diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 89f1b11..ce9b2ab 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,12 +12,28 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"# Import numpy and pandas\n",
- "\n"
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pandas.plotting import lag_plot\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "from pylab import rcParams\n",
+ "\n",
+ "import statsmodels.api as sm\n",
+ "from statsmodels.graphics import tsaplots\n",
+ "from statsmodels.tsa.stattools import adfuller\n",
+ "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
+ "from statsmodels.tools.validation import array_like\n",
+ "\n",
+ "from sklearn.metrics import mean_squared_error as mse\n",
+ "from sklearn.metrics import mean_absolute_percentage_error\n",
+ "\n",
+ "plt.style.use('fivethirtyeight')\n"
]
},
{
@@ -33,7 +49,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -52,12 +68,156 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " attitude.roll \n",
+ " attitude.pitch \n",
+ " attitude.yaw \n",
+ " gravity.x \n",
+ " gravity.y \n",
+ " gravity.z \n",
+ " rotationRate.x \n",
+ " rotationRate.y \n",
+ " rotationRate.z \n",
+ " userAcceleration.x \n",
+ " userAcceleration.y \n",
+ " userAcceleration.z \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1.528132 \n",
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+ " \n",
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+ " -0.044299 \n",
+ " \n",
+ " \n",
+ "
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+ "
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+ ],
+ "text/plain": [
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+ "3 1.516768 -0.704678 0.675735 0.760709 0.647788 \n",
+ "4 1.493941 -0.703918 0.672994 0.760062 0.647210 \n",
+ "\n",
+ " gravity.z rotationRate.x rotationRate.y rotationRate.z \\\n",
+ "0 -0.031672 0.316738 0.778180 1.082764 \n",
+ "1 -0.032255 0.842032 0.424446 0.643574 \n",
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+ "3 -0.041140 -0.025005 -1.048717 0.035860 \n",
+ "4 -0.058530 0.114253 -0.912890 0.047341 \n",
+ "\n",
+ " userAcceleration.x userAcceleration.y userAcceleration.z \n",
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+ "3 -0.008389 0.136788 0.094958 \n",
+ "4 0.199441 0.353996 -0.044299 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "sensor.head()"
]
},
{
@@ -69,12 +229,35 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "attitude.roll 0\n",
+ "attitude.pitch 0\n",
+ "attitude.yaw 0\n",
+ "gravity.x 0\n",
+ "gravity.y 0\n",
+ "gravity.z 0\n",
+ "rotationRate.x 0\n",
+ "rotationRate.y 0\n",
+ "rotationRate.z 0\n",
+ "userAcceleration.x 0\n",
+ "userAcceleration.y 0\n",
+ "userAcceleration.z 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "sensor.isnull().sum()\n"
]
},
{
@@ -86,12 +269,24 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1751, 12)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "sensor.shape"
]
},
{
@@ -103,11 +298,56 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
+ "source": [
+ "def time_features(df): \n",
+ " \"\"\"\n",
+ " Esta función extrae características de tiempo \n",
+ " a una columna de fecha.\n",
+ " \"\"\"\n",
+ "\n",
+ " df = df.copy()\n",
+ "\n",
+ " df['date'] = df.index\n",
+ " df['hour'] = df.date.dt.hour\n",
+ " df['day_of_week'] = df.date.dt.dayofweek\n",
+ " df['quarter'] = df.date.dt.quarter\n",
+ " df['month'] = df.date.dt.month\n",
+ " df['year'] = df.date.dt.year\n",
+ " df['day_of_year'] = df.date.dt.dayofyear\n",
+ " df['day_of_month'] = df.date.dt.day\n",
+ " df['week_of_year'] = df.date.dt.weekofyear\n",
+ " \n",
+ " return df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1751"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
+ "\n",
+ "time_range = pd.date_range(start='01/01/2018 00:00:00',\n",
+ " end='01/01/2018 00:29:10',\n",
+ " freq='1s')\n",
+ "\n",
+ "len(time_range)\n",
+ "\n",
"\n"
]
},
@@ -120,11 +360,280 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
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+ " attitude.yaw \n",
+ " gravity.x \n",
+ " gravity.y \n",
+ " gravity.z \n",
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+ " rotationRate.y \n",
+ " rotationRate.z \n",
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+ "
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+ "
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+ ],
+ "text/plain": [
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+ "2018-01-01 00:00:00 1.528132 -0.733896 0.696372 0.741895 \n",
+ "2018-01-01 00:00:01 1.527992 -0.716987 0.677762 0.753099 \n",
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+ "2018-01-01 00:00:04 1.493941 -0.703918 0.672994 0.760062 \n",
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+ "2018-01-01 00:29:06 1.797120 -0.562324 2.445889 0.824443 \n",
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+ "2018-01-01 00:29:10 1.869375 -0.596783 2.433775 0.790551 \n",
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+ "2018-01-01 00:00:00 0.669768 -0.031672 0.316738 0.778180 \n",
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+ "2018-01-01 00:00:04 0.647210 -0.058530 0.114253 -0.912890 \n",
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+ "2018-01-01 00:29:10 0.561984 0.243315 0.291873 1.102207 \n",
+ "\n",
+ " rotationRate.z userAcceleration.x userAcceleration.y \\\n",
+ "2018-01-01 00:00:00 1.082764 0.294894 -0.184493 \n",
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+ "2018-01-01 00:29:10 -0.436925 -0.065011 -0.042575 \n",
+ "\n",
+ " userAcceleration.z \n",
+ "2018-01-01 00:00:00 0.377542 \n",
+ "2018-01-01 00:00:01 0.114866 \n",
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+ "2018-01-01 00:00:04 -0.044299 \n",
+ "... ... \n",
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+ "2018-01-01 00:29:10 0.046052 \n",
+ "\n",
+ "[1751 rows x 12 columns]"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
+ "sensor = sensor.set_index(time_range)\n",
+ "sensor\n",
"\n"
]
},
@@ -139,11 +648,100 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
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+ "data": {
+ "text/html": [
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+ " 2018-01-01 00:00:03 \n",
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+ "text/plain": [
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+ "2018-01-01 00:00:00 0.294894\n",
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+ "2018-01-01 00:00:03 -0.008389\n",
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+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sensor_user_acc_x = pd.DataFrame(sensor['userAcceleration.x'])\n",
+ "sensor_user_acc_x.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
+ "rcParams['figure.figsize'] = 18, 8\n",
+ "\n",
+ "decomposition = sm.tsa.seasonal_decompose(sensor_user_acc_x, period=60)\n",
+ "fig = decomposition.plot()\n",
+ "plt.show();\n",
"\n"
]
},
@@ -154,6 +752,30 @@
"Plot the decomposed time series of `rotationRate.x` also with a frequency of 60."
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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XAHM4HA6Hw+FwOBwZM/c0ocv/DqPnp6X46aD3aB8Oh8PhcDgcA2gFAF28BJjD4XA4HA6Hw+FIhMIi/rbchfqAiGpfGA+tqjvah8ThcDgcDscA2gpAHgDkcDgcDofD4XA4zVT7wqjzt5QJ7aijG4pzOBwOh8M5tjjcxAOAceNf//oXJk+ejM6dO6Nnz5645JJLsHXrVs3XlJSUICMjQ/Xfzz//fISOmsPhcDgcjpztrgD+7/c6fL6rCaJ4bPihcDjHCgHK/oDfJxwOh8PhHPvIE3gkx0oA0Ha0D8AoS5YswZ/+9CcMHz4coiji6aefxrnnnouVK1ciMzNT87UzZszAwIEDo//Wez6Hw+FwOJz44/KFcfK3lWgKRhZIvpCIa/okH+Wj4nCOHXwh9eYhJAI24SgcDIfD4RwlKjwhvLO1EVkJFtzQLxl2Cx8EOcc+9Ro+fzwAaJKZM2cq/v3222+jS5cuWLFiBaZOnar52qysLOTn57fl4XE4HA6Hw9Hh/e2N0eAfAPx1mYsHADkcGZ6gOgAYCAO2dlOzw+FwOK1DFEWc9X0VdjZbIOx3B/HsmIyje1AcjgE0A4C8CUjrcLvdCIfDyMjI0H3uVVddhV69euGMM87A7Nmz2/7gOG1GUzCMDdV+NNBqZDgcDodzTLO7nvuZcThaeCgKQH+YlwBzOJw/DhuqA9HgHwC8tbXxKB4Np71Q6Qmh8SjGCERRRH2APV/XcQVg67j//vsxaNAgjB49mvmclJQUPPHEExg7dixsNhvmzZuH6667Dm+++SYuueQS5uuKi4vb4pDbJVsaLJhdbkWvJBEXFgZxNNXXdQHg+o0J2O+xIN8ZxvuDfch38kXxsQC/Zzic2Pij3Tv19Q6QS48/2jngxIfj9bopdlkAJCge27lrNzLsR+d4OMcfx+u9wzl+2FyrHgePhev2WDgGDp1/7rbjq1I70m0iXujnw9D0Ix9sawwCYTGJ+feK+qYjcg0VFRVp/r1dBgAffPBBrFixAvPnz4fVamU+Lzs7G3fccUf038OGDUNNTQ1eeeUVzQCg3kn7o1DlDeHWr8qj5VrZubm4uX/KUTuef29xY7+nDgBQ7rNgdkMOnh+YcdSOhxOhuLiY3zMcTgz8Ee+dtLJaoKJJ8dgf7RxwWs/xfO/sOeAFNlcrHuvcrQcKktjrXQ7HKMfzvcM5fjh82AdsqVI8drSvW37vHLvsrQ/iqyXlAIC6oIAva9Jx0cicI34chxpDwIoy5t9DtgQUFXU5gkdEp92VAD/wwAOYMWMG5syZg27dupl+/YgRI7Bnz574H9hxyFtblF5Nj66uO4pHA7y6qUHx73e3H9ty8OK6AH4+6IWX4ufD4XA4f0QE7uHN4Wji5SXAHA7nD4613UUoOEeT7w94Ff/+6ZDvqBwH6f9HLnndx4iFWbu6ve67775o8K93794xvcemTZt4QxCDrKhQ3jze0FE6kGaS2lELvJ8OenHiNxW48KdqnDGvEiG+eD9uOdwYwt+W1eLe5S6UNR3lmyRO+EIiSptCEEV+3XLano3VfmrjA06kC+K+Bu6b+EeiiXIvBI+NPQOHw+EcEWg7Pr6X4rCgXRnho7CHqSMCgB2Tlcp9dyvWuv6QiKfW1uPyX6rxIxHwNEu7KQG+55578MUXX+B///sfMjIyUF4ekXkmJycjJSVSlvrYY49hzZo1mDNnDgDg008/hd1ux+DBg2GxWDB//ny89957ePTRR4/W12hXVHqOrRVnewoA3r6kFlKQf0N1AD8e9GJql8Sje1CcNuGqBdVYUxUAAOxpCGLG6Udech5PdtcFce6PVTjgDuG0jk58fmo2rEfT/JNzXEG7kibOqUTfDBvmn5mLDGe7yku2KbP3eXDj4hr4QsAt/ZPxDO+A+IeA3gWYb3w5HIk6fxifFDchO8GCi3okwsKl5ccdQcqY5w2JSObrUQ6FBkp33UpPGPlH2Dqj3q+8bjsmW3GwsUUc4tZoEKLH61vceH5DpBpywSEvlp2bjx5psYXy2s1K+7333kNDQwPOOecc9OnTJ/rfa6+9Fn1OWVkZ9u7dq3jdCy+8gMmTJ+Pkk0/GjBkz8Prrr+O222470offLqk42pI/gmRbu7lcUU4ET5eX+4/SkXDaEk9QjAb/AOCXQz74KOVb7Yn3trtxwB2593865MPc/a3LMnE4clhL9+2uID7ccWzbOhxpHlldB1/zNPzm1kZUHWNzMqdtaKLI/Sh7Gw7nD0m9P4xT51biwVV1uGlxLZ5e16D/Ik67gzbm0Tqkc44uZU0hTP++Ej0+LcWTa+qPWuVQuUe9PjrcyqqsWBSE9USJb0GSMnbRFBRjVrK+LLNC84aAd7e5Y3ofoB0pAF0ul+5z3nzzTcW/L7/8clx++eVtdETHN6IootZ3bA20SXb11lEURQjtIPNnPfYPkRMDNK+mA+4geqW333aNb25VBmEeXFmHc7px9Sqn7XlveyPuHJx6tA/jmEAURexrUC5eN9cEcFIH3gjieIcW56WpYTicPyKPrK5DcV2LLcK3+zx4aHjaUTwiTlvgp6yvuVXIsccbW9z4rSwicnlhYwPO656IAVlHfg9U2qSOGB9qDGFYDEVZ7kAYVy+owaoKPy7plYQXxqYbjjWQCsAMhwUpNkFR+rvVFcQgk+eovCmkeu+5+714Zoypt4nSfiRVnCMKK9t8rC1C61shpV102Iup8ypxzcJqHG5sW2WFtR0EKTnmoQUAyU17e+fQceJryDn2sfMVSZRqn3oS9vFb8Q+Bh6IA5CXAnPaGyxfGAytduPW3WuyqC+i/wCCz9noU/95RF3+P1C01AVzwYxUu+rEKO1zxO3aOcWiNj2hrbg6dw40h/HDAi1rKWiKevLpZqUL7z1Gq5KB5sMe6t399sxsLDvvgDop4f3sjfjhovBKqlDiOLKcFKYSA6cx5labn9BUV6krCA+5QzE1F+HKbQ4VmQg0ADa0IuLWWJspnV1Ikv0bwhURctbAGy8v9mL3Pi0fXtG2HYyn+9/HORgz5qgzTvq9ESZyN3Rcd9uKBlS58v9+j/2ROXKCV+5a427dhf36ielpo72XNnNaxttKPNZXxsTHQyoXwREkLB93qua2ynZQA1/vDmH/AE21eEgyLWHTYh91tsFE/HqGtv3gJcNuyqsKHe1e48ElxI29+FSfuWeHCm1sb8emuJlz0U3XcDPmPRBPNGxfX4JdDPvx0yIc7lrja5DMaA2HM2NOEFeVHp1vpsQ61BJgrAKPscAWwpMxHva92uAIYM6scl/xcjbGzylF9BNcOZiwaa7wh/HuLG7P3eVo97lZQ4gFVMQY/n12vtBV4eaPxUltyb98t1abqYdAQEDHPpL3SfsbecleM66p2UwLMObI0MmbYOn8YmUfJpN1NyYpXe8PolW7+vX4r9SmktF/u9uCdicrnlDQEsakmgPEFzlYb01uFyPv9bZkLQREocYfw1Np6vDMpq1XvK/FdiQdXLqiBiEgJ57dTcjCh0BmX925vfL2nCe9sbUSfDBueHJ2OdEfbXa/HowKQNnnX+8PITeSlh39EnlpbHzUd/tugFDwyMoYBV4bWGq8d2by2OYcomeuqY6wxFw13IIxxsytwwB1Ckk3At1Ny8PDvdVhW7odNAD46OQtntlFDrDp/GLW+MLqmWNuFNQgNUYwES0mOteqL44nDjSFMnVcFaTq3WQRc0jPp6B7UccDXe1qS0XsbQthYHcDQHMdRPCJjeIIittS2bKpXVfrjbjckiiLOml+Fdc0e0q+Oy8DVvZPj9v7HA7QS4D+6AvDL3U1YXu6DLwR8tqsJIoCpnRPw2anZiue9vMkdFeyUe8L4cEcT7h4SP3uVsChiebmfur9Kpdh1sd7j9O+qsKs+cq89MTINdwyK/RhptmX1MWTOaP5820yogMk9YLdUK+r86vf8ek+TKXulckqJMwDsqg/GNK7y5TaHCksBGMvNFC8aKQrAWJXNQZ1Mw6aaAE78pgJXLqjBsBllWN1K9YtVAP69xQ35af1yT3yUep6giCuag38SP5mQKx9PHG4M4YZFtVhV6cfHxU3o+kkpTphV3mYlHF7KfdLW5eRtjYsyiR5N5S/n6CIF/wDgpU3umM2LJWhlPRLcK7UFmnn1sdaYi8b/ipuiTYSagiKmzKvEsuYmWEEReHNL7KbVWqyu9GPo12UY+nU5rl5Y06YqrsWlPjy1th5r46SKlXPrEhe2utQZ/SOhevqj8v52N+RxhZsW1x69g2lDqr0hfLC9Eb9WW9s8oEybJ55b39Au1JW00rx4C8+2uYLR4B8A/GWpK74fcBxAG/M87VBEHgiL+OmgF5tqWrcPmbPPgxsX1+I/O5rwaXPwDwC+P6B+7892NSn+/U4rmkXQuGlxLaZ9X4XxsytUf0s16OWy4JAvGvwDgIdX18d8PL6QSG0QQwu86VFcr77I6v2i4VLqfYRSr2uqjWrpsq3W3MVMa3ICQOGHagYeAORQYQUAY7mZ4kUj5ZjOnl+Ft7aaH9jsOhrlz3Y1Rj+v1ifisp+rqdkoGqwN8pKytpH5f0cp+WUNFLHgCYr4+aCX6q+gRyAs4vE1dThtbgVe2dQQtxIQFv/d2QjyE7a5gnhxQ9t0iaOVxrZnrybWJNpwDOw+RVHEJ8WNeHxNHfZSJmhOfKj2hvDyxgZ8tLORcX237v21Xm8zUztynENLJLQHBeDnxMaD/L0ls/B488/19VEFwLclXmyobpukz/JyH86eX4XnNzTg1O8qsTOOyaUab0i1cZMwuv4ww0c7GzH06zKcM78KB9q5dUVr2EYJuB5vhEURl/9Sg7uWu3DvNqfKtyve1FHEAt8f8GIhRd1qFtoSK55rS1qSKh42KFtrA3hsdR1m7mmK2iPIaWuvtvZGW3oAHm4M4ZHf6/Dc+npq13WJna4ARs0sR9aHh/B4DFZRoijivB+qcNFP1Zg4uwJf7qaP70b4/gBb2PGzjugjnkur0qYQvtIQsNgNZnLj6d1JG2+A2ERL2ymBORHADxrnX6IxEEaFbJ1mFYBOyfTqqf3uoKlxq5yx/vt8V1NMiRUeAORQoQXbgKOrAGQFJe9faT4gQBue5Avs/YSEt9IbxiqD2f4mygTlC6uNQYH4LFpoE0q84jWNgTBGzSzHhT9Vo+8XZRjwRRkeW11HVb7RmLHHg39tdOP3ygAeWV2PpW20+ZNgXZ/xUluSULs1mvhJV1f68Zeltbj1t9q4biRjxcVYgB4LCsC3tjbitiUu/GujGyfPrdBctP1REEURs/d58NZWN2ooF2MwLJoK3oZFEef/WI1H19TjL0tduOTnatVztBR8RtDaSNl4/C9KpVf9u1VQHjvWaItAlRF+PKgMLGhtllrDSxtbkklhEXh8TeyqBRKt3zfeCqSD7iDuWubCvoYQFpX6VJ5HEqIoHrXf9EhBGrQfjywv92OlzES+LZKiNd4QnlhTh6fX1WMvwwrllU2tCzyKoggfNUDXqrdV8G9KcLS1AcBqbwinfFuJlza5cf2iWkV5tMTKivbtBdgUDMdV4RlooxLgsCjisl+q8cpmN55Z14A7NdSX/9rYgOK6IMIi8K+NbpR4zI0Va6oCWNK87xER8cWMlTn72PuYnTrBNAt11xsbe3T227TfjUY8VcisvUssMQtacB4A5pTo7yNLCO/mzilWZmLbH6Z3LmZRzhDhlLhDuHeF+eA0DwAaRBRFiKKIsqYQ8+I4nqCV2wLsKHtbEwqLzAAgALy8ydxihjaZyzvplFEUdAsPGdtQ0JqV+EL04zeS8dvXEFmoP7a6jjrI0ZQO8QrUztzrwUGZEuVQUwgvbXLjve3GFnE3/6Yspfl3G5V/STiOsIKIdh0ZXZ/8XuHHaXMr8dHOiJz//B+rW11e2VpY93esXabiyQOrWia4Wp+IT4tjz6QeLUqbQrh2YQ1On1uJ7wwsJvR4dbMb1yyswf0r6zBlXpUiobDgkBc9Pi1F0WeleMegSnpJmV8xnvxKUWu0VuGqFUxojQKwrCmEe5dHOk4Wx7Hj5NGihjLWV7WDACBtc97W0IzhE9uonpwMNM6VGXk3BSPNT2j+jUbQOnXxVpZ/sKNREVT8hDKe/njAi26flqLXZ6UqZefxRBLlWmnPSn4ay4gKlMagGPeE/tULa/DiRjf+ub4BF/5URX3OilYGuYIi/T55yeQegMW8/R68RAlStjbA+OGOJkV1xcy96vl/S0373Vs+tbYenf9Xit6fl8WtYRjt8tTaBxplU01Asc7REgh8vlv5t3kV5lonkOeivhVVdCfms33e1le1fA5tXyKqaqNix60jCDC6BohnYsnFGMtiqVpkxXh+POClNhrRem231Mj18tDwNFOfRVLrC2sqJt/b3sgMgrLgAUAD/HDAiyFflyPzw8Po+0UZhn1djn9tbJuSwmMF1iBrJlodT2iqOjk0tYQWtMm8XjaolVG+p1H1GrWE0h+mfma1znGLoojzf6jCBzsa8dImN+5f6VL8vTEQpsqC46XYYpUtP/x7bKoHvYDn3BIP/ras1pDUmobjCJuI0bKRYYOT35e7mxRT8sHGENV74kjCmkQbjmLpP4u2KPFbWe7DxNkVGDmjHPMPxF81+tTaenyzz4NVlX5cs7AGe5tad70+IvNM2VkXjJ6TUFjE7UtqUR8Q4Q1FnmckefNbqf7mLJY946y9Tbj+1xp8sL1RM4Pfmtv35t9q8e72SMfJaxfWtLndQFtTQ5kbjCqv9dhVF8DUeZUY8lUZPilujMt7SsRTiWMUmiJBb5MSKyx7I19IxKQ5lbj05xoM+qosJn9ALZVRvFV4m3X8qA43hnD9rzWo84uoD4j4+wpXTB04vUERj62uw+W/VBtOoh5paGu2WCxPjmVWV6l/bz3VkBnq/eGo0gmgG/IDrQ/Ms+aPf65voFbZmOXyX2qoj7dW+b6xRn88OBYSrbGw0xXA8xsaEBIje7Hn46QupZYAx2EO3EhZOxpVLhqNsdR4Q/it1If97viNI1pHKBet0OxDKr3huK2J9IJgRucq2r0ca+KFdZ7rY7in9jHeKygC35Voz2GqBiApkfLf6/okYSKlMaeRAGCVN4ShX5fpPs+s1z0PAOrgD0U2UvKLSwTwrw0NR6wsojWqoHp/GNXekGlZdiOjvI7VhrqtYSkSJcwqE2kDj7RhCDcrPUlKDH532rGySnvWVAWwvNzHlELvqQ9hj2xA+Xy3slU6KTeWaIhTZpcVCI71iixIYg85S8p8uHJBDf6zowmX/VKNBTFsFsyuLd/d5saQr8pw/g9VMS0eaRs2o+uTXZRNK0vifaSgNQAB2m4zrUWFJ9Ip++7lLmp5dCwTuxb7GoI478dqbKwJYFd9ELcvcZlejIiiiFc3NeDEWeW4bUmtasMsv6aDIvDUrtg7ItKyfdK4tbzCj8OyJIYnJBoKmOoFBQDzgYi1lX5c92stZu714K7lLk0PuFgVgHvqgwq14pbaILbVBuEJinh0dR1GzyzH35bVxi2AdiSgKQDjpa57Zl0Dlpf7UeIO4W/LXHGd1/U2sW2Ro3mbYnDeFg1TdtcFmfYa3+zzRM24w2JsiiStAFu8L9099drn551tbrhlH1ofELGuynxQ8+VNDXhpkxvz9ntx2S/VR32Oo0FTicSq4jxW2U0J9m2Po+0IrWkRDX/YeLCF+nqN+eerVvirAdoJ6taWnjoNzG3xULcdDUg/yflxsl+g/da0YL1ZaB1daVsmWsDMyKW7odqPoTPKMX1+FbXqKdYgl9Z3r/WJ0X0kba0XCGtXEFR6QtH10ZpKP2btbWLax+hVIhjdftKSBLHsNT7f1YQ/L6ql/k1LcTljTxNGzSzH9O8rFYE4raDcXp2AHUsBmJ1gxZwpObhrcIri77RgNMl72xoNKRnNJnR4AFCHtVV+qrrMHRR1o+CtpcobwjULq5H30WF0//Qw5lGaPWix4JAXA78qQ8/PyjD520pTZVGsiei/O5uOSpZKPwBobtCgBW6kwa7aG6YutsuawoYGbtogzTJvv+W3WkydV4Xzf6ymLopoGTD59cgaqOrjFLAhsxl6iKKIz3Y14aFVddTNwsLDPuaic6ZMhh8WgT8tMt/J0YxCYU99EPetrEOJO4QFh314bp15VSNtUWh0fUJTrbBMXo8UTAXgEb7n97uDmDi7As9vaMD72xsxepa601i8VYnvbHMrxr0qb9h0UHhdVQD/t7oeW11BfFLcpFj8NQXDiqAcAGyot+IbSimQEViLPAD4fr96Ab6hWn/zbiQbKY2BZU0hzNjTpNs8wEz3uVg9AGneOMvKfbj21xq8vMmNnXVB/GdHE7PBwrEITR0er6TjDNk15w8Db29lqwDdAePKAW9QhEvnvoz3FrcxEKb+rhVxHkvXVPoxbnY58xjeJa7zb3WUAjSOhAIwLIqYW+KhJqDkv7PcL05iFeUxknVVfvx7izs6z8u9Bb0h4M0Ymra1NbQEcjzUZMcStLXRjjg2P6Gpjmg0BcVWrXO04vqtzXtrldC11gPQSGOE9hoApI0V8YD2e9LW3B9sb0TPT0tx4jfl2FprJNFJU4yrP4wWEK4P6v+O/9neqBl4itVKS29/IyUNZ+ylr3Oo38cfxtULqlH0eRn6flGKsbPKccrcSlz3ay2mEbYyEpU6yTWj9wotyWl0rxEWRXy0sxF3LXOprKbk1PnpvpT1/jBuW1KL4rogfivz48m1kf2fKIo4qKHa1JsXShgBQIkROcqk/woD984bBudMs92AeQBQhyUaaoW29uP592Y3Zu/zIiRGIuX3rzRn8vjixoboILS+OoDbl7gMv1ZrInrpKJQ/6w2Y8VAASgEF1g0uwlhZCC1YqTdgLi71YXWleuKiDaTym5wVoItHwEYURdVgpsd/dzbhlt9q8foWNyZ/W6n6e71fxNhZFXhstfpa/oVQ/NX6RF2VAgmreQ2NT4ubFF4yH+40HxygewDqH4M/JOIAZcF8tNURx0oTkI93NqFMZ5MQ6zVeXBfAB9sbVapCmv8OrQxTix+JTmzSogIAdjOu5XtWuGLyYtpICehJqkiaks+IAtDIBsQfjoxXI2eU40+LajFmVgV2aSSXaIEGFrYYVyS07/bNPo/KSmCLgc3BsUBYFFFLuSbi0YmStqBfXk4v/X5xQwO6fVKKHp+WYpUB7y5WAkH5+fEz/3YHIuVmtKGgMs4J2hc2NDCDD4ebQlTlgtkyUi2FB/kd97uD+O+ORs17j8QfEnHZz9W4cgG9zFH6DqIoUu8VvUZoayr9OHVuJf6xqg6T5lRQEwrx6AIbb2jrR9rmtD2yryGIOfs8KKfcD9t1xsNPixtx0Y9VeHVTg24y1qgCEGhdcFVrDGxtAwqtNYW/lcOJkQB+PNRtRwOzTRiNQhNAkEGwCk8I9690odoXxtbaoKGmTFWUe6HWF8Y7W914bVNDNBhISyItrLbqCkFYJaTyz5KYtbcJZ86rxF+X1uomYPUCgJWeMFy+sGodKkFbx9+z3IU5zckql1/EdllSYGNNAJsoa0mWoEXCqMKRNsaePrcSL25o0K18/PcWN/6y1IUPdmhbmIRE+rr2x4NexXwuNeXxhERNtb3eOKcqAU5VdgAeQ/g4bqoJ6O5lQganIrNdlXkAUAct1Z1Z3zmzkJHh/e6QqRKmEuJCXFnhN5QdAbQDKT8cPPILONpmSE58SoAj70Hz/5MwUhZC605aaSDjSduE0RYEu2Q3OW1wBiIDfWsXQ7W+sKaSkPb+Lxj0/nhpk1uhHAqLIlXxMmJmOV7a2GB4w6h13ZITyk7KxsnI/bWqwofLfq7GnUtrqdeDkcG6xB2kGllzBWAEI5ksvQ3apppAtIwhFBbx4oYGZPznEEbNrMBdy1046dtKhRqVJu2/Y6nLVCkYbeEjBXVZG/UqbxjfaHR3Y0G7VqSED63EZauB8l4jAfSShiCuXFAdLQ9sCor4SCN43jHZyvwbiVWITQJI29zSPFtb6+NkFH9IxOaaABpjvG/q/SJ1fIiHswNtnKX551R4QnhmXT2CYmRjcP2vtbqbWKPVAZ6QiBpvxGNu/OwK3LvChWqTJbshETjr+yq8zOgqGu+OyVpdhau8YWr5jdmSWa3ghnwOPNwYwrhvKvDXZS6c8E2F4VLOL3Y3aa7fpHXUwcYQVcGyTWf9+Nia+qgC3hcC1QtsQzV9U3k0oX1XPX/m9sCqCh9OmFWBqxfWUDe12zXm2TWVfty6xIWfDvnwf6vr8e427Y22UQUgoK2000OrFLe1o7tW+WFrS4CNBJT1Kp2OVdpKuEjrJksGwX444FXMi0bKj2n7yUt+rsbfV9bh4dX1uKo5QUKr8msMCTj9u0rNPYledaCUWN7vDuKGRbVYVu7Hf3c24bS5lZqJK70EbZU3jLn7PUwfXtr8rJeQodkC6cU+jPoA0+b8Mk8YTzR7ZWsxy0TlDG3uZric6TZpKdUY58KiqLIKIxWAOQlWFKXbZK8BNukk540GVM3aVvAAIAVpEbalJoC1FONcibYuAaapgYxk2BsCYWx30aPK8yilYTS0JiIjPlHxRm/BYKazki8kUqXQUnaE1gFYwsgNRsvSuA3MkLQGFrT3khQ122oDzJK2MCPrYQa98l9asOCgiQFInmna7w4xz9Fja+rx4Cpj6letDbc8mFrtDUWzXnL0mnA0BcO47OcafH/Aiw93NlG7xRlRALIk5m09pujBKqU/0h6ARjzJtAL18w94MGlOBa77tRYnzanAp7ua8MRaZWa4KShibvM14A+J1Gt3U00A5/1QZTiY7qTcw8uaA/ssBSCAmDps0haxkucrLXO9uyGom1U1sgF5dHW9arxdqxHoyHIaX2ZICsBgWDQVEDKajDsSvr0uXxhjZ5Vj/OwKjJtdEZPahRV8iIcCkJbBrvWpy3y3u4KKjd3BxpDuotzoOOENinhmXQNm7vVgc00A725rxPW/sst4aCytsWK9xsJZT6UQTzbXBKgB28t+qTH1+2spPOS3+wc7GqPrlUA4Ui1iBL3mWtEEQi19/N3XEKImOCUWE02EWAl0slz6aENLILf3AGBYFHHP8jpNVdkBd4gZtCdtJP6+sk5z/DETAJTW3+9vd2PsrHJct7BGt0GchFaSti0DgK1NHhkJABpVAO6pD+KkORXo+PFhPBuDdU08YQXC4tFwgrbdJf3paSprrTEKoAe15OuzhYd9qPeHmTYS66oCTJUdoG8/IV0LS0p9ijm20hvGAo2AnN71Ue0NYYlGIzfaPlkvuU+752kJVzmGrLKCokqkJOeGxez1QCAsasZmSF6kJKJYlpxkjIVcv5Z5IiXF1GS/J6xQFaY7BGRQ1r/Dsu2Kf+tV59CGvL8OTMH1fZKVx2ZyrckDgBSkDMIPGjc40LYlwKJI98nQCwDuqQ9i9MxyjJ1VQd3M1xgMzesNoPHYiJjB6OJAj/kHPCj6rJSqGpDK57QW7EYCXGbKUOXQugvSNgTS4HuTxgAJmCvbrPCE8NmuJoVPmJ7ZaWt/E3kQTK+E4J1tjYaCMFpBT3kG97n1dKWiXknMsjI/qnW+t5FbgzV26JW9tjXHigLwgIHOaU1Btsr1kd/roxvy3fUh3LHURX1eVfNsfcAdom7ggYixrtEyVloA7bpfa1HrC2sGNZeV+02V21d5Q/ikWB00rA+EFYF1Ob4QqGXnEqGwaGgDQisz2FgdYC74zSQirIKA7a4ABnwZ8a69bUmtofteb0EqEafeSJq8sdUdbdy0ryGEr2MwpmdtFkNi65qCAfT5LSSqNwc0b8fVOiWgRhJdQOSamF2iDA4tKvVhWZkPLh/ds4fklyptZaknJMLTPEbM3ufBrb/V4t7lrjZJYGoFIl82YZmitTyTbzhIpf3HlLGAhl6lhBTg1bJB2WnCN04U6esaM+/R1gTDInWt1N5LgNdUBrDRwLVOqu1FUcTT6+rxAuW6Xa+R6Ck1sXap9YexpSaAe5bXYbsriFn7PHhVp2mOOxDG+T9U4eS5amsZidYmeLQUzK3d8xhZLzcZWLP7QiIu/6Ua66sDaAyKeHZ9w1FV1LKCpvHwM6QFWch7lZa01+q86w0aW+fU+cOaYpD/MqoeAmF6NZOc636NKAxppcJar9UrAY74VrNfT67jQ2FR01MToCtf9YQwRu6V+Qc8musFrWXOKRR7KS32NYRU61Na/K+4LoCxhN945xQrEmRLjaagiCsW1KDwo8M4+dsKhcqf1QCEZLAqAMgeV+v9Yeq5SLYLeG5suuJ7VHmN9SmQ4AFACm83Gy4uK1NG0rumKBecWlH+am8Iv1f4TTUlkNMQEKmBJJYSbnm5D3ctc2HC7ArNAcCoj4VeEMtspLm1xCsA+PiaemZZa1QBqPHdHlldj1kUg9WwKEbN0mP9zWmTP23wrfaG4Q3SPXrkGA3auANhTPu+Crf8VotJcyrxfXPWXk8B+HMrS8EPNrYMllqBCQkj5bFa1630u4iiyCzn0prwAf2gKMCWlsthBQCPtgKQ6QEY54YbWjQFw4YUXSLYG2ajXhhS0KO4XvteYnVHJmEtet/c6tYNas4wUdJw3wq6IrbOT+9gLqFVKhhr4gKINB3azQiSmtkIhEQRj62uj97rnxQ34ZdD2uOMJygaVoDrbRADYREf7mjEvctdWKsT7GLxTyK5QFMJ66E1DrS2E3BpI/3eIjcetOtVb+FvtIRtTaWfun468/sqdPu0FBf+VK37W+1s1F++1vjCuH2pC9csrMGnu5rw7vZGjJ9dgf/q+AaZRSuD/7ZO6aQcrY2pNK+wrASM+MfqNQd7fkMD3t7q1kxum/EZEgHYKVILM76gWniDIt7c4sZrmxtiLrdnJUrbuwLQaKCbTGr/r7hJNYZJaFnxNJjIrrh8Il7c2KBQ7OmNk69udmuqo4DWeRWHRRF3LnMx/95aD0AjAeUmQ4ETryrJt/BQbF133YEw1lX5W9XYsZ7x2ngEAGmqS/I6o6mVtZRlRqrogMjacL/G+4QZ83CVN6yrRPWGInMpLenL+i1EUdQ9p5XesOb6jwzWGrnerl5Yg492tsxh9f6wbtNNI9v1H2PcP+5wGUtsyPGERFXFEO0Qr/xF7Y2bZhdQmKSM/czb70VQBNZWBXDRT9Wo8IRwuDGEqwlvXdL/T2JIttIHcDNDcQ+wk9thMTK35iQo10Fmmp/xACCFVLuAYFhUdTY6t1ui4t+sxg5bawMYPqMcp31XiVO+rcDW2gAeWOnCPctdhoy0AfaPPmVelSoLf6gxhLO+r8IHOxp1N3FGs1h6pTxmDH/jgV5nQUBfGREWRWzVuNGkzYtWABWIKHrkDSuqvSGcNrcSnf5XigFfluGLGBQfAFAXiDTdmFviiQY8qR2FvWHsqAvoKs1Ym+K1lX5c8Us1/rK0FjXeEN7d1qjIAktqAj1D2r8td2EpESTvkGR8SJEH/YyUVvf9oiwanGShtQGVgqm764PMYIzeBGtEuWCkBJi1uTjSgXUS1uIont3p9NQ9Wh24SGgBcjPel5IiZnWF9oKCtcglYWU011T6VdfclUVJin9vNNCkY6crgM93NTGDhfV+7eCplldfawKAALC8nB4wM3PteIPq4Ly8kzINM0FzvTKuj3Y24s5lLry7vREX/FQVl4B8doL5ZZbWb9jajShrbVFNRNNpSRktZQVg3ANQz3fol0M+zRIrAKgO6PtFflrcSFXKvqSjNgIiweB1VX40BMK6waV4qQo1uwA3X7usZnAs5a8cI82GPtrZqNm0bL8JpbIo0u//am+41WotURRx1YJqPLCqDg//Xo/rf1Vv3ozAUkXqKf2PdYwGWeWeVqIoanZp1lpfmWlg8cTaesw0kfACjNkXSQHA2fs8OH1uJW5eXGPYb/DbEq9mgLw1HoDBsLEkVZOB8ZOW+F/KmHu1qPSEcMI3FZj8bSXGzqqIuQEd63vFJQBIOSTyN6LtHbSqKQwHAANhlZ+bHNZaz+ia4YA7SA1UsoLYgbB+dVFDQFu1SL630YTdnctc0aZ5RqrgaN6NJEZiIbR5dy7FuolkaucEDMtRquzIBDXNSoCW3EpzWJCXyK42qPKG8eTaekyYXaFat3VNoSsAe6UrH9fyFWQFW6d3jcSj8ongpJk9JA8AUki2W7C3Iai4WbKdFpxQoIzasho7PLuuPvqjbXUFceI3FXhzayPe296IM76ronZvJNHyt/rTrzUKOes7W92Gyg4B4+oB0j8n06lcbGtdsG2BEQWg3riu9x5S2bORG+hH2Sb1011NWNPsR1DaFI7+f7MsOuzFiBnluHJBDSbOqcDCQ17MoXguVXvDKu+/Ubl2jCOuT1oQ1x8Scc2vNfhuvxcf7WzCrUtceI3wD5IWWqTazUEZLV4nXmsmkXjIZAAQiPjQaAV4tBYdkgJwlUbbdb0SDFpzBRIjt1gVY4Pl8otHvLxe8fmMe6S1wSEAWFHuw7hvypH54WFk/OcQ/r7CRd186QUZ5NB+bzPNmaTP1+tuabRLL8s6YVttQKF4BYDJHZyKf+stTN/d5saYWRW4+bdajeMUNdU78w94mSbTsSpoJEjFvISZjQDtd1hd6de8581kPPV+xldlKpRanxitBjAK7dyaaYIioVXS3NrxgRnwMKAA3FQTwG8aHkNGPQCNdKR+SaN0NiyKMNL89ql19PfY1xDS3Kg1BsI4YVZkczxqRjlWV7YuwGe0LEe7C3BE3ctSxBrZeBoJQlR4wppjiJnkL2veEGHesJxk3n4vfpKdix8P+nSta2iw5rz2XgJstDu0/PdcVeHXTpIbWF+1BpaNRIUnZCjI7g6Esa8hiBsX12BVpR+f7/bgybXGPPLuW+HS/HtrPACNBp2MBFFp4/LvGmtaFv8rboq+18HGENNPXA9WpVE8GppQFYCy9/WHROp9qtVEzmg1Wb1f26NuDyPAbnQ9UusLU6smWEk08tqwCcAzo9MVj7l82uo8Uj1pdG0WFhHtrmwkQa8XZ6jyhjQ9sSVoVWg/66hds5wW3Dc0FT3TlEE28vcy+t1T7QJydZK4H+1soiaMRuc5KM8GchMsitLdah87IUZbr13cIxEDsiIBzoJE5bEdaoyUO7+pkzgHeACQSoJVUC1Q+2fakE9EgVkbTVpzAQkRkYFXD60NQIk7pAgQ7jGRkTW6eaggAhSkZPXQEVcAGgkAan83vYFZGhCMBADlN7uRjqVG+L0yEDX7POAO4bwfq6ky6YONIby1VVlWNKHQiWSbMkjrobSj3VobUCwg5h/wMhe65OR0aa8k1XPIkkIzm3355Gq0ecgBN73BgQRpECxHyuBqKSX0jt+IysLIKdDaYBn1M2sLWIuHTTWBmJoZSLy2uQFT5lVhi2xz8c62RjxFWZyTC9xRuXbVcyRoWXkzAcR6v4hgWMQa3QCgwRJgxqI3KELhtZJqF9CFyA5q+XMdbgzhH6vqdEtL6gNhVGlcP2ExMn/QaG2jF1Zg3cxGgHb9NQREzWCBGZWe3vxHnhsj2WY5tOM04utEojXGtbYEmKVykc9pobCIrQyLiQc0GjIZ9QA0UsKj1RG61hdGmOriY5xXNEoOZ+z1RBVUZZ4wzvmhqlWfZTQr79M4f8FwRNnEeoaRrsdGbEHq/GFmchsADutUSMjRut2MNHrSYg7hISkitrJd1rhb085LgI0qAOXNO97cql2urjWWxyNJyFoXrTeYVHcHRHy8s1FhDfLedmP+0Xr+y61JvBi9loycQ5o3a40vbLqM97E1yrXXo2tiaybStgpA7RJg1h5cyx7JqCK03h/WXEuWe+h+a0bX7z8d9FGPn6UAJAPs2QkWpDqUcyBrbcd6bzP3rNTgyZgCUPvvRu9naW339lY3+nxeiqnzKpmVJkAkMLbhonwMzXGgBxEAJCvajCqWUx0W5CaaD5UVJFpwRucE6t9sFkH1nqx1LCk+GJ5jx9sTM1s+h1AAXr2wBn9eVKu5TpPgAUAKn+5qwp8XKVUWvTPsqlpr2kbLyESzwoBcW68pgnyQSaG5LDMw2p6bXAAOJUwrWxMMiAUjWRu9LLuRAGAwLKoW0lMoN7F8Qje76Eywsr0BYmVkrgNJNuV1QNt4GglW2i2RQUdeCm0TgKdGp+PPfZVdh0rcoaiqxohHhZyDjaGoEs6MGkAr4K2doY78r5YPmtYGtsobMtT4x4hJv1Z5kRlFU7zRCkIN+7pMoXw1gj8UMeF/eSN9s/0zpcyP3BhOKqRPogB9kWmmRK3OH8bW2oDuQkhLASiKIn497MWnxY1MdQz5m3ZOtiKDUFXXaVwTCw97DTWwqPNpq3cAtvq0tRu4A41qo2UgPhsBrXHLzPtrzRG0kpASd9BkSbn6uXqNF2holWO1tnSS5dUln9PWVPmZ19HmmgDznMTqJUVbwiTZ2QG+ePizvbHFzVTDGlmjsTghX531Z3VIPegO4ubFNbhmYTW21gY0NyX+sIhZGmWTFTprMm9QNDSG+MNQqZXlsL6LWQWYntWKHjRP4FhUeyx7mcagOTX+hmo/7lhSi2sX1sTsHxovRFFbvSRHmrN+K/Wpunz3IUrV2loBeMGP1dQAjdH1oTsQptoLkHZOJEYC460pATaqOjNyDlkBGDNdmOMJ69zFosat9YXx/nY33tjihssXplYUyYNYrKDJllr2HGXETgqINBfRCxLRAuJG1+8fMHxojQYAE20CEqxEAFBn7UvOz2aqPuoDkbW8EQW4XpJSaw8mp84vYk99EA+uqkO5J6wK/iVYgbsHp0SCbZ2ceGZMOlKbFxP5RICNFBEZXTcmWgXkapQAs3h0ZDrV/1aCFJSxPO7JNeWATDsEWXKUjM0AMGyvwAOABilKtyE3Qa0AJDc8RnxDNtYEMGJGGX49zN5M62Xv5AG4FJvxTLiRzUNjIKyY6B0WoG+G8iI7zDASbyuMTKB6wU0tXxsgMiBEftOWx7KcFjw7Jh3pRKZF/jubXXSe0jEBH56UZeo1WgzPseP0TglIIq4D2mJtp4EAYCAMlSKqW6oNqXYLXjghAx1lGYewCBzyRj7XExJ1FUokUnmfqQAg494QRdGQB+A2TQUg+7c0ov4DWtcFGDh6PoC+EL0booQ3BNy13GXovULhiD9T3keHMXpWBXNc3OcOqTZZpPdY11QrPj6Zfr9Qm+SYuB/rA2H8Vqa/WavTOC9vbW3EuT9U49YlLoXCUYvOKVakEzX1WqUbepldifqAugS4I5EhZAVPWluyEwjT3zuWjQCJVuMBM95TWv55ByhBD29I+3choQX7jJZ/ydFUALZyeGAqAGW/3c86jVdY83Es15BFAE4qdKoe31Dtx8U/RZpTkRs9I4kYkidGpSn+LQJYwihb11KSA0DPNPaGYFKhE1OJpCEr2PWXpS58vtuD2fu8uGpBteamZF9DCCs0Ahl6yhOjPqYANMuzWIEGs9e5XmDcGxQ1k2m0azCWZnFax2HU+mFzTQCnzq3Ex8VN+GafBxf/XB2XgFisNAREQ5UIQMvv+SXhXd0/04YLeih9z7XG8ngkejbVBNDt01JM+75Ssc4zWnFU5xeppcJT5lVRk40SRsoaW+O9anSPEAhrJ6nCGmvlI+3LLsFSAJpNKO6pD+KEWeW4e3kdHlxVh5sW1zBKgFu6xLPGvDq/yLRKMPpbkP7mNGgJr1i9FCVYCTry/kqyCnASAUA9dTY595u9Z0ubwqrx8olRaXhwWKriMT0PQCP7UCAyZ80/4GXuqXql2/HwiHRsv7QQX5yWg2xZjCbNrr2+piV8aXiCom4JMMmK8/KoFXNyyNJdeUxHFEWsLPdhbolHJQYj9w2X9EoyfXwS7S4A+N5772Hw4MHIz8/HpEmTsGzZMs3nL1myBJMmTUJ+fj6GDBmCDz74IKbP7Z1uQ4JNQJosKx0S1XJiI00CgMgC6+KfqpmDxS6dG0ReAkwGfrQwksUiZcm5CVZ0IHyMjrQC0EhQJB4KQPJzCpIs6JZqw6/T8xSPV7dCAdgjzYahOQ48QAyasZDuEDB3ag5sFkFVAkwb3PWuK4mlRFCkSJYJ7klkhfd7LMzP02N1ZQC1vrDitQlW4OKeiUiyCVRlyF7G5qQhIGoG37whEbW+sGY3Vq0N7HadrssSxgKAWiWNR0cBuMNAVs5oqfacEg++bS6f1FJvhUW11yTZea1LihXTuybiE0oQkHbNmQlC1PpEvEI0BHhkRBqeJrxVXtjQgAUU75EfDngNSe1JOqfYKAHAMDNrrdeQR6Ler1YA9s5Q3q+sciS9oAeNbKfaf0T9vq3fGGrNq2Y22lo2Eayu52bmOlqQJZYAoFYwpzVeVAA7qCEPnOuVxLMCWrGUkfdMsyHTqR7oa30ifjzow2e7mvAA0fjCbABwYqETdwxMVdkJsLz9tBJSnZKt+Osg9tw9PMehWi/RNue+kKjoarq7PqRZurZIw3sRAD7f7cHKcvZzWL97gtVcErnaF6ZunswG31iBN1EUcfuSWhR8fBhjZlVgN2P+oH1eLGW7WgFAo11l55Z4FGqlKm8YG5q9vkVRRIUnZHjDGQ/M/BaHm0IQRRFrq5T3/P1D06JqGgk3ob7669JaXPlLNdZU+uPaKGxpmR+PrG65540miHfWBZkq1xc1PEWNHLtc1bS5JoBrF9Zg4uwKPLjKhaDOmGxGJKB1LJGyU/rfzCTRWUpto16lctgKQHPv9eZWt6IM+4eDPtXaEIgESaUkmNZa+Q2GB5qeSk6C3ANd1ydJsQ8C6Gsbcv/8xvgMlFxRiCeJBBQL1hxKJjppCkCSfsTaj/ytzK7NiusCqnkk02nBed2ViQI9BeAOg3GSOn9YNS7J6Z1Ob7IBRJp3yCGP22jiuDEoqsRfWjwwLFUlmKJBNu+Q1nyiKOLSX2pwxrwqXLmgBq8QPvtphBgp1W7Bwum5ho9PTrsKAM6cORP3338/7r77bixevBijR4/GRRddhAMHDlCfv2/fPlx88cUYPXo0Fi9ejLvuugt///vfMXv2bNOfPSI3UtahqtsmbnazhuQ0ubooiig2oQA0syEw8lwy256baFGpSFpr4GyGxkDYkGxbT93IKveRaAqKqs2e1P47i4iwyyd0swFASZp8DtFV2iw2AXhnYla09JcMBNMmYJrpLI2lxEZCEQAk1A+SAjCWBWBJQ1AVVOqSYsM7E7Nw8MpCVF7TEfcPVW62WCXAehvtvfXBqI8FC60JUa9zpYReF2BfSEStj/0crS5ebUm8OlkCMGy8DaiDO6QSq3OzV960rok4taNSKUTbVJkNQpBj9ikdnapJFgCuXlCjCNxWe0O45OdqU58l0TnFCqdVgNPScqxBkX39kUFRFv6wemzuQywCWQrJjzU6BNNIcwgYYsAaIh4bwx0ahvamAoAacwTLk8xMAJCmFvSFjGebgYh6VuszY/Gi8oVEHGwuZ2YFNaR5jBYMIGEFKGMpAZ7SOUEVMCMhu16bnXNPbC7LvX2gci5hBTq1kkSLzs6lBiwlhubYVRn5akrCh5ZwWWeigdjFPdTrh+nzq5jJJZpS56IeifjlrDz0z2RvWNIcAgqTlN+HNkcZ9daKPp8xX6+rCkR9snfVB/EWoxEP7fNiKQHWUvgaVQDSrsd9DZHA2vW/1qL352UYMaOc6av5SXEjzviuEveucKnGqH0NQd21K4mZAKA3FFEOkRUOEwudSCbK8JeW+XDn0lq8tdWNB1bW4b87mzB3vxdT5lWaOj6Jf4/PYP7tW5n/ajzKW7W8w4wEQqTfpdITwjnzq/DNPg821gTwxpbGaIMEFmZ+D635kub/J2HmHLG87YwoIUlY98iLGxpw73KXZrmnKIq4f6ULvT8vxbvb1CWxrHWyFMjSUtttYqxnjYogSIZkO1Qii6fW1qvGIXJu7JAcqfbI0Jgz5BgNqCbY1ApAkn7EuE6ujc0q9nfWBVXzSJrdAgdR6rq7PoRT51ZgESO+YURsAETmLK2mjdoBQOUxkcdtdF3aMdlqygOQVs1AoyCRFFVFfvfVlQH8oGG1RAoHAKBTik1l12CEdhUA/Pe//43LL78c11xzDfr06YPnn38e+fn5TFXff/7zHxQUFOD5559Hnz59cM011+Cyyy7D66+/bupz7xuaGj3pqjJgDxlRN7cAufm3WtWEX+IO6ZrOyzcIZjZARsqHyA1xXqIFhcnEArCJ7vfUFhjdgOmt1fRMsiMKQOVzJIPNNLsA+djfFBThaS5RqTWp8CiMvmfst9+53RLx01m5CpNR0jOJtqgxunEiF0vytuWkH0JdMPYA4OGmkCpgIXXNtDT7HJCeSqzrQW+R9eiaelyzsEbx2Ohc5XuzJkSXL4wfNUpI5Ojtz/XUrHpeTiSBcEQu/s5WN4Z/XYbCjw7jxsU1ullpEqPlq0ZKOo10+JKQ2x0Ew6LKC0PeRTVR1eiGEgBsRcnphT0SMTjbQb033UER/5MFyWiLG6N0bv5OqTbl8bM2oyUmDPPl50QA0IswQ6aNAWVNIYUayQi90mwo1FE6BcKiqc7gLLRUpKZKgDWOhaVqM1NaxdoMmVEBHmgMaR6n0RJgX0jEttoA1lf5MWJGOQZ+VY7zGR5bQEvwpMQdUmy8UmwCziOSVawxzGgTEDnTuybg6t7Jus+Tb4xYQa5b+tPfR9oIjchRbohoXlG+kHoMknh+bDqyE6xMxVxeogV5ieoNA02xqNVt1Qg39k9RPeYPAwsZpW/kxnJ8gQPvTsrCgCy7yuJETtcUdQM8mveWeQUg/VohA37vblcHBgJhkVrKHlsAkP0ao+X/tPfY1xDEygo/ZjX76h1qClE7My467MNtS1xYWeHHu9tagkmBsIgbF9dg6NflGPhVGebsM+brBJj/LeYf8CjWLT1SrchwWlQBjy21QXy4swn3r6xTBOWNjPHvyIzrAeCDSZm4oihZ1clUjnRvxqu8lXVejKxpvCER3qCIqxfWqJJor252471t7KZCZn4Prf2cVmLCzDliBc7MrDMkWPfINlcQ725vxOnfVTLP7y+HfHhra6PpqhcpiaX1OtZ+xOw6R2JIth0pxB5rTokXZ82vUiTl1PvnyNiZSQnc0GAlsMnS4BSbAD1hmkoBGKMPnsROV1BV5ZDuEOCgBCJXVwZw8281qoRlpdeYoAeIrDO0GrGMzKV32QVoJcCEAtDAd7cIwPV9k1V+gizyEy1RsZgeZNJT2gdv0wmO0gKAAFRNT4zQbgKAfr8f69evx8knn6x4/OSTT8bKlSupr1m1apXq+aeccgrWrVuHQMBYBPqGfsm4d0hL1phc2JGZuViCIJ80ZzslM/kbiQYko3MduIFovrCo1Bfd4JvZABlRD5Dy3IIkK5JsFmTIFolBkW1aGW8OGfQb1JOv6yoAA6JKBVLYPHgLgoBsigqwzq/0DDSCFFQkJxMjPDU6Ha7rOuLDyVkYlqMcaNQKQOV5E0UR1TEaSMkzLVlEJksS58TS7bK0MaRSAHYkBkZSKk3bfJY3hfCbjrqPximdlNka1v27tTZgOJCht5bUCwCaua+CYRGnf1eJM+ZV4e8r67CnIQRPSMSXuz343mTDDj3Vj4Re+Z2e2om86nfKJjzSgzPbaVFkOROJhcY1C2tUGebWeNndPTgy1rM2xHIPLi0/Lj0kVSPZC4i2kQyExZgN89McagNj2u/3k8HgtpwBmXZ0IO5NUoXQWl9BiQpPmBm4MqOu01LAs+7LUhPKClYwwUwAUE+lbUTFX+cP48x5lTjhmwqc9G1ldIxdeJjeeRBoCQyTDQyG5thVi1VWx0yz6tskm4DhzR37HhupXSIlL9GmnaNnx6Tj6dHpuJkSBJQ2Qh2TrYp5siEgqjbntATTBd0T8cTINFzfJ/LerMZrUqAsh+IXTcJSgxmhd7oNwyjm3wC7OoPcqMtLpLTUKV1TrKoNEG3jbTYRWucLNzcOI9YpBl6rF8Q2dRyaJcDG3o/2HiXuEN4iuup+XKxUWXuDIh5c5VI89t52N3a4Apj8bSW+3B0JsvlCwD9+r4MoRoJQ/1hVhzO+q8R/GY0EzAYAyW7nw5s3saQCsDWc3TUR/zohAxMLnXh4eBrObS4bvGVACu4jqjwk6vyRJHssyjQaLCsNI2tXfwh4aVMDU0n4zDp2ibGZ61JLdaplwWJGAchaYxptHKN8Lx3vUb/ItFp4aRP7nGkhrfm0PrsxKOKCH6vw0c7GqFjlk2LtLtcsuqVaMTjLjmTKuL+5JqAoNyaPSRo7WWNsKnGPVXojc/e1C2sUvyl5DWUSa2MapLJb3QXY3Dixsy6omkfSHRawpo/SphYrBAkyvqBlP7G+WnuO1AwAkgpAYixnxU3+1DcZ/zciDed3T8SM07JRmGRF91Qb1WrtpRMyosdfkGjBu5OyYNNo/CGnc4pyjSCpe/Xsflh7k54xBADNv+IoUV1djVAohNxcZa1zbm4uKioqqK+pqKjASSedpHp+MBhEdXU1CgoKmJ+X5whjzigvrEIT9u5ukbc7fHYALTfV6n3lGBRq+cH2l9kAsC/KF/v5cPc2ZdBh5o4qjLcexscHbXh1n/q1Y5LdOCUlhHfRkoU/4A7hw1V7MSk7hEqXA0Z/SrfXj+LiYs3nLNjrBNBycXYMuVBcXIVChxMuf8vj320swaRscxOGKAKuIJBkBXPQIFlfYQWgL6vdXXIAKbXsAe2AS/m9SOp8QXy0vQHyEIWlsRrFxeUAgGQhAfKY+bqde5u/g7lSXm/FARQ3SH512kahJAkNFSguLqX+rbFGee2VVrtQXNxy7TaFAG/I3OdJWKv3o7i5yiFQq/w96oICiouLsdNlAcDu2ErjUGMQmw5UQX5PJXrrUFxcFf13pCK05bhLG4PYubMYUiOkNS4L7tzqhDdsfrHaMVCpOOZ6xv2xs8b4dwsEQ5r32Loq5flLt4lRFSUAlNQ2ori4hvJKNYurrVhXRb83ftlZjr5+Y5vMphCwqiIR8mvfJogIiupzunZnCXypGveZR4DWPTEiPYTVdS334eYKN4qLI6W0WxuU5znLGlScS3+jeqw7b14Zvh7hhbSfLa01Ph7K6ZIQhrVyH4qrAFcD/ffeUtkU/W0W71eOB2YIVpaguA5IsSl/uy2798Oerjy3kbhsbPdtiiUEb9VhyL/LIZf6+pqzw/w5Kwy74GgUIb+WX9zoRvdQFcZkRr5DhU/7WjDDz5v3Ykia+rorrVbOyVp4A+x7c1clfX7YWlqD4uRyQ+9/sIp+Hrfs3g8r5dhpzN6n/X2uWVCFv3QL4PyCIATGkPevPXasqTJ2TiQqmwIoLi7Gz3uUn9/d2ghboxvyuWXH4WoUJ5ap3uNAnbl7ok9SEHt37wIAnJkAPG1JhI8xji/fcQAJOSGIIvDTfuVY9dZAL0bYm7BrF3B9JvCNMwFlvuaNl01EqGIfpKmw0JGA3cGWY1y8dR8GyMYzcgzqnRzG/R0j49Oe3ZHHqhvp13Vi2Ivi4mJ465TvcZAypm8ri22cAoB+CV7s2b0Ll3aw4/PDRIO2yioUF6t/m62lyvWBxetuOSYP+5pLCzbAHRIUx7q5pAx9/MqNyq5D2mtfkr01jThlZiPW1lsxOiOEF/r5kGgF6urV54W8Z/c10c9/SWWdYs1jhMM17HVh8YFSFBvo/lBWr36P7RUNiMTNlY/Lv8uzu+zYUqs8794QMGaWek9zwB3CrLV7sLnBgn/vjZznlRV+ZDeVok+KcjO7vdTcb0Ham3QW61BcXI3aGNZ0LEr27MIEKzChZ+Tfzbc9AOCcJOA/jgRU+JVjx6rtexAIA55Qy29thYieySJ2Npqfe5ftPIiUWvXvubdMf4+xv7oOn9VYoU5hRqj2hbF1RzHVt/pAtfF7fdOeA0hm7GM2HWLfp3tqPLp7O4mtB+nXx7r9lTjRctjQe0js07h/JIpLDqGQEsTdVq0cx41y+S81+N9QD0pqHZqf/cshH3455ENVRTmm54fwyrrY1mwX5HqwZ/cuiB767zhjZy3OSiyDPwzU+1vWalaIqNq/BzUCUM+YMz4Y1ISL1yZAlJ2HZc1BZn9jAx7rE/n/xcT4avHUo/xgDfU9JZLqDyn+Xu9Xrn8OlJsbJ7ZVe5or4VrOYc3h/RAcIlhr1PlbDyOzLghRBJbVWvDCHofi9f1Tgljlov+GrDJuAOiZFEbl/t1gjfZuYt/o8iq/ezVlzAaAdF8tpucEMb0jgKZqSC8pcCRgT1B57YzEYXw7EijxWFCUHIbD7YbBWxBhYg7bUxtZO2w6rD1W1FccRjElodAxZCxOIqfdBACPNH8ekI6+vTurHh8XasSMMlf033vDaSgqyo7+O9FdD4Cd1ZgyqCse312uiKJXiwno2asLPl9TBkD9w14ypBMGZtlxelkVfjzYMlFXOHNQVJQG274qAMbUT6LVhqKiIubfA2ERm1eVQp6HPXtQJxRl2jGx2oVtMp+GPZYs/Lkow9DnAhEF2rW/1mD2Pi86JVsx4/Rs9DFglhloagCg7ymW16ETijTq7+vWloJ2fiXcIQEg5qgz+nVEUXOWocOuSuxpaslmJOZ1ai6RqIIZRvfrETVXdq44ZKqrY88uHVDUgb4g6yY0Abtb1KP2pDQUFbU0ToiY39I3sp1TrMzygiynBaP6t1wz+5O8wM4W7zNXQEBRURH2HPACm815ovnCAn6qdUL+uwzvlociWQclURSR8PthSFVf3rCAgm49owqGR3+phjdsXsFkE4DTB3YDNrdslir8FvzsL8SN/ZJhlWVyNu9tArbWUt6FgsWieY/9EnADaDG4HpGXoChLqBcdKCrqYuijvmlkjzcNduXvr8UXu5sQElu+X8+0iEcdrUwtKbcjijqzNwW1FT5o3ROn98jAalm2fHODFTldeiLTaUHxfg+Alo1y18xEFBW1jMP51S6gXJnFLfVZsNHaEZc1XzMWnfHwhbHpuGeFunHHeb3S0Lt5zE9wB4EN6nulImBBr169IALYu9zcQlkixSZgbP9eEAQBqVv2K/6Wmt8BRZ2VC7pAbQAAPcmlR16KE0N6FQCbWl6/scGKd6tzcffg1Ki6dsf6MqgGPx1O69sR+UkWPLlLeZ6e2ZuMLaMjyTVLXRD43VjwTI+91lyMyE9CdyLT6SyvBWDMvzAI9r1Zv6UcgPp6X1DjwBvdu6rKz6nsrwagHosyCzqiqKP+RtrlC+OjJfQEj0RTSMCzux3o3Skf5/dQL7q9QRGfLTF/bdYHBXTv2Qt7i6sAtMxzpxTlR8rq97mij31RaofbnorXxmUgS6Z2q1p5GMY0XBHGdU5HUVFLCWDO2jJmx09fai6KilKxpSaA6kDL9ZxiE3D+8B6KMqQXnB7c+lstwiLw4rhM9JOdp94l1djd1PIblSfk46QuSVGFxv5DXgAt81hhmnIMAoDUphCwTh1k65KVgqKiLgi7Aop7zg31mO7fbXzdRnJaUQ6KipJxf0EQn3+tvL/EpEwUUdZlvro6AC1Klf4dMlFUFFFddm2oB0rp88jQzjkRVUt5y2vF1OzoayVs9dprX5It7pbrZpXLipnuPDw6Mh0ph2qAKmW5K3nP1pTT55igIxlFRV0NHwMAuLZWAKBvNJOy8lBUpC61JvFvVo8dlSEHUpKskN9LQMt3WVrmw4wyc2vH+Y2ZmHfAC/k99t/KDHw1LEfxPLvGusAIp/frgKJ8Jxoq/cDm2Pz95DgsQJ/e7DURALyf5sP0+crzkZDXGYfqggBc0cdO65yI/52chVpfGFlOC4bOKNcsjZXjS4mMISQpATewS7uZ19YmBzxh7SROeqceqgoWwNy9npBdiKKe9GBKg8bapipk1Vx3ygnXKseC6PubWDNKuAysHTLyClBEmavCq8zNF3J+9eagXvTqfjYALHKn4W/jsnFguXJva5SLhnRCUYYdBRW1QJV6rVEdsqOoqEuzerxlXshKsEav+1xfGFinnNvzEi04bUgvpG4+TLX92uxxRsczwaX8zXoWZKN3j0RgLX195bAAkwb2hGXN4WhVjS8soFvPXrA3720SXPTrgEWF3wJyGTS4d/dIuS1jPVyCdBQVZeHzXU24k7KHmtglA6tc5sYqiwA8MiYHRRo++mFRhLDicPTX9oQj6xtJoSfsoI/7o3oUoKiL+n2v9Tbg/1a3xCGu65OEQX07AgCGmTr6CIWBMLC25Xqo8FvQo2cvVG+vpB6XxIAeXVCUpY6bdOou4pk9pbr2cXLaTQlwdnY2rFYrKiuVk1FlZSXy8vKor8nLy6M+32azITs7m/oaAOiYZMVtA+iT/kiii9zvlX6Fh4yelDw3wYKfz1KqGPc3hPDChgamn8GAzMiGZwqxMdzfLBU1U3asF2z6eo9HEZzMcAhRE/lxBcrg2goNU10av1f6MXtfZOF9sDGEFzcYu+mNtGMHtEuARVFklj6x6JNuU9TzF1LK3cyWPFkEpeTZTAdnAJpdn8j3Ij0ASQl5ttOCewan4qHhafh2inIBKacv4SNBdv6sC0gegLGVKZLljSd1UF5ngiCoPIjkMvvv9tODf3qdDbulqjuxAsADq+pw93KX4jHydyZl+3LMlgAPJkq5DjaGVK3fWezQ8EYz2jk2FBbxNNG046QOCcxrU6uDMaD2RSUZnuNQvfedyyILA5YHpwTrmL4r8SAUFvHTQa+m2TcAFKXbMbmDOlEwtUtLgKYToymBLxQpSzrgDpkK3MvpmW6D0CzdSiM8AGnluXq+nR2S2NN4psOCvAT139/Z1qi4xsnPuK6PtuLQIgADsmzokmJTeXQeagpFmx7odYMzw1PrGjBsRjkeW63cqJnyANR4LnntSdT5Rdy02Jgil1VOaLSbKK0UmxxvJWhBbEDdRMcoIiKlg2QzoGE5dqTY1Mfw3X4vXpeVPtX7w4a/p0QBce3maVzL0iafNAUfV+BQeRCd1TURJVcUouSKQlxAbDy7EXX3962sQ8/PSvG3ZbUQRXVJMGl5wXpM/jjZBIR2X+uNo1qMzYvcc91SbfjbIOVa9d3tjXh9c4PqexwgSgQ7y8Y42hghUZRui/pYSex3h1TeibF0u5bz8iY3PEHRkKUKq9zYbAlwWBSxS6PBkNEmILT7vqwpRPUplNap72h4xrH4crdH5bO5kmJFYbYcW45FAAY3bzDjVQKs160UACYUOjGtizJJUuEJYTVhTTIq1wGbJWJtYbUISGWsCdZfmK/q+v34mnr83+91Kv9yI3uow8T8cG63RFUTApbNkJmSbNY1HBZFzZLIWp+6nJ4FzcMTMO8BKIqiZiMOCZofeb3fuBccjSVlPtWembUuX1vlR2lT2NRaQSLTKUR/Z9ITU6KsKYxAWD13yJtF0UqApXGV3N9IyMdZ8rrIclo076u8RCssgqCympLvZcjr/p9j0vHWBKVXJwn5U6bZLVTVq4TUtPGL3fQk7SCGlQWNZ8ek49fpudh0UQHO1mmiaREEpKoagbScQ9Y9z2qIdV3fZPRoXjt0TLLivqHaliV6pNgtyHQqbdXKPGHdMnyydFgi0Sbgxr4tawHWGkVOuwkAOhwODB06FAsXLlQ8vnDhQowZM4b6mtGjR1OfP2zYMNjt7ItuzpQcaq0/ELk45INAlTesWFhpTSSSWWavNGU9uTso4mmGf8SVRUnRzWIXsma8+XO9cfIAPOAO4v6VLsVjF/RIijZjGJWn3OjtqguqFoFazCQ6+X25R9/UuM4fNhwA1NrcufzmzegvJrJwKr+rJvMBwGSbEP09I/82dwtqBQzJxdp3+72KrozkJn9Qth0PjUjDPUNS0S3VhkGUrAIAjCZ+d7IDohSDMttSnsaIHLsq0AqoA0GszbqcrqTBGkGvdBtYvrwf7mxSbAzI79YtlS2e1usCTHo09UizqRYuw2aUY2O1foCd9NOQs8+gn8vm2gBKZBl0qwD8uW9ytLs0iZ4HIKvLrERhkhX9M5Xn79fDPoiiuvsp+bsnMK7/0qYQrlhQg4t+qtYNQuQmWqg54OEyT02BVVsJoNIbMtxNm4bcqyPLrjyS25e4MGF2BX451BIIIhd+Uzon4LGRaTi9kxOvj8/ASQxFMBC5VzOc9AXa3P1e1PvD8IdExfVtEYAXT8jAUxrm7L3TbdHrg+bdJgWRyDG5W6oV+68oxGen6KsMujPu39c2uxUeYGaaYAVFUJtX+UKiZvDg2xKvoWAAbcMPGO+OS/pwdkq2Kho9yalp9lAjaU3HzA3VAcX9k+YQ0CXFygwE/GtjSxDjbUa3Vi3IuYS1EQJaEgtryIBAHl31LwiCQsUt0ZUydodE4D87mrCo1IcaL3sTJ+GwCtTNZk5Ci9+TfG9WHxBVa69Y/Oqkz5CPIRMpVQ8P/V6PqxdUK64PUiUlX0/2Z8z9STYBEwudyCM8AD/b1YTen5cp1mZmfedobHcFqIlcchxhJUXMntP97hC04rCs+5mE1gghKEbuJ5Jqb8TP9DvCd48V6NeDdoys7qkSKVb23/tm2KL7H7MJahZ6XmUSpNdouSes8socRjTyoflx3tAvGd1Sbbi+r1rI8epmN/69WTlWxbJ27ZlmVan9WCIOM/cGa/20viqg8O5LsQmq+7LUoF86ywNwd725PV2tL6zbfBGg74u1mjsYISQqfzeHRS3SkGgIiKrkGmu/Q3JivjO6B2bFBURE5l1akE7OKydmKP59RXPVCk01KlHnFyGKoso/NCtBOwAoeQ+SzTDe2+aOroHI6z7JLujum+QkWiMxDUEQNAQDkXNC2gxImGleMSTbjqE5Ds3zJYf87vKxkhY3uW1ACnV9AACpdgtWnZ+PRWfnYu2F+aq9SSx0SVF+1uaagOb+KS/RwmwCAgD3DUvFyydm4N4hqVh8di7zeRLtJgAIALfddhs+/fRTfPTRR9ixYwfuu+8+lJWV4brrrgMA3HTTTbjpppuiz7/uuutQWlqK+++/Hzt27MBHH32ETz/9FLfffrvm5/TUaKdsswgYQESId8o24VqmmnmyhhJkMI+G3QLcIuv0pjaNjAyg5OD63Bj2xk0rAPjYmnrFQsYiADf1azHULki0KG7y+oCou9n3h0Q8va4eNyyqwXZKsEKvk/BLGxsMTTCAdodHVsZLC/I3IhcnpY0h0x1HyQyS2QUWaS4uh2yQAACTv62MLp7J34pccD43Jp3qxkEarZLNUFwBAaIoGgqGZjoFvHgC+/qc1pWe1SFNyKVAUVgUwfJcZQ3kEkUyJRaNJWUtG02ymQGpBJajF4/fSyjzaF0WgcgmSwtfSESxhnqh2hc2FLSQf08AOK1TAvpl2pnXpl63Ob0AYUGSBY+MUF4DdX4RBxtDqgBgIaEISmIseNZUBTDfYNOTvEQLdRwkVUS3DqB3FK3whLFLQ3mph3zBk+1QH8emmgBuk3WHJze7eYkW/HVQKr48LQdXFiWrzI7lZDgtsAgC8hjjxsy9HpVyJ8MReY1Wcw25anV0nlOl2j3nh2r4QuqgR26CBWkO7YWrBPmeEkFR2RXYTAIMiJi5k5QQ9yS5xhIBRZCcBSswYbQZyroq5f381Oh0zTliFyUQzWoCYYTFRCOl/hl2CILAVD4AERVIQyCMpzRM8FlkECe6QKPbXoU3BF9IxM/ERk5rLKahFWhZUupXqadYmXRaYFCaGy2CEA0GShx0hxBqDm6Joqir7E2wAmmUIOPwHLti3sphBE1/K/MrrieywVln2eZjIEP1sPPSAlgtgkoBCETM6v/v9xYVajwCgMvK/dSgGWngzgpgmA0AanUXB9RdM2kEwqKpAFKlN4xfD/sUSppeaTbcLWs2aJZG4vyQ54FUwp1XwP7e8kQYq9mNWYwGAEklallTSLG/Alo6ekvQmun1ap5jSSWuxMOr66P3IhBb9Uq3VJuqKeQbW914eWODal1G/h5fnJqtUiJHn8sYF+RJQQA4uaMT3Yk17t9XuhRN1Viw9kO1PlF3/SaH1QyKhBYAPGhCqW4VIuovOeS9m5fITlQBwHf7lYKTrilWRYNP1j5CXhmiVflzqDGkGgNJ1d+VRUm4uGciEqzAaR2duLp3JADIqjgBIr/VC5RqOb0mIFLzN/L+eGpdA/68KKJ2J8eNZJtgaG0mIV97sppasq5nCdZ9QJJgVY5NRiDXxnKlNrkmW3x2rmbSG4jEf4ZkOwyPZ3oMJoLQl/ysbaGl1+jDbhFwbZ9k/GN4Gjql6AdW21UA8Pzzz8czzzyD559/HhMmTMCKFSvw5ZdfokuXiLfKwYMHcfDgwejzu3Xrhi+//BLLli3DhAkT8MILL+C5557DOeec06rj6E2URMrL8LQUgPLJSCsA6LQCL5+YgWXn5mGA7AIhA4CHG0MIhkWVAuLEAid14QhENk8hSoa11hdWKfQeHJaG3jKPPkEQVKqMPTpKmId+r8M/1zfgqz0e/ErJAGipFUJhEf/dqfT7uqqIXZqmVQJsts08oD7fqhLgGBSA5GbObIkFuanQem8gMkkuat7UkRuOLOK9TixwovraDhgtC/gl2QRViV+yTVBskP2igKagaGix/O7ELPypbwoeGEZf7J7Zha52ITM+UvC71sfuwtxLZ7Asag70d2XciyvKW65XMrDfMbml9Io87SERmllUUj3WI81KzUbOY5Q2y49Pr4pMr0MboC6xn9SsKGFt+vUyt1rdtu2WyIZ6QqFT9Z231AZUZcvk785SABrFaY18/tW9lcG9OweplQJ/GZiq6HwuUeEJqVQJQyllDOMKHBhCefx0WefpbDv9OinzhKMb9mriRyYDGGkaGcHM5r+xSiv/sapOVXIgfWetsYZcuIyidGObf8ALcj8uBVnJYCuNSYUJTHvwPQ3sOVde+k/bv9LKksnk1An5zuh9IKFXUh8MqxWsEmTZHo2wKGIjUX47PMcOh8b6mNwcA+pSNTOQm8x+zUpdrXnq8TX11KDN0Gy7amwkUSkANbLqFZ4w/rOjUbHptArA0GyzmwL2db2+2q/asGQ46V+CTIQBQLaz5fhJZcOImeUYOqMcqyp8aAiIioQlLXknAlGvYDmk8oAV5ABayq78IVGlmpePrRlOi2r9cE3vpGgAiDVHrqkKRIP8RkqA9eJJ/1hVR+10SvoasTp21/lFBE3YDiwj5j4yT2JEAWi0TFii2hvCz8R9NrVLQrSsOxb2EGM42SX5gWFpmNI5AQlW4Pzuibio0FgAMMMhqCxgYsFoUIEMNK+r8iuCq+kOQZUkoAUepI2y1hy2StbtnLRuurSnfuOq7mk2VWLt18M+PLqmHifNqcTB5vnbGxQVc5RNiKwB1l6Qj+JLC/DORGXJJSsxsJrozn5yxwTVnuSXQz5MnFOhua8KhEXF/EmiZStDYtR7kWaNZSZR1T3Vhot7aP8meYnqMUwOaVnVLdWGOwam4NreSTgh34F3J2ZSqw7O6NSyJ9FKhNECgGTyyGoR8M7ELBy6sgO+Or2l0lBL0balNoBn1qsDgNlOC5waawNJNEELWs7c68G8/V7V2inZpt9ZWI58LmWdm8agiBqNjUqq3aJpYyMxKtd84I1Uy7lkymiyUkirqqutGJNvbszX29OapV0FAAHgz3/+MzZt2oSKigosWrQI48aNi/7tu+++w3fffad4/vjx47F48WJUVFRg48aNuP7661t9DH2ICXGJLGuuGQCUTVyTNcq2fjgzF9f2SUZRunKTlWSzKCa0oBhZCJEKiCynBXOm5OCqoiRqoIW2AdrpCigCKR2TrCpvGUC9qN1Tz76xKzwhvLOtkfl3gK5gkNhYE1CUMqQ7BPxtMDtLSisBLq4L4LYltbh2oTEPJzlkVoYcpA83hQ0rOyRICbkZBWBacwk5+73pf5MyZWQggbY4sggCXh+fgSHZdnRIsuBfJ2Qgm1jkCIKgmthqfWHdYOiv03NxavNk+ndKtjvLaUEfhvqWVPNJm3GWr2OiVcC5Oh4R0iLxIoo5MRDxrJQgJ4tkm4BHRqZj/YX52HxxgSpQwdqD1PrCimvaaY1cV3cMVN9rehLznw/pl8brZd/CoqjaBI0riExKrKYHegFALWVLboIlql4hS8s31wRVZctkhttQIwYNOifbYBEETO+aEC0l6ppixc396ed/7QX5qg1HhSeMpcRiklam2T/Tjl+n56L86g54enQ6pnROwL/HZ2C0rGQxi6IAlJBULqRylwzca5UEpDcHL1jPaAyK+GqPUmkqBWVO7uhkBuCGEEGXfpRN4tbagGpMdjan2Y0s5IrSbVSvRgAKj0xy/ntmTDpG5tpRlG7DhydlqcYqWqJoJ7Hp6ZNhU2Vb9QKAh5tCTPWvkRLgsqawYv2Q5hDQKdkaPWc0aOMfKwhJ42Ti/G4hmv70a04A0jwAJV7a5MaaSrVdwfndE/HupEyMK3DgT33palpSIVGgUQJc4QnhuxJlkvKSnklUbyUttFQc66sDhjwAWY/Lg4JkpQgQ2TA/sLJO7cdLmYsDYag8jAB1wI/2WokVzf5wZZ6QwvYgL1G90btC1ngr0apca2ltUKX1hZ4CUADw14GxqdxIjz2txJZRL8KwKOIrwoZmKuGzrafSBMwrHys8YfxO+Pad0tGJQdl2aiDYCGQinjymgiQrPj81G6VXdcAHJ2Uh3ykyg7HyhK8gCPjkZLZfulG0AhVyyDUpWZ3QL8OuqtqgqRQlgYVWAFCetCD3bZM6JOCLU7W/d9cUq6oEV6IxKOKT5goOUlGc6YysgSxCxMeQvH9pVVWiKOL3SmWSZXSeQ+EhJuENAa9vYauxd7iCmv7FOwwoCCWM2NQAQFNI/Z0OmigBHpvvUNkqkPRMs2n6fpPB/MJkK9IcFrw8LhPfn5mLC3okYS/FNidXNiexSoCBSADQiH0EAJU1hdZ6aOZeD3U/kZUQqdRgLf+kYDotiQQAPxz0UkuATSkAZXOp1rnZVKO9dvrrIP154cQCcx1uAfUcLY2LIUK1LYCtYGxLzCZ9emlUp8ZCuwsAHgv0JTrXfn/AG1VraAUA5dmi6/q0GEoqnpNoUTUFkEMGBaq8YdVnJtkEDM1x4LXxmbhvaJpKBkstgSIG4+G5dqp/Tg9iQ66VSfpeR8EEAC9tdOO59fWYtbdJZSZLKgYnFjo1F7vkui8YFnHFLzX4pLhJt1SZxCaoFX9kCfDhxpBKGXYWQ8EmQWZJtDJKJFqZfgBMzzZp40ouZlmlUL0z7Fh0dh62XFyAS3vRg2Nk0KE+IOp6r8nVW4Ig4Jreyvd+enQ6sySXVCBI1yut4cQdA1OwYHqurrRcUgA+ODwV/zkpU1U6v6c+FC0NIQO9UrC1W6oNBUlW1cKEFQggm3t0T40EpIbnOnBON+W1w2ooILGRUN08PDxNpVqdudeDu5a58PWeJqoqcUttUGHEnO5osThgLZ431wSYZSbf7PVoenvK1Ulk0GhrbUCRFRYQKY+WoyeB10PaGKTYLfhxWi7WX5iPVeez/TyyEqy4uo8yeLGpJqAoP7EKwHnd1cHmrOaFvtMq4NYBKfj81GxcUaR8L5YCEGgp0yEXleR9qzUuSCWWWuMf6Y0jLVo7p9jw5Wn0TRCp3pxCGfeK64KqEuCoAlBn5ZHpjChP3pmUiVsHJKs2q/IyelIBPyLXgZ/PysPv5+djWtdE1eaTNv+Rm54+GTbV+LFfx1NTSw1hpDkGacDeLSViUaCV9KEFQowqKxKs7DJrIHL/ndacsNFTqtMMvq/qnYzzuifhu6m5ePGEDGrgTa0AZF8YdX5RFXj/22D9Dq0kqRoXX5U3rAoGszZxtGCNXEFCCwACEdUcGbChrWvCIj1YSdqA2C0CVakMRBSiYVFUKeZoXln3D0vFVUVJmFjoxH8nZykUEVpWGVtrAwiGRWZZrsSdg1Lw18EpGGjQe0sOqbIr11C56iW9JJaW+RVqw0SrgGuI5keLSn04c14lDmg0RyADM3rsbQiqqgCG5ThgtwgqfzsA+AslOUhyzcIaRYKCDDBL17D0O1oo61sgohoiFX89022YfQa7SZwRjAYVyJJakiLKBpiWRJcC1lqWOfJmR6pAiE1QrfdVx5pgVQSHSOY2ezzqBYXI+ZxM1AORtaj8N021C+iTTm9iBwA/aNihbNAJ2tGsmliQinUWNAUgTenL4oLuibBQhAdyhuY4mHsgGrQxc0KBMiAzgrgftfZrBw0oAFlorWtpv0eiVYheN6x7S3qYlTQ/4A6p9jUpJkuA5defVvB1Sy39OpESgzf1T8GcKTl4d2ImswrsxHzzAUB1cD1yzZHrsVS7EPV5PJL0TGN777OeH094ADAGRuU6VAszya9LSxEmn9wSbAKuo2TFT+mYoHkhkpu9Sm9YpYAgF6bkDU3zvyLVDeTGW4IMMJRqDOKHDCgRFpX68My6Blz3ay0GfFmmOA7SNHRyhwTN7D2pNllc6lMt5o3SIdmqCoCSAZFaX1hVmjKuwIn7h6YylTPkRsrMhKW1mAEiizda0CYaADSgOpCjtegnlQkN/jAadFQupJLlwWFpGJgVKRO7unfEG4MFqQCUPLvITopndUnAE6PS0S/TrlnqBbTcSxZBwHndk3BT/xTFBk5EyyKODPSSkx35MwYZJcCbiYlQrnB7bkyG4m963XRJL77TOyeoyrXf3taID3Y04s+LavEDpcPoTEL9dWK+M3rdn9yRHcy+6bda1WNLy3y4fpG20lYeICfVxItLfQqVSockq6rkd0yeA5czgtJGkGfs7RYB3VJtumo00peIXFwPy7FTJ2atsUrCiAKQTLKQmw4tpai02dZaOJBZb/kG5bROCXhkhLrJB6m6SrJZ8PmpWYrHiuuC8BOpaykYp3fOJxUmwGoRkJNgxdOjM/Alocb4YrcHr2xqgC+ktsAg5z87Me6QxwSom+n0Trerxpx3tzdqqgC1AoBGrCLIUmzJjFtrYU2ztjDaBKRnmk3TJ/X0Tk50T9MvAQaArYRy8PNTs1QbXZpSj/QAJBW/JPKfLs8RjqkkRu++JDttsjZxtOoFue/OgCz2sX1/wFgDCJp6gxYkYQUiPCER+90hlOp0VweA7AQrXhufiTlTcnA6RdF8JcN+ZbsrgM01Ad1Oqg+PSEOq3YJ5U3PwyclZhnywJcgmG1oKQKM+gF8SQeuzuiZQy8CWlfvxwMo61eMSrO6WLBYeUvr/dUyyRjfSpOI5J8GCB4alYZEBQ/ehX5fjo52N8AYp3UgpayGaqnNSoZO67iOrnsxitHQvV2eNS/t9aP6LkhopwUZv1gNEEnkSNBGFVuwmxSYggdKEg3x/ly+s6ylKrsNpqu7fCYX1iFwHrBZBNX5KaFkakmM1mYil2UrIqfOH8V2JB9tdASwx2KCRNjZozZfy7sojc+3RRkdae5ah2XYkmVBx0YKn1xLJ3mcIUcDQHDsEagu5SACQFXjX4/ROCcw5gNZw7qb+ydHEIOvekrwyWSrmA+4Q9bpP1/CUJpHvsbQUdLQAYJcUK26VVd5MLHTiop5J1ICY3QKMyjOfOCLvNSkYT+5VWSrJtkYQBDwxSr2+ZsEVgMcAGU4LzicUH5IpvNYiiOz4cknPJNXi/uyu2goyMgBY1hRSyLkFqOX2DmIDRCsBJhWArE5A5MJRq9yozqTqLigCs5p9CMuaQipD8pM6ODWDo+TGbs4+/S7DAN2XhtZq224RFJJnEWq1RbJdwP3D0rD9kgKc0UmdsSCzlWZKgPU2LjaLQG3hLm3wVR6ARusyqMeiPGkNAVHXL4ecqPKTrPjt7FwcuqoDXh2XqfnbkpuFg40heIKiKkgm3xzZNErn/jIwhbrQJQ2mb1xci0qPOlNGyt2txHuxFICkj8tQWYaRXNzU+MJUv04gUhJCbvQ7JVs1M46Prq6P/v8qbwj3rXDhpU3KbnjyDci4fAezJGldVUBlIPzY6npqqYJ8nSVXypGbfdJ8ulua+vq0CALemJCJ2ms7YHyBec8kk/0iAKgXEeQCfWi2QxVkArQX4RKZdrb5dIUnBH9IVCk9yQUS2ShFol+GLepNeOsA40opclNBbkpZGdoROeou8WRwzqmzaG15L+V3pC18Hlldj3+sqlMnwIgxlfwsMlEUFkWVoXjfDBvV+2rsrHL8Vkrf9GiphD7b1YSPd2rbYagUgM33h1Yig1TNA8ZLgHun2zXNx+XNn1jNd1j0SVcv1jtTPov8rfpl2nFax8j1pjc1Dk4LayapWLD8kVmwNnFTiSDZAKKzuZY3IZlEyEmw4Jb+ys3njf2SqZtUmuJXq9RxW21ArQDUUVrRuLl/CnWsKm0KY1WFtqqod7otOr+nOSyY1jUR6y/Mx20GxyV5ExBR1FYbGgkAhsKiKgh7cc8k5nmcu99L9bESRRFrKeXvWqwgzlU/2XVzQ78UnNbRCYclcs5eH5+BRFvEeF4r2CTxl6UunPxthWKeS2oOVpHQ7FYmMRTB+YkWw2b9NIyuc3N0viMtaEz6HZKwVHLFdZGOt1trAyqxQZJNW3kt2XDoVeUYKQslfQ+rvOp1HxkAlMZm1nfTWudUEtcxaV+yiDG/ARGl/JiZ5bhiQQ3GzqrQ7TYtQQZpRVHEDo0GdrPOyMErJ2bgiVFp+PSU7GhSmhUAtAqRxmRm9lO0c3de90Q8OSoNUzsn4O2JmQq7FiCyh7+/Z4C6zj5koAswi0SbgJ/OysVfBqagPzGPkGvqM7sk4NGRLYFJWgBcru5nCXEONgZVwoYkm6BZyksiry7UShIWE0Hl6V0TsPr8fGrD1f4U5fywbHPqTglVANAnBQAJBaCJoGe8OalDAv47OUv/idBPkJqFBwBj5ALCN0yK0mt1kyKN0vMSrfh2ag4md3AiL9GC2wekYAol8yqHnCBJGXWiTVAtisk4jxEFIMsQswOlEQYLo14scqSF6p3LXIrHu6RYqQatcgLhiOffAytdeGFDA35htB2XGJJtx/1DU6leH7TNCqBWMRwgzr8UpMtPopcHtKYE2Ig0/9ROCSi5olDxmFSebsR3yChkMLIhENZtAkKTokslknqk2C3oKLv2QiJwx9Ja1UBOtn0n6Z5qxX9OysSjI+lZl/4Z6snnra1u1SRLTnZW4mMplicIhdUdLOUNV+wWZfZNBHszU+dXelgkWiNlYFoLDun68QRFnDq3Em8T/pz5iRZcIVN5WC0C/j0+g+kVtFbWYbLGG1ItUoFIh68fp+XirwNT8J+TMhUBwE4p6tJpObQggoQgCLpqARrn6PhC0tDzGGOpI7S8+SSsArsDXLknHPHRk10CHZOsqiQMSwE484yc6FwwuYMTDw9Pw6hcO+4anKIyu5dDft8h2faoAXeXFCsepSgCgUgQQl5W4wmJKnN6ox6AhcQ56ZRspQaj5x/wqoKMpOKdvH7JW2q/OwSPbE7MdEY6uNLKzbwh4MWNdH8lPW/Mvy5zaZZfkSblku2BVpdnUgHoC4mKALUA4JezcnEhxUC9KMOmGQDsIxsLaXYgWtDKC1klsSRfnJaN78/Mwe/n50eDgTR6JMXW7MRsZ1PSc1Pigh5JivHrpRMzFH93WAVVkFCCvFayEiy4fWBq1NMrwxGxDRhEsYOhVQJoqUR3uIKqAKCevyyNgVl2LDgrV6Uyr/SEFA0VaNDmfosg4CydhLeEvNKikWiqQHL5LzW4Y0ktM3kGROYuecIpzS7gpA5OzfUYrct8tS9sqFGIFvL7LMNpwVen56Dimo5YdX4+psg8CXMMBhO2EutEmvoPAC7sqVZ0ko2PJARBwCvE9S1x64BkTOmcgP6ZNrxyYgbuH6r28zK61oyUILL/ThMm6PkCs/YNTUER1b4wps6rVP1Nrxuq9H1o3bHllHlCqn0QGQB0WpXrvrCorNYRRVHVqG1UNABIP0athohkQHJErkM1Rz63vh4kYVHEnxfVMjv/XqZRmUHerxWeMDN4OCLHjo7JVlzTJxl3DExVnGOWR+xJHZxItVtM7ado584iCLh9YCo+OzUbl1DuDwA4vzCIXZcVYNNF+YrHDzYGVSILowpAIFIR8/iodNyl4XMPIKqGlKCNhUvOyYuuP1nzrjcElTJcmhvPI9bJPSnJeEC5xk3WCNCRQplOyVZmgJ1mS0KbB41Azt01vjBm7W3CX5cqK5iMVOu0Jed0S8Q9Or87YFxJbRQeAIwRsqRqd30km0SLxkv0oNxEw3IcmHVGDnZeWognNTzQJMhNL7mQpE1a5EVDM4BVlR8xyjPIjZmmAtBvfmFU5w9jX0NQtdg6v3ui7rl5bE09Rs2swJtbG/Hk2npNiflzY9Kx6Ow83D8sjdqpk7aBAdQZBVL1IR8Eab9Fa5qAsPz4SNLsgkI94QtFNobk5KSlGtD9DNID0C9qlrmlOwRTkyGNc7orNwtf7/GouumRMnS5UjfdIWDpuXk4r3sSU204jbIh+aS4SRVoJDdcag9A9bl4c6tb4YEnABhOJAXI+5tUxUmQE2qHZAu1OQuN7/Z7VM02gEgJMnl9nt8jCVsvLsD6C/NVz5cH/H4r81MLI27un4KhOQ48Nipddd7tFoGqtJUYmas96Wv5Bb09MRNfnJqNFeflRc/JiBw7Tu9kbMMpR++6lTZwcjWL0wqcS/EFpEEmVSTm7/fi8l+qFY/RPKJY5Qvy5iUWQcDdQ1Lx01l5+L8R6ZoBAPL7CoKAtydmYv8VhVh9fr6iMzz5vN5E0HYz4REUVQDqXKbk8QmCoAjSSRxqDKk67JIbQlIBHyDehyx56pNuj5q0k8EOoMV+gIRMBpGEReAuIrEl8eYWt0qFIl1XmgpAohSSnI8LkiwYkevABZRrUUo85jPuo1jL/rKcFqriiBxbWV5wkfMeKT/Waj7RPSm2wIuRDtRyWGV2A7PsmDc1B/cMScXcqTkqtQgAanMhGjkJVnRMtmLVefn4/NQsrDgvH91SbTiJEpChjXtaAdptroDqumCtb/QYmuPAE6OUZXEVnjBW6igAqxhBAz0FlYTcA9DIuvLj4ibM1fCgnks0kzmlYwLsFnXyXA6tFG8v0QSPdS9pYbSMPUcn2MQik3GOx+U7FN3rJxQ4FCXsJJM6JGDJOXmqx0/Id+LzU7Ox7Nx8XNMnmRrs07OvkRAEQfO5ZBUVANzUT6mcfYxI7j4xKp3pkfntPi/1ekpzaHdDlYKxemvo0qaQysuZFnjKJ35bucJ1Y01Akfy3CMCo5rURKzlZ5w9TPZ8BtRVQQaJVtZ99Zl2D6vVba4OKsmkSrQCGJyjCH2rp0L2d8Ny1CcCpHZ2Y0jkBb1CqmCRI2xiJC5sFOa1VABrFIgjokGRV7LNqfaJKxa/lactCb72pF6walmNHL9k6jFSWayGdvydHp0f3OAKAuxm/rVxNrzWtkipErXsr3WFR+aHHkrgH1Pv1L3Z7cN2vtSrf1qNVAiznRJ2KpqsYFhyt4eh/63ZKYZJFkamq80d8N1iZSSMBLCOQE85+YsChDYDqAKDyGP0hUaXko020QMQPy0IMel7Gd9ZrYkCjPiBi5l7l4qwg0YJ7KF1jW4M8UER2udWCHJzJxYP8fWmDnEoBaDDzYBX0G4xICIKgCoQ1BMIxy9NpkJNQfYDtAZhoFTDj9NaZSAPA1b3VE9lyQjVDBrAeH5mGM7skYHSuAx+clKUrIx+W48Cr4zIUj5V5wirTdvL86pUA+0Mi/r1FWW57ZpcE1SKEvL9ZAUDyfpWCSEYy7TMoTTpeGJvODFjlJlrRLdWGF8YqN36bZKWpNC+Yc7olMLt/SpANleSM0umQxdrEZjoFXNIzCWd0TkDfDDvWXZiPpefkYf60XNObf4AdAJCQSkXvHZKK6/ok4aQOTnw8OdtwwJulMKr2hRUBY4AdNCHplWbTnG/yNMY82nELgoA0h0X3/JGlumQA0GGV/lf7fWhB0eGU4KcIZYmMAHWDEVUJcFjEhmo/Jn9bgR6fluLin5VBVnngi7T6ANiqXK0SYIk1VeoNVKUnhP9bXad4rF+GLRp81FI1lzaFFGoP0hZAOo8TCp2KjpFXFCVhbJ4DgiBQO1gn2wTmZksPVkn6xEInxsjuaSMLWq2ARLfE2BSAZkhzCJpWEmPynXhoeBrGMzoUTuoQaaih1+1P8n/KTbRiSufEaAB8SLZdESTLclqoXlFat9MOV1A1jsSiAJQgg3YbawKKZCttuGRVinRNtWkqviTqFAFAY7/7VzJvPlEU8W2JB0+sqcOaSj++Jrv/GlhbkWoZQO3POiLXvC2F0dJaWrD01gHJWHauOignJ5MR/BIEAf87OQs39kvGjf2S8dZE/TI0moiBrJahrSvNJJtZiT2nlR5gHZ3nwD2DU9E1xYrzuyeqfNyG5jiw7Nx8PDhMvYfYymhm1i3VqtmoSpqztcYGINLZnUyM0xTIZHl3pSyx8x5RqXFqRyeymm8aVhDLG2J3p1Y1A0ywYAIl0UCuPVnWF0BE0dUz3cY8Zysq/Mj76DC6fVKKx9fUYTPhQ3hRzyR8fXoOPj81W6GIJaF5GSdYgWnN96+ZAKDZ7vEkVotAEcQozxkZ2DV0XDrrTT1v837E+ZtY6MRr4zJ07cVsQsu6rGOyFQvPzsWjI9Lw7dQcXNYriWqdoXcsLPSUbE+NSkf3VCssQmSdQDZnMQrLV5HkaJYAS0zu4IwmalNsAp4YmYYvT83GCfkOXNgjEQ8zKm9aQ3wLiv9AWAQB3VNt2CbLzOxtCIGMgaTaI0bzDw2Pz49HTo5GFIDkBoLcwBxsDCk2UYVJ9Aw+EBn08hMtioGuzBOilgyb9QAEIou7leXKieaeIamKSdNhUXf8NQs5CZ/TLQGz97VkjM/sQg+G6AXNkhUBQPXfzXoA9km34aKekaDC0Bzjg2CK3QKXrN3lCxsaFEGpNLu2x4keZCfFBkoX4HcnZuJQYwjTuyZSvR7M0jfDjmE5dqyjbKIlyMBcpxQbPj2F3smUxdW9k/HRzkasrmSbRJOBRvJnlAfZt9UGcMfSWsU9k2QT8OIJGarPJgN4ZJMTCVLRIXWs07s+3YGwaiH37ZQc6gKQhAw+bZUZ+5Lehp+cnIVpXfWzdpf1SqKWVmU7Lbodr1gBQDK4le6wID0r9sWeViAv1S5EN2YZTgteOpGdvWZxascEzDPQMR1gq7JO6ejEL4daftfbdTpHaqknWWoJI/Qm7nPSosJoCXABJYh0S/8U3LBY3XxGDs0Cg1yjekMiHlxVxxxH5ArHa/skY0tNAB/ubAkm1PkjSgb55i8sioa7GpKvnbHXo1o3vDY+M/ocrRJgfziiTJIC6axxIcVuwU/TcvHRzib0TLPhqt5J0fN0brdEfLRT2cjgniGpVF9LI7AUrRZBwOwzcvDdfg/yEq2GxhyWAlAA0DmxdaWXRmCVT5rhnG6JOK2TEx0+LmU+h5UEsFoEPD82A3csrYU3JOLxUWlUtZ9WXmtnXVB1T7M8no2g16l1SLYdQ3MceFcWuLiXUhYKRFTgPVJtqrJVEnmZLdkRmIW8+cKcEi+uWRhpUPXiRmUiLskmMH1N5dAaj+wlEoOxdGlk2e2Q0JJ7WU4r+mfaseXiAgz4soz6Oq35q1OKDf8cm2Ho84FIs6fe6bZoc70km6CySmh1AJDx3NwEKzWpJQgCHhqRhoc0Nsgdkq34+9A0rK0KKNYb5O8HRAImFkGgrt8ljJY0lzWFVHMdTcHFUgAebgzhc6LJzBVFLQFOrWBRjS8cDRQqHld5gVtw39BUxf0KRJocyW2MFhxir1Ekn2A9jYs7KOJfxP0HqP1TWdDurymdE6OBqCEavqtyBMSn7LNTspVZaWa3xLaW0g0AUqqc5KKZWwhfVUEQcFXvZFzVOxl3L3fh/e10L2JSjFKUbsedg+2yf9tUCcy2CgB2SrFh7QX5aAiIMX8GwJ5XSfSso44EgiDg/ZOy8PK4MBKsQnT9RWvIFS+O/rdux5Aeb+QGIMkm4MCVHfDbOXkxZ9NVn0kM6OTgQ/PDIGXIpB8MWdKktyAhN96sroOxeADW+9W+USOJrKpZDx8a5OB/1+DU6MLj7K4JzPJDPVVPimwlTlUAEp+r5ZvQJcWK/0zOwj1DUlXnQA/y+721VTnoGx0Yjb4/rQvwtK4JuHNwalyCfxL/pxNIj5eXw+As7fNNKjlJBeDQr8uxrTaAefs9mDC7QhFMBCKBL5oKg1z8shSAZPMTySeFtuCTs7LCryiZTHMIhptpkA1SdtQFMfDLMjzyuzqYoqfek5jWJQE9KJvR6/smazaFAdhKIz0jcbOkOQRmV+/OyfRNiRku6ZloyOAdiCzKaMiVlsNy7Jp+PIB26V1rSvX1upRJSQetvEeSTaAqdS/okYhbB2grSmlrRTJZsd8dUvhXksjN8e0WAS+Py1QF4UgVUoUnTLXWoEEmSr4lyhHJ8V5vAbxFprIkm3nJ5+pe6XY8Piod1/RR3lsnd0zAnYNSkOW0YHyBA99OycHfDPjRsNBSlyXYBFzQI8lQ8A9g+2N2TLbqlpHHg9bOkxJJNrpyT0IrQHJu90TsvLQQh6/qgCuL6Nf/cI3kYFNQVFlPdNNQVuqRZLNoeg72Srfj7sGp0c1vhkPApQw/LQA4ScPnUUKrBJjVTVhuxz1boyHcRT0SFWtKlsqaZndDKgB7pNrQ30TpvEWIeOEagTZmS8G2jslWVeMkCT2fOrM8NjINqc02M/83Ik2VDKXNH2YCgKwS4NZY1kiQ8yzNV/vOQZEAipa6L9tgA73DTSG4iXWxEQXgwuZg25tb3YrkULdUa1TtBgDpTvYx0jz2vEFRsf6zCpGS5JwEK84lyiy/3uPBG1vcKK4LYL87yPRUlzpVAwCj6lgX0h+fBc2LTt6dfFyBA38fmoo+6TZc0zuJubZNcwi660sjaFnY5DEC1npkavymgHo98NdBKShItEBARBFM66IroeX5q+efSPNENtMxWI4RLzup6qQ1GLUeOBYUgBKpdkvMyVezcAVgKyAnJLIESMtENlb0SjdoirJCYgFABgBJPzDWgir6fklWAC2bDvL9JFwxeADW+sKoIDKt3YngabJdQI2x7vNMyJr/IdkOrLswH3V+ER2SLMyBWzcAKAtAUT0AiY0ty8B43QX56JYae3BBqyU7YDzrzILMmFT7lBtgqwBmB9nWQF4LJFoBVTMM1jGdJSdLC/GxIRF4dn09Fh32gVYhT/PkAtQTFisAWE1EG6SxKE9nkUyq7QZk2g1fY+kOCzqnKDOeBxtDeGWzMqPbJcVqeNNhswh4dXwmzp1fFT1PBYnqjpg0jCoAW4tFEJDmEKheQZ3j0JUr2W7Br9Pz8OXuJjy6pl7zuSyFyZldErHivDzsqgtiQqFTd4FFa1Ak0ZoAoNYCE2hZ+Gldc6yNnkUQ8PToDDQFRIUiTw5tzCUz6r9oKBkAoDdlA5/ltKBepqiu8YUV1hF7iUDAwCy7qvxZos4fjp7jQFjEWiI5cCVRGqvXtfbL3U3RpmRkkxFSkcni0ZHpis6CNASA6vNJQpZFtQbW9aS18YonrbHJIOmUYlX5b0noKYr0Gh1c2ycZL2xoUAWXaXROsTIrPIySm2iBm+IjC0TKNAuSrFh7QT5WVvgxNMeh6Tl4TtdEvLFFu0O2vAkIGXwflGWnNuCR++SSXb4leqdHjPflPDw8DZcQtgAAUE4pAd5XT65VrbihXwr+ttxF/TySTslWw5s92pgtDxYMyLJTLQa0fDRjYWqXROy8NAFhUaR2DKVdy1rzjeq5jHshPgFAbdFG5xQrTu6or7iRK/H/MjAFr25Wq9oAYF99EIlW5VqStjYn93Vf7/Xg6TEhfEGo/+4YmKIITGr52NFKgGk2QNJcTAbXJKXY8xsE5CVYFVViuQkWXNU7CRYIuL5vclRp3jHZir2McYGF3QIMNqjcy0qwYniOPZrA65Nui6oPgcga4cFhaXiwOSB5x5JaLClT+5O2xv9PTpdk9vyqp5RmoXdspMhhSLYDWy4uQFNI1PWy05o39eyRBmU78PluZSJFHqAzs1U9Esk7IJJ8ykmwMPdREseCB+DR4I/5reMEOdGpOvK2RQAw0aLp90LbAOUTk0s5oR4iDVm76mxqjXQC9oe0O7WxONgYUpT3ZjstqgFRK/v8D4rPBw3aJJxit6CjjqLHTACQtgknA7SshX2qQ9uQWg89leS1FD89M5CKGNIjL9XeuuNn0SnZqqke0gt8GqWvRhY/0SqoyrBoxzR7n5caBM9NsCi8sOSoS4DpExf5uPS6HMKjk+T7/eoAoBloPmwk4xh+WCzGFzgxZ0oObuiXjPuHpuLXs/N0lYwAOxkSbwUgwL7vu8Rpc9Uh2Yo7B6cq1Gck/TNsmoGAvhl2nNU10dDiVktx2JoAIDnXkBhZd+upITtonHOarUEGkVH/+SA7e5RsE6hBJzIQRJZRkYrCPuk2ZvdseQBjc01A0dykINGiasClZxPxw0EfNlT78fS6eoWNBQBTthF6PC/zAE1zCLiB4e/ZLY7BuY7JdC+u1gYAryd8wlj+uq1tXCWH9EqT09rgRrrDgkVn5+G+oan4aHIWrunNVtzFUqZKopXgkavRp3ZJ1G04MibfiTcnZGJK5wQ8Mzodtdd2wM9n5SqeUx+QKwBJ9buF2um1tCkU7QRMC4ZkOgV8fmq2arw8o3MCvj4tW9XUoNoXhp8w9yUVgN1TbbiubzL1mqU1m+tnQi1ILwGWKRcZc3m8A4BAZN1KC/6RxyRhSgHIGP/jEgDUeQ8jnTgv7JGoaCZ224AUnNTBiZwEC24mEpc76oKqoD9tjUoGHcNipEGJvMt7sk3A5b2U72+30OcrQFkCL0Eei/yaYjX3qvWJ2EEE0B8ekYb/G5GOh0akKebjWDwwB2fZdRMcct6YkInpXRNwbrdEfHpKtmYDJFYQTq/M1iha81AsDYGAiO2DVtKPpoqzWgRDQSxNBaDO3mkcpSFarBVX8e5my0IQBEMeq61VGrZX/pjfOk6QE9JB0o+vDfSVVouguaCiDaRkqdxiwgPsd8K/a4iO0Ty58aaZI8fSAIRGd4rk+4Z+bH+re4akMksD5cQaKNJSBNgtys0abTwmF98slSjZudIsWt9vYqFT1WXJLORkQ5a4xmOTQcNmETT9i4w2VdFDy4iY9hlkCTCLRGvE04m1aFE3AaFnU1VGzs3XpdUiaC5yySRFf5MBQHLjTIOlbtTixAInnh+bgfuHpRk2qE9z0EvR9Bb5scBaMOqppc3CCqA5LMCLJ2bE7XNIKwk5rVkc5yRYmOXSgHLh91eGT6HWsQHaCSojCsBGjcRU3wwbtTSIHPfJzdVqogvqyFwHc2yfNq8K3T45jLuXu1R+nKOaG3PIMZJImTSnEv9c36B4zCaYD/Br8ae+yXhzQibuHJSCBWfloi/DtyledidAJKBLC5ywmpQZ5faBKdFg+039kjHlCAQAWaWeAuKzIe2RZsMDw9JwdrdEzfnLaNdZLbQsBGLZ+F7WKwmfn5qNWwakREq/iDlW7iddTyTV0h2RJnHk7RYSIw28QmFRVaWS4RDw2SnZzGv11E4JeGhEmuq7yH0A6/1hRSLObmnZYEtdSeXQyqDNBOhp51x+fbLK6tsiAKgFLWFhRknLCi4bLefTQi9BpXe/90qz4b1JWYpEU36SFd+ckYNdlxXi2TEZijVBSAR+J+YGWnJ+UJYdo4ng2bz9SrXV0Bx6oOyh4WnUBDQt6E3eB/IA4NTOCYZ+p/6ZNlzBsBh5YlQ6zuicQB2zWZzaydxepG+GHR+fnI0PJ2fp2guxGjzGWrpKolkC3IrSe60GJa1Rq3XWmDf1Eo00awT59XKjxr6cpC2qI1noBRsFwLAN0vEGDwC2AnKjojI8b6OLXCuKT1MdkgazO+uC0UnJExSxsdqcfxcZYKOVALNKXUg6MTL8Ej0om73LeyVhKGOCEQTBUPAp1kFUy5A93aEsHa7wqM/BMEJBxcp8tXaA1FIAfnNGdqvVeXqZH7OBJTN01wgAxEvKnem0MJVINK8MIz/XSydkYMelBcxuu4A6Y8ksASYely+O9Ra5clhelywmFjo1u4nlJ1owqYM5BWBroAUhBhjslGsGpgIwDiXAcmib5xSbgB+m5eKE/PidV1ZmPNnWuuZAdougWc4onxMfHZmGT0/JMnxsErQ5gfb+EmaCK6MZcx/5+5MKQDKJNiqPHQB0B0W4/CLe396I/1utLPk2qp41ktUemeswpazQQxAEXNYrCY+OTEevdDs6M8qf4hkABOiqktYG3nuk2bDy/HzUXNsBz43NYKrz4qoAZGy+MpzanYZjQUvBrmdvYQStezQennOkIkPeBIRMLqc7LLiiKBnrLsxXrc+21ARQ6Q0rbDgEADsuLcRYA+MpmYwqkyW7yaqHrim2aGKPVv0ynTJvDjYxV9ESI/Lrs2+Gjbo30LNliDeCIOC6Pi0BouldE0wpbNqyBFgvGKrn+WnE+o/0YCMTTqy188g85et+OqRMDo1gBIsv7ZWEfVcUqhTZtADg9lp2oj7NYcG7kzI1E3gAcFGPJGYCuzDJii9Ozcais/N0O59LnGEyAGgG1rUUrxLgrhoBNTNBUBLWmsVugaGu6Sy0qiv0PABtFkFhzTMsx66Y0wZm2XFjv8jfteYfgF6p0VZcR4gWrixKwinNvrMJVuCVcRmGm8ccb/AAYCsgNzqHjkAJMKBtGkxXAKqf/9rmiFpgQ7VfsTjqasC/iyzBOtwUQjAsKpqB0DojyU/HmDwHRuTY8fbETM2sUzda23ebgJ/OysXbEzMVj0vyey1DbIlYFYBaEweZVSLLPMfmOVQLfdo1IoCuHjQD6/sNzbbHxfy2k44Cg2wYEU+0fAD1JjEzsPyzqApAnd+ra4oV1/ZJ0l0IkxnLpWV+vL/dDS+xiCQDg/LFcYFBBUaaXTCtEBIEAe9NysLHJ2fh+bHpqvN964CUI2ZgCwDDKBP3iXEMlEmQZZkSRj3WjEIbe389OxfD4ljKCbAXxvEIeGgtMuXKZkEQqN3W9TwcaUbgErQNmlY2nYQ1d6gCgLLNVWlTSJH8c1gim8BYEoDTDXTOBrRV8EBkYfvkaG1Pv9ZCUz+k2ARNdVgsjKcERbWMzs0gzYWdWMHMOAb4WYGYeCibSLTGJbMNxWhoebrFWvomh1xnKZuAKOc+KejXJcWmUp+vrvKrmtT1y7QZvjfJubRMpgAk1btyNVJTUB186ZRiUwQFnFZ2woGGXgmwIAiqIKMAbcuEtuKFsRl4d2Im/j0+A+9PUid5tGAF+uJh7cHqUC6h1agHMFbpobf/YK3NSaEGyVhKCWbLe1pUeyWXbI464A7ir0tr8TCRcOpLKIVP6ZigmyA4UeM45JDNJwHguTHKOWl8gUMliognrGspPU6Jna6pVmZAzqyyUQ5rzZKTwPanN4LdIjD3SEaqpx4flY7XxmXgyVFpmHV6jurv/xybgdprO2D5uXmac9CRVACe2y0xKnSQGtZ8dko2fp2ei/UXFuDqVtphtWd4ALAVkINLJbEpb63RMouOJkuAaQv1BYd88IVElTzdyIKEzIouL/ej12el6P9lGSZ/W4GdroAqAHhZryT8dk4e/js5CwevLMQP03Lxy/Q8jCtwagbVWAtwu0XAxT0ScXP/ZCRaBYzIseOOgRH/DlYXN4lkW+wZd60ADvk9xhU4Map54El3CHiJUsJHu0aSba33z2NlGeNVstghSbur4QBGeVg80FIAxssDEKBvPAFlp2cJvYXhud0SDf2mtAXL3cvrcPkv1RBlLdZUJcCy1xlVAI7Jc2j6p7BwWAVM75qIG/ql4P2TWgL4J+Q7TJUBxIOziIDJgEybqYCPUWj+OFYh/qXuZxKliGd0TkAvRuff1sBK8sTj3GltZIwoKPQUgJlOC7OEpzUKwESrgMmMjqRkksol67C4mrTQyI4E/8yOgaNzHUyFyr9OyFC8/w19k5kL+dM6OrHo7Ly4BHq0oK0ruqXZ4u79OrVzQtSywm4BbuyXzKwAiBVWkKSPCY82PVgqQ72gQyx0TLZS7RFSbEJckhZaNgvxUAAmWJVJUH84Uq0C0EuAJUi16JpKPw4RFSpa62cStQKw5b3mEQ21TpYp30nVieTJ+NIJGeiUbEWqXcDjI9NNNcdIdyj93rqkWFVle/cMSVU0Bhmb7ziiCTkJq0XART2TcEVRsmm1D7sEOB5zk7aHul4zHr1EL4CouogFqzpHa97sk27DaToBpUxiTpRsKkJhEZf+XI3/Uhpn9afMUVoJZJsAw2qpAKV45cZ+yXh/Uiau7p2EF8amY8bpOW3iFS7B+j3jVQJsswiqICoQUei3ptEiqxOwnj2KEVhVbHpNQIDIvvuq3sm4fWAqc60oCJH9q9Ze02AT7bhgswj4aVouVpyXh22XFER8ha0ChuY4DNsNHa/wLsCtQC/TfVQUgJTPtFkEzD8zB1PmVUUfcwdFrKrwq0uXDGwauqbY4LBA0axDanawriqA0bMqVBLgzilW9M+0U0tDtcpqaebOEoIg4NkxGXh2TIbi8XEFTs2Oha0Z/LVeSwYAnVYB303Nxc66ILqkWKnBQ9qcH48gViyLDDMIgoDeGTYsL1d32LIKwPA23HyyrgkB+j4WZvhzv2Q8S/hqASwPQO33umWAscBYboIFSTZBVUK04LAPc/d7Mb1rIhoDYUXjALtFGfA16vlzXgxefSRTOidix6UJOOgOtaprdaxMKHRgXIEDS5s7vf19aFqbfA4tENAzzRb3UoYT8x34z0mZ+OmgD6PzHLic4bXTWtIdAuwW9SKd3ETEgpYCyIjyRq8JiCAI6JFmwzpKx0snZbNLNgGRc1GPRBTXBVHuCeGh4WlMNZaqCYhMXUEm0aTA24PD0/DDwUr2FyE4R+N+vL5vMnql23CoMYSzuybAYRVw1+BUPLE2oujokWrFO5Oy2jzoJyfFbkGW06I4F1M7x7+cy2oR8N/J2WgMhGEVhDZJrCbaBKRTOn0XxVHhy/KL0gs6xIJ0j2wkOlGf0skZU9KHhBW4SrQKcdlcC0JESXpYVnK7tyGI/pl2agmwBKm+2lUXVCkAzSjiVA30mo+nvCmEFcTaZ6oseXNKxwSckO/A8nI/OiZZ8Zfm5PTwXAc2XZQPf9i8RZAgCHhuTDruWOqCgIiaipxvsxOsmH1GDh7+vR4OC/BEG6uA24L8RAvSHIIq0BuPZJvVIqAg0aoKCkufq7enM/KTDc62Iz/Romq2KMFWALI/++kx6bqBXDIgIykAZ+3zYEstvQs2LXh1c/8U/MBolNU73WZ4/KV9T0EQcEGPpGjX+raGFTCLVxMQIGI5s56w0WqtBRLr+OKlrqb59sezegpAcwCUfh0dqSYgEoJAD9T+0eEKwFbQLdWm2ZG2rWSuWht8lufP2HwnLu6p3GCsr/KrWqTr+f9Jn3GSjs/XdpdywtHyIdFUAMYw6XdMtuLPzV4EtNPRmo4/aRq1ubTv4bAKGJhlZ34m7RqJRyML1nWpt7k2A8t0eliOvU3bqrM2ZSlx7jyck2ClBhtpE6VW8uz6PsmGM002i7qMR+KdrW4AkZJDOXkJysDb2QbKCPMSLTi/e3wWYXaLgO5toPwxgkUQMPP0HHx1WjZ+Pz8P53RrfVCTBk01o+dzEguCIOC87kl4Y0Imru1jXj1h5nNom52iOKgNtVQttIXfCURJEUt5KyeTMZ6aVQDe0C8Zv56dh60XF+CKInYpiFYJ8NIyopFHcxBuSLYDb05Q2lRooeWtCUT8Ny/rlRTtvnn3kFQsOzcPC87Kxcrz849o8E9C3kyqR6oVdw5qOwVwst3SZlUVADCBuO46p1g1vXTNkpNAb1rUFgFAIFLqSvK3QfpdTo3ACpTEMwlE2lNIXtXqAGDL55HqpVp/WDVfmgkAFhJjWWlzCfCcEo8iwTw4y65oTOOwCpg7JQfrL8zHqvPzFOXBgiDEvAGe1jURey4vxO7LCzGVYp8AAIOzHZg9JQdfnZ7TLje9giBQ19LxUtt3SKZfuxMKnbrXrpESYIsgaJYBswItrMqNTslWnNJRP7FCzlFSlcjzlCQ2EFGK09alkzo4cSpDxTjQhPL6GqK00kiH5XjDVgDGb8yl+Xj2aWXiiLVmyYuDYo21h413AFCrWSMtUcs58vAAYCtwWAXNOv94GnDLiSUACACDiAXVw6vrFRuZDIegWz4rYXajrSUHZgXHUu1CzLL/58dmYOV5eVh/Yb7681qxqE9zCEyT3Fgy3zTFWrIBKbYezCxjHCXPrI6wExmBwXjRM41udh3vCQygbxbMdgE261d1Y78U0ObHpeV+VHhCqvL6LsRE2y/TjidGtijhTsh34KPJWdHrNsUW8fFry830kcRpFXBap4S4BK9YdEq2KhZ1AoArNQJG7QFaoC4eDQK0PF1p3c3vG5qKNIcAiwA8PDzNUFlcKmOspXYBZhxPql2IeivqbfxIc/jd9UE8vqYOo2aWYw2hRJQ38risVxJeNtC9eWSuXbNDH4v+mXYMzz06ZX4A8NTodDw2Mg13D07BvDNzo8HJ9sjTY5SeplPirGYUBIHatbItSoABYEyech6+uGeiqa6zWrASifFsikSORRuqI8lqUqUpXz+qvQNF7CfmSz0fODkFjIZ3s/YqO7SeT1HvWi0CuqXa2vU9cbSgVTLFw7saADoy/D6NrFuNDrOsRmQpNoH5PVilt0ZFEGRQvtIbxkOr6rCjTq3+G5Vrx2vj6ckpiyDgq9Oy8cgIdTXFUBPNEk7Md+DGfslIcwiYVOjELQOO/HrJaVV3FAfiGwA8gzJPaPmUG4HlxaxlvWAU1j41KY72SQA0S6CPtAKQQ4fPTK3k0l7sQFhbKQBZXjKAdtmxXnfMs7slGt5IXNA9Cb0MDnICgN4am3PWgDQk296qbHKfDDu1WUVrSlQsgsD014tlUqF6AMZhIGYdSzwVgAVJVrwk86aSIJUU8UYQBOrmzGjpqxlomwWaKkRk1ZtDHaDTY0SuA29NyFQtSMMicNFP1djXoNzQ0ErL7hiUil/OysX/Ts7C7DNycHa3RPwwLQf/OiEDqy/Ib/Mg7fGGIAh4s/k3Ob2TE1+dlo3T26Dc8UhCW0zGo7mCdhdg9WMndUhA8aWF2Hd5Ie4eYkwlwFJmOSjvn5NgQQeKIfmZXRIMz3dkUHNTTQD/2uhGMbG56p1uUyVZjCi84qXGPdIk2Sz466BUPDwivd376XRJseHbKTm4oHsibhuQgn8Mi7+dAG3N1FYKwMt6JWFCQWTDPr7AgX8SVimtgZVI7BYnj2EgomSTs7m5nLk+wC4BtlrUJcjbiM6nZtYJ5DVd2hhCaVNIZX1ybhzsNDgt/IVQEt8ax+ARzZs1wWqsAZPRLR3L/1XL3ifTaaGWeGrZIMkhE2f73SG8vsWteGxMngNrL8jHj9NyNcdrQRBUlSRZTgsu6Wn8OhcEAf8cm4H9V3TA7Ck5qgZ3RwqaiCReHoBAJNBFNjIxYqWlBStp2RYd1iXiaZ8EaAcAj2QTEA4bHgBsJVM6J1LLTIG2awKS6bQwA31aCkC9jp9GOxACke/24eSs6Mbqkp6JWHleHjXAdEGPRM2yC5Yiz0g3XyNcRvhoXcNQrhmFNYDGFACklQDH4bphTe7x8gCUoClGxxjsEtYaaGWCfdug8zAtAEj7fVx+ut8LEFvjlYt7JmHOlBw8PlK5Cd1QHcDflruU78/IaI/IdeCsronRMtLReU5c39d4OTJHyfBcB+ZMycGXp+W0qsPbsQKZpU6xCdSyQbNodRKmKQCB5ky9ifGTZXFAG08tgoC3J2apEjeX9jQedDPaHZmmjKeVCMk5vZMTf+rbvtWkxwvDcx14/6QsPDU6vU2aCdHUPG21MU60CZgzJQelV3XA3Km5cf0+qXYL+lEsELrGUQFIBlF2NgfbtUqAAfW9uo2wozFTAkx2f9/qCmLkjHJF+e+wHHurDP85as7vnhj9/QsSLXFtLkYGlgHgvO5JhsZ4IyXAAN1bD9BusiUILYp0OUavrTS7wOxIC0SEGA8MS0UPg3YtPdNtuKnZSik3wYKPT846akG81kDz9Y332P782IzonvyqoiT0ayMPwHgIOFj7VFpzw9bQJ93GjFPQErWcI0+7CADW1tbi3nvvxahRo1BQUIABAwbgrrvuQk1NjebrPvnkE2RkZKj+83q9mq8zywsUFRTQdk1ABEFgNgLRCgDmJVowgtFy3W4x3t5dYmCWHZsuKkDJFYV4e2IW+mTYse3iAiw+Oxcnd4g04jijc4KigyENVkt2sqNbrNzcPzmq4Bhf4Gi1UTmraUksWSVaOUA8TLoLGUGeeGSQ5AzKsiPP0bIgP6dbgqFuUq1lKOU6jkd3QxKjJcC1PnYAsBMjQGeEq3uzu31KmFUYcjhAxP9OKjtKsAKPj0qPy72rVdIYryxzKmMRy/JMnFDoxJJz8jAmz4Fkm4A7Bqbo+tjKMbI5HFfgwN8GqzeqXVKs1IX7q+MysOOSAnx5Wg4vifmDQEuY0QJp8UIQhDazojmZ4ksWz6YpXVNtik7A5Z4wKjwh+GQCeJugXmfr3atmSoCzEqyq0spGokHXxUeoocEfiSSbBb+enYel5+Th9wvy4xpgHUKxubioB138QCryRhvwSAfYQWa9a5NUkgHGS4AFQdC0z3htfAZO6mBu7/Pc2Azsu7wQmy4qUFhbtCdyKHNvPEuAgUjjr72XF2LDhfnM0mozsLoAx0cBeGRKgB1WgXm/cAXgsUG7SFuVlpaitLQUjz32GPr27YvDhw/jnnvuwZ/+9CfMmjVL87VJSUlYt26d4rGEhPiqN1glBW3psdUx2aoqPwK0byxBiKj2blviwuJSpXH56DxHTF4lZMmF1SJgcLYDM8/IQVgUDfl20DwaAGA4I1hpliHZEdl7aVMIfTJsrfYSYU0e8ZpU4nHZsDJF8SwBBiLX+NN9/fiqJh15iVY8TPENaQvIzDygXRofK7R7mxbYr9EIALZmA5bhtOD/RqThvpV1zOe0xffmHP8Updux8aIC7K4PokOyNW7jF+mXJydeHqQsGwat+a9rqg0/TMuN6fPS7AJsAhCklPoPyrLj1gEpuKhHImyU5I0gCBiZ68C8/crE45Bse1w9WTnHPlM6J2B0rgOrKv0QAFzXJzluvnxHmgu6J+KNLe6oGm5wlj2u9h92i4AeqTaFh9nqSmXpbbrDolIzsRoEARElk9kmcL0zbKgkmuVJJNsEXF7EA4Btgd0i6NoWxUJBkhWDsuzY1FxS3jnFyrREeXVcJi75uRpAZA64bYAxJWKaXUCiVYAnpJww9ObYKZ0T8My6lqYd2U4LJptIVOUnWlQe0UDE3/3yXrFdp22hhD6S0MQQ8Q4AApG9ULwU0G1p4cR677bwUD+xwIFFpepOwG3V3I5jjnYRAOzfvz/+97//Rf/do0cPPP7447jkkktQX1+PtDR20EEQBOTnqxtBxBNWh9u2UgBqfaaewqJzig2zz8jGiBnl2CPzEru7DTo0GQ200QakvESLZudgs2Q4LXGbyNo6ABiPy4a2EU2zC21iFj8kLYwLR+TE/X21EAQBF3RPxIxmM+5Eq35n6liglRrTrqOQhgdga7mpfwpCIvDgKnUQMN3BzrJxOHo4rEKry1VIWArAJBvdkDsWWF5KbaWkEwQBmU4LKr3KQH+nZCsWn52rW1J1Ra8kRQDQKsTW4Z7TvnFaBcw7Mwd7G4JItVvatR3D8FwHXhmXgU+KmzAy14F7h6TGPendO0MZAFxVQQYA1Z+npbKazOhuqkX/TDuWMgKAj45Ma5NgAqdteX18Bh5qXk89NjKdul4GIhVMc6fmYEN1ANO7JhjeQwiCgLxEC0qIYFyGTpXQkGwHXh2Xgc92NaEo3Ya7BqeaCljnJlgBBFSPj8p1xK2JSnvjwh6J+HBHY3SN3jfDRvUEPpZgXWfxsHBiKQDbIgDIKoXnCsBjg3a7Am1oaIDT6URSknZWw+PxYODAgQiHwxg0aBAefPBBDBkyJK7HwpJ7t+VFzlIdGilDFQQBr4zLxB1LaxEIAY+NSqOWcxwpaBPcsBxHqxqAtCXs1vLxOd62mqi1lDntkcdGpsEdCONQUxj3DklFVhv4k2Q4LXh2TDrub1bgWQTgZBOBxnj9krcOSEGtL4znN7Rkh/uk2/DeSVm8yyDnmIK1Ac9PVKt1YiWVcc23pVghO0EdABxfYGyemtY1Edf2TsKHO5sAAJf3SmJ+B87xjc0itGnH8iPJ1b2TcXXvtvOv7JNhx7clLYHzXw8r1SQ0+xitAOBpMaxzJxY68e62xui/7RZgRI4D1/dNxsUmfEQ5xw5Dsh34dqoxNfj4Aic1EaxHQZJVHQA0MEG15p6iNREBgCHtVGUcD07Id+KXs3Lxya4mhEXgr4NSjtm9pUQBI9AXjz0my18w3k1AAHYDG54zOTZolwFAl8uFp556CldffTVsNvZXKCoqwuuvv46BAwfC7XbjrbfewpQpU7BkyRL07NkzbscTUVYBRHOyNvNeAegKQIug3+hDYkKhE+svLIj3YcUEbVAbHSf/v7aA9ISRYHkZmiVeceMUmwC3rGbtWD6nsdApxYYvTmt75eHN/VOQ6bRgdYUfF/VMpHaWZkHrQBYr/xiehlM7OlHjC2NsvtNwYwIO50hia7aFqPMrZbHxVDuxFIBtmXQ7Md+J7URDATPdP186MQPndU9EIAycEoMSicP5o0F201xfrVQ30RrIsTa4qXYBZ8Tg/zytSwLuGJiCefs9mNwhAU+OSm9Tex/O8QEtGNfWa7Y8xhxrtJPw8crQHEe7slpgjS/xCFzSmqIAaBMhAdloDojsb4/1AOwfhaMaAHzyySfxwgsvaD7n22+/xYQJE6L/drvduOyyy1BYWIjHH39c87WjR4/G6NGjo/8eM2YMJkyYgLfffhv//Oc/ma8rLi42+A1ayLAloNKvvIHqqspRbFH7McQDwWUBoFzM9EwM4/C+3W3yeW1JbaMAQLmR6hmqQHFx2dE5IB0Etw2AejKpOViC4spYakGVWeQmdwOKi6tjOzgZN3a24V97W47z/PSauLwvjVjumfbEcADDcwDUAcVUOz66EuDKQm9cz01W839V+4GquL0r52hyPN47mdYE1BE9xlJCTXH7rvWU+Q8A6mqq2mzeODtVwMdCAgJiZPFalBRGd89BmPlKHZr/d9eu+B/fH5Hj8d7htJAVAFhzKwBY/Y0oLq5VPshYn03L9aO8ZDfKYziOqzMi/wENOLC3MoZ3OPbg907bkuC3A1AKMgJ11SgujuUKNIbDbQWgTi7Z6spQXMz2qeaY40jcO05LInxhZaAsHp/roey3AaDyYAmKq+PvZWQXEqNrJiBil8THniNDUVGR5t+PagDwlltuwcUXX6z5nE6dOkX/v9vtxkUXXQQA+OKLL0w387BarRg6dCj27Nmj+Ty9k0Yjf2sFKmuU2cmuHQpRZEIhYIq6ALClQvHQCZ1SUFTUuW0+rw3J9IaAdcpN2/ShPeLSDbct6GdpAvbWqh4f2rdHbF00lxxS/DMjPQ1FRa3vJPX37iLCKfVYVxXA5UVJmNKzY6vfk0ZxcXFM98zxxM01Lry1tVHxWL8MG+4dX3hEuiJz2ifH673Ta28V9h1Sluv1yktHUVFGXN6/scoPbFZvxDsX5KGoqG1KEosAvJfqwRNr6pHpFPDGhMzjppSzPXK83jscJb23l2MnpeEdAHTMUq+VTknz4YU96vTYLSM7oCi7/aiA2hJ+77Q9fT0NQGm94rGiTvkoasOy8ZHJXmCXOsk/rm9XU5UrHDZH6t5JW12qshyJx+fS9tsA0L9X9zZpSjZkRwVWV7bERjokWfjYc4xwVEeE7Oxs/D979x3eVNmGAfw+mU33btmzQNlQKEu2KEsQpeIWVBy4N/q5B0Nx4MatiAtFtggKsvfee0N306TNTs73R2mbk9FFRxLu33V5XTZJk0OTN+97nvO8zxMTE1Ohx+r1eqSlpUEURfz+++8IDa1YNyZnoihi//79aN++faV/tzyeCp97a+VdHVqEK9AyXIFjuqKFkUIA7qrBWiw1KTZIjlFNgrDwUq2X17uF+2zwD/C8BVgpq76mL946XFZWkELAq90iquW5qGwT24TirzMmnC6wo0+iCm91j0DbKCW7XdEVqXGoAoA0AFidJyC13QSk2OimGoxuWkMX9YjIzbBGQTiSX+DxPk8NjDp66Bwbr5F5vJ2opvROcA8210SjBWeNQtznWKXMcydc8m1DGgbhp2OGkp+7xFbP91e0Wga54N64MKSazjtdvdQ1HOP+yYHp0mbIkU24fvIVfnFJQK/X44YbboBer8ecOXNgMBhgMBQNjKioKKhURV+0o0aNQkpKCl555RUAwLRp09C9e3e0aNECOp0Os2bNwv79+/Hee+9V+zF6qvXlaf97dZEJAv68Ngaf7i+AQibg5hbBaOfHC5xvBkTjvwtmhKsEpMb7dn2kOA8FWiNUVS9w/3THMMzYU9rcYVK7yge3qW61iFBgyw0J0FkciA2qvmYHRP6ocaj7d2TnmOqbn7w2AeF5DlFAGd1Ug5n7pAFAmQCMaxGMu1u7X/QOUcrQNkqBA3mlWYOPtvf9wv8UWFLj3QOANR2I89Qcsn6w3KcTKsizZzqF4ZfjRY1LAOC5zmHV8rwyQXAL/gE10wQEAPrXD8LG6xOw9KwJwXIBt7di4yRf4RcBwF27dmHr1q0AgJSUFMl9zjUCT548iQYNSrc55ufn47HHHkNmZibCw8PRsWNHLF261O05qoOnxANPjTqqU6NQBab2iKzR16gtCpmAqxvWXSfiyvCUAXg53Zkeah+Kk3obDuZZMTE5FE3D/GJYkgu1XPAYHCa60njqdtipGgOAdZUBSES1q0usEuNaaPDrcSPkAvDDwGiMKCeL5N42oXhyoxYAkBShwF0eAoVENUkmCHitWzhe2Va0DbhxqLxa50BPghQC1HLA7FR6vm89306oIM+ahSvw9/A4LDhlRM8EFYY2qrnMuRCFAFkNXiBpFq7AQ0xs8Tl+EWno27cvtFptuY/bu3ev5OepU6di6tSpNXRUUvkW9wKrNTmgqO7EeAgAHtdVvdlLlFqGrwdEX84hERH5jA4u2ehKGRBajV3mghUCZAJKro4Xq87XIKK6JwgCPu8bhcc7hCE2SFahi2zjWwejUagcp/Q2jGyi8ZoxTFSTHm4XikYhcpwrtGNci2AoaiETb1QTDeaeMAIoKkv0fJfwGn9Nqhnd41Xo7iGTtLp1rOHANPkmvwgA+oOi7b7mch9H/k8hExCuEqCzlJ59dq2m+gxERP6uS6wSHaKV2HupMdb0as5UFwQBoUrpdzAAhNdQHRsiqjuCIHis9+eNTBAwxE92lFDgkssE3NC8drc8vpwSDpNdRLbJgac7hXncFkxXtofbheLj/aVlFV7qyiDxlYgBwGpyT5sQSRfQmb0j6+5gqMb9OCgGo5aVdpob1ICLTSIioOgE/K/hsVh82oQGIfIa2YYUppBBZ5FmXoermOlDRERXpkahCsweVLHmmnRlmtQuFFsyLdiTa8HdbULQO5HbxK9EDABWk6QIJX4YGI25JwxIiVXh1iQWugxk/eqpMaNnBL4+VIg2kUo82JY1ZoiIioUqZbi5Zc3Ng2EqATC43MYMQCIiIiKP6ofIsXxkXF0fBtUxBgCr0aimGoxqyhbXV4p7k0NxbzILmxIR1TZPjUCYAUhERERE5B1Xy0RERORXFB6abLELMBERERGRdwwAEhERkV8Ry38IERERERE5YQCQiIiI/IrICCARERERUaUwAEhERER+RWQOIBERERFRpTAASERERH6F4T8iIiIiosphAJCIiIj8CrcAExERERFVDgOARERE5FfiNPK6PgQiIiIiIr/CACARERH5lcmdwyQ/v9Mzoo6OhIiIiIjIPyjq+gCIiIiIKqNTjBLTekTgt+MGpMSpcFtScF0fEhERERGRT2MAkIiIiPyKIAh4oG0oHmgbWteHQkRERETkFwStVstS2kRERERERERERAGKNQCJiIiIiIiIiIgCGAOAREREREREREREAYwBQCIiIiIiIiIiogDGACAREREREREREVEAYwCQiIiIiIiIiIgogPlsAPCrr75Cx44dkZCQgP79+2PDhg2S+7/77juMHDkSjRs3RmRkJE6fPl2h512wYAF69OiB+Ph49OjRA4sWLZLcL4oipk6dijZt2iAxMREjRozAwYMHy33e/fv3Y/jw4UhMTERycjKmT58OUZQ2WC7vtYkuV6CNmzlz5iAyMtLtP5PJVKHjJqoofxo7JpMJDz74IHr37o3Y2FiMGDHC4+PWrVuH/v37IyEhAZ06dcI333xToWMmqoxAGztr1671OO8cOXKkQsdNVFH+NHbWrl2LW265Ba1bt0a9evXQu3dvzJ492+1xnHeoNgTa2OG8Q7XJJwOA8+bNw+TJk/HUU09hzZo1SE1NRVpaGs6ePVvyGIPBgEGDBmHy5MkVft4tW7bg7rvvRlpaGtauXYu0tDSMHz8e27ZtK3nMzJkz8cknn2D69OlYuXIl4uLiMGbMGOj1eq/Pq9PpMGbMGMTHx2PlypWYNm0aPvroI3z88ceVem2iyxGI4wYAgoODcfjwYcl/QUFBlfjLEJXN38aO3W5HUFAQ7rvvPlxzzTUeH3Pq1CncdNNNSE1NxZo1a/Dkk0/i2WefxYIFCyp8/ETlCcSxU2zTpk2SeadFixYVPn6i8vjb2NmyZQvatWuH77//Hhs3bsQ999yDxx9/HHPnzi15DOcdqg2BOHaKcd6h2iBotVqx/IfVrsGDB6Ndu3b48MMPS27r2rUrRo8ejVdeeUXy2J07d2LgwIHYvXs3mjRpUubzTpgwAXl5eZg/f37JbaNHj0ZsbCy+/vpriKKINm3aYOLEiXj66acBAEajEUlJSXjjjTcwYcIEj8/79ddf49VXX8WRI0eg0WgAAO+88w6++eYbHDhwAIIglPvaRJcrEMfNnDlz8Oyzz+L8+fNV+ZMQVYi/jR1nzzzzDA4cOIAlS5ZIbn/llVewaNEi7Nixo+S2Rx55BIcOHcKKFSvKfV6iigjEsbN27Vpcd911OH78OGJiYsp9HqKq8OexU2z8+PGw2+0l2Uycd6g2BOLY4bxDtcnnMgAtFgt27dqFQYMGSW4fNGgQNm/efFnPvXXrVrfnHTx4cMnznj59GhkZGZLHaDQa9O7dW/LaI0aMkGwb2bJlC3r16lUSxCh+3osXL5akHJf32kSXI1DHDVA0ubZv3x5t27bFuHHjsHv37sv69xA588exUxFbtmzx+No7d+6E1Wqt7D+FyE2gjp1iAwYMQOvWrTFq1CisWbOmSs9B5EmgjB29Xo/IyMiSnznvUE0L1LFTjPMO1QafCwDm5OTAbrcjLi5OcntcXBwyMzMv67kzMjLKfN6MjIyS28p67YYNG6Jhw4YlP2dmZnr8neL7KvLaRJcjUMdNUlISPv74Y/z000/46quvoFarMXToUBw/fvyy/k1Exfxx7FSEt/Fls9mQk5NTqeci8iRQx05iYiLee+89zJ49G7Nnz0ZSUhJGjx7tVmOKqKoCYewsW7YMq1evxvjx40tu47xDNS1Qxw7nHapNiro+AH80a9asuj4EIr9TlXGTmpqK1NTUkp979OiBvn37YtasWXj77ber8/CIfBbnHKKqqcrYSUpKQlJSUsnPqampOHPmDD788EP07t27Og+PyGeVNXY2bdqEiRMnYvr06UhJSanFoyLyfVUZO5x3qDb5XAZgTEwM5HI5srKyJLdnZWUhPj7+sp47ISGhzOdNSEgoua0yrx0fH+/xd4rvq8hrE12OQB03ruRyOTp37owTJ05U7h9B5IU/jp2K8Da+FAoF68tQtQjUseNJSkoK5x2qNv48djZu3Ii0tDQ8//zzuOeeeyT3cd6hmhaoY8cTzjtUU3wuAKhSqdC5c2esWrVKcvuqVavQo0ePy3ru7t27l/m8TZo0QUJCguQxJpMJGzduLPO1U1NTsXHjRphMJsnz1qtXr6TgaHmvTXQ5AnXcuBJFEfv37y+ZhIkulz+OnYpITU31+NpdunSBUqm8rOcmAgJ37Hiyd+9ezjtUbfx17Kxfvx5paWl47rnnMGnSJLf7Oe9QTQvUseMJ5x2qKT65Bfihhx7C/fffj5SUFPTo0QPffPMN0tPTJd11MjIykJGRgWPHjgEADh8+jPz8fDRq1AhRUVEen/eBBx7A8OHD8f7772PEiBFYvHgx1q5di2XLlgEABEHAgw8+iPfeew9JSUlo2bIlZsyYgZCQEIwdO7bkee6//34ApSm+Y8eOxfTp0zFp0iQ8/fTTOHbsGD744AM8++yzEAShQq9NdLkCcdxMmzYN3bt3R4sWLaDT6TBr1izs378f7733XvX/AemK5W9jBwAOHToEi8WCnJwcFBYWYs+ePQCAjh07AijqZvfll19i8uTJmDBhAjZv3lxSS5OougTi2Pn000/RuHFjJCcnw2Kx4LfffsOSJUvwww8/VONfjq50/jZ21q5di3HjxuGee+5BWlpaST00uVyO2NhYAJx3qHYE4tjhvEO1SdBqtWJdH4QnX331FWbOnImMjAwkJydjypQp6NOnT8n9U6dOxfTp091+75NPPsFtt93m9XkXLFiAN998E6dOnUKzZs3w4osvYtSoUSX3i6KIadOm4bvvvoNWq0VKSgpmzJiBtm3bljymuLPPkiVLSm7bv38/nn76aezYsQORkZGYMGECnnvuuZJARkVem+hyBdq4ef7557Fo0SJkZmYiPDwcHTt2xOTJkyV1AYmqg7+NnQ4dOuDs2bNur6fVakv+f926dXjhhRdw6NAhJCYm4vHHH8fdd99dsT8IUQUF2tiZOXMmvv/+e1y4cAFBQUFITk7GE088gWuuuabifxSiCvCnsfPggw/i559/dnutRo0aYe/evSU/c96h2hBoY4fzDtUmnw0AEhERERERERER0eXzuRqAREREREREREREVH0YACQiIiIiIiIiIgpgDAASEREREREREREFMAYAiYiIiIiIiIiIAhgDgERERERERERERAGMAUAiIiIiIiIiIqIAxgAgERERERERERFRAGMAkIiIiIiIiIiIKIAxAEhERERERERERBTAGAAkIiIiIiIiIiIKYAwAEhERERERERERBTAGAImIiIiIiIiIiAIYA4BEREREREREREQBjAFAIiIiIiIiIiKiAMYAIBERERERERERUQBjAJCIiIiIiIiIiCiAMQBIREREREREREQUwBgAJCIiIiIiIiIiCmABHwBcv349br75ZiQnJyMyMhJz5syp60MiIiIiIiIiIiKqNQEfACwsLETbtm0xbdo0aDSauj4cIiIiIiIiIiKiWqWo6wOoaddccw2uueYaAMCkSZPq+GiIiIiIiIiIiIhqV8BnABIREREREREREV3JGAAkIiIiIiIiIiIKYAwAEhERERERERERBTAGAInoshw9erSuD4HIL3HsEFUNxw5R1XDsEFUNxw5VldbsQI7JXteHUSLgm4AQERERERERERHVhhM6GyatzcOmTAsAoFeCCm/3jESHaGWdHlfAZwAWFBRgz5492LNnDxwOB86dO4c9e/bg7NmzdX1oREREREREREQUIDKNdoxall0S/AOAjRkWDFuShdUXzHV4ZFdAAHDnzp3o168f+vXrB6PRiKlTp6Jfv36YMmVKXR8aEREREREREREFALNdxF2rcnGu0H3bb4FNRNqKbCw6bayDIysS8FuA+/btC61WW9eHQUREREREREREAUgURTy5UYuNGRavj7E4gDtW5qJxqBxaswO3tAzG9J6RtXaMAZ8BSEREREREREREVJ3sDhHnCmzQmh2YtE6LOUcNkvsH1Ffj1ZRwt987U2CHziqiUai8tg4VwBWQAUhERERERERERFQes13EmQIbEjRyhKu858wtPGXEC1vyPW73BYBmYXJ8OyAaUWoZYjUyPLpeC4cofUzvBHV1Hnq5GAAkIiIiIiIiIqIr2k9HC/HKNh2yTA6EKQXM7B2JG5oHuz1u0Wkj7lqVC9HDcwBAuErAL1fHIEpdFEC8PSkEiRo5nt2kxQl9UcAwWCGgY0ztdgVmAJCIiIiIiIiIiK5INoeIZzfl45vDhSW36a0i7lmdB4VMwKimmpLbj+VbMWltntfgX/MwOWYPikHrSGlw7+qGQdh+YwJO6Oww2EXEBsmgkAk18c/xijUAiYiIiIiIiIjoivT8Zmnwr5gI4O7/cjH3uAEWu4hfjxswZnkO9FbP4b8W4XIsHhaHdtGeM/sEQUCLCAU6RCtRL7h26/8BzAAkIiIiIiIiIqIr0Cm9DV97CP4Vs4nAxDV5mLgmz+P9L3QJQ9MwBRwicF2TIIQofTfPjgFAIiIiIiIiIiK64nx+oEDSnCNGLcOYZhp8dch7ULDYTS00eKZTGAShdrfyVpXvhiaJiIiIiIiIiIhqgNbswI9HDJLbXu8ejhm9IvFV/yiUlcx3d+sQfHpVlN8E/wBmABIRERERERER0RVm9pFCFNhK0/8SNDKMvdT1d2zzYChlAu5bkwuzvfR3xrXQ4PEOYUiOqt0OvtWBAUAiIiIiIiIiIrpiWB0iZh2UbvOdmBwKtbw0o290Uw3aRyXg+yOFEACMaBKE1Hh1LR9p9WEAkIiIiIiIiIiIrhgLThlxrrA0tU8jF3B362C3x7WIUOD17hG1eWg1hjUAiYiIiIiIiIjoiiCKIj7ZXyC57dakYEQHyevoiGoHA4BERERERERERHRFWH3RjJ3ZVsltD7YNqaOjqT0MABIRERERERERUcDLtzjw9MZ8yW1DGwWhZYT/NfWoLAYAiYiIiIiIiIgooJlsIu75LxfHdDbJ7U93CqujI6pdbAJCREREREREREQB6UCeFd8eKsQfJ43INTsk993VKhjd4lR1dGS1iwFAIiIiIiIiIiIKKFqzA69tz8d3hw0QPdzfNVaJaT0ia/uw6gwDgEREREREREREFDDSDXYMX5qFE3q7x/ubhckxZ3AMNAqhlo+s7rAGIBERERERERER+R2bQ8S2LAsOa60QxaI8v3yLA2NX5HgM/oUrBdzVKhgrRsahXrC8tg+3TjEDkIiIiIiIiIiI/MqWTDMeWJNXEuhL1MjQKFSOrVlWt8e2CJfj5ZQIXNswCEFXUNafMwYAiYiIiIiIiIjIb2zKMGP039kwOyX5pRsdSDc63B57bUM1vh8Yc8UG/ooxAEhEREREREQebcww468zJjQMkePG5hrEBF1ZW+aIyPfoLA7c81+eJPjnTfc4Jb4dGH3FB/+AGggArl+/vkq/16dPn2o+EiIiIiLyR1qzAx/vL8CGdDMSg+V4rVs4GoVW/3Xr9elmvLtbj1yzAx1jlHihSzgSr7B6QERlmbZTh2m79CU/v7lDh8ENgtA4VI5xLYPRNkpZh0dHRP5OFEUIQuUDc9N36XHeUH7076pEFX4YGI1gBdtfADUQABw5cqTkDazoG5qbm1vdh0JEREREfuZYvhU3LM/BmYLShf3ObAv+GxWPCFX1LeDnnzTi7tW5cBTVC8euHCv+PWfG3yNi0bAGgo1E/uafcyZJ8A8AdFYRf54yAgA+PVCAHwZGY1hjTV0cHhH5se1ZFjyyLg8HtDYkRSjwWd8odItTVeh39+Va8fmBAsltD7cLxfjWwdiVY4VGLsAuAs3CFWgfpahSgDFQVfvqZtGiRZKfLRYLXn75ZVgsFtxxxx1o2bIlAODYsWOYPXs21Go1Xn/99eo+DCIiIiLyM/kWB67/OwfnCqVX9U/q7Xhvtx6vdY+oltc5kGfFg2vzSoJ/xc4b7LhvTR4WD4uFjCcMdAWzO0T8b0t+mY+xOoBH12uxq54aIcqqB+cvGuw4rrMhOVLB7cVEV4BTehtGL8tGga1oEj6ab8PY5dn4b1Q8moaVHaLakmnGnStzYXeavxuFyvFC1zAEK2RoGcGs5LJUewDwqquukvz8wgsvICgoCP/++y/UarXkvnvvvRcjR47EP//8g4EDB1b3oRARERGRH3lzu84t+Ffs2yOFeLpz2GW/hkMU8fh6LYx20eP9GzIseH27Dq+khDNrgK5Yvxw34HC+rdzHZZkc+PGoAfe3Da30a+itDjyxQYvfTxRlFAoAhjcu2l4copTh1pbBaB7ObFzyPecKbLhgsKNdlPKygt9Xqo/3FZQE/4ppLSKm7tRhVr9or793NN+KsctzoLNKf3dKagS3+FZQjf+V5s6di7S0NLfgHwBoNBrcdNNN+O2332r6MIiuaOcKbFh02ohsUwWqpF6G03obZh0owJ0rc3DPf7lYesZYo69HVBuMNhEz9+oxeFEmrvsrC+/s0mFntgVW19QhIros6QY7vj9S6PV+nUXEqGXZ2KK9vOXr8nMmbMmylPmYD/YWYMZufZmPqagfjxZi1LJsDFuahTe252NvrrVanpeophRaHZi6U/r5v6VlMI7enIg3u4e7Pf77w4UQRc9z4pkCG744UIBpO3X4ZH8B0i/V7DLbRdy0Iqck+AcAIoAlZ0z47EAhZuzWY8CiTBzM43gh3yGKIqbs1KHj7xm4Zkk2Os7NwLwThro+rAo7pbdh5XkTTuttMHu5CFbTrA4Rf570fI74+wkjTum9X3h4ZZvOLfg3oXUwRjYOqtZjDGQ1fknFYDAgIyPD6/0XL16E0cggAVFN2JJpxteHCvH7CSPsIhCsEDCrXxSua1J9tVpyLcDbu3RYeNqEfS4nNX+cNOKZTmH4X1f3xSKRP7A5RNy+Mgf/njeX3LY23YK3duoRrZbhmU5heKBtCLOEiKrBrAMFsDhKf24cKseNzTR4f29pnZ+d2VY8lB2EQ8jHG1XcDvzNIWmQcVijILzdMwIDFmYhx1x6AG/v1uOGZsFoEVH15fKn+wvwgtM2yo0ZFry7pwA3NNPgs75RUMur97sj3WDHIa0VkSoZOsYouY2ZqmTGbr0kE1cpAyZ3DkOcRo6H24fhxubBaP9beskWvANaG7ZmWZAaX5rwUWB14KuDhZi2Swfn68/Td+rwVmoE5p00YmNG2YF4nUXEpHV5WDkyjvMs+YRvDhfibae6mDlmB+5dk4cGIXL0SHBPePIlqy+Yccu/OTA4Zd4NbxyET6+KQqS69rLnVl8wS+ZaZ3YRmLlXj/d7R7ndl26w4++zJsltk9qF4I1uEfx+qIQaf6f79++Pzz//HAsWLHC7b8GCBZg1axb69+9f04dBdMX5bH8BrlmSjV+PG0sWaAabiHtX5+JcQflbOipie5YFN+3QYMpOvVvwr9g7u/X4ZH+Bx/uIfN0XBwslwT9nuWYHnt+Sj08PeM9Y8kUOUcTuHAvWXDTDaGMWI/kGncWBrw9Lx9Ij7UPxVKcwNPDQlfejfQX455zJ7fbynNLbsOKcdEw/0ykMjUIVmDskBmHK0pMIqwOXNX+d0Nnw8lbPNdTmnTRi4upc2Kopk1hvdeDBtXlI/jUd1/+dgwGLstDy53QMXZKFF7ZoofVyskXkanuWBR/tk37u708ORROnulz1guUY2kiacfPd4aIsqDyzAxNX56LJnIt4dbs0+AcUNRF5ZL0Wqy54nltd7cy2Ykc2swCp7p0vtOPVbTq32x0i8Np299urQhRFfH+4EN3+yEDTORfwvy351ZKpZ7GLeGxDniT4BwBLz5hw+8ocrxm8NWGuS8aka2+vOUcNuOihu+/PxwySun9tIhV4q3sE5DIG/yqjxgOAM2bMQP369TFhwgS0adMGw4YNw7Bhw9CmTRtMmDAB9evXx9tvv12jx/DVV1+hY8eOSEhIQP/+/bFhw4YafT2iy+EQRRzNt0Jnqfpi/Xi+DS96Oekw24Gpuy5/W5PB5sCE/3KRbyv/S/d/W/Lx3eHLD5LszLbggTW5uO3fHPzuR+n2VLsMNgeyjPbLXsxkGu2YtrP8Bd3r2/NLtjRdrpM6G74+VIA/Txpq5IT9kNaKqxZkov/CLIxalo0Oc9Ox/GzlgyhE1e27w4XQWUrHbIxahtuSghGqlOGXITFoEuoeBHx3T+Xnsu8OF8L5m6FzjBJdL3Ud7Bqnwjs9IyWP//2EAQZb1cbitF06lBVjX3jahBuW51T5+Ys5RBF3rMzFz8cMkn9brtmBTZkWfLq/EOP/y63VEzzyT2cLbLjl3xzJ57Z+sAzPdXGvvXlXqxDJz3+eNGJDuhmDFmVi7gkjKhOzaB4mx+FxifiwTyTGtwp2u7+s0gBEtUEUgac2aqG3eq8duyen7IzWipi6S4/HNmhxTGeD1iLik/0FeHKj9rKfd+kZE07pPa9V16VbvF7srm4GmwNLTkvXnb9cHYPGTnO8xVFUI9CZKIr48aj0e+DOVtyBUxU1HgCsX78+1q1bh7feegvt2rVDTk4OcnJy0K5dO0yZMgXr1q1DgwYNauz1582bh8mTJ+Opp57CmjVrkJqairS0NJw9e7bGXpOoImwOEQfzrLA4rZD+PGlAx7kZ6D4vE0m/XMS7u/VuC3ZRFPHubj3a/noRPf/MwEd79W61yH49YShz4TXnqAFzj19eAO2bQ4U4UyCdSGQC0CtBhRuauW8xfnyDtkrZGsXOFNgwalk2fjluxJIzJty7Og9/nmQQ8EqXZ3bg3/MmvLNLhze252Pcimw0/PEikn5JR/d5mZh9pLDKtfpe9VBnZHLnMLc6I2Z7Ucbt5RDFosLHKfMy8NTGfEz4Lw9d/8jApLV5eHaTFotOX36pjJM6G4YvzcaBvNIM4GyTA7etzMGOcuqhEdWkbJMd7++VBvPuaxtSUtC7Q7QSW29IwLQe0i2/GzMsOKkrP6N9X64Vi08bcUhrxTcuF6PubiMNYtzYXIO4oNLlsc4q4p9zlT8xOl9ox7wT0nHbr54aiRrp0nvNRTMeWqu9rODc7CMG/FdONtV/F8xYcobBfvLOIYq4b00eMo3SgPS0HpEI89DkYHADNRqGlJ60G+0ihv+VjZNeggze9IxXYeHQWCQEy3FnqxB80CcKPw2WNgH444QReiuzWKnu/Jsjx7JyLpguPH1537HzTxol24uLzTlqwCHt5WXBlleX/b0qXFCrimVnTJLmH4kaGfrXU+PxDtKLDN8eLkSuU/rwhgwLjuukZQnGtai+klZXEkGr1Qb05cDBgwejXbt2+PDDD0tu69q1K0aPHo1XXnmlDo+MrhT7cq34cK8e27MtCFXKMKapBk3DFJi8WYt0owOxQTKMaqLBSb3N43aIqakR0FsdWHjahDClgEKriD0u220H1Vfjl6tjoLpUS6jHvAxJ57a05hpsz7LghNOiTCUD/h4Rhy6xqkr/m+wOEV3+yJAEAEc1CcJ7vSMRG1S0GPzvggk3rciR1HNK0Miw8fp4RAe5Z3J4U2B1YH26Bf/bko9jHk70JrYJwRvdIxCk4BWgK0mm0Y5nN+Vj4WkjyovvNQ6V45aWwbgtKRiNQytWy2tLphnXLMmW3DYlNQKT2hV1OfzyYAGe2VSaZRuuFLD3pkREuO5jKMPRo0eRlJQEAPh4nx4vbi072/ClruF4qlPVOqAabA5csyTb61b91hEKrL8+Hgpuo6Badlpvw4T/ciVb/IIVAvalJXicK4YuycKmzNKA9eTOYZjcxXud2Xd36/HGDs9jK0otYF9aolsHx+c3a/GZ09b+cS00ZXYl9OTVbfn4wKl2YVKEApvHxON8oR3Dlma7dTr+bkA0rvdw8aw8oiii55+Zkjk/RCHAJoowu8RhhjYKwi9Xx1T6NShwOM87rn4+ZsCDa/Mktz3eIRSvdvNea3P6Lp1bsxBnMgHonaDC4x3CMLC+Gu/u0WPuCSMEAE3D5BjfOgTDGgW5ZfHYHCI6zE3HRUPpIvKD3pEY3zoEROXJNdmxM8eKKJUMXWKVl50lpjU70HXuBeRaS58nNU6FO1sH4+F12pLb2kQqsGlMgtvv/3XGiPf26BGqlGFSu1AMaSi9kJxhsGPy5nz8ecp7kO6eNiF4t1dklY7f6hDR8ueLyHfKsp+SGiGpTwsAy0fESup4VjebQ8TgxVnYnVM6309qF4IpqZEw2UR0/j0d6U4XIKamRuDBS+vuu//LxTynxiFjmmrw7cDKzctUJKB7JVssFuzatQuDBg2S3D5o0CBs3ry5jo6KAo237CKHKOKlrfnotzATv50w4rjOjt05Vry6XYfx/+WWfMFlmxz45nCh11ooz2/JL6mxtzHD4hb8A4CVF8x4/VLtiUNaq+REQCEAb/eMxKd9o+Bca9ziKEplr0rWwbyTRknwTy0H3ncK/gHAgPpB+GFQNJzjCRnGopppFTX/pBFtf0vHuH9yPAb/AODLQ4W4dzW3Nl1JDuRZMWBhJuafKj/4BwBnCuyYvkuPlD8y8MEePezl/JLdIeLZTdLPaXKkAhOTS088bk8KQaxLltC3h6q2RSnbZC/zBKrYmzt02JVdtUy9KTu81+kEgMP5Nsw5yoxaqrgzBTa8vj0ft/+bg3ErsnHPf7nYVslM0vknjei7INOtvtczncK8Xii6uaV0e+C0XXpM3qzFnStzMHmzFrudtmAtPWP0GvwDgAfahroF/wBghEujrL/PmipVq09ncbiVvZjUNhQyQUCjUAVWXheHtlHSixHPbKpanb6NGRbJnC8XgE1j4nF4XD23jMlVF0zMoiKP7A4RM3ZLx8rVDdR4OaXsJm53tw5BtJfmAXe2CsbFO+pj8bA4XN0wCHKZgGc7h2PrDQnYckMCfhsSi+GNNR6DMwqZgNtaSoN9/9uSjwPsCEzlWJ9uRse5GbhxeQ4GLc5C/4VZeGaTFtN36XCmCjXQC6wOPLo+TxL8U8qAD6+KxIjGGjjnHxzS2nDEJVPvz5MG3PpvLrZmWbHqghk3rcjBAqdAX7rBjmuXZpUZ/AOABaeMVa4ZuzHDIgn+RatluD85BAPrS4N9PxypuXWgQxTx6HqtJPgHoGScBykE3N82VHLfR/uK1uzbsyyS4B8A3OGhVABVTK1kAP7777+YPXs2Tp06Ba3WPeAgCAJ27dpV7a978eJFJCcnY8mSJejTp0/J7dOnT8fcuXOxbds2j7939OjRaj8WCjxnjALePKrCfr0MvaLsGN/IhmYaB0IURXUi3j6hxO8XlbV2PHKI+KmrCX9nKfDN2dLX7Rlpx0fti4KLf2XK8fIR6Zf91x1N6Bhe8RMChwjcvDMIJw2lC77RCTa8mOT5xO+z00rJ8QDAj52NaB1a9lfPFq0Mj+xTw4GKXbV7NcmMEQnVU4eNfM8Fk4BMs4Asi4Cpx1TQ26t+NbdXlB1TWpvhLRlwXrocU49Jx8ln7U3oFikdJ1+fUeDzM6UZtHEqB+almFCJBFcAwMyTSvx4vmLfFf2ibXi3beWCLHlW4LqtGpgdpX+zwTE2BMmBJZmlf4TGGgfmdjWhOpIAjfaiTm4VTLgkP7MxT4bnDqphdEg/LEpBxDvJZvSJLn9OWZ0jxzMHVRBdvuO7htvxSXszFF4uUetswLDNGlhE7x/UgTE21FOL+O2iAjYvj2sU5MBPXTyPV5sIDN2skdS49fQd4CrLLCBCKeLLM0p8d650TEcoRCzubpS81vFCAbfvCpIc3wONLbinceVOUF86rMKyrNKBNijGhunJRd8RogiM2R6E86bSP+Zbrc24Jo5zJUkty5TjJaf1oVwQ8UeKCQ2Cyj9N3KqV4flD6pLxEiYX8WwLC4bGX97n7LxJwPXbpMH4ELmIbzuZ0CyYF33JXbpJwB27gqD1Up9cLRMxpbUF/WI8fzb362WYn66AXBDRJ9qORLWIpw+occEsnZDubWTF/U2KAlkP71Njs7b0y31SEwsmNCr6HtdagbHbNW710qOVIuamGBEmBx7dr8YmrftE9HRzC2adVkrWux+3M6FHVOUv4rx3QomfL5TOSSPibXi1lQXrc2V4/EBpNmKIXMSyVGOl17EAUGADfr2gQJ5VQGqkA32j7SiO7a/LleGd4yq3v+PVsTZMbVO6ps0yCxi5NUhy7hetFGG0Q7LeSAp24Mcu1bNeDUTesryL1fjS/MMPP8Srr76K+Ph4dO3aFW3btq3pl7xs5f3R6MokiiI+3FeAX48ZYLSLkhonq3MVWJ1bNJyubahGTJAcv1+s2lWU7nFK9IhX4+NK1hSzQ8D43cEwuRT/u7VdDJKSiq6uJCUB6w3Z+NupntGf2ki0aBKGMKUMLSLK/0pYcMqIk4bckp9lEPHKVQ3QPNzz705vIWLTgkwc0Jae1HyZEYn5nWO8puSf1tvw0tYsOOA+yUWpBdzTOhQf7tNLthd/eEaD21LiEaepwqxFPivdYMej6/OwvIwaXC3C5eiVoEaiRg6NQsCA+mrEa2SYubcAPxwphGs/nY15ckw6FI5vB0ajTaQ08JZndmDW1gzA6bM3pqkGt3R3r1X7XGMHfvgtvaSjWpZFhh/y4vBOBbdoHD16FOENmuOPjRkApNsyhjcOwsJTRiw4ZcR2p+yoNbkKyOIbVGisFntzhw5mR2mGYb1gGb4d2gh6q4jlv6ejOCHojFGGCyGNMLBBkJdnqpgvDhTgjR066K0i+iSq8EHvSCRF1N7FEKo5uSY7HtugxSIvdY6sooA3jgdjc6d4SUa4q905Fry6KRsipPPVkAZqfNk/GpFeMoqKXXviNBZleh8Dq3LKHh9Nw+T49ep4tI70/rkcnpGHn4+VzuObLNG4JSnK42PPFtgwcXWeZGuyswfbh6NDm4aS25IAPCXqMN2p3tPC7CC8OTCxwlvxc0x2rNyQLrntkZQEJDmN4Rvz8/GhUzH1zaYIPJTEbcBXKk9bgB2iiDn7MgGUrtNuaRmCAR0aoiKSAAxpb8fqi2YoZUVzcGXKYZT1vLdq8/CT0zgstAuYeiYcK0fGsfg/SZzQ2fDI8mxobd4Dz2aHgJeOBmFju3hJV2sA+OFIIR7brS2Zlf5I9zw/tI5Q4K2B9aG+tK1qnL0Qm52adKwvCMGUpHgAwMPr8pBvcz8fzLUKmJMXh6sSVdiklW67bxOpwKvdwjG0kQYX1+VJdmdstkTjdi/zkDcOUcTanRkASv8uN7WLR1JTDZo5REw9mY6MS7vSCu0CMkIb4eqGlVsHas0OjP8rC/sv1Zj+9WLR2vnTvlFYdcGEJw/kwjVk3zhUjo8HJyIxuHStkATg+mzpVl/nzMti7/SNQ+v6l7dWvZLVeADw888/R79+/TB37lwolbV7AhATEwO5XI6srCzJ7VlZWYiPj6/x1y/OdOQEFRje3VOAN8vYSlTsbw+BitggGV5JCceBPCvmHDVAZxXROkKB21sF42i+DWcK7EiOVODmlsHoFKOCKBadFn1SRhBwQH017kwKxt2rSycOo0vwL1IlYJTLVqb724ZKjnHxGRMWXyoMfmMzDd7tFYkIleDxcyuKIt7ZLd2qeG2c3WvwDwCUMgGvd4/A2BU5JbetvmjGv+fNHicYk03EnatykeuyFap1hAL966vxcPtQNA5V4NakYPSen4Hi+rC5Zgdu+zcX84fGlBSOJ/92tsDmsVaWs4ltQjCtRwTkHk6YZ/SKxLOdw7DotBFv7tAhz1w6Pg5qbRi6JAuLh8WhfbQSx/NtWH3RjO+PFEo+e8EKAW9097wFKkotw92tQyTB+i8PFSIpQoH7XLYxePPBXr1k3NYLlmFC6xBoFAIe7RCGR9qHYtDiLOx0CgJ+eagA03pEVuj5dRYHvjwo/R55uH0YwlUyhKuA0U01+N2pUcEXBwvdAoCn9TYsOm1EcpQSg+qry5zTfjpaiGc3l26fXp9uwZDFWfj56hj0Sqi5ujJU8wqsDqStyJEEpD3JMTvw3KZ8fD2gtDbPwTwrPtpXgD25VqhkcNvyKxeKAt/3JVeso9/jzS04bA7CkfyKZ8s92j4UgxuoUWgTMbB+EDTl1I0d2ThIEgD86ZgBvRLUGHLpIl8xu0PErf/mYq+XLfbxGhkeau/5++DBtqH4aF9ByUWECwYH1qWbMaCCJzZzjhokFziahsnR32VL1+imGkkA8N/zZtgcIut9EoCi5lBfHSrEIaeLtDIBeLJj5erNxmnkGNu8+rfkvdsrEiIgGYs7s61Yc9GM/gwA0CV6qwPj/snx2uXWmcEm4vXtOskctTnDjCc3aN2CVK6ahsnx65CYkuAfAIxoHISnNpZext2dY8Wb23VIjVfhxzJKq3xzuNCtKVXvBBUWDI2F8tL38w3NNJIA4OyjBqw4Z0LrSCUG1lcj3+JApsmBnvEq1AuWo0mY3O2C69ZMi2QdHawQcHWDonlCIRMwrFEQvnPa+vvveVOlA4Bv7dSVBP+K/XnK6HVbc7xGhj+viZUE/4q92DUcy86aSuZFV9c2CqrwHEme1XgAUKvVYvTo0bUe/AMAlUqFzp07Y9WqVbj++utLbl+1ahVGjRpV46+/NcuCu//LwzUNgzChTQg6RDMDwl9pzQ58UMXuSNFqGRYNjUVyVNH7/2b3CFgcKPPkQxAEvJUagTHNNFifbkbnGBX61VNh4WkTfj5mQMcYJZ7sEAa1HPjhqPfuf2+lRrhlUgysr0arCIXHE6c/Thrxx0kjwlUC7kwKwUsp4ZJJbtFpk6SOmADg7kbl12MZ3ECN/vXUWH2x9Dif2KjF6uvi3Oo8Td2pc6sP8WLXcDzt0vygebgCz3QKl9R32pJlwf1r8vD9wGjIGHj3azaHiNtX5pYZ/HuhSxie6RRWZsAgXiPHPW1CMbyxBrf9myMJPGgtIm77Nwdjm2vw/t4Cj/UEn+oYhoZl7GN9rksYFpw24qxTTcxnN+djY4YFHWKUiFTJMKxxEOp5WORkmQW3xd+THcMk3w2CIOCBtqG4f01poH/OUQP+1zXcY1dGV98dLpTUfYlSC7jLqW7KxDYhkgDgsrMmXDTYS44302jH0KVZJYXYb2quwWd9ozwGXDMMdo81PrUWEeP+ycHmMQke/w7k+yx2EXeuzPUY/HugbQgO5tkk3+9/nDSifbQeShkw/5QR27LKniem94jAvckVC5oDQLgCWHldHD7bX4DD+TYkauRICJbh9xNGt/lDJQMeaR+KF7qEe/zcenNtoyA0DJGXfAdZHcADa/MgF4Dbk4LxarcIRKllWHbW5DX4JxOAWX2jvI7VSLUM1zfVSDKc5p4wVujkJt/ikAT2AGBC6xC3ua9rrBJxQTJkmS5leNhE7Mmxomtc5RuAFSuwOjD/lBE2R9GawjWThnyfxS7irlW5+MtDV9OxzTVlXtitTRqFgE+vikSu2YG/nY71i4OFDABSide363DU5bzm6gZqjGmmwcE8Gw5prfjnfOkctfSMCQabA8EKGbJNdkz4Lxde4k0lRifY8NHV9RDukt2aECxHzwQVNmaUZoDP8HDO2DRMDocISQ11ZwoB+LBPZEnwDyjqHB8bJEO2qfRKT7rRgXSjWTLnOgcJr2moxud9o0rOr1yDcNc2DJLUvh3cUBoAXHm+cl3v0w12fH+44jWwr20UhBk9I9DIy9q6ebgCi4fG4pVt+VibLs2qlwvAG93KrktK5avxNJmUlJQ6ran30EMP4aeffsIPP/yAw4cP47nnnkN6ejomTJhQ46+9/JwZ5wrt+OZwIQYszJRcvSL/8vWhQknLclfNwjyf1IarBPx5bUxJ8A8A5DKh3MyDYt3iVHisQxj6X8q6Gd1Ug1+ujsELXcIRpCjK0vuyXxS6xkqDy6EKAe/1isRtSe7d0gRBwPNdyr6yq7OI+Hh/AfrMz8Si00UTh90hYupOaQbk9U01aFqBOiyCIOB1lyyqswV23LM6Dw6nmqDbsyz4yCXrcWTjIDzZ0fOJ4aMdQtE3UXoSs+i0CW9VIFOTfNsvxw1uJ/JRagFNw+QY3ECNP66JwbOdwyucYV0vWI7Fw2KR1lyaEXu6wI5393gO/nWJVeJhL5k7xcKUMvw4KBrBLmP6z1NGvL5dhyc3atH19wwsOGVEptGO+1bnovefGbj5nxw8c1Al6dLZIFiOO1u5j9nrm2oQ59RwRG8V8fNRA45orZi8WYvxq3Lx23GDZCwBRdm0rlnE9yeHItRp4Zcar5JcnBIB/Om09eK9PXpJF8bfThjR9Y8MnHMppO0QRTy2QSsJNjrTWUS8tq3iDYDId9gdIu5bk4eVLheaGoXKseDaGEzrEYnfr4lBR5eLnK9t1+HFrbpyg3+Ptg+tVPCvWKhShmc6h+Or/tF4MzUCj7QPw3/XxeGnwdG4s1Uwbmymwds9InD45np4KcVzlnBZFDLBYxaUXQS+P2JAzz8zsDXT4rVcR7Rahu8HRpe7pf5Gl++keSeMyDV5v/BhdYj46WghrvsrW3JSGKIQcFuSewaWIAjolSCdJzdkVO4Ez9mS00b0mJeJh9dp8fgGLbr+kYE3d+hgsbMmW12y2EXMP2nE9F06zDpQgP1lNH0Cirr3egr+CQCermT2X00TBAGPd5B+R/x11oTT+qLAzkf79Bi3Iht3rMzBaX3lmzyQf1t13oQvD0oDUDc002DO4BjclhSCN1Mj8NuQGDQMKT1XM9pFrL40pz2+XosLBumuo7ggWUnjRAHAw+1C8b+WFrfgX7FnO4WVWbG8+GJQWV18728bipYu2XtKmYCH21Vuflx+zoy0FTkw2UTYHaKk4QgAt27z/eqpJU0iD+fbcLYSzVI8ldrx5vEOofj16hivwb9iXeNUWDg0VnLBGgDe7hmBVmWU7qCKqfEmIIcPH0ZaWhpefPFF3HTTTTX5Ul599dVXmDlzJjIyMpCcnIwpU6ZImoLUlP4LMyUnsEoZsOq6eLRnJqBf0Vsd6Pp7RsnVc2fFX+hpLYKRY7Jj5F/ZOHhpG0WoQsCf18aie3zVr7JXlN0h4q+zJhzS2tAgRI5hjYLKraH06rZ8fLC3YnUGu8UpYbFD0oFYALBxTDzkWacqXDdz8mYtPj8gnaTf7hGB+9qGYtV5EyauyZOc0DQIlmPDmPgya8lozQ4MX5olqTEIAL8Pial0CjtVvxyTHQqZUKl6QGa7iG7zMiRZdUMbBeHHQdGXvW1NFEU8uVGLbw+XfUGmXZQCc4fEon5IxTLWlp014s6VuRVeBHnyfq9ITGjjHgAEgCk7dXh7V9lZyMmRCrzTKxJXJRZt7Xhzu05yFTpEIWBvWoJb1u1H+/R4aWtp0DwlVol/r4vHmQIbus/LkAQpizUOlWPNqHhEqmVIN9hx35o8rLkoDSooZYBzw1G1HDg8rl65303kW57YkOc2XjrFKLF4WKwks21PjgWDFmWVm0XhrCJZvJ54qmNWE0RRxANr8/Dr8bK7Mzr7sE8kmocr0CVG6bHDsCubQ0Tn3zMk2c6jmgTh6wHRkkwQoKgG4w3Lc7Arxz2480ynMPyvq+fMiM8PFGCy09b8IQ3UmHtNbEX/SQCKMg4fX6/1uqVraKMgzBkUXelAK12+HJMdY/7OkazRgKIT+xuaaRAkF7DyggnZRgcSUYDezePw6HqtxwtfNzTT4BunrZG+QhRF9F2YVWY3ewBoGCLHpjHxkgtdxRyiiHOFdqhlAuI1MpZoCgA5Jjv6zM9EurF0sdE0TI4N18e7lQN6ZqMWXx4qPQe5s1Uw7m4dggGLpKXCHm0fite7R+BcgQ1bsyzoFKNC83BFufPOvBMGPLpe6zFh5KmOoXgppagr++vb8/HeHun5V/MwOVaN8ny+Y7SJSFuRjXXplWsA93C7UFxVT4Wb/ymt2x6iEHDslnpuiSjDlmZJMhhn9o7EXa09r0edme0iuvyeLgmg/q9LGLZmWdxqd9+WFIwPeke6zWtlEUURS8+YsD7DjGGNNOhbj6VkqkONBwB79OiB/Px8ZGZmQqPRoF69epDLpScfgiBg06ZNNXkYtS7f4kCbX9LdarJdlajC4mFxdXRUVBWugbJgRdGVyHOFdtzSMlhS16rQ6sCXBwtx3mDHPW1C3BoM+JrTehtyzQ5EqGS4d3WuW12mstzUQoMv+kVX6kTM6hAxalm2ZJIBgA7RSo9bqOYOicGQCgTxzhTYMHhRliRIWz9Yhg3XJzDYUEdO620Y/18udmYX1fx6+NIWvIoE8L44UCCpI6eUAdtvTEDjamopa7aLuGlFjmT7RLFRTYIwvLEGY5ppJNvfK2J3jgUTVuXiRAVq0LhqG6nAf6PiofLymhcNdnT4Lb1CwZX20UqPddYmtQvBlNRIt8efK7Ch/dwMyW0rRsThiY3aMk+2nukUhltbBmPU39mSYC1QFET8a3gcUv/MkNTk+bBPpMcsR/JNC04ZcdeqXMltLcLlWDY8zmPDpa8OFuDpTZ4zPfskqtAtVgWlXECQXMDgBmp0ia3aBbLaCgACRScgc08YsfSMCVszLThv8D6++9dTY8HQygXWAODDvXq8vE2auX5NQzW+GxhdchLrEEXcuDwHqzyU/Ogco8Sy4XEI8rK74GCeFb3mZ0pum5IagV3ZFuzOsaJ/fTVe6BLudb4stDow5u8cbMkq+wT0je7heKS9b2WPBTpRFDF2RQ7+reS2PU+GNgrCx1dFltnApy7NPlKIR9Zry32cc7Cl2I4sCyb8l4vTl+aquCAZ7mgVjGc6hVd4Vw75FlEUcdvKXCw9U5rJKhOARUNj0SfRPVC08rwJNywvrUcer5Gha6wKy5wyYbvEKrF8RJzHIFVF5p1TehtGLcuWbPPtX0+NuUNiStZ3xXPKx/sKcKrAhi4xKnx8VWSZWXEmm4hfjhuwN9cKuQDszLZgR7YVdrFoW2y9YHmZJXOK3doyGJ/2dW8iMmO3XlLnflSTIPwwqOxmUQfyrHh/jx5zncrIaOQCDo5LRIRKwCGtDRaHCLNdRGyQ3GfKClAtBABHjBhRoSssixcvrsnDqBNGm4gvDhbgFZdF3bLhsejJYuh+4aTOhh5/Zkiyep7uGIYXUwKv/oBDFLEr24p0ox1LzxTVGvS2oydEIWDd6Hg0q8AVMVfnC+3o+WcG9Nayv3q8BSu82Zhhxoi/siVXtOsFy/B8l3AMqq8us44bVS+DzYFrl2S7BXVvaq7BrH5RZc4JhVYHuvyRgUynq7n3JYfg7Z6R1XqMZruImXv1mH3UgAyDHR1jlHitW4THRWNln3fJaSP25VmxL9daZvfiYiEKAUuHx6JTTNnBEE8ZtBUVo5Zh45h4xHvpku169beiguSA627FRI0MK0bGoVGowi1zkRfB/Ee6wY5e8zMkzXMahsjx1/DYMk9UVp434eN9BTiht6FRiBzDG2twXZOgav0Ors0AoDOzXcSbO3T4aJ979rxCAP4aHlelrH+DzYGrF7lnsveIV2FSu1D0r6fG1J06zDroPv771VPj6/5RHgOyxURRRKffM7zWngKKLhwsHxFbEnDcmW3B3BMGpBsc2JdrrVDDlSi1gD1piRWqT0rV44cjhXi0AkGxssweFI2B9dUes+Z8ic0hYsgSaVMsT8KUAnaPLc12zzDY0f3PDOg8lKjoEa/C/GtjGQT0Q64Xi4Gyz9HMdhEtf75Y5vlHWbuHKjrvpBvseHe3HmcKbOgUq8ITHcJq5PPl2mw03+JAn/mZZQYCV10X5/HC285sCwa6ZEK2i1LAbAfqh8iRGqfCiCZB6ByjhNUBPL5BK6ldW+z+5BBMr+b1OlW/Gg8AEjB6WbYk02RcCw1m9fO99Hpyd9u/OVjidGWpXrAMW29I8PlFUnXYlW3x2IShYYgcs/pFlQRKqnIi9u2hQjyxUevxPplQlFk0uXPlt4W9ti0f73vZ1tyvnhqPtA9FzwQVvjpYCLkA3NU6pFJbU6l8DrGosPii0+61hQDg875RuLml906B7+/R47XtpRdNghUCdt6YgIQabB7hEMUaaxrzzaFCvLg1362bWZhSgN4qom2UAjN7R1UoaGBziHhhSz6+PlQIu1jU3KBxqALHdGWfmGvkAn65OrrMgulljUmgqDPdj4Oi0fa3dLeAn7O+iSrM6hddsnX6WL4V3eZJM4/2pSUwIO/jDDYHbvknV7J2UcqAldfF+0RDs7oKABZ7cUu+pPafWg58NyAawxpryvitsp3S2zB6WXZJhlJ52kYq8EGfSHSPU1VorqxI2Y972oRgRs8IvLNbjyk7vZcc6BCtxKd9oxClEtB7QaYksPJS13A81YlZgLXhosGOHvMyoHMKaIQrBTQLV7jV0PWmJi6w1aTTehvSVuSUG5C+sZmmpMvrxNW5kiwlV4+0D8Ub3SO83k++RRRFfLivAK9t10ku+qfEKrHMS/ZesbI+C11jlfh3ZJzX79O6nncqYs1FM0Yty/Z438jGQfhxsOesPocoIunndOSYy65jk6CRIcPo+THhSgGbxiRUuHQO1R0GAGvBqvMmjHFKOdbIBRy+OdFrIVGqPgfzrJiyU4dj+TakxKnwZnf3rrje7Mu14qoF0hPXWf2iMK6F9+BFoMm3OPDnSSOO62xoEipHpxgVOscqJZNrVSZEb0GiRqFyzOobhd5VzMIy20UMXJjplkXhTVKEAsuGxyLGR7e7+KO3d+nKPHGsFyzD7rGJHre6rks3I215jqR0wpMdQ/Fyin8vzLVmBzZmmJFucKBpmBwD6qthE4Gdh46he3LLSge6s032kucKVcrgEEX8etyIR9bluW0RbhulwFf9o9E2quygjdkuouefGTjpYfvyoPpqzB4UjRClDNN26jDNSy3CW1oG46M+kW7bvAcvypR0j323VwTuaVP5pg9UOy4a7Lh+WTYOu5xgv5oSjsd9pDlAXZ+IOUQRn+4vwLKzJtQPkeOR9mHVEhjNMNgxZnk2DuSVPYfFa2RYOTKuUoF0rdmBYUuzSuoUeyOgqBmQNx2jlVg0LLbk4tnUnTpMd/pOiFILODSuXqVLKFDlPb1Ri6+capoFKwRsuD4eTcMUOKK14rcTRvx1xgiDTUSvBDXaRyvx/f48HC4seu/uahWMd3pGei094atMNhFzTxiwJ8eKzrFKpDUPxmcH3HdcvdEtHNFBMjy0Tlvm8ykEYOfYhHIbE5BveGVrPma6ZGGHKASsHR1f7jbTfblW9F2Q6fE7rrza4XU971SUp8zIJqFyLB8RV+bFdE/1fisqXCVg9sAY9K/PHY7+oFYCgLm5ufj000+xdu1aZGVl4fPPP0dqaipyc3Px5Zdf4vrrr0fr1q1r+jDqjEMU0XGutMAz6yDVvHMFNgxYlCVpKtE5pqgulUYhwCGKsDrgdZHqWiw2JVaJFSPjaixTyF9VdUI02kRM2anDxgwzGoYocH1TDYY3DrrshejBPCtu+ifHrSaZN+NbBeODPu71MKjyTuhs6OmyZV4th1sTia/7R+HG5tJAumvmH1C0oNgzNjFg6zhW92JyU4YZPx41IN/iQIhCQPtoJSYmh1b4RHxXtgVjlmdLtnze0jIYM3uXniCa7SKuXpzltr37kfaheK1buMfvR9f39tqGavw6pPJ10qjm2R0irl2a5da5t1eCCouHxvpMgwd/ORGrihyTHeNX5WKtl4LvkSoBS4bFoV0VAo55Zgc+3qfHCZ0dOqsDCpmAvz10gvVmaKMgfHJVpOSimdbsQMff0yVZgD8OisbIJlXPhqTynS+0o8vv6ZL5dmpqBB4sp2PokSNHIU9oBo1CCKhMHculucm1EYqrDtFK/D4kBoMXZ0nOyyYmh+AdP8qEvFJtyjBj6FJphptcKNrGPryCGdieAohlZccV86d5Z326GV8eLMTZAht6JqjxZMfQcpMdsox29JqfKTlvLk+iRoaH24cirXlwje7UoepV45c6Tp8+jWHDhiE3Nxdt27bFqVOnYDQWpd5GR0dj3rx5yM7OxjvvvFPTh1JnZIKAm1sGY8bu0iukPx01VCgA6BBFrLloht4qoneCiplKlfC/rfluX2K7cqx4b48e7aOVeHaTFhlGB3onqPBOz0jJYtpgc+DXE9KrII92CGPwrxppFEKNbLlIjlJi3eh4LD1jwvF8G/67aHI7mXU294QRr3ePYEbuZRJFEc9t0kpORuKCZFh5XRw+3FsgCaZ/ebBQEgBccMroFvwDiorUB2rwryb0TFBfVn3ZzrEqbL0hAXOPG+EAMKCe2i3IoJYLWDg0Fk9u0GL5ORMahcrxRMewMjOjr2kYJHl/16ZbYHWIyDDY8dG+ApwpsOOahkG4o1XwZXd5psuz9Kz792XbSAW+G8DurrUlJkiOBUNj8c85M/45b8Ki00ZcvNRhsU1kUUZvVYJ/ABCllnlsjjB0aZbHDubRahme7hSGRqFytItSesyuiVTLMK5FML50qk/4xwkjA4A17L09esl71ihUjnuTyz+vEASgRUTgZbqp5AI+7xeFgYsyPXauB4oy/Wb2jkRCsBzPdQ6TNBSZfaQQz3QK81onl+qeKIruF4qVAr4ZEF1m5p6rV7uFo2GoHJ/tL0Cu2YFxLYLxSrfAqu3eJ1Fd6ZrWcRo5/hkZh2k7dVDIBFzTMAhNwuQ4kGfD4tNG/HfBjEKnbSaxQTIsHR7H5h5+qMYzAMePH4/Nmzfjr7/+QlhYGFq2bIn58+ejf//+AIDXXnsNS5YswZYtW2ryMOrcSZ0NXf6QdlncNTYBTcO8D5rzhXY8sKb0KrBGLmD+tTHowQYi5Tqps6HrHxllbmNxFqOW4c3UCBRYHRjWKAj/XTTjYactA7FBMhy4yfO2xSudP1wR25ltwXOb8r12MPTWFYsqbvFpI25fKe0W+kW/KNzUIhiHtVb0+FO6nX7FiKJi+Wa7iG7zMtwyNp/uGIb/da18HUh/4g9jpzqIoog2v6ZL6sZ80DsSL23NlxTjbh+txM0tNGgTqcSgBmpecLkMoijidIEd/10wY2+uFdFqGW5opkFyOVvBXWsW90lU4ZerY3yuqcOVMnYAwOoQcSDPCpkgoH2Uoka+E+ceN2DimjzJbc3D5Pj9mtgKndxtzjDjWqesnHCVgOO31CuzFhdV3eZLWVDOa9wPekdifOvyA4CBPnbmnTDg3jV5ktpwxab1iMADbYsyJC12EV3/kO7OerxDKF7t5t8lRwLZ6gtmjP5bmv234NqYMusbV6dAHzvlsdhFLD5txLp0C8KUAia0CSkzjkG+q8bftf/++w+PPvoomjZtitzcXLf7mzRpggsXLtT0YdS5ZuEK9IhXYXNmaQDil2MGTO7ifsXhiNaKabv0WHTaCKvT1T2jXcRD67RYf318hbZ0Hc+3YekZIwx2Eb0T1LgqsWKFogPBp/sLKhz8A4AcswMPri1a/P5vS77blfDbWgYz+OfHusSqsGxELH47bsSKcyYsPWOS1Jn76ZgB/eurcV2TIEzZoce8kwZoFAJuaRmCxzuEMiupHDaHiJe3SuuN9E5QIa15UQZI60gl+tdTSwILd6/OxfxrYvHHSYMk+KeUAT8MvLxi+uRbBEFArwQ15p8qLbz9+Aat2+P25Vrx4qXtW70SVPh5cAwzQKtgV7YFk9bmudVCfWe3Hs919t5g6aLBjjUXpV2rp/WI9Lng35VGKRPK7RB+udJaBMNgE/HStnyY7SJGN9FgSo8IxFZw10n3eBVig2Qluy50FhFbMi2X3VWdShVaHfj9hBFbsiz49ZhBssZtEirHrWU017qS3NA8GI3DFPhonx77cq3It4hoEa7AI+1DJVmpKrmAR9qH4jmnWmlfHyrE053CrohGf77EeKmm4yGtFT3ji9birnOUKIqYvkua/TekgbrWgn9UNGZuaB6MG5rzu8bf1XgA0Gw2IzIy0uv9+fn5kMmujC/asc01kgDgJ/sLcEvLYDRxip7vzbVixNIsSUcvZ8d0Nvx+woDbksq+yvfRXj1e3a5DaYxDj+uaBOGLftEB3+o+3WDHj0el23evbqDGP+fNXn5DyjX4JxeACW1Yr9HfFW/Fv7llMAw2BwYuzJIUuX94XR5e3irtbvXmDh1WnDPhs75RkiyIDIMd27IsaBqmQL1gGaKv8K35Px8z4IRT8wi5AMzoFSlZwD3RMVQSADxbYEfKPGlWNACMbx3C4F8A6p2gkgQAy7Mxw4IXtuQzM7eSzhXYMOrvbEk9NmfTd+nRIETusQTJnyeNkqBCpxilT3T8pdpxV+sQ3NU6pEpd0WWCgMEN1Pj1eOkY/+eciQHAauAQRfx8zIA3d+hKtoK7+rCP/zXyqEnd4lT4fmDZ9dwA4I5WReWZsi4FrvVWEf+eN2N0U65BaoMoitiZbcU9q3NLGpB9ur8Q1zZUY/agGMlnem26BRsypLt4nvOQRENE5avxyFtycjLWr1/v9f4lS5agY8eONX0YPuGmFsEIU5Z+memtIoYuzcKBvKKMB7tDxCPr8rwG/4p97VRLy5MFp4x4aZtz8K/IotMmTFqbB1EM7MbPL2/Ll2R31QuW4afBMZjQWnrFIkFTsY9/WnMNU5wDTLBChm8HRsM5bmd1wGNr+82ZFqT8kYE7V+bgfKEdb+3QocPcdNy2Mhd9FmSi+c/pGPFXFo7nV6zzcKCx2EW8vVvaFfb2pGC3rrMD6gfhlnIyFIIVAp72kS6jVL2GNw5CZc9PfzpmwJZM9ws3JpuIU3obLK6THOF/W/O9Bv+KvblDB4NN+l1XYHXgE5ei6Dc040nwlaiqW++HuNTgWn6u4s1FyLMCqwM3/5ODh9ZpvQb/7moVzCyoKgpWyHCTS/3aJacrfqGKqkYURXxxoACdf8/AoMVZJcG/Yn+fM+PlbaWZmftyrbh3tXQX4eAGanSLq9nMaKJAVeMBwAcffBB//vknZsyYgby8oi2WDocDR44cwb333ott27bhoYcequnD8AkRKhnuT5Z257pocGDY0iysSzdj1sFC7MqRFt9uGCLHRJfssx3ZVuzwUstMa3bgSQ9bq4r9ecqIuScCd3L75ZgBvx2X/vue6BAGlVzAe70i8e2AKNyXHIKpqRHYNCYBX/UvO7skUiWwHkiAahulxPQekRV6rAhg4WkT2v2Wjnd2692yRNenWzDiryzkmCrWeTiQ/HCkULKFVyUDpCdUqQABAABJREFUnu7kOYg3s3ckbm7hPajwako4u4gFqIahCozxEFBqGibH8VsSsWRYLG5Pcg8QP7spH3anYk7fHy5E0i8X0fn3DPSan4GDeVac0tugNVe8a12g2pVtwYJT0qBLtFqGW1sGw3lHW6bRIZknLXYRd63KxXmDdByX1diFyNWg+mo4V8vYn2fD+cIrb06sLjkmO0Yty8byc953r1zbKAjTKriOIc9GNJYGT1dfNAd8okRd+3BfAZ7dnI/TBd6/H2YdKMSmDDM2Z5gxZHEWMl0u0D/XmReLiaqqxtOa0tLScO7cOUyZMgVTpkwBANx4440AAJlMhtdeew3Dhg2r6cPwGc92DsMxnU2yFSrfImLkX9luj726gRpzh8RAEASc1NskW1jf3KHDb0Ni3GqTvbVDhxyXE6EQhSDp2vPKtnyMaqJBUIBtBc4w2PHMJq3ktuRIRcn2XUEQMKZZMMY0Kz2pGdNUg68OFmJTpueA6vSekUhkQCJg3dU6BAU2Ea9uy5fU2+ydoIJdhGTLfnnSjQ68tFV3RW1ZNNgceMcl+++u1iFoFOp5alHJBXzWNwopcSp8sKcA5w12BCsEtIpQ4NH2oawrEuDe6RmJLKMDO7ItiAmS4eoGQZjcJQwxQXL0SZSjT6Iaac2DJUW+d+VY8eNRA+5qHYJfjxvwmNMFruM6O3rNL2ouIwAY1jgIn14VdcXWDfzioHR3QOcYJVZeFweZICBeI8MHe0sz/OaeMJQ0DHh9uw7/upTIuKtVCOc+qpToIDm6x0lrXf973uRxuzmV7aLBjuuXZUvKlABFgflbWgajZYQCnWJU6HsF1fauKd3jVdDIhZKdQxlGB84U2CXlmYqJoogMowPxGhmbVFXRab0NU3fqyn2cCODBtXmwi5Ds6gKKdpmkxrO8AFFV1cq+xieeeAJpaWlYuHAhTpw4AYfDgWbNmuG6665D06ZNa+MQfIZKLuDr/lGIC5LhyzK28oarBHx8VVTJxH5PmxBJAHDlBTMm/JeLr/pHlzQEOZpvxdeHpc/5fJcw3NBMg6sWZMJ86ULLRYMDPxwpxH1tpdmI/u7t3XpJR8kgOfD1gOgyu9DJZQJ+HRKDP04YEawQUC9Yhk/2FyDL5MCdSSG4qTm3QAW6h9qF4romQfjrjAlGm4i+9dRIiVPBIYr45ZgB7+0pwDFdxbb3/nzMgMc7hKJV5JVRN+vjfQWSbdMaeflbeAVBwMTkUExMDoXB5oBGLvAE5goRpZZhwdDYMh/Tv74a1zfVSC6SvbZdh+ggGR5dn+f190QAS8+Y8L+t+fjkqisnCF9Ma3Zg3klp7dvJXcJKTlLvSAqRBAA3pFtwrsCGXLMDn+yXbv3tFKPESymsrUSVd3UDtSQA+PdZBgAry+4Qcfd/uW7Bv47RSvwwKJolaaqZUiaga5wS69NLP7dbMi1uAcBNGWY8vE6LYzob6gfLcEerENzTJgTxGl4oqYz/bcmH62aZzjFKPNkxDBEqAaP/zim53XVrMADc2EyDd3pG1vBREgW2Gp1FDAYDxo0bh3HjxuH222/HpEmTavLl/IZcJuDtnhGI18jw1k69x8e83i1CcvX92kZB6BmvkmSqLTptwgNr8vDNgKJA4ecHCiVt75uGyfFY+zAEKQTc2yZUssh/f68ed7YKCZgsQK3ZgTlHpcHPl1Ii3OqQeRKhkuFup23WrKVy5WkcqsD9LgFxmSDg1qQQ3Ng8GC9uzcc3hwphF4H6wTIMaRiEJzqGoUGIHH0XZOLQpW6bIoAZe/T4ol90Hfwrateai2a37L/7kkMqtYU3WHFlZmpR2d7oHo7l50wwXMpczzU7cMfK3HJ+q8icowY81v7KCcIX++W4QXJS1ShUjiENSueyFhEKdI1VYkd2UZkREUVNP9almyWNPxqGyPH7kBiEqzg2qfKGNAySrGtXnjej0OpACLuqVojFLuKpjVpsdGl20K+eGnMGR7Mjdw1JjVNJAoBrLprRI0GFKTt0WHvRgiyTXVL65YLBgem79Pj8QAHmDI7BVS7Nbkw2EVuzLDDZRXSIVkKjEBDB71QczLNi8RlpmYqPr4rE7U6NLce3CsZ3RwyuvwqgKPj39YDAX18T1bQa/TYKDg7G7t27YbezBogrQRDwTOdwfD8wGm2jpHHYx9qH4q5W0q1wMkHAV/2j0DBEenL95ykj3tqpR67Jjp+PSb8w/9clvCTA92j7UGicKrBfNDiwIIAK3f7qcvLjqXYiUVWo5QLe6RmJIzcnYl9aAvbflIiZfaLQNEwBpUzA5M7STJnfTxhxsoIZg/7EbBcxZacOfRdkot+CTNzwd7Zk23RskAyPs4EHVYNGoQqvdSSLhSu9X7xK/TMT808GzvxWHlEU8a3LjoK7WoVA7pL9PtZli/1L23T426W+2IxeEYhjRgtVUacYpWSdarSLbAZSCY+sz8Pso9K1/ID6avx2dQyDfzWoXz1pAG/2UQMGLszCL8eNOG+wu9V9LpZvEXHLPzk4U1C05juiteKRdXlo9etFXLcsG2krctDm13Q0mXMR3edlYOZePfTWK7de7WyXRI2usUrc6tIc7rXuEWjg4UKySga80o2Z6UTVocZnk969e2PDhg01/TJ+a3RTDTZcn4BdYxPw8+BobLg+Hq91j/C4Ja5hqALLhsciKUIaMJyxW4/mP6eXZEsARVlK1zsVXE8IluNOl6Di94fL7ibsL0RRxHcu/5Y7WwVL2scTXa6YIDkahircxuaopkFoE1k6Jh0i3D6P/s5iF3HTihy8vUuPvblW7Mm1wuZSI/vdXpGIukJrr1H1e6x9KIY08Fzj58mOoThze33sGpuA/66Lw+ce6m6O/y8Xqy94L54fSNamWyTbBRUCPDZUuaGZBmXNij3jVbi2ITPgqeoEQcD1TaWlU/68goLxl2PVeRN+dWlil6iR4bO+UQGzW8dX9UlUI8zlopJrPXVv9FYRj6zT4r09ely1IBOzjxo8dmI/mm/DK9t0GLQoC/+cM+GvM0ac0gfexWJvLHYRvx6Tfr4fbBvqVksxQiXDR1dFwrV60+Mdw9DYS31pIqqcGj9be/vtt7F9+3a89NJLOHXqFByOK/fKR1mahikwrLGm3C2rDUMVmDskBlHqshcDE5ND3Wrf3e2SEbchw4Kj+dKuw/5oY4YFB7Wlk6hcAO5gzRmqJTJBwCPtpduHfzpmgMUeGF3kRFHE05u0WH3RezDl1ZRwjG7KeplUfeQyAT8MisHtScElQatghYA3uoXjpa5FWQBNwxToHKvCTS006BLrPne+sEULc4CMw7J8fUhaw++6JhqPDTwSg+VumS7F5AIwvafni49ElXG9S7fvFefMV3TWU0V97FKLMzZIhnnXxqIem/HUOJVcwNBGFbv4cXtSMB5sKz3HWH3RjNe367xmCjo7mm/D2BU5uOXfXKT8kYE3tudfEV2Hl54xSYKqESoBI5t4XjcOahCEuUNi0D1OiUahcrzRPRyT2fWXqNrUSADw559/xunTpwEAqampOHv2LD755BN07doV8fHxqFevnuS/+vXr18RhBKymYQrMGRTjdQtUvEaGCa3dA2CtI5XolaCS3Pb9Yc91FvyF3SG6dZMa2iiICyaqVdc31UjGY5bJgWVn/XvbkyiKWHLaiEGLs/CDl3osTcPkmDMomlt/qUZoFEXNsA6NS8S60fE4cnMiHukQ5hakkgkCfhgYjQH1pcGt/Xk2DFmchVzXiuMB5Hi+DYtPS79r7kn2fgHMtbwIUJQx+PFVUegUo/LwG0SVkxLrvg3456P+vdasaaf0Nqx06cT98+CYCtWxpurxUDvPjRFTYpX4qE8kHmsfioVDY/HxVVF4KzUCfRLL/r6MUgtuZZtc2UXg3T0F+N7LGitQOEQRH+yV1oy+qXkwNGVktg5uEIQVI+OxNy0Rj7QPY9dlompUI7m0Dz30EGbNmoUmTZpgzJgxvKJcA3onqrF6VDxe267DglPGkiLeMWoZvhsQjUgvW/HuahUiKS788zEDXkoJL+kk7E9sDhH3rM7F2nRpsWTXZg5ENS1EKUNai2B87VSHa84xA0b5YVacKIo4rrPhzR16SSfWYuEqAR/3iULzcAXaRim4KKMalxAsL7e5TKNQBeZfG4vb/s3BEqci43tyrXhkvRY/DooOuLWIKIp4drMWzkmOrSMU6JPg/cR0TDMNVl80l5xwxqhl+LJ/FAY14NZfqh6CIODmlsGY4dQkaubeAtyaFIxQ1rHzaPaRQkkznq6xSnSPZ0C+NnWOVeHWlsH4yameerhSwNcD3DsvywQBH/WJwoCFmdBZpdl7MWoZpvaIwJhmGihlAkRRxCm9HWNXZOO4zvPFqOm7dLgtKdht51YgsNhFPLFRi1050h1nE1innajO1EgA0DmV+bPPPquJlyAAzcIV+G5gNE7pbVhz0QyZUJT9Fhvk/URpdFMNntusRf6l+hQ5ZgfmnTTilpbuWQE1weYQobiMCW7leROm7NThsNYGvdU9ZT41ToW+5VyVI6oJdyRJA4Arz5ugNTu8BuN9Tb7Fgbd26DDvpBHZJs/7WCJUApYMi0P7aGYlkG+a2ScSu3OycK6w9ERryRkTVl0wB1yQa/EZE/51yRp6prN7hqQzQRAws08Ubk8KwQWDHf3rqf3mO4r8x8Q2Ifhwr75kS+R5gx0Nf7yIUIWAcS2D8Ub3cHaBv8TqEPGjS4bkeA+7eKjmvdsrEgabiAWnjOgQrcQHvSPdgn/FmocrsGhYLJ7eqMXWLCvU8qJGS6+mhEsaKQmCgGbhCvx2dSxG/50tmZuKXTQ4sPCUETc2r51zsZomiiL+OW/GHycM2JxpwUm99N88snEQs1uJ6hCraQaApmEKrxOUK41CwM0tgjHrYGmg4oM9eoxroamRTB5RFLHqghl/njRi/ikjjDYRNzTX4J2ekYhQVW7xt+aiGWkrcuCtpFODYDm+GRAVcFke5B86xSjRMlyBY5c6AFsdwJIzRtyW5PsLeYtdxNjl2dia5b0m6PDGQZiSGlHh7xqiuhAbJMfyEXEY8VeW5KTj1W06DKivDpiMVYPNgec350tu65Oowo3NKpZ1zOwiqkkJwXI80DYUH+6T1rUrsIn4+lAhzhXY8MvVMVyvAfjrjAkZxtKLbmFKATdUcBxT9dIoBHw3MBoWu1ihRoKdYlRYMTIeWrMDIUqhzAy+FhEK7B6bgCP5NtQLluOtHTp86XTR+IcjBr8PANocIn46ZsC3hwuxM9vzejJBI8P0npG1e2BEJFFjl984qfuuB9uFwnleO5xvk2yZyjDY8dwmLYYvzcKLW/JhdG33WUGiKOKR9VrcsDwHs48aoLeKsInAb8eNeHBtXqWeyyGKeHaT1mvwr2GIHMtGxKIhO0RRHREEwa34+Xw/6X743eFCr8G/TjFKrBsdj58GxzD4R36hfogc3w6Ilty2J9eKhaf8uy5nMYco4o3tOkkmiVwAZvSM5NqLfMYzncPQNsrznPH3ObPHEhP+LMtox0tb83HtkiwMXZKFh9bl4VxB+V1eP3Vp/pHWnFul61pFgn/OItWyCm3flcsEJEcpEamWuTVmXH3R7Nddge0OEXeszMWj67Veg39Nw+RYMDQWDcqpjUhENavGZpiHHnrIrdmHt//YBKR2NQ1T4Mbm0kDFO7v0EEURVoeIMcuzMetgITZkWPDx/gKM/y8XBlvlO7gtPmNy29ZQbOkZEw7mVbwD8YYMCw5pPU+MSREKzL82Bo0Y/KM65nrVftUFM9IN3hsQGG0iTultcNRhBzirQ8RHLicgAHBVogoze0fin5Hc8kv+p3OsCmNcanDOOuj+OfcnFw12TFydi4QfLuCzA4WS+x5sG4pkbqkiHxKmlGHx0FiMa6GB2sP5/rSd+jqd+6rTIa0V/RZm4qN9BdicacGmTAvmHDXg2iXZuFjGGuCPEwZsypTWsR7f2r+zwKhikqOU6BYn/c52rj9YHl/pHGxzFG2ZHrksG395aX4nF4CbWmiwcmQc2kRyniKqazUWMUlJSUHTpk1r6unpMj3RIQy/HS+9+ron14olZ0y4aLDjQJ400Pb3WRNS52Xix0HR6Bxb8W1D3x0uLPP+H48a8FZqRIWeyzWTqm+iCk92DIMgAL0S1H7ZxIQCT3KkAm0iFSXBapsIfHmwAC+luH/OZ+7VY/ouPQw2Ee2jlZg9MBrNwqv2lZxtsuOdXXocybehfbQSz3cJq3B9pT9OGHG2QJpJtGtsAgPq5PcmdwnDn05ZRhszLNifa0U7Pwto78214pN9evx5ygizh1hCokaG57qwEzf5nuggOWb1i8YnV4nYlWPF1YuzSu47nG/D0jMmjGzi39tdd2VbcMPyHOSa3S+UnzfYMWWHDh9dFSW53SGK+HBvAV7foZPcPriBGh3ZjfuKcXtSCLZlaUt+/u5wIZ7sEIagMrrj/nXGiDd26HC+0I605sF4rVs4QuooY/RMgQ03r8jBAS8JGtc2VGNicii6xalYa5bIh9TYGd6ECROQlpZWU09Plyk5Sonrm2okWzCe35IPvcVzpt+5QjvGrsjButHxSCynGyNQlKmw6oK5zMfMP2nEG93Dy63JVHx1ydmkdqEYGGAF3cn/CYKAu1uH4Fmn2lyzDhTigbahkqLQ69LNeGVb6cJ/X64VNyzPxobrE6ApY+HniUMUccs/OSVbeFddMOOw1opfro4pd2xZHSLe3iU9AbmrVQiDfxQQWkcq0TdRJekU/+3hQszoFVl3B1UJdoeId/cUXSjwVv5CIQBf9I9GGLcMkg9TyAR0i1MhrbkGc0+Urufe3aPH8MZBflub868zRty3Js9jU7pif5w04s3UiJK61w5RxANr8vDbCem6ViEAL6eE1+jxkm+5oZkGL27JR8GlUkuZRgd+OmZw2x5cbMU5E279N7ekY/RXhwpxto7qaRZYHbjh75ySutfOYtQyLBgay90jRD6KK8Yr2HOdw+A8XZwtsENr8b6IyTY58MKWfK/3O/vtuAEOp6dqH63EhTvqIdgpuHHeYMdWl60Pnqy9aEaWU1fScJUQcN0cKXDcmhSMGKcrnQU2EW/v1pf87BBFvLTVfRyd1NvxiYetuOX55ZjBrX7f8nNmvL1L7+U3Sr2/R48Temn23yPtQyt9DES+6p420s/zr8cNKLR6L2mRY7LjtW35eGRdHhacMtbZNquzBTaMXJaNKTu9B/96xquwYGgs+tVT1+7BEVXR4x2kmao7s614Z3f5c5Wv0VkceGBNLm75N9ct+He9S+kBg03E7yeKtnaKoohXtuncgn8AMLVHBDox+++KEq6SuXV8nrlXD5vD/UvfYhfxxAYtXO/5+5wZi07Xfn3bKTt1HoN/DUPkmM/gH5FPYwDwCpYcpcTY5t63XkxMDsHgBtITi3knjfh0fwHsHianYjaH6Lb995aWwQhWyHBtQ2ngrrwi0DaHiJe3STOURjTWcMsv+axQpQxPd5Ke5Hx7qBAnLy2Ufj9h9Fog+bP9BZVuuuPc0dvZtF16LPdSjwUAtmdZMN0lSHhnq+Aqb0Mm8kUjmgQhXlO61NFbRczz0pzH5hAx5u8cvL+3ALOPGnDXqlx8f6TiNZmqy6rzJvRZkImNGe4XyBqHyjE1NQI5d9XHshFx6JPI4B/5j3bRSoxoLF0HTt2px5d+VJ+z0OrAmL+z8ctx9++RxzuE4tsBUXius3QN8NTGfLT65SIa/HgRH7l0Ro5SC/jt6hhMTObFtyvRQ+1DoXI6Gz9dYPc4R809YZA0fnL24b7aDaKf0tvwhUsd2oH11fhxUDS23ZCADgz+Efk0BgCvcK93j0C40j2YVj9Yhte6hePXq2PQ0eWL/IUt+Rj3Tw7MXtIS5p4w4qRTVpFSBqRdCjS6dUk9ZfR4pavYZ/sLsDdXGiy5LYkFksm33d0mBI1DS7f82kTgzR065JrsZWbR5pgdmHui4gGHXdkW7M7x3kznkfV5yPNQlyjXZMf4/3IlmUWxQTK80IXbjyiwKGUCbneZM74/4jlo/uNRA/a4zDdv7tChoIyMweq2N9eKW//Nhc4lGz82SIbvB0Zj540JeLBdKOQV6DhJ5Ive7hmJCJX08zt5cz52ZZe/I8QXvLtHj+0uF/HkAvBGt3C82i0CgiDgjqRguA7RTKMDBpcLfPEaGVaOjMc1jbir5UpVL1iOW1pK56h3d0uzAEVRxMf7vAfJt2VZsSOr9sbPlB06OH+UG4XK8eOgaIxsoimzfiER+YYaCQDm5eWx/p+fqBcsx/cDo6FxyqgLVgj4rG80ghUyKGQCZvaJdFvI/HPejNe2uwcytGYHXtkmvX1ci2DEX6p/NqShWrIN+KLB4TULsNDqwLt7pFe1xjbX4CpmPJCPU8sFvNRVGkz746QRKfMykO20nV0lg1s2RHkZts5+cMlOClYIcE6OzTA6cNOKbJwrKN2moTU7cNeqXEnjDwD4+KpISZ1CokBxZyvpFqttWVa3YIPO4sDLHrbmZ5sc+MPDdr2aIIoint2khdHl4trgBmqsHx2P0U01DPyR32sQIsfPg2Mk6067CDy7Kd9nOpt6U2B14KtD0gsIyZEK/DsyDo84bW9uGKrArS3LvlgdpizK/GPWPT3WIUxynnU434ZvnXZSLT9nxkGnRhtyAWgVIf3cfFFLWbQ7siySOp4A8GLXumtEQkSVF9Cj9bvvvsPIkSPRuHFjREZG4vTp03V9SD5pYIMgbBoTj+c6h+HhdqFYPSoO/euXBtm6xKrwcZ9ISYo6AHxzqBA5JmkQ4a2dOmQaSwMcajnwVMfSRVGwQlaSDVjs/T16j4u+n48ZJDUJI1QCplawazBRXbuxucYtezbPLP2cP90pDNN6REiCdoe0NjyxUVtuEPCiwY5fj0sDgLP6ReHJjtKtR1uzrOizIBPjV+Vi6JIstPj5oqQpAgDclxyCoY38uxMjkTdNwxQYUF964Wjape3vDlHEe3v0aDznInReCvn/crziWbmiKGJduhmvbctHvwWZqPfDBYxalo3DWu+ZusX+Omty2/b7cko45g6JQUIFmm8R+YveiWp82V/aGXdLlgUbPGx79yU/HTVIsnMjVQL+Gh6HzrHutfum94hArwT32wUAfRNVWD7C8+/Rlad5uALjWkgDxs9vzseco4UQRREzdktLIV3fVIM3ukvPh+adNCLb5HmLsCdmu4gck71SQXe91YFJ6/IkdQjbRikwthnXj0T+JKADgAaDAYMGDcLkyZPr+lB8XpMwBZ7vEo43UyOQFOFeu+HWpBCsHhWPaKfmBiY7MOdo6YnRrmwLvna5Mvp4hzC3q5uPtpc2H9mfZ8OSM9JaZXaHiE9dGiLc2yaEGUrkN2SCgDe6e99SmxypwOMdwtAoVIExLounH44YSgIUnjjEomLQhU57MOI1MgxtFIRnOoWhZ7z0pCLfImL+KSM2ZVrcGgr0SlDhze4MrFNgm9RWWl9r2VkTfj9hwNu79Hh9u87LbxXZmGHBab17sXNXoijivjV5GPlXNt7fW4A9uVYY7SLWXDRj+NJsXPBSvwkAjDb35kDXNFTjyY5hftshlagsI5toMMSlzvTMvb7bEMQhivj8gOu6NBSRas+nUiFKGZYMi8WKEXGYPSga60fH48jNiTh7ez0sGhaH5CjWSaNS/+sShlCnHVI2EXhonRY3/5Pj1ujt0Q6hGNJQjaZhpedEFgfw+X7P5S1czditR9M5F9Hi53T0X5iFH44UdRMuz6vbdDiklT7uje4RzEwn8jMBHQCcNGkSnnzySfTq1auuDyUgJEcp8UQH6UlU8fZdm0PEUxu1ks6/TcPkbh3fAKBFhAKjXbqkPb8lH1lGe0n2xJjlOZLupEoZcC8LJJOf6V8/CI956Kobo5Zh9qBoqC6l/r3VPQKJGunX8YzdeuzL9Zw19Mo2HZa5NPh4tlMYlDIBKrmAn6+OwaD65W+V7xSjxA8DS4+DKFANaahG9zjpCfe9q/M8BtrrBcvQMER6sem3CmQBLjtrctsaVSzH7PDY/bvYmzt0OK4rnfNkAvBqNwbmKbA97pKxvvycGY+tz8PN/+TgmsVZeGqjFkcqkD1bG5adNXlYl4aU8RtFFwK7x6twXRMN2kUrEa+RI5RbJcmDhqEKvNMr0u32v8+ZJT9f21CNTjEqyAQB97aRfv4+2KvH9nJqAS4/a8KbO3QlpSb25Frx6HotevyZiZXnvTeOO5pvdWvwOK6FBoMbsH4lkb/hLESVMtYlRX1HthUndTa8sV3nVhT5nZ6R0HgpBvtMJ2m9i7MFdty4PAd3rMzFyL+yseaidMK7sZkG9bgFivzQq93C8X6vSHSJVaJBsBw3t9Bg5XVxaOmUaZsQLMf8obGSbqUigDd2SDOTbA4Rz2/WunUR7BanxPjWpQvBKLUMv18Tg9e6hcPTEEyKUODllHAsGx7HrFq6IgiCgHd7RXocD8VkAnBPmxD8MzIeT3SUBu5/OW4od6vUjN1lZy/9cdKI1RfcT7B2ZVvcMt7HtwpBW2YIUYDrnaBCapw0Y/37IwYsO2vClqyiXSW952fix6MVy2yqSa5j9MZmGiRyXUrV6JaWwfiiXxSCyvhYPdWpNGh+e1IIYpwyUG0icP+aPFi9lJBxiCJe9HIhymATMX5VLjKNnjPV39iuk+wgaRYmx/u9I70fKBH5LAYAqVLqBcvdthd2+SMDM10CEtc1CcKQht6vCrWLVmKiy5WrPblWLD7jfnIUrhTwUgozIcg/CYKACW1CsOq6eOwfl4jP+0WjSZh70e82kUp84LKYWn7WhIuGosVYtsmO6//OxmcHpCdCcUEyfN0/GgqXLRgyQcBjHcKwfEQcrmsShP711HiqYyh2jU3A1hsS8GTHMK8BeqJA1DFGhQ/7RHq9f+6QGLzbKxINQuQY01QD50Sd4zq720UuZ8fzbW73P9I+FAkumb2Prtei0KWr8Js7dJKaSo1C5XitjPIBRIFCuFQqo6yZyCYCj6zTYn160YVhURSxId2M6bt0+GivHqcqsD3/cu3OsWCdS+3cSe24K4Wq300tgvHr1bFuddcBIK25Bqnxpbs7ItUyfHRVpOQxx3Q2/HzMc8b6srMmHMn3Pl50VhFfHHQPtm/NtGDhaen52csp4QhWMIxA5I8ErVbr2y23XLz55puYMWNGmY9ZtGgR+vbtW/Lzzp07MXDgQOzevRtNmjQp9zWOHj162ccZyBZlyPH6Ue/bC6OVIn7qYkRMObWNrQ7g8QNqbNF6v9QVIhcxtY0ZvaIcXh9DFChEEbh9VxCOFJYuqp5oZkGPSDuePKDGBbN0sRUsFzGrgwltQv3qa5yoTv16QYF3TyghOoUdbmtgxePNpAG8Zw6o8F9uabA+rZ4Vz7bwHAT88owCX5wpnfRSIuz4vIMZe3Uy3LNHLXmtsfWseO7S8+zKl2HiXunFsg/amtAnmnMeXTlmn1Pgw1NlLxobBjnwYksLfjivxIa80nWjShBxfxMrbmtgQ1WrWZgdRfOvt8yrVw6rsDSr9LugeHwT1ZT1uTK8ckSNfFvRh3pAjA2vt7LA06aNN46qsDCj9PPZMtiBn7tKA3Z6GzBhdxBOG0vXkfGqonkm01J6W4RCxOLuxpKxIIrA/XvV2KkrfeHkUDu+62QGS/8R+aakpKQy7/e7AGBOTg5ycnLKfEzDhg0RHFy6VbWyAUAqm8kmIuWPDJw3uKeJhykFzL82FilxFetsprM4MPyvbLdaZ/WDZXiyYxjGNNMgpqxceKpzR48eLfeLhiruo316vLS1dOtvy3AFtBYHsk3SgEDDEDlmD4pGF3YR9FscO3Vnc4YZ3x0xIMdkx9BGGkxoHQzBpdnGwlNG3Lkqt+TnaLUM+29KdMucFUURqX9m4qhTZsUHvSNLtuU/t0mLWS5ZFTN7R+LOVsEY8Ve2pPNprwQVlg6LdTsWkuLYCTxrL5rx/ZFC5JgcaBulRJRahjd3lN2gx1nzMDnuaBWCB9qGVji7vajDqh4z9uhhdQBtIhToU0+NR9uHolFoUUAl3WBHh7npcE7c/WlwNIY39s/Opxw7/qPQ6sCWTAvqhcjRJtJ7SYjzhXZ0nJsu2aK7bnQ82kcX/Y7W7MANy7OxwylLXQCwZnQ8moXJ0e63dOQ7dbd+KzUCD13KcP37rAnj/pGedy8cGot+9cqvMx1oOHYoULjvQ/NxMTExiImJqevDuKIFKQTMHhSNsStykGsuXRGFK4uaD1Q0+AcA4SoZ5l0Tg3v+y8XaS9sresSr8HX/KDQM9buPJ9Flu66JRhIAPKZz367RJ1GF7wZEs34fURX1SFCjR0LZJzDXNgpCpEqA9tKJUa7ZgW8PF7pt/duebZUE/5QyYFST0qy+l1PC8fc5E045NRB4bIMWj23Qur3mS13DGfyjK1Lfemr0dQkqnNLb8OPR8hvwAMAJvR2vbddh7gkDFg2NrdDF45l7C/DWztLanQe0NhzQ2jD3uAFzBsegT6Ianx8okAT/mofJMbQRGx9QzQtRyjCwAk02GoTIMai+GivOl2alzj1uQPvoCI/BPwC4PSkYHS4FCO9uHYL395aWcnppaz7WXTRjUAO1W+frqxuor8jgH1EgCejN+xkZGdizZw+OHTsGADh8+DD27NmDvLy8Oj4y/9c1ToXNY+LxUtdw3NhMg2c7h2HjmAT0Saz8pBCvkWPh0FisHx2PbTfEY9nwWAb/6IrVNEyBluHeP/93tgrG/GtjGfwjqmFquYA7W0lr1U7bpUO6S/b7Fy4nSIMbBCHaKfgQopThm/7RHms6Obu6gRq9qzCHEgWq17qFS5pjOWsYIkeY0j1YfiDPhgfX5pXbtOeEzoapuzxnGGotIkb8lY3Gcy7gg73S8f1gu1DIGKQnH5Pm0qRx7gkDck12jPEQ/OsZr8LUHqW11R9oGyoZSw4R+OusCc9sypd0pxcAvMLu9ER+L6ADgN988w369euHiRMnAgBuuukm9OvXD0uXLq3jIwsMcRo5nuoUhq8HROOFLuFoEFL1gIQgCGgXrUTLCCWzH+iKN6qp5yu+1zYKwge9I6Fk4RWiWvFI+1CEOG0n1FlEPLtJW/Lz8Xwb/jhplPzOPS4NroCii2bfDIiWNBZxphB4YkXkKiZIjiXDYnFVYtHOkgbBcgxvHITP+0ZhT1oCtt+YgHEtNG7B9eXnzFjioamcs2c2aWH23PC0hM4iDSLGa2S4pWWwl0cT1Z0RjYMkc9UFgwPNf07HTg/Bv7nXxCDUaTJKCJbjze7lzz83tyzNGiQi/xXQAcDnn38eWq3W7b/bbrutrg+NiMirR9uHISmiNAtQIQD3J4fgh4HRzDwgqkVxGjn+11XakXfhaRPWXizaavXytnxJ3aWkCAUGN/CcxTeyiQYrr4tHtzj3E6hXuoXzxIrIg6QIJRYPi0POXfWxf1wifhocg5tbBkMmCIjXyDGrXzQOjUtESqx0/Ly8NR8Wu+cswM0ZZvx7XtrEY3qP0rpn3kxJjZAEToh8RYhShhualV2XsldCUfAvzMNn+K7WIXgrNQIaL5106gfL8Ba70xMFBM5iREQ+JlItw1/DY/FQu1DcnxyCLTckYHrPSKir2uKQiKrs/uQQdHUJLry6LR/Lz5rcsoye6xxWZpC+Q7QSfw+PwydXRWJIAzX611Nj9qBoPNI+rEaOnShQyMvIfI8OkuPjq6IkXUlP6O14cWu+x8d/6rJtv3eCCvclFwVAvh8Yjc4xSslzKWVF25HHNmf2H/mupzqFwVv/m14JKvw2xHPwr9hD7UKx/6YE/DQ4Gre0DIZGLkAuAAPqq7FkWJyktAUR+S+/6wJMRL6FXbGIqoZjx39szjDj2qXZZT6me5wSf4+IY5ZuLeDYIU+e3KDFN4elHbdn9IzAvcmlmX1aswOtfrkIi1NjjwXXxqB/fWnpDbNdxM5sC7JNDqTEqVAvODCCHxw7ge2HI4V4bL0Wzif3IxsH4bN+UWUG/zwx20VYHSKzXi/h2KFAwU4LRERERGXokaDGiMZBXuuKCQDe6RnJ4B9RHfpf1zAsP2fCucLS4n7Pbc5HcpSypEndglNGSfCveZjcY1dTtVxAz3I6hRP5mjtbhSAlVoW5JwxwiMDVDYPQN1FVpfrqarnAnSdEAYghfSIiIqJyvJTivf7R3W1C0DlWVYtHQ0SuYoLk+PnqGEkzBLsIPLQuD/mXon6/HjdIfuemFsFsPkcBpV20Eq92i8Dr3SPQr56an28ikmAAkIiIiKgcbSKVGNnYvUN3vWAZXuzK4uhEvqBDtBJf9Y+Cc8jjlN6O+1bn4li+FRsyLJLH39SCdf2IiOjKwQAgERERUQW83TMSjUNLa4FFq2X4eXAMotRcThH5imGNNZiYHCK57e9zZnSblym5rVucEs3DWQ2JiIiuHJz1iIiIiCqgfogca0bF47vDhdAoBNzYXINYdkYk8jmvdYvAtiwLdmRbvT5molNzECIioisBA4BEREREFRSpluHxjmF1fRhEVAaNQsDsQTEYuCgTmUaH2/2NQ+UY01RTB0dGRERUd7hnhYiIiIiIAkqDEDlmD4yG0uVsRyYAn1wVBRU7nBIR0RWGAUAiIiIiIgo4PRLU+OSqKBTv1A9XCvh2QDT61lPX7YERERHVAW4BJiIiIiKigHRTi2CMaByEMwV2NAiRI1zF/AciIroyMQBIREREREQBK0QpQ3IUA39ERHRlE7RarVjXB0FEREREREREREQ1g5fCiIiIiIiIiIiIAhgDgERERERERERERAGMAUAiIiIiIiIiIqIAxgAgERERERERERFRAPPZAOBXX32Fjh07IiEhAf3798eGDRsk93/33XcYOXIkGjdujMjISJw+fbpCz7tgwQL06NED8fHx6NGjBxYtWiS5XxRFTJ06FW3atEFiYiJGjBiBgwcPlvu8+/fvx/Dhw5GYmIjk5GRMnz4doijtr1LeaxNdrkAbN3PmzEFkZKTbfyaTqULHTVRR/jR2TCYTHnzwQfTu3RuxsbEYMWKEx8etW7cO/fv3R0JCAjp16oRvvvmmQsdMVBmBNnbWrl3rcd45cuRIhY6bqKL8aeysXbsWt9xyC1q3bo169eqhd+/emD17ttvjOO9QbQi0scN5h2qTTwYA582bh8mTJ+Opp57CmjVrkJqairS0NJw9e7bkMQaDAYMGDcLkyZMr/LxbtmzB3XffjbS0NKxduxZpaWkYP348tm3bVvKYmTNn4pNPPsH06dOxcuVKxMXFYcyYMdDr9V6fV6fTYcyYMYiPj8fKlSsxbdo0fPTRR/j4448r9dpElyMQxw0ABAcH4/Dhw5L/goKCKvGXISqbv40du92OoKAg3Hfffbjmmms8PubUqVO46aabkJqaijVr1uDJJ5/Es88+iwULFlT4+InKE4hjp9imTZsk806LFi0qfPxE5fG3sbNlyxa0a9cO33//PTZu3Ih77rkHjz/+OObOnVvyGM47VBsCcewU47xDtUHQarVi+Q+rXYMHD0a7du3w4YcfltzWtWtXjB49Gq+88orksTt37sTAgQOxe/duNGnSpMznnTBhAvLy8jB//vyS20aPHo3Y2Fh8/fXXEEURbdq0wcSJE/H0008DAIxGI5KSkvDGG29gwoQJHp/366+/xquvvoojR45Ao9EAAN555x188803OHDgAARBKPe1iS5XII6bOXPm4Nlnn8X58+er8ichqhB/GzvOnnnmGRw4cABLliyR3P7KK69g0aJF2LFjR8ltjzzyCA4dOoQVK1aU+7xEFRGIY2ft2rW47rrrcPz4ccTExJT7PERV4c9jp9j48eNht9tLspk471BtCMSxw3mHapPPZQBaLBbs2rULgwYNktw+aNAgbN68+bKee+vWrW7PO3jw4JLnPX36NDIyMiSP0Wg06N27t+S1R4wYIdk2smXLFvTq1askiFH8vBcvXixJOS7vtYkuR6COG6Bocm3fvj3atm2LcePGYffu3Zf17yFy5o9jpyK2bNni8bV37twJq9Va2X8KkZtAHTvFBgwYgNatW2PUqFFYs2ZNlZ6DyJNAGTt6vR6RkZElP3PeoZoWqGOnGOcdqg0+FwDMycmB3W5HXFyc5Pa4uDhkZmZe1nNnZGSU+bwZGRklt5X12g0bNkTDhg1Lfs7MzPT4O8X3VeS1iS5HoI6bpKQkfPzxx/jpp5/w1VdfQa1WY+jQoTh+/Phl/ZuIivnj2KkIb+PLZrMhJyenUs9F5Emgjp3ExES89957mD17NmbPno2kpCSMHj3arcYUUVUFwthZtmwZVq9ejfHjx5fcxnmHalqgjh3OO1SbFHV9AP5o1qxZdX0IRH6nKuMmNTUVqampJT/36NEDffv2xaxZs/D2229X5+ER+SzOOURVU5Wxk5SUhKSkpJKfU1NTcebMGXz44Yfo3bt3dR4ekc8qa+xs2rQJEydOxPTp05GSklKLR0Xk+6oydjjvUG3yuQzAmJgYyOVyZGVlSW7PyspCfHz8ZT13QkJCmc+bkJBQcltlXjs+Pt7j7xTfV5HXJrocgTpuXMnlcnTu3BknTpyo3D+CyAt/HDsV4W18KRQK1pehahGoY8eTlJQUzjtUbfx57GzcuBFpaWl4/vnncc8990ju47xDNS1Qx44nnHeopvhcAFClUqFz585YtWqV5PZVq1ahR48el/Xc3bt3L/N5mzRpgoSEBMljTCYTNm7cWOZrp6amYuPGjTCZTJLnrVevXknB0fJem+hyBOq4cSWKIvbv318yCRNdLn8cOxWRmprq8bW7dOkCpVJ5Wc9NBATu2PFk7969nHeo2vjr2Fm/fj3S0tLw3HPPYdKkSW73c96hmhaoY8cTzjtUU3xyC/BDDz2E+++/HykpKejRowe++eYbpKenS7rrZGRkICMjA8eOHQMAHD58GPn5+WjUqBGioqI8Pu8DDzyA4cOH4/3338eIESOwePFirF27FsuWLQMACIKABx98EO+99x6SkpLQsmVLzJgxAyEhIRg7dmzJ89x///0ASlN8x44di+nTp2PSpEl4+umncezYMXzwwQd49tlnIQhChV6b6HIF4riZNm0aunfvjhYtWkCn02HWrFnYv38/3nvvver/A9IVy9/GDgAcOnQIFosFOTk5KCwsxJ49ewAAHTt2BFDUze7LL7/E5MmTMWHCBGzevLmkliZRdQnEsfPpp5+icePGSE5OhsViwW+//YYlS5bghx9+qMa/HF3p/G3srF27FuPGjcM999yDtLS0knpocrkcsbGxADjvUO0IxLHDeYdqk6DVasW6PghPvvrqK8ycORMZGRlITk7GlClT0KdPn5L7p06diunTp7v93ieffILbbrvN6/MuWLAAb775Jk6dOoVmzZrhxRdfxKhRo0ruF0UR06ZNw3fffQetVouUlBTMmDEDbdu2LXlMcWefJUuWlNy2f/9+PP3009ixYwciIyMxYcIEPPfccyWBjIq8NtHlCrRx8/zzz2PRokXIzMxEeHg4OnbsiMmTJ0vqAhJVB38bOx06dMDZs2fdXk+r1Zb8/7p16/DCCy/g0KFDSExMxOOPP4677767Yn8QogoKtLEzc+ZMfP/997hw4QKCgoKQnJyMJ554Atdcc03F/yhEFeBPY+fBBx/Ezz//7PZajRo1wt69e0t+5rxDtSHQxg7nHapNPhsAJCIiIiIiIiIiosvnczUAiYiIiIiIiIiIqPowAEhERERERERERBTAGAAkIiIiIiIiIiIKYAwAEhERERERERERBTAGAImIiIiIiIiIiAIYA4BEREREREREREQBjAFAIiIiIiIiIiKiAMYAIBERERERERERUQBjAJCIiIiIiIiIiCiAMQBIREREREREREQUwBgAJCIiIiIiIiIiCmAMABIREREREREREQUwBgCJiIiIiIiIiIgCGAOAREREREREREREAYwBQCIiIiIiIiIiogDGACAREREREREREVEAYwCQiIiIiIiIiIgogDEASEREREREREREFMAYACQiIiIiIiIiIgpgDAASEREREREREREFMAYAiYiIiIiIiIiIAhgDgERERERERERERAGMAUAiIiIiIiIiIqIAxgAgERERERERERFRAGMAkIiIiIiIiIiIKIAxAFgL7A4R7+7WY+iSLEzfpYPdIdb1IXm0McOM6/7Kwp0rc3C+0F7Xh+NRrsmOB9bkYtjSLPx91lTXh+ORKIqYdaAAQ5dk4ZWt+TDbffP93p1jwZi/s3HzPzk4obNV+XmOHj1ajUclpbc68MSGPAxbmoU/Thhq7HUu109HCzF0SRae2ahFodVR14fj0RGtFTetyMaNy7NxIM9a14fjkdEm4vnNWgxdkoXvDhfW9eF4teCUEcOWZuHhdXnIt1T9/a7JsXNab8Nt/+Zg9LJsbM+y1NjrXA6rQ8Sb23UYuiQLH+3TwyH65nflyvMmDF+ahYmrc5Fl9M25Md1gx93/5WLkX1lYe9Fc14fjkUMU8f6eorXQtJ062C5jLVSTY2eTH6yF8syOkrXQX2eMdX04HomiiC8urYVe9oO10LjLXAvVJOe10O+XuRaqybHz8zGDX62F9uf65lrIZBPxwpaitdC3hwoh+ujcuNBpLaQ1++b7faagdC207TLXQjU1dvxlLbTq0lroXh9eC2VcWguN+CsLa/xgLTT1MtdCVaWo9Ve8Aq26YMYbO3QAgE2ZFrSPUmJEE00dH5WUzSHizpW5yDIVfYHLhHx8NzC6jo/K3fRdevxyvGixuyM7B0dvrodwlW/FsXdkW/Hc5nwARe93UqQCtyeF1PFRSYmiiLv/y8VxXdEXuMEmYuHQ2Do+Knef7CvAt4eLFrubMizolaBG/RB5HR+V1AmdDZPWaQEUvd+NQ+V4pENY3R6UB5PW5WFbVtFiN9OYh7Wj4+v4iNzNPlKIzw4UBf42ZVrQI16F5ChlHR+VVLapaHFhF4GNGRbEa2R4OSWirg/LzTObtFh+rmjxc9eqXOxNS4AgCHV8VFLzTxoxY48eQNH7nRKrQu9EdR0flZTB5sAdK3NRaCtaoIUoBHzQJ6qOj8rdK9vyMe9k0dy4d2XR3KiS+9b7veqCGa9td1oLRSsx0gfXQnc4rYUEQYvvB8bU8VG5m75LV7IW2p6Vi6O31EOEj62FduVY8azzWihCgTta+d5a6J7/8nDsUuDPYHVg0bC4Oj4qd5/tL10LbcywoLcProVO6mx4cG0egKL3u1GoHI/64Fro4XVabLkUCMow5mGdL66Fjhbi0/1Oa6EEFdr62Foox2THBKe1UGyQDK9288G10EYt/r60Fjq+Khd70hIg87G10MJT0rVQl1gVrvLBtdDtLmuhmT6+Frr90lpI7WNrof88rIWuq+W1kG+tFgLUo+vzJD9PWpfn5ZF1Z0umpWTBCwDzT/nmFeVZB0uzgsx24NfjvpcV9uLWfMnPD18KDvmSiwZHSfAPgM9eJZm2S1/y/yKAzw4U1N3BePHObr3k55e26eroSLwTRbEk+AcAe3OtPpmNUXyyWOytHb73t/zqYCGc/3Tv7fG9zySAkuAfAJwrtONIvu9ltkxcI50Ln3N5/33BwlOmkgUvAHx3xPfmHAD49XjpnJ1vEfHfBd/7Tn9svVby86S1vrcW2p4lXQstOOWbOw0+P1C6FrI4gF+P+d7n8iWXtdAjLu+/L8gwOkqCfwCwNt03s6Wn7JSuMz7Z73vzTnEAo9jLPrgWAlAS/AOAfblWmGy+txZ6ZpN07Lzpg2uhbw5J10If7PW9zySAkuAfULQWOqz1vbXQPaulc+Gzm7R1cyBlWHxauhb63kfXQr84rYV0FhErz/veHP7YBq3k5wfX1P5aiAHAWpBplKZF51t8b7LxxWBARfjixJ1j8s00eGc2H00vL0+BD24p8dVtD848DW8frUQgcTnba2uK3uoHfzgP/OErPs8Hx5LRB+eYirD44ADPdNkypPPBseSDH8EKMfrgAM/1h7WQD46TiuBaqGo8ba10wPc/A764Firwwe/vivDBr0o3vvjd6b9robo+Aneu26cL6uBvywBgLfCHIeMPx+iRb2X1AvCPv6Wfxv8g+OAb7g9/Sk/nCv4QBPa1LasAIPrFO+7O9/6S/sE/323ffL/94W/pB1+LHvH9rhp/OEZP+H5Xjce1kA8GCFzx/a4+vvi3dOWDS1+/fb99kS/8LRkArAX+cIHRH47REx/8jvTZ4q3OPB2hrxYZduaTk6If/N08ZQPZueitEr/9rvTFP6YLXzxGf/g+98Q3/5Z1fQTlY4C/+vjD++3pGP1hTuf4rhqPayE/OG4ffLv94v32xBfHjitfPES/fb/r+gA88IW/pd8FAL/66it07NgRCQkJ6N+/PzZs2OD1sQsXLsSYMWPQokULNGzYEIMHD8bSpUtr8WiLeHqfdRYH7l+Ti95/ZuALH6hr5u2z+O2hQvSZn4F7V+f65PYsQRBwMM+KEX9lYcjiTGxIr/u6R57WjkabiCc25KHXnxmYsVtf5wtMT9teHCLw+wkD+i7IxO3/5iDd4HsdngQAp/Q2jPk7GwMWZuKfc3Vf28HTF7nVIeJ/W/LR688MvLotv86DCJ7eb5soYtlZI/ovzETa8myc0vteXRRBAC4a7Lj5nxz0XZCJBT5Qm9TTW+kQRUzZqUPvPzPwzCZtnZdU8PT9IgBYe9GMwYsyMWpZNg5pfa/7oYCiTu/jV+Wi9/wM/Hi07jtBewsQfLRXj97zM/Dwujyf3I4nANiZbcG1S7IwbGkWdmbXfW0zT39LvbWom23vPzMwywfWQt4W5t8dLloL3fNfLnJNvjc3QkDJWujqxZlY7wNrIU+jwmgT8eQGLXr9mYF3dul8YC3kfptdBP64tBa67d8cXPTJtZAgWQut8IG1kKd30uoQ8aJPrYU83Sbi77MmDFiYibE+uxYSfG4t5GnrtEMUMbV4LbTRd9dC69J9fS0k+NxayNPFMVEU8dE+H18LCb63FvL0Nei8Fvq8FtZCfhUAnDdvHiZPnoynnnoKa9asQWpqKtLS0nD27FmPj1+/fj369euH3377DWvWrMGQIUNw++23lxk0rC1fHCzEr8eNOKC14dnN+XXeit7ToveU3oYnNmqxP8+G308YMXOv3v1BdUwG4IkNWqxPt2BrlhX3rcmr85ounr7+fjpWiG8PG3BQa8ObO3RYn1G3X0CevqMzTQ7cvyYPe3OtWHzGhKk7fa/osCAAkzfnY9UFM3blFL3fhjrev+Hp07b4tBGf7C/AQa0NH+wtwJIzdbs49/R+F1hF3PtfHnbnWLHivNmtYLsvkAF4Y7sOy86asDfXigfX5iGnjk++PX3a1lw04+1dehzQ2vDlwcI6b07k6f22OoB7V+die7YVay6a8fRGba0fV3lkAvDungLMP2XEgTwbHluvxek6PhnzNL735Frx0jYdDuTZ8ONRA74+VPeLc1cyQcADa/KwOdOCjRkWPOQDzcc8/S2/OFCIXy6thZ7bnI+9dbwW8nSMp/U2PL6haC30x0kjZvpgsXuZIODJjUVroW1ZVtzvA2shTyc5vxwz4JvDhTioteGtnXqsq+OmG1YPB5nltBZa4qNrIZkAvLDFeS2UW/drIQ9/yyWnTfjYaS20+HRdr4Xcj7HQJuLe1bnYlWPFP+fNeHGLD66FhKJGIMVroQfW1P1ayNP4XnvRgunFa6FDhfiljpsTeSqtZhOBe/8rXQs95YNrIUEA3t/rW2shT9PJ3lwrXtpauhb66qAProVQ1HCsZC3kA83HPH1Tf3mwdC00uRbWQn4VAPzkk09w66234q677kLr1q3xzjvvICEhAd98843Hx0+fPh1PPPEEUlJS0Lx5c0yePBmdO3fGkiVLavnI3bl2dHplW91OOJ4i+4tOS68w+WKHJ5lQ1EK72LlCOw7k1fEJhIcvyakuHdyecOkAVNs8LYL+PW+SbIXwxQ5PMgDLzpYuIHPNDvxzrm4zHTydYrmOlQmrcmvnYLzw9H7vyrZKCs/+n73rjJKjuLq3J2yajQq7yjkghAIISSCCQGByNAhsnAjG2GBjDJhkTLJNMBgw0diAjUj+EFnkjCQUQEKAECigAEqbc5zdmf5+TNiZnlfVXZ2mV657jg/WbE93Tb1+9W69VIu+7cx6NoYWPgV4KoVAtveoeGpTlt9LYoq0pOfiLJ92Scl7Z1sEVSkHUi2tDCPssdonH9JPt4yoyLqzhZqhpzWbmus9eNplT1TFhpSTn79q6Mn6hpHCn7RcKMuBCGoJ1HKhv3/pQS4EYHlVOhdal20uRGjPLZ+ly/vij7K7GaOCJe/t7ExzHCzwIBdSFOC1lMBiQ5eKt7PNhQjduefLdO579gfZ5kKZn31e1512uNcr33mQCwF4MoX7dERUPJFlLkTN0CPr09dG7WmnboPiQrvaIqhM4UIfVYaznqmohU8B7v0ynQvd9UV2k3DIgI4m2H3Dau9xoYgKfJ1y8vNXjT2o9aDz/CbN3DmdlNFnHIDhcBifffYZ5s2bl/b5vHnzsHLlSsP3aW1tRWlpqc2jEwNVj/5ltqPexMsYIBoleM0oUnO5tSXLik18Vqs50WlTU3YjOVSgOMeXOZteO2WZ6t2R7bmkVEJ7Ylu2p5GSt59Y/bUnlmcblH6vz7a8ic86PUYeqU0O1ftoi8dKnSj99mJAxwv9W/RAvZIbGr0lbwpezAAMErbRc1yI0J3N2V4riSnS2phs8zUqS5LiQl47AZOyjRuzXMpIzZCWC2V77aQcQoS404JlXgCl31970Db2WS7U7C3bSOn3Vw3e477Z1mcjoMaYbS5kZNrW1jmr3wFH724j6urqEIlEMHDgwLTPBw4ciOrqakP3+Ne//oVdu3bhzDPP5F63adMm0+OkUZD2LwUqVI16V3ZEHXiuceys8wPITfusu7E647Nl6zajPDebGp8+lzU1NQBy0j5buaUSe3dnT7m7u/Og9a0PzYtiZ2f6Z9mU95ZmH4C8tM+qKiuhlfd7X27G+JC+vJ37LenybmpsBBBM++yzHfXYVFDp0PP10daeC8Cf9tkgfxjbNJ9lU97b2hUA+WmffbtzNzLkvW4b9i/NJvFNl3d7ezu0c7uuqgWbNtW6OKZ0NDQGoX0H+0VbMz7bsHETubHQwon3IrYvSJ/LbTsy5f3h19vhH5DNDXj6GLu7u6FdOzc2dGVVd6prAtDamPyOhozPPl+/CQXpr6priO250ufyu12Z8l6yaScGZtXhUqB7RU2ncS7kxHuxvT7TNoYbMrnQ0nWbMchDXKiW4EKfbKvClEj2uFAXwYWG50Wx3eNcqJLiQms3Y0Khd+RNcqGdDdgUqjJ0NyfmvLUtkwuV+8PY3Ee50EyPc6GvqluxaVOdi2NKB8WFyiKZXGj9xk3wZ+kkhkajXGj9dgQMciFn3t/0Mfb0SC5kBlGCC20nuNDSjbtQntUAuD4Xquuy5hcaP3489+99xgFoFS+99BKuu+46PProoxgxYgT3Wr1JE8bSnWn/VBQFI0J+fNeavtjY/lwBfBXsAL5OT80vG1gBbGxM+6y73zCMH5JOllyFZi4HDBwIbElPk20IlmL8+DI3R5UG/5pKoCtdthP65WPnrvTyjDFjx8FvxEPgACp3dwFfpDtRSgl5dxYPwfgx/IVq06ZNzr27GnmXlZUCu9LLLWuVAowfP9KZ5xtA3uZaoDFdthPLi7CiMT01vnzkWJTkZCfpuqu+G/g0PVBSMqAC2NCY9llbYQXGjy90cWQaaORdGCoAGtLndnd3EOPH89dwJ1Fc0wBUpst2RHk/YHd6eUbu4NEYVcQ3sU7pzq62CLAy3SlO6Xdz/gCMH19s+/MNQyPv3JwcoCOdlNV3K1m1jf27WoCt6aUZFeUDgW3pdkcdMBLjB6QTYbfQ2aMCH+1K+4zS78acfhg/vtS9gWmh5UIARhb5sa1FnAs5pTvrv+0AvkrnQpTudJcNw/ihHudCgRKMH9/PzVGlIfBZJQANF+qfj+0709f00WPHIZAlLlRVaZALlehzIUdBcaHdGi4EY1zIKd3J30JwoYFFWN7gHS7U3dBHuVCB97hQSW1jxjtIcaE8A1zIKexut5cLObbf0cg7JxgENGWqjT1Z5kLh1gwbUz5wILA1/bNoFrlQVySTC1Hybsgt8xQXAoAxRX5sMcGFzKLPlAD3798ffr8/nvHVi5qaGpSXl3O/+9JLL+GXv/wl/vGPf+DYY491cpiG4FOAoaFM93g2exBQZRDUeLa3equHEDVlO1q9V/ZSFMwktzWd2YsuUvKmUvd3tHlL3j4iMb4qyyf0GdXanVmcS6P67TV5K0TdS7ZLcyj9jhDzm825pMqc+oZ+A8MLsxQ6ZoDSb0qftmdT3sRL2Rf026cAQ4hUgWy2nuirayXJhbI8RkqKhQQXymbriT7LhQh/aWUf4UI7sriPoGwjqd8e2+tQ8s7mHgKg5R0hbFE29419lgspwMi+yoX6grw9pt8KgCGEX8jJ1hN9xgGYk5OD6dOn4/3330/7/P3338fs2bOZ33vhhRdwwQUX4IEHHsDJJ59s65jCEZXc+OlBAb2JdOLEtkhUNXRfqk9CB6E0ThwypqoqwhFVt6cO9Xdq/p3Sl+6oMXlTja/pUzmdkbeR+1LjoTZdTsylqqroMiBvClQfFKdgWN7E76Dm1yn9NnKQQzb1G4itlVEz8nZgLCz0GFwrqSuo+TVjG/QQNbhWUnJ0S78BC/JWAMI/4AiMypsSuFv6bUXebuu3aS5EfE45NK3if5ILOSRv41yI+m7mZz0OydtOLkRdZxWWuJCL1tE4FyK+S66f2eNChtdKj9lGN8mv7VzIAf22mws5od+AFe6rkL1nnYBheVN7HZd8GX2J+5riQgodxHNirUyA6wCcOnUqpk2bJvS/6dOnOzbYiy66CE899RQWLFiADRs24Morr0RlZSXOOeccAMAFF1yACy64IHn9c889h/PPPx/XX3895syZg6qqKlRVVaGhocHyWG5e04yKBbswdWEVPqsN638hBYpCC9XuF3J5VRcmPVOJigW7cM9a/ulBpNecVBp7B9naHcUpb9ahfMEunPhGbUbD4PQxZn5GGe6IAwv5/etaMXjBLkz8v0osreSftGY0SmJ3wucXdWFMe7YKAx/bhZtW808PouRNb3LsHWR3VMWP3qtHxYJdOOKVGlR3iEVh3KJACza2YdgTuzD66d14Y3sH99psyfubpm7MfqEa5Qt24dJljVzDmC39VlUVFyyuR/mCXTj4xWp8K9hzwy3O+9K2Dox6cjdGPLkbz27hn6xHk17n1/OdbREc+nINyhfsws8/bOCSDMqB4oZ+A8CVKxpRvmAXZjxXhfWCTelZDiG78e7OTox7ejeGPL4L/17fxr3WsLxttjv1nREc82otyhfswg/eqeNmxRnVbyc2YrfEudCUhZVYYxMXstuGr6jqwt7PVKJ8wS7crXOSouG10mbdae2O4tS3YlzoBB0uRL0KVJaDE461B+JcaMJ/K7Fktw4XMrg5tFveX9SFMf25GBe6cZV3udCPbeZCTtjLxze2YfgTuzD6KXNciNRvm1/LzU09OODFGBe65KMGe7iQzfJWVRW/jHOhg8xwIVtHw0aCCw1/YjcWbuZzIcqx5YZt3NkWwdw4FzpPjwsZ1G8nArZXrYxxof3McCGFTiax+/Cpd3d2Yvx/d2Pw47vwqF1cyOaprO+M4NjXYlzozHfquFlx2ZT3rWuaMejxGBf6tEaQC8GdfWMquA7Agw46SPh/c+bMcWyw3//+93HLLbfg9ttvxyGHHIIVK1bgmWeeSfb027FjB3bs2JG8/tFHH0VPTw+uvvpqTJw4Mfm/H//4x5bGsbMtgr9+1gIVwM72CG7/XOxo7q4I0OVCxshfPm1GdUcUERX406fNaKQeGge1QLcQrn27F/Lnt3bgwziJXFoZxgtb2QSDUuxGgiTbTXqbwlHcsKoJPWrsNN+bP+Ufc270ZCy7CcYdn7ck09jv/KIV2zml0NT62Rx2fiF/c3snXvuuEwDwaW03ntzEJxhatBMDstvfG46ouPaTJnRFYnNy4yq+vCkx0vK2a4Qx3PdlK76Jn1z26IY2fMk5IYxynjcT+m33RmxZVRj/tzmm01819uBhHYKhBVWa4wQR/sPHTWjtUdHeo+KPnzRxSZZx/bZzhMDDX7cmT4t/bmsHllayCQYl7yZCv+0mF183dOOhr2My3toSwb1ftgp9vzOikmuOqYwJDq5f1YzGsIpwFLhuVRPXuUbNUZsLEeUnN7Xj4ziJfHNHF97Y3sm8lsp8aaTWc5vfyV1tEdwW50K72qPCXKg7mtEuF4D9NvzmNS2o6ogiqgJ/WdOMBg4XonSH5EI2y/uFrR34IN4n+KPKMJ7fYgMXslnezSlcqK4ripvX6NlGwtnigrz/9kVLsgztrrWtXGcLaRtd4EJvbe/Eqylc6PGNYlyI2tTa7e/tjqr4wydN6IzE+MINOlyIspuUDbeb+963rgWb4ide/2djO77gnCRO+dVJLmTzXK6oDuO/cS70dWMP/vW1dS7kBBJcqCPOg3m2l+S+LgSWH13fmjwt/vmtHdykDKNcyG79Xt/YjX98FZPxtpYI7lkrzoWosdvtt7phVTMaumLPul6PCxHjaSX9BPYO8slv2rGyOsaF3trRxQ1EUPpN+wlsGx6AWK/JWz9rQVQ1x4UiKoMLOZgByO3K+eCDDzr2YLP4+c9/jp///Ofk31599VXuv+3Com/TX76EERfBl4SBsvuFTN0gdkdjGYHHjsgnr6UI5T3E5s3uhfzijxrT/n3JskacPTFEXksthg+syzSidpPej6vDac9eVsX37FMztITYrNst75e/7cz490WT6SbGlLzvW5cpb7ud0td9kh6Nv3F1M343tYi8liKTlAPJbnnvaIukbQC+1jkunpohrSwA+3XnP5oNw382tOFvB5aS11LPppwzdo9Rm21z75et+NPMEsPff3cnP8PEDnT0qGn9X3a3R9Hao5J9OwFa3o8Rmze7DfddGgJ599oWzB2SS15LPft+Qr/t1p3/bEjXzyc3teP+g40fyLSVcUJtTxTIsbEdTqr9belWsa21B3uVBslrqbWS1B2b5f1HzWb7ulVNOGU0bb8pW0LK22ab84qGC71mggutpbiQze/l4pRMte4osKyyC8ePtMaF7LaNWi70u+WNOGcvi1zIZnl/UhNO22AtN8GFFhNZg3bL+6VtGi60rQO/mULzDEpv3eBC12v0+0+fNuOyafQYKTxCcCG7fUQ7NVxofWMPVFUle/MCtLy1sgDsfy//vSGTC901hz6EgJK3G+v53Rr7fd+6Vvx5lnEu9P4u97lQVUcUrd0qinOMy1vLSwH79ftvX7Rm/Hsu43BK41zIXnkv2Jiun099044HDjHOhVh99HpU7VnQ1rBWw4U2N/dgcj+LXMhm/f7jJ80Z/z51NH0gEzVG2k9g7yBf+y6dC73OCdiyQAUunGyH3Gd6AGYTSyu78O/1baiLhy6dqsm2skjubo/gkfWt+KSaTch4p6yFDf4mKxlCkaiKhZvbsXBzuykyZXTerToxPqkO49H1bbGTNAWem4DRy63Iu64zgn+vb+NGvvycVCkjvVIAa2OMqipe2taBpza1JZ9H9YtgwSiZtVrW9kVdTN7b4lkCVHYPL/pq9PFW5rI5HMVjG9rw7k62UeG1C3FD3qqq4rXvOvD4xja0x28kIm+jsFrmtLGxG4+ub0uWZFDZQFRUMwHD+m3ht7f3RLFgYxte+66DmY1oj7ytCejdnZ14bENbslzRKbJiZU3f1tKDR9a34vO6mG2kykd408CpxEyDlc13OKLiqU1teHFrBzPjgidvw7bRorwTXKg2wYWckreFcVrlQkZ7QVl51ykuJHI7o/K26rRaVROzjTtNciHDttHCMOvjXIhXjuzjcl9jz7EyRpILCcyl0Qxoq/q9tr47jQtRFRdUBmcCbnBfI1zIzyEJbuh3ggstSOFCTmbymIWWC1GZUjwuZFS/rdjGjh4Vj29sw6vfmuRChveNZkbXi/c0XMipnoJW3qNv41wo0baMyvbj3d0wF7Lw28MRFU9/087lQrw9gNH5sSrvj7RcyIPy1oOpc7m7u7uxceNGNDc3IxrN/NUHHXSQ5YF5Bc9tacd5HzYAAP72hR+fnlbhWGNls5ucpnAUc16sQkOXCp8CPPu9/jiwIjMzhPceGf1NVpTm1x814ulvYtGhD3Z3kZkhAe4mx9hzrCw+7+7sxOlv1UEF8OdPfVhzegWzwb+fYXWMTpFZxe6KqDj0pRrsjJ/49u/DyshoSJDj3jcqRyvyvvaTpmTkZdG3nXj6yP5Cv9kwUbMg70+qwzj2tRr0qLGTmlecWkGWyrd2R5Hrp+NuRn+RWUdlVFVx1Ks1WB/PRLzzwFKcS2SG8OTtBun92xet+HO8PP7JTe144/iBjgRLrPj/NjZ245CXq9EVAfL8wIcnlZPvT2t3FKw4q2F5W/jt33+zDiviDoxr9yvG5URmCNeJ4YJ+P7K+FZctj2X0PvhVK5adUu654NiutggOfrEarT0qAgrw+nEDMZQ4aa2VoyCGCaWF3/7T9+uTJb4XTS7EX4jMEF5DcMO20YJ4nt/SjnPjXOiOz/349PQKx8ip2feyKRzFQS9Wo74rCgXAs0f1xxyCC1G9lZLPdkHev/moEU/FudB7u7rwIJEZwnf4GnuOFf1+b2cnTotzoX6f+vDpaRXMEiXWWuT0WtkVUXHoyzXJrKVH5pbhtDEEF8qy8/yPnzQns45e/rYT/z2yv9Ca5oa8V9WEccyr6VyIDo5FkR/IHhc6+tWaZFXG3w4swXl7ZVa5BLhcyHl53/lFK/6UwoXePH6gYw4Cs9jY2I1DX65GZ5wLfXBSOblHtIMLWZnL779Vm8w0/sO+Rfj99OKMa/j6bew5Vvjao+vbcOnyRgCxHqnLTy33nG3c3R7BQSlc6LXjBmBEYaYLyBYuZCFge/YH9clKggsnh3DzrNKMa+yRt4nBxfHC1nac80E6F3KK+2atB6AWqqripptuwpgxY3DIIYfg+OOPx4knnpjxvz0JCecfECsNfGlbByloOxpzmt3kPLCuFQ1dsedHVeD3KxpRzzDcLDhtFHuiatL5B8SMIjVn/E2OsWdbUcRfLm5IGrX6rigWpER0UtHKWYWNPt6sYj/9TXvS+QcAv1naSGa18F5JN+YyNe369e2daOiKCpJe543Npcsbkwa1pVuN61LmIKkeUAkYfbxZAvj2jq6k8w9AkmhoEeSExYzqrRUS9OeU3pgrqsPY0NjtSLAkoppfb/8Y7+0IxDIZbvusBQ2CUW/D2Rgmp/KLunDS+Qekz2sqeCTIDSdGwvkHxErDluwOOxYcM7tW3vZZc3Kt7lFjPW5EMz6d3nxXd0TS+vtR5UlA9p0Y56ZwoZ3tEby4rYOcGzu4kFly/uC61iT3UQH8fnmjcFaLUXmbzX6MRNWk8w+I2XOaC3Ge7YK8f7kknQs9tpHBhXi20eCzzNrG/9vcnlay+JuPaC7EgxvB71SdfmN7J+o7I0K8xQ2+dumydC5035ctjH2EdS5k1k68u7MrrSVLqg1KBW8f4Ya8/5Ris1dWh7G+sdsxB4HZ/rh/XNWczObsjAC3rWkRto1O6/eX9d1pbQb+sobuq8YLhrqREZbKyTc09WDx7i7PZYTd/lmLhgs1C+u300kZNR2RtDYiVOkuYJOfwAJPSTj/gBgXen6rc1zIyQxAIQfg3XffjbvuugunnXYa/vGPf0BVVdxwww246667MGnSJEyZMgUvvPCCU2P1BNY1dKONUBBeWrxRmBX0h5reEJubI+KbHIczRow20eZmrblguGs60x+ysjpswig6S85XakqbWntUxza1ZjfeFClp644KkSDjTivDt8yAtv/U+7s6xcsgHJY31S+UdPhy7uFGRpgWVR1i8hYxlmbfyzd3pK+Vr37XIezwNV7mZG6QW5qNGRM7MsLslPfWlh7not4m76s9OGNZVZh0+PLk7bSzpbLdmLz5mxxjz7JT3l/Wd5NBRepwAlGYDep8qCkD3dJiggs5HCyh3jVKX/kBHWPPsiLv6o5MLsTKjmfBeAmwuYF+rOFC7T0qbb8FT42kYJZnUHatrYdu8M+CUXlb4ULa/lPv7+pi2EaOvA0+y6y8KS7EO7SAgvH1XOi2XFS1R7zHhTS28RUTXMjpIP2WZmMnJdtS/WKjvLc0i8lbBGbHqT04Y3mV+N7WaXlXdRj7cbwMX8O20UZ5r60Po4WwO1Q7KVF4pgfgE088gZNOOgl33303jjzySADAtGnT8LOf/QzvvfceIpEIli5d6shAvYL8gMLIGLH+NpkVNEW4RQ230xlCVOSY6lPFL2tz3iGkRUFAYZZBsOB03xuK8Di2kJuUN/VsFWKLbjacGCx520N6zY2J0m/xrBZn5U0R1ny/IiRvkfmxy3jn+8X12+n3kpK3sMPXpZ5wqcgPKOTY7SDC2bWNxp5ldiNGnSBNgbfJMdznyEZ55zF0p4U4YVEUZvWbmktReTvtICC5EPFMvw0ZgHYeXMHkQjZUQzgtb1uqX0xuaqn5iXEh4/cz3sfMXv2mHb6cYKjD8jbOhdgPcHqtpLhQniAXErEltnEhE3udboOJL2b3ZJR+O+bwtVF38gMKydmM9mbmIatcyOCz7ZQ3BV7w2/h5BjbaRr9PeA9uFE5V1QCCDsAdO3Zg7ty5sS/6Yl/t6opFXHNzc3HmmWfi6aeftnmI3gJ7w2iHoM3dww6HUNjgQm7Wz2k46s3b5BhtbG8nCWIaRQ7pNXhv0/KmFnIyqyV7Toxm6tj1qFjatdGF3M5IG2tTa8ehEKaNomH9tk7UzOo3RS58Ci0bVsmKCDmyS8fzA+KbHOMbCHNjog6cEd3kuNETTgszG0ajMKvj1FwK20bD65DxcaWig0hyEG3OnY0sB3ZwLIvytiU4ZuxZdlZD0FzI+sEVdpahmbGNRqfIbE84o7aRn8Vk7FmmuS/hEO+Jit0vG/rNdgjxuK+zzjU79Nvp7FmqGszvU0g7wnJCGLU5gH38N59lv23InjXL16i9DsWFeJlWhg/5sVN3/AoaCb23JVHItJ8g8zNxP4GzezLKaUqt8bxDQLKROJLnZGKYV0qAS0tL0dkZSxsuLi5GTk4Odu7cmfx7bm4u6uvr7R2hx8AiQc02CNrsZsxoVCybqdyUQ4iaM97ds5Hay8xy4MnbaBTUxowRx1L3TS4+zcSzw1G67IVV7pANeZvJCDM6Q3aSIHoNsi5vsxuxZoLsdEdV8nMWWXOiJEoPZvTb6f56FAnyWoYv5VgLKEADIW9q7ReFWec5dWiBqJPS6bmk3rUaYhfJ39RmJ0NI2DYahJ1cyLkMQPu4kOicZUPe+X56k0OVPiVgvD2GuTEZ5kKcMTqdTUnx3BgXIpz8DHkZ5+f29J0C2FyIWw3hMPc1qt+2cCEb9ZvFhVjONZHlwK4gXp4J/TbcWsZ0cMyofttgG03Km3qfAj7x99IobPUTOGUbTQfHXORCtiaOIHkOQyp4e3Cj8EwJ8KRJk7B27drYF30+7LfffnjkkUewc+dObN++Hf/5z38wfvx4RwaaDVAve46jGYDmvmdHGYTTqb2UUawh6v2z2X+AApsEWY96Z7fsxdizzBobepOjktly1CYdMC5vFeYbIWvByvi0pyecuTEZJb1ceTs8Rkre4SidmcrScRG9Neuo1MJMRrfTEUZ7yhiNPcvWDF9VzLkmssGya03P9ZuwjVmYS23/NcCmsnST+k2R5Vy/Qjp8eRkjVp5nBGTGiEMZQqZtI7XJIeRN9ZpOwOm+dRRitlFsk+N0D0DjtjF76zml363dKnk/Vi9xEX2wa1/LzmrhcCGD97a1+sVjLTxIh29E7L0UmR+7HBlmMj6dPmCjT8ibUe0kMpciTnu75B0L2ArK23E/QeYDHONCJqeR4q25JvwERuGZDMD58+djw4YNySzA6667Dt988w2mTJmCadOmYfPmzbjuuuscGWg2QEU+uqPiBy4YhekMIeJNru8UJUHOOteoyAfV/Ly9R2VuDI1OsdnFh1TsgOLgSWgmSa8tZRDORuaphbyK0ey+lfGQbGSE5ftpefMWcqezMUj99hhRo/S7JRxFO3FDVkQ5KxmADP22I3vWbAYBNWdOjdFO/Q5HVKHT57OV8ek1eRu1jbYcXGE6Mp/5xZ6oigaCZ/AyRozCdIaQDWul8xmAxuTdEVGZz3B6k0MF1HIZusPbjBl3CBkdWToMcyHORDidMSLEhexYK23aL+b7FXIfkc3Ak6tcyEZ5t3ZHycoHL8mbZRttOUzQRi5UR9lvO8qUbZR3mOkn8I688wO0fmfVT0BwB8e4kEmbQ3GhiCrumDYKJzMAAyIX/+hHP8KPfvSj5L8PPPBArFixAq+//jr8fj+OOOIIjB071vZBZgsUMe+KqKgllcYGQduYIVTrVJTExgyh3UyHkIqSnMwif6cdLZRiR6NAnaC8jT7dzqgY/U7aEPW2seyFKe9uFQPyMj8XOjFYVZEDTmMIAmSz5oAiLG+nT+ij9JseYxblLaLfjHGKydvwpVzk+RXh9dzpjDDq2dSG0ZYsJhv1u5Hh8GWWOYlEvW3c1FLy9lo2JaU7rT0qVFWFQjTAcXqTQx1c0RVVUUukb3utGkJUvw33jHJY3kBsLktzLXAhOw/xUlXUCZZjGVVx0wfoEEIQlbdX9BuIzeXA/MzPRXrC9URV5Pqd5ELWnWvOc6G+o98UhLiQjRmA4rbR2cAy9WzaIWQDPzc5Rso2NoVZDl/6IaL6bQfMcF/H/QTE/JBcqJvHhYw9y6yfgHWgaa2gbTQKOw8r0ULIAUhh1KhR+NWvfmXHWDwHStD1XVHSgNiR2mu2rI164emFPIsZQkSUZBfHKJbkZH7u/OLD2OQIkiCjU2RnVKymQ8woOm24ReTNei+dPhWWMtCqCtR4LCpGZTnQfTGsy9t8ybcN8hbKCBMfKHlScUDB9lZnIox29s+kSVA29dv6JkfoVES7SK+Dm1o7Mwgo3YmqsbU/FLRCeoWHB4CWd2NXlGzfkE0uRJVQUuu5LVzIYf0GYhvg0tzMQp1syLsrwnCucR7ieDWELcFQo04r++TNto20YIVso4lhUpxSASuRwGtcyCl5Gx9XKkT0m2XDnToxmIc8v4JdbXTgiYVsZNexHEIsOF4NISRvG7iQXfIOKHQ2ZRarnSi7Q62VKmL7t0KSC7kv78ZwlOQetpR8O+f/M+8AbG1tRWNjI/lDhg8fbmlQXgFJzIkFEmAb7uyUOQG1pEOI/SY5fXQ2qdiMuYwZRX/G58ZPAQYzOsAD1Ui2piNCKiC37MWgctuZAUhtau1Iizcrb0of+PLOhMipsGaMIqXfnYJljIDzp4yRWS1O9c+0MSNMWN4CzzYjb8pZ4YP4hjEbGQQ7ibkMR2MZ6VS2h/GTim3c1AraRrFTnw1fykW+XxFuKu20vMXWShWhYObn2XBKU+8kwNnUOhzQoZDjg3DWWjb647Lnkn6IUf2OqjE+4hPkQpS8azsj5Nx4rxrCGXnbuZ7z9JuCSEaYGc7GqnZyLLvOxgxA8UMCjD3Lzgwhln6znC1OZ4RRh3j5Fe9lz1K2kZrLbju4kJ1OK2E/gYi8DV/KRb5fYfTht67fdp4VwFsrC61wIbOVgkL2m54IEe5g5yGXWgg5ADs7O3Hbbbfh8ccf5572u6ecBExnOdDSqCIUCRAvY7QDrFTuKsIpmEA2GuOy5rKyPYqJpdaeHVVjBk0EQmNkyDvxbCMwf5y7sShoTUeESf6zU/bC0B3G52LOczOkN/MB1R1RUn6VjDGKPNvsXFLN4Kn1prVHRUt3FEVB9zNGKNK7S3itNP48u+TNcvjy1kqny5zoqDdrLiMYUZhpxrNxcIW4fju7yaHuH/QpZESZ1ZOLdR8Kbsi7siOCioLM4JjjB1cIyJtlG7PBhfICCmkb+VzI4QwCQf2eVJa5yxE9JdQnyoVE5M2xjUYzOe3sh0xx3+qOCCJRFX5iIrwmbwpO9whjHURErRc87ut0hhDl2KPsSxuXCzktb5F9o3fkzeRCHP12/kRlAdvYHsHIIgtcyBV528B9TegOpZc5fgU7WnsyPmeNEcjOWQE8eQ+iuJDBR5vP8BXhQjbot1dKgC+77DI8/fTTOP7443HggQeitLTUoWF5AyKpvZubMxUJsJ4BuL6xG5ubenDYkFyECGNGHlzhYzkAo0yjaKXspSkcxZLdXdirNIBxJYRLHsZTuQFgS3MP5g7JzfhctEdY6tKgqiqWVIahqioOHZxLZgeKjpEFK86WzU09+LqxG4cMzkVJDn1Gj9Gyl85ILDIxnHAQWMkYae+J4v2dXRhdHMDexOYEEJtLlu6IGBFqLldUdaGtR8XhQ3JJJ6hIGaMd8qZ09bvWHnxR140DKnIwIC/TmAFi/RS3NPdgWv/M+nkr8g5HVLy7sxODC/yYPoCozYdN8rbYA3B1TRi1nVEcMTQXAWKjR8mbRXZYYwSs9RipbI9gVU0Y+w3IwZCQcXmzSsa2NPeQDkArTqtIVMV7u7pQmuPDzHIH5S0SBSWu/aIujB1tERwxNI+M/FPybu9R0USMfWtLD9NBYCVjpK4zguVVYezTL4hRxOYEcFu/Mz9TVRXv7+pCrl/BQYMy7S4gVuLvJS6U56dLvqs7omgOR1FM2FjDJ6YT8m4OR7F4dxcmlgYwnsWFBPR7c3MPDhtCPFswYyR1urzIhShH05bmHnzV0I2DB+WSZdAAnQFIOXzDUWBHG+0gsLKpNcKFmgT0e3Mz/bmovLVYUdWF1m4V84ayuJBx/baHC2V+ZogLCXC2zU09JF8x2nuWkrchLiRQ8m0LFyLm8tOaMGq4XCjz/tUdUTJjl8eFrDjXDHEhQY5uRb+pYIUhLmSLn8CavNfWd2N7aw+TC1GZpp09Khqd4kLEdfWdESzT40KC8ib128J6rqoqPtjVhRxBLiS6nlvtd76+sRvfNPXgcAYXauuO4mfv1+PZowZw7y3kAFy0aBF++tOf4u677xb5Wp+FSDrq5ibrTgwtl3lnRyd+8E4delRgQkkAH51SjqBGKSnFbulWyf5miXHSSmNsjNrbdvSoOPSlanzbGkGOD3jh6AGk4ojM5Te2bCDS08GvW9WMe79sBQD8YlIIfz2g1NoYGfKORFWBHoDp//64ugsnvVGLzggwLOTHilPLUahR7qiqMno+sg0O5QA0myEUiar43is1WNfQA78CPD6vH8YT36NIr7i8zWcI3flFC25a3QwAOGNMPv45t1/Gd0RK/HlG0TihTP/31w3dOOrVGrR0qxiQ58OyU8pRnp9JhETGubmJdhCYzRBSVRWnvFmLZVVhKAAePKQMPxhXQIwxu/L+9/o2/G55IwDgyKG5pOETmcfqjiiawlHSCW/W2fJdaw/mvlyNhq7YIUcfnFhOfo8kQZx1iHIQWHFS/vT9erz6XScA4JZZJfjV5MLMMQrotx2kV+vceX5LO36+uAFRFdh/YBBvHz8ww5Fh9LRVIOYg2N4WIYmpYf3WTEl9ZwQHvViNyo4oCgIKXj9uAKmbdtgd42XKmb/l4o8a8fimdgDAFdOLcM2+xYbGyHon7djUajdj7+6McaHuaC8X0oLiQm0cLsTcQBhtNaKZko4eFYe+XI1tLTEu9NxRA3DIYGNciKffFMQzRnp14/pVzbgnzoXOnxTC7RQXssF+R1XVcMapdi4/qQ7jxDdq0BkBhhb4seL75RmBa1VVyb5LVHsMIPZekhlCJjNGIlEVR71aiy/ru5Nc6LgRmSd4iOl3N/m5yMHaWh2/64sW3BjnQqePycfDFBeinJQcLtQTVUnHktnes+sbu/G9V3q50Ecnl5OZzkJciKnfhoaYIW9VVXHqW7X4qDIMAHjg4FKcNT5EjFFgrbRDvzVz/p8NbbhkWSMA4IihuXiO4kIC+l3TGUVjF92L1Hh5bfq/d7T24NCXa1DfFUVxjoL3TyjH2JJM3SSda5x16PChmZ8bDugQc372B/VY9G2MC908qwQXUlzIBj+BEBfS6PeLWztw7of1iKrAfgOCePeETC5EVeiwuFA3jwuZlHdDVxQHvVSN3e0xLvTasQNI3RTRb5bdCRvUb0rev13WiAUbY1zo99OK8If9LHIhll/IAvd9b2cnzoxzofElASwj/EJNYRXv7OzSvTcdVmNAURRMmzZN5Ct9GpSgWQ1RNzT14LjXanDG27X4uqHXiFtZyH+/ojGpSBubevD81o6M71CKzSK8AHDsa7U4YlE1ntrUlva52VTuZza349t4E/1wFLg0bni0oBZy1lzev64VR75SjUuXNab9PrNec1VVk84/APjn123kvSijyBpjTWcURyyqxilv1mJNbThljIaHmEHUrl/VnCS0O9oieHR9W8Z3WL1NGP4/nPJmHeYtqsY/v2pN69dpNkPorR2dWNcQW9QiKnDhkgbye9RCzprLp79px/deqcavljSkOTJFy5xSkXD+AcAzWzpQTaRii+h3OAoc9FI1jn+9Bh9Vpi+sxqNi6fe+9bPm5Ka1tjOKv69tzfiOqqpC4zz3wwYcvqgad3/RktaL0qzTak1tN5ZVxd5vFcAvWfKmNt+MMb65vRNHv1qDcz+oT+udYUXeCecfALyzswtfNWRupET0GwAOerEax7xag7d3dKZ9bjYj7N4vW9HQFfusKaziL2uaqa8J6c7lK5pw+KJq/PnT5rSeesYzutP//V1rT9L5BwBXf9xkeYwrq8M49rUa/OjdOmxNIW1Wypx+u6wxWaq/qqYbH+zKJDuUbeTJe96iGhz1Sg1e2pZuZ806Ux9Z35Ysl2vvUXGtDXP5lzUtOGJRNf7wcRPaU4RnVt6t3dGk8w8A/vpZCz1GAfu9qakHx75Wg/lv1abpoZUMwCtWNCa/v7GpB89tyeRClH7zuNAxr9XgiEXVeNIsF9LIe+GWdmxr6eVCl6WsSWnjFJD3g1+1WeZCWht+TwoX+tfXbWQvTpEx1nZGMS/OhT6tMcmFNL/n+lVNSU6zs53BhRjjoSokAOD7b9Xh8EXVeMgkF9Lq99s7O/Flfez9jqjAr2zgQv/d3MHgQublfWMKF3p2SwfZ7kCEY3RHgTkvxrjQUpu40G1rWtK50JeZ65CqqkI2/Lw4F7rri5a0fYtZeX9e1510/gHAhUsbye+JyPvNHV0MLiTiEEr/9yUpe7B3d3Yl39H0MYrZxoNfssiFNL/nni9bk+XGzWEVNzO5kPFx/j7BhVab5EIaee9o7Uk6/wDgGhvs98c1vVxoi1kupLn24mUNSS70aW033ie4kKi8D3u5Gt97pRovbjXHhbR+gn9vaEuWybb3qPjDJ4y5FNDvm+Nc6JqPG81xITX9MI627mjS+QcAt39unQt902wDF9Lc+sqVTcnvb2rqwcLN7Rnf4Z3cnQohB+Bxxx2HDz74QOQrfRqUoHlYVhXGWzu6cOxrNUmvtZVG51tb0g01tckRHWNHRMXq2m5cuLQRCzb2kiqzGYDv7kw3CBsYHm9qAeJhVU03Ht3Qhh+9W5dUUrMZI3TjamOkl4fVtbGN5wmv12JTPHIr1rw3/d/Lq8Jp/07diPeOUWwegZhRuGJlUxrxN5sx8nF1+hipFHJAfJyf1HTj6W/aceqbdUnZGc3EAPQXfSqKJKo76xt78FFlGKdqnL4ih9Ok4qVt6fL9P2Ih74iowj1e1tR244bVzbhxVS+pMivvdYQjjYKovFdWh/H81g6c8HpNsqelnY2QvybGTZV+8rCjLYIV1WGc+U4dPtzVKyvjByal//upTenyfZZwYgA0CeJhTW037vi8BZevaEwZo7HvZpJeY+FTUXkvrwrj1e86cexrNWiME38h26h5nDbb65Oa9HUJENfv+q4oPq4J42fv16c5AY2uQ1p5v/xtun4vqcwcY2ycYnO5urYb969rxS8+7HU4GL2FivRDqqisOaqU1oy8397ZheNSuZCFshdtKc37uyjbKCbvzkhsLi9a2ojHNvRyIaPrrfadfF8Tcd9oMxc6K40LGf9+j46zi2pULjrGTxNc6I1abGzsZj6LPcb0fy/TcKFXviUcvoLyBmJr5ZUrm9KCbWYzRj7RcCGWfRHV7wQXOiWFC4mdAsyfF6phvehcbmzq5UKpTl+zGWEvaIIu//0mU96dEbH3HojJ+8bVzWlOULMZYVRQkYJZLnT86zXJnpZ29se1mwt9kLL2Gg+WpP/7v9+kc6HniOQWQPy9XFPbjTu+aEkLvhjVb639Zh3soIWoflNcyEp/XO0cafdosTGKzWNjWMUnNd04+wMNFzKp3y9r9PsjFhcS1J3Vtd14YF0bzk/lQgI/NfXnUD4BO7nQsa/VJHsuWjnkZ5OGV1B+Id5JzqkQcgBedtll2Lp1Ky6++GKsWrUKlZWVqKmpyfjfngIzzhYgpjyPrI8RDBHDradcZNaayTECsdIfo89OQPt7cgyetGGGrAHA0sowVsQXNJF1NvVaKiJMZYeYncu2HhUPrEvI2/xCrgW1SIgu5Km4flVvZMzoOLVzHjQqb5PjXFvfjTe2xwiGyC30Nm3kXJqUdzgK3BKPWKqqcQed3pzTYzQv779/2ZokGGYzhIzrt7m53NoSwbNbY2RQTL/15jLzM7NjjKqx6LLRZyeg1W+iVUcGuiIqeVqxESzY2J4krWbXc20pAZAeJU1AlPQmUNkRxePxwJPYqbDuyRsAfrk41blmTt6MFq4ZMKvjr3zXmdzcmXWeU05Yijxa4UIPm+BCevKmXj8r8v7tskbhQKP2uiDdxioDZm3jR5XhZJDQrLypQzOo8ZjV7/Y0LmT8e27r9w2rm5MnoZo9xItaKymY1e8v67vxeoILCchbT3R2cqHuKPDnT3u5kJV+yOn3tXevc08KF3J8r2NSv7e1RPDsFnEuZIr7mtTvTC5k7HsZa6UB3emOqsxsXj08vqk96Wwx67QyzIVM6ndVRzSZhCPmJ9D7u726c/6H9dx7U9CuqTkOr5WvfteZdNCbXSu7iO/RXMjcGJvCKh5eLy5vff3O/Ix3knMqhHoAzpw5EwCwdu1aPPHEE8zr9pxTgM1vvtc3xhcfkR6ALis2EEt7DQV9psucDJMgkwYHADY09uDAilzTEWXq1Fxq3qw415LyFilj1JV35mdW5V3dEcGwwoBpomZ8Ibcg76YeHA/zmxzqe+TGx4J+J/pciTkxxP9uVd7ftfagNDdHoBm7vhNDVdXMfmsWdGdDoxhRA/TnnS7xNz/G1Gwes42QYxsI/hisyvubph4MDflNlylTQYm2HhWFQf3+ekaxvsl+eVObeCtz2RFRk++52YwRIxvGnii7R50RbGjswaSyoHCGUE68Jxx1iEJzd2a/J3tsowAXMqXfFrlQ/D03Ww3him1s7MGcQYJcKOVaSt50MNTCO+mAfjvBfRMnqBt9tTO4kMPBMSAm7xNGms8Io9ZF8h2woN8JLiTiqzFnv63J+9s4FzJrG1kOoczes+bHaWatNMcrzct7UxoXMudcyzEQLLHMhZp7MKwwYDpAT2ZLG9xLGoUp26jr4M/8zIq8w9He99ysbTQSHItEVW5Zsh42NHZj77Kg6f64lJ+gKUxxIW/Jm7aNxu4v5AC84ooryBPD9lRYEXTiVFY7j/emUpmtEHMg1ssuFPQZXsi1L6ORLIdIVDWckkqhJt6/zWxEmYoikVFvCwt5r7xtJL0Ge/OIoLYzimGF5qNixrNazM+lZXmTCzlFes2PsbFLLFsEMKLf9jqtAPH3Ujvn1JA7I0C+xnLYIW8x57m7GQRArHTSpyimD30x4iCwrt/WMgDpYImKwqD2MwtrpQPytjtbOvH9khzF0QwhK3YRAGo6TZTX6mWEEe+gNXmb4EKmMsKsr5WFQZ/pkm8jGb5R1SIX6jRhG1Me54a8a+LyFjq4wkzGp1Xb2BHFCAtcyIi8AWv7iJpOE2tlqrxJh68K7VkJVuSd+H19Qb8BgZYtmjFECbvfEVFRELDPAWhO3iZso01cyHDJt4kMQKvyrukQ5L6ay8jgGLVWWvIT9PaMNQpT+wiL8m4KqyjNNc6FzCSOWOZCCXmbbC3jjp9AXL/15E2930Z7AAo5AK+++mqRy/s87HFi2BfJcWJTW9sZxagi843OXVFsE861VF2mF3Iq6m2DvEWioKY2tdbknZhLs817KWlnOo2sbXLMOFN15W1Dn6NU1HdFEYkaL3kBDERqiZ9rVb975W2UBKVfRxrFcBT5Ab/mMyubWrExAulzRb0n7TZHagGgsSuKfnl+09mzRjaMVvW7WpD0RtT0LAaaBEUxBBp5W3JiWJM3BepkR8u60xFBSY7x7PhM0qv/HSr7SgTu2Ubz8q7uNMGFTAXHrMo7zoWMZoyYqIZo6VZ1coD5EN3UAumOSqPytpIRViMYhAAMlDk5IW8HuFA4oqZlBsYO8XKXC6X+Hmb1i0J8ZhINXSp6oqoleWtz46lb2aHfgHn9ZjnPC7TBUCvct8OEbUyZFipQRr4DFnlGQ1cU/UW4kIlgqH220dj1UbXXsQmwua/WaeI699X1E2R+Zj1RKILSXJFKwfR/u8qFRKouU641XCloRd4m7LeevKlpc6QHYCpUVUVtbS1qa2vJuvg9AW47MczUeluPkljLGPETb5DWCBn1RrNgKpsyqqfYxrz9RtEYVhGOWCNBWlC/t8UueZvMYqI2ENpzA9p6VKFyEC1EDTegnwFIyduKfquIOQGFjnPXXBowkExtn34bu16b1WLUmWpFx2ssZggZzmqxIRARiark5oRCNjMARQIRaQ4hwyTISpaDExkj9uo3IO5cM5MBaDmAl9wwGv+OXkmo3frtTAagE/K2yIUIcWt/R4ttmxzj30l1ZBjtAWhlnE1xLiRkG01kdLsu7wwulHmNVnc6Iha5kBndSZW3wawWq3NZ1ynIhTS/x1BJqE3yNlvtRMqb0BNLXMiqfhss77a8j+iMQlWNv9sZ7TEMBUNt4kJmg2PEGU62y9uiflNwIuNTOJtS8zg3qiFMZdeZCI7ZUSkolChkIuPTqP0WdgBu2bIFZ599NkaMGIEJEyZgwoQJGDFiBM4991xs2bJF9HaehrW0eBWdPapQaq8REtTeE8WW5p6kItoVBTVLgqiy5JZuFdtaetCQcsy7pTEKOikBTdkLQ7HrOiP4rrV3lbcagajriho+cQowVtbW2aNiS3NPcmNuNXInWgZhxCHU2qNge2tPcgHOtrxZC3lDVxTbWnqSAQs7dMdKmRPVQ6g7GpN3W1zOtsnbpH6znGs72yKojstJdJ3LHKO1U0JZ8m4KR7G12V55W3FiUAfoRFRgS3NPkkTaleFr9oRdeq1UUdkewe72SNpnZlHbEds8mJU3Reg7elS0dsdsY8Qu2yhIzjPLnDKviaoqtjb3JBvS27WpNW0bGfpd0xFJNlFPfGYWrT0x3iIib/0egLENuZ1cqFY0I0xDzFmR+DQuZJe8Teo3a63UciE7Wk/YmR0fjsYOSErjQjY5z43eRsvXWIFlW7mQmexZAxmAzT3ILhcyUEmUwYVskrfZaieWM3VXWwRVcdto5RAvIIUL2azfTeGYbUzK2yrP6LCfC0VVNZ0L2WS/TbfHYMi7Ngz7uFBnJH54jjnnObWH7Io4wIUEg7Za3QkQ+h2JariQTfI2W2nAkncGF7JgG9t6VLR1R4X020gPwIRfKHFfo85UoRLgr7/+GkcffTQ6Oztx7LHHYsKECQCAjRs34tVXX8V7772H119/HZMmTRK5redw22fNuHJ6sS3ZGHaWvWxp7sFBL1Zja0sE0/sH8cqxA2xzEJgtc6KU5qfv12Px7i4UBRU8Ma+/oeienWME9DMAn9nSjutXNaMjouJXe4dwy+xSWxxXAuLWlXd1RxTzFlXjq8YeTCwJxOTtdtmLARL0l29ysGp1FfL9Cv41twzjSoSWlQyYk3fKGImJfX17Jx74qhXNYRVnjs3HQ4f2s6XHiPZwBO4YNY+jHARHv1qDT2u7MbLQj5ePGWBbWrzZMicq6n39qiYsrQwj6AP+PqcURw7LszxGVVWFspgiOvJeUtmF/Z6tQl1XFEcPz8N/j7Au79qOqFB5gRF5//rLXKz6qAqD8n144Wgb9Nt0RJl9KMRda1uSp4/ePKsE5+0VMn06HxBbQ9p6RDOE0r+vxeraMGY9X4Vd7VEcWJGDl48ZYFvPKJFy6lRQojz1zTp8uLsL/XJ9WPi9/rY5rYQyRnQyAB9d34ZfL21AOApcNb0IV+1bbAvPsLPMaWtLD364Jg87lldhWpILWV/PAQF5a8ZIrUM/S+NC/ZBr8OAIFkxlU6p8eT+7pR03rm5Ge4+KCyaFcNsBpTbwjAhZIsseI//vtZ1RHP6ylgtZz2ICRNpjpP+bWocuWdaIxbu7kOcH/jW3HybaxYUEfmpEJyPsje2duL8xH60rqnDG2Hz889B+tmRbleQIcCEyQyh9DMe8WoPVtd0YUejHomNs0G+L/ZCpfcQNcS4UUIC/H1SKo6xyoQ4TXEgnw3fp7i7MeK4KtZ1RHDUsF/93ZH9b9rZWqp0oLnTyG7VYUhm2jwuZ7sPPPhTi7rUtWFGZD/WTSvx5Zgl+MSlk6RCvzkgsQGY2I4zS709rw5j9fDV2tkdwYEUOXjrauu6I9pbW2kbKCfv9t2JcqCxXwcLvue/LALR+gsy//3t9G34T50JXTi/C1fsW28LZ7Dzle1tLBAe/WI0tLRFM7RfjQkazUoUyAG+44QYUFBRgxYoVeOyxx/CHP/wBf/jDH/DYY49hxYoVyMvLw4033ihyS0/iljUtaApHLZ1IA5iJgvY+j1K0qo4otrbEFPGzum48tand/RJgzWXUIrl4dxeAmBf69ysabSNqZvscUYvkqpru5OcPftWGXW0RezY5JjdiLHwVPzVoQ1MP/vl1W9ZLvqlFclVTzMPbEVFx8UeNtiyQUdGomM4m5/O67uTc/d/mDqyr77ZB3hHTpXcAHfX+tDZ2lP23rRH8fW2rDU4r+/V7aWU4fk/gwqXW5d0djZWNmT1QhZL3Vw09qItHFt/c3onFu8M2ZNeJyVsbLKF+XkJ3KjuiuHlNs30lwDYeCvFRZTjeHwe4amWTZad0bJyiJIgf0NncHMGu9tgNl1eF8fK2DlvkHYvOGxxjhvM8c5wfxm1jfVcU137SZF+jc5GIcqptJOZyRXU46by89bMYF7JcniOaMZIib+pdru6IYkdnjL5+nuRC1uUNiGRL68s7lQtdvsIGeZvhQjr6/UlNd7Jn6kNft2FnW8T9TY4gF3ro6zZLh3gB1ku+efLujAC/WdpgSyZlVFXNZ4QR8v68rhutkRj3eGZzB76s77Yl8CR6EnkqqJLQ1XEu9F1rBHd90WLDOynOhVQdZ0uCC/WowEVLre91elQTXEgnA/Crxp6kc+StHV34cHeXLfK2cogX9a4sic9lZUcUf/m0OTslwDqBxo8qw4hAQVQFrvnYJi7UIZYRpifvzc0R7IxnKC6vCuPlbzvcr4bQ2kZiHUpwoYYuFdd+bIdtFK8k0vMTpHKh2+ziQp1R3bLeVKS+v1TGZ01nFFvifqEv6rvx5KZ2tDrRA3D58uX4+c9/jjFjxmT8bfTo0TjvvPOwbNkykVt6Fusbui3fY3e7+SgJRdS0uHddq2XFrmy3liGklwmysanH8hjrOqPxnjLGv6NHgrRYUxu23BfDiryN4PbPWyyT3kqrjZB15F3fFbW8kEdUaxkjlFHU4r1dnZbHKSpv0aSpRze0Wdad3e1ihjvRCDkBI5leVucRACo7BHVHZ1OrxYvbrDsIKi3qt946tOjbTstOq6S8BUSS7jzXv76q3TrpFV4rdYi5Fo9ttEfeIjorKu/lVWHLY6zqEHNSAtoMQP3rv84GFxKU9z1rs8GF0v+ttw5tauqxrN/1XVF0WsgYMWIbV9eELW9ynLaNd3xu3SFUKWgbjRwKkYrGsGrDaavWnGtG5P3uTutcSNQ2ajOE9L75HxvWc1EuBKQH7YzsI6zqNxDXHZN2xwgXen5rh2XnmjBf09pGnffyle86XddvQFx3KrPBhQTl/e8N1hNHKtsjiESNH2CVYRt15nJFtQ1cqF08e1avUlCLrxq6LR3iBViTt5F38p4vWwzrt1B+eiQSQW5uLvPveXl5iEQsNEDwEKyk9Sbww3frcdHkQsPXR6Jiiw9gfZwvbOvA3A1tpnuEGRkndSKnCFTEyor1eualQi9NWovOiLXT+YBYBPDyqUWGr08lQUadXe0WDfcHu7rwj69aDS12ANED0MD37NCdH7xTh2Eh47Xjeo3OM6AC7SKWgsC1nzQL9gBM/7cbuvNFfTfu+qIFrQIsKKICieREI2O0ulkEgNPfqsPBg3IMXy9K1ADrc/m3L1rRL0/gnRQkQYB1/d7RFsH1nzQle44ZgWiwJJFNYAXff7MOPxxXYPh6vQxALVRVtbwO/XtDO6b2E3gnzcjb4hhbulX8+qNGVHUY5116fW+0sGM9/9F79fi1CBcSlDdgfZwvbuvAv9cb50LaqXNjPQeAn75fB5Fz90SDJV0WD64AgF8vbcTvpxnnQnpZDhSszuXi3V14cF2rYfthpB+yFrZwoXfrMKLQnN0x2qrB6lz+cVWz6YMrAHfWyrX13bjzixa0CQy0RwUSM29E3nYEQ+e/XYdDBrP32VrotXTQQlWt84w7v2jFACEuJOY8B6zLe0dbBNdZ4EJGxlgncG8Wvv9WLX40PmT4enN+Amvj/M/GdkwfIMLP0//thm1s7VFx0dJGVLY7yIVs2Ov8WJQLmdJvY/IWcgBOmzYNCxYswE9+8hOUlpam/a2xsRELFizA9OnTRW7pWdixqQWA+9e1Gr5WdPFR1RhZs4pLljUavtZII2QtjC5SPLyxvVPoetGMMCs9rVJxxxcthq8VdVIC9sj7qpVNhq81Q9TsGOOntd3JclgjEJV3FMayX/Rw0+pmw9eaIUF2zOWNAmMEYnOZ6NFiZIyNNpRB7GiL4L+bOwxfHxGUt6rasw794WPzumPk+XaM8e9fGrc5gDgJskPeHREVj25oM3y9XmmOFirs0Z3fLW80fG22bOOTm9qFrhd1+BotJ9HDfWa5kCF5q67L20jJtxZGnZk8vLWjS+j69AwC/evt4kK3fy7ChcSfb4e8r7awnrtlv9fUdmONABfSO8lUi6hNtlGMC6X/2621UmSMQEzHE3073bKNO9oiePob42t6eksH/etV2DOX1wjpTvq/3eJC94hyIUFni4hzkYXOCPDIeuNcSDQDMOYnMDOydPQFP8FTAnoDiMvbjoAOIMiFROUN4/IWcgBec801OPXUU7H//vvjrLPOwrhx4wAAmzZtwn//+180NTXh7rvvFrmlZ9Fog2KLQjTVU1UBt4epdSy75RAShV5jXC3sIOai6BbciAH2LJIiMJO1ZigDz2akLuRuEXNRaE8yNTJNXSKnytiE7qiKfM6hEFpkZ60Uk3cU9InlTsLMJkekf4ldECVBdvS9EUW3YKlG1CbSKwKtn8yIbcy2vI2MMdvyNrJWxza1Dg6IQMahEEbsTh/Q72xwIdExAlnQb40aGHkv7cgYEYWofocFSvvsgjbj08gS47a8Ac2ezIBeZHutNLRvhPv8N+PAJCPvZR+Qd1a4rxl5u2x3+o6foPf/G7HffUW/jdpQIQfgwQcfjOeeew7XXnst7r333rS/TZs2DY8++igOOuggkVt6FnZEckQh6sSwK+otAiPNPbXIirMlLUNI/3q7shxEEBEkagB9sqSTSDRCVhT2yVhaZEV3BLMc3HakAubk7famFhA3itlZK3v/v5sZgCIQ7ZcK9A152xH1FoVwcAzu2x1TGWFZDkQYWc+zLW9DDn4VQo3U7YAZeWfFiSG4VtpRpiwK0TUIcF+/E/1xfYq7GWGiENXvrDh8BddzIEsOAkHOlpW1UrT6RXXfIWRm35gV2ygo72zrt6GMTzULXMiUn8Cp0bAhqjvZ0O/06hf966Oq8cCy0CEgAHDooYdi8eLFWL9+Pd5++228/fbbWL9+PT744AMccsghorcTxsMPP4ypU6eioqICc+fO1T10ZOnSpZg7dy4qKiqSTkojyIagU9P87fb02oWGLlX4kAC70mZFkNoTyatOq4/ip14B3s0ABNKdjl4lQTvaeuVttOej23hnZ2/pllF5Z4P0tqWE77xqFDc39zIfIxvGHlW80bxVrE5ZzyNRYwc1ZEPeqc2XvSrvr1IOonCzRFAEW1siaadGepX01nd6X96f1qTYRo9yocawhgsZKqd2fy5TuZBXAzofVabYRsPBMffXylR99arubG/1Phd6d6e4vLPChXrE1vO+wIUigodG2YFPa7uTttF4xmc2uJBYtlU25L2u3vt+gm0aLuTVDMC6LjE/QTbkvapWzE8gkuwg7ABMoKKiAvvvvz/2339/lJeXo71drPbaDJ5//nlcddVVuOyyy7B48WLMmjUL8+fPx/bt28nrt23bhjPOOAOzZs3C4sWLcemll+KKK67ASy+9pPusbKT2flwTxnetscXcaFaL21FvALgvpa+CV0sEL1ramFyADEVysjDGne0RfBlfzA1nAGZB3jes6u314dW0+JtWNydTpQ0dVJKFjE8VwNL4RserTgwAuCylD5ZX9fufX7clHZWGMj6zEIQAgEXfxvoaelneP/+wIfn/DTkIsiDvRd92oi4uaCN9rdQsZDkAwOMp/fi8uvk+85265P/3qm1cXduNb1tigjaa5ZCNcup7+wAX+s1HvVzIq2Pc1R7F2gQXMrhWZ4MLXd8HuNCfP03hQh7N+ASAJbvjXMhoMDQL+n1pSt8zr66VD69P5ULedLQAMRsOeNvhe96H9cn/71Uu9Op3nahNcCEP+wkWbOzlQl6thvjBOyny9qh+r6ntxrYEFzLo8DUqbyEH4CuvvIKbbrop7bN7770XQ4cOxbBhw3DWWWc56gi8//77cdZZZ+FnP/sZJk6ciNtvvx0VFRXMrL5///vfGDRoEG6//XZMnDgRP/vZz/DDH/4Q9913n+6zGrIQBQWAu7+IEUqjzR6zoTTXreptpGvIa25hLgOK6a/i87oYoTQUycmSvG9eE5tLL2cAPvhVb4NaQxmAWZrL93Yad65lI8sBAK77JLaB8HIG4Js7unqd5w7rtxU8u8W4c82uxvaiuGpFXN4eJr3fNPck30cvr5UPxxtlG5FlNnoAAr2Nso1mfGYjI0wFkiflOW2/reDutbFDJLya5QAA16dwIadtoy1cyMPyvvnTOBfycAbgP7/uG1zo3Z0xZ4tXMz4B4LpV3reNb+/sEnKeZ0vez8QPUDPU7zwLdhEArlrZGH++d+W9tSWSnEMvy/tf8XXIWP9rNSsyT3ChqKoa4mLNWeBCALCzzbgzNVvyvit+uKihDEABeQs5AO+++25UVlYm//3ZZ5/h+uuvx4wZM3D22Wfj7bffxt///neRWxpGOBzGZ599hnnz5qV9Pm/ePKxcuZL8zscff5xx/RFHHIE1a9agu5t/qlZjl/nF56kj+mF6/6Cp776+PbaQG+3lYLZR6vdH5+OhQ8vMfRkQzK4zP5dbfzTY9He3tcQmx1gkx/wY7z+4FEcOzTX13de+E4uKmZX34UNy8cJR/c19GRAyilbm8sv5Faa/mygTNBaZNz/GP88sxg/HFZj6buJkY6czwqb1D2LJyeWmvgsAVR3GI8pW5vKjk8tRaHJn+3G8TNCIvK1kOVw2tRC/3afQ1Hd3thtfgwDzm9oRhX6sP3OQqe8CwNYW45nnVuT9yrEDMLzQb+q7H+yKOfgNldZayBY5b68Q/jyz2NR3E481qt9m57IoqGDHj83bxkTZmNP2+8l5/bDvAHNc6FUB26ha4EKnjsrHP23gQk7bHStcaItL8r7v4FJ8zyQXen17wmll7Hqze7HDhuTixaNt4EIOy3utBS60rt6d9fxPM4txlkkutCbJhYxdbzagM7VfEEstcKHKBBdyWN5LTy5HUdAiFzISDLXIhX43xRwX2tUeFXq+WS40vNCPDTZwIaf3ja8cOwAjTHKhDxNcyOG+s+dODOHmWSWmvpsYmVE5mp3LwoA1LpS0jQ7L+4l5/bCfRS5kd6Wg0CEgmzdvxumnn57898KFC9GvXz88++yzyM3NRSAQwPPPP4+rr75a5LaGUFdXh0gkgoEDB6Z9PnDgQFRXV5Pfqa6uxmGHHZZxfU9PD+rq6jBoEHuRqGrugNkK6YaqXZie78dnEBf27vYornt/K0qDKgA+keqJROKeXnGjEW5rQUlLPYB84e8CwPde2I6bJoTRHdX/vtm5DCgqKrdtxoRQHja2iX//7A/qcX9tJ2oaA9B71SstyLuppgp7BxW8gxxT37/i3a0YH9KXNwC0hXtgRt6RzjbkNTYAMEfW5jy7A/dM7kJbOE/3+Vbmsnb7VuxfkotVTeKG8cbVzShqr0Flow/Q0T0r+t1aX4txPmPyonDxW9twYFkEQJ7utS2dYZgaZ3cnfDXbYFbeM5/djX9P70RzR67u863MZd3Ob3FAaRDv1AqZIgDAk5vasZfSgJ0dzsq7vakeYwvMy/v8N7bhxIoeGFlra1s6YWac/kg3WnZuQYE/H+0R8fXhwBer8eT0DjS25QDg654V/W7YvR0zCwPY3ipuG5dXhXHb4q2ItbDjr7XNHV2mx9jR3IiKoDH9pHDmK9/i/BHdMCJvs3MZRBS7t23GoNw8VHaJf//412vxyNRO1DcHoSdvS1yoehem5/mxxgQXqu6IcaF+RrlQD2CKC7W3oKTVPBc68oXt+NOEMMIGuJBZefvjXGhiKA8bTHChcz9sQEfdbkNcyIq8E1zobQtcaIIbXKjBPBc6UIALWZnL2u1bMbMkF5+Y4EJ/+rQZJR3GuJCV9dwqF/rNW9twkFEuZHZNt4MLTetEc6c+F7Iyl3U7v8XsEnNc6Olv2jHJZ4wLVVsYY1tjveG9CoWfv7ENJxvkQtUWuFDzzi0I+fPRZoILzXmxGk8Y5EJW9Ls+zoW+M8GFVlSHccvirfEqA/5aa1pvAHS2NKI81zwXOmPRt/jlSGNcyOxcBpUYFxqSm4ddJrjQiW/U4uGpnagzwIWs6Hdj3C/0qQkuVNtpnAtFItF4UEX/3Rf6JZ2dnSgo6F1E33vvPRxxxBHIzY0NaMqUKdi5c6fILT2LdkVfSKzElbEjhmHikAGmn33Pthx83q3vdY8oPqg6QmaNsbysBDP3Gm1meACAVU1+PFRjLGpuZC6DxJuYH/Bh/PjxGF5qjpgDwNUb8tGdE9K9rsOCvEcNG4y9h5uP1v7zuxws7TAWZenRUVlqHgGgf3ERZk4aZ4Iux7C1w4f7q8oQVvXvYGUuJ08ch1H9zUUYAeCaDbloDRTpXmf2nQSA4YPLMWXkENGhJbFgZxBvtJYaujbq44/Tz5jH0lABJk8cj5IccxJviSi4Y3sJIj59MmplLvcaNxqjB5qLMALAHzfmolrRl7eVd3JI+QBMGzNMdGhJLNwdxHONxtZKI+Ok5rIoPxfjx49HRYH45iGBG7cWIerXJ/ZW5nL86JEYN6if6NCSuGVzDrao+tl5ER29Adjv5OABZdhv/EjRoSXxZk0AC2rtkzc1lwU5AYwfPx5DisxtxADgD5sKEA3q21az7yQQ50JDrXGhNQa4kKr4EDHNhYoxc6J5LrRagAuZnct8v3UudNWGfISD+lzICvcdNXQw9h5hjQstMciFIha5kM8kGdqW4EIG2JSVuZw8wRoXunpDLloMcCEr+j18cDmmjDLPhR7fGcTrBrlQxM8fJ0uepYUF2HvieJTlmhN4a0TBHTtKEFH0bauVudxr7GiMscCFrtuYiyqfPdyX9U4OLR+A6WPNc6FndwfxbB/hQmpA37Zamcvxo0ZivAUudNvmHGw2wIV6LHChQRa50Fu1ATxWZ5+fgJrLUIILFVvjQmqOs1xojA1+ISNcKAofIgb26YCgA3Do0KFYs2YNgFg24Pr169NKbOvr65GXZ85TrIf+/fvD7/ejpqYm7fOamhqUl9Pp3eXl5eT1gUAA/fvzSwCM9MUoZKRrB3wKKvJNn68CAHhpW6fuNUbKA1lj9PuAslyfpb4yRsYImJ/LhHOjPN9cmjQANHerydIxHow092TKW3FH3oB+aRv7nYy9lwPyzI/zje2dhvpaWZtLoNzCXIajsXHqwap+WxkjYFzezTrjzPcrpA4H4sOrsKA7K6rDyVJgHizNpWJtjADwyncG5G1Rv92St5EeI9Q47ZD3xqYebGjSr7+zqt9urJVW3km/T0F5gbUxvvytQdtoci4T8rZiGys7osnSMR7MvpOAe7bRSGkMb4yluT4mcTcCw1zIpLz9Nsi7pVvF+0a4UB/gvoB+aRmPC/ktcqE3t3caKq2zNpfW5N1tlAv1EdvYZIALUTqc4EdWbOPK6nCyFJgHS3Pps86FFhmwO5Zto0vytmobKwrMz+Wmph583WiAC1nUb6vyNjKXensIgCNvF/U7m36Cqo4oVlbrc6Fs67eRuRQpnReS7JlnnonHHnsMP/jBD3DaaaehrKwMxxxzTPLvn376KcaNGydyS8PIycnB9OnT8f7776d9/v7772P27Nnkd2bNmkVev++++yIY5HtyU48DZ6GQwRgDCjDAoqCNwAgBYY0x6AN8ijUSZBRG5jIUyBxHMB7SG+jGGA2cCsubSzfkDUDXAUfNIxAj5oC359KvAIqiYGCe83Np9p0EgKACDHRJ3npzmRdQQA0zIW8v6zcQG6eX30kgpt8DLZIgo9CbS58S2+hoEXRT3hbmMhaE8L5+FwYUuDBM03Ppqm20Mpc+uCJvI4Ep9jvpIhcyIO+scyEL3NcteQP6PQCZNie+fHrFNlJz6VNi76RXbCNPv93ga4D+XOb6FQQUyjbG/utl/QbiXMgFnmFVv12Tt85cKgAK/MRaqXiL+7LnUsEAN+RtUb8Lgz6Sc9oNs3PpNT8Bey7dkbdIi0+h0Vx66aW49NJLsWvXLgwbNgxPPPEESkpiKYkNDQ1YtmwZjj32WKHBiuCiiy7CU089hQULFmDDhg248sorUVlZiXPOOQcAcMEFF+CCCy5IXn/OOedg9+7duOqqq7BhwwYsWLAATz31FH7961/bMh5eFDTESK0rsJJyZwKsprKJRZIaj9tjBOhxJvSINR6vzGVfkHdiGAXE370i72AfkbffQ/LO8ytJA5iKxNCpcXpF3kBMx70u76BPQb5fIQu+siHvACFvP0e/swHeXHpFd3jruaIoKCCInFd0J/GR13XHS2sl750EPM6FdPTbK3PZJ7hQXN5eto16XIg1x06BN5deWYPy/HT5nZ8jb7fnEeBzdK/MJS/jM9dPl1u7PZcxLpT5uV9Hd9yWODu7jj1nXlsrvWIbeRmfXtEdJhfykLwTECqS9/v9uPbaa3Httddm/K2srAybNm2ybWAUvv/976O+vh633347qqqqMGnSJDzzzDMYMWIEAGDHjh1p148aNQrPPPMMrrnmGjz66KMYNGgQbrvtNpx88sm2jIel2EEfQG8XY9+xciKlKEKcjTcQyyDSwu0xJp6pRWLxyWcoh5fmMo8RIfHKGBObHGqc2ZA3Nc5E9NYr8ubpt1fkneun+wAmdIfS74KAN/QbiL2X1BgT3/GC7vh9sczUPL+SUWro9hjzGCXfCf2mIrU+JUZ6TR6qZwrMtVKh30nAO/qdsI3UXGZjraTWQ7+ObQy5rOO8tdJPZOUkvuMF/U5yIY/Im8uFPGJ3+oJ+szZVQY/Jm8eFeHPZ5gH9Dije4WuUfQZS5E2MM9fv7jwCOlzII/rNs42KEguIauct5PI7mRcA6QDkcSEFse8YyRi3C31Z3omP8wMKoOkekZW1ktBhr/kJePJm1Z1mYy4BQQegF/Dzn/8cP//5z8m/vfrqqxmfHXzwwVi8eLEjY+Gl9rIcum5HSXilWABNgrIRFSNTe+PDyGUskl6Zy9hCTn8nK1ExJTMNmLfJ8Yq8E2PsC/LO9Yi8c5MZgOkC521yrPS6MgteuwQWCfKSvIGYs7VD03bBff0GnfHJ0Z2gD+hxkfAC/BKiviRvLbIh7xxBeQNsx4FTYM6lokBhrDdekXef4EJ9yDZ6Rb/zArGecNrNfl+QN4+vAd6Sd44v5ljRbl+zwX1pLpRYzz3OhfqUbSQcgF6pftHhQm6jL3OhgIe4UK4fyOHIlMmFXChfTgVP3qxgaDbsDmDCAdjZ2YlFixbhs88+Q3NzM6LRdOuqKAruu+8+2wboZbCE5leAAEuxgz4ABpr32YRCZhSUlxHm7hgBOlqrF/X2ylzyo97ujjGRFt+jeSSPUGYllZt4Ju+dBNyfS5Z+B5RERhjQqXUIuTzGfEYZBG+TQ5WQOg1qLv1Kb2Yd+R2P6HdqFLQxrM0AdHeMuX4FRNub3owwiiApCiIZ2zNnwVwruVFv7+g3QK/pbr+TeQx587IcACDH5Y0Okwv5aAcm4D39pqshPMaFWBmfXplLbnZ8FriQoqBbs/bx9LuvcCG35c1cK7nZ8S7bxoCCANHHPzGFvN65boKay0TPR6/sI3jyBui5dPudzPUrdPVLCl/TIuhT0KNmP2sNiDmDWPL2kn4D3vAT6MqbyYXc1XH2XCpMJ2U2eAYg6ADcsWMHTjzxRGzbtg0lJSVobm5GWVkZGhsbEY1G0b9/f4RCIafG6jnwUj1ZGUIs4uQUeKn7ALsMwk3kMrIcvJcRZmZT6/ZcxqJi2pOAgpySErcjJAC/l4NX5pInbyA219p5dlu/cxk94Xj6nY02cdRc8rIUAe+slX5OBoHb76Rez8dc0nkAKFFkpmg4CF4JEStb2iv6zQ2OeSTLITE0lm10e2PLL3NifMcj+s0Llrj9Tub4GJkrOvL2Chfy87hvVrhQZtY2T79Z8+skSC7Esd+s7zgJfS6UOc/ZsI0UF+JlADL69TsKU1zII/LmZcd7xTYGdOQdcdnPYqqVkEfWc73WUW7CjLwB97M+eT4Xr+h3AkJTc/3116O+vh5vvfUWVq9eDVVV8eijj2LXrl344x//iPz8fLz00ktOjdVzKDKT2uv6Qs5ONwcYWQ5ZcWJkfh7UiXq7neWgd6IyNZ5spMVTrx5vIc9GFJQue2GPEchG42u2vAFWFDQLpJcnb052gZug5pI3RsA7ayVX3tlYKzny9kqWQ18oEWTpN7ddQhacGFx5Uw5fxf1G51wu5BH9DpmRd5ZaeGihZxvddlzpcSEvlIyxs2d7/575N2+slbwevoB31sqkbfTKPoJcK2P/pWyj29lBAIMLKXz99oq8+dnxHts3MvSb1Z/fKbB1h1f94o0xes5PIMiFfArAqLp1DKbknaUSYCEXygcffIDzzjsPM2fOhM/X+9Xc3FxceumlmDNnDq6++mrbB+lVmMkIowTt5KnqLIcQr7yWKoNw0tmWbyKLCaD7ATgJ3slYgHGjyIqQ24FY35vMZ/o5JMjtCEnQB+QQc9Cbuk9/z+251M0YMWgUndTv3h6A6fDzNjkeyXLoLc2hv+P2XPYF/c5n6DfPiZHjc5vymmsa7zX9NrqpdXQ9Z9lGnrz93pK3CBdyfC4pLsQ5fIrlYHUKeQG+vL1S8m2mssR1LsS0jbzgmHPjoRBQ+Jlp7PY3HlkrOY4rr8g7MUZWdrzbILlQX5G3YEaYk3wtn5kRFn82Yx/rtkOIVw3BO8RLi2xyX6PJDo5yXxN+gkR/UjdhpvrF7blMQGj5a2trw6hRowAAOTk5AICWlpbk3w888EB89NFH9o3O4+DVzft9CkkmqGhfyEErFCOUmZ/zGmdSjjUnI2V6nn2W0rhf5iSeQUB9p9BJeetExejGuO7OY368Nw9rHOwyJ3d1h5kxwjE4but3foAf9fbKISDUXOrJ2+251MsA9IJ+s3oA8ns+ZoP0Zg4y0fPRK/Jm6Tev3NL19Zyh33rydhvs7DqFmR3v9lyy+qVyuRCnpNAJ6GW1eKfkmy1vwBu2kZkdz7HfrnMhpv1OyJv+HjVvTvYvZK6VHrKNrIxPnjM1Kz0AuVyI/o7bc8na2/Lk7TY/1+sJ5+X+14mejyLyzgoX4tjGbHBfUfsd9ClQXCa/PC6kMGTu9lwmIPSEwYMHo7KyEgAQCoVQVlaGtWvXJv++fft2BIOsg473PPBOvgOMe82dTPfN8yvJ8aRCr4Qo4zMH30V2bX/v37XwKSAXfydhpk8Ctfg7Ke9cP23kkobbA1HvRG8eLfSi3tTCmY0oKFfeLus3qwcgr+cjtR44Cb9CO/F55UOA+3NpJurtvn7zT75jlXx7IQrKK8UC3J9L3QxAg/pd4LT95vR8zCOypYOK4nrYW3etNChbp20jrTtseZMbjmxkMSXXyszvKHDf6du3uRB7jNnhQmz9ZtlGauysddUO2FUNkU399oK8fWa5kOu2ke/gJ7PjXd/bmpO3+1yIcvjG/itSApxVLmTwwCRnuRAtbx5fC3goA5DvPHdX3gkIHQIyZ84cvPfee7jiiisAACeddBLuu+8+BAIBRKNR/OMf/8DRRx/tyEC9CF6qJxAzis3d6Z3Xi4jvONkAMtcP+tRITpSEUrJYVqAzXeR1s1oYTiuvKDbPcUV9x8kGr6yod2+5JXsBTftMAXocOjQgJm/qmWx5A/zF3wnoypsYp9v6neenN3+8d9LtzSKrjNHPIWqA+3Opu557Qr+BSDTzc16pRmytdG79pkA3to99lsiO747qf6fIyawWvZPvDB6Y5OTGmxX15pFer9rGZhjgQg7bRkpU3HYJzOCKg1yIGCOv1NJT8uY4rtzWbyYX4thv0k4pQMShpZOVtaZnG8kWKlnkQt6wjaxs6d6/a+F2BiD7UCe+vN2eSz39prKt3N/bKogSJ/ry+LlXgqGJ9TyRBdilOZjE7blkZQ/zsilziffYyQMlWZWCPL7mFXkD6Ry9CdoT093V7+SYRC6+8MIL8f7776OzsxN5eXm44YYbsG3bNtx8880AgIMPPhi33nqrIwP1IljNHv2cRZJK43W67CVmcDSnwnLKa9mk1xnkMzLCuKUaiuKp5p6AgLwdDDsyM0Y4JQas63scYr35AYU8iVYvKkaN08lXwDZ5O1z2wj8ZK/M72SG9xDg4+g24f+iGnryNlr04rd9asgiknphO/c3dtdKn6Due8/wKuqPp6wtZQuQg6U2U32kDHaIZI0461PN1Mrrp/mHul73oNY33hG0M6HEhY/J2Mmson5nVEvsvy4nhHS4U+69ReTuaIcTol8pvh5J5n6DPuZND2Xyt9+8UeCeDOwGmvHk9AD3CfXmJBG733jcr7wKXdUePC9HczP32GNogIsDnvm5zIYDmrKnTkutX0BXR50LO+wkyg7LCttHBuWX1AOT6MjzkJwgI2kYn18oEhByAkydPxuTJk5P/Li0txYsvvojGxkb4/X4UFRXZPkAvg/bsI0m+vVACrHcylhc2ObE+RwSh4S0+LjTI1MJMRpjb8s7XiZJQY6T6MwV9QIdDpJdZtqoT9fbKce687NlslPhT08Ujam43jM9n6HfiHQj4aEeM0f6kdkG3sb0HyiDy/QraFLGot9vyZmV8pm588vwKWjTZ8bTuOLthDPiAHs06x4t68xwKToAd9WavlW7LG2Af8uM5LsQLRDAyCLRwMtOKnbXGdmJko6erXeXzTup3PquyROn9uxasno+dDgVDc/20E4pXOh/7uyPDYYLJhXhlbW5z3wBf3pSDwO2DBFl9SBN6w8qOp9vfZIELcZwYRg9Rsgv5fgUdPoILcfXbseGQYB9coaRdo82Od30fEefo3ZpxcLNnDVaT2QXWeQbcakaP+AkSPR8Bb/gJkuOy4yalpaX/c86/HB+9+UsljHTjTMr762wkhy5r4Hn23d3kFAYZGUJ6UW/HRkSjlGE9kqeMeUDehQx586Leept1u1EUZCzkOk5pt/v3ljHkzXNUZkPe9Ml3sf8albeTU1vIkLc2I0wLipw7+V4y9ZsTYaQPDrB1WGlgyTvIWYPcXitZ67k26k19TwtnbaNOxojhbGnbh5aEnn6znFZu7nOCPlpOQQ/Km9eKwGi2dHb0O/ZfNhdy1ziy18rYf70gb+Zc6mQIZX5m+9CSiPHzzM95m9qAAvhclndf5kK8Mbp9KERhkH8wDWC83NLJgxnLcvlcyGigMStrJTfD192MML29LeCNtbKIydk4fgIycGH3yHphRr/d5r4BpW9woQSExfXNN9/gF7/4BSZNmoSBAwfiww8/BADU1dXhoosuwqpVq2wfpBcRYmxqUwVN9oQjUz2dda7xxmk0ouyoYgfonnC8KKjbqb0KgOIc+oG9ze0z/0alAzspb9Z7yYuKZUPevFOAqWcroJ1UTr4CpQwS1OuYzvybV/Sb3wcl83on5R0KGMgIIwll5mdOOjZYm1peIIIXzXcCbLsTJ+aMMbrqANTJ+AQYUVCXGyGHgj5G9mzsv8ZLQp3Vbyqrhb+pdffUZyP6TfaEc32t9HGrIYzbRm/JOxs9AEuYXIjN2bLChYjb80+FzbzeaXnzdIf5bJcFrsuFDOq3o+s540RlbhYTdb2DcxtiyDv1M6PBUCeTF9n6Hfuv0WCJ41xI0H67zYWMyNtoqxtndcfHsDux/xrNjnd0rQywqp1i/6X9BC5zIUZQOajw5e22bUxAaD+1du1azJs3D++//z5mzpyJSEpjjP79++Prr7/GI488YvsgvQiWNzpViYyefOdkrTfzhRSMijnbYNjHNcTsTa17mp3P6CcDpERrDW5qnZR3oW5Wi7FF21nD7eP2j6D6Vzl1IAkPLBLEi4JSp3I62RiXRTD0omJGPrMLevoNGHeuOYnCoE45tWESZPvQkmBtGP06RM1dEsTXb4BVupr5GZX5YBd010qDhwQ4uWHUy6aknRjuegdYjjW/jrxd50I6PeEMy9th/eafAkyP0U397u0rnQkeZ3OdCzHkzT9cjr95sxshAxlCWmSDC5WyuBBH3pSTyEkuxLKNvMPlssKF9KohPFDmz1rT9fZkWjg57iJG4MkvyNechFl5U1zIad2hKw0S+4jM7+hV9dgNvTGyDrh0U+LMjG49v5DLtjEBoSfceOONqKiowKpVq3DXXXdB1ZzAc8QRR2DlypW2DtALoF4gtje690NKaajUartSPclxshZyXu8OBw0QNUa9KAn1bCd7S1AIKPRGL7XnI5Xa67a8QwGdrBaDfczsWsjpd5JvuCn4FXcdvgD7HeOVOVHNmu0iHdRdikzot5PyphAK8jN8AZA9lpyMcLPfy8zPE+Og5e3yBiLAymJiO3xZJ7zZAdY8kqd8p3xGzTPlEHJyLkOMnjK8HoC0bXTafrP1lfVOurlS6mUxAV7hQowMIUF5OxocY+h3sl8q8TcnN4YU/Ar7tNxeLpT5PSflTYGZTcmRt/tciNZvfS7kLvIZk8A7cMFtLsQsr+Xtdag+7g5XQ/g51S8AMg6EiI3JXRvOrCTilNdSDgunEwl4PV3dto1sPwFf3tT+lsr+crLk20w2JXVwhZP6HdLZ65CHa7iQRZf2PJ3qNsB9PwEPQkvdihUr8LOf/QwlJSVkls7w4cNRWVlp2+C8gvL8zGlinjCWMi/tRKhueCjTUtrlzBpcQKSRMqIkvCjo6OLMNCa7Fh9yjDplytS7NrjA79hCTlUCKop+tJBS/PElmXNp16JEzaV+XytC3kXuypu18eY5mQcV+B1lvfRBKPQDg5yI0+iiTP22qxEtay5Fs1oo/aZIihmw9FsvClrbmXmcm5PmbyCxphcEFDLbg1deS8rb4bVS9BTB0UUBx+aSZXP05F3dnilvavNtl2+DXiv5/VLpuaT029m1ks6mjL+TDP12KmlpYF7mYHL9+llM1IFSIwoz59KuA3Ro3aHlLW4bbRgg7ONCgxzkQpRcfYp+GwlqnikuZFdwgiVvW7iQw/rNc2LQ9/E7mvHJOhSOAi87fnQxZRstDS0JEXnz1/NMedvlZ2Hz88xr02xjh7tciNrf6vFKiguNIrmQDQOEKBfi8TXnbKMI903Vb0re1OFIzr6XOrbRoH47bRu58qbG6CD3HWCSC1EO/pGE7jh5mGACwuLKzc1l/q26upr7974KqjdULAqaeW1qxHFXWybrpb5j12lOgwoyXyImoeREQccQDoJ+xMtuBtQYWV5zXvRoSMiP0lxnFKSElLe+06qa2OUUE/eyK2JPzqVOD0Dq2WMJYk6RAjOgxljEiHrzHCdDC/wocmhBDCjsZtvk9fGpoRz8QwkHfwGVhmACIvrNlXdxIOO3URt7MyDHGGBlMbHlWZ7vIzMI7CJvxYSVVhRW/63Yf6nhUmulXb07WPpNjZHXNH5cSSDD4UllbJgB/U7q6/fO9sy10skIdwXRoFWvRxhLd7RglceJgqXfvOxZinCPKvSjP6Nnl1VQvcD8Ch38Sh03xYWo9d6ukm8hLsSR9xhik9OfSmc0Abb9pmwRxzaG/CRnsQPUfX0K/+RaAKjxCheyQb+d5UL62bNaDCnwo4j4YXbMpE+hN9IsMfG40DCKC9nk8GXuIzh7Mup3jS0OZKyh1MbeDOzS7wF5Pkcrnii99Cl0hVtiGJRNorgQxbPMgCVvaowJeVP76nHFAZRr1m+7nJQVAvJOnb+dpG3MvL9d3JfkQib6Z1JrZYlNvIMpb47znBr/yCI/+tukz1pQfiGfwsqO53Mht0u+ExCamWnTpuHNN98k/9bd3Y3nnnsOM2fOtGVgXgLLIUQJLVVxqU1Ov1wfJqQ4XA6syOGmnJ8+Jj9J5vP9Ck4cmce8lrXJoUh18th5alNb5Me1+xWnfXb5VP4pzwdW5CT//w/G5jOvYzmEyNNKOe//0JAfv52SPqbrZhQzro7huBF5SQIyqsiP2eU55HUs0ks24k2VN6HYAHBAynMmlQa4C9Ixw/MwJB79CPqA748Wm8vCoI/xXrKjoGOLA/jbgSVpn/1pZknGdak4dHCvo//YgT3M65jvJNVTQkfePxlfkHbNb/Yp5I7xhBF5KIx/YXCBL23MqSjJ8SFK9NVRGCQo8Rklb5+i4JjhvTo6uMCH6QOCzDHuPzCIsfFNpk8B5o9hy5ueS1revCyHMcUB/GtuWdpnfz2glPlcADh8SG7SAXb08Dym02MQMcZChrx5frKhIT+OHt4rPwD40fgC7hhPGZWP4vhN++X68L2htLx9Ch3RBPinJlOR2sKgD2eN6x1XUVDBCSPYa/TIQj8ml/Wu/zzdoefSR67nPP0eUxzA3w4sTfvsoUP6MZ8LAEcOzU3astnlOWTmG0BvlnL8sf9pwdPv4qCCKf2CGJSy2T52OHseAeC00fnJPp3FQQXHceadKrEI+hTmSYEA0EFEaoeE/LhocmHKtcC5E0PM5xYEFMxI0X+ebaT0myXvhN2hMsKGhvz4o8YW3qmRvxZHD8tN6ujepQFM7UevWVRfVL9CyztVv6m1sjRHwUQNF+JlU54+Jj/5vuX7FRzRX9DuBGh5J8trCbM8pjiAP2q40O+n2cSFiDEWMeTN44hDQ35cPCXdFmrHrMVxI/KSGTIjC/1pHCUVlLx9iqJ7KMEOBhdKnZuJRGAiFUeLcCFKdwL0OHnZ8WOL/Rm68mcBLnSGoH6HTMr7R+ML0vYaqWsShRNHpnOh/Uto+ZTkKFAZXIjyMSemkNrU+hQlbQ0flO/DfgPo9wwA9huQzoXO4HAhloOfJ29K98cU+/HPQ9NtodZWapHKhY4alosyRiICy37r7Ru1GBry48iheWkB8FTOQcEoF1JAZ8oBrFN0Y/+lHPxFQV8aRysKKjhhJFuGwzVciKc7TC7EkTflNB1THMBfD0jX538eWpZxXSq+l8KFZg3MwfC8TB4IAAMIjpHjo/UmVd5amlEYULBPWTAtC+4YHS50+pj8JCcvCipc7tSPGqefwYXi/KKDkezw65R1J6AA53G4UL7fOBcS8hPE5c3iQlpfhnavq8XRw/OSXGgvM1xIR94UFyoKKtirtFcXDijP4QaB5qdwoTw/cPIo/vvBAtGyno3LLrsMp59+Oi6++GKcdtppAIDKykq88847+Nvf/oZvvvkGd911l6mBeBk0CWL0j0h5CUtzfKhK2TQOzPNBURT8a24Zrl/VjKAC3Dy7BG/v6GI+++G5/dDRo2JldRdGFQXw/s4uLPq2k7yW2ozl+xVuXxOq91Yo6MMFe4ews60H6+p7cO5eITK6k8C9B5XiJxNCWFMbRndUxd5lQfx3cwd57WBGlKSbWFN5GUIjCv0YVRTAg4eU4d/r2zC5XwC/mBTCTaubmd956oj+2NkWwaambswYmIMLFjeQ17HkXUA6KXs/Y0U37zmoFH/4uAndKnDT/sXY0MjeuDwxrx9UAMsqwxga8mFdQw+e3yowlwG+vKn+0YMLfPjRuBA2N/dgVXU35o/Nx/T+bKfVpVMLcd2MEqyt70ZLOIoBzd/hvfoAughOyR5j5rvKk/foogD65fnx78P74b4vWzG6yI9Lpxbh5W303ADAE0f0R3VHBF81dGNa/xz88ZMm8rqSHAW72+nO2jk+JcMRkDA0rAX6ttkl8ClAcziKP+5XjFZO1+7/HtkfZTk+LKsKY0CeDzWdUSzcYlzehQGF27OTSlYZU+THXqUBXD6tB4t3deHYEXk4ZDCbmJ80Mg8L5vXH+sZu1HREMaciB5OfqQT1Ng2iypyCCp1VwJH32OIA8gMKFszrh9s/b8GgfD+u268YFy6ldRYA/nN4PzR0RfF5XRh7lwVx35eteHtn5tpaHFQy+tcmYKYH1PUzitEZUbG7PYIrphWRJ3olsPB7/TG+JIDlVWEUBhVs/+47vF5Dr60sedMHAcT+SzlaxxT5MSTkx/UzivH6d504dHAujucEkvbpF8SzRw3A5qYe7GjrwZxBuZj7UjV5LR0sYb2TbHmPKwnA71Pw2OH98KdPm1Gc48Ots0tw79pW5nceOawfWrqjWF0TxviSIJ7Z3I7XvqNtI2tt5mW7hAnb6FMUXD6tCHWdEWxtieDX+xSSkf8EnvlefxxUkYNVNd3wK7EsASHbyFjPeXM5rDBGWm8/oAQLN3dgxsAgzhpXgEuXN5LX5/sV/N/3BuDblh5sbenB7PJcnPZWLXktKxhK603vZyU5Cjo6euezf24vF7ouhQu9S+hrAlou9Mxn3+HdOlp3WCX+5DjjH1FcqDDJhSL4sr4b5+wVIjMfErjnoFL8dEIIn9WGEY6qmCzKhQJKxoYQ4K9BCS70j0PK8Oj6NuxdFsAv9g7hT5/yudCutgg2NnVjvwE5uHAJiwv5AKQbdp/CWid7P2P1L0pwoXAUuHH/YmxqYnOhJy1yocKgjytvCkNCfpw1rgDfNHdjVXU3Th/D50K/3acQN84swZf13WgOR3FgRQ5e3taBTiEuxJ9LLUYX+2Nc6LAYFxpV5Mfl04rw+ndsLvT4vHQudMm727GKoEMlOT7UEoEuIMaFwlFBLnRAjAs1haO4dr9iMlMwgf8e2R/9c3u5UG1nFM+IcCEdebOCY5PKgrh8WhEW7+rCMSPymIFiIBZUfuKIGBeq7ojioIoc7LNQgAsFFHLfaIgLHd4Pf41zoetnFOPXAlzofhYX4mSvky054uNkSfG6/YrR0RPjQr+fVsQ8SA8Anv1ef0woCWBFdRihgAKfouAZgbWyMMhfzylHzOhiP4aF/LhhRjFei3OhmJOSnsu9SwNYmMKFDqzIxZxnd5DXUtlvPoXulcfL+EzlQjetjnGhW2aV4MGv2Fzo4bnpXGjh5na8vp3mQqwWVLS8Y//V6j0Q40KXTStCXVcUW5p7cNFkPhf675H9cejgXi40SJQL6cibwvCQH1P6BXHHASV4JsmFQrhsOb0XzPUD/3dk/zQudPrbxrlQzC/E39uW5ChoS1kHS3MUKIqCfx4a8wsFFOAvs0rwwS42F/rX3H7ojHOhkUUBLN7dhZe20fLmQcgBOG/ePDz00EO44oor8MQTTwAAfvWrX0FVVZSUlOCf//wnDjjgAOFBeB1UirRf0T8J6Q/7FePijxqT/7734FIAwLT+OXjx6AHJz3kOQCC2STlsSGzDlutnX0uVnikKvWFMGOw5FbnI8QHhuM1PRFmLgj7cNac3MtJGeejiSBDWfePRvR4qnSqOCoKYFwYV0nmUqkcnjsxLOj5DAQUnjIiN84fjCvBDnWhYKoaG/MkyTVaKLb3JoY10T4oj4bdTivDT9+uT/34gLu8JpUEsPKpX3ltb6Ogr0LtQzB0SIyHfNLMJMlWawjSK8fuOLwmgOEdBczg27lg0U0FeALh5VinzWanoib8KU+KRkU0tsWgh1duAIkGFDIdQqrx/OqEACza2x8auAOfuFYssnTgyHyemRBX10uLL8/0oz+fLuzjHR2brArH+fVT/KgA4b1IIL6Q4IP8yKxZZGlkUwFNH9E9+vng3W2dz/bESv0PipLOlmn2tyFwm5F2a68PQAn/y903rH0waqGv3Kwb2Yz4uiYSt2qs0iL1Ke8dNgSqPy/XRDt9UeV8ypRB3pzh7Lo9n2cwbmod5Q41Ht8pyfSlrJVu/WUsU5eRPREHPHFuAe75MGWM8K7qiwI9HD+vNIlhb380cX44/ZuznDIrJu4rmkgDY8uY51xRFweSyANY1xNaNkYUx559PUfC7qUX4nU4mNwBE4pMztiSQbA+Qy2BZrLWSahqf+tGN+xfj+lW9Doqb47ozuyIXrxw7sPdCHf0uCurLuzjIbvzNc64dOyIfl6/oJYrnxdegslwf/pGSNcLK/AZic6koCmbGM6zqKM9AHCx502Ps/f8HD8rB0sowgJhjbdbAHCiKgvMnFeL8SfzMIKDXho0sCmBkvCeWiG2MOYT48r5Gw4Xui9vGqRou9B7HAQhouBDHKcbkQpyMkQM1XOjUUfnxe/lw55zS5PXtPWwulPjT9DgXinC4EEveFNVK7U160sg8vJzChU6K28MfjCvADwS40JBQbG0A2BnRLP32EYa3O+W3XjylCD95r5cL3R+X9/iSIJ75Xq+8twlwoc3N7GsrGIEnHhcaVxxASY6CpjgXOswMF4r/5H1SskRy/QrpTDbLhX42oQCPpXCh8/aK6fQJI/O5GVZapHKhHB/9Xpbk+FBF9GcF+E7oc/cK4bkU5+yfZ8aybkYUBvBkChdaIsCFPqkOM68dxOK+nAyhkhwFw0L+ZHbq1H7B5MEVjnAhIhoX9DHWoJSPfjelEHelcKErpsds9uFD83B4ChfS475pXIih38U5PkQYwVDee3nG2II0vnbZ1Ng7qeVC63hcyBfjQgdWxPc6TexrxWxjLxfap18QX8bHMKIw5vzzKQoumVqESwxwoYS8U7kQS3eocmc/Y/+dqkt/2r8Yf0zhQrfMjnGhWeUaLqQDI1yoiMOFeH6CY4fn4/LlTUnHb6LqoSzXhwcP6fUTUJnACUTVdC5Uz+FCLD+BXjD00MG5yf1W/1wfZpfnQlEU/HxSIX5uhAvFlz6zXMjP4hgpH129bzF+k8KFHojP39T+OXghhQt9yFkrgZjNnhuX90rOWsmDkAMQAObPn4/jjz8e7733HrZs2YJoNIrRo0dj3rx5KCrSV6i+CFaWA5090PvZ6WPysaIqjCWVXThpZD6OGmYuTTMVrJexKKgwDQLPa16a68M9B5Xhr581Y2jIzyyj5TVC1jr8Ar5YPwEq2EfX9vvgV/gnX924fwlqO6Oo7ojgD/sWk72IRMFzEGjhYyyb3Slr2DHD83D+XiG8saMTRwzJxeljaDIu0nOC1weAMjgBH4NQxj/K9St48OAy3Li6GaU5vuTGWwQ9BGHI8ytoJqOgdNmLXtT7imlF+K41gm9bevC7qUXJjYoV8OQdYezpYuUatMGfU5GD300pxPNbOzC7PAc/m0DLm9eeSStfXj9QVk8ZkmDEP/IpCh44pBRXrWxCrl/RLQWkQG1i2UYx83NWxkiq4f71PoVY39iDrxq68YtJIexVys66MAqe4aac1QBNghJkbe+yWDng45vasE9ZEBdOpssdRNpx8ZYxlu7w5A0Ad88pw6XLGxFVVdw6u5TcrPNArdt2yDtVv8+eGMLndd34pCaMs8YV4IAK672DeQ5+hrhph29cJkNDftxxQAnuX9eKscWBpFNaC568tXMprt+0vFNvc+vsUvz2owa0dqu4aWYJ05nDHCOx9rHXSlreVKaxT8OFVlaHsXh3F04YkYejdUqajIA174UBhWmveRm+JTk+3HtwjAsNLuBwIU62jpYL+X2xpuCUU48lbyrzNHWtvGH/EtTEudA12eBCjJ+f+huPGZ6H8yeF8Ob2Thw+JBfzGVxIZK3ktV6k+jExnS3xS3P8Ch48pAw3rLLAhRi2sckoFwqwstZSuND0YnzXGsHWlh5cOrWI7DMsCta8l3AcQrE9AP23AytycOnUQjy3pQOzynNwNqMUUIwLsa8l+60xsuN7e/gquP/gMly9shE5fkW31JeCG1zoon0K8XWcC53vAhdiBSl449y7LIjrZhRjwcYYF2KVoFOtIRLQPlXYNgZo/U51rt09pxSXLmtEj1kuRMwNa7k1K++fTgxhTZwL/XBcAbMdgwi48mZxIY7uDAn5cceBJbjvSx0uxJG3ZS5kQN63zCrBb5c1oCWs4saZxcJciJobES6kKPr9tU8fU4CV1WF8GOdCeuXdRmC2X6CwAxAACgoKcMIJJ2DJkiV45pln8NFHH+Hjjz/GL3/5SwwfPtzUQLwMKk2aFQVNXTAKAr6kd9cMqFPT2FkObCeG3gJkJHLM0yMqQyfPr5Clj1QflKKgQpLK1GeOKQ7g9eOMR0O0uGRKpoFiEUpK3j7Got+dQpZy/ApuP7AUt+uMhXXiKtVLhCXvfD/dnw6gy29SN9/Hj8zH8QKRYy2+PzrzXWGNk+69xXdKA7EyttTMEFH8mOgXx5M3yyjyCKtPUXD9/iW4fn/+xoG3YdROA28hZ5X465Vbzh2Sh+Wnmjcy5+yVSeZFN4x68h6Q58d/j+yfcY1RUD1PWIa4OEdBJaPkmyIMiZ+qxEseLtPpAcaTt3b9Y0WTqWsB/QxfAJhZnoMlJ5dzx8gDtVYy7Q4jQ4i0OSkfleT40jIFRDFrYCZJ5sk7yir5ptp4pMylkcgxrxxX2z+Gp990Tzj9qPc+/YJ490Tz8r5x/0xHF9OZyshyoPrvaLnQ/Qeb50JjiB6UrOqy2HouvqkFYlm+Z47lcyEe1z6CwYW6iY0kiwt1EPdP7TVslQtdTPTOZTvPqfWQEQxN+Y1Bn4LbDyjF7ToFQax7UZsr1hqU52fLhGzTkyLv40bk47gR5rnQaUSfOtY4KSdlgMWFUi4dGvKnZYaIguqdy3JiFAd5XIj94vsUBdfNKMF1M3S4EEd5tNMjyoUKGO1QUp2pc4fkYtmpFdwx8nCuABcSsY2p8rbKhajgCi87vraTEQzV6ct+6dQiXKqTRcezjdqsPp68Wf1x9ez3/gNzsNgCF6IqJlh7ArPytsqFZg7MdBAzuRBHv8ks/pShn7dXYTL7mAWevLWtFETlXcQs8e/9bHK/IN45wSUuxJA3xYW6U+Y8P6DgPgtciOrHbfZQP93426233orBgwejtja9DvrJJ5/EySefjCeeeALvvPMOHnjgAcybNw/fffeduZF4GFRPJ9Z7HmZXhwg+U8EtRESSdRpUUY4C1qP1UpCNgHqpgVhZFNUfkOV5p1J7Wb15eIuJCCaUBPALYhPHzqakMgBphNlZzELI89ON2lkNeos4Tis75M3C90fnpzVyTYC9YTQXFbOCEYV+hsOXLW+WG8aOMbEa2/99TmmGXrHGGPTRY2GX+JsYKIEjhubiSGJTy1yHSHnzy5StoiLfh6v3zSRq7DH6mA4hapPDWvtYYM39TfsXZ4yJl7xDlfize8IJDZGJAytycCrRbF9orWQ0jLcLZbkKbpyZSdRYa2VxkB311osoGwEr6n3Z1EIM1BDZRHY8BTF526M7U/sF6WAJk2cIcCHWpAuiMKDgNuKQolw/ff+YftP3cpILnTOxIFkmlgqW7lDydoMLXbC3NS7EWg45XWKYoO6V5wfuIrgQb4xMees4Mazg1FH5mEkEIpjrECNDiFd6ZxXDC/34HRXQYQSeijjtMeywMazfdTfFhRiCCihsO+0kF5o3JBffI6q4mBydbEPAWoPs40LXUFyIuY9gy5tyGopyIZbT+Mb9izMcTrxsLWa7I51ySys4oDyHPHiIqTuMvQ71/jHopzBKcxTcSCQgsP0EPmb/azveS5a8fzclkwslsuMpUH4CVksHu/R7Sr8gfkImjojtdSjYyoVml2Z8ztJvPehmAC5ZsgTz5s3DgAG9Eaiuri5cffXVKC4uxoIFCzBjxgy89dZbuPDCC3HnnXfi7rvvNjUYr4LqJ8OabyrSawbrzhhEephZkZxQgD69K/E3LewwOPcdXIofj6dT/UW85kGfggLiTbRLsZecXE7OG2uMZJPe+EcK0lPXbVrHsf7MwWQpD0vehQG2w9epDcTvphTiuhnFJAlgzyWdMWLmsAWjWHlqBWnMWGOk9DsBO+aNcoZs+sGgDIMIcOYxoLD71nGaNVvBiSPz8Njh/UijxnwvSXmbO1zDKD49rYJ8z9hjZOuOHY4rKsth+SnlmFRGRGo5z2Nl+ok2jTeKyWUBvHLMAPLdEVkrfYwoqF3BsbXzB5HvGdM2Btm6Q703QRs2Oa8cOwAHD6LLmlnZ8dR6wGxsb8N7mucH3j1xILnGsbKlKS7B4kJ2yfurMxlciPHcEEe/RRuyG0Xi8A8KvH5M1Fiyw4Xo63lcyK/QJVNWweJCLAcBT94FlH7bsFb+dp9C3LA/zYXYHJ3mQnTWmuUhAgA+ZnAhVvZsYUBhclpeBqBRUPZ14w8GJXsTpoJnc1hjdMo2Hj8iD4/PE+NCQtzXJnmzuRB9fVGQnR1vx7xRwbFlp5Rjb4IL8TLCKI4e8Cm6GYBmsXdpAK8eS3MhZusJgex4u/wEa88YRAZpeH4CJheyYd9Izc3LxwxgHqzDyo6nuZBzwbEcH/AekwuJ6Dd9f07bYCEwuZBJB6AurdiyZQumT5+e9tmHH36IlpYWXHzxxTj00EMRCoVw6qmn4owzzsAHH3xgaiBeRiio4IQR6ZGfHzDKROxSbErIAM+J4cOJmpMdD6yIRSephux2EEoqTTcBlsGhFpnyfEafI5uiYizl4DkIzpmYLt9E1JzX48AKWH18eIvPXM2iOi6eiamXym0Wgwr8zAggawNRGFSSx9MnsE+/oKNRUFb0iydvbU+L38f/bYdDiHosVcIC8B1rUzTlhIkyKb1yS7MYVOBnRrR4DgJt64JDBueShtWuKChliAG+w/dXmiyYs+P9G+0hE5n3oE41A2J6ST0xFFCYfS+d2kAMLvAz11zWel4YUJJ2JgGtrUzALttIEW2A7SAoDCoZZXCJMdqRAUi9ZlST+gRYOk6tCXl+RmTeJv1mve+8tVLLM1iHcDnNhXgbsRM0ZZ2zyxNcyJkMAh4X4nG2jPsU6Pd8tAJRLlQUUJIN3xP4ZYIL2WSvtRDlQoVBHw7RONvHFsfkQR8KYXGA0ONCbN3RtnmZwuBCdmUAsrgQW3eUJPdJIHHYFauSQQTU7xooyIWKgr60Q1eA3uxKvcOIzGKwCS5UGFQwQcOFDh2cS/JcuxzpolwoFFCS+pxAope1HdyXkjePC1GvfUFAYX4n3++MvAfxuBDj/qGggjlaLjSSxYUsDS8JyvkH8Ncgrb0+PsGFbAg0UnNmhgv1JyY53884d8EmebO5EP2dwqCCkzTypdotAPQpymYg6hfSg+7UNTQ0YNCgQWmfLVmyBIqi4Oijj077fPr06aisrDQ1EC+jKOjD1fsWJw3V7PIcnDiK7htiJuotIjpWtlIoGDs96/D4iWmlOQr+NDOWGqxXN+8EWJu0wqCCew4qTRLaK6YXMQ+FsCuVmwXWXBYGfPjtlCIMi2/A9+kXTCq2aHYIBTvkXRiMnXCVPKkwoOCOA2PydpJQssCSdyig4O45ZUkycf6kEAYX+GlibmKI9sylD+fvFUpuGsYVB3DB3rFNjx2klzp3i7V5oDIuYmOMOYQSJ5Hm+oF7DyoDQJPebMm7MKjgttklSX2ePyafjPYC5oyiLWtlwIcfjivA5LIYOR8W8id7vdhS8k1MDcvJoCh0JlAoqKAo6EtuvgJK78mp2dBvFtEsDCq4cf/ipDP6yKG5zGivGYeQkLxZGUIBH04cmZ/slVOe78Mf9ouVEFPESVTlKV1mn7VHv5dBX4wM/2lmMRTEfvdfZpVAYWQIZVO/r5rey4VmDczBSQwuZKokVODaAkYJcCig4NDBOZgX50IlOQr+zOFCzs8le61P5UK/n1bEzPg0M0axtZJhv4M+XDylMMmFJpcFermQDcFQW+x3QMHkfkGcFi/XCwUU3BEvGc8OF2LL++45ZckN5fl7hTAk5Cflzeo5zYMINQ2xdCfow/mTQslg8thify8XsmGjTY2RyYUC9CoaijuEzie5kHfWylBAwa2zS5Lr92mj8zMclwlQh03owQ79Lgz68MPxNBfi9Ws0CipIwOZCCqk7oYCCwqAvGaT3K8C9B5XG/kbaUmflzbI7RcFYOW6CCx0xNDcjSSOBrHHfoA8njMxP9lAemNfLhZwKNPJAZnYqMZ3+cwoX+vPM4jgX8tBeJ6DgqhS/0MyBQZzM9AtlR9560C0BrqiowO7du9M+W758OQoKCrDXXnulfe7z+ZCTY/0EG68hFCcYn3y/ArvbIxhfEmBmK9nl6WWBFQkpDCrwKQqeO6o/Njb1oDzPh37x0JST5XcsDC7w4/O69GPdlfhYfjohhCOG5qE7qmJUUSJrzf2FfAhnLkcVBbD81HLsaI1gTHEgGakI+gH0WHuuCFHrn+cjTxFMbHYfPawMVzcVoSzXl0ybzpa8KRQFfThldD4OqBiEtm412SOJihRRp4/qQeQNYWVUhQIKKgr8WHJyOb5tiWBkkT/pVHOylxmFoE9Beb4P1R3pAk8s8H87sBS/2juEwqAveVKWU1ExHtjrkA9T++fg89Mr0NAVJQ8ySsCuKCgLvLWyOMeH904sx5bmHgwr9CcdXHZsaqmoJo9MDy7wo7kpfVFJ6Pe1M4rxo/EFyPErydMfaYevlRHrgyfvGQNzsOa0ClR3RjGhJMDc0DkdHBvM0O/CoIIcv4LXjxuITU09GFzgT2YZURndon2ORDEk5Me3renNYxP6/Zt9inDyqHyoKjAybhupDH6n13O2bfQZ5kKmHL4CUz8wh70RUxQFzxrkQm6slZ9puBAQszs0F7Jnk6MoxrOszXCh2ObeGt8VkXe/XB9yfJnrSEJ3Hp5bhiune4ALMdahoqAPJ4/Kx+zydC5EZZaxTmblgRd00GJgLn3/wqCC8nw/Fp88kOBCDnsDNAjEuVAVgwvdfmApfrl3IUJBhcuFnHZi8Ljv9AE5+MwAFzLVLkFAeQYXsBz8sUAjyYUcKvnmvUdDCvxoDmu4UFze1+5XjB+PL0BAiR0SCNAZ/E5zIZbdCQV8mFnuHBcSAY/75vgVvHbcgEwuZEP/azPj3NaSzoVCcfv9632KcFIGF3I/UYjHhfYuM8qFxJ8rMvXUqclGoKsqM2bMwNNPP43GxkYAwJdffok1a9Zg7ty58PvTH7phwwYMHTrU1EC8jMQCVJrrw6SyILdUsdvEoRBzBqU7TYdyhFmc4yMPVkgs2j5FwV6lwSThBexzrmkX1kmlbIM2lCBBhcHefghDQ/4k4QXoTAwz9kd7wh114h1vjIlxArE5nVQWTNvQ20GCtBlRPILiU+j090RUQlEUTCgNpvVMsKsPyhANadCW+qVdy3KuxedyUIGfbJCeim4TdRDaE2p/MJZ9oh9vkwPENl6TyoJpGzA7SFA5g3yxQI0zNQo1riSYtuDblSE0TXNKF+94epa8E3M5MN+PCaVBLoEw0xj39DHpKfZHDqUjrIC+fuf6FUwqC6Zlt9mh35Svj6fj1Fymynt0cSDtt9jV8/GoYelzp51bvTECvXPZL8+PvUqDzDIpwJx+a99BbRl8Kgbl+8ktcCLDMuCLyTu1xNCpTS1P5/X0e0RhIEl4Aft6+J6lKf3RlnamjTHEzgAEjHEhM8HQAyvS30nWxhUAQgH6YIVCUS5kYpOj3djuXSbIhQJKUlcyuVDmPcy8pVru8xsOF9KTN82FTAxKg0ml6frMSzqyjQuZkPcwjQy1nD0VLJ6R0GMjXMiMg+BsTduaMzlcqJzhxOBzIfExacEq92VBzzaOLQnociEza+W+A4xzIT2eYYgLmVgrT9ccUHGECS5UFOBxIeEhZYDiJTwHPL1v7P3CqKJA0vkHsHqUisv76AwuxNadCo7zHHCOC2lPd2ZlkwKJ9j2Zn/O5kPCQDIHnnKLkXcThQnZxX22p7nnE6d68MQKCXMiEvA8oT38nqYNResfiS2aeikBX5FdeeSV2796NGTNm4LjjjsOxxx4LRVFwySWXpF2nqipeeeUVzJ49W3gQXgcrBZSCmYV8Wv8cnDwqptwFAQX3xEu9WKCMImX4ErCr782/Du2XXCTOmViQthBnjJEkauwxUoulmQyCiyYXJo/JHl3kx0WTeaSX5bRiT44dDqGhIX+yx2COD/jX3DLd67XgzaVdJyXde3BZ8l6njMrH1P5s0ks5rXP9YvNlRnd+NiGEveOO6CEFPlw5PfN00ATYGULOyrso6MOlU2PvoU+Jnf7LQ7b0+6+zS5Ib6rkp7QQosIIUIqnoZvQ79RTqAXk+3ECcgJZA/3jGSOYY2ZNjh0NIURT8af/e9/AmRrP4BEh5i+q3iWFfP6Mk2XduxoAgeeJdcow6m1ojMLOpPWxILg6Lv4fFQQW3H8CWd45foU/S5cjbrmyg1FLO300pZJZMA4xNrQv6fcX0oqTe7l0awM94DkA75G0iGJra1iLfryRL+1ig1iGe7tg1l/9M4UJnTyjAcB4XEtRvu5rGXzi5EGOMciGmvJ21jUNC/qQjOugD/nUoX962rJUm5H3PQaXJe500Mg/TeFyIGGOOT6yk0syG8acTQklH9JACH67icKFylhODI287bGMopa2FT4md/ssD9V66od+3pXChQwfnYh7HuaYX/DYCMw6hU0bnY/94W4v+uXwu1C/XR/Yyc5oLAcCfZva+hzfuX8x1jInuG+3KALx+/5Kkc3q/AUGcxgmG6jnPjcDMXieVkxcHFdzB4UJBn0KfpOvweg6kc6FLphQy+9YB4vK2q//176f1cqFJpQGczQ2GWtdvM9Vtk/v1cvJ8v4L7DhbnQnrQLQGeOHEiXn75Zdxxxx3Ytm0bZs+ejYsvvhgzZ85Mu27JkiUoLCzESSedJDwIr0NEsc02c/3PYf3wVUMP+uf5dNM5hxT4sb6RTpOmQGfXiWvNKaPzMbN8EFq6o5ioE8GknRhiK7OZDWOilHNrSwSji/xcAzeowJ9xqi9A9+RKwK4oyZ0HluKCvWMbRVaEIQFREmRX1PuIoXn49LQK1HVGuRkOAGtTKzZZZtKkE6Wcm5p7MKLQjxKOgIqCPhTnKGgOp0ucpzt2yfu6GSU4a1wBgj4lLaJFgVrIxY2iuLxnV+Ri9fcrUNkRxd6lAT5RIzJGfIrYcfRm9DvHr+CN4wdifWMPhoX8KOMco6sosb6J2hID/qnP4mOi8JspRThhZMx4jy7W0R1C3rw1yK4DdBKlnDvaItirNMAlgEOZGULOBscURcFz3+uPrxt7UJHvI0+HS8WQkD+zZIzDEO3a5Px0QghzB+ciHFUxvoQdmQfESS+1Bpk5QGdUUQDLTi3Hd60RjC8OMA9NATgZIxx5a22p2eLQRw8rw+8bi9Av1wAXCvnxtQAXonTHzCsgxIUE5U3BjO6U58e40BaDXMinIOOESC4XsulkkjvnlOIXe4dQGFC4QWWAnU3Jgl3VEPNEuJBOhq8RmOZCJxjjQgX+WG/MJgEuZEc/ZCDW1uIH4/INcSE6A9B5LjSrPBefnlaB3e36XIh6JxXGWFgww4WCvlhbi/WNPRha4EvLdM4Yj6JgSIEfW4lyS+b9bTrw8Df7FCUPZdLlQqL6bdMpwHuXBfGxQS7EdJ4L6Li5ktBYi6+vGgxyoQI/drfT5fMU7Drg8qcTQjhsSC66Iga4kGCyA2VzzPCMVC40rjjAPCwJMMeFAoo5p58Wj8wtw+XTYm0tWGXdCQwJ+fFVo1h/Ml0HIADMmjULzzzzDPeaQw89FMuWLRN6eF+B3obRjl5WihLrM2gEdBSUF8kxPawMxJRBf6UQzVqjYKYxbuw5Pkzpp/+jE1GSSs2GUXQBMgMlXp5kBHpp8VrYcZpTAoMK/Ib6C1BjFImQAOZPjcwLKNzSwFQMK/DjK22PEY687SK9QKx01whE5W1nn6OB+X5dYgEAQ0OZpqMwoAj1DDEr76DPuLyHEg5AN/Qb0Ce7CWjLywB+sMROeZfl+rhO1AT0SoCNwOx67vcp3HKXVAwt8GMN0vut8dYhO+Wtt5lNgF4r+Y5sLcxyjpIcY7axX64PeX6gU5PFx59LoMtE1p8WiqIwDw7SgpxLQYev2T5HVriQaDDUrLxDBrlQwKdgUL4PuzQbRq6DwEZeaZgLiWYISS7ExNCQH00aLsTVbxvlbZQLUbaRF1i20zYOyPNjAMeplgAZoE8p8TcCs73jRbmQ1gHIDzy5z4VEbaNdhwkCxrkQKwNQJDverH77FONcaEjIj9W1xrmQnT33R+gEchIQ3etQ6HGYC5XmKMj3K+jQZHfp7SN6bPAAWuVCenC5xX3fhBtpsyKg6+bZ4zATEbEK0dIcCk43SgXEF6BszKVwVCwLB6pQ8ygSAQXckbeo89zphsIU+oK8qfICUXPn9CEgAGvD2AfkLUjUzGSEiaAg4CN7k4msh9nSb/567uRoaIhmMVEwu4EwikTGiBbc99LhhuEU6OxZb+m3HcFQpw+XA8R1JxvcV3SMdvV8FAHJhQQDDW7IW9w2ekO/xdvf9AUulB395u1ts7JvFFwrqf5vZqvwjCLPT79nQiX+bui3Tn89LbLiy7DFT+A8FxJ9L7PBK1lBeh76jAOwq6sLv//97zFmzBgMGTIEP/jBD7Bz507ud+68804cfvjhGD58OMaOHYszzzwTX331lfCzeUGgbBBK6jQp0ai30xhRlDlpop56NxbJcdRcuhQFNQpK3m70SRABFTmr6xQTuBskiJK3W1FQoyD1W7APio2JTSQoctjSLSa/bOm3qHPNaYjKm4Ibc2n2pLEE3Bij6FqZDf0eS2RDiGYiuuFMpbI2eCX+dpWMiUBUd7LChQozJ0ZUF8wcLieKcYS8+bzSydHQEOW+2TgFuJTgQjXCXMiu0bBB2kZeNYRX5C2Y8ek0F6KcUG2C2T9m+qWKYjyh3260OxKB6BpEwRUuxDmQwQjcWM/F/QROjoYGdRhSrqCNdkPeY4rFElyysm80mGWbij7jALz66quxaNEiPPLII3jttdfQ0tKCM888E5EIW5OWLl2K8847D2+++SZefvllBAIBnHLKKWhoaBB6Nq9EhNdnwyloT04D+JE7qvmr06A20jtaxVY9pw03QJee8EgQr6GpU6Dkzctao3o+mjkpySpESa/TTkog8wRmgE+CRDM17MAEwijyorGUbF2wiaaazqZC1NCbwSRC3jyZipJNO0A5CNoEnaluyHu4iQhjKkSzYMyAlLfgARtOg3IQVLa7sCMQBCVvz3EhQf3OdYNUaECt3aJcyOfC1IrOJS+bxClQY6T6gCVAciH3XwHUdwlyISlvAMCE0kwuxDvllSq7dTojDACGEzZcBG7s0UTlLVrBYweoeWwVdKa6woUMlrgmoDUBbvAO2k/gLS5EcYbKDjHb6MaoKXnzuZD7c0nptx76hAOwqakJjz/+OG666SYcfvjhmD59Oh566CGsW7cOH3zwAfN7zz//PH784x9j7733xuTJk/HQQw+htrYWK1assG1sdx5Ymvbv+3RO8LUDVORO5SSd710WTDsd8dDB7BOtnMROnU3OBZN6T+JRAPxkPPtkHrswkjA4PGfZdfuln6yWetqnUxhckKmmDRxCGQooaZE0oz1CrCJxipZRXL1vUdq/fzuliHGlfdiLIJS8MoiL90kfU+I0XydBOXd3tfF1Z+bAXhkPC/nJ01Dthijp1Z7get0M53VnkqC8zxpfkOaIPnsC+zQ4u0BtWrbryPvoYb1reEmOgv0GsE+ltAuipPdhzenmd2hspROg5M077OKIoblpDsKTR+U5Mi496Mn7zLG9JzTn+IDjRjg/TlF5a7nQvQeVktfZCSpjJMLxtUwsDaSV7B0yyHm9oaDtO6zFr/ZO5z5nT3CDC4kFnv6oWb9vcoELUZk3PC5UEFDSMmH26Rc03fNRBFRZKA/XaLjQJS5wITqwzJ6bX++Tzn1+N8V5LlRA2OqdbfxG97MG9ur0sJAfgwj+bDeoXoU8aE9w5Z3gaxdEEwl+OC6dC/0sW1xIJ1hy9PBeW1ico2DmQDe4kJi8taeb36lz+rUdoBxCVEAkgcOG5KYlQ5w0MktcSEfeP9BwoeNH5HOutgeiwe87DihN+/c9LnAhqrJED33CAfjZZ5+hu7sb8+bNS342bNgwTJw4EStXrjR8n9bWVkSjUZSWlhr+jp5T/PAhufjNPoUYXeTHT8YXJI9tdhJUFLuC07g/4FPwwMFlmFQawMyBQdwyy3ljAyBjLlIVl8LvphbhqGG5GFvsxx0HlpiqaRfFlP5izrF9BwRx9b5FGF3kx2mj8/FTzvHhdoEirNTGJ/X6ew4qxT79gpjWP4i7XDA2ADBfI98jhvIdzb+YVIiTR+VhdJEf188oNhXBEMVEggTxoq+jiwO4ZVYJRhf5cezwPFw42XnSC2RmLe07gD83tx9Qiv0GBLF3WQD3H1zmyibneI0TQs/R/MNxBfjB2HyMLvLjsqmFOKDCeaI2mjiYoZgTnRuQ58fdB5VibLEf84bk4vJpzm/EAGCspsTgMJ0gzU0zS3BAeQ4mlgTw4CFlth5mwcLhQ9LHpFcGc+LIfJy3Vwiji/z4xaQQjhrmPKHsT/TrKOWdhhnw4f5DyjChJIA5FTm4bj93bONBGsfTSSP5tvGafYsxd3AuxhUHcO/BZa5k280qTx+jXsLu3MG5uDjOhX48vgCnjXGeC1HvPe+0vIBPwQOHpHCh2aUOjq4Xp2vm4gydublkShGOjnOhv7nEhfbpJ7aBmN4/iGtSuNDPssSFqFK31OvvOagUUxJcyIUgBADMH5PuLNGunVqcr+VCRCDDbkwknsEr8R9VFMCts93nQtoKjRk6Dp6/HlCSwoVKhQ7jMAttQGayzknRP0jhQpdOLcSBLnChUURbJh4X6p/nx9/jXOjwIbn4vUtcSKvPerrzp/2LcWBFnAsdnB0upOfwP2FkPn6ewoWOdoELUW2ZqOqDBAoCPtx3cC8Xun6GO1xIG4Q7SScIe7WGC/F+k12YqeFCem/YoSlc6EfjCzLsvxMw894rjY2NLiTMWsPChQvxy1/+ErW1tWkE4MQTT8TYsWNx9913G7rP2Wefjc2bN+ODDz6A388mVIe+VI0v6mOn51w3oxiXTnVn4RPBvV+24I+fNAOIZT0sO6XclU2/CL5t6cHM56sQjsYcqW8eP1DXeGcDJ79Riw93dwEAfj25EH92yUEqgic2teHXSxsBxKKNn55W4YqhM4JNmzZh/PjxqOuMYPqzVWjpVqEAeO6o/pg3NDtRJB7Ofr8eL27rAACcNa4ADxxSpvMN9/Hadx046916ALETOT87vSIr5ec8tHVHse9zVaiOZ7M8OrcM3x/jfJRYFJcua8SjG9oAAMcOz8PTR/bP8oh6kdCdjyq7cPzrtQBizt+Pv1/hyqZfBN1RFbOer0qeJHjngaU4dy/nN/2i+NPqJvzti1YAwAHlOXjj+IFZHlEm1tV345CXqxFVYz2GF59UjgkGT0J1C6qq4rBFNfi8LsaFrt2v2DWHuBEkdOe+L1twbZwL7RXnQm5s+kXwXWuMC3VFYlzojeMHYn8PcqFT3qzFB7tiXOiiyYX4iwe50JOb2nBRnAsNLfBjzene4UIJ1Me5UHOcCz17VH8c4SEulNCdc96vxwtxLvTDcQV40INc6PXvOvDDOBcqy1Xw2emDstJugIe27ij2e64KVXEu9MjcMpzmQS502fJGPLI+xoWOGZ6H/3qICyWwvKoLx77mXS60adMmjB47DrOer8KWOBf624ElOG8vdxziIvjzp8244/MWAMDs8hy86UEu9FVDNw55qRoRNZaMsfikcjJRI5tQVRXzXqnBmvipyn/Ytwi/n+58xrso7l/Xij983AQAmFgSwMrvV3Cvz6oD8M9//jPuuOMO7jWLFi1CZWWlZQfgNddcg+effx5vvPEGRo0axb12zdeb8EZNAP2DKg7rH4HHuCSA2KmPi+v9qAkrOHpgD4hEF0/guw4FH9X7Mb0kgkmF3vQ1d0aA12v8CPmBIwdEdDMdsoUVDT581+HDkQN60M97ewcAQGWngvfr/Ni7KIppxS50sjaB7mhM3gEFOGpgxJXeg2bwaZMP37T5cGj/CAblelN3asPAO7UBjC2IYmapN+XdowJv1/jRHQWOKY9kpdmxEaxr8eHLFh/mlEUwPN+b8m7qBt6sCWBoXhQH9fOmvKMq8F6dH809wLEDI+Akx2cV37Qp+KTRj5mlEYwLeVPerT2QXMgmSC5kHxJc6IgBPegvuZBpdEeBN2r88AE4urwPcKF+EQzK86bu1IWBt2sDGFMQxSzJhSwhwYUOLItghORCphFVgffr/GjqAY4ZGIHFtt2OoS9wobYe4PWaAPoFVRzuYS60pN6P6jgX2m/SeO71WXUA1tXVoa6ujnvNsGHD8Mknn+Dkk0/GN998gwEDBiT/dsABB+Ckk07CNddcw73H1Vdfjeeffx6LFi3ChAkTbBm7hIREDIlosoSEhBik7khImIPUHQkJc5C6IyFhDlJ3JPYU9IkS4KamJowbNw4PPPAA5s+fDwDYuXMn9tlnHzz77LM44ogjmN+98sor8cILL2DRokWYOHGiW0OWkJCQkJCQkJCQkJCQkJCQkJDwBDyaAJyOkpIS/OQnP8H111+PDz74AJ9//jkuuOACTJ48GYcddljyupkzZ+Kf//xn8t+XX345nnrqKfzrX/9CaWkpqqqqUFVVhdbW1iz8CgkJCQkJCQkJCQkJCQkJCQkJCffh0W4pmbjlllvg9/txzjnnoLOzE4ceeij+8Y9/pB3msWnTprSS4ocffhgAcPLJJ6fd68orr8TVV1/tzsAlJCQkJCQkJCQkJCQkJCQkJCSyiD5RAiwhISEhISEhISEhISEhISEhISFhDn2iBFhCQkJCQkJCQkJCQkJCQkJCQkLCHKQDUEJCQkJCQkJCQkJCQkJCQkJCYg+GZx2ADz/8MKZOnYqKigrMnTsXy5YtS/v7f/7zH5xwwgkYMWIESktL8e233xq670svvYTZs2ejvLwcs2fPxqJFi9L+rqoqbrnlFuy1114YNGgQjj/+eHz99de69123bh2OO+44DBo0CJMmTcJtt90GVU2vrtZ7toSEVexpevPkk0+itLQ043+dnZ2Gxi0hYRR9SXc6Ozvxq1/9CnPmzMGAAQNw/PHHk9ctXboUc+fORUVFBaZNm4ZHH33U0JglJESwp+nOkiVLSLuzceNGQ+OWkDCKvqQ7S5YswQ9/+ENMnDgRgwcPxpw5c/D4449nXCftjoQb2NN0R9odCTfhSQfg888/j6uuugqXXXYZFi9ejFmzZmH+/PnYvn178pr29nbMmzcPV111leH7fvzxxzj33HMxf/58LFmyBPPnz8fZZ5+NVatWJa/5+9//jvvvvx+33XYb3nvvPQwcOBCnnnoqWlpamPdtbm7GqaeeivLycrz33nu49dZbce+99+K+++4TeraEhBXsiXoDAAUFBdiwYUPa//Ly8gRmRkKCj76mO5FIBHl5efjFL36Bo446irxm27ZtOOOMMzBr1iwsXrwYl156Ka644gq89NJLhscvIaGHPVF3ElixYkWa3Rk7dqzh8UtI6KGv6c7HH3+MyZMn47HHHsPy5ctx3nnn4ZJLLsHChQuT10i7I+EG9kTdSUDaHQk34MlDQI444ghMnjwZ99xzT/Kz/fbbDyeffDKuv/76tGvXrFmDww8/HJ9//jlGjhzJve8555yDhoYGvPjii8nPTj75ZAwYMACPPPIIVFXFXnvthfPPPx+XX345AKCjowPjx4/Hn/70J5xzzjnkfR955BHccMMN2LhxI/Lz8wEAt99+Ox599FF89dVXUBRF99kSElaxJ+rNk08+iSuuuAI7d+40MyUSEobQ13QnFb///e/x1Vdf4dVXX037/Prrr8eiRYvw6aefJj/7zW9+g/Xr1+Ptt9/Wva+EhBHsibqzZMkSnHjiidi8eTP69++vex8JCTPoy7qTwNlnn41IJJLMZpJ2R8IN7Im6I+2OhJvwXAZgOBzGZ599hnnz5qV9Pm/ePKxcudLSvT/55JOM+x5xxBHJ+3777beoqqpKuyY/Px9z5sxJe/bxxx+fVjby8ccf48ADD0w6MRL33b17dzLlWO/ZEhJWsKfqDRAzrvvssw/23ntvnHnmmfj8888t/R4JiVT0Rd0xgo8//ph89po1a9Dd3S36UyQkMrCn6k4Chx12GCZOnIiTTjoJixcvNnUPCQkKe4rutLS0oLS0NPlvaXcknMaeqjsJSLsj4QY85wCsq6tDJBLBwIED0z4fOHAgqqurLd27qqqKe9+qqqrkZ7xnDxs2DMOGDUv+u7q6mvxO4m9Gni0hYQV7qt6MHz8e9913H5566ik8/PDDyM3NxTHHHIPNmzdb+k0SEgn0Rd0xApZ+9fT0oK6uTuheEhIU9lTdGTRoEO688048/vjjePzxxzF+/HicfPLJGT2mJCTMYk/QnTfeeAMffvghzj777ORn0u5IOI09VXek3ZFwE4FsD6Av4qGHHsr2ECQk+hzM6M2sWbMwa9as5L9nz56NQw45BA899BD++te/2jk8CQnPQtocCQlzMKM748ePx/jx45P/njVrFr777jvcc889mDNnjp3Dk5DwLHi6s2LFCpx//vm47bbbMGPGDBdHJSHhfZjRHWl3JNyE5zIA+/fvD7/fj5qamrTPa2pqUF5ebuneFRUV3PtWVFQkPxN5dnl5OfmdxN+MPFtCwgr2VL3Rwu/3Y/r06diyZYvYj5CQYKAv6o4RsPQrEAjI/jIStmBP1R0KM2bMkHZHwjb0Zd1Zvnw55s+fj6uvvhrnnXde2t+k3ZFwGnuq7lCQdkfCKXjOAZiTk4Pp06fj/fffT/v8/fffx+zZsy3de+bMmdz7jhw5EhUVFWnXdHZ2Yvny5dxnz5o1C8uXL0dnZ2fafQcPHpxsOKr3bAkJK9hT9UYLVVWxbt26pBGWkLCKvqg7RjBr1izy2fvuuy+CwaCle0tIAHuu7lBYu3attDsStqGv6s5HH32E+fPn48orr8SFF16Y8XdpdyScxp6qOxSk3ZFwCp4sAb7oootwwQUXYMaMGZg9ezYeffRRVFZWpp2uU1VVhaqqKnzzzTcAgA0bNqCpqQnDhw9HWVkZed9f/vKXOO6443DXXXfh+OOPxyuvvIIlS5bgjTfeAAAoioJf/epXuPPOOzF+/HiMGzcOd9xxB0KhEE4//fTkfS644AIAvSm+p59+Om677TZceOGFuPzyy/HNN9/g7rvvxhVXXAFFUQw9W0LCKvZEvbn11lsxc+ZMjB07Fs3NzXjooYewbt063HnnnfZPoMT/LPqa7gDA+vXrEQ6HUVdXh7a2NnzxxRcAgKlTpwKInWb3r3/9C1dddRXOOeccrFy5MtlLU0LCLuyJuvPAAw9gxIgRmDRpEsLhMJ555hm8+uqrWLBggY0zJ/G/jr6mO0uWLMGZZ56J8847D/Pnz0/2Q/P7/RgwYAAAaXck3MGeqDvS7ki4CaWxsVHN9iAoPPzww/j73/+OqqoqTJo0CTfffDMOOuig5N9vueUW3HbbbRnfu//++/GjH/2Ied+XXnoJf/7zn7Ft2zaMHj0a1157LU466aTk31VVxa233or//Oc/aGxsxIwZM3DHHXdg7733Tl6TONnn1VdfTX62bt06XH755fj0009RWlqKc845B1deeWXSkWHk2RISVrGn6c3VV1+NRYsWobq6GsXFxZg6dSquuuqqtL6AEhJ2oK/pzpQpU7B9+/aM5zU2Nib//9KlS3HNNddg/fr1GDRoEC655BKce+65xiZEQsIg9jTd+fvf/47HHnsMu3btQl5eHiZNmoTf/e53OOqoo4xPioSEAfQl3fnVr36Fp59+OuNZw4cPx9q1a5P/lnZHwg3saboj7Y6Em/CsA1BCQkJCQkJCQkJCQkJCQkJCQkLCOjzXA1BCQkJCQkJCQkJCQkJCQkJCQkLCPkgHoISEhISEhISEhISEhISEhISExB4M6QCUkJCQkJCQkJCQkJCQkJCQkJDYgyEdgBISEhISEhISEhISEhISEhISEnswpANQQkJCQkJCQkJCQkJCQkJCQkJiD4Z0AEpISEhISEhISEhISEhISEhISOzBkA5ACQkJCQkJCQkJCQkJCQkJCQmJPRjSASghISEhISEhISEhISEhISEhIbEHQzoAJSQkJCQkJCQkJCQkJCQkJCQk9mBIB6CEhISEhISEhISEhISEhISEhMQeDOkAlJCQkJCQkJCQkJCQkJCQkJCQ2IMhHYASEhISEhISEhISEhISEhISEhJ7MKQDUEJCQkJCQkJCQkJCQkJCQkJCYg+GdABKSEhISEhISEhISEhISEhISEjswZAOQAkJCQkJCQkJCQkJCQkJCQkJiT0Y0gEoISEhISEhISEhISEhISEhISGxB0M6ACUkJCQkJCQkJCQkJCQkJCQkJPZgSAeghISEhISEhISEhISEhISEhITEHgzpAJSQkJCQkJCQkJCQkJCQkJCQkNiDIR2AEhISEhISEhISEhISEhISEhISezCkA1BCQkJCQkJCQkJCQkJCQkJCQmIPhnQASkhISEhISEhISEhISEhISEhI7MGQDkAJCQkJCQkJCQkJCQkJCQkJCYk9GNIBKCEhISEhISEhISEhISEhISEhsQdDOgAlJCQsYdOmTdkegoREn4TUHQkJc9iTdWfh5jYMXrALpf/emfzf4AW7sHBzW7aHJrEHYE/WHQkJJyF1R2JPgXQASkhISEhISLiGhZvbMOWZSpT9eyemPFMpHRsSEim4aXULOiJq2mcdERU3rW7J0ogkJCQkJCQk9hQEsj0ACQkRLNzchptWt2BHWwTDQn5cN6MI88eGsj0sCQkJCQkDWLi5DRd/1JR0cGxvi+Dij5oAQK7lEhIAdrRFhD6XkJCQkJCQkDAKmQEowYWXMjUSG8ftbRGo6N04yuwRCQkJib4Bmd0kIcHHsJBf6HMJCQmJPRFe2oNKSOxJkA5ACSa85nCTG0cJCechCZeEk5DZTRISfFw3owj5fiXts3y/gutmFGVpRBISEhLuwmt7UAmJPQnSASjBhNccbnLjKCHhLCThknAaMrvJOKQz/n8T88eGcM9BJRge8kMBMDzkxz0HlcgSeQchdU1Cwlvw2h5UQmJPguwBKMHEdo853IaF/OSY5MZRQsIe8AiX3HxK2IHrZhSl9QAEZHYTBdkr8X8b88eGpJxdgtQ1CQnvQSZ9SEg4B5kBKEFi4eY2KIy/ZcvhJstiJCSchSRcEk5DZjcZg8x+kJBwB1LXJCS8B1ktICHhHPqMA/DOO+/E4YcfjuHDh2Ps2LE488wz8dVXX3G/8+2336K0tDTjf++8845Lo+67uGl1C1TicwXImsNNbhwlJJyFJFwSbmD+2BDWnjEIDecMxdozBsk1nIB0xktIuAOpaxIS3oNM+pCQcA59pgR46dKlOO+887DffvtBVVXcfPPNOOWUU7By5UqUlZVxv/vcc89hn332Sf5b73oJNvFRkd2SCFkWI+E1LNzchptWt2BHWwTDQn5cN6Ooz76jVHmmAuCoYTnZG5SExP8gZMsLCQl3IHVNQsJ7SPDoPYVfS/xvIbE33N4WgV8BImoscckr73CfcQA+//zzaf9+6KGHMGLECKxYsQLHHnss97v9+vVDRUWFk8Pb48AiRMMlIZKQSGJP6x00f2wIK6q68OiGjmQGsArgqW86cUBFW5/8TRISfRGyV6KEhDuQuiYh4U3IpA+Jvgjt3jBhWry0R+wzJcBatLa2IhqNorS0VPfan/zkJxg3bhyOPvpovPTSS84Pbg+ATL2WkNDHntg76K0d4Yzy/77+myQk+hpkywsJCXcgda3vwelTm+Wp0BISEmZB7Q0T8Mp+SmlsbKRH6HGcffbZ2Lx5Mz744AP4/XRWWl1dHZ566ikccMABCAQCeO211/C3v/0NDz74IM4880zmvTdt2uTUsPsUXq/244Fvg6jqUlCRq+LCkd04tlz2RJGQSGDW0nyoxHE5ClR8fHBHFkZkHXvib5KQkJCQkGBB8t2+g9er/bj5mxx0Rnt5Sp5PxTXjwrbIzOn7S0hI7Nlg7aMScGM/NX78eO7f+6QD8JprrsHzzz+PN954A6NGjRL67mWXXYbly5dj2bJlzgxOwlH0lX5rfWWcdmDTpk26C82eiinPVDJL5deeMSgLI7KOPfE3eRX/y7ojwcf/kg0xA6k7EnZBW64FxCpe9tQswL6uO05zFLc4kFzj+x76uu7s6fCKTrHWkAS8sJ/qcyXAV199NZ577jm8/PLLws4/AJgxYwa2bNli/8AkHEeCpG1vi0BFby292dR8p1L87R6nhHdhtVTei2Umsvxfwi148f33Aigbcv7iRox5apecIwkJm7EntvLYk8HaWNt1arMbp0LLfYKEk/hf5FZe0im9gxO9sJ/qUw7AK6+8Mun8mzBhgql7rF27Vh4I0kdhJ0nTWyisLJ6STP7vwErvoMuW1eMXixs9YaxSIfshSbgBL5E1r4HVP6a+S5VzJCFhM9xw+EjYg4Wb25iFdXad2sy6j52nQst9goRT+F/lVl7RqYWb2/DUN53ca7ywn+ozpwBffvnl+L//+z888cQTKC0tRVVVFQAgFAqhsLAQAHDjjTdi9erVePnllwEATz31FILBIKZOnQqfz4c33ngDDz/8MG644YZs/Yw+B6+k0wLsqN/2tggWbhY7oVRvobBysqskk/9bMHNK2cLNbWkn7SaQeAezbRzkyWsSToO3Bv+vv3s8WyHnSELCXgwL+Ul+aafDR8Ie3LS6JYM3AYAC+7JqjhqWk8HP7K6CkPsECafgNrfyip/AKzrFOwAEAPrlsHsDuok+kwH48MMPo6WlBSeffDImTpyY/N+9996bvKayshJbt25N+94dd9yBww8/HPPmzcNzzz2H++67DxdddJHbw++T8FIZEi/qB0A4usFbKFiL55Urmgzd243ooQQb2Uh9F30mi8QC2SeA/4ulAxLuw26ytie9t3q2IttrhISz2JPe5b4A2fai74C19qmwJ6smkb2Tys8UAGeNy7PVqVHGcAKwPvcyFm5uw5gnd6H03ztR+u+dslVFluGmI8xL2YZe2Xvz5jmoALcdUOLiaNjoMxmAjY2Nutc8+OCDaf8+66yzcNZZZzk0oj0femVIgHtprDyHCSAe3eBFfFnKWx9WDWUaXjejiGwoLcmk89A28xbN3nTrmTwDkU1HcTbmT+J/E3Zm3XjtvbUaEadsSCqsrhFuR+y9kiHQF+C1d9kq+oLsE+Px+jj7GpyQPctuDLeJN125MnPdVQG8tSNs+d6p88F08/Ux/9/CzW24cEkjulOmrL5LxUVLGwH0zTWrL4CnW25mNHupksMre2/W/PsV4IFDSj2jE30mA1DCfRgpQ/LCWESuSYAX8eUtkkZ+M6+HmozsOwuWMfrlkkbH5tpM3wnWO2ZnGYsZeKWHhoR34NSaZWfWjdWsbTthR0Q8YUOoUhGrhNaNiH3qOzPmyV24aKn3ep16FXvSGuyl7BA9zB8bwtozBqHhnKFYe8Ygz2zS+iqckr2T2ZoLN7ehvosOuljNntLOR5RxXQPj+V7FTatb0px/CYSjxvZLEsaRsKul/97J7R/uZkazV8puAe/0L2fN/z885PwDpANQggMvlSEZiVyIRDd4CwVvkTT6myky2ZfIcCr6ktOSJZ+IKl4mbvWZvHeFdUJUTpZXZC8Zc4nsw8k1y06yxsvaHrpgp6ulSXY5cOaPDWHLj4bgX4eW2kponXaWat+Z+rCKsGa321cdWoDz9tDpE05T4fRv6SvOzL7Ecawg8TtnLc13/Hc6JXsnN/lmgrYi9+b1BbPrOW6Dty7tCbxRuza8Xm2uQsHq+pJqVwEw+4cD7jjCEr+J9UYbfY/tXnu9EMih5v+scXm4aXWLp2xMnykBlnAf180owvmLG5l/d9NQ6ZVEmYlusA46mD82hCtXNpGRQCu/2clU6YWb23DliibUh2P375er4LbZ1hd8bXp/og/klSubbLm/3WClXgPOpaWbSbdnlZN0RZHVci/ZDF0itbTEp8Sc56mwU4/sOmymLFdhZm6kvs5ulCbZ7US3+0Aeqy0u9GB0o9sXN4dOl+cmeh1Ts2f3GuxGqbHTASU7Skz3tJJrFtJ/p+L473RS9k4dUsYbm9XsKSO/2+g+xktl9TzO3dd5I7U23PxNDgYPMm4n7VpfjNhVrRzauqPJwO2VK+21U3bsx+1ee72kF6lrlFdtjMwAlCCRUCQW3C5V1HrU++Uo6JerOBbdOHVUXkYrDgXszC0jcIoQJZx0Cecf0LvRtRpluHJFE5nen+gD6YUoRiqo1OtUOLHpNJNu76Xy+lTIZuj/29Bmb7H4ppecNws3t6ElrO9wSsDp0qSyXHr9Ed0MOZWVZLXFhR6MvhtOOLSczuJyOqPNjRNOU5+l91uszilLxnYcdHDZsnpuGZxR9JUsRatw+3d6pSG/CFhj65ej2NK7kIJfgdA+ZuHmtoyWCnZwfbO4bkYRgoQ65/iy287GDlA60xlVhHTGLr0zYlcVxN4PJ/eEAN8ZKbIft3NN8nKFnVdtjHQASmRAm2qshQLg3In5rnuuU1N7t/xoCG6bXZI8tOOm1S22KTp1ChgQi8o/9U2n6eeYJUR6JPzKlbSTzo6Nbj1nY21kAXO7tCbhKGb5AJ0gn2bS7b1UXp+K1N8CxMhpQs7ZNqRuvEtuP+PET/KyPq+p6ItlSqweRDyw9Muq/FnOSNHNkJNk1o4WFzwYeTfsDiq4Rf6dzmhz+oRTI89KfG7HnLKcA/VhFZctqzcz7OTYHt3QwS2DM4r/lbYXbpaWA+4EE+2216wx23FqJ68vmEi54pUrmzJaKoSjSGZ4uY35Y0N44JDStH61/XIV3H+wff3OnOBlRu5px9pg1/pixK6qiPEhp/syssauAEJlt3auvV7qA62FV22MdAB6HNnoTaK3CSzLVXBARa7j4+DBScLP+/1WvPZmCJHe7+Q1LQacX2B4989WRGb+2BD+cUipobm2S79E+07oZSpm08GS6IOZ71eSGWDZjqa5dXCB08/QZq1UdvksPcNu+8DaJKbCaxmhZtY4Sr/skD+LeBcGxDJInIwYzx8bQihgLEvRzPult7b1y1Vsz9h3K8LuZEYb7/6JzA47oZepamZOte8LABQx5ubRDR2mfxMrUxKwb2PtU+yf82whUVpOwa53Vwun+5A5Ya+dHLNd92bxfd4+gAU7+e+WHw1B4zlD0XjOUGw5a4in5Wz0nnZksdqVCWuUc+1oizjel9EuO2hnlrBea5NswqvZ0NIB6GFYLXFYuLkNY57cJdwAXW+B8EL5p5OEX+/3W1lA81P03chGSO936v1eqwtMP8Ymwcj9RWVkpzPDCNkySyzsGKeTp3zaAa+lrLsxHqefYWfWSuJ+dhJj3iYxFWY2LU4GskTXOFY2nh3yZ9mGBoESZd597CDvCze3IUwEuLTzYvb90mYRa9+pjh6rvyATbmU3sTLaWnvs2WRcN6OI1MFEZoddMJKpyppT1ues94XlmLDym3hyNbOxphzWTh4c5jZ4DlO73l0KTjbkd/KQkWwfImAWInL0cslkKpyQ85UrM/vXUfek1oY8nyrEz+3KhJ0/NqS7HwNi6x8ruJP4u1XwMrtFDlqzM0vY6dYmokjlvG3d0YwDHr2wz5MOQI/C7GYx8dKV/nsnzl+c2QPg/MWNuqUXRhYIt50B2g2kXYSf2pjq/X4zC2jC2KbKw8hGSG8jyPu9dvTguG12CfNkWrN97qjPnYrmsojcws1t+OWSRlMZDnaN06lTPu2AF1LWU3XTjQ2+Xb+Z5ezibcKMZN5pwSPGZoI/vPElMDzkN91k36mNhl7GWSp4pUksOYvIxq5Ir5MRY6NZilZKahJr7/CQ3zaHNwu894i3ETKD+WNDZEZborTKqqN7/tiQbZltPOi9A7xgACsbkfW+8FTT7G/iZUqa2Viz2oZ4oU+THeDNs509Uan336ngjxc4igjs6llJBY0TyEZvOqdhRM4i7xivakr7LCqR4JpxYSEOZGdW6W2zS7hB2ny/gqOG5TB7IhvZExqZS5YdBMQShOycG6dbm4hAy3nrwypUFY6eW2AG0gHoUZgpcUh96XjQK70wuqFyS6moDSRrdCIbJNbG9KhhOczfb9ZrzzK2v1zSyF1o9TaCrA2OD7CtBwcV6VEAnDUuz1SfO+pzN/s3JORu5oADu0hTqpG9aXULrptR5KmIc7ZT1rW6yYKd47Hj8Aaes0tvvRTdCPAcVlQDaL3gj974Emuf1rmo52A0u/YZhV7fz+Ehv6HSJDvKL+2KaDvZP8tolqLZkhq3HffctVe8Kk4XDYzNY0LXrW7whzu49iZ0lyWXxDvA45+szD2WTCNqZhZoAqzfpLcJpfTDSm/q+WNDiPaBA4/Mwo2ew5Ttu3BJY8aBFXYFf7LNUURgZ/Y/rx9hNnrTOQ09OYsGGHnzrQIZ6402keDYcv350XKkK1c2MTm+iPOSFyACYtUZb+0Ik8EdI3vChZuNHTCj13pK5L22K+OWlyFpNmnHbOCC4rzdKhAK+Dy1z5MOQI/CTImD0QbueqUXWq+8mwcqUKB+l4pMUmlkg5Sq1KwMsLd2hDMOQgCsee155JhntFhE96hhOdwynocOte78SxhWaugqgLd2hLnfF9nE8jabIinlRqCnJ7z32g7SxCLKY57a5WqvTx6yfRowVaKhhZ3jMVISZwQ8B7HeennJR42Gn8PL0PEBzEMxeMEf3vgSax+ADOciwD9hzuzaJwKRvp8ssK4TKVW0K6LtZC8qoxtnMyU1bjvuF25u4wY8RUuvjYDZMw6wJTjk1Nq7cHPmyZBaJH6bmTYorHkZHvLj3In5GZ8HFVrnjGzoKf3456Gl+Nucftxx82DVoeRkmwOzuGxZPfr/h+2IT8CuzGJq06s9sMKuLLNscxQR6GX/i7wvdjk6+ooDVU/ORst5E9Bb27a3RfALA5VyLFDrLIsfGXW4pYIVIEpUZ1g5SMrIATOJ9VkP2XAk3za7xJY1wWrVSmDKYKAAAHCMSURBVF9xrgf0LrjooouEb6ooCu677z5TA5KIYVjITxptVomDHhHWQu9FnD82lFwsEsqQusgmnFBugLegDY+fAjws5Md1M4p0oxupv4OXAZb6++0AS56pSBit1OfOHxvCiqqutOihithpxC9s67Sl4TwLeo4yVinvTatbkjI5a1we3toRxo62SKxBrAL8YnFjMustMU7e/NR3qfjF4kasqOoyRPC1Y9C+F3rvPs9YsMYpQppYRDkRUUsYG8D+kx/1kDp3ZTkK8gMKGrpUQ/olcm/e/fSiiwnk61ov47Dr8AZe36x/HVqKi5Y2ZhCsBNoisd+u97zEOsa4DfNzoNeZRT3juhlFGet8vj+9T+mUZyqZzsVEKZn23mbXPhEk3q1EyWFEjZdKMdYbUYgQt8QzEu96YiNixgnohP5TcgaAtp5o2vt33YwinL+4kbwHaz6MBCFTCbnRNYHC69V+3LKZvxGxczObGGuiAiH1VwYVttNdlPRr3x/WvIjOnd5p2aly0dNZqtk7a/1I3PPxTR1pa5/CiGDwgihabmSnfuiNn4fLltWncbRs2vDUMT2yoUP3OqcziymYaXmhhVE98QKMOJ1E3pfbZpdY3pONKfKRcnBrX2cUPDmLlPMmYISPqIgFSw+o6LWHvettPoatqWS+a3on8KZ+h+dwY70H180oyuCRqYHqslyFnBMjttDIATNGE42y4Ui2a00waoNYsGOf6AZ0t1CLFy+GorHUHR0dqK2tBQCUlpYCABobGwEAAwYMQEFBgb2j/B8Ei6SnZiNoHXQiEHkReU6o1AXSKbCUaXjIj7VnDDJ8HzMLl5UNSiqum1GEC5c0cgk4QButt3aEydKBDoYNsyvrQY+0UCdGpr6z29siWLCxA0U5SrIPQgKJrDcg9n4dNSyHS1Ypg0yBGoPWecgykEZw1LCcjFIOUeJlhChbdYiYgXbu6sMq8v0K/mljNmmqXFiE12h2QKLXCHUP6vlmnMKiupRwPmmRsKCqzu2MyNzoOsYC67caIU9mMoP0dPv/2zv38KqqM/9/d05yknhEklAJKrRTI1Lrpa0pl6JgR2eYqm0dO41O8ffrAyJqcdpxRIm1FTu0U0wrVp3qqChaL0xLOrU+1jqVaR0DImq1dhw7ggT1BwjBMQTxmHDCyf79sbNO1llnveuyLyckrM/z+LScnLP32muv9a53veu9iL+1lbmyg50qL0huz5Rkkw2WatyFCQM3GeuqayS1sWXXad24t8RLQWxnBeQGZao/dONjEvcsUY0md7xVpZwHceTAZYjvlEUgsEPI7IEBck0JU2VVZdxq78ziymd6ijzzTfpOG+JfOWQsp4wDBSSPpJIfJ6/ZJd3oyuTdcHlPhN086sI7h8sgdf9mWuZWwMcAPKQ8fSoXU0wMKwzDlK1a4jYCJyV34z4Ei7ona+/MomNXv/Rvusie4YB6z2HWbGpvLcIflhavVZ5S3qrkFPP2ZOMqbEVnUY9k/44rkkWFiRw2PVRIYr7FIROirkHUYdKciWmcvGbXQXNgoQ0BfuWVV/Bf//Vfhf/WrFmDdDqNa665Bp2dnXjjjTfwxhtvoLOzE1dffTWqq6uxZs2acrR9VNPSlMHc42qkC6Xojmq7IQxz4kcZocqRMDYuV39TwcUmad19O2JJ2guok6byyBYtW8U3rsTnquvI+l/n2SbS76OQ489E6TAJxaPCxYtCHw2MMDLaO7NYvaWv5OdM8TIdF6bGhHK7i1OhFK0b90YObbLJnWjz3CYySObOv7Cjpyi0PK5wGEoM+wCu3LA31AFAmO+oUD0Ty8dy9+w6AIFBgH/nYQokmW4oJmZSoUJi4go9U/VrXGHgJiRdNAUI3nOmqlT944vIUF6mqrVXNT48oJD7Jo6cWF371evc4bLktSGh1pXUYBgrlRcQAHo0ORNtYOFlsqGq6zvd3O3e7xfGG2UcYFDPS+VzstlQlTs0MWo+Xl2+bpPQ4CTCh1VbgoFBC27et9NdVMyZmDaqIq9r23CRpNyNM686Gyv3RpCfYXLM69ozHKHvYdZsMX2AygiyPZsveNKa9rVOTkUdVzIPw34/+DxsJAtLFUBRARjrgCkPRulK4pxvcY9B6hlND/NkKSrmHleD1Vv6ip43Sqh5HFjnAFyyZAn+8i//Etdddx0aGobC8RoaGvCtb30Lf/EXf4ElS5bE2shDEWZsoBZKXviYCGzbXELihCpHMm+KuPIhUZM6FUSKlUxSoNRWFMXoqdokAPTGylrxDaFcie978YZuspIUIA+/DDMWmAeK6W/DeCABxcZDnVdXmPA2VtTAZOExVQZtcw/V3bcD4+4Pkg7bLoKqUIrunB95kbapsGo73qlQdFWuT6A4Lwv1TrZl81Y5KKn8LACQPaCfmCYKhqp/alMemR8IoPNu8agUM5Wnawrya5vMbXZCTYXEqPIjxhV6RvVrQ9ouDDzq6XG5qjOq2knJOp1yv7R5jFHBhzg2oEdo4ldsqhHqUOWx/MYze3FYJT3nBoDY2qEL49VtiE1tojpJlWRVa9MD37jWvaibUFWf16c97fWZUVfMCRx1vJh62YmyhV87j334baPcxNThKIWqkm1U2juLCzCYrt9Jyl1+D6NCN6/48UoR9RAxrqJnYbA15IRds/mDijrFWKxPe1iliF6Q9aOJnGXjipoHqvmh0qV1xZ1kMAOn+sBgaA1T7V9qUx7unGUWMRTHQSmb5wtDOupQ443Sc/f2mx3myTwbn9ye0zunlBlrA+Dvf/97nHzyyeTfTzrpJPz+97+P1CiHmVcfEwQ6gd2Q9qyq7MiEehxVd6NAnSzbQCmWd86qK1xXNklFwho9dd4RVCgGVQiEwjZsUfa+V23qVW40WF4+/vQiylgw/W0YDyQGe286D8mw4W15H1pvJaDUoN2Q9pAWJLGNCz3zmGJtAOw3ETZKbhilWNXn4gmYbQ4aKhSdjWfVdObzrcw9rkY6r1QFLkSihlm8f0CvYFAKWEN1kK9PlgiZQeXd4lFV5F69pY/8XR7Axq79JZ+bzG12Qk0ZobP50nFic32GalNMKraeeRXg9s4sKiIWzSrXYZvKKEO1YcBXh+e2NGVw8ZRabYEundFER3tnFtkD2q/FtoFXvbvevK817sfVjijFHFqaMrhjVl1k40vSVa1NDnxFQwi/7tkYIOIw+qiqh8PTF4Zp3VjqGc5HR4Rl3vGlhVco+PQL/NrZnfOLPEOpvrWNQmLrnI3Bx9ST0rQAg0jSoectTRnt4S/Lw0ph0s8m64zqOzb6V5xG0zDGxDjWbOV+yVMfhsj6kclZ3WvYls2jbcbYEmNhlaeu9Bxmn6X6zX0G6VmA4hB13pjNN98mL7cqX7Zujh/78NtY2EEXtAobGcTGGxW1kvf1xfqo61LPaxLZlhTWBsD6+nqsXbuW/PvatWsxdiw9eA8FZN5Utu6pJosOm9S6RcVkU8ljWnW3XIVA4nLvNVEsTfrdB7SnirI2q06GfNChcrJ22y5KqrbJQj9NVDl2evHEbrNxKIN5K5n81mTjofNAoXJkmNzDZOEVK2ZR8AbtrRcdjdtPrwvl4SrzmGLYbCJslVxrpVgxoMQTMJscNKah6Cq69/taDwaWr0pHSxNdoc8Ek/vI5MHK2XXYOvfoQv6T204bKzV2mVxfVZFb16+y00yTuW1yaEGdlNrIHVXzWb+JBhLZYYcMpvjJ7mFj0KeI+7CNMsqoQvkqDDZWK2Y24O7ZanmmehYTfWXZi/twwDDgMI4NvI33XFLtaO+kK38DdIE4npamDLZedDRWzq7TeojJ/swOGXQ5OUXdhwqJWvbiPqlepzvw1Xnjm26oVJtQU6gD2oun1JJRH/xYoDaxqmrNJsxorDb+LpuPurUzjrQdwJBXt2mKHdmmWiaTdQUYVFAHD+LnoodhVC9DHp3XsjaPp+E6o1ozbULCVd5otvs0KgXNZR095N5PtWabHgSovAhVUVs6edunqsY2+PuNXfsxhltYGqo93KHxoLPdZ6nGRHtnVlk0ToS9V+bd1pD2wGcSMe133Vqm8pb+xjN7jWSjToarjNeqeaY6jFZdV/XKhqs6sLUBcN68efjNb36Dr3zlK/jtb39byAH4H//xH/jbv/1brF27FvPnz0+irSMC2UJ176bekoVLF66g81Lik3rq3MtNN68MVRilJ/w7rvwhFHHnCWBV/Cq84Fos3xHDdJPFnyqKCsExD+woyWPFEsaq8gCqhICoEKtCCViiWVNFKmxBDCAYAzd1VhXaSHlRyUhXBNXM2G9lCzmjAsX5qVQcJukatgiqQqh0hjfTHDe6/qQ2SGE8XHX3Mt1EUOOeWiBsjRGqdognYKaLIfW+wiymNh7XOtqmjzWeA2HvoxsvLU0ZDBCPY1vcxwbZaaZJ+BO7p8o7iToplRkXKCOsLgSLyo1nEqoRNmyWR3W6HFcSbwZ1ICbL98vI+zAyhurG59LmMSVez4zcALTpFGzmuA8UbdbDhIqa5vBVEdWAqwqbBoDZE6qMxpjKUM1gBizqkEF3bZm+xo+Jpc1jSvIhLezowTEP6sNNgfCpQMS2qjA9cBblW8obOtClQsPZWEhKd2bvwQTeQGBi+LTJ26gimzdPsWOU25lom8nfAGA/ZQnhXqHMwxAI9LDLO8J7GfKoDNiqfrY5OFYdEtoY0FXtMdnnMto76RQ0A6ANQoA+ny11P6aDd/eVvpPalIe2GWOVz3fxlFppX5vIV2Bo/PJjqdfAq900nNzEmSCM5xm/t+3O+da5ltl9TXYm4rVsD/dV6QtUHr86eaYqsKRKFzLckZQi1gbAa665BosXL8bvfvc7tLS0oLm5Gc3Nzbjgggvwu9/9Dv/wD/+Aa665Jom2jghMBij7KyXQdF5KANBvY7aHncKsypVnumBT2HrzxeVibhoyYnO6khsIPKxEhSCbpxPQq06UbDz3sv0D5AYKoMeWjQA13e68l/cK91FtHhvSQX4ytjDdfvrQSRczzlKGItadJqfE4lDnvRYoBdcDlIY3nYeYKdQGiXkJR8lnFAXZhjxdAcyfUhu5AI/utA8olk8mi2FDtUdW0LJdTBvSnpXHtQ4qDNIU2/ZTMjVsImPKM8zUs1HWl2zzv0ATHnr+R2usr81fnxmcZGHQunHL+jFsqAbVNl3YLH9/1TBkxTPiTHYtM9Tp5kJceWtUFbFZbj3qHlEVZpsE3KzPoxyUmXjn6dC9l+ffORCLFxIQbG5XzGwoMthR3no8lBePOG+oNmQP6MNNgWipQPg2qLA5cObDO3ndUhYazh/eq6IFogxx1Tuu8oBab+hvfNieyYZQtn7I1owqD6G84WXj3FQmq967yns5SClAeGLu94uiZagD5Dz04YFRC8BRa/PK2XVWB8dM36bEgKkHrGq/xO9zVSHY7Z1ZXL6ux+h+VL5Km7QZog4ufoVPxyR/vuDJHnlT7vxis8cKu59m6zZlBDR1EAxzWE5FHNlc1+a+/Hdt26tKX6BKgaLz+Fe9XpVHqcw5xSQvd1JYGwAB4Nvf/jb+9Kc/YeXKlVi6dCmWLl2KlStX4n/+539w/fXXx93GEYXtAGW5lXh0iZ6BQHCwAS0at2TYFBTISqyLvGIjYvrMYbz54srLYRoyIsvPpqI752vfFUN3snDsmAoy+fJ5T+wuCpcQT15kE1m2mJj2W23KK/IAUPeDpy1I4wHYetHRaJsenKqxRPOm45fH5pQYADKVFYXNc9gTGJtFXdVXlEF71aCXMGCXz0g3Pk0V8I1d+0sWdt8PwojCFuBhytnCjh6rpPImRnhVqIHKu0hG24yxRpWzVWEUolFGDIOkKe4ZlZFq8YZu1HNeTOPvD7yNxQTIi9YFFY6p+aQLsaQ8w9qmjzXqV2ouUUb0Ci/wFjj24bfx4OvqfDQ2hp9a7qu60EVTGRQmebppm6PkrKG+H8ZYaNJenTFUh2ojzVBthpY2j0FNRbTjGBNDpu3aJIN501HeIqbvSCejTDePqmfxACyYUosZjdVFuogsokF2cE0ZScV5E9UTSpeI3mRDFVXfEDHVEVi+U1V/AYFhIuyBoKp/v3p8LXyu69haunhDt1k4oKTbZV6Q/X6gey2QHCKqkMkf1c/597i0eQy5qVUdKpgag3WHANm82qtT1T4eSgZv7NqPPm6Mpb3AgLuwo8d4nJjINA9m3qnsveugUuOYesvxsDDUsPte3Txl3rsAFZkU/H8qt2TUcE6b31NyMO+jRB+UrTFJeZ7FcUAj+26U9opyXJeXdozCAmibS7rKC/Ru2as1ycudFBYpG4sZN24c/uZv/ibOtowKVAm0KbpzPhZv6MaMxmq0bjSLbweKB7RKoNkWFBANAZlKD7fMHFsInxUxLY2t8uajNmaHVXrSkzmTDTuPzYkEy6MFIDj5z8UTn8/Cjj3IU6I9vau/8P/5MaCq7sSgFDfxuU3GJzsBm9FYXVgIM1UVOLmhoqiNsvtQ169Pezj24bdLnusbz+xFbaV6/Krup/uM/5xyOzfxzjCd07oEvqrwehm6+XH+R2twryKJLwuxVtHemZVWOuv3gz4LU3SHKWcm71V2AlabAnoHu6qh2sP+fGkVXVXfqLyLeJhip/O4XqAJ92DPyYf7i3JENoaOSPkYW1NZVC1Mdh9WqY0n5wMy0dTvq0PDWUoIXTEH8e/tnVltv6rWGpXXD6APVzc9KV28oRurNvUWzSldaI3p5l211i1tHlMy5m28ZVVrVEO1Z7V+ysblwo4etD63F23T1Qb8pc1jpHqATXtF+LxB9WnPWMdReXzu3NWFf3y92mrzKMIMmdTcvnxdj/L6tSkPFZ66wnd9tSfNx6aTHew7rN9MHtPknaQ82oPh7tl1AFDULtm7ko07lRGlwgtCauvTnjaxPg/b7MtSHLB7bsvmC880SSFDedhhoE07dJjOB5bv9MoNZiG64oEgoPcopvSwSZkUntyeQ99AsRzrzfvKsDYeKoqFtUkc06u39GHucTV45I0+7byndDHdHK+7bweAQE7WEnsGgJaXcebgouSx6Tym1ozznthdon/nuLXedJzIvHRFVHJRpKUpQ+4NeWQ6iW1IJ2NhRw8qQO97AFpfsKmSrItMkulSYWwAPCojFz+OmL5422ljC59VSGQ7rw+KY0OmszBs5COPic4zZ2JauW8Rr8Wn74qCuM8HUNKfALR7F1WBJdl1swcGSJ3cRB9PilAegA6aMIUQAODeTb3KqjYU27J5pUCzyT9EFRRgiynlFqvyKFm8obtwMmVb3VDllm8rmXQnB9TGTtW36Qq7EAcmT6L5LdghPrfJZtQH8NMtvSXeJs+/cwAZTU4b1ekHtZEIE1ole5/UO/YBHPsw7RHF7q7yxDCd0roEvmFOsFTzQ1WV1ZTW5/aSYzKsYmyiZDL4EzC2KebHyr4cXWVT1j4TD2pGd87H5et6lHkhV86uw4qZDdK/m6YokOWPrE15uLqp3yj3o+nmzBRZv/Gyetz9O4wTrKc8s3wzUTdZ/X6g+KsSrjNjtm1ojWnbVGudSZEpFSrZ0DZ9rJU3PLWx6t7vKz0CGCYGdJuoArGyqCmqe5w9Ph/J+MeQrQss15fu+tOOrERO8yXKW1knO8R+M8HknegK4Zhuym28+phHCqsqawPlbcg2WJMyKdw5qw49FvlzTXNQMUw8okznAytGpqscLUMWMSRD5d2iylFlguo5qTH95PacNE+bCJXHUpfvjNG9X1+RO64chqbXt5nH1JrR3pklD99lUOudzuuUJw5PNB1RDDo6b9V+P/CYFDGtkhw2KiBsX/C/l0FFAAAo6JBU3mceKuINGNrnTMqkcDHhuSt+xEL9mc6jKu7EMCn0l/ICRxQAkb3wGeK7l6VAUa1/KS9wBqD2A4DcSKtK/QVEmwdR0Erk+vp6jBs3DrlcrvDvhoYG5X/jxo1LvOEHK7JNQJKkPLVAM80/BKi9RpiFWpYImyoywrxWdIoFZXxT5UcxqRrJE7ZSsqo4wu2n16FtemkZ94MF2UmMaZXSbL7UK68376O6AiXPWwlfWpCGjf8xac8ob4QNsurTqnes2nQ2pD1taJ2Jcjwpk9LONdvwVIAegyYbNV0IsU4hZIqQTSihjZIJFMsP2TOpjHmyvrE1NFFdqMsLqboX/7ks9JV52Z493qytcRg6eMR+E2V13g8OpXgjoGrjKIb1yzD1FNdBhd4A6o19mPBdEVVBLZniZ3OqS1UTXTAlOG2uILpP1naVQsk8AihZZ2JAt/FsDOvlYeKZHWGfVYQ4llo36kOUAWB9V7/R92zScfAe6zb95kG+LvK0d2bJPmtIe8p8WiLiuEsqnEyW90uVRzdqERFZ9zCPKBUmG3/2jlS6rY7unL5KtuowIsp70s1J1Zg2GVcdu/qleTmjGlV4ZM8f5/V9oGj8mc7jlEfrG2HSLVAHQ6bYjBOTwhRiuhqT3NBRkaV40L1rNsZND7FlRiWqwAoQzEWqnxrSnrJgh+6wOUyOSWYE65l/DO6cFaSt2Z7N48ntOUw7srLkHVWg2OB3x6ygOBRV3Em2BzGRBXk/KDJq40ygQ7c+Auq1YcAPjJeqA2jZ2qSLWDQNuY8bbQjwkiVL4HkeKisri/7toOHDp9o7s7iso8eq1LYNeT8QVpcSebbiUsrYpKAs2bJJY+y1IhlOJoYJG8SQEZHcQOBdcuUzPejNB6dLKQ84vbEK/9s3UBLWJZ7SLezosWpPEngY2ohTG9D2ziz2hzh5ZnTn/MCAxV1CFAdi+GD9YHgGRSYFDMCzEvKrt/RhRmNxaJDuHctIVwDw5MbO1o17C9ecpHHrt9kQi941qlAGlcJt8oy9+cDD7dKOHumY0CmE3X35orFtEoYURVm1Nd7J+iZqCAZ/HZPv6NIiUBUMn9yew+VHmrVFFbZni2ysUrL63k29eHL7LixtHoP6ao+UyawPWM4ZoHR8kFUWQ0CFTYQ18s2ZmJZ6DsqgPMZ04Zw6dCEp1PsXlVrb8MbevI+FHT1Y9uI+pYcQMLTG2Bg3w3p+MqMLJbuA+OaEOJZMvRRt7m+ajoONU9t+8yFfFxmqfFtDXvpm95TJEFU4WVT4vqA2wnxImWr+KXPqGsg4kfbOLJm6J+0FYZoMH8ADm3uNPdQpVGs6Q5bGAQje09fX7ykJA9bhgc5lyVCth3tyvlYm+QjWnHs37SgJ5+bTgoSFMpKH0R1V8Oug6TxWhRWGkaFRDkdtC70BQ+ONeU/zY1yWGsfWCzcMbA2R7ROoPZuv+JuM7IGBojQFfIEVcR2uTXmYMzGNBwl9S1UEzeSw2VQGy8aGTIeRhayz3J5b504ouYZJmhIb/aQ370ee8zyq9ZGh2j+Inpfidajnr015qE3Re1zZOC0HWl+Ub37zm7j22mtRUVFR9G/df0lxzz334JRTTkFjYyPOOOMMbNiwQfn99evX44wzzkBjYyM+8YlPYNWqVYm1TYRNqDj2PdSLYl5HsqqTtkJctd9lAsMm0bmpHti930fDfcUJbHVGhOyBAevk5uykQ6X2ZPNDxpi8H+Tlm3ZkpTKsq6Upk7inpwk+oAwnZOMxin6T8kqrQPX7nvJ96Qwp/X7gDcX3saxaKA8V4mDyjnl8n/Z85U/adaeGtYbZVGXJ7wcQzD3x6iqF2+b0lE8IzBcO0nl7pLzSCmlAtHBKyvuUnYDZGPap09KlzWNiOVlmuUdUXiXUiSLvURxHISPV5oAnk0KJh6kYoiELMVLJaraZ2Wvo1dnvl1ZDNA15s6kcaRPKpTKkUx6aKodF23BOEygPQp0HiRhOE3ZjxeTDYUSah0mZlDZUXTZfohxC6jwJ4lp348wBRiFLxyHz+GQyJUy/9eZ9shIpNY5SHoy89HUyxMQLKCz8gYrpuxLDqU9eswt19+1QF6Xy1WNKFoq8aB2dukf2cVTjHyBf001pacrg3PEHjNdI9s7vVqTCYFChxzZ5Hxm8Z6eYFiQszEgu6y9dZVVb+v3Ak1g3j1MecMaEKjy5PUfqGbY5z6m9H9WWtDfkTc1CLym989iH3y4UImP7Nr4ACRCkwuH1eVlqnLhkrs5xU3afaHu24nHYvd8vVJQXw4Z9DOn1LDz2gc29UrkAqENjTfbesiKWoj5IjQ3qoFqGrU4rHuAkbfilMNHJZOl6TK9DPf+enK9dG8uhg4jElgPQ93188MEHcV1Oyi9+8Qtce+21WLx4MTo6OjBt2jS0tLRg27Zt0u+/+eabuOCCCzBt2jR0dHTgqquuwpIlS/Doo48m2k5gKIF0XKehtSkolUWx6qRt/qH2ziypAKYrhjZPuso5PDYe9ezWbNHXGSZUIUw6bBXr9V36PF1xhhDIMGmybkELG4rFCFsJWtc3uYHAA4nf+K6Y2aBVeuII6dMp46rq0PzCqqpKy1B5tX6QR8n8VSncYRdR5tmom2MVUBuFQve9D8j+OgDgivU9mDMxLc0hKTNqwYNUYaYORMKgCg1X5WDMDQReGos3dCtDN5/YnTIKW5vRWK2UASkPWDm7Dju+egxuP71U+WYhGpT80ikC/T5go55k88WbZZXSxecQZG1dObtOm1rBNJRL57lCKb4qe6WYh4uaD9uy+aINE5W/kBXg4scaC3O2KWClaosJvXl5Dq10RaBrqMYqFf4im9Nh2yaOI9N1NwWzA06GTW5fEZm8onSkCpSOO2agCKtTZPOQhlFS42LApyM7eHQyBIjfiMLgD1Rs9DdWRMQ0h9SenK8MExPnvU2+WRPCTBOTTa1omP+P/6000h8aqr2id647EKNCj03GF/Vs92/ujdWrVNdf1B6Hyn+tojvnk9dbObuuEHb5/DsHlHoGVaTsY0dUFOYafwfqQJrK0Q0uwiDvB6GzogyRGbt5Zwmg2DtKt2eKIzrNA3DnrDqsnF1H6nviffjD7zBSfqykb30EfSYLV/URzINXLpiAJ7fnlPJiWzZP6oEme2/xELFtxtgSfZCyC9joDTaOQOLnw2Ho4lHlVD/mgR241yISRJSDqufXrY1JpdBQ4fX09FhJ1l/96ld46aWXsHTp0sJn//zP/4zly5ejr68Pn/vc53DPPffgsMMOi72xZ511Fk488UTcdttthc9OPfVUnHfeebjhhhtKvn/DDTfgsccew0svvVT47Otf/zpee+01rF27lrxPXV1dtIaeeg5w4TIgTXht+APAQ63AuVcC9UcB8PS1oP0BYP1PgdP/FvA47TLXC/xsKfDSr4u//6VvATMvACpSwEAe2LAG+MU/0de//kmg4ZjSzwfywMPXFl/f9Npf+hZw+lfC1bn2ffnvBgaACsl2tXsH8N05ZtfWvR9ZW646SX099i4HBoJ+ye4Bag4HKgllMn8A6N0HHF6vvz97x+deKX9HwNCYEscBz82vFI8dFWL/s/F34hnyNoj9z/fJnp3Aq08Hv60/Wj8e2PP+nzZ1e9k9Tz0HOP+bQIbry/3ZoO+p/lc9a9HfBoCrTi79nJovqnH43fX0++afhe+3x2+Rv1PqXaqexfQ7uV6gqkb9nfe7getnyf926jnAV/6J7nvV/bt3BM8s9gEw9Fm2p3RusfHJyyG+L7M9ADwgU2cmj/IHgL1d6ndMjQGTZ831As89gpozvlIciiWT5ybyykZGiePq1HOAucuBlKEbq3hf1btkY/r//ED+Pd8HHloiH+Oq+eL7wPp/la87pnOIEWYuie2mxoI/UHrtAzngX79V3CbqWd/fA+Q+UI8zUeaYjEtb+t4P1jV+DIpjlewDP1gPVfPPRG4BQ/L41HMw4ZI27OoDN7fHBusvNY67dwTrkIkOpZsTVHvZuADUY1CrI/rAnrcH20voUKo+yx8Arv5E8WeqNStdCxyu8O7SyRcRag0wfc8yeHliqr+p5LiM97uD66reC98PNjqVjoF8MMfCQOkpAPEueN8kBfw6L+t3av8hEkUmmeo0gPnYUvUXINdfP/Nl+/HMxotqTdLpktTf+XfzpW+Z7w3FtqQPk6894p7C5h2a7MdUeoEJos4n6wM2LrI9wCPfD/6/OIb5nDwG48zzAJ+aO+S6MDjeTOWFPwDAC9YAUVdT6XFh5ydgrsPI9Bd2f7YP8xQ6rWo8i7JXp4Pt/wB44dHBvaWwX6DWb9nYjKIDA0PPCOjfQdT3ZEFPT4/y79Yr1y233IJdu3YV/v3yyy/jhhtuQHNzM+bNm4e1a9fi1ltvtW6ojlwuh5dffhlnnnlm0ednnnkmnnvuOelvnn/++ZLvn3XWWfjDH/6A/n7zikrWnHulWjnZszN40d+dEwhYE3vznp3BIBeFR7o2uB8PM7ylKoPJk6oM/v2lb9HXrz9a/rnnlSqu088vvvb084PPRVQGRx3UpKc+rz/K/Nov/TqYbO93m5U7HBg8MTj1nEB43fxK8L+nnjM0mRuOCd5NqhKAHwjBvveHfivS+16wIOWEXBD+QNCm/IHB+NQdQ4Lh8VsC4Svi+8FCqBMee3bqn5VdT+xnryIYf4/fUtLmmgp/SOgCpX3ScEwwRh6/JVjQdLAxrWpvrje4HlNuD28I2sz+qzk8uHff+2bvmIJqAzXeqM9PPSfY/Mrw/aFnEfvtwmXyuUW1K7snGDP+QDCGbPD9YLw+94j+PWXqaXny0q+BPoVHrkrJqj9qSDZedXLwvy/9uvizXG+pIu5VBMof31f8b66fBVx/Ooxkre8HhxqUTGTvmPp7UbuIQ4yfLQVOPKM0D5NMnuvWE4CWM4B+XJ17ZXjFx1fEDdYfNXRv6p1n9xQrRrx8peYLEFyPWndk40dFdq/8c9WzeV7xe5LIRanxDwjGrviOqWfN1AXXptriDxTLXqotUanOlI7BdG2gNLN3QMk+zwvkc7omMNqKbcv1DhrxDNizszCmdu2vCPqXXfuhVvnhIKP+qEAneah1SEby6yvPS78ODuhk+AN0e/e8XSqvZGNQN6c9b2jdpO6V3UOvbTJDkmxcsHVUZwwyfT8Mag2Ikj+cjS+mv3Xv0K/tFRXmuiHbdJseDAPmOhUP0+2K7u1HNyTyspCXpRfdKDmMM3wPvFySjdl0bWDEYfowxeO30O8qin4GDMkPm7E1MKBurzh/TzzD7DBZxqnnqOWBTpek/s7ezannlBq+ALkuAZS2JTNWfn2vovj3JvqO2HYVL/2aliuqscLk9kOtxXtMJtv5fR3bDxxeH+wTWr5TOob5fYOO7B40VocYr0xOmMoLr2JoDeB1NdU4ouanbAzIkK0PB3LBXNHB9Dy2DwMG35UP5PqGvnP9k8HYEN9vrhd4ZDkn1wffsWrd8TyguhZ48w/y/cLqbyrWO4GW76h1YJ2MStcGxs+itYnQL0T7A99HZcbaA/CjH/0oWltbcfnllwMAvvWtb+FnP/sZXn31VVRXV2PJkiV46qmn8MILL8Ta0J07d+KEE07A448/jtNOO63weVtbG9rb2/H73/++5DfNzc244IIL0NraWvjsmWeewbnnnovXXnsNEyaUJrEEgNdffz1SW6etryVPCGoqfFx3XGDEueOtKuzaP+h/rYD95obNael1Pfh4/vShgT59fS0GJN+rgI/nTi/dGDyxO4Wlm9PSdkyoHsBjU4cG5xdeqAkUb833dN8Pj/zkkro/zxO7U7jjrSp07ffQWO2jN+9h7wGd0PfxNxMO4BNHDOD7W9JFG/aaiqAqrvoa8vaydya2adFH+osqg4p/P60+j7XvpPBePrjm2Epg8bE5o2qiT+xOlTyD8UmwYZuf2J3CdzanpeMP8HFEykfvgId+X9/vy47PSdvLP7NufFXAJ9oydD36+YN3f+1xpYcFtvPgLzbWkuPkiNQAfvuZPqtryt4lkxP8u5B9Z/+A4gRz8Dvnjj+AR3dVQp0pKHhHsrGnkoEqWF+oUF2b6is2Xj1AOx6mHpHHFybkSZnIxsW/7aok/q4j+P0vdlUayXOzvvTxgkS2A/qxGvZdsXFC9cOE6kBxpOYnP17DyiYTua/jrGdr8F6+tI013gAO+B45B8T3dOOWKjyyqxID4Av7mP126vpa4rvBe71xS5Wkn2n59MTuFG7qrBpcJyIYXbh7Uddh7zHQZ9Rr/RGpAfzlkfmifjp/cH1dtjmtlDdVno/rJ9P30Y0327FCzwt6baLeh/m1S6nxBtDni+9RLUNUup5s7Va1JwUfNxw/pLNSuor5M5rrHDym66D4G4AeE3ybVP3JGFvp4z9mDPXrE7tT2nHL30MtF8L1C4P1j65PbO7H97l+zKrHP6UDVWJgsP9s+sQfbF8wDqm9kYpK+FhK6C88qv1RHGuUbn2evaEWvZJ3yf6u0oHFdcbm/gFBr45J+VZriamstV33Ta6re56wc6wCPr4zKAep8XBEagA53yP1cvk6rsfkuan5qRoDsv3lM3tS2j2yqKfr9mGVCDwn5fs+Wm6Y9Jeqb3T7a/Yden4HHJEawGGVQNd+b1Dy0M/B9x+1Rprs3+Jg8uTJyr9bGwCPOuootLW14atf/SoA4DOf+QxOOeUU3HXXXQCABx98EK2trXj7bQNPHwvKaQCMHAJMubjmDwRWacAspAt+sZuvynU21zvkAkuFWVJhHCrXXzGslAyXIlzqZe6uJm7z1N9lbsIm7rM27WDWfn8AeOZnwcmSKrwpzKm2qYt83K7CvAs5YHfqTLT5hRdewNSpU81DcwbyQydcFCyESRfOp3OpV73jPW/rQ5JVYRSm78Y0BNJ2bpmE4sv6TxdaDQyGhRGhIeL3wrjTU95RVHgBjyoURewrW/kzkAcWn6IPd8kfCO81x35PhaaxsamT+zwqeaIbV2FkGx9+owo/osZalBBa1XVsKMwNar0cXP8uulHuUcX3ORV+pAuPLvyWCPMUQ/DEVBNiiBD/bKZhkkzXoFKR+H5wEq+SBd07gN1vAlNm6tf2fH+xNw0bK+dfp74H64ub/1stS2WhpyZyRUQXmqcLuwsT9ieDGkeFkGZh7KjC4yl0KWAAO11EtQbw+mq2pzRkTIbqXrL3AAy9c0C95g0MAA+36mWtSegbI0yYe5TwaEAvz2X3U+lApjJabAOViobSmXJ9RAiqIqxXXOeVOoHiOqpUJlSbxd+rQsZlbTW5Bxvvf/Yp+drA9pIqvRGg9TMxvFk2f8IijgGdDk+FjpZcV7LWh9Vvle0n5uHgWHnhhRcwdfkvadkPyJ+X0kV9X+25DujHEECnEaF0Q5M9jCo9Cv8uoqZCkKX+efXpwANep8OY9I0KnVzjx7MubF0cO9S6FSaFVAh0IcDWBsBPf/rTmDVrFn70ox+hs7MTn/70p3HnnXfiwgsvBADceuutuPXWW7F169bQjZaRy+Vw1FFH4d5778Vf//VfFz6/+uqr8ac//Qm//nXpgnP22WfjxBNPxE033VT47Je//CUuueQS7Ny5E1VVVbG2kSGW0waCZJ0s+aau+iYwlDRUd92qQZ1dV8ENCBIMvzuvdNDV37eDDIzrmV/8fartsvYyFm/oxirDxJoq0hXA7afXAYC0WqIMlhTVJAE0db+Wpoyyj2zhx4KKMH0N0NUkTa5NwfeFyOuvv47JkydbX1OHOPZk6O45dOJeTMoLkgebjA2qv036GQCOXf02WfzDA7Bn8Dlt3rdKxgAoPJeHoaDXhmoPbdPHovW5vWR7+HaB+63qe3u49yRrl0htysPc42pw36Ze8t0M+CD7dPGGbty7SX6iKfZVmDHZM/+YWOc7xcrZdfj6+j2kpwb/PlV9yssT2ZikxjjrK2osVXhQVu7l+7q9M4vWjUOVGtlY092boervSZmU8h3q5KmsTzZ27deuSbr+4fv8UlVlUQFelup+u3J2sczVtYVhM+7Zc467f4e08I+HoECRbl7zssaWSZkUtg8mwVexcnYdLl/XI20n02+osSj2o0p2i9dgmOhxkwavpxszuv7UwWTv4g3duH9zL/J+0Afzjq+VFo9SPXNYnbUh7WHrRUcXXV9cd3hkY/WYB99Wyhm2VlPzm2pbBYC7BufPeU/sxtO7Sj1MUgDu5OaY6r2YjKM5E9Ox6LphYPPUVBZlUkB1yiOr64rvVjYfZKj0U9kYVLU35cmLkYn3YAUqxAILTNYu7Ogh26vSM1VyVKZvyZjErcMqeSP7e8N9O6Q6Eq93UfolGw8m68e0IyvRsas/lnG7YMqQ/DHRU7cPygvdFpYfj6pr11ZCq9+GgfU52++Y6v8MaixlUkFUimotMNnzqca/rF0m+w3V+Df9nim1qeI+MNUndH2jQ6frnzGhCo+ePb5Q2NV2yZa1j7qnuJ9KGmsXhgsvvBDLly/Hzp078dprr6G+vh6f+9znCn9/6aWXcNxxx8XaSABIp9P45Cc/iaeeeqrIAPjUU0/hi1/8ovQ306ZNw69+9auiz5566il86lOfSsz4B6Aw2SjhYFIFR1YxTnbd7IEBY2E373i5Jb2+2pNeQ1athlJsZe1lPLk9ZzSRqcWewQsylaA1UURNyA0Efd3SlMFEYhNqIryBoQ2OyULBsC21DpQuinxVLv6etpWYDq/0SIWlsboG363QV6u0wbSK4NLmMdKFj1FLvJ+8HxhV5h5Xg9Vb+pTvj3qulqaM9j0u3tCtnJ/8X2zmlqxyKavw25tH4W/8N7r3+7hcoQjzsIpUukW9Pl1svJJVQeOZxI3/VZt2SL8jqyjHb9Ae2Cw3/lV5QPbAAOrv21GYZ7ZKCRt31HxnqGRVAyFPxd+3NGWwc1cXbnmzRrqxYtUKmfLA5lt92gO8oHIne04AOPbht4uusy2bx6J1Pfjq8bUlY9zDUAV5ar1q3bgXqtrq4rzYx03C7v0+eW/ZmKb6mzfCUfOc9ZNsLsrkoUpeMDwMrcG69dy2IvfhVR4u7ejBshf3oXv/gPK34jNR855//vbOrPG4Z+Pg5DW7yPHsc+2gNutR1lkAhX7Vtfsbz+wl28k+18ll3RpJGYFEA5Bqfda9J3YN3YbCA62fMRm9YmYDVsykr2HyzGF11u6cj8UbujGjsbro+rJHqgCkhvrqCpByRmYwFDfe1JgZQDBeNnbtx/PvlObDzVR6uGVm8bX5fhD1x+79vnKcbMvmQxv/0hWBXFAdFOqu6w+222QeVcBHv+8hSxj0PABtMwIjja2xWqUHyuamyniW90sNA5RONKaq2JjJz1eVAVCF6ln4cUnJjdqUhzkT01qdXNYv7Z1Z0ijmc9+hKgTLKt9TcmnrvgFcPKWWPFg15YwJVXhye66gg2UPDEjvd8W6HqQqPKW84KlNeWibMbZo7ldIdLDevB8cXkJvUJSh+p1YpdVE/+ehxlI2DyyYUqPse7ZGU3tIqho527fJDsUoWcO3c2nzGHLuiN+zOQQVSXkoGScm19LZHkyg1lfG8+8cwOIN3Vi9pc/a+AfI3zslo8tdCdjaZ/Oqq67CVVddhbfffhsTJ07EQw89hLFjg4Viz5492LBhA84+++zYGwoAV1xxBVavXo0HHngAmzZtQmtrK3bt2oX58+cDAC677DJcdtllhe/Pnz8fO3fuxLXXXotNmzbhgQcewOrVq/F3f/d3ibSPp6Upg6XNYzBx0PCz7MV92lLR4u+pz/ny6nsUA5dVDPcQKDurNvWWlBinFpB0BW2EvO20sUZlxRkmhqF0RXDKSxl+Jg2W0dbBFmE2uaKeA7G2L20egyqJo06/D8w9rkZpsGpIe0XvzHTRsC21Dqg3iKbXkLGHGyN8H/sI8ut845m9qK+OEL7CwW++dbQ0ZXDHrDry7x/kA0VNJuh68z6e3J4rjGeKsEK5vTOrVaj4+/JzCwj6oTfvY2FHD45d/XbRvFVtyFSKen7wPxWs/5c2j0FtSv1O3z/gF9rV3plVLqSTBMXFpF/Fsdu6cS9pvPG8YJPmI1CyVUp/Q9oreTZemaDmOxDIqnnH10r7JlPpYc9+Hw1pD2nF6soOY84en0emiv4ie8+83N960dHYOvfogjwBgo2uzIjY7wOPvNGHucfVCBnEgFWberF4Q3fJ9ZmM2qPx9uDfn+y9sHubrBdLm8eU9Be/BrU0ZTAmTY9Faj7I5KHO+AcUG73Y/SkZbnPw4aF4jOo8LEV0h0JMNpviA1i9pU9pMGDtaGnKkDI+6jrLNjU6edOb90F9xfTQiFojF3b0YPGGbunfASBTWVH03lXrM/WetmXzBR2spSmDO2fVkXIGCPq1bfpYpawCgvd+7MNvo+6+Hai7b0fJemGiF6jGuEpWr9rUqz34AeiNtUrOyIx/vO7BjHQUvXkf92/uJTz6KqS6GOuHSZlUybjm+0zWp2HnweGVgbFKNhbSFYEnV8/8Y7Bydp1yjmzP5qXzqMoLNv1MBo+pVEcN8fKPmg+q34r7DBVLm8eQ7zDlAdOOrCzM+ZQX6NuyMcGvf7WpYmN9g0I3VbWTGvf8fqS9M4uT1+zCpR09qE0V9/Ntp43Fk9tzRjr54g3dGHd/MH/H3b8DV26g5TjrD8rw05D2SryAVQdD27N5PPJGtFy6mVRgLOHnJqUP5vxSgw8F60cARXOf+vmenI86w71ICkPvqyHtkTLKZk9CoZKhT27PkWM0kxpao1m/Xjq4VjGo9WZPzi8cnvLzQ6WnT8ykisY0pZ3yh/8tTRlcPKWWnMeqNc6D2vGH+o2J7UGHyoDOUK0hJsh0JpmMjsOYaYu1B2AqlcK3v/1tfPvb3y75W319feQCGiq+9KUvobu7Gz/84Q/R1dWFE044AWvWrMGHP/xhAMD27duLvv9nf/ZnWLNmDa677jqsWrUKEyZMQFtbG84777zE2shQnbjqrOWqxYpdW3UKApSGL7GNhnj6pDs5kGF68sHaaTJt+Ptdsb6nSDmhjJH8PbZl81oPwjBM5DY/stDJ3EAgvFVeKud/tCbUvcN4W1IL/LZsvmjc1A8aKExCx4HixYvaTNSmvJLTWpsQdYbs5FLnbk+9e9Zu6vbbs/nCeKZOuo8dEy63hajgicjGdUtTBhu79uNewZOge7+PK9b3FL5jcsofBg+l/a8K0+C9ZHXPK8oe2fiWwSs3qhAk0zHGezdQY4qa70Agq2Y0VuORN/rQO9i0TCowLDE5253zC5su/hqyED3VezQxkuo2aN05X+qF7QODBupuacigaoyJY5d6L90533i9kBXGLLqWQmmt8FDk+WnjbS9DNCap5I/pXLT1kpPJeepeTBm33azLTt55xPVGdeAYFnYP0fuKIu+X9qWN8qwaE6oDG/F3cyampd+fMzGNJ7fnlGux6AF0WUePdI3iDQ2q8F1R7xDXizDRBDwqTxAf5iF3Mk9dlfeviQeTD/Xcooa37tl1fRZnxMOeQTkJQBm+rpvf9WlPO14AoP6+7dQlAKDIyB7mOanIExlM55F5T+Z9FIVu5/3AGDKjMavsE97btr0zqxS8vEFX7C+ZjsJ7z4s6Y3cu0IP50NtLDTyoxLQmeV+dfoMdIKoMPzyqtCmA+RpGUZvyUJ1A6C2fAuPkNbuM1jbVAYzI2LSHrXOPLly/Oyf/HW8Qf2J3Cl/6w66iPSc73AboeaeSoduyedL4X11Z6qHGDnDZPFB5lFF7fBkyj1Xqp905H8eufrsgn1bMbMCMxtL9OOsbao5POaICm95TR0KIxBUma9o3kewKkt+ayOhyECGLOdDZ2Yl33nkHJ5xwQsELMGkuueQSXHLJJdK/Pf744yWfnX766ejo6Ei6WSWoFqVXLphQ2OSLpLzgxJdCXHBkA5NXhnWLo+kCImuHLqeFTdgAfz/dRpC6R9zGP3GTS21+eC8dmZATFRYVopGugruSLAeNCGUI84ASRYUZKFgo4ZyJady/qbfEQ0zsB9WYuXt2Xcm4AIrDF98/4EuNNdTzqYzpAB0Wxhazy9f1SNsLFBtYWpoyeGhztiRX0NO7+rF4g9xIokKnhMhyc7R3ZrGKUNRyA8HmgFJMo+Y/ET30gGJjf/198pDdbdm8Ms8hDwtTZtfd2LW/kL+KIi7PUgavzKnmEjXfu3N+Sd9/kC9d5/v9wGto61w6P8kTu1Pk5tX01NlE2VUp97wiyaMy0FIyOSwyRazfR9EmzmSTL248w2xsRHmnC5+U5f3yAMyeUIWt+waMw1tFZGGP1DX2Dp70227WdWum6G2jC5cR0Rk9U15pKB2gNwKKfS22U0XYza5ojH9ye076vSe357SHG0wOqtZFtn7xoV9iTi+A3sTw68XBEnIkG582B53U+PZB6z5UWJ/u2XV9Rv09TDg8f9AcJZqmO+dj3P07MO/4WmVerMZqH7v20+sq349h54sqNYMIMx6Y5NgSr6sy1JrsQ5hHlc/9m5fv4l7NB/Dg670FY4cuJYPJ3LufSGsiI5NCQRc1ubYuEoXpGWHDpJneSBk6w9KQLnZCMY0kU+U9FuH3narrswPB9s4svvt6Gv1+8F1e71i0rqfI2UGWZoE6VE558siEwyXGP4aPIf1IdRili0Li94Cs70z37WJaBJX8Cj4vrQdga/wz9fQ3wVSuRXEuomwptiHkSRDKtaW9vR0nnXQSpk6dinPOOQcvv/wyAODdd99Fc3MzHnnkkTjbOCLRnR6umNmAlbPr0MC50TZUe8pkxwB9Apjy5G6xunZQm2vVplsWhrFoXRCmWH/fDpy8ZpdRSAgPW7BUG0GxDZev6wnllitGUFR5pZ8BwP+dXOwJZRKSK/O0kbn7yxD7tTvng399vaVpbEpQ5XGShcJlKisKIT8rZjbgTsmYFA1Vqn6QhRGJ4Yu3n15XFBK4cjC8Zevco6VjX6VkqeYDy++nGiLiJmN9V2micCDwDDl5za7C+DYJb1FtMBqq5R62Oo/Z7sGNPhWKLwsXM2Hl7DpteLrqeWyMAuwZ2juzZnk1uL9T3tE2C1mDIpSUh3pem3wlOqX1jreqyN8yT0wWjkGNPd1GtqHaI8MmgaDtl6/rKbk+G2Oy34oymXovOm92hm6dssmzx8tbk7BSEdH7XSV/2BgWDVIXT6nFo2ePL5KFNorrJGEDx6e1kJFHYOyxNejouoY3cunCZRrSXolcv3s2ndYDCIr9iIbORet6rAwOPmhjnAyTMWESnqMas2zuqF5Hd84vWut9vzh8kK1fvJ71jWf2lsx/lYxhsjZqyJGJ/mKCbHxSa5lsLVKFZFLh1LIRa/Lsuj6j/n7xlFrjNQawCy80md95P9BX+BBBkUUf6VeGTvNzNmwEBDAUeWJCS1MGA4ZCnh/zKn3U1Jih0tkfebM0NDY3EOQ7VoX6s/V0zsS0du6ZbmNqUx5uOa2u8G/ZGPRQnGpAN3fZgajpWs1YMKUWPZyeH+dhAsv5x2NyfbZ2m677/DWp6/Pzs/W5vej35dft90ujUMS9H5XOgXr/3Tk65QUwNA9kYxQI1kVdN/B7QJVTEIXp/pa1R3xU2x18XGGypnKpNuWR9RNMKPchmw3Wkv3RRx/FpZdeiuOPPx7Lli2Dz7kCjBs3Dscffzx++tOfxtrIkYiJsailKYOtFx2NnvnHKA0gPNTkHPBhlbul8Dk1+xSzksqrxOc2sjEI8IuhSagK2xCFtchXQMiHkpYLYHFTYaJERwm10SkrOkHLvGRsENtlMiajbiZUuYZM2sh/rpoPstwrPOIJI6BWxHQbMREqj5zKy9d0nADyfuQ3U6ZkUvowHWAo7CUOVMZbEf4ErW36WGmuuPlTLBZow0lCKZE2cke3+HcpvDBWzGyQHraIY0+l7KYrgj7TtTnvQ3p91aaMH6uy9wIA5/+ZWfoD3Tplq5TyXtm8ccEE8cRWtcmTHUJRBilT+Sh6IJrOk+6cj2z/gFbh59Fdln92XbjM/oGhYh7Mk5jJKEoeie9dlePTZCNkAhsTFMwrUWeQMtHxPrAYtv0+AH8ohE2Wd4h5Dpq0g8G8AG1zN/PEEe6q0hFka5ns4EOle7Q0yfOEisPJ1GNU12fU31fMbEDbDHk+Pxm8R7qK9s4ssv3muVSoSAIgyD2rmvrsPbV3ZtEhqZ4M6A8PGCa6EsN0s8x/TzUmooxb9ltqL9M96DVFwdbT1Vv6CnnCqbln0peZytKCOKK+x3ufsrVcd5jCfquKPJMhRsTEZZhR5QnWGfXY2s36RWWIF+URZUzlU+KEia7hxyAlM6jH0nmesXx9qoIeNms8u6Yt4jVkstumOBmFbM8WBpNcyaJMD8Nw5PWzwdoAuGLFCnz2s5/FL37xC8ydO7fk75/+9Kfx3//937E0biSjS2oeFtvCEDpjDeWeqgoBjjP3CRAoY8te3If6+3aQmzRdDjobRM83XWgvw0SJDlO4g7qf7Xdsq1EC4YS92A8TqgciJ2NVQbWxPu2FSsQOyE8YAXOlljLG8gtf68a9JTJA5+UbxzhhJ6CmRsBqw4e28bLRoTLeioiHJsyDFAjeF8vDWW24mpnmMTNRInnEb5ks/o3V8rY0KHK6yZL3i0U+WHuYF7ONQVi8vulh1v+dXJoEevWWPnLzx8+VbP9AyVzh+0/ljWnSNmZcMPFyEO+lmpO6/GL8My57cZ92jFagNDWAzXrbnfOtDNS6ccE/u64d2QO+lZFaNj9UOT51GyFbqFdxemOV0SGV7pnCrMe8V6DKK0TsW5WxifcaD1OMDAjvxRDW4EgdfABq46yJbLfxGGVrqayYnwqbvFsmsllW6EKHD6BOEbFA3bdByCNI3ZHl99Jh4yFk6p3Lyw22/skKhUTxvjH5rWnhIpYnnJp7Jh5GVE5A/pBF5smogy+0ZeoFKHvvYbwIZdelZJOJPia+s15hyWK/lMkj2f7u7tl1oY0/VJtkcph6TXmf1nGYZ6Jqbk3MpKzWeCCcjUIMOZdFCLKctDJMRg21Z1NBRc/obAiTMqlQ62RGUgRI9XtddE/SWBsAN2/ejM9//vPk34888kj87//+b6RGjRZMc9nZQJ1SUN45OqNVGINVnC6tDWmvKMxFdr5pmoPOBtMQAhGdEh3FO86kX+tDVMKkiHI6wffDY1P7Es1lQG1wunM+jh1TQfa3ymhACWYbV2/ZqZcqhFusTCdDVRGPwVfpki0ctmF0unyfjDgN/xMzKaPxLguP4kM8+Bws+0MUtNHR0pRRVull1KY8zJ5QpaxWKGPRR/qlY5tVV1YVEuB55M0+aWgF2+jahsLy79pUptmkP5DNFT58pqG62NuBWvdYQQhd2wpohrrst2HCiOurPakirBujd0lyvMW13lL9RG0QxLln0w6ZkVrcvNVaZqBWvQLbdWzZi/vIwlDPv3PASBHX6VZJFGliiH17x6w6pTIfNYQ3zBxgm/kwGynq4IN5M4apVsxjupZRhsjFG7pxzAM7sLCjR+qdbXp9Ux0syqE3FbFAyXV+k617DtMxbtofsjm1YEqt0pAsphJhhUKYxyg1anWGEfZeKIMTM5SaeJjrnn/FzAYsmFKrPYAWvX9t7iFjgVDwzdQLkBqzYVPQMEwOt1Vr6NLmMQXdeGGH3DtfZ2RUySyV8bHKg/IQU4VqLFI53ZlnoqrPljaPUcruKk+uX9sYcsVnpCIEqSJ9LG2Cbj5OO7LSag1RRc/onENk70wlB1jE3I6vBlFzJmueSXRP0lgbAA877DBks3QD33jjDYwbNy5So0YDprnsbJF5e/hQe1qoTjHnTExbe67E5dKargDg6U+pxJxMcWyITEMIbIkSamOiZDPDgAxtLjAhR1OSXntxQoX2AEDHrn4yvIJ6ryoPvBUzG5CpNFv8xP6OGsINBM968ZRSTyqeY8dUKBcOVRidjDBhN6ZkUrRSZDK/ZBWhgfAbojDzWqeUprxAOXn+nQPSTYiKs8fnpWM7NxDk5aMWaH5Y60JAAHU+PxmiB52JTLNJf6CdK0K+U1Wokw/1yT6jvTOr9KChfhsmrB6+/RjNEKH4YYwvIh5QyMdnIifF0Kcw7ZC9d94jgyUQ5+eIauOh6krbdUw1p3vzvjQnJnVfasMY8ZUpkUUn3DW7jvw+ywkW1tNANv9URI12od6P6P0oEib3lwrKEHnvpl7ImsjWeOr6YXWwqIdvMt0jSkSLLRWeec4tfk4tbR6DJ7fnlJUydYU4ZPoU0wMoecPLYlk4d5WHgqGUb69pqgMZK2Y24N159DUAtYe07btaKfFuMzX+UGM21FrJoXuG9s6ssjoyAFyxXn34HWUutc0Yi0rJKWJDtYc7ZtWV5DePc+/H5/nnPRNVsoal4aA8Jz3ilqaGXJkzhW3/shDbVy6YgJWKNYzKz06hkgthnEN0csAWk+iepLE2AM6ePRurV69GLlfqQr9z50785Cc/wZlnnhlL40YyUXLB6bAtNCGzNF/a0YPzntgtTWCu81xpacqEqx4jcHilZxSyIXooRd0QyUIIouTHEQkbakOF8vHkBmgjsqpf2Mlu2BP5MMTp3kyNE+blJHuusO/1lpljtRscm6Twtt9ZMbMBd8+uIzeQ67v6lQuHTZiQjUHMxDuRJ5MCdnz1GFIpMlE2qfCLMHI07LzWKaV5PzBEh13MqbGd9+Ue0exvDF0ICKOlKYM7Z9Vp2yMbEyYyzcaTWvf+qA0rFeqkO9lfvKFbWeVQ9Vvx3ibsyflWY7TKQ1Fyd/HeohwzPaRgUAWaqOvLQp9sN3cmBySyJOmyXJIqwmw2TeZ01FN5ne23yisOF7LxughjmInqacDGT8/8Y4qMyQ1pD2Jroka7qJ5PJe9MxqiNcTLMOrM9m1d614XRwaj+yKSMU9pKnyVMREsY8r5dLkDA3EPGpOCiOF5rKxFUrZWEWKYrimUx87Dl5eMdxCGyLFpF5mWlemabPI/ivU3fVcqjjXg6449O3rIxtXJ2ndXYkUV7iOj0qdbn9pKeZowoRu2WpgyWHp8rGkusii5rW9i9n05uUXn+KSce3jBFRbJQ+0lTz1axiBdg17+TBvUS/r4Utuf9KrkQxjnERg5EbV+5sLbjXH/99di1axc++9nP4p577oHneVi7di2+853vYObMmfA8D62trUm0dUQRJRecDtuBI1O8fQBPSzatpvlRrJLuE+zJqZPoMmQ5FGxyc4lQXh6mgjvuuH3+evdv7tVFqZHvWVxEmHwbDm+/xRu6cSkRHhMG1ThRnfaFMca2NGWU78A2Kbztd1gbqOILurxjNpiEqfJtslmDWQJ81Ttom04bW1XKkI0crU15RlWOKUwUa6pfTN5JmDWB7xtdCAiPzugaRVbYeFJHyXVp+3l7Zxb3KhLim2w8GKZGcNMQdyCQ0zpFUpxDH2i8IHhMns9UTppu7myr5vLX53N86gjrqW+zWQ57Kq96BrZ54MOFZBtv07Ayk6TmPFE9DfjxkqmqgPhmo0a7qN6pSZigylgvRpSoCCObmbE9zkNlSrbeclpQadtEF46S7zkOb1bbMWfqIWOao/aVCybg7tl16M0PFSzszvklRQHFHKz87030SNGrivKyEjHJ86hau20OaFSpblT7K9tif3xuRh1UtAePau43pD1tkY44ijKcPT4vHUtR9zg6uSUb5yz83cSJx1ZvCuvZKpNVNuHRqoIoNqjkQlj5HNa5RwaVzkuV5iturA2ATU1N+M1vfoPGxkbceOON8H0ft99+O2699VacfPLJePLJJ3HMMcck0dYRRZxhpSK2xsWwFRRVrJjZgDMmVFldV4S59OsUcVmftTQF1WpXzq4rMXipEE8cbIk7bl+8nskph0qR40/p350X5CUoh7cfT3tnFqs2lRoyo2w6VPMmiVArVYJsm6Twsu+YYquws+/beJLYFvaw8bYxab8uRIfCdAMfh/Hb9DRURlyJxHlEDxZdCIiIzNAQ1UgK2OV5M3lm23WO+lwnc3yYV+E0KezA3o9pQnvVqTOFjWwwfT4bxDnBPCFUyrTpe2NrmKrnPEQrPmV7iBjmcIXSAal5JtuUmIaVhUmJEJenQRKeDKqDiqh5/kxz3gL2Ycy8sT3OzaJqw8p0YRVR8z3fOavOeO1TyTyTMcEOxKmDXfEaNnstKj8ZXxQwynta9uK+Eg80VdSOrm086Qp9jj425lTLzhkTqrSFLcT9VRgjtpibUcWCKbVGxTZUc18Xihm3I0RSIZxRxzPlxBPFKcmmTVHWMYA2TtvkZzdpc5zyORTUHC2f/S9cJOeUKVPwyCOPYOvWrfjtb3+LtWvX4vXXX8fPf/5zPP300zj11FPjbueII+4TQB5b42JYQ4KOR88ej5WGp48irL26E0Zd2W/R4KVqSRwGWEroL+zoCeUNaKu4R3mGpCsO8cl3o3hEyYjTNdyEpc1jpMJRlYORjWUVNvPfJuSW33jYhNHZvg9TY5VNmJUYomMiK8XTbpkBMapBS7wfO/U1XbdN56qtl4XowWKSzF12v6TygeryvIltAOz6znb9041xE6M2f1Cjg3mQsGdUvVYbD1weqjCSjLD5mETE9QMYCnfaetHR2uTXceotEzMpLPpIf2SjytaLjsYCTc5VXVtU1xeNpCz0kFp/ZZsSk41KmHU1SjQKPxYqiM6LGu1CHVSYritxROG0NGWswu1NvJjC0tKkrkhMzXNVXiube6tyE7PP2VoSNheeiZylIoJM1rOkw+6iXF/1nZRXWh1ehUonfvTs8UbXAKIZSai9DT+GGqo9aS5CCipfLStmoirUELeRJ6mxlNR4juKUZHq4y9aFSwfTrdzN6eCmY0ksiJPyzA3EsjYfrHnvqdQ/3fvVeW7jxLgOWy6XwxNPPIE33ngDdXV1+Ku/+iscddRROPXUU9Hb24u7774b//Iv/4Kuri4ce+yxSbZ5xMAGfRLXBQIBq0qOy1jaPAaXKowyPLbJm9kztndmccX6HmX+BZYrQWxvS1MGG7v2S8O0zv9ojXFbgEA5oJSHCi9Qvpe9uE/ZXypUwp15AwJD74h5jVDvyWSx8DCU4ypMu9s7s2jdWBxaIGtrFJjipjNmRtkUTCLebVwbXBHZUGanubI+Y/1MYdvOlqaMMm8ZD+/lI8qH+rRHhpXYvg/Ztffni6sdN1Trqx3Lrms7Dvm2bMvmkfICxTfsPDGB8gDzEGz+dAnLKdj3TOaQ6MFiux6w3yTVP6qE7FQbdHJS/N3Grv24f3Mv8r6+4rJqTQDM1jvTgxqxqmJLUwatz+0lQ5NsPXD56wIokesiNuHNKkT5vi2bx6J1PYVnM5l7YfQWaj5sy+bx/S1pHDUhG3kcy3Iq80T1nmL6kdh/ca6/ujEuEqVIh/gssmkRx2Gr7TwXWdo8pkQnDfPc1RWA6XbMdpNqg24MLW0eg0XrekoKgM07Ph6j5IqZDZjRWKpLUuu9OHdNxoROzqq8jkyekZoncRU7oa7vAai/b4dS5qnmcF6Sa00GW0cpktKVZaj2Nj3zw0UJ6taQthljS+ZAlEINKqj3VeHp37WOJMZzGD1RRHa4y64tk0+XdvRgYUePtU6+YmYDVsw0bhaJ2I/MQBn2+eNENd/j1A1UGBkAd+7cic9//vN444034A9m962pqcFPf/pTVFdX45JLLsGOHTswbdo0/PCHP8TnP//5RBvtsKOlKYOHNmfx9K5+7Xdt8qOI9wBAGiw8AFvn0mEK1EbIdoOkMnay6lFRlG+dos1vdk2Ufup6KS9IsBpVSKkMc9TGPAwmG+Som1HZhjCusHoRlRIlU2x0BtCwz04ZPUVE7zFx4Vu8obskLDtKpeuD4RRNthH1ECRFTqp9lFLrI/rmTzRoUlDKXZiDgSjKoIywp+I27RdDi1jF5RmNcmMQtTEGSg12FCYHNdQptarQVdQwSdb2uvt2SL8TV/gvFTrHDJvsT7q11eY964ycfQNe6PWLH/u6fK9xzAsbw3gYVMZSGVGKdFBrfVw6C0M2zx/Y3IufbtlROHCijE/sME48kA7z3KYhw0kbV0zGkCxv8IOv95KyMQy9gsgSK7YzalND3zU9FFTJwzjmYtI6JLXWsGGoko9Lm8eQ+yeT6ACdDpqUrkyRlLFVtYaojFxx6zuUzDVdC+PAdjyL/cP2OSbt08kfKhwZKE9f6Ej6EM4WlV4ap26gwihQ7Lvf/S7eeust/P3f/z1+9rOf4Qc/+AEOP/xwXHnllbjwwgsxadIkPPHEE/jNb36DL3zhC/BMs546QhEmD93WfWaVpWzyo4i0NGWwgCgOcrGmaEhc7tQtTWaFCsLmajAJgWRtNskRQbm0zzu+NracJKpNQZQNKDtNmba+VmukYh5SUZ6lnC7dqn6RKTC6fg67ETdV2HT7vjBhtgc7lMKxalNvYi709UReqrg2f8yTQ0WcHl1x5TJlhAm7s01NYJt7p6UpqN7Gh6/Yhh7pNi2TMinyWrpQ1jigxl9c49JmnYgjD1Lx9ei/hVm/xLFPoasMbUPSoYf82mhClCIdVJupKpVhoYzO/O279/u4Yn1PkcxQFVMI89ymczRp44puDC17cV9JMRbAPAedCSayV9b/lJFQhOrruOairQ5puza1NGUwRpMSiZKPqmczseurdNDh0PeSzIOvoqWpONQUAI59+G0sjLEoIbsPP5Zk28K410JdG0zGc1i9Tyd/dGtZ0n1BwaemSiJnY1h0sqIc1YCNDID/+Z//iYsuugg33HAD5syZg4ULF+Kmm27Cm2++iZkzZ+Lxxx/HjBkzkm6rY5AwyUdNBxO1wTUlbPx+nFWTTZXgMBPMRNFmbTatejj3uJqivBg+Ao+WOIwYumcMuwEtXkjUY2ZSJoW7LTbbKpiBhMqDExdUv1CefHHkGZPR0pQxKrZjcn1RMRrJxj9A7Y2XxKLe3pnFPsmmMko4nQxV23U5UW3uMdwJrIFwCmkYY0pLU5DvrWd+UBhp69yjrfpRlXNP9/6p38Y5bpLebNmuE3Epr7qDlTDrl2k4d/f+gdjWljj1Gwom35PUf4DyPAtg3j7RwBX3oafJoW9cclmFrt9Vz1XOHHdR1pZyGI14PWhp8xgse3Gf1MAX1lii8vhmUP0Y5SCHuqYHDIu+V84DewrVYUAc+g4/lmTet0D4QypTw7ONXh9lburkj4n8L4dRi8ckp+i2bL5sOfdEVLIi7vVUhpEBcPfu3fj0pz9d9NnUqVMBAHPnzkVFRahaIo6QhNkAGQ+mGAoqrJjZUKhA++68Y4wMP3MmpkMn0RcxLVQQdoIxgbtydp1SWTFVlGU5iOI6mdA9Y1jFymQTFXchBiA5zyURagwdRiQEV/VzVAX20bPHKxPVlzu042BB1ec2+bBMaO/M4nLCXT9s2gTqPqq2x5XLhloroipDtkp/GIW0XAYIHtVpre79Ux6INkndTdqX5GbLtlJ1XO9CpdPUVPih5J7pJiR7QF7AJgyUp/+2bD72glymBWLCvqNyPYtN+/h3Gvehp3joK9NTk8gxJqIzjpXD09hE9kbxdi2n0Wjxhm5cqvAKC2ssMelr6jtRDKDUNSs8DJuBY7gPnZOMgGIwYx11F9u5l+QeR6X36WS3bmya6AjlMGrxmB72JbGHNEHVH3MmphO/v5HlLp/Po6amuBgD+/cRRxwRf6scSsJsgEwrikYJAQ4Ly/XC39lD+AqJohIh65a4klSrlJWlzWNKqrHKvD6SDA9SPWOUU2td26K8PxVJeS6JsHcrVhWjNoXU4tdQ7cWiwK6Y2YA9g95LK0dZKG9YVGPbwlahhSlklB4Rl8xk96GI08tEtVbEERpjqvSHkX3DFVpEndaavP+oHogmJLnZEte6hrRHVhovh+dhBYDrjsuFekabTUhca4vMiCTmR4prA2IShhi1sIm4NibxLKY6K1D8TlXvN2wuXja3euYfM2ypNEz0zYPB0zjqAU05ojzaO7MlOZGB4vkeVi/X9bUuR1tYAyilg+b94TNwDDdJRUAxdB5mYeZeknsc3aG5apzoxqbJQUm5HRVM99DDFQqsWuPCFoizwbgK8JtvvokXX3yx8O/33nsPAPD666/j8MMPL/l+c3NzDM1zyKCSj2YPBCErVPJtk4qi5bbQA3QurygTgCWKHdpUD10/TuOULqm5mHRaloQ66cpkFSitaJuuiOZNpCuGEvX9USSdS4mHJbbtzhVfW5agVZV8OIl2HYoGPxGVTDPMhW9EEmGItveJOl9FVEUDoiYgtkm2HUb2lXOuiW1KUk4f7Ihyh71nvk9sK7XqoBJlR7Hv2xbMiDNPHwBcvq6nRD7FnfRbFVoUl/5D5WaM61lMdVZxk60qphBHUZzhXH9V92af80VzTItv2NwfUMveqIU2qGqiG7v2x5JGhnnzUzOEzfew8r6lia78nvKgNeiFHV/llC8jBdU+JQ6DlE43DBMdovPSi6Lr6NY+3TjRjU3+70kUmbNFt0/lKXd4MqBe48rRHmMD4PLly7F8+fKSz5csWVL0b9/34Xkeuru7o7fOIUW20AOlZblFdBVFo1ZpDUuSRp0kjIs29xY3LiwJdZwKk64NsvIvUcMWVUo2IwkBRgl0H4i8OMqwGZuicmxTYcsRDkqmxVmRUTeO43LVV90nzjBjQF+1Pezcta20Flb2DccmvJxVyEcCLU0ZbOzaX+RJo6vIHOYeVz7Tg35hOOYB3NRZhW+cFu6awJCcrk97eP+AX1IxlhGXgVfnSRzneqna+MSh/5QjtA7Q66wArELpk67UO9yUQy6aGAGA8Ac0quJeUeWKbg4CQ/M9irxvmz5W+tukvUWH26BwsEEZvOIyjOv6NEx0iEp2R61cy89N6h5xH3gN537IZJ/KiFr/ICzUGleOg2UjA+Dtt9+edDsclrBTJhGVBV9l/Y+jSmtYkvSsKKfHWNh7J+nRQrWhHKHeSQgw1RhOoqx7fdqTJhCul4RYHWxl5g8FymGU0Z0ixnWYoLpPUvM15cm9JcPOXVX4CuWZzn43nCfFJoyktpYDXRhdXP1CTb338uEVdpk345XP9JTcK87wyXJ5EgP6jU9U/Sfp0DrG0uYxuLSD9taalEmVjDMqlGu4DrgPRaIYInXFvaLIFZOcYGyMRJH3w7VWtHdmi9IL8Bwqnuo8Sb8HnW4Yps+jeunpYHPz5DW7EjU8HQz7IXaAaLTclT/7GYDhPVg2MgDOnTs36XY4LGnvzEpdzAF6ARWt/2zzN2mYNzJJToDhDNuyuXcSJ7ftnVlUxLzBZ5jkS0giiSnrI0qoxx7qQO0xJZ/bGj8c0SmHok2FITLiOkxQbXbjllcqT4gosjdM+MpICmkfSW1NmmUv7tOG0Y0kZB6AecIrMAyqPkmi0qnKABhVnqg2vnEa2piX6b2bekv+RhlnVQYkN3cPflRjK2nDNVA8RqLI++HwgKJk8qFs/E5yzVYZ68LK9HJ56SVteDpY9kO3nFZn5AU4HPUPgOE9WHble0coKgOMypW1pWkomTGr1Dsc1ZnENiVV+Wu4EsYP972T2uAzTBagJMOsP1DcPs7NJ5n4X/hcVb11JG6GRxJMpiVVaa6lSZ1UPy7jXEtTBhdLqj0nITMoT4gK6HMUqYiSZNoxslDJtTgN1g2EPjPWOIGNHlm6DiAINY4rOTjVJyZ5weImqjxR/T5uQ9uKmQ1YOdu8ijbVz6M9/He0oEqMH4fhWkWcY6S9M4tF64qrDC9a15Po+ueM3+WlpSmDucfVlIzXqHlWmU5Ljcc41tck992A+jC4nLQ0ZbBAoleLDKeHbNJ7GApnAByhKI0Kw+TKGoWkJkDSQu5gvTe1wY9rs2EiLJMyfKk8T4B4BblJRTtd9dZDMfRitKFKqh+ncW7FzIayVJmk5mZUhyeqEiFjuKqtOeKHkmtxe5u0TR9bUnE4XQEsPja+AybVWhWnh6/sQPDOWeY57GygDKeZVDyFMKjNQ5wV2Pn7mVbRHs6DV0d02EGYSBzh+Kr1Ke4x0rpxrzQHeOtGWleMijN+l58nt+dK9iNx5ZlPWpYlaXhS6QflPgTm9WrWBp5DdX1wBsARisqoMFyurAcrcQu59s4sTl6zC3X37cC4+3eg7r4dOHnNLqlQGy7LPrnB9+M5CdRt9IHkDF+qDVncm0+TBViVV+ZQXVhGG9RYbkjHW5wDKI/MUM3NKAY6/tCDwnnEjg5ksjGJXMItTRncfnqxUfz20+tw9vh4i2aE+ZsN5T4QpAynt5xWF8v1qcOCOCuwh2E4D14d8TCjsRpVgnrpxzCu2NhoEDz6G6rjL9Ahyx2t+jwOnPG7/CSZZ34kyzLKk5fl8iw3fPRjOQ7ZRwLOADhCSdJN3kHDvL2YGzNTdg+28DYTz7UoFCtSpQpNnMnTRVTPMHtCVeybT90CrFroD9WFZbRBKdZtM8YOU4uioZqbURXXcoSvAEMHMfWKAxhHcshk492z67BiZkMi90rSKL60eUyJwQGIfx1racpgzsQ0KrxAZ7h8XQ8Wb+iO7frivWSG07j6jprfB4O30XAdvDriQRaS3+/HZzjoFZa43gOxXHbYGckGo6RIWk+QFQRUfW4Ka/elg/nr7p5dF5ssK4fu1NKUOWhzBLv1IWBEGAD37NmDa665BlOnTsWECRNw4okn4qqrrkJ3t1pxevjhh1FXV1fyX19fX5lanhzlzBflGELl7XUwhbdR3hlxFuZoacogU1UBWUWMwyvj94xiqIzfW/fFmLV9EN1ioQq7OFQXltHGaFOsW5oyZIhgXAa6ORPTia1P/EEMy690MB3AHCqMFkW6pSmDO2aZ55kLy+IN3bh3U2/h4DDvA/du6k3UCJjU+3HeRo6kSNKrSlWcIE6o9ZX6PC5Gi0yOg7LoCRaFAk1Jst3l1J2SPgR2RGNEGAB37tyJnTt34h//8R+xYcMG3HXXXdiwYQMWLFig/e1hhx2GTZs2Ff1XU1NThlYnT7nyRTmG0Ckgw32ywZAlp/UBrN7SF6ugp543yTD0g+1kyW2EDg1Gm2LdNn1sYuO2vTOL1Vv6iuZp1MTYPNQmLsn8So7RjU2eubDcv7m0mq3q84OZ0XYo4jh4SDKCJUnjIg8Vgt82fWRGDYxEyqEnmBYKtCHJdpfLAA7IPeurvEO3IvXBRox11JLj4x//OB566KHCv4899lgsW7YMF154Id577z0cccQR5G89z0NjY2M5mjksJFni3FHKxExKWcXoYDrZkCWnjbsMO9UfSffDpGG6r4zhLOPucIQlyXHb+tzeEiUzrsTYAL1Z6875aO/MurnnOCih8uMNd968sDj905EES5vH4BvPFK8hcR1OlUtndXrh8FMOPSGJ8ZRku8tlAGd4Qpaofh/Y2LXfzYODgBHhAShj3759qK6uxmGHHab8Xm9vL0466SR8/OMfx4UXXog//vGPZWqhYzRSzipiUSmHoF/aPAY1FcW7l3L0w8HmdTfavMMchwZJjNv2ziy6idPvuGRPUkVMHI4koepmJVE51+EYqSTpXVpO3dHphcNLOfSEJMZTku1OOj88z7IX9yEnycq0alOvS9dyEDAiDYA9PT34p3/6J3z1q19FZSXtxDh58mT8+Mc/xurVq3HPPfeguroan/vc59DZ2VnG1jpGE2KVSyb3oygoSSVkrU84xxcQ9Md1x+XKHgbkwo8cjoMTlYIal+xJsoiJw5EU846vtfrc4ThUScp45nTHQ4dy6AlJjKck211OAzjV1uGqBOwoxuvp6Rm24IPvfe97uOmmm5TfeeyxxzBr1qzCv99//320tLSgoqIC//Zv/2aVzy+fz2PWrFk4/fTT8YMf/ID83uuvv258TYcjCk/sTuH7W9LoGxgSyDUVPq47Loezx4cX9E/sTmHZ5jQOCJloqzwf10+Odm2Hw+GgmLa+Fr40A7aPZcfHJ3v+YmMt9h4ovc+E6gE8NnXkF/pyjE5u3FKFR3ZVYgDBCfz5Ew7g2uP6h7tZDofDMeoYqXpCku1+YncKd7xVha79HhqrfSz6SH8ie8IvvFCDXfvlfmYefDx/+sjLfTuSmDx5svLvw2oAfPfdd/Huu+8qvzNx4sRCmC8z/gFAe3s7Dj/8cOt7Llq0CLt378bPf/5z+wY7HDFz8ppd0vwRkzIpvHLBhNiv25D2sPWio0NfV8brr7+uFTQOh6OU0Th3KNmTSQE7vnpMbPdh1ezEPFHOm+PQYDTOHYejHLi54zhUiFtPKNfcae/M4or1PUUhtOkKxF6ZPknaO7O4tKNHWrQx6h7XEZ1hLQIybtw4jBs3zui7+/btQ0tLC3zfx89//vNQxj/f9/Hqq6/ipJNOsv6tw5EESeXpG47qvA6Hw7G0eQwWretBvyBq+n3EWqDDJVl3OBwOh8NBMZL1BN9X/zsK7Z3ZxPukpSmDjV37sWpTb5ER8GDLl3+oMiKqAO/btw9f+tKXsG/fPjz88MP44IMP8MEHHwAA6uvrkU6nAQBf/OIX0dzcjBtuuAEAcOONN2Lq1KloamrCe++9h7vuuguvvvoqbr755mF7FsfoIC7hmVRFsuGqzutwOA5tWpoyaH1ub0khkNwAYq1Azu41EhR5h8PhcDgc5Wck6gnLXtwnPUSNQ4cSvSK3ZfP4xjN7ASD2floxswEzGpM3NjrsGREGwJdffhkvvPACAKC5ubnob3yOwDfeeAPHHDMUYrR37178/d//PXbv3o0jjjgCp5xyCn7961+XXMPhsCFO4bm0eYzUPT3q6UhS13U4HA4dexKuAuxwOBwOh8MxGkkqOgwAWp8r3hsCQG/ej/2AljESDbCHAiPCADhr1iz09PRov/fKK68U/Xv58uVYvnx5Qq1yHKose3GfVHi2btxrLeSSck8fyW7vDodjZOM8kB0Oh8PhcDjsSUqHau/MlkRnMNwB7aHFiDAAOhwHE5SQ7M75oXJcJXU64k5dHA7HcOA8kB0Oh8PhcDjsSUqHWvbiPvJv7oD20EJen9nhcJCohKRKuDocDsehQEtTBredNhaTMil4CCq+ueq8DofD4XA4HGqS0qFUXn7ugPbQwnkAOhyWLG0eg4UdPdK/ORdqh8PhKI8Hcjkq2TkcDofD4XCUkyR0KCq0uCHtOd3pEMN5ADoclrQ0ZdBQ7Un/5lyoHQ6HI3lYMaZt2Tx8DBVjau/MDnfTHA6Hw+FwOA4qljaPQW2qeP9am/LQNmPsMLXIMVw4A6DDEYK26WOlQtS5UDscDkfyUMWYXBoGh8PhcDgcjmJcehYHw4UAOxwhcFV2HQ6HY/ig0i24NAwOh8PhcDgcpbgCkQ7AGQAdjtA4IepwOBzDA5XLxqVhcDgcDofD4XA45LgQYIfD4XA4HCMKKpeNS8PgcDgcDofD4XDI8Xp6enz91xwOh8PhcDgcDofD4XA4HA7HSMR5ADocDofD4XA4HA6Hw+FwOByjGGcAdDgcDofD4XA4HA6Hw+FwOEYxzgDocDgcDofD4XA4HA6Hw+FwjGKcAdDhcDgcDofD4XA4HA6Hw+EYxTgDoMPhcDgcDofD4XA4HA6HwzGKOWgNgPfccw9OOeUUNDY24owzzsCGDRuK/n7//ffj85//PD784Q+jrq4Ob731ltF1H330UUyfPh3jx4/H9OnT8dhjjxX93fd9LF++HB/72McwYcIEnHvuufif//kf7XVfffVVnHPOOZgwYQJOOOEEtLW1wfeLCyzr7u1wRGW0zZuHH34YdXV1Jf/19fUZtdvhMGUkzZ2+vj587Wtfw8yZM/GhD30I5557rvR769evxxlnnIHGxkZ84hOfwKpVq4za7HDYMNrmzrp166TrzubNm43a7XCYMpLmzrp16/CVr3wFU6ZMwVFHHYWZM2fiwQcfLPmeW3cc5WC0zR237jjKyUFpAPzFL36Ba6+9FosXL0ZHRwemTZuGlpYWbNu2rfCdDz74AGeeeSauvfZa4+s+//zzuPjii9HS0oJ169ahpaUF8+bNw+9///vCd2699VbcfvvtaGtrw+9+9zsceeSROP/887Fv3z7yuu+99x7OP/98jB8/Hr/73e9w44034p//+Z/x4x//2OreDkcURuO8AYDDDjsMmzZtKvqvpqbGomccDjUjbe7k83nU1NTg0ksvxZw5c6TfefPNN3HBBRdg2rRp6OjowFVXXYUlS5bg0UcfNW6/w6FjNM4dxsaNG4vWnaamJuP2Oxw6Rtrcef7553HiiSfiJz/5CZ599lksWLAAV155Jdrb2wvfceuOoxyMxrnDcOuOoxx4PT09vv5r5eWss87CiSeeiNtuu63w2amnnorzzjsPN9xwQ9F3//CHP+DP//zP8cc//hEf+chHlNedP38+9uzZg1/+8peFz8477zx86EMfwr333gvf9/Gxj30MCxcuxNVXXw0A6O3txeTJk/Hd734X8+fPl1733nvvxXe+8x1s3rwZtbW1AIAf/vCHWLVqFf70pz/B8zztvR2OqIzGefPwww9jyZIl2LFjR5gucTiMGGlzh+eaa67Bn/70Jzz++ONFn99www147LHH8NJLLxU++/rXv47XXnsNa9eu1V7X4TBhNM6ddevW4Qtf+AI6Ozsxbtw47XUcjjCM5LnDmDdvHvL5fMGbya07jnIwGueOW3cc5eSg8wDM5XJ4+eWXceaZZxZ9fuaZZ+K5556LdO0XXnih5LpnnXVW4bpvvfUWurq6ir5TW1uLmTNnFt373HPPLQobef755/GZz3ymYMRg1925c2fB5Vh3b4cjCqN13gDB4nrSSSfh4x//OC688EL88Y9/jPQ8DgfPSJw7Jjz//PPSe//hD39Af3+/7aM4HCWM1rnD+OxnP4spU6bgi1/8Ijo6OkJdw+GQMVrmzr59+1BXV1f4t1t3HEkzWucOw607jnJw0BkA3333XeTzeRx55JFFnx955JHYvXt3pGt3dXUpr9vV1VX4THXviRMnYuLEiYV/7969W/ob9jeTezscURit82by5Mn48Y9/jNWrV+Oee+5BdXU1Pve5z6GzszPSMzkcjJE4d0yg5teBAwfw7rvvWl3L4ZAxWufOhAkTcPPNN+PBBx/Egw8+iMmTJ+O8884ryTHlcIRlNMydf//3f8fTTz+NefPmFT5z644jaUbr3HHrjqOcVA53A0Yid91113A3weEYcYSZN9OmTcO0adMK/54+fTpmzZqFu+66Cz/4wQ/ibJ7DcdDi1hyHIxxh5s7kyZMxefLkwr+nTZuG//f//h9uu+02zJw5M87mORwHLaq5s3HjRixcuBBtbW1obm4uY6scjoOfMHPHrTuOcnLQeQCOGzcOqVQK77zzTtHn77zzDsaPHx/p2o2NjcrrNjY2Fj6zuff48eOlv2F/M7m3wxGF0TpvRFKpFD75yU9i69atdg/hcBCMxLljAjW/KisrXX4ZRyyM1rkjo7m52a07jtgYyXPn2WefRUtLC775zW9iwYIFRX9z644jaUbr3JHh1h1HUhx0BsB0Oo1PfvKTeOqpp4o+f+qppzB9+vRI1546daryuh/5yEfQ2NhY9J2+vj48++yzyntPmzYNzz77LPr6+oque9RRRxUSjuru7XBEYbTOGxHf9/Hqq68WFmGHIyojce6YMG3aNOm9P/WpT6GqqirStR0OYPTOHRmvvPKKW3ccsTFS584zzzyDlpYWtLa2YtGiRSV/d+uOI2lG69yR4dYdR1IclCHAV1xxBS677DI0Nzdj+vTpWLVqFXbt2lVUXaerqwtdXV3YsmULAGDTpk3Yu3cvJk2ahPr6eul1L7/8cpxzzjn40Y9+hHPPPRe/+tWvsG7dOvz7v/87AMDzPHzta1/DzTffjMmTJ+O4447DTTfdhEwmgy9/+cuF61x22WUAhlx8v/zlL6OtrQ2LFi3C1VdfjS1btuCWW27BkiVL4Hme0b0djqiMxnlz4403YurUqWhqasJ7772Hu+66C6+++ipuvvnm+DvQccgy0uYOALz22mvI5XJ49913kc1m8V//9V8AgFNOOQVAUM1u5cqVuPbaazF//nw899xzhVyaDkdcjMa5c8cdd+DDH/4wTjjhBORyOaxZswaPP/44HnjggRh7znGoM9Lmzrp163DhhRdiwYIFaGlpKeRDS6VS+NCHPgTArTuO8jAa545bdxzlxOvp6fGHuxEy7rnnHtx6663o6urCCSecgO9///s47bTTCn9fvnw52traSn53++2346KLLiKv++ijj+J73/se3nzzTXz0ox/Ft7/9bXzxi18s/N33fdx44424//770dPTg+bmZtx00034+Mc/XvgOq+zz+OOPFz579dVXcfXVV+Oll15CXV0d5s+fj9bW1oIhw+TeDkdURtu8+eY3v4nHHnsMu3fvxhFHHIFTTjkF1157bVFeQIcjDkba3Dn55JOxbdu2kvv19PQU/v/69etx3XXX4bXXXsOECRNw5ZVX4uKLLzbrEIfDkNE2d2699Vb85Cc/wdtvv42amhqccMIJ+Id/+AfMmTPHvFMcDgNG0tz52te+hn/9138tudekSZPwyiuvFP7t1h1HORhtc8etO45yctAaAB0Oh8PhcDgcDofD4XA4HA5HdA66HIAOh8PhcDgcDofD4XA4HA6HIz6cAdDhcDgcDofD4XA4HA6Hw+EYxTgDoMPhcDgcDofD4XA4HA6HwzGKcQZAh8PhcDgcDofD4XA4HA6HYxTjDIAOh8PhcDgcDofD4XA4HA7HKMYZAB0Oh8PhcDgcDofD4XA4HI5RjDMAOhwOh8PhcDgcDofD4XA4HKMYZwB0OBwOh8PhcDgcDofD4XA4RjHOAOhwOBwOh8PhcDgcDofD4XCMYv4/66VMgqF3J9sAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "rcParams['figure.figsize'] = 18, 8\n",
+ "\n",
+ "decomposition = sm.tsa.seasonal_decompose(sensor['rotationRate.x'], period=60)\n",
+ "fig = decomposition.plot()\n",
+ "plt.show();\n"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -165,12 +787,76 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 16,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "tsaplots.plot_acf(sensor_user_acc_x.values.squeeze(), lags=120)\n",
+ "plt.xlabel('Lags')\n",
+ "plt.ylabel('Coeficiente de autocorrelación')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(sensor_user_acc_x, sensor_user_acc_x.shift(1));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "lag_plot(sensor_user_acc_x)"
]
},
{
@@ -182,12 +868,86 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 18,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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vvtstRQL2MFMG7uYsyGJWYfFVWA8BAAAAAFC8GL518YknntDmzZv13HPPacaMGapVq5Ykad++fTp16pTatWunJ5980m2FAkYQciEvnK3h5CzIYlZh8UUICQAAAJRMhoMuf39/ff7551q0aJG+/PJLHThwQJLUvHlz9erVSwMGDJCPj+EJYgBQpFyxkDyzCosvIyEki9UDAAAA3sdw0CVJJpNJ9913n+677z531QMAhcJdC8kTlBQPzv7uWKweAAAA8E55CrokKSsrSzt27NA///wj6fIi9U2aNGE2FwCXyp5tE/+PnzqUuZhjto2R2TiO2jhawyk76LKHEMRzXfl3ZyToBAAAAOB58hR0LVu2TM8++6ySkpJksVy+ODCZTAoLC9PkyZN11113uaVIACWL7Wwbf3105JTNbBsjs3GctWENp5Itv0EnAAAAgOLNcNC1cuVKDR48WLVr19bo0aNVu3ZtSdKePXsUGxurwYMHq3Tp0urWrZvbigXgHZzNxrKdbWPKMdvGyGwcZ21YSL5kI+gEAAAAvJPhoGv69Olq2rSpVq1apTJl/r0QbNeunQYOHKjbb79d06ZNI+gC4JCR2VjOZtsYmY3jrA0LyZdsBJ0AAACAdzK8sNYff/yhfv362YRc2UqXLq3+/fvrjz/+cGlxALzPlTOtLLKdaZXN2WwbI7Nx8jNjh5Cr5DAadGaZLVp96KJeSzij1YcuKstsyXEcAAAAgOLD8IyugIAApaSk5Lr/xIkTCghgXRMAjhmZjeVsto2R2TjM2EFe2Qu5eDIjAAAA4FkMB13t2rXTnDlz1KFDB7Vq1cpm35YtWzR37lx17tzZ5QUC8C5GZlo5m21jZDYOtyaioHgyIwAUjeyHXnkjI2fm6PTt7XLUp7OP0pWftKv/2vLbncWlZ2VfWpZ0IdPs9vfx4m+FfCuMjyQv72Hk76gg36PO+nH089IiKTVDSknLkiT5mkwKKm34pj6PZjjoevHFF7V582bdcccdatKkiSIjIyVJe/fu1Y4dOxQWFqYXXnjBXXUC8BL5nWnlLKAyEmARciGbvV8KMswW6y8bFkk/J9ufffhTcrpuubb0v31JOp8pnUk322z7973yUFc+6jbah/1fjhy3sfd2ebnIyuvF2uVjLA7bWSRlWSzacDRdf6ZmqE4Ff91yXSn5mP79/s6yWLQxe3+Qv1pfW0q+JlOufy9XXhQ5+gxsjjfQLsti0eZj6dpzOlO1K/gpOuxyHVe2cXS+Bf3l+ep+/jnro7PJ6QaOKHol/dqu4GFIzp1Gvp+d/QxwdchiT2Kqj44d84xxipIr8ayPUpMziroMwKnE8z5KO5Up6fLkgmYhpYq4osJhOOiKiIjQhg0bNGPGDK1du1ZffvmlJCk8PFwjRozQE088ocqVK7utUACew9FTFZlp5b0sFovsLWF1PsMssySzxf5Fz9ELWbJYJLPFIrPst9mTmmHdZ+89fjmRLovl8gWX2WL/Im/jsUuy5NK/JG1Jsr2wKu2bc0yW9pXK+ProlxO2v9wmnvPR2RR+4S0MWRaLJv54RrtPZ+hS1uW/kzoV/PVi8/LyNZmc7nd1LT8lZ2j/mUzVKO+nZiH+1vcozDqMSstSjvAWAADA2xgOuiSpcuXKmjx5siZPnuyuegB4uPysa0TI5Zi9WTwXMy02wZC98CfpQtYVwU9Of5/JtIZC2e2utjMl3brd3v7NSZes/ecWIP18wnEAtO90psP9kpR00fHtAecynF+853Ud+WYhOW+zrVPB32Z7dtCRcNxXTUul2wQdcI+fkjO0+3SG/n8WvtKypN2nM/RTcoZahJZyuj+bo5DK6H5HQZar6gAAAEDeGA66evTooaeeekrt2rWzu/+HH35QTEyM4uLiXFYcUFCOZhbBPdy1rlHm/6cUuQUqFzMvxzVX3np2tdRL9m8ty3YiLcs6K8iSSzh0+Fzm5f251PHX6UxZZPk3/LHTx86UdIfvsSXpkk1AZe99thu4/WiPkwDp8Pksp32cTnecDhXC8hRFxl7YcOVsnCuDjrQsP61NOVPkM3a8gbPgZ/+ZTGt4lO1SlvT32Uy1CC3ldH/2exR0VpizIMsVdQAAACDvDAddGzZs0MCBA3Pdf+LECW3cuNElRQHOmC0WZdm5/j6dbraGB5lZZj247pQSUtJ1MVMK8JOaBJfS/LYVbcKuPC02aKTNVUFL9mwc62u7ba7+2mIThNh8fcWxlv/v/8pjr64zx3vlUm9+2Ls9bNU/aXbXNVr1T5qCSvnY/QyzbylzVM/mJMfBjpHgZ9dJxzOL/jjlfGbR32cdh0NHLhQ8PMrw4vDI010ZPtgGHaZcZ+wUF54wc8hI8FOjfM5fXUr7SjeU8zO0X3LNrDBnQZYr6gAKgyf8bAAAIC/ydOuiI4mJiSpbtqyrukMJdOqSWRlmi9KzLHYv9LcmXVKWRbmu4SNJO69YI2fb8XT9fCLdegFxIfPyOj6f/HWRCwg3qnaN/Yu7atf45Rrg5PWWMqA4MDJjp7gwEiAVh4tdI8GPs1tKjdxy6opZYc6CLFfUAbiCp60lBwBAQTkMulauXKlVq1ZZXy9YsEDr1q3L0S41NVXff/+9mjVr5vIC4R0sFovSsqSLmWadz7Togp3FcH91MtsmPY+zXLiAKBpGLu4Ab2Bkxo7kGQFScbnYNfJz29ktpc72S66ZFebsZ50r6gAKirXkAAAlkcPfpHbv3q0VK1ZIkkwmk3766Sft2LHDpo3JZFJgYKBat26tKVOmuK9SeLTNSel2bzV0Jy4gioaRizvAGxhdrN4TAqTicrGb35/bzmq4er8rZoXl52ddXuuQCBhQMKwlBwAoiRz+5jh69GiNHj1aklSxYkW99dZb6tu3b6EUBs9zMdOik5fMSrn6Nyap0EMuiZlFxQm/CMMbGQk6CmsNJmdhiLMAqTAvdh3VWlg/t10xK8xovwWpg4ABzhT04Q2sJQcA8EaGp7acOnXKnXXAw/2UnG73dsSixMwiAIXt6p8vhXELtZEwxFmA5KqLXWcX3c5qLcqf264OsVxRBwEDCrq+FmvJAQBKIu7hQp5Z7KwEX9xCrtwQcgEoTIVxC7WRMMRZgOSKi10jF935CW5K8s9tAoaSzRXra7GWHACgJDL8X6iKFSvKZOCXzZMnTxaoIBRfZotFxy6Ydfh8ZlGXgiLEejGAcYWxBlN+w5Ar38MVF7tGLroJbvKGgKFkc8X6WqwlBwAoiQz/pjR27NgcQVdWVpb++ecfrVq1SrVq1dJtt93m8gJR9LLMFh25kKUj57Py/ORDeBfWiwHyxlVrMDm6iHRXGJLXi10jF90EN3ljdM0yQgbPVBjra9nDWnIAAG9n+DfL8ePH57rv2LFj6ty5s2rVquWSolC8bEtOVyYBF8R6MYAr5HUNJmcXkcVlAXcjF908JCRvjMzGIWTwTIW1vpa7sJYcAKA483FFJ9dee60efvhhxcTEuKI7FDOEXMjm6F+XAeSdke+pKy8iLbK9iJSK9sEbV76HkYtuHhJScFd/Vs7GB4onI39vrlhfqzDwuwEAoLhxSdAlSYGBgTp48KCrukMRSMu0aN9pfjFG7rjtCHAtI99T+bmILIrgKL8X3YRcBUPI4JmM/L25Yn2twmD0d4Msi0Xbjqdr8b4L2nY8XVl2Hm4EAIAruOTq9Pfff9ecOXNUs2ZNV3SHIrIjJZ01uOAQtx0BrmXke8qTA2ZCLPczMj6y14JKOO6rpqXSWcOrGCis9bUKg9HF6p3dqsk4BQC4iuHfkhs3bmz3qYunT5/WmTNnFBgYqI8//tilxaFw8e9qcKa43CYBeAsj31MEzHDE2fi4MmBIy/LT2pQzrOFVDHjT97WRn2PO1vFinAIAXMlw0NW6descQZfJZFJQUJBuuOEG9enTRxUrVnR5gQCKN34BBVzr6u8pAmY44mx82AYMplwXCufJja7n6DP19u/rq8/D2RMkjY5TAACMMBx0zZ492511AAAAg7zlYhjuceX4cBYwSDy50R3y85l682ft7FZNI+NUIpAFABhT/Bf4AAAAQL4YWQvK2W1lyDs+U1vObtU0utYcgSwAwIg8B11bt25VQkKCzpw5I7PZduVyk8mksWPHuqw4AAAA5J+RtaCMzqaBcXymtpzdqmlknBIeAgCMMhx0paamqn///vrxxx9lsVhkMplk+f/HAmd/TdAFT8Q0eACAtzKyFlRentzIfyuN8eSnpRaWK8ePkXFKeAgAMMrHaMOJEydq586dmjt3rhISEmSxWLRs2TL99NNPGjhwoBo3bqw9e/a4s1ZJ0rx589S4cWOFhYWpXbt22rRpk8P2GzZsULt27RQWFqYmTZooNja2wH3Ce2RPg4/ZcUaL9l1QzI4zmvjjGWVZeAYlAMA7XR0qGH1yI/+t/FeWxaJtx9O1eN8FbTuenuOz8KanKhaVq8ep0UDW0d8LAKBkMBx0rVmzRgMHDtTdd9+tcuXKXT7Yx0c1atTQG2+8oeuuu07PPPOM2wqVpGXLlmncuHF68skn9cMPP6hFixbq27evDh06ZLf9gQMH1K9fP7Vo0UI//PCDRo8erbFjx2rFihX57hPe5cpp8BbZToMvqfglEQBKlrw8uZH/VhoL/rz9qYpFgUAWAGCUKTU11dBP/7CwMMXExGjgwIE6e/asIiIi9PHHH6tbt26SpPnz5+uVV17R/v373VZsp06d1KBBA7355pvWbTfddJN69eqliRMn5mg/ceJExcXF6eeff7Zue+yxx/Tnn39q7dq1+eozW9D7ia44JQAAAAAAABiUOqiKw/2GZ3SFhobqxIkTkqRy5cqpXLly2rt3r3X/qVOnlJWVldvhBZaenq6EhAR17NjRZnvHjh21detWu8ds27YtR/tOnTrpl19+UUZGRr76BAAAAAAAQPFkeEXM5s2ba/PmzdbXnTt31ltvvaVrr71WZrNZ77zzjlq0aOGWIiUpJSVFWVlZCgkJsdkeEhKi48eP2z3m+PHjat++fY7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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "tsaplots.plot_acf(sensor['rotationRate.x'].values.squeeze(), lags=120)\n",
+ "plt.xlabel('Lags')\n",
+ "plt.ylabel('Coeficiente de autocorrelación')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(sensor['rotationRate.x'], sensor['rotationRate.x'].shift(1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "lag_plot(sensor['rotationRate.x'])"
]
},
{
@@ -199,12 +959,13 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Your conclusions here:\n",
- "\n"
+ "\n",
+ "# There is autocorrelation for rorationRate.x, but not for userAcceleration.X"
]
},
{
@@ -216,12 +977,84 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Your code here:\n",
- "\n"
+ "\n",
+ "class Stationary:\n",
+ " def __init__(self, significance=0.05):\n",
+ " self.significance_level = significance\n",
+ " self.pvalue = None\n",
+ " self.is_stationary = None\n",
+ "\n",
+ " def ADF(self, values):\n",
+ " result = adfuller(values, autolag='AIC')\n",
+ "\n",
+ " format_results = pd.Series(result[:4], \n",
+ " index=['Statistic', 'P-value',\n",
+ " 'Num of Lags', 'Observations'])\n",
+ " for k,v in result[4].items():\n",
+ " format_results[f'Critical Value {k}'] = v\n",
+ "\n",
+ " return format_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Statistic -17.95799\n",
+ "P-value 0.00000\n",
+ "Num of Lags 4.00000\n",
+ "Observations 1746.00000\n",
+ "Critical Value 1% -3.43410\n",
+ "Critical Value 5% -2.86320\n",
+ "Critical Value 10% -2.56765\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "adf_test = Stationary()\n",
+ "adf_test.ADF(sensor_user_acc_x.values).round(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Statistic -5.26986\n",
+ "P-value 0.00001\n",
+ "Num of Lags 25.00000\n",
+ "Observations 1725.00000\n",
+ "Critical Value 1% -3.43415\n",
+ "Critical Value 5% -2.86322\n",
+ "Critical Value 10% -2.56766\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "adf_test = Stationary()\n",
+ "adf_test.ADF(sensor['rotationRate.x'].values).round(5)"
]
},
{
@@ -233,12 +1066,13 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Your conclusions here:\n",
- "\n"
+ "\n",
+ "# Ambas series son estacionarias, en ambas variables se rechaza la H0."
]
},
{
@@ -250,42 +1084,543 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 25,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "SARIMAX Results \n",
+ "\n",
+ " Dep. Variable: userAcceleration.x No. Observations: 1751 \n",
+ " \n",
+ "\n",
+ " Model: SARIMAX(2, 0, 1) Log Likelihood 369.647 \n",
+ " \n",
+ "\n",
+ " Date: Tue, 10 May 2022 AIC -731.294 \n",
+ " \n",
+ "\n",
+ " Time: 16:15:22 BIC -709.427 \n",
+ " \n",
+ "\n",
+ " Sample: 01-01-2018 HQIC -723.211 \n",
+ " \n",
+ "\n",
+ " - 01-01-2018 \n",
+ " \n",
+ "\n",
+ " Covariance Type: opg \n",
+ " \n",
+ "
\n",
+ "\n",
+ "\n",
+ " coef std err z P>|z| [0.025 0.975] \n",
+ " \n",
+ "\n",
+ " ar.L1 0.9827 0.036 27.439 0.000 0.913 1.053 \n",
+ " \n",
+ "\n",
+ " ar.L2 -0.3619 0.033 -10.941 0.000 -0.427 -0.297 \n",
+ " \n",
+ "\n",
+ " ma.L1 0.1982 0.039 5.048 0.000 0.121 0.275 \n",
+ " \n",
+ "\n",
+ " sigma2 0.0384 0.001 49.789 0.000 0.037 0.040 \n",
+ " \n",
+ "
\n",
+ "\n",
+ "\n",
+ " Ljung-Box (L1) (Q): 0.15 Jarque-Bera (JB): 1886.06 \n",
+ " \n",
+ "\n",
+ " Prob(Q): 0.70 Prob(JB): 0.00 \n",
+ " \n",
+ "\n",
+ " Heteroskedasticity (H): 1.03 Skew: 0.32 \n",
+ " \n",
+ "\n",
+ " Prob(H) (two-sided): 0.74 Kurtosis: 8.05 \n",
+ " \n",
+ "
Warnings: [1] Covariance matrix calculated using the outer product of gradients (complex-step)."
+ ],
+ "text/plain": [
+ "\n",
+ "\"\"\"\n",
+ " SARIMAX Results \n",
+ "==============================================================================\n",
+ "Dep. Variable: userAcceleration.x No. Observations: 1751\n",
+ "Model: SARIMAX(2, 0, 1) Log Likelihood 369.647\n",
+ "Date: Tue, 10 May 2022 AIC -731.294\n",
+ "Time: 16:15:22 BIC -709.427\n",
+ "Sample: 01-01-2018 HQIC -723.211\n",
+ " - 01-01-2018 \n",
+ "Covariance Type: opg \n",
+ "==============================================================================\n",
+ " coef std err z P>|z| [0.025 0.975]\n",
+ "------------------------------------------------------------------------------\n",
+ "ar.L1 0.9827 0.036 27.439 0.000 0.913 1.053\n",
+ "ar.L2 -0.3619 0.033 -10.941 0.000 -0.427 -0.297\n",
+ "ma.L1 0.1982 0.039 5.048 0.000 0.121 0.275\n",
+ "sigma2 0.0384 0.001 49.789 0.000 0.037 0.040\n",
+ "===================================================================================\n",
+ "Ljung-Box (L1) (Q): 0.15 Jarque-Bera (JB): 1886.06\n",
+ "Prob(Q): 0.70 Prob(JB): 0.00\n",
+ "Heteroskedasticity (H): 1.03 Skew: 0.32\n",
+ "Prob(H) (two-sided): 0.74 Kurtosis: 8.05\n",
+ "===================================================================================\n",
+ "\n",
+ "Warnings:\n",
+ "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
+ "\"\"\""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "model_userAcc_x = SARIMAX(sensor_user_acc_x, \n",
+ " order=(2,0,1), \n",
+ " enforce_stationarity=False)\n",
+ "\n",
+ "results = model_userAcc_x.fit()\n",
+ "results.summary()"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 26,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "To compare our predictions with the observed data, we can compute the RMSE (Root Mean Squared Error) from the submodule `statsmodels.tools.eval_measures`. You can read more about this function [here](https://www.statsmodels.org/dev/generated/statsmodels.tools.eval_measures.rmse.html). Compute the RMSE for the last 10 rows of the data by comparing the observed and predicted data for the `userAcceleration.x` column."
+ "results.plot_diagnostics()\n",
+ "plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 27,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " userAcceleration.x \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:01 \n",
+ " 0.149749 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:02 \n",
+ " 0.038461 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:03 \n",
+ " -0.169175 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:04 \n",
+ " -0.300361 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:05 \n",
+ " -0.270174 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:06 \n",
+ " -0.268367 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:07 \n",
+ " -0.102444 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:08 \n",
+ " -0.085590 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:09 \n",
+ " -0.048105 \n",
+ " \n",
+ " \n",
+ " 2018-01-01 00:29:10 \n",
+ " -0.065011 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " userAcceleration.x\n",
+ "2018-01-01 00:29:01 0.149749\n",
+ "2018-01-01 00:29:02 0.038461\n",
+ "2018-01-01 00:29:03 -0.169175\n",
+ "2018-01-01 00:29:04 -0.300361\n",
+ "2018-01-01 00:29:05 -0.270174\n",
+ "2018-01-01 00:29:06 -0.268367\n",
+ "2018-01-01 00:29:07 -0.102444\n",
+ "2018-01-01 00:29:08 -0.085590\n",
+ "2018-01-01 00:29:09 -0.048105\n",
+ "2018-01-01 00:29:10 -0.065011"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sensor_user_acc_x.reset_index().iloc[1750,0]\n",
+ "sensor_user_acc_x.tail(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(Timestamp('2018-01-01 00:29:01'), Timestamp('2018-01-01 00:29:10'))"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Your code here:\n",
- "\n"
+ "# sensor.reset_index().iloc[1751,0]\n",
+ "\n",
+ "start = sensor_user_acc_x.reset_index().iloc[1741, 0]\n",
+ "end = sensor_user_acc_x.reset_index().iloc[-1, 0]\n",
+ "\n",
+ "start, end"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ "Freq: S, Name: predicted_mean, dtype: float64"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pred = results.predict(start=start, end=end)\n",
+ "pred"
]
},
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+ "execution_count": 38,
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+ ],
+ "source": [
+ "pred_ci = results.get_prediction(start=start, end=end).conf_int()\n",
+ "pred_ci"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
"metadata": {},
"outputs": [],
- "source": []
+ "source": [
+ "df_pred = pd.DataFrame(pred)\n",
+ "df_pred.columns = ['userAcceleration.x']"
+ ]
+ },
+ {
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+ "text/plain": [
+ " userAcceleration.x\n",
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+ "2018-01-01 00:29:09 -0.066633\n",
+ "2018-01-01 00:29:10 -0.012623"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_pred.head(10)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To compare our predictions with the observed data, we can compute the RMSE (Root Mean Squared Error) from the submodule `statsmodels.tools.eval_measures`. You can read more about this function [here](https://www.statsmodels.org/dev/generated/statsmodels.tools.eval_measures.rmse.html). Compute the RMSE for the last 10 rows of the data by comparing the observed and predicted data for the `userAcceleration.x` column."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.07990196687336525"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here:\n",
+ "y_test = sensor_user_acc_x.tail(10)\n",
+ "\n",
+ "mse(y_test, df_pred) ** 0.5\n"
+ ]
}
],
"metadata": {
+ "interpreter": {
+ "hash": "268d64074831433b6d8ce17017f514bcbe9d44c4886ac0d5c8ad68ab11c3a2ff"
+ },
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3.10.2 64-bit",
"language": "python",
"name": "python3"
},
@@ -299,7 +1634,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.6"
+ "version": "3.10.2"
}
},
"nbformat": 4,