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"source": [
"# GARCH Volatility Features\n",
"\n",
"**Docker image**: `ml4t`\n",
"\n",
"This notebook extracts volatility features from GARCH family models:\n",
"conditional volatility, persistence parameters, and leverage effects.\n",
"\n",
"**Learning Objectives**:\n",
"- Test for ARCH effects using Engle's LM test\n",
"- Fit GARCH(1,1) and EGARCH(1,1,1) models\n",
"- Extract conditional volatility and persistence features\n",
"- Interpret the stationarity constraint ($\\alpha + \\beta < 1$)\n",
"\n",
"**Book Reference**: Chapter 9, Section 9.3 (Volatility Features)\n",
"\n",
"**Prerequisites**: `07_arima_features` for the ARIMA residual pipeline that\n",
"feeds into GARCH estimation."
]
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"text": [
".venv/lib/python3.14/site-packages/ml4t/engineer/features/ml/__init__.py:9: UserWarning: Feature 'cyclical_encode': lookback=0 but has period/window parameter. Consider using lookback='period' or specifying the actual lookback.\n",
" from ml4t.engineer.features.ml.cyclical_encode import * # noqa: F403\n"
]
}
],
"source": [
"\"\"\"GARCH Volatility Features — extract conditional volatility and persistence from GARCH family models.\"\"\"\n",
"\n",
"import warnings\n",
"from datetime import datetime\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import polars as pl\n",
"\n",
"# ARCH library\n",
"from arch import arch_model\n",
"from IPython.display import display\n",
"\n",
"# ml4t libraries\n",
"from ml4t.diagnostic.evaluation.volatility import arch_lm_test\n",
"from ml4t.diagnostic.evaluation.volatility import fit_garch as ml4t_fit_garch\n",
"from ml4t.engineer.features.volatility import (\n",
" ewma_volatility,\n",
" garch_forecast,\n",
" realized_volatility,\n",
" volatility_of_volatility,\n",
" volatility_percentile_rank,\n",
" volatility_regime_probability,\n",
")\n",
"from scipy.stats import probplot\n",
"\n",
"# Statistical tests\n",
"from statsmodels.graphics.tsaplots import plot_acf\n",
"from statsmodels.stats.diagnostic import het_arch\n",
"\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
"\n",
"from data import load_etfs\n",
"from utils.paths import get_case_study_dir"
]
},
{
"cell_type": "code",
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},
"tags": [
"parameters"
]
},
"outputs": [],
"source": [
"# Production defaults — Papermill injects overrides for CI\n",
"MAX_SYMBOLS = 0 # 0 = all symbols\n",
"START_DATE = \"2010-01-01\"\n",
"END_DATE = \"2024-12-31\""
]
},
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"cell_type": "markdown",
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"source": [
"## Load Data\n",
"\n",
"We use ETF universe returns which exhibit well-known volatility clustering.\n",
"SPY is used for the detailed demonstration; multiple symbols are processed for output."
]
},
{
"cell_type": "code",
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"name": "stdout",
"output_type": "stream",
"text": [
"GARCH Volatility Configuration:\n",
" Symbols: 100 (ACWI, ACWX, AGG, BIL, BND...)\n",
" Date range: 2010-01-01 to 2024-12-31\n",
"\n",
"SPY Returns: 3773 observations\n",
"Date range: 2010-01-05 00:00:00 to 2024-12-31 00:00:00\n",
"Mean: 0.0509%, Std: 1.0772%\n"
]
}
],
"source": [
"# Configuration\n",
"etf_data = load_etfs()\n",
"ALL_SYMBOLS = etf_data[\"symbol\"].unique().sort().to_list()\n",
"\n",
"SYMBOLS = ALL_SYMBOLS[:MAX_SYMBOLS] if MAX_SYMBOLS > 0 else ALL_SYMBOLS\n",
"start_date = datetime.strptime(START_DATE, \"%Y-%m-%d\")\n",
"\n",
"end_date = datetime.strptime(END_DATE, \"%Y-%m-%d\")\n",
"\n",
"# Primary symbol for detailed demonstration\n",
"SYMBOL = \"SPY\"\n",
"\n",
"print(\"GARCH Volatility Configuration:\")\n",
"print(f\" Symbols: {len(SYMBOLS)} ({', '.join(SYMBOLS[:5])}{'...' if len(SYMBOLS) > 5 else ''})\")\n",
"print(f\" Date range: {start_date.date()} to {end_date.date()}\")\n",
"\n",
"# Filter to date range and primary symbol for demonstration\n",
"etf_filtered = etf_data.filter(\n",
" (pl.col(\"timestamp\") >= start_date.date()) & (pl.col(\"timestamp\") <= end_date.date())\n",
").sort(\"timestamp\")\n",
"\n",
"\n",
"def load_symbol_returns(symbol: str) -> pd.Series | None:\n",
" \"\"\"Load returns for a single symbol from ETF universe.\"\"\"\n",
" symbol_data = (\n",
" etf_filtered.filter(pl.col(\"symbol\") == symbol)\n",
" .select([\"timestamp\", \"close\"])\n",
" .with_columns(returns=pl.col(\"close\").log().diff() * 100) # Scaled for GARCH\n",
" .drop_nulls()\n",
" )\n",
"\n",
" if len(symbol_data) < 252:\n",
" return None\n",
"\n",
" df = symbol_data.to_pandas().set_index(\"timestamp\")\n",
" df.index = pd.DatetimeIndex(df.index)\n",
" return df[\"returns\"]\n",
"\n",
"\n",
"# Load primary symbol for demonstration\n",
"returns = load_symbol_returns(SYMBOL)\n",
"assert returns is not None, f\"Missing sufficient data for {SYMBOL}\"\n",
"print(f\"\\n{SYMBOL} Returns: {len(returns)} observations\")\n",
"print(f\"Date range: {returns.index.min()} to {returns.index.max()}\")\n",
"print(f\"Mean: {returns.mean():.4f}%, Std: {returns.std():.4f}%\")"
]
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"source": [
"## Test for ARCH Effects\n",
"\n",
"Before fitting a GARCH model, we test whether the squared residuals exhibit\n",
"serial correlation (ARCH effects). This validates the need for a volatility model."
]
},
{
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c04ijIQiCIAiCaD6Qs5cgCIIgCKKFMnfuXMe0d649yx2BF110EQDDSaaqqljvjDPOwDPPPIPs7GwceeSRGDBgwB5rW1lZWdyysWPHoqysDJdeeqlYduGFF6Jz584YO3Zs3LqtW7fGFVdcIZYNHToUK1eutDh8t2/fjjlz5tRZMK4+XH755QCAd99917KcR9Xytlx00UXweDxxbf7ggw92a/8ejwePPPIItm7dij/++AMAcN1116GgoEAUjJMJBoPw+/3ic5s2bRyduv369UNNTQ02bNgglhUVFVmKy+0pqqqq4u5J7rCvS8rhrLPOwqZNm5Kut2PHDnzwwQd47733hHO7e/fu2LZtm1hn69at6NGjh+V3q1evBgCcffbZ9T4WgiAIgiCI5gjJOBAEQRAEQbRQHnjgAQQCAVx99dXo378/IpEIlixZgh9//BF9+vTB7bffDgA44YQT8N///hfvv/8+TjvtNNx4443o2LEjFi5ciAkTJuDcc8/FokWLMGzYMHz99dd7pG29e/fG9ddfj+OPPx7p6elYtGgRJkyYgJNOOgl33323WK9Vq1Z4+eWXcf/99+Paa6/FJZdcgoULF2L8+PF49dVX0blzZ7Hufffdh88++wxXXHEFHn30UaSkpGDUqFHo3r27KKJWFxkZGXjllVfilp988sm44oorcOutt+LTTz9FdXU1zjvvPKxYsQJff/01hgwZImQBunfvjgcffBDvvPMOrrzySlx66aVYv349pk6dii5duuyWDMRtt92G5557Dm+88QaGDBmCf//73/jpp59wzz33YO7cuTjnnHOgaRq2bduGn376CdOnTxeR3AMHDsSsWbMwatQoHHzwwejbty/OOOMM3HDDDXjiiSdw9dVX47///S8CgQDGjh2Lo446CmvWrGl0W534+uuv8dFHH+Hqq69Gv379UFtbi88++wzt27cXzvREXHXVVXj55Zcxf/58XHzxxY7r/O9//8P111+P008/XSwbOnQorrrqKjz11FMAgL/++guTJk2y/G7mzJk47LDDcPLJJ+/mERIEQRAEQTQxjCAIgiAIgmiRTJ06ld1xxx2sf//+rG3btiw1NZUdccQR7IEHHmAlJSVx63/xxRds4MCBLD09nbVt25ade+65bMKECYwxxp566ikGgL344otifQDs/vvvb1Tb7rzzTnbssceydu3asZSUFHbEEUewJ554gnm9Xsf1P/30U3b00Uez1NRU1q9fPzZ69Gim63rcenl5eWzo0KGsffv2rG3btuwf//gH27lzZ73a1Lt3bwbA8d9//vMfxhhj0WiUvfjii6xv374sJSWF9erVi40YMYKFQiHLtlRVZc8++yzr0aMHa9WqFbvwwgvZ1q1b2UEHHcTuueeeOtuS7Ny+8MILDACbO3cuY4yxSCTC3njjDXbcccextLQ01qlTJzZw4ED24osvspqaGvG7bdu2sb///e+sVatWDAC79dZbxXczZsxgAwYMYKmpqezoo49m48ePZ88//zyzDxcSteurr75iANjKlSsty+fOnWtp65o1a9iNN97IDjvsMJaWlsa6devG/vGPf7BVq1bVeU4YY+yEE04Q18LO5MmTWdu2bVlhYWHcdyNHjmQHH3ww69mzJ3vjjTcs32maxnr27MmeeeaZerWBIAiCIAiiOaMwlqCkLUEQBEEQBEEQe4zq6mp06tQJr7zyCp5++ummbs5+ybfffov7778fubm5ccUCG8vEiRNx0003ITMzEz179twj2yQIgiAIgmgqSLOXIAiCIAiCIPYwwWAwbhnX+j3//PP3bWNaEP/6179w2GGH4cMPP9xj23zjjTcwfPhwcvQSBEEQBNEioMhegiAIgiAIgtjDjBs3DuPGjcPll1+Otm3bYtGiRfjhhx9w8cUXY/r06U3dPIIgCIIgCKKFQgXaCIIgCIIgCGIPc8IJJ8Dj8eDNN9+E1+sVRducir8RBEEQBEEQxJ6CInsJgiAIgiAIgiAIgiAIgiBaAKTZSxAEQRAEQRAEQRAEQRAE0QIgZy9BEARBEARBEARBEARBEEQLgDR79wC6rqOwsBDt2rWDoihN3RyCIAiCIAiCIAiCIAiCIFoIjDHU1tbi4IMPhsuVPHaXnL17gMLCQvTq1aupm0EQBEEQBEEQBEEQBEEQRAslLy8Phx56aNJ1yNm7B2jXrh0A44S3b9++iVtDEARBEARBEARBEARBEERLwev1olevXsIHmQxy9u4BuHRD+/btydlLEARBEARBEARBEARBEMQepz7ysVSgjSAIgiAIgiAIgiAIgiAIogVAzl6CIAiCIAiCIAiCIAiCIIgWADl7CYIgCIIgCIIgCIIgCIIgWgDk7CUIgiAIgiAIgiAIgiAIgmgBkLOXIAiCIAiCIAiCIAiCIAiiBUDOXoIgCIIgCIIgCIIgCIIgiBYAOXsJgiAIgiAIgiAIgiAIgiBaAOTsJQiCIAiCIAiCIAiCIAiCaAGQs5cgCIIgCIIgCIIgCIIgCKIFQM5egiAIgiAIgiAIosVQVhtGKKo1dTMIgiAIokkgZy9BEARBEARBEATRYrjsvYX4dmlOUzeDIAiCIJoEcvYSBEEQBEEQBEEQLYaIqkFjrKmbQRAEQRBNAjl7CYIgCIIgCIIgCIIgCIIgWgDk7CUIgiAIgiAIgiAIgiAIgmgBkLOXIAiCIAiCIAiCaDEoigJScSAIgiAOVMjZSxAEQRAEQRAEQez3bC6saeomEARBEESTQ85egiAIgiAIgiAIYr9n1IwdTd0EgiAIgmhyyNlLEARBEARBEARB7PeQcgNBEARBkLOXIAiCIAiCIAiCaAEwEuolCIIgCHL2EgRBEARBEARBEC0HRQEYxfkSBEEQBygtytnbp08fKIoS9+/+++93XH/cuHFx66anp+/jVhMEQRAEQRAEQRC7C7l3CYIgCALwNHUD9iQrV66Epmni86ZNmzB48GBce+21CX/Tvn17bN++XXxWFGWvtpEgCIIgCIIgCILY8+jk7SUIgiCIluXs7dq1q+Xz66+/jn79+uG8885L+BtFUdCjR4+93TSCIAiCIAiCIAhiH0DhOwRBEMSBTIuScZCJRCIYP3487rjjjqTRuj6fD71790avXr1w1VVXYfPmzfuwlQRBEARBEARBEMSegAq0EQRBEEQLdvZOnDgR1dXVuO222xKuc/TRR+PLL7/EH3/8gfHjx0PXdZx99tnIz89Puu1wOAyv12v5RxAEQRAEQRAEQTQPyO9LEARBHKi0WGfvF198gcsuuwwHH3xwwnXOOuss3HLLLTjppJNw3nnn4bfffkPXrl3xySefJN32yJEj0aFDB/GvV69ee7r5BEEQBEEQBEEQRAMgBy9BEARBtFBnb05ODmbNmoU777yzQb9LSUnBySefjIyMjKTrjRgxAjU1NeJfXl7e7jSXIAiCIAiCIAiC2E0YyNtLEARBEC3S2fvVV1+hW7duuOKKKxr0O03TsHHjRvTs2TPpemlpaWjfvr3lH0EQBEEQBEEQBNH0JKvZQhAEQRAtnRbn7NV1HV999RVuvfVWeDwey3e33HILRowYIT6/9NJLmDFjBrKysrBmzRrcfPPNyMnJaXBEMEEQBEEQBEEQBNG0kIwDQRAEQQCeulfZv5g1axZyc3Nxxx13xH2Xm5sLl8v0b1dVVWHYsGEoLi5Gp06dMHDgQCxZsgTHHnvsvmwyQRAEQRAEQRAEsZvo5O0lCIIgiJbn7L344ovBErzk582bZ/k8evRojB49eh+0iiAIgiAIgiAIgiAIgiAIYu/S4mQcCIIgCIIgCIIgiAMPCuwlCIIgCHL2EgRBEARBEARBEC0A7uul8mwEQRDEgQw5ewmCIAiCIAiCIIj9H4rsJQiCIAhy9hIEQRAEQRAEQRD7P0zy9iaq40IQBEEQLR1y9hIEQRAEQRAEQRD7Pdy/q5COA0EQBHEAQ85egiAIgiAIgiAIYr+HYnkJgiAIgpy9BEEQBEEQBEEQRAvASbrh2Ymb4A+rTdAagiAIgmgayNlLEARBEARBEARB7Pc4RfZ6Q1GoGsX8EgRBEAcO5OwlCIIgCIIgCIIgWhQ8yJfqtBEEQRAHGuTsJQiCIAiCIAiCIPZ7TMeuWaFNZwyM1HwJgiCIAwhy9hIEQRAEQRAEQRD7PU6avYxRdC9BEARxYEHOXoIgCIIgCIIgCKJFQlG9BEEQxIEGOXsJgiAIgiAIgiCI/R7u1lUU829ddy7cRhAEQRAtFXL2EgRBEARBEARBEPs9TnINOmOO8g4EQRAE0VIhZy9BEARBEARBEASx3+Mk2cBAkb0EQRDEgQU5ewmCIAiCIAiCIIj9HqcAXorqJQiCIA40yNlLEARBEARBEARB7Pdwv66q6Rg1cwcAQGfOTmCCIAiCaKmQs5cgCIIgCIIgCILY7+E+3WBUM5cx5ijvQBAEQRAtFXL2EgRBEARBEARBEPs9TpINOvl5CYIgiAMMcvYSBEEQBEEQBEEQLRKdMarQRhAEQRxQkLOXIAiCIAiCIAiCaLGQr5cgGkZZbRi/rM5v6mYQBNFIWpSz94UXXoCiKJZ//fv3T/qbn3/+Gf3790d6ejqOP/54TJkyZR+1liAIgiAIgiAIgthTMAYsySi3FGTTqTobQTSY1TlVePTn9U3dDIIgGkmLcvYCwHHHHYeioiLxb9GiRQnXXbJkCW688Ub85z//wdq1azFkyBAMGTIEmzZt2octJgiCIAiCIAiCIHYXnTHc9Ply6zIdIH8vQTQMRWnqFhAEsTu0OGevx+NBjx49xL8uXbokXPe9997DpZdeisceewzHHHMMXn75ZZxyyin44IMP9mGLCYIgCIIgCIIgiD0Fs/xt/EcQBEEQBwotztm7c+dOHHzwwTj88MPxr3/9C7m5uQnXXbp0KQYNGmRZdskll2Dp0qVJ9xEOh+H1ei3/CIIgCIIgCIIgiKbh9anbsLPUF7dcZxTZSxANhQJ7CWL/pkU5e8844wyMGzcO06ZNw9ixY7Fr1y6ce+65qK2tdVy/uLgY3bt3tyzr3r07iouLk+5n5MiR6NChg/jXq1evPXYMBEEQBEEQBEHsf3hDUXhD0aZuxgHLx/MzHZcz8vQSBEEQBxgtytl72WWX4dprr8UJJ5yASy65BFOmTEF1dTV++umnPbqfESNGoKamRvzLy8vbo9snCIIgCIIgCGL/4slfN+CJXzY0dTMIG4yBRBwIgiCIAwpPUzdgb9KxY0ccddRRyMjIcPy+R48eKCkpsSwrKSlBjx49km43LS0NaWlpe6ydBEEQBEEQBEHs30RUHZT83EyQvLs6YxTdSxANRKEKbQSxX9OiInvt+Hw+ZGZmomfPno7fn3XWWZg9e7Zl2cyZM3HWWWfti+YRBEEQBEEQBNFiIOdIc0EuyKaTn5cgCII4wGhRzt5HH30U8+fPR3Z2NpYsWYKrr74abrcbN954IwDglltuwYgRI8T6Dz74IKZNm4Z33nkH27ZtwwsvvIBVq1Zh+PDhTXUIBEEQBEEQBEEQxB6CgQq0EURDoakrgti/aVHO3vz8fNx44404+uijcd111+Gggw7CsmXL0LVrVwBAbm4uioqKxPpnn302vv/+e3z66ac48cQT8csvv2DixIkYMGBAUx0CQTRbFmeUU9ERgiAIgiAIYr+CJBwIgiCIA40Wpdk7YcKEpN/Pmzcvbtm1116La6+9di+1iCBaDv/6fDk+/fdAXHxcck1rgiAIgiAIgmhKmE2zlyAIgiAOJFpUZC9BEHuXP9YVNnUTCIIgCIIgminkVGyOMEYyDgTRUKg+G0Hs35Czl2jWLNxZ1tRNICQmbyyqeyWCIAiCIIgDFHKQNA9k367OrAXbCIIgCKKlQ85eolnz1eLspm4CQRAEQRAEQRDNlLzKAFZlV1qWyTq9pNlLEA2HJq4IYv+mRWn2Ei0PTSfjjCAIgiAIgiAIZ3IqAthUWGNZJo8gSMaBIAiCONCgyF6iWUMFFQiCIAiCIAiCSITGGF6fus2yzF6gjUYUBEEQxIEEOXuJZo2qkWl2INHnyclN3QSCIAiCIAhiP0KvIxNQZ4ykHAiigSggHQeC2J8hZy/RrNHIMCMIgiAIgiD2A8hsbRrqkn2jy0IQBEEcaJCzl2jW1DVTTxAEQRAEQRDNBYqF2/fUFRzCGDl8CaLBUGdGEPs15OwlmjUU2UsQBEE0F576fSN8YbWpm0EQBEFI1E/GYR81hiAIgiCaAeTsJZo1FNlLEARBNBe+X56LCl+4qZtBEEQzhizXfU9dwwVy9BIEQRAHGuTsJZo1FNlLEARBNCdoDpIgCKJ5Udd4QWcM5IYniIZBKg4EsX9Dzl6iWaNqZJgRBEEQzYe6CgERBHHgQr1D01BXJiBjFN1LEARBHFiQs5do1uhkmbUoSrwhFFYHm7oZBEEQjYbeSwRBEM2LuibhGPXbBNFgFIViewlif4acvUSzhiKoWhYv/rUZT/y6oambQRAE0WjovUQQRDLIPbLvqVvGgaKuCYIgiAMLcvYSzRp5UJ1V5sMzEzc2YWsIDmOsXlESqqZjwopc6Xd7s1UEQRB7H4rsJQiiLpZklmNjfk1TN+OAoS4Zh2JvCI/8tH4ftYYgCIIgmh5y9hLNGnmmPqPUh/HLcpOsTewrrnh/EaZvLq5zvZCqY+HOcvGZMUoJIghi/4Z8vQRBJIJbODkVAeRVBZq0LQcSySJ7V2VXAgA2FpDznSAaAo3YCGL/hpy9RLNG1xu2fjCioaiGNGH3NjtLa1Hmi9S5nqYzMEqcIwiiBUEyDgRB1Ieo1kAjlmg0ybrlGVtK9l1DCGIv8P3yXKzYVdnUzQAAZJb5mroJBEHUE3L2Es0WxhjUBnp7v1ueg0vfXbiXWkRwFCj1Cm/TddZghz1BEERzhmQcCIJIBO8dGANUjfqKfUUyGYf6FmfT9fpJlBHEnqAu6RGZTxZkYva2PT9psTG/Bh/Pz0z4vVMy5kXvzN/j7SAIYu9Azl6i2cKY1Z9Y31diQwbijDGszmkeM6X7FfXM61Ftkb0MrEEpQcO+WYW8SkqDJAii+UCBvQRB1AUDo8jefUiyjIv6Dgs+XpCJzYXePdQigkjOGSNnY3lWRb3WdSnKXqkwuCijHGPnJXb2EgSxf0POXqLZorPEAgDeUBTfLsvZ7X3UhlVcM3bpbm/nQENB/WwOnbF6G9m+sBq3bOaWEhRWkywHQRDNB4rsJQiiLhgDojQztM9I1i/L35z6ysyE6wUjGjnoiX1GWW0Y3lD82McJBXvH9girGtJTyB1EEC2VFvV0jxw5EqeddhratWuHbt26YciQIdi+fXvS34wbNw6Kolj+paen76MWE8nQkjgKM0t9eHbipt3eBwnPNw5FMQrmfbYgC6GohuKakON6ms7iouAS1Webtqnugm8EQRBNTUNSLwmCOPDgdo5KjsN9Rn0je8uT1JuIaDpVmSD2KfUeh9ZPPa/BhKI60jzuJLulkTJB7M+0KGfv/Pnzcf/992PZsmWYOXMmotEoLr74Yvj9/qS/a9++PYqKisS/nJzdjxgldh/jpeb8ZlMSeQwT/4TYw1T6I6gORjB+WQ4ueXeB4zqG8V2/C5JoUESXkyCI5gT5egmi/oSiGsp94aZuxj6HgQq07Uu0pJG99bVDSbOX2LckG85a1sPeGQ+FohTZSxAtmRb1dE+bNg233XYbjjvuOJx44okYN24ccnNzsXr16qS/UxQFPXr0EP+6d+++j1pMJKMhEgDEvsWlKAhGNKGrnCjSzR7Zm+x6JhoU0T1AEERzgmQcCKL+rM2txm9r8pu6GfsexhClAm37jOQF2qyf/1hX4LiequlkcxKN5o1p2xr8m3o7exXF8d485/U5Dd6nTFjVkZ7ihq4zx6Cb+raPIIjmSYty9tqpqakBAHTu3Dnpej6fD71790avXr1w1VVXYfPmzfuieUQdaLrzXPyTv27YY/sgm65xKACCUa3OCDfVobJxIrshQoOivUptKNrUTSCIFkGydGGCIKwcaBP3LHa8DEakKLFvSBZEbbdDC2K1IIaOXYIqvynrELWNO2pDUYr0JepNYwqdJc1UlXApzhHqBdVBZJTWYurGogbvGwAiqo4UtwvjlmTjyg8WIxCpn4YwQRD7By3W2avrOh566CGcc845GDBgQML1jj76aHz55Zf4448/MH78eOi6jrPPPhv5+YmjEMLhMLxer+UfsefRWbyBBgATVubtMQUhsuEah6IoCEQ0Y1CTxGWerMienYSRvfuBSz63ItDUTUhKbSiK41+Y0dTNIA4QGGMtWteWpwvP3FLSxC0hiOZPoon7AwFVJxmHfUV9C7QBZhTwqpwqeKWJcHtk7+iZO5Fb2bztO2Lf4Aure1SW5b7vjKzj+oxnQ1ENO0p8CcesUzcW49k/GlfHhjEGt6Kg0h/BliIvFuwob9R2CGJPcyDKP+0NWqyz9/7778emTZswYcKEpOudddZZuOWWW3DSSSfhvPPOw2+//YauXbvik08+SfibkSNHokOHDuJfr1699nTzCcSiIyyfzb/3VFoJzdg3DgWG8SGM6wTXI07GIck29+dCJs/9ufvFAvcmwYjW1E0gDiDem70TD/64rqmbsdfg743vljedvv+f6wv36z6TOHA40CJ7OYwZBb+IfUNSZ6/tK/myyN9FbZq9mq4jcIDYT8uzKpq6Cc2aCStysTRzz52jKRvNotTy5Pj936/BlkJrEFlVwIg+t49Z+WeXS2l0LQGdMaP4W2yEtjK7EjUBcwKEVByIpuLUV2Y1dRNaBC3S2Tt8+HBMmjQJc+fOxaGHHtqg36akpODkk09GRkZGwnVGjBiBmpoa8S8vL293m0w4oOn2AUL93mQNed8diAOQPUUgptlrp6gmiEtjBds0JxmHBJ76/VnbLhxt3gO6UDNvH9GyyK0IoLgm2NTN2GvwLq0piy9N31SMQNTZCfHJ/MwWHVlN7F/odWQAtUQUxXDEkIzDviOZvI79/ktUzC2q6dYgExiSZQcCY+c3XILgQELTmXC67klcioJXJm9FiTcEAJi8oQj5VdZo8ohq2Br2u5bfxi5FaXQtAZ0ZEhGc2VtLkFXuw0t/bWnU9ogDF01v2Vl9+ystytnLGMPw4cPx+++/Y86cOejbt2+Dt6FpGjZu3IiePXsmXCctLQ3t27e3/CP2PIlkHABAic01vj41Xgxf/k1YNYy0TQU14m/rPqhTagyKklizt8IXwbbiWgAN07ZM6DhpZpfIboQBRvROc44SDznc+wSxtwhrOlI9Lcq8sGA6e5vumdcZQ1R17jNHTt0GlQxuopmg6S1zYv2+71YnLTxnaPbSROu+IpEDFwDGL8u1rptAXkPVrEEmOmMINXFkbyiq7XWdeF1npEVfBwxApX/PO3sVxRiryhl4Hrc1KCYce9fbx6z8k0tJXqAwGTpjcEnF31SdIRjRkFHmizWw4dt8a3rDC9UR+z/DvlmFTxZkNXUzCBstajR2//33Y/z48fj+++/Rrl07FBcXo7i4GMGgGWF0yy23YMSIEeLzSy+9hBkzZiArKwtr1qzBzTffjJycHNx5551NcQiEhF3GQYYHh35cx0z00c9MAwD8tCoPxTWh+H3sTgMPYBRFQTCiOTrLucG4OKMcc7eXWtZJNuDbX5wTf3tjbtwyvZlX3Q4dIJEpdqgoXdMQjRX8aKnwJ70pI3s1nSXtM1tiJKWmM3xC0Wf7HfujE+nzhXUPWFdlVyXVczVkHJr22HMrAgeMjFNDnF3r82pwxfsLAVjHAaquW/pOnTV9ZO+1Hy/Ft0uz9+o+orreIidk9iQ6Y5ZifpwJK3Lx40pzMuHbZTkYOXVrvberwJBgkN/nbpfVfuLZg/ZrJGQcJGdtQ2Gx33M0ncEf0RJOJteHDfk1jf4tsf+SXxUgnd1mSIsajY0dOxY1NTU4//zz0bNnT/Hvxx9/FOvk5uaiqMisWFlVVYVhw4bhmGOOweWXXw6v14slS5bg2GOPbYpDICQ0Xs64ASSWCHA2ZPZ0ZO+q7Eo8O7F567fuLgt2lEFRkLBiKy9I8sOKXHw0LzPuvCeaJI4kMCz2B/tTZ03r+KmLA0Vzzg4VpWsaIlrLdvby90ZTPvNyn+OUVdASB+5RTceqnKqmbgbRQPbHgo2vTLY6a8Kqhj5PTo5bT3GwaCzOwya2C857ey5+X1vQpG3YV/BTXZ+aHsXeEDYXxhfXjmjWcQdrBs7eSn8EZXvZgWLU19i/ntE9QaJxhxOMAZUOMg4ztpRg1tZS8XltThXWNOA9ZdyvzFLM0a3YI3uNe9DejfLPimLaJWW1YSzcWVbv/TPGDNmZ2GdVZ/CH1d2apIuozTvbsaXglLHclCho/KQDsfdoUaMxxpjjv9tuu02sM2/ePIwbN058Hj16NHJychAOh1FcXIzJkyfj5JNP3veNJ+LQG+7rTUhETWDIOCyKajoe/Xk9AKNgQUOM9W3FtU1atGdfsLnQCwXG9XE6p1yjrm2aBxFVj1snkSHenJ2ldcEYS9r+ZEbPyCn1jwBwYv6Osjpf+AdKZA/RPIi2eBmHmLNX3fdWbV5lAN8szbZkE7wxbTvybBGG+2M0ZV1ENH2/cxoSxsT9/n7VnLR3GZI7FhmaPmPJsNX297NfPxpynInWVe2avYw1uf2UnuLa63UhotqBWUTxwQlr670uYwxV/vhsMcaYZcrH5VIa9P5VAOg6cOm7C8UyuyRJWDil7TIOxme3SxG/mbW1BP/+YkW996/r1kApI7JXNZ3PjbgvdJY882h3CUTUA96ZrGq6yF5uTuz/b/uWR8sdjRH7PbpDca/64PSLqKY76ss6LdN0M1Xn+k+XOabp6TpDFtczknDvRkXU/QXZSE4m49AmzQPAmA1fuLMMP63KQzKrIVEhk/3hfZ6s6nZRTRCvJXHo7q6+0cS1BfAGnaOsOU0dmULs3zhFtCUjqjKktujIXuP/0QS6j43h19WJtT9laoJRFFQHjcFUrM+p8kewLq/a1sb9oONsIFGHyUOi6Rj48sx6rRdfbHf/ozHNZ4wltAv2FS5FaVTbf1qVhx9W5Na9YjOiIQ62RPejqrE46bFQVENE1eMm1BrLgOenwxdObrPJpKe493rdhQM1src6UH+pL8acNXvtkz4uBWiQeosS/76OqLrlfhaRvbbuxB/WYvts3Njz/u/WYEN+NVyK+Uyomg5/WN0tZy3by9mOxz43HWtyq/fa9vcEtaGokNDbG31pc/Q1KMr+MWY/0Gi5ozFiv8eu4iB3IPVJ05IxXjpOkRnOvVK0jl50W3EtLnxnftxye+pNS4XPAhtF9KzfcQOhTaobgHHWp20qxuO/bBBOSU1nqAlEcfPny8XvEhkG+8Msoc6YYzpYVpkP4agOX3jvGeqhqLN2ssyBKuNANA0MrMF99P5EVpkPp7w8M26CijGGd2Zsb9Q2/1xfWK/1GDOL6XBHks4YNuRXW9ZrjgOB3SWqsYYNoom9SoU/Uq8JecOW278vXEMdYVzeoallHIzBd8PP/cwtJZi5pWQvtGjvwa9RfV49zOLQNf+2a9fqjCEY1TBtczHOfXPuHmmnL6w2SA+VMWe5kD2JGpO6K6wO1r1yC6IhTnSdAVUOMg7GhIAuHMEKlAZloHDNXgBYnVMJAPhxZS6GfLhYrMPHF/Z+lEcmu6TnvCF3yuSNRSisCcUmhYzfazqDP6wJ+6ZRE10wC9hO31y8V6JwgxENa3Obr6zTnV+vwqiZOwAAI37buMe3fyBOzhCNg5y9RLNFYw2PBkn0kmtIZK+9ynlDmuBytWAPRwxdN1OW+PWRj5o7bQ/t3Dq2jnkGy/1hAAr6PTUFVYEIFmWUm7/bi96JqRuL8O6sHXtt+8Ysdnz7L3xnPmqC0Tp1wXbHEKqPszcY1ZDibvn3JrHnaEjkkR0FSlzHOWlD/ZyZ+wPekIpKfyRugkrTGcbMyYhlMTSM+moHarH0SMZgGYxtKrDqT+4LuYMrP1i0T1MpoyTj0OxIdDnk+2J/juy9d/xqAM7Pk+GES06ijKV9hbIbhZv2Nxom4+C8PGqTcdAZEIzo0PZgFgfgPK5YllXhuK6mM3j2sv0W1RmKvEGMmbNzr+6nuRGS5DF+X5s8u4aBoSboIOMAQ07tuk+WAjDGgQ2JipUnZDbGCpsVe0PILveLdbiMg/0W54EcSj0ie8t9YTz80zrH71wKxE1p1+xtSP/xyqQtWJ1TGZOZMtr808o81DbAnqxvgS+dMYye1Xzv19qQuleLYzfHft143zTDhh3gkLOXaLbojCWMBkk0y51YD9Y5RSlRYRu1kYbdns5c3lRQg4caoCm1L5BTlriwPwA8/NM6LM4oF0YJj3LOrQzgu+VGCotTJVuO7GBfIjmB98R7Y2V2FSZvKKp7RQcW7iwTs7OJkA2bAltkRFTT69TU3Z1jDEWdJzJkghEV6R5343dyAPL8Hy270GJdDHh+euN/HO/rxfDvm1c/tiewT/DwT4//skEsq/JHsKmg7srU9U331mJRvZrOpAJtRpqnnPa5L6I+NuTXoMS77yovG5O2NJBoTiQa2PUdMUX8vT9r9k7dVAwgkURA8gwGxvbuJHZ9aKxmb30c2c2Nhsg4JFo3GNEwfplZd4OBIRBV49Ln9ySabhQwvOHTZY6RilFdh2cPBpI4OaA0jUHXnYMW9idyKwINKromn4v//bg+6bp1TWxxO19RGjbZKvlZhR1grwfANZvtm+X7NGQcku+z1BvGb2ucizXaNXt9YbVRMlXfLM3BpgKvRcZBZwyVvsRjPzunvjKrXuvpjO1VZ+rusrefpOZoC/F7+c6vVyVcZ21uFf5Yd2AUDW0ukLOXaLawJJG9yYYOTr+JarrjcqdlcuGbROskwu1q3COV6aD/CwBZ5X5MXLfvI+Kq/BF8uiDT8TvjBaOIv7ncxm9rCpBd4RfGBz9tsjOgKhAVERL2QZIcJffpwngd2wpfuNFFh3ZnqLkyu6pOPU3GzMi8ZydusgyAw6ouFVdwxl6MoSGEVa1OwzKqsRZdMGtv8PXSll1osb5QJGVi7JG9Tsb3n+sL8c+xS+KWR1TrJFB99O0uemceGGNCX5G/pxhjOLxrW2RXmJFAOgM25Fc7RiLtSSr8+9LZy1pk4bn9GflylHpDzuvY9J6qHVKhmztO7+jyOhwYDMwxXX9fVlB3NTqyd/+T4mmIYoZFxgGGLn0goqKsNmyRr2AMCEW03bLRklETjGLw6PnYVlwLAFidUxXXZ6sag0eKJAlFNczdXtqo/RXXhND/2fiiTlFdt0wgcjbm18C/G1k++5q/vzUXc7bVX37E7ixM+n6xFWJbsKPM0pfxW8TQ7E28Hft4wuUyHbV8HBHRdMtsizmusm6XRya7XVKmZYLnNtnw1CVN0Ks6w85Sn5Q51IB7PxalzGA6rBmAyjr6/MwyH8KqFld7IBnN3dkL7N0Js+bk7C2oDuLzhVlQFMPhP2tr4mdw6qZivNuMI7JbIjT6J/YIG/KrMVIqQvXIT8lnSOuDpieeGUvWxzEYerAWHS6HiKDaUNRxdmlVdpUtsrf+HWpjNXsvctD/BeKjZnaV+7FwZ1mj9tEQMst8eG3KtgRtMo0Ju12U5nGb2lIJLhJPb7L/Vo6AkVMf+V+fLsjCztLaeh7BnkPX6x70MJhGsqpbi7Lw4h7JqA2pyCh1dvjXhRHZW5ezV9/raYANIaMJriPROBpbpONASOWyD4z5IXPJlPHLcpDidjk6cm/5crklArg+0UiZZX4R1WtUu+Y6fkDbNI9l4KMzhhmbS7BLSgXdG/j3oh65nUSTtkTTIZwQjOG/CbKQdGa1oh79eYPjes2ZxkR2JsoS25cV1F0OxZ/qy+KMCoyZ3fwG5WFVw9Yib9zyxso48J9FVD3ufcdimr1O77O60v7rQ1FNEFllfvgjhkP1l9X52FlitY9UzRrZu624Frd/tbJR+0sUIKzpDBqLd/b+taEQORX1K0z3/fLmUdCvvrfBX+sLEYxqCEY0DBpljMGSTbrqzBoBe8uXK7Aoozxufy7F0Oz1h1VHze5HfraOjxWY9yMPDImousVRKAJGYuvxSXj+zuftOumlGQn1wvlyp8kme7bs6pwqlNY6T95xnJ4JxfxSRAbrLHlWJ2DcOzkVAZTV1n/yWNeNSPzmipH5quDDuRl7Zft7M9ugoazPq8Yrk7fudxOEBwrk7CX2CNuKa/HJAiMakzGG3EpzgBnVdHhDDY8u0qUKbatzKlEsRY3U9TI/8aUZlnUiWnyUcHUgimVZlXG/fXf2zrgUmmSEohru+241rvxgUUJDqj7Uxzmyq9znaOTuLqGohms/NqPPkqcmJtbsTfW4EFZ1pLjrrgBtN0Tkz04pzaGotteiui59d0HC6AWNMbhsJ8R+rXQGS5Sd7LgJRrU6I3l+W5OPS95d0JimI6Rqdco4qBqDp5FR53Xx9ZJsTFzbsJScQaMad6zEvqcxz1xd3eDxL0w3BtaajhW74vvg5g5//u1dNnc29O3SBgDwzMRNRl/ocAqXZVVaKnvzPmNrkRe/JMkk4Jq9VhkHBo9LQVaZHxUxvTudGYP3hqS0NgZfOIpRM3c0aJDGCatag34X0fS9FmFHNI6TX5qJLYVe6AzIq3Qu7iTXX2CM7dPI1j3BuW/OSXjfKXWMbhOlxSez9xhjmLapcbJTdhob2cuYYbu8M3NHnY6afc3KXVW47L2Fccud3lUDDmnvuA05WpFfi4iqiz71k/mZyKsMGJq9Ud0SNTx9czH+WFeAH5Y3TJvdG4pivS1ykTtseD9d4Y/E2XNmLl3sN/W8oLd8uUIU/OIkuo+5Hnooqlv0+lXNeF59YbXOCN+nfk9ehKqsNux434ei2h6N9q+vyfLAD2sRVXUEImawRTJnr1x49uVJW4xlDpMGCoxJ8v8bswg/rKzfPcKvKXfqRm0BI/ya8N0d/tQU7Cr3i/X5GKU6YI61A7aoVz4+LamJf+e6XPF9kgIFhdXBhBO6jBnO1l3lfkxcW4DrP1lq6A+Dj4lM+6TCH8G87aWOzy1gjP/C0fhz/1OS86czI7DG6blfklnu8IvGsS6vulERxPx0bils+Ji9JlC3z6Q5RfZy6ltIsiGuEsou3H0aNfqPRqPIy8vD9u3bUVm5/w3UiD1PmpQiHtGsaevr8qrxbSNSonlHPm1TEZbvqrSI1dcnrUReI6rGRwQx5uxU9DdQq8gfVjFlYzE25NfAvRveXqcXlpMYf6J+b00jqpKWekNYmlmBYETDymz590riNsGq2SuT6nYhoupIq4c+rH0QJBs3TrPhYVVPOJP5xjTnKGQZ3ubf1uRjc6FVQ3NbcS1CUc1xgKUzFndd7adF1uzVbQ6WcFSvR4G2OpufkHBUr1MTNKrre61A2+SNRZjXyJRCO5sKavb4i33Ebxvizk91ILLX08GnbizaIxkOTU1jdNsS+T94f1EbUqEzhqxyvyhqkozmauzZ30O8mbJkSn3lU/i7aOqmYrw9fXvifTKjYvqucr/oQ3UGuN0KZmwpwebYwILrQO5tx5ovrKGsNoSaYMMH65sLvfhhRf2jwaLq3tfsXZtbhf/9uG6v7qMloeoMmwtroOkMxd4QVIcierpu1l/gExXNGVmzFTCc2I3pgxgSO4+SaaOGojruGb+mwftzRGmcjNXsbeY7fV1+db1+U1Tj7Ozf0yTqU7kjU3bADzi4g+O6lsje2P9DUV1cl+wKv3hPBSOaxQ6cs7UUXy7OrjM13f5um7axGFd9uNjYJ+N9t+FA5DZiuS8c18e5FCN44tfV+dhW7HV0mJbVxsucLdhRhvwq45q88OdmIQHkBI/snbOtFFeOWSSWq7oxnpuwIjdpanZ9eHfWjriaFgAwdl5mveyA+tKQ+z2qMYsD/KvF2QkdhToznapfLNolltvHB4qiQNMZKgMR+EJ1S2DIRa3CMaeiPDa9d/xqkfYuX/tARBWf5Sbw4w/EnLR9npwc24/xfaHDc+o0aRXVdPyxrhDLd5mFA2tDZtYsgxH5fcHb81BYE8T2WES6EafFRNCUzhiq/BHM216WMFhJ1RlCqhlBz///+K8bEo5tuTqQ0/jqps+WO/6mMQz5cHGjgxKUOjIr/lpfiCwHGcf/JSikJ9OcnL0NbUpDVm9Ox7m/Um9nb21tLcaOHYvzzjsP7du3R58+fXDMMcega9eu6N27N4YNG4aVKxuXVkLs/3Bnr64bhpGchh/V9AbPim0r9or007W51cZ2LMVn6t5GXTIOsoOuVoo89oVUq4xAHfuSX5K74+x1OibZaMkq82H492sTdnz//CheFzIZFb4wJm0owu3jVsS9WPghOQ1U5P3b25LiVhBWdcMYT3De+E9kAwIwoq85ciodv46hqJawcN662D1SH3IqApbZ74djA3tFURwHWIzFp77FXQPJ4NB1q6EWUrW9qtkbimp4ZfKWpOvYNd/qQ32dRA254xljKK5JnBr2jzGL6l2Jt778sCJP6OFxvly0K87hvzv8Y0x8tEJGqQ/zd+x9yZW9jdaIgi0KnCP7GQM+W2DqcdcnYmxtbhVer8dkDmfc4l31ioqw4zTBxEn0LCSK7JXlfOobUa9qLBZZpSE9JfFvNJ1hSWYFqgJRM3Imts9gRBXnnTFjXadomfqyJKNcVAe38+JfmwEYg1NNZ42Sc9D0xLr8TqgxB7YTY+dl1qsQXl1klPrwewMzFQ50HvtlgxFJrjOU1Ibj3meazpBdHsDOklrUBKOONsysLfGOpPyqAPqOmLzX2p0Ip347UR/w/uyd+NyhxgAQk3GI9Z8zt5Rg6kZzMpk/u077qm+xxvpgFG7avW3wyLRd5X6U1YaxrdjZYXPWyDm7t6N6kmji2qlvSNS/MAc7Vr7GNcEoVF3HpA1FRl0ExoQd2LltKsq8IXiDUYSiGr5Zmu24D7uDKKxqou1fL81BRcyx63EpwkZkLN6+dLmMvm/iugK8Onmr4/U87dVZmLml2PlgAYxbkp10oiWqmX1rmWSDqTpDWNWxsaAmqdOlPpMhUU13nORgMCaA9xQNud8jmjWIJLcykHC8KkvYiWVAXPE8XizNXY+iaYCxTb6aiOxVdTG2lLXB5WNTYD7bcvYh3xaXBjH3Y6zjZIM7ZQCoMbkoef2TX5qJhTvLY/uxjpPdiiJsP8ZMnV7GgEp/BK1SjSCg4d/Hj7NUzaq/e+fXq0RGcHks++fUV2ZZ2sKY0T75uc0q8wk96/rUQdib8PF7sntgxG8bMWdbfLCM16HWwgt/bkaJlOHcHOdM6yPjUN8xI7+/KJtr96nXKGTUqFHo06cPvvrqKwwaNAgTJ07EunXrsGPHDixduhTPP/88VFXFxRdfjEsvvRQ7dzY/jSdizxOKanh2olGxns+0X/fJUny9JMdiUGh6w0TUp20qwj8/WmJJfTCMZl367PzwKzBfdPIaUU0Xn+duL8UPK3Itzt7cyoBYL6xqlpeE057kzlvuuOzp/g3B6YUgL6qIOUaSGVUNiZgZ+MosaLqR3j9vu3XAYZdpSNQmvjtuRBjOBQ1pHleds+sv/mV1UMrX18kgDCeJ6vKF1YT3hJ1ARLVs57c6Bva6bsg4rMszix05TRxEEkT2huoR2Ws4PRr3QgurOrzBeG0w3fYMNrSac310BZ/8dUODZl3LasM4c+TsBrVjT6DZJgk01jjnVCI2FXjjnj1FaRm6tcFGFsBwOnSdMcyIDUh1xuosHqbrDFd/tASLM4zBRaLoe5mtRbWoThBlWlwTSpguesTTUy39/tdLsgEYUbQjbfrlvL9jMLTm/vvDWuNz7OfypJ/82PmSpMHqzNC4M5y9blz49jzH9WTDV5WkY9wuBYGIJtIeuYxDXRNNdp76fSP+Wm8UBR01cwfGxc6Dna8WG8sNDWEj66ShcO3h+pJMxmH0rB1YlU2ZZk0F7/8KqoJxfaHOGCZvLMLg0Qvw48o8x0HqF4t2xfWXgYjWJBrNTvv0JXhfhFU9Tm/ftEFN3crqQMQiZ8b7mlu/XOGwzfh9+cJqo5wXsiOpsfBJlAvenodPF2Tivu/2UNTxHqaxmr3cPCiSHEnVgajFRsipCAj7vk2qG0XeEHRm2OXP/bFZrHfHuMRBT2Ep621LoRfVwSh0ZkwIWsYctsNwKQp+X1OAstowdpTUJhwDJIsWB4xnNJEGv6rp4pxYbEfNsOk3FtQkLYBndyw67kNnjpOqqW6lUfe2NxTFTyvz4A+rFu3W+thd0zaZjnH5nVJcE0p4nPw9K58fvsy+XyNiW8HH8zKTyjIBXLPX+K2lQBvfhyw5Iv9OihqVa3Lw5gUS9FlFjs5e57YxxlAora/qDIHYtdaZOVY0apsowu7VmdG3VQci0Jkh45Aeu/cnbSiKu0ZqTEKEL529rRSh2DXl91a5Lwxf2OxDeWRvWNVRWB3EjM3F+HN9oaiFwG2fc143J6H2RkE3LnMiwxhDdkXA4pB3ItG9yrf39O8bRfbTuCXZlsCVxka8cht4/LIc5MSK+trtTX9YFde5PvB7dE/mj3I7oq7kwtpQFLn11BU/UKmXs3flypVYsGABVqxYgWeffRaXXHIJjj/+eBxxxBE4/fTTcccdd+Crr75CcXExhgwZgoULnTVZiJZFOKqLStz8vZRV7kduZcASganqrE6HwcS1BWLGak1uNQJS9Vs+sHYq2pUMeWYsqpmDyllbSvD98lxDUyiWZuJxuVDlj6DKH4GqM4vRlMhpwZENhd1JT6yr4+aGZrJdNNRgkqMVZITz1qFNTulvYgZOZwhrRmRvQ99Dsr6Tk7Pd0Ow115X1w6KSdEilQ7Sg3BZfuGHavzx1a+rGIuTFJgU+nJtpcSwwS/utaUXhekT2GmmujSMU1RCMagjZ9nHjZ8tEAZG9VaBtwso8S0R2XTQ0YqnKH8ENn9Yvve/aj5ckjAq2D3AMHb54Q6bEG6rTAZkIu7GnKHXrVu8LwqqGD+Y0bAJWHjjxKIwHfliL+x0iMhLhPElmasolG3hyeP+zudBIXS33hTF7a3LJkKiuJ3ze7vxmJd5MIpGwNNPMNpi+2RgM+m1OFst8HjNSl3lfIAZeUjQvX3/0zB14aMK6hPtmMKNb0lPcyEpQWE0eHESkPselGM7eybHoQS7jENEaNriZv71MFAhyu5S4iRIZt0sR0T8NGRhwtFi/V1obqpeuXTSJlM+eoqHPbER11gxsqZR6Q7jeIeVa1Q2nR7E3hHdmWJ8x2bYp9znrdkY0XVSW5zRdrRc+yDTbaU/Hlq95h9Ypzlthpl3w2C8bLHZBMsecHI3/2xrjHf7N0mysbEQqsSEBsHv3pzcUFfZWiTeMbu3S4tbZl89AovcG76brc9/I9yQ/P3KBwZpgVPRpoaiGLxbtEja422XYt4wxpNoyppyi9DiGs9dYPxhVRcahx6VY7g0nGYfqYATBqIYUt0vY4PbnyOmsyJmH/J0AIC6zyRtSxTW0TCjqDJX+CIqqQ0kDTeqjDa9qzNEGTInJvzWUjfk1ePzXDZi2qdhy3usz9lgnaSfL2UuFNfGTVWK7AFJcrrj7j9vWfKkxrlJQ7gujNqyK57a0NoRXE2Th8U2GYhM9Uc3UB5bfeZZAI8Xso+RAI76O3QHP7xcnuRUF1vvn5MM6inYV29bnxy/3K8Y4SQ4UYmJ5ittlyD9I63+6IMtyDVQ9PgOYO9HliTZrsJERJBOO6liUUY67vl0Nj+SM55IYXDpE1xme+n1jgzTI+ZgvGUsyK/CDrThhsTdkFNmTgj4SBqk5BInxyfNV2VXYLjl45fFJY529J700E4AxicczS+z25mO/rMczv2+q1/a8oaiQi0kW2ptXGWjQ+EoT91Dy49xS6MWXi3dZMrQJK/Vy9v7www847rjj6lwvLS0N99xzD+64447dbhjR/AmrmngJqZKjbuK6AvGyVDUd24trEYwkf5E/9OM6LMsyBtq8g+YdNu8sZRmHp35LXggAAO74ehUAYGdJLSKaLjpaJaZhJjsVdcbw06o8zN9RFnNCOM+qcqxRAbJhlETcn7Gks092A2P65mJkS+vzyMxkRnVdzhN7Sq7GrHq09irATinc1he89Xst9uI1InudSTTw4M78R35ebz1GZrwkQlFzUP35wl0WjS+dmenKp7w8M8GeDQydq/jlic4r11STI9c+np+JGz9bZllHvpfCDYzsrWucJBsJi3aWizR1VTOrR9ur0pbVhoUDJVmBtip/ZLfSnaKqMRvPDUj+PPjDapzzNVn038gpWwFYDc7qoHMRRSdWZlc5pj4B8deWMThG9s7YXGxx+Dkh6/D+sa5AFFw58cUZlvXq0ur6cG4GJm0oxKQNhUn311DsRVTCqo41DZA5AayDXn7N/lpfiMkOERlOJLL35GhenZnX5Z0Z20WEgYw9Q8QXVhM+K5X+CEbP3IGoxpBfFYiLtgNi8hIM2JBfHTdw7dI2TUgGAYA/dtyhqG7Zp0vS19MZQ3qKW0y0CBkHqU/lp+u92TuTFqHhjqFQVBcyDuOX5cTpYcuPqojsheEwkB2uOjP+Ock4cA0/p2vJI5IAYxCb7J3idhlpqjpj4nw1BJ7R8P3yXNz2VXyEo52oxrClyCuK0O0VGjh++mFF7h4tBpOI/KpAnEP8/j0QYdlQLdqqQBTLHZyOus6Q4lagajpmxiQZzElgYx2XAlT4jAJUs7aUILPMBzVmm2k6Q23Y2n83VWVvEeEoPR9bigzbqcIXRk6F3/LO7NgqNeG2VM3M2glbnL3m318t3mX5jbzew7H3Tak3bLGB64uc7bYmt6pRurpulwv//mJ5rG2aY00GHo1cWtv4CdP6MGlDYUJpGsfsuAQPtLwq/zsqnfeaYFT0abzokNulYE1uFd6cvk3sr76TXIZTShPOXn9YQ1RlCEU0uN2KxQkqX+aoZjiMQlEdqsYs759jn5tu0UCt693Mi3sCwO9rzIy2wuoghn2zSjhX5MAaTdexudCLI7u3hcYYNhXU4IlfNuD3tfkWLVX+i3vHr04op6PqVhmHb5flIKrpSHG74A3VPzuPw6UfNMawpahGTLjXxwkmT2LK5764JpTw97rOkOJR4uxJblvzn2m6tahzisf4O7s8gM8WWp91ADHZA+6gjL+3me0Dz7yRpRfsTlDAqulrLDf+X+p1KNBmk3Ewg4sYSmzr8+NnzBoY5JTZys/F9M0l+HBuhlheGYhYnLtcLsTyXMb+n6gwoB6LII5oGtqnewAYfZXm0N8CwKcLs/DbmoIGSYac++ZcAMnfRarGUFQTQiiqiSw0kfUq/Z2wBo7DNp2OWVGsQWxOr4NLHQp9r8mtctx3bUjF8gTjK39Yq1e2lq4zzN5agj/WGfekfCzVgYglgv7aj5di1IzEwRZ2nCafHNdjDOOWZItMcyKe3SrPHo1GsXnzZmzYsAHh8F40volmiZxWz43QQESzRGwVVofw6YIsMVtZ3+0Cdt1Wa5q/XYOTo0gvLD5798mCLEPGQXS+SkwXy3zJR1QdFf4I/GE1lmpk3Tdg6Bdyh7TFCSF1RMmiNQKR5Nqq9r54W1Ettkiz79yBkFnmS6y7VYdT8aVJmy2fdZtRMni08aLgS5w6WauRbDWlNd2YuU/zuJNopTkv59diV7k/zml+7ptzsbnQ1AwLRjWL7i4X93fiy0W78KuURuUPq84v3UQGXsyI8UvyD0bVZiYcdboOSzEC2XgMR7U69W8tUSaMWaJEAxEVfUdMEZ9v/mI5FsecCyGLU9m6D6Mom0v8nUjG4YJ35uHIp6datLDskVnJ4NeK6/Ud/tQUBCMaPpibgVNfmWUZ1MoGDGNGFOO941eDMSYKwjR0tjqj1Cf2kUgzW7U9l4yxOOc4YNy/dc0OF0oFRt6ZsQNTNznr5NVVBf3PdYVYnVOF4d+vjfuu3BfG6pwqh1/VzQt/brY4w3SdJZUPcEKOfLBfj/pEZycyjDXddPZyvTUAGDMnA9/ZIiPs+9YYgy/JgDAQUYXz6L1ZO3Hfd6sBGAYnfzZ4u678YLElpRoAWqW6LM9pIHbO5KIhgOGw4qeAwdCr5xOUvL+Uo+hlB41T9DdgDDAN+SBj0ig15kz5ekl2XKSY3HfJ2QRut2IxzuuScXhj2ja87fCc64yhNqRi4toCuF2upM+jW1GgaoajLtDAe4wfy5g5GcipCNQ5UQmYx7srQdSzU4TM3sYXVhslYVFfIqqOzxdm4dMFWXjkZ2vBx8kbk0ua1IfDn5pS90ownte8ykDCDJGoriPFZUQd8rRffk35PdQ61YNKv5HWu7GgBkXVIVz63kJM2lAEnTHM3lrq+K5sTNTf7uCkFchTnzcW1GD21lKrszdBZC8AywSVbB/Kvy+0Fa1yOt4yXzhhlP2yrIqETlxFUfBWLJvh7m9X442p9dc/53hcCqpj/TYvFmaHO6n+8f4inPjiDGSUOtvo9UXXnfW5h3+/VmQU2klkFzt1C/K2+f0p90E1QTOamf/epRjRcMLBBggJn2TkVPjRd8QUhFQdaSlG3x6IqIhoOm76fHnSyN4jn54qbPSopsOlmGOFYFSzOH/qMp103dTslVcN2QJs5PMQ1RmqAhG0S/dA0xkyy3z4cVUeMkp9Nv1U4/9TNxVj6MdLHOUa+PuNsySjHFX+CFJiDvBib+J6Dk7w9yljDB/OzcTEmCSbPLmRaGJQbp48OcHHsE7ozMgykiNSGYvX7NUYgxxbYTqDE0888F3K72tVY9hZUhsnD8ElpmT5h1U5lcL+NQMurAW9ne5zjstlzQDgh+R0KmRnr3kMRuCQkLiKfafqumiXHHDiC1nHYaqo7RP/XCZy9hrnzZB/aJeeEtuHIoKU7GOispj2r5M9PG97qWNWqLyvRGg6Q4k3hLJaow4OPx4A8LhNG8rpXPLtltaa976cqSr3Xa1T3JZj4tdZ0w3pwKs/WuzoGxm3OBtVtkCD0lrDOR222beiXYkPFwDE5N/q3Cr878f1cX0lACzLqsSSzHJkl/vBYhNNXy/NiR23dczrFG0t7rM6Xv98vbpkbA5kGu3sXbhwIfr06YMLLrgA559/Pnr16oVp0+rWeCRaDoaz1/ibd2z8Qdd0huVZFfj3l8sRjGhCeycZ+VVBTNtULIwe/gC7FJ4mX78H2V5sQdX0WBVvWNooR2OGVR3lvjD8EQ2qpttm2Y0ffr5ol6jAanFC1DOy1x9WRSQAL25jabftTaDpOgqqjRfArnK/MPgmbShKWNHUHzG1W/VY1NQ3S7MRjBgdul2riade2uHnyOl4GGMi0kE40CWpDTOyt2EdL78WNcGoJaL4u+XGy4FH9pb7wjGD13yh5yUpqjB1UxFqpZe7P6w5OrETzR5qumG4GRWZrd8N/34tMst8KKgOSpq9sGn21kPGgZmFihZllOPkl8woUW6gyPBLJh+z/fgjqunsNQq0OQ/S+UtaNoDGzDFm4H9amVdnJFBUiy+6JhvPcnRv0OKMMmQTpm4qhqozMeCVHbNOLX550haLsT1o1HysjKXRO0UWKEr8fWxEIsYbfBoz0hmTEZDOczLfkmyI/7wqT8z4c2RnvJ3txbVYuLNxxd3sxbI0ndWrIrSMHPnQq1Nry3eJdOBkjAm1+OeJR28AwPr8GjwoyRp8KhVuk9fnZJX54Qurcc/piN82YkN+NVjs2smGMgBc/dESfBmLnJOTLRXb3ZXmcVt+FxCRvZotddIsusKYNbKXr7Yurxp/rDMGnnJfYI8o4efonDfmoDakisgnPnhUdRb3DNgLjwLGfeZW4p29um7VD7/w7Xmi8vOsLSWO0e2MAZX+MNbmVsHjUuImSmQ8LkXo7jY2shcw+oi6JioBc6Jhd326yQZ1MoyxpNHYy7MqEI5qjXJGbi3yigjYZNQEo1iZXWlEXEvLkxUUbCj10TEsrQ3j3DfnJqxLEI29Y2qCUVN3UjVtEQBonepGuS8MncXkUXQdWWU+452vM4z4baNjpFFJEifQrC0lFr3BPaGTzrcgb0p+1uyFppwKKvojKopqgqgNqZgbm7CxyjiYf1fZCko6ObzLvOG4Z/Gt6dsQimpYlV2JXeVG/9jnycl4ZdIW8T6VzbuopmNiLALr22U5jhOeTrikHO9EWvQhEdlrvO93lpiZFY/aJilkVudU4bk/NsVNsr46ZSue+t05gy+RPcX7ZfkWZczZjpD7dP7uCdv6atmB0bF1Co7u0c66Db1+uvM8MjIU1UTf7g+btUE8LquMgf388oKfaiw4Q267/E7hNneiTC1VZ2J9p0LLjnaxZkwWt0pxG++ZWPs/nJtpOXa5zaGokXG2Mb/GUnhR1XRL23TGUBWIIiW2zUTnclNBjaNWP5/84GYCtzX58dzw6TIRBZvotwDwWiyrTG4XYBT7GvHbBvMYYdjpn9kKMtrHULpulfdIcRvO/GQ9k12zFzBs8u+W58ZJN/Dj1GKRrYBhN7eKTSTwZYGIarF965JAki8/t4/k88SvsSzjIAKDdFN2gjthebtMx7G5A58t6IbX9rHcgsxc1wke2RtWzWAWOaMurOp4ZZIZYMXb6hSNvzSzArvK/agJRB0L/FqfOev33NkbVjVxvnhfIk/OJJo4VxTg9FfNWiahqHXCgZ/39BTTRr3tqxVie0szK/DtshyRmba9uNYS4auz+DGAGQWrxPlWZm4pwc6S2qR2Fi/Sx+9X3lfK2XFvTNuGYETD+W/PQ05FwHz2Lf0zw8kvz8TJDhm5/NarK7K3PoECBzr1dvbqtl7ioYcewnfffYfS0lJUVlbilVdewb333rvHG0g0T8bM3omRU7aanb9mnblSdYacygByKgIIqZowBHfYZAIWZ5SLmdcZW0rwyE/rRGfGOzv+0knmSOXozHQxiqqmuiEBYY2e5EY7Q7t0jxHZ64uIKAx5IKXrRufrdpnpO/lVAcv3nGQO6dpY1HBZbVgUt7G3XUbVGQpi+7ng7XkJoxZlhn2zGqNm7gBgFNoZOXUbnvtjMwqqg/BKxqu5T9NQObq7acjyc+50yp1mii2avaoGf0RLOJBI1G/ze8gbVC3RcLNiGp2RmKF46iuzYqL3DH9/cy5+Xp2PqMbi9P449oGBPbWJwyNz7ejMMLb9EecZUB7tHREOH2s0XVitX4E2TjCiWe4jJx3aUFSPc2pN2lAUV+SOF07UdBZLlYtaZpABa7qWncd/3YB10st7dU5VXBGkqKbHpfVWByPSoMa85+SXcl5lQNxLoaiZMlRXZO/XS7KxMd9o0z3frhbHCpj3lqyz5VLiU9EZAzbk16DEG8KkDYXCGaHrzBYpE9+WYD3TNmVDafzyXPwZG2Qv2FGG5VkVUDWW0JHmDUYR1XT8ub4w6UDZCZ0xBCQ9Yp2ZxvJI26DGTnbM2E0W3VyfQiyAc2SAfJ8XVdedTixPgE3dWOQo4/DDilzsLPEJiYioTRcwGNHM1Eg57RGmoQwYEbqLM8pFv8XPmV3GQXbiMwCpbpdZSCK2vDakiqIs8uDWaZAg/9+IktXFM6/qZkXubcXGBJ9dTxGIRfbaZRx0sz/mZJX7RaFPBusgNaxq4pk03pewvPOccMdkHhJF9i7JKEdpEkcdP5ZUt0sUskoGP5ea7uCgZPV3AieT+pEnKZfvqhT6dk7cPX41ZmwpSTqZF9V0i0RJRqkPkzcUYeK6goT6jTLeUDQmdwFLtFigHg5aDp944Jw1craQnwEgopHW5lYl7CP4bZdIkzSi6vC4XZb3lbDlYj9um+ZBhT+C9XnV2F5SKySAFEV6Bhzug3+MWYTMsnhZltyKAJ78bQOyYpFDACxZMIDx/P8Zc/g4vUvnbi+12HPysQobVJEyd3Se2aPHrS+zKrsKf6w19sufs6imCwmViGRv2KOanO4nI7LXuqMP52bG7g/jeeAD+s8X7RKSH2kxR7QvrFom0X9dnY9VOc4pvHZmbS1FYR2TvomkFQBDPswezMDP346SWnyzNAfHv2CVQdol9VWztlhTwBPZU4kje+M7BnnVjQlkB7hNwhhw4qEdcVjnNpbvGTPlfuTJWdk5pTEmJpfCUTPKMRAxteDdLlPG4e7zDo+zu3nzuaSDbCM9IEUW88V3fbPKWaJHZ0J+TP5afo/IFNUEDd3ZkIr0FDc0nQnHM2CmlGeV+eIkRrgDLEN6bu31UDQdqApExKR3TcAotDRFylhYnFGO//6wFmPnZVq2P2jUfHOcEmv4u7OM2gR8D25FQaIhmWwTJtLjzq7w44cVeWI5Pz/cqWrsS3Jywnyft03ziHWqA1E898emuEhYyFuJfbRP9MiBIJwqqe4BP/Y0jwvpwtlrLPPb6pOY9w0T8jnx3xmY95y5nPetpr0DiyyXEdlrHYfbnfucWltkb1SLz0LiXyeK7DW2bdg4snQDH/eEVR2fxwK05GPiBb3nSu8yLWb7z9pagnk74t9x3FbPqfDH9VWqrqPYGxKTHIDZH3pDUcv42I6l+F5svWDUPJ5UjwuRWC0HbyiKP9cVYvTMHZi3vUycr0BEtUSwl3hD2BZz+BZWB8FYvMO8xBuOnQ8WNzmUWeZDUU0IimIUiEuWpcF/W+twjSKqLuwUBuu9IBd151m6782y1hbhtkBCDe1YQIN4tzSR7NP+QL2dvWeccQbWrFkjPkciERx22GHi82GHHYZQqGEpGMT+y7biWizfVSnJOFiFyGXNIsbMiL6LRy9AWDUcgaGohkd/Xi9SMhkzfhPR4h9wxuJTsZ2QZxR5ZxuNGeZM6g8YTI3ENI8bFf4wymrDYsCqM1gG8P2fnWZEOcWW/e9H0wHjVB3dCX9YhaqZxo49Msc+e6XpzBJlaPf1OhlztaEocmOOrqwyvxQVahhe/JQe+bTx0uYyDoOO6YbjDm4vtps8stf8W2fG+QxGNbRN80CNRZJtLfLi4/nxkXpGS5zPEb/u9llNmaCUjq0ziGPl373wZ3zENL8PuGFozCgbTjfr/q2pbObxGhqWgQR6od8sMSKPzcgf4I2pxoym26UgFNWEQ2RVdiVmbI5P+3fa7s5Y1WWnKuAP/bgO4xZnWxwe783eiTLphR9VdRFdENWMme9RM3bg1i+t1aL54IOf8+9t6fTcENd0hjenbcPQj63FeZyiSKoDUbFdOfJENvbOf3ueMLItqWvybL/DPe5xmzPR02Lnkjtg+frnvjkXn8eiLxTEa0/rDPh9bQE+nJuB4d+vFYaKxpitvXG7j0vZTjTwdCmKGHW0SXULJ+l7s3fix5V5iGq6iDi1w52Wu8r8cfcpYKRg/bQqz+GXRpvlNq7OqRKG3nyHbQHA/d+vQWaZD+e/PQ/zdpRanKX2cfLupKxbokzq7s4t/QCfrHKaDDC0Y00neUTSfnPZItHsjhw++E3zuLCtuBYrsystMh9BW2SvSzEdoIzBYmDKx9Qm1Rjsyc8HH2Q4HR9g9IFqLMIFsN63r07eGvcbHg3LYudAnvBKJONgqbSumxIfO4p9mLAyF4yxWCYMs7zznPC4XNB0HZoO/OxQcXxZVoVlsG+HH4vHbUQQr8+rThrtyt+vH8/PxG1frcCgUfMTrsu56J15ja7ULF+7jFKfxUEaUXVUB6LYVlybdDJvcUY5zntrnvicW+nHrnLrOVmVXRkXXcbxxvoCnVkzF+oTYc/h1bw5RTUhVAUicTZEdSCKT6QIe28oikp/BNuKvWKyIVGxx6imI8WloFzKRLFH9rpdiujzV2ZXinuLT94avzHu/08XZII/XDXBaJzUAWC8/4/sZkxSJ7IZcir9ItX+xk+Xxb3f7xu/BtM3W+85M+3W+L9LUcRkhMaY6GM4Ts7eYFSDP6Kic5tU0Ta5X5Udz/YUW/sze993q1FWG3ZOv1aMIorBiI4UKXuHr9mhlZHeXFYbtkyorMurxr+/sOpkO+mcc3jfwm1su4M8WfRVMKqJY+STxc/8vgllteGE8lLBiCacV8t3VeDXNWb/ws/PnbG6HKINiZy9Dsv0Oux2t0uxOJncrvhsldqwKmzst2fsEH+/JGXuabrk7FU18QwHImZkb20oKqQ2OrdOjbOQZVvKHtkrF7/mi7cW1UrvKOk4pfOzXeq3Eo1bpm4sxqqcKtSGokhPcWNjQY3FqcOlkC58Zz5mb7U+Q6pupG1bJvs1492yJKMc//p8mcic4DIONcEoZm4tsdRFWJxRjrBqZjlyMkp94sJaIlIV4PFfNuD75bmGXRA75swynyh2CFjvFbsjzJzksd45/Fxy3WW+b/utrzGGNpKztyoQMerGSFfWPr41MxXjs9DiaqOI4ARz3ykel8gw4N8bkb3xtg9gyBtuKpAyRG3HwA/d/m5zSzZBcU0QL8UiZ/n4XQGwYGeZ6Evk/cuPpy9kbZumG5rWcjP4+ZIzkPj3aR4XArFsS1nrV9cZ3LFZ0bBtQlSRnr1KfwS3j1sp7jWdGfdzMMH4kz+rTsXmf16Vj1Jv2LAVdYavFu/CN0uzARiOeX79PpybYdGzPvLpKZbMA34+QhFd3LfpMemG1TlViGoM20tqhXxThc/oV0KqbslW4u3fVlyLqoAhm/Tpgix8tXiXuIflbBn78y/fb98tz8XTSQq1iXebgw0U1XSR1R1XeJ0HCkrnevSsHdZtc/9SgkyFmVtKMHj0fMmOIBJRb2fvBx98gDvvvBP/+9//4Pf78fzzz2PgwIE488wzMXDgQFxzzTV49dVX92ZbiWZEiluxRFmpGkOKy4xwUmPaUhz5Bfb8H5vx6C/r8fnCLLROdYsUKqNAhxl9ankZOsw+OaEzJpxTfIY0EnP0Pv6raUBwvcioZhTDeXDCOmwp8loca3LaHpC4MnldMg48bdYXNlJq+Dq5tiqfgVhaV7kvHPeSBoyKn5ynJ24SqfYyrVPdYqY1rJmVf3VmDPCY6DyN/3NtKcaAVqlmCpD54ozbhS1CmgmJjU5tUqDpko5zA9NM+QsnqukJU1S5A8Zw4BjL+G0WimoYF9OykrEPQgIRDb5wFO/MtL5YeKRNhS3Kxpi4QMywiDcC+Pojp5pFO7YUeVEViCDd4xL3fkTV8fOqfEuECsfJAT549AIUeUMJtTAjMY0rOV2MO7aPf2E6oJjb5el3mm6kXU3eYEZOuKUZVsCMVObwWfKvFu+yRPByB4o8889T3mqCUfEcyoa0/fTxZ8FJh0puk4zcz3C4A1J+PnkkWKrHhT9sqXxC+zn2O7nP8Yai4v6zp5lxnWGOAiR02Mr74YWs+L5ap7mNZyaB1qM3FI1FypmRk4ChPw0Aa3Kq8Pgvxrn+c32hxUGvM6se8ZvTt8EXVvG3N+aIqsR2Jm8oEv2RP6wlHCAAhgHpNNEkp0sqUtqvsQ1zcCK3MxERVUdxTcjy7NaGVNTGNHu/WZptMW55NElNMGpU/JYMT0N2IfY35GfC3J/hdIjp6sW+i2i6SC2U70lZQoZvUxyT7Z3Fj8U8ZuvzEpfNEYv25otVnVmiugBbark0oLc7TbiMQ21ItcisPB+bEFNgONzGxe5fY5Bjpqn7wyqqA1HHZ5BHDXJnsM4YcisDcfdFRGNJi6Hwbae4jQrn2RV+SwSnP6xa7mV+DspqwyiuCcU5p3aU1MZFy2aW+S1akPI14lGWMhbHgXR1P1uQheekyUS5XU5p93NjhfXsGTneoGrRiyyoDuKPdYVicGjHKyKgrDIO9S0MBcCib8+ZsrFInGu+XS71w4/n3Zk7ccrLM/H5wl2iUFgiuQ7nyF6rlrXhAOJ9vjkJL0f2RjQd3mAU6/KqLRNNdtkVvv32rTxi2073ana50a8VVgexs9QXF0HOEC+VwuGbc7vMCUZdZ4jYtEfte+XPos6AS47rLib65L7gli9XiOeyKhAVtQRqglHhpODOwykbixGIqCJSf5RkuzAGMUFkcZTEzjmfdCr1hsQxJJqcGDRqvsUh5nxOjG387Y25luX2Z39HiU9kN2g6E/IOb0zbBsYYCmuCMWks83eybEMgqqFVigtnj5xtFLWSNs/vq1lbSyxZPE6vlERvGXldp/umU+sUSxYL7/ft9hEnvzKA7TG9zJ9W5WNErIg0Y6Yzf2V2lYjONzK+4t9Fsq3AkZ8Dl5JYWofB6DOLvSHxDrdG0pp/L82qEO/8RO9ibrv5QoaMw6T1ReIYAUMOhxd1tkvj6LH3gmz/GTJFOvKqAlicUSFkHPjzUhM0oiBlhxp/B5b7wglrX8j3Xrd2aQAMRyS/ZowxlEsFi/l2Ofa+VNhtiv2davz/4I6tHJfLDkfZ2RuNvdMt95w8jpJ+az9GTbfew7punYzSpL/TbTIO/ohmmTC2yyhEkvRhfFLCXqNBdqDzSZcUt3HP8tPFnZDGsSeI7A3bI3t1Sw0SAKLol1xfgW+ibZpHjMnCUvFuo+g4LO3jyJG93Cb4dU0+VE0X9mNQ0myW+xZ+Hn51mNRelFGOtBQXimqM527mlhKRAROKmIXsC6qDlns7qllHfrJDmZ+rViluBCOaJSuMmxRcYioc1SzvXXvWic4Ypm0qtkQDy85e+Rr/sCI3bkK0rDYsnrFXJm0R2XBV/kjSzK+opovjlW1fLUGfZIefN/vzWRuKwhdWUemPILPMn3ByhjBpUGTvypUr0a1bNwwcOBCpqanYvn07nn76aTz77LPYsWMH7rjjjr3ZVqIZ4XFzJ6LpoPO4zUG1N6RipzQQkx0k6/KqEY7qeHvGDnRvn44ZsUge/sByh4TlZcjqp8sSiGg4NPYi5qvzji+vMghVM9NieeeTLqXkOKWccw2aRPqF8guMd2abCmrw06o8PDNxIy58Z35s27HidbF18quC2FbsFUbSrV+twBmvzcY5r8/BR3Mz4zpBOb18fV51nP4uYDi2+CA0HNUsafwlNaG4F7qmM+Hk4MaJpjNMWGk4j/g14C/bNqnxVZg5bdNShFGTjETf80FgokEbIEf2xkdZJNId5Ibk9phR6gur2F7si9OI5PfJaa/OsqSt8IiqQER1HCQ5SWMAxr1oaCzFroeqGcaGomDM7J0WQ0J+ucovLLsOp0yq23Aky1q8/EXOI0BGzYyfKXW7FNz//RqEVQ1rcqvgcvE0cWejnRt3TgL/gLUoIE95q5Eie30hFVsKvfh5VR7y7NFAseO+9UszwiiqMZH67fS8edxK3IC9WqS1mcv4c9CzQzpKakL4bnlO3H3F7yehY6cbBdpWxJzacjrhLV8ux7glpv41AGTbIgaLa0K47uOlyCzzGfdobHlY1TFloxGFzItIRjUdnVrHV3GftqkYY2ZnIBKLxq70R3D3t6sR1XQRRSEf5+ytJfhzvZmmzZjp/OayFBFVR36VoR+ZaCKFG2C+cDQuElrmvz+sFffIyKlbxTl9IEmhGtN5GT+zLzN3eynmbS/F1iIvvlmabXEOcwNP14Ff1xRYUuNdiiL0EyMxzXW+dZfL7KMVaZJI7rdPe3UWVsQizhgz+59QVEM4akSPZJT6RMaKPf3QfpzWY7YeZ1RKn7Tfj1HNmAzkSw2dVutkjPyb92fvFNJIrjhnr6FBPW5JNm741IzG58+5ohjPTcAWwazH3rUrs6uwNKvCcQKTywK4XQqCUU0MbOzPQ1TT6+Xs5X3FgxPWWfrTh39ah+f+MKNK5OyPuAh7Tcf4ZbmO1c5lLUj7APDhH9dhdY4RzZ2sUrTLBcsFlh1B9m3uLKnF8O/WIBBR45y9NcGo8V6NbWpjfg3m7SiFzuJlPgBjmchMUhR8tiALH83LSPhe+L8xi+KWOTl7f1qVL2wvRTHlIgCgPDZY79zGmIxyKeZ7IZGjMBKzAeXJUhHZK9li1iJlsedSWiei6sbEeB2ZXF8u2oWwqqN9rDBPRNPFNZGLnN4z3pD64QUveZQYYwz//GgxQlHdIWvK+L+ISFYUEcmqM7NAq7m+ta3yNW+V4hH7tDtOeBsr/RE8OGEtNuRX49MFmWI9eXLuoLZphlM3omNtbpVYrsXsJXsGAv+rZ4d0PH7p0SitNWUgnKKkObLmohNyMABnyIeLxbIe7dMBGMW2CquDohI8dy7UBI3oubJaw3n3xK+mg7ckZtPqOkMooqF1qkcU+5N3KUtGfDzfTO/n9qp9YsDJB+AkhyPTqXWqiJ5nMRtQZxDvcTsV/giWZJq6/DyaXmNMOL8KqoMWByK3Oe3OXMaM2h5cO1T+jVGDwPnZ2JBfjezYe5GvI+vkOr1vnJYDhuQT74sNGQcXIppu6UtnbikVRZ3tDiJux8sSCVGN4d7v1gj7RWPWqHYnzV6jKJ1x/PbaEEJ+S9p1zw7m+E/VGXaU+PDurJ2IakwUGbS3lz+fh3dpg3vP7wdNN5x69r6bgeHpy49Bz47p5jJmTuzyLWoMaCfLOASjcXIMc7dZs6ycNHt5O+Xf8clVYz/S3xbNXmNZIGwNGtIZw38vPAKA8QzZdZuthWhj0jO29qS6XVLGhrlM041sUrmmAWC14eXj8IW5PBETNpdds5c/20760q3T3LFMKaNfNR3gZtsf+nGdpe28X/CHVYsub0g1nMU1ATOyN7ciIGqBnHl4Z3EcsixEVNPx0l+GTd6jfTpyK/xCWiOi6Rh8bHfjuMHfq2FENR1ltWEM+8bISoioOqbEijxzqaBgzObMLPMhzeNCSNWQX2X22Ttieuj8PWHUHDKfo2cmWiNxefCC/Bvu/9hR4rNkTXy7NEc8n/x8VQUiwsb5fW0B7vzayA497dVZcVkxMhHVdPbKfYxsO8n3h/zMAGYfzYPweDG5e8avxoDnp5vPm87QPt2T1D9xoNOgAm1utxsjRozA5MmTMWbMGNx7770YOHAghgwZgkMOOWRvtZFohvB0McaAc9+cg8LqUFxkkazJKDviir0hYdy0lh5O3hk4R/bWryBJbSiKXp2tBYVkLdbHf90g2q3HXjBycQ1rJ2TsjztYJq4rdJwBt89OAkbEwVvTt2P8MjPizheOYmV2lYhGyq8K4udV+SKtI7cygEq/0an6bcL6gJNGn7PBF5IimnNE9KWOnEq/Jf0IMGbMUt0uKAoshsLvsaq2PFLyhJhGkT2FTKZNqiEeb4r0O69nX/r7Wq5taTozEhmz3IHncSlmpBs/bgfNuNNfnWVxhhpGtIbtJd648ysPxOTBO09PCkScC/HY03r4cfvDaiwFx/jN+GU5fAVU+CPIrwqKKIlEt3ZU0xGIqI6pjiluBWFVswwE5OfMntYNxGQ7Ytu66bPlGDllqxjoPh2LqrE7e6OajhNfmoEN+Wb60ZxtJcJp5KS1+fivG8R2fWEVWeU+lHhDeO4Pq8wGv+aZZX7cc14/AEa04emvGcUKnAYhVYFonL4yd3jJ64eihnZXZpkftWEVL/65Bf2emgJV00UEuE8MZkzdMW9QRXnsHDz04zrcO341ssv9yK0MiFRa+6Cdc8X7C7EiuxIXvTMfb0zbJp4Vfj9llPrQNs2YqVc1HRozdJV5u72hKBbsLENtWEVUNfX9Zm0tsUT2y1rZLkXBslhRoznbSlDsDYmZcL/DBMV3y3PjNDwB4M6Y8ekLmUXQEj3DfHD0yfwsS/p5RNVxx7iVhuyJXCxScm7aZUNkSr0hZMcKDWk6i4vs9YdVBKMathTW4OqPloj7/adVeYZzU3Ju87bzQTpgOJW4rMA/HJxiAI/sNY3uUGxQ9PTvG8W7S778PBrtTel68+3wcyIT1UxdN/sp4KmvcoqbXTvPnqnAJ43shbM0nYloa6fuVIFRTEs4eyOaiMaKamaRUn6dRvy2QUTz8+fG7VIsjhdeoVk+1upAxDKIL6wOYkNMc9vpHqgNqSj3hfHBnJ2IqLolqoc/9yFVE5GCgHNkrYzcL9r7q9/WFuCasUtx7cdLMc8mc2KJLJXuI8AabWK/xnePXw0G4KO5mZb+efrmYmRX+C2OBp0xlNdGEFF1HP/CjDg7x4gEZjHHv7GNjFJfQmfvxoIasY2RU7ZiysaihBrc8q10+1cr4QsbTh0+2cO/T+awl8+Bx6VYorrCwinAHU/OziZLZK+qi4lxuX12h91Lk7YgoppV2FXNTBl/4tcNGPD8dMv6/D19U0y2JaLpWBNzbMala0sZMYDh7M6pCBiSDIwXaLNGxf2yOl9I7sg2R3qKS9wr9vuER2bVBKOoDakorA7BF1LFM7VciiI9qE0qVmVXoiYYtTxPVYGIcJQ8+rNUTIo7rBnQr2tby/MiT7puLrTq6RYn0dg2thufVr4ur1rYDbx/D0ZUhFUNw75ehYimi/2HY/UxjEhNZxvs8KemIKRqFrtH3meIT5zH9pesP2HMOSrcmrUT/z7v1CbVEpVqj7h9/Z/Hx/3mI5uuLN+P7NBUnJy90vpckuiDORm4OdafpnnMcZJLUeLqYfD3xTdLc4Qs3ucLs5DqdiGs6mbmk+26zdxSIiYL7CzNqhCSDbWxAm2A1SErF6+0b5uPr/wRVdwbfD9RzbDNDBkHM83diOy1toNn1gFAoU3KQWMsLtPmoDbGBDrvI/OrjIhr/i7iyGMMcd91bYPT+3SGxhi+X5Eb1+fozJhUzZEmNRniJz/kyN62aR6U1ITwx7pCy2SAHCHOx6NA/MShXcbB0Ck198O/0pjp7BVjkIgWJ52VHhtzh1RrxpL9GEwpP+sX6SnuuPoaKR6XzSFrrp+o1g4vSDt2fiaGf78WGmNxATvVgSgGHdPdopHM76E2qR4h65VfFbBM0PHLZh/L8GMKRKyTxeGYRi6fiNIYwxO/bhDvsgEHd3DMrApENJHZ16NDOrLK/IYzXjfeR5cc10NIDgJAea3RVxdUBy1yVTy4hN+H/PkePXMHGIDNhV68Mjle5om/T8I2GYeTD+uI3ge1Fu3lbVYU6zuowh9GbmUAr8eyUgHj3WB/lo1sE+N3UU0X2T2qzrA+1vc6EdXMLENLQVK/2YfI90cbu7OXB6DE7I/TXpmFga/MwuIM49mRAyDuOb+fJXCPsNIgZ+/mzZvx66+/QtM0zJw5E1deeSXOPfdcfPTRR3urfUQz5PWp20T6EQNDXmUQXy7eZaksf+6RXSyfC2tC+NsbcwAYHTjv1Fulmg+3OYtjPNiWlwyzCvvb4elitSEVh9mcvbJjRszUg4kogvSYIXXZgB6WmWN7xdW4NsGIRLOnegPm7LwMn53ihS7yqwLIKvMJ41pePSSlpXDsBt7Pq+LTSbxBFaGojm3FXmSV+YVGZ0TV8eHcTHRvn25Zf2OBF/17Gpp3bdKM8yCnXth9WnJkHGAU7uCf26R5LIPuhFfL9gXXP5YNq4TOXkns3dweN5LMfb/01xb8uDIXpbVhy33IU413lPjiHCBRi4PXXK4zQ+oiENGSFuLhiEmLiIpWqW7hfB89a6dFCzm30o9XYinHvPAGYDX8I5phqLd2mLFM9RhSAPIPZAPG7h+etbUUZbVhsXx1ThWyKwKi2AM/NruBNHLKNtSGVMvA56W/tojZ40TPJTfMfWEVJV5nvUH5Rd8u3RO3/0SGon351qJY8SqdiWI3waiGk3p1FOvwfkBuB594EYMRZsg4VEopUVM3FeP8t+fFin0YxnWiYoCVAWtUG7+PeFruoFHzkeYxjOVobJCV5nHhqGemYklmOU54YYZwDkU13XLv8qJ0EdWMYug7YoqIsD7l5Zl4f3YGcisDeHDCOgC84rf1vH+xaBemx7SOeYS3jE+ScUjg67U44HjEHGAYhXO2lSLV7cLc7WVYHHNQ81Ou6QwdYxqSTo94RNVR4Y/EJG8YpkqR1d5YZO/Gghrh2Oz/7DQARmVgfk7KfWGLQWvvi/ljUVYbX6yJI8t8BKMafGEVa3KrDHkiB+1GwCj4Zx+UAfF6gBFNlwqaWrejSt8Zn82/zcGG9Tdy1WcZ+TlKVODEJ8kkhGKDHMZgkcJYmV0Fxhh+WJEnSX0Y2/NIhYV4e/s8OVk4HCKqjl9W5+OskWal6Q35NXji1434dmm2pCtptmn65mJcOWYRimpCSPW4UBOMiig5fg5kBzOTIuc49kJcUVsbnViVUxVXMV2x/S1fL8tgMRZxwqM/s8r8OLxrG3ww1xqBe/e3qzFra4llMMWjMjn2VFZvKCoK5rkU45q1S/PEpTZW+MLSeTK2P2NLCZZnVSAQdS4uypcpipHWuSG/xlIsjzt7SupwABr71OFxuSzn2l5s195vq8LZZZ7pvKoAXp2yxTLpYawTTyhqyjjM2lIiBpE/xWwji5M/ti+eESW/y+OcOiLy0LTnfCEVbdLcYIzFFWgDMwqHTo1FaLmlSnqd26QKR6dd2kp+Riv9EeRXBVAbVkXbRkqD8M5tUjFhZR4W7CyzRGrf8uUKIeMg67sL6RzG0KVtqpAAAoAiyWl2xfuLcPn7C8Vne/SkHR4RZodH0XFHdyCiYUlmBSr8EURVXWTrhKM6ynxhlPsicRNuC3eW44mYPJGsaWscj7leKKIhJXaO3S4FV36wWByrI3Vk9zprIUNEvhufFUsbTji0Y/KNxrAXfZWjRc3JDsXyvc4Y1uZWi3d7umT/7Sr3Y8ycnZbtyH3wrjI/OrdJxaKd5WiV6o45tozn2C5789mCLJTWhhyP35h0MfsY3oYqf7zDNNXtiivQJyJ7w5ooiCmnqbdKcRsyDv6IOK8LdpSJMQt3REY1Y0Lb41Li+iFdNzIT5ebzc1kSO3dlPsOhFdV0ZJX5RSGrRNmDLpeCqKrHFU2cuaUEv63Jh1uBkB7k8GfNnGBhaBuzZx+5+CgxxpMdfHLfxJhcoM16HuXoXTt2iQ5+jfjtYEy4W20Sl6KgNqQa8lTyEBvWcRU/j/YJqnJfWBQAFs5et0ucA9k+BYCyWut55PACbflVQeRVBZDuMQJj7JJ2Uc0okMvtNb7tduke+EJGZO+b07ZbZBzSE0R48ifGF1YtgV0/rMjF4oxyIeOg68zoo/zGPtNSXHE67fx3nMM6t8aWIi/0WJCCqksyirG2lfkM+alE9th3y3MQVjWzZkPsHWjXHjbPjbHdUFSzTMKkp7jRs4Mx1mewvkfl+8tuN3HZL68twl5nho1T6Y+gb9e2lu/sAWQyEcmXENV0HBLLus6J2ZHbi2vFhCtgTDR+Lvldvlueg06tU1ATjKLKH4E3pFrembw/+X5FLtqkeuo1Pj9Qqbezd9SoUTjttNPw1ltv4ayzzsJnn32GW2+9FcuXL8eyZctw1llnYePGjXVvaB/w4Ycfok+fPkhPT8cZZ5yBFStWJF3/559/Rv/+/ZGeno7jjz8eU6ZMSbr+gc7H8zNFmrtsu8vRDKf16RwX8SinIfABUGu5qmmsP+KOlETVe534MSY74OTstQz0pEipe79bA8DoGN0uBaf37WyRnvhwbvwsvaGpqOOi/kZBs9u/WmkxAPkgc2uR19IOXTejTvgLI78qiC1FXqG9KQ84wqoWNyi1D+6MFCXjOvR5cnIsqiYsCsfIs6HlvgjapnmEnhXHHzYiez0ul3C8T91U7Jh2DRiGkKzNJNMmzd2oztYxxU5nOP3VWXHL+T0VCKtoHWsvv03k6KO1eVVYmW04oXiaJ2AMttumeVDlj6BNqtv6EkygLaUxw9D3R9SEEZ0yZgqVYdByI9g6KWA4Q/kzURuKisGLTFQ4ez1x36W4lbgosEBExZvTjAGik35RUU3IEmlmd3gxxiwv04G9Own5C5clIiV+gsPO2lgxI19IRak3JColy/el7CjkRsN7s80CQHzbF4+ej1XZlaJPWJ1ThQcnrBXrbS2qxd+P6gqNMZwcG1h4Q1HhWJSZJOkVc3jqMTd27A5vfvw8AkOWcpCxX0O+hnw/tUlzQ9WNAgyqxpDmMapc8wE4H8StzK4S+qqA6XjJrvBb7nXel1b6I1iXVy2uaVjVhE44J9XjQok3JGbAM0t9OPqZaZY2+8JRKT3S+dpuKfKKa7OlyCv6WO7YbJvmxstDBmBVdmVsUGHOwHOnvtO2a4JRlPsiRnSxzsQkHt+2L2wYnNyQldkYizz3xgp/1ASNAY1cvVxRFMt97Bi5zMw+JbvCjykbi7CpwCuibu1OPw4flJjbNv5fUBW0rceEM02OlgfMAm18M6quiwGKGcVg3S931svPe7d2aVgkVYd3aq+IcomaMg6LM8rhCxtV4uVJAD5YXZRRjohqpvK6YwNj+RwAMB07sfRC2eFZFYigxBvCpwuzLJqu3HdRVBNCYU0IXH9/R4lPRLVHNR0PXnSkZaB8woszLFGLAPDkrxss0awPSwV/eL/Br33/Hu3w5jUnoFWKW+j7A0bV7SmbzL7CpSjYLGk+ykVjwlEd3pCKx3/ZINrWrZ1xj9qd/bUhNS6yV8Ye3eQNRqHpukgl5/eBXMQIAIZ8tFjohPL3lMelwBc2UmM35Ncgu9xv+Y2I+IGRubIquxJpKW4z0yAYxQc3nYw86R62pzZzIqpRIMzUz4vX7LU7CcVnxczy2lrkxbKsSqOPlFZ3KgDmDUXF+/3xXzdgU6H1eZIjLU1JCWM7i3aaUXaKYtSg4EUvRVp2bJeu2KRG6xQPNN2I7OV2G1+fwbSL5IjUw7u2QVaZOfkhw5+LtmkelPnCKKgOGpG9DpHqbWNRT+/N3mmp92Bkm+jxGUbS/1uleCySENyJyNlWXCv0q53efTKazuKOQ/4dvz9qglHsLPGhTaobwaiGt2fswKaCGkQ0HRkliQvB/bTauAahiIavl+ZIx2Ne/6VZFY4O3ES2SB2+XvE8pnpcOPmwjgAMB5aIlISRESXbt4meAwB49OKjcEpsOztKai12o2x/RRIUhtNZLLI29p5PlxwqwaiG7IqAZewkSyUU1oTQqXUKfLFo3GBEFffZaEnWa9Ax3VEbVlFYHYw7b6luo1ipLOnBg2Kc5OPSPK54J6XGhAY1h78fKv0ReENRLM6oQE3QjOxdn1+DRRnl4jiNcZAu+oc8W50TVec1R4zf9+vaBoBRC4FnoZTXhlFYE0RE05FV7sfAV2bFfutsy7sVBdXBKMKqNeDmr/WFCEX1eGkHJt+Zpp3Dn1c5WlHenv18meNf63Os68wyzlYUoEOs1oN8DKrOxH0iS0LwfZbVhlETjMKlAMt3VWJZZoWjPAKHH6bTmIdPEPNtp7pNhzsvUsZJpEWv6QzTNxdD0xg25NdgU0GNY79XWhtGdoUfz/9pBJfwiZ02aR7USgVvv41lTuo6i5MDAIBRM3eIKNxAbJKbP4rr82uQUxFATdAIRKsNq6gNRYUzNC0WWGPvN+VaGe3SU1DuC4tJjqhmBHK0SvWISNhKfwSP/WLaJn8/qiuGX3CE2MaYORko90VEXy6kWBL0a/z6h20ZUIGIJvounhUEGP2gNbLXVp8mth5/zuR7NBAxJm2O6NoW/z6zt1guB6Q4wce4UY3hzMMPwns3nCTskEveXYAX/7Jme/II5nJfGL+uKUDfLm2QXeHH1mIv7PD+ZMWuSrROdTveP4RBvZ29b775JiZPnoxly5ZhzZo1GDVqFACgS5cu+Oabb/DSSy/huuuu22sNrS8//vgjHn74YTz//PNYs2YNTjzxRFxyySUoLS11XH/JkiW48cYb8Z///Adr167FkCFDMGTIEGzalLj64IEM71DWxwap8gvCIzk6DmqbmjD6DTCN3FbSDJzdmWspEoTEHR5gdKK8eFIPmyNA3q6m61BgnaFPT3HFpQwmYmNBDb5bnosUtwsHtTUcp/Ig5KvF2QCMDrWD5GgKqVqcs9cY9JqD1O7tzHZX+OKFzwMRDdef2suy7OKYXhZgFA3wx15gms4wsHcn8V1ZbQhDBx4aZ6j07dIGIdVIqeJ6Ny//ZRa4sdtDLkmHlGNKcnishko9zidgGuJHdrPOGPIBvOwc/GS+MetX7A2hcyxdi9+Dsk5RqxS3cBQd1NbURfXFnMSqzmJpZOb+7IWUxN+xwR1jifUKZfg2/REjJTZkeQEZ50/XGQqrg2IAtjK7SkRYy0RUQ8ahdZob1YGIpaBQqsdlDJaltvrCqhjgOt3Plf6IkHFwmpEt84Utxp1ciEJ2jPF2n9G3s/NJAETlel9EtURkyMYvdwADiEvBWZdXLYyeHSU+DP14qRiM7yr3i+INimIYpEd0bWt5ZgzD1jjWrtIkhyw7kOJ2oUvbVKzJqUJBddCIbASLM4IAY8D/6YIs6Izh/u/X4AOHAon2voffL7KDkfeTPF2eXwceicKfUXsxtdqQio6tU/DzqjyLFnOiSMVKfwT+sBqLjDHbE1Z1/L62AKuyKy06XxweVQskfoSf+X2TKDyZ6nYJCRD+/OsMaJ/uwZg5GZi3vcyiX8uPL7PMH7fdBTvL8cOKXEzaUGgU7JD6k9qQKooV2iULAMPZI0vylPvC6P/sNCHjcP/3a6DAXpjF3D6XJpLTWv9YV4htxbWoDUXRNs0DNRZl5HTKjXQ56zurVYo7Tqc6oupiIGrn0wVZKIitb+jgxRdoszu9+HtWPie9D2otoicAoH2rlLjJQi7DwgduwYgmovqMAlTmfs4aaWTlfDw/E//7cR3mbjccyW5bZC9/brg24u9rC8R++WCsKhCBNxhF785thPNU01jcu0nXjXNQGYsMNM4BQ5s0tyX6tTakxk1a5VUGUVYbxuqcKnFd+zw5GTXBKNbFHBj8PoioOk7p3QlBqdilohjRubO2GHajXDRu7LxMfDBnp1XGQdPx5/pCZJf7hXODv//tEgg8oomTb5sM2FzoRX5VQGgKekNRoQvJC8BozOyjQrGo3ZIa8xy8PGkLqvwRpLhNCYFZW0vww8pcy754n6PqDId3aYMtRV6keVyiT6kJRnFU93aW85vIx2XUbXCJ89o6xS36P/H822w82TazZ3YszqiwDK6Hf79WRKfy81fpj4qMJMDUfAWAsw4/SBSPAiB0CXlb7otN9gOGDTLg+ekiMpavY9eUbp1mOMLDmo6dpT7079FOrG844/k5Mk9Sx9apIn3c7uzm/VuHVimoDkRRUBUU0jsdbcU7U2LvCX4t5HuosDoUJ+tRVhvGf8atREFVMC4zKBTVRdvt2LX57ejMdPaOW7zLrBFhk+xYvqsyFkFnZoosyihHOKo5Dtw5onuz3WfBiHmv7CjxWZwZHEcZBzgHJ8hEpb6Ar9o2zSNsR35t5Yi8ZM7egb07i+f6+k+XoSoQMTO3JPmJqLAPzN+6pUwU/nw4pSfXSm3hDkzACBxI87hRG1LROtWNJZkVeDFm08uO/L5djGCU/CoHZ2/sXpMnFfhYzanIq9utIBTVLDalxox+qjIWHWk40ozjmbyhSDwjiSaUX5uyFdeMXYJKfwQpLhdSPW68M3MHQlFN6PVrOoudL+M3huNJwTNXHCv6R29IxVHd24kJF8DQgk80qeFyGfIUYdVaqFZE+cfp+MZnKenMdPamSEFQ8vZk2yak6qKvs49z7dtmzJSqsOjx6kxcI37/zNpaiu9j0ae3j1uBN6dtF+e9WnKy8wORPwrNXgdnL+9reH+W4lYsdglv1qm9O4lxshPTN5eIY+AF2+y3Q6k3hHBUF1IHgPEe8cRqifB7lUeEa7oZVS2zcleluP98YQ3+iCbe0TwTyRsyZBxKvWFouhm8ZYy1dMt4HQCKauRJUAj5MX5e01Lc+Gt9ocg85PBxTapbwd+P6iqWp3lcqPJH4pzpiSSbTBkHq9YxY6Y9pcaygjiyQ9T+3PP3H7dZZ201I9G5HROKaujbpY2lzcmQpVtUXccR3dqKCSsAcRP1/LhOfWUWNF2Pe3aHDjxU/C2/T1tTZG9S6u3sZYzBxdNm3NaIOAAYPHgw1q5du2db1whGjRqFYcOG4fbbb8exxx6Ljz/+GK1bt8aXX37puP57772HSy+9FI899hiOOeYYvPzyyzjllFPwwQcf7OOW7x+0shkd8m0gGwGHdW6NMl/iNFluAMjOXrsjzaLZyxJH9oaiRqqyL6xCUSCcgBy5QzC1Es1laTZR+7qo9EcQ1XS0TYs3NjmywwQwDB1ufPCO2z5APbFXB/F3voNuTjCiwe1ObGDyaDej09MskdbekOpoMPbv0Q7BiGGk8QGBPHi3t0GB0RfwLQ86prv4rm2atbNNdDbtaTr8NNkjsjn/d2LPuGWLdpaL9Z3Ov+XcMllHzixal2rTmZovpUBquo6jn5mK6kAEDExECSebORx0TDeLnl1E1Y0CbdKkh+ywKfaGxD1fWhsSg115YGJG9rrjjMBUtwuqrluukRz54KRDV+EPw60o6NYuDece2TXue1ljGoBwrgHOM/z2ASnnb0d0EX8XVAUtRpI8OJexGw03frpMFCLgcINDHmjx6N1u7dMs94I3qIrK13JEOzfyW6e64VKAg9qk4efV+Xh18hboscEDn9H/95m90b298Vu+S50ZUaQltfERLokG0PKzyNvOYNwjbdM8aJXixpvTjOJQX0jptgDw8OCjABj39HEHt8e24lrLQGVjgTWaTT5OPjjlupY3n3mYsW9mOFarHQb23qB5zYtrQnERY4BxL3BHsQIzbVqkYDIzgnfBzjJLZO+R3YxzJKfAAYbmNzfod5QYxdBkIzdRKqyMU5SBSzHO6eQNRVAU63tEjjriTnhVN/V+eQRGWNXRLs0Tk1tR4rJO+DHrDLjv/H7i8yGdWiG/Kmi5tzNKfZb0ZVmeZ972MnhjkZ9pHlcsE0XBjytzpUrG1ueQDxrlQ+fyIJyTe3XEpgJnB0soquHzhVl4adIWcb5VLV5GiCMPcFI9LkuEK6fKHxGR1nybz07chAvfnoc1OVVQdYaDO6aLd6Kq63GZCFosspd/DxjXrk2aJ85WuHf8anz0r1NikV1GRPaTv23EhBW5lvfe+W/NFU4Sfl/XBKNikuDgjq2wLq8KjBkDPx7RfNE787Et5qBan1eNldlVlnszGNHw8l9bUFgTwvDvDSdir06t0L19Gnxh4x667zujUJisRZ1dEcBb061F4R6asBajZ+7EiS/NwLBvViG7PIDNhV7UhlQUVAexq9wvjr9H+3Tc990aTN9cbOmff1mdj/X51fC4FSEtsCijHJ8tyMKqbHPQzPv7YETFoZ1aIRQ1Jp8uf38hHv15PaZuKhbvWe68sJtJ5xxxEG48vRfCMc1e7tB1xyIhp2wsEtc5Kt1T6Sn8/jYKYW4vrkWvzq0szm9ZjqMmGMVLk7bg19X56PeUkX338fxMS9aLPLHSOtUtnvW2aR5x/ztF83PHBn8W+RqmZq/xfZtUj2GLiir0LrH+5kKvkKOQb+U0jwvBqIZBx3SzDJ67tksT91BFzB42I3v1uL4sxdbnPfmrGVm8tcgbN6nw/J+bMXtbKUq8IYuzl0uvfHDTKbiofzcc07M9Tu9jTtomcixwGDNtgRf+2oKcSuukXbIB9+tTt8Ef0ZBZ5sc/TzkEAw5pH7cOj8qz9/H2ugX8mGRpAmHPSauuy6121OyVkScheD/UKtVt2ac7lt0lPtvakyr1t4pidfiXesMY+69TLL9rl+5JKuMAmGMXeRKzLng2izcURZs0D1blVGHBjjK0S/dY7Abe3sLqUJydn+rgwEnWhupYYSu5r73g7XnYUuhFZcxOeH3qVjHxVFAdxKGdjECCEm/YEgnLyakIYFOBFwt3lmN7Sa3oC3xh1Zwk1I2Iax4EwM/jNZJDCADOP7or1khFDX9bU5BQh9ytKKgKxCJ7pbGjXKzRgjTJK08S8aAGOQjKWlPCfM6+XZodV9xU/IbZNHsBdIk5UFVbhh2PvpavJ5cWUjXjvcPPUSBiyjhw3WN5bMZvb6dxN+8n+XtZlnEAzOewU5tUyxgCiM/klMcpmwq8cRJMFf4IIppuCcAwsmV40Ip1PKEzxN1LcpsAIwOywhcWxSS5s1fXjWMrqw2DMYbS2LglzePCyKnbRMYSR/YtuBSjRoqqm7ZTmseFN4eeENcWeeJKfq6GDjxUPEtA3UXp+f55EBRHfpyNjDNjgaIotqAm6/b/87VRtyOvMn5Ch7+jAhFVOHtPOayj4zi/c5tUvHjlcZZlPGutz0FtrMsd3hdHPTMVgFGfpWu7NEuBuNP6mEFsY6XMndap7jgpGcKk3m+Qxx57DJdffjnOPvtsnHTSSXj44Yfj1klPj0+t3JdEIhGsXr0agwYNEstcLhcGDRqEpUuXOv5m6dKllvUB4JJLLkm4/oGO3QBN5CA9vW9nEdnnBHcUyKlIcWlAIrrM+M8eAcOZuqkIms6EjpndASV3JrKmLoe/IOvqWAGjKENGmQ/VwSi6xl649nPQoVUKcisDovjW1ScfgmcnbhYpH9zICETMSCL+O45LUeLaE4hojoW6+DG1S/egbZoHvTu3Rm5FwHKt+Cy/HWNAZjhA+aDJHgktoygKymojFuOUH37rVHdcCpIT9fSpAzBehI9d0h8A8M+TzSKQLpciok6jGsOVJx5s+d3OUp9wumjMiFoCjMgc4ex1W7W+vl+eK85RpT8qCltY5AuSDGRSY6lsfJsRTTdkHFQNz1xxDACjWnJ1wEiTl2eqo5rh2LA7WCKqkQbXOtUT993MLSXYXOhFIKIJLaTCmpAYuDndz9w46H1Qa8dU+PclCQXASDN69eoBAJx1aju2So1bBlijGSZtKLIYcE6SFIB18HT3eYcbs7+2tGO+jjwg9cTuc49LsTp7Q1Fxn3Kt6hMPNSdU2qZ54HG50KVdqjg+Pnjgg6JBx3ZHp9bG9/J9EInpU9o5snvbuGVhVbNoOApnb2zQfNs5fXBUzEnsNEvOo5JnbinBUd3bxenuJaLSHxHpY7xvkfuYVdmV4h5RFHOAVxOMCoP8yg8WWQrDcbq3T8ONsUJHnaTJNV7ogcFwogOGw1h29nZumyqK8ckc2d10lAejGiaszLPM+ssSPJ4EqWNOzl75MVCgWAZIcnQmv2dLa8PiN3IKfmrM+epSnCeY+KCM3yebCw15i0p/RAyCW6e646Ibj3luWty2ohpDWoo7VlwIeOLXjeJ3L0iZF4D0npSapDGjqAhnwCEdEt43qR4XZsQqKidLG+zYOgWn9+1sOfYOrVLEIEBm4c5y/N8H8QXwssr94j3eo3260EUMq3pcxOgvq/PFoJWnOxuTrPH9h6ozHNqplRiEhFUd24trURWIoI3U31RJWqdcv78mGBUDxjnbSsXEhb0yPH9v+yNGkUD53pm4rkD093xiMC3FjWsH9hLv3ikbi8X6s7eW4hNJ9zHFreDiWOVuubjg/B1lwpkmPwvc1knxKFicUY51eTXo0T4dt5zVW6xz21crLTIha3OrobP4CuWAEenEo6FSY+di3nYjqpnfuzzKUUQMSfdx+1YpCMcyhOR7Z+aWEtz33RosjfUh8m8OapNmSD+4XGKSo0OrFMt7wGl+/5GfrfIVsl2ztahWTPbLEXhyJJKTmcf7J/G8x9bh5o/bZfSRaR4XNGYW6HRJfbmMHOXL9ylnyQDG/c+L/95wmjEJl18VhC9syDik2voy+/3InfiAkVqfqAgfALSWogzPOLwzIqqZUXJIx3SRFl4fdGaVepKdZqkeV72yn/KrAjiz70Ho0T4dF/XvZnkv2Qssc9qme3Dx6Pnic6tUN47q3tbx/STjDakWB5M9GMQ4JvNvvqrHpVjeM1zqA9L3MsMvOELciwqsDlOdAZcOMIIW+PtBdvbKuF1KXEZdfQoPnXl4Zxx/iNHnh1UdtTGNaU779BTLs5nq5pG6AYtTEzACF+zYA33shKJ6nEP422U58Ec0nHtkF/jD1qJY3Nm7saAGq3Kq8MY1VqfYtmIvXrv6eEQ0HVedZNr3vlihVoDrhCtCfs+4JNZjWfTEBbiwfzeskSTD+G+dUBQFf60vRETVLTIJTmNHY2+mi5T/X5McjvJ94qRnDiQfe/KiqXI72sRksuT+9OfV+eKek20c+Xk0NHulbUtOQJ6dIJ8HwCiKap/Y4EEv/HhS3C7LPcu3Y+/DgPjzJx97sTeEH1fmic98vxFVF/c2YEze8/dTWkq8T6JtmtmfjLv9NKNNlvbrKPaGcGinVujVuZV5bV2G7VlaG4pFpZsyDoC1Jod9rMvPl66b/Umax2WZSOMBEC/8tVk8T/JzdfJhHVEdjIhtc+fyiMv6w4lk0pacstowFkqSRdb7IX79dukeS4BHqseFVLdL+GyyKwLoF9PtNYqAx4/5ex/UGudIAT+AMXZWpUzG+sLvF+7IlR8VS3/sVlDvdOIDkHqf9UcffRTLli3D//73PyxatAh33XXX3mxXoygvL4emaejevbtleffu3VFcXOz4m+Li4gatDwDhcBher9fy70Biwl1nir8TOXvTPOas+NaXLkWbVLfFCcs7Vx7Z+/ilR8d1XHzbMzaX4K/18TqbnFKvMQvHjeHDu1gdLnbNXntaF39ZyFpzMod3NQcKHVqlYPKGIqR5XMIJE1V1EVEEGEZMUU0Ip8dS3A/umC40jgEzWswfVnH58T3E8naStqzbpcQZYIGo5hjRZg7iFfTskI7Du7bBrnK/5UXrC0ednb2K0VmnelziuOXO1B7l4VKM1A75HHFTp409sjd2/bq0dXYI1gfGzEjQHh3SxX4ZMwefYVVDH2kwx52Y3MGnM4jv3Yoizou9ujLfBwC8GiucpunMajgleVmle9woqgmJ1LdoLLLXMILd+OyWU7GjxIdTDuuI39YWxE1utE9PQb+npoj78J8nH4KtRV5M2lCEdmke/BmTLeD8trYA4xZn4+9HdcWtZxuD/FJvCKf1NWY+E6X3L82qwMrsKpwqzZAm4riD22NwzAnh9FKXn+krTjAjsHUGi4yIfL+0cbgPAasDjzuRl2ZViMhawBxA82d92Ll9cde5h8e+s17PiKoLQ4Ff1y5SSlnbNA/at/JIhTE0FHlDSHG5RASPx2XOhNv7J/t9cNffD8fRPayRSj3ap+POr1chQ0onthdoueiYbkiLHTsfAMnw9nVrl4a2aR4U1YTw2CVHY/x/zhDryBMhnE8XZGHYN8ZMPb8nZf1qOQru5F4dcW7MOKsORswovritGs7nF68cID47RQExxkQ1YC6jAEA4S518tY9cfJT42y45YCclQYaDvPTZfxxr7FO+brbIXlnGgh/Hr2sKYveOVQtRY4Zeu0tRHPVDdWatHH5U97aiaje/V9qlexx/aycsOWP4QdkLd3Eq/RFsKfTGDepkSZGDO7ZKOPlaESsMxfnnKYeISBeZo7q1Q/t0j2VwluZxxxUOBYDJscJ6Z/c7KO477hzq2j5dDJ7kwYgMl+JJcSnYVuxFbVi1OG+vlu77Tq1TLY6c9q08KPaG0DpBJsHyXRXo17WNkPSxYy9e0r5VCtqle7BwZzlW7KrEvO1mJgifRJMHpIwxpKe4UBtSLc5GwJoeDRj6vkfHJnz8seKNANepNJzj5ZKzl0+epbhdGHBIB3y5eBd6dkzHi1ceh7vPO9zxeDlOk+aGTElK7Fi4zJTVecgnvbhdd8TTU8V3KS4X/GFV6I+np7igKIqIpuPPs2xbdGmbiqimC/1qwOj35UlI3pZDOrZCe4fUXMA6ebixoEbIQRntNNrK+9xTDutoybIADIcEf7ct31WJDfnVwpkhR/a2SfUI/W9TnsfYBreB+PoMTJwvBUYmgEtRLBMVZx5uOgG4HWzokqsIRw3HuewIOKpHOzz/f8eKz76wir8f1VW8MxJFKiqwOhRS3C5ENN1i88nvWCCx9i1gvMvl+zlLkjhJd9ButXN4F0PDmD+XimLYFuceabx/enU2jsduvxzepY0l06dVittS4Nk4Vqf3gpmJlup24V6HiUb78fFt8XudwZR24djT+dNTXMJeVhQFT8cm+CG2YP1dm1QzQ0HekpNdmp7irlOKom1aihiT8PtX7itlW+3xS48W645flhsnaXDxsT1gx+0wuS0TVrWETunakKEbzN8dDw06EkdJk7uaxuIm+0JRHZ1ibe4tRQP6wqaz19DQNdvlJO/ULi0FPdu3gtf2fCSqv8HHZxFNF/16ZplZ0DlOxoHJkb2xfkCKVJbt2kSRvckurc6s0gZ8QtmtKOI9wZtkZsLIYxZzMpjBeo7kDCV7xiVfK6JZJ2LdLlM2Q8g42LIk+d+pHhc8bpvWtT2DJ0lfwzWIo5qOsyRbYsycDHGM6bbI3nFLskXWLWDcOxf17yYeQZ59VxOIokvbNPTq1NqSTRCKaliZXWW5PvydIfex9poy/Lh4PQ7AeG55hPeF/bvhzr8Z72ZexI6PDTkdW6WiSipgz6W27j6vn5DukCdUnLLuAKvdXigV41QQH1R3aKdWIvPxb0d0EWMEHpH89e2n497z+wmbI83jwmGSbe80Lhxy0iEiGI4TjWl4J5O/ccLjUjBnWyn+G6u1oGq6o/0fF3FPWFCYY4WS/ZPCwkIccsghWLJkCc466yyx/PHHH8f8+fOxfPnyuN+kpqbi66+/xo033iiWffTRR3jxxRdRUlIStz4AvPDCC3jxxRfjltdceinap6QA330HPPUUkJMDDBgADB8O3HOPsdKwYUA0CowbZ3z+8kvgjTeA7duBI44AnnkGuO0247t//xto3Rr45BPeMOPv9euBXr2At94CbrjB+O6664CePYH33jM+jx4N/PADsGIF0K2b8burrza+u+oq4OijgTffND6//joweTKwcCHQvj0wfjzwz38Cqgpccglw+unAyy/zgwcWL8bM98cj4k7BZw+8gds/fBqto0Es7zUAC/uegkcXfIPBx3TH7d0vRI+8TIxMzTGiAX74BbU3/htZ23Kw+uD+mHL0ORi/9WdsLfaiy7NP4odfFmPwVqMq8PCrnsQHK78FCguQe9jR+P2US/HgROPYxp98BdqF/bhqyzwAwPIX3sURH72Nwel+rEjvhsu+fAvrL70Wpb4wfj5+MNqkeXD5KmNg8v1/nsFty39H2s7t2JLeBaPP/Rd+XTIWOZUBpN3yb3yxsRLDNk1DMKrh+cH34Pr1M3Fy5S7kpnfCyxcNw9K1n2B1bhXOG3EvFkVaQXtnFE7u1RHvXno32k/+AycXbkNa96645W/3YtHid7Gt2Av3lf+HaewgDPrLuOYzb3oA7RfOxdn5m9G7dzc88c8ncft7j+OYTmn4uu2RWHXIMXhu9c9I87jw3AlX48SiHfj7rjVo1SoN80d+jGMfvx9tIwGsPPQ4bD3lb3hnzY9Yn1+NtdcPQ+eCbFyeuRzF3jC+eXwUznzjaRwUqEbk5FOhXn89er/yDA7v2gb3dP4buvmr8GDlWpR6Q1jw0hjc8NMYbFu1BVu79sX3J12Gl2d+hAEHd0DPxx/EfZ8twtWb5yDd48bwi/+Lp9b8is7FuWBHHoXcYcPR+/H/4uju7TDp5IuhuT3oP/lHuBUFTw6+D/dtnopDCrJQ0L4b3vr7Lfhq9nuoCUbx1zHnoapVO9yyZhIGH9MdT/z9P+j+x884z5uD7UpbPDf4Hnz6x0icd1RXPKn3wxmDT0fnse+jZ4d0jB58J+7zbkbZ9DlgHTth19sfou+wm6EwHauPPRPLOvTGh9lTsaXIi1W3P4RbwtnY8v1EuFq3xvt3vYJhH4xAJ0VF539cikfKOuF/i8YDABZdexfU1Wtwae5aBDWGwxfNQOk/b0ArXy2md+yHQ2+9HqeNfQO5VQF8dvo/0buqCBfvNLIA5r36Ef4zYTQyN+7Exh5Hovv9w3DyO8+joDoIZfhwnH+QC0te/QC9O7fB5affjccWfINDvKXY0aU3vj/t//DFsi+RVxVA8bU3Y9HWYowoXYZwVMcNZw7DW1nTkJqxEzvadce0q+7E3V8bz+Pvx12IOy8+DsdNmoAFO8vw5Y2P4oncBUjdvBHr0Q4v/v02bNv5NdblVWPcoaejtE0nPLBxCjq0TsGxE77A8tc+hHfBYlS07oinLrkfn/z+qnGPHnEmsg46BF+UzEXrVDcu63kF/i9/LY7NXA93hw64Y9CD+Pj3V3F0l1b4ss1RWN/zKHyaMxUbC2rw7jk34YZoHk7YugL5AR0v/vsFvDPxTYSqa7C81wD4z7sQF45/HwAw9oxrcXR5Di7MXIGBh3VC59nT8PPxg3FmR4YfXIdgytHn4ON1PyCvKoAvThuC4UekIvjDT6KPmF/0J7p5yzGmsh0OffR+nDfmJazNqxZ9xD0Fy1BUE0Kfyb9i4U3342S1CsvTu+Hz04bgw3kfIz3FhT9PuRR5lQHcm7UA5f4wvr39afzf7AnomJuJAX87GTvuewSRm26GAmDjef/AOi/DzWsno3fnNrht4L9x/fqZOLY0E4MHnYLl/30G3iv/aTjnjzwbFw4+FWy0oW//6gX/weXbF+Mf/hxUtmqHm8+5B5/9+hLOP6orvux0HKajK57d9CfK/WG8f8GtOCNjNc7I24QjD++B80++C38teA9dUhg+Tu2Hv916Jc774SPM31GGMWffgIc7VCM6dRo0lxv3XP00Rv/1tugj5vQ7DU/MH4d0jxuHv/kC3vtoMgZnLEOnVqm47tLH8Nr0D9FX96HwqOMxusupeGne5/C4XfjohCvQO1KDCzca0VQPXPk4npr7FfoGK9HrgjNxA07EyzM/QsdWKfjo6EFoFQ3j6s2Gtuu0R0bizW1/ARkZmKF1QMFdD6D34//Fqb07Y9qplyC9dRrafmv0h09ffD+GrZ+COzsH8HUBw7QbH8B/PnkWACx9BADMvPsp9PjjZ/ytJhsZrnZ4bvA9GDvxNQDAjCPPQmWPXrhhoXF/dHh/FOa88Tn+VrodJe5WeOSKh/HztDcQiaiY0fsUrO96OO5f+qPxuvzbzbi4bCsuLNwENS0dHf78DTvPvwLtoWJWj+Ow7LDj8dTyH3Bsz/Z45rgrcWplDnotnwemuHDXP5/BO5NHoXPYj+UHH4Me/74Oh7z+Ao7p0R4PHzYIvauKcFX2CgSjGl674xUM+3EUuvorsbHHkfhtwIV4fpbxfv/mlH+gU7AW/7d1PlJcLrx1y7O49rexOCfFjxlKF0w4/Uo8N2UMAGDCiZfAo2kYumkWWqe4MXzQcIyvmIfCFeuR07EnZv5zGEZPfRebi7z4/bgL8b+rTkL2a6NwRNe2uPGkW3DTuqk4pmwXitp1xWsX3I4xfxq2wOT+5+Ksc45D5y8+BgC8fOEw/NoxB+t+m4H0g3vim9uexH/eeQS1YRUzjzgTnU8ZgPP+GAdfWIXnjTewdMw3OC1/M3yprfHs0Cfx3k8vQ1ejWND3FKzveRQeWDIBAPDuOTdh9KF+FP3yF3xwY/jVI/DtrPcQjPUR3I7gfcSQlEqcvGEx/GEV7I8/kT/kBnQMeXH8NZfiQbUf7vzjQ5x3VFf8ct51WLVgHS7bvhht0zy47dJHMWrp10gtLcKWbv3w44mD8eJM49jyrr8N3VkYqT/9gAuP7oaTjvw3/rfwO/SuKcbOg3ph57+G4fIxz0NnDD8fP9gwybbOQUjVMOLSB/DY5inonJeJws498fbZN+G9yaNwaKdWeL/H6ahNa4Pn8uahU+tU/OfUWzA8ewH0NWtR0vYgvHzRMHzwx+sAgKlHn4PC9l3xyKbJ6NOlDX664SFEJvyEM0p2oMDVGo9d8RA++/UltEpxY0bfU7Gp02GYUDUPa3Or8NzpN+G1NkU4eP1yrCiL4tnrRmDD5s+RmV+Bb9oehVWHHIM/y2dhzvZSjDn7Bgz25aD/hqWOfUTrq6/EVRPGIKPMhx/PvxGd83dhcIYRuT942xJMOOVyHKUEMKd9H7S65V845d2X4Qur+GrglTinTRT/t30RQlEdH93zMgZ+MBKnu/3I7XUk3upzHh770+jrvz/pMksf8deDr+KKv76EKysTWZ0PxcdnXIMlO7/DpoIafN7vPKhuN54vXoLtJbU49vfvEXrvPWTNWy7siHcnvQ0AOPrBYXh6YZHoI2bd/RS6//EzBgXy8P/snXeYFFXWxt8KnSdnhhkmkHPOOSezsmZAzFkwgREx4RrWsK66rmtc1/10XXVX14BZQVEUXBVQFAwEJUiGif39UX2rb1VX93QPPUzg/T0PD9PdFW5V3brh3HPesy01G2f0n4G/v3Y7tu+rQvFpJ+G6r/bjL5vfwQ9b9+Lvx12A3DdfxdRda7HF5cdJw87Fn5+/CUqwFu+U90P3w0Yj+97b4XNpeGDMdBy+7RsM/ekL/Lg3iJPHz8Hf3rgLe3fuRuZhE/HH2iJc8/EzaJeXgrsHTAOWf46uKz7EoLa5OPXwebjhn7/Hjo2/4quybvhv+UA8+vVz+Oyn3/C3odNwYnYl1JdeBACce9RV+PsXT0H7ZRO+atUBD5UOxfWLHkLXVmkovOZyXPTHRTh8pdEmv3Ll7Rj1+N3wb1qP38o64I7243Hz6/db2ohTVr2N4e1z0Lv0BNz67X9RsOkH7Ghdgh4P3I4fjjDyrKybcgxe/GY7TlpujJMHvvIMnj/nOrT+8ZuINuLroZNw5OS++PmGhdhXVYNHjrkQ/Za8hp4bv8He9CxcOf583PfcjeY4otOofij+iyGL9/jhZ+OP6RvxyVMvoXvnYlxz7JU4774rsHXHXmQcdRjaHzYGaXcsxJcbduLqHsegz88rMWzd56jUXPjmvr+i/OKzzLnGb0NH4fgXHsKO/VV4YOA0PD8iDR/d+zh2VVTjguPn46YX70LG/p1YXdoVr3QchtmvPQRNUVB50SV4/dWlmLz6Q+SnejBtzGxc++bDyN+9FV/ntcWqqdNwzKML0Trdh2f6H4ZtGzZj+toPEXDrOGH4eZj9/t9QvGMThkwdhpE1vXHrq0abrJ1+Op5Z+iOm/e8N9CvJwt4//gn/nnk5Ov72MzZmF+Kk/z6KtwdMRIbfjUfaDEZuUR5OWvYy1m3dg7uPvBgTlvwHXX79Dh16d8JZfU7GZY9ca7YRQ0b3Qee//wUbduwzxxG9N6zCdm+a2UYE3Dq+7T8SG4raYug//4KK6lp8fPoc4PXXMfCnLxHIysBJoy/C/S/civ6t/FjXZyj+rhdhyvN/RrvcFFzc/jBzrtGzNAcD+p5naSPGXnYa9s25HG5dw129j0T51vU467f/Ye3WPTj76Kvx8IcPw79jGz7MKsdLnUfigWVPYcOOfXi07xHI2/Mbpq563xxHrNr/FtYuX4V/B3PxdK/JeGTpo8hNdePKnCFmG5Hq0VHx8CNYc/FcjNZ34Y2aDDw48Fi8/uXj2L2/GgvzB2Fs90KU/Ovv2Lm/CldPOB+Xf/sG2m/+Ab2G9URXfQTu/s8dGN0xF8ETTsSsf3+P+T++je+37MEN487Gqd+8i/IfV2FzShauG2eMI3JTPKg58kjc9m01zlz6PDrmp+K0zsfhsayN2PL62/i+2gX1iccROH6a0Ua07YcR0yag1f134pddFfjLuJno+s3nmLplJTqU5qF751n4+Is/44tvN2FJm574sn1vnPmmMe555bBZ8H/9BUZ9/ymyU704ZsIVuPPlu5C2fzeWte6CN9oPxNx3HkVuigf39z0KGRt+xIRvlyDFo+PecxfipjcfhH/rr/h7bT7+3WMcrnr9AZRmB7CgZDSOKPJgwEev45tfd+HpC2/ByMfvRseKbfg+vxSeiy9C+qUXAQByLrkADy5ahWlfLkJOigf/ueQm5P7pHpRv+xlK23a4tOPheOjN+7C3sgbPdRmNfS4PTlnxKrICbpw7+HQ8Uf05fnh7CWoKi/DOGZdj7IKLAQDv9xqNNVoqrl9rGERvGnsmen7wX/Tc+A22BzJw5YTz8cR/jPZjw4gJ+HdFKs7++J8AgH8ccx7Kl76L/j9/hSp/Cs6bPAcP/etmdM7142F/e+zo1guH/9uQ5Vx88gUo+HIZylcsQaXmwvlHzcM9L92Ozqkq/i9QhvfL+uCFDa9g9aZdeHbcyaj935e4vMpIcHn3RXfg4qduhWvHNryb1Q7Plg7EXUufRFVNLf7Q/TAU7dqCI9cswf7qGmx95ElUX3wJ+uh78Ya70DKOEHON63ctx/KftuOvZ92A4/79F6Rt/An9Jw2BOudSfDzhWOSmePDDkSfg5S82YNr/jCTS8yZdiHf1z7H4Px/gp/QC9H3sXqSeNQu1tUHcnd8fuzwBXPLtIvQuzsD0PtPR943n0fe3dSjt0R5ji47CS+/dix9/24v/dhyK37ILcNJi4x6+PutyDPrsbWSuWAZfQR5OHHI2Hv7nAuSmeOA9+ghc9Q1w7sfPAgBG/OMh6G8uwlt/fhYZuZm4+PDLcfXj12N4m1TcGSzBDbedhS2XzcO2PZW4rNMROKZ6A2buWo1XV2/BE5fdhZkPXANl1y7LXGN4u1x4r56LK25+1hxH7H3mWWTNuRDD04O4Y3s6Xuo8Ete+9TAAWNqIVI+OmRPn4I+f/x3Bn35CxqB+uDB1AG5840/oWZSOFVOOx38++g6HffEmAOCyKbNx4eJncEz6fix15WLSk38AZs0CAMOW5nIBDxvnwYMPAn/8I/Dll0BJCXDLLcDJJxu/nXgikJ1t/A4A994LPPEE8Omnhm3tj38Ejj3W+O3oo4G2bYE7jDEIfv974MUXgQ8/BDIzgccfB446ynDznjIF6N0buNmYW2PBAuCdd4C33gJ8PuAf/wCOPx7Ytw8YMwYYNQq47jpj26uvBj7/HHjlFcPt/IUXgBkzgN9+A4YOxc6xY5Hevz927NiBtLRISSSZuIy9CxcuxEUXXQS/3zm8Rubjjz/Gli1bMHXq1Dq3TTaVlZXw+/147rnncNRRR5nfz5gxA9u3b8eLL74YsU+bNm0wZ84cXHLJJeZ3119/PV544QWsWLEiYnvA8OytqAh7WezcuRPFxcVx3fCWgkgU1bMo3UzWJrNu4VT0u2kRtuyuwLqF4brwny824LoXvzJXkn9/bA9c8c8v8PisAZjx16WWYwwoy8LStduQHXAjCOcswZdP7IjPf9yOL37ejqundsbLX2zEn6f3w/1vrzG18Lwu1QxB71mUDr9bR2bAZYZVXjimHe57aw2WXj0WWX43Rt/5jkWz5vRhZaaO5rPnDMa0B5dg7a1T8PbqXzHrsU8xuVsBsgJu/C0k03D2iHK0SvfC79ZxxT+/wE1HdYOuKpj7/P+w8JjuuO3VVabXzO+P7YHnPvsZS9duwzVTO5uZKHu3yUB2wI1FK8OJBYsyfZjaoxUeevd7M6nccX2L0LckC5c9uwKTuxXgsB6FKMsJ4OynPkX/kiw8//l6AIa27oSu+ZYM0oARHvLssp8xpVsBLhjTHmc+8ampuzm2Ux6GtsvBrGFl5vMuTPdiw479RgKgrXsxpXsBOhWk4a43vsFNR3WLSJK2r6oGRZlWHb4eRekRWejfuWwUbnp5JeZO7oTXvtpkPjufS8MX8yeg/dX/xbzJnfDn977HrGFlWPLdVpw6uARnP2noIL5w/lB8um4bbnp5JXJS3NiyuxJ/OL4nZv9jBaZ0L8CtR/fAn95dg4fe/R59SzLNxD1nDC+36P5M61uEZ5f9jJwUD7bsrsB/LhyGuxd9g4rqWrz/7RZcOKYdqmuDln0EM4eU4uO120wx/tnjOuC3vZV4bPE6HNWrEHef0BsA8Jf3v8dNL6+ER1eRHXDjrBHluO3V1Th9WBm+27zbDM/8v7MH46F3v8Obq37FMX1a41+fr8eZw8tRmh3AVaGEWADw6Mz+6F+WhWG3vYW9FTW46ehuWLbuN/z3y43Yub8aD57SB+c8FU5Gs/y68YaEgabig2+34JRHjEWwIW2zMbAsG//9cqO5ovzyRcPQNjcFna59FQG3hj2VNTh5YBuzrt9ydHezLLcf1wOXh+rX8PY5SPXqeOV/m9AxPxXluQHzusZ0ysNbq36FS1NMz4BxnfPxx5N6w+vSUDr3ZdwxrScuC4Xr3n18LzP0+MajuuHaF74MaYwBb8wegXZ5KSib9wpuOqobsgNunCsl3jmubxGeW/YzPrl6HPrfvAjD2uWY2Z4HlWehLCcF73+7GeeNaodFK3/BW6t+xcCyLOzcX42VG3diybwxaJXuM+v/6I65eHu1oX93bJ8iPLZ4nXmudQunYtkP23DsA0uw6sZJmHj3e7j+8C6Y9dinlnpy0sA2+GXHfry5yni3V904CdP/uhRL127DzCGlZn15IeTJfdNR3TC5W4GZ6KJ07sv4w/E9MblbK3S69lWsvmkS3v9mC854wnoeOxePbY8Lx7RDu6v/i3ULp+LlLzbi/JC+aMf8VBRl+vDmql+hKEayxG9CmdSFFISuGtIybbL8ePacwXhu2c+4/bXVePH8oVj431VGhvQQE7vm4/6T+kDXVPzuwSWoDQbx6Q+/4ekzB+L1r35Bms9lkQzxuTSsvHES9lRUY9f+agy69U3HaxjSNhuLv9uK/qWZWP7TdrP+DC7PxpLvtyLD7zJD3JdeNRYL/7sK76/ZYmp49yzOwNbdRlbq3RXVFo+ZokwfPrhyDC5/dgWO71+MC57+HNW1QdOjYXTHXMwaVoY7XluNmmDQ1AAVdVEwe1wH/GHRN7jrdz0x5/+MOtwmyx/hzfm7fkXo1jodv+zcj/vftrYnPpeG0pwAVm7ciXNHtXVsbwSin7xqSifc8ooho9GpIBVnDi83Q94XzRmBcXe9Z2kLvC4Vx/YpMt9lwSXj2puJEzP8Lrx96Sj0vvENHNOnNXbsrcJ3m3eb+oLjOudh44796F+ahcsmdsQFT39meryePbIcD737PUqz/dhdUROhxffqJcMx6e73zefi0VWLtI3MuM55+GmbkbzqgZP74qwnP8XGHfvx9mWjMOf/luPzH7dj1Y2T8O43m3H2k8uQ4tHRLi8Fy3/ajkvGtccvO/fj70t/shxzYFkWBpZl4d631mDtrVOwcqORiO+SfyzHxh37kZ/mgaYo2BBK+jW5WwG27K7AJ+t+w4DSLKz4eTsqqmuRm+rB5l0VGNMpD5eMa29mC79wTDtcOqEjVvy0HXsqqnHSXz5Gz+IMRw/ru37XE1O6t8L+KuM+/eGNb03vaMDwYF66dhvWb9+HdQunYtLd72HVpl345OpxyE31oHTuy2id4cOHc8fguWU/47JnVyDd58Ly68ajbJ6hb9s2N4Dbju2B4x40FicndS3ApRM64LvNe3DOU8tw+cSOuP211XBrKoqzfKgNGlqG6xZORenclzGlewFe+d8mrFs4FZc9u8L0uh7SNhvTB5fghc83IMWr47llP2PRnJHYtGO/2bc4Ma1vEVb/sssyFli3cCqmPbjYlMIQZVq3cCp+3LoXI25/O+I4om6L925c53wsWvmLGWny8hcbMaAsCxt37MNdv+uFaQ8uMYyfbTKxacc+rPhpB1aHIi9OHNDGoiXeuVUaVm7ciTZZfqgK0C4vBcPa5eC5z37Gl+t3YkBpFpau24YBpVnYtHM/ehZnYNHXv2BStwIoiqEN+uolw/H7V1ejbagPTPHo+H7zHjxx+gCc8OePkObVcebwctz5xjfmmCnFo+OtS0di4479OPL+D806ckyfIpTOfRlvXjoSY+98F4PLs6FrSlTPeABmvSid+zL+7+zBuP21Vfhk3W/48oaJuPjvhrdUj6IM/GFROOnn+1eMxkl/+chRuzE/zYNXLx6Bd775FbP/YZ0jiXGhzAdXjsaw297GSQPbYM2vu/HAyX3Q96ZFeOasQfjL+4aUyaKVv2LhMd1xwgBDzuLO11fjPlsC1AdO7oNz//aZ2Q8Nb5+Djvmp+PC7rVi5cSfW3joFk+95H6s27YJH8jDODrhRWV2LXRVGwtzrD++Kec8bY5arp3TGzVLCVgDmMz2hfzFWbtqFFT9tR+82GWifl2JKvAAwxxQCeSz03DmD0TrTh8G3voXynAB27KvCsmvHY8itb6JTqzS8tepXDCgzZBce+WCt2YYAwIOn9MU5Ty2zlGne5E7o1jodJ//F+j6leHRM61dkJoYe3TEXuqbi4++3Yuf+ahzWoxX+84XRjkzoko/XvzYcmB6e3g+jOxo5G8556jO0SveaCTQB4NHT+uO0Rz+xnGvZNeOQFXBj4t3vmR7W710+2nwnu7dOh6IAX/y8A25NxXmj25r9SF6qx5ShOaJnIe49sTf+75OfcEVId/qY3q0xsVuBOZ4HjDq4busenP74p7h4bHtzTuDWVaR4DP3h6YNLsHV3pdlW9izOQG6KB3+Z0Q93vb4a9761Bl8vmAifS0PZvFfMNgIwojQNCZ9wXRnXOQ9/PKkPOl1rlVZ6fNYAPPLBWrz3zWbcc0IvXPzMcgCGJ+gNR3TFB99uwatfbUKm34Xf9lZhQFkW7j+pD/rfvAhPnT7QbAdTPLoZet42N2AmqRVjYiA8zhKM7ZSHFT9vj0ime/fxvbC3sgZX/et/5hxXzGUBmPMfMd/pkJ+CyupanDG83JynPXRqX5z95DJoqoLRHfOQl+Yx5QZFe98+LwUbtu8zx4EeXcWQttl4e/VmnDm8DA+/vxZD22UjL9WLf4Xmm2L+tG7hVPzl/e9x5+vf4Li+RXjyox/M+z1raBl+3LYXwWDQHAvb70vrDB/Wb98HVQFuOsp4vwzt81/N57V1TyU+DyVdFVwwuh3++LZxH5bMG4NrX/gS2/dW4dMffsP/nT0YL61Yj0/X/Yb/XDgM9721Bv/45Cds2rkfIzvk4qff9uL7zXswtlMeVm3ahfXb9+H3x/XAFc99YY61nFh2zTj0vWkRehSlY/f+any/ZQ8+nDsGGT4Xul7/Gp46fSA++n4r/vj2GrTLSzEjcldcNwE9F7wOwJgHP7HEeA//+uFaDCjNwtY9FXjz0lGY/9JXeGzxOnTIT8GCI7vhhD9/hOP7FeOt1b9i864Kc24OGH2y323IgH3242+mvWFspzwc3ac1Lnj6c7Pcwj5TOvdlnDKoDd5a+Ss27NiPJfPG4NynPsML5w/F5z/+hqP/tBiKYry/95zQG6VzX8bw9jlYuXFnRN38+KqxyE/zWhKK335cD7z21Sb8ZUZ/y/d2xPOff3gXzP/315g7uZMpD/fozP74bvNu3LPoW+yprLaMu//v7MH483vf4S8z+kc9dktj586dSE9Pj8v2GJeMw9dff42SkhKcd955+O9//4vNm8Pha9XV1fjiiy/wpz/9CUOGDMHxxx+P1FTnJDUNjdvtRt++ffHmm+GJYm1tLd58802Lp6/M4MGDLdsDwBtvvBF1ewDweDxIS0uz/DtUcYrAOG1oKQBjEjx7XAfLbx5ds+hzCc974dl/fL9i8zcR3lEZ0nqx07ckEycNaBNKimWEJwrdOTlUZb8lQZaQcQj/LsIoNMXQ6JL3zUlxm+HAcjkVRTHD9P775SZLaEKaz4WZQ8vM704c0AbH9y/G0qvGok22H4f3LMQbs0cY51QVqIpxXDlMxUmbd5+k2dujKAPf3jwFHl3D7v1V8Lk0qKqCqT1aoXWGD7/srLCEG1VU1ziGPqiKYiRocxlatqXZ4QWdvDRPhIFd3DdV+l88J3uZRVjQUb2sIeb2jNSAEZavqwra5aVYQg4VJRye4XVpaJ3pg9elWXRCASM8WoRzCm0foUlWUxuE36Nh3mQjrE6EltbUBs3kEYJWIV09odUlwuHENd731pqoMgQeXbVkXd1f7ayxLO7hiQPawOfWMLFbAVyagnSfyyIZ0r11OtaEQiQ9umrodyqR2dB1TYFXVxFw6/C6VKR6dNQGg2b4mKyBZdwrl/nbsFDoZMCt4ekzB+Hice0tydXy07ym7IUY7Mm6qPK7PKJDLmYNLQOAkNaoUdAd+6os4dWiHorn7NZVHNajlSWcSYRh5ad5zJAhIKyZLO5hTorH/NutqfjBZlAT99/UMqutNa+nR1EGvC4VP/+2DycNbINexRnm/RT3uFW6VVYhJRTiVJjuM+uGW1fx6Mz+ofMZx/a6NKR49IikU6JM9gQ+ok7NGFIKAJjcPSyJEQwGIzIa66pqhvl7dA2ZAaNcItRLDicHgDSvjkvGtTcmgleNBWDIbtw5rafxuy8c7ulSVTOEVk6o9Pl147Hi+gkIeHTkp3lx/uh2ePfyUejeOh1ZAbel3tQGw21EdW2tGW5WW+tch8X7ZRw7evZmEb6pq6pFkuKqKZ1Dxw+XN+DRkRlwWxKHrPhpO4JB456lhNoLEU4tnsmzy37GcQ8uQedWqRYD5ZjO+aiuCSItNEkUyO8AEL42uR2z620CQEG6D9MHl+LS8R0jfquqqcWUbkYobbzhaXI/V10bNJMTvnXpSOSmekNlCx/Lpam4+ejuAAxDpkCWNLhqcmdkBtw4rEcrpPtcUJRwWKAI5c70u80J+GOnDTD37RySNPG6NLNdk7XVZb3v4kyf+ezsdWN0x1wsWvkrVv+yC/urDG3Z/iEdvDSvjvzQtXl01ayDeake811w6yo6t7KO0Xq3ycAXP+/AqE55+Mv0flAUBV0K0zCwPNt8br/srDBDnQHgnhN6Iy8kDTSpW4HFmFSa7cf5o9uiR1EGehZnmGGhgGGAyApJDv3p5D6WMY4g1euC16Uhw+9Gu7xU3H9yH1wnjTu27am0yBukeHScNrTUUj7xDI/t0xovnj8UH84dE6GtL7fDXQrT0D4/1TyGCMesrKlFTorHohO47JpxGNYu19TylPu1YNDoJ37cttcMMdVUxVEaQyYz4I6QygCsyarkpL/REkSJfl/IYIhxxDVTO5vvpgLg/SvGoCSkB/v+t1tQnhNAbqoHnVqF5yv2MdIPW/eY1+MPJWeb/++vzXctP/RMlq7bBk1VsDuUzT0YDJoJahQoyAq4oSrGPfG5NVTWhBOwleemICf0DETo7O6Kavjc4RBgwPruiqSkAY+Obra23o5oBxYe0x0DyrJw6zHGO+/WVGQF3NhbWROhe/nD1r2OIfEAzLFlr+LMCGkBEVK94voJ5neiT7zl6O44qldrU67MeDbhA8jJmvNSPZZj//3MQegZ6p+FPJffraFDQap5PdF0T4MIn0aBYpE3c7pE8d1xfYtwweh2jscEIhO0yXVHURTz9xEdcs2w6hSvbt5Xj66GE7RJx5HfLdHGukMGNpnFc8dAUxVz3AIY+sRpXhcuGNMOOSluSxnlv4Uesa6p2LW/ymLo1VVDIuDS8da5myH7oVhlE9Rwe72/qsZ8/l1bp5nP6Z4TeuGty0aZ+9x7ouH00FeSEdtXVRNR34qz/HBpqjleSve5sOyacaisrjXnJftDziQC+QhzJhj9qqooZpvi0q1zIiBSV9ZJimJ/6J0GrPdRVWBJyiyec60lv0B4e1lCSu6vLc/f1gbVhOa3AHCZJHXld2vYtd+YN4l3zKWpZj8hFr3FOZ1kHKy+fla5CDF+r6qptezj0cO5TsS4xqWpNumR8N+5qR7sq6rBjSGnJ3EsTQU279ofIVkiy2sI6RFjPGl8J2uf66oKV+jaVQU4eWAbs4wCOSGy2M6lGdryuqaaEi1iWzF/rJKS3PYsysDNR3ezyLjYEXMqr66Z1+AJyVgAxlwrP82D0R1zMXdSuG9N8+l4+oyB5vVu31eJfVU1eO2SETiyd6Fp+BYSPj6XZkoy7quqQVlOAMf1LTKTtxvJSHcgL82L7fuqzHYTAN5c9avF0CuTk+Kx9DeaouCF84cCCEtMpnp0MxeHcS8VRxkvcT/lcdCCf39tLuICwIkDrOMgkaxzbmieLt5DuUwiabGmKXjr0lGO5yTOxGXsfeKJJ7Bo0SJUVVXhpJNOQkFBAdxuN1JTU+HxeNC7d2/89a9/xfTp07Fq1SqMGDGiocsdlTlz5uDhhx/G448/jpUrV+Lcc8/Fnj17cNpppwEApk+fjnnz5pnbX3zxxXj11Vdx5513YtWqVZg/fz4+/fRTXHDBBY11Cc0KpxfskrEdzN/sOkAeXUWaxdgbavhD/8+bEm4ExeBN1xRHo7JLU5AZcOOn3/Ziy+4K/LRtr9m4RHvxf9m5H6XZAfwoeR+IyZ3ohGQNOHsSJkVRzAmTPCiQO8MaqdyA0YEoioK8NC+GtM3BgiO7mcmIjMGSggvGtEfXwnR8vWCic8Fh6OeKDnjBkcZEIivgxv3vfIeAJzyITPUaWmCaEj6/kSnbQSxfVbB++z5zwCNPtHJSPPj8p9+wQEoIJA4hd47ieqNp8Zw5vNxiIHUy3O+trDHvl/zsFIQ1sjy6iovGtIdbU5Dpd5kTfnHNQgtzrzAsic+2JGtyZ2X3NhPlFMYuMSCTdaWi6ZJ5pO9vOqob9lfVmAMA+fxZIcOcHtK+SvHocGkq0n0ui6asz62ZmqFiYqgpSoRmmK4ag3aPS0V+mhcBj47aYPh5vB3ytFu5YFJEAhyBZQAY+n/mkFLkpHigqgrelgbr8v6yDlx+mtc0BozqmIsh7YzJyc79VmOvSAAkJnduTbV06ED4XrbLS0FO6HlN7dHK9A4RJRCT+dOGlsLjUvHkkh8sxxH3StTv6pqgaTS4aGx7iwaX0Biuqgk66luXZPuR5tWhqwoK0r3hzK9B6/sgSJHeSXlCoUoTQcB45+4IGV1FAgd5/Os0hdVVxfKuioUnocNsT3YizgOEJ8tA2PiTJ31XmuM3jSzy5ETUUVk7syQ7AFVVkJfmMSdPovyieB5dM429pzzyMXbuq46Y2MkDfCcDuUBoIp42tBQXjAlPxIWxW35P/W4NqV49IrGg0N0WxiiRHdheppLsgPk8AEM3tiq0r5z1N8LYG3q23lAd0lQFpw8ri7gWV2g7+/sMGH1fz+IM/HVmP4shPhayftvOfVVmX1Gem2LW+VEd83B1yDB+1+96mdsPb59r/i3XVfFMz5E048RCmKFTryDDH9mmTO3eyvzugVP64vyQ0aQmGMTQdtkozfZbjIHFWX6z/bYnYLvxqLA+dEV1LUqz/bj1mO5YfdMkZKd4TO122cBywoBiTAsZVbXQwuzw9jnmNRzTu7URdZLhw7gu1pwNcvJAv1s3dfU1VcGCI7oiK+C2TDjb5aXg7ctGoW+J0R+9eP5QpPlclnfY7zKuqXWGzzLGETgF2M0aVob/Xjzc+B3WepIVcFuMQicOaINrQsZhRVHQszgj4j7KmdiBsI5935JMlGT7UVUT1i72uTWLtl92igeZfheGtM0x74VZdhj60D9u22sae1TFOdmkTKt0r2NyP1Ux+pXsgBtfrd9hfh8tKaNoq+XFt9wUD1ql+8wyiLsrjpHq1VGaE0BuisdS3+0JHkV7oypG7gBx+4Su5+/6FeHRUAIgQ8/X+L02aG3HsgJuqKphaBTjTVG2584ZjBP6G3X1cGkxxKNrlndfbp5cuor/XDgMD57SBxeNae94XwRCEll4zYqJu0szkty6ddXyrPLTPFi3dU9UY6+4H6XZfjNRj0C0M3KbmOF34awRhlblSQPbmHXMeBfD9V5ua3NTvZYytctLQWGGD1O6F5jjOp9Lg8+loVNBKvJSPTGTFYkrUZRwjo5o41Vx2f1KszC+S75p8LXrAdv3l9szRQnPHfLTvOb7HfDopl69W1MdyyyO2yrdayYWdmlqRL9YmOFDus+FI0POFLqq4Lc9lcgKuHDWiLboW5JpeYYWI2UUI7C4DllnHzCiNMS4V253VCVsaNxfHV40ePbscJ02EmZF9mFy3THmNpG4ddU0Ptc6LHpXVNeitWzsVRycIaQvhrXLwd/OGAhVCY/tnRalJnW1ahbvr6oJz3Oke6qE7pO4VaIZr5EStcrnF+McXVUs4yUZl22eViMlaLtAetcDIe9mY+4X2lczcsnkpHjMuUM40Xlk4khR/Zz6H3GZVTVBS33JTfWgNmgYQuWoL7m+yJ6e8rzT69LM86uqghU/78DGHWFNWQDYVxl+JzoWpGLVjZPM7QFgbOdwf62pijlvzE31mInULMkRa43nFE7CpmBvRY055whKz2rlxp3m2Le6phZFocVBTTVyAdnniwDM3DziOXtcYQ14j65anuepg0vx6GkDMK5LvllGsdAMGDk1toc0e1tleNFOekfE+++VjL17K2tQlh2ARw87qXUsSMWeyhpcNKY9JnTJd0ysmOrwPn56zTh4QsZv+X4DQG6KB6keHalel5nQGjDqUjTdYABol58S1pSvqDYXB3oUpWN0xzx8d8sU4x6WZmFaX6O9sNtXTh1UYh7P41KR6tVRkh2w5OkRZSHRiTtBW8+ePfHwww9j69atWLZsGZ599lk8/PDDeO211/DLL7/g008/xTnnnAOvNzLD+8Hk+OOPxx133IHrrrsOvXr1wvLly/Hqq6+aSdh+/PFHbNwYDo8bMmQInn76afz5z39Gz5498dxzz+GFF15At27dop2CSDhl21RCX9kHDIDVi23BkV3RJeRxYxplLI10EKcMahPK8Bx9ICdCirbsrjAHstFe/MrqWuSlefE/aRIhGpVw4gTj88gOuRFGYwXAZ9eON69FIA+YquswflqPZ6x0iom/363j46vGRhgQAKNR9bpUTB9cgk4hr6lxnfOxeVcFXJoCTepEjf/DZauocvYytXs+ymXODrjx4Zqt+OuHa83vRIcittKUcLIi+4q0GD+oqvW4ToL8//5ig+Pkwu6BPa5LPlyaaibj0VQFYzrlIdPvRk1N2DD7xuwRZifz/rdbzPowplOeJUOxvfPWVAU5KeGJw1urfsXHa7fh7hN64dg+RQAiJ4QA8O8LhlnqQ+tMH/ZXSULy0qUJT2eRiCPg1uHWVfQtzTQn04KqmlqM6JBr8aS23yeXtKIrjL32rLuAMYGXPW5knOZ18nnaSBmy5XpkN9KK6zxjeDlOHlhiXoPstSPKKxZVXJo1cU3rDB+y/G6kenU8MqO/ue9xfYrw4LtGOHuKV8eJA4rNun794V3h0VVk+F2WY4myirq5c3+VmdRJVYDDerTCwpBnkBhkVFTXwufW8f4Voy2Xds3ULkj1uuBzayjM8JrGkFrJiCLfs1RveBAuT2Q1VYkwXIj3XQzi5MG3k9CS/RUSxl7Rltm94KJpNYk6m5/qNaMiNDU8cJTPLb47pk9kMriCNG9EvRT3xOOyGkd37q+qc2Ame7AAxsQ+4NZMz94xnfIwRfJ+Fgs4dqNxdsBtydgLGBM32dirKArOHlkeMdlUFQU3SYZGPeQNAljvZ1GmVd5KUYDzRrU1761bM7xe/W4NV0/pjKGhRZBoxivx7HRNQZrXhRg2DKMsoYcke1hs3l1headFP+3WVdOTUfYUlb3S5Hasf2gi07UwDeeNMowemX63meQEoURUdu/j+0/uY7b5ZTkBMwFITU0QmqrinctHW+pAmyy/6dmb6nWZBtb5h3dBpt+N3x/bA9cd1gVVNbVQFAUBj25O7NIcIoXOGtEWE0JG3A75qRhYloUbj+yGEwYUI82rm57zThP934WMFGtunoyiTJ9Zt1TFMHp+du14cyHrqxsm4oqJnSIMMfaF7uIsH94JLZg5GfejvZ+FUmSBCJ8FEOr7wmUX3o2x6NY6Hale3fT0kb2sj+7dGr1CUhqAIWmS4tXNZGdi/z6hBTGLsTdoTAZ3V1SHx1JK3Z69x/QuiliIEfsOb5+Lty4bha1SZFGm34V3Lx9l2XZc5zyzf0jx6OiQn2JKIQDhLOoCYTRZft0E9CrOQG6qF7qm4F/nDcHqmyZFjGHkMsnJwGSPNnOPICwefrKB0fDsNeqbGD+I//WQIW9g6F0T4xaXpiAv1StFHoTL5lKNxHy6ptZ5n+3jLdEnKoqC1pmGQVzcpxSPDl1VUV1T62h8E49dODD885whlt/t9/sfZw2C16WZkRcyRtSF8ffSq8diVIc887e8NMNw06kgFesWTjW9z3VVlZI76/C5NHhdGoa1z8EzS38y5adkglL/rCDcFjqNh41trN9fNrGjYx8svwPD2uWgtbQA1Crda/5utAUG3QrTw8Z+l4rKahHNIBsQRTlghrdHe8byInpeyIOyfZ7RNtuTuo3okGtG7snX7mzstbZf8yZ3NuvrnPEdTEOuqijmPKO2Nvz8RZ0eUJaF3JTYNoEO+SnYW1ltHkdeTHZrxvsiJwU7sle43aqwJbjKDrgtThf26/O5NAxtl4MLJaOp07198NS+1kRYlTVSAm/jeD2K0qHAmkBNbFNbG04KKPfzYrt0n8syJpKJNo+yE/AYCUizA27zHML7Oivgwv6QMVnsLzyQLQnabB7JVQ6L7pU1tRF1vTrkELHXHFtZkwqWSNF48jDH61ItcxkgMvGz/bN4vuK9yZbqvKLI0cHhiDzxTM8eUY50nwsFaV4z6axYOBDbGuN342/Z8FxdE0ROILyQXJjhXI/FooV4bh49LBvp0TXH/h6w1nNz/hCaE+7aXw2fS0O5bTENAHoVZ5jv4r6qanRqlYqiTL9Z3/JSPVBgJKU+e2Rbx/rdLj/yuIDRJ4nIW3lMl+534aOrxuLEAcWW+6+pzo54oioogKVdFLx0wTBM6Fpg1iu/J3yfxFhUfg/+ea7Rz3h0DSf2b4Nnz3aKvDe2n//SV47XdqgTt7HX3EFV0atXLxx55JE44YQTMG7cOOTk5NS940HkggsuwA8//ICKigp8/PHHGDgwnLX8nXfewWMiOVqIadOmYfXq1aioqMCXX36JKVOmHOQSN1/s4V+ANcTf3lN5XJr5gk8fXGp65Th5wNXUBqGrRsMZK2OnYNHKX7EhtCpnH7B5XSq8LiMLsT2rs6oY5xVtsjBgyZ55n4cMvHIp5EGF3BmKSWt2wIPC9NgDHUUxGnh5QCB73tlx6yoWHBk2QHQpTINLM1Y37Z2KKJMe8ux19OiMYey1D5oAeQITnjDUmsZt5+bEHtLpFG739Mc/hgdT5jms4U1i8OUKhR8CRh2Z1K3ADMsBDINZ+/xU9CrOwJJ5YyzlVZWw/IaiKBFaQ7qq4K7f9TSf+yMfrMWu/dVole4zVzSdjL2KYjWSiJV7J29qa8du/J/uc6FtbooZiirfq5Edcs3noipOMg7GOQJuHXlpHqR49NDCgLMHsp33Lh/tOCCRv9JUxby+UR3zcN4ow/vNHvbqlA27qiZomQSKlW4xeJvUrZW56AMAH84dg57FGfjf/InwujRzMi93/m5NRV6q9T3xuDRs2L4PBdI7Z/eu2Lmv2pQAURUFozrmmR5PwkPE79IQDAZRnGU14glvtQ75qRjdMc+SsT3srRDeXm4/5GdhhN1FvquKEg6Dld8Qe5gbAFTWWAfEaSGPbWGc9Luthppo1iTxXuaneczQYFVxXqgSXx3fv03EbwXS5NaOR1ctq//CYCf49ubJFmM4YHiwyO10x4JUlGQHwp4kNm9wUUeqbFm9swJWTyCRMb0sJyD1PQh5Zxs7vnj+UAwqz4KmAqM7hQ0QhsZ05ATt9OFllnutKgqumNTJYmCtrKnFBWPaYUBZlilfIL878gQ2YC6CqObgPxai3Tt9WJlFRkXGYihyiDaQf5fbarGoqEgRBb3bZODVS8LRW5l+l6X9WHvrlIjjyx5P5vqX9PsxfVqbi4YBj4bj+hoLazOHliHg0fG7/sXGfayOvP/pPpcZBilPUESZRnfKQ16aF6U5AVw+sRO+mD8RWX433JoaYZyS0TUVtx7T3QyflMub4jY8/P1uzSIzI4hYJFYU0xPFSZYj2iOW25NUr46nzxwEwDDyOMkyOdGvJBPjOufh/pP6ICfFgxdDoZkyl4zrgEndCvD0GYOwZN4YXH94V4zumIfXZ4efc3GW3wwZt7/rZgirSyyg1O3ZG8uwWhsMIs2rW+RPFEVBSXbArBsA8JcZ/c33bGznfLx2yQj43JppMDANNqH7m+V341/nDTHLn5vqgaYq6N0mEx5dg0tVHcutqQoCIQ1EIOwV6NLCERa6plgMK7LRLiu0IGIYr6xjLsE/QhPYp88YBI8e9uQU76t8t+R7Z38WEfICuvOzAoyJuNelmdecFXCbobJOC8DLrhlvSlIAiIg6kM/VvXU6BpZbpQcE6xZOhUszovx27q9GXqrX0obkpXoMxxDbYrLsQeh3hz3c3JqKF1dsMLezv06K1OaI++7kLStvKxN0+F7uw0d2yLWMC1ul+8znMKVbK9z1OyNy54Ix7cxFA4+uhWUcpGOb8yd5LB7lXRILBAAwvks+Hp81wFys8rk0Sxs8plOeGbUgfy97zolzRTNQAUZ7OqJDbug4Yc/NYDAYscj8f2cPNqXConHFxE6WqEU57Nytq+bCgpgfiEVHwPAmlueMeWlWj/D8NI9j3yc/u2iG9IBbx8yQrNa+qhqzHxbPNS/UdhjFMn4TTknVtc6evYJ0X9gYKxssgchF4Ghz34Bbw8Yd+y2RNe6QBNnfzxxk3ifT6xiGtIO8QGAae0Mb7d5vXRgHgM27KizRaPOP6AqXrsLv1s3xGBC0SGhdO1WWPpTrsWY2ZOK2iLGh8OCVx4ryfMLv1vDk6WGZKCAcWdqlVVpIrsP4XjzTeVM6w+fWjHwDob4kzeeyLMbJUWhyZKUstaMqStR5uelQ4jDXi9VHe3TNjISU2+xuhelY8fN2uDTVYlgVzJvS2dx+X2UNSrMDOHdUW/M+59okcJzKden4jrgvJKdiKa8kLWNvAwIeHTOHlmFqj/BYNVr0h6hXTs5JTsje6abMh7Rfbui5iLbJ6Z019lfw8297I34j9TD2EiLj1qw6r4D1JbX3U4UZXpw8sI25UiO21NTQwMFm7NVUBfurahx1XstyIlenfhbGXlv78scT+2DJ3LGoqK61eAIBRifoCQ0qAMNI07UwDTcf3c00Zts1YgHAKzU4FhmHUEM3uG02Ppw7JmI/O6oSrVNwGIg6fKepRiiVvVEVz8HnMkIynSZXYhsxQJIP4VSisCFfnFuS24gyQBTlq4uwJ4QYuKiW8ohBYFGmD+1DK5NnDi8z9Ulrg0GkenQsvXqceZwCWwetqwpSvTpuDMlgiKQYZhlCngSxPMmd7qOqKKZxvHWGD5piaD+JbZ0GbArCnaIwQAuElmpVTS3cmmK5N1rIyCBfEwBM6JqPEwe0QXGWD3sra0xj6vA6BtsF6V5Hw4z9HRLh7oPbZqMwwwddVSI8++37iEUSeRIgtKWEga5zq1Sk+yM92QXiOuQ6pKlKxITOo6vYtb8aN0qLIbIX01uXjsRNR3WL0JAWpHldWLdwqkWaQiYYNBa3SrL8GNQ2O6xDGwy/l/J9FPp8hjHM+K44y5gE2ifkimJ4cYoBlkXGwWGsb/cK0VQFpdl+M7IhP82D5ySvq1ZRvBKEsSs/zWu2i0JH3E6sSIWCtFjGXs3irbG30hpl4NJU/G9+pHzNRWPD3jcvnD8Ux/cvtnivpnh0M4QaCMtwaKpiegBm2drtgFtHTW0QF45tjw5CSkdRLIP/okxfyGhsNcrrkpax3ePZruMHhCdZwkh53qh2hp5ryIgtH3uMZFQWCwOukH58bR0LnaJtKc7ySx630RHnFXXSrasWY3vdKXutZNokBRRbHwEYE5DxXfJxWI9WOEryrBd4dM30YO7eOgPFmZEG1GheJCcPbIN+IUmfeKJpAGMiU5DurdMrUuhaOu2fn+aNKTkS7T46l9F5Y1Nv0HYwEdUSD9ce1sXiyQYAF0kSKDLdi9LRKt0XNjBGuT6LZq/0vWh/4tHsdVo0Nc4Z9sZ0MnLZv5PLqCgKvC5ZM9FqzFdDhl1BUabPsiAkwqAFcr/rc5D2kT17Pbpm8ZQzo6AU4x1RFMX0UjT2db63AY9muUZxfSK6ZkSH3JhjLftiQsBtM8hK5zWMvao5zv3H2YNw7WFdzPbPTmbAjeJMn3RtisVoIO/z7wuHOZZRJj/Ni1927o/4PjfVA59kzBUYkm7GPc4KuM0+y6Wppp6/Hbl+GosQ4cVjBcBtx1q94p2q/E/b9pqSHgK7N27EAkjoc5tsP8Z0MqIMFKlEsoyDcx4TySBpkRoJfz9P8pi+4chuZp8GWEPmPaGcDuKQ8hh2QtcCi+7v0LY5KMsJxOwHhF6+EWURXqCO18FAxuvSsK+yBooCfHfLFFwztQv+cLwx/jU9e5XwWDlF6qsqqmot7UiBzdj78VXjLOdyhX5TbeOPaOSEFoRlhyO3bd4nt81iEai6JmgOKJyOn+pzmXNa+V0uyfabUZ6CmmDQ8VkEPDp+2bnfElmjqSo0RUG2pL9qLjwFDS1w2WhpX0jeU1nt2K9oarjeKYqRI8Tn1rC3Mmwclo8lxmLGvpKx18GzV4zpRN2R50ryu+hzaxjePtcylzDGR8ArFw8PSXgYO9jbjV7FGeY7VJzps3g4y/klPLpqGvira2vNuYqqhMtnd0yQHXHC5RLlj95Hj+qYiyN6RY6FhrTNNuel0RZdxDk3bN8vRagZv+WmWBc4nKq37GEto6thhwanepDi0S2Rk/I2pw4qCcsmSXPIupwVAMPBRjP7FLGv1P6JKDlb3z++Sz7ahRwtFFHJiSM09pIDwjAM2A0Xxv+qGvmi56V6MalbK7MzyAq4ce+JvS0r7oLVv+yCrikW7ThB51ZpjqGLfzi+l3FuW5na5aWYBlu7Xk0wGNapAozBtltXkeF3R2hNyZdj9ew1/u9ZnIGzhpdL9yL2hEwJrXzZBwSK4uzR5XQ4XQ3rWtmPARid1P6qGkfPW/tKqMUzSlEsyQ/k7cMi+0rEirdAlN5IfFf3xFQOexNlku+fSJY1sDzblDu4emoXM/mOIbhvlQSw338t5H1z6uBSKAiHfcuhfW5ddVxcEIht7Z6vwvjfu00GNFXBvqpwUjwnj0BjoGj8PduWDMOi3SqtjopkExapgtA5Thtahv6lWfC7dRRl+syBfyxPccAYxFk1eyNDCwEjtC28Tehe2N5Z+z7inZMn3eK+iQFZXe+Ipip4eHo/awIURBpAPLqGzq3SMLhtthnurEn7lOemYFyXfNPDLtqKc7TiBGF43iohI6A8+QuvSoe3T/G4oCqGJ6wCBesWTg2FsUd69gKRXlIC+7vj1sPZo2VPBNlIoSiKxYD+1Onh6BYZMXDuUZRuDmYVOA8yYz0n2ZPJjtvm2bu3shonDYz0DrYTmQBHRZVtEcYpHFV4AAIwvXcFIuSuPDdgeomqIeOSmJz53Bp+21NpWQAUxw9PRKQJCazPSNQr4SVTlhOweKiJd9sVxRgmBsxhrULHzUyqpbZKDr2NVr+F8VIsUKxcMAk9itLN3+sOorG9435nw6N8T3JTPXh4ej8c2au1qTFpL5+IghnaLtvUtJfZursiwngPGAZGWZIjXspzA3EbTJ1oFSNqR0HkYpTA6bnEYxiWF3rtmr2x6FmcYfGWA8LJi+pLtCgeYZC0L4DY+ee5Q6IaO8UEHgAy/JHP20n/U8bn0jAo5FFal3dxYYYPc6S+V9cUsx3NS/WYfXqGz4V+JVkR7aJLWpB262r4OdqeZ6t0YzHN0CANTVyjGJkCHt0ytlQVI7u8eIZPzBoQtZ67NTXivkcYTKVnV5Ltx5WTOpn9c6t0HzL8LlTXOEeCAYburlz3xHvgpN1dF63SvRGanYDRl9/1u14RZdckGYdzR7Y1k9PpUaIuAJEs1kBBeMyiq8azixh7O7g5bNtTiX9/sQGPSYuLpjE3y2/xKgyX1eFeKOF33Siz8eEy6X2U+yWBPM6KVm/seCXPXiMBpGpem71s8jiiV5sMi86wE2biQyU87jASn0Yv28whpY5l97mNaBvhyNCxIBVH9w5JpoUSXPUtyTK9klPcOlpn+HDuqLYRiafz0zwRCzwywpBq8eyNcT/Fe7avqgaim7Vq9oYToclU1tSaz89p7iMb96tqgli00pDrqKqutYxZAWN87vQsAm4dm3bsR6a08BdE0HFRSlXCcntyAly7T8uu/dVm2YQuubhm+T3xhHRj5TGw/PrJ1yC3mV49vAAh7u3+6toYkioGi+eOwaAyo01vl5eKVy4abl6X7EUqdpjYtQAfzRsbPo6i4MULhqI8N2CMfyRv3mAwaHnjxfispjb8rOU++4MrxliizmSHEqdrjsbNR3c3pZTk43ewLdjb5eSAcLn+e/FwM0+HOEaKV7dcj9Oiq+EsE1mn3HrYoSGexMDydR7Zq9B0LBJHFjmOpkqSa07IOYfkMgrEO25/tx+e3g+L5ow0ylL/odwhAY295ICoqQ1GDJbCuq7RJzwCXVNxRM9CM8TNjr3BGdXRCB+KNhAREwF5t6fPHGgJybZ76tQGgyHDovE54NFNbUi7V4SMRbM3tHMHyagcDwqER7P1Oj1RQladBvlCA9Q+/xIGoV7FGUayMIfGU3xjenvZBjKyZqD8uyyLIB5FxOQtGPZAsnp+wTFhUaQWrZpQAy70IGOhq4rptSuf7ozhZTi+X7HhkRSqH8+d46QLZDyrrIAbL10Q9lxRlbDxPxjaxrjnxrGE8UnGNDIhLPIvEIagmpBEQPj5GP+surSR13zz0d1xyTjDm8tu8LJj96Cya5MJMmwe8Y4TpSjPy74aD8D0QoznGY8PaTUDxuBHkeqdINWrm4tITqFAdqKdV0HksQGjnfC4VNOLZ4+sBRs6VkG6D+ePNiYlaT7dCO1FWFqgJhgMefZGPjPhLQOEjXZPnj4AJ9hkE3Klidmn14Q9V66e0gXR8DpMAABjEWzx3DEoz02xtKnivuWFPDLrQsiHCDmCRSt/MX/zyEYQAHsrapDqddX53MVgT7QVihJpFJMn5uIdkZ+5MA5+fJUx8H9sVn/D8OJ1me2rSLIi9vLqGn76bS8K0n2Wd8ulKaaxWU7iqSjypCD83gxvn4Nl14zDU6cPxGkhbxFASpAUpa2yhhmHI0WiVWV5UVC+P/btzw1Jr4QnJ8b3dk/zmhiTfKefMvwuRwPm0HY5eEOSAbBj30cYbqKdftPO/XUuXCXCQ9LilZ1Prh4X9TfBHNsCXbzoqoLebTIs30W746Je2e+JXbP3YGPp60Nl+3rBRDOCQFGMdur+k/o47m9PMFmU6TOTk3UpTEOHUOROlt+N6w6ztmtzJnSIuH8y7fNTMC0k9dClMA2dClIdJ7bRrku0rx0LUi2hsScNbGO5bq/L8AIWbZBbU813R9aBBBR0a52O04eVGcbeKDIOAjmvhbF39G3tuHUVozvlon/IAABE6upbFk0VwwuwNNtvTtSNRTVnz17AWLxUVesxAEREQsRDQbrXcZwrfvPbxt+6GtbblMvg1lSLXrv9ccuyYx6zfVVC42/jN7FAHK2dzU3xYFTHPCkywvh/TKc8Sxv6wZWGccZp7CGPLVTJE01+vj2KMnDKIOs9ln+PpvVux+syQp6HtstGYYY1CsFethxpjCi2i/XGCINgMAicP6odvrtlCoIIxvTsLc32O95bj254iDpVHbF40b0o3XSICHg0pHgMveb9Ns/evDRvhJSEjJnoWDrZRFsyNif2V9U4JzED8Me310R8X1kdlqqKJuPghBFhZN3eramOfaLfY0RsylEetUFYZG4AYzxfUxvED6Gk5HKSO7tDUWV1rRlJJxux7XMEj24kmtxbIYy9VoO0ZRFeeuhel4rtITkFsUlldW3Eoo6sJw8Yi3Ly+yAcI9b8uguf/vAbAGOcODIkL+LSVIucmyhTeSgaWL7PE7oW4MIx7U05EwVGgr6K6hrJy9T4f0jbbKT7XZY6Jxu21y2cGrq2xNpBeXN73bDLyQHh+psZcJsGUFVRMHNIKYoz/RjWLhzNeeWkyISwYsxrxyW1o/HIRMnXqarhti1dkoRz6ypmj4+dRNTvDuuL26OHgXD7F2sxyWmRjoSJL80zIVGorg1adHsvGdfebCRUJT4XfiCkCeowULB3lHUdTnT0ciNkT3plD7cIIiTjIFbBPTr2hDqx0Z1yEQ1dVXBM79Z4/vP15sQr0TAmJWQcsE/8PbqGyhrnTNV2zh/dFlv3VEboLYmV2Wn9ivDWql9tK2UqqmrkzkwJld+Q5Th9WJm5Uip7X5jaypLGb6UZ9mG9hiCCeHh6X9N72XLdUe6F/JtIXhYv47rkO+onylwztYujREN+mjcsTRC6NtlTEoA5+tVVIxGYHGpsGQwFjXtRUV0Ll65i9U2THL0NZg0rwzF9iiK+N84RnuS7tbCGmhrypJdD2aJ1yqL8ubYMxk7I73C1aey1buP06kUu9ERuc9WUTuhVnIHDerTCf77YGO7MHRYYYiEmycVZxqTBPoHvkJ+Ka6Z2tpRdVxU8OrM/nIjqBehwbMAwzHtCngm6qppthHwNKR4dl080BlenDTEm96999Yt5rufOGYJ0vwt3vLY64vgWY2/o9H63FjHRf+Xi4Y4ZdrtL3pl2ohkWjcQTxoJOnmRIE89mcNtsXDaho0UawwmvS8O9J/TGd5t348XlGyy/2ev+nlDon+JkvZWwJ4N0qluyYVJMguXtMv1uKEpYMsStqRgb0kmbO7kTvt+yx1ywkrW0NdVIyCEfS9fCXg9yKJ+C8ERfDp3VNTUie7i8r24zughMzzNNga6Fk9J59XDiKdnLWA57jNU9ikG/blvoA6wLRrE8uiprImWQ+pZkWjKrCzy65uihK7C/fkKOJxrnjmqHihiZnxMllgdYRNvvwJB2OVF/i1W1VVXBv84bitK5L5vfRRsnWTzwpD/7l2bFvLcNjSVBW6jW+d26NFEzFqDFu2bHvrg9rnO+acyRJ6fGQoJ1X4+uRfRptxwdjvKSEzcOKjfar+37Ir3vnPDomrmgEAyG20FhjHBpKgaVZ6GyuhZtc1OQk+KBohhJwTwuQ0ZI7Csmn3I9d2sqSrIDGNMpL4aMhWJxGHCK/LIzsCwLH6/dBreuoiwngFMHleLEhz+ylF0+vp32+al4MhT94dJU3Pvmt5ZQ7FjIE/BEjRx2mS2ZFLdu0fIHwrrI9vsRU8YhGLQ8C4/Uvorv3JqKp88cZL6TbRwMLELeSTbSAiEdSSV87SJhp3N0TDjKS5XaCPl9yk31YGynfHz0/TbL9YX/ViISmDrhC/VFfztjED5csyVUgMjzAVaDkvhFlM3JCSc/Pfz+iWSXtcHIxLAyoSC1yHK6jX7NyVjj1tWIsYseklrRVCXk2Rv+vVdRRoSDiozicP2nDGqDl1asx3eb90Tdb39VjSWCJnQ0813a5TD3MqMFHe5fepQormDQkFYpzQngg283ozboLFkGGHXCrRvJqsPzhaAZOQMANx7VDX//+Efzsz1aKVLbPyzvNL5LPkZ2yMU9b34LTbW2QV6XCr9bM8dyQNDSh8ntgDyH97o022KHgX1BSngfR2tPxDVs31dlLuzNkBbUnQzsmQG3KZeV5tWxL9TG9i3JRN+STBzbtwhvLXwLgBHFWDr35QgnKKGZr0S5vvD1OxY7KrJBvK62HnCOGjDGHEGM65KPcZKDRqo3cmFBgfM4b2znPDx6Wn8Ma5cT16KS3I2LaxjXOc90RsrwueF363Vek1fK5eQ0tzGNvTHaF3lxlURCz15yQBiaovKqdLplFT1eCRUx4LITaUAM/R/luOIYscaccgdiZHkNWmQcjutbbEpEnDWirW1vKXxXUdClMC10HOO7WIOdaGXRFCUiiYahbWT8/X9S5kmnyzprRFsMLs+2dAA+l4adoQFIh/xU7LN59pphrzatUb9bx8791ehelGEmC7N7+wLhAbOqKGZGVmfDvNWwJ75xej7mJqEfa0IZX+Olc6s0y0DHidxUjykHIeN3a2id6UN2isecBDiFDAOAWze8fxXpUavSJEINeTLvr6qBS1UcjQrnjmqLDL/blBSwYzfMy3pGqqJYjODROuVUrwuH9yyMeh0yXqmM1TWRYYTGeZwH4zJOE8mzRrRFUaY/UqfWrHt1Fg+AdRCkKM7h5uJemDpaqmJJsiUT3bPXuX0JBsNaV6piTyQRic+tme2LuC3FWX6keZ3DXWWPDLG9k4RNus8Vt6eXIJ7w2t/1KzZPLjYXiXrsXhJOqGo4iZecgVcM0MZ0ysNxfYtMI3ldJYpWX2TkCYbLNjAXx8j0hxMKGUnsjLa9PJQQUQ0Z9+Wj+1waCjN8UBQFZ40oN48vJurygFR4egPW0NloiMG3/N6KPa6e0tnsw1yqoaUrPGyENqK4DoHF2BsKT1xx/YSong7CsCsXU94yVjJURVHQR9I8Fdfj5H1SF/b7NLA8K8qWBq0zfI7Zqe1M7RE29k2Kw2ursXjwlLDXa7TxTNjLzlo/Ax7dMcv1wcKi2SuVXXxtzwVgxz75m39EV0dvt6yQ1q0d+6J6LFmYcV3yI7zdonF8/2LTO0yOyDCThKqqqWdrhqqG/vfoqtl3BmFN0CZw6yq6t07HX2f2j9mGD5YSmylK3Z69IrmbWzNC9eVblsiCORDu5+XmV+TYcKJrYRpWXDfBYvCMl9xUT1Qvx3S/C2eOKLd8p4cWuZyMvbJnr32xVn4WZuSEasiEKUqkzJj9MmYOKZWi2qy/eVyao0MDYG2LxPmf/3x96DjhEPTIY1qj2uTnr6mKY5JjO3JfNDS0MCUOab/e80eHNbxVqc0pTPdi6dVjYcdpTFtZXRtzAU3WRhVcPrEjUr16RGJVgVtTHceddx3fE66QxJ/s7BDw6BFJjgWPzxpg0RQX6JoaYay1s6+yxqxfYZmz8HOzG4plzXK7Bi9gXdiXCSKIgeVZeGLWADw8vV/o20hJv6NDuvcpHiMRr4iKsev7F6R5Lf15mW2+ccU/v5A+KeZ8tDDdi/NHtzMNqJqqIODR8ftjewAwnr/frWNvZY3Zj8l10pLDwGbsNb+XbotdesJVxzxe1KPqmiDy0iIXZp36jJwUj9lPXDW1M+4+oZfzwSXmTjYWHu1jUfmj3Uv+110VETk1RPK5aNjfi4vHxvaEdU6oXbfkV7TzCfJSvRjdMfpCpEyaV7c8T5FkWq6qfzi+F64/vEscxl5jXvXtzZPNObFcRFcd0kfW7eO8CYcYCXv27tmzBwsXLsSbb76JX3/9FbU2L7nvv/8+aYUjTZdUj45dFdWoqQ1aBiLyBFNB/K+dpjon47B39GI1KlpYnsXQHAXLJDfk1eXRNbMBbZPtr9NDVGBm65Qm+4mgKsZKqj0UX16B9Tp4XdqxGxkundABO/dX471vNqMgzWtmtbWXWy4HYBgUdu6rQtfCNMcO16Wp6FGUbj4rTQ1rlzpp9op9Vds9d3o+9g5oV0U1yuvQ50sWAY+O0R0No+CPoXAnpxVGwHhW8uIAYJTd69Iwa2gZLh7XHtv3VuLHbXsdPfsA59Aa+zkERlKX8Hm6tU7D0HbZWPL91tC20et6/9JM5KXWbaizePbWSBpYEmleF767ZYr5WUGk9EqP1ulYNMc5dFscTyR1EMWOV2fTIgUSRWpB0KdNJtZt2RPz3iSi7wmICADNrL+yl2EsjS5ZIkDgVK5jQwaJpVeNRWbAjdcuGRExOK8viYTXKggPYGuiJOqJhthPjogQbUX7vBSL4b2uw9oTNoib+PZlo8xt5MmNaaSwXauRPT4cYicjvOarq63Z530uzdSivGpKZ2zdXWl49jp4vSuQjL163dIzWQEh4yDV59CfLk0x30VdM5L27dhXaZTJ7TxRknWMhVEw3eeKen/DdcE6CZvcrQDXHtYFS77bavbvdtyaYkkmdyDY71Oq14WLx7aP6aEeD7J0wIMxpBoaEmPsE3v0M6FLAV48fyj++uHauN7zRNurhiSahIQc0i9/jtzf+H7trVNQNu+VqOfJ8Lsd3yevS8UfT+qdSJHjwuvSzHYkKBmnxKKzW1dQXVMLr0szDbviNfLomtk+WHRiLV5bitmXx2qTr5DGB075LKIhjIT2hYFEEBPrypqgIV1TE4zZVof14WPrNDtRmOHD8uvGx72916WhJhiEx27s1Z1zewBiDhKujxk+Y/Fb15TQ4rltbBHlYqMlrh3ePgedW6U5Jpqzy5jYjy2cRe19rH08L4+zdEm3WCAkemR8MRYeY8lbiZ+CQSNE3Uk3GwD6tMmwOGPs2FeFj9duxZc3RCZbNY4XjBgHnT+6XVjGw8nYq6uO70leqhe6FD0niFX9xCIOYJ2rpHl1PHBKH1z/0ldR991XVRMhNyLfwi27rVGYcmSIvKgr3qdoCxxAeA49oCwrFAUUjDD2Cm9Wv1tDh/xUHNmrEC+t2AC787GmWscHdS3KGp69ChaH9G7FbVIVQ8Lgd/0NhwCvy0jQZiRRN65Pfv/kxyDfa3kuK0u02Bek6urqRL02nM0STwoYa1FCRhzbXhyLjIOtL/zi5x0Rx6nLLmC/XnsOFzuO3sRqfJHU8w/vgq6Fafhu8+46t43F4nljsXjNFjzzyU8AonvtA7G9lS8d3wF9SzKhq6q5Xcf8VIstSVUV+FxaTG/jcIRefa6m5ZOwJeWMM87Au+++i1NPPRWtWrVqUgNQcvBYcf0EnPDnj1BZU4sUj/QCytVBiVxpjIYaZUAbbfBYV5sWq1ZaPFVhNJDRDHt1ndfUgFISN/ZeOr4Duham499fbIwIxTfCxUMDVOlqog1o7YPDM4aX4+3Vhui/qiooyfJbDIjm4FF05iKEwq2jujYYkahNoChGQgHRWcrGXqcOSHwTTcbhknHtcfeib0PHjtzfX4/svvFy8sASvPvNZqzdsscyaBWTvWgdi64ZRk75clVFQa/iDLTNTUG6z4V0nwtD2mY7hgPGg6j3Jw1sg44FKfhhm+E5oCkKijL9aJcX9l6INWmcPrgUn67bFvV3gbzQUhVFs1cuV4bPhTbZ/oh3VtdUS9lkxOGEp2J4ISC+PsTu2RvLmHLR2PYoywng59/2xXVsazkjDcn/vXg4SrMD+GTdNovX68gOuXj3m80x2xvZaCCIpbcp5BSieagkylVTOsWVMEJGPHuhMRwvYtsUT3gyY4b4K0ZY9SDJay0Wosx2A5JsGJO7lx5FGVi08teICZ9h7HW+BpcW9oKT29m8NK8l/O3O3/XEZz/+Zhp4LIuailXGoa4x0agOhrHU6tkbNlSHwz+NBVDhCe21JDkMn6Oq2urZG97G+fxych2Bz63hgVMMw+gxfVrjiF6FjvfstmN7RF3AShSn49c1yWkuxBPVpKoKehZn4J4T6jZaxqmGddCQ+0u5aKaBM4ZtUlPDslV1vSuZfpfjNh5diyuBTH1wSrQjDBMe3dAJTfW6wgs/QrNXSm4ThHP9lheJFUXBW5eOrLs8MBZZ4sGtqYC0mL7gyK5Yvz2yD/xdv+iezmL8U1Nbi7xUL9Zv3xf/gl89Hkkic8h0nyHrYTceuDXnHBcALMmYFMBMXKqrqqnZa0k+pauWtjaivLaL9OgqUjw6NsQx17FMj5Sw84qqKFg8dwyGhMLIvbp1PC/GZ9cf3gV//XBthNOHk/OAyC9gOX/oi2h9uqKEHUqc9GNlnj9vaMR3AbceNYGiLJUk4w7dP6c6Fk3eDzD62j0V1ZZoznjrqWg7DK1QIwFc6wwf9lc516Ffd1Zgt23xszYYfewtO1jIDkt+t44d+6qizhOt/XfYAcpetcR9TPHoSPXqGNs5HykePSI0X1GsiQvzHbxgpbNbNKzl89jri+HZK6IdQttEmTPKf8vvlWzwlvsTOel7tMcpylNVUxtX8u/6Ek02wBpldeDnSdSO5lTPh7TNQUkMJzWRUK80JwBVdU4AnwgpHt2y6GRPsC4TyyP3Qgcv5tdmj8Dbq361fCdLpzmhKHBcCCQGCRt7//vf/+Lll1/G0KGRDT05dFBVBV63hr17qi0GH3sjH29zEs3YG02zt66GKlanH1HGYPQERnUhOhrR0NWV/VlGNHJOmmx2bSXAaMz2R9Es9LrUiE6ne+t03HSUobVZkh3OPH5Ur0L8srMC67fvizDGBtxayNtYvkdSGQBUVNeYnaCqKBYdyQdP6YNznvpMKrPVYGM5EAxNTft55C2HtovPMFQf5h/RFfNf+gprt+yxeL9EGzyIOufW1FDyOKsR3OvSLIO4B07um7CRDQBOHNAGxVlGiK7QInwzlK3XqVrXpa2UFXCjPDe255i80l0jEtjF2P6wHq0wqVtBYobAUOFHdMjFdYd3wTNLjRXh+sg4qHEYUwwdqLiLZ6Ig0pDcOaQd6JESOeqqggld8w1jb4z2xpqsxyCe5AfJYuaQsoT3Ec+1pja2V5cdUd/lgdnhPQvxh0XfRCz8KXXEfpjrUQ7tgkDuB0Qo6qMfrrVs068kM2o9detqyEvcep2i3ZRxhUK47YVRlLDx3t4uOCHukdzOmLI6Slj2RYQZC11iuX9M87rMRbYqS/hyuC1P87mQ7SDhIvRAo5VTUZSo9TNZhl7jPEk7VItH9hRtCpw4oA3+88UGfLLuN4uBQdbsjYaqRO9j7WQG3A5ameHkUw2BOGwwGO6zhDNAikfHvqoaI5S+xurl79FV04suGHRut9yaZmmL4pElUZT4E7R5dGHAFNeiOMo4/P64nnWfFwry0jwhY2/d526gx2HB0CdVI0LjddVq1IpM5Bn6X6qXLk2BkCyS6+MFo9s5Gk3Ci9Ph7967fDSKMo2xWlRjs8MxjONYZRwKJVkWo36HtxU6wKcNLcMTS36IKbUTPkYMz94oD8ura+Z1JOolN7pj9PwmgFXaxE6G3xW1fbMnBpb32VsZ1uzVVSXu8jpd/7B2OfhlZ9hDV77DSyWHCVG3qmqiy1ZYPHulc2UH3Nixrypq2yVHQyqKMJJFjnXDkZi6mb9DUSLnxZqiWNrPWMnoaoPG2MRqtA0dR7UmifPoqjnX0VQFG3fstzgnWOu5tJ9LQ5dWaVj9yy4zmSdgaNALAm7NFh8cielwUROMaUg8UKLN5xONlkg2TvX3qimdY+7z7wuHYfI975tOX8lYQK6qjez7nbDLVMaD/XApdRh7VUVBcaYf2/ZWJnyuQ4GE35LMzExkZcXWViOHBueObIvqmiDSvC4zY7v8fipILEGbs2avzdiL8KpzLGJ1+vIgStiM5GzpsbCfV5RZNHSZUUKeYqEpkQY7j0uNCGP26lpUz96SrACO6GnVq81J8eCUUIbRnkXp5or7kb1bmyHKiqKgfV6KmY3X79YjJCXshixDm0vIOMBMIKSHjBMCOWxLNh7ICTPs3rHy9XYqSMUFY2JrFx0oYoVW9uyW6+FfTN2s8Oq6HkqMYBnQOIbV1G/2c+sx3SOkF8KrpuKYklZpHRPn8twUvHXpqJjbnCVp41VFkXGQURwWKOpCHE9XDe/kRD17LQmtUHfbkuF31WtQdtHY9rjWlgFeIE+gNFVBikeHosRub84YXoa7ftfL8p2uqnUmpKovIquwINFqaBgvjZ3eWvVrQh504lz2VXhHPbE6DmuPbHAqRkm2H4dLmZv7lmRi+uBSyzZXTOoUta66Qh769qJ1c3g2uqagurY2wvCmIJyoQteUuO+3PJEQ7Y8qGXZEfS8MtdVyX1iS7ce/LxgGwGrshWS0HlyejY+vitRblMvdmLTkqLDYyxjNH7euOmrBm8laozxbl2Z4bcUrK9M2N8ViFBA0qGevHD4a+lN4nqV6jfZeVxXJszdcprBhJSgtdIeP7dKVhMutKkrcocpisUnuWxPJewAYRseZQ0qhKEBeyGgVT6ZzRWn4NiXDb+jd28fLLl2NqldpN6AJdE0VPYtlzOtza47SBU6Jpdpk+81xXjw6ujIKgJ5FGebfMl6XtX77bJ6PTgsgdnwuLapRN9r3Hpdq9id2nfC6qEsz1EnOSpAVcEcdL997Ym/H70XCPDH+dWlq3H2K6aQjbX/q4FJcNrFjXPsDoXlQFM9Pq7HXWrfs542GAuEAFYxwPhD3amr3VubYxsgFYS2PpirmeH7G4BIMbx82yJ8c0q8V4w2Rf0d+DmbuC5shWU6opasKvtu825KkVVEUTOluGJblkntdKm6f1gNfL5hoSZx+xvAy8+8Uj27Kd0S7TaKMD03vaxn/AcCfTu7jtEvciPIG3Fp4Pm8rh7yA1hjjmPr0faqioLK61nxuyRif1EgSITGNvfUwyNvvq1OiOcv2MOZuslwLCZPwE7jxxhtx3XXXYe/evQ1RHtKMGNw2G1Wh7NxCTF5+Py8c2x5Tu7eKsrcVeZIrE82zt84QyVjGXtkjE4bxMVoSJzt2+5LIeikOeWyciUDs5bF7KsgawgKXFn2Q53NrMbUOLxzb3qJDLDekb8wZia6Fxr4BT+QA0X4vK6REDJqimBlZNdU6JZAH2eU5ATwU0k+0Dr4jJ1aChgzPEYhOqIOU2VyeSMji/2Kw49IMQ6fTpLChkAddACDbd+zG+fowVMos3zrDB12N32gVL6I+iwmBOHy84xZLVmal7pXp/qVZOHlgSeyNHGiXl2K+D3Y8rrDnpq6p8OhaKBt39IsoyvRHGA9nDi3F7PENs5Bxo80rNVEdRUN2Ivw5Ec1esa09lFNTlAhvpLqOGiH94rBDp4I03CdNBgeVZ+OiOpJbyLhDxpFoIaYyov21G/cNGYf4PXsF8j3yucOLhsIIbLZNIY8Z+aiaNBGqtugWq6bh2Eg85Nw2/N/Zg02PNNIwOGW7rvexmqDp2GnSGC3hlEBXVUdjXTT6lmSaWvoyds/HZGJ69koGW2GkSfHq0BRDtsWMgAlt43FFaqkCVkOpR0vcI1lR4o8EEe1CcaYfJw4ohqbWzwst1atDgRGFI8pQ57kPgtEjw+8O1R/72Dh2ZXAyVuvSmEq+v3U+nii/dytMw6uXDI+7HKqqmNrM9lsXSw7otmO745RB0RMSWo9hP79BtDGjAilBZxx9omVfJXZoeDAY3QEiw++OOh6IJnkgDHHi2Zdmx5/fwFywj/FeOf1y4oDwfa+srrVJK4W3y5OMvVbNWg2tM3wxI87kcbG4NnuzIg45a1jYSPryRcMi6oWiANWhdirdtoAh5q7Cc7qiuhYeWzScHKkhF8Gjh52RNFXB/qraiMW/P50cmu9JdSIQciaye0TL9Szg0XHeqHbo1Cq6jJko15C2ORHJg6fEaXOoi68WTIqqcSwbp53o1jotKWWIRqJ9yKSuBWadEW1dMsYnVZI9ItY8I5GcIdFIraMfUxQFuamecKJpYiHhUcCdd96J7777Dvn5+SgtLYXLZbW2f/bZZ1H2JC2RmtqgZeAlT3SPsK24xSKajIOs13ThmHb4eK0RTlO3Z0ZdT5YAAQAASURBVK+C1hk+HNErsgx2TaJ427zB5dmWThwwJuyJek44ldVlu3a5MxW4dc3suA/ofHCWTACEZ6/d2Gv9XFFVYxokVFUxw750zZqR2PCAEwMC1Vztlj3j5A7C9ISR9hEIz+Nk49ZVZAfclronX7890z1gDMDmTu5omSA09ERH3CfNNJhKBp4kW2WvP7wL2uen4Lc9yQ2HMQ3VUqaTVI8ed8InzdbOHMhQZfHcMfXaz+8Kvx+GnpwxcE30CRjagwfHIyBRzwPZsxdIbGAptrQbexUlcnDZu01GTIkJuwZYQ9wvdyjsuTbonA1cRpdkHOSyuDTDU7FjfqpFA7gu5H7D59JDx5U8e0MF6phvnfQc0bMQKSEPQ8AIZRSe1Mf2KcKE0CQuFgPKmn50Viyv5IONk6xHTBrg1W5qjtCiXZFf604FxiRXfj8Cbg17hK6/pgDBA1/I9ejRQ9QPGGHsDYbbILGAkup1mUYYIV8liuHWVKuXvQP2RLlxFSfK2NgJXTNGT3lpXtx6TA88++lPlqRI8aKrhvbvqJChPZ577dKdjd3JRHj22qMAYxnD5X5H3iqcoM2eWC72tUa7F7qmmvU/KorjnxGfvK7oiT77lsTXdjslaDP70ihVojDDZy5MByNKFRtNBaqroz//WocEbYJo2tyxyPS7LWOV80ZHJqmLhjB2xxq3O13Jrcd0x3vfbAZgeMLK75aQ5ehfmonDehjzzssndjSf40fzxuLSZ5fj/pP74Ntfdkn7hY25cluqmGOB+PRVnbzRZRkHu0ORMFSn+1zYvLvCGHto1nmn7BEvF8Hr0iLkqMRzsCfClZuE80a3ddTDlosW8OjhfA1RrvVgLCzFYpTDAqTMNVO74IQ/f3SQSlM3D57aFz9tMxw0hSNLMlpq2flMlj+yUx/vZ/seTkkoredI+BSHFAkbe4866qgGKAZprlTVBK2ZbOt5HFVVHPVx5AnxCQPa4NtfjAySda1KKQA6t0p1TFwgdywK4vea+ftZg+LaLlFUJdJgJ08KwpMJxbKSVl8URTETh9kbyIBHsxjVDMOwfMOUkGdv2BNNzG9kbzNpcwAhPa3Qd7J2l7y5XcZBviefXhN/xuZEcGuqGXoqkL1E5EGW+FtXlQitvYYO5RH3Rnggi7K8ctHwpGsXKopi6oUmE01VkJ/mkUJDjYFdXeE5Ans7cyAJBmR9vEQozvKZoX56qM1y1+HZG42mlnRJcO7ItijJDmDi3e8BSNBrPbSt/Zlqalh7VvDMWYNjHkq0MQ35Zrk0w0AhRxtEQ8g4QNr2/SsMzUZNVfDAKX1w9b++jKsuZAXcFsmfrIAb7lAYqpz8EgC6FFoNCEf3aY0Pv91inqeyphYvXWjkUHDralJ1dRuT/LTI8P3G4hSbNEo8JPP9bopthah/TkWT24wrJnUyM927NBXVNbWWtvzty0YlfO4RHXJjZrQ/EOTrEu+gSNCW6tWhqYpVsze0n1tXHUP55ebgiJ6tkRlIrNwK4tfs1VSrvNSYTnkJG5cBQ25CQfja4vGidmnO159MMnwu6HF49gZtfzstGBoJ2hSLB6WxjfO5xTzhQIZFln2VKN/DMMTV57nJlOT4Ma6z88JfNM/e/1w4TFrEiaG74EBdMg4zhpTiSAfnG8Aw3CZ6uRl+l+llD8A0sMaDeNzx3OOJXfPx2le/RHxfUV1ryzlizCazAm7T21TkEQCAgnSv8VxtiwuydjMsc6PwIo+9/Y+3P/C79XDkpT0JeMhQLRwPVEUJJfWzlk06a3hfi2ev6rBtGDlXg9+mHz6ucz4WrfzFcj/EnD+WZnRDRXWM6ZQXsWDTu02Go+65QFGAZdeMMz9/vWAilv+0PeFzd0owIbOQyYiXVK+OaX2LwpIwSWiqswJu9ChKxxc/7zAj5JKF/dnL0adOHCznmeZKQsbe6upqKIqCWbNmoago8XB10vKorq21DBzq+65rigK3w4qfvAqowAixxld1n0d0Xk7IndlVUzubulkHynl1rDxFo64EbcJM6tJVMxv8gXLh2Pa4841vIhpUZ81e6zaVNbJmr2IxzkZNCCF5/coev0qMAe/Rva0axPWlZwx5C5eDN4514KGbq/eH9SjEE0t+cAwZPBgyDjce2RWDyo2EdaJTtRuCknm+RDrPAaV1e5sc26cIV0/tbBqzDO/c+FsMr0szvQbsngYHC0VRLIkphIxDfcYZDe0FVV9apfssyTYSmXSK99pJszfRpmt0xzwUpnvNe9s2NyXqZLG+uDQVwWCtpU2KtW2VaeAxts1N9YRkHIw2XNeUuCYin11rXbwqSPfim5sn47llP1uStQHG88hP85gNpEdTodk8iHObsYH3nhN6NXYRkk4yu4OvbpiIWY990ugay3aiNQvH9G5taTN6FmeYf+uqgmDQqpFalhN/+LWgY4IT40QQJZ89rgPW/LoL1774lTlBTvXopuawaL/Fe+jRnT175X6qTYxs6dEwNHvjNPYq1vFtfRd+jIUnWAxPdeHS1IgknMkm3RfS7LU1snXLOBhcMSmsyeoKXaOqWI3HdS1yH4hRwWrrjXSS+TAUcaSqSlT5gnhJ87rQtyTTev7QiaL16fK1j+6Uh9IE3k3D2BP9+ad49IiIH0FRps+iSxwPXpdmamgnijBQxjO2eejUfiid+7L5WVyh3bM3nggkr1uDqjpETkVZJIr23sf7mmX4XWaEgkuNnGMCRiJXYYD2aGqEIdooi9WQ55ESgguvel1VsGjOyITK+vD0vii/6hXLPbMYe6MmaGuY3tAugQYA/zpvaNTti7N86Jifamln/W4dPYsy8PSZAxM696uXjEhoeyGTES8Zfjdun9bT/HwgzjKCSd0KMKlbAUrnvuzo7HUwaWrjo6ZGQsZeXddx++23Y/r06Q1VHtLMqKkNHvAKNGCs1Dl1bPIAQFFCxl7U3dgrSvRQQVHcNTdPjls7LhbdWqcjL9WL04aW1Wt/1cFTwSOt7MvG1GQYiKINOAGjo40l46DA6IRbZfhMr2kx4NFUJWqLqynhjiDaiq29GtXHm8qJF0OJjJxwaWrMLMqdW6Xh6xsmATBCn1M8ehRjb8N2NZqiQJMWPhraUJhIoqm2uQEsPLZ7ndvJk37gwAy28Uw+Gxrh2VtfY28yBlsHg0TqttjUPqlT1dgTQcfzqgoURTGfdbfW6bjnhN4JHaMu3OYCWvRM4QKrTieQn+axLHq5ddXUAK4vqmJNFumEx6Xi6N6tzegMTVXqlRi0qXBkr+Qs6rVUAh4d5bkB5DQxg74qd+gSdx3fy7Zd+G+XpqI2GEy69FAyEQavwW2zzXYsnKDNZRoHq0xJrdAiTBQZgwPVWw6Hc9dNsibcrlDyMqdEutFwa0rUxH3JQtdUZPrdEXMF+2e5r5H12GXJKFdI8kJRrJ6udV3rgdzeWDkqACNfguC0oaV4/9stB3A2h/ObEml1X8WQtjmWJFp1Hlup/7j0jOHldW/kQE6Kp14h/Yl49kajsqbW8l7e9bteePKjdY79v5BN8uoadNU6RrAXQdSRaNKGiZAeSmKnKU5zTOPYGT5XaGHHOJ/mUDYx7xN4pZwywutVnp9bryd6+RRFgU/Sls5N9SAtFLERqyY1toyD4Jaju1uS3gkCHj2hd6cxSPbsI5z7IjnHS3SOR8/e2CTckowZMwbvvvtuQ5SFNFOS8Ypl+d04dXCkcc++2is6k7oSVhg6XM7VW06wlAz+7+zBmNqj/qLwqhLpmSAnggobe1VUJcPYG+PWuTQVfo9dPD9yuxSPjnNHtYWmho0T9kGMvK+RvC00iFGthq6nTjdWQM3rTehqDgx3lCzOI6SMnrJMgoLIRYTxXfLrlQQlEdSQPqzAHhKfbITXSzy466mfqKD+A45zR7XF5G6JhTElG01V4DU1exO//qbo2HvigDZolWENn0/k2aZ5XWid4UOOTdtcredE8LCerSIWCZKJW1NChui62x2Xqlo0yvq0yTQnZlkBN3xuLaQDeSDGXsUxw7clyZOuoVNBmhkSmR0jkzlpPJL5et96TA9cOiH+TPEHg3iruVx3RXLTplxfLTJfob/Dxl4h46BGePbqIUM2YIR4Cw60q3aK/IqGPM46EFwhSRnTszeOh+3SVAQ8ekTUQrI5bWhpxBjM/jlaVyPfG930XlYs8wmn+2eNQKv//bU4WkgfnPrYMZ3yG8xTriEWW6xyBAeH7BR3vcaeckLV+lJZXWvZf2qPVmifl+r4zP7vbEOyyhvyiHXynj1lUBurZi9gGj7txLtwnuLWoSpwTIop7kGKVw9p9RrzIUseZGkOKi9adSxIxagOxsJJXXOf/qVZWDIveo4Mn0szjbd/+F0vpEkSYNEeraIA/zx3SMzzHgyas4Hx6N6t8f4Vo5N2vGRLayR6a5vxozgoJGyhmDx5MubOnYv//e9/6Nu3LwIBa5jHEUcckbTCkeZHfft6XVPRS5rU9yxKx4qfd9hkHBS0y0tBu7wUSye74voJWLdlD468/8Pwtkr0AU1Ta6BVxTnERlOB584ZjLYhfVhVVZIm4yBwuhVpNr1Np23CmYytYe32TcU3uuRxYjeaDGufEzqP1bh9MBjePgf3nhjpLfjErAGO2ysOhvnxXfIPeAW+Loa1y7FMQpOZ6d2JRGQc3AkkpZI5EM/eo5Ik8XEgiKzCnnpmhm+Knr23HmP10P79cT0SqttuXTVDUWU0JbaeXzTmTe6c+E4JIBY1pg8uxY59VTG3Nbz5hIHHGtZ47WFdQttET6wTD9H6rSDCyW3s2vZNzeOTNLyGe1MglmavjLgVHfJTUBtMvkdRsnF6dMLpIMWrh0LsVewXCdpC2+hquI3bU1Ft7nug16sgPs/eJ08fgE/X/ZYUSSnT61WUIY5jOkliNQSH9yzEC8s3RJw7Fmb5pevQQ4Zx1ebZW9e1HsirLe+rxXFOlxqZU+JAiEdqoL5EUSNoUOZO7lyvhSNhXDyQd6WqJhhR71x1RPYUZvjgd+uWbURZBpRl45X/bTK/V1UF9xzfC+c8FZn0Pt77rKoK0n0uo6y2ixXnzfS74QrlnXBrzgkkFds5s1M8pnRBIOQcFK3P01QFrdKj58jwSokEVQXmfHJE+xxHT2FxLrtEycHms2vHI6OBdOOjYU9+dyB4XRqKsxKXFYpGXW1KbqoHsxKIfk701TwEhlwHRMLG3vPOOw8AcNddd0X8pigKampqDrxUpBnRMG/Y6cPLcdHfP4/QRPK6NEzuVmAJb0r3uVBi00ITOoqOJVaANy+N1BZqLI7vX2wK+guEjEM/SQtVV5OUoC30zI7u3RrlOZGdaYbf5bg9IGm4SR67XtOzN9JAKG8n0KJcR2M4++SneXFEz/h1QFVVifQqPwgDXHv9aOhBtSsBD0Uj5LMenr1K4qH9TQlNlnGol2dv07/2uiQF4iUz4EaKJznHSiYiuV482te6Fl5sM7zSI5/fgco4iFDK1jESCNoNP7mpjWfsbQZVuFE4rm8R2uU6T1RbCsJYUFcdEO/D67NHYvI97zcBAZ7YyP2e+DPDZ0gTpLh16KqCnBQPNu+qsGzv1lUEg0GoCrC3MjwPOtA+TlHi0+wd3j4XKzfuPKBzCczIngSMg9MHlzhGJSQbwznCWp5Yxt5gFIkeMSa1a/ZGO5Z4jAe0mBe6oQG3hnNH1p3jQ9cUVDbAlLpBPHtVpcE1m+30Ks7AbmlhJV7Es4+WqM7O1B6t8PIXGwGE3+eq6lrzOANDMg3GeCL6cUTCtq82hN/TsAE+cnvDG/fApGEy/G5s3V0RMR/OS/Pg+fOG4J1VvxrjllD0oNO7HmsuIByy6lujvK5wFKGqKmYUxbwpDbvQf6A0pFxNc0RTFCMZZpSakJPiwbmJ5DVK2LO3qY8sGpeEjb21tQ2/ckuIQFdVLL16LAbc/GbYywCRMg72BkZB9AGNosD0lm0KdGsdmUDMo1s73Qld8jGiQ26EV1d9EIf9g01bT/CH3zl/bz2GcRBNVUyDkOag82qRcQj9rWuqqX0pE5ZxaLqNdiIhlQ1JbWhS2VBoqhr3U3DXU7PWCA1rvuiaSNCm1etZNEUZBzvJmhTed2LvJrny7krAE9elSgnaonilGwte9S+PkPSxe0fbZRwEr10yAn9+7/v6n/AAqA02vSiZpsI5cRhymjvCTlKX4UG2p7g1BarS+P1nLJxqtFhgUVUFZTkBjOyQa3rvhj17jfYh1aObXr9AEjx7lfg1e3XVWTc4UcQCbiKavZO711/KLBE0VcH1h3e1fBdL1i1aQmA9lGPCmE+E76/d2QGwtr8Htphn/J+d4rHmI4ky2jp9WBnue2tNvc8XjYaQUWkMGQegfkZG09Af533444m9TWOvwOfWsLfSaAP+EZJpcGvxRcTJUwhRBgWG80M81SuR25zuc2HHvqqIeYuqKOjTJhOvfbUpZOQF3JqzJJsS5Zzf3DQ5XP56VqkUj27OJ1tn+NC7TUb9DkQaFZGXQ4nyTiVqu0hcszehzQ85GlZokrR4VMWqH3qgySgEpmFXAfJSvRFf2jsu+/xBjeHZ2xwwtJ3C5f/z9H4H7dyZthVLi16Z7X9DxsG4+WLwbNk39MWErgVmyIiuKo7aw6r94E0QI+TPWsBk1flEaGhDS4/W6SiNM3P4gRi/m71nr+sAErQ1A2tvstrQA80s3lAk4pVuTGpCxl44G3H0A/TszUnxmAlPoiEPmkuy/ZjuoHV/MKgNBpPm+U2aH/F60sjvg+Ex2rTbPWtC2shrvCOU0Vws0ocXsRUMa5eDD9ZsseQ9ONAublB5NtLjDBfWteQY3FxayBAauramtgDfxjY2ie3Za000JRCyY4qiWMZ0Tn2VPMZLxrjLfohohzx1cEmDGHsbgsaQcQDqZ2QU45peMfIBXDmpo/SOR54kJ8WDXfutXsVC67ourAnawsZSZ8/IyOMl8opn+F34+bfIBG2iCJXVtWZEkscVRcZBcR6rJ0O+zi+Nd4qz/EmVFiAHD7WORUlvglEfiW7f1PqopkbCxt4FCxbE/P26666rd2FI88PjUi3JKJKNNTmWWAGNHNxFdI8ORrnmRHbA4+jxmwwSuSsel4ZqR8Osg2dvDBkHMahat3Aqjv7Th6ixyTjkp3nCmr0JlO9g445zMNfQGOGiDVeOzIA7wugfjfom3FFDYT/NFV01wmsNz+bEr/9geMEsmjOi3vs+feZAdG+gNqipUF9DvV2zV+CK07MnGoPKs2Oc0/hfHlB7XVqDJrCLhYLEvTVIy0E0+XXLOIT/Njzpm3arb1ncjuNVFuNSl6bgsdP644F3vsPD78ve9gd2vcf1LYp7WyOC6sDHBS5dTViztzGpa8HZaXyih+6VnCD58okHJwlivLcz2WO8hhy7amrjyHLpqoqynEDdG0poqoKZQ0ox/4iuUbc5vn8by+cV100AEH6bnzx9AL7fssciKeiqQ8ZBLrNAbB99v8h7msgifLrPBV1VIiQrxBEqq2tDidmUqDJUCuoeq9fX2Da2c1699iNNC01VEHDrFgkjGTkiLR56FWfgqxsmxr19Mzb3HBQSNvb+61//snyuqqrC2rVroes62rZtS2PvIYbPpWFfQ4hKhdCkjkfWi3UKSbF+tiZAaG5kBtz4Xb/ihjl4Ao3ifSf2xk/b9uKw+z6wHiJ0DE2RNXvDof8PntIXFzwdmVjA2E5BlU3GIdhMQoI9Tl4fjTB3ramNL9zrYODR45d8kIkWGtZc8LmNZD0eXavX9RekezGgLKvuDQ+Adnmp9d53SNucJJakaZIVcGPHvsQ1b43nHVl5jYWPAy5WTJqKgVXoC5NDk3j7a9nA5NZVVDdxKTinHAUxtw9t49JU6JqK3FQPdkoefwezj3OpKipw4PfXHdLsFc+uIcL+k0ksGQcgPI+Q66KQqlIkzV6hqWon0ToRjfAcxtkpIvK8zQePrjWKxJlbV/H2ZaMS2scwfiZ2d9Nt8h7ZKR78srPC8l1dCdoE8hghXBfiK89n145HpoPUSDSGt8/Fqo27IqUPQ+cdWJ6Nkmw//rd+pynnYOeWY7rBrTVMFM8Zw8sb5Ljk4KIqCgIeHfuqnO1Bl07okNDxlNDx4t8hocMfciTcMn/++eeWf19++SU2btyIsWPHYvbs2Q1RxrhYt24dTj/9dJSVlcHn86Ft27a4/vrrUVlZGXO/UaNGQVEUy79zzjnnIJW6+eN1aVZ9siQPbJ06HgWRSbIiPUojw1aIQSIrsOk+l6XBNb1vxWq0lKBNVcKTgqyAG7XBoOOZnHTlDNkN4+8Uj95kM8w7JUppDHtlTW2wyciUGMncEt8vWmhYc2HupE4AEDWpRV0MaZuD/wtpvZHGoWdxBo7q3Trh/aJ59uoJJDZM7HzyOZqOgZXG3kMX0ebV1YTLb8P4LvlNQvM+FvV9fYXnXLZt7HIwezg5N8KBENbsbR7ErFPBsCekuJ4l88YgxatDUYQ0V911UjzHA9LshbUc9u/tJN2zN6lHs3LFpI54ZEb/BjxD8tDU5Mj8tc9PwXPnhMdwbk2Ja7FXdmLSpDlVMOjU/li/yAq4ExpjHNe3CKlePWLcII5wRM9CnDWiLTTFmN843Zd2eakR0ikRpWwujQVpEFRFgd+jRa0HPYoyGvz8JDpJ0exNS0vDDTfcgMMPPxynnnpqMg6ZMKtWrUJtbS0eeughtGvXDl9++SXOPPNM7NmzB3fccUfMfc8880yLPIXfT82YeJk9vgNSE1l9SRBLZmTzOwcZB9t7riB5epMtifFd8mNmenci1l3U1LDGmaIolmdU6zhwEVntrVOgFy8YilSvUY8mdi3AqI5NM7THbtyYOaQUnQrq7z1ZXzL97oRD1xoKtx6/7qlMPKFhTZkuhWkAgLLsQGIr0KTZI9o3Oy71wDR7mxMKnBe/yKGBWHCvqw2X34dTBpU4JsBqSlhzFNT9Loc9e40/slMaL0u7foAyMvJxDM9e43NTX5SNrdkbKXnVKt1nenYqSqTziJ1EpT3qPI59vhLNszfJXUlDdk1+tw40XtVPiII0Lwa3jS6ZFC8uTUW/0izL53gMsfLcVF6ICEZxkDlQnGQN7cU0NHu1envxHxqjHhINRQECbr3RlghZ/2KTtBnqjh07sGPHjmQdLmEmTZqESZMmmZ/Ly8uxevVqPPDAA3Uae/1+PwoKChq6iC2S0Q1klPNKOrACM6QsDmOvqiQepnMo8PABJnoLj1XFs1AsSXoidXcjn4GuKhGhnPlpXvNvVVUsmYqbEvYQ6liaXw3JMX1a48hehY1ybjt9SzKR4k28K1EUNI5bdJI5cwTD0A4VhOeNAmfNZSOM8+CXqzFQFMOrnRyaiIXPugyB9vfksB5No9+KhiVBWxzvsrg8EY2UE/A4/n4w0NX6aZDbMWUchGBNE++nYxlrg7Jnr7SZ8IJWFBy0KEAnW+9hPVohL9U5kq35+FY3LzID7no7lHhjaI/G2/9bctGIKMkGXiSONPbaomNVBWleHdcf3qVBy0FaHmtungxdUw2nl0Zqsg4VJ4v6kvAM/d5777V8DgaD2LhxI5588klMnjw5aQVLBjt27EBWVt2aiH/729/w1FNPoaCgAIcffjiuvfbamN69FRUVqKgIa/Xs3LkzKeVtCSRjTPj67BFol5sCwCrjEPYaVeDWbR0X7B0ZPXuTRaxGVFUUS9ZMuyaZs2eviqqaJj57iEJTCVtuSjIl9kQW8aI08wRt5NBFhFzaSZZnnZ1p/Yqxp6Ian/+4PenHrj/KAev4TerKRfbmSrxyDPurmrZGrx3FYcwZC9EOlIYibbIkz9454zugVYbXabcGQVOTYx4UMg7iYAcjmeiBEG+CNvnuqIohVGE4hiQ2rqtvUszwuDhcjj+e1Cf69kkebsaqHU1FC76pM6g8C19GSRxlJGiLw7NXsdZDoGG9uxUodco/qSEZh7zU+rVXtLUduoi6FXBrjWZ0Zf2LTcLG3j/84Q+Wz6qqIjc3FzNmzMC8efOSVrADZc2aNbjvvvvq9Oo96aSTUFJSgsLCQnzxxRe48sorsXr1ajz//PNR97n11ltxww03JLvIJESH/HBYvEXGQXqZ7YMzu103lmcvV8sTw7ERDX2n2bxwRUMvbr3Trl6Xhq27K0K/N69n0VSMvS2B7q3TcXz/BkpCSEiDoUSVIPHoyfGsszNnfAd88fN2vPK/jck/eD1RlANvDx88tW+SSkMONvEae5vbonuinr12Q2hAGg9dNLZ90soVD64kaYa7bDIOTpI1TYm66qLTurimQtLsTeyeDSqvX2JVcZZ4z5fsN2ds5zwsmjPC8bfVNzUtZ62miqIoSIki2+WOM0Gb3CaacyXFcJay754UI7wSRxJDtf4JV1++aBjKc1LqtS9pOfg9eqPN6BsiV0ZLImFj79q1axuiHFGZO3cubrvttpjbrFy5Ep06dTI/r1+/HpMmTcK0adNw5plnxtz3rLPOMv/u3r07WrVqhbFjx+K7775D27ZtHfeZN28e5syZY37euXMniotptGgIrJ694RXQSBkHuwiWkW2XHDhpvrDGnmIz4rZK95pau0D4eRWke0PbRzbAfpeGn6Nk7GzqzD+8cWQbWiIDyrIwoKx+kyZCGgNFnpg5eLsd378YnhhhngdCj6IMLJk3tkGOXR8UcPHrUMZjyjjE3q5jQSq+vbn5GJLsMWN1YTf2Nuakc0jbHFTWHLgntX187XdrSKuHVNPBIpYhqzYYNJ1D5EdjelTG4fUoc+qgEnSsZ54GcX6vK74+Itlecl6XhnZ5Bz/HxKGCW48vQaL8XOV6iGCkA0wyxhMK6k5CaGhXR27z2bXj6zx+18L0+haNtCBSYiRoa2ho641Nwr33rFmzcM899yA11dph7NmzBxdeeCH++te/Jq1wAHDppZdi5syZMbcpLw9rJm7YsAGjR4/GkCFD8Oc//znh8w0cOBCA4Rkczdjr8Xjg8ThrLB3qJDuRg+ag46BAgcsm4+Dk2cvcMckh3Rc9oUrvNpkAgOmDSwCEByr5oVAgp/bX59awr7J5GntLm0hSNEJI4xFtYJnqbdrJp5KJojD091AmXs/eRLdtbBJNxuXk9eqL05iXbHxuDT4c+LlFoikxnM9P8+KL+c6h602BWAb22qCzJq+h2WtEpsWTNFDMbc4YXn+NflHOeOsHDRjNC1d9PHsd9KRlkqGLH48utVMuHADICjSTrHuk0fG7G8+zl5q9sUnY2Pv4449j4cKFEcbeffv24Yknnki6sTc3Nxe5ublxbbt+/XqMHj0affv2xaOPPgq1Hp6dy5cvBwC0atUq4X1J8nF6gRUlMgu4fbCnILpnb1PROm2OhL2rrfdwwZHdQt8bn2MNYLwuDfubqWcvIeRQJwgFapNPWtTQKKh/2Cdp/pgJ2lqY8rpsvI1Pszfy+lfeOMlhy+aDS2tuAlvRiRZaL/SN2+WloF1e7BD0ZN+LeA1oLecpHBrEm6DNWcZBcZRxiJUQLl4U1J2wXFPYn5MDI+DWKafQRIn7zd65cyd27NiBYDCIXbt2YefOnea/3377Da+88gry8uqX3TIZrF+/HqNGjUKbNm1wxx13YPPmzdi0aRM2bdpk2aZTp05YunQpAOC7777DjTfeiGXLlmHdunV46aWXMH36dIwYMQI9evRorEshEk5eFvGEpPRqk4Ep3SOTv6y4bgLa1zGwI/XH3s7vczDqDirPwpTuXEwhhDRTlJZn5EoUevYe2ggvsJa26FGToEBtU9ezrQ+uBtIebww8uurofJCoJ1gyH/M9J/SKa7uW8gwOFeL17C3PCeCInoUAZBkH54WjZHn21hVd0S4vBZlxeLgTEo2AR+PyVBMlbs/ejIwMKIoR9tKhQ4eI3xVFadSkZW+88QbWrFmDNWvWoKioyPKbaECrqqqwevVq7N27FwDgdruxaNEi3H333dizZw+Ki4tx7LHH4pprrjno5W8pJHvcK2ctFX+pSqSMg500rwtpDiG16ezMkkK0uy8PdO6c1hOt0n0R24zqmIdRHfPwp3e+a6DSEUJIQ6GEJmaNXY7GxSnChhw6CJ3UlvYayMbeeLyU7Jq9LQG3phpjvBZwaR6XGiVBW3z6qg1BvBrBNPY2L9wh+ZO6UFUFxVnG3EhsH81InIwF1XhkHE4dXHrA5yGHNgGPnvwwCJIU4jb2vv322wgGgxgzZgz++c9/IisrnFjH7XajpKQEhYWFDVLIeJg5c2ad2r6lpaWWlbPi4mK8++67DVwyciBYMyOHV+c5yWwk6mjI5fCkY/sWxdiSEEKaJ6qitEgjTyJQxuHQpqV6dcvvdXwyDg1XlsZCaPbW5VTRHPDomjkulWURNEVJSCahMe4EdSibF5kBF1pnRjq4OHHR2PZYuXEXft21H0B0w37AfeCJEQ0Zh5bZXpOmQ06KB7OGljV2MYgDcbciI0eOBACsXbsWbdq0oS4HOShYZByk75tTwo+WSNSBiafpZmwmhJADIRgEFCWIG47oiuqWGL+dIMnIFE6aJ2EZh5b1HsievSleHQVp3pjbt7TrB4xF+8N6tILfrWPdwqmNXZwDwqOruPGobli08i3LuDXg0eFNIES+MZ4yZ9nNi6JMP04dVBLXth5dg9+tWWUcEBlNkOJNgrFXQZ2avYQcKJqqoFvr9IN+3g+uHI0U2h5ikrDFrKSkBB988AFOOeUUDBkyBOvXrwcAPPnkk/jggw+SXkDSfJg9rgM65qfWvWECKBbP3vB3TiEp0+hJ2uAo5v/OA4eEG1yOPwghzQS3rqKmNojMgBu5qZ7GLk7jooCevYcwLfXZy569OSkefHTV2Dq2b+gSNQ7H9GkZ42m3rjrKiU3t0QpjO+fHdYzG8m2iU1XLRkhjGh9Ci8m2bZJlxGJictJSKcr0N3YRmjwJj9b++c9/YuLEifD5fPjss89QUVEBANixYwduueWWpBeQNB8uHtcehRnxhbAcCAqcPXtvn9azwc9NYsPVNUJIS8Xn0jgBD6Gg5Rr8SN2Ynr2NXI5kU5zpx+nD4g9FPdTlXJo6Xlc4+qC5tdx0xmz5iGccTWYhNSmevQqjYQk5hEn47b/pppvw4IMP4uGHH4bLFU52NXToUHz22WdJLRwhMsKblJq9jU80e4emKrh6SueDWxhCCDkI+NzMNixQFIX98CGMaehvYbbOvDQvrj2sS9zbd8hPxexxkUmrSdNAXpA6oIW6RqjnXFhs2SgwtKO7t05HnzYZjtskw9gLUMaBkEOZhEfqq1evxogRIyK+T09Px/bt25NRJkIAAFO7t7J8lqJduErZSMQz9jxzRHnDF4QQQg4yfjc9ewUKjEz35NDE3UI9exOlIN2Li8e1b+xiHPJ0yE8BAJTnBizft9REgqT5oyhGEj6fW4OuqQgiGDHHSvUaTnV3H9+r3ufRFGvybELIoUXCvWBBQQHWrFkT8f0HH3yA8nIaeUjyuP/kPo7fq6qzZi85eCTt7h/qM0VCSLPB59YbTb+xqcEIm0MbLriTpsT8I7oCiDSKycZeNt2kKaEAkNUbomn2FqR5cVTv1vU+z6mDS7hITcghTMKjtTPPPBMXX3wxPv74YyiKgg0bNuBvf/sbLrvsMpx77rkNUUZCAFgTtFErsJHhuIEQcojhc2nUUQyhgF5zhzJiDBakZi1pQqg2o5ZVxqF+x0ymoWzx3DEJbb9u4dSknZs0PVQlWrprg1TvgS8wj+kUXyJCQkjLJGExmLlz56K2thZjx47F3r17MWLECHg8Hlx22WW48MILG6KMhAAIa/Ye3bs1XPTsJYQQchDxuzXEnpodOqiKAo+u1b0haZGIMRhNvaQpYTeMNbU26mAksSbNA0VRMLl7K3hiSOIE3HrEAgYhhCRCwsZeRVFw9dVX4/LLL8eaNWuwe/dudOnSBSkpKdi3bx98PnZkpGFJ8SRHsJ7Un6QZPDiGIYQ0E3xuDVGSZh9yXHNYF6T7XXVvSFokjK4iTZEIz14tOQnauKhBko0C4LDurZAZcBtfBCPrqKoqSUvSRgg5NKn3aM3tdqNLly4YMGAAXC4X7rrrLpSVlSWzbIRYCHK41aJ4eHo/jOyQ29jFIISQuPC56NkryBITVHJIIoxoGr3OSBMiloxDfWENJw3B5O6tELA5Lzk1p2leLqoSQupP3L1gRUUF5s2bh379+mHIkCF44YUXAACPPvooysrK8Ic//AGzZ89uqHKSQ5wzh5dBp0tVkyEZ87vxXfKRn+Y98AMRQshBwO/WOPMnBIYRrW1uAP84e3BjF4UQE7umejJ0xelmQhqC8V3y41qM6F6UfhBKQwhpqcQdG3DdddfhoYcewrhx47B48WJMmzYNp512Gj766CPcddddmDZtGjStaWkjkZbD1VO7NHYRiATtHYSQQw2fW6N+HiEAXJqKgEdHbqqnsYtCiIk9DJ5yI6S5EC169drDOP8lhNSfuI29zz77LJ544gkcccQR+PLLL9GjRw9UV1djxYoVSc1USgghhBDS1PC7dS50EQJAVxUufJCmQ8hOZvfspYwDaS4Eg6xrhJDkE3cv+PPPP6Nv374AgG7dusHj8WD27Nk09BJyCML3nhByqOFzaRHGBEIORRRFodckaXI0hGYvAASDFHMgDcug8my0zmSSe0JIconbs7empgZudzghh67rSElJaZBCEUIIIYQ0JfxujQtdhIRIhh4qIUkh1CxrttU4j54EeUE2+eQg8NQZAxu7CISQFkjcxt5gMIiZM2fC4zH0ufbv349zzjkHgUDAst3zzz+f3BISQpoctHcQQg41fG6N835CQpRmB+reiJCDiH1smhTPXjr1EkIIaabEbeydMWOG5fMpp5yS9MIQQgghhDRFsgNuXDyufWMXg5AmwY1HdWvsIhBiwS7j4NHofU4IIeTQJW5j76OPPtqQ5SCENBNmj+uA8hx69BBCDi0URUEJvRkJIaRJYjf2di9KP/CDMpyDEEJIMyVuYy8hhJTlBOjZRgghhBBCmhT2BJqdW6U1TkEIaaKsunFSYxeBEHIQYXwLISRubj2mR2MXgRBCCCGEEABApt+NwnRvgyXQpGwvaSl4XUlIWkgIaTa0KGNvaWkpFEWx/Fu4cGHMffbv34/zzz8f2dnZSElJwbHHHotffvnlIJWYEEIIIYQQQkh96NwqDYvnjY3w7BUciDejQh0HQgghzZQWZewFgAULFmDjxo3mvwsvvDDm9rNnz8a///1vPPvss3j33XexYcMGHHPMMQeptIQQQgghhBBCDgS7Zq+A3oyEEEIORVqcZm9qaioKCgri2nbHjh145JFH8PTTT2PMmDEAjER0nTt3xkcffYRBgwY1ZFEJaTbcekx33Pifrxu7GIQQQgghhEQQzdhLCCGEHIq0OM/ehQsXIjs7G71798btt9+O6urqqNsuW7YMVVVVGDdunPldp06d0KZNGyxZsuRgFJeQZsGJA9rAR88IQgghhBDSBFFa3KyWEEIIqT8tyrP3oosuQp8+fZCVlYXFixdj3rx52LhxI+666y7H7Tdt2gS3242MjAzL9/n5+di0aVPU81RUVKCiosL8vHPnzqSUn5CmjBpNDI0QQgghhJBGpKE8e4PM0EYIIaQZ0uTXQOfOnRuRdM3+b9WqVQCAOXPmYNSoUejRowfOOecc3HnnnbjvvvsshtlkcOuttyI9Pd38V1xcnNTjE9IUoa2XEEIIIYQ0RRpinEplCEIIIc2VJu/Ze+mll2LmzJkxtykvL3f8fuDAgaiursa6devQsWPHiN8LCgpQWVmJ7du3W7x7f/nll5i6v/PmzcOcOXPMzzt37qTBl7R4qIVGCCGEEEKaIhynEkIIIWGavLE3NzcXubm59dp3+fLlUFUVeXl5jr/37dsXLpcLb775Jo499lgAwOrVq/Hjjz9i8ODBUY/r8Xjg8XjqVSZCmiscRBNCCCGEkKYIh6mEEEJImCZv7I2XJUuW4OOPP8bo0aORmpqKJUuWYPbs2TjllFOQmZkJAFi/fj3Gjh2LJ554AgMGDEB6ejpOP/10zJkzB1lZWUhLS8OFF16IwYMHY9CgQY18RYQ0LdQmL/pCCCGEEEIORWSnhJlDShuvIIQQQkgToMUYez0eD5555hnMnz8fFRUVKCsrw+zZsy1yC1VVVVi9ejX27t1rfveHP/wBqqri2GOPRUVFBSZOnIg//elPjXEJhDRpNLpMEEIIIYSQJkiDJWgDM7QRQghpfrQYY2+fPn3w0UcfxdymtLQUQVtKVa/Xi/vvvx/3339/QxaPkGYPZRwIIYQQQkhTpEEStCX/kIQQQshBgYHZhJC4oK2XEEIIIYQ0RRQOVAkhhBATGnsJIXGhNYTLBCGEEEIIIUkkmXbfIFUcCCGENENo7CWExAVlHAghhBBCCCGEEEKaNjT2EkLigsZeQgghhBByKMHhLyGEkOYIjb2EkLhQ2VoQQgghhJBDCMo4EEIIaY7ojV0AQkjzgJ69hBBCCCGkqaMgOWPWHkUZqKiuTcqxCCGEkIMJjb2EkLigsZcQQgghhBwqTOpWgEndChq7GIQQQkjCMDCbEBIXKm29hBBCCCGEEEIIIU0aGnsJIXGh0dpLCCGEEEIIIYQQ0qShsZcQEhcKZRwIIYQQQkgTh0NWQgghhzo09hJC4oKOvYQQQgghhBBCCCFNGxp7CSFxQRkHQgghhBBCCCGEkKYNjb2EkLhQGRNHCCGEEEIIIYQQ0qShsZcQEhc09hJCCCGEkKYOR6yEEEIOdWjsJYTEBVUcCCGEEEIIIYQQQpo2NPYSQuKia2F6YxeBEEIIIYQQQgghhMSAxl5CSFxcNrFjYxeBEEIIIYQQQgghhMSAxl5CCCGEEEIIIS0CppkghBByqENjLyGEEEIIIYQQQgghhLQAaOwlhBBCCCGEEEIIIYSQFgCNvYQQQgghhBBCWgQKdRwIIYQc4rQYY+8777wDRVEc/33yySdR9xs1alTE9uecc85BLDkhhBBCCCGEEEIIIYQcOHpjFyBZDBkyBBs3brR8d+211+LNN99Ev379Yu575plnYsGCBeZnv9/fIGUkhBBCCCGEEEIIIYSQhqLFGHvdbjcKCgrMz1VVVXjxxRdx4YUX1hnK4/f7LfsSQgghhBBCCGk+KAoQDDZ2KQghhJDGp8XIONh56aWXsHXrVpx22ml1bvu3v/0NOTk56NatG+bNm4e9e/fG3L6iogI7d+60/COEEEIIIYQQ0jhoIQcfKvYSQgg51Gkxnr12HnnkEUycOBFFRUUxtzvppJNQUlKCwsJCfPHFF7jyyiuxevVqPP/881H3ufXWW3HDDTcku8iEEEIIIYQQQuqBqipALV17CSGEkCbv2Tt37tyoidfEv1WrVln2+fnnn/Haa6/h9NNPr/P4Z511FiZOnIju3bvj5JNPxhNPPIF//etf+O6776LuM2/ePOzYscP899NPPx3wdRJCCCGEEEIIqR8qXXoJIYQQAM3As/fSSy/FzJkzY25TXl5u+fzoo48iOzsbRxxxRMLnGzhwIABgzZo1aNu2reM2Ho8HHo8n4WMTQgghhBBCCEk+Wh15WgghhJBDhSZv7M3NzUVubm7c2weDQTz66KOYPn06XC5Xwudbvnw5AKBVq1YJ70sIIYQQQggh5OCjCtde2nwJIYQc4jR5GYdEeeutt7B27VqcccYZEb+tX78enTp1wtKlSwEA3333HW688UYsW7YM69atw0svvYTp06djxIgR6NGjx8EuOiGEEEIIIYSQeqDSs5cQQggB0Aw8exPlkUcewZAhQ9CpU6eI36qqqrB69Wrs3bsXAOB2u7Fo0SLcfffd2LNnD4qLi3HsscfimmuuOdjFJoQQQgghhBBSTzSK9hJCCCEAWqCx9+mnn476W2lpKYLBcIbW4uJivPvuuwejWIQQQgghhBBCGgh69hJCCCEGLU7GgRBCCCGEEELIoUVYspdGX0IIIYc2NPYSQgghhBBCCGnWzBnfobGLQAghhDQJaOwlhBBCCCGEENKs6dY6vbGLQAghhDQJaOwlhBBCCCGEENIioHQvIYSQQx0aewkhhBBCCCGENGto5CWEEEIMaOwlhBBCCCGEEEIIIYSQFgCNvYQQQgghhBBCCCGEENICoLGXEEIIIYQQQkizRoES+p8QQgg5tKGxlxBCCCGEEEIIIYQQQloANPYSQgghhBBCCCGEEEJIC4DGXkIIIYQQQgghzRqF+g2EEEIIABp7CSGEEEIIIYS0EGj0JYQQcqhDYy8hhBBCCCGEEEIIIYS0AGjsJYQQQgghhBBCCCGEkBYAjb2EEEIIIYQQQpo1lG8ghBBCDGjsJYQQQgghhBDSrFGgWP4nhBBCDlVo7CWEEEIIIYQQQgghhJAWAI29hBBCCCGEEEIIIYQQ0gKgsZcQQgghhBBCCCGEEEJaADT2EkIIIYQQQghp1ogEbUzURggh5FCn2Rh7b775ZgwZMgR+vx8ZGRmO2/z444+YOnUq/H4/8vLycPnll6O6ujrmcbdt24aTTz4ZaWlpyMjIwOmnn47du3c3wBUQQgghhBBCCCGEEEJIw9FsjL2VlZWYNm0azj33XMffa2pqMHXqVFRWVmLx4sV4/PHH8dhjj+G6666LedyTTz4ZX331Fd544w385z//wXvvvYezzjqrIS6BEEIIIYQQQkgDQIdeQgghxEBv7ALEyw033AAAeOyxxxx/f/311/H1119j0aJFyM/PR69evXDjjTfiyiuvxPz58+F2uyP2WblyJV599VV88skn6NevHwDgvvvuw5QpU3DHHXegsLCwwa6HEEIIIYQQQkhyodGXEELIoU6z8eytiyVLlqB79+7Iz883v5s4cSJ27tyJr776Kuo+GRkZpqEXAMaNGwdVVfHxxx83eJkJIYQQQgghhBBCCCEkWTQbz9662LRpk8XQC8D8vGnTpqj75OXlWb7TdR1ZWVlR9wGAiooKVFRUmJ937txZ32ITQgghhBBCCDlAmJiNEEIIMWhUz965c+dCUZSY/1atWtWYRXTk1ltvRXp6uvmvuLi4sYtECCGEEEIIIYcshRk+jOucV/eGhBBCSAunUT17L730UsycOTPmNuXl5XEdq6CgAEuXLrV898svv5i/Rdvn119/tXxXXV2Nbdu2Rd0HAObNm4c5c+aYn3fu3EmDLyGEEEIIIYQ0En63jllDy/DR2m2NXRRCCCGkUWlUY29ubi5yc3OTcqzBgwfj5ptvxq+//mpKM7zxxhtIS0tDly5dou6zfft2LFu2DH379gUAvPXWW6itrcXAgQOjnsvj8cDj8SSl3IQQQgghhBBCkgClHAghhJDmk6Dtxx9/xPLly/Hjjz+ipqYGy5cvx/Lly7F7924AwIQJE9ClSxeceuqpWLFiBV577TVcc801OP/8803D7NKlS9GpUyesX78eANC5c2dMmjQJZ555JpYuXYoPP/wQF1xwAU444QQUFhY22rUSQgghhBBCCEkMhdZeQgghpPkkaLvuuuvw+OOPm5979+4NAHj77bcxatQoaJqG//znPzj33HMxePBgBAIBzJgxAwsWLDD32bt3L1avXo2qqirzu7/97W+44IILMHbsWKiqimOPPRb33nvvwbswQgghhBBCCCGEEEIISQJKMBgMNnYhmjs7d+5Eeno6duzYgbS0tMYuDiGEEEIIIYQccnz0/VYs+W4rZo/v0NhFIYQQQpJKIrbHZiPjQAghhBBCCCGERIMiDoQQQgiNvYQQQgghhBBCCCGEENIioLGXEEIIIYQQQkizR1Ho20sIIYTQ2EsIIYQQQgghpNmjKMY/Qggh5FCGxl5CCCGEEEIIIYQQQghpAdDYSwghhBBCCCGk2UOnXkIIIYTGXkIIIYQQQgghLQBFARSafAkhhBzi0NhLCCGEEEIIIYQQQgghLQAaewkhhBBCCCGEtADo1UsIIYTQ2EsIIYQQQgghpNmj0NZLCCGE0NhLCCGEEEIIIaRlQIMvIYSQQx0aewkhhBBCCCGENHto5yWEEEJo7CWEEEIIIYQQ0gJQ6NZLCCGE0NhLCCGEEEIIIaT5k+l3oSTb39jFIIQQQhoVvbELQAghhBBCCCGEHCgl2QGUZAcauxiEEEJIo0LPXkIIIYQQQgghhBBCCGkB0NhLCCGEEEIIIYQQQgghLQAaewkhhBBCCCGEEEIIIaQFQGMvIYQQQgghhBBCCCGEtABo7CWEEEIIIYQQQgghhJAWQLMx9t58880YMmQI/H4/MjIyIn5fsWIFTjzxRBQXF8Pn86Fz586455576jxuaWkpFEWx/Fu4cGEDXAEhhBBCCCGEEEIIIYQ0HHpjFyBeKisrMW3aNAwePBiPPPJIxO/Lli1DXl4ennrqKRQXF2Px4sU466yzoGkaLrjggpjHXrBgAc4880zzc2pqatLLTwghhBBCCCGEEEIIIQ1JszH23nDDDQCAxx57zPH3WbNmWT6Xl5djyZIleP755+s09qampqKgoCAp5SSEEEIIIYQQQgghhJDGoNnIONSHHTt2ICsrq87tFi5ciOzsbPTu3Ru33347qqurD0LpCCGEEEIIIYQQQgghJHk0G8/eRFm8eDH+8Y9/4OWXX4653UUXXYQ+ffogKysLixcvxrx587Bx40bcddddUfepqKhARUWF+Xnnzp1JKzchhBBCCCGEEEIIIYTUh0Y19s6dOxe33XZbzG1WrlyJTp06JXTcL7/8EkceeSSuv/56TJgwIea2c+bMMf/u0aMH3G43zj77bNx6663weDyO+9x6662mrIQMjb6EEEIIIYQQQgghhJBkImyOwWCwzm2VYDxbNRCbN2/G1q1bY25TXl4Ot9ttfn7sscdwySWXYPv27Y7bf/311xg9ejTOOOMM3HzzzQmX6auvvkK3bt2watUqdOzY0XEbu2fv+vXr0aVLl4TPRQghhBBCCCGEEEIIIfHw008/oaioKOY2jerZm5ubi9zc3KQd76uvvsKYMWMwY8aMehl6AWD58uVQVRV5eXlRt/F4PBav35SUFPz0009ITU2Foij1Om9zYOfOnSguLsZPP/2EtLS0xi4OOYRg3SONCesfaSxY90hjwbpHGgvWPdJYsO6RxoJ1j8RLMBjErl27UFhYWOe2zUaz98cff8S2bdvw448/oqamBsuXLwcAtGvXDikpKfjyyy8xZswYTJw4EXPmzMGmTZsAAJqmmQblpUuXYvr06XjzzTfRunVrLFmyBB9//DFGjx6N1NRULFmyBLNnz8Ypp5yCzMzMuMumqmqdVvWWRFpaGhsh0iiw7pHGhPWPNBase6SxYN0jjQXrHmksWPdIY8G6R+IhPT09ru2ajbH3uuuuw+OPP25+7t27NwDg7bffxqhRo/Dcc89h8+bNeOqpp/DUU0+Z25WUlGDdunUAgL1792L16tWoqqoCYHjoPvPMM5g/fz4qKipQVlaG2bNnW3R8CSGEEEIIIYQQQgghpDnQqJq9pHmxc+dOpKenY8eOHVxxIgcV1j3SmLD+kcaCdY80Fqx7pLFg3SONBeseaSxY90hDoDZ2AUjzwePx4Prrr7foFRNyMGDdI40J6x9pLFj3SGPBukcaC9Y90liw7pHGgnWPNAT07CWEEEIIIYQQQgghhJAWAD17CSGEEEIIIYQQQgghpAVAYy8hhBBCCCGEEEIIIYS0AGjsJYQQQgghhBBCCCGEkBYAjb2EEEIIIYQQQgghhBDSAqCxlxBCCCGEEEIIIYQQQloANPYSQgghhBBCCCGEEEJIC4DGXkIIIYQQQgghhBBCCGkB0NhLCCGEEEIIIYQQQgghLQAaewkhhBBCCCGEEEIIIaQFQGMvIYQQQgghhBBCCCGEtABo7CWEEEIIIYQQQgghhJAWAI29hBBCCCGEEEIIIYQQ0gKgsZcQQgghhBBCCCGEEEJaADT2EkIIIYSQpLFu3TooioLHHnussYvSbPnpp5/g9Xrx4YcfNtg5HnvsMSiKgnXr1iXtmE7Pfv78+VAUxbJdaWkpZs6cmbTztiSqqqpQXFyMP/3pT41dFEIIIYQ0U2jsJYQQQghJMv/73/9w3HHHoaSkBF6vF61bt8b48eNx3333NXbRmgzvvPMOFEUx/2mahry8PBx33HFYuXJlvY65YcMGzJ8/H8uXL09uYQ8yCxYswMCBAzF06FBUVVUhJycHw4YNi7p9MBhEcXEx+vTpc1DK9/TTT+Puu+9O2vG+/vprzJ8/P6mGZwCYOXOmpY6lpaWhZ8+euPPOO1FRUZHUcyULl8uFOXPm4Oabb8b+/fsbuziEEEIIaYbQ2EsIIYQQkkQWL16Mfv36YcWKFTjzzDPxxz/+EWeccQZUVcU999zT2MVrclx00UV48skn8Ze//AUnn3wyXn75ZQwfPhybNm1K+FgbNmzADTfc0KyNvZs3b8bjjz+Oc845B4Bh/Js2bRoWL16MH374wXGf9957Dz///DNOOeWUg1LGaMbekpIS7Nu3D6eeemrM/VevXo2HH37Y/Pz111/jhhtuSLqxFwA8Hg+efPJJPPnkk7jllluQlZWFyy67DDNmzEj6uZLFaaedhi1btuDpp59u7KIQQgghpBmiN3YBCCGEEEJaEjfffDPS09PxySefICMjw/Lbr7/+2jiFioNgMIj9+/fD5/Md1PMOHz4cxx13nPm5Y8eOOPfcc/HEE0/giiuuOKhlicb+/fvhdruhqg3vJ/HUU09B13Ucfvjh5ncnn3wyHnzwQfz973/H3LlzI/Z5+umnoaoqTjjhhAYvXywURYHX661zO4/HcxBKY6DrusUIft5552HgwIH4xz/+gbvuuguFhYUR+zTWuyDIyMjAhAkT8Nhjj2HWrFmNUgZCCCGENF/o2UsIIYQQkkS+++47dO3aNcLQCwB5eXmWzxUVFZg9ezZyc3ORmpqKI444Aj///DMURcH8+fPN7WbOnInS0tKI4znpoT766KMYM2YM8vLy4PF40KVLFzzwwAMR+5aWluKwww7Da6+9hn79+sHn8+Ghhx4CAGzfvh2XXHIJiouL4fF40K5dO9x2222ora21HGP79u2YOXMm0tPTkZGRgRkzZmD79u3x3agoDB8+HIBxH2XWr1+PWbNmIT8/Hx6PB127dsVf//pX8/d33nkH/fv3B2B4RorQfaEfG00ndtSoURg1apTlOIqi4JlnnsE111yD1q1bw+/3Y+fOnZg5cyZSUlKwfv16HHXUUUhJSUFubi4uu+wy1NTUWI77zDPPoG/fvkhNTUVaWhq6d+8el2f3Cy+8gIEDByIlJcX8bujQoSgtLXX09KyqqsJzzz2H0aNHm4bLt956C8OHD0cgEEBGRgaOPPLIuKQxXnzxRUydOhWFhYXweDxo27YtbrzxRsu1jRo1Ci+//DJ++OEH8x6LuhmvXrP8LB577DFMmzYNADB69GjzmO+88w5mzJiBnJwcVFVVRRxjwoQJ6NixY53XZEdVVfN5C0/iWO/C999/j2nTpiErKwt+vx+DBg3Cyy+/bB5v5cqV8Pl8mD59uuU8H3zwATRNw5VXXgkACV/L+PHj8cEHH2Dbtm0JXyMhhBBCDm1o7CWEEEIISSIlJSVYtmwZvvzyyzq3PeOMM3D33XdjwoQJWLhwIVwuF6ZOnXpA53/ggQdQUlKCq666CnfeeSeKi4tx3nnn4f7774/YdvXq1TjxxBMxfvx43HPPPejVqxf27t2LkSNH4qmnnsL06dNx7733YujQoZg3bx7mzJlj7hsMBnHkkUfiySefxCmnnIKbbroJP//88wGHxwsDXGZmpvndL7/8gkGDBmHRokW44IILcM8996Bdu3Y4/fTTTTmBzp07Y8GCBQCAs846ywzdHzFiRL3KceONN+Lll1/GZZddhltuuQVutxsAUFNTg4kTJyI7Oxt33HEHRo4ciTvvvBN//vOfzX3feOMNnHjiicjMzMRtt92GhQsXYtSoUXUmXKuqqsInn3wSob2rKApOOukk/O9//8NXX31l+e3VV1/Ftm3bcPLJJwMAFi1ahIkTJ+LXX3/F/PnzMWfOHCxevBhDhw6tUybhscceQ0pKCubMmYN77rkHffv2xXXXXWfxJr766qvRq1cv5OTkmPf4QPR7R4wYgYsuuggAcNVVV5nH7Ny5M0499VRs3boVr732mmWfTZs24a233qq3bIVYSMjOzja/c3oXfvnlFwwZMgSvvfYazjvvPFNH94gjjsC//vUvAEa9u/HGG/Hkk0/ipZdeAgDs2bMHM2fORKdOncw6mei19O3bF8FgEIsXL67XNRJCCCHkECZICCGEEEKSxuuvvx7UNC2oaVpw8ODBwSuuuCL42muvBSsrKy3bLV++PAggeN5551m+P+mkk4IAgtdff7353YwZM4IlJSUR57r++uuD9uHc3r17I7abOHFisLy83PJdSUlJEEDw1VdftXx/4403BgOBQPCbb76xfD937tygpmnBH3/8MRgMBoMvvPBCEEDw97//vblNdXV1cPjw4UEAwUcffTSiHDJvv/12EEDwr3/9a3Dz5s3BDRs2BF999dVgu3btgoqiBJcuXWpue/rppwdbtWoV3LJli+UYJ5xwQjA9Pd285k8++STquUtKSoIzZsyI+H7kyJHBkSNHRpSrvLw84l7OmDEjCCC4YMECy/e9e/cO9u3b1/x88cUXB9PS0oLV1dUx74GdNWvWBAEE77vvvojfvvrqqyCA4Lx58yzfn3DCCUGv1xvcsWNHMBgMBnv16hXMy8sLbt261dxmxYoVQVVVg9OnTze/e/TRR4MAgmvXrjW/c6o7Z599dtDv9wf3799vfjd16lTH+rh27dqI++9UR+3P4tlnnw0CCL799tuW7WpqaoJFRUXB448/3vL9XXfdFVQUJfj9999HlEFmxowZwUAgENy8eXNw8+bNwTVr1gRvueWWoKIowR49eljK4/QuXHLJJUEAwffff9/8bteuXcGysrJgaWlpsKamxiznsGHDgvn5+cEtW7YEzz///KCu68FPPvmk3teyYcOGIIDgbbfdFvMaCSGEEELs0LOXEEIIISSJjB8/HkuWLMERRxyBFStW4Pe//z0mTpyI1q1bm55/APDKK68AgOnVKLjkkksO6PyyzuiOHTuwZcsWjBw5Et9//z127Nhh2basrAwTJ060fPfss89i+PDhyMzMxJYtW8x/48aNQ01NDd577z2z/Lqu49xzzzX31TQNF154YULlnTVrFnJzc1FYWIhJkyZhx44dePLJJ01JhmAwiH/+8584/PDDEQwGLWWaOHEiduzYgc8++yyhc8bDjBkzomq2iuRpguHDh+P77783P2dkZGDPnj144403Ejrn1q1bAVi9mgVdunRB79698cwzz5jf7dmzBy+99BIOO+wwpKWlYePGjVi+fDlmzpyJrKwsc7sePXpg/PjxZp2Lhny9u3btwpYtWzB8+HDs3bsXq1atSuhakoGqqjj55JPx0ksvYdeuXeb3f/vb3zBkyBCUlZXVeYw9e/YgNzcXubm5aNeuHa666ioMHjzY9MwVOL0Lr7zyCgYMGIBhw4aZ36WkpOCss87CunXr8PXXX5vlfOyxx7B7925MnjwZf/rTnzBv3jz069ev3tci6sCWLVvqvEZCCCGEEBkaewkhhBBCkkz//v3x/PPP47fffsPSpUsxb948/D979x0eRbX/cfyzSSAJgYQORhJARAULIiiiIhYsgFxR1KuiInpFxY7Xwk8R9apYEfWqXBtgwQ4qqHQEBKQjgvTeEmp6z87vj7OzJdlUkt2U9+t58iSZnZ05OzvlzPd855zU1FRdd9117gDRzp07FRISonbt2vm8tzz9kHpbuHChevXq5e6vtVmzZvq///s/SfIb7C1o8+bNmjZtmjtAZv/06tVLkmeQuZ07d+q4447z6Vu2POV/5plnNHPmTE2ePFm33XabkpOTfQZCO3jwoJKSkvTBBx8UKtPgwYN9ylSRigokRkREqFmzZj7TGjVqpKNHj7r/Hzp0qE466ST17t1brVq10h133KFp06aVet2WZfmdPnDgQG3fvt39aP8PP/ygjIwMdxcOO3fulOT/O+jQoYMOHTqk9PT0Ite7bt06XXPNNYqJiVF0dLSaNWvm7l6g4L4TKLfddpsyMzPdwdmNGzdqxYoVuvXWW0v1/oiICM2cOVMzZ87U/PnztXv3bi1cuFAnnHCCz3z+vu+dO3cWuS3t123t2rXTs88+q2XLlunUU0/ViBEjjumz2PtAwT65AQAAShIW7AIAAADUVHXr1tXZZ5+ts88+WyeddJIGDx6sb7/9ViNHjizTcooK+BQcFGzr1q269NJLdcopp2j06NGKi4tT3bp19csvv+jNN98sNMCav8xVp9Opyy67TI8//rjfdZ500kllKntJTj/9dHcguX///srIyNBdd92lCy64QHFxce4y33LLLUX2B3zGGWeUuJ7itmFoaGih6UVl9fqbt6DmzZtr9erVmj59un799Vf9+uuvGjdunG677TZNmDChyPfZfch6B4693XTTTXr88cc1ceJEnXfeeZo4caIaNWqkPn36lFimkiQlJalnz56Kjo7W888/r3bt2ikiIkIrV67UE088UWjfCZSOHTuqS5cu7j6kP//8c9WtW1c33HBDqd4fGhrq3r+KU9T3XRYzZsyQJO3bt0+HDx9Wy5YtfV4vy2ex94GmTZsec7kAAEDtQrAXAAAgAOxHuvfv3y/JDOTmdDq1detWn+zBjRs3Fnpvo0aNlJSUVGi6d2ahJE2ZMkXZ2dn66aefFB8f754+d+7cUpezXbt2SktLKzFA1rp1a82ePVtpaWk+2b3+yl8WL7/8siZPnqwXX3xRY8eOVbNmzdSgQQPl5+eXWKbisiCL24YFszwrQt26ddWvXz/169dPTqdTQ4cO1f/+9z+NGDFCJ554ot/3xMfHKzIyUtu3b/f7emxsrC6++GJ9++23GjFihGbOnKnbb7/dPXhc69atJfn/DjZs2KCmTZsqKirK77J/++03HT58WJMmTfIZ1M5fWSo627Sk5d12220aNmyY9u/fr4kTJ6pv375+u7qoaK1bty5yW9qv28aOHauZM2fqxRdf1KhRo3T33Xfrxx9/LPTe0n4We7vbWcQAAAClRTcOAAAAFWju3Ll+H8O3+0u1A7u9e/eWJL399ts+840ZM6bQe9u1a6fk5GStWbPGPW3//v2F+h21s06915+cnKxx48aVuvw33HCDFi9erOnTpxd6LSkpSXl5eZKkPn36KC8vT++//7779fz8fL3zzjulXpc/7dq104ABAzR+/HglJCQoNDRUAwYM0Pfff6+1a9cWmv/gwYPuv+1Apr+gbrt27fTHH38oJyfHPW3q1KnavXv3MZXXH7vvXVtISIg7+zg7O7vI99WpU0ddu3bV8uXLi5xn4MCBOnDggO6++27l5ua6u3CQpOOOO05nnnmmJkyY4LMN1q5dqxkzZhSbAexv38nJydF7771XaN6oqKgK7dahuO9NMhnNDodDDz30kLZt2+buWqKy9enTR0uXLtXixYv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",
"text/plain": [
"<Figure size 1400x1000 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visual inspection: squared returns show clustering\n",
"fig, axes = plt.subplots(3, 1, figsize=(14, 10), sharex=True)\n",
"\n",
"# Returns\n",
"ax = axes[0]\n",
"ax.plot(returns.index, returns.values, linewidth=0.5)\n",
"ax.axhline(0, color=\"red\", linestyle=\"--\", linewidth=0.5)\n",
"ax.set_title(\"S&P 500 Log Returns (%)\")\n",
"ax.set_ylabel(\"Return (%)\")\n",
"\n",
"# Squared returns (proxy for volatility)\n",
"squared_returns = returns**2\n",
"ax = axes[1]\n",
"ax.plot(squared_returns.index, squared_returns.values, linewidth=0.5, color=\"orange\")\n",
"ax.set_title(\"Squared Returns (Volatility Proxy)\")\n",
"ax.set_ylabel(\"Squared Return\")\n",
"\n",
"# Rolling volatility\n",
"rolling_vol = returns.rolling(21).std() * np.sqrt(252)\n",
"ax = axes[2]\n",
"ax.fill_between(rolling_vol.index, 0, rolling_vol.values, alpha=0.3)\n",
"ax.plot(rolling_vol.index, rolling_vol.values, linewidth=0.8)\n",
"ax.axhline(\n",
" rolling_vol.median(), color=\"red\", linestyle=\"--\", label=f\"Median: {rolling_vol.median():.1f}%\"\n",
")\n",
"ax.set_title(\"21-Day Rolling Volatility (Annualized)\")\n",
"ax.set_ylabel(\"Volatility (%)\")\n",
"ax.legend()\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a4897310",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T02:59:58.075562Z",
"iopub.status.busy": "2026-06-16T02:59:58.075490Z",
"iopub.status.idle": "2026-06-16T02:59:58.079979Z",
"shell.execute_reply": "2026-06-16T02:59:58.079520Z"
},
"papermill": {
"duration": 0.007427,
"end_time": "2026-06-13T03:36:02.406139+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.398712+00:00",
"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== ARCH Effect Test (Engle's LM Test) ===\n",
"LM Statistic: 1361.3129\n",
"P-value: 0.000000\n",
"F-Statistic: 212.6691\n",
"F P-value: 0.000000\n",
"\n",
"Conclusion: ARCH effects present\n"
]
}
],
"source": [
"# Formal ARCH effect test (Engle's LM test)\n",
"arch_test = het_arch(returns.dropna())\n",
"print(\"=== ARCH Effect Test (Engle's LM Test) ===\")\n",
"print(f\"LM Statistic: {arch_test[0]:.4f}\")\n",
"print(f\"P-value: {arch_test[1]:.6f}\")\n",
"print(f\"F-Statistic: {arch_test[2]:.4f}\")\n",
"print(f\"F P-value: {arch_test[3]:.6f}\")\n",
"print(f\"\\nConclusion: {'ARCH effects present' if arch_test[1] < 0.05 else 'No ARCH effects'}\")"
]
},
{
"cell_type": "markdown",
"id": "36279c07",
"metadata": {
"papermill": {
"duration": 0.001918,
"end_time": "2026-06-13T03:36:02.410044+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.408126+00:00",
"status": "completed"
}
},
"source": [
"The highly significant LM statistic confirms that squared returns exhibit serial\n",
"correlation — volatility clusters in time. This validates fitting a GARCH model\n",
"rather than assuming constant variance. The visual evidence (squared returns panel\n",
"above) shows the same pattern: large moves beget large moves."
]
},
{
"cell_type": "markdown",
"id": "538b0e4a",
"metadata": {
"papermill": {
"duration": 0.001814,
"end_time": "2026-06-13T03:36:02.413731+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.411917+00:00",
"status": "completed"
}
},
"source": [
"### ml4t-diagnostic: Streamlined ARCH Test\n",
"\n",
"The manual test above requires unpacking tuple indices and interpreting raw\n",
"statistics. `arch_lm_test()` wraps this into a single call with a boolean\n",
"`has_arch_effects` attribute and a human-readable interpretation."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8d159495",
"metadata": {
"execution": {
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"2026-06-15 22:59:58,083 - ml4t.diagnostic.evaluation.volatility.arch - INFO - ARCH-LM test complete: statistic=1363.6488, p-value=0.0000 (lags=12 n_obs=3773)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== ml4t-diagnostic: ARCH-LM Test ===\n",
"Test statistic: 1363.6488\n",
"P-value: 0.000000\n",
"ARCH effects: True\n"
]
}
],
"source": [
"arch_result = arch_lm_test(returns.dropna().values)\n",
"print(\"=== ml4t-diagnostic: ARCH-LM Test ===\")\n",
"print(f\"Test statistic: {arch_result.test_statistic:.4f}\")\n",
"print(f\"P-value: {arch_result.p_value:.6f}\")\n",
"print(f\"ARCH effects: {arch_result.has_arch_effects}\")"
]
},
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"source": [
"## Fit GARCH(1,1) Model\n",
"\n",
"The GARCH(1,1) model is the workhorse specification:\n",
"σ²_t = ω + α * ε²_{t-1} + β * σ²_{t-1}\n",
"\n",
"- α: impact of recent shocks (news)\n",
"- β: persistence of volatility\n",
"- α + β < 1 for stationarity"
]
},
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{
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"text": [
"=== GARCH(1,1) Model Summary ===\n",
" Constant Mean - GARCH Model Results \n",
"==============================================================================\n",
"Dep. Variable: returns R-squared: 0.000\n",
"Mean Model: Constant Mean Adj. R-squared: 0.000\n",
"Vol Model: GARCH Log-Likelihood: -4822.12\n",
"Distribution: Normal AIC: 9652.25\n",
"Method: Maximum Likelihood BIC: 9677.19\n",
" No. Observations: 3773\n",
"Date: Mon, Jun 15 2026 Df Residuals: 3772\n",
"Time: 22:59:58 Df Model: 1\n",
" Mean Model \n",
"==========================================================================\n",
" coef std err t P>|t| 95.0% Conf. Int.\n",
"--------------------------------------------------------------------------\n",
"mu 0.0863 1.216e-02 7.100 1.245e-12 [6.250e-02, 0.110]\n",
" Volatility Model \n",
"============================================================================\n",
" coef std err t P>|t| 95.0% Conf. Int.\n",
"----------------------------------------------------------------------------\n",
"omega 0.0377 7.354e-03 5.121 3.040e-07 [2.325e-02,5.208e-02]\n",
"alpha[1] 0.1691 2.067e-02 8.177 2.907e-16 [ 0.129, 0.210]\n",
"beta[1] 0.7988 2.031e-02 39.339 0.000 [ 0.759, 0.839]\n",
"============================================================================\n",
"\n",
"Covariance estimator: robust\n",
"\n",
"=== Key Parameters ===\n",
"ω (constant): 0.037661\n",
"α (ARCH): 0.1691\n",
"β (GARCH): 0.7988\n",
"α + β (persistence): 0.9679\n",
"Unconditional volatility: 17.18% (annualized)\n"
]
}
],
"source": [
"# Fit GARCH(1,1) with constant mean\n",
"garch_model = arch_model(returns, mean=\"Constant\", vol=\"GARCH\", p=1, q=1, dist=\"normal\")\n",
"garch_result = garch_model.fit(disp=\"off\")\n",
"\n",
"print(\"=== GARCH(1,1) Model Summary ===\")\n",
"print(garch_result.summary())\n",
"\n",
"# Extract key parameters\n",
"omega = garch_result.params[\"omega\"]\n",
"alpha = garch_result.params[\"alpha[1]\"]\n",
"beta = garch_result.params[\"beta[1]\"]\n",
"\n",
"print(\"\\n=== Key Parameters ===\")\n",
"print(f\"ω (constant): {omega:.6f}\")\n",
"print(f\"α (ARCH): {alpha:.4f}\")\n",
"print(f\"β (GARCH): {beta:.4f}\")\n",
"print(f\"α + β (persistence): {alpha + beta:.4f}\")\n",
"print(\n",
" f\"Unconditional volatility: {np.sqrt(omega / (1 - alpha - beta)) * np.sqrt(252):.2f}% (annualized)\"\n",
")"
]
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"**Interpretation**: With $\\alpha \\approx 0.17$ and $\\beta \\approx 0.80$, persistence\n",
"$\\alpha + \\beta \\approx 0.97$ means a volatility shock decays with a half-life of\n",
"~21 days. The $\\alpha$ says each new return contributes about 17% to tomorrow's\n",
"variance estimate; the large $\\beta$ says 80% carries over from today's estimate.\n",
"This explains why GARCH volatility changes smoothly — it is a\n",
"damped exponential filter over squared returns."
]
},
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"source": [
"### ml4t-diagnostic: Streamlined GARCH Fitting\n",
"\n",
"The manual approach above requires extracting parameters by name from the\n",
"`arch` library result object. `fit_garch()` returns a clean result with\n",
"named attributes — useful when fitting GARCH across many symbols."
]
},
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"text": [
"2026-06-15 22:59:58,114 - ml4t.diagnostic.evaluation.volatility.garch - INFO - GARCH(1,1) fitted successfully (omega=0.03642564110065709 alpha=0.1559513406836254 beta=0.8109893589290668 persistence=0.9669406996126921 converged=True)\n"
]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"=== ml4t-diagnostic: GARCH(1,1) ===\n",
"Alpha: 0.1560\n",
"Beta: 0.8110\n",
"Persistence: 0.9669\n",
"AIC: 9701.45\n",
"BIC: 9720.16\n"
]
}
],
"source": [
"garch_diag = ml4t_fit_garch(returns.dropna().values, p=1, q=1)\n",
"print(\"=== ml4t-diagnostic: GARCH(1,1) ===\")\n",
"print(f\"Alpha: {garch_diag.alpha:.4f}\")\n",
"print(f\"Beta: {garch_diag.beta:.4f}\")\n",
"print(f\"Persistence: {garch_diag.persistence:.4f}\")\n",
"print(f\"AIC: {garch_diag.aic:.2f}\")\n",
"print(f\"BIC: {garch_diag.bic:.2f}\")"
]
},
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"source": [
"## EGARCH for Leverage Effect\n",
"\n",
"Standard GARCH treats positive and negative shocks symmetrically.\n",
"EGARCH allows for asymmetric responses (leverage effect):\n",
"- Negative returns tend to increase volatility more than positive returns\n",
"- Common in equity markets (\"fear vs greed\")"
]
},
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"text": [
"=== EGARCH(1,1,1) Model Summary ===\n",
" Constant Mean - EGARCH Model Results \n",
"==============================================================================\n",
"Dep. Variable: returns R-squared: 0.000\n",
"Mean Model: Constant Mean Adj. R-squared: 0.000\n",
"Vol Model: EGARCH Log-Likelihood: -4740.48\n",
"Distribution: Normal AIC: 9490.96\n",
"Method: Maximum Likelihood BIC: 9522.13\n",
" No. Observations: 3773\n",
"Date: Mon, Jun 15 2026 Df Residuals: 3772\n",
"Time: 22:59:58 Df Model: 1\n",
" Mean Model \n",
"============================================================================\n",
" coef std err t P>|t| 95.0% Conf. Int.\n",
"----------------------------------------------------------------------------\n",
"mu 0.0468 1.160e-02 4.037 5.411e-05 [2.409e-02,6.955e-02]\n",
" Volatility Model \n",
"==============================================================================\n",
" coef std err t P>|t| 95.0% Conf. Int.\n",
"------------------------------------------------------------------------------\n",
"omega -6.6462e-03 5.744e-03 -1.157 0.247 [-1.790e-02,4.612e-03]\n",
"alpha[1] 0.2220 3.292e-02 6.743 1.547e-11 [ 0.157, 0.287]\n",
"gamma[1] -0.1693 2.175e-02 -7.780 7.231e-15 [ -0.212, -0.127]\n",
"beta[1] 0.9495 7.775e-03 122.110 0.000 [ 0.934, 0.965]\n",
"==============================================================================\n",
"\n",
"Covariance estimator: robust\n",
"\n",
"=== Model Comparison ===\n",
"GARCH(1,1) - AIC: 9652.25, BIC: 9677.19\n",
"EGARCH(1,1,1) - AIC: 9490.96, BIC: 9522.13\n",
"\n",
"Better model: EGARCH (by AIC)\n"
]
}
],
"source": [
"# Fit EGARCH(1,1,1) — the o=1 asymmetry order adds the gamma leverage term so\n",
"# negative shocks can raise volatility more than positive ones.\n",
"egarch_model = arch_model(returns, mean=\"Constant\", vol=\"EGARCH\", p=1, o=1, q=1, dist=\"normal\")\n",
"egarch_result = egarch_model.fit(disp=\"off\")\n",
"\n",
"print(\"=== EGARCH(1,1,1) Model Summary ===\")\n",
"print(egarch_result.summary())\n",
"\n",
"# Compare AIC/BIC\n",
"print(\"\\n=== Model Comparison ===\")\n",
"print(f\"GARCH(1,1) - AIC: {garch_result.aic:.2f}, BIC: {garch_result.bic:.2f}\")\n",
"print(f\"EGARCH(1,1,1) - AIC: {egarch_result.aic:.2f}, BIC: {egarch_result.bic:.2f}\")\n",
"print(f\"\\nBetter model: {'EGARCH' if egarch_result.aic < garch_result.aic else 'GARCH'} (by AIC)\")"
]
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"source": [
"## Fitted Volatility and Residual Diagnostics"
]
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"text/plain": [
"<Figure size 1400x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
"\n",
"# Conditional volatility from both models\n",
"ax = axes[0, 0]\n",
"garch_vol = garch_result.conditional_volatility * np.sqrt(252) # Annualized\n",
"egarch_vol = egarch_result.conditional_volatility * np.sqrt(252)\n",
"ax.plot(garch_vol.index, garch_vol.values, label=\"GARCH(1,1)\", linewidth=0.8, alpha=0.8)\n",
"ax.plot(egarch_vol.index, egarch_vol.values, label=\"EGARCH(1,1,1)\", linewidth=0.8, alpha=0.8)\n",
"ax.set_title(\"Conditional Volatility Comparison (Annualized)\")\n",
"ax.set_ylabel(\"Volatility (%)\")\n",
"ax.legend()\n",
"\n",
"# Standardized residuals\n",
"ax = axes[0, 1]\n",
"std_resid = garch_result.std_resid\n",
"ax.plot(std_resid.index, std_resid.values, linewidth=0.3, alpha=0.7)\n",
"ax.axhline(0, color=\"red\", linestyle=\"--\", linewidth=0.5)\n",
"ax.axhline(2, color=\"orange\", linestyle=\"--\", linewidth=0.5, alpha=0.5)\n",
"ax.axhline(-2, color=\"orange\", linestyle=\"--\", linewidth=0.5, alpha=0.5)\n",
"ax.set_title(\"GARCH Standardized Residuals\")\n",
"ax.set_ylabel(\"Std Residual\")\n",
"\n",
"# Q-Q plot of standardized residuals\n",
"ax = axes[1, 0]\n",
"probplot(std_resid.dropna(), dist=\"norm\", plot=ax)\n",
"ax.set_title(\"Q-Q Plot of Standardized Residuals\")\n",
"\n",
"# ACF of squared standardized residuals (should be white noise)\n",
"ax = axes[1, 1]\n",
"plot_acf(std_resid.dropna() ** 2, lags=40, zero=False, ax=ax)\n",
"ax.set_title(\"ACF of Squared Standardized Residuals\")\n",
"ax.set_xlabel(\"Lag\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7889b64e",
"metadata": {
"papermill": {
"duration": 0.002549,
"end_time": "2026-06-13T03:36:02.802540+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.799991+00:00",
"status": "completed"
}
},
"source": [
"**Interpretation**: (a) GARCH and EGARCH conditional volatility track closely during\n",
"calm periods but diverge during drawdowns — EGARCH responds more aggressively to\n",
"negative shocks (the leverage effect). (b) Standardized residuals should look like\n",
"white noise with unit variance; persistent exceedances beyond ±2 suggest model\n",
"misspecification. (c) The Q-Q plot reveals fat tails — GARCH with a Normal\n",
"distribution underestimates extreme moves, motivating Student-t or skewed\n",
"distributions in production. (d) The ACF of squared standardized residuals should\n",
"be insignificant if the model captures all volatility clustering; remaining\n",
"significance at short lags suggests a higher-order specification might help."
]
},
{
"cell_type": "markdown",
"id": "1b1066bc",
"metadata": {
"papermill": {
"duration": 0.002422,
"end_time": "2026-06-13T03:36:02.807436+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.805014+00:00",
"status": "completed"
}
},
"source": [
"## Rolling Volatility Forecasts\n",
"\n",
"In practice, we use expanding or rolling windows to generate out-of-sample\n",
"volatility forecasts for risk management."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4a02ef26",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T02:59:58.428300Z",
"iopub.status.busy": "2026-06-16T02:59:58.428227Z",
"iopub.status.idle": "2026-06-16T03:00:00.908690Z",
"shell.execute_reply": "2026-06-16T03:00:00.907937Z"
},
"papermill": {
"duration": 2.357453,
"end_time": "2026-06-13T03:36:05.167325+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:02.809872+00:00",
"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generated 251 rolling forecasts\n"
]
}
],
"source": [
"# Rolling 1-step ahead forecasts (simplified for speed)\n",
"forecast_start = len(returns) - 252\n",
"\n",
"forecast_vol = []\n",
"actual_vol = []\n",
"forecast_dates = []\n",
"\n",
"for t in range(forecast_start, len(returns) - 1):\n",
" train_data = returns.iloc[: t + 1]\n",
"\n",
" # Fit GARCH on training data\n",
" model = arch_model(train_data, mean=\"Constant\", vol=\"GARCH\", p=1, q=1, dist=\"normal\")\n",
" result = model.fit(disp=\"off\", show_warning=False)\n",
"\n",
" # 1-step ahead forecast\n",
" forecast = result.forecast(horizon=1)\n",
" forecast_variance = forecast.variance.iloc[-1, 0]\n",
" forecast_vol.append(np.sqrt(forecast_variance))\n",
"\n",
" # Actual realized volatility (next day's squared return as proxy)\n",
" actual_vol.append(np.abs(returns.iloc[t + 1]))\n",
" forecast_dates.append(returns.index[t + 1])\n",
"\n",
"forecast_df = pd.DataFrame(\n",
" {\"forecast_vol\": forecast_vol, \"actual_vol\": actual_vol}, index=pd.Index(forecast_dates)\n",
")\n",
"\n",
"print(f\"Generated {len(forecast_df)} rolling forecasts\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b26d4ae9",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T03:00:00.910064Z",
"iopub.status.busy": "2026-06-16T03:00:00.909969Z",
"iopub.status.idle": "2026-06-16T03:00:01.076511Z",
"shell.execute_reply": "2026-06-16T03:00:01.075874Z"
},
"papermill": {
"duration": 0.149568,
"end_time": "2026-06-13T03:36:05.319690+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:05.170122+00:00",
"status": "completed"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1400x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize forecast performance\n",
"fig, axes = plt.subplots(2, 1, figsize=(14, 8))\n",
"\n",
"ax = axes[0]\n",
"ax.plot(forecast_df.index, forecast_df[\"forecast_vol\"], label=\"Forecast Vol\", linewidth=1)\n",
"ax.plot(\n",
" forecast_df.index,\n",
" forecast_df[\"actual_vol\"].rolling(5).mean(),\n",
" label=\"Actual |Return| (5-day MA)\",\n",
" linewidth=1,\n",
" alpha=0.7,\n",
")\n",
"ax.set_title(\"GARCH Volatility Forecast vs Realized\")\n",
"ax.set_ylabel(\"Volatility (%)\")\n",
"ax.legend()\n",
"\n",
"# Scatter plot\n",
"ax = axes[1]\n",
"ax.scatter(forecast_df[\"forecast_vol\"], forecast_df[\"actual_vol\"], alpha=0.3, s=10)\n",
"ax.plot(\n",
" [0, forecast_df[\"forecast_vol\"].max()],\n",
" [0, forecast_df[\"forecast_vol\"].max()],\n",
" \"r--\",\n",
" label=\"45° line\",\n",
")\n",
"ax.set_xlabel(\"Forecast Volatility\")\n",
"ax.set_ylabel(\"Actual |Return|\")\n",
"ax.set_title(\"Forecast vs Actual Volatility\")\n",
"ax.legend()\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "68a4b568",
"metadata": {
"papermill": {
"duration": 0.002987,
"end_time": "2026-06-13T03:36:05.326083+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:05.323096+00:00",
"status": "completed"
}
},
"source": [
"## Risk Management Application: Value at Risk (VaR)\n",
"\n",
"GARCH volatility forecasts are directly used for VaR calculation:\n",
"VaR_α = μ + σ_t * z_α\n",
"\n",
"Where z_α is the quantile of the assumed distribution."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cacdca27",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T03:00:01.078178Z",
"iopub.status.busy": "2026-06-16T03:00:01.078077Z",
"iopub.status.idle": "2026-06-16T03:00:01.082445Z",
"shell.execute_reply": "2026-06-16T03:00:01.082029Z"
},
"papermill": {
"duration": 0.010558,
"end_time": "2026-06-13T03:36:05.339693+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:05.329135+00:00",
"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Value at Risk Calculation ===\n",
"Forecast mean: 0.0863%\n",
"Forecast volatility: 1.0016%\n",
"\n",
"1-day 95% VaR: -1.56%\n",
" → A $1M portfolio could lose more than $15613 with 5% probability\n",
"\n",
"1-day 99% VaR: -2.24%\n",
" → A $1M portfolio could lose more than $22434 with 1% probability\n",
"\n"
]
}
],
"source": [
"# Calculate 1-day 95% and 99% VaR using GARCH forecast\n",
"confidence_levels = [0.95, 0.99]\n",
"z_scores = {0.95: -1.645, 0.99: -2.326} # For normal distribution\n",
"\n",
"# Use the last GARCH forecast\n",
"last_forecast = garch_result.forecast(horizon=1)\n",
"forecast_mean = last_forecast.mean.iloc[-1, 0]\n",
"forecast_vol = np.sqrt(last_forecast.variance.iloc[-1, 0])\n",
"\n",
"print(\"=== Value at Risk Calculation ===\")\n",
"print(f\"Forecast mean: {forecast_mean:.4f}%\")\n",
"print(f\"Forecast volatility: {forecast_vol:.4f}%\")\n",
"print()\n",
"\n",
"for conf in confidence_levels:\n",
" var = forecast_mean + forecast_vol * z_scores[conf]\n",
" print(f\"1-day {int(conf * 100)}% VaR: {var:.2f}%\")\n",
" print(\n",
" f\" → A $1M portfolio could lose more than ${-var * 10000:.0f} with {int((1 - conf) * 100)}% probability\"\n",
" )\n",
" print()"
]
},
{
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"status": "completed"
}
},
"source": [
"## Summary Statistics for Chapter"
]
},
{
"cell_type": "code",
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"id": "5a5a48d0",
"metadata": {
"execution": {
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"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== Summary for Chapter ===\n",
"Data observations: 3773\n",
"Date range: 2010-01-05 to 2024-12-31\n",
"Return mean (daily %): 0.0509\n",
"Return std (daily %): 1.0772\n",
"ARCH test p-value: 0.000000\n",
"GARCH(1,1) alpha: 0.1691\n",
"GARCH(1,1) beta: 0.7988\n",
"Persistence (alpha+beta): 0.9679\n",
"Unconditional vol (ann): 17.18%\n",
"GARCH AIC: 9652.25\n",
"EGARCH AIC: 9490.96\n"
]
}
],
"source": [
"summary = {\n",
" \"Data observations\": len(returns),\n",
" \"Date range\": f\"{returns.index.min().date()} to {returns.index.max().date()}\",\n",
" \"Return mean (daily %)\": f\"{returns.mean():.4f}\",\n",
" \"Return std (daily %)\": f\"{returns.std():.4f}\",\n",
" \"ARCH test p-value\": f\"{arch_test[1]:.6f}\",\n",
" \"GARCH(1,1) alpha\": f\"{alpha:.4f}\",\n",
" \"GARCH(1,1) beta\": f\"{beta:.4f}\",\n",
" \"Persistence (alpha+beta)\": f\"{alpha + beta:.4f}\",\n",
" \"Unconditional vol (ann)\": f\"{np.sqrt(omega / (1 - alpha - beta)) * np.sqrt(252):.2f}%\",\n",
" \"GARCH AIC\": f\"{garch_result.aic:.2f}\",\n",
" \"EGARCH AIC\": f\"{egarch_result.aic:.2f}\",\n",
"}\n",
"\n",
"print(\"\\n=== Summary for Chapter ===\")\n",
"for key, value in summary.items():\n",
" print(f\"{key}: {value}\")"
]
},
{
"cell_type": "markdown",
"id": "3e423087",
"metadata": {
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"duration": 0.002948,
"end_time": "2026-06-13T03:36:05.363869+00:00",
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},
"source": [
"## Volatility Feature Engineering with ml4t-engineer\n",
"\n",
"The `arch` library is designed for econometric estimation — fitting models,\n",
"running diagnostics, and producing forecasts. For **feature engineering** at\n",
"scale (across many symbols in a Polars DataFrame), `ml4t-engineer` provides\n",
"volatility functions as Polars expressions that run inside `with_columns()`.\n",
"\n",
"This section demonstrates the full volatility feature toolkit: GARCH forecasts,\n",
"EWMA, realized volatility, vol-of-vol, percentile rank, and regime indicators."
]
},
{
"cell_type": "markdown",
"id": "8eb5871a",
"metadata": {
"papermill": {
"duration": 0.002867,
"end_time": "2026-06-13T03:36:05.369697+00:00",
"exception": false,
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"status": "completed"
}
},
"source": [
"### TA-lib vs ml4t-engineer\n",
"\n",
"TA-lib provides traditional indicators (ATR, Bollinger Bands, RSI) but\n",
"has no support for:\n",
"- GARCH conditional volatility forecasts\n",
"- Range-based estimators (Parkinson, Garman-Klass) — see NB09\n",
"- Volatility regime classification\n",
"- Vol-of-vol (volatility clustering measure)\n",
"\n",
"`ml4t-engineer` fills this gap with Polars-native implementations that\n",
"integrate directly into DataFrame pipelines — no C dependency required."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9dfdb40b",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T03:00:01.088502Z",
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},
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"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Volatility features: (3773, 12)\n"
]
},
{
"data": {
"text/html": [
"<div><style>\n",
".dataframe > thead > tr,\n",
".dataframe > tbody > tr {\n",
" text-align: right;\n",
" white-space: pre-wrap;\n",
"}\n",
"</style>\n",
"<small>shape: (5, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>timestamp</th><th>rv_21</th><th>ewma_vol</th><th>garch_vol</th><th>vol_of_vol</th><th>vol_pctile</th></tr><tr><td>date</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>2024-12-24</td><td>0.136351</td><td>0.008303</td><td>0.012779</td><td>3.871925</td><td>40.873016</td></tr><tr><td>2024-12-26</td><td>0.135997</td><td>0.008269</td><td>0.012742</td><td>3.872326</td><td>40.873016</td></tr><tr><td>2024-12-27</td><td>0.139988</td><td>0.00829</td><td>0.01189</td><td>3.872193</td><td>95.238095</td></tr><tr><td>2024-12-30</td><td>0.145005</td><td>0.008321</td><td>0.011948</td><td>3.871768</td><td>95.634921</td></tr><tr><td>2024-12-31</td><td>0.143134</td><td>0.008293</td><td>0.012126</td><td>3.80792</td><td>96.031746</td></tr></tbody></table></div>"
],
"text/plain": [
"shape: (5, 6)\n",
"┌────────────┬──────────┬──────────┬───────────┬────────────┬────────────┐\n",
"│ timestamp ┆ rv_21 ┆ ewma_vol ┆ garch_vol ┆ vol_of_vol ┆ vol_pctile │\n",
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n",
"│ date ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 │\n",
"╞════════════╪══════════╪══════════╪═══════════╪════════════╪════════════╡\n",
"│ 2024-12-24 ┆ 0.136351 ┆ 0.008303 ┆ 0.012779 ┆ 3.871925 ┆ 40.873016 │\n",
"│ 2024-12-26 ┆ 0.135997 ┆ 0.008269 ┆ 0.012742 ┆ 3.872326 ┆ 40.873016 │\n",
"│ 2024-12-27 ┆ 0.139988 ┆ 0.00829 ┆ 0.01189 ┆ 3.872193 ┆ 95.238095 │\n",
"│ 2024-12-30 ┆ 0.145005 ┆ 0.008321 ┆ 0.011948 ┆ 3.871768 ┆ 95.634921 │\n",
"│ 2024-12-31 ┆ 0.143134 ┆ 0.008293 ┆ 0.012126 ┆ 3.80792 ┆ 96.031746 │\n",
"└────────────┴──────────┴──────────┴───────────┴────────────┴────────────┘"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Build a Polars DataFrame with returns for ml4t-engineer\n",
"spy_returns = (\n",
" etf_filtered.filter(pl.col(\"symbol\") == SYMBOL)\n",
" .select([\"timestamp\", \"close\"])\n",
" .with_columns(returns=pl.col(\"close\").pct_change())\n",
" .drop_nulls()\n",
")\n",
"\n",
"# All volatility features in a single with_columns call\n",
"spy_vol_features = spy_returns.with_columns(\n",
" rv_21=realized_volatility(\"returns\", period=21),\n",
" ewma_vol=ewma_volatility(\"close\", span=120),\n",
" garch_vol=garch_forecast(\"returns\", horizon=1, alpha=alpha, beta=beta),\n",
" vol_of_vol=volatility_of_volatility(\"close\", vol_period=21),\n",
" vol_pctile=volatility_percentile_rank(\"returns\", period=60),\n",
")\n",
"\n",
"# volatility_regime_probability returns a dict of expressions\n",
"vol_regime_exprs = volatility_regime_probability(\"returns\")\n",
"spy_vol_features = spy_vol_features.with_columns(**vol_regime_exprs)\n",
"\n",
"print(f\"Volatility features: {spy_vol_features.shape}\")\n",
"spy_vol_features.select(\n",
" [\"timestamp\", \"rv_21\", \"ewma_vol\", \"garch_vol\", \"vol_of_vol\", \"vol_pctile\"]\n",
").tail(5)"
]
},
{
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"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1400x1000 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize the feature suite\n",
"fig, axes = plt.subplots(3, 1, figsize=(14, 10), sharex=True)\n",
"\n",
"vf_pd = spy_vol_features.to_pandas().set_index(\"timestamp\")\n",
"\n",
"ax = axes[0]\n",
"# realized_volatility() annualizes by default (×√252); ewma_volatility() and\n",
"# garch_forecast() return daily-scale values. Annualize the latter two on the\n",
"# plot so all three sit on the same y-axis.\n",
"ann = np.sqrt(252)\n",
"ax.plot(vf_pd.index, vf_pd[\"rv_21\"], label=\"Realized Vol (21d, ann.)\", linewidth=0.8, alpha=0.7)\n",
"ax.plot(\n",
" vf_pd.index,\n",
" vf_pd[\"ewma_vol\"] * ann,\n",
" label=\"EWMA Vol (span=120, ann.)\",\n",
" linewidth=0.8,\n",
" alpha=0.8,\n",
")\n",
"ax.plot(\n",
" vf_pd.index,\n",
" vf_pd[\"garch_vol\"] * ann,\n",
" label=\"GARCH Forecast (ann.)\",\n",
" linewidth=0.8,\n",
" alpha=0.8,\n",
")\n",
"ax.set_title(\"Volatility Estimators Comparison\")\n",
"ax.set_ylabel(\"Annualized Volatility\")\n",
"ax.legend()\n",
"\n",
"ax = axes[1]\n",
"ax.plot(vf_pd.index, vf_pd[\"vol_of_vol\"], label=\"Vol-of-Vol\", linewidth=0.8, color=\"purple\")\n",
"ax.set_title(\"Volatility of Volatility (Clustering Measure)\")\n",
"ax.set_ylabel(\"Vol-of-Vol\")\n",
"ax.legend()\n",
"\n",
"ax = axes[2]\n",
"ax.fill_between(vf_pd.index, 0, vf_pd[\"vol_pctile\"], alpha=0.4, label=\"Vol Percentile Rank\")\n",
"ax.axhline(0.8, color=\"red\", linestyle=\"--\", linewidth=0.5, label=\"80th percentile\")\n",
"ax.set_title(\"Volatility Percentile Rank (60-Day Window)\")\n",
"ax.set_ylabel(\"Percentile\")\n",
"ax.legend()\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "eb1638e3",
"metadata": {
"papermill": {
"duration": 0.003574,
"end_time": "2026-06-13T03:36:06.340587+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:06.337013+00:00",
"status": "completed"
}
},
"source": [
"**Interpretation**: The three volatility estimators capture different dynamics.\n",
"Realized vol is noisy but unbiased; EWMA provides smooth exponential decay;\n",
"GARCH adapts to the persistence structure. Vol-of-vol spikes during regime\n",
"transitions (COVID, 2022 rate hikes), while the percentile rank maps volatility\n",
"to a stationary [0, 1] scale useful as a direct ML feature."
]
},
{
"cell_type": "markdown",
"id": "f1eff70d",
"metadata": {
"papermill": {
"duration": 0.003483,
"end_time": "2026-06-13T03:36:06.347578+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:06.344095+00:00",
"status": "completed"
}
},
"source": [
"## Save Volatility Forecasts for Downstream Chapters\n",
"\n",
"GARCH volatility forecasts are consumed by:\n",
"- Chapter 7: Feature engineering (volatility-adjusted features)\n",
"- Chapter 18: Strategy simulation (position sizing)\n",
"- Chapter 21: Risk management (VaR, position limits)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9a68ca81",
"metadata": {
"execution": {
"iopub.execute_input": "2026-06-16T03:00:01.557574Z",
"iopub.status.busy": "2026-06-16T03:00:01.557490Z",
"iopub.status.idle": "2026-06-16T03:00:03.031271Z",
"shell.execute_reply": "2026-06-16T03:00:03.030608Z"
},
"papermill": {
"duration": 1.506111,
"end_time": "2026-06-13T03:36:07.857421+00:00",
"exception": false,
"start_time": "2026-06-13T03:36:06.351310+00:00",
"status": "completed"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"MULTI-SYMBOL GARCH VOLATILITY FORECASTING\n",
"============================================================\n",
"Processing 100 symbols...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.08965. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n",
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.000283. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 100 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n",
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.09337. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n",
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.0608. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.0924. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.09562. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n",
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.006999. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
".venv/lib/python3.14/site-packages/arch/univariate/base.py:694: DataScaleWarning: y is poorly scaled, which may affect convergence of the optimizer when\n",
"estimating the model parameters. The scale of y is 0.0339. Parameter\n",
"estimation work better when this value is between 1 and 1000. The recommended\n",
"rescaling is 10 * y.\n",
"\n",
"This warning can be disabled by either rescaling y before initializing the\n",
"model or by setting rescale=False.\n",
"\n",
" self._check_scale(resids)\n"
]
},
{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symbol</th>\n",
" <th>n_obs</th>\n",
" <th>alpha</th>\n",
" <th>beta</th>\n",
" <th>persistence</th>\n",
" <th>status</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>JNK</td>\n",
" <td>3773</td>\n",
" <td>0.176184</td>\n",
" <td>0.823816</td>\n",
" <td>1.000000</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>HYG</td>\n",
" <td>3773</td>\n",
" <td>0.161971</td>\n",
" <td>0.836165</td>\n",
" <td>0.998136</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>OIH</td>\n",
" <td>3773</td>\n",
" <td>0.071559</td>\n",
" <td>0.926229</td>\n",
" <td>0.997789</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>UNG</td>\n",
" <td>3773</td>\n",
" <td>0.075402</td>\n",
" <td>0.920368</td>\n",
" <td>0.995771</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>FXE</td>\n",
" <td>3773</td>\n",
" <td>0.034365</td>\n",
" <td>0.961334</td>\n",
" <td>0.995699</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>XLP</td>\n",
" <td>3773</td>\n",
" <td>0.132272</td>\n",
" <td>0.821496</td>\n",
" <td>0.953767</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>IEMG</td>\n",
" <td>3064</td>\n",
" <td>0.117156</td>\n",
" <td>0.834723</td>\n",
" <td>0.951879</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>EZA</td>\n",
" <td>3773</td>\n",
" <td>0.088441</td>\n",
" <td>0.862254</td>\n",
" <td>0.950694</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>XLF</td>\n",
" <td>3773</td>\n",
" <td>0.164997</td>\n",
" <td>0.785197</td>\n",
" <td>0.950195</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>EWW</td>\n",
" <td>3773</td>\n",
" <td>0.110269</td>\n",
" <td>0.837768</td>\n",
" <td>0.948038</td>\n",
" <td>ok</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" symbol n_obs alpha beta persistence status\n",
"50 JNK 3773 0.176184 0.823816 1.000000 ok\n",
"36 HYG 3773 0.161971 0.836165 0.998136 ok\n",
"57 OIH 3773 0.071559 0.926229 0.997789 ok\n",
"72 UNG 3773 0.075402 0.920368 0.995771 ok\n",
"30 FXE 3773 0.034365 0.961334 0.995699 ok\n",
".. ... ... ... ... ... ...\n",
"93 XLP 3773 0.132272 0.821496 0.953767 ok\n",
"41 IEMG 3064 0.117156 0.834723 0.951879 ok\n",
"28 EZA 3773 0.088441 0.862254 0.950694 ok\n",
"90 XLF 3773 0.164997 0.785197 0.950195 ok\n",
"25 EWW 3773 0.110269 0.837768 0.948038 ok\n",
"\n",
"[100 rows x 6 columns]"
]
},
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"text": [
"Saved multi-symbol volatility forecasts to case_studies/etfs/models/time_series/garch_volatility.parquet\n",
" Shape: (366608, 4)\n",
" Assets: 100\n",
" Date range: 2010-01-05 00:00:00 to 2024-12-31 00:00:00\n",
" Mean persistence: 0.9781; min: 0.9480; max: 1.0000\n"
]
}
],
"source": [
"# Process all symbols and save multi-symbol volatility forecasts\n",
"MODEL_DIR = get_case_study_dir(\"etfs\") / \"models\" / \"time_series\"\n",
"MODEL_DIR.mkdir(parents=True, exist_ok=True)\n",
"\n",
"print(\"\\n\" + \"=\" * 60)\n",
"print(\"MULTI-SYMBOL GARCH VOLATILITY FORECASTING\")\n",
"print(\"=\" * 60)\n",
"\n",
"\n",
"def fit_garch_for_symbol(symbol: str) -> tuple[pl.DataFrame | None, dict]:\n",
" \"\"\"Fit GARCH and return (forecast DataFrame or None, summary dict).\"\"\"\n",
" summary = {\n",
" \"symbol\": symbol,\n",
" \"n_obs\": 0,\n",
" \"alpha\": float(\"nan\"),\n",
" \"beta\": float(\"nan\"),\n",
" \"persistence\": float(\"nan\"),\n",
" \"status\": \"ok\",\n",
" }\n",
" symbol_returns = load_symbol_returns(symbol)\n",
" if symbol_returns is None or len(symbol_returns) < 500:\n",
" summary[\"status\"] = \"insufficient_data\"\n",
" return None, summary\n",
"\n",
" try:\n",
" model = arch_model(symbol_returns, mean=\"Constant\", vol=\"GARCH\", p=1, q=1, dist=\"normal\")\n",
" result = model.fit(disp=\"off\", show_warning=False)\n",
" except (ValueError, np.linalg.LinAlgError) as exc:\n",
" summary[\"status\"] = f\"fit_failed: {type(exc).__name__}\"\n",
" return None, summary\n",
"\n",
" cond_vol = result.conditional_volatility\n",
" alpha_s = result.params.get(\"alpha[1]\", 0)\n",
" beta_s = result.params.get(\"beta[1]\", 0)\n",
" summary.update(n_obs=len(cond_vol), alpha=alpha_s, beta=beta_s, persistence=alpha_s + beta_s)\n",
"\n",
" pred_df = pl.DataFrame(\n",
" {\n",
" \"timestamp\": cond_vol.index.values,\n",
" \"symbol\": symbol,\n",
" \"realized_vol\": (symbol_returns.rolling(21).std() * np.sqrt(252)).values,\n",
" \"garch_forecast\": (cond_vol * np.sqrt(252)).values, # Annualized\n",
" }\n",
" ).drop_nulls()\n",
" return pred_df, summary\n",
"\n",
"\n",
"# Process all symbols\n",
"all_vol = []\n",
"fit_summaries = []\n",
"print(f\"Processing {len(SYMBOLS)} symbols...\")\n",
"\n",
"for symbol in SYMBOLS:\n",
" pred_df, summary = fit_garch_for_symbol(symbol)\n",
" fit_summaries.append(summary)\n",
" if pred_df is not None:\n",
" all_vol.append(pred_df)\n",
"\n",
"fit_summary_df = pd.DataFrame(fit_summaries)\n",
"display(fit_summary_df.sort_values(\"persistence\", ascending=False, na_position=\"last\"))\n",
"\n",
"# Combine and save\n",
"if all_vol:\n",
" vol_df = pl.concat(all_vol)\n",
" output_path = MODEL_DIR / \"garch_volatility.parquet\"\n",
" vol_df.write_parquet(output_path)\n",
"\n",
" print(f\"Saved multi-symbol volatility forecasts to {output_path}\")\n",
" print(f\" Shape: {vol_df.shape}\")\n",
" print(f\" Assets: {vol_df['symbol'].n_unique()}\")\n",
" print(f\" Date range: {vol_df['timestamp'].min()} to {vol_df['timestamp'].max()}\")\n",
" print(\n",
" f\" Mean persistence: {fit_summary_df['persistence'].mean():.4f}; \"\n",
" f\"min: {fit_summary_df['persistence'].min():.4f}; \"\n",
" f\"max: {fit_summary_df['persistence'].max():.4f}\"\n",
" )\n",
"else:\n",
" print(\"WARNING: No volatility forecasts generated\")"
]
},
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"source": [
"## Key Takeaways\n",
"\n",
"1. **GARCH models forecast volatility, not returns** — use for risk, not alpha\n",
"2. **GARCH(1,1) captures most volatility dynamics** — higher orders rarely help\n",
"3. **EGARCH captures leverage effect** — negative shocks increase volatility more\n",
"4. **Persistence (α+β) near 1** is typical for financial data — volatility is sticky\n",
"5. **VaR calculation is a direct application** — multiply forecast σ by z-score\n",
"6. **Model residuals should be white noise** — check squared standardized residuals\n",
"7. **ml4t-diagnostic streamlines testing**: `arch_lm_test()` and `fit_garch()`\n",
" replace boilerplate statsmodels/arch code for multi-symbol pipelines\n",
"8. **ml4t-engineer provides Polars-native vol features**: `garch_forecast()`,\n",
" `realized_volatility()`, `ewma_volatility()`, `volatility_regime_probability()`\n",
" — all composable inside a single `with_columns()` call"
]
}
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