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Created December 6, 2022 23:21
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Exponentiated Gradient.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyPWhh/nN2tn9Vu8zdc9SBE/",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/sudeepraja/3d7c72aa084d3eecc9e0d61513eb0526/exponentiated-gradient.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Zo8HcrEo_vu8",
"outputId": "d26f1afa-1fc5-4896-d531-2bf0f807ed4f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: yfinance in /usr/local/lib/python3.8/dist-packages (0.1.87)\n",
"Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.8/dist-packages (from yfinance) (2.28.1)\n",
"Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.8/dist-packages (from yfinance) (4.9.1)\n",
"Requirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.3.5)\n",
"Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.21.6)\n",
"Requirement already satisfied: appdirs>=1.4.4 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.4.4)\n",
"Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.8/dist-packages (from yfinance) (0.0.11)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=0.24.0->yfinance) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.8/dist-packages (from pandas>=0.24.0->yfinance) (2022.6)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.8/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24.0->yfinance) (1.15.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2022.9.24)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.10)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n",
"Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.1.1)\n"
]
}
],
"source": [
"import cvxpy as cp\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"!pip install yfinance\n",
"import yfinance as yf\n",
"import pandas as pd\n",
"import string\n",
"import random\n",
"\n",
"sns.set_context(\"notebook\")\n",
"plt.rcParams[\"figure.figsize\"] = (16, 8)\n"
]
},
{
"cell_type": "code",
"source": [
"\n",
"def Best_Constantly_Rebalanced_Portfolio(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" x = cp.Variable(n)\n",
"\n",
" obj = cp.sum(cp.log(r@x))\n",
" prob = cp.Problem(cp.Maximize(obj), [cp.sum(x) == 1, x >= 0])\n",
" prob.solve()\n",
" return x.value\n",
"\n",
"def Follow_The_Linearized_Leader(r):\n",
" T = len(r)\n",
" n = len(r[0])\n",
" x = np.zeros((T,n))\n",
" theta = 0\n",
" gradients = 0\n",
" for t in range(T):\n",
" x[t][np.argmax(theta)]=1.0\n",
" gradient = - r[t]/np.dot(r[t],x[t])\n",
" theta = theta - gradient\n",
" return x"
],
"metadata": {
"id": "mgLtlwsiHX0j"
},
"execution_count": 37,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## AdaHedge\n",
"\n",
"![AdaHedge.png](data:image/png;base64,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)\n",
"\n",
"Image source: https://parameterfree.com/2020/05/03/adahedge/"
],
"metadata": {
"id": "U0KID62dKOL4"
}
},
{
"cell_type": "code",
"source": [
"from scipy.special import logsumexp\n",
"\n",
"def exp_normalize(x):\n",
" b = x.max()\n",
" y = np.exp(x - b)\n",
" return y / y.sum()\n",
"\n",
"def AdaHedge(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" alpha_squared = np.log(n)\n",
" lamda = 0\n",
" theta = 0\n",
"\n",
" x = np.zeros((T,n))\n",
" x_t_plus_1 = np.ones(n)/n\n",
" for t in range(T):\n",
" x[t] = x_t_plus_1\n",
"\n",
" gradient = - r[t]/np.dot(r[t],x[t])\n",
" theta = theta - gradient\n",
" if t==0:\n",
" delta = np.dot(gradient,x[t]) - np.min(gradient)\n",
" else:\n",
" delta = np.dot(gradient,x[t]) + lamda * logsumexp(a = -gradient/lamda, b = x[t])\n",
"\n",
" lamda = lamda + delta/alpha_squared\n",
"\n",
" x_t_plus_1 = exp_normalize(theta/lamda)\n",
"\n",
" return x\n"
],
"metadata": {
"id": "5Mx5BVJoAJwT"
},
"execution_count": 19,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Exponentiated Gradient"
],
"metadata": {
"id": "pqKlg-V6LWvF"
}
},
{
"cell_type": "code",
"source": [
"def EG_tilde(r):\n",
" T = r.shape[0]\n",
" n = r.shape[1]\n",
" if T==0:\n",
" return np.ones(n)/n\n",
"\n",
" x = np.zeros((T,n))\n",
" tilde_x_t_plus_1 = np.ones(n)/n\n",
" x_t_plus_1 = np.ones(n)/n\n",
" theta = 0\n",
" for t in range(T):\n",
" x[t] = tilde_x_t_plus_1\n",
"\n",
" alpha_t = (n*n*np.log(n)/(t+1))**0.25\n",
"\n",
" eta_t = alpha_t/n * np.sqrt(np.log(n)/(t+1))\n",
"\n",
" tilde_r = (1-alpha_t/n)*r[t] + alpha_t/n\n",
"\n",
" gradient = - tilde_r/np.dot(tilde_r,x_t_plus_1)\n",
"\n",
" theta = theta - gradient\n",
"\n",
" x_t_plus_1 = exp_normalize(eta_t*theta)\n",
" tilde_x_t_plus_1 = (1-alpha_t)*x_t_plus_1 + alpha_t/n\n",
"\n",
" return x\n",
"\n"
],
"metadata": {
"id": "ng12kUUuvTaS"
},
"execution_count": 54,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Simulation Experiment\n",
"\n",
"Generate returns using a log-normal distribution."
],
"metadata": {
"id": "04eP9U2ZnJBq"
}
},
{
"cell_type": "code",
"source": [
"# Number of stocks\n",
"n = 5\n",
"# Create dummy stock labels\n",
"dummy_stocks = [''.join(random.choices(string.ascii_uppercase, k=5)) for i in range(n)]\n",
"# Number of trading days\n",
"T = 700\n",
"\n",
"#Log-normal returns\n",
"r = np.exp(np.random.normal([0.01,0,0.02,-0.01,-0.02], .2, size=(T,n)))\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)\n",
"\n"
],
"metadata": {
"id": "7LUPxfF6Xxq9"
},
"execution_count": 82,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "m5sQPJ5duXlO",
"outputId": "be12bd9f-d6d3-4ab8-a319-cb70a61311fc"
},
"execution_count": 83,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ffc032040>"
]
},
"metadata": {},
"execution_count": 83
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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z6GTfqb7DEYR/rYyiDCz1LascPxB3gJkBM4GK0a+venz1SKMlzzZ+lmcbP8vnZz9nU+Qm9sXsQ0ehQ0pBikhehSoiMyNpZt5Ms59pf9f+9HftT1BiEJMOT6KbQ7cH9uFu4U4Huw6svrya1ZdXA7Cy78pa/TfnXPI5Pj/7OQB7YvZUK3kNSQ1BQkItqxnUeBBtrNugkBQcjjusmSI8qsUoxrcaj4elR63F6mXlxb6YfaQUpGBraHvPduEZ4WQWZwIw68QsVLIKgHa27aq0NdU15bXWr2m+vp59naUhS0kvSmdv9F6KVcWMch9Va89Q30TyWgeSkpLIy8vDwcFBcyw2NrZKu7sdu2PcuHGMGzfurueOHz/+aAEKgvCvF5sTyy9XfkFLocXkw5PZM2wP9kb29R2WIPzrXEy9yNh9Y1n1zCrN9ECoGE36JeIXXExcWNBlAa0sW6Gt1K6Ve452H82B2AOMbTWWMlUZ34d+T1ZxFuZ6VXc8qCv7YvaRmJ9Y6UO30HDIssyVzCs841K1kGhXh64ce+EYVvrVqyA8v8t8gpODsTaw5t3j77I/dn+tJq8BCQFoK7Tp4dSD4ORgZFm+78huubqcsLQwRjQfwYjmI2hp2RKA7g7dWRexjk2RmzDUNqSVVasaVRi+n7Y2FcVXT90+RU+nnhjpGN21SnDArQCUkhI7Qztu599mYbeF3My+SReHLg+8Ryf7TiwNWcqp26fYem0rbazbaNa/Pw2ezMnODdiyZcvo2bMnS5YsQV//4ctgC4IgPA7LQ5ejo9RhXf91qFGz7dq2+g5JEP6VNl3dhIxMYEJgpeMnb5/kcvplxniMwdvGu9YSV6jYr/L4C8eZ4DmBjvYdkZE5m3y21vp/kDJ1GYvOLWJpyFLOJZ17bPcVHkyWZS6lXeLT05+SV5qHh8XdRx2rm7gC2BvZ81zT5+hs35keTj04En+EMnXZI8eqltWUqcs4mXgSX1tfujl0I7M4k5vZNyu1KyovqvT19azrFJYX0s62nSZxBVjSYwlT2k5hUONBrB+wvtYTV4CWli1xNnZmU+Qmnv39WeYGziWrOIsrGVeQZVnTLjAxkDbWbfi86+d81uUzBjUexFSfqegqdR94Dw8LD8x0zVgRuoK43LinatQVRPJa66ZMmUJkZCSvv/56fYciCIJwV1cyrnAg9gCvtHwFTytPujt2Z8f1HRSXF9d3aILwr5JRlMGh+EMABKcEa46fSDjBlKNTcDVx5bkm968oXFN3RqZaWbbCWNuYM7fPPOCK2nMs/hgZxRkYaBmw4OyCSh/ahfq1/fp2Xtr7Enui9zC48WAGNxlcq/33c+lHTklOrby0WBexji6buhCdE01Xh660b1Qx3fdOJWSomPrc+dfOnEk6Q6mqlLmBc3n3+LsAVQqW6Sp1ed3rdT7p/EmdVeOWJInBTQZzNfMquaW57I/dz4hdIxi5eyTj9o8jvSid5IJkIjMj8Xfyx8fW54FVxf9JISkY3GQwifmJ2Bva33X0/EkmkldBEIR/kVu5t1h4diFmumaMbTUWgFdavkJmcSYfnvyQ47eOk1OSU89RVnYp7RLR2dH1HYYg1LoDsQcoV5fT16UvkZmR5JbmopbVfHX+K5yNndkwcEOlLS/qgpZCiw6NOhCYEIhKrarTe0FFIZr1V9bTyLARs/xmEZMTw7Wsa3V+X6F6DsQcoLFpY469cIzPu31e63//Ojt0Rl9Ln2O3jj1yX/tj9lOiKkFL0sLfyR8HIwccjBw4nXRa0ybgVgDlcjkrQlfwztF32B29m2JVMY1NG2NvWD9LZQY3GYyWQouXPF7CRt+GgvICJreZzNXMq4zbP44/b/4JVExjrqlZfrMIfTmUPcP2oKPUqa3QGwSx5lUQBOFfIq0wjeF/DqdMVcZHnT7CWMcYqNjKYHq76Xxz4RsOxB6gh2MPvuv9XT1HW6GgrIA3D72JAgW/DPiFpuZN6zskQag1QYlBOBs7M9p9NIfiDhGcHIyOQofonGgWdluIqa7pY4mjn2s/Dscf5rfrvxGTE8O77d6t1WnKf7fs4jJC00KZ33k+XR26AhXfhxYWLerkfkL1FZUXEZIawmj30RjpGNXJPXSVunS270xAQgAfyB88VNXhElWJZtpsRlEGVzOv8pb3WwxrNgwbAxugYj3urpu7KFWVoqPU4VzyOSQkLqZeREJifuf5/KfJf1DL6lqtePwwHIwc2Dt0L7aGtox2Hw2As4kzHRp1YMKBCSwPXY6DkQNNzJo80n2Uiie3ovD9iJFXQRCEf4kzSWcoKi9i3YB1DG02tNK58a3Gs3HgRsZ7jud4wnGO3zpeP0H+w84bOykoKwAJhu0axusHX6dEVVLfYQlCtahlNavCVjH498Hczr9NmbpMM0W2RFVCcHIwXR264mXthY2+DQvPLuTzs59jo29DP5d+jy1Ofyd/9LX0+ezMZ2y4uqHStMvadDH1ImvC1zCi+QiGNhuKtYE1LcxbaPanvCOlIIWEvIQ6iUG4t4upFylTl9GxUcc6vY+/oz/JBclEZUVV+5obWTfo/GtnjsYf5UDsAZaHLgegm0M3TeIK0N2xO0XlRZxPPk+JqoTQ1FCGNx9OD6ceLO6+mKHNhqJUKOvs5Ux1NTJqhEJS4GzijLOJMwA+tj6Mdh+NWlbT3bF7vSXXDZ0YeRUEQfiXOJt0FlNdU1pbta5yTpIkvKy98LDwIDAhkDmBc/ihzw+ayog1UaoqZdu1bQxqPKhGI0iyLLM5cjNe1l580fULtl/fzprwNawKW8Xbbd+ucVyC8Lh8fvZztkRtAWDhuYVcTL2Io5EjBtoG5JfmU6wqpqtDV3SVunzf53vG7R+HkbYRS3oseawfrvW19Onl3Is90XvQUmgRmBhYraqmD6NMVcb80/NpZNiImb4zNce7OHThlyu/kF2cjZmeGWpZzcTDE1HLav4Y8ketxiDc35mkM2gptO66HUtt6ubYDQmJw3GHq10Fd2PkRkrVpXwZ/CVJBUmoZBVmumZVrvez80NXqcuJxBMoFUpK1aX4O/rTw6lHHTxJ7ZvsPZmUwhSGNxte36E0WPU68ipJ0jRJkg7XZwx14cMPP2TSpEmar3fv3o0kSURERGiODRo0iP/7v/+r+MDo5YW3tzfe3t58+eWXQMVWOY6Ojprj3t7ebN++vdJ9OnTogLd35cXmsbGxWFlVrgCXn58v3t4IwhOgXF1OdnF2nfUfnByMn63fffeJ1FZq80OfH7DSt2LG8RmPVBFyf+x+vjj3BW8eepO80ryHvj6jOIPY3FgGuA7AycSJ6e2mM6jxIP4v/P9IKUipcVyC8Dj8ceMPtkRtYWzLsQxvNpzjt44jyzKF5YVkFWeRXJCMobYhvna+QMV+mH8O+ZNdQ3Y90kujmnqv3XusfmY1nRp14mj8Ud47/h4hKSG10neZuowFZxdwI/sG73d4v9I6yoFuAwF4P+h91LKaY/HHuJF9g+icaG7n366V+wvVcyHlAq2tWtf5OmsrfSu6OXZjc9Tmipk1D5Bbmsue6D3Y6NuQkJ+AkY4R8zvP579d/1tlaqy+lj7dHbuzLWobH5/6GFNdU3xtfevqUWqdsY4xX/f4Wkyjv496S14lSdIGvB/Y8AnUs2fPSnuxBgQE0KFDB80xlUpFUFAQPXr0AODUqVOEhoYSGhrKzJl/vY2cM2eO5nhoaCgjRozQnIuIiCA5OZmCggIuXLjwOB5LEIQ69suVXxi4YyCFZYU1uj65IJkxe8fcdbpddHY0twtua6ox3o+doR0zfWeSWpTK0fijNYoF4GTiSQy0DIjKjGLy4ckP/VzXs64DVKr6ON5zPOXq8koFOQShIVp/ZT0tLVsyvd10Xm39Kk3NmrKw20J2DdnF78/9zp5he/jtP7+hr/XXtnrWBtZ1njjci7WBNR0adaC7Y3eSCpI4GHeQBWcXoJbVj9Tv/pj9tN/Ynh3Xd/CG1xtVRsBaWLRgjt8cAhMDWXJ+CcsuLsNct2K/2VO3Tz3SvYXqK1GVcCXjSpUKvHVlUptJ5JTksCly013P55bmklaYBlS8CCoqL+Lrnl/jbe3NbL/ZDG02lO6Ody9o9FHHj3A2cSa1MJWlPZfW2fpdoX7U57Thl4FNwMwHNXxYi84tIjIzsra7BSrejM5uP/u+bTp37kxMTAwpKSnY2toSEBDAxx9/zLp163jrrbe4ePEiJiYmNGlS84XYa9as4ZVXXkFXV5c1a9bQrl3dTvEQBKHunUs6R15ZHqdun6KPS5+Hvj7gVgBhaWHsjt7NxDYTNcevZ13njUNvYKBlgL+jf7X66urQFQcjBzZHbqaf68OvvVPLak7fPk1P5570ce7DjIAZLDm/hI86fVTtPu7s1dfU7K8iTU3NmmKhZ8G5pHMMaTrkoeMShMfhznq+d9u9i1KhxMnYid+f+71SG2MdY03RtIbkGddnOHn7JE7GTqy/sp4DsQcY4Dagxv39Gf0nFnoWzPKbRV+Xvndt80KLFwjPCGf9lfVoK7T5vvf3zDs5j1O3TzGi+Yi7XiPUrisZVyhXl+Nt/XiSV08rT/wd/VlzeQ3Dmw3HXM+80vlJhycRlhZGe7v2JBck423tTRvrNqwfuP6BfZvpmbFh4AbSi9JxMXGpq0cQ6skjj7xKkrREkqQYSZJkSZI8/3a8uSRJpyVJuva//zb72zkF0E+W5QOPev+GSF9fn/bt23P8+HHy8vIoKCigf//+hIaGAnD8+HHNqCtUJLt3pgZfvnxZc/yLL76oNG34zvVlZWVs3LiRcePGMXbsWLZs2UJx8V/7M2ZnZ1e6rnPnzo/nwQVBqDFZlrmcXvHzX90tBM4knak0ynop7RIAR+OPsvPGTkJTQ5FlmQVnKkZPNg7ciL1R9bYGUCqUjHYfzfmU85y+fZpSVSlj943lYOzBal0fmRlJVkkWXey70MelD0ObDeXPm38+1LToG9k3sNCzwFLfUnNMISnws/PjbPJZsTek0GCdSDgBUO2XRQ2JhZ4F3/X6jhm+M3AxceG3a79xKO4Qrx54lcXBizUzKEpVpQ/8GSxVlRKcHEwvp170c+13zyULkiTxYccPGdliJMt7LaeTfSe6OHQh4FYAP136SfysP4RzSedqtIdqaGrFZ8w21m1qO6R7mt5uOoXlhfx46cdKx8vV5VzNuEory1YEJwcTnxevqcpbXYbahiJxfUrVxsjrTmApEPiP4z8C38uyvEGSpJeAn4Be/zs3DNh1v04lSTIDzP5x2LE6AT1oZPRx6NGjB8ePH8fExISuXbuiVCpp1qwZERERHD9+nOHD/1qIferUKYyMqk5pmDNnDm+/XbUoye7du2nevLlm5LZt27b8/vvvjB5d8YNtZmamSXShYs2rsXHDe7srCE8KWZZZG7GWPs59NFUBa9P7ge9TVF5EbmkuBloGnEg4Qbm6HC3F3X9Fy7LMwnML2RS5iaZmTVnUfRGJeYlcSruEQlJwNfMq807OQ0vSoqdzT0JSQ/iww4cPvc3MaPfRbInawsJzC3nV81VCUkNIKUyhl3Ove8YGFdstLDq3CG2FNp3tK16evej+Ituvbee367/xautXq3X/69nX77pVQHu79hyIPUBsbixupm6aD7Z31vZnF2cTmxtLS8uWT93+dsKTISAhAEcjR9xM3eo7lBpTSAr6uvRlbfhaEvITyCvN43zKecLSwvisy2e8dvA17AzsWNht4T1/L15MvUhReVG1ij/pKnX5sOOHmq/fafsOWcVZLA9dTmvr1vjY+KCnpVdrz/c0kmWZj059hL6WfpWR/rspKi9CX0uf/TH72XVzFy4mLpVeFta1JmZN+E+T/7Dj+g6mtZummUIfnxdPmbqMFz1epKisiMPxh+85ai/8+zzyyKssy0GyLN/6+zFJkmwAHyqmBfO///pIkmT9v69bAOMkSdoPeEuS9Npdup4GxPzjzz8T5AbrzrrXgIAA/P0r3rx2796dI0eOVFrvWhNr1qzhypUruLq64urqSmhoKGvWrKmlyAVB+KeYnBi+ufANa8Jr/+essKyQfTH7OBxfUbvupZYvkV2SrRlFvZvL6ZfZFLkJPzs/bmTf4IU/X2DKsSnE58UzrNkwFJKCbg7d6OPSh9O3T+Nu4a4Gh4EAACAASURBVM6w5sMeOjYdpQ5z288lJieGT09/ip5Sj8T8RPbF7LvvdT+E/sDF1Iss7LZQ80GomXkz2tm202y+fj8qtQpZlrmZfbPSlOE77iTEd9bjzj4xm5G7R1ZM1cyMou/2vry872V+ufLLwz6yIGjkleahUqvuei65IJni8uK7nisqL+Js0ln8nfyf+GKJvZx6oZJVJOYnMsN3Bl/5f8WVjCsM+2OY5iXRO0ffuef36eTtk2gptGhv9+C19v9kpW/FEv8lmOua8+2Fb+m+pTs/R/z8qI/0VIvNjSUxP5HYnNgHbikWnBxMp187sSR4CTNPzOR2/m0GNx78mCL9ywC3ARSrijl9+686BneWjDQxa8JI95GsemZVvW9tIzQcdVWwyQlIlGVZBfC//97+33FkWf6vLMt9ZVnuD4TKsrz6Ln18C7j940+3Ooq31nXq1InY2Fh+++03TaLavXt3li9fjpmZGW5uNXsbm5ycTEBAADExMcTGxhIbG8utW7c4f/488fHxtfgEgiDccT7lPFAxnfdeH9JqKjQ1lHK5HKiokvhKy1fQUmhV2Wc1LjdOk/j9ceMP9JR6LO25FH9Hf5qYNcHRqGJiyuDGg9nxnx182/NbvvT/ktMvnmbroK1oK2r2D383x26MbTmWMnUZb7Z5E1cTV/ZE76nUJiozqlJV4oCEADrZd6qyVra3c29u5ty87/6Na8LX8Mz2ZwhMDKSgrOCuyaujsSPe1t7sjt7NqcRT7IvdR2RmJOP3j2fj1Y2oZTVNzZpWe4qzIPxTTkkOg38fzKsHX6W4vJhSVSl5pXmkF6UzcvdI+m7vS//f+nMk/kiVa88lnaNEVXLPYjJPklZWrbDRt8FI24h+rv3o49KH73t/j5GOEbP8ZjGv4zyic6I5FH+oyrWyLHMo9hDt7drXuAiVjlKHIc2GcDXzKkXlRfwU9hPj9o/jk1OfPOKTPXlKVCUM+n0Qu6N3E54ezoWUqsU6gxKDACiXyzUJ4L0cjD2ISlbx85WfcTZ25sSoE7zZ5s06if1+fO18MdEx4Uj8EcpUZXx38TtNIutm8uTOXBDqTr3v8yrL8l2rksiynA1UWhz1JL3B1NPTo0OHDiQmJmJvX7HGzM/Pj8TERJ5//vlq9fHFF1+wevVfef3EiRPJyclhwIABlaYB6+npMXToUNauXcvYsWNr90EEQdAkr5nFmYSlh9XqNhbBKcFoSVrM9JtJflk+prqmtLdrz7Fbx3i33bua33vfh37Pvph9mOmasS9mH31c+mCsY8yyXsuQkAhLD2PDlQ14WnlWmSr7qL87p7abipe1Fz2cenA7/zb7YvahUqtQKpRcTL3IK/tewcHIgUXdF2FnYEd0TjRDmw6t0k93x+4sDl7MiYQTvOjxIlDxAfeDoA/o7dIbVxNXvrv4HeXqct4+8jZmumb0cu5VpR+AwU0G89mZz5gdOBsnYyfe7/A+kw5PIuFGAv1d++Nh6cE3F75h/ZX1uJi4PBWJhFD3cktz+ebCN2QVZ5FZnElmcSb+W/wpVZUC0MioEelF6UxvN5090Xv46ORH6Cv1CUwMZGKbiZjqmhKQEICBlgF+tn71/DSPTiEpmN1+NmXqMk0C2sm+EwEjA1BIClRqFW6mbqwIXYGbiRubIjfxlvdbWBtYE5ERQUJ+Am94vfFIMbzo/iLXMq/Rz7UfH536iAspF7iQcoFPOn9SC09YM6WqUnSUOsw7OQ8vay+eb169z3X/dCvvFrmlubSybPXAtpfTLhOXG8emyE1kFGVQpirj0POHKq0jDkoMwljHmLzSPKIyo2hp2bJKPyq1ilJ1KUGJQbS2ao2+lj5veb+FrlK3Rs/wqLQV2vg7+nP81nG2Wm5lZdhKAByMHOqt8rbQsNVV8noLcJAkSSnLskqSJCVg/7/j/xp/3y4HQFtbm4KCyvtZ3asIwbp16x7qXn+fNpyenl7pnJGRkSh2IAg1JMsyF5Iv0M2hG6eTTjN+/3gGuA1gYbeFtdJ/cHIwraxaaZI5gJ5OPfnv2f8SnRNNE7MmqNQqzZYRbx15C0DzYenOB5c21m1o4183hTa0Fdo84/oMAG1t2rLt2jZuZN+ghUULghKDNDFMOTqFUS1GARUfcP/JxcQFVxNXNkdt1qxnupl9kz+j/yQmJwZLfUsMtQ0Z1WIUK8NW8nGnj7HSt6rSD0A/1358e+FbbA1smd9lPi0tW9LHuQ+H4w/znyb/wdnEmW8ufMPi4MW4mriK5FWolmPxx9h+rWJP9aFNh9LTqSenk05jpG2kmTL/RbcvGNh4IB3sOjBqzyjePFwxWnX81nHWD1xPQEIAXRy6PDXTHO/87P/dnZ95pULJHL85TDw8kZG7R6KSVVzPvk5j08Zcz7qOtkKb3i69H+n+doZ2/Nj3r4I+W6O2EpUVhVpW33fP6roSmRnJi3teZHq76ey8sZP9Mfvpat+VRkaNHqqfwrJC3jj4BoXlhRx74dgDn+XOS9SwtDDNsSsZV2hh3oKM4gxUsoqzSWd5ueXLbInaQlRWFFBRbX5O4Bze9n6bHk49eC/gPc4mnSW/LJ+xrcYyyn3UQ34Hat8LLV7gz+g/WXRukebY3eodCALU0bRhWZZTgVDgTmmw0cBFWZbT6uJ+giAIdeVa1jVSi1Lxd/Tnk06f4GnlycHYg3dd7xafG8+sE7OYdWLWffs8ffs0Y/aM4dsL3xKWFkbHRh0rne/t3Bt9LX0WnluIWlYTnhFOTkkOA90GYmNgw9KeS/Gx9anV56yuO3sA3lmTey7pHJ6Wnqzos4JSVSkrLq3AQs+i0t6sfzei+QhSClJYcn4J045NY2/0XgDCM8IJSAjgRfcXebvt2xx74dh9twsy1TXl0POH2DJoi2Z04f0O7/Neu/fobN8ZFxMXBrgNwNXElbjcuBrvnftPwcnBZBVn1UpfQsMTkhqCiY4Jy3ouY077OfR07sn7Hd5nis8UFnVfxOkXTzOw8UCgYkptX5e+mOua83nXz0nIT2DqsamkFqbeNeF7WnV26My0dtMw1zPnTa83CUsL43DcYW5k36CPSx9MdExq7V5Dmw3luabPUaYuI70o/cEX1IF9MfsoU5fxZfCXaEkVY0DLLi576H5WhK4gIT+BzOJMzZ7W93M+5TzW+hWlY8x0zVBKShaeW0iXzV3ou70vrx54FUmSGOMxhubmzTkWf4wpR6fw2sHXuJZ1jU9Pf8r6K+s5En8EVcWqPro6dH3ouOuCt403L3m8hIzMe+3eQ1epi4eFR32HJTRQjzzyKknSMiqqB9sBhyVJypBluRUwEfhZkqSPgCzglUe9lyAIwuNUri5n/un5mOiY0NulN1b6VpjrmfPWkbcISQ3RFA6CijVy4/ePJ60oDRmZiV4TaWzWWHP+RMIJDLQM0NPSY8rRKZTL5ZopyBM8J1S6r7WBNbP8ZvHp6U/ZHLmZrJIsFJKC9zu8j6mu6WN7/rtxNHLESt+KkNQQnm38LOHp4Yz3HE9j08ZsHbSVLVFbaGLW5J6jCGNbjWVsq7FsjdrKgjMLOJFwgqZmTbmZfROlQqkZUa5OxUtDbcNKX1sbWDPOc5zm68XdF1d8gDs2hWtZ1zSJd00diD3AjIAZTPCcwPR20x+pL6FhupByAR8bH3o697zr+X/+nVvUbRElqhKMdIw4GHeQ47eO08iwEX2cH36f5ifZBM8JjG81HkmS6OvSFydjJ7SV2iglZa3f6852X7fzb2NjYFPr/T/I0fij6Cp1KVGV0NWhK9YG1uyJ3kOZqqzao+1l6jJ2XN9BB7sOnE0+y5mkM7SwaHHv9qoyLqVeYnjz4RSXF+Nh4cH+2P2cTzmPr60vdoZ27I7ezbBmw7AztKOtTVvWRaxDV0uXZmbNGNJsCB8EfcCX57/Ey8qLb3t+S2xuLI7G1drE47F4t927+Dv508Gug+bfW0G4m0dOXmVZngJMucvxSKDDo/YvCIJQH0JTQ5l5YibJBcks7r5Y8w+pr60vWgotziSdqZS8Lg5eTEZxBst6LWPK0SkciDvAJLNJQMU0s6lHp2Kia4KLiQvGOsZsenYToWmhdLHvctd1PcObDedg7EGWhy4HwM/Or94TV6hYP9vZvjP7YvZhomNCuVxO+0YVlUSdTJyY4TejWv280OIFytRlfHHuC0a7jyYsLQwzXTOsDawffPFD8LCseHsfmRlZJXktVZVyLesa5epympg1wVinopZAYVkh+lr6SJJEVnGWZsRj3sl5QMVo/MMqV5fzU9hPtLNtV2WkXWgY0ovSicuNY3iz4Q9u/D/aSm1NwjK+1XiO3zrOSx4v3XcrqafVnbX190vCakMjw4rpuUkFSXjzaC+kHlZ0TjSxubG81+49LqRcYJznOHJLctl2bRshqSF0aFS9j72XUi+RV5bHKPdRpBSmcCbpDGNb3btmycXUixSrivG19dXMSHE2ccYtzo2ZfjPRVerSy7mX5v5T2k5hbKuxlRJAa31rSlWl+Nr5oq+lX+u/ax+VtlJb87vRydipnqMRGrJ/329XQRAarOLyYoKTg+nq0LXeC7T9cuUXSspLWNpzaaWiQQbaBrSxbsPR+KP0d+2PnaEdMTkx7Lq5i9dbv04Ppx60tWnL3ui9dHfojouJC3MD56KnpacpADPDdwa2hrb0M+x3z/tLksTs9rMZvms4BtoGfNLpk8fw1NUz03cmF1IuaLbraWfTrkb9jPEYQ2f7zriauPJCixdqOcoKtga2mOqaEpkZWem4LMu8ceiNShU7G5s25qNOHzH92HQGNRnELL9ZfHLqE47eqtiSx9HIESdjp2pN8YvOjubL819yMfUiriauaCu0CU0LxdvaWySvDVRISghAjafk+9j6sH3w9ntOmRdqx52R18T8xMd+78CEih0b+7v118zyKCwrRFuhzY7rO0gpTGGg28AHvrwITAxES6FFx0YdOdvoLH/c/IPi8uJ77mP7x80/MNQ2rLRfbif7TpVqC/x9H1RtpXaVkcvqJtaC0NCJ5FUQhAbjmwvf8Gvkr6zpt4ZDcYcY2nSoZuSsNoWmhmKiY1JpWu/fybLMhZQLdHPsdtdqt6NajGJu0FxG7h4JVEwltDWw5bXWFVtWP9/ieeYGzmXUnlGY6JhQWFbI932+Z1XYKqKyohjRfES14mxi1oRve36Ltb51g5reZaZnxsq+K7mUdomBbgNRKmo+NdDNtG63QpAkCXdz9yrJ66nbp7iQcoE3vN7Ay8qL69nXWRu+ltcOvEa5XM6myE24W7hz9NZR+rr0RS2rmek3k/0x+zmddJrc0twqa/lOJp6kiVkTbA1smXdqHrE5sfR37U9CXgLxeRVbmeWU5tTp8wo1F5Iagp5Sj5YWVSu0VlddjzoKFb9vTXVNScpPeuz3Ppt0FjdTN+wM7TTHDLQN8LH1YW/M3oo/0Xv5usfX962UG5gYSDubdhjpGNHTuSebozYTmBhYKQG9o7CskENxhxjoNhB9Lf06eS5BeJKI5FUQhAbhWtY1tkRtAeCTU58QnxePtkK71pPX9KJ03jj0Bu4W7vwy4Je7tonOiSazOBNfW9+7nu/v1h9fO1/OJp3lVt4t9sfsZ1q7aZoPK4MaD8Lb2pvAxEC2Rm3l9dav09m+My3MW5Bbmltl3dz99HDq8dDP+Dg4mzjjbOJc32FUSzvbdqy4tIKtUVsJSwvjuabPsfzicmwNbJnoNRFtpTb+Tv40MmzEnMA5DHQbyOG4w3wQ9AHW+tYs6LJA8//2zqjajawblUbo0ovSmXh4Ilb6VrzQ/AXC0sKY13FepRHlZSHLWBu+9qHWxgmPT0hKCF7WXuL/zRPA3tCe2wW3H9hOlmX2xezDy9rrkV8AlqnLuJBygcFNBlc5N7nNZFpbtcZCz4LFwYtZHrqcWX4VhfvOJ5/nQsoFRrmPwlTXlLTCNK5nXdesm29v1x5LPUt2XN9BelE6A1wHEHQ7CHtDe3xsfVgXsY6i8iKea/rcI8UvCE8LkbwKgtAgbL+2HR2lDj62PpxMPAnAzZz7b7JeE8svLqeovIiwtDCiMqO4nH6Z55o+h7birw+s55MrtiS4V/IKYKVvxbONnwVgYpuJVc47Gjsy2n00o91Ha45Z6ltWqxCRULvGthrL7ujdfHbmM6BiCp5SUrKw28JKicpAt4G4mLjQwqIFvZx7kZSfxAC3AZVGUJqZ/S95za6cvN7ZvqJEVcKKSyuwM7RjSNMhleJwM3WjXC7nTNIZ1LKa7o7d6316vFAhvzSfqKwo3vR6s75DEaqhkWEj4nLjqhy/s27ZydgJGwMbLqVdYnbgbLQV2izstpB+rvdeqvEgEekRFJYX0t6ufZVzPrY+mt8HsTmxbLy6kUGNB9HMvBkfnvyQxPxEfo38lQ0DNnA5/TIAHewqpvFqKbTo59qPXyN/JSgxiA1XNhCfF4+riSszfGfww6UfGNx4MN7Wj3d9ryA0VI9/g6x/CVdXV8LDwwFo2bIl+/fvr3Q+Pz8fExMTYmNjUavVfP755zRv3hwPDw9atmzJqlWrNG1jY2Oxsrp71TVJkvDy8sLLy4vmzZszevRorly5UncPJgh1JDw9nJaWLRnjPgYAAy0DbmbfO3ktU5exOHgxP0f8XK3+y9XlBCcHs+P6DnxsfFDJKiYcmMCnpz9l3L5xFJT9tQdzcEowNgY2DWqqrlBzBtoGfOn/JUOaDmH74O2MbzWenwf8zAC3AZXaSZKEp5Un2gpt+rn2Y5znOGwNbSu1sTO0w0jbiCPxRypt1RGWFoaWpMXB4Qf5deCvrOu/Dh2lTqVr7+xb+F7Ae7x99G2mHZvG2vC1vHP0nRoVgRJqT2haKGpZXW9bUAkPp6l5U2JzY7mRdaPS8UmHJzFu/zhe3vsysixzIuEESkmJs7Ezyy8uRy2r2Rq1ld7belf6nb/92nYOxh687z3PJp0FKorn3c+0dtPQ19Jnc+Rm9kbvJTE/kentplOuLmfq8akEJARgrG2Mu4W75prR7qPp6tCViW0mEp8Xj4mOCbG5scwNmktTs6Z83Plj8aJLEP5HjLw+BuPHj2fdunX0799fc2zbtm34+fnh6urKZ599xpEjRzh79izm5ubcunWL/v37o6+vz0svvfTA/k+dOoWRkRFqtZqVK1fSpUsXQkJCcHOr27VkglBbylRlFRu/u79IV4eurOy7krC0MJaHLie/NB8jHaMq18w5MYeDcQcx0TFhjMeY+xbIOJt0ljcOvYG2QhtnE2eW915Ov+39yC3Npa9LXw7FHWJT5CZea/0a5epyTt8+TU+nnuLDwlOkpWVLPutSMfL6KOsSJUlitPtoVl9ezfRj01k/cD0Al9Mv09yiOUY6RrS2bn3Xa11NXAEoKi/Cy8qL00mnNcWgmpk1o7l58xrHJdTcgdgDLAtZhpakhZeVV32HI1TDSx4vsSlyEwvPLWRht4XYGNgQlRlFZGYkTc2aciP7BskFyZxIOIG3jTfPN3+eOYFzCEoMYk34GlILU9lwZQOxubH0cOrBZ2c+Q5ZlFqoXambU/FNQYhAtLVtirmd+39iMdYzp49yHg3EHOZN0Bg8LD8a3Go+7uTuTjkzietZ1ejj1qFQrwNXUlR/6/ABAF/su2Bna8Z+d/yGvNI8vun2BrlK39r55gvCEeyqT1+TPP6fkauSDG9aAroc7du+//1DXvPLKK8yfP5+srCzMzSt+6a1du5Y333yT4uJiFi5cSEhIiOack5MTS5Ys4e23365W8nqHQqFg4sSJHD9+nBUrVvDll18+VJyCUB+uZV3jVt4tytRleFp5IkkSnew7UVxeDFRMHXYxdiGpIEmz/jU0NZSDcQfxsfEhJDWEy+mXaWvT9p732Hh1I8Y6xrS2as07bd/BWMeYbo7duJR2iYXdFlJUXsTa8LUcjjtMG+s25Jbm0tWxYWzeLjQ8U3ymUKYuY8PVDZSry5GQCE8Pv+tauL8z0DbAwciBpIIkvurxFVb6VmQUZTDpyCSuZl59TNHDrbxbOBo5ipcz/7MybGXFtk3dv7hvkR2h4TDXM2eazzQ+O/MZ/X7rx8q+KwlMCERL0uI93/eYdHgSR+KPEJUVxfR203nG5Rm+Ov8VcwPnkluai76WvmYbst3Ru9FT6uFh6cEHQR+gr6VfpVBfZnEml9IuManNpGrFN7jJYP64+QeFZYUs7r64Yosxh8680/YdloYs1UwZvps7W3qN8RhDXG4c3Ry61fC7JAhPJzFt+DGwtbWlV69ebNq0CYAbN25w+fJlhg0bxo0bN9DR0cHd3b3SNR07diQ6Opr8/PyHvl+HDh2IiIioldgFoS4VlhUybt84ph2bBkArq1aac03NmgJwM/smH5/6mFf2vaKZ5rUmfA2muqYs7r4YpaTUbF9wN2mFaZxIOMGwZsP4oc8PtLSsqCT6SedP2DJoC7pKXSa3mUxBWQE3s2/ya+SvKCQFnRp1umefgtDErAnl6nIS8hK4mXOTwvJCvKwfPGrX06knzzV5DjtDO7QUWtga2uJh4VGlGnJdORx3mIE7BrIpctNjud+jiM6JZsSuEWy7to1ydfkj96eW1cTnxpNSkKI5VlxezM3smwxqPOiR1kMKj98LLV7g9//8jq2BLZ+e/pQdN3bQ1aErHew6oK3Q5qewn4CKonfaSm2+7vE1elp6NDJspCmWNMZjDPpa+rzo8aLm34dZJ2ZV2g5r8uHJjN03FhmZ7k7dqxWbr60vHhYevO71eqX9pV/1fJVlPZcxvPmD9xKe6jOVr3t8LV4yCcI/PJUjrw87Mvo4TJgwgQULFjB58mTWrVvHqFGj0NfXR5bl+173oPO1dY0gPC6X0y6zPHQ5k9pMIioziryyPBSSAhMdExyN/lpj6mDsgJ5Sjz3RewhODkZGZtfNXRyJP8LZpLNMbDMRW0NbzZ6rvna+/PfMf/mqx1eatUQpBSnMCZyDSlYxvFnlDwv6WvqabQdaW7cmYGQAKYUpvPDnC3hZe2Gqa/r4vinCE6exacU2S9E50SQVVGzZ0c72wfvdzm4/u8oxDwsPdt3cRVphGtYG1rUbKLD68mryS/OZ4jOFHy5VTE1cGrKUHk492B29G0NtQ8Z4jKn1+wKUqkoJSQ2p0d62myM3E5UVxfzT8/n6/NfM6ziPgY0H1jiWHy79wI+XfgRgXKtxTPWZyrWsa6hkFa0sWz3gaqEhamrelJm+M5l2fBr2hvZMbzcdbaU2HhYehKWH0d6uveZn1dvGmz+H/EmJqgQzXTN8bX1pataUt7zfwkjbCEmSWNZrGcN3DWfWiVn8MuAXJCSCEoOQkbHWt672NkpKhZKtg7dWOS5JEj2de9bq90AQ/m2eyuS1IXr22Wd58803CQsL45dffuG3334DoFmzZpSWlhIZGVlp9PXMmTO4ublhbGxMRkbGQ90rODgYT0/PWo1fEGpDelE6045NI7UolTNJZ9BV6tLSsiUvt3yZwrLCSm+YFZKCEc1HsOHqBnSVuhhoGbDo3CIkJGb5zWKU+ygARrYYyezA2Uw+PBmVrOLbkG/5sU/FB9R5J+cRkRHBgi4LcDFxuW9sprqmmOqa8pX/V1WK9AjCP93ZnzY6J5pLaZdwNHLEwcihRn3dedlyNfNqtZLXwrJCrmZerVayfC3rGt9d/A61rCa/LJ9rWdeY7D2ZdeHrGLZrGAVlBegodOjv2r9OKmH/HPEzyy4uY02/NYSmhtLXpS+upq5ARZGriIwIRrYYiUKqPBGsVFXK3pi99HPtxwDXAfwY9iOLghfRw6kHh+IOEZ4ezqz2sypVCb+fO1umtLZqTXPz5qyLWIejkSMyFS9778zIEJ48vZx7saL3CjytPDXrUVtbtyYsPYwX3V+s1NZA26DKtlfGOsaa81b6VizsupC3jrzF+P3jmeQ9CRmZyW0m08m+kxgFFYQGQCSvj4mWlhYvv/wyr776Kqampvj5VVSr09PTY/bs2UycOJHff/9dU7Bp5syZfPLJJw91D7Vazf/93/+xf/9+QkJC6uApBKHmEvISmHxkMnllefzc/2eCEoMISw9jQqsJdHbofNdrZvnNopl5M3SUOoSmhrIlaguvt36dl1u+rGkzsPFAwjPC2Ra1jWddn2XXzV2svrwaX1tfTiedZqrP1IfaH6+3S+9Hflbh6WesY4yNvg03sm9wPvn8I005vZO87ovZh6+t7z3XXSYXJPPr1V/ZHb2btKI0Vj2z6oEjmktDlmKobYieUo8tUVvo2Kgjr7d+nV5OvXgv4D387Pw4fus4265tu+uWT4+iXF3O1msVo09zA+eSUphCXG4cC7ouYFXYKpZdXAZULBH4ZwXXY7eOkVOSw9CmQ+ni0AVzPXPG7h/LwB0DySiueKHraupa7RHjm9k3icuNY17HeTzf/HmuZ11nXcQ6fGx9MNc1x87QrhafXHicJEmim2PldaFDmw5FlmX8nfwfur/ODp1Z1msZk49MZtG5RQCMdB+JhZ5FrcQrCMKjEclrHerTpw9aWn99i7dt28aSJUv4+uuvK7WbN28eSqWS9u3ba9pPnTqVV155RdMmKysLR8e/plS6u7tz+PBhADp3rvjgX1xcjI+PDydPnhSVhoUG5buL37H68mr0tfRZ0XtFpT3x7keSJIY1Gwagmdb3htcbVdrN8pvF295vI0kSaYVpLA1ZCoCeUo/nmz9fi08iCH9xM3PjaPxRisqL6NDo3gVYHsRIx4jhzYbz2/XfyC/L57te39213SenPuFs8lna2bajuLyYnTd23jd5zSrOIigxiFc9X8XH1odj8ceY4TcDLYUWLSxa8OeQP5EkiYmHJ7Lx6kaGNB2CrYEtB2IP0MWhS6URqepSy2o+P/s59kb22Bvak1yQTDPzZpo1hEdvHSUyM5IVl1bQy6kXp26fYvu17awMW0ln+8680vIVlAolv179FQcjB83z+dj68GzjZ4nLiWN6u+nsid7D96HfM6jxDHY1PAAAIABJREFUoAdO8c8tzWVj5EYkJE0V8fGe45l+fDrJBcl0sO8gRtSeMi0sWjC3w9waX9/NsRte1l6EpYVhb2gvEldBaEBE8lpHYmNj73r8butRFQoFH374If/P3n2HV1FtDRz+zTnpvfceEhICJPTei3RUFBAsV0UEvHxiw8ZVuWK/9q4gWEBRmkoVpAsBJCQkISEhvTfSe86Z749oNNIChISy3ufxkczs2bPmUJI1e++1Fy1adNZrfHx80Ol0Le5PiKuJXtWzKm4VvV1680L/Fy55aqWvtS+L+p797wjQNFr12ejPiC6IZmX8SkLsQ2Ttqrhi/K39OZRzCBdzF/q7nX32QEu90P8FbE1sm7bxcDJzana+qr6Kw7mHmRk0k8d7Pc6S8CVsOLWB8j7lzZJMvaontSwVP2s/9mftR6/qGeE1ghCHEAa6N6+g/WfCtrDnQu7YdAeP7X6Me0Lu4Ym9T3B/5/tZ0GNBi+Mvqi5i0W+LMNIYNW3/Y6AY0MGmA28NeYt5v85jlPcovoj5ggd+eQALQwte6P8CL4a/yOaUzQCE54STVpbGbYG3EZEfwcJeC5ttJ/LqoFebfh1gG8C0jdPYlrqNqR2nnjMuVVX519Z/kVicyHDP4U3Tsod5DmNm8ExyK3OZGnju68WNa6LfRI4XHG9WSFAI0f4keRVCXFGpZalU1FcwznfcJSeuF6uLYxdedXz1wg2FuAx3h9yNn7UfE/0ntsoWK5P9J7M0eilbUrZwT8g9QGPy9cLBFwCo19czwH0A0DgtcvXJ1XwS9QlTAqdgY2yDnYkd70W8x7KYZUz0m8jp2tM4mDo0bTF1Ln42fiwZuIRHdz/Kk3sbC0r9nPwzelVPWV0Zc0LnNJtWW6+v59OoTymsLqSktoS0sjQ62HTgt6zfUFG5yecmTLQm5FXl8frg17E1sWXzrZup1dXyw8kf0Kk63h32LrYmtoz2Gc32tO3c3/l+9OhZHrOcPZl7sDS05JYOt5wz5mC7YPys/dicsvm8yWtEfgSJxYk81fsp7gi6o+m4VqPlqd5Pnf83RNzQbvK5ibePvt2iteVCiLYjyasQ4oqKLWzctkneXovrjbuFO9OCprVafz7WPnRx6MKahDVM7TgVUwNTDuceZl3iOqCxQvafP0iHOIQwreM0vjrxFV+d+IoONh14uPvDfBHzBcF2wWxK2YRe1TMlYMoZxZDOZpT3KO7rfB9fxHzBcM/h7MzYyfLY5Sgo7EjfwdLRSwmyC0Kv6lmwawF7M/dibmiORtGgV/WcKjnFbYG3MavLLJzMnM5aSMlYa8zyMcuxNLLEzcKt8b5eo/jfkP8x3LNxX82juUcpqininWHvYGFkcc54FUVhrO9YPoz8kEkbJjEjaEZTEbe/+/HUj5gZmHFLh1ta9DkI8SdbE1u2Tdl2SdPnhRBXjiSvQogrKrYoFlMD06btCoQQ5zYvbB7zdszj+d+e57XBr/FDwg9YGVlhZWRFiEMIRlqjprYLey2kTleHgcaAHxJ+YP7O+fhb+7NizAoKqgv48dSPTPKf1OJ7P9z9Ycb5jsPH2odx68bR2b4zC3os4MHtD/Kvrf/irk53YWdix97MvSzstbBpJDMiL4JlMcuYFzrvgtWSO9p1bPa1VqNtVuxqxdgVaNA0my58LuP9xrM0eimF1YW8+fub9HbpjYHGgNzKXHytfTHQGLAtdRujfUa3ysi4uPHYmNi0dwhCiH9QrqU1k4qi+AApKSkp+Pj4NB2Pi4sjOPj806LEhcnnKK6EOzffiVbR8uXYL9s7FCGuCcuil/FOxDtM8p/E5pTNTO84nfnd5mOgMWiWvP7dx5Efk1yazH/6/QcrI6vLjqGqvgpTA1MURSG7Ips3jrzBjvTGIoFdHbry9bivr4qRzJqGGkpqS7j5x5uprK9sOq5RNHSy60Tc6TjWTlqLv41/O0YphBDiYqSmpv5ZfNZXVdXUv5+TkVchbmDbUrfx2uHXWDV+VdOatuSSZMJzwjExMMHG2IYB7gMw1hpfUv+Z5ZmcKDpxxl57Qohzu6/zfSQUJ/BT0k90tO3IvZ3vveDI4dywua0aw9/v52bhxtvD3iYyP5KvTnzFnNA5V0XiCmBiYIKLgQtfjvmS8JxwTA1M8bT05MsTX/Jb1m/MDJ4piasQQlxHJHkV4gaVX5XP4oOLKa8r58dTPzLQYyAKCrO3z6a0trSpnZ2JHSvGrMBAMWBv1l462nakp0vPZn0llyTjYObQbMRHVVWeO/Acxlpj7ux0Z5s9lxDXOkVR+O+A/zLKexSDPQafc7S1rYU5hRHmFNbeYZxVR7uOzaYk93Tuyba0bU1raYUQQlwfro5Xp9eZRYsWMXfuX2/BN27ciKIoxMbGNh0bO3YslpaWhIWF0aFDB8zMzAgLCyMsLIxnn32W3bt3oygKr732WtM1u3fvpmfPv5KG4uJi7r//fvz8/AgMDKRfv37s2rWr6fyKFSuwsbEhLCyMTp06MX78eHJzc6/w04trxWfHP6O2oZYA2wC+PPEl0zdOZ9rGadTr6vluwnf8MuUXPh31KVX1Vbwb8S5TN07l1cOv8sAvD7A/az+qqpJVkUVVfRXTN03nni33UFFX0dR/TGEMR3KP8H/d/69ZpVIhxIUZa40Z6T3yqklcrzWGWkMm+E2Qta5CCHGdkeT1Chg2bBi7d+9u+nrPnj306dOn6ZhOp+PgwYNERkYSGRnJ0qVL6dSpU9PXL730EgCurq68/fbblJSUnPU+t99+O1ZWViQmJpKQkMCrr77KbbfdRnx8fFObkSNHEhkZSWxsLJaWlixevPiKPbdoW4dzDrM3c+8lXVunq2NLyhZGeo/k3pB7Ka8rp5tTNx7o8gBvDX2LEPsQXC1c6e/Wn/F+4/k1/VeqG6pZMWYFHWw78OjuR3lm/zOMWTuG14+8TnVDNadKTvHQrw+RX5XfGF/uYaCxiqkQQgghhBCX67qcNrzv+wQKMyou3PASOHhaMGhq4Hnb9O/fn5SUFPLy8nB2dmbPnj08//zzrFixgoceeohjx45hZWWFv//51+G4ubnRr18/XnvtNV555ZVm5/bu3cvJkyfZsmULWm1jVcYhQ4Ywa9YsXn75Zb766qtm7RVFYciQIWzcuPESnlpcjRYfXEx6eTqjvEfhY+XDA10fwNTAtEXX7s7YTVldGZP9J9PLtRf1+npGeI3A2tj6jLYzgmewNnEtUwKm0MO5Bx+P/Jg7N9/JxuSNKCisTVyLpaElz/R9hv8e/C8zN8/khwk/cCT3CP7W/jiYOrT2owshhBBCiBuQjLxeAaampvTu3Zvdu3dTXl5OZWUlY8aMITIyEmic/jt06NAW9bVo0SKWLVtGTk5Os+PHjx+nR48eGBo230uvb9++REdHn9FPXV0dmzdvZtq01tuTULSf0tpS0svT8bHyITI/kqXRS7l3a+MIakv8nPQzTqZO9HHtg6HGkFsDbj1r4goQaBvIN+O+4YleTwDgYOrA0tFLear3U8wNbZweP8B9ABP8JrBs9DKKqot4at9TRORH0MulV+s8sBBCCCGEuOFdlyOvFxoZbQtDhw5l9+7dWFlZMXDgQLRaLQEBAcTGxrJ7926mTJnSon6cnZ2ZPXs2L774IlOnTm06fr4tjhRFafr1jh07CAsLIyUlheDg4GZ9iGtX3Ok4AJ7p8wz93PqxK30Xj+x+hNePvM6LA15salevq6ewuhBXC9emY0XVRezP2s9dIXe1aC9FgFDH0GZfe1h6MDN4JkXVRfyY9COTO0wGoItjF57q/RRLwpegotLbtfflPqoQQgghhBCAjLxeMX+ue92zZw9DhgwBYPDgwfz666/s37+/xSOvAE888QTr168nKSmp6VhoaChHjx6lvr6+Wdvw8HD69+/f9PWfa14zMzNRFIXnnnvu8h5MXBViCmMA6GTfCYBhXsO4r/N9bDi1gfCccHIrcymqLuLjqI+ZuGEiRdVFTdduTtlMg9rAZP/Jlx2Hvak9W6dsZaD7wKZjUztOZdX4VczqMotB7oMu+x5CCCGEEEKAJK9XTL9+/UhNTWXt2rVNiergwYP54IMPsLGx+XPj3RaxtrbmscceY8mSJU3HBg8eTEBAAAsXLkSn0wGN62DXrVvHU089dUYflpaWfPrpp3z00UdnTEEW154TRSfwsvRqNtV3Tugc7E3sWRa9jJmbZzJnxxw2nNpAra6WTcmbmtr9lPQTIfYhV3Tvw84OnXm4+8OYGJhcsXsIIYQQQlwrVFWltLr+wg3FeUnyeoWYmJjQp08foLHwEkCvXr3Iysq6qFHXP/373/+moaGh2bE1a9ZQUlJChw4d8Pb25pZbbmHXrl14eHictY+uXbsyderUZtvviGtTbGEsIfYhzY4ZaY24NeBWwnPCya/KJ/50PAXVBZgamLL+1HpUVeXk6ZPEn45nkv+kdopcCCGEEOLG8/3vGfR+aQcZp6vaO5RrmnK+tZNXG0VRfICUlJQUfHx8mo7HxcURHBzcTlFdHcrKypg+fTqOjo4sX74cjebi30vI53htOF1zmiGrh/B4z8e5J+SeZudyKnIYs24MfVz6UFxbTG5lLnNC5/Dq4Vf5auxX/Jr2KyvjV7Lz9p3Ymti20xMIIYQQQtxYJn/4G1EZJTw0zJ8nbgpq73CuaqmpqX/OUvVVVTX17+euy4JNNyIrKys2b97c3mGINhBbGAtwxsgrgKuFK5+O+hR/a390qo6yujI8LDz4JOoT3o14l5TSFAa7D5bEVQghhBCiDRRV1HIip4yojBKMDTR8/3smC0YGYqiVCbCXQj41Ia4xMUUxKCgE2599lLyva18czRxxMXch0DYQM0Mz7gy+k6N5R6nV1TI7dHYbRyyEEEIIceN5a3sC/V7ZyV3LDqNR4LmJnSgoryU8uejCF4uzkpFXIa4xJwpP4Gvti7mheYuvmRE8g+zKbG4PvP2sI7ZCCCGEEOLyNej07EkowMnShPd+TeSmEGeGBDphYWLA4AAHnl0fQ2x2GYMCHNs71GvSdZO86vX6S1rnKRpdS2ufb1SqqnIo9xDRhdEMcB9wUddaGlmyuP/iKxSZEEIIIYQAeO/XRN7beQozIy0mhhpeubUrduZGTefdbUw5kV3W9HVlbQMF5bV425uhKAoZp6vwsDVFUZT2CP+qd10kr+bm5mRlZeHs7IyhoaH8Zl8kVVUpKirCxES2Nbma/Zz8M8/ufxaArg5d2zkaIYQQQgjxd0fTinl/1ymCXCyJzy3n7n7ezRJXgGBXS+JyyqisbeCH3zN4f+cpiirr8HM0Z+4Qf55Yc5wFIwNYMDKwnZ7i6nZdJK8eHh4UFhaSlpZ2xnYyomVMTEzOucWOaH86vY7Pj39OoG0gC3stpLtT9/YOSQghhBBC/M3b2xOwNzdm7dz+xOeWEeJmfUabTq5W7IzPZ+y7+0g/XUVvHzvmD3fh9W0neWLNcQA+2ZPE9F5euFjLwNI/XRfJq0ajwcnJCScnp/YORYgrYk/mHlLLUnlj8Bv0ce3T3uEIIYQQQoi/iUgvZv+pQp4ZF4S5sQE9vO3O2q6TmxV6FdJPV/HZXT0Y1ckZRVFwtjLh2Q0x/GdCMAvXHOfLg6k8OUa21Pmn6yJ5FeJ6tz9rPxaGFoz0HtneoQghhBBCiH/4/kgGlsYGzOzjfd52f47GTgx1Y3SIS9PxsV1cuSnEBY1G4fO9Kc3WxYq/SPIqxDUgIi+CMKcwDDTyV1YIIYQQN7Z6nZ7aBj0WxlfHz0WqqrI3oYCBAQ6YXyAmTzszPrmzO/38HM44p9E01u0JdLbgcMrpKxLrtU7K8wpxlSupKSGpNIkezj3aOxQhhBBCiFa1NSaXJ9ccR6dv2c4XZTX1THhvP3d8Fn7V7JaRVFBJdmlNi7e/GdPZFWszw3OeD3C2JLu0hvKa+tYK8bohyasQV7mI/AgAKdIkhBBCiOvKzvg8HloVwerfM4jLKUOvVzlwqpDM4iqgcR3pa1vjmyWpT645zsm8cqKzSjmZV95eoTezL7EAgEEBZ46mXopAZ0sATuVXtEp/15OrY6xdCHFOx/KPYaQxorND5/YORQghhBCiVaiqyutbT+JqbUJmcTV7EgpY/HMsR1KLMTHUMHdIB747kk5OaQ0jg53o4W1HRW0D20/kMaW7Bxsis/g5KpsgF6t2e4Y9CQWUVdezdF8Kfo7meNqZtUq/AU4WACTmVdDNy7ZV+rxeyMirEFe5lNIUfKx9MNIaXbixEEIIIcQ1ICarjPjccuYM8cfD1pQPd53iSGoxi8YHMzTQibd3JJBfXouJoYZvD2cAcCT1NA16lVu6udPf356fo3JaPHU4NruU7w6nn7cQUk29jtKqxqm6F+o3p7Sae744zPxvj1HboOftqWEtfPIL87Qzw9hAQ8JVMrJ8NZHkVYirXHp5Ol6WXu0dhhBCCCFEq/n+9wyMDTRMDHWjt68dVXU6Ortbcf9AXz65qwdf39+bz+7qwS3d3Nl4PJvozFLCk4ow1Cr08LZldIgL6aerSC2quuC9qut0TPs0nKfWRfPo95HnbPfEmuOMfmcPP0ZmEbr4FzJOn7vv7SfyAPhgRje2PzKYUE+bi/8QzkGrUQhytWJHXB5VdQ2t1u/1QJJXIa5iOr2OzPJMvKwkeRVCCCHE9aFep+fn49ncFOKCtakhfXwb90S9p58PitJYcXdQgCMjgp2ZNcgPC2NDJn24n1WH0+nmZYupkZaBHRrXl/52qvCC99sRl0dFbQODAx2Jzy0nv7ym2fmUwkpOZJex6Xg2eWW1PPxdJGU1DRw6T8XfX2Lz8Hc0Z0JXN2zNW3923JM3dSTtdBVLNsW1et/XMklehbiK5VXlUa+vl5FXIYQQQlw39p8qpKSqnkmhbgBMCnXnxZs7c3M39zPa+jtasPPxIdzTz4fK2gZGBDkB4GNvhruNaYuS1x8js3GxMuGxUYFA84S3tKqece/uY/z7+1AUhRFBTmgUMDLQcDyzpFk/pdX1RKQXU1JVR3hyUbN9Wltb/w4OzB7kx6pD6U2jvEIKNglxVUsvTweQkVchhBBCAI2VbWvq9Yzq5NzeoVyyjVE5WJoYMCiwcfTU1EjLXX29z9neysSQFyaFMH94B6xNG7eYURSF/v72bI/LQ6dX0f6xR+rKQ2nkldXyf8M7YKDVUFJVx56EfP7V34cu7tbYmRuxL6GQW7p5APBjVBbV9TqCXCzp6WPLCxNDyCqpZuGa40RlljaL4/1fE1n2WwpjO7vQoFebku8r5dHRgew/VciTa48zoMMwzIwkdZNPQIirWHpZY/LqaenZzpEIIYQQor2dyi9n1pe/o9UoHHx6RFMidy3IKqnm+R9jmBzmzuboHCZ0dcXYQHtRfdhbGDf7elQnZ344msn0zw6SV1bL6E7OrDiQSoNeJTarlPdndGNLTC71OpXJYe5oNAoDOjiw62Q+5TX1WJoYsvpIBiFuVmz6v0FN/XrbmxPqacOKA6nUNegxMmicrLonoQBVhc3RuYzq5Eyw65WtdGxsoOU/Ezox/bNwtkTnMqWHxxW937WgXaYNK4oyUFGUcEVRDiiK8lh7xCDEtSC9LB1jrTFOZk7tHYoQQgghLtJvpwr5Yn9Kq/X39LpojLQaqup0fHc4vdX6bQtfHkhlR1w+8789hqmRlkf+mMJ7OUaHuPDfySFEZjRO7126PwVTQy1P3NSRXSfzmfZpON8dTsfP0ZwQt8ZEc9ZAX4qr6vlwVxLxuWXEZpcxteeZgwRd3K2pa9CTkFdOdkk1J7LLSMyvIMzTBlNDLQ+PCLjs+Fuij68dvg7mrP49o03ud7Vrr5HXZGCwqqp1iqLsUhTlY1VVL1wqTIgbTFJpEp6WnmgUWZ4uhBBCXGve3p7A0fRibursgruN6SX1kV5Uxds7EpjZx4sjqcU8OSaIPQn5fB2exoND/Fs54pZp0Ol5cm00I4KdGNfF9YLt6xr0rD2aSV8/OyyMDZk1yBe3S/w8/unufj7c0btxedUrm+Pp4W3L+K6uBLlY8u9Vx6iu1/HIyMCmQlChnjZM6e7BF/tTKKqoRVE46zP08LZFo8A7OxI4klpMZW1j1d9Xp3TB284cU6OLGzW+VIqicHtPD17fepLw5CL6+tk3nSuqqCUhr4J+/vbn6eH60i4/Eauqmq2qat0fX+oAfXvEIcTVLKogit+yfmOQ+6ALNxZCCCHEVaW0qrG4j6rCDy0YNWvQ6Xns+yi+PpjatMdodkk1M5aGs/5YFnNXRgAwMtiJIYFOZBZXU15TfyUf4ZzCk0+zNiKTf6+KYGtMzgXbb4vNpaiyjjlD/Fl6T89mCVhrMNRqMNRqeG5iJ8Z3bUxERwQ78/2D/RjXxYXpvZuPrD46OhAVlR+OZtLbxw5HS+Mz+nSzMWX+8AB2xOWj16tYmBjgbGVMR2fLNktc/zSzjzf+juY88NXvzPryCEfTTlNaXc8dn4dz57JDlLXTn4P2cNkjr4qi/A+YAvgAXVRVjfnjeCDwJWAPFAF3q6qa+I9rRwFJqqo2r1fdeM4G+OeGSTLRW9wQGvQNvBT+Eo6mjjwY+mB7hyOEEEKIFqrX6XloZQQNehW9Cs5Wxvzweybzhwc0FRU6m9W/Z7A2IpO1EZnsOlnArEG+LFofQ2lVPb197TicchpPO1M6OFmQmF8BQFpRFZ3drdvq0ZpsicnB1FCLj4M5r26JZ3QnFzRnebY1RzOprG3gi99SCHCyYFCAY5vG2cXDmo9m9jjjuLuNKbf18OTbw+nnHTmeP7wDFbUNDA9ywtvejOo6XdMIbluyNjXky/t689TaaI6mFfN/30biaWdKQl7jn4OojJI2/2zbS2uMvG4ABgNp/zj+CfChqqqBwIfAp38/qSiKB/A0cK41rwuAlH/8t68V4hXiqrf65GriTsexsPdCzA3N2zscIYQQQrTQVwfT+OVEHjvj87E0MWDR+E5klVSzIy6P05V1jH13Hy9vjmsaXQWoqG3gnR2J9PS25YWJndh/qpAZnx8it6yG5ff24plxwQAM7+iEoih42ZkBkHG69VfdqapKYUXtWc+dyi9n3sqjbInJZViQI3OG+JFaVMWehAIAdPrGZ9LrVb4OT+PxH6J4/qdY0oqqWDSh03mT97a2YGQAU7p7MDns3BWDDbQa/jOhEwM6OOBha0aAs2UbRtich60Z38zqwyd39iCrpJrw5NMsubkzigJH04rbLa62dtkjr6qq7geavYVQFMUJ6A6M+uPQt8AHiqI4qqpaoCiKMbACmKuqasU5un7njzZ/54EksOI6V1BVwAfHPqCfaz9Ge49u73CEEEII0UK5pTW8sz2BQQEO2Jsb4WFrxtg/1rt+sieJLw+kEp9bRlxOGWZGWhaMbCxa9NKmExRW1PLZXT3o5mXLkI5OnPqjOJCjpTGqqvLm7aEM6NC4tYy3fWPymtaKyWt+WQ3RWaVsicllzdFMenrb8sbtofg6/PUS/cWNcU2J6oSubowMduYlyzg+2ZNEblkNL2+OY9uCwcz55ijHM0sZFODA+C6uFJTXMiTw6hoZdLYy4c2poe0dxkXr42fPU2ODsDM3YmpPT74JTzsjed2TUEBpdf0V38qnPVypgk2eQJaqqjoAVVV1iqJk/3G8AJgBdAI+/SPpnamqatbfO1BVtQRotjNwewzTC9HW/vf7/6jV1fJMn2fkz7wQQghxjdDrVZ5YE0WDXuXFyZ3x+VvS96/+Pry0OQ5FgdemdGVPQgGf7knmzr7erD6SwbeHM3hwsB/dvGwB8HUwb5Y0KorSbJsUSxND7MyNSCtqneT1VH4F0z8LbxpxvbW7O7vi87nni8N8dncP1h7NJDa7jANJRTxxU0eGdXQi2NUSRVGYPyKA/2yI4fe0YnR6lde3xnM8s5SnxgZx/0BfDLVSdLK1zflboa7u3rb8HJmNXq+i0SioqsrzP8aQXVJDT29b3GxMm7YFuh60S7VhVVWXA8vb495CXM1OFJ1gc8pmZnedjY+1T3uHI4QQQogW2nUyn32JhSy5uXniCnB3f2/sLYzo7WuHh60Z3Txt2HQ8h5ve3ktRZR0Turpe9NYxXnZmpJ+uvOy4dXqV2V//DsDyf/XCxdqEYFcrjqUXc8fn4Yx5p3HSo7e9Gb4O5tw7wAczo79SiJm9vdgWk8uR1NOYGWnZEJmNiaGGf/X3kcS1DfT0tmXVoXSOZ5WyKz4fd1tTUv94qbFwzXH0qsqBpCKW39uLYR2v/a0Xr1TymgG4K4qi/WPUVQu4/XFcCHEOv6T+glbRcnenu9s7FCGEEEJchJ+jsrExM2RarzP3DDU20HJr979GTgOcLRnb2YV9iYW8NTWUW7q5X/RsKy87MyLSL3+t4464PJILKnn/jm4MC/oruenmZcvOx4bya1weAc6W56wQrNEoLL2nJ4UVtby+9SQ/RWUzwN8BE8O2rch7oxoR5IyRVsPT66KJyykDQFFgYlc3forKxsPWFAcLIz7elSTJ67moqpqvKEokcAfwzR//P6aqasGVuJ8Q14udGTvp6dITa+O2rxwohBBCiEtTU69j+4k8Joa6tXi08e1pYdTr9Jc8ndPb3oyNx7Op1+kva4Tz873JuNuYMrazyxnn3GxMuaufzwX7MDHU4mFrxuBAR36Kym6WBIsry9rMkJGdnNgcnYuNmSHlNQ308LblramhPDexEw4Wxizbn8KLG08QmVFCmOc/N3O5tlz2WL6iKO8pipJJYzGlHYqixP5xag4wX1GUBGD+H18LIc4iqiCKFw68QEppCsM9h7d3OEIIIYS4CLtPFlBZp2NC15YXyDEx1F7WOsRAZ0v0KhxLL7lw43M4mlbM72nF3D/QF4NWmOI7rosL/x7W4bwVfEXru7Vb46j+A4P8WP6vXiy5uTMGWg0OFo37107r5YmxgYafIrPbM8xW0RrVhv8P+L+zHI8H+lxu/0L8k6qq11UhI521I2YPAAAgAElEQVRex3O/PUdyaTImWhNGeI1o75CEEEIIcRE2RedgZ25EXz+7NrvniGAnzI20/PB7Br19W37f/PIaTuVV0L+DA0v3JWNlYsDUs0x1vhRmRgY8flPHVulLtNzwICc+mNGNkcHOZ52ubWFsQG9fO/YlXvuTYGUVtbimVNRVcOtPt/JexHvtHUqr2Zi8keTSZP435H/smbYHZ3Pn9g5JCCGEEC1UXafj17g8xnR2aZXRy5YyMzJgYqgbm6JzqKhtaNE122JzGf6/PcxYeohHVkeyLTaXmX29sTBulxquopVoNAoTurqdd53x4ABHEvMryC6pbsPIWp8kr+Ka8kHkB5wqOcXn0Z+zJWVLe4fTKr5P+J4A2wBGe4/GzNCsvcMRQgghxEXYdTKfqjodE7q4tvm9p/f2oqpOxzfhaU3Hvg5P465lh9DrVbJKqtlwLIsDSYWUVtfz7PoYvOzMGBHkxPpjWfT1s2fuUP/z3EFcLwb/sc/uz1HZ6PRqO0dz6eQ1i7hm5Fbm8m38t0wJmEJSSRJP7n2SjPIMZned3dQmoywDZ3NnjLRG7Rhpy1XUVRBbGMv9Xe6/rqZCCyGEEDeKXfH52JgZ0ucc1XivpDBPG4Z1dOSjXae4o5cX1maG/ByVzeGU0yz+OZavw9P4M0+xNDagvLaBj+/sThd3a347VcjgQEfZzuYGEehsgb+jOa9siWdzdA4//ntge4d0SeRPq7hmHMk9gl7Vc0fQHXw2+jPG+Y3j/WPvsz5xPQAnT59k0oZJzN85H72qb+doWyYiPwKdqqOPiywPF0IIIa5FJ3LK6OJujVbTPi+hF44JoqymgRUHUmnQ6YnOLAXgy4NpBDhZsun/BvLhjO7YWRgxJsSFXj52mBhqGRHsLInrDURRFNbNHcB7d3Tj3gG+7R3OJZORV3HNOJJ7BGtjawJsA9AoGpYMWEJRdRFLwpfQx7UPiw8uRqvRciD7AJM3TKa/W3+e7vP0Bftt6wJQqqqyN3MvgbaBHMo5hJHGiFCn0Da7vxBCCCFaR71OT2JeBfcO9Gm3GIJdrRgc6Mi3h9MZHuREdb2OME8bYrNLef22roS4WRPiZs24Li6o1+5sUdEKrM0MmRR6bVeCltct4ppxJPcIPZx6oFEa/9gaaAx4of8L6FU99269l+jCaBb3X8z8bvMxMzRjVfwqIvMjz9tnUkkS/b7tx4GsA23xCAD8lPQT/975b0avHc3XJ76mm1M3jLXGbXZ/IYQQQrSOpIIK6nR6OrlatWscd/bxIreshjd+OQnAu9PDOPzMSEL/tqenoiho2ml0WIjWIsmruOrpVT3b07aTWZFJT5eezc65W7gzqcMksiuzGeszlnG+45jddTbLb1qOvYk97x17D1VVqWmo4ZFdj7A3cy97M/fyzYlvqG6oZlPyJirrK1lyaAm1uloA1iWu4/E9j6O28uvJA1kHeO3wa7x/7H2C7YJ5vOfjzAyeyb+7/btV7yOEEEKItnEiuwyg3ZPX4UFO+DqYszehADtzI7zszLA1vzbqfwhxMWTasLjqfRL1CR9HfYyhxpAB7gPOOD+/23xsjW25r8t9TdN/zQzNeKDrA7x6+FXCc8KJKYxhR/oOIvIjqKqvokZXw7fx36Ki4mzmTEZ5BmsT1nJ74O28f+x9CqsLmdVlFkF2Qa3yDBuTN/Ls/mdRVRUVlZcHvkxv196t0rcQQggh2seJ7DKMDTT4Opi3axwGWg2rH+zLs+tj8HMwlyKQ4rolyau4au3N3Et5XTkr41YyxGMIrw56FQsjizPaOZg6sKDHgjOO3x54O1/GfsnLh14mvyqfTvadiCuKw9rYmhf6v8Ci3xbRoG/gmT7PsCpuFXuz9mJlbEVhdSEAm1M2t0ryWlVfxWuHX6OrQ1feG/4exTXF+Nn4XXa/QgghhDg3VVU5mVdOoJPlFZkuu3RfMt8dySDEzapN93c9FydLEz6/u+eFGwpxDZPkVVyVUktTeWTXI9Tp6wCY1WXWWRPX8zHSGjG/23ye2f8MXR268vqQ14kpjMHN3I0ujl0oqS3hvYj3GOE1gtTSVNYlrqOgqgAfKx88LD3YmrKVBd0XNK2xvVQ/JPxASW0Jj/V8DFsTW2xNbC+rPyGEEEKcqbZBB4CxgZakggpe+CmWfYmFLBofzKxBl/fSOCarlHURWXjYmnLvAB9ySmt4aXMc/fzsefHmzq0RvhCiBSR5FVcdnV7HCwdfwFhrzF2d7qK6oZowp7BL6mui/0SGeA7ByqhxLYq7hXvTuZnBM5nWcRoGGgMGuA9gVfwqEooTeGngS2gVLU/te4rDuYfp69r3kp9FVVW+jf+WXi69LvkZhBBCCHFhD359lGPpJYR62nAwqRATQy1edmasOJDKvQN8L3krm3qdngWrI0kqqEBVoauHNb+dKkJV4bUpXfG0M2vlJxFCnEv7z3EQN5R6fT3fn/yeqvqqc7ZZFrOMo3lHWdh7IQt6LGjRdjfn82fiejYGmsb3Nz2de2KgMcDHyofxvuMZ6T0Sa2Nrvj/5/SXfN6ogihNFJ8iqyGKi38RL7kcIIYQQ51ev0xOeXISJoYackmpm9vFm52NDeXJMEJnF1eyMz7/kvlcdSudUfgX/uy0UQ63C1phcvv89g4EdHCRxFaKNyciraFO7M3bzYviLFNUUMTd07hnnE4oT+CjyI8b6jGWy/+Q2i8vM0IyXBryEt5U3Wo0WLVpu9r+ZlXErya/Kx8nM6bzXr09cj62JLUM9hwIQVxTHnZvvxNHUEY2iYYjnkDZ4CiGEEOLGlJBXTk29ntdv69RsH8vRIc44WBizITKLUZ2cL7pfnV7ls73J9Pa149bu7myIzGL5gVR0epUXJoW05iMIIVpARl5Fm9qXuQ+Ab058Q2V9ZbNzqqry2uHXsDCy4Nm+z7Z5pbxxfuMIcfjrG9G0jtMA+CjyI2oaanj/2Pusjl/ddD6nIof7tt3Hy4de5rkDz/HMvmcorS0F4GDOQQAKqgsIcwzDzsSuDZ9ECCGEuLFEZTR+/w3zsGl23FCrYUSQE3tPFlCv07e4v5p6HR/sTOSTPUlklVRzTz8fFEVhZLAzOr3K4EBHRgaf/8W2EKL1yciraBWqqtKgb8BQa3jW85uSN3Gi6AT7s/bjb+1PUmkSK+NWMrvr7KY2K+NWcjj3MM/0eQZrY+u2Cv2cPK08mR40nZVxK9mXtY/8qnwUFLysvAh1DGX+zvkkFCdwJPcI7hbuZFVk8enxT3msx2NNxywMLZgSOKW9H0UIIYS4ppTV1JNxuooQt5b9PBCVUYKtmSGedqZnnBse7MTq3zM4knKafv72xGaXEZVZwm09PEjMq6Coso4t0TmYGRnwnwnBJBVU8tTa4/yeVgyAg4VR06jtxFA3wpOLeHpssGxHI0Q7kORVXJbC6kIyyzNZEr4ErUbLd+O/Q1EU6nX1PLv/WUb7jOZo3lG+ifum6Zr53eazK2MXX8R8wZSAKdib2nMw+yCvH3md4Z7DmRo4tR2fqLm5YXOJPx2PtbE1k/0n827Euzyx9wmC7IJILEnkwxEf0qBvoJN9J96OeJuvT3zN3sy9FFQVMNF/Iov6LmrvRxBCCCGuOe//msjn+1KY1tOTl2/tcs5iSymFldz28QHKaurp7+9w1oRyUIADRgYatsbmciyjhDe2nQRg2f4UkgsaZ4FpFNCrkFVSxfYTeZgaann11i7sO1XIAP/G6wHszI34+M4eV+iphRAXIsmruGTFNcVMWD+ByvpKDBQDGtQGvjv5HSmlKXhaerIldQu/pP2CTtUxI2gGbhZufBv/LYM9BhPmFMYtP97C20ff5sUBL/LBsQ9ws3DjtcGvodVo2/vRmlgZWbF8zPKmrzvYdOCB7Q9wKOcQC3stZJDHoKZzLw54kWGew/jvwf9S1VBFb5fe7RGyEEIIcc2LySrDyEDD6t8zGNXJmZF/jHxGZ5ai0UCImzUNOj2PrI6kXqcnzNOGKT08ztqXmZEBE7q68k14GlqNwk0hzgwMcGTxT7Hc0duTyWHu+NibM2/lUbbF5nFzmBv/mdAJewtjpvf2asvHFkJcgCSv4pKtil9FZX0li/svppdzL2ZsnsHLh15uOu9r7Yuqqvha+7Kw10K0Gi13d7obRVGwN7Xnvs738Xn05xhqDTleeJz/9P0PJgYm7fhEF+Zp5ck3474hqiCK4Z7Dm50z1Bhyk89NeFl68X3C9wx0H9hOUQohhBDXLlVVOZlXzsSubuw/VcDKQ2mM7OTMj5FZPPZ9FM5WJux/chg74vKJzCjhnWlh3NzN/bx9/ndyZ2KySskvr+WlW7rgYGHMbd09MDX664X5Z3f3JDqrlKGBjjIlWIirlCSv4pJU1VexKm4VwzyHcWvArUDjvqkrYlcwI2gGS6OXMi90HiO9R6JVtE3fBP7+zWBu6FyO5B5hTcIaXMxdmNyh7aoLXw4HUwdGeI045/lg+2Ce7/d8G0YkhBBCXD8KK+o4XVlHiJsV7ramvL8zkWfXR7PqcDoOFsZklVQTlVnKjrg8rE0NGd/V9YJ9WhgbsG7eACpqGnCwMAZolrgCOFgYM6yjFGES4momyau4JJEFkZTVlTG141/rUx/s+iD3hNyDqYEp94Tcc8GiS4ZaQ1aMWUFBdQE2xjYYa42vdNhCCCGEuMol5JUD0NHFkkBnS3bF57PyUDojg515+ZbODHhtJz9FZrMzPp9hHR0x1LZs8wwLYwMsjOVHXyGuZfI3WFyS6IJoALo6dm06pigKpgaNVf5aWi1Yq9HiYu7S+gEKIYQQ4pp0MrcxeQ10tsTR0pif5w/kdGUdtmaGKIrCoABHvglPo06nb1oLK4S4Mcg+r+KSRBdG42fth5WRVXuHIoQQQojryMnccuzMjXCwMGo6Zmdu1LT0aNH4YAYHOhLgZMGQQMf2ClMI0Q5k5FVcNFVVOV5wnMEeg9s7FCGEEEJcZyIzSghxszpn0SQ/RwuW3tOzjaMSQlwNZORVXLTMikyKa4ubTRn+k6rXt0NEQgghhLgeFJTXcjKvnH7+9u0dihDiKiTJqzgnvapnXeI68irzKK4ppryuHFVV+STqEwB6ODffpLvgvfdJHDiIij172iNcIYQQQlwlVFVFVdWLvu5gchEAA/wdWjskIcR1QKYNX6eq6hqIyynD2968qST8xdqZvpPnDzyPi7kLZbVl9HLpxQivEfyU9BPzwubhb+Pf1Lby0GEKP/4YjakpGXPn4bt+PSYdA1vrcYQQQghxDdDrVR77IYptsbmYGxvgZWeGTq9yc5gb9/T3ueD+qQeTCrE0MSDETWpqCCHOJCOv16lF62OY8vFB+r3yK7mlNRds/3PSz5wqPgX89bZ0eexynMycqKyvRK/qCc8JZ2PyRrwsvZjTdU6z6/PffBNDDw/8Nm1EMTCg+Ltvr8hzXSqdXuXVLfEcSy9u71CEEEKI69b2uDzWH8tiVCdn+vrZY6BRaNDreeHnE+yMzz/ndaqq8uz6aNYczaS/vz0GLdz+RghxY5F/Ga5DiXnlrI/MYlCAA/U6lQNJhedtvz5xPc/sf4ZlMcv4OOpjbv/5dqIKojhecJxZXWax47YdvDHkDWp1tRzOPcxA94HN3pzWJCRQc/w4tjNnYOjqitXYsZT9+BO6isor/agtti02l0/2JPHg10c5XVnX3uEIIYQQ14WjacW88FMsn+1N4sfILN7ZkYi3vRlv3h7K+3d0Y/WD/Vg/bwB25kasO5bVdN1bv5zkoZURzfpZeSid8V1c+e/kzu3xKEKIa4Akr9eoytoGMour0OubryfJL6vh8TXHMTPU8s60MKxNDTmUfPqc/SSXJvNi+IsAJBYncjD7ICeLT/LyoZcx0ZowyX8SZoZm9HTuiVbRAjDAfUCzPkrXrQdDQ6wnTQLAZurt6KuqqNi9u1m7usws8t96G7Wh4XIf/6KoqspHu0/ham1CSVU9C9ccv6R1OEIIIYRo7vO9yaw4kMrLm+N5+LtI4nPLeHRUYLORU0OtholdXdl+Io8t0TmUVtezPjKLTdE55JRWA7AhMgsTQw1LbumCs5VJez2OEOIqJ2ter0FL9yXzzo5EKmob8LE3Y8ejQzDQaqisbeD2Tw+SX1bL29NCsbcwprevHeEpRWftp15fz4sHX8RQMWGg+yj2Z/+CkWIIQNzpOMb5jsPc0BwACyMLQhxCyEuJJWDzCUpdSqhLTcV25kzKNm3CcugQDOzsADANDUUxNaX62DGsJ4xvul/ufxdTuXcf5gMHYN679xX+lP4SmVFCTFYZr9zahao6HS9uPME3h9K5q693m8UghBBCXI8S88u5KcSZ128LpaC8BmtTIxwtz6y1MaWHB18eTGPuyghGBjuRcboxaf0lNo8ZfbzYdDyHkcHOWBjLj6ZCiHOTfyGuMRHpxSzZFMfgQEf8Hc1Z/lsqsdllhHra8Ma2k6QVVfHd7L709WssMd/Xz57tJ/LIKa3G1dq0qZ/ogmge+vUhimuLqcm5lerd6bx7vAa7shrifLQsng4T/Sc2u/dDoQ/RsPNTSja+S8kfx6qPR9NQUIDFiBFN7RQDA0w7d6Y6KqrpWMX+36jcuw+AqkOH2zR53ZdYiKLAmBAXrE0N2X4ilw93nuLOPl4XLBwhhBBCiLOra9CTWlTF2M6uWJsaYm1qeM62XT1s2Dh/IO/sSGRHXB4AlsYGbIrOobpeR3FVPbf18Gir0IUQ1yiZNnwV2JqylSf3Pkm9rv687VRV5T8bYnCxMuGjmd2ZO7Sx2u/B5CIKymv56mAqM/t4NSWuAIMDHNAo8NDKCEqr/up/eexyVFSsS+fgp/ZlwYHDlJnBwWCFkFQd95mOpK9rX1S9noy58yjdtIn+7v3xSCjBrGdPfDesx3zAACr37wdFwWLw4GaxmoaFURMfj76msVhU6bq1aB0cMO7YkapDh1rpk2uZ/YmFdHazxtbcCI1G4dbuHuSW1RCXU96mcQghhBDXk5TCSnR6lQBnixa17+xuzZ19vYDGxHX2YD8Op5zm1S3x3BTizJBAxysZrhDiOiDJaztbn7ieJ/Y+weaUzUTkR5y3bUR6MbHZjWtJLIwNcLI0oYOTBeHJRfwal4dehZl9/poKuz9rP7N2T+C5W22Jyizlo92N1YRLa0vZnbEbP9NBZGb7sMizHo1ez8ohWpaPNACtlpnZPhhoDKjct4+KXbsoXb+BhuJiahMSMB84EJOgIGxumwKAadeuTVOG/2TaLQwaGqiJiUHV66k8GI7FgP6YDxhAdVRUU1J7pVXUNhCRXszAgL/2ixv6xzfHXSfzyThdxZSPD5Ba2MbFpXQNsPouSNrV+LVeD/98eZF1FHa9AhFfgV7XtvEJIYQQF5CY3/gSuINTy5JXgIEdHHCybFzWNG9YB165tQsjgpxYcnMXmQ0lhLggmTbcjsrrynnz6Jt0c+pGTGEM+7P208e1T7M2pbWlxBbG0t+9P+siGosZjOvq2nS+r58d6yOy0KvgYWtKsKtl07kNpzZwuuY0G3PeYmjHx1h3LIsJPfV8l7CKen09kXH+9Pe3JzBrD8WGhuT6OlNcq2Lcy4uyzZtxmDuH4lWNW95UR0RQdfAgAGZ9Gqf8WgwfjqGXF1aTJ53xbKahoY3XRUaiMTdHV1yMWb9+GNjbc/qLL0ifNYu6tDSM/TvgumQJRh7urfrZxuWUEZNVSnJhJQ16lUEd/kpenaxM6OxuxY64PJILKjmaVsyao5k8flPHVo3hvDIOQdxPUJgAcw/Cnlch/GMIuRmS94BHT4hdD6q+sX3sBrhzLcg3diGEEFeJxLwKNAr4O7Y8eTXQavhudl/MjQ3QahTu6O3FHb29rmCUQojriYy8thNVVfko8iNKa0t5uvfTdHfuzr7MfWe0+yTqEx7c8SAnC1PYeDyHm0JcmhUzGBHkTGWdjr0JBYzq5Nz01rJWV8vezL10tO3IyeKT5Ji9SYXtB8zYMp2NyRsZkxPC0m8+YNHSRyj98SdMu3VjUscHqSscRdHw8dRnZHBq6DAq9uzBODAQfVUVhUuXopiZYdq5sYS9xtiYDr9sw27GjDPiNrC3x9DLi6rISCoPNCa95v36YT5wII6PPkpDbh4mQcHUREeT8+yzrf75Lv45lifWHOfj3UlMDHWjz9+mUgNMCnXjWHoJayMyAfjlRG6rx3BeJzc3/r8gHo6vhsOfNY68RnwFZvYQsxb8R8CTaTD0GUj6FXKPQ+X5tz0SQggh2kpsdhledmaYGGov6jo/RwupKCyEuCSSvLaTxQcX803cN0wJmEKwfTCD3AeRVJpEbFFsUxu9qmd72nYA5m1YQXlNPXf+o0LusCAn3r+jG53drZja07Pp+MHsg1Q3VPNoj0d5a+hbnK7PwsCoBD/t7eybvo+gYw4YocM8MADd6dOY9+vLXV0m0lDemWM+YXguW4ppjx44PvIIHh99BEDtiThsbr0VxfDcBRn+zjQslOrIKCr27sWogz+Gzo3JtcPsB+iwYzten3+G1aSJ1MTHt+rWNfU6PZEZJYzv4sq3D/TlvelhaDXNRywfGOTHk2OCCHKxZO5QfxLyKkhpy6nDCVvBdwg4dYIf50F1MdyxChbEwOxd8EgszFgNpjbkBN2NXmOEum42vOEP6+dAfXXbxSqEEEL8w4sbT7AjLk/WqQoh2pQkr+1gb+Ze1iau5Z5O9/Bcv+cAGOs7FidTJ2Ztm8WB7AOU1dTz/NbN5FXlgaolVxfO/PEqYV6WZ/Q3MdSNjfMHEexq1XRse9p2LI0s6eXSi1Heo/ht+n5usnqH5FN9qKw2xCYjiUrvALy+XIHHxx9h969/YW9hjJu1CdFZZVgMGIDnhx/g8OBsjDzcMfL1xcDVFccFC1r8nKZhYegKC6k6dAir0aPP2sbY1w99aSm6orNv53MpYrPLqKnXM66LK/387c+6hkZRFOYO9WfrgsHM7NM4XWlb7EWMvlbkw7Znoerce+ieVfYx2DAPik5B0ITGBNXSDRyDwG8Y2PzxAsLaAzRaCitquf3LOLbVh6IUxKPaB0DUtxTs/ZyymvMX+BJCCCGuhOSCCpbtT2F6L0+emxjS3uEIIW4gkry2sQZ9A28ceQMfKx8e7v4wGqXxt8DJzImV41fiZuHGQzseYsy3d7Mu401QtVjWjkRjks0XSU+zOn51U1870nYwZ8ccGvQNQONU5J3pO4krimN3xm6GeQ7DUNs4SqrVaBkd4kJ5TQNLforGrzQL27AuKBoNlsOGoTFt3Eans7s1+xML2H4ir1ncHh+8j/eXK9BamLf4Wc3Cwpp+bTV+/FnbGPn5AVCbnNzifi/k99TGhLKnj22L2nvYmtHZ3eriktfdr8DBD1A3P8Gj3x3jl7Nc26DTs+C7Y/x26o+pvgc+gM+GNq5l7XkfdLsTbLxg3kG4d8tZ17MuXHOcwopaUjvN5WddX37uuYJiQycO7N7C6Lf2cjTtIpNnIYQQ4jKtPpKBgUbh0VGBZ8xsEkKIK0mS1za2K2MXqWWpLOi+oCmx/JOLuQtfjvmS0d7jKKkrxsXCiaf6PMHWe59jTugc/Kz9+CnpJ6BxSvG7Ee/yW9ZvHMg+QEVdBXN2zOHhXQ9z15a7KKsrY4TXX3uvqjodnbd+y5D8GGIOHsdEV49r725nxPfv4R2wNTfiga9+58fIrKbjxv7+GHldXEEF48BAFDMzjIOCMPb3P3sb/8bktS455a9Y6+rIe+11Kvbtv6j7/eloWjEetqYXtZ5mTIgLx9JLyCs7exVknV79a2pzaRbqsW/AwgUlZg2vxY0gffObZ1yzKTqHDZHZbIrOgeoS2PM6+A+HR+NgwttgZNbY0MQKzOzOuP5UfgU74/OZN7QDD067lbetn+axjekcrPFhoGkaWo3Ck2ujW/yM16s3fznJhPf3terUcyGEEGdXU69jzdFMRgY74yTrVoUQbUyS1zb2bfy3uFu4M9Rz6Jkny7Kx+GwYt6l9qEqZz0t9P2Jm8EysjKx4KOwhbgu8jbjTcaxLXMfymOWklqWioPD1ia+ZvX02h3MO80CXB9DpdZgamNLfrX9T17lLllD6+Wc8cXglswobt+Qx7dLljBC6etiw9eHB9PG144k1x4nLKbvkZ1UMDHB57j84P/30OdsYODujmJlRm5wEgNrQQNaTT3J6+XKyn3ma4tXfU/jpZy2+p6qq/J5WTE/vlo26/ummEBcAPt2TTGl18+m4R9NO0+flHRxa9ijseoWo9f9Dp2sg/7Z1bHefR7rqxNDyjWQU/bVmVq9X+XrHUUAlNzcHtjwJtaUwcjGY2rQopq8OpmKk1TCjjxcajcL9g3yp16kYevXEvi6L/+tnx6n8ChLybtz9astr6ln+WyoxWWUk5le0dzhCCHHd+3RPMkWVddw7wKe9QxFC3IBkq5w2lFicyJHcIzza41G0mrNU5tv1MhQm/D97Zx0exdn14Xt2N7Jxd1cSQoDg7u7aIqVKS10ppUb1rXuBUkEruBaKO0ECJAQSAnHi7ptssrvz/TFpaEqAAKHQfnNfV65mZx+baZiZ85xzfofqhN2YqIbR3quxkTPMdxifn/yceZHzACnUuL9nf1ZeWImp0pTP+n5Gf6/++Fj7UF1XjalK2hGtTUuj9LeVWE+cQNWRSDrG7kNhbY2xj0+T6zRWKVgwLYIhXx5kzrpY1j/eHZXy5vY5bMaOveb3gkKBiY8PtSmpiLW1ZM1+mYodO7CeMJ6ydevJnSedq9WI4Rh7eFx3voziagoqtHTwudKTeS0CnCzoEWDP4iOpHEkqZGvfTNj7Hv9zX8iKs1UY9DrCMldiyK7DXa9mv6EtK/ZWEZ8/gActFTxR9S0rIw9w76jhAKzbtI6VFTNJUvvgnpcLeRro/jS4hjdrPRU1daw7lcnIcFccLEwAmNLJCy87M7opLGHFAobYZvGKAFtjcwga1DgXOrNEg4lKiaOlyQ1dh7sJUTbJoR0AACAASURBVBTZf7GAAEcLPO3Mmmyz7lQmlVopbH7/hXyCnC3Jr6jB0cJErhcoIyMj08LkltWwYH8SI8Jdr1Dxl5GRkfknkI3Xf5CVCSsxUZowLmBc4y90tVKplJhfABAKL9LJZxomqsYGroPageXDlqMTdagEFQ5qBxSCAoWgYFrINLyspLDe0f6N665W7N8v9Z81C6cXX6QmNhYjDw8ExdUNUnsLE94a3Zqnfo3m1xOXCHO3xsxYSSsXq6v2uVmM/f2pPHiQjFmzqIo8itMrc7B/4AFUdvboCgoo27iRsk2bcHzyyeuOdbI+B/S6nleDHnQ1YGwOooggCPz8cBc2n8nmnZUHqN48G0uxEvO4X5kT0gs/J0ssIjVgAAehjvLgSRw4V4BSIdBhzP3o1y6gNmYNFzv3YuG+JKbHf0i1kRUuxjqOVYbQ9ZHPsfRud+01/YV1pzKpqtVzf3efhmMKhUCvQEfQmgICNkVn6OzTj21nc3h+UFBDu1qdgUnfHSXQ2ZLlD3Vu9py3G4NBRGcQMVYp0OkN19wQ0er0PLQ0iiNJRQwKdeaHGR05eLGAZZFpfDqpLcuPpjOyrSvLjqbT3ssGjVbP77E5nMsqZ/OZbL64py3j2l9/s0NGRkZGpvnsis9FqzPw/MCg6zeWkZGRuQ3IxuvtQBTh1FLw7gGO0g2+oraCLSlbGO47HBtTm0ZtC395BIfUTRh8+1CjrcM1M42+wU1Lz7dxvDLUd26Xq4flAlQeOIBxgH+D59KiT59mncaINq6s8E3ny92JVGp1OFqYsO+lvhirWjba3G7GDKqjo6mKPIrLW/OwvfdeAJxefAGAutxcyjZuwuGJJ67rTTuZXoKliYog53pPZF2NVCM1cAgoVaCtgOOLIOon0Gth8Huwax6M+gqh1XDGeOsIs/4a05pq8tR+vFC3HiFpJWK2tMN8SgwmXF3ImMkP49SlklA3K+zMjSmJ7Em/zEP0//ogE1WRdFAkoh3yFQcthjFz+Uk2CN5cmWHcNKIosvxoOu08bWjr2USIsYkleHSChG0MCruX97aeZ/u5XF7feI4gZwuCnC3JKauhuKqWmjr9Ddffay7nssp4YEkUKx/tSoDT9QvUz9scx7GUIh7v68+rG86y/dne+Dg0LQD246FUjiQV4e9oTlRaMWmFVTz562kqanTMWHyCs1llrDiWTmGllq/ubUd8djmLDqaQkFuB2kjJgQsFsvEqIyMj08IcSSrC3UaNv2PzxRtlZGRkWhI55/V2kLwHfn8OFg+GnDMArE9cT7WumnuD74H0yMt1Ok8txSF1E5/VTeR4zyVEE4SPkMvY8Juvm1aXlYU2JZWq4ydI6j8ATdRJLPv2veFxBEFg9pBgiqtqMVIIZJVWs/505k2v62qo24Thv20r/rt2Nhiuf8V67BjqMjKoPnUKfWUloihy+lIJ3x1I5vfYbPQGkVJNLQCn0kpo7217Wf3w0Kewcir8OhlqNbB8DOx9FxyDQaeFjY9DVb5UO3VRH/gqHD8xg4qR3+E87gMEfS3YeCFoiqi29kecugajWQdQGpvSM9ABO3NjAGw7T8FTUcBoo5O8Z7IcPLtg0vE+/Oof8CkFza8hm5BbQUphFVM6e169UdgEyDvLQMdSAOauj6VSW0d6kYalkWmojZRodQZOp5c0e94bZcmRNAortWyNzblqG73hsojS3oR8EvMreXHNGWrqDGw+k91kn/yKGr7dm8SQ1s7M6uNPqaaOWT+fAiDCy4azWWVYmaoorNTiZGnCsDBXZvb24+3RrTkypz/9Q5w4kSqrMMvIyMi0BHqDyAd/nOf+xSeITC6kZ4CDnJYhIyNzx5A9r7eDQ1+ApSsICorXP0LJvT+zJPZ7uqpsCd0yG9KPSDU+Jy+Hw19wThnCtzVjMSQVUJZnQw/BgEPNJbAKbbJ8yvXIeeNNtImJmIaHoysuRmlrc9VSNdejo48dn0wMp42HNS+vjeWTHRdwtVHTxt26wXADyC6tZv+FAqzVRgxv43JDD7ay6joqtXrcPRsba5tisiipqmX6gIEIZu+S/8mn1MTH4/zhhzwabURhpWSwqo1iqdUb+GhCOBfyKhjT3k0aoKZcCse2D5Q2FPa8A1mnYOBb0PN5OLdOyjMe+hFsfR6UxjDgTYSwidjZektjPB8PSiP4piPqVoPpGOzd9Em0GoGoNOZTw5cImMG470ChxMvODJVCILmg+WJCx1Kkmrc9Ahyu3qj1WNj+Ct5ZW3G17k5OWQ0TIjyYNzKYSz9Oh7CJjNltxZHkQrpfa5ybpKy6jq1nJeNzb0Iezw4MvKJNRrGGYV8domeAA7P6+pNVWo2lqYpKrQ4PWzXbzubwzIAr++2Iy6O6Ts+Lg4MxqffyJ+RW8FhvP4a1cWXqD8dYdF9Hfj6eTu9AB4xVChwsTBpCrDv72LE1NofMEg0etk3nysrIyMjINI+X1pxhQ/Tl6gPdA+RcVxkZmTuHbLy2NBknIP0wDPkA7HyZs+9pjv0+EYBPCitAYQmhYyF+I5qlEzArTWdh7TOIKPjxUCr+eicwARZ2B88ucM8vYNF8L6yo11MdE4NBo6Fyzx5sp07F5c03bumUJnWUjMrPJ7fjkWVR3L/4BAoB9rzYF9/6sM8562I5lCjVM32irz8vDApqlsjTrvg8Zq89gyjC8VcHNApx/Xj7BbJKq4nNcuelIYMp27ARgMIl71ET8DzfTe9FTZ2eo8lF7D4vjWOiEpih3AXJl6DgItSUwX0bYdNTcGKRNHBIfU5w2ATpB+C5q5ScsXaX/vvk8WurBJtaI7QaAYm7YdoasJNKABkpFfg6mF9XtfmHgymsPpnBtmd7cTS5CE879bUNL0sXCBqKcOgzXnOp5qmyHkyIcMcqZSthxbsgz4h2nk9zJKmI2UOuOfVN8cfZHGrqDAxp7cyOuDz6fLKPqZ29eKzP5ZJIq6Iy0NTq2Hchn8hk6W9j+UOdURsrOZpcxNtb4knKr2wIOa6p05NZomFXfB6+DuYE1h93sjShoFLL9K7eeNqZEff2EARBoJt/0y9QnX0lsa4TqcWy8SojI/OPoKnV8evxS9zTyRNLU6Prd/iXsCMulw3RWTwzIBCFICkNX3NjVUZGRuY2c8fChgVB+EYQhEOCILx6p9bQ0oiiSM3q9yhOdUTfaiJa/37kVqkZkaLnUfNAOj11Fp4/y48ub/KzbgBml/ZRqbJjp6EjHb1t0eoMmLuHXB4wJxZ+u+eG1qBNSsKg0TR8thp5cx7XpghwsmDz0z15f1wYBhGOJhfxyrpYtp/L4VhKEQ909+HeTp4s2J9M74/3calIc83xRFHknd/jEJA8eX8aOCCFjlaWFhBia2D96SzWuneh1liJkbkORWY+b5itZ2CIE2Pbu/PRxHCe6BeAKMK3Hnuw2POKlMeatBscgsE9AtpMANEA9gFg33TN2Wti5QpG6mu3GTMfnj0D3t0aHe7sa0dUWgl1egNV9cq4f78OPx9PJzG/kp1xeRxPLaarbzN2tif+BMHDGZH3HS92NqWrjzUcrK83mx5JJ28b4rLL0Or0zT3LZnMqvQQ7c2OeqxftSC/SsGB/Mppa6fz0BpG1pzLpHeTIC4OCKK/RYWWqoq2HDa1crBjRxhWVQuCX4+kNY768NpbBXxwkMqmQgSFOCIKAIAhM7eLF/d18GhSHr+fVD3a2xN7cmD/O5bb4ecvIyMg0xfrTWby3VQqtbeo+/29EFEXe/T2eEFcrnu4fwHMDgzj1xsAGBXwZGRmZO8EdMV4FQegI6ERR7AVECILgfCfW0dKUfv8FqT8kknfciLwPP+dcTgyzV+m4f5XIsO+ryJz9OnFp+by3LYEDQa8yz+x1Hq56EkFpzPODglAqBJ4fFg5DP4QH/4ABb0hhrsWpzV5DdYyUY+v47DNY9OuHul3zFW6bg5WpEVM7e2FrZsSqqEusjMrgmZUx1OlFhrR24X/j2vDd9Aiyy2rYEtt0TuOfXMyrJKO4mucGBmFpouLHQ6k8uvwkhxILKDi0lMMmz7LG6C1sjPV8kanEbWINJm2c0JYZMYxTKPW1GMolg3daFy9e7mXPwLzFYGoDuWel8GyfHtJkrcdL/w28DW7IPzE2B/Mrjc4eAQ5UanXM+OkEnd7fze+x2Xx/MJkDFwswGETOZZWTXm/ov/t7PGXVdXRtTgkCY3MY/jGCIPA0q1Gsng75cRA0DGpK6WWVR51e5HxOy9eBPZtVRht3a0JcrfhtZld+nNGRsuo61p2WQsv2JeSTW17DPR09ub+7D972ZvQKdERRn4vsZGXK6HZurDyRwSc7Evh4ewKbz2RjolKiM4gMDLl8S3huYBBvjW7d7LUpFJLBu/t8HinXCdcWRfGKur4yMjIyN0pUWjEmKgWnL5VeNZ//30Z8TjmZJdU82MMHo/pIKjNjOWBPRkbmznKn7kJdgL31vx8AOgDb7tBaWgyLEAdcegvUet9L8Yrf0KacxrEcKkaPxaW0iIqdO9lnHoC5cSCfTmqL2iiCP87lME0Q6BHgQMybg6RwI//HpQEtXWDHq5C4E7o81qw1VMfEoLS1xX7WrNsmqCAIAu29bNmbkA9IpVksTVV09LFFoRAYGuZKkLMFJ1KLebLf1cfZfT4PgKFhLkRfKmFjjPTAd76wgneNlhInetO6PIkdZm9hKWRiZtBS2f9hKo8tR3ehgtT+HTDU6PFZtQpT/7Y84ZEGUQbo9xr8MRvqNJLiM4CdrxQ+7Nr2tlyTa9HNzx5BgKMpRSgEeOrX6IbvHuvjh14volIIzOjmw+IjqfQNdmREuGvzBrf2gDaT4MxvIChh+KcQNBQu/kGY7hzgx5mMUto1pVp8k2hqdVzMq2BwqGRgdvO3RxRFwtytWHsyg/u6erP4SCqu1qYMDHXGSKlg81M9MVI2/nt8rLc/609nsWB/MqIIlqYqtj7di/ic8obQ35tlRjcfFh1I4f4lJ/CxNyfE1YqXhwRfEcr+1uY41p/O4of7O/LmpnN8MrFtg8Jznd5AQYUWN5vreNxlZGT+3xOVWsyAECeOJBURm1nGlLunStlNs/e89IzvF+x0h1ciIyMjc5lbNl4FQfgUmAD4AG1EUTxXfzwIWAbYA0XADFEUE+u72QDn6n+vqP/893Ftmjh+V9e+MOo9A5PO4zkcV4xfZiG2+3Zx1tOYd9V9OPRWfzRjRuFycBvTXngfK1MVgiAwpp17Q/8r8mTs/MAhCC5ub5bxWrRkKRU7dmDWpcttVwJs72nD3oR8QlytUCqgtat1w84sSKGyG6Ozr6jnWVZdh7XaCFEU2RmXSxt3a5ytTHm4px/lNTrmdTfG89dl7NR34Gv7N/g98Heczm0gL3giZoEdUPuNhf8tJ++UDUpjHQa9QNZj0/HaEY1wcTuiuTOZy2IwLbTHMbQIfHpeXrT/NSzp24ituTGt3axIyKlg1WPdOJVezOBQF77ek8hPhySv+vA2rrwyrBUDQ5zo6mff4KFsFoPeBa9uEDBAMmYBrL2wyjuOk2UIZzJKW/R84rLLMYgQ7nH5n6cgCAwJdeGzXRc5lFhAZHIRc4e1avibsFZfmQMW7GLJioc742FrRnFVLSqFgJe9GV72t56n6mhpwhujQtkVn0dJVS3fH0zBxcqUh3r6NrSJvlTC8mPpiCLc99Nx6vQiS46k8uW9UlGj51bFsOd8Hvtf6oeLtektr0lGRua/SWaJhuyyGh71saOsuo6zWS17z71VrldX+2rsScinracNjpZymLCMjMzdQ0uEDW8EegPpfzv+HTBfFMUgYD6w6C/flQJW9b9b1n/+O88BqX/7OdQC671t/JH6B/3XDuWZDYeZEFrAi48o2TJlCBVaPYsPp3IkpBeti9IY99o0Lj34ELUZGY36i6JI2ZYt6Cv+EuYZNATSDkP1tR+GlYcOk//RR6jbt8d57istf3LRv8CFPxo+tveyBWBgiBMbnujBB+Mb15/t7GtPpVbXKGR1xdE02r2zk4+2J7AyKoMzmWVM6igZW208rFn8QCe809YgKJS8w0za+zjCiM8Q5qTgMnUBdHoYpb09zq++itMwb/xe7I7T/cPRZOqo3rYckvZSVhFG5d59FCWo0duESN7ru4C5w0L4dFJbOnjb8mhvf3wczHltRAhmxkp8Hcx5f1wYxioF3QMcbsxwBUnQq8P9lw1XAL8+CCkHae9hSUwLG6+xmWUAhHtYNzret353/pnforEwUXFvZ6/rjtUr0BFfB3M6eNs2XdP2FrivqzfLH+rM5qd60CfIkc92XiApv5L88hp0egOf7byIo4UJ93bypE4v4mZtyh/ncskqrWbzmWy2xkqiVAv2J7XoumRkZP5bRKVJpbk6+doR5m7NhdyK26I1cDNsP5dDh/d28+zK6BtaU0GFljOZpQxoJXtdZWRk7i5u2XgVRfGwKIqNrDBBEJyACOC3+kO/IeW2/imbewL40w3WGzjVxNBfAr5/++l1q+u9nYTahVKlq8TKbxFGVufo1X0Wyx78kGFhLny9N4nPjEJI6Tsa+5mPUHPuHDmvN1YBroqMJHv2yxT99NPlg20mgb4Wzq4BUYSMKEg/erlOLJLCcP7HH2Pk6YnHwgUYe13faLghUg7Apidh+1xpDUAnX1se6O7DlM5eGCkVVxhcnX2ksM/DSVJOakVNHV/sTsTOzJiF+5OZu/4sbT2smdblL6VndLUQ8xtC0FBWPDua2UODm1yO3Yz7sP9iO6r7l2Az8xUUKgOlP32BWF1G/q5MVG6uiLUGyu0fbdnrUI8oiugrm1+3FaS817Ht3Rsds7cwYftzvVn/RPeWV6cMGADaMkY7ZJFSWMWrG84iiuL1+zWD0+kluFmb4mTV2BvZ2s0KBwtjSjR1zOrj16S39U4gCALvjQ1Dbaxi7PwjdPlgD4+uOMWR5EKmdfHmzVGhLJwWwcLpHdDqDPT4cC/P/BaNl50Z4yPcWXki47q5szIyMv9/OXixEFszI1q5WBHubkOdXuRirnTPSCus4tfjlxBFkcS8CnR6AwAXcit4Y+M55qyNpaZOz7azOeyIy234viVIL6ri8V9OY2tmxKaYbIZ+eYiNfyl5cy32X8hHFKG/bLzKyMjcZdyunFdPIEsURT2AKIp6QRCy648XiKIYJQjCA4IgHAJ2iKKY9/cBRFEs5W8e2bu9KHZWgTm1xd0wtj9MX4++vNLtSQRB4KOJ4QS7WBKfXU6fe8ZgYaJCaWNL/iefUH32HEYuzpTv2EnV4cMAlG/dhuOzz0rn69pW+jn+nVSX9NJRabLQsTB5GQCFixahTUzE/d1XUAgt9+ADQFMMGx4DhQpKUqEgAZxCMFEprymi42JtSicfW349kY6bjSnf7k2iuKqWzU9JOai74vOYEOGB8q9G76kloCmEDg82lOC5HgpbJ6za2FMWW4RVq0D0JRW4v/k2hQsWUrZtN7b3PXRLp98UxUuWkv/xx5h17IjdQw9h0a8vxcuWobK1xXrMmBsa67blU/r1BUHBMNN4HuwxjiVH0hjbzv2mckk1tToeWBzFmPZuTOnkRWRyIf2aeKFRKASGtHZh/4WCRuG5dwOedmb8NrMLs9fGolII7E3IRxBgQgd3zIxVDGvjiiiKvD4ihFq9gQBHCzr72qHVGdhzPp8X15xhzWPdbir0TkZGpuU4mlxEUn4F93Xz+Ufm0+kNfLM3iUvFGj4Y36ZRObc/v993IZ/+wU4oFQJt3KWIlLNZZbTxsGb+viTWnMrkcFIB287mEuhkwYxu3nyy4wJanQGtzkBUWjEphdKG6EM9fHlzVGiLrD0moxRRhIXTO5BRrOHrvYm8sDoGS1MVBhEGtHJChMbP4Xr2JuTjbGVCazerKweWkZGRuYPcMdk4URSfvFNz3y6UCoGO1pOJcAlnetfxDca2lalRQ0mRP7G5ZzKFCxdS9MMPKCwtKFu3HgAjT0/qMjKoOXsWdXi41DhiBmx9EWqrJEGe9COQuAtRW03Jug0Ufjsfq2GDsTw/Gxyyod9cqV/aEVg/UyrxMuEncLsB5eGKXNjzDhQlQ1Uh3PsL/DoZEraCU8j1+wMP9vDliV9O8+zKGEJcrfh8ctuGPMlwDxs4/CU4t5ZElS5sgz3vgn9/yWt4A9iMG0Np9FLyosxA0GDWtSsW8fEULV2GobYWhbHxDY13LQwaDUU//IBJYAB1eXlkPvEE9o88TNGSpSitrLAaNgyhBee7adS24N4RRdJOnpn+MkuOpBGVVtzIeI1MLmTliQzcbdUk5lUwb1TrhnI0f+VwYiEn0oo5kVbMpSINJZo6evg3Xedv3qjWzB1uuCsVKQOdLdn4ZA+qtDoGfX6AQGfLRnVgBUHgkV5+V/R7d2wYz/wWzWe7LjJnaKt/cskyMjJ/oaKmjqd/O01hZS2edmYNqQo3ik5vYEN0FgNCnLEzv/r9Oq+8hqd/i+ZEqhQWXKXVsei+Do020k9fKqVUU8eAeoV0Tzs1TpYmHLxYwJTOnhy4WADAtrO5RHjZUKKp441NcThamrD1mV58vusiG6KzeLyvPzml1fxyPJ1ZffyuiGy5GeKyyzFWKQhwsiDE1Yqu/vYM/eIgDy87CcA9HT3ZGZ+Ll705748NI6ze8K7VGTh4sYDR7dzveqeBjIzM/z9u1xtmBuAuCIKy3uuqBNzqj/9n6eJnz5MxnkRvEKlyUkD7q7dVWlhge990ihZ+h2BsjDoiAsHICOdXXyVt4kSKlizB/fPPpQdHxANg7QW+vSRD1ModbeQWsieNp+ZiGmZdu+IyvRfClqWSuNOfxuvRb6XwYn0tbH0B2k6B1IPg1h56vXDtk9k1D2JXASIM+UDKvXWLkPJee7/UrOsxONQZP0dzbM2M+fnhLqiN/7JjXZ4Du98CKzdwbAXJe0BtByM+hxt8WJpOeBHjH3dSeykb09BQVLa2mIa1gbo6tAkJlzcBWoCS1avRl5TgsWA+6rAwMh6bRdGPUpi3vqSEin37sRoyuMXmuyVaj4Mdc7GNW8Zm8yUsTXoV+gUA0svJ3PVnySqpRl8fThzgZMkrw640zvYm5GNhoiLUzYpFB1MA6B7QdCkfY5UCY9Xd7Z00N1Gx5emeGDVznaPbunE0uYiF+5Pp7GPXpNdZRkbm9rNgfzKFlbW4WpvywuozDAtzwcHChId6+GJt1vw0hW3ncpm9NhZnKxO+m94BP0cLEGk0Rk2dnvELIinR1PLFPW0prKjl/W3n+eNcLsPbXFaD35OQh0oh0DtI2tATBIHhbVz59cQlotJKyK/Q8lS/ACq1Op4bGIiVqRGRyUV42qnxtDPjg/FtmBDhQY8Aey4Va9gSm8PstbENkR8vDAq6Yv3NJS67jGBnywbhPCtTI+ZPi2DzmWyyS6tZdTIDdxs16UVVfLHrIj890AmAjTFZVNXqGRQq3+tkZGTuPm7LW6YoivlADDCl/tAUIFoUxYLbMd/dQvyRbKJ3XgIg7WzhddvbP/ggCisrxNpanF99Fe9lSzENDsL+8VlU/LGd8s2bpYZKFQQNlgxXwODckYyD9tRl5+D2ycd4LVmMMu+E1DYnBrY8C79MlgzZDvdLarRZp2DbS5L40553IPNk04u6dBw2PA6xK6Hn8zA3C7o9IX0XOAiyT0NN2ZX9Ti6G/R81OqRSKvj96Z6seaxbY8MV4PxmQITyLMlw7fc6vBAvlbS5QQSlCpt7pwNg3r0bAOpwSUCq+uxZauLjudizF9WxsTc89t8p/30rpuHhmLVvX7/ZMBeUSiyHDkXl7Ezp2rW3PEeL0W4qqNSw7SXC9XH0zVqE3iCyOz6POetiSS/S8MOMjpx/Zyh9ghzZHJOFobII6moahjAYRPYm5NM7yIHPJrXF3FiJn4M5rtb/7vIx9hYmWN1AnvFbo0PxczTno+0JGAwtkzssIyPTfCKTCll0IJkJER4sebATrd2s2HImm6/2JPK/beebNYbBIKKp1bExOgtHSxNMVEqm/nCcHh/uZcQ3hyjV1Da0XXE0nazSan6Y0ZFx7T14qKcvAU4WvL/1PNN+PNag4h6VWkxbT5tGugWj2rpRqzPw5iapqMKMbt68Nbo1NmbGKBQCPQMd8LaXUmNMjZT0DHRAEAS87c15a1QokcmFfLLjAl/vSSS/ooabQRRF4rLLrwj7be9ly7xRrfl8cjteGhzEmlnd6BXoyIU8SVyxTFPHR38kEOFlQ98g2XiVkZG5+2iJUjlfA+MBF2C3IAhFoii2BmYBywRBeBMoAWbc6lx3O75tHago8qE4p4pL8cWIonjNkBullRXOc+dSHRODOuxy/qjDY49RFRlJzry3MGi1IILN5EkNY+V9MZ+6KiXeExSYjRoldUo9AJZuUJENp5ZeniRiBtj4QFUBuIaDewf4tpPkiZ25DxRK0FaCsbnk8dzxKuTFgU8vyXg1sbg8lk8vOPCRJBgVPFQycn6eAOb2EF9vjLaZCPb+DV2uGj4atwGcQsHUGrQV0PM5UN68wI/1uLFU7t2LVf31ULm4oHRwoDo6htJ169AXFlK5f/8teWHr8vKpOXcOx+eeazhmEhCAz6pVGHu4U7x8BYULF1KblobS3p6yDRuwHjsWpdUdyhlS20D4ZDi9jDynHozOP8j6D+/js/KB5AiOjGnnRt9gRwRBYGw7d55bFYP2+4GobVwQZ2yi2qAgOb+K/PIaRiqL8LBQseTBzvx/TPs0USl5dkAgz66MYUdcLsPaNLMOr4yMzA1z4GIB+xLy8XM05+dj6Xw9pT3ProrB39GCd8a0xtxExYqHuwDw9pY4lkWmEeFtg6mRkiBnS0JcG99zK2rqOJlewle7E7mYV4FWZ2BmLz8e6unDEz+fxtxERWRyIU/9Gs38aRFcKtKwYH8SvQId6BEgeVSVCoE5Q1sxc/lJcsqq+XTnBX66vxPnssuZ0dW70XwRXjZ425uRkFtBJx/bGwoBvq+bD32CnDh9qYTnVsUQuRyY9AAAIABJREFUmVR0hdhfc8guq6FUU3fVnFVzExVP9Q8EINjZgi1nsqnU6lh3OpOiqlqWPdT5xpXvZWRkZP4Bbtl4FUXxGeCZJo4nAF1udfx/E2oLY7qM9iP+cDYp0QUU51Rh72ZxzT4248ZiM25so2OCUonHl1+SOnESuW/OA0BfVobNxAmUrl1H6erV2A1rj5nRVihJB5WJJKQ0YB4cnS8ZhON/gLIMqVYsQI+//C8a8j6sfUgSSPIfAAu7w/BPpFqhWSdh0DvQ49krF+vRCZQmknjU8YVg4wXph0FQSPOUXoIT38Oweg9s4m4pRNn8byGmBRcl4al+r0P3p6Vjt2C4AqhsbfH+ecXlaygIqMPCKP/9dwAUZmZoTkff0hyVB/YDYNGvb6Pjf2482E65l8IffiD3vfepTUujLjOTurw8nGfPbmhbdewYOW+8ic/qVahsbRuOi3V1GDQalNaNy8/cMoPegbZTUJj7s3/+NEbWbmew7SlMZm7HyK7+haskndF7BrHJ6GHU5SlQnsL2+c/xdtUExoU7M/v0b/huOk1x1Ww6P9zyAlj/FkaGu/HVnkS+2pPIkNYuLfZity8hn1A3K5xbIMetpdl+LpflR9NYMC2CWr0BJ8vLa9x/IZ9PdlxApRD4ZWZXLEzuvjxnmX8Hf3oJg10sUSkE3t8az8W8ywrfDy89SUGFls8nt8X8b39nT/YLYO3JTOasOwtIRua8UaHMqBd0qtUZGPPtEVIKq7AzNybI2ZKzWWWMj3DHydKUtY93B2D1yQxeXX+Wzu/vplZvwMXKlDdHNhZOGhTqTPQbg/gt6hIfb7/AhuhManUG2nk1LvMlCAIrH+1KqaaOAKdrvwM0hZe9GR62at7aEsehxMKbMl7PZUkRUqFu13+mBLtIBu7FvAoik4vwtjdryH+VkZGRudv4f+hDuf14hkqiOKlnGocOGwwiiSfz0DdDCl/l4ID3iuV4LvoOy6FDKfj8cxK796Dg88+xGDAApzn1ZXaSdkleTIDgYTB9Ldy3Hjw6QOuxTQ/eejz49pbCh7e+CHUaOLOyPsdVkMrzNIWRKXh2hpR9kLIfTi+HgEHwTDQ8vAvCxkP0z5JCcX4C/DIBtlyxrwGHP5fCWTs8II1pdHte2i369kFhbY3r++9hPXYs1bGxiDrdTY9Xuf8AKjdXTIKazkFSOTpiPXw4VYcPI6hUqDt0oHT1mkZldQoXfkddRgaaqKhGfQvmzyexdx+qjh276fU1idoGvLvh6OBE33m7MAz4CTNtJUa//2Vz4uJ2FJV5zDXbBEC5qRvdizdQWF7JpV9X0z/jNIKpKZqTVwk1/3+CUiHw7IBAEnIr2BGX2yJjns8p58GlUSzYd+dryVbXXlkDclXUJSKTixj4+QE6v7+HVVGXGr5bcyqTuOxyzmSWcSK16J9cqsx/iFJNLWPmH2HkN4f5ek8isZllXMyr5Im+/nw8IZzJHT3IKq3Gz8G8SaE4BwsT9r7Ul13P92bn873pF+zIm5vi2JeQD8CG6ExSCqv437g2HHy5H+se786ROf0JcrZsNM7kjp6sf6I7Uzp78cLAILY904vAv7UBsDU3ZloXbyxMVLyzJR6Ath5X1qh2tVYT4mrVkG96oygUAj38HdgVn8u0H4+RVnhj5dnOZJSiUgjNUgsOrj/P8znlHE8toptf05oGMjIyMncDsvF6G7C0M8U92Ia4g1mNDNX0c0Xs/DGO+EPZzRrH2NMTiz59cPvgf7i88zbOc1/Ba8liPL76EsG5Fdh4Q+IuiPkVXNtJKsBu7cHW59oDCwKM+gqMzKR8U1MbScH4+CJJ7dfK7ep9/ftLZXMmLYN20yUvq62P5F3t+bykiHz4CzhZX6s24XdJ9fhPipIhdjV0fAgsHJucoqWwuecego4dxWbCBNQREYgaDTUXLtzUWGJdHZpjx7Do1fuaoeDOc1/B49tv8NuyGeeXZ2OoqCB13DiS+g8gZcxYNMePA1B95kyjfpUHDyJqtWQ8/gTalFTKtm5FV1Jy/XWJIobq6uu2A9CmpJA66zVyU9tJGxD59XliKQcACNLGAfBR1UisBQ3DLVIYlXiQCk8/rIYOpfrMmRarFftvZWS4G/6O5ny7L0mq92sQiUorRn+TebDf1hutMZlN5JH/g0QmFxL21o5GRrlWp+dYSjEhrlYYKxX4Opjz4R8JDXmBcVll9AlyRKUQiEq7/t+qjExT/B6bQ2xmGYFOFqw4ls6ig8mYGimY1defyZ08mdnLD5VC4P7uPleNdnC0NCHQ2ZIgZ0u+nRpBKxdLZq89Q1ZpNd/uSyLcw5opnT2lMnUKARfrpjdMwz1seGt0a54eEIjtNVSIrdVGPDcwkKpaPQ4WxnjY3h4NgKFhLlRodUSllvDy2lh+OpxKXHbz7hXRl0oJdbO6orRPU3jYqlEbKdkYnUVFjY5u/rLxKiMjc/ciG6+3ibYDvKgs0bL6/SiWzjnM1vlnyEmSBB5i92Ui3sDLrkKtxnbyZOzuvx/zbt0QVCrJAA0aAok7ITdWEue5Eez84KHt0OVxuGcFiAbJAzvkf9fu1+0pePaM5NUdO79RfitOIRB+jxRWfHoFhIwCS1c49OnlNrvngcq06bDkFkYQhAZD0yxCkn7O/+hjin/5hdq0tOv2Fw0GipYuJWXUKAoWLMCg0WDeo/s1+yhtbLAcOBDByAh127a4zHsT01bBqNu1w1BdjcLaGmN/f2rOSOJR5du3U3X8BNrzCdhMmoSgUpE+ZQrZL75E7ptvNjlH9dlziLW1iAYDGbNmkTpufLM8ygVffgV6PWXHU9BWmsGxhaDXQdqhhjbZoh3rdd0wqEx5uCoS74o8LO+7D3W7duiLi6nL+E8Lhl8XpULggR6+DR7HhfuTmPTdUb47kHxD45TX1PHw0ii2xuZgaaLifHY5Wt2Vns9/ikOJhegNIs+vimkQojmdXkp1nZ4XBgUROXcAC6dHUF6j4/WN5yirriOtSENnXzvC3K05mVZ8x9Yu8+9m/4UCPGzVvDc2jFJNHdvO5vJgD98GQbVAZ0sOzenHjG7e1xlJwtRIyVf3tqe8RsewLw+SUVzNnKGtWrzkywPdfWjnaUPvQMfbVk5mZLgrCe8O5b1xYZxIK+bd3+N5dmUMuutEb+kNIrGZpbTzvNIj3BQKhUCQs0XDJpTseZWRkbmbkZOUbhM+YfY4ellSp9Vj52ZO2tki8tIrUKoUlOZpSI8rwqdN07Uym02/V0FpDLlnrx7qey1sfWDYhyCKEDoGvHuC03XqWKqMwdrj6t8PekcyhAvOQ59XIH4jHPoMyrOhNAPOb5FyXS2db3y9t4CRmxtOc+ZQ9P33aE6coNDenoDdu1Cor75jXr51K/kffoRgbEzRwu9AocC8a9cbmtd2yhRsp0ii23/mtRZ8O5/StWup2L2brOeeByMjEEWsRozANCyM3HnzMPbxoWLXbqqOn8C8S+eG8bSJiaRNmoTt1Cko7e2pOnAQgMpDh7Ds1w+AuuxslA4OVB06RE38eRyefILq6Ggqdu7Edvp0yjZsoDAjGPfYVdBqBGjLIWQ0nN/MJSN/Jvk6oNf2xHb/OSrs7Am9dzza1FQAqmNiMPbyuqFrUHPhApUHD6K0tsZq2DCUlleG4v2bGNvOjQ+2neetzXHEZZehNlLy1Z5EhoW5SCU3msHvZ3LYk5DPrD7+BDlb8MLqMyTkVNC2mS+bLc2p9BL8Hc2p1RuY/uNxfp3ZlYOJBagUAl39pDSIVi5WvDAoiE92XGh4WQ9zt6ZUU8uyyHRq6vTN8vLIyPyJVqcnMrmQ8RHudPa1476u3njaqZn5t3rLN6puHuxiydxhrXh7Szz3d/NuEF1qSVRKBWtndUN5G0WNBEHARKVkUgcPFIJAYaWWD/9I4IlfThPkbMmsvv5X5Jpvisli29kcqmr1zTZeAWb29mNTTDatXCxbpMasjIyMzO1CNl5vE4JCYPKrUs206spalrx8hOryWsL7e5AYlUfC0ZxbN17VtpL40i0vVoDJy299HJCM0gk/XP5spIaDn0g5tfnnJTGpbk+2zFw3iP2DD2B333Sqjh4jY+ZMSteswW7G1UWwS1evwcjLC4cnHifnlbmYtgm7JeVgwcgIpbU16vBwSlasIPP5F1C5uKDLzQUjI9RtwzHr0hl1u3YYe3qQNGQIJT//3Mh4Lasvn1Ty628AWI0YQdXx4xR8/gXFy5ejcnCkfOtW7B54gKrISLQJCegKCqiOPi0Z8C88j8LUhKLFS3D0rMN4zYOIRpYI/V6F81vo1L0/zt8vJPl8IqIWnB8eiGBsjElAAAorK/I+/AiDVovtpMabJVdT1q48coSMx2ZBvWe4dO06fFevuulreDdgaWrExA4eLD+aTnsvGz6aEM7EhZG8sv4sK2d2bZaQU1x2GZamKuYMDSarVAr7js0sva3Ga35FDaujMniop28jFfA6vYEzGaVM6+LNI718Gb8gkjnrYsktr6FHgEOjEiCP9/HnWEoRW85IqQ9t3K2pqdPzw6FUzmSU0uUmPTbXU2aX+XeTWaLhwSVRhLpZMTLcjV6BDpgaKTmeUoymVk/fICcEQeDdsWEtNucD3X0IdbWivZft9RvfJKp/SHpdEAQmdvBAFEX2ns9n/4UCdp3PY0tsNqsf64aTpQkbY7Jo52nLx9svNNxTbuTcR4a7MTL8GilDMjIyMncJsvH6D6C2MMYj2IaM8yW4B0oPk3MHs6ipqsPU/EqVXdEggsB/42XO3h+8ukuhxDXlUnizsdkdW46gUmHRqydmnTpR+MMPWI8Z06Dwq6+sQmFiDEolVYcPo4mKwvH557EeOZLyzZuxHDq0RdZg3r0bpm3aYBIchOOTT5L77nuIdXUNXmDTYEkQyqJPHyp27kLU6RBUKkSDgbItv2PWuTP6sjJM24Th+tZbFHzzLUWLFmFUU4PmRBQKCwvKNm5EX1yMkYcHpatXA+CxYAEKMzNs77uPoqXLKEgLxDg1i+I0RzyHVFFWfi/qXA9qYlYgmBgjKA3YtJLC2wWlEs9F35H/yafkvv0O+qJiSZhKrUbQa9CcScDh8VnYj+4plWvy709dXj5ZzzyLiZ8fXot/omTVKgq/+Za6vDyUtraU/PIrNhPG37lSQrfAayNCeLJfQINC8GsjQpiz7ixrT2cyuaPndfvHZZcT6mqFIAi426hxsDAmJqOM+7rdnvWWVNXy6PJTxGSUNgjO/El8djlanYEO3ra42aiZPSSYF9dIOdkvDGosTqZQCHw4IZzBnx/AWm2Enbkx3fztMVYq2Bmfd1PGq1anZ/Q3R+gZ6MDrI0Ia3fdKNbVYmKj+MSNB5vbw87FLpBRWUVCpZVNMNiqFQN9gJ1IKKnG0NKF7QMuHqQqCcNObKXcrgiDwy8wuGESRmEulPLQ0ivsXnyDU1Yr10Vk4WBhTWFnLlM6e2Jkb42N/5561MjIyMrcL2Xj9hwjp7kZuajmugdZY2JkQuzeTpJN5hPW5HIIriiJJp/I5tOoioT3c6DrW/xoj/osY/jH8OAh01dBu2p1eDQBOL79M2pQp5Lw5D/dPPwGlktSxYzHr2gWluTnFy5ajsLbGetxYBJUKr8WLW2xulb09vmtWN3z2+OZryfv9Nyx69KBs7Try/vc/RFHEeuRIdLm5OL30ElYjhje85Ds8+QRWQwZjEhICBgNlGzeS89rrALh/9SUqOzv0FRWY1qskGzk7Yzt1CiXLVwCWYKQjfcb9YDBQuu0AKBT4bdoE6x5GlbUHeBsAs/bt8Vwwn+QRIyn48kuMfX1RmCgxZJ9HUFpR/sc27Ms+k8KQ56RRvPgnDDU1eHzzNSoHByz796fwm2/RHDuGNjWVou8WIZgYYzf1BvO17wJMVEqcrS6HyE7u6MmC/cnsOZ93XeNVbxBJyC1namfJgBQEgTB362YLsdwo8/cl8ckOSajM1syIjdFZjYzXU+lSnluEt+T1HdvenTWnMvB1MG/SE+xuo2bh9A7U1Ek5ulamRvQOcmRrbA6vDQ+54RJCv5/J4UJeBRfyKjiUWECYmzWfTGrLpzsvsHB/MhYmKmYPCeb+7j43c/o3zMGLBXT2tZNDoG+Bv3rStTo9a05mMKCVE/OnRRCZXERkUiErjkmh5r/O7Hr1euAyV/CnenEXP3u+nRbBM79Gk5BbQTc/e46mFGFqpOC1EaFy6SoZGZn/LPLd7R8isJMzfhGOKJUKTM2NcPa14timFDxD7bB2NKO2RseeZedJiS7A2FTJ6Z2XCOzkjL37jdeIu+twaQOTlkDaYXCPuNOrAUDdJgzHZ5+h4LPPSY6Lw/HZZ6jLzKRsUx6CQoHV8GE4v/FGo1qstwtB2fRLsnm3biAIDSHCgiCAIGDRq2cj75TC2BjT0Pp6hEolFn37giCgtLXFNCQEQaHAyNW10djOc+di2X8AdZkZGLm7k/nkU9hMuZeSn3/BvGtXjH18oNtY2Pm6pBBdL8yltLHB46sv0Zw6jf2DDyDsexuOHqQg3ZbCY+fRB+egNBbRxR2kZOUqrMOsMVZLIWwmwcEobWwo/uVXauKlEhPVMTHwLzRe/44gSCUp4rPLr9s2paCSmjpDoxIWIa5WHEkqpFZnwFjVcl7Gokot3+5NolegAy8ODuZIUiGf7LhARrEGTzvJK3PqUgnuNuqGvEKlQuC3mV2vGfnRO6ixUvjIcFd2n8/jSHIhvQKbryJeU6dnSWQqgU4WRHjZcjipkA0xWbTxsGbh/mTGtXensFLLvM1xGCkVTO1yY/nWN0pkciEzFp/gmf4BvDA4+LbO9V9mxuITGCsVfD2lPd/uS6KoqpapXbwwUiroE+RInyBH7u/uQ255DRG3Maz3v06/YCfOzBtMZa0OSxMVj604hbutWjZcZWRk/tPIsVj/IMr6HVNBEBj8cGsAfnv7BDt/PMeuxfGknimk2zh/pr3TDWO1kl2L46iuqL2TS245godJ+bl3USi0/SOP4PHdQnRFRZKnUqUCnQ5Rq8XhySf/EcP1WihtbFC3a4fCTDIySteslQxA62sXj1fZ22M1bBjWY8ciKJr+Jy4IAuZdu2AzcSLm3boRdOI4zrNn47txA24ffSg1CpsIghJOLZFq+pbnQOxqzMp34DCqE0JduVT2SGmMuToNRNDYjJbW+tsSRK0We/cEOLdOmlOhwKxLF2piYzH28MCsc2eqY840ub5/I0HOlqQXa9DUXlv5Oa7ewG3tftl4DXW1ok4vkphfcUV7w02W4anTG/hs10VqdHrmjWpNO08bxrZ3R6UQ+OCP89TpDRgMIqfTS4jwbvy3fqMpCwNDnXG0NOGhpVHMWHyCNSevr0p9+lIJ3T7Yw7msch7t7cdHE8P5ekp7RBG+2HURFytTPpvUlsUPdKJHgD0fbDtPcdXtvR8uOZIGwM/HLzV4lmVujEtFGg4lFrInIZ+2b+9k4f5kJnf0oM/fNjzcbNSy4doCKBQCVqZGCILA9zM6Mm9U6zu9JBkZGZnbirw9d4ewclAz7qUI4g9lE3c4G32dge7jA2g/WPIsDHk4jK0LY1n9QRRBnZwx6EW6jvFHaSTvN7QUgiBg2bcvtlOnUPzTYsx79MDI0wOxtg4T/7sjZNv9qy9BrydlzFgM5eWYdezYvH6ff3ZD8wgq6VZg4ut7+aCVq7TpEPktIIJ9ABSngqiHgx9fbjfkA9Tb5iIoIWdzCqWWXtQWnUDtoMPE3gQuHW1oajd9GggCLq+/RtnGjeR/+hm6oiJU9v/+3LRWLpaIIiTmVV5TeCn6UglqIyX+f1EmDnGVDNn5+5IQEPh2avsGA/Ke749SVl3HxxPbNls9VG8QmbzoKNGXSpnaxYsAJ2kudxs1Lw0J5sM/EtgVv51wDxtyymro4HVrQlEWJir+eLYXn+28yLGUIl5eF0t2aQ15FTW8OTL0ihDcUk0tT/1yGgtTFfOnRjTUlWzrYY2lqYryGh1j27ujUAgoEJg3qjVDvzzI13sSeWv07Xk5zyjWsPt8Ht397YlMLmLliUt42ZuRX67l3s5X9/ieSi9m9tpY3h0TRlc/+9uqPnu72HM+jzMZpdf1NmtqddcN8d0ZL9UK/mhCG1IKqvB1MOeeTp7/DQ0HGRkZGZk7jmy83kHs3SzodU8Qbfp5kJtSRnAXl4bvPEPtGPt8ew6vSeT0jksAeIfZ49HK7k4t9z+L/UMPUb7ld6zHj8N6xIg7vZxGGDk5AWDWuROVu/dg1qnTP7uATg9Dwu8QOAQSd4C1F9y3HnLOQGUeOLcGv74ImkJsqrPQXMihMrEIUOIyOQIivCWvrb4OlEaYderUcA7qdu0AKF66DACToECsR436Z8+vBQl2kQzQC7nXLnlzPLWYjj62DblrAL4O5pgaKdh2Vnrxf708BFdrNaWaWqLSSlAI8NiKkxyZ07+ReJGmVofaSIkgCNTpDSTmVRLqZsXG6CyiL5Xy3tgwpv0t1PbRXn6UauqIzynn4MUCADp43/p9xcHChA/Gt6FKq2P414f4YvdFADxs1VTW6Bjdzo1W9dfof9vOU1CpZd3j3Qn3uHytVEoF3fzs2Rmfx+DQy/fDIGdLpnbxYmlkGq1cLK9pTN4s605nAvDppLbMXnuGD7cnoK/3eg8Pd22oOwpQqdVxLLkIB0sTlkWmk1JQxbQfjwPw4fg2t2V9t4sqrY45685SWKllTHv3Rpsqf2X7uVye+vU025/r3bAZ0hQ74nJp5WLJPZ3+PddARkZGRubfg2y83gXYOJlh43SlKqCLnzUT53SkNF/DL28eo6ygGo/rlGGVuXFU9vYEHjxwp5dxTSz79afqSCRmnZrneW0x/PvDc2fB2hMSd0reV3t/cAhs3G7Am7gMkH4t+Ox9yjZswurF7yBzn6Q0nRsL7h0adTENC0NhZkbRD1JpJZWr67/aePWyM8PUSEFC7pWhv39SXFVLQm4Fo9o2LkmhVAi0crEiJqMUkAxgV2s10fWfZ3TzYWlkGgcTC+jfypnqWj0zFh8nKq2EfsGOfD+jI4sOJPPpzot8N70DX+65SGs3K6Z18brC46VQCLwyrBXVtXp6f7KPyhodrVxbrvauuYmKJQ904mxWGb8ev8TH2yWxqFVRGdiaG6NSCFzIq+CRnr6NDNc/mdzRk7LqOrr4NTao3xzZmozial7feI5QNyt2xecxtYvXDdcAbQpRFNkck00XXzvcbNR8Mbkdw78+jN5goERTx9e7EzmXXcbrI0IJc7dm2g/HOJNZhpmxElGE0W3d8He0YN3pTH6LyvhXGa/z9yVRWKlFIcDPx9KJ8LLF3ERJnyCnBi9yrc7AB3+cR2cQOZpSdFXjddGBZKLSSnhpcFCT38vIyMjIyNwqsvH6L8DaQY1SpaA0v/pOL0XmDmE9fhyWAwdcN9/1tmBT/yIeNKRZzR1ffA2H5+dK+bZCV+lg+tErjFeFqSl+f2zDUFFB2eYtFH3/PQaNpiHH99+GUiEQ7GxJfM7VVYNPpBYB0MX3Sk/nlM6eBDtbsupkBhdyK/6PvfMOj6Lc/vhndjeb3hvpjRISegep0ps0ERFQUbFj/137vVfRi9hQBBRFsYCKFOlI772FhBoIgVQgnfS2+/vjJISQDgmhzOd59tns7OzMO5vdnTnvOef7JTUrn7DYNDQKvNqnMatC45i36zyBDSRwO3A+hRGtPfj7SCxvLgllT4Rs+9n5h9BqFKY90aLSUk1zvZYvRrckJiW7VBa4NvB3tsLf2QpvBwsm/XqIJ7v68fPuSHQahSvZ+ThamvLi/Y3KfW2fIFf6BLmWWa7XafhsdAt6fLqV0d/tIbfAwIYTlxja0h0TrcLAZm5XRahqSlhsGucSM3m6uz8ALjZm/PNKN0y0Gvp8uY25OyMBeOSHvXzxUCuOxqTxeBdfFh2MJiu/kEc6etPJ3xEzEw1T154iKikL7zvApmTGpjPM3hrByDYepGblM2/X+at9v5O6+fHuYBGCWxYSy4WkLHQahZCoVCZ08imzrVWhcUxde4ohLdx4psft0XahoqKionL3oQavdwCKRsHG2Zy0y1n1PRSVekJRlPoJXG+Qq0JRNm7gEACR26HLiyUrGI1wYjkmjQeAqytmTaWkIO/CBcyaNq2HEdcOrb3t+fNAFHkFBs4nZfLc/EPMe7zD1UBm11mxsigv4zimvTdj2nuz5fRlft59nvi0HEDEnGwtTBjfyYevNp7hvmmbsdTraOdjz/QxrfBxtOCrjWcACTj+PhLH+0Oa0qWhU5XjvV41uLZp7W3PgXd7oygKT3XzQ6dRyC0wkJtvwNa8rMd1VbhYmzGpmx8zNp9lZBsPlofEXbUB+nnXebb+X68bUmues/0cZiYaBjYrUeV2sjIFoH+wK/P3RjFlWDDT/jnNy38eAWBSd39aedmx8mgcHXxlMmJwCzemrj3FiqOxFQbntwvLQ2L5ckM4I9t48OmoFhyNSSWvwMCk7v4sD4ll3q7zjGkv/dJ7zyXhZGVKKy9bjkSnlNnWpSs5vLM0jFZedkwf06rWJ0NUVFRUVFSKUc8wdwh2LuakJaiZV5U7kID74fwOKMgtWRa+DhY9BscWA6AvEorKi4ysjxHWGp38HcjJNxAak8rv+6KISMi82kuZk1/IytA4ege6VhpgNXa1vhq4Qon/6su9G7HixfsY39GH3IJCXu7T6OryRzv70MLTljcHBHLg3d4Ma+VRh0dZM4qzvyZaDYqiYGaixdai5oFrMS/1bsTS57vwxeiWbHqtB0fe78vcR9sRl5bD8pDYGm/v4PlkVofG83T3gHLH9XLvxsyZ0JYJnX15vIsvWXmFBLvb4GFnzvDWHvz4ePur3rae9hbc19CRn3efJzO3ctXp+uTA+WTeWhJGe197po1qgU6roa2PA/Of6kiPxs68M6gp5iZavt4kkyJhMWm09LSltbc95xIymbMtgoiEjKvb+2N/FOm5BXz5UEs1cFVl3vdrAAAgAElEQVRRuRvISoZtn0HBXeJ4oXJXoZ5l7hBsnSV4XTztIGvnhJEcl1nfQ1JRqR4Ne0N+FkTtLVl25De5j5Mslt5HyhBz7/DgtYOfqObuOpvEyqNxAKwJiwdgdWg8qVn5jOtUeT9kY1fpP32wrSev9mnMhE6+gASBLTztmDK8GSc+HHDVT1VRFD4c1ozlL9yHrihAvJvRaTW08bZHURR8nSyxt9TTu6kLgQ2smbnlLLGp5U/ybTp5iQe/3c2HK0/w5frTXLoiEwS/7rmAg6WeZ3v4l/s6Z2tT+geLeNSTXf1wsNQzrJV7uesCvN6vCYkZefy4M5LIxEze/TuMnWcSb/Koa4/4tGwe/2k/bnZmzB7Xttxg08nKlIfae7E2LJ7IxEzOJmTQ3NP2qtr11LWn+O+K44D0Cy8PiaOTnyP+FYg9qaio3GEcmQ9bPoKITXWz/ZMrIbdifQgVlcpQy4bvEGxdLCjMN3Ap8go6Uy0XwpLoPrYxQffJRVRmWi6Wtqb1PEoVlXLw7QYaE9jyP0i/KJnY8H/kubgjcHIVGusG6NzdyNq7j4TCQhyffhqNmRkAxvx8jAYDGtPb//PtYKmnias1P+48x5WcAro3dmZ7eAKztpxl/t4L+DtZ0tm/clugYvGkB1q6V1jWW17AcbcHrZWhKGKnM+nXgwyYvp0hLd14d3AQVqY63lwcyoELycSmZGNtZkJoTBp5hQbOJ2UxY2xr8Zv1d6zSAgbA3lLP7rfux7SSzHkbb3v6B7vy3bYINp+6TEh0Kgv2RbHo2c60961/tfg9EUlk5hXyzdjWOFtX/J2a0MmHn3ZF8s7SMIxGaOlpR1sfe8Z28CYlM49/jl9kyaEYopKziEzM5Jnu5Qf/KioqdyARm+X+zHqxzKtN4kJg4Xjo8DQM+qx2t61yT6BmXu8QbF1EUdPF14YJUzrTIMCG7X+EkxyfyT9zwvj5zV2c2hNfz6NUUSkHUytoPQ4STsLfT8O3XaTntWFfuHgMljwJq1/D1NePrAMHSJz9LYmzZgESuJ4fP57zYx7GmJ9fzwdSPfoFu5KTb6B/sCufjGyOtamOz9adxsxEy/QxraoMMh9o6c6sR9rQrVHVPasqJXQOcGTl5K70CXLlj/3RzN97gctXclh8OIbM3AKaNLBm/avdCf94IM/3DGDF0Ti2hycQk5JN6xr43JoVWRNVxnuDgyg0GAmJTuWl3lLefeB8Mkaj8aaOsTY4EXcFU52GJq6VK0z7OlkyqLkbe86JEFgzD1vMTLRMHdmcKcObYaJVeH3RUb7edAZzE22pfmEVFZU7mPxsuLBb/j6zUc7XtUnx5PWhX+CKet2qUnPUzOsdgrOXNTZOZnQa7o+FjZ6ejwSy4L97WfzJQQoLDVjZm7Jv5TkatXNFa6LOSajcZgz9GgZ/Cf+8JeVC45dAVhKc3SDPxx9F796JTMCseXOSfpqHdf8BZO7cQc7RUACSf5uP4xMTASlVVBSF3LNnufjRxxjz8/FdML+eDq40r/drwsu9G131Yz3wXh8upuXgbmdeLTEhMxMtg1uogcCN4OdkyfQxrYhNyebP/VEYjEYKDUb+mNSpVEnrM90D+G3vBV77KwQQYanaxMvBgn8PDRJv1F4N+ftIDMfjrjB81i6C3G3534hm9ZYpPxF/hUA3m1J+wRXx6agWxKVmk5adXypL62xtygcPNCM9J5/BLdzQaTQ31cesoqJyG3FhNxTmQpPBcHo1nN8Jft1ubpvRByDusGRbT68VIceU83BgLvR+v1aGrXLvoAavdwhmliZM+KjL1cd2rhYEtHYm4nACvR9rioWtnpUzjnJyTzweje0oyDPg7F173o0qKjeNRislQgM/BUWBxLOy3MEfkiNxbGuGRfevsezUiXODhxD78svkX7yI9cABGLNzSJg5E6uePcgND+fiBx+isbIiPzYWDAYA8i9dxsTVpR4PsIRrAwMzEy2+Tpb1OJp7j7EdvXh14VFmbDpDe1/7Mr2YthYmPNPdn8/Xh2OiVQh2t6n1MYzr6MO4jtLLHeRmw9ZTl8nMK+RoTBoOliZMvr8RWXmF/L7vAoOau/Hjzkg6+TuW8QCuTYxGI8fjrjCoefUmRyxNdSx8ujPZ+YVlnnuk453jZauiolJEYT5odHIOrojwf0BrCv0/gqg98MsQGDANOj174/vd8blsNykC4kOg979FuPH8jhvfpso9ixq83sH0fCSQoK7ueAc5YjQacfa2JmxrDCEbo8jLKeSxqV3QqsqPKrcbxSdNB39oMgjaPAq7v8EkfiMmz38IQIP//JuYFydjGhiI25SPMGRmEDl8BJGjHsSYnY1Z8+bonJyw7tcXi7btiHn+ebKPhmDSr189HpjK7cLAZm4sORSLrYUJL/cu37Jm4n1+zNt1Hi8HC8xMtHU6nmB3W9YdvwTA/YEuzNoSwcIDMVib6YhMzOTz9eEA/L4/CkWBIS3qJoCNS8shLTufoBoE63qd5obsh1RU7ngK8mDpU9DuSfDvUd+juTnys+HnIRB7EFqMgZHfl79eYT4cWwpNBsg5+qUjsOQp2PhfWWbvW/N9GwwQvU+0L/bPAQtHaDYKslNh77cyNhPzmzk6lXsMNXi9gzGzMsE7SMRfFEUhuJs7Wxecvvp89PFkfFuofXMqtykaDYz9Q/5ODIcN/5b+Fxs3rPv0wfO7bzFv3hytlSVaK0s8vvyChFmzsOk/APsxD6Ho9QAY8vJQTEzIDjmKjRq8qiDZ7vlPdax0HUtTHb892RETbd2X7wa52Vy9/+nx9uw9l8Q3m88QGp3GZw+2YMeZRIa0cGP6xjPM3hJRZ8Hr4QsppcajonLPU5ALugqEy04sl1te5p0fvO74UgJX9zZwfBkM+hzMbMBQCEf/hMb9wdIJzm2FrEQJcAHM7aTtZ1YHWP8ejLmB9pykM5CdAoO/ANdm4N5a3nPvzrB7hgg3+nSpejsqKkWo06l3EY3au2JiqsXB3RJzaxNOqgJOKncKAffL/bktVxdZ9+yJztHxqliEZefO+M6fj8OE8VcDVwCNXo9ZcDDZISG3dMgqdz5B7jY0qkK4qDZo5mELQO+mUtbeyd+RBU91IuQ//RjdzosZY1vTL7gBvQNdOH0pney8smW6N0tUUhYfrDyOj6NFnZRJq6jccZzZAJ/4SA/mtaSch2XPS6krQMQWyLx97K5qTPh62PUVNH8IBkyVftbwdfLcoZ9h+fPw+xjJgO6ZBWZ2IqhYjK0HdHpO9CoSTpe7iwrZ+y1s+1T+9usJ3p1KJgu8iiYYi8WhVFSqiRq83kXozXQMmdySAU83I7CzG+eOJLBvxbn6HpaKStW4BIOlS4k8P0jQuv49+NQPFk6o9OXmrVqRc+wYhjzVUF3l9qOBrRnzn+zIsz0CSi3XakpnfVt52VFoMDJ9YzjDZu4kPad2FLb/OXaRwTN2kFdg4MfH2td5mbSKym1PynlY/CQUZMO+OaWf2z0TQhZAwilo9wQYC2HeQFj3br0M9aYIWwx/jgWXpjBwGnh2AKsGcPxvyEqGzR+BvZ9kZWe0lgnk+98Dnb70djo+Czpz2PlV9fedlQz/vA3HFoOFEziW/v3D0hGcm8KWj2H5Czd/rCr3DGrwepfh3tAO+waWdBzqT5NODTi45jwJ0aoRtMptjkYDAb1kZve3EXLb+F/Y/Q1o9TJDXnjNhXxypJQ7FWF5XxeMeXlkbN16y4euolIdujZywtK08k6dll5i2fP99nMcjUnjl93nb3q/adn5vLkkFB8nC1ZO7kpDF6uqX6Sicrez/XPJQLYeL6WyqdGyvCAXwhZB0wfg8dUw6AvxKr8SD/u+u3MysAV54q2+5CnJcD62Ciwc5Fzb8mFREf6pP+SmSynwmAXSdxo0DNo/VXZ7lk7QbiKE/gkJ4dUbw7ktgBEa9oGOz5QvEvXgj/JeH5kPKRdu6pBV7h3U4PUuRWuiofNwmeWKOZlCXnbBbeExqKJSIfe/JyfOrGQ5Oe76CtxaQv//yex4zEGR7I89DN+0kRndIiy7dEHn4kLa38vq8QBUVG4OZ2tTPOxEuMTaTMcPOyKJSMio1muPxabx18Fozl23/twd50jLzueTkS3wcVRVr1VUuBIPoQslcO3+L8AIh38VYaF9cyAnFdo+Dr5dJdh7fBU8uR4MBSJmdDthNMo5E6TsN/Qv2PgBzGwL26ZJoDp+ifS3FtPrHfDuIloTD3wDDZpB0yEizjT6l4qViLu+BiYWsPnD6o3t7GYws4WxC6HHv8pfxzUY+vxX/j6xvHrbvRWkX5SstcptiSrYdBdjaWeKfQMLwg9c5MDqSDoM9aNVH9XeQOU2xc67RAExL1NmuYOGg85Mli16HDIugrkDGA1w4AewcoGAXigebbEd9gBJP80jc99+LDt2wJifD1otikado1O5c2jrY09qVh4/T2zP4/MOMOCr7fzyRAe6BJQvvrc/Mpm/Dkaz5HAMRiOYmWjY/q9euFibERKdypxt5xjSwu1q362Kyj3LvjmQlwExh6Ryp/OLYO8jqvf7vxcLlzPrwbM9+Pcs/VrXIHBtDiHzoWFv2PSBBF0O/iXrGArFEi41Gmw9K7ejKcyHU6tFvde91Y0fU+hCKbkdOA22fSbnSEUDHm1hyFcy1uvRmcK4RVIW7dmu9HOVjdnKWXxad06X4M66QcXrGo0QsUneR20VoYaDn0xUn1gO971U+brVISdNrhsqEuKqDps+lNJxE3MIHHzzY1KpVdSrursczyb2JEZnkJ9bSMiGKAoLDPU9JBWVqtFbQrfXpUfG1gNsvYoCV3vITob735ce2c1TYJn0ytg//DA6Z2eiHnuMhNmziRz9EHH/erOeD0RFpWa8N7gpi57tQlsfBza/3hMXazO+LLLSuZiWw9tLQxn93W5Wh8azLTyBMd/vYU1YPI928mHh053ILTDw6+4LJGbk8tz8QzhbmzJlWLN6PioVlXomO0U0FDZ9KCWzA6ZK0ASSUcxJlcC17xR4Yp0EodfT8RmIPwpzekigdU31D1unwYxWIk70VTOpDvppoLTClBlLKnzXFRY9Bn8+AnlZN35cJ1dKRnj16zKp++hyeD8JntpYfuBajKlV2cC1OjR/EDCWFbm6nqQISI8H/17V227QMOm7TYut+Ziu54fesOaNG399dmpJhn3Nv2Qy/XoMhpqLV6nUGmrwepfjGegAQAN/GzLT8gjff6meR6SicgN4dZD7R1fApM0S2E4+KCVfCSch4zImHh4E/LMW6379SJzxDbmnTpG5e7daLq9yR+FiY3bVh9XZ2pRnevhz8EIK+84l8fyCQyw5HMulK7m88PthHvtpP41crDjwbh8+GNaMjv6O9Aty5dc953l83n6SM/OYM6Et9pb6yneqonK3c2wpFObJxOfQryUQLcarvfR59nhLMn/lBa4gZcYdnob8TGg6FML/galekvE8uRJSo0R8yLODiCAlnRXtBsM1SYOCPMmUJp2Fnu/AlVjYO/vGjqkwH85tE7X+JoOlPNi/p5Q61xUuQZItPr2m8vVi9su9d+fqbTdwiNxXtd2quBIn1jzHl0F+TsXrnV4Lmz+W/01+Duz/AdKLro9D/5JWpf7/gysxkt0uxmiEwgI4vlTsg6L339x4VW4INXi9y/Fp7kjX0Y0YOrkVLj7WbP/jNLGnU+p7WCoqNaPbGzBsNri1kHIoRQFTazFNB4jcDoDGzAz3T6Zi3bcPFp06UZicTH7sdTO54etKz+6eXgsLHqpfIY6NH5S9yFFRAR5q54WrjSkv/H6Ew1GpvD+4KVve6Mm349owso0H341vW0oI6vV+TXCzNedkfDrTRrVQy4VVVNIvwcF5Enh1e136Wa9n8BfQ6+2yy69FUWDgp/DGWRj1I7QcK0JG++fApTAJHAN6i3/5hKXQ/2MJUs8VqeinXIDZHeHUKik57vmmlCzvnnFj2dfofZCXLorIY3+X82NdoygSaJ7dBF+3hNhDFY/NzBacGldvu06NwSHg5oPX4vHkXintXnAtF/aIg8H2T2HxRJg3QDK1Cx4UAav9c8QPt9Pz4kt74CcJWq/EwQ/3w8+DxD4J4MCPIiBZWDvK8CrVQw1e73K0Og0te3uhN9cx+IWWWDuZs2rm0ToLYBNjMlj62SGSYssXGYk7k8qy6YeZ//4ezoUk1MkYVO5CXIOg9biyy91agamtzICnRgGgsbDA85tvcP3X/wGQHXK0ZP3UaPGzW1skHnF8GfwxFs6sEz+6+qCwQPp7d06HdVVcPKncc5iZaJn+UCuSMnNxtjZldDsvtBqFgc3d+PKhVvg7l1YPbuxqzbpXu3N6ygCGt/aop1Gr3LMYDHD4Nym9rG8KcuGfd+DrFnD5BHR9tfKezuqgKGLxojOFEd9Bjzchs+hapufbErRaFvWnBw2X9pb9P8jjzVOkV/SRRdJvC9BlsvRohv1V87FEbAaNDvx63Nwx1ZS2E6HJQAn01vzrqhd7KaL3S+9wdbPAigKBgyByh7wfN0rMQdCYiFftiQoEHNe9I+1IHZ6WddJipHT80jH4vqdMOHR+QcbUbqJMTOz7Dub2hbjDEpgXi0uFLZJy8R1f3viYVWqMGrzeQ1jY6Bn+amusncxZ+30YKRczWfjxftbNPcaVxOxa2cepvfHER6Sx4usQkuNK9wlEHU/i7y8Pk5aQjdFoZNsfp8nLLqiV/d4uqCWqtxiNVhQhwxbBjDYyM1qEaePGKGZmZIdeE7yG/gkYRSgj8Qysfx8aNIdG/UUAqjb6bWpKYjjkZ4Gdj1zkXHMMKioAXRo68e24tsx6pE21PVp1WvX0rlIPHFsCK14s651alxgMYqt2dpMEUidXSjXLgbmwdxYEj4QXD0CLh2p/340HSLBkYiHZumvR6SXLG75OzjlhiyVgatyvJIj27ixCUPu+Lz8IrIyofdCgRWkl4VuBU0N4eIH0B8cehEPzSj+fnQKXT4pFT01oMhgM+XB2442PLfaQqCf795QgE+R9DV8vqsy56SLM1Xw0DPoM3omHN85An//AAzOlV9fGU3pwAVo8LO/xP2+J2Ne4xYAiGe+2E0UYytRGsukqtwz17HaPYWGjp8vIAHIzC9jw0wmSYjM5e+gyp/ddrPA16ck5FOQVVvg8QOqlLC6eSyP6RDKOHpYYgSWfHWLZ9MOc2hMPQNi2WCxs9Iz9d0f6PdmMrLQ81nwXWmGW9kaJPplcL9622/84zfKvQjAa1AD2ltL73zLjbcgvJbWv6HSYBQeTfeiwTCpciYeQP8AlWILeXx6AtCg5afV8C3IzYHqwrHMriTsi94M+A2OhZC1UVK5jQLMGdPBzqO9hqKhUTGG+9HwCnCpHqKiuiA8RMab5I2HxEyLit/NL8Tn17gwjvhXxv7rA3E4CoaDhEqxeT7uJcr75c5wIDt73cunnFQXaPgaXj8txrHtXsrNVUVggWcBiPYj6oOVYEWRa/Yb0iRqNImg1uwtgrL5YUzFeHcDCSVp5EsLlnFwVBkNJprawQM6nHu2kRDzlgpRjR2yG30fDF4GwZaoIWxX34uotSiYSWo+DR5fBmN9AayLLTK1E/GrANJi4Bhr1BZ8u8lz7p+DtaMnoXwyVa4zKxrnuXan0Urlp1OD1HsSrqQOmFjoSotLxDnbA1sm8wgDySlI2v3+wj11LzpZ5zlAo/XkFeYWs+DqEZV8eITkukyYd3XjwzbY08Lcl5WIWuxafJT05h6hjSTRu74reTIernw09HmlCYnQGiz89xLofjvHL27tIT66kwb4apCVks3pWKBt+OnFLs6BnDl4ibFsssadTiDiilkPfUlwCJfh0bSZlwNdg078fOcePk/bdxxKYJkdAt9ekb8nCUS44AnqDRxt4fq9kYbd/emt7T+MOg94aGvYV4Y3Dv6i9ryoqKnceJ5ZDSqSUsV4Mk+DhVlCkeUD7p0RIJy9DrNfyMkoLM9UVI76VW3nYuEOzByU7N2EpWJQzAdVkkNz//RzsmQkHf5L2loUTKu6FvXRMKnY829fOMdwIGo0Eep7tYOkk+PtZWPumqB8/tlKEsGq0Pa1ksk+thm87w47Pq37Nxv/A9GaQfA4u7JL/uW9XcG4CGEW8KeYgoICNm2TiFU3FQb9/T7keuBadKXR6VjxpQUq+Gw+UAFmjhUb9ZHllGeMN78v/9vSaEl9elRtGDV7vQbQ6DX4tpScjsJMbjp5WJMWWIwUO7PzrDAW5hZzee5HMtFySYjMozDdw4VgSc1/fwbmQBI5siCI9OQel6NPkFeSAjaM5Qye3ZMCkZuRk5rNq5lEMBiNNOpX4gjXr7sHY/3TExtGMiMOXyUrPY9fiMzd8XEaDkR1/hVNYYCAlPpO48LrpucnNLiDqRNLVx4WFBnYtOoOLjzX2DSzYvjCcld+EsObb0Forx1apBsHDIXqv9LUWYT9uHBYd2nNx9gLydV6iVNz8QWj/JDy3Ex66xpDdubHMiiefkwDyZvpuakLcEfH502ig2ShRn0w4dWv2raKiolJbhC4EGw8YMl0en1p9a/YbuR2cA2HQ59DrPRjwCYz6SdSBi1Vs65MHvoFXw8C9dfnP23qIz2nCSXl8YK7oOJxcIZnk8og5IPf1mXkFEU58fI0o/4f+CVF7RIjKr/uNbS9wkATlhoKqlXxz00WIK/eKBP5hi8DEUoJJ50BZJ+G0nGOdGkN30cGgQQsZ940SOAge+bOkn9c1GGy9JdMfe7js+tmpIuxkX2TNpJ7fbxo1eL1Hadnbm8YdXfFt4YijhxWpl6Xsd+13YSz8eD+7l5xl34pzRB5NxL+1M/m5hcx/bw9/TtnP9y9vY823oeTnFLJ3WQSH/7lAQBsX+k4MpmE7Fxw9LK/ux62hHe6N7EiJzySomzuOHqXFRSxtTXnwzXaMn9KZ9oN8iTicQPzZmgedRqORrX+c5kJYEp2G+2NqqSNsW930L+5dFsHKGUevZokjDl8mMy2P9kP86DamMbZOZuRkFhAZmsipvRdJjsskI+XmMsoq1aD5aJlR3ffd1UWKVovbk73BYOTy2UaiVFwZQcPA2h1WvQIzO0Bi2YqDWiUvSzIUxSb1PvfJ/YVddbvfewGjEX4bIb1wKioqdUvGZek5bT5aSnRdgkv3AVa3EioruWaVJwV5EjD59ZCJyB7/Bx2flqzfsFkl5Z/1iU4vyruVUZx9dQmGrCTQmkKnFyB8rfTwrvk/8Ru9Eg+XTkigZtVAPNDrG60O7n9XrIb8ukPrR298Ww37QIdnpBIpLgQMFbSsha+HlS9L72nH52Ti+shv4kCgtwAHfxGzunxSqps82kDzhySobVrLExqKAg/Pl/sVk8s+H7ZIrHf6fSSPL5+o3f3fg+iqXkXlbsTJ04q+E6UEwtHDEoyw7Msj6Ew1OHlYcXRTNAaDkYA2LvR7KphFUw+Qk5FP+8F+pCVmk5dVgIWtnv0rI9GZaOgyKgAbR3P8WzuX2dfg51tQkG/AwqZ8r0ETUy0mpua07ONNyMZojm6Owa2hXYVjjzmVjIO7FdnpeWSm5eId5MjlC+mc2BFHqz5etOnvQ3pSDuEHLmEwGNFoblJd8Brysgs4vVf6UeLOpNKkYwNCN8dg62KOT7AjikbBq6mUBS365CDnQxMJ2xqDi48NQye3JC+ngMijiTTu4Ipys6qHKqWx95XyrIPzpKcleAR4dUAfvx7HlgqJe47jcPQo5i1bVrwNrQk8uV5OdqtegwWjYPKRuvPNi9wu3oMB95ccg42HBK8dJtXNPm8UoxG2TpWZ/oZ96ns0VRN/VHqdUqNF0VNFRaXuOLlCevZbjJHHTYfA9s9EBG/r/+Dcdnh6qyj1lofRCPu/FyXY4BEw4vuKf3dDfpff+FbjYPfXkqm70Uzf7UKbx8SurcMk8Q8NegC6viK2LQsnAEbQW4knbEGOiEQNnHbz6sm1SVVWQ9VBZwqDPpX/8dkNIqzoUpRFzc+Rth4zW9jwH8AoE74DpkpJ8IZ/Sx8uyISBQwCc2wIZlyTrrdNLe1BdvGduLeXzuOMLyM8GE3NZXpgvmXS3lhA4WMrHL5+s/f3fY6jBq8rVbGhhgYGhL7XEo7E9GSm5xJxKplE7VzQahRGvtUGjVdDpS5Qu8/OknDiomzs2juYVbl9vrkNf8dNXMdFrCbrPnZBN0aQn52DtYEbcmVQiDl/GzMqEgnwDWVfyOLU7HkcPS7Ku5JGbVcC4Dzpdzda26uuNoii4NbTj+I44kuMycPK8ifKQ6zi97yL5uYVotApx4Sm4N7LjUuQVOo8MQLkuSPYOcuDgmvMAxIWnUJhvIHRLDPuWn8PKzhSPJva1Ni6VIrq9Jj1Pe2eL5P7ENXBmA44PTSD5zA6Sfv4Zz+nTK9+GnZfccjNg+fMyS+rUSILZgF5SdlwR4evlvnG/6o33zDopcyrOuCqK/B25TS7mbqcLk4uhsG0aoIh5e+fn63tElXNssdwnnZFScAf/+h2PisrdTNResHYDl6byOHCw/F7M6Q5ZiYAiPYwDpspvq96y9O9byO9iYeYcKJkqx0ZSfno9MYdg+QslWbU9MyXYbTzglhxmnWHjBoOLejzHzJcqISsXKXs+sQwsnUWESmsKQ7+W84RTo/odc11SrNwcd7gkeD2xXIJDEI2LiWtEL0JRpOWn1fjSkyPOTWRS5drt1eU5tUEzmcC5fLKkb3bHl1Im/NBvsm+XpmrwWguoZcMq2DqZozfT4tHEHo/GElBZ2ZsS2NkNrYl8RPTmulKBK0iwOX5KZ9r086m1sTTrIb6ERzdGU5hvYOPPJwjdGsP+lZEcWR/Fqd3x+LZwIik2k7zsQhRFYf+qSOLPpmHjbI6lrSkAbgFSonMxonb7FsP3X8LRwwrvIAfizqYRfVIa732Cy84mexct02gVCvINXIxM48yBSwBEhiXW6rhUinBpCq+ESc/VpTAxHi/MRdN6FHYPjSZ9/QZyz1azFMRYxYMAACAASURBVNivm9yf3ykesCHzYcmTsGtG+eunxcJfj8LCcVIKHLYYvmpesXpxsXx/QC+ZbS7Gt6vMFB9bUv3jvhWc/gdQpJ9o3duwvRpiGvVFXhaELRELCiiZVFBRUakbYg5KwFUcHDRoIZUk+Vnw0K/QZoJYgV0+Jb+L694peW3KeQlcfbrCc7vFnmTbtCKhnWswGmHVy2DlKn/vmSnB3aifpHT1bqHpUBF6Ahj8BYxfAr3elcftJor9zt0cuIIcn96qpLcXpKfa1htGzhXLGjPb0tn567P6zUaJCGPQMMl81jUNis43l47JfUaCVB80GyWZdJDJmcsna26LVBUXdsPcPveMGNRd9G1XuVEUjcKwV1tjZW9W30PBxsmcJh1cObYjFhRIT8ph6OSWeATao9FIEGii13J630VMzXXEnkklZGMUOr2WhteULFs7mmFhoyc+Io1mPTxvelznwxLRm+u4GJlGhyF+6Ey0nA9L4uSueCxt9Ti4W5Z5jauvNS4+1jTp1ICdi85ydFM0yXGZaHQK548m0mmYP1qdRi0frm1s3GUGdvvncrKzdgevjjiM9yP1r0VEjnoQ+4cfxvGpJ9E5ly1zv4qdt3ivHl8qPUaN+kmp1tap0tdl4ybrFeRJOdKmD8BoICncnvTRI/DpmYBiYQvLnoX8TFHCzEwScQkHvyJp/Rjo8a/S+20+Go7+AX8/I71jFYl83GrC14qy5cO/w7LnYPMUuTitLBNdH+SkiVJnxkUYNlPUL8PXilqkiopK7ZOZJCrDbR8vWaYoMH6pqLHa+0rm68h8mdzLTpbqmKYPgE9n8WQ1GmDEd7L+oE+ldWLFS/DszpIA5dIxmRgc/KXs78RyGDqj7to6bgcsnaRNIz9HemHbVSDgdLdRrOJ7ZIF445o7SAlw19egxejqbSN4uNxuFXa+EnBfDJPHp1aJhV/XV0vWadBcBCGPL5WgtjbIy5Rzcsp5OLcVmo2sne3extzF33iVmuDiY1NhT+qtpt1gXwyFRo5uisY72BGvIAe0WgnyTIqyv006NsC3hRPtBvliaaOnILewVJ+soii4BdgSfzatUt/V7Iw8Nv16koSoin1hE2MyWD07lGVfHhHrslbO+LVyQmeq5eK5NLyCHMoNQDVaDaPfbk+LXl64+loTeTQRRaPQpr8PaQnZ/PDydvYui7iJd0qlQnR6eHQFjP0TntoAGi0mbm74r1qJzYD+JC9YQOzrb1S9Hd9uYnSuKKJg2f9j6WHZOlWeP7mSwo98SfxwMvn7l2Bs+yRJEY5kJ5iQXPgAvHYCGvYldfYH5CyfTvrbXbn0dH9yz4aLL55GJ7Ps16K3gLF/iPhU6KLaf29uhCvxotjYZIBkOIbNAu8uYo1wO/jSGgrhn3fgm7bw0wCZrR/1IzTsLe9v5A65wFZRUal9YosypJ7tSi93DJDAFaQVo1F/SDorvYi23vDPW/K7cnwpdH5B1gHJqPX+t3ifnr5GsfjYElC0YnHWd4roEVTUQ3u3YWIG3d8o32rnbmXgNFEFXvmy+AYbDTK5e7ui0Ug588WizOvJFaIw7NqsZJ1W48RjdunTooRcG+ybI4GrxkQysPcAavCqctth62zB0MkteeClVgx6vnmlmUlTcx3dxzZBb67Ds2npHlK/Vs6kJ+cQuiWmwteHbY3l1O54/v7iMBeOJWE0GMv4w+5bHoGJqRZFARsnMxzcLbFzsWDwc80xt9HTuEODCrZeQrcxjek03J+hL7WkeQ9P3Bra4upnw+F1UZwLUX1h6wSnhtBkINiWZN5NXF1xnzYN58mTydq/n7yoqMq30bifBJgPzgPHAAxWHhhbjoOjf8Kl4+TNn8z5NRYk/L6R1DPmZBa2pDA5FV2DBiT+c4KCrHzy7/uA+D1WxH40m/itBpKPaYkcPorMdYtlZrm8ixFze1HPPL1GyovyMiE7pZbfoBoQ/o/cNx4o9zq9BNh+3WDFi2K+nlbx96zOWfum+PdpdHISH7OgZPY5eIT0IRX3PqmoqNQuEZtlss2tVeXrtX9S7ts8KqrA8SEw/0Hp57xeVC14pPSpL3te+mYvHoNjS8G/hwSsinJ3lQqrlMXKBe57SSaQD/4sEyHOTep7VJXj1lLG+/sYEWQMGla6z1ZvASO/Fyugc1trZ5+n10plg2/Xe8apQA1eVW5LvJo6XM24VoV/K2ee+rJbGdGoxh1c8W3hxO6/z5KRklvmdYUFBo5vj8WtoS22Luasnh3Kj2/sYNXM0KvrXEnM5nxYEm36eTPwmeb0Gh94NZj2DHRg4rT7rqoLV4aLjw1tB/jiFeiAhY2ekW+0ZdgrrbFzteDopugqX69Su9gOHwYaDal//13petmGhkTHjMDg0QWj0UjkiJHEb8qBwlzyvxlE1D96CvLM0ZoVkpPjQtqWA2jt7PD67lsMWVmkzF9A+p6jAOSl6yjM1+LVOxO9TSEx6yHPpRLV3iYDpTQu9jD82A++CIQtU2vzbag+4f9IGXWxGAuAuR08skhKuvbMhOnBFff3ggi6XImr3v4yLsPmjyDnSuXrGQzSP3TwR2g/CV7YB29FS4a4mAbNJdNz9E8oLKje/lVUVKrH7pliTxY0HEytKl+3YR+phun0nPS12nhKKezIH8payWh1MOgzuSBPi4U53SD1wr1TNqsiFFcmXQqTyd7bvc2qx5sySZMcKeedVuPKrmPrJTZHsYdufn/ZKVL50LAP+N4nApPV6Xs9tlQsmO5Q1OBV5a6gvOysoih0HhGAocDI+XIEkiKOXCbrSh5tB/gy4vU2BHV1x87VgqjjSVy+IBfNcWdExdivpTO+LZzwDHQos48bRWuiwb+VExcj0sjLVi+qbyUmrq5YdetG8i+/krZ8OTmnT2MsKCDm5VdIXSwqtUajkUtTp5KxfRfZoaHknjxJXkQEaeu3k0ULLu1VKCgww/uHb7H01JKdpCNjxw6s+/bBLDAQq/vvJ2X+fNKWLUfv74/DE0/g/MorWPXqi9d9FzEqWi4vCyHr8BHOPzyWy9O/Kj3IJgMBBeYNlBOSRzvY9oko595K8rJkhrjJoLIXDsUXmE9vFYufa0v8riUzEX4ZCps/rt4+t/xPhC42/kcuXMsLOs9uhE/9YE4P6TPq9U7JmK5FUaTfOHov/PqAGsCqqNQGaTFQkCvWJQ37SDapKhRFftd0plK9MeZXqeAI6FX++g37yPPjF0vv/0O/lW2zULm7cfAvEd5rVE0V//rE0lHOiS/ul5tz47LrKIqIm9VG8Hpum5RTN+xd4lpwfkf56xZXb6VGSyn2nlk181S+jVBrLlTuauwbWGDjZMaFY0k06+5R6rmwLTHYOpvjHeSAolHo+UgT8rIL+OXtXWz7/TReTR3ITM3F1EKHg1tZQabawDvIkcProog5nYJ/q0rEg1RqnQZTPiT62WeJe/MtAFzeepP0detIX7cORa9Ha29P9iE5ueQcP44hMws0GrSODkSvzsaQbo7zK89j3r4rZg++yZVPpgFgeV9XAJyee44L48eTExqK4zPP4PLqK7LjxF6Y2Pvi6GVD4uzvSN+wUfYRHo7T05PQWFpizM8n6Y9VmAV+SOKP87Fo3QyXEf8Vlc7jf0O312/dG3Vuq/gKVmZF4d4a/HtKmbPBUCKgkpcl4hSZCeJnW52TdVoshCwQgY6DP8mty0vQb0rJOinnpSzLqYmIXzUZVHkvWOfnpUxrw/vi/+rZtupxqKjc6RQWyPcnoFeJOm1uBuRlgHXV7S5lOL9LhNp8u0nQ6tVJBNI6PC0e2TXFo5rfQ/fWMGlzzbevcnfQ8mHYGS9Z+LsFz7Yy2bv2LWlPKvZ6hxKbPKMRtnwsIpQVVRycWQ+mtjK5jRHM7KSMOGhY6fXObYXfRkDHZ0XF21AIw7+9Y8XO6iV4VRSlK/A5YACWGI3GL+pjHCp3P4qi4NPMiZO74ijIK7xq93P5whUunrtC19GNSvmz6s11tOzjzaE157l8IR1Fo+DTzLGMh2tt0SDAFhNTLReOJanB6y3GxMUF399/J+vQIWKef4GE6V+BiQlmTZty6ZNp6FxdMfHwwFhYSM7x4+RGnMOiTRtc332Hy198SWH6FRwmTgTALChINqrRYNm5EwDmzZsRsH4dV1atxnbkiJIdOzWC3u/j2CWbwisZmDYMwMTDg+hJT3Pln3XYjRpJxq5dJFzjR5sdtx+75w3oPdvDsVscvIavFWP14lndivDtJkHn5eMllgH758DG/5ask3haLp4rKi8syBMPR6MBJq6FI7+J+NLBn+SYzYtE2aL2SjA6ai64BlXvOJo/KMFrzH41eFW5Ozm3VXyjvdrL45MrYO3/iZDL8G+l7Hbbp9Ib/nKI9BTWhM1TIGqP3EwspJrBzBb8K8icqqjUBp2el1JcE/Oq171TKJ642fetqGa/dBjSL0qPd3wIPLVJynq3fybftaDhMkFbkAsb/i0CZ2Z2cHyZ6DoUVxw1HiBtPoUFJcuMRjkPKxpR+daZye+Bg1+9HHptUF8h9zmgu9Fo7AIMURTFop7GoXIP4NPckYJ8A1EnpA/gwrEkVs8OxcRMS2DnsrPPHYb48eysnrj42mA0GHFraFtmndpCq9Pg28KJEzvj2PZ7LSnPqVQbjZkZVvfdh3Xv3hhzc7Hs0AHXt96kMDmZ3JMncZr8IubNm5OxfQe5p09j3a8vZk2b4j33B/wWLkRjKv6sZk2lF9S8eXO0tiWfFxNXVxyffAKdvX3ZfZub0+C9d7F/+GEsu3ZF7+dH6qJFGI1GsvbuQ9HrcX79Nbx/+hFFrydh1mw5SV0Kk8xjVZxcCRf23NwbZDBA+DqZFdZVoUZe7IsbWVSyVJALe78Dl2ApKW7zmASlF0Mr3sa2T8QOYejXYkzf/2MY9LlkivZfU5YYfxR05jUT77Bxl16j6H3Vf41K3ZCfLSJkKrVHfrb4TK+6xpbjwI/Sq+7ZDlZMLsqa3gcF2XIRWx45V+DQL2UF4mIOSdDa820Y8pVY2Oit5aK6qt8GFZWbQaO5uwJXkODVzhtajoX0OPFA3vedVCcV5sPW/8n50K+7eCUf+FFeF71P1tv+GYQtEhu+dhNLths4WL67UdeoDp9eI6reQ6aLU8Czu+54O516CV6NRmOc0WjMK3pYiGRgVVTqBM9Ae6wcTAnZGMXRTdGsmnUUcys9I15rg6lF+aVOiqJw34MN0Ztp8WlWt1L8908IJLi7B8e2x17ttVW5tdgOlxIbq973Y9GmDVY9emDapAm2Q4diFhyMISMDjY0NtiPL/8HXWltjN/pB7MePv6H9K4qC/fhxZIeEkLVnD5l792Lepg1OkyZh2aULtkOGkLF5M0bvogCxqqD08klYOAHmDYA1/3fjhuhxRyDjUlH/bRXYeoJzU/FyNBhkRjjjIvT/SCyD7n+vaOy7IbcCa6ozG0RlufU176NbCwgcAtumSZ8rQFyIZHc12podj2d7iD5Q9Xo3y5mNELa47vdzs8QcFHGsW0l+DsztCzM7QGoVat8qVZObDuvfl4xqTppMbqVfku/uhZ3Q7kmpUNDqwbEhjJkvJYX750J2atnt7fsOVr4EX7eCpGus3A7+KBUYnV+Qi2XHAHhhLwyoJxE5FZU7GVNreCVMvI39ukvwem4b+HSBxv2LxJQUyZAG9JbqI6NRzn0gVns7p0s/8LXl9w17SzXE8hfk+2swiNaEQwC0fETOrU4N6+WQa5NqB6+KonyuKEqkoihGRVGaXbO8saIoexRFCS+6b1SDbfYFIoxGY04Nx62iUm20Wg2tensTfzaNnYvO4N/KmVFvtsXZ27rS17k3tOOp6d1xdK9CQfEm0em1dBkRgImplrBKbH1U6g7Lbt3wnPkN9g8+CIDnNzPwXfgnilaLWXAwAA7jx6G1qviz4DZlCrZDh9zwGOxGj0bn5salqVPJPXUKy04drz5n0bEjhsxMcpKQ/pboveVvJPoAfNYI/hwnIkZtJ0rGcs+sGxtUyALxVayuUEb3N6Rs+PhSMWi3di8pKbRyEXXRzVNEZOn6gDo/Gy4dL+sVCXICd2oC80fB4icke+tehS1HeXh1gCsx0ldbl6x/Tzxw40IkkM3Lqtv9XcuFPbLviiYIijmyAOb2Ea/NW8mmDyXAykmVvuWKJlZy0iB8/a0dW0EeXDpxa/d5o2Qmyvf6j7Gwewbs/FIyoQBhf0kW1spVbGlsPeHZ7fDEetBbQtfXIC8dDswtu91Tq+VCNydVyo4LC+R9ObVKJpFMrzlv2nrK9lRUVG6clmMhLQoSTkog22KMLA8eId+xZiMlO3vpmJQU661EhyL3ilQplbLisYQJy6SyZfET8ltw+bgIGt5F1lI1ybwuA7oDF65b/h0wy2g0NgZmAXOKn1AUJUhRlK3X3d4qes4TeBsot3lLURQ7RVF8r70BnuWtq6JSFU3vc8PJy4rW/bwZMKkZJvrqZWxuRk24JujNdTTp1IDwg5fIzcq/JftUKUFRFKz79EHRS/mbotejMTMDwLJzJ1zffw/HJ5+s0zFo9Hpc33qLvCixTrLs0uXqcxbtpYct6+AhCcCirgteL5+EPbOlZDAvE5IjoOvLMPhLaPqA9Hqe2VCzAcUcgkPzRCiiMjGkawkeKYbsmz+CiC3QqG/pE2v3N8SgPTmirGryxTDxY3VvU3a7ZjYwcY1cdB9bImXEbi1rdjwgfblQN56vBoNkucPXyUWIIR++7wkLRsFXzWquEl2QCyG/i7DGtUTugIPzyg/6Yg5JgH/0j/Jti+JD4beRsGA0LH9eMtfntt14Zr6mpF+SyZQ2j0nG7vIJiN4vAe3M9uIXnJ8t6/7zNvw+unYUOUF6rSuzXjIaYdmz8G1nKUu/3dn/Pax7RyoZ+nwA3l1g0Kdg4SSTJxmX4eE/Sr679r6ihApSzdCwr5QOF0+srHsX5g2Si+PW42SyKHK7eKx+31MmE64XgVFRUbl5AgdLZQRI5VHjASKsVKyg37DIUu/Meqmo8O8Jo3+Wvtjy9Bs82kC/j+S7vPwFOacG39llwtdT7eDVaDTuNBqNpQwpFUVxAdoAxWfJP4A2iqI4F73mhNFo7Hnd7RNFUUyBn4HnjEZjRgW7fAWIvO5Wgf6zikrl6M10jHm3A11GNqwz8aWbxaeZI4YCI0mxai/Y7YSi0+Ewbhway7rPMNj070fDzZvwmjsX8xYtri43cXVB7+NDxvbtZGZ5kxEaiTHjGvunTVNg3duS0Ro+G149Dt3ekF6hEUV9p4ufrF6JaH4O/Doc5t4vir/3v1v9A9Bo4P73xZ82L13Kn66l3UR44Bv5+/yO0sFEcZBSkQKpuR30+Y9kkytbrzIaNJPS4f0/1L5FwIWdElAsLprkaPYgOAdKj1FWMoQtKfua3AzYN0cC1es5thSWPSfBcDEb/gO/DIFVr0DEptLrGwyy3NxeJhAOzC0blO6eIe97XAh0/xcMnAZZiTL5URfkZ0sm+PIpeXzkVwnqu7wkWTxFC4snwo4vpCR1z0z4rqu8J0eLLiv2zBZBk+wUOaYtU+X212OSEawuSyfBN20g8Wz5EwkH5srECJT0l93OxByQ7/WbkdD1FXhiLbR6RAJMc3vJvlQmTNb1FfFYPblSJrwO/gQXdslzTQZLb2zEZsnaXD4uWd2KLG1UVFRuHDNbqW4ys5VJWZ1efpsdA+R56wayPGyJ/Ha5t5KsrFMlha4txoBLkFRKjP75jlUVroibzSF7AbFGo7EQwGg0FiqKEle0PKGS1z0CBAFzijJb44xG4/V1XF8hAe61eKIGsCp3KcV2PCkXM3FvZFfPo1GpL3SOjlh1Lavsa9GhA6mLFhUlXR1x/XYaDv/3mQQ+57aK/2Hzh+T++jKi0T/D7I6wdaqINpSH0Sjb2futiCb1eAtajZUL4ZrQuD94dZQZYr8eZZ93bCjljNs+E6+5lmOhy2TJ8li7gY1b5dsf9Jm8xqVpzcZVTIdnYOlTcG5zyYx2RcQcktKsgF6SAT21Wv42LaflIHSh3OelS1nXiO9K7EMOzIWzG0QxU28lFyeF+XL8xxbLcQc9UHp7xYHE2Q0QOEj6Q/fMgmajpFd19RtycdLqEWg6REq1L4bCiO8lg73sOfjQAYbNlv9jTpoEKq0nwJAvZdvFPaeR2yXQTo8H29KWYjfFxv9KDyXI5zJqr5SRF/dc+XaFyG1y4TZukXz+VkyGtf+S8vhGfeX9ObYYLF0g87rJl8YD5NhAymgVTflVAtkpkrUwFMDMtrLeSyFg7wMJp0UEZd07Mg5LFxFC6TdFLiZvRwwGmewJHlF2jAM+kay2zrTybXh3ke/2ua1STpifBR2fk98O5ybyvzn4E1g6S8WDiXnV21RRUbkxhkyXyeWKSnubDBYRJxDrqKrQaOGxVVJeXJu/6bcJ9VIAbTQa5wHzqlgnFSilJnCrSjhVVOoDawczdHoNKfG3sD9O5Y7B6cUXMW/VChO3BiS8M4mkP9dg8cAkTDXRKPmZ0Go8NKnAi9WpoZT/HvhR7outbK7l0DxY9SpGxQSl30cSUN4IiiICMcmR5VviKIrY7hxfCvZ+ImxUnGVr81jV29eagHfHqteriKBhsPp1sRwqL3g1GuHXYRIMXT4hFwFPb5VS0uUvSEb1wesyc/nZcGKF+M1GbAbvTqV9Lxv2hR2fw4zW0sNk5Vo6cxp7sGzwGlUkynVmowSe696R967vhxK8LnpMAuvTqyXLHrpQMq7NR0vwmnFZPHb3zBKfxOPL5EKm1biSfdh5Szlp+FrZx9b/SZn5yO9vXt0zP1tKlxv1l8/b7hny/+79fsk6zR+UIL33v+Wxf0948RAknS3ppcxJleU7vhRl274fimfwX4/C7m/k2IxG+LEfpMVAr7eha5Hibm66VBGYWkvg2neKlNIdWyKZy7xM+KFX0QWeF4yYI0reIfPh6ELo+LRsZ/c3UgY/fknpiaH64OifIsSSk1bk7Xgd1VX+1WhkcuncVvkcWbmKunexCJpPV8mMt3lUfJJVVFTqDiuXyq2rur0mivlJZ0vaX6rCsm7FRuuTmw1eowEPRVG0RVlXLeBetFxFRaUGKBoFO1cLUi6qZcMqZTFxdcFulPStKE+O5sLHC4kcNgyLACe8O5ii+FVxQuvxlgQwS5+GoTOk701nKhnSjf+F87so9OhF5KIs7L2tcexS+eYqxc5bbhURPFwyR4+tlCAvfJ2cmP173sROq4lOL6bwp9eU9sIrJiVSsoHOgdDxGSnfXfyElPiaWEoW0LdraXuCPbMkAOjyEnSYJNZA19KoL2z/VAKDlAtyAdJlMtj5iChWzMHS66dfknUcG0HSGZjeHHLToOc7EvzaekKjePHrXP68BMYAI38oKg/TSFmo3hLWvCEB28kV4OAv/VDX0vbxov//ThHqObkCTg2TwPJmOLFCxtxlstgo9Xq3bOla6wkS3Fq7lizT6Ut7944vKuXt8LT0hRUHj51flGOP2CzBa3KEvJ9b/gftn5KAdfc3MjEA8j/pMlmC2JOrIPawBMSm1vDocslim9lI5ta9jWTLUy+I+ueuryEzARLDa2bPVFtciZfSwcxEydYXFGlcliduVhP8e8CJZXAqTgL+a9W7rV3hme2VlyaqqKjcGrQm0GZCfY/ituGmiqCNRuNlIAQoqtthLHDEaDRWVjKsoqJSAfYNLEm+RcFrdkaeas1zh2Ix5l949MrDqasjWRGJXI4MxFCoIedkJb2Llo6i2nv5BPzYR0SVDAYp07wYBi3HkBAdTH5UNIkzZ1KQklLxtm6WoGHwSijYeclFedvHJMC7NltZlwQOhuzk8j1fo/fL/YPzpO9o5BzJ4KXHw8MLxPN21StSUgmiXLzjCymL9eksz18f4Hi0hU7PS2nsc7vg+b0iqNFhUkmJdWFByfrFWdfe/5YyY8928PQ26PlmyTp6Cwn0HvhGMmidX5T9X0vz0WJIv/sbEXpqMqhs5rDzi5KxRYFH/pJy3chtNX5LyxC2SIJJ367yuLyeK0UpHbhWhs609Nibj5Zy690z4MAPIlQ09GvJyp7dKAHf7m+kt7b5QxKcKYp8xlyDxdLp8nHo/z/JlJvZlGy7/ZOQeFp6cBeOl8AVRNRoml9JD++t4MxG+DIQNv4Hdn8tbQK2XvJ/cmp8c9v27yn3To2lB/p6GjRTS4VVVFRuO6qdeVUUZQYwEmgAbFQUJcloNAYDzwK/KIrybyAFeLRORqqicg/g4GbBmQOXiDqRhHsjO3QmNfSxrCZZV/L4+4vDpCVkM+GjziREpXMlMZtG7V2xtFUvVm579BbYPPQkbJtGYSMbkvdCxoiR5F24QMC6f9B7V5D1bNQHXjwo5a/h6yQLdzEMRnxPvlNXUt7uh2WP7mRu38GFR8ZhM3AATpOlfDhrzx7MW7dGY155OakhMxMUBY2FRW0fde3RsC9oTUUIyPe6/uLofSIe5BwojwPuFwGs9HjJePrcB78MlWxc24mwv0hwqd/HFe9Po63YD9OzvfSFXj4h2XCQ3lQzO+npfCuqcj9bE3N4rAL1ZHM7Kfvc/708vl5ACySYG78U0qKlvNy3qwS6N0Nhvqjgtnqk7spsdXrJjG/8rzzu8ZbYTFg4SmY1YouMo98UyThfi3triDssIkRNh5bddrNR8v3wbCeZXDNbmWQ5W6TYHbJAtnsr2DtbenR3fS2Pmw6F/lPhSlzNfY6vx94PBkyTz7j+Nv6+qqioqFxDtYNXo9H4EvBSOctPATfRgKSiolKMfZFo08oZR+kw1I/2g/1q9Pq8nAL0ZpV/rdOTc1g5I4SM5ByMRiOrZx29qnCcnZ5P5xEBpdbPTM1l5cyjtOjlSdB97jUaT3kYjUa1f702aD8Jdn6F65DGZG9yIufYMTAaydq/v+LgFaQMsOlQsdPY8G9waoKx2SjSf/8TDAYavPsuGd13cGXFShJnfws6HXoPD+LefAuz5s3x+n4OOvvyy+zgdAAAIABJREFURZwSZs4iae5czFu3wmdepbIG9YuplYggFQvzXJtdit4vQYtGU/JZ1WglcAUJmlqNlfLNuMNiZ9N4gIj/3AieYoPE6TUSvGaniqdm6wnV71+sjG6vw+HfinqFO5e/jrVrSQbUr5v00aZGFYlLmdU8sIk9DPmZsq26pN0TUnLdsI8E6RotNBko/arGQhHnuj5whRKP4KZDy+/tNTGHMb/J385NZbuXjstEj0MAHP9b7GlqouBpKJT/a0Dv8nvBjUbY/rmU1BeX6saHSm90z7dF6MxokKoBvaVULdwsigKdnr357aioqKjcQu4u7WQVlTscj8b2BLRxwcbJjMijJVYoaQlZHNsei9FQsR9jenIOP/3fTiKOVGyHUlhgYMXXIWSm5jJkcku8mjqQFJuJRxM7nLysrpYRG41GCvMNFBYa2DL/FEkxGWxbcJq4M6kVbrsqjEYjO/86w+//3Udhfi3blNyLWDnDhKUoo3/AZ95P+K9ehdbBgawDB6t+bUBvuU+NIrWgF2d79SZt2TL0/v7ovb1xGDcOnz//wHbYAyTO+IaLH3yIiZcXOSdOkPzzL+VuMi8mlsSZM9GYmZG1bz+FqTf+WbkltB5PSuj/s3ff4VFV+ePH33d6Sya9VxKSEEjovUiTIggoKvZVd21r3XV1LT9dd12/NnTtupZdXQuIBURBAQWk9xIEQgLpvbeZzGTK/f1xIRoTIEAglPN6njzonXPPOffqA3zmnPP5OKh+7mFkWVYSMr03UQlSopXvY8ue/Dv5N3SwmShlurIatvg+ZUvpwE4kmjoa/1ilv/WvQmOZkkzI7VBWLbuCTxhMe1EpM9SZbdlHMkS/PgSej4ePZp14WaG8NcqvsaNO7L4TZbAqW7kH3fzLKuSEvynneHtOgos62AoLyuqy1qQEvMeTNAkSJ8CwO+GeHTDmQWWVumjLic1150dKkqmvblPeZ/Uh5fzzEaW7YNU/la3JoJRzene88owDb1bOIKdf9UsiK0EQhAtUt2QbFgShYwazlim39WH793lsWpRDZUEjteU21n9+EHtDC2Y/PSVZtSQPCyMg3MyWb3OxN7Qw7voU8jKq8Li8ZG8tJ6F/x1nrdq8spK7czvS7+xKZ5H+4rmwTF12TzO4fC8neVoHsldm6NI9tS3LR6tW0ODwMuTSe/etL2bToEJc/eBL1NYFdKwrZvVLJ5VZ6qI6olA5KWggn5vB5QhWgj4/HNGgQ9q1bO2wqyzIthw6hT0xUysz4hIOkoiGjEndFBe6KCgJuuaW1vSRJhP/zn8geLw1LlhD1z39SMXcuzTt3/tJnSwv2bdswDRlC/cKFIEmEPfE4xX9+ANvGjfhOnXpaH/9UyPFjqdzrh2f798hZPxLUT1aCxl7TIe1KmjMyqPtMKX/jKi1FG/6rEj7moMPba9dA9LDjl9w5nov/AVlD4bMblKRAEQM6Vw6hs/pfd/w2R4SmKuV2SncpdXh3fQwZ85VgusWuZGoe8xelBmFVtlIrNGbYL/dnr1BWPkP7dE+2S0sITJt77DYBPeDRkhPb0qzWQkC8si1ZUv2SVfpYqg8p2ZKDe8HqZ5W6yQeWwEu9oKlMmcc9O5R5HPheuSd7mXIefc1cJQC/9JXOnwsWBEG4AIjgVRDOQnFpQWxalMOC/1MCEbOfHoNZy4r39+JyesjeWo5PoJGynHqlfZ8gCvZWA1CwtwaPy4ta23ZjhcflZfvSPOLSAonto/ylMjo1gJufUwKgkDhf9q4toa7Czr51JfiHmwnrYSUuPYi4tEA0WjUbvjpIdUkTRouOkuw6EvoHI6k69xfA7G3lBMf4UF3UROH+GhG8ngamQYNoXL6clqIidFFRbT6r+eBDKp57jrj58zD26weXv4vXo8L+4V2oAwLw1NTgM35cm3skrZaI558j5MG/oA0Nxdi3L3VffonsdiNpNNT8739UzH0RbWwM3rp6zCNG4DNpEiqrlaa1687q4LWloBCPA1QmHVU7WgiMr0T6/VKIHgJA5V9vRWUy4bXbaVi2DLXVD2O/vpQ88Bf8b7gBv8vegcYSJdA81W3wgQlKeZqFtysra1f8p3tLsvSdo/x4vVCZqQRT6XOUrc27P1WSG019Dr79k7KV9sGDSnDnqIdPr1JWCy85TgDZ3U72/Rp8lYRPHSX7OhLcj/oTBCfBoj8qK/mDblLOTN/8nfI+C7cotWezvofyn5VSQlnfQUhvJdv1mheUL0Wu+vDUSxYJgiCcZ0TwKghnoYAIJXDU6lUMnZlAUKSFLUty2fF9PpFJflQcTrA0/sZe7FxRwPovs7E3tOAXaqKu3E5xdi0xqW1XPcrzG2hxeOh1lHOrIbFKts2dKwqw1TkZeUUiPQf98o1/yogwNi0+xJp5WTRUNdNU6yS+bxDBMT74BhpIGBhy1ARTLqeHqqImBkyOQatXU7CvhuGXddHLElpZLhpD+fPPU/nSS0S+9BIA9h07qP96sbIyCti3b1eC1/jR2NetR3Y6CX/lZdS+vpgGDGjXp6RSoQ1V/j8w9utH7ccf48zORp+SQt2iReji49GEhuIxmQm89Q9IGg3mEcNpWrsG2eNBUp+epGOnqnnHDgD8rrmemvf/Q8vspegPB66yy4V961b8r55Dw/IVVDz/ghLIqVTg9VIxdy6+U1agigw/1hAnps/lSpZi1eEVvrOBSqWUl/n8d0oG4p8Pl63Zt1g5h1mwUSk9U7BJOd9aslM5lzn7fWWr7fkqeqhSb9XraZs0KXuZEtw3FMHMN6Fwk3J9w2uQNFUpuxM7Qjmr21QBc5OUFVm3U9m2PvFJJQOwx61kqD6RM7WCIAgXCBG8CsJZSJIkZj/Udntu3/HR2OqcDL8sAUmS0BnUaHRqrMEGlr61B3eLl6EzerDyo/1krCoiuldAm8RIR86rRiT6dThmQLgJjVbF/g2laPVq4tKD2nxutOgYfEk8O1cUYLBo6Tcxmt0ri1rP5pYeqmfsdSkd9l2R34DslQnrYUWjU7P56xyaah1Y/A0n/Y6E9nSxsQTffReVL7+CZcIEfCdPpuThR3CXlaFLTMBTVU3z7gxkWaZu/nxqPvkESafDPHTocbMIAxj79QWgedcuZI+XloOHCHvySfyvntOmne/kyTR+9z22jZuwjBrZUVfdzr5jB2o/P6zTplHz/n9wFFSiT1M+c2RlITudGNLT8TY7qFuwAL+rrsJ58CCW0aOofOVViv/8AAE3XI95xKkUxP2N0N5d11dXSZqirKRuegtyVivlb+ryldqy3sPlfQ58pwSvxcoXAl265flsFD1UqQNbsU9ZNT3iyNbf3DWw6E7ln2NGKEHshCfa9mEJURJoZX6rbOFPmqKsbvueelI8QRCE85kIXgXhHGHy1THxptR21yN6+nPdP4ZRlFlLQv9gGmscbPjyIDm7KtucfS09WEdAhBmDpeOkLSq1ipFX9qQ4q5aoZH+0uvYrZoMuiWPgVCWrqiRJDJnRA5VK4ocP9nFwewWj5ySh1rRfLTiyvTks3op/mImt3+SydUke465PIXtbOT4BBsJ6WE/qvQhtBf7hDzStWk3ZP57CeSALV0EBUW++ic/4cRQ/8Bfs27ZR+sij1C9ahD45mZC/PNCpwBVAGxmJJjiYus+/QLVsOZJOh+/UKe3aWcaNQ2W1Ur9w4VGDV9nlomHpUoz9+qGLPclMvSdJdrmwb96CccAA9ImJSFotzv378U6cSNnfnkRlVpLiGPv2xZiejqFXCn5XX936ZZC7sor6r7/GtnEjiT+sQBMUdKzhzm1ag1I6Ztt/QKWBmW/AJ1fAxjeUkkKRA5TtxJOfVrIv+8eD6Tw/EnA4oReZS5StvmueV/65Ll95Vw2lkLdW2VJ+7XyoOqicJf6tUffDzkCY9i8lAZsgCIJwXCJ4FYTzgNGia93i23d8FFlbylj9yQFC46xY/PV4PV5KD9WTPCTsmP30GRNJnzGRx2zz69XcIwFu8pAwDm6roHB/DbY6J/vWlTDjvn7oDBoWPLOVujI7fqEmDBYtBouWPmMj2bOqCJ8AA5sX52Dx13P9U8M7DHyFEyNpNEQ89yw5l11O9TvvYBwwAMu4sQAY+6bTsGQJ9YsWEXjH7QTfd98JlS2SJImwvz1B0X33g8dD+DPPoLa2/9JBpdfje8lU6hZ8jiMzE9OgQQTfczeaoCDctbV4amtxZmZS8teHATCPGI4hNRXL2LGYBg3qkvdwRNPatTgyM/GZMBF9D2U7buXrb+AqKiLkoQeRdDr0PXvi2LcP29q11C9aBIA6IABtZKSyy+Gaa9r0GfbE4wTceAOHpk2n+t33CH3k4S6d81ln7KMQ3lfJHhyUCNfMh8X3QMI4CEuHpX+Bmhwo3gkxF0DlPL8YiBoCq5+BtS+Cp0XJXuyyQ68Zys+hlUo7gxWijpLkLmlyx7V3BUEQhKMSwasgnGdUahWTft+bBc9sY8EzW4lM8iMg3IzL4SEyueP6nKcqOjUAnVHDxoWHqCu34/XI7PqxkJ4DQ6kqbMI3yNCmRuzgafEU7q9l8+Ic9CYNTbVOfvxwP76BBobO7CHqwJ4iXVwcCd8txV1Whj4lpfV9Gvsq236NAwcSfO+9J/WefSZOJOa9d/HabPhMPHqW3aBbb0VSqXGVlFD/1Vd4amuJevUViv/0Z5yZmfhMnYJkMhF0223UfvYZtk2baVi2nIRl3yN10Vm/+m++peShh0CWqXrjTeLmfYqnvp7qd97BesVsfCdNAsDQO5XGFT/QuOKH1nuN6enHfD+6uDisM2dSO28eflfPQR9/lpxTPR0swUr5mSMSxsH9e5TapLW5yrXd85WznhF3dssUzyhJgpuXwu55SsblsHSIHa7Uf02+RDmr2vMUM1ALgiAIHZJk+eh1I882kiTFAbm5ubnExcV172QE4SxXmFnD3jUl5O+pwu3yEpcWyCV3pnc6O/CJOrCplE1f56DWqLCGGCk9VM+gS+LY+NUhrn1yKP5hbesTulo8ZKwsJC49iBX/2Ud1URMAVz06mOAYn9Myxwud7PFQ9cabWC+/HF3UsVfYu1Ll629Q9frrBN55B9VvvQ2AZDJhTEsj9sMPAKj/5htKHnyImA8+wDzs1FfvvDYb2aPHoE/tRfg//kHBTTcje73g8aD29yf+i89RmUyHx/6WkgcfBJUKn8mT8FRV43flFVhnzDjmGO7KSg5Nm44hKYmY//4HSduJOqrnG1mGl9OVbLpeF9y1Vcm0KwiCIAgnKS8vj3jlS+F4WZbzfv2ZCF4F4TxXXdxE5qYyBl0Sh954ejdbyF4ZWZapKbXx2T+3otWrUWkkfj939DFXsZpqHdRXNLP4tV30GRPJ6Kva/uXX6/HS4vBgMJ9acNDicFOwt4aInn6YfHWn1JfQeV67nZwZM3EVFaEJDsZdWwtuN4F33E7I/fcrbRwOskePwXLRRUTOfeGkx3KVl1N09z0Y0/pQ++k8Yj/9FNOA/jTv3UvlS//CXVlJxPPPYUj5JbmYLMsU33svjSt+IPLll/Gd0vmtnHVfLaT00UcxpKfjO3UqfldegdpiOen5n5MW3wM7/gcp0+HqT7p7NoIgCMI57ljBq9g2LAjnucBICyNnJ56RsSSVhIREUJQPYT18KctpILZn4HG3p1r8DVj8DcSnB7FvbQlZm8u59N6+hMT60tzYwrdvZFBfYWfO/xuCT4CSodjr8SJJUqdXkm11Tub/cwuOJhe9x0Qy9trkU35eoXNUJhM9vl6EbeNGtNHRlD/1T+zbtikle460MRiwXnopdV98gaf+/3V4lrYzbGvX4tizB8eePeji4zH2V8Yw9u5NzPvvdXiPJEmEP/Ms5pHf4DNh/AmN53f5ZahMRsr/7xkqnnsOZ2YmEc89e1JzP2elTIddn8LoB7p7JoIgCMJ5TmRHEQThtEgdpWxLDevh2+l70sdHY/LT0+Jwk7W5HNkrs/StDKqLm/C4vfz4wT7KcurxuLx8+uRmPn5iI3l7qlrvdzk9bPsuj4aq5nZ9Z24qxdHkIiDCTPGB2g7HrypqZP+GUurK7Sf4tMLxqMxmfCZOxJCcjM+ki5EMBky/Cl4B/K6YjdzSQv033570OPZdu5CMRiS9Hv/rruv0uV61xYz/1Vef1NZf3ylT6LnmJ/xvvIH6JUtwFRefcB/ntKTJ8OBBJfOwIAiCIJxGIngVBOG06Dk4hLRxUSQNPXaG41+LSPTjhqeGE90rgNyMSjI3lVGW08BF1yQz+qokirPr+PL57Xzz2i7qK5tpcXjYuPAQoASui1/Zyeavc1jyZgYtDndrv7Isk7mxjPBEKynDwqkrt2Orc7YZu7mphc+f2cbK/+1n1ceZXfMShA75X3cdCcu+R+3XtuawITUVfWovaufPw1VWdlJ9N+/ahWnwIHquX0/A9dd1xXQ7LfCWW0CSqHzrrTM67lnBeHqSwQmCIAjCr4ngVRCE00KjVTNmThK+gZ2rIfprcelBNFQ5WDP/AKHxvqQMCyN1VAQ3PzeKuLRAirPqCI7xIXVkBHVldjxuLzm7KinLaaDvhGhqS20sfTMDp90FQMG+GurK7aQMCycqRflLdtGBWmRZbg1yc3dX4fXIxKUFUnKwrl1wK3QdSa1GGxra4WdBt95KS04uhy6eROPq1SfUr6ehgZaDhzD264faYj7+DV1MGxZGwA03UP/Fl9g2bznj4wuCIAjC+U4Er4IgnHXi0oJQqSR8g4xMvrVP67lWk6+O8b/rRWyfQEZdmUhQlAWvV6a2zE7pwTp0BjUjZicy8eZUSg/V8/XLuyjMrGHF+3vxDzOROCiEwCgLepOGQzsqWP3pAT56bCNOu4ucnZX4BBgYMTsRZDi4vaKb34LCVufE2ew+fsPzhO/UqSQsX44+KYni++7HkZXV6Xvt27YDtNuOfCYF33M32tgYiu65h4bly7ttHoIgCIJwPhLBqyAIZx2Lv545/28Isx8a2Jqg6QijRcf0u/sS0dOfwEglq2t1cROlh+oJS7CiUkkkDQlj6u1pVBU1sfjlXWj1aqbf3RedQYNKJZE+Pprc3VXsW1uCw+YiY1URhZk19OgfjH+YmaBoC9u+yyNjVWF3PH4rWZb58oXtrJ3f+QDufKCLiiT6328ju900LF3aqXtcxcWU/e1vaMLD2ySCOtNURiMx776LLjaW4j/9Gfv27VS8/DKeujo8TU3IHk+3zU0QBEEQznUi27AgCGelgIjjb/v0CzWi0kgUH6ilpsRGz8G/bEWNSw9iym19qMhvoP+k2DZlggZPi8PR2EJjjYPGWidbvslFpZJIGR4OwPgbe7FuQTZrP8smMNJCZNKZO8/XVOtk67c5DJ4ej72hhcZqB6Wq+jM2/tlCExSEMS0N+8ZNcP+x23rq6ym47Xa8Dgdxn37SWr+1u+hiYoh++y0OTZ5C/g03gteLu6oK209r0MbGEPPee6gMhuN3JAiCIAhCG2LlVRCEc5ZKrSIg3Ez21nJASfj0az36BTNsZkK7+raSJDHmmmSm3dWXPmOUrMgjr+xJUJSykhsc7cP0e/pi8dez4cuDyN4zVw87a2sZ+9aXsvClnexdWwJAQ2Vz6/ndC4l5xHCa9+zB09jY4eey203Fiy9xaOoluAoKiHr9dfQ9e57hWXZMExhI0N13AaBPSaH+iy9xV1fTvH0HhXfeiav87NiWLgiCIAjnEhG8CoJwTguO8cHt8hIc40NoXOfL8hzRe3QEVz8+hLSxkW2ua3VqhlwaT0V+I0VZSnKn5e/9zI5l+YCypfd0qMxvRG/W0NzYwr51JWh0ym/TlQUdB3DnM/Pw4eD1Yt/SPvmRLMsU3Xsf1e++i2nQIKLffw/z0CHdMMujC7zpJpI2biDyhedBrcb/mmsIf/ppmnfuImfGjE5viRYEQRAEQSG2DQuCcE4bNjOBlGFhhCf4tSZ2OhGSJLWenf2tnoNCWff5QTI3lqLTa8jeVsHBHZUU7q/B3tDCVY8NRq3u2u8AK/IbiEr2p9/EGJa8mUH/i2PYuPAQFQWNRKUEdOlYZztj376oTCaaflqDz4QJbT5zFRXRtHIlQX/8I8H33tNNMzw+tdWK2molYdkytBHhSCoVpgH9KfnrwxQ/8BcM6enooqKQZZnShx9G9ngJf/qfqPT67p66IAiCIJx1RPAqCMI5zeSrw+SrOy19a3Rqeg4O5cDGUlqaPWj1anQGNUWZtQDkZ1TTo38wAHXldjJWFWHx19N/UgyS1DaQlmUZWQbVMQJsR5OLhioHvUdHEtbDys3Pj0Klkvj5p2J2LiugcF8NM+7td1JB+rlI0ukwXzSGxh9/JOxvTyCp1a2fNWdkAOBz8cTumt4J0UX9srKvi4sj4vnnODR5Ck2rViPpdLTkHKL+68UAyE4HUa+91qXjOw4cwLZhI76XXII2NKRL+xYEQRCEM0UEr4IgCMfQe1QE+zeUkJdRRe8xkfS/OAZ3i4dvXtvN3rXFxPQOYNPiHDJWFsHhANVhczHokjh0BuW3WFudk29e20VInC/jb+h11LEqChoACIn1AX4JdGN6B5C5sYyizFoqChpPanv0ucp30iQav/se+/btmIf8si3YkbEHyWBAn5jYjbM7ebrYWHRxcVS98QaeujoAzKNGYRo0kMqXX8G+YyemAf27ZCxXcTEFt/weT3U1la++Stz8eRiSk7ukb0EQBEE4k8SZV0EQhGMIjvHhuieHMfHmVIbN7IE12EhgpIXUUREU7Kvhf49tYPcPhfQaGc7vnh1Jyohwdi4v4KPHNlKWU0/poXq+mrud6mIbOTsrj5n8qXB/beuYvzb2uhRuenYkkkoid3flaX3es41lzBgkvZ7GFT+0ud6ckYEhNRVJq+2mmR2brc5J3p6qY7axjB2Lp64OfVIS8YsWEvXqKwTceCNqPz+q33mny+ZS+ve/I7e0EP3vt1GZTJQ8/AhySwsAzoMHcezb12VjnYqWggJKn/gb1f/5b3dPRRAEQThLieBVEAThOHyDjCQPDcNg/iVQGjg5lmGzehB0ODPxuOtSMFv1TLixF7MfGojOpOHL57fz1Qvb8Xpl0sdF4bS7qS5p6nCMhqpm9qwqoufgUPSm9gGZwaIlPMFKXsaxA6LzjcpsxjRsKLY1a1qvyS4Xjn37MKaldePMjm3N/CyWvJHBwe1HzyrsO2UyqNWEPPQQhpQUVCYTKpMJ/+uvp2n1alzFxac8D3dtLbb1G/C/+mosF11E2BNP4Ny/n4YVK5C9XgrvuJPcK6+idv58ALxOJxUvvkRLUdEpj30iXBUV5F55FXULFlDx0ksdPnvt/PlU/OtlXGVlZ3RugiAIwtlDBK+CIAgnQa1VMXBKHDPu7Uds78A2n4X1sHL5XwYw6JI4LromiasfH0q/i2MAKM6q67C/bd/lIalgxOUJRx0zvm8Q1cU2GmscXfYcP68pZt4/NlNbZuuyPruaZeQoWvLzWwMqx759yE4nhvSzM3h12Fzk/VyFpJJY+dF+7A0tHbYz9utH0ubNWEaNbHPdOn0aAI0//NDRbXjq6mj66adOZbxu/OEH8HjwmTIZAJ+JE1AHBND040rsmzbhKipCGxZG2dP/h7umhooX5lL97rvUfvRRu768djvlz7/AwfETKH/ueWSv97jjd1b50/+H3NxM9PvvIUkSVe+82/qZ7PHgOJBF2T+eovrf/6bgpptPW7ZvQRAE4ewmgldBEITTwGzVM3RGD/pcFIXeqMEnwIBPgIHS7I6D1+IDtcT2DsTibzhqn5HJ/gCUHKWPE1We28Da+VnUlNj4+l87qauwU5HfwI5l+ZTl1HfJGF3BfDi4s61bD0DjDz+CWo15xIjunNZRHdpRgdctM+F3vXA5PGRuLD1qW7XF3O6aLi4OfVJSu63SAE1r13Fo8hQKb78D++b2JYR+q/H7ZWijozGkpgIgqdVYxo+jac0aaj7+BLXVSuSrr4DLRckjj1D78cdIer2yMuvxILvdgBIw599wIzUffIA6KIia//6Xyn+93NlXckwtRUU0LltG4K23Yhk5Et+ZM6hfvBiv00nlG29woP8A8ubMQe3jQ9Bdd9GSl4e7pKRLxhYEQRDOLSJ4FQRBOEOievmTv68GW52zzXVbvZOGKgdhCdZj3h8YaUFrUFN26MQCy4PbK/jfoxtw2l2t12RZZs38A5isOi57YAAej8yCp7fy+TPb2LjwEBsXHjqhMU4nXXw8mvBwbOvXIcsyjcuXYx46BI2/f3dPrR3ZK7Pnp2L8w0wkDQkloqcfe9cWH/Osc0d8Lr4Y+/btuKurW685s7Mpvu8+NGFhSDodTatWHrMPd20ttk2b8J0yuU32a5/xE/A2NdG0ciV+V1+NsXdvDH3Tsf20BkNqKqGPPIK7pJSD4ydQdM+9AFS9/W8c+/cT9cbrxH02H5+pU6idNw+vo/0ugPLnX6Dmo487/az2LVuBw9uoAZ+xY5Gbm6l4/gWqXnsd8+jRmIYOIezvT+IzUSmZZN+xo9P9C4IgCOcPEbwKgiCcIQOnxCF7ZDZ8dbDN9fIcJctwWI9jB68qlURYDyulh05s5XXf+hIaaxxtzl8W7KuhIr+RwdPiiejpx8z7++EXamLIpfGkDAujsqAR7wkGXKeLJEn4TrqYxpWrqF/0NS35+fhMmtTd02onN6OKrUtyqS5qYtAlcUiSRJ+LImmocpDTQaKtspx6Pnh4PXXl9nafmUeOAFluLQkEUDH3RSSDgeh3/o1p2FAaV60+5vbZppUrlS3Dk6e07XvEcMxjRhPy4IME36cEp4G3/B5tRASRL72Iz+RJoFbjrqigadUq6r/+mtpPP8U6cyY+48YhSRL+c67G29SkrIL/iuz1UjtvHhVz53b6bKp92zbUfn7oEpQt86bBg0GSqJ03D01wMFGvvkLMv/+N75Qp6JOSUJnN2Ldv71TfgiAIwvlFBK+CIAhniDXYSP9JMWRtKSdzk7Le+Jd7AAAgAElEQVSV1N7QQmFmDWqNiuBon+P0AOEJVqpLbDhsruO2BXDaXRQfrku7f0Mpubsrmf/UZpa8vhtLgJ7kYWEABEX5cNWjgxk8LZ7IFH9cTg91Ze2Dqu4SeMcdqMxmSh95BLWf3xkLXj0u71GTbP1aXbmdpW9msHVJHkHRFnoOCgUgoX8w/mEmNi48hMfzyxlRr1fmp3kHsNU5yd3dPgmX/nAg15KTo7S327Ft3Ij10uloQ0PxGTcOV0EBjp/3Unj7HZQ/82y7Phq+X4Y2KgpD79Q211UGAzHvvEPg729BUil/DfCdPImEH39AFxeHxt+f6Hf+TfyihaiDgyj568MgSQTd9cfWPkxDBqONiKB+4cI2fbsKC5Gbm5GdTipffuW47w3AvnUrxkEDW+eitlqVbc5eLz5TprSp7yup1Rj796d5+w68zc1UzJ2LfcfOTo0jCIIgnPtE8CoIgnAGDZoWR2SyP6s+ymTfuhI+enwjP/9UTHCMD2rt8X9LDk/0A1k5I1t0oJa6CjtVRY0c2NTxucq8PdV4vTI9+gdTntvA0rf24HHLDJgcy/S7+qLWtB8zJFapI1ue13BqD9uFNP7+hD3+OKZBg4j7bD6agIDTOl7enioK9lWz4r/7mP+PLexZfezsu9nbykGCiTenMvX2NKTDNXpVahUjZidSX9HMV89vpyJfeae7VhRQVdiEWqOiOLu2XX9qqxVNcDDOg4doWLacmo8+Rm5pwTJ2LACWCRNQmc3kX3stTT/9RM2HH1L7+ec4c3IoefgRCm67Ddu6dfhOndpmy/Cx/LqdZeRIDMnJhD/1FAG/u5H4r75EFxX1S1uVCuusWdg2bGizwurMzgbAPGIE9YsWUbtgwVHHa1y1isz+A3AVFmIePLjNZ6ahQwHwnTq13X2mIUOULdT3/4nq994n/7rrqPlf+wRTgiAIwvlH090TEARBuJCo1Sqm3NaHL57bxqqPMzH6aBkwKaY1GdPxRCRasfjr2fZdHjUlttaasBX5jcT3C0ZnUH5bdza7KdxXw7rPs/EJMDD+hhQCws0ERVmISw/qMGg9wj/UhNagpiK/gV4jwgElSdT+DSUgQ+qoCCWIPsOsl07Heun00z5OY42D7//9Mx63slLqE2hgzfwsfAINxKUFtWsvyzLZW8uJSPQjeWhYu89j+wRy0TVJbPk2lw1fHWTApFg2LjpEwoBgDGYtWVvL8Xq8qNRt/5voEhOwb9nSurqpslgwDRwIgDYkhJgPP6To7ruxXjYLx+4Myv72JGo/P2SHA3VwEIG33UbQ7bed0rvwGTsWn8MB829ZZ82k6s03qf96ces4jqwsACJfeZniPz9A2T+eQhcbh3nokNb76r78Cq+tCUfmAQAMaWlYJkxs03fAjTegDQvF2L9fu3EDrruW+sVf0/TTT/hOm4a3uZnyZ59Fn5SEedjQU3peQRAE4ewmgldBEIQzzGDWMv2uvvz44X6GzIgnOqXzq4gqtYrUURFs+SYXUDIGH1Ge10B0SgBul4fPntpCY40Da4iR6Xf1RW/SMnRGj06NIakkQmJ8WvsuPlDLon/tRG/S4HF5aW5yMf3uMx+8ngn2hhbWf5GNjEzCgBBcTjdTbk/ji2e38dOnB4h4wg+dUfmjMzejivyfq+k9KoLaMjvp46I67FM5+xpFU62THcsLsNVl4xdiYsJNqeRlVLF3bQmVhU2Exvm2uU/fIwH7xk0A6Hr0wDxiBJJO1/q5sU9vEletRJIkvHY7RffeR/OuXcR+/FFrduHTSRcTg2nQIOoXLiTwtluRJAlnVjba6GjUPj5EvvQieVdfQ/G99xI771P0PZT//6rffRdXeTlqqxXzyBFEv/56u761YWEE3Hhjh+OqzGaiX3+d6v9+QPD99yFpdeRedhmVr70mgldBEITznNg2LAiC0A38Qk3MfmjgCQWuR6SOikCjUzFgSixGH60STElQelDJQpy1uZzGGgcTburF1Y8PwS/UdMJjRCb7U1nYiL2hha1LcjFZdfzumZHE9wumpuTsrQl7Kmz1Tj59chOHdlQyYFIsU27rw6X39EOrUzPu+hSaap0c2Kxska0ubmL5uz+zd00xP3ywD7VWReLhc65H06N/MLJXpq7cTr+J0Wh1aiIOr2B3VJpIn6ice9WEhdFjybeEPvZouzZHtvqqTCai332Hnj+tPiOB6xG+06fTkpfXul3YmZWFPikJALWPD9FvvwVaLQW//wPu6mrctbW05OUhNzfjLivDPGTIsbo/Kl1cHOF/fxKNvz9qixnrpdNp3rkTT/3ZU+JJEARB6HoieBUEQTjHmK16fvfMSIbN7MGk3/dm0h96ExhpofRgHbIss+uHAoKiLSQPDUOjVR+/ww7EpQWBDBsXHaI4q47+F8eg1asJCDfTWOOgxeHu4qfqfkWZtTjtbi75YzpDLo1v81lovC++QQYK9tXgcXtZ/v5edEYNZj89NSU2EgeEYDBrj9l/cIwPFn89epOGpMPbi01WHVqDmvrK5nbtj2TftYy9CEmSjnt2VZIkVOb2dWNPJ8u4sQA0fPMNeddfT0tODsa0tNbPddHRRL/9Nu7SUuo+/wLHnj3KB4eTM5l+c9b1ZJlHjwavF9v69V3SnyAIgnB2EsGrIAjCOchg1iJJElEpAcT2DiQ8wUp5bgNlOQ2tW1g7m6inI0HRFkxWHZkbSvEJMNB7TCQAARFKcFRbeuKZiN0tHn78YB9L38o4fuNuUHKwDp1RQ2yfwHbvTpIkYnoHUnSgli3f5FBTYmPc9Smkj1e2CvceHXHc/iVJYvwNvbj4lt5oderWa34hJuor2gevxt69MQ0ahN8VV3bB050e2tBQ9L16Uf3uezTv2EnIQw8RcPNNbdoY+/TGOGgg9YsX07xrF6hU+F97LZrw8NZV2lNlTE9HbbXS9NOaLulPEARBODuJ4FUQBOE8EN0rAJfTw9rPspBUEvF9g0+pP0mSiOsTCMBF1yW3BlsB4UrwWlN6/PIxR3g8XnYsy2fePzaTuamM3IwqXE7PKc3vdCjJqiM80YpK1XHQH9s7ELfTw45lBSQPDSMuPYh+E6KZ/deBnU5gFZ0aQOzh93qENdhIfWX7LwNUZjOxH3+EsU/vE3+YM8hy0RgA/K+eQ+AtN6PS69u1sV46g5acHOq+Wog+KYnQRx4mYemSNmVwToWkVmMePZqmtWuRvd7j3yAIgiCck0TwKgiCcB6ITQvEZNVRWdBIRKL1uFtYO2Pw9B5MvT2N2N6/BFu+wUbUWlWnz716PF4Wzt3BxoWH8Ak0kDYuCmTOunOz9oYW6srtRPQ8ehAameyP3qQhOjWAsdcnA0oCrbB46ymNbQ020ljlwOs5N4Muv9mz8Zk6haB77jlqG98pk1FZLLjLyrCMHo2kVqMyGrt0HpaLxuCpqcGxd2+X9isIgiCcPUS2YUEQhPOA+nAW4m1L8k551fUIi78ei3/bvlQqCf8wE9WdDD4rCxopz21g1JU96TshmroKO3tWFVFd0kRovO/xOzhDCvZWAxCZdPSSRVq9muufGo7eqGmt49oVrCEmvF5ZyQ4dfOLJtbqbLjqaqH/965ht1FYrPX9ajexyobKeWrB/NOZRo0CSaFqzps25W0EQBOH8IVZeBUEQzhPpY6NIGRFO0tBjZ709VeEJfpRk1eFocmGrd7JtaR4tzR0ncDpSbidxYAgAvkFGNFoVNcVn18pr5qZSfIONhMT6HLOdwazt0sAVwBqirEB2dO71fKIym1H7+Z3SWexj0fj7Y0hPo2mNOPcqCIJwvhLBqyAIwnnC6KNjwo29MFp0x298ClJHReBxe1n3eTafPb2VzYtz+HlNMdlby6nIb2jTtiKvAbOfHrOfcg5SpZIIiDBTXXL0M7M1JTY2fHUQd8uZORfbUN1M8YE6UoaFnbbA6liswUrwWneeB69ngs+4cTgy9uDMzW1z3V1djau4+JT79zQ2UnT/n2hcufKU+xIEQRBOnAheBUEQhBMSFGUhrIcvBzaXYTBpCIw0s+vHQpa/v5dvXt1NY42jtW15bkO77cEBkRaqizsOXisLGvlq7nZ2Li8g//BW3tNt/4ZSAJIPl68500y+OrR6NfUVJ57BWWjL74orkLRaaj74sM31kr8+TO7sK3CVlbW5LrvdVL39NhUv/Quvvf37d5WX4yqvaP33qrffpvH77ym6624ali49PQ8hCIIgHJUIXgVBEIQTNvLKngyYEssVDw8ifXw0zQ0tGMxaPG4vqz/OBMDR5KK+spnQuLbBa1CkheZGF021znb9bl2Si6SS0OjVFGXWHnceLc1u3C4PxVm1/DTvAC0ON3kZVWxdktsmiD4aj9vL3rUlxPYJxDeoaxMIdZYkKeeIa0rPrq3U5yJNUBDWWbOoX7gQd00NAF6bDfvmzXjq6ih56K+tbV3lFRTcdDOVL79C9TvvkHvlVa33gLLKmnflVeRddRWexkZaCgup+d9H+E6fjqFXLypeeQXZc/ZlzRYEQTifiYRNgiAIwgkLi7e2ZtlNHBjCzuUFDLokDludk40LD1FV1ERZTr3SNqFtgp4jGX1LsmuJ7xvM1y/vJGV4OPF9g8jbU02/idFUF9s6Fbx+NXc7ofFWmhtbyN1dRfbWcpx25fxtQ2UzE25KBUD2yjRUN7dJiNTc1MKuHwppbmghfVzUqb+UUxAQbqZwf83xGwrHFXDjDdQtWED9oq8JvOVmbJu3ILtcWMaNo2nVKpyHDqENCyPvyivxNDYS8dyzqIOCKPrjXRTd+UdiP/ofkk5H5b9exl1ZCZJExfPPg0qNBIQ8+CDNO3dQfP+faFq1Cp+JE7v7kQVBEC4YIngVBEEQTonOoOG6vw8DwGFzsXVJLpsX51CR10B4gpXw3wSvgVEWdEYNxdl1VBU2UZ7bQFOtk6ZaB7JXJnVkBLkZVWz4spqmWieyLKPVqTFYlPI/uRlV7Fyez/BZCVQX27A3upA9Mn6hJmRZZtSVPSk9WMeBzeWMuCIRo0XH7pWFrP/iIENnxDNwahwAX/9rJ9XFNsITrET3Cjij7+y3/MPNZG4qw2l3oTedepmjC5k+MRFj377Uzp9P08qVuKuqkEwmQh99hKZVq2j84Uc0oSG4KyqI+c/7mEeMACDiuWcpvv9PVL33HtZp06idPx//a69FZTJS/e57oFLhd+WVaEND0EyciDYigpqPPhbBqyAIwhkkgldBEAShyxjMWtLHRbFjWQEAU+9Ia5cESaWSiOjpR86OSpzNbgKjLFQXNbH9u3zi+wbhF2pqDSazt5Wz+4cCwnpYmXJ7GnkZVSx9MwOAtQuyAWhuaAFg+OUJpI6MACA41od960v56ZMDDJ3Zg/0bSlFrVGxenEtYDyter0x1sY2Lrk2m96iILs8gfKICws0A1JTa2wX7vyZ7ZRx212lPynWus14xm7LHn8BdVYXc3IzPxAnooqMxpKfT+MMPqEwmtDExmIYPb73Hd8oUGi9ZTvVbb2Nbtx5JqyXojttRBwTgKi6m8YcfCbzlZgAkjQa/K6+g8pVXaSkqQhfVvSv3giAIFwoRvAqCIAhdatisBJKGhuF1ywTHdFx6JjLJj7yMKvzDTMz6U3++emE7Xq/MhN/1AiAw0kxovC+bFh7C65UpOViHLMvsXVuM2arD7KenIr8RJEBW+oxI9GvtPzDCQr+LY9izqoj8fTW4nR5GzE5k8+IccndXUV/ZjNFXR6/h4d0euIKy8gpQW2o7avDq9cosf+9nCvbVcMsLo9Bo1WdyiucU6/TpuAoKsM6ciaTRtNaW9ZkwgcrDNWmD7r2n3RcroY89RktRMc07duB/4w1ogpU6xxEvvointhZNwC8r9NZZs6h89TXqv1pI8L33nKEnEwRBuLB1W/AqSdL9wHRZlsV+G0EQhPOIJEkERliO2aZH/2AK99Uwek4SBrOWyx8ciFqrQqtTt/YxYHIs3729ByRobnRRkddIwd4a+k6IRqNXU5HfSEC4WVmNtLla66UeMXJ2ImkXRfLFc9vwurykDA+j+EAtBzaX4bS7GXJpPGrt2ZG30DfQoNS/Lek4aZMsy6z9LItDOyoBpZxQSKxvh20FUBmNhDzwQLvr/tdeA4C7vAz/a65p97kmMJC4+fOwb96MsX//1uuSJLUJXAG04eGYhw+nYckSEbwKgiCcId0SvEqSpAX6dcfYgiAIQvfzDTRy6b2//DFgMLc/5xmfHkTvMZH4hRhZ/8VB1i7IwuuVSR4WhsvpYeu3uYTE+ZLQP5gWh7vDGq2+QUYu/8tAGqsdGC06YvsEkv9zNXqThvTx0af1GU+EdLj+bVFWLbJXbrMaXF3cRMaqIvatKyFxYAgHt1dQVdQkgteToPbxIej2247ZRlKpMP9qO/GxmEeOoOKFubhratoFt4IgCELX666vnG8A5nXT2IIgCMI5QFJJjL02mfRxUWi0KspzG4hM9icw0kJIrA9x6UEkDQklLi2IpMFHr9HqF2oiOlUJLOLSg1CpJfpPikFvPLtOzqSNi6K6qIkDm3+pRdpU6+DzZ7exf30JfcZEcvEtqWh0KqqLOq6TK5xZxvR0AJozMrp5JoIgCBeGTgWvkiTNlSQpV5IkWZKkPr+6niRJ0kZJkrIO/9qzE32pgMmyLC87Tjs/SZLifv0DiIwIgiAIFxiVWkVwrA8qlcSYOUmt16b9MZ3olBNb7fIJMHD9U8MZMCn2dEz1lCQPCSMkzpct3+Qiy8pB3u3f5SN7Za79+zAuujYZlVpFYKSFKhG8nhUMvXuDWk3NBx+SPX48tk2buntKgiAI57XOrrwuAsYA+b+5/jbwhizLScAbwL+PfCBJUqokSat/8/MwcDmwuBNj3g/k/uZnbSfnKwiCIJxHhl+WyKQ/9CYgwnzKffkEGM6KJE2/Jakk0i6KpLHGQUV+I/WVzexbX0KvkRH4hfxSnzYwykJFQSOfPb2FnSsK8HplcnZVsm9dSTfO/sKkMpnQ9+yJfdMm3CWlFN11N479+1s/9zY34ziQ1Y0zFARBOL90KniVZXmdLMuFv74mSVIIMIBftv/OAwZIkhR8+J59siyP/c3Ps0AycJMkSd8D/SRJ+sNRhn0ZiP/Nz+gTfD5BEAThPBCeYCVhQEh3T+O0i0sPQlJJ5OyqZN3n2ag0KgYdrkt7RFCkBbfTQ31FMxu+PMjO5flsXHiIjQsPta7YglJztyizBvvhUkLC6XFk63DQ3Xej8vWl4LbbcBUXA1Dy14fJnTUL24YN3TlFQRCE88apHPiJBoplWfYAyLLskSSp5PD1yqPdJMvy08DTAJIk/SDL8ntHaVcH1P36WkfJOARBEAThfGEwa4no6UfGqiLcTg/DL0vA4q9v06bn4FCa6pz0HR/Nsnd/ZvePhTQ3ugBorHHgE2Bgx7J8tn6bh8ftJSY1oE1yLKFr+V1+GbLLRdDtt+E7ZTJ5V82h8tVXsc6aRePy5Uh6PYV334MmMJDIuS9g7Nu3u6csCIJwzurWGgGiTI4gCIIgtJU6Mhy1RmLA5Bj6TmifEdlg1jJ8VgImXx09B4e2Bq4AlQWNlB6sZ9OiHGJ6B5A6KoKCfTXUlnVcgkc4dcZ+/Yh45v+QtFr0iYn4zriUhmXLKXvqn2ijo4lbsADfiyfibWyk4sWXOuxDdrspf+ZZssdcRPmzz53hJxAEQTh3nErwWghESpKkBjj8a8Th64IgCIIgnISkIWH84cUxDL8sEbXm2H9M9+gXjCSBb5ABlUqiMr+R4qxakGDC73oxdEYPVBqJPauLz9DsBb/LL0d2OGjJySH0kYcxJCcR8dxzBP3xj9i3bMG2aTMt+fmU/PVhCm+/A2dOLtXvvUfNhx+itlqp+eADmtau6+7HEARBOCuddPAqy3IFsAs4UuX7GmCnLMtH3TIsCIIgCELXMfnqGHhJHIOnx+MfYaaioJGS7DoCIyzoTVpMvjoS+odwYHMZ7hZPd0/3gmBIS8PQpw+WsWOxjBvXet1vzlWo/f2p/Ww+xX9+gMYVK7Dv2kXOJZdQ+fIr+E6bRtznC9D16EHh7bdT+uST3fcQgiAIZ6lOnXmVJOlVlCzBYcAPkiRVy7LcG7gD+FCSpCeAWuDG0zZTQRAEQRDaGXppDwBKsurI2VWJxyPTa9gvdW9TR4aTvbWcnF2VJA05ej1coWtIkkTcp5+AStUmV4dKr8d36hRqF3wObjehjz2Gz8UTqV/0NahU+F97DSqDgdiP/kfF8y9QN/8z/OfMwdCrF6BsLZY0Z1dtYkEQhDOts9mG75VlOUqWZY0sy2GHA1dkWc6UZXmoLMtJh389cHqnKwiCIAhCR3qNjMDl9OB2egjv6dd6PTLJH59AA/vWl3bj7C4skk7XYaDpO306uN2g1eI7fRrasDCC7ridoNtuRW2xAKAJDCT0kYeRdDrqPv8C28aNZI8dR2afNKrefvtMP4ogCMJZpVsTNgmCIAiC0DXCE6yMvyEFS4CeqGT/1uuSSiJpSCjFWbU47a5j9CCcbsZ+/dDFx+M7aRIaf/+jtlP7+eEzeTK18+dTcPMtqCxmdAkJNCz97gzOVhAE4ewj9p8IgiAIwnkieVg4ycPC212PTglg+3f5lB6sJy49qBtmJgBIKhVxCz5D0umO2zbojttBltEnJ+F/zbXUzZ9HxdwXcZVXoA09/2seC4IgdESsvAqCIAjCeS60hy9qjUrJRCx0K7WPDyq9/rjt9AkJRM59gaBbb0VtMWMeORIA24YNp3uKgiD8im3TZhz79nX3NITDRPAqCIIgCOc5jVZNaLwvxVl13T0V4STpk5NRBwVhW3d2l9GRZRnbhg00rFhBS1ExDcuXU/7CC8iy3N1TE4ROaVqzhrzrrsddWYmrvIKCW24h9/LZHJx4MdUffNDd07vgiW3DgiAIgnABiEz2Z9uSXBw2FwazFoCqokZkLwTH+HTz7ITjkVQqzCOGY1u7DtnrRVKdvvUH+7ZtNHy/DL/Zl7dmO+5I3aJF4PHiN/tyZLebhmXLqH7vfZz797dr6z9nDrqYmC6fq6exkeIHHiDojjsxDejf5f0LF56aDz6geft2iv70Jyyjx4DXS/B999K4ejUVc1/EeumlaAIDO9WX1+FA0mhEpvAuJN6kIAiCIFwA4tIC2fptLjm7KkkdGQHAqo8yaap1csPTw9Fo1d08Q+F4LKNG0bD4Gxz79mPs0/u0jNG0di2Ft94GQMOy74lfsABNWBj1i76mcdkyAn53I5qwMJCh9PEnwOXCtnEjzbt24SoqQhcfT/izz6BP7Ilt7Rpc5eXUzf+M5j17TkvwWvXGm9jWrEV2OIn934dd3r9wYXHX1mLbvAVDWhrN27bTvGMnhvR0gu68E5+LLyZn+qXUL/6GwJtvOm5fXoeDnOmXYh45kvC/P3na536hENuGBUEQBOECEBzjgzXYSPbWcgA8bi9VxU3YG1rYL8ronBPMI0YAnLatw7IsU/nKq2ijooj7fAFys4P8G39H0R13UvrII9g2bqTg5lvImXoJubNmIWm1WMaNo3H5crRRUUS98To9lnyL36xZGPv0JujOOwl77DEknQ7Hnp+7fL7OnFxqPv4YTUgI9i1baM7I6PIxhPOP12bDVfrL73lySwu18z/DmZND08qV4PEQ9uTfCP7zn8HrxTprJgD6xESMfftS9+UXyF4vAJ76emrnz6d5795249R+8gmuoiLqFy3CXSvyDXQVsfIqCIIgCBcASZLoOTiU7d/lYat3Ym9oweuWUWtV7P6xkLSxUd09ReE4NEFB6Hv1wrZunZKNuAt5m5upfOVVHD//TPjT/8SYlkbM++9ReNvt2DZtIvSRh7HOvoKm1avxNjVSv3ARvjNnEHDttcgeD5K645V7SatF3ysFx89dH7yWP/sMKoOB2I8/IveKK6l8+RWi338PSZK6fCzh3OfIykJ2Oil99DHclZUkrl6Fu6KCovvux7l/P4bevZFlL9rYGAypqRhSU7FcNAZ9z56tffhffz0lDz5I7cefYBk/jrwrrsRTV4dp+DBi//vf1nbuykqq3nkXfXIyzgMHqP/qKwJ///vueOzzjgheBUEQBOECkTQklG1L89i7tgSfACXjba/h4fy8phhbvROz9fhZcIXuZR4yhNp585Dd7i49R1fxwlxqP/0U6+zLsc6YAYCxb1/iFy8GrwdtuFKCyTp9GgD+V1/deu/RAtcjjH3SqFu4kJJHHwPAd+pULKNHndJ8m9avx7ZmLSEPPYQuJobge+6h/OmnaVy2HN8pk0+pb+H848jMJO+qOcgtLSBJIMtUv/MOtZ98CoDfnDnUffYZABFz57Z+AWJITm7Tj+/0adR/+w0VL75IzUcfIbvdmEePpnn7dmSPB1QqnFlZVLwwF9nhIPKlFyl9/Anqv10igtcuIrYNC4IgCMIFwj/MTFx6EHtWFVF6sB6tXk3PIaEAVOQ1dPPshM7Q90pBbmmhJS+vy/r02mzUf/011pkziXj6aSSttvUzbWhIa+B6sox905HtdhpXrKBp5UoKb72Vyldf69S9rpIScmbMpP6bb9pcb1i6FJWPDwHXXweA/zVXo+/Zk6q33jqluQrnF1mWqV+8mKJ77kVttRL25N+Ief89NOHhVL35Fmg0xC34jLDH/x/65GSMAwfiO+2So/YnSRIRTz+Nz4QJeOrqCP+/p7HOuBSv3Y59+3aK7rqb3JmzsK1bR8hfH0KfkIBp6BCcWVl4m5vP4JOfv0TwKgiCIAgXkP6TYnDYXGRuLCUo2kJIjA+SSqJcBK/nBENKCgCOzAOn1I+rtBRZlpFlmbovv8Rrs+E3Z05XTLEd36lTiXztVXquXkXimp/wmTqF6nffxVWunL/2OhxUvPIKDcuXI7vdbe5t/HElzqwsSh58iIZly4HD5XjWrMU8aiSSTgeApNHgN2cOzgMHcGT9f/buO77K6n7g+Oe5M/dm3uw9yYAQ9hYQUHCDAwq0neMAACAASURBVJzVVq1t/WndtlVb7e9Xq522VVuttu49UdyiIntDCGQnZO+d3Ju7n98fgWhMwAAZjO/79eIV7/Oce873uaQ035xzvqdwWJ5DnHg6P/2Uml/8EoCYf/wdy+WX4ztnDkEXXQhA9EO/x5CQgKLTkfjaqyQ8+8z3LjvXhYYS88hfSd+2lYAlSzBN7qlyXXXTzXStXUvYHXeQ9N57BF95JQCmCRPA48E+wL5YceRk2bAQQghxCokeE8T8y9PY+sF+4scFozNoCYnxPaKZV0e3G2ubg4AQH3QGqVI8kozJyaDX4yjIhwNLeI9U9959lK1YQdDyS7Dn5mHftw+fceMwTZ40xNH2UPR6AhYv7n0dfudddH6+msZHHiHyd7+j9eWXaX7iSQB858wm+k9/QhsSgqIoWLdsRh8djeLjQ/NTT6Exm7Dv3Yu7sbHnGJNvCTjnbOoffpiOVR/gc+cdw/Is4vjldThoee55TBMnoGi1dG3ciG3rNvSxsaR88nGf5e0hP/kJfovO6FO1W2MyHdW4+pgYtGGheBqbCL/7rn7Lg00TJgDQnb0H87RpRzWG+IYkr0IIIcQpJmtBbJ8CTeGJAZTsaED1qiiaw886NFZ08v6ju7F3uQiJ8eWyX8+QAjkjSDEYMCYnH9PMa+dnn4Gq0vbmWyhmM5G/fYCAc88dsb9HQ2wMwVdfTcuzz2LbsRNvZye+c+bgf9ZZ1P3f/1E0dx4+WVnEPv44tq3b8F98Jj6ZmdT/3++o/OnP4ECl1+/um9WFhOA7Zw4dH35I2B23j+j3paqqeNra0FksIzam+IbqdlN+5VXY9+3r+cWHTof7wMx++F139tuXrfHxGbLjphRFwW/+fByFRQRfc02/+7qQEPQxMXTv2YOqqvLv5TGSZcNCCCHEKS423YLD5qZ4Z8Nh27ldHlY9thudQUPWgliaq600lHUOagxrmwOPxzsU4Z7yfDLSceTno6pqv3td69ZRcd31OEpK6Pj0s959dvaCQqxbtwLQ+eUXmKdPJ/zuu0l86UUsl1+ONiBgRJ8h/Bd3E/f002j8/PB0dhJ26y1YLruUxNdeJeyOO3AUF7N/6VK8HR34zppF0LJlaAIDMaYkE3HffYTddhu6sLB+/QactQRXTQ2O/PwReQ6v09lz1Mqrr1K8cBHu5uYRGVf0Zd+3D/u+fViuvAJPSwvu+nqCLrsMY3o6gZdcMuzjRz34IImvvdpnv/i3mSZOoPPTTyk6bS7uxsZhj+dkJjOvQgghxCkuZUo4oXHlbHqnhKSJoej0Ay8FLtvTTHeni6W3TCI8KYDc9TUUbK4lIunwiU9LjZXXH9rKnIvHMHFR3HA8winFNHkK7e+9z/5LLiHuiSeovvNOApcuJWjFChr++giO/HxKzzsfgMBly4h66PdU33or7oYG4l98AWdxCZZ7Lx1wlmikKIqC37y5+J42B3djI/qInsJhpqwsTFlZ+M6eTcMf/4g9Lw/f2bPR+PqS/O47aAIC0fr5HrJfvwULQFHo/OJLfMaOHdZnqP/DH2l97TV8xo7F29WFardj27qVgHPOGdZxRX+2bdsACL3xRnSRUXhtVsJvu23ExlcUBQ5TdTvkhhvQhoTS+tJLtLz0MuG3j1xsJxtJXoUQQohTnEajcNryVN772y6yv6hk6tmJlO9tRqtTiM0Ipm5/O5//dx86gxZzoIGYDAsajULSxFCKtjcw99JUNNqBF3Opqsra1wvxulXqStsleR0CQSuWo+i01D7wWyquvx5ncQmellYMCYk48vMJ/tGP8LS1gaLQ/u67eLu7e6sTV/7kp6DT4X/GGaP7EAcoGk1v4vptpqzxJLz0Yp9llvro6O/tTxcaimniRLq+/JKwm28a8ngPcjU00PLccxjT0ujetav3unXLFkleR4F12zYMSUnowsII/ckNox1OPz5jxxJ531jcdXW0vvpqTzJ7mF/CDIaqqqCqKJpTayHtqfW0QgghhBhQbLqFpImh7Pi4nM4WO58/u4/Vz+bi8XjZ8XE5HU12WmqspE6LQHNgX+yYqeHYrS7qStsP2W/ehlqqC1rR+2hpquwaqcc5qSlaLUHLlxO4dCnO4hLQanGWllL7m9+gDQoi7LZbif7Dw0T93//id8YZdH72GYbkZEzTpuJpbib89tvQx8SM9mMMytHsD/RbsAB7bi7u1tZhiKiHde1aAKL/9EdMEyeiGI2YJk/GtnXbsI15qnEUF9Odk9P7WlVV6n73IF3rN/Rpp3o8dO/YiXn69JEO8YgFX3ct3o4OOj744Ije52lro+npp1Fdrt5r9b97kPIrrxpw+8DJTJJXIYQQQgAw5+IxeNxeVj26G4fVjbXdye7PKyjLaSJrQSxTzopn8uL43vZxY4PRaBXKcgbe59dWb2Pd64XEZliYdGY8bfU2nHb3gG3FkQv92U9RzGYi7rkH9HpcFRVE3v8bND4+QE+V39jHHyP+2WeIffwxon77W8LuvIPga68d5ciHl09mTyEeR2HRsI3RuWYNuqgojOnpxDz6KAkvvoD/mWfgLC2l+yQ8EsW6aROdq1eP2Hhd6zewf8WlVP7sxt7kzF1bS+vLL1N18810Z2d/E9vGTXi7ujDPmDFi8R0t06RJGFNTaX3jdapuv52a++7Dnpc3YNu2t96i/f33Aah/+A80/vURrJs29d7vWruW7t27sefmjkjsxwtZNiyEEEIIAIIizGQtiCX7i0pM/nq0eg2bV5ai02uYenYCvkHGPu0NJh3RqUGU721mzsVj+vVXtL0et9vLGT8c2zvr2lTVRfSYoBF5npOdISGB9M2bUAwGvJ0dPUfSnHtunzaKouA7e3bva+OY/n9PJxtjWhoAjsJCfGf2T2hUt5vuXbswTZt2VDO7XpsN68ZNBC5biqIo6CPC0UeEow0MpOlfT1C2fAVx/34Sv/nzv7+zE4C7tZWq225HYzLhf+aZwz6ep8tKzV13gaLgaW7GWVyMMTX1mwrbGg21v7mfpJXvgttN/R/+gD4uDv8zj4+l8IejKApBK5ZT/9DDOPLyUXx8aH/7HQLOO4+Yv/6lt53qdlP/pz/jtdlwVlXR/t57AHTv3o3f/Pm4W1pwVVUB0P7uSkyZQ1M5+UQgM69CCCGE6DXt3ETMAQbGzoli7vJUxp0WxYp7p/dLXA9KGB9CS42VlhorAHarq3d2tbqwldBYP/wsPoTG+QPQVDm46sRicBSDAegpVBPy4x+PcjTHB114GNrAQByFhQPeb3rqKcqvvgbrxo1H1X/Liy+h2mwELVvW57ohIYGU1Z+jDQmh7d13j6rv41HTY4/hbW/HXVeHp2Pw50EfrdZXX8HT1kb0g78D6K2Sbc/PA0Uh4u67cBQW0rVmDQ3/+AfOkhIi7r2nd8XB8S7gggswJCcTcc89pK75CsuVV9Lx4Yd9Zuy7c3LwHvismx59DOO4sRhSUrAd2F99cOZZHxtLxwcfoHo8I/8go0SSVyGEEEL08vHV84MHZzNzWQopU8JZePVYgqMOXVgkbUYkeh8tm98robvLyWv/t4Vnf7GeTStLqCvtICa159xL3yADJn/9oI/WEeJoKYqCMS0NR1H/ZcPOqmqan/4P0LMs80g5Kypo/u9/8VuwANOkSf3u6ywW/BacjnXdelSnc9D9eu12an79a6puvY3unL1HHNdwUd1u2le+11ssy1FcjKejg9rf3I+7qWlIx/J0dlJ6wVIa//Z3fOfOxf+cc9BFR/XuI3bkF6CPjyNoxQr0cXFU33kXLf99hqArLsd/4cIhjWU46SwWUj76kOBrrkYbGEjYbbei+PjQ9sabqB4Pbe+8S/vK90CjIeGF54l57FGS3nwT35kzsWfv6dnjm50NWi2hP/spnrY27HkjczTU8UCSVyGEEEL0oTdoe4syfR9zgIGpZyewP7uJt/6wnW6ri5g0Czs/Kcfj8hKd1rNEWFEUYtItVOa1nHIFRsTIM6am4igq6vO91vb2O5Sefz6oKv6Lz6Rz9Rd9ijp5rVaannySqltvw9Nl/ea63U7zs89RdtUPKF26DLxewu64/ZBj+y9ciLeri65161C9PWcbe51ObDt3HfI9XV9+Sftbb9O5ejUtzz13DE8+tOy5uXhtNixXXQX0LMVufeUV2t58k46PPh7SsWw7duAoKiLo0hVEPfT7niXv02dg27oV1eXCnp+PT8ZYFJ2O2H8+TtBFF2G58goi7713SOMYadqAAALOOYf2VauovuNOau+9l7bXX8eUlYV5yhQCFi9G0WoxTZ6M12aj9jf30/H+KozpafjO61mafvCooFOBJK9CCCGEOCYTz4gja0EsiqIw79I0zvlpFiExvqBAdOo3+1vjx4Vg63DSXC1Vh8XwMqal4bVaKTnrbGw7d+K12Wj405/wSU8n6Z13CLvlFnC7qf3Nb3qXXDY+9jiNf/8HnZ9+SsfHHwHg6eig/MqraPjjH1GdTgKXLSP5g1X4HNhXOxDf2bNRfHyouulman7xSzxtbVRcdx3lV17ZuwT2uzpXr0YbHEzAuedi3bDhuFkGajsQb+DSC9D4+WHft4+Wl1/uubd9+5COZd+TAxoNEXffjT48HICAc8/B09pKy/PP46qowCcjHQCftDQi7/8Nkfffj6LXD2kcoyH0pv9BHx1F56efEnD++RgzMghcfkmfNuYZM1BMJjo+/hjFxwfLFVegjwjHkJDQ+/d0KpCCTUIIIYQ4Jjq9lvmX9/1h/twbJ9BY2YmP7zc/WMaPCwagYl8LobH+IxqjOLX4zZuLafJkHAUFtL78CqZJk/C0txP+y19gTE4CIOKee6h/6CGq77iTqN//nq61a/GdOxdXdTXtK9/DsmIF1Xfcib2oiJjHHiVg8eJBja0xm0l47lmanniSzs8/R+PrS/funmWe1o0b8f1OVVyvw0HXmq8JOO88zDNn0rFqFfa9ezFNnDjkn8uRsm7diiElBV1YGMbUVNpWvgcuF/qEeGzbt/c5h/dYdefkYExNReP7zTYF3/nzMU2cSMNf/gqAeeasIRnreGOIjSXprbewbd2K75w5KLr+KZo+Ipz0rVtAp+vzmZtnTKfj089Q3e4B33eykZlXIYQQQgy5gFATKZPD+1zzDTISEuNHRe7AR+sIMVT0MTEkvvoKAUsvoPPLL2l66t+YJk/GPGVKb5vga64m/Be/oPPzz6m47jqcpaX4zj2NwAsvpHvHDrrWrsW6fj1hN9886MT1INOkSQT/6IeoDgdtb7yB/8IFmLKysG3a3NvGUVRE9R13UHz6Arw2G/6Lz8T3tDmgKHR9vXbIPovBaH39DdrefrvPNU9XF93bd2CePg3oWYqNy0XQZZcResMNeFpacJaWDsn4qqpi37MH04SsPtcVRSHinl9hHDeWuKf+jXnK5CEZ73ik8fHBb/78wyagil7f75cFvvPm4e3ooPSCpTgrK4c7zFEnyasQQgghRkx8ZjC1xe1y3qsYEYHnnYfa3Y2nrZ3IB+7vdz/kumsJv+su7Hv2AOA3dy6BFy5DMRiovuNOUBQCly09qrHN06ah8fcHVSXwwgsxz55F9969tLz4Eo6SEqpuv52u9RvwW7SIiHvvxfe009BZLJhnzaT15ZcPWRDJUVx8yLNBj4a7tZX6Bx+k9r5f0/TU073Xm554Aq/NRtAlywGwXHUV4XffReQD92OePh1gyJaruioq8LS345OV1e+eadIkkt9556Q5emio+S9eTMzf/4artpamfz0x2uEMO0lehRBCCDFi4jND8HpUqgvbRjsUcQowTZ2K75w5RN57Dz4ZGQO2Cf7BVRgSE9FFRWFISUEfEUHwD3+It6sL87Rp6CMjj2psRa/Hf9EidGFh+M2bh+/MWeDxUP/731O24lKcxSVE3n8/0Q/9nuBrrkbRagGI/PWv8dps1NxzL167vU+fqstF5U9/Rs0vfnlUMQ2kY9UqVJcLn6wsmp98EtXlwllVTcsLLxJ40UWYssYD4JOeRsj116NoNOjj49HHxNC1dt3QxPDJpwCYp04dkv5OJYqiEHD22QQtX077Bx/gqqs7bHtPW1tvIbETkSSvQgghhBgxUSmB6IxaKvbJ0mEx/BSNhvhn/ovliisO3cZgIO4/TxP35JO9SzJDfvoTTBMnYrnm6mMaP/L+35D49lsoBgPmaVMJvflmIv/3f1HdbgwJCQScc3a/9xhTUoi47z6s69ZRcd31uJuaaH3tNTo++bSncFF1NY7SUrwOxzHFdlDbm2/hM2ECITf8GK/NRnd2Ns1PP40ChN16y4DvURQFvwULsG7a1C/BHoxvV4H2dFlpeeYZ/E4/HWNKytE+xikv+Ec/Aq+Xhr8+cth2NffcS/kVV45MUMPg5N/VK4QQQojjhlanITbdQvneZlSvijLII3mEGE6G2Ng+r7V+fiS+/tox96vx9e0tQKTodITdfBMAPuMz0fr69s62fpfl8svQBgVSfeddFC86o8+ZsYpej+py4SguxpSZeUzxuWpqcBQVEXHPr/CdNQs0GtreepuODz8k8OKLDzvr7LfgdFpffhnbli34nX76oMf0dndTduVV+M6YQfivfknjI3/F095O6IHPRhwdQ2wMoTfeSNPjj+O/aCEB55zTr43X4cC6eTNBF100ChEODUlehRBCCDGiUqeFU7anibK9zSRNCB3tcIQYcYNJOgPOPhvV5aLp8X8S/stfogsPx1FUhNYSRNXPbsSRX3DMyevB427MM2agDQjAJ2s87StXopjNhNxww2Hfa54xA8VspuGRv6ENDR10LC3Pv4AjLw9HXh62bduw5+YSfO21mAbY7yqOTOjPfkrHqlW0vfX2gMmrbes21O5u/E4/cfcPy7JhIYQQQoyoMVPD8Q/2Yecn5Xg9J+7eKyGGW+AFF5Dy6Sf4L1qIaXwmQRddiN+8eSg+PjgKC465f9u27Wj8/TEeOLfW/8wzQa8n9rFHMcTGHPa9GqOR6D88jLulmaqbbkZ1f38RNk9nJ81PP43fokWE/Ph60OsIvvZawu++65ifRfTM7pumTMFeMPD3RtfatShGI+aZM0c4sqEjM69CCCGEGFEarYYpZyfw9SsFvPK/W1h222T8g31GOywhTgiKVosxLQ17QeGg2net30DHBx8QcMH5+J12Wp97tm3bME+d2rt8OeT66wlavhydxTKovgOWLAFFofrnt9C1di3+ixYdtr1tyxa8VivBP/phv/NuxdDwGZtB+7vv4m5sRBcWBoDXbqf69juwrl+PefYsND4n7r+3MvMqhBBCiBGXOS+ac36WhbXVwZb3h+asSCFOFT7p6dj37cO2fTv7L77kkEfnOEr3U3nDDbSvXEn9ww+jqmpvsSR3YyPOsrLec1yhp8DVYBPXg/wXLkQXEUHrq9+/R9i6aTOKyYR50qQjGkMMnvFAVW17fj6etja6c/bS/NRTdH31FYEXX0z4XSf2LLfMvAohhBBixCmKQvKkMLIWxLJrdQVTliQQHO072mEJcUIIunQFbW+9Rfm114HLRcMjfyP+6ad67ztK99O+ciUafz9QVcJuvYXGfzzK/osuRjEaSHzttW/2ux44s/VoKTodAeefR8vzL6A6nSgGwyHbWjdtwjx92mHbiGNz8Eio+j/+EWfpfjhwLI7/OWcT9b+/HcXIhobMvAohhBBi1Ew5KwGtTsPeddWjHYoQJwxTVhZBK1aAy4V59iys69ZR/6c/Y8/LQ1VV6h54gOannqL5iScxpqURfP31aENDceTnY8/ec6BY0nYUsxmfsWOPOR6fjLHgduMoKztkG1dNDc7SUnxnzznm8cShaQMC0MfG4iwuwW/hQqIefpigFcuJ+NU9ox3akJCZVyGEEEKMGh8/PYnjQyje0cDc5WPQaOX36kIMRsR99xJ44TJ8MjKovOkmWp5/npZnnsEnMxP7vn0oJhNemw2/0+ejMRiI/8/TeNraqbj+ejo++RTb9u2YJ09G0euPORZj6hgAnMXF+Bwo/vRt7tZWKm+6GUWvx3/hgmMeTxyeedZM7Ln+xPzlz2hMJoIuunC0Qxoy8v8QQgghhBhVqdMj6O5wUl3QNtqhCHHC0BiNmKdMQWM2k/Dss6Rt2kjYrbeger2Yp00j5q9/AY0G/yVLgJ7lpL6zZuI7cybt772Ho7Cwz37XY2FISgKNBkdx8YD3m//zHxxFRcQ+8QSGxMQhGVMcWtTvfkfSG2+gMZlGO5QhJzOvQgghhBhVCeNDMPho2beums4WO/X721l49bEvZRTiVKINCCD0xhsJvfHG3mtpmzaiDQzs085y9Q+ouuVWAHxnzRqSsTVGI4b4eBxFfZPX7uxsvHYHHe+vwm/+fPzmnnaIHsRQUhQFdCdnmndyPpUQQgghThg6g5YJi+LY/lEZ+3Oa8LpVZl2YgslfiroIcSy+m7hCT3XgtI0bcJaVY8oaP2RjGVPH9Jt5rfnlr3Ae2AcbuGzZkI0lTl2ybFgIIYQQo27y4nh8fPXQUxiTmmJZQizEcNH6+w9p4gpgGDMGZ0UFXocDAFddHc6yMhSjEW1oKH6y11UMAUlehRBCCDHqDCYdS2+dxMV3T0Wn11BTOHTJa+muRnI31AxZf0KI/syTJoHHQ9earwGwbdkCQMILz5P83ko0cjyOGAKybFgIIYQQx4WweH8AIpIDh2zm1W518cULeXjcXlImh2E0H3tlVSFEf75z56KLjqLlueewbduGPScHbWAgPllZKBqZLxNDQ76ThBBCCHFciUkLoqmqC4fNdcx97fq8Ame3G4/LS+HW+iGITggxEEWrxXLppXTv2kXrSy/RnZ2NeeZMSVzFkJKZVyGEEEIcVyKTA0GF+rIO4seFHHU/bfU2sldXkjo9gtY6K7kbashaEDuEkQohvs1yxRW46usJWr4cV2UlPpmZox2SOMnIr0KEEEIIcVyJSAwABepKO466D1VV+eqlfHQGDactH0Pa9EiaKrvoaOpmxydlOLvdR9Rfd5eTkl0NeD3eo45JiJOdNjCQqAcewJSZScDZZ2OIixvtkMRJRmZehRBCCHFcMZh0hET7Ul/aftR9tNRaqSlqY+6KVHwDjUSnBgGw8e1iSnY1YvDRDXoWtjK/hY/+uQe3y8ucS8YweXH8UcclhBDi6I3KzKuiKD9VFOULRVHWKIoilROEEEII0UdEUiB1+ztQvWrvtb1rq3ntwa18+WIeHtfhZ0DL9jQBkDIlHIDQeD90eg0luxoBKN/bPOhYdnxUho+/nph0C9s+2E9Xq733nupVaa2zYutwDro/IYQQR2fEk1dFUeKBLFVVz1BVdYGqqsdejUEIIYQQJ5XI5ACc3W5aaq0AeNxetn6wH4fVRd6GWja8XUxTVRfebyW331a2p5mweH/8LEYAtFoNEckBPTcVqCpoxe30fG8crXVWqgvbGD8/hoU/yED1qqx+Lg+vV8Vpd/PBP7N55bdbePaX69n0bgkup4e9a6spy2kamg/iMJzdbj781x4aKzqHfSwhhDgejMay4SWAr6IoXwJrVVX97SjEIIQQQojjWNzYEBQFirbVExLjx/7sJro7nJx/80TKcprIWVNFzpoqIpICWPLjTAJCTL3vtXU4qdvfzrRzE/v0GTUmiOqCNjLnxbBvbTVVBa0kZoUeMgbVq7J11X40GoWxc6IxBxiYd3kaX72Yz4Y3i2iq6qK2uI2ZS5Nob7Kz89Nysr+sxOPyoihw5rXjSJsROVwfEXu+qqRsTxMmPz2Lrhk7bOMIIcTxYlDJq6IofwEuARLpmTXde+B6GvA8EAI0A9eoqlr0Pd2FA6qqqosURXleUZRJqqruHmDMICDoO5elRKAQQghxCvCzGIkfH0L+plqmX5BE9hcV+If4EDcumNgMC7EZFqxtTjavLGHj28Wc/ZOs3vfmrq8BFVKnRvTpM2NWJNZWB7MvTKZ4ez2562t6k9fKvBa2vF9KbIaFqecksvOTcir2NdNQ3snMZcmYAwwAjJ0TRVNVF3u+qgIFFl83jrTpPQlqxsxI8jfVEpEcSMHmOta/WUTqtAgUjTKkn43L4aF4RwO7V1cCULq7kdOvTEerkzqcQoiT22BnXlcC/wDWfef6k8A/VVV9SVGUHwD/BhYBKIoyDvjXd9p/ArQDXx94vRZIB/olr8BtwAODjE8IIYQQJ5lxc6L5OCeHVY9mU1fawaJrMtBoFNAopEzu2cva2dzNni+rKNpej96oJW5sMDlfVxE3LpjgaN8+/QWGmXtnKLMWxLL9ozI2vF2MokD+plq8XpX6/R1U7GuhsaKT0Dg/Zl2YzJSzEnr7UBSFeZemEhzli9GsI3XaNwlyTLqFmHQLADq9hi+ez6Ol1kpIjN+QfSaqqvL5M/vYn92E0axj5tIktry/n6r8VhLGH/2xQkIIcSIYVPKqqup66PkH+yBFUcKBKcDiA5deBR5XFCVMVdVGVVVzgQXf7UtRlCnAlQdeZh1430D+Djz3nWux9E+ghRBCCHESSpgQQtqMCAq31hOfGUzG7Kh+bTLnxbB7dSWf/WcfOoOGORePwdbuZNE1hz+iY8KiWHavrmD35xVoNAoancKKe6aTt7GW3Z9XEBbvz/JfTetJlr9DURTGz485bP8Hk9iq/NYhTV7zNtSyP7uJ2RelMPGMOFBh9+pKctfXSPIqhDjpHcue1zigWlVVD4Cqqh5FUWoOXG881JtUVd2pKMo1iqKsAQpVVd1yiHZtQNu3r307eRZCCCHEyU2r1bD4ukymn5eEr8U44M8BQRFmsk6PobPVQdmeJta/VYQl0kz8uODD9m3yM3DRnVPQ6jX4BhhxOtwEhJiYtTQZjUYhfVbkgInrYPkH+xAYZqKqoLUnyTwMt8vDqkezSRgfwuQl8Yf8ecft9LDl/VKixgQyeXF873Lkg7PIzdVdQ5ooCyHE8WZUNkeoqnrbgUrDPxmN8YUQQghx4giKMKM3aA95f/4V6Zx7YxaWKF+8nythygAAIABJREFUbpWJZ8QN6hfe4QkBhET74eOn7y34pNVrmH1RCsFRvt/z7u8Xm2GhqqCVlhrrYdtVF7ZRU9TGpndL2PJeKdWFrexdWw2A3frNoQz71tVg63Ayc2lyn320ExfFoTdq2fxeKao6cPVlIYQ4GRxL8loJxCiKogU48DX6wHUhhBBCiBGjKAqTF8cTEuNH+szhq/B7JCadGY/BR8u7j+w87HE25TnN6PQaMmZHsuOTct7/x26+fqWAgi11PHPXOvatq6a7y8m2j/b37KtNs/R5v4+fnhkXJFG2p4l962qG+7GEEGLUHHXyqqpqAz2Flq44cOkKYJeqqodcMiyEEEIIMVzGzoni8t/MQHeYWdqRFBRh5qI7p6DTa3jv77toq7fh8XjZn91IdUEr0FOAqXxvE7EZFhZclUFMWhABoT2zwGteKUBVYd0bRXz0rz24uj3Muyx1wLEmLoojNsPC5pU9Z826nB42rSzB2u4YsecVQojhNqjkVVGURxVFqaKnYNJqRVH2Hbj1M+DniqIUAj8/8FoIIYQQQgBB4T0JrMvuIW9jDe/9bRcfPZHDqseyaa7uor2hm44mOwnjQ9DqNCy7bTJXPjCTkBhf3A4PqdPCCYvzo7XOxvTzEwmJHnhPq6JRmHZuIg6bm+LtDWx8u5idn5RTuLW+X1uXw8P6t4qwdTiH+/GFEGJIDbba8C3ALQNczwdmDnVQQgghhBAni4BQEzEZFnLWVONyeJhydgJ5G2v5/JlcJp7Rc4T9werEB/eyjpkaQXN1KZOXJBAW7z+ocaJTg7BEmtn4TjH2rp69sg1lHf3aFWypI3t1JUaTjunnJQ3FIwohxIg4lmrDQgghhBBiEMZMCacytwWjWce0cxPxtxj5+tVCCjbXYTDpCAo392k/aXEc0WlBg05coWff76TF8Wx8u5gJi2LpaLJTP0Dymru+Z19s8Y4GWmutRKYEMmHh4SsiCyHE8UCSVyGEEEKIYZY0KZS1r2sYd1o0eoOWuHE9Z7JWF7YRm2HpUz0YQKfXEj0m6IjHGXdaNONOiwZg1+cVlO1pwtbhxBxgAKB+fweNFZ2ExPjSXG2lpcZKU7VVklchxAlhVI7KEUIIIYQ4lZj8DFxx/0xmLksGIDDMRECoDwARiQHDMubBfg8uHfZ6Vda+VoDJX8/i6zNBAZ1BQ2utVQo7CSFOCJK8CiGEEEKMgMAwE1rdNz96xWYEAxCRNDzJa1i8PxqtQt6mWlRVZd/aahrKO5l3WRoh0X5cdOcUzvufCQCU722mq9U+LHEIIcRQkWXDQgghhBCjIHV6BJV5LUSlHPny4MHQG7XMXJrMpndL2LpqP7kbaohJC2LM1HAAoscE4fWqGM06vnopH41WYdHVY4+bc3KFEOK7JHkVQgghhBgFsekWrvn9nGEdY/KSeFpqrWz/qAyAJddloijf7K/VaBRSpoZTnd+KOcDA6mdzMfsbiBsXPKxxCSHE0ZDkVQghhBDiJKUoCouuzkBn0OKyu4lO6z/Lu+DKdBRFwe308MZD2/ji+VzOumE8kSmBfRJdIYQYbbLnVQghhBDiJKbRalhwZTqLvzPretDBazqDlsXXZeJyennnLzvJ31Q30qEKIcRhSfIqhBBCCCGAniJPP3x4DoHhJoq21x+2raPbjbPbPUKRCSGEJK9CCCGEEOJbDD46EieEUl3YisvhOWS7j5/Yw5t/2C4JrBBixEjyKoQQQggh+kgYH4LXrVKV3zLgfZfTQ21JO231Nta8UjDC0QkhTlWSvAohhBBCiD6ixwShN2opy2ke8H5DWQdej0p4YgBF2+ppb7SNcIRCiFORJK9CCCGEEKIPrU5DQlYI+7Mb8Xq8/e7XlrQDsOjqDBQFctfXjnSIQohTkCSvQgghhBCin5TJ4XR3uqgpbu+91lZvQ/Wq1Ba3Y4nyJSTGj4SsUPI21eJ2Hnp/rBBCDAU551UIIYQQQvSTkBWCzqBh9+cVmPz1VOa2sOGtYkz+ero7XWQtjAVg0plxrHxkFzs+KWfm0uRRjloIcTKT5FUIIYQQQvSjN2jJWhDLrs8qKN/bs/c1NsOC0aQjLMGfrAU9yWtMmoW0GRHs/Kyc9JmRBEWYAagqaKV+fzsTFsWhN2hH7TmEECcPSV6FEEIIIcSA5lw8holnxFG8o4GWWiunXTIGg0//Hx9PW55KWU4zX79awJyLxxAUYWbta4W01lop2FLPZfdOR6uX3WpCiGMjyasQQgghhDgk30AjExfFHbaNOcDA7AuT+frVQt54aBuhcX601lpJnBBK2Z4mSnY3kDY9coQiFkKcrORXYEIIIYQQ4piNmxfD/MvTyJwXTVNlFxqdwhnXjCUgzMS+tTWjHZ4Q4iQgM69CCCGEEOKYaTQKWQti8Xq8tNRYCQw34eOnJ3NeNJveKeH9R3czfn4M1jYHYQn+RCYFjnbIQogTjCSvQgghhBBiyGi0Gi66awqKogAwYWEsLruH/M21fPxkDgCRyQFc8otpoxmmEOIEJMmrEEIIIYQYUgcTVwCdXsvMpclMOy+R8pxmSnY1ULStAafdPWDxp2/zuL3UlrQTkxbUp08hxKlJ9rwKIYQQQohhp9VqSJ4UxtjZUahelZqitsO2b6u38fqDW3nvb7vYn910TGNb2x04u93H1IcQYvTJzKsQQgghhBgxkcmBaHUa8jbUggqJE0L7tXE7PXzyVA7dnS60eg3VBa0kTwo74rG8Hi9fvZhP/pY6fHz1nHXDeGJSg2io6CQszg+NVuZxhDiRyP9ihRBCCCHEiNEZtESNCaR0dyMf/msPNcXfzMBa2xw47W62fVRGc7WVM68bR2RyYJ82R2Lbh2Xkb64j6/RYTH56Pvl3Dru/qOStP2znxV9vorXOOlSPJYQYAZK8CiGEEEKIEbXgqnTO+VkWfhYja18txOtVUVWVt/+8g/f+toucNVWMmRZOQmYI0alBNFV14TjCZb+NlZ1s/7iMjNmRzL88jYVXj8Vhc7Pp3RIsUb50d7nI+apqmJ5QCDEcJHkVQgghhBAjKjDMTPKkMGZdmEJzdRfV+a201FrpbLbTUN6Jy+5hypIEAKJTg0CF2iOcfd3yfilGk465K1KBngrH4Qn+qF6V6eclkpgVSvHOnsJR1jYHXo93yJ9TCDG0ZM+rEEIIIYQYFSmTw1jzipaSXQ1YIn0BSJ0egd5HS1i8PwARSQFotAq1xW0kZg2wP9blYcNbxTRXd5E6LYKMOVFs/6iM8pxmZl2YjNGsB3oqIM++KIXcDbWkTA5Dq9NQsrOBZ+5ej8flJTDMxPk/n0hQuHnkPgAhxBGR5FUIIYQQQowKnUFLYlYIpbsbCYuzExhuYsn1mX3a6A1awhMCqClq73O9u9PJ+reKaK210VjZSVC4mXWvF1K4tY660g5Sp0cwcVFcn/fEZgQTmxEMQEJmCJYoX/yDfUgYH8y2D8p45887uODnk3oTZyHE8UWWDQshhBBCiFGTMjmc7k4XFbktxI0NHrBNdGoQDeUduJye3ms7P6ugaGs9TrubM344luW/nIqPv4G60g7mX57Gkusz0Rm0hxxXq9dw5QMzueDnE5mwMI6L756CVq/h7T/v4ON/52DrcA75swohjo3MvAohhBBCiFGTNDGU6ecn4XZ4GH96zIBtosYEsvNTlfr9HcSmW7BbXexdW82YaRF9ZmrP+WkWzdVdZM6LPuI4LJG+LP/FNLZ/VEbuhhp8AwzMvyL9qJ9LCDH0JHkVQgghhBCjRqvTMOP8pMO2iRoTBApsXVWKVjeGhrIO3A4PU89O6NsuJZColMCjjsU3yMjpV6bjcXvJ3VjLtPOSMAcYjro/IcTQkmXDQgghhBDiuGY06ZiwMJaWGiufPr2X8n3NWCLNhMT4Dct4U85KwOPykrexZlj6F0IcHUlehRBCCCHEcW/epWnMuywNa5uDysPsjx0KQRFmQuP8qMxtOaZ+PC4vDptriKISQkjyKoQQQgghTgiJE0LRaBUA4sYNX/IKPZWJa0vbcTk839/4EL54IY/Xf78Nr1cdwsiEOHVJ8iqEEEIIIU4IRpOOuHHBaLQK0alBwzpWXIYFr1ultrjtqN7fXN1F0bZ6Opvt1BS2DnF0Ayvd1UjhtroRGUuI0SAFm4QQQgghxAlj7vJU2uptGHyG98fYqDFBaHQKZXubCU8IoKO5m/CEgMO+x2l38/l/95E0KYzi7fXojT1H9RRuq+89X3a4uF0evnwxD4fNjU6vJXlS2LCOJ8RokORVCCGEEEKcMIIizARFmId9HL1Ry5gp4exbV01VXgudLXZ+/Lf5aLWHXri4d201ZTnNlOU0gwKnX5FOXUk7xdsbCIowM3Z2FCb/4alevD+7CYfNjTnQwJcv5BE3Nrg3eRbiZCHJqxBCCCGEEAOYc8kYynKaaa2zAdBWZztkhWOn3U326kpi0oOITbcQlhBAQmYIsekWOpq72fROCVveKyU23YJWryFlSjjpMyOHLNb8jbX4BRtZfO043v3rLgq21DF+/sDn5gpxopLkVQghhBBCiAH4Bho5738mUF/Wwca3i2mq7BwweW2s6GTVY7vp7nKx5MeZxKRZeu8FRZi5+K6pNNd0kb+xlvK9zXS1Omhv7B6y5NXl8FCV38rEM+OIGhNEWLw/e76sJHNuNIpGGZIxhDgeSMEmIYQQQgghDiE6NYiJi2LR6jU0VnXh7Hbz5Qt5FGyuRVV7qghnf1GJx61yyd1T+ySu3xYS7cdpy1O58rezmHJWAi01VuzWoTlGp66kHa9XJTbdgqIoTDwjjtY6G6W7GwGwd7nweLxDMpYQo0mSVyGEEEIIIQ5Do9UQEu1LfWkHH/5rD3kba1n9XB4f/msP3V1O9mc3kjwplMjkwEH1FzWmp11dSfuQxFdd1IqiUYhM6ek3dXoElkgzW94vpXhHA8/ds4GNbxf3eY/H7WXHJ2XYOpxDEoMQI0GSVyGEEEIIIb5HaLw/daXt1BS1cea145h7aSoV+1p45YEtOO0eUqaED7qviMQANFqFDW8X8/rvt9LdNfgE0truoLPF3vu6q9VBdUErYfH+vRWYNRqFWctSaK2z8enTe/G4vBRuqe8z+7p7dQWbV5ayd231oMcWYrRJ8iqEEEIIIcT3iEjsOSZn3mWppM+MZOKiOC68fRI6owaTv564sYM/Ckdn0BKe4E9bvY2myi7WvFyAqqqoXpUvns9l9+qKAd/XVm/j9Qe38u5fduLxeKnIbeb5ezZQV9pBzHfOvU2eHMal903nzGvHseiasditLqrye86b7WjqZvuHZQCU7Wk6ik9DiNEhBZuEEEIIIYT4HumzIglP8Cc01r/3WnSqhSt/OwuX3YNWd2RzQtPPT6KpqgtU2PRuCSU7G+nudJK/qQ6dUcvYOVEYzfre9t1dTlY9thun3UN3p4vi7Q3s+bISv2AjadMjyZwX3W+MsDh/wuL88bi8rH+ziHWvFdI4O4q6/e2gUcg6PYacr6vpanXgZzEe/YcjxAiRmVchhBBCCCG+h1ar6ZO4HqQ3aDEHHPnZrfHjQpiyJIFJZ8YREuvH168UsOGtYkJi/HA7POz5qqq3IJTH7eWTf+/F2ubkwtsnY4k0s+blfBrKO5lxfhKzL0ohINR06Nj1GhZclY7JX8+W90spz2lmxvlJjD89FoCynG9mXz1uL2U5Tb1jD8Tt8rD9ozKev3cD7/xlB9WFrYdtX1fazupnc6VolDhmI568KopiUhTlI0VRvlYU5dmRHl8IIYQQQojjhUar4fTL03B2u4nPDGbZ7ZOIzbCwddV+3nx4Ox6Xl7WvF1JT1MbCqzOITA5k3uVpJGSGMP38pEEft5M6LYJLfjGNc2/MYuIZcUxYFIslyoxvkJGaorbedvmbavnwn3uoLmgdsJ/uLidvPLSdLe+XEhRupr2hm5WP7OKdP+/A2u7o197l8PD5M/so2FI3ZAWqTgZfv1JAyc6G0Q7jhDMay4aXAOtVVX1IUZSnFEUZr6rq3lGIQwghhBBCiFEXNSaI6/86D72PFkVROPunWez9uorNK0v55Om9lO1pYspZCb2JalxGMHEZg99j+21JE8NImhjW+zoiMYCG8o7e15V5LQCU7GwkMNxMR2M3+Vvq8A0wMOvCFLJXV9JaZ+W8myaQmBWKy+mhYHMdG94u5s2HtzNmWjjj5kQTHO0LwLYP99PRZEfRKFTsaz7kUUKnkrZ6G3vXVtNU1XVEhb7E6CSv+4EZB/7bD5BfwQghhBBCiFOawfTNj+VGk44pZyVQvKOBsj1NhCcGMHNZ8rCMG57oT+nuRuxWFwaTjqoDM66F2+rJ3VCD19OzHFjRKGTMiSJnTRUpk8NIzAoFepZNj58fQ1i8P5tXlrB3TTXZqytZdE0GsRnB7PmyioxZkXS22Cnf28Lsi4blMU4oB8/frd/fjt3qwsdX/z3vEAcNatmwoih/URRlv6IoqqIo4791PU1RlE2KohQe+Jo6iO6KgXmKouQBqqqqlYcYM0hRlMRv/wFiBxOvEEIIIYQQJzJFUZh1YQr+IT4suiYDjUYZlnHCD1RRbijvoKmyE4fVTdLEUJzdbgLDTFzw84ksvWUSqlflg8eycdo9TD07sV8/EYkBLLttMj98eA5RYwJZ/2YxX76Qh4rK9AuSiM8Mobm6i65We5/3Wdsd7P26isJtdfz3znX8+9av2flZeb/+7VYX5Xubcdhcw/I5jKSSXY0YzTpU9ZuZbjE4g93zuhKYD3z3O+lJ4J+qqqYB/wT+ffCGoijjFEVZ850/vwJ+CLyuqupYoElRlDmHGPM2emZpv/1n3WAfTAghhBBCiBNZQmYIVz84m5Bov2EbIzzhQPJa1kn53mYA5l2WxsylSZz/84nEZ4YQO9aCJcqX9sZuxs2LJiy+f+Gqg0z+Bhb+IAO3y0NNcRtzl6cSEGIieVLPUuW8jbV92m//sIyvXy3k8//m4hdsJColkE3vlPTZD9pWb+OF+zbywePZfPzvHLzeQxeHOl6U5TTR1dp/D3Bni52Gsg4mnRmP0VfH/gOzsGJwBrVsWFXV9dDzG6CDFEUJB6YAiw9cehV4XFGUMFVVG1VVzQUWfLcvRVFuAg7+iqEFCPpumwP+Djz3nWuxSAIrhBBCCCFOEd/++Xs4GE06LFG+lO7uOaonNsOCf7AP085N6hPDhAUx7FlTzZyLUr63T0ukL5fcPRUfX31vFeSgCDMJ40PIWVPF5CXx6PRaVK9K6e5GYtKDSJoQxri50SgaWPnILr58MZ/wxAD8g33I/qISr1tl2nmJbP+wjF2flQ84+zsSnHY3xdsbyJgdiUY78Dxge2M3H/5zD34WIyZ/A81VXYQl+HPJ3VN7lwyPmRqOw+Zi9+pKUmc0kTQhdCQf44R1LNWG44BqVVU9AAe+1hy4fjivANcqirIGmAR8PlAjVVXbVFUt+/YfoOoY4hVCCCGEEEJ8x5Sz4mms6KSr1UHWgoF36Y0/PZYrH5jZ5+zZwwlPCOh3fM+kM+Po7nRRtK1nVrW2tB1bh5Nxc6OZeEYceqMWnV7L4usyUb0qX79SgN3qIn9zLakzIph5QTLxmcHkfFU1arOvu1dX8tVL+eSur+lzfc9XVbz2u624HJ7eSs0uhwdHt5uUqeHU7++gurCV0l2NBEf7EhRhZuayZMLi/fns6b3kbawZaDjxHSNesElV1VZ6Kg4LIYQQQgghRln6zEjyN9bS2WInMStk2MaJSbdgiTSTu76asXOiKNnRgEankDi+76xjYJiJ8afHkL26koLNdbidXiYcSKrHzonm06f3UpXXgqrCujcKOfNH49if3UTG7Egskb7DFr/Xq5K3oSfJ3LJqP6oKJTsbiEoNIm9DLdY2B9lfVNBSY8UcaODq381Go9PgdXsp39vM9o/LqSluY9q5iQDo9FrOu2kCq5/N5csX8gkMMxOd2rMotbPFjlanOaozhE9mxzLzWgnEKIqiBTjwNfrAdSGEEEIIIcQJQFEUzrtpIit+Nf2QS2GHapxxc6OpK+2gobyDgq11JE0I7VNp+aCYdAter8rOz8rxsxgJjevZ95s0IRSjWUf2l1Wse6OQ9oZu3v7TDnZ+Ws72j8uOKT6Px4u965uCUB63l+qCVqztDtxOD7tXV9DV6mDauYl43F7WvlZIQ3kn2z8sw9rmICDUhx2fVlCR20JsugWdQYtGo6AzaEmbHkF1QStGk67P2by+gUbO/Z8J+FmMrH+zCNWroqoqqx7dzRfP5x7T85yMjnrmVVXVBkVRdgNXAC8d+LpLVVXZdSyEEEIIIcQJRG/Uojdqh32c9FmRbFpZwkdP5OCwuhk/P2bAdlEpgSgK2NqdjJ0T1bv3V6vXMOWsBDa9WwLAjAuSKN7RgEarUJbdhNvlQac/uudY82I++ZvrCIv3Z8n1maz82y6sbQ70Ri0arYLD5iY8wZ9p5yUy5awEuruc+PjqefPh7Xi9KstuncSqx7Jpq7cRk973PNtp5ybiG2Rk3NzofrOpeoOW2Rel8Pkzuax7o4jxp8fQWmfD2uZA9aoow1Rp+kQ0qORVUZRHgYuBSGC1oijNqqpmAj8DnlcU5X6gFbhm2CIVQgghhBBCnNBMfgYW/SCDL17IJyjC3C/JO8jgoyMs3p+G8k7ixgX3uTflrAQskWaaa6xMPTuB6eclUb6vmQ8ey6Yyt4WkiWFHHFdXq4PCrfVEJgdSV9rOe3/fha3DyZnXjqMytwUVlbFzoolJDULRKGi1oDf27Old8atpuF1ezAEGVvxqGkXb60mfEdmnf98gY+9y4YGkTo+gsaKT3asrqS7s2TPrtHtoa7AN61LoE81gqw3fAtwywPV8YOZQByWEEEIIIYQ4OaXPisIS5YveqD1sNeXYDAtNlV3EZQT3u5c0MaxPkhqbYcHoq2PfupqjSl73fl2FV1U589pxfPVSHtUFbWTMiiR9ZmSfZb4DMZh0GEzf/HfmvIFnkw9HURTmXDKGzmY7Jbsa8fHTY+9yUV/WIcnrtwzfonYhhBBCCCGEGEB4QsD3JmVTz07kkl9Oxcfv+ysca7UapixJoHxvMxX7mg/b1t7lonBrHar6TcXikl2NxI8NJjDMxKxlKQSEmZh6TuKgnmWoKIrCwqszCI3zY/p5Seh9tDTs7xjRGI53krwKIYQQQgghjjsGk47whIBBt5+4KI7AMBPr3yzC4/H2u+89UAxp47vFfP5MLtlf9NSZddrdtDXYiEwJBCAyOZCrfzeboAjz0DzIETCa9Vx23wwmLIwlPMGf+jJJXr9NklchhBBCCCHECU+r1zB3RSqtdTb2rqnuc09VVT761x7e+fMOirbWo9Nr2PROCRvfKaZ+fweoEBrnP0qRDywyKZDGyi6cdvdoh3LckORVCCGEEEIIcVJIyAohflww2z8uQ/V+syy4qqCV8r3N1JV24HZ5ueCWiYyZHs6uzyr48sU8AMKOs+Q1Oi0I1atSV9o+2qEcN476qBwhhBBCCCGEOJ4oikLK1HAqcltob+wmKMKMx+1l88pSfIOMzFyaTEdTN9GpFqJTLXR3OKnMa8Xkr8c3yPD9A4ygyORAFI1CTWEb8eNCRjuc44Ikr0IIIYQQQoiTRkRizz7Z+rIOAsNNfPF8Hg1lHSy5PpPU6RF92o6bG0NlXiuhcf6HrXw8Ggw+OsIT/KnIbSEowkxFbgszlyYTGGZCVdXjLt6RIMuGhRBCCCGEECcNS5QvOqOWhrIOqgpaKdpWz4wLkvolrgBJE0MJDDcRP67/cTzHg5g0C40VnXzxfB5F2+rJXd+zl/erF/N55//bu9cYu6oyDuPPO9N22s60U+h0GNpOr5SCBcqlSAUarFGIilo1BgkEovEDxoT4wXglEkxUEkk0iBCNQhSJIUQUE0ANVmKJYLi1XARasEMp1GIpF1uhtjOvH84uHqAzxfTg2Xvz/JKdvWetM8lq/ln7nPesNbuX3fuaJya/HbjyKkmSJKk2OjqC/jmNJ/U+v/VfTJ46geNPn7vP13aO6+CcS5aXdhXzuNPn0De7h97+Sdz5qyfYuG4bi086lEfu3AIJWze+xMCC3ldf/+cbH6fnoC6OWTnYxlG/dSxeJUmSJNVK/9wprFu9mRxJlq9aQOf40TeclrVwBZjYPf7VFeP5S/tYc/0G/vCzRxg/oROAh/709KvF6+5/D7PutqcYGUkmTZnAomVvXGmuOrcNS5IkSaqVhSf0M2POFJa+Z7A2q5DzjukD4NknX2L5qoUsXj7Ahnu2MvTgNm656gEeu+vvjIwkXZPHcddNf3vN7/5z+ysM73nj/31bNa68SpIkSaqVgfm9fOLLy9o9jJaaOn0S7/3UO+jtn8TA/F52vriLDfds5eYfPADApoe3EwHHrJzN3TcPsfOFXXRP62Lni7u47ut30T9vCh/83FK6JlW3BHTlVZIkSZIqYPFJAwzMb2wT7u7tYuU5R9DdO4GZi6YxvGeEvsEpzD26sUL7zOMv8MqO3Wx6eDvDe0bY8sSL3PDtu3n2yZfa+U84IBavkiRJklRBC4/v5/xLT2HFWYcDMHPRNGYM9jCuq5M116/nmi/ewdrbNtHdO4FVnz+O4d0jrL72UXKkmk8pru6asSRJkiS9zUUEfbN7eP8FRzOwoJeOzg4G5k9l86PPA7D9mZ0cefKhzFp8EGdd9E5e2bGb6CjvQ6rG4sqrJEmSJFXcgmNnMHnqBAAOO6GfvsEeTju7sSK792FPE7vHM+2QyW0b44Fy5VWSJEmSamTJilksWTELgIGFvUyf1dPmEbWGxaskSZIk1VTf7CntHkLLuG1YkiRJklR6Fq+SJEmSpNKzeJUkSZIklZ7FqyRJkiSp9CxeJUmSJEmlZ/EqSZIkSSo9i1dJkiRJUulZvEqSJEmSSs/iVZIkSZJUehavkiRJkqTSs3iVJEmSJJWexaskSZIkqfQsXiVJkiRJpWfxKkmSJEkqPYtgsqcfAAAFIUlEQVRXSZIkSVLpWbxKkiRJkkpvXLsH8D/qBNi8eXO7xyFJkiRJarGmWq/z9X2Rmf/f0RyAiDgVWNPucUiSJEmS3lIrMvOO5oaqFa9dwInAFmC4zcPZl9k0iusVgMvD1Wee9WOm9WKe9WKe9WKe9WKe9VL2PDuBQ4G7M3NXc0eltg0Xg79jvy9sk4jYe7k5M4faOBS1gHnWj5nWi3nWi3nWi3nWi3nWS0XyfGJfjT6wSZIkSZJUehavkiRJkqTSs3iVJEmSJJWexWtrvQBcUpxVfeZZP2ZaL+ZZL+ZZL+ZZL+ZZL5XNs1JPG5YkSZIkvT258ipJkiRJKj2LV0mSJElS6Vm8SpIkSZJKz+K1hSLi8Ii4MyLWF+dF7R6TRhcRl0XExojIiDiqqX3UHM24vCJiekTcEhGPRcSDEXFjRMwo+pZHxLoit99HRH/T743ap/aKiF8X2dwfEWsi4tii3TlaYRFxcfN91/lZTRExFBGPRsTa4jijaDfPCoqIiRFxVURsKN5Df1S0e7+toIiY1zQ31xbzdXvRV+1MM9OjRQewGji3uD4XWN3uMXmMmdepwCAwBBz1ZnI04/IewMHAu5t+/g7wExpf0j0OnFq0XwRcXVyP2ufR/gPobbr+CHBfce0cregBHA/cuve+6/ys7vH69879ZWae5T6Ay4Hv8t+HuR5SnL3f1uAAvgdcUYdMfdpwixTfHq4HpmfmcER0As8BizLzH+0dncYSEUPAmZn50Fg5AjFanxmXT0R8HPgs8BXgmszcu8rTBwxlZk9EnDhaX7vGrX2LiPOAC4EP4BytpIjoAm4Hzi7OZwKTcH5WUvN7Z1PbqJmZZ3lFRA+wGZidmTua2v1MVAMRMQF4GjiDRs6VztRtw60zCDydmcMAxfmZol3VMVaOZlwREdFBo3D9DTAHeHJvX2ZuAzoi4uD99KkEIuLHEbEJ+CZwPs7RKvsG8PPMHGpqc35W23UR8UBEXBkR0zDPqlpIo0i5OCLuiYjbI2Lv7jTvt9X3YRpZ3UcNMrV4lVRH3wd2AFe0eyA6MJn5mcycA3yVxlZwVVBEvAtYBlzZ7rGoZVZk5lLgRBorNt5vq6sTWADcn5nLgC8BNwKuitfDp4Gr2z2IVrF4bZ2ngFnFEjvFeWbRruoYK0czroCIuIzG9pezMnME2ATMbervA0Yyc/t++lQimXktsJLGlifnaPWcBhwJbCy2m84GfgcchvOzkjLzqeK8i8aXEqfg/baqNgF7gF8AZOZfgG3Ay3i/rbSImEXj/ntd0VT5z7kWry2Smc8Ca2n8LQ/F+f4y7RHX/o2VoxmXX0R8CzgBWFV8oAK4F5hUbIECuAC44U30qY0ioiciBpt+/hCwHXCOVlBmXpqZMzNzXmbOo/ElxBk0VtOdnxUTEd0R0VtcB/BJGnPP+20FFVu4/wi8DxpPnAX2/r2r99tqOx+4OTOfg3p8zvWBTS0UEUcAPwUOAp4HzsvMx9o7Ko0mIi4HPgYM0PiG8bnMXDJWjmZcXhGxBHiIxpvty0Xzxsz8aEScDPwQmEjjCZnnZubW4vdG7VP7RMQhwE1ANzBMo3D9Qmbe5xytvtc9KM/5WTERsQD4JY3tpp3AX4ELM3OLeVZTkenVwHRgN/C1zLzV+221RcR6GnPzt01tlc7U4lWSJEmSVHpuG5YkSZIklZ7FqyRJkiSp9CxeJUmSJEmlZ/EqSZIkSSo9i1dJkiRJUulZvEqSJEmSSs/iVZIkSZJUev8B8yRUNVeSqDgAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"adahedge = AdaHedge(r)\n",
"df['ADAHEDGE'] = np.cumprod(np.sum(r*adahedge, axis=1))\n",
"\n",
"eg = EG_tilde(r)\n",
"df[\"EG\"] = np.cumprod(np.sum(r*eg, axis=1))\n",
"\n",
"ftll = Follow_The_Linearized_Leader(r)\n",
"df[\"FTLL\"] = np.cumprod(np.sum(r*ftll, axis=1))"
],
"metadata": {
"id": "otkfi5GBYdFE"
},
"execution_count": 84,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "FNar6WgjwqeH",
"outputId": "9211bfbc-7a0a-41f6-bbd0-dcf1eb36adc8"
},
"execution_count": 85,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ffbf81400>"
]
},
"metadata": {},
"execution_count": 85
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df['UCRP'] = np.cumprod(np.sum(r*(np.ones(n)/n), axis=1))"
],
"metadata": {
"id": "5Ew-XL4GHWZ9"
},
"execution_count": 86,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df[[\"BCRP\",\"UCRP\",\"ADAHEDGE\",\"EG\",\"FTLL\"]].plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "OW6ckYT2HfUP",
"outputId": "34419c89-be3e-4e42-cfc0-1e2599517bff"
},
"execution_count": 87,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ffbe02640>"
]
},
"metadata": {},
"execution_count": 87
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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++uijZuX33HMPr732WrOyxx57rOlamq+++goPDw8SExObPo5dXXOsLikpifj4eOLj45k5cybFxd9toDbG8Je//IUhQ4YQFxdHUlISU6ZMYd26dWccX0RERESku8surqTWZqe8pp6C8lpyiqsI93Vvs/FH9PXnkSsGnFTu5uzInHtGsvTnE5rN2g7q5cPQCF+S+vidcjb3BxP64eXixPLkI1TU1vP4Bzuw2w3GGFYkH2F8bBBuzo74ujszf8Yobh4eQWJvvzZ7n47WJZb7ducraObPn88ll1zCe++9xx//+EdcXBrWsU+ePJkFCxYAkJeXxwMPPMBtt93GJ5980tR3zpw5TJo0iTlz5nDTTTed1XMHDx7M5s2bz1hXVlbGzJkzufzyy9m0aROOjo489dRTrFq1iqVLlxIREQHAunXrSElJYcyYMWccX0RERESkOzmQV8b8DVn86uo4nBwdSM0vb6rbf6SMvLIaIvzbLkk9Exenk+cK5947ssVrb/w8XPjtjfHsyC4lLsybxz/Yyb9WpzEuNohDpdX8/LiE2NvNmdnThrVb7B2hSySpxphZwCwAy7KigPQz9fnDxj+QUpTSLvHEBcTx+MWPt6rtnDlzmD17Ns8//zwLFy7klltuOalNSEgI8+bNIyIigt27dxMfH09hYSErVqwgOTmZwYMHk5ubS1hYWFu/Ct7e3vztb38jJiaGzz//nEsvvZQXX3yR7du3NyWoAGPGjGlKUEVEREREegqb3fDof7ezPbuUa4f1Yngffw7kfZekrk9ruAIm3K/jktRTCfRyPW39TUmR3JQUiTGGVfvymb10L5syirAsmBQX0kFRdgwt9z0PO3bsoLCwkEmTJnHvvfcyZ86cFtv6+/sTGxvL7t27AXjnnXe49tprCQ0NZerUqcybN69Z+xdeeKHZctu33nqrWf2ePXua1f/2t79t8dnOzs4kJSWxe/du9uzZg5ubGwMHDjztu53N+CIiIiIiXdWCLVlsz244lGhzRhEAqXkV+Hs44+RgsbbxntKITk5SW8uyLJ6fmkDfQA+WJ+eR1NuPoDMkuN1Nl5hJPRetnelsT2+88QbTp0/HsiymTp3Kww8/TE5OTovtjTFNX7/55pu8/PLLQMMe1Pvvv5/HH//unZ544gl+8pOfNH3/2GOPNRvrbJfjHv/s45WUlDBx4kRqamoYNGgQH3744TmNLyIiIiLSFX2Zkk/vAHccLYtNGcVc0q+E7dklxIZ6k3e0mi2ZDWe3dJckFcDX3Zl5917MfXM3cdeovp0dTpvrtklqZ6utrWX+/Pm4uro2zXLW1dUxd+7cZstojykuLubAgQMMGTKELVu2sHv3bu67776m+kOHDrF27VrGjh3b5rHW1dWxbds2fvjDHzJ48GCqq6vZv38/sbGx+Pn5sW3bNhYtWsSLL77Y5s8WEREREelMKblHGRLui6erE59sO9R06u33R/eloqYegH5Bnh26J7Ut9A7w4IuZl3Z2GO1Cy33P0cKFCxk4cCDZ2dlkZGSQkZHBsmXLmDt37klt8/Pzue+++5g8eTKDBw9mzpw5PP744039MjIyeOaZZ067XPhclZeX8/DDDxMUFMT3vvc9vLy8mDlzJg888ACHDh1qaldRUXGaUUREREREupddOaWk5peTWVTJoF4+jIzyp9ZmJyHSl/dmXMKj3xvIDYnhRAV68M4Do3B2VGrUVWgm9RzNmTOHu+66q1nZ6NGjsdvtZGZmsnz5cpKSkqiqqsLV1ZWbbrqJxx9/nOrqat577z3Wrl3brO+dd95JQkICf/7zn1v1/GN7Ro8JDw9n8eLFzerq6uowxvC9732PFStW4OjoCMDvf/97Xn31Va644gpsNhtBQUH4+fnx9NNPt2p8EREREZGuzG433P3GBlwcHTAG4sK8Gd7XnysH5/GrqwcRFeQJwIMTYnhwQkwnRysnslraq9hZjp3um56eTlRUVLO65ORkBg0a1AlRyeno70VEREREugJjDOtSCwnwdOGqV1c3la/+5WX0DvDoxMjkeBkZGURHRwNEG2MyTqzXTKqIiIiIiPQIC7Zk84sFO0js7ddU5u3qRGQ32296oVOSKiIiIiIiXd7Bwkq2HCzipqTIU9ZX19l4adk+ALZllRDk5cLIqADqbAbLsjoyVDlPXSJJtSxrFvD0mdqJiIiIiMiFp6rWxn3zNnEgr5wxMUGE+rid1OaDb7PJPVrNlYNDWbbnCCP6+vPancNRetr9dIkjrIwxs4wxljHGAqI7Ox4RERERETmz2np7u47/2sr97Mgu4ZXl+ziQVw7AN6mFp2z72Y7D9Av25LmpQ/F2deLSASE4Olg4OChN7W66RJIqIiIiIiLdy2c7DpPwzFKOHK1ul/FT88t5cdk+/vZlKot2HGZSXAi+7s6sSy04qW1BeQ3r0wq5ZmgvgrxcWf+ry7l9ZO92iUvan5JUERERERE5K8YYXl+VSnWdnY3pRe3yjC/2HAFgRcoRckqquCwuhEv6BbDuhJnU11elct1f1mA3cPXQXgB4ujppBrUbU5IqIiIiIiJn5duDxezMKW36uj18secILo4O1NkarsycEBvEmJggsourSMsvb2r3wZZs7Mbwf5f0JS7Mu11ikY6lJPU8REVFERcXR2JiYtNHRkYGdXV1zJo1i4EDBxIfH8+wYcOYNm0ae/bs6eyQRURERETO2yfbDuHu7MjQCF++PVjSVF5Tb6O6znZeY+eVVTPjrc18e7CYe8dF4eLoQJ8AD/oGejJlSBgOVsMhSQCVtfWk5pdz+8g+PHvjEJ3i20N0idN9u7MFCxYwZMiQZmV33303lZWVbNiwAT8/P4wxLF68mL179zJ48OBOilREREREpPXSCypYtTeP74+JOin523KwmKQ+fiRE+vHGmjSq62y4Ojlw75ubsBvD+w+OPufnfrHnCF/sOcJtF/XmRxP74+roQKhvw2m+oT5uTIoL4X+bs3lk8gD2HDqK3cDQCN/zelfpWrptkpr73HPUJKe0y9iug+II+9Wvzqnv/v37+eijj8jOzsbPr+ESYcuyuOaaa9oyRBERERGRdvXu+kz+vSYdgHvGfncBR2VtPcmHy3jo0hgSIn153WbYllVCTb29ab/okaPVp7wm5nSKK2o5Wl3HjqxS/D2ceeHmoViWxcwrBzZrd9vIPixP3sxXe/PJKq4EYGikktSepNsmqV3FtGnTcHNr+A/o5OTEL3/5S2JjY/H39+/kyEREREREzqzeZmfP4aMkRPo1K09t3Pf53OIUhkb6MaJvw8+327NKsdkNw/v6MTIqAG9XJ95Yk86hkip83Z0prapjefIR7hrV96ziePyDHWzJLCbA04WhkX4tLt29bGAwId6uvL8pC193Z4K8XAnxdj2HN5euqtsmqec609nWTlzu+9///rdZ/Z49e7jzzjuprKzkqquu4tVXX+3oEEVEREREWvT7xcm8uTaDN75/EZcPCm0qT82vYHxsEAeLKnnwrc189KOxLNuTy8qUPACSevvj7ebM9DF9+euXqQC8fvcInluczPI9Z5ekFlfUsjIlj3q7obCilu/Fh7XY1snRgWkjIvnH12n4ezgzNMJXe1F7GB2c1MaSkpLYv38/JSUNG8gHDx7Mtm3b+OlPf0ppaWknRyciIiIi8p2v9+Xz5toMAN5Zn9lUXl1nI6u4kuF9/HnznpHU2w03/m0tv/ssmXWphQwI9cLf0wWA+8ZGE+rjys8uj2XKkDCuHBzK2gOFlFbWtTqOz3Yept5ucHFqSE8SzrB899aLemOzG8DikSsGnN1LS5enJLWNxcbGcsMNNzBjxoxmSWlFRUUnRiUiIiIicrKVKXl4uDjyg0v78dW+fLKKKvlk+yHmbziIMRAT4kW/YC/+8X8jKKuuY/KgUL58bCJz7724aYxAL1fWPXF5U7J4Y1IEtTY7i3YeavG5xhi+3pdPbb0dYwz/25JN/xAvbh4eAXDS0uMTRQV58p8HL2HxT8edsa10P+263NeyrB8AtwKOwBXGmNb/OqWbOH5PKsC///1v5s6dy7PPPsvIkSNxdnbG39+f8PBwnnjiiU6MVERERESkuf15ZcSGejN9dBRvrsngx/O/ZWdOKabhalL6BXkCcEm/QNY+MYlAT1ccHU5eWnt8WXy4D7EhXnz4bQ53XtznlEtxv9qXz71vbiIm2JMfTezP9qwSfnfjEK6MD+WSfoGE+Z750KVR/QLP8a2lq2u3JNWyrD7AUGPM5e31jM6WkZHRYt2zzz7Ls88+23HBiIiIiIicpb255UyKCybCz50nr47jmU/34O3mRFl1PQD9gj2b2oZ4t+60XsuyuOWiSJ5bnELSs19QV2/npVuHMWVIr6Y2B440HMqUml/Bo//bToSfO7de1BsXJwduSIxowzeU7qg9Z1KvBDwty1oJfG2MmdWOzxIRERERkbNQWF5DQXkNA0K9AbhnTBR1NjtjYoJ48sOdFFfW4uFybunC/eP6EeDpyqb0Ilak5DF/Y1azJDW9sAJ/D2c++tFY/rxyP9cm9GrajyrSqn91lmW9CNwMRNEwO7qrsXwAMA8IBAqB6caY/Y3dQgBjjJlkWdY8y7ISjTHb2voFRERERETk7O1rnM08lqRalsWDE2IA+PvdwymtOvedeo4OFtNGRDJtRCQvLEnhX6vTKKqoJaDxsKX0/AqigjyJCvLk5VsTz/NNpKdp7a8rPgYmAJknlL8O/NUYMwD4K/CP4+pKgVWNX38NDDyhL5Zl+VmWFXX8BxDZ+vBFRERERORs7cwuZeG2HAAGhnmfVB/p70F8+OlP2G2taxN6YbMbPt+V21SWUVhBdKDnaXrJhaxVSaoxZo0xJuv4MsuyQoDhwHuNRe8Bwy3LCm78/htgaOPXQ4GMUwz9cyD9hI/VZxG/iIiIiIichfyyGu7893re35SFn4czId6u7fq8+HAfIvzcWXMgn6PVdew7Usbh0mqig5Skyqmdz57U3kCOMcYGYIyxWZZ1qLE83xjzrWVZ0y3L+grYZ4zZcIoxXgHmnlAWiRJVEREREZF28fziZKrrbPzh5qH09vc45em7bcmyLBL7+DWc4LtoDwu2ZAMN18iInEq7XkFjjPn5GepLgBLLsmYBT7dnLCIiIiIiF7qqWhsLtx/i/y7py20j+3TYcxMifPlsx2GW7j6CvfF6G82kSkvOJ0nNAiIsy3JsnEV1BMIby89K48m/swAa96Wmn0dcHSYqKgo3N7eme1Kjo6NJT28Iffv27QwdOhQHBwdCQ0NZunQplmVRVlaGl5fXSeMsWrSIIUOGdPg7iIiIiMiFY8/ho9jshjExHXvHaEKkHwClVXVcHB1ARkEFMcFeZ+glF6pzTlKNMXmWZW0D7gDeafy81RiT31bBdQcLFiw4ZXJpWRbr1q07KSEVEREREeksO7JLgO+Sxo4yJMKn6euXbhlGpL97uy8zlu6rtVfQ/BmYCoQByy3LKjTGxAM/BOZZlvUboBiYfi5BnMty39X/3UdBVvm5PO6Mgnp7Mf7WAe0ytoiIiIhIZ9mZXUqItythvm4d+lxvN2f6BXtSbzP0DvDo0Gd3pJSiFPxc/QjzDOvsULq11p7u+1NjTKQxxskYE9aYoGKMSTHGjDLGDGj8vPdcgjDGzDLGWMYYC4g+lzE6y7Rp00hMTCQxMZGlS5d2djgiIiIiIi3anl1CQmTbXC1ztn5z7WB+e0N8pzy7I+wu2M1dn93F7E2zOzuUbq9dD05qT11lprOl5b4iIiIiIl1JeU09aQUVXD8solOeP3FgSKc8t73U2GrYmreVzbmbmZ88n8r6SmzGRnJhcmeH1u11iSRVp/uKiIiIiLSv/UfKMAYG9fLu7FB6hL9v+ztv7HoDgMv7XE5v794UVRfxSeonVNRV4Oms04vPVauW+7a37rzcV0RERESkO9if13Cey4BQJannyxjD4vTFjAobxec3f84rl73Coxc9yhV9rwBgf/H+To6we+sSM6kXkoEDBzadZObp6cnevQ3beCdPnoyT03d/HTt37sTf379TYhQRERGRnudAXjkuTg49+uCijrI9fzuHKw7zcNLDRHh9t3x6oP9AAPYW7SUxJLGzwuv2lKSeh4yMjBbrjDGtKjvTOO5ez4oAACAASURBVCIiIiIibWH/kTJigr1wdNDVL+drUdoiXBxcuKz3Zc3KwzzD8HbxZl/xvk6KrGfoEst9LcuaZVmWsSzLAOmdHY+IiIiISE+zP6+c2BCvzg6j29tTuIcF+xZwXcx1eLk0//O0LIsB/gOUpJ6nLpGkak+qiIiIiEj7qaytJ7u4igGhSlLPR529jqfXPY2/mz+PjHjklG16e/fmUPmhDo6sZ+kSSaqIiIiIiLSf5MNHAegfokOTzse83fNIKUrh16N+ja/rqe+bDfMMI78qnzp7XQdH13N0uz2pxpimg4ek87W0z1ZEREREuga73fDCkhR83Z25ODqgs8PpVtJK05ifPJ8wzzCuir6K17e/zuQ+k5ncd3KLfcI8wjAY8ivzCfcK78Boe45ulaS6ublRWFhIYGCgEtUuwBhDYWEhbm5unR2KiIiIiLTg0x2H2JRRzB+nJRDg6dLZ4XQrc3fNZWHqQuzGznvJ71Fnr2txme8xvTx7AXC44rCS1HPUJZJUy7JmAU+fqV1kZCTZ2dnk5+e3f1DSKm5ubkRGRnZ2GCIiIiLSgkU7DhPh5860EfqZ7WzYjZ2vs7/myr5X4u3izf/2/Y9r+l1DH58+p+0X5hkGQG5FbkeE2SN1iSTVGDMLmAVgWVYULZzw6+zsTHS0zlUSEREREWmN6jobq/fnc9tFvbUS8SztKthFYXUhl/a+lMt6X4aPiw+3x91+xn7HktTMo5l8nvE5k/tMpri6mPdS3mNk2EhGh49u79C7vS6RpIqIiIiISANjDF/tzWds/yBcnM79nNM5a9JZmZJHdZ2dyYND2zDCnu2FjS8wNnwsW/O24mg5Mj5iPJ7Onvx8xM9b1d/D2QNvF2/e2PkGtfZa4gLiyCjNoNpWzcIDC/n4xo9Zkr6EHfk7+M3o3+DiqCXYJ1KSKiIiIiLShXx7sIR7527ihalDuf3i0y8tbYndbnjtywMUVdTi6+7MqOjANo6yZzp49CDvJr/Lt0e+5WjtUUaGjWzxFN/TCfMMY3/xfoLcg8g8mskVfa9gdPhofrXmV3xvwfcoqysD4LLel3F538vb+jW6PV1BIyIiIiLShaw9UADAhvSicx4jOfcoRRW1PHlVHAt/PPa8ZmQvJF9nfw1AclEyOeU53Nj/xnMaJ8yjYcnv3YPuZsOdG3hu/HNcF3Md1/a7lnCvcF657BUC3AL4LP2zNou9J+kSM6mtPThJRERERKSn+ya1EICN55ikpuQe5Ys9RwC4ITGCMF/dxNBaq3NWE+YZRkFVAe6O7lze59xmOY/tS728z+XN9gI/P/75pq83HN7AB/s+oLy2HC8Xr/MLvIfpEklqaw9OEhERERHpycpr6tlysBg/D2dySqrILq4k0t/jtH2MMVTU2vBydSK9oIKrX12N3UBsiJcS1NN49ptncXZ05omLnwCgqLqITbmbuCPuDrxcvPBx8cHN6dz+/K6PuZ4g9yCifKNabHNV9FW8l/Ieq3NWc1X0VS22s9ltOFgOF9TBV5r3FxERERHpAt7dkMmQp5dSW29nxvh+AKxPO/Ns6qP/286E2V+SV1bNR1tzMECYjxvXDdMdnS2ps9XxadqnrMlZAzQkgo9//TgWFjf2v5GHhj3EXYPuOufxE0MS+VHij07bJiEoAR8Xn6YYWorzmo+uYe7uueccS3ekJFVEREREpAtYtvsIId6u/GBCP+4fF02EnztvfZOBMaapTd7Raq5/bQ3vbTyIMYble47w4bc5FFXU8puPd/Px1hzGxgTxzZOTeHhS/857mS5ue/52quqryCnPod5ezzeHv2H94fU8fvHjxPrHdkgMjg6OjAkfw9qctdiN/ZRtVmWvIqc8h7U5azskpq5CSaqIiIiISCert9nZnFHEFYNDefLqQbg5O/LzybHsyC5lya7cpnbLk/PYkV3Kkx/u5PEPdvDLD3YQF+bNTyf15/PduRwsquTGpAgsy7qgloeerQ25GwCot9eTW5HLvuJ9AEyJntKhcYyLGEdhdWHT840x/H3b35n2yTTKastYmLoQgF2Fu7DZbR0aW2dSkioiIiIi0sl2HzpKRa2NUf2+uypm6vBIBoR68fvPkimvqQdgbWoBYT5u3D8umv9uzqau3s5f7xrOI1cM4IOHxvCXO5K4MVHLfE+0OXcz9y29j5LqEn6y4if8J+U/uDg03E+aVZZFakkqIe4h+Lj4dGhcYyPG4uTgxOxNs6mx1TBn1xz+tv1v7C3ey2tbX2NN9hoivCKoqKsgvfTCObZHSaqIiIiISCc7dpLvJdEBTWWODhbPTx3KodIqXly6F7vd8E1qIWP6B/L/rhnE7JsTmHvfSGKCvbAsixF9/bluWDhOjvoR/3jGGP605U9syt3E7zb8jlXZq3B3cueeIfcA3yWp/fz6dXhsQe5BPDv2WTblbuKvW//KkvQlDA8ZTmJwIvNT5uPu5M7ToxsuQdlZsLPD4+ssXeJfsGVZsyzLMpZlGXSyr4iIiIj0ADa7Ib2gApvdnLHtutQC+gV5EuLT/DTZEX0DuOPiPry7IZNV+/MpqqhlbEwQlmVx68jejOgb0MKIFya7sbM6ezX19vqmsk25m9hRsAOApRlL8Xf157Opn/HjxB/j4uBCVlkWaaVp9PfrnD281/a7lst6X8bHBz5mb/FexkWM454h92Bh8eSoJxnVaxTezt6nTVJrbbWsy1nH5tzNHRh5++kSSaoxZpYxxjLGWEB0Z8cjIiIiInI+sooqGf38Ci578SsWbMk6bdvqOhvr04qYMCD4lPUPXRqDzW546J0tuDo5MH5AUHuE3CN8lvYZP1rxI5akL2kqW5S2CB8XH26OvRmAyX0n4+TghIPlQIR3BBsOb6CqvqpTZlKPuTLqSoprigG4pNclXN7ncr689Uuui7kOB8uBYSHD2Ji7scX+v17za36w/Ac8sOwBCqsKOyrsdtMlklQRERERkZ7k0x2HyCurIdDThRXJeadtuzmjmKo6GxNaSD57B3hw9dBeVNfZeenWYYR46+7TU7EbO//e+W8Avsz6sql8d+FuhgYP5ZYBt+Dk4MQN/W9oquvt3ZvkomSATptJBbg08lKcHZzxdvZmcOBgAALdv9ufPD5iPJlHM8k8mnlS3+LqYpZnLmdM+BhsxsbKrJUdFnd7UZIqIiIiItLGVu8rIC7MmyvjQ/kmrZB626mvGAFYtS8PF0cHLjnu0KQTPT91KB/+aAzXJlwYhyIdO0Rof/H+Vvf5Ovtr0krTiPCKYG3OWtYfXk/m0UxSS1IZHDCY+KB41t+5nmHBw5r6jAkfg4WFq6MrMX4x7fEqreLt4s1tA29j2sBpODo4nlQ/IXICAO/seYdFaYua1S3LWEa9qWfmiJn08e7D8szlHRJze1KSKiIiIiLShipr69mc2bB8d2z/IMqq69mZU9pUb4whJfcoAHa7YdmeI1wcHYCHi1OLY3q7OTO8j3+7x94V2I2dp9Y8xZ+2/IlbPr2FFZkrWtXvi8wv8HX15Zcjf0llfSUzls3g+0u+j83YiA+KB8DV0bVZn7sG3cU3d37D4qmLO/xk3xM9fvHjzBwx85R1kd6RxPjG8P7e93ly9ZOsyVnTVLcobRH9/fozwH8Al/e9nI2HN/LoV4+yI39HR4Xe5pSkioiIiIicI5vd8Mynu0k+fLSpbEN6EXU2w/jYIMbENCzhXb2/oKn+r18eYMorq9mcUcTKlDwyCyu5bWTvDo+9q1qbs5YlGUuYMXQGQe5BLE5ffMY+9fZ6VmWvYkLEBMaEjyEhOIEhgUMorG7YnxkfGN9iX09nT0I8Qtos/vZy/9D7uT7menp79+bFTS+SVppGVlkW2/K3cW2/a7Esi1sG3MKo8FHsLd5LZX1lZ4d8zlr+dY2IiIiIiJzW3twy3lybwb4jZbz7wCUAbM0sxsGCi/oG4O7iSFIfP5bsyqW23s5/N2dRWFELwPLkPHZkl9DL140pQ8I68zXaTUVdBTOWzWBI0BAeTnoYbxfvM/Y5tkf0/qH3c7DsILsKdgGwu2A3SzOX8nDiwzg7Ojfrsy1vG6U1pUzsPRE3JzfevfpdiquLmfy/yXi5eBHqEdr2L9fBrou5jutiruOrrK/42Zc/44aPb2Cg/0AArul3DdCwx/b1ya93ZphtQkmqiIiIiMg52prVcCLr2gOFbD1YTFIff1Jyy4gK8sTdpWFv4XUJ4fx20R5S88oJ93Ojf0gAFTX1/GfTQYor63jyqjice+jdpkvSl7CzYCe7CnbhaDny+MWPn7HPgeIDRHhF4OnsyZDAISzNWEpBVQG/XvNrUktTKa0pZdboWViW1dTn4wMf4+LgwtiIsU1l/m7+/HDYD6m31zdr291N7D2RJVOXMHvTbFYcXMHIsJGEefasX3L0zP8NIiIiIiLtwGY32I+793TrwRL8PZzxdXfm32vSAdh7pIxBYd/tb7wmoReWBbU2O/+cfhHzZ1zC1UN7UVxZR4CnC3df0rfD36O9VNZVUln33TLTj/Z/RIxvDEODh7KveF+rxthfsr/ppN1je0mf2/AcqaWpjOo1ig/3f8iTa56kzlYHwJ7CPXyS+gl3DroTT2fPZmPNSJjBQ4kPtcWrdSnhXuG8MP4Fbo69mR8n/rizw2lzSlJFRERERFrBGMP98zYx7g8rWb0/H4CtB4sZ0defqcMj+GL3EXJKqsgsrGRg2HfLWkN93Lg8LpRrEnoxILSh/PJBIVgWPDihH56uPWdx48xVM5nywRTWHVrHtrxt7CjYwdTYqUT5RJFxNKOpXUFVAfN2z6OirgK7aTj5OL8yn92Fu8k4mtGUpA4OHIyFxReZXzA8ZDj/vOKf/CTxJ3yW9hmfpn0KwOvbX8fP1Y8HEx7s8PftTG5ObswaM4sRoSM6O5Q21yX+R1iWNQt4urPjEBERERFpyWc7D/PV3nz8PZy5b+4m5s+4hNT8CqYOj+SygSG8uTaD2Z+nADRLUgH+/f2LMOa7Gdj+Id4s/fkE+gd7deg7tKfcilzW5azDxdGFH37xQ3xcfQj3DOfG2Bv5T8p/+CT1E8pry1lzaA1/3PhH8qryWJa5jEPlhxgZNpId+Ts4XHEYu7HT378hSfV09iQuII7K+kr+dNmfcLAceDDhQT468BErD67k6uir+ebQN0yNndqq/a7SPXSJmVRjzCxjjGWMsYDozo5HREREROR4drvhD5+nMLiXD0sfmYCXqxN3/HM9AGNiAhkc7sOwSF8WbjsE0Gy57zEn7oscEOqNg0P33SuZeTSTp9Y+1bS8d2nGUgyGd65+h2v6XUOtrZaXJr6Ej4sPfXz6APCLr3/BL1b9Ai8XL3447IfsyN+Bs4MzS9KXcKTyCC4OLgDE+sU2Pedvk//Ge9e8R4BbANDw5zix90TWH17P6pzVVNuqGR85voPfXtpTl5hJFRERERHpylYfKCCrqIrX7owjxNuN524aynNLknnqmsEkNd5f+vJtidz+z/VU19qI9Hfv5Ijb35xdc/j4wMf09+vPXYPu4uMDHxMfGE9cQBzPj3+eOltd0ym8UT5RAKzJWcP4iPH8ZdJfcHRwZErUFHp792Z55nK8XLw4ePQgb+56k2jf7+atgtyDTnr2xN4TeTf5Xf605U+4ObpxUehFHfLO0jGUpIqIiIiInIIxhpp6O27Ojry/8SABni5cMbjhKpOrhvbiqqG9mrWPCfbi4x+P5VBJVbeeIT2msq6SnPIcYv1jT6qrqKtgSfoSAN7a/Rb5lfkcKDnAHy/9Y1Ob46+J6e393T2wU6Kn4OjQcPJxjF8MAFf3u7qp/q5Bd53xNN4RoSOIC4gjpSil6doZ6Tm6xHJfEREREZGu5qu9+SQ8s4zle47wxZ4j3Dw8Alcnx9P2ifBzZ2RUQAdF2L7m7p7LtE+nkVKUclLd0oylVNVX8XDSw+RX5TNvzzyuirqKKVFTTjmWh7MHoR6hOFqOXBp56Wmf25rrYpwdnPnPtf/h3avf5enROtqmp9FMqoiIiIjIKaw9UEBtvZ2H3t2Cg2Vx37gL6+iUnQU7sRs7z214jnlT5jVLHjfnbibYPZgZQ2cwue9kCqsKSQxJPO14CcEJ1Nvr8XX1bZP4HCwHEoIT2mQs6VqUpIqIiIiInMKOnFIsC+pshumj+9DLt+ftMy2sKmTe7nnkV+Xzy5G/xN/Nv6kupSiFALcAtuZtZXXOaiZETmiq21e8j4EBA7Esi36+/ejn2++Mz/rjhD9iMGdsJ6IkVURERETkBDa7YXdOKdOGR9LL1417xvasWdRfr/k1jpYjlfWVrMhcgcFgs9uYfelsoOHO0oKqAh4d8ShvJ7/N23vebkpS6+x1pJamMjZi7Fk989g+VJEzUZIqIiIiInKcd9Znsi61gIpaG6P6BTJtRGRnh9SmCqoKWJS2CLuxA/DA0Adwc3TjtW2vcWXUlaw/vJ7s8mwAhgQN4Y64O3j121fZW7SX9/e+j93YqbfXM9B/YGe+hvRgSlJFRERERBqV19TzwpIUymvqAUiIbJv9k13J0oyl2I2dEI8QSmtKuXvQ3fi4+rDi4Aoe//pxau21TW3jAuKI9Y/ljZ1v8Iuvf0F6aXpT3QD/AZ0RvlwAdLqviIiIiEijD7ZkU15Tz6UDgunl60ZMsFdnh9TmFqctJi4gjvlXz2felHkEugfi7ODMs2OfxW7sjO41msGBg+nv1x8vFy98XX25b8h9pJem4+PiAzScrtvXt28nv4n0VJpJFRERERFp9P6mLIZF+jLvvoupt9lx7AH3nR4v62gWOwp2MHPETEI9Qwn1DG2qGxgwkIU3LiTEIwSbsVFVX9VUd/fgu/k6+2tuj7udzzM+p6y2DGcH51M9QuS8KUkVEREREQHKqutIyT3Kzy6PBcDJsectOlycvhiAq6KvOmV9H58+TV97Ons2fe3u5M7bV78NwBV9r2jazyrSHtrtf55lWVGWZR22LOsry7Leaq/niIiIiEj3Y4xh/oaD7DtS1tmhNNmZXYoxkNjbr7NDaRfGGD5L/4wRoSMI8ww753FcHF1wc3Jrw8hEmmvvXw99ZoyZaIyZ3s7PEREREZEuZkNaIbX1p55x+9/mbH710U5u+8c3XSZR3ZpVAvTcJDW9NJ300nSuijr1LKpIV9HeSer3LMtabVnWXe38HBERERHpQtILKrjtn+uZvyHzpLqiilpmfbqb4X38sCyL2Z+ndEKEJ9uWVUJ0kCd+Hi6dGocxhpUHV1Jrqz1z47PwzeFvABgXOa5NxxVpa61KUi3LetGyrHTLsoxlWUOOKx9gWdY3lmXta/wce1y3w8BA4ErgB5ZlBZ5iXL/GZcFNH0DPuohKRERE5AK0K6cUgK/3F5xUtzmjiMpaG7++ZhCTB4WwJbMYY0xHh9iMMYZtWSVdYhZ1Q+4Gfvblz3g/5f02HfebQ9/Q27s3EV4RbTquSFtr7Uzqx8AE4MRfhb0O/NUYMwD4K/CPYxXGmBpjTKUxpgpYDcScYtyfA+knfKw+qzcQERERkS4nJfcoAOvTCqmzNV/yuzOnFEcHi/hwX5L6+FNcWUdmYSUAWUWVTP3bWtLyy1v1nIqaenJKqs7c8AwOl1aTX1bDsC5wL+rSjKUALEpb1GZj1tnr2JS7idG9RrfZmCLtpVVJqjFmjTEm6/gyy7JCgOHAe41F7wHDLcsKbqz3avxsARcBzfo3egWIPuFj/Nm/hoiIiIh0JSmHG/aZVtba2HqwpFnd9uxSBoR64+bsSFKfhpnLuesyeGnZXn76/la+PVjC1/vyW/Wc2Z+nMOVPX1NaWXde8W47th+1j/95jXO+6u31rMhcgbuTO8lFyaSVprXJuJtzN1NZX8nocCWp0vWdz57U3kCOMcYG0Pj5UGM5wBjLsjYD64BlxpjDJw5gjCkxxmQc/wFkn0dMIiIiItIFJB8+ymUDg3GwYM3+7xJOYww7s0tIiGiYsYwN8cbTxZG56zL4y8oDTQltVV3rrjjZkF5EWU09c9dlnFe827JKcHF0YFAv7/Ma53xtObKF4ppiZo6YCcCKzBVtMu78lPn4ufoxNmJsm4wn0p7a7eAkY8wyY8xFxpjRxpiXTtfWsqxZjftdDQ1LfkVERESkGyqrruOT7Yc4VFrNxdGBJET6sebAd/tSs4urKK6sY2jjslpHB4vEPn64ODrw+JQ4Lh0QDEBBec0Zn1VeU8/eI2U4Oli8uS6d6jrbOce97WAJg8N9cHVyPOcx2sL6w+txspy4PuZ6enn2IrU09bzHzCjNYFXWKm4beBvuTu5tEKVI+zqfJDULiLAsyxGg8XM4p17We1rGmFnGGMsYY9Gw5FdEREREuqGXlu3jp+9tBSCulzfj+gexPbuUo9UNy3H/s6nhR8XjDyh6+rp45t13MQ9NjGHefRfTJ8DjlElqaVUdP3p3Cw+/t5XU/HK2Z5VgDNw1qg8llXVszyo5qU9r1Nvs7Mwp7RKHJm3K3UR8UDwezh5E+USRUZpx3mN+sP8DHC1Hbo+7/fwDFOkA55ykGmPygG3AHY1FdwBbjTGt20AgIiIiIj3C379K5eUv9rErp5QFW7IZHxvEk1fFMa5/EONig7DZDetTC/lsx2Fe+/IA00ZEEh/u09R/QKg3o2O+uwgi2NuV/LKTk9SN6UUs3pnLp9sP8d9NWWw9WAzA/eMa5jg2ZzZ8/+3BYvLKqpv6lVXX8bevDnCohQOW/rzyAFV1NkZGBZz1u1fXV3PTwptYlbXqrPseb23OWt7Y+Qa7C3YzMmwkAFG+UWQczTivk49tdhuL0xYzLmIcQe5B5xWjSEdxak0jy7L+DEwFwoDllmUVGmPigR8C8yzL+g1QDEw/lyAsy5oFPH0ufUVERESk8xytrmP20hSMgT+v2A/Ao1cObJqVHN7HH3dnR15YkkJGYQUj+vrzuxuH0HC25qkFebmQXlBxUnlq44m//YI82ZFdipuzA/1DvOgb6ElsiBebMoqorrNx57/WM7yPP8/eOISc4irWpxXyt69SeW3lAd6+/2JG9P0uGV29P58/r9jPLSMimTIk7Kzff1/xPg6UHGBh6kIu7X3pWfcHKKst44nVT1BS0zATPDK0MUn1iaKiroKCqgKCPYLPaexNRzaRV5XHL2J+cU79RTpDa0/3/akxJtIY42SMCWtMUDHGpBhjRhljBjR+3nsuQWi5r4iIiEj3tCOrFGPgxVuG8f3Rfbnj4j7Nls26ODkwY3w0zo4OXJsQztv3X4yb8+n3fbY0k5qaV06Itytj+geyM6eU9WlFjG2cgb0oKoAtmcV8m1lMdZ2ddamF3PjaWqbP2cgba9KZMCAYbzcnXly6r9mYmzOKcbDgtzcMwdGh5cS5JSlFKQCsP7Seenv9GdsbYyitKcVuvjsYau7uuZTUlDA8ZDgeTh4khiQCDTOpABlHM846LoCq+ir+svUveDl7MTFy4jmNIdIZ2u3gJBERERHp+b49WIxlwZXxoTxzwxCenzr0pDYzrxzI0kcm8Oc7kvBwOfNCviAvV4or6066XzU1v5yYYC8SIv0or6mnqs7GxLgQAEZG+VNWXc+/VqfhYDXMxlpWw97Xmno7T0yJ44Fx/fgmrZB1xx3klHz4KFFBnri7nNuBSceS1LK6Mnbk7wAgrTSN/7fm//Hmrjepsze/GueNXW8w7v1xXPqfSzlQfICjtUd5N/ldruh7BXO+N4fPpn6Gh7MH0DCTCueWpNbb6/nl179kZ/5Ofjv2t7g5uZ3T+4l0hlYt921vWu4rIiIi0j19e7CY2BAvfNyc22zMIC9XAIoqagn1aUiujDGk5ldw3bBeJDSeDOzm7MDofg0zqZPiQvB2c+LLvfkMjfDlldsTcbQsQn3cSC+oYHC4D30DPfjX6jTuemMDNyVF8PR18ew5fPScDkz6PP1zfr/h93g6ezIoYBD7ivexOmc1w0OH8+6ed/kk9RMMBn83f27sfyMAuRW5/HPHP7ko9CL2Fu3l1W9fZWjwUCrqKngw4UEcHRyb7RsN8wzDzdHtrA5PKqwq5KHlD1FjqyGtNI1fjfoVV/S94qzfT6QzdYmZVC33FREREel+jDFsPVjC8D7+bTpusHdDknr8kt/CilpKq+qICfaif7AXHi6OjO4X2LR02M/DhZ9c1h+A0TGBxAR7Nc2QDm48pOn/s3ff4W2WV+PHv49kW/KU996xHWc5E0IGIWQQ9h4thTLaQheUjvelLdCmlPIW2lI6mL8CZZVRRtghgey9d5x47y1bw7L28/tDjhPHdux4xI5zPtfFlVTScz9HJik6Ovd9TrDOjy9+ciH3zMvkoz3V3PDcJiqb2zqe7yunx8lTO5+ixdFClbWKGfEzmBE/gxWlK/CqXtZUrGFB6gJSQ1P5tOjTjute3PciHq+Hx+Y+xt2T7mZN5Rqe2/McFyZdSG5kbpf7aBQNWeFZHGg8cMp4lhUu4/qPr+fO5XfyP+v+h8KWQnRaHT+e8mO+mfvNU14rxEg0IiqpQgghhBDi7JNfa8HU5mJa2uAmqccqqQ0njKEpqvc1TRoTE4KfVsMz35pGSkRQp+vumJ1OVUsbt5yX0uPaUSE6fnXZOCYmGrivfVTO+ITTS1Lfyn+LmtYapsVOY1f9LnIjcxljGMPSzUt57+h71LfVsyB1AWMjxvLc3ueoba0lSh/Fl6Vfckn6JSSFJHFr7q2Um8sJ14dz+7jbe7zX3OS5vLjvRZrtzUToj/+cG2wNRAVGsa12G0s3LSUrPIu61joqrZXcP/V+vpf3vdN6T0KMJJKkCiGEEEKcpapb2qgz25k6yJXMvlqVXw/A/Jz+dZ7tSUzI8UrqhoJGVh+pZ82Revw0CrnxoQBcPDa2y3V6fy2PXjOxT/e4Mi+BlzeWsLu85bSS1CprFc/seYZ5yfN4fO7jPLvnWS5K9nX1fWzrY/x5x5/RKlrmJc3D4rTw/L7n+fman3Nd9nWYnWYuTb8UgCD/IB6d82iv95ufpTs5UwAAIABJREFUPJ/n9z7P+qr1XD3magBMDhNXfHgF38j9Bl+VfUVaWBqvXvYqAZoA9jbsZVrctD6/HyFGohGx3VdRlKWKoqiKoqhAyXDHI4QQQghxNvjDZ4f59svb8Hr7P0ezP1RVpcHiYHV+PZOSDMSGDW5TnphQHYoCB6pM/OzdPby6qRSvCq/cdd6g3UtRFP50Yx4PXzHutNb8+66/o6Dw8MyHMegM/GrmrzDoDBh0Bq7Luo744HgevuBhwvXhpISl8JeL/kJBSwG/2/w7QgNCmZ04+7TiHBc1jpjAGNZUrOl4bFP1Jtrcbbxy4BUqLBU8MO0Bgv2D8df6MyN+BhplRHzEF6LfRkQlVVXVpcBSAEVR0pFEVQghhBDilLxelU1FjVjsboobW8mKDRnye24rMeJwe9hV1sJfv/KNcrl/Yfag3ycwQMtVeYm8trkM8CWn3VVOByorNpSs2NA+v15VVbbUbGFR2iISQhK6PP+bWb/p8tiitEWMjRjL8/ueJzcyF3/t6TWY0igalqQv4e38t6mwVJASmsL6yvWE+Idg99jJNGT2ez6rECPViEhShRBCCCHE6cmvtdBs84032VfZQlZsCCWNraRGBvVr3uep7C5vRu+v5e5/b8fmdKPVKOTEhdBic3FVXtdkbTA8sCibz/bXkB4VxEXZg7uduL8qLZUY7UYmx0w+retSwlL4w9w/9Pu+d064k3ePvMsLe1/g0TmPsqFqAxelXMRVmVcRFxQnlVMx6kiSKoQQQghxFtpc3ASAv1ZhX6WJsfGhXPmPDTx5Qx43zei5cdDpqjDauP65Tagq6Pw05CWHU2608Z/vXdDR4GgoZMaE8NdbppAUHohmkJPu/trTsAeAKbFTzuh944Lj+EbuN3j90OtoNVqaHc3MS5rHnKQ5ZzQOIc6UEZGkypxUIYQQQojTs6mwkbSoIOJC9eytbKHV4UZVfVtyBzNJ/epwHaoKF+XEsGRCPLecl0Kr0z2oc1F7cvXkxCG/x+nYU7+HEP8QxhjGnPF7/3jqj9lSs4UPCj5gbtJcFqfL7FMxeo2IJFXOpAohhBBC9F2DxcHaow3cOTsdRYF/byrlYLUZgN0VLYN6r68P1zMmJphX7z6/47EzkaCORHsa9pAXk4dWoz3j9w70C+TvC/7OssJl3DXhLvw15+a/A3FukA3sQgghhBBnmf/urMDtVfnmzFRumJ7M1NQIIoMCuG5qEkUNVsx216DcZ2eZka0lTSwaFzco653NmtqaONp8lOlx04cthqSQJH405UcE+Qf1/mIhzmIjopIqhBBCCCH6RlVV3t1ewcyMSMbE+Dr6vnvvLADWFzTw4e4q7vvPbpZMiOfWman9vs8ne6u5763dBPpruXZq0qDEfjbbWrMVgFkJs4Y5EiFGP6mkCiGEEEKcRQrqrZQ22bhmStfEMS85HIC1Rxt4dk3hgO7z4e4qksID2frQQsYlhA1ordFgc81mwgLCGB81frhDEWLUkyRVCCGEEOIs8tXhOgAW5HadG2oI9OeJGyZx/bQkKpvbqDDa+nUPq8PNhoJGlkyIP2fPn57o2HzUmQkzh+U8qhDnmhGRpCqKslRRFFVRFBVpmiSEEEII0aNVh+uZmBRGvEHf7fO3nJfK9y/ydZ/961dHufIf65n35GoaLI4+ra+qKst2V+H0eFkyQc6iAhjtRmpba5kaO3W4QxHinDAiklRVVZeqqqqoqqoAGcMdjxBCCCHESGRsdbKrvJmFuadOHrNjQ4gOCeCDXVVUNbdRbrSxv6pvXX8f+egADy87wJiYYGakRw5G2Ge9CksFAGlhacMciRDnhhGRpAohhBBCiJ7tq2zhntd28Pn+GrwqLBzXdavviRRFYV52DIZAf1668zwAypp63vqrqir/2VrOm1vLeGNLOd88P4VP77sQrUYZ1Pdxtqq0VgKQHJI8zJEIcW6Q7r5CCCGEECOQ16uiaU8SX9tcxopDdWwuaiI2VMfEREOv1z967UR+6XQTE6IjOEB7yiS1wtjGrz/cD0BkcAC/unwcgQFy9vKYSosvSU0MSRzmSIQ4N0iSKoQQQggxwjjcHq5/dhOTU8J59OoJfN3eLMnicHNFXkJH8noqITo/QnS+j3qpUcGUNbV2eU1VSxvLdlcRFuhrjvStmaksHBcrzZJOUmGpIDYoFr1f9+eAhRCDS5JUIYQQQogR5rVNZRysNnOw2ozXq9Jsc3FFXgKf7avhkn40M0qLDOJovaXTY60ON9/593byay2EB/kTHRLAY9dORFFki+/JKi2VstVXiDNIklQhhBBCiBGkqMHK31cVcGF2NHaXh7e3V6D31/DkDXl878JMJif3vtX3ZGlRQazKr8fjVTlSayFE58fb28s5WmchPkxPrdnOFXkJkqB2o9XVSqWlkgsSLxjuUIQ4Z4yIJFVRlKXAb4c7DiGEEEKIoVDZbMPqcJMbH3bK11W3tHH7v7ai89Pw2LUTSTAEsreyBZ2fhmCdH1NSwvt1/7SoYJweLzWmNu59Ywdhen/Mdhdzs2O4enIiv/jvXmZlRvVr7dFsTcUa7lt1HwApoSnDHI0Q544RkaSqqroUWAqgKEo6MitVCCGEEKPIrz7Yz5FaC1t+tbDLedIKoy+BjQvTc/tLW7HY3bx1zwWkRQUDcN4gjIFJiwoCYFd5CxXGNqANgPsuzubaKYk43V6unSpNgU62rnJdx++TQpKGMRIhzi0jIkkVQgghhBitbE43W4uNOD1eDtWYmZjUebvufW/t5nCNmdz4UCqa23jjOzO7vGagsuNCAHh9cykAigJaReGSCXH4aTXcOjN1UO83Wuyu3830uOnMS57H/JT5wx2OEOcMSVKFEEIIIYbQsQQVYO3Rhk4JaK3Jzp6KFgD2Vpr4802TOT9j4JXTk8WG6slLNrC9tBmNAr+5cjxmu5vwoIBBv9fZbmXZShKCE0gOSaawpZD7p97P3RPvHu6whDinSJIqhBBCCDGE1h5tQOenITUyiLVHGvjRxVk43B5ufn4zfloNAP/69gycHi+XT0oYsjgWj4tjX6WJrNgQ7pyTMWT3OZv9efufefXQq0Tpo/jZjJ8BMC1u2jBHJcS5RzPcAQghhBBCjGbrCxqYmRnFkgnx7CxvxtjqZGNhI3srTewsayYjOpiF42KHNEEFuGRCPAB5yf1rvjTa7W3Yy6uHXmVh6kKaHc08svERgv2DmRA1YbhDGxJOuxuXwzPcYQjRLUlShRBCCCGGSFVLG0UNrczLjubSifF4vCrLD9Sy/EAtoTo/vj0rjZ8szD4jo19y4kL44fwxfGuUnT/9rPgzlm5aOuB1/rX/Xxh0Bh6f+zgPTHuABSkLeGXJK+j99AMP8jS5nR42vFtAq8kxZPdY/sJ+vn718JCtL8RAyHZfIYQQQoghsu5oAwAX5cSQFRtCZnQwH+6upLDeysJxsTx6zcQzFouiKPzvpbln7H5ngt1t58ntT2K0G/n2hG+Tacjs1zpl5jLWVKzhB5N/QJB/EHdNvGuQIz09Rbsb2LuqgpBIHVMWDc2XCg3lVgICtUOythADJZVUIYQQQogBKKy38trmUnaWGTlaZ+HFdUXsLm9m7hOr+OeqQhIMerJiQ1AUhSvzEthe2kyzzcW1U2WkyUC9X/A+RrsRgBWlK/q9zvKS5QBcn339oMQ1UEe31QJQU2QakvXtrS7srS4sTXY8bu+Q3EOIgZBKqhBCCCFEPzncHq57ZiMWhxs/jUKwzg9TmwtFAX+NBqfHy80zkju2894xOx2XV2XRuFimpw1+F9/RzuK08Pstv0en1XH7+Nt5+cDLTI+bjlf1sqJsBd+f/P3TWu9o81FWlq1kZelKpsVOIz44fogi7zub2UnF4WYUBWqLTKiqOujbwc2Nvjm5qur7fUR88KCuL8RAjYhKqqIoSxVFURVFUYGS4Y5HCCGEEKIvdpW1YHG4eeKGSUxLjSAoQMuvL89lbFwoH/xwNv+8dSq/uGRsx+ujQnQ8eGmuJKj9tLNuJ1+UfMGnxZ9y2+e3UW+r5568e1ictpiC5gLKzeV9XsvlcfG/a/+X5/c+T5GpiEvSL+lXTB63l4+e3k3V0eZ+XX+yynwjqldl3OwEbGYnlib7oKx7IlNDW8fvW+psg76+EAM1IpJUVVWXqqqqqKqqANITXQghhBBnhY2FjWg1CpdNSuDtey5gzf/M5555Y1j+wDwmJhm4Mi+R2LAz33hntCozlwHw5LwncXgc5EXnMSthFvOT5wOwrnIdAKqq8ubhN3low0O8cegNnB4nXtXLxqqNODwOviz9kntW3kORqYg7xt/BnMQ5XJ5xeb9iaqmzUZnfTNHO+gG9N6/Hi8fjpbnWhqLA+Lm+7eBDseXXVH9CknrC74UYKWS7rxBCCCFEP60vbGRKSjhhen8AdBppRDOUysxlGHQGFqct5qVLXiI51LeVOiUshQxDBusq13Hb+Nt4bMtjvHv0XSL1kXxc9DH/yf8PiSGJbK3ZypL0JawqX0VUYBTfm/Q97p92/4BiOlaVrC+3DGidVa/l01JvIzRKT2h0IDFpoSgaheaa1gGt2x1Tg40gQwBet0pLvVRSxcgjSaoQQgghRD+Y2lzsr2zhxwuyhzuUc0a5uZy00DQAZsTP6PTcvKR5/Cf/PxSbinn36LvcMvYWHpr5EBurN/LC3hfYXbebcZHj+LL0S/w1/rx26WskhAx8Nu2xJK+p0orX40WjPfVGRa/HS5vVRbBB1/GYsbqVI9tqQYU2i5PwuGA0GgVdkB8Om3vAMZ7M1NCGISYQ1atikiRVjEAjYruvEEIIIcTZZnd5M14VZmbI+dL++qjwI4pNxX1+fZmljNSw7keyXJx6MS6vi4fWPwTAt8Z9C0VRmJs0l9cvf53tt23n+cXPE6WP4rZxtw1KggrHt866Xb6tur3Zt7qS1369iYYTKq87vigF1fd7c6OdiLggAPTB/thtrkGJs1PM7UlqZFIItcVmyg829WsdY3Ury188gNvlGeQIxblOklQhhBBCiH7YXd6CRoHJKeHDHcpZyeK08PDGh7lr+V2Umkp7fX2bu43a1toek9RpsdOYFD2JA00HyArPIsPQuc2JRtEQqY9k+Q3L+en0nw44fqfdTfGeBkz1NvQhvu3e9WW9b/kt2duI16Py9auH8bi9tNTZKNxRx/i5iR2vCY8LBPBVUlsHN0m1t7qwmZxExAcz86pMwuOC+Pz5/ditp3+fHV+UUrSrnuYaqcaKwSVJqhBCCCFEP+wqbyYnLpQQnZye6o+C5gIAjHYjT+18quNxj9fDJ0Wf4PA4Oh5zepzsrtsNQHpYerfrKYrCDyb/AICFqQt7vK/eTz8oI132ra7ki+f3U11oInVCJH46LQ1l5lNe47S7qS0yEZseRlOVlY3vF7Ltk2K0fhpmXu1LGIGOX/XB/thb+7bdV/Wq1JeZqTjk6w7ck8ZKKwDRySEEhQWw4PZcPC4vJfsa+3SfY2xmJ0W7fM2iWk2OXl4txOmRJFUIIYQQ4jR5vSp7KlqYmhox3KGctY4lqXMS57Crfhde1QvAR0Uf8esNv2ZV+aqO1/5t19+496t7AXqspALMTZrLU/Of4o4Jdwxh5D6l7Umd6lWJiAsiLj2U2hJfktpSZ2PTB4V4Pd5O11QdacbrVZl1bSZ5Fyezf3UlBTvqmXRxMkFhAcSlhwHHk1TfmdS+VTgPb67hv/+3g4//voeKfGOPr2tqT1KjkkMAiEkNJSRCR/GehtN493B4UzVejy8Ztpmdp3WtEL2Rr/6EEEIIIfrghbVFaDUK370wk6IGKxa7m2mpstW3v442HyU0IJQl6UvYWL2RElMJqWGpvLjvReD4uBm3182nxZ+SFZ7FuMhx5ITn9LimoigsTls85LG3mhzUlZgJDtfR2uLAEBuE2+ll14pyXA4P2z8r4ei2OiLigxg3+/g23rKDRvwCNCSMCSchK5zAsACik0NInRAFwNhZ8Xg9XoLDfU2VdMH+fW6cVLSznmBDAK0mJ40VVlLHR3X7usYqK4Gh/gSFBQC+n1nm1BgOrqvGaXcToO89PfB6VQ6sqyJhjIGaIhM2kySpYnBJkiqEEEII0Ysmq4O/rDiKRgM3zUjh8/21AMwa030iIHpX0FJAdng20+KmAbC7fjcrSldQZa1Cq2ipsFQAsKNuB0a7kYdmPsQl6ZcMZ8gdyg74Gg1d8p0JlOxtIHV8JP46LapXpeKwkaJdvqrkjs9LyZkZj1arwePxUry7nrSJ0Wj9fZsZZ1yW3mndlNxIUnKPN+LSt3f39XpVNJqetyg72txUHmkmb0EKR7fVYjxhbI3d6sJmcRKZEAz4KqlRSSGdtjyn50Wzb1UltUWmjoS5t/dvNTqYe2M2xppWbLLdVwwy2e4rhBBCCNGLd3ZU4PR4sbu8vL+zkne2l3NhdjTJEUHDHdpZSVVVCpoLyInIITU0lUh9JK8ceIVn9z7L1WOuZmrs1I4kdXnJcoL8grgw+cJhjvq4op31hEbpScgyMOfGbHRB/sRnGADY+F4BHreX86/KwNxop+KQb+ttZX4zbRYXOefH9fk+umBfQyZnL9XU8oNNeD0qGZOjiUwIxlh9PEnd8N8C3vvjDhw2F16PF2N1K9HtW32PiU3zbTPu66zXg+uqCDYEkD45mqCwANnuKwadJKlCCCGEEKegqipvbStnVmYUeckGnlieT7XJzjfP7/lspDi16tZqrC4r2RHZKIrCrMRZVForWZy2mN/M+g0poSkdSer22u3MTJhJoF/gMEftYzM7qThsJOe8uE7VSH2IP+FxQZgb7WRNj2XK4lQ0GoWaQhMAR7bUEhDoR1ofKpUdawb5Nj3aT9HhV1VV9q+uJNgQQHymgcjEYJprW1G9Kl6Pl9L9jbgcHvI311JTZMLj9hLbfvb1GF2gH4aYwE5jcXrS2uKg/GATubMS0Go1BLVvMe6Nx+1FVXtu6HSyNouTD/60k4aKviXOYnQZ8u2+iqI8AFypquqiob6XEEIIIURf1ZntvLKxlFvOS+Efqwq4Mi+BBbldq1wlja1UGNu4d94YpqaG89yaIlRg0bi+V8REZ/lN+QCMixwHwNJZS3nwvAeJ0PsaUaWGpdJY2Ei1tZpySznXZ18/bLGerGBHHaoKOefHd3nuwpuzsZmdjL0gHkVRiEkLpaawhbKDTRRsr2PyopSOrb59caySeqpzqSV7GqkpMjH/W2PRaBQiE4JxO72Ym+y0tjhw2Nz46bTsW1NJfGYY/jot6XnRXdaJSQulrrhzd+LCnfVs+6SYGZenc3RbHX4BvthVFXJn+ebMBoXpqCsxnfJ9uJ0e3np0K2NnxnP+VZl9eu8H1lVRU2SibH8TMSmhfbpGjB5DmqQqiuIPTBnKewghhBBC9Mdrm0t5fm0RL6wrQlXhoz3V/OObU1k8Po4Wm4uYUF/zmk1FvvOHc7KiyYgO5p+3ThvGqEeHg00H0SpasiOyAd9YGL2fvuP55NBkAD4v+RyAvJi8Mx9kD0r3NRKZGExkYnCX504+z5mQFc6+1RV8/e9DRCYGc8HVfUvQjtG3J6n2Hjr8ejxeNi8ram/Q5Esao5J8W3mNNa3UFLag0Shc/K2xrHz5EOaGNnJnxeMfoO2yVkxqKIU76rFbXR1zX0v3N9Jca2Ply4cIDPVH66/BanSQMMbQ0YH4WLMmVVV7HO1zcEM15kZ7nyq14Ku6HlhbBUBTtbVP14jRZagrqbcDbwH/M8T3EUIIIYQ4LavzG8iIDiYyOIB75mXy7JoiHll2gNc3l7G/ysSXP51HUnggm4oaSTToSY+S86eD5bDxMGPCx3RKTE+UGurbSv1p0adoFS0ToiacyfBOqanKSvqkrpXI7iRmGdizshyn3cM1D0zAr5vk8FR07dt9HT1s9z28oZqWOhuX/zAPjdZX5YxMCEajVSg/2ETp/kaSxoaTc3481hYHW5YVM35OYrdrxab6qpW1JaaO99dc00p0SgiZU2KYeFES+iB/Ko82Y4g+vvU6KEyHx+XFafegC+yaWng8XnZ96evUbDHaAd+82KZKKwlZ4aiqymfP7iN7RhxjZ/qq0xWHjdjMTvTB/jRVtXZZU4x+fdpvoCjKnxVFKVEURVUUZeIJj+coirJZUZSj7b9mn/CcBliiquqXQxC3EEIIIUS/1ZntHKoxc/OMFN7/wWyWTIjnD9dOxGhzsrm4iTaXh4c+3I/Hq7K5qIlZY6J7rBKJ7qmqyufFn9Pqau3y+KGmQ4yPGt/jtSmhKWgVLUWmInIicgjyHxlfENjMTtosrm6rqN1JzA4nyBDAvFtyOiqcp0MX1F5Jbe263dfc1MaWj4tJzA4nfdLxCm5AoB9ZM2I5sLYKq9HBxIt8Velpl6Tx3b9cSEJW92OT4jIMBIb6s/3TEla8dJDdK8sx1rSSmB3OeVdkEBgSgKJRSMmNJOzEJNXgG2XTU4dfY1UrNpOTIEMA5iY7bpeHz57Zxwd/3sWRLTXUlZgp299E4Y66jmtM9W0AZE6LwVRnw+Pydru2GL36uil+GTAPKDvp8eeBZ1RVzQGeAV444bnrgY9PtaiiKOGKoqSf+A+Q3MeYhBBCCCFO228+OsCFT64GYP7YmI7HJyYZ+NmiHL47N4OHLh/HmiMN/OzdPTTbXCwaFztc4Z4VumuIU9BSwIPrH+Tt/Lc7PV5nq8NoN3acR+1OaEAof77oz4yPGs8VmVcMerz9dWy0S1Ri3xJOXZA/d/5xDuPndl+97PX64PZK6knbfZ12N1++eADVo3LxbbldvkCZvCAFgNAofafzpwHdVDqP8ddpmXNjNvVlFgq217Htk2LcTm/H6JqeBLcnqceqpCc7tsU3c0oMLruHTe8VUl3QQnhcEKvfPMLWj4sBqC87vhXY1NiGv05Lck4EXq9Kc53tlDGI0adP231VVd0AdPoLoChKLDANODYx+S3gn4qixKiq2gCMBeYrinI7MEVRlO+qqvqvk5Z+APjtwN6CEEIIIUTfrcqvJ0zvz/S0cHLjOzdkuW+hb1OY2+Pl7e3lfLSnmvEJYSyZ0LVJjvBxeV3c/MnNZIVn8fjcx/HX+qp/+UZfc6TN1Zv5zqTvANDY1sjvNv8OgEnRk0657qK0RSxKG1l9N43t5yMjk/pWSQUGVIHXajX467U42iupTrubo9vqOLyxmoYKK5d9f1LH2dATxaaFMWVxKgmZhlPOVz1ZzvlxtLY4sDTZObDOdya0tyQ1OiUUXZAfWz8uIWlsBFpt5xpYQ7mFgEA/knIiOLC2iiNba0nIMnDpPZN474kdVOY3o/FTsJmdtLY4CA7XYWlsIyw6sOPn3FRl7TI2R4xuAxlBkwJUqarqAWj/tbr9cVRV/YOqqotVVb0U2NNNggrwNJBx0j8jZwiWEEIIIUaVJquDyuY2vndhBi/cPqPHBMJPq2HpVRMI0/vx0BXjTuuD/rlmZelKClsKWV66nD9s/UPH48eS1F31u7C5fJWwf+7+J9tqtvGLGb9gYvTEbtcbyZqqW9EF+xEUFnDG7qkP8qfN6sRitPPBn3ay9j9HMDW0seR7E8jopkvvMXNuyCJzakyPz3dHURSmLUnj/KszOPZXI6KXJFUf7M/8b+VSX2rmwJqqLs83VFiISQkhLNp3/thp9xCfYSAoLICr759CXEYYM9s7/h6b02pqtBMWrSc8LgiNVumoYItzx5CPoAHoafyMqqotQIuiKEuRiqoQQgghhtj+Kt+ojEnJhl5fOzsrmp2PLMZfK2Ple6KqKm8efpP0sHRmxM/gk6JPmJ04m/eOvofNbSNAE4DT62Rn3U5mxM9geelyLsu4jDsm3DHcofeLsaqVqMSQM3o+OTYtlPKDRhxtbsyNdq788WRSJ0QOaQyBIb6Zq6bGto4Ow6eSNT2WfasN7FtdQd7FySjtX+p4PV4aK61MvCiJ0KjjTbLiMnxzWsPjgrjxwRm4HB62LCuivsxM+qQoLE1tpI6PRKvVEBqlx9zQNjRvVIxYA/l/3QogSVEULUD7r4ntj58WVVWXqqqqqKqq4KumCiGEEEIMuv2V7UlqUu9JKiAJag9Wlq3k2mXX8tTOp9jXuI/bxt3GNWOuweFx8OD6B9lcs5m9DXtZkr4EvVbPyrKVfF3+Na2uVq7JumZQYzE3tVF1tHlQ1+yOqqoYq619bpo0WMZfmIi91UXZ/iYmL0whbWLUGUmS531zLIvu6rm51ckmzU/G3GjnzaVb+OL5/aiqSnOtr+lRTEoo+mB//HS+7sZxGZ3//vnrtEQkBFO8uwFLkx2309tReTVEB2JulCT1XNPvSqqqqvWKouwBvgm80f7r7vbzqEIIIYQQI87eShOZMcGE6nuvDonuNdubeXTzo7Q4WigyFTE7cTY35tyIRtGQFJJElbWKsIAwzE4zk2MmE+QfxPsF77OtdhupoalMj5s+aLHYzE6W/WU3bVYn3/3rvC7nIXvjsLloqvJ1sO2NtdmB0+7pV5fegfB109VjMznJu/jM9Rc93TOgmVNjCI3U09riwFTfRuXhZmwWZ8daiqIQGqnH2eYmJELX5foLrh3D58/t4/Pn9gN0dBAOiw6krtQ8wHcjzjZ9HUHzd0VRKvF13v1KUZSD7U99H7hPUZSjwH3t//u0KYqytH28jQqU9GcNIYQQQoje7K9qIa+PVVTR1WsHX+OqZVdhdVp5YfEL3Jt3L09c+ARajRZFUfjupO9yWcZlPDLrEQDyYvK4e+LdoEJtay2/n/N7NMrAqtPmpjZUVcXt9PD5c/uwGH2VN2M/5mnu+rKcZU/t6tI9tztNVe1Nk85wJVXRKCy8czyLvzOBwNAzdxb2dGm1Gm555HzuemIuoZF6tnxcjLHaikardDR3Gjc7gckLU7q9PiMvmlnXjen4OYdFtSepMYE4bG7sPcyKFaNTX7v73g/c383j+cDMgQahqupSYClA+xgaSVSFEEIIMajqzHZEpNC3AAAgAElEQVTqzA7yknuvmomuNldv5k87/sQFCRdwb969zIifwezE2Z1ec2POjdyYcyPg696bFJIEwCOzHiHIL4hpcdMGFENjpYV3HttOxuRovB6VulIzc27MYuN7hdQWm4hJDe19kRPUFLWgqr6GSIk9zA89xljtS4J763Y7FHqLbaTQtY+4mTQ/mU0fFOL1eAmPC0Lr5/tiYuri1FNeP3VxKi21Ngp31nfa7gtg7uP5WDE6nJHGSUIIIYQQw21f+3nUvD40TRKd7WvYx4PrHiTDkMHfF/ydQL/AXq85lqACXJ99/aDE0Vzr6xJcsrcRrZ+GC2/OYdL8JHatKKeuxMyk+Z1fr3p981uVbroze9xe6kt93WSbKq19SlKDw3WSKPVBcm4EAI0VVrLPi+vzdYqicPHtucy5MQu/AN/51bCYY0mqndi0sMEPVoxIIyJJle6+QgghhBhq+ytb0CgwPlE+6J4Om8vGvSvvJVwXzj8W/KNPCepQaW1xALD4O+NJzIroONsYnxFGbYmpy+s3vl9IdUELN//6vE6Pt1mcNFZY8bi9gK+S2pumaitRZ3ir79kqKjkEXZAfDpubqNOYKQu+RFUXdPyLgGMVVVODbVBjFCPbiGhZJ919hRBCCDHU9lWZyIkLJShgRHxHf9YoNZdidVn52YyfkRaWNqyxWFsc+PlryJ4R16n5TlxGGKb6tk7nFh02FwfXV9FQbulynvGzZ/fx8T/2AL5KnbH9HGRPvF6V5hrbGT+PerbSaBQS2ivTkYkDazQVoPcjMNQfk4yhOaeMiCRVCCGEEGKo1JvtTH10BesLGvs8ekYcV2YuAyA9LH14A8FXSQ0O13UZwRLVngi11B2vtuVvrsXt9FVKGyssHY+7nR7qyyyggiEmkLTxkTRWWdmyrAi7tfvmPG0WJx63t6PjrOhd6vhIFOX0uwR3JyErnMKd9WxeVsSHf9mFqqqDEKEYySRJFUIIIcSotrfSRLPNxcQkA9dNS+r9AtFJqakUBYWU0O67sp5Jrc2ObseXHOsee+zMKsCRrbUdjzeUH6+UNlW3onpVFnw7l+t+Po3IpBBcdg87l5dxdHtdt/e1mXyjVIINXe8tujfhwkRufuh8QiP1A15r1nVj8LpVdi0vo7qgBZvZOQgRipFsRCSpMoJGCCGEEEOluMGXoLx29/nMHhM9zNGcfUrMJSSGJKL3G3iyMVDW9krqycKi9Wi0Ci11vrOlzjY3jRUWsmbEEhKho+GESuqxqmpSTgTB4TqyZ8Qy4/J0dEF+NFVauqwNdCRFQYaROwJmpNFoNYNSRQUIjw3ioltziIj3felgabIPyrpi5BoRSaqcSRVCCCHEUClqsBIdosMQKF1Z+6PMXDbsZ1HB16m3taX7SqpGq8EQE9hRSa0pNqGqvtEtMamhnbb7NlRY0QX5ERrlS7p1Qf7MvDqT6JRQGiu7P5tqM/saNgWFSZI6XMbNTuTSeycByPnUc8CISFKFEEIIIQZDVUsbZruLd7aX8/oW31nK4oZWMmOk4U1/qKpKqal0RJxHbbO68HrUbiup4Nvye+xMak1BC4pGIS4jjJjUUJrrbDjb3ICvkhqdHNLlXGt0cghN1a14Pd4ua7e2b/eVJHV4hbV/sWBpkiR1tJP2dkIIIYQYNnaXB1WFwPaZiMce0/lpuiQRfVlryV/X4XB7cHlUtBqFReNiKWqwcunEhMEOfUT4sOBD9jbsZenspUOyfmNbIza3bUgqqaqq8vW/D5M5JYbMqTGnfK3X48VY7atyhoR3v+04PC6IsgNNeD1eqgtbiEkJIUDvR3ymAVSoba+uNpRZmLyw6/na6OQQPC4vLfVtRCZ0/lLDZnYSEOjXMbtTDA+/AC1BYQGYG2W772gnlVQhhBBCDJv739rNN17cjNvjpbDeQllTK9N/v5K8363gw92Vp7XWrvJmrA4387JjuH9hNl5V5Z+rCmm2uRgzCiupXtXLC/te4IOCD7C5hmaG5EdFHwGQG5k76Gu7HB6ObK3lixf2Y6w59ZzSrR8X89HTvpExwd1s9wVfkur1qNQWm6grNpOcGwFAfKYBjUYhf0stnz+/j8ikYKYt6Zp0R6f4zk+W7G3A7fR0es5mckoVdYQIi9ZjlkrqqDciKqmKoiwFfjvccQghhBDizLE63Kw50oDT4+XG5zezp6KF5AjfiI+k8ECeXH6Eq/IS8dP27Tv1LcVGNAr89RtTCNP7c6jazFvbygEYEzM4DVxGkt31u6myVgFQ0FLA5JjJg7p+QXMBz+x5hiXpS5gaO3VQ1wbfWJdjtn1c3HHe8GRej5fDm2rQ+CnoAv0Ij+1+DExcehgAy188gKqqTLjQ18nZX6clJi2Ugu11KBqFy3+Qhz6k6/nkiPhgAvRatiwrpqXWxsI7x3c8ZzM7CJamSSNCWHQgNYWm4Q5DDLERUUmVxklCCCHEuWdDQSNOj5cAPw17KlpICg+ksrmNBxbl8LPFOdSY7Hx1uPuRIN3ZUtzExCQDYXpfAvLIleO4eGwscWE6JiWPrvmoTo+T1w+9jp/iqzfkN+V3PD5YMyTfL3gfraLl4ZkPn/bW676wmX0zSfXB/tQWd046XCdUMivzm2mzuFjynYnc/acL0QV13wArKimEyYtSaLO4GDMtttNM08SscAAyp0T3OBJF66fh1qUXkJgdTkNF5wZKUkkdOcKiA7E22/F0c3ZYjB4jIkkVQgghxLlnVX4dYXo//nrzFK6fmsTXP7+I974/i+/MzWDhuDiSwgP5z7aKPq1lsbvYU97CBZlRHY+lRQXz0p3nsfXXi4gOGV3zLb+74rt8Xf41d028C4POwGHjYSotlcx9ey6rK1YPeH2v6mVl2UrmJM4hXB8+CBF31dY+1iV9UhStJifWZl8H3ZoiE//66TqqC5oBKNhRR0CgH2kTo3pc65hZ14xhxhXpzLpuTKfHUydEggJ5C0496zU4XEdsehgt9Ta83uPJvs3sJChsdP0ZOluFRulRVbAa5VzqaCZJqhBCCCHOOKfby1eH67lobCxX5CXw1C1T0PtrmZEeiUajoNUoXD4pns1FjVgd7lOu1epw8+2Xt+FRVS6dGH+G3sHwqbJWsbt+N/dNvY/7p91PbmQu+cZ83jnyDm3uNjZUbRjwPfY17KPeVs/i9MWDEHH3bO3bfdMm+WbX1peZUVWVje8V4PWo1BT5qqsN5RYSsgxo/Xv/2Kr11zDzqsxOVVSA5NxI7vzjnI6K6qlExAfhcXk7ZnE67W5cDo/MSB0hIuJ958uba4bmHLYYGSRJFUIIMewcbg+f7K3G4x2cbYpi5PF6Veyu41s4V+XXY2x1ct3UxB6vuTg3FpdHZUNB4ynX/nx/DbvLW3j6lilMS40YtJhHqm012wC4OOViAMZFjuNo81HeL3gf8J1VHai3j7yNv8afi5IvGvBaPTl2JjV1vO+LifpSM4U766krMQNgrG7F61VpqW8jIi5owPcLNvStEnrsXs21vmZOx5JVSVJHhshEX5LaW7MtcXYbEUmqoihLFUVRFUVRgZLhjkcIIcSZ9eLaYu57azdfHKgZ7lDEEHn6q6PMfWI1re1V0f/uqCAuTMe87J5Hj5yXHkmozo/V+fWnXHtHaTOGQH+umDQ6x8ycbEfdDiJ0EYwJ921pvS77OpJCkrA4LcxOnE1RSxFmp7nf66+vXM9nxZ9x98S7CQ0IHaywu2gzO9EF+REQ6EdkUjAVh41sWVZEVFIwKeMjaapuxWq043F5O6pnZ8Kxe7XU2WhtcfDZs/vwC9AQnzG6zjWfrXSBfoRE6Giqtvb+YnHWGhFJqjROEkKIc5ex1cmL64oB+HBX1TBHI4aCqc3FyxtLabQ6+HB3FXVmO6uP1HPDtORTdu7112qYNzaGj/ZW8dyaoh4bAu0oMzIjLQKNZvCb+4w0qqqyrXYbM+JnoFF8P7tMQyYfX/sxq29ezV0T70JF5a87/8rWmq39uscze54hPSyde/LuGczQu7BZjjcjGj8nkfoyC+ZGO7NvyCI6KYTm2laaqn3VsvD4gVdS+0of4o8+xJ/mWhsFO+qwNNm55oGphA9CNVcMjsjEYIzVUkkdzUbECBohhBDnrg93V2FxuFk0Lo7VR+pptDpGXZObc9mu8mZeWl+C1eEmwaDn1U2lmNpceFW4acapm9gAPHLFeBwuL08szyfAT8N35nb+LtvY6qSooZUbpicP1VsYEVpdreyo3UFCSAK1rbV8b9L3Oj2vKArRgdEE+gWiVbS8d/Q99jbs5YOrPzit+5SZyzjYdJBfzPgFAdqh3d7aZnERGOq7x6T5yUQlh2CsbiV1fBQ2sxOvW6Vsv2+rd8QZTFKP3a+5phWXw0NwuI74TKmijiSRiSFUHanE61XPiS+nzkUjopIqhBDi3FXUYCU8yJ9fXjYWj1flkWUHcMtogbPSmiP13P/W7o6uqOsLGrjlhc18ebCWW2em8j9LxlJQb+Xpr45yfkYkGdG9b+GMN+j5f9+ezpIJcTz22SEWPbWWd7aXd1RVd5b5OsDOSIscujc2Arx26DV+vOrHLN20FD+NH4vTum9oFOwfzNMXP83VY66moLmAxrZTn+c9RlVV3jz8Jn/b9TcAlqQvGbTYe2IzOzuSVPCNiZk4zzfbNCrRN9e2aFcD+mB/AkPO7HnQ2PQw6sss1BaZiE0bui3Pon+iEoPxuL2YG9qGOxQxRCRJFUIIMazKm2ykRQWTFRvKI1eO54sDtbzQvv1XnB0K6izk15p55KMDfLy3mp3lzRQ1WPn+6zsZExPCzocX8/h1k7huahJ3zUnH5VH5xnm9V1GPURSFv9w8hfsXZBOi8+PB9/fz0LIDvk6whY3o/DTkjbI5qAA11hpaXb4tjavLfWNl9jfuZ17SPCL0PTeImp8yn2/mfhOAzdWb2Vy9mXePvItX7fnLn1JzKX/c9kdWlq1kWuw04oOHvktym8VJUGj3M08j4oPw12uxt7oI7OE1QyltYhQetxeL0U5MqiSpI01EgjRPGu1ku68QQpwj3t1RQVCAlivzeu6mOhzKjK1MTfF94P7O3Ay+PFjLJ3ur+dHFWcMcmegLVVW585XtVLX4KhqKAu9ur2B/lYkAPw0v33kehiD/9ucUfnPleG6ansK4hNP74B+i8+Oni3P4ycJsnvgynxfWFpMaGcSKg7XMy4lB768d9Pc2nGwuGzd9ehOxQbH8ad6fOGw8zOSYyext2Mv12df3ev24yHGEBoTyu82/w+HxzR/NCs9iWty0bl9/bGzNb2b9hhlxMwbvjfTA4/bisLkJDOu+QuoXoOXqn0zh8+f2M2Za7JDHc7LErHD8dVpcDo8kqSNQSLjvSIitfdauGH0kSRVCiFGuYEcdm6yt/Hb5YfT+Gs5LjyQuTD/cYQG+WZlVzW1cOyWp47FLxsfx2GeHqTDaSImURiUj3eEaC1UtbUxMCiMnLpRWh5v/7qxEo8Ard51PYnjneZWKojA+Mazf99NoFH55aS7lTTaeXJ6PV4WfLs4Z6NsYcT4s/BCTw4TZYebbX3wbgD/M/QMuj6ujq++paDVaZifO5uuyr7k3715e2PcCJaaSLklqbWstrx58lX2N+8g0ZHJTzk1D8n5Odmz8zInbfU8Wn2Hg7ifn9tgwayhp/TSkjIukeE8DsWn9//MqhoY+xPfF17E/R2L0GRHbfWUEjRBCDI2maisr/nWQwveKmZkajtuj8n+fH+40r3I4VbW04VUh9YRkdPH4OAC+Olw3XGGJ07Aq3/fv6eU7z+Opm6dw0/QUtBqFJ2+czEU5PY+XGQhFUVh69QQC/bVoFFg4Lm5I7jNc2txtvHHoDSbHTOaJeU8wMXoi14y5hrSwNLIislCUvjWKeeSCR/j4uo/5weQfoNPqKDF1/Yj1//b9P944/Ab7GvYxN2nuYL+VHllbfNXd4PDem6T19f0OtqlLUplxeXpHB2Ixcmj9NOiC/GizuIY1DtXtxrp2LbWPP07prd+ibc+eYY1nNBkRlVRVVZcCSwEURUlHElUhhBgUFYeMAMS7NUwOMjBlbiQvrCtme2kzK346j2Dd8P5noKzJd54o/YQGOmlRwYyNC+W/Oyq5Y1a6dG4coY511VyVX8+kJAOxob7q/KLxcez77SVD/mcrLkzP/92QR3GDlcjg0ZNEuLwufr7m51RZq3j4goeZkzSHyzIu69daBp0Bg853VjctLI0Sc+ePVxanhU+KP2FyzGQsTgtXjblqwPH3lbnRtz3cEB3YyyuHT3yGQWajjmCBoQG0WYe3ktr0r5doePppFJ0OTWAgFT/8EenvvktAclLvF4tTGhGVVCGEEEOj4rARV5CWWn8vSoODX16Wy9+/OZWqlrZBq1SuL2jg3xtLcLhPvzpbbrQBkHbStt7vz8/kUI2ZT/ZVD0qMYnDtqWhh+mMrefzzw+wqb+HSiZ2b7JypLz+unpzIA4vOjq2+LfYWaltre33dKwdeYX3V+o4EdbBkGDI6Kqkt9hZsLhsfF31Mm7uNX53/Kz669iNyI3MH7X69MTfYAQiNHhlHD8TZJzDEf9i3+9p27yIgI4OczRtJe/5PqHY79U8+OawxjRaSpAohxCjlcXmpPtpCgeLGPzaQxnILXq/KlZMSiA/T88neag5Umbj06XW8uqkU8DW8mffk6tPaDvzoJ4dY+skhrvnnRqwO92nFWFRvJdBfS0xo5y1/10xOYlxCGP9cVdjx2P5KEx7vmT+bdqKqljbe31k5rDGMBF/sr6HZ5uLFdcXkxIV0mV0quvrtpt9y95d3d3u+sspaRUFzAUebj/L83ue5NP1Sbh5786DeP8OQQZW1CofHwT0r7+GHX/+Qd468w6ToSUyInjCo9+oLc2MbQYYA/ANGV8MrceYEhgYM63ZfVVWx799PYHgrmr/lolt2BZEXZ2NZsQL7kSPDFtdoIUmqEEKMUjXFJtwuL/k4mTApBrfLi7GqFY1G4cq8BFYfaeC6ZzeSX2vhLyuOYLa7eG5tEeVGG5uK+jZbscbURkG9lUvGx3G0zsJDH+7vc3xmu4sPd1cxJyu6y5kzjUbhpunJFNRbqWiP56p/buC1zaWn8RMYfK9uKuXn/91LaePxsQc7y5o7ZnWeKzYUNjIxKYxbZqTwz1unjbrOuoPN4XGwuWYzFZYKik1dxyv9ct0vueXTW/jR1z/CoDPwq5m/GvQYMsIy8KpeDjcdJt+Yz866nZSYSvhG7jcG/V59YW5sIyxq5G71FSOfPvTMVFK9NhutW7fhbes8k9VdX4/H2IxeUwTjr4axlxOpW44mSI/x5VeGPK7RTpJUIYQYpXZvq8GDyqSpcSycnQxAXakZgG+cn0p2bAi3XZDGK3edh9nu5p7XdlDSnnx9fbi+T/dYX+BLZn92SQ73L8zmoz3V7Klo6dO1/1pfgtnu5oFF2d0+Py8nGvAlRC+s9X2wf2VjKR6virHV2THy5EwqqLMAsPKQb6t0vdnO7S9t5YbnNvHwsv3Um+388Yt83J6e51GeCV6v2lGx21fZwpw/rmL5gd63mvaFsdXJoRozS8bH88SNeeTEyXiO3uyq20Wb2/fndX3l+k7PGe1G9jbsRUWl0dbIXy76C5H6yEGPIcPgq3Z/XPQxKio6rY5wXThL0pcM+r36wtTYRliMbPUV/RcUGoDd6kId4h029X99mvI77qBg/sU4K6s6HrcfOACAfmwWXPMM3PgK2sRsQlI8WNevR/UO738HznaSpAohxCjj9ao43B7y99RT76/yu+snYYgJRB/i35GkZsWGsPyBefz2qglcPDaWW2emsqXYSHRIABePjWFVfn2nbYmmNhf1ZnuXe6072kBMqI6xcaHcPTeDAD8NH+zquh3WbHfxxf4awLdl9suDtTy7upAr8xKYmNR9Y5IxMSEkGPT8e2Mpa482MC01nHKjja8O1/GTt3dzyVNrOdqeNJ6uI7UWfv/poS7JZIXRxhtbyvi8PdaTFTZYgeNJ6tNfF+B0e5k/NoZ3t1fy8sZSnl9bxMFqc7/iGiy/++QgU3+/knVHG3jgnT1UtbTx03f29PvndaK1R+tRVZidFT0IkZ4bNlRtwF/jT1pYWsc8UlVVeW7vczy35zlUVF5c/CLvX/N+j3NMByo7IpsIXQQfFn4IwCtLXuGlJS+h0/beXbc7qqpSur+RzR8W0lBuobHSitPet+3+HrcXa7ODsBHcNEmMfPoQf1QV7Lah2/LrMZloef99gs4/H6/JhPmzzwDfn3/b1q2gqOgnt88V9tfDvP8lOLwej9GIIz9/yOI6F0iSKoQQo8xTK49y3iMrCGz1EJcTjiHIH0VRSB4bQcmeBlyOrudNH79uEuv/92I+/OEcLpuYQI3JztE6a8fzP3l7N9c9u6lTUme2u1hzpIH5OTEoikKY3p9Lxsfxyd5qnO7Oyd+bW8r5wZu7WF/QwPw/rebe13eSFhXE49dP6vF9KIrChdnRHKmzkBUbwr/uOI8Eg57n1xaxqaiJVqeHe17bQYPFwb2v76Cy2dann4/d5eHH/9nFSxtK2Fbi636sqirrCxq46p8beHjZAX745i6O1HZO6GxON5XNbYTq/dhRZuT5tUW8ta2c2y5I445Z6Tg9Xl7fXApAmbFvsQyVD3ZV0WJz8e2Xt1Ha2Mpfb5mMVqPw/9Z13Wp6OvZXmnhk2UHGxAQzOVm6nvbV+qr1TI+bzoLUBeys34nJYeJQ0yGe3fMsbx95m+jAaKbHTSfTkDlkMfhp/FiQugC31018cDyTYiaRE9H/plNHttTy2TP72PVlOe8+vp13HtvGW7/bSm2JqddrLUY7qCO7s68Y+YLaZ+wOxblUVVVp27OHmt/8FtVmI24W6HNSMX3yMSU33cyRadMxvvY6QTFONOkzjl848XqC20dvWTdsHPS4ziWSpAohxCiiqiof7q5ipqpDQeHKS45/6M1bkILD5mbnF6XUFHX9IJkSGURKZBCTU8IByK/1VQMrjDbWHGmgqqWNVfnHtwH/Z2s5VoebO2andzx2/bQkmm0uNp50pvVAle9+TyzPx+VReeTK8bx77yzC9P6nfD/3XjSG+xdksexHc4gMDuCm6cnsLm/B41X54fwxlDbZ+NF/dvHlwTrWHGno9efz1rZyljy9joJ6K34ahU/2VfN/Xxxm8V/XcftL24gICuCdey5Aq1H4cHdVp2uLG1pRVfjJwmziw/T88Yt8JiYaePDSXM7LiESrUWh1+r4AKG9q7e72Z4Tb48Xu9nDj9GSe/dY0Vv9iPtdNTWbJhHiWH6zF4fZgd3moNXWtjPfmzyuOEBSg5Y3vzsRPKx8h+qK4pZgSUwkLUhewOHUxbq+b1RWr+bLsS/wUP3Ijc7ku6zo0ytD/PBelLQJgQtTAGyWV7m8kJELHXU/OZe5N2Vx8m68z8Mb/FvR6bdn+JgDCpLOvGAB9qO+/H4N9LrXt4EHKbv0Wpd/4JtZVq4iYbkBft4ywwP04C4tw5OcTfuONJNx7FSnzjJA49fjFGi3+Uy9FF+6mdYNvy6+ztHRQ4ztXyH9hhBBiFDlUYyayzsmUFkjPiyYtO6LjuYQxBuIywti5vIwP/ryzY07hyTKig/HTKB1bQ9/ZXoFGgajgAF7fUgb4EqFXNpYwJyuq03bdWZnRBGg1bClq6rTmgWpfknqgykxMqI6756QTFdL7NsMxMSH87JKxhLSPNLlpRgqKAokGPQ8syiE6RNdRDS2st55qKRqtDpZ+fJDgAD/+dGMei8bF8da2Cl5YW0x8mJ7Hrp3IZ/fPZWZmFBflxPDRniq8J5x1Kqj3/Tzmj43h859cyP9eOpaX7pxBYICWEJ1fp8pi+TBWUsuMNlwelVmZUVw+KYG0KN8M2qsmJ2Cxu1l7pIEH39/HZX9bd1pnZ21ON5uLm7hqciIJBqmAncjsNFPYXNhx7tTtdePyuHjj0Bu8efhNABamLmRi9ESSQpJYXrKclaUrmZk4k/9e9V/um3rfGYlzZvxMxhjGcFHyRQNaR1VVqgtaSMwJJygsgMkLUxg/N5HMqTE0Vlo7/b052dFttWz4bwGJ2eHEyQxSMQBDUUk1f7mC0ptvwVlRQdwjD5P90b+Izz4MF/2SsExQArTE/eS7xN80nfD/z955h7dVnv3/czQtyZJsy3uP2HESZzmLbLJKEiBskvCSlrasFigU6C5ltOUt7csPSksLhVI2lE0gjAzI3rEznMR77yHZkizJWuf3x3GUGDuJExwyOJ/r8pVEOud5nqPYPuf73Pf9vaOKUej0YBnWd5DMORjiPLgLC7G98QYVixbLbr+nwdnt4t6LIAgPAQ+e7XXIyMjInO+sPthChl+BIVLLottHo1D0dc2df9NIqva3s/Xdcqr2tzN2bkq/MTQqBenRBkpbnLyyvYZnN1YwNzeWMckR/L81pVS1d2Pt7qHF3sNvLx3Z51ydRsm4lAi2Vx4VqV1uHzUdLtRKAV9AZGZ2fzffwZISpeeWmZmkRunRqBRck5/EsxsrUSmEk4rUl7ZW4w0EeWr5eIbFhqNRKfjsYDM3TUvnoSV9I0vX5Cdzx+sF3PVmIY9fN5YwtZKyFin6mmYxoFYq+PHFfR9M5o+Mo9bqIjFCR02Hi311nWTGGDCeJFo81JT1pmkPiw3v8/r0YdFYDBp+v+oQdVZJTB1qsjMmOWJQ424p78DrDzI3N3ZoF3ye4w/6WfL+Ejo8HSQYEsiOzKawtZAJcRNYX7cegHEx44jVS5/bJemX8ELRCwDcOuZWgNP+eThV1Eo1H1z5wdcex9bswu3wkXTMJhhAdHI4fm+QrlYXkfEGxKBI4ZpaRkxLQNcrKOoOWdGZNFxxzzgUcjRe5mugC4nUoYmkekpKaLjvPnRjxtCx5C7MrvdQvvlzUBvwjb+FksIAI65/DmXDQ/B6ABQqmHEvKL7ibp4+A32cD2uJn/ZnngFRpPPdd4n/9a/7zRns6aHzv/8lYtkyFNpZwLoAACAASURBVBrNkFzHhcI5IVJFUXwIeAhAEIR0oOrsrUZGRkbm/MTW7eW1HbVcq1YTlWDoJ1ABIuL0jF+QyuGtTVTtG1ikAgyPM7Klop21h1uYmR3DX64diy8Q5Kl1Zby2vQa9RolCgJnZ/c1zLsqy8PcvynhnTz07qzo44r+0ZGwS7xbUM7u3Xud0+fXiEaG/3zorE5NOTUmzgx1VHcc9Z1NZG//aWMklI+ND4u3S0QmolQrmj4jrd/zi0fHctyCHx9eUMjs7husnpXC4yU5mjCRQB+K2WVl8b2o6D3xQxOcHm7nyH1sYnxLBjOwYnB4/P5k3jAj9mX8Iqeg1d8r6ikhVKxX87Ybx3PzSbkxhKuwePzurrCGRKooir+2oxaxTc/nYxD7nBoIiH+1rJFyrYlL60DvPns8UtRfR4engxhE3sq52HdsbtxOrj2V93Xouy7yMRmcjN4y4IXT88tzldPZ0kh+bz+VZl5/FlQ+eYCDIyqf2olQpSMqJxNEhpYonZvfd4IhOlpye2+udRMYbsDZ1s+39ChRKgXHzU6X3GpzEJIfLAlXmaxNmUKHSKqkvtjH64uTTGkMURQgEEFQqHJ+vhmAQ44JkVm1wM8KgI+7i62DcDRTtdLG1dBoRkZ+SHN8NVz1DmzsJt19Par+FmdCPzYONDQTapNIX+8qVxN1/P8JXhKj9449pefR/UcXEYFq06LSu4ULlnBCpMjIyMjJfn9+vOkSny0uUGH5S18yMMdEUrqnF0+0jzNA/0pcdF86qXofbP16ZR6RBurFekhfPW7vriDeHMS4lYkDRdVFmFE+tg/vf3odBowzVaf7skuGMSzGzKC/h615qCEu4ljvmDOOf6ytYua8Ru8fXr861y+Xj1pf3kBFt4I9X5YVeVykVLB498FoEQeDHc4bx1BdlVLZ3EwyKFNR2sigv/rhrUSoEDFoVqRZ96JoLajspqO1EIcD6klbW3Tf7jEfNylocJJrDQinSxzItK5pVP5lJICjygxd3savays0zpbrl335QxGs7aonUq8mMMfDq9lompUfy0tZq6mxurN1e/mdKKhqVLC6OZWvjVhSCgtvH3s4d4+7A6XOiV+vZULeBhekLUSv7fj/GG+J5eNrDZ2m1p0d3l5eGkk60BhW1B6X0+qhEA+bYvr9njmyOtdc7yZ4YFxKz1iapRjsQCGJt6iZlhLzRIfP1USgVTLgkjR0rK6k7ZCVl5Kl9XwWc3dR+73uok5NJ/uuTODdvIixeQ/Uhyd/AnnApXD4FgNKXdwLQEXslyUsXQvxo1v1hJ10tLr77v9PQhfe9FypHzkMb+W96bGoic5zYSqHlT4+hycxEN24cujwpe8f++ecAuPfuO65IDdjtdLzwAsZ589CNPr7Z4IWGLFJlZGRkLgDKWx28V9DA7dMy8H3SjMkiGZKIosgnVZ8wOno0qaaj+73DJsRS8HkNRRvqmbg4o994R3pfTsmIIiVKH3r99llZfHG4ldIWJ/cuGNgZND81kglpkUzPsvCTedn8/uNDHG5yEG8OY8XU9CG86qMciY6WtzrJT+2bgriloh23L8Dvr8wbVB3sEZQKgZRIPbXWbiranHS5fUxIizzpeWkW6fOanB7FTdPTidCpKW1x8NBHUpptqkV/khG+HsXNjn5R1GPJiJZqVCelR7H2cAvPbKhgdk4Mr+2oZWyymX31XXz/P7todfTwxs5a0ix65uXGMnt4DIuHcIPhQmFr41byLHmYtVJ9ZbhG+uzPlyjpYPA4pZq/uStGEJdhwu8NYIwK67fholQriEzQU19so+6QVXLxBWy9IrWz2UXQL2JJOv73p4zMqTB+QSrF25rY+N9Slj0wGeUpbKI1/frXeA4exFNSgre2Fs+BIqJH2tmhWQqAo1PabGyvd9JeJ2WodERfBvEjaK930FEvvVa0oYFJl37lPpo1h/D4p/E5lcSOsYMpCdvrrwOgTkwkc9XHiF4v3Vu3AeDes2PANQac3VRddTW+hga8FZUk/+2pwX845zmySJWRkZG5AHh2QyVhagXX5sbz+SfNoUhqsbWYX276JWHKMB6/+HFmJc8CICbVSMbYaApX1zJqVlK/XeDRSWaUCoFlk/umA49ONvP+HdP4x5cVXDth4PSqMLWSd380LfTvh6/IG/C4oSS7V5QdbLT3E6mbytoxalWMSxlc7eWxpETpqelwsafGBjAokZoRLa1lybjEUKTWpJOiaXvrO8+YSG139tDU6aG42cF1EwdO4z6Wi4fH8G5BPX/6tJjnN1WiEOBvy/O59KlNtDp6uGNOFmOTI5iZHYNOozzpeN8WRFEMiTOH18GB9gPcPPrms7yqM4urt+ZPb9JgMJ94oycmzUTx1iZWPrWXnClSKr21yYUoinQ0SA/10cmySJUZGpRqBTOuz2bV0/spXF3LxMXpgzqve+tWHKtXY5w+DseWvTT/4Q8giohpiXRYNWgNKhzWHg5taWTDGyWo1ArMsbqQMC3e1oxCKRCfaebA+nomLk7vu2mTNIHofIjKaUURnUqc8jD6JU8QVEbQ9Jvf0PrEE6iiLOD3o4vpwVNcRtDr7VeX6tq5A19DA5q0NLp37kQMBhEU345slm/HVcrIyMhcgPT4A6w73MKOyg7eL2xg6cQUFC5p5/dIa4dNDZsAMGvNvHLolT7nT1mSidcToGxXS7+xU6L0bPnFXK4cl9Tvvdx4E08tH09ixLnj8JoSpSc7Npw/fHyIpc9u48EPiwgERURRZGNpGxdlWY5bS3oi0ix6ajtc7K6xEWXQhKKQJ2JsspkXbprIsklHheLweCMalYL9dZ2nvIbBUNLsYMqj61jxwg70GiXXTTx5fdZlYxIofGAB/zMllXanl1k5MaRa9Fw6JoFIvZrbZ2fxnVHxskA9hvs33M89X94T+vfe1r0ExSCT4yefxVWdeY4Y04SFn9wEbNrVWcy4Lhs42mrG6/bj6vLS0eBEoRSIiDuz2QQy3y7SR0eTNT6GHSsr2bXq5LY2oijS+v+eQBUTQWLiZyh10L1xE1pLEFvmEgByJsYhBkV2rqzEHK3j2l9NJHl4FNZGqfyjorCV1FEWMsfF4Hb46HH5+06iVKPImoFKF4Qrn0HQR2Kq/z8imh8jYlYOtpdfoe3JJzFmqojK6Ub0B+g5fFhaXyCA6JOyF1w7diBo1FhyOgh2ddFTXDy0H945jCxSZWRkZL5hrvvrZl7dWn3a5//h40Pc9spuXthczQ9f2s3Sf20nMULHPfNzQm1ljkRSN9VvYpRlFAvSFlDQUoDHf7Q3ZlSiAb1ZQ0u1fcB54s390/nOVZQKgTdvvYjpw6LpdPl4aVsNv3n/ADuqrDR0upk1gMHTYEiN0uPo8fNlcSsT0iIH9XkIgsDc3Lg+fUTVSgWjEk3sr+/fn3YoWLW/kaAo0unycd2E5JP2nz2yzkiDhl8symVmdjS3zcoC4MHLR/H5PbO+cVficx2Xz8UXtV/wRd0XHGw/CEBhayEqQcXo6Au7TuxIi48jLT9OhC5cQ+5UqXa7x+VHpZF+DqxN3dQdthGTajyllEwZmcGw4AejyMqPYefHVXi6T9ySxlNUhKeoiOisZhR6I6bkbpRGHclT22ghH7VWSfoY6Z7R3eUlfUw0lsRwLMkG/L4g9cVWnNYeUkdGoTdLPxOurgEchqfeAdPugvTpsOIDCPjA00V84iZibl6Occ40EvPr0PUapjs3bASg9c9/oWzOXDylpXRv3Ywu0olBXy6tZ/vAacEXIvJvCRkZGZlvgKKGLsY9spqCGisTinuo2Nh42mMV7mmmsrCNl7dVkxFtYMHIOP79vYlEGjTY2z1owpRo9So6PZ3sb9/PrORZTE2cijfopbC1MDSOIAjEpZtoqRpYpJ5vWMK1vHDTJD7/6SzumJPFm7vqWPav7aRE6Y5rkHQyUnvrcTu6vSwY2d8F+FQYmxzBgYauU+pNOlg+O9jM5PQo1t47i19fOuLkJxyDKUzNKz+cwtQsCyC1EYo1hQ35Gs93djbvxBf0oRAUPHfgOQAKWgsYYRmBXn1hRwbdDi8KlYA6bHBRda1ejTFK+h5KzpXMbCr3ttFW62DYBLmFkczQo1QrJIdfEZoqTrwZ6Fi3DhQCxsQuuOFN4sY7yFrcjMaspMkWSVyGCVPM0Uyh+Eyp3vxILXXB57WA5G59ZOPGZe/pP1HGTPjOH6S/J46D+0vhR1sRdGaidZ+QPKUFhUaJevYPCE/0YHvtNfw2G53vvEOgvZ3aFd+lp6wSQ2wP6jHz0Zj8OFZ/LjkSfwuQRaqMjIxMLw2dbj7ad/ri8UR8UNhAp8vH29tqMYoCdJxeXzdrt5dhbQHmuNU0dXn4nympPPfdiWTHGRFFkbZaO6YYHYIgsKVxC0ExyMykmUyMm4hKULG9aXuf8eIyTHS1uk+683y+8bNLcnly6TguHh7DG7dcdEqGScdypH5UqRBYMECrmlNhWpYFty/AS9tqvtY4X6WqvZvSFicL8+IZFmtEq5LTc88Emxs2o1PpWDFiBV/WfUmdo44DbQcYHzv+bC/tjON2+tAbNaeUWRGdIj3Qx6WbiIjTU7ShAQRkkSpzxohLN6FQCTSVnbiswrl2DfoYL6rJyyFtGkLGNJRCN975f6ajyUN8plnaZOn9do/LMAEQnWIkMl5PQ4mNMIPU6i0USbUP4p4uCKCPguv+A/ZGqN4EVzwNIy7HMsJJoKuL+tt/RLC7m4Sf3oQ2OxsEMGTqYNItRA5z4t67D9eOncedwrFuHfV33UXA2U3zI7/H19K/nOd8QRapMjIyMr08u6GCu94oxNY9NI3BjyCKImsPSzeK7QdbAdC6A6c11oGGLoxBAbOoQC3SJ0JYtquF5ko7I6ZJr21q2ERUWBSjokehV+vJj8vn8+rP8QeP1s7Epks339aaCyOaeixXjk/ixe9PJjny9KNcRyKp07IsoTY8p8uCkXHMHxHHY58WU9vh+lpjHcumMqldwrzcryeiv42Ioki7u52uni5+tuFnbGvcdtxjNzdsZkrCFJbmLiUoBvndlt/hDXq/HSLV4R1UPeqxWHrNkYyWMBbdPhqtXkVSTiThkXKUXubMoNIoiUs30VjeX6S6du+m/q6fUPO9m+gpr8SY6IJJP5TenPc7WPRn2i1XIgZF4jJMKFUKwiO0GC1hIbMwhUJgwqJ0QIqiCgoBvam/SLU2dtPdNUBk9QiZF8Nt62HF+zB2GSSOR5+sw5wfjXvfPtRmNebGR0m9/1KybwTdxBmQNo2IbC8qs462p54aMJoq+v20PPZnHGvWUn399dhefx3PoUOn81GeE8giVUZGRqaXwlrpxnagYWjrBivauqnuFSVir7GRwQ9uz8mjl5vK2rjvrX04eo/dX2vDGJS2d/84PzdkXiSKItveryA2zUje7GQCwQBbGrYwPXE6CkH6VX/DiBtocDawuno1gaC0jtg0EwjQXHnhidShQK9R8eOLs7hzzrCvPZYgCPxqcS7eQJDtVR3HPa6ooYtr/7mVcY+s5pGPTv6AUVBjI9aoJSXq3DGyOl/4tOpT5rw1h6tXXs1n1Z9x/4b7aXI29TuuwdlAg7OBqQlTSTGmMDl+MrtbdpMTmcP0pOlnYeXfLG67d1D1qMcSlyZtgEXE6olKMHDDQxex8NYz7/Qt8+0mYVgErdV2Xv3dNmzN3aHX2/72d7q3bkX0+TCOiMA0ygSJvRtMqVNgym04e4XlEU+HnMnxjJqZ2Gf87Elx5EyOY2Tv6xqdCqVK0acm9aO/72XTf0tPvNCoTMiaK/1drYOJ3ydxeBGp//tTki9qRNAaET64DZWvEdJngDYcReZ0oke7cBcUYP/4Y3oqK/sMaf/8c3y1tagSEvBWVhJx/XUY58w55c/wXEEWqTIyMjKA2xvgcJMk1IZapK7rjaJOy7KEBKYCgcrKE8/zyYEmVvx7J+8W1PPW7nqs3V52l3ag6s1BGmc2IAal3VRrYzdOWw+jZiWhUAgUtBbQ2dMZajkDMCdlDhnmDH6x6RfMfXsuDq8DrU5FbKqR2oOSaGqptrPxzdLQuN8UgWCAjfUbz8lam58vzGVKpmVIxkq3GNCqFJQ2OwZ839bt5bpntlFjdZESqefNXbV4fCeOuu+ptQ3a1EmmL6trVqNX6XH73NydfzcBMcADWx/gYMdBPqr4KHTcruZdACEX31vH3MqEuAk8Pe9pdKoLf3PA7fQRZjy1SGraaAtX3ZdPbLrUc1lv0hBmkM24ZM4sOZPjSBgWQVerm6byLjzFxXgOH8a1axdRy68h/cnfkjyxBtW4RVL67TF81SBs6lVZTFiY3ucYhUJgwQ9GkTZKuicIghRNPRJJdTu8OK09p77xO+V2EJQYDj9MWKQfbl4Ls38JCeNg+GLpmNk/JyKxCW1yFI0/+zmViy/FVSD5TPhtNlr//Be0iZGkz6olesVVxIW/B+XrTm0d5xCySJWRkZFBEqb+XmFWNMQide3hFkYmmJgzPFaqR+2lpvrE86zc28honY7v+/W88GUF0//0BcWVttD7hWtqee7ejXQ0Oqk9aAUgdWQUO5p2cOe6O4nQRjA1cWroeIWg4OFpD7MkawlWj5UtDVsASB8TTUu1HZfdy+EtjRxYX4+1qZtvkk+rP+WOdXfwec3n3+i83zRKhcCw2HBKW50Dvn+w0Y7bF+CJ68fx84XDcXkDbCht63dcYa2Nmo5uWh0e6qzufr1hZU6OL+BjW+M2Ls28lC3Lt3Dz6Jv5af5P2dG0gxs/uZFfb/41BzskF99dzbuI1EaSFSE5IE9JmMKLC18k3hB/Ni/hG8Pt8KI7xUiqIAhSSqS8eSLzDWJJDGfhEhNC0E/D+6upuu56qq69DoJBjPX/B/+4CHzdMPKKfue6HV4EhYBWrzqlOfVmTcg4qb23j2p3Z8+JU36/iikBrn8JtCZJlMbmwpxfwW0bwNQbzU2fgZAzn8T8RiKuuxpBr6fr/fcAaP7dgwRsNhInNKIW2ogJPo/CbwNL1ildy7nEGROpgiBMFgRhiyAIWwVB+MOZmkdGRkbm6/D8pkr213dSWGtDIcLMlMghjaRau73sqbExP82Can0r8X4FgV5fm9aGvkJFFEXuf3sf60taEUWRwmorc7sURDtFzDY/6dEGHp4/HABBIdBe58TnCbD+1RJqitqJSjQQHhnGe2XvEaYK463L3sKsNfeZY3zseB6Z9ghRYVF8UfcFIIlURKg+0E5rjRThazyJ8cRQs6FuAwDvlLzzjc57NhgeZzxuJLWkRXo9N8HIRZkWzDo1H+9vwuHx8fnBZhweHz94cRdX/WMr1z2zjY/3Samp+WmySD0VPqr4iHvX34vL72Jm0syQkLpu+HXkx+aTaEjErDXzdOHTiKLIzuadTIyf+K0UXL6eAH5vEN0p1qTKyJwtHCtXEubpwFbVjiYxEaXRiCYStCPHwtXPwa0bIGN2v/PcTh9h4WoExan9nEuRVCkK21539L7eepz2bscl91L46UG4/uXjHzPvd4TprSSMb8M0NhH7p5/RU1aGY80aLJeMJsxgg2HzIdADlzwKkemntoZziFPbKjg1CkVRnA4gCMI6QRBMoijKRU8yMjLnDF1uH39YdZjocC06jYIFaj1jir1s0btpd/YQfZqOsEcobXHwyrYagiKM0YRR0thMFko0MWG0tbsItrr7HF9Qa+OdPfWUNDtIsxhI6Qii8QRRaRRcY4lEaxNx7pMiqfEZJpoqukgaHkFDiSQox85LAaDWXsvwyOEkhA/cdkWpUDIreRbratbhC/qITg4nPFJL+e4WOnp3gRtKOyU7/28AX9DHloYt6FQ6djTvoMRawvCo4d/I3GeD7Dgj7xU2YO32EqlXh4SPLxCkpNlOdLgm9L23ZGwir2yvYd3hFlzeAGadGrvHx48uzuI/W6p45ONDRIdryUsync1LOq8QRZG/F/6dxu5GdCodUxKmhN5TCAqe/87zIMDLB1/myYIneengSzR3N3PrmFvP4qrPHm6HlMZ4qpFUGZmzgSiK2D/9BGPqMnyZeaSOPoSgSEI88B7ClIdgzPXHPddt957WZozepKG5t3ynvd6BzqjG4/TRWuMgY2zMqQ2mUHDCGGLCWBh1Nez/L+YwDV3OaOp+fAcoBCLUayWBuvy/0FgAyZNO+VrOJc5YJFUURR+AIAhKoBEYOitDGRkZmSGgrDdq1e7sobPbx7yESPAFsaDgfz8p/trj3//2Pl7ZXkOaRY/pmNaYSYnhOLUCvs6+qUAfFErtbw40dPHC5iqSAgr0UVqGTYzDU9dNV7OLlio7KrWCtNEWdEY1i380hiX3jOOiKzMZNz8VURSpsdeQZko74drmp87H4XPwVslbCIJAzuQ46g7bCAZFwgxqGsts31h96N7WvTh8Du6dcC8mjYkVn644ocvq+c7weMn1dMZjX/DgSimd9NXtNeQ/sobtlVZy4oyhY3972Qh+e+kIFoyM45eLcgkGRX532Uh+sTCXf/7PBH46P4dPfjJDbjtzCpR3ltPY3cjd+Xfz7uXv9utxqlaqUSvULM9dTlRYFI/veZyosCguy7zsLK347NLRm/FxxMVURuZcxlNUhK++gQihDGe3H1Xlu6gq3kFtVMPwRSc+1+k7rc0YvUmD2+Hjy9eKaSjtJC7dRFSi4cy55l/2/2Dpa+hz4ogYZ8ZXV0d4ugq1JRKu/CcoVZAyuV/N7fnGoESqIAj/JwhClSAIoiAIece8niMIwjZBEEp7/8z+ynk3AIeBTlEU/QOMGyEIQvqxX8A3s3UvIyNz1vEFgrQ6PCc9bn995xkRTEdSK/+1YgIr75qB2iMpyRtyE3i3oJ7d1dbTHtvrD3K4yc53p6bx2d2zcHQcvc7wCC0KswaFw8+W8rbQ8asONDE7JwadWskr22uIDypISDeTPloyaNDopOSX8Kgwxn8njRt/PxVNmIqU3CgmLEwnPFKLrceGw+c4qUidlTyLWcmzeHz345Tbyhkx7aiDYd7FSbgdPrq+Euk9U+xr2wfApZmX8s7l7xCpjeSFohe+kbnPBkdEqNsX4NXtNRTU2nh8dQmOHj+1VhfD44+KVK1Kyc0zM/nrsvHcPjuLfQ9+h+9PzwBgTm4sd8/PJtYkt/Q4FTbUS6nlS7KWkGJKOe5xerWem0ffDMAP8n7wrTBI+io+b4DNb5dhjtWRPFxOKZc5+3S++x7F4/OpvvFGAp39y1I6/v0CCo2CaIsVn6jHM/1hmH43zLofwvpmnHzwRCF719aG/u1yeNGdokEYHM0yOLSpke7OHmLSTEQmGOhqO0P3UF0kjLgMYewy4nNLiL9lCXEj66Ua1vALpw/xYCOpHwCzgK92IH8GeFoUxRzgaeDZY98URfF1IBdIFARh9ADj3gNUfeVr06BXLyMjc17z7IYK5v3fhhO6l24ua2fJ37fw1u66057H2eMnMIBbbWmzg3CtigUj48iINoSE5KQoSSQU1Nr6nTNYSlsc+AIikzOi0GmU0ti9m5qGSC2XTktBjcCvX92HPxDksc+KsXZ7+cFFafz52tH8cHIapoBATGo46XnRTLo0nUvvGANAeKQWhUJAE9a/YqPGLv2aPplIFQSB30//PQpBwbtl7xIRpydpeAR6s4bUEVEAg77B7mnZw5e1Xw72o+lHc3czZq0Zo8ZIQngCizIWsat5F109Q2tgda6QHKnnT1ePZuUdMzBoVFz/zDZsLh8jE6QHqNxjROpXUZxirZRMf9bXrWekZSSx+pM/zC3LXcZjMx/jhtwbvoGVnXuU7WrB3u7h4huGo9LI0XqZs4991ccotFrcu/fQtfKjPu95Dh/G8dlnRA13EjlCKhnpGvZ9WPAIzP55n2Nddi8NJTaKNjaENsFPN5Ian2XGkhTOVfeN56r7xjNufgoGk7ZPW5ozwtjlCAoFkd3/RmMxQN41Z3a+b5hBiVRRFDeLotjnCVEQhFggH3ij96U3gHxBEGJ639f2nhsEHMBA4ZIngYyvfM089cuQkZE5H1l9qAVHj5/i45jIALxXUA/AvzdXnVY01R8IMu/x9Tzy0cF+75W0OMiJC0cQBIKBIM7e9FtXu4focC3lx3FgHQwHGyWBlZcoGRfZ2z2kjbIQmWAgISuC1PReQyOHj8fXlPLvzVV876JUKl8sI6nZz/dHJQEQk2JEqVYw+fJMEodFkJZnISnn+BGNwYpUgKiwKKYlTmNNzRqCYpD5N43k8rvGYrRIkTmH9eRRboC/FvyV+zbcR5399DYSWrpbSFFmsOY/B3E7vcxPm09ADLC+bv1pjXc+sGxyKqOTzfzruxO58aI0Hr1qNP979WiiDBompUed7eVdsFg9Vva37Wd2cn/TlIFQK9QszlyMWvntNA1qqbKjNahIkqOoMucAQY8H1+7dmCcmo81IpOvDD4++19ND429+gzI8jKjsLkxjpf7FRzZbA4FgqE0MEErF7Wp1Y2tyEfAH6XH5T6smNSbFyLIHJpOYHUlidiSaMBV6swZfTwCvp18i6dBhyYKr/wViAMYuA43hzM11Fvg6NakpQIMoigGA3j8be18HWCIIwnpBEDYC9aIoln11AFEUO0VRrD72C6j/GmuSkZE5T7B2e0Muusdr+eLy+vnsYDMJ5jBKW5xsLm8/5Xn21nXSYu/htR21VLcfbasiiiIlzY5QaqXT1hPqDWpr7mZYrOFridSiBjtGrYrUKH1IAEenhHPDg1PYIq6hI0xyZY0XlPxzfQXJkTrumpqJy+6lbHcL7XWScI9O6RtVu+zOsUxcnH7ceWvsNagEFYnhicc95lgWpC2gxdXCgfYDhEeGEZ1sRG+WIrXOQYhUURQpt5XjC/r4y+6/DGrOr9LiaiHTOpbSHS3s/7KeUZZRxBviQ2mZFzJTsyw8tGQUN0xJZWxKBAUPLCAzJvxsL+uCZVP9JkREZqcMTqSey5TtbgnVi54pWmvsxKaZvpWuxjLnulOtqwAAIABJREFUHq7dexC9Pgy+DUREHMZz8CA95eUAtP/97/QcOkzCDC/K9PGY8yajDlNSUyT1AP/ylWL+8/PNvPbgdnzegORk3/ttXbm3DY9TcucdKoMwvVka51hhfEbIuwbu3A3f+eOZnecscCaNk94WRfFiURRniaL42xMdKwjCQ731riJSyq+MjMwFTJujh/cK6hFFqa7/eCL19R21uLwB/nLtWIxaFZ8caBr0HPvqOrnnzUL+u6sOhQAqpcAjHx8Kpf22OXuwuXyh+sAjqb6WpHA6m10Mi9BT3uo87VrYosYuRiaaJLHXK4BN0Tr8QT9/3P5H3ql7E41ORZ5RMm25d0EO7o7ePmt1Tsr3tGIwawY0K6nsquRwx+EB5y3vLCfZmIxKMTjz9tkps1EpVKytWRt6TaEQMERqcdhOLlJbXC04fA4yzBl8WfclWxu2Dmrer44R1SVFjos2NBDwBRkfM55DHYdOeSwZmYHwBXw8vfdp3il9hxhdDCOiRpztJX0tAoEga188xKa3+u3/Dxl+XwBrQzexqcdPP5eROVOIXi+OL75E9PtxHyjCb7Ph/GIdggL0kyZjyhJAIdD14UoAHGvXYRiTijGiHuY9gFKjZNSMRMr3tHJgfT0l25uJTgmns8WFtbGbtho7kfEGYtOM1B7qwBVysR6arIkj9+4zLlJBiqiqLjxjs68jUuuApF733iMuvom9r58Soig+JIqiIIqigJTyKyMjc4HSavew+KlN/GHVYSL0ai7KsFDU2F+kHqjv4rHPipk/IpbpwyxMG2ZhY2k7tm7vSc2WdlR2cN2z2/hgbyNv76knPzWSXy7M5YviVh79RBJ3hbWS4cLopN503F6RmpZnwe8LkvBFB2ZHkDZnD6Io4gsEB55sAPwByTQp78jY7VK6kckSRru7nYAYoMZRQ2S8nkytlltnZXLFuCQ6W4+aoLdU2Rk1K2nA8f+888/8YtMv+r1e1F7EhroNzEiaMei1mjQmpiZMZU3NGkRRZHPDZm5fczvhkVqc1pM3Ii/vlHaxfzn5l6QYU/jTrj/hDw4+vakn0IPVYyWsI5LwKC0ep493/7KHYcE8GpwN2L1y57JvG/6gn3/u/ScVnRVDNub2pu08s+8Z9rbtZVbyLBTCGduj/0boanUT9Is0lNoGnZZ/qnTUdxMMisSmye2NZL55Ol58ifof/5j6e+6h+vrrqVyyBNsbb2JKc6EYcwWqcQsJT/LTtXIlfpsNb1UVeuEw5CyCzDkAjJmbggBsfLOUiDg9c1dIm1OdLS5aahzEphmJSTVibew+2mopfIgiqSapjdiRutQel4/Pny+iYHUNfm+Asl0trHtR3og9Eaf9W1oUxVZgL7C896XlSL1R24ZiYTIyMhcmd7+5F6fHz4OXj+Qf/5PP2JQISpod9PgDvFdQT51VEmp/+uwwZp2G/7tuLIIgMCsnhoZONwue2MDV/9hKj7+/2ZLL66fHH+BvX5QTpddw74IcAGbnxHDT9AxumpbOvzdX8Z8tVeypsaFRKRidLAlJh1UyNho3P4VJl0l7ZfEBBYca7Sz713aufWYb5a1OHlp5EGv3iXdGK9u78fiCod6VR2pijBYdTd1SNLjaXk1UogFXi5tfLBiOUiHQ2epCpVFgtIQREacn/zsD15XWO+upsdfg8fd9OH10x6PE6GL48bgfD+r/4ggL0hbQ4GzgkPUQ75a+y5bGLfgN7kE9/JbbJJE6Mmokd467k6quKva37R/03K2uVsJ8BujSMHp2MvNuGoHD6kFXKFWOlFhLTulaZM5/VlWu4h/7/sFdX9yF0zs06ax7WvagElT8esqvuX3s7UMy5tnE2thbuiBCyfbmMzLHkZq9mDQ5kirzzRLs6cH68sugVuNcuw5NaiqCoECXlUD8hE5JhI6+DnNKF/6WFjqeex4AXVIYXPF0qPWKMSqMS27JY+53c7nm5xOISjAgCFBfbMVt9xKbZiQqMZwel5/23h7hQxVJNYTSfXvwewN8+swByve0su29Cja+WUrB6hqKtzfT1SZ36Dweg8oHEwThKeBqIB5YKwhChyiKo4DbgZcEQfgdYAO+ezqLEAThIeDB0zlXRkbm/KHL7WNbZQf3zM8OtdHocvnwBUTWHGrh3rf2MSUjigcuG8mW8g5+uSiXCL30i35WttQQu90pCcT/7qrju1PT+4z/vRd2Umt10WLv4WeXDOdHs7NIitAxf0QcAA9cNpLGTje///gQiRE6xiSZQ/0lu9pcGMxadEYNky/LYO+6WswBP/e9tY+OXlF6zT+30uX2UXSonSvcGmZcPWzARt1H0pdVeztZf8hJR4OT8CgtRksYzTXSA6XVYyVhbDiHtzRRU9RB5vgYulrdmGP1LLwlD5VGiVLdfx8xKAZpdDYSFINUdlUy0jISgDpHHQfaD3D/xPsxak7toXJOyhyUgpLPqj5jR9MOADqUzWCzEAyKJ3SULessI0YXg1ljZnrSdAQEdjTvID8uf1Bzt3S3EOtMByA+00RidiRtNQ4Obm5AFaGhxFrCpPjzuyG5zInpcHcQFIPE6GNw+Vw8s+8ZksKTaHQ28sSeJ3hg6gOnNJ4/6EelUPF+2fvUOmr5yfifUNBawEjLSJbnLj/5AOcBHY1OBAHiM80Urq4hc1wMUYlDa5rSUGrDYNYQHqkd0nFlZE5G53//S6C9neTFYXRrLiYy3Yp65CSEfa8jBFKl9NbINMKzjSj3qrC++CIgEjZ1ARgsfcbKHN/3Hm2M1lFeIMXT4jPNeD3ShnfNAal2daj6AYcZ1AgKAVuTiw+eKKSl2s78m0bSVNHF4S2NBANSKVFNkZUxc/QnGe3byWDdfX8iimKyKIoqURTjewUqoigWi6I4RRTFnN4/T2vLW073lZH5dlDVa1w0IuFo+tjULAsKAR77rBiAHVVWbnl5N+FaFTdMSQ0dlxKlZ2JaJN+dmsbkjCie/rK8T1uZvXWd7Kq20eroQa0UWDopBYVC4JoJyZj10s6oUiHwh6vyUCsV1NvcTOx1UQ0EgtQWWUkYZg6NFxGrZ3i4jlSLnt9fMYoxyWa63D5un5zGlBo/9hY3tYcG7qNa1GAnWVBSu6OVg5saaa60k/+dNBQKgebuo1EPf0InOpOGkp3Sa50tLiJi9UTE6Y/7YNjubscXlAwedjfv5s3iN/EFfWys3whIgvNUiQiLYFbyLF499CoOnwOFoKA6WEYwKJ7UQr/EWsLsqqV8+NdCTBoTuVG57GzaOei5W1wtRLkSgKMmUZnjYwj4REZ2T6bYWnzK1yNz/iCKInesu4MffP4D9rXtY9F7i6h31vObKb/h2pxrea/sPeodg/dTdPlcLHx3ISs+WcFD2x7i+QPP8/TepylqLxr0xsn5gLWxG3OsngU/HIVSo2TtEKcNBnxBag9aSRsTLZsmyXyj+BoaaHvyrxjSdYQbK4nXv462+SMUX/wOwVYOlz8lRUqVahQTlhMzygrBIFqzH2XWRScdPyJWj78ngEqjwJIcjqV3c6exrJOYVCNa/dBEUgWFgN6o5uDmRlqq7Cy8NY/hU+IZPTspJFB1RjW1BzuGZL4LkfO7KENGRua8oqpdSqfJijm64x+h1zA+NZI6q5tYo5bceCMalYK/LR+PKazvzeKdH03j4SWjWHFRGi32HnZXHxWJL2+tJlyr4qM7Z/DqD6cQHT6wyIs1hrF8siR+J6ZJbRXqDlnxdPtIGKtna6Nk/GOO1hGvVPH+j6ezYmo6Ty0bzxNLx3JJuAm9KOBQiLTU9W2dI4oitQc7KGroZG4wDE2YkvTRFkzRYYSN8jD3rbnsbD4q4Gq6a8iZGEf1gXY8Th/2Dg8Rsbo+Y26o28CidxfR5pJ2fhudjaH3nix4kj/u+CP/3PtPNtRtIN2UTqopldPhpxN+CgIICFyeeTnF3gPAidvQFLYWUmIrIdaeRkNJJw2lnUxJmMK+tn24/YPrsdriakHvM6LSKkJ9XxOGRaAzqhnhmNRHpLa7T93dWebcZm/bXg52HKTaXs1d6+5CJah4edHLzEyeyS2jb0EhKPjX/n8NerxPqz6lxdVCUUcRqcZUvpP2HZ7d/yy+oI/82AtLpEYlGjBGhTFiajwdjadv8jYQDWU2fD0BMkZHD9mYMjIDEfT0vce0/e3viMEA8XnVCLmLIeiH6XfDpY/D0tcg65iN2PzvEpHhxJCixJjihuSTZ91ExklRy7gME0qlAp1RE0rxzRg7tN/verMWMSgSk2oka7zUl9mSFE5idgTxmWaGTYyjvsSG/wS94r/NnBMiVXb3lZG58Lj3v3v57QcH+rxW1daNQpCiosdycY6UjjMzO4aP75rB+vsvZk5u7IDjCoLAnNxYtCoFnxZJEcj1Ja28v7eB6yYmk5dkZkqmZcBzj3D3vGzunpfNzJxoxKDIoc2NaPUq1rOKH639Ed2+bkwxOpwdHoK9hknp0QauGp9M2e4WTIkGKlUBWuud+PyBUES3aEcTH/1tH54KJ7H2ICOmJ7L4x2NY/uAU9tv20eZuY3PDZtJMaVK0squazPExBP0ie9fWIgZFIuKPfjZtrjZ+u+W31DvrWVe7jkAwEBKpepUeX9BHmDKM5w48x7ambVyccvEg/3f6k2HO4J78e7gm5xrmpc7Dqm4FwNp4/JrAf+z9B1HaKAS71Fe18PMaJsdPxhf0DboutdHZiNEfETKZAMldOCbVRER3HOWd5bh8LspsZcx/ez5vl74NwMqKlfz0y5/yZe2Xp3vJMmcZURR56eBLGDVGYvWx2Hps3Dn+TsbHjgcgzhDH9cOvZ2XFSmrttYMa782SN8mJzOHTqz/l1cWv8tisx3hk2iNckXUFUxKmnOlLOqOIoojfF8DvDdDV6gql9+pNWoJ+kR7X0PVjrN7fgUqtIDlX7o8qc+ZwfPklJZMmY335FaDX0XftWkxZCjRxUXD1c3BfCcx/GCbdDMMX9h0gOhth5GWkTq8jZoIConNOOueRe2x85tHMqSM/S0MvUqXU4fTRfZ9JLr1jDJfdNZbYNCMBXxCn7eQmhd9GzgmRKqf7yshcWDR0unl/bwOv76il3ubC1u3lT58Wc7DRTnKkPlQHeoQFo+IQBJg/IhaVUnHS9LJwrYpZOTF8VtRMp8vLT94oJDfexM8uGT6o9UUaNPx0QQ5alZI1Lxykal87ebOTqOmulmo9Oysxx+gIBkUcxzjcdra6aKt1kDc1AV10GII3yB0v7Oam/0jR0fVragCY4FYgiJCcG4kgCKjUSmodRx+yk43JJBoSqbZXE59pQqtXUbC6FqVKQfoxkYvXi1/H6XUSo4vhw/IPmfv2XJ7e+zQA0xKnAfDknCf5yfifcHf+3dw06qZBXf/x+N6o7/Hg1AdJM6fRqWtBFRXk8NZeo6euava27g0da/VY2d60nWUpKwj4gkTE6ak9ZCXOkQ5w0jTdUlspra5W1tSsIUZIQP8VswpzdBiqbh0BMcD+9v18WP4hATHA3wv/jtPr5KWDL7G2di33rL+Hrp6BWxjJnFv0BHr6ZAI8f+B51tWuY8WIFdw57k5mJc/i8qzL+5zzw9E/RK1Q8899/zzp+Gtr11JsLWbp8KXEG+Ixa82oFCquyr6KP8z4A3r1+V33Vb6nlRd+tpnSXS2I4tGH7CMPwt1dQ/eg21ZrJzbdhEqjPPnBMjID0PGfF6m/6y5E78AlI0Gvl9Y/PQbBIC2PPopz40a6t28n6HRitNTDwj+BNhyMcSEjpAFZ8Ago1JA0ARQnlzXRyVIf6qThRzdgUkZEEZtuwpI0tD2qj9S3po/pK341YSq0OhX63p6sbodvSOe9UDgnRKqMjMyFxfuhHqgCr2yr4d2Cep7ZUMG64lYyovube+TGm9j08zkszIsf9ByXjUmg2e7h5+/sx+7x86erR6PXDK436BG8Hj9lu1vJm53ElCWZ1Dul2reKrgrM0VLarb3taNpqZaGUcjtsQiyjR0o3nZISK5vK2tlbYSXYILn0RfsVIEBC1tGd2jrH0e5c8fp4siKyqOisQKFUkDrKghgUyRwfQ5jhqFg70H6A7MhsFmcspqijCKvHSq2jlqiwKG4YcQM3jbqJaYnTuGXMLdw8+mYsuhNHkAdLUngSgiAQGNFGS5WdHSsreeLzf3Drmltp6W4BoMwm9WfMEnIBmHpVFjqThoOftBEbFtvPlXdf2z5uWX0LHr+H/W37WfrRUi57/zKsHivRQny/BuqmGB0BD2j9eva07GFV1SqGRQzD6rHy3IHnKLOVMSV+CkExSGFr4ZBct8yZ5dEdj3Llh1fS1dNFvaOepwqfYnHGYm4bextXZV/F0/Oe7tffN1oXzfIRy/m48uMT/j9bPVZ+v+33jLSM5Krsq870pZwVag924PME2PJOOSqtkqScCODM9GPsavdg/krpgYzMYAi6XLQ++SStjz2GY81a2p97DpAyAQKdnYjBIO3P/ouSMWPx1tSQ9D95KIzh2Fevxr56NQqNgGH8KMi7ZnATWrJg6auw4OFBHR6faWb576aQkhsVem3CwnSu++XEIa+/TsqJJCkngpiUgc0MdSGR2v9n12X3UrytqU8av9ftx+f99qQGyyJVRkZmyOhy+5j55y94cm0ZUzKiWJgXz+s7a1l1oCl0TGaMgYA/SDDYt34qOVJ/SjeIRXkJxJm0rD7UwvA4I2OSzSc/6Ss4enujJmZHIAhCyKClorMCU4z0gGZt6g4dX32gneiUcIxRYcy/KBmAFKUKpULgz88XoEIgIlO6GVmSwvsYMNTaa0MP4PGGeHIic6juqsYb8IZSjEbNSAwdL4oihzsOM9IykrmpcwEYESX1eEswJDApfhL3TbzvjJiaaJVaYvWxNCYWow5TsvuTavSF6bj9bp4oeAKQIqEAET1SWnZ0cjgTLkmjsayTPPWE0PtHWFezju1N2yloLeBnG35GtD4apaBkWMQwBLe6v0i1SJ//KM04Xj/8Ou3udu4Ydwf5sfm8cugVRERWjFyBWqFmU/0mnip4So6onsPU2Gv4sPxD3H43H1d+zCdVnwBwd/7dJ+1ZevuY20kwJPDAlgfYULdhwD68n1Z9iq3HxiPTHkGtGBrjk3ON5kqpJYzX7Sd1RBQqtRTlNJj79mP8ung9ftx2L+YYWaR+2/BbBzYDHCxiIED18hvoeOZZzJcuxDR3Bu3PPItz40bK582j9KKptD72GJ3vvYt2+HCSlmZj7PkUg8VJ98YNOD77jPCEbhRjrzlx9PSrDF8ICWMHffhQO2Efj+FT4rny3nyE4zjkH6mFHUik7l1Ty7qXDtPRcLTk5sMnC/nylW+PmeA5IVLlmlQZmQuDTWVt1FndXJIXzy8W5fKD6Rk4PH4KazvJjpXSaDKjDXz4ZCHrX/t6v2g1KgU3TZOqA66bmHxaYu2ISDVawrB77di90kNgRWcF4RFaIuP1bHu/gi9fLebQ5kaaK7pC6bhpSUbEMAXT3GqW60wM7wLRrObiK4YBkDgsIjSPKIrUOmpZkLYAo8ZIXnQeOZE5+EU/VV1VDJsQy7IHJpM0PJIn9jzB3ta91DvrsXvtjLSMJD8un/9c8h/+s/A/GNVGUowpX+uzGwzJxmTqvNXc+MhUorK16D1mMs2ZrKpcRWVXJaW2UixhFvw2BQqlQHhUGKmjpJ3pTM8oKroq8AWOpjAdEa0vHXyJxu5GfjX5V7x/xfs8O+9ZPA5vP9t/U4xU5zpCNRa7187MpJlcnHIxizIW4Qv6UAgKJsZPZHT0aN4qfYvnDjzH59Wfn/HPReb0eHbfs6gVajLMGbxT+g6rKleRH5tPYnjiSc/Vq/X8ccYfcXgd3PnFnVzyziX9ap431W8i3ZTO8KjBpfyfL3z5WjEFq2twO710trhC0c30MUezJkKR1C4vYlCkYHXN14qq2tul34umaFmkfpvo+ugjyqZNp+bGFfjbT8+kzv7pZ/SUlJDw8G9IzNxKXMQHKPU66m69jWBnF7r8fGxvvImvppaIYS5MwgaEMdejt3Thb20n6OwmItMFIy4/+WQXALrw40dS64qlDYMjGVy25m5aaxx9ROuFzjkhUuWaVBmZC4MNJW2YdWr+unQc+amR5KdGMDZFEmsPLxnFI1eMYl6qhabyLhpLO2kosbHu5cOn7Ur53alp3Lsgh2WTB3a07Ww5cZNse69INVl0NDgaAMmQqKKzAkEhcNX9+aSMjKKioJUvXy1GFCGt1wBBEASW3jeBzNEWEhq8RAcVfOfabOIzzWSNjyF36tHU5Q5PB26/m3Ex49iybAszkmaQEykZPJTaShEEAUtSOFaPlReKXuDfB/7NoQ6ppcQoyygAJsZPxKA28Pwlz0tOvGeYFGMK9Y569CYNbkMn4T2RPDLtEbRKLS8ffJlSWynZkdl0tbkxRetQKAQiYvVo9SoiOhPwB/1UdlWGxjsiUrc2bkWlUHFRwkXEG+IxEoEo9m+gfiSSOlk/nTvH3cmTc55EpVCxIG0BSkFJTmQOBrWBifETQ+d0eIbGyt/utXO44/CQjCUDVV1VrKpaxbLcZfww74eUd5ZT2VXJ4ozFgx5jUvwk1l63licvfhKFQsGDWx8MtWJy+Vzsat7FzOSZZ+oSzgot1XYObWpk23sVfPGytKk3a2kO064eRvbEuNBx6jAlKo2CbnsPzZVdbHuvgtKdzccb9oT4vYFQiYMcSf32EHB20/rnv6BJS8O1ezed774Xes/29ttUL11G0HXi+6no99Px7DNokmMxN/wJrJWoTDriZypBEIi7cS6xE8VQjapRexhGLIHL/4phtPTorzYr0Y/Nhci0M3ex5xBKtQKNToXrKzWpLruX9jpJjFbulTYMKnp7u9o7PCd8ZqosbGPlXwsJ+INnaNXfHOeESJWRkTn/EUWRDaVtzMiORqWUfrUIgsDPLxnO/BFxTMqI4rtT0+kok1Iyu9rd7PuijuKtTfg8p1djYdCq+Mm8bMK1/WtRaw528NqD22mtsR/3fHuHG5Vagc6oDtWjTk+aTmN3I59UfoJKJ3Dpj8fwg7/MYMycZBKGmYlLO9rjNSbFyCW35DF+QSqJ2REMy49FqVaw8LbRxB5z3BFn0lRTaijim2pKRaPQ9EmLreyURN22pm0UtBSgUqjIjszus+aRlpGDij59XZLDk2l1t+Lxe2hW1KEJhpGjH8EVWVfwUcVHlNvKyYnMwdbUHYruCAqBuAwztEj/XvrxUm5efTOltlLa3G2htM5xMeNCJjZuu3Rz/mq6r0anIixcjeDUctvY29AopfctOgu3jrmVG0fcCMDijMXMSJqBSqEKbTQMBlEUsXr6p7btbd3L1R9ezfJVy+lwy/3rToegePThSBRFnip4Cq1Sy/fzvs8Vw67glUWv8Mi0R065dlStUDMvbR6/mvwryjvLeePwGwDsat6FN+hlZtKFJVKLNtSj1irJGh9D9f52FAqBhOwIxn8ntY+hkSAI6E0aXF1eGko7AbCdZINuIBxWDy/+cgtb3ysH5Ejqt4nON9/A39ZG4uVxaFLicO3eBYC3vp6WPz6Ke98+bG+8ecIx2v76V3rKyolJL0PQR8CK92Hx45jCD5J9dxYR9n+hs3+KJkJAG+lDPfdmWPoKaPRo8ucSnuQheng7wthl38QlnzPojOp+kdT6EunelD0xlo4GJ+31Dsp2S34Q/p4A/5+98w5vqzz7/+doD2t47xnHsbP3nmQRICGBBgplltEWWmZof7T0Bd6X9i2jlFIKhUI3LyOMtCQkIZBJQsjewyuOp7wlWVuWzu+PYytxYmdhJ445n+viCpbOeI50JD3f577v7+1zd220VLSjlorDzRzdemELVb0JWaTKyMh0C0drW6hr8TOtrZ1MO5Ny43jz9tGo24Rr2f62NCIRyvZLIsDTSarLN+XYXuk8DZVdp8a0NPowxeo61KPOz5mPgMDPNv2MtRVrAVAoFUy5MY/rlow6rbZEEAQmXp/LokdHolB2/pV63Cm5/maYTkR8VQoV/az9OojUEnsJILmgvnf0PUYkjIiIs4tNe0rxmuNr2OPdAYCr2c89Q+8h1ZRKIBwg011As81DxsATBhRJOWZcdUGuTV/ENTnXsK9+H7d+eitARERMSJkQ2b79vT9VpII0SW5pOL3f6n3D7+Pa3GsB6Gftx2uzXmNI3BCqXOcmUkVR5InNTzB76WwqnBWEwiG21WzjjX1vcNfqu/C2egmJoU4dileXrWbxJ4sJhLr/nr3cCYVDPLnlSeZ8MIcGbwMrSlfws40/4/Pyz7l36L3E6KT7ZHjCcBb1X3TB9/aM9BlMTp3Mq3tfpd5Tz7qKdRjVRkYljurOy7mkuB1+inbUMWBcEnPvHcz8B4Yx5+5BqLtw2zWYtXicfqoKmwGw285fpH75fhF+TyuOei9ag6qDiZtM36S1uZmQw4Fz5Sp0aUb0DcswaEvx7thOyG6n6qGHERQCurwsGv/yF0Iu92nHCNbUUP79u2j885tYJ2RizvDDd/8PsibDkO9A/7mobBshcxLC1S+QPtlG2qQmGHAik0LImUb6lCasua0w9MaL+RJccgwmzWkitbrIgUavYtLi/uiMaj5+YRdN1W5yRkjzq/ZSpc6oLZMW5neuKou00Ltc6RUiVa5JlZG5/NlRJk2OJpyhR6kYFqkqtEfs2MU286Tutl8XRZHjBySR6qg/XeS0I4lUKVpQ0VKBRWthRsYM1t0g9d485vhmX0d76vawu243K46tIEGfcFoEdGDsQPbX78cfklpHlDhKMKgMmNQmNEoN/zX+v77R+b8J7SL151/+HCFKen9aGn0kGZN49+p3+e+J/41ufyq6KDUFk05cV2K2GUT4YcpDPDP5GV6a8RKeVmnCfOfgO4nVxTIrY1Zk+/YfZ0MnItUSr8ded+L9s9d6ImlOHmeArf8uiUR9UqNSO7Q36QxRFPndzt8x98O5/KfkPwTCAV7d+yoLli3grs/u4g9AUj2QAAAgAElEQVS7/8CQ+CG8e40UMTjcdHrK78bKjRxpOsLWmq0AtIZbeXzT4yzZsCSyyPBtNHBaXbaaG5bfwEdFH1HnqePG5Tfy/zb9P1aVreKuwXdx1+C7uu1cgiDw+NjHCYQCPL/9edaWr2Vq2tRLtqDTE+xcdZxwSGTYrHQEQSBjYCz9RnbeOxrAaNHQ0uijpkS6985W6nAqdcedlO6plz6/yFHUbwuVP/wRxxZdh+/gQcxx1TDlUQwpKsJeP8duuBHfkSOkzDWSlLmdUHMTtb/6VYf9RVGk5he/wLtnD/E/uI3ErD0w5Aawti3ICgLMfwmG3wILX4OhN6CJ0Us9UFNPWlTKmABKDQyYB8bu7VXa29GbNKfNgZwNXqyJBowWLTNuzSfgC5E/MZnR87Lanu9cpHqcAVoafaQOsOJs8HFg45l/E3s7vUKkyjWpMjKXP3sr7MQYNaRFdz258bqChIJh0gui0ehORAQ6Mw34JjTVuHG19Td11Hko3V3f6aTN2eDFHKcjFA7xZdWXkfrPWH0sCYaEDm1jTsbhd/DizhcjEdLOCIQCPLjuQb6/+vt8XfM1NxXcdFp7jblZc2kJtrCuQhLFpfZS+ln78T+T/oc/XPEHsixZF3L53UJBbAF3DrqTHw37Ec9eLU1MXM3SD6NBbeDqtPlUHGxm0JSUDtGd9j5zzW2RnIkpE/lewffIteYyKnEU629cT441J7J9+3uvN58etYlJMdLS6MPvbaWxysXbT25lz+fSe7LhnaPsXHmc3Z+V43MFSYlKweaxReoUT6WypZI39r3BXw78hSxzFktGL2FWxiyWly6nwdvAc1OfY8ONG/jr3L+SbkonLSotUhd8Mu2tdz4//jkAL+58keWly9lYuZH7v7ifVWWrmP7+9Eirnm8DnqCHX27+JcFwkGcmPcNtA2+jzlPHLQW3sPPWnTw06qFud6HOMGdw5+A7WVkmufrOzpzdrce/lLia/RzcWEXBxGSsCefW29Vg1uBs8BEKhknKMeNxBgh4T3dB7oriHXUolALzfjhEqitPvLx7ysqcnZDdjnffPoLVkpAx9dPAlCUYRkguucHqatLunY5Juw99PMRNTsTx8ce0rF8fOUbLypW4t3xF/I/vJU7/KQqdDq74RccTmVNg4R+lOlOtCeY929bb9CQJojHCbf+Bq17o6cvudXSW7tvS6MMUI5kH5gyP5+anxjHjlnzMcbrI851R1xZFHXtNNmn50Wz7pBSv6/LN+jm/poIyMjIyXbC30s6wNMsZJ6NuuyQco6w6YtOiqCmWVv3PJlKD/hBq7bk3lS/bJ0VRY1OjqC9voXRPA+Y4HTf8fAwanfS15/e24ve0YorVsaV6CzXuGh4d/WjkGBmmjE5FarOvmZtX3CzVsIrwyOhHOh3D6rLVNPmasGqt+EN+FuctPm2bsUljSTIm8e/if3Nl1pUU24uZkjaFmZkzz/laewqVQhW5NlEUUaqLO/wwtkeoT+3/ZjBrUGuVHWrifjbmZ4h0NHporHJhtGjxOANSOpnhdJHa3nS9sdJFdZFUa7djxTHyxydRe8yJzqjG5w7SZHOTFpVGWAxjc9tOcz8usZew+JPFBMNBJqVO4tWZr6IQFAyJG8Lm6s08Pelprsy6ssM+BbEFp5kntYZbI9HSdRXr2Fy1mX8e+ic35d/EoNhBPLH5CV7a+RKt4VaOOY+RaEzk28DqstV4W708PfFpRiSMIBAKMC55HBNTJqJUnPvn9ny5e8jdLC9ZTpOviUkpk3rsPBeb4p21hEMiI2Z3bgjXGdq21NyU/lYGT0vFVnqQI1trSM2LjiwcdYUoihTvqiMtPwajRct1S0ahNcjTw76OZ+dOEEVMI7NQOIrQjLkaNAbUQ6YSN3gb+isWE1X3V6lfadwA4tb+GkfSUBpefY2oadMQBAHnypWoE2KIrn4KwgG48W2wpJ35xCNu6fzxzAmdP97H0Zs0+FxBwmERhUJADIu0NPrIHnoiohydJLXM0RrUaPQqWho7zxCrLXMiCBCfYWbyDf1Z+r87qDpqJ3dU11kYvZleEUmVkZG5vHH5Wymqc0WcfLvcrk2kGq1ahkxLY/TVWcCZRWp1kZ03H94YSWM7G6IoUritlqQcSyTlRQyLOOq8fP2fE26zzrZaR7eumVf3vEqMLoYr0q+IPJ9uSu9UpC4rXkalq5IYXQyF9sLTnm9P9Xz36LtkmbP4z8L/8O4172LRnt7HValQMj9nPluqt1DYXEijr5F+ln7ndJ0XE0EQMMXoaGmLTsMJkWo+xQFUEASsiQYcJ4lUQRA69MIM+kN88NxONi0txNngQ29Sd9pHrl0AN1S2cPxAA6YYHUF/iK8/OYbb7qf/aOmHt7nGTWpUKkCndam/3/V7NEoN/5z3T1654pXIWEYmjmTzdzefJlBBSsWudFVi99kjj5W3lBMIB5iXPQ+73859X9xHWlQaj4x6hOnp01EKysj5z5Z63FcQRZFlxcvIMmcxPH44ABqlhilpU3pUoALoVXp+f8XveWHaCxEjrr5Aya564tKjziuamT8hmbHzs5n/wLCIKN30XhEb3jl61n3ry1toafTRb6RU7xaTYsRo1V7Y4GUuG9xbtyIoRVL6bSFlTD0MWig9kTGR+MEuSaDmzoaFf4KJP0aIzyU2twHfvn20rFmDGA7j2bYNQ3QzgiUV7t8m9SuVOS/0Jg2iCP42MyRPS4BQaxhTrK7T7U2xOpxNXUdSY1KiUGuVxKZEcfuvJ162AhVkkSojI9MNHKhyIIowLO3MIrU9kqq3qskdncC4+TloDafbr7cjhkU2f1BEOCxG0ljORMmuOrZ8WExTtZsB4xKxxEuTPJVGQdbQOEp21UdqGtvTf58t/B+OOY/x8KiHUStPRPMyzBk0eBvwBE+ILVEU+ajoI0YkjGBSyiSKmoo6nH933W6mvjeV9RXr2Ve/j2tyriFaF02OJYeuuDb3WsJimMc2PAbQoaVKb8IUo6Wp2hWxtW8X+Z21qbAmGs7oLlp+sJFWf4hjexo4vr+hg/HSyRgsGnRRaiqPNGM75iR/QhJJ/Swc3iIJwOxh8ajUCpptHlJNbSL1FIffw42HWVexjjsH3cnwhOGnpVyf/J6fzJikMQAsXr6YCqe0WNFucvX9wd/nhWkvkGPJ4emJT6NT6bBoLR3eu74uUkvsJSxctpCnv3qaXXW7uGHADd2e0nsu5MfkMy192kU/b0/hapbayPQbEX/2jU/CEq9nzNXZqNTKDp/J+uMtZzVPsZVK360ZA7v2E5Dpe3g2b0QfF0Ch1YE+GrLbPkcpI8AQC5mTJfddlUZKx73+LSwpNrTJZqoefIiaX/6SkMOJwdoM1/4RYnvfAuvlQHv7tXYTwZP7t3eGOVZH5ZFmPnl5D476jvOT2jIniVknsps6MyS8nJBFqoyMzDeivsXPr1YcRqNUnDWS6rb7EQR4ZOsDPLP1GULhENooVZeR1LIDjdQdbwGk2tKz8dWyEvZ8XoFCIZA7KhFrW2uUlP5WMgfH4rb7cbQZ8bT/W6UoY8noJSzMXdjhWGkmKWXp5Gjq3vq9lDnLWJS7iLzoPOq8dR0ibR8VfURYDPPSzpeAcxOcmeZMhscPp9RRysiEkQyOG3zWfS4FA8Yl0WzzsOatg4iiiKPei96kjqRPn4w10UBLk4/WwInWQtVFdj58bgfBQIiS3fUIghRRDfhC5I1JOu0YIEVg49KiJKdmURKlmYNjCbdKCw3xGSasSQYaq1w07QqToE7ko6KP8AQ9kcWFD4s+RKvUclPBTZHj7vm8nA+f23HGXnPD4ofxxuw3sLltEZfnouYilIKSHEsOc7Pm8vG1HzM2eWxknzsG3cGCfgtINCRS4645j1e3ZwmLYalNSzc6Eq8tX0uJo4QPiz5kQvIEbs6/uduO/W1m/3rp++ZMJklnQ6lSMOfuQYy+KovWYJimGg/2Wg+F22yd3vP2Wg9qnRKj9fKe0MqcO4GyMvyl5UQl+eD7q+DOlZIYBenf+7fD7f8B9UmLkCnDUQxZSNb0KkwzpuJo66VqHJoHGeMuwVX0DQxm6XV3NUuL+GcTqcNmppMzPJ7aMifv/3oHHqf0ve6o8+L3tEpt4PoIvUKkyu6+MjKXLy9/UcTR2hZeu2UkMcYzT3Jcdj9ak4qv67ayuXoz/zr8L0p8R/E4/Z1uX3G4CZVGQVx6FPaziFS/txVHnZfc0QnMvXcwuig11iQpkpoxMJbUPElAl+1voLHKhaPOg9ok0KoMnFbDCCfaxZwsUlceW4lWqWVO1pxI/9IiuxRN9bZ6WXN8DSC59GoUmnMWnO0C+fZBt5/T9peCAeOTGbcgm5Ld9dQec+Ko93bpABqdaACxo7Ny2f4GbKVO6o45KdvfwIBxSeiMavRmDakDul7ciGtL+R15ZSbxGSYyB0t1OlHRWnRRaqKTjFQeaWbj/xVxt+FR9jXsY/K7k7nuP9dR2VLJp8c+ZVbmLMyaE31rS3fXYyt1RiYFXTEhZQImjSlyD+yr30eONadLF9nJqZP51eRfRZyG212bLwXVrmqONkmpnm/uf5Pvr/4+93x2T7c5D++u202WOYtnJj3D89Oe7/HU3r5OdVEzWz4sZs+aCvInJkdq0C6U/qMTGTBOWvzZ+O5R3n5yK2v+cojaY6dnpNjrPFgTDJckEi5zabAvWwYCmIfFS5HThIKOGxhjobPP9JRHUIgtJI9uRJ2ciDqqFfXQ6RdlzH2VuHQTCFKq7hf/OMz2FZIMajdOOpXUvGjm3DWIK+8dTMDbGukF3956JiHL3Ol+lyO9ojJeFMWngKcABEHIQhaqMjK9hoPVDoIhkaGpFupa/CRZOn5xHrE5GZZmYWZB1yYx4VCYiiPNuO1+AnpJbFa5qlhRuoJ01QRcTmnl0F7rISpaG2lUX1NsJzHbgsGswVZ65sl1fbkUcS2YkEzGICltzRyr57olI0nIMqNQChgsGjZ/UIygEDDFaBGs0gpke9T0ZNqF64dFH2JUG0k3pfP58c+ZlDIJo9pIXnQeIKWAjkkawxflX+AOupmQPIGvar5icNxgtMpzq+tamLuQTHNmr+/zOPSKdHZ/Vs7+9ZU4670k53a+YtteS3dgYxWjr8rCaNHSXCP11zvyVQ1BX4isYXFkDolDoRS67C8LMHRGGtFJBgomJgMQm2rEFKMjPlMSrzHJJ+r2CqIG8Z3E7+AOullfsZ4FyxYQDAdZlLsosk2oNRyJzttKHF1OBNppr032BD3srN15ThHD5KhktlRtYfbS2czKnMWS0UsQBAG96uK19fjvrf/N19VfM7/ffJYVL2NEwgj21e/jrf1vdWn2da6ExTB76/cyO3N2pF+tzDdj84cl1JU5MVg0TLout1uOaYnXozWoqCl2YE00YK/14Kj3kpTT8XNrt3lI6td3oi8yZ0YMhXAs+zfGlFbUg2edfYeTSRoCV/4G5WdPkDktlrCzEbKn9MxAvyVo9Sqik4wUba+NuOIDnWYpnUxMilR73r4YXFfmRKVRdPhNvNzpFZFUGRmZ3stD7+7hoXd389HuKiY/u5aSeleH50vr3fSLP7N7ZMnuepb/YS+Vh5toEGyoFVINxuGmw3jVLrwtQQLeVt59ZlukxYjf20pjpYuUXAvWBL2UPhoMdXmO9tXEdvFic9u47/P70KaFUaoUCIJA1uBYlGoFYljE2eDDZ2xBJahINJwusE0aE0tGL2Fr9VbuXXMv85fNp85bx6xM6Uc9Th9HjC6GZ7c9y6PrH+UvB/5CtiWbB0Y+AHBeglOpUDI6aXSvj2RodCoGTEimcFstLU2+00yT2rEmGdAaVBzYUMWKP+5DDIs0tf34Fu2sAyApx0LuqARyhp+59s4Uo2PgpJTIayMIAtc+PJyp35UWCVLyoiPpUt6WAE9OeJLnpj7H67Nf57r+1/H0xKcZm3QiJbeh4kRdbc1ZFj7ghMvz1zVfEwwHmZJ29glZijGFZn8zzf5mlhYuZeI7E5n5/kw+KPzgrPt2B6IocrDhICIiHxd/zOzM2fxp1p8YlzKOz8s/P2Oa87lwzHEMZ8DJsPhh3TTibwduu59mm/u0x1sDIRrKWxgxJ4PbfjURXVTnddLni6AQSMiUojSz7hgIwul9o1sDIVqafUQn9Z2JrcyZafniC1ptNqxZThi06Ow7nMr4H8GCV1BTi9YqQPr47h/kt4ykHHMHgXou6E1q1Dpl5DNdW+YkPsN0xkXfy42+cyUyMjLdTnGdi6I6F2WNHj7aVUlrWOTdbeWR5+2eAI3uwFlFqq3NmVcUoYbyDtEXr6qFoCdMdbGdUDBMfUVblKtUMmNKzrVKkTkRnPWdO9qBFEk1xejQR0mC5aOij9hUtYnttu2RbSbfmMcdv5kUEVcOXR3JUcmnmem0c/ug21m2cBmvz3qdDFMGOqWO6enTAUks/XHmH/lewff47PhnFDUXcc+QexgUO4ifjfkZ383/7hlfk8uVkXMyULf1uO3MNAlArVFy+28mMf17A6gvb+HQ5uqI0VIoGMYUo8NouXD3UEu8IbJ/Sq6VO5+bTFSMFrfjRM3liIQRPDH+Ca7rf10H8W87Jt2L1kRD5L48E+mmdGpcNayvXI9BZWBkwsiz7pMSlSL9a0zh3qH3cnPBzfSz9uOZrc9clBRgm9uG3W/nsTGPseY7a/jt9N9iUBuYlTGLipYKCpsLafY1R4ygzpetNVsBGJ4wvDuH3efZ8M5RVv5p/2mP1x1vIRwWSc61olR177Rs9NXZXHFrPonZZqKsWpyniFR7nRdE5L6o3xJEUaTxzbdQR6sxDYw7YZZ0vgz7Lgy/BQoWgPbMv/8yZ6c9uyE62ciMW/KZfdfAs+4jCAKWeD2OOi+h1jANFS4S+1CqL8giVUamV+MLhvjtZ0dx+jp3v+1pVh04Yf6ypaQRgA93VeFvlSKaJfVSVCAn/vT6Ka/rRDN520l1UC5NM4NiB5EWJaXYetUuEOFYW2/Tpmo3odYw+9dVolAIJGabI6LSXuehbH8DJbvrOpwrFAxjK3FIUYM22utDS+0n2s6oNUp0RnWk/1iNqjwyjq7INGcyMXUib1/1NkvnL8WkOXGOwXGD+dnYn3HfsPsYlzyOednzEASBWwbeQoLh8rV9PxNR0Tpu+9VEJl6XS78RXV+jWqNk4KQU4jNMfPlBMYigb4t4JuZ0/w+p0aLF4zi7AKwtdRAVraXfyHgaKl34XEE2vV8YcXs+lXRTOq1iK5+WfsrElIldugGfTIpREqlzs+bykxE/4adjfsrNBTcTEkOUOcrO67ouhENNhwDp/kwynjClmpE+A4Wg4NU9r3LTipu45dNb8LV2vfDTGfWeel7d8ypD44eSZc7qzmH3aURRxFbqwFHvJRzuGMluL2VI6oHPRUqulYKJ0v1ojtOfFkltv+9lkdr3CVRWUnHX3fj27SO2XwPCiJs7rzs9FwQBFv4RFv+1ewf5LSWpzewoe2gsAyendGkmeCqWeD3OBi+NVVKGUF8yTQJZpMrI9Go2FTXwh7XFfLCj8pKcf8V+G0NSLWjaVvdnD0ykyR3gi8OSSGxP/T01kiqKIh//djfv/Xo7XleAhooWqU5UALuuniRjEqOTRpNlzsKtkSZoJW1poI56LxvfLeT4gUYm39CfEncRizctAAFqjzlZ/68jbHynsEPK4paPi3E1+8lvq1sstZdSbC+Wjuso4d7P7uWfh/4Z2T5/QhLWRAOF6r2d1qN2RpQmiixLVqfP/Wj4j3hzzptdRmT7GjqjmhFzMlBrzzzBERSC5DDqlxY12vu1JfXAD6nBrOkQSe2K+goX8RkmsobEIYZFPvvLQfatraRoR22n27ffH76Qj2tyrjmnsQyOH8yU1Ckszlsceay/VTLautDo5flwuPEwCkERqZtuJ1Yfyx2D7mB95Xpq3DV4W73sq9/XYZvjzuOUO8vpij/u+SP+kJ9nJj3T69PTexOuZj/eliDhkBhpxdVOTYlUM9qeBdJTWOL1OBpOFanSQqM1QRapfZ3aX/8v3j17iJ+bi7V/K4z+/qUekkwb0ckGrritgOGzM85rP0u8AWeDN9JHPuGk9jN9AVmkysj0Yo7USBHIFfsvfjuLwtoWDtc4WTQilaGpkqh4ZHYe8SYty3ZLvShL691olArSojumfVYdbaa5xo2z3svyV/YRDokMmpJC+r1+jsXsI8mQxM/H/Zy3r36b5oRyQhbJOt1o1SKGRQ5vriZvXCJDpqfxyp5XsItNKDO87PmiHLcjgMcZoKnNiMfV7Gff2kqGTEsla4gUIV1ZthIBgYKYArZUbeGrmq94ceeLEbfTuDQTC34xCBuV5yxSZS6M7KFxRCcZEBQCgyanYLBoyBjUeV/Ub4LBoo1Y8XdFMBDCUechLi2KxGwz0UkGKg41AUSMnU6l3eXZqrUyNW3qOY3FrDHz6qxXSTefcI3OtGSiUqgiiyc9yeGmw+RYcjo1anp41MOsWLSC9655D4WgYHvtiXR4h9/BHavu4NENj3Z63FA4xNrytczKnEW2JbvHxt8XObnPs/Mkoehs8FJxuCniPt6TmOP1eJ0Bgv4Ttf32Wi9R0dqzLjjJXN54Dx7EtXYtMfNGEhf7FcLoW8GcfKmHJdOGIAgUTEw+74UqS4KecEikdHc9epP6rEaAlxu9QqTKLWhkZDrnSK1Un7nzeDM1Du9Ztu5ePt5dhVIhMH9YCrMGJpIdZ2RAoon5Q1NYf7QehyfIgSoHmbEGVKcU6h/YWI3WqGLUvEzJ0EiAxGwzjWobCCJJxiT0Kj1mjZlooxXb6F0oFAJDr5AEoyhC7sgEDjYcZGPlRgDqso8SbhVRqaVzVR5uBk6kyrVHUcNimE9KPmF88njGJY+jJSi9hnqVnt/t+l1kjOUtUrSos/YzMt2HoBCYfks+k67PJTY1ijufnfyN22t0htGiwecKRkyROqO5xo0oSosUgiBQMElKgxQEaKrpPN033hBPjC6GhbkLzynVtyvUCjU5lhyKmosu+BjngjPgZIdtxxlNjdJMaeTH5JMfk9+hZvulXS/R4G3gSNMR6jx1hMIdjcr21O+h2d/MjPQZPTb+vkrtSSK1vQ8iwKb3CiMZBz1New35ySK5udYjp/p+C2j6+99R6NXEiEshLg+mdL4QJXN50f6Zri6yk5hl7nPZLb1CpIqi+JQoioIoigIgL8/KyLRx1NZCXqKUSrt878WLpraGwvx7dxVT+scRb9Lyw2n9WPvoNBQKgYUjUgiEwtz05618WdzA1UM7rsY229yU7qmnYEIy46/tx/eeHs+1Dw7HaNFic9swqo1EaU6kB8cb4qmKKuauF6cwdEYaggAqrZL0ghhWla1CrVAzNH4oBwxfE51sZODkFCwJeiqPSBEwW4kDlVpBbFoUL2x/gVs+vYUqVxXz+80nx5IDSHWl1+Vex7aabXiCkhhpr1XtZ+l3MV7SbzUpuVaGzezZxYB2h98zRVMbKqX09Ng0SSQPmpLC6KuzGDg5BXut57RaQQCFoODjaz+OuDZ/E3KtuT0WSW0JtPDYhsd4astTeFo952TcNSZxDPvq97G8dDnNvmaWFS1jXPI4AH668adMf386O2w7+Nehf1HqKOXz45+jUqiYlDKpR66hL1N3vIXY1CgQTohEt91P2f5GRszOICq65yMg7RNaR510flEUscsitc8T9vtxffEFplQXylHfgR9tBnPKpR6WTDcQlxYlfX4FIq33+hLfjgIqGZnLEF8wxLEGN/dN70eUtoF3tpeTYNaiVAhcM7TnfmAc3iCrDtRQ7fDx5IJBkcfbV+iGpFp4fF4+L39RxJyBiTxwRf8O+2/9dykqtYIRczIBqdbJmmCg1l2LzW0jydDRECBOF8fBxoNodCpKHaXEpBmJSzGh0ij5supLRiaOJD86n3eOvMP1Px+BRqlGFOHgpirK9jdQU+ogIcuMoICPiz/GGXBiVBuZmTGTIrsUtRqfPJ5p6dP4+6G/81XNV8zMmEmpoxSVoOqQkilz+WJoc/v1OAJdpjw1VrpQaZWYY6XJukanYtz8HA5vqebgJsmBuLPavBhd96Qn94/uz6fHPqXWXUuiseu+whfCqrJVrCpbBcDElInkx+SfdZ/r865nXcU6Ht/0OCMTRtIqtvLwqId5YO0D7KzdCcCdq+8EQLlDSUgMMTNjZodFJplzo6naRdbQOPyeIM62SGp7FkhPpL93RrsYbapxkzMiPtL6SxapfYPWpibqnn8Bz66dZP7zn6gTJA8A96ZNhN0ezGlumPb/pNQRmT6B1qDme0+PJxwK96nWM+3IIlVGppdSXOciFBYZkGQiI8bAYx/s48F396BRKhiYbCYnPopap49E89lX4DcU1mPWqRiREX3G7d7YWMKvPz2CTq1gZIaVOQNPn0gLgsAPpvXj9olZaJQKFArpBy8cFtnw9hFKd9czbkF2JLIFsKV6Cz9c80Oi1FEMjR/a4Xix+lgavA04A04W/2cxd825h+8Mvweb20axvZiFuQuxaq0EwgGq3JXkWHMYOz8bW6mDla/tRwRGzM6gzFGGM+DkwZEPckXGFRjUBgZED2By6mQW9V9EXnQeJrWJP+z6A6vLVuMJekg3p0d6tspc3hgt7ZHUrh1+G6tcxKYYERQdJ2nRyVJktbnG3aMGMrMzZ/P63td5YvMTvD77dRRC900qVh1bRaY5k8V5iyNtks5GtiWb5YuWc9vK29hVt4sMUwYDYwYyI30GK4+t5LfTf8s7h99hQe4CdtfuJt4Q38EMSubcCHhb8bYEsSYYsNd6IpHUmlIHSpWC+PSLY3ai0akwx+lorJIyCiKmSbJI7RPYnv5vXGvXIobDNLzyR7R5eZjmzMaxfAVKHRgnToG43Es9TJkeoC8KVOgl6b4yMjKnc9Qm1VLmJ5m4ZmgKMUYNA5PNaFUKnv7kEFtKGhj36y/YW2E/43Eqmjzc848d3H77bpMAACAASURBVP33Hbj8rZHHw2GRncebcPtb8QZC/N/X5Ty76ihDUi2kWvX81/xBZ6xv0KmVEYEKUHmkiUObaxg2M52RczM7bLu1eisiIi3Blg4tMQDi9HF4Wj1sqtxEIBxgv2MvKrWSdRXrAJicOjniUlpol5xRdUY11z48grSCaMSwSEqelT31ewCYlTErkuarU+l4bdZrDIodhFqhZmr6VEocJaw8tpLNVZvlVN8+hMEsRVK7cvgNhcLUl7cQl3Z6FDCmrUa2sbpz86TuItOcyWNjHmNrzVa2Vm8947aN3kZsblsHF+uuqPfUs922nXnZ87h90O1kmjPPuk87giDw0KiHALgy+0oEQWDJ6CV8skiq6/79Fb9nZsZMloxZwu2DbseglgXN+WKvk0oMLAl6zHH6SE2qrcRBQpap23ujnonY1Cgaq1xUHGriyFc2AKJlkdpr8R48iBjuvM7etWkTtc8/j/OzzwhUVtKyZg0xc0diGR6L/f33qX3mGaoeeYSWNWuwZLgQhiy6yKOXkflmyJFUGZleytHaFjQqBVmxRlRKBasenIJZr+bNTaW88Fkh4bbJ647jzQxL79oZ8jerjgDQ6A7w2vpiHpubj90TYPGfvqKozsWNo9OxOX1sKKxnYLKZt+8Zh1l3/tHF9onXsJnpKJRSL0aloOQHw37A7rrdke1OTXOMN8QDsKx4GQCHGg9R5ijj5V0vMzh2MDmWHALhADqljh22HVS2VOJr9fHjET/m6vuHUV/eQkKmibe27MGqtZ5xgv7EuCe4d+i9fHf5d/G2emWH0j6EwaxGrVVSf9wJpJ72fG2pg4AvRPrA01MrNXoVCZkm9qwpJ3dkAi1NPvaureCqHw3tsBDTHVyZfSX/s/V/ONx0mImpEzvd5uOij3lm6zMEwgEW9FvAryb/6ozH3FC5ARGROZlzLmhMoxJH8de5f2VgrNRAXqfSoVP1LZfIi0HQH0JQgErd0Sm3vQbUmmDAmmjg6Nc2mm1u6stberxW+1RiU6Mo29fAytf3R1x+o/qYI2hfwbtvH2U33EjiE08Qc8v3Ojzn2rCBih/8UErdFUUEjQYQiRb+DSnQGhiLIjadlvWbQSEQU+CD/KsuzYXIyFwgskiVkemlHLG10D8hKuKcm9CW1rtoZBovfFbIpqIGAA5WObo8ht0T4NP9Ndw7NYc6p58/rivBoFFh0CgpqnMxLjuGpTsrCIuwZE4e98/IvWB3OLfdDwIYLBrqPHW8se8NQmKIbEs2BxsPMiJhBLvrdp/mpjsuaRwahYatNVJkqcnXxMPrH0alUPHb6b9FEAS0Si3T0qexumw13lYvAgJ3DbkLvUpPYpaZQCjANts2hscPP+P4ozRRRGmimJ42nZVlK8mx5lzQtcr0PhRKBdnD4ijZU8/UmwacFp06fqARhUIgPb/z+r+59wzmg2d38NlbB6kvl7IYPI4AUdHabh2nWWMm2ZjcZb9Um9vGk1ueZGzSWPQqPZ+VfcYvx//yjKJxu207sbpYcq0Xnso3Omn0Be8rI7U3Wvq/24lJMXLlvUM6PNceSTXH6xkwLontnxxj+St7CYdEUgecuQSju4lNjUIUJUGNAIlZ5m5fiJHpHpyfrgSg6R//IPrmmxAUJ77TGt/6C6qEePq9eB+usgDODdvQ1n2Keuy14G0mw7KVkPdrvOZsjEke1ENngP7i3msyMt8UOd1XRqaXcqTGyYCk02uVUq16xmZLE22tSsHBaudp27SzvawZUYQrBiTwm+uHsHB4Cs+vPsora4sZnGrmxRuHoxAEEs1a7p6S843sy912P3qTBqVSwUdFHxESQ2SaM/l/m/4fwXCQ2wfezj/n/ZO5mXM77JdoTIw4kU5KlVxDi+3F3D7odlKiThhEXZl1JXa/HX/Ijy/kY0v1lshzv9n2G6pcVVyfd/05jXVB7gIUgoJBsYPOvrHMZUP/0Yn43a1UHG7q8HjA18qxfY0k97eg0Xe+NmuO0zPx+tyIQAXwtpy57+qFkhed16VIPdp0FBGRH4/4MTcV3IQv5OPrmq+7PJYoiuyo3cGYpDF9rv3A5cTWZSU02zxUHGrC7wlSfqgRURQRwyKOurZepBolphgduWMScDb4yBkRT0Ynkf2eJDZVSm03x+n44R+mc+3DIy7q+WXODVEUca76FKUWguXl2N9/n5DLTdjrxXvgIJ5t24hJLUOx/AeYD/yEtLyviC9ohIkPwIxfAKCMzyBn1jGSh9lg4k8u8RXJyJw/skiVkemFNLsD1LX4ye9EpALcOj6TWKOGG8ekU1zvwhcMdbrd16WNaFQKhqVb0aqUPPudofRPiKLRHWDRiDRSrXpeWDyM3904HJ36mzVzd9kDRFm1OANOlh5dyoTkCbwx+w1So1JRCkqGJQxjeMLwTntN3jPkHmZnzubhkQ8jIKBSqFiU27F+ZnLqZKLUUYxMGIlZY2Zt+VoAKloqWFq4lFsH3nrOhjGTUyez8caNcrpvHyN9YAxao4oN/3eULR8Wc2hzNY56L39/fAvNNW5yRyaccf+8sUnEpJzo4XqmdjbfhLzoPMocZQRCpx+/3ZE615rLmMQxGNXGSH12O/Weeu7/4n6e2/4clS2V1HnqGJ0oR0IvFa5mP/vXV2GO1xPwhVj+yl4+eXkvy1/Zx58f3sjRr21YEvSR7cfNz2HwtFRm3JJ/0RcWLAkGoqK1DJmehlKlQK35Zt/7MmemZd06Sq66Gs/u3Wff+CTcW7bQaqsjfqgdXYoO21NPUzh6NMcWXUf9Sy+h0Cmx5ovw/dWSKA16IWcGpI6E9LHweBXc8hFKrQIhYzRkTe6hK5SR6TnkdF8ZmV7IkTbTpAFJ5k6fnz8shfnDUlh1wMY/vjrO9/+2ne9PymbWKW68Xx9rYkS6NSJAtSolL94wnN+sOsyiEVLd3sIRp9fvXQhuux9TjJantjxFk6+JF0e8SEpUCm9f/TYVLRXE6eO63Neqs/Li9BcBGBY/jGxLNrH6jj2/dCodb855k1h9LC/vepl15euw++yRKNN38r5zXuO1aC3neYUyvR2lSsE19w9j03uF7P68HIDR87IIeFuZ98MhZA/r+h4EUCgE5t49mMqjzWx6r7BHI6mtYitflH/BpNRJmDUnPueFzYUkG5MjbV6mpk7l02OfUhBTQJO/ieHxw/nFl7+gwdvARjayv34/AGOSxvTIWGXOzqEvqxBFkZm3FfDxb3dhK3Wii1JTfrCRqBgtQX8IreHE4pw5Ts+0mwZckrEqFAK3/WoiyEH3b0TY76fpH/+gtbaOxJ8/jqBQEPb5ELTayMKDZ/duKh94EIJBqh56mOyPP0IVc/bIuXffPip/8gBqqxJzuhdrdin2jKcJNAdp+stfCZSVET+0BeWEOyBjvPTf1Mc6HkSpkpx8v/t/EJMjt52RuSzpFSJVEISngCcv9ThkZHoLB6ulOtOuIqntDEu3oFQIbClpxN8a7iBSnb4gB6sd/PiUPqZD0iy8fff4bh+z2+6nzlzGmuNreGTUIwyLHwZINXjnk1b7tyv/1uVzg+Kk49wx+A4+PfYpL+9+GVfARbw+nmyzHBWVgaQcC4sfH4Ot1MGHz+1k39oKTLE6cobHn9P+MSlGomK0bHqvsMciqf2jpc/kTzf+lDFJY3hrzlusq1jH73f9Hl+rL/I8wJIxSyhsLuSZr5+JPBari2Xp/KW8uPNFttm2cW2/a+WsgEtEOBTm0JfVZAyMIaW/FXOcDmeDj7l3D8KSYEAXpWbju4Xkj0s6+8EuEqe2YJI5P1ybN2N78imClZUA6AYPQj9kCGWLb0CTnY31uzdinjOH5n+9jdKgI/W6XCreLqZ6yWOk//kNxFAI0ecj3NKC45PlxNx5Bwrtidr3uhd/h9KgI3NSKcpp98POvxHd+BLE9EMxIw3n/iaiBzTAuB+eGFRXInTAlT35UsjI9Ci9QqSKovgU8BSAIAhZwLFLNxoZmUvL0h0VPLfqKP3ijSSYzmzakmzRs/qhqXy4q5LX1pdQ5/RFDJY2FtYTFmFK/zNHj7qD1mAInzvITtfXLB67mDsG3XHBx1Iqzp5+lhedx80FN/OvQ/9Cp9IxM2OmXI8n04GETBMavYqAt/WcBWo7Gp0KlUaBp4ciqVnmLG4deCt2n51PSj9hWfEy/nn4n5Q6SgGYlz0vsm2CIYG/z/s7e+v3kmHKYGnhUq7Pu54cSw6vzHyFYCgot4W5hDTVeHA7Aky4ThKhWUPiqDzaTGpedEQMzryt4FIOUaYbEQMBqh56GFVsDOlLFlK/dCN1zz2PMiYaQa0m7HJh++V/0fTXvxGsrsKS4cLoPUri1Dxsn2+h6e//wF9aguPf/0Gh1xN2OlGnJGNZsAAA35EjeLZuJX6yEbVRCWPuhhG3wOdPgbOK+IT9xF0Bwpi7wJJ2aV8MGZkepleIVBkZGYn9lQ4e/2g/Y7NjeOXmkeckvHITolg4PJXX1pfw2aFabhkvtWBZc6iWGKOGkRk97+jntkuTebfGwZ2DH7oogvEnI37C/vr97Knfw9iksT1+PpnLC4VSQVp+NKW760nu33WLpq7QmzR4eyiSqlQo+emYnxIWw1S6Knlyy5OIiCQYEqjz1JEb3dGl16K1MDVtKgCPjTmR1qdWqFErzr9dlMyF8+XSInzuILPukNr12Gsl596YZKmWedLi/oghUY5W9lE8O3cSbmkhYUqAqMpXURWoqD4yDH9JKamzBEzjM2kJ3EbVs/8AwJwVgKtewLpiCc7cwTT97W+EHA40GRmorGb8JUU4V38WEamNf34TQa0gOqm8LVW3LUPi5vdAFOGd7yKUrocpj1yiV0BG5uIhGyfJyPQifv7xfuKitLz6vZHEGDXnvF9eYhRZsQbWHqkDIBgKs+5IHVfkJ6C8CJMlt90PgEfjJMlwcdLa9Co9r8x8hUdHPcqV2XJKk8zpZA2JQ6EQSLuANh8Gs6bHalLbUQgKXpn5CpNSJ5FtyebPc/7MhOQJjE/u/nR8me5h7xcVHN1qi7hAt4vUdmMkhUJAqZanVn2Vli8+R1CKGFPCcNO76PIHkjOrirz74zEnNSNUbsN8/DdYB2tRm8IYpl4JY+9BmPooMUnFtNbVIfr9pAw9Rub4o5jjbbg3bSDsduPZtQvnihXE5LlQjrsJ8k7peywIcOO/4Mc75CiqzLcCOZIqI9NLsHsC7K9y8NjcAVgN5y5QAQRBYGRmNF+29U7ddqwJp6+V2acYKfUU7SJVa1J06t7bU1i0Fu4YfMdFO5/M5UX+hCTS8qMxxXTdY7Qr9CYNLY2+yN8tTT6UKgUG8/l9Ns+GWWPmtVmvEQqHUCqUvDHnjW49vkz3IYbFyP9vW36Mq+8bir3Wg9GqRaOTp1N9HVEUca1ZjTHRj+Lq52HAPDAlwfu3o2zYA9f+EYbcAPveI0n8MQwEYdgN0s4zfkHU0c9Q7WlCqQqhs/jA58eUraC5qJXyu+8hcPw4KquBuIIaGH9f54NQqsGa3vlzMjJ9DHm5T0aml7C73A5wwem5A5PN1LX4aXT5WXOoFq1KEalHXfHqPr5cWtRtYz2VxmoXImHMsfqzbywjc5EQBOGCBCqAwaTuUJP66Wv7+PdLuwmHwt01vA6cSy22zKXl5Puh8mgzAM21HqyJck1wX8ZXWEj5PffS8tkagrWNmDKCUrsXgJQR8OBeeOSIVDuq0sDIWxEGL0KwpEDONGk7hRJhwo/ImFJL2qR6hMV/gSVFGKZfScJoPyGHHV1+LumTalEMuQbiL437s4xMb0Je+pOR6SXsPN6MUiEwLP3CWqMMTJbaWByqcbLmUC1T+sdh0KhwNngp29eAJUHP5MWSa6jb4eeTl/egVClQaZRkDo5lxOyMC6qjEkWR4p11NMZUkGDteZMmGZmLgd6swdcSQAyLhEMijVVuxLDIxveKSO1vpf+Yi5OlINN7aGmSIuvJuRZqih0EvK3Yaz3kyfdCn8bx0ce4N23Cs3UrCi2Yp40BbdSJDQQBzMkdd7ruzxD0SJHPdgZfhzbx56A1QfY0EASEgdcSu+9dYkf1h9pDYAvCnGeQkZGRI6kyMr2GXeXN5CeZMGgubO2ooE2kfrSriiq7N5LqW7SjFgBHnZeAtxWAo1ttNFa50RpUBP0hvvq4hPXvHI0cK+BrPefzNlS4cNR5ORK9jeSo5LPvICNzGWAwaxBFqC6y01QjCVSNXsXBjVV89tZBfK7gpR6izEWmPf07KUdaSGyodBHwtsqR1D6Oa93nIIAYDGLNcqEYeu3Zd1KqQXfKgrNaD4v/CoteB0Xb9Dt3Fgy9EXb9A5pK4KoXIDqr269BRuZyRI6kysj0AkJhkb0Vdq4beeFmCNFGDUlmHf/eU4VSIXBFfrtIrUOlVtAaDHNoczXOei/lh5tIzrWw4MERiKLIF387TOG2WsZclc3nfztE1dFmrr5vKFlDT0RGG6tc7FhZxhW3FqDWnkhNLNlVh6CAouhdLDBOvfAXQUamF6E3SbWny363m+RcabK54IHhNFa5WPevIzRWuUi9AEMmmd5FKBSmsdJFQqb5tOd87iB1x52kF8QgCEIkktouUqsKpZRfa5IsUvsqgcpKAscriRvUQqtfQ8wQAQZ/58IP2O+Kjn+rNHDdGzDvOdAYO0ZeZWS+5ciRVBmZXkCDy487ECIvMersG5+BgmQTYREen5dPvEmLzx2ksdLFwCkpAGz+sJj9G6pw1HnJnyBFPQVBIH1gDK3+EJveL6SqsBmDWcOOlWWI4gmjkNI99RTvqOPo17YO52ysdqOPU+JXe0gxpnyj8cvI9BZS86LJHZVAVLSWmmIHCpVAfEYUmYNjAakOW+by5/CX1Sz93x1UFzV3eLy62M7/PbWVT17ey9ZlJZJpTqMPjV5FdJsorWqrS7UmyCK1LxL2eGh8488AmDM9JI9uRD3xux1TfbsLvVUWqDIypyBHUmVkegE2h7RCn2i+MJOXdu6ZksO4nFjumiz1VmuolCbSmYNiKdlVj9vuZ9CUFNQ6VYeausRsKYpQuruexGwzA8YlsfHdQmpKHPhcQUKt4UirhX3rKhk0JSXSC7Wl0QsmKfUxyXhx2s/IyPQ0BrOGufcMZtsnpWxfUUZMshGFUoHBokFrVNFY7b7UQ5TpBsr2NwKwc+VxknOtNFW7MVq1bPmwGKVaQd7YRHatLidjYCwtTT5MMTqMVi0AtlInSpUCU+w3+96W6X2I4TAVP/ghnu3bsWR50Fz1ILTYYNIDl3poMjLfGmSRKiPTC6h1tqWRWU6f7DRWuYhJMUZE4ZmYmBvHxNwTKboNFVIvvy/cKxDjklD7tEy8LheNvuNH3xKvR2dU43MHSR8YQ/7EZLYtP8b25ceor2hBrVGiN2lQqhQ017gp3V1Pv5EJiKKIs8GHK6cOlUJFmknu3SbTt+g3KoHtK8qITZWiJ4IgEJsSRVOVHEntSWpKHMSnR6HS9IzrcbPNjdsRoOpoM1qjivJDTfztZ5vxOAOY43Q4G3xMXtyfgknJFO+oo/xwkyRSY/VodCrUWiVBf4iYFCOKi9CLWubCqPvdS/iPHiX65puImnpu5SiO5Svw7NyBZ/t2kr4zhGjVahh2E8Tn9fBoZWRkTqZHRaogCJOBF4Aw8KEoir/tyfPJyFyuRETqKZHU2mNOPnh2B6OuzGT8wn7nfdyGChd6s5o/HH2JgWnDeHHx79HoVTj8Dn668adkmjMZFDuIccnjSMw2c/xAI5mDYlFrlAyZnsb25ccA8Ltb8TgDFExKofaYgw3vHCWlvxUECPpD7PfvZG7WXIxq4zd/MWRkehGxKVGMujKTjLY0X4DY1CiObK1BFMVzWjySOT8c9R4+en4nY67JZuw12T1yjs/eOkhDhbTQMPOOgVQVNhP0hzBatOxafRylWsGA8UlodCoSs82U7q7H2eglY6B0HxitWuxy+5lLRqCsDHVGBoKi66o17969NL7+OoJej3vLFvpv2ojScmb3fO/evVQvWQKAMduIVbla6n0a179bxy8jI3N2eromtRSYKoriROAaQRDkb3MZmU6wOX0oFQKxUdoOjzsbvADsXHWcAxsqcTv853XchsoWQrFuguEg+wO7iEqR1qWWFS9jS/UWPir6iCc2P8E1H19DY1IZsalGEjJNAAyZnopKrUAXJdXJhEMi6rgQs+4YiM/dyp7PK3A2SOK6QV3NTfk3faPXQEamtzJ+YT9Scq2Rv2NTjQR9oYjbq0z3cvyAlIJbsqvuGx1HFMUu+9p6nFLPU61BRdaQWKbdNIBZdwxkwqJ+zLglnyk39EdnlL77UgdEY6/1EG4VyZ8o1fIbrZKxllyPevFxbfqSkivnYXvyScSw9P42vf02ZTfdTMglLTyI4TC1v/kNSoOCjKmNiIEAjuXLI8cQW1upf/VV7MuWdTh2/R9eQWnS0+/xaaSNLkK48tdw/Z+lNjMyMjIXlR6NpIqiWH3SnyGkiKqMjMwp2Bx+EkxalKekjZ0sSje8U8iBjdXc8PPRKJRnX19qDYZorvFQmXsElaCiVWzl8/LP8Qa9fFD4AcPih/HXuX+lzFnGM1uf4XX7s3zx+Bf8af+f2Gbbxi/H/5IFDw5Ha1Dz3q+2EQ6J/PrIU7w89n/JHBzLka01xKZJkVOdVcnQuKHd+6LIyPRSTri72jHH6S/xaPoexw80AdBU7aapxk1M8oVlaGx6v4iqo81852ejOziSi6KI39PK0BlpjLwy87SU4oGTOxrApQ2IZsenZaQXREfGYrRIC4pyJPXi0/z2v0CpwL70A3QDB2K98UYa//wmrTYbVY88gnnuXFqbmvDu3kPy2GYMeVlot9XT9Je3CDkc6AYMoOmvf8OzYwcolWizstANGkTdCy/g/vJLEoY50Rx7B7InwrgfXerLlZH51nLOkVRBEF4QBOGYIAiiIAiDT3o8TxCErwRBKGz797ScCEEQZgMloijKy84yMp1Q6/R1aprksvtRqgXueWkqs+4ooLHKxf4NVed0zKZqN+GwyAF2cn3e9QA8uflJnvn6GcqcZVzf/3rUSjX9o/tzw4AbaAm08F+b/4vX9r7G/vr9PLf9OZJzrewMbkEVHwKgUVfNu0fepWBiMh5HgANtY4lLtMhpjzLfGmJSjBjMGioON13qofQ5WgMhqgqb6TcyHgTYuqyE6iI7bvv5ZZGA5L7bVO1my4fFHR73tgQJBcNYEgwRsXkmknIs5IyIZ+z8nMhj7ftFy+1nLhquDRuouO9+XBs2EpvnQJugxv7BB3h27KDVZsOYIuLe9CU1v3iC+t++iCFVwDK+H3zvfWLyPASra2h4+Q9U3v9jfIVHSZqXhNqiofKhh6n66U9p+vs/iB5lIma0CX6yC2754EQ/UxkZmYvO+URSlwG/Bzad8vifgD+KovgvQRBuAV4HIo2gBEFIAx4HFpx6QEEQrID1lIdl5xWZbx02p4/c+NNt7atr62hS1vGPor9x17i7OPxVDXvWlDN0ehrCWcw62p19GwyVTEu7l6+qv6K8pZyb8m/CpDFxVc5VkW3HJo0FYFXZKobGD2Vu5lye3/E8a46v4aktTzFKM48c7QjcGgf/KfkPP7nuJxjMGmqKHYQJkxqT3I2vhoxM70YQBNILYjh+sBExLJ71syhz7pQfaiIUDDNwUgoxyUZ2rjrOsb0NGCwa7vjfSef8WrcGQzTbPGgNKg5s/P/s3Xd4FVX6wPHv3N5vctMbSYDQCSAEkA5S7Q1RseGuqLjqqmvfFbaoa1kVXHv52deCBVQUsCEgIL0FCJDe201ubm/z++NiMCZAqAE5n+fJg8ycmTlzJcm8c8553zKycuKpLmqi5/BkHHWRZRTtzcqrVCuYcmPfFtuiEg2o1AoRpP7K8V6jXfPf5/Bu24aklInKNqLcVUf1pgA1zzyDQiWTOqwSOTqLgKEHzq3lWE0bkM5+BaI6ETX+TKw91hNOOhOPMxZ94xKUgTz0OUqKVnSi6auviRmVRHzyehjzFMQcfg4IQRCOrXa/IpJleYUsyyW/3iZJUjxwBvC/fZv+B5whSVLcvv1a4A3gZlmW20qF+Geg4Ddfvw2CBeF3r6rR22ZmX4fdjUvdyNwNc3H4HfQclozT7qOywHHIc9aWOEEdxqGro09sH85MPpPO1s7cPehubh1wK1rl/hGEOEMcGZYMAM7OPJvLe1xOhiWDe5bdg8Pv4MfET/io7+P0jeuLO+jmxW0vMumG3gCEFAHSzGnH5oMQhFNEWi8bXmeg+WWQcGxsX16O0aohtUc0g8/rzNX/OpNBZ2fgbvQf1mdtr3Ajh2WGXdwVnUnNgqc3sXL+HjZ9U9y8lthyFKVjepyZxFX/OhOtQdS2BAj7/eRPnkLNc88d1nGy30/pbbdTdPU1lN7+Z+zvv99cn9tfUtL8376CArxbtxLfz0G3CyvQnHcvlpH9APBs2IitRxOKYTeg1ITRNa0kNn4d6jF/hIzhkQuNvBMpJhNlQy6m2rdRxqfCzB/Q9cshfWwVCWMtxCVvggn/gIEzjtnnIgjCkTvaeQxpQJksyyGAfX+W79sOcCXQC3hJkqQfJElK+c3xzwCZv/kaeZR9EoRTissXpMkXbHO6r98RxqVpBGDi/IlsNq5AqVawe11Vi3YrP95D0fa6FttqS5rwWBtIMScTrYvm/sH389F5H6E+QMHwIUlDUEpKJmVMQqPU8PCIhwkTJlYfS0gZwKGu5/wu5zOt+zTeyX2Hmqhisq+38kWv50WQKpx20nraQIKibbWt9oWCIv3C4QiHZeSwjKPOQ3FuHT2HJzevuzdF6+gzOvLo0N7p1SU76pvbJmdFMeT8zoTDMqZoLTt/qmhOSGe2HXmQqlBI7ZoqfLpo/PQz/EVFOBYsOKzj6l57jaYlS5D9fry5uVTO+TvVTz5J0/ffs3fCRFzLI+MWjs8+BWQsA5JR9D0X+l6GevhVJJzRSMp4BXFD9DDpUbh1aF0cBwAAIABJREFUPfxlN8z8IfL3X2SMiGy7fTPctQv+8A0k94fL3kaXmYYtYSfS+XNh+O1iiq8gnCSO63eiLMv/J8tysizLY/Z9lf1mf4Msy4XAdYiRVOE0VdlcI7XlA48sy4SdSgJ6N++d/R59YvvwyIZ/Yc1Skr+hev8bZk+QTUuLyV2xP0+ZHJapLXVSqS+gd0xkxFOpUKJRag7Yj1n9Z/HapNeI1UfqrGbHZfPKhFd4c/KbmNWRjL9Z0VncMfAOrForb25/k6bYKqrMhXQydzp2H4ggnAIMFg0JGRbyN7UMUjd/W8KLf/qhOXus0DZZllmzMJ/qIgdfPLuJL1/YQv7GGpCh57CWyweMVi22ZCOlOw8dpO5ZX83CuZtY9eleVBoFljg9fUalMOPxEYy4LAun3ce2ZWVoDapW9aKFIyMHg9S9/CJIMv7iEnwFBe06zpefT+3zL2DubiBj4Fq6TC4lemgS9a+9TvldkTIw3m3bkGWZxk8/wpjgR335XJj2DmhN0PM8bL3CWBLr4OwnQLnv/6dCCckD9v/91yQJzIn7A1FTHMz4Cq5bBGdcfSw+DkEQjpGj/QldAqRIkqSUZTkkSZISSN63vd1kWZ4DzAGQJCmDSLAqCKeF9YV2ALonWFps97mCSGEFKjP0jevLM2OfYdoX01jV8A3dG0dTltfAio920/+syChmTXFT87GNtR4CvhCFml2cEzu8Xf2w6WzYdLYW2wYnRdaq9ovvx4qyFWRFZ2FUG7mw64W8nft2c/tUs1hKLpx+MvvFsvqzfL5/dyfhkExmdiwrPtoNRMpHGSwHfil0unPUeli3qJCNS4oJBcMo1QqUKgUmm7bNjMlpPW1s+a6E1+9ejkKpYMz07mT0jW3eH/CHWPHRbvJWV2KO0dFU5yUmxYRi3xpWg0VDRnYsllgdjlovltgjH0U93blWr8a18icCFRUEKiqIuvRSAmUVxPd3UL3JivO775DGj8fx9WJiZlyHpGn9fSCHQlQ88CAKNST2KIDuVyL5XSQ4PiHkzsaxpRZJIePbuBzPxjMJVDcQOyEaOg3dfxKtGa77AvTRR7eG1GDbPy1YEISTxlEFqbIsV0uStAm4Anhn358bZVmuORadE4TTwTc7qki26uiZZG6x/ZfyMwZr5Be8WWNmRp8ZvFDxBt0ZzapP9lBX6uTnLyLvdJrqvHhdAXRGdXOR+jpDGX1i+3C0pnabSoIhAYsmEkhf2u1S3tj+Bh/v/ph4Qzw6lXjgE04/nfvHsfqzfHJXlKPVq9j5U0XzPk+TGEk9mJriffUsZRmdUY3XFaBwcy2Z/WPbbN93TApBfyTLeFleA9+/s5Mr5wxFu280dNfqSnKXl9NtcALDLunKrtWVrYJdpVLBhOt78/Hj61uVnRHax71hA8U3zIRQCKXFTKjRgWfzZlT6MLbBNhoLvTS89zaORV/h3b4d108/EXY6ifvz7ZhG7l/NZX/3XTybNpE8tAHVyOvg3KcAkJIHkCz/jdg0DVUbTPgKimic/x6SMoz5vKmt65WmDjqBdy8Iwol0OCVo5kmSVEok++43kiRt37frJuBWSZLygFv3/f2wSJI0Z19pGxkxiiqcRryBEMt31zKuZ3yrrIjOfSUXLNH7s0dOzpiMy1yHrAhTXRQZOf0lCQhE1qE2/6mQaTBWNU/3PRrjOo1jzrA5zX9Pt6Qzq/8slJKSHrYeR31+QTgVRScaGXZJVy64vT/XPzGCiX/oTfa4yKwCjzPQwb07+Wz5vpRv/i8XWZapKW5CoZS4+l/DuPS+SKARDsvEZ1jaPNYaZ2DM9B6Mmd6DCdf3wuPws+Hroub9ZXl2jFFaxs/ohdGq5YxJ6XQdGN/qPImdrZx/e38m/fHoX96dbjxbt1F68yw0FiXdLnPQbUoe1gwXBINEdXYhTX2dhIFO/BXVeLdvx5Rlxr1mDf6iIsru+gv+4mIA/EVFVD/9NKZ0JZa+UTB+9v6LDL8NadSdaKNAG63AX9lA0+KlmFO8KAdO7aA7FwShIxxOdt/bZFlOlWVZJctyoizLvfdt3ynL8hBZlrvt+3PX4XZCluU5sixLsixLRJInCcJpYU1BPZ5AiLN6JrTaZ6+LBJyxsdbmbWaNmXGZY6k3RtafKpSRwDYU6wL2j07UlDjxmBvJiE7HoD4+JRJu7ncz3132HY+Pevy4nF8QTgUDJnQitYcNhVJBVk4CQy+ITDsUI6ktbfm+hOUf5LFrTSWOWi81xQ5syUZM0VqscXpM0ZE1+QkHCFJ/LT7dQnrfWHatrogkXZJlyvIaSOkW1a4SKGk9bdiSjUd9T6eTYE0NxTNmoFD6SRtahDJ7Coy8i/ihGqyZLqLH9YG0wRiHjSTpTDfRvcOknrGLrGsUZJ5th5Cf8rvvwbd3L8UzrkciRGK/MqQLngWdteXFxs+GewrQdumKHJQJuXxYBySIsjCCcJoRKcwEoQOtzq9DrZQYmhnTal91TSRJSFJcXIvtw5KHUWGITDjYFr8CgM3anwjo3dQUR0rT1JY2UakrIDsu+3h2H4vGglEtHvYE4RdqrRKVRiFGUn9j99oq9OZIZvHKvQ3UFDuJ67R/iUNiZyuSRIttB9NtcAKuRj9leXbslW48Dj8p3aKPS98FqH3hRcJuF2lDC9FMvBkufhnGPYjqnAdIHtKIavTMSMNzniKqu4LEvlVI4x9CZVSjibWQ2L8Gz+bN5J97HmGng06jKlAPnw5dx7d9Qa0JTVY3AJTaEMZJl5ygOxUE4WRxUqS2kyRpDjD7UO0E4fdmXWE9fVKs6NtYH1Vf14RH5STZ2jIpUU5iDv+NeZ1EdwZrUr4gLpzE3piNxPmTseXbcDv8uBv9lEcXcFHs6BN1K4Ig7KM3afA2iSD11xqqPWRmx7JnQzV5P1fhdQWIS9sfkA6ckk5aLxsaXfseSzKzY9HolOStriQuPTL6mtwt6rj0/XQXqKzE/sH7RGU60U66GSb+a//OgddBfC9IiyTZIyoNrlkI9gLoeR6MvAtcdVheGoXXKRGKG0ic9TvU8ckw6eGDXlfbdxBIS7Gke5CyRZAqCKebkyJIFdl9hdORNxBic0kj1w3PaHN/U4MHl6aBRGPLxBCJxkSkFA/zrU8C8HHnuQAUGXeQVtibgs2RvGV1hjKyY4/vSKogCK3pzWox3fdXfO4AXmeAqEQDiZkWinPrUSgk0nrtzyYem2omNrV9o6gAKo2SLgPj2bOumvoKF9GJBqxxrbMCC0fP+f33EApjy4mC8XNaJi+SJOg0pOUBiX0iX78wxiBd9CIJjnOBEojtBld/1nqa728oM/qTPrYObbcsiO16rG5HEIRThJjuKwgdZGtZI/5QmEHpbU9R8zWGcGscJBhar1cdlBAJXNMt6QBEaaMot+wFYMPiImRJxmmto0uUWMMjCCeazqQR031/paHaA0BUvIHEzpHAJHtcKlHxR7devvvgRAK+ENVFTXQbnNiu9ajC4XN9+wUqfQjNRQ+CUn1kJ8kcCefNhUmPwI3LwZpy6GNiu2FI06HMmXZk1xQE4ZQmglRB6CBrCyNrTgdl2NrcH3YpkI0BlIrWU4EnZ06ma1RX7hx4JwAXdLkAt9mOrAlGkpKk7qZrfCYqxUkxWUIQTitiJLWlhio3ANZ4Pd0GJ9J9SCKDzjn6HInJWVHNCZeyclq/zBOOnhwO496wDWOSH6nHOUd3soHXwZm3gLqdJcvUerh9M5x569FdVxCEU9JJ8QQr1qQKp6O1BfV0jTdhM7YudB4KhVF4NWjNbb9HGpEyghEpIwiEA0zrPo1Lu13K1tqt1EeXEleXyffxH3F+7JTjfQuCILRBb46MpMqyLEb3gMZqN0hgjdOjUisZP6PXMTmvpJDIOTeTmuImMdX3OPHm7iDk9mPsmQpa04nvgKHtl7iCIPz+nRQjqaIEjXC6CYdl1hXZycloe6qvu9GPhIQxSnvQ86gVav469K9kWDPIScxhafK7dL1Sg11TTd+4vsej64IgHILepCYUCBPwhTq6KyeU1xXAUedptb2h2oM5WodK3XpWyNHqNTyZ0Vd0P+bnPZX4S8twr19/zM8bamqi8m8PIilljCPHHPPzC4IgHMxJEaQKwukmr7qJJm+QnANM9a2rbQQgOqb9iUQGJw6mQVfN/5peA6BvrAhSBaEj/FJqxXOaZfj98X+7ePdvq9mwuIhwKNy8vbHajTVejHQeL9WPPUbJDTORA8fu35tnyxYKLrkUb95uUofXo+o/+ZidWxAEoT1EkCoIHWBtQWQ96oGC1JKqCgAS42Pbfc5+8f3QKDSsrVzLoIRBJJuSj76jgiAcNr0pMoXf4zy91qVW7G1EqVaw6tO9fPjIWvJ+rsRR66G6uImkLgfP5CocGTkUwrVqBWG3G8+2bcfknIGqKkpm3gieRtLH1mEa0h/Shhz6QEEQhGNIBKmC0AHWFtpJsGhJjW49uuB1BSjbGwliUxMS231OrVJLv/h+AM0JlQRBOPEM1kiQund9NbIsd3BvTgxXow+n3cfg8zKZfGMfQkGZpa/nsuCZjQD0ODOpg3v4++TduZOwMzLF2r1y2VGfz7NpEyU33kTY3URaTh6GAf1g+kdHntVXEAThCJ0UQaokSXMkSZIlSZIRNVKF08C6wnpyMmxtJlX58pWN1K2GoOQnMyHtsM57c7+buW/wfWI9qiB0oLhOZnqcmcimb0pY/3VRR3fnhKguagIgPsNClwHxXDl7CL1HJuOo9ZLaPRpLrJjuezy4Vy4HQKUP4V7+HQDeXXnIwWBzm4O9KJFlmaZvv6XyXw/jLy2j6JprCVaWkjKkGu2EG+C6Lw9Zz1QQBOF4OCmy+8qyPAeYAyBJUgYiUBV+pzaVNKBTKyhv9HJjG1N9Q8Ew5bsbKI3Ko6jTJm7TTTqs8+ck5pCTmHOsuisIwhGQJIlx1/Qk6A+z9osCUntEk5j5+37Qry5yIEkQlxZZRy8pJEZe1g2VWkm3IaI8zPHi/OYrNOYAxkQfDbn5OL76irI77iT6qqswDM6hZt48FBot6W+/hXP5cswTJyIpFFT87SH8xcWEXS68+6YJezZuRPb76TSuFF12Dkx8GJQnxWOiIAinIfHTRxBOkCZvgKkv/oRVH5k2NaiNzL5Fe6tQhFRE91dwzwWPifIVgnCKkiSJ0Vd0p3xPAx8/tp6ew5MYe1WP3833tNcVYOOSIgZOyUCjU1Fd6CA6yYhauz+Dr1KtYMRlWR3Yy983z5YtuLfkEdfPh6lvBva9tZTdeRcA9nffxf7OO6jibPhr6imYNg3/nr2kvfQi+v79afh4PgqtBmWUmaSJZurX1uPdvh2tNYBuwnUwfo4IUAVB6FAnxXRfQTgdbCltJBCSqXX6MWtV9Ei0tGqzduN2AMbk5BCjjznRXRQE4RjSmdRc9kAOfceksmNlBduXl3d0l46Zgs21bFhczPqvi6grd1KSW0+n3uJn1vH2y9RdWZapmTcPpQ6ix/RCN+p84vs6QJZJGmxHG6PCOiCGLmO2oY0O4t+zFwDHlwtx/fQThGXShpXRdfQWorr4sXWPJPmydA5EAlRt+zPLC4IgHA/iNZkgnCAbiuwAmLQqBmVEo1S0HlEp223HawgxKHPUie6eIAjHgdGqZeRlWdgrXaz+bC+9Ryb/LkZT7ZUuADZ/W0Lx9jo0ehUDJ6V3cK9OfrLfT7C2FnVy+7Kv+/buRWm1ooqNpfall2n46CPS33kb97r1uFasJL5/I8rRsyBjJLac1zGnVaFJjCOqcxFIChh+J0mNz9OYryXoU+D89jvwNKFQh9FPnA5dx0CPc7EuuJ2Q91Oizh4nAlRBEE4KJ0WQKknSHGB2R/dDEI6njSUNZMWbeOby/lh0bWdKlGu0kFKPSnFSfGsKgnAMSAqJtF42SnfaCXhDaPSn/ve3vdLdnMW4qc7LiKlZ6EwiA+yhVD35JA0ffkTXpUtQxcU1bw/W1yMHAqgTIut35VAIf2EhBRdfgsJoxDBoEE1LlgBQcf8DeLZvR58gYRuZAT3OA4UC6dJX0Cy6By55BXYuguQBkDUevasave0dmmriaPrWS+M3KzCn+pDG3Q/myPWk4bOIyZ0Pw/5wwj8TQRCEtpwUvylF4iTh906WZTYW25nQK4HeyW0nUGl0NaHzmzDE+U5w7wRBON6MVi0QKdXSUUFqMBBCqVIck5Fce4WLpC5WJs8UmcTbK1hfT8P77yP7A9jffZfYWbMov/8BoqZeSu0LL+Ldvp2EBx/E8cUXuFavRqHToVDJKNVhXCtXEDNIh+yspX7VKtQ2PcmDKpGmPA+KfSu3MkbArJ8i/53Qe/+Fz34Scm7AlPsl0SUvEQxZsA1Kag5Qm9vfXypKzQiCcNI4KYJUQThWSurdrNhTy+U5aSfVlLqiOjd2d4D+aa2TJf1iR9FuABISW2f9FQTh1GbcN+robvQTnWg84df3e4O89eBPDLu4K72Gt2+q6YEEAyEctR6yckTW3sNhf+89ZH8AXbQf+7tvg0aD48sv8efvwbszD2SZivvvRxUTTfSoHvjLa7Al7Yi8uJQlFHoDYZUVldmHNaUS1eiZ0HnMoS+s1kNyfySNkcSBT4LcCGMeaN1OBKiCIJxERJAq/K48+91uPlxXStd4E9mpVrSqSKZJu8uPNxgiydoxtfq2lzsAyE49cBmKgrIywEhGSsoJ6pUgCCeK4ZeRVEfHzJQo3WnH5wpSutN+0CB1xfzdKCSJYZd0PWCbhioPsgy2pBMfbJ/KHAs+xhDvI/4MD0VLNdTOexYkGe+OXQAkD7UTUscRlZCLQrUdEoBuUyIjpM4qyPkDiuodxHguh5w/wsR/HV4HYrPgz9vA7wRbl2N/g4IgCMeQCFKF341gKMzS3CoA7pm/hTK7h+enn8H4Xgk88OlWdlc7+ebO0R3St+3ljagUElkJpgO2qaisRYuRzilpJ7BngiCcCL8eSe0IJbn1ANSWNB2wTSgYJnd5OSab7qBB6i9Jk6KTDMe2kx0s7PEg6XQQDBJyOlFGRbVrRk7I6aL6sccAGZRKVPHxxM2ahSzLuNf8jH5Af0J1dfhLKokaokZ/+d10Cv6N6m2x2LrYKVtpQ20MYhnaDclRCiMfht4XQXUupA1pmcgoOgPuKQDDEc64sYqXoIIgnBpEkCr8bvxcWI/dHaBvipWtZY0AvL26iPG9EthQbKfK4aPK4SXBojvhfcutcNA13tQ8stuWxloXcVIYS3THjPYKgnBoYbcbf0kJuu7dD+s4jV6FUq3A1QFBqizLFOfWAWCvchPwhVrUM/1F5d5GAr4QLrv3oOfL31SDSqMgKv73E6R6d+6k6Mrp6AcMwF9cTKCkBF2fPmR89OFBA1U5EKBk5kw8mzah0GkI+wIQCmEaPpxAdTVlt95G1LRp6Hp0A8A0chQMnomhbg8Zsa9Cl3G4qtajjZaRrvsiEpD+cj3LAUa8jzRAFQRBOIWIIFU4ZcmyzKKtlYzqFotZp2bxtkp0agVvXj+YH3ZVs7OyiVeX57O9vJGqfVPsVufXcUH/E/Mm+budVXy8vozMWCPbyx2Myoo7aHtvY5iQwYdCKcoXC8LJqu4//6D2fwvJ+uEHVPHx7T5OkiSMVg3uxhM/3beuzIWj1kun3jaKt9ezdVkp4aBMcpaV5Kz96+R/CWT93hB+T7DNBE/VRQ72rKtm0NkZqDQHful2qghUVlL7/Au4li9DCntwr16F0iBh7eKncds2vFu3os/Obm5f/sCDeLdtw3btNURdcgmuVavwbNhAUk4D1kw34aDE3kUJVD3yMGFnZNS64YMPUCfGojIE0Qy/ABTKfcmM/gi2LiRV9ICUQaBrXTtbEAThdHVSPA1LkjRHkiRZkiQZkdlXaKd1RXZueW8DsxduJxyWWby9itHd4rAZNVx8RirTctIIy/DPL3Kbj/m5oP6E9C0clpmzMJdleTX89/s91DT56JV84AcQd8CN2qVHfeAlq4IgHCeyLLe7rfunHyAs41zwNr78fEpnzWTvuNGU33MXYbf7oMcaLFpcHRCkrvp0Lxq9iqEXRtYhrvpkL2sW5rNw7mb83mBzu+Lc+uZBPKe97X5u+LoInVHNgAmdjnu/TwT7O2/S8NGHSL46UkfW0+XsCjqfYyfhwr4gyTR9+n5zW+/OnTR+8gnBsgIq/vo3vHl5OD57H4U6jOWcyUhTX0N5/qPEZzfi2bwV395CEgc1YEgKI3uasHX3InXet+REkiC+J6g0MOMrOH9eB30CgiAIJ6eTYiRVlKARjsTnm8sB+GRDGRkxRiodXu7ts38KXpc4E0M721idHwlMB6VHs+Y4B6nBUJgrX12DRaeiuN7N3Mv7s2hrBYu3V9H7IEFqnacOk8+GPu2k+JYUhNOGd9cuSmZcQ+zNNxF99QzkcBgkqc0pnnIggKc4spSg7t0PCcx9HUkKYojz0/h5FcHyIjq9M/+A1zJaNdRXuI7bvbSldGc9xdvrGHZJV2JTTegtGlRqBWde1IUlr26ndIedzgPikGUZe4Wb+AwLVQUOnA1ebMktEyN5XQEKttbSd1TqKV3rVfb7afj0MxQGA86vFmKI85E+vgYuehHMiZFptio9xneH4Vj6DXEPPYwkSdT+dy4KVZiMMWUULIml+tGH8W7ZhCnFh+Lcx8EUmS0TVbIGY9KXeOpUmEcNIbrgR5BDkDmq5frSX8Qd3tRxQRCE08Gp+1tGOK0FQ2EWba3grB7xFNW7eWppHiqFxLgeLUsi/GFEZ1bn15MRY2BM9zieXJKH0xfEpD0+//R/3F3TPFobbVAzuU8io7vFkZNRSk7GgdcR1bhqMPqtmGNECQBBOFFCThdlM68hWO+g6t+PY3/3XXyFZeiy0kn/4BMUhpZrLr3rf0IOgdoQxF/pQG0KknHnBFQ5F1P11zuwb9hO2O9HodG0eT2DVUvJTvuJuLVmW38oQ2dSkz0mFUmSOO9P/dCb1egtGrQGFQVba+k8IA6vK0AoGCYhc1+Q2sZI6t4N1YSDMt2GHFnpGTkYJOx2o7QcfFqrLMu4VqxA378/SnMbQd1RkGWZohkz8KzfAAoJwjIJo6Lhvq2gaRmUW/onUfG1Hc+6dQQqK2n65gdiervR3PIxsWVXU73q50i7yZ2bA1QAznkKtSUFdcXmSODrrIbqHdBp6DG9F0EQhN+zk2K6ryAcrpV766h1+rl0YCr/d10OCRYt43rEY9W3DPLO6hFP9wQzQzJjyEqIPOzsrXYCEArLhzXNrz3mry/FZtRw54RuzDm/N1qVkiiDhj+O7IxSceDkG1X2OhQoiIo6cPZfQRCOrdp//xV/VSMpUwwotUGwF2Lr7sS7u4jqf7SuI+n58UsAEi7sicYcJPXGsaiufB6yxqMfNhY5DE2ff0L5PXcT9rZOPmSM0uD3BAn6Q8f93gBcjT4KttTS88wklOrIr/u4TmZM0TqUSgWdetko2lqLHJZxNUQSOsWnRwLItoLUPeuriU40ENfpyALH6sceYc+4sQSqqg/arunrrym5YSYVd991RNc5GPfatXjWbyC2jwOVLvL/wTRhcqsAFcBy4WUoNSEq/zGbigcfxBAfIO7yydB5DLYrLyJjYg0pI+oxXTC95YEGG0x6GK77IjIym5QN/aZBdPoxvx9BEITfKzGSKpyS3l5VRIxRw7ie8WhVSpbdPZa24k2FQuKzW4ajUkoU10fWi+2pdpISrWfS0z9y21lZXDss46j74w+G+b+VBSzNreLqoRncdlbWYR1fa68H4rBFiUWpgnAi+PLyqP/ka6K6S1j+vQzzz6+APgqp8xiYOZn6zxaj6vQsMTf/qXnqr2vNWtSmEOa7/g/zpI9h4LXN59MPPQteWErlvx4m7AliGT8S08TzW1zTGhcZmS3dZSejb+xxv8fcFeXIYZleI9rOEtupTwy711VTV+7C1RAJSi2xevQWDS67F1mWm+9dlmWqi5rolpNwyLIsvxwXdrubR6ODdjv29z9ADoSp/ueDJD/zAnWvvopp9Gg0XbpAOIxCpyPU2Ejl3/+GpArT9MNympYuxTxhwlF/FnI4TMP8+Tjm/w+lJkzM9EswLvsMd1kIzYjL2jxGkXM1Ud2eoW5bARpLmJRzrUjnPAaANPlR9HHd0dftheypR90/QRAEoSURpAonpWqHl1eW51PW4OGKwZ0Y+avMuKV2N9/trOLmMV2aS7ro1AfOMqnfl4Ey3WZArZTYXe1kW3kjdS4/Ly7by5VDOqE+woy6JfVuVufX8cWWCpbl1TC8aww3je582OexNzahJA6bVQSpgnC8ycEg5XfchFIVJu7u+0BrQhp5R/P++H/OI/jnm6iZ9zyuH74j+b8vIanUOHdUYhscC8YYGDKzxTlV/cai1IYIeSJ/96xY3CpIzewfizlGx9ovCkjvE9OuGpxHyu8JsvnbEjKyY4lKaLtUTGLnyM+bqoLG5r4YozSYo7XkrqygOLeeK2YPQaNT4bT78HuCxKS2PdvDl5+P++efcSxcgL+khKRHHqXk5ptJefIJLJOnUP/iXORAGHOaB8c3KwhcNR3Ppi3UvfISCoMJZZSVjPkfU/3vhwk1Osk4N0j5DxJ1zz5+WEGqv6gIORxGk56OpNj/c9217EcqH5oNQEzfIIqzH8bQZQSGHZ9DYnbbJzPGEHPZOciBhdj6a1Hd8PH+8i8aI5x5S7v7JQiCIBweEaQKJx2PP8SMN9ayu8qJWadi0dZKHr80m8sGpQGwYFM5YRmuHHJ4U6dUSgWZsUZW7Kkhr9JJtwQTeVVOFm+v5NzsA9Sj+5Vfjyr84onFu1i4uRxJgscu6cu0nCPLeNnU5CYKMJi1R3S8IAjtZ3/1Obx7K0g+PxHV8Ota7Zd6TiL52VcwPHoTlWt2UP+f2WgyMyAM1gsvbfOcks6CPkmLszAIkoxnyzZq5s5DYTLhy92COimJuL/cy6ApGXz/zk4q8x0kdTl+L6W2Lis/RmziAAAgAElEQVTF5w6Sc04GAP7SUtQpKS1+hlnj9OiMaqoKHJhskfrRRqsWvzcyDdZp91Fd6CC1h4260sgyiZiU1kGqHApRfM10grUNqPRhgl6JkptuglCYumceJeRoou7ND7Cke0m+7xbKHnmOpk1bsHRy46kPIvld+HbXUnL99bjXb8DWw4P+L18RZb+K6hWl+PLz0XY+9Ms/f2Ehe6ecDbJM7C2ziLv11uZ9jvlvoFCHST+rFu3EmZEERtmXRb4OQjnhHhK8pXDWQxCdccg+CIIgCMeGWJMqnHRe+GEPuRUOXrp6ICvvG8eATlE8tSQPbyDy4LR8dw29kiykROkP+9xZ8Wa2lTkIyzKvXZtDeoyBt1cVHfK4t1cV0mf2Yv7xeS6BULh5+85KB8O6xPDj3WOPOEAFcDkj69d0RpE4SRCOt8aP30MXE8Ry35twgNFMqdt4ol/YgLmTgsaly7F/+AkaawjtpD8c8LymAV3QmINYuki4dlZT+8ILVD/xBI1fLqb2tTfwFxaS3C0q0ofqg5erOVplu+zEdTITn27Bs34te8dPoOGdN1q0kSQpks230IGrwYferEapUtB9aCJKVeTxoKrQAUBt2b4gNbn12k33yh8J1jaQNBq6PnQWUVlBCIXRx/jxFtZQ+dBsjIleku6ZiTT2blL+dhtpY+pIvu9muszqRpdbehLV1YV74wZMKR7ibpwBCb2wTr0KJJmGN19s1z07v/wAZBmtNUDDe28gh0KEnE58+fk0/bQec6cQur8sQZowu/0fZHQ6XLMAUga2/xhBEAThqIkgVTjprC20k50axdge8ejUSu6e2J1Kh5f3fy7G4w+xoaiBEVlHtp6rS3xkFOD8/smk2QxMHZjKmoJ6iusO/MCYW+7gn1/sIMqg4fWVBSzZXgVE1qHm17gY0CmKNFvb0+nay+sMACJIFYTjLVhXh7ekEVN2OpIt4+CNdRasZ48j5A7hK3cQd3YfJP2BRz+jb/s7XZ66CcOgSECjsQTpems3Ot/UGSSZ+nn/whQVmS1xoDqkx4qr0Y8pOnKtxneeB6Dm6acJNTS0aJfY2UJ9hQt7pQvjvr4NmpLBzHmjiUowUJkfCVLry5yYY3Rtlp5pfOelSK3Qu15Auuh54u+8jaQhDaTddQFaa4DoLBdp905HMe4+AKRRd2J6Og9p3H1I138J1ywg8dar6X6Fg7RZE1CMvxcA1cjrsHTyUf/RFzh//PHQ97zsO9SmILEj4gja3RRfex15g4eQf/Y5hD1BzMP7Q+pAUOuO8FMVBEEQThQRpAonFVmWya1w0Ctpf4mCYV1jGZgezZurivi5sB5/KMywLjFHdP5B6dFoVQpuGh0pan/xGalIEszfUNpme28gxO3vb8RqUPPprGEYNUp+2lsLQH6tk2BYplvC0ZdICLjDyFIYte7Aa2sFQWibLMt4d+W1K1u366sPAQnT2PatczRNvxt9rJ+4wSos97x28MZJ/WDkXRhGjgeFTPwF/VDfsgDtrQuwdlXQsPQnlFIYnVGNs+H4BqnOinrC65YhB4M0rViPNipAyO2n/sX/tGiXkGkBGSr2NDYHqRBJOpeQaaFiTwPv/3MNBVtqW0z1lcNhmr77jvJ77qFx+WYsXVUouo4CQDnmNqL+uxHlhU/Q+cEpJP7z30hT/tVy1Fof1aIf0qSHUfy1FC55BdT7ZskYbCT+YQpaq4/SWbNomH/gGrSy349rRwmmTAOm6XegUIdxr1uHrauDxJwG4vs1Yrro+iP9OAVBEIQT7KQIUiVJmiNJkixJkgwUdHR/hI5T3uil0ROgV3LLOnpXD02noNbFo4t2oFZKDM48cM3RgxnVLY7Nsyc2B5bJUXpGZcXx5k+FrMmv4+Uf97JgUxn+YBhfMMQ987ewu9rJU5f1I96iY3CmjVX5dQDsqmwCoEfiwWv+HUpYDiN7JdCFj2siFUFoD39pGQ0ff9zR3Tikxs8WUPnII3i2b6d4+hUUXHABTYsWHvI459JFKLUhdBOnH7ItgBSTTsZbrxP77Negj27XMdqRU+n+8CTMt86LbFCqMI0ahRyQ8W5eizFai8veukTNseLcsAm/rEVRWkDFvXcRbAoQM7Ev+rgwzqWLW7RN6R6NyRYJTn8dpAIkZFjwuYO4GvyYbTo699+fwM65dBGls27BsWgh0VlO4mddC79KVIQ5ERRKOP9Z6H9l+zrexs8/5cVP0+maHhhiXFT89W9UPDQbORBo1c61aiVyQMaYMwBF3/NJHesjfXwdCX+6jui75xFz5xyk7pPa1w9BEAShw50UiZNkWZ4DzAGQJCkDEaietnaUR6aW/XokFWBK30T+8YWGnZVN3DG+GwbNkf/T/W0m4L+f35tz5i1n2surm7e9nV5EkzfIrqom7p7UvTm78LAusXy/awdvrCxgdX49KoVEZmzrNVqHo8HXgCaoRylmoAkdTA6FKJt1Pd68YvT9stF2PbxSSidS7X/+ib/Ghf2tt1FoZBQqGednb2E554IDHhO022lavxdrDz1SVGr7L9Z59OF1TmNEcdHcFpv0IyfDq8vw/LgIU/RUnA0+vnx+C2k9o8kem3Z45z+IQFU1xXPmQPJtGJX1NH65Bq01gPnyWQTsT1CztIRAeTnq5EiyOKVSQb9xaaycv4egr2X91vS+MSStszJialZz/dRfeL7/DCSZbnf1QTHiJuh61jG7hxZUWlR/nE9a/B3UvPMFdR9+SKihnpSnnkZS7f89UPfc0yh1IYxTLgW1DuOf3wClBtKHHZ9+CYIgCMfVSTGSKgi/yK1wIEnQI7HlFFqtSsmLVw3knT8M4fbxx/bBOSPWyLwrBjB1YCo//GUMT1yazebSBgLhMK9cM4hbxnZtbnvmvmnGcz7P5evtlXSJM6FRHd23UbmzHG3AiMbw+/h2DFRWtmvapXDyaXj7dbx5xQA4P32rg3tzYP7CQvw1Liyd3Ni6O+kyMwNjmgLXpgNP+fXl51P3zKPIQRnbtItPcI9B1X88Kn0Iz8b1mKK0NFS5KdxSy85VlcfsGo0LFpA/ZQJNVZE6OEmjEojr5yDjb1NR9ByPeUokgG987+UWx/UZlULnAXGtgmVLjJ6L/zKwVYAK4N2RhzYqjOLaDyFr/AETUB0Taj3SxS8Qf/9s4vs7aFryDQ3zP2ze7V67FveW3cQMUKPoOTGysfMYEaAKgiCcwk6KkVRB+MWGYjsZMUaM2tb/NI90im97nNUzgbN6JgCRoHVir0TMOhUKRcsHr97JFh69uC8ZMUZW7qmla3zbNQMPx+d7P0cfSsUWFXXoxie5QP4O9px7ETHnnYll+p8IFOxGN3QM6oTEju6a8Cuhhga8eXkYBw9u3ibLMvWvv4Q+JkA4JNH0/ffE3N2BnWxD2Oul9NZbkV12AGJnXoe271DImoSxahpNH22j/pWXMY0dhzZr/8ss744dFFx8CcgyhsQA2nNvO+F9l7Qm9Cl6PLtLMV2hJeiPZAmvKWnC6wq0SpoWtNtRms0tRgsPxrHwU8rvfQB9rB/bOX2gCKKm/oXY62dAfA8ANKMvR2d7mppXP8D581bi7roX45DBqDRKptzYt933Issy3uI6TF2tLaf4Hk+SBINvwHafifrrH8L1+XtEXx6ZRtz4zgsoVGGib/wLqDQnpj+CIAjCcfX7GLoRTlmyLLNyTy3BUJhleTX8sKuG8/odumbp8WY1qFsFqBAp2XDF4E6c2SWGv0zqzoUDUo7qOu6Am4V7F2KVbVjMR5ch+GTg+vwtCEvULVxFwbTplN77d4rOH9/R3RJ+xb1+PfnnnUvxNdfStGRJ83bf9q34q11Yh/fA3DcRT0Edwbq6Duxpa3XPPo1r+QrcG7ajNgbRTP4TdJ8CCgWmCZFRwuqnnqHk+qsJ+/YnJqr+x30oVCGShthJnnl2u9eWHmv6Xl0INATRhpz7N8pQntcy464vv4C9Y0dTcvcdBH4zBbctwdpaKufMRmfzk/70bHzD7wTAYLM0B6gAkjGG9NnXkDCwicCerZT88XrCHk+b5/TuyqPqkUfxbNpE+f3348vfvwonUFJMyBNG373L4dz+MSH1vwJThhbXtgLkYBBZlnGt2YAhWUaRc80J748gCIJwfIggVehQawvtTH91DY99vZP7P95Clzgjt4w98Q8+HWVx4WKcASeaoB6t6dQvP+NatQqlLowuRsbaQ0/MqBQCjSECBTtbBA2HQ5Zl3Bs2IofDh24sHJB77Voq//4Piq6+GslTjdYaoOKBewmUlwPQ+O6LIMmYL5uBccwEkMGz/Kvj2ifvjh2RrLyBAJ6t2wg1NbXZLuxyUTF7DrVvvI2lkwdrZxcxQ6ORTPsT+aiHXEDKGC8JA10Eahqpe/aJfff9M66NecQMNhH1yl7UV8xt8xonguXcC0GSkb+PZKmNSjCg0iop3Vnf3EYOhSifNQO3bGSJfTSLn1+/f58sU767AUddy8Cy/tmHCXn8JN98PlLONbgbfSCB3tL6Z4pi0kPYnvuJpIu7IwdCuJcvbbHfsWQJtS+/Qukfrqb+rbcovPwKGj/9jPqnHmpu4139DQC6AYPpCMZB2YR9YTwb1uMvKCTQ4MPUrysoT/2foYIgCEKEmO4rdKgtpZERhFeWF6BSSHx88zC0qtOnDMuigkWkGzMI+0FnOLUfsORQCNfOKoxZMaS8+w2odHgWv03dj/+m7vG/0fDjNjLeeBFdzuEloWl48Ukq575O8oN/wnr1Lcep979vcjBIyQ1/RA4GsHZykXBJNkGPisJXcimafjnG0eNo+Ox7zGkhVP3PQxHXGXgP77oVmC+8CoBAdTWSUokqpu3yT67Vq6l79TVUMTEk/n0OCt3BM4GFmpoovno6ciiMrk9f3GvXIanVZC5cgDYzs0Xb+tdeoOGDD7Bmukm46UqUmWdA1G+SDWnNWOZuAa8D92WjqXvjPayXz6B+3sMoNGFst88BzdElOTta6uFXYOn8KFUrf4QBo0nsYiXgCbLjpwp6DEsiPt2Cd9PPFLlSKBxyAT6FjYq8OmRZRpIkcleU88O7uwAYOa0b2WNTCfv9NHz+DaY0GfXURwBwOfzoTWqUygO8h47qhOHKvyK9dy2NH72Lc/VmYm/9Ewqtlop77yLsCYIkkzzCj6c6gL9RTdPKDST6/UgaDc5vliCpwmiHTDxRH10LxgkXwtsbqH78YTTpnSLbzprSIX0RBEEQjg8xkip0qNwKB1EGNWk2PX89pyf90k79dZntVeOu4efKn5mceA4AulN4JFUOh2n4798JecE4dDBoDKBQoB1xLpJCxv79VuQQ2F944rDO6161gqrnXwfAseDANRKFg/PmbiPs9ZM0CpIfvA3lHz5D+8fX6HShibC9iob3P8DSyU3SHVeDSoMiLRuNNYx3xy7kcJjSWTPZM2o0hRdfgBwMtjp/2OWi/M+34l27nMYFC2j86L2D9idQXU3NY/8k5PRA0IN77Tqis5zIgQDub79o0VaWZRo//hB9nJ/kOQ+gPPcfkD0VOg1tfWKtGawpJPxpBsghym6aQdPaPKL7GVD0PfeoPsNjQqnGNu0iNE11GDR+MvvGMuqK7ujMaha/uh1Zlqn74Qe295qBxhZFmnsNflmLfXsh25aV8uMHeaT1jMYar6dwSw0A9pfmEnIHUU0+n1fuXkPJjnrcjX4MFu1Bu6LIyEGfIONYvgX7e+/R+NbzNH7wJmFPkKSRQTIus2Cdt47E5z8j+sLxhDxhXN8vJmi341i5lahuChTJvU7Ep9aKsu8kEgc24du9h8Yvv0VrDaA588QnwxIEQRCOHzGSKnSo3HIHA9KieP26nNOuRujiwsWE5TAjY8ewgnK0hlP327H2gT9Q+9lq9AlgvmL/aKfCHIMuXoWnMgSSTOPPe1A8+GdAQvb7QKFAN2gUur7ZqFNT8WzciK5nT1SxsdT++35q3vgMlT6EPlWFc0cl4aYmFGbzgTsitMnz4yIA9NPuhZHXRjYabOjv+ZJuve4ETz30uxzO2LdPoUSXbMZdVEP9qy/Q9N1yTMlenOV1NC35EsvZLcu81D43l2CDk4zLrFQsraX+tZeJuvJaJOX+WRFhtxvP5s1oOndm71lnIQdDWDJ82AZZ8JVWY73udhy3v4bn5x+J/uOtQCSYbfryS/xVTSSe2wWG3Niu+1VPuZuERR9Ss7IIlV4m+vqbj2/22cOgu/hOdHPnM778CdIGfAvAwMkZLHtvF45aDzW5ZaAewqireiJvzqdkOSyZu4I6ZQrJWVbOCP1EXtIg9ux0UHbn7TgWLcGY7KOq29UE82rZs6Ead6MPo/UQCYQUCkz9MnFXFKFQh3F8/jnhoIw2KoD1ie+RfhmpNtgwXXoziteX4fjoTbw7tiGHZKIvu/jEJU36LZ2V6LufwrroIUL1NSi7DwXr0eUHEARBEE4up+5TsXDK8wVD7Kl2clbP+NMuQAX4quAreth6IFVEMgTHpZ2cwdcvUw0B5EAASd1yxNe34UdqF67C0ttK8nvfIWlbTqnUdU3GU1lCwnk9qFq4C/unX4MkIykAGewLvm3RXqlXEj31Amrf/hRzZyXJT87Ds2k9Tf94E+fCt7BMP/Wn/Dp//BFtly6oU07Mg7Vn/c8odSHU/Se03GFOhCvaHvXUdcvAsSOX6rnPYUrxkfrIX9lz87+pfeZJUOkxT5iAJEmR6abvv485zYf+9veI8d1E+YJSdvXrT8p/Hsc8KTINs3beE9S98T7mUUOQgyFShtdjvuY+pIHT0TdVQGI2+vjX8Ozcn6Cn8r67cP60DoU6jGXa9e2/YZWG6L+/T/Sal0Cth5HXHe5HdtxIplhMPW00bCwn5HShNBlJ7hqZQVKyoYSGWiAJolNjUWfOgB+XU6dMwRYsZ3DpfBxffY8ieQiBbtdQtm47mf38xM5+ls3fRNZsF2yqwecOkj320HVgo6+7AW3oLnyeGKpXNAKQenn3/QHqL31O7Y+5q5qmn3NRbM/HkOBHe+6fj+0Hc7j6TUPR91IUQS+oT/2kc4IgCEJLYrqv0GF2VzkJhmV6JVk7uisnXImjhC21Wzg782wKNtcQnWggKqH1g5b352/ZO6wv9qfv65Dao3IgQOkloygYO4DyayaRNzCbQH5uiza1T8xGoZJJePKVVgEqQPR1M4k7K5noh98n819Xk/X2w/T4ZC7dP32Obu//m84PnUvyFb2JHWYlZXpvNGYftW99glIjk/jkcyh6TcBw/g0otWGavvzsRN36MReorqbszjtwr11LyY03UnHnzQTr6/EXFhJyOql75WXCXu9xubZnVyH6RCWStf2Zs3XZAwHQGAIk3XMj0pA/EDcqDl9JDWW33U7tvKcBcH71OSF3gKiJQyCmC5abHiL5TDsKpY/Gt/8LRNYrN376KQBNP65BZwtgmbsVafQdYIqHpH4gSeg6J+GvdhFyOgk5nbjWrCOqi4uu10ejHHDR4d10fE847xmY/OhJV5bEPH48cgiKLj2P4umXwbcfo1UF2fXCfByhKFT4MVg1aIxaouMiL4US9yzB8dX3WDJ9JGu2AqAY2ZO45xYT6jqZst0N6M1qPE0BwmGZ3qMO/QJE0f8STHP3Yr58Jkgy1i4+zLfOa91QkrBOGEPYLxO0e4g+qx/8KmlVh1EoI+uMT8OXnIIgCL93YiRV6BAOb4AnFkcSgPRNOf2C1K8KI1lTz0qYyBd5eQyY0KlVG1mWqZ59L/76IJUvLUCh12G9ac5x61Ngz1a8a7/DfMXtzdtq7r4KZ24tklLGW1EMgOOdecQ89GKkj34/zu0VmHsnoMrMbvO82hGXoh1xKQC6Sx9osU8CtH0u4ter5yx/rsS35CUkSzyqXmMi7UwxmHvZcGwtJexyIWk0rUZ0T3YNL/8Hx6KvaVq6FGRwbd5NwZQJyMEgtqlnU/PGZwT2bCHxsf8e0+v6CwsJ1PuIHpR26Ma/Yhh3ATHznyfqnHGoJt4DQNQdT2Lp+wiVH22n9oVX0PXpR/1rL6A2BDFOi5Q9kTJHYv3PKlzXX4BzeyGeLVtoWvwVwUYfWmsAX6MayxmpkeD0N/TZ/WDZUpyLv0RSSMghsJ5/Psobj+1n0tEM599A1Py3CTQV4t9ZQvWWbUT1uZEGa1eM7mrMel/z7IX4rnG4XTUMmRbEs8xB9IMvIhnM/PRCmPLUGcgxXSjZWkcoEGbw1CyWvbeLjL6xRMW3c3RRoUQz8ko6X/EymrP/CjFtZ1c3XHAjypeWICnAfO19x+qjEARBEIQ2iSBV6BBzFm5n5Z5a/nlhHzrFnH5TtZaVLiM7LhtPvhI5LJPZP7bFftenL1Iz7zk8FUHipw6hftFqmpYuxXrTHORwGNnnQaE/tplKK26dgavARWbnnuiGTCRYlEfdks1YB8QR+8Cj+Letofr513F8v5qYfdUoPEs/IOyXMI0769h1xJyI9pLZrTdPnEjDxg/ZM+pMlGY96fO/RBUb28YJTj6yLOP4aimSUkYOhDCnBXBVKAk2uvl/9u47PKoqfeD4906fTDLpPSGdDqEjSBNQsYFgxd6wK66u+9tVV7GX1dVl1bUrdteuKBYE6V06BBJI73VSJ9PO74/BsJEWetD38zx5yNx77rnvvcADb8457wGofv9LQFH75U8YEp4j7Iab0ZkOfvSvZd063OUVWPv3wxjlTwIrn34MTe8j+MyDq8SqxfYi6sVvIKrX7pGqpOHorp1NTK83cN7xGEW33w5eHzFjg9ESB+2+OCwF26BMHFmryb/0EpTbi97sJfH6oVR+uojgi/e+n2XAyNMxvjmHkntnoAswo7d4sU74/e19qYUlEfv6HKgvxrngM3Kf/hl7RRblGX3wWm10Sd1dQfnk89MZdEYyAdGjCbjaARb/D/X6npbPss92kLWslJw1lQTYTfQYHotOrxHf9SAL0JmDMN+/Zr9NtLjexJ8RjGY2oyUdn61nhBBC/HEc1em+mqaFaZq2RtO0xgO3Fn8UBdXNfLmuhCuHJ3P5SUnHO5xjrsXTwpaqLQyOHkzu+koCgk1EJ9nbzqvWFkof/xduh4ewsRmE3fM8tm4xNOdUo1qdFJ83gh0nD8K1YckRi6npqzdpym0CoPqZRwCoe+lR8GmE33k/pj4jCJx6F/YR/XCWtuJcNQ+Ahm8/Q9MpbJOvPWKx7Itt8o3oTT5wt+KurKPw0kn7nAKtvF7cpaVHPaaOcq5dhau6hehTQonq10T0X6aTcF4cXc4PRWfy4XMpwgcHEJTgpPKFl6l6/O8HfQ93SQn5l19G8fTp5J59JpUzZ5I75Tzq5y4irIcHw6iDWNP5q9hM0O/5s0zdSdcQd9kANDwEpzQTMv3RPaZc2k71F1dSXg9dJrhIvSED45VvEvfkPzEM23viqes2itQLzURm1mMNbiaiv9Y++f09ie4JGadiuexJAqI9RFWuQadTuAkgJHH3KLM10LR7KYBl96yTfuO7EN81hJ/f20bB5mp6j45Hb9DR8+Q4giOPwg/+NA3bvbMJ+MuJO+VeCCHEieNor0ltAE4Flh/l+4gTyEsLd6DXNK4flXq8QznmPD4PGyo34FEe+oX3J39zDSl9I9B0u/+DX//Kg7jrIfr2q4l+8Ss0ayC2k07C26pROGUUDVtr8bYqCq6bhqckdz93a8+dsxHnsh/aPjd++RYVd06lZfG3VDzzLIYARdjILtRvqKD60dup/X4ltiQL5sG7i+0EX30neouPgutvoemb93As3ootNRB9xIGLtBwuLSSWpAevJGXmn4me1Atnfg3N82bvtW3VI/9HzrhxuHK2HfW4OqL+w1dBp7Df+BDhb23CeOpt2O7/EdvDS7B39xfOCr7iVhLe/IjARC+Ob+agfL6DukfFI/eCz0PC6Hp03nqqXvwPWtVGwro1Ej7tGggIO6LPZLn6RTKuDSH2vrvQup2+x3lDvwkEp7YQPdiL7bFVGG7+xr82tM/5e018ATAHoZu+jIibp9Plmt6E3Xz38asge6xY7MRcP5H0U12k9PMnp8EdmKqr02lMuKEP0Sl2DGY9PUd0fL3xIQuKBtuJMXtBCCHEiU07FsVYNE2bq5Qa38G2yUBubm4uycnJRzMscRyUOZyMemo+FwxK4NHJfY53OMeU2+fm9E9OR6/TU95Uzod9ZzP/5RzOvi2TpF7+6X2+xjp2jh2GzqQnZcH6ti083DnryDl7KgDhp6QRdO5U8v/0MAFJQSR+tfSA6zNdm1eRd9kV+FyKlLdfwp27ncL7/IVv0BQojfjbJ2O74CaKpp5Fc5EbnclH4qN3E3DOde36al3+NQU3342nWQNNkfLqk1hGTNrLXY8eX/kOssefSWBmCvHvftd2XHk8tGZvJ++C81AeCBmbScwLH1D6p5sIHH0K9skXtetHuVzsOPUUQqZMJGL6//mfLycH57Zt2M8884hVnd4xoj9GUwtd5m7ZI+ly//wazZ/+m+BnloEpAMejl1HyzhqSXnuRgBGndKj/pmXLKLj6GsL7QdRrC/C8ORV39kasoydBbF8YPA2MliPyLAdl1WsQ0RVSRh37e59Idv07XLLDwZfPruXCewcTHhfYoUt9Xh/OJg8B9s5VHEoIIYTYn7y8PFJSUgBSlFJ5vz3f4TWpmqY9DZwHJAN9lFKbdh3vCswCwoFq4AqlVHYH+wwBfrt45ugPyYijLq+qCUeLm8zE9r+9Ly3YgVcpbhy99+Icv/K4vFQUNLRtzfB7sK1mG5UtlQB0D+tO+eZmjBY9CV1DAWh89wka5szBXQ+Jj93ebo9JY3o/QgZGYoyJIvypj9D0eqKvXE7Zm3NxvHg/IdMf3+d962c9Q9mzr4HyoTNqFN1+K5peh8Gm6PLPhym44z7MMVaCbngYTa8n8dOfqH/pfgIvuAFDar89+jOfdA7Js0IouukGAgf3OOYJKoAuOo3g/lHUrc7DXZiHMTEZX0sL+ZPPwJlXDjqFLd6HY8F6bKUV7EMAACAASURBVF/8F8d3C2iYtxDrkBG483Koe/8tYv75Ek3ffYa7vIaq12YRcsk1NPwwh7KH/e9Sb/ARePo5hx2ra0c2rionoZO67XVU0DjmOoLH7P5BQNCFN6G9fw2OD187YJLqzMqi/IkncWVtxBjoIeKuByAwCsNNczC01PpHvo6nwdcduI1omyodlx7C9c+NRm/s+OixTq+TBFUIIcTvTodHUjVNGwHkA4uAs/8nSZ0HvKGUelfTtMuAa5RSY39z7V5HUjVNmwHsWSEFkJHUzml7eQNpkYHodfsfYbrstRWsL6xjyd/GYrcYcbq9PPrNVt5Zns9FgxJ58vy9V4L91epv81jx1U4uvHdwp90/9GC9u+Vdnlz1JBPTJjI4agg1r4YR3zWU06f1xpO3mewJ5wEa9r6RxP934QH7U14veWMy8bb6SFu8Fs1k3qNN0zfvUnDXI1ii9MQ9+jCekgKKHvkPPreOmCtGE3rPS/iqitGsgWi2g6yyrNRx3frBvewzdlz3N2w9Ekn4+EdKrp9K/aJ1RA41Ye3bG2PmGHbe/k8UGjqdD6UgoHsy7opKXJUtRF17Pi3rVtO0YSc+j0bo6SfRvGELNNfgadYRkNmVhHf2Pp24oxp++omal2fSvGE7aS/fi2n0ZQe+SCmKz+5FU4mOjJVr9ztKXnTtxTQuX4fe7CP+gnQC/vqNbMchhBBCiE7vQCOpHf5xrVJqsVKq8H+PaZoWBQwAPth16ANggKZpHd1A7Tkg5TdfIzsakzi2dlY2cvpzC3lnWd5+27V6vKzOr6Gh1cP7KwoormvhvP8s5Z3l+dwwKpVHJvc+4L3Wrdzh/3Xh/u91IllXuY5YWyyPjniUofoxtDS426r6tsz7DNBI+PtNxH0wv0P9aXo9Eddegrte4Xj+vnbn3FtXUXLJKRTf9whGu0bS5z9iHjkF20V3kPreK0RfNISQO54CQBcRf/AJKhz3ZMg4bApRp6fRuKmYgsmnU79oPZEjQoh4fTW2u97HNPY6IkeFgw+C+4YQMyGBps0FuCpbMAR4qHz7ExrX5hHcO5iQXmZqv19Ba0kDISd3xd4riMY1O/DW1R1yfL7WVkr/fAfOLVnYk1oxDZvSsQs1Dfu4EXhbvDTN+67dqYa5c2nN9a9D9lRW0rBsPaE9NTIeOJWAW14/7r8nQgghhBBHwuFWpEgEipVSXoBdv5bsOg74R1GB/pqmzdU0rV12opSqU0rl/e8XUHSYMYmjZP62SpSCz9YW77fdhiIHTrePYKuRf83N5qyZiyioaeb1KwfxtzN7YNTv/49dbVUjrWUabp2L7SvL8Li9R/Ixjpt1FevoF+mfPpu7vhKdXiOptz9JbV65wl8ld8q17ab5Hkjg5f+HNc5Ixdtf463w/9Xx5G4h/8oraNhQijnCTMJTj6IL311Uxdh3NGEPzkILsO+r2xNG6INvEdrHQHNWIYFdFOHPfOYvzgOg0xH28NtEjbQQ8ae/EvLwx4T31xGY6KbLjGlYQ1sJiHISevnlRNxxN5rOB5rCfsFVBE+ejPJB/cdv7HFP5fXSuHAhPqdzv7E1fP4B3hYPCRenE//vl8DU8YqrtgtuRmf0Uf2fmZQ/9RR5F12E4+uvKbr1NnInnkPO+PFkn3IK+CD0kkth0gtgjz2odyeEEEII0Vkd9X1SO1IwaX/TfsXxt6GojreW5FFU17Lrs4OXF+xgQFIog5P3rBi6Ymc1AO9cO4RZS/OpaWrlnjN7kBHdsWm7c+YvBkxszPiRAdvOYvX3uZx0dvoRe57jobSxlPLmcjKjMgEo2+kgKsmO2er/K9iyLR9LrPWg9z7V9HpiHphB7o33UDLtAuI//Inqx+/G06hI+teDWE+96MCdnMC0oChiZi3A/vqdWM66ES24fYVTLTKN8FfXtn2OenU+tNRCZDeSRl8KrfUQ2R2UInrUs7ir6jEMnoy+Tz3Gp2bRMOdrQqfdSdUL/8JdVEj0g49R88IzVL78NpZuSSS++T6GsD3/Diivl9pZr2MM9BBwy38gtMtBPZcuIZPQvhaq1xTRvO1NNE1RcvcG9GYvgfFN+FyNBKV7MYdpmE6/+dBenhBCCCFEJ3W4SWohEK9pml4p5dU0TQ/E7TreYUqpGcAM2F3d9zDjEkfQF2tL2kZPz+oby7cbS3l8ThYhAUZev3IwlQ2tTOgdA0C90813m8voHhNE34QQnrnw4AsfFe2sQjMHcsPFF/HB8wtR3/hIygwjNvHAW2i4fW6qW6qJscUc9H2PptXlqwEYGD0QgNqyZlIz/aOoPkcFznI3oWMzDqlvy+gpxFw6h7J3F1NyxQRadlRg6xryu09Q2wSEEXDbWx1rGxjl/wIIjgfi/d9rGqGPfuJPWvVGNFs4Qb0jqVlZhuPT/1L575cAaFmzmtaicqzhLpzZeZT/9VbiX3m/rXvl9dK0eDGOj96hJbeKmLOT0A4yQf01nqjH/kPE3KdQzfU0bK6g9GcvEcOCCZv+DNSX+J8jqtcR31pGCCGEEOJ4O6zpvkqpCmAdMHXXoanAWqVU5eEGJjqPTcUOfq2TdPHgRF65fBDPXJBJo9PDef9Zyo3vriGvqoltZQ2c8dwitpTUc83JKYd8P49Dhy/IyZDYIQy9IAm3zsXnH+8uJLRqyTZe+Mv3VNbVsLBoIS6vq+3ci+te5KzPzqKwoRCf2r3PZEVzBfn1+Ycc0+FQSrGybCXB5mAynK00V9fibHQTGmvDvewTiqeOR/k0bGPOOOR7hN73KhFn9aZhYyWeZg37hNOO4BP8QYSlQGxm20f7hLPAByX3PoA5xE3sGD26pkICY1tIeOQuwgZaqV+4lqKbr6fy2X/gLi4mb9IZFN5wI/XzlhAxQBH6t5cPPZ6k4eiu/QL9bfMI+fvbpF6kJ/QvT0OPc2DoDdBrMkR2PQIPLoQQQgjRuRzMFjQzgSlADDBX07RqpVQv4EZglqZp9wO1wBUHG4RM9+28fD7F5hIHlwztwpm9YxmWFt62d2Rts4tF2VUs2F7Jm0ty+WxtMVajnk9vGk7/LqGHdD+lFIYmK4aEVgAu7ncBDya/TGh2CvV1TdhDbCz5aTPG+hBuf/U+NkUt4tZ+t3JD5g00u5v5aNtHuHwu/rzgzxTUF/DkqCcZlTCKh5c9THZdNnOmzDlie192xKzNs/gg6wNcXhdDwvqSe84FeE45DZiCedlb5LzvH4WLvm4KtvMOb7uO8Idep37xSbgbfQRddNsRiP6PzXLmdYS+9yp6qyL0utsxjJpGSP4SsIZC4lDCI1Kou3w6DfMX0jBvEfVff46nspq4cUYCR49BP/5OCEs9MsHED8A8Y6MURhJCCCHEH0KHk1Sl1O3A7Xs5ngUMPZwgZLpv57Wzqokml5fMhBCGp0e0O3fdyFSuG5nKWTMXMWtZPiaDjtm3jSAp/ODWVf6v6qYaAlqDMIfv/s/48FN7sP0lD1/PWcR554xDX+ov+DOwZiy+Lg4+z/6caX2n8fWOr2lwNTA0digrSlcA8NrG1xgZP5L1leupba0lvz6f5ODkQ47vYOTU5vDcL8/h8XkAGOHqg7tJT9mmFkgGNf97LOEmEt77AlPS4SczOpudhBf+jSd/G7rQjhbYFvui2aOJeeMHsEXsnlLbbfdot77PGaQ+vBzlKCXvmZ9xldQSe3YcwU98B4Y9twM6/IAkQRVCCCHEH8PhVvcVv3Obih0A9I7f9xYlp/X0r/+8+uTkw0pQAbIL89DQERW9ey3ruMwR1AWVUbLFwZoV29EpHcYezVhrwxg1/1os+ZEsK1nGu1vfpXd4b2aeMpNHTn6E6QOms7ZiLXML5lLbWgvAstJlhxVfR3l9Xh5Y9gCBxkCmD5iOQTPQN6sCgHpDLHrcUFJL8ITRRyRB/ZV50Dhs50khnSMmsut+13waznkQ42WvEH9JXyL6uwi+d9bRSVCFEEIIIf5AOkWSqmnaDE3TlKZpChlF7VQ2FDkwG3RkRAXus83FQxKZOiSRm8ccfgXeguJSABLiotuO6TQdpkQP5qoQNi0tpN5cxdhLezDyogwsgQa61g/kb4v+Rl59Hpf1vIwAYwCT0idxUbeLCDAE8PiKx4lzpNOtejDLSo5+kjq/YD5PfHw524rX89f0y7gip4zFFy3EsjWPtQOmUxZzEgENpWj4sF++x+QEcQIKuOsjIl9fdWhFkoQQQgghRDudIklVSs1QSmlKKQ049Io74ohbuqOKAV1CMexnb9Nou4XHp/Ql2Go87PtVlPtHPFMSEtodT+0RjV4Z8RSbKI/PJi08lb6nJJLYI5y0pr7UOeuIskZxWtLugkFBpiAmpU+isqWSQUVnMHrnxawp+QWvz4tSihfWvcD22u0dD04pqPtN4erGSqjIavtY2FDIn3+4nZHPrGXmWx4y7/8XO+55F976O+WVQdTau6LMAUTpSwgZ1w9j0qFV9BWdjE4vVXaFEEIIIY6QTpGkimNjfWEd//g+C4/X1+54s8tDfnUTAE63t+14qaOFrLIGxnQ7NusbP8j6gJ1Fhfg0LyFh7acNnzywPz78cZ88undb8aOE7qF4GuGJ3s/x5Kgn0Xw66sqb2667pPslAEQ449B5DARXxVHQUMD6yvV8vPQrnl/5YodiUxXZ1Nw8lPyJo3Gv/KLtePXfLiH/wnNQ9f6pvO9vfZ+zVvuIrIfQao2GnQpNr6Po+TlUWHoAcMXjI5jw9j3EvvDhIb4pIYQQQgghfr8kSf2DWJJTxaQXlvDC/B1sKa1vO66U4tq3VjPhuUXM3lBC7we+Z3OJfx3qgm3+nYRGH+UktaK5gqKGIv6x9BmC6qLQBfrQ/WbkNiYsiobQCmpDipk8+Ky244k9/KNX8Y4MBsUM4pfv8vnw4ZU4Klv44fXNmCtDmJZxIyZXAAApNX3YUr2F2ZvnMGXjn3Gs0VPWVLbXuFyzn8Kz4BVQiqq/X0/5/AaaK8zUzfLvmalczdQuzae5zED13edSeGUfFq34kClLvQT2jif8/NOw9U0l+YP3CejXg/qUwYRHmwmwm47GaxRCCCGEEOJ3ocPVfY8m2YLm6Ht10c627zeX1HPL+7/wfxO641OwbGc1AHd8uA6PT7G2oI5eccH8uKWcGLuFbtFBRy2u5aXLmfbDNBICE5i4+TYimxLpOjR6r20vvWMUOp2GQbf7j21QmIWQ6AAKs2rIHJdI7oYqvB4fP83aQmmOg7yNVYyZNJFFZGMJNJJc24f1FetZvzmbMWooEY0JfJr9Kbf0u6XdvVRtMXn3vobPq9E6/BX0yxop62UnpUVH/cqdRLQ20Tr/A9xNepQOKhf4pynfv96D2Q1RM57G3LtfW38xr39KzZ0L6dt3788mhBBCCCGE8OsUI6myJvXwNDjd7abp/lZTq4elOdVcNTwZg07jq3UlFNa08OmaIp6fl02PWDvje0Th8SkAcioamZdVzk9ZFVw0OPGo7iv63tb3AKitbiSyKZHBZ6cw/qqee22bFJ1AYmT8HscTuodSvL2OhhonVYWNAJTmOLBHWDAYdSz9dAcA3YbGEOC2882W7wiqjQIgrjWFH/J+2KPPpi9extuqpyTUgGlhE3q3xrMnNfNxXyOuBj0tb/+Nhi/eR6F4dpKenF6BzBmoEeSE4FF92yWoADXFTfg8iti0fVdJFkIIIYQQQnSSkVRxeC55dQVpkTaeu7j/Xs8vyq7E5fUxoXcMC7MrWZ7rHzldmF2F16d4eFIvhqdH0CXMxvKd1Wwvb2Du1nK6RQdx8ylp7foqbyonKiDqiCSuJY0lLCxayFW9rsKaF4MCkvuEH3Tfid3D2LSgmFXf+AtDx6YFU7rDQfdhsbicXtb9WIDBrCe+WyjrfyrE2hxMamsvACxNQRTUFJHnyGu3f2rDDz/iNsL/XW3gceN5JLqs3D6uL/d/fxdnB+gpnPk9ygc7uhhZ3l1jeXcn1/a8jtjCRIJOnbBHjPVVLQAER1oP7WUJIYQQQgjxB9EpRlLFoStzONlY7GBhdhVKqb22+Xp9KSEBRgYlhZIWGcivzbw+hV6ncWafWNIiA7n/nJ70iLWzMreGotoWpo1KxWzQt/VTUF/AhE8n8OrGVw8Y1+yds3l94+v7bfNB1gdYXUEkLRlBYkkvDGY9EQn73upmD7seJK5rCJoGW5eWEhhqZvj56QSGmuk2NIbuw/x7uIbFBBAS5U8QQ1qiCa9PIDDUDGiENccwv3A+4K/Oe9WXU6nIqmVlusaV/acx/vL76Xbt3YzrMg4CbcydcRamLvGYhvXn6XPgpsybeGvCW9wx+E5CplyAPmjP6dGOXUmqPUKSVCGEEEIIIfanUySpsk/qoVu2swqAmiYXOyob9zi/OLuKbzaWcunQLhj0OtJ37Xc6MiOCAJOek9MjCA80t7XPiA5sm/Y7umv7gklzcufgUR5eXv8y9y6+ly9zvtxrTC6vi3+s+gfPr32eOmfdXts0uBr4ePvHnOWdSvnWJgq21BCTYt+jYNK+eDbOo2RiV1rnvIDFZiSxZxihMTbOvLkvMSnBXPn4ydgjrITHBZLaL5KkPhHYw61oGkzSX4rPBT2GxwLQSxvIR9s+oqypjFc3vErA4g2YWjQ29rNzbZ9r2+5p0BnIjMxkETmkfDOPohk3U2PXGBIzhIHRA/cbb0NVC1a7CaNZv992QgghhBBC/NF1iiRV1qQeuiU51Zh2JXYrc2v3OP/Yt1tJDg/gtrH+/TjTIv1J6qCkMN66egiPntu7XfuMXUls73g7kUHmdue+y/uOjNAMLAYLX+34ipm/zMSn2m9nAzA3fy41zho8ysPcgrl7jfuz7M9ocjeRUtMXc4B/1vnBrNese+t5HNkG8v/6L1w/v8tZt2Qy9S/dibDX79H2jBv70Kv8ZZqeupzAMAsNOf7j3YfHYjDrGR1wGo5WBxd8fQGzc77ksiU+SqN0nHn5A1gN7Uc+B0QPILs2m3pXPZurNqPTdPQM3/sa2v/lqHISHGHp8PMJIYQQQgjxR9UpklRxaJRSLM2pYnzPKCICzazKq2l3vqnVw9ayeib3T8Bi9I/g9U0IRqfBSalhDEkJIzEsoN01XXdV8h3TNard8ayaLHLqcjgv4zzmnDeHh4Y/REVLBRurNra18fq8XPf9dcxYNoPEoESS7EnMyZ2z19hn75zNQNtQHPlu+o1P5OzbMskcl9jRB6dxdRamMCNK6Sl/8km0uiJKLhxO/jmn4KsupPWrf1J6fl9cyz8HpSh//UtKP1hNcJgB5VMER1mxh1uJiA9Eq7Ly9hlv0yeiDyfn6AitgUHXTuP01DP2uPXA6IEoFHf+fCefbP+E1OBUAowBewmyvfqqFoLCZaqvEEIIIYQQByJJ6gmsvL6VEoeTwclhDEsLZ15WBY4Wd9v5raX1KAW94uxtx7pGB7H6vlMZmhq+1z4TwwL499T+TBuV2nbM7XPz4NIHCTYHc0bKGdhNdsYljcOgMzA3f/dI6cqylawoW8HwuOE8OPxBzk49m5VlK1lXsa7dPfIceWTVZDGi9UwA0gZEkdQrHHOA0d/A64HWhn0+tydrGS3lPuxjhxI+ZTyNuR7yJ42lPttHS4Wewinj2PnXV6jb5Kb8gb/jXj+X1hrweXTYmvyzyRO6+/dXjUoKorKwgbSgVF4c9TR/XurCEKQn6JJb9nrvvpF9OTn+ZMqbykkISuC6PtftM85feb0+GmtbpWiSEEIIIYQQHSBJ6glsY7ED8I+O3jg6lXqnmxfn57Sd31zin/raK97e7rowm2m//Z6TGUew1dj2+e3Nb7OpehP3Df07dVleXE4PdpOdYbHDeHvL2/xp/p/w+rx8s/MbAo2BPDHyCQbHDOaKnlcQa4vlwWUP4vbtTp6/y/sODQ3rjhiikoIIjbG1u3/d41dTMGEA3q0LQSlUzs/gaW073/jlO4BG0OQrCb3rMQzBZtytNqJvvozgYd1oLtcTPLw34eedQmO+l/K/3bHrSoW5aD0ACd1CAYhKtuNx+Sj+5z0UnN6L5mIfYeeeimY0sjdmvZmXxr/E15O/ZtYZszgr9ax9vsf8zdWs/HontaXNKJ/CLtN9hRBCCCGEOCDZguYEtrHYgU6DnrHBWE16pvRP4I0luYzrEc2QlDA2lzgIt5mIsR96clTZXMkrG15hTMIYksv6MmfWRkZckEHmuEQeHP4g//rlX3y540vWV65nbsFcTks6DYvBwtalJdRXOfnbkL9x+/zb+WT7J0ztPhW3182n2Z8y0jqeuhInoy7u0v6GSlH73WqcVQYKpk0j4pzBlLyziuiLTyLkvlkANG/YhN4C5gEno2ka6UvXgE6Hpmkol4vwwkLMaWn4WltpXD6Khtx6jHYdpig7rqwlJEycSEKUg6obJkO5DmIeZMdP5cTWBGBODCHkpr8fzm9LmxVf7qSyoIG1PxQAUtlXCCGEEEKIjugUI6lS3ffQbCyqIz0qEKvJv970/rN7khgawA3vrKa4roVNxfX0jLMf1p6mb21+C1OzjTNKrmLxJ9kAlOf6R3AjAyKZPmA6AE+teoomdxNnp54N+LeDWftDASNiRjIkZggvrX+JRlcjs3fOpqypjNEtE9HpNTIGRbe7n3vrUpxVYOseQ2utjqI31+Dz6KievRzl8m/j4syrwpIY0vZcml6/+3uTCXOaf29XndlM0hdzCR7dn/CrryR46hWYKioYNP8ayq84i8oFNai8OvSeFupMKcQ9+FdSf1yCPizskN/Xr1oaXFQWNpA+KIqMwdGkD4oiKsl+4AuFEEIIIYT4g+sUI6lKqRnADABN05KRRLWdotpmwmwmAkz+365NxQ6emJPFhqI6Tu0Z09YuOMDIa1cOYuLzS7jyjZXkVjVxQ7fUfXXbIavKVnFK/RRyf3EQGmPDHm6lPG93Bd3IgEjSQ9LZXL2Z6IBoBsUMAqCuvBmvx0dlfgN3DryTi7+5mI+2fcTnOZ/TI6wH7jUW4rtZMNZkUXLJ+fha3ASPHYLX5U+4o+57CIWB6n8/iSkxkepP5tL88bNYT72E1lpF0IiMDsWvDwoi7uX32z63bt1K9Sc/ohkMxP7lZoIuvIp1t35IQ2QGgZOmHta7+lVVUQPF2+tAQb9xXYhOkeRUCCGEEEKIjuoUI6kC6p1uXJ49t3OpaXJx2rMLmflTTlu7m9/7hcU5VdQ7PfT5zXrT1MhAHp3cm5yKRoamhHHNiEPf0cfpcZJdm02UI5nYtGAueWAo6YOiqK9y0tLgams3NHYoAGemnolO09Ha4qGlwb8GtXh7Hb0iejEgagAvrnuR/Pp8rkyYRl1ZM0m9w3H85xEc23W0OIIomrWesv+uxmDTYR44AuugYSTM+oKIe59CZwbHl1/jXPwNKA3LwGGH9ExRj8wkY/Eiuq1dT8g1t6IPDCTj4vHUm2JodrhQSlFV1IhS6pD6rylp4uPHVrP4v9mYbQYik4IOqR8hhBBCCCH+qCRJ7QQ8Xh+nP7uQx77duse5t5fl0ezysqGozv95aR6Ftc3MumYID03qxQWD9ty2ZVK/eBb95RTevXYoEYG79zotayrjn2v+2a6I0f5srdkKHh1aVQBx6SEAxOwaFSzP3T2aOq7LOMx6M+emnQuAo6K57VxJtj/uqd2n4vK5SA1OJb6mGwBJ3YOo+3kdlvgA0hevIuqWqwg+dQQxDzzQboqyzmolsFc8jdtraFn+MwDWUfsuWHQghoiIdoWRkvtEAP5CR2t/LOCjR1aSvbrc/w6WlrB5UXGH+lVKsfjj7RgteqKS7fQYFotOd+hTrYUQQgghhPgj6hTTff8olu6oIjbYSkpE+2q2a/JrKXU4+Wp9Cfee1QMNWJxTxS3v/YLb6x/RyyprQCnFkpxqesXZGd01Eojc571+u/8pwNtb3uadLe9wUsxJDI8ffsB4N1RuILoxGXwQm+FPUiO72NF0Gvmbq0nu60/uBscMZtklyzDqjNSUNlFd3AhAQvdQynY48Li9jEsax5iEMVzY7UJ2vF9JSFArzttH0FqrI+aSc9BMJsJv+799xhJ4yjjqf3mb6h/WYwqzYIjtss+2BysszkZgqJl1PxbgqPCve926pJSMQdGs/DoXl9NL95Ni0Rv3/zOdmpImCrfWMvy8dPqfeuTiE0IIIYQQ4o9ERlKPEY/Xx/Vvr+GfP27f49yPW/yjdjVNLiY9v4SBj8xl+ofriLJbGJ4ezgUDE6hpclFc18IvBbWclLL3PU73x6d8fJ/3PQCLihe1O7d9VRnfvbIJn09RnluPUopNC4vIXlzFgOqxaBrEpgajmmpx3DKcbulONi8spmxXASUAo85I6Q4HHz60ggXvbwcNeo+Kx+P2kXPvbXje/DP/Hv4wGa6+lO10EL3pC+q2erH1SsR+1V0HjN828UpA4XXqibj+2oN+/v3RNI2UzEhqy5qJSQsmc2wiRdtqKdleR2NtK64WD4Vbaw7YT/H2WgDS+u/7hwdCCCGEEEKI/ZOR1GMkq6yBxlYPORWN7Y43tnr4YUs5Q1PC2FjsYEtpPT1i7ZQ6WnjtykGkRQaydEcVH68p4qNVhbR6fJyUevBJ6rqKdVQ0V2A1WJlfOB+Pz8PF3S8mLSSNrUtKKcqq5b+PNlNd3MjE6f1Y8OE2Yn39AegzNgGT1UDzZ+9Rubie5Px7yU9/gOXPf82Yv0xh5/pK+oxJYO6bm1EKvB4fgaZmbM9PQmeYwfbNoaivPiNqzXrWdX8cg7eZmKIVJL39JtaBJ3UofkN0HAHpkfhcXuxX3HbQz38gJ52bSq+RcYTHB1Jf1cL6+YXMezcLAJ1BY/28QjxuH+kDo/bZR8n2OoLCLLLVjBBCCCGEEIehUySpmqbNAB443nEcTavz/CNxOysb8fkUOp1GXlUTE59fTL3Tw12ndaW60UWzy8Mtp6SjFG3rGbvH+NeBvr+iAE2DwSntt0ipddZi1BkJNAXu8/4fZn2IRW9hWp9pzFw7kw+3fYhB6ucmIAAAGVRJREFUZ+DugXdTutO/bvTXabqF26rBp1HXbQc3XnQx4XH+4j9Ni34CwFXYQqh1PRWR/Vj75Tq2/OKktqSJ+ionY6/owc/vbMJUnk/t+jpC+uVQ3300QWGbKPs5h1yPg7jSlSTee3uHE9RfJX70HWgamu7ITwAwWQyEx/vfnz3CStch0WxfUY41yEhKZiRbFpdQlFVLVNKwvSahSimKs+tI6n3wP0AQQgghhBBC7NYppvsqpWYopTSllAYcejnaTmx1vn8qaKvHR3Gdf93jJ2uKaGz18PGNw5jUL55rRqRw69gMNE1rV3AnzGYiKshMdZOLcd2jCbbuLvpT76rn/K/P56FlD+3z3mvK1zAnbw5X9rqSyRmTGRo7lFhbLBurNlJZ2IjXpciOXUWpfQcAuVsqAMjoE9+WoAI0b8zBHGkieNwgYlItuI2B5Pzif66s5WWExdnoNjCY3tlvkF73E+kLfqb7VWfgaDJge+R1PING4tOZSB4aS/DF1xz0O9TZbOgC9lxrezQMPScVnUEjvlsoIy7MYPxVPQD/utO9qSltwtnoJm7X2l0hhBBCCCHEoekUSeofwZr8WuKCLQDsqPRvcfLtxlKGpYUzODnsAFfDDaPTuPWUdF68dEC748+teY6K5go2VG3Y63UVzRXcu/heYmwxXNP7GiKsETzTfyanRZ/B1uqtLFy9CoCRE3uQcrmOWks5tYVOANISd1cO9tUU01LixpaZQdwL75B+100AuLBiMnoB/xpU1/yPiChaR8a5/TFGR5M2KNb/zJsb8VzyVwC63nFk15QeDfYIK5PvHMDJ56VjNOnbikTVlO49Sa0qaAAgJiX4mMUohBBCCCHE71GnmO77e7e+sI5Sh5O7Tu3KMz9uJ6eiEZvZwM6qpg7vY3rtXtpVt1TzyfZPsJvsFDcW0+BqIMjUfl/OexbdQ42zhjdOfwOL3sqi/25nw7wirGSSmLGWNXVbCbfEMTHzHFxeFw9b3iLUGY3CR/cuaW39NLx8D8qnETD6dMBfEVdv0PB6FN2z3kC75h66D4ul7u7PAEXgZH8iao+wEpcRwvaVZQSFWwiNtWENMh3imzy2YlJ3J5zmACO2EDPVJY17bVtT1oxOpxEcLetRhRBCCCGEOBwyknoMvLkkl0CzgatOTsZi1PHIN1u54KVl2C0GJvSOOeR+FxQu5KwtN3Fp9j0k1nZne237ysE+5WND2UYujLuEHqE92bKomA3ziug1Kh6jVUe8IwN7fRSRSUEYdUZsRhvGUP+1TksTNqt/aq3r57cpe385lsRgAiddCYBer/NvR6MpQos3M8D8M0aDovGXHKyJgRhi4tri6DokmtqyZgq31JzQ02HD4mz7nO5bW9pEcJQVvV7+SgkhhBBCCHE4ZCT1KKp3upk5N5vZG0q5YlgyOxaXMtBsZYm7iWkjU7h+VBoRgeZD7n/Zxl9IdpyCckBm01i21WxjYPTAtvNlTWWcvvF6rMtS+GTparxuH1FJQYy5pBu1ZU0kFHfF3hpBr267R2ljYsIgFwhyAaAaKim5/zHQ6Ul4/QM00+5R0N6j44lNNKP/2UXjT9+hGqtxVkHUNePaxZkxOJqyHQ58StFndPwhP+/xFhZnY9OCurbCVwBZy0opzamjtqyZsFjbAXoQQgghhBBCHIgkqUfRC/NyeGNJLiMzIjkvIZyfX97Mud1DuPvKfvRLPLwRxSZ3E5XZTSQDsWnBNJREsL12c7s2uY5cwpvjCIjRUVXon6Y69oruAETEB2Lf7t/PMzIhCFzNqJK1dE1KZvuyFiyhenA7qf7zFFoqNOLuuQVjl/ZTjrsNjYGhMeS9EUjjuh00rcvBEGQk9LYZ7dqZLAbGXdXzsJ63MwiLteF1+6ivaiEkyj/KnPNLBfkbq0GDVNkfVQghhBBCiMMmcxOPklaPl4/XFDG+RzRvXT2Yjd/mAVBeXnbQCWpxYzGt3ta2z0op/r7k70TXpWKN0BOTFozNGcJP+fN4d8u7KKUAyK8qxOgzkz44isyxiQSFW0gfFA1AqCerrb/wuABq7j6H7InXkPbjawCkx8ZQddt4KhdUYR/eE/vlN+8zPtuQ/rRWazirdUTdcSs66+9zXWZkon+9b3lufdux+ip/kSkUhMUcm8rDQgghhBBC/J5JknqU/LC5nJomF5cM7UJ1cSPVhU00GetQDiPKpzrUx8KihVz49YVM+HQCr254te347J2z+Sl3Hl2aupPeKwZ7hBWd0tPV1IMnVz3JyxteBqCovAyAqIgwRlyYwaUPnYTRpMe94Sea//08AGarAfXG9ZT/UIzSDLR8toKEkCqSvnmCyp+rsQ/vTdzLH6Jp2p4B7hJy498JGtabLq88T/ClNx7qK+v0whMCMQcYKN7m33ZHKUVDdUvb+VCZ7iuEEEIIIcRhkyT1KJm7tZyIQDOjMiLJ31wNwJboZeh8ehpqnQe8fnHxYm756RaaPc2EW8LZVrMN8BdDemPTG4xxTAG3juS+EQSF+7e2ebjvE0xMm8gL615gY+VGyitrAAgMNdPyyRPUXDcEz+K3qHv5HwTUl4HyEezaSfGbqzHHh5I2fxHGAEWvuffB6mxCJ5xE3GsfoRmN+4wTwJjYhYQ3P8Y2atx+253odDqN+K6hFGXVopSipcGNx+UjLM6GyWogJFpGUoUQQgghhDhcnSJJ1TRthqZpStM0hb9szwlNKcWKnTWclBqGTqexdX0B1dYSLIk+AAqLKg7Yx0dZH5Hm6cXVOTM4fefVVJTWAf7ktbyshm45J5OSGUFizzCsWz4DoKGmlXuG3kOQKYi3Nr+Fo8a/DjVA56DkH29QtayJnBsfp2ZhLiaLl6jKXwjZugxbz0SSvvgRQ1gYYRPH4m7UY7AbiHr8RTRdp/gj0mkkdA+locZJfZWT+ir/KOqwc9O48vHhmCyyxFsIIYQQQojD1SkyEKXUDKWUppTSgI5tHNqJFda0UFbvZGhKGG6Xl7p8F8Uh2zmzn3+kMS+/eL/XlzeVsy5nC+PXXYuj0klQYTwROV3x+DwsKlpE76oR4NUYeVFXcDVT8+S/AGiobsFmtHFB1wv4Mf9HWhv804rdL9+Fy6Enevp1BA3pi8+jI+7Rh+hf/hFdg3JIeO9r9IGBAITeOgNzbDDRf/3L73Zt6eFI6O7fo2fppzlUF/t/CBAUYZEEVQghhBBCiCNE/md9FCzP9U/vHZoazqYFxWheHcaUVgal9mOnbj3lpS17XFPrrMVmtGHSm/h4+8ekVw5E8+g5//8G8uG/FhPoDKW0sZQt1VvoX3s+cV1DCAqz0PLVf1CNXkytDhyFFUAKl/e8nHUV6xhUPxyjCWq/34StazShN95J2E0asS4XOpOJ1NFnoFmt7dab6sPDSZ2//Fi9qhNOaIyN4VPSWfZ5DgW7pnHbwyWZF0IIIYQQ4kjpFCOpvzcrc2sIDTASpelZ/tUO8kI3ktkvg9jAWOqt1TRUuNq1r3PWMfGLiTy+8nEcrQ7e2/oefRqGE5cegj3cSlC4mSBnODsdO6kocmBtDCZ9oL9Kb8M3nwNgcVZTu34LBfdew4rX8nhl9Gukm7pjcVbgc2tEPfLPtmRUt2uvU11AwH4LIom9639aFzLHd8Hj9mENMmI06493SEIIIYQQQvxuSJJ6FKzIrWZIShi/LNqB1+1lXdfvOCv1TDRNozm6En1xEPd+8XBb+5c2vERdax2zd8xm5i8z0TWYMTvspGRGABAZHUJQaxjzC+YTW50BQGrvIOpnTMaxMo+AZDuBLSVUumNYtGMIeZvr2booj6aqBoyOaoJPSsfSd9BxeRe/V/1P7YLBpMMeIaOoQgghhBBCHEmSpB5hJXUtFNa0MCQlnE2/5FEelM9zE58mLjAOgNMm98djakVbEsumyk1c9d1VvLf1PQZGD8TpdfLf7f/lbMPFAKRkRgIQFR2KQRlZuH0poc2xWIL1sOBtij/MAoOFiLvvp0dgFkrTUxfSFZSPTbM30lBeh6nVgf3ci47b+/i9CrCbOO3aXgydmHq8QxFCCCGEEOJ3RdakHmGr8vzbvvQINbC22oY500Wv8F5t58dmjEF/5ho2fWFl5n9nscW0nZvrHyVNpWCyvEK5pYABtSdTbHcQHOkfpft1tE7faCHcGUNkop3G774CTZH648/oQ8LIGDqGqq9yyVpVQ1LBV2yPPBOAKI+DgAl3HeO38Mfw6w8RhBBCCCGEEEeOJKlH2PKdNQRZDORsXQfYGHPy7mm2Dc9cjTGjLz1/mkdO82S6bxlFD/1wdMrOztxqpvSfxikXdOOLJ9YTkRDYdt2vSeol8VfRsjUQ06pPqd+Wjy01DH1IGAD6QBsnX9yLwed6aF3eQtOzC/DqzaQE5aIzm4/pOxBCCCGEEEKIQyVJ6hHg8yk+WFXA2X3jWJRdyeDkMAq3b8ZiUgzvPcbfpqqQ4jeWYgpaiscJfXXvsqHXFExeKwOMH7A9ajKOfIUBIzWlTWT2CGvr3x5uASC5uSdbfCUYSspxN+gIu2BEuzg0nYY5wIh57OmcHhZF7ctPE3rVbcfsPQghhBBCCCHE4ZIk9QhYnV/LvZ9v4p1l+RTVtnDXaalkrQtAH9mETudf9ts8+y2UV0drnf+agLBKhq96AUOEBU+VE31aOjXxodQUN+LzKCLiLPg2fo2ux2kYTGYC7CbyN1YCEGxxYE2PJujy6fuMydqvP9b/vHfUn10IIYQQQgghjiQpnHQEbCp2AJBV1kB8iJUIWyl2ZwRdlyyj+k9nodxOGuf/hKZXGEONGIMNdPtiLrF/uZH0n1eR+NK/iUzQ49OZyP5iHgCGd/7EtgvvpmzqYHw7lhPZJYgmhxuALlNGkTz7Z4yxCcftmYUQQgghhBDiaJAk9QjYXFJPaICR1Agbt41NZ8f7/wUg3FNIxZydOB67isbNpdgyIujy4Zd0+eAzDFHRhFwzHc1gIHDMeJJuvAaAbRvc6PHQMm8L5tgQaje6ybv0coalbcOgnBjcTYSfN/V4Pq4QQgghhBBCHDVHNUnVNO3fmqYt0jTtnqN5n+NJKcXmEgd9E0KY9+cxnD8wFvNGHSgfmR+/jTUxkNIP1uFu1GGfchGmpBRMqRl79BPRIxGAZkM44RVrCeoWRcoPi0l8/hnczUbqH/07/TY9T2bLdxhCw4/1YwohhBBCCCHEMXHUklRN0wYBHqXUSGCApmnRR+tex8uHWR8y6ctzya4u5eKqb/HVV7Hku3+CLhmroRZLaBAxT87EGB5AzJ+uI/iKfRcxMlkMBIVbQPlIL/uB2Bff8Y+yjj+T6OnX4azSYa/Opd+dMooqhBBCCCGE+P06moWThgLzdn2/ABgIfHsU73dMVbVU8eyaZ2n2NHOa8wWSP66k8MfPKYjWaLY/RGpv/x6algHDSF/yS4f67HlyHF6Pl75Pf4E+KKjtePDVd9Dw0zwM4WFYBo3YTw9CCCGEEEIIcWLrUJKqadrTwHlAMtBHKbVp1/GuwCwgHKgGrlBKZe+6LATYtOv7hl2ffzd+vmsy92U1s6NrAuFF+bhMoIpa6VkVxfKhgcT3STroPgedmbzX45pOR8J7X6Np2mFGLYQQQgghhBCdW0en+34BjALyf3P8JeAFpVRX4AXg5f85VwfYd30ftOtzO5qmhWialvy/X0CnL1m7bd5bdJ9fhbKOx+ydTq+iUL4dqONP0wzMPqU7ANEp9gP0cnAkQRVCCCGEEEL8EXQoSVVKLVZKFf7vMU3TooABwAe7Dn2Af+1p5K7PK4FTdn0/Clizl67vAHJ/87XoYB7gWFM+H7lPPY3TBL8kj8OnN5Hf9RxOv/EBzKmpJHWbgtGsJzTWdrxDFUIIIYQQQogTzuEUTkoEipVSXoBdv5bsOo5SahVg1jRtEbBeKVW+lz6eA1J+8zXyMGI66rzuVqrjQ1g2pAuhXisGs46S8CGkpZ7DV+d+ha0mnKikIHQ6GfkUQgghhBBCiIN1VLegUUrdopQaqZR6ZB/n65RSecBVnCAjqQazlWXjZpLVZwYGNIacnQoKctdX4nJ6qCxsJCYt+HiHKYQQQgghhBAnpMNJUguBeE3T9AC7fo3bdfygKKVmKKU0pZSGfzS1U3v+kgFc2z0OgG5DYwiLs5G3sZrSHQ6UTxHfNfQ4RyiEEEIIIYQQJ6ZDTlKVUhXAOuDXjTunAmuVUpVHIrDOSinFlsUlrP42j/B4GwF2E8l9winNriN3fRU6vUZMqoykCiGEEEIIIcSh6FCSqmnaTE3TivBX3p2radrmXaduBG7TNG07cNuuzwdN07QZmqYpTdMU/im/nZZSsGVJCVFdgjjjxr4AJPeNxOfzJ6/RyXaMZv1xjlIIIYQQQgghTkyaUup4x9DOrm1ocnNzc0lOTj6+weyDs9GNOcCAtqs4klKKNXPyWPFVLkPOSWHwWZ1+xrIQQgghhBBCHBd5eXmkpKQApOyqUdSO4ZhH9DtgCTS2+6xpGoPOTCF9YDRB4ZbjFJUQQgghhBBCnPiOanXfjjqRpvvuT0h0AHpDp3ilQgghhBBCCHFC6hQZ1YlW3VcIIYQQQgghxNHRKZJUIYQQQgghhBACJEkVQgghhBBCCNGJdIok9feyJlUIIYQQQgghxOHpFEmqrEkVQgghhBBCCAGdJEkVQgghhBBCCCFAklQhhBBCCCGEEJ2IJKlCCCGEEEIIITqNTpGkSuEkIYQQQgghhBDQSZJUKZwkhBBCCCGEEAI6SZIqhBBCCCGEEEKAJKlCCCGEEEIIIToRSVKFEEIIIYQQQnQanSJJlcJJQgghhBBCCCGgkySpUjhJCCGEEEKI/2/n7kI1q+o4jn9/nkjFAcuxLJ2xwVIKhaIc6GWG6iIGwt4vKhgUoou68UqIXkAKiiChMDGKmoiSLkSpoKwuTDCIqGamEtGxmNN4TDJn6kIQqfHfxV6HHqZ5zplTU3uv3fcDm73PWjyw4Mdaz/Pfe50tCSZSpEqSJEmSBPCcsQdwGisAa2trY49DkiRJknSWLdR6K6frT1X970ZzBpLsAe4fexySJEmSpP+qvVX101Mbp1ikngvsBh4HTo48nGV2MBTSewEf+fbPPOfFPOfFPOfFPOfHTOfFPOdlynmuAC8GflFVz5zaObntvm2Q/1JNT0mS9cu1qlodcSg6C8xzXsxzXsxzXsxzfsx0XsxzXjrI8/fLOnxxkiRJkiRpMixSJUmSJEmTYZEqSZIkSZoMi9R/z1+BT7az+mee82Ke82Ke82Ke82Om82Ke89JtnpN7u68kSZIk6f+XT1IlSZIkSZNhkSpJkiRJmgyLVEmSJEnSZFikblGSq5L8LMmRdr5y7DFpY0luSXI0SSW5ZqF9aZbmPF1Jtif5QZKHk/w2yd1JXtD6Xpvk1y23Hyd54cLnlvZpXEm+07I5lOT+JK9q7c7RTiW5eXHNdW72K8lqkoeSHG7HvtZuph1Kcl6SLyV5pH2HfqW1u952JsmuhXl5uM3VE62v/zyrymMLB3AvsL9d7wfuHXtMHptmtgfYCawC15xJluY83QO4CHjTwt+fA77GcNPtd8Ce1v4J4EC7XtrnMf4BXLhw/Q7gYLt2jnZ4AK8G7llfc52bfR+nfndulpuZTvsAbgU+zz9fnnpJO7vedn4AXwBum0uevt13C9qdwCPA9qo6mWQFOA5cWVV/Hnd02kySVeC6qnpgoyyBLOsz5+lJ8h7gw8BHga9X1fqTm4uB1aralmT3sr6xxq3TS3I9cCPwVpyj3UlyLnAf8P52vg44H+dmtxa/OxfaluZmptOVZBuwBuyoqqcW2v1N1LkkzwUeA/YxZNx9nm733ZqdwGNVdRKgnf/Y2tWXjbI0504kOYehQP0ecDnwh/W+qnoSOCfJRZv0aQKSfDXJMeDTwA04R3v1KeBbVbW60Obc7N8dSX6T5PYkz8NMe/VShoLk5iS/THJfkvXdZq63fXs7Q04HmUmeFqmSevZF4CngtrEHov9MVX2wqi4HPsawhVudSfI64Frg9rHHorNqb1W9EtjN8BTG9bZfK8AVwKGquhb4CHA34FPu/n0AODD2IM4mi9SteRS4rD0ap50vbe3qy0ZZmnMHktzCsHXlvVX1LHAMeMlC/8XAs1V1YpM+TUhVfRN4M8N2JedoX94IvAI42raI7gB+BLwM52a3qurRdn6G4QbEG3C97dUx4O/AtwGq6ufAk8DTuN52K8llDOvvHa1pFr9xLVK3oKqeAA4z/K8N7Xxoanu4tbmNsjTn6UvyGeA1wDvbDyeAXwHnt61LAB8C7jyDPo0oybYkOxf+fhtwAnCOdqaqPltVl1bVrqraxXCjYR/Dk3HnZoeSXJDkwnYd4H0Mc8/1tkNt6/VPgLfA8JZXYP3/UV1v+3UD8P2qOg7z+Y3ri5O2KMnLgW8Azwf+AlxfVQ+POyptJMmtwLuBFzHcMTxeVVdvlKU5T1eSq4EHGL5Un27NR6vqXUleD3wZOI/hjZT7q+pP7XNL+zSeJJcA3wUuAE4yFKg3VdVB52jfTnlZnXOzQ0muAO5i2Ca6AjwI3FhVj5tpn1qmB4DtwN+Aj1fVPa63/UpyhGFe/nChrfs8LVIlSZIkSZPhdl9JkiRJ0mRYpEqSJEmSJsMiVZIkSZI0GRapkiRJkqTJsEiVJEmSJE2GRaokSZIkaTIsUiVJkiRJk/EPnwW6EC9H1mIAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Market Data\n",
"\n",
"Gather market data from Yahoo Finance and compute returns"
],
"metadata": {
"id": "9doDLMZ2ps9k"
}
},
{
"cell_type": "code",
"source": [
"# Date range\n",
"start = '2020-01-01'\n",
"end = '2022-11-12'\n",
"\n",
"# Tickers of assets\n",
"assets = [ 'JPM', 'NFLX', 'XOM', 'VZ', 'META']\n",
"assets.sort()\n",
"n = len(assets)\n",
"# Downloading data\n",
"data = yf.download(assets, start = start, end = end)\n",
"data = data.loc[:,('Adj Close', slice(None))]\n",
"data.columns = assets\n",
"\n",
"# Calculating returns\n",
"\n",
"df = 1+data[assets].pct_change().dropna()/100 \n",
"r = df.to_numpy()\n",
"df = df.cumprod(axis=0)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_knon8txp54W",
"outputId": "ac053a74-998c-49fd-e981-b922dfc453cf"
},
"execution_count": 88,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[*********************100%***********************] 5 of 5 completed\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "PVZwoRxpqcMd",
"outputId": "c4e6114b-0942-4a49-a8ee-9ee2195bfbb5"
},
"execution_count": 89,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ffbd26490>"
]
},
"metadata": {},
"execution_count": 89
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"adahedge = AdaHedge(r)\n",
"df['ADAHEDGE'] = np.cumprod(np.sum(r*adahedge, axis=1))\n",
"\n",
"eg = EG_tilde(r)\n",
"df[\"EG\"] = np.cumprod(np.sum(r*eg, axis=1))\n",
"\n",
"ftll = Follow_The_Linearized_Leader(r)\n",
"df[\"FTLL\"] = np.cumprod(np.sum(r*ftll, axis=1))"
],
"metadata": {
"id": "MK1h8ahNtqT2"
},
"execution_count": 94,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"id": "RFGlDGk1wH41",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"outputId": "763ee237-b02a-4b67-c9ee-891f871a9866"
},
"execution_count": 95,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ff95ce970>"
]
},
"metadata": {},
"execution_count": 95
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df['UCRP'] = np.cumprod(np.sum(r*(np.ones(n)/n), axis=1))"
],
"metadata": {
"id": "HAw-4a_gxBBW"
},
"execution_count": 96,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df[[\"BCRP\",\"UCRP\",\"ADAHEDGE\",\"EG\",\"FTLL\"]].plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "sdzXWCyTR0bG",
"outputId": "8618e054-4b35-4fef-8a03-1d3f9e5fbaf2"
},
"execution_count": 98,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f6ffdaca520>"
]
},
"metadata": {},
"execution_count": 98
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": "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