Skip to content

Instantly share code, notes, and snippets.

@sudeepraja
Last active December 23, 2025 02:19
Show Gist options
  • Select an option

  • Save sudeepraja/0cddd3beeb676b1f640c1271d44045cd to your computer and use it in GitHub Desktop.

Select an option

Save sudeepraja/0cddd3beeb676b1f640c1271d44045cd to your computer and use it in GitHub Desktop.
cover-s-two-stock.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyP7KVo0EAXwPQ/s1gjwwC+/",
"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/0cddd3beeb676b1f640c1271d44045cd/cover-s-two-stock.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dwAkuNIoBnHE",
"outputId": "2640ff44-e3f8-4641-d10a-56ae51ac1821"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting yfinance\n",
" Downloading yfinance-0.1.87-py2.py3-none-any.whl (29 kB)\n",
"Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.21.6)\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: 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",
"Collecting requests>=2.26\n",
" Downloading requests-2.28.1-py3-none-any.whl (62 kB)\n",
"\u001b[K |████████████████████████████████| 62 kB 637 kB/s \n",
"\u001b[?25hRequirement already satisfied: appdirs>=1.4.4 in /usr/local/lib/python3.8/dist-packages (from yfinance) (1.4.4)\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: 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: idna<4,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2.10)\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",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests>=2.26->yfinance) (2022.9.24)\n",
"Installing collected packages: requests, yfinance\n",
" Attempting uninstall: requests\n",
" Found existing installation: requests 2.23.0\n",
" Uninstalling requests-2.23.0:\n",
" Successfully uninstalled requests-2.23.0\n",
"Successfully installed requests-2.28.1 yfinance-0.1.87\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": [
"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"
],
"metadata": {
"id": "o33PVbPHHyBx"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"#Cover's Algorithm for 2 Stocks"
],
"metadata": {
"id": "Jtvj41COElIZ"
}
},
{
"cell_type": "code",
"source": [
"from numpy.polynomial import polynomial\n",
"\n",
"\n",
"def CoversUP_Two_Stocks(r):\n",
" #r has to have only two stocks in it\n",
" T = len(r)\n",
" n = len(r[0])\n",
" assert n==2\n",
" x = np.zeros((T,n))\n",
" prod_returns = np.array([1.0])\n",
" m = 1\n",
" for t in range(T):\n",
" numerator = polynomial.polymulx(prod_returns)\n",
" numerator_integral = polynomial.polyint(numerator)\n",
"\n",
" denominator_integral = polynomial.polyint(prod_returns)\n",
"\n",
" num = polynomial.polyval(1,numerator_integral)-polynomial.polyval(0,numerator_integral)\n",
" denum = polynomial.polyval(1,denominator_integral)-polynomial.polyval(0,denominator_integral)\n",
"\n",
" p=num/denum\n",
" x[t][0] = p\n",
" x[t][1] = 1.0-p\n",
"\n",
" new_return_polynomial = np.array([r[t][1],r[t][0]-r[t][1]])\n",
" prod_returns = polynomial.polymul(prod_returns,new_return_polynomial)\n",
" return x"
],
"metadata": {
"id": "kQc50UguBx10"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Experiments : Simulated\n"
],
"metadata": {
"id": "_AVMk3m4Lrws"
}
},
{
"cell_type": "markdown",
"source": [
"## Two randomly generated stocks\n",
"\n"
],
"metadata": {
"id": "fYNtEm0UPAv5"
}
},
{
"cell_type": "code",
"source": [
"# Number of stocks\n",
"n = 2\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",
"\n",
"#Log-normal returns\n",
"r = np.exp(np.random.normal([0.005,0.0], 0.1, size=(T,n)))\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)\n"
],
"metadata": {
"id": "IA4gA1YPCsG9"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df['UCRP'] = np.cumprod(np.sum(r*np.array([0.5,0.5]), axis=1))\n",
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "Lweb0n8zCucb",
"outputId": "9b3a7064-5ca1-476d-aa82-90aa25c4ee26"
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713db2e1c0>"
]
},
"metadata": {},
"execution_count": 5
},
{
"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": [
"cover = CoversUP_Two_Stocks(r)\n",
"df['Cover'] = np.cumprod(np.sum(r*cover, axis=1))\n"
],
"metadata": {
"id": "j2kwKdidGrUM"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "MsS9GuRUJHY8",
"outputId": "6e0d5393-8cae-409f-d7b5-20c9d8a55abd"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713d9240a0>"
]
},
"metadata": {},
"execution_count": 7
},
{
"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": "markdown",
"source": [
"## Randomly generated stock and cash"
],
"metadata": {
"id": "nBoeOU2FL8RN"
}
},
{
"cell_type": "code",
"source": [
"# Number of stocks\n",
"n = 2\n",
"# Create dummy stock labels\n",
"dummy_stocks = [''.join(random.choices(string.ascii_uppercase, k=5)) for i in range(n)]\n",
"dummy_stocks[1] = 'CASH'\n",
"# Number of trading days\n",
"T = 700\n",
"\n",
"\n",
"#Log-normal returns\n",
"r = np.exp(np.random.normal([0.005,0.0], 0.1, size=(T,n)))\n",
"r[:,1]=1.0\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)\n"
],
"metadata": {
"id": "SFTlAH2WK5Lv"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df['UCRP'] = np.cumprod(np.sum(r*np.array([0.5,0.5]), axis=1))\n",
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "Qp9c-Gt3MPZa",
"outputId": "c18e891c-ccf6-4ffa-b740-d9e5b29c8ca9"
},
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713cb08cd0>"
]
},
"metadata": {},
"execution_count": 9
},
{
"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": [
"cover = CoversUP_Two_Stocks(r)\n",
"df['Cover'] = np.cumprod(np.sum(r*cover, axis=1))"
],
"metadata": {
"id": "Xfv7Nv5IMV1L"
},
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "Ad0o7e6UMYNO",
"outputId": "c1b0888e-88a1-4298-d02e-88a522256b7e"
},
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713ca11160>"
]
},
"metadata": {},
"execution_count": 11
},
{
"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": "markdown",
"source": [
"## Randomly generated stock and its inverse"
],
"metadata": {
"id": "Pf8xO939MuJa"
}
},
{
"cell_type": "code",
"source": [
"# Number of stocks\n",
"n = 2\n",
"# Create dummy stock labels\n",
"dummy_stocks = [''.join(random.choices(string.ascii_uppercase, k=5)) for i in range(n)]\n",
"dummy_stocks[1] = dummy_stocks[0]+\"_INV\"\n",
"# Number of trading days\n",
"T = 700\n",
"\n",
"\n",
"#Log-normal returns\n",
"r = np.exp(np.random.normal(0.0, 0.1, size=(T,n)))\n",
"r[:,1]=2-r[:,0]\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)\n"
],
"metadata": {
"id": "MnvLgs4FMqzE"
},
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df['UCRP'] = np.cumprod(np.sum(r*np.array([0.5,0.5]), axis=1))\n",
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "OODc2fjMM2Y-",
"outputId": "2b9c58f7-5b81-4e8d-bae1-7e393f20d866"
},
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713c9a3580>"
]
},
"metadata": {},
"execution_count": 13
},
{
"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": [
"cover = CoversUP_Two_Stocks(r)\n",
"df['Cover'] = np.cumprod(np.sum(r*cover, axis=1))"
],
"metadata": {
"id": "rxTCqnIlNC84"
},
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
},
"id": "2UwwBUUoNFmK",
"outputId": "af9cb7db-e016-4359-e964-670e9d24b8ac"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713c87a5b0>"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA68AAAHUCAYAAADV4h7CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3zNVx/A8c+9N3tHhpDITkgFiSBWCKV2tKqlWmp06VC6q+OhRauPbh10iCqtUkrtqMYKYkQQCZmSyCJDdnLX80fa9ElRo5IbfN+vV1/c8/udc77n3ugr33vO7xyFXq9HCCGEEEIIIYRozpSGDkAIIYQQQgghhLgSSV6FEEIIIYQQQjR7krwKIYQQQgghhGj2JHkVQgghhBBCCNHsGRk6gGuhUChMga5ALqA1cDhCCCGEEEIIIW4cFdAKOKjX62v+fvGmSl6pS1x3GzoIIYQQQgghhBCNJgzY8/fCmy15zQXYvXs3bm5uho5FCCGEEEIIIcQNkp2dTVhYGPyR9/3dzZa8agHc3Nzw9PQ0cChCCCGEEEIIIRrBJR8RlQ2bhBBCCCGEEEI0e5K8CiGEEEIIIYRo9iR5FUIIIYQQQgjR7N1sz7xeklqtJjs7m+rqakOHclsyMzPDzc0NY2NjQ4cihBBCCCGEuEXdEslrdnY21tbWeHp6olAoDB3ObUWv11NYWEh2djZeXl6GDkcIIYQQQghxi7ollg1XV1fj4OAgiasBKBQKHBwcZNZbCCGEEEII0ahuieQVkMTVgOS9F0IIIYQQQjS2WyZ5FUIIIYQQQghx65LktRF4enpy4sQJJk6cyMKFCzlw4ACurq5otQ3P2o2MjKRfv34N6vy/Ll26EB0dTUpKCtbW1mg0GqDuOVNnZ2defPHF+ntXr15NWFhYI49MCCGEEEIIIQxDktcmEBoair29PVFRUQ3KlyxZwuTJk69Y39fXFzs7Ow4fPgzAyZMn8fT0ZNeuXfX3REdHEx4efkPjFkIIIYQQQojm4pbYbfj/zf41gZM5pY3S9h2tbfjPiPbXVXfSpEksWbKEwYMHA5Camkp8fDyjR4++qvrh4eFER0cTGhrKzp07GTVqFCtXrqS0tBQbGxuio6P55JNPris2IYQQQgghhGjuZOa1iYwfP55NmzZRXFwM1C0ZHjNmDObm5vX3jB49mqCgoPr/Tp48WX+tX79+REdHA3WzrH379qVnz57s3r2bc+fOkZqaSo8ePZp0TEIIIYQQQgjRVG65mdfrnRltbM7OzgwYMIAVK1YwdepUli5dyqpVqxrcs3r1agIDA+tfd+nSpf7v4eHhTJ8+HY1Gw+HDh+natStZWVlER0dTVVVFt27dGiTCQgghhBBCCHErueWS1+Zs8uTJzJ49G39/f2xsbAgNDb3qut7e3tjb27N8+XJ8fHwwMjKiT58+LFiwgKqqKnneVQghhBBCCHFLk2XDTWjIkCGcPXuWmTNnMmnSpGuuHx4ezty5c+sTVRcXF8rLy9m0aVP9rsVCCCGEEEIIcSuS5LURaTQazMzM6l8bGRkxYcIE4uPjGT9+/DW3169fP5KTk+nbt299Wa9evcjJyaF79+43JGYhhBBCCCGEaI4Uer3e0DFcNYVC4Qmkp6en4+npWV+emJhIQECAgaK6NK1WS+fOnfnkk08aJJu3qub4GQghhBBCCHG7il2zDXVlNb0eijB0KFctIyMDLy8vAC+9Xp/x9+sy89oIYmJiCAwMJDQ09LZIXIUQQgghhBDNx2+fRGIxczpm775JZXmlocO5YWTDpkbQs2dPEhMTDR2GEEIIIYQQ4jaz78eNtPzivxTaOOJceo6DKzfSd8p9hg7rhpCZVyGEEEIIIYS4yRUXFLJu0nQs33qZvBat6bh+LaWmlpSt+Zlj22PQqDWGDvFfk+RVCCGEEEIIIW4iuyPXkHkytf514p7DJAwZgc/+KNJDwumwfCn2Lg7kBffCJzUe46encCA0jH0rNxow6n9Plg0LIYQQQgghxE2iKPcc9u++Tlznvriv+IK0o0lceOoJFCojdJ9+xcgBPevv7fPumxzb2BttVRX6FUtpOeslonLyGThjsgFHcP0keRVCCCGEEEKIm8Sx9dtpiR775BMAHP/oSzw0NVh9uwTfkMAG99q7ONQ/71o6biQ7Jz6Ji7d7k8d8o0jyKoQQQgghhBA3iQu799AScCo7z9nTGdglHCHbsz3D/5a4/p1NC1tGrF/eNEE2EnnmVQghhBBCCCGamb0r1pNx7HSDMp1Oh0NiHAU2TgAcWbwM57JzqLr3MESITU6S10bg6enJiRMnmDhxIgsXLuTAgQO4urqi1Wob3BcZGUm/fv0a1Pl/Xbp0ITo6mpSUFKytrdFo6nYI0+v1ODs78+KLL9bfu3r1asLCwi4bU0ZGBo6Ojg1iDAwMRKfTXRT3/PnzGTt27EVtTJw4kdmzZ1/DOyGEEEIIIYS4VnlpWdi+/SonXn2zQfmW/3yIQ0Ux1aPGUWFsRuutawDwHz7QEGE2uVtv2fDmVyDveOO07dIBhrx7zdVCQ0Oxt7cnKiqKwYMH15cvWbKERx555Ir1fX19sbOz4/Dhw4SGhnLy5Ek8PT3ZtWtX/T3R0dGEh4dfU1zl5eUsW7aMhx9+uEH5hAkTmDNnDiUlJdjZ2dXfu2bNGo4fb6T3VgghhBBCiNtceUkp0XM/RVtUhL9eh2facfIzcmjp2ZqoD7/Fa9XXJAd0Y/D0SUSVl+G6dhm59q0I79TW0KE3CZl5bSKTJk1iyZIl9a9TU1OJj49n9OjRV1U/PDyc6OhoAHbu3MmoUaOora2ltLQUqEte/5zFvVqzZs1i9uzZ1NbWNihv1aoV4eHh/PDDD/VlP/30E6GhoXh4eFxTH0IIIYQQQoirE/PVj/j8+j3+ezeRb+uMSq8j6b6x7A7pRcuvPiDd/Q4G/7AYEzNThs15EZ89ewj59WeUytsjrbv1Zl6vY2a0KYwfP55Zs2ZRXFyMvb09kZGRjBkzBnNz8/p7Ro8ejZmZWf3r06f/WuPer18/Vq1axcsvv0x0dDQzZswgKyuL3bt3061bN1JTU+nR49rWunfp0oWQkBC++OILnn322QbXJk+ezDvvvMPUqVOBulniJ5988nqGLoQQQgghhLgK1TF7KTW1pMzKHqtnZ5CxaBGO57LJ87qD0ppqun/zGSZmpvX3W9vbGDDapnfrJa/NlLOzMwMGDGDFihVMnTqVpUuXsmrVqgb3rF69msDAv3YJ69KlS/3fw8PDmT59OhqNhsOHD9O1a1eysrKIjo6mqqqKbt26NUiEr9acOXPo168fU6ZMaVA+fPhwnnjiCRISEjAxMSEhIYF77rnnmtsXQgghhBBC/OVcVi77n3kZhX87+r/xLBbWlgCoa2ppnXKMsx17MHL55wBUDOqDQqmg6x/33O4keW1CkydPZvbs2fj7+2NjY0NoaOhV1/X29sbe3p7ly5fj4+ODkZERffr0YcGCBVRVVV3z865/atu2LUOHDuWDDz5oUG5sbMxDDz3EkiVLMDU15YEHHmgwKyyEEEIIIYS4mE6nI+tkKh6Bfpe8vu/dhfglHYSkg2yvqiTi0zkAHIvai6W6GrvwvvX3WtpaNUnMNwtJXpvQkCFDeOyxx5g5cyaTJk265vrh4eHMnTuXiRMnAuDi4kJ5eTmbNm3i22+/ve64Zs2aRUhISP1uxn+aPHkyd955J8bGxvzyyy/X3b4QQgghhBC3i98+jsRt0X/ZOHoyw+b8dTrInqVrKdy8BdeEWJIDuqGqrMD2wC50Oh1KpZKcRV/jamRCp7tvj52Dr8ft8WSvgWg0mgazlUZGRkyYMIH4+HjGjx9/ze3169eP5ORk+vb969uYXr16kZOTQ/fu3a87Tjc3N8aPH09RUVGD8vbt2+Ph4UGLFi0ICQm57vaFEEIIIYS4Xag3bwDAe/W37Fm6FoC4TTuxnv8m/kd3YamuxuPJxzDqPwDn0nMk7jnMnu/W4pt8hNyIcdg5tTBk+M2aQq/XGzqGq6ZQKDyB9PT0dDw9PevLExMTCQgIMFBUl6bVauncuTOffPJJg2TzVtUcPwMhhBBCCCGaUl5aFoVDB5E6YBTWB/eAQkGbzxZSOPlhqk0t8P4uksqSUtp2D+J8dj55A/uT3dIL5/NZFNs40vu3jZia376P6mVkZODl5QXgpdfrM/5+XWZeG0FMTAyBgYGEhobeFomrEEIIIYQQAuK+X4MSPe3G34fysadwKcmj5sH7UOj1uH7xBW3aedO2exAAjm4tyRzzCC2K8yixdqD98qW3deJ6NeSZ10bQs2dPEhMTDdJ3REQEmZmZDcrc3d1Zv369QeIRQgghhBDidqH4fTs5LVy5M7QTvl07sCklDV15GX4PjMI3pP1F9w+dNYPaV+qOo/z/I3DEpUnyeouRJFUIIYQQQoiml5WUhkduCqkRdXvbKJVKhr/z8hXrSdJ69WTZsBBCCCGEEEJchSMbo4n64JuLytOOJnHk7QUAtH/w3qYO67YhM69CCCGEEEIIcRUKFryPR24Kexxb0KpDO3yCA9g8+yNcV36Nv05Lin9nRnRqa+gwb1mSvAohhBBCCCHEFRSeLcAtNxUAh3kzqQXW9RqK/95NpPoG037ufxjWwc+wQd7iZNlwI1AoFJSXlzcoc3R0JCMjAwC9Xs/HH39M+/btad++PcHBwTz66KOUlJSQkZGBkZERQUFBdOzYkS5duhATE1PfzqxZs3B2diYoKIh27doxZcoUamtrm3J4QgghhBBC3Hbi125BhZ7sR58n+c5RZDu54793E+esHen/w1d4dWqLUinpVWOSmVcDeOONN9i5cyc7duygZcuW6PV61q5dS1FREUqlEjs7O44ePQrAF198wZQpUxrsXjxhwgQWLFhATU0N4eHhfPnll0ybNs1QwxFCCCGEEKLJZZ5M5cTK9Rjb2TJwxuRG76985y5KTS3pN20iRsZGpMYlkjZtBrbTZ2Bhbdno/YtbMHmdHzufpKKkRmm7XYt2vNztyjuG/ZPy8nLef/99jh49SsuWLYG6mdpRo0YB1M/O/ik8PJwXXnjhkm2ZmpoSFhbGqVOn/lVMQgghhBBCNAfVlVVsfXom7Z96BN+Q9mg1WuI2RnN25Wqs00/hvvATfEMCKc4rJHP8eLwqigE42aUjd4R1abS4yopLcUs8RFbHHhgZ16VQPsEB+Oze0mh9iovJvHYTO3nyJKamprRte3UPcq9du5axY8de8tqFCxfYtm0bwcHBNzJEIYQQQgghDCJmyWr8Y7Zw6rVZAGx8bjaWLz+N27F92JYVkfL8K0R9+C2xYydgW3mBotfnU60yIfmLb1DX1LJ++iySYo7e8Lj2ffUD5poa3B+69O/lomnccjOv/3ZmtDEpFIqruq+kpISgoCDOnTtHdXU1sbGxDa5/9913bN++ve7sqOHDmTRpUmOEK4QQQgghRJOqXrsGLQq8M04Q+/NWrA/sIt2tHX1/Xsa+yFV4fPEeLPovRRZ25D32PAMfimDd9h14xW5ny32T8Tt9mFPFRbTr+ckNjUu/cR259q0IHxx2Q9sV1+aWS16bAycnJwoLC7GysgJAo9Fw4cIFnJyccHBwoLq6mtOnT+Pv73/J+n8+86rVapkxYwbjxo1j//799cnvn8+8CiGEEEIIcatIOZyAV3YSyYPH4LRzMxc++wyPC/mk9h+Cpa0V/Z95mNhWLbF1c6F7t06ojFQAdH3tORImJ+F7+jBqhQqr5JM3NK7Dv+7APT+djAenyoZMBibvfiMYOHAgixYtqn+9ePFiunfvjoWFBVZWVsyYMYPHHnuMgoICoG734V9++YW0tLQG7ahUKt577z1yc3NZt25dk45BCCGEEEKIppTw6WLUShXdnn2EgpAwPHKSAXAN6w6AUqmk+/1DCejZuT5xBWjt507/3zdS/fFiMgaNxqUoh+KCwqvuV6fTsfPrlfVLjivLKojbupvk2GMA5H7+JRdMregzrfE3hRL/TGZeG8FHH33Es88+S8eOHVEqlbRp04Zly5bVX583bx4ffvgh4eHhQF3yGhYWRnh4OCUlJQ3aMjMzY86cOcyePZuRI0c25TCEEEIIIYRoEuez8/E4+DvpwX3o6OWG+30jYc9GapVGBIR3u2J9lZGK4EFhqMsrUW5ZydE1W/HsEYKlvQ3q6hpc/T0vWzd29RacF8zCGUhJTuKUrT3+R6LRANucPfApOEPq3ROwtLW6YeMV10eh1+sNHcNVUygUnkB6eno6np6e9eWJiYkEBAQYKCoB8hkIIYQQQojrU1NVzbYxj+B7+jCqpT/iH9oJnU7Hnm59KLdzYuj2tVfdVnlJKRk9eqDS6+rLtAolysVLG+xGXFxQyKHv1qDX6dBvXIdVWTHnO4biFbsdjdKIs96B6N3cab17M7kD7mbQO69gYmZ6Q8ctLpaRkYGXlxeAl16vz/j7dZl5FUIIIYQQQhjM1hmz8Dt9mIxxTzAktBNQt0S49aJFGF9jwmhlZ0Nq6EAU5aWYhXZHU1GB08/LyH/3fWrKp6LTaGgb1oV9Dz6CV9Zfx2uemfA0bh3vwHj/Vox1Wlo+PJ5u9w5Cp5sjz7k2I5K8CiGEEEIIIQyi4kI5rfduJTmwJxFvPtvgmm9I++tqc2TkRw1ebyivwGfDcpjxOADHzazxqi4jbfRk2t4zlJxjiQx46G4ADr5ujV6hoFvEnQCSuDYzkrwKIYQQQgghmsyF88XYOtoDEPPNStzU1bQeP67R+gt/fRo71LXY3BGAXq/H7MuPyLVzYeDr0zAxM22QJGtnvIpCpcLIWNKk5kg+FSGEEEIIIUSTOLzhd0xffJq0j74keFAYmo3rybNtSd8R/RqtTys7GyI+fqv+den9w9BptZd8hrX3w/c0Whzi35N5cCGEEEIIIUSjOLg2ivT4U/Wvzy5djkqvI3PdJopyz9HmbDJl3fs06fJcmxa22Dm1aLL+xI0jyasQQgghhBDiX9v5zSo2DB1DfkYOAGlHkzCdOYOk514C6nb4dU84AIBl/CGOrtmCCj1thg40WMzi5iLJqxBCCCGEEOJfq14WiU/aMU6OfZDYNds4OfM/GOu1eJ49za8vvM3xYXdjqtOQfEcoroXZVK9dQ6mpJR369zB06OImIclrI/D09KRdu3YEBQXRrl07Hn30UdRqNQDLly8nODiYdu3aERISwtixY8nMzARAoVDQsWNHOnXqRMeOHVm/fn19m5GRkdjZ2REUFMQdd9zBvffeS1FRkUHGJ4QQQgghbl/ns/PZNOtD1DW19WXZp9Jxz0sjpW1XzKorsJ75LD5px0geeC81SiN8N6yg2tySgudn4ffcMwB4ZSeRFxAimyOJqyY/KY1k9erVBAYGotVqCQsLY82aNZSVlfHBBx+wbt06/Pz8AIiOjiYvLw93d3cAYmJisLKyYvPmzdx///0UFxdjZFT3MQ0YMIDVq1ej0+m4//77mTNnDh988IHBxiiEEEIIIW4vWo2WA1OewvtMArH+PnS7dzBbxjyCZV4WrYCAN1/G0b0VB5etpVVwIBH9Qtn0hj3qnBwGfToHMwtzdDod26fMQKFS0XvMCEMP6ZZ1LqsMrUaHi5etoUO5YW655DVv3jxqEpOufON1MA1oh8vMmddUp7q6murqauzt7XnhhRf4+uuv6xNXgPDw8EvWCw8Pp7y8nOLiYpycnBpcUyqV9O/fn40bN17zGIQQQgghhLhe2xcswvtMAjoUnN/2G5tjj+CXdJBKI1MyW3ox6I9jZwY+N6W+ztC3n2/QhlKp5K4XH2vSuG8ner2euKhM9v+ShrGpioff6YmJ2a2R9t0ao2iGRo8ejZmZGampqdx1110EBQWRnZ1NaGjoVdVfu3Yt/fv3vyhxBaipqWH9+vV06dLlRocthBBCCCHEZWm3R5HTojWVTq1xPbwLM3UNp4P7MuDLBeh0OkOHd9srPV/Foc0ZJO7NxdXfjrOnS0iMyaVT/zaGDu2GuOWS12udGW0sfy4brq6u5t577yUyMvKq6vXs2ZOysjLy8vLYsWNHg2vbt28nKCgIgF69evHqq6/e6LCFEEIIIcRNRqfTXfKomaykNOIWfkvYmzOwd3YAIGHXQVRGxrTrGXTN/RTnFeJ+9jRpA+7B3NMTy1OHyLdxpv/n72Fpa/WvxyGuXm2VBiMTJUpV3edeXa5m75oUTu3LRQ8ED3Snxz0+rP3gCPvWpBK3LZPWfnZ0GepJi1aWhg3+X7jlktfmxszMjOHDh7NhwwZcXV2JjY3lrrvuuuz9fz7zumDBAsaOHcupU6cwMzMD/nrmVQghhBBC3N50Oh0bX5pLq61rMNJqyPYIIGThAlr5uNffc+Tdj/Hfv40jR/YTsu4n0g+dQPH8UxRZ2OK3fycqI9U19Rm3ZjOt9DraDL0Lz5D27P19B14vzcDa3uZGD0/8A02tlu/f3Ef7MFdCI7wpKajk10+OUl5cQ8f+beh0ZxusW9TlD71G+3EiOhutVk9mQiFpcefo84A/d/RqbeBRXB/ZbbiR6XQ6du7cib+/P2+88QbPPfccqamp9dd37dpFbGzsRfWef/55WrZsyZdfftmU4QohhBBCiGYu6sNv2TrwHnw3rCDPvR1negykzZlEYl+bW39PbXUNreL2kmvnQuuisxxavo6K119Br1DiWF7IkV93/EMPDW14aR5b5n2O9odlXDC1osOAntg7OzB8wwra9+naGEMU/yDjeCFVZWpOHchDr9dzaFMGVeVq7nm+M73v86tPXAFaetpw58Q7uGtKe8bN6o5nRwdsncwNGP2/IzOvjeTPZ15ra2sJDAzkzTffxN7eHnNzc0aPHk1VVRVKpZJOnTrx3nvvXVRfoVDUz74+/vjjBhiBEEIIIYRobvIzcnBZ/D5FVg4kDx7DsAVvoDJSse7xl/HZ+SvxUXvpNLAXsT9twqGmgurpr1D5wVzUG9bhWlFMxrgncF4VSe6y5aiH9sXY1OQf+8s8mYrP+mUA1CqNuPDCf+RoGwNLPpgPQFlhNbkpF0iLO4dvF2dcvP95V2ELGxMGP9ahKUJsNAq9Xm/oGK6aQqHwBNLT09Px9PSsL09MTCQgIMBAUQmQz0AIIYQQoilseHU+PmsjMVq2Cr+ugfXl57PzSRk2HKvaSrLHP0XtwVhc0k7Qaf8ett8zHu+MEwCYrfyFY59+hf+ejeTbONNh7SocXJ0v21/Ugq9w+/oDMh6cinvfHjLT2kS0Wh1rFxzBO8iJzoM86svz00tZ8/5hfEOcST5YgK2TOSX5lYycEYxbW3sDRnxjZGRk4OXlBeCl1+sz/n5dlg0LIYQQQghxE6itrsFm+wYyXP0bJK4Ajm4t8d24gUxXfxx/+ArPpEPkhvbD1NwM3R11s21FFnZ4dPBj6GfzyJ32Gg5l59nz0qx/7LPqwH5KzKwZ9NrTkrg2Aa1ax4ldZzkalUl+eimHNmdQVV6LplZL8sF81iw4jKWNKaEjvAkMa01JfiXWDma4+tkZOvQmIXP+QgghhBBC3AS2/ecDfMrOo3hqxiWvO7q1pM2rL2H01GQA7nhkfF15aAhs+oFC30CUSiVKUxP6P/kQ604k4L/jF9Y98AQdXp6Od1C7Bu3pdDqcUk5wzq/DJXczFjde0v5cdq44BYCtszkXCqr4bmYMGrUO9NDK15ahUztiZmlMnwfa0mWYFwAKpcKQYTcZSV6FEEIIIYRo5s6cSMb91+UkB4QSMXHUZe/rcGcPfm3XFUVNNcO7dQSg/cDeHP2vA/ZDhzS4d+B7bxD1nAaPPVuofGA3UY89z8AZk+uvJ/x+ALuqUsq792icQd3GCnPKsW5hholZw3QsaV8eNk7mOLlZ0XmwB6dj8ynOrcDZywYF0HmQB0Ymf+0SbWHzz88s32okeRVCCCGEEKKZO/reJ3gBXd5764r3DlsT2eC1TQtb+hzac9F9FlYWjFz8X/LSpnH84UcxXbEE7TMP1x+hk/bdD3iojOky/p4bMYTbil6vR6G49Gxo8qF8tn2dgFKlYNAjgXgHOwFQUlBJXtoFetzjU/+cq7OHHEP0/2T+XwghhBBCiGYsNzUTr0O/k96lH6393K94v1KpvKZlvi7ebVA98BBOZec5sGoTAOUlpbgd2c2ZDt2xd3a47thvRxnHz/PVjF2c2JnN/2+Om37sPDtXnGLvqmQc3KywdTLnwK9p6PV69Do9e1clo1Qp8O/mYsDomzdJXoUQQgghhGjGYt/7DKVeT6cXnmm0PnpNGs0FM2uKI5dSU1XNjsnTsFBX4/bQA43W561Ir9dzcEM6mhotO384zfHobACObs9k0xfHSNiTQ2WZmvAH29J5sAdFORWcOpDHzh9Pk3G8kN73+WFlb2rgUTRfsmy4kajVat5++21+/PFHzMzMUKlU9O/fn3fffRdjY2NDhyeEEEIIIW4ChWcLaLN3C2kdehLR0b/R+jE1N6Po7gfw/nExe+4chl9RDumjpzB0eL9G6/NWlJtygYIzZfQZ609mQiF7f04h82QRZ44X4hPsRP+HA1BXa7G0M8WpjTUHN6TzW2QiAEED3Qns62rgETRvkrw2kkmTJlFVVcXhw4extrZGo9Hw7bffUlNT06jJq1arRaVSXflGIYQQQgjRbKXHn8Lc2oLY97/ET1NLu+efbvQ+B776FLu2baBlUS5ZU2Yw9MXHGr3PW01cVCZmVsa069kK3y7ObPzsGIVny+k8yIPQkd4olYr6TZpURkrue7UrZ04UYmVniustcE5rY7vlktfdP53mfFZ5o7Tt2MaKsPuv/I1XcnIya9euJTs7G2trawCMjIx47LHH0Gq1vPDCC2zZsgWAwYMHM3/+fM6ePUu3bt3IysqqT25Hjx7NiBEjePjhh9m0aRNz586luroaExMTPvzwQ7p37050dDTTpk0jJCSEuLg45syZw/Dhwxtl/EIIIYQQovGdOZFM4UNjURuZ4FFTSXLH3kSEdmr0fo1NTQhYuoTzZ7K5a0DPRu/vVlOcV0HGsfN0HeaJsYkKYxMVo1/u8o91zCyNaRsqz7herVsueW0O4uLi8PPzw97+4m9PFi9ezNGjRzly5AgAQ4YMYfHixUydOpXAwEA2b95MREQEhQouJLgAACAASURBVIWFREdHs3TpUlJTU3n77bfZunUrNjY2JCQkMGTIEDIzMwFISEhg0aJF9Ogh25gLIYQQQjR3GrUGI+NL/xpeWV5J0lPTcQSMtBr0CgUhc15rstha+7lf1aZQt6tDmzLISixiyBMdMLOsm3Aqya+sL1cZKwns62bgKG9dt1zyejUzo4a0fft2Jk6ciIlJ3ZlMkyZNYu3atUydOpWJEycSGRlJREQEK1asICIiAktLS7Zu3Upqaip9+vSpb0ej0ZCfnw+An5+fJK5CCCGEEDeBvPRszkaMoHzaK/R9dEyDazqdju2TnsEvP42CF2bhGhxI2fkiXP09DROsaEBdqyUuKpPaKg0rZu3H2FRF0AB3YtakgEKBZwcH/Lq0vO3OXm1Kt1zy2hwEBweTnJxMcXHxJWdfL2fUqFHMmDGDwsJCIiMj+eijj4C6XcsGDx7Md999d1GdxMRErKysbljsQgghhBCi8cT/tAF3dTVnN22CvyWvx3/bh9/xGFKGPsCIR8ZcpgVhKGlHCqit0tTvElycW8GuH09jZW/KvS+FYGVvZugQb3lyVE4j8PPzIyIigscff5yysjKgbiOlr7/+mvDwcJYuXYparUatVrN06VIGDhwIgIWFBSNHjuTVV1+ltLSUsLAwAO666y62bNlCQkJCfR8HDx5s+oEJIYQQQoh/pXbPbgBcU45RW13T4Frmhm1oUdDrxamGCK1Z0+v1VJerG5Tlp5cS83MKR7adaXCeamP1f2JXDjZO5nQf6c2wJztyzwudadfdhWFPdZLEtYnIzGsjWbp0KbNnzyYkJAQTExN0Oh1Dhw5l7ty5ZGRkEBwcDMCgQYN49NFH6+tNnDiRsLAw3n777foyPz8/vv/+e6ZMmUJVVRW1tbX06tWLrl27Nvm4hBBCCCHE9aksq6BN2nHOWTviVHae+M276HrPwPrrZkf2k93Kh8BWTgaM0rBqKtXsWJZEp/5utPazpzivgsObz5CZWERVWS0DJt6BZ0dHMhMK+W1pIjqtHr1Oj42DOb4hzpQWVmFlZ4pSdWPn6DITishLu0Cfsf4oFAoALG1NuXPiHTe0H/HPFI39LcUlO1UoWgBRQFu9Xn/Va14VCoUnkJ6eno6np2d9eWJiIgEBATc4SnEt5DMQQgghhLi86soqtk2cht+xPZx76W3sFsyiwL4VFb4BoNFgE9Ybl4/eJnXkBIbPf9XQ4RrMvrWpHNl6BnMbE8a81pWobxIoOFOGZ0dHygqryUu/AH+kLy1aWxLxbBAbFsZTWVpLQI9WHN56hq5DPek2wvuGxaTT6vhp3iHUNRrGzeqOykgWrzaWjIwMvLy8ALz0en3G368baua1DBgI/GSg/oUQQgghhGh0mSdTKcrKJWvhF/glHyFl+DiGTRzFbr0ei4ULaHF4J6DA/PDvaBRK2t47zNAhG0x5cTXxO7Jw9bcjL72U35clkZNcQsgQT0IjvKmp0nB4cwYmZkY4e1jTys8OYxMV/ccHsOGzeA5vOYNSqeB0bD5dh3vVz5BeDXWNlqqyWiztTVGplOh0dRmyUqng6PYsCs+WM/jxQElcDcwgyater1cDRdfyAyWEEEIIIcTNJumJp2hTcAZfIOPBqYx4YxoAfafch2bCPei0WipKykk5EIdXSAcc3VoaNmAD2rMqGYD+EwI4Fp1N/PYsALyD6pZRm5ob0XOU70X1nNytmTCvJ/nppZzPKmf3ytMUZJRh7WCGkUldsmlidvm0pzCnnDX/PUJtlYbAPq6YWhhxeMsZjE1VtAloQcbx83gHO+ET7Hyjhyyu0b9OXhUKxQLgXsAT6KDX60/8Ue4PLAUcgEJggl6vT76Gdu0Au78VX/bQJL1ef03frogbxxBLz4UQQgghmrvc1EzaFJwh+Y5QrAcOZMjUBxtcNzI2AmMjTFxM6TpygIGiNDy9Xk/C7hxSj5wjNMIbG0dzgge4czw6G0tbUxzbXPkpQ5VKSWtfO+ycLdjz02lWzz9Uf83IRMnI6cG4eNvWl53LLOPk3hz0eshNKUFlVHfUTWJMLijA1d8OC1tTMhMK8Q91odclkmbR9G7EzOsvwMfA7r+Vfwl8ptfrv1coFA8Bi4D+19DudOA/V3OjSqVCrVbXn50qmpZarcbISPb+EkIIIcTt6+jWPZxZ9gNG7u4Mmv08RsZGnFi7FTfA77lnCOgdYugQm62DG9I5uDED17b2BA90B8DSzpR+D7XDxMzomiaoLGxM6DzYg8oLtTi2sUKj1nFi51m2LD6BvYsFep2e1n52nNh1FnWNFpWRkpoqDUMe70CLVpYsn7UfgL7j2mLvYtko4xXX719nHHq9fg/Q4IdKoVA4A52pe64V4AdgoUKhcNLr9eeusumPgMi/lblxcZKMnZ0d+fn5uLq6olTKOvSmpNPpyM/Px9bW9so3CyGEEELcovLnvYNXwRmMD2n5zdaWQS8/QfWe3RRZ2NGjZ7Chw2u2Ss9XcXjrGfy6ODNgcnuUyr9yinbdW11Xm91H+jR43drXjo2fHaOmUoNCAQc3ZmBsquL+mV2xa2mBulqLiXldWtQh3A2lUiGJazPVWNNlbYCzer1eC6DX67UKhSLnj/JzAAqFYjsQ/Mef0/9cbvwnvV5fApT8f9nlvnVxdHQkOzubU6dO3fCBiCuztLTE0dHR0GEIIYQQQhjE0a17cM9PI2PcEyh+347tD99ywMcT99NxZHTtJ5Mr/6fiQg371qTS815fLGxMiP01HaVCQc97fRskrjeSi7ctU94Pq3+dm3oBldFfCeqfiStAnzH+jRKDuDEMttZTr9ffsIX9SqUSd3f3G9WcEEIIIYQQV1RbXYORiTFZC7+gtZEpvZ6eSHqPLiimPY7x6zMoMbehx9u317E3f9+HJjupCGsHc2ydzAGIXZ/GqQN5WDuY0SHcjeRD+QT2dcXK3qzJYmzlIysGb1aNlbxmAa4KhUL1x6yrCmj9R7kQQgghhBA3texT6eTcN5oKCxt8S/JIGzWRkBa2dBrYi1NLvufUgk9oM/lhnN2vb+nrzShuWyZHf8sk7H5/fDo7kXmyiA0L47FztmDUC51Jjz9PYkwuSqWCk3tyUKoU6LR6Avu4Gjp0cZNolORVr9cXKBSKo8ADwPd//Bl3Dc+7CiGEEEII0WwdmfkW7ppaqCwlpW0Xhr71Qv21tt2DaLv6WwNG17h0Oj2l56qwa2lRX6au0XJ4awbqai1bvzqBlb0plWW1WNmZUpJfydJXY9BqdNg4mhEyxJPflyVxcEM6rm3t5flScdVuxFE5nwCjABdgu0KhKNTr9e2BJ4ClCoXiTaAYmPBv+xJCCCGaq7z0bA499QIeL8zgzIIP0ZmZ0f/bT7CyszF0aEKIG6g4r5DdT7+IX8J+UoY+wKB5L6MyMkJlpDJ0aE1Cq9ax7ZsE0o6e457nO+PgZkXUNwmUnq+ipkLDPc8Hc+FcNenx57BxMifoTncObkijpKCK7nf74OJlgx64UFCFTqenQ1+ZdRVXT3EzndGpUCg8gfT09HQ8PT0NG4wQQggB7PxqJdXfL6XGsSV+CfspNbXEpqYCgHS3dgze9vMlN2vRqDWkx53EyNQUr05tmzpsIa6o8GwBDq7Ohg6j2Vk3birecbtIH3gvg+bPxNS86Z7VbA72/5LK4S1nMDJW4uJjS22VhvNZ5dg4mWPnbM6wpzoZOkRxE8vIyMDLywvAS6/XZ/z9umx9JoQQQlyF1LhENgwdS+yabQ3Ka79bgnt+On4J+8m3dcampoKcFq6cmfAMXtlJ/L7wu0u2t/HJV9FMGEPF2FFkJaU1xRDEbaqyvLL+73np2Vf18xa3dTe5d4az9/tfGjO0ZivtaBIbho+juKCwQXl81F78j0STHh5BxCdv3RSJq0atbfBaq9ahqdVe5u4rt5WwOwfvICeCBrqTnVTM+bPlDHmiAw/O7i6Jq2h0krwKIYQQVyHhrXfxSYvHcuZ09v+0CYBT+4/idu4MyQGhpLu1w/e7SFKGjKXlvHkMfOlxspw9MYtchFbT8BfF4rxC3GO2kenijUqv4+S6bZfqsknkpmZSWnTBYP2LxnX2dAZJ3XuybuKzrJs8g4Jhg8kdc/9FSdnfZX++GBV6Cn9Z30SRNi8nV6zBJyWOuJ82ArBryWpi12wjb848Ssys6fv2SwaOsE7h2XIOrE9j39pUkg/lo9PqGlw/uSeHr57dRcyaFHQ6PfnppSx7Yx+/fBiHXnf1qy9rqzXotDpO7c+jukJNh35udAh3w6ODA8Of6oRnRzkyUTQNgx2VI4QQQjSVc1m5aNUaXLzbXHWdqA++oWr/ftBp0VtY4p8Yy+k+I3A5sIOCn36G+4eS9N1KfBRKun/8Tv2Oom4f/qe+DcXIe2nx1fukHUnAr1vH+vK9H3+Nj7aWNm/Ppnja09Qc2E/dVhFNq6y4lDOj7qXArwMRTbS5TNzmXXh1CcTOqUWT9HezKTlXhI2D3WXPBT386w5a+nvh1tYLnU5HxYVyrO0v/1x1wi9baaOpwX//NrQoSAvsgd+JGHbP/oCIz+Zesk56/Cm8Tx2mWmWCW9IRKssqsLC+zTbUSTgOQNmevaT17ob9e//BSK/DGsh+/EVsHe0NGt6p/bmkx58n/dh5dDo9SoUCnU5Pp/5t6H2/H1A3Sxr7axrG5iritmVi72JBzM+p6PV1Sezp2Dzadr/yTsjqGi3LXt8HQHWFGid3a1z97VAoFAyXmVbRxGTmVQghxC1Jp9Ox85tVnM/O59DEJ0i+byyJMUdY/9RrV5xpzM/IodXi93E+HY9tZgqucXsosrAjbPaL5AV2wzXpMCXninDZG0W6X/Blj8Lw7NMdgPSd++vL8tKyaLlhJWmegdwR1oVzbTvhknriotlZrUbbYLnnv5UUc5S4TTsblO1+fzG2NeV4nDxIcd4/z8TdCHGbd2E243FiHnzkovEK2PbeIjL79GHz6/+95PX4qL2YvvQMSZMfQ6PWEPXeYpLDwijIzL1sm9X791FsbkPu06/CF0uIWP0NyR174/H7eo7vOHDJOse/WY4eOP/Is5hraji0avONGN5NQ6fT4Zx1GgCnU/EkzJqHWmVEqk8nUr060P+Zhw0a3/nsMn5bmkh+Rin+oS5M+W8Yj3/alw793IjfkcXvy5MoPV9Fwq4cKi7UMvjRQKzsTYlZk0p1hZqBU9rj7GHNjmVJbPwsnuoK9T/2l3qkgOpyNc4e1gQPcGfkjOAG57gK0ZQkeRVCCNEslBWXXpTQJMUcZd3EZ8k+lX7N7W2duxDn/77JofGP4Hn2NI4VRdQ88jB+v60hZvR4Ki6UX7bu0R9/QYUe24Vf0Dd2F12Ox9HryD5atHLCafgQLDQ17H5kOjY1FThPeOiy7XgHB1BuYkHV0aMAnD4Qz5HHp2GiVdN27iwArHr1wrqmgoToA6y/52H2du7BvqBunOgYRGL3npxJSLnmsf9dQWYuF6Y+gu6lZ+uXi5YWXcB+4yoKrJ0w0WmIjVz1r/u5nGPbY9jVNYzy11+lRmmEV2YiUfO/uK62Dm/4nehFP6Cuqb3BURpW3OZdtPn2IwBstv160b+F1LhEil+bSa3KCNfCbH57/2vM1qzAXFPL8V+2XrJNrUaLS+oJzrXtRP+nJxDYLxSA7gveoszcmtIXprPh5XfY2a0Pv77wNlCXuNnF7OCMZ3v6Tn2QMhMLSjZvacSRNz9pcSexrq3kjIsP9lUX8E06yNnBoxm+8UeGb/7JoLsK63R6dq9MxtTCmDGvd+POCQGYWRmjVCnpda8vd/Rqxan9eaz/+CgHN6bj1s4et3Yt8AlxprpcjbmNCW3a2TP48Q507OdGZmLdOawFZ0q53CauSftysXUyZ/jTneh5ry+m5rJwUxiOJK9CCCEMKic5k6iwwWT3CGXj2EfR6eqe2Tr+2z40Ux7Ef/824r76/praPJOQgtuKRZQbm+ORm4IOBZktvTDSaUnufw8eOclsn/HGZetrft9Bvo0zbXsGX3Qt5O6BnLdywPfUQXLtXOg66q7LtqMyUpHv5otNykk2vDiX2onjaJ2TSt6Ep/ANaQ9A0KjBqBUqst7/CL/EWEqcXCnoGEpG2FBUeh3xb8z5x7H+0yxyUe45Nrw6n/hxD2NeW42Fpoa9//0SgN9nvIFNVRk2c+aSa98Kk19WNtqzr+k//EyL8iLsK0sonvYqGa7+WK1ZUZ+A1lbXXFU76ppaat54hZYfvsXvAyOuut7NIGvJMiqNzcid+DSO5YUc+XVH/bXjv+2j9KGxWFaVoZv7AWda++EW+QnOpecAqNiz96L21DW1bHlzAdY1FVj17NngmrN7K+w//Bi1kQk+677DrKYS3w0r2DLvc+Kj9uJUXojJoCGYmJmS2yEU18RDVFdWNe4b0Iwkb6p77x2efZacFq6kjZrEsPdeM3BUoNfp+X1ZIjnJJfQY5YOZpXGD6yojJf3GBzDimU6Unq+itkpD7/vqlhD7dWkJgH+XlihVSqxbmNFrtB93TWnP+axyVr1ziO/f2MeZhIYrMApzyjl7uoR2PVxktlU0C5K8CiGEMJjKsgoSJj+KQ3EeyYE98Tuxj83DxrL13c9JW7YSjVJFgY0Tyj+eP7taKTtiMNLr0M96h2qVCRkedxC6+nv4MpKIz+dxuvcw/GO2cGjdbxxa9xs7v1qJVqPl2PYY4tp3wvtMAqXdwi753KGpuRkdt/xK3vQ3aP3Bh5d9NvFP+jsCcbmQj8+v35PWPhS3rVEMeuWv51sdXJ3J9OmId/pxNAolod98xsjvPmXkovlk3XUvficPcOL3Sy/vPLX/KOm9e7P+vilUllU0uJaXlkXKoMH4rI1EpVFT8MTzpHp3wnPDCvYFh+J/IIqUviMIHhSGxYwXcLpQwK4JU9GoNdf0Xl9OZXklNVXVANgeP0SGVyC+hw/R74lxWIx7CIeKYvYtX0/Ugq9I6hzChpffueJs6oGVG7GvKiW5UxhtCs6w/d3PL3mfuqaW89n5N2QcTaHwbAEeJ/aT3TWc3k88RKWxGQVf1m30VV5SSuHMV6gws8R1zS90GXknoSuWkO7dgTw7F5IDuuF0Ov6imdrt87/Ae00k6W7t6PrQPRf12b5PV8JidmDywxqC9u8h1bsjLt9/wbm5c6lWmdBtfF2dP1caHFp1e8y+7vhsGW4rFpHt5EHnEf25M2Y7w+a9dMV/503h2O/ZJO3Lo+swT+7o1fqy97n629P/4QD6jmuLg6sVAM4e1tw5MYCQIR4N7vUJdmbi/F70n9AOlZGS3yJP1i8j1uv17F2dgqmFEe37yFmsonmQc16FEOI2otPpOBYVQ8eBPf/VL2OV5ZWYWZhdso34qL3YtW6JR3vfS9bd8PI7aPPzufOjt9jz+fd4fPcp51+ZS68Jd/PrYy/hdHgP9lUXqDQyJce3IzobW9zi9hAUd+iql+utf+IVPHZtJODIIRJ3H8Le1QX3O3zqr1dcKCc+/E5KHFvjUJCFTU0F6W7tQKnEMf8M+QNH0v3ZR3Bqc+XNTK7kTEIKR+csoOU9EXQbPfiS79mOz7+n1SdzSfUJYvjGH+rLiwsKyQwPJ6P7AEZ+++HF4xzzGJ7HYzDWaTndaygjv3m//lrU+1/j9tX7lM39iG73DgLqjkmJ/eBLKCjApEMH+j3/aP1RH1vmfIrH959zutsAnIcNJvS+If/qZ2RL+HBqnVrS4fWXqB5zNxnjnmDIm88CdcnlgZ7h1BqbYlNRgl6hxKq2knxbZ2pNzQEFOpUR5hUX0KqM6PDTchxcW7Ip4iEcs1PovH83UXc/RMuzKXhs2lT/OWk1Wg79EkXZh+/T4sI53LdsxdGt5XWPoSnodDo23P8oPif2ofp2Be16BrFl3md4fLeQlOHjUChV+KxfRtm8j+n2t1l+rUbLjk+X4rbov6TeM5HBbz2PkXHdks5fIx7CJjeTsAPRV/U55qVlkXX33XWfw4w3CX/8AaBuVjy+W09y2wYTserr+vs1ag1bXnuPtvdF4Nc18Aa+I4aTfPAEFRPHkeviRc+VkQbflOn/FZ6tmx1tE2DP0Cc7Nsos6PnsMn6adwjfEGf6PuDP/nVpnNh5lt73+dHpzqvf7E6If+NK57zKonUhhLiNxK7egu2bz7PnpbfpM3n0dbeza8QYFDodPdauwKaFbX15ybkitDOe4mRLDzx+W3dRvfT4U3iu/x6VXsf+YQkY6/WcdXCj/4S7USqVjPx6ARfOF5N4513Y1pRjNWgQ2tpaLGK3czo2nqw9B6lKTmHkV5fe0OZPqvQUChxc6WRmSqeBvS66bmlrRWH/4fhuXAHA6bDh+OzeiAo9qRHjGfHezOt+b/7Oo70vHj98+Y/3hD54NzvX/ozzlEkNyu2dHdjdLoRWh3dTU1Xd4EzJrKQ0vI7tJa33UCgvw33/dgrPFuDg6gxAVWwsF0yt6HbPwPo6Ll5uRHx66WXIg19/hnVpafjHbIHY7ewuLafvo2Oua8x56dl45KWiLsjgROSP+AL+I/5KvIxNTVA8/woW89/GRKvGYtmP5MQnUf1dJDoTU/QKBQq9jgtu3nifjCVm5lxQq/FPiSNl0P2YmJni/9YbVD/8ADGvzsF78gSydsZguWktzmXnUJhaYq6p4fD3PzPolSevawxNZdu7X+B3IobUkRMY3jMIgLtemcqGI0fw3LiSKhMz0jzaM+wSy9NVRip6TBpNdNRWfNZGslUBw+a9jE6nwzHzNOfaBl31FxAu3m3Inf8h53ILCP+//zeYmJmS06kn7kd2UVp0of7f+77l6/FZv4ysXVHwycfYt27Z7L8o+Cc1VdVkzHgOWyMTgr9a2KwSV41aS9S3CZiYq+g3PqDRlu86ulnTbbgXB9ankX7sPNpaLR37uxEYLrOuovkw/BoIIYQQTaZgb92utxfWXf/ZjbmpmXjkpuCen8aesZMa7Igb8+kSzDU1eJ49TXLssYvqHnv3QzQKJdmPPEfLohxaF51FMySiwS/Yto72lE14nPNWDnQZOwKf8Lrn9c5E70e5bjW+uzeSk5x52fh0Oh2OeRlUunv/4zi6Pj0JtULFGRcfRiyaT/6TL5Hu1o7eLzb9kTWWtlYMjVp70cwagMOou7GuqWDvktUNyuO/XoGRXkfQ9Mdp9+wTmGlr2TP3Q6orqyg8W0CLlBMUeLe/ptnTEV+/j2rpj5SYWVO6ceN1jyfh1+0AGOu0eG9eyZlWvvgEBzS4p9e4CNpGbcFy+Sp8QwLpM3k0g6M3MHTbzwzbupqh29YQsSaS1C798D/4G75Hd5MyZCxD338TAL9uHUnrPRT/QzswenIiXisXU2NuSe601wjcs5NcOxd0UZfeyKi5qK2uwern5Zxp7cfQd16uL1cqlXT/YA61RsbY1FRgN37CZduwsrNh6IYfSPXqgOPGVZQVl5J1MhW76jJMOl3bMSbBQ/pc8kst9wdGY6at5cCSVeSlZ7Nl7kIqvouk0tiMViV5aCaM4ejY8fXPq2vUGrbM+ZSMY6evqX9D2vL8bNzOZ1E9/ZVrOlKrMZ2OzSPt6Dl2r0ym8GwF/ScEYGFj0qh9hgzxIHigO05trBj9ShfC7vdHpZJ0QTQfMvMqhBC3EVXSSQDck+MoLijE3tnhmts4uXEHrYHk8JH4Ra9jx30TCZg3m1Z+HlhtWstZBzeci3I5vSgSv24foK6pZdfiH9FpNPjH7eR03whGvvAoUQoF+nU/E/rYuIv6GPj8I/D8I0BdYhdjaQ9Rm3EtzAYgfsUaWv9n+iXjy0vNxqamgqJ27f5xHC5ebqTPmo+fvzdKpZI7p02EaROv+f1obN3uG8quzxdi9vVnlNw3FDunFuh0Oiz2/EaGqz9D/lievb5TGP47fuF4922Y11bhgJ7yrl2vqS+lUol/aCfWhfTGc18UF84XX9cMVHlMDGWmllSZWOBcdo5WM1+55H32zg5X/BkMfftVDryqxu2hBxgxvF+Da/3mv86ud+2x9PbEu3dXBvyPvfOOj6JO//h7+ya7m957SKMFCL1KL1JFUcGCvZz19Cynd3p36qk/T892lrOcXVGUXgUB6S2UAIEkkN7bJrvZvjvz+2MkiIQeqvN+vXhBZmbn+53ZWbKf7/M8n6dzSqtYtw0eQeqiryncdYAOPU78LFwIaoor2fbup6TYzPDQ48csMkQkRLPn7keoXPUTE6ZPOOG5lEolsQ89gP6Re1g7/Xa80bGkA/GD+7bLXLuPG8Lav0fg9/X/yJv1OYlWySjq0FUz0YWH49i6lbTd69i9bB1Z44ey6o3/kfjlu1R9/wUtr7/d6nLcXtitNjRaDRpd+wi55nozHVYvID9rKFNuO/OMlPZCEEQ2zTnIrpVlrdt6jk0kKTPsnI+tUCgYeE3bJR8yMhcDcs2rjIyMzO8Er8fL7qzeNIREE19bTOmtD55ySqUgCFTkFxOTmsiim+8nOnc7vbK3sOKV/xL95XuoRIGKyCQSqgtp+vur1C5YRPqONZTMfBDR4ybpm/8CUBEax8Bl8/A3GU5r7vPveZL0n6VosUOtpTY8gXGrF7Z57IYv5xHywlPYX32XXr8RO5cqOSs3onzgTgpHXY02OgrFiqUkVBce9R56XG6WPPQMqrJiBL0fCXk7CP72BxK7pp32eIf7sZbd/kfGPHHPCY+1t9hZ+cQL6PbtIv2t14lJT2THwKHUJXciaNJEWkrKGP/3R87ous+GyoJSqqdOojKxE+MXfo0oSN93RFGksaruuL15zzV2q40VT75A0ppFaAUv5eEJjFi9pF3aryx87HlCf1pEsMOCQ60lM3tbuwm87EWrsbzwHCZbE9b7H8dRXskVj92NMSgAq9lC/pArqI5LQztqDMavPsJmCMTPbsXktFJ372PS4lA7IAgCawaOxBEUxpj5X6HSqLE0NOFn9GfF31+n84ypqH6p+z1e3f1vWf/ZXEJfepqWl96iz6/S7M8VDqubHwTP2AAAIABJREFUua/tYNC0NBK7Hr144/MILH53N2X7zWQOjcU/UIvL4WPg1BQUStntV+by52Q1r7J4lZGRkbnEWfbiOwSmJDHg+hNHZ/Zv3AG330jFvU8g/vAtGreDwet/ajV4ORGr3/+aqDeep0Xjh0bwUpqexeS5nwFSfeO2R54m9cA2CkZMZfK7L2JvsbPq+jtIObQLp0pLTWQi3j4DyLx52hmJqd0rNqB98E5cKg1lY6eRuuQb1J9/S1rfbsccu/CRf9Bh6bfEb9x0VD3upc6i8dMJrClDKQoE2ptxqbUkLf+xtcb1t/y2RvZ0EASBn4aOR2+30mfdSvT+fsc9dsF1d5GWsx6HWotTo6cuowfpu9Zi/tsrDJwx6YzGby+W/PVVkr//mKK4joTXllLVsSdiWBgpqxdQNO46Jrz2zHl1kW2uN5M9aRrR5krye1xBwswbyBjS+7QXc06E1+Nly7eLUKo1DDhJxPZMzu202TEGBRyzb/5dj5O+bhEANo0e3RvvEpWeRPYt9xBRW0rsoiVEJh3fIfdUyV23HcVdNwOQ32MIKFWk7PiZqvB44upKqQqOxmRrpsU/gKEbfzql93f+HX8icfMKOm7bcsJnvb3YsrCQ7YuLCU8wce1TvY+qYd2/sZJVnx/giunpZA6LO+dzkZG52DiZeJWT2GVkZGQuYfZv3EH85+/gefVlzLUNbdaZ1pVVMf/uJ2i6T6rl7DBsAOobZxLZXMv6/81uPe5g9l4WXHMbJfsOUl1UflQPTde331BvCKEyaxAVcelE3XQk1TcqOY4Jcz5F/PALJrz1PAD+Rn9Gf/8JBzP6oPF5iH7qSSb+31NnJFwBMkcOoNYUTkVCR/o/chcupZrctz9o81hFXi7VIdGXlXAF0I0eQ5itkRB7EzX3/5kOK386rnAFzli4gpSGanrwIcJsjax+te37DJI7a0rOBvJHXIXho8/wqrWk71pLQad+F1y4Aox+5iEKxl2P/hcxk5aznsSfF9Oi9Sd16Sy2z1t5Xuez8Z3PiDZXUv/nfzJl1n/JGj+0XYUrgFqjZtBNV7W7cD187raEK8DE917GMGcRft/Np9u2zWSOHEB4fDSp/3oJrc/D5r+/0i5zODRvKQIK8vuNJnXXetJ3rKE8OoW4ulIKOvcj2lyF0W0nqqmafcdpMQWSC/iSv72O1+PFlLuLiviM8yJcnTYPe9dUoDOoqSu1cjC7FmujE0u9A1EU2bWyjNBYA12HyiZJMjJtIUdeZWRkZC4hPC43tSWVxKYnAbBwys10yMtGiUiT3oTBbSd03iJi05MQBIFtP/yI8M9nMTlbKOzUB8Pw4Yx86FY8Ljfrhl1JYEsjnmf+ScqALHZPn0lsQzkNhmAC7c0UDhxLryceZNcns0iZ9zlF197J+Of/dFrz9Xl91BRVEJOWcNbXXrLvIDo/HVEd4pl/84MkZa8hcNYPJHVLbz1GEAS2Z/WlqmtfpnzVdg/QSxVzbQNlQ4fiVanJ2LAeQ6DxnI4nCALLxk0jpKaMzqtXYggwsvyFt9AvX0js6/8m76vvCdyylgBbM3HLlhEeH42lsZkN73xG39unn1BYXwjqy2soGzsGvc+N880PEP/0AGVZVzDli7fP+dhej5eqQ6UcvPUO3Dp/xv585mZYlyLzb/sjKZtXwHuf0HXY2dXhrhgyFp9ay7jVCynYmkN9YRkDpk9oddpe8dpHGGOjMTz3JEWDrjyuM/nCyTeSmr+Dg+m9SM3PpvDqW5nw4pNtHnu2uB1eXA4v5Qca2fDDQdx2L5P/mMXqL/ZjqXe2HqfzV+OyexkxsxOdBl6YtHYZmQuNnDYsIyMjcxEx/+7HUajUTH7vpTN7/c0P0GH7ahwv/Bu/4CDU991KwdhrCV23giB7M6JCwaGB47jynRf5aeL1JJXnURMYQeRr/6bT4F5Hnas8r4iiG28mrKWhdVvBiKl0WD0fu0aPxufFYggkwlKHTaOnw48/EhIdflbX316U7C2g5obpOHQGmlI7Ez1tKn2vGUvR7jyc119F6a0PM/bP5981+Fyz4N4/ozAYmPTaM+dlvMPp2gcn3oDKYCT52w8QUNDkH0iIvYny8ESU105vt3rGc83Sf7yBu6ycKR+9yoJpdxCVv4seWzei1evO6bgLHvwraSt+AKDi3icY9cfbTvKKywtzdQN5467EEhDKqDWLTytV2+NyU1daTUxaAtVF5ZivHM2hqbcy8aUTC82FU24mvCSPbutW428yYGtuYdXzrxM3cigBUeE4Z1yDRW8kyGmlJCqFvt98ck7+fxNFke//L5vaYgsAMWlBDL42jfAEE26nl6JddbidPgRBxFxlIzTWSJchMShlh1+Z3ymyeJWRkZG5QGybu4K6995nyLefYAoOoLa0ipqxo1AAwfMXt0ZPT8ThukVLYzP567ajf/JBBIUSt1pDU2A4AZYGMlatpHBrDvZGM/VLlpO4az22p58n5IWnKBh5NcNfeBJTcNupfk11jeyYvQRnVQ3RA3qTNX4o5toGyvceRH3frQDUPPo3sq4ee1H1PQTYueRnHH95Ep3HidbnoTi9FyqHjeTSXMQPv6DzkN4XeoqXBQunzCTmUA4OnT/WoHCEfgPpMOdTSiOTGfXTwnYxGroQrPt0DmEv/4WK0DhiXn7pmOelvryGvMlXYb/xDsn9+gypyC+m7qpJVMRnIPbsw+hnHz6rlO5LlWUvvkvi528jfPA5Xa44dRfs+dPvISlnI4YvZlG6eQfRb7+I991PyRxxYgfjbXNXYHxKShsX7XaCd24i3FpPgyEYc0wyiYd2EzxnAcWbd9H3+vHt8p44rG6KcuoxBOpI6BKCQqGgIs/MvNd30mlgNDHpQWT0jZKNl2RkTsDJxKvcKkdGRkamnfB6vCy57k6iDu2hJqkjxtpKkpuq2fzJbEY/egfbP/yaZFFAQEH2Gx8Q++6LgJSeuei6OzFcccVREawVr31E5MdvYP7T3/B99D7R5krsGj26t97H/OzfiKsr4dDUW+kbFkzW+KEA7I4MR/vgGurfeweA/k8+cFzhChAUHsKI+246altwRCjBI0JZlJyJYDAx+e7p7Xyn2oes8UNh/Gaa6838fNcfMVWWEGBroklvoncbRk4yZ0bHvzyGa+Z0/L0uvPc8RN8bJrOiqYkud9x4yQpXgIE3TWF5YRERc7/k4Fvv0XnIx0ft3/jKO6TZm1B++SG2O6efcZr29hffIBmRrv9++ZTdby9HekyfhPnztylasrJVvFYWlKJQQnSKVFZQX15DWFxk62v2/LSJ9F1rAch/6lk8EVGYNH5kDel17AC/odeUkfz4Vippy77Fo1RRHpOGdfREOsz5lNACM4XTbqdbxw7EdzxxP+hTxecTWPDWLurLWgDoN7kDPccmkL2sGD+Thiump6PWXrqfFxmZiwU58iojIyPTThyOLBxM60mHgp0oEXGotdREJjF2xVzWDBqNR6vDFRJBfP5OVG++R7dRAzm0cz/uGVfjVGnx+/AzDi5cTvDyeYTYmwBo0psIclrJHzSexOum0mPsYDwuNzsXrSZr4vCjWmH4vD629R5AoNNKdVAUwzevvlC344LgdrpwOVwnFOwyp8/8Wx8mKHcnA9auOOcptueb+dPvJjo3m57ZW1qdtxsqaikeN5YmUwgxjZU4VVrKOvdm8uyPT3K2o7E1t3Bg0GDKu/ZlyqzjG1/9Xlg5aDQePwNXrpyHIAis7T+c4JZGSkZOQXS6SF+3iIo/PMGoh6W06kUTZhBWfpD68dNImfspHoWKkrTuTFrw1SmNt3vFBkr/8186/uWxVmfyRU++BAoY/+KT7eI0bWt2ofNXs3luIbtXlTHqts6U5TaSt6UaQ5AOW5OLwdem0X1k/FmPJSPze0COvMrIyMicByyNzYTO+pii+I5MmP8FP38wC2vOXpRGIykLvmDJEy+SYq6k/J7H6XvVGPKvnY72Tw9TMXs2BUtXkQgoEBFvn0EKUJicSXPf6xDsdlIWfkmL1p/RbzzX6kyq0Wnpe83YY+ahUquo6dyLwB1rsKR1Pb834SJAq9ddduLqYmDiR//G6/Fclvc2YNgwTLvWsWfFBrLGD8XlcLL5zgeI93mIefVfFHw9B2P2RhJyt51W+6FV//kc6+49pHtdxM64/hxfxaWBvXsfklfPx1zdQPHOfURaaikPT2ytB27Wm4h4/zVyumQQkZJAUmEOhSOnMvGfj7Nkz25SDu5E1fPUywG6jx5E99GDjto28f+earfrKd5Tz9L396BQKvB5BDKHxpLRL4rU3hGExRspzqmn78RkOg8++xZBMjIyErJ4lZGRkWkHNn/8LfFuO6o/PoxSqWT4vVIrmZriSgpXzCdl0VfUmcIY+ocb0ep1WN97H+ttN7Ln3ofw+hmoN4QQ9uZbFK1cS0ByElfePAWlUkl9eQ2lS7+jauBo+pxiS42gEcNgxxqMfU+9rkxG5kSo1KpLOkX4RPS4eiwVb/6TsiUrsFRWY3rjJTp4XZTe9jBjB/ak08Ce/PzxbHT/epZ9qzbTc8Kwk55zz0+biP7PS0QDtQHhDJk0/Jxfx6VA8rQpKFbPJ3vaDBwhEcQr1fSd+w1F2fuo2ZlDn1uuJf/KCTS+/C/K+w8iWRTofNt0lEolgz56m7XPvMyA2y98GYOl3sHGOYcoyqkjJMZAeIKJiMQAugyRRKpKpaTHqAR6jDp7l3UZGZmjkdOGZWRkZNqBZcMmonPaGLrxp2NS0fau2UrTn/6I564HWkUtSJGZ6P9IrsP5vUcw5ct32jx3RX4xYfFRpxzx8Xq8/Pzelwy5e8ZlGSmTkWlvFo+dRmB9JS6dH0qfD+2DjzLopsmt++vLa6gbNYxDk29m4itPn/R8i668joiKQzTfeh/hXTLoMXbwuZz+JcXGbxaiefFvGD0OCjr3Y/KcT4/av/S5N0n6+n2cKi21YXEXrK2Qx+2jcGcdaX0iUf7KYMna6GTuaztw2Txk9Iui76QO6I2aCzJHGZnLETltWEZGRuYcsWfVFkqWriRp/CgSqw9RNO2ONmuoug7ri7Bt/TH7RjwwkzVaLZr33yR66uRjXneYU3El/jVqjfqSaV0iI3MxYLj6GkJffw5sZkpmPsjwm47+PIbFRbI7JAZFzs6TnmvL98tIKdoj9Q199I5zNeUzRvAJiAKoNCeu97Rb3GxZUEivcYkEhPm12/gDZ0yiefRgtn05j6xxQ4/ZP/yxu1m5eROCwUjnP/+x3cY9XfasLmfT3EMApPWOYO2sfBQKBWX7G3HZPEx5JIuIRLm2XkbmfCNHXmVkZGTaYO+arRiCA0nunnHcY5YPHU9CTRFWnQERSF++nOCo0PM3SZmLClEUqSm2EJ5goqbIgkqlJDJZ/nJ7KeByONnZfwh6j5PENWsIjjj2czz/7sdJWbeEmvuepNtVowmPj5a233Q/aDRM+eQN3E4X64dfidrjpveaH/E3+p/vSzmGFrOLH/61ndj0YJRKBYW769Dq1Ex9rCemkLazOQRBZOFbuyg/YCaxaygTH+h+nmd9YRFFkW+e24q5ykZwtIGwOCMF22pQKBWoNUomP9yDqA6BF3qaMjKXJXLkVUZGRuYMaHj8MUpCIkhe/n2b+3ev2EBCTREWnYEAl42yOx6RhevvlPIDjeRuqMIQqGXXyjKiOgRSU2xBFETS+kQy8pZOqNTHRrma6xzkb61Go1PRfUS83PvxAqLz02O/+yGamprp0YZwBRj+8l/ZePV+Et95ifp3XmLjiKvofOsM0revwqdQUl1YRs4PS4k3V1H3xPNnJFy9bh+Fu+qIzQjGEHhsyr/X42PLgiIiEkyk9YnE2uikOKeerlfEHvf5yVlVhs3somBbDWqNksTMMEr2NjDv9Z2Mu7sr4fEm7BY3eoMapUp6TvesLqf8gJnYjCBK9jZQvKeepMyw076eS5WaIgvmKhuxGcFU5JkxV9noNzmZjP7RCD6BwPALvyghI/N7RRavMjIyMr/B0thMhLWOQHtTm+6i2QtXYX75JYLVOmK/m03B6k2MvFN2E73cKdxVx5qvDpDYNZRB16ShN2pwO72s/HQ/tiYXAGHxRqoLmwmLN5KUGcb2JcX4PALj7umKQnFEXLgcXha8uRNLvRMAU6ielKyI835NPo/Ayk9ziUoJpPuIc9/Kw2nz8PPXeSR0CaXTwOhzPt7pMOL+m0+4PyAkkEFzv2bb1/OxbthI+qp5NK9bhlahQiP62Pbup5jWraQ8PIGRt1592uM31diZ++8d2JvdxKQFcdUjWa2CVBRFivc0sH1JMbXFFlBILVrytlRTX9aCn0lLaq9jn5+Gihb2ra8kpWcEw27qiFqtRKVRUl3YzNL/7uG7F7dhDNbR0ugiONrAyJmdMIbo2LKwkIQuIYz/QzdmPb+VDd8fJL5TSJuLMJcToiCyfWkx2ctK0PqpGXd3V4p21xPVIYDgqFMzzJORkTm3yOJVRkZG5jcc2rIbPaDzechdu42ssUNa9234ch4B//wLfn4BWB/6M70ykonLSL5wk5U5JayNTnxegaAIf0RRPEpIHo+dP5ZSUWBGFEQ0OjUle+rxD9SSv7UGUYBRt3Vm87xCbM0uxt7VFYfVTedBMdSWWgmJ9kfnr0GlVrBlQRG1JVYik6QUYo/bx48f7cPa6GLqn3qy6vP9ZC8toUOPcDwuH7YmF6IgRdk0OlW7fGkWBJFti4rwuHwMuiYVhVKBKIis+eoAB7NrKdxZR0xaEOHxprMeqy0qC8ys+F8uIKWxHsyuxdbsoveVSad9ri0LCqkrs5LWO5KMflHtPNMTYwoOkETu/Tez4t8fE/7RGxT1Goq6roYOi75BiUjNI8+edv9QwSew4pNcfB6BnmMT2bG8hK2Liug7MRmfT2D1FwfI31qDf6CWUbd1Jn9rNRu+PwiAn0nDtsVFdOgR1ho5Bdi/sZJVnx9AqVaQNSYBnd+Rr3xRHQKZ8Uw/9vxcTn15Cx37GziwuYq5r+3AP0CLzysw5Lp0VGolg6alsvidHHJWlZM15oh7riiI5G6oJDYjmKCISz8S6XJ4WflJLsU59aT2jqD/lA7oDZqLbpFFRub3jixeZc4OUYTSzRDTA1Q6UCigvgDyl0Kv20Av13vJXHrU7s7l8Fe0yp83kjV2CIIgsPyf/yH26w+oDounz5yvCQoPuaDzlDkxDRUtbPi+gLQ+UWxbXISjxUNqVjhFOfX0GJ1A1pgEVKq2RUbpvgY2zjlIcJQ/Gp0Ka4OTiKQAxt7Vld2rytixrAS9ScOeNeV0GxF3VNQrOuVILVy34fFkLy9l37oKtHoV+zdWUbirjuY6B8NuyCAmLYisMQms+SqP/Rur2LaoiBaz66i5XDE9ncxhcW3OUxRFyvPMhMeZjnE8FUWRwl11FO+up67MSkOFDZDEc2x6EIey6yjcVUf3UfHkb61hybs5jLilE/Ed2+e5dto8qDVSpG/zvEI8bh/BkQaGzsggf1sNWxYUEhprxNbkIntpMQldQkntHYFGq8LnEVCoJIGt1asJT5BEdfGeerYvKUZv0FCyp4GmWjt9JyYftRjh8wqU5TZia3bReXDMKS1UnAmjH72Dhusn0SkkgIbyWrb/5yNwuRl/+7WndZ4Ws5MV/8ulttjCmDu7kNorghazk+1Liqkvb0GrV5G/tYZ+kzvQc2wCSpWS9L6RlO1vxO3wIQgCKz7O5dOnNjJyZicSu4YiiiK7fyojLN7IhPu6Yww+NgVZb9TQZ8KRhbfuI+JZ9uFeWsxOpjycRVCkJEiTMsNI6hbG1oWFJHcPwxiso768hbL9jWxdWITOX01sejCxGUF0Gy5F70VRpDinnojEAAxBF7/juc8nMPfVHZirbFwxPZ2uQ2PP2XMjIyNzdsiGTTJnx4ElMGsGpIyAllrQ+IG1GprLwBgFI/4KXiekj4OgX1LSSrfAgUUw9EnQGaVtq/4J1iqY9Bac5oq1jEx7M//2R4jbuhqLIQivVof6xluwLl9O2v6tHErpzsCP3iYkOvxCT/OyQRBEDu2opanGTnynkFYjFLfDy6Z5hyg/YGbYjRnEpgef8jmb6+x889xWfB6hdZsxWEeL2UV4gom6Uiux6UGMuycTj8uHy+4hNNaI0+Zhx/JSDu2oRaFUcMOz/Y5xZXU7vXz/8nbM1XbC4o1Me6L3CZ1bV3+xn9wNVQAoVQqiU4PoPjKe5G5SDaHPJzD7xW00VNhQKBVcMT0dnb8atUZJ7oYqinPqGX9ft9bjf83OFaVs/OEgaq2SoTMy6DjgSJSoeE89i9/Jwc+kISTaQHrfKOpKrexdWwGAQqmg/1UdyBqdQG2JlRX/20dzrYO0PpGExhrIHBaHVn9ma9w+n8DXf9uMzl9Dv8kdWPSf3UeJcI/bx/cvb6exUhLUobEGmuudeF2+Ns/Xe3wSTpuHA5urCQjVM+3PvVk3K5/9G6vockUsAaF6GittNFbZaKhsQfBK321G396Z9L7nNzp7OnhcPn54ZTuWeidXzEinY3/p/RNFkZzV5ayfXQAi9JmQRN9JHdo8hyiKFO2uZ+vCIppr7Qy4OgWdv4aVn+Qy9IYMul4Re8rzOfyd8LfCzdbk4pvntqBUKVAoFdib3QAkZYbicnix1DmwNbsZflNHwhNM5K6vZO/aClQaJRn9o+gxMr7d0m4FQWTBm7vQ6FQMuT4NRKg62ERghD/71leS2isCe7MbrZ/qlFPx87ZUs/KTXMbc2YW03pHtMk8ZGZkz42SGTbJ4lTkzHE2QvxzW/ksSra5m0JqkyKvPDRNeg60fQNVu6fhet8KkN2HnlzD/fmlb9xkw9X0o3w4fjZS2DX0Shp+8h167YW+EugOQMECau4wMsHTkFBQ+H+LIMcR9/V/UooBXoaR06i2Me+5PqNSqCz3FSxqnzYPPK2AI1OGwulnyXg7VhRZppwJiUoOISArA7fSyf30lap2KqOQAJj+cdcpjbFtcxNaFRVz3dB/WzsonOjWQrDEJNNc6iOoQSN6WalZ9sZ/IpACaah04LG6Co/xRa1U0lLdgCNYx/KaOxHdqOwopCCKWegf+Ji1avxMLvOY6O1sWFBGZFEBq74g2jXhqii3MeSWb7qPiGXh1aut2n0dg9v9tx25xM+OZvviZtK37KgvMzPv3ThIzw/A4vVQdbGbs3V2J6xiMy+7lp8/201Rj5+YXBhxVq2hrcuG0ezCF6I8Spx63jy0LCsldV4nH5aPLFbEMu+H4btsnYv/GKlZ9vh+QRLIpRMeMv/VDrTny2XHaPBRsq8HnFeg2PA6fT6R8f6Pk6KpVIQoiCgXsXVvBoR11qNRKUntF0GdiMoHhfoiCyLrZBexZXQ5IixMh0QZCY41EpwWRvbSY5joH057sTWB4+7V6OVusjU4OZtdyaEctjVU2vC4fEx/sTkLnY42iinbXUV3YTL8pKUf1Gm0Lu8XN/Dd2ti4IqDRKbntl8FHpwmdDdWEzu38qw+30kd43UkqTHxyDVq/G5xWY869sakusrcd3HRqLzytQsLUGhUrBhD90Izbj1BegjkfuhkpWf3EApVKBIIitKfC/RalScN3TfQiNNbZ5nop8M/s3VtF9ZDwrP5FS2qf/ta9snCYjc4GRxatM+2FrkNKAVRpY8rgkTgFmzAK3DSK7gs4EzmaI7AyCD4rXw7rXoKkE7t8Kb/aAwDhIHAgb3oBrP4P1r0vR2oR+cGAxPFYA/u2cjmmrh5KN0nyG/AlMkWCtgc8mQn0+xPeHSW9ARKf2Hfd0yZ0v3Y+gRBj5LISmHP/Ykk0QntH+9+p3jtfjZWevflR2H8iUL96mud5Mxf5DRKclXxZuwi67h50rSuk+Iv4oIXS6bF8qGRFljU44Srx53T6W/ncvYfFGBlx17PPbYnbywyvZ2JrdpPaKwGXzUJ5vZsRNHUnMDGPboiKqiyySKQ2QOSwO/wAtWxYUcsPf+3Ewu5bqQgsT7ss8qr7vt8x6fgtaPzVXP9bruMccrgnU6lX0mZjM3p8raK53MO6urqT0PP/mSXaLGz+T5pioV325ldkvbycg1I+JD3RDoVBQX9bCpnmHEHwC1/+1L6IIc1/NlqK3CqmiA2DA1BR6jk087bmsn13A7p/KmPhgdxK7nPi5b6q1s2tlGZZ6B5nD4ohINDHn1R1o9VK9bn2ZlUkP9ThuW5aT4fMJlOxpICY1qM3U6OY6B34m7TEirbHSxpzXslEqFaT2jsTe5CKuUwhKlYJ96ypJ6x1BtxHxJxWF7UlFvpkFb+1C8IqEJ5iI6hBIfOeQNqPqZ4IoilgbnNSWWPEzatpFLJ4qbqeX8gNmEMEQrCMi0YRCoaDF7GTBW7ux1DkYc0cXOmSdXtaK4BNw2rz4B2jxun188cwmAkL1jL69CwXba/A4fSR2DaWh0kZC5xD2rCnHEKRjx/IS/AN1XP1YT0RBpLHKTvGeemLTgzAG65nzr2xcdm/rOGPv6tqm6ZWMjMz5RRavMkcQhLZTckXx5FHH/Yvghzshvi9c+ym8kQmpo2DYUxDR8cSv3fIBLH0cBj8iCbOb50LyUHhvEJiLweuAqz+C0A7w4QiY8i5k3XimV3kse76HH37VKH74X2HQw/C/sVCXBwMfhG0fgssK138F6WOk4zwO2PAWlG6E6744t/W7Fdmg1sNX14HoA7dd+vuOHyGyy7HH1x+E//QCUwzcMAuiT9KDr7lcEu7drpcjzCdh4zcLCf7HE9Q88izD7plxoafT7mxfUsSWBUUkdw/jynszz6iuq6GihVnPbwXAL0BL7ysTScqUauFWfX6AvC3VAAy/qSOdBkUjCiKluY2IImyYXYDD6iajfzS5GyrxeQQGX5d2jNPt7lVlFGyrYeID3REFkc+e2khsRhAVeU34vMIJRZm52sbXf9/S5nl/S+6GSkKiDUR1CMTnEbCanRel+UzlwSaWvJeDKUSPzyNgrrYDMPmhHsR3lhZIPFI6AAAgAElEQVSwvB4feZuraTG70OhU1Je3MPSGjDOKvEnprNk01dq58t7MVgErCiLWRicBYX543T4aq2wseicHj8OL3qihxexCoVSgUimY8EB3YtODQOSCRbPM1TbWfJVHbYkFtVaFs8UDCvAzanBYPQy+No3uI8+9y3JlQRP71lVQdsCMzk/NhPu6tdaU/h5wtnhY9M5u6kqsXP9MX0KipRRin09AAcddiHI7vCx+N4fqomaG39gRj8vH2ln5XPVo1knLCEr2NrD4XSlt/nCaMwAKUKmVaPUqxt7VlZoiC/GdQ86ZWZmMjMzpIYtXGYnd38LChyFpMEx8Hcq3QuEacJghb5kkQPvdKwm4ko0Q0RmGPgFKlZTW+/FoKRpoLoKAOLCUw12rIPb4UY1W6gvgP72lf8f1lQSZQiGlHX99HSQMhNuWSPvfyJTE2g3fntl1+jyw8W3IugmMv6ygfjJBqqed/Db8+BdQqqX7sP51SZR2ngwtdfDl1dBYKEU8O02GpU/A/gXSOSa9KaU+nwvKt8MnV0rp1gA3zYGwdHh3AGSMg2s+OvY1G96CFc+AfyiEd4LbFh///D4PfDQKqnbBDd9B+thzcx2XMC6Hk+rCchK7pLJwys2EFx8ga/O6Y1rkXOoIgsgXf9mI2+HF7fSd0Ajot9iaXeSsKketVVKR30RtsYVxd3dl2+JiqgubAfAP1GJvdtN7fBKVBU1UFjQR1SEQnUFNyZ4GAAxBOsbe1ZXolECaau1UH2omo3/USUX04TRgFBDdIZDaEitTHsk6yhzpMJvmHWLn8hJueWnQJWEWc6oc2lHLsg/2AjD0hgwCwvRtppq2F84WD/Pf3EljlY1xd2ei1ipZ9dl+WswuOg6IoiinHpfNi84gRbgDI/wo3FlHRZ6ZToNiWt2VLxYOO/q2NDqZ9FAPfvx4HxUHzHQeHEP3UfEEhB6dWmy3uFn9xX7S+0WdVR1k+YFGFr2Tg1qjxD9Qx9g7uxw3lfVyxmF188Uzm4hND2bCfd3weQS+f2U7ljoH8Z1DUCgVlOU20mVILH0mJqFSKVnw1i4q85sIjTNSV2pFpVESHm/i6sd7ntLCW/62anb+WEpStzDC4oxEJgWyef4hBJ/IgKkpZ5wNICMjc+6QxeuFxFIFAReBxXreMvjmeik6V5cH3adLwtVcDFojZE6D8myo2SMdb4oBayWEpEhCz+sEwQv3bYZdX8O+uRCaCle9c2rjiyK81QN8Xrhz5ZF7IoqwZ7YkJANipG3Lnoat/4VOk2DCv4+fEutxwOdXgfYXA4jaXAhLg4gusOU9KbI6+jlJnL+SAoP/KInSNS9LfxQK6HEjTPnPkXNaKuHzKVIasdYI7hYY8QzkfAd+QZLodllB4y+J+vbA0SSJVJUGwjtKf1//pTS/w/fi4RwI/I3hxifjwWmBrlPhp+fggWwIS217jPWvw8q/gz5QWni4d71sivULdquN+rJq9j78GAlleRRPvYWkeZ9zaPhkprz70oWe3ilht0g1o6GxRvpOSsbW5CIi8YhoEEWRyoIminPqqS5sprpQEp37N1VRsreBQdek0nVoLGqNiqKcenJWldFpUDT2ZjfxnUIIivSnudbBqi/2U1NsgV9+ZfQal0j/q1IQRZHGKhslexooP9BIp0ExpPWOxOcR2L+piuylxbSYXfSb0kGqRUwJRG/QHOdqjo/PJzD/9Z0ERvgz8OoUfnglG6fNw+BpaZhC9ITFG9H5a/D5BD57aiORSQFMuK9be93mi4b13xeg1amOa97T3jhtHha+tYv6shZUWiXGIB2hsUYOZtcSHOVPj9EJxKYHX1Q1pSfjcKskW5OLHz/eR02RhYhEE1MfOyKIrI1OFr+bQ0N5CwoFRCYHEtcpmH6ncd9tzS7szW7mv7kTQ6COqx7Nws945qn6lwPZy4rZPK+QmLQgdP5qinbXk9IzgqpDTbjsXmLSgijLbSQ2I4jQWCM5q8oZdmMGHQdGs31JMbtWljH+3szj1qLLyMhc+sji9UJRewDe7Q/T/gddT79ZebshCPD+ICmq94eNUvrsodWSMBv/qhRNVGmk44rXQmC8VGe59UPYv1ASraWbpLrWs4nYNZVJQvNk9ZnmYklo7ZsrCccrHmv7uB+fgY1vgSFCEtgdhkkOxi4LoABTNHS7Dip3QtHPcMdKiO8DFTvgw+HgHwYPbge/36QdiSLU7oe5d0si9dYlsPkdWPGsFJne+ZV0f67/8oh78tmw6FHI/gTu/Alie/7mXpTAm91h+F8gbbR0bYFxsO1j2PyuVLvb5074d2dpAWLwo9J7GZoiRXNDU6VreL0LRGVCjxuk93/qB9D9+rOf+yWCubYBhULR2tbG5/Wx6esFdL1yKNumTieuvgwBBY2GYMJsjdQERtBx1ldEJZ9aRPJ0qSu1goIzTlE7mF1LUU4dvcYmofVTM/+NnTTXORAFEaVKMjAZObMT6X0j+XlWPiV7GrA1uVCqFYTHm4hOCWTA1BR8PpFl/91L6b4GFApQ61R4nD7UGiXeXxx6/QK06A0azFWSAcy4e7qS1DUMR4sb/0DdKdUK+jwCzXUOQmLO3mlUFERQSE6ozXUOln2wh/qyFkCaf1isAcEnUltiZcL93UjKbJ86wt87LoeXRW/vprnOzrQne2MK1VOyt4Ho1KB2MwO6kBw2ABp1ayeMIXqylxZTVWgBUWT07V0o2lVHVWEzzXUOZjzbrzXl9UQU59Sz9IM9CF4RtU7F9U/3+V2lCR8PwSew+6dycjdU0lRjbzUFE0URwSeiUivJ21LNT5/tRxRE0npHMPqOLq2LCuIvBk0yMjKXL7J4vVBs/RCWPCalyXYYKtU02uqkNM+b552/usN982D2LXDNx5LA2fkVzL9P2vdwDgSfgpGH2w7a8/xL93/jpKjpfZuPvlduGyx5AnZ9CT1vgclvHdlXuUsSddE9YPlTR7YbI+HRA1K0URDg+1ul2s+OE44/viiCKEgRVnsjfDcTitdJadL1BZI51e1Lz+4ay7ZJ6dj9/wDjjhPl+2CY1D/X3gANB6UIsKtFWgSYuUBK9170KGz/WDpeqZbqdr+5HvxCIG0M5MyCG7+HlJHwwVBwNsED20F9+aRTtkV1YRkRSbGsGD4RhSgwao2Umr7w9kdJ37ycekMIYbZG8odOJm7SOCLTksh+8wMG/PkhIhLOPGOissBMQ4WNoEh/rI1O8jZXM/r2LhiDdTRUtvD9/2WDIDL54R5Epwa1vu5gdi2B4X6EJ5gQRRGX3Ut9eQuHdtTSfUQ8B3fUUlnQRNn+RukFImj0UgbAxAe6U7y7Hku9A6fdS0W+ma5XxLL35wqSu4fRISuclKwINLqjMwYO9witzG/C7fQSGO5Pp4HRlO1vRK1VsvzDfSgU0P+qFMLijK0tbC4WREGKKns9Agd31NLS6MTt9KHzVzPxge7n1YjnckcQRLxu3xm3zrmYEQWRH/6VTWOlDaVKgUanIq5TCH3GJxEQJkWUHS1uvvjLJmLSgxhzR5ej7kNjpQ2FktZWMLkbKvn56zzC4oyk9YkkPN50Xo2TLhVcdg9avbpNMWppcIAIplC93G9VRuZ3hixeLxQ/3AV7vjvyc1Sm5L5bmwsP7jixi+zZ4GiS0kOFX3rlzb5Fij7+cY8kxFrq4NU0qabyga3nZg7twbaPYPGfpBTXqEwpRba5DDa/J7XbGfgADHu6bVHtccBbWZKj8Yi/SvciLO3s52RvBH0Q/Px/0p/HD0kmTqWbpdTn0/kF6/NIwtRhhvu3SC7NbfHTc5JbM0g1x16XZHgV2fno46pyoHwbLH4UDOHSXBP6Q8kGCE6WnjmlEg6uhC+vgStfgX73SCLd5wH15ZXKVpp7iKZpUyhJ6U5qwQ4AGv/6f7itVqLefIHiuAySyvMoD09gxOol7dL6RhRFNs09xM4fS4/ZF5FoYtiNHVn24V48Lh9avQprvZOMAVH0GpeI3eJhzr8kV9T4LiFY6hythjwAWr0Kt9NHcJQ/USmB9J2YTN6WaupKrPQYk0BU8hFR6XZ6+eYfW2gxuwiLN3Ld033O+Mufpd6BSqNss7WLjMzlRIvZyeyXtuN1+7juL30IDD/2d8uO5SVsmnsIhVISuIldQ4nrGMy67wpQKhVc83gvivfWs2nOIeI7BTP27szLIjItIyMjcz6RxeuF4s3uUn1hba4U4Zv8tlRv+m4/qQeqxwG9bgNdO5o21OVLKcKdp0iCKrYnHFwFmddIhkOHWfaUZMjU8+b2G7u9sTXAvztBt2th0tvw+WQp8glSuuzIZ0/8ercdNH7nJsJdng0fjZAckovXwY7PpDTiTpNO/Ry7voF59578dcUb4NPxoFBKLYT0QaA6wZehj0ZLZlwpI+GmH6BwtZRaHdVV2i+K8NkkKTX63vUw+1YppfyuVdK9EgSozpFa8GgunRq237Lw0edIXfINAA61FrvOgMNfWiDQuJ0M2bCKNe9+QdKQfqRktU97pK0LC9m2uJguV8TSZ3wSJfsasDdLvUOXf7QPURDR6lVMeqgHAWF+bF9aTO76SgSfiN6gRqlSktAlpLXFRXznEAJC/fAP0LDoPzkkZYYy+vYup5QyV7ynnmUf7GXc3V3l1FkZmVOkxezE6xZOmN5bW2KhcGcddoubwl11uOxeyQHaK2C3SKZ7ab0jGHVb5xO2cpKRkZGRaRtZvJ5HBEGgpclKgNYNr6ZKhkF97z4iAkQRXukgtUBxNsPYF2HA/Wc/sM8LtlrI/gx+flnaplBKaa8gpZF2mnj245xvlv5Z6iXbc6ZUF9r7DqlGddifpdrOC4UgSO+vUgMtUksQMq+VFiW0xlMzc/r8KsnZ+OHdJxbYXrf0zMT2hFsWnPy8h9PVT9RuqHw7fDTy6GfkrlVSnfBnk6T05KybjzazuoRwO11sGTQCuymIgKY6ansOImhgf8Je/QdKREpmPsi4p+876XnqSq1o9Krjtk0RBZF1swso2l1HTGoQ+Vtr6DggihEzOx0T6TRX29i3vpKMflFH1braml3sXFHK/g1VDL+p43F7DLodXjR61WlFUL1uH2ptOxmLycjIHIPX46Nsv5mwOCM+j0D+tho0OhXdRsShkoWrjIyMzBlxMvEq57O0Iwtv+AO6mkrGvHY9SpDqXX8dvVIopFTOvF/awuz6pm3xKopSSxpTDGhOYuPudcE3M6BorVRPmzhYOmdgnFQ36nNLNbeXIkMehR2fS8K18xRJHF4MtS9KJaSPg11fQb8/SA7EufOk1j+Z06RWRCfCWiOZSA1+9OTXo9bCjd9JdbunQtZNkslW5rTjHxPXW2oRVL4N4vpI/XtzvgNbvWSsdfjalCopgp3QXxr/ZAsglTultj0ne2bPEU67gx+f+CcJqxcQ5vNQfdf9dLluAr0Nfmh0Wla53NiWLWPE/TNPei6Py8f8N3ei81Mz49l+R4nAFrOT/Rslp96aIgvGYB35W2voNiKOgVentikwg6MMDJ52bOq6IVDH4Glpbe77NdozSD2UhauMzLlFrVGR3O1IZkPfickXcDYyMjIyvw/kyGs7svCfnxK64AdCMp0EdIrENuQVwhICUaqUeN0+RFFEn/sFxo1PQeooqf7wcE3nYery4fvbpbY1WiMMfkRKkz2eyFn8J6k+1C8EHI2Sg3Dfu6R9W/4rtX8Z/Q8EQcRhcaPRqY75Iny4bcCJ8HkEmmrt+Jm0+AdoaahsoSy3sTV1KjDcH6/bh0IJglfEXG0nIExPYLgfggAdB0SR2DWUqoNNFO6ux9XiIalbGEmZYZhr7BzYVIXH7SO9d+TRxhY1uVKEMKLjGbwjx/Lba/V6fDisHoxButNzMHQ0QUuNlF5bsAK++kUsKtVw/1ap9U9babeuFlj0R6lF0P1bpddfaL6bCQeWgOCBKx6H/vdJrY1cLZJBlF3qz3ncvr5eNxxcAbNugDEvwMAHz+/8f2HBfU+TtmouBZkDCRw3jiG3XYPyDFsC7VlTztpZ+YCUAhiTHoyt2UXp3gZqSyS34IgEE2l9Iuk2Ih5bk0vuFygjIyMjIyMjc5bIacPnkTdemo2m5OQN422mGlCqcCmK8erciIZgRKWAKLoR7bVS5FVvRPQ5wWMDnQmtx0B4iYWqjAC8fkpwNiIqlYiOBtCbQGdEYTOjVaYgaAQUggqv1oUCCKiNwdgQjlKQRGtzRCVKnwo/i+R0qvboEBUCglJAVPpQiAp8ag9uPztSXwoB/6ZQlIIUyfFqXKg9koGLiIg1vBqNwx+fxg0oUIhgDzSjsxvR2YwofWrULj1ufxs6uxFB6cWn9qJx6/GpvKh8agSFD1HlQ+XV0hhbjCOgiYb4Qtz+tmPun9KrRms3YKqPRCEqQQSVT41P7cWjc+DfHEJzVDluvQOloCSkPInQ0hTUHi0KQUV12j7cfjaCKxMw1UehFFQISi9OowVrWC1u/xZcfjY0Lj9MDREofCqq0/diC65H7dYjqDwIat+RCYkiNJWALgDq9ks/a/QQ0+vYRYe6A1KEMzC+1elZ6VUTWB2LAgX+TSEE1MYgqLzYgxqp6XAAl8lyzD1QeTRE52UiqLw0xBfhMlpP+MxpbQZ0NhPW8BpQ/OYz77FLixwKpTQnhUqqyZb6p0j/rtwpRfODfuNObamUsgRQSCnIfiHHmkmdJ2a8sBOLQc3iRzJPfvAJUDv1dFo7Do/OhS24nshCaeFERMQWXE9zVAWNcUW4DC3tMW0ZGRkZGRkZmfNKx5COPNn3yQs9jTaR04bPI560bJos+xjxs5bdHU0cGBOKf1OIJAzVXkSFiJ8lCFN9FKLShcGSitKqQlWrAVQgKpGkjhIFbUQBNRBdeOI5CEovSkGNoBBQilLUyR5gpi6pAKfJgsbpR0RhBj6Nh8a4IkTAp3WhEJUoBCUKnwoUIiqPFo3TDxSg9Kmo7XAAe2AjWocBjdMfj95OQ3whPo37aCHXBkqvirh9PdE4/alK20tjfCGCSiCgNoqgqgScpmYa44rwqT3E5HUjorAjIRVJRB/IxBJRhUfvQGc3onH6oRCU6G0BJ30vogu6HvVzU2Q5LqMVrd2fmLxuADj9rdQm5+EyWtHZjPhZggkvTm0V+QAufytKn5pOa69ERESBQhLsYdVUp+1D7dKjcxhpjDPhU3nwBXkRXQ1StNJeLzn/Hsbr/EW4xqEITCKwMo6Q8iQCa+JQ+aQxRQQsEVUoBBWhpSmEFadS0XkngsqH3haAV+NCbw3E0BSKziaZfUUVdKE+oRCv1oVP46YhvpDQ8mQEpYDbv4WQ8mRCypNQoMBhaqKi426aYkppfcQ0/lJP2F/z66ixxl9yQ7Y3Hi1e3TapL6/WIEWc4Zc+uyK09fyeQzTNLuLrXSzsfmw7CrVLD4h4dS4AFD4VBnMojoAmAmti8bMEoW8JQGcz0hJaS2B1PGq3juKsTVjDa6jovAOVR4tP40FQe8/rdcnIyMjIyMjIyBxBjry2J19dB42FLNzcm6Qd6whbtJTolITjHy+KFD01Bef8fBAVGHupiH1zHsqw1F92i4heD1WPD6NpuZVDQ68kccMKAmPtRD/7FKKlBjEwEbHL1a3psH4mDYIgolQqcLZ4EATxmDYXoiC95xdzo+8Ws5NdK8so2duA2+nFEKj7pd8bhMUZMYX6EdUhsLUNgUanwmn30GJ2ERjuR/7WapQqJVq9CkOQjth0SdSIokhFnhmdv4aweOMx6dKCT8Dt9GGpd6DRqQiOMuB2eMnbUo2t2YWfUYvT5mHPmnJc9mOFjNZPTWCYHm3jLhICDtHl8RfQ+UvvSfP3z1O3I5u6bv+gMNeOpd6Jn0lDas8IUntHotGr0OrVBIZLwtFucfPz13kU7qoDQKlWIHhFAsL06Pw1DLg6hZBoA+tm5VOeZ8bt8CIe1o2/+lir1Eq6j4wjJMZI9tLi1pTukBgjzbV2tH5qeo5NRPCJrQ65kckBBEX64XULqNRK/MsWE7fnURSP7JUEat0BybUaBfxhAz59CE3r5hK0+i5U966B6G7t/UickDX//YbI15/D+eYHdBs5iMr8JjbPP0RAmB+luY2IgkjWmASUKgXZS0vwuHyt90mpVOAXoMUUoqem2EJUcgCDrk0jMunkiyQyMjIyMjIyMjLth5w2fD7xusFayc5NJegfvZeGp19k8Mypxz1894oNKB6+BzFUiypAhepQC/l9RjHxkzda+06WHSik5vpphOgtJD45jtovF9OUq8fx2nsoFAoMoUGk9+t+vq5Q5hccVjd1ZVaMQXq0fioObKpCrVVhrrJhs7ixVVRQ36hHqVKgVCnweoRWQalSK4lMDqD7yHiSMkNP2E5BFET2rq3AEKQjKTMUr0dAqz9+wkRlQRN711bQbXgcplA9zXUOAkL1GIOlekzBJ3BoRx0HNlVhs7gxBuloqGihxSxFJXUG9S/bjk3Xjtbso2tXJ7aiPJweHS2KWGr1g2luPFLrHKnJo99QDegC0buKCZ/2+Fnc5VNn3q0Po64Uaeh1feu1mEL0OFrchMYa0Rs0lOyVaneTMkPJ6B9NbYmFsDgjaX0iWxcxREG8qBd1ZGRkZGRkZGQuZ2TxegEw1zZQfcVgDl01k4kvP3XUvi2zl+F96R/EfPIplbfdiqBU0Xn+HIKjw1j04DOk/TSH/CsmMun9/6N070GK7r6HAFsTqTOjCLRtxKOOYOu8MAwOGzqfh1pTOIM2rkKtkTPALyqK11P34YPkJb2KIjgBta2CgH1vEDHxDoIGTbio2ih43D5qiy2o1EoiEk0oVUqsjU48Th8avQqfR6Ai38yW73bh8EhRYaVSRG/UEJEUREi0P6IAepOG7fNy8QhSpF+Bj8HXZhAQ4U9dqZXqQgs1B2sJDBLpNTWLgDA/QmMNp9X+5deIooi1wUnx3kr2vLOYptCuxGYEE5sehH+AlvS+Uag0SpS/iFFroxOH1U14gumMx5SRkZGRkZGRkTl3yDWvF4DgiFBy/YMQCo8tUK3+YQ7p9iYK/3AfMfYmrC++SWis1Ntx4tvPs/AuJ+lrF7Ghz0YCHc0Y1DrEF14lcFAi7Pry/9m7z+iqqq0P489OhUAgBAKpkAQIvRfpHelVQEFBUbGX167XehUrKiqiomK/IkUQ6dKkd+m9hB4g1CSQfvb7YQEhEDBAkpPy/42RsXN2nft4xx3MzLXmwr3x45TrG8OWIY+QUqgwYfu3smj0OFo/NICzZ+IoUrxoTr+uZMSvCn7ue/CrthWatIWZ38H+pXDLL5CLElcAdw/Xi8OqL7i8c65PGS+qhB4h+ssHKVqzGUXu+CTDe1Wp48WJiR/B3kWsPtuXRePPL9diga9PEmEui9h/ogEzvtoImEqvhYV3yUKUDCpCER9P3DxccXN3wc3dBcvFMpVQG85Ex7Nv03HOHE/A19+L08fiSYo3Q7fdioUSVtOTTg/Vvmrl1Nu3kDoCi4iIiORhqrxmk2md+uEZc4r4xi0I7dSOGm0bk5qSyqp6jSieaLqUHvYNovXiv9It55Gaksq8ET+SOOcvUoPKUuux+wmtGZHhM1KSU1jcrC0Oy4X4dp0p+/sPFP5lLBXqVc/wfMlhH5SHSh3N8jPfdYSAWjBgrLOjujm75prlcgr7XPu8yEWk/tCTo23GQ1BdShU5hce3DcHVk6SEZE70XcHpWE+O7D6N5epCTPQ5Thw6S3xsElf7vyQXF4syYcXwDSzC6WPnKFGmCJ5FHCS+9yKnA0rSY+J3Wf++IiIiIpJjVHl1kpSQUMIXboSpv3JmzhRWvjaUc9EnKJMYx67KDaiwbRUp3ftcsQ6lq5sr7Z+6F56691+f4ebuhudTz+P93+dxnWD+4b590oyLyavD4QC44bUu5SaVrgJ7F8OWKYANTZ5wdkQ3r0LbzJ1XsjyuVgqBXnugQhv4/VmzBE+Pz/EYfzcBrusJaNKDKk0C0l1m2zaOFJuU5FRSkh3YDhuHI60ZmZu7a7rz/3z4JcJP7STw07ey6g1FREREJJdS8ppNvCIqwkI4XbgYnsmJFP7Pk3gDqVg0/nwYu5etpW3Pdjf9nMZ3dGHe8ROcmzEd7+jDsGrFxWNTBjyM26kTdJk14aafIzfArzLsXQQu7vDIMihV0dkR5Zyi/uBWGE5Gwsk9sHE8NHsaKnU2S+/sWwpVe1xxmWVZuLpbuLq74JnBbWcOHYHHtD9oMH0SC4d9SeiCKeyu3YweDXO2u7GIiIiI5Dwlr9kkoH4t+BZOdb+Dav26cXDtFs5FH8ejmDfVg8tQqm/HLHtWm8cGwWODmPzAc4Qunsm8xm2ICw4nYuMSUrGIOXmGYr7Fs+x5kkmlK5tt3YEFK3EFcHEB3zCTuG7+w+yrfy+4eUBwA9g8CcJbm2HV18Ftxp8EnDrMyi69CT95iF0R9Wj6oaquIiIiIgWBktdsUr1VQ9Z8+AW3dmiOm7sb5apVyPZn+rVugcfCqfjGHCdgYxQOLFyx2TJnCY36dc7258tlyreFsBbQ/FlnR+IcvuFwfCfEHIKg+uATYva3/g/88Qj81h/+bxMUD8rU7fas20bQiYPEu3kSePIQO2s2o+tvozQsXkRERKSA0L/6slG9rq1zdAmbBr07ENnnPnzGTGDfwEeJfupVUrGIXrYqx2KQNKnFyrIh6KVMJ2f5jm84nNgJUevTDxEu2wj6/wa2A7ZPz/TttoydDID93nB2dehH22+GK3EVERERKUD0L798xN3Tg85DnyW0ZgQdX36MVg/250ipYFw3b0h33unok5yLO+ekKAuOJT9Nwv2x+1j84yRnh+Ic4a3AOwCCG0LNfumP+UVAyYqw9mcYfw9E7/jX27mtWMJBv7LU69qabp/+V8tCiYiIiBQwSl7zubMR1fA/vIvYUzGAWYpnXZdezH74eSdHlv+dWm6aZ8X+/KOTI3GSCm3h6S1w/2zw9r/yeJWupiq7eRIsyXjd2AtiT8UQFLWb+Br1slBzlRMAACAASURBVClYEREREcntlLzmc2X79qJwShKLPzNL6ayd9jdlYo7hu2WtkyPL/zx3bMWBRejB7Sz55U9nh5P71B0EFdqZxk2bJ0HCmaueumHG37jZDkq3apaDAYqIiIhIbqLkNZ+r06kF+wIqUHTKBBLOxXPod9P5tdTZkxzasde5wWXCzpUb2LNum7PDuG4J5+IJPLaXXQ3acsTHH5+hL/L31785O6zcxTcc7vod2rwKyedg08Srnnpi4VKSXVyp0aFFDgYoIiIiIrmJktcCwHvIEErFnWBB5z4E/7OIqBKBAOyYu+Sq1zgcDmJOniH6QBQLvhlLcmJSToV70eGd+4m9dyCJd/Ri8h0P5Pjzb8bWRatxd6Ti07IZ9WdM5oR3SeL++MPZYeVOQXXBpyzsmgPJ8ekqsMmJSUx+4DkCl8ziUGAFzXMVERERKcC0VE4B0HRAd2ZHHSPw2+EcCihP+feGEnvvQM79MYnZZ8/R9KE72bV8HXtHfQeBgQS0ak70F18QdmAbqZYLpW0Hf0Xupcs7L+Ro3KteHUqYI5UddVsR8c/fTH/tI7yCg2hxf79c32X24Oy/qQBEtG6Md4linKpWl5DVC0hKSMSjkKezw8tdLAtCW8C2qTBxiGne9OgKsCxmPPMmEQunsqtiXco//5SzIxURERERJ7Js23Z2DJlmWVYoEBkZGUloaKhzg8mDzsWexcu7CABTO99O+T2mC3GSixsejhTOuRfCMzkRV2ySLVf2tuwKbm647txGwKFdlJn4B+v/NwmXhfNIDAyhx/++yLZYd6/dSlL/3uxo05NOH7/BojZdCDx5CIDDj75E28cHZduzb8a5uHPEHj/Nvu7dOBZcga7TxwLw96gxlBn+Jgmffk2dDs2dHGUutP43Er5/FBc3G4+iqdD7G6IXTOP4yJXsqNc6W/+3JiIiIiK5w969ewkLCwMIs2177+XHlbwWUNEHoojee4iYqGMcnf4XnhEVafzAAJLiE9g2dxl+EeFUblIbgMj12zk9oB+Jbh4UT4zjpJcPvudO4/bTWCo2rJmp58359HsKlfCh2aBemTp/8oMvEL5wKn7TZuIfHsLeDTvYs3A5yRPG4nvyCG7DPsk1SaDD4WDJT39QpV1T/hlwNyHH9gGQMvI7arRtDJjv+3j7NuzuPpCuH/zHmeHmSqkn9rGnXXvci6RQqnY8MZHuuLrbRG/3xn/2fEoFl3F2iCIiIiKSzf4tedWw4QLKLyQAv5AA86Ff5/TH7umd7nNYrUqs/XAELi8+za5KDWgw/G2Od+nIzh9+y1TyGnc6hlKjPsbVdrDKuygNerW/eOzsmbh08xgdDgcrxs8gYNkcIivXp0Z4CAChNSMIrRnBrsb1ODrkfoo++QDzHnuJNo8NSnftqajjFPUtxvxOfUi5pSld33/pur+bzFg2dhrH/ppH86EvErlmE6Xee5kdnxYnJP4MO6s0xKVSZbqeT1zBfN/rS4XgvuLq84wLss1rD+Ee70pKvCuRq4ridiYZLJvUoCJKXEVEREQEUPIqmVSnUwsSWi7Co5AnLi4urA6vSfDC6cxsvZEao0YQFBF61WtXj5tOGUcKsZ5FSBr6OsmdW+Lu6cHeDTs4fuftHOnU92I1ctbQEYT++hVJLm6EDLn3intVqFeNMnNnsbRXf4p/M4JZcXG4uHtQrfutrHr7Yyos/4td9VoRcWQ3TN7NgvkzOOddgk5zJ2fp9xE7cgQRx/axpesyTvuXo6zlSon4Mxz0K0eX8d/h6uZ6xTVJrTsQNv5bti9fR6VGtbM0nrxu35RZhGM6yLmdSSbZzRX3lFSCQk+CwwG5fI6ziIiIiGQ//YtQMq2QV+GLjZICH3mQo/6hBB6JZPVr7/Bn3/v5a9jXLB83nflf/QqY+Z8Lvh1L3KSJnPEsSvxjz1Hy7CmW/mISyU0vvU6R5AQCp4/jxKFjOBwOPGf8yYHS5QiZO486nVtmGId3iWIEvfE6RRPPUvaHEQR/8xFnunUgYvksEtw8iFgzn+NFS7K/TBje52IIPbSD6ANRF69PSU7B4XDc8PcQuX47Icf2saN2C4oknKX87nVE1mnOsWfeoOLIzzJMXAEaPDCAZMuVbd/+csPPzq8Kr17K/uBKHCoZTJKLG9ZnozlRtyq+/idg/1JnhyciIiIiuYAqr3JD6nZpBV1aMfnuJ4hYMdvs3GiGxBYHpmzfSbHFcykdG01pYEf9NnQe1IsVX31K/C8/MSs6mvK717GjXmsqrPmbJUOHE3pbNwJOHWb/PY/jG+B3zedXb9WQZf8dRqFi3jhSU4lev5kSERVISUzCa+gLxNzanU5Dn2X9rMXw1INsmbmQlkNu5+yZONa3asvJW3te15DilOQUti9bS1idqmz+3++UB+q+8QI75y7B58uPCB18F7XaN73mPfxCAlhW/RYqLJ7OlKeL0e3j1zL9/Lxo+/J1bP9wBHbp0rR//5WLzcIudeb4Kfat20rQiYPsHfAQJerW5NShI7Rqcws0+R4+bwBTn4YH/gYPrxx/BxERERHJPdSwSW7Kwe2R7Bp4Dwk9+pK4Zw+WuweFN/1D8PEDHPHxx2XII6ScPUu1bu3wDwtm5jsjKffT5wBElq1K+yljmH73Y4RtWEpU6XKUiT5AufnzKVG65A3HtH72Eqo0r49HIU+SEhLZXK8h+xu1pcfojy92/U10daf0H1MJrFj2iusT4xOY9dJ7uBTypOt7L3FweyR77hqEX+xxjnn7UfzsKaICy9Npzh8Xz/csXChTscWdjmHefU9ScfNyvCb8SbnqFW/4PXO7yY+8RMQ88x1FPfEybR65K93xJb/8SfGhL3KiWCmKxsdSYf48ipcqkf4mu+fBz73AvQi0/y80HJJT4YuIiIhIDlPDJslWwZXCCF65IN2+I3sOsHnafJrd3++KpK7jfx5lSdkgjk+dTrOPhuLu6UGDt17haM9ulD2yh4NDnqH2TSSuQLoKqEchTw4HV6TY5rUc3B5J7PQZeHkWoVByAqtffovu4765eG7CuXhmPf4yvutWUPHsSQDWtmzK/klTCI87SWTf+/GZOp5DIZWoP+qzi9dlNnEFKOpTjGqvPE9S/95smTidctWfvKl3zc3cdu/kUMlgiseeJHbRYrgseT05diy+2JSOiWZHy+7UuzxxBSjfBgZNhmnPwvoxSl5FRERECjBVXiVXWDB6PIknTnLr8w9m+b2nv/IhYRNGA+DAYlfTTrgULUqFWeM4+cq7NL2rJ0kJicy88yEqbl7O7gp18OrcGc9vR5LkUYhiZ09zqFIduk/4jpTkFNzcb/5vPvNvacU5n1J0mTXhpu+VU44fPMrWHr1JuPNe2j993zXPdTgcrKndgMO1GmPFxVFq7zYarVl6cc509IEojtzajj1NO1GoQgVuua8fPn6+V7/hX6/AilHw0iFw88jK1xIRERGRXEKVV8kTWt7XN9vu3eGNp9jcqgkH5i3GXreGao/cS0jV8ixetQTvYUOZc+IUjPuViicOsqf3YLq+8zwAK/xK4Tb0FbySEwi57x6ALElcAWLrNCJ0wVROR5+8dtIGF5tLuTi54+6Stz4m4uxJjv/6PcmPDsTd8+pJ5IGteyiadA7PKlVxcXejxNYV7Fi+gcpNarNjxXp2/+c1Qm0Hle696+J6wtcUWBdSk+DYZgisk4VvJSIiIiJ5hboNS77n6uZKzXZN6PLO83SdPpYK9arhWbgQ4V+OJMXFlaAvP6BwfBzRz79Fl/OJK8AtfTsSMXsWCcNHUadTiyyNKaxfL9ztVBYO/eSa5zkcDua26MjUR1/O0udfryN7DhC6aDpHfPwpFXeCGXc+xILR468478C2Pcxo24P9d98DQECDWlTv2ZFULHb8PBaAna+9RaljB9g38NHMJa4AQXXN9tA/WfE6IiIiIpIHKXmVAiusViUCfviJg0Oeoc6CObS4t88V55QoXTLLE1eAGm1uYWf1JpSdPYkD2/Zc9bwtC1cTfPwAvisX3NTyPjdrzXe/4eFIIXjECPb5lyd080pKD3uN2R+PvnhOakoqewbeQ5mj+/CNO0mq5ULFRrUJrFiWPTUaE7xoOns37CBk/zaimnWg48uPZT4An3JQ2BcOK3kVERERKaiUvEqBFlarEu2fuT/DZVyyW52hppq69pW3r3rOngl/AlDy7Cl2rdr4r/c8tj+KyXc9yqkjJzIdR9Tu/Ux7ZRjT3xhOcmJShud4/j2b/WXCqNigOh3/nkrEmlXsKVeNMt8MZ9vSdYBJtEvHRnPivic4+vhL7OnQ9+L3WuW5J/FMSWbPgw/jbqcS2LFdpuMDwLJM9fXg6uu7TkRERETyDc15FXGSkMrhrGvfm4qzxvHPtL/N2rmXcDgcFFu5iKgSgQScOszBJ/+P/W7uVP3+2wyX+AFY/uGXRKyex8ofa9DhhYcyFceqF9+k4vk1eucVKkz75x9gykMvQmoqXtWrcW79BiKOH2Bv/7RmWoW8CtPw2xHs6dqN2MceZqGrG2cCyhKORe0+nfALCUj3jIoNazK5TQ8i5v1BnHthandsfh3f1HmhzWHO6xB7BLz9r/96EREREcnTVHkVcaJWbzzDiSIliHvjVSbf9SiT733q4rHlY6dRJuYYqX36E1UigIDTR/A7GcW+fn2Z3r4Xh3fuT3evxPgE/BbOBCBpyeKrPjMxPoEpPQexpG5jJg94mNDNy9nRuAP7/MvjPfYH5o34kYiFU4hYMp3gUcMot2oex4v4Um/w7enu4xcSQOKTL5Lq6oZnUjwVdvzDAf/wKxLXCzoP/y+7KjcgqnnHazZ7uqryrc124TD45TaIibr+e4iIiIhInqWlckScbO2Mhbg9/TButpnTan03hohGNZndphtFYk/RYPE8tvy9krPRJyhSypdDI0ZSPnIje+98mE6vPsGy36YRN3IEZU4cxN2RSpSPPz5xJ4l/8S3ivh1FQkRVenw97OLzpr/6EWHjvyWybBXC9m8FwO2nsZyOOobXC0/ggk1UiUDCvvqCuBOnqdqiPq5urtd8h2W/TcPnjWfZ3XMQXd97KXu+KIcDPqwA584PiQ5rCQMngcu1YxMRERGRvOHflspR8iqSC6yYMBNHaiqF3vwPh0Kr4CjsRcVNy9h/z+N0ePGRK85fXK8JJ8tWpO0PI9ncohXxHl6crtUQy8uLEnVrU+o9M582xXLBYblQbsECfPx8ORJ5kEPduhJVthKdp45h+ovvkXr61MXkdsOcpeyd8CcV7uxD1eb1r+sdNs5bQfmGNfAq6nXzX8jVjB8MmydCjb6wcTyUbQx9voNigdn3TBERERHJEUpeRfKQyfc9Q8SS6aRYLuzr0p9O772UYdVz8h0PUGbrWk7fPphyP43g3LCR1OvWBoBzsWeZM+hR3GrUoEzDung9+wgH7nuKW597gMn9HyJs3WK8fjFLBuU5RzbB3sVwy4OwfgxMfRqqdofeXzs7MhERERG5SUpeRfKQhHPxRK7bin94OUr4l7zqebM//Ibgbz8m1sOL0z5+tPt7Oi4uV05hdzgcLGjchkQvb8q8+DyFnnyAHW160uOLd7PzNXLOzP/Aiq/gyXXgk3ETKxERERHJG/4teVXDJpFcpJBXYao0qXvNxBUgomMrAFJc3Sjz6qsZJq4ALi4uJHbvQ7moXSS+8AynChej9dAXszps52n0sFlGZ/mXzo5ERERERLKZkleRPKhc9Yqc+/ALKk2dQq32Ta95brvnH+KgXzmKJ8QSP/hhivkWz6Eoc4BPCFTvA2t+hHMnnR2NiIiIiGQjJa8ieVS9rq0pGVT6X89zc3ej4sjP2Hvnw7R+bFAORJbDmj4ByWdh1WhnRyIiIiIi2cjN2QGISPYLrRlBaM0IZ4eRPcpUg9DmsGkCtHzO2dGIiIiISDZR5VVE8r5yTeD4Dkg66+xIRERERCSbKHkVkbwvoDbYDjiy0dmRiIiIiEg2UfIqInlfYG2zPbzWuXGIiIiISLZR8ioieZ93ABQtA4fXOTsSEREREckmSl5FJO+zLDN0+MBySIxzdjQiIiIikg1yPHm1LMvXsqw1lmXpX5giknVq9IVT++DzBjDl/5TEioiIiOQzzqi8xgLtgeVOeLaI5Fc1+8I908C/Bqz5HtaPcXZEIiIiIpKFcjx5tW072bbtkzn9XBEpAEKbwp3jwK8ybJ4EU56ELX+aY7vmwNSnIDXZuTGKiIiIyA1xy8xJlmV9CNwGhAI1bNvedH5/BPAjUBI4AQyybXtnVgRmWZYP4HPZ7uCsuLeI5HNVe8CC92HfEji4Btw84bc7wZEM4a2handnRygiIiIi1ymzldc/gBbAvsv2fwWMtG07AhgJjLpwwLKsqpZl/X3Zz4vXEdv/AZGX/Sy6jutFpKCq2sNsC/vC0Y0w6UHwqwTegfDPj86NTURERERuSKYqr7ZtLwawLOviPsuySgN1MfNXAcYAn1uW5WfbdrRt21uAVjcR2yfAD5ftC0YJrIj8mzLV4M4J4BsOn9eH+FPQ7yeIXAQLh5ntgveh1h1Q5y5nRysiIiIimZCp5PUqQoBDtm2nAti2nWpZ1uHz+6OvdaFlWXOAOue3/3dhGPKlbNs+DZy+7LqbCFdECpSK5/+uVv02M881rAWUioB/foIfu5pjx7ZCtd7g4eW8OEVEREQkU5yyzqtt2+1s2y55fntF4ioikmVu+xb6nR8q7O0PAydB6WrQ+DE4dxx+vx82jIMzB2Hum3D2hHPjFREREZEM3Uzl9QAQZFmW6/mqqysQeH6/iEjuVKYqPLLU/H5qL+z8C7ZPgyJ+cDYats+Ee6aCl69TwxQRERGR9G648mrb9jFgHdD//K7+wFrbtq85ZFhEJNe443/w8hHT4CkhBtq+Dsc2w6rRzo5MRERERC6T2aVyPgN6A/7AHMuyTti2XQ14CPjRsqzXgFPAoGyLVEQkO7i4Qt8fTVMnL19Tid08EVo+5+zIREREROQSmaq82rb9hG3bwbZtu9m27X8+ccW27W22bd9i23bE+e327A1XRCQbWFbaMOHqt8GxLXB0i3NjEhEREZF0nNKwSUQk16raA7DMPFgRERERyTWUvIqIXKpoafAOgBN7nB2JiIiIiFxCyauIyOV8ysIZNU4XERERyU2UvIqIXM4nBE7vc3YUIiIiInIJJa8iIpcrHgIxh8GR6uxIREREROS8TC2VIyJSoPiUBUcKbJ8Oa3+B4zvBNww6vAt+Ec6OTkRERKRAUuVVRORyPiFm+/sQOLAS/KvD4bXwTWvYMtm5sYmIiIgUUEpeRUQuV7ys2abEQ+NHoN9P8OAi8KsE4wbB0s+dG5+IiIhIAaTkVUTkcsWD036v2OH8viAYPMOsA/vXy7DoY0iOd058IiIiIgWQ5ryKiFzOwwuK+IGLO/jXSNvv5gm9v4HUZJj7X9gzH+6e4rw4RURERAoQJa8iIhmpdQd4B4Jlpd/v5gn9x8CCD2D+23BgFcQehsrdwEWDWURERESyi/6lJSKSkVuHmvmuV1P3brBc4cduZh7s5ok5F5uIiIhIAaTkVUTkRniXgQptTVOnwiVg7puQkujsqERERETyLSWvIiI3qtP70PNLMw/29D7Y8qezIxIRERHJtzTnVUTkRvmGmx+Hw8yP3TwJavZ1dlQiIiIi+ZIqryIiN8vFBap2h11zICHmyuO2DbvnX31pHYcje+MTERERyQeUvIqIZIVqvSA1EbZNvfLY/Hfg554wb2j6/bYNK76Gd4Ng55yciVNEREQkj1LyKiKSFYIbQumqZgmdlCRYNRqmPgW758HCD8CzOPzzMyTGpl2z5FOY8Rwkn4Ods5wXu4iIiEgeoORVRCQruLhA+7fgVCR82wamPQ2rv4PJj0HRMjDgN0g8A+vGmPN3/AVz/2sqtuWawqE1zo1fREREJJdT8ioiklUqtIVmT4HlAg0fBJ9yEHMI6t8H5ZqAfw3YOA72L4dxA83nHiMhuD4c2QgxUbBrLhzfmXZP24aFH0LUeue9l4iIiEguoG7DIiJZxbKg3RvmB6DsLTDzP1B/sPlctYeZ9zrpQfD2h7smgkcRCKoHqUkwoh4knwXLFZo8DhEdwJEC894yldn+Y5zzXiIiIiK5gCqvIiLZpfpt8Ox2KFrafK7Sw2xP7YXWr0CRUuZzUH2zTU2Cfj+bocRLPoHvO8H4e8yxnbMh/lTmnmvbcGCV2YqIiIjkE0peRURyil8ElK4GJStA9d5p+4sFQuWu0OUjs+ROn9Hw3G6oNxjOnYAq3cCRDPPfzdzw4V1zYXQ7k/CKiIiI5BNKXkVEctKAsTBoMri4pu2zLLjjf1Dv7rR9RUpB1+FwzzTo8wP4VYaVo+DH7hB/GpaOgI+rmfmzl9sw1mwP/5OtryIiIiKSk5S8iojkJJ8QKB6cuXMtC0Kbgasb3DsT7hgDCafh61bw1ysQdwT+fi/9NUlnYds08/uRjVkauoiIiIgzqWGTiEheULgEVO4M4a1hz3xo8Ry4e5nldqLWQ5HSkJIA+5aapk/Fy8KRDc6OWkRERCTLKHkVEclLuo8wCWrNfpBwBhZ9DIs/gWNbIOYweHqDf83znY3fMkOMC/s4O2oRERGRm6bkVUQkL/EJAZ/bze+FfcwyPEs/M59d3CAxBnp8Dg6H2Xd0kxl6LCIiIpLHac6riEhe1uhhcHEH3/Jwz3To8C6UbwMBtcx6sZMehg3jnR2liIiIyE1T8ioikpcVC4Q+30Hvb6DsLdD4EbO/qB/0/810LZ54P0x9CuKir+/eRzbC8V1ZH7OIiIjIDdCwYRGRvK5q94z3R9wK5VvD7NdgxVew+nso28gs1ePmac5JjofIRRAbBcH1oUw1sz/pHPzUw8yhfXQVuHnkzLuIiIiIXIWSVxGR/MzVHTq+C/UGw5JPYd0vcGwrBNY2DZ5+7AYnzldXLRfo+SWs/s50Nz53wvzMfxuq9zZDkUVEREScRMOGRUQKAr8IaPK4+T16O6Qmw089IfYo9PsZHv/HrD876UE4sBJ2zIRyTSG0OSz5BL5pAzFRzn0HERERKdBUeRURKShKljfNnaK3wtpf4Ph2uONXqNzFHO/5FUz9P+g6HE7uMcmrV0mIXAjjBsKm36HJY859BxERESmwlLyKiBQUru5QsgJEbYAN4yC4IVTqnHY8tCk8tur875csr1O1OwTWhXW/QtEycHov1OgLJUJzMnoREREp4JS8iogUJKUrw+ZJ5vdun4FlZe66mrfDzBdM52Iww427fJg9MYqIiIhkQHNeRUQKEr/KZlsizKwHm1n1B5vleB5aDGWbwOF/0h+P3g6TH4OTken3H1gFM14wXY1FREREboIqryIiBcmF5LX+YHC5jr9funlCzX7m9+D6ZumdlCRIioOln8GKUZB8Do5ugvtmmyHKO2fD2IGQEm+GKzcckvXvIyIiIgWGklcRkYKkYnto8TzUv/fG7xFUF1KTTCOn2a+ZBlBVe5h5stOegZVfQ/EQmDAYSlcFF1dY9BHsmmsaPl06nzarHFwN0dvgzCHzvBbPZv0zRERExKmUvIqIFCQeRaDNyzd3j6B6Zjv2LsCGuyZC+dZm34ZxsPp7SIyBMtXh7j/h4Cr45TaIOwpR6+DhpeDle3MxACSdheVfwtloU/nFTjvWcAgUKn7zzxAREZFcQ3NeRUTk+hQPgSJ+YDvMUjsXEleA2nfCiZ0mUW33ukkgK7SDJzfA/XNNojn3TXPu0c2w4ANwpGbuub/eDjNfMr+nJMJvd8K8t8wQ5ipdzVq1Pb4wx4/vzLr3FRERkVxBlVcREbk+lgV9vgP3IhBcL/2xar1Mg6aSFSD8kqS2RDnzU+cus+RO7TvhtwFw9hiENITwVtd+5rGtsGMm+IZDx3dh+RewZ75JVqv1NBVlAPt89fX4DjM3V0RERPINVV5FROT6hbW4MnEFKFQM+o+B277JeBmeRo9CaiKMbm/mzXoUhU2/X3nejlnwcy/TFArgn5/M9uQeiDkMSz4zFd06d6YlrmDWnnVxN92PRUREJF9R8ioiIlmrfGsoXSXjY34RUGsAhNwCQ+ZBpc6w5c+0JBUgMQ6mPAm758HBlZCaAut/g6L+5vjUpyH+JLR66cr7u7pByfIaNiwiIpIPKXkVEZGc1etLuG+WSTJr9IGE02YYsCMV/ngEPqkOsVFguZgOxYfWmGS1+TPm+h0zIKTR1YcFl6oIx1V5FRERyW+UvIqIiPNUvNUsszP3v/B9Z1j3PwhrCT2/MtXZ3fNg12yTyNbsC94B5rp6d1/9nqUqwcnI9NVcERERyfPUsElERJzHsqDHSDNPdf9yswbthaV8zhyE+UMh4QwEN4DCJSCwDuw9axLeqykVAXYqnIoEv0o58x4iIiKS7ZS8ioiIc3l6Q5/RV+6vcZsZTnwq0nQnBujwNpw7mb5J0+V8w8z21F4lryIiIvmIklcREcmdfMPh8TWwfgzUHpC2zzf82teVCDXbU3uzMzoRERHJYUpeRUQk9/LyhcaPXt81RfzMGrRKXkVERPIVNWwSEZH8xbJM9VXJq4iISL6i5FVERPKfEqGm47CIiIjkG0peRUQk/7lQebXtq5/jcMCvd8CKr3MqKhEREbkJSl5FRCT/8Q2DlHiIO2a6Eyedu/Kc7dNhxwxY+IFZE3bNDzD6VrM0j4iIiOQ6Sl5FRCT/udBx+MgG+LIJTH82/XHbhkUfgrsXnI2G8ffAlCfhwApY+7+cjlZEREQyQcmriIjkPwG1TMfh8YMhNgq2ToWYw7BvmTm+YhQcXgsd3zOJ7vZpUP02CG4AK0fBwdWQmuLUV8jQxgmwbbqzoxAREXEKLZUjIiL5T9HS0HU4THoAiofAmQMwqgWcPQ5tX4W/34OIjlB3EJRtDImxEFwPNv8B4++Gb9tCl4+hwX3OfpM0iXGmOuzlC5U6ma7KIiIiBYgqryIikj/Vuh3u/B3un5M2PNijKMx9E3zDDwdczQAAIABJREFUoccXJgH0izCJK0DVHnDvX+BTFnbOdm78l9vyByTFwen9cGxrzj47JQniT+XsM0VERC6j5FVERPKviu3A2x9q9IGwFnDvTKg3GO6ZDkVKXnm+ZUHZW6BCe9i7yCRtGTmyEf56NeeG8Nq2aShVLMh8Xv+riSGnTHoQvmwKqck590wREZHLKHkVEZH8r/sIGPQn+FeHbp9knLheqnwbU+U8uMp8tm2ztA6Y7sXftoeln8H059L2Z6d/fjKxNH8GAmrD0hEwqiXERGX/s/csgM0TIeYQ7Jpr9mXUvVlERCSbKXkVEZGC4XrmiIY1B8sVfhsAH1eFoWXgo0pm6OzGCWYZnqZPQsxBU6G9lr1LYFhFmPUyJMRc/bxdc8zc28vFHYOZL0FYS1M1bv0y1Lwd7FTY+Vfm3+lGpKbAjBfMMGqvkrB+DERtgGHlYeU32fvsvODYtrSllWw7dzb5EhHJR5S8ioiIXK5Qcej9NVTtDuGtoN7dcPaYGbq77hfwrwGtXgLPYiahu5aN40zSu/wL+LoV7J5vEp1LHV4Lv9wGSz678vo1P0LyWej8Ibi4QMSt0GuUaUS1Y1baebYNy7+EqU/D/HfMMN+zJ27ue1g9GqK3Qod3oUZfszbuhHsh+RzMG2oaYOUXs1+DyY9l7tzUFDN3+otbzPe9YRwMqwAfVjCVeRERyRZKXkVERDJSo48ZbtzzC+g8zCSx89+FqPVQZxC4FzbJ7dapkJKY8T1sG3bNg4gOcM80SEmAn3vCjOfTn7dqtNlun5F+f2oKrP7ODGP2i0jbb1nmnnvmQ3KC2TfjBZj5Iqz5Hha8D0c3wb4lN/7+Z4/D/LchvDVU7mKGLAfWhRM7ofFjkBhjKrCTH73xZ+QWMYdh2UhY9+u1E/6TkWau8/edYNFHUCwYtk4x37uXr/kjxdqfcy5uEZECRsmriIhIZjR/FlzcoMXzUP9es69Kd0iKhchFGc99PbELzuw3yWe5JvDEWqh7txlye+gfc07CGdj0O3gWh6MbTTfhC9b+DLGHoeEDV967UmdTAd0xwzRvWjkK6t8HT281HZMtV4had+PvO28oJJ2FTu+bZLloaRg8HR5cBLcOhYF/mBjW/Qqn9plrUlNgx19pCXVesWIUOFLMUOzt0zI+5/gu+K6jqW7HHDLV7/5jIDURzp2ALh9BuWbmDxGO1JyNX0SkgNA6ryIiIpkR1hz+cyj93Nmwlmb5nRnPQfxpGDwD4o5CQE0oXMIMswWo0NZs3TxN4rd9hhmmes9UU7lNPge9vjbr0k59CkpVAk9vWPGlSYgiOl4ZT3grKF7WJEseRUzy2/ZV81xvfyhdFQ7fYPJ6MtIMkW70MPhVStvv4mreDSC8JZSsYIYurxhlzh1/DxxabSqzHd6+sWfntNRk0xCrSjczn3fDOLNkUqHi6c+b/7aZ6/zQIihdJW1/UD3AgtDm0PCE+Q62TIbqvXPyLURECgRVXkVERDLr8qZP7oWgQjs4uQfiT8LEIfBTd5jypGm0tOhjk3yWCE27plAxaPyIafR0fBds/dPMX63ZDyreCgdXm2RqwftmqZ6uwzNuNuXiaubi7l0EO2ZC86dM4npBYC1Teb18fm1m/POTeWaTx699XvEgM7x6+Uj4qhkc3wnlmsKKr8y75QV7/jb/7WoNgNp3mu/z42omkb0gJck01KrSPX3iCnDXRBg40XxfVbqbPxrMe0vLComIZANVXkVERG5GyxfANxwSTpv5qViw5U84fcBUVLt9cuU1tQbA3LdM0rd7HjS43yQ/d45POyclEZLjobDP1Z9d925T3a3RD255MP2xgNqw9hc4cxB8QjL3LskJJplb+4up9hYL/Pdrun4ChXzMdX2+M8OLh1c3zZ46vpu55zrTpt9NlbVCW/PO5RrDxAdgwmB4YAF4FoX9S80c30qdrrz+0v8+Lq7Q9jUYc4cZTl3v7px7DxGRAkDJq4iIyM0oUxXKvA5nDpm5p02egEkPmoZJPUZCqYpXXuNdxiRKq78zn6t0v/IcN0/zcy1F/WDIvIyPBdc324lDTKfgqj3N/Nn575o5m8H1oc0radXa1BQYNzBt+Z0G9/37uwN4eEHnD9LvC6yTtkZubpUYB1OeMH9oqHV72ncd1sJ0mv6xm/nvc2yLaXzl6mmGav+biI4QUMusA1yzn5kn7eqenW8iIlJgKHkVERHJCsWD4P455vcipcxc2AvzQzPS6T2TQLoXhrKNsj6ewDrQ5WNYOAymPW26ENu2SVz9a8Dq702ltedIs3/q/5nEtcM7JgErWf7Gnx1c3zSlWjrCzJ/t+nHWvdfNWDzcNMTqOtwscbTpd6hzF7R5Lf15YS3M8Of575h5rj5lod49Zm7xv7EsswbwhHvh/VDT1Krv99nxNiIiBY5l38hcGCexLCsUiIyMjCQ0NNS5wYiIiOQFtg0bJ8DE+83n20abeaqzX4cln8C9s2D/MpjzhhkC3fo/N//MzZNM4yLL1XTwvWcahDa7+fveqFP7zBDsr5qBIxkeW22GBWOZBkwZ2TIZxg0yif4DC8yQ4MxKTYFf+8KJ3RAbBc/turIBlIiIXGHv3r2EhYUBhNm2vffy42rYJCIikp9ZlklWq/U21cRq57vgtnweiviZJXEWDYdKXaDVS1nzzKDzQ5btVHArbJ7hDLFH4avm8GlN+KKRSUBd3ODPx80Q72vNSa3UxSxR1H3E9SWuAK5uMHCS+UNBahJsn3lz7yEiIoCGDYuIiOR/lmWaKdkOcDn/d2uPIma92gXvm8/N/i/jrsY3ongwFPU3zY7q3GWqujGHM9cA6nIJZ2DZSKjVH3zDMn+dbZvh0tHbzfJEh9dC2camm/CWyWZeas3br369qxt0Hnb98V4qqB4UCzKV6FrXeJaIiGSKklcREZGCwLLMMN5L1b8XFn1klncJbpC1z+r1pVl79oIDK6Bar/Tn7fgLTu+DhkOufq+5b8Gqb2Dp59Dj8/TrpyadhX9+Nt2eg+pBkZJpx3bNgW1Tof2b6Zf8qdTZzOmt0Tf7Gym5uJiq99LPzXJKvuHZ+zwRkXxOyauIiEhB5e1vKrI+5bKu6npB+TZmm5pshg4fWJk+ef3rVdORF6BEGJzZbyqs7l5guZghx16lIHKBWQro9H4zTzUlAWoPMNfNfdOsKXtBWEto+gSEtzYNo4r6Q6NH0sdVPCjt+pzQ6BFY/pV53xp9TNfnrP6uRUQKCCWvIiIiBVnVHtl7f1d3UxU9sAIc54ctnzkEy7801c+Dq2DM7eBIMdVfz2ImeXVxhbPHIbihWYrH3Qu+bQfLvzDJ58E1sGKU6QJcoy/sWwqrvoVfbjMVzpOR0OJZ5y9T4+0PdQeZ6vG2qTBgHER0cG5MIiJ5lJJXERERyV4hDU1n47fLQL+fIHKhmX/b5lUzJ3X6s6bLcc3br12VrHk7/PUyRO8wa7R6B0D7t6BQMdPNuOmTsG2a6aTs4mqSxtyg/ZtQrSeMvQs2KHkVEblRSl5FREQke1XpChvHm867056FuKNQ6w4oUc78RGzI3H2qdjfJ66/94FQk3PGrSVwvcPM0c2Ir3mqWqPEpmz3vc708vExyXa03rPsVEmPB09vZUYmI5DlaKkdERESyV1A9eGoTdPkYYg6aobQd3r7++/iUhbJNTGLa/Fmo3CXj8zyLQqmKNxdzdqh1B6TEw4T7IO6Ys6MREclzVHkVERGRnFG5i1m2pnwbKFzixu4xYKwZclzYJ2tjywkhDaHTMFM9/qwOVOkONfumNbcSEZFrUuVVREREcoZlmWVrylS78XsUKpY3E9cLbnkAHl5mhjbvmAFjB5phxCIi8q+UvIqIiIjkpFIVoO/3pvNwUhxs+t3ZEeWc1BTTafqrZqZ5VUaObISYwzkbl4jkCUpeRURERJwhuAGUrgqrvzPLCF1u31JY8MH139e2zU9uk3QW/tcHZr5oOkavGn3lOUc3w6iW8HFVWPJZzscoIrmaklcRERERZ7AsaPQIRK2HpZ+mPxZ/GsYPhvlvm4QuM07uMcnuZ7Xh27ZZH+/NWj8G9syHrp9As6fg4Eqzlu/Z43BglUm4Z7xghoaH3ALLRmac1ItIgaXkVURERMRZ6twF1XrB3DfhxG6zz7ZhxvNwNhpc3GDt//79PnHRpmI5/21IOgeH1kBiXPbGfr02/wGlKkH9wVCpo2m8NflR+LQ2jG4Hv94OexdB65ehwX0Qd8S8xwUpic6LXURyBSWvIiIiIs5iWdDhHZOwbhxv9i0dARvGQqsXoVJn2PAbJCdc+z4L3jfDch9aAl0/NvuOb8/e2K9H7FHYu9gk6gABtcE7EHbMhPCWENocds6C2ndBg/uhYnuTuG+bYs7fPgPeCYJ9y5z3DiLidFoqR0RERMSZigVCaDOTvDZ8wFRPK3eFFs+ZhG/rn7DoQ2jzypXXpqbA3P/C6tFQ7x7wrw5uhcyxY9vMGru5wdqfABuq9TSfLQv6j4HUZAhpYKrEu2ZD5W7mWOESENYCNk6AmrfD70PAkWwqs+UaO/VVRMR5VHkVERERcbYafeDELvjjEUhJMENnLQvCmkOt/rB4OGyaaM5NjIOJD8D3nWHzJFj6mTmn/ZvmuG8YuHpC9Fbnvc+ljm2DBcNMQl66Str+wNomcQXwLGqqsq6X1FUaPwoxh+C7TmZ/sWA4vDZnYxeRXCXHK6+WZTUEhgMWMM+27Qz+jCgiIiJSgFTrbZaQ2THDVBzLVE071uEdOL4DJgw282C3TjEVSIDTB6CoP3T/HFzO1yRcXKFUhEkanc3hgClPmuS06yfXd235tqZx04EVcNto2PkXRC7MnjhFJE9wRuV1rW3bTW3bbgI0tiyrmBNiEBEREck9ChWDe2dBwwfh1qHpj3n5mmMV2pllZvYugo7vgWcxOLMfqnZPS1wvKF0ZorMweY2LhunPwa93mE7IsUfSH1/5DXwQDu+Vg++7pK3Tuv5XOLDcVIWL+l3fMy0Len0FPb6A6rdBYB2IjYKYqMzfIzcuGSQiNyzHk1fbtpMBLMtyBQ4D53I6BhEREZFcp7APdP4AAmpdeczVHboON/NZQxqZJLd6b3Osao8rz/evCWcOmG6+qcmZe/7GCWZ4ckYJ37hBZj3aXXNgeHX4qBLsnGOOJZ2D+e+YBkw1+sDBVWbe7oIP4M8nTLy1BmQuhsv5hkOdO00iG1Db7Ital7lr1/5ikum1v6R9B3PfgvnvKqkVyaMyNWzYsqwPgduAUKCGbdubzu+PAH4ESgIngEG2be/MxP0GAG8As2zbTrmhyEVEREQKEp+y8Mgy8CppKq3NnzX7yja58twG98OpvaaRU+VuZmmaazn0D0x6EBwp4FEUGg5JO3Z4HexfCh3ehZLlYcmncGwLrPke9i8z81DjT8Idv5pmSi7usOJLc22NftDlwysrwzcioCZYriY5rtTp2ucmxsGcN8z84cmPmqpx5a6wcZw5XtgHGj188zGJSI7K7P+T/AG0APZdtv8rYKRt2xHASGDUhQOWZVW1LOvvy35eBLBt+1egMhBoWVaNjB5oWZaPZVmhl/4AwdfzciIiIiL5SolQ8PQ2v/uEQPNnMk4MPbzg1rdMsndo9ZXHbRsiF8Hs180yNOPvhqJloHwbmPUyJMSknbvya3AvYiqgER1g8HSofSdsm2q6IO/5G8o1g7KNzPnNngK/ytD2Nej9NRQqnjXv7lHEDB3eu/jfz13xpZkffM9U6PczVGhrEtcy1aFiB5jzXzP8WUTylExVXm3bXgxgWdbFfZZllQbqAu3P7xoDfG5Zlp9t29G2bW8BWl1+L8uyPG3bTrRt22FZVixwtYXL/g94PbMvIiIiIiKX8CgCpavCwQyS1wUfwN/vmN+XYObP3v0nJMfD7nnmp1pPk+Bt+t10M740Ca1zFyz7HCq0h9t/NknyhX8nepeBR1dkzzuFtTDdlWOiYO3PcOYgtHvDJLQRHWDNj2a+76rR5xs+NTTXVekGO2ebRlhxx8yasjOeNxXkNq9BxK3ZE6+IZKmb6TYcAhyybTsVwLbtVMuyDp/fH32N67pblvUopuq78BrDjD8BfrhsXzCw6CZiFhERESk4guuZ5XRiDkNhX3AvBJv/MIlrzTtMI6U1P0DF9qaqmZoChXxgxyyTvG763Qy9rXd3+vuWrgL3zzUVVvfCOfc+YS1g8cfwRSNIOA1YsH4MpCaBfw04stEk0nYqdPk47TrLSktQiwWZczeMBcsFfu1nKrShzXLuPUTkhuT4Ujm2bY8HxmfivNNAuvEcl1Z+RURERORfBNU3yenw6mZ+bPs3TcUxoDZ0HwFuHtDqhbTzXd2g4q2mMulINc2OylRPa5Z0qeD6OfYaF4XcYubUJsXBnRPMdvmXJon+50fzvsd3mEpyRIeM72FZZr7w/Hegz3fwdSuzDI+SV5Fc72aS1wNAkGVZruerrq5A4Pn9IiIiIuJsF+ah+teAxBgYNxCwoP8Yk7hmpFInMz90xSg4/I9Zlie3FBA8vKDd61A8xFSLAar1MnN4K3UyyW3cUbPfxfXq96nW0/wA+Fc3DatEJNe74eTVtu1jlmWtA/oDv5zfrrVt+1pDhkVEREQkp5SqCEPmgV8VcHGDDb+ZobJB9a5+TaXOZujw7FdNlbNGv5yLNzOaPH7lPstK60Ds5Xt99wuqB+vHmkrztRJeEXG6THUbtizrM8uyDmLmnM6xLGvz+UMPAY9blrUDePz8ZxERERHJLYLqmYqlmwfUHWSaLV2LeyHToMmRApU7Q5GSOROnswTVg6RYOP6vqz2KiJNlKnm1bfsJ27aDbdt2s23b37btauf3b7Nt+xbbtiPOb7dnb7giIiIiku0a3AeexaHhA86OJPtdqEIfWuPcOETkX2XBitEiIiIikq+Uqggv7S8YTYxKVjRr3K76xnRbFpFcS8mriIiIiBRcLi6mKdXhtWbtWhHJtZS8ioiIiEjBVq0XVO5qls/R3FeRXEvJq4iIiIgUbJYFXT4C98Lw+31w7qSzIxKRDCh5FRERERHx9odeo+DYVvipOzgczo5IRC6j5FVEREREBKBSR2j/JhzZCGcOODsaEbmMklcRERERkQsC65rtsa3OjUNErqDkVURERETkgtKVzTZqPcwbCkc3OzceEblIyauIiIiIyAWFikOxYFjxJSwcBt+2g8iFzo5KRFDyKiIiIiKSXukqEH8KvEpB0dIw8z9wap+W0RFxMiWvIiIiIiKXKl3FbKt0g5YvwtGN8Hl9GH0rJMQ4NzaRAkzJq4iIiIjIpcpUN9uqPaBGX/CrAj5lIf4kLPvcubGJFGBuzg5ARERERCRXqdYLChWD8FZgWfDAfHD1hAmDYenn0GAIFPVzdpQiBY4qryIiIiIil3LzgEqdTOIK4F4YXFygzSuQkgCLPnRufCIFlJJXEREREZHMKFUR6twFq0bD4uHgSHV2RCIFioYNi4iIiIhkVrs3IO4YzHkDXD2g8aNODkik4FDlVUREREQks7x8YcBvEN4aFn4IYwfCym+cHZVIgaDkVURERETkerV7w3Qf3joFZrwAB1Y6OyKRfE/Jq4iIiIjI9QqsDUPmw5ProHgQTHs67VjUehh3N+xf7rz4RPIhzXkVEREREbkRQXXNtskTMP1ZiNoAibHwYzewU+HgKnh4KRT2cW6cIvmEKq8iIiIiIjej+m2medOqb2DqU6YSO3ASxB6BRR85OzqRfEOVVxERERGRm+HlC5U6wz8/mc/9x0L5NhDaFPb87dTQRPITJa8iIiIiIjer43tQoR34hpukFaBsY1g4DBJioFAx58Ynkg9o2LCIiIiIyM0qFgB1B6YlrgBlG4HtMHNfReSmKXkVEREREckOwQ3AcoE1P8D2Gc6ORiTPU/IqIiIiIpIdPL0hoDZs/RPG3AEbJzg7IpE8TXNeRURERESyS5/RcOYQ/P0eTHoIbBtq9nV2VCJ5kpJXEREREZHs4htufvxrwG93wsT7wS8C/GtC5EKzLmxKAhxYAQG1oNYA/r+9O4+yqrrzNv7sKmaQeZK5RFAEoo2iIA4xDhjnKTF0jBrTGu1Eo3mT2NqdJkl3EpP4dicOaU3igMaYtKLGWeOAojgzCBoHsAqZRAUnVKaq/f6xLy8FUlBKVZ1ziuez1l3n3n1u3fu7a69zq76199mHMidHSptieJUkSZIaW9vO8OVJ8KvBMPcBePw3MGfy+v3lraF6FXQeABX7ZVenlGOGV0mSJKkptO8OPXaG6dfDO5Ww11mw8+FQvRr6joJfVMD8aYZXqQ6GV0mSJKmpDBwHz16VViHe97vQoef6fb1GpPAqaZOcUC9JkiQ1lXXXga3Yb8PgCjBwbLombPWapq9LKgDDqyRJktRUKvaHVtvBqFM+uW/AWFjzESyZ1fR1SQVgeJUkSZKaSvvucH4ljDjuk/sq9oOW7eC+C2Ht6qavTco5w6skSZLUlMpbbrq9fXc4+vJ02ZwHfgRVj8GLf23S0qQ8c8EmSZIkKS9GHJcWbXrycnj6d0CEs5+DLoOyrkzKnCOvkiRJUp4c/ON0SZ2ew6CsBTzyy6wrknLB8CpJkiTlSav28M1H4YxHYI9vwKwb4d0FWVclZc7wKkmSJOVNi9ZQVgZjzkyPn70q23qkHDC8SpIkSXnVeQDsdBg8NwnWrMy6GilThldJkiQpz/Y8Az5eDnMmZ12JlCnDqyRJkpRnFfulBZyevhJizLoaKTOGV0mSJCnPQoA9T4cls9JldBpTjAZk5ZbhVZIkScq7XSfAdn3gvgugpnrzz135Hnz8zmd7n7v+D/x2LLy38LP9vNSIDK+SJElS3rVqD+N/mkZfZ/6p7ufV1MB1R8P1x33693j1b2lV47degmsOg3fmf/Z6pUZgeJUkSZKKYPix0GMYzLyh7ue8cAssngGLp8Nbr6xvr6ne/HTgmmq453zovhOcdi+sfBeuPfyzj+BKjcDwKkmSJBVBCDDyeHj9iU1P633mqjTtt+tgIKQgC/DRcvjlDvDCrXW/9t/vgOXz4IALYcAYmPBneG8BzLmlUT6K9FkYXiVJkqSiGF6aDnz/v8HC59a3z30Q7vou9B4J//gXGDhu/aV15j2URlJfm7Lp11z0HDz80xR6hx2Z2gaMhW5DNh94pSZmeJUkSZKKottg2OnwFCqvHg+zb4bFM+HeC6BLBZw0GboPgV2OhrdfgbfnpvAK6XzZ2j5cBn88AX7/BVixFA79OZSVp30hwIjjYP7j8MHSpv2MUh0Mr5IkSVKRTPgT/KASeu0Ck78Bv9sfls2FL/4SWrROz9np0LR9+W6Y+0C6/+aLsHZ1uh8j3PkdqHwEDpwI586BoeM3fJ9djoZYA6/e3zSfS9qCFlkXIEmSJOlTatcVTr07TQWuXgX9x0Cnvuv3dx4APYfDE5elUdXBB8K8B9NKwm06woM/See5HvRj2OfcTb9Hj2HQulOaVjzqa03ysaTNMbxKkiRJRdS6Aww7ou79Q8fDY/8F/feCgyam8LpkFjz/F1g0HcZ8C/Y+u+6fLyuDPrullYulHDC8SpIkSc3R3mdDxz7wD1+D8lZpFPWpK2DpHDj4JzDuO1t+jb67w7RLYM1KaNmm8WuWNsNzXiVJkqTmqF1X2PP0FDrLyuCQ/0jBtUXbFGjro+8oqFkLs2/a9OV5pCbkyKskSZK0Ldj9FFj9IbRql4JtffQZlba3fxvadoWTbk6jsVIGDK+SJEnStmLsP3+653fsA3udCa23S+fK3nIGnP3cln9OagSGV0mSJEmbFgJ88RfpfrtucO+/wHuLNlzZWGoinvMqSZIkacsG7p2286elbU11drVom2R4lSRJkrRlvUZA644w/zFYNg9+3h/mTM66Km1DnDYsSZIkacvKymHAGKh6HNp1hzUfwp3fhYHjYLveWVenbYAjr5IkSZLqZ8ghsOxVePJ/oNdIWLsS7vgOrP4orWQsNSLDqyRJkqT62f3UdPmcNR/C2G/BgRPhlXvhV4PhumOyrk7NnNOGJUmSJNVPeUs44Sp44nLY5Who0QYWPQuLZ8LCp2HFm9ChZ9ZVqply5FWSJElS/XXdAQ7/v9CqHZSVwQlXp0AL8NoUWDwD7jwPnvkDrF0FC5+DykczLVnNgyOvkiRJkrZO712hbVd48D/gvQVphLZ6NSx5Pk0rXvEmHDQRRp8OrTtkXa0KypFXSZIkSVunrAwGHwDvvQ7Dj4Xvz4VRJ8P0SbBiKfTZDR74EVw6Ct6ZD5f8A1w2Gv5+R9aVq0AMr5IkSZK23gH/mqYTH/8HaNMJ9j8fylulBZ5OfxhOvCEF2b9+C5a/Bu8vhmeuyrpqFYjThiVJkiRtvW6D022dTv3gpFugYx8IAXY+HLoMgqqp0LEf7HQozPozVK+FcmOJtsyRV0mSJEmNo2Lf9YE2hLRCMcDwY2Dg3rB6BbzxfHb1qVAMr5IkSZKaxq4ToH3PtB2wd2qbPy3bmlQYhldJkiRJTaPnMPj+q9B7BHTcHrpUQNVjWVelgjC8SpIkScrG0PEw7yFY+X7WlagADK+SJEmSsjHieKheBS/dlXUlKgDDqyRJkqRs9BsNnQbA83+GGLOuRjlneJUkSZKUjRBgj6/Da1NgykVZV6OcM7xKkiRJys64c9Pqw49cBG++lHU1yjHDqyRJkqTslJXBIf8JZS1h+qT17beeBQ/+pOHfb+mLhuSCapF1AZIkSZK2ce27w7AjYeaf4MCJ8MFimPUn6LYjHPjvW/fa7y6A286CXiMglMHTV0K7bvCdWdCybcPUrybhyKskSZKk7I06GVa+Cy/fDdOvS23L5sHqDz/d67w9F5ZXrn/8t3+H15+EZ6+CJy+H/nvBiqXw1BXw3sJ0qZ51i0U9dSU8e3XDfB41OEdeJUmSJGWvYj/o0AtmXA9Lnoc2nVOYffMl6Ld7/V6jpgauPRw+fDON2q7+CN5fCPufD/t+L428lreASUfF8YU6AAAOlElEQVTBAz9KN4Bjr4SdD0+PW7aDUaem6czKFcOrJEmSpOyVlcMux6RpvQDHXwWTvwFLZ9c/vC6ZCSvegMFfSCG0VQeINbD3OdCi1frnfelamDM57XvmKph2GdSshTUfpdvi6dBvjwb/iNo6hldJkiRJ+TDi+BRed/sqDD8O7jgXlr6Q9sUI86fBdr2h6w7pMjvr2l+4BZ69Btp2AQIc9/t0Hm1d2nWFPU9P91u2hdvPTtOLO/WH9xfDK/emUeA5N6daOvRs1I+t+jG8SpIkScqH/nvClyalkdOyMug1HKoeT+emVj6aFl4C6FIBB02E4cfCjD/C7d9OU4JjDfQZtfngurGRX07v8cbzaYR2xvXw5BXwxOVpFPbx38DJt8P2n2ucz6x6M7xKkiRJyocQYPgx6x+POB7u+T789wgobwkD9oaRJ6RR1lvPhB47w6O/TIH1i7+Aaw6DnQ/7dO/Zsg0cd+X6x536pqnEbTqm0d+bToWpF8OXr2uQj6jPLsR1K2sVQAhhEFBZWVnJoEGDsi1GkiRJUuN7pypdQmfBU3DUZdC5P3zwBly+F6xdBWs/hgl/gZ0OhfcWQfseG57furXu/2EahT13dgq2ajRVVVVUVFQAVMQYqzbe78irJEmSpPzqMggOuHDDtu16w1dvSlOG23SCoeNTe2OEy9HfgGmXwvRJn6xDTcrwKkmSJKl4+u+Zbo2ty6B0GZ/ZN8PnL1i/UJSanBcvkiRJkqTNGXEcLJ8HS2ZlXck2rcnDawhhUAhhSQhhSgjBs54lSZIk5duwo6CsRbokjzKT1cjrXTHGz8cYT87o/SVJkiSpftp1hYHjYO5DWVeyTcsqvI4PIUwNIXw1o/eXJEmSpPobOA6WzoGP302Pq9fAzBth5fvZ1rUNqVd4DSFcHEKoDCHEEMKIWu1DQwhPhBBeKW2H1OPllgA7AYcA3wwhdKvjPTuXphj//xvQrz71SpIkSVKDGjgWiFD5KCx4Bh74Edx2Jvzth1lXts2o72rDtwG/AaZu1H4FcHmM8Y8hhJOAK4EvAIQQdgF+u9Hz740xXrTuQQhhKjAYWLaJ9zwXmFjP+iRJkiSp8fTdI533essZ6dqyAO17wvTrYPQ/Qe+R2da3DahXeI0xPgYQai0LHULoCYwCDi413QhcFkLoEWN8K8b4IvD5jV8rhNAhxrgipBfbA7isjrf9NXDtRm39+GSAliRJkqTG1aodbL8bLHoW9vxmuqbsyC/DFePgmsNh7Ldg2BHQa3jWlTZbW3Od1/7AohhjNUCMsTqEsLjU/tZmfm7vEMLPgDXAzTHGJZt6UozxXeDd2m3BaypJkiRJysqYs2Dhs3Doz9df7/X0h+DWs2DKz9Io7HlzvBZsI9ma8PqZxBjvB+5v6veVJEmSpK0y8oR0q63LIDjtHnhuEtxxDix9AXqP2OSPa+tszWrDC4C+IYRygNK2T6ldkiRJkrYdQw5J21cdp2ssnzm8xhjfBGYCE0pNE4AZMcbNTRmWJEmSpOan4/bQ+3Pw6t+yrqTZqu+lci4JISwkLZj0QAjhhdKuM4GzQwivAGeXHkuSJEnStmfIIbDgKfj4nfT45Xvg+f+Fj5ZnW1czUd/Vhs8BztlE+0vAXg1dlCRJkiQVzpBDYOrFMO9haN8dbvxKau+xc1rYqVX7bOsruK0551WSJEmStE6/PaBtF3jpTrj7B9B5AHzpWnjrZbjzPIhxw+fPewgmHQmTT4fqNZmUXCRNvtqwJEmSJDVLZeWw40Ew+6b0eMJfYKdD4e258PB/wnuLYPUH8LXbIJTBjf8IbTpB5aPp+cf/PrvaC8CRV0mSJElqKMOPTcH0iF+n4Aqw3/dgt5Ng8XRYMgtm3gBzboa1H8OEG2H/f4HZ/wuvTcm09LwLceOh6xwLIQwCKisrKxk0aFC2xUiSJEnSpqz6AFpvt2FbjFCzFq49Aj58C1q2AyKc+RisXQWX7p7Okz1jCoSQQdHZq6qqoqKiAqAixli18X5HXiVJkiSpIW0cXCEF0vKWsMfXYfk8WDobxpyV2lu2gX3PgyUz4c2/N329BeE5r5IkSZLUVEackEZhe4+E3iPWt+9wQNoueBJ67ZJNbTnnyKskSZIkNZXyFrDbhA2DK0DXHaBdd1jwdDZ1FYDhVZIkSZKyFgIMGAPzp8Gcyem8WW3AacOSJEmSlAf990rXiL35NBh3LrRqD+9UwdDxsOZj+NyJ2+xiTmB4lSRJkqR8GDoepl0CLdrArD/DR2+nFYpn3pD2r3wf9joj2xoz5LRhSZIkScqDHjvB9+fCARfCijegphq+fi+cdh8MGQ/3XQiVU7OuMjOGV0mSJEnKk50Ph/LWMORgGDg2nQt77BXQbTDc+BV46+WsK8yE4VWSJEmS8qRNJzjldjjykvVt7brCSbfA6g/hhVth2Ty4+wcw9b+yq7OJec6rJEmSJOXNgDGfbOvUF3oOS5fTmX0TLJubRmjHfhtatGr6GpuYI6+SJEmSVBT9RkPloym4VuwP1avgjdlZV9UkDK+SJEmSVBT9RkPNmnT/Cz9M2wVPZVdPEzK8SpIkSVJR9Budtr1GQv/R0LEfLHw625qaiOFVkiRJkoqi+1DougPsemJ63H90Oge2pibbupqA4VWSJEmSiqKsDM6ZkRZpAhh6KLy/CB6YCDHW/XMxwrTL4N0FTVNnI3C1YUmSJEkqmhDS9nMnwsJnYNolKcQe+gvo0CPtq14L7y+ENSvhkYvSJXZWfQAHXJBd3VvB8CpJkiRJRRUCfPFXsN328PDP4OV74KhLYeQJMOXnMPXi0vPK4MCJsM952da7FQyvkiRJklRkZWWw3/dgl2Pg9m/Dbf8MnfrBc9fCgLGw61dgyHjouH3WlW4Vz3mVJEmSpOag+45w4g2wXS+49gj46G3Y57uw+6mFD65geJUkSZKk5qN9N/jabdChJ3QeADsemHVFDcZpw5IkSZLUnHQbDGdNg7Uroaw862oajOFVkiRJkpqbtp2zrqDBOW1YkiRJkpR7hldJkiRJUu4ZXiVJkiRJuWd4lSRJkiTlnuFVkiRJkpR7hldJkiRJUu4ZXiVJkiRJuWd4lSRJkiTlnuFVkiRJkpR7hldJkiRJUu4ZXiVJkiRJuWd4lSRJkiTlnuFVkiRJkpR7hldJkiRJUu4ZXiVJkiRJuWd4lSRJkiTlXousC/iUygEWLlyYdR2SJEmSpAZUK+eVb2p/iDE2XTVbKYSwDzA16zokSZIkSY1m3xjjYxs3Fi28tgZGA0uA6ozL2ZR+pHC9L+DwcPHZn82L/dm82J/Nj33avNifzYv92bzkuT/Lge2BZ2KMqzbeWahpw6UP8IkEnhchhHV3F8YYqzIsRQ3A/mxe7M/mxf5sfuzT5sX+bF7sz+alAP05r64dLtgkSZIkSco9w6skSZIkKfcMr5IkSZKk3DO8Nqx3gR+Xtio++7N5sT+bF/uz+bFPmxf7s3mxP5uXwvZnoVYbliRJkiRtmxx5lSRJkiTlnuFVkiRJkpR7hldJkiRJUu4ZXhtICGFoCOGJEMIrpe2QrGvS5oUQLg4hVIYQYghhRK32OvvSfs6vEEK3EMLdIYSXQwizQwi3hBB6lPaNCSHMKvXb/SGEnrV+rs59ylYI4bZS38wIIUwNIexWavcYLbAQwsTa37sen8UUQqgKIbwUQphZuo0vtdufBRRCaBNC+J8Qwqul36G/K7X7fVswIYRBtY7LmaVjdXlpX/H7M8borQFuwEPASaX7JwEPZV2Tty322T5Af6AKGFGfvrSf83sDugKfr/X4V8BVpH/SzQX2KbX/G3B16X6d+7xlfwM61bp/NDC9dN9jtKA3YBRwz7rvXY/P4t42/t25pT6zP/N9Ay4B/pv1i7n2Km39vi34Dfg1cFlz6U9XG24Apf8cvgJ0izFWhxDKgWXAkBjjW9lWpy0JIVQBR8QY52yuL4FQ1z77OX9CCMcDZwEXANfEGNeN8nQHqmKMHUIIo+val1Xd2rQQwsnAOcBheIwWUgihNTAFmFDaHgG0xeOzkGr/7qzVVmef2Z/5FULoACwE+sUYV9Rq92+iggshtAIWAeNJfVz4/nTacMPoDyyKMVYDlLaLS+0qls31pf1cECGEMlJwvR0YAMxfty/G+DZQFkLouoV9yoEQwh9CCK8DPwVOwWO0yH4C/DHGWFWrzeOz2G4IITwfQvhtCKEz9mdRDSYFlYkhhGdDCFNCCOtmp/l9W2xHkfppOs2kPw2vkpqjS4EVwGVZF6KtE2P8pxjjAOBC0lRwFVAIYSywB/DbrGtRg9k3xrgrMJo0auP3bXGVAzsAM2KMewDnA7cAjooX32nA1VkX0ZAMrw1jAdC3NMROadun1K5i2Vxf2s8FEEK4mDQF5sQYYw3wOjCw1v7uQE2McfkW9ilHYozXAweQpj15jBbP/sAwoLI03bQfcB+wIx6fhRRjXFDariL9U2Icft8W1evAWuBGgBjjU8DbwMf4fVtYIYS+pO/eG0pNzeJvXMNrA4gxvgnMJJ3HQ2k7I29zxLVlm+tL+zn/Qgg/A3YHjin9QQXwHNC2NAUK4EzgpnrsU4ZCCB1CCP1rPT4SWA54jBZQjPGiGGOfGOOgGOMg0j8hxpNG0z0+CyaE0D6E0Kl0PwBfIR17ft8WUGkK98PAwZBWnQXWne/q921xnQLcFWNcBs3nb1wXbGogIYSdgUlAF+Ad4OQY48vZVqXNCSFcAhwH9Cb9h3FZjHH45vrSfs6vEMJwYA7pl+3HpebKGOOxIYS9gSuBNqQVMk+KMS4t/Vyd+5SdEEIv4K9Ae6CaFFy/F2Oc7jFafBstlOfxWTAhhB2AyaTppuXAi8A5McYl9mcxlfr0aqAbsAb41xjjPX7fFlcI4RXScXlvrbbC96fhVZIkSZKUe04bliRJkiTlnuFVkiRJkpR7hldJkiRJUu4ZXiVJkiRJuWd4lSRJkiTlnuFVkiRJkpR7hldJkiRJUu79P5fzME8f7pGlAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Randomly generated stocks with correlation\n"
],
"metadata": {
"id": "rapGUJsuImkz"
}
},
{
"cell_type": "code",
"source": [
"# Number of stocks\n",
"n = 2\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",
"#Correlation Coefficient\n",
"rho=-1\n",
"a = 0.1\n",
"b = 0.1\n",
"mean = np.array([0.00,0.00])\n",
"var = np.array([[a*a, rho*a*b],[rho*a*b, b*b]])\n",
"r = np.exp(np.random.multivariate_normal(mean, var, size=T))\n",
"df = pd.DataFrame(data = r.cumprod(axis=0), columns = dummy_stocks)"
],
"metadata": {
"id": "izK7ujyOIuDc"
},
"execution_count": 34,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df['UCRP'] = np.cumprod(np.sum(r*np.array([0.5,0.5]), axis=1))\n",
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df.plot(logy=True)"
],
"metadata": {
"id": "j-J1P9dqJTeW",
"outputId": "41874321-91ff-4685-cb2c-475489403fcd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
}
},
"execution_count": 35,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713a099fd0>"
]
},
"metadata": {},
"execution_count": 35
},
{
"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": [
"cover = CoversUP_Two_Stocks(r)\n",
"df['Cover'] = np.cumprod(np.sum(r*cover, axis=1))"
],
"metadata": {
"id": "ef5Q16EzJdsF"
},
"execution_count": 36,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.plot(logy=True)"
],
"metadata": {
"id": "9RFwDGE8Jisd",
"outputId": "a1f53acb-10bb-4544-8067-8d5d9a53e863",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 503
}
},
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7139fb2b50>"
]
},
"metadata": {},
"execution_count": 37
},
{
"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": "markdown",
"source": [
"#Experiments: Real Market data"
],
"metadata": {
"id": "Reu4uw0vPfkj"
}
},
{
"cell_type": "markdown",
"source": [
"## Two stocks"
],
"metadata": {
"id": "FEi395hHPqJ8"
}
},
{
"cell_type": "code",
"source": [
"# Date range\n",
"start = '2020-01-01'\n",
"end = '2022-11-12'\n",
"\n",
"# Tickers of assets\n",
"assets = ['GME', 'AMC']\n",
"assets.sort()\n",
"\n",
"# Downloading data\n",
"data = yf.download(assets, start = start, end = end)\n",
"data_close = data.loc[:,('Close', slice(None))]\n",
"data_open = data.loc[:,('Open', slice(None))]\n",
"data_close.columns = assets\n",
"data_open.columns = assets\n",
"\n",
"# Calculating returns\n",
"df = data_close/data_open\n",
"r = df.to_numpy()\n",
"df = df.cumprod(axis=0)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PTExLIdbP1nN",
"outputId": "955a26de-6059-46f4-d75e-a73f31dfc465"
},
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[*********************100%***********************] 2 of 2 completed\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"df['UCRP'] = np.cumprod(np.sum(r*np.array([0.5,0.5]), axis=1))\n",
"bcrp = Best_Constantly_Rebalanced_Portfolio(r)\n",
"df['BCRP']= np.cumprod(r@bcrp)\n",
"df.plot(logy=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "f99KFOtHQVWM",
"outputId": "fe690be4-5866-49e5-8f03-443eda1eb6e6"
},
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f713c8dc2e0>"
]
},
"metadata": {},
"execution_count": 17
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
],
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment