJiSvntC8pP8S4HUgRKL23Oo8JH/1pTQA6V7xTIAuDXuYyOkDixHAU1xwDqIPH+k1OdvgVT69DwBDsAl3C6nWyR6OI0Wcr6MHcSgwkARqfbt20ObNm3A7ydqQU0BlOZHIlMEQnxIqztk+zU+R2ZcxkIgEIz5Z9ofcJ30T/vkD+fUcJI8BYDHRVT+jCARqthBDCod0AKbLLIJBAKh4VjHHgX96N1Qkt4j0UMhJKmoEKmhipyt+RVwnfTxpUC5gxfkmmhSl0loCIgoBYFASHqIUmPjpC6zi+Xnkm+QECko3Q/B1BcneihJyxGqDfZfahkgzqD1PnhNDU7qPUaIGvJJEggEAiEucLSQBFHN2ajOIJYVIUKW7z4Cn8zaThwskSD+VnmqDkOyc4CT66KzqvcmdCyNmfrMTnzbgSKO9HCLFpLyRyA0cao8fnh4zBq48sQOcPNp1iMKjRWylkpO+tO7+et2tVsTPRRCkjJh9SHYzLmgX+fmcFEf0iDaDr4gm1KBKQYE5UeE10VEKYyoyTkajvKO4W8nZ/exxgOJUBEITZzv5u+BJbtL4aVJmxI9FEKK4fIIKVjZlPWUG5qTF0IEQjiCOtL8xTVEPt0uy73dU9Yr5XOT6Ash/pAIFYHQxKn2kL4/hPjg9FXZfk21C6/lIBDMef6PjfC5eLsarDeQJihphrc2ENsdJBt+jglJUbSlylPWQIwlrrpC+N31Nng59MkNTvRwkhoSoSIQCHAFvQw+cnwPEPAleiiEFCLosL7AzWNb89dHMo+N44gIqcbkdYfFxSBaUBMfcaQEOWw5WHMEkrnBs9qgYkjDZ0Myq/fB6fR2OI/ZRGoPo4QYVAQCAb5xfQ03OeYDrPsFkhFyGmic+NKE/i9lXJaNV6VQIQehQSC/fy0FlfW66ZBG3O+YIf+TYgvrjHr7/fCaCs5ATej23O1FCR1LskMMKgKBIFNbAskOR5ZXjQfOvvQ1Rb4/gi04SKP8/C0nRdKXEYt2FcOZH8yFu0eutPwaBybikApwmGNm8a7kP6/FC9x2zq/0JHIoSQ8xqAiEJk7q9DxEZwayGG9UiAITbhAWvGZ0ooRFz1HlC+M+LEJqUsWRGirE6KUH+OtFNgwJP15Sn6Q1VDi4Y2ZduTuhY0kaUiwy2dCQhGMCobGTtxygugDguGvjsnkKV1XLTV7Z9FHOjyGXqgHg5iZ6KASRtFqhn00mZb2GwU+nxXFEhGTllcmboMYTgC9vPgmoMF4gsi60D4tFdDY6ToATIbmp52QjqpoY2pYgP5voIBEqAqGx8/MggIl3AxRti8vm+5diufOtk1QQgGNhALMBTqL3gKtc6GdESC5WsUfz1yUZPRI9FEIjwxdgYdyKPJi6IR8OloWX4K/zBWBnYbXuY5sOVcJrUzZBWS0R4ME5ul2z0O29JXJdTbLiw+IFQ5yjEzqWxkzqZKgkHmJQEQjJQrmQxhFr2tXvkv/p2B+SEdwjzbqyEzkUAkZdVpeIah4IBKO6yKAq/ISndrWhKvjrd2dsg0s+XwhLdmtT3q78ZjGMWZ7HG1WpSwSxBqccxdlfHj5FNxKQMfvypI1QXB1/1b32VFnodl96b9z3lwqRSUJ0EIOKQEgSanbMi8t2FSIA3mT1TMonBZZ2JXQkBNB8FzUcSeMjxB8nKEUppm8sMHzursJkneviBC1HdJYuXxqXXSBj9reVB+GlPzdCvDmO3h/3faQC9Rkd+esiLpekykYJMagIhCQha+13cdluQfrR2D8b4rIPAiEcp9E7+Os2tTsTPRRCkkJ87ZHjceaEbmfjTX7jwK6i+Buz2RDf95Aq1OQcDUd7RsM53i8TPZSkhxhUBEITp8Yp9AriObgCkh0qSGojGgsur5BylUVZl+NlOCJ9TSBEw6Hy8HVmata3uwHWsUeljGF6Ib0udPuHwOUJHUujhqLBB07+QogOYlARCE0cRYQqkKQd5TGZX8pfm9ChEGRcXrmOwSq1uIFPINiovasDIo+N2H5EX5DDjHQnE0r+poGFjYcqgLXRGLix0Vqsp0PMDp6c0LE0ZlyeEhjl/Ai+dw5N9FCSHmJQEQhNHTq1pgHWkZnoIRBEArR1ueJDXCvhOjvZBZsJDQsFtaJENq7sJpC8BkG0tWR3MbOgJyW0LbACMktZcUl4Eb0W4PsB8Oe/yduCQmr2jHCRhs+GZFbv5RVyL2HWAEeKqKIitVZSBALBNm3rd6eUChg4iQBCY8GXJkSbijlZkplAsEs81nmpvHT8P+ZveMs5Gua4n7f8mj5HpsAptFC/eKNjAZxI74OTVjwDqcAdzOxED6HR4vRVJXoIKQMxqAiEJk62vxSSH3l5RJxsjQnyZRBii7q+hwI21DjaCcEwz24CcBy86Bxv+2UZPu15IAtqE9r7KFYRk0HM6phsJzUhc3SsIAYVgdDE6VC3PXS7uCZJa6gwKJaIUjQW5IVT+BVUJ0oQsDimLD7tAQjJC74AVy//aOyeEhuR0JQ1tQ4sgcaOFTupss4PZ384F96etjWifexkBTlwgnWIaRUdxKAiEJKEbaz1JqmRFnWvr7Re89JYobyViR4CQSS95iB/3Zqy/p0EKXUdDIFAsEx9eehmGZcV0SYOc0Kq7nTmIkgUY1YcgPxKD/y8ZF9Er1/FHhvzMaUm8vmfZHdEBzGoCIQk4fPA9XHfR1lGj7jvg0DQYznbm78uyeiZ6KEQUgbtCvEhZir86PwEOpUsSs0i/JaC9DliC9vN8svwT6IjVcqLxJRQLWI8OIA0sJYFEe13s4Wz/t6bNin4G0gQxKAiEJKEhkhRyU9ShTUOm8o4J1H5ayzUZXZN9BAIKQ6FLQjbYlLZatYcKIdzPpoLx9P74CJmHXSiimHlPvuy/snEuOCFEb1uiP9OOMf7FcxwxDZC9STzJ2xPuwdOC66FeFPKZcd9HwQCDjGoCIQk4UR6T9z3wQStN2C1ja8O4Mim+OQVUDSwnGBycjRJGWssBBlBcVGStTaDE78/AiFS0sC4fvKun1fyDW+vYITm5bcyc6DWl3py2hV18mfg18jIW+MaZjG86hgDfYNbYjgygHOYTfz1ccEdEG/60nvjvo9UoD6jA39dwLUgsaooIQYVgZAkPOqYGpftFqfJqRFta2WBipjz0yUA350DsC0+74PQGLF+ij6TEYrPW9XF33FASC5wH4w9s1t+tsevVABkQG4GnkrUlcm9p+5j/rH8ugCTHrp9Er0X7nf8DUdzsTVKCsTarGo6/tEjF8h9qAjG1OQcDX0938Mg74eJHkrSQwwqAqGJU+MUTnKIDlUb47ejQsE7CRvsS/qGhWOBpsRVVzD1vM7JittTzF9LstZWcBCVRkKE5FC10J0qsPTcVI2Hsq5mGieFFdZ3vBX+Cp6luO+iwCJIVgbQG0K3xwcGJHQsjRmU0VEJWVAFkQmYEGRIbgyB0MQpSD86dNvJ1kNSwsreZypQl9ChEGT6rHvL9mvqnM3jMhZCahLE/MJjXB/w1wO9Q2Ef117zXNSzKtUJZrSO2bZacMY1aZEwiF7FX/dugJS/Vpiy6Az2DLg57ntMTpzeMhju/BwCwEARfJfo4SQ1JEJFIDRx/FiqRyrAuYinrbHQrNL6wimfExTFDjQ7OY4jIqQaSJCmilPOYWfQUmRGzhU8k9oMG933Q8pjtWtuAnBTQvbAcezOsM8NRmn75lJyU2JG0/CZIJFVtRcuY1bBlczy1FS9bECIQUUgNHHa1DdQzUpOZ+G65wVx3U0wxQzEZGa161RLzwuy8om82kNSNgnWG/uKzwi7jZ8dH0I2laQReBtQbGS/n2MLp8PVzFLVxiBhfP5feKPLKtcyjb/ZcaJweuW+ZYToICl/BEKM8AaCcLi8Hnq0jmGEpAE8RlkBWTo42r09/ts6YDkOvr21v/bBpzdD/CCetcZIbb0XuYfDwrIsdKCE47CuPvUXvYTYgdL4mlFGab7GFsEvwYthIKQezsr9Eb0u23uEvx4XuABudcyFVEJjKBIIcYBEqAiEGHHjiOVwwdAFMG9HUVIZVJ1rNsnLjyj2V1nnh2kb8mHGxgIoqbEuQtBYPLSE2ENbrFmhODkl59yyP+M4IkKq4dRJ59rNdtTcN49TOnnecY5S1F6mDLQFD0aCOMIJ9ZFrmPj3O9zBdor7PlKCxpshmnQQg4pAiBEbDgoFvBNWHYx4G6OW7INfluEeRtnAKeZk9aZ45dPUulpFvBkUmZLQtcvy1wPsmQdQLXhC4wVDUhgaDecy1qKSFHYMVtQ0sKjIpj8AhuQIF0JSy6Yj+ecenjGwijtG89hWTmgPMTYgN7ttUbgMUo/olnVOCMAK9lj+9iwmtup4y9ne/PV+Wkz/jiMrxH0RrENKqKKDpPwRCDEmgNWD2I3wDJkmFFNf178TZLkdsPVQCfQRHx/ivxu+hfhSmtE9fhv//nzhOqMVwAuk1xABh9JV52oI6vO3Aam6Sw1YPiaKGxTaufg2x5zQ7YAzE1INNl0Qd4mU/zkW8telXDaUUNFtq6EIchQwUtsMkV2cHKUMcDRZ7BpBjKiYQSJUBEIMYDEjavbWwoi24QnI6Sf+gJAqRRWsg4ZczB7KaQCFtbqSmG+Swwp1OMYd8+0TIgMtyuxyGh1/SWWcpXtLG3R/hNhCYSvC5xy/wyPMFGgN2ij1Fq4H/Bq4SHGf35XbIGNMtujE2/474GTvCJjiuDSm+ziOOsBft2OLYpuVoDKmEIVieiHCQSWJXD7qoRggffiSFWK0N4GF/r2jV0GH3HR4/9oTEj2clKXOH4xtWoto4wTdctPdnlQ+xBua9Seno4tmBC8kxQJHOxM5EgLGzOBpiohAY6TeR2rukpkWUB26fZdjNn/dliqHekiDQ+xTocdOpHbDHcx/CRljsjGYWQ65VDVsDp4OALFTZa0Hl3gd/5hwf3oXJB3fnAxQVw7w/G4Ah/BZxRtPelvdWlaCfUiEKsXZdLgS5u8ohnEr8hI9lJQmFnWdHGaSUNIWafkn+ozzD4gHZW65eLdttdS/JfngSHVto4NNgu8ko0QWZSEkH2fSWzT3IcPqIcc0OKvEXOCEZhMnnhMvaL/cf8kOLOaIOpneBU84pkBvdncMRwaQxwmL9931GRBvlKmfSUL5fgBvJUBZw6XEV+UK9XKIbkWCQ4IQGUl4xBEaop6HYA8UUepP7YQXHb+BG3zRF4SG1qHxX5DWOOUoWIfqJF1cciw4KdG7lorKXUnKcXRkEs4NyQXM+kQPgRAFZjNkS9+h0O2jKa1YUFpdfAVyEgHrjky8aE2nu2By8GzFfRcEk7d/0/n0htDtv4OnQbIrQqBso2Hzd8PyGKcoc7QcCat1tY7ptpsaJOWPQIgBKKI0yT2Ev+3jf1bX2t6Gwp6SVglM/H+iR9J7hW67gzURbyehsYigbMTSAdLHKGoqDwEs/ATg9IcA2kSultWf3m2/cyuBYOPwCJj4hfOxue1CarXm8VSsoQpmtonZttpwsV28D6SFmuC+9N6wz+1B5cNjjilQzCH1zcGmz/VxDLgkh5pIS6oqdHty8By4HJKINK3i6IxNBfDxTKG+dP+H5p+HHZw+QZ0YEcSMK4J9SISKQIjxCb8XdTj67amu40mdo2EXFSsdp8R1+0FnDBsrG+DxB+Gz2Tth06GGVaRrMH6/A2DNKIARojJjvKEa+FRUshuggqRBJwtmzvvNnLEyaZXT3OPud8vCBYT4k0kJKZanUtvDPrcjVQLXMYvhTiZ8GpramEK0o2RhEjoZpOzQIkKaByltL7H9JZGlcoYjs3qfPASimx4VxKAiEGJMaYT9ojidySzosq+SZpfWHnlCjQarU3Fnf3jvpP19y3tnG0AK+Zu5u+GrObvgym8WQ0pSIKbLBKOrMdnGdoFGh6dSKP7+QhDpmRI8i7/+L9gvwQMjmDGYXg7X04KkN04JH8EgRNvY/JiimXAto0rxi5NHrwtdHPY5DzLT+Ot0ygcr9pbCU+PXRdww/iJ6DSQX2rNpvEwdl0eOQmb4Yqu+2NQgBhUhtUESpPM/BDikTfeINUuCx/HXq8SmiNGp/AlnMi4t/h7UzIAc8o8KjoOfnJ/ASOdHCiljiZ8DggTvpOA5sdmfat8NydYCOZ2EYAzqCmQFriHr3mqUi7mdbGc4xLWC9exRDTcGgj3YAHzr+gqGur4Duk75/VWDscBBtt88ZY1mU0+i2lkemcMqx3NI0/g4kZzDyGIjN32/HKasz4c3/9IKkNjprdWoQXOgKwsAOVF1lGob4hSX4Y19S5OmBDGoCKnNiu8A5n8A8OOFDaZoRllcREZTO4DC/+d8NBd+XS709YiGrtVrsf8in7UpTwVcyKyDgcwGoFSLHsRVzFL++hq1FzTG7C2MkYHYlDnpFuG6a3TGrwMsGkocm7D6hGHBq+Ec71fwTdB+3SOhgcAMbtony6QjelGy8ISaekaO8C/gtBHItBrj1xISSxGXq1tHZJUdrKxe2xhYursEBn+1CDYeMjg/+esAvFUA6PjG1H0JyUPSfGsffPABnHrqqZCdnQ1t2rSBa665BnbsaNgGkMnOzM3WJ6OUoVkH4bq5cZ59rNjOdYEV7LFQCpGloAT1FBmx9A0vJwtUvDtlNdxYPRrG/zUdYkmdM5qIGGfqTWslFgl3pOLbSPWLqYLhFk/00jNTityuwnWr6KI2PenGP+cMcYyC/Wm38hdCIwWrseNUNZLtqbLQ7VM938Lxnh9hM9uN/99Py02+N3DaYzklpVBiIPCymj2av57DxDabYDcrno8tgDsms6GOl8e3GvFGLGWFjBGEn9PWJDU0t/64ArbkV8HtP67Qf8KKEdg/2u+QYn0w1DkcrqFjm2bOYc6skuzIsmsISWZQLViwAB599FFYvnw5zJ49G/x+P1xyySVQWxufQr1Uoi+1G3pSh+GhMWthW1NLVXKKDQQz4y8Hega9FU6nt8PFdGTphS9N2qi5z1UjN/N9wv9Y6PY15aP5PiEz3K9ALClLFxYiBHNW7DwIHaAEWkKKilKcdj/AE+sBLngdUg+lMXy349+EjYRg30jgGGU6VAfMQVML6VADGRC0uLTxuyKrd407/7wI8PfzAPX2o+1clDWkqBH3KfROqOPcUAwtIFG0xlT6XnaMg99c7xnWQl0Z+Ag2sD3gTt+LofsOiD2v8IbCjYEqj0GN29Ypuqq1En0Kp8H1zCL4wjUspuP5a4O8xghQsgOCkMKy6TNnzlT8P2rUKD5StWbNGjjvvPMSNq7GjrO+CP5yv8Hf7uYZBwdK66B3+0Z6EklyThB77qCmkpGwfG+ZaQQEVyrq5o9dw0XcF3Yg9/QoNoR5AXVUiuIJR8lTmb8BprWhjuFwGbNK/C8FIxulewDy1wG0PR4gsxWkFPWy+hewDZNq6A+yMGH1QTizR0vo0Tr+KpSpjdJ7j9drPu6YzKeKSbLcbTHBnW3QDX4NXAR3OP4L3ed35TTeVHVE/7sA0u2psEr1t9Hwjv82+Ck4GDqmp8PTEDuOouXFux1aUNWKLAc1e6AjvOh/QHHfQa51ckUiy7CefXWlAFlK+fs0f3xS2YuqvNDQ9ubsrYUwbUM+vH/dCZDlThozJCxJ+04qKwXPcIsWxh4Ur9fLXySqqppYdAZNJAEPNGkKxSLWQyvju58Yfc4vOX4TlweXaB7DPbFVdHwWAhQXuTgA586Gc72f87cnZzSwHDHj5FMi3VQA/FhqZLxwQWRKWknDjn8AFn0KcNqDAF3P1H0KqgVIczJwdNv4K1HGlASka/6y7AC8M31rzHvINBmw74xmvYYG1cMOQRlOooVPXsD3o3bCHYxsTCUFvobLwMGVUi9h1oALgrCTPRm194VEI9UnG6X8NYdqmOl+CQIcikw+zN93Br0t9Hg2lfjehChL6D7mH/g2cLWVTpSaR6k41ZkKfb4Esj2RGbx2uf8XIYunQ246vHRZ6qQZJk3KHw7LsvDUU0/B2WefDccff7xp3VVOTk7o0rlzZ2hqSJ57L6dVjWkSlMVeolsPLuCPehvNoQoeckwTFgVI2lnYcujx151jQrfXuIXO7wuDgvRzNFS65NSIdjXCoi8iKBoOcm35S4P3FSLElu0zxGv9Gr2yWh9c9c0SuOTzJFDPUuPGDcDYGVfF1V7D2ro1B+ToMyHKlD9Oudh81znS0iayQLuoptno5+2Yo5B7jWAejYFyIUpdf9E5Ho5nY1unfoBtE6Xgk/7v6ytGcOQ5KNnoqOHEdP9GwlfOb+BWx1wY4hwd0evrKFnNMhCMnXG1hZPT/DO9R2y9dl1eOeRX1EdcK15UnVoO/6Rc9aBaqs2bN8P48eNNn/fyyy/zkSzpcvDgwQYbI6GJeaNjkGaBw4VJUvDH0FlV45JTutpXb4KkhGP56BSCwU6q8cLoxJ4yFIve3Sr9JtVHKpP3RFjooY3nh8NrASbcKaQ82uDPNYfg1Pf+g7fFKBQhjqIUdGQR6O6gFUhJqy+ERgfeQiACg4qLsC5sZZf/07S0OD+4DGLJkQhqsvay7eAKRhByuJmZp/ucE0H7ez2PkWuSY+F4jJY1otAHbsAoUMxF2vPLMtdZ8L7/FnjBfz94ArE7x3mxfL/ydFGMyAI7C6vh2mFL4awP59ra36f/pq6YXNIZVI899hhMnz4d5s2bB506mctiut1uaNasmeLS1GD8Qu6xm2qEnriGoE0DhZNjEJFR1P44hEnOyKzaVumClewxsJOLXhq2KF1Wv0oPRCGyUF8hq6XVYXUqDaGqh6VcusEXes2uwuqYevMIcaIBI5rVHpO58IeBAFv/Avi6v61tvve3YICOXILVQRDiwmYbwkqFabK667m02Kwaw9cYa6jwtOsIHHWBrPYxG0oHLraNXlHkyy49aDlqYkflrwXIx8nvwYHQ2OHEcz6PI03zeIWzDXwfvBImBAfGVGUWKShKBDFVzHCsPxhZTdfw+Zjxm2J+yaQxqNABhIypyZMnw9y5c6F79/jLYKcCjL8GmjSSXHqXs+K7HyZ6dRw7p06UM96JKtZNY4km5S8qMIl3iGEqDeq11f+d2bAl39jYW5dXoUn1GLP8AFz8+UJ4Yvy6mI2FEJeAbIMaVBSmoIVLBhPiz9QN+TBri720InXUZsgk67/nSqd5ipkvrSU0Nkqr6+P4Q2sc5LGRqe7a+TS604URGWKJYmewQ0Lmwx4UXjeVYhZOA0MnU5rfmDFjYNy4cXwvqiNHjvCX+vrEFxsSGi+V9cLCvqAqzilKdPSqdnjfDU7MM3Zn6ntQHcE66ECVQXMqeoO5tfeA5VRDq+pSsVwHvD5lM5TX+eH5iVpZeYmZm+VFWhUIuebfLRDq5/7eFMECzgCU8432dTSdwg1BUdpbCuPwKg3z+cG+/DWK+MYLKjl0xuJKSY0XnvhtHTz46xpe9TDSqE0aZb1G6MzSPwFW/gDJxMNjVkW1sI5UvKBXyX9wHaPqcRSnw7YLrW38Hs9U69MxgYpEcaeo/vsAI9anqvi3rhf2n/Z9HlW7hs/+WOdWqhlGSztKzibJ8JFazyZhUA0fPpyvgxowYAC0b98+dPn9998TPbRGDS4nfTTV9GrI5qwT8nXd5TsbTCEpUtwgR3WoQL1p/yzpxIIMoGjD/2kBLIUmqm1Zey1qfhx7GsazNujzhfDQmDVQzckFwilH3vKwT4m547wBI0UcJumPDvfNXDco47JggWhYRUoo3fVQZH3oUp0q0bmFGL8yr0H2eVTNWoC/nwPw6jueaDyq3khYddhjmvoVDmeE57oWdYLE/JjAhdBYOSZCR9btjjnQWMiglCqVEuvZnqHbnE7GS/c6ob4ZOVHjdbbL8JVYfzIJZiWvQYUWjXqXu+++O9FDa9QEMuWUh3/dL0J6bQp71nXoUiPkzbeIQSQn3rLpeA0VJ3omjeasQbTgxbyUWRW17kaPSoPO7XEikjx6Ozghcun3cKBIGeLrwDWQsrQ/0ba6XbRweCF+nGFdQh8oXmKZccKngZugv/d7+DZ4DZRwMaizLd9vWeWqqTJlfcPIM8twsInrobm367YfAIoSH73A4YCGszxfwdmeLwFaaMecKsSyDqge3BrxiW1scqk6V3FyQ+aSpb/oPCP15g0OUoukMagIsYEJNFxfi8bA9ixBXvwIF+e+SDE4OUgnBQHRi26w0MRFRmI5KXmdzZKpvY8uI10fx30f1zBLIGXBvaO5XcKmsP2wqGFaE8QOTnHrBcf4UHTpNf+9/P2BTmdAvH4Ivy4jwhV2waXSazn7URt0xC7jtEpv7ff9CbD5T2hs5EMrOAyteYPfPtGHjzewgiG3gI7id6DDTrYjxIMiVFXMpcNHgVtC9y1iZcdQTBwlUVIpZjVsNzD0bscaTtO1hQ14rpU3Vpht3IZIjdtXBvcxM+BWpvFE/xINMaiacApgU8Aj9m4o4Bpf8bEVHFVyfdPzWCd4BxaF4aKsecELdmscyfk54ZxM74r7PlDjy6bAsqOegVRDSldE6bK7iqrhEcdUzXPy4ygL/9eGho7ONA7M25ZazzH1QQRGRgHKVDBYhe6OXbNfluX4pqVDpooN5SOgFVTyxv2frjcV99f5LKYnRigrj6fH9aUFJ0kxZV/m3DIxtAouDwyFE7w/KSTJCzEnqoeWoz+JYlLwXP76X75ZspYraFmingomRpXZz1jv3ZXmLYLXnWPhSUfjc0gkCmJQpTiO2tjKnjbltIKG3Q9nut1eFJa6WS7kvkcKgynyFWSfEBthjgZu7MvikvNJApKdtdsUsUHAek/9tnRXo/mNxQraJ0TpnVQQ/lyhjK4VcbnwX7AfzCi3ly5kx0BIso8rZsTrfaP6t3B4ivfCVlY/2gr5EaqAHlgKsOMfgGo5mrD+UAXM3loIo5ZGHoV8xjEh5BiqLDoYUkfs88YsGLHAQn80g7kXGXu7i2os/V7f898K3Tzj4DdHbFObu1KFcTkeGAhCF6qQv0js5WT5eKej8ZwfjOYKhpI/EMovS5nHmyuZ5RF9J05RQbotVWHbN3IKtR1ecowDJpi8/Qz1IAZVihN0K1XiXN5SaEp08AonoH70bmjs5ACWjikWS+OqRq1BnriqRSU7nkayQOPczWCQ90P+wqXFOcVSRQDzym5kG39Lhd17dsPiEU/AL588BY2OelnpabDYUFNNY1ZzRmpyo5bsg0qx3k2L8Q/mLHoLuCAAa1lccSs8jeQn2KhZtCsyZTf1Ss+FifcgRgSuDPty6tAqOAti3LT839cBfrsZ4LAcrQ4EOX6ebobP5TbpScsNiNla4Xz93AShFviDfyKvP311yia46LMFMGKhfoouvpgeQG+Au5hZ0JONbXqq1Hw91qA2IgvdT8M8lxxRP4+WVWHb+pWCXOvyyuGbubvsq01GgdQf0QnhP4OqzheYf0GRTjjrxgIMyQH4ARcekTfWzGO9xj4rwnp8jgP4w/02POSYDgPLUktUjhhUKQ5LK9MjnL4oGrcmIW0xSfBk5wWn4LlETAueZV1hcN8igJ8GARTqp6HUuFqFbreuizxdjqIZ2MF14S+xkJE3nZGXfQuwd4Huw1IfqsZM8abZ8JjjL3jJOR4aG2x7uantIGZ10kVc7h21CoZM2wpP/a4feWBd2aHbnKo/zbF0HpzHbIL2VHwcTx2hGJyHljfJZtPRRG3wNDZG9Z297Pwt7MupmiNAYxEAI8atyIMZG2WDxpTD4m9j73x5bN5KWJX2CGxMux8iZUbw9NBtlmVjJpv+20rBqPh8dngVwLOZLfCWczT0ZbdCLDmo6D8Vu4njU+YbTZSnhJOdybvTlQqe1w5bCp/+uxPGLm+49cGtjnn89Y2MfLwYUZ+rdei4OEz8xx9hZgM6b+LHLlLCxPpQ5dZbN5K4GHjV2vhTSySNGFSElCbSvhWJIIeSvZqcjWJktt1JIbU1lNahYfQVAAeXC95UHapcshJk69rIDaoGS/1CNQ+zXgH45SrdRUQjDp6EyCvE+n3sV/V+STCL9oTvRdKYP+ONhwSn0bwd+hER1omliHH688VpSInyx4sBpj1paZ+UxScsSXsSJrrfhiULhZ40TQmkbng7MxuWuh+DDgGbCyksjS0gCfbYwMtkKiL8ehwqr4NXJm+CR8fZrEkVU0gRadXRL9DxXoC+gH2Dik3T711oFM19cvw6WL63FFZ2vgemB5UiFOeyKyGWHAbZeRfLs8VplNbwO5eRI5KzWt6h+7pdRXFW/8X4NXARfz06MCjsc1mdc+mGLKEGK6o2E0Vap6oHXKHblWnxEQ0xgmps3rgoIQZVisP4m5aqH/jqAFb9CFApnLALXQ0jnRpNQ1yJGxgs4uLMMDVSKjGJVS6nMyzZXQKnvvcfPDjGRCxBTB9RcyRd9oYxYl50JFAeoZgaXSgv1tsq1ni0UVYXK3vvSiD+ik4LgvakxdUUHsS8xMuHQ2OitMZ641RETE6JDVxzZ8QgWvDcXoFSHQ+tBFgzyvJrL/V+CIO97wH0viLsc7219uoOUsWgQnMcakh+oi/CuqUI2VLogfMZ48bgiArDFFHr+NMEUR8vF4k6n9YJ+Nd6+x58NruT5ee+OXUL/LU+H27+fjkvWOVVCX50ZmMroHIKJfSFbAhyQT6X7cg8RfFYP2oXnEtvhMyg3NS2MZFRvF5z3xGXLLjB0bGbL/H+lwFa2/8qntQwuZBKNI6zGCFuqBfItdmNv74kKua8DTDjWYDvBG9OkVM4uSwOHhff/TqjTzM7wLXTlQnWowMlN+A7UlkPP4rS1agg2hCDNLwCp2x0VvmjmBKwJplUIPreRBLtoRSOog5BFlst3NFcPIZzuoQ9kcaLcIuzcAymsdqk466FxkRuffjUrJjXUMUzRVQFFfQZRrAdVOSpeNu5LrCF6w5eSvb4qjnECR56vyO8kEIqGlTlnJBu6aHsSZ9zXEBX4dQq3mAcPeEx/i1c4pajCAdK4usQPVjWcOIH+O/rMK+6G98497G0sm4KZ4hzNPzq+hA61W5rlNky2fnathyKV8cwstOdwlNcGyZi9FPgMr5n2Ibs8yCVIAZVqkMlU7JODCjeriis52IYQYo3ZeJiA7CRS01I1TSnROMCADbvDJOm10wM43cWenKpaVcvC3a4uNio7sRyWn7D+Qv8534BzvMvUm6d0t9jJTS9xWoscQXsGaTJlrXBeOSURhQBXscexd8uVfz+IuffLfpOja7UEWgJcYzcJoFBJf1kbR8ymIy0m7IXQeVfw8ZRTQzXCojBjwFvYxEJlEGtGHJKveP4GdqCfqZCz9J5cD2zSLUxiAsdqdIGTcZ3sUrDUZKF71TXcAYVkqNH/J/jb93H99JYBErnw+lZvwF7PHafXhrW0zItYL3GvjY9svTADlACaeCDtwJ3wr6MKFSFGyHEoEp1qIbz/NoB5W1f/c3imBdnT6wRfqAH2gl5ymlBYSLtS1uQm42SWi66cDlebE15hJSgQIYctTLqqt6yXJsegOMZ+BYsbn4NbOxwo+7jaUF5Ae3APMH2sTbJr2SPiWIfWP54wKe773PoGKt5xYFOWISx8WFvFRVWFMXSRhpOpIGi5feHlvjr2Z5Qz7lgSvCciLeZxnlC6a7NyrTHX06gBBa4n4F00RhI8zfOVKN4EuQ4GMAIi8Ie/vjPxzgHXD0bZD+uugJN43W7rKXwbAr7vy1Hib6RMN31Ktzh+A++YL7Qfbx17W5FrU9o97tmA8x8RWHUJhvnl0/SvT8rEL5eNNZkU/qCEuPd8vnZJ6aO4vStxoxd1n6U1goZNlSgAw6hLCGfs9er7DvX53CbYw5Mdb2WRBXu1iAGVRLj8Qfht5V5cMSkCaU/U7kgd9c3jr5UKG97w6FKWHcwtrUEmw8LHpZN4vUx9UJNUTM0iSkW4DHGXw+ZlDdmoXfcA7WaPZq/LmfkSRbvt8Ex5ukzQ/OPg9sLboSr/tWP3BxbuTB0263y5EXKurwK/vjU4zQay6Of9ADAL1cjOSvDbfWm8vjrVmwp1qQTJWAf0X1+Libu0VhRLLgamShFdUbD1B0apYvGfVcOIT3XyznAT7vhrcBd0Ns7Cr4MXBfxNp/nRoZuZ9ZoUybdrHIRlVUv9/pqKrRiZSdC10B0vfPs4gcn7GLjU3Bfni1EOGMlgnQaK6cTH3YY9M6KIhJxHNhUWxx7A8Dyb23VE1oihkaBBwRn5gr22NB9O+P0fVsBnb+R4IcdbveOC932p7XSbjNOvSr+jNCRVJ/WDl7z3wND/fqOWiOOp4TjD62Xjq/WpjYmM8SgSmI+mbUDXp60Ca742vqCzOdu2P5AiUoXkja7I72ffGcwdnU9mv3F4OTwnHOizoY5+CEwmPeiL8uUe0dkYMZbuHm27PAuOI7aD80tpBvVMdGkPckDGTZpNjz1m4lAhsTG3wXZ4SJjed5utGA8nuJf3agEDGJGtUWZ5gaCpWSJ6n1sW4Nnxfbk3qBpg9jO0M1HmSl8ZCkaqevzuVWmi2qto6LxpyDHmqe5MTHZTh1nr/4KsTbjTFjImgvJ2F2vTg+eDgfYNvBnXpa+gmSEnMbJqV05zWKThmqXbWIT5KUMJuYQgwjVNrZzbCPbIlWQAUGOgrf9d4bum8ti535DqLitzU559z/e4a3OYNnL6meddGFlARK9T8ZPyRkwXAxqtiWkukZEfjOlvLwZHIVyaqI7F59YLTtzU4EUW5k0LeZtF6JNZp4Q9UKFY4wLphNBrKW2b2bmKbp/19CYhGxSLcSFz8VZvgtGuD7nO8xPbC4v+BTNAcOsBG44+CHMcL8C1zJLwkqXFosiHtEyyT0Ezt75kY1X2DgOOvZX1oYBQHpQrilLBiqwlE1oG2fBFJvgh9Nngf+lXA0VKEwfDp7H+rtFyk7oavr45aW/KP4PMFhj7iZCOsjnqWhqWnGZZ6u09R+OaQsNJLH+mP9JON/3BezMlmtTAy5BYRSlkMaCa3vGfsEfTnYepQX2pgVD4AjVGqCNOD+16R31vpVlr7H7Ps7zfwM9vWNhCyfXIZVyzRLWVmXYfCGldchUWWDk9+BA/nomq1/LrEDHeI3FkbCZFT4fPFq7CovqeRzWDfg0bzG87/wJXnbKkTVDqgtDEck6MZqIYCIQmGnMJNMKkxABzrrGkeLXUGi7kCdPA831bA/LhuYJtJy2wYSJvJ3JCNGfhx1/6T6OL242Z58NsVJqQydmy9jonaJ3ajmn9A9oCC6jV8A457sRv/7gtPfB990FkAlYmm4rIaWzseDyy8apTyWjLBGn7JMGgRZ/Lyjt0mkgVoDU+qD3VQCnWotaLafMPbvdPMq6lprM2KVyJQuVIDsRChmjyGd8aBkogh2ceSqrnfX9tA0FcCK1B86kt0C6P34S+B0O6QsYRMIdvpfgff8tcG/wFcX9uYB+78o3P9R/A/T2/AwTmCswEaDof/Qd4tQwm6FYaA3l/EViFyc7B7PT5Kh7orDjRAg49Qwb/DuiABYNBZj/EUC99eNvHiv0rFzMHh+67zLUIiICnKJ4USsqTObLgaUAQ48GGCs45+71PS8/lrTOOH2IQZXiBFUpCC5M4aoxQMV4ZTYmKBTUzg4KUYxOXqz4OYZS3lqinxla8ic2aXPWt0fHcFaKxnPMunPgWu9bNnbGafpuWcEvNi+u9erX3WxlzaMF0TDc9SWcJRqokdT3dV7zEbiOrAEnFdT/HMoPAPz9PEBZw9aY4LgD8gnyQtq4ySlSDbuWXtToQlTHUnlwMb0aelKHw3ulDWr35re6FeCmXwEGf2ppn+GmsQNpau9+4/rMGoJlnKzoNatajiRYAT/EXFjfHEQhHd446+nbDufGUKwGfd/vOEfCb673oEv9Nk0toCQ+Ei3tDv5j+zVGP8dF7InwffBKWA+yA+cU3ypYn/YgfOD4UfHcU+idcCWzDDpyR/j6YJ4YpLU3o+TU11hOGyidfVXao7DC/Zju3JXm0I/KHcFahsQDTke90UpUrLKtNoqlEIwK1AMs+Bhg/vu6fRmNkPqjXYepOaaDfKzmeKz3PcuqtdjEeuX3wvUeQeVwJRd9pLOxQgyqJGavhR4VHKP0MLt8ZSmd8ielM/hB8Eh19WICCFj/mXk7iuCXZTaLc02IxbtoRVUabrk5VQMPFH8Q1d5xFUGcGqcsdtHJI0uoqyWPw0JRsI7rBR6rTS1tfvf7GGERtm6t4FHL9MrCHAczeisW1I0RQwGWekzxbdk3wglogZ10ydhSkitHW85l9BehyH5AUvafu4ZD7/K50Ji4hZkDP7g+g6uYpbqPB13ho6HNWXvzpHqRr6aWiX+z6ZQGO4+5VFkIbVmT3nsirQJIwCa25xpJertX7ZqYZoRsZPqEbnNY1F/KvvDHUBn3Uo8QAbvFMU/x6aA+ex87f4D+7GaActG5g2pdo0TqwyYQu+/jfeYH/prGJOM7dpXFQoyUZv/Li20GC8tyUFStH/W+xzGLv76NCZ+5UddcTsOTCGK1rXxKYEDcj9+6kNRFjHCs5mCGbS4lq/y2rBWO6QaDgpSCGFSNBLRgNVPrixRDz+nSrwGGnw2wbBg0Virr/DB8/h44XKEvM2obbAF/z8hV8MZfW2B9jFUGowH3anIOt+ack8Hp9weqyZZTBc1ogU2cOBVO2cPb2aPtZL9qfxkc9+ZMGLPcmkfqm8A1/PW4gJAzbkrb4wHa9DGdWWcFhcLobQ7BaOLqtYZnPSVHYvGTaqxBzQhjzr4F8u2dwkkXahMnq05jntD2VHjDwihtLvHoH1Mc1tvN6Ejp5dkM8FE3gG9OtSybbqexbE5NAy9cGgEr4bjIm/PSDsMaoBoKq0c0oIRpA82gLi5HFt52IhY1yvXNZEOAE5doF9CrYVfanXA7MxuufP17+G7MOIA6/d8m59Kvg3nN8SusdT8Ad1MzQvetcQrH98zgqbC64x2hzA6JM1lMWMgdvUDGIa41xIPzKG3rkHSXfJyUZCnTqr8PoFRGgIcc02I6jqd+Xw+nvSdEYtTHydiAICqFRKYiYU3OxfqZJFXWFUNPEp0AelErRLW7DcSbh5mpKRuoJwZVI+HOn1fAGR/MgaW7Y7uQoqVwvZqqAoDCzYbS042BlyZthI9mbocbhut7mvU4jxYkZy9nVvLXRQ5cOlX7642dERtj1TO3dY+2J6NDVPsqTJPTb9JYbdTzid/WgcfPwmtTNptuh/ZU8GppSK3wad/DMDYonwD0X0ADlOwSFP5seNl8Dq2SVqzk3uONJOVbgymVBfDoX4VotO6eDYmCtdi7TlLsqnK2blT98qQ+L1lQHzbN2Cj95tT6RULksGQnQGn4nkllkMtfF3PNoKD9BZrHvTVKx011pr2Ut1TgDNhkGGWKhgNi5NoMD5UOZ9Pm81csss/96W1CkvwRg42jLlt4b/fTwsL/Bcfv8JZjJDy0+2GAffoKacEc/fq8/3P8wzvVnqHHY/dyob8BJg0qOOXc2oPNA2gv1N2ErqPgBGpvXFT+zBgfGAAHWiqlwV9xjOWve9MHY7qvqRvyFf9zMezLdyhNNgoVCSNRZvmkY4rBdUFHVBFQX4CFFXtL+esQHZRqiy865eOvNipV4cYHMagaCUt2C8WaY1ZYzEu1CI0VmCNqs8T6EtRXgt/xl9BYWbxLMC4LbBg9PSnlhHbA3Uv+h4mu8a4prvBeUokqjx+25FeGTR2wStvs6N5XYbr8GaG+PLHoJbSA7atQXIpmFTOH7Qc/By6FPEZYKNSIHdpxSe9kMKgozLOYRcnH9F/cedCYcPvDy+sjo4Qyq7tDJ/mpT1jfKc3wrQFiwXWM0EbiPodB/Qnrt5dyrEqbNjuMF7MnQNChnQsO0Uqnh89C2mGqkYVFiBQql1bA6nfUqcs+C3OWFOmJFYbTVgyssnIsY6C4/fmh+ifEtOCZshPAYF/2lteSQWUy7tB+ojeApF6N5chwoy2mhmP8E7QWMQ5HD7rxOpIRuQU6rXCw73vZarGFSLRN0Xf/B6fSO0P//retEC4cimVM2GTItC1w0/fL4dXJWKr42U8CDKkULirWZw+AVIIYVE2OxvWV/7s1fP67HYpFT7EEyzVMkq4dJ9HAT+bD4K8Ww7I9SsUj3Ks5Y6NgGAax9CQjmhmk8lmlff2u0G2ai7zwGP8IRrg+49NTzF/AyXngJvsdQG+Aex0zobtJM1Afrd+bRioEjhXnGdQUWaUG0qFM5QUurI5jw+kIsHoMHCt6d9MDFVpHAGpWvHa0rf1KUr7fBa6EeMLU4nUuHOxh2/O3jGr/av0czNpyxLBRNeJ4TliUXEivC9vbKyWLByxwBiVLSDvs/i4xJdOetNJpxrjCC9q4uXpgYpgKLLsTYgCaBw+vAfAKzs/5be4MNXOXDB1KrzF6DIRrzqieHcro6F62CP7n0It6xf5YRTXBkRifrMFYzIQesqk6oIOJSUvGR3ubQ0gFvMcxM/wLdd5OlzpZDKll3szYRKjGXK/5rPLK6iw39lUzboVQvzxxjTVxiz0Z1vteJQONa3VNiD2NvPfST4tjq2Ym1dv8FTyLv3ZyuLJffFMMUJNHK5TWCgvo2SpjEj8p1JUJi4ZAVgd43v+A6fYcUTaGdWLRHQenLa63PF9jT0Rer1uYuaYFwYpeG+JiwuKONPfgnx1q8Ig4gd0GW9z3hjfsIujjESktoEqnlq2RJZJbWOjQPvn76lAvLPCeGr8OzvxwDtQg9UWfTSOfY2Eldyx8HbgGJgejkO63+f44joI14uJ1VHCQ7tNfmrIVHvx1jaKnjJr+3NaQillOhVYFEo9IItIamThQQ9AL5PSq3nTkmRgo7c2KMwVnuzPKXm+7/gMYcR7AESFtcNK6w7pzj7tWmLfdlI2Uxu0zAH64AODnS0N3fRu4mp/3K3MEgYoMsc0CWvCGKNDWDSGcReapjThuTEylXY2gVvhLQJWqnS+q5R0U0ugTCXKu2WUwsxJOOjQmYiGsfzYVwD0jV0KZeN62A2ejlhmlpZpxaqVsRB2u8scmQqWiNVhXDPQ7MnSERnQIBgSlyID282tkZ76oadyr7SZITD1f6GSTqUw1cXkSV+yO84njO5joGmIaQUA/NofNXHv1p3d8PRYaxxbwR1MH4ZwYyuiCrxa60kVRrVtdmJQ2ZcObGnQ3M5WfD7dAPaFCNnwyWO1kfwy7B5a4H4eraP3GwEYcZ7BoCnlY8enU5CQnpXHmckIkpEW1EA3oTutHNyVP9BDf57zQx7vOkdYGXL4/bL1MCRddqpbet5RTGFkfkIZAHU2ToKTIIsaU9flQWOWFvzcV2EqB5Qn64RPn9/C4YwocT8VOfVMX2hVqvuplMuGFwAPQzTMWRoiF6moO7BUiuONXWau3yKrSKmW2VC1Usq1KDicS9JuMoQorvqUTdYrjrb62H638fNMxUQgjdpT64DAnq5nqgRxcjzBT9FXYxl4PULAB4LdboLLeD3sL5PNokauLbtqzZST12fTmobvmsf1gYnAAeDKFqO1dtKDGdxWzDHth9GuFsIthHJ3ffDRwAXNlTLOUQTVesdnzJszhVZ6h7/w6UiW/jzGiUIQZD49dC/N2FMMns7ZDPNmcFcaRhJ3jtzr6RNjDMRzWf+8oQoX6mg0LXG3+xL8eAXivHcC7rTVZQ8fX2FtTNHaIQZUgRb9524v4SyCGEqh6qM+HPrc8aScSlFqAohj9KTl/V83ZsB52i8pGdpHe9pa0froqRf+6X4Qxrg8gsyp8wbm1Hcb4e+Tk76+cy+ZPFIUOY/EJM69bvqu75d16aG36zHuBT6EjVQpfucS6OyPspnBgY84rN04zOIYW0gfO8BsbHj1r9VOtLIO8Z1/2Bfi6v9x3JQ5kiYIJOG1Z2RC3LDnfQOQbLLhwA75EXFAi50czEERN2ExtOohVhrq+g1g0yF4c1I9KSBEFZGzTQR/cy8yE/Wm3wbq0h3Sfn0NZaE+BLW71fgXtuGLF/zW+6Hv6xBWOgwOfngd7Px8UM6MqqvRbkzFUhBFFQRHrjlwRzA0qi+NxNhysgElzFsMLzgnwnvNnw/mU81RAvS8INzHzQvcVu+VeRkHRa2/IurEAS74CqDBu7TDoyHewyPUk3MmIip8G+GqxdgsR8h8rqPr9p/psdrPCuWYFg92fbfKb9tUKl40TABZ/bvi0LXiPQBvp5XjTez2qQYjuvIhlc+xtORB+01GaxVuA2Om7WFpjP0JF6ajpGRmxp1Sby6mz2HK9impmq8bTKitZrVy7EUEmDYq45lAZrh4yaPy59a2W+2GlAsSgSgBIAeWeUav4ixdXQzHj39cBFn6iuKsrdQQmu97gm1hahWXCp0c0JGbT2VAQJmbLEQYAuFZsWHeN2IOmimluOvFkVjdW+WJh0neV7YDhzi+gNVUJ41o8qlFYQ1BhFjyPBuV0Bz3w1xe7tI0Opf4n4bDvL5X3a1KeoqEoV1CbKuJyY1L7FWqUKOExFmUYwNhPOZFANoheV/k9nGwoH+Fa8NelvW+HRIHbxUZRG9orR1yqnMICYabrJdiYdj+keYph7UF7i71YKn6tZAV5/c1ceEdCz9o18IbzV9PnWGnEeQA62HI2TNusrJ9sbBQf3AldazdCj6oV4KmPrkYz3sxv/j/Tx1HE+hJmten3uK2gCtJBjn6UqBbPe9IE43xTi0v46xpOTs+qw3qMBV3C7VrOQCgD9Zmb/TpAmfF5JzNQCZ3pYj4a5fIoDXEczlMdl9/SnY7ZcJRYp3aYagfQ6mhdtTaJXxfvAni/A3AfdAKYdD/Af0OEBuU6KH4FNgz1DmHaNwzwfwnHeEbBNk5f4VAxBuy32FJnPjZ+HdgGf4e/iKq304NnQLQE8U8y13oj+wBnvuQvAevRrjRvCXzhGgbvO5VNocMh9QhFOLjGVT8cLcSgSgbQ5LT0K4C57wL45XD1s46JfPoDamKJvGa7CrUTrMtjkIZ23vPC9Wnm9TnxJmhyCFaBzbQhVddv9aQ9db2ymDmmRHAOU8/PM4Jyd3T55M+BkwoCo+rbopZ77eg/wPd3uJIOLzG/u6haVWAvD35TtlJe1g6cXelr7LsJpEUXOQ1QWmN5NSP0jCrEDC9DcMUpC0XupiDvM+piX2tt0bybk6X9u4lpjJlHVkFjSDtGIhq6z1F4HYXvUVqEtSteDLVUMxgeZ3EJI6SjynABjaVlGfXQOsi2tuXFXkbLi82+G97SLJhbscpj4bCVVKsd/wBsmWxq4McLfNETqzrcndhit5Br2EyJvtQe2Ml1Mn3OO6LjDqUkvfSn0H5DYk2N8H3NzXfxBkseJ9fLpgerI5jzsGPqgJj2tF/prT+F3gnNS4X6peHsdYraYISvtb26sHt9z8EXgevg/9iXQvf1oI7oioR8G7gK+nu+gz+Zy8Nu97vpwvgplKUhnQPw+liMlrrN68PThqoIe7wix18meMLXSGHZJFJ7lVjjBh+cTm1TnLftRMPC0TFwMKL+YP+w8hojWphgnaZJsBXu9YtrzxSEGFTJAJ67jIXTpWJq5PEY/NUiuPjzhbBol9KjxTqUCyKXV/T0NOsgeJxyzE8y8UJKbZI88nqMB8EbOCEgSMdaYWzwQkUD1o5+uR7j9T/0Js9YTXIRegVRA1dUlBwMhPXCmXFq7Ty+v8ONzPywUvQXfbYQrvhalmXlT4QinKppJiKfkmV8zeDScuEW36uWx4x7UlmDZpRWXYV6cu8jmZvgLt+LcLfvRevbFnZg8/nqHV8OMO89wVur2Kp1haq0cm2D5ViAjOlHxq6B7UesLdINe/dg30F6QLWg5AAc/ip4kJkOiaCWS+fTakq58L3c8GMf55PAjSFZ/lqsZ5gx8nfoCNYD/KKsK9jt6Gn7CAtOfgRg4t0AVXF0BBntG09di6ZH2MaJwnvw18NyTjYAMrBoULRYafWAmn2fL/Yo1H0cgqHaTvTczWHaWuDfX64fc1qKx5NRrQ8Ub5NVMCWqj1h2PPowJVhfM3sCOXPZ/vBF4AZYiX0PUmNbdeT9GOog/9tvzZWGjSQxFHb+cKSZ1pK1DWMYRUoLqIbNaf/HXyROzvsZbnHIqZkStC0BpMj4yvkN/O5+B56mlQIqZmzLEAS1EL40bb0fjc1Vff3Y92UjRb0lmM/7XSjrdeDNqiMrl1jKHZ+yWqfEoEoGcOlst36R+N4SIc9/mrqxnFiAHdqUV/CUHj7qFri07m2Y4BI8Xw1NGiV4sAYy+kpFdlNu1MWp9SCcZHt6t2kafkoSzShyUZOD9alKBD9eBDD+Vr4vWCuscD000YiTaGuqCu4t+dRwM1dXCo0Kz2XMFZ4+/0+oWdtdJKfx1DrkCE4Hr3aSfMbxKpzu+Qb6er43fy8UBcvY46DOKN1FBWczl/2A2Icqp2avxmuZly6keeEcodvw/bC2cdZTImJCpeg93Getn0e2QQPaeHDrDyvg701H4H/D8eJ2JaXNhZ43iLNorWIdgsJOHe3rlXWQNZldQgvTRNCeKoVOVAk4VFFdCS5NNrQygvoLDJQKJB2ThrU/qF5k/oe88pu6N5K6RqactheRQcIeFfX+RqKFFcX+J/2fEGVbMUIR9aoFm6nnjPI8hnN+2Z+WNmHnPKKmtTjXNBcXpE5Mxa9HrXwOM0vRw6msi0zgoS0lp9JyEdbtWkldu4hZB1+7voFT2I0ApWJbje2CMIaaemy+p/y12hRqDKUwSOyO6zeZUaHbj45baxqlovzxT2EdxAhlGHdSci+8BxwzhPsMasJxtcqaFtroYxBrvVBDYdk7XusR7LMY/flc4gTKuurygp3WjvWmBDGoGhtUmJMJpugSzQli1CfPwHtlz8CqKV9BIvgycF1Ibc8ISSrWDupPRPkZybcv9n0Cp3uHQZ3U6DhRSJNh9RE+b15ixNJ8+H6h0rjJCepHsPzp1pWa1hzQbqPcJfThQXSplw1QiXoqHQqhBVRC+J5YiGGBq/jrP4Pm6YMc7eBlyHewnYDCmq2q+Td4Mn+9ySF4ttx+rZezHqtjkGjLFfNKjsdQxgXg8mCwxYknRl7U5nINT603wF/0OIs2luOONUXVgue82mAs6hSvPhbkrY+vXKBIrfQ7MoE2+T7jTbh5kXXLDoTO9frKXSfRe0LNPyUvvoaZLwPM/4BP2crkVAvIMx9T/Ivk2XE6UOZqq6OW7oeWlOBJz8tv+AiVghiIUnC1JbCakwveKwzUIw0xKbzPCpbblghXw4apLZEyKSrEOfB4bOGZGZQdYaxO6rEem/OtLYIlw+BiepWmD563Jab0hsE6s3RTV59xTID/XM/BTZS++MGa9rfAoqAcPUCcxmIOT6e+EVwnOi9xfKX680Ye1ow9hgKScCktCxYhh5G6l1JZRs+o102RKDDjjsJxokCGdH5U82ebx2Ab28WwTcqq7Iv025uUGAt72aXYRg1VQaXFKDOn/LzvZmT590S7imINMagaG2GOsDHL9sGE1YIRchsjNIq7glkuv1z1etpA6rQrVQgn07ugAySmOPpJxyT+uh3mcVPzECU8R7/ZoHmKkuQhOkK1iYkBGg4uQk9hsOfFugpKKP3v/b+3w5YwJ17U+yqQKRtE4aB1RlqU1k13cWC7yLmuHPan3QrPOSfCK/77YGxAPgHowTEuPsUAqfg5awsA1v8mXMKcaf2MtsZJTzr57sAEXsnxF9eH1sYfK8XGk+8Wrk+8MaQqddybs+C9v7XGajKyNq8cxm6Qf7e5fq18fXqtNYnxEHQUaWUq0iihvsstRsFNMTjWrhZFbSRvvS51olGUtwwKqZam283hlL/jfZz132zJEZufZQxgPPi8HP28ud7bDk6httkWutED1QFFwun0Nsthm3CLfVz9kuHk9+IT1S19XLjjGdtfjwHCdU54QQUcWjr+VARyusEKUa0Nd9I94ZjC1zm+QgkNt9VRHJ8jS6PqeTS7F6CzKKLQXhAD0jMakNgBLngwf8JXAL9eixoqKrenqv2NF1jyA6/0t6/VgLi1ptFjDdtLU/MWjitKfoKjqMN8HZge+zKEMgZEx6DcBy2WiXMezjgSHCmVOUrlwNcZWQTIQ9uvk2/MEIMqAeBzt5VTVWWt7P0MFmyCF/7YaFmGlvYr84XrM4WaqdvFrt1PO62lS8QLyfAxYw9rffGBCnlxttK9dL2QSJL2QWYaOKWasmixURiKqw1N3yyc8Hw+tbdHODK+nqvtaYNjpffVTsfRpkblgUx5ovbRWhGCD/0f84bSDvdd5jvCFhaowfJa7mjzp2PHv6O+FGDKQ8JFlX+PpH1/DlwKeYwQTaxJ76iQ9kW4Wa209SnB9dbz9h1ufYGKGIAEQFCkbIX7Ed3HJwXPhcZEs5r9pqpQ1w1bCr+vkaMm0jz0R/A8GBu4EPzOHJiMNT5FvayOhBMhoB2KHjLRICl8PumYrPt4TV29bSfLYvcTcCq13SSip17UKLdbRiuFUUogfH1XIgk6M2Pye9guqpFuq22mSG21a6JxmMjBb4ELIFGgbxnZIZcxK0znTFtrALdwLASaC9LgVQ5t/cwCTmvMBOzUnYYxOkyFe0KDNZCSB4BbfK/Bdb63QvddwqwB2DNXSInFkKKufA21VG9lg3BZD6ExmVnEkcj12Wzevkc8N+Vx2vrjnqJ4j16NFBKgGuL8BZrnmzuRO2C14bF8P5rUZRNuFdeQ4fhliZBp83evt3mFa5w12VpZ+2SGGFSNCAodzDq/jVJsrd03TEPEcL8tpMRmt1N4MqGOeOEqgnj4/W3naHjZ+Ru0EFWUEsWxQaEQuvKIMne5A1UKx1N7LdUaUEHz0Pt890Co4dL4xa5erVKHWvOGhcdxuyx5/PEtf+4cBv8LI5DBsWxIIYjCc+5VEaLz6I1wr2Mm9AwIE7PeIe4Xa+eMFgzWUoqomERLNpQgD3YL2FwivA+GpvgULyPD7swGTPmzQpofq9PQ+bRRrZ/acSFFdW5zzAG3txQOYX3F+nu/hzO8YXqYoTpQUT7+p8BlEE++my4LAgQoB5RYEK9ANVljXe/Jd+TjUSsq9BsJsfYXxb9eVVrUcZR5KiX+qW8riGMRPRK8KNmtVRLETyRRqPxJBitHUdAP6znYky4wfM2oJftg4KfzFXWeeOF9xzDpkpGQXaOcf9VThyRucAsIdUSDMXW4SNTbStLlFLTtu4V5bf1BYX6Y3fb/QhEmR6AOYMEn0BMEBwVen+qoNE5lPp0O34SW5bhQTyQ0N3UtXwY3OfTmbPP3N4heDRPdb8NU9+vaB9spUwjxGmp0TNjHSNjHGGSkABvUlU23tWcLLxtEr4S1aQ/BjY4FvDOhFHOc3CoeQ9cyVprZak9eHT27DI652BlUmZT1Mou2YC3V9nF6In89cPcHsGKfMiNqZ4Zxb7hkhBhUjYTHmUmw1v0QtPbhoVwJvGmk/EObx56klfhNXVspLN6AtgjdieUaxzPlD7GRtd5AV9201nFAKZmLpPCnu1+DIMfAc/4HTbfhLjM/eU5Luwoe9T/JR3pcOnUEewvkBQqD52aLtAH7UTyU6y+lpBrBYcW0yhqqcCcI7feIf7dWRTE0jX1D3ZSjS/lbsaeY98bPWrfX0gIHl5C2o2gZD5AHceIa4ZhEcAbRmuGuL022EsHvjONgYfBE+CpwDR/piicbD8mG7d6ME2ExKyz6vgkolfnUuNDCTKIAU4yjaDiNUynIteqlkVHGedYxwfJ4F+2KvQERYsojAN+cLEi0xwFJGIQJ+uB4Sq4JPdagrjG/oh6GTNsK+0pq4Z5R+pLWrzrHRjYWTI1OjdtnLfU9Dfwwb4cyKwBf3Lpr87XHCoYUhfU65Dqn3ps+UkTUET8HLoPX/XdD+4MzAOa9C5eJNUIFmCpu+qHFAD8NElQUMZzF1hw0bMDHOwokOlQL9VmjA2IaukSemP6ary8gdYdjtnHzWqzm24z9JbXw67L9uudwS6qjJtzALISTD1rvZRkNLzhkVb/RwUuUjYyj5LyKybrHXH5l7ESNwqkA4uiJPZ1Fb+bPD+fqKGqi5i+pDjGoEgHHQRbU8RfeAtr1Hzzr/AOaUzVwVckPmqfjHhX8B3pADCdv4Iy7iPuyOunLpicRZt7McJ3MT/XLKYW0yQk1WjhvDZxIW1fIUVNRp9/gzig9YFmwj/WxAcc3Bx7p+kS3seyAalneOjMYO1lbVNhvOi6FXojxIrwzJaRFZnOCpz5XVPmT+h6pbbAMI8liM5ZjERTMmxli9xyAz6z1fUGLZ6Qo6cIiembpuaeKcs0I5NmMJydSe+BGZh6cROmnko5csg+KReEKXC0TZz+nrPeTkBZnTk+p4nU73XdA63DezKAXhrq+4+s8jBbbsYLFDpY6uhm86H8A+nh+hl/VC0mrIgl6ERypLkYkk1OmpFaD9V5nZq0losYgnYvCam8pLJXXLlIvQbQNvH7TqHfN/lL5czpYpr9QRLW/ekwySQd73PcYVGHNeNWwKjXcdLXICMa87SqDCjs/UwZy4RLb2S58fY0fE45QtxJB8/Us9lT4NXgJuFXna/xcmH5wIcDB5YKKomJA1s5znM9e/yDw14X9PjRZDGYe3oA8zwz4dD68/tcWGLHAPAPHqBWCT1SQ3MnKPf0q0zoZ1u5aOWZ4OfsxN8BA2qCGUoeVYmQR8YHzJ7jQxmuVgxSuAkH97xIZ3BJF9bGLUFGiMitqq/Hz4n2G+1cb9xLjXO/z54FfdeqWszhtnfPxNeH7ZiYTxKBKBAGP3DMBeel/u8n06bRXXuSuZo+Jatd+l4UmpynEBodcH/Q/Jn6L1XAnUj3ySuUT1GbOOLpVzWXwdWTljByJnM0KyndWRCOyApVhjAz59X5MutUutlNffNq6Jz2kNNcz/ZL4inaS715n3GPGEngKl6JprciY6wCq5MiNlc8BT601S/MwMprjwWXMSvjY+QMMxoRscHaomoNH0oD14MH9itchb70dYZChzu8gnqiP0muYJbA17V5YkaZU5lMzPoAZSWLdi7BBZCqot6r8v30wfK8hxasp9LsXDIByi+qaEYHqXBDFyggqHjHm9BwMdo1XTvkJ6dXmRUqloxVfT7mU1Xd4oEa9SG58JtY4PRxPBWUZbj3wrJBilywmwTLm0XE0xsnBc6DKLS/81VxS+BP863oebmbmQl636w2fF8Sn/YP60bz9JuInnI5Rh4sdIdaIzdF5sqz1I0SEIl9leyzVxUms3Gfu8PWBfj2f5KB4wv+4sG3kA2tzSUhZT7FfrD4wYCYe8vfzALtn845Iq6j7XkkGSiT8uvwA9H5tGt87kgc7n4QigLzoUcS70EQQlwWF39ClXyyCt6dvhbErjJ1bqCxBTVClZqpGLQhyUo0yMyfZIQZVokEnqzCLcXyxfj0jH4A9KWEhplfPYMS+qqaVE1hCywW+yPutpeE/j6OoQ3x90awt+bAgKPT8mRfUV1BCDRY/cY7gb49s+XTo/s2dbwtNqoWV5nnPz9ca969C4J7jIpdQRN4Q0HvwlEDK8ndS1Lw/fy0tOBEOi170gsp6XiRCQ8kuZfRhx0yA5cMhEu52/Mtf32DRgMf7uChY+ysAG9uo6r2MkNp1v0O/p4yan4P265mQqqGa3jbUvaLtX2UnzcbBeuADx4+Wnns2XuuGGqNLeKsgH2Q1UZ5KpfGtTjc26pElgdZOofqjhmh/WRifOr7Q2DlW8RnEMv16ausH4SLfp/BH8HzD4wmpyprtM03VP+psbq1uqt604Bn8dzMmKCuYrm8m7zfgytHMTTjPOifCu86R0MyrNbBLRMnqZoESOJo+DJfRK8HlM84YKMaVJRcN1W6PawbPtfvZ8PVGNUx3OWaHxI7yqI4ALcQMmK7WFevkQZiLKlnlHf9tpo+jNiioT+IuzthQlaCc6dYyAmqsN7k1AnfiTgmr+Kc8Pr+bMg92ue+EinH38P/jxy9eG17ttm7oKijfD+BRqvoWgDLqtOlwpS1BsR+CV/DX3wcGW3qXLjayfmyNFWJQJRpVeH6tjuoJPu2dzQgnPrQoPIY6FFZ63FmvPFH8sMg8pJ5qhFuKHLXFeh+uao8fnhq/DuZu18pE2+E/9wvwifN7uIpWhrvf8GtV9A5zraAZVQdZWFNiBH4uxJVzVrNaZT0kiiCjXVS0zZZTILZknw0RY7N4ncOUEetc8uKADaMmwYn7kdI8JHEBo/QLpDKH2FlYDWd+MBcuHKpzEi3CGh5mthGixjNf4gvCIwVJ31vBMAo09TGATdZrbazgxhqS6sKFTzc71oJxVMllwajAJZbHFcvaTzylT48cqFUcS3oG3MzgqaHbS0SvLS9BXbpHWyO1fTospQUjP4Tqe2umkk0PJy6E+DV4MfwSuBjq4yBlHA5FClwUNYWSs69T7WZYzcnZFbE2Em9nZsMjjJ7DTACl4O7k9FPAEOleZZ2aenQ7OCEKdUBMd92Ipdm7Wes1LKFFsc5cidczIc5nNkLLYqH/lB4dOfOoJ95IGfGY73G+Puox9pmw38GPgcvgHO+XMIUZBNUeYc7QdUSpFAJRHyUFjtgcu9LnbpZaiqJU+HsynlOUx3ONWU8+TOY/Ei2LXJDT3NqCeTp9vltZurEk7Un++gpOq/h3KuZEr0+P0KDSSfk8k95q2hs0PJzmnrmYsxh9hvf4X4BUhRhUiUChmSr/uFeyx0CVw1q+/Mgl++FfMe1rA2tcQ8WpcsNRn4Nko9aGyMC7oidrlWhYdA2a12O46617oZCE+ZT1+XDvqNUxWRH2pvMgQ1TVQbnn+MngOu8Q6OYZB3mcyvMtks7WQnOo1hxOPcSoJQ6jcyLoQhUCrBvLR0hxz1eAiuIEmN4c7vM9a/np+EeWB/JJwY9HZeqt1XR5KW1NyleBa+FB31Nwt+9F/v+Zm4UFyOGKMAsgL5b2Nu9d4fq4ayEiLKY1GlKb2G70p1pQC9MDHdeoGDwR6NV94YxxvR+6Tasim6ioHl0e8j8dmlcLQWvwcq4s+L3ZvcI/rczbAyA2O6zV30mg3zRKRbzTMRvaUMZe4njBipEWBL1jRtTbc7BeWMn21tT/WiXc7Ho/MwNecJo7Hy5ijBVd1dP3UkpUH/N7ADb8Di1B+A5QnTN66uVYI9m2PnwBypn22eoopkl1rloDVmhVIu9HTbgoZ3uqDFoHZeffdPZMeDNwDyzkhPfG+bQ1LbhxhxqiZ3O1UFojpIvP2KRfy6wwYtRG2jEmkYoYelFaQDXsTbudv0j0Pzg6pKyHQ2FiSIjJaw1SuXPlbI1daXdCy61K5U67OMM4s/5tcRvvQFkYPAH87lyN+ih+ns4RDbXNKHIaaVsDnXPTR84f4F+3cL5ERPoVcdjtCxilmMlCtm+DCYU1NMSgSjRYOt9TvkdhbzqWsyzCYSFqicIqD98UNZy3U53T/ZNraGyVAKc8CjDxnrjKC5aD9X4br4kKUJK07okBubZGr9libTNZvjYcBSapdXbevZQ+spztE/I0/R/zN39SMALJ2t5VJiurPV/+FmSKdVG4aIlVz+9C99MAfz0CsGYU1NLy59vOayyscbfvefONUhTMYU/mJdot4ZUXiutKaF4lEaUxUnit0gG59ugQLaRz5IgSx1JPE8TBdGXzQKl+YBZ7Gmzkwn/H++gu5t9mn6sB+skna8tY+F0cUaVZKGh5FDQ06zl5n3bSiSUqmeZ8anKWDQneWHIaJvKhBy6IkB5U/uaO8Y7mL/hvCXlt1ezanwc3VQnpVPXV4SORJVQ0whINsegwnjeoGBn1LLbc2MEZpxbfwsyBC+i1xn3iVFxZ/L2lfnzmizdl1OIAJaZ0zn0HYPIDMJDZwP/7kGMadPLugvNp4X9E91p5wegSM0KQLLgZDKsvQqQmaHWx3EY2VnHuLXof3lc1FJdOF1zQ2CC7lFnFrxXOYNdCN1owyroUCKnMavAMmXbqupoY9Uh6wTHe9PGXHeM096mdJaEhqWpkA0YZEee/CMFBH4b6YF4QgcAEfj62Mpe+EbgH7vS/DNUthVIAo8h7mbgmOp7eD46AsWFsisWaYCP2sVqnyG2isu+DjuidMMkIMagaEcNcX0KPekG6FIfSmVSRd6eXmPKnuB8aEBQyXj8GYMskTc1AOD71/4+//h0v9DZAnQphBdQrR10fhAwYtcR58xJrnsJYIk+ych+Q9VxPRZPlb1xf8c108Yhiq4A21bCYawY+t7xYw40MS+QthyKHXA/StV67eNRj1pYjcO7Hc2FdHtazSPyovw8IedQzwhSB04XysT5q4Q5eJRF911ShLI27OV9+P+udQupAlyKxkB6j2qGNIiBluZOpHaGonangFC7XO+FO7RNQhOrq8L2UIIJfZH+xP4+uxzYKQYBIweVtrfSz8YuOCsmj2tm3l69ZaazgtQw96rTzLaIftSukUok8/ervg60pUaSLZXL2FNOkPkNmSPvNggYwTNsca1hfw6XbFybRM2a2YjLLRmmuGZV7eHW0n12quk9MmU1Nrt9algF+LlBTkqtcwM73i+eKbdM0zx1Q/Td0QemfIjkB2YjgaG3qsS4WDY2ylrL4kBG8A+uiIaH/WbwpM5qPF+6FHUeq4SFmKvzuehuuoBbrihmta/8/PksGpz8r/z5YCyndLSj14t6eQWX0saCaMn4MBtu7ljYXN6hIl489dYavXs0nT6tewJ72IEwUa/NKxRq3SFkspg5bAY1Irci7JvtC7HH5c8iuNHcgGe8kutWiOqUUMSo4SLg2SfdGYiupCjGoEoL+pIBO4N3qt+nmtupxjlhPZQatavoqeVtiAxdxnv1zTqHZW3sdpZhYIPUBKcU8w28F7lSIPdjF9NRgwxOHT4YLgkL4+wDbTrf+5iuX+SJ+iP9uqM/oaMkzi+qrKsR6IglPdhc45JRPNtn+UsNJ922HrHz14K9reFnje0bJOf5UfTlvBD7j/APe9t8BY4LGMtT+IAsHa+TpR6oHFLYjRq44Dso2yT1OJDLrtWmNmUFtWtTjjinwp/stSwpzvcQTtjoqFmLfQoAl2t5Ler+nP3EpXjZg6bxlmP5iIFWswVsDUF+ukCK2Rd4KgLnv6vYhU1PKZWsbZ0YL1TA9SlAdiLIlpvJzP43aBnNcz8Jk95v6GxCbqTrrlfUrhyn91FyJ9qzSGbJFjFJbIdeuk8QOnU8XrjueoribqZONlJfmVsOKvdHN00fSjoITqPB1Yw4LKdjDAldFNAajVgE8KmOhPODinUagYyD5VWnR+HzuzexoScVQrXYWDWj/uLx1ILcHn+qMYIDl0w/rfAF4yTmed5C8R43QdfbUO5vDHraDMjDP7oJFQaFP25GMCBSG98VOWbeSy4DrfW/Zfh1S+tvdGjsXqT76cPOzZMRFkp42FXPehPvGbz3yMWx0/x/cxvyneQwZfdsz5d8oHjVXLz1Q9tJrUzbxNcPmRGdQUSZbpEy2/aFTFgHy0satDJIRYlAlAoqGqcEz+Yt6wr6uZDjUfaTMyadUudJmPW3UBzntr9aIHFih3qddJK05UAbPTtgAJWJOtSJ3Vyct0WoD2KiY9iTA2BsNZ8WtDjkV4mHHNOvF+TjrxwFs+sP0KVyaUo4e9XF4dOxa2F2kndSkFM2bmflwm0NWuitXGTum+4vAlvs1cBH0p3fxjfckphS1gXUZ8qTvZZTeTRzcKxt6vh87FrEUi7+CZ8EyAxljxFdzdsHsrfIiszWF1UohyeYV3wN80hO6eOR0lTxGSBNy6qQ4pAe1+eAXMOsUEU5XoBrOpLeYL6zUOMTjessUgNlvaB5ug49bJA1v4roxvKjEArYvXDNsKeg6SvOWWRvnX48CfNQNYI2QrmbE7GB/fW/pz5cALPwEzi37A7pRcq2EXu+ecpVBJTE+OBDGBC4EL5Wu6a9j1gOIh3HC1hg2wTTil2X7VfUtyg99rOt9S33vKJUISrifoFe1CNfr4aLcXgMo+yFqxUibQnET9erB+oiVBeCm7/Vl9sOxV3QUFaV1hWYUJgYivr+yWh/cNGIZ/Ik1k5ZoD7IRx+yXF+ajbYidWEV9+hhIr4c3/toM0E3bp2hrmlhfJVJFZdteooYigEH5WMwXj4k6Rq6dYYLho5NIcOO3RfoNb/vTu2GV+2G+VYsGbMLB+zdpxopJ39umzjgdlnNa78VmF/VQzc6XviCrX1c7+w1wvtMcXnH+xv97Ma1TOx0GXHUwM0wKtIvz8gJU7zl/huYFyojbuBUHLPViQzz+2zoYszwPBn+1KK4RKoUTUtokGM9b6Ph2Yi2AEKuyZbXMVIAYVImAcfL9EtBFL50iQ5XXz2EFwoiJrrcMJ271/erDG/XjCPdDWrV6Bex9tx/89ZuyH8z1w5fBn2sPwWuTxcmbxrzKVlMdzCRKkZe8eAfvTftmrvGEIbFkdwlfAwS7ZgEc0e9DhKcIXEIbKyYZUlsKMOVhgD/vM/XeqyMMNcMvgW93DYTi4UL6mx4tsJB+GxOlxtA+dO5DhohbJfmrZkP6abyXDikl/eL6SJFCqW6eqZkQI5x033f+BFfRxr2Xflt5UGFAuvBFLjKo/nkeoK4UutXLUdheAcEQal6jNYispKP0zf8dfnO9B1PcWsPIkID4+az+yXAxo/6MFB3hq8MvztE2NhysgD3FOrnwViO/WwWFM3azkDaKUnzenrY1VFCOKx+iHjN4+itOG29eKF1WwPrC/gp6OdzumAO5QWWK7rHe0XCiV//zw9kvChWMZWO/YJYoqfHB5cxKRV2PlLJoJdoW0kuhlcfbMdw+0zmhHtJs1XnhpOMGeqw5QUi9RsILCrDfk9ScNxrQR3EiyD2JThCdSkP/3QEr9pXBsxOFmiRfpqzE953r89Bt5tBKfedLjMiuVS5YQ3MkruZoQKXHWoR2LZYeXZPWXvP7doiO0hltH4alYuP2FmXKgn4juq6WhVbU5FK1kF6mrKPiwcR/UEpd58pVmj5KOBGdCToqjc9oVGHNwJU6UUsSI/K2LocDMz5T3PfTrFVw9odzYdV+lfGnykhoplLaDUce21rRwDtco3scilMeU0gQpK1PX2BLPUNvFqXO/YpGZVoKqsNnI5i+HncK7Z0P8F57eNIhNJnWEyRC48wsUxr+02vCC/okE8SgSrTIn4VUF7VHBXknUG8qPYlsNeqf1DF0+FqnzL8fg+PoA3D1DlntBWdfSZTKZXrs+Efwkv83BD6dtRM+/Td8AedtP67Qb7SJwWATk90JUX3CwyODRdVab9Ntvpf5631MNziFEk5gZ3LaE+IRsX6gOxYJQCF8hbo5xrO+hwyHN8T5C+RWmNc9/ZN1PUwOngtplHZhVlvvAQaLLDHImEE9mFBkpTq8PDyeh4/fRj0q8Oib3iursJONWdTVLnYifbGmuNoLVVyGLYP0ECc0CUVf/zeBq5UP9tC2UTCjolhIhxz0xUL4eck+eHnSJk2fkPN9X8A3QSPVQuVBqDf6o+LRiJjj4L9gf/g6cA38wdp7z2bgqVB67E0/PtQk+8vAdWG3t62oTrem51pOm6bDmcj/d6KsCz287NQW3MeMZd8oHQciHDbvtQTB8VNea9+w60ELqZEOzgvtsFq0XmJtaJvSVXxdz5sOUQgEc9LhYktpiz8K3X7bad501wgHZXws+BlltORKZpkQJex8RqjeV8LsF51Wm2+4r+uGLYX1rCCQ43OIRir2OePR7t+CF8AH/lsgqFLp1RMCQLTAnBjOkq0wwvWFyZg5vtUGp5pzO1eu1a1/kbJIgrvN5nN9OHd0dUdqMZmXHEK0yAzUkoTyyU5ppPR3Sp7g0OkyYRD0yxupeP5jYn/KCauikQvXMjTwP+PUXpuOSnQsDiodY/hYJJteH1BJ3KtgIAiV9cZG10ZcXRqlxPvl9HRJMCscOwsjFNRopBCDKhFwHL+AtL6I1K60j8qboOj/cCW9FH5wfgrpQeUB6su236g1A8zrNkIL51gWzEveKo5VePLCIfVoCRh06D7TH1mqil4fDSl6gwpgV//0NMDhtQop1l+cQq0OHSaqIKkitVYVnUpSqLax4On72fUJjHeJEuAY3qoiuLxS9k5nB8t4oxYm3Q9QbFMyWzWT44IG6gge+vd5h7xfysIJIUOv8F98Mm7MIWljgwFCXMAGjN6nIrXDEV7xEAk4POX4g887z1b99qppewuSWqynylDnMLhr/wuK8R1H7ef7n6FrPfJUaomUjca5khpYVlB5XG9w/58q6qVDwAOfub7j694OgHnPGTssQlFsDPT94HVvVUwLeNH/AJzsGQ5/BM8Nu73arK6W02xZbB5Q90nzgrl624C6WaHbZSr55IjY/R/ATnmbIQyksyksFU2KHutGUC3Srm4X/Mmep4iaILKCFfw80YcWIkRBZ/j3itLY9PgH6x2m5infI6bbDDDK32moBiSnE2zhlIvignxlpMCBRdfVCnJ6UVjUq8kfSq3Wn5OmsWfBiOCVUJ2tbInSXfyNaeEAds0G+OcljXHMP6oStpqy7jBweCTdAtczgpiFHTYcND6Xc1gaIlq8d0atPMJwvkv/nOTlVCm4bACq3fI8YlbTc69jpjAeiBIksY/xpWsYXM4YyN7HUBXZyVhfxl/o/SQkZOINGI8BpcVvd98NJ6uMTz3HMI+F2t32yKGimjg1ap5JDjGoEgEbCPVM8FSEn0RojzYPOVC8G4qwA/pr1zdwMbMWLij+VfVM5QG8je0cduJY4xDqLCq4TPO5AD95mC0c57yt28ldQal4ktw739bEJqX0LdmlX8y81iH3PIgWaVL+3DUcLq8YB57FX8sPBv3AiGkHnVljT5eRx2eb2DhSjzpw8/nHNbS82NjolhuJunzmi9U0tk5ITdMbj+o75vtQFW+T08jCrBwjrfXgdBWhsEePFVIlS9yyQ+Acv04KYbXgAe+CxFwaI2c8pFHT0uMpxyRwVB+CuxxKEY6/NtiLBklGP3LWoAXQ2ewauRktAFzFLIGvXN/w1wo6CYqM1ao+eGWqeql528OLBmSzFRrP8g+uML9/jAdp4watdgmq0l7Q3KVuw4DqZdakPQwLXELDUzOkFgW0heMe33Nb1nq/O8SDFXJa0iJW20rDFsg4GnM9wLgbrfdFQ5FqVf+caBSwMwPlENBZbkhp1OkgtoDA9ssLO2ydGrZ+tZbJgcNcS74W0Yhcqoav67QD/34PLIGRLmVz72IuVyHMcphqb9imRM3cYH/4MXA5lGUfY7iwvrB4NExxvQY3MAsgr9OVFkfLAYy9AWDFcMjerF4DAAQzhCi4BEqrZ03UG6V0rg20fmqwVQ4eMKlXDcjrh5HOj2GR+2k4uc44TVzbpF4GT60T4GBH28EwLnCBbssSPal+PAUyEjgdQ9bYkLNnUJmdQ9KctO3WBUGgwes0dtahtgAo/fmqoFYUKrzj0hg/pkiMGBRBXVpjhhhUCQb30iCmB0/nG7ri6Hm9UM1NN0rbKT09YL643sV3izf/MUtFtpIXUTNmnVuGZ1ukPIaMqbnvmk9Y+0Xvl17xrAEUsKHQMotUznQ4RJurGoYrDsejcFT1EfjHJadBbt+6MdQ9nrMqz6uqaZGYZeJdHeIcDSVcDoxo9VLovilZN/M52vy4wkQ6nyqVJXXVCN+aPN4iFxbRXP1z2FWUFWNBt0hYs5CQ/2fb9wvtt9KljVawWDTS5xd+G05sIWZE/JoIKrd7LW6s2JCcpnROyC1qwtcS6oGnkwKW9nqHqCCl6RNyxWcA98zU9MH7JahM/8FVHY0ocmgL3PsZRBX0uJv62/hBNIeg9GDRkNYDRQAk9A7fTJA/Z4oLwFDncE0dBg5esC9tz1KEStHw1PqxqInmQgwx8STXeAOwS0cZrDd1IPrdUvoRuRNqlvLXqGUCUqpsv032iN/nfx5gwh18/aoZf7Z9HM72fg3jg8rFMw6KgJhlhLh96rosTinaoeL3oJyW+kvdGaHblSCkGyvSfjHecf4MQ13fQaavxPDbbeErgJPovXAhvRbW79EW/uuBH7pMtfAa5IRDBgSKKLOqCCm/Z4Moyd2Of6ENCJGlTf7wqsAbTJyWrXzWxi+lFV5c85fu45/4bzR9/ZW+9+Ec75eKCJUdkFT/6eVaiXw7rM3Trr0G08sji1DpPqz/Gl9mh4jOyRleOe34q8A18FPgMk0aeiVlnD5/FSMLJpXXKdeowwP6joD6Fn0U5+8srCdgKkAMqgSjPrHOCMqTsxmDmZW6i5S8UqUR5KhXpbyoPKtBnVS5mlpzL2ZoIlbU2BisMCRDB6W/iKsQ3YkcT1uzGA6X8vCNFqPCtsy3oY7QqPHVyelL15X/BL1pOfqESiTemW6tb5MVfmn/mmFT31aUdrKWvkv8O7XT6wLRUVXLsSnLnhfXauqh+mu4ilMWPxeBbHiwrfoADHyNX+BvbnmpYhvL95bCdFb+jZTWCAZ4UGfBsJ4VGtRWh1OYiyGaw81OWiyjXXT2L43gJJ+3Aua4sSbMmbJ3OsMot73iIB8lRkpTRipVEqi+0owCp/00Y8ugvne/3QzwlRyhNauhc/q1vxv8N4wERPSEKNDviFdh5RUrzw7d7/YI86k/twdME+fqecG+uj1Z8GmsNauUHTdrxj5zs9JYbK3z27cFLh5kko584dD5cPHnC/nifBZrpCs7iCIPUbX25oWdi31/PQGdNsttItZy1gvWr6cXwj3MP4aPv+4cC7tNlOzSPcpMEZSOzb/b9WO1zwUvrBPnFrWqJxLZMCPUgTCU4m78oVzGrILeddY8+EaLaGRoDPZ9AIG0lvC8/wGYHjwDnvE/omgGrweq4brY+zH85g/fJzKHMxYJ4XTm5dBj0nvH2sSsTRd+c2q2mzSClpqj487RPXn6htwJtH6qM6KCiab5tqqXoUgLGy0PipyyIIuarn7j+cKXpTyuzZZPHztHhLIG3AF5bE84piiaMmeIaet9OGtCGmYS7bOCpyiO04f8gqR/KkIMqkSAN01UFS63pKrgKFXDXqPJD5cZruOEE+Bq9UlItcgdZEHpziPWJRkR+sFWYqlttfpF1vsmY30jzCZx/DMBa+B1IE63sGh+33+LonFvd1ZfGUfiWGxxpUcJVojt9dRqwufjVubZGrXRJ4AK/a0o1Uk4OR+kSyIT2Gcn1bEo9mkyw3aliiDDKS+41JLXdnK9uXRrkvyIt7hhiv93svLJ5NKvFsOecU8DjLwUXKx8svX6gzD2x8+gL7VHM7x6Hbl3VBCM6mW+Clwbddr66gy5/sMWFmTTJVin1htY5Whpa3eH6A4AWwSlJTtUzHofYOpj0KZqE7yDFf3jn3VMQF9CNF/Ern+Fa7+x0wcXX3GpZHrVe3bqKHciJ9Pt/ld5FVaULbCXa69JbebScuBt/51ws+81+ChwC+SB1pPPYRH5w+h7sQhyGuBch2pXvoxR6rKJ576wyhsy6Ni06BaXaqqrlXV1ZY42Goeia6vc2Nwujzj+gjed2lQ3HLxxejjwKKeas+gtcA69SdfBoPbU4zSHKl4WG9GpQjoPm/8WTqXDizOp4cTGvqiX4Wb3vbDC/Qg4aw7DxOAAeMz/BMyQHFJ1paYpkkhNUdliQJ+gjjNBYmOOBYEZTEHVoz7/WAR9tjvdcp/JD/7ZBn0Pj4VbHdabyOLNrCMh01a0Rfu9z2h1D4wPDIBV7NEQcClrCbv7bbT6sHA8oewWB+vVOOmtOHz0UK8xOGylgwSqQvcHA7AVq0lsoOYQDQYxqBIAXnei9iy96xwJ/7lfCOu5VrOM7QMlXDMowoQqECUe5SGbRmkXEK9O3gRjlssnhZPDTOLSiFk87cZgMmLyllj01suvP9a/Fd5zhJdZxmneUZC3lXpGSA2Dzw4YFIVahML6a032naFJ6dFbG45Ou8N4ewafExImyFQV8+Ogk+Nt5bIR8krpq7IqFGaIBcM0lFSDhp+TLp8QNdKsNlMnDPcTZhFdDlm8AtYhrhU4agtCkda2dfKJhBJrBbvSWD2K+HkeSpMdCZ/7r+eve1D5fE8hycNemC3UA+Ay2RJIStyMXypODEUs7Lw3/0E7OeLaYyOP0lmIeyoFVaWD8gnwt8BAKOOyYJnjNID2qsU3RcGmQ5Vw5gfGKl255cIC8ZbCodCbztM9sSIZditUOAwMa/Q5jb4SYNTgmBZlm4kWpNeYO1TSVP3LenjGwNHeXxT3nUfLLRnwEo5iyOXl57dzXSALak1rKopo684GWq9OpNzYsx4WXHjCtIZK/zt52fkb33LC9noT60EU8PsVi6z8tPBy5HoNTvW4vORnS73D7KAXmZW4w/EfnIsZVKfTcv1maxDmZMlwwnnOITSzRziDwrHBuWKjSJrv6AIw4BWAfrdDbQ85dSuL8vAZDmoZbv67DBqnSV/BrIBxrvfhQrGXnxlmv+TrCj4L+0pf275hU2GRWI0ZzzgmhmqY1Z+xVfBUtHC9ufRw4JHgcH2ZDNSdXwo8AP/zDYGqVsoIvE8n+hXalKr5OxemOTLibv+LkI6l/KnpR4VPNccjgqcVjlc89ohjqu5r0o6shsXuJyFVIQZVEsDp9HhCERj8p3qf/zneE1+lSmH7eo7eD4OCm7yv87cqIAvGrsiD16Zs1m9MKo1BpWSG2LMnvNckC1ctwyZwadE7RSoUbisXv55YPjuM5LbAGxlysTKnMiQkBT18gkZpGtUee70XaGySVEezzJrYSZL2l3hluV8ztrOd4X+FSqlbNe392mgaUuvxZMiLboWxYQH1e+jm2app5hwpc4MnWX4uOuZQnw7U/wWlcg5khL40nWo3mQt3iMdilUNOa0PHNOJ/DqEXxjWiOtX+5mfzEYdeXq0nu3MYGeup7Fl8xELNa/57FAatOnd/a4G1lI8JgfMBsDQrI3U4ngNLBcPkp4tDd70cuB/6e7+HGc5LALJVdWeeSnh47BooqAxfn6ium7yYWRO6vXLpHBjpND6eJRGb9n6DlEB04t+/iC/0543CSMjSl402Qr2QVHNs/WpN1BmlAZ5I7eGlvNGifjAj10FI8wnjKeP73Vwu1ki0FmtOFNvCsg/Ui5xFweMNx8RE6SnXgBuvJobsHNdz8LFjhK63/nusJ5Rldsi1cAFgYCZWJ1rsEiLSLLaw/Dkgp/cirEhkI1r5opfxL8pVzlWlIWVFzlQOHtEB6+uH3qcRynOalP5uPi6pH1U4xuQ+CDDgRYCrvwVfO23vJ4enjFcB3p92K0x3vSLuW5n+uaHddaHMDolTMaVWo2PbjDZek/RgcROzdshzQTef/kI+XA+n25GohAlVaeEjxL3qlMZjPmfdCWLoCIlRNKx35SJYm6WffplRuknRJgJJ4lvBrNbbF0aFFM+KMjyfAUB+Rb0iBRsXnUHgPQFTAWJQJQS8EVX4iUnvp4dSA89k5MXvZ87h8LZzNExyKwUIqmpqtZ54iuIjAurCabWqE87GQ/KkJ424yoMbXgbqO3gXeXECR29ZSr/gpTQRrUW55uOug+PAWri5eQBbBBtMUBWUrGTzmv9euGmEPRl1fLO3MHMNjRHl18iFCrnxk60ZSJp3S6YQAUORBqu84H8APNkqGet16rx/YXDqk6WkIFiWIYfgc/1Kg+xwhfU0Bqq+zFDQINxRjkdCcrBFfZt6a8dCFpJ7Fzmb3qxbM2M2BiNBAolTqO1wO6NUPLrd9zJMDJ6vOEhoVRpNrTeo+xNXez9R3xu9+pbC0gpjRUyVdDNKz6GRAaFOHaWd4A/Tj0nCrN6sFVUVMnTNMEwxNWv+TTOhHj16anAhuonS5l3luibzwSjnhSyf0nBWzxr9qZ0wzfUKTHW/Dvc4ZsF7zp8V/euc9cLrM2oO8v1uhrm+ggvpNVCC1QBKcFhEvi2r3O8GTnivdpTMIgf7PiQFT+kR7FhBUZ4bHQv449VRox/xQYs1JLldVBXeOPfW1ygcTEdATl+VRBLWZgspYWvZo6DCYN5DUWscvHg+VgRVohlIQRdlE1gxG7wgp8gf5NoY1ibr17/qPSZj9Ujg+1kih+XoKyFz+x/woO9p5RNYllcBRhwv1RFhv1MUta9xtobNGoNKWxP23MQNcO7H80ItGswci2ZsPFQBB8vqoBTLouns32+6gH8552NL267GREGQ0t+ONpfzt9ewxpHR1j5lqcUAC3MdjlPndzvNMKtBe9/NhZ/z6Zk3Mtrmyui725QVfs7bcCg2Ta/1arbtwInHxP+NXg0+LCXUoh2etBCDKhFQFMwO9ucvlhr76qgT1XFpikmbz7PXIUsll42KN1GECdUFnOb5Fi73Cr2TwuVt1/pkI0vydLfYKacw1Pj0PcEzA3LoeqNOT4pQryIp0uCJLMXMXa6fpriekUUa7nP8DVsLjNPq9EAqYEYyoQuDJ4ZucxnySf8uzxg4LC4CPKD04hidetCpu5YRvKLD1M1dww5SdQz9pd9z5fuAIEWOg9TedraSIx11tFJSOhz4iYFSpZDMZ0+y7DdoC7JB5AL9KOLCoI58tLggTMdSty7Boio4rkANH3k4mrLfwBEZPCgdF6cXdQhaQLUyAKB6XUGGfmH90bSyaBrVw6FjYzer9KTqK21qj6KvnV/DrrQ74YrAvwA16iilPKr5QSG9xqgpuF/lYcd7jTxskMYhMSZ4EYwJXAh+JL2v1ycGN/TU6mmMC57zP6hZoGrofh7AfbMBLv8UrJCBUv7+fh6gQkj9O12VmqL+wlC/NrPCdb3o0Z3MbKhgtYaoUvlTOYdLKlrRerotgX/WZUoHRZ6Y6ooU4RRp6DqRUWd9CXw9dxc89ft6uPKb8D2JClfJtXybONRPCVvAI9nmQFDxGaEeTV5O6xlHUWucHwLC4jiWqH+3A8VUtz2MseGrNqLssHK/cC5kvdoIto+WjyWHjnNTDzdbD/BOKz4VOHcN1s7DBLzc4KegsZFaq4pE/LHmEByuqIcZGwsUi+enfQ+DHe4et403zFp65LTcZRnGIhiod5uRWmQ4pDk6UuPPEjoZBuoeZqHx6KRbprPVfHrmx84fIPeI9vdlVb3PDCRGgZjrfs70eXg02QizNFtKHCtabxVwgiPl/3zPagyqGUGhXUeqQAyqREDRcL//Of4SzArfxJJV9ZCwE/lQ13fkouaxHAtvOUbzdTs1EKbxqPh6GltISCFlXJp55T791LApWDPH8auM6xmKWvSDrwPXwJBt1ou3cYxkUnH1LSOj0wwHFjVQe7fMTkLSghktdBXjNJjPpdx7u6AmskGxCNmIze5+MDl4dsjI02Bi7YQJ3Cg3o/r/Mtp6/RqutGZkUJ2ApJVVBLOFSA+FfU9GUvj9CsbzkYd/3bL0vVXU/aEQqAh+WdrjitpAjlEuRH0O8+9GnQZyv/9ZxX16PvK88jpdRTDEuYGlAEWqWicOxaGFA28F2xuKuRxYzva2NiZsAYI3atYD9RS53TEHHKJss0R3zxg41jtKWY834jzdhelg7/twd1Bf7ZInowVA59MUKcJmdNw+EmDl9wCrhJpMPoKHof50jVpFhDD4/aoNZH7bWFSwlsqwlEplO+WvaBvAdpUEvpoSLI2qjVIF9Acx2oNqNCUCQbR0044BHYv/bilUCFiY4cdsyCyoh2MxR0ab4mXQ961/oQha8P2hFrEnQik0g7/Z8AssvfqkaMmpVRrRp9E7oCNbAOtrW8SlHUMnr+AA5ALaue6v9k+GUkKtilLcUaEU+VFzoEx5XFOqef8hx3ToVLVWV8RBcSzsWwifOr8TmtCrDhEp1dqsLgnnK+fX8H/MDMgIytGQOjo2NWVGnGLyedYw9pqoq8GjvQg0z9YbCHxxYRpA06z28eY+41YRMjbmDpN5Rk+1VI1ZJs2VmKT6iZTgxEFHm9qgejTFFP+IQZVgzGRFzUD9l9ZxxuFroxznY+hD/ESK8rnRxaWj4uPDivYlg4wKs9g1SinCPbFSYaXeyEry9/OFp6jgNxI4xqUroBC1P8qdZZgffyylNBCR4hcij+5sW/K4D30gdGJ+zalM2TPz/KG0o2al5qkJk7Nv4ZtJ6qV3qkEVJHXdB1mOLJmt/fAUyXDetTsZUb3NhFpIh1GBSwwGIm9/P6vvpDBTO4wGxXujzRUyzWDqSzSf0t/B0zXPO1xunG7VmisVDA4cTIhgePAqONU7HD4N3KT7enWzZaufGMqVl6hQNa/m+Gx9WtljTq3Sx3HAAAv7uHawA4wV1mDzJIAPOgOMv81e/alYC6muqdqb1gcW04Ks76f+/4XdHiUumsKJrAhPMq7f6qOaO9D2Rg//AMaP+9lehGrYGQDjbwU4aKLeii/0VJu+XSX8gBaBu4pQ1ET7/px1hcBG+BtCDsAz6S2h/1EPRY+fhaLiYsiBWj4LAxkxih5uBnwiSj/LRP+71jMg3/YPhd3u8Ib7SdRujaNTLZCgBjXdRrAGvRknB8+BLwPXae43cha1CSijBSNUNW8jFuqkTqv23bVCqGcZGZDnf0nYIsToK+EGZiFsSHsglKJcRrfg0zI9OpFls1RqpCqHznUcbS3qhDJEbqkdY/v7REbiyYdGh31Nnju8UIod5gT7KRTtFOOL4Hd0dZks1LWe7YFtLLLxFbc0jkLd65gZ9vWrWbE5tQ7potIq6vknHQNoflf1WU85iEGVAOzWHDsL9FOY1Ip+Ess3boEb3vwOZi5dBdm4KIQOLzh+19zHL35Ct4XBopP8A8w0WOt+kE+bUsu2+3RSNRDHg3yycZi8b2mxH268Zt59pk4rGR6tyh9gne/VHvqjkXEq4amA75zSScwk4mNg1FgxdiwvBnK0C9JxrvfgL/cb2v1yFJyR933o/9xAMWTsm2V931z4Zo1W4Bt7ihh9Emng1T1pqymCXNueZLNi8oZDPypQWOWBtXnl1k/Cmi7KbGjOQWmKF9FrNK0ZJJDMPE6txR5eFwydD73EKE0zleLdMvdj0AKqFONSLAgQgXrYmnYvf8kAk+hH8Q4AbxXA9unyfUjtEDUO12la63dLKYvCB3AkXe4fhChjWsNHzkfgHO8X8DerNV7VeFGPNIvgxodHkwmg/I52bF0PdxV+CDfvfBpmb9XOY+F3FrBm2O1doHhILbSDHED8sHUUWdEnuKtIv4F6OPDoFG64IwcAqlXpK3qxrWAk6Syls0aC36FtxFtLpUO+08S410l9SjNwONplEnsefB64QSPfHqo5tokm4kBRwNLhl3/qdEucDoVCrc+7zV7n09+vpOWohB08brm2rpfPXEm0v19/LYQ7gfltggtqXXJGBqMT8YloMTwkRze6juBUasw3O+bD9cwi/efqzeXhnJfYaw4ZpJmGW1te5v0glMaJv999rD2xH7P1Jw5yluDCNmqHzAA6vIpkMpFUBtXChQvhyiuvhA4dOvAFo1OmmEtpNmZ2uO/kL3RV+E7irf7QeqpMDaoJn8Ek5iUo+fsDGOJQemZ2qYrhb1YJLSDcmLS69ANATtPT6O28t2ogvZ6/D/9pcE791MHb3HKaHUMbzxhZolIN6scUSQoFP1antv5nLSPXORmCGhSjtBk9WXeTGep9x0/8Ip8n6A2fLmTCTraz4btGJ0OklIP36Njqkt+Xy6eqTXtSGbFiOCRYoO8tr4Z0xTI+oDrxsjFSHLPrkPszeI7mGEf1Xig1BYeuE4r9O3nktKajsIbPVvk82zyn3CqcS5nitzPnHMtHM4rjzHc/q6mBPP39OXDdsKWwYKckbMDZ8rTX+QKQwdXx6TVPO/6AH11DNSf6FawgCrOVUwqc6CorhpHuRYI56kUgSu+xehDcScnqcBoKlYIjPEjtcOEnAMu1aU85JeIJe7cQidmdqVVA68PugsXup+B319u6u0RKmhK0Tq+4nAx9ZxKLed5bq0Qp1NCYtPk2VZ0nSq2526dqpSEhpYyrjjvDGqqlX0E4+njX66oj1gYAvnF+CXvctymiMlaOxWt0Ik9/ut4EhzgvoRqzB5kImlgjI5dO5+fH/1jjZs9hx6pzaC5jToFjPLJkvhXUNYjh96vd8cDisfCb8124il5qKGpgF71072BWR6jCxBs0NY9h8GKGEIoC2en5pAD7TfXwmTdGNqIatO9ja7trYGzgQhtbsThTF+hnhHCY8zXcNu8dudJAgdkaV2DKozjhzta1omMHqZn6sXT0oYEbYXRArqWW+MR/o/DjqDwMUHlIEdXUa8GjhqaUUVCfQ7lGG+X6BFKJpDKoamtroW/fvvDtt3I39WTFTQX4izr1ZVrwDF7a2QqdDKSeJZloVM+gZiNfHGydoF9K5aHgIrFQV1LoQ0WiEjkVcjoHTv8s+WTOMcbe7rb7ptgqiNSAfvQ6Ah97aOUCEU87CXnkh58lpM2sxfrPeGsAVowAujLPtO7nHYdSqCBSlrLK2gacZx0TYDvbBb5uJUjdIyZm3xHyKlGm/b0AXi19GTIor0mRqjzpF7k6h5XsRzAQFFMecTl9iAkoDcktenrzxYJWIygxjczJymkpzYyinCYDvKnOmkRzWLDeQ4hghCm9Epkgv69ZW4Qc+lp3mCL4EuWiZPPhSnjM+wOfXiPJ1N7LKFM63vffCnf6XoRVqjQOq5G7sa73TYv0z2G28FFciZPoveAt1F9QPEKbNCY2O8jEWqHFQZ3fUoHgBKqmlXUSaGvv+j9RtFpQsxvrSST5F/A0T7y+NFyj5tBrVAstKlM4zlHNhboHzITgAIXAixJxO2aODx31SDNO9qKoPqdbE4X6E6F0tik60W41RzKPVcyV6hGeTO+C+wJChsS5zGZN+nmopUYYxrd9Fvp5v4cxQe2C0CruQJWuQZjJhm97MB1Ly73LET51GUcvhbKNL49X8D2f2RAyOMOh54REgjLo/LaXbafbnxC9Qu/XhNQt+bVJmChQkA5Tf20Ro98PDqqvNuMG/xC4FBPYQqqndjmq3p7xrEX7PgbQ+sbX+oPlMHS2UM9VUeeDN//aDAWV4fpm6c99vsz2Yftc6pFRK0eNkSNtNiukPuNs5zoL0e/P+wB8fhyAVy5hQKmf4b6vbpQy2l6Z0zusAmYyk1QG1WWXXQbvvvsuXHvttZAqqOdTvZoJI85RyUNLdATZ0FrPKVNc7KJXNKvXQLNliRyKD7Ic3w8B4cRC7S2DRSbhbvmkbyX1RhedyUR9ovnN9Z42XaNONPrwJouzXgH45wXI+cncQ4h6HdnJhzaa75C4xPi2zynUtiS604Ua4xkt6Iykd23bNdgLNmUq36/RW/vY+T3MdL8ED1JTTN9c+aRnwzR01tKNLuQjdjd434Dfg8aqT0ayx51p82iAHl2C+oZzBSg71tvFjpGJC2vgxiFK07uFmQPVdV5Y+/n10Gb3RHjG9xA8oJZG5ncoOgMw7plSBGfAJsMoNL8fqo7flzqlyKqQC97/DjdAFKxXOorGzYlxD5IW3Q291RLZXuUJ3k85ebl5NRvYHjBPTCFbyMrqkq4aIfoZyOnOq7SagRtdfG2bupYVI80h1ngBB8dijZX1UigV1IjvB2+yrkYnqmYGKnngGO1imWHsRV/ys5S9to7vqP0tmdVkXcMstbwv1A9ML9vCKpkebZol+i4GVoePmuHnmKtNxryZletppPoos9pSFEW+UJQ6Dwer4/gIAg0X+obCBb7PoJrKhP2qtC503kKRCj1KQn24ZFxUEO7wvaS5/+kas+a94XEhhUKRrWnaCDJirYncOWIfMhw52bAINb23wbJm0alH6q0D1Cm1ejw0Zg2MXnYADpsof36no9CL+Mh/M3iyZCdoOFPlXcfP/HU2VQ9unzzXI9W/a3Xmer6mMeRURx/StwBfnAjwn7I9jxFBnePrrcCdkKoklUFlF6/XC1VVVYpLY0PdXA8trDtR1pqzWjGWKlXKOwPo9bYW3GxoMax9FfJ8SWT5CkOTyuVfLoIzP5zLC1XgyjftaeNJDknoSpRw9tV2WBRuD3o1xbtdWf1aEV0wDzrssX5yDniQcqL8/2HapMO6SXd6P+2GGos1K2aw74ZXjjSiXq2yZODdllLGHqJlg4rN1EYmmm/8EWDD+LCGxReqAuxnnH/AH+63LUdI6kTJecSc5jdaTluRKKW1kbATPT/ANZlC1HITthgyg8JPPqjOoG5bWLUriYxdf4VuS+pQ6HOY7X4BPnD+BJ22/Qj9K/+DE71rYA7bH/5ltZHcfYGWGsMWndR2sMrIo5oXHePhG9fX8D9GWWNjhanBM6EtVW4oER5CNa7Du+z1eTGk8xmKXnZ4VE/N0VXKVBkX69X1xF/texfu8b/IZwtswuq9pMVzMK0FvO6/B+72PQ+Tcu6Cg6x2McQF5TmtkDJYLCHjd9FQSKvaE0qjUfdRu9UxD6a6XgVTKo0Xbnh9Jr6oN2Kj6yQI6PyW8SbnVqh0KeehFhmRC7aE42nHn/Ch88eYbvPGgLExVcplK8QVrMD3rFO9Xm8Rjt9lVC+mhtUxmptDDcxxPQvzXU9DFyiEUUFBbGKZ2CyYqc7XtAKR0HMyIJAao0SaV3BEdgkYZ3GE40P/zeDg5HMintZuB6Q6uN79gOK+Ew+PVzVTNsen0+7BDoxH2xbGCsv3CobNh4FbYFLwHNjCdoUAozwPF1uoV0JkH14Am9z3wXjXO6Z1zSiVnlatRfTqvYTUQuyArCsDqDgAXK3SQaSGE69PpXZoevNFco5JFlLaoPrggw8gJycndOnc2XxRkQjUE+qnzhF8Pr8VjGqN8PvVRfwtKWUKA0rf6EJpIyASQXFRoLcgxtV/0hzyobSjsBqKq70wZ1sRHGwpN6PrrfLKKvDIxu5xlHEfGMOXNz8GKEyKVPK0XxwwDktr+Buro2lvvcA5WCB7/9HC+a0sA9nnzX9C52/1a1IeCdPjB0VdbqqQFwxvlT4PPegjukYPo1kkmlszyE8p0dqnrD9iMCNVr3/EaM5Ck82a8HKvqGnjOlbrILB6LOS75X4xuzIEL6c6baUoU7/3khFVIEddpog1XYa/4fz1AAeWAVNbqCt1q27kqm5Wighkd9aoJKmVIPHbx1H7+MaYiD+C5/FG2FyUGtZB6+VdhEVZ9JCafaLmvTpvEMKBpyYZKZFJUWuJ17gRsU0XFTdiJobSxit/hgg3pzSAj/f8CP29ShW5S+jV8i6w+1Gj2vlsP9jrPhba6YgFULWyYyyfVhoXkiw2L6Yx521oPeWW0GMorc5MtMUu+VXysfSE/7Gwzze0/XVrREQWDQX44z5FjUW1q42l3320DCodExJEiRS9w28zbaxiVqoTwdETdTHahyT2Uui33lbBjAKHdm2D0rxRBgaK+DupAJ86ipwFKJ0wu+6QUnXToF+RGWle+5kAappT1XCk5RlhnTH/x5jUVQLAY44pirR2dAi7AzVRyZ7bxka6Xb2qP6XEM/5HYLDvA6hoo3SWXaoy2pEDB0XQ+Rpo7HvM2T+Ljz6dQSsbeKvrQW/wvamIUJmCTc6ltcJnvGRPqcKpoOZhsR4Sfb84LSo2m/b5S3ZS2qB6+eWXobKyMnQ5eNB+Q894oPjZxajw5G3/Hbr3e/TU9yiar5eQWOh+Gia79HPikUcBkZWm9fY3o7UTMv52UCjbz8jpN46A8ONCT/kycK2iXqoQayCqF3q2hEG9D862MJ76EF2ESd7XbWDYp/oyjHtnve6/W/7nj3sNn4fSMc4qn6rbzyY0JL/gxcYJcDT43da8V1bo5lGqLBkdnlIn+norC6I2fcLKpqPUsn5YCqnEyRb7sJQ55QXr1kz9lNHdLQfwEQf9GkXt+C6k14CLExajU4L6Xer53xGq3fv+fICRl4LrwEKNsYoMLvV702tgqtcYUrktSpG6OsP9Krz4p5D3/5z/IejtHQW/IC90bpeYdr2HA+ZS1hfQ6xQL2p9cQ3Wft89jnIpnmUzMEN0nelSr8zXy8EbUMMpFQN+6ZXAE5G3WQAZ/OZ7aC887xsP19EI4hd6hUdqi60vhCnoZDBRVqvA+avrZB/J3h4zfp/yPCv8c0kY3IqohdRkvboLNOoVu7+Us9PnjAObtKNZvTWHEkq8ANv+haBx8fKlcp1dJNYO9rc5TLAif8D2qaKvxK2tcA6Xb1FukvS9yY1MiP/dkzX3baWMHjNE8beRMQKC2IBJDXd/x14crzft5mfWL2852hv9534ArvO/Cb80fMt1ONtTDc44JfNoeomPxQsXkjr6LTW2ugp0q0So1PzplEYFYVMJcxywCziEfVx39SoeHxNmoBtMIjoP7HeYGV40F475XXcMpzgVtipegfmQbMuRz0CT2XF6BETWbzyoR6kPtGnVcBM9ktgr1redUzTAUNEEYCcTQYfpvJTspbVC53W5o1qyZ4tJYkFOA7BUMS6B0JjycejG9RnfhhfpVaTzjFKUp9kdyuYt3lRgaVJml2gktjTP2cMljwf+R/3vSIfww21NC6DgPK2Q/3cC7gvD4gzBl3WEordE5EenIwFZQyu/8Tp0ccP2BW59u/DoFvxIH8bzo0437Se3kOsFR9UIK1LjABZb3/bj/cajNtiY0soOVF1Y4FenyAryVX1ychjD/HBTtzuoNJHbx2jQDjHLNrXqzmgVkb1uPeuty7RItWa23DhkGI+qFqCVSuFTzqO8JQcQBO4nRNQWWPr5dnPa74Jzm6S5qsQJEWa3OCUrlaUUCH3r95vRAcrpqfPXmnl5FnxoTfAZeWR6KCTk7AmanpV5YH7JS8fOQ0tPSc23/rNE3V0PJUQJkSE1wvQXT3a/Bo46p/MIX1TCGni+mBTsq9vIpkiNdn8Dx9av5/k2afWHRmlZYDdX3gcFQCjmGUR++ENwqrcQoSrZOmm9NEa9uSHWUFzfnGxTJ41TSOfDLTK1Ty5/RNvwHO2owwCQh9Yrm5GPOR6VBVZp8zL8QeACmsmfDSDENbSPb3TStCW94/UvgYkzxMjYEaZ1jk7JvNOj9ro16Eh6p9ECHnMiFHbpShTDR/TY84JgBAZX4zYOq+krU50vRW4iiQtkxaC2BvouqtA6wUlT7NEISpkJUZtkTuNIDCcHgypldfFqnoQQSM3ij2bvKO7dOBfhIKTyFqMPmGqT0t7Xd1WHH0sFrXbrfKnhrmXC86RgN81xPw7W0vtT66uwLMCW+6B3xAaspjtikiSsZIwVaI7yiYFmkis3JSkobVI2ZpWwfWBI8TlFMb4dtXFdFbjwK40us5oSTbDHXjG+shiPJUB/g2sH53s/4okaJr3RkPKWUP9prrchT/fPxMZmKSV2NnCNO6fb1UPPj5JnQafI18OmwYQqJ7y1rl8BKMRcZZzWtlE1HKmd7i8OnAmzZJ3ggfZXhe8L4URF3Rmu4zjuEl6d9t+bNUOqHoo+PSQQCn3j2WPEihyn8VCBuGvU10WNzq8sNu8XrCSXgndAfZqaEmkjjKZfqAcSpp26I9KCcWnBuhVyLhOMM1vICDyjF1TrCwO/RaXSIJMXrVf2FaE0evf4bv5TRNmJ1FW2EPJ1anL+Dp/HGxn5Ou2jOE1P+hjm/gN3u24XCfLSQVh1buqpXAZ+lVJThC4RFzoKghRYEBqBUI8qsBsfhhsf8TwjPNes1hiLHTtEzqlL1XHcw/BwVTkDmO9cXfINZO1xa/YeuLDUeoUKy9RI7cYPp1Pv4K18rWcCBs6OCFVqM6ryvr/oBjLkeMnfIqomjXR8pniIpheKpahlsnabxcHg4Ob13o6Dcl1O8WjMH+EWlONRv8ARqL9/sU8JM0RNPSR8euAru+jm2giaoj6Ga5lwFHHRaq520mlqLU1HvAxr1VFNhVRlUSgvOhRpwipF0q3AUEzo+0W++W8sMwywCo1pUTjXOl/3CsWyX5rWyIbMw61LD51VAFtTRqhTJCXcAeLQReLUDLFyGBKIOyViGAUXw/g2eLLdbQQZdUJpbtcfQLiTQoyPK5NLpV4YMbuS8+dw1HJoX6oubrGGPht8CA2EP2wFydNu0YM49nfWW5Pya6XpJt8WGLgZrACNVVCNu8b2qiaDNlj7LFCGpDKqamhpYv349f0Hs27ePv52XF3lRZKK43f8q3OZ/FQqo8KHoYKbWM3gSvQccKo1/iYVsXz43/Z/g6dBClcPKN81kg/CCYzwvT4361Et4MGEItZc1XDdzX1or3QXLto7yIr4qQzw56SxqJE9lOAZtfQlOoXfCB3VDFEbI/9beAfOn/aodFybtjnjLORouGBq+KPK/7cKiu7w0vCeUK9/Pn5DRBIZqndqxhSGj8AO8UNokHI9U1iIByS/f+4d+moTEdtfxMCt4iqVGfGqMTkRS5BNd13nCyL3WlsTNTxXIElJUGKyw2Yj71l7PCzygFFc1eJRCD71FNlI6fN/xo6Kpqjrlzw65q76Auay2/ukR/1Nwme8j8Kmbc/I9poIhRwGaDwbRqwAOr9acYnUbIuv0JNKroZp7QHh/fSLMfe/j+RlO8v4ATkzNC+99JYGMEqTs+EDQoOeSlPLXQ1J+5BTX38zdBftLzNP+mgVUxdQcB9VirRxKrzJrZIrI3TpG9/4elNYJxGHh2xpKjtI+zkyC0ygxCi81A8WiOVJbCmuI+9BT0hR7W+WsNFZh+0oUg8GdWOg3Hy6ShdLNFOCGAePizwMlNfIiP4urhpZ1e0KpkajJ5zT3a7xBhRaoK9jefLocij7pgau2oXqgWJNbo00bHBhYAkcc5ilwVpV3DQlqo7t/dHg+5LwwqoXBQTWDp9fOV91rPuOWN+sdegqKOjzr/x7aV2/SbbViJN2ujj4c0Ul31FMLVJPlkbMiqmg59T8a7mBmW3reK5gRmF9nbsiiKPQlvk/gASlaOux0waBb9YPhuZJXffxZu7aR2oKsy9MXsmACHt6RhpMTKOKl9FFfynPpTbpKhvgS4wN0bjIA1ZsxqLmoFSLwhl4iZkzhxwSqh1YbcXjkORVIKoNq9erV0K9fP/6CeOaZZ/jbb7wRvidGY+WfbeGVYSx7EkS+Z6+CPt6R8EbgHriYWqVNreJYPucYXXA1H6+OhyaY0Yb3APmzjFMZELXN8VxvDlpBZei3uF5UyZIaXer9PpeySoldI5pDlaIXkgQ6UX8m5qXjRLqQl4qOeQ9TGAKKvDflXlGj4hBbjBtRt4fS0AnqGcdExWNP+R4xfN23rq80SjpqxmffDR8HbjKVkzaKSBlFqBQ1DeEm3BzzYyc2nuXw33Sm37gI95mcz3XvN0tZQIY938wSfUZdhfz22k5ynYjFYSm4W9XH5mLvx3AGvZVvOqu3aFfTGXnyWyolhvF0P0XRvEUlS+S8USt82aEO0vhLbTu5+ByBVPJCcBxv9KHo+kYwVi/lNk4A2CHWSxwU57bDwskb1akdKjc37hlWaXjvcx0NftHpskCUSTcje/8scbhceIeIwW/nWecfcCa9Vf5t9LkG/C2Na2VMKRY98WXGqVKsQyeV9NBqgANLYTWnrRPqEjgALh2jxV172JoctBg1w89bpXRr6Fau9bofReXzSp5I2RWpG97p0F8I4+0uRjvlfkOxglEZ+xJ7XOYpcGoUaXVWMJg7UeuQEYHBECkjXF+YPl6b3kFhAHQP7oee5UKt5MjAII1wlR5Tl6yDNQfKoJbK5AUK0EJfja7IjQq8d5LZdIkEtW6om6C4by+lnx67npVFgJDSX7/DY3Wft5uVs0GQsWLE9OAZMEPd0qZeXLvNDFNGcEibjSBx7TD9SBT6HPAMJP65pT/C9cxiw9+ImpscaiNbCdXVWtPoinp9Z6WeiJSEJBBSBnJtJ+qD6AhE5jhOFpLKoBowYAB/IlNfRo0aBcmKqZcANZrdMgUctfoqaUYRhxZQBd2pAmgJlXAI2pjO4UgdRyIoPiApkKFJ0rVlPMCHXaDjNDk1UGJdlrx4rG55IkDRdqBWDIfF7idhddrDcA0t5OHf5nuV91IfbiPLxkZKFSYDvy9NkH+V0JOmPptVeuutIi0GdD37KvwsDZSnEr5wDTN/Yrlx8TRaVHAGdW92qVZJr6MT50TXW3x0Rk/156xDsierZeCIpRSpEiyyGToNGjx3e5nwO40HuYveAjiMerVEt329dFTh/vDwe+4qNCHdlh+ZdK4eKGUX1WSMd70Lp9PbZVVHEwS1OeVngdowvOocp02nzTKpicEQGjgD9KWMF+1mzHU9A7lQDb5WvQ3rHMBfB/vTbuMvaSiKbsDuLXKtKJLvxXnM8RccWqSNUuPscysNiCJHe/jQ+TBc4v1IUEiMAEmowrjlBBK7MIiAovRMpNJlQVBHwf7FAF9i4+2gUwTeWVgA1ncZoKndqRl5PcDIy3Qjcm2D+sdZuAbi2DP5qQD/VP7OvEb3J4qOTRRd7U/rN3nWA69pM4t42mFXpXYplE+1g10uY6W/ePJ7cCB8ELhNVw00EnyqtD2PuxU4K/boOo76WfwuXL4KuH74Mni12Xu80MpAGhNHsAFu8Hf3mjsHz/QqDZBFfv3vvIhrDvVOeX3kCuov5J93CumpiHZY6wc1KB15HtsPtrjv4Z1bapbtKdXt3aZuL2MHtdqnA4tip+mowCI42mWaqnm19+2QKBLFBS2pU47ZJEf9kaS7nehjnagqKJFRn69p45NKJJVBlUqsdj8E6933Q0uNCIBI5SGAqY8DTLzLcBt6TWARdzKzYJ77WXjCMUnTx0f94+4oikLgssa7s4SO2T8FLofc2c/wt12VWmOgmhEmLDSZ+t0toWj7EmD+fSV0kkYGxsPz+8M413twH/M3cCaLhm4WvO+I6bSguvdn8FwoxZTdELN0On1vomycZHMEb9f8HUXwjlMw0tHJPhw+ys1Ll4ZLFzLDrG4KearQBBjEPIA7nfL7aqnyAp7n1Y+26IEiBwzWfFndIJI1+M70lpBGNlN+pTXRgkjIWT8C4IeB0METpqBY1R9KTQsdUQrLoJS/TUJUsSrgVPSs2pZzToOW5abrGCOG3upecnrVYZP6FenkbVbbaAYyBFF6JKM625xI6X9nN1PGvWPqD+KKVtrT18155g0nt7mUNS5oxiuDHDiJ3m34W0fpsmqsfKdBTHkPF6VAUJLXv3w/wM6Z4CwxTu1C383jPpXcORJ/wB00GcbqcmpnxpPj10FWUEgXupGZb+O9WTySA/X8M3tjdVgLMvRT+eT4MgV3McrorFWQIANSs/1bHUGwwer92sX0IseZ0McrqGjGCz1H03mlE+Bn58dwKb0yqnMKjlrdMas2D3LWfCOPA3vsJIu9r1Adj8S9zEy4z/FPRGPDfcp9vLFR2kNiV5va3wBjAheGVc+zysn0Dt7ZiZxbag6W1wHrbmY5w+gYKo93fEfKlXx/KIyAMO8X97gmdJe6bQiiVGxUj+quWcwA/CRwE/yp0xoEpZ628MiOKzwKidRdw+HupXSi16cpa4RHuT6GVIIYVAkAhbhRISnKXc5ktQIJEwPnyeFkE6ReS2oupwTBgLscszUpS6tMvHj+oPDc5kHh5P+IQ7+4X80NzEK+MeV/a7QTjSQ8wacihdCeRAbT2t4rdlGHyBFbqfDNj0NUHoRD5XVw90jjEL0eQTaoMCZozPNjlcUmxcwPOabDYvZ4+Ky13KxvTPZ9Ia+SWsFNnXaCela1MGjgmIGaoGKDL3Qq0/NYzOMVonw/n3ogwYniBkZRqBzfkbgbFW42TCrBb3KfHz0u8Oqnv1lSKULGGloYo5QwrkqhTOinIu+zg4p+Ua2jHVB6DlsVPpIlIP9evghcb/isaxlz2XQrTYsvYdZoRDCGubQ1XIhnaJ33rFN4rmdQSek5Rqhr5ViKgQyoh4+dP8CTjkm6r8EVSD0t9CMWi4PHae4LpBtHF0KfmCjk4ioxrr0ZGbgUprFCBNQYStvX76A0pyqjr6hPoNl3axRxswXHKSKqLL/U0G73XLFnGBJpMWvIbMav7V6GY72jYbTFOlw91OJNEmkGkQ0c1IzVCkfSlL3oKNV3ttshnKvae3bDBcx6OJM2kQq3QDmXxWcgIOVO9bkxw1cEtd0uimr7tSpBnkih8cIfg2Pvx4B+v0N0XCEJ/p8Cl8H13jdD9+vVglmmqgBgiyzkgtjlvgPagDVhLjV6jijUtH5tmrnUvRaD8+uh+QDvtuHHPH3tfk1rDl+AhXEr8iCvVHksp1XLDg+kVvsH1nhaYiPXA04+MlHXODRKBcUjWW1UypaVzRIT8W0oiEGVYDpk2etHgNNWpygR0YWSVb42s90Vjxn9BNDEiyTJ8UUkUoRhndYaD+YWLoO+9SqvCcaNjgXQqnStYfFmh1xrC8+/6QEw2Pu+qFjHafLxFbDoNGJjcZCWC0+NjyAErToJ0FjExyqoAd7vbZ7WbZaHmrj2VL83E/D8cbN0Nj3J602ZqsWopj7MoAAepXZtV6rLSeQEYitxrEcAU8vU/cbNFOZQqklAPx1zFXMS/LsljIGCfR5neJRy022bCcf1w74nwQ6FYjrvPYx+TcbvgQHwmO9x3ce2HdT/HjRgC5kcCN/DyYi7/HJPOzMyiyP0Pm+bzqcdw+w3ld9uJ/1+TbWqNBOc5n7lZ+Ol0uCyoDZKg9TvpB5A+CLCVSksWAI53eXmvMgzDLmm04I6QhV6H6gmzAJ4vajuorNSVdO0WRa2KKzyGi9gdeF0+xeapu1mtDR9bhaLjLj4uVUG0OvgKtrc8DfjKlG1VM3gmvACIQFRuTAcK1pfz2eIIAPgDf9dYY1X5BA1A21HQu8rbU7V8PM7ylLxqNQ7m9XsVSz/IpG3llq1PF77tW4fNqvgDsjdTv3eX8ihqMc9jlm8ENQF9FrYwtlTZNSl8jDArFcAJmL9I8Ua7ZuxmqTtR/QaoEfWAkciEtGo9/23QMet3wv/TLwbDnjk9Emp/cR1w5fAK5M3wXmfzIPXHWNCNU6uejl1dk3aw3AZrY3QX0qvgrZcsSb9OxyMuOZQq2eieUGqqU9FiEGVIKST9HHls/X7VYiF1tFSidUcIc5htJ7QUz3fwgDv51Aq9rQ50SPXHfndxqo7E1o/puvtMCKrzvg5PVoKhtsRrjnvbTLidG4DfOocDrcx/2keO4Y+pLxj1yzoxFk3RMBTAftVXhwrCEqI8gkJvQe7rGaPgXo6K6JJVU2osSoaV1WBrXS2apVsum7wQWWcbMsXTi57fbmGed3xlk2vdsgpT6uyLwL4VpX+k2b/c0UNgJ+tuQ0e+HWNeT8RTOVPzUmO/aF+ZJUmjRAReMrFl2LESJJGVvN7cABMZ/WLiqdusJiah2p3sILhSMEjOGZEfAgUiE6OUMRFpINQQ7Q7Q6mM2ExXTljg5HplDUYaWweXs0qDChkTA32fw+2+l+EYzyhFb57ajueEok8v+e+HR3xPwF/NbtVVOMOPi3JKOSeEFrBdwheGo+9mT9odAJsnGS/cVAtA/NPee0TOdqh0tFakWOmxxXm8ouFuaIu2fsTK5z5U+bmu8dASS3uiTTze4XjRMR6+cn0b8esvxPorSdzgn2rptchZaIU1ra6GBWxfPu1qtyh2pHAu2pwkV3LH6kZGV7NKoySHqoOe1GFNdMxRrTpf2kRqut4zoG3ILpHv6GzLWVBPRRb1QhLiy9xKB9MJBX/YilQhRy3krwPYoh+pxnlirLY2m6616MjCuIWZAzlQA586v+OVNes5F595EmTMexIacbRfrkGTarE3H5Z/Y4MYYdyoKS9eQ4XQE7tADdvxdijzLNaZMqJBdWzNSo3IldWU0mSEGFQJxu/SLvQGILUZScEqStSiCno52QOZ9TDN/aqu98FdYzzpslgfCvTjjKZzutSTd26wHwzUyc2V5NtRcXtv+iCfIx0uNeXg4UNwFWtNyUyiRK9hcBiCDnmhjPqs3OF7xfY2Tgsjj9uNLoTrK2XxldfLX8FSCQw+B28lwGfHGhaZy8ivb+lTLsYZHVlfKFNGc5aMeRu2f3YZOAwic3xKWJwMKtaRBnD2U5Dvlr1eB9J6y+pnEoU25YxV6OWXS/j9xgZVVo1gUG3mekBf74+88+JW3yuhCNT/s3ceYFJTXRg+KVO20ntHBAERUFFREBUREQuKXRBQsSKCKFgAFbAAYi+IHQURFRQUUUFRERVUmkiV3ssCy7YpSf7nZCYzKTfJTSazu/jv+zyr7OyUzEzKPe371KjbKBXDazVqzzhEv0hC0NsO2zSo8CjKVc/KeEGAiQC80gHgSPx5M+Otc7naOZCF6w8Ss/M9CB5fCkyWtpLi1/n3dCh5DTqHXpT/jT53IfBDD9VweM725AJtF9SAeeJZsD54imFWFeHzkvMZ21kTtdC1c4GaDd+YB1SFB3RJuOSHcoCpLs9CYGb4/UZP20qtiAxLNHi1LWyp0O9ZZudqjTCJSy7MmyFfE7xmE9cEBFKF3iX4EWBFBVUzscUdP89oZk0YGo4ZvjcT/oUDh+nnarBNqxO3Rr7mHODryObwREl7TByAdj+PCCJU+ieZRNFXsGjAtkQ7/JL99TSvdkwhFVEv8u8L3y0nodCk+Cb017MAW9qxIqeAj8uIOBMIirVFSrbzk0itEnOBKSc87XtbFmbAsQm8no+I3A5dw5PgcC3rRMsRKUs+ptGbK0H1FnB2STK4JwmaYMCGXBJ+GriIvR+njOTcI/NENnZtqh7WXqMqH7W3ATieqQioypiQbkgvQVBbKXBLgUg4UbI83K5yUsf5AZzHohkyNIM4a2MCGle+HI0NT/4Qlyr2x9OmWLmzUjM7WYotUtTbmh9XtZurm53Ys9paNtQrSnIaaTKN6t7yF6NXUj2HHwQ4K3++5cLghNA64kJQX4VM3F5o4w9FoGl4nX17n87AF31zTspfAs33k4eSwxnVDH4enoGB9oH1cMAXO9GjMa5PIgSBqgBLWcBY8bfYGE5lkgviWUJn4v1uCw+DpfGBdjSvfSLSV3sHWYkU4FH+Q3jT96zsg4YeIlZtaci9KvVNhRVSspVzVuBxWBh40HCfd4SLYbOFYpOXLSoKtGICVm1FhjbggxtirTfqlbwkQgGb3Hfm/R6THveF6BdOmbW1kvJnFv2oeWX05cP2PfRMGcTNhp4suY0ZDZyxzUiZcyEaVKoW4+r3jgbgHynD8miES0tOXJUxUmTerqRQkmwHZ0GAfpGHoFd4HOzKaKEx01WYph7elyQ4mzC/4w9YZM1Dx0w9uBA0lv63qs5SAM/RKjGUGVGtGqEatbqYngYheoVAJ6zjmhO9Gb0ApbxlWA4Oq6SlF79D1z6LPBP3OMR2tA3BNnBX9AF4NHILzBTOM/U9UhAF7fsakTUW1tS4BLaJdNVmWkgz4lYJyQbRZHLmC7ETtAtNgS1SbeiGM5gOiFWMk/tgkc9ctEXTwnhAqzI4JEK2LCHND5klDXCcwooXVerAKHyBkJ5pTUbyHPORcIGs6IprtwQH14NP5cdoJWiCm1qS5cxjzR1S4l+vRy9LWOf8V6kIqMqIhCWlyWA1NIibujmV042fYK3kNbFgQMo0+DEz7AAMABQO1+5k24edaBlhGLg5vghLCmvE/nYV97Plc7QVYxmOXKYY5lS7DS4LjZP/jVQF7UUdySfIFV9DULZSwPL7MJ5urkFB/65jA9gxVlh4NSDJSoUELQudVyXvCA+B9SLB52n7b1DplZZU8q1HA8kFeK2wNqBrtu0jwiPIqepclUGjfnGlXjDPFLrYtr/RIs+rbfgaKkdi/eAN2QPQstBaKr8luz2haGnGyexWOWj5wT804XGkBxcvS8TWkBOIfd8CcKa5f/R868b9JSvJofnuBsm+FUbPyHj/uxWYkCCJsxCR5ebtwUDRio5c3FMplYIYy8FWsRZRuQp2xNtG1n4Jf2YnB6crxzPSxWEnRq/ajZAI1Tb0OZrrfxQe8H0i+7xdShDM8R/eAO/4n5X9kU4qWQU7gi1gjtAR8qRkckNUPXtVKRn0/SU1BzS1cIqoBClm/mG5qgXS6uTsT11hD9zJzYEpvklw4rHfgbdprdvP1pLfu55w3ESb7ss1/n4os4lcnVUzOXqZxtjZjGvDZeM1SXMk0Z7Leux8gfixqduJGx2lvwasis9HK2q/hyFXFlZ5yz/JdmaT11Vm5cdnNJRbEr3knWoxlWDaT7l1NHku8UMEurLL4cL4rBYyJpduP1CboKPS3+o65qI7Cvf7PgU4RGcNIRTo5oItDqliB9U/nJu7jF2SEBVRszi3p6k4h4LaV1Rm7Zea29RrNFp/U/W1W/EXpbVuyeeSgez46A0Q8nuYTC2HVARUZQDuxiukZvCX2AwYwSSIUQIti/kMO7BP1kw5CXvke4Sehmcj1yRua81ofV3saFKcLN/i8OHnhXTmvNhGgX3dWoNIyXJmhMQBf12Nj9Y5nDGr+jtrvEBM9MWHOAlM9r1ArA5YgRdFMasmXBsaJWfGPvMn1YaOSlmuhEVsX9MkgEvwubEK83T0RuJzLa95VeLfRzntrEemanA1gUkSwKzlT7/YasVsS3z/XpElJIPp8498annfxsxemLGMrkVIueTg4pk0q4Cy87kBJiFFG4qbxFqBFVhUNXNKa9b++ERFTcMsoRmHzGcf1OyIz0ilYjSKbUmW8EG4NfKA4TZNQCVGZCNexV8lEm+zo/nMTY2r5WVFcv983vcadOFWaeZ55BZEC67InyZnrFHYQK2mqa7SVBFNjvP68cQZBUV/fxn7RzWzJI0E8PMkgPcu1czH+SEED/lmyEqLt217QA6ohPhwpCKC00Y11xCQSjTS/zToK4ySbj5D+Yz1Bu68an5G075EEO1RsJqxdctItcl0nGypEDZL9tVe9Ir7bbOxRVcPVgoNt5Uclu1N3IhDNGJi5+avhTOhXq4PXuOehZrMEflHj/55o7p8UszTk/w6t4aHEW+PStrrwLjITYb7LMuy957MPprsBNjDJpN+3/iHy8HhcN/MhC/fEda+0kSqyCnvTe+ddAnOTakoKNFew970xeeRdZxBkE43R4K8+Hw6DS/7X4Eq+3+HriHjNWeN2Bi+EM6GDWJ9OeDUc0R3/YaPb4Iv/Y/AXP8j0IbZDMH4ueyLwCgHmy9ZzhqSYONV8EvyplrebxGFmfrxREVAVUZcG34MrgqPMa9QoQ9VimD/Lw5rGhAFuIf/XJ4N2ColT2BKWf3+Ou9TPb/m/Ctp2zesuOsD42JyZ/XOTl4tQTPCHImaYofSrrTZdjUZeWvkIAM9GlBx6DSVMeJIn31VQYGkfkjDfqgCD0Zu193KGBb/hyiM+AzbRBqcMFHMM6uM4LtSX6zPt3Ckd4tfpJdcxoXlmriQRioyyI/zU2Ek/wEI/kpylRAVtUbzugtIutU4CG0rz/soh/Mp5f2Vc4TbWanTS16HjqGk543Cumpa2WY8f9wcHpGsiLW4RNlQjfjId2Ks9cXVzKb++5AkKIJYNhUTXMkED/3T4D8bgnXrXj6TDBZu476CofwnAC+2Bdhp73OnkH0sHvT4TQIPTM4tHAOw9WeAQ8lzUKtwTJpcIcr64YTQNGhcMg2ejC+CT2G3aM5Daul/mqolo0v8SYSZsqpFW2VvJdLCS6lQ6RVKFWpDUlgnoJsH8oJ9BCGh8yKLqQIq5NM/jdfrPUf1LdfafQ/3XzZSpBFOwMz+jLoPwfeC/fC/kpRC/6de7M/QnNlBHZjt8zfU/H53yVtQq2At0ZfMDFb3GqTPiub0l1mQPK/sYetYGjjTXiNJNiQoG15d59mony1TWwogOKNGQp90jc0aS6b2Fy8tdNaWyhPmm3KjeXA6u0EWrurErTZ+Pr5MKGGN1VJMsOHxPDcwMnGb/nOw4nD9C6gUg9XorVyQBsw+g6VMf0qF2OOFioCqjAn7yYpwxVl0w39mDAvfCdOFrnAFp1W1kpEEGMx/Lv+Qshw44HpOyYumBrHP5D5quC0SqAQbpXpU8zGLNxl7ew/knmx5ERn+mVFUoG3BYnuzUQ/Ws3Yyn6xgXkU8ldAqpqBkiZOZcjI4nKtpg5r3ILSKrEmYtp7BrIXP9UGALhAaHrldDrzUUrukj4g1zNUQtiqDrJgXipAz+UerlUYWytkXXTm8F2BrUgTigZzxCanoq1TiEPi9oCSzWfB9G/+1LIzxVXx+T7+QKd1wKtbycVTXKmIGbaynyIcvl7TzR7QchEryTzioben6tqm2/QurfT+JbeE3SaliSAZJ8NYH5sGlcZGIJnEzcHUwYIdeqW6br2nCrPJrgb5apP/wLpd+MNzlhFkXw74V84mqfffxsxPeZfrWN1vM2sAPkAe+9R50eGo4kdkJJzNbiAtPMwsB39FtCXGWq8PWBsqkpEuzQz/AZJ3JdBvVd4ftXSjYQAJ9ezzxGDJhrO9d4u2rdbYjJMyCl2smk6XYE8jnWu1jZXVFhoHvxfbwQdS9T5Te401fES/0a68DLYX10DxvkVzBmBrtRlaN1aFUcSPgl8UOSAm1ViV0bcUKVqckDEx6FWv9ocxQd2Pg/pK18m1ZNlwPdhVoN8DdGbv+nm8st73IUVuycdvC4IPeeVPk2TtsHyeSXYvcrWLCkVpnadcWJhyuk6wyFsRb+ezwEWT0fw4MhcxiB6rLxyEVAVUZE8ogi1IsX56abHo2UwxDeXLr0+4jyWy+2cGJClbbJd1MQ5x9ldtrLiTPRa6G/GptZaWr3SZVKlTP2lrH2njRrMKBbSmfxDOA6opTh3yjdLqaAr4KdJRSd16vRpjNMmTNio/AU/EhYVqsjPFM+f0NgKVTDBc29TMtzOgO0EhrBDrHPxIWB+6DlVJTjX/OLqkadNr1duL3mlFtxY+4hYSLzkOR2+DLQ+QkQMSXKz/PcpN5MlRxKm1GrLsa4L2eMZncuB9RQbxSoQb38ff8E22fz/Kb9FApjMS5E5ILBRxUpm0bknTeQVYzZ0gLVQbcCV/5H4ZcKISSSifI7SoKIV7VDhsugHWBfvLPveJQgMeOALQztqjWiyTbHmszhwFWW7d36tlfSRvc7+IbwHj+DrgiNEaeh/OaWp9fJ///CGOdaLqTd6D2p/ecIpFjXllBH6q3fM/Cl4GR0IJQkasvmDy/FIFhkbtlO4FVKoEUGv7wo42Bcb/E/VXvm0NNXPlVIRV/G3lf0rGPrQXLCGqHejIhRDSf3nlYV6HSvX2uOM9w2wzhfPm2D4VuMCp6C/X22x3xdXUCBQV+bXJDfc4g7RNWM1wP5E6UEwJnEdrguh373NG2nxZdDrDfvJ3uvBBdBQ0rnyEumVgqOmKUNEfD4wG8NuGxPaMVuKE4WDOmOGuCP0JfEYohwteBhzTvR92FoRaWSQg9ZFYFH2E2Ts3YSJ9ECzY+DoU/Ti2ZLEu1m1FcqWlCdOcN4TKiVL9bzmW971YpSyoCqjICh92XBAZBsIjcKlK5IDXlIlQTOzfuQq+nsCRqWCypOadwAQzhP4WWJjNVA/c/ZTghbj5QCN8FhsszHCR6cYtBYM1PONlFO+EsE+nw/uFkWfhLLlZ+nhm1783+K9II1jP2GUYFVIgjZQX3QhXbrDcTKUpJupfk+0IkaGzbw0HRmf5kBveMkiUA5z2iGUxWLpiY3e+s8iLDuphPSM4z6TNcAkm9kTPOrJzD/k0s88vPKVl72HRlnWUxSdQOJ/fVEtbejFpRs1q3K7agM9s+FLmwgwkXwoVc7D34VZm596PdYG/t8yHdbM9Lfn85TLF91TbOZlRd27NKDpAxsDZDqWK7mftSZr/GxCsA6kHrSiXa4B2z4/iznBsAG588Ew6vjsuEV00ulJsIyaqOvD2f3epoW45kaxfduL/vhFqyGXoXdhXxMd8Kp8ly9FbYDXirRSncElW8aXQL9+SLNAWoHBc4qE+We15R6QLIgmJoxO5PHLd6jhSZz0KixPN8/wh4hjefQ5XRzQZ/ldmLfDdVa6Cdka2a67gfQEKz523JKtAXwjmE1mf3LPJ1gr+Cd9reD6+hOZFDMfNpyxY/nQG83NalvQ0Xyp3yZsErvhc1YgwknKil9uS0rZbZYXPPpDMp54PUXRGYEHCUFLDiNZ2HoAtwvmxFvRssq3zDI3dAL10HT56fUiFVR8hfFcRgFXnOi0T9NW84ej68HNVVJRtw1lB9hlFvNyvGj7Vdf8LKINnsXOGX+AyjuvqVB7kwIXq9fJ5TAk2FX4VWEDi6JTEOcqLNiIVTNeip/vHwX6IioCojUN1OPmBMpItbHSBLUHtBKGpefu73zlLoWIAB1Sx4xyQzTyrjj/3SevZIac9BSBn05rtnyzMoJLD3V91rb/U8aubtqwwrwJhhLFKdMPSLZ1JG0l7ZJnX56Q+Ei0z/1p//Fr4SzoAJ1Z8EKEqeZDeK9RIDuOrWwiypECC3jsaETzH50xPLdCU/x30+rWJgRF1FUKhtbBO6jPsNXlDJv6oJHttmqpTnFUFRPStoX6FRFpQL18b2yz7F0xz1lavxFe4hJhJwfyZ+fuWEJr+PBHijsyxkMCV6qen9lBa7VMAFgCQK0EO1sGu7j5y9xorridH18PmS+PxC5YauhvaVVkU1+rg5yvggA0LyIPhw38fE58FW5qnx43OZzjS1NDlYNS6bnE3uHICsGrF2QMZcACTMBBOD6cidfFzogkL+GW9GmXicM2vGWrfuSFFtUCaZfHenx2WinTLe9yYw4WMAM26A92o9Ck1KPoR3hYvhE6ELdA3ZV5S95qIDpJZB6yCbiRptLXCGqUHJWvmYw3kZK34W28BCob3pq+lFI9RkYwCYIt25ZdCfm295RNJ00NEc0dOjyTkeNSjFjddBlP3vH07aSDzoUKk3VdQGCSRSPW+8EqRLFGzjrau0agGfrCMb4Dnfa/AIPw1+FE+Bt6OXGNYKK6UToNa/yc8S5/UwCWKn/LpLqgbHSiLwd4Y2wDucazwn/5eoCKjKAPV4y5JN9hlwrwnrJX7izBbOgR83HICjxRGdpLk1w3yfQmeT7K7CjfwPUP3ISqpT0p+i+azGN+y5cHVoNLwuXG57It4s1SVexM0GjRX1MD2k4VgrzxW3zKx+T0JuVA0GIicxO0DChZKJIISa9b6TAPL3QEfWXmADv2P1Amp1hnaOJMw7F7LQk5m/2fK7upZPmhG6JcokM1/HUOnopqRsNLKXMHSOKO+9YySVoIH87naoqo6Dw4McPaNeMpeE3UXNjkTbyF9TU5r1upfyveXu+92RqmW1g/Hv5PA2V+ay14eNSlYZJdpjuYDJgouEn4ltxmqBhIf46fL/mzGxQCJcqREsFVtQb0sNie5cak38WzJtLWIABv8F8FgeQN1TTZ+F5EOlfx21lLeaO/iv5P/rF/t66XBJ9xqZUiFxHzNToaUmdEwWdsKqCgqyYAYdA2RPcLCzHfXVAOCt50sOBPQVLAYkXUL1OpUohNOKj34eiGfMv2d9ddgN+Jk/7psKdxVNNlXnpUqAUERdihCNnrv4ubKJLFZQaNoz7cjzka1F7OCFYvl91GDIyVfDrJYKrALZsYwjH88kZUUNuuTLMBTDiXcDBIr2yPPCt/NfwbrgAHjc957h4V3YFZB5RNsthUJnT0WtX1eUWBj1+d/E/QE9Hv+rVARUZYTSIrJ2T34ZvLa5zLoTPqt+l9wmp5e/NaNSwb+2G4W+TJ8JRgNIhdbSRnjENx16cz/ZnqyxP7cOHCB6DJEIMFG4jLMZJDYl9aAKFcy2xyWqzTi435gZnuSfrPldwCH7nybCuxSzP/otP8JpW7821Lf377B/AfsKXiguCOGWPC4ZvCyudCnAD08SWx30VImYq7ONiAykem2zdkGs8lY6/I+8MMMqh5MA6CkTiXs1aEDrCaf1gzE+OmVPEmsl/ULRm2OmprAPIG+zPF/lBjST1dPwgHYGI1ssgKvF+YYK9mmhN+CG8KPQruQN2UtOSaqsjAdZ0czaMCxyJzwQuQO+yrnadlsKIHXfNSUY1C/CNWa+X94P8El/S7uNyoJ1cFcIGcRzq9X5Vq/4pj/mHzwyjvj4zFQDqniL4yj+A3jT/5zcdo6zYV5wZYg+oGlauBKAUHFSs6TGtbbPo5brt6MO5EFr1bUMvc1QFpwkAa8nTFCDc4sikESiJCLAdW/8Ct+scWBgHWdDvAPD1HsprGp1hiL4ITBMEwu33vs59OXN56zRY04NJmrrlVhXBc3IKdwGfIF51RZbimmVhfdIVUHkkgnC28NDYT9bgyo4bRzVrbEKtAmkS7nfTK+3pJEFvI3TKQ6icEwdxrrCyTASLNpwAFoW69pWJfP113+BioCqjLEyM0wXZgkhWqM3hRImQ+PynhqxjfpS6CirE5otsHOFPLm9Td1CaEZlKIDrJGetk04d2ZEol8wY43a/F9W17y15Re5vtgJn1qzAuZjL86fD0X+TprWYmTND2vYL0KL+1qsJ2hM/R/KW2mvMPNl9s/5/kl4rJPJS3I/2BJJZr02ZbQF2a9tST4hXFvT4MbNogpP2MjNyj8Wye2ulRtA89AGcVfKy7Oui90PRUwkIdgc66hEualhVyeNNWsJMKInQvc8VmR2Jt2P1lAbHAlr4gJfaAxQmkyKMg3PUpuDNtvfhJO2sD7aLdQ8/kxDAOQI5iUUIcp5K8n+HVAs+FbrA6uDptsWMTSz9LKcZET52jJgVxEuWTAb4422ANbM1c1YoGIBVfxw8X1qlJ/QotFdKq0kQabBCn1DTx3xmxxIKGaXEWXfBeYc/pfJoc8pulYS3Hc2JZuLWOzzuM5Hsupq2PVqw4r4PKifENIqCdeE66Wk4PTSZSplQb4fh9kyHldyQquMFzc7VFIYF+H1LHtzxwZ9JY2od+2t2SogeJBhTDT4XO8kCKC9Fr4QruF8sVS2xQqb238r0sZAddtb9w+k86ey6ZdRVp6JgLcvz25Wk7ScwKtJftpg4WCs5n1afOQgXhb+DU4sWaxSCfxLawEHdHN25hXRziF1Czzn40iXHa8X6cREUfTVcuR7+V6kIqMqYfVDVdJAxXYgsD4PD9xhuP8+F4orkYPGpnHDwRIS9z+pyt/J4/C86hZuZaZ4YjR2QnQnD1HrOYc0zZ15SUEXbF7xJimXWkHxs4fv2UYA3yT3g6taXDscWWC4MWoZWAiPZy6/WEPZBcYR+rkv9zWUK+fbVl5C16qHh+SUJcudZD3eTZuScsM/XQP7/Tqk6BEWjabCZHLMi6KDff1eKTeECE7l0NSj8ISkqS6YeXALcz8+El3wvw/38p7KxMam1Uy+t7QZ8nwuqxJTlaPlurfPssZrrue8p72n0gHJKIYXgCAlRsSjQveZ5xdoMNiqbYqB0ErMdbuXmEYUBft54ANjQUXmeqB0Tmwv8mSG3JCnM5nvIAY0TIQE9RZn1LCuiwfVfJH9RJXCwdax3+AnoGp4Ez66tIr83PWqpbAxyqqmMdBV8x7QJnA1xzx6cjTO2fBm3cVPlzsSuAHVm3gzTv0WKoUmJc+9AGtby9C2dNJC+NonhTZVxrcDHHI6bMr8c7QX7q5+ZWOLSBKmMqA2A78qYCGurXyR3iDhBv7B+0veO6X3NzI+jvmw4WW99IEahVjxYxFlzvXiEHfrl/hGKFup2rZpDtZB2H785nFTas3rvEZ91QrCKjVKwwoUEgabRvg9gaEjbhYLzgtheqJ9bdnZGpbt3cXZDzViI2eyl3f6OiWZce/6XqQioygjtiYgp5ddm4W/JmMVqzO6DkxmySh+JM459B+3iw/idKAIctevSWjF2kGq1a2LKXbeaSLn/sH5/QpUqlymCL6oOgGtD5o7fUtzbJu3oThzhuK8Nst9kdkchL36ixwV92wL7LNbflc6zlRyvJB4hZgMx2CBxDPv/42RoxB0AGhwwzjet35vv+WnbyWwNiWqRPYnMWMtCejW6qMoLTA2KTKABsBXjI9fDT+IplnGBHKhJkuz5djn3qzwvht5wWygNQ90EDoKFKAGJdvutpY0T1WKT92lmfmnE/INCI1j9Yk4kfLA/BLUeObRcGX5CeVbL+6E/0+u+5+EL/0gY5fsQ3vJPgu6sdn+69e1fwH/oH/jI/yR8HhgNzUJrYSXTEm4KPwyvRS8nfnZYwRkauRuejdq3falFBRYJSZl3pQ1IpPl+t/9K356nY6nJLAqjq+Zd9PxPsGb3UQgdNAZokaixBXx/VnPoHx6emLf6MNpV8/ffLWZguodiVUPD6zS1TlSlgtdX5Ut2v6z5XYp/n+oEnFVQabdtmUwIFvmHwqu+l+Du8GDLGdJMnSgFHmoHM09w5sUWN4i1+pxeVx0PRWHyWIBkMq99Pfs9nM3+rVGifDrn4eQddq8wfV05qIzv5qj0955wMXHWT03XvBlQM7zdVVW2fmVMkJkfV36TBLGeLtwq6B43v7ZSXjWD2jLDwd6dV+fcRFVMXxFzwuPR/lASKP2OrNKkIqAqIzZI9WCt2EB2fS+RCNLUHqAYlerBhQq2Gl4Vehwei/TT/M1J/3nz4mRF6xadn4MV3dg/4CX/q9rFWHzxhAtiJUjTt2w98K42m/zbsZpwHW8061PAU8ZicN5O4RR0gYpm1pQXVLgonOB7M/G3dVKscqJnSrQnXB8eaTDdtONY1H4xtZuvRxyoHhUZAM9GrjHc/nvtGxKSqaTecD1vL6YPuq1Uw7wkS0i2OF1wkL668yfn3nR4sXiyPG/iVOUKFdIu4MwXA6mAMxhqgQ4asDXWin+lmL/Y7Cr2sxlmWCmOyfgy4Iaw9txzNhgr5l8foFtwqsFF6haoS/w+9AuQp31vQQ9umaZyolbFQ1AZS801+e/Jh9svYhv4RedlpVTaOwp/wJzAKFmdjpY2obc0ldvcY7FqWLSac8WwNsxmuJxdIlf/1VYZitG3Wg4ZZfJpjYYXbzwIwdeMhuxLNpDbkReJ7eQfkkFvNTBP1GQAWfQg/LU381KIvmoclFKc79Kh9hFCRD4TuJI86MfF7QEcgEJF6ja4w0VhmATPy0lR/GFsfLZ2ZRuVWt3SKt5V8UL0KsPf/pKS++ptU0ltkQDZR8hKj3gMTvc/JSc2kP1SZdjLqkQj0MfLYcCwwETcwuxcTXu8BkXr+Tm1BLodb/hfgMoH/oBzQi/Lc1168Fq93mRdcYSlOz9+4lcSTPYoia3fxZaO2+A/r2zfdv1foiKgKgMYhoFe4XHQIzxevog0oPC6ccNX4lnkP4hRuIWbL6v0KJUiNV+L1lmqyTXcXcSUVhUcHtazvVqyZ1gBDYM3ibGFEA4b38bP0xzO6/Yeg5MZ6wFHXPCmm5wDK2S54mNSpsG36JJ4tgnqaBfuqJKDg7ROOXjMeJHHwfn2JcmWgFdzhkD2Ue1w7TqxARyVsuAV4UrNfRGreCfKGiXmq2c6q4Dg00erpa7AZEWmkAwKrDyv9BQzxgqm2nzWigf5j+VWvmjQ6iImN/1BaVIv5Eye/ifROqhUKkc7/U3lRY1TOoeeh/PDkwy3b66s/Zz3SVXkiquVQMluwdnr9wg9Lc8kFDLxVkGDoIMEIYgFoKvFxqY+empQ0lq/i7XOOAqnMhvgXt7eyFTPH2JzosQ7ztFtkZILyKqHY0qqP6xzfr1A64mX/K/I8vBqXhKuNAzG50OW3M6ohy+hn6sKhrUVZ1yIVS7eLvtY9WSTM2lqtkm1NKbjaurpjGkVUOHPK9DDTU3nCP0c6rCwvV+VHiGjOnChfGjKJltuw1wWfFz7QSrzVCUZh/vcpm8nQxugP+5ZQauEeFf4XaheuNGVKJNiQ7LGpXqbkihwjK5tUeGV6BWwiI+1punpzWkVPdeLSZuQM498Ba2Pab9z9fykFXyRtRKwU3zhfGJg+KVwFtweGQZnsf8QPUQLWfvWRiS2TqG7Lh2ucSa8E71Y7grqRTkLJkioYCnBV7nXwYvRq2RJ+xpwxPCdYVL/v0RFQPUf5flIb01fvAYxCiN8M+QfnyoTq7BVqh0bzg49Ix8IeMG/OPSM3M6CfhBbAt4vjvdUOQ3mCtoAMB8y4cLws/Bm3B9Bn3M6n10OLdidkG7w/VvBCiUpqzbF3hv5vsq8W5vQcrivOFbZU3jD/zy0YHbCYUjO4e1jjaIEt0fulxcsqHymbvlRlB0TJ27dSpGtZvS1qBpwFiDkVW0P87NjCzc9uIj1BndBiyxFjyaPWeMSt2FLHg1onI2tfDgDgBXH8oLTLOIGSes9pkeRI8ZnNZPTxguoGTiThD8RVbvHZ0Jn2FHpNEPy41vxNNP5SeQ2LibbTUs1Jl8Oeu/mviDu3zu4hhCN7wOzBOOMD4lvhNMNn/EdWd/DrMDjpubkVlwXHgWDdC1ayG/Be4lmt2HBXlGVFnwves5m1xBFUSpvMgaLKDpAQt9ShrQ69C28559gKueNFSu16bga/GxJ+LcnB/XLkvasybC9qH6v2n1mzqp9ENX8HWBL9qmymfr34qnyMeIWvYKdnis2aZOi7YW/oeWh7+TZuZnRLuAVZzBroQ4cgrpwkKi6GYPufIWiEz1LVMe/idolJmR+5JPJGlT668N9BxxBifhXUStZ7pNMTK1tCAuix3kz8pNhgDeen0JhfWBPOFhNnr+zIxSsLs+goTofrVcjx0iQDUUQYfzwfPRqmOSbDMuCd0NuoTYBvsdFW2N5piKgKmPSNT0VAQ4Gxj1D9KjXFDdzxgt2oRSEf6V6sF5qCEP5zyATQnBIirlpPxK9DQ7pvBomRq619M3ZJtaUs9RbasfU735QzQWoEXW7I3pcoOncwPhMFZoIhlXZ6xtthuGPQBacCashVSZFjW1yanyhPGBKDsPIeGsCEd1CbpZ/tFzh8IJMpkRuHe0UelEOhI+xORDyaXudv/GPgD+Dd8Gj/DSNuepOqQZ02vMOdOfi7Ri6VsEgbzxF8A4vOiF/ZRi0vg2cU/KiYd5ncvRyQ78/TbLghJIPzO/g4MJWW4ypGuazua6qLwp4fKTbp4wEqZLgFLuZGmVg/JSi32CBeKrpBdSMT/yPy9XYoiotEi2n6PmmeUS4AP4K3A5bgn0st+VUs4WrCVXhmBz03sLGzoW7K2lbgLfzjWACN1CWSP/LQtFLLwjgZRcrthWd6SAQyy6gn/OwQ20IrtCL/UVuG9Oz7/BROdusMNP/BPiPbU+0DVq1ty33nepKhMQOvxQiVhu84BBLv9jTty8iL/heBZjYFOAQWRDnnR9Ww6d/7tRs/0c1YufCd4QeMCxyV9oWExmCViRBnSCwk8TWg3NxYyM3GYUlZN+yL+GbwAhYEhwM9ZnUO3EuCn2b+DeKoZj5YmLAEWGT3Qco4PCtf7ihDbkPZy6r7oRHFxyCIZ+tNfWydAoDInzuHwWfBYytedVMvK5Q9S8oFdvO/Sp0+La3PPt+ZskrlvNakiiCGN+5pkfPl1+HhlEwBe488CT8GhhEFLlBOnGpr8/KExUBVRnxpf8RWOgfBnVNWhlSZbhvptyaQkJ9XUsspFVg2f92bi40Y3bKLTDYI/2M703YGOgLW4M3wg0HleHapDKfFY3Y/bKCYIQ3D7qyinfDKYzxwoOmc+pZhk+ELokD247VYlPYCqkP/9sNCp/y6xBgwwVwBkvuBScp4+FCprlK9px2GJkE+k2tD/aHxYH74G3fs3B//ni4t1ArX6uocA3gv4FxvncTt2MglhlVZZ10ix6cD9MjWVQjzDiHXQ19dJ4gWL3DTGoXG1NoPUN9n8FvAa2Z7Ln5SdWhMEPvaSUcTd3gEn06ruGM4h2oiLS7lv1+mgqtSS2vDheuXQnKUmpwpgY5/9gczb5jJ3ai0IHdAA/z2rk2PK/khFSLdkmimic8mTEu2qzANjf1eziQo22t23I4AhuhsayyqTerNQOPoSNx83MaDhwLQZ1K5uI4V3M/OVrE8jbzGqlWVsxa0COCBAuEZECN57tLtzwJ+8AovMOL2payT7OcKU+64SPhAngkcqtnz7fQn9qxKyvTFR8G+M44B4PkQDH8sSX5vSuL1rMOz4WJ/GToYqO6KyvIemTxoH60WZXQDFT2u4+fBffxs12+uLttX3/M/JiqIR2EP+v31XTpoPWImsGRQZbmx05ACfs1+UG4I2IUiXKFJJkq017ILSeqHmLHxAafdffQPN04B87iodL0M5EbYElccVktYPKX2AwyCrfDjYSEgR0dYRXkCkc0giNKR4jCRN8U+C9REVCVEY2ZvfIBTmq5Szui9WIAK0KP+D6Cyb4XErd15ZaDj4llhDoVGAUoqtgshlqgVw2eOCPFxERamx3TE+aZ9Ei2w/S/wSmQKsH4YsxyS1SbQsz2WJjbotfFW4J5y9iN/Pdy77QeUjYMM8vVhEPUZquxVr/kxq/fV2B7sfs711krSmbhdujPfSO72nuF3pG+qqD2KqK/QCv74nUln2h8TJyAWXoUmiBVXMO6SqHX+E3baOghZZb1F/BUuZH/Qf5WLooncNAe4PS9Mxw/jxPj044lalW1ePJHtz9jGyy2+aCanzL8TkIvd86zDPWisMOTC+DvXfkpy+QrCx6cwfUKp4vgZirxCsQnhuSkjJ4cltQG7WzhrA4YrPiw1ghoXfI2TBMulD0MrwiNAW/w6HOuRZ4Ly2aKDQkr3I1OKFoJ1/A/yUIiVnwvtofvVAGuE3Cm1isqMcn2UJK/Hs7eIFmgDbKdMEcweuCtyEsmzj4VzoV7w8kk232hN0q1Oyg56+R9zxF6U+UxdNeRzX7rgIokgHYnNwfmiWfKrXl6AROs2uceWu1IVEPhC0BFYu3+nZfjrRVBeaMioCpjaAw8veaC2adqZh/QPA9/9JAWiUhA1WahVMNoWiJqHv4L4MnaGnPMJMkD791od9PnmSt2hJvDI+BdwcQ9XcU9JgPiaH7qhPkBcy8KaiwWXMrJ+NNqd0JYMgo+4FxGc4J5qlUfdSHlYkT+juPbhvMxPwr2ASipamVF7pH10I0zr4Jcxy8CL9kWsZaqV6OoqF0Q+cn165nFyonKDcvD/Q6H1pVBbzsG8Z/LvepqlIByvtABPKP4iKla42DVQsaKSnsWwyk2wZsdTmYHhvvUAVvsGMss0VZfFottoKv0K/HzVwv26AP4UE5DWEVhoOol8jsoOACMRXLGK0gL7tVcK3je/7rmtr+r94AVYjPjE+h2FQy8nJKrE4kwI8IGZJVCbJvEtrJCj6wydh8pJqqiOkWqGauK5vljAksKD/PT4WwpqfbZkt0B5x9NBrgP+D5x9joOFvMnsdrrSSphACailO/qochA3fMmd4RaJotyGhGhOSShINVGX8wuhR/FU1JTGk2BoIkKpVva/3af5r3P8PUm3m9MpK/uFuvPEiuJeh7yzYB/g31158sYZ7DrNFYTmBjDShhNJfggVCYmN71uzS1PVARUZUQ2E8vgPeozBjJlAQ6OOmVWtYGOWtVqHLXvl0VFMWzdKJDIF8WWzHaY6h8vm6TaVSKw5bGmZDyJm5XS3VKYrRVWkNVs9By1n3vI89WCdRaVpSdqaJXSSK02CH4u9/POLsbI92I7uETXJnqwrhcDyulfAKoxH342ktyHjPvSE4aLlRnk/XAQ9zlUOrpWnktbJRnFPax4NKJt2TQDvWfu5ucQt2a9jdiEI7YYWxoVawa1NLIbUHpbPUvi1Xer9kxRFpvN98/TVIaRfqI28YJJjXahKXCdTsZdTSirjtwyNDIyAL7JusJ2W7BirJ4/coOsxPdsMzht2f2Qbkjn1nyGZF4qJWSzNbfqHj78wEMpt6VZJXie8L0HH/qfltueFwS0szJuQTEDFGhKlU0HYgmPRdVv0tyO1gkPM+9pbjuhhH4mEhWCmzLJNrYjkAOFUkDeJ53jzXdj9R3rpdtpmRbtCgJhqbq+chfNeuor/6Oav7faNxduJoi60Ap3OOEz/+NwOrNOFl1JD+RrqNpWAakbtV5nYLeLVWu2HkyAkQJetWS/0/2jRSkIiZUVFQHV/zlM/KA80cVOXshVcuTyfiTfOJiYMPOMH7M4I7VBamCabVMCBczm0XA7GDMyXhPlk2aBxZIfHov2p3rcESkL3o72gJbMNhjMWW8nzls1D61JGAEj9UzmLvCjvI5b5Pgi2JjZZwjwo35j0Nb2qLn3l1to23toQL8MJ4IMaIIcjhovWPRZW8lUqKFK/tqEeScKaaA4C7am4MLHCr+DVmB9QLUxo50sc7ucVDlwycOzVsORImMW1lFm2yQT3eft32HCNxbzhypqUKpMIYqYDSIm2uQkTTsLDn9LOhnfS8NPQRh8kA/ZsnCK2VvZKtWBD4Vu8EfQXmb/H6mx3FLjRXY2u8AYwNixQUyax9JQw6T9VcnyLxVjrTtYtawCxvM6Kl/qzzEFIe/b21Eiu/OROVRy907BNs9GTOpy2KEC63apWULSMsRJ0FkMgcRc0D6pKlzJvACtQ+/C36VcOaXlKd/bhtsOSLmwr2YnU6ED7JwZH71e9q7UE8zfYjr7h59jbmiPpjLjZl5qO0FwhQQGdC/GvTVT4aHIbQYT5u7cMrgkYhTP2CzWNrQidyukU0FVryPcnLezwb563A7WGx6bVWBtc3O8UxFQlTG4Yx+SSJm/0gFnEjYH+8hVHwX9Aa1nU6AVwOOV4PHtAzSGkHas320MAF6I9tYJXDDQg/3d4Ami4DS74WTmwi0Rl3MyeEEsggBkMSGowhyDU4/9aNkSdUP+O9RGwMq8mxNInhvq9j7lolclkvRNoYGmpcNOaY4WrJg6aSHE+aE8QqCAbaGnWYmMxBkSvhtE1txIF9+6JEbhLm4ujOPfkf3fajGH4QhYX9CcGMDqWZ59LoyJ3gyNmP3wOaWnlh2nh34DklghSpz3Yl1KV5eC4XMSoy0ABlyo8oUBtbqShAkdFOS5gVtoev5gw8egHbMJTmJiGeHNlc6k2ooPBBMrCwegibhTLgpPhBejZOsCEqTzDAaZCooAz4lHftL4KCkIuoAKWcqbm6oqarBmmKmnVc0KQPNic5PsVKTHl4snQjfuT0iV4JZklYSkcPtv3GsR6VC4SA7yaVC6Q7Dy+aPYNiHQ6vSo6hR6AQb6noH11S6Ao3EbDbeQPCbtEiQhX2XLCj62cWKrmZ6F62IKrek8t/QMP019X7MEpxO6s8sMlbwJvjehsWRc92AC9EW/1mScFlLFz4yWq8cbWiZxBtYOH0QTCQLcV1GOf9rS1EWgyjMVAVUZg+fAdLVCuMWuF7tZKGYCWSeyPTFwSkOAIO7wkdA18aoIKhvhXAgNL0Z7y5KtZU1GMXnWDFkh0rd6dShwXvm5PUyvKoQVMRIFvHnbZtYR7KGOobQjsk5nOCT6FthUQUWh+g6UM+/h58AP6/YbjkFsC+2pkpcnMTl6aUxG3MJcVH5eUZA9327gf5AV4q7lFsly9enmdv5LohqUG/DiaMYYgvKfU1DhzG4x92TkRtfPfws8Fv+X9nvWf+9Nmb3wnO81mOMfBU8TMuoKmYf+hs8Do+X5ykaRf2FrbgcYEH4QHozcTlz850KhHKQVW1QmR+jmTxCS6ECJ4G7ipYdiMp6CjLg+y78ll2wCX1hZK0GPW/xvoBUMDN9vqQZrxjkhtcBIkr01yAaubudl09Eezh2IVal77H0dztfND28U6xnaCnOK6Lov9PjEMHztHyEr8g4K30v9uJ1STYgwPtiXdRK1FxstbwkxD0krVm7ZLXufkWjPbJSV6BQmZj0Q+0foGDzBv2/6nKJKTQ6rYGq8mItLF/r9wwpSsoc2jlxBaRGBBEKxCqvTCt8KaAH7+DqwVmwAwyO3w/DoHZby7P8FKgKqMgblfPfZVITSxU3hh4knF7VQxj0OPYKs4AnGemhShygD71ihocl+IKulJnABm7oCWaocrtoOhKzasgkyluDVC7HNknYQWa1KhAO86HLvJf+KdeAgS5axHhK5WzZnVvN38FT4qXY/+NpEwKDxmslaCftNC4CRnFW/yle6QAtWhz/67FONhD0t3wqnQwFkWr4/0t/wtdoRLAK8IhgtgFqQR9WW4STJkqwmOxcPQPEbySIQL4Yg9AqPhXSxARqbfiHqoOox3/twFbdYnk2zQv00fY9OlhcyP4jt4RPhPGKwjOqGONszyZ88nvSQFNJISaiwmAyo5gnkgEZPI2YvcR83k7x/K9qDqtKMbd8kGBOPoO9Eo5EwDYqkuJ6L8z6wDqS5r6lfQz97pEjtp4oiG50hGNtVc5lCuF7np1ggmle81ejnXZ+El+VWePxxWvH3oqDzBsHcfIlIVjhUM2j1NUQ/NGR24DFZll3pnNnBxcVSJneOzRS6aBNeraqGfRhVErpkhvPOlUi9pJcDxcpuoQmwoSSX7r4eVF7tYCQJJld+AHqEx8PPNoIh/xUqAqoyQlGyw3Yv2nkgp9i1+zRjdsOfhIHyuSqJ0kOQC2eUvAp3hIckn7fyza62h+RU3i0uo7ytWrKPXOGZyPVE1Tv1Qsip0acX4JyFuj2l6oGlAJwPDkhVoKHOw0XJCv8hNtdkyh6I3AnBFGRkzegangQTsx8k/u2YlCmbM58bep76+WrtSM6hyHzYm7olRY1dG2lZ8ZVwFrzjn6i5jXaRipXUu7kvIBywyrrhSkUitsqli155b8HvwUFQyUH1mIYVUjNX3+NFofHQI/yM5rYXolfBlkpnwrGS5OeAyYgFgtZ4VwHNY1Gsxi3KN6BPBuAyPQKxihLON1l6yamotF8705ET3g+tmK1wKzfP4HdDE2yuFJsajM1RRRCtH/RUVbXc0nY3/Bi4n5h8eSXai3j/zqxRQKhXRHcuAICfN5lUg3XBM25n9cgeOIOhNzBW04AhV69KGOuqpt6K4zPVvJKe3tzPmt8v5pZCxOL6Qwv6J5K+q7GRPjBDuMDg+/S8/w5YJjanDhRwPqg3+xN0AHcm31iRvSP6IVQr3mLrSWfFn4RtrgL2M4+u7CoOm7fG4/zoT5xRZl3hfdV4wy82AR8Kk5QVpATLVxbXpi1SbUuD+dKmMhyDoBhrHc6EEsiCYkOg753FQfmgIqAqI5y0ytFKKOtPKu9GL7a8zxO+94k+NjiDslhoDVeGnoC/xcawH6rAN+IZCXn1dcF2jrblWyHWO18IRuEBXzzI2lb1HJgRRd+CJMcgE7qEkl5Yes5lV8PJbPqHHHHhoQZVzZZJSb+HzGLzBZRiqGs3UB+72DqXpZ7ipwuOvhFOh3+kRgZVoG3+Ex1L7jpt+TtYpT38SJgdQNaIjaCsqazyUUEusWn1U6t0Dfd9DII/F96MXlKOynPpe1E3qmc4k4Q/kUBVeYbkvehF8EL0athSuSNsUPmeYbVvjkBu4cKB88/9ZINUGvrCl6afjDJP8KFwIfXzNVmtPS+dsW8GzAs8YullZUar0Ltwa/hBeIj/SHM7VuuxRZTEy/FAqAe3DNxyECrBbJMAo7pOJh45VVgFi3THMc6RkeBKjEIM5xZ8DTMD7qqQXwRGp2VfVwu3qFvLlGuTm1lUWtqwm4lm9lGGh++E0ywXz3YiIoqhNQ1YkT1H+gta759nSAimyuO+qZ49F84WdQt9G/uloXmyGOd1Xss3D6iOF6oz+Ya926oN3clcVGnQl5kH7+7tLZ/Xvg8MgzXBW+EkVqtCuF1yPg9anknpGygp8Wbu4f8RVJiiRd9+gmVq/YVND6rv0Si9XcOR5ZBRgnW5dKKcvf/U/7gm0yTEM7q0i+ICyIDuoWdgSrQnNC4xN7DUL+qx1G8l/43Z4NJgbLSP7X2Y4sMwjDf349KfGN/0PQtD+M882DrCa0kq9cQ43bk/YG3wFhjOfyz3q6N/BXpJzKx8G3Te+z51EIE4afnDlqLiYA3iQhwVEXGgWm3IiNwaHiYH9KXBueyqlJ8DW6H2WPSGS2LpysanQ+sBv79O7Gr4JOpcRn+q72k5O1lQ9WQYEBkBj6tUMDfuO5bIYC4ODLZcCJr54tFwpxQ71nbktofnI70TKott2C3weKQf3BJ+ANaIWvuD0uJj/xg4nV3vSHDHi1bhM9l1sscdiWqMUbkPeTp6g+Z3DEJInRBcRPv4X8VWjmeF/6JRqVTt7HSKbNprjD6IUtNEJUmejuMS5xtJMzNVpKMwRbgM7okku0LsSPVaovaYc+rXNDrST76eNGeM++8VHs1wKlweiiVGEgocBFCpFv+6M9++C+BGbiGUZ6b7n6S+7/38p8RZ17vC9xkSMXpRElI1zCv13Tv5uaaS+R1ZurbN/2xAJYoijB07FurVqwfZ2dmweXNMrnTUqFHw9tvmQ7wVaFH6gt1US0ZGb4X+kREwPXq+6f1G+qZZeg5YKbsptzdm9sgtMKezG2Cs7115qBp70tvt0kpr2808YQbsFHazHKTpL2jKRTYrtB9OJPT4o2O8GvXAN80FmqSq5BS1nw0yxTcJrua028WE8uWKhRmoyKMGjW7VrZ5OSvU42G3Wzvm1/yG4v/A5GB65w/Tk9ozvLTiF/RemxwVBciL0Ig6IaCHCQETCTLq231+p3mGFjTSQvEpKbZiclsa6liA3cNEiWdqWJCiwq6YXPl7OSIfIzSaxLtzOfWk5A2QGGkHixV6hGhyVzyWZ4YPw0KzViW12IiaiQNMapWZHTnt4UegNC1FMBEA+jrGtrgT8RD+l0qAduxnquXjvXtCaSc1ouSpzDPYSvAi5sFYl8NnodY6fG43GnYj6vC1cIrfRWaFv67NC2UdK+7i8OPo9jOHfhY4mQg0K6nZEVIv1CqfiA3jsDOJnOzYidk3oGMA2ax8k9IJ8XbwS3o+aq2reHR5saLdMlX7hEZ4+H46E2KFUMu/k5sK3hBnF78TToEfoabg8NFae3SaJkjwVuVEWj9Az2pWnGVAnzV/z0AvsuAyoxo0bB++99x5MmDAB/P7k8OTJJ58Mb731ltfbV4EHTvJuecH3qsYkF4eqR/s+gJ4mQZgVrRnr1rwO296UAzc7Aip/HpoLlBPVHBKknvuLbAY69dUhZVtDUlJ2WM3v4knwsmBu+nm1rorYmNkLQyKD5AWHnpbsdqgj7LX1ILqANQ/+LDnrHphXnc50FsFFclbRDks5eD2Xc78avJXKM8Gjm+Rsv56jKAthOV/lDFpfqXQ0/B2FpELkXOEsx4+/lf86sV0D+PnyuaTjnqmezMDRodgyxMBWZvV8znT/UzDOgVphYU7S6ye/OApHi1PzWHLTKugFw33mVXUSdXXS0LWYI5ALxvZ1ntDy50SbUFE3xGDTGgmm17wfTi95HWYKXeSgyiuctEF7yWnCStmQthVjHeB/LdK3BKbznKFPODrFuRExY+rhpPC87zXbN5WObzcd596nIjfIc5ZmqJUZfxGNfl4ciLBWaiQnKYukoOHvN3ELYJYYs9rwYtZ3NyHBorBOjCkF/1dxHFBNnToVpkyZAjfddBNwXDJD0rZtW1i3zrioqMBbcOD5/LiynVl1yQl4oCqzUXrsL2b09Oe/hVu5r2Br8EbiRUutIDVHJYphZVCpH+JOB2iY+GVgpCfPlQ/mA9QXtqwJs6omLwj6DL++pQHbUcxVqNA9irGd4cPvos+WEbB+L7m9Rw/29cPFT1H5Sqmpeti6rQ7lxNPZJmIFKSh1ikQyaFL5xADnl+W0nUASY0EzVRpjWCXRoMwupgrOcC6LG7kil+nOO7ReP1X2/Az/BAbAIP4Lze2XsUuIIgjpmNHICB+C5swOzexQW4I0Np4Xt4i1TJ+nKKuB5ly0Pc98JtaNiEtZgxVJEu/qBFwQUidEOFiVWkmNxMDIA5BBkZ3HPrpiLhuqMUehJbMdKoG1T9+vQqsyC6iO+GpSiVwUMxmugmypjKra7dhNCd8y58ERQEjlb2ZGvtpS4ehO0zlh0uxyWZsXp8oM4XyYaFLhfSzST2PkTBK6wsQ4VjurQj4MRKVeQrcUrgXu4YxtxCi0Q2K+iSpwieSDZWJsvnwvoQ1esgm4jnccr0h37doFzZo1I7YCRiLpU66qQHtRWxPwthRbF9LfcmKlyKdcuvZLleHtaA84bOLkrVYEKo0MIn2lRNRkbUkDplaXvKCPg72+BtS+KT8EhlnOlNxFud2ZLpQGHV96dQGYfmYqFdTqk244WNM8eJ8QoWtTUpsfq+nPfQOV8jcAsBwsjV9kaBkaucfR/TXbE9+cVWJT+XhKFZzhPNNk1gbnLUhtJCQYSdTMg9Yp+AdG8h/Ay/5XYLLfXHzGC5QF42l7P4FvAyPgHlVQN5Qwf9I+9AZcE37c9Pk+yL4N7ooMkbPH0ynUBzeI9Ymy0v9VonyyolceF7UAAQAASURBVNmHXwizZUER+jPHU/ybVGf3Q1xsbgrbmGcFHod+XFy0wIRCB61xF6cg+GFAFOHbmrfA6aHXbe8aBjrZdHVlEAMaRa3STVCTCt1UyoAkkSu7lt2rKIzBNSJeInmd+Yl/jGY2rs+R16EfnzRV1vNqvN3MCyVHBTdty6mA1hjKHDwKqKwLGr97FK75yP8kTPE/F7M+MaETZ2wxNfv8SKI1iqKlUlndC1WJxs914zYC/0UcB1StWrWCn3829iF/+umn0L49WfK2AorMfxp6a51Q1UKBzis4wgW1U+jF+L9if3s/ehGslJqZXnr1imwIiivQZO5LgwIpaHpB06v8oSgDyufjCaj7IWs/FacM5MxPnPrsIraXWIFy7y9Fe8W8K2bcBJ2PaCsMTqnJHHaUKXYCbqcTFtQxmqkmkVLK7uYwxVDj8Er5rzukmtCm5C25l314ZCCsddj6gAP3KHxB0/a3MXgyfBQ9X1Z1vCH8KHgDQ3yfeButCqneh6p+wWq4jaf3CfIGghmmbgYCZw3yIVtWwTOjxrqp8K9UTxYPmCta21NgYIDtNk9Hb9LYLZQmTrPC1VK8Hug9R51WQBoxRrNtEh9UHQQdj36dEJe43/epxjTXynajVLFQRn00Qt9CrUav2NoN3pAtTi5itZL+pYmZebxVAELrJ5XApENCn2C8hZ9P9XRWSo5uFJZT4QHC7HMXdhVcxv1KvD926dDOrtGMVNBiNr6AKLPwu6E6bOCTnQ1qT7b/Ko4DqtGjR8OgQYNg/PjxclVq1qxZMHDgQHjyySflv1XgfAH+evSyMnt9jpHkcq9XbW1OfagysitrTpL4327sH4kWApp+fgxMbvRs4Vh6oPohzqbgwrtS9CC0K/wF2hHaj9xAK/drF5hjK2iH0OSkAtq6L6FeCXkbzaoh+grOKN805xdRE+7jZ2t+zwZnyqPd9k6BAhbFUrT8KZ4IzSlU1zA4EjljX7qC/M6FCPTlvoP7+M9kM07M4i4UrZNPSvZUAf1qUJHtet5euXNJ1oXwcHSgvChOxVdGTTf2T9Pzh95gtFwTP89gC7KC+lyDASsGP02Z3dDLInOO/jTYOoiGucgSkS5BMFPQWkOUFmeHXoFJkaup71+F4vxrhURoc1wdJLcJkTiHWwNXcr/Yv44kQasiskIpKpo1D2kTVRdyy8smmOV4edfDc72eacKFss2JAk9Z5SFJTr/tn2hoEbfjrJKX4TZuLGyo2kVu2XIKzu0qPOdQtMbNAlsyMY1OB2eFXjb9GyatjqpbET2gO2usimIF30z4a4SvbIyH8fi04xLmV2geXZ9Q+3Uze/ufD6iuuOIKmDt3LixYsACysrLkIGrt2rXybd26mSuqVEAGs3DpUOUqj+BwpB6RUTKIsc8Ah/utpNLV5DBFsiQoziaVhh9Vujm7gOw5Y6f4Z4ciJ+xUDhc5kdkJD/PTNK00+syorUFjGndvvTKbWSuCGX4xBAsqGReap7EbZVljK/CCOk84EyTL06gEIIRlzzesxqDcdR9uAVEZzYosppj6PKHcazA3Gx7xab2N3HITv9BUEesOizYSJ6gVPL3mDunh+L+sP0MUqHiSf1v2vHrB/5rlfbF1EA1zT2B2wSKxPdwRHirPNCjvA42KR0X6y6+IsvD14AAcI3jxKTwZ0c6XIh9E6b2xvFgEWXFPeDDV/bAqmp+rb3GVYG2wrays5pTVYmPoWEJe2IpoWXCUnERpoVJRLUuwxWnXgtfg/NUPwuJAUsJazUYpOY/XXHQ3u8yCAG1cXAf3QjUogCzYk32yHNx5iRcqu2qezxwMc1fQfa9bLWYgvQDVab02T0f13/8iD0bugHsjzo/94w1XU/2dO3eG7777Dvbv3w9FRUWwePFiuOiii7zfuv8D0DegrCRzcTFu19dPexGlgSdUqB4U3tQsdLpwqzRy4lagt0FbdjO87Z+kcT8vCyJZdeD28FBZ/pxGLQx9lkZGboEh/CxPtwOFEI4yWgl2xazxtsgDmkwoDffys+UF89mqipLTIXuzGaN0gAqBTmhcsBz2+5KLGSfMEc+WzWitMb73k9gdcsUP2/+c+EA1pfTF8QklkIvTIi4UmtKFiCpVNmImF4fTdwyvgHjrCWEb1DMUaEKJwaMT43XFAuMbsQO8L3SHLVLMCHxI5G74QLhIDrhRGfWX4H0wxve+5rE4L+rG5FIREsLgZYnfuuUQwS4EvecUWi8khFMIyQI9tAG9/Dom1grzROdZ6tlCZ9gDZLXMy3ZOMn3cPfwceII3Pxfrve7ctt7RUG/xw7JSLok7uTnQl1vg+DnlFmzVfvQEOLc0oAW7QOyYRhAf+d6mEu8E3Ff/5ZvBrjxj2z8Jmv11lomxtYLVzFEjdr/t8/8kGFX3nHBpaBz1fa0k4suaX8XS8ZUsa8qXtfL/ETg7g/gZAV7yJ+XJS5MqzDH4WTzF8j7YknZeaBI8HLk1cRuasdKCkuCKCTGpQtVNjLV1bK1yjuFvdp4iyFllYAzXN/yQPFekhjmyHbZJtSxPsuMj1yf+jcGNJsD0yI21Y+gVeDzrUVOlJDQpvszBSZoYoKTDObaMqBXaBrfvH0elYKRnADcf+nPzIRysBp9Ez7WYJTF+Xo/4pslSthr1Kgsm+qYQfdpI3HT4VVgVHGheMUwBNwpNvUJj4KrwE7b3OyTlEBfyXnCCtEMWBrBaZG0Wa7v2pUEFLfTtQ6NQDJidLBJx1gd/9KqlWFE2M4BvyOyTjc2rw1EYn/so/JVFJwyiBnsj3jRJqJ3DGj+HKyha8BQE1m+YI6sSPQAnM94pxyI1hFiyyAz9UD0ep0vi85vYRqtGUc8tbR7yzdBU2idGroVVKuU2M9TiRzhjcy78pTmWaMGK7EBxJlQu2Un0BKRVzfuJINmdju6bk3KdtXVbsSAuz2+GXpHUKU7bL9VgOyGt8Ba22+MIQXmFATz3iikFjP/JgIplWVku3eynAnpDRCcM9lAZTWGC702is7YCSj2vFpvAVqmOLN3ZrGSq/PNq9Arq1whLfMJ08BAYzWuVoGJT9Qs12VoETxCdQ89bPr9XM0dOwCD0J10gummTtWUADkd/qGqnMBvwJzE0fJfp86JqDk28g9LFf0nN5Wx5MaWKlFfsr3KqRtK2vEOr7oV+ZCjbHQlUgdHR/sT72C0nfqWcvXGCV4uYfMl4gXbaqoiskJrJP5FAZfhNbClnsknVgHzISphN69kRb1t1y1zuAYAfxhEPDuWWtwT3Knx381/AosAwjWzyW75JcoBlVdHFBVO38ES4PjwS7uC/NBisPu8nq8I1Z3bKstqjfVOhqnAQ3qn1iONtRtuFDwRyVlupauvbkX7RVXVI3MfPAi58RG55VNP92GxHs7q7pGrwpXAW5EAR/Ownt8p5KQ9fFvNVJPC6h0kdJ+1yQdAGPNUcrC+wIttNWgJt93+umYdyynif0m2SxK0dgtm81XnhRVD3IF1gT1NBKs84aSfEcOXsMkgu0/KjfyhsCRoT5Giq/n8dUM2ePVsWolB+Pv74Y3jooYegTp06sj9VBXRgoOKEl/yvaHxfsPLjBZdbzImsFxvAK76X4APfU5ADxRCVx2V5uIylb6vCjC/KuV4ZekKWDjZzvse2MP1S5zF+KtzJaRcZZcHPwsm292m74WVLiXWsREYgmXCY4JuikTZHHxsTOyOIqh5HCw6BqkHpYmz7Gcp/Am2ZzXK1DOc93ou6adWlX7Bj1r8go64s4Y2ovX1QEeq16OWGx9wZHgInldCbrJY1ti2NhD93YDfI30d3ruwUudwYh6OR7lqxgaPnecP3HGRACeRXaw/Xh0fBo9FbiRYKC/wPwlyTBbdZwOqIJa/Alpz2MDl6mWaecFL0Wrm12cx7yW0Ai1l9DLBIlXkFDIo+8o2D09gNjlS4XvW9mFAOffTYWIgyfnhLl5Cyoye3FDqz1h5xekZG6dri+JIj8kyZQqzS5izQ/0k4BWowR2Co7zNoQAjwkK6qIIjGIkCd8X/F/7Kl9URpi1Mp1GcOwGtCLxgQGUH9eCctqnb7sFOhBbyW4HmcpMDr9UzQ1SWfQbDEuxGJKzl7yfay5G3/s9TjD82YXcT56fvCdxs6o9RcEHpWs/+p8UqNt6HJ8Wtmx/F/JUqh/rn66qtlhb8JEybAnDm0nj0VjPRNc/U4XKAOi9wF14W9UVS0UlJqzOyVAyL8eZifLg9f38AthEkOlXzQqBWHvVHe02gWHDuRZ4TzDB4O6FmD2bOyZpNqYBj77ifyk6G37kRc/ejftoa0g1WKdGiOqhbSwOz8oYIQ9eybWcVnln80DC1+BR6KDDRVxcPvrx5zQJ73IM21eY4kwblcbOHWhN2XuBkvwKQgFPcIq0VoeYONFkNHQnYQqzE7a3Yp9e1hXLRk0nqxYADwnuBsDg+DRnXyAOe7erJGU3KrxS3K+6eMEIKNuWfDM9Eb4Fsxefz8IraG3VI1aKTaN0sTVLx0OkcbYLSdBQwDMCV6qePXJi3CvEGSK+KNS6bJs15PRPu5fBaGOhh4JXoFPBu5xvK+1/I/QutyKGBUouoaGMjPg4f46dCBse56MJBCYVr9UKdCC0cgy4FfY+qgOTctVglDTKJ4EfDpZ/G8BAMlOxYKsTk1koIkznV+IXaSE9pYBZ8qGD+PzVJdGBvtC/sICYk3hUsgnbxHMAo/nvFshuqss86ChQvLfvFbgXdgFUXhBv4HWBh4EJ526QSO4hFWnLvlBcdGimbmv6kwTzjDcNsA/huN+d01/E+Wz3FQN1+lYHbRwZ7+CdHkfJVdFbEWcxjuiNwvq1/pOZXdBI2FbfCLZD0Mq0hdu7FGnlrjAer7NmX3QlbxLlm9kWYGD6uv2Er3KO8u4VAWZOWthXcImURsUysMeKc0hXM2dDgPRrFlxAsPEjMG85/Dr5tjC6Fb+XmyAWQq8vgK4yI3EW/H6quZzDayQ0q2EOI7nx14TJ5Tc4vVp7cpeLPtcz/mS8p7r3NYAUS6HJkNz/usVQlJOFWBrAJ0rWTBkv1yBXZToG/yRgeBvtJaeDoTk1224olIP7k1HMUrXhGutL0/bcCQl4brCy138l9CG3aL5X2wHbI8cNjBvJYXSGUQ2FjROM2JmOds7A7UVVo1qDb6ZDTWZrdcOhF+E1sRZ3avYn+Cj4XzZSW+dM/AzbIRATne8SSgKi4uhpdeegnq1XOnllUBOFqgdjQZHHWrvoUZRBJOFz0K3xKMim9Ng4FnIZj7/7iFViRAT4RLfSD0uSg5u6rPoqGKYDU4Crzpwtk+r4veO7jgcVMB7Jk31dH9ax7Sehj9KJgLofTmfpZ/buS/h+MGk4Xifohl/CQ+qBF1ccvPYhsqQ2ClQrUgnrmk4W0HmUi9nLjV96lm7eLP4Y/AnabBkRtG8DMM557RkX6mi81g9Cg0YPZppN6xEk/CTAFPb0fgNU5ELZSj/cSSVSnLotMwK/A43TYR+pexikbLTZFHZVsMnCOz4whkAwuS3CqH81ZWimtOWuUT3nulQHWCkfJoVZCdbtwk1hROYEqxbVICqHWU3KY6S+gMZYG+s8Zr3hUutq28mlWxsd36QX4GtGc2QmU4Bn11Ii2Kd9jmwE0aa5R0fbf7Kdpy/68CqipVqkDVqlUTP/h7Tk4OvPPOOzBx4n+rfFde+cj/JCwL3AnHCEPj5QGUSu0acrovOM+EmPkhpcJ6yXl2WN4WSbC8ONKwTmooG8rS8GfwLssB4nRe5C474uxC//tm7QUnZCKK8Z2N4hKJe9Mg1qJAmu8i4QuRzSmv4X6CSsc2ArA8LBLaOXptZf5kpdhUbmVyQufiWJC8TDxJnlOjIZWWHbXYip0Igttjg9bAGltdpwrd4RBoBREUuux5F34OJGd7kId9xoTSGSWvym0yVi2St0YehOnR82GfVAVOtqkmILTH9n8BpRKIAdE/gQHwmf8xRxWq0fxU6uw4Xgee9U2GrwMPw00W8uM4V3qU8nhA3Co+2okTeUUGaFvE9SqRpQHO3qDCYHmAZCqsNvA2M0+nkYQva9xWirDdGu0DsAL/ku8VU5sWlpGIlS6vfAzVldf/Mo6PwOeff17zg5WpL7/8ErZt2waXX063AKnAHWqhARxGJvXMuuFsgkRuKr4Hj/Pvy+2BNFzDv+RaihsNExFUDLPLJtOAks3vCd3hpWgvx4/lxJjKEjrNjzVpQyJVB/EzRMncu7nU5Fn1XOrxRQ4Vt9yyN1+7n+LiU+n7VkPrs1Ra0M6XnfTbcOLtKFte+/AfsmjFPqgiL9J7hx6T29HsTCcl1YX0B6EdjIn0hZ1SDVguNqPapi+Es2GTVBf6hhVDW+dg+yUNtHK9WboFYDoZY+I/tPNwkWU9FwP060KjYD9UkQ1PZf8sk/e8UaoPf4otZGsBdUurGZ8IXWC9WB/SgVVNGs9JTnEqTGBE1MzC6lXoaGa7aKsmV3M/ySIvigS5wjaR3tertNhDOI9eGxrlykMoVycCcTEkhatKi8xSPKYV/mo4wNMqMY0kPIkJkWvhXzHmOecVw8J3Gm47nV0P53MrUn7uVCTc3VDi4rzzfxdQ9e/fH/r165f46du3L1x88cVypaqC9OLE/4kWzExM9z/l6XOaSbGT2nAOxzPJTIptepeHxoIXoKz4lSy934qeMPjkH9ph3gNSZVmcYbjvY+jB/g6nEdTPnIKLcCWjJZgsCJ0aiM4TzgSvQHldUjbsBNZ5QNWH12akl4pxA9cUwdYgbCFKFflbEMJwNfcj9OG/gw7seiiQMmCeaP15TvEn7QL+lFrAO0IP6MSupm6FvC8ySF7skNT0aCEFvSQuZP9yrFSaLobwn8HD/DS4mdDaghSGjOemWpAc/P5FPBl+l1rKPk/d2WXy+ZFEFhRDfWY/1IondWiZI9ib8DqHsTx/Kq3bTmZMnAoTGCB8bH8HT3W0+LuEW0p134tZ8v1QkhnPXejrhNzI/yDPZ5YlC0RjO/xSqSWsEk9IeaayOG5PQoM6EOhY8jLcCqPh38rO9008Ppy2qKZKCZ+c2ZopnAdlAdqQoBKj11xI2D/f9U+UZ6PLik+Fc+XrodOgP6gbGXHSgn68wtPcadUqemnVU06h66evwDm0Jm+lhd40UYEzWYRgD68egVFaIJxXqFCUAs1/sYdeUQjDAMLs9e34SLgALm9bFxqsT30h7YbX/TEpZCfcGh4Gb/snGW5X9pRpwoWy+XFzSlNYPc2YnbIi4bXcIiiP6CsDOPdwBms/yK4HA/I5gVGmz2smYIKyr1aeL7grMtES2fNN4R+xkXyRouEUdotsW9A38ojjto9h/CcpDUyvpFzkpWM+0i1mgZQC6TNUz+nUZQ7CXdwcuIr72fJ7RRuExYEhmtsGhe+Vg/Ch/GcQIMyforrhQZNWRAQr4yjeofC90E72/bIKolHFjMmqD61hiyMjWDc8ELkDnvW9YXkfTJphBXZC5RMM56NVGWfIfopuAmsMBlEQiEQWQ66SXIBZfXdjwGnD7Fgh7S/OkVz5YO6BapADPOzIbQhvRi+RVQa9YJnYXFZr9TIYeDXzTrgK9iZm4lA5uCw4hd0szya5SQJa0cOhMFdpMCrSH4ohCNdz7ueau0ZehH+FGrCVuxHg/71C1a5dO2jfvr38f6sfvE8F6QG9AqqCt/MHg8P3yG1uVtwV9s5QkXRBHCK857rl793oxVCXOQQf+J+R58pS5WP/WOiX70wSXg0KD6BD/Vhf/D3ZyN8/HukHd/JzE7d50cuNrTrFTLIFS/2p9g8Ph+nRCxw9H87WoFFnKhlrr5WCrFArMjoB25JQFckJaHZ9xEYJjPTOscUTJdV7hp4k+oLoOZHdBacyG6AhQ2dUiVU6dIxLVXq+4XFujEnCTjkNK1y4oHRijKrwpdgRJguXw3op1tbXP/ygYR5Bb376TjQpQb9eJzhilUBDn7YWJe/B49H+8HmWtQqYej9S82L0SoP5bqrHcSaUyPNrAkM+luaIZ8vb3arkHXCCWTCFtLdYsD9ioRaKstlqUhGO+SRKlyAh0Y/7xnI7zegSt6JQeBToFXirMAXaG2y+WrPWVysmRK4ndjY4vQap287/4VvB8no3wXfCaZ60sLk1nMdEF84mpZtLQvTdQ155k6aDzCrlr/22zAKqLVu2wObNm+X/W/3gfSpwr4RnRWtmq+cDgnjBni8aZcL1bQQ9Qk+n9DpW5nA9xR/k/2+rfCYxM2In9az4Gyn8KTVPqZdaLS5hFWSS+oPRuFjts2TF1eGYWlY2U6J5/VRpG3oL7g+OSSzFOqqqU9gaOSo6APqGH6J+vqvKufGhV8zwj0t4+9CKY2DVzjZDKUlExTM0fF0jNaFSiEIvElRXo82G5km5slS3mRkqLaN5b1TGHvFA4dArrFpqcUb1QhMJYhpqwmG4gl0sL7YQmiXoVqmWnFzB1xZ0l2M0wzZbJFWFY7IaZnd2qfw6blIWqIr2vgNj704Us7ZoUIwIrB9+ENomzpMYjOUKh2Uvw2woNggq2OF2VuZ2/it40Dcz8fvH0fPkZAYQPrN2zL/gFpSk1pup0/KE733NdQCTLDTm2fUYrR/TxeBubnYk/wHcCrMhN7TXNDg1a311E4R/IDifF1NDOJ26Jj0tuN5Rm7KlGPcXt/ufHbhPoP/oIFX13ClSohNJS08HAeN/JqBq1KgR9U8FdKCXkBOOQapDwkZe9r8iZ7LNeCZyPawWm8BaqZEmq+mEqMTCISD7MiGK9PfftS6HadGuhmAOK3NWF299e9foSHJgNV18LZ4J88UOKVViAg56UawWpKR2P/W2KMHU0PBdcBhy4Ar2F2jO7IR0gsp0alBtTlnEHA/Qmj1eGvfyQiZZeIWM+sJ7tbDSqAjWSLFFTGGJ2CqlbD7Oe+z2QHQm3TOqS4P3wIsqSXl9NcosqXVB+Dm4PDQOrudiySUFnLlTP5+aJcHBclCO0trZ4jGYXmsYrNAddzSiK68J9AqSaFxudxxjJRsFQfhoIQyIjIDbIknPusvyZ8hiRQ/xH8FM/xjb11Or2DZMMTlAw3W8+7ZmNEv3Sj4bq4ZfC2c6rji4Pepv47+GK2ARnLrvUzg9HhB7AYpmtGX/dR0kkALIc8JLQMQkFfx/YGUDoKYluwPOcWGnQ+NtiDP26D+ayv79auEwWB8wegOulextQI4nXOts/vPPPzB//nyYM2eO5qcCOjZLztRh3vZN1PSprxKbeLId3VjzId2l4knwtO8tmOJLLtoLJWfeTzifgCe/G8KPWt4PO/70C8F7udnQlzOfiTifW0ktiOEV4yPXezJL8mvwXriF8v5OvbHwU8zya1tunve/Dj8EhsnSsqN8H8qLR68EHEh+SQooPb1FqgNL4gPx6hM4elKMJATAqNh4aon71suywKoa0Xirsc+/HfsvbAr0gW5pGJJHdUEvIEmcrxEbybM0TnjF97Lm9wejRiUrEqeXvC6LCnQNT5LNW9PF5Ohl8GDkdtgh0belfBC90JPvAduD3/JNhPbsRjhPdz7bU/l0qkXmyCOjIcxmwecOTTMxuLE6/9OqkJHm2Fati1UCUaYcAwNMzCnndzRGp6m2zheMSSsr8k1sRDB7j4psiPoK81pcNru8gfObLwlXwXXh0WXy+k4VXUmquGhGi8k+ddJJLbLglj4lH0GL/V97Ji5yMaXwSVkxyUd/HcROBjv0yayXo73g4tAzpuJVqz3yYmNAJM4J0hh3/6cDKmzra9u2LZx88snQs2dP6NWrl/xz5ZVXyj8V0HEl50xJThFa2CLWgkGRwXB5OPWZIeR6i6wczmzgiUt98nIzsIqiBrkmmRbFryQQPQaVdX3djdj9rmdi3EM+sUyNdpOzs+ilM4r/AC5nf015oLQd665FFmV2cSCXxIe+J2FoaDL4WvWUZwLQJ4QEvg8vlfvMBubRoV3dCqSe48AFJ5oU66nD5FFLcZcFpLlDkg8Rik/sqN4ZHjZp1aUxLXWD1UyJGVjBpKE1u81xUuVkdqvm9wxItjdZsTgwWN6fu7F/pFVS/2uhg9xeVxPoA1FsN/YKbDN83qetRD2aMQqCEt3npGzKe8LFjqtUTpUsaYWRftkUy2avlprCcvFEyIMcCEre2HyYMTF6na13HF7vmjOlq0rnZjbqPu4zaMc4O45T2SMZi1ZCs1kqRSlwH6F6vN1BcsIp7fbSC1Fgi6cZd4cHy2uTVFE8A9OBl9cInOnUV6Rv4efL/pePRfsTxxiej9LNZ7rdO2cGvFFnPm4Dqvvuuw+aNGkC+/fvh8zMTFizZg389NNPcPrpp8OiRelXAnv11VehcePGEAwG4cwzz4SlS8t3hiFdpLsSg4whiCvUYI66eq5TTVoJsO2kIBSFi/4dRy2Tq/SZk1oi5gZGQqq87utruG1stK9cGRzq+0yuRLntKXdDD12WDweKb448TFw84fB2C3ETHKx0MnwkdIU/xeam3i3pav0bxH+REF84n10OdeGgZoD6rWgP2+dAcYDySpAw60bKmP4jNYKd4N3CYl8aXeZRwqK0GMjNo5bdRfNqzNKOUPkLqRltUrkiVT6RPIKICF7q5/kfLhVZdzNyVZ6CB6VceLJ4LDTLp1/snXX0axjHv+04SYPVaiegCiIN2B6Ehr5/BO6E27kvZUPPoEgfUP1F6beG/C02hu6hZ2Cu0BEmRM07CBSq6gUZTNgrObOCmS2cA16B15l2NomRrwTr+ed0oL7u4bUFg6pjhA4KNFpOF3WPraZqNUeKLKTky5dmcuoG83aVqUVie1kZWd8pcQn7G3wodIO7IlrVUi/bx5n/kyZNxwHVr7/+CmPGjIHq1asDy7LyT6dOneDpp5+GwYO1qjle8/HHH8P9998Pjz32GPz1119ypax79+5ycPf/AooeoOJXG8YbARDMOGFbDYlcl8puJOWcm7iFxPuyIEFUEDUHHGb27SB5WnmBxDAw3XcV7NANQf8ZuJPa6NVreuoCTWxToA2ozTLKGBjTehq5BefbsL2ji66V6RuKVh5UF0w3r+ouVIpfjVfVZZyFeOl77ySD8XPDxSMtKLtNC1YQ0invr+Z+36fU90W1Pavz0Ah+hkHs5/lIb/kcREo4oBS8vl0aK+MkqwVS8KW2jMCWVa/BmVOl1ZKlVGnEY7xF8V/QhyefY73k04D97BNyEfeHrJxZCbTms7RcFR5j6FiwEvbA1kK8P/qDkeZLhvtmwhKhFfwpxirmNKzVqS7a8aPQFrzkcd9UKC3cLHhR5RTbcWsSWs3cVlbQ32lC5DpXj33dg8DDDTmperZRBFROZ9f1YJttDTgCvbmfjM/vfwlWBm6Da7gfDX9DFWUvaCC6s235zwdUgiBATk7s4otB1e7dMf8fFKRYvz69/ZDPPfccDBw4EAYMGACtWrWCyZMny1Wyd95xJsF6vIOKX/hTXpkldJJ7c9WoVYzUFCoZpPj5/ICUC5OiV9sq1mArSToCnCPBmOQxo1tg4aKuNC5wNHNNuKDfGLzZMhudW7xdNoJtysSOz7JEH9KF6ezvqLifYqaDdrtwdgtl59WVglS4hP1dVjVzk7keEJfcxpmlF1yKJSwW20CRRGf2+bzvdTgeUXsQhSUObo8MgxeF3nAAqkC+lEWcu1RU+BTG+YzXjy6h5+Dy8DjL10a1TMz8fiGcbalk6oR0tYGWNpfGW6l8jJCoamSI9MEVevzQLvKPStnwov9VWBQYZhD20LehoZE6LaQZ3bJGnehTBJ3SNRNsR4u4oS9pIU6DmRS7E6EUu6qY1cjAqx7N0Nl5s5UX5gYehVG+aaZiMqQOIRoLmApSCKhwdmrlytiJBlvuJkyYAL/88otctWra1Fn/thPC4TD8+eefcOGFyWFgrI7h71g1IxEKhSA/P1/zczyDwUY6QEl2L5noewPqBe37/1GwoHtofNyCKnbxrMHky8OsdooyG4L9EhLIaCRJu3C0AhdHK+pcB7XE/VSKNmgqnCq4iPcaRpKg9b658KH/6ZTUsbzaNv3CqBGzH+Z6VGFMpW3jkOp4wgD+bwkH590pMZLAGcAu7KrEvA2qWN4cHuHI+wdBQQ+snuGCcDllKxRWarZJNeFWlcqaU1ZQGvumsxXRCVFVoP4QPx0aMPthSrSno+d4NHIL9AuPgG0SSplbt2uulxrKAiyofteR+wfKFvKRYFVl85qXMgfBIcZ8X7BSlNXTmtlGfWz35H5LGHE7bWH0kgtcSu6jP+DQDOvgXQGtEC4MTZDnYerprlGXSM87Pr/37EiexaXh5BTXDROixkoUVlnv4JLejE4wS9qmi6ciN8AGCpU8J6A4DulYOMMD8QYa0QovESVGFpb5rc5N8P+C44Bq5MiRIIqxzAgGUeg/1blzZ5g3bx689FL6VHMOHjwoV8dq1aqluR1/37s35pytB9sQK1WqlPhp0MDe26E880zEe5dpzB5+FXjE8+e9ILrEcNvjkZs1SkzbpFpyJjm23HbfY7tPqgLnh8jy4Y5hGHgxNNp1O52+R9lOvW+3TlFJLwPv1ltCctm2oubm8EOyUbHieu8Us5YonFXxYhgY6aXzyfpM6Ez92BtVbaj3he+BruzyRHsZzufdExkMi1Js40FZazxuMfg+AJWgEbOPal9XlLBwD1sqtYRXhV5wHrsC+vILqF4XKzUIrRkwegPpmUc5o1HLI1XBVJkmdIW7uDlwLzdLntnB9mj0IbJDnTxBw9AfxbayWENnVutxp6c6HKVuS0svTMrzQl5wYWgBFFnYe6wJ0LegouJhV8oApTJjXvlCE2GlXQoFKVDgJF1cztn7QJH8pRaJ7WAlTx/YYEsozsPo23+POmjbvT48EjqGXoFwy6uga2gi3CY+BFtzrY/3weFBmt9v4hfC1/4R0IJ1N4v7kMlcpJmIT3ljinCp5895LuGc83FgrOcJGyeJpjeiPeVj6HOHnl0sI8kCMJmR0g3kjquACmeWrroq1oLSrFkzWLdunRzs4BzTBRe4c8BOFw8//DAcPXo08bNjR/lW97HjeBnrwwHrypBvW6mQUuzhXi/Wl4fP86ScRK8vtv24YaHQHmYK5opA6QLbsqx4MmKd3bklTK5AKJ/nr2KrhBqTE/DkiT4wOMOCdHDoT/KZ0Ckxr5DOgdTO3N8Gud6rQo9TmfOqpZtR0lUdYGHGe6p/vEHK2g0/BO6XM+dD+FlyCwVWYWlBYY83fM+5qsY9wk+n8kJCcN5FzwYp1v56vNCC2SGLVwwjzGjhbNI03ijvTPIHvJ+fCbP8j8EH/mcs7/tH8C4Y43s/8fuQ8N3ywiNEUMtywz+Vz7NUKUNmRrvAX4EOro4wp7LkdogMB/cHn4AFQnvi35dlnE0lu+4lIfBrvg/SrJwXYLKQRm4c57lIODm2X/J5J54i8UH4V6oH26XasLXSGfLimUSv0Bg4AlnU7wf5RWjt6tpjxZQMoydjn/DDUBag2Iri80grkmGHV4lGO/52YLvzcvRKeD56DfzhwmalKbsXcsMHYEDOG7KQ2H8dxwHVhx9+CIWF2oxQ1apVgWHSq5mC81ocx8G+fZjhTYK/165dm/iYQCAAubm5mp/jFfQKyFYpQXnBiMhA+DLN0tlWalYjfR/CMH4mLPhnn6to8TvxNAhAWJbenB14zPb+uKgyA1up3vA/B+dsIxtpmlUf1KC5q5MK1bjoTXAtZ62MmeWwjSEkYWMNR6yiYdBISzvmX/gteC+kAq3Espf8ErwPBvJfQcThnFZbZnPaqg1WrSg0fkaY5WvFbIU6lAPCXnmHlHaLSKroq71qvhDPgW8Z+1m2O/i5MJj/3JWX1+diJ3nh8bcU+/xvp5BTRmsBN+CMV7uSN2B49A6YlX2D48dvFmvDnZGhiQq0F6z0tYUDbA3YKWkFfRQaRLbCZ+K5cErJFNljrDTA4NiM4ZGBhnZPtxRCEMKSu9nQa7hF0Dli7OgwA/dNfMzZOiPXB0B7PaKD7hy9Umrq+Jz6snAlzCJ0DLgVlMJujRMEo1FwB11XhxN+Fk52/dhHbCppfcKpd/7Q2lnQCHmpuY//zHI9pObXwL1wPfe968Ro4/xlsJutC09E0+cleNwGVEOHDpXb7G688Ua5zQ/b8EoDv98Pp512GixcmMwiY+sh/t6xY0c43jDL4pmBPjfqbKgX4NA96YTnJT8KpyTmPh7TBSC9ucVyVeCbNXthayVjtvShyG2Wz40HOLZpqVkvNTA9ceYBOaDG9i7M0GN7DC9YBzBYtSH1OSMrpRPkjAztxSEqcbLnkhVVIFYhoqVFaCrcERgfc0qWPYk2JioxTk6HjVlt4sIpLZkd0CSN3kF2OD31Y2UjJx7s/+CxWpfVjBJNkISta/MCj1DvW0ekbNgY6EtlnmrFozx5gNkpZllvO1Do4W0KiX2F3tzPln+rL+62bVElGZHSkguFcBG7LDHbSbNUNTtfIfsymsEvInnBx4EI57ErZVuC2Is5S14o+9LHwvmu24rNEij9+W+Jf78372nZQkECForBD6UBBscP8EnfounR8xN2G3q574ZyO647UqnCT/RNgb5FU6FDyatypatn6Ek54LV7jH4+tjdjLsih533feJjlHw3Z+5bKQWd/5ivICh+Ek0w8urBV+T3fePDic3GbRMDW3NtKvBVJSGdXyuqg9fqFNlCn4UfxFEfPi9eGVRJdBQ2vi8/43oJbuK/BLev3kdcxl4XoZgf/swHVnj17YMaMGXJF6tprr4U6derAPffcA0uW0GdY3IKS6W+++Sa8//77sHbtWrjrrrvkahmq/h1vNHBoqIiLJK9B8Yd0S4EfhmzYYZKxRLCl7Oq8N4ATQwane2zVwMqcGW2YLXC2rrd4aORu09Yws6wzzkucz66Q/222LFGcxHER/IlwHswRjEE84/DiQGqz0vOobzqMiRh9sRTe8T9rapaMnBr3MsFsLBqIImZmv16xTmwgt6r5QIBRkf6wI40mjyTQYFkvNe+E0lL3+ipN1WFUVsOfVMFFe7HkJx4HqYjeoOohTfXmJeFKuS0NRWdoFBft3nN9yTqgeiYFxTNkVXAgTPEnhQGG6yTdnSpVnrX/Y1NvrO8DD8AL/tfgMX4qBKQQzKpxt6P2KuUcgL5NVR0mbcwQgYXrIp9b3mdJcLDsMfeRv/QWUrSegXdQzNuZ8TT/lpz40ONE7hrnidGceY3UBOaKHV21jNGCLc54bQjmb5WDzj7sN3DG3o80foFqhvGfQIBx5n0ZhDA0JSR1aKX3abmPnwX/VfCYoqExQ5dsU4PfPyYYaCHt37T8ExgAW4M3EtWa/68DKp7n4dJLL4Vp06bJc1PPP/88bN26Fc4//3w44QQ6VSi3XHfddfDss8/C6NGjoV27drBixQqYP3++QajieGC75Gybn/e9phmc9opOrHYGxWt6cUuAAwFuDQ/T9LKjIINCj/xP4IIdr8q93Gr68t8ZRAfUnMsZDf78LgyP0RkeDUQVHyoFdeb2xvBIeS5nuaRVWVt60nC5aiXfx8Rry4xxvnepRTdSZYJqlgZb0Jyqn9GyRawFC8VY9RWH+z8QLtJ8LurWhO1iDVnhikSn0AspbYeTC0VZgcGyEuR6SSVw3rpIUoPDgD9DZ2KMx8HDEeMcgxVoNq2olKLn3dDIPbaJnG1iTfhVbA3LpJPgfaG7ZVKBlrvEj03n/dAgeA/Yz8AguM/eQREQ0lQIn/a9Dc/5ySaom3M7UFWSR+Y9AoVcJfhU6EIt0Y/ngE2BPrKpJ01ihwZsx7okYi+agsboeun6dBrlojAPtmPHYDzzU1NjNpu1W6pOreqJHlo14bBc6cTW0StsZPtTQWlNJ41q4Gyy2WwPzokps2LK9Zxk1P5StBe8558AV1lcv8sDJBEIEh1LXnYkeOQVT1POwGISkQa1GTSuW7ANz0mVCI9JN+vPTJNzDHqq/l8HVGrQAwpFKnr06AEnnniiHFilm0GDBsG2bdtkSfTff/9dlm4/HunG/eno/ko70laxFgyMDPOs9/1m/jvwEtKcDlYLBOA0laooYdfLhBJDBgXVuspqbket/vW71BJeiPaW20Tu4z6DbuyfhixSdy59ClIKOPOGi1KlbUXPm75JMDj6Dmyuco68CNVX/dQO8tOjpSMio55NwnkgBWxZwYsuiV0etSGVB7ycU6HBalDcjKejdAqiqDillpt3RuzYxCk/FH+wk5z/K3C7LMiB6oZoRJ0usO35B7Ed5AKdQSdaNHRh01fFxIXqdbkfQgnnrCvhdeFyOVhVJ6vsPK+8/FxzRG8qXbS4UTBFM/NmTOmZjKIoDO1nfJd/PiwN3gPfBobD7dxcaM3YB51u2w6T91Wul1LiFjvVvuejV8PTkRtgfVy0ZqtkbE9cl4K6rJegR5wZd4cHy4a3NHCMYDojh8FjunAiYGQHfmfPRa/RrCln+sfIVSKzhFWqKrfIuqrmc8If+Z8E+H8PqIqKiuQK1SWXXAL16tWDF154Aa688kpYs0Y7JFlB+lALD5QnPhXOlf9fouuRPyPuE2Il5+tUfpXkev91wJniz9RoN4Pf0jc8ubpxOrtBrioM9X2WyNw32P8DVLKQ7fWCrtxfiX9nx4PO68Kj4S+CJxEG6u3FNbArtx28I/SA38WWxOfswy1Ii2gEtgXcw8+R/30isxPOYv+RfZTUi7gZNsplyO2c+/ab8kaxYl6d6vPo2u+8ZCD3FWwS60I6wYXlW76JsjqWfp6SBJ4jWjHbZF87M3+hR0yqZU9E+sqzW2YD8IUq3zoWJFjgHw5vqNr1rGDiC/N00S8yAo6yWNWgPz5PPfY9PMp/CB3ZNY6meZ7wcC53N+fd/kOSF9fT1OWMpqJcageNap8aUhs4LXguPuuEagkxGBQ8sBNb+DoFlUYloHIqJoaPw0roG8JlsFpsCrulqlBM8IAcU04MYa2SP07e+eLAELiBJ8+oZYK2+nJbeJinXUTvRC/25Hm+Es8yGFu3ZTfLc5i4ViC1YetVbt3MCh4N1rVsPf2/Dqiuv/56qFmzpixOgUa+ixYtgk2bNsHYsWPhpJPIWfMK3HNUyjK0eKDi12GPst44E3FCiRt1IHOlLRSi+IHvBL82Ss4GXMX9DM1Y6xkGJywWWnsixz06OkBzwsIL2/v+6+ULhZqlAfJsVp08ulJ7KqjbJvAEh4Pv9LILjKmXCfqIeAlWT/UtmTP84+BCXTUW1dDsSNWL5EaTi5+ayVGtj8iL0ZgdhNfQmETTtluscDBX4URcIwQ+6uNTPSfkFGxxHO4zV14jGZlaZfhRrUoNVm5Rnvdr4Qx4OnoTDIoMhr2VYv5H6nOm3iCZdGE3Mwt/1kdu0fMCbA/7TWzl6DF4zmpZ+AcM5OdBB2a97C/khXG203m53/xne2aQ0CM8Xvb5suIj4XwYFLZXIsV2bpTSXyq2cHT8bCC0vlnxrXA6pIb2837cNxXSRaW4357S4k57La3L5MmzMGP4d+E9oTucHXoFMgkqpnh9cQN2TbwWvRxKk40pmvPqE2Y3c9867kCy4tnotfK+myosiNCDMFuMnoeLA4OJfyONcDiXfGLg/wXHARVKl8+cOVMWp3jllVeOS4W94x1U/DrJRVuP2a6O7Xh2inq0VGPy4V3hYngmMDglCWY7laOlJpUXpzzEf6Sp1BQEyLNtKGjhZTY3FXBBuzV4U0JwgkRO8W65P7meR4t5GsZG+1CdTmnlWmnwar9FcKj/iCqBgXNcpaX4p6dv+KFEpv7ZSLJNwwkLxVOpF8Vt2PS3a6ebiMTJlVucC9irmof648T7dE1NybkuZBIhQEIxnJ7hp0yDvHSBweNj/PtwbUlSmc4J9/s+hQvZP6G7nHRJDcHx8kDybO00iJttu8jHVuIvxY7yDEgJhffXFrGOPNOULnGaVCr+8mMpH+6VKiPCuNxmHBU4iYnNHd/MeTk2IMlCKV5xCz/f9G+v+l9KiGekwr3857az3V60JafaoYCt02a+hJj0u5L7hep59N1HVuyWqkKI915QrbzieGWjtPphYFVB+lGfpBXxA69BlTuUxfQCVJ17zfci1QXGamFtJxGNCwcloKAZWEfZ9D1gvBDdyC2A3HjL3iyhE6yodwNUko5CDZvsKJIcdC5ftJC2QLt9n8KswOOy2l5Zc7JusV6FKbA1LHWLk2AtXxU8oUDGBqmBZhGHsyjfiqlmnbXcFY4t7mnBI+hPqTm8Gr1cnlVYTmhzNd3fpaqy15BbvDblTAe1VMqd6u9uCP8pvO97Rl5E8FLE8nykfhwq/aHgxDqpIWyR6njeFkbDAP4bOC9MN9uRwKR1C4VA9NU4WvwOlSJjanreRFTt2U22z3QqE5OnnxsYCcFy0DqE7ZZuzwmxZBTdZ7dYOFme/2nGaCvKVoq4JI7irB3rfh13atwewEuws6CPpwGaPelMkHiRIGzK7IaV4gnwvuBObl7Ba9sdO5aKLeQK5rL6/33/KQXvUsUVpB2UD/YavAguDjhb5NGivzzoAx+aBQsN26WasgqPFag4R7pgodEwysaqea34ISrZ6SIIQojXtl7SyDuX98Ftt+g9tcwEMd70PwfX8daGxrSoM/EYQIyJ9pUV4mi4hPsdno/0lkU+zg2/KM97Ka0w2DqGszU1wdrg9SehjaPtxX57mgzzB/7k4gjV7iZGr5fnKnCxTUPfyCNyK0qWTujFCbMF+9bM8sSPVa+GG7iF0J+bD/dys2UJaBQ9qVS4xXJ2Rt1SOFfoCN+IHaA2HILTGe3cp5lCaLo4kNHUVTA11vduIhjCofY3opfCEqGVrGaYTi4p9m7usSu3HM5RVRFJoKgNzo1Z0b5kMkyOXib/G885tKpubuhD0UJNOjeh2mBloJ/DrcwUwjzxLNnCw21F8Ybwo9A29BbkN7pI9r0aGB0O23Ot534Ghwdpfsdz0Wz/aDiR9Vbkg1b99r/Ipeyvhtu+DIyUZ8OdCnRZ4cTfTy841oOlsyRp41BU5b9ARUBVjjma1SQtwgHpBiUy3yoeAgKr7S3Wt3CkeiLG7OuTkRtlQ05FSU4tza4GX9nss8RMHcomuzE5nn+md/NnXnLkcCy4+UlsQx1geHkhxGrfNofWAG5Qt+Vg6wYuiLFVi2ZAHCtndVUL4gFcsj3kTHYdrAjeIQuQWKHI7dMyyT/Z0UwVtvY+73sV3PAE/77sVZRKouJ4om5oiyxDjrMnahnrkL+KLBesSEVbUZ05Cndxc+DTwBOe++U4ggFYVuvahMiPGSi6scbfVnNmVZICCpP9L8AU4VLYqfs+nSYD7DdZgtEZj1jeZ0RkoKeviXNjVqAIuXoOGeXi08H4yPVUiRJUryQh+41RCkRcbCKR7Ur+3p8p+16hVPq/lc9OBJ+kFuRjkEGsJJY1N4at97njCXUrcjpZaqISbMXiuMk4Cks5Scgx8P9DRUBVjsmr3AYEJvYVXRoaB7wHZp36i4DXF1WFDCkEy+v3oVKoQYGJHdnOnL6RXVINeZh+TmCUrbofZqfNAqo1YmPIAXQDfxPO2PGupg0MfZXMQOWxzNA+SxGRsiK7INZmV5YBeUaKvelOwVbC5cE74VnfG47edz04ACcwuyBHtxClIZ1y3go4q6CWm6cJDLygUdD551FWrA6cCof8ZDWp/MxGcE9kCFWFH2dDRvhmeCYkYseH0a4pPR5FNz7N7Wu7t2OlTi3ysJ1vAjdHHo61fXnEUv8ZsIu1Vvr7WDgfzihxlyBwwz3c55Yy0moej9zs+nWOoIuUiYgJLXk5LeAjSv+8nuxvcBqr9fAZxtOLveixkxlAoRS1svDRQB1YHyzd+dKwRG5P1CsIO4GklFueGBImi2GlKt1+N/+F421xupK4kf9ermCestc6KflfoiKgKucoC0M0QlSbs3rBRqkefCiYewR4wevRy2BN3MzVTPp4vngGbMo1+okNCydVAkm0Y/819AWrva7UoPyy1RkBpc9xEeWPJtuChkTugdsjwwz3nRC5Nvm4wq2OzTxLA0b1vs2youkEvV5oVOOwFSkd0OoQYRvQL8H7YGHgwYSUf7qSDDSg5C7JV+rbwAhN4GjHqsBtKVeA7xPTpzJGa4uA0uc0tAn9Be2OkZUdWcrMPwaqvbmfoTRZoTMK15/3zfzmFM6OG7PTJBDUqp4No1sSWWRMaHmBBKytDDf6K3llI0DDg76ZcI+qpfuT6Lnwt9hY/vdWXQWd1oeMhNW7Vkv0W7GrxrnwcHQgdAtNsJ3NQ0EF/ZzxpdzvQMtbvmfhQ9+TkHHwb7ki24f9DjIiR6EBo00QKtRi8hKz0f+yTaDSQ2uhgNdKcKebQ0BnkOyE9zySJE8XByjf8yaHipQol253btFzPefcKqI9uwmyw+YzaleFHof/64DqggsugCeeeMJw++HDh+W/VeAdTN6/MBvOh/eiF6UlK/2Wf5I8J+KEm8PJhR0NB6AKbIgbAJoxnP8YFm6LwkqdpG0EyEZ6VtxGCIDsQJNRnJ8hgRd//QL7faG7bLBbnlG8sRTFoUcjt5Taa6NCIyYAaJgvuvdSsWqJicm7usOtStP70W6QKmEX+zyJXBfVNj1eLXzVc4XYFoWS3reEH5B/t5KxRvnkRWI7uZJOQ7ZgItUcX+TbBR3pmFGlwazNqvv25+Bx3nqQHP/OSCLMqz4A9kpVqF+zhAnGHh/tD/dH6LLgtjAsXBr+2vIuOAf4V+AOT16OVsFS3eaHHQ1oam4mdOSWUfwHpgkMxfidlo1SffhCOAfSBVYls5iQ3F7mz98qV2Tv5OdAxz1ToaeJdPY93BeyESwSZvzyMeV174Od6JZ+RldhCD8LytIgmBazcQQraDstKlN6q6nBtvbPHbyv5h7PyiF/Sc3h/zqgQt8plEvv1asXFBYmBynD4TD8+OOPXm/f/zVhQYLX4FpZcvxxVSXGywz66TbmgXpqm5zUSLQ4MB+m+Z6EAETgXt1Aq37xRxpERdEAp/Bg3ha5nSH7TWBVKRkAMBqpdEFiYVjkLs32Hw9zbXp1vyd975TK6+KCGSuOCEnmVT1Ijf4fHwnklqfuDhWrvG6lcsNsFzN4ehow5UdxKkeXsR8QftDV8yieNJh17xR6Ce6NDLaVxEa53YXiabIgx+tCar401Y7+LXvnvIxzKgRQGh/bvw4BnaAMeh+JDj2azMD21Dv5ucS/8WJYXvjaLXJGHXoI8vnqcjvdN5ReSEGpBFYHbpVbx5wu+M04UdgIl4etZ5oQGsEfGmjPw/+IjWTxGf1j3vC/AF6hGL0TX1+KdWjYwYlh+ZgLQshT6XA9/cMjElUzUkURPy89iqntPqkyDM15VvNZTie0Kf7mwtZECdhKkw6U7YI4+3dT2HqswMpbDk1z3ZjY4hwsDddzi1zNoA+JDILeoceoH4OzybTnGBraMmU/g+clrs6kCxYsgL1798JZZ50FW7ce//4l5ZV9fD154YEZd0UeGAUGsPcdq1ZecBtvnVHUcydHvvgrqA3ockr2yEpNl3BL4SBUspxHQn4ST6EavnVzkd0m1YQHA6Psn0B1gcFh7l+D98KvgUFyplwBZV3PcSmRmypYGUNVOlqDSqsZCdpWFCeoF8qkRQZK9CtgRndjkDy3sF4qPXVCr0hFxOGByB2yKmJpBb4kWpe8bfl3NID0iiBELA1A0UD0l8C9MMn3WqKtzS2kLjSUlVdXnD8TzgUe6IatMfCKSYSnjyeyRzt+zPPRq+GOyP3yQgkZGr7LdgGLlWwvDNKRSqK1IqbXfB1P3DihL78AmjCl25aNlQAaWm/7EFYHb4PvA8NKUTqcSahV+oVYK7Gd1YY+CEOLARS1UKNXICyPDA7fI+8PJIsItMxQUw3y4SL2D+LzYBupmj/ZNgbD5/tcVtFo27Zp7VHUwimoAPql/xH4U2oBT0VugGViuqpFDJWa7f9tQFWnTh25GtWmTRvo0KGDXLWqwD1mUtvFTIapW7xXF0Gn2PlDvWMix4keHQyFQd4ioa2tqa8V3/hHmJqckhZWqKKFKoFqfuSNZXBsFVH62rFtJTnHUrrVKl+8AtcrPFY2fbXLjP0SV+YhcRi0ku9egBfmu/k5pn/HBTRNu2Rpe5F4wbv+CSk9PgBRKEvQsNGryovZvoHeUHdwcxOmmpUs5KLx/jgDOME3xbGxM6p/fiZ0hqnRbhDyVzX8HT291CwKDIX3/eOhPNA//CAcZMmzoGacXLAEhvKfxFuXY98h+qrZ8ZTvbVgW9KblL4/13pPLisyalLLyOnAhmQ5QcTEVlOsTJhNSkQ63mzsMMuHEVUsdHJ16wJlQQYjNkI3Qw/JVSSsY4VTim1QV8wK8BpqhFtl4IRqrYCrM1rVc4pxtP558TToKWiGqIcEx8GWudxXGbwVrOXsn6MV2UOkW12ZThMvgmvDjsjqvwpvRS7xZdzJMWlvTj+uASjkAA4EATJ8+He677z64+OKL4bXX3Mvz/r/TjSEvGHb5GsLHoA0QUGAAFcm8XPbgEGy7kjeoFYaswOAEq1TrWe2wdQ92GTRmyQOvaj4RusDYqL1Rr1kGzErSk9T1/UDkTt0MAwNv+vtqgix8zvn+EfA24QRT2nTn/oDz2eXydqJYgRXYUmd1+vNayYzWg2u6SZufl14kNJ4wb+mC/1eiV6T0mieplPjc4W2S5EfBmXImtuamu/KC3lAP+z5K/P534/6W98d93Go/HcZ/YtjncTE0TzhTbtUdHR0AxYFY5VB9TK+SmsqB/QvRq+S5NZKctllwOY5PXxURW6oWie1pFbRl8BtrXfgr3MfPhg7MOrgwNFFuzbmZ+xZKk+X+9p61Q9NYPWyvf6mhkmCWvUf7A7xmKIIU6QBnA2m2J10UxTsO1tl4D37kfzIpse5kR4sbad9VNFn+97Raw6Fd6E0QgUnZQF65nuMa5INoeoWy9GwS6yYkwRXMgifaWVP1cYBiMK1T+HzGyabP6QP3B1zfnMuuhKu4xYnbexDm6S7jfnN8jDPHwYhEmQVUkqS94I4cORKmTZsGkyZN8nK7/q84D8il5G0+cgYOFclQ3tcr0Bz1COTAEUhd+AL7hJ+LXgPjMh7QFG9oS9e4d/0gtocNInneSe0e7pTxJWMNtw3htYPIRf4qxL5yrMyN9pUPzylsvcKZEDvQIwnnwEqLRyK3Ut2vvM6grRUbyRlXha6hibb7oRo3PfLqWZoAk6xQXR8emQgQnAZGCl+JzoRT/gmWnnBJghR3BfW+hLNA3cITYWjkHtgFyQoP6Xie6Jsiq6KhspuiXqbmytAT0D1MrlilU8kTF6wj+I/gspI5rj6bYb5PoTO7Gi5ml8oKlqUpC+2lZLBamRTnIUntyUeCDamSMwp4LOmV/bzF/gt7NZraPCBi5nelrMwm+WIBDx3Od7JW0bWah97OeWHoLCUqIKOi3p2HrGwtlM8JXzOVaxJ21qgZF3oGIijc4REsZStyKslO9DucqqvQmyWyzERdSBRIQYhwpafqWdY4Pgdu2bIFatTQtiP07t0bfv/9d3jnnbLr/z+eeQLI1b3KQp7mQA9JWgWwEheqMSQ6sOvhQvZPW5M+fZ+xWbYD23piOD9JPcx/BDP9T9gqyuSqBlixTdCOs9l/oK5kbFe8kftezswrSj4r6t0EQakYssF+QBYrW//WT62qkU6wLbGDzqsknTAOLhDvRrtDWaO+MGB2d4tUW9PScFjKgRmCt8qldlYAJFZI7uYRDkm5tnM0VrzBaX16yiNmCQOU537B9wqcyawFLn58m9Xe1N85KgvibMVy6URZbc0OFM/wmrv4uXBhyL7Cqka/IFR++zNtcxFGGlbF6oz3yRJM9PkJ7bAi5zcV9CgL2rGbbFuY8q18CuOek0DhCUVqi788PE4W33BSZbaTuS8tlArX9fwiuIr9qVReU5nxxQTJCS4StGY0FzdDpmTfytYpRCeKojafd4vZrGq6aR+aAn81sO5C+L8OqBo1akQ8CFu3bg39+pWN7OzxjllfalQnoTw8crvucd614aCE+llsPPNkwrQUPavGRW6yvU8D9gCc4VB5sDW7FcZErNsEY5LCDHFBhrKxCniPN4rup3Kdx+FvkbeWei1r1tq0f1hxuK0zeePcuFS7HdP8T8MA/htIB7jQsOqbV4P7O3qKochHq9C70IbdApXiCyJsQcFWFr3SXarQZvdm+Mclzg2LXap6YkCNs39u+ZxNXQbeHu8WdL9U6w2XsL/JC7Kh/GeydP7HgbGQUxhbrCnCPmpu4ecnvnPkY+E8mCOeI8+utmbsBZdw3iVd5AUpj12dhPVwfkZCSQ/n4pB5whmOzT+d0jvgXESIhkH8F0RlwJoF9teJc0peTCRvruF/sr3GpRoIW4HnmTcEskS+EzgQ4CvROK+VBSW2FiVqUHmuqIFWUMFOOAdRVisXH5oqq/jS+A06MYF/zu+kwuYNQ3iy+axbjzbJQ0XX6f6nwGvcJDQVwbGu7F/Uj2HKaNa/rKgw9i3HnFayxHJ3TKXFKJ1g69LLRcNBYjjqgyuV3nMs658ar8SQpLoVJIvXfiZyPcwVOsJ/DTOjYxqKGp7n6P7YRqXgxN/CS1A6+pzQS7IggR0YuDdhklXLO7k5GtPoFcE75NkLL3ndb2wvswIXK58Exmhu0ytqmTGBnwKvxcUf3PJbjWsgnXjZX1+7ZIv8fnFBplaYjPA58L3Qjkpwoyocg37cN/CJ/3H4KvAIlCW/177RMByvZ4HQHjb5T9JUqBqyBwztSKi0qsdrVS8/I8CEzPuhtGhyxN5rDls/96n8udKZqd8hWp9rUYxlsu/5lF/nSu4X8Merrmpe8b3kqHVNvqdfWzHTd8Eo3BMenPDCVF6hTnirrOLrBXphByf0cShn7qXstxlFbI7rII4WWqVfEj+K9l09er6Li2OoE1B2RIErpw3+6aEioCoHmJ0EcVwtFM8w3hB+tMxnT2g9G5Bc6Rgsb3Czxuz0Ud/0tKm92LnEV8ULabyyilUMtULeKrGJbHA8gp8BbXdN11SgrKodo3zToEben1BeIAWlvhSU46oujfmNHE+g4AEuWpwcK1iNqAsHLb1kyhMPR24zSPWScCMw8Ydqkd1Q2gPzGwyFvuGHoDyBw/96VgY7wP4gWXCgIKsh3BIZnsiwW3EN9yM84XsfmlAI6HjBjKizpIWe2yIPwsxKdDMn2ZAU3tjiayareuGMgxu+EgiS5S0vg228veiD4gmloKinOoUX7bsIbrWY79Gr4aEXWSoUgPlnie352BJoZQWSn92U2kD2Dt74vjCQdrJIxzZ/htLM+3uxnUHJz0u+F9rb3icqkZer7Rx6GamvDevi6wCzjhQ0P3bDDv8JnsjpP6jrSlLTjt0MbhnoYu7Nrtr0u3iS4bYPfU9Bi31ezNgdH1QEVOUA8xNV8sA/idkOL/lfhbKkB7cMvhY6OHrMm8KlsooOLWrfpLvDg8EpZuacKL+snEiXS81k+0Q1NZgjsnBGRuRw4ra7wkOgLyH7hXMWCpWPlQ9jOpzN+bzOkJSMmPVk7HMfLDZWVX7UrCHI4yoXNa+4gFthex+lkoltQH8E74IlwcGygTbyi8s2Dy+4I2z8DvXMCjwOF3Co9Og96uN7bDQmNPSzeIprYQw7jgXNLRJWi42JQ/ym7b0m8yBKi7pdiI3BxY3891CaLBHN9zXc7r/EEy0ffzqzTq7y0SQQsL1RwS/FFpBowk0KUO1gMyoTNph15dd2Q1yAxTn27xmTXrfySbNhlIVW5o/0M3JqGW2nvC4rxZpvT5CJyNdPK3bXOh/uiwyCnqEnE15iTkFxAVrw3Oc7rL1+VTZp264CBfBsXMRB2de8TO/+KrYiGgSrOQCVTVogRcO1EJOkZrRnNxqu5XzcjsQbvPtkttl4d7oFK4tOr3PYQu00QDyb+wdyQ3s8qy6WdyoCqnJMdWE/fAsdYWa0izxgnm7UUrUkeVlccKBJnZNTyk6pBqx0MFSvXkC4qcgp6mjk7Yn9tze3GE5TnVSrMcfglHi2x5ix82uy9sir0SvkmQSFkob0fejpAgOn7t2N/iN20urpADPOZtmzZSrjZ9eKjRlVoVdI2wan52rOerDZat8itbH8KrSyDdDs/F9oyE+h9cUL1B49+Bn5xSKoAUdgkdjWtUKZOrN8SMqRgzacJ8GfDbUugYkiWRZ4SvRS+FVsnfLsTyKgilfs/s4gJ4X0M6plCX72F2x/2dYQ9BnfW/L/F1a7AY5J9POck2o+mbCNuDfiPHHV42LCLBDDQNewfUDqWacF43yfxs8oL550Q2VNNaN8H6Y0P+VGeZbEGqkJzKJoWfYCXz6dnPcAfn5a2yVpApo6JslBfVv2JP9kOIXdYvo8pFlKu1r+wngFzWqk4HgDr3M0QmMKqUrjk1gsupsPLq9UBFRlBPqN2JVS8cLzGnM98IygKeX/JrZMyzZh25vCRwR1MzzpPe9/nfr5mh5YCG/6noVMVauJEzrKJpXenZgPmhhPory4EmDhZ65cp9GbJk/KhX7hEXBveJDJgoAB0M2KlQUP+mZCZuHOtDx3CcEY1QxskZxj0bbSn9d64+Bci7LAUXNV6HHzFxm+GSI22WR1qykJGtERNQLF6s3qfdNSC5IVUiswCeA1uGg4QzW0j6I4nfZ+KBu/XsstgkVCO1fPq3jDbRVrwWmhN+CuyFDN3+9mtNYFCnPFs+UL7nPRa6lex2yhXil/PfwTGJBYQEsMqzGXRuGWF6NXUc9xmJkJu8Gq68AvFMmLWKtACWfsHjz4KBz114bpwgXwk0rA5I6w9nNWWFy1N/Q+8j4sDdwNPdnf3G04qRq16y/oFTI39VZ4wa9VtVUqHy42gupeWBV/MXql/O90ts2rbQ+cgiaqLAjAy3UyAZ6O2gs4pWuGkWSyOzBe5cPK2dDKL2g+S5zzM/iGVXZm1IvX4CZM6bTZ6o1t9WwhVIXui9wjtz7PE8+AZdnnA1zxKoCJHHghZMKZhT94sn0PqTz7nLC3TlfYy1t3BuF3eXuEPPP4g4lyMppXO+1SgnKiJFkaVARUZcQyVb/pc0DO0O7iG8jlbDRbQx8kZLtYA64Pj0rLNvk4RlOCJ7Ut2KGeTapUvAO6cX/ZtjqY9XC78doyu2DularCYznWVQ097/knwOrgbbAmeCv8JCZbni7jfoXTVHLkYqa7GQC3YGaf1NLA5iWrbp5RszX8UjW2GEkHOOejtNqpwbbMIeG7yQ9iGLjCpv3ADrPhazPseul/EVvDP5KzRQTNYrO0wMD21siD0I75N3FbAZOZqO5gpVMvjpFuFvgfgLH8O7JZrRaT1j6T58GElTqAxnMEVs4V6jMHYEq0p+xjRYP6seliYs7wxL/fFawVuTgptpDHRfjNkYcTUu67TWaT1uWcBdlivqxwmsmUyDYG6kDMdUBFagOkwKmqq2ojHD/iWu5HaMAkPa7KC6go2mLLB7ApeDP8GBgKvVOQDrdTvA1LnOVi12klYqV4AnQJ6yTA2zkLCDFh05FznkBNBUyM3B6fRVN/CrOFziDoBGzw3NCI2Sd3t7CSANC+D4AQO6fguUPNrZkvQAHnTUfRqTZWNmasaT8aopGwbeV2rp/c0XM+txK8gzH9Sy1In0pqWVARUJURl3LJzOBXQC7vFzJZkEGo7jgdwnRDGz95BsaOF6O9U0pMzBS6JOQ53TDL/xjx9m/F04FjjRuEmWqN6R3DwO98TM1GDcpPK6IP431vatoGgv8mZxNKi2vDow238ftWaX63awFSVJvMEAKVAa55D1bvsxdrWM2cmFBctJMPpvENw5a9fyXzDJtyIXTLP5L98LwTLuSWJ6TOj0eE+KXAIGThYXaxMbsP3vZNlFX00Jgaf1AExiwJgtUXtER4xvem5nb1/UdEBsrV469yr9NsK8rh49wXzsxE/ElhGUxEHPTVhUKdGMMvgcGyh155AGdH9/JJQ+nBOuNQEs0L/5BVKjH4tKrCfCecChtzztIoc24O9nGuGLuRkOzqeK/hpuIsehlvM5abmBPTiFLowcCa1PLlBai46Bb0gGRUhqrYtuYWbKu1U2N0e3wzqqoWzn6HJJ8cDBo427gvWEHj+eY1x1Tz2gurJNVMr+B+gVcEbZvxm75JsvKr1blTTRFrfW11281Ei8BlmBrzptKpQScIr8d8HzuX065ZjncqAqpygFnL316uNsyQkplKRckH1YK85q+cC+BbPqk49SC87+p5cNYLh8m3se6EBvBi9270YnCLWSsUfsYsIaAaFLkPXoq3gyTaLAO3GZzFZ/kf19xP++TOqh2pci67EkqIakwM1UJE7VNkxa6r5wDUaA61JfuM7jamHnXV522hh+19cKE3mJ8NbulnU918J3qx5+bCKBxTnrCTcVaDPj+tdL5LsfZZb9s1unLLYTQ/NfE7F8/yWmVo0XjTjAf5j+XWwA0ZbWFXZkv5uMVAao54NvSLPAT3R+6GULBmoh318vCT8EmNQfCycFXiOXKYYtNhfBIf+p9Om6nvHqkqzCN4DNnR+tgv8JBvBnTmVsFVoSfkRFFvizlCfdClP9/Z0uFW422+oOF5/+g2k+rppka7xb0CjSwQTiWa2Dc8Yq3sqtCa3Qb3cF/Ic8Gkdja3vFlPG4DPEc5xrZrovkpnxElbI+swoMIW1H6F78r//rDuo9Ai9D4ckbKhD/ed1rDW78wGJdMXW4p+HD3P1irAa1Ck5E9/sgU4BmOYN0rM5eo+M9In6GVr6aMRwrFmg8j60jLvhWrKxADaCsb8TzlQDP8lKgKqMmJ6NDmjdCb8TbzPDhMJ2sd9yQWJV2DAUcIkF+k+iiFRUuYkDDyMjNwCozPcebg0Z3bC1+KZthc+9UmXdjEwLH+C4Ta19xAS5nOIQS62QYz0TTM8Hs+teVeTZ0DSxVT/eDm7ryda5zQqpT2nVAb7eZ2lbHsYErkHvKQblz5J+mbsLsNtK8WmGun5S0LODBWd+HPYcXUoVoHEoWG3F8bPxM6QZ1OFVDMv8IhmUesTiqGg2N38oxWcrgo2n3Hm/4bzc4oXl7pN7++q3eD00GQ5kNqpUpLTG9Erv7rJ/Kr5W2ySGFb3Chy8v5ebBd1K3BlfYzULM+m48NHPKyInMTsgN3rQUJj4w2lXQF26951xhE7aeWy0L7ziUHwkygUdzfGtkxrCJouqt1NqhbWtcX6KKp9lEsejavA4XyzgocHNwv+UiLaqgMIp6teUKPze9DSulpW47g71+DpixjjfO4l/q7d4l1TdUR3mTl1HxiOhF0Ao5SSrnqzCHWmzASl0IH6DiBYz5rVy3SUgyisVAVUZoe5vHw9ks88aQukNaeKJTFLtDrUIijr6FrLxkesNCnhfBEbH2u4YdyfrW/mv4X3fM7Z93GhuqHAnhdQ0SqXWF4yKdzdyCxPbiVndlQ36yD3SeilWs6zq1ro9QTIZTi1tIi20yltqg89UqAmHbO+Dg7i0YLuVnURuuunBLjXIJP8sKw4lL6UHUlxwk9gpVXd8XG6W6JWY1GwQ68MjDgUUJsvyzzFmi51g8wHvxS/UYPvQLtANtFPMWaI6HYJzQJhcaFainXHry30Lj/HvQ2tmC4CkHMux71ZpWUp1+bpJqicLQTiBRlVrmO9T6F7itI2YoRLmacAegPMOGBND13GLnL2cPwvyM0hdCNpPNaPAvmp7a3gYnMP+7SgQsFuolQb1Qv8akoEoZJQuA1s7MLh/NnKNM09HN0FcGjQGKpfErs3X8j9CD5au8pgqSocGzqfXFZKCTj+I7aBIChjmqAzUJMuOtxbWQZZIPm86UeJU2wzQGNWrYXDOK43QmKQjrUregZUN+4MZbRuY+3wej1QEVOW45Q+rPeqgRK005zXtji2CNoL1UOjLhAzizeGHEtlir867XRz21X4aGGObiY8tjo1bhEHHWN97mtveLh5M1QK0Q6oBUZ93vdKpos/Ep4oUz7Ktlqy9cJBlXHvwA90cBvoo3cgnVZCcSLd6RXN2F7RgdsBTKjNPNEHOZYoTym94/HkNTV+7sk8rVNLti3YzEgpNs8KWxtQk1Oeb9+VsenoVmiSH+yy254TB2P51af5HwIthOJv9G7qxf8AD/EwYwH8DXwUeheyi7Ykh7J/998G1+19IBGOpcDc/By7nfnX0GKv2RT35AXOPLqvPcJDJzJX6/K1Pdu3QeUPRcKCSvZBF6z/sOxV+ENtDdeaopYIpSRCpWpF99atraCJ8GO0q/xtbtk5V2WWkym5/U6q5TmyBR24LD4MXoldDujifXeHIogTXExFdV4MVoyKxhbGyWrkgb4as4qvs00rFV135oeVIMLmGeN1PTjCnk5sK3gVodUViJooHUa6kk/334seO5bmL/LdHXLTvfRsYAb25n4lKtt93/xaK7jR2cgRL9qekgkvqqFL8Is/h/nZsGp/vIpA8HqkIqMoImupNh9DvrkYA3fKBLzmYWUJYtHC6rcHFBGb6W7BauW48EU0oMoompJOq8WyTVQ+72eINzYRRNvlrlZSyExjCbJYVpup1qeJ1QMUprWb2e2Ev4Rt4UaVQ94UDCfHlFAGbE3AB8xFFBexcbrW8KFboz32rkfFdGSx7XyLMnuqDsO0SndnjA5HJ8FngCdevjd/6evBu5sT8dej325jaqQSZYJy96rrnTZjufwre9D+nab8UucyE1QRWaHIE70QJXMuOU/BrvX6Wprvo77VEaAU7fLiIZjT7rh0H+Doar0F37bXG88KrWc7PbbUhz+AJRUNGxP57/FeqpzESpk1o0HDIpw14zZJ6kXhi5lbua3jOR1bxfC96Ucrnb1zkOjmWZDGFQA61It5+3Yxbg5KNsoqvwpORmLLf2S7sTvKy6ANBPShnrue6kLkS8nwz2W9JvT9TrLwOm3fRFDPOZsjcgN90UVYDkKo4F1hCQ28n4PlTsQWpx9h3rKj3fdytvxPpA/fjmYqAqoz4Xkz2oOOQ3581kkPSCnhyVMQH0FOElJn1kn+45nKpO/baxl2jpa4N7zxupakaUU3pIKxocDPVwrY0qAb5mgBK7TWBsq8lkh/u4OdC691Jv69CKZD4PEg8xH8E1Q6jvKizC2H6Ti7eBlRCdqxyhN4oXkEaPEfjWFpoFCDbsFupExHqSqTTdryy4vbwUJgWz7p7TdWs5LxWXeYQLJLMZ2UmRa72ZI+dC10cPSYDQvBxYCz1/Yuy68tWE49F+nk+MK54bLkFVQgxa+1mTg4FAW6MjIQZVegCf3Ub8/Sq98Cl4adSGlxvutfYlriJ9zY5kipqsQQ7no8kFWpp0O9HR6Usy4AKZcHRAoXENOFCKMxqCKlyO/cl9X07sX8bjgSzSsI84UyIxtcEVvYEbtmf7d5bs7VOTAepaxE4q7cSbWgSrI0l1y5i/0iIhOi7ZbCbYnrNYbFfqmkrlAr4+WwPkI+Dg+CsY+DRyC2mfwtCWLNW0WM1I9qfo5/RRAGnuZI7oZDXfc9Dk/0L4SK/te3If4WKgKqMWCs1knvHkTBBwUg58JtAzH0dFZve8D+f1m3CBI1ysjkKxmyb0/YW9Cp5U9B6NKSbEiAvEFB+WWGBeJohy48nYHRXzwwnT8QDwsPhmvBjpuVyrMRVObbecatdEVGhLzVOKZkCkOGx6pgQa7PpBktt79pR1Ga4G5p4vaBil54tEl1rk5r7w7EZGreoxScUlBawVGT7S4NlwXtkL7R00KFJcrbzLf8k08UTfn6zRWd9/SSK/NVgP5jvt58K51ouJNSYHYbJmSmp3BlNfiecBtOFrtAy9B5cGDKK5qwWm8j3IdGe2QhtmM3yu6NpnVRXY5Vz1iKxrWu571QW0GrcBri/NrFvgce5rD7cAk3l3GyhucdiPySRLZi3KaqhURY8nV0Pe2tfACtE8iKdFqy603Ij/z3wx7RzxUrLMymJocy4mX1fqJaJMBTzx3p2VrHvDkEj2hvDj8B7tbQVKWzV1tNc1zVjdv6YFE125cANMwAadYKHorfDWSZVNmxvTFS4b1sI+xljEi6Kh4XJLu3UmkFpsyOB82bVDvwun86yDPLnJMvmJN25P6i9567nfoDL2CVwkYWfKBr+mtmJoB9pjkA2rD+cZa1EfLxREVCVIXZ965XE5An7ojQqnik0rhpMHJjfQFJ5y04e2OoisFmqK4tX0GIn9W1HTxNltpjoRuwUg/3I6swTDvGeSFB9U1of9RfEidHrdG0D1guC3b7UM4929Iu3qwmsl1KpsQXTEulk23tmquRP8cKHviok5hJaAXuqPNnsUDKHn4udLO+nntEiQVoKKnKwbiSMUTL+7ai9HHx5R5mbUxTnGCG5+PhdZUaOn5WmQ8YC9UA1VkQwQEBzavzZUEcrpKLnV6EVvBm9RLuNxOMt5pBDQok12MS3Xn4CKuW95EKB3D6t5twdb0BfbgEsIZisK3N2L/pekf+92KX59l2RoXBb5EFXjz2UY0w8nBNOigWlG3+UTupeLc6TJ+WYGjNP0Pmd2dG0RKvO24iQRNok1oWASQJATWWIvZe1Hsq608AdpbN6QNESPB9YoQRcGp8rD8EZSJRoX5bb3SDiosfKC9HUtLZFD4ABX8n7xxadEFD/cPIYOaUwbirP+eAQY1wbiaKXNXBrgsV7Tdc7ZokndfBNo3SKXlUXs0uhHWs+s4jHlSkMA/lVyAIeu6s6az0s71QEVGWGBIH4EL9Zpq9+ldId5JtwddJwdVYouaPXtTmRkhYoeEppdOgneMn3MtRj6NXmHHscGLbEfJVXwJLl1VFm+Cx2beIZ1D3pW6XacGn4SRgcTkq5Gk6XNpu8Ikubyb/gBG9c1EkXld0+7y7I/LFYkDlGiLVKWRP7EI5IWfCZYN7CNZifpfkdjSGVlhh9D7xVuwMKSlghzyRYQFJCS1X23CxL53YY2QpHSl4EryMzjmVqM6K38F8n/j0zmvSpc+LbpAxUbxDryZWYgZF4ywxFaPOTeAo8Ge2juc3pciX72Fb4M3AHjPZ9oJFaTzV54wWT/S/AMH6mXB3XLwwzokflma9cKLKcKbvnwBg45K8nV86XqVRXH4yYtwL2O/gc/OgfApey7iudEkFlr3dJsmWaljvOczc/s6vK6VT3w1mxV6IxwQEvl7r65yIN6i8VT4JLT7afecSkEgb+N8QTQaggWxqQ6hikqsj98X0TEyIjKz+TeDTyrXAaDFAFHG7wi0XU1g4nFi8Hr2hqIhJze2So/L5ItgKXHno78e8tnHF+KQo8tC8kt3Y6BSXpaUCDczVhf2WYaXEdRlCwqG/4Yarnv4SLJXvmCWfAV4IxCKrFkCtQCqKZxQHz3wpB/lvv5jgCg6m5gZHyv6fAVcQwoGqTZICjNuvsFx6Rlm2qXSkZwCWzuc4uLL8IyUxElaKtcptgH34h9XNlQWq+N2YXzINSJXim2jj7J1A9fIZ/HPwb7Aubg33gN1WW+Fx2FbRkkvNkYrCK7VapGXtxaq7wYyN9EspRGkLHoDDsXXZQad0ooFDooV2o6M2EA0yEGLD/LrVMCAmQwD73VLbH7+FcmLJwshLX+LyUzSqt0FsdqNld5QxTzxH9vKRnnXMWp5oRvhnQltFWOyUX+zHJ8Nusilra3Mt/njALVng15z7qSlqGFKsOPxYdANeEH4et8fnQf0Wy59K/OadDJeEwNGL3Q1Zc5ltdfaRF9Mhrp8fJzlt+kSjnfPD/cm4J1PNImGJTpvH6rCeXKYTc7cmWQ6s28Jbrk4IVN+uMydV2BnbYdYRoAibCQXwSa56sKgY/hFV+lQheG1GpMRVO3v0J9X27500HLxgT6Qv3mZjH75BqwaDIYOLf/FKy8vNcxiA4pURb2ewWnghFrDfqvzQtnBgU68+J0UBlec1jRQ3mKHzqfxy8AFsITWEYCAeTreRqgiF6gYvjgYqAqhzwGXSFEGccaJUyyDthaVDHgZKLGlTLSwUUbPiLInO8xqQ14gPdwkThW/F0nYpPjO+FdgYZ6hWcsbc4hFbHce8FlHXFxUjigpRRFQ5byLY3Dq3T/M7Q9kqZMMr3IfQJk+SIBdjGphasaYhvZ2XJflaAUVUu9EaHatBfzGpBr4BeJKSgR/kOhvqcZ8LV/CMZ959jFl5a2LpjxTnsGnkA14zscuQIf5lFiyUqVqp7663krJ2GNihVP9n3PFzPfS97R+FPq93WptgnMdvhaV8yI2zGwtxemsXhC9Gr5HMEZpnV1gb4PR7ly7f4CFaWtvFNEr+r93WzwKdJ0Srox30DpzHrLb8VPN+tq9QpcZ/xvjdhfaAfbBWdBzU1j66yT2RUMp8BUWBsstRm53onST+F6kw+1LbJptNSyGnbpUiZezRYhiL7AA4r9S3Xv2r69+ccyK1bietcFXpcs/x2Ov+rubfNQ0M8fScGH6KbR6N6YRcCSd9lJme9W9YxbvckH1l8C8kneIsVcN51odAIx4zltR5utHYuZjNzqcxNFhu2l4Eq+8neYvUPlV6LcGlQEVCVA3An3VjpHLldSo2YXZsY6FRVKdZ5xQGoolmQPON7i/qxoWANjSgEKuHsZeiknfXg4ToteiF14BaWOMOizQm3RIbDc6rBVFwQvBS80/BdvO8fDxOi9LNgaloVJ6VlvYIkGoKs9dnPOzmlJti1fALsYem/71cIfmYKK+PzeBi0DjTxdaHhWhuj0rejl8AHuv1sTHC46f2bsTFxGDOw3aeHxdDuBZw3bSoR3f5uxVKunePnD0SOarKip1j0zaNBs1Mu5pbJ6pgKPps5mJPZrQaT72+GdDEsRtdknA4HMpvJhpOrxCYwS+gMPcNPw+2RYRDOSM6qBpkwLKgek3cuDUjiJ1bslyrDJ0KytVLPMoJgCp6z2uT/DE/43pdlrG+NPCgv7rtb7I8HC8KaKvFhk/MJNVVN5mhvTVoRmM3fSrx1BRwV5vTneaTGMTp5btyHBnLz5MqM1ZC/c7SLy8+Ec12rJtoZyV/I0s9QW1Xn3/FP1NqcOAyosMPgusJYhejDOo9A05IPYbdUDa7mfjTMMYssfQUzZ2fy8aUNVnSXBpMzuYoLivpzNKvAKPd4MnKjyV9SZ2jEyoog9joBRpt8jASrw640qNbiNQ5bGq3IYMKGLfSFyQFzIOr9WrYsqQioygHtYAPsyGkLw3U972K1E4kyvc/7X/d8G2rAYcczGpjtxZ7apZnnJnpyMaC6KzIEHsl050OF0rOfiUZlLz2KhDwKexyqTac2dsvR2AC3GsySq4nGe331mRics3rYl1wIahDChlY2Nb9naaXjRQ+EI/TbrdD7NA8rVA4utsv49p4YT6tb40gSw6isSINR9UhLI8Y4zIuVSbWP2RWhpLluqjhJUKjZJtbUmPP+RePZVTPWdvspf6lsEeCEBge0CxurweaHr3Tn26afv+p5ijNj56zMgC4LH1v6/FP9YmgamgaXh5/Uqniq9mP0IeIkAZrVzHb82ZDYJZl3EeDczr2Rex09HypN3sp9BZ1D2oTAjw0HwSKhLQzkrJMMWB0+kdkFPbmlcAchIdGI2QdZ0SNE9c0rQ+49y5ILSN05I9e6snsYuwMyrAfjswLkJMLR/XSCCkrQuEZqBOsk7wKq6mFtkiXbrF29z2camXwSH1sE0chr/peot+sR3zTqY4910bd7ajgW3EkMK88jDudnaHzECiB2Dj2YSxYiIKE+q6vN1ol4FKs84ptOvNY7+UjGFI2Vr8XqJNFY/h3P2mFp2v3029s99AxVEtAtThNpEsPAxrbpGVMpb1QEVOWAF+BZoukgd/hfKM9cGH4W7o4MgaUZ50Cn0AvyYCq6euMPsi3P+eA8qvNgW5AV6JWhZI+KIQArz7NvCWrFbIPGEfLnqTwXKvetbNCXeltRvWxn7YuAK9hjvb2c3YyVN+CJtUGDZKuQV9DMR4UY+pPsQSnXdOjaru/bK3piKw7hxK++uO61Ubd0Cr5nrKBYsaPZTXKFRc170aSq1fc0Etdo9FilCRQxmTAmcjOUmNgykMBgQ00zhlzx/VM6CU5rlPp+jZ/4Y5e1dvYYLgD3hJPzDZidbRjaqFloXcMtgkHcbGjM7DG0+mYJ+fDegA6u1mVzhKT6KfKBhXjA2ewaqBRXb1Mgzj7qGOWbBpcWzdG8nxriQdn3T5+JTpK8syJ2ZCb7fN6+qYbbB/DzYXbAaBFhRUEwFgjLgg+DnVfh8Xz7bPRa2/txBON0bF3MK07NAyxVzj1J20HSkNlnyM7LNLsQFtcfKHsamp3fvhDPgfwc9+a2auxFpJKwDk3paVDOoSFfJVfXGHtjam+2WVlvYft+/YjRy4qGSlK+IdGHx322iXk4qsE6BZMA0x34eSr7mDemBpDS+zi1ZDL83eAmKKxs3+b/X6AioCoH4AmofsGqhApVApbXzObcrVpElAXfZ15MvD3K+GGnVBN2q7LG2JtdErKuEpj1uGNbkF3fb814Hzy2cxSGBOgSek7+/ZiJgMIhyIUawj7i355SzWjgAu+NwiFUim/rxfoQ8dvLjpYeDMAx6+DOCRJL75f1m+9Mw2VOBHJm+cvASM3QNbaIKng1MG4HDl7jUK6ac6JLE5WtzWJtCNu0NjgF3xtJCUzNnka9ZMU39bnhVaEXXBJ6CtqVvAFvCJdZzuvJ8yY3TAe4bwUcYSrBWqkh/CtZVwk0qNKdOK9jVuk7rXE1Ty7ZGMRm+OnbGPF7QbliPd0OvAv40aLJ5xnMWhjOfwwP+D6BRYFhkFWk9aTpmjcd6lfJdKWUqM9mY5BjRgNmP2zSffZoOk1LoS8Z0LNSMkgaEr4bbgsP0xw3avrzRsNd5NXo5bF/MObf3HcEnzgzDlSKtRcP4r8AeNV5tRLP8yP4GcBI1oHRHdHpBinuC7gVUBKxF+C5LDQOZkZjLaKXs79Ca5WYUKpUOU9bkcf9zYwl9W+DVqF34akoud30rKbVoDjTwXHqAXOFs0DKrUd9/6fjlSMlJ9T58Gx42feSrDSpBo855DBLn5DC67jClZz1XE04mprwkj4pgtx8bIpB+RDVZ88peRG8ZFjkLsePwc+TZAPySfRc2NXgUsNoOM4W4vqrDZO8juj5yEGAhmxqdkuiGo+eafrEjpmnlYifpTwjmc7wrvxQEVCVEfqsf5tDRudqfvcyqgF+T+HMF9EXFGkv1Oexy6Eb+wdUEYwCFk8UjYPLis3FCZzOg6jBLH8NSC6Gt6sqYVaHbRXxsOmcw5RoT1ggxhYTKOTtBKvB3s+FszUzVJhZZYTUlAwt4Z3PtZghcfQBRc/wfHjJ/4rmosUSpMlJqCVpKzmQ4zaD1hxTH7jfEv4w8e/GzD5YHtSaBz/jwE+NRFeKOSr9roQeOiir/Y/UGI5AjmylgHM2Zguk28P3J34fHZokywy31s0gWYFtPGoKCAPXMvvWAFdcOsGvGv3iTUFOqux8Hb4KPAIzA2M1wbLEBWTJdgWuiN7GwY6k3QLZN+eGnu7lr3ERnhQ6SO4Y30odZHPycdE+sEI8Afb5GmiMfU9VqRe+GI35U32mazXbJ1XRBGTYIojgDBYtGnGdotg14N0s5/YAbKG776MBha3IaqkpbJRi372PEUz9Bl2hC+zzLBId+PXczH0DT/Hk1t/JfU6D/bXsW929RFZvzaCrMuOM0DZ1Gy1Wdor/sRS4ab7TWnDGLXVLNpp6RNHwjE1LITpWptq9EWa9uw6bIeDynWHlCq56xlBJBJ7GbjB9LM6YOuFI1TbwcTwII82pbzfxVC2GgLw+4mtQtKr/B6gIqMqIefd1gS1xeVsBOOIhzOgucFGTjL+30J9M3vNPhDf9z0Hb0B+GR9YXd8NWztoTCS9wbsAs/wrJWXtENQshj7/EE+U2tGu4H6H53i8TixdFUc7KI6LK0TWWLQh4wq2naieQDYbNPBm8QAh591RZsZaWmjn2lSrSJxBijTMqpKHwbaqTsdVFAKFJMFgZEFqh3n9JlaRupWCuTaINl2yBqREQoHf4cXmhjLNV6LGjnoPZBWTTUjeXhDPZdbCUN6lYRIqpjX09b96JlsAXAfoZzZLMunBFeGzi98Ml7jfcagFJokqm9bzkAqG9LN/shL9GdYN3B3SQpap7hcfCR9XupvgctfcYFb0FuoYnEcUeaKl9WDWoHw+K1vnIJsRmyAIoLju4CnPtrwHY+kmLE2lys/lfK7qwq+BG/nvi3ypn+i0rdal8T2Z0QANzXQYHBV5IfCqc69jDS201YoddK7Sad3RG360Y+lk6RP0+9Aq/NPSNjrL8Oyqj7gyQAwgU8HCC1bnBF68S+XlWU8FFRWJ8hwVgnnC4wWQ/NJvj3Vuf3J2kCe4IPOubDPUPLoZWdctTJ0/6qAioyoj61XNll3oliich5WjL8VP81rNFau4MD3G3YV6skuKBAwpUOCVE+ZglYmvoHx4OnUIvgp9j4WXfy/HXJdNG1UaFLNTNojRh9soLyOxQMgN+U+RRuWWEVGpHsB2qytG1wLDmhxEOgRdcnzTnwzYjiUtdlIIEE6wE8Pcs754vGqukNahhfzI8NbrCcLH+qLlxf/2VcJF9XbicWpaVZMjrBgyg9Sj7zlqxIfExmSl6pLklJ5isFI4pHAt/B2+DPtwCuQpTV9Ui2ZLdAU1wZigFqNc1fDBl+X+kxMGcRQLBpIJsUinGwXu1xHbpJKaUbbK+xM4QLoB3hB6mi771YkNYLLSGomCyOhDkOeCFYrm98UQm1s5ottg9mtUUZgvnyO2H9/BzYpukW/SqvQOdkJdDSG64MSejfIx+0d3zTPvtnuibAldzPyV+x4qfWnhGjTo5QYvaSNmK1ge+tq1Q72pgHtANjSSN5b0CRQv01UEU7zA77z7CK2IXDLU3Hy1o4E2LPqkWtBEg0tOQ2Z9ImI6LaE3D1S1/HAgwzR9TLFRj1wpuNS4wK+DM98nKfLw3txiqHDJWlJVr6BAwV61FwSfslqEBZ8zq7JwHnTmjTYJCOJvcrooJqEpF20yv60ey6LpJjhcqAqpyTKRVrF1DzwHCYjDVTEgCMaJ5Db18uBX6i3pBiH7x+360GzQumQ7/ZJ5ueh+12hmeNhaJ7WCnVAMCPlZeXCAXhCYRH4t6RGrUF7dMpgTqM7ELC74DSXfylOc2VDwRvRm+U7moW11gsP0m+6Su8KMQu2Ccxm5Mbz9xiRM/Dzti23mIS1aQPq9FVvLLkrStenWYPGhx5EfYoxN2mE1QuVLvN/jv5yLmniuotphuSEPRuO9hwGJGVGItW35SAQOCXx++AH5/pGti7Um6QKHC20vxxIJbJJ061VrOKNOtwLishmIyA491/NlY9wrL++ICeFq0q+1z4qdRvYg8M4DrcPU+VpoBlWQjHW11Jjh75zvQk/sN5otnwPYaKhU4hoGsIxvk9sa3fRPld7a0ijZrr3B3Gwk6ZO2Hulnkc9TNkYflxJEbFrZ72TCLcWoo2UZrV+GnRUnM6avGmJmnQS0TvleqBhslshLqK37nx45auIYkBrFdjFWMqxSbnzsUso+ZG03rr19ewR613y7kcu7XpPciJfL8DCWbJXqlz5N1ydHB/OeOtuvjwFgqxVg8xzZm9xmql+M571WW3ZJRtMtUgn8zQ04MqucQzZILeurtmAcdLLpHciVzlWN5fVSwn8pI/ninIqAqN0jEizFmJ0keOnY0V3tNUKAPnBRTVb3MqhNWUc6yIP10zvB6RM6fqBygwsw95yfbPWha0nBBtZMnn2DOYNdDZ+7vxP3UrJcawgXh52CwShLcaeuD/jGMWYbdC06xV82ihSuMXUyKVa17QYG8P0QZH5W/ylDe2FePMs8K6J3xhnCp3Bc/KtIf0oVhgZJRlVrO3eziO59g7KnwWKQf5YaRT8l1KmVArdzkxa9qXKZf+T9J9EByUJ1TKMjULjZPE7SVxwSyEaezxABWADCIujXyAPVjsK3t0aj9XA4eXY2OxuaA9AQLd8O3gWS2tiTuFWRmkmuFmyqGFW/7J8FdXKxypIEByIoclIMBK3NlnLEbcHAiHAg0kivnahNcnHvJhQKoX7IRqoraOdeR/AfwtX8E9GSdtTCqEbgA/C1pFSmvKfo48e+bIw+lPIN6rHUf2MiSryNME60fmRmorPh6fEHsdSpL3QJKqu4sFuO+gBSXDH/kmOnfMh1WYeiRqM3kFZ6qFFODdHIVtGtZ3CHRtyq3V80Ipgr6euoh7Y4/qKo5jVWWG7tYcmWmdRHZyNYpbrwYMyAsvwe7WTBMEl4TplP2rLk3ZqeBPmuk82YjwSIwR12KqNFAGBMuIlOK3QKlQEVAVVaIUZgfiF1wPpIuMr3QhLK0Byz6r0xWtUiZofaFcNTvfPuPAP3mUqnc6YMF7N1VBAHwtp+rWGef9dzZxbwnnhXCCVNLNFB84KIW0KhaJjSpngXdWmkrSJ/7LzU8/oiUDTf7yNUrM2b4x8keE+sD/WC5amarLfuvxsdICpj3YRdKsWDvWG6ydM+GUzezIy3smEgRQCtz01ynMHEJbUZMKvpUjpAzTaiIREIvAU5aGHynWuz+KTaX2z4Xie3hR7EtpAt9IAK8dVDeiY0F3Gaskk6wbHEx+3z0FFSlb31xi3q2QS9wcbCSVq3pMOOd5H+yqka/FHuAnwktmW0ag1yGIJZiNd/GSlGNJQWepxBs8XXKXsnh50HRFjnCN8Nw2zs5d2h+D/lyAbClN7uWQXgmJy7R/GD0TtnMeGNcgEMd7LCqY3h79imy4iRWXCvHjwPFUNspVi26m1RCIG4J1zvTPIFFUHukEaKp7UBWPFWSQRbFPm8RWIYqpac1SvLRd6Ag6N1WxNl3yOjRqzTqGcCRlSnNqmVeMCFyHQz3zaT6dg4B+Rr/bOYQOLPkFflHTQnr7HM145K4WIwZpO0+ALFz+tknWBv7Ysv4dP+TVNuB51AEbQFI582zolbbyQAQ1CSxQhgIk4XCjlcqAqoyQn3unCZ1hxDhAMS71MwuHYO4hKt23XYATZypDTWqGlvsFEMQnonGDGfxIhgmiBJY8VCPk2ByzVGmbvaaKg/DwI8Png8/PHCe7GyulO+n+J+Dvaw2wEK+FU+D6JGd9tU5hjG0OeFFUclqI9P9TyWUbrCrhQnmmrZGzo1LtO4Mxvq+fxZOBiEjdQfzeyKDE+0kCTAA8tkrXzldDPZomtwHeYls9BoxqVDpB2PxZGz2/SqmgageiT++eJVUjZnCnVPUgd6BjBMALjLOyqnJBmOGTU1TZje84H/N9O9qaf5UMCwuXczjXarKqr+pq3brqwU5lb3z4kK1wVd8L8nVEUxU4M+JuwnVGRW1mcPyZ6dInGN21OezX0jjXNA+qTIsEVqB6Ms2iAOUFixhH7ZjdKQf/OtLnoOG8LOg3qFfAR7aDvDAhvjFQ/s9NSheJwswtGM2aUIc/x8xOehgJLZwwdbjfyon2/Se9L0TSxrFj0mnx1dxPGFktcSzqwQqMyskuOJDsJm1FjdyAgbW2I6cDtDknjTnQotVpe7sdvFKVwpgS/LYiFa2neGdnT+8d62KURg3Ay4NFHVhtWrhokxrNc7JvhdM/7YPqso/ao5xZS/C8FQv+32mij6xmBYY0z2nwSFrifzjjYqAqhyAu9r6Sp0S1YzE7QwDJ1yklW6uDAWQDc79U+xQJMNJRE6IVdAK/OSyfO3cIHx5byf4Zsi5EJZ42C1VhTymCtQVnEvUCowfPhQuNNx+pFH3RHWjku4koL4QYTtAMUMOKtBwj8QzUa2M6qSMwQY/q1f9L8kZLbeoM7lSIJda2tsMXPhcECZV3LQnrm8E85k0Wq5skbzY+XBu4fqPAK7QBg95DHnh3YIxtgJMiF5nqhDUqGZlWT0Sf/pyxjZQNMf0gvej3eEL4Wz53zWK/wX4/C6YHDBvLWvAWks7O6noOkU0ETY4dmIvgGuT3nWHpFw4enWy5epr3ngc6QnHqzUKgYjWkLIdmPfNiy7UKjGYu43/OvF7MJrvqMVnsdQWUGKCxOGMZEvvfLEDnBl6DW6MjISILoHxLWP0oaHlQgrpeyuwJW+SxYwgMlXobliCcPHZVvJRzkDtXd/KAgxXcL/A0Mjd8uK+I+F8h+eh2JwoY1jQ4rwj7kN6XyqrWaiEz1bl+GevuqvyGlYBlSwwYFEdRmn+5/x3pjSPhW2weC5BmfhNYvq8nj4WzpdnKd1i+Q51httuq/JoGu3gVQ1gYuOywpjw0cw6ZLlypZrsJEgqVaEYHTvEGrAkw+jLpD5GUMDDihpwWGd6613oOSh8r+nf1HYJahpVy4JK2ck1zPiMmABauvjDTA0WrDVngrrrzfFORUBVRqgXBc1hG+zIPgUGRQYbAoXMHG2LSTZTAu/5J8BvYkvi87qRAUV6cz+bb2t8Qae0gKlfCzPAh6u0gZPrVYKaWTzsh8pwbXg0PJAxBqoIukxgLW3G5EOTYfMPBW226NAVH8C281+WZc3VnilmtIquJZ4cn/GRPUDUJ06RiUmOkuashvuSi1UF+b5i1HTWrBoT64uv4Y8tiGoxh+XCzwGnrUM61gZvgasM35lxy5up5pPcwqnOiM2bNAY46RKA9tpM5+ZAS2Lm2UrIQUFdyawlJFXq+vPfGu6rDAmnCn4P2jY8Bpb5TtMEbCgVXNpk5G8xtPi+WGMM8b55pw8FyKqeWBR8fN73UOnkpLzt575LTI2uFbCdTk2Nw9qZKS5insEU/M5bf1JlIDsXGJYhmhuvrZGstm2Vapte0aX4DKOZRHSq4HeGLUCnlCTNQtUBLA6DW3ETtwA6lCzR3MaJIYAv74/9CFHDQqpFKNaSOoD/RlYWxVYh0rA+tvkECHOQuK+jaup4XbLjPHal7fC+GqczSvLxhq2MZs/HoY+N+ePVM2NW4HVzpXQCrJLSpypWCSzmjeNvQq8uq7uT6V980dQTNuq22QQuhGXOCMVa7g5HyEGQUk1OdL1Q4CT80CeenaLYtZDmeZ3ycNFEucK7MJAMLtH01u1s0OORm2Fb/cvhWbjZ9TaN790GmtXMju1zObEEwohieoVoN8z3mSfv5PVVvrOZ/uOVioCqHDCFfVr+f03mCPWppl94BAwO3+OZuh+pvUqBjZ/MRZ0C2GmhN+QM8LHcmOcCGzkGiwND5B9WEo1Dkbp5gk8F41Bx16OfwXM+bfUjUqudbDiM5rs0VReO8F5OYKwzTEo2dlVDek+Yr4UOsLvW+cDGTS1JKLMdPavHZq6UVkEvPI0m+N407imCtiXvBDYFGe2EpFxyH8yoQ842i6yfWpFyh1QT3or2IJrJHmG9m9mxq5Ro5j/iCwv1bWZJi3TCR61bMP4J6GasaraCi0PPQP/IcGIqcHzU2oz4el7r08PFe+UV8hoZJb1lTuwOZcE86RwAlodbdGaeWF1Rv/0z2bXQh/sOasMhQ0UrL75PmklEW5E02jUHg1hsAcqHbMNrY2uw3VA9tuFdXvSZ5rYstHP44+3YD8GvqB0k5xqymWJLBcvz9hjbT2/j58E3gYfgVi5ZPTTzCnw3+7bEvzFAaVHyHsA9WpNsRDmS+nHGxAgyM9pFNie2ImOz0fAeQSl4YDlHptXppiZzGHjGTI0v9mlYSqdj77oJlQrJCpZOUAIdw9ytS777Z5+9cXCcVznr79kJXtV+lKoTdh/Uiu529fw14mIv+s82N+qurRQTQY12zoEHYGritpVSU9PkM4nzT1KZ7BLEINJBlUzz5NSmBr0BLObM/0tUBFRlhPrij/9sULAaxusXyDrFrztU3lI4uF+kK6lbqXfZcQWnzYhqtgMHoTHjlNtOE3w4zlbu17agkMx5W5Sskj0SNAgR+fNS2gKUoXI1l4SeSmThaojJAXSFwyZDpYj+c3+hcDjkWCxKEtsvNoNQwDqAVWargj3GAbS6AuDGTyCt5NLLz9oh8qTqRnLH/S03udheFuwoZ+bV7M5uBS9GexNFKNRtX5lCsu2rimAenCL613BLK3YbBCCckLNHTosul4duFaJpMNNMldk5N8qD4Qn8mbBOagj/SvUM+ge1pIPwi3gy/Clau9SrExSMTv2woLZJexzDgsSW7ueD39V4k8wtzsWoF0KD+C9gnO9d+C14L2QUaqukzeJJjXRBWrgqnM+tpHoOfC/FfK5py184o0Zi3klfrbqB+4EoOqAo3cUUwMhVen0LqELHkpcNflCnNKgMErAx70Cfci1Kbsvd5zezbIe9lv8RHufft1zAMkIYnigZb6iSXcnRzV5cFxoFn8dbe7uxf0LzuG9XOhhpaKdLsqq28TyI4HeYsIlgzRelrEieXaVFaW/WI1WyltZW80L0qthj4r/fw1nLla+UmiXtRSxMi5GTVeqkngvD6JgvdDDcdkv+q4bbBOCgU8h8dsqy6mpSVtWbR8+IquwQAOAcgvjRz4Gh0IdfSHy+vfW0gmbytUF9qHQdDdDMOB/2GcG+xIpNLbQiOWoWCW3h7BPILf/4WYu4X9dT28z8d6kIqMoK3QF3Sp5R5YbBi2G2KtsQB41sP/ePhLf82hmamYL24PQKptdrAHf8DBurJCtK3bi/4FRmg9yn7w8ZszGjQs9SCFwZTzrkh2hvJak+KV4leM+NvLkZHglsXcQMkKIq11pwqP5l0ZOyUJlNy6wKcO1UgOZkRUdPcGOqafl8vOVrrM9KniTbhf7QKKkh66p2hds6OZOZzpCsM6a/CKkPZytcyv0OXVRmhXeWaDP3apEJlF5OZYaOFv03iJ/pZUena247BpmxC6dutkptAIw8UfIM/BAYFvc+M0fdFipyGVQ9+lCwD9hQ6mqVYYHeX2eOcDaEwW+6AK9RSJ73klifJgidGnV/DNIcYfWYQ7E2IP8w4Cm9kkj80vDORLCrOecxDIQz68i2AijwkqfyiUPUFbDI2bEk3KZ6Wk/DI7rWcCWJZVZBwXkYZVGubMupDavAB7eeAT8+mLzufJwVEyVCepxMl9xhis2z+eFG50IlyVxO3I7fpZawOi5Ag0kyJwt3p1h5NprtN/+KdWE3xJJyR2pbWDN4YKJNfFo/nXfey9FesFGsr3kv16sCdxJoOq10YrST/gGvcGNbovBw5FYYE6HvQnEDJuoiDLljA70C1XwvaltAB/LzHL2WFO8MEarFRGw+EnSVrNNvAehjbG2cFrWfr1WTX8X6uhvKJnu7FavO11vFpAjIf5WKgKqMYFTtUGYDmfJaJqsGwKA/YF3v7zWn5XbsZsP97+bnwLb47IAmi50qqARU5xTD4gpdvz/yPwm19v1k2J2aCltBdOBFOCwcE984cCxE7qMHBi5gl9tW05CdrPHgxgYcM/4QW8AWqTZ0Zf+Cpges/bD0HhG5+YrqVtnj9WYIWcZgHiqTZxZYk1aXxlW1C/Rjtc6wnPurHzWa6qqZK7oXFDBDrrZ2HmZ5Hw4k6EJZXfCaE8LJAB9babuEnod2oSkQqRybBxnb62S4sGVNuPZ0c/VEK9Stxnoj2lpVTeZbKrt7LQMhF4tlUYDZAaN/yrEgWXAgnFkLRkUGJH6vEp9rTFXG2E7JC9ttzz3R2l9nmdgcxumU12jU7/BY/0Y8Ay4Oj4ePamhnb0noNR1ovL3UfDm4c+K8W1/lOdP5xBryALzCmkB7OQjEygSet+04m/vH8rzFnHUXNJBMKoqivVDDpeyvjszlU4E012cnL9+R+wfu5GKLbJwNVJ8L/1HPhyUqgF6j3S4z8Y+p0W6Gd2DVWopUzUiuB/wW7YxO+Ui4wPVjO1+vbRUucTFHqVQ8zcBq6s4A2QLmM6Gz5vfnfK/DYTDvLHomYt2yrcDmxZIoF7HLyHua6ryO3qZWM/N6sOtnf33zYyOHKYJjuTEVYz1YSa6Vt8zT7pLyTEVAVVYwLPQPP5TIOJvmn7CtpvqJwAgl8IZfGSw0z1Y9F70aGpdMg7ahNx0pGj0QucN+kx0qDflsOoLOb5FcbBSB+cVX8sWCw5MsBA4m+GID4BkQIjq0n6ILQGepSt6YoUfxBGzHyS3WXrx7hcYQZ6eQ6kw+VDu6xlLutjaUnucJOPQUsSNhxqeWYle1eakzha3DxlYFXiwBWKj9/AprtLdsgziQad2e5hVq8Yk1UuNYa4QNOf9r7yzA5KbWPv4mo+u+1a27e2mp0hZaSkuB4hSKu5TiDhfXi/vFuXy4XdxdihQopaUtdddtV8aS7zmRyUlyksnYzszu+3ue6azMzqSZTHJe+/8h/f3osfLQl267HJb758BMXksqzNmrIzx23HDwx/rAOcB4KJd124v9wJ77O1rQpjLbTOZ17D5rdqI6p7rfTtn7qLbpfFGsb99R2+rooXmP2/49uS98EDwWkWdDWftlhdhGatls1LUWc8BFApJUfwfOfo5FrOgG0OsAKKpfC6cr2fFEMvzlhdr/qVXE/jVPDZ0PJ4fmg2gjNkFjpdpIyCsohkrRyqsm9v/jPu+9OvNdqQWJETQQUY5PBa2l3Sk/C1o3hGDz/+izWTv+rGZ5SACtihgRflB8Fwk15c4qSfHCNerntlkCJLKYBQfz3K/ojp9Ykttn99Ce2xXjrfoiove/s+NHMX5DbsL/hSfA/v3bQJWSQCLy6ZeFrBMLpP35cc/tpp+vFrVEY7yfJWMgQ8RSjMH2zuJeZmNoC0q2/6Zbm3XhNX9MHRf8DTDsRBAPfxbGuBbB0e6PHY1tqC3Mrda+J3VpsCAdEBF3nmVCobhOrgpvVCqxNLvyU2eJkA1gQJUh6IWB5SIqHAAI7AH4/DZo/cvdjp5X/oDLt3guEEb1oWXe3lE3bZUdPnZW2mqNc/pU+w/siM4VpjYV1r4QHbQ7DOPldp8xgXugMGy+APOGZ6bntEgmWa1ghSKibtA9BC5Tz/bFoZPhI1u1Jo29XWbp4lgO5llTolJLjIW0r5f2GlVBLfgsEnaZ/nzs2kcBgvqL7vbus5ly9uTC9m2kD/zecS48rIiPpBM66CY+P7H4QugvzV0lSnKKctq27moMpfzt1l3QjW2eZI7TMGexetB8gP6HAW94bxNhYbU5KLHib7G97fLFvXM58+dkP9HiBclexIvy5PeyZxtzheoE13uwC2hfO/tLrN2ZYPi6Z6SWamJkvqZaL+tcsPNv+MR3AfzXe73t/KyLmIjXbQVPuM5S9W1i4A6YHbgKFgs1lp89N1VhsNvmfsHfYH/+O2hDxEA4trl3XKQgaB/EL9cthllKf/vwP0tWDfFCOhtUyhmVT3XOrXpP7Dby4m2a+iN5L9aKWsKRM4jFxItVhYzfvcHRgnqi6xfoHufsoRe0ua+dnP1894Y4xLTe8F4JiVBZIn8u3/BdZRJc0Z1XqBNrT16euaNFlE51/S/mayVzav67y5zoZzNWwJZfZ54JZC6XyMjBAXcC9JiqG9twSqe/n5bsB+wYH7hLmmU3B1by/2G2S+1kkrkhdBSsK7dI2OUoGFBlMdLnum4zwKfXQ8kqTe3oO946UOrAbYap/A8wmPs7LgNDY9mZVHpUmV3HgYChrN+t3156VbB++sFcekF4ils+SbnBfAEVI/LFxM4QVoUsQGqolhSaWhsJaVXK+KfVWlZtl1gAi8TOsFfgfjg7eBa95Yb/R5a0/KXYdpF4wEh4qfbR1Vq2d72PXphYvDZ1Ard5FDwfmQRHhq6AgLsQ/h0+BM4InsPsdbfyEkvVAsMKfxKzMITbwodBKlAvlnd7HwDXHnvlSqfZU3pfNOQx+tzr9B5c6/udJgdaCUJmf1Rc8c6GcNaftx617PYuj3ocq0/RLv5KhMoSoT3s21eeDepabRa6IcqBT7gPj7b3xHoHnvbeAse52Ep2xYGNUmt3K+N5nPr/k3mto7bewzDYBdg69Fxw164DWPMdFNZr50Ty18RcWRXPIHN2C8ReMC14C/xu4Y/np8yU7Y6rqVufgge898BVHk2l7Duhj+XjLwmdBKJtO1jyyScS0KmBIuvZSJsb8WhKBNq4l1Wx+STi/FjzBrVrjwcikK9cg6XvG+x98NINrSj779JL4/77T70TbEWzCitSJ6Zkhc9vHoNg2Z20LzOvE96JjNSeh1IH3cqzA8EeDfbWCDQLuL6mn3khFLVQcALdXlte4MysmSTLZwTsDe1VyrZpwddzBsXBCQF5lr8WCuBPsZPpc2D16X40coAsWNGMwIAqQ5CD7H++y0zyorrHkOxmSN+esk6sgBfyjoIDGa1ohCt8L8BD3n9LMwbtucRPwlWC+W/dlp4VykeG98DfQjvtoku7sPc/FGD2f1h/pYOVNeGDtdIa4itBaQsYxJ45IEx1/Qh1Jea2MaKIODVwC8SiLqBlAkmLIRku/8V3CvwpalntTtxGycdIRXT7Y7qyNwmkoukAtTefmH/SLStGollRxbdHYje9iKfMiq1OmyXsYVUr5TPyjA3gh3eEvZhqTHby/k6DZ0KBYhLtlI0FsdtM/rBoiaBFU2Kxu9y+9YXez3t2JzYLpH5GCSQTqvptES+ruiJGNcFgvFq0VV4siAZFQKcsEjpJ1Uhy7K3f47wCUQq74bL9e8ddmuMZSZpEWS22As+vcrDAfSbbXRh5yzUFxgbuktuoHQSM13qeMv3s+SJt5osQ8JRYVr3KwlvgfcFsJVHZe1x0X9F7bF1Bn+g8quN5W2oGo97DVvQitFOuOdNcPwJfLweypMrP8g56IDwTXkhiHiYRJvK/QiWVJCTE47OVKFycjyFtgEtF7dy5vbPzSi6LpYqghBExPz6blT2iH3a5rN9//ZPr2+esbCjIaMK43fGJMSRC0JWvuybfE54FV3k0Y3SVa2f2hRkD28JDx2iiS1Ymxf/OZ5vuBjnnXlmLOfO8lV8J2o5y2wt/sI4dr03yj066kmT5E95bIV5c1PmUtA2uFNvYnuZEi/P1WP438IXMnS25TM4EVDfccAOMHj0a8vPzobTUfhg4F6CPMVJKD1DmpvrHmA/GsgIvHDv7EHgzYh7Qbytujn4dlSxNAG/YvFjrutMgZ27EkwdXheXsc0Q1thszD6BmL4A+M00Pd7ouIipd+h9Yf3rJhdzlM88SkUFpts+X4alZ+5vbI0sDK7zpu5Iqf3MANkpJrzHkSenNPzMYe6CcxdWh42BfY4DImHH7lZFxplvXInanAHVDaZ8tauPpE6vlisGw+BPc/pjDqSO5xdLNzfDAsQtaaIpjDEzT26CKwyRb37NTECMS3o5gHNtWwWqiy0C6dYd4u5GsIuEvsQZ41oeytVWQl9gWEDEbMow/hF8GtX8SsR1n3DxwCxw5wk7mmdPNZJDKA+n7NyY8kq7jDjxKU9BicPqErrBGbAX792+XUFvmLaEjYImvX3RDz3W/Bq23LwC4Zpd8I09qeOJeHEPMhSRCvrpLdz7/MtIPFpVP1s1aEFnzJw5pB73bFMN5U9jD5eT1dpbLKqi9J1kntDrwWiKOE8JRVUVi9m7Vhp1whT+BvyM+gEY10ljEM99j5fMWdiDQYdwPRCRJRUzQKFblvshB0KnxebiCEmeRsEkGWuL0um14r4lJNIv3hOHwTPUFkG7UU6tq6P6XoJ1Lvs3TFIwrC31w75GDYVRXLdj8t8csqy49VvGhMlLrzlIBBsMxRubA44XV2kq/1+vFckeHyzPem6H9Nmf2B7lCzgRUwWAQDj30UDj99NOhOfJXyVjTXI6UTXB5TKVgtxiCQ4a2h3alebaLLw+XXN91vG1S5LMaEXmph7YOlABx8jUAJ75vynLHhcsL1cW+aBkcYpgRBnl2dWIvni3d+nVEX3J/1WsO/m52PwK3hw5l/n0iC4Kjg5fC3OCF8KvAVgOKxSqxGpaK7BZItf+aGIy+593P9v0shMbYL9a4ixkgDdz9OfWaFoIYG3/XfRvKbwXXhvReQsYM+f/5/iXdDnPpTWdTyfNhLTO+RZmRe8p/dFqkeuMh0aoPi0/dekUpFnqFUQ58QSsBADNtKpI3YT7QoZ8QoSRfTmpYvRMbOG3m5H1hOHQNPAczgjdC2F+ZshZdSQY6T0no+dktTMeO6ggfzBsHdx9hbvcibct28vtvRfaCByMz2QIvNhlgMmhu4p0LTQE6+cyzWoMHti2Ad88dC91aGZKVncfJN46HUmX/VxY4PJcrVa257vfhf77LrecYDcqSejhdMsuIsf2IxQD+H0nie5VQDcsF+9YyUkUxXg+8Dq+jtIiEkQabqp7VYiwdneTGxA4XZ6BGRBSm1MWeISKEKQuGQaGF0t+yONn1DhRH0i/epFaqRUZy7fN8e6NyIlrFooFjB6QWYolM3ub0djdxve3RgyS9VdZvpmieY/sqUvgEVovw7jZjHB/I+cEmFO1qAnImoLr22mth3rx50L9/4tmibMJ4UV9T2B9OCl0oDepRDwIgKk19ZkF9pZwdrOJq4ZodsjrgijyzAgxtzOhEzYpc4G8MHZlw9nyR0BF2lSgXElGA5WJbmBy4Dc7Ou5n5FLGqZmq1wDgEXl3khzk9lAvbansp3G517GHLSzwvWMp+2mVfCGTBcoHHwpTXxrTQSlqWeHpsFUscGQizIAPUs11aQEMfU2T2i0Ce+4wJXW2reb15e5lyEwXszNvafHY7BzTsjFn+32mhDkTMWdNFPtXyR6SrCV97RunEI4hhoYpHDEFYTP/pMm+P/v0gcwcPVbOHsGNdeF/2HggNotd24UeqVYuFDnBh6BS4L3wglOzWPIyirPzS3IpMtrUw+YDKyveICRXMBxmttO/y2sKEqOOphFO91oieB83vAFGQI5/DHq2KwO3iTed50vo5ltcnGWhI9vwg/ksYENAWLQR3uB7ggyvkm/T6DpZdu9YA9NKLTJBFrUtgtLsq1SQoNyyQjntLvhkSe04Q8u0l44kHE4Hz2qiTxnjdDwVnXRikCvez2B1+Ee1VRImXm1FIqDO3Ab4XYrf81ovW1R5igGwFqRqymMlTyYY4FXYdEyM5yeLkWtnkeYVAixWZocVfNrisH0tmkrgYxr+pIKJ4Nqnt3qryp5RkYHycOAcCXufUa16FNIKFFY6Rf4RWsBX059EtlSNgciD+VrxUQ9Z2KrtL2df3jVAGXasKdEvDSJmxbdz6XJU2ga4MkTMBVSIEAgGora3V3bKd1tRsjnQxJrfDnoLV4/UmvoQdLvPidgunlalPdL8b8/WIj8kjEWf92QKVzRrte1VqIZgevAlqS5SLTbAOfvKfLt08ajXJQDul3YLVU68GjEaKvfLrVh9+L8C+1wOcxHYN1zB/SLt52aV5NYOpwncmWX3RcSvIpuoxwDXWOvKtofnBfya87bsC3vPJwbGRl8LyXIsdt3sejvmY4s2yB0RyUCfENlqQQVOSb7GYOOr/dN+S1g8yG0DkpVmKe7FGTvZOQJTi0fD+pp/R7SdDdMa32gbQPf97hb4Dt4XXVqJ8Hhlg+pnLYJZLFtgRSnkv1oLQCBH4MFIJu3QyvsRf6DbPI7CvawHwIvtz25Rmo9YoxwnHwxFBfZBJWvvoCvpwbgkcwn8B1bDD0lsnEaS5vr8UCezl5vPQJsPiyLhS2yYWS+2ORraMvxG29DxK+v1d3gfh4D365E9+YBPAN/fKt3iYeQ/A/rfD1/2vjyre7bPefN7gVDU9u7JIZU8AYmFRZV2J0T2n8lRWlWZHR4+vCN4XNUEA2heJvMAZaUy6qLTidsJIPrZKX57NXKarni01f1XoOLg3LJsuG88uXqrlmVctLBLkJvej0jywecOczXay2AL2oxfevELHFf4hNc4k9lUCol1Vk823FQfrvh+oWKkQYZeyiPM2UJdLWwe1EdgqiWSu0QkkAW2kIb9tVB3SMaOV0YFhMfzlYqiO0qyj2uJ9Dezj9zehK7x+5t66wIgzBP+r2pmvv82VZh1Q3XTTTVBSUhK91dSkyIwyDdTsXgife8/TBUF0a0awrDucGpxn+xxSdj2NnUkbCuQFJsnWxWybsVhsqfM7cYkCBHdrLTajz2aaih4ekBdY28VCKIyYBx1btdYG8e2Y1LMCDg7q3cyt+FboC4E86ywsaeebGfgXJMKhbr3EaMIstxlq3ecK2z8VvIqKWTmVcaLac+i5vz9LtR50nadUmV6i2lu7Cj73nR/1xCF05jc5zli5EghqWK2q9LzTOxFZjbJfeBH4qPYeuh0uX4w/kxuL8S7ZQ4QmYnDDNm77XeHZMQU3VErEXfB6ZG9TC5M6Q5AwXOrMRmOJtuykWklFxQONdepZInbQnZPO97wMd3gfkhIXXIO+rcTuzKV6zFkhvR+k8kPYYJ4Jecc9OaGKXGPb0bCx/+lwslsbzg9RLVO8YZES8pdT1UcOXovszX5B4gU14mT4p91Mnd+bkUiZUpmyU92aeS/AvEUAFfG1KdPeSqz3wfJaQuZ7RBFmcmYT0mPdsgH7CH6J5ev+LzIC5gYvksR3CGP4PyRBITt+9ZmNx51iF3TxhkSJyluRUfCDKF9XI3ZHZpK5C6tOCbGiO8Csh2BZmwPifs5YQea48VOk94DgjiH73qtVfB6K9Hk6Xj6lOg9UTt7xb8YjOclSwMiqYk0Ahk+yRZt8NpJ5aze3magPlGIFTHH0kdJBcNEu2ZbGyMCiXVDk9+iWezvKB+kSwxHqPNbcyWhAdckll0gnU7vbX3/FzgxZcemll8KuXbuitzVrrI1hM82Q2k+gI68JShA4KhPCoiiin3d4ODI9bunsgTVyJqRfO0Or3VRF8KCf2TeI4BIjkrFkH24leIJyAEO/8oUB9hCnVbvDAqXtikkhQ8rZwA4ojIosrLdwKXdCNzHOFjjpHMbe5ycEL4TfxMS3Jf4NkbcjSC+YGeaaT4b3hZtIm+e4C3ULVvPz8VrbTXVf0wl7cYG2+Oyyx9xmuahyquU2phui4ETmJY4MXm7yIGMNRRPOatBn7q/wPKcLqN5WAq90QvugqRXrA3fQKnCiJLjhJEN7Q8P18L3/LFMLU4nio2ScLZzj+tDofGCB8iCfWTbcCUROnJ51soOWNW61VZPsZykX1ohsGfmw0VvLBivFVR373iDfz7hH+iypkMXjEy72nGUifNXxLLb5JsdBML+N5Ie3WqiC3a4y2GgYBI8b1bDbbtaVSOUTPxuHxDqURivHJRewUKu8YlNSQft2sRg+EwbBT8q1haiaqX6FVu3mbxam7v0jkPOPtC0e9jXsRs/jcDAvJ8+2tR5rKZzjCiXv+WZ57Rp0JPzQ62LYL3BzVPEzFXi3LoLpSofG+NCX9tsRp9qg3byazatI/14ZPsHhwzmmaNPHRbGDT7qrwA7Vf5Mmv24NXOTWd3ZYIbj8moryEf8FGGYQHUmCr4W+MT/NgwVzxwhHBc8kecfFaG1tTmQ0oJo/fz4sXrzY9talC9sXwwk+nw+Ki4t1t2ylX1vz4iRWFajepf+bc9yvw2ZePgnXiz5HB/Cjxw6F+VN6wH+OMyxses8A6HUAwNDjmAa788KPScaS7/gug1ablFkeant7CxYXrmPflI1ij5RbWs4LnSn5GJwUnG966G+9zwe4YJmkHhiLS93PR1sGtzAMiIsZVSsmf8hu8E442v0RFO4mbQP69+mc4JnSTMp2g7eXiuhwsJp4tCTC/0XkWRKri+M14ePgYaXNM48yXzQSoWcgTvsS4MptAF3Z2+py3CrGJdVF9mZktKNX2dV+Irw74S24+9Jz4AT3e7aP/Yeat7HCKwZhIiU1nS4ignkHHLhLk/a9xC1/bm4IHw2BksQMU0tD+vaNLpzctkICNSfxVMQXX3uOEdJmqCqU2iZSDASKOumUAml+EHrBRkqUgsbry5cCj1RUhvdzLQAYfRbAJWukc2MVpRxKFo+tIDGrikh+hS7XUG5oQaIH/AnksW8Ke8O44N3wfNU8KAGzn44Z9ofr+hAlxhJ2IFJjA8triHQPsMQgiHy+Lde3AqhPfGh9kutnmMzrZ9Hs+Hd4dsrzPepM5mZvjeUcqzrLI9q0XLkiqa+QE9T/b8hTLFV5iXVCyoho15awTVX8E894gIIKk6WDFb8I3Wwrk1aM2cKeoY4XN3WM7ODYc6Tr/NZ2JLGo2P4LzFLEenQz9Qyix+vWpQC/vwSwhj1ikEibNjGWJh0/ZGbMUvo88r3pZ0Gvtk8Od30KFTtkmw2d4XkzJaMBVVVVFfTq1cv25vUm3uObS/joTykD//a/4GGvLIFrx/P+I6B3439gcOBhWKTIIdtBxB7OntQdqosNmcCSdgBHPCcrPCl4BLltwEk/uSVdxgNcsASg5zTps70NSiQfg51gDiiD3lKAQmcn+BExtqlzgK3wZ2Lb8pgPUQNVIr9bvmOhKfAlC52XlKDGCWTomcX6ONzjJQzSvE7Ma2mTQiMcPbBMMtgut6Wha6c686C92kutF0YwH+d3hNhV0GT4ZdUOOGuf7tLxzSKRuZp42lS3+Ozkva0pL7JPHpymtEpe53kqPSNMrJaRcn2VNVCSeJJLVeEklSCy+G5T6VzYYkfbsZaJJtKeaXUxa1+er5PznmclDR4PisJfMegXusNq4q/akVlMwV+uS0i1jmyILmqIaMi24j4A4y8G2E/2vuIiQWgN26QZMfJnExVjcivab/4UTlMW7oRtoradA3nqnJfkQcVqgfpe7A2TgneYgmdiLEqwDGKSDO7actvhMe8dMJmSH7cSRSKtSW9ERoPPRk2RxUILI2Qjg/dYB+o9+bXyfb4+KP6Nem7R4nxF2teSkXVXbRJiBZK0WI9jNv4R/fKuvDMtHzZynwPj0rZjVXWckB+R2y4LFbEu8n+aHzxN/qXFy9/rMc8s6mZ+UxCB04lqY1v2J4Je+dlI0Q5lXbPlL4BFrwKsc55AiMUnwhAYEngETgxdqDvn0mJNalugUUuU9ngrqfvHZI6ssjsvtk9lLpEzM1SrV6+GX3/9VbqPRCLS1+S2Z096SuFNwRILsz0WnOC0AsBLxqh2UrOJssPb3lbdh/7QOVnMEzpxG6TMf0+Wj0ocqBLiZwTPgfzI7sQP9P7aEH+jxUXk7NDZzD7sRNFLV2s87Y1tRKwjenGM9b91dhFQfWSs4CllpqKwWfRjwpoHYntdkV1OiYIM6VgGzzqQQo4FaaVRYVXq4jXz/NETn6fbP4WMVi0HeFzpPyVv89sEe6yA2bBoSHoNcfJHcFn4RBgReAD2P/Yix39mt9g92f0/aG/R8mekX7vEK2xHBWUzdpWxLm3RSDh7n/gz0+NcbNW/QRv+D3pxa+A/kamwpvVkgImXAYw6Q/pdXu1y+M5/NrylyJGvKDf73dG4Ivp9R7evznB9p50Rdlh7qTlBba9jUQb683L0vGB3QNGm4glCi4AQEQBWELSf60f4w38SXLj96riem/YyepuxYByvmJZ3bFwc87na+fXdAht0CTURfhPMFWnymN/E2EEdFyOgKtmzTBKtmOd5hakMui7e5J4hIF7tsj7nFAS2ABS3k6wsyEyZE+ysB6xQF/+qEJRdMtEoXEGC7SiUOJf6nEbLm6Yiv05ZN21SzkPr2ArHyaMdQbuBTvpxpqCQM8x7akGX/ijcJ3A7rC131nGSK+RMQHXVVVfB4MGD4eqrr5aCKPI1uS1YsAByFZ9OCc/5KmWxR85Ida83D0W3ETfDeH4h9OVWOjKyjQdVMED6YDA3N/6V1s2ex+AJ723wtJcts+4UNWtEgpPWjfJJkMbx8pky69xm0bJHQ65Hds/tY7iWuwwLCJbSTyKoT1vil0/4pZBcsoFvtPckWlqheTnZ4aYNgBmQ4+nTCyZIvj0zBrSBm8JHSZlDac7LwHCH1dHWnNYqlIpKjhDrVNllAjwzkhYzSexFxTjkgz0Nm+2fy+LzGHDpZerp5EdjHmPWo8G5N1VMSmrA26YfLO7xKKzwHwM1a+wFYCLVWttyqxLr6h05342NxGh3SZLHwtPgG8G+jbrQ50nssxYJmN6vssa1UjBQw22G75Zvs1SgO3jbw7A5jxHIFWvtU/Qzc4pAAxNKTe6TiNlHK57PuvET0JXXV+KPHFwBX1400X7uNwVy4SSAUpU+WZ9Kst9jGYFbcbhi3EuoL9eLvxBaw46o7UJMTIqQWhWRLFhpNdrjghdLycPbw4dBf077eaDSvA22L6ncl+3RqpR5nLkN/NjQpXE9r/7Z2X6DUVZ/B1DVAy4LnwT3RA6GEGX9YkUdxD9bJzD8zrwOgipzUo6qUCn3kymxma97XAydG5yr0YqK3QJNGSdfuz/2XejsSf5SvME2x6eCe3BA3zptjbZ9L0c0AaqHvHpPSUJ+vVxxNQagxvPbCrEtRBwYXucSORNQPfnkk9JJxXibMMF5a1W20YlSN3MKcaF+vmiu9HUBYy7oxIb/wFPeW+B/vsvgT8pHIBWoczIFXCNU6VqpNING1SU7VlWC4Pe4YC9+cXRhkArIlmzwm4UgQrzP0phXB6VyReRUje0phAquVqeaJNooY71zrtlctaY8L5ol3eBuD/+I9n4ejlEqSo2cfJJqIFXKbvbVHiI3nWhV9Pz9+jjaLD990WJko8lcSufKAjhwUDupylkHefCKME5SqDOSD87a7lJtxLvSFaN99tg3YHdefIEx7Wei0lDqvB3NHYg/0CFqcH+XaFlB0vaiZoXJEHxdISPb3U5TtSIEl34CCaO8/3ledXETQ9XRqwVRNWXWARVZrFtVxemK7Z6u8auZqRDfuGQhs60sXLvX6b5f79J3L+yot551rAhtAFEZgteJWNTqn1NlU34PU3ATpUg7hveJ0UaYLCN8q6Gm3GKRnSZG8Yuk8zeN8bgxquk6MQ8mtCk2Xwc2K9Liu10OZLANC/4/RK0iFSzQzxZ9LgyEd4S94IzpI3VeXIFytl+W1TVG84W1/hy+GB4fbZOLi4FHSOcUtePgY8Giaj9IPyfktLslkVZjWlmUJEhuojoZnHaR0NeWO/LlY4UOiDaVDnEsSqHCUx0T8XQArNqW3GzdQ16WuqF9hfs69xNwZ2g2PB6eBl+5WRVFTvedqJx/je/qUG4JeMIWgjQ5Ss4EVM0eb2ouLG0pX4T/RKZBKum+86uo8pjbxZlbzdw+uDh0SswhVJXDhtXE3VtsRVsl+LnO8wSEOfOF7feicXr1Oyt2aNk+GqIQpUKyRsOjalEciETel2JYR3ku5Injh0PXKrNpLQkaup39Onw67gUoPPltZnsmnZ1kcXf4IDgwcJ3+h6zqRqexkpCEla9FMq2hVUWGxSGR4I0BkWK3VRYkLYDcCunmoXxYVH4VumVEgt5qhoGm7Q6tWr7NF7udl+7F1zD/bEE+W1yEJ2avcTIvdCb4I1rl8tHI/rBQUaIkMxvMz5zBS8yTQCAXZafSorLsI/n+zzftH280mk0AOuFR6HNmuMnilRQooC0B6ySX4NHOFW0ja3ViQ8PrDebK1NdD9nwBFcF1OlsKE8o5+ptIH1hUZXNd6GBuW4sHNUFGiHX6DvY9TNm0plH+JAziV0izr1ZwDOXJFQ4TXhHGdWeNKM8Abw45UI/06q8Vw/klUTVPwaKNm8w+d+W0Vtcdw9nWKneED5N8I42o+7643rrl/jD357o5uz9iiYmo+IthTOBuuCIseyORzhkmhv+bG2JLohMvw0T9qAJKBexnQbte/eS3bzW8xf2I9g092qB8HQIX1CoVuLDLBzvd1Y63Z0iHsoSSMIQVW/boO2ssRKOoDdZ967SLKeTVkklEjZpUEv8VngMR5UNu91nnlDZyY5LzFd+1ULNVXlM2FzCgyhZ6z4QVDucunF5/XNSAMKtvnKjlxIOTzNEzSuteFwfy43leFwg2Jd9Gn3PFIVXlilS6whwjSOA46MGzM7bqiVCi83hm5YBwV8hskkoQDd5B/z1lL/jiwokwsaf1SbWgqiNM3GcaFLXqDMUGhS7SHz40YG/a+7fQHhaK+vdPbZ1prwTVUitI7wMA5ryqM6lNpOITi4CrAGCbflg4L2yuoIbzqiS5Z5pNhmDvLd8V0m0mLysdsfhLsA/G6eqW7v1lcMo4+bPxf37rCma7gtgX+byQ1ma41ULVi4Ys7Iz7Ip4kAhfjsd+4zZ46v/hOgR1+bdtC1IKEPFsZZfprdcKJuKn9WROnlPwQQ4uIRRUlCjGStdgOI9ssFLfEfMoAPYn+T0dVzxjPf614MtzIaGWNpZ6YZ/JB029Ln9ovTFV1Flb/g2AkNabVdLtYLE+5SHk3vWQ7E/t9vqD8AEdzMIe4vpDmgP4RWqWtsq1m4mnWK0p9q0UHC+yiVoyEi/32kN/24LTg2+56akes1qtbPI9Gv/5SiEcEQ52xsfYjM35mgjGSfERARBXJiEe4iVMSjsb3eINYDp8Wmo8jOtCnRW3o01BtQzDqi1XMyZ9RkbS4xZEkuG32ALg/PNPy93ZS9tFtnHIdwNEvAxz2NKQDow8eSXgO5v6GbTvkgGxAe+3cFXbrE6YFjZssP1v5QeeGyrkABlTZQs0IeKHPAzEVz4hy0bXb5L7aVX52eV/FS81oqcOVsTPkNlAnvo2KLCgp6e8u6mr6/fmqek4M+DmvyW0mxEPBwLay/gkFe93r2HN1s13sSsXD4QNkn6UJlwHklVq2K5KBXdYre3izsECHivyEsrqEJUr2zY5/e+6HQ/gvmEHxGOFH6V7yNSOqhX+8AjNd3zKfxzKj7RBi8kxYld/PdBEZuFVTFbNji0X17CLPi5Z/83RE8/9hQSsKzQheD/eFiZIUm/ZKK9nn3nE2RrOxT5XFjVqmeElx7ECjN78axvB6QQLvnrXmRWMhu61ZoIajWfzXN9uUwSW9+X9WTIl+35VfLxlQE5n/x8LTIa/WfJ4wQS+Ax18o2yCQmxOIOawOm0X32AsAJsgD5BIF1gmWVUI1fOxl76dUFUDUzDaNSYjAxjeJCNn8DR0sZwrtNtO4l3iDyITT+VWeGGMzKtnx+hc6wRhb0r5K0muqvzdU+HXwLl11/V+0xDuplpTZGymrlHN7YIHQE35Uzld2HObSzNB3i3lQCwXR85wd+SFzMkKttvTirT0wrexNyAL0S6Gf9HuRMf+jHtseyuSWqD8mQjxtdrQpeyzyPPK5YmQXG/+y1fpr08ltX2YKY6hcGD41+nU8R21EqVQXKe36qjl0MlzdeKvpZ8X1a2Kem1UW+wZCRaEPunbWxhS2lesT60sUwS3bgIr4x3WfAuAzd8Qky5PHD9e1JBJIwvM139XRQLNLVSG8ffYY+O7SSVBXqK/C52+VDexTNtqQxWBAlUWcPr5rdBjRiKgauFEnv+0e/QG6SmwFK3nncs3x9iqL1OHyU+UsqYVgTOAeqC2VZ2k46iKf71RiutPeAPMXA/SSh4Zpwj7nJpJHBK+Q7jeKZcwKVWHYuk1pnOs3gDO+AZhwsamyZweRAd5aNRL8Nl5OTjBWjybxv0hD9lYsFmrAzQlwo+ex2BKyyz8BeNmhkWGyOBFUECLwu9BF8qaJ/lkcL3F45T+Ojl3696vE1nB72FoVip7jsHre/vXWprIsBAc99OR9JwprNO6AuQXjtM2G1s44lhMPKX5jur+iLvYk0Ca32zyPSLNsRBwhFrrFd7fJsg1CjFm9hCo6k64EKKLOcVQWfXbgKt1DiXmz2+1AEKIm8ZY21iC87nPacQxAsXUyhCzoCd349RbqNs6rRK6Qvqq9Pt/e6DToLoxaXuyzxmy63rokcQNdK1IyCePJh8tCcsuYOhDfqfE5eHiirGY2dvOzkGpupaoxJKjpya0xWYXsEc37a4/XHPAPUAQj2lAiOTTXhebAgxGtOnEp9X/t4tstJduIkiRnIyFPX6+MCmvxVm/iQZ2XtuP988bB5fv3hkunsTskJOr1VdUQ52MKY2gKw1xUdCieOfSvq/TXgOj8NuyAQkVS3Qm6dlvG9bdPlRcqgvoZxQZgVwD3uOTKzmZ/F0nlkHhP1he0NylnWlWp0tUsS+beyHtHbhN6VoM/xG4NbF/s06mnti7xm66hK/yyUMoyB4niXAcDqiyirMALDeXsE0+grAecFjxP97OSPPMCQqDmBWJVoFgnAztWFQ5y7FKeisFS52axEBWJIPNdrNcOKAOpLIwXy0mUYo8dn0QGQ0Nem7gWQiyMJ9uj3J9IoiJWfCf0ibYZ6I0QGe/3gidMPzpocDuYN1kWPzCqC9EIDgxcDw9eJQXWvxc7E4fx7lkD3/jPgf94tcwekYZ2ilfJxt7g+U/c1YSwyD7dTeghL4S6h/+WAlUWrGPKrrfdSWfZJtHcoharTUoH8QWzgbSJPR7e39zCanNacFKpYHkNQa0zyfKEdlTvmfLNZR0wkeyn1bHM120GOPFDgKNfARhgHViTlrAZ4GxIW0Xn9ecvsfRpI6j/04m8WeyBbDlvCJL0WW79/y3s1SuQrsuzWbCStqaqMfBweDo4od7jPJGV1ByiQw+kI12f6GY+lvuOgVM/lwPjTrutz9XvREbA6cFzo0IdQ7i/oa3N/BThT99AR9exTwWzAuLmQusqllWFi5iw08qR/41oiQmX4CwpqbvOJ9jS6k1AHIB0y8SCdGqcPK4LFPgszlVtBgLsd2Pcrz28MpSyBCapvpy2w1xpIhwQuD7u52/tMZts51m01ntF+eerigZJXReq99grkbG6KqfVXNlCv14wKBWQ1/6h75XQs3WRdCMU7mb7c3Yoj52IEZS27f4Mu4pYbeu5BgZUWcbAoLPFPOGAPvoF2ZviGGhno4SVaoZwS6Ejt9GULSX8y/NkQs95ZFD2VSFUb3MuiT/f/VL0640+h0OzqcIXv5lncpVC7QLanZoLUxcmumdjtIDcdfggOHeyPJC7Hirimgkw8qjnDvjCey502WM+bjfndbUNZFRY4hPJQqsyHb+3fDxYBkvKjjuv3mziSGM0BVVbmLaILHl90TZYJXTiNrL+DHZUO6uiCFTVmsX99RfCb/6TTQkC1XtGZaSSqZ3t+tzR6zJnXuq0GYO4KI09awaHPyPf8qyV0n4Ru0O5wJ4fki7aNSMAuk+2NQo/rfJpuOQYc0XPLpDcRGfpK8zqojSq743V4so4nP9F53mU351hziS/VVyf1fha+hJf5NRyeqlvmhpqDkXZKPkubLE/rtoB4C3QVXeIIbTkIacksVw2lgykVfBdYSR8I/SNvv4Yl15W+vPIAFjd/2zp6+1iIbxerFecI+1hrM/pHWHzvCXL5NXbRZ7ltBIFutL9DMziLQbzRQEKObky5QpqFYIg1ZZM3tf/UZ5iNW3NSqMrY8yNETaVp35h7ohTvwAo0SsYxkqokfnk2TPlql7IXxH3dfOCkNYyGIs9Os8lZ3CNOyxFRIwMbPheuifemcQf6x3fZZBXvx4OcWkiNMcW/gizXN8w/z7Ixy9m9nOM2fn8gkK450h9Eq5Vsd/xuSKvQf95cSlJpovGORfqyFUwoMoy/q/oWFgutIGLDMPqLPJ67yepuJE+bxVfZ0US2eVNuXQ0nT2/5tdx8KrvGvjcdz603vhZWvrw8xucZ73patsGn3lhUxBHSd8pZNBZMtZLckijt4Wp8RWh4xN6vlfc0zUzwhjb5rVRVBLyYl+sWnHbpT5qj5Jpo3mz27XSPes4LHDaEmpgYbHmgWGP9ppXHdBH6u1OBnLkj+Q1g1ACLVecCPQwefR1eA+UlTqrEAQL7RcinYS15gvpKZ+bVNV6KcdfpUFO2oqGQkbrxrFvwpoSvTqaLX1maS2DCfCyT98GuaPteNjE2ywc1/0E8PeHtpW0F08dBV2qrBUoyxi+btUc1UrceoDtNnfmNkrtpX+J5rZswVcKgsf6tY3BOWcI7vIoM3OreRvqj23Z44u9ALeiWKS2Q0xOBEmq9nGclLRT6Vmm/L8dtLaN5X83zSgaKxXXhefA+h7HSrPLD1oIA9AeQyqHD2kbVU0kvBoZAxsLe0P/xseklmyV6lK51XKtovZn5Aj3Z3CaxUwSLXbkDtRannfoVlTebW53/0mMbcUQ8jiQdc8CzgqeI1W9ivLk7gCPz14xlmbMFr1aaaLEVqXkYL2vW8KiD1Vb5SBLZf/O1sv0RJYerehzFoPWEXMCwWthOE+PgagEfPp1Q0WD3BZduMuZh2QugwFVBiEtCcbWjrkHTIRJwTugYC/9Ytq3Y6nZM6CgEmDu21EXb6mlgqi9XLAM4IK/YWZ/+wvjUl27WGz8YfmkPoJfws4MpmD6myjuJP905qxJTUNsp3qnqAsD4uVSsT15rxay0GKxzjDErWIZKLMWUnufq/v2/cgwx7KpXDC2MbBqNtmBGBmWab4phJ8b2zoySCYS8E4RqcqTHR4qUCQXwGRnRMoLvCbzT3WBXaUEIiGXli100snAmhOgW3ZjEW+3BOnFh7aDbD9XTpIwjcWMSkxBBawqi0PxjwxRk1YQW4U358zYqy8cMMDCB4z8hx/dB+C52QC/2M/cVBbGp5IWz/zkCrENPHTMUPhaqZjQCHnlzM0eptgzkBkx3e8UzzmVykZNXCYw/HT5i8Fzoj9rs+UrONX9P62tT5ndYPFTh9TOXKo2EmactfzRyZe7ZtsbK9OQ8/Oz3pt0Jsa0WfFD4RmwXGwHYX853BeZJdmMOJ1B6lEonwtODs2Hk4Lz4dLQSdK56Vz3K9CbEqBQk4xEAt0KK8GKJZG2ukQLUX8lnlj3hA/Wnt+47xjt51WwE24+uD88c6JZ9VOlwce+1jQlHRUhp+kD2uh+fnPoiOjXv6rKtgkUUQuUOWp15owIX8SqVtHqho5JYOEyacPDlvNsBf98YPl37UPWs9ZWqEqgxo4LFZfISLKWUEm0DqNi/F853Xd+Re2XNZ+7269/r3MdDKgyiKQuRxYoedrg9dCO5bD4uqlw9Qz9RZezGRY/xv2xdD+Hfx/Akye3teSVwsVT7WedIg4Xpyo7vPLBT2fgUs2/3NrMT6LxlF8wtyCm0iuQXEBJq0iqYM37EB7y3MX8+dCoBxY7c6b7rw4+BuDsn+GBPFl1MZ6qJSc4XywWh7YClOsDqr6L5QRAMdTbZve6cBYmo0ngxFjahM2uqRlpDvpKDQIym4r7R4e1Kwq9sIchYmCc2TkmeKm5Crz0XUeb626Ir81Olcg3VpJ1LacOFgOWj6AWAqyhfR0HPwJw+QbNPyVJ/KFd0UF12w1eb50AkRTTLDKxVkxxyeIIEgxhHXoR37pDD+hUWeA4Ou638dWoItnfHv25vHG9liD6d/u7gJt+u2S0uX/gRgDea1LPc4fpcyIHS0rNptnR53bLCZAlQvxD5G/mKZVHiofmDIVLp/UytzpGjzXn5yRjG+GT3e3bdAl0y+tisQPTzHwG/y0s98+BS7dZz66yRGfqwQefCQOjLcYnufWf3TIlO18Gu+MWewhX9IJ7w7OkxGtt9XB4IHIgXB4+EZZQFU5OmeWNEmpgzugeMaIDjO1u3e7q0R0fTcPrSiJY5c0zx8CzJ46EI4frK7gk0L09dKg0z9S3bbHeL3JXbHsWI6SrhmAlfMGaryYqsf+LjIAHw9YtwUmtW6jjevVWw7FiM6PdN5B4Qrefkgw1km+yaAC9OFC+VoHq286cLOEM1fM/Op9ouu6QJOr0wA2wtnIMNCcwoMpCiD+THcsMF1eVfNArAfn89ouaeFsCtYUX++/otdhqwbmHFA1RNNJeL7GQql3j35BLWMmJEtEJFoMok0UWu5U5hmgraEVX+Ni3D+zdeDdcHnK+gOUDcQ4q73u9zlPqcNdnpmpRssdhhwZ92x0heKpZEp7l+7Irhh+V3aXQ5TX30u/v+kH3fa23tdSmeXvoMDh9QjeYGrxVat+1G/79yuDpwgkRgA76hYYVnjgDqqOVxItdzBTIj50x9DZaDfZri4I1Tnx3ksAob88JIYBV7DmDJsPLDpb2ccmLnvKQXIn2U3YWKkQh1ZhsqKjTJOyN4daSjZpE96Rtz0NldWvJaPNPsROEeh8IMPs/cjLFgpXF1tWKTUX9YJ/A7XBi6AKIl598I6JJN0FZJJKq36nju5oqMZwi8RyrhYo2Zg5W9AFoNxSgp9zWvKYwdmKLGNESBTXpuajP+JPeW2ES/xPwQkCyMEiE41wfwDL/sVIwVhTcbPp9geKzQ4sMxEJQlmXXzewpGfKeETpPmq9b4jsWVvqPgh4GEZ8enalEltd8jiPqnSpW86zenfEJVCXbfULmwAIGafSSfA+M6V4JPK8/HsqhFp6ITIX5xx0Ob5ypJAIi8YtSOFFeNRJRWm2fCu8HZ4bOg1vCR8Z+nep+0D7ATnpasXq7FsQs32SQ3+9kfez0CGjrpXghLa+qOjLNGhcjYe6jukzGXxT9ctZeZrGVgt36QK2iSu6Uiri1a2gl1MIisTOEXU03898UYECVQd7wydK/+fUxzC0NJ6Wni092Jm5AtYCxFpPxehCpiixMlS/pAZRbeJzVL+bTJViiWsPw5yJtlaRlIlHo/eeTfNFTJ6SwTIyv9fIWqgWClcn6yDUGjg9eCLeGtcfVc/mwDqpgG+hbfWiVQPXioVukxkOrvnArtW3qTE4s0QkrjywWZHjXREGVyRyYdYyWKMaLCcEQHPjWr5eybfSWwbORKfCqMA4KfW7YCBVwYehUSfL2JoaZqyevGGYO1LepNZL5JIcHPksMxgn0s/8qdIEPhGFRkY3GYn2VkUXRDv1gfxTq9PO5oFdLSzfODZFTa+xLRBKcUhmUZ9qmG6TyCZ7d8iJZVWQkQQCNX9Qny/r30I7Hgvp14HNr51u+VV+AfodI7Z0stuV1gvb1VGJioF6IIezywwqxLaxNICiuLPBYzlbEg6rMR9h9jlyN+yLSXx72P+ljgCOfd5x0CwMPjYpZLGmhpK1JDnV9Af4963TeSvOCSsukAkuy2h+Uq6EdOU222xcxt0jXeeVs/pcCO/Aj561zgmfpfqYavZfyAd1RqybYaAEmcqp4cM5QeGvMa7D72I8A8qzaK2W+VRRijSxd79xgtXGmvem8FfeFteqll4uAy0IkyMh3/rPha985ML5HFbjVCnL/2QB9DwLY/3bHrx9SKreqN98z4clwu8fZ/6XUFYDe3Crowq2HYr99YCYWVIEQ5/qH/vwabVuEGXfDCwJ7Brg4Yj8PZcdBrq/hTs8Dpp+/lcfwbGykRgM2/gGw93kAY84Hd6G5VVQ0mERPGCQXAIJtNbGlEq4O+nArwR1O4pqchWBAlQUsHnxVcn8vyCXyj8RhcS0y9JLbsem1SzbG7cmvhe1ebSEY7Tt3eeDM0DnSl40WvgtxkSpHTgD4vWhszBYsO+jFOJH9jqpFpWATd1PB2ruR4dGFrhWjqZkAHcr7HeHc8KkwWDKkjAU90CypZyVJrxiZXsGdH1P1z44V+WazZ86bb2rxS7k/B0O1aZtLuZj45WCu1a7f4GPvfHjMc5v0/bmTekhqTcRQ+lKP2biaYFRTEqV5Sk4XxP9YODHJIMLM/OBp0uzlo+ED4Behe9RXzYo6WiLeogXFqZllKohLGZJkpolpt7cIYLIslJIIZGE+oWdVEubo8mOXCeZZr4hfXggPU2Zt+vH62Yhp9W/ovm9fpS1kyCKPzPiRtrorpve2lqhW5Lv/qJ4BPD2DtVAOTlLBsT0j0WSd08OTY3y2aLEcPq8MOjc+C8eGLpGrXvR1Ic5rBPEeak9Jp7M28TVhbMzrpCdoFnBhBZG7/HK2/09Rb3aqMi7wb3hT0FekF6uPpRexFhWnIr8HSvO9MGPyPlDUJQ5RGANVkTiq3V65svh9YXyCMkQkJFFIl4OuckUsFA59EmBEbPEuFTX4DijBNR1c/u43zxNx1DXxBtcj8K7vUniy4D64bDrbooCoREp/53LDdm98Jra0ca7JB7OwFdwpsJOoyQqBMaXvWef3tpTZ8JrvAaZcCzD5annExMDm1voEBKfMyY7oUhFdqx7g+k5SNKzZ9jU0JzCgygIC+fF9+Iwfol8EOVtJ91ZLkPYhyvSXhrR/TQ/G5/9AV8B2giaPSw/yPuO9OaHqFwsyLJwqyLZ3orKJNDeE9BnapiZfkcb9R2gF5wjnS75Os4LW/hebgZ2FtGudsVp826n8hYucB9ySz9dH18LJ7ndsHxfOr4JzQmcx5cfjQSdVTkQnYIej/nCV1WpbA3WheN03Uyc8EhCp2bbtNs+n7Pf80FZpEF5VBTtnUjfobDMf1l9gqB6R92nVV44qaqG8+NTYFlJBOtk/ZBaPHHuqjDqpwLgb2dLjTlQZ1xdpwe54fiE0JUV5XsvsvEDk1olp9yWrAKpiK55Z8dhxw+HRYw1Jq3jmf5THkmSHaRvzq2BTbaPhPdeeu1DQV2Z5l/l1SVvdSWO7ODo37FEqJ8ztTCKvUlBAyabHeCwXVCqsjPPWeGK2rkDW0XKwwgElfCe/hgN56kH8Cpjh+laqBq0SqtPUBm+/LVbPSzwB3z7bYo6Eej7je3LdgX3h6JEdYHRX57LhxpZ6mt41cbToKy2Y7UcdEtdrT3X9qPueJJqsINfC1MM+Islx8UGRvTDSCMVaokN4JVQXaUlIep68XK18uom5rYbUeq8IhVnhpg6dIOe1Tbqm29mXuZfoz+hf/7P/e97NNH1mrU8KAmxBrlwFA6qswPmngnhyXLb9cmfPSqm1EDU20qimQtq/ghZiCJZQZ/Vgo3bhjzp7p9ikrbaC3bISiz572C1kJ7jfY/7cqKDV1KgqVJ0Nru8bGcavhDpq4H+RwM58OoUV+F4YOgX6NT4GItXzbMWPSlXjn4JBAEvZ+zcWVmqGdvw7PFv7xtBiQAiB29lnrlirFnzsmxyVpz4leD7MzaNUNcP6livCgIAy7K6s8srqV5ouIKNd5pkvlV6wyuQr46kzB2AvV+hbkFTqS+yleUmLFI2akSWZ3iNcn0qZ+r7cSvhO7C2958+Ep0B+rX0gagetTmUU7Eg3HTr3BOhv9gbSnZcMioKPUEa3RPHLeL1fXKhXLexYXWoSrXgW5Od4LWIt8mAU9WG1owoiwNodZkEBK1p5nQvGsFifT2XZybxViuAHHQlXhubCtMBNUF2k/1ya5wnl94Xj3ZIAhpWQCd0OVV5oWGxyPHMudGpATuypVHG74Huht6nljRXozOC1WTyyTTug0JGZPatCxSsJq/n7sv/+ugP7QT/K8LRPm2Lq+OAsDb+PHdUJbjiovwMJb2f0G+TM+07aqoBcOWuXpHKqHUbBiFT8LyOcvN4phAZdQJfMc9OKjircztW6ar0kLEOEwgrNwfxSv9wKOqidloj42WVuD+3NsdX80mGMe2J9jPNBvX17aKHPLY1FRKHm3VJt5ZNtYECVBTg6Kbq8Jndt44eatH7Y8Q9oFYcB7Uuk9pB4oD+67wtae0FtifI8BinfZOncMfY8Bwujygwh38aHaqIyNB4vpHy9rTw5LyLCF4owwVaxGFqLW2Ev/k/oyq2DLw0LYlaw0JcOiBK4uJLXNHKb5xHYh49vnygCyLEfKIrwg9AbDglcndBJtkcdpaqmEgnqWibsZgVUOkTYrYnq85AWqi49qTmgxWavmDZhxecpYBgidkhBv2nReYLo6zeYe+JH7WJX/VhGojRkAcli7uhO0QXLXPcHcAD/rfSekwwyHzEHjk7ZUNQ3ITnxRDgueLHhJ+R9s1pciDED+XNDZ5p+v8wo3ECp5hk/i0G6mmlAnYdapbSrdmWcp3c1hKRKjCXG/wLVfeAEdfibqJaNW/2g/ulap27ejXe54PQLb4aHLjjO1HpI/IOs2C94K4wPsFVNXTwnmbl+PH+8tFij4ShjahpipGtMKFhh/Bzd670v+nUDeKEbt16yCqEJeM2y86JiYErTZrecLCNteU6u/S+eNgqGqyqu683+V4RYhuFO2dhJm5XhusqiHY5Q/dJiGFknYzDbOoZXUiJ8WX2M7hyvisWQmTWf4DyZERMxDNUBZyInjYoxb0EnrfK9jte3BMeQbIFUs4NnJXKdH3PjuldBgSvM/NtUdC5lMxhQZQMOFsKB8p5welDvKaSyQlGJWw2tbEUp3gO5V/u/4Ynw5lljLNtDrFhaJGexfhK66xQF1SxcqqkpT50CTMDGUZz01dM8pMjZx+KtyF6yiECS7FJ6r4na3xOem+AF7/Xwse9Cy8ercxbG1ghNhNj5ye+5CHvY9UjXJ47+/ujg5dCz8Un4s3hv5pyREe+etbDAfzo8rbSGEvpzmppZLNxKMuFK9zOWPd/fSmabDvcBtWipoYKsZ04cGVNCe6m3D8DkawAOt/c2siKvbR+TGEiYsVAOhBP7fHkMKpFtFf8Rq8VdskzsazasTRe6pAk57kim1iJby9Wz5dRpf6IPqATR4ZHrJaNX36hTYs4WLIUO8FJ4HCxwYJ6qHpJTXD+ZflXkd9sesTtdhkVOhzg8v4iqXxmZl9vfIuEkpnSJ1rY0DzpWmOc3PS6DMqNy3XOSByLBWNcq+Typew4QmaI2eyAPLgqdIs0KqoEVMVCv5HaZ/q/0yy/3GpMQ2m9VMQPC7oJO5pY/hhDBoJrS6DmZVO2MlTPjf14XMNZr7bckwZNqWh37pOV22CF0VFoU2yQeiJ8anAdzTUmRpuFXZURCxc+F4Kxt7PGHwwNXxv383kbnwaDaJsqNPgvGBP4NEwN3gFsMmSqiVRZ+kUvyzO3DMSH+fzZEWDPO9PEx5Djbv+d5Dvw11MxVirwGcwEMqLKAZMv2F4VOhemBG+E+wbqnme7NN6kBxgmpKGwQtd5tV1jO7qSi+4Al4xkvW7zJBTnqwpMlz5wetPejI7DnvGjuCmvvs75NMP434G/Fa4YEIVGZdVIVsWlVo7nD8yC86b0COtX9BrC3LEhihF6IJDqfY4RcBKMYzDidHN27uGIAsjCYfmf0ZxfU3RH9mhzLXWopWfR2Q+CriN4bbg9fDDBmHkDvGZb7//7wTGvJdiUAeDEyIfqjCOn96r6v7mHrLVrBRPJYG85zv+qotXI49xelPhd775EeeRYDlcUj4XUHLXDJoLbpSuItV+8AKOsIsEupGBqxCPTzqKTQIG5ZNBFx/8WnwKjjb4Ep/QznEUbA9iUMgQvDp8FL1HtoRLUNUM+7asuRyn/CU5nBwpdd50e/buAMx0+cJ9snvtFahpZu3A1dd1FKgzGU4VLGVgv/PFGEr3znwFc+dsLQDmNlmr5GEZXNV4Rx8Ikys9adXxedb6Qfp0I+oy+XzDW1CnbgZDn0r4V+UeEB5iwx4z3xd5YDX47nJLGJvwxzzrbvYqex8MDRQ6ROkr5ttYoY3bofU0DGogtB3qb4ln9Xh46Da0LHAudJXnCKdLg4EU1KJep7fbZhhteOLQZVXEfUb3XcdTGwTm4vJdXpr3znwae++TCuYJWpImo1lvBXHhW4OKWtfRC2m1zXTFD/n32t57ujVPdOi7hYtoMBVRYgUD4biUAMeheJnUA0ZBaMQgSp7F8tqNKGMdus/xCyKdBc7+/mTG7bAvrk9Rcntx2+EhnD9CHKq7dvs3QCaSkhkFYPOti1UoYKl8XfamHVap3sMUEWG0T10UtaJgYcpvudJhXOpSSIIiwqNL8PbsPT280tqSx3dwM4/n8APadaPqbHLkqBaPQ5MJDXV9IW5FGO8RYQH5lZgetgWOAh8y8Vc0ofHRyStrI09MVPCtwGt1Ay+jQDOdmDph2VSLCjocDa2Ht84E44O3gWPOKwypso//HerpPml8iPT8SG3u9PeG+Nfk18k0Z3qzSdfzhWa6eDj087RVWuLCgPYC832CTU+y0G8KnXTzYJRs9n1QXDsMtLvWZB/DOMCWFayGn/PzLP58Ro1aoCZMQHQSlRMJTTL0xpyNzW/eFZEPaWwAPhmfCfsNyCayWmQFrE3Ep1T1SqleTvhjfeD4MaHwYobgNXd39VPyumtOpbt3MyfnHe7wCHPS1J3+/fv42pk+QzwX622HhuJYGgkbouZhNq1fLEiqci+8GTkam68YOm4lPReeBAqsssRm99EZoEtw82+LomPH86UvzN+FvLS8LKPLNFTEyq+0DEyw6yCR952V0rUQLW4xNRuu8HLJzMIuYyGFBlEOL+TTLYdeX28x6q8d6D3rvjewHDTNMR8L5875YNV+OlKLRN8/Io0KoZQW9ZyjIRW8QEMkIO6FzvXHWMbolRxbRYA8dE2rh8m7l9J17GlWxiLpyK27B7zG8+LHF5XCPqALSLi8jDs3GiBhntG5aY+uJJkE/YGSMT6bTFkhBmmDOyZJeNA/FGvveaW6Y4SiZZNLZFuH0x90+Y9zFNOn8Vu8mzNmf+CDCeanNZIX8Oh3Ja5n5Yd7OyIpcCOXu5rdTJ5zP2Y+qL9B5JNO269IW3hNHQvX3TLNJ1Ag8W5x+rWbO3I1pATHsTpRr1c1Dvls9tXxg8ieaOlhMnHlrqy8AO3kbNbWBss9FR3B86Bc6uveXg5i/eXtgknaQivTelNzsYreZ2wku+6+AV37W6FunPIlqb2g3ho6WqUX5ZK8mz7+7IIaZD6LaQPklUrHR6qD5Us0d2gy1QJlWqyGzTtW2+lZQ+jZDASOWp8JTo15ybEZyUdgDocyDpndL9+N/hg6XE3j3hgyEeWjOksQsKzQtqo/WEkUNdn8Fs1+fQ1BDV2/MF59XLtwR2oqs4tMVUySNiPHZcRbeWxwN1HOnUYq148djol2O6GirGNuuq8mDsjhYTfWbChtFXSyMLLHZzjOt1vGs73lloUedLh5pj5sCAKoM8wh0Ct4WPgN5dY88y8QyVsVgYs5rlnuRmnXa6q6NtNh5qiFNQWoCS9UQgXOlObB6FxiOY91WQsdi1YiklhdpHlLP3e1PzFqQ15MuIOeuXKG6L9GWxn30iLmvdiellQ9pKrLj+IHl7L9xPnyE6sET+/xlbDOKlJCS3xRAjW5XHPXIVoVQxqlS2ElIO42SfTGx/ffgYEBWvFduXNXzfa6jsF7XJZVQzUyCS3RMvAzjkcYDyLvK9wQTbTS5EG535taRoNl33/3BSsbTzv3r2xJHw61VToFur9CRGjHxDZ99r2RL1HKUyZUcix0y70njmPOUXKPLo91/hhu+Z54EeG96Mfv2936aFkuEFY6QY9BL8XavkVrUe1ebjPA0FUuWJBfYOT+LDatW2Rl/7DnDJ+5fwm9g5KhJy4MC28PxJI6Xz7Ez+G1jiOxbmb9G3nNeCPrGiyq4Likmsbs6StB5/IXvQRdkuJ5zyvVoi6G9RbiV9J2IQPXGgbDo/dEY0QHfKZxFnarmxkgpEuEYywo1TEKWp6cGxW3/Vc9uXvnmOuyQmuORE7NPCVLkVeyRbcdX0WlSST9eBYAW1vitwmT+ARpVHlX4NVFu6U75/GNp/Nh/KgN21UyQyfk57DDrxGyzvqhcwMUAqu4cGroK1FXoPtlwHA6oMQhYeC66YHPfA6RqPwxOqYdbBU5GcxLYGB10a/kjLBVg9gSVDhwazv8/7VWZpXStWi/JFk1aJEi3n0ZJni5ft97TJ3xFujLbNaZD1h10L0BkT5JPZ9AHawn54p3L4+4ZpcOZEfUY6XKL19G9geEfEyw6xyHQhiXVBGd3F+evWNLLmMPTvwqdUFppGP8cU+52L1WY1rFFvSljVvhsE9rkOqqZdGv3ZpF4M35v+swHO+QWgtRwM6DPaIsAxr8DyPmfBBxFZQbJWtKjwpWHhGygwB+qERirL6qvfaDuQTEQv0rYoN/CeYoQtscyi9dhiY1KxiQ8eMxTG96iCF0+1bv8kynqE0rCcTfaBYSGnKDsaR+IaVv8ac0ElkUjLeERur+Mb2IIdaWGD4dyuVoEZAdUKIT5vRiN0koJ4BRETa2PCoEerIqm1k8g6E784H0esm/XBwj6t7KvSIze9ACv9R0m3wwcwZtG8BZZnG6MgRiy+950BS3zHSQqw8VBNK+Z1UBawPdgtWU7gBHZr5teGGdN4VP3sKIY9UgunUx7w3K3z3EvYY4zTZqgfEWYCHP0SwDSDqIiSFNNR0Q1aN8ZpP0EHqcpnkz5OdgE7wdezIQGFYuV8OMa1iPlr5l6i2zzdPuf/H14ffKmJ21LYAz+KvSDkjp24zCUwoMogJGtF+vXjgXgTPV58VtwBldQf3U8RMxiYqJGt0j8OHHxWJUuQEtyN6kU5O4YP/8k3V4/2uMtgZON98DDlPWMFfeJ93HOEZDx7poXCohGjcIET1vm6RIUh6D241dseHonMgL+oiplaCbRb7B8xogN8esEEuOcI/cwCS7VubV7vqAR8snMaidJ3g148wY6CyE72lc+nb2ExSjYbA2Fa0c9IG24bcA6ysL/4DS0TxW3AN+5c4IdpKkh7kwVbPFR0lwKt5X3PlqTf/xcZIak/JovVO0uy9Z8rLWjkOG8s7hzzM1G0K3Y1U+DcUjZ/tRCHYWgC3O+h2qALquOqqO3LL9B9n8jZq3NlATx1wggY0Tl2UqC6UZYM3l80GJp2kqtPgihGF4LfC70gTLnY+kXGwr7rJIDidlILTywi1D6QTN5XyubRsMuZvHM6YBWmiKE2mUEymn9bPofFu0a3rwXACzsUMYkB3AoognrpnBrKkz+b7t1rYZ7nlejjrwgdH/26sbgjvK20Rv0mdIaO/GZdy18FJY9d7GIkjvqaDWMPkMRfiAjMD0zlSCtacTul5NSZ7jcgYVJRFbTY5+8KI6JGuSw+zZODuA+VRJFTfvOfAl952YJHmqqrhpsToB9nDmgiSlVRFUl6MTxeqro5IY8kQbYtB9hp8J0igSm59nQer51/8sotTyZWyT418JYIawkXogBLbAPWKkle2rOQUCg4mGcyssTemJe9DqB+5uTYKesEMH8pwJnsCloh1yAlMVxJ2HRkIxhQtUQSPJn2rpUz8oP5ZbDbr1U/PEF5kcsZZHGzjU1QDjeFjzb9fG2J/gSfr7QCkD78Jz2Hw5jA3bBGOaGZHeflffmukil/V3BukKihvR9fKp5UZI5HvXAZX5vI6XbhzVUCeoieLPTIiTj2K4tM748nwollME9x25+sBYZZ8M5u1i71z4Qnw5PhfaUFJmFZ/mB29owarCc+P0Qdy44Vbus225s9jwEXh/RtlPW/Ajw0FuCFoxOXO/b4o+/lE5FpcGboPPhUUSkzkkz4e1noRKkCRsQjfhB7MxcmTgzDrZjWr5W0+OzA6+cWUg2pKkSZQRkxO1D5awB/fPuT4UMVD2pQusoUIMs/b1+WD704ecHWh9P7tcyoe838hHNeBTj/T4BOZqEWOyPuFyL7aGIshkSEvJ2ZMzon1xYibd4AySrJaee+GkWljzDRtVA6LkmQZDW7/GxkiiSXfXf4IPi1aib8qZinq/cEX0BJItLBuuG6KokjMKThyULS4k8ccSCvr4wnRhLJT4uNJibhauDHYhT3u6VtQCyKXNYVqholyKVx2cydqsfWZ4IW3PylGOwa8SgegdfxjwHcOwTgBUMy2lcEcNEKgGP1Qe4Oi64TS6bexKxQqeeMMLglufffxK5wcOCa6O/DXOoFQsryGRVvXVLKiW+qG6ColZRkpPldabclVgdE0bBmm5LYaSZgQJWLOD0XUtmvtWLymWJ68U0v3puqvScZSHBSAA1QCWalLuHQp3Xfk8FlogD1VGRfJajhYGsi8qkO8QpyAFfB7YLjQpdIQ7hTglov/ncGg1bOIBOeDC5lcSxl4BReCE+AZyOT45oPCSvZv+FKe5MVQn6lpAJHIEHSgYHrYMPoay0ff2X4BLgmrJcyZqLMKhDIIr5Xa2sVI6sP0ft+fRAZ62JlaiHZswlg428Af70d/dEBA9rAYcPaw+2Hxu/Z8rjnNnjCc4vU8sKiLA4/KeO2tue2QCduI3ipdkzyGHcjW+kvXgW2DgwforRTwrZLEBhBA2GRhYqmNUlW4JVzpml2plE+J43rXhltjyUCKKWiln0uEhIzj6ZenPqXuMBPADj5E4Bzk2+xThiLuWBSST7VpX2G4oVU24uoCnUFt1tS6tsmFsEaRsVUHx/I33wv9oa7woeCyBDBMT+a/Z3+NTh455yx8OoZo2GZEOdiO5Wo1gKGtjKJVv2SUt91xUiolkWcqYga/RWl17R5rDdOH0zjuXCLWAzvFuvFR4yM4pX2OHJ+N+LyyAfRiFMARp0FkFcKPKetvRo57Tr6eGR/uICaM9YJkagUtdFV2wg7uCI4PHglHB28DFyUEM/bZXMg1Rw4iHF8ClT1NZS4CbJo2PdFDcmrJGcTGFDlGKSKMH/7dUz/F7J400G1LZ0QvABgwRPyN78+l9Brf9H6OEmx5rHwNKC7x+p87FabTNFnt97o8fXIaCnr+qHvQslUNtYFYj1Uwn7BW+G/kUnRbC1ZgDJR/nSaIq17sOvLuLe3b53cAtKDXxdzHkDZ4JSpIvaplbe3E+Vn9bkwUJJ29ntiVxyJyTNhWYFc5YunbTAsumCh2M0062eL8l+/PHRCUgtd0xwLqS769VLCv1ZMl6pjN4eOMM0REfoGDP3rDDEJt4uHW2cPhNlD4/NGI/+jSa5fpIy6z2LB0KdtrKDRmiNcn0jHG8kqfxEZIKldvRCZCHm7Nb8iS5xkUAwKo4RvHFbAkoG0LTI2hvnYXdRsGm2ubEmSFfjdHlmpb0RHQ0vUT08wz0NTInRrYBraqdsNZUrNpy1B1kqbSSXQRQTyvtFqaEP4vx09JRHiIf5ING9FRsHjc4ebrpsksKpTqpLSecriPzqJ/wmucD8j3Q+uKZW8iEjyRxWTsN4Y+/eIfF6HdCgzJCbjX4IlZXVRUKVVVkxP7Lz9UGVRsVYdXcp1jLZtOlVotcI0dxvnQUmrOdJtyASSWNV891LIL88AfHufJI4jUNdsul13Iv8rXOL+r/Y3HajZy8OeAdjvJoABh+tGPAi9xVWwxD8XPvOdD+WcJhqx22j4nQJ8Xg+7JZEEjEOONVWdEA0MqHIE2kyz0KDC8uTc4XDHoQPhX7MMGSZvgSSzSuYwTtp/b4BDnwAo7Sh7XCTAsdMnwIziFwH2u1Gq3KxTzH13FPUweSlkErXqQiAL4pci46Wv2zLkYwlcxFrtR60ClOiU6jR2lulbBQZyy+Pe3qVKGxuZc3v84HaSL9Cd+2onSr9hIJdeeBHjyVRzj+c+mM4ndrHJczA8/K3QF44MXg43ho9y3PaiDvZ3q5ONOX10sGeo2FnNsdGDyhMaPzE/QNe+A7Alr7NUHXsoMtNsJkxaC/0GNaQUGhjSTzXH/UHSRtMB0F8kyxVFr+NcH8D+ru+kWYLpru8dqYk6WdrwQXNVLWjYhibDYoPJbI3KeaEzYz+PE3UrBmT2hrAuXw4o+/vjb4Mk8vvJECCy/YrlxTku5zOLTcWYwD0wMnBf9PtuvPPMdXeTqpsIgo+daKpS2tHme16G0o1fMQOUx713wEnud6X7qf1aQzdunXT+Uf+WEPSoAYl1K1QrWgzCwjg+HZwanAf/Cmkzzo47DQLOvBrp60+bYq01cxNU2Cdk8ybbzxFRWF2rWTSI5kp9nds8x/VZa3k2zqu08UkzbJLxNnHyTEXXB9U+byFKIXXJ0N55dDKRzEKOOkNWg1VwF1aY2nD7U36ILtXXpQmEiWD/2wBm3pvUcw/g4xTryDEwoMoRAuWagVu7sH4wsqzAC4cMbc8cxCcyq2QOY/8BbeWM5Hm/yR4XCVBd5IcP5u8jGQ2SD7igGAmLajaaWpDuqZElpDMNmT9ZTPW+s+DC+hL2ZMrb5N+HD5LMI2d1ZgeL9YVUqR4ANgN7INeOPS75bxaLHWDS9yfBG76r4OAvpkUX1f0MJyE6q6mv1MQP68JD+sYPd33q6O+PD14Egxsfgr8K5cFtP6Pyo3vuPevga9/Z8IjnTlgkdo5bbt8nyMISlxZqnjqpopVAe3rE3qZWB92o/4GFRGwsjIPGRugt+UGZJYuXOmAvqnjDrEE6Te3rkp6LiY2HUc3jguzB7Ym8HJwTiHcWS7RFR5KttuquLV75ruVjlrjkiq+RnXz85xWa447V/HbO97wMGSEtjgkcHOP+WPczkmQSfcVMASJSpbJjlUdvyGqsGpL2MEJtQSdzEoa0flHsMUiuq9DdAIl84GJVqN4XhkutZVGDYdLeqbJVqfw1MOacdhkEFyzRXj+fqr6UQW10Do694c6rTFbCFixYxsUTezofcSjl6uCcLdpcEo3U2UPjZVT2VHYqAiX1Wy2PdaM5PGuGUaKNLHVf2bGfLjhvYwg08zxxdHeouOzPw7HaXBFrMKDKQUoF9tBnU0Ikfv3KXAVH99cqhEoSk2j/c2rybubbvZSJovcWuJV4Z9ggMoQSVLpUFcLrZ+4NA2sSb6+Ki23mVpcnwsoAeRTtbC245Yv2Hi4x+dH1fnkBR1paaFnxcS5nXkhXuJ+FJ7y3QU3DYsOWWWcQiZBAvH3vrMAsiqFtxmrBYbqYGbhk98226nB0hWvpQe+Bq2aY/glIO0SnsQD7Xg/x8LJSQaWh11l0ixDd7pEqhitStpP4nx0tesREZLpJVZBP/7wOayBecLE/3z7Qzls9uaZTuzOdLwcfw3zjP3Rrx0Udn5y88ESWfH9Ts9tabv8978Xwke/ClLxMH14W9FjHbP+0Zo/oh5fKTrKsKHXmyPbrzy31ruKmyUYkUK08KHgd3DbwPZgwnbLeCCgdDSsZrelHvmD7fLeEjpBuHCWF7V/3TfTrVpA6Cf4ZgRuiAgaxYLWZ5y8xi7i0KpWvb6rio/45BFsLFckO5MSP5IR0LHZvsAx5e/OrnSnuqbNuyjwubWCuTxAn0J/b0drigbTeRvypbyNsKWBAlYPUc+zMV1NC1l1qu5lf8aXhiLKLQrC4U6LPnPS2rfVrJXPa6G9e8HTJzZ7mX6GjIVLQKuFtKN2uP8FWMUQvYlEZWqdrazOyXmmtJLwaGaMz8D1xjHxyzfenP/vPoge/FgbxyyFfMLd4PRSeYRngkB55MqPgdB2iym//VchQUSQX+NlPMBQYralnucHHgKgHqogGfw0Jbz7A3LcBRp+dVDue3YKBKKAlhgheN/t0r3qD6DLnNuwp7Bz71RiBWaCdQWY+w5BWH5XHvbIJtR1ckN32G4u8QjnbPmm43B4cKDEoTJI27BgL56TmZuIkbRpDx7wKe/poKmn0eawXv0bfCpUERICJtHGf7LKvYquVcdFXJKmaPheZxHzcDGXWZj/XAtM++rTVcTA+cCfs1XivXG04++fouaoLdb5IJV8yKjI0503uDh4XB/89Zz+48KBR4PU5VKfsOQ1g1kPMX5EZwwcjM6UbHVDR8DFO5IOC8v4jc6Gx2AxlMCN4oyYi0sWcdLI6XiXvRsWKgOboER0sDYwHOjHIrRnOnDk0w8Emf+xzpC2kymUxi0rPVLfvqK+oOqK8CwiMKlW96JNunnpn14FEWCDo12Y5oGcWFxhQ5QjeXdnVe3rquC7SHAyRhl3eSlNHUwf38zfFL41KiHiTqwQRXx3jp1SVbn5NGAvdA09HWyGI0eDjkdi+VASrS0XfhTcwZVbjoX1gmW3bGF2VWCa01bX8+au7A5z+LfBkIZ8ktE+TU0gwRWjTKP8fdoG2/epw8m5du5m2J+e63pfu872xZ1NUlcUgb7E46Hcw/JGnH0S34xuftdT0emJwzJDILuS0+SKXg1kjp4xgBNKGca6kZ+aGVvPwymmxXemdLNwbDG2uzOfxmKtCRWJiAUm6eFPQMrXtOWUBY0eCFYhu8z+CwLyl0La3nAzY3Z5qwZLQ3uyIMutE6BvRjostfJx+ZkZW6YV67HDyeUyINgOgdlh8yYZEIPMwrvrNUONQsl/Mr5CqUP2I7HeMCq36+fMF5fsAny/J4G8k80Pkb/98I3q92ddCHpz4HyXCA+GZkj3HfRFrmwnCeZN7wOLrpkLftnaCRRbHcgd20oPIkB/AfyvddOx1ZlQciZh621EWib+CNTZ4N8A1uwCO+j/Lx2yiDOnPCp4teTfCkf8Hx0augutDmoWFVULJjgvdcsdMkcUMtZNzBa3y55hxSrV2b7P/pUC9d4cOTyBx3f8wWDPuDuaviFARx1KATBP13vT6FDY1GFDlCHy43t7kkYGfOoHEI7HshE6VBZK4wL2Rg3VVn3cUH6b6drEXbyza/6zJhceD2q5GTErdovmEUOgjJspeafz0mOBlcE94ljS8y6KpZeA/LDtKu9ASPwti7nr0K9HTJi1pfqjrcwB/CWxVevk5fwlAqz7yLQG67fnJtjrmlNKgXKWcHzot+rO7PfKQeRlYt6mdObErdHQgse1kob/W6zwryH6L5de4PHQigLfQUh5Y+vt4lAljQLdzsAOq5A/IR48bDv3bx1aETFXXEmv/iMQvLNXUOPB9M8xIJkyCPlSkcu8r0argfMiwOFurLbw/UKT7iUpZe1HzK/rRl2R1r8H5YvbYUR1hry7lcOUBqVdldFpp285oy3JKT8XLywraT0oiEpKqT3u7FsG/NppVYGnUikmENYdCZuw+traAiL6+Itf/lmIY7JRbw0fA6aF5sjJqDIi6aCqO8RWC5pl2n/de6aY7HylzY29ERsM3nKz0uoEKcGg+U0QpPoqwffUS5S1+n+jXbwvKPvXmw0NXngulhVo3j935nNVSSyqYalXyesGBdQeFwHniXq/pmHg5wFkLACabj6d2VPLHzSfwPn91J3T81GycrfpvuhvT6x1IIErRxwYvhjUVzj30cgEMqHIQWpIz1kn1y4smwucXToC8dGUdpXkq+QRLTlcXhE6DCYE7YFcfai4gDsrWMtTXHPCTUkr+R2xjmbVrVyafXDdABdwZPgy2QHb0Cq/1d4Pejf+Bi8KnyG0FZy8A6C5ffAiN1DB/Z36T9L7mu+WLQ9uyBLJfFLWeypRJsMvPoQ0Tq6p4qqqSkdJ8D1y4nzORhaGKjHLbBmsVxXWezpaSuYRfqRkoJ4EDq21NJVhUA6miN89eAH6sLDz+oYxgWf3/qVzIBgrZHjmP558Y/Tqvzunwuh7vWm3eImXQ80cA2iA+Bcdom0kE0ZvcHJMKbxTJqIu9gLFbDKaafK8bXjhlFJw4Jsm2JQYiXYG3CVCtzKyT+TxZb5R2fLiMwa4FpXlycmDvLS/ASv9R0o3p7WT3snG2cZI5s298Z0FHsJ5Fi4nqNdV9Cvv35DjL164JnyjvAx1Y6dJRynHJUzp0VmdNo/hQqiqhnVqXWx7HBXn0MWa9v8MWbdcBUU4MfSraG8XrKO0AlQGj8qQFY+ezf072a2X36P7dTQmc6FR/3Qm0+sfIGHNC+tSah/FLpft8CMAXwkBKLbN5gAFVDvJwyTmOH1tTnu+oApCsQAVBVPr+V4ptmnQBQEOyZ78Um3vhywucZ8en9JGzyaSipbKnmJ0VbMzXL+CIuEMiNEj+KJxjA9J8r/zR5RKUclZZky9LjC+SsrbpL80lOwtSErZrzXK+/WyZXPnvS4mRboYtAMiW/CZ0kSSGu3frGf35QcHYGXAWVv+bv4SaqHE0sUFoLGK3kMydoWWBC2tjWwPk5RVIA+y3hw6FtLIudmtxON84I9l0Ihksyv4xDKJ3085XK9zdpP32cmSc4+A+lyCzhySxISU3GP8n4lX2XmQ4PBdmzzMlCznGC6FeCrxDPjmh5tmtzToFBE7ynSNzULeFZLPXDyNDo+3kahvhyGr5/NG6kRK6cRi4E5NhwkyX8zZMdc6MyImf4k6ivVttxbWqsBe1BrhI+3wXKZ5Nlt5Zvzyra992yukTusLbZ6ejOqG/vlRGNluqMKacYiUZlV8BtZ30JvEqanXu/8IT5FnbsQYVQQu2eWQpc+LVRmYEoySyzlr2oelHdCKqKc40dYofXHMDA6ocZNH2zAQrVrA+07H6qVONagQpzUJwXHSRmAiHDauBJ48fDu+fpy1qIoqanpGN7fbVXXTfjYyI+/UKYmbqDPsyWA/QoHicOBqStUM7fVZRQ+HvF8jeS/ES62JPt33FE1z9qFQglxRaz0nlCXX2JsyUsMf27rJZLw3JshLu8j4IXKN5VknXopPmBS5ZQN8dOQSOD10MJ83VlMduOUz+/4fi9HSqKtRfwK4LzYEvI/0k4ZBvFN+uzyKDLP9bLmoR1b0ydla0vKQY2s64DErHay1UDYO1KlfKyNNXmbvyWptcrIVUyGGlP9Usm/yY4Sfa56BS2Ap78X9CF07//0ipKMVI+7a2dCL4S2FW8HrpxrpwjHb9CT24NQnZT+hh76923DZpxumNyN5QV66KO2gH/Q4oknznxgXvhvsjs3TqniTBocLXbYrpQ3VnaDZzG/pwsgphoszmP4ekibUQz5eFkPYo86+c1d8WyCp426AIeogrbD2k+gVlm4LJrl/g4qm9JAXdVOAVra068pVrgrzZnKUJ+C4Lg1yiSEuYwslBsFPG9e9sK9wxdtJ0WQ2WCBk54NR9eknJr6Viu2hAtYYOrFIIl8Zr26+CLKKhrs8ylHdPGxhQ5SDLwlkggatkmbpUFsCRinqOi+fg4CHtYFKvaunnibCxt2y+Fy/ES4IwlJMVy4wLEsL5U/QKM1aQYHBCz2qoKNQWjo157Cy30TgzksBHirS9DawphVsO6a/7ueXJhq6eeJJTfFTNmOk5nq/8E2CvQy1aESyIKN4VY3izwt4jih9MneiDSF4FnBs8A9LBwPrvbE1BBymy6eTCNG+q2fz3M7+9dxq9qPU2pE8JSX4tgJvdj8ADnn8DV6tJxI/sIi90YnomGTFIyxdCAxRx9br3nbymp9GiArhFlsUnFPudzY/N2asjzBqkmUTW73UepIyDHgHovi/AmPNtH/Z2ZKTl/OhC5eLe1NSXaBVHCarNrFLYAuNdv0Wlv1OHcuy2GwYwTW8P0JTwwXp42XuNdLNqkevCb4Tz3M7Nh0lVy5htNy6eidAMkUWnF9Es6IF/R9CLT4fnYuI3mDHUjgaH2zqMUgAl7ZqiWoVROeoFeDo8BQ4LXg2BGFWHAJfeqgRRqDPyXpG1gMeXEe16+zJDLp/mCtdTsTdg9n8Ajn1TUtHjhAjz/73PMZeAuP/t0LavvgIdi6KKdjA1eIukfJgOmImoNCAqn69mFkdFwYAqR6APwH97HoBsgGSZPrlgApTkaRngOw8bBI/PHZ5wy1/5wXfAtf6LYF7b5+L6uwtCp0oKeJeH5Sx4NeVH82ZEVvMa36MKfr3Konc8Bn6LBbRLEQs5wPW9dD8jzjYOQlWRD944c284fLj+QmuZwdPt2+SySX1qvzTNHeQPOghKOsnGgrEgSomEpUUjLQUU6kT5gvJaRG7x6MDJbRhtwpSXVLxMN6sUCYagwciVobnS9v5fZCJzpvAt/0zdLvbbVA6JLHO6mez6GfZ3/QDQSM3cbFPaceJ9fcPn8XD3p1KA2Y9fCR8LQ+DC0CnwamQs+PessZ+9IJQmtiCMx8A5JgMPBzj6JQC/XhV0pdDKIFIzkGl4TmiI02iYS/HMaZRv749+WSzIAi4dJc8j6m+ayxJEjEhzFOoshQrtgUfoxzlXtSVzPs+HtWTI/xRhJBpSNSEqnXvEPPNHgqqa7xbzYRS/CE53vSndEzZBmdTKvVxsa3/edXsBTvs6qm6alcx6AOCghwE6x1AaVI7RKuo6yl38D3DnGnyYSjvAihHXAlfZDQZ0k88LVv5RzxSdCE+Fp8BBgcTalq042WbWT9coE9H7v+3j0oy9G5L0eYsqJBJ5d38xlBdpx7NPpBRh//kCuG/uAVgd3zqhcMefsNx3tDRDl6eIR9TE6MSw5KgXIVBqfYyKza1s1IRgQJUjiNRisVpxzW6OeD0uuPKiy+DOk53Jmau0m3ASTA7eDvmte+gc7V+JjIXXI5onRWmCaoce4yC5Qr5hQH+RQzNCJxy/dyepCvjiqZq8c0gki3xO3/6XYvr/dIUk/5sILMNe1RizOy8HUJ15ebG40+W8XXG4sgDrWv+r/ANG8PRtgTx38QWVeaR5JrIvHBy8DnaBs4vnGeO7SZXDq2f0Mc08CDZm0KmArGeivjx//c/cvlYR56LNMGtHWp8Ic93vw36uH+A2zyNSMkBNEJigvWfasEU/WOiWnQkaAidjAdCXSGFb0LOdVq2YH9TUKa1IVSOMb9cKS6XC4cHvowmOTWIKRXPUmZl1CwC+uit1zxvvZjTuYFbar+z1Dkz1PKGbF3LKC5GJkgKeCjk7Cl72sHsnJVA93/MylGxURVK082kxVwf/9d4AF3tekO5V/zmigqq77hLPKRat+8FKsZUpGKGphuSu30m1f1Z0BRh4BGnDcKQKqWvfIwIIlNekyjUz+8In8yeA123fQlvPF8LV4ePhF1E2k7djxkA5eB3bPbZdwNCO8ufExdgtQao6ZEzy6k3AU9vm5vZr15idbqo1r34bwM7VAIH4DdqJdD1pSx/IxZ5htaXHfrBu6uP6n1X1luazCNXt0le5H8zL9ipjeTkwbyajoVEwoMoRAhXaTFCqDBCzFdJyF2+F66x9usHjxw2DF07WS9G+FBkPPyQoFEGTX89uIwt59YuejRaSsYngc7ukKuCIztpz/ij01FcbHCiE2dHgMi8MPKHdAD8/7ejvifT83o13w7LCYdL3LHPMA5RAhCxK3PWb4GDXV9L3W4X4PccaeaWVdKs8M6cjSSGJcoFaPHAclOR7pMrh8XubM6AinzoJ8KAUJJteweL/pbz38V6JSPacgTo35pjWsjmtY+jhd691G/Dd4YMhFRjloue6P7B87KC6r6NfvyLE14KTDLWVVPV39DkAhz7JnD29PawJetQlYEStowvlffXRNZA52J/Re44cDM+cFP/8KeFez73wq//U6PfFUAeiv0Qy6zWiKo9afYbWiDHa6YvaGBIa5ufYpiTzaGU2GqLUmiuoSqMmqXkGeWF57rQ/vzLpCjVpfyfHxANHO1DXU4I/H2UvEm+b4cUb2a3DZwdlefFdYryfP+24+KqSEubZJFc9YU98x4CvUe7qaJ2iZLp54S9KVcZAaVeoKE5ujMAJf4ipVxDNBjCgQpoFZKZkUu9W0iKYFlh4wXs93OV5MOnn55iqcE3PawJpm6MuTEmW59fm9446mOskuZd95OjvifT8OqiCkGK4S4a9VYhamQlqETMqLGfjnUA8K/4bngifVMqeXbDlr7gzuLF8dS6r/Zft73ULtBS2RbzDm2e3dGs9ujqkzp1sTzJLSTGUk4PTvRnzb1E2/q7cG1p+YuEwXkuFZD+B9m6KBU98gxSMLXYsUvWORzxFkk1Ct8anAfb9l6ysptChXFvMLBfkLP0/Qito4JJc5KRIOj5ZLBfVj+8H5c9NTeg5Vf8clZ68LFm9SqkUxdwmQfv7u8KHmH6vto/LVV399tfzyRnRJ0YTtGT1ORCgpAbeFUY4DiiKAuyko4omrB4bInk+c2BbKPI7qGpT80pG9Kdp+RvVw5HGbXF9XyLK9hghynA7Xto1UO2t6vlzaXyqiLT1w+9KMLKbal+NFzejnOc9+zvwnfez7nyUasYH7oR5wdNNKqbNBQyochDW8CWiIVq0eVhRFoekuhFvMH7392RoIO99Chfz6ay4v6WYLNIBjpNNV7OhP5BqnALxrLg0fDIEeeUiUtLe9He9G+V2QDLUz6IjtViNBWszdyuKV9LvbS7i8bKZM1c1q4v9kqqgFGgMPT75iqRNRYsYmhJ6KC2ZTHYlMe+mYPfW1xpmaJoCnlpEPem5pcleNyKKkk1CmLFI81Fm7KkwdI5CBY/AMqVtIiwX1Wu+A1dtYv5mRlNyKRCNhOBw12fOnoDyw6oCs7qnWlE/wCWL3tB8UH08TAvcJC0UVUiLID0rmmq+E1NvuGzi0KcAzv0t2gaWq51ZtOiOeu1x2uGT1GWWaumjEzeJQm9KUHlPtiShhNmu1BCM2SQoU8kqsTW8JowF0rzYHGme/6tmiKd2daY3IWdRZ3eMTO/fRvLCKHaSBbOgYssPuu9TugiyhK5Qpe4jXMbtYb9GgmxS2h9p3wwnnWpr8nraGvRKVBqU0sh4iFeeXyNqXomgDuOSAXmRMe9Dt8fxIXpfJcdQcZH5Zx3LYOPkB2Dhod8CFMjKfvILJyj1nSFfLZHKrHI2pqnxzMzYcsTzAKPkNp1Y/FA8Oa42LFp8JxnsW584U6VFMvMW9QP1cbPmh+TMQNNAumbficecq34z9OadXTMjih8V4VLP8/YPVj2rgvLnv9FVCIvFjtJCUWWia6FlAEaLJMXLY+Fp8HlkANwXSU17bMw3h+ejMy9Ezj5rsbmoFAnmADkeznC/EW0jTZQlimBTNsGVtIO3+PR4vbVkMKDKEXhqMaJzykYSZlyPSujXrqTpFcqSQKr2kHkYNZDyJ+fX0m3PAumeqG69o3ho1RV2BDjhvbiep09bcxvFtW55yFwVBXkpPA7qg7EX9n9UHSCpzn0qDIZerbXh8rJ8D8ybrEjflys92O01X6oPig6Wet4nBW5PaAFHTKkJ54dOZ877zHJ9nZZA1mfxeT55fFeY3M8gU5zw61r/508NynLmZJ+nGpHK/tNqakZYNgcJ0Ws6wH6ymECqMc5nJcrILuUwsH0JzB5qrrLCkGPl+x5TYQovfzYJRUKSc7Oqbx0hoypenKPkSjJdGL1sAqm/hXawWNCrVAbDEZP4jSUlNTqD3ESG6lVfq9eo9mgnXB+eA8eFLoGfRWf2H6lArbY5YV3pcMuWurRCJ5wMtC3Jd3Tc1/Ls6+gslyxc8m/h8Pi2iUpahLnUivGoPotJnTO9BXCz9yzo2vgMPBreH+DI/0vdBrZgMKDKQXguVwvwTUOs5cIjc4bC3NGd4JAhjAVNljN5cA99xSHJxVG9S7uQnBE6Fzo3PgtfTn1floB1wDvnjJVmk45SvMhoxrmUuRuKhpC2eLkpdCTzOVfk9YeXIhOkzC/NT1dMgZpo255ZnCECLnhLGA2bgC0MEnvxY78vJdNohVCB5iyfLG3EONr4EvUdszlO3hdGSPM8ZJ8HCg0BnErnsQlJposOdy+Z4WtyHJxGwyKflnnPN84aA7cfaq+WuEhMnWKoXpUucwGVQG+HjeqjOruTCKrfHAuWDW8wlHj1L565IPPfxvc+/NdzPbzlvQzaQnJCRPHwliBX0z616xZQEBUl0UZInWCPI5SkTZhh1M273Y6SokGOHcA3iPL/5T1wdj3UXkzbFmZ7m8GQPBZht5bg8xaVpUxFmFwzv+46D6BnYvOLiB4MqHKQ8x1I/LZ07BZo+/ZtLUm9xpNxri9iqxw15MuD46phpDowmmo2KO1zFa3a6CODJCslq/P7UN4hpGGRj7sydeKYzsx9SQcgKsGIVqHS+7poDKphZwtpBTQI1Ka891tt15Sk35tQzzWuV1LVxTwFKQmoNvvlRbs6z9O2szafsYhW9lIrTfnW2WAm1H60W9Cw5PbTTa/6n2I+5vHINGhSWvcDGHchQN+DdZ5JSUllG88T+alTIo0XsuheKrSTbjoOeRzqxl4Oj4enSbOT6RpaJ2bOeRCANUIVhL1ycOerM1RhyP4nsutjL9DZMEiVrV1Ka2qdhQG2Aybxv+hms5wyyvWnpKB3ousdaCpEUT7uOlcmqTKZTqLnGPNnJOimhJZiScWniQ4NVLtkrwPk+0GKuJJD6gs7RAO8804/Gz7veQXsnvNhUtt1wt6dJRXbh44ZCpmiVUl6zZ6bGgyochArOVZERkzDLFPEwndoUzvZKHha4GYY2PgI9BiRnkyP+v+JLkrVwfJEKxbq86Y4WV3PMEvtw6+S7kk/Pi0RHrRQTpq7dyfJ++mDeeOk4Jc5RBtu1M0yEJJ9x13K8PCD3ruZM1KkZVEjdcdXfMdqal731tDh8JPQHb6qPgYu21+2FTh1fBdoU6odT/+N7JP06/gFzdfKlewcUIpxcuivVGZjPog00aKj7WCAfa6QjIv1QVSS7zv9Qd/rDMgUoq8Y9g3eJt04F1VR6D8bGoadDt24ddLn4W8h8e6BbWKR5bt7qPsL6MRvgleEsVBXIQdKNWWGcwvZ/5etBZh0pfTtz4pvki5JpwZWjLfl6bB8Tfi3hRXAP2Jy1e3ZvEOxjRTCMkI3Ul6/wjKR1hS4mUkZ60/5esripN7F9ibM4+R27DGcPBfnGMpEuDi0NSWJiNVClTSPTM7R44+8EIq6Jl7FVROUxGfR70lwLjcJKgu9cNr4rnBA/9R1emQDGFDlCHR2d5lo0ZaDRGlNGxKmgEalEmVluEyCXGIYW1WaAsd1BlWwU2v1I4ujM74FOON7AG9+SpJ7SWfAFVjKZX8JNVEPrXp3CZwbPAP+FToGlhmz1FRLFPF+6tGqCM6a2A3uPXIwvH6mYd5g8ByAabcBnKZlecUkq0rf+kbb/p7eR+5Ahs21HUTCd4ZmW/7ugciBcEjwWlhYMQ1OGdcVvr5kH7hkai/dDMT3guZ9F83Ir5ez604ppYQcCn3W0sNd7RQGE0D9P9gFQsv9/WI+TzHIAWFNmhTbnJ7Dkg6ja6n9O+JkyEqEiKTQSeaYYopDUKws0S8sWb6Dm8RSqBN9kgS9EY6q3r0mjnf2ovlyR8IBA+UFYXtjUGbD50KcXm4OJb7TwUh+sXTfatOXMR8bVqwzmpzitgAjT4M/+8peUiM6URVYm9PkJ4rHFuH10uNsX+I6/rGEz8/r8ygjY2KqPOU6gPayb6NTAvmtYVzwbpgSvA2aA/v0qoZLpvXSd500AxIX10cyxs2eRwHgpExvRlYje4bIvB0ZCUqhPWG8jdrz0bjDDdL9xe7/QgXUQqB+HpF6gFRDXNLl16vTHO9TQO/dstDCAP4fSDck8zy5dyuYJ3lpOcPr5mHGQEYwS9TuRqZWROHVvEPgmPpnHD2WU/2gmhrSikQIaZUfK/brlg8gFwdNDOWWQBFXDwWhYlMFUJUVvsD9Iqlbab40S9+T79NAZwc+UPFApPfJDN+7kRGwr8VjItScgxWXev4r3fdOlQphHOiCuGRLyRlSeTRSXaQtuj2GFiyOkpfuwTnf352GTYPIxg6w4Y/PpOrIAqEnDDHsrlaKl1SjMhOjI09rMS4Hs/jHBrFCakOUqpWHPA6wdgFA75nS7yb2rIb/nTMGOlY4b4nLpSVkPIm2Rk9pNIFmDmnTCPlsTLsFSLPyh+N2694LX0S+PksIgq7tby8lWCR8tSYE56Rym6i2Wk/rPnq1zb8/AChsBdBarpA6oXDXUvjDdwJslfz6pqdyS5EUggFVjuAK7LT03UDMbBZLJUPG9yLD4Z0UBFSeIFt+Nb9WlpU93f2WdP/RLtImZTZqTZZaMQ+KuQYpU5VKuBTPCnkYbRetFHf3jtxmZ0aNGSLW0mEWNfMgKCpfqeADbm84UnwHfhW6wKBYDy6sAjjtawB/bHXKwpFzAFY9zfzdK75rpfvPt5BFuyI4YaAPR0VjvkKAw50FmzpomXebeb9kjDNZ9FAkxzvayKHTAVXDvrdRLmPZt5hN+mPahDOBsVrHvr10H3DxnDk7rbbxkg5AfqXzJx11JrhEAX75bRa0d5FKqgiixYyhqlp3nvtV+GPTbIBu+sXpMNAW2XSwP4JfIs1fkdZE6abAcRz0bav/LJJEBaEcNC8iPdnxXjjhpvCRkMcFoHrsiTFlGbLhf9W9laYKSxjYfwC8+vMY2A0FcJwhgO/Gr09rkFtfPRjyN/8CE3tqtiFQu16e+6VVNx3AiQIUco1QD7k9c9SuNA/W7WyAac2s1U8FW/5yhHB+daY3ISd5KDwDPhTiK6+zyG/QWmbejmiXloXb9RnPghT0S9uR6hM/8VFJ5auwJMAPUgIRMlQN9dthpf8o6VYAVPYwCygQ7b2lvBzVauNO3RzjJq7SVqSDKVxQqsg329CxzwhYOfF+2HyktQS+P2L9f67hU6AmRnse0RLqBr6J9IVU0loJ4snC2YqBe7SK6GzeAAAyk0lEQVQAOW80u9rJahFrKv7I11rZ6pMN9zoo3kd5mROkUGlTkqerVCXNC0cD3NAaZii+T6TCKvpL4NnwJNvPMEd5pKkUcFpQlyg7pBkuvRF4KklVe7YTenbuCBeI50KfcbNiPtYfrk2tp1wKGN2tCjqe9CxMv9g+GfS4l91Kd3FIbo/dJcYvypG/WTaadzVQ3S3blydk0O5rkBNDJEmcy7w/b5zk/TmhBxVkNiMwoEKaJeqJ53XfVXCf556kn4+++A5SzA4J2+sCTZIIJtUp43akgtUF8hzJL0Lq2xTVGR7SMsPaQT3jaOtxQqx9X11s721z9a6rbX//HLVAS+Wi5jNuOJwcPB+eCKde0KTT+GOgumdiRqJNib+06QMXnmoxg11yRSubcFf1iLZQNVrIOjtG/b8magzdBFhVlWJiOCd2U6pQK5wmKAJaJWkdmBd6ZUqlqZJLziQ2F1v+XjhlL/j9mn2h2EFnQUmDMyPlpoaYpFcW+nTdK0ZI9YeFVJUkhwgk0lmhXJA2/aH9SJ1BXfx2XM/EC9kl6JMohT635P1JKrvNEQyokGZP2xSrDtEqRoWCvq0j1eqCRgr3WHusJCOLS9O7jb5tIlHeUbxkTgvNg88jA+DQwFW6WZDhnVObLS/y27eNDWhfCldM7y35kLGI9d5tA22/pDKw3ehqJ1VR/xBlw8+mJODKDjnkOj49Yi526I78p+SZGCM/0MIcTQx9PCadqBGUgMrB3Fim4Dx5UmLhD6ET7Bu4xfkfrvhU962UHBLCsJ/rxxgvCIx9Yj4fHu6WVfUOoo29bahRjFfbpFgYSeWXJjT2JQtfnzt7j5lEaLIqz/Q7AdoNBRh/SdJPlQ3tlEhscIYqR+CaSYYiE8TVj2/BrgpZEWi7WAjlnNYmNST0MzQt6cvsfHXxRNheF4xrwNqONWJ1VCb4uJByUaECqounpnaxetWMPrBhV6Nk2mzFSWOtgxZB2bcREmTybts97wpZzUfEz0NzhsIpTy+Ay6c33eL9otDJMIP/Fr5qdQxYOf4Q2efzkn0hhz5pHSJ69YxbQkfAxZBefiiaDP3rv9O34hhopyyOM0FleH20hSrpAH7b3/L9ntSKf6QSMl9JEgsfBpNv0ebrtzBnjf8W2kF3RVEyWmWmRClScXad4vrJ1mfqO6E3XBI6CQKiB+6K43mfCk+RjoX7hYPBXo80UzS/qsNcl9wuXQyKGFQ8DD9RvrFophWalg4GVDkD5igySchXBgMaH4FG8MFS/3GWVY0OKQpGrEh1qbxb3YKoRxSU5UP7siRl2KmL6nz3SySvC26eg7BgNl/kU9x+RGYzTPLqcRDmPNGK2q0Mf69p/A/Rr4NlqcsSEyPj7y+b1KRtEC9GJkq342wqVL8IlNxvongLAE54X64CeKznZgrFOstqYCYh0vFjXIskI9jYU2uppe+e76NflyhCBwnTbbKsLNZlAmQrRNEzFVRwtZYm0scGL4Fv/Wfrf0iV/9pC+uXxd0IRvKB4vMUTUF0dPl6698ZhSN+UbCwZKN3vEvMhtmROdkFk9VlNx0co1cnHxZlwZpNvFZJrZOcnE0GykFoohCB4dAaPRu8jkwFtigl7UtsaFeDTt70TeHkoV2ccSAcNWZako99JVmxDq0KlOsPYXHvKJTrsBVAz3PYhv3uS8+ax4pcCa4l+J3NwD0ZmwmnB8+DA4L+gqVmT1zP69XmTkwxuiSrk+YsBDn4Emh2HPgnQUUukHOxieyaRWbS+zG6F3EhWPui5C57y3AytgG3hkWkETs7P7xTZ16hMGMg6ZY/Ivg4S7zLC6079yeJJNMVBxJ1tGqQICwyocgRXIDUDsS0BEuQsFLqkbcF7QvCC6NehQsWcNq9Mvm8TU/g6IXYoF6mgP7XqOKsLZC8MItmdanowzVrpRWwzDiKaAao5blNQx+krgsO4pSl5XtV4m0X3hoWOjKrfE0bAdmi6faHS4NJes10cxrGWZLEgRVL0PQjg+HdizkKuFqt187QRb6EmZa0yVju3q/zGyz5Cy6F9Sja3C7cefvOdCF96z43r76a5fpSMj4/j34VsxipRcf2sftC9uhBum52e5ElOoPr4DTwyrj9rKOigC/CQ7CQnAqqVK1fCiSeeCJ07d4a8vDzo2rUrXH311RAMZshcM8M+VEsFZRGPWJJOcQjaM8fbV3G4OuM7gHmLNHniNP1/sj2XGlMNiZ5Ncjhf01T4w/Jc1KPeOwEi5pnF58Oyv9jtoUOhucCqjNWKcnDTAJm7eLu41BjRbvFYnyvdYuy51KNGyguZTEC/NVliI5VDcCb5+01iGVzj1nzZ6iqUhX0hZUky6UrTM3UcKltDV/a3sohmq4HeF2abYPfiVkuqrYnaEhzCy21o2UZJg6za2snC+43M5n54/ng4dFhTN8+y2SBqokgBYBg+SzL6sorvUC7D3p8cD1vEYtjehEkuJH6ya0VjwV9//QWCIMDDDz8MixYtgrvuugseeughuOyyy6ClQBuw/iVm7iKfK5SBvadQMpfnTuV55lVPUWuAkva2cyLJUACNOfGBdbm99ksbbz7AfjcCTLwCoCQ7Lqwqn4b7Ow72cr1Dj7SQkfbUMybKssCZ9rtpF9FXMz+IsJUYnfKV4mu1zmtdeV2SJ8982NE5zTORdgwq1JJoIp+9htjZwm6lbYtlATExeBdcGT4BeI4RmZLz9qFPAcx5nfm8JXke3X0swspZOgLpqQj6udRaZ6SKCJ9bprPvRbQ25LvDB9s+9mb+gdS8aJ9Zsupf2yFx/VlDQTsYHngIxgbvTs12IC1XlGLq1KnSTaVLly6wZMkSePDBB+H222+HlsZM17eZ3oSsh87+vRMZAfsn+Xw9KAf26yLaSY2PKD5Un98qm/XtdTpAeerb5zyKIWVNa9kENlV03y0LLQziUyPH3qbEDzEFkUZl53jvfeFZcIL7PZuAiotWC50urrKV8yb3gHMndWdWqILghoDojqoeZiKgqihgZ4ydEt3yHA58O4rUPmGoTiLmBfKh7i/gO6EPOLGJ1glX9LUxriUBV4fRAOWdU7KdyR6SO7yt0mQZnBwNXrnis1xoA9ZpmuxhEK8pe6bLhNlEP/vAzYr82uXwo+902C6ZRk9P+WYhqSHbE96W7Nq1C8rL7X1sAoEA1NbW6m45Sw4vDDJZzv8i0h8+TDLbTehQkQ+vnD4aPrtgAnTzafNs+TsVOeJPbwD44RGA1ZoyVypZOfcXWDjzA6jprA2qp4K1eb1S+nynjulo+llK5j+aAJ5qqOQYAdUMJZFxqOtzSVEw17ESwvBDEHxcuEkDqojhUtQ2SXGXKsVrxifojbdpdP+7/W6CbCM88qzo10IW+0dlG1J7tCf28VO4WZY3j8n2fwBWfwOw05kReQknZ5RKFUNg5vYlwXdF+0E20pQV7VQgKdvmCJwYgSpuF5RzObyGbQHkZEC1bNkyuPfee+HUU0+1fdxNN90EJSUl0VtNTXa1GMVDY2lqF9IthTvFo+DUcy5LmeN6p8oCKC3UWhsCqiiFym5qwDmFdOrUBQYOGZny511Yti+cGzwDJgTuSMnzHdDXnOR48JihMLFnFbx82ih5NumaEvlWnx7jy0TpwLF7/1WKuAb5cQnOPuQaF09tunPOH159+92Ius9SIojSp16TujcyoI4yah11BmQbYiWlJooBVUzKud3RgEYkqoYx4IX0zGDvkKoIRBU2te2iUwM3w42hI+GT0kMgG/EpM6hd+Q2Qa9znucf0M5Jvui40R/p6l5hZA3R/g3xtqsKAKqvJaEB1ySWXSFlSuxuZn6JZt26d1P536KGHwsknn2z7/JdeeqlUyVJva9Y4yzBlI+tr5RkaxBmqS/0pI8qhV+vUDnLmVh4uBhwPbwhjYKXYJuVPfXf4IOm+c2UBPHH8CBjWyRBs7c4uk9FXfdfY/v7liGyB+0YkO201U4UH5BmNivzk2u7iwpC094mpOd9t8JorpioeB6IUGaWwGjo1Pi/dMKCKzUalK4EWGyDsTHYxHFAWsY2pUdptV5rYrBGZnX4kMgMiil9etlFW/w/kAhtFRZGXopzbY2nCTGiwEK1oKqKjBUhWk9HG7Pnz58PcuXNtH0PmpVTWr18PEydOhNGjR8Mjj8T20/D5fNKtOZBr5fRsoWrXH6l/UlFTIHMFDRkjX26p8IhpbCP7IDIMTMLAdCtdjik7qBfibc1caYm0+xH8dSQBZe8fla38kz8AOtf/Bv2GWBs955JwXi5tazKQU0KiioaXh0+AByMzYK1YDWdS5+hSpQWPIBk0x1thXvAf+f7XZwFm3R/z4a24HdJ9NWiiIjRT+rQCkP3UEyJbT5tbiuTgI9tprbw/Ttib/yPuv0FaLhkNqKqqqqSbE0hligRTQ4cOhSeeeAJ4Pie7FRMnyySmWzTUxbpi9fukuRTggLsA/v4IYLDcIoAArGBWvdCHCjHTNazMIir8lD8GYmvwWUNac2E1QIdyvb8VzY+F+8DA+u/ge6EXpL6ZNnmydeGcvXBSMEXgiUAQgy+F/nAU/0lat2J/l9xmerib3ba6rXovuC10GDSCF8wi7bnL+vIRcGpwHiwT28LH0Dy43PN8pjcBySFyYpVOgqkJEyZAhw4dJFW/LVu2wMaNG6VbS8ETkec3kNiIaV+VcOZXG3YCwJHPp002PWcQZTVCwmnut82/p9+PolaQtTAOm4n8r9L9SH4xNGcCotxStKfMiVZaaigS9QP8yX5qOdWsNbAnZtU/LLpywqy8JZCuGPL2QwdKwfXjkWmQaYK+Crg/MgsejySmPatTJ8wy3heGw3IRfTKRlklOBFQffvihJETx8ccfQ/v27aFNmzbRW4sB05UJEfDEHk6OG0o+150TnyBrUn5UUeu+8UoAon9BDuCsBQCnfQWQZ+5lz2b68qt0982VgYFHYHDjQxD2Nd37s9jTR/d90uHDTuU9+vsDyFXohXPLCKfSd16bPbQ9fHHRRKjhtMoVXlIRp3wb0Z+fmpqIq4UnanOEnFgOkjkrkqFj3VoK/kB2KaJlO4sF2fx4t79t6p/8oIejX3rL0WRZj/aZtPS2quwO0Joy0UWyikbwwQ5o2jmxwlJ963fXwJ9pf82ujYuk+71d8n22wVMLfk8LaXE/dbzsYDR9QOLJ0lsPGRBTTp8QcVu3g+poO1i+p1QXkZZFpleaDYUddObVSHbSMs7SzQBPRBus/ZnhBI9ocLpTYBrSkLTHSU802aPhXNmpQJUKXghPkO7vD8+EFkETZvALvK60qPxBWSfLX/mFWA7UAIM7lEKmcLt4OHlsZzhieI3kg9cSuGDfnpLf352HJT5BN7V/a8vy01XuZ6Jf11U6fI0uE+X7bpPjOk88Ep6elYvzdNGcC359+ZWZ3gTYI/qhAZqHyFpzBe3Xc5A/hM4wJNMbkeUQc9ImuXzleOZ4QPsSeC6VXsTNRN6ZtR4LKadL9R5JHWUBvX/bT/ljYa9knrDjGIBVXwG0sV40/5k3DEbv+RC+jPSDsRaPIVL/z544EjpmKKC5fHpmW42aGhfPSX5/ifDbNftCMCxAsd8DW2N4yaUTddHbCJ4WFbn0b5eG9vomYq1YCe1tfl/C1UOmK1T9ArLaZOZDO8QKXBnkCLS7egQLi7aQPdWZl43wvOHYWei4efUU7WtiVJvDzB5aA2FBhGEdzYa8iZG7+VfiL3Wg65uYIgZZup7JaSobs3eZMKZ7ZaY3AXEACaTSQrshAEPnArRPjYVAcx1VGN2tEh46Zih0qy6EXOP58CS4KIvFP/J3/wOfe8+DnUD2LXbFZCsYUOUI9Cl4sYhzO7FYJ1ZAO24b7M5LwwzVZmq+w+3L+Yzw0SOtzU/jRtBU/nKNOtF+8Hd/l1zKm8l/3URb1JLQL16SXsoEdsVMeIioStBsEd2xh/gLti4E6LJP7CfrPUO+OSRayRbTs7zK5qN2ar/WkItsYpj9ZhOcEIaO/GYoFFHtOZvBUkeOUF+kGRwP4pZndFtaPHR020Xul0cUXJl1lE8nlZxs4qxWP5s7TblwW16sz/4Pqf8quSfc+Lt8v/5ny4cMqpOrkWNdaTD/RjKK6MBgnQ+naE7PwIPhGXBZ6ER4KrIf8/dDOmT34r0lcof3IebPd4oFkA34GuRrTgWnt5dAsgsMqHIEgVreLBBQbSgWpDqVtpY/xBLO7YEvIrKCHzGvzCWOctsbfr4Vkad63o5kow1s8yLPgWCELUf8F6DPLIAJl1o+ZLO7BdlutDSobMAaoSrWQ1IKUch8PjIJaoG9GK8pz4eP54+Hn6+cktDzc1hZbTJKuexYP7jQhzQnwJa/HCyKbALMcDmlsjbNksg53OKWLv4dPgRej+wNf4qd4ELITVhLljVitXS/UUzVvFl2k9MLt177yzcb/ld6DKzY1gAfRIbBW022YUiTQM0p1fCa91S20LUq/jmjiT2r4NMlW+C4USls0UZyhBw+F7cgMKDKESI8Grs5pUtlEw7F1q6XfZWQKD+LPaRbLsPncjCRg7SpX6r7/uf8MZC4cLYzgrwP7gjnVhUVcQZXzw6i/hFa5WzL7uPHDYft9UGoLMztuV0Eaa5gy1+O4ArtiX7dgduc0W3Jdk4d3yXNg+d0vbB5KjYlkxg+xvUhPO25CWa7PodchLQssg6b0bw8azOMX9L0G9XMKQjv0H0v4KUJSQOPRg6AXIXnOQymECSLwatWjkBLrfbnVmR0W7Idv0fzQgq6Yw8nx00xpRzYYVTqnz/HOcD1HYxz/Q4T+IWQSxDjREIXfgNTMncQv0J3j6SOdfkty28JyQxtlNlaBImHWjEvo68vcNhMlgtgQJUj+Bq1FobSAsxSxWKZIAc9u/NrUv/khzwGcPbPAOf/lfOy6elgL35xNLDKJa4KzZXulwntmBUqJH3Uu0t133cJ/pWxbUGaL27QZl4FF567EWtEqvukuAkMoe2oL5Tn5mrFzBiMI87AgCpHcAd3Rr/2FeSuI3lTGyGnpSHPXwJQ0RWgGFXCjORyA+QgXrYjmOBayAyoXgyPl+4fD0+DlkAmY8qCiCxRn06aqb8qYmPKerpbkx+pqxrUhFuE5Bpuns8qgSBBVFc1SLaSPUcMYkvErUmwrsgbkNFtyS2w1IA4ww1h2wVZHcgtgfWAme1UUxLcqPt+QcG4jG0L0jLIaRVLJKUsFdoxTe+zhfqiTtAl8BwMDDyW6U1BbMCAKkfY0mps9GsuizIn2UpXfoN07w9iz3ymZv1yGVxrNe0+qG7EuTQEQZqWiCif5P4vMgGymbw9q+E978XwkveaTG8KYgOuzHMFjoOFgqxex2NAFZO1YqV0X+enBCSQtNM8wim2bPoU10/S/TT+B2gJeF3N+zxz6viu0v0BA7B1t9nhYD4qb+vvTbIpSPbyuyivqVaKrSGb4YUg9OLXQDdufaY3BbGheV8xmxEk8T9QURerCuGHCkHSCas4057bKt1345v35+/sfbrB/v1bw/BOTWdgvLx4pO77AfXfp/01R3Quh1+vmgL3Hjk47a+FNC0imXONAR+uT8trd6yQhQMGd9ALrSDZOzf7uPcOyGZ8DbJ3Whmn2ecg2QcGVDmU+T87eBa8HdkLfqmcmenNyXrUxa9baMz0prQ4ng1Pku7vDM2GXGK9UtW0and7PzJMuv8gMhSaM/P37QkPHD1U8r1pKoy+U4VC+kUpCKX5XpylaeYsFjowf56u7uTnThoJZ07sCg8f07zPE0jTwYfSE/wjqQXF7XMEcvJ/Sxgt3S4uL8v05uQM5bWyhDfShMdpZDT8JXaAhUJXOB9yhz/EztL9b0JnGMBYZP8jyq1hq8RWTb5tzZ2SPE+mNwFpRtAf3978aotHpSeial+WDxfu1ystz40gSPaCFaoc9EQ4fu9OGd0WBLHje7E3PBuZEu1PzyVj39+FTrBcxLm7pmZqlVxRVlmYj4bZSOJw9frjyThb27wmPpF42CYWZXoTkGYKBlQ5At2e4Pe4MrkpuQW28zQtIsARrk/gYc+dMJP/GnKJBWIvmBG8EeaFzmT+fii/RLofxC9r4i1r/nja6q0gQhxWrJDU80D4wOjXtQ2hjG4LkhloN6eNYm50+2Bbcm6AAVWO4GnmilvpIuQuzPQmtCg8bg7257+H/VwLJIPc5sRwfqnuHkkh3SYDzH0H/hCw+o6kj0rYFf16+WYc8G+JlFPCDmKO+FSKHCbRcwGcocoRJvWuhpGdy2FQDSoHOWGVUA0d+c2wM1+ei0GahnyvG8a5ZDnig11fZXpzkFyBZGA77Q39+JXSt50CGLQiqcfFCdGvPWEMqFo6Qo4EVPWFHaX7nWIB4Aowe8GyRw5VqP7v1FFw6f69M70pOVfWR5BU8HJknHT/fHifTG9Ks6cswp6BQZBkONf9avTrCGDWv6WzRqyGXJuhR7IXrFAhzRIXaZEUAYZ1bjovHaR5Q7KDhF0g3yOp55tIHxjt+hN+LBgPKDqNJIqTuoOYLt10JGc4InildH/YsPZwK2Qv9YWdoGfjk9LX8iQvko1gQIU0S9rCFum+TQUGVAiCIIieSI60eyGpJSJy4OL0wTSX7ccCx0MAvJneCiQG2PKHNEu4+UsBTv0CoHW/TG8KkiNM6SP7Sw3pwO5Sn8j/Kt3vw//SpNuFIEicuGIvPruVYstfS8QYTCFIqsAKFdI8KaySbwjikHuOGAzfrdgGo7tVMH/fld8g3ffk1zbxlrUcSLsfoW/DT5neFCSHEX3FMR/Tqy2O97d0HvHcAfu6fgL4AwBmawqQKj/69oLhge8ysm1I7oEVKgRBUsrz4YnS/X2U50sukOd1wcRe1eBzszPXn0QGSfcfRwY38Za1PIoiOzO9CUgz4UehB/PnohctNVoyy91doSu33vYx/yk+A34SusOZwXMgk6APVW6AARWCICnlf8JecEPoKPhUCUCaC3+L7aT7ZWLbTG8KgiAOsfKNK9yF0vwtkYmBO+D60NFwWdntMX2oQoVt4ZDgtdI1LZOggEpugC1/CIKklK+F/vA19M/0ZiA5yJ9CR+jDr4Lf8veC5hWOI00J38iucK4Xy6Ett1362h/CKmhL5B+xDTwWmQ5DOB+UF/oA6q0fe83MvrB1TxBOHIN+lkhssEKFIAjigAHcP9J9f+UeST1bRXn2JcD5M70pSE7DzujfH56lfYMtfy2e8iMekr+YfA3z9+3L8uH1M/eGGQOxKwGJDVaoEARBHDBKEUxQhRMQBMktiulyRF8quEJaJh32ArhyK4DLk+ktQZoBWKFCEARxwOGBK2GZ0BaOCF6R6U1ptoxz/S7ddwguy/SmIM0QDoS4pNWRFgAGU0iKwAoVgiCIA74Xe8Pk4O2Z3owWQXVoXaY3AWmGXOB+SfvGjW2lCIKkDqxQIQiCOKBLZYHuHkk9X0f6SvffF+yT6U1BmglhUVvm8LSpK0pRIwiSQrBChSAI4oCnTxwBT3y9Eo7fu1OmNwVBEBvoUKkBfFAU81FISwO9nZBUgxUqBEEQBxDFpysP6CPdI+mFs1BpQxAniLyWK/5V6Mp+UCTUdBuEZB3o7YSkGgyoEARBkKxgb9ci6b5n48JMbwqSy/hk+X1CGFzsxxRWNd32IAjS7MGACkEQBMkqSiPbMr0JSDNBxNY+hAG2/CGpBgMqBEEQBEGaJfu4fs30JiBZxD69qqX7E8d0zvSmIM0MFKVAEARBsoIVQmvowm+E3/JGwKBMbwySs3CNu5g/XytWQntua5NvD5I9PDJnKGzY1Qg15TgLi6QWrFAhCJJSRnQul+4PGNAm05uC5BjrxErpvoFHaXokcThKHv220GHRrx8QDs7QFiHZgtvF51wwlee1mANEsgqsUCEIklIenTMMPv5rE+zXt3WmNwXJUXC6AUkVtJZbhyIOoD6DG4MgCbB310qYPqAN9G7NNgBAsgMMqBAESSkl+R44eEj7TG8GkoOMdf0h3bcPrsj0piDNhEbwRb8WsCkHyUF4noP7jxqS6c1AYoBnFwRBECQrWCh0ke5X+npmelOQZsKRrk+iX7cV1md0WxAEab5ghQpBEATJCg4LXgUduU1QUzA005uCNBM6cxuiXw8M/ZbRbUEQpPmCFSoEQRAkKwiAF5aKNZneDCTXEbXJqRCVN6bnqRAEQVIJBlQIgiBIVpHvw+YJJAk4bWnzhTAgo5uCIEjLAAMqBEEQJCu449CBMLCmFC7fv3emNwXJZTwFzApVvhcDdQRB0gOeXRAEQZCs4JCh7aUbgiSHyGzzqy7yATRkZIMQBGnmYIUKQRAEQZBmOUM1gV+ok59GEARJBxhQIQiCIAjSfAjWRr8s4qiSVGnHzGwPgiDNHmz5QxAEQRCk+SBEol/eGDoSLlO/GXcBQFUvgIpumdoyBEGaKRhQIQiCIAjSbBCplj8PaMEVtB0s3xAEQVIMtvwhCIIgCNJsEHktVzzf/VJGtwVBkJZBzgRUM2fOhA4dOoDf74c2bdrAnDlzYP369ZneLARBEARBsgiR90S/5jlK5++rfwNcUwLwxPTMbBiCIM2WnAmoJk6cCC+++CIsWbIEXnnlFVi+fDnMnj0705uFIAiCIEgWQUul6/jjFfl+1VdNuDUIgrQEcmaGat68edGvO3bsCJdccgnMmjULQqEQeDxaNgpBEARBkJaLKAjsX3Aom44gSAsPqGi2b98Ozz33HIwePdo2mAoEAtJNpbZWk1JFEARBEKR5z1AhCII0BTnT8ke4+OKLoaCgACoqKmD16tXwxhtv2D7+pptugpKSkuitpqamybYVQRAEQZCmR/QWZHoTEARpYWQ0oCJtexzH2d7++uuv6OMvvPBC+OWXX+CDDz4Al8sFxx57rE4e1cill14Ku3btit7WrFnTRP8zBEEQBEEygvWyAEEQJC1ktC4+f/58mDt3ru1junTpEv26srJSuvXo0QN69+4tVZy+++47GDVqFPNvfT6fdEMQBEEQpGWA8RSCIC0qoKqqqpJuiSAoQ6f0jBSCIAiCIC0by8aVojYAGxY28dYgCNISyInJze+//x5+/PFHGDNmDJSVlUmS6VdeeSV07drVsjqFIAiCIEjLQwQRHgofAKe534bHwtPgJPUXY+cDlHcBqO6d2Q1EEKTZkRMBVX5+Prz66qtw9dVXQ11dnWTsO3XqVLjiiiuwpQ9BEARBEF2FSlBGxHVC6TUj5BuCIEhLDKj69+8Pn3zySaY3A0EQBEGQLKd1sR8EJZTiwcKTCkEQpKXKpiMIgiAIgtjB8xyMK9kifX1Q9aZMbw6CIC0ADKgQBEEQBGlW9Jt7LzT0mAmlh92X6U1BEKQFkBMtfwiCIAiCIE7hq7pB3lHPZHozEARpIWCFCkEQBEEQBEEQJEEwoEIQBEEQBEEQBEkQDKgQBEEQBEEQBEESBAMqBEEQBEEQBEGQBMGACkEQBEEQBEEQJEEwoEIQBEEQBEEQBEkQDKgQBEEQBEEQBEESBAMqBEEQBEEQBEGQBMGACkEQBEEQBEEQJEEwoEIQBEEQBEEQBEkQDKgQBEEQBEEQBEESBAMqBEEQBEEQBEGQBMGACkEQBEEQBEEQJEEwoEIQBEEQBEEQBEkQDKgQBEEQBEEQBEESBAMqBEEQBEEQBEGQBMGACkEQBEEQBEEQJEEwoEIQBEEQBEEQBEkQN7QgRFGU7mtrazO9KQiCIAiCIAiCZBA1JlBjhERpUQHV7t27pfuamppMbwqCIAiCIAiCIFkSI5SUlCT895yYbEiWQwiCAOvXr4eioiLgOC7jETEJ7NasWQPFxcUZ3ZbmDu7rpgX3d9OB+7rpwH3ddOC+blpwfzcduK+zb1+TMIgEU23btgWeT3wSqkVVqMiOat++PWQT5E3GD1XTgPu6acH93XTgvm46cF83Hbivmxbc300H7uvs2tfJVKZUUJQCQRAEQRAEQRAkQTCgQhAEQRAEQRAESRAMqDKEz+eDq6++WrpH0gvu66YF93fTgfu66cB93XTgvm5acH83Hbivm+++blGiFAiCIAiCIAiCIKkEK1QIgiAIgiAIgiAJggEVgiAIgiAIgiBIgmBAhSAIgiAIgiAIkiAYUCEIgiAIgiAIgiQIBlQZ4v7774dOnTqB3++HkSNHwg8//JDpTcpqvvjiC5gxY4bkZM1xHLz++uu63xNtlauuugratGkDeXl5MHnyZPj77791j9m+fTscffTRksFbaWkpnHjiibBnzx7dY3777TcYO3as9L4Qh+1bb70VWho33XQTDB8+HIqKiqC6uhpmzZoFS5Ys0T2msbERzjzzTKioqIDCwkI45JBDYNOmTbrHrF69GqZPnw75+fnS81x44YUQDod1j/nss89gyJAhkgpPt27d4Mknn4SWxIMPPggDBgyIGg+OGjUK3n333ejvcT+nj5tvvlk6l5x33nnRn+H+Th3XXHONtH/pW69evaK/x32dWtatWwfHHHOMtD/JNbB///6wYMGC6O/xGpk6yNrNeGyTGzmeCXhsp45IJAJXXnkldO7cWTpuu3btCv/617+k4znrjm2i8oc0LS+88ILo9XrF//znP+KiRYvEk08+WSwtLRU3bdqU6U3LWt555x3x8ssvF1999VXyKRJfe+013e9vvvlmsaSkRHz99dfFhQsXijNnzhQ7d+4sNjQ0RB8zdepUceDAgeJ3330nfvnll2K3bt3EI488Mvr7Xbt2ia1atRKPPvpo8Y8//hD/+9//inl5eeLDDz8stiT2228/8YknnpD2wa+//iruv//+YocOHcQ9e/ZEH3PaaaeJNTU14scffywuWLBA3GuvvcTRo0dHfx8Oh8V+/fqJkydPFn/55Rfp/ausrBQvvfTS6GNWrFgh5ufni+eff774559/ivfee6/ocrnE9957T2wpvPnmm+L//vc/cenSpeKSJUvEyy67TPR4PNK+J+B+Tg8//PCD2KlTJ3HAgAHiueeeG/057u/UcfXVV4t9+/YVN2zYEL1t2bIl+nvc16lj+/btYseOHcW5c+eK33//vbRf3n//fXHZsmXRx+A1MnVs3rxZd1x/+OGH0rrk008/lX6Px3bquOGGG8SKigrx7bffFv/55x/xpZdeEgsLC8W77747645tDKgywIgRI8Qzzzwz+n0kEhHbtm0r3nTTTRndrlzBGFAJgiC2bt1avO2226I/27lzp+jz+aQPBYGckMjf/fjjj9HHvPvuuyLHceK6deuk7x944AGxrKxMDAQC0cdcfPHFYs+ePcWWDLl4kH33+eefR/ctWfSTE5vK4sWLpcd8++230vfkAsHzvLhx48boYx588EGxuLg4un8vuugiacFFc/jhh0sBXUuGHIOPPfYY7uc0sXv3brF79+7SImj8+PHRgAr3d+oDKrKAYYH7OrWQ69SYMWMsf4/XyPRCziFdu3aV9jMe26ll+vTp4gknnKD72cEHHywFPtl2bGPLXxMTDAbhp59+kkqSKjzPS99/++23Gd22XOWff/6BjRs36vZpSUmJ1Eqp7lNyT8q8w4YNiz6GPJ7s+++//z76mHHjxoHX640+Zr/99pPa3Xbs2AEtlV27dkn35eXl0j05fkOhkG5/k1aeDh066PY3aTlp1aqVbl/W1tbCokWLoo+hn0N9TEv9HJDWhhdeeAHq6uqk1j/cz+mBtOKQVhvjPsH9nXpI2w1p0+7SpYvUbkPanAi4r1PLm2++KV3bDj30UKl9bPDgwfDoo49Gf4/XyPSu6Z599lk44YQTpLY/PLZTy+jRo+Hjjz+GpUuXSt8vXLgQvvrqK5g2bVrWHdsYUDUxW7dulRZO9AeJQL4nBwUSP+p+s9un5J5caGjcbrcUJNCPYT0H/RotDUEQpBmTvffeG/r16xfdF+SkQ05Qdvs71r60egy5qDQ0NKT1/5VN/P7771KfPemTP+200+C1116DPn364H5OAyRg/fnnn6U5QSO4v1MLWdCQmY/33ntPmhUkCx8yn7B7927c1ylmxYoV0j7u3r07vP/++3D66afDOeecA0899ZT0e7xGpg8yz71z506YO3eu9D0e26nlkksugSOOOEIKSj0ej5QsIGsSkqDJtmPbnfD/EkGQFpHN/+OPP6SMEJIeevbsCb/++qtUCXz55ZfhuOOOg88//zzTm9XsWLNmDZx77rnw4YcfSkPHSHpRM8gEIrxCAqyOHTvCiy++KA2OI6lNfJHs+4033ih9Txad5Lz90EMPSecTJH08/vjj0rFOKrFI6iHni+eeew6ef/556Nu3r3StJAEV2d/ZdmxjhaqJqaysBJfLZVJ8Id+3bt06Y9uVy6j7zW6fkvvNmzfrfk8UdYjyC/0Y1nPQr9GSOOuss+Dtt9+GTz/9FNq3bx/9OdkXpM2BZOXs9nesfWn1GKLC05IWXCSbSRSchg4dKlVOBg4cCHfffTfu5xRDWnHIOYCoZpHsJLmRwPWee+6RvibZSNzf6YNk7Hv06AHLli3DYzvFEHUzUtWm6d27d7TFEq+R6WHVqlXw0UcfwUknnRT9GR7bqYWoH6pVKtImOWfOHJg3b160yyCbjm0MqDKweCILJ9ITSmeXyPdkbgKJHyKnSQ54ep+SsjjpjVX3KbknJziyqFL55JNPpH1PMqfqY4g8O+l/ViHZbFJBKCsrg5YC0f0gwRRpPSP7iOxfGnL8ktI7vb9JnzG5eNP7m7Sy0Scxsi/JxUC98JPH0M+hPqalfw7IMRkIBHA/p5hJkyZJ+4pkONUbyeqT1hH1a9zf6YNIFC9fvlxa/OOxnVpIS7bR2oLMnJCKIAGvkenhiSeekFrJyEymCh7bqaW+vl6adaIhRQlyXGbdsZ2E+AaShGw6USB58sknJfWRU045RZJNpxVfELMyF5EXJTdy2N55553S16tWrYrKZpJ9+MYbb4i//fabeOCBBzJlMwcPHizJyn711VeS0hctm0mUYYhs5pw5cyTZTPI+EdnSliYJe/rpp0sSpJ999plOGra+vj76GCILS6TUP/nkE0kWdtSoUdLNKAu77777StLrROq1qqqKKQt74YUXSipI999/f4uThb3kkksk9UQiB0uOW/I9UR764IMPpN/jfk4vtMofAfd36pg/f750DiHH9tdffy1JRBNpaKIaSsB9nVobALfbLUlM//333+Jzzz0n7Zdnn302+hi8RqYWos5Mjl+iBGcEj+3Ucdxxx4nt2rWLyqYT6xxyHiEqiNl2bGNAlSGIpwD5wBE/KiKjTrTxEWuIvwMJpIw38mFTpTOvvPJK6QNBgtVJkyZJvj4027Ztkz5AxMOAyJMef/zxUqBGQzwMiPwseQ7yISYf1JYGaz+TG/GmUiEnqjPOOEOSGSUnnYMOOkgKumhWrlwpTps2TfJyICdAssAKhUKm93XQoEHS56BLly6612gJEDlY4h9D/v/kgkqOWzWYIuB+btqACvd36iASz23atJH2ATmXku9pXyTc16nlrbfekhbp5NrVq1cv8ZFHHtH9Hq+RqYX4fJHronEfEvDYTh21tbXSOZqsl/1+v7QfiCcpLW+eLcc2R/5JriCHIAiCIAiCIAjSMsEZKgRBEARBEARBkATBgApBEARBEARBECRBMKBCEARBEARBEARJEAyoEARBEARBEARBEgQDKgRBEARBEARBkATBgApBEARBEARBECRBMKBCEARBEARBEARJEAyoEARBEARBEARBEgQDKgRBEASJA47j4PXXX8/0ZiAIgiBZAgZUCIIgSNaxZcsWOP3006FDhw7g8/mgdevWsN9++8HXX3+d6U1DEARBEB1u/bcIgiAIknkOOeQQCAaD8NRTT0GXLl1g06ZN8PHHH8O2bdsyvWkIgiAIogMrVAiCIEhWsXPnTvjyyy/hlltugYkTJ0LHjh1hxIgRcOmll8LMmTOlx9x5553Qv39/KCgogJqaGjjjjDNgz5490ed48sknobS0FN5++23o2bMn5Ofnw+zZs6G+vl4K0jp16gRlZWVwzjnnQCQSif4d+fm//vUvOPLII6XnbteuHdx///2227tmzRo47LDDpNcrLy+HAw88EFauXJnGPYQgCIJkExhQIQiCIFlFYWGhdCNzSoFAgPkYnufhnnvugUWLFkkB0ieffAIXXXSR7jEkeCKPeeGFF+C9996Dzz77DA466CB45513pNszzzwDDz/8MLz88su6v7vttttg4MCB8Msvv8All1wC5557Lnz44YfM7QiFQlIrYlFRkRQEkpZEsu1Tp06VKmwIgiBI84cTRVHM9EYgCIIgCM0rr7wCJ598MjQ0NMCQIUNg/PjxcMQRR8CAAQOYjydB0WmnnQZbt26NVqiOP/54WLZsGXTt2lX6Gfk9CaJI+yAJeggk8CFVqYceekj6nnzdu3dvePfdd6PPTV63trZWCsJUUYrXXnsNZs2aBc8++yxcf/31sHjxYunnBBJIkWoVCQj33XffNO8pBEEQJNNghQpBEATJyhmq9evXw5tvvikFPaS6RAIrEigRPvroI5g0aZLUkkeqQ3PmzJHmq0hVSoW0+anBFKFVq1ZSwKQGU+rPNm/erHvtUaNGmb4nAROLhQsXSkEb2Qa1skba/hobG2H58uUp2x8IgiBI9oKiFAiCIEhW4vf7YcqUKdLtyiuvhJNOOgmuvvpqmDBhAhxwwAGSCuANN9wgBTBfffUVnHjiiVJ1iARSBI/Ho3s+UkFi/UwQhIS3kcxtDR06FJ577jnT76qqqhJ+XgRBECR3wIAKQRAEyQn69OkjtdH99NNPUhB0xx13SLNUhBdffDFlr/Pdd9+ZvidtgCxI1ez//u//oLq6GoqLi1O2DQiCIEjugC1/CIIgSFZBWvf22WcfaT7pt99+g3/++QdeeukluPXWWyUFvW7dukliEPfeey+sWLFCmotSZ6BSARGWIK+1dOlSSeGPvDYRpmBx9NFHQ2VlpbRdRJSCbCtpTyTqgWvXrk3ZNiEIgiDZC1aoEARBkKyCzCGNHDkS7rrrLmkOiQRPRBqdiFRcdtllkJeXJ8mmE1l1IqU+btw4uOmmm+DYY49NyevPnz8fFixYANdee61UdSKvRZT8WJD2wi+++AIuvvhiOPjgg2H37t3SXBeZ78KKFYIgSMsAVf4QBEEQRIGIVpx33nnSDUEQBEGcgC1/CIIgCIIgCIIgCYIBFYIgCIIgCIIgSIJgyx+CIAiCIAiCIEiCYIUKQRAEQRAEQRAkQTCgQhAEQRAEQRAESRAMqBAEQRAEQRAEQRIEAyoEQRAEQRAEQZAEwYAKQRAEQRAEQRAkQTCgQhAEQRAEQRAESRAMqBAEQRAEQRAEQRIEAyoEQRAEQRAEQRBIjP8HJqPmflTOSuEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "import matplotlib.pyplot as plt\n", "from sklearn.neural_network import MLPRegressor\n", "\n", "zs = np.loadtxt(\"zs.txt\")\n", "\n", "num_lags = 400\n", "\n", "\n", "X = []\n", "y = []\n", "for i in range(num_lags, len(zs)):\n", " X.append(zs[i - num_lags:i])\n", " y.append(zs[i])\n", "X = np.array(X)\n", "y = np.array(y)\n", "\n", "split_idx = int(0.8 * len(X))\n", "X_train, X_test = X[:split_idx], X[split_idx:]\n", "y_train, y_test = y[:split_idx], y[split_idx:]\n", "\n", "print(\"starting fit\")\n", "mlp = MLPRegressor(hidden_layer_sizes=(100, ), activation='relu', solver='adam', max_iter=500)\n", "mlp.fit(X, y)\n", "model=mlp\n", "\n", "y_pred = model.predict(X_test)\n", "\n", "mse = mean_squared_error(y_test, y_pred)\n", "print(\"MLP MSE:\", mse)\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(y_test, label=\"Actual z\")\n", "plt.plot(y_pred, label=\"Predicted z\", linestyle=\"--\")\n", "plt.title(\"Actual vs. Predicted z\")\n", "plt.xlabel(\"Sample\")\n", "plt.ylabel(\"z value\")\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "4feef593", "metadata": {}, "source": [ "These look like they're *probably* similar, but let's zoom in on a random spot to get a better look" ] }, { "cell_type": "code", "execution_count": 7, "id": "476ffe1e", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import random\n", "window_size = 300\n", "start = random.randint(0,len(y_test)-window_size)\n", "end = start+window_size\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(y_test[start:end], label=\"Actual z\")\n", "plt.plot(y_pred[start:end], label=\"Predicted z\", linestyle=\"--\")\n", "plt.title(\"Actual vs. Predicted z (zoomed)\")\n", "plt.xlabel(\"Sample\")\n", "plt.ylabel(\"z value\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "67f62d4a", "metadata": {}, "source": [ "I wasn't entirely sure how the model was finding the correlation that it was, but that's the trade-off you make when deploying trained models (at least on the miniature scale). You exchange inspectability for ease of creation. But there were 18 minutes remaining, so I would only have time to run a few tests simultaneously before I had to submit. Of the three trials I ran, this one performed the best (that finished within the 10 minute time limit). \n" ] }, { "cell_type": "code", "execution_count": 10, "id": "30d36fd4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting Model: 100%|██████████| 6/6 [00:12<00:00, 2.04s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:16<00:00, 2.74s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:21<00:00, 3.51s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:23<00:00, 3.95s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:28<00:00, 4.74s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:31<00:00, 5.27s/it]\n", "Fitting Model: 100%|██████████| 6/6 [00:35<00:00, 5.94s/it]\n", "100%|██████████| 31200/31200 [03:02<00:00, 170.85it/s] \n", "100%|██████████| 31199/31199 [00:01<00:00, 18288.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Per tick sharpe: 1.4011366994002326\n", "Annualized Sharpe: 123.74504270138738\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NUM_LAGS = 30\n", "UPDATE_EVERY = 5_000\n", "EPS = 0.01\n", "HIDDEN_SIZE = 50\n", "class Allocator():\n", " def recreate_gbm(self, train_data: pd.DataFrame):\n", " self.reconstructed = [(0,0,0,0) for _ in range(train_data.shape[1])] # (z_thresh, Z, model, mu, sigma)\n", " for asset_id, asset_name in enumerate(tqdm(train_data.columns, desc='Fitting Model')):\n", " \n", " asset_data = np.array(train_data[asset_name])\n", " \n", " Delta_t = 1.0 / 7800\n", " \n", " log_returns = np.log(asset_data[1:] / asset_data[:-1])\n", " r_mean = log_returns.mean() \n", " r_var = log_returns.var(ddof=1)\n", " \n", " sigma = np.sqrt(r_var / Delta_t)\n", " mu = (r_mean / Delta_t) + 0.5 * sigma**2\n", "\n", " Z = (log_returns - ((mu - 0.5*sigma**2)*Delta_t)) / (sigma*np.sqrt(Delta_t))\n", " \n", " z_thresh = -(mu - (sigma**2)/2)/sigma\n", "\n", " X = []\n", " y = []\n", " for i in range(NUM_LAGS, len(Z)):\n", " X.append(Z[i - NUM_LAGS:i])\n", " y.append(Z[i])\n", " X = np.array(X)\n", " y = np.array(y)\n", "\n", " \n", "\n", "\n", " mlp = MLPRegressor(hidden_layer_sizes=(HIDDEN_SIZE, ), activation='relu', solver='adam', max_iter=500)\n", " mlp.fit(X, y)\n", " model = mlp\n", "\n", " self.reconstructed[asset_id] = (z_thresh, Z, model, mu, sigma)\n", "\n", " def __init__(self, train_data: pd.DataFrame):\n", " self.train_data = train_data.copy()\n", " self.running_price_paths = train_data.copy()\n", " self.tick = 0\n", " self.recreate_gbm(self.running_price_paths)\n", " \n", " def allocate_portfolio(self, asset_prices: np.ndarray):\n", " self.tick += 1\n", " if self.tick %UPDATE_EVERY == 0:\n", " self.recreate_gbm(self.running_price_paths)\n", " new_row = pd.DataFrame([asset_prices], columns=self.running_price_paths.columns)\n", " self.running_price_paths = pd.concat([self.running_price_paths, new_row], ignore_index=True)\n", " \n", " Delta_t = 1.0 / 7800 \n", " \n", "\n", " weights = [0,0,0,0,0,0]\n", " for asset_id, asset_name in enumerate(self.running_price_paths.columns):\n", " if len(self.running_price_paths) < 2:\n", " continue\n", " \n", " previous_price = self.running_price_paths[asset_name].iloc[-2]\n", " new_price = self.running_price_paths[asset_name].iloc[-1]\n", " \n", " new_log_return = np.log(new_price / previous_price)\n", " \n", " z_thresh, Z_history, predictive_z_model, mu, sigma = self.reconstructed[asset_id]\n", " predictive_z_model: LinearRegression = predictive_z_model\n", " \n", " new_Z = (new_log_return - ((mu - 0.5 * sigma**2) * Delta_t)) / (sigma * np.sqrt(Delta_t))\n", " \n", " updated_Z = np.append(Z_history, new_Z)\n", " \n", " self.reconstructed[asset_id] = (z_thresh, updated_Z, predictive_z_model, mu, sigma)\n", "\n", " Z_used = updated_Z[-NUM_LAGS:].reshape(1, -1)\n", " next_z = predictive_z_model.predict(Z_used)[0]\n", " w = next_z - z_thresh \n", " if w > EPS:\n", " w = 1\n", " elif w < -EPS:\n", " w = -1\n", "\n", " weights[asset_id] = w\n", " return weights\n", "\n", "do_grading_stuff()" ] }, { "cell_type": "markdown", "id": "bf6f7a65", "metadata": {}, "source": [ "With the time I had, I was incredibly happy with these results, and at fourth place this algorithm performed quite well. Given *any* amount of time to tune this solution, it's not unreasonable to say we could have moved up to third or even second place in this case. Importantly, I would like to note that we would not have gotten first. If you want to read how far this case could have been pushed, I recommend you check out [Humzah Merchant's excellent writeup](https://nbviewer.org/github/HumzahM/UTC2025-Case2-Writeup/blob/main/case2.ipynb) on his team's winning solution. " ] } ], "metadata": { "kernelspec": { "display_name": "venv", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }