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@ChadFulton
Created May 10, 2018 03:00
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Example - Statsmodels UnobservedComponents with Multiple Seaonals
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{
"cells": [
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import statsmodels.api as sm\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dta = pd.read_csv('view_hour.csv')\n",
"dta.index = pd.DatetimeIndex(dta['date_hour'], freq='H')\n",
"endog = np.log(dta['distinct_freq_sum'])\n",
"endog.plot();"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/fulton/projects/statsmodels/statsmodels/base/model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: -0.443481\n",
" Iterations: 21\n",
" Function evaluations: 48\n"
]
}
],
"source": [
"mod = sm.tsa.UnobservedComponents(endog, 'llevel', freq_seasonal=[\n",
" {'period':24, 'harmonics': 6}, {'period': 24 * 7, 'harmonics': 6}])\n",
"res = mod.fit(maxiter=100)\n",
"res = mod.fit(res.params, method='nm', maxiter=1000)"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Unobserved Components Results \n",
"==============================================================================================\n",
"Dep. Variable: distinct_freq_sum No. Observations: 340\n",
"Model: local level Log Likelihood 150.784\n",
" + stochastic freq_seasonal(24(6)) AIC -293.567\n",
" + stochastic freq_seasonal(168(6)) BIC -278.557\n",
"Date: Wed, 09 May 2018 HQIC -287.570\n",
"Time: 22:48:53 \n",
"Sample: 03-12-2018 \n",
" - 03-26-2018 \n",
"Covariance Type: opg \n",
"===============================================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"-----------------------------------------------------------------------------------------------\n",
"sigma2.irregular 0.0036 0.001 5.593 0.000 0.002 0.005\n",
"sigma2.level 0.0045 0.001 4.001 0.000 0.002 0.007\n",
"sigma2.freq_seasonal_24(6) 2.89e-06 1.93e-06 1.497 0.134 -8.94e-07 6.67e-06\n",
"sigma2.freq_seasonal_168(6) 3.645e-10 1.63e-05 2.24e-05 1.000 -3.2e-05 3.2e-05\n",
"===================================================================================\n",
"Ljung-Box (Q): 40.40 Jarque-Bera (JB): 28.42\n",
"Prob(Q): 0.45 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 0.77 Skew: -0.51\n",
"Prob(H) (two-sided): 0.18 Kurtosis: 4.07\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
]
}
],
"source": [
"print(res.summary())"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 936x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res.plot_diagnostics(figsize=(13, 8));"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oiqL8ramAoArVzR+A488hqEkD3ek7ehTAH9Rw+qpvnB8q8bC/wElGoZuKWV4uX5CTTfvSNInNc2q992ULtpVxeAJkHzHZORCU5P+NetI9/uBxAxhvIEixy09Q+3tdm6IoiqIoypHOveTzc8CxenyP1xts9wSIsYZV+7wvoBEISuweP+EmA7rSuQEOTwBP4Ni99TZ35UBCkxIdArc/iDXsxH+VLn/wmMFPTRwZEFTkD2oYS8ui5jm8xIWHVVkmNahJ9Mcor3qm+AIah0o8lLj96HWCuPAwhAg9nhBhwhJ2eEG6XJu3PDDLs4euzXiWS8BKKXH5gviDGpFm4zlxTxVFURRFOfepEYITJCXV9h5LKSutalyVYrcPX0Dj5llrmP7T7vLH7Z4AzgqjCyVu/zEb23/lOfjX27+yPduG03tyaT8ub4DAMdKjjsftqz6g+O2vAq565zdW7M4HQNPg0BEVlQBcvgC7cu0UOn1V7eaMkVKyv8BZfs+DmiTP7iXX5qXY5WdPngObx483ECSzyEWxy4/LFyDX7kFK2JvvPOX0q1NV4vbzV15oFGl/gbPGI0eaJilweE96pElRlL8X9b+uKMqR1AjBSQhokrAqel/9QUlQk/gCGmEG3RHPaRwscmP3BPgr34HTG+THrTl0ahTD+S0SsXv9SAlf/5nFvLWZFLp8RJkNvHZ1F+LCjx5x+GRNBt6Axu/7CunaJI7ESNMJX4fDG0A7hQ+GigFL2QeMEIJAUGPGyr34ghpTF+0kKdJEyzqRFDn9OLwBEiJMSBkKKGye0HXn2DzEWIzHXIjtdMqze6ucv1FGSjhQ4Cr/HmDa4l1szCzm7dFdicbI7lwHyfFWoszGM3HKR6n4+3B6g2QWuUmMNGH3BAhqknCTnvAwQ6V7bPf4OVjsxh+QOLwBkuOsaqEZ5R/L4w9S6PTh9geREoQAoy70Xu4NBAkz6GgQYzmnF4SUUmJzB3D5Qx0+ZqMek1GHP6DhDWg4vQG8AY2GsZZjjmafbYGghtsfJKhJNAnWMD1mo/74L1QU5aScu+9q57Dq0obKHndX0VOcY/OUjx7szLEDkBxnZfpPu8m1edC0UEPzm41ZWE16RvdojCeg8cqSXUf15mQUuvh1TwEAW7NtODyBE079OZxecmoBwZr9hTw4fyPXvLeasTP+YP6iX7jtyZfIKvEwLAVirEYmfbu1fATAH5BkF3vKU3PKLi0QlOSepXULvIFgjY5dNjr0/vSp3P/IY/z6VwFOX5BP12SUP59Z6K7RxPLapmlHj04Vu/zsynFwqMRDnt3LvnwXu/Mc5SMZ+Y7QY/5A6JdgcwfYX/C3Wj9QOYuklOTaPWw/ZGPHITt78hxkFLo4VOLhQIGL3bkOskvcZ33k7FhCCzy62Z1rZ2eOnV05jtD6L94gbl8QpyfAD4sW89FHH5KRdSj0P5XrOOW5V6eDlJJil48dOXYOFLrIt/sodvlD88/yXaz440+eeOwxfl62jMxCF/sLXOQeY/HLs0FKSaHTx64cO9uy7ezLd5FR6OZgkZtdOQ62H7KxM8fOtuzQ1335zvKiHH8Xmgx1HAaCGoGgVm17IjMzk+HDh9OiRQuaNWvG+PHj8flO70h62RoHp1tERMRp2W+/fv04EyXrKx7n4osvpri4uNptv/zyS7Zu3Vr+8xNPPMHixYtP+zmeDDVCcAKKXT7MRn1p6dGjeyrKSpK6fUGiLZV7iStONt5xyE5CRBiPX9KWO+eu48OVu7FuWUBuiYusOhcxoF6QuiX5dI8I8MsBjQnTZ3Nh8xgaNk7B6XDw5V6J0aCjd/MElu/MwxfQKHb5SIqqeb1/tz+Ize3nt70FtKkXdcL3osgZSn2avfoABQ4vvZsn8Ov2DGZsARnTAV/GZl57/mGade2PNuBeXvtuPbf0akhMTBxmi6XKfeY7vMRHnPlc/IrzAQJBjXUHikiOs5K/dxvRMbE0bJyCEAK/38/Eh8az4LM51LniCYweB7qcHXwtNZqJXC7o3YOgJsku8dAo7tTWqjhRNo+fRVtz+H1vIZnFbjo2iObmPk3L56iU8fo19uQ5iDQZy0cUAkGNDRnFpDaMwV66evbJjDgp//uklJS4QyN9Dm8AfyC0yGKYQYcuIHBRufHv9gXJt/tIijKRFGk6p0afglooTdDpDbJ3904mPnofBaZ66Fr0QUQmojOGEfB6cBflIHR63snchF7z0d6/k8v7p9O/Xx/qRVuOGg0+0zRNUuD0sTcrhx+//Yalq/4gz1SPuOad0YfHkWTWKM7YzpoNm9HHNuDH3zzo1q2jbZyeJ69Ix6DXVTkKfaZVHK20O1ys2rSLbQcLiK3TEKkPo1liOF2SYwk3GfAHNfQ6gVdo2D0BEiLDqBtlPqf+viDUJtA0iZQgCf3/VNX81+sERr2u/P1aSsnIkSO57bbbWLBgAcFgkHHjxjFhwgRefPHF03a+kydP5tFHHz1t+z+XBQIBDIYTbxIvXLjwmM9/+eWXDB06lLZt2wIwceLEkzq/M0EFBDUU1CR3f7KB81sk8tSwtlVuU5aPf+Tqwt5AsLwXFmD7ITu64kzefOYjIur25udNkWS+/hIxHfoTddFFfPzCg3yQtQOApCueYmPjVBY/8xSeAxsxJjah3thpNNayOa9ZK5Zuz2VXrp1ws/6EAgKnN8jCTdl8vPoAIzo1oGlizSN2TZPk2EO9/LtzHbTXHWTT+y+wefXvNB37AoHoRvzn/4ZxMD2aGW++StHqz/mj22V8dclQ/Hl7MVusxMbFERMXz9VjbmbEqOuAUA97odNHnRO4jtpQ1rO+em8B7y7fTY7dD1LDtWs1mseBNSmZsMI92FZ/Tl7uIa659xlWGjvT2VrIoa3ryKrfnklzVyFcRfQfdBHFLj/RVv8ZTR06WORm+k+7ibEaqRdt4ZtN2XjcLnrF2LDG1sEck0BKUjQ6IdC00OiO3VbCz2s28eMhC/sK3XRoEM1jl7Qhx+Yh0mxQw/NKJUFNcqDQhcMTYMGns/ns6+/wtxqMK6YJAolZpyFchdgO7UdaYtFH18HszqVLop5RF3anY7tW1I+xnBN/V3/tz+C+Bx5Ci23I3piuFHsl4rx7EIYwcBfhO/AnzpJCTOFRNGnbmajoGDx5+8nwGNkUmcbKtxbwos5An/N6HLVw5JnkD2rsL3Dxy7JlPPzQgwRa9ici9TKETk9hViZB5x52JzVBZ25KZOdk6sdYiPQVsGXNz2xpO5jbZ67gpWt7kp4SR/hZXOAyu8RNdoGDOfO+YOH2IpxxLUO/C8LgUC5CakihQ0gNpIbUGUALYpEeOtYP5/7LeiIl1I+purPpTJNS4g/KyusWSfD4fHh8AfxBDYQOnT6UwhltMaJpQXQ6gUGn4+eflmI2m7nhhhsA0Ov1TJ06lSZNmvD000/z6aef8tVXX+FyudizZw+XXXYZL7zwAgA//vgjTz75JF6vl2bNmjFjxoyjeuSzs7MZNWoUNpuNQCDAm2++ybfffovb7aZTp060a9eO2bNn8/HHH/Pqq6/i8/no3r07b7zxBnq9noiICG655RZ++uknYmNjmTt3LomJiUfdhxEjRpCRkYHH42H8+PGMGzeu/LkJEybwzTffYLFYWLBgAXXq1CEvL49bb72VAwcOADBt2jR69erF77//zt13343b7cZisTBjxgxatWqF2+3mhhtuYOvWrbRp0wa3233UOQCkpKQwatQofvrpJwDmzJlD8+bNGTt2LHFxcaxfv54uXbowceJE7rzzTjZt2kQgEOCpp55i+PDhxzxOSkoKa9asISEhgY8++ogpU6YghCA1NZXbbruNr776imXLljFp0iTmz5/PM888w9ChQ7niiitYsmQJ999/P4FAgPT0dN58801MJhMpKSmMGTOGr7/+Gr/fz2effUbr1q1ZtmwZ48ePB0Lp2cuXLycyMvJE/zyrpQKCGtqVa6fA6SPH5qm29GigmpShiguP5Zc4ybV7Kfrla/bv/w1v3VxihtzFS58u4S9fFN9vzmb61JewWMyEh0dgiUnkmR/3EnbtZNKinKy1WZF+D6venkCqqRBIZXOWjXb1o7F7/ETWsBHq8gXYnBVajTm72HNCAUG+04s/IJm79A9A8P30x2lcJ5YbbrqZ/7trBCW+0BtzWourGTpyFH+sXcuLf7jpOu550gObKS4qpLiwgJ3btzDxmYl8b6tP55aNuaVvMwqdvqN6Er2BUF5vnUhzrc8xcPlC+fXfrN7G238U4M8/QPHKOdRr14O4Vr0B0Nx2fHVbUb9hKy5tksgmXyLhvgAPXXsx4TcOY+Yvu5hvNDF54W/E1mlAp46p5Nq8Zywg0DTJ0u25BDTJQ0NaE4eTJ2ZtYPHuJizM3YsxIYDQHSKMAGnJsTR1bWXF91+yoUhPzIBbkO4sGso8tmS1ZMKXm5k4rB0ZhS6aJUactTkdyrklENT4K9/Jnhwbz777CbvzvZjTb4agH8+Gb/C6nOjCYzDHNyC8fgus+AkLFJBriuW3QCzLZq7AtP4ORo0czi233U792PCzFhhk5uQz5KIh5Ih4YoZcTtBuJ8K+n779B9C9ZQPSGseiE5dSUlSEyWyuMKLZE19A491lO/ieS3lmWR73R2UTntborDREnd4A+/Lt/GfqG/ywy4b1iufQ6/Vc1L4eV6Y1ZN9WPZs35JNU101S4wZ0Tm1f/r5aMCKd2x94jLz2I/n3e0t4+6Y+dGpS56yseu/0BthxIJfbX/wQZ73OEJdI/WAOnepG0iIpgp+//pTvv/4cXUIK1mbpWKNiiTAZ8EkdRbpwftOnc8Obi5l8dS8sLRKJreXRjqe/3sLW0s/KmgoGgwQ1jaCEw82Fw++lTRLDufn8pkAoBajY6SNCH8Rq1BEWFsbGTZtJS0urtM+oqCiSk5PZvTtUjGTDhg2sX78ek8lEq1atuPPOO7FYLEyaNInFixcTHh7O888/z8svv8wTTzxRaV9z5sxh8ODBTJgwgWAwiMvl4vzzz+f1119nw4YNQGjF208++YSVK1diNBq5/fbbmT17Ntdffz1Op5MuXbrw0ksvMXHiRJ5++mlef/31o+7DBx98QFxcHG63m/T0dC6//HLi4+NxOp306NGDZ599lgcffJB3332Xxx57jPHjx3PPPffQu3dvDhw4wODBg9m2bRutW7dm+fLlGAwGFi9ezKOPPsr8+fN58803sVqtbNy4kY0bN9KlS5dqfydRUVH8/vvvfPTRR9x999188803AOzcuZPFixej1+t59NFHueCCC/jggw8oLi6mW7duXHjhhbz99tvHPc6WLVt49tlnWblyJQkJCRQWFhIXF8ewYcPKA4CKPB4PY8eOZcmSJbRs2ZLrr7+eN998k7vvvhuAhIQE1q1bxxtvvMGUKVN47733mDJlCtOnT6dXr144HA7M5trtPFUBQQ2t2V8EhFIzjjeHQNNCjViTIfSBV5YupGkaj06cDE0u4l8XX8hdN82g2OVj9Ae/U2BIYNv+AlrXi6b7eR0q7XfyZZE8/PlGfiuGVnUieXBQGi9u78P0yY/S8dH5bM0qARpR5KwcEJSdT1XlJ0tcfrYfKg0IbFVH1VXxBTTy7F4WfDqb7zb6CQsz8tnnC2je6vBS2eEVsmV0Oh3d09MZbTzIeyv2ou98GTd1aoBBL/htdy6vLdrKQW8YBzdl06dlIm3qRVHi9pdPditx+cksdqFpoRz3xvHWWm1IODwBduzczVvL9hB0FXNJZAaDXnmOlm0Of3hKKflkTQazV8OSAmiaaOCeC1uW96hd37s5QvPzmZbOhIV7eKdeAxokxePyBU6qHGxN+YMaxS4/do+fFbvzMePjoWsGsXfXdnQ6PZ1ueQl9clPq6+3s27iaTJdgVaAvv7gtiKiOxHbtQ2OLD+tfP7D0m8+Iat2LvUPu4eVFO3l8aFuyStw0jD2zqU/KuUdKya6sQl768AsWF8YiLc1JbGBnYFojRnZpRJR5AIX5eeQcyqJF63YYjYffgzQZCrY/XNME/8D7eePzd/j2y/lMnjqdrp06UDeq9oP8Y3G53AwfPpy82PbEnj+aFkmR3NylGa2aDken0yEERJmNmMN01I2uh5SyvKPHZNDhC2r8e0Abwgu/Ys6GAqaYIaLrAAAgAElEQVQs2oVBr+faHsk17ow5VZomybZ52PlXBuOfmUpJs8FEtJRc1KEuI9IaUzfKjEEvaNznfC68oC9uXzA0IVqvw2TQYzXpaZKYwtx3X+X+Z15mR/x5XPPMTF64rhcXnt+ThIgzmy74w9pd3Dfnd2T9NNpZbDx81QBiw0PnoNPBxYP68+yUafgCGsawyp1FbreLBye+wJ6YNO76aBWXxhzkjtGX07JJozN6DWUkoWDA4/Eg9GGhWekyNEogBOhEqGfXaoDIoI2CvFyE0YyMSqTEaKLY60dzFeBwOKos+CGlLL/+AQMGEB0dDUDbtm3Zv38/xcXFbN26lV69egHg8/no2bPnUftJT0/nxhtvxO/3M2LECDp16nTUNkuWLGHt2rWkp6cD4Ha7SUpKAkKf66NGjQLguuuuY+TIkVXej1dffZUvvvgCgIyMDHbt2kV8fDxhYWEMHToUgLS0NBYtWgTA4sWLK+Xb22w27HY7JSUljBkzhl27dpWn7wIsX76cu+66C4DU1FRSU1Or/sUAV199dfnXe+65p/zxK6+8Er0+1Kb48ccf+eqrr5gyZQoQarQfOHCgRsdZunQpV1xxBQkJCQDExcVVey4AO3bsoEmTJrRs2RKAMWPGMH369PKAoOyepqWl8fnnnwPQq1cv7r33Xq699lpGjhxJw4YNj3mME6UCghpau680IHD7qx0h8FeYTGpzB0iM1COlLA8IFn/3NduzS4hpIhl3/VUAxFjDaJ4Uwcrd+ewvcHJl2tFvZLHhYUy+rAO/7yvkwjZ1MOp1TH7lbZxOB1v/WIxTu4hg6SJjFWv/Fzp9ePzBo/LZvYEgu3Id5VV1cmw1m8zrD2rszXdSXFjMiy9PJfa6aVzbtR7NWzWrcvu60WZybKGynBd3qMfOHDtfrD/Igj+zyoOV5KRYDs57Fn+PG3l72S5eHtWFfIePKLORrBI3Rc7DE8Z8AY2DxW6ancBoxvHs2LOP8dNmY2jTn3vPb8DAntcdtY0QgqvSk2meFIGmSdJT4hBCYDQIIs1GCh0+xvRtSyy/8876GJ787zLevesyChw+rHGn71+s0Okj1+bF5QuwZm8BRWu+p1l8PMOveIr+gy+hSbMWFba+hN9WLOOXtZvZktiJgsg+XNgmiX/3a45BfwF//ftOHhk/jowf32TNoNtZsOEgl3VuSITJd05XIlFOvxybl2sfmExBcj90nlxu7BDOZZeGPswtYXoSIsJoGNeYQPNG5eusGA06wvQ6nN4Aw3u2pXtbD1N+3IG86C5s9nzufu4N5r8zFaNed0bnqzw56T/sj08nusNA+rRI4K4BLUiKNGMJ06MTEGk2HndOQKTZyE2jhrHyy5Fk6obz2lId7RtE0aNp/BmpPpTv8JKZb+eGp9+ENkOpZ/Qw5fo+RFvCCDPoqBtlJtp6/OCkXXIibz//OM/N/ZkfdZ14bNbPtGiTismgO2PBTb7NxYMf/UTQFMs1KT6uHXoxZmNoTkO4qXLaYiColVbGA70QBKXEF2nizRee4p2Zc/giz8y8vTpm9+zJT6t+p03jurUyH+3JS9vVaDspJS5vgL8yDyFNEeh1OhIjjESYwyoODgChH4UQxMbGYbfbMIYZCAodDr8Rrz6epJSWfPfdd5XW6LHZbGRkZNCsWTPWrl2LyXT4/0av1xMIBJBSMnDgQP773/9WOt7q1au55ZZbgFAO+7Bhw1i+fDnffvsto0eP5oEHHuD6668/6nrGjBnDc889d9xrF0KQkZHBpZdeCsCtt95K69atWbx4Mb/++itWq5V+/frh8YQmsRuNxvLApuzcIdRp+uuvv2I5Yp7hnXfeSf/+/fniiy/Yt28f/fr1q3Tsmqi4XcXvw8PDK13z/PnzadWq1TFfX5WKwVpNHK/0b9nvt+L9efjhh7nkkktYuHAhPXr0YPHixbRu3brGxzweVWWoBoqcPnbnOdAJsHkCBEvnCpS4/ZUqaHgDwfKKBzm2UBUdtz+IpoX+0N+e9jzRzTqTklB5uDytcSx7851oEtpWM8E3PsLERe3rlb/BGcPCeOntD6lv9uOXOr79aSVSQoHjcBWCQmeoysSR6xm4fUG2ZJUAoR6LnBpUmgiUBgO+gMas96ZDw1CPwgVtG1S5faTZQGKkqTwYMep1PDC4NW9dl8aITvUZ3aMxky/rwLSrujD56ScpWjaTPflulu3Mw+0LsjPXXikYKOPyBmutakkgqDHxhakY2vTn/GQLA3t2Pub2XRvH0a1JfPk/fWKEiTqRJkqrEjKsbzeSCv4kR5/EwrV7KHH7KwWJFUkpT7kWeFmg+d3v2wgiaGy0s/CHRUx+6jE6tT96nkuP3n15YPy/mT66O09d2o67LmiBQa9Dp4NuXTowe8Eieidbce5YyYyVe9mZYyezyE1GoYtil48ip4/9BU7yzlI1KOXM8waCvPbfhRQ06kuSsDP3vsv412WXEGM1khxnpXlSBDHWMOLCw0iKNNMw1kpKQjgNYiwkRppISQinVd1ImiVF8MLlqTw5tC114yLROl/JLTNW8suuvOOuCl5b/tq7j/d/3kpEh4Fcnd6I+we1IjneSnK8lcRIE/ERphpNEI4wGWhVN4opL0+l6PtXcHm8vPTjTjKLaj7SerI0TbJiVz63zFgJbS6kQ7SPN/7vAupGW2gUZ6FlnYgaBQMQGjlOibfywJV9SLUUE0hO564Pf2FLVskZ+53cPvE1AjGN6Z0UZMzwASTHW2lRJ5L4CNNRI8EGva78by3aaiQuPIy60WZaJEVy97jreXJkGmF1mqLvOYbXpr9xQmux1IZQh5kdaY7ErCdUgtpqwqDXYdTpykdozEY9lrBQsBMTFUHD+vWIi40lLspKo/gIEqx6evS5gBK7k/c+mAGERh3uu+8+xo4di9Va/ahtjx49WLlyZXlakcvlYufOnXTv3p0NGzawYcMGhg0bxv79+0lKSuLmm2/mpptuYt26dUCooV7W+z5gwADmzZtHbm4uAIWFhezfvx8ItWfmzZsHhNKPevfuTaNGjcqPceutt1JSUkJsbCxWq5Xt27fz22+/HfceDho0qFLqUVn6UklJCQ0ahNoaM2fOLH++T58+zJ49G4DNmzezcePGavf9ySeflH+tatQEYPDgwbz22mvlfzfr16+v8XEGDBjAp59+SkFBqAJkYWEhAJGRkdjt9qO2b926Nfv27Sv/Xc2aNYu+fftWe/4Ae/bsoUOHDjz00EN07dqV7du3H3P7E6UCghpYeyA0OtAlORa7x48vGGqQ5tk9+Co0+Oavy2TcrLX4AhpShsqD5pb2vi/94Rt27dhOWN0WtKpTudHfNTkWCDXOW9er+QSR5KRYnn/yEQBmfLkITdModPrQSkcLykqRHixyV0pzcvmCbMmyUS/aTHyEqUYlN7NLPHj9GiVFRXw8830Sz7uctvWiSIoyExcRRoNYC0lRh3ss6kaHctuiLUbqRB9+vH6MhbHnNeFfXRvRoUE0Rr2OtqmdGNatBd7sXXywfCdBTVaahH2kfMepNUjLAopf/1jHmkwnAsFtg44eMj0Wg16Ur7ycFHk4j+/xsZfiy9rBe6sOUOzyV9t4PmTzsCUrVDrPe5wVqqsipcTtCyKlZNZ3K9Bcxbwz5WkSoyxYwvQ0irMQYTaUn6vVpKes8yLcZCCtcSxCCMJNelokRVIv2kLL+rE8N+0NmhWvx1+Sy9NfrMPhCVDs8pNR6CazyI3NHeBQiYes4tPf+FHOvh3Zxcze7gVnIS/fcAEpieG0rhtFozhrjRueRr2OJgnh1I02k94kjjfG9MLz05sU2Bw8uWAL+wqdp/kqQu68/2Ei0i+nTZKZa3s0pnF8eKX/3ROh1wl6p6Xy8B03k7/oHdZnFDNn9QGKXVWXhaythunefCePfLGJIpsDy5pZTB7dn8bxhwOzE53cLIQgJSGcZ28cgrZqJgcdGk99tbXaNFIpZa2VVf7mhyWsKAwnzG/nmZtH0LJO5FHV+WrCoNfROD6cge3qcFOvplhb9uQHX2u+XP0Xh85QWVUpJVmFdjR0hPntNEyIJMygw2TQEWbQYTToMOh16HXiqMpvQojQtkY9Bp2O2Agr0TofU9/5kLmffEqLFi1o2bIlZrP5uGVBExMTmTlzJldffTWpqan06NGjykbjzz//TKdOnejcuTPz588vn6g6btw4UlNTufbaa2nbti2TJk1i0KBBpKamMnDgQLKzs4FQr/qWLVtIS0tj6dKlR81RABgyZAiBQIDU1FQef/xxevTocdz7+Oqrr7JmzRpSU1Np27Ytb731FgAPPvggjzzyCL169SIYPPx5edttt+FwOEhNTeWFF16gW7du1e7b6/XSvXt3XnnlFaZOnVrlNo8//jh+v5/U1FTat2/P448/XuPjtGvXjgkTJtC3b186duzIvffeC8BVV13Fiy++SOfOndmzZ0/59mazmRkzZnDllVfSoUMHdDodt9566zHvz7Rp02jfvj0dO3bEYrFw0UUXHXP7EyXOxRULu3btKs9ELdmq5Ofnc+3oMdw14VkWH4SEiDDW7i9mX76Ty7o04P0Ve5l/W09a1Ilkf76LutHm8iHvO+as45uN2bx0ZUda1jncsNc0jX9d3A9v+xGQ0o2Hh7RmSPu6eAMavkCoDvHo91eTGGXilVGdMRt1RFuMuHzBalc+tpr0pMSHszXLxq3vLmF/bjG3tw5w6eWjaBBrweb2V3ptg1hLeWm5nTl2Rr6xip5N4zlQ6CLCbGD+bedVe09cvgB7ckMf2q8+/wyfrt5D7AX/x6Th7enWNK7StZa4/Ni9/kq551JKduU68B5j4S+nw87IsbcT1u8WrkgJMmbo4Ui50Onjz8xizm+egEEfyvNtXTfypIbnCxxesoo9mIw6br7mcvY0vpQ27drz8qjQJKEYq5GkKBMub5ACpw+QhOn15QuolakXYy7PtZVSsjPHUR6APfL4k2yuM5Ahzaz8+6IuJEaaygOkI+8nQJTFQOP4w8OWNeH0Bnht6W6+WbeXTLtGq7BivnhsVKU5C5omcfuD5XMdyhYsKpuTEWM10jDWUqkR4fIF2LT3EDfedheOrmNpbHTw+q0XV9nQqBNlOqHKVsrfT98nPmWvU8/oJh4evPFfNQ4CquMPauQ7vEx65hnem/0Z9cZM47oejXl6WLsq5zrVluW/rGD4hLeJPu8qXrumMxe2roMl7NTnIgWDQdK69SCv1QgsjTsy7aoutG8QTUKkiaAmcfkCOEtHNSNMBurFmMvnlp2MJxZs5qNf95P13m28OvVlrvvXiFqZCOzxB5n6xrs8++5nJAy9l5t6NuSa85phMugw6nVs37aFDevX07P/ECKjomiScOqTwjuO/DclLS/m3gtSuHNg21Ou1CSlZE+ek29XrOc/C9ZgqteSCRe3YVS3Ridc4GHbtm20adPm+BuWcro97MlzQtBP07pxmMMMJ50+JqUMpfXuO4i0RFMnMozEKMtRgcTZFBERgcPhONunUWMVKwH9r6vqb1cIsVZK2fV4r621EQIhxAdCiFwhxOYKj8UJIRYJIXaVfo2treOdLhkZGfyx+jduuOF6vlh/kHd/2cu6A0WkNY4t770oy90GKo0QFJX2DpUtPFZm6Q8LKWxxCaR047ruyZzXLJ5wk4FGcRaECPU2/bt/c8b2TEGvE7SoE0lSlJlGcdZqh7ATI03odQJLmI6r+3TAEF2H6R/Pw+vxkGv3VLFIVejcNE2yM8eOwxugbf0o4sLDKDhOj3tZb7CtpJi5c2aR0Oc6OjWKoWOjmKN6dKKtxqMmogohKjWIjyQEhEdE8vKT94OriFk/b+KRu8ax8Mt5/LhmO3fNXcfLi3by0OcbOVQSmpNwyOYh1xZaACmr2F1tz1xFTm+A7JJQj9GqFStY8dsfGJKa0r1ZqFxaw1gLjeKsmAx6YsNDczuaJ0WSHG+lWWIERoNACEiIDCO+QiULIQTNkyLK78X9d/0b/4E/+X5LDg6nizy7l4xCF05vqKLRkakFNnfgqMV1/KX5stXZeLCYt5btoaSkhOLls3jwsm5HTWDW6USlUoJCCKKtRlokRVInOpTOdeSHsDXMQNP6icx4ezrxh37nQDCasf+ZxeKN+1i8LYdnF25l+k+78fhDi7m5fefuolPKqdl9MI99HjPWrHXcPebyUw4GIDRaUC/awsP33AmFB4iwH+DzdRms3V9IkfP0Lbr0+gdziEofwXlNYxnQOqlWggEI5ffOmfURcvUcvE4bd771Df++9WbG3vh/XHhBf1o1rkfvTm0YM2YM875YwK4cx1FlqWsq1+7hy3WZaJkbaZucxE1XX1ZrVYHMRj1333ojyboC3HvX8e7PO7nhhhtZvuI33n7nPQb17cXdt93MgP59efS5aezKsZ30dQCs3bSN/IROREkn1/VqXitlW4UQNI63Mvi8jnS0/YY/9y+mLtrB2n1FJ7xw54nQNI29B3NBp6dubAThZuMpzSURQmA2Gkium4AM+Mm1ufH6g2c0/akmQusrnFvnpJya2kwZmgkMOeKxh4ElUsoWwJLSn89pnTt3ZsH3i9FbQrHLsKYGburVhFHph3sZipz+8oaQtzT9RNMkxa5Qo25XzuHIWUrJm3M+J7xVL67r1ohR6cmhKgNheqxhhvI0m17NE+icHIu1wgeVXhd6gzvyvdISpis/F2uYgfOaJ2DRS3wN0vi/q4Yx77+zcbkqD8M7vUF8gdBS8JsPhqoLta8fTb1oM/mOoz+IPf4g2SVu/spz4PaF3kw/nfUBhnaDCRrMjOmZAlDjId4os7E8haUig17QJCGcKIuBdh06ck2fdlhSOrFi/Tb+M28Fr/2WT37GHqw7fyCjwMn4T9ZzqMRDkdNPjs1LidtPgcNHRqGbElfVK1ZqmiTf4WV/gau8l/+LubOIaRuqxJCWHEuE2XDMcnWWMD3NEiNoWSeUXnPkB5heJ0iOt5IUZSI+MYlrerUEcyRPvPo+EFo1+K88J1uzbFWOlBwq8ZTn7QY1yb585zHndqz+K5Sf6FkyneZaBm2a1LzaQJhBd8xUicRIE0mxUbw38R4a+A+Sb67PK8szeWXJLnblOPhhyyEe+3JzKJWoyHXG8o2r4w+GKl/93VYsPdc9+MoshE7PnVcMJPEkU2uq06hBPe644w52fvYiLp/G/dM+5s9dB9iWbWNfvpNcmwe3L8DOnTtPudHh9fr4JUePMIRxxwUta73yV9u2bdj65x8MrutBRjdgc/1LWJEVxFavK03HvEj4ta9Q0PVmXtkEM777jQMFJ/c/8+nvGdi8QQpWfcobr7+K8RRGGqpiMYWxdvVvPDysM4YwE/uajeTeOat59ee9NL3qCc5/5mvir3+V9dY0Hn7n65O+DoCJM7/FGFefG85vSlx47U0qN+p1tEyK5LEJE8hb8B+8Xi/PfbeNPXmO8nlbNo+fQqev1gLQ/MJigkYrRiFJiAqvtTUpoiKsRBiCSKEnq8CGL6idMw3wohIbnkBo5MvjD1Wx8gVCXz3+YK2lldWWffv2/SNGB05VrQUEUsrlQOERDw8HPiz9/kNgRG0d73Rq3aYtdzzxPACznruP1mEF1IkyE1XaoK24bL23tOfBr2nYSifv7so9PELw86LvyA1aEUgu7RSaFCMEWEqHWxPCTZUa/FZT5Td5s1FfKSjQ60SlmtfhJgNGvY5B7RsQ2fo8Cu1uHr/3di7o0oo7nnyRz3/5s3zbYrcPly/I9kM2Yq1GGsVZqBNlxuENHDVRN7vEQ77dh9MbetzjdjN3yR9E9/wX/Vom0jwpApNRd0LDxg1jLeUjG2EGHbHhRponRRBuMlA32owQcHHHRhj1gjrXPk90jytoGVZMX7ZyaNkccj++D68/yNcbs6rc/8Fi91GTeP1BjR05drKLPeXzKLweD0t/+JZG3S8m1mqkWVI49WOO3+Ax6nXHnXSYFGnCatIzetiFWAI2trii+OSjDyptE9Qkkxdu466565n4zRZW7y3A49fYmm1jf4GTvfmhClDVTaCWUrL+QDHRJh27163ggsGXEHUSubfH0jDWgtVs5K17RjFlcD0i/phB9szxDBYbeeTiNuzNd/Lw5xspdvorzUGRUp7RSce5dg/bs+0cKvGwL9/F7ly7GrWoBQcOHGDVfgdGv51bR/Q5LceYMmUKiz6fRaRtL/vNTRn1+JtMfOopVqxcxYrf13N+n760atWKS4Zfzp+7M0+6mMB/v/4RY+u+tI4K0KXx6Rmkjomw8uwd1zB5RHs6NE/G3P0qvC0HEl6vGRe0T2Zsej10rkLm7w7w5OfrySxyndD+/QGNN39Yj/fQbibf83+cd171KZ6nwmIxM+6KITw1PJV+7ZOpn9KMpPa9MDftCmHhXNc9GWvOJrb44pn05TqySk58LlFmgYP1rliMrnxuvKD6MpEnS6cT9O6ayhUXDSB/4TR25jh46+c97M61M3/RLzz+1CQWLFxERqHrhH8PR9KkJN/uRugN1I2x1moJXSEEyXUTEX43zqCOghInHn+oY88f1PD4g9UWrThVUko0TYbWUtBCac1BTZJfUMimTZvIycnF7vbjCWhoMvRcoHQbTUp8QQ1f4Nwb1VCO7XSXHa0jpcwGkFJmCyGSqttQCDEOGAeQnJx8mk/r+IQlGijALALccs1lzPz8e6ISQyVBbRWq9gSCZf84sryaT2aRG5cvgMWo561pzxPddSzNEiPKe6ZMBl35G4dOJ4gwGcpTfKrqvYo0G2mSEE6OzUPD2MppROGlIwqD2tVlwZ9Z3PDCHJoGM5k/7zP+jE3jg/XFJETvpk9qc4pdfswGPTsO2WlVN5Jwk6F8wm9Wsbt8cTJfQKu0mBrAm3O+wNxvHMmRofQmqPnoQBmjXkfdaHOV6UMmg56ECBNSwsC2dfl5Ry4PDWlN7+YJwFCuHXMT/x5zJY5ty1koe3FVWgMirZV7loKa5GCRm5SEw/n4uXZv+QrSEKqwNO+7n3C4XHiik+mVHEudqFPL661ICEHDWAu7chxc368Db6/Yz7S5r7B393YMBiPff/U5lo4XQeeRNIkS7M33M+XHHbx1bRrxESZs7sr3Pd/hPSoFq6xKVKQvVM3gwouG1vqCQga9juQ4K3/lOWnTth0z357OA7ffwHOP388dDxTz2IgbefKrrby/ci93XtCcGKsRs1FPvsNHnt170qUk3b5gpf8PWfrh4g+GJjNKGZr7IITA4Q2Up+5lFbtL74GRPXkOGsZaVLnUU/DAo09iSh7OoHaJ6E9TKU0hBH1792Jesw48/9ValtKXVRKWf7MHX85fSH8Ul113E1/P/ZD1a//g9Zlz6dOjKwkRNZ886/YFeXvJVnTR7bhvWOppXQwtKdJEt6ZxdGgYQ0ahiyiLsdJ7ZPsoD7c99x6ruZxP12RyQ68U4mtY83/6vEU4deG0MRZw1x1Pn65LAEKdTAPa1qFzcixwdMnN3nUv5vonXmMFI7hrykf0byC4/KprCEg9daJNx3wv9fiDPD/nB3TRdbmovpPo0/g/OmniU3zWqhUtzh/Ggj/h23efY/+fq7A0S0f/6z6iZy/hrn8NYtTFfWlwEgvLSSlxuL0EDBYMMkCUpfavxWjQk1Inlr25NvJdRgL+YkTAR5jJRERkFJoUaJokzKCrlZEJTUp8pY38IzkdDg7s24vOEEaBVyC00HuvQKKTGiAROgMSgSVMj9HvIOj3YzDoiYmOOmq15LMllD4my+dkhPoJJVJSulJ06PGKK03rhMBUS/f4XHbOrEMgpXwHeAdCk4rP8ulQ5PKh1wnenjmb0cMu5KVJj/Hi23MAKDmi0eYNaHgDGnZPgOZJEezOdbA714Hzr/Vs27qVphc3o32D6PLtj8xfjTSHAgIhwFrNB1a4yVDlasIGvQ6TMdR4S20Qzbebsnl3dHeyLSlsXLYHzVnElB+dtGpYhzpxkeSWuMku8RB2cB3WqztTt3RS6KGSw6sVFx4xlJpbZGdJcTx6XwH/uWV4+YfqyVSEOJakSBOFTh/jzm/KTb2aVAp8kps0ZdaCRTz0xESy0DP2vid45ZHbaJicUmkfdk+AXJuHpCgzvoBWaVg4ENSY9O1WNh6MJPmOj/EERaW5IbXFZNBTJ8rM4A4NWLW3iE0Xj+frJe/i/nMhPYdcTkarS/Ed2MC6hVN4fd4Snl56iA9/3ce9Aw/XPt6SVcKGjGKu7Z5MvWhLpQmXO3Pt5Dt8hO/8nXYdUumf3r5Wz7+MNSw0cnOoxIPJbOaltz/iyftu5/UXJ3He6lVcdMMzLNxyiPSUWKTPTVHmbuKbdSC72EPjeGul+QvHI2VobkVZ2p1eJ9CkLE/x8vv95Qterfx9LQ/fNQ6vP0h0pyH4krtj00Xw/+zdd3hUxd7A8e+c7btpm0pIIAlFegtFRAQsFJUiWMBGscu1X8VyrdgVewHLi9i9ioJdLFdRAVFAQBCllxAC6XU32+b942yWJCQxlDSYz/PkSXb3lNkzmz3zm2oyCIZ3bcXZ6UlIqX+hN+Yc97Xx+ALsKXSREGFtstV5D0ZRURFfrd2FM9nExEHHNfj5UmId3DQ6nYn5Lr5as5PVm7xkRidQ3nUoqwW0mzEeV2Ee0+9/jtn33ECXrl2JCTMTF2Y54AZd5vFR7g0QZjVS7gvwx65cdltSiCjeydAuR3ZGjuqEEKTGOMgp8aBpIAh2DbUYcJiNxEekc9WInry8eg1zfpB0bx3JwPbRRNnNFLq8lJb7iA+3HND/vKSkhKc++B7SBjD3gRsbpVDSKsKKySAo9wbwBWt9TZpGlMNEWlxXrhnVixdXrGZFq+P45LZ/8ffWnVx5wwxKyn20ibbVuI6BlJK/9hTy+VYP/rIc7rrjwDVfjqR27doxbdo0XnnlVlpd+Dj0u4ikAVMAvRAbCAR4+pdcwqPWMmFI73oHZ7C/4LwnvxQwEB9hbrBB8Q6rhcRIK3uKPBT4jKCCcs4AACAASURBVEiPF+l2obkERg2SYsKDMxUd/vl9fr1y0+ML4A22DEgJHreLgrxczJHxaPYIAgGJ5i7A5/MRMFgIaAbQNKS/HE0TlEg70m/EX5RHoLyMrD2ZtE5OplV8QqiyJxD8XBk00SifaZfLhcFoomICw0DAj9fjwevxYLXZMJpM+P2SouIySoqK8Af8aEYzkU4nxuDCZWajdsDgbiklXn8gtCK1URONsh5JQ2jogGCvECIx2DqQCOxr4PMdMQVlXqJsJtLadeDiy6bzwhMPsWPTeswGrUqXIdBv+HklHiTQL8XJ5n0lbNpXwor57+Ls0Ac/Gt1a7w8IqrcC6F+ebqwmwyE1OTosRsq9Hs7qk8TMz/7k5805fL0+i3ZxDga1KeKNrRaufuZ9To3Yy7KNWdDjPJZ/8ib/O7k9xw04BSDU9CulDA2OrjDzjS/BlMDlvfd/0YdZjUe8cKNp+lSe2cXlNX65RjmjmfPsU1z+yg9ktu7LJdfewtgrb6NN61YkRdno3SYKo0Fjb1E5VrOBIlfVmYFeW7qdtbsLKV2xkOTuA4iMiWdAWnSDFNKiHWb2Fbu5b2x3Zn39N0u5nNix0/EaDVjLvNw/bSTTP3+MR266lDG3v8qCNVmc0SORzq0i+DurmHs/XY/bG6B7UiQJkdZQn38p9XnIATYv+Yzbr558RBbfqU1smIVou5lSjw+jpvHJh//lhdknc8u//83ff59Dx3+9yrPfbSTw5cOs//VHbn7tWz74y80rF/djeLeEep9ne25ZlVYpf0CSn5fL/Lfn8fVnC9i4YT1jzp7EaWeM484br8Jqs5My5Bz2pZ6KZ+8WSta9izkuhS88p/DNH7u4ZVQ3TugQh1ETdY4NaSil5T5KPfogcn0qYCj3ldE+LqzOgoPb69fHk0iJyaARH1F3jWtlJeU+DEIc9oDZDz/+HEv74wk3wYntYw7rWPVhNRloG2PHZNC4ZGgnGNoJf0DyV1YRv+8qwOXxs2GXmU1hF3PdvMXMvMBA/x7HUVimz2YW8Ht5cfZLRMYncsKwkaHjSiSPfbQczRrGOZ1FvdYYOFzGYCtofLjlgO9yh8XIbTdM54PBp+JK7MDDX/7JY+f0IibMHBqnVVDmJSnKVmUA98233kYg+UT6trKSmtA483IYNFHnOKMZ111N+trt/HvBRjpOeYj3/1rPytd/YXzfFEZ1a0V8hJWEiP0Bm5SSHbll3PHWYvwmB6OTcoiLOLiZ1Q7Fww8/TFr7DiR0H8C3mRpdEyMY3CGWaIeZFes3c++XG3lg0RacUZGc3rdDvSoxZDAYKCn3US4NCE8J0eE1r8dzJGiawBkRhtns0WcP1Oz6eAivGx9mduaWkBhpx+k4vKBESsneIjcFZV4k1etkNbSIOEDo30tRFizGMIKV6/pKaxIKC/LJy83GKL34bVEIZ2usRg1/SR6ZGRmUFJcQExtHWFgY/uDNWfjBqGkYDQ0XGBQWFbFp40ZMFhsGZ2uQfnxlJXrSjSZEiRej0YxGAFdeFhIwRsQjMFGU70YAxvIifK4iHI4wwiPCMRqMCE3DbK3auuTx692nagoemruGDgg+AaYAjwR/f9zA5zti8ss8OIPNmedPvYLX5jzL3BefIaL/lVW6DIG+eE92iT4AtI3TTkKEhQ2Z+Xz31WekT7mb3VRdcMxWrQCqz0GsVRlQfDDCzEby8NA3xUmy08ZrS7aTV+bhqqHtObNHH36f8xHrjR2ZO+dhovqNxYEk3lzO448+wmff6rVm+4rK8QckBWWeKl1sflu/me0iAWfBRkafenno+VYNNN1ktMNMTkl5lYK80SBw2s3B9QcEFw7txpPfbMQw/HoWbXXB1m2APjD71pGd9FUT8/YPIC7z+Pho1W4+WZNJF0sBX333Ko9fPYG+x6fjdDTMipwGTU9zbomHGSM789X6LNbtLmR7bilXnNSOXl0SeODJ2Vx/2YW0nf8k0b2mcN+nf9IvxcnKHflE2cyUGnx8vnYPvdtE4bSbMRk08su8fL5kNQG3pGtydGg59YakaaJKjd8106/mpMGDGTN2LGvnXE/chU9QGtcXg+13Fm4oAmFm0Z9Z9Q4ISst9lLh9LNmcwy9bc4kPN7NlzS/89ONivMJCbP+L6DIikVU+A6v/tBJ58mXcdcV5PLk0l84xdu64aBwb1rTh9xW/sGz5HPaljeShr4yM7pzFVcN7oGmi1lYgnz9AmddPIKCvMnkkWosCAcnOvDJ8fsm+rD0UYGfesp0M6xTH2enJtI2u2tdYSsm8efP44KMF5BUUYTZbOGHIyQw77XTapKYSG2Zh9bLFPPPM01x51dUMOnkEBk0QZjXi9UuK3frigxVrdzgsBiJtJiwmQ2jayNque2aBiyi7OdQNp8zj461FS7B1HMkZPZMarLtQdRFWE+EJxuBijwHKPD66J0WGKlKkTOPN79fwvrcjM3/Iov/2cqYMasc3i77i0XtuY+f2rdgiorl+zuf4jDZ6tYni+7/28XueAdeaL7j+jkcb5X1UqK1ix2E189xjDzD2spsQ59zDxbPm02rX96SdfjkFAQvn9m2DPyBJljacDjPffvc/3vj6N+LPPp2pp/Vq1PdQF6vJwLDuKUzd6+GlHwNYj4skd18WL/7gY/O+Eq4c0p6Sci9RdjNhFiN7i9x8sSaDP4vMaBu/4f436p5P/0iJiYnh9ltnUFDmoX+eXumlaXr31cF9OnF9fi7P/JLHzW8tRbiLGDqgF2b8BAIByr1+fVVkTWA07F8/wOsPBNeYcSO95UTbjEd07EBNjAYNu8WMyWQkFKLLMPZkZVHiM5NZ6MJi1AizGg+5UO3y+iko82A3G7FofvKz91LuKsVqteKMiSMsPEL/LhH6StFmo4aU4A+15EpiYmKIjY0JjTkocnvJL/Xis0ZhaxVOaWEORVs2Y7FaiU1KxSsF4RYjFhP4pcBs0I7otdSncA2QuTsTo8mMFplAIBBA+nxojii9oK+Bz1OO112KZrZhjNaDO5NBw2GUFObnEjDa8VoiMAAF+Tnk5eaEzmGNiMYQFoNf6rGRw2wgLsyCBCxH+P00tCMWEAgh3gWGAbFCiAzgHvRA4H0hxKXATuDcI3W+hlY5IIiIimLi5Et5/aXn6NPzItb/nc3vkXn06a8vtFHuC4RWCI606dM6rt6WhdtVhrVNd9oa7aFBn0KA1XTgTTbcasRuOrTsiLAZ9ZqBAJzVO4nnv9+M2agx9Dh9Os3rJp3OlW+tZMbcb/gjs5iicj8jp1/L7f++ltXLf8aoCX7ftItnNi0le28WI8dMIDwqhj8zC3j0k5VIcxR3XzyiyvmO1LR91ZmN+gxKFeMxwqxG2jhtwVUqTezILWNIxzg8vgAGVwFP3zyVvTk5nH7T0yzZDD+kRXNyp3iCXf/4/u99vPTjFkrL/XSwu/n2gUvo0adfKO/CLQ0TEIBeu55Xqnc9O7NHImf2SAy9JgQMP2M01916F88+ej8nBkx0GXUZv27NxmgQ3D+uN4vWZ/HR7xnsLXITadPXDPj6+x9ZuzMXO+X88L/viIyMrCMFDadXzx4sXfYL48aPZ/tvCwg//hyikjvgxUiy08aSzTm4vT6s9fhM55d5+GSNPsVvmMVIidsLog32QRehCYgJ12sbwww+tm/byu5Ow3ho8T4cFiO3jOhEdKSVkSNHcPJpp+H2+Fkw/z1m/7CYzxiKq/hnbpwwGJz7F9KSUq+1zyv14K4241NNazMcrOwSNz9vyuGPv7fw9vvzCU8fjaZprM8spFWEFXeqk8QIGzazxm8rVjBjxgyW/vQjbVLSCO82lNK47mz828trf3xEeOavJFp8LPnhWywWC1999RWTplzOkFNHImUAm92BMzqG2KQUVuwswmzUGNguJjQZAAQnMTDrY3QirEZcXj9FLh85JeWUlvtwewPkluoVAsVlHjaG9cLqL+O6Sl3YGoMQosq4D19w6l1fQOLzS6ac2pvEwP+4f+77rAqMZ8X2PPIWv09M6y6Mnno/a/IE767JRRPwwcoMAAp+fpspg1JxRjSP/ssAw08ZyrnD+vD5N88TPuJadna7mB3bS7FQwJ0ZhZzUMZZrT+5IpMnH1GnTiBt8ORFWIyO71r/FrTGEWYxcfEIKnVtF8N37r/DCY/eTPm0mX//Zm7/2FDJjVBcsngJWLV/Gn5kF/ORtR3n2Th664FRiI2pfbbchRNnN+AMSi8lQZbzVxFEnUeT+gXkbHFwz+zMSb7+BdatX8uknn2JzhBMVHYPVasEf0AvlUgbIL/Oxr9iN8JUTKMwioduBq8I3BJNRQwsIvV+7BM0gSG6dSGZWFsXSyO68EtolRGA+hPFwUsrgbIOCcKOfjO1bMBiMJCe3ITIqKrSdEAKDEKHafCFA48DvSqOmd6OJtJmIsJoodnvJK/ViiEzAGJmA9PvILtXv8QVlHqwmA/HhFqSU+srOR6giwheQFBYV4/JJrDHJ+DEQb9cIs4UjtGDKBSDDyM/LAXxodjtS6mU5ISA2woHX6yW7zEcZEVhbRWLW9G5nXn8Aj9Twe8qxGjUsVhvF5T7K8sqIC7cQYTU1WFmpIaiFyWqQXVzOyKd/pG+Kk+tO6QhAzr69jBrUk6iz7kQz2cj74D+8/M5C0gecQElBDj9v3McLv+bx7KQ+rMko4P9+3oZ/7Wc4+o7l5E7xTB+mD8S1W/TpK6srKffVWZv3TzILXOSWePD4Alzx5grSK6Ud4OYP1uD2+skpKWdwxzjuOaMj/Xp0xul0Unrq7ZRsWUnuF08DEN06lfjJT+OSRqQM0NeYwX1XXwDohYsO8WEN2he6tNzHtpxS4iMsBzRbF7u9bM/ZPzNEYX4+N0+fyvIlP9Fp+hxkZGsu7+Tn128WYomI4TfnybSOtBC76yfmPz+T9AEn8Nxr7xEWHoEQ0CUxokEXRNqZWxYKbiqrvKDdPQ/PYuYdt+gvCA1hMHDzf+5jxLnTuOKtlZydnszkE1KJtBk4/fQzKD3lViYPSGLmhINbXbkh7C0oZc2mDO7+JoOsIjfFqz7nssnn8991Rbx/5QkMSIuuc38pJQ9/uYGXf9zGCe2iKfr6Wb78+COuufMRLrhoMjaz4YBm1/WZhbz1yw7O7pvMyZ3iSXLaQv83RW4vWYVu/v57E9fO+RzaptO1/G+OsxZiEmC12wl3xnLCkFOIckbjD0gyC1y4gjPYtI8LI8puOqAWv778AcmLP2zmia83hp4rWfc/OgV24j/xcko9ksu7Clb+71O+++pTdu/cQXhEBNfdcT/5ySfy+R9ZJEZacRgCZOSV4saEd8tyhqcYufLSaTzx9HN8v60YX3Eu7p1rMUYmYO9wPI7jTgCjXpi2CS+27L8oyfiLKJOfO++8i5TW8WjBG3hJcTHffvU5eQn9WLAmi36pTi4b3A6LUeO5z39jZTaMSyjgqesvaFa1W26vn4x8F08++iAvzX6R6JH/wtFJnzrYqAmifTmsfecRnnz8USzJ3Xh99jOs/GQum7ZspXVCXBOnviopJVtzSvnyjyx+2ZxFwdL3+eLtl2h1yhQsfcaS5rTg/PNDPv9uMckXz2JM7ySemtj0/+/V+QOSTfuKCfi8PPPITN576w28sR2JOf16NIudknXf4dm7FefQKfhdRfRzrWT+ay82aDfHg7Urr4xnv1zNB3/kY9jzB13Cyrlp0ghiU44DzYBZgyiHmcK9uyktc2GKbYuBAGVZW0lJTSWuAaezfOaZZ3jllVeQUnL55Zdzww03APpCW+Hh4RgMBgwGI6+/9yE5ZV5mXDmZspIiHnjgAc46S5/Ucdy4ccyePZvWrVvXep6yci9bckqxaJLSrO0YjUY6deqE2bw/QJdS1llR8uyzzzJ79mzS09PZtm0bS5cuJRDQB+b6gmMR7rv3XoxWO1OumE5pbhZG/JjDnHiNNiQCo6eEhOgIwhyOwx4oHQhW/FSsozT5rBEs+t+POO0mQIQGTguhj/cpLCzg3Xfe4bIr9dWCjZrAoGmhY1V0E6uoRJFIBIIwi0ZZ7h5Kigoxmy044xJwazZcXj/RDjNJUQdWMDXkwm6HszCZCghqsLfIzQkPf8c5fdtw8cCU0POrfl3Gu3+Vk+uzkP36tRTk5XLWxIt4/43/w9JjOJEnX87r0wbgLs7novtextHtZABuHtEpVFvfNsZ+xAexgn6zrFj/oKbg4vM/9jBnsb5s9vWndOTqk9vz8uwXuP7662l31Rziop3ceKJeA3Xny/Pxdh5F6XcvcsPU8xg7bv9ssa2jrAc1+Opw3k9tQcfGvcVV5vL3+Xy8+vwTvPv+h4Sd/QDenJ0UffwAlr5nET5gArlv30zp7o2cOf487nn0Gaw2vc9fbcHZkeT1B9iRWxrqIwx6C1GH+LDQl4Tb6+e19xawZtVvdOnWk08/fI/vvvqMSVMuJzBwKhuyivm/Kf359tP5PPLutziHTuHNSwdwUsfmUcjZnlPKL1tzeWfpZj6//SyunfEfFpZ355ITU7nzzK51FirzSj2c+sQPtIm2Y/31dT5481WuueVOrrju5hq31zRCrT8mo6BjfPgBAV3FbFPbdu/jihc+wx2VQt6iFyhZsyi4hSCs84m0Ouk8fJHJSMP+m16fNlHcfnoXYsLNpMY4DjpY3JlXyjmzl+F3FbP6yanc9cCjSG85M2+7AaOzNYmTn0QCxUveoatTkH7y6Zja9mbx1iLySj2M69WaqYNSMRo03F4/C37fzYerMvD6A/RIimRdZhECSeV1lqzCT9nGpez9ZSEmeySO9NFY2/ZAGPZ/zzjMGqN7JdE53MsDjz1FWWIfLEmd6ZMczl97y3B7/aFewyWrv2T5q3fTPrnWSeGaVH5pOXfffQ8duvYiqssJoWuj+b1MOG0gRYWFjJ5wHu+9/io33HgTT8x6vKmTXCN/QLItR1/nxWQU/P3H7/zn5hvZVm4ndswt+MsKMYbH4LSbeG1qf3q3bZ7regYCMvQ/nl9UyrsLPmX9xu38WhpNvrUVPgzEh5l5eEJP+qVGH5EF7o4kKSVbs0t48YctfLkuizKPn1fGJpLavgPukiICRitbct1IjxvNaESi4S3IwuGw0bZNG0QNNeT/pEfyP7fsrlu3jkmTJvHrr79iNpsZNWoUs2fPpmPHjgesvFtUUsqDjz2F1RHGFVMv4rwJ41iyZAmffvopq1at4p577qn1PF6fnw3bMsAWiTdnFyZN0qlTJyyWg7vPd+7cmS+//JK0tLQDXgsEJN5AgJn33YfDEcYNN91ESVER2fuy8Hq9BAISY2QCmG1IjwunRRAXF4vZaDikCjtfcFrW7Tkl+H1eIkyS+NgYjMEpz2sKNLZv387o0aNZu/YPJBxwXp9fn+61colZSglSYjIaKSkuIjNzN26XSx/kHd0aabJhN0jat4qqck4VEByEpg4INmYVM+LpH7lySDtG96waVb+0eAvfb9zHrBGJXDjuNPJzcxg5ejzr/QkYeo7m9t5+5jzxEKtXLOf+dxezsdTK1cPaE2bRFyFLaKC+9wBbsksoq9ZVAEBKfarUKa/9ii8gmX1hOqO6twJgz5493PrlLnbmlvH8BekEpOSqN1eAu4gHx3UjLqFV6Hix4WYSIw9+erYjLbeknMyCAxftKisr5aX5i/hfUTyD0pys2FlAZFkGaTnLufCSK2nXsRNGg76OQ7Hbi81kaJTgpqJPecXUsu3jHQcMLK9o4dG3D/DiY/fx8gvP0H/MZPZ1PY9RHcJYeN9UrOc8QnrHZOZdMiC0OF1T8/oDbNxbTCAAF44+GbvVQti5j2A0COZNG1DnKtXzV+7i5g/W0j53Gf979UGuvfFmbrv7PvyB/X13LUa9L7wlOCg0u7icfcXltIs78DpWtqfQxe48Fw989gerd5dwZvcEPB4vq3flk+2SiLJ8tL1/UZ75F3mZO3C07kDYoAtpF2fnvnE9aRVpIS7cSrilfn2Eyzw+nvl2Ey/9uBXXoidopZXw5sJFxEfY2Pbn7yxe9ht/ZRaxydGV3eX7P3cC6NPWybjerUlv68Rm1gej+QKScm+A/DIPH63KYPHGbAa2i+GCAW2RwLrdhcSFWeiYEI6n3MWbr7xAaUkJZ44/j/adupJZ6OKHZSv4v7mvYU3tjSklPfSlYJIesj5/lhRDITMefYF1JQ4CriLee/IOUiKMLFn8v/plfhPKL/WQWegiENC7GjrtJrJ2bOa+e+9h4cKFWCwWtm3bRkJC8+pqU5nPH6DQ5SXaoY/hKCor54v//cQ3a3exrCiS0X1SOXdAKn1TnM2qtaYuPn+AjHwXxW4fPn+AbTmlJEbZaBfnaND73+Hw+QNsDt4/12QU0MNRQteuXQgEAmTu2skf+8rRbJFIwC58eEoLSE5OxmQ8tO/g+gQEH3zwAYsWLeLVV18F4P7778disTBjxowDAgIpJQ898hhFHsnpZ47m1n9dxg+LFzP6zDP49NNPsdtr7qIVkJKnnn6Wl15+GU0IevfszltvvcWzzz7L3Ln6+jmXXXZZqGVi+/btnH766QwePJilS5eSlJTExx9/zI033sjcuXPp1KkTl1xyCXfddVeowPvggw/yxhtv0KZNG2Lj4ujTJ52bbvo3BoPgnbff5plnn8VT7qFf//7c+8iTrNu4lX9NPpd+/fqxbu0aWie1ZuHCjwlz2HnjjTeYNWsWQgh69uzJm2++GUqvx+NhwIABPPXs8/j9fnbszUOaHVg8hSS3bk1CrJPi4mJ27NhR43uYNm0aH3/8MZ06dWL48OE8/vjjVY59/PHH8/zzL7B9507GnHkmQ4cNY/kvv9C7d28GDOjP9OnTkVLyn//8B00zcMGFF/Cva69n394sCPi5/vrrueKKKwAVEByUpg4Ilm3J5fxXfuG2UZ05sUPV5sB3f93JO7/uZMHVg8jK2ElpaTGduvbgkYW/8dPmXHY9M4nwyEhun/kYoydMDO0XZjWSFtuwsyrkl3rIyN+/UEyU3USEzcTOXL2LzUNfbGDd7kIW/GsQHeLDQ9vd9N/VfPPnXt65fCBrMgq4c+E6bhp+HCd32l9D6LAYapz2tCkEApINWUWhmuLqXl+6nfmrMtAEvHhBX5KcehAjBKTFOg5qOswjKRDQ59SvqeXDH5Bk5OtBg91sIC3WwZyXXuLaa64hdszNWNoPpHTtV4Slj+Hh8T04r3+bBu3qdLByS8rZU+jmo7nPcc/dd3H9vJ/4eEMhb1w6gP6p0ZgMGrml5QQC+iBx0G9GN73zG0s3Z7PtqUncesvNPPzQg/VqJvYHZL3e/668MrKLy3ni679ZsiUXm0m/tmf2SOTEDrEYNIGUUm/9m/cyP23IJO6s24i0CGZdMDC4KrXeqqMJfaB4TbMWSSn5ad02ps5bSVnmZvzfPsWXXy2iT5/eoXRKKdmWU0qJ28dv2/PIKnITF26lfayD+Ah9Yb6kKFuV4+eXesgqclcZ6G80iNB0gKCnLdJuwmk3h5rJKw8y/uP3lbzz2kvsLfXhiUrh8gvPZXDvLiz9/mtumT6NsrIyevc7nnVrVmE0GHnnvXcZP27cP17b5sDj05vuq8/EtGPHDoqLi+nevWGm5G1IlVsOoPlUxBwsfZxOOS5PgLhwS50VA81BmUcfZO/yBJAFGXTp0gWBPmh2bUYBfr9e+VGxGOjhqE9AsGHDBsaNG8eyZcuw2Wyceuqp9OvXj+eee460tDScTidCCK688kquuOIK8vILOOe8iezdu49rr7uObZv/JrF1ElOmTsViNmM0GjAaDKH2DF9AsnLVKiZNnMjrC78m/bi2eMuK2bZtG1OnTuWXX35BSsnxxx/PW2+9RZ8+fdi+fTsdOnRgxYoV9O7dm/POO4+xY8dy0UUXVQlSKgq8K1euZOrUqSxfvhyfz0d6ejpXXXUVN998Mxs2bGDGjBl89NFHmEwmrrr6avr1H8CAE04kvUdX3vn8e3p2OY47brqGM0ePpm+fPkw871yWLFlCbGwseXl57N27N3QMo9HIVVdPJ71ff4aMOBOvZsFhkLSNj8SoCcLDwykpKan1PQwePJjRo0ezbt260PWvnL7p06czcOBAhgwZQrt27Vi6dCkDBw7k999/54YbbmDx4sUAdO3ala+++oqk5DZk7cumVVwMHo+H/v37s3jxYmJiYpptQNBs1iFoTnJL9AU3ompo2qxYrbi43Me3uyVFLiuduoKwhhMb6eaUS69g8tU3ValZB4hqgG5C1UXZTVUKD06HPsNDxVzy04e1p6DMS1i1gbTxERaKy314/QEWrc8izGLkxPZVA6HmdEPSNEGrCCt+KQm3mJDo/fsy8l1ICRcNTKHQ5SU2zFwlGGgdZWuyYKAi3Vat5m5QBk2QEuPQp5OT+uCtq6+6isj4JOa++R47jIMQ6WPo0iqcvilRzSoYAIgJs2AyakydMplZjz/G9689jBw4nU/X7CE+3KLPZV4tgFv0xWf89LeFso1LeOTBB5gx45Z69xmt7/tPDub/raM6U+z2EV5pFg5NA4fZiN1sYPTIUzhzxCl8u/hnHnzqRfK7n8tV/7eYywe2ZtTx3UOF79JyFyXlPmLDLHj8+jzdAij1+LjpxYUEIjsxMkXj+a1bCA8Pr5IWIQRto+3sKXQzIC2m0vP6pAI1rVPgdJiJtJnIK9MHQTuDMwJJqZ/TbNQOKAwnRtpIjLSFAtCU4Sdx6tBB5JZ49PQKfQrMyy48h3PPOJk5c+bw5ltvceHFk7nvnntIadumXte2OahtKtGUlJQan28JDJogLTaMzAJX6Du8JYp2mIl2mOsdvDc1u9lIh/hwPL4Am4tEqNBvBMwGA14CGA2GUIVGQ+vSpQu33norw4cPJywsjF69emE06p+FJUuW0Lp1a/bt28fw4cPp3LkzQ4YM4csvv2B7Thk5Obm8MW8ej86axbTJkykuLuLCCy+kV69e2B1hRAQno/j4sy8YfuZZdEhOwGE2RY65PQAAIABJREFUolmjefPNNxk/fjwOh16BOWHCBH766Sf69OkDQFpaGr176+NZ+vbty/bt22t9Dz/99BPjx48PtVCMHTs29Np3333HypUr6d+/P6CvE5AQH89JJw0hNTWNHl064dHMpBzXlY2bt5Kfn8+48ROIdEYTkJLo6Gjeeeed0DGkhNKyMjR7JCeMmoDBX05SQmyNwVtN72Hw4MFVtqkpffHx8QwZMoSUlBQGDtQnJunTpw/79u0jMzOT7OxsnE5naHHdl2e/wMKFCwHYtWsXmzZtIiam4adyPlQt85umgeUGF7NyVltF0WrSQrMFFZR5+Hr9XnwByTWndKDI5SUhOpIX//MCW/aVHnDMxhhpLoQgNsxCVqEbk1GEbiRx4RYKXR7ATJTdfEBaKppxn/luE8u25HJGj8QqN9pIW/MbKV+9q4/drNd47ClwY9AE1526f0B1lN1EXLilRSwKVTFzQ4UJY86gx4AhoTEg5/Vvg6OZdBWqLsJqIqJtW+bOncu5555Ln+5n8MFvfmZfN4EYm+D4E4dy/tTLaX9cZ9as/JWZz75K9Oibuefyc7lm3KAGSZMQgjbRdn3gWEV3GaMIra9QvRvG+JHD6NmnLy/Ne4cFmQ5eWlXEK79+T4eEMGIiI+jcKpxxvZNCC6hV+PDrn8mJ7EQbzy6effAmwmupADAaNNpE23E6fJR5fFgM+sJVddU4apqe3thKn3k9iKj7c1ARgFpNBiKsJuLCLJR6fNjNxlABLS4ujrvuuou77rqrzmMpjcug6Z/bo0FLCAYqq6mPub5SrSE0kLSxXHrppVx66aUA3HHHHSQnJwOEBgjHx8czfvx4fv31V4YMGYLZoJEYaeXRe2dx+Q0z+PbHpfQ4/iTGnjWBay69iLff/S9lpcVkZedicDgJGCwYNYiNsFVZHb4ulccWGAwGXC5XHVtTayWPlJIpU6bw8MMPV3l+27ZtWKwWUlpFk5GZhZBQVFaOwaJXaHj9Abz+4OKVgQCTJ0/m3vsfpKTcx54CF0YClGZvp1279rVWGNTnPdSWvu3bt4eCpQrnnHMO8+fPJysri0mTJgHwww8/8N1337Fs2TLsdjvDhg3D7T6wq3Nz0nyG+jcjFS0E1QOCcKspFBCs3FFAcbkPl9fPvqJyCl1eIm1GbCYD1T//Bk00WmE02mFG0yCq2jLqlafzq77eQefECASwakc+3VpHcFbv/YusCAEJkU2/2mt9xIZZCLNWjXHDrEZ9wGoLCAZqYjUZcFgMnNkjkblT+tMvJZqYJlho62Ccc8453HTTTayZdyd+j5u2E2YQ3X8MSyz9uOaD9Uyb/Q23f7wB52lX4rQbuXD4P7ZkHrZkp520OAedWoXTuVUEsWEHLhwF+vXumBDBNZddzNxLBtHTtYayzb+w7o8/WLdtN68t3c4VL33Di3PfZNWOXH74ex+LN+xh3qocZHE2T149rl6TBoRZjMSHW4m0mxptxpWK9SRaWgFNUZqLxgwGAPbt09dy3blzJx999BHnn38+paWlFBcXA1BaWsrXX38d6honhCBz51aKcvdx3piRmKUPh8WMZjLjLvdQZnBARCtM0UmYrA5GDT+Nb7/4lOKCfADy8vIYMmQICxcupKysjNLSUhYsWMBJJ510SOkfMmQICxYswOVyUVxczKeffhp67dRTT2X+/Pmh95iXl8eOHTv0SjHAYtRo07oVZjz6DFUnDGL+/Pms/msLxS4P+7JzOXHoMObPn8/WHbvIKnRTVlzIjvUrsFssRIY7DmphsPDw8NB1rSt9NZk0aRLvvfce8+fP55xzzgGgsLAQp9OJ3W7nr7/+4pdffjnYy9foVAtBDXJKPVhN2gG14vbggj+gz29fYWtOCYVuL13tEQihF/5dnv2Dexuzdt2gCWIclgO6O0XaTGQVujEaxAEFkD5tovjw6kFVntc0PYiIspnqvVJqc5DstLF5X0mo21RCRMsIZuqSGGljS3aJPq+x7civEN0QHnnkEZLbHceeqCTe/8NBaVgS7Z0W9mxYya4te9A0Qf/unRnTr0OjdKcD6t31wmzUaBfrQBOJPHjLv8jNyebeW65l8Ztf4eh2MoER0/nSn8aXn24I7SPtTi5o56NbSvOY+UlRlJbv7LPPJjc3F5PJxAsvvIDT6WTr1q2MHz8e0GfYu+CCCxg1alRon7vvuouZ99+PQRNceOH5TDr3bN54dTZ33HV3sOuvvrSwzWSgXVwv7rjjDoYNG4bBYKBPnz7MmzePqVOnMmDAAEAfVFzRXehgpaenM3HiRHr37k1KSkqVwKJr16488MADjBgxgkAgEHqPrVrp3a0NmobFJIhyOikvL6d7amuunH4Nk889C4PBQOduPbhv5v1cdvU1TBg3hkAggFFIbrnlFvr36xuaMrS+YmJiOPHEE+nevTunn346jz/+eJ3pq6xbt24UFxeTlJREYqK+3tCoUaOYM2cOPXv2pFOnTqEuRs2ZGlRcgyvfXMnajAJevrhqzWWXxHB+3ZbHBa8uB/QBqjtySzmnbxvmr9zFpAFteGh8zyozxoBeKI1vxNkVKk8DV9n2nFI0IWgbU7Up2h+Q/JlZVOW5xppetCFUrGMQZjGS2sADuRtLxWeqphmKmiuvP8CfmUX897dddIwPo2+KE5/Px7w5z9KtZx8GDT2F6DB9nubmKBBcabPI5cPl9bFw/n/ZtmUz6SefyeLVm1j42nN4inOJdMZy9b+u41/Tzm/2AycVRflnNQ3MbIkCUhIISAJS6ivpVirvGYReOdgSZq+SUu8q5AtI3C4XWdm5+Ex2CE4ZbRYB7JTjdbsASVpaGtpBBgRHCzWo+AjLLS2v0sUG9FpDfbXc/c8PTIvGF5D8kVFAQEK0XS9A280Gcivt29j972v7B4+ym/D6DwwADZreb73iu0IIDnj/LYnDYiQx0tpiCs71kRBhxR+QLeo9mQwaraNsnD+g7f7nTCYuv/bfoceN1TpwKDRNXzm34n/h1msup6Tcx668Mk5I78Xwbq35+ftvmHzFNbRKiDsqWqMURTl6aEKgVRoEHZCSion0W0IgUEEIoa9JEAhgsNtJbatXIpW4fQQkRNiMmDQNUy1jBpT6aTmli0aUW+IhsVpNX0W/e7vZgM1kwOX1k57iJLPQzU+bsgG9/z4cGAA0l0JchNWEx1/zXJ0mg4YnuNpRpK3l9zNuqa0btTFoIjRjTksSG2amoMyDX0riwiwYDVpoZh6DQTTprE+HIsxipGN8GIUuLylnnsbEMSMISInJcHiraiqKojQ0TV+Wt8UyaBoGTQ9sfH5JeHDMoMmgV9gqh6dl3Y0bSV6ph66JEVWeqyjkGzRBhE2fpaNjfDjtYotYvFEPCGLC9IDAElxdzx+QWExasylc1zXtpdEg8OjrZoUCG6V5aYkFTiH06VRNBtEi018To0E76gJORVGUlkITArNREJACZMtq7WjOVEBQTbnPT6HLi7PaoFxHsJbfaBB0bx1JuNUYnC96fx/1yrO/hFuNFJTpq+G2BGaDRhl+LCatxdXaKs1bbVO/KYqiNFdSyqOmEuNo1dJbPI60wx0TrEp+1VQMBq7ch75ipVLQWwhuOO240GuVA4LK84S3ibaTGBkg0PzGbNco0m7CYTEeMCWpoiiKohxLrFYrubm5xMTEqKBAaRGklOTm5mK1HvrEFiogqCa7+MA1CGxmQ+hLwVht5HqUXV+NMa/UQ2x41W4ELalPW0QzXexKURRFURpTcnIyGRkZZGdnN3VSFKXerFZraPG6Q6ECgmrax4cx56K+hFfqNhNeabGrmsYDtIt1UO71t5juQYqiKIqi1MxkMpGWltbUyVCURtUoAYEQ4kbgMvQJr/4Apkkpm+UazmEWI31TnGQV7k9e5ZVHjTUEBGN7taZHUmSzGTysKIqiKIqiKPXV4H1ahBBJwHVAPylld8AATGro8x4pVpNWZaXemgr9fdo6mZCefMAKwIqiKIqiKIrS3DVWCdYI2IQQRsAOZDbSeQ9bRLWFk2pqIQB94LFqIVAURVEURVFamgYPCKSUu4FZwE5gD1Aopfy6+nZCiCuEECuEECua00CeyOoBQS2tACoYUBRFURRFUVqixugy5ATGAWlAa8AhhLio+nZSypellP2klP3i4uIaOln1YjZqWGsYKFy58F8xI1ltLQeKoiiKoiiK0pw1Rpeh04BtUspsKaUX+AgY1AjnPWy1zclvNIjQ78orGCuKoiiKoihKS9MYAcFOYKAQwi70yfxPBTY0wnkPW0XBv7qKwr/NZCAsOD1p9fUJFEVRFEVRFKUlaIwxBMuB+cAq9ClHNeDlhj7vkVBbrX9F9yCb2YAjGBAYagkeFEVRFEVRFKU5a5R1CKSU9wD3NMa5jqTaav0rAgWryYDDbEAINYZAURRFURRFaZlUP5c61N5CoF82m8mAEAK72aDGECiKoiiKoigtkgoI6lBbrb9BExg0gdmoX74wi1G1ECiKoiiKoigtUqN0GWqp6hpDYKs0A5HDYkQ2VqIURVEURVEU5QhSLQR1qC0gMBgEtkrrE9jNBkxqULGiKIqiKIrSAqmAoA61dQMyalUDAiEEFmPNaxYoiqIoiqIoSnOmugzVQtP0gn5NDJrAYFYtAoqiKIqiKErLpwKCWtS10JjZoNUaLCiKoiiKoihKS6K6DNWirmlEVTCgKIqiKIqiHC1UQFALNY2ooiiKoiiKcixQAUEt1EJjiqIoiqIoyrFABQS1UAGBoiiKoiiKcixQAUEtVJchRVEURVEU5VigAoJaqBYCRVEURVEU5VigAoJa1DXtqKIoiqIoiqIcLRql1CuEiBJCzBdC/CWE2CCEOKExzns4DAbVQqAoiqIoiqIc/RprYbJngK+klOcIIcyAvZHOe8jUGAJFURRFURTlWNDgAYEQIgIYAkwFkFJ6AE9Dn/dwqTEEiqIoiqIoyrGgMboMtQOygdeEEL8LIV4VQjga4byHxaBWI1YURVEURVGOAY0REBiBdGC2lLIPUArcVn0jIcQVQogVQogV2dnZjZCs2mkCNNVCoCiKoiiKohwDGiMgyAAypJTLg4/nowcIVUgpX5ZS9pNS9ouLi2uEZNVOzTCkKIqiKIqiHCsavOQrpcwCdgkhOgWfOhX4s6HPezjUDEOKoiiKoijKsaKxZhm6Fng7OMPQVmBaI533kKgZhhRFURRFUZRjRaMEBFLK1UC/xjjXkaBmGFIURVEURVGOFaqzfA1UC4GiKIqiKIpyrFABQQ2EmnJUURRFURRFOUaogEBRFEVRFEVRjmEqIFAURVEURVGUY5gKCBRFURRFURTlGCaklE2dhgMIIbKBHU1w6lggpwnOq9RO5Unzo/Kk+VF50vyoPGleVH40PypPGkeKlPIfV/xtlgFBUxFCrJBStpjpUY8FKk+aH5UnzY/Kk+ZH5UnzovKj+VF50ryoLkOKoiiKoiiKcgxTAYGiKIqiKIqiHMNUQFDVy02dAOUAKk+aH5UnzU+teSKEmCqE+LkxE6MA6v+kuVH50fyoPGlG1BgCRVGURiSE2A5cJqX8tpHONzV4vsGNcb6WQgiRCmwDTFJKX9OmRlEUpWmpFgJFURRFURRFOYapgEBRFKWZEEKMFkKsFkIUCCGWCiF6Bp+/TQgxv9q2zwghng3+HSmE+D8hxB4hxG4hxANCCEM9zzk4eK4CIcSuYItCxTHfEEJkCyF2CCHuFEJowdemCiGWCCGeCu63VQgxKPj8LiHEPiHElErnmCeEmCOE+EYIUSyEWCyESKn0+iAhxG9CiMLg70GVXvtBCHF/8HzFQoivhRCxlV4fWCn9a4QQw+q574/B3wVCiBIhxAn1uV6KoihHJSlls/0B2gDfAxuA9cD1weejgW+ATcHfzuDznYFlQDlwc7Vj3Rg8xjrgXcBayzmnBI+7CZhS6fmvgDXBY8wBDLXsPxfYB6yr9vz9wFpgNfA10Lqpr6/KE+4FdgfzZDVwRlNfX5Un/LdSfmwHVjf19W2APHEBGTXkyVpAAs8ChuA13g7cDGwEAsAHgDX4+h5gYHD/hcHzbQa2Bn+uDL72B1BSU54AbYFi4HzgNSAb2Bx87Q3gY+AEYFXw87IaiACmAj5gWjAtDwA7gRcACzAieNyw4LHmBR8PCb7+DPBzpWuSD1wMGINpyQdigq//AGwBjgNswcePBF9LAnKBM9AruIYHH8fVsG+H4HFzgtfivuD1jqMZ/p9Qy2co+Nq5wecCQL+m/rw3wP9IS8sPdX9vfnlyL0fB/b1R87+pE1Bn4iARSA/+HY5+U+wKPAbcFnz+NuDR4N/xQH/gwcofTvSbxjbAFnz8PjC1hvNFo99IowFn8O+KD35E8LcAPgQm1ZLmIUA6BxZ0Iir9fR0wp6mvr8oT7q3+JdYSf46mPKm2zRPA3U19fRsgT/KB02rIk/nAT9XyZAt6wd8G/AwsRy+MDwe2BLdJQL8hb6uUJ3uBn4KvXxXc94A8AW4HFlTPE/RCfnkwzb8BQ4Ergb/QCz9TgU2VjtMDvXCdUOm5XKB38O95wHuVXgsD/Og39IuBX6tdv2UVnz30Qv2dlV6bDnwV/PtW4M1q+y4iWLCovG8wTx5GL2iEBz+3EnicZvh/Qi2foeDjLkCn4PtrqQFBi/re+of8UPf35pcn93IU3N8b86dZdxmSUu6RUq4K/l2MHgUmAeOA14ObvQ6cFdxmn5TyN8Bbw+GMgE0IYQTsQGYN24wEvpFS5kkp89Ej4VHBYxdVOo4Z/UZSU5p/BPJqeL6o0kNHbfs3d0dTnhwtjsY8EUII4Dz0mqUW5x/ypCS4WZU8Qb/eA4H7g91fCoDW6NfRBrwHpKHnyQXAO8HjpACm4LZb0W/ETiA1+Lo7+LumPGmDHnRUz5PY4LY70AuePwb/tgBnB7fZW+k4ruAxqj8XVunxrkrXpyR4rtbBn+or0+9Av14Vsir9XVbpuCnAuRXXK3jNBqMXFKrsK6XcA/yN3mpRjN6aAjCWZvh/UsdnCCnlBinl3zWcs8Voad9b/5Af6v5+oCbNE+XgNeuAoLLgjBB90GvIEoJf7hVf8vF17Sul3A3MQm/S3gMUSim/rmHTJCrdtNCb9UMfLiHEIvRuDsXotXkH+x4eFELsAi4E7j7Y/ZuboyFPgGuEEGuFEHOFEM5D2L9ZOUryBOAkYK+UctMh7t9sVM8T9JrxmvJkF3rB+y4pZVTwxwbMRM+Te9Fr0v4ExrM/INgVPOaDFfuh1+I/U+nY3ag5T3YB7WtIdg76TT4FvcVgLHr3oopa/UMR2k8IERZ8L5nBn5Rq27ZFb+7/J7vQWwiiKv04pJSP1LVTME+6BR82+/+Tap+ho05L+96qKT/U/X2/5pInHGX394bWIgKC4M3jQ+CGapF4ffd3oke4aei1UQ4hxEU1bVrDc6GoVEo5Er3myQKccrDpkFL+R0rZBngbuOZg929OjpI8mY1eGOqN/qX1xEHu36wcJXlS4XxaaOtAZXXkiUkIYQ1uYw3Wor0C9APaCp1DCDERmICeJ4no3XC+BLZJKTdA6Aa9ERglhIgIDvx1BvepsJ6a8+Rt4DQhxHnBNESh9/X1ozfzP4j+XfVv9LEN6wHPIV6OM4IDmM3oActyKeUu4AvgOCHEBUIIY/A9dwU+q8cx3wLGCCFGCiEMwWs5TAiRXMc+Gnqe/Bu9D/5B3Qcb+//kcP+vm7uW9r1VW3rV/b3K/s0hT46q+3tjaPYBgRDChJ7Rb0spPwo+vVcIkRh8PRE9gqzLaeg30GwppRf4CBgkhDhe6DN6rBZCjEWPTivXfiVTrZlLSukGPgHGCSHaVNr/qoN4W++wv9m9xTla8kRKuVdK6ZdSBtALYwPq8/6bo6MlT4JpNaIXgv/7T9s2Z7XlCXr//C/Qu9REBX/fK6VcAXyKXvufj96l5QZgR6U8WQB0B36qlidPAJHorQf5wGSCLREVasqT4OOX0AvHecF0WYO7XAuUovfJTwMeAmYQ7GJ0CN4B7gmepy96TSpSylxgdDANucFzjJZS5vzTAYMBxTjgDvQB0buAW6j93mZA73//tpTyPfSAxy702Y0GNrf/k1o+Q0eNlva9Vc/8UPf3ZpAnR9P9vbEYmzoBdRFCCOD/gA1SyicrvfQJ+sj0R4K/P/6HQ+0EBgoh7Og331OBFVLK5ejRY8X5ooGHKjUtjQBuD0af4VLKPcHCyhnoA/Z2Vd7/H95Lx0rdH8aiD85rcY6yPEmsaAZFL4Stq89+zc3RlCdBpwF/SSkzDmKfZuUf8iRXSvmIEOI2IFpKOaPS65vRZ1aaFTzO8cDcSnliA66TUj5X7XzRwF3og3tBnxXo3mCeLJJSzqtPngi92f0zAKn36b1ICBEvpdwn9JaHeegDJucF/ya47Waq1fZJKavX0udIKWsMCKWUP6MHCTW9Nqza4+rnXo4+6LnOfYN5MhR4vSJPpJR3CyFs6HnySzBPmsX/SR2foaNCS/veqis/1P39AM0hT46K+3ujks1gZHNtP+iDwyT7p/Najf7BiAG+Q5+m6jv0mypAK/SIswgoCP5dMVL9PvR/0nXAm4CllnNegn5T3gxMCz6XgD7Txlr0JvPnAGMt+7+L3jzlDZ7/0uDzHwbPvRa9FjCpqa+vyhPeRJ+ScS36F15iU1/fYz1Pgq/NA65q6uuq8iT0f3I9epekjegFAnEI12Me8IDKk/rnSW3pDb42PpiecvRWp0VN/Zk/xvND3d+bX54cFff3xvwRwQunKIqiKA1CCDEPyJBS3tnUaVEURVEOpAICRVEURVEURTmGNftBxYqiKIqiKIqiNJxmOag4NjZWpqamNnUyFEVRFEVRFKXFWrlyZY6UMu6ftmuWAUFqaiorVqxo6mQoiqIoiqIoSoslhKi+EnyNVJchRVEURVEURTmGqYBAURRFURRFUY5hKiCoQZnHh9vr/+cNFUVRFEVRFKWFa5ZjCJpaabmfrEI30WFmkqJsTZ0cRVEURVGUQ+L1esnIyMDtdjd1UpQGZLVaSU5OxmQyHdL+KiCoQ16JhyibCYdFXSZFURRFUVqejIwMwsPDSU1NRQjR1MlRGoCUktzcXDIyMkhLSzukY6guQ/8gq0hF1IqiKIqitExut5uYmBgVDBzFhBDExMQcViuQCgj+QVm5nyK3t6mToSiKoiiKckhUMHD0O9w8VgFBPewrKm/qJCiKoiiKoihKg1ABQT24PH68/kBTJ0NRFEVRFKXFCQsLa7Bjz5s3j2uuuabG1xYuXMjMmTMb7Ny1mTdvHpmZmaHHqamp5OTkHPLxhg0bFlqw97TTTiM/P/+w01idCgjqqdjta+okKIqiKIqiKPX02GOPMX369EY/b/WA4Ei6+OKLefHFF4/4cVVAUE/FDTyOwOcPIKU8pH0PdT9FURRFUZSmkJ2dzdlnn03//v3p378/S5YsIRAIkJqaSkFBQWi7Dh06sHfv3hq3r8vGjRuxWCzExsYC8MEHH9C9e3d69erFkCFDAL3gftZZZzFmzBjS0tJ4/vnnefLJJ+nTpw8DBw4kLy8PgNWrVzNw4EB69uzJ+PHjQzX0NT0/f/58VqxYwYUXXkjv3r1xuVwAPPfcc6Snp9OjRw/++usvAEpLS7nkkkvo378/ffr04eOPPwbA5XIxadIkevbsycSJE0PHABg7dizvvvvukciCKtR8mvVU7PYRCEg0rWEG5uSVebCZDIRbD27+WI8vwM68UlJjHBgNKr5TFEVRFKVm9326nj8zi47oMbu2juCeMd0Oer/rr7+eG2+8kcGDB7Nz505GjhzJhg0bGDduHAsWLGDatGksX76c1NRUEhISuOCCC2rcvjZLliwhPT099HjmzJksWrSIpKSkKgHHunXr+P3333G73XTo0IFHH32U33//nRtvvJE33niDG264gcmTJ/Pcc88xdOhQ7r77bu677z6efvrpWp9//vnnmTVrFv369QudJzY2llWrVvHiiy8ya9YsXn31VR588EFOOeUU5s6dS0FBAQMGDOC0007jpZdewm63s3btWtauXVvlfTidTsrLy8nNzSUmJuagr3ttVEBQT1JCicdHxEEW2Osrr9RDuNV0UAGBxxdgW04pHl+APYVu2kTbD/n8/oDE0EDBjqIoiqIoSmXffvstf/75Z+hxUVERxcXFTJw4kZkzZzJt2jTee+89Jk6cWOf2tdmzZw9xcXGhxyeeeCJTp07lvPPOY8KECaHnTz75ZMLDwwkPDycyMpIxY8YA0KNHD9auXUthYSEFBQUMHToUgClTpnDuuefW+nxtKs7Zt29fPvroIwC+/vprPvnkE2bNmgXoU8Tu3LmTH3/8keuuuw6Anj170rNnzyrHio+PJzMzUwUETaXY3TABQZHbi9cnKXJ5D2pl5MwCFx6fPti5oMxLTJgPu/ngs7TQ5WVPoYsOcWGqlUFRFEVRjlKHUpPfUAKBAMuWLcNmq1ruOeGEE9i8eTPZ2dksXLiQO++8s87ta2Oz2SgsLAw9njNnDsuXL+fzzz+nd+/erF69GgCLxRLaRtO00GNN0/D5jtz40YrjGgyG0HGllHz44Yd06tTpgO3rmkbU7XbX+zrUlyr9HYQi15EbR1Du81Pu8wP6isgAPr+kzFO/D5/b6z9goHNGvouS8oP78Ba7vezKK8Prk+wucP3zDoqiKIqiKIdpxIgRPP/886HHFQV0IQTjx4/npptuosv/s/feYXZV56H+u/bpbfqMOhpRRFPBIFMuRpBgDDE2CY4vromJf8HB+cUx8TVxiRsOTmxi8+TGiYNxCTbBBBuXEMc9MQZs7EgCIWTAQkJdGk0vp++y7h9r76MzM2eKNDOaM9L3Ps88c84+u6y91t5rfd/6yjr33Mos+ET7T8S5557Lzp07K9937drFJZdcwsc//nHa2trYv3//tMrZ2NhIc3Mzjz/+OAD3338/V1555YTbATKZzKTWi4Brr72Wz344+yu9AAAgAElEQVT2s5VY0KeffhqAjRs38sADDwDGpWnbtm2VY7TWdHV10dnZOa3yTxdRCI4Bx9WzFlw8XHB48UiW/f35UYL9cGF6An3PyPi1EUq2x+6eHC8eGalYDiajN1tib1+eICZ5uOAwkCtP7wYEQRAEQRCmQT6fZ/ny5ZW/u+++m3/4h39g8+bNrFu3jvPOO4977rmnsv8b3vAG/vVf/7XiLgRMun8tNm7cyNNPP10Rtm+//XbWrl3LmjVr2LhxI+vXr592+b/yla9w++23s27dOrZu3cpHPvKRSbfffPPN3HrrraOCimvx4Q9/GNu2WbduHWvWrOHDH/4wAO985zvJZrOsW7eOu+66i4svvrhyzJYtW7j00ksJh2fXyUfVY4aaDRs26CDf6nzQM1Kia6j28s9NyciMfPUD9vXlGaphcYhFLFYvykx6bNnx2HFkhMmaLh6xOL09PWFcwP7+PIP58dePhBXnLG6YvPCCIAiCICwInn/+ec4999z5Lsa88O53v5vXvva1vPKVr5zvoswa7373u7nhhhu4+uqrx/1Wq62VUlu01hvG7TwGsRAcI8NFG8+buRJVsN2a20u2Z1x4aiyE5nqaoYLNwcHCpMoAQNH22NuXq3mekuPWVAYAbEfXVFQEQRAEQRAWEh/84AfJ5/PzXYxZZc2aNTWVgZkypb1BKfVl4DVAt9Z6jb/t74DXAmVgF/BHWuvBGsfuAUYAF3Cmo6HUO55nlIKmZPS4z+G43qQuPYN5m6GCTUdDjPZ0DKUUQ3mb/QP5KRWBanIllxcOj5COh1nWlCAaNvrfQG5ygb8vW6IxMTfZlARBEARBEE4EixYt4oYbbpjvYswqt9xyy5ycdzoWgvuA68Zs+zGwRmu9DtgBfGCS439La33ByaAMBEw0uz5dJrIOVKM1HBkqsasny8HBAvv6j00ZqCZbdDg8VPDPqxnITx4nkCu5FKdRRkEQBEEQ6p96dA8XZpeZtvGUCoHW+jGgf8y2H2mtg+jXXwLLZ1SKBUa25MzIbahQnr6wXSh7lSxEM2G44DBctBkuOjju1GWvFbQsCIIgCMLCIh6P09fXJ0rBSYzWmr6+PuLx+HGfYzZClN8OPDTBbxr4kVJKA5/XWt870UmUUu8A3gFw2mmnzUKx5g6tzSx/KnZ81TcdC8FccGiwQHSa6wwMFWzabZd4JDTHpRIEQRAEYa5Yvnw5Bw4coKenZ76LIswh8Xic5cuPf35+RgqBUuqvAAd4YIJdLtdaH1JKdQA/Vkq94FscxuErC/eCyTI0k3KdCPLlY1MI+rIlWlJRlFLkj8FCMJvYjsZ2pndtreHwUJFVbak5LpUgCIIgCHNFJBJh1apV810Moc457ixDSqm3YYKN36InsENprQ/5/7uBbwMX19pvIXIsbj/dw0UODRY5NFTEdr1puezUA9miM2rdBcc1mYv29+dxamQvEgRBEARBEBYex2UhUEpdB7wPuFJrXTOfk1IqBVha6xH/86uAjx93SeuMvD35AmJF28X1NAXb5ciw8cfvz5antWBYPXFwsEAm7hBSioF8uaLMZEsOZ3akiUzTBUkQBEEQBEGoT6aTdvRB4CqgTSl1APgoJqtQDOMGBPBLrfWtSqmlwBe11q8GFgHf9n8PA1/TWv9gTu5iHrAdje164wRi19McGixMmIkoW5zeSsT1gu3omkHNjqsZyJXpaDj+ABZBEARBEARh/plSIdBav6nG5i9NsO8h4NX+55eA6a8LvQDJl10aE0cVAtv1eKknt+CsAMfLQN4epRCUHJdYWIKQBUEQBEEQFhLi7zEDquMIXE+zp/fUUQYAyo5XiTEYyJXZ3ZuT2AJBEARBEIQFhigEMyBfNu4/juuxpy9H0T71hOGBnI3tehweKmI7moODhfkukiAIgiAIgnAMzMY6BKcsBdtlIFfm8FARdwYLlS1khos27oCu3P9wwWEob9OYjMxzyQRBEARBEITpIBaCGeB5cGCgcMoqA2DWKxgbKJ0tL6zAaUEQBEEQhFMZUQiEWacgCoEgCIIgCMKCQRQCYdYp2h7eKWw1EQRBEARBWEiIQiDMOlqb+ApBEARBEASh/hGFQJgT8uXxCkG+7KD1UcvBqRx7IQiCIAiCUC9IliFhTiiMUQhyJYfdvTmS0RArW1MUbJcDA3kiIYvlzQlZ0EwQBEEQBGGeEAuBMCfk7aOBxUXbZU9fDq0hV3LZcWSE3T05bEeTL7m8eCQrC5oJgiAIgiDME6IQCHOC7Wgc16PsmEXbvCp533FHuwppDcNFyUwkCIIgCIIwH4hCIMwZI0WHPX3GEjAVg/nyCSiRIAiCIAiCMBaJIRDmjIODBfQ044ZzJRfb9YiEREcVBEEQBEE4kYj0JcwZ01UGAoYK9twURBAEQRAEYRbRxyrk1DliIRDqhsG8TVs6Nt/FWHBorSspXMNiYREEQRBqkC87lGyPsuvheLqygKjW0JiI0JiMzHkZAiFaKTXn15ptirbLcNEmV3Ip2i6Oq4lHLDLxCE3JCPHIws6WKAqBUDcUyi6ep7Gs+ugoyo6HUlTcmLTWFG2Pgu1SclxsR2N7R1dljoVDJGMhmpNRQnN0D1prRkoOrh+YnS05DBXsijXGsiAeCRENWYRDimjIIhkNE49Yc9oBe54mb7ukYxN3KWXHH4hcj3zZJVtyUEBDIkJjov46U9fT2K5XUbZClkJrM6jarkYpUGAGVq2JhCxiYYvGRGRO6lprTckxdZcvOxRtF9cDS5k2b0hEiIWDZxXKrof2yxUOKUJKYSllyr3ABmPP02hMfVf3D56nKTouZccjEQ3NKH2x67djgKUUrqcp+8+ApajUX8hSk14raKui7VYEr5CliEVCJCOheenjguc5ZKljds0s2i75sovraTSaaMjCshQl28PxPBriEVKTvPtj0VqbftT20IyeabX85zQUUoQtRSw8t33XWGzXw3Y9LGWuH67q/7Vmyrbz/GcGqNTTfOF6mmzRYbhoM1J0Jl37Z6hgk86HaUtHScfCNes8eK4jIWtaY1zJcRkuOBTK/pjpmskr5fdZ8YiF5V/H9pOQuH49hyzlv2cWiUiIkKVQKJQFEcu0ie2ZdoqHrVmbDHNcM8a73tGJNsfTDBVsSvb4bIhF26Nol+gZKZGKhWhMREjHw0RDJ/a5nQ2m9QYrpb4MvAbo1lqv8be1AA8BncAe4Cat9UCNY98GfMj/eqfW+iszL7ZwslIvBjjb9XipN4vtaFKxEBqjsExmISzaHkMFm66hIs2pKE2J2oOk1honmNH3O1XHH6zzvlKUiIZIREKVTs52PYYLNr3ZMmVn4hStngf5kkue0etAWBakomES0RBBFxUIWCFLEQlbhP0OOBiQXU/jeB62oym5LviddNjyBUxL4flKUvdIEdvRxCIWrakoiahRSnIlM6OSLTnjsksdrbcS3cMl0vEwTYkIiWhoTpWDYMAuOd6oTl+jcVzTDkXbm7SeJ+NIuERbOkoqFp4VYUZrTV+uTPdwacIBvWh7DOan73JnWdCSitKWjtUUDqcr/EwXr0qw9rQmFg4RDU88gLv+ADxUsCszcQHhkCIRCeF4pp2Cd1Ipc0/tmfH3FCjShbIRbEuOOWeg8DuuPuaFEiNhRToWrtxL2fEoOWbmsLpcYwmEoVjYwvE0CirPfCxsEQ1ZuFr777zDSNHG1RqFIh4xCn5QR642ykaguDiuqd/gvkKWwvNMf1Ndh9UCWSBoxcIWiah574q2S8kx70BwP5PRO1ImGrZIRkPEfCFP66NCHhxVqMvu5PVTq75iYSNY1+q7wiGLiK/wuloTtiwy8fCESk/wLNquh6fNycqumazIl5xx92quoSr3kYmHycQjWAo8f4IgUJZgfBY9VaVImkkERciCsGVV+slAKQqOTPr9/2R9h+cL1mP3CWaxR4rOlGPWWLJFh2zRqYwXUX9ccLWm7HhkS04lY6BlmWesetwIJh+CfWsJ0GAmLApld9x6RdUE9ZgvuQwwdd8Wj1i0pWM0JiJ4WleeBQUMF01fojBt6frvhOsZS0mg/LmenvJZN2XzODJconukSGdriuZUFDCxkLnS6Htau7xxyvPVC2o6PlBKqY1AFvhqlUJwF9Cvtf6kUur9QLPW+n1jjmsBNgMbMO/wFuCiWopDNRs2bNCbN28+nvuZMbmSw7/9zz7aM3FOa0nO2UyvUJvzljbMe517nual3iyFcu2OwXE9RopOZTZRYwasTHy8uTUcUmbGPmxhOx5F37IwXYLBaKKO1XE9th8aZqRoOsy2dIxVbam6m22vRddwkbClarqJBYOomSUyn2O+5aPsehTKLpYv9CSiIVJTWEE8TzNctBnI2+RKzjHHtxwvlgUdmTht6eiEZdNaky+7lVkpzxf+PH82rlAlbFQzVLApOS6RkEVDPHJc741SRvhoSEQqAmS26DCQL9cUbIKB3/GMQBf2Z3FDloWlqMwABjPJ5v5qxxMZIdiqDM5aazxNRag93jZSCpqSETKxiFEaHI+hvC0ro59ipGIhmpJRUrGQsez6VsmifWxC8nxhlDaLWNifHVfGypovj1aQLevoe+mOUfwCPK158UiWrQcGOdCf5/BQkbztYvtWW9v1OG9JA2+/fBVLmxJzcj9F26UvW6Y3V8LzNGctyoyyKGutGSk6FH1lPRENkYmF68YN9tBggSdf6uOpvQM8d3i4MqkHcHp7iqtWt3PNuYtJx0dPAtaDQqCU2qK13jDlftMNilBKdQLfrVIIfgNcpbU+rJRaAjyqtT57zDFv8vf5E//75/39HpzsWvOpEPzqpT7ecO8vAWPuW9WW4syONK84s43zlzbMignI9TR9uVJlIHc9zWC+jONpwiGjZUf8WY9IyGi4njZa7q7uLPsH8oCZYWjLxFjaGGdFS7JiejtRuJ4mWzpqjjwyXGRH1wiHhopk4mGak1FWL0pz3pIGWlITC0TVzKdCUHY8erMlXurJ8fzhYQbzNhrjclGyXYYKNjt7smw/OEzBHj+z0ZaOsnpRhmvOXcSFK5vnpD1+0zXCT54/4pu1NU/vG2CkNHoNB0tBSypGYyJMRybOWYvSnLMowzlLGuYki5PWmi17B3jmwCBXru7gzI70qN9dT7OvP8cLXSN0D5foy5V4/vAIXcNFAE5vS/G/zmzjVectojkZPe5yVA+gwYyi1sZsPVSwR62FMRme1nQNFdndm6MvV2K4aFybMvEI+bLDzu4svdkSUb8usyWHkuPRkIjQkYnx6rVLWL+8adQ5YxHzridjxkLjeqPdf6Yqm9aa7YeGeeHwMC92Z3mxe4Te7NFUvU2JCJesamFVexoFFGyXnpESJcelLR2jJRUlEjKzz5GwRToa4ryljfOufE9FyXE5NFjg8FAR19OELcWSxgQrWpIMFWxe6Bpmvy/gLG1K8Np1Syuz3BPhuB7dI4GJP0xzMsJQwebwULHiKmJZCktR6ddyZZeIpSr9ckMiwvrlTSxvTozr13Ilk255V0+OPX05BvNl8mXjTrey1Ywna5c2ko6HK7PCk/UVvdkSZccjbCla07Gabaa1ZiBvM1QoU3LMPbSmojQkIhTK5vnf15+ne6RIczLK4gYzZkzHzadruMgvdvbyYneWgm0smG3pGMloiP0DBXqzJS5a2cwrz13Eihr1MZZ82eGlnhzbDw1xaLCAp807F8hXyWiIVDREMhomHQuzvDlBZ1uKdCxM2FJz6obRmy3x9L4BBvI28YhFUyLKytYk6ViYQ4MFSo7H2uWNo9zFAgte4D7VM1Li0FARS5k+IxMPm3c/Gqo8P9HwUUF/rsgWHZ7aN8Dmvf08tW/QnyGHtkyMJY1x0jFjAQj6scdf7MV2Pa45b5Ev74zuHxzX4/muEV7qydKYiNCeidGWjtGaio4T2rXW7OvPs3nvAJv39LO3Lz9unFLAooY48Yg59shwqea4urghzqq2FJm4cWNKRIxbDsBQoUzIUqxsTXH2osykyoyn9aj3LHABHirYhCxFUzLCQK7MsweH2D+QZ6hgV2b7u0eK7OrJAdDZmuSCFc2sakvSmoqx48gIv9rdz2+OjBANW2xY2cyFpzWzoiVJImKxobNlzpSs6XIiFIJBrXVT1e8DWuvmMce8F4hrre/0v38YKGitPz3ZteZTIfA8zZZ9A/xyVx+7erK82J3lpZ4cBdvlrI40L+9soSUV5ZzFGVa2pqY8X9EfmA8OFnhm/yDPHBzi8GChol0qpnaTmc4+ixviXHPeItYvb2JZc2JCX+59/Xm+9j/72NWd5bIzWrlkVYvxj8vbHBoqcGS4SDRsOmSlVGXWrvp/90iJXT1ZukdK484fj1gsbUpQKJvZgMCXMhULsbQxQTJqOsHhokN/toxlmU6zI2Nmts9f2ojjGUGpZ6TESNExQrllsaIlwfLmZMVVRWvj5tGWjrG8OcmSxjjxSAjP0xwYKJAtOUTDinQsQms6Ok4Y3tuX44mdvfzqpX6eOzzMSz1ZpppEXNIY54IVTaxsTWH55l+ljBCwuzfHMwcGGcjbLG6Is3F1O5ef0crK1hQh3xx5ZLhIz0iJ/nyZkDKChdaa4aLDocECO46MkCu7dLYmOaM9zaq2FI2JCFv3D/LYjh62HRwiEQmRiYfxNJy/tIGNZ7WxuDGB1pqu4SI7u03bDBdsDvrCFBgrxultqYqgrLVGKUVDIkxTIkpzMkJTMlqxaIwUjYtSb7ZEb7YEGhqTEZoSERqTUeJhi5Lj8cz+QbYdHKrU0QUrmliztIH2TIxn9g/xP3v6yfqDQchSNCcjrGpL8bIVzdiux692m/oPW4qLV7VwzuIMna1GAEjFjJtTOjbaBSBfdvw4iWNTcHIlh20HBjk0VOTIcJGRomMEcr8++nNljoyURrkLVb9/CljWnGBxQ7wSO5DxB9ahgsPu3iwDeZu1yxrZsLKZzrYUa5c1HrciZrse2w4M8a+/2svO7ixgnsGzOjKctShNKhqi5Hg8d3iYzXsGRg2oqViIWCjEQL5cs//oyMS48WXLuHJ1+yjrltaaF7pGGMiXK+4wgStL4OYzXLSNEuQLO4GFIV92GMzbldiL4G8gX6Yna97nou3RkYlx+ZlttPimdtfTZga3bFwWDgzk+dmOHp7aN1DznQxbatQMXXMywkDepjkZ4Y0vP42rz+2oCG2e1jx7cIgnd/Xxm64R9vTlRh07FSFLkYyGKu5k1ce2pKKsakvRkYnRM1Ji/0CeI8NH+8XGhOl7kpEQQ/776Gl8BTNMzrd0ndaSZFVbilVtKRY3JMiVHQ4PFvjFrj729ucr50tEQqxelCYSshgs2BTKJl3zYME+Lhe39kyMjP9uLWmKs7ojg+tpdvflODxYoCdbqiieSxrjpGJhFNCXLZMtOSxvTtCQiPDswSFcT9OUiNDZliIWtrBdTV+2RNdwEa3N81h2vYqQFQinYetobEvgSpK3x7vuVLeHcV00/zOxMB0NcZLREPmySyISqoxtgXtVQKDs7+rJsqcvT6Hs4Hi6MkYHfeVkJCIhLjytiWQsTMl2ee7w8CjlfLpEQorO1hTLmxN4vntVMLt/RnuK85c1cnpbatS76Wkztg3my5U4plQ0TDJmYlOGiw6b9/azec8AL3QN42nznF10WjMX+YJqQ6J24HB/rsxXn9zD4y/2UnY9IiGjfDcmImRLDl1DxZoCe1AngUWmNRVld2+uIh+saktxzuIM7ekYrekY7ekonobnfWW+5Bhr46KGGIsa4iSiIcKWRaFs4uP2DRTY25cz7rS+NTV41mPhoxZGgA2+Ymr7cQDpWBit4YmdvWza008sbNGSilJyJn9nwpaiMREhGQtjAalYmEtPb+EVZ7bTnqmd+GR3b5bvb+9i057+Uc/DxZ0tfP3WyyZ+EE4A9aIQ3A7ExigEea31Z2qc/x3AOwBOO+20i/bu3Tutcs0FPSMluqo6hpLj8t8vdPPIM4c4MFCobD9ncYZzFjcwmC+jFJzVkWFZcwLHNYLZL3b18tyh4cpgHA1brFlqXvLFjXEc12OgYBMJWTQlIsatxJ/5DQKbHDfwhTOa8entaVa1prAsM6PdPVJiX1+e//5NN89WCWVNyQjLmhKsaktx3pIGSrbHE7t6eWrvAPFIiLMXZyqdeDUtySi2L5BrX6MO/BQDAbg5GeHMjjRLmxI0BDMgiQitqWhFYAczo/BSr5kZPjhY4PBggaLj4XqeEdJTUTS6Mjt3cKAwSnDJxMx5lTI+0r3Z8QrIWNrSMbIlu+ZgsqghxrrlTTQlIvxydx/7+wuV7WuXNXHuEjPDkIyEzOCWjBo3CE8bl6BpmC8d1+PJl/r44a+7ePbgEJ42nUtHJmZmkSYZtBWwosXMRu3xO8Bq2jMxXrtuCdeev3jcQDcZI0Wb5w4Ps3X/IHv78sYP1w+I9bRxPRnMl2uuFh1YGwKXl6F8mcGCPapsTYkIN21YwcbV7fzouS5+/NyRysCaioW4pLOV9SuaOG9JAx0NsZqzoQcG8vzntsP8ak8/PTUUTQUsboyzuCHuK64lFEZB6WxNsXpRhtWL0qxelBlnZXA9zdP7B/jvF7r51Uv9FSU1eL5SsVClTM3JKB2ZGKe1JlnVmmJRQ7wyi5otOURCatK6LzseP/h1F/++9WBlQFzenODWjWewfkXTuP1Ljstzh4Z5ev9gZdAr+cHstuNxyJ8Zb8/EeNPLV3Dp6a01XdPACBTZkgPaWCSCcgbxJ7anKy4CXUNFvrP1IC90jWApWLOskWVNCWJhi017Bjg4WKh5jckYK6RPROBvr4DWdIxC2SFXw5e4LR1j41ltlb4mbClsV3NgIM/u3hzNySjnLDHKYzwS4oXDw3z557t5vmuEhniYDZ0t5MsOu3py9IyUiEcsVvuK1PLmJIsyMbJll8F8mYZ4hMWNceLhkD9bbf6S0TBtY2blPa3pHSnx1L5Bth8aYn9/nu6REu2ZWKXPPb0txentaZqTowPMbddjx5ERth0YYiBfJh0LY7uaPX059vTmGByTevm8JQ1cdkYrDfGIH9eU4zddw4BRNpJRE7zYkAizuDFBc9KMI56n6fWF9kQkRDoeZnlTgkUN8Up/u7cvx97+PIWyS9n12NeXp99fILIlGWVZc4L2TIzO1iSXndHG4ob4hG06kC/zi1197OweYU9fHtcPom5JRlncGCdsKf/9sejIxFjenODcJQ0TPstg3tuRorFs7O3LU7BdHF8hc3xF03Y9hosO3cNFio5HMhKiL2eUmGjIYkNnM+uWN3F4sMCuniwv9R7tVy1l3NZCStGSirKsOcnqjjQXrWxmSWOCkuPSmy2zty9HruSwpCkBvnD5zIHByj2etSjDmqUNpGNhLKUqVnswFqaKP79tlDfbMWN8X67MSz1ZuoaLlUDvcEjh+M948Co1JSNk4hEiIcXhwYmF8mrOaE+xYWULG1Y2c9aizDFZIoq2y5a9A/zmyAiHBgsMFx0ysTCt6SgvW9HEOUsayBYderLGytaXLZEru+RKDv25Mn25Mksa47y801y/dQ4yBxb9OohHQjiux0Ffef7utkM1x7GmRITLz2xDKaPMxiMWjYkoTckIjfEIrj8ZlIqFWbuskZWtx+9xoX2lrWekRNFxWbOskcvPbJvR/c4UcRmaAWMVgmps16MvV+aXvtDXPVyiORXBdnSlMw04rSXJpae3sqLZdMRntKcnDaSbKd3DRXb35Tg4UODAQIH9A3le6s1VtOCOTIyrzu7gd9cvpSERqZjck36GEmO+mz/f86LtGoE8GqoZWJovOxwaLALaV1BUxWJxcKDAwcECBwcKpONhVi9K05iI+gOGTe9Imd29WbYdGKI/X+bizhZecVYbl5/ZxultqVGDtutpdvfmJgx4Usr4Tk8VCzCYL7Nl7wD7B/J0DRVp9f37FzXEaU5G0L4wrhQ0xP2ZRF+I87Sme9hYYgbyZdYsNZ1ULXN54G8flP14cfzBtegPXOlYmKYJMiYFAZTxSKimGT9fdugeLrGsOXHMs+MD+TIHBwrkfUEx72dS2ue7hixpjHN6e9q8i9kyu3qz7OnNVQbQ5mSEJY0JMvEwtuuxuzfHQN4mEwuzcXU7V5zVRmdr6piyohwPwwWbZw8Ocd8v9tA1XOS0liTnLmkgEQkxWCizrz9fKXfYUhW3iFjYwvMD4pY3GwHz0tNbZ93dS2vNrp4cv9hlZs/6c8a15ayONNetWUxna8q0sx8Yatrc9CUNiTCxkMWI3zbDRYd8yaExYaxMgctWSJnA5KaECfbNxI3QtH8gzxMv9tI1VCQdD5OKhkjFwhWrUEsqypkd6WMelAPXqm8/fYCd3ca1YVFDnCvOaufS01tmlIXoRDCQL3NkuEgmZtIYzvUzWk3g+hIJWRWXjIWI51u4Ht/RwxO7ehnM20TDFqtaU5zRkeb0thRntKdZ2Zqs24UwcyWHF7pG2NefY/9AgZzvltiRiXH2ogwdfuC868+Y50pG4YiGLC5Y0TShEB7E7UTDViXrmOWnSxvK2ydkLaDglZ6LOI6i7bK3L08qZoKyA3fO09tSsxKLEI9YpOPhSjKBSEhRtD1Gijb9+XJNmeBUiSH4O6CvKqi4RWv9l2OOacEEEl/ob3oKE1TcP9m16lkhGEvgdgHG/7BrqEgsbFUE7PnG8QUiy1LjBN96pB6CisG4ju3tNzNdDfEwlu/yEwsbX3CrKnuHRldcHoKsOnMVtKYUFaFKKUjHwpXyBOUu2Mak6vjZNApld84D6ZQyZtVsjdmZgGjYqmStSEZDvg+1nwEiX9uqM12Ktsuuniw7joywf6DAocEC+bIZIFvTUa5c3c7LO1uOSQAIWYpo2ATMArieh1Kq4gscuKyFqwJqy67HQK48qq7Ljsf3tx/m6f2DvHB4GNt3rVjSGGf1ogznLWlgzbLGKZXxIDNMImrcAxJRY9nwtHn2AjceMAqiSXtHxc2lOq3mRIG+9foJPkQAACAASURBVEoQVKn1aKXXpPI07kxBGsvpEpyv+lxW1ePhecEzYISnwGqg8WNAJrlWdTxLkPLVqcSNTB0zMhdYFhVXnokyfk1EPGKRjIUJVaWIdD2TVSwSshgq2ORLU89cB1RnOTLfqywwnnEHdTyvEmtzvM+q67sDtWdqx17UIhI2mdS01pUg+aDMMPV7E2RF0ph6mo+2DrAsyMQifmakqS3c2ZJD70iJ7ASJF4J7s6eZlSuInTIpga1K4oIg7WzR9ip9UpC2OcjE5PnZ+MqOV4ldAUa5CEVCCk8zLhPZTAiymAWuaWAmbBqmkRp7qGAzXBid4vWkUwiUUg8CVwFtwBHgo8B3gK8DpwH7gP+tte5XSm0AbtVa/7F/7NuBD/qn+oTW+l+mut5CUgiE2aVeFIKZYLsmBeSQ7+M7liBbCxwVbgLBI+mbsPNld1Qqu0hYVawIxzPL6XmabNmhWKM8tqcrpvhAaAyEoWAtg2jYquTcD0z1nq8MxyOhyoxVyTGxI4FSEigsqVhoysEoV3J8v2jnmNISHitGMDIDVHWnD6bjDwL+jteaZ7vGvS1YvKb6PqonEKaLUsZ9pi09PnjvePE8Y9HszZZqzmoFVieNEc4C4bn6XsYK1JNRrVxZCkqON6lAHQT5BetTjA1uLPpBttUDdBBYG6TAHXs/mbiJR0lGwxXhxPPMWiJha3p51aspOx65klPJHBYJm7UJkr7wM1lWqYJtjgmFgtS9LsWyV1lTIUguEQSkVqf4LZTdUYpokLM/6iejsNTRdSiCQMqxaw943tF1Elxf0Sn5a6wojqZFDbJ4TcdyXHJcf/Lh6HXDfgBtEEivfEU1sCBNhyD3vclcZdwHlTLujq7fd9l+ZirLTz06XLAnFBADoTbs15VCEQmbcqVi4XH3WlF+KvEzJhVs8F4ko+FKbJxi/OKQQfxdddxbkJI1UGKr3XK1NkkBpkoZOpGCEiyUFVjejmcS0PW0WcTMr/fg+UnHwpX3JHh3Ardmz9MVd+dY2Mykn0iLXNF26c2WKkHCQdYlrY1FszERQWOymFnKtFMQhxIooFOtL3IsOK5ZU6EerJKzbiE4kYhCcOpyMigE1Zic9maQj4Qt4scoaAaC+kJIIzrbuFUKSjBTWHY8ov5CNZ42M51526kpfFdjWVTcWSZbPG220drMUHaPlCbNS5/2g6etQCiAimA2ViCebfJlh+GCUxF8gvUgaikfrp8eNOS7iVUrh4HrU3WQqLm/2mUPFisKlLLAfSFsqRmtf6C1iUsaKTqEQ2aAb0wcX1pWYeGSLTkM5svkSi7xiFVJTjBVfv96IVDaSk6QjpjKpFG1clfdTx7PonPCyc90FQJZqVioG8ys5HyXYnYJUsgeL+GQRR1MMMwLY2fvUxPEpjVi/J2DmcSS7VFyXX91WTXKzetEo5SioyFOUzLKSNGuZMoI+7Ok01mAaK4xM5zTGwpMe6hR30PW8T2gCT9WaLZRStGUjNI0gxS2wsIn7cekLFQsS03rHRnbTwrC8bJw3xah7snEw4xM4lM+lsZEZEHM3Aj1SeC+ZKwp9RUUGQ1btKZjtM53QQRBEAShBmJbEuaMxY1xMvHp65xBTnJBEARBEAThxCEKgTAnWJbxf17alGA6k/6xiHVCU+wJgiAIgiAIBlEIhDkh5fskR8MWixunTr8q1gFBEARBEIT5QRQCYU5IVgVCtaVjpKtch6wxT13IUjQt4IVwBEEQBEEQFjLioyHMCWMzIyxvTvDikSyxiMVpLUlcz6zEG4tYtKWnv2iMIAiCIAiCMLuIQiDMCWPTGEZCFqvaUsQjZsGeSAhOa03OU+kEQRAEQRCEAFEIhFknHqm96udc5BwXBEEQBEEQZobEEAizjgj+giAIgiAICwdRCIRZJzXNVU8FQRAEQRCE+UcUAmHGxCNHH6NYxKIpKRmDBEEQBEEQFgqiEAgzIhkLcVprspJKdFFDHDWdlcgEQRAEQRCEukAUAmFGNCejxMIhljYmSMVCNMp6AoIgCIIgCAsKcfaeIYmoRaHszXcx5gWlqCgAzakombg8ToIgCIIgCAsNsRDMgETU4syODKe3p4iGT72qbIhHRqUXDYdOvToQBEEQBEFY6IgENwNSsXDl//LmxDyX5sTTlBL3IEEQBEEQhIXOcSsESqmzlVJbq/6GlVK3jdnnKqXUUNU+H5l5keuHQCEIPreko1Mec7Jk4EnHw2Ri4iIkCIIgCIKw0DluiU5r/RvgAgClVAg4CHy7xq6Pa61fc7zXqVeUgvSYfPtLGuJkiw5l52hMQSSssB0NGBejpU0JBvP2CS3rTGjLRGlPx1BK0Zcr0T1cIhENsbIlKdmEBEEQBEEQTgJma4r3amCX1nrvLJ2v7klEQ1jWaIHYshRndaTpHikxVLBZ0hQnEwuzv7/AUMFmaVOCkKWIRyyKdv0HIocsRUcmXokT6MjEaYhHiISscfcuCIIgCIIgLExmK4bgjcCDE/x2mVLqGaXU95VS5090AqXUO5RSm5VSm3t6emapWHNHegJ3GctSLG6Mc/biDA3xCEopTmtNsqIlQdK3KCSioRNZ1OOmoyE2KmgYIB4JjdsmCIIgCIIgLFxmrBAopaLADcA3avz8FLBSa70e+CzwnYnOo7W+V2u9QWu9ob29fabFmnNSx+g/35Q8Gl+QjB7bsfPhmRMNW7Smpo6JEARBEARBEBY2s2Eh+B3gKa31kbE/aK2HtdZZ//P3gIhSqm0WrjmvKAWpGczyJ6d5bCRsrAurF2VmxaoQDVssboxPa9+OTExiBARBEARBEE4BZiOG4E1M4C6klFoMHNFaa6XUxRgFpG8WrjmvNCYiMxKW45EQlgXeBGEEIUvRlonSlopVfPXPaE8xVLAJWYqi7dE1VDzm67amo7SlYwwXbfIld8L9wiF10mRDEgRBEARBECZnRgqBUioJXAP8SdW2WwG01vcArwfeqZRygALwRq21nsk164GWWXClSUbDZIvOuO2WBWcvzozz01dKVdyO0jFNb7aE406/Ki0Lmv3jlzUl2NmdZaKWaE1HxTogCIIgCIJwijAjhUBrnQdax2y7p+rzPwL/OJNr1BuxiHXM8QO1SEZDNRWCsav/1kIpRVs6dkxWgpZUtHLeeCRER0OMI0OlcftZFrSmYtM+ryAIgiAIgrCwkZWKj5Hm5OwE2mbiYRY3xjlrUZpw6KgC0JCYnqtOSyqKNUXrJaIhFjXEaE5Fxgn57elYzbiE1tT4zEKCIAiCIAjCyYssNXsMKAXNs+Rbn4yGK9mGWlNRjgyXUIppr/4bsoyVoHt4/Cw/GLefJY3xCV1/lFIsbx7tOhSyFO0ZsQ4IgiAIgiCcSohCcAw0xCOEQ7NvVGlJRekeKdEQjxzTgl8dmRgjRYdC2QQINyTCNCWjxCMWsfDUWYnikRDLmxMcGCigNSxujIt1QBAEQRAE4RRDFIJjoCU9N3n5wyGLpmSETOzYrA9KKVa2JtnZnaUhEWFZU+KYr92UjGJZip6R0qwESwuCIAiCIAgLC1EIpkk8Yk24OvFs0JaOET0O60MkZHFGe5po+PgtFw3xyLRdlQRBEARBEISTC5ECp8lcz57HI8e/8NhMlIEASTMqCIIgCIJwaiJZhqaBUlTWABAEQRAEQRCEkwlRCKZBR0ZScQqCIAiCIAgnJ6IQTEEiakkqTkEQBEEQBOGkRRSCSVAKljcnxb9eEARBEARBOGmRoOIaZOJhouEksbA1o2BfQRAEQRAEQah3RCGoQTwSEkVAEARBEARBOCUQlyFBEARBEARBOIURhUAQBEEQBEEQTmFEIRAEQRAEQRCEUxiltZ7vMoxDKdUD7J2HS7cBvfNwXWFipE3qD2mT+kPapP6QNqkvpD3qD2mTE8NKrXX7VDvVpUIwXyilNmutN8x3OYSjSJvUH9Im9Ye0Sf0hbVJfSHvUH9Im9YW4DAmCIAiCIAjCKYwoBIIgCAuftUqpV87FiZVS5ymlNk9z33VKqV/MRTkEQRCEuUMUgtHcO98FEMYhbVJ/SJvUHyMT/aCUul0ptV0pNaKU2q2Uun2C/a5USmml1J1jfvpr4NNj9n2jUup5pVROKbVLKXUFgNZ6GzColHrtDO/nZGDce6KUelQp9cfzURhB+q06RNqkjhCFoAqttTycdYa0Sf0hbVKXZCf5TQF/CDQD1wF/ppR646gdlIoA/xf41ZjtS4DfAr5Tte0a4FPAHwEZYCPwUtVhDwB/crw3crIg70l9Ie1Rf0ib1BeiEAiCcMqilHqfUuqgP3v+G6XU1f52Syn1fn/2u08p9XWlVEvVcd9QSnUppYaUUo8ppc6v+u3VSqnn/HMeVEq9t+q3W5RSO5VS/UqpR5RSS6t+00qpW5VSLyqlBpRS/6SUUv5vZyil/tsvS69S6gGlVNN07lFrfZfW+imttaO1/g3w78DlY3b7P8CPgBfGbL8GeEprXazadgfwca31L7XWntb6oNb6YNXvjwJXK6VitcqjlGpRSv2LUuqQf5/VysZU9fOnfv2MKKX+2q+XJ5VSw34bRf19r1JKHVBKfdCvrz1KqbdUnatRKfVVpVSPUmqvUupDSinL/+1mpdQTSqlP++XbrZT6nTHHfkkpddhv3zuVUqGpjlVKfQK4AvhHpVRWKfWPE7eaIAjCCUZrXbd/wArgp8DzwK+Bd/vbW4AfAy/6/5v97ecATwIl4L1jzvUX/jm2Aw8C8Qmu+Tb/vC8Cb6va/gPgGf8c9wChCY7/MtANbB+z/a+BbcBWzMC7dL7rV9qEjwEH/TbZCrx6vutX2oSHqtpjD7B1DuvtbGB/8C4CncAZ/ufbgF8Cy4EY8Hngwapj346ZHY8Bf19dTuAw8Pt+m/wG2AW8G/htoM8/705gH/CLqjbRgAt8CDgN6MHM6P+FX8+7/fpZDjwG/H3VNfdgZu2n0yZPA7dW/b4S2AF8FSgA3VW//R3wb/7z8izwH0AZeL9/DweAfwQSY+p2GFg3Qb3/p38fzUAEuNLf/tuYFIQX+vX6WeCxquM08AjQAJyPeX7/CzgdaASeC+4buApwgLv9c10J5P26fx4Y9O8nA6wHcsARzHvyp4ANfNi/bxsY4mhWvu8Av/Cv97zfpv+//9vN/v63ACHgK345XsS8M48Cf1yjTca9J0zwXvu//W9/mwdsmO8+6FTot6ZoDxnf669NPsZJML6f0Paf7wJMWjhYAlzof85gBq3zgLuA9/vb3w98yv/cAbwc+ET1wwkswwymCf/714Gba1yvBWP6bsEMVi9VPfgN/n8FfBN44wRl3ogZ0MYKOg1Vn/8cuGe+61fahI+N7cQW4t/J1CZj9vkM8JE5rLczMUrJK4HImN+eB64eU8c2EK5xniaMsNrof98H3A5cMaZNvolxyQna5CMYBaDTbxONESDfW1X/f1OrTYDfA56uKsM+jCIyVZs8h1njJVZ17L8Db/Db5BFGKwRf8M97pf/9PX45N/t10gb8HPjEmDo5CGyc4Fn1grKN+e1LwF1V39N+nXf63zVwedXvW4D3jXle/t7/fBVGEE9V/f4I8DmMoF7CKFHBe/ItjLD+fozCspOj78mn/GsvBhZVHRu0yZPA8/7nm4GdVe/Jbv/Ys/02eQKjEEz5njDBe+1/P9c/56MsXIVgQfVbU7SHjO/11yYf4yQY30/kX127DGmtD2utn/I/j2AG6WXA72IGTvz/v+fv06213oQZRMYSBhJKqTCQBA7V2Oda4Mda636t9QBGE77OP/dw1XmimE6+VpkfA/prbB+u+pqa6Ph652Rqk5OFk7FNfFeZmzAzS3OC1nonxhLwMaBbKfVvVS4qK4FvK6UGlVKDmDp1gUVKqZBS6pO+O9EwRjgEIxyDsQ68AnhEKfUzYI1//AqM8B+0yRcw9bNMa93tbxuqKmIe01eEgRVKqYeA1wL/BPxr1fUAEsCWKdrkXf71P6m1LgH4wb8ZrfVDfpuUx1TTANCKsUiAmf0E+Kz/3PViZuFfPea4DGYWfiwrgKCMY1lK1YKUWussZvZ9WdU+R6o+F2p8T1eXXWudq/r+G4xw0YZ5Nrdz9D35hv/5KxhFtavqPSn4x6cxz0UEY8Hp8p+NDZj6D+jy/1/L0fpyMW3S4t/blO/JJO81WuvntXH/WrAstH5rivaQ8X0889omwrFT1wpBNUqpTuBlmBm2RVrrw2AeCIyWOiHa+Ld+mqOzaENa6x/V2HUZxoUg4ABVD5dS6oeYGcUR4OHjuIdPKKX2A2/BzA4uaE6GNsEEWG5TSn1ZKdV8HMfXFSdJm4DxtT6itX7xOI+fFlrrr2mtX4ER9DRmNhjM/f2O1rqp6i/u19GbMQPkKzGuKp3+Mco/5yat9e9i6vs7mNmtl2H88xuDNsG41YQws+kTMYJpk1/71/yu1joFvDW4nk8I42IUMLZNtmNcm37M6MweVwMb/HiILuA1QKtS6t/937dhFJMb/O+v8utpQoHHV6qiGAF8LPuBlgniHw5h2iE4TwqjjExWP5PR7J8j4DT/Gr0YAeZC/PcEo8Ac9NumYZJz7sdYCP4Pps5t4Ota684a+9Z6T6LBl2N5T8a81ycdC63fqtUeMr4fpV7ahJNsfJ9rFoRCoJRKYwbV28Zo4tM9vhkzmK7CzEKllFJvrbVrjW2VgU9rfS3GRBXD+LseE1rrv9Jar8Bk4fizYz2+njhJ2uSfgTOACzCd1meO8fi64iRpk4A3MYfWAQCl1NlKqd/2g1+LmJlg1//5HuATSqmV/r7tSqnf9X/LYITCPszM199UnTOqlHqLUqpRa237+7ViLBFfAaJKqQv8a/4N4Gqt90xSzDimTb6HsQpElFLvwrgkTYX2y/QWzKz4yzBuNNVt8mFgNeYduACjMAxgMgjhf9fAu5RSW/x7L/rfO/xn5jbgu1XnvAr478AKMapARpj4PvA5pVSzUiqilNro//w14I/G1M+vpqifqbjDb5MrMMrONzCz+SMYYUVjnuf3YOp3Uvzy/9Tffy1GeGlX41O1Qu33ZAQT8zDt92Sm73W9s9D6rYnKK+P7qOProU1OqvH9RFD3CoEy6fC+CTygtf6Wv/mIMunwgrR43RMd7/NKYLfWuscfpL8F/C+l1CVKqa3+3w0Y7XRF1XHLGWPm0ibbxiPA7yqlVlQdf+sx3NbXMG4FC5KTpU201ke01q7W2sO4b1w8nfuvR06WNvHLGgZehwk8nUtiwCcxM8ZdmFmvD/q//V9M+X+klBrBBKNe4v/2VYxry0GMT/4vx5z3D4A9vjvR3wL3aq2/pbX+L0wbfAczQJ1HlYvMBKzC+OJ+ECPQXwd8FOPD31HVJi7QXnVcdZvciVFKfg5cD/ynUup+pdRW4HHg97TWXVrrLowC42mt+8G8I8BPgC9orS/CKGm/BjZh/HWfxwQpf6Lq2m/BKFQT8QeYmfUX/Pq4zb/Wf2EUlG/69XMG8MYJzjEdujDKzSGMkHYrJsD7mxg3p50Yn+Ukpq2/7L8nUwlAD2HSvD6OscqsBi5WSl0CfBy4YJL35NvA65XJQPQPU70nE7zXJw0Lrd+aZnvI+F4HbXIyje8nDF0HgQwT/WG0x69SlU3D3/53jA5wuWvM7x9jdIDLJZhBLOmf8yvAu2pcLwgCa/b/dvvb0sASf58wZkD4s0nK3cn4ANazqj6/C3h4vutX2sQc73/+C+Df5rt+T/U28bdfB/xsvutV2qSy7RUYBcDy7+ntkxy/FniyDur/KuDAQm6Tico7Zp9HWbhBxSdNeyDjez22yUkxvp/Q9p/vAkxaODMQaY6m89qKCV5rxaSbe9H/3+LvvxijcQ5jAtoOcDRS/Q7MjNR24H6qsmyMuebbMTNHO4E/8rctwgyI2/yH/LPUyDbi7/sgZnbL9q////nbv+lfexsmdd+y+a5faRPux6Qe3IaZgVgyW/UkbXJ8beL/dh9VaTEX4t/J1CaYlKk7/L9P4qffrOc/aisEC6pNJiqv/9uNfnlKmMDqH853nZ/s78gU7SHje/21yUkxvp/IvyCvsiAIgiCcFCilrgL+VWu9fL7LIgiCsBAQhUAQBEEQBEEQTmHqPqhYEARBEARBEIS5QxQCQRAEQRAEQTiFCc93AWrR1tamOzs757sYgiAIgiAIgrBg2bJlS6/Wun2q/epSIejs7GTz5s3zXQxBEARBEARBWLAopaZa7wYQlyFBEARBEARBOKURhUAQBEEQBEEQTmFEIajBYL6M43rzXQxBEARBEARBmHPqMoZgvrFdzcHBAitbU/NdFEEQBEEQ5hHbtjlw4ADFYnG+iyIIExKPx1m+fDmRSOS4jheFYAKGCw79uTItqeh8F0UQBEEQhHniwIEDZDIZOjs7UUrNd3EEYRxaa/r6+jhw4ACrVq06rnPMucuQUurLSqlupdT2ub7WbHN4qCCuQ4IgCIJwClMsFmltbRVlQKhblFK0trbOyIp1ImII7gOuOwHXmXU8D7qGxUQoCIIgCKcyogwI9c5Mn9E5Vwi01o8B/XN9nbliIGdTKLvzXQxBEARBEARBmBMky9A0ODxUmO8iCIIgCIIg1C1XXXVVzUVl3/KWt3D22WezZs0a3v72t2Pb9qjfN23aRCgU4uGHH65sO3z4MK95zWsq37dt28Zll13G+eefz9q1ayuuMa985SsZGBioWR6tNb/927/N8PDwbNzetNmzZw9f+9rXKt/vu+8+/uzP/uy4z/foo49W6uK73/0uH/3oR2dcxlrUjUKglHqHUmqzUmpzT0/PfBdnFLmSS9EWK4EgCIIgCMKx8Ja3vIUXXniBZ599lkKhwBe/+MXKb67r8r73vY9rr7121DF33303t9xyCwCO4/DWt76Ve+65h1//+tc8+uijlUw6f/AHf8DnPve5mtf93ve+x/r162loaJijO6vNWIVgNrn++ut55JFHyOfzs37uuskypLW+F7gXYMOGDXqeizOOgXyZJY2J+S6GIAiCIAjzxB3/8WueOzS7M87nLW3go689f8Lfc7kcN910EwcOHMB1XT784Q/zhje8gS1btvCe97yHbDZLW1sb9913H0uWLOELX/gC9957L+VymTPPPJP777+fZDLJN77xDe644w5CoRCNjY089thjFItF3vnOd7J582bC4TB33303v/Vbv8V9991XETx37drFjTfeyF133QXAO9/5TjZt2kShUOD1r389d9xxx6T39+pXv7ry+eKLL+bAgQOV75/97Gf5/d//fTZt2jTqmG9+85vceeedAPzoRz9i3bp1rF+/HoDW1tbKfjfccANXXHEFf/VXfzXuug888ADveMc7Jq3Dzs5O3vzmN/PTn/4U27a59957+cAHPsDOnTu5/fbbufXWW9Fa85d/+Zd8//vfRynFhz70Id7whjdMuP39738/zz//PBdccAFve9vbaG5u5tChQ1x33XXj6vJHP/oRH/3oRymVSpxxxhn8y7/8C+l0mh/84AfcdttttLW1ceGFF1buSSnFVVddxXe/+11uuummSev9WKkbC0G9M5Cz0bru9BRBEARBEE5ifvCDH7B06VKeeeYZtm/fznXXXYdt27zrXe/i4YcfZsuWLbz97W+vCMWve93r2LRpE8888wznnnsuX/rSlwD4+Mc/zg9/+EOeeeYZHnnkEQD+6Z/+CYBnn32WBx98kLe97W0Vd5ytW7fy0EMP8eyzz/LQQw+xf/9+AD7xiU+wefNmtm3bxs9+9jO2bds2rfuwbZv777+f664zeWYOHjzIt7/9bW699dZR++3evZvm5mZisRgAO3bsQCnFtddey4UXXlgRpgGam5splUr09fWNu97Pf/5zLrroognrMGDFihU8+eSTXHHFFdx88808/PDD/PKXv+QjH/kIAN/61rfYunUrzzzzDD/5yU+4/fbbOXz48ITbP/nJT3LFFVewdetW/uIv/mLCuuzt7eXOO+/kJz/5CU899RQbNmzg7rvvplgscsstt/Af//EfPP7443R1dY26rw0bNvD4449Pq86PhTm3ECilHgSuAtqUUgeAj2qtvzTX151tXE8zXHBoTB7fgg+CIAiCICxsJpvJnyvWrl3Le9/7Xt73vvfxmte8hiuuuILt27ezfft2rrnmGsC43ixZsgSA7du386EPfYjBwUGy2WzFHefyyy/n5ptv5qabbuJ1r3sdAE888QTvete7ADjnnHNYuXIlO3bsAODqq6+msbERgPPOO4+9e/eyYsUKvv71r3PvvffiOA6HDx/mueeeY926dVPex5/+6Z+yceNGrrjiCgBuu+02PvWpTxEKhUbtd/jwYdrb2yvfHcfhiSeeYNOmTSSTSa6++mouuugirr76agA6Ojo4dOjQKMsBQH9/P5lMZsI6DLjhhhsq+2SzWTKZDJlMhng8zuDgIE888QRvetObCIVCLFq0iCuvvJJNmzZNuL2Wi1KtuhwcHOS5557j8ssvB6BcLnPZZZfxwgsvsGrVKs466ywA3vrWt3LvvfdWzhXc72wz5wqB1vpNc32NE0V/viwKgSAIgiAIJ4zVq1ezZcsWvve97/GBD3yAV73qVdx4442cf/75PPnkk+P2v/nmm/nOd77D+vXrue+++3j00UcBuOeee/jVr37Ff/7nf3LBBRewdevWST0fghl6gFAohOM47N69m09/+tNs2rSJ5uZmbr755mnlvr/jjjvo6enh85//fGXb5s2beeMb3whAb28v3/ve9wiHw6xcuXLUOZcvX86VV15JW1sbYFyQnnrqqYpCUCwWSSTGu3SHw2E8z8OyrJp1GFgAgvu0LGvUPVuWheM4E9bRsXiN1KpLrTXXXHMNDz744Kh9t27dOmkK0Ynud6aIy9AxkCs5slCZIAiCIAgnjEOHDpFMJnnrW9/Ke9/7Xp566inOPvtsenp6KgqBbdv8+te/BmBkZIQlS5Zg2zYPPPBA5Ty7du3ikksu4eMf/zhtbW3s37+ff9sc5gAAIABJREFUjRs3VvbZsWMH+/bt4+yzz56wLMPDw6RSKRobGzly5Ajf//73pyz/F7/4RX74wx/y4IMPYllHxc7du3ezZ88e9uzZw+tf/3o+97nP8Xu/93usXr2aPXv2VPa79tpr2bZtG/l8Hsdx+NnPfsZ5550HGKG8q6uLzs7Ocdc9++yzeemllyasw+myceNGHnroIVzXpaenh8cee4yLL754wu2ZTIaRkZEpz3vppZfy85//nJ07dwKQz+fZsWMH55xzDrt372bXrl0A4xSGHTt2sGbNmmmXf7rUTVDxQkBrGCrYtKZjU+8sCIIgCIIwQ5599lluv/12LMsiEonwz//8z0SjUR5++GH+/M//nKGhIRzH4bbbbuP888/nr//6r7nkkktYuXIla9eurQint99+Oy+++CJaa66++mrWr1/POeecw6233sratWsJh8Pcd999o2azx7J+/Xpe9rKXcf7553P66adX3F0m49Zbb2XlypVcdtllgIlxCGbna5FKpTjjjDPYuXMnZ555Js3NzbznPe/h5S9/OUopXv3qV3P99dcDsGXLFi699FLC4fHi7PXXX8+jjz7KmWeeWbMOp8uNN97Ik08+yfr161FKcdddd7F48eIJt7e2thIOh1m/fj0333wzzc3NNc/b3t7Offfdx5ve9CZKpRIAd955J6tXr+bee+/l+uuvp62tjVe84hVs3769ctxPf/pT/vZv/3ba5Z8uqh4DZTds2KBr5bI9UfSMlOgaqm0CS8VCnN6ePsElEgRBEARhPnj++ec599xz57sYpxTf/va32bJlSyXT0ES8+93v5oYbbqi4D1Vz+PBh/vAP/5Af//jHc1XME86RI0d485vfzH/913/V/L3Ws6qU2qK13jDVucVl6BjJlVzsOXAb0lrTnyvTM1Iad37P05QcV9yVBEEQBEE46bnxxhtrugGNZc2aNTWVAYAlS5Zwyy23nPCFyeaSffv28ZnPfGZOzi0uQ8fBUMGmbZbdhjwNBwfMisi5kkNnWwqAQtllV08WrcU6IQiCIAjCqcEf//EfT7lPsHjZRMx2rv755uUvf/mcnVsUguNgLhSCakaKDv25Mg3xMHv7cwReXbmSy1DBpjGxsDIdaa3JlV2GCzaupwlZisUNcSxr4ij6eqXkuAzlbUqOR8hSNCejJKKhqQ/8f+ydd3hb5b34P+doWpa893ZsxxmOsxcZBEgCYVMolMu6hQLltgVKe7sHdNzu3lLKKKvQy6VA2TsQssiedhzHSbzjPWTJkrWlc35/KE5DSOKhYeX+zueBBx6Qjt437zjf/Y0xApLMoMvHkNuPRi1g0msw6s696yAgyQx5/NjdPtSiiFGvPifnIcsyHr8ULFwgycTr1MRrVWetNBHLuH0BXN4Aoiig14jo1OfeGYHgurh9En5JQi2K6NTiOXlvQfCs+ALBe0stCufU3pIkGUFgQscsy3JIvy/J8ol3uSCAeA79+Q8jyzIB6V9h5oIgIE7wuoyH4XmciJgXCM4DgeN/nXNzgrFVPTod596bMwZwegIMefwRFTy6Bl10WGU+qOnmcJcdk15NfoqBy2dmk6BXx+RmdfsCWJxehtz+E/8tIMv4AzLtAy72tA7gC8jo1CIXV2QypyA5JuchSTJDXj82lw9/IHjA/Mdfpr02D1sa+uize0iM01KRm8BVs3LRqmMz+k6SZOwePy5vgIAsEwjIuP0BLA4v2xrM1HQOkpWgpzzLxBdm52KKYWUz2AvEh9sfwOeXcfkCWJ1eqtsHqWqzEq9VMbsgmQumpMd8V3G3L4Dd7cftC+DxB3B4ArQNODnUZcPi8DI9N5G5hclMyTLF5BkZxu0LYHX68AUkvAGJgCTj9QdoH3BT32vHqFOTl2xgfnEySQbtRA/3jHj9EgMOLy5fgIAkIcnBIhJuX4B2iwu720dCnIbiVAPlWQkxqxR4/MH1sLv9SLKMdFxACATkE/vNqFdj0KopTouPWWOGLyBhcXpPGF9OFqSHEQUBtUogzagjJT6ye0uv12M2m0lNTR3TeZRlGb8UFD6HFQKZYeETEISg8Mm/5hOr590XkPAH/jUXALX4WQF6+J9qlRCzCo8/IOELDJ/x4DxEYXhBggzPQyUKaFSx+W4/FVmWMZvN6PX6cT9DUQjGSafVRVmGMeTDa3F42XCkl41H+ugadJESr0MAeu0e6rpsuHwBkg0aXL4Abp9Ej83Nd9dMiaiHYjx0D7qpbrOy6Wgfh7psiMctIB5/8GJvPx4ONcx7NV08eetcpuckTtCIT4/T66fV7ORg+yC7Wy3Y3T4kSWbQ7aPX5qG534EMaFUi3oCEKIDHL3HjggJUMSYk9Nk9tFucVLcN0tQ/hNsnYXV6aTE7aO534AvImPRqhtx+ZOBgxyD/9YUZMXcBBiSZrkEX7RYXu5sH6LC66La5aepz0G5xIsmg14h4/RL/3NtORU4CL3xlYUwKoC5vgG6bmwNtVmo6Bmk1O2kxO2gdcOL1n5QjtLsNk17NIzfOZkV5xsQN+Az4AhKdVhfVbVa2NpoZGPJicXoZcAbzoOwnGQUAVk/L5I/Xz8Sojy2FU5ZlOgfd1HYMsra2mx6bJ+jdOO7h6Bp04/IFTnw+2aDhTzfMYvnk9JgT3HptbqrbB9lwuJe6LhtDHn/wb7cfh9fPSYZdTDo1d50/iduXFBMfYx41u9tHbecgG4/0s62hH7PDG/QAqkTiNCpEIXgn6LUqEvUa5hYmc9t5heQlGyK2Jnl5ebS3t9PX1zfq7wwrA8PeMr8kn1iD4fejShRO/LsoChg0qphUCgKShMsn4fT68fpP9hAElQKVKKA6PgeVKKBViTGpFATzMSWc3qAhRjpJ0VSLwfGKAifmoVGJaFQCKkEkxqZyWvR6PXl5eeP+vlJl6DScrcrQyWQm6MhIGL82tr3RzFdf2Hs8BEmLSa9hwOFFlmUyTHqK0gxcPD2L8sxgp73HNjbyYW03D6yazDcuLI2JS0OWZY502/nDR0f5uK4HAZiUHo9aFAlIMjqNiEGrYmZeEotLUknQazjSY+ehd2qZlGbkxTsXxkwZV4vDy3sHunh4fT19dg8qUcCoUyMIkKDXkGHSUZphZPnkdPKTDdjdPn781kE6rW7+estclk9OH/lHooAkydT3DvH4xkbW1nafEGhEAYw6NUWp8ZRkGFlSkkZ5lhGXV+KZrc2sre3moSunc9t5RRM7gZNweQPsah7gmS3NbG/qxxeQEYBUo46iVAOlGUZm5CYyLScBr19iXV0PT33azDWzc/nddZWoY0i56bN7eL+mi1f2tFHbGUxyS4zTUJRqoDA1nklp8UzLSSAxTsPBjkEe3diIWhT4x12LKImh3CGHx8+GI708/WkzVW1WRAGS4rQkx2tINmhJjddSlmmiPNOE0xfg0/o+3j3Qxb8tKODnV1fEjOLsC0hUHbPyx4+PsqPJjEoUyEzQE6dREadVodeIZJj0lGUYSTZosTi9PLetBZUo8PRt85hdcPpSgtFGlmUa+4b4r/cOs/5I74k7ODFOi1GnPhFGZ9Sp0GtUDLn97G61UNdl42srSvjW6vKY8XhYHF6e397CYxsa8QYkClMM5KcYMOnV+CUZpzcAsowoCrh9AfrsHlrMThZPSuXX186gMDV+oqcABPfW9kYzP3yjhjaLi6wEPQuKU0g2aBEE6B/yYB7yBv/p8Aa90ZJMSXo8P7psKhdMyZzoKZyge9DFz96t4/2aLlIMWi6pyCLVqEWW4diAk5Z+Bz12N/1D3hPhRDmJer63Zgqrp2eh18SGF2rQ5ePVPe386oM6BAGWlaVTkm5ElmX6h7y0mh30O7w4PH6sTi+SHFQSvrailOsX5JObFNte57Mx2ipDikJwGkarEAgCTMkyjUvoeH1fO9997QAFKQZ+/8WZVOQkcrj7X40sRBHSTTosDt8Jy6E/IPHQu4c42DHIi3cuZEFx6pkeHzUOtFu5/+UqmvocfGF2LpdX5pCTrA+6RuXgn5FKFDDp1Zj0GlSCQECWeWnXMX75Xh1XzMzhzzfOnuhp4PYG+NFbB3ltbzt5yXFcPy+feUUpJ8LCRBF0ahGDVk2SQYNOrcIvSdR12vjK3/cgILDh2ysw6ife2rajycwPXq+hqd/BisnpLJ+cTkVOInqNeCKmO06rJilOQ7xOjT8gYR7ycuuzuzg24OTVry5meu7Ee278AYlnt7bw8LqjSDJcNCWDC6ZkUJwWj/640BanUWHUB+PtJRmG3H5+8vZB3qrq5JdXV3DTosKJngYArWYHv3r/MB/WdpNh0nF5ZTbnT84gzaQNzmX4b60KjUrE4fWzpb6f+17az9TsBF69ezHaGHixun0BHt/YyOMbGzHoVFw5M4c107NJNGjQqgVUoohaFDBoVRi0agKyjMvr5/uv17CurpeHrpzGbecVT/Q0AHinupMH367F7vZzzexcLqvMJiNBdyK+XhQENCoBg1aNShQISDJ7Wgd44OVqjDo16791PoYYsK7X99j5xj/2c7jbzrVzcrl0RjZ5yQZU4r/ioEVBQKsW0YjB+9fm8vHjN2vZ1TLAL6+p4KaFE39OvL7gHfzKnnZm5iXy5SXFlGeZ0KiCe0qGz8Svy3IwjPO1fR38bWszkzNNvPeNpahiwAiw8UgvD7xcjScQ4L4Ly1hUkopRpz7hffX4Jbx+6cR8ZFlmZ/MAf/6kHp8k8cIdC5lXlDKRUwDA5fXz3ddqeLu6k6tn5XDr4iKSDJoTSr3HL+HxBeWTgCRjcXppOG6MGvL4+cGlU/j3JbFx3v+x6xg/fvMgRWnx/PTyaSTHa1GrBGSZz+YTEFTo2i0unt0aNHpcPSuX/7qmIibO+3hQFIIQGK1CAFCYZiBhjG7wmvZBrnp0CwuLU3ni5rkkGjQEJJlDnf8qjZWVqCfdFLScD7t9bcfDVu78+x4WFKfw3JfnT6iXwOUNcMVfttBldfGt1eVcOiObJINmVBYBty/AA69U8VFtD+seOP9EVaWJ4r8/PsrDn9Szelom915USlZiHAl6DZoR3LeyLPNWVSf3v1zFAyvLuHfl5CiO+vP02d2seXgLHn+A+1eWsXpaFgl6DQad6oSL+kzUtFu54ckdzCtM5u93LIziqE/PExsb+fWHhynLMPK9NVOYmp0Q3F9q1VktmhaHly89uYOuQRebv3PBhIcODQx5ufaJbTT3B5XmO5YVk5Wgx6TXnDX3RJJkHt/UwO/WHuX7a6Zw9/klURz16fnZO7U8u7WFyrxEfnjpVEqOW89Hsvr3D3m4+emd9NjcbPnuhRMeprK1oY/bnt1NSryWH18+jYXFKaTEa0c07kiSzD/3Bo05/3lxOV+7oDRKIz49fr/Emj9/SqvZybdWT+bq2bknDBYj0WFxcsszu3D7Amz89ooJVzj//Ek9f/z4KBdPy+Q7l5STmRg3qjw9q9PLs1ua+fP6Bn5zbSU3zM+PwmjPTP+Qmwt/vwmNSuQXV1ec8Ayc6c7yByT8kozLG6C63crXXtzH9JxEXr5r0YRHAfzxoyP8eX0DV87M4durJ5ORoP/c+12SZLzH5+D1S3j8ARp7h/jZu4fosrp5775lFKQYJmgGQQ512bj60a3kJOr57XWVTEr/7L01XNTB45eQjucLevwSVqePxzY28MHB2POejwWlD0GUcHoCI3/oJAKSzA/eqCHVqOOvtwaVgVPRaUTSjP8SYow6NVmJQdf1lGwTl1dms/loH/uPWUMefyj8ZUM9Db1D3HtRGV9akE9W4ucvizOh16i476LJSLLMoxsaIjzSs1Pfa+fJzU3Myk/ioSunMz0nkTSjDq1aHPFCFgSBK2bmUJmXyPPbW3F5/Wf9fCSRZZlfvleHecjDz6+q4MYFBeSnGEg0aNCoxBGFthl5SXxxbh6b6/vZd2wgSqM+PQ29dh5ZX09FTgJP3DyXFeUZ5CTFYdCqRwxvSI7X8v01U7C5/Ty+sTFKIz49sizzs3drae538KPLpvKjy6cxPSeR1OP762yIosBXlk5iapaJpz5twumZuL0FsKW+n+e3t7K0NI1H/m02C4pTSDPqRhUClGbUcf/KMixOH89ubY7CaM+M2xfgoXcOYdSpefzmOVxSkUVGgn5Unl5RFLh2Ti7TcxJ4flsLXv/Y7v9w88KuVup7h7j3olJuXVxEZoJ+1BWdcpMN3H3+JDoH3by0py3CIz07FoeXZ7Y0U5mbyM+unk5JhmnURTuSDFruWl5CfnIcj21owOef2H49j21oxOb289BV07loaiapRt1Z7yy1SkSvUZEcr+W8kjS+NL+AXc0DrKvrieKoP8+Aw8Nz21qYnZ/E99dMoSA1/rTv96DXWYVRpyYlXkt2YhzzilL49upyHF4/f/zoSMjVb0LliY2NSJLMz6+uYFZ+8ufuLUEIziExTkNyvJaMBD35KQbKs0zcv7KMghQDj25ooGeUhuJzFUUhCBHHGAXAF3a0UtMxyE8un/YZz4IoBHMSDDoV2Yn60wqighCsqPC1C0vRqkUe3dgwYQetuX+IZ7Y0M78omS8vKcKgHbvFrzzLxKppmbxd3Un3oGvkL0SIn797CL8k8eAV08hOihuzVUZ1PM7Q7PDy9+2tERrlyGxt7Oetqk6unJXDFTNzxrUm37iojHitij99XB+BEY4OWZb56Vu1+AIyP7uqgpIM45jjzldMyWDxpFRe2NmKecgToZGOzNrabt6s6uSqWTncvKhwzNVQdBoV31w1mf4hL0992hShUY6MxxfgJ28dxKRX84urKyhMiR/zObmkIpvK3ESe29qCawKVm6c2N3G0J2jImFOQPOYkerVK5D9WlNBr9/C/O49FaJQjM+T28ej6RsoyjNy5bNK4KgZdNyeP4rR4ntrc9JlwnGjz6MYGBl0+Hlg1mcyEscdqG/Vq7llRSuuAk1cmULnps7t5eXcbi0tSuWR61pirz2nVIt+4sJSUeC1/Wlc/oYL00582Y3P7uWdFCdljjJ/Xa1SsnJrJmoos3q7uZP8xS4RGOTItZgcfHuxm5dRMFhSnjGlNtGqRsgwT915USq/dw+ObJtZ4GWkUhSBEXN7AqA/toMvH79ceYVlZGpdXZn/m/wmCQEaCnpJ0I6YRQpCKUuO5cmYOGw73Ut0+OO6xh8JvPzyCLMODV05HG0KN8a9fUIrXL/HEpokRdnY2mdl8tJ9bFhUyK4QkwdXTM5mSZeLZrc0TZjX85Xt1pMRr+eGlU8eduJlm1HHD/Pygl6B1Yi7xDw52s7XRzL8vKWJO4fjX5FurJ+PwBHhsw8R4CTz+AA++fYjsRD0/vnzquJPrVk/PYlZ+In/b2sKQ2xfmUY6OxzY20tTv4DsXTwkpvO/rFwUV5+e2t4RtbGOhz+7h8U2NzM5P4tbFheMOybh0RjZlGUae/rR5wgTpv25uom/Iw39eXI5unHtLpRL56vkltFlcvL6vPcwjHB0DQx5e3HmM80pSWTFl/BW1rp8bVG4eO24Nngj+uqkJhzcYrjneggZJBi13LC2mttPG2truMI9wdDg9fl7cdYzZBUmsmja+BGdRFPj26inEaVT87qOjYR7h6HlqcxO+gMQ9K0rG1Q9FFINRAOeVpPKPXW009w1FYJSxgaIQhIgs85mydGdjw+Fe7B4/96+cHHJs4D0rShAFgWe2NEXdiuD1S2w62sfKaZkhlw2dkZfEktI0XtvXPiEhEe9Ud6JRCXz9wtBigQVB4KvnT6LH5uHNqs4wjW70tJod1HXZuXlRYUiVrwD+Y0Vp0EuwbmIu8Vd2t5Fm1HL/RWUhPWdeUQrLy9J4cdcx+ifAS7C1wUy3zc39KyeTZgxtTR5YVY7V5eOpT6MfbiPLMq/ubWdWflLI8dmrpmYyPSeB57a1TIgg/WZVB05vgB9dNi2kClSCIHDn8kl0WF2sre0K4whHR0CS+Z8drSwoThm3wDbMdXNyyU2K4392TIx38+/bW3F6A3xrdWj5V2q1yO1Liuiwuvi0YfTlQcOF0xsUopeVpbEwxIIfX15SRFKchhd2TIwH6vntrVidPv5jRWjVDIvT4/nCnDx2NJqp64q+8dLm9vHG/g6WlqVRmTd+WUWnVnH/yjK8fmlCPbWRRlEIwoBjlHkEHx0KVhiZnZ8U8m9OSjdy0dQMPqrtoaXfEfLzxsL2xn6c3sDnvBzj5falRdjd/qjHscqyzIYjfcwrTCElPvTSp1dU5pCdqOe5rS2hD26MfFATtCRdPTs35Gelmf7lJahqi66XwO0LsKPJzAXlGWGp6PDA6nLcvgB//iT6IVAf1HSh14hcNTP0c7J8cjoz8xJ5YUcrbl90FeeG3iE6rC6uqMwOuWSoIAjcvrSYHpuHd6qjrzivq+uhIMXA3KLQS4ZePSuHFIOW/9kefaGtus2C1enj2jm5IRuXVCqRL8zJ5UD7IEe7bSN/Icx8criX8kwTcwtDr6pz3dw84rUq/rEr+mFDW+qD78VbwlDZzKBVc/nMHLY19tNpcYZhdGPjraoOJmcaWTk19B4oX1lWjCgKPLulJfSBjZH3D3Th9Aa4Y2lxyOdkbmEKS0rTeKuqk377xIWhRhJFIQgDLu/ICoHbF2DjkT5WTcsMW83nO5ZMwuOXeCHKcawf1najVYusmByehkkXlGcwKS2eF3a0RtXb0dTvoMPqCtnCNoxKJXLTwgIOddnY1RzdpNyP63ooTounOEzVmoa9BH+Msqt305Fe3H4pbMrmrPwkLpySwcu726KaECZJMhuO9LJ4Uir6ceRynI57VpRgdnh5McrCznsHghbwyypzwvK8q2bmkGHS8fy2lrA8b7QMefzsa7VwwZTw9AvRqlVcMyeXHU1mjpmjK7R9WNuDKMAl08NzTm5eWIgoEPV3idXppbZzkBXl4VmTOK2a1dOz2HC4F5vLG5ZnjpZ1dT3oNSLnh2kuty4qRJKjvyZ9dg+Hu+2snJoZlipHhanxrChP590DXVic0V2T9Yd7SYrTsKw0LeRnqUSBrywrxuEN8LdtE1sYIVIoCkEYGE1i8daGoPVg9fSssP3u/OJkZuYl8ub+DqxROmiyLLPxSB8Li1PC1vZeEARuWlRAU5+DDUd6w/LM0fDhwaBVffX08DWBuWVRIXEaFU9tjp5bcdDpY/8xCxeGEH97Kp/xEkQxIeyDg93Ea1UsLgn9Ah/mm6sm4wtI/OmT6Ck3B9qt9A95uaQifOf94ulZlKTH8+yWZgKB6FVS+biuh6lZJrISQwt7GkatErlxQT7726xUt0WvUtrmI734AjKXTAvfmty2uAiA57e3hO2Zo2HD4V4q85JOW6VuPGQm6llamsbb1Z34ori3NhzpRZLh4jDewf+2MB+PX+LVvR1he+ZIyLLMp/X9zC9KGVec+umYnGViVn4Sr+/riOp5H65utCaMd9ftS4px+QJRLboRkGS2N5k5rzQ1bL0plpelMyM3kZd3t0dN5oomikIQBvwB+UTzsDPxUW0PJp2axZPC10xMEARuXlSI2eHln3ujkxB2pNtO16A7bFb1Yb40rwCTXs0zW6KneX9S10NJejx5yeGrkZxo0HLlrBzWH+mluS86oVyf1PUgyeG9wAG+en4J8ToVv4+Sl0CSZDYd7eO80rQxV+c4GxW5iayalsmre9tpG4iOJfe9mi5EAVaHUfgUBIE7l02i3eLitSglgPba3dR22lgZ5vN+2+IidGqRJ6OoOK+t7cGoUzOvOHwNnwpSDSyalMrr+9rxjDKXLFS6B93U9w5xYZg8HcPcuKAAq9MX1VCuT+p6SYxTMzM/fF2f5xWmUJRq4J97o+dJa+p30DXo5oLy8BllAG6Yn0+3zc1Hh6JXgvSTuh5S47VUhLE55ZLSNKZkmXhp17Go5QpWtVmxu/1cFMauz6Io8OUlRfQPeSa0omCkiIpCIAjCJYIgHBEEoUEQhO9F4zejjecslWUCksy6uh5WTMkIq6ADcNmMbIrT4nnm02bcowhdCpXhqgeXhNHTARCvV/PFuXlsbTCzpT7yCWGDLh9VbVZWhPkCB7h7+SQE4I/rjoT92afjo0M9JBs0zA6hStLpyEjQc/3cfLY09LM3ChWH9rdZsTh9rAnz3gK4b2UZkgz/HaVE6U8O9zIrP4nkMZYZHYlr5+SSlxzHIxsa8EZBAF17MPzWQoAUo47LZmSztrabhh77yF8IEUmS2Vzfx5LS1DGXGR2JWxYXYHH6+Meu6IR2fHzo+B1cEZ5woWFWTcskzaiNWiiXJMlsaejnvJK0kHNTTkYQBK6dk0ddl52tDf1he+7Z+Lg2eE7CbSi7ZlYOyQYNf90cneIh/oDE9iYzS8vSwt4U7SvLiukadEctef3j2m5EgbB6zgGuqMxmSpaJ57a10G37v9WXIOIKgSAIKuBRYA0wDbhREIRpkf7daHM2D0FNxyBmhzcsCTqnYtCpuXNZMd02d1Tc1huO9DElyxRyJZvT8fULSknQq/n9R0eQpMi6SDcf7UOSw6/YQDDh+8qZObx3oItDnZGtrBCQZLY29LOsLD2sL9VhvrpiEvE6FX/4KPLKzdrablSiwEVhfqkCTMtO5JLpmbxd1UljhMvGtQ04aepzsCqM3oFhNGoV915YStuAi79H4cW6rq6H7EQ9U7MTwv7s+1eWIQjwh48jr6Qd6BjE4vSFNWRzmEumZ1OSHs8Tm5qi4iVYV9dLVkKwUWU4UatEbjuviOr2QdZFwSJ9sHMQq9MXdoEN4LbzijDp1TyyPjrFBDYe7aUgxUB+mDvy6rVqbl1cRFWblXV1kQ+n3dNiweEJRERWuXpWLmUZRp7Z0ozNFfnyyZvr+5manRB2o4xGreIbF5Ux4PDy142NI0aHnEtEw0OwAGiQZblJlmUv8BJwVRR+N6p4zxLjNxyDvSCMruqTWVORxfScBP66uSmidcp9AYlDXTYWRmgeKUYdX15STFXbIK/v64ioRWR3ywA6tcjsgtArPp2ByjOEAAAgAElEQVSOB1ZPRqMS+e2HRyIak9vQO4Td42dZWfhi7k8mMyGOG+bls63RzOajkX0h7WkZYGq2icS48MRFn8r9K4NlDX+/9gj+CK7JnpZgQnm4EiVP5bq5eZRnmnhiU2NEm67Jssz+YxYWTUoNu7UQoCA1nmtm57K2tjviuQTbjluKwx3SAcEwgnsvLKPb5ua5CFvXfQGJXc0DLJ8cfgsuBGO9U+K1PPxJfcSNMusO9SAQfgsuQEKchi/Nz2dH0wA7msxhf/7JuLwB9rZaWB6hO/iOpcUkGzQ8sr5+VAVMQuGjQ0GjTCQ852qVyNcuCDb4+uvmJtwRVJ4HHF7qumwsL4vMHbx6Wibzi5J5ZU8b1W3WqObdRJJoKAS5wMnBfO3H/9tnEAThLkEQ9giCsKevL/o1hEPF5z+z8HqgfZB0k46sCFjVAZLjddx7YVBj/d7rNRETdo502/H6JeaG0CxqJO5cXkxmgo6HP6mnpn0wYg1mqtusTMkyhVSL/GzkJRu4fl4+G4/28eb+johdGMNlQUNp4DUS96wowahT86v3D9MVoY7S/uPK5uwwxhKfSlmmiStm5pzoHhypvbXvmBW9Rgy7BXcYURT59upg9+Jff3A4Yi/WYwNObG4/88NQovNM3L+yDK1a5DcfHsbqiFyS3r5jFvKS48bcKXq0XDEzm6nZJp76tJnmfkfEjBmHu+y4fAHOC2PS/cnE69R8+bwiajoGeXVve0SFtl0tA5RkGEk1hl7y+XTcs6KEeK2Kh9fV02NzR2xN9h2z4AvIXBABxQaCys2ti4s40D7IP/e2YR7yRGwuWxrMVOYljtgcdbxcXpnNtOwE/ndHK5uP9mGPkAFz09FeZAh77tMwGpXIfRdNxu2X+Nm7hzjSbWdoAruvh4toKASnM2N8bjfLsvykLMvzZFmel54eGa0ukngDZ744q9utzMxLiohFZ5iLK7K4cUE+7x7o4oFXqmm3OGm3OMOaCT9sxZsZhj4KZ8Ko0/DDS6fRbXNz70v72dlspmvQddYcjbHiC0gc7rYzK4LzALhvZSl5SXH85K1a3qnupMfmDvsLdm+rBaNOTXFqeMqNno50k55vr55MXbed//znAdotzrDP42jPEG6fxNzCyK7J99ZMITcpjp+8dZCP67oxD3nC3iBrf5uVadkJEVM2AVZNz2JNRRb/3Nt+QuBxjqLa2VioisJ5z0kycPOiQrY1mvnx2wdptzgxD3nCvr9qOgZDakw0EqIocv9FZfQPefjmy1XsbbXQNuCkw+oK61z2tga9T/MiqKTdsbSY1Hgtv117lDf2d9DUN0Rzv4Nee/jipQOSzIH2wYgal1LidVw/P5/tTWZ+88FhDrQP0tBrp9XsCKuBZkeTGQGYHyHPOQTj77MS9Pzi3Tqe29bCwY5BGnqHwiqE2tw+6nvsYS18cipqlciPL5+KDHz3tQNsPtrP0R47ljAbA7Y1mjFoVRF9xy8uSeWbK8uo6Rjk5+8eoqFniJZ+R0S9z5EmPAWyz047cHJ7yzwg+h1pRonXL/H4xkYunp6JYQz1wz1niCOzuX009jm4elboDaNG4hdXVRCQZF7Z005j3xArp2SypDSNRIOG4rT4kBOa9x2zkKBXUxDmOMlTuawyG7vbx0PvHuK+l6q4dEY2K8rTmV2QHJZwkqM9djx+iTlhTsI9lTSjnkdvmsM9L+zlh28c5Evz81lcksr03ESyE/Rh6UdR1WalIjchbL0tzsRNiwppt7h4eksz33+9hi/OzWNGXhLZiXr0mtDL7O0/HlYX7sToU8lM0PPnG2fzlef38L3XarhhfgErytMozTCRGq8NWWn3+iWOdNvC0pxoJH71hRlYnF4e39RIj83N4kmpVOYnkZ8SN6a760zsa7WgU4tMzjSFYbRn5j9Xl9Nn9/BWVScDDh/zCpMpTDEwtzCZrCR9yGUce21uemyeiJ/3iyuy+daqyfx5fT1ffWEf84uS0apElpalsaI8g3RT6Jbw3S0W0oxacpPiwjDi02PQqfnD9TP5/us1/OD1GhYUp6DXqMhNiuO28wopSTeGrOwe7bHj9AZYWBQ5IRrgmysn02V18/r+DnY2D1CUFo9Jp+aL8/JYUpoWlrtr93FPR0KErOoAJr2Gp2+bx4/ePMgj6xv4oKabKVkmzi9PZ/X0rLC8F/e2DCADS0ojpxAALCxO5TdfmMH336jhO69Ws2paJhdPz2JWQRLZieHZ13taLMzMS4pIXt0wKlHghvkF2N1+/rq5iQdeqeL2pcUsKE6hKDV0eWsiiMaIdwNlgiAUC4KgBb4EvB2F3x0X+45ZeH5bC997vWZM8bmSxGk1w4PtwaTSSFrZhlGpRH51zQzuWVHCgMPLw+vrue/l/TT3OegJQzZ8Tccg03MSI+rpgOBBu3ZuHr+8uoJkg5bntrXwlef38NTmprDETEfD0zFMZV4if/rSLApTDfxtWwt3/c9evvfaAaraLCGHrLi8ARp7HRH3dEDQRfrNVWXcOD+f7Y1m7n2piv94YS/v13Qx6Azd7bu31UJSnCbiyiYEm5X94fqZJBm0PLGpkZuf3sWv3j/Moa7Qu7TWddnwBWTmRVjQAUgyaPnj9TNZPCmVN6s6+M/XDnD7c7v5x85jDIahKVNVm5Wp2Qlhr8pzKjqNioeunM6NC/LZ0WTm4U/qeeCf1dz70n7W14We3Fp9/A6OVL7QydyxrJjff3EmiXFqtjea+eBgN9959QC/ePdQWLqbVrVZmZkfWW8zwLKydJ68ZS6Xzcim3eLiaI+dF3cd4z/+dx/7w5DvMZxnE+lzkhCn4WdXTeenV0zDpFfTanaw8Wgv979UxVtVoeepRcPTMcyULBO/u66SO5YUo9eIfHK4l++/XsMLO1rD4h3c2mBGJQrMKYjsmoiiwPnlGfzuupnMKkjmnQNdfO3FfTy3tSUsIakDDi/N/Y6I5TqeTLpJx63nFfHdS6Yw5PHzozcP8sePjlLfaw+75zkaRNxDIMuyXxCErwNrARXwrCzLtZH+3fGyaFIq/33DLL772gG+/Wo1v7qmctQNebwB6XOWk+GXUSTd1SejUol8e3U518/NY0uDmd+tPcx/vlrNjy+fRrpJN26LyLDweeHyyMRJnopeo+LKWTnMzE+iuc/BE5sa+cuGBpr7Hfz3DbNC0r73tlow6dUUpkZe+BQEgflFKTxx81waeof4uK6HV/e2U9dl43fXzQwp7rS2c5CALDO3MPIXH0C8TsP3L5vKFTNz2HCkl1f3tvOtV6q5fGY2f7p+VkjNX6rarczIjbyyCcE1WV6WzjO3zaOmfZC3qjt5bV87m4728dhNs1lQPH4L2bCnIxrKJgRDbh6+cRaNvUPsbrHw8u42fv5eHdubzDx92/xxP9cXkKjrtnPjgvyRPxwGkgxafnDpVK6fl0+vzcPulgFe3tPG117czzO3qUM6J/taLagEgWnZkb+DDVo1l87IpiI3EZc3gNMT4LntLbxV3YnN7eNvX14w7mf3D3nosLq4ZVFB+AZ8BlSiQEVuIj++Yhr9x40w2xvN/Pe6o9zx3G7WPXB+SJXmdjYPkBKvJT8lcp6OYTIS9Fw3N4/zStLwBSS6rG4eereWH75xkAS9hjUzxl++9XC3LejpiILwqVaJlGYYuXP5JL4wNxe7y8/P3zsULJIgydx3UVlIz999vKhDuBqOno04rYqlZWnkJsfRZ/fw6IYG/rq5iR6bm/+6ZgYG3fhF053Hk8gj7ekYJjcpjssrs1lQlMKLu1p5bV8HFqeXX39hBsXpkckjixRR8WnIsvy+LMuTZVkukWX5l9H4zVBYXJLKb66dwZDHz0u7R19b+nSJxdVtVopSDSQZIpPMdjpUokBxupE1M7L4/RdnYtSr+dUHdbSZx9+UKdrCJ4BOrWJypomlZWn84fqZXD0rl/dquvj79paQnlvTMUhFFDwdwwiCQFFaPEvL0nhg1WR+f10lgiDwozcPhlSmcN8J4TM6yiZAgl7DguIU7j6/hGdum88lFVm8U93FS7vH3wTI7vbR3OeIigV3GFEUmJRu5OKKLH5xdQW/uXYG/oDET9+uDakr6L5jVlLjteSEqavvaMgw6ZlflMKtiwt55rZ5XD0rl3V1vXx4sGvcz/xXAYHonXeTXsPMvCTOL0/nPy4o5dl/n0eSQcsfQixDvL/NSmlGfFQEHQh600rSjVTkJjK/OJkHr5jG9fPy2HCkj+q28ffz2He8F8jcKHifIHhvZSbomZ6TyPScRP5tYQG/ubYSm9vPE5saQ3p2VZuVWVHwdAxj0msozzJRkZvIiinpPHLjbNKMOv647mhIe2tnU9DTEakKgqciCAJZicE1mVWQxB++OJPZBUn8ZX09zSGUU3b7AtR22lgQpb0FQaNfeaaJyrxEHrpyOpdXZvNmVWfIlbq2NprRqkUqo2SUAchPMVCSEc+dyydx9/JJ7Goe4Kdv10Y0KT8SnHtBTlGiOM3IhVMy2XS0b9SJuZ7TJBYfaLdSmRe9jXkyaUYdswqS+MaFZVicPv4ZQtWIEwmGUfJ0nEy8Ts2kdCPfv7ScsgwjT25uwuEZX5jKiTCbKAqfw+g1KjIT9Fxamc3XLyilw+ribyFcfvtarWQl6MkwRU/4hKClKs2oY3ZBEj+5fBrFafE8/En9uEve1rQPIhM9Qedk9BoVOUlxXDUrlzuWFVPXZeflEDqcVrdbmZEXPWVzGLVKJMmgZUp2Aj+4dArpJh2//+go/nHWyB4Oq5sV5btLFAX0GhUp8VrmFqRw+9JiDnbaeK+me1zPkySZ2s7BqAoHJyMIAhkJer65ajJxGhV/Wjf+uvi7WwZQiQIzwthBdiwYtGoumZ7F0tI0Xt7dxoBjfCFQfXYP7RZXRKtXnQ2NSmRmXhK3Li6kvmeIDw6Ob28B7GoeIN2ki2hOx5nQa1SUZ5n47iVTCEgyj6xvGPez9h+z4JdkFpdEx6o+jCgKJBm0TM408e3VkynPNPH0luaQwuv2tAxQkZMQcu7RWEkyaJmcYeLGBQV8aX4+m+v7WRvC3poIFIXgLFxRmY1fkvmwdnSLemqDil67m85Bd9TChU5HhknP0tI0puck8Nq+djqt44vR23fMQrpJF5GGZKMlMyGO+y4qo9fu4dmtLeN6xrCnI9IJhmdDp1Zxy6ICpmabeDKE3hEHOoLC50QhCALZSXF85+Jyeu0e/rJhfC+kPcctn9EWPk9Gr1Fx9/KSoHKzrh7XOGJyB50+Ws3OCd1bEAyR+NoFJTT0DvHynvEpN/uOWUiM00QlpONMiKLAHUuC1VWCdfHHHpPbYnZgd/uZO8Frkp0Yx7Vz89h4pI/ajvE1K9x3zEp5liksibDjRa0SuW9lGQ5vYNxegn2t0bWqnw5RFPjykmLSjFoeD8Hbsb/NwpyC5KgbAIYRBIGFk1JZPT2Ldw900dzvGNdztjYEKyUtKIquQjCMKAoUpRm596JSBhxeHts0vnfJkMfP0R57SGGfoSCKAoWpBm5fGtxbD6+vP6dyCRSF4CzkJRuYU5DM+zVdoypTdqpCUN0WvPijkfR5NvKS47hpUQFmh5dX97aPqyzWgfbBCbNMncylM7KYkZvIs1uaGXKPXWjbe1z4nAhPx8mIosi3VpUz4PDyxKamMX+/z+6h0+pmzgR4Ok7lkoosFpek8vy2VvrGYdnZ0zJAQYqBREPkqnSMBq06WN+/x+bh6U+bx/z9/cM9ISZY+AS4eUEhk9LieWR9w7jOe1Vb9HI6zkacVsU9K4LKzTsHxl6cbv+x456OGDgnX7+gFJ1G5M/j6J7rD0jUdg5OuGIDML8ohcWTUnlxZxuD4+g4u6NpAI1KYHrOxN7BcVoVty0u4mCHbVzJ6x1WFz02DwuKJ35N7ruoDL8kjbsz885mM6UZxgm/gy+pyGbxpFT+sbONYwNjD3He3tiPJMOSKHs6TkYQBMoyTdy5bBJNfQ5e29s+YWMZK4pCMAJXzszB4vSx9Xiny7NxarfiPa0DaFUiFRMsSIuiwMopmUzJMvHq3vYx15Putblpt7giWvt6tIiiyP0rgyFQf9s2dqFtR5OZnCT9hHo6hlk5LZN5hcm8sKMV1xjrSW9vDO7HxRFqUDQWBEHgOxeX4/IF+NvWsa2JPyCxt9UyodbCk7l0RjaVeYn8z47WMQvSW+r7g1U6ItxLYTSo1SL3rCih2+bm3TEK0gMOL419jgkL6TiVG+fnk2HS8fw4wuu2NwXrkZfGQHJfVqKeq47nd3RYxibs7D9mwe2TWDgpNs7J1y8sYcjjH1e897ZGM9NzEifU0zHM7UuLSYrT8OjGsXsJNh4Odm5fPGni7+Cp2QmsnpbFu9VdtIzRSzDk8VPVZo2JvaUSBR5YNRmPP8BfxqHcrD/ci0YlMDcG7q6bFhZQnmnihZ2tEWskF24UhWAEZhckkZsUx9vVnSMuqj8gf+Yzu5sHqMyLjYsvzajjhvn59B6v9z2WDbp9OGs/BoRPCLa6r8hJ4H+2t+IbQ8OygCSzu8XCwglyJ56Or64owery8cLO0SevA3xa349Bq6IiJyFCIxsbswuSmVsYbOU+lqY/BzttOLwBlpfFxt4SBIE7lhbTa/fwxv6OMX13W6OZGbmJYekBEA6unpVDhknHc9tax/S9bceNH0vLYqNBpFaj4vp5+ew7ZuVQ59jCbbY19jO/KCWiTeLGwp3LJiFJ8pg9UJ8c7kUUYFlpbKzJktJ0ZuQm8r87WvGO4Q7utbk50mPngvLYmEe8Ts1NiwrZ22phW+PIRr+TWVvbTWaCjqnZke3TMVruWzk+L8G6Qz34AjKXVoy/2lI4mVeUzAXlGbxV1TkmL4Ekyayr62XRpNSYuIONeg0/v6qCl+5aNOGe1tESG7dkDCMKAlfMzKG+d4gj3fazflaW/+UlcPsC1HQMRqUe+WgQRYFLKrLITzHwyp72MYV2bGkICp/TY0T4FASBrywLCm3/HIM7rq7LxpDHz7IYET4BLpqSweRMI89vbxlTjPSOJjNzC5NjRtCBoLWtf8jLa/tGvyabj/YBcF5p7KzJ5ZU55CTq+dsY8lQGXT4Od9s4bwJd1aeiUau4cUE+VW1WqttHXzt+S0M/cRrVhOY+ncptiwvRqASe3dIy6u+0DTjptLpj6ryXZhhZWpbGa/vax5Sn8ml9P9NyEiY8pONkhu/gV/eM/rx/dCgYmrNqWmakhjVm7lxWjFGn5i9jSMp1eQPsbB5gRXlGzAh7w16Cd8boJXi/povEOA0LI9iheCwIgsDXLyzF65d4dEPDqI2Xe1oH6LN7WFORFeERjp5ZBUkxoZyMltiRJmKYC8sziNeqeHsUrnd/ILh5q9us+AJyzLjdAdKNOr4wO5fmfgcfHOxmYJTtwnc3DzA7PymmhM8rKnPIT47j6S3NuH2je7FuOi58Lokh4VMQBG5fUky7xcWroxSkuwZdtFlcUauzPFrWTM8iNymO57a2jDrcZmtDP6XpRtKMoXdxDRcqUeDmRYUc6rKx4XhYwEjsbDIjybB8cmxYPof59/OK0alFntjYOGqFc3uTmTmFSRFvSDYW0hP0rJyayXs1XfQMji7kcVjZXBEj1uhhvrK0GJt79OE2FoeXQ502lseIx2aYKypzyE8J3sHOUYY8fnK4hwyTjqnZsWFcgmB1mBvm57Ot0cymo6M775uO9uLxSzElfALce9xL8Kd1R0dVUdDjD7CloZ/lk9Mi2tV3rMwuSGZFeTpvVXVwcJRJ+G9VdaIWBS4Loa9EuDnXuhWfW6OdIOK0KlZNy2JrQ/+JJi1nYviVO1w5JRodDEeLWiVyzexcUuK1vLq3nfYBJz02N3a374yZ8H12Dy1mJ4tixHowjEolctt5RTT1OXhx5+jCVLY19lOQYiAzBvIHTubaOblkmHQ8salxVFWgtjYEQ7iWxZiAIIoCNy0q4HC3nX/sOjaiZcfjD7C/zcqiktjwop3MLYsKideq+N3aI1hGUXZ4c30fWrUY1V4KoyE5XsuaGVl8fKiHj+tGrpbWa3PTanZyXoyEB57M7UuKcfkC/HbtETyjCFPZXN9HqlFLSQzkD5zM8snplKQb+dvWllEJO5uP9iET9CbGEsOVepr6HTyyvmHENfH6JXY2DbCsLC1mrOrD3L18EnEaFb/+4AhNo6jn/8HBbuK1qpg7J9OyE1g1Lag4v3ugc8Q12XSkD6c3EFNC9DBfu6AUj0/it2uP0DNCB+NAQGJdXQ/zi1JIjGLPp/9rKArBKLm8MnhgHtvYMKrqNruaByjPNEW1IdloyE2O44tz86jpGOSR9Q10Wd209Ds52mM/rUVhx/H8gaUx5HYf5qaFBUxKi+e3aw/zfk0XvXY3jjNYqnwBiX2tsZE4dSoatYrvXFxOc5+D77x6gE6rC4fHf0aB+tP6PhL0aqZmxY6VbZgvLy6iNMPIrz84zI4mM07vmeexr9WC1y/FnOUTwBSn4btrpnCoy8ZP3jx4Ym+daS47GoNetGjXvh4N3714CinxWr7/2kF2NZvpHnSfsTrMcPGEWFyT+cUpXDEzm9f2tfPU5mY6rS567e7TCj2SJLOzeYDFk1JjTvgUBIGfXjEVq8vH/S9VcbBjkO7BM99d64/0YtSpo9b9eizcvKCAhcUpPLGpkee3tXDM7MTq9J72nGxr7MfpDcRUuNAwGQl6vremnMNdNr71SjXVbVbaLc7TronXF2DT0T7OK02LSQvwDy6dSoZJz0/fqmXtwW4a+4boH/J8zmvrD0i8sb+DOI2KFeWxpWxC0Jh6+9JiPq3v57/X1VPXZaPT6sLu9n1mf0mSzEeHeuixebh0Rmx5bM41VA8++OBEj+FzPPnkkw/eddddE/b7Tm+AoVMuAqNOTZxGxQe13aw/3IvZ4WHT0T56bW7KM00nXjrJ8VpUosBP36rlgikZXDQ1ti4/lSgwKS0epzfA29WdNPQO4fFLuH0SahGMevVnQgWe3tJEc5+Dn145PaZcihBsMDO/KJm1tT2sPdiNTq3C45OQZRmDVv2ZEKfdLQO8tLuNe84voTwrNpLATqY8KwGH18+bxxOpNCoRQYA4jeozLx1JknnonVpm5Sdz9ezcCRzx6dGoRSrzEnlzfyfbGs2kGfX4jncCjdOoEE8Szp7d2syBdiu/uGZGTArS03MS6LC6eLOqE/OQF5c3KHhq1eJnCgV0Wp387qOjXD8vL+Y8aTDcpdXIG/s7+bS+n+5BN20DTuJ1auJ1qs+c9yc2NdJhcfGTK6Z9Zq1ihcUlqWxvNPNOdSd9di91XTacngBxWhXxWhXi8Tuqus3Kc9tauXPZpAkvb3k6ClIMJBs0vLG/g+1NZjqtLqxOH0adijitCrUYXBO3z8+Dbx9iflEyV8/Om+BRfx6VSmRxSSrbGs28U91Fh9WF1eVDqxbRqkT0GhFBEPAHJP6yvoGGviF+fW1lTIWjDTM1OwGVKPBmVfDu6rF5kAl6QtQqAa1KRJLhreoO3q7u4p7zS2JybyUZtEzLNvFxXQ8f1fbQZ/cES6ILnDD6iYLArpYBHtvQyKJJqVw7N/b2liAIVOYm0NTn4O3q4B0ckGTUooDZ4cXhDeD1S3RZXfzx43q6bW7+cP3MmCjiEms89NBDXQ8++OCTI31OUQhOw+kUAoAp2QnMK0xhf5uFvccsDDi8Jy6OeUXJqESB5HgtTX0O/rathTuWFjMlhmIlh4nTqshNiiNOq2JtbTc7mgdYV9dDc7+TwhQDCXEa9BoVNreP3314hMmZJq6fnz/Rwz4taUYdU3MSWFfXyyeHe3m7upO9rcEmakkGLfE6Nf6AxFOfNnOgfZBfXF0Rk0k+oiAwtzCJDquL92u6+eBgN5/U9aLXqEgz6jDq1IiCwCd1vfxjVxs3LyqMiXr3pyMrMY5Uo5Y39nfywcFu3q7upMPiwhSnJl6nxqBV02Fx8qv3D5OfYuD2JcUTPeTTIooCi4pTONA+yEeHevi4rocPDnbh9kmkmbSY9GqQ4bGNjexttfCdS6aQnThxjbzORkGKgXSTju2NZnY0mdnS0M/GI31oVSL5yXEYdGp6bW5+++ERZuYl8YU5sScgQFCpXFCUwq7mAbY3mdnTauH9g93UddlIMGjITTIQkGSe/LSJ6vZBfn5VBUZ97J13QRCYmp2AQaeiqm2QrQ39rKvrpaptkMQ4DcnxGrRqkWe3tPBxXQ93LC2esI73I5EQp2FeUTIt/Q62NZpZf7iXT+p68folkuI0qFUin9T18peNDSyelMr18wsmesinRS2KzMhNxKhT09zvYOORPt6r6eJojx29OqhsHu608YM3DhKvVfPzaypi0pABkJ2opzzLRFO/g831/Xx0qIcNh/sYdPlQCQK9Njfffa0mGIJ33UyyEmMrjHaYOK2ayvxE2gacbKrv4+O6Ht6t6aSl34nd7UeS4OH1DexoMnPvhWVcEGNhdbHCaBUCIRbro86bN0/es2fPhP1+n91D91kS107+M3tlTxsv7DzGnIIkfnTZNCZnmfiv9+t4cecxtn7vwglpaT4aLA4vHVYX/oBM/5CHLQ39vLCjlcQ4DT+4dCqLS1J5cecx/rKhgR9cOoW7lpdM9JDPiCTJ1PcOcbjLRlWblVf3tuP0Bbh+bh53LCumrsvOA69UMacgmZfvXjzRwz0rgy4f+1st7Dtm4Y39HbRZXCwvS+Or55eQZNBw+3N78AYkPv7mclJjKBH3VPwBiZ3NZva1WtndYmFLQx9qUeSaObncsqiAX7xXx67mAZ68ZS4rp8W2m9c85OFQp43aThvvHOikttNGTqKeb66aTECS+cEbNcwrSuGlOxedsFDHIv6ARHO/g0GXj+o2K89ubaHD6mL1tEy+tWoyv3i/jk/r+/nLv83m8sqciR7uWemwujDbPVicPj482MXb1Z34JJkHVgbX5A8fH2F+UUrMn3e3L0Cr2YnF4eWTw728tOsYDq+fKypzmNBjcZUAACAASURBVJmfxH+9X8eUbBOvfvW8mLd8tluc9Nk97Gu18PKeNo72DJFh0nHZjGxe3duOUa/mlbsXk59imOihnpUhj592i5Nem4cParp4+0AnDk+AkvR47G4/Lm+AJ26Zw5IYKQF7JnzHz7vF4WVn8wAfH+qh5njOSpxGRUCW+dU1M2LSO3AysizTYnbSb/dQ1WZlZ7OZXc0D2E4K3b5jSTH3rSojQR87VbhiCUEQ9sqyPG/EzykKwecZSSE4lY8OdfPI+gaWlKZxWWU2P3i9hruXT+L7l06N4ChDx+Hx02Zx4vMH90BD7xC/+qAOq8vHdXPyeHlPG7Pyk3jl7sUxFy50KpIkM+T14/QEaO4b4q+bm9h4tI9p2Ql0DrrQq1W8cvciClLjJ3qoI+LxB7C7/fTa3Lyw4xiv7GlDpxHJToyjpd/BozfN4eLpsS1EQ/CFNOT2M+TxU9dl44Udx9hc34dRp2bI4+fu5ZP43popMRfjfTp8AQmnJ4DF6WHD4T4e39RI/5AHjUokO1HP/35lEbnJsan8n4okyTh9AdoHnDyzpZl/7m0nyaDB6vRx57JifnjZtIke4qiQZRlfQGbQ5aO+x87P3z1EXbcdAajITeTpW+eSGaMem1PxByRsbj8NvXb+trWFDw4GE8DzUww89+/zKcmIrcToMxGQZIbcfnrtLrbUm/nfXcdo6B0iyaDh8ZvmxEQjxdHi8gawOL20W5ysP9zHhwe76LV7+M21laypyIqpqntnw+HxY3P7sDh8dFpd7Gw2U9Vm5YqZOVw/Lz/mFU0I3lmDLh+DLh9DHj/+gMyxAQe1nTZSjTqunJkTs16OWEBRCEJgrAoBwBv723n2eN3yBcUpvPiVhefMhQFBIbTP7qG538HP3z3E0Z4h8pLjeO7fF1CaeW68jIbxByS6Bt28sb+DxzY2oBIEHrt5DudPPvfcieYhD7tbBnhkfQO1nTbuvaiU+y6aHPMK2ql4/RJ9Qx421PXy1KdNzMhL5HfXVRIXg+FbI+H0+mnoHeLRDY0c6rLx8A2zmBND1cTGgsXh5R+7jvHn9fVcUZnDz66qIE4b+wLCqUiSTIvZwR8+Oord7eNnV1VQlBb7yv+pSJJM35CHjUd6+ai2h3suKGFeYewVQhgNgy4fvTYXO5ssFKYZWFKSFtMetDPhC0gMOLyYhzxIMpRnmWIyB2IkZFnG5vZjOy5UF6YaYjJ8diSGjX9Dbj9Orx+jTqMoAyOgKAQhMB6FAOCFHa3sahng5bsWkRFjpS1Hi9sX4Ei3ndf3dbB6eibnlcRelY7RMujyUX3MCoLM0tL0c/JlBMEXUrvFSWPvEEvL0s8Ji86ZcHkDdFhdZCTozmn3riwHBTe3V6IgNbZDIEbC5Q3Q1DdEYVo8Rt25JyCcTP+QB0mSz9n7dxi3L2idzkrQn7P37zA2t494rfqcM2KciizLwaTWc1AZUPj/G0UhCIHxKgQAxenn/kvVF5DosLjITY47Jy0hJzPcn+BcnwcEreyxWOZO4dxHluVzXvBUUFBQUPg8o1UIzm3JVSEiaFTiOeluPx3/FxSBYRRlQCFSKMqAgoKCwv/fKBKGgoKCgoKCgoKCwv/HRFQhEAThi4Ig1AqCIAmCMKK7QkFBQUFBQUFBQUEhukTaQ3AQ+AKwOcK/o6CgoKCgoKCgoKAwDiKaQyDLch0o8akKCgoKCgoKCgoKsUrM5BAIgnCXIAh7BEHY09fXN9HDUVBQUFBQUFBQUPj/gpA9BIIgrANO1zb1h7IsvzXa58iy/CTwJATLjoY6rolCpXhDFBQUFBQUFBQUziFCVghkWV4ZjoH8X0AQQK+JGaeLgoKCgoKCgoKCwogo0msY0alFJV9CQUFBQUFBQUHhnCLSZUevEQShHVgMvCcIwtpI/t5Eo9eoJnoICgoKCgoKCgoKCmMi0lWG3gDeiORvxBJxWkUhUFBQUFBQUFBQOLdQQobCSJziIVBQUFBQUFBQUDjHUBSCMKKEDCkoKCgoKCgoKJxrKApBmNCqRVSiklCsoKCgoKCgoKBwbqEoBGFCKTeqoKCgoKCgoKBwLqJIsWFCyR9QUFBQUFBQ+H/t3XmcXFWd9/HPr7be0tkXErIBypYECIu4IMuAIeCCoMyIIkRUZGZA8BnEDRVEFHlGx2HwAUWRYRNRGMVBRUEiiIiAIhKWsCSQBUL2TtJbLef545yqvlVd1Vs63dVd3/frVa+uuuu599x77vmde+5tkZFIAcEgqdcbhkRERERkBFJAMAjMoFF3CERERERkBFJAUEYiZvTnHw431ydIxLUrRURERGTk2aX/mGykmtCUYmxDko3bO1jX0tHr9OMbU0OQKhERERGRwadm7QriMWPymDpiveyhRNwYW6+4SkRERERGJgUEPYjFjLH1yR6nmdCYwvrTv0hEREREpIooIOjFuMaeA4LxvYwXEREREalmCgh60VyXqPgfiMc3JqnX24VEREREZARTQNALMyt7l8AMpo2tH4YUiYiIiIgMHgUEfTC+oXtAMKW5jlRCu09ERERERjbVaPugqS5BY11X16BE3Jgypm4YUyQiIiIiMjgUEPTR1OauAGDG+AZiFZ4rEBEREREZSfQC/T5qrk/SkIqTjBvjynQhEhEREREZiXbpHQIz+79m9qyZPWlm/2Nm43fl+na1aWPrmDG+YbiTISIiIiIyaHZ1l6HfAvOdcwcAy4HP7eL17VLN9UmScfWyEhEREZHRY5fWbp1zv3HOZcLPPwEzd+X6RERERESkf4ayufss4FdDuD4REREREenFTj9UbGb3AruVGfUF59zPwzRfADLALT0s52zgbIDZs2fvbLJERERERKQPzDm3a1dgdiZwDnCsc661j/OsB17epQkrbzKwYRjWK5UpT6qP8qT6KE+qj/Kkuig/qo/yZGjMcc5N6W2iXRoQmNli4FvAUc659btsRYPEzB5zzh063OmQLsqT6qM8qT7Kk+qjPKkuyo/qozypLrv6GYKrgWbgt2b2hJldu4vXJyIiIiIi/bBL/zGZc+4Nu3L5IiIiIiKyc/RS/WLfG+4ESDfKk+qjPBlmZrbSzI6LDBqyPDGzRWb2sz5O+x4zu21Xp6lK6TypLsqP6qM8qSIKCCKcczo4q4zypPooT6pPNE/M7Bgzu9/MtprZynLTm9n5ZrbCzHaY2TNmtndk3HlhXIuZPWZmR5TM/jXgir4szzl3FzDfzA4YrG0dKfpynpQJ7GQXUblVfZQn1UUBgYjI6LIDuB74dLmRZvYx4KPAO4ExwLsIb/ows8Pxlf33A+OAHwD/Y2bxMP4wYJxz7k99WV7wI8IrpUVEpDopIBCRmmFmnzGzNWa2zcyeM7Njw/CYmX3WzF40s41mdruZTYzM9xMzey20uj9gZvMi4040s6fDMteY2YWRcR83sxfMbJOZ3WVmMyLjnJmdY2bPm9lmM/uOmVkYt5eZ/S6kZYOZ3WJm4/uyjc65PzvnbgJeKrP9MeDLwKecc08770Xn3KYwyVxgmXPucedfQXcj/tWAU8P4E4Df92N5AEvxwUJZZjbLzO40s/Vhe6/OL9vMLjazl83sdTO70czGhXFzw/77iJmtCvvvHDM7zMyeNLMt+eWE6ZeY2UNm9l8hD5/N530YPyPkz6aQXx+PjLskHA83hjxeZmaHlsx7R0j/CjP7ZF/mNbObgNnAL8xsu5ldVGkfiYjscs65qv0As4D7gWeAZcD5YfhE4LfA8+HvhDB8X+BhoAO4sGRZnwrLeArfYlVfYZ1nhuU+D5wZGf5r4G9hGdcC8QrzXw+8DjxVMvwy4EngCeA3wIzh3r/KEy4B1oQ8eQI4cbj3r/KEH0fyYyXwxCDup32AVflzD1/53St8vwD4EzATqAO+C/woMu9Z+Dem1QHfjqYLeBV4e/g+ATg45Mlf8f+Q8UXg/wD/BfwxkicOuAcYDxwDpIFO4ELgDcA7wvouxrf6b8jnSdg3x/WUJ8BxYbpontwc1nt+2BcrgEvxjUPXA+uBNuBwIA6cF46rh4G/A2uBiyPrnF1peZFpJoZpxpbJk3hI238ATWHbjojs8xeAPfF3Hu4EborknQvHWD2wCGgHfoYPXnbHH19HhemXhLx4PmzPqrCdE8NnM7AFuA94e9gPS8J2Z0LenBjS+/WwX/PnySbgK0AqpPUl4Piw3v8BcvhyZkmY90+RPOkEfkGZ84QK53UYd2oYlgMOHe4yqBbKrV7yQ9f36suTSxgF1/chzf/hTkCPiYPpwMHhezOwHNgfuBL4bBj+WeAb4ftU4DDg8ujBib84rAAawu/bgSVl1jcRX5hPxF/YX4oc+GPDXwPuAD5QIc1H4isEpRWdsZHvnwSuHe79qzzhktJCbCR+RlOelEzzTeBLg7if3oCvJB4HJEvGPYP/54nRfZoGEmWWMx5fGR0Xfr8CfKLkHJ+Or5xeGcmTQ4FsJB8ccHMkT34L/K5CnvwjPsC4HV+xXEkkIKiQJ+8N00Xz5P6w3rvDdswNaft4JE9eC9uewQchy+iqWC8D7o6s962VlheZJhmmmV1mX74FX/kut5/vA/4l8nuffJ7QFRDsHhm/EfinyO87gAvC9yVhu6LnSRvwGeAafMW6mXCe4Cvut+HPkweA5ZHlHh2mb8AHTjuInCfA54Af0hVoLI3kyZvDevN5shJ4kDLnCRXO6/B7v7A/ljJyA4IRVW71kh+6vldfnlzCKLi+D+WnqrsMOededc79JXzfhr9o7w6cBPx3mOy/8Rc+nHOvO+cexV80SiWABjNLAI34lq5SxwO/dc5tcs5txl+gF4dlt0SWk8JfjMql+QF8i1Hp8JbIz6ZK81e70ZQno8VozJPQdeYf8S1Lg8I59wL+TsAlwOtmdlukC88cfF/5LWa2Bb8Ps8A0M4ub2RWhO1ELvhIHvisNwPvwrccvm9nvzewtzrlX8a37L0fyZAJ+fzwUSdZbQ9pex7dmJcL2TzX/dp7HQtquD+vrT54cFpYdzZN8mX+lc26Lc24l/m7IiSFPFoV0zsPn3+n4yufzYb6X8IFNXlul5UWmaQ5/t5RJ96ywjzJlxs2g+D/Wvxy2YVpk2LqStJT+HhP5varkPNmEDxJPBDaHYfnz5GVgUjhPcsC2kuVaWPYe+MDg6six8/mQxuPxd4dWl+RJPdAaWV6CMudJD+c1zrlnnHPPlc4zkoy0cquX/ND1vbthzRPpv6oOCKLMbC6wEHgEmBYuuIS/UyvPCc65NcC/41vyXgW2Oud+U2bS3fG3kvNWEzm4zOwefAvjNuCnA9iGy81sFfAh4Ev9nb/ajIY8Ac4NfY6vN7MJA5i/qoySPAHfbWOdc+75XqfsB+fcrc65I/CVbIdvDQa/PSc458ZHPvVhn3wQf0E8Dv+g7dwwj4VlPuqcOwm/f3+Gbw0DfwGcE8mTv+O7nDwZSdKkCkn9ekjffPyt9zi+gtyfPMkHLNE8eQ3fTaVShWU/YJtzbrlzLuec+zW+Anx+GB/HBwx5z/WyvPwyV5ZUmvJWAbNDpaHUWnw+5c3G37VYV2bavtg98ozGXPz++TP+zsZ4M2uOnCez8QFaOfn1r8DfXdjunBsTOW6anXMn4vMkus2rgd3yP0KezMIHBz2eJyXn9agz0sqtcvmh63uXaskTRtn1fVcbEQGBmY2h6/ZvuYtKb/NPwF/Q98BfVJvM7PRyk5YZVrjQOeeOx9+iqgP+ob/pcM59wTk3C7gFOLe/81eTUZIn1wB7AQfhC61v9nP+qjJK8iTvNAbx7gCAme1jZv9gZnX4/uZt+LsA4PuoXm5mc8K0U8zspDCuGd9HdiO+petrkWWmzOxDZjbOOZfGVwDzy7wV+AjwS/xzAZ8DsqEVvTfNwPbw/VR8EPEqfciT8KBv/m6AmVk98G58niTwXWAuMrNmM5uJ7y70v2H2J4FmM9vTvHeE5bzNzB7HX+Dj+XU551rxz31UWh7AUcCvKmznn8N2XWFmTWZWb2ZvC+N+BHzKzPYIx/bXgB9XuJvQF1OBT5p/OPs+fD7diT92/wh8PeyrOP6tSbdUWM7Y8PcN+Ap+Ltxtagh3k+abfxtTX86Tx/ABVsXzZGfP62o30sqtSunV9b1o/mrIk1F1fR8KVR8QmFkSn9G3OOfuDIPXmdn0MH46PoLsyXHACufc+nDRvhN4q5kdbmZPhM978NHprMh8Mym5zeWcawfuAk4y/3aM/Pzn9GOzbsV3MxiRRkueOOfWOeeyzrkccB3wpr5sfzUaLXkS0poATsFXNAdTHf6VmhvwLeVT8d07AP4zpPc3ZrYN/+Dn4WHcjfguJGuAp8O4qA8DK813JzoH380GfMX79bCea/EXp5fzeRJsrJDWS/H9+VfjW9jzdx3uxHczSgHXVsiTI/EtlB/Dt3S3Ab+J5MlL+MrwlvB9Ob5LEvhjaCu+b3oLcBVwtnPuCOfcIcC3gDbzryfNOxcfvKzFP2B4a2R54IO775bbSOdcFh+svAEfbKwG/imMvh64Cb8fV+CDuPMq7K++eATf7349PuB6r3NuI77F/3z8nZ9X8V16vuyc+22F5eT/L8MG51wHfl8fEtLeEdazOPweG5lvJt3vbnwNfxfkf83sstLzpMJ5PWqMtHKrj/mh63sV5Mlour4PGVcFDzJU+uCjxxuBb5cM/78UP+ByZcn4Syh+wOVw/MNwjWGZ/w2cV2Z9E/EXngnhsyIMGwNMD9Mk8BWVc3tI91y6P8D6xsj384CfDvf+VZ74+cP3TwG3Dff+rfU8CcMXA78f7v2qPCkMmxr+xsI2fRP4WR/3w7uB26sgP5YAfxhJeVLpGCqZZikj96HiEXWO9JQf6PpejXkyKq7vQ5r/w52AHhPnW2IcXa/zegL/ANgk/C3f58PfiWH63fARZwu+9Ws1XU+qXwo8i38F1k1AXYV15l919wLwkTBsGvBoSMcy/OsDu70VI0z7I3wrUzqs/6Nh+B1h3U/iXzO3+2DtJ+XJgPPkJny/7ifxLRDTB2s/KU8Glidh3A3AOcO9X5UnhfPkfPxdhOX4Oyw23Pt3APmxJOyDEZMnlY6hMO5kuu5IrAPuGe59PNrPkV7yQ9f36suTUXF9H8qPhR0nIiIyKpnZEuBjzj9QLiIiJQYtIDCz6/H/sv5159z8MGwi/lbPXPyr+v7R+VdLiYiIiIhIFRjMh4pvILw/NuKzwH3OuTfibzN9dhDXJyIiIiIiO2lQuwyZfw/s/0buEDwHHO2cezU8mb7UObdPb8uZPHmymzt37qClS0RERESk1jz++OMbnHNTepuu3D+DGUxF/8zCzCr+MwszOxs4G2D27Nk89thjuzhpIiIiIiKjl5m93PtUVfR/CJxz33POHeqcO3TKlF4DGRERERERGQS7OiDo7z+zEBERERGRIbSrA4K7gDPD9zOBn+/i9Q2LXM7R0p4e7mSIiIiIiPTboD1DYGY/Ao4GJpvZauDL+H9ic7uZfRT/b+lPHaz1VZONOzpZ19LO3MlNjKnb1Y9liIiIyGBLp9OsXr2a9vb24U6KSL/V19czc+ZMksnkgOYftNqrc+60CqOOHax1VKNczrF+WwfOwcsbd7Dn5DE0pOLDnSwRERHph9WrV9Pc3MzcuXMxs+FOjkifOefYuHEjq1evZo899hjQMqrmoeKRauOOTrI5/+rWXA5eXL9d3YdERERGmPb2diZNmqRgQEYcM2PSpEk7dXdLAcFOWr+to+i3c/DKxlYFBSIiIiOMggEZqXb22FVAsBM6MtnC3YEo52DdVvVBFBEREZHqp4BgJ7R35iqPS+d0l0BERERGlaOPPrrsP4+9+uqrecMb3oCZsWHDhqJxS5cu5aCDDmLevHkcddRRheH/8R//wbx585g/fz6nnXZaUZeX97///bz00ksAdHZ2cvbZZ7P33nuz7777cscddxTW+cMf/rBiWr/97W9z44037tT2DsS3v/1tWltbC7/HjBmzU8ubO3cuGzZsoLOzkyOPPJJMJrOzSexGAcFOaEtnexy/oaQ7kYiIiMho9La3vY17772XOXPmFA3fsmUL//Iv/8Jdd93FsmXL+MlPfgLAmjVruOqqq3jsscd46qmnyGaz3HbbbQAsW7aMbDbLnnvuCcDll1/O1KlTWb58OU8//XQhqDjrrLO46qqryqYnk8lw/fXX88EPfnBXbXJFpQHBYEmlUhx77LH8+Mc/HvRlKyDYCe29BAQ7OrK0dg5+FCciIiKjy44dO3jnO9/JgQceyPz58wuVvscff5yjjjqKQw45hOOPP55XX30VgOuuu47DDjuMAw88kPe9732FCuhPfvIT5s+fz4EHHsiRRx4J+AemP/KRj7BgwQIWLlzI/fffD8ANN9zAKaecwuLFi3njG9/IRRddVEjPP//zP3PooYcyb948vvzlL/ea/oULFzJ37txuw2+99VZOOeUUZs+eDcDUqVML4zKZDG1tbWQyGVpbW5kxYwYAt9xyCyeddFJhuuuvv57Pfe5zAMRiMSZPngxAY2Mjc+fO5c9//nO39f7ud7/j4IMPJpHwL9S86qqr2H///TnggAP4wAc+AMAll1zCmWeeyaJFi5g7dy533nknF110EQsWLGDx4sWk076nx3333cfChQtZsGABZ511Fh0dHRWHX3XVVaxdu5ZjjjmGY445ppCeL3zhCxx44IG8+c1vZt26dQCsX7+e973vfRx22GEcdthhPPTQQwBs3LiRRYsWsXDhQj7xiU/gXFf39Pe+973ccsstveZHf+ml+TuhtzsEAFta0zSmtJtFRERGikt/sYyn17YM6jL3nzGWL797XsXxv/71r5kxYwZ33303AFu3biWdTnPeeefx85//nClTpvDjH/+YL3zhC1x//fWccsopfPzjHwfg4osv5gc/+AHnnXceX/nKV7jnnnvYfffd2bJlCwDf+c53APj73//Os88+y6JFi1i+fDkATzzxBH/961+pq6tjn3324bzzzmPWrFlcfvnlTJw4kWw2y7HHHsuTTz7JAQcc0O/tXr58Oel0mqOPPppt27Zx/vnnc8YZZ7D77rtz4YUXMnv2bBoaGli0aBGLFi0C4KGHHuK00/zb7PPb8MUvfpGlS5ey1157cfXVVzNt2jQADj30UB588EHe9KY3Fa33oYce4pBDDin8vuKKK1ixYgV1dXWFZQK8+OKL3H///Tz99NO85S1v4Y477uDKK6/k5JNP5u6772bx4sUsWbKE++67j7333pszzjiDa665hnPOOafs8AsuuIBvfetb3H///YXAZceOHbz5zW/m8ssv56KLLuK6667j4osv5vzzz+dTn/oURxxxBK+88grHH388zzzzDJdeeilHHHEEX/rSl7j77rv53ve+V0jv/PnzefTRR/udD73RHYIBSmdzZLLdHygu1drZe9AgIiIitW3BggXce++9fOYzn+HBBx9k3LhxPPfcczz11FO84x3v4KCDDuKrX/0qq1evBuCpp57i7W9/OwsWLOCWW25h2bJlgO+6s2TJEq677jqyWV8H+cMf/sCHP/xhAPbdd1/mzJlTCAiOPfZYxo0bR319Pfvvvz8vv/wyALfffjsHH3wwCxcuZNmyZTz99NMD2q5MJsPjjz/O3XffzT333MNll13G8uXL2bx5Mz//+c9ZsWIFa9euZceOHdx8880AvPrqq0yZMqUw/+rVq3nb297GX/7yF97ylrdw4YUXFpY/depU1q5d22290WUAHHDAAXzoQx/i5ptvLtw1ADjhhBNIJpMsWLCAbDbL4sWLC/mxcuVKnnvuOfbYYw/23ntvAM4880weeOCBisPLSaVSvOtd7wLgkEMOYeXKlQDce++9nHvuuRx00EG85z3voaWlhW3btvHAAw9w+umnA/DOd76TCRMmFJYVj8dJpVJs27atH7nQOzVdD1Bv3YWi0+VyjlhMrzITEREZCXpqyd9V9t57bx5//HF++ctf8rnPfY5FixZx8sknM2/ePB5++OFu0y9ZsoSf/exnHHjggdxwww0sXboUgGuvvZZHHnmEu+++m4MOOognnniiqMtJqbq6usL3eDxOJpNhxYoV/Pu//zuPPvooEyZMYMmSJQN+x/3MmTOZPHkyTU1NNDU1ceSRR/K3v/0NgD322KNQaT/llFP44x//yOmnn05DQ0NhfZMmTaKxsZGTTz4ZgFNPPZUf/OAHheW3t7fT0NDQbb3RZQDcfffdPPDAA9x1111cdtllhQAqv/2xWIxkMll4fWcsFiOTyVTcdz3t01LR5eb3MUAul+Phhx8um/6eXiPa0dFBfX19n9ffF7pDMEB96S4E/hWkrX2cVkRERGrT2rVraWxs5PTTT+fCCy/kL3/5C/vssw/r168vBATpdLpQkd22bRvTp08nnU4X9Sl/8cUXOfzww/nKV77C5MmTWbVqFUceeWRhmuXLl/PKK6+wzz77VExLS0sLTU1NjBs3jnXr1vGrX/1qwNt10kkn8eCDDxaeE3jkkUfYb7/9mD17Nn/6059obW3FOcd9993HfvvtB8B+++3HCy+8APiK8bvf/e5CwHPfffex//77F5a/fPly5s+f32290WXkcjlWrVrFMcccw5VXXsmWLVvYvn17n9K/7777snLlysKybrrpJo466qiKwwGam5v71IK/aNEirr766sLvJ554AqAov371q1+xefPmwjQbN25kypQpJJPJPqW/r3SHYIB6euVoqdaODGPqtKtFRESkvL///e98+tOfLrRUX3PNNaRSKX7605/yyU9+kq1bt5LJZLjggguYN28el112GYcffjhz5sxhwYIFhQropz/9aZ5//nmccxx77LEceOCB7LvvvpxzzjksWLCARCLBDTfcUHRnoNSBBx7IwoULmTdvHnvuuSdve9vbek3/VVddxZVXXslrr73GAQccwIknnsj3v/999ttvPxYvXswBBxxALBbjYx/7WKEC//73v7/w4O/ChQs5shmA6gAAIABJREFU++yzAd9NZunSpRx33HEAfOMb3+DDH/4wF1xwAVOmTCl61ehDDz1U9qHnE044odBNKpvNcvrpp7N161acc3zqU59i/PjxfcqX+vp6fvjDH3LqqaeSyWQ47LDDOOecc6irqys7HODss8/mhBNOYPr06YUHuCvts3/913/lgAMOIJPJcOSRR3Lttdfy5S9/mdNOO42DDz6Yo446qvBANsD999/PiSee2Ke094f155bHUDn00ENduXfcVpPl67bRke5bUNBcn2Du5KZdnCIREREZqGeeeabQQi3Dq62tjWOOOYaHHnqIeDxecbq//vWvfOtb3+Kmm24qO/7kk0/myiuv5I1vfOOuSuqQO+WUU/j6179e9g5PuWPYzB53zh3a23LVZWgAsjnX52AAYIdePSoiIiLSJw0NDVx66aWsWbOmx+k2bNjAZZddVnH8FVdcUXhN62jQ2dnJe9/73h67ew2U+rEMQEtb//4DcS7nHy6uT1aOckVERETEO/7443ud5h3veEeP4/fZZ59dUnkeLqlUijPOOGOXLFt3CAZgSz8DAoAdHbpLICIiUs2qsRu1SF/s7LGrgKCf0tncgCr3ndm+dzESERGRoVVfX8/GjRsVFMiI45xj48aNO/UqUnUZ6qetbWlUVoiIiIwuM2fOZPXq1axfv364kyLSb/X19cycOXPA8ysg6Kctrf3vLiQiIiLVLZlMssceewx3MkSGhboM9UM6m6OtU/9kTERERERGDwUE/ZDNqa+QiIiIiIwuCghERERERGqYAgIRERERkRqmgEBEREREpIYpIBARERERqWEKCEREREREapgCAhERERGRGqaAQERERESkhikgEBERERGpYQoIBPD/hVlEREREao8Cghqxdksbm3d0lv1vyy3taba0pochVSIiIiIy3BQQ1IhNOzpZvbmNVza14lxXUJDO5li9qW0YUyYiIiIiwykx3AmQobW9PcNrLe1MH9dAa2eGtVvay9412BVyOcfWtjSbWv2dikTMmDmhkVRCcamIiIjIcFFAUIM2bOtkR0eGts6hfW6gpT3N6s1ddyM6gFc2tbLXlCbMbEjTIiIiIiKemmZr1FAHA5W0dWZZu7W9qBuTiIiIiAwd3SGQYbdpeyebtncCsP+MscRjulsgIiIiMlR0h0BEREREpIYpIBARERERqWEKCEREREREatiQPENgZouB/wTiwPedc1cMxXpFdkZHJkt7Z46xDQnMjI5MFucgGY8VxqezrtsD0bGYETMjZoS/Xd/NGNI3KuVyDgc458i/XdbhKH2G2wwMn758evXmp9rinKMzmyOddaQzOdK5HJmsI5tzZHLhbzZHa2eWzqwfl8nlyDlHwmIk4kYibiTjMVKJGKm4EYvFis+FmP8eN8NKzhGLhXOE4uOxcnq7juWiY9xBzvnjPufC+DAuP31+eH454MdV4lNFIT3587g0reYnLvqdny46f6Xt8emgUKa4yHb67eq+zeW2I3p+l25VaVqi+7mn7TKrvE1dvyIr6LaB0a+ukOb84Og2l9svVmYVpWnFKJRd+WML6HYMDqV8GVw4FsuUv4DKYBl2uzwgMLM48B3gHcBq4FEzu8s59/SuXvdAbNzewS+feq1QeMSt6wTNOcfaLW1kci5cDB3ZXK7rYplzZLOOdDYXpsmRDn9jMb+szmyOzkyOdP7CG353ZnNFBV+lwjhuRjxUOOOxyMeMWIzwO0bcKJpue0emW6EYj1ygx9QlSCVipLNhm7KukPZM5G+6UBHwlYF8hSFf2OXChbf4tx+W9Vczv+5w8c+nPR7zaWmuS5CI+9+JWCz89RWN0t/xWIxEzCLD/G/whW7OUagMOMoUzJFKAxRfkAHSmRwt7ZnCxScXKcXNjGRYZzJUgvLp8t9jhe/Jwt+u76mEkYrHqUvGSMVj1CV8JSoZ9/MVX3CtKOjouoBCLpc/xnx+dGb833w+ZXMlFbqcI5vNkXWQyeVCJc/nUSoRoy4Rpy7h01OXjNGQTDC+MUlTXaJk+/y2p8I2JeK62ThSZHPOB7vpHB2ZLB3pHJtbO3llUytrt7SzYVsHG3d0sGlHJxt3dNLSlmZHZ5YdHRk6Mv17O1kybtQl4uHYyn+Kf6dKhyXj1MX98ZeMxwrnQVEdylEog/JlaSZSpubLqq6yuLi8ypdtpd8ddKvodlWcQ0UzZsStK/CP58vVkjI1FimrY6XTxyKNBWF5ZlY4T4uuK+H8jAZlWUfXNNmuMjZaprl8AJH/HoKKwjpjXdeTfPkb/R0vTFcyvKTMzpfB0WsSdK23uEGiq2EiF0bmgNJGldKyOD8gOlXMrFD2JGJWKDuTsa4yKRmuG9EyOBE3H7AmfPmVKjoOYyTjcV8GR9ZVrgzO/8zmcuG66QPqTCSYzkTqBV1lcI5caZkcrqF10TI46c+FxlScCY0pGlLxwr4u2pbwXS/jkJ01FHcI3gS84Jx7CcDMbgNOAqoyIFizpY0v/uypAc9fKJgiBVQiZtQn4zTWxQsncmMqESqAoYIYj/lCJxTahdYfulpRcs6RixQe2ZwrXBiyOUcu5//zcDaXLVQE89O1dWbJuvywrop6fhqgUJFNxrsKnWhFO1/YphIxGiLj8xeG0pbw4t9GOptlW1umkI5sjqI0ZHOOhlS8cBFsy2YLgUi04EyHi3f0ApkveDNZX2GJtsYbxWkqtChFWmG6t+D5vMiFq1dhivAn54orGZlB/OduMaOwz4taQSu1iA6BukSMcQ1JJjSmGNeQZHxjkglNKaY117Hb2Hqmj69n+rgGGlLxogtt/rtauoZHZyZHWzpLRzpLWzrLph2dvLBuOys27mDFhh28vLGVtVvb2NKaLpovFY8xaUyKiU0pZk1spKkuQVMqTmMqQUMy7oPwUE7EMLKu6/yLVrLT2RwdmfBJ5+jMZsPfHFta03Rkc3Sks3Tmp8lkd+qYLq0YJkqC9XygnoobDclkoaxLhMYFjFD+hjZsF638lSs7fUNDvkKeyTly2Vwoq4vLt/y8hd/58a6rQSUeqWBHG0W6fufLZqMhmShMkw9CjHyZVly+xehqbY6mP5vDrz8fiBSG+++d6VzX8GzJ+Mj0ufA9H7xASet9pBwGX8ZhEAut+hZJX6QILvrdrQzOuaKK92D+g82YUahk58vd6N2ncGgMaRncmIqHsjfF+IYk4xqSTBqTYtrYeqaNrWfGuHqmjaujPpHoKnsjZbFIb4YiINgdWBX5vRo4vHQiMzsbOBtg9uzZQ5Cs8vabPpZHv3BcUct2vsBv7cyyalOrL5DzrdWRC0pPt/gmN6eYPq5hiLemy1Nrtpa9TZm327h6pjTX7dI0bGntZNWmth6nqabXjrZ1Ztnc2snEplThd9Y5krEYOedoz/iKTL7VpyPt6Mxmi7pcdGZ8q32htTLb9b0z8r2rhdN/7wwVq9ILaulFNm4QjwRmcYsek+FuUdFdFCu6qxKPxwotnOmsoz2djVTg/PftHRm2tHaypS3NltY067d38Pzr29jali66GMZjxpQxdUwbW1e4SE0bW8/0cfXMnNDAlOY66pJx32ocj5NMdLXeDVXAEA2Uo62q+Ys9dHVnyHdBKA1uo62n1SLa6t+eztLamWHlhh28tN5X/FdubGXlxh28urW9ME9jKs6cSU0cNnci08fVM2NcAzPG1zNjfAMTGpOkEvHiu3WRbj35ymc+20q7q+S77LiSSm++Etzte6R1u7OwHT5AiC4/FqnXJGKxQqNKKh6nLuHzpFwjgJ+3eHhp957ws5voHbl8g01+eNG2lnTfiQbvULlLTHS90UpxtzsUPXTnKe2mRMnyum1ThS5J0d+VuiV1GxfZP8V7rNJWUrS/uwUCkfGVuKI88GnIhLvbHZmuu+6dme535NNZFxmWvxueKzPOH5vRO/SxsLOjZXC0PI3eMYmWv4mSMrhQJufL7pBxnSFY7sjfvcv486ClPc3WtnShHF6zpY1la7fS0p4p2i+peIwpzfny1zfWTAsNNrMmNDKxKVUIFPINkfmgeSi4Mo2S0R4F0TI4GgDmy978uZvfl9XU0JTJ5mjP+PK3PZ1le3uGF17fzsyJjRw0a/xwJ69PhiIg6KmM7Rrg3PeA7wEceuihQxRzd5cMJ1Q57eksmeywJU2GWEMqTkOqK4irT8YHvCznigvBfIt/UWUCX4GK9q8tJ9pfNtqlLFpJi94N6e+zC/kAOBvS2XXLu7j1t60zw5rN7azd2s66luingz+v2MSWtuJW5/pkjGnN9ew2ritYmDwmxYTGFJPGpJg8JkVzfdJXPuPFfc2j29mtMhP2XbTltasl0/d5396eobXTF9Rt4dOeztHemf/u/0L3O1xmvotBYypOUypBQ/jbVBdnbEOSCY1J6pPxQutz/q5aviU32tI7UC60wEcrLZ2hdX3NljZefH0Hqza18krkk98eA2aMb2DPKWM4dt+pzJ3cxBunjWHWhEbqk/FCNx21JMpoFu0yWq4MjlZKeyqDu4KZ4jK4K9DcuTK49FpRKM/yd6QjXXe3d6RZtbmN17b4sve1lg5fBm9r57l1LezoyBYte0xdoihQmDa2nkmRMnjKmBSNdclCcBOPlIH54qtSGVw2zaGxbHt7hh0dGdo6c0XlbdHfzmyhS2K5XgZ1Sd+zIloOj6lLMK4xwYTGlG/AiARcyXAdScZixGKEvztXBqeLGvR8sNnameWVja2s2LCDVza1FpXDmZzj0DkT+Ok/v3XA6x1KQxEQrAZmRX7PBNYOwXpFqkahNb/iE3fVIxa6gfSlcNh3+jhyoe9sZzZHOtIyt6UtzepNrby2NXKhamnnta3t/G31FtrT3fujpxIxxjckGduQpD4R8xXWUGnNBzz5XZiOtADmu5zkK8mFCn8628OjoiXbbV0Xu/52A2hIxhnbkGBsvU97c33X97GF7wnGN/qL74TGBMlEvKgbhVlx98BsLsfWtgxbWtNs2dFJS3ua9ds6WLetg9e3dfB6SzurN7cVKv4A4xuSzJ7YWKj47zmlib2njWFcg++DXJ+MF7r8iNSSfGWw2svg/l4r5u8+vtCVtvTuyKbtnaze0sqrhYDBN9is3NjKIys2le3q2pCMM77Rl2H1Cf+cW31oMLDSMjhS7naVw11lb1s626/njqLPn/S3DB5Tl2BsfYLmUNaWK4vHhTJ4fOj2mojHCkEbdC+DM1n/fNXm1jRbW/1dmte3dfhyuKWd17d1sGZzG53Zrm2c0lzHrAn+rsCeU8ZwwoLd+rchw2goAoJHgTea2R7AGuADwAeHYL0iMgRiMaM+Fu92B2UOcODM8UUXqHwlviOTZcP2Dta1dLB5RzrSJcn/bWnL0JHxXbba0/mH7iNdMBwkE0Yq4R9ATSViNKTijE8kqUvE/d2dcCFrSIaKcKRC3JjyrU35vvENKf98T7QFKZvzb5DKZB3t6RzbO9Jsa8+wozNLa4e/47C9I8O29jQt7Rla2n26t7alWb25lZa2TFFlvVQy0qc9GfMX2+jLCNKZXNlgJhk3pjb7Ln7H7juVWRMbmT2xkT2mNDFtbD31yRj1YR/UJfT8hsho57sgdS+D95jcxMFufEn3KX+HsT2T5bWt7azf1uEbHdo6/d/WTra2+bKuPZNj+/bOQjdSSrrBlT6U3VQXZ0JTsrjcTcapDy+oqE/GQtnsy6fGVLykDI5HuiHmu2znyOagNXTD2daeZkdHltZO3zXSl8EZWtrSvgxuz7BxRycrNrTS0p6ms4eAJBUvvqsLRF6k4ooq+lENyThTmuuY2lzHgTPHM2diI7MmNrLX1CYmNqWoT8apT8SpT/mHxEeKXR4QOOcyZnYucA/+taPXO+eW7er1yshh4QEu329QRpt8n1VKeuK9YWpzoStMvh9v/m0cXQ89+ktP9DWRedHb86Wvsyx989Zg9/3P3wqPvl0s+uatTKS70uYdnbS0ZQoXq22hP3B7Olf0Fq+co+gh2GQiRnNdoqiVyz/rkyp6cLAu3ElRq7+IlDKz8Oai7hXTvac1F7rCZCJvS/JvQup64Dz67Ejxsouf0Ym+cSv6Rq1E6LbTNWznyipX6I5U+jfyJrHwHJ5/Bi5dCHIKgUNbuvCa5Xw3LCDyUhj/Bidf/voyeHxjkunj6pnQ6Cv9XW9LC3exR3gZPCT/h8A590vgl0OxLhl5po3d9Q80S3Uys/CmLWhg5LSk5Fvk+qr0zSy5yIU2V3KVjb4dJvqgeLU9RCciI59/RspIjaD/U2v5MrEfl4zSQCd/Bzj/QoPS5efL4NJXm49mQxIQiICvROX76OWNb0wqGJBRL/p+dhERGVr9bcSpRQoIalB9MsbuExrYuN33FezpdaSDqbk+yT67NbO5tZNM1pGIGZPHKBgQERERGU4KCGpMLAazJzVSl4jTODHB2LY0r2xsHbL1J+MxpjbXD9n6RERERKRnCghqRDzm36U+bWx90cNF4xqSTByTGsaUiYiIiMhwUkBQI/abPrbiuOlj69nRmak4XkRERERGr9H9yLT0SSxmNNcnhzsZIiIiIjIMFBCIiIiIiNQwBQQiIiIiIjVMAYGIiIiISA1TQCAiIiIiUsMUEIiIiIiI1DAFBCIiIiIiNUwBgYiIiIhIDVNAICIiIiJSwxQQiIiIiIjUMAUE/ZCIGWbDnQoRERERkcGjgKAfEvEYY+oSw50MEREREZFBo4Cgn8Y3Joc7CSIiIiIig0YBQT+NrU8OqNtQMq5dLSIiIiLVR7XUforFjHEN/b9L0JRSVyMRERERqT4KCAZgXD+7DZlBfVK7WkRERESqj2qpA9Bcl+hXt6HGVBzT64lEREREpAopIBgAM+tXi3+T3kwkIiIiIlVKAcEA1SfjfZ62IdX3aUVEREREhpICggFq6EdAoAeKRURERKRaKSAYoL7eIahLxojH9PyAiIiIiFQnBQQD1Nc7BI3qLiQiIiIiVUwBwQDFYkZdHx4sbq7XfzYWERERkeqlgGAn1Cd6bv1PJWID+idmIiIiIiJDRQHBTqhP9bz7Jo9JDVFKREREREQGRgHBTujpOYJ4zJjQqIBARERERKqbAoKd0FNAMGlMipjeLiQiIiIiVU4BwU5IxGNl/+nY+MYkU5vrhiFFIiIiIiL9o4BgJ00bW1zxnzgmxayJjZjp7oCIiIiIVD8FBDupuT5JY52/SzCuIcnu4xuGOUUiIiIiIn2ngGAQ7Da2nsa6ODMnKBgQERERkZFFAcEgaKpLsMekJj1ELCIiIiIjjgKCQaJgQERERERGIgUEIiIiIiI1TAGBiIiIiEgNU0AgIiIiIlLDzDk33GnoxszWAy8Pw6onAxuGYb1SmfKk+ihPqo/ypPooT6qL8qP6KE+Gxhzn3JTeJqrKgGC4mNljzrlDhzsd0kV5Un2UJ9VHeVJ9lCfVRflRfZQn1UVdhkREREREapgCAhERERGRGqaAoNj3hjsB0o3ypPooT6qP8qT6KE+qi/Kj+ihPqoieIRARERERqWG6QyAiIiIiUsOqOiAws1lmdr+ZPWNmy8zs/DB8opn91syeD38nhOH7mtnDZtZhZheWLOtTYRlPmdmPzKy+wjrPDMt93szOjAz/tZn9LSzjWjOLV5j/ejN73cyeKhl+mZk9aWZPmNlvzGzGzu6f4TDK8uQSM1sT8uQJMztxZ/fPcBhlefLjSH6sNLMndnb/DIdRlicHhrT93cx+YWZjd3b/DIeRlieV0hvGnRqG5cxsRL6lZZTlh67v1Zcno+L6PqScc1X7AaYDB4fvzcByYH/gSuCzYfhngW+E71OBw4DLgQsjy9kdWAE0hN+3A0vKrG8i8FL4OyF8nxDGjQ1/DbgD+ECFNB8JHAw8VTJ8bOT7J4Frh3v/Kk+4JJqmkfoZTXlSMs03gS8N9/6t9TwBHgWOCt/PAi4b7v1bC3lSKb3h937APsBS4NDh3rfKD13fqzBPLmEUXN+H8lPVdwicc6865/4Svm8DnsEfaCcB/x0m+2/gvWGa151zjwLpMotLAA1mlgAagbVlpjke+K1zbpNzbjPwW2BxWHZLZDkpoOzDF865B4BNZYa3RH42VZq/2o2mPBktRmOemJkB/wj8qNI01WyU5ck+wAPh+2+B91XY7Ko20vKkh/TinHvGOfdc//ZAdRll+aHre3fDmifSf1UdEESZ2VxgIfAIMM059yr4AwIfpVbknFsD/DvwCvAqsNU595syk+4OrIr8Xk3k4DKze4DXgW3ATwewDZeb2SrgQ8CX+jt/tRkNeQKcG271Xp+/DTqSjZI8AXg7sM459/wA568aoyBPngLeE76fCszq5/xVZ6TlSUl6R53RkB+6vnepljxhlF3fd7URERCY2Rj8LaMLSiLxvs4/AR/h7gHMAJrM7PRyk5YZVohKnXPH429R1QH/0N90OOe+4JybBdwCnNvf+avJKMmTa4C9gIPwhdY3+zl/VRkleZJ3GiP07kDUKMmTs4B/NbPH8bflO/s5f1UZaXmys+mtdqMlP3R9L5q/GvJkVF3fh0LVBwRmlsRn9C3OuTvD4HVmNj2Mn46PIHtyHLDCObfeOZcG7gTeamaHRx44eQ8+Oo22fs2k5DaXc64duAs4KTzQkp//nH5s1q2M0NvuMHryxDm3zjmXdc7lgOuAN/Vl+6vRaMmTkNYEcArw496mrWajJU+cc8865xY55w7BB2kv9mX7q9FIy5MK6R01Rml+6PpeBXkymq7vQyUx3AnoiZkZ8APgGefctyKj7gLOBK4If3/ey6JeAd5sZo1AG3As8Jhz7hF89Jhf30Tga5FbS4uAz4Xos9k592qorJwIPOicWxWdv5dteWOk+8N7gGf7Ml+1GWV5Mj1/GxQ4Gd81YsQZTXkSHAc865xb3Y95qspoyhMzm+qce93MYsDFwLV9ma/ajLQ86SG9o8Joyg9d37uphjwZFdf3IeWq4MnmSh/gCPztoyeBJ8LnRGAScB/wfPg7MUy/Gz7ibAG2hO/5J9UvxZ+kTwE3AXUV1nkW8EL4fCQMm4Z/08aTwDLgv4BEhfl/hL89lQ7r/2gYfkdY95PAL4Ddh3v/Kk+4Cfh7WMZdwPTh3r+1nidh3A3AOcO9X5UnhfPkfPzbO5bjKwQ23Pu3FvKkUnrDuJNDejqAdcA9w71/azw/dH2vvjwZFdf3ofzoPxWLiIiIiNSwqn+GQEREREREdh0FBCIiIiIiNUwBgYiIiIhIDVNAICIiIiJSwxQQiIiIiIjUMAUEIiIiIiI1TAGBiIiIiEgNU0AgIiIiIlLDFBCIiIiIiNQwBQQiIiIiIjVMAYGIiIiISA1TQCAiIiIiUsMUEIiIiIiI1DAFBCIiIiIiNUwBgYiIiIhIDVNAICIiIiJSwxQQiIiIiIjUMAUEIiIiIiI1TAGBiIiIiEgNU0AgIiIiIlLDFBCIiIiIiNQwBQQiIiIiIjVMAYGIiIiISA1TQCAiIiIiUsMUEIiIiIiI1DAFBCIiIiIiNUwBgYiIiIhIDVNAICIiIiJSwxQQiIiIiIjUMAUEIiIiIiI1TAGBiIiIiEgNU0AgIiIiIlLDFBCIiIiIiNQwBQQiIiIiIjVMAYGIiIiISA1TQCAiIiIiUsMUEIiIiIiI1DAFBCIiIiIiNUwBgYiIiIhIDVNAICIiIiJSw2oiIDCzJWb2h0FalpnZD81ss5n92czebmbPDcayh5OZ3WBmXx3udPSXmS0zs6OHOx0jnZktNbOPDXc6+srMLjGzm4c7HSPVSCq3SstvM9tuZnuG7w1m9gsz22pmPwnDvmpmG8zstSFMY5/Lod6mNbNfmdmZfVzWSjM7Lnz/vJl9vy/z9YeZXWtmXxzs5YpIdRlwQBAKonVm1hQZ9jEzW9rH+QetAhIK2O3hkzWz9sjvzw/GOiKOAN4BzHTOvck596Bzbp+BLKi3So2Z1ZnZD8zsZTPbZmZ/NbMTIuPnmpmLbOv20VxwlwtanHPznHNLhylJVWWkVeqrkZkdbWarhzsdu9rOlFu92dWNC865Mc65l8LP9wPTgEnOuVPNbBbwb8D+zrnddlUayqSpz+VQdNpy1wDn3AnOuf8eQBq+5pzbqfO/XOOZc+4c59xlO7NcEal+O3uHIAGcPxgJ2RmhgB3jnBsDPAicm//tnPvaIK9uDrDSObejtwnNLLGT60oAq4CjgHHAF4HbzWxuyXTjI9tbtQX3IOyPEaXWtleGlpnFhzsNVWAOsNw5l4n83uice30Y0yQiMvI45wb0AVYCnwU24SukAB8DlkameSvwKLA1/H1rGH45kAXage3A1WH4vsBvwzKfA/5xAOlaCnysZNgS4A/AvwObgRXACZHx44AfAK8Ca4CvAvEyy/5oSHM2pPtS4Ghgdcl++QzwJNCBr9R/Jix3W9iuY4HFQCeQDsv6Wx+370ngfeH7XMABiT7Ou1/YP1uAZcB7IuNuAK4N+38b8HtgThhnwH8Ar4e8fBKYH8bVhf36CrAuLKMhjDsaWB22/zXgJuAZ4F2R9SaADcDB4fdPwrRbgQeAeWH42WFfdYb99YvI/j4ukpZvA2vD59tAXUla/i1sx6vARyLpOBF4Omz7GuDCCvtwL+B3wMaQ7lsIx38P+T8DuANYjz/2PtlDHt0AfAe4O6TlEWCvgZ5TJcuuB24Oad8S5p8WOW8uAx4K6/0NMDky73vwx8yWMO1+YfhH8nkRfr8A3B75vQo4KHx3wDnA8/jz8DuA9fHY3QN/TG7DH6NXAzdH87ZM+ZQ/LmL4surFsO23AxPLrKMJaANyYR9uD3lX8bga4PHxuXCsbQZ+CNSXHKOfD/OuBD5UcmxcA/wS2AEchy+7bsQfWy8DFwOxMP01wE8j838DuA9/Phfts7CuT+OP2x348nAa8Kuwz+8FJkSm7+952p9zYBJwF9AC/Bl/XP4hMt4Bb8CXv9Ey9BMl+XdDH46NNwGPhXWtA74Vme7NwB/xx/zfgKN7SHN0mZfgj7HaQuJdAAAMsklEQVQbw75bBhxaOi0VrgFErmH07XiKrjd/TlxN1zG8HcgAl4Rx+XNhG/44PDlyfYhe37ZEjruvRtb5cfx5vink04ySvBnQOa6PPvoM72fgM3YVanfmCwsiAQEwMRQIH8ZXik4LvyeF8YVCL/xuwlcePhKmPzgUgPkLzQeBJ/uQrqLlhmFLQqH7cSAO/DP+wm5h/M+A74Y0TMVfhD5RYflLKL44HU33C+sTwCygAdgnbNeMMH4uoYIXLcD7uM+nhQJ738iyHL4CuxpfuZhcYd5kKMQ/D6SAfwgXhH3C+BvC7yPxFaD/zG8ncDzwODAeX5nYD5gexn07XBQmAs3AL4CvR/ZNBl8RqQv740vALZF0vRN4NvL7rLCcfCXsici4G4hcmKLHYfj+FeBPIQ+n4C/ml5Wk5SthX5wItBIqOfgA4e3h+wRCgFJmP74B32WsLqzjAeDbPeR/LOy7L4X9vifwEnB8heXfgL/Qvgl/HtwC3DaQc6rMsj8R8qcRfx4cAoyNzPsisHdI91LgijBub3wl8R1h312EP5by27MlbOd0fKV0TZhvz5C+fAXVAf+LP45m4yuHi/t47D8MfCvs9yPxx2pfA4ILwnExM8z/XeBHFdZTblkVj6sBHh9PheNjIj4A+2pk3ZnIdh4V9nv0HN0KvC3s73p8pfPn+HNmLrAc+GiYvjH8XgK8HV+ezuyh3PoTvozZHR80/wVYGNLyO+DLAzlP6f85cBu+Qt0EzMeXb90CgnJlaJnt6u3YeBj4cPg+Bnhz+L47vhJ+Ykj/O8LvKRXSHF3mJfhy+kT8efZ14E89THtzybKW0hUQ9OV4qrisMPwg/Lm2MPw+FR+gxYB/wh9j+fJ8SXRfl+Yn/rqxAX99rgP+C3igJG8GdI7ro48+w/sZ+IxdAcF8/EVqCsUBwYeBP5fM8zCwJHwvFHrh9z8BD5ZM/10iF6E+pqtouWHYEuCFyO/GUHDthr8AdhBatcP404D7Kyy/qMCk/IX1rMjvN+AvrscByZJllS3AK6w3iW+l+25k2BjgUHzlcBrwU+CeCvO/Hd+iF4sM+xFdrUY3ECqekWVn8RWXf8BXLN5cMr+Fi0m0BfstwIrIvukktIBG9sc2oDH8vgX4UoU0jw/5NC6Sxp4CgheBEyPjjsd378qnpY3I3ZSQL/kKwCv4CvPYfh5v7wX+2kP+Hw68UjLP54AfVljeDcD3I79PJARM9POcKrPss/CV2QMqnDcXR37/C/Dr8P2LFLf6x/CVtKPD71X4CsIHgO/hA+p98cH9XZH5HHBE5PftwGf7sI9n4yvKTZFht9L3gOAZ4NjIuOn4BoJud9YqLKvicTXA4+Ockvx9MbLu0u28Hfhi5Ni4MTIuji+79o8M+wTFd2nfhA8wXwZOq7SddL8bcQdwTeT3ecDPBnKe0o9zIGxTmtDoEYZ9jV0XEDyAv9MwuWSazwA3lQy7Bzizwj6ILvMS4N7IuP2Bth6mrRgQ9PF46mlZU8I0H+jhGH0COCl8X0LPAcEPgCsj48aE/JobyZt+n+P66KPP8H92+i1Dzrmn8C0Cny0ZNQN/EYp6Gd/yUs4c4HAz25L/AB/CV9oHQ+GNE8651vB1TFhvEng1st7v4lsDB2pVZF0v4FsoLwFeN7PbzGxGfxZmZjF8d5tO4NzIsrc75x5zzmWcc+vCuEVmNrbMYmYAq5xzuciw0vyIpns7viIxwzn3O/wt6O8A68zse2EdU/DB1eORfffrMDxvvXOuvWR/PAO828wa8V1Rbg3bGTezK8zsRTNrwV/IACb3bU91O+ZeDsPyNrquvsbg7xCMCd/fh6+cvWxmvzezt5RbgZlNDXm4JqTx5jLpWxX5PgeYUXJcfx4fwFUSfTtKNI39PadK3YSv1NxmZmvN7EozS/Z3veEYWhVZ7+/xFa8jw/el+Nbto8LvqErr6MkMYLMrfm6ndD/0ZA7wP5H9/ww+2O0pD0rX39NxVTCA46N0WeW2Mzo+Ou9kfIt7adoKx4Nz7s/41njDV856si7yva3M7zEwoPO0P+fAFLqenYpu067yUfwdsGfN7FEze1ckzaeWpPkIfDDZF6XHef1Aninq4/FUad4kvpHoVufcbZHhZ5jZE5Htmt/XZdK9LNiOv3MSLYMGco6LyDAbrNeOfhnfHSdaKKzFF6pRs/Eti+BbEqJWAb93zo2PfMY45/55kNJYySp8K9vkyHrHOufm7cQyi7bNOXerc+4I/P5w+C403aYrx8yMrv6873POpfuwXiszbi0wKwQXedH8AH83IL/eMfguDWvDNlzlnDsEmIe/gH4af+u4Dd+tK7/vxjn/cHdpmqJ+hL8LcxLwdAgSwHcLO4muvtFzS7ant/1VeszNzqe/N865R51zJ+EDwZ9RufL09ZCOA5xzY4HT6b6/o+lchb9jEj2um51zJ/YlXSX6e04VJ8q5tHPuUufc/vhnEd4FnNHf9YZjclZkvfmA4O3h+++pHBAMxKvAhOgbzfDbnbcDH5jm0xenOChdhX9mKJoH9c656LGfV24f9ue46svxMSvyvXRZ5bYzOj6avg341tnStBW2y8z+Fd+1Yy2+q9dg6O952p9zYD3+LknpPhqoHo8N59zzzrnT8Of9N4Cfhv2/Cn+HIJrmJufcFTuRlnJ6K9P6cjxV8l/4u7EX5weY2RzgOnzj0STn3Hh8F7YBlbFhX02i+DoiIiPQoAQEoUL3Y+CTkcG/BPY2sw+aWcLM/gl/6/R/w/h1+L6kef8bpv+wmSXD5zAz228w0thD2l/FP0D5TTMba2YxM9vLzI4ajOWb2T5m9g9mVofvV9qGb50Evw/mllTSS12D77P/budcW8myDw/Lj5nZJOAqfHeBrWWW8wj+4nhR2LdHA+/G99fNO9HMjjCzFP5Bvkecc6tCPhweWpx2hO3Ihpbi64D/MLOpIU27m9nxveyW24BF+Gc5bo0Mb8YHZxvxF/HSN0SVHjOlfgRcbGZTzGwyvs9yr++qN7OUmX3IzMaFgKuFrjwq1Ux44M7MdscHRj35M9BiZp8x/870uJnNN7PDektXGf09p4qY2TFmtiBUilrwlclK2xl1O/BOMzs2HAP/hs+nP4bxvweOwXe7W41/09difEXhr33ZMOt6he7c0nHOuZfxD35eGvLqCPyxm7cc3wL7zpC+i/GV4LxrgctDZYhwfJxUISnrgElmNi4yrD/HVV+Oj381s5lmNhHfUv7jkvH57Xw7Pmj7SbkVOeey+Ly53Myaw/b9n3zazGxv/AsSTsd3N7vIzA6qkO7+6O952udzIGzTncAlZtZoZvsDZ+5EWns8NszsdDObEsqyLWFwFr8P321mx4f01pt/Je3MnUhLOb1dA/pb3gBgZp/AB+QfLLkr3ISv9K8P030Ef4cgmp6Z4RpQzq3AR8zsoHBN+xr+OrGyL+kSkeo1mP+Y7Cv4wgYA59xG/MXs3/AXjovwb5fZECb5T+D95v/B11XOuW34SuIH8K0Qr9H1MCqhwrZsENMbdQb+1nv+zR8/pe+3hntTB1yBb817Dd8Slf/fCPkL/UYz+0vpjOEC/wn8Q2GvWdf/GvhQmGRPfBedbfhWng58y3s3zrlOfPecE0Ja/h9whnPu2chkt+Lv9mzCP3CaX89YfMV/M/528Ub8m4XA97V9AfhTuKV9L/5B6opCEPYwvpU6Whm6MSx/DT4v/lQy6w+A/cOt7p+VWfRX8RXHJ4G/4x+K7Ov70D8MrAzbcA6+ElXOpfj+8lvxbwK6s6eFhgrOu/F5uAK/77+Pb1ntl/6eU2UWsRv+2G7Bd5v5PX0ImJxzz+H3x3+F9L8bH6B2hvHL8ZWWB8PvFnw3lYfC9vfFLLryvpwP4vuib8IfozdG0rcV/8zD98P8O/AP2ef9J/7B99+Y2Tb8cXV4hW19Fh8AvBSOsxn077jqy/FxK74R4qXwiS7rNfx5thb/fM05JedoqfPC9r6Ef5ParcD15run3Ax8wzn3N+fc8/hy56ZQkdsZ/TpPB3AOnIvvZvIavv/6Dwea0D4cG4uBZWa2HX+cfMA51+6cW4W/C/J5fOV5Fb4yPtj/zLPHawD9LG8iTsNfH9ZGrhufd849DXwTX/6uAxbgH2zP+x3+rUivmdmG0oU65+7DP1N0B/7O3V74a3avzP8zvO19TL+IDLH8W3ZERIaNmV2Mf97ku8Odll3JzFbiHxi9t8y4o/EPhQ52K7SIiEiP9I+TRGTYOed22X+2FRERkZ4N9u1PEREREREZQdRlSERERESkhukOgYiIiIhIDVNAICIiIiJSwxQQiIiIiIjUMAUEIiIiIiI1TAGBiIiIiEgNU0AgIiIiIlLD/j/A/jbaA/1JGgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 936x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res.plot_components(figsize=(13, 8));"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(15, 5))\n",
"\n",
"ax.plot(dta['distinct_freq_sum'])\n",
"ax.plot(np.exp(res.forecast(5 * 7 * 24)));"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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