{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Value of Existential Risk Mitigation: Companion Notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Author: [Arvo Muñoz Morán](https://www.arvomm.com/)\n", "\n", "This is the companion notebook to the \"Technical Report: The Value of Existential Risk Mitigation\", which is a project of The Worldview Investigations Team at [Rethink Priorities](https://rethinkpriorities.org/research)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last Updated: 23 October 2023\n" ] } ], "source": [ "from datetime import date\n", "\n", "today = date.today()\n", "formatted_date = today.strftime('%d %B %Y')\n", "\n", "print(f\"Last Updated: \",formatted_date)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the imports needed for the notebook (which need installing if the haven't been already) are in the cell below. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import time\n", "from IPython.display import Image, display" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# skip_execution = True # skip execution of certain cells\n", "skip_execution = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The value of the world given existential risk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us start by directly translating Equation (1) of the generalised model into Python." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Quick example:\n", "--------------\n", "T = 1000\n", "v (first 5 elements for brevity) = [1, 1, 1, 1, 1]\n", "r (first 5 elements for brevity) = [0.01, 0.01, 0.01, 0.01, 0.01]\n", "E(w) = 98.99572604650623\n" ] } ], "source": [ "def calculate_Ew(T, v, r):\n", " Ew = 0\n", " \n", " for i in range(T): # i=0,1,2, ... T-1\n", " prod_term = 1\n", " \n", " for j in range(i+1): # j=0,1,2, ... i\n", " prod_term *= (1 - r[j])\n", " \n", " Ew += prod_term * v[i]\n", " \n", " return Ew\n", "\n", "# Quick Example\n", "\n", "# Set the parameters\n", "T = 1000\n", "\n", "# For the purpose of this example, I'll use uniform values for `v` and `r`\n", "# v = [1, 1, ... 1] and r = [0.01, 0.01, ... 0.01]\n", "# The reader can change these values as per their requirements\n", "\n", "v = [1 for _ in range(T)]\n", "r = [0.01 for _ in range(T)]\n", "\n", "# Calculate E(w)\n", "Ew = calculate_Ew(T, v, r)\n", "\n", "# Printing the results along with the parameters\n", "print(\"Quick example:\")\n", "print(\"--------------\")\n", "print(\"T =\", T)\n", "print(\"v (first 5 elements for brevity) =\", v[:5])\n", "print(\"r (first 5 elements for brevity) =\", r[:5])\n", "print(\"E(w) =\", Ew)\n", "# True value at infty for v = [1 for _ in range(T)] , r = [0.01 for _ in range(T)] should be \n", "# S = a1/(1-R)=99 since a1=1-r and R=1-r=1-0.01=0.99\n", "# And it is.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Value Paths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now put into code the main value paths we are interested in:\n", "- constant value\n", "- linear value\n", "- quadratic value\n", "- cubic value\n", "- logit value\n", "- and others (custom)\n", "\n", "From this point onwards we normalise the value of the world next year $v_c$ to 1.\n", "\n", "First, we define a time adjustment function to adjust the time scale of the value vector from centuries to years, or to any other scale captured by the alpha parameter. Second, we define a function that returns the sequence of values of the world, given a path and a time adjustment function." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Quick example for 1 period = 1 year (alpha=0.01):\n", "Quick example:\n", "Generated value sequence (v) of type 'constant': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", "--------------\n", "Quick example:\n", "Generated value sequence (v) of type 'linear': [1.0, 1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09]\n", "--------------\n", "Quick example:\n", "Generated value sequence (v) of type 'quadratic': [1.0, 1.0201, 1.0404, 1.0609, 1.0816000000000001, 1.1025, 1.1236000000000002, 1.1449, 1.1664, 1.1881000000000002]\n", "--------------\n", "Quick example:\n", "Generated value sequence (v) of type 'cubic': [1.0, 1.0303010000000001, 1.0612080000000002, 1.092727, 1.124864, 1.1576250000000001, 1.191016, 1.225043, 1.2597120000000002, 1.2950290000000002]\n", "--------------\n", "Quick example:\n", "Generated value sequence (v) of type 'logistic': [1.0, 1.0304545025715053, 1.0618364808850587, 1.0941741806621406, 1.1274967078270954, 1.1618340547037487, 1.197217127009805, 1.233677771673315, 1.2712488054962463, 1.3099640446909617]\n", "--------------\n", " \n", " \n", "Quick example for 1 period = 1 century (alpha=1):\n", "Generated value sequence (v) of type 'constant': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n", "--------------\n", "Generated value sequence (v) of type 'linear': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", "--------------\n", "Generated value sequence (v) of type 'quadratic': [1, 4, 9, 16, 25, 36, 49, 64, 81, 100]\n", "--------------\n", "Generated value sequence (v) of type 'cubic': [1, 8, 27, 64, 125, 216, 343, 512, 729, 1000]\n", "--------------\n", "Generated value sequence (v) of type 'logistic': [1.0000000000000002, 45.028052029634416, 2023.6027736760082, 83668.13102690243, 804366.0678848693, 994627.8420440243, 999880.0683546051, 999997.336317588, 999999.9408463846, 999999.9986863519]\n", "--------------\n" ] } ], "source": [ "# Time adjustment function\n", "def time_adjustment(input, alpha):\n", " return alpha * input + (1 - alpha)\n", "#alpha is simply 1/units_in_century\n", "\n", "# Value sequence generator given the path type\n", "def generate_value_vector(T, v_type=\"constant\", custom_v=None, alpha=0.01, forplot=False):\n", " # Initialize the value vector based on the preset option\n", " if v_type == \"constant\":\n", " v = [1 for _ in range(T)]\n", " elif v_type == \"linear\":\n", " v = [time_adjustment(i+1,alpha) for i in range(T)]\n", " elif v_type == \"quadratic\":\n", " v = [(time_adjustment(i+1,alpha))**2 for i in range(T)]\n", " elif v_type == \"cubic\":\n", " v = [(time_adjustment(i+1,alpha))**3 for i in range(T)]\n", " elif v_type == \"logistic\":\n", " # Key parameters\n", " c = (100)**3 # The value cap. Here, what obtains after 10,000 years of cubic growth\n", " exp_rate = 0.03 # 3% annually i.e. when alpha=0.01\n", " mod_rate = exp_rate*(alpha/0.01 + 10*np.exp(1)*alpha-np.exp(1)*0.1) # modifications for other alphas\n", " v_0 = c / ((c - 1) * np.exp(mod_rate) + 1) # The value at zero, chosen so that value at i=1 is 1.\n", " \n", " # Function for the ith term\n", " v = [c / (1 + ((c - v_0) / v_0 )* np.exp(-mod_rate * (i+1))) for i in range(T)] # if in doubt, see graph below \n", " elif v_type == \"custom\":\n", " if custom_v is None:\n", " custom_v = list(map(int, input(\"Enter your custom v vector separated by spaces: \").split()))\n", " v = custom_v\n", " \n", " return v\n", "\n", "# Examples of first ten years with each of the types\n", "\n", "types = [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"]\n", "T = 10\n", "v_type = \"constant\"\n", "\n", "print(\"Quick example for 1 period = 1 year (alpha=0.01):\")\n", "\n", "for v_type in types:\n", " v = generate_value_vector(T, v_type)\n", " print(\"Quick example:\")\n", " print(f\"Generated value sequence (v) of type '{v_type}': {v}\")\n", " print(\"--------------\")\n", " \n", "# We can print the same example again for alpha=1\n", "\n", "print(\" \")\n", "print(\" \")\n", "print(\"Quick example for 1 period = 1 century (alpha=1):\")\n", "\n", "for v_type in types:\n", " v = generate_value_vector(T, v_type, alpha=1)\n", " print(f\"Generated value sequence (v) of type '{v_type}': {v}\")\n", " print(\"--------------\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot these value paths (when periods are centuries, like in the original work by Ord)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def plot_value_scenarios(T=50, alpha=1):\n", " types = [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"]\n", " colors = [\"b\", \"g\", \"r\", \"c\", \"m\"]\n", "\n", " plt.figure(figsize=(20, 6))\n", "\n", " for i, v_type in enumerate(types):\n", " plt.subplot(1, 5, i + 1)\n", " v = generate_value_vector(T, v_type, alpha=alpha, forplot=True)\n", " plt.plot(range(1, T + 1), v, color=colors[i])\n", " plt.title(f\"{v_type} value\")\n", " plt.xlabel(\"period\")\n", " if alpha == 1:\n", " plt.xlabel(\"century\")\n", " elif alpha == 0.01:\n", " plt.xlabel(\"year\")\n", " else:\n", " plt.xlabel(\"period\")\n", " plt.ylabel(\"value\")\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_value_scenarios()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can plot these value paths when periods are years. See how, as expected, these two match when the $T$ in years is $100$ times that of centuries." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_value_scenarios(T=5000,alpha=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Existential Risk Structures\n", "\n", "The defaults in this function are:\n", "- For \"constant\", the risk is a constant value ```0.0022289477``` for $T$ periods.\n", "- For \"top\", the risk is ```0.0022289477``` for the first $100$ periods and ```0.0001``` thereafter.\n", "- For \"eras\", the risk vector alternates between ```0.0022289477``` and ```0.0001``` with eras of different lengths.\n", "- For \"exponential_decay\", the risk ```r_0=0.0022289477``` decays exponentially towards a tiny risk $r_\\infty=$```1e-9``` at the rate ```lambda_val=-0.0001```.\n", "- For \"custom\", the user is prompted to enter their custom risk vector.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def generate_risk_vector(T, r_type=\"constant\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9, custom_r=None):\n", " if r_type == \"constant\":\n", " r = [r_high for _ in range(T)]\n", " elif r_type == \"top\":\n", " r = [r_high if i < 100 else r_low for i in range(T)]\n", " elif r_type == \"eras\":\n", " if eras_periods is None or eras_risks is None:\n", " raise ValueError(\"For 'eras' type, both eras_periods and eras_risks must be provided.\")\n", " r = []\n", " for i, r_val in zip(eras_periods, eras_risks):\n", " r.extend([r_val] * i)\n", " elif r_type == \"exponential_decay\":\n", " r = [(r_0 * np.exp(lambda_val * t) + r_infty) for t in range(T)]\n", " elif r_type == \"custom\":\n", " if custom_r is None:\n", " custom_r = list(map(float, input(\"Enter your custom r vector separated by spaces: \").split()))\n", " r = custom_r #this is very flexible, user can run the function with any arbitrary r by setting the option: custom_r = [chosen vector]\n", " \n", " return r" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For exponential decay: [0.0022289487, 0.002228725816374367, 0.002228502955035982, 0.0022282801159826168, 0.002228057299212043, 0.0022278345047220317, 0.0022276117325103558, 0.002227388982574787, 0.0022271662549130985, 0.0022269435495230624, 0.0022267208664024517, 0.0022264982055490395, 0.0022262755669605993, 0.002226052950634905, 0.0022258303565697306]\n", "For 2 Filters: [0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477, 0.0022289477]\n" ] } ], "source": [ "# Quick example\n", "T = 150\n", "print(f\"For exponential decay: \",generate_risk_vector(T, r_type=\"exponential_decay\")[:15])\n", "\n", "# Quick example\n", "T = 1500\n", "eras_periods = [100, 500, 100, T - 700]\n", "eras_risks = [0.0022289477, 0.0001, 0.0022289477, 0.0001]\n", "print(f\"For 2 Filters: \",generate_risk_vector(T, \"eras\",eras_periods=eras_periods,eras_risks=eras_risks)[:15]) # for both we only display the first 15 entries" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def plot_risk_scenarios(T=2000):\n", "# def plot_risk_scenarios(T=100000):\n", " types = [\"constant\", \"top\", \"eras\", \"exponential_decay\"]\n", " colors = [\"b\", \"g\", \"r\", \"m\"]\n", "\n", " plt.figure(figsize=(20, 6))\n", "\n", " for i, r_type in enumerate(types):\n", " plt.subplot(1, 4, i + 1)\n", " r = generate_risk_vector(T, r_type, eras_periods = [100, 500, 100, T - 700], eras_risks = [0.0022289477, 0.0001, 0.0022289477, 0.0001], lambda_val=-0.0001, r_infty=1e-9) \n", " plt.plot(range(1, T + 1), r, color=colors[i])\n", "\n", " if r_type == 'eras':\n", " plt.title('Two Great Filters')\n", " elif r_type == 'top':\n", " plt.title('Time of Perils')\n", " elif r_type == 'exponential_decay':\n", " plt.title('exponential decay risk')\n", " elif r_type == 'constant':\n", " plt.title('constant risk')\n", " else:\n", " plt.title(f\"{r_type} Risk\")\n", "\n", " plt.xlabel(\"years\")\n", " plt.ylabel(\"extinction risk\")\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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yMmbOnFnsmBR9Rr6Wopxb0uv3sf9+vNjY2GLviUq7njB8+HDDx8fH6ngYhmEMHjzYcHd3t1xvKLq+0aJFi2LXIDp16mT5/A4AuHFl/dtsGFc+w9rZ2RnffPONsWHDBkOSsWDBAqv1hg4dakgyxowZY2kzm83GgAEDDEdHRyMzM9MwDMPYuHGjIcmYPXu21foPPfSQYTKZjJSUFEubJMPR0dGq7b///a8hyVi0aFG596Ws19ENwzAGDBhg9fm+SEk5saTr5u+8844hyfjmm28sbSV9xi1J586dDR8fH6vrCF988YUhySqmb7/91pBkrFmzxmr9hIQEq/asrCyjbt26RkhIiHHx4kWrvr+/fl/SfsTFxRkmk8k4duyYpW3IkCGGr6+v1XuS3bt3l+m9R9H7hyFDhpS6rMj8+fMNSZb/dkpSdE43bNhgnDt3zujdu7fh6elp7Nmz56pxoPrgMelANWU2m7Vx40bdf//9Jc7FVfRNsU8//VTdunWzPCZEuvINtJEjR+ro0aOWR6kViY6OtppnrOjb30eOHJEkubu7S5I+//xzXbhwodxxu7i4WP596dIl/fbbb2rVqpU8PDy0e/fuYv1Hjhxp9a23O++8U4WFhTp27Fi5t/17Dz74oBo2bHjNWB0dHbV169YSHwnzR3PmzNHYsWP18ssva+rUqTcUHwAAfxQZGWnJw5IUEhIi6cocqL+fDyskJEQFBQWWR4pt2rRJWVlZGjJkiE6fPm152dvbKyQkRFu2bLnqdsv7XqI8/vnPf6phw4Zq1KiRQkJCLNOjjBs3TmfOnNFXX32lhx9+WOfOnbPE/dtvvyk8PFyHDx8u9ti0ESNGXNf84B4eHvrll1/0448/Xve+AACqty5duqhOnTr65ptvJF25A7xJkyaKiorS7t27deHCBRmGof/85z+Wz8nSjeXJnJwcS//f+/TTT9WwYUPLq1mzZsXW/eNn2vLkTScnJ8vc2YWFhfrtt98sjwwt6XN5eS1ZskSbNm2yet0owzD0/vvv6/7775dhGFbvacLDw5WdnV0s9qFDh1pdg5Cu5PzExEQdPnz4hmMCgFtdef82z5gxQ+3atdPQoUP11FNPqXfv3nr66adLHHv06NGWfxfdqV1QUKAvv/xS0pVcaW9vX2z9CRMmyDAMq+lMJCksLMzypBFJ6tixo9zc3CzXvK8nz1zrOnp5/T5n5eXl6fTp07rjjjskqdz5+ddff9XevXs1dOhQq+sId999t4KCgqz6btiwQe7u7rr77rut9js4OFh16tSxXDPYtGmTzp07p+eee67YfOe/v37/+/3Izc3V6dOnFRoaKsMwrB6LHhUVpZMnT1pdk1izZo1cXFz04IMPlmk///73v1+zj4eHhyTpww8/LPHJsL+XnZ2tfv36KTk5WVu3blXnzp3LFAeqPh6TDlRTmZmZysnJUfv27a/a79ixY5aL5b8XGBhoWf77MZo2bWrVr169epJkKQb7+/srJiZGr776qtasWaM777xTDzzwgB599FGrxFqaixcvKi4uTitXrlRaWprV40uK5hz/vWvFc738/f2v2cfJyUkvv/yyJkyYIC8vL91xxx267777FBUVJW9vb6u+X3/9tT755BM9++yzzBMOAKgUf8yJRXnXz8+vxPaiXFl0sfdPf/pTieO6ublddbvlfS9RHgMHDtTo0aNlMplUt25dtWvXTq6urpKklJQUGYahadOmadq0aSWuf+rUKatHp5Ulv5fk2Wef1Zdffqlu3bqpVatW6tevnx555BHLI3ABADWfvb29unfvrm+//VbSlWL4nXfeqZ49e6qwsFDff/+9vLy8dObMGati+I3kybp160qSzp8/b9Xeo0cPSwH5lVdeKfExnn/MeeXJm2azWQsXLtTrr7+u1NRUyzytkiyPir0R3bp1K/FL+zciMzNTWVlZWr58uZYvX15in1OnTln9XtL7gpkzZ2rgwIFq3bq12rdvr/79++tvf/ubOnbsWKHxAsCtoLx/mx0dHbVixQrdfvvtcnZ2tswb/Ud2dnZq0aKFVVvr1q0lXZlrW7qSX319fS25tMjv8+/v/fHztHTlOnPR5+bryTMVfd36zJkzeuGFF7Ru3bpi2yrpuvnVFO1/QEBAsWV//PLb4cOHlZ2drUaNGpU4VlEsP//8syRd8/P/8ePHNX36dH300UfFjsXv9+Puu++Wj4+P1qxZo7vuuktms1nvvPOOBg4cWOy8lqYs1wAGDRqkN998U48//riee+453XXXXfrLX/6ihx56yPLlwCLjxo1TXl6e9uzZo3bt2pUpBlQPFMMBWCntbqrfF63nzZunYcOG6cMPP9QXX3yhp59+WnFxcfr+++9LnHPk98aMGaOVK1dq3Lhx6t69u9zd3WUymTR48OASv5lVlniuxx+/HV6acePG6f7779fGjRv1+eefa9q0aYqLi9NXX31lNZ9Ju3btlJWVpbfffltPPPHEdV+MBwCgNKXlxGvlyqL8+vbbbxf7Mpckq7vKb7YmTZooLCysxGVFcU+cOFHh4eEl9imaW7xIWfP7HwUGBurgwYP6+OOPlZCQoPfff1+vv/66pk+frhdeeOG6xgQAVD89e/bUiy++qLy8PH377bd6/vnn5eHhofbt2+vbb7+Vl5eXJFkVw29E27ZtJUn79+9Xp06dLO0NGza05Md//etfJa77x5xXnrz50ksvadq0aXrsscc0a9Ys1a9fX3Z2dho3btw175iylaK4Hn30UQ0dOrTEPn8saJf0vqBXr176+eefLdcz3nzzTc2fP1/x8fF6/PHHKz5wAKjBrudv8+effy7pyp3Phw8fvmnXUMv6ubk8+1LR160ffvhhbdu2Tc8884w6d+6sOnXqyGw2q3///pWan81msxo1aqQ1a9aUuPxaT1f9vcLCQt199906c+aMnn32WbVt21aurq5KS0vTsGHDrPbD3t5ejzzyiN544w29/vrr+u6773Ty5Ek9+uijZd5eWa4BuLi46JtvvtGWLVv0ySefKCEhQevXr9ef/vQnffHFF1bnceDAgVq3bp3+8Y9/6K233ipWLEf1RTEcqKYaNmwoNzc37d+//6r9mjVrpoMHDxZrT05Otiy/Hh06dFCHDh00depUbdu2TT169FB8fLxmz54tSSV+q0+S3nvvPQ0dOlTz5s2ztOXl5SkrK+u64rjatipKy5YtNWHCBE2YMEGHDx9W586dNW/ePKuLEp6ennrvvffUs2dP3XXXXfrPf/4jX1/fSo0LAICyKHoUXKNGjUotPF9NZb2XuJaiOwEcHByuK+7ycnV11aBBgzRo0CAVFBToL3/5i1588UVNnjy52CPgAAA105133qmCggK98847SktLsxS9e/XqZSmGt27d2lIUl24sT95zzz2yt7fXmjVr9Ne//vWGYi9P3nzvvffUt29f/fOf/7Rqz8rKkqenp+X3yv6sXZqSttuwYUPVrVtXhYWFN/y+oH79+oqOjlZ0dLTOnz+vXr16acaMGRTDAaCcyvu3+aefftLMmTMVHR2tvXv36vHHH9e+ffuKPW3UbDbryJEjlrvBJenQoUOSpObNm0u6kl+//PJLnTt3zuou4uv9nFqReeb3yppLz549q82bN+uFF17Q9OnTLe3XO61H0f6XtP4f37e0bNlSX375pXr06HHV4nLRtYX9+/cX+2J6kX379unQoUNavXq1oqKiLO2lTZkSFRWlefPm6d///rc+++wzNWzYsNQv9d0IOzs73XXXXbrrrrv06quv6qWXXtLzzz+vLVu2WJ3viIgI9evXT8OGDVPdunW1dOnSCo8FtsHXGoBqys7OThEREfr3v/+tnTt3Flte9A20e++9Vz/88IO2b99uWZabm6vly5erefPmxeYIuZacnBxdvnzZqq1Dhw6ys7NTfn6+pc3V1bXEAre9vX2xb8ctWrTI6rFs5VXatm7UhQsXlJeXZ9XWsmVL1a1b12pfizRp0kRffvmlLl68qLvvvlu//fZbhccEAEB5hYeHy83NTS+99JIuXbpUbHlmZuZV16/o9xJl1ahRI/Xp00fLli3Tr7/+Wmz5teIujz/mbEdHRwUFBckwjBKPGQCgZgoJCZGDg4Nefvll1a9f3/J4zDvvvFPff/+9vv7662J3hd9InmzatKkee+wxffbZZ1q8eHGJfcp6d1l58mZJn8s3bNhgmVO8SNHUJZXxeftqSvqMb29vrwcffFDvv/9+iTcFlPV9wR9zfp06ddSqVasSP+MDAK6uPH+bL126pGHDhsnX11cLFy7UqlWrlJGRofHjx5c49u/zomEYWrx4sRwcHHTXXXdJupJ/CwsLi+XP+fPny2Qy6Z577qm0fSkPV1fXMj3ivOju5D/m5wULFlzXdn18fNS5c2etXr3aavubNm1SUlKSVd+HH35YhYWFmjVrVrFxLl++bMnJ/fr1U926dRUXF1fsmnlR3CXth2EYWrhwYYlxduzYUR07dtSbb76p999/X4MHD67wp9edOXOmWFvRXOAl5f+oqCi99tprio+P17PPPluhscB2uDMcqMZeeuklffHFF+rdu7dGjhypwMBA/frrr9qwYYP+85//yMPDQ88995zeeecd3XPPPXr66adVv359rV69WqmpqXr//ffL/aiPr776SqNHj1ZkZKRat26ty5cv6+2337a8YSgSHBysL7/8Uq+++qp8fX3l7++vkJAQ3XfffXr77bfl7u6uoKAgbd++XV9++eUNzUsWHByspUuXavbs2WrVqpUaNWpU6ryo5XHo0CHdddddevjhhxUUFKRatWrp//7v/5SRkaHBgweXuE6rVq30xRdfqE+fPgoPD9dXX311zblYAQCoTG5ublq6dKn+9re/6bbbbtPgwYPVsGFDHT9+XJ988ol69OhR6gV4SRX+XqI8lixZop49e6pDhw4aMWKEWrRooYyMDG3fvl2//PKL/vvf/1bIdvr16ydvb2/16NFDXl5eOnDggBYvXqwBAwaUea4yAED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sbOuwAPx/PCYdAAAAAAAAAAAAuE4ePT3U4h8tJEkp41KU82OOjSMCUIRiOAAAQDXGY7cAAKiGyN/VB+cKAACUkd8EP3lGeMooMJT4UKIu/XbJ1iEB0HU8Jr2wsFCrVq3S5s2bderUKZnNZqvlX331VYUFBwAAbh5yPAAA1Q/5GwCAqof8DNyaTCaT2qxso/P7zivv5zwl/TVJHT/pKJM9X64DbKncxfCxY8dq1apVGjBggNq3b8/dSAAA1BDkeAAAqh/yNwAAVQ/5Gbh1OXg4qP0H7bX7jt06+/lZHZt9TM1jm9s6LOCWVu5i+Lp16/Tuu+/q3nvvrYx4AACAjZDjAQCofsjfAABUPeRn4NZWp2MdtY5vreShyTr6wlHVDamrBv0b2Dos4JZV7jnDHR0d1apVq8qIBQAA2BA5HgCA6of8DVwDd2MCsAHyMwDvKG/5POEjGdKBvx7QxaMXbR0ScMsqdzF8woQJWrhwoQzDqIx4AACAjZDjAQCofsjfAABUPeRnAJIUsDBAdbvW1eUzl5X4UKIK8wptHRJwSyr3Y9L/85//aMuWLfrss8/Url07OTg4WC3/4IMPKiw4AABw85DjAQCofsjfAABUPeRnAJJk52Sndu+1087bdur8rvNKGZuiNsva2Dos4JZT7mK4h4eH/vznP1dGLAAAwIbI8QAAVD/kbwAAqh7yM4Aizs2cFbQ2SD/d85N+Xf6r3Lq7yWeYj63DAm4p5S6Gr1y5sjLiAAAANkaOr954/B4A3JrI39Uc+bvyVPSx5VwBKAfyM4Dfqx9eX81nNNfR2KM6/ORh1e1SV3U61bF1WMAto9zF8CKZmZk6ePCgJKlNmzZq2LBhhQUFAABshxwPAED1Q/4GAKDqIT8DKNJsajPlfJ+jM5+d0f4H9yt4Z7AcPByuvSKAG2ZX3hVyc3P12GOPycfHR7169VKvXr3k6+ur4cOH68KFC5URIwAAuAnI8dWTSSZbhwAAsCHydzVlIn9XG5wrANeB/Azgj0x2JgW+HSinZk7K+zlPyVHJMsw8eQa4GcpdDI+JidHXX3+tf//738rKylJWVpY+/PBDff3115owYUJlxAgAAG4CcjwAANUP+RsAgKqH/AygJA4NHNT+/fYyOZr0279/0/E5x20dEnBLKPdj0t9//32999576tOnj6Xt3nvvlYuLix5++GEtXbq0IuMDAAA3CTkeAIDqh/wNAEDVQ34GUJq6wXUVsDhAh0YeUurzqXK73U317qpn67CAGq3cd4ZfuHBBXl5exdobNWrEI14AAKjGyPEAAFQ/5G8AAKoe8jOAq/F53Efew7wls5Q0JEl5v+TZOiSgRit3Mbx79+6KjY1VXt7//ue8ePGiXnjhBXXv3r1CgwMAADcPOR4AgOqH/A1cA3N+A7AB8jOAqzGZTAp4PUCunVx1KfOSkh5OkrnAbOuwgBqr3I9JX7hwocLDw/X/2rvz8Kjq++3j90z2AEmASBbWAGHJwqrGUCpaI4nSSqpSpLYsUrAUFBsFBDEIqCgIAkpFbNmsKFItUrX5iQitLRFliZJAkD0IJKxJIJAEkvP84cPUkQAJTHLmDO/Xdc2FnPnOnHvOxNwkn5k5zZo1U+fOnSVJX3/9tfz9/fV///d/Lg8IAADqBh0PAID10N8AALgf+hnAlXgFeCnuvTht7L5RxZnF2v3EbkXPjTY7FuCRajwMj4uL086dO/XWW28pNzdXkjRgwAA9+OCDCggIcHlAAABQN+h4AACsh/4GAMD90M8AqiOgTYA6vtlR2fdk6+ArBxWUGKSwARefYgHAtanxMFySAgMDNWzYMFdnwVWaNk0qKTE7BQDghx59VGrSxOwUNUfHAwBgPfQ3AADuh34GUB2hvwhViwktlPd8nnb8bofqd6qverH1zI4FeJRqDcNXrVqlu+66Sz4+Plq1atVl195zzz0uCYbqe/ll6ehRs1MAAH7o17+2xjCcjvcchgyzIwAA6gj97UEM+rvWuPrY8lwBuAL6GcDVipoSpeINxSpcU6js+7LV/cvu8g66qveyAqhCtf5vSk1NVX5+vpo0aaLU1NRLrrPZbKqoqHBVNlTT734nnT5tdgoAwA81amR2guqh4wEAsB76GwAA90M/A7haNi+bYpbFaGO3jTq746x2DN2hmHdjZLPZzI4GeIRqDcMrKyur/G+4h+efNzsBAMCq6Hjr4wcjALj+0N8egP62Dp4rANVEPwO4Fr5NfBX7t1hl3Zqlo387qu9mf6fmf2xudizAI9hreoOlS5eqrKzsou3l5eVaunSpS0IBAIC6R8cDAGA99DcAAO6HfgZwNYJvCVabWW0kSbvH7Fbh54XmBgI8RI2H4UOGDFFRUdFF20+dOqUhQ4a4JBQAAKh7dDwAANZDfwMA4H7oZwBXq+nIpmoyoIlUIW371TaV5V/8whoANVPjYbhhGFV+HOd3332n4OBgl4QCAAB1j44HAMB66G8AANwP/QzgatlsNrV/o70CYwNVnl+ubf23qfI8p14ArkW1zhkuSV27dpXNZpPNZtMdd9whb+//3bSiokJ79+5VSkpKrYQEAAC1h44HAMB66G8AANwP/QzAFbzqeSnuvThtunGTiv5dpL0T9qrN9DZmxwIsq9rD8NTUVElSVlaWkpOTVb9+fcd1vr6+atWqle677z6XBwQAALWLjgcAwHrob6CaqnhnJgDUFvoZgKsEtg9U+0Xtta3fNh2YcUBBtwTphntvMDsWYEnVHoZPmjRJktSqVSs98MAD8vPzq7VQAACg7tDxAABYD/0NAID7oZ8BuFKT+5uo+PFifTfzO+UOzlW9uHoKbBdodizAcmp8zvCYmBhlZWVdtH3Dhg3auHGjKzIBAAAT0PHWZhiG2REAACagvy2O/q49rj62PFcAaoB+BuAqrae1VvBPg1VxqkI59+WooqTC7EiA5dR4GD5y5EgdOHDgou0HDx7UyJEjXRIKAADUPToeAADrob8BAHA/9DMAV7H72BWzPEa+4b4qyS7Rjod38IYIoIZqPAzftm2bunXrdtH2rl27atu2bS4JBQAA6h4db002cR5MALie0d8WxXmsrYPnCsBVoJ8BuJJfhJ9ilsdIXtKRt47o4LyDZkcCLKXGw3A/Pz8VFBRctP3w4cPy9q72KcgBAICboeMBALAe+hsAAPdDPwNwtZBbQ9RmehtJ0u4/7lbRf4tMTgRYR42H4b1799b48eNVVPS//9EKCws1YcIE3XnnnS4NBwAA6g4dDwCA9dDfAAC4H/oZQG1o9sdmuqH/DTLOG8rpl6Oy/DKzIwGWUOOXob300ku69dZb1bJlS3Xt2lWSlJWVpbCwML355psuDwgAAOoGHQ8AgPXQ3wAAuB/6GUBtsNlsav/n9irZWqIz285o26+2qfOazrL71Ph9r8B1pcbD8KZNm+qbb77RW2+9pa+//loBAQEaMmSIBgwYIB8fn9rICAAA6gAdDwCA9dDfAAC4H/oZQG3xru+tuPfjtOmmTSr6vEi7x+xW9Oxos2MBbu2qTlBSr149DR8+3NVZAACAyeh4AACsh/4GAMD90M8Aaktg+0B1WNpBOb/M0cE5BxWUEKSwAWFmxwLc1lUNw3fu3Km1a9fqyJEjqqysdLouPT3dJcEAAEDdo+MBALAe+hu4DJvN7AQArlP0M4DadEPqDWoxvoXypuVpx+92qF5cPdWPr292LMAt1XgY/sYbb2jEiBEKDQ1VeHi4bD/4ocJms1HkAABYFB0PAID10N8AALgf+hlAXYiaGqVTG0/p5OqTyrk3R92+6iafEE7FAPxYjYfhzz77rJ577jmNGzeuNvIAAACT0PHWZsgwOwIAwAT0t8UZ9HetcfWx5bkCUAP0M4C6YPOyqeOyjtrUfZPO7jqr3IG5ilsZJ5udT8YBfshe0xucPHlS/fr1q40sAADARHQ8AADWQ38DAOB+6GcAdcU31Fdx78fJ5mfT8X8c1/7n95sdCXA7NR6G9+vXT5988kltZAEAACai463JxnkwAeC6Rn9bFP1tHTxXAK4C/QygLjXo3kDt/tROkrQvfZ+OZxw3ORHgXmr8Melt27bV008/rS+++ELx8fHy8XE+/8Cjjz7qsnAAAKDu0PEAAFgP/Q0AgPuhnwHUtYiHIlT8RbEOv3FY23+9Xd03dVdAVIDZsQC3UONh+IIFC1S/fn3961//0r/+9S+n62w2G0UOAIBF0fEAAFgP/Q0AgPuhnwGYIfqVaJ3OOq1TX51Szr056rq+q7wCvMyOBZiuxsPwvXv31kYOAABgMjoeAADrob8BAHA/9DMAM9j97Ip9L1abum3S6azT+nbEt+qwqAOn2MN1r8bnDAcAAAAAAAAAAADgXvyb+ytmeYxklwqWFOjQ64fMjgSYrlrvDE9LS9PUqVNVr149paWlXXbtrFmzXBIMAADUPjoeAADrob8BAHA/9DMAd9HwZw3Velpr7Rm3R7se3aX6Xeor+JZgs2MBpqnWMHzLli06d+6c478BAIBnoOMBALAe+huoAT4WFEAdqc1+njdvnmbMmKH8/Hx17txZr7zyim6++eZLrl+xYoWefvpp7du3T9HR0XrxxRd19913O643DEOTJk3SG2+8ocLCQv3kJz/Ra6+9pujoaEnSvn37NHXqVH322WfKz89XZGSkfvOb3+ipp56Sr6+v436++eYbjRw5Ul999ZVuuOEGPfLIIxo7dmyNsgCoHc3HNFfxl8U69t4x5dyfoxs33SjfMN8r3xDwQNUahq9du7bK/wYAANZGxwMAYD30NwAA7qe2+nn58uVKS0vT/PnzlZCQoNmzZys5OVk7duxQkyZNLlq/fv16DRgwQNOmTdPPf/5zLVu2TKmpqdq8ebPi4uIkSdOnT9fcuXO1ZMkSRUVF6emnn1ZycrK2bdsmf39/5ebmqrKyUq+//rratm2r7OxsDRs2TCUlJXrppZckScXFxerdu7eSkpI0f/58bd26VQ899JBCQkI0fPjwamcBUDtsNps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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_risk_scenarios()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Expected Value of the World Without Interventions\n", "\n", "Let us start with an example. Let us calculate the expected value of the world if risk followed constant risk and value. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def eg_plotEw_constant_value(T=1000, r_type=\"constant\", r_high=0.0022289477, step=50): \n", " # Generate constant value vector and constant risk vector (can set r_high set to 0.01 as an example)\n", " v_constant = generate_value_vector(T, \"constant\")\n", "\n", " r_vector = generate_risk_vector(T, r_type, r_high=0.01) # let's use 0.01 for risk since we know (and showed above) that it should converge to 99\n", "\n", " # Calculate Ew for each specified period and store in a list (the step is how often we calculate Ew)\n", " Ew_list = [calculate_Ew(t, v_constant[:t], r_vector[:t]) for t in range(1, T + 1, step)]\n", "\n", " # Plot\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(range(1, T + 1, step), Ew_list, color='b')\n", " if r_type == \"constant\":\n", " plt.title(\"E(w) for Constant Risk & Constant Value\")\n", " elif r_type == \"top\":\n", " plt.title(\"E(w) for Time of Perils & Constant Value\")\n", " plt.title(\"E(w) for Constant Risk & Constant Value\")\n", " plt.xlabel(\"Period\")\n", " plt.ylabel(\"E(w)\")\n", " plt.show()\n", " \n", "eg_plotEw_constant_value()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time of Perils under Constant Value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now under the Time of Perils structure, when the value is constant." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "if not skip_execution:\n", " eg_plotEw_constant_value(T=20000, r_type=\"top\", step=2000) #runtime is about 30s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Performance is an issue, even before having a high enough $T$ that could show convergence. A new approach is warranted. We test the running times further below." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "if not skip_execution:\n", "\n", " T = 3000\n", " step = 50 # Calculate E(w) every 50 periods\n", "\n", " # Start the timer\n", " start_time = time.time()\n", "\n", " # Generate constant value vector and top risk vector \n", " v_constant = generate_value_vector(T+1, \"constant\")\n", " r_top = generate_risk_vector(T+1, \"top\")\n", "\n", " # Calculate Ew for each specified period and store in a list\n", " Ew_list = []\n", " for t in range(step, T + 1, step):\n", " Ew = calculate_Ew(t, v_constant[:t], r_top[:t])\n", " Ew_list.append(Ew)\n", " \n", " # Print the run time up until this point\n", " elapsed_time = time.time() - start_time\n", " print(f\"Elapsed time after {t} periods: {elapsed_time:.2f} seconds\")\n", "\n", " # Plot\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(range(step, T + 1, step), Ew_list, color='b')\n", " plt.title(\"E(w) for Constant Risk & Constant Value (every 50 periods)\")\n", " plt.xlabel(\"Period\")\n", " plt.ylabel(\"E(w)\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modifications to make use of cumulative properties of $E(w)$ and speed up code\n", "\n", "For contrast, recall:\n", "```python\n", "def calculate_Ew(T, v, r):\n", " Ew = 0\n", " \n", " for i in range(T):\n", " prod_term = 1\n", " \n", " for j in range(i+1): \n", " prod_term *= (1 - r[j])\n", " \n", " Ew += prod_term * v[i]\n", " \n", " return Ew\n", "```\n", "\n", "One possible improvement is to elliminate the second ```for``` loop. We opt for an alternative. The function `calculate_Ew_incremental` is designed to incrementally update the expected value $ E(w) $ and the \"product term\" (which I'll refer to as ```prod_term``` at each time period $ t $.\n", "\n", "Here's the new function definition again for reference:\n", "\n", "```python\n", "def calculate_Ew_incremental(prev_Ew, prev_prod_term, v_i, r_i):\n", " new_prod_term = prev_prod_term * (1 - r_i[-1])\n", " new_Ew = prev_Ew + new_prod_term * v_i[-1]\n", " return new_Ew, new_prod_term\n", "```\n", "\n", "### Inputs:\n", "\n", "1. `prev_Ew`: The previous value of $ E(w) $ up to time $ t-1 $.\n", "2. `prev_prod_term`: The previous value of $ \\text{prod\\_term} $, which represents the product of $ (1 - r_j) $ terms up to time $ t-1 $.\n", "3. `v_i`: The value vector for time $ t $, which is expected to be a one-element list in the way it's used here.\n", "4. `r_i`: The risk vector for time $ t $, which is also expected to be a one-element list in this context.\n", "\n", "### Steps:\n", "\n", "1. `new_prod_term = prev_prod_term * (1 - r_i[-1])`: Here, we update $ \\text{prod\\_term} $ by multiplying it with $ (1 - r_t) $. Since $ r_i $ is expected to be a one-element list, `r_i[-1]` grabs that single element.\n", "\n", "2. `new_Ew = prev_Ew + new_prod_term * v_i[-1]`: We update $ E(w) $ by adding $ \\text{prod\\_term} \\times v_t $ to the previous $ E(w) $. Again, because $ v_i $ is expected to be a one-element list, `v_i[-1]` grabs that element.\n", "\n", "3. `return new_Ew, new_prod_term`: Finally, we return the updated $ E(w) $ and $ \\text{prod\\_term} $ for use in the next iteration.\n", "\n", "By calculating $ E(w) $ in this incremental way, we save computational time." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Modified calculate_Ew to handle incremental Ew calculation\n", "def calculate_Ew_incremental(prev_Ew, prev_prod_term, v_i, r_i):\n", " new_prod_term = prev_prod_term * (1 - r_i[-1]) # r_i[-1] notation for grabbing last element\n", " new_Ew = prev_Ew + new_prod_term * v_i[-1]\n", " return new_Ew, new_prod_term" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us run an example and observe the run times" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def eg_quicker_ew_top_risk_constant_value():\n", "\n", " # Initial setup\n", " T = 150000\n", " step = 1 # what we're recording for our graph\n", " v_constant = generate_value_vector(T+1, \"constant\")\n", " r_top = generate_risk_vector(T+1, \"top\")\n", "\n", " # Initialize variables\n", " Ew = 0\n", " prod_term = 1\n", " Ew_list = []\n", "\n", " # Start the timer\n", " start_time = time.time()\n", "\n", " # Loop through each period, but only store the E(w) every 'step' periods\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v_constant[t-1:t], r_top[t-1:t])\n", " \n", " # If the current period is a multiple of 'step', then store the E(w)\n", " if t % step == 0:\n", " Ew_list.append(Ew)\n", " \n", " # Print the run time up until this point\n", " # elapsed_time = time.time() - start_time\n", " # print(f\"Elapsed time after {t} periods: {elapsed_time:.2f} seconds\")\n", "\n", " # Plot\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(range(step, T + 1, step), Ew_list, color='b')\n", " plt.title(f\"E(w) for ToP Risk & Constant Value\")\n", " plt.xlabel(\"Period\")\n", " plt.ylabel(\"E(w)\")\n", " plt.show()\n", "\n", "eg_quicker_ew_top_risk_constant_value() #runtime is about 0.1s. \n", "\n", "# With many loops gone, it's over 300x faster than the previous version and has a much higher T." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convergence\n", "\n", "It is useful to automate convergence testing of each scenario. Below we create a separate function that checks for convergence based on a given tolerance level. This function will compare the last two $ E(w) $ values and return `True` if they have converged within the tolerance or `False` otherwise. If the function returns `True`, the loop breaks, and the program will print out the period at which it converged." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Function to check for convergence\n", "def has_converged(new_value, prev_value, tolerance=1e-5):\n", " if abs(new_value - prev_value) < tolerance:\n", " return True\n", " return False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And a quick example of convergence is shown below." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Converged at period 112993, E(w)=8088.628467\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def eg_convergence_plot():\n", " # Initial setup\n", " T = 150000\n", " step = 1\n", " tolerance = 1e-5 # Convergence tolerance\n", " v_constant = generate_value_vector(T+1, \"constant\")\n", " r_top = generate_risk_vector(T+1, \"top\")\n", "\n", " # Initialize variables\n", " Ew = 0\n", " prod_term = 1\n", " Ew_list = []\n", " prev_Ew = None # Variable to store the previous E(w) for convergence check\n", "\n", " # Start the timer\n", " start_time = time.time()\n", "\n", " # Loop through each period, but only store the E(w) every 'step' periods\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v_constant[t-1:t], r_top[t-1:t])\n", "\n", " # If the current period is a multiple of 'step', then store the E(w)\n", " if t % step == 0:\n", " Ew_list.append(Ew)\n", "\n", " # Convergence check\n", " if prev_Ew is not None:\n", " if has_converged(Ew, prev_Ew, tolerance):\n", " print(f\"Converged at period {t}, E(w)={Ew:.6f}\")\n", " break\n", " prev_Ew = Ew\n", " # Plot\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(range(step, len(Ew_list) * step + 1, step), Ew_list, color='b')\n", " plt.title(f\"E(w) for Constant Risk & Constant Value\")\n", " plt.xlabel(\"Period\")\n", " plt.ylabel(\"E(w)\")\n", "plt.show()\n", "\n", "eg_convergence_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Already, this feels like an insightful result. Suppose that, following the Time of Perils hypothesis, you thought that the world has a 20% chance of ending this century and then it falls to a much lower value of 1% of a catastrophe each century. Then, with constant value, the expected value of the whole of the future is 8,000 years of the value of today's world. Though constant value is an unlikely assumption, this is surprising given that the probability of surviving until an arbitrarily distant future is positive (though of course, it converges to zero, which guarantees convergence of $E(w)$ overall, as demonstrated in the technical report)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid: Scenarios of E(w)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to combine the different cases for both risk and value. We display these various scenarios in a grid." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def grid_risk_titles(r_type, axes=True):\n", " if axes:\n", " if r_type == 'constant':\n", " plt.title('Constant Risk')\n", " elif r_type == 'top':\n", " plt.title('Time of Perils')\n", " elif r_type == 'eras':\n", " plt.title('Two Great Filters')\n", " elif r_type == \"exponential_decay\":\n", " plt.title(\"Exponential Decay\")\n", " else:\n", " axes.set_title(f\"{r_type} Risk\")\n", " # fix middle graphs like above\n", " # if not axes: " ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [], "source": [ "def Ew_grid(T_value=1000, T_risk=1000, T_middle=135000, tolerance=1e-5, r_types = [\"constant\", \"top\", \"eras\", \"exponential_decay\"], value_types = [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], r_infty=1e-9):\n", " # Original implementation without has_converged and without calculate_Ew_incremental \n", " # (it would take around 24min to complete partial output (only constant and linear value cols) when T=10000 and step=100)\n", "\n", " colors_value = [\"b\", \"g\", \"r\", \"c\", \"m\"]\n", " colors_risk = [\"b\", \"g\", \"r\", \"m\"]\n", "\n", " plt.figure(figsize=(30, 25))\n", "\n", "\n", " T = T_value\n", " # First row: different value vectors\n", " for i, v_type in enumerate(value_types):\n", " plt.subplot(5, 6, i + 2) # +2 to leave the first subplot empty\n", " v = generate_value_vector(T, v_type)\n", " plt.plot(range(1, T + 1), v, color=colors_value[i])\n", " plt.title(f\"{v_type} value\")\n", " plt.xlabel(\"years\")\n", " plt.ylabel(\"value\")\n", " \n", " \n", " T = T_risk\n", " # First column: different risk vectors\n", " for i, r_type in enumerate(r_types):\n", " plt.subplot(5, 6, (i + 1) * 6 + 1)\n", " if r_type == \"exponential_decay\":\n", " r = generate_risk_vector(100000, r_type, r_infty=r_infty)\n", " plt.plot(range(1, 100000 + 1), r, color=colors_risk[i])\n", " else:\n", " r = generate_risk_vector(T, r_type, eras_periods=[100, 500, 100, T - 700], eras_risks=[0.0022289477, 0.0001, 0.0022289477, 0.0001])\n", " plt.plot(range(1, T + 1), r, color=colors_risk[i])\n", " grid_risk_titles(r_type)\n", " plt.xlabel(\"years\")\n", " plt.ylabel(\"risk\")\n", "\n", " T = T_middle \n", " # Middle plots: Ew for each combination of value and risk\n", " for i, v_type in enumerate(value_types):\n", " for j, r_type in enumerate(r_types):\n", " # # Custom T for some exponential decay cases\n", " if r_type == \"exponential_decay\":\n", " T = 105000\n", " # if r_type == \"exponential_decay\" and v_type == \"cubic\":\n", " # T = 210000\n", " # elif r_type == \"exponential_decay\" and v_type == \"quadratic\":\n", " # T = 1000000\n", " # elif r_type == \"exponential_decay\" and v_type == \"linear\":\n", " # T = 15000000\n", " # # Otherwise, use the default T\n", " else:\n", " T = T_middle\n", " plt.subplot(5, 6, (j + 1) * 6 + (i + 2)) # +2 to skip the first column\n", " v = generate_value_vector(T+1, v_type)\n", " r = generate_risk_vector(T+1, r_type, eras_periods=[100, 500, 100, T - 700], eras_risks=[0.0022289477, 0.0001, 0.0022289477, 0.0001], r_infty=r_infty)\n", "\n", " Ew = 0\n", " prod_term = 1\n", " Ew_list = []\n", " prev_Ew = None\n", " step = 1 # Calculate E(w) every \"step\" periods (previously tweaked to 1000 to accelerate the process during tests)\n", "\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v[t-1:t], r[t-1:t])\n", "\n", " if t % step == 0:\n", " Ew_list.append(Ew)\n", "\n", " # if prev_Ew is not None and has_converged(Ew, prev_Ew, tolerance):\n", " # break\n", " \n", " prev_Ew = Ew\n", "\n", " plt.plot(range(step, len(Ew_list) * step + 1, step), Ew_list, color=colors_risk[j])\n", " # improve the titles' format for each of the middle plots\n", " if r_type == 'constant':\n", " r_name = 'Constant'\n", " elif r_type == 'top':\n", " r_name = 'Time of Perils'\n", " elif r_type == 'eras':\n", " r_name = 'Two Great Filters'\n", " elif r_type == \"exponential_decay\":\n", " r_name = \"Exponential Decay\"\n", " else:\n", " r_name = f\"{r_type}\"\n", " plt.title(f\"{r_name} risk with {v_type} value\")\n", " plt.xlabel(\"years\")\n", " plt.ylabel(\"E(w)\")\n", "\n", " plt.tight_layout()\n", " plt.show() \n", " #runtimes:\n", " # 17s for T = 1 million \n", " # 7s for T = 300000\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us obtain the grid. Consider a relatively long horizon of $T=165,000$ years. Recall $E(w)$ at year $y$ is cumulative, it's the $E(w)$ if the length of the universe was $T=y$." ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [ { "data": { "image/png": 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ePZWcnKzPPvvMPm3lypWKi4tz2AfI7T5IXixdulQ1a9ZUjRo1HP7P3H777ZLEPgCQD9gPYD8gO+6+H5DT8++5FRER4TDacFBQkB566CFt375dsbGxmb6G7AWQ38hoMjo77p7Rmfn++++VlJSkESNG2M8nS+m/x6CgIH3zzTeSpK1bt+rMmTMaOHCgw3u9T58+CgkJyXYd/v7+8vHx0dq1a3Xu3LlctS8z5DtyiiJ4oJC7+sS09O+OQPny5TOdbgup/fv3S0ovkgoNDXW4rVy5UidPnsx2vYcPH7Z/1ejVatasaX8+r7p06aJVq1bp+++/16ZNm3T69GlNmTJFVqtVBw4ckGEYGjNmTIZ2275i/Nq2R0ZG5qkdzz77rAIDA9WkSRNVq1ZNQ4YM0c8//5znfgGAK5AT7psTOVlvZGSkRo4cqf/9738qVaqUoqOj9dZbb2V6AXf+/Pl66623NGPGDPXu3TtHbfDy8lKzZs20bt06SekH+K1atVLLli2VmpqqjRs3as+ePTp79uwNH+Bf+160HWRndwB96tQpJSQkqHbt2tkuO7fvt+u1JTfbPTOXL1/W2LFjVb58efn6+qpUqVIKDQ1VXFxcpsvIy7bJjre3t7p166YvvvhCiYmJktKL0ZOTkx1OCkjSvHnzVLduXfn5+alkyZIKDQ3VN998k6cigczs379fhmGoWrVqGf4m9+7de93/JQByjswn87Pj7pmf3+uwva/79u2b4f3xv//9T4mJifZtm9vczun7qFSpUmrbtq2WLFlin7Z48WJ5e3vr3nvvtU9LS0vTtGnTVK1aNYf1//777/max/Hx8SpdunSG7XHhwgXyGE7z008/6a677lJERIQsFkuevip4xYoVuuWWW1SsWDGFhoaqW7duiomJyfe25gYZTAZnx90z+NSpU7p8+bKqVauW4bnM3l85ldN8PXz4cK7WndXv9Oeff1a7du1UtGhRFS9eXKGhoXr++eclKU95+tdff0nSdc9HZKZevXqqUaOGwwfhFi9erFKlStkvkEu53wfJi/3792v37t0Z/larV68uKePfKpCZG83vK1euqF+/fqpTp468vb3VtWvXTOdbu3atGjZsKF9fX1WtWlVz58694bY7A/sB7Adkxwz7ATk5/55bVatWzVDYZsuerPbdyV4g/+XHMfiSJUtUv359BQQEqGLFinrttdfyv6EFhIwmo7Pj7hmdGdt759r3l4+PjypXrmx/3nZftWpVh/m8vb1VqVKlbNfh6+uryZMn67vvvlNYWJhuvfVWvfrqq1l+iO16yHfklPf1ZwHgybL6VF5W0w3DkCT7iGcLFixQeHh4hvmu/jSYs5UrV07t2rXL9Dlbu5966qksR6K5Nsiv9wnCrNSsWVP79u3T119/reXLl+vTTz/V22+/rbFjx2rChAl5WiYAOBs5kZG75ERO1ztlyhT169dPX3zxhVauXKnhw4dr0qRJ2rhxo8qVK2efr0WLFtqxY4dmzpypHj16qESJEjlafsuWLTVx4kRduXJF69at0wsvvKDixYurdu3aWrduncLCwiTphg/wr/eec6actCWn2z0zw4YN05w5czRixAg1a9ZMwcHBslgs6tWrl/09mtv25FavXr30zjvv6LvvvlPXrl21ZMkS1ahRQ/Xq1bPP8+GHH6pfv37q2rWrnn76aZUuXVpeXl6aNGmS/aREVrL6dH5qaqrD47S0NFksFn333XeZ9jMwMDAPvQOQGTI/IzLfkSdlfk7f16+99prq16+f6by2DMptbufmfdSrVy/1799fO3bsUP369bVkyRK1bdtWpUqVss/z8ssva8yYMRowYIBefPFFlShRQlarVSNGjMh0/VezWCyZbtfM8rh06dJauHBhpssJDQ3NcZ+AG3Hx4kXVq1dPAwYMcPgwSE4dOnRIXbp00ciRI7Vw4ULFx8friSee0L333ptvIzvlBRmcERnsyFMyOKfHgVLu8zWnMvud/vXXX2rbtq1q1KihqVOnqnz58vLx8dG3336radOm3dD68qpnz56aOHGiTp8+rWLFiunLL79U7969Hf6ub2QbZfe7uPp9kJaWpjp16mjq1KmZzn9tARCQmRvN79TUVPn7+2v48OH69NNPM53n0KFD6ty5sx555BEtXLhQq1ev1n/+8x+VKVPmhr6VwhnYD8iI/QBHnrAfkJt9AFche4GMbjTDv/vuO/Xp00czZsxQ+/bttXfvXg0cOFD+/v4aOnRoAbQ4f5HRGZHRjjwhowvCiBEjdNddd2nZsmVasWKFxowZo0mTJmnNmjVq0KCBU9tCvhceFMEDyJMqVapIkkqXLp3lTlJ2KlasqH379mWY/scff9ifLwiVK1eWJBUpUiRP7c6tokWLqmfPnurZs6eSkpJ07733auLEiRo1apT8/PwKfP0A4CrkRM44Kyfq1KmjOnXqaPTo0frll1/UokULzZ49Wy+99JJ9nqpVq+rVV19VmzZt1KFDB61evVrFihW77rJbtWqlpKQkffTRRzp69Kj9QP7WW2+1H+BXr17dfqCflbx+NWp2QkNDFRQUpF27dmU7X0G936633bPq8yeffKK+fftqypQp9mlXrlxRXFxcntqR3bqycuutt6pMmTJavHixWrZsqTVr1uiFF17I0M7KlSvrs88+c1i+bUSI7ISEhGTan2tHsKhSpYoMw1BkZKT90/AA3AuZnzNk/r8KIvPzm+19HRQUdN33R0Hktk3Xrl01ePBg+2g1f/75p0aNGpVh/bfddpvef/99h+lxcXEOxfKZCQkJyfRrczPL4++//14tWrTI88UtID907NhRHTt2zPL5xMREvfDCC/roo48UFxen2rVra/LkyWrTpo0kadu2bUpNTdVLL71k/9rnp556Sl26dFFycrKKFCnijG7kGzI4Z8jgfxXUcbe/v799tMOrXfv+so1Wd21GZjaSYU7ztWLFijlad3a++uorJSYm6ssvv3QYYS+zryPP6Ta0/X3u2rUrT+/znj17asKECfr0008VFhamhIQE9erVy2GeG9kHye6Y3PY3auvHb7/9prZt25piHw7u6Ubzu2jRopo1a5ak9G9tyOy9O3v2bEVGRtr/HmrWrKn169dr2rRpbl8En1fsB+QM+wH/cuX596v3AYoXL26fntVoxrbRiK9u859//ilJWY5AS/YC+e9GM3zBggXq2rWrHnnkEUnpGTBq1ChNnjxZQ4YM8dj3OBmdM2T0v5z1t2B77+zbt88he5KSknTo0CH7790234EDB3TbbbfZ50tJSVFMTIzq1q173XVVqVJFTz75pJ588knt379f9evX15QpU/Thhx9K4tga+c/q6gYAMKfo6GgFBQXp5ZdfVnJycobnT506le3rO3XqpM2bN2vDhg32aRcvXtS7776rSpUqqVatWvneZil9R7NNmzZ65513dPz48QzPX6/duXHmzBmHxz4+PqpVq5YMw8h0mwGAJyEnrs8ZOZGQkKCUlBSHaXXq1JHValViYmKG+evWratvv/1We/fu1V133aXLly9fdx1NmzZVkSJFNHnyZJUoUUJRUVGS0g/8N27cqB9//DFHn3AvWrRovn2lmI3ValXXrl311VdfaevWrRmet31CPr/fbznd7kWLFs30wNjLyyvDp/dnzJhxQyPjZLWurFitVt1333366quvtGDBAqWkpKhnz54Z2ik5jjSwadMmh+2YlSpVqig+Pl6///67fdrx48f1+eefO8x37733ysvLSxMmTMiwTQzDyPB3BMD5yPzrI/MdFUTm57dGjRqpSpUqev3113XhwoUMz1/9/iiI3LYpXry4oqOjtWTJEn388cfy8fFR165dHebJbP1Lly7V0aNHr7v8KlWq6I8//nDoz2+//Zbh64d79Oih1NRUvfjiixmWkZKSki8F/0B+GDp0qDZs2KCPP/5Yv//+u7p3764OHTrYC2QbNWokq9WqOXPmKDU1VfHx8VqwYIHatWtnugJ4iQzOCTLYUUFksJeXl6Kjo7Vs2TIdOXLEPn3v3r1asWKFw7xBQUEqVaqUfvrpJ4fpb7/9dqbLzUm+durUSRs3btTmzZvt006dOpXlt5dk1QfJ8dg2Pj5ec+bMyTBvTo+tGzZsqMjISE2fPj3D/DkZra9mzZqqU6eOFi9erMWLF6tMmTK69dZbM7Q7r/sgVapU0caNG5WUlGSf9vXXX+vvv/92mK9Hjx46evSo3nvvvQzLuHz5si5evHjddQHXc738zokNGzZkKIqJjo7O0Tkqs2I/4PrYD3DkyvPvtgK2q/cBLl68qHnz5mW63GPHjjmcJ05ISND8+fNVv379TEdVlshewBWul+GJiYkZipn9/f31zz//ZPkhGE9ARl8fGe3IWefL27VrJx8fH7355psOefb+++8rPj5enTt3liQ1btxYJUuW1HvvveewDRcuXKhz585lu45Lly7pypUrDtOqVKmiYsWK5ega+bXId+QUI8EDyJOgoCDNmjVLDz74oBo2bKhevXopNDRUR44c0TfffKMWLVpo5syZWb7+ueee00cffaSOHTtq+PDhKlGihObNm6dDhw7p008/tY/GVBDeeusttWzZUnXq1NHAgQNVuXJlnThxQhs2bNA///yj3377LV/W0759e4WHh6tFixYKCwvT3r17NXPmTHXu3DlHnxoEADMjJ67PGTmxZs0aDR06VN27d1f16tWVkpKiBQsWyMvLS926dcv0Nbfccou++OILderUSffdd5+WLVuWbUFIQECAGjVqpI0bN+quu+6yf3r51ltv1cWLF3Xx4sUcHeA3atRIixcv1siRI3XzzTcrMDBQd911V946fpWXX35ZK1euVOvWrTVo0CDVrFlTx48f19KlS7V+/XoVL148399vOd3ujRo10vfff6+pU6cqIiJCkZGRatq0qe68804tWLBAwcHBqlWrljZs2KDvv/9eJUuWzPN2aNSokWbNmqWXXnpJVatWVenSpXX77bdn+5qePXtqxowZGjd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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ew_grid() #runtime is about 22 seconds with exp decay exceptions and 3.6s without" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$T=165,000$ for all scenarios above, except for exponential decay risk. Exponential decay does not converge in a similar fashion, below we test it further with a 10 million year horizon." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convergence is always present in the 20 scenarios above. By contrast, there is no convergence for exponentially decaying risk when $r\\to 0$ and $v_t \\to \\infty$ as $t \\to \\infty$ (see appendix for this example). This matches the results shown by the report." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Value of Existential Risk Mitigation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Risk after mitigation action $M$\n", "\n", "We now define a function that returns the $r^\\prime$ risk vector after performing a mitigating action $M$.\n", "\n", "Parameters:\n", "- r (list): The original risk vector.\n", "- f (float): The mitigation factor, between 0 and 1.\n", "- P (int): The persistence of the mitigation, in periods.\n", "\n", "Returns:\n", "- list: The modified risk vector." ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original risk vector for the first 10 periods: [0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1]\n", "Mitigated risk vector for the first 10 periods: [0.08, 0.08, 0.08, 0.08, 0.08, 0.1, 0.1, 0.1, 0.1, 0.1]\n" ] } ], "source": [ "def apply_mitigation(r, f, P):\n", " # Modify a risk vector by applying a mitigation action.\n", " \n", " # Copy the original risk vector to avoid modifying it directly\n", " r_modified = r.copy()\n", " \n", " # Apply the mitigation factor for the first P periods\n", " for i in range(min(P, len(r))): # min in case P exceeds length of r\n", " r_modified[i] = r[i] * (1 - f)\n", " \n", " return r_modified\n", "\n", "# Example usage:\n", "original_risk = generate_risk_vector(r_high=0.1, r_type=\"constant\", T=100)\n", "mitigated_risk = apply_mitigation(original_risk, 0.2, 5) # This will reduce the risk by 20% for the first 5 periods.\n", "\n", "\n", "# Print the original and mitigated risk vectors\n", "print(\"Original risk vector for the first 10 periods:\", [round(r, 8) for r in original_risk[:10]])\n", "print(\"Mitigated risk vector for the first 10 periods:\", [round(r, 8) for r in mitigated_risk[:10]])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To save computational effort, it will be useful have the history of ```Ew```s for each period, so we will return that as well in a new function." ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The length of the E(w) vector up to period 15 is: 15\n", "The length of the v_constant vector up to period 15 is: 15\n", "The length of the r_constant vector up to period 15 is: 15\n", "The E(w) vector up to period 15 is: [0.9977710523, 1.9933181251078493, 2.9866461755575218, 3.9777601497337987, 4.966664982696898, 5.953365598507045, 6.937866910248993, 7.920173820056487, 8.90029121913667, 9.878223987794446, 10.853976995456765, 11.82755510069689, 12.798963151258567, 13.768205984080184, 14.735288425318842]\n" ] } ], "source": [ "def calculate_Ew_vector_up_to_t (t, v, r):\n", " Ew = 0\n", " prod_term = 1\n", " Ew_list = []\n", " prev_Ew = None\n", "\n", " for i in range(1, t + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v[i-1:i], r[i-1:i])\n", " Ew_list.append(Ew)\n", " return Ew_list\n", "\n", "# Example usage\n", "\n", "T = 15\n", "v_constant = generate_value_vector(T, \"constant\")\n", "r_constant = generate_risk_vector(T, \"constant\")\n", "\n", "print(f\"The length of the E(w) vector up to period {T} is: {len(calculate_Ew_vector_up_to_t(T, v_constant, r_constant))}\")\n", "print(f\"The length of the v_constant vector up to period {T} is: {len(v_constant)}\")\n", "print(f\"The length of the r_constant vector up to period {T} is: {len(r_constant)}\")\n", "\n", "print(f\"The E(w) vector up to period {T} is: {calculate_Ew_vector_up_to_t(T, v_constant, r_constant)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the mitigated risk vector, we can now calculate the mitigated E(M) up to each period (i.e. the value of mitigation if the universe suddenly ended $t$ periods from now). Our function calculates $ E(M) = E(w \\,|\\, M) - E(w) $. In this function, we will utilize the previously defined helper functions to compute $ E(w) $ with and without mitigation and then return the difference." ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "The expected value of M up to period 15 is: [0.00111447 0.0033397 0.00667195 0.01110753 0.01664273 0.0221656\n", " 0.02767615 0.03317443 0.03866045 0.04413424 0.04959583 0.05504524\n", " 0.06048251 0.06590766 0.07132072]\n", "The original E(w) vector up to period 15 is: [0.9977710523, 1.9933181251078493, 2.9866461755575218, 3.9777601497337987, 4.966664982696898, 5.953365598507045, 6.937866910248993, 7.920173820056487, 8.90029121913667, 9.878223987794446, 10.853976995456765, 11.82755510069689, 12.798963151258567, 13.768205984080184, 14.735288425318842]\n", "The mitigated E(w) vector up to period 15 is: [0.99888552615, 1.9966578205019623, 2.993318123723615, 3.988867675099994, 4.983307712534985, 5.975531195135747, 6.96554306348708, 7.953348247161479, 8.938951664743678, 9.922358223855145, 10.903572821178516, 11.882600342481977, 12.859445662643592, 13.834113645675577, 14.806609144748519]\n", "\n", "\n", "The expected value of M by period 6 is: 0.02216559662870221\n", "The original E(w) by period 6 is: 5.953365598507045\n", "The mitigated E(w) by period 6 is: 5.975531195135747\n", "The difference between the mitigated and original E(w) by period 6 is: 0.02216559662870221\n", "This is equal to the expected value of M by period 6: True\n" ] } ], "source": [ "def expected_value_vector_of_M_up_to_t(T, r_type = \"constant\", v_type = \"constant\" , f = 0.5, P = 5,\n", " eras_periods = [100, 500, 100, T - 700], eras_risks = [0.0022289477, 0.0001, 0.0022289477, 0.0001]):\n", " \n", " v = generate_value_vector(T, v_type)\n", " r_original = generate_risk_vector(T, r_type=r_type, eras_periods=eras_periods, eras_risks=eras_risks)\n", " \n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " \n", " Ew_original_vector = calculate_Ew_vector_up_to_t(T, v, r_original)\n", " Ew_mitigated_vector = calculate_Ew_vector_up_to_t(T, v, r_mitigated)\n", "\n", " # Calculate the difference E(M) = E(w | M) - E(w) for each period\n", " expected_value_diff_vector = np.array(Ew_mitigated_vector) - np.array(Ew_original_vector)\n", " \n", " # Test: print lengths of vectors\n", " # print(f\"Length of Ew_original_vector: {len(Ew_original_vector)}\")\n", " # print(f\"Length of Ew_mitigated_vector: {len(Ew_mitigated_vector)}\")\n", " # print(f\"Length of expected_value_diff_vector: {len(expected_value_diff_vector)}\")\n", " # print(f\"Length of v: {len(v)}\")\n", " # print(f\"Length of r_original: {len(r_original)}\")\n", " # print(f\"Length of r_mitigated: {len(r_mitigated)}\")\n", "\n", " return expected_value_diff_vector\n", "\n", "# Example usage\n", "T=15\n", "result = expected_value_vector_of_M_up_to_t(T)\n", "print(\"\\n\")\n", "print(f\"The expected value of M up to period {T} is: {result}\")\n", "\n", "# Can also see directly\n", "v = generate_value_vector(T, v_type=\"constant\")\n", "r_original = generate_risk_vector(T, r_type=\"constant\")\n", "r_mitigated = apply_mitigation(r_original, f=0.5, P=5)\n", "Ew_original_vector = calculate_Ew_vector_up_to_t(T, v, r_original)\n", "Ew_mitigated_vector = calculate_Ew_vector_up_to_t(T, v, r_mitigated)\n", "print(f\"The original E(w) vector up to period {T} is: {Ew_original_vector}\")\n", "print(f\"The mitigated E(w) vector up to period {T} is: {Ew_mitigated_vector}\")\n", "\n", "print(\"\\n\")\n", "\n", "# Quick coomparison\n", "print(f\"The expected value of M by period {6} is: {result[5]}\")\n", "print(f\"The original E(w) by period {6} is: {Ew_original_vector[5]}\")\n", "print(f\"The mitigated E(w) by period {6} is: {Ew_mitigated_vector[5]}\")\n", "print(f\"The difference between the mitigated and original E(w) by period {6} is: {Ew_mitigated_vector[5] - Ew_original_vector[5]}\")\n", "print(f\"This is equal to the expected value of M by period {6}: {result[5]==Ew_mitigated_vector[5] - Ew_original_vector[5]}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have all the necessary ingredients to compare the value of $M$ that each scenario obatins. Let's observe the value of worlds with and without the mitigation action side-by-side.\n", "\n", "We write a function where we can specify the mitigation factor and we plot the value of the world without mitigation (as the benchmark) and with mitigation. For the mitigation case we plot the value of the world for different values of P (the number of periods for which the mitigation is applied). In particular, we plot P = 1,5,50,500,T. We use the constant risk vector and the constant value vector for this example.\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_mitigated_vs_unmitigated_Ew(T, f, Ps=[1, 5, 50, 500, 1000], r_type=\"constant\", v_type=\"constant\"):\n", " # Initialize plot\n", " fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", " # fig, axes = plt.subplots(1, 2, figsize=(14, 6), dpi=300) # for high resolution\n", " \n", " # Generate original risk vector\n", " r_original = generate_risk_vector(T, r_type=r_type)\n", " \n", " # Plot risk vectors\n", " axes[0].plot(r_original, label=\"Original Risk\", color=\"blue\")\n", " for P in Ps:\n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " axes[0].plot(r_mitigated, linestyle=\"--\", label=f\"Mitigated Risk (P={P})\")\n", " \n", " axes[0].set_title(\"Risk Over Time\")\n", " axes[0].set_xlabel(\"Period\")\n", " axes[0].set_ylabel(\"Risk\")\n", " axes[0].legend()\n", " \n", " # Generate original value vector\n", " v = generate_value_vector(T, v_type=v_type)\n", " \n", " # Calculate and plot E(w) without mitigation\n", " Ew_original_vector = calculate_Ew_vector_up_to_t(T, v, r_original)\n", " axes[1].plot(Ew_original_vector, label=\"E(w) without Mitigation\", color=\"blue\")\n", " \n", " # Calculate and plot E(w) with mitigation\n", " for P in Ps:\n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " Ew_mitigated_vector = calculate_Ew_vector_up_to_t(T, v, r_mitigated)\n", " axes[1].plot(Ew_mitigated_vector, linestyle=\"--\", label=f\"E(w) with Mitigation (P={P})\")\n", " \n", " axes[1].set_title(\"Expected Value of the World Over Time\")\n", " axes[1].set_xlabel(\"Period\")\n", " axes[1].set_ylabel(\"E(w)\")\n", " axes[1].legend()\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Example usage\n", "T=1001\n", "plot_mitigated_vs_unmitigated_Ew(T, 0.5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tests:\n", "\n", "- It is useful to cross check these results against closed form solution for constant value and constant risk \n", "\n", "- It should match and the values that the graphs converge to. \n", "\n", "- Let us first check the closed form solution for constant value and constant risk. We know that the expected value of the world is given by the following formula:\n", "\n", "- What about the other cases?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Converged at period 5160, E(w) with P=1 is 448.137724\n", "Converged at period 5162, E(w) with P=5 is 450.132158\n", "Converged at period 5185, E(w) with P=50 is 471.967128\n", "Converged at period 5410, E(w) with P=500 is 639.382211\n", "Converged at period 5661, E(w) with P=1001 is 749.341267\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now we write code that gives us the same plots but until convergence by using the has_converged function\n", "\n", "def plot_mitigated_vs_unmitigated_Ew_convergence(T, f=0.5, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\", tolerance=1e-5):\n", " # Initialize variables\n", " Ew_original = 0\n", " prod_term_original = 1\n", " Ew_list_original = []\n", " prev_Ew_original = None\n", "\n", " Ew_mitigated = {P: 0 for P in Ps}\n", " prod_term_mitigated = {P: 1 for P in Ps}\n", " Ew_list_mitigated = {P: [] for P in Ps}\n", " prev_Ew_mitigated = {P: None for P in Ps}\n", "\n", " converged_flags = {P: False for P in Ps} # Flags to indicate if E(w) has converged for each P\n", "\n", " # Generate the constant value and risk vectors\n", " v = generate_value_vector(T+1, v_type=v_type)\n", " r_original = generate_risk_vector(T+1,r_type=r_type)\n", "\n", " for t in range(1, T + 1):\n", " # Update original E(w) values\n", " Ew_original, prod_term_original = calculate_Ew_incremental(Ew_original, prod_term_original, v[t-1:t], r_original[t-1:t])\n", "\n", " # Update mitigated E(w) values for each P\n", " for P in Ps:\n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " Ew_mitigated[P], prod_term_mitigated[P] = calculate_Ew_incremental(Ew_mitigated[P], prod_term_mitigated[P], v[t-1:t], r_mitigated[t-1:t])\n", "\n", " # Store and check the E(w)\n", " Ew_list_original.append(Ew_original)\n", "\n", " for P in Ps:\n", " Ew_list_mitigated[P].append(Ew_mitigated[P])\n", "\n", " if prev_Ew_mitigated[P] is not None and not converged_flags[P]:\n", " if has_converged(Ew_mitigated[P], prev_Ew_mitigated[P], tolerance):\n", " print(f\"Converged at period {t}, E(w) with P={P} is {Ew_mitigated[P]:.6f}\")\n", " converged_flags[P] = True\n", "\n", " prev_Ew_original = Ew_original\n", " for P in Ps:\n", " prev_Ew_mitigated[P] = Ew_mitigated[P]\n", "\n", " # Plot\n", " plt.figure(figsize=(14, 6))\n", " plt.plot(range(1, len(Ew_list_original) + 1), Ew_list_original, label=\"E(w) without mitigation\", color='b')\n", "\n", " for P in Ps:\n", " plt.plot(range(1, len(Ew_list_mitigated[P]) + 1), Ew_list_mitigated[P], linestyle=\"--\", label=f\"E(w) with P={P}\")\n", "\n", " plt.title(f\"E(w) for {r_type} Risk & {v_type} Value\")\n", " plt.xlabel(\"Period\")\n", " plt.ylabel(\"E(w)\")\n", " plt.legend()\n", " plt.show()\n", " \n", "# Example usage\n", "T=11000\n", "plot_mitigated_vs_unmitigated_Ew_convergence(T)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graph seems to suggest that halving the risk globally doubles total E(w). Is there a rule of this? cf with closed form solution in thorstad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us do the same exercise with ToP risk vector and constant value vector\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let us do the same exercise with Top risk vector and constant value vector\n", "\n", "plot_mitigated_vs_unmitigated_Ew_convergence(T=50000, r_type=\"top\", v_type=\"constant\") #runtime is about 1min" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The relative difference with respect to $E(w)$ in top & constnat value is much smaller, but the absolute difference is much larger. This is because the value of the world is much larger in the ToP case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot the expected value of $M$ for different values of $P$. We will use the constant value vector and the constant risk vector." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use expected_value_vector_of_M_up_to_t to calculate the expected value of M up to period T for each P then plot the results in one graph\n", "\n", "def plot_expected_value_of_M_up_to_t(T, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\", f=0.5):\n", " # Initialize plot\n", " fig, axes = plt.subplots(1, 1, figsize=(14, 6))\n", " \n", " # Generate original risk vector\n", " r_original = generate_risk_vector(T, r_type=r_type)\n", " \n", " # Generate original value vector\n", " v = generate_value_vector(T, v_type=v_type)\n", " \n", " # Calculate and plot E(w) without mitigation\n", " Ew_original_vector = calculate_Ew_vector_up_to_t(T, v, r_original)\n", " axes.plot(Ew_original_vector, label=\"E(w) without Mitigation\", color=\"blue\")\n", " \n", " # Plot expected valye of M up to period T for each P\n", " for P in Ps:\n", " Em_vector = expected_value_vector_of_M_up_to_t(T, r_type, v_type, f=f, P=P)\n", " axes.plot(Em_vector, linestyle=\"--\", label=f\"E(M) (with P={P})\")\n", " \n", " axes.set_title(f\"Expected Value of M up to the Period ({r_type} r, {v_type} v, f = {f}, T = {T})\")\n", " axes.set_xlabel(\"Period\")\n", " axes.set_ylabel(\"E(M)\")\n", " axes.legend()\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Example usage\n", "T=1000\n", "plot_expected_value_of_M_up_to_t(T, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example bears highlighting. In a sense, we can already see that persistence will be a major factor in determining how valuable a mitigation action is. If the mitigation action is not persistent, then it is not very valuable. This is because the risk of extinction will return to its original value after the mitigation action is over.\n", "\n", "In the plot above we can take $E(w)$ as the benchmark amount of value available in expectation given our present circumstances. With that in mind, when $P=1,5,50$ the value of $M$ is simply not on the scale of $E(w)$, let alone on an _astronomical_ scale. However, when $P=500, T$ the value of $M$ is on the order of magnitude of of $E(w)$. Next, let us examine convergence and then test a different case: Great Filters, with $F=2$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T=10000\n", "plot_expected_value_of_M_up_to_t(T, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph above would suggest that the only reason global risk reduction isn't astronomically valuable is because it E(w) wasn't astronomically valuable in the first place. Otherwise, at least in this case, it seems like $M$ with permanent effects would deserve as much counterfactual credit as the entire expected value of the world itself." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us fix the persistence $P$ and try with different values of $f$." ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Final E(M) values for each f: [49.849132487922645, 149.54736776806237, 448.6293281073746, 1339.1189960537124, 3555.081552227348]\n", "Ratio of E(M) to E(w) for f=0.1: 0.11135932333620967\n", "Ratio of E(M) to E(w) for f=0.25: 0.3340779036705903\n", "Ratio of E(M) to E(w) for f=0.5: 1.0022051721545928\n", "Ratio of E(M) to E(w) for f=0.75: 2.991494090761462\n", "Ratio of E(M) to E(w) for f=0.9: 7.941792691317049\n" ] }, { "data": { "image/png": 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zoUOHKo6Ojsrdu3d14nr37q1YWVkVOIc8J0+eVABl2LBhOu3vv/++Aii//fab2jZw4EDF3Ny80L4e9WhsYGCg8sYbbyiKoig5OTmKg4ODMn36dHWNn3/+eZF95f2cPf56F3SNBg4cqADKv//9b7VNq9UqHTp0UIyMjJQ7d+4UOVadOnUUHx+ffO1jxoxRAGX//v1qW1JSklKtWjXFxcVFfb0LY25urgwcODBfe97rPmTIEJ32rl27KhUqVFCfX7t2TdHX11eCgoJ04s6cOaMYGBjka39c3nt/9+7dyp07d5QbN24oa9asUSpUqKCYmpoqN2/efKIxfHx8FEBZsmRJvrF8fHx0ruG8efMUQFm1apXalpmZqTRv3lyxsLBQPztCQkIUQJk9e7Yal52drXh5eRX6XnjU//73PwVQzpw5o9N+6dIlRU9PT+natWu+1ynvMyUuLk4xMjJS2rVrpxOzcOFCBVC+++67fGv//vvv1baMjAzFwcFB6d69u9rWuXNnpU6dOkXO+fPPP1cA5erVq/mOFfS+9ff3V6pXr67TVrVqVQVQ9u3bp7bFxcUpxsbGyn//+1+1rbDPzcLkvZcmTJhQoviC/PbbbwqgjB49Ot+xvGv/JJ9BJV1rvXr1lA4dOhQ5t3fffVfnM/dRj1/7zMxM5bXXXlPatGmj0w4oRkZGyuXLl9W2U6dOKYCyYMECta2o1/lxWq1WcXZ21vlZUpSHf68+uvaSzF1RFGX16tX5zi3pZ0/e6/POO+/oxPXt2zff30UFyfucnj59unLnzh0lJiZGCQsLU+rXr68AysaNG9XYvNe3uEdRYxb2WZt37PH1KsrDv8+3b9+uKMrD1+v69ev5Yhs3bqw0a9bsmfaZp127doqHh0fBCxVCCPHUyE5bIYQQL5Svv/6aXbt26Twe3SEG8NprrzF9+nT+97//4e/vz927d1mxYoXO1/ryDBgwgHLlyqnPAwMDcXR0ZNu2bQCcPHlS/Tr8vXv31N0yKSkpvPHGG+zbtw+tVotWqyUkJISOHTsWWHO3uK8/7tq1iwcPHtCnTx+dXTn6+vo0bdqUPXv2ABAdHc3JkycZOHAgVlZW6vlt27aldu3aJbqG7dq1w87OTqdEwtWrV/n999/p06ePuuvG1NRUPZ6SksLdu3dp0aIFiqLk21lTGoqisHHjRjp27IiiKDrr9vf3JyEhodC7WAPqazR27Fid9v/+978AJfr6f3H69u1LWFgYMTEx/Pbbb8TExJS4NEJpjRo1Sv1z3leYMzMz2b17d6n627ZtG02aNKFVq1Zqm4WFBSNGjODatWucP3/+b833//7v/3See3l5ce/ePRITE4Hcm9tptVp69uyp8xo7ODhQo0YN9We7OH5+ftjZ2VG5cmV69+6NhYUFP/30E87Ozk88hrGxMYMHDy52zG3btuHg4KBTM9fQ0JDRo0eTnJzM3r171TgDAwPefvttNU5fX59///vfJVpb3s7G8uXL67SHhISg1WqZMmVKvt1weZ8pu3fvJjMzkzFjxujEDB8+HEtLy3zvAwsLC536nEZGRjRp0oQrV66obdbW1ty8eZOjR4+WaP6Pe/SzI+/bET4+Ply5coWEhASd2Nq1a+Pl5aU+t7Ozo1atWjrzKa1HX48ntXHjRjQaTYG73POu/ZN+BpVkrdbW1pw7d45Lly6Vat6PXvv4+HgSEhLw8vIq8LPUz88PV1dX9fnrr7+OpaVlqa+9RqOhR48ebNu2jeTkZLV97dq1ODs763wGFTf39PR07t69S7NmzQAKnH9xnz15r0/eTu08Y8aMKfmiyC27ZGdnh4ODA76+vkRGRvLZZ5/plBX44Ycf8v2/SUGP0n5TJS0tDWNj43ztJiYm6vFH/1tY7KPfInoWfeYpX748d+/eLXpRQggh/ja5EZkQQogXSpMmTUp0I7Jx48axZs0ajhw5wqxZswpNaD56d2TI/Uenm5ubWo4g7x/ORX3NOSEhgczMTBITE3nttddKuBJdeePk1cp7nKWlJQBRUVEFzhugVq1aRSY58xgYGNCrVy8WLVrErVu3cHZ2VhO4j9Z9vH79OlOmTGHLli3Ex8fr9PF44qU07ty5w4MHD/jmm2/45ptvCoyJi4sr9PyoqCj09PRwc3PTaXdwcMDa2lq9Vn9HXj3MtWvXcvLkSRo3bqzz8/G06enp5btxS82aNQFKPWZUVBRNmzbN15739fKoqKhS/9wCVKlSRed5XuIxPj4eS0tLLl26hKIoBf7MQm4StCS+/vpratasiYGBARUrVqRWrVpqkvJJx3B2di7RTceioqKoUaNGvoTpo9cu77+Ojo75biRUq1atEq0tj/LYV8AjIyPR09Mr8hcyeXN4fCwjIyOqV6+e731QqVKlfL9EKl++PKdPn1aff/DBB+zevZsmTZrg5uZGu3bt6Nu3Ly1btizROg4ePMjUqVMJDw/P93XwhIQEnV84Pf7zkzefxz9znpSBgQGVKlUq9fmRkZE4OTlhY2NTaMyTfgaVZK0zZsygc+fO1KxZk9dee42AgAD69+/P66+/XqJ5b926lY8//piTJ0/mq+39uGdx7Xv16sW8efPYsmULffv2JTk5mW3btjFy5Mhif3l5//59pk+fzpo1a/J99hf0d05xnz15r8+jiWl48vfliBEj6NGjB3p6elhbW6u1ox9V0vdGaZmamuarkwy5ye2844/+t7DYRxPjz6LPPIqilKhWrxBCiL9HkrZCCCH+ka5cuaImQs+cOVPqfrRaLQCff/45np6eBcZYWFjkqw9b2nFWrlyJg4NDvuMF7RL+O9566y0WLlzI6tWref/991m9ejW1a9dW15iTk0Pbtm25f/8+H3zwAe7u7pibm3Pr1i0GDRqkzrcghf1D7fEb0OT18dZbbxWaFC9JouJZ/sPQ2NiYbt26sWLFCq5cuZLvJmrFKem1+CcrrEZlXgJSq9Wi0Wj49ddfC4wt6o7pjyrqFzZPOkZBSYaylFcbMz4+/m8lGkuiuNcLcpPSERERbN26le3bt7Nx40YWLVrElClT8tUMfVxkZCRvvPEG7u7uzJ07l8qVK2NkZMS2bdv48ssv8312lGQ+pWFsbJwv2f6slPQzqCRr9fb2JjIyks2bN7Nz507+97//8eWXX7JkyRKGDRtWZP/79++nU6dOeHt7s2jRIhwdHTE0NGT58uUF3nzyWVz7Zs2a4eLiwrp16+jbty8///wzaWlp9OrVq9hze/bsyaFDhxg3bhyenp5YWFig1WoJCAgo8O+cZ/Wz87gaNWoUepPAPHfu3CnR57qFhUWJP/Me5ejoSHR0dL72vDYnJyc1Lq+9cuXK+WKbNGnyTPvMEx8fj62tbckWJ4QQotQkaSuEEOIfR6vVMmjQICwtLRkzZgyzZs0iMDBQ56uMeR7/CqqiKFy+fFlNFubt0LG0tCzyH212dnZYWlpy9uzZIudW2D/u88axt7cvcpyqVasWOG+AiIiIIsd+VNOmTXF1deXHH3+kbdu2nDt3jqCgIPX4mTNnuHjxIitWrND5OmfeHcyLkrfb6fGbPz2+6yzvbt45OTnF/oO4IFWrVkWr1XLp0iWdmxLFxsby4MED9Vr9XX379uW7775DT0+vwJsLFaWk1yKPVqvlypUr6u5aQL0ZjIuLS5FjFfazVbVq1QJ/Nv7880/1eGn6LSlXV1cURaFatWo663qantUYVatW5fTp02i1Wp0E4OPXrmrVqoSGhpKcnKyTkCnpe9Ld3R3ILVNSt25dtd3V1RWtVsv58+cL/aVR3hwiIiJ0dmlnZmZy9erVUr23IPemhb169aJXr15kZmbSrVs3goKCmDhxIiYmJoX+XPz8889kZGSwZcsWnZ2QJS2DUZCy2LHn6uqq3rCxsN22z+ozyMbGhsGDBzN48GCSk5Px9vZm2rRpatK2sOuxceNGTExM2LFjh85O0OXLl5dqHkWNVZSePXsyf/58EhMTWbt2LS4uLmqZg8LEx8cTGhrK9OnTmTJlitpe2jIR8PD1iYyM1Nld+yR/V5ZU48aNS/TtjqlTpz7xL/8APD092b9/f77PosOHD2NmZqZ+7uV9Thw7dkwnmXr79m1u3rzJiBEjnmmfea5evZrvxq9CCCGePqlpK4QQ4h9n7ty5HDp0iG+++YaZM2fSokUL3n777QLrq33//fckJSWpzzds2EB0dDRvvvkmAA0bNsTV1ZUvvvhCp0Zfnjt37gC5X2vv0qULP//8M8eOHcsXl7fzx9zcHMifxPP398fS0pJZs2blu9v7o+M4Ojri6enJihUrdL4uumvXrieuTdqvXz/++OMPpk6dikaj0anVmreD6dEdS4qiMH/+/GL7tbS0xNbWln379um0L1q0SOe5vr4+3bt3Z+PGjQUmu/PWXJj27dsDMG/ePJ32uXPnAvztO4Tnad26NTNnzmThwoUF7oIuStWqVdHX1y/2Wjxq4cKF6p8VRWHhwoUYGhryxhtvFDmWubl5vp8ryL1OR44cITw8XG1LSUnhm2++wcXFpdhayIX1W1LdunVDX1+f6dOn59sBpyiKWs/173hWY7Rv356YmBjWrl2rtmVnZ7NgwQIsLCzw8fFR47Kzs1m8eLEal5OTw4IFC0o0TsOGDTEyMsr32dGlSxf09PSYMWNGvp2Geev08/PDyMiIr776Smfty5YtIyEhoVTvg8evl5GREbVr10ZRFPXzqbDPsoI+OxISEv5W4rCwsZ6l7t27oyhKgTuL89b2LD6DHr/2FhYWuLm56Xw1vahrr9FodHZ8Xrt2jZCQkCeeR3FjFaVXr15kZGSwYsUKtm/fTs+ePYs9p6CfG8h/bZ9E3t/jX3311VPrszDPuqZtYGAgsbGxbNq0SW27e/cu69evp2PHjmqSvk6dOri7u/PNN9/o/BwsXrwYjUZDYGDgM+0Tct/vkZGRtGjRolRrFUIIUXKy01YIIcQL5ddff1V3uT2qRYsWVK9enQsXLvDRRx8xaNAgOnbsCEBwcDCenp688847rFu3Tuc8GxsbWrVqxeDBg4mNjWXevHm4ubkxfPhwIDcZ+7///Y8333yTOnXqMHjwYJydnbl16xZ79uzB0tKSn3/+GYBZs2axc+dOfHx8GDFiBB4eHkRHR7N+/XoOHDiAtbU1np6e6Ovr89lnn5GQkICxsTFt2rTB3t6exYsX079/fxo0aEDv3r2xs7Pj+vXr/PLLL7Rs2VJN5n3yySd06NCBVq1aMWTIEO7fv8+CBQuoU6dOgYnlwrz11lvMmDGDzZs307JlS52dnO7u7ri6uvL+++9z69YtLC0t2bhxY4lrHQ4bNoxPP/2UYcOG0ahRI/bt26fuGH3Up59+yp49e2jatCnDhw+ndu3a3L9/nxMnTrB79+4iy07Uq1ePgQMH8s033/DgwQN8fHw4cuQIK1asoEuXLrRu3brE16Ioenp6TJ48uVTnWllZ0aNHDxYsWIBGo8HV1ZWtW7cWWqvXxMSE7du3M3DgQJo2bcqvv/7KL7/8wqRJk7CzsytyrIYNG7J48WI+/vhj3NzcsLe3p02bNkyYMIHVq1fz5ptvMnr0aGxsbFixYgVXr15l48aNxX6FvGHDhuzevZu5c+fi5OREtWrVCqyRWxhXV1c+/vhjJk6cyLVr1+jSpQvlypXj6tWr/PTTT4wYMYL333+/xP09zzFGjBjB0qVLGTRoEMePH8fFxYUNGzZw8OBB5s2bp97EsGPHjrRs2ZIJEyZw7do1ateuzaZNm0pc+9nExIR27dqxe/duZsyYoba7ubnx4YcfMnPmTLy8vOjWrRvGxsYcPXoUJycnPvnkE+zs7Jg4cSLTp08nICCATp06ERERwaJFi2jcuLHOTcdKql27djg4ONCyZUsqVqzIhQsXWLhwIR06dFDX3LBhQwA+/PBDevfujaGhIR07dqRdu3YYGRnRsWNHRo4cSXJyMt9++y329vYFfhW7JIr63HxSYWFhtG7dutgdj61bt6Z///589dVXXLp0Sf2K/v79+2ndujWjRo16Jp9BtWvXxtfXl4YNG2JjY8OxY8fYsGGDzg0K86796NGj8ff3R19fn969e9OhQwfmzp1LQEAAffv2JS4ujq+//ho3NzedmsVPorDXOS+ZW5AGDRqoP7sZGRklKo1gaWmJt7c3s2fPJisrC2dnZ3bu3MnVq1dLNW/I/bnp06cPixYtIiEhgRYtWhAaGsrly5dL3WdhSlvT9ueff+bUqVMAZGVlcfr0aT7++GMAOnXqpH7rJzAwkGbNmjF48GDOnz+Pra0tixYtIicnJ98vFj7//HM6depEu3bt6N27N2fPnmXhwoUMGzZMZ0f4s+gTcm+OqCgKnTt3LtU1EUII8QQUIYQQ4gWwfPlyBSj0sXz5ciU7O1tp3LixUqlSJeXBgwc658+fP18BlLVr1yqKoih79uxRAGX16tXKxIkTFXt7e8XU1FTp0KGDEhUVlW/8P/74Q+nWrZtSoUIFxdjYWKlatarSs2dPJTQ0VCcuKipKGTBggGJnZ6cYGxsr1atXV959910lIyNDjfn222+V6tWrK/r6+gqg7NmzRz22Z88exd/fX7GyslJMTEwUV1dXZdCgQcqxY8d0xtm4caPi4eGhGBsbK7Vr11Y2bdqkDBw4UKlateoTXdfGjRsrgLJo0aJ8x86fP6/4+fkpFhYWiq2trTJ8+HDl1KlT6vXOM3XqVOXx/2VITU1Vhg4dqlhZWSnlypVTevbsqcTFxSmAMnXqVJ3Y2NhY5d1331UqV66sGBoaKg4ODsobb7yhfPPNN8XOPysrS5k+fbpSrVo1xdDQUKlcubIyceJEJT09XSdu4MCBirm5eYmuSUlir169qgDK559/Xmx/d+7cUbp3766YmZkp5cuXV0aOHKmcPXs233XMGzcyMlJp166dYmZmplSsWFGZOnWqkpOTU+w4MTExSocOHZRy5copgOLj46Mei4yMVAIDAxVra2vFxMREadKkibJ169Zi+1QURfnzzz8Vb29vxdTUVAGUgQMHKory8HW/c+eOTnzee/Xq1as67Rs3blRatWqlmJubK+bm5oq7u7vy7rvvKhEREUWOn9ff0aNHi51rScbw8fFR6tSpU+D5Pj4+OtdNUXJ/PgcPHqzY2toqRkZGSt26dXVetzz37t1T+vfvr1haWipWVlZK//79lT/++CPf61yYTZs2KRqNRrl+/Xq+Y999951Sv359xdjYWClfvrzi4+Oj7Nq1Sydm4cKFiru7u2JoaKhUrFhRefvtt5X4+Ph86yto7Y9/dixdulTx9vZWP+9cXV2VcePGKQkJCTrnzZw5U3F2dlb09PR0XvMtW7Yor7/+umJiYqK4uLgon332mfLdd9/l+7moWrWq0qFDh3zzKeh1KOpzs6D1FPYe/vnnnxVAWbJkSaHn58nOzlY+//xzxd3dXTEyMlLs7OyUN998Uzl+/LgaU9LPoJKu9eOPP1aaNGmiWFtbK6ampoq7u7sSFBSkZGZm6szr3//+t2JnZ6doNBqdz99ly5YpNWrUUIyNjRV3d3dl+fLlBX5GA8q7776bbz5Vq1ZV3+N5Cnudi/Lhhx8qgOLm5lZsbJ6bN28qXbt2VaytrRUrKyulR48eyu3bt/P9vfEknz1paWnK6NGjlQoVKijm5uZKx44dlRs3bhT4d9HjnuRzvrQGDhxY5P/XPOr+/fvK0KFDlQoVKihmZmaKj49PoZ+LP/30k+Lp6akYGxsrlSpVUiZPnqzzM/Qs++zVq5fSqlWrJ78YQgghnphGUZ5yJXchhBDiBZC322r9+vX5vtonRFkYNGgQGzZseKLd0uLlkZOTQ+3atenZsyczZ84s6+m8tMaPH8/q1au5fPmyTt1XIcTfFxMTQ7Vq1VizZo3stBVCiOdAatoKIYQQQgjxjOnr6zNjxgy+/vprSdw/Q3v27OGjjz6ShK0Qz8C8efOoW7euJGyFEOI5kZq2QgghhBBCPAe9evUqUf1PUXpHjx4t6ykI8dL69NNPy3oKQgjxSpGdtkIIIYQQQgghhBBCCPECkZq2QgghhBBCCCGEEEII8QIp0522+/bto2PHjjg5OaHRaAgJCdE5rigKU6ZMwdHREVNTU/z8/Lh06ZJOzP379+nXrx+WlpZYW1szdOjQfHXCTp8+jZeXFyYmJlSuXJnZs2fnm8v69etxd3fHxMSEunXrsm3btqe+XiGEEEIIIYQQQgghhChOmSZtU1JSqFevHl9//XWBx2fPns1XX33FkiVLOHz4MObm5vj7+5Oenq7G9OvXj3PnzrFr1y62bt3Kvn37GDFihHo8MTGRdu3aUbVqVY4fP87nn3/OtGnT+Oabb9SYQ4cO0adPH4YOHcoff/xBly5d6NKlC2fPnn12ixdCCCGEEEIIIYQQQogCvDDlETQaDT/99BNdunQBcnfZOjk58d///pf3338fgISEBCpWrEhwcDC9e/fmwoUL1K5dm6NHj9KoUSMAtm/fTvv27bl58yZOTk4sXryYDz/8kJiYGIyMjACYMGECISEh/Pnnn0DuTSFSUlLYunWrOp9mzZrh6enJkiVLSjR/rVbL7du3KVeuHBqN5mldFiGEEEIIIYQQQgghxEtCURSSkpJwcnJCT6/w/bQGz3FOT+Tq1avExMTg5+entllZWdG0aVPCw8Pp3bs34eHhWFtbqwlbAD8/P/T09Dh8+DBdu3YlPDwcb29vNWEL4O/vz2effUZ8fDzly5cnPDycsWPH6ozv7++fr1xDUW7fvk3lypVLv2AhhBBCCCGEEEIIIcQr4caNG1SqVKnQ4y9s0jYmJgaAihUr6rRXrFhRPRYTE4O9vb3OcQMDA2xsbHRiqlWrlq+PvGPly5cnJiamyHEKkpGRQUZGhvo8b8PyjRs3sLS0LPE6hRBCCCGEEEIIIYQQr4bExEQqV65MuXLliox7YZO2L7pPPvmE6dOn52u3tLSUpK0QQgghhBBCCCGEEKJQxZVXLdMbkRXFwcEBgNjYWJ322NhY9ZiDgwNxcXE6x7Ozs7l//75OTEF9PDpGYTF5xwsyceJEEhIS1MeNGzeedIlCCCGEEEIIIYQQQgiRzwubtK1WrRoODg6EhoaqbYmJiRw+fJjmzZsD0Lx5cx48eMDx48fVmN9++w2tVkvTpk3VmH379pGVlaXG7Nq1i1q1alG+fHk15tFx8mLyximIsbGxuqtWdtcKIYQQQgghhBBCCCGeljJN2iYnJ3Py5ElOnjwJ5N587OTJk1y/fh2NRsOYMWP4+OOP2bJlC2fOnGHAgAE4OTnRpUsXADw8PAgICGD48OEcOXKEgwcPMmrUKHr37o2TkxMAffv2xcjIiKFDh3Lu3DnWrl3L/PnzdW489t5777F9+3bmzJnDn3/+ybRp0zh27BijRo163pdECCGEEEIIIYQQQgjxitMoeXfQKgNhYWG0bt06X/vAgQMJDg5GURSmTp3KN998w4MHD2jVqhWLFi2iZs2aauz9+/cZNWoUP//8M3p6enTv3p2vvvoKCwsLNeb06dO8++67HD16FFtbW/7973/zwQcf6Iy5fv16Jk+ezLVr16hRowazZ8+mffv2JV5LYmIiVlZWJCQkFLnrNicnR2fXrxCi5IyMjNDTe2G/ICCEEEIIIYQQQghRpJLmEMs0afsyKe6CK4pCTEwMDx48eP6TE+IloaenR7Vq1TAyMirrqQghhBBCCCGEEEI8sZImbQ2e45xeaXkJW3t7e8zMzIq9Q5wQQpdWq+X27dtER0dTpUoVeQ8JIYQQQgghhBDipSVJ2+cgJydHTdhWqFChrKcjxD+WnZ0dt2/fJjs7G0NDw7KejhBCCCGEEEIIIcQzIcUhn4O8GrZmZmZlPBMh/tnyyiLk5OSU8UyEEEIIIYQQQgghnh1J2j5H8nVuIf4eeQ8JIYQQQgghhBDiVSBJWyGEEEIIIYQQQgghhHiBSNJWPBWhoaF4eHiU6mvrd+/exd7enps3bz7VOWk0GkJCQoqMGTRoEF26dHmq4z5Pvr6+jBkzpsiY4OBgrK2tn8t8pk2bhqen53MZSwghhBBCCCGEEOJlJUlbUaRBgwah0WjyPQICAnTixo8fz+TJk9HX13/iMWxtbRkwYABTp059WtMGIDo6mjfffBOAa9euodFoOHny5FMdo6RKmhzOu97/93//l+/Yu+++i0ajYdCgQWrbpk2bmDlzpvrcxcWFefPm6ZzXq1cvLl68WNqpF6qgpPj7779PaGjoUx9LCCGEEEIIIYQQ4lUiSVtRrICAAKKjo3Ueq1evVo8fOHCAyMhIunfvXuoxBg8ezA8//MD9+/efxpQBcHBwwNjY+Kn197xUrlyZNWvWkJaWpralp6fz448/UqVKFZ1YGxsbypUrV2R/pqam2NvbP5O5Ps7CwoIKFSo8l7GEEEIIIYQQQgghXlaStBXFMjY2xsHBQedRvnx59fiaNWto27YtJiYmACQkJKCvr8+xY8cA0Gq12NjY0KxZM/WcVatWUblyZfV5nTp1cHJy4qeffipwDoqiYGdnx4YNG9Q2T09PHB0d1ecHDhzA2NiY1NRUQHcnaLVq1QCoX78+Go0GX19fnf6/+OILHB0dqVChAu+++y5ZWVnqsfj4eAYMGED58uUxMzPjzTff5NKlS+rxgkoCzJs3DxcXF/X4ihUr2Lx5s7pTOSwsrMB1AjRo0IDKlSuzadMmtW3Tpk1UqVKF+vXr68Q+Wh7B19eXqKgo/vOf/6jjQMHlET7++GPs7e0pV64cw4YNY8KECTprOHr0KG3btsXW1hYrKyt8fHw4ceKEejxvbV27dkWj0eis9dF+tFotM2bMoFKlShgbG+Pp6cn27dvV43k7oDdt2kTr1q0xMzOjXr16hIeHF3p9hBBCCCGEEEIIIV52krQtI4oCKSnP/6EoT38t+/fvp1GjRupzKysrPD091cTkmTNn0Gg0/PHHHyQnJwOwd+9efHx8dPpp0qQJ+/fvL3AMjUaDt7e32md8fDwXLlwgLS2NP//8U+2zcePGmJmZ5Tv/yJEjAOzevZvo6GidhOiePXuIjIxkz549rFixguDgYIKDg9XjgwYN4tixY2zZsoXw8HAURaF9+/Y6id2ivP/++/Ts2VNnx3KLFi2KPGfIkCEsX75cff7dd98xePDgIs/ZtGkTlSpVYsaMGeo4Bfnhhx8ICgris88+4/jx41SpUoXFixfrxCQlJTFw4EAOHDjA77//To0aNWjfvj1JSUlAblIXYPny5URHR6vPHzd//nzmzJnDF198wenTp/H396dTp046SW+ADz/8kPfff5+TJ09Ss2ZN+vTpQ3Z2dpHrFUIIIYQQQgghhHhZSdK2jKSmgoXF83/8tQn1iWzduhULCwudx6xZs9TjUVFRODk56Zzj6+urJljDwsJo27YtHh4eHDhwQG17PGnr5OREVFRUofN4tM99+/ZRv379fOM83mceOzs7ACpUqICDgwM2NjbqsfLly7Nw4ULc3d3517/+RYcOHdS6rJcuXWLLli3873//w8vLi3r16vHDDz9w69atYm9ylsfCwgJTU1OdHctGRkZFnvPWW29x4MABoqKiiIqK4uDBg7z11ltFnmNjY4O+vj7lypVTxynIggULGDp0KIMHD6ZmzZpMmTKFunXr6sS0adOGt956C3d3dzw8PPjmm29ITU1l7969wMPraW1tjYODg/r8cV988QUffPABvXv3platWnz22Wd4enrmq7v7/vvv06FDB2rWrMn06dOJiori8uXLRa5XCCGEEEIIIYQQ4mUlSVtRrNatW3Py5Emdx6M3ykpLS1NLI+Tx8fHhwIED5OTksHfvXnx9fdUE6+3bt7l8+XK+EgWmpqZqaYOC+Pj4cP78ee7cuZOvz6ysLA4dOpSvz5KoU6eOzg3UHB0diYuLA+DChQsYGBjQtGlT9XiFChWoVasWFy5ceOKxSsrOzo4OHToQHBzM8uXL6dChA7a2tk+l74iICJo0aaLT9vjz2NhYhg8fTo0aNbCyssLS0pLk5GSuX79e4nESExO5ffs2LVu21Glv2bJlvmv3+uuvq3/OK3mR9xoIIYQQQgghhBBCvGoMynoCryozM/irUsBzH/dJmZub4+bmVuhxW1tb4uPjddq8vb1JSkrixIkT7Nu3j1mzZuHg4MCnn35KvXr1cHJyokaNGjrn3L9/v9AdmwB169bFxsaGvXv3snfvXoKCgnBwcOCzzz7j6NGjZGVlFVt2oCCGhoY6zzUaDVqttsTn6+npoTxWd6KkpROKMmTIEEaNGgXA119//bf7exIDBw7k3r17zJ8/n6pVq2JsbEzz5s3JzMx8JuM9+hrk1eJ9ktdACCGEEEIIIYQQ4mUiSdsyotGAuXlZz+LpqF+/PufPn9dps7a25vXXX2fhwoUYGhri7u6Ovb09vXr1YuvWrQWWMTh79myRO2U1Gg1eXl5s3ryZc+fO0apVK8zMzMjIyGDp0qU0atQI80Iual45gpycnCdam4eHB9nZ2Rw+fFhNCN+7d4+IiAhq164N5O6KjYmJQVEUNeF48uTJfOM/6dgBAQFkZmai0Wjw9/cv0TklGadWrVocPXqUAQMGqG2P16Q9ePAgixYton379gDcuHGDu3fv6sQYGhoWOZalpSVOTk4cPHhQ5/U+ePBgvp29QgghhBBCCCGEEOIhKY8gipWRkUFMTIzO49EEnr+/v1qr9lG+vr788MMPasLOxsYGDw8P1q5dmy9pm5qayvHjx2nXrl2Rc/H19WX16tV4enpiYWGBnp4e3t7eOuMUxN7eHlNTU7Zv305sbCwJCQklWnuNGjXo3Lkzw4cP58CBA5w6dYq33noLZ2dnOnfurM7pzp07zJ49m8jISL7++mt+/fVXnX5cXFw4ffo0ERER3L17t0Q7cfX19blw4QLnz5/XKd9QFBcXF/bt28etW7fyJVnz/Pvf/2bZsmWsWLGCS5cu8fHHH3P69Gk14Zy37pUrV3LhwgUOHz5Mv379MDU1zTdWaGgoMTEx+XZa5xk3bhyfffYZa9euJSIiggkTJnDy5Enee++9Eq1HCCGEEEIIIYQQLy9FUbh9+QGXwwu/x9GrSpK2oljbt2/H0dFR59GqVSv1eL9+/Th37hwRERE65/n4+JCTk6Oze9bX1zdfG8DmzZupUqUKXl5eRc7lSfp8lIGBAV999RVLly7FyclJTbiWxPLly2nYsCH/+te/aN68OYqisG3bNvUr/R4eHixatIivv/6aevXqceTIEd5//32dPoYPH06tWrVo1KgRdnZ2HDx4sERjW1paYmlpWeK5zpgxg2vXruHq6lpoqYl+/foxceJE3n//fRo0aMDVq1cZNGiQTl3iZcuWER8fT4MGDejfvz+jR4/G3t5ep585c+awa9cuKleuTP369Qsca/To0YwdO5b//ve/1K1bl+3bt7Nly5Z8pTGEEEIIIYQQQgjx6shIy+bU7mv8MC6Un744wd7/nSAnK7usp/VC0SiPF+MUpZKYmIiVlRUJCQn5kmzp6elcvXqVatWq5bth18ti3LhxJCYmsnTp0lKd36xZM0aPHk3fvn2f8sxESbRt2xYHBwdWrlxZ1lMp0qvwXhJCCCGEEEIIIV5WcVGJnP71IpdPxZOj5H6rWC8nk4p3jtPmww5YN/Ys2wk+B0XlEB8lNW3FU/Hhhx+yaNEitFotenpPtoH77t27dOvWjT59+jyj2YlHpaamsmTJEvz9/dHX12f16tXs3r2bXbt2lfXUhBBCCCGEEEII8ZI6uOx3Th5N/euZPuYp0VROOol76+rY9xqKoYNDmc7vRSNJW/FUWFtbM2nSpFKda2try/jx45/yjERhNBoN27ZtIygoiPT0dGrVqsXGjRvx8/Mr66kJIYQQQgghhBDiJXHvdjIGhnpY2ZkBUKmKIacOZ2F/5ySudom4DnqDcj690BhIerIgclWEeMWYmpqye/fusp6GEEIIIYQQQgghXjI5WVoiT8RyausF4u5ANbNo2s/tB0DlN+rTNeoHKgT0w6hSJfWc1KxUzt49SxPHJmU17ReSJG2FEEIIIYQQQgghhBCllnAnlTM7I/kzPIaM7NxatRolh7Trt9GmpaFnaoqenh6Ow/qr51y4d4ENFzfwy9VfyMzJ5Lcev2FtYl1GK3jxSNJWCCGEEEIIIYQQQghRKjvmHuDyxcy/nuljnBGP873jeDS2wfGD7uiZmurE/xz5Mz9c+IFz986pbVXKVeFW8i1J2j5CkrZCCCGEEEIIIYQQQogSSY5Px8zSCD393BvRG92/CYotNvcvUM34JjW7Nse6wxT0TEwKPP947HHO3TuHgZ4Bbau0JbBmII0dGqPRaJ7nMl54krQVQgghhBBCCCGEEEIUStEqXD9/j9NbL3D9WiatvfWp3dcXgIaDWlJ5+Q9UGtMZEw8P9ZzkzGS2Xd3GhosbmNJ8Cq/ZvgZAH/c+VLOqRkfXjtiY2JTFcv4RJGkrhBBCCCGEEEIIIYTIJzUxk/NhUZz97Rop6fp/tWq4sfecmrS1dKuMZdAEABRF4dy9c2y4uIFtV7eRlp0GwIaLG9SkbS2bWtSyqfW8l/KPI0lbIYQQQgghhBBCCCGEKiszh90LD3P1YioKeoA+BlmpON49Rs1aBlTt11E3PieLTZc2seHSBv68/6faXs2qGoE1Auno2hHxZPTKegLi5RAaGoqHhwc5OTmlOn/JkiV07FiyN/C9e/ewt7fn2rVrpRrLxcWFefPmFRkzbdo0PD09n7jvkJAQ3Nzc0NfXZ8yYMaWa37PQu3dv5syZU9bTEEIIIYQQQgghxAsqJ1ur/tnAUI+7566joIdl4lVeu7edrq3i6fD9f3CfPRnTevV0ztXT6PHtmW/58/6fGOkZ8a/q/yI4IJjNnTczoM4AypuUf97L+ceTpK0o0qBBg9BoNPkeAQEBOnHjx49n8uTJ6OvnbpUPDg5Go9Hg8Ugtkzzr169Ho9Hg4uKitg0ZMoQTJ06wf//+YucUFBRE586ddc5/EkePHmXEiBHqc41GQ0hISKn6etzIkSMJDAzkxo0bzJw5s1R9fP3117i4uGBiYkLTpk05cuRIkfFZWVnMmDEDV1dXTExMqFevHtu3b9eJmTx5MkFBQSQkJJRqTkIIIYQQQgghhHj5KIpC7NVEdi08zHejd5EaFw/k5kqatjDD12Qf3cbUxXvdZ9gP7o++lRWJmYms/nM1I3aOIEubBYC+nj4j641kfOPxhPYI5ROvT2hYsaHcXOxvkPIIolgBAQEsX75cp83Y2Fj984EDB4iMjKR79+46Mebm5sTFxREeHk7z5s3V9mXLllGlShWdWCMjI/r27ctXX32Fl5dXoXNJTU1l2bJl7Nixo9TrsbOzK/W5RUlOTiYuLg5/f3+cnJxK1cfatWsZO3YsS5YsoWnTpsybNw9/f38iIiKwt7cv8JzJkyezatUqvv32W9zd3dmxYwddu3bl0KFD1K9fH4DXXnsNV1dXVq1axbvvvlvqNQohhBBCCCGEEOKfLzM9m4u/3+bMrxe5n5C3p9OQC6v20HBsNwBqDu0EdAJyk7sn406y4eIGdlzbQXpOOgD7buzjjapvANCjZo/nvYyXmuy0FcUyNjbGwcFB51G+/MNt7WvWrKFt27aYmJjonGdgYEDfvn357rvv1LabN28SFhZG3759843TsWNHtmzZQlpaWqFz2bZtG8bGxjRr1kxta9SoEV988YX6vEuXLhgaGpKcnKyOqdFouHz5MqBbHiFvt27Xrl3z7f4FWLlyJS4uLlhZWdG7d2+SkpIKnFdYWBjlypUDoE2bNmg0GsLCwgpdR2Hmzp3L8OHDGTx4MLVr12bJkiWYmZnpXMPHrVy5kkmTJtG+fXuqV6/O22+/Tfv27fOVQ+jYsSNr1qx54jkJIYQQQgghhBDi5ZAcn8Geb4+zfOwe9q65zP0EPfS0WTjEHqGVXhju3rqb7JIyk/jhwg9029KN/r/2Z3PkZtJz0nGzdmNCkwk0cmhURit5+UnStoylZmYX+kjPynmqsc/K/v37adSo4DfpkCFDWLduHampqUBu2YSAgAAqVqyYL7ZRo0ZkZ2dz+PDhIsdq2LChTpuPj4+aIFUUhf3792Ntbc2BAwcA2Lt3L87Ozri5ueXr7+jRowAsX76c6Oho9TlAZGQkISEhbN26la1bt7J3714+/fTTAufVokULIiIiANi4cSPR0dG0aNGC69evY2FhUeRj1qxZAGRmZnL8+HH8/PzUfvX09PDz8yM8PLzQa5KRkZEvYW5qaqquP0+TJk04cuQIGRkZhfYlhBBCCCGEEEKIl1d2wgPOH4snW6uPaWocNWN20tHjCp0WD6LeohmYP5bfuZV8i0+PfMrlB5cx0Tehs2tnVr65kk2dNtHPox9WxlZltJKXn5RHKGO1pxT+Nf/WtexYPriJ+rzhzN2kZRV8o6+m1WxYO/JhCYJWn+3hfkqmTsy1TzuUao5bt27FwsJCp23SpElMmjQJgKioqELLAdSvX5/q1auzYcMG+vfvT3BwMHPnzuXKlSv5Ys3MzLCysiIqKqrQuRQ0lq+vL8uWLSMnJ4ezZ89iZGREr169CAsLIyAggLCwMHx8fArsL69UgrW1NQ4ODjrHtFotwcHB6g7a/v37ExoaSlBQUL5+jIyM1PIFNjY2al9OTk6cPHmy0PXkxQPcvXuXnJycfAntihUr8ueffxZ0KgD+/v7MnTsXb29vXF1dCQ0NZdOmTfluCufk5ERmZiYxMTFUrVq1yDkJIYQQQgghhBDin+1BbCpndlwi8WoMHab6A2DtUpHa+muxzIzF7S1fLNt8jMYgNz2YkJHAz5E/k5iZyDue7wDgbuNOJ9dOvGb7Gh2qd8DSyLLM1vOqkaStKFbr1q1ZvHixTlteohEgLS0t307PRw0ZMoTly5dTpUoVUlJSaN++PQsXLiww1tTUVN2VW5CCxvLy8iIpKYk//viDQ4cO4ePjg6+vr7ordu/evYwbN67YdT7OxcVFTdgCODo6EhcX90R9GBgYFLjD92maP38+w4cPx93dHY1Gg6urK4MHD85XUsHU1BSgyOsrhBBCCCGEEEKIf66cHC1XT97h9M/niY5R/mo15O7pK9i+Xh0A3/lvozE0BHK/sXw89jgbLm5g57WdZGozMdE34a3ab6kJ2qBW+TeviWdPkrZl7PwM/0KP6T12h73jH/kVEpk/9sAHrf/exB5hbm5eZOLR1taW+Pj4Qo/369eP8ePHM23aNPr374+BQeE/dvfv3y/yRmEFjWVtbU29evUICwsjPDyctm3b4u3tTa9evbh48SKXLl0qdKdtUQz/+gDLo9Fo0Gq1T9TH9evXqV27dpExebuWbW1t0dfXJzY2Vud4bGxsvl3Aj7KzsyMkJIT09HTu3buHk5MTEyZMoHr16jpx9+/fV+OFEEIIIYQQQgjx8kiOT+fMzkjOH7hFetZfeRdFS4X756luFoOZXj81VmNoyIP0B2yJ3MKGSxu4mnBVPVarfC0CawZioJGUYVmTV6CMmRmV/CV4VrF/V/369Tl//nyhx21sbOjUqRPr1q1jyZIlhcZFRkaSnp5O/fr1ixxr1apV+dp9fHzYs2cPR44cISgoCBsbGzw8PAgKCsLR0ZGaNWsW2qehoWG+UgJPy5OURzAyMqJhw4aEhobSpUsXILdEQ2hoKKNGjSp2LBMTE5ydncnKymLjxo307NlT5/jZs2epVKkStra2pVqLEEIIIYQQQgghXkyXfj7GiUOZgAGGmYk43zuGe4PyVBrXGeMCNuKtu7iOBX8sAMDUwJT21doTWDOQOhXqoHlsY6AoG5K0FcXKyMggJiZGp83AwEBN/vn7+7NixYoi+wgODmbRokVUqFCh0Jj9+/dTvXp1XF1dC43x9/dn4sSJxMfHU758ebXd19eXBQsWYGdnh7u7u9q2cOFCevToUeTcXFxcCA0NpWXLlhgbG+v0+3c9aXmEsWPHMnDgQBo1akSTJk2YN28eKSkpDB48WI0ZMGAAzs7OfPLJJwAcPnyYW7du4enpya1bt5g2bRparZbx48fr9L1//37atWv3dBYmhBBCCCGEEEKIMpGamMm5365gSiqvdWkAQO2O9bi4bQWVDW5Rq3Njyv/rQ/T+KpMYnx7PlsgtuFm70dK5JQBd3Lqw5/oeutboSvtq7bEwsih0PFE2JGkrirV9+3YcHR112mrVqqXeHCuv/EFERAS1atUqsA9TU1O1pmphVq9ezfDhw4uMqVu3Lg0aNGDdunWMHDlSbffy8kKr1eqUQfD19WX+/Pn4+voW2eecOXMYO3Ys3377Lc7Ozly7dq3I+GepV69e3LlzhylTphATE4Onpyfbt2/XuTnZ9evX0dPTU5+np6czefJkrly5goWFBe3bt2flypVYW1vrxISEhLB9+/bnuRwhhBBCCCGEEEI8BYqicOtiPKe3nOdaZDoKelhk3aV2J0/09PQwLl+ObvN7YljRXo0/En2EDRc3sPv6brK0WTRzbKYmbe3N7Fn9r9VluSRRDI2iKErxYaI4iYmJWFlZkZCQgKWl7p300tPTuXr1KtWqVSvyhl3/ZOPGjSMxMZGlS5eW6vxz587Rpk0bLl68iJWVVZGxv/zyC+PGjePs2bM6yUtRuMWLF/PTTz+xc+fOsp7K3/IqvJeEEEIIIYQQQog86SlZXNgbxdldV0hMe7j30jLhClW1l2m28H2M7B6WQbyXdo8tkVvYeGkjUYlRanudCnXoUbMH3Wp0k/IHZayoHOKjZKeteCo+/PBDFi1ahFarLVUiNTo6mu+//77YhC1Ahw4duHTpErdu3aJy5cqlme4rx9DQkAULFpT1NIQQQgghhBBCCPEEdn22m+txxoAB+tnpONw9Tk03PVxGtsfUc2i+BOzYsLGciDsBgLmhOR2qdaB7ze7UrlD0TdLFi0d22j4lr/pOWyGeB3kvCSGEEEIIIYR4WWWmZ3Px0E2cq5tT3sUOgIj1+/l981WqZJzHI8AD226dMPjrXjx30+6y+fJmutfojrWJNQAhl0NYF7GOwJqBBLgEYGZoVlbLEYWQnbZCCCGEEEIIIYQQQrzg7t5M5vTWC1w69YBsRZ9a1rH4fdoHgBrdWlCpqjFmjfuj0WjQKloO3T7Ehosb2HN9D9lKNkb6RvSv3R+Azq6d6eLWpQxXI54WSdoKIYQQQgghhBBCCPEcZWfmcOnIbc5si+DO/bwyk/qYpcZilHQBRVHQaDTo6etj3qQJd9PuEnI5hA0XN3Ar+Zbaz+t2r+Ns4aw+l3q1Lw9J2gohhBBCCCGEEEII8ZwoWoUfxu0mOcMQ0EOjzcHu3ilc7ZKoMaQ1Fl49dZKvKVkptN/UnrTsNADKGZbjX67/onuN7tSyqVVGqxDPmiRthRBCCCGEEEIIIYR4RnKytVw/e4eqr9uhp6eHRk9DRcO7ZCcYUSnhJB5ezjj27ouhkxMAcalxhN8Op7NbZyD3hmJezl7EpcYRWDOQdi7tMDUwLcsliedAkrZCCCGEEEIIIYQQQjxliXfTOLPjMn+GR5OebUDAm6a4dm4OQKsRLci+egmrNtPQGBqSo81h/839bLi4gb0395Kj5PC63etUs6oGwCden2Ckb1SGqxHPmyRthRBCCCGEEEIIIYR4CrRahagzdzi95Tw3b+UAGsAAo4wE7h84oyZtLWpWg5rViEuN46fzP7Hp0iZup9xW+6lvX5+UrBT1uSRsXz2StBVCCCGEEEIIIYQQ4m9KiElk06zfSc3MS7dpKH//AtVMb+PerTlWAf+nE3805ijDdw4nR8kBoJxROTq7dqZ7je64lXd7zrMXLxq94kOEKF5oaCgeHh7k5OSU6vwlS5bQsWPHEsXeu3cPe3t7rl27VqqxXFxcmDdvXpEx06ZNw9PT84n7DgkJwc3NDX19fcaMGVOq+ZWVZs2asXHjxrKehhBCCCGEEEII8Y+gaBUS7qSqz8vZmkNKIgZZyVSJ2Ue7in/QPagdzVcEUb7zv7ibk8DJuJNq/Ot2r2NhZEED+wbMajWL33r8xgdNPpCErQAkaSuKMWjQIDQaTb5HQECATtz48eOZPHky+vr6AAQHB6PRaPDw8MjX5/r169FoNLi4uKhtQ4YM4cSJE+zfv7/YOQUFBdG5c2ed85/E0aNHGTFihPpco9EQEhJSqr4eN3LkSAIDA7lx4wYzZ84sVR9ff/01Li4umJiY0LRpU44cOVJkfFZWFjNmzMDV1RUTExPq1avH9u3bdWKSkpIYM2YMVatWxdTUlBYtWnD06FGdmMmTJzNhwgS0Wm2p5i2EEEIIIYQQQrwK0pOzOPHzRVaO3cXayWFkJqcBoGegzxt+ZgT6Z9Hhx/HUmP5fDFyrs+/mPkb/Npp2G9ox+eBkFEUBwFjfmJ+7/MyKN1fQ0bUjJgYmZbks8YKR8giiWAEBASxfvlynzdjYWP3zgQMHiIyMpHv37jox5ubmxMXFER4eTvPmzdX2ZcuWUaVKFZ1YIyMj+vbty1dffYWXl1ehc0lNTWXZsmXs2LGj1Ouxs7Mr9blFSU5OJi4uDn9/f5z+uuPjk1q7di1jx45lyZIlNG3alHnz5uHv709ERAT29vYFnjN58mRWrVrFt99+i7u7Ozt27KBr164cOnSI+vXrAzBs2DDOnj3LypUrcXJyYtWqVfj5+XH+/HmcnZ0BePPNNxk2bBi//vorHTp0KN1FEEIIIYQQQgghXkKKohBzJZFTW85yNSIVLfqAAfo5WdzYFIrrgH8BUKVPewBiU2L56dT3bLq0ieiUaLWfCiYViM+Ix8bEBoDyJuWf+1rEP4PstBXFMjY2xsHBQedRvvzDD5U1a9bQtm1bTEx0fyNkYGBA3759+e6779S2mzdvEhYWRt++ffON07FjR7Zs2UJaWlqhc9m2bRvGxsY0a9ZMbWvUqBFffPGF+rxLly4YGhqSnJysjqnRaLh8+TKgWx4hb7du165d8+3+BVi5ciUuLi5YWVnRu3dvkpKSCpxXWFgY5cqVA6BNmzZoNBrCwsIKXUdh5s6dy/Dhwxk8eDC1a9dmyZIlmJmZ6VzDx61cuZJJkybRvn17qlevzttvv0379u2ZM2cOAGlpaWzcuJHZs2fj7e2Nm5sb06ZNw83NjcWLF6v96Ovr0759e9asWfPE8xZCCCGEEEIIIV5Wt87F8uO4XWz6/DiRERlo0cci6Tqvxe+iq1cCLl28deJXnFtBu43t+Prk10SnRGNpZMlbHm+xufNmVry5Qk3YClEUSdqWtcyUwh9Z6U8Qm1Z87DOyf/9+GjVqVOCxIUOGsG7dOlJTc2u8BAcHExAQQMWKFfPFNmrUiOzsbA4fPlzkWA0bNtRp8/HxUROkiqKwf/9+rK2tOXDgAAB79+7F2dkZN7f8NWHySgQsX76c6OhonZIBkZGRhISEsHXrVrZu3crevXv59NNPC5xXixYtiIiIAGDjxo1ER0fTokULrl+/joWFRZGPWbNmAZCZmcnx48fx8/NT+9XT08PPz4/w8PBCr0lGRka+hLmpqam6/uzsbHJycoqMydOkSZMSlagQQgghhBBCCCFeZtlZD+/ZY5Aaz4NkA/RyMnGMPYyPWTiB/3kN7zWzqDiwL3f0U4lLjVPja1eojVbR0rBiQz7x+oTfeubWqq1uXb0sliL+oaQ8QlmbVcTX6Gu0g37rHz7/3A2yUguOrdoKBv/y8Pm8upB6TzdmWkKpprh161YsLCx02iZNmsSkSZMAiIqKKrQcQP369alevTobNmygf//+BAcHM3fuXK5cuZIv1szMDCsrK6KiogqdS0Fj+fr6smzZMnJycjh79ixGRkb06tWLsLAwAgICCAsLw8fHp8D+8kolWFtb4+DgoHNMq9USHBys7qDt378/oaGhBAUF5evHyMhILV9gY2Oj9uXk5MTJkycLXU9ePMDdu3fJycnJl9CuWLEif/75Z6Hn+/v7M3fuXLy9vXF1dSU0NJRNmzapN4UrV64czZs3Z+bMmXh4eFCxYkVWr15NeHh4vkS2k5MTN27cQKvVoqcnv9MRQgghhBBCCPHqyMrM4dLvtzizLQJTJYVOn3UBoGJjd5qs3UGlGlbY9fw/DMqXJ0ebw/5b+1kfsZ59t/bR170vHzT5AIBGFRuxpcsWqllVK8PViH86SdqKYrVu3Vrna/TwMNEIuV+/f3wX56OGDBnC8uXLqVKlCikpKbRv356FCxcWGGtqaqruyi1IQWN5eXmRlJTEH3/8waFDh/Dx8cHX11fdFbt3717GjRtX7Dof5+LioiZsARwdHYmLiyvijPwMDAwK3OH7NM2fP5/hw4fj7u6ORqPB1dWVwYMH65RUWLlyJUOGDMHZ2Rl9fX0aNGhAnz59OH78uE5fpqamaLVaMjIyMDU1fabzFkIIIYQQQgghXgTxMSmc3nqBiBP3ydIaAPro5xiTeisWM+fcjVWNv3gPgJiUGH46uZhNlzcRkxKj9nE7+bb6Z41GIwlb8bdJ0rasTbpd+DGNvu7zcZeLiH1sV+SYM6Wf02PMzc2LTDza2toSHx9f6PF+/foxfvx4pk2bRv/+/TEwKPzH7v79+0XeKKygsaytralXrx5hYWGEh4fTtm1bvL296dWrFxcvXuTSpUuF7rQtiqGhoc5zjUaDVqt9oj6uX79O7dq1i4zJ27Vsa2uLvr4+sbGxOsdjY2Pz7QJ+lJ2dHSEhIaSnp3Pv3j2cnJyYMGEC1as//NqFq6sre/fuJSUlhcTERBwdHenVq5dODORef3Nzc0nYCiGEEEIIIYR46UWdiuXo+jPE3s3LqRhgknaXysmnqe1TBWOLFjrxHx38iC2RW9AqubkBa2NrOrl2onvN7lS3ktIH4umSpG1ZMzIv+9i/qX79+pw/f77Q4zY2NnTq1Il169axZMmSQuMiIyNJT0+nfv36RY61atWqfO0+Pj7s2bOHI0eOEBQUhI2NDR4eHgQFBeHo6EjNmjUL7dPQ0FAtJfC0PUl5BCMjIxo2bEhoaChdunQBcks0hIaGMmrUqGLHMjExwdnZmaysLDZu3EjPnj3zxZibm2Nubk58fDw7duxg9uzZOsfPnj1b5PUXQgghhBBCCCFeFrd+PUTsXStQtNjeO4NbhQRqDPSmnM90NPr6xKTEYK+UQ++vjXLWxtZoFS2NHRoTWCOQN6q+gbG+cRmvQrysJGkripWRkUFMTIxOm4GBAba2tkBuTdUVK1YU2UdwcDCLFi2iQoUKhcbs37+f6tWr4+rqWmiMv78/EydOJD4+nvLly6vtvr6+LFiwADs7O9zd3dW2hQsX0qNHjyLn5uLiQmhoKC1btsTY2Fin37/rScsjjB07loEDB9KoUSOaNGnCvHnzSElJYfDgwWrMgAEDcHZ25pNPPgHg8OHD3Lp1C09PT27dusW0adPQarWMHz9ePWfHjh0oikKtWrW4fPky48aNw93dXadfyH0N2rVr9zdXLYQQQgghhBBCvDi0WoWo03Gc2nyO6m5GvN6vFQCvv9WKxP8swr2JLc5TemLo7Ey2Npu9t/az/uJ6Dtw6wGK/xbRwyt1x2792f7rV6CalD8RzIUlbUazt27fj6Oio01arVi315lh55Q8iIiKoVatWgX2YmpoW+5X71atXM3z48CJj6tatS4MGDVi3bh0jR45U2728vNBqtTplEHx9fZk/fz6+vr5F9jlnzhzGjh3Lt99+i7OzM9euXSsy/lnq1asXd+7cYcqUKcTExODp6cn27dt1bk52/fp1nZuEpaenM3nyZK5cuYKFhQXt27dn5cqVWFtbqzEJCQlMnDiRmzdvYmNjQ/fu3QkKCtIpAXHr1i0OHTpU4E5mIYQQQgghhBDinyblQQZnd17i/P5bpGbl/vs35cYNXu+Xe9yikh3+66ag0WiITo5m08mv2XRpE3GpD+9nczLupJq0tTezf+5rEK8ujaIoSllP4mWQmJiIlZUVCQkJWFpa6hxLT0/n6tWrVKtWrcgbdv2TjRs3jsTERJYuXVqq88+dO0ebNm24ePEiVlZWRcb+8ssvjBs3jrNnz+okL8Xf88EHHxAfH88333xT1lMp1KvwXhJCCCGEEEII8fdcP3+X0yFnuX49G4XcvIFhVjJO90/g0bA81Se8i+av++0kZSYxYf8EDtw6oNaqLW9cns5uneleozsuVi5ltQzxkioqh/go2WkrnooPP/yQRYsWodVqS5VIjY6O5vvvvy82YQvQoUMHLl26xK1bt6hcuXJppisKYG9vz9ixY8t6GkIIIYQQQgghxN/y+6I93MmuAOhh9eAy1Yxu4tG1EdbtJ6JnbExyZjIWWABgYWjBraRbaBUtTR2aElgzkDZV2mCkb1S2ixCvPNlp+5S86jtthXge5L0khBBCCCGEECKPoihERz7g9OazNO9WA6tqDgCcW76Ty1sO4/6aGVXf6ohJrZpka7PZd3Mf6y+u5/Sd0+zusRtTg9wyjidiT2BjYiO7asVzITtthRBCCCGEEEIIIcRLJyMtmz/3XuPMzkgSUnNr1Zqt2If3tJ4A1H6rNR49W6Jnbs7t5Nts/GMBIZdCiEt7WKv2aMxRvCt5A9CgYoPnvwghiiFJWyGEEEIIIYQQQgjxwrtzPYmTIWeJPJ9EDgaAIXo5mVS89wcVXcqrcRpDQy4nX2Nu+FwO3jqIQu6XzG1MbOjs1pnAGoFUsaxSRqsQomQkaSuEEEIIIYQQQgghXmjpKZlsCApHqzEADDBPiaZK5gVqB3hg1/1d9C0tydZmY6CXm+oyMTDhwK0DADRzbJZbq7ZyGwz1DctwFaJQigIaTVnP4oUiSVshhBBCCCGEEEII8UK5dzuZqwciadSzHgAm5kZUMY4h7VYsNapk4Ta0LWaN+pKtZBN2Yx/rD6/H1MCUL1t/CUDlcpWZ2nwqTRyayK7aF93xFRC+EN45DKW4uf3LSpK2QgghhBBCCCGEEKLM5WRpuXT0Nme2XiDuvj4Ajg6ncfZ+HYC2E/zQMzHBwMaGm0k3WfbHAn66/BN30+4CYKAx4EH6A6xNrAEIrBlYJusQRchIhsu7oOJrYFsjt83SCe5ehJtHoUrTsp3fC0SStkIIIYQQQgghhBCizCTcSeX0L3/y55E7ZGoNAX00Sg62986SebEy/JW0NXJy4nD0YZbvWs6h24d0atV2detK9xrd1YSteIGkJ8LFHXA+BC7vhux0aPketJ2Re7yaDwzZCZUal+k0XzSStBVCCCGEEEIIIYQQZeL64av8vPzqX88MMc6Ip1LiaTy8nXHq3Q/DivY68VcSrnDw9kEAWji1ILBmIL6VfKVW7YsmOxPOboTzmyEyFHIyHx4rXw0sKj58bmAkO2wLIIUixFMRGhqKh4cHOTk5pTp/yZIldOzYsUSx9+7dw97enmvXrpVqLBcXF+bNm1dkzLRp0/D09HzivkNCQnBzc0NfX58xY8aUan4vqszMTFxcXDh27FhZT0UIIYQQQgghxD9Ucnw6N8/Fqs+d6jlhnJWAzf1zNFb206NfefzXfoTTvwcTln6KkbtGsunSJjW+Q/UODK87nG3dtrG07VLaVm0rCdsXRfYjiVk9fdj1EVz8NTdhW8ENvN6Hkfth9B/Q/N2ym+c/hCRtRZEGDRqERqPJ9wgICNCJGz9+PJMnT0ZfP7fmTHBwMBqNBg8Pj3x9rl+/Ho1Gg4uLi9o2ZMgQTpw4wf79+4udU1BQEJ07d9Y5/0kcPXqUESNGqM81Gg0hISGl6utxI0eOJDAwkBs3bjBz5sxS9fH111/j4uKCiYkJTZs25ciRI0XGZ2VlMWPGDFxdXTExMaFevXps375dJyYpKYkxY8ZQtWpVTE1NadGiBUePHtWJiY2NZdCgQTg5OWFmZkZAQACXLl1SjxsZGfH+++/zwQcflGpdQgghhBBCCCFeTYpWIerMHbZ8vIcVEw+yY+4hcrKyATAwMaZ7fzu6z+1Gk6VTSWxag/mnFtJ2fVvGho3l0O1DrI9Yr/ZlaWTJ6AajqVyuclktRzwq+Q4cWw7fd4EFDUGrzW3X04em/wc+E+DtcBh1DN74CBxfB42mTKf8TyHlEUSxAgICWL58uU6bsbGx+ucDBw4QGRlJ9+7ddWLMzc2Ji4sjPDyc5s2bq+3Lli2jShXdOzcaGRnRt29fvvrqK7y8vAqdS2pqKsuWLWPHjh2lXo+dnV2pzy1KcnIycXFx+Pv74+TkVKo+1q5dy9ixY1myZAlNmzZl3rx5+Pv7ExERgb29fYHnTJ48mVWrVvHtt9/i7u7Ojh076Nq1K4cOHaJ+/foADBs2jLNnz7Jy5UqcnJxYtWoVfn5+nD9/HmdnZxRFoUuXLhgaGrJ582YsLS2ZO3euGmNubg5Av379+O9//8u5c+eoU6dO6S6UEEIIIYQQQohXQmpiJud3X+Zs2A1SMvN2w2owSYkj/vc/sPXKrWFa3rcVu6N2s27ndMKjw9XzbU1t6erWla41upbB7EWhkmLgws+5pQ+iDoKifXgs5hQ45eYi8H6/bOb3kpCdtqJYxsbGODg46DzKly+vHl+zZg1t27bFxMRE5zwDAwP69u3Ld999p7bdvHmTsLAw+vbtm2+cjh07smXLFtLS0gqdy7Zt2zA2NqZZs2ZqW6NGjfjiiy/U53nJx+TkZHVMjUbD5cuXAd3yCHm7dbt27Zpv9y/AypUrcXFxwcrKit69e5OUlFTgvMLCwihXrhwAbdq0QaPREBYWVug6CjN37lyGDx/O4MGDqV27NkuWLMHMzEznGj5u5cqVTJo0ifbt21O9enXefvtt2rdvz5w5cwBIS0tj48aNzJ49G29vb9zc3Jg2bRpubm4sXrwYgEuXLvH777+zePFiGjduTK1atVi8eDFpaWmsXr1aHat8+fK0bNmSNWvWPPHahBBCCCGEEEK8Ok5t/IPg8fs4vDOGlExDDLJTqRx3kHaOpwmc1VZN2ObZeGkj4dHhaNDQ0qklX/p+yc7AnbKr9kXz+xKY4w7b3odr+3MTtk714Y2p8O8TDxO24m+TpG0ZS81KLfSRkZNR4tj07PRiY5+V/fv306hRowKPDRkyhHXr1pGamjt+cHAwAQEBVKxYMV9so0aNyM7O5vDhw0WO1bBhQ502Hx8fNUGqKAr79+/H2tqaAwcOALB3716cnZ1xc3PL119eiYDly5cTHR2tUzIgMjKSkJAQtm7dytatW9m7dy+ffvppgfNq0aIFERERAGzcuJHo6GhatGjB9evXsbCwKPIxa9YsILdm7PHjx/Hz81P71dPTw8/Pj/Dw8ALHBcjIyMiXMDc1NVXXn52dTU5OTpExGRm5P2uPxujp6WFsbKzG5GnSpEmJylgIIYQQQgghhHh1ZKRmkZLwMI9R3lKLgh6Widd4PSWM7gHZ/OvHcbhMfpe9epcZuWsk0cnRanx/j/5qrdolbZfgV9UPQz2pVVumHlyHQwvh1vGHbU6egAKVGkO7j+G9UzAiDLzGQgXXMproy0nKI5Sxpj8Wfnc8L2cvFvktUp/7rvMlLbvgXaiNKjZiecDDEgYBGwOIz4jXiTkz8Eyp5rh161YsLCx02iZNmsSkSZMAiIqKKrQcQP369alevTobNmygf//+BAcHM3fuXK5cuZIv1szMDCsrK6KiogqdS0Fj+fr6smzZMnJycjh79ixGRkb06tWLsLAwAgICCAsLw8fHp8D+8kolWFtb4+DgoHNMq9USHBys7qDt378/oaGhBAUF5evHyMhILV9gY2Oj9uXk5MTJkycLXU9ePMDdu3fJycnJl9CuWLEif/75Z6Hn+/v7M3fuXLy9vXF1dSU0NJRNmzapN4UrV64czZs3Z+bMmXh4eFCxYkVWr15NeHi4msh2d3enSpUqTJw4kaVLl2Jubs6XX37JzZs3iY6O1hnPycmpyNdICCGEEEIIIcSrI+ZqAqdDznAlIo3K5nfpMKcPAJXeqI//me+o9GZLTDyGcD3xOivPLSbkcgj30+8D8NPln3jH8x0AWji3oIVzizJbh/jL/Stwfktu6YPbJ3LbGg0B57820FVqAv85B1aVym6OrwhJ2opitW7dWv0afZ68RCPkfv3+8V2cjxoyZAjLly+nSpUqpKSk0L59exYuXFhgrKmpqbortyAFjeXl5UVSUhJ//PEHhw4dwsfHB19fX3VX7N69exk3blyx63yci4uLmrAFcHR0JC4u7on6MDAwKHCH79M0f/58hg8fjru7OxqNBldXVwYPHqxTUmHlypUMGTIEZ2dn9PX1adCgAX369OH48dzflhkaGrJp0yaGDh2KjY0N+vr6+Pn58eabb6Iois54xb1GQgghhBBCCCFeblkZOUQciOLMr5e4n5y3G1af+7HpZCclY1DOAj09PaqOGchv139j/c45HI5++K1aO1M7urh1obNb57JZgNCVnQmHvspN1Macftiu0YOqLXMTtXn09CRh+5xI0raMHe5beCkAfT19nedhPcMKjdXT6Fa62N59+9+a16PMzc2LTDza2toSHx9f6PF+/foxfvx4pk2bRv/+/TEwKPzH7v79+0XeKKygsaytralXrx5hYWGEh4fTtm1bvL296dWrFxcvXuTSpUuF7rQtiqGh7tcwNBoNWq22kOiCXb9+ndq1axcZk7dr2dbWFn19fWJjY3WOx8bG5tsF/Cg7OztCQkJIT0/n3r17ODk5MWHCBKpXr67GuLq6snfvXlJSUkhMTMTR0ZFevXrpxDRs2JCTJ0+SkJBAZmYmdnZ2NG3aNF/pi+JeIyGEEEIIIYQQL6/wFUc5/Xs82YoBYIhGm0XFe6eoWR1c3/ZH38Jcjc3IzuCjgx+Rlp2WW6vWuSWBNQPxruQtpQ/KWlIslPvrm776hnDie3gQBRp9qOYFtTuD+7/AouCbootnT5K2ZczM0KzMY/+u+vXrc/78+UKP29jY0KlTJ9atW8eSJUsKjYuMjCQ9PZ369QsvWl2/fn1WrVqVr93Hx4c9e/Zw5MgRgoKCsLGxwcPDg6CgIBwdHalZs2ahfRoaGqqlBJ62JymPYGRkRMOGDQkNDaVLly5AbomG0NBQRo0aVexYJiYmODs7k5WVxcaNG+nZs2e+GHNzc8zNzYmPj2fHjh3Mnj07X4yVlRWQe3OyY8eOMXPmTJ3jZ8+eLfI1EkIIIYQQQgjx8sjOykFPXw89PQ0A6ZciyVbsMU2No0rmBeq0rYl94Ei0FmaE3gjlyO+b+ajZR2g0GiyMLHjL4y00Gg3danTD2cK5jFfzClMUiD2bu5v2/GZIjoX3L4OBEWg04DM+96ZitTqAeYWynq1AkraiBDIyMoiJidFpMzAwwNbWFsitqbpixYoi+wgODmbRokVUqFD4G3///v1Ur14dV9fCC1f7+/szceJE4uPjKV++vNru6+vLggULsLOzw93dXW1buHAhPXr0KHJuLi4uhIaG0rJlS4yNjXX6/buetDzC2LFjGThwII0aNaJJkybMmzePlJQUBg8erMYMGDAAZ2dnPvnkEwAOHz7MrVu38PT05NatW0ybNg2tVsv48ePVc3bs2IGiKNSqVYvLly8zbtw43N3ddfpdv349dnZ2VKlShTNnzvDee+/RpUsX2rVrpzPH/fv350vkCiGEEEIIIYR4uTyIS+X0lnNEnLhPSy8TavfJ/QZrgwEtsP56FTUGv4F5k15cT7rO/IvL2By5Wa1V29WtK3Xt6gIwusHoMlvDK09RIPrkw0Tt/UfuL6RvBLFnHtaqrf9WmUxRFE6StqJY27dvx9HRUaetVq1a6s2x8sofREREUKtWrQL7MDU1xdTUtMhxVq9ezfDhw4uMqVu3Lg0aNGDdunWMHDlSbffy8kKr1eqUQfD19WX+/Pn4+voW2eecOXMYO3Ys3377Lc7Ozly7dq3I+GepV69e3LlzhylTphATE4Onpyfbt2/XuTnZ9evX0dN7WA4jPT2dyZMnc+XKFSwsLGjfvj0rV67E2tpajUlISGDixIncvHkTGxsbunfvTlBQkE4JiOjoaMaOHUtsbCyOjo4MGDCAjz76SGd+4eHhJCQkEBgY+OwughBCCCGEEEKIMpGTo+XqiRhObz5H9N28ko2GXNwTqSZtrWpWoc7c9/+qVTuMIzFH1PPtTe3pWqMrDuaFl/gTz9Ghr2DXlIfP9Y2hRtvc0gc1/cHEquzmJoqlUR6/y5AolcTERKysrEhISMDS0lLnWHp6OlevXqVatWpF3rDrn2zcuHEkJiaydOnSUp1/7tw52rRpw8WLF9Wv5xfml19+Ydy4cZw9e1YneSmevV69elGvXj0mTZpUJuO/Cu8lIYQQQgghhHjetDlaDq8+xfnwWNJzjHIbFS0V7l/A1S6BWr19sfRupcbvu7mPd0PfBUCDhlbOrehRswdelbww0JP9gc+dVgs3j+TupnXzA7c3cttjz8H//B4mamu0A+NyRfclnrmicoiPkneSeCo+/PBDFi1ahFarLVUiNTo6mu+//77YhC1Ahw4duHTpErdu3aJy5cqlma4ohczMTOrWrct//vOfsp6KEEIIIYQQQoinSE9fj8thEaQb2GOYmUilxNN4tHCgUt8eKHY2hF4PJeNyCF3cugDQ0qkl9ezq0dypOd3cuuFo4Vj0AOLp0+bA9fC/Sh9sgeS/ylomxz1M2trXhnGRYPT87nsknh7ZafuUvOo7bYV4HuS9JIQQQgghhBB/T2piJud2XCTiwHW6fdgcM/vc+7qcW7qZpGOncO/RAqs2vlxLucHGixvZHLmZBxkPsDO1Y0fgDgz1DIsZQTxTOVnw63i48DOk3HnYbmwFtd6Euj2ghl/ZzU8US3baCiGEEEIIIYQQQggUReFWxH1O/XSaqKgcFPQAE86sCKPpuK4A1BnZmcxhb7I7ajfrdw/nWOwx9Xx7M3u61+hOVk6WJG2ft5wsiDsPjvVyn+sbws2juQlbE2tw/1du6YPqPmBgXKZTFU+XJG2FEEIIIYQQQgghXkKZadmc232ZM7uvkZTxV61a9LBMvEo145vUatRaJ/7L41+y6sKq3CiNHl7OXgTWDKSVcyupVfs8ZWfAlbDc0gd//gJZaTA+8mE92jZTQE8fqnnnJnHFS0necUIIIYQQQgghhBAvobR7CYRvvYGiMUI/JwOH+ydxr2tKtXEdwaUSu6N243Y/glo2tQDo7NaZXVG76F6jO11rdMXB3KGMV/AKyUqDy6FwYQtE/AoZiQ+PmdvDvcvgVD/3ec12ZTNH8Vw9+R2jnqOcnBw++ugjqlWrhqmpKa6ursycOZNHy/AqisKUKVNwdHTE1NQUPz8/Ll26pNPP/fv36devH5aWllhbWzN06FCSk5N1Yk6fPo2XlxcmJiZUrlyZ2bNnP5c1CiGEEEIIIYQQQvxdmenZnNlxmdDPd6ttVpUqUF0vkjop++neNp1Oq8ZgNKYT8+9v5I31bzBh/wS+P/+9Gu9u486O7jt42/NtSdg+b0eXwdp+cHptbsK2nBM0/T8Y/Cv898+HCVvxynihd9p+9tlnLF68mBUrVlCnTh2OHTvG4MGDsbKyYvTo0QDMnj2br776ihUrVlCtWjU++ugj/P39OX/+vHqjon79+hEdHc2uXbvIyspi8ODBjBgxgh9//BHILQDcrl07/Pz8WLJkCWfOnGHIkCFYW1szYsSIMlu/EEIIIYQQQgghRFHu3EjidMhpLp9LIRsDQI96p69g+3p1ANp9OYgsQw27onaxPuz/OBF3Qj3XwdwBV2tXnf709fSf5/RfPZkpcGknnAsBj45QNzC3vXYnOLw097+1O4NzI9B7ofdaimfshU7aHjp0iM6dO9OhQwcAXFxcWL16NUeOHAFyd9nOmzePyZMn07lzZwC+//57KlasSEhICL179+bChQts376do0eP0qhRIwAWLFhA+/bt+eKLL3BycuKHH34gMzOT7777DiMjI+rUqcPJkyeZO3euJG2FEEIIIYQQQgjxQsnOzOHioRuc2RbB3cS8mqYGmKXGUiU7AsM0azVWz8SEAVt7cf7e+dznGj28K3nTo2YPWjq1lCTt85CZAhd3wPkQuLgTstNy27PSHiZtravAmNOg0ZTZNMWL5YVO2bdo0YLQ0FAuXrwIwKlTpzhw4ABvvvkmAFevXiUmJgY/Pz/1HCsrK5o2bUp4eDgA4eHhWFtbqwlbAD8/P/T09Dh8+LAa4+3tjZGRkRrj7+9PREQE8fHxz3ydQgghhBBCCCGEECV1buNR9qy5wt1EQzTaHOzvnqSV+TF6/cedlt9P4KBdDFk5WWq8XxU/HM0dedfzXXZ238mCNgvwruQtCdtnTZsD6wbCbFfYMDj3xmLZaWBdFVq+B60n6sZLwlY84oVO2k6YMIHevXvj7u6OoaEh9evXZ8yYMfTr1w+AmJgYACpWrKhzXsWKFdVjMTEx2Nvb6xw3MDDAxsZGJ6agPh4d43EZGRkkJibqPF5loaGheHh4kJOTU6rzlyxZQseOHUsUe+/ePezt7bl27VqpxnJxcWHevHlFxkybNg1PT88n7jskJAQ3Nzf09fUZM2ZMqeb3T3b37l3s7e25efNmWU9FCCGEEEIIIV4KOTlaLv1+k4s7zqpt7m/WwSL1NjXi99O5cQzd/jcEi4+6syBrJ2+sf4MP9n/Abzd+U+P71+7Pr91+5f/q/R8VzSsWNIx4GjKS4UrYw+d6+pAcl5uoLe8CLcfAiDB47xS0nSF1akWRXuik7bp16/jhhx/48ccfOXHiBCtWrOCLL75gxYoVZT01PvnkE6ysrNRH5cqVy3pKz8SgQYPQaDT5HgEBATpx48ePZ/Lkyejr5/6WLjg4GI1Gg4eHR74+169fj0ajwcXFRW0bMmQIJ06cYP/+/cXOKSgoiM6dO+uc/ySOHj2qU/ZCo9EQEhJSqr4eN3LkSAIDA7lx4wYzZ84sVR9ff/01Li4umJiY0LRpU7UcSGGysrKYMWMGrq6umJiYUK9ePbZv364Tk5SUxJgxY6hatSqmpqa0aNGCo0eP6sTExsYyaNAgnJycMDMzIyAgIN9N/SIjI+natSt2dnZYWlrSs2dPYmNj1eO2trYMGDCAqVOnlmrtQgghhBBCCCFyJd5L4+CK4wSP3snO4IuErzuPVqsFwNi6HH0+9sZr1XhOtLFmSPh7dNnchVUXVpGYmYijuSPZ2my1LxMDE9lV+6xkJMGZDbCmH3zuCiu7Qsrdh8f9psGIvTD6JLSdnpuolR21ogRe6Jq248aNU3fbAtStW5eoqCg++eQTBg4ciIND7p0MY2NjcXR0VM+LjY1Vd0k6ODgQFxen0292djb3799Xz3dwcNBJPOX1kXesIBMnTmTs2LHq88TExJc2cRsQEMDy5ct12oyNjdU/HzhwgMjISLp3764TY25uTlxcHOHh4TRv3lxtX7ZsGVWqVNGJNTIyom/fvnz11Vd4eXkVOpfU1FSWLVvGjh07Sr0eOzu7Up9blOTkZOLi4vD398fJyalUfaxdu5axY8eyZMkSmjZtyrx589RSHY/vGM8zefJkVq1axbfffou7uzs7duyga9euHDp0iPr1c39rN2zYMM6ePcvKlStxcnJi1apV+Pn5cf78eZydnVEUhS5dumBoaMjmzZuxtLRk7ty5aoy5uTkpKSm0a9eOevXq8dtvub+x/eijj+jYsSO///47en8VSB88eDANGzbk888/x8bGplTXQQghhBBCCCFeRVqtQtSpWE6FnOFWjN5fyT0jjDISsE/+k8zoWEycc/MfyfYWdNzgR2Jm7jd/9TX6+FTyIbBmIC2cWkiS9llKT4SL23NvJnZ5N+RkPDxmUx0eRIG5be7zKk3LZIrin++F3mmbmpqqJoLy6Ovrq79ZqlatGg4ODoSGhqrHExMTOXz4sJokbN68OQ8ePOD48eNqzG+//YZWq6Vp06ZqzL59+8jKeljvZdeuXdSqVYvy5csXODdjY2MsLS11Hi8rY2NjHBwcdB6PXpc1a9bQtm1bTExMdM4zMDCgb9++fPfdd2rbzZs3CQsLo2/fvvnG6dixI1u2bCEtLa3QuWzbtg1jY2OaNWumtjVq1IgvvvhCfZ6XfExOTlbH1Gg0XL58GdAtj5C3W7dr1675dv8CrFy5EhcXF6ysrOjduzdJSUkFzissLIxy5coB0KZNGzQaDWFhYYWuozBz585l+PDhDB48mNq1a7NkyRLMzMx0ruHjVq5cyaRJk2jfvj3Vq1fn7bffpn379syZMweAtLQ0Nm7cyOzZs/H29sbNzY1p06bh5ubG4sWLAbh06RK///47ixcvpnHjxtSqVYvFixeTlpbG6tWrATh48CDXrl0jODiYunXrUrduXVasWMGxY8fUJC5AnTp1cHJy4qeffnri9QshhBBCCCHEq2zXp7vYtvQ8t2L1QaOhfHwEjTS/02ugDb6r/ss5g9tqrI2JDdWtquNo7sgoz1Hs6L6D+W3m41XJSxK2z9q5TbBpOET8kpuwreAGXu/D/x2Af58A54ZlPUPxEnihk7YdO3YkKCiIX375hWvXrvHTTz8xd+5cunbtCuR+rX3MmDF8/PHHbNmyhTNnzjBgwACcnJzo0qULAB4eHgQEBDB8+HCOHDnCwYMHGTVqFL1791Z3Q/bt2xcjIyOGDh3KuXPnWLt2LfPnz9fZSfusaFNTC39kZJQ8Nj292NhnZf/+/To3envUkCFDWLduHal/jR8cHExAQEC+GsKQm3zNzs5WbxBX2FgNG+p++Pn4+KgJUkVR2L9/P9bW1hw4cACAvXv34uzsjJubW77+8koELF++nOjoaJ2SAZGRkYSEhLB161a2bt3K3r17+fTTTwucV4sWLYiIiABg48aNREdH06JFC65fv46FhUWRj1mzZgGQmZnJ8ePHdW6sp6enh5+fn3pjvYJkZGTkS5ibmpqq68/OziYnJ6fImIy/ftYejdHT08PY2FgnRqPR6OyyNjExQU9PT43J06RJkxKVuhBCCCGEEEKIV5WiKNw4d4cHN+6rbdVqmmKQlUzVu4d40/UiPb7sTIVZPVlkFs4bm9oyYucIHqQ/UOPn+s7l126/MrLeSKlV+yykJ8CpNfBjbzi67GG7+7/AzgO8x8H/HYRRx+CNj8ChrpQ+EE/NC10eYcGCBXz00Ue88847xMXF4eTkxMiRI5kyZYoaM378eFJSUhgxYgQPHjygVatWbN++XSf59MMPPzBq1CjeeOMN9PT06N69O1999ZV63MrKip07d/Luu+/SsGFDbG1tmTJlik7d02clokHhv30x9/GmytKl6vOLLVuhFLIL1axxY6qu/F59fvkNP3Li43ViPP68UKo5bt26FQsLC522SZMmMWnSJACioqIKLQdQv359qlevzoYNG+jfvz/BwcHMnTuXK1eu5F+DmRlWVlZERUUVOpeCxvL19WXZsmXk5ORw9uxZjIyM6NWrF2FhYQQEBBAWFoaPj0+B/eWVSrC2ts5XCkOr1RIcHKzuoO3fvz+hoaEEBQXl68fIyEgtX2BjY6P25eTkxMmTJwtdT1485N7EKycnp8Cb4v3555+Fnu/v78/cuXPx9vbG1dWV0NBQNm3apN4Urly5cjRv3pyZM2fi4eFBxYoVWb16NeHh4Woi293dnSpVqjBx4kSWLl2Kubk5X375JTdv3iQ6OhqAZs2aYW5uzgcffMCsWbNQFIUJEyaQk5OjxuRxcnLijz/+KHLdQgghhBBCCPEqSk/O4tyui5zbc52kTGNqWsfQ9tPcb6O6dWmBneVeTLzeY9ftPUw7NYE/4h7+28rZwpkbSTewNrEGwM7s2ZT/e6WlPYCIX+F8CET+BjmZue3pD6Dx0Nw/m9vCu7+X0QTFq+KFTtqWK1eOefPmqV9lL4hGo2HGjBnMmDGj0BgbGxt+/PHHIsd6/fXXZWdgIVq3bq1+jT7Po7VK09LS8u3ifNSQIUNYvnw5VapUISUlhfbt27Nw4cICY01NTdVduQUpaCwvLy+SkpL4448/OHToED4+Pvj6+qq7Yvfu3cu4ceOKXefjXFxc1IQtgKOjY776yMUxMDAocIfv0zR//nyGDx+Ou7s7Go0GV1dXBg8erFNSYeXKlQwZMgRnZ2f09fVp0KABffr0UcuGGBoasmnTJoYOHYqNjQ36+vr4+fnx5ptvoigKkJvgXr9+PW+//TZfffUVenp69OnThwYNGuQrY1Lc6yiEEEIIIYQQrxJFUYiJfMCpTae4eiULLfqAMfrZ6WRHXUNRFDQaDXoG+kTUNWNsiD9Jmbnl+fQ1+rSu3JrAmoE0d2qOnuaF/tL0P5eiwLr+ELEdtA/LZ2JbC+p0gdpdympm4hX1QidtXwW1Thwv/KC+bg2amgcPFBIIPJY0cwvd/XempcPc3LzIxKOtrS3xj+3qfVS/fv0YP34806ZNo3///hgYFP5jd//+/SJvFFbQWNbW1tSrV4+wsDDCw8Np27Yt3t7e9OrVi4sXL3Lp0qVCd9oWxdDQUOe5RqNR6ymX1PXr16ldu3aRMXm7lm1tbdHX1y/wpniF3RAPcpOpISEhpKenc+/ePZycnJgwYQLVq1dXY1xdXdm7dy8pKSkkJibi6OhIr169dGIaNmzIyZMnSUhIIDMzEzs7O5o2bapT+qJdu3ZERkZy9+5dDAwM1B3Kj/YDxb+OQgghhBBCCPGqUBSFjRN3EPvA6K8WfSySblDN8Dq1uzTArN273Eq+RaVylQBws3YjLSsNZwtnAmsG0tm1s+yofRbS4uHaQfD4V+5zjQZysnITtnYeDxO19u5lOUvxCpOkbRnTMzMr89i/q379+pw/f77Q4zY2NnTq1Il169axZMmSQuMiIyNJT0+nfv36RY61atWqfO0+Pj7s2bOHI0eOEBQUhI2NDR4eHgQFBeHo6EjNmjUL7dPQ0FAtJfC0PUl5BCMjIxo2bEhoaKhak1mr1RIaGsqoUaOKHcvExARnZ2eysrLYuHEjPXv2zBdjbm6Oubk58fHx7Nixg9mzZ+eLsbKyAnJvTnbs2DFmzpyZL8bWNvcumL/99htxcXF06tRJ5/jZs2fx9fUtds5CCCGEEEII8TK6ezMJGydz9PT00Gg0lMu5x52cClSMP427hzHVx77JdbvmfHNxA1tDgnCv4M53/rnflrQ1tWX1v1ZTs3xN2VX7tKXehz9/yS19cCUMtNnw3iko75J7vM1kaDsD7GqV4SSFyCVJW1GsjIwMYmJidNoMDAzUxJ2/vz8rVqwoso/g4GAWLVpEhQoVCo3Zv38/1atXx9XVtdAYf39/Jk6cSHx8POXLl1fbfX19WbBgAXZ2dri7u6ttCxcupEePHkXOzcXFhdDQUFq2bImxsbFOv3/Xk5ZHGDt2LAMHDqRRo0Y0adKEefPmkZKSwuDBg9WYAQMG4OzszCeffALA4cOHuXXrFp6enty6dYtp06ah1WoZP368es6OHTtQFIVatWpx+fJlxo0bh7u7u06/69evx87OjipVqnDmzBnee+89unTpQrt27dSY5cuX4+HhgZ2dHeHh4bz33nv85z//oVath3+hpaamcvz4cfUGa0IIIYQQQgjxKsjOzOHigShOb7vIvWQjAt40xbVzcwCaDWqG55lTWLQfxq64fcy6OINT4afUc6OTo0nJSsHc0BwAdxvZ3fnUpN6HP7fCuRC4ujc3UZvHvg4kxz1M2jrULYsZClEgSdqKYm3fvh1HR0edtlq1aqk3x8orfxAREaGTvHuUqakppqamRY6zevVqhg8fXmRM3bp1adCgAevWrWPkyJFqu5eXF1qtVqcMgq+vL/Pnzy92x+ecOXMYO3Ys3377Lc7Ozly7dq3I+GepV69e3LlzhylTphATE4Onpyfbt2/XuTnZ9evXdWrIpqenM3nyZK5cuYKFhQXt27dn5cqVWFtbqzEJCQlMnDiRmzdvYmNjQ/fu3QkKCtIpAREdHc3YsWOJjY3F0dGRAQMG8NFHH+nMLyIigokTJ3L//n1cXFz48MMP+c9//qMTs3nzZqpUqYKXl9dTvjpCCCGEEEII8eK5H53M6ZAzXDydSJZiCBih0WZz67cTatLWqo4rv+gdZuHWf5GUlVur1kBjQOsqubVqmzk2k121z8qVPbDl3w+fV3wtt+xBnS5gW6OsZiVEsTRK3l2GxN+SmJiIlZUVCQkJWFpa6hxLT0/n6tWrVKtWrcgbdv2TjRs3jsTERJYuXVqq88+dO0ebNm24ePGi+vX8wvzyyy+MGzeOs2fP5rsBlih7zZo1Y/To0fTt2/ep9/0qvJeEEEIIIYQQ/wypD9LY9uneR2rVgknaXapk/kntdjWw6twGvXLlMDPMLV+49cpWJu6fSCWLSnSv2Z0ubl2wNbUtq+m/fFLuwoWf4fxmqOYNXmNz2zOSYWUXqBmQm6y1fbY3CxeiOEXlEB8lO23FU/Hhhx+yaNEitFptqRKp0dHRfP/998UmbAE6dOjApUuXuHXrFpUrVy7NdMUzcvfuXbp160afPn3KeipCCCGEEEII8dRlpmdjZJKbSjGxMCLpTjIYWGMbf44azhnUHPYGN6u9zvJLG/hl+1eMfH0kg14bBEDbqm2xMbGRXbVPU/Id+PPn3NIH1w6A8tf9alLuPEzaGlvAsKd3s3YhnhfZafuUvOo7bYV4HuS9JIQQQgghhHjetFqFa3/EcCrkDHfjshk4pzVGFrnl/y4u/xmT9HjKd3+D3QlHWH9xPWfunlHPbeHUgqVtS/eNVFGMNf0gYhso2odtjvVyd9PW7gwVCr9fjhBlSXbaCiGEEEIIIYQQQpRSyoMMzmw9x/nwWNJyjAED0BgQufY3PIZ2AKDm4I58duQzftrdnZSsFCC3Vm2bKm0IrBlIU8emZbiCl0hyHFwOhXq9QaPJbTM0zU3Y5iVq63QBm+plOUshnipJ2gohhBBCCCGEEEL85d71BxwKPsaNW6Bo9ABjDLOScUo6Q52WDth18NeNT79HSlYKlctVJrBmIJ1cO0mt2qchKRYubMktfRB1EFDAoS44vJZ73GcCtP4QbKqV5SyFeGYkaSuEEEIIIYQQQohXmqIoaP7awZkdG8v123qgAauESFyt7uLRtxnRdTuzKvInfvktkFVvrsKtfO4NrYbVHUb3Gt1p7NBYatX+XSl34ewmOB8CUYeARyp6OjWAjKSHz+WGYuIlJ0lbIYQQQgghhBBCvHIURSH6YjwnN51ESU6iQ1BnACo2rsVrK3fh5GxAxd5t2ZVxkvkXl3Lu13PquTujdqpJ25rla5bJ/F8aivKw5MHtP+DXcQ+POTfKLXtQuzNYVymT6QlRViRpK4QQQgghhBBCiFdGRlo2F3Zf4mzoNRLSjQHQaM1IioqhXFUHADw/78/8E/P55UBfUrNTATDQM8Cvih+BNQNp7NC4zOb/Uki+81fpg5+gUmPwm5rbXs0HqrcGN7+/ErWVy3aeQpQhSdoKIYQQQgghhBDipXfneiJ/rPuDK5czyMEAMEYvJxOHB6dxf90cEzNPNdbUwJTdUbtJzU6lSrkqBNYMpLNbZ2xMbMps/v94KXfhws+5idpr+3NvIgbw4Dq8MSV3t62BEQwIKdNpCvGikKStEEIIIYQQQgghXnqX14ZxKdICMMA8JZqq+td4rdPr3GnWjvVRWzgd/jbrOv4/e/cdn1V5/3/8de/svSHMEPYUmbJkCg5WRPGrVq3W1VZtnV3aVmttq7W1rba/WvcC3AMHCLJkj5Awwp5JgOx1z/P744Q7RIbsO8D7+Xjkkftc57rP+Zy0YPLmyud6B6vFitPm5ME+D5IcnszFaRcH+93KSZpxK6ydAYa/YSyjF3SeYK6o1ddX5DDqkC2nxaxZs+jYsSN+v//7Jx/B888/zxVXXHFccw8cOEBKSgrbtm07qXu1atWKv/71r8ec8+ijj9KjR48Tvvb7779PVlYWNpuNe+6556TqO9/l5+fTvHlzqqurQ12KiIiIiIicpw7sqWL2c/PJe2dRcKzbdQNIL1vNkKRcrnyoM/sfyeZu52tM+fJ6pm2cxobSDSwrXBacP67NOPqk91Fge6JqSmDVmxAINIy5oszANr0HjHgMfroabvsaBv4E4luGrFSRpkyhrRzTD37wAywWy2EfY8aMaTTvgQce4Je//CU2mw2Al156CYvFQseOHQ+75rRp07BYLLRq1So4dvPNN7NixQrmzZv3vTU9/vjjXHXVVY3efyKWLl3KbbfdFjy2WCy8//77J3Wt7/rRj37E5MmT2blzJ7/73e9O6hr/+Mc/aNWqFWFhYfTt25clS5Ycc77X6+W3v/0tbdu2JSwsjO7duzNz5sxGcyorK7nnnnto2bIl4eHhDBgwgKVLlzaaU1RUxA9+8AMyMjKIiIhgzJgxFBQUNJqzefNmJkyYQHJyMjExMVx99dUUFRU1mrNixQpGjhxJXFwciYmJ3HbbbVRVVQXPd+rUiX79+vH000+fzJdHRERERETkiPzeAOu/2cY7D3zGW79dwrq1HlZ9sS14PjIjiV7/vIrpY0sZs+o2frvot+QfyMdhdXBZ68t4cfSL6lV7smpLYeVr8Nok+HM7eP922Lm44fzAn8JPVsKP5sIl90B8q1BVKnLOUGgr32vMmDHs3bu30cebb74ZPD9//nw2b97MpEmTGr0vMjKS4uJiFi1a1Gj8v//9Ly1aNN710el0MnXqVP72t78ds5aamhr++9//csstt5z08yQnJxMREXHS7z+aqqoqiouLGT16NBkZGURHR5/wNd5++23uu+8+fvOb37BixQq6d+/O6NGjKS4uPup7fvnLX/LCCy/w97//nfz8fG6//XYmTJjAypUrg3N++MMf8uWXX/Lqq6+Sm5vLqFGjGDFiBLt37wbMXVPHjx/Pli1b+OCDD1i5ciUtW7ZkxIgRwRWx1dXVjBo1CovFwuzZs1mwYAEej4crrriCQP2/oO7Zs4cRI0aQlZXF4sWLmTlzJnl5efzgBz9oVPNNN93Ev/71L3w+3wl/jURERERERA5Vvq+Wb/79LS/+5AtmvbGFfRUuLIaf5JJcOiXsJeB2B+eWeMuYUTCDWl8trWJa8fPeP2dWziyeGvyU2iCcqLoKWPUGvJ4Df2oHH9wFm76CgA9Su4K3pmFufCtIaBOyUkXORQpt5Xu5XC7S0tIafcTHxwfPv/XWW4wcOZKwsLBG77Pb7UydOpUXX3wxOLZr1y7mzJnD1KlTD7vPFVdcwYcffkhtbe1Ra/n0009xuVz069cvONa7d2/+/Oc/B4/Hjx+Pw+EIru7ctWsXFouFTZs2AY3bIxxcrTthwoTDVv8CvPrqq7Rq1YrY2FiuueYaKisrj1jXnDlzgiHtpZdeisViYc6cOUd9jqN5+umnufXWW7npppvo1KkTzz//PBEREY2+ht/16quv8sgjjzB27FjatGnDHXfcwdixY/nLX/4CQG1tLTNmzOCpp55i8ODBZGVl8eijj5KVlcW//vUvAAoKCvj222/517/+xcUXX0z79u3517/+RW1tbTCgX7BgAdu2beOll16ia9eudO3alZdffplly5Yxe/ZsAD7++GMcDgf/+Mc/aN++PRdffDHPP/88M2bMCH79AUaOHElJSQlz58494a+RiIiIiIjIoT7/3WfkrqjBYzhxuUvJKl/IlX320/mP/flgfAV/XfuP4NyeKT25sdONvDj6RT4c/yE3dr6R+LD4Y1xdjqp4Hbx/BxR8AQEvpHSGYb+Eu5fBHfMha3ioKxQ5pym0DTGv23/UD5/Xf/xzPd8/90yZN28evXv3PuK5m2++mXfeeYeaGvNf2F566SXGjBlDamrqYXN79+6Nz+dj8eLFh5079F4XXXRRo7EhQ4YEA1LDMJg3bx5xcXHMnz8fgLlz59KsWTOysrIOu97BFgH/+9//2Lt3b6OWAZs3b+b999/n448/5uOPP2bu3Lk8+eSTR6xrwIABbNiwAYAZM2awd+9eBgwYwI4dO4iKijrmxxNPPAGAx+Nh+fLljBgxInhdq9XKiBEjDlutfCi3231YYB4eHh58fp/Ph9/vP+Ycd/2/PB86x2q14nK5Gs2xWCy4XK7gnLCwMKxWa6M5TqcTq7Xhr5bw8HCA4BwwV1b36NHjuNphiIiIiIiIHFRV6mbhy8so397w24idekSRULqOPmEruOq2VMp/0477Ut7jmm9uYUbBDKZtmEatz1wcZLFY+PnFP9eq2hNRVwFr3oE3r4XPHmwYb34xtBkGQx+Bu5bAnQthyP2Q1C50tYqcR+yhLuBC9++fHn2lYcsuiVx+d/fg8Yv3z8PnCRxxbka7OCb8rFfw+JVfLKSuyttozl3PX3pSNX788cdERUU1GnvkkUd45JFHANi+fTsZGRlHfG/Pnj1p06YN06dP5/rrr+ell17i6aefZsuWLYfNjYiIIDY2lu3btx+1liPda+jQofz3v//F7/ezdu1anE4nU6ZMYc6cOYwZM4Y5c+YwZMiQI14vOTkZgLi4ONLS0hqdCwQCvPTSS8EVtNdffz2zZs3i8ccfP+w6TqeTlJQUABISEoLXysjIYNWqVUd9noPzAfbv34/f7z8s0E5NTWX9+vVHff/o0aN5+umnGTx4MG3btmXWrFm8++67wU3hoqOj6d+/P7/73e/o2LEjqampvPnmmyxatCgYZHfo0IEWLVrw8MMP88ILLxAZGckzzzzDrl272Lt3LwD9+vUjMjKSBx98kCeeeALDMHjooYfw+/3BOZdeein33Xcff/rTn/jpT39KdXU1Dz30EEBwzkEZGRnH/N9aREREREQEwAgYbF9TxJr31rCr0IphseLbOofBj14NQOfrh2EbEsvbRZ/x6Zb7ggGtw+pgZMuR5GTnEGYLO9Yt5LvclbBhJuS9Z7Y88Ne3mIhIhFGPg80OVivc8H5IyxQ5nym0le81bNiw4K/RH3QwaATz1++/u4rzUDfffDP/+9//aNGiBdXV1YwdO5bnnnvuiHPDw8ODq3KP5Ej3GjRoEJWVlaxcuZKFCxcyZMgQhg4dGlwVO3fuXO6///7vfc7vatWqVaO+tOnp6cfsLXskdrv9iCt8T6dnn32WW2+9lQ4dOmCxWGjbti033XRTo5YKr776KjfffDPNmjXDZrPRq1cvrr32WpYvXw6Aw+Hg3Xff5ZZbbiEhIQGbzcaIESO47LLLMAwDMAPuadOmcccdd/C3v/0Nq9XKtddeS69evYIrazt37szLL7/Mfffdx8MPP4zNZuMnP/kJqampjVbfwvf/by0iIiIiIhe22koPaz/JJ2/+Xqp9LsAOFogr30R0YsMiJYvDwedli5hRMAOAVjGtmJw9mavaXkVcWFxoij+XffoALH+pIagFSGwHXSZC5wlmYCsiZ5z+pIXYbc8eeQUogOU7zStu/tOgo8/9zm913PD4gFMpq5HIyMhjBo9JSUmUlpYe9fx1113HAw88wKOPPsr111+P3X70/9uVlJQEV78e773i4uLo3r07c+bMYdGiRYwcOZLBgwczZcoUNm7cSEFBwVFX2h6Lw+FodGyxWIIbbh2vHTt20KlTp2POObhqOSkpCZvNRlFRUaPzRUVFh60CPlRycjLvv/8+dXV1HDhwgIyMDB566CHatGlo8t62bVvmzp1LdXU1FRUVpKenM2XKlEZzLrroIlatWkV5eTkej4fk5GT69u3bqPXFqFGj2Lx5M/v378dutwdXKB96nalTpzJ16lSKioqIjIzEYrHw9NNPN5oD5v/Wbdu2PfYXUERERERELkhej49X7p+NDyfgwu6rIaMil479kvGM7cS00lnU7VlE/4z+AEzKnsSe6j3kZOfQO7W3Wh8cL081bPwcOlwOdqc55gg3A9vELDOk7TwBUjodHjyIyBml0DbEHC5byOeeqp49e5Kfn3/U8wkJCVx55ZW88847PP/880edt3nzZurq6ujZs+cx7/Xaa68dNj5kyBC+/vprlixZwuOPP05CQgIdO3bk8ccfJz09nezs7KNe0+FwBFsJnG4n0h7B6XRy0UUXMWvWLMaPHw+YLRpmzZrF3Xff/b33CgsLo1mzZni9XmbMmMHVV1992JzIyEgiIyMpLS3l888/56mnnjpsTmxsLGBuTrZs2TJ+97vfHTYnKSkJgNmzZ1NcXMyVV1552JyDbR5efPFFwsLCGDlyZKPza9euZfLkyd/7XCIiIiIicv5z13jZumgbHYab/VAdTjsZzv2U7vfQJrqYtpO6s6BVG36x+V3yFz8LwIHaA8HQNjM6k6cGH/7zjRyBp9rcPCzvPdj4BfhqYeo0yB5lnr/4h9B1MqR2UVArEkIKbeV7ud1uCgsLG43Z7fZgcDd69GhefvnlY17jpZde4p///CeJiYlHnTNv3jzatGlzzNWXo0eP5uGHH6a0tJT4+IYdPocOHcrf//53kpOT6dChQ3DsueeeIycn55i1tWrVilmzZjFw4EBcLlej656qE22PcN9993HjjTfSu3dv+vTpw1//+leqq6u56aabgnNuuOEGmjVrxh/+8AcAFi9ezO7du+nRowe7d+/m0UcfJRAI8MADDwTf8/nnn2MYBu3bt2fTpk3cf//9dOjQodF1p02bRnJyMi1atCA3N5ef/vSnjB8/nlGjRgXn/O9//6Njx44kJyezaNEifvrTn3LvvffSvn374JznnnuOAQMGEBUVxZdffsn999/Pk08+SVxcXHDOtm3b2L17d6NN10RERERE5MJTtKWM1dNXsmWLFz92omw1NB9q7u0y/L7BbKvawvTKXfxsy6PUFJvt1RxWByNajiAn+9g/68khvLWHBLWfg/eQVnXxrRofx2UCmWe7QhH5DoW28r1mzpxJenp6o7H27dsHN8c62P5gw4YNjcK7Q4WHhxMeHn7M+7z55pvceuutx5zTtWtXevXqxTvvvMOPfvSj4PigQYMIBAKN2iAMHTqUZ599lqFDhx7zmn/5y1+47777+M9//kOzZs3Ytm3bMeefSVOmTGHfvn38+te/prCwkB49ejBz5sxGm5Pt2LGjUX/Yuro6fvnLX7JlyxaioqIYO3Ysr776aqOQtLy8nIcffphdu3aRkJDApEmTePzxxxu1gNi7dy/33XcfRUVFpKenc8MNN/CrX/2qUX0bNmzg4YcfpqSkhFatWvGLX/yCe++9t9GcJUuW8Jvf/Iaqqio6dOjACy+8wPXXX99ozptvvsmoUaNo2bLl6fiyiYiIiIjIOcTr9rN+9iZyv9hMae3BPUvsRFbvoWJVIdSHtuEtM/nlR/dQUFoAQMuYlkxuN5krs64kISzhKFeXIyrZCu/c0HAc16Kh9UF6D62oFWmCLMbBXYbklFRUVBAbG0t5eTkxMTGNztXV1bF161Zat259zA27zmX3338/FRUVvPDCCyf1/ry8PC699FI2btwY/PX8o/nkk0+4//77Wbt27WGbW0nT5/F4aNeuHW+88QYDBw48ofdeCH+WRERERETOZ0V5u3n/72vxYS4gsQS8pJatpUNHF5Yr2/O+byn39LqHCEcEANM3TmfJ3iVMzp7MxWkXq1ft9/HWwaavzBW1rii4wmwlgWHAa5MgtTN0Hg8ZvRTUioTIsTLEQ2mlrZwWv/jFL/jnP/9JIBA4qSB17969vPLKK98b2AKMGzeOgoICdu/eTWamfmXjXLNjxw4eeeSREw5sRURERETk3OP3BigrrCQx0/xZL7FtEjZvHQ5fGS3ZTPaYdizt0ozfb/+AtWvNRUDZ8dlMzjb3v5icPTn4Wo7C54ZNs8ygdsNn4Kk0x51RMOZJc2MxiwWufze0dYrICdFK29PkQl9pK3I26M+SiIiIiMi5oayomtUzVrExtxKrt44f/GMcNpe5unbPR7MpS3Yzw1jGJ1s/odpbDYDdamdEixHc0OkGuiZ3DWX55445T8Kif4C7omEsppnZ9qDTeGjeWytqRZoYrbQVERERERERkbMm4A+wZckuVn+YR2Gpq37UictXTfGcJaSPNn/bzjG8K9dMG46BuYasRXQLJmdP5qqsq9Sr9lh8HtgyB1oOMFsfAFjtZmAbnWG2Peg8AZr1BrUSFDnnKbQVERERERERkVOy8at85r27nbqAC3CBESCxbAPtMj2ET81ibvIOrsEMbZMjkhmWOQynzRnsVWu1KGQ8Ir8Xtsw1Wx+s/wjqymHSf6FrfcuIHtdBq0ugeR8FtSLnGYW2Z5E6UYicGv0ZEhERERFpGgIBA5/bjzPcjBXCqKMu4MLhqSCzbh3ZgzNY2zeev+z5mNytL2LdZmVoi2GkRaYB8MywZxTUHo3fB9u+gbXvwrqPoK6s4VxUKnhrGo5j0s0PETnvKLQ9CxwOs29PTU0N4eHhIa5G5Nzl8XgAsNlsIa5EREREROTCVFPhIfejXPIXFpEaUcnYP00BoPmlPbhk4Ys4+ifwbpSP3259nqo1VYDZq3Z4i+G4/e7gdRTYHkPlHnh1QsNxZAp0uspsfdCiH1j185DIhUCh7Vlgs9mIi4ujuLgYgIiICCxqBC5yQgKBAPv27SMiIgK7XX91iYiIiIicLYZhsCt/H6unr2LHHguGxQaEsWd/Hd6yChxxMVitVopuaMHP5v4s+L7M6EyzV23bq0gMTwzdAzRVgQDsWmKuqPVWw1X/MMfjWkD2GIhOhy4ToeVABbUiFyAlH2dJWpr5KyAHg1sROXFWq5UWLVroHz1ERERERM6StR+vZcXnO6j0hgF2sEBMxVbaxpcQN7kFa2o3cFHcxQAMbDaQGGcM/dL7kdM+hz5pfbSi9rsMA3YvN4Pa/PehYrc5bnXAqN9DeLx5PPXtkJUoIk2DQtuzxGKxkJ6eTkpKCl6vN9TliJyTnE4nVjXXFxERERE5Yw7uI3FwocS+xXlUepOx+d2kV+SS3SuGzUPC+WfJalbve4X2S9sz7YppWCwWIh2RfJXzFeF2tQU8ouUvwby/QNmOhjFnNHQYZ66odUaFrDQRaXoU2p5lNptN/ThFRERERESkSfHU+Vj/VQG5X22hZ79oOl0zGICe1w/A9uc3SBzdjA8zPPxx2ytUbqgEwG6x0yKmBbW+WiIcEQAKbA8yDCjKg9jmEB5njvk8ZmDriIT2l5k9arNGgCMspKWKSNOk0FZERERERETkArVvRwWrp61gc4EbHw4gnPyvt9PpGvN8XHYmy37k4H9r/wgF5lizqGZMzp7M+KzxJIUnhaz2JmnfBrP1Qd67sH8jXP4M9L7ZPNd5AkSlQLtR4IwIbZ0i0uQptBURERERERG5gBiGwbqvNrFmZgEHqg+u8nQQXlNEa/sOkkaksa9mH8kRyQD0Tu3Nq3mvMqzFMCa3m0y/jH7qVXuoA5vNkHbte1Cc1zBuc0JlYcNxVDJ0Hn/WyxORc5NCWxEREREREZELiMViYcXbKyi3J2MJ+Ekuz6NdtpU9w8J5sW4tq/a9xq3ry/lJr58AMDBjIF9M/iIY4sohakvhuYvB8JvHVju0vRS6TDJbIITFhrY+ETlnKbQVEREREREROU/5/QE2L9xO3if5jL63PxGpCQB06xlG0ZKlpA1JZGa7Kp7Z9SmVO81etTaLjQpPRfAaNqtNgS1A+W7Iew9Kt8K4v5hj4fFmSGv4ofNEc1OxiITQ1iki5wWLcXBrSDklFRUVxMbGUl5eTkxMTKjLERERERERkQtYxYFa1sxYyfqV5bgNFwAXtSmn3wMTAAgEAtw9+27m7Z4XfE+zqGZMajeJ8VnjFdIeVFkI+R+YfWp3fls/aIH78iEmwzwM+MGqDcdF5Pgcb4aolbYiIiIiIiIi54FAwGDbst2s/iCXPfsdYLECLpyeCjI9G4hq3gLDMLBYLFitVjKiMrBZbAzNHEpOdg79M/qrV+1BBV/Cgmdh23zgkLVuLfqbK2odh2wkpsBWRM4AhbYiIiIiIiIi54HqwjJm/ncdhsUFFogv20jbjGrKxrl4w5bHin2v8eq+jvRI6QHArV1v5UfdfqRVtQA1JWbIHR5nHlfvh231q5CbX2wGtZ3HN6yuFRE5wxTaioiIiIiIiJxjDMNg19pids5fz4A7hgAQnRFPpnUn1vL9ZPSJ5OtuB/hH0edUlJj9aW0WG3kH8oKhbWpkaqjKbxrqymH9p5D3LmyeDcN/AwPNzdfoMBZG/hY6T4C4FqGtU0QuSAptRURERERERM4RddVe1n68lrx5e6jyhQOQvXozSd3bAtD3sUu5f9mvWbFvJew035MRmcGkbLNXbUpESqhKbxrclbBhphnUbvoK/J6Gc4W5Da/DYmHgT89+fSIi9RTaioiIiIiIiDRhhmFQuPEAq6atZNtOg4DFDoRj89WRUZVP1R4jGNomJbegsKYIm8XGkOZDyGmfQ//0/tjUdxV8HvhrV6gtbRhLag9dJprtD5KzQ1ebiMh3KLQVERERERERacLWfbCCr2eWAzawQFTVLlpHFVE3zMobcWv4S8VHfOUfjMPmwGqx8odBf6B5dPMLe1Wttw42fQk7l8Co35ljdie0HgyFaxuC2pSOYLGEtlYRkSNQaCsiIiIiIiLShOzbVkb1rn20uqQdAG2HtWfBh1+RVL2F5l1g4UVlPFIxm3J3Oew3e9Wu2b+Gi1IvAqBXaq9Qlh86Po/ZmzbvXbNXrafSHO91AySZX0uu+gc4oxTUikiTp9BWREREREREJMR8Hj8bvt5E7swCDtRGEOk9wA0D2mK1WnHFRtH3Fgd/LVvF0v0rYZ/5nvTIdCa2m8iErAkX9qZie9fA4hdg/Ufm5mIHRWeYG4nZwxrGXNFnvz4RkZOg0FZEREREREQkREr2VrH67WUUrK/DixOIwBLwE1W9h4ot24nLag1AeKdsln64EqvFypDmQ5icPZmBGQMvzF61AT/46sAZaR6X7YBVr5mvo1Kh03iz/UHzPmC1hqxMEZFTodBWREREREREJATm/W0Wa/IP/pq+k7C6A7SwbMXS1+Ct5vks31vIH7L+AEC7+HY82v9RLml2yYW5qjYQgJ3fwtp3If8DuOhGuPSX5rmsEdDnR9DxCmg5AC7EIFtEzjsKbUVERERERETOgvL9NVj9PqJTYwBIy3CyJs9NUvl6mresZfXoUn7rnkeZuwwOQHj5Omq8NUQ4IgCYlD0phNWHgGHAnhVmULv2Xajc03Bu89cNoa0jDMY+FZoaRUTOEIW2IiIiIiIiImdIIGCwdfEO1nywlj2lYWTHFTHyj1MBaDt+AN1Kn+OV1OV8W7oSKsz3pEakMqndJCa0mxAMbC84hgH/GQZ7VjaMuWKgw+Vm64M2Q0NWmojI2aDQVkREREREROQ0qyqrI/fdlaxbWkqtEQaEgwUqdh7ACASwWK1Y7TY29ovi2xVmr9pBzQaRk53DwGYDsVsvsB/X92+Cgs+h351gsZgfqZ1h3wZofxl0mQRth5urakVELgAX2H8FRERERERERM6szx//nM07rBgWGxCGw1tFM/d6wnp4md5uIxHbP+ey1pcBcFXWVbj9bia2m0haZFpoCz/bynbUtz6YAYVrzLEW/aDZRebrS38Nlz3VsOGYiMgFRKGtiIiIiIiIyCmoq/LiirRjsdRvKla2H8OSTmzFFjITD1AwqJQ/WhdQ6imDMvBstAdD26TwJO7scWfIaj/rqvdD7nQzqN21pGHcYoO2w8A4ZG70BbjhmohIPYW2IiIiIiIiIifIMAz2rNvH6ukr2b7bwsjLosgaPwCA3tf1wfbp27zfoYA/Vq4An/melIgUs1dt1oQQVh4ChmG2OwAoyoOZD9afsECrS8wetR2vgsjEkJUoItLUKLQVEREREREROU6eWh95n+aRN2cn5d4IwAEW2PJVXjC0TezRjlf3FrCieAUWLAxqPojJ7SYzqPmgC6dXbV05rP/EXFGb3AFGP26Ot7oE2o2GtpdCp6sgJj20dYqINFEXyH8tRERERERERE6ep9rD13+by9ZtAfwWBxCB1e8hvSqfyA5VfNp5K73rJpEQlgDADzr/gIvTLmZSu0mkR10gwaSnGjbONPvUFnwBfo85XrgWRv4OrFaw2uC6d0Jbp4jIOUChrYiIiIiIiMgRGAEDi9X8tX57uJ09m8rxOxKIqN5LZvhO9vTez19jlnDAUwrV0G3TB9zU5SYAhrUYxrAWw0JZ/tn12UOw4mXw1jSMJWVDl8lm+wOrNXS1iYicgxTaioiIiIiIiBziwO4KVr21jJ2bqpn6x0txxkRitVrp3dvG3p3z+GzIJp72rDIneyAlPIUJ7SYwptWYkNZ91vi9sHUutB4KtvpYwWIxA9v4VtB5InSZBKmdG3rZiojICbEYhmF8/zT5PhUVFcTGxlJeXk5MTEyoyxEREREREZET4PcG2Dh3E7mfbWRfdURw/JIetXS/fRwApXWlDJ82HG/AiwULA5sNJCc7h8HNB5//vWoDfti+0OxRm/8B1JbADR9Am6Hm+ZKtUFMCzXopqBUROYbjzRDP8/+qiIiIiIiIiBxddWkty15bwsa8Gjy4gAgwAiSXryeuRQnfNPfSHTO0jQ+LZ0r7KUQ4IpjUbhIZURmhLf5MMwzYtcwMavPeg6rChnMRSVBV3HCc0Nr8EBGR00KhrYiIiIiIiFywqrfsZG2eH3DhdJfRLFBAabdiXkhdSrG/FA7AZaU3khWfBcCDfR4MbcFn097V8N8RDcdhsdDxCrP1QavBDa0RRETktNPfsCIiIiIiInJBqCytI3f6cqr3HGDkb64EIOWibLL+3ywIK+brvhv5m3WNOdkPyeHJTGg3gbiwuNAVfbbs22CuqAUY9oj5Ob07pHWF5A5mUNv2UrC7QlejiMgFRKGtiIiIiIiInLeMgMH2FbtZ/d4adu93YlisWALh9N2yh5g29e0NHmzDz+f+EwALFgY0G0BOuxwGZw7GYXWEsPozrGQr5L0La9+ForXmWFgsDPqZGc5aLPCjeepRKyISAgptRURERERE5LxTW+kh992V5C/eR3UgAggDC8RVbCYxcQ/fFh9gVJtrABiWOYzs+GyGNB/CxHYTaR7dPLTFn2mr34YlL8Du5Q1jVju0HW6uqD2UAlsRkZBQaCsiIiIiIiLnndX//Yrl68OACGy+WjJq86nNLuSlfkvZZSml+e7mjDCuxmqx4rQ5mX7FdCzna0BZtQ/CYhpaG5RsNgNbixVaD4bOE81etREJoa1TRESCFNqKiIiIiIjIOc1d6yPvwzVEuny0H98HgK5X92HTAx+SEL2LpT038o/IVcFVo4lhiYxpPQa33024PRzg/Atsa0th3cdmn9qtc+HqV8xgFqDbFIhIgs7jISolpGWKiMiRKbQVERERERGRc1LRpgOsensZW3eA3+IgzlcUDG0jM5LYcdsO/ri1fnMtLPRP709O+xyGZg49P3vVuqtgw2dmULvpKwh4G87tWtYQ2ia2NT9ERKTJUmgrIiIiIiIi5wyv28+6mXmsnbWdUk8k4AALRFbvIS5sK1v2rqdNegcAxrS/ks/3fs2ErAlMyp5EZnRmaIs/k6qK4a/dwFfbMJbSCbpMNNsfKKQVETmnKLQVERERERGRc8bHj3zInupYIBJLwEtq5ToCLXfzxkVL2OQsYcp2C79M/yUAPVN68tXkr3DYzrNVtX4vbJkDJVuh723mWFQKJLUDT5W5mVjniZDaKaRliojIyVNoKyIiIiIiIk2S3xtg4+wNZHRIJLal2Xs1q3MUpXP3kWIvIK/DBl5IWkXAas5PCEsgJaKhR6vFYjl/AttAAHYshNzpkP8B1JaAPQy6X2NuMgZw/fvmZmLnW39eEZELkEJbERERERERaVLKCqtY9dYSCta78eCiS9oahjw6BYCOUwfzd+sUFlk2B+f3S+9HTnYOwzKHnT8h7UFF+bDqdVj7LlTuaRiPTIbOE8BXB9SHtpGJISlRREROP4W2IiIiIiIiEnIBf4DN87ew5uN1FFZG1o+6cNWVUl28BX/Aj81qwx7monO3YWwoKGV81ngmt5tMZsx51qvWMBpWy276ChY9Z752xZqbiXWdBK0Gg00/0ouInK/0N7yIiIiIiIiElN8f4NUff0J1IBKIBCNAYsVGHMnbmdZ1MXlRB4jaM5DBzQcDcEuXW7iz+53n16ra0u2wdob50f8u6DHVHO8yEfasgC6Tod1IsLtCW6eIiJwVCm1FRERERETkrDICBrtz99C8ezMAbDYrifZyPFV+Ur3r2NZuPX+6eAWe+kw2ISyBcnd58P1RzqhQlH36VRVD3ntmn9pdSxrG895rCG1jm0POSyEpT0REQkehrYiIiIiIiJwV1eVucmesYN3SA9QYEVw5ZR+Zw3oA0O2mDkz75n5Wxu0Pzu+b3pfJ2ZMZnjn8/FpV6/fCG1fDljlgBOoHLdDqEug6GTpeGcrqRESkCVBoKyIiIiIiImeMYRjsWrOXVdNXsrPYiWGxARHYvTVsmbM+GNq26HER1TsTiK/xMz5rPJOyJ9EypmVIaz9tPDWwexm0Nts7YHOAz20Gts16m0Ftp/EQkx7SMkVEpOmwGIZhhLqI80FFRQWxsbGUl5cTExMT6nJERERERERCrnRrMR/9eTGV/sjgWEzldiKiC/i03besTa1i9pSviXSY53dW7CQ1MhWnzRmqkk8fnwc2z4a102H9p+Crg59tgKhk8/yeVRAWCwmtQ1qmiIicXcebIWqlrYiIiIiIiJwWhmFQU+EhMtbcLCs6PRZPnR+b1U1y9Vr2tVjPP3stpcplrh2Kt8ezuWwz3ZK7AZAZkxmy2k+LgB+2zTeD2vwPoa6s4VxcSyjd1hDaZvQIQYEiInKuUGgrIiIiIiIip8RT52PdJ7msnbOTulqDH/xjLDaXA3uYi+y+B3ij9A0WpBaBxQJAn7Q+5GTncGmLS8+PVbUHrX4TPrir4TgqFTpPNNsfNLso+PwiIiLfR6GtiIiIiIiInJR920pZ9eYStmwz8FmcQBRWq5cN739BpynjAMiaehkLZzxLvCuBq7KuYlK7SbSKbRXSuk+LonxzRW1yR+iWY461HwuRydD+Mugy2dxYzGoLbZ0iInJOUmgrIiIiIiIiJ2TX0i3Mf30tB+qiAAdYILymmFh7PnPbLGJtQjv+gRnaZkRl8N/R/6V7cvdzf1VtyVYzqF37LhTnm2PN+zSEthEJZt9aBbUiInKKFNqKiIiIiIjI9woEDKxW89f7jYpyDtRFYQn4SaxcR1XqOl7pspAD0QEAEko81HhriHBEAHBx2sUhq/u0WPIfs/XB7uUNYzYnZI2ErpPAMBpaHyiwFRGR08Aa6gK+z+7du/m///s/EhMTCQ8Pp2vXrixbtix43jAMfv3rX5Oenk54eDgjRoygoKCg0TVKSkq47rrriImJIS4ujltuuYWqqqpGc9asWcOgQYMICwsjMzOTp5566qw8n4iIiIiISFPl9wfYMGsD03/2ITMfnh4czxzek+auxWxO/zNPjPo3f+05nwPRAXqn9ubJQU/yxeQvgoHtOamuovHxpllmYGuxQpuhcOVz8PONcO0b0GWSetWKiMhp16RX2paWljJw4ECGDRvGZ599RnJyMgUFBcTHxwfnPPXUU/ztb3/j5ZdfpnXr1vzqV79i9OjR5OfnExYWBsB1113H3r17+fLLL/F6vdx0003cdtttvPHGGwBUVFQwatQoRowYwfPPP09ubi4333wzcXFx3HbbbSF5dhERERERkVCp2FfN6reXsGFtDW7CgShsfjtV+/YTlZwEgPvOtnzx7RvEuuK4qu1VTMqeRJvYNqEt/FS4q2DDZ2b7g82z4e6lEN/KPNf3R9B2GHQaD9GpoaxSREQuEBbDMIxQF3E0Dz30EAsWLGDevHlHPG8YBhkZGfzsZz/j5z//OQDl5eWkpqby0ksvcc0117Bu3To6derE0qVL6d27NwAzZ85k7Nix7Nq1i4yMDP71r3/xi1/8gsLCQpxOZ/De77//PuvXrz+uWisqKoiNjaW8vJyYmJjT8PQiIiIiIiJn1/Yl21gxPZc95eHmqlLA4akgwZvLipaL6THlWq7ueh0A1d5qvt75NSNbjsRlc4Wy7JPnc8OmryB3uhnY+mobzl3+DPS+OXS1iYjIeel4M8Qm3R7hww8/pHfv3uTk5JCSkkLPnj35z3/+Ezy/detWCgsLGTFiRHAsNjaWvn37smjRIgAWLVpEXFxcMLAFGDFiBFarlcWLFwfnDB48OBjYAowePZoNGzZQWlp6ph9TRERERESkSdj68WL2VESCxUpcxSaiLO/xfufHeGzEO3zUbjsz98wKzo10RHJ5m8vP3cB213L4Uzt4ayrkvWsGtgltYPADcOdiBbYiIhJSTbo9wpYtW/jXv/7FfffdxyOPPMLSpUv5yU9+gtPp5MYbb6SwsBCA1NTGv56SmpoaPFdYWEhKSkqj83a7nYSEhEZzWrdufdg1Dp47tB3DQW63G7fbHTyuqKg4bI6IiIiIiEhTZBgGO1fsYtWMVWT3iKfD1ZcA0P3/BrDvt6+xttm3/Lf3ZrwOs1frRakXMTl7MiNbjgxl2SfPMGDnEvBUQdZwcyylAwS8EJ0BXSaavWkzeqo/rYiINAlNOrQNBAL07t2bJ554AoCePXuydu1ann/+eW688caQ1vaHP/yBxx57LKQ1iIiIiIiInIjaKg9rZywnf/F+qgKRQCR1X20Phrbx2Zl8c9Me5uzaQowzliltryQnO4c2cedgr1rDgMJcWDsD1r4L5TsgpVNDaOuMhNvmQmIWWJv0L6GKiMgFqEmHtunp6XTq1KnRWMeOHZkxYwYAaWlpABQVFZGenh6cU1RURI8ePYJziouLG13D5/NRUlISfH9aWhpFRUWN5hw8Pjjnux5++GHuu+++4HFFRQWZmZkn+ogiIiIiIiJn3J68Qla9s5zthQ4CFjsQic1XR2JNLhszlrKrcgjNo5sDcEvXWxjVahSjWo06N1sfHNhs9qhdOx32b2wYd0ZBWlfw1oIj3BxLzg5NjSIiIt+jSYe2AwcOZMOGDY3GNm7cSMuWLQFo3bo1aWlpzJo1KxjSVlRUsHjxYu644w4A+vfvT1lZGcuXL+eiiy4CYPbs2QQCAfr27Ruc84tf/AKv14vD4QDgyy+/pH379kdsjQDgcrlwuc7Bb2BEREREROSCM/uvcym3JYMFIqt343Cu4cM2c8lvVgMWC3GbP+CuHncB0COlBz1SeoS24FMx5w+QO818bXNB9ijoMhmyRzeEtSIiIk1ckw5t7733XgYMGMATTzzB1VdfzZIlS/j3v//Nv//9bwAsFgv33HMPv//972nXrh2tW7fmV7/6FRkZGYwfPx4wV+aOGTOGW2+9leeffx6v18vdd9/NNddcQ0ZGBgBTp07lscce45ZbbuHBBx9k7dq1PPvsszzzzDOhenQREREREZGTUrz5AKveWsolP+xDRGoCANldHWz9diXbUpbwavc8qiPMvq3dk3uQk53DqFajQlnyyakthXUfmQHtmCchtbM53m0K1JRA18nQYRyExYa2ThERkZNgMQzDCHURx/Lxxx/z8MMPU1BQQOvWrbnvvvu49dZbg+cNw+A3v/kN//73vykrK+OSSy7hn//8J9nZDb/mUlJSwt13381HH32E1Wpl0qRJ/O1vfyMqKio4Z82aNdx1110sXbqUpKQkfvzjH/Pggw8ed50VFRXExsZSXl5OTEzM6Xl4ERERERGR4+Dz+Fn/2VpyZ22jxBMNQK/W5fR/cAIA1bUVDH93JNW+GqIcUVze5nJy2ueQHX+OtQfw1MDGmWaf2oIvwO8xxy+5F0Y8GtLSREREjsfxZohNPrQ9Vyi0FRERERGRs610Vzkr31jMps1+vBazfZsl4CehMo8D7Qq487HnsFjMVbWv5L1CtDOa0a1GE+GICGXZJ676AHz+CKz/GDxVDeMpnc0VtV0nQ1yL0NUnIiJynI43Q2zS7RFERERERETkyGoOVPLm75ZgWOxgsRNWd4AIYxWzWsxlyYAyDIuFgftWB/vT3tD5htAWfCIMAyr2QGwz8zgsxlxZ66mC2BYNQe3BlggiIiLnGYW2IiIiIiIi54Dyoiq2fpVLj+v6AxCRGE2qZQ+eikr2xS3j1V7LOVDfvrVzYhdyss/B9gdF+WaP2rXTwQDuWQMWC9gcMPZPEJsJmX3MMRERkfOYQlsREREREZEmKhAw2DJ/M2s+zGdvZSRYLDTrtInknlkApN6ZzF3L/0TAaiHCHsHkNmPJyc6hU2KnEFd+Akq3mz1qc6dDcV7DuDMKSrZAYlvzuOvk0NQnIiISAgptRUREREREmpiq0lpWv7mEDWsqqSUCiAILxFVs5JvFK5jU8+cADOg6hsH7P2NQs0GMazOOSEdkaAs/UfP/Cl/9puHY5oR2o8yAtt1ocJ5jvXdFREROE4W2IiIiIiIiTciWr9Ywc1oRhsUGRODwVhHjXsXijG+Yc3EhMVGJXOn/KQ6bA6vFyt8v/XuoSz4+7kpY/wmkdW3oRdv8YsACrQdB1xzoeAWEx4e0TBERkaZAoa2IiIiIiEgI1VZ6KNtSSHr3FgA0u7gNtrd2ElG7l9rw5bzfYRE7U/wAtI/vQE52DgECoSz5+PncsOkrs0/thpngq4WLb4VxfzbPt+gP962DmPTQ1ikiItLEKLQVERERERE5ywzDYM+aPayavoIdxS7CfeXc8J/mWK1WXLFRGIMW8Ffvh3gcFsJsYUxofSWTsyfTNakrlqa+CVcgANvmmZuJ5X8AdeUN5xKzGnrUAlitCmxFRESOQKGtiIiIiIjIWeKu8ZL33gryFhZS4Y8GIsECFk8NqxfPpmf/EQCMuPJmvpi3npzsHC5vcznRzujQFn6i3r8DKnabr6PTocsks09teg9o6qGziIhIE6DQVkRERERE5CxY8dI3LFlYg9/qBKKx+j3EV68hP3keL/fcyqW+y+mJGdpmxWcx44oZTX9V7f4CyJ0OW76GH3wCNoe5erb3TVC20wxqWw4Eqy3UlYqIiJxTFNqKiIiIiIicAV6PH1+dh/CYcACioy34rU4iagoxrMuY2XYe6zJrwWKhTWxbeqX0avT+JhvYVuyBte+afWr3rmoY3zIX2pmhM4PvD0lpIiIi5wuFtiIiIiIiIqfRgW0lrHxzMZu3Qpv4Ukb+cSoAba8aQM23N/Nat+VURVpwWp1c3uoKcrJz6JnSs+mGtAftWgZfPQrb5gOGOWaxQdZw6JoDLfqFsjoREZHzikJbERERERGRU+T3BdjweR5rv9jMPncM4AIr7Nnrpc5dQ5grAqvdRsINg0naVMId2Tlc2fZK4sLiQl360XlqwF0B0Wnmsc1pbjAG0KK/2fqg03iITApZiSIiIucrhbYiIiIiIiKnYOE/ZpO3phaPJRyIASNAfEU+O2IX8mafPJJ3JzO2zVgAbuh0Azd3ubnprqr1e2HLHLNP7fqPocPlMPEF81xaVxj3F2g3CuJahLRMERGR851CWxERERERkRMQ8AewWC3B4LVqWyEeSxpOdzku3zK+yZzDkn7lGFYLrWJaYTtkEy6HzRGqso8uEIBdS8wetXnvQc2BhnNFa8EwwGIxPy7+YejqFBERuYAotBURERERETkOVfurWfXmYjasrWHIZQlkjR8AQLvJHVjz/55heo/V7I8zsFvtjG5xGTnZOVycdnHTXVV70OuTYfOshuPIZOg80exT27y3GdaKiIjIWaXQVkRERERE5CiMgMG2b7ew+v1c9pRHYVisYIlg1We5wdC2dd9e5JZYCa9tzr3Zk7mq7VUkhieGuPKjKN0Oa2dA39vBGWGOtegPO5dAxyvMPrWth4BNPyqKiIiEkv5LLCIiIiIi8h0+r59l/5vP+hXlVBMFxIAFYiq3cCBsIS92WcWw2snBcPbpoU8THxaP1WINbeFHUrUP8t832x/sXGyOJbSGzhPM131/BAPuBkd4yEoUERGRxhTaioiIiIiIfIfVZmHd4n3UOBKw+WqJql3B0rS5fHNxIT67hWZRzdhVtSsY2ja5lbWealj3MeS+A5u/BsNff8ICrQdDWFzD3LCYUFQoIiIix6DQVkRERERELmh1NV7WTlvKpqWFTHxiNM6YSKxWK83blbJhw5d83HEp21O92Cw2hmWOJCc7h34Z/ZrmqtqDKgvhvdsajjN6mT1qO0+AmPTQ1SUiIiLHxWIYhhHqIs4HFRUVxMbGUl5eTkyM/qVaRERERKSpK8zfy8q3lrG90Inf6gCgW4cDDLonB4DSulKGTxtOcngyk7InMSFrAskRyaEs+XCGYbY8WPMO+D1w1XMN56bfAolZZliblBW6GkVERCToeDNErbQVEREREZELhtfjJ/+95eR9s5tSfywQCVaIqNlLnWURH0SUMAgztI0Pi+fNcW+SFZeFzWoLbeHfVbzebH2QOw3KdphjNieM+h2Ex5vHk/8buvpERETklCi0FRERERGRC0bpuu3M/7oKiMUS8BJTlcu6hG/4csAWasMtpEemU+4uJ9YVC0D7hPahLfi7cqfDgr9CYW7DmDMKOlwO3XLAGR2y0kREROT0UWgrIiIiIiLnJb83wPpP13Bg/S4GP3g5ACnd25Dk/YRy7xa+zlrE2hZVWK02BjcbRk77HAZmDGxaq2pry8wVtM4I87h6nxnYWu2QNdIMarMvazgvIiIi5wWFtiIiIiIicl4p3V3Gqte/ZdMmPx5rOJaAi+wNm0lr3xaA2F9k8ft5/yY1IpU7293IhHYTSItMC3HVh/DWQcHnZp/agi9g3F+g1w3muS6TzBC38wSISAhtnSIiInLGKLQVEREREZFzXsAfoOCrfHJnFlBUGws4wQpOdykW72K+2JTODe3vBWB4yxE853iOgc0GYrc2kR+JAn7YNt/sU5v/EbjLG87tXNwQ2kalwMW3hKZGEREROWuayHcoIiIiIiIiJ2/5v79iyWo7EAtGgJjKDeyImsfnF+VTGm3Q09qT+tgTh83BkMwhoSy3MW8t/L03VOxqGItpBl0nQ9erIbVz6GoTERGRkFBoKyIiIiIi5xQjYLB1fgFGTTVtx/QEoPP4i1i9+Gus3hV822I+3/YrAauVAc0GkJOdw5DmTSikLdlqrp7tfo157AiHpCzwVEKn8dDtamgxAKzWkJYpIiIioaPQVkREREREzgnVZbWseWMR61dXUWOJIs5XFAxtI9IT2XnNt7xb9DmJYYn8sN1tTGw3kebRzUNcdb3q/ZD3ntmndtcSwAKth0BMunn+qn9AZDLYXSEtU0RERJoGhbYiIiIiItJkGYbBzqXbWP3uanaWRmJYbGCJwu6rwVuznvwdq+jUogcAU/vcyiWVoxmaORSH1RHawgE81bD+U7NP7ebZEPDVn7BA68FQW9oQ2sY2kXBZREREmgSFtiIiIiIi0mTN/MX7bCmJBWLAAlFV2zjgmM/HnVeyK9nHDUVRwdC2fUJ72ie0D2m9jeS9Bx/c1XCc3gO65kCXSQ1hrYiIiMgRKLQVEREREZEmwTAM9ubuJiYxjKhmSQCktXGxfZ+b8OrlrE6dx5zeu/E6LPRN78tPsyczPHN4iKsGDAN2LTNX1KZ1g17Xm+Mdr4CFz5mfu+ZAcnZo6xQREZFzhkJbEREREREJKU+tl7x3l5G3oJDyQCxdUvcx5LEpAHScOoS/Vl7JioRi4l3x/F/WzUzKnkTLmJYhrhrYX2D2qM2dBqVbzbGMng2hbVgs3PVt6OoTERGRc5ZCWxERERERCYnijUWsenMJW3fb8VldQCzWgJdtW9dxScCPzWojLCKSCVf8mGtsLoa3GI7T5gx12bDkP7DyNdi7qmHMEQkdxkG3q82VtxZLyMoTERGRc59CWxEREREROasMw2D6ve9RXBcHRIIVwmqLqTMWMDt7CeubV9N6z6UMbj4YgPFZ40NZrrmhmDOy4XjLHDOwtdggazh0vRo6jG08R0REROQUKLQVEREREZEzrnxvObHpsQBYLBac/kosRjRRlbkUxM/ni/4F1ITDRakX8WR2Dn3T+4a2YJ8bNn1ltj/YOBPuWAiJbc1zfW+HNkOh8wSITAppmSIiInJ+UmgrIiIiIiJnhN8foGBmLrlfbKbYHceVUxLIHNYDgLTJKbwz5zesaVlBjCuWiW3/j5zsHNrEtQldwYEA7FhoBrX5H0BdWcO5jZ9D/zvN160HmR8iIiIiZ4hCWxEREREROa0qCitY9dpCNm704bZGAHFgBFj4wadMqQ9t+wweQxv7Qq5J68PIliMJs4eFsmQoyofXc6BiV8NYdDp0mWT2qU3rFrraRERE5IKj0FZERERERE6Lyr1lfPmn2eytjgGLE6xOHJ4K8CxiUauFrOvg5nLvT4l0RGKxWPjdwN+FrtiyHVCxB1r0M48TWkNdObhioNOVZp/aVpeA1Ra6GkVEROSCpdBWREREREROmt8XwGa3AhCREElJuRUcVqIqN7Incj6f98jlQGyAbsndeCg7B7s1hD+C1JaabQ/WvAPbF0BiO7h7KVgs4AiHGz+ElE7gCPGqXxEREbngKbQVEREREZETYhgGOxZtZvX7uewvtXDjc+OwuRzYXA7CstayrHw2i/oWE+GKZlybHHKyc2if0D40xfrcUPAFrHnb7Evr99SfsEB0mrm6NjzOHGrWKzQ1ioiIiHzHSYe2brebxYsXs337dmpqakhOTqZnz560bt36dNYnIiIiIiJNRG1lHblvLGLdynKqiAFiwQZzX3mTS2+9AYBLf3wzn81dx2+y72ZMqzFEOCJCW/Sn98OKlxuOUzqbPWq7TobY5qGrS0REROQYTji0XbBgAc8++ywfffQRXq+X2NhYwsPDKSkpwe1206ZNG2677TZuv/12oqOjz0TNIiIiIiJyFu3fuJfFLy1mx/5wAlYHEIPNV4ezZimrMhawvkVbLsUMbTOiMnh93OuhKbR4vbmitutkSO1sjnUeDwVfQrccs09tWpfQ1CYiIiJyAk4otL3yyitZsWIFU6dO5YsvvqB3796Eh4cHz2/ZsoV58+bx5ptv8vTTT/PKK68wcuTI0160iIiIiIicPbU7C9lWEgNWiKjeTZl9Hl92Xs7OZA+dEjtxTZtRoSuushByp5thbeEac8zvgdGPm69bD4V712pDMRERETmnnFBoO27cOGbMmIHD4Tji+TZt2tCmTRtuvPFG8vPz2bt372kpUkREREREzo6i/D2semspFr+HUY/nAJA5vCdhb/yGdTHLmH3RduwREYxrcyV/yp5M58TOZ79InwfWzjCD2q1zwQiY41Y7tBsFrYc0zLVaz359IiIiIqfIYhiGEeoizgcVFRXExsZSXl5OTExMqMsRERERETluXrePde8vI++bPZT44wCw+j1M/k1nkptnAjBt4zSmbZjG5OzJjGszjkhH5Nkt0jDAYjFf+33wdAeo3mceZ/Y1+9R2nggRCWe3LhEREZETcLwZ4klvRCYiIiIiIue2A1v3s/K1RWzZacNrDQPisAT8RFStZkPifGbtn8Q1za8HYGLWRCa3m4zlYHB6NhgG7F5hrqjd+S3cOsdcOWuzQ/+7zTYIXXMgQZshi4iIyPnlhEPbNm3aHNe8LVu2nHAxIiIiIiJy9uS+NIsNRclgBVfdAdyBBczJXsy65pVkJ7RnWFxqcK7tbPaELdkCa6aZYW3J5obx7fOh9WDz9SX3nL16RERERM6yEw5tt23bRsuWLZk6dSopKSlnoiYRERERETnNyneXsfK1hWS0iyN74gAAsq/uybYnPmVL7AK+7LseX3QYY1qP4ZfZOXRN6np2V9UCbFsAXz0Ku5Y0jNnDoePl0G0KtOh/dusRERERCZETDm3ffvttXnzxRZ5++mkuu+wybr75ZsaOHYtVDf5FRERERJqUQMBg81drWfPpRgprY8ESxu6CjcHQNqNzNstv+Tu7Kn38OPthLm97OTHOs7g/g7cWPNUQmWQe25xmYGuxQpthZp/aDuPAFX32ahIRERFpAk56I7Ldu3fz0ksv8dJLL1FTU8P111/PLbfcQrt27U53jecEbUQmIiIiIk1F5b4qVr+2gI3r3NRao4LjkZXr2RU9nxuf+iOZMeYGY1WeKiIdkWdvVW3AD9vmw5p3IP8D6DoJrnjWPGcYsPwlaD8WolOPeRkRERGRc9HxZognHdoeau7cuTz66KN888037N+/n/j4+FO95DlHoa2IiIiINBVv/OgdSi3m6lW7twqLezFLWi5gSbv9tI5ry2MDHqNHSo+zW1ThWrNHbe50qNzTMJ7WDX70DZztVgwiIiIiIXC8GeIJt0c4VF1dHdOnT+fFF19k8eLF5OTkEBERcSqXFBERERGRE1BbVsuaNxbQdWJPItISAUhsU4MndzOF4fP5vNtqKhJsjGw1kv9l59ArpdfZ71X7xhTYOLPhOCwOOk8w+9Rm9lVgKyIiIvIdJxXaLl68mP/+97+88847tGnThptvvpkZM2ZckCtsRURERETONsMw2LV0K6tnrGJnaRQBq53KA58y4lfXAzDw7vGMem80iZEp/CD7Xq5qexVxYXFnp7jaMlj/MXS9GuxOcyy1C2yeDdljzKC23Uiwu85OPSIiIiLnoBMObTt37kxxcTFTp05l7ty5dO/e/UzUJSIiIiIi3+Gu9pD71kLWLS2hgjggDqwQXr2T1SWLGG78HxaLhajION66chqZ0ZlnZ1WtzwObvjTbH2yYCX43RCRC+8vM8/3vggF3Q7gWeYiIiIgcjxMObdetW0dkZCSvvPIKr7766lHnlZSUnFJhIiIiIiLSwFNZy0v3fY3PFgbEYfV7cNYsJzdtAXN776BZYiturDtAUrjZy7ZFTIszW5BhwM7FZlCb9x7UljacS+4IRqDhOCLhzNYiIiIicp454dD2f//735moQ0REREREDuF1+9g+O5esy3oC4IwOJ8qym7raSCqs85ndcSm70n0MbzGc57N/Q5+0Pme3V+2+DfDi6Ibj6HToOtlsf5DaRX1qRURERE7BCYe2N95445moQ0REREREgP0FRax641s273bgs4ZhT1xFqz49AGhxSzr3rHmI1MQWTM6+g6vaXkVieOKZL6qqGNbOMPvVDnvYHEvpAC36Q0Ib6HY1tBoEVtuZr0VERETkAmAxDMM43smGYZz9nWbPERUVFcTGxlJeXk5MTEyoyxERERGRc4jP62fDh8tZ+/UO9vsaWgm46vZj77SOHzzwGwACRoBlhcvondYbq8V6ZovyVMP6T8z2B5u/BsMP9nC4vwBc0eYcw9CKWhEREZETcLwZ4gmttO3cuTO//vWvmThxIk6n86jzCgoKePrpp2nZsiUPPfTQidxCREREROSCsnvRej59cRMeWwSQAEaAiMq1bEqcz5c9N9CueTdurF88YbVY6ZPe58wWtONbWPYirPsYvNUN4816m60POCSkVWArIiIickacUGj797//nQcffJA777yTkSNH0rt3bzIyMggLC6O0tJT8/Hzmz59PXl4ed999N3fccceZqltERERE5JwUCBiU79hPfKtkAJI6NSdgbMLpLsPrX8i8tt+yrlUlQ1sM45nse+mf0f/M/rabYZgf1vqVuzsWmatrob71wRTomgOJbc9cDSIiIiLSyAmFtsOHD2fZsmXMnz+ft99+m9dff53t27dTW1tLUlISPXv25IYbbuC6664jPj7+TNUsIiIiInLOqSyqYNWr89m40YfN7+b6f0/EZrPhio2CXt/youVDopPTmNTuep5tN4GUiJQzW1DZTsh9B1a/DUMeMDcRAzOgrdhjhrXNLtJqWhEREZEQOKGetnJ06mkrIiIiIt9lBAy2zlnHmo/z2VMdi2ExN+qye6voMsVg4KirANhZsZOtFVsZmDEQ25nczKuuAvI/MFfSbpsP1P8okH0ZTH3rzN1XRERERIAz1NMWYOzYsbz55pvExsYC8OSTT3L77bcTFxcHwIEDBxg0aBD5+fknV7mIiIiIyHlg/XuLWfTZXmqsMUACWCCiahN7I+czs8caRsVMZiBmaJsZk0lmTOaZK8bvg/duMzcW89U1jLe8BLpPgU5Xnbl7i4iIiMgJO+HQ9vPPP8ftdgePn3jiCa6++upgaOvz+diwYcNpK1BERERE5FxgGAY+rx+H0/wWO+CrocYag81Xi7VuCcszF7C4XzGDMofw+/Z/Y2DGwDNZDJRsaehDa7ObLQ98dZCUbbY+6HY1xLU4czWIiIiIyEk74dD2u90U1F1BRERERC5kdVVucl9fwLoVZaTFuRn1x2sByJ4wiM+++QmfdvgWmsUzqd0kHms3kbTItDNXTNkOWPOO2f6gZAv8bANEJpnnRjwGNgdk9FSfWhEREZEm7oRDWxERERERgT0rt7Nq2nK2748gYHWCJQ73vlJqaiqJiIjGbrfT/ecT6WXJYVDzQditZ+hb77pys0/t6rdh+/yGcXsY7FkF7UaYxy36npn7i4iIiMhpd8LfOVosFizf+Zf57x6LiIiIiJyv1r61gNVzCykz4oE4sEJYzV7K7PP4uNNymhdFcFnrywAY0XLEmS2m4Ct4+7rGfWpbDTLbH3S6EsJiz+z9RUREROSMOKn2CD/4wQ9wuVwA1NXVcfvttxMZGQnQqN+tiIiIiMj5ZsfSzZQZzbEEvLiqV5GfsoCve2/h4pYD+Vn2HxiSOeTM3NgwYM8K8HuhRT9zLKMnBHyQ3MEMarvmQNwZ3NBMRERERM4Ki3GCTWlvuumm45r3v//976QKOldVVFQQGxtLeXk5MTExoS5HRERERE6Rz+Nn/XtLWPvNbnqPzCBr/AAAVs+dy5z/zeDrjksobeVifNZ4JrebTGbMGQpLS7dD7jtm+4MDBdCiP9w8s+F8yVaIb6U+tSIiIiLngOPNEE94pe2FFsaKiIiIyIWldNs+Vr66iE07rHhtEUACCz9eFQxtuw8ZwhcRS7g9eSzDM4fjsDlOfxG1ZWaf2jVvw/YFDeP2MIhpZq62PXjfhNan//4iIiIiElLaiExERERELnhGwGDDRyvI/WoLxd5EIAps4HSX4g4s5LPspYyrnUJieCIA9198/5kt6L3bYeNn9QcWaD0Iul0DHa+AMP1Wl4iIiMj5TqGtiIiIiFzwDAwWfbiFGocZykZU5rM1bj5f9M2nfcueXNf+AaKd0WfgxgbsXgFr3oKBP4XY5uZ4l0lQug261/epPTguIiIiIhcEhbYiIiIickExAgabv8ol//MNjPnNWJwxkVitViKa7aBu23IWtFnElsEersy6itezH6dtXNvTX0TpdljzjhnWHthkjkWnw6D7zNddJkHXyepTKyIiInKBUmgrIiIiIheE6gNVrH51Phvy66ixxgCJfPmvNxn34A8BGPXIzdw7515ysu5jVKtRhNvDT28BnpqGDcV2LGwYt4dDx8vNDcYOslpP771FRERE5Jyi0FZEREREzluGYbBj/gZWv7+WXZUxGFYnWJ3YfDVY3ItZ5NrNOMzQNj4snpfGvHQGi/HDZw+BrxazT+1g6F7fp9Z1BloviIiIiMg5S6GtiIiIiJy3Stbv4uPX9wAJYIXw6m0Uhy/g824rSG3TnpzsHAzDwHI62xAYBuxa1tD64IYPzHFXNPS/y/zcNQdim52+e4qIiIjIeUWhrYiIiIicFwzDYM/yrexevJE+d40BILFjJhF1H+LzlbCy+QJWDDzAZVmX84/sn9EpsdPpLaBka32f2rehZHPDeFE+pNbfa/ivTu89RUREROS8pNBWRERERM5pnmoPa99aQP7SEsqJx2LYSMnLo1XnzgCk/aIVL66fQ072zTzVeixRzqjTW8Dmr2HOk7Dz24YxRwR0uBy6T4Gk7NN7PxERERE57ym0FREREZFzUtHanax6aynbisLw2cKAeKwBL46alXyTvyYY2o7OuowxWWNPXwsEnwd8dRAWYx57a+sDWwu0GQLdrjE3FlOfWhERERE5SQptRUREROScs+blr5m3yADiwAau2mIqrfOZ3Wkp9uwMbul6S3Cu1WI99RsaBuxaCqvfgrx3ofctDa0OskbA6Ceg8wSIyTj1e4mIiIjIBU+hrYiIiIg0eQc2FVKzZz+Zg7sA0GJER2zzluOoXc+G5AV8c/F2Ls0ezW/bP0+P5B6nb1VtsE/tW1CypWF86zcNr+1Oc4MxEREREZHTRKGtiIiIiDRJPp+fgg+Xkzt7O/t8iUR59nBjfWgb1yyN/ePmsJj15GTn8EjbK4kLizu9Bbx5LWz4tOHYEQEdr4BuU6DN0NN7LxERERGRQyi0FREREZEmpXxXCateXUDBFgO3LQpIBCOA311CXsEyOrfrDcC9lz9KhD3i9Kyq9ftg2zwzjD14vagUzD61Q6H7NebGYq7TvImZiIiIiMgRKLQVERERkSZj7hMfsHZ7JFgiwQYOTwVe3yIWZC2ivHMUHSJ7B+dGOiJP7WaGAYW5Zp/a3GlQXQy3fAWZF5vnB/0chjyoPrUiIiIictYptBURERGRkKkqLseCQWRKHACWBDfsiCaiagM7ohcw6+J1XNxxKD9p/xR90vqcnk3FKvaaIe3qt6A4r2E8IgkqdgH1oW1c5qnfS0RERETkJJyG73rPnieffBKLxcI999wTHKurq+Ouu+4iMTGRqKgoJk2aRFFRUaP37dixg3HjxhEREUFKSgr3338/Pp+v0Zw5c+bQq1cvXC4XWVlZvPTSS2fhiUREREQuPIZhsPXrPD64bxqv/HIx3/z1/eC5Pjdezvpmz/L2+PdpdudQ3v3B5/xl6F/ol97v9AS2e1fDM53gy1+Zga3NCZ3Gw7Vvw8/WQ+cJp34PEREREZFTdM6stF26dCkvvPAC3bp1azR+77338sknnzBt2jRiY2O5++67mThxIgsWLADA7/czbtw40tLSWLhwIXv37uWGG27A4XDwxBNPALB161bGjRvH7bffzuuvv86sWbP44Q9/SHp6OqNHjz7rzyoiIiJyPqotrWb1a/NZn1tDtTUWSAQr7N1Zgj/gx2a1ERYewQM/fY5m0c1OPaQNBGD7Aqgqgq6TzbHUrhCdAbHNzT61ncdDePypPpqIiIiIyGllMQzDCHUR36eqqopevXrxz3/+k9///vf06NGDv/71r5SXl5OcnMwbb7zB5MnmN+Lr16+nY8eOLFq0iH79+vHZZ59x+eWXs2fPHlJTUwF4/vnnefDBB9m3bx9Op5MHH3yQTz75hLVr1wbvec0111BWVsbMmTOPq8aKigpiY2MpLy8nJibm9H8RRERERM5hM38xg637oghYHQDYfHVY65ayLHMBW3v4efGyl8iMOU3tCPYXmK0P1rwN5TshMhnuWwc2897UVUCYvl8TERERkbPveDPEc6I9wl133cW4ceMYMWJEo/Hly5fj9XobjXfo0IEWLVqwaNEiABYtWkTXrl2DgS3A6NGjqaioIC8vLzjnu9cePXp08BoiIiIicmI8NZ5GxxWl+wlYHYTV7KLK/ybTu/ya1TcVc92dv2BmzhenHtjWlMDS/wf/GQ7P9YZ5fzYDW1cMtB8L7sqGuQpsRURERKSJa/LtEd566y1WrFjB0qVLDztXWFiI0+kkLi6u0XhqaiqFhYXBOYcGtgfPHzx3rDkVFRXU1tYSHh5+2L3dbjdutzt4XFFRceIPJyIiInKeKVy9nVVvL2PbvgiG5cTSftQAAFpOyGTel39h3eAaxnecxKvtfkt6VPrpu/G8v8Ci58zXFhtkjTDbH7S/DByHfy8nIiIiItKUNenQdufOnfz0pz/lyy+/JCwsLNTlNPKHP/yBxx57LNRliIiIiISct85L3tuLyP+2mFIjAYgHGyx+75tgaNtnxGX4OsXSJ70PjvoWCSfFMGDPCrP9Qafx0GqgOd5tCmz9Brpfa/avjUo55ecSEREREQmVJh3aLl++nOLiYnr16hUc8/v9fPPNNzz33HN8/vnneDweysrKGq22LSoqIi0tDYC0tDSWLFnS6LpFRUXBcwc/Hxw7dE5MTMwRV9kCPPzww9x3333B44qKCjIzT1MfNhEREZFzQF1ZFfOf+YLNe1z4bOFAApaAH1fNKvJTFrCxr5vrAvdjs9qwWCwMbDbw5G9WttPsUbvmbdi/sb6AiobQNr0b3D7vlJ9JRERERKQpaNKh7fDhw8nNzW00dtNNN9GhQwcefPBBMjMzcTgczJo1i0mTJgGwYcMGduzYQf/+/QHo378/jz/+OMXFxaSkmCsuvvzyS2JiYujUqVNwzqefftroPl9++WXwGkficrlwuVyn7VlFREREzgWGYWCxWABwhLvYutOCzxmOs+4ANZYFfN1+MUm9OpOTfQdPZl6KzWo7+ZsF/OaK2tVvwrb5QP3+ufZw6HgF9Jh66g8kIiIiItIENenQNjo6mi5dujQai4yMJDExMTh+yy23cN9995GQkEBMTAw//vGP6d+/P/369QNg1KhRdOrUieuvv56nnnqKwsJCfvnLX3LXXXcFQ9fbb7+d5557jgceeICbb76Z2bNn88477/DJJ5+c3QcWERERaaJKt+1j1asL2b3Tw5S/XYkjzIXN5SC85Tq2lKxkaf8ixnYez7PZ99IypuXJ38gwoD4UxmKF+U/DgU3mcatBZvuDTleCK/rUH0pEREREpIlq0qHt8XjmmWewWq1MmjQJt9vN6NGj+ec//xk8b7PZ+Pjjj7njjjvo378/kZGR3Hjjjfz2t78NzmndujWffPIJ9957L88++yzNmzfn//2//8fo0aND8UgiIiIiTYLfH2DTJ8vJ/XIrRZ4EsESDFb767+tcdtfNAIz4+c0kFK3gsZYjcNqcJ3+zonxzRW3BF3DbHHPzMIsFBvwEqovNnrVxLU7Pg4mIiIiINHEWwzCMUBdxPqioqCA2Npby8nJiYmJCXY6IiIjISasqLGPFy/Mo2BSgztawojW8ah3b4hbguSyZJ8c9expuVAy5082wtnBNw/jk/0GXiad+fRERERGRJuZ4M8RzfqWtiIiIiJxeB/I2k7s1Emxg91bh937LwjaLsFzcjJwO1zCq5ahTu0FRHnz1GGz6Cgy/OWZ1QPZo6H4NtDvF64uIiIiInOMU2oqIiIhcwGpKqlj9yjzcFbUM/bW5urXl8IsIe+1JdoetY37fTQzpNpZft3+B7Pjsk7uJYUBdOYTHmcf2MCj43Hzd7CKzT23niRCZeOoPJCIiIiJyHlBoKyIiInKBMQyDHfPXs+b9teyqjCFgdWH1W+i8cyfJmZkAtHmsLwnu9vy81WgiHBEnd6OSrbDmbVj9FqR1gSmvmeOJbWHsn6H1EEg+ySBYREREROQ8ptBWRERE5ALhrqhlzWvzWbeqgkprPJAIVgir2UFx2AJm7yliSuaNAAxrMezkblJbBvnvm0HtjkUN43Xl4K0DR5h53OfWU3kUEREREZHzmkJbERERkQvEgqc/ZF1hMljjsfo92GqXsarZAg6MiWJyp6sZ23rsqd1g1u9g4d/B7zaPLVZoM9Rsf9BhXENgKyIiIiIix6TQVkREROQ85Kn1kPfmAmJSIml7eR8AWk5sz9Y/51LiXMg33XLp1Xs4d2b/ic6JnbFYLCd2A8OAvavNVgeuaHMsMskMbJM7Qo9roWsOxGSc5icTERERETn/KbQVEREROY/sy9vJyjeXsLUoHJ8tjCjP6mBo27ZbD96/+yuaxwzmjTZPEe2MPvEbVBbCmndg9ZtQnA9XPge9rjfPdZsCLQdAWjc40RBYRERERESCFNqKiIiInON8bh/rpi8ib/5eDhhJQDzYwFW3nxJrLjvKttMiriUAP+vz8xO/gbcONnwCq96EzbPACJjjNhdU7m2YF5FgfoiIiIiIyClRaCsiIiJyjnv3nmnsM1KBJCyGH1d1LuuTFrD5UjcTukwh/lSCVHcl/LUr1JY2jDXvY7Y/6DwBwuNPuX4REREREWlMoa2IiIjIOcTv87Pxw2W0HNCOiDQzjLU3L8G5yUmtsZD5HZbRekA/pmQ/zEWpF514r9qyHbDjW+h2tXnsiob0HnBgk9n+oPu1kJR1eh9KREREREQasRiGYYS6iPNBRUUFsbGxlJeXExMTE+pyRERE5DxTvruEVa/Mo2ALuG3RNE/dyFWP3Q5AZXkJd35xO8M7juWqrKuIDzvB1a/uKlj3Iax6A7bNA4sV7s1r2ESsej+EJ4DVepqfSkRERETkwnK8GaJW2oqIiIg0UUbAYNPMleTOLKDQnYBhiQYbODyV7Ni3CcMwsFgsRMcm8GrOOyd28UDADGhXvwn5H4K3uuFcy4FmO4SDoW1k0ul7KBERERER+V4KbUVERESaIF+dh9d+/DHVtjggGSwQXlXAjpgFrBlazNiek/EZPhwWx8ndYM3b8P7tDccJbaD7VOg+BeJanI5HEBERERGRk6TQVkRERKQJMAyDohVbSLuoLQD2MCcE9mIznBiexSxt/S0xV3fi6va38+uMflgtJ9CqoLYM8t6FiCTodKU51mEsRKVC+8vMsDazD5xo/1sRERERETkjFNqKiIiIhFBtWQ1rXv2G9WuqqbLFM6yumE4D+wPQ5vpM/rb574zsPZEn271OSkTK8V/Y74MtX8Oq12H9p+B3mxuKHQxtw2LhvnVgtZ3+hxIRERGR85phGNR5A1R7fNS4/US4bCRFuQCorPPyZX4R1R4/tR4fNR5//Yf5+pKsJCb2ag5AUUUd1/z7W6rdPuY9OAyXXd+bHqTQVkREROQsMwyDPUs2sWr6SnaUxxCwOsHmxOp3s+yrBcHQ9pIhlzNw8DhsJxKsFuXD6jdgzTtQVdQwntwRukyEgL8hqFVgKyIiInLeCwQMar1+qj0+whw2YsLM9lplNR4WbDpQH7z6qK4PVqvdfqrdPoZ3TGVMlzQANu+r4ocvL6PabQav1R4fhtFwj9uHtOWhyzoAUFrt5b53Vh+1nkinPRjaOmxWtu4391ao9fgV2h5Coa2IiIjIWbQ/dxszn1tKuSURSAIrhNXuZr9zAcsu2soVg64LzrVarHCiHQtm/x42fGK+Dk+ArjnQYyqkd1f7AxEREZEmzh8wqPH4cNishDnMALO02sOqnWXBVa3V9StWq90+qt0+RndOY0CWuXHs2t3l3D99TTB8Pbi69aAHxrTnzqFZAOwqreWuN1YctZaUGFcwtLVZLMFw9bsinbZG32bGhNsZ1C6JCKeNSKedcKeNCKeNCKedCKeNLs1iG+aG2Zl2e3/CHTaiXIopD6WvhoiIiMgZVldeQ1hsBADRLZKo8odhsXpx1K5kTfoCfOMzyOk0hZ81H4zdepzfnvk8UPA5rHoTRv/e3EgMoNf1Zjjb/VpoNwrszjP0VCIiIiJyqMo6L9sP1FDt9lFV/3Fw1Wql28eoTqnBwHL59lKe/GwdVfXnazzm/DpvAIDfje/C9f1aArCusIKbXlp61Pumx4UHQ1vDgHV7K444z2IBjy8QPI6LcNCndQKRThsRLrv52Wkn0mUj0mXnohbxwblpsWFMu71/MIiNcJkha5jdhtXaeGFAXISTV2/pe1xfM7vNysWtEo5r7oVGoa2IiIjIGeB1e8l/eyF5C4uo88KN/56EzWbDFRuFrcMy5roW0X/g5TyU/TzNopod30UNA/ashNVvQu50qC0xx9O6wLBHzNftLzM/REREROSIAgGDGq+/IVyt8wVfV3t8XNwqgebx5j+4r9pZxmvfbv9OEGuGsZV1Xp6Y2JXLu2UAsGDTfm5/7egrV1NjXMHQts7rZ+m20qPOrXH7gq8TIp10bRZrBqYuc7VqlMseDFh7HRKutkqK4OWb+xDlqg9g6wPWSKedMIcVyyFLYpvHR/DOj/of19cszGFTuHqWKbQVEREROY0ObNjDyte/ZcteJ15bBJCExe5n4cfvM+iqSQBM+cnP+IE9HIfVcXwXdVfBsv/Cqjdg3/qG8ag06HY1dJl0+h9EREREpAkxDAO3L0BlnRmcVtZ5aZUUGezPmrennDkb9lFZ5wu2Dah0N4SxvxzXiT6tzdBx+opdPDB9zVHv9bdrewZD271ltUxfvuuocytqG8LV2HAnKdEuolx2Il32Qz6bYWvb5Kjg3A5p0fzzul6NzkfWtw+IdNlx2a2HzI3hox9fclxfp+gwB0Oyk49rrjRtCm1FREREToMdc3L59p189gWSgTiwgdNdQjULWNY1n9bd7gnOjXHGfP8FDaOhB63FCnP/BJ5KsIdBh3HQfSq0GQo2fTsnIiIi547iyjq27a+hss5LldtHRZ250vXg8U0DW9M6KRKA91bu4pkvC4IhrddvNLrWyzf3CQaUebsr+NPnG45534MO9k61WgiGq4cGrfERDf+w3iE9hgfGtCe6/vx356fFhgXn9m+byJJfjDiur0NilIuxXdOPa65cmPRdvoiIiMhJMgwj+Ctm+wt3mYGtESCsOp+CxAWUjA1nQtcp3Nnijzhtx9Fb1jBg52JzRW1xPtzypRncOiNgyAMQFgOdxkN43Bl9LhERERFoaCNwMFStdPvMla51Pi7JSiK2Ptycs6GYT3P3Ullnnq+sD1mr6o9fv7Vv8Ff4P1y1h99/su6o9xzeMTUY2np8AXaU1Bw2J9plJyrMjmE0hLhZqVFM6Z1phqphDatXDwasXQ/Z/GpEx1TW/XbMYe0CjqR1UmRw4y6Rs0mhrYiIiMgJ8PsDbP5kOblfbiEsoo5xf7wRgG45I1n49SMsa7uGzsOG86PsJ2kd2/r4Llq2A1a/ZfaqLdnSML5nJTTrZb4e+JPT/CQiIiJyvvP4AtitluBGUZuKq9hYVElFrZeKOi+Vdb761+bn347vQrO4cAD+PquAp7/aiGEc+drv3TmAnvVBbEFRFe8sO3oLgaq6hhYCydEu2iRFEhVmJzrsYKjqILr+uHl8eHDusA4pzLijP9FhDqJc5vlIp/2wja8AerWIb9Tb9Vich7QeEGmqFNqKiIiIHIeqvaWsemU+Gzb5qbPFAMnY91dTVVFGVEwcdpudsX+8nVujm+GyuY7votsXwtdPwLZ5DWOOSOh0FfS4FtJ7nIlHERERkXOAYRjUeQNU1pkBa3mtLxi0juiYQoTTjHQ+Wr2HL/KLzHn1Aaz52ket18/snw2hTX0v1Q9W7ebvszcd9Z4/rnQHQ1uXwxoMbG1WSzBUPRiwOmwNwWef1gncP7o9MWHmKtdolyMYyka7HKTENHxvdFWPZlzV4/g2YU2JDiMlOuz7J4qchxTaioiIiBzDttm5rPownz01CRjWSLCB3VuN37eYZVkrucTdms7EAdAmrs2xLxYIgLcGXPWbUPjq6gNbC7QeZPap7XhFw3kRERE5Zx381f2Dv36/eV8V2/ZXU1EfqJphrC+46vWJCV2JizDbKT352Xr+O3/LYT1cDzo0iN1YVMlHq/cctY6KQ1a5tkqMpE+rBGLC7USHOYgJsxMT7iAmzAxiDwa2ANf0acH4ns2Idjm+t41A98w4umfGHd8XRkSOi0JbERERkWNY+dG37KlrC1YIr97CrqgF7BzhZmzvHG5q/QvC7eHff5H9m8zWB2veNlfRjn7cHG89BEb93uxTG5d5Rp9DRERETpxhGNR6/ZTXes2PGi+9WyVgq//1/M9y9/LtlgPB82X1nyvqP3/78HASo8xVpi8v3MYri7Yf9V4/H9U+GNo6bJZgYGu1YAas4eaq1Zhwe6MAdWj7ZOIinMEANjrMTkyYg9hDwtiDJl3UnEkXNT+uZ48JM98vIqGh0FZEREQE84eyXQvWs/q9NbQdlE7H8YMBaDOxPUX/mc2a1stJH30xV3d4kA4JHb7/grVlkPcurHoTdi1pGC/4wgxqLRaw2mDAj8/MA4mIiEhQnddPWY23IVyt8QRfV9R6+fHwdsFf93/my418tGZPMHj97mrX5b8cEQxiF205cMwgtrzWG5zbMjGSbs1jzTA03F7/2UG0ywxb4yMaNi29aWBrru3T4pg9XA+6qGUCF7VMOOmvjYg0TQptRURE5ILmrqgh97V55K+soNKWCCSz76M1wdC2+6DBHGjp44b0B4hwRBzfRT/5Gax4Ffxu89hihawR0P1aaD/WDGxFRETkhPj8AeyH9FFduaOUzfuqKavxBAPWQz/e/lH/YBD74Iw1fLDq6C0EbhzQKhiultZ42LKvutF5m9VCbLiDuHAHdb5AcHxIdnJwVWtsuBnCHnwdG+EgNbqhl+stl7TmlkuOb5PShEjn908SkfOaQlsRERG5IO1dvplV7yxne0k0fpsLbIlY/R5sdStY3WoZtb5bgq0PLm1x6bEvtm8jJGaBtf4HSavdDGxTOkGPqdD1aohOPcNPJCIicm7wBwwq67yU1q987XFIL9T3Vu5i5Y4ySmvM1bBlNV7Kas3PVW4fG39/WTCIfWnhtmMGsRWHrHKNDXcEg9eD4WrcIQGr9ZB/UL2+X0su65IeDF5jwx1EOm1H7Ok6vGMqwzvqv/EicvoptBUREZELTiAQ4LN/LKPWmQw2cNUWUuKcz6a++xh+yWR+3+Yn39+rtrYU1s6AVW/A7uVw40fQ2lydS787zFW16d21qlZERM5bgYBBpdsXDFdL61sOVNb5+L9+LYPznv5iA3ML9lNe46G0xtx0yzik40DB4w1B7JwN+44ZxJbXekmqD2K7ZMRSWuOtD17tDStc6z8inA2Rx68u78RjV3Y+5mZaB7VLjaadclgRCTGFtiIiInLe25e/kzVvLWbgz8YQFhuF1WolMn03/h072JC+mPAp2Uzu8iPuT+p27B/m/D7Y8jWseh3Wf9rQ/sBqh6K8htA2vhXEn/HHEhEROa1Kqj3sq3RTUu2htMZjfq42g9Yaj48nJ3ULzr37jRV8trYQf8A44rWu7p2J024GsTtKali9s+ywOVEuM2itdvuCG3CN7JRKi4QIYut7vMZFOIir/xwf4SQuvGFjrFsHt+HWwW2O69kch7RVEBE5Fyi0FRERkfOSz+Njw/RF5M7bzQEjBUig4h+vMOGROwEY9cub+HTbp/y67YvEOGO+/4Llu+A/w6GqsGEstQv0uA665kBU8pl5EBERkVOwdnc5u0prKKk2V8KWVnsoqf9c6/Xz1m39g3Pve2cVczbsO+q1fntVl2AQa7dagoFtuMNGfISD2Agn8REO4iIcePyB4NwbB7RiXLeM+uDVQWy4k9hwR/D8oS7vlsHl3Q4bFhG54Ci0FRERkfNK6ZZCVr26kE077XjsUUAKGAFcNWvJNzYyoX5efHg813W87ugXqi2F4nXQcoB5HNMMnBEQkWj2qO0xFdL1U6WIiJxZ/oBBVZ2P2IiGFaZf5hdRUFwZXAV7aBDr8QVY+PDw4Ny/fLGBr48RxHp8DeFqUpSLxEgn8ZFOEiKcxEceXO1qhrGBQ3oaPDK2Iw+P7UhsuIMwh+2Yz9CzhX79RETkRCm0FRERkfNG+dZC3vhjLljiwA4OTzm1xkLW99hKvxFXcFfbJ459gYAfNh9sf/AJOMLgZxvNzxYLTJ0GcS3Arh2dRUTk5NR6/ByodlNZ56NjesNveryyaBtrd5c3rIitD2HLar2EO2zk/3ZMcO4bi7cfM4h1+/y47GaQ2j4thoo6H/ERThIiHYcEsubnQ7sC/Tmn+3E/R0pM2Ak8tYiInCiFtiIiInLOqth9gB2zc+ly/VAAYlunEe7+AMPvY2vCIvzjU5jQ/Rp+knbxsXvV7ttgbii25m2o3NswnpgFFbshsa15nJR15h5GRETOSQdD2JJqD1VuHwPaJgXP/X1WASt3lnGgys2BarNHbI3HD0CEs3EQO2fDPmavLz7iPWo8fuq8/uCK1oFZSSRGuYiP+E4IG+kkPsKJ3drQduChyzqciccWEZEzTKGtiIiInFOMgMHmz1ey5rMNFNYlYVggqlcerTp3BiDrwbYU+LZzb9azJIYnfv8FF/8bPru/4Tg8AbrVtz9I6wbHscu0iIicP+q8fvZXmSHsgWoPNW4/47qlB88//kk+S7aVcqB+zsEQFszerut+1xDErtxZdsQg1mm3EhvuaLQi9qoeGVzUMj64IjYuoiGEjYtwNNpI64eDjm/zLREROXcptBUREZFzQs2+cla/Mo9169zU2uOBVLBCWPUm5i1bEwxtB3ccweCjXeRg+4OIBGjWyxxrOwysdsgaaQa12aPB7jobjyQiImeBzx+gpNrDvio3+6s8HKhyU+v1c13flsE5D05fw4LN+w8LYQHCHNZGoe2WfdWs3lnWaI7DZiEx0kVCpLNRj9j/69eCUZ1SSYwyzyVFmUFslMt+2G+AXNWj2Wl+chEROZcptBUREZEmb/2M+cz+vBrDGgH2CGy+WgzvEtZn59P58hGMaXfDsS+wb6PZp/Zg+4NOV8HVr5jnktrBzwvMIFdERM4Jbp+f/VUe9le6OVDtZn+lh1qvnxsHtArO+elbK/lm4z5Ka7yHvd9ltzK1T4tgcHqg2sOu0trg+UND2MSoxkHsbYPbMOXiTBKjnOacKCfRRwhhAS7tkHqan1xERC4UCm1FRESkyakrr6Z8SyGpPc1esvEXN8cycz2umh0URi6g/DInV/S9htsyfo3NepQdq2vLIO9ds1ftrqUN4+HxEJvZeK4CWxGRkKvx+Nhf6WF/tZv9leaq2Fqvn1suaR2cc/cbK5i7cR+Vdb7D3u+0W7mhf8tgeFrj8QcDW6sFEiJdJEU5SYpykRjlxBcwcNjMufeObMcdQ9uQEGmeO1oIC9C3zXG03hERETlFCm1FRESkydizeCMrp69gR1ksYb593PQ/M7RNbdEK6/DXcGfHc0v735EWmfb9F3ttIuxebr622KDdwfYHY9T+QETkLDAMg2qPn32VbvZVujlQ5WZ/fWuC2wa3Dc676/UVfL2h+LC2BABOm5WbB7YKBqgeXyAY2B5cDZsUbQaxSVEuvH4Dp92c++CYDvx8VHsSo8y+sDbr0XuUd86IPZ2PLiIicsoU2oqIiEhIearrWPv6PPKWHaDCmgKkgA38Hhtr8r6lW+d+APzoml8e/SL7C2D1W3DJPeCKNse6TAJvrRnUdr0aovUrqiIip4M/YHCg2k1xhZt9VW72Vbip9vi4aWDDiti7Xl/B7PXF1HqPHMTeOqhNMIj1+gPBwNZlt5oBbLSL5PpVsYcGsQ+P7cgDYzqQHOUiJvzoq2EBslKiTudji4iInFUKbUVERCRklvz9Y1asseC3hYM1BUvAh712FZtbrKT5VX1Jbz3q6G+uLYO89+rbHywxxxLaQM/rzNd9fgT97oRj/EAvIiINajy+YBBbXOGmyu1lysUtgud/Pm01czfu40CVm4DR+L0Om4UfDGhYEesPGMHANtJpIynaVb8a9vAg9hfjOvLI2I4kRbuIdNqOGcS2Too8zU8tIiLSNCm0FRERkbPGV+fF7/bgijV/6N5nFOG3tcZZt59y+3yKB9UxaujV3JR5Lw6r4/ALBPywZY4Z1K7/GHx15vjB9gfxDTuBY9O3OSIigYBBSY2HfZVuiivdVNZ5ubxbRvD8rz9Yy7yC/RRX1FH9nfYEDpuFnIsysda3Fah2+9hX6QbMHrGJUS6So1ykxJif3b4AYQ6zz/jDYzvw0GUdSI52Eek69t/HLRMVxIqIiHyXfpoRERGRM65k425WvLaILXtcJCXsZOJTdwIw/NZr+cvj9xB5eTZTOt1PZkzmsS9UsQdemwTUL/FK7miurFX7AxG5wAQCBqU1Hooq3JTVeBiQlRQ89+Rn61mwaT/FlXXsr/LgP2RZrN1qYWyX9GAQu6/Szdb91cHz4Q5bMIRNiTGD2HCnGcTeNzKbu4ZlkRLjIiHCid1mPWp9CmJFREROjUJbEREROSP8Pj8bZnxL7pzt7DfSgASwQ2lhGD6/D7vNTlh4BI/87oUj/ypsXTmsfRdKt8LI35pjcZnQeTxEJJlhbXoPtT8QkfOKYRhU1Pk4UOWmTXJDT9YX529lydYSiirrKK5wU1xZh9dvhrF2q4WNv78sGMTuLKkhd3d5o+smRjpJjnaRHO2i1usPrn69a1gWPxjQiuRoFykxYcdsT9AuNfpMPLKIiIgcgUJbEREROe0WPPUh+RsDeOwxQBoArup8dqQsJe66jrgDbuz17QsahQNHan9gsULfOyAm3ZyT89JZfRYRkdOlzusPtg8A+Gj1HlbvLKOo0k1RRR3FFXUUVbip9fqxWS0UHBLELt9Rysy8wsOumRTlJCU6jCqPj5gws63MzZe0YkLPZqTEuEiJDiMxyonjKKtiuzSLPQNPKiIiIqdKoa2IiIicsoA/gPWQQGDL5m147F2weyvx+Bex5+JiBl42ketb3orL5jr8AiVbYeWrsPotqNjdMJ7cAXpcB46ws/AUIiKn7tstB1i/t4LCCrcZwlaaQWxRRR01Hj8bf38ZtvogdmZeIZ+s2XvE60S57JTXeomPdAIwqVcz+rRKIDXGXBGbFhNGUpQLp/3wMPailgln7gFFRETkrFBoKyIiIietqrCMVS/PZUOBj57jo+l1+SgA2o3P4ovPXifi6taM7/lDsuKzjn2hLXNg3l/M12Fx0DUHekyFjJ5qfyAiIVdYXseOkhoKK+ooLK9lb3kdheV17C2vY1+lm28eGBYMYl/7djsfHyWIBThQ7SYl2vyHqBEdU2gWF05KtIvUmDBS68PYlBhXoxW5AJd2UN9uERGRC4lCWxERETkhhmGwbdZqVn2Ux97aZAxrNNgh96NVwdC275jL6DHyUsLs31khG/DD1rlm+4PWg6HXDeZ45wlQ8AV0uxqyL9PKWhE5K2o8PvaW11FUH8AWVtSxt7yWwnI3L1x/UTCI/f0n+ccMYvdXuUmNMf/e6tM6AcOAlJiDQayL1Ogwc3VsbBhRroYfwSb0bM6Enmf2GUVEROTcpNBWREREjouvxs3yf39F/tpqauxJQDpYIaxmG0XRi/FPbBOca7FYGge2BzbDqtcbtz84sLkhtA2Pg2vfPGvPIiLnN8MwqKj1HRLCmqHsjy/Nwl7fyuX+aauZtnzXUa9xaBDbMjGClokRpMWEkR4bRlpseP1n8zg+whl83w39W3FD/1Zn9PlERETk/KfQVkRERI6LxWZl9Ro3XmcSVr8b3MvY3WkrPSeM5do2zxDhiDj8TavegOUvw85vG8bCYs32B92nnr3iReS8UuPxsaesjj1ltQzMSgquiP37rALeW7mbveV11Hr9h73v2j4tSIs1g9iDvWIjnTbS4+pD2PrVsGmxYY3aE9w/ugP3j+5wFp5MRERExKTQVkRERA7jqaxlzavfULCmiInP5OAKD8fmchCZUcCu/dsxrkzkygHX0imxU+M3GkbjHrT5H5qBrcUKbS81NxVrP1btD0TkqHz+ADarBUv93yVf5hfxzcZ97C2vZXeZuXK2rMYbnP/tw8ODQWyV28eW/dXBc3ERjkarYw/96+muoVn8+NIsosMcZ+fBRERERE6AQlsREREJKlyxmeVvLWFnaSx+WxjQnFn/7w3G/vgWAK749R1YsRLljGr8xrKdsPpN8+P69yC+lTne73bI7APdr4GYjLP6LCLSdO04UMP6wgr2lpurZXeX1QZfF1XUsfChhiB22bYSXv12+2HXiHLZyYgLo8rtBcy5Ob0zGdI+mYzY8MNWy35XbITCWhEREWm6FNqKiIhc4Ly1HvLe+Ibcb4upsKUBqWADZ10x5c6FVHTqHJwb44w59I2w7mNY9RpsmQsY5vjqt2Hog+brNkPNDxG5INR5/ewpqw22LthTXhs8fvrq7qTU94h9ffF2Xvhmy1Gvs7usNhjaXtIuCbvNQkZcOBmx4WTEhZMeF0bMEVbIZqVEkZUSddi4iIiIyLlGoa2IiMgFbuv85SxYagVbGpaAH3vtava2Wk9WzhCmdPh946AWoGofzHkCcmeAu7xhvNUgs/1BpyvP7gOIyFlTWedld1ktu0tr2VVay/gezYIrVp/+ciN/m1Vw1PfuLK0NhrZZKVF0ax4bDGEz4sLqP4eTERtGUpQr+L5B7ZIZ1C75zD6YiIiISBOj0FZEROQC4vP62DBtIcXb9zLs4SkAZI/sz/zX/0a5fTu1l1q5bMRUeiT/LNhPEgC/F2z1q9qcEbBmGngqITYTekyF7tdCQusQPJGInC6GYVBW4yXSZcdptwJmP9lpy3ayu8wMactrvY3e06VZLBe1jAcg8ZCNvYIBbFwYGbHhpMeF0yKhYbPCnN6Z5PTOPEtPJiIiInLuUWgrIiJyASjbUsjyV75hy04nHkcMVn8sXXbuJDnTDE0ueWYMKeEpxIXFNbzJ74WNn8Oq182etbfPMzcZc0bCmCcgrgW0GgxWa2geSkROyq7SGlbtLAuuljUD2Rp2l9ZS7fHz7p0D6NXCDGJ3l9bwRX5Ro/fHRThoFhdOs7hwXPaGP/8TezVjfI9mxITbG/+jj4iIiIicMIW2IiIi5ym/P8DmDxaz8stN7A+kgyUJHGD3VOBmEeuKjGBomx2f3fDGojxY+TqseRtq9jeMF+dDan1/2143nMUnEZHjYRgG+yrd7CytYVd9ILur/vVDl3Wgc0YsAF/lF/HoR/lHvU5ReV3w9YCsJH57VWeax4fTLC6CZvHhRLmO/CNE9BF6zIqIiIjIyVFoKyIicp766vHX2bSnGdAMLOCq3kBx6ioycnqR0/1BEsISGr9h82yY9VvYs7JhLCoVul9j9qr9/+3dd3yV5f3/8dfZmedk70FIIBD23uJAQXFQt6KitbZabKW2rrZ2/hxf7fz2W7W1VWzr3rhARAFBluwZNoFAyCI7OfP+/XHghAhaUJIcwvv5eNyPnHNf132f6+LxuEjy5uJzJxd26PhF5Fh1LV72Vjext7qJQTnxpB6uEfv6yn389M31uH2B41531dDGUGjbIzWWobnxZMZHtgljg68jibBZQtf1TI2lZ2ps+09MRERERNpQaCsiItIFGIbBrtmrMcw+8icOB6DHtwaw+0+78Pk/p35kA0Muu4bhad/DbDr835kDfvA2g+Pwk9aNQDCwNdugcBIMvAEKJoBFPy6IdIbNB+p4a3Upew81sbe6mZLqpjY1Zf9y3SAuGZABgCvShtsXwGyCdFcwgM2Kbw1jB2XHha4bU5DEmIKkjp6OiIiIiJwE/RYmIiJyGmuqqGX1c/PZstlDiy2RSPf2UGjbvV9/cu8pYWjuXSRFHhXQVO0I1qld8yL0uxIu+G3wfPdzYPLvoehbEJ3YCbMR6foCAYOD9S3srW5mb3UTJdVNwXIG1c3sPdTEgxcXcVG/dAD2HWrmbwt3HnOPxGg7WQlRberJjspPZME9Z5MRF4nNojrTIiIiIqc7hbYiIiKnGcMw2LtgA5+/uYaDzckEzLFgA4uvBbdxgPLaMlJcaQBM6nVx8CJ3PWx8KxjWlixpvdm2uXD+b4IPGDNbYNh3On5CIl1Mg9vHnqpGSqqa2FPdxNiCJPpmBksTzN18kO/9e+WXXrunqin0uldaLDeP7kZ2QhQ5CVFkJ0SSHR9F9HFqykY7rMc9LyIiIiKnJ/1kJyIicpp57YfPUu7tBmSCGRzN+6iJXYHr6nwuHXE7KdGpbS+Y/VNYORO8jcH3JjPknweDpkLhRcHAVkROmGEY+AJGaEfr9vJ6/u/j7eypbqKkqomqRk+b/g9c2CsU2mbHR2Exm8iMiwyFsNkJUaFgNi8pOnRddkIUv7q0T8dNTERERETChkJbERGRMHdgWTHObslEpwYfHGZJa8K824PJs4q6vmUUXTWFcTnXYzUf/rZeWwqx6WA+UrvWFwxsE/Jh0A3BB4s5MzppNiKnB3/AYH9NM3uqmthTHdw1u7uqkT1VwZIGMyb04Ltn5QPg9gV4a83+NtcnRtvJSQwGsd2TY0Lne6XFUvzbSVhVwkBEREREvoJCWxERkTDkbWxh3fPz2bi8inprOsmJs7n6obsAOO+Oa3ll+b+YPPZmMmIOh6/e5mD5g9X/gZ3z4eZ3odvYYNvI26Hv5ZA9QrtqRY7S4vVTUt0UDGarGilKdzL68AO6Nh+o4+K/LPrSa48uY5CXFM29kwrplhhNTkIUuYlRxEbYjnud2WzCjNahiIiIiHw1hbYiIiJhpGLdLpY/v5h9VXH4rFFgTccU8FNdfgjDMDCZTLgSkrht0t1gGFC6MhjUrn8d3LWtN9q7rDW0TegePETOQIGAgdkcDEkr6t08NntLqIxBWV1Lm743jswNhbY5iVHYrWay4yPJPSqMDR7RZMVHhq6Lslv5/tkFHTcpEREREenyFNqKiIiEAb/Pz0vf/w815mwgA6xgd1fRaFuG46IkJp93K6ajd8nWl8G/pkDF5tZzrmwYcB0MvB4S8jp6CiKdptnjZ3dVI7srG9l1+OvuyiZ2VTUyuV96qC6s3Wrm1ZX72lwbG2ENBrEJ0fTPcoXOOyNsbPnNpFDgKyIiIiLSkRTaioiIdJL6fZXEZgV39VmsFjz+ejAFsDdvpDZvJ92vP58JBY9gs9jA74WDGyH18EOJYlLB1wLWCOh9CQycCnnjW+vYinQxLV4/e6ub2FXZSEyEldH5wbVT0+Rh4G/mful1uyobQ69dkTbum9SLjLgIchKi6JYYTVyUre0/iBxFga2IiIiIdBaFtiIiIh3I7/NT/Npi1nyyi0NkctYNDvqNGwdAj2tyWHdoCedPupFurm7BCw5ugjXPw7qXgw8U+3ExWB3B2rRXzYT4bhAZ10mzEWkfPn+A55bsCe6YrWpkZ0Uj+2ubMYxg+7m9UkKhrSvShjPCislkoltSNHmJUeQlxdAtKYq8pGi6JUW3ufcdZ+d39HRERERERE6aQlsREZEOULunnBUzP2ZXiR2PLQ5M2QCseW9RKLQde8GljOVSaD4Ey58OhrX7V7feJCYVqra37rbNGNixkxA5BQIBg9KaZnZWHi5ncPjITojk/03pB4DFbOKPc7fS4Pa1uTbG/iKvXgAAR3RJREFUYaVbUhT5ya1BrMlkYvH9537pg79ERERERE5HCm1FRETa0aEdpcz53VyqAplgSgEbWL0N+IzlcLaVMZfe1PaCda/C29PB7w6+N9ugcBIMvAEKJoBF37rl9FDf4qW60UNuYmvAevkTi9m4vw63L3BM/4KUmNBrk8nE1BE5mM0m8pKigztmE6NJirEft5SBAlsRERER6Wr0m5+IiMgp5vf6sNiC32ItCZHUeBPBasHRtJ361M1kXT+KC/r9jEhrJFTtgIqtkNwzeHH6gGBgm9oXBt0A/a6C6KROnI3IV9tb3cT28gZ2VDSws7KRnRUN7KhopKLeTa+0WGbPOCvUt8UbwO0LYLeYyU2Mag1kk6LJT45pc98HLurd0VMREREREQkbCm1FREROgUAgwO4PV/P5O+toaHYw7elrsFgsOOMTiMrfSF1yE+Mun0phwnfBXQ/rXguWPyhZAn2+FaxPC8HwdvpySOoZrFsrEgZqm7zsqGxgZ0UjDS1ebh6TF2r7znOfU3yw/rjXNXp8GIYR2h372JX9iY2wkhUfhUUP+RIRERER+VIKbUVERL6B5opaVjz7EduKfbTYkoFcsMOnr77O2ddeDcBND9wPhgElS2HhdNj4JngPP9HeZAa/N9h+JKRNLuycyYgc9trKfXy+u5qdFY3srGygssETaouyW5g2ulsoiC3KcGIyQffkaLonxQS/Jge/Or9QtqBvpqtD5yEiIiIicrpSaCsiIvI1lH2+lUX/WkxFSzoBczzYwOx3g3cl/mHN5E76TtsLXroeit9vfZ+QD4OmwoDrwJnRsYOXM1qzx8+OimA5g+3lweNAbQtvfn90KIidvaGMjzYfbHNdmjPicCAbTYs3QKTdAsAfrxnY0VMQEREREenyFNqKiIh8DcWb13DQkwtmcDSX0hi3loyr+3HhsBnEmO2wbQ5EpYD98EOYcsfAzgXQ91vBh4rljFT5A2lXdS3eNjtd/zh3K2+s3se+Q80YxrH9KxrcpMRGAHDJgHSKMpzkH949m5ccTYxDPzaKiIiIiHQU/fQtIiLyX5R+tpllryzFsLVwxeN3ADDm+svZsvBhvH1aGH7dNfRLuQFTxRb45BFY+xI0VcKUp2DgdcGbDLk5eDhivvRzRE6WYRhUNLiDDwIrb2Bbeevu2fJ6N6sfPJ/4aDsADW4fe6ubAYiLslGQHEOP1Bjyk2MoSIlpE/BeNjCzU+YjIiIiIiJBCm1FRESOw9PQzOp/zWPzyhoabRlALpaGRuprDhEbF4/VYuW2v/8cs7seNrwBs34EpStbbxCTCv7WOqAKa+WbCAQMSmua2V7RwMi8xFBpgoff38zTn+760ut2VTWGQtvrhmdzflEqBSkxJEbbQ6UQREREREQk/Ci0FREROcrB1TtY+vynHKhJxm+NAlsUpoAPa8ta3H2rabYMI/ZwX3NzDfyxb+tDxcxW6DkJBt0IBRPAom+zcvLK61tYu7eWrQfr2Xawnm3lDeysaKTZ6wfgreljGJgdB0B2QhQmE+QkRFFweMdsfkoMPQ5/PXr3bEFKLAUpnTEjERERERE5WfptUkRE5CgfP/s+1Z4+YAW7u5KWiFUkXp7LRWffRpy7EfYshr5XBDtHJUDWEGgoh0E3QP9rISa5cycgpwXDMNhf28LWsnq2Hqxncv90suKjAJi1Zj//773Nx1xjt5jJS4qm2eMPnbtySBZXD80mwmbpsLGLiIiIiEj7U2grIiJnrMqNe1jyr/mkDkli+NWTAehz1UCWPr0ST+EBBtw0hWFpl2La+gG8ditsnwcmM+SOhdjU4E2u/jdEuPRQMflKJVVNfLipjG0HGyg+WM/28gYa3L5Qe5orIhTaFmU46Z3upDA1hh6psfRICe6gzUmIwmoxt7lvlF0/yomIiIiIdEX6SV9ERM4oPo+XjS/NZ92npdRZcoBsKudsYvjVwfb+48bRbcQAnNV7YPV/4IXroPlQ6w1yRkFTVWtoGxnX0VOQMFXZ4D5c0iAYzF42IIMR3RMB2Hqw/pjdszaLie5JwYeBJcc6QudH5yfxwV3jOnTsIiIiIiISXhTaiojIGeHQtlKWzJzHvjInXpsTLDlgBLA3b6apx34Mwwg9mMlZ/CG8fmvrxbEZMPD64JGY30kzkHBTUtXEPxftpPhwUFvV6GnTnuaMCIW2vTOcTOqTRs+0WHqmxlCYGku3pGhsX9g5KyIiIiIiAgptRUTkDPHGwwtocWSBDayeOnyWz4mdlMhFk6aSVLYRdi2A7mcHOxdMAIcT8s8NPlQs/xwwq2bomcbrD7CzopEtZXVsPlBPcVkdE/ukce3wHAA8fj/PLdkT6m8yQXZ8FD1Tg8HsqPzEUFtmXCRP3Tikw+cgIiIiIiKnJ4W2IiLS5dTuKWfZsx8y8gcX4kwMBmcx6Qcx9tXSkrOb3tMmMibx21jWvgx/Pw9qSyBzSGtoGxkHPy4Ge1SnzUE6R2WDm//37ia2lNWzo6IBr99o0x4fZQ+FtrmJ0XzvrO70OBzSFqTEqMasiIiIiIicEmH9f/IeeeQRhg0bRmxsLCkpKUyZMoXi4uI2fVpaWpg+fTqJiYnExMRwxRVXcPDgwTZ9SkpKmDx5MlFRUaSkpHDPPffg8/na9Jk/fz6DBw/G4XBQUFDAzJkz23t6IiJyCgX8AYrf/IwXbv8nzz+0lm1lGcx76uVQ+6QHb+Hiv1zIndcM46zP/oTlfwfBgkeDga3DBekDwe9tvaEC2y6p0e1jdckhXlxewq9mbeTavy/hkQ9aa83GOKzMWrufLWX1eP0GMQ4rQ3PjuWFkDr+d0pdvj80L9bVZzDxwUW+uHJJF/6w4BbYiIiIiInLKhPVvFwsWLGD69OkMGzYMn8/HT3/6Uy644AI2bdpEdHQ0AD/60Y947733ePXVV3G5XNx5551cfvnlLF68GAC/38/kyZNJS0vjs88+48CBA9x0003YbDYefvhhAHbt2sXkyZO5/fbbef7555k3bx7f+c53SE9PZ+LEiZ02fxER+e8a9lex9JkP2b3TgtueBOSBGRxNO6hxtD5AzBUZh+udu2DTW60X540Plj/ofTHYIjt87NIxfP4A019YxZayevZUNR3T7vEFQq8jbBZ+fWkf0l2R9EqPJTMuMlTrWEREREREpKOYDMMw/nu38FBRUUFKSgoLFizgrLPOora2luTkZF544QWuvPJKALZs2ULv3r1ZsmQJI0eO5IMPPuDiiy9m//79pKYGn/T91FNPcd9991FRUYHdbue+++7jvffeY8OGDaHPuvbaa6mpqWH27NknNLa6ujpcLhe1tbU4nc5TP3kRETlGTckBXvztWgIWOwAWXzNGYBWOs2xMmnwpGTsWQq/JEJcdvGDTLJjzUxg4NfhQsfjcThy9nCp1LV42769j04E6thyoZ0tZHcmxDv4xbVioz5hHP6a0phmApBgHvdNjKUyNpVe6kz4ZTnqn63u3iIiIiIi0vxPNEMN6p+0X1dbWApCQkADAypUr8Xq9TJgwIdSnV69e5OTkhELbJUuW0K9fv1BgCzBx4kTuuOMONm7cyKBBg1iyZEmbexzpM2PGjPaflIiInLCmilqK5yxj0A0XABCXk47DN4uAx447uZj8G0ZxduRwbGtfgKd+D34PtNTA2fcHb9BrMvS6GMxhXR1ITtC9r61lyc4q9lY3H9OWEG3HMIzQLtlfXFJEjMNKYVosSTGOjh6qiIiIiIjISTltQttAIMCMGTMYM2YMffv2BaCsrAy73U5cXFybvqmpqZSVlYX6HB3YHmk/0vZVferq6mhubiYy8tj/Mut2u3G73aH3dXV132yCIiJyXIZhUPLJWpa98TlV7iwCZgtxAzeQd/h7wfCfDsHpaCFn2z74+AGoK229OH0AJOS3vjdbOnj08nV5fAG2ldez6fAO2s0H6qhv8fHeD8eF+uw71BwKbDPjIumd7qQoPbh7tldabJv7TeyT1qHjFxERERER+SZOm9B2+vTpbNiwgUWLFnX2UIDgQ9J+/etfd/YwRES6rJZDDSx/ZjbbN7pptqcD3cECjuZS1q/dHQpt+3brC48XgKc+eGFEHPS/BgbdAOn9O2388vX8Zd423t9Qxvby4IPAvqi22Ysr0gbAXef14Afn9qAo3YkrytbRQxUREREREWk3p0Voe+edd/Luu++ycOFCsrKyQufT0tLweDzU1NS02W178OBB0tLSQn2WL1/e5n4HDx4MtR35euTc0X2cTudxd9kCPPDAA9x9992h93V1dWRnZ3/9SYqISMjKV+ew/EM/AUsC2MEU8GLxrMEy1MO5EwbR/cB6MAwwmcAWAX2/BbWlwaC28KLgOQk7hmGw71AzGw/vnt20v47ig3XM/dF4ImzBXdD7a1vYfCD4v1ecEVaKMpwUpbsOf3USbW/dLT2ie2KnzENERERERKS9hXVoaxgGP/jBD3jzzTeZP38+eXl5bdqHDBmCzWZj3rx5XHHFFQAUFxdTUlLCqFGjABg1ahQPPfQQ5eXlpKSkADB37lycTidFRUWhPu+//36be8+dOzd0j+NxOBw4HKqJJyJyKngamqnZXkrKwAIAskb0YvmHm7G3HMTrXE/OlHzOtztwrH0TXvpd8KLCSZAxKPj64j+rTm0Ye2PVPl5asZfN++uod/uOad92sIF+WS4Arh2WzTmFyRRlOMmMiwzVpBURERERETmThHVoO336dF544QXefvttYmNjQzVoXS4XkZGRuFwubr31Vu6++24SEhJwOp384Ac/YNSoUYwcORKACy64gKKiIm688UYee+wxysrK+PnPf8706dNDoevtt9/O//3f/3Hvvffy7W9/m48//phXXnmF9957r9PmLiJyJihbuZXPnl9IeV0aNl8lt84MhrapOblkX/QxhdnQY/seWPQ3CBwO+6wRUHQZ2KJab6TAtlN5fAG2Hqxn4/5aNpTWsWF/LX+4eiB5SdEAVNS7Wb6rGgC7xUzPtBiK0oM7Z4syXBSkxITuNSA7rjOmICIiIiIiElZMhmEcWzAuTHzZ7ppnn32Wm2++GYCWlhZ+/OMf8+KLL+J2u5k4cSJPPPFEqPQBwJ49e7jjjjuYP38+0dHRTJs2jUcffRSrtTWznj9/Pj/60Y/YtGkTWVlZPPjgg6HPOBF1dXW4XC5qa2txOp1fa74iImcCX5ObVf/5kM3Lqmiw5YTO292VjL0nn95FQ4Intn0Ez1/RemHmkGD5g75XQISrg0ctX7Rmbw0vryhhQ2kdxWX1ePyBNu3/e90gLh2QAcCOigbWlNTQJ9NJfnIMNotCdhEREREROTOdaIYY1qHt6UShrYjIf/fxH19g24ZofLbY4AkjgL15A0bvKsaNcdE7OhmGTAu2Bfzw9/GQNx4GToXUos4b+Bmq0e1j84E6NpTWsr60jmuHZzOsWwIAszeUcft/Vob6uiJt9M100jfDRZ9MFyO7J5ASq9rCIiIiIiIiRzvRDDGsyyOIiMjpzefx4m9y44gL/vf3ZksTPlsaNk8NfvsaUs+1M8mxj6iNs+DjRohJCwa0FiuYLfC9T4MPG5MOUV7Xwttr9rNhfy0bSmvZWdnI0f+02y0xKhTaDs6JY/o5+fTNcNE300VWvOrPioiIiIiInCoKbUVE5JQ7tHUfi56dy4HyOGLj9nDd72cAcN5t1/PC7x9l2BA//bbPgc3bWi9KyA+WP/B7gqEtKLBtJw1uHxtLa1m3r5bCtFjO6pkMQHWTh4fe39ymb5ozIriDNtPFuMP9AFKcEdwzsVeHjltERERERORModBWREROCb/Pz8ZX57Pu493UmnPBlAs2aKyKx+f3YbVYiYiM4tuDmmDZ08GLbFHQ51sw6EbIGamQth34/AHWldaybm8N60prWb+vlu0VDaEdtFcMzgqFtgXJMUzun05RupM+GU76ZLhIjnV04uhFRERERETOTAptRUTkG5v923+xd1cUHnsCWPIAcDRtxZ+9iyGD67DsL4LsYcHOg26AsnXBr32+BY7YThx51+LxBdh6sB63L8CQ3HgAWnwBrnjyM75YwT7DFUG/LBcj8hJC56wWM3+9fnBHDllERERERESOQ6GtiIictEAggNlsDr0v21uNx56FxdcIrCZ+SBUX2tbj3LcS1gMWc2tomzEQbv2wM4bdpfgDBjsqGli7t4Z1+2pZV1rL5gN1eHwBhubG89odowGIcVgZ3i2BKLuF/llxDMh20S8zTjtoRUREREREwphCWxEROWH1pZUs+sd7lO6JpO9lUYy87GIAii4vZM0nsxncZx9DSj7GdLA5eIHJAj0nQZ8pnTfoLiAQMKhscJPijAidm/CHBeyqbDymrzPCSny0vc25l783qt3HKCIiIiIiIqeOQlsREflKgUCALe8sZvUHm6kN5GKYs8EOxe+vYeRlwT7DL5jI8C33wc49wRNJPYN1avtfA7GpnTf401Rlg5s1JTWs3VfDmr01rN1bg8NmYflPz8N0uO5vfnI0B+ta6JvpYkCWi35ZcfTPdJGbGBXqIyIiIiIiIqcnhbYiInJc7oZmPvnDK+zb7cBtTwEKwAyO5hKMxI307bMHfB6w2sFshuHfhcriYFibNUwPFfsa/jh3K6+v2se+Q83HtDl8AaobPSTGBMsa/O6qAcRG2LCY9ecsIiIiIiLS1Si0FRGR4zJZTJTsjsFrj8fsd2PxrcZVuJ2Jpk+Ia66GvcDWD6Do8Hbb0Xd26nhPB4GAwc7KRtbuDe6gXbevhudvG0mMI/jtuL7FFwpsC1JiGJgdFzoK02KxWVrrCMdF2Y/7GSIiIiIiInL6U2grIiI0ldfw6dOzOLDDy3X/dy2OqGjskRHEZm2nsbaC/nkrGFazBlPL4Qti02HAdZA+sDOHfVrYUFrLnI1loTIHdS2+Nu3r9tUwOj8JgGuHZ3NurxT6Z7twRtg6Y7giIiIiIiISBkyGYRidPYiuoK6uDpfLRW1tLU6ns7OHIyLyXwUCAbbNWcbKWWup9XUjYAnu3OxWtIvJP7w12Kl8CzwxIvjabIPCC4PlD/LPBYv+3e9oLV4/G/fXsrqkhol90shOiALgX0t284u3N4b6Oaxm+mW6gjtoc+IYW5CkXbMiIiIiIiJniBPNEPUbt4jIGaapopZPn36bfdustDjSgJ5gAXtzKTjXkJPsae2c0gsGXA9p/aD/1RCd1GnjDieGYbDvUDOrSg6xas8hVpXUsPlAHb5A8N9BYyOsXJOQA8DwvASuHJL1pWUORERERERERL5Ioa2IyBlm8/KlbC/JAgeY/R6s3jXEZK/mAstcEvHDdgc0/wYi44MXfOvJzh1wGGjx+nH7ArgigyULFm6rZNozy4/plxRjZ2B2HCmxEaFzvdKc/O6qAR02VhERERERETn9KbQVEenCWqpq+fTpd6g9VMeV//N9AIZMnsia139PIHIffbPmMtK3F9ORC7qNg8E3gTWy08YcDg7UNrNqTw0r9xxiVckhNu6v5bZx3bl3Ui8ABmS5sFlMFKU7GZQTz+DceAbnxJEZF4nJZPovdxcRERERERH5agptRUS6GMMw2PHx56x4YyU1nlwClgzM/iQq9u4lOTsbgJu/bcHy0TPgA5yZMHAqDLweEvI6d/CdqL7Fy/1vrGfVnkMcqG05pn17eUPodVyUnfW/mkiEzdKRQxQREREREZEzhEJbEZEuoqW6nkX/eJuSLdBszyBUq7alDFPkClq274bs2wGwDLweDqyBQTdA93PAfOaEj+V1LawqOcTKPYeIdliZMaEnANF2K4u2VVLb7MViNtE7PZbBOfEMzolnSG48WfFtdx8rsBUREREREZH2otBWRKSLeOd/ZlJe2wfsYAp4sXnWEpu8iPPTPiWRAOwZBwRDW2JS4KqZnTncDrNpfx0rdlezck8wqC2taQ61ZcZFhkJbs9nE/5vSl6QYBwOyXUTZ9S1SREREREREOod+IxUROQ25axtZ9PRbONIiGXvD5QAMuXE88363DlPECvqkvstIS2WwVm2EC/pdFdxV28U1eXxsL2+gf1Zc6Nw9r61l4/660HuTCQpTYw/XoY0nEDAwm4N1aC8ZkNHRQxYRERERERE5hkJbEZHTyK5PV7PslaXUtOTit6QTuXE7Yw9nsd379id1/H1E7/ns8ImzYdCN0Gsy2Lrmg8Uq6t2s3FPN57sPsWLPITaW1mIy0abe7NmFySTGOBh6OKQdkO0iNsLWySMXERERERER+XIKbUVEwpy7rpFFT79NyUYfTfYsoPBwrdpyAvaNeGpKscdlAhA96k7odlbwoWLxuZ078Hb07yW7eWbxbnZVNh7Tlu6KYN+hZgpSYgC4Z2Kvjh6eiIiIiIiIyDei0FZEJMy9OOMFGu35h2vV+rG71xEdP4/z05aShB825sOYHwY795ocPLoAjy/Ahv21rNx9iBW7q3nw4iKyE6IAcPsC7KpsDJU6GNotnmHdEhjaLYHMuK65q1hERERERETOHAptRUTCiKehmcX/eIveU0aR1q0bAM5ujXh2VWK2LKZ32geMsh7EDJDWP1j+oN+VnTnkU6bB7WPF7mo+3x0sd7Bmbw1uXyDUfkGftFBoO6lvGvnJMQzOiccVpVIHIiIiIiIi0rUotBURCQN7lqxj6YuLOdSUjd+aSvnf3+Kah2cAMPH7l9P0xHCSA80QEQf9vxt8qFj6gE4d8zdV1eAGIDHGAcDi7ZV8798r2/SJj7IxtFsCQ3PjGZIbHzqfFR9FVnxUxw1WREREREREpAMptBUR6SSexhYW/+NNdq9102TPAQrBCnZ3Je764lC/6KQcos+5N1ijtnAy2CI6b9DfwIHaZpbvqmbZrmqW76pme3kDMyb0YMaEngAMzY0nNzGKobkJDOsWz9BuCeQnR2MymTp55CIiIiIiIiIdS6GtiEgnaK5v5N8zPsRrSwU7YPhxNG8gyvURE1KXkGLyQ8UMSC4MXjDu7s4c7tdW2+zlt+9uYvmuakqqm45pP1DTEnqdGONgwT3ndOTwRERERERERMKSQlsRkQ7grmtk1ZsfMWraZQBExkZjM/aC24/FtIgeqbMZ6ziA2eKAosuDtWoTe3TyqE+cYRjsqGhg6c5qzCYT14/IASDGYWXOhjLq3T7MJuiT4WJEXgLD8xIY1i2B+Gh7J49cREREREREJPwotBURaUc7Pv2c5a8sp7Y5B781lpjun9Jv3DgAxl1jxfXZ90g2+SB9IAz+CfS9AiLjv/qmYcAfMNh8oI7lh0sdLN9dTXWjB4CchKhQaGsxm3jwkiKSYx0MzY0nNkIPDRMRERERERH5bxTaioicYi2H6lnwjzcp3WTQ7MgGeoVq1e5esDQU2hacdyuYDkD/qyGtX+cO+r8wDKNNbdkrn/qM1SU1bfo4rGYG58QzonsC/oCBxRzsf/XQ7I4cqoiIiIiIiMhpT6GtiMgptPLdD1nxlhe/NQscYAr4sbesw+max/mpS4l35oJhgMkEVgdc8NvOHvJx+QMGm/bXsWRnJUt2VLFhfx2L7zsXu9UMQJ8MJ1vL6hnaLVjqYGT3BPplxoXaRUREREREROTrU2grIvINNFfWsnvdBnqfOwaAHmOHseKtRdjdFVjNC+mTNpdhtoOY4nJh0AMw8LpgYBuGdlU2Mm/zQZburGLZrmrqW3xt2tfuq2FYtwQA7pnYi19d0gerRSGtiIiIiIiIyKmm0FZE5CQZhsGmOYtY8/Y66nzdsfpq6Tnej8ViwRkXT/++b9Dn0Fu4bHYouiz4ULHcMWAOn4AzEDDYWl5PRlwkzsN1Zj/YcIDHZheH+sQ6rAzPS2BUfiIjuyfSO90ZanNFqjatiIiIiIiISHtRaCsicoIayquZ/7c3ObjTQYsjA+gNFsAbYNvCN+h1zlUAjL76LigdC/2uhAhXp475CMMw2F7ewJKdVSzZEdxJW93o4c/XDuSygZkAjCtIZnlhNaO6JzIqP5E+Ga5QXVoRERERERER6TgKbUVETsCsh/5O6e4cApa8w7VqvThaVpEQP4/zUz8nxjMdCIa2ZAwMHmFgd2Ujj39YzLKdVVQ2eNq0RdosVNS7Q+/7ZbmYecvwjh6iiIiIiIiIiHyBQlsRkeOo3V9OS1MjqQV5AMSk2wnstWNv2Y/NupAhqR/Sz14LBRNg0HPQ88JOHa9hGJRUN/HZjiqSYxxMKEoFIMpu4b11BwBwWM0M7RYf2knbPysOm2rSioiIiIiIiIQdhbYiIocFAgHWvPkRGz/cTr2RT6x1Azc+8WMAxt9wHS1bLuXs1GVEJXSDQXfCgOvAldlp462od/PZjko+217Fou2VlNY0A3BWz+RQaJvijOCXlxTRJ8PFgGwXDqul08YrIiIiIiIiIidGoa2InPEOlRxgwdOzqNznwu1IAVMvMIG7MQq/14PFZsdid3DRtDsg+heQOxpMnVfr1TAMpjzxGWv31rQ5b7OYGJQd3El7tFvG5HXg6ERERERERETkm1JoKyJntOen/x+13p4Y5h7gALPfjd2zgrTEuZyXsg5L2RDIPlzntc+UDh2b2+dndUkNi7dXsre6iT9dOwgAk8mEMyL413dRupMxBYmMKUhieF4CUXb9tS4iIiIiIiJyutNv9yJyRqnYtoe43HRsdjsAAX8DhtmKo3kPdscCxqZ+RPcEZ7D0wcCZkJjfYWPzBww27a9j8Y5KFm+vZMXualq8gVD7Ty/qTYozAoBfXdqHuEgbiTGODhufiIiIiIiIiHQMhbYi0uX53V4++/db7FxSRYM1n56DP+L8790KwLArurFn9s85N3M7tt4Xw8DnoPvZYG7/2q+GYQDBnbMAv5y1gf8sLWnTJynGzuj8JMYUJBJhbx1TfnJMu49PRERERERERDqHQlsR6bJ2f76Opc8voK42C689EWzBWq/7V+4M9ek14Rp6pZig5wUQGd/uYyqvazm8k7aKz7ZX8rcbh9IvywXA0NwE3lq9nxF5CYwpSGJMQRI9U2NCoa6IiIiIiIiInBkU2opIl1O5t5R3fjGbJkce0AfsYPXWY/MvIS/pI8ZneyHwWzCbgw8UG3BNu42l2eNn6c4qFm6rYNG2SraVN7RpX7S9MhTaXtgvjcn907FZzO02HhEREREREREJfwptRaRLOFi8k9TC7gDEZ6ThNyLACBDRvInYmPmcm72YpF4TYOBvoMf5wcC2HQQCBk1ePzGO4F+va/bWcMvMFaF2kwn6ZrgYXZDImPwkhnVLCLU5rO1fkkFEREREREREwp9CWxE5bdWWlbPg729RsSsSryWBax+KJC41HYvFQl6fVbgq32fIABemgTdA/79BTHK7jKO0pplF2ypYuK2Sz7ZXctnATH51aR8AhuTG0zM1hiG5CYzrkcTo/ETiouztMg4RERERERER6RpMxpEn4cg3UldXh8vlora2FqfT2dnDEemyAoEAK1+bzeaPdtFo5BOwBANQU8BLQdHnXDDjZ8GO9WVQtx8yBgW3t57SMRh8vKWcT7dV8On2SnZWNLZp75fp4p0fjD2lnykiIiIiIiIip78TzRC101ZEThufvfQWG+e48TiSwdwbAEdLKQ7rpwxLnUuvAd9t7RybFjxOAX/AYG91E92SooFgBvzLWRsprWkGwGyCgdlxjOuRzLgeSQzIjjslnysiIiIiIiIiZyaFtiIStnwtHqpLD5CSnwtAXKYTjwPM/hYcnhVkJHzEOb3qcQy+AQb8ElyZp+yz91Y38em2ShZtr2Dx9ioMw2D1Ly7AYjZhMpm4YkgWVQ1uxvVIZlR+Iq5I2yn7bBERERERERE5sym0FZGws2vFWpa9sJC62ixsRim3PHsnAEXjzmXb2zcwJHYJWQMnwaDHIXvEKSt/sHxXNe+s3c+i7ZXsqmxb8iA2wkpJdRN5h3fb3n1+z1PymSIiIiIiIiIiX6TQVkTCQmN1DfP/+ToHN0GzIw/oA3bAY1BTuoO4zHwALrv/l+DMAHv0N/o8f8BgfWktPVJiiHYE/ypctL2Sfy/dA4DFbGLQ4ZIHY3skMSDLhdVi/kafKSIiIiIiIiJyIhTaikine+W+v1BVnU/AkgcOwAgQ0bwZZ8wnnNt3D3HmZ1o7J/X42p9TXt/Cp1srWbC1gk+3VXCoyctTNwxhUt9g7dvze6dyqNHDuB5JjMxPxBmhkgciIiIiIiIi0vEU2opIhzuwaRuRyS7iklOCJ/yVBCx9sLsrcJgW0z9jMQNHngUDHoCsod+o/EFZbQv/WrKbBVsr2Li/rk1brMNKZYM79L5flot+Wa6v/VkiIiIiIiIiIqeCQlsR6RDuxiYW/PM1Ste00GTrTlricq54+KcAjL/1ElY99QDnjnbhGDIVej4Gtoiv9Tl7q5to8frpkRoLgMcX4In5O0Lt/TJdjO+ZzPjCZAZmx2FTyQMRERERERERCTMKbUWk3RiGwbo581n/znoa3Hn4rVnBOrVA3QFvqF9q76Fc+D+vQcTJ73Jt8fpZurOKhVsrWbC1nB0VjZxflMrTNw0FICcxilvH5tE308m4HskkxThOydxERERERERERNqLQlsRaRctDY08f+frtERkAX3BCjbPIRzGZ/RKX8Lws84Gw2gtfXCSge1zn+1m3pZylu2swu0LhM5bzCa8/gCGYWA6fO8HLy46RbMSEREREREREWl/Cm1F5JTwtrhZ/d5HDL9iMgARMdGYjFpMgVQiWtaQ5FrIeePiiB56AxQ8CpYTf8hXfYuX9aW1jM5PCp17b90Blu+uBiDdFcH4nsmcXZjMqPwkXJF6gJiIiIiIiIiInL4U2orIN7J54RJWv7qc+qZcfNYYEtI+pmDMuQAMuaARZ/nvyBtzNfT9N0QlnNA9AwGDTQfqWLC1ggVbK1i15xB+w2DVz88nPjpYX+GGUblc0CeVs3om0yMlJrSrVkRERERERETkdKfQVkROWsWuPXw68z0O7YmmJSIb6Ac2sHrr2L5gWSi0HXD9fWC6/4Tvu2J3NS8uL2Hh1koqG9xt2ronRVNa0xwKbS8dkHHK5iMiIiIiIiIiEk4U2orISfnkn/9i87J0DHMviABTwE9Ey3rinYuZcE4SsWO+29r5K3a/+vwB1u6rITshipTYCAB2VTTyxqpSAKLsFkbnJzG+MJnxPZLJSYxq13mJiIiIiIiIiIQLhbYi8qUCgQAr355DY20tZ998LQADzhvBlqU7sTfvI8r+GcMG1tJj/DVQeAfYIr/yfmW1LSw8XPLg020V1LX4+MXFRXx7bB4A4wuTuX18PuN7JjMkNx671dzucxQRERERERERCTcKbUXkGLtXrWPZC59QV5WGx5GMo8XD2TcH2xK6FXLOWf+gsEcBpn6PQHTSV97rUKOHJxfsYEFxBcUH69u0uSJttPj8ofepzgjuv7DXqZ6OiIiIiIiIiMhpRaGtiABQW1bOgmfeoHKrleaI7kA/cIDZ78Yc2EfNjpXE5Q8BoNeNj3/pfUqqmqhsdDM4Jx4Ah83MzMW78fgDmEwwMDuO8T2TGd8zmf5ZcVjMeoCYiIiIiIiIiMjRFNqKCABv/vQFGu39IQIwAkQ0b8UZvZSx5zpJHzsNsgYf97oWr58lO6tYUFzBwq0V7KxspCjdyft3jQMgym7lxxf0JD0uknEFSaEHiYmIiIiIiIiIyPEptBU5wwQCAVZ/8BGb399Avym9GXD+hQCk9mxg35YDRFqWMHBADX0vuB4KvgPW44esr3y+l3fXHWDZzircvkDovMVsIjbCitvnx2G1APC98fntPzERERERERERkS5Coa3IGWLrkuWsenUx9YfS8DhSgYGsf/3TUGg74Qc/wLTpLaz9HoIIV5trG90+lu2q4pzCFEymYDmDJTuqWLi1AoAMVwTjC5MZ3zOF0QWJOCNsHTo3EREREREREZGuRKGtSBdWX13NnN//h9pSJy0ROcCAw3VqPTjc60jpti/U1xbtgmHTADAMg60HG5hfXM6CrRWs2F2N12/w/g/HUZThBOCqIVkUpTs5uzCZgpSYUJgrIiIiIiIiIiLfjEJbkS7G5/FitQd3ulosJioPdscfEQWGn8jmLTidaxh7UQ5pY2+EhO5trt18oI6Zi3ezYGsFZXUtbdpyEqKobHCH3o8uSGJ0QVL7T0hERERERERE5Ayj0FakC2iqb+DT517lwKoGfIEEbvnHNVisVqJc8bjsC8Ffz7BxsRScPw1SfwBAIGCwqbSW2AgruYnRAFQ3enj5870AOKxmRuUncnbPZMYXppCXFN1p8xMREREREREROZOYDMMwOnsQXUFdXR0ul4va2lqcTmdnD0fOAN4WN5+99CZ7Fu+nyeiJ3xoVahs0dgejb7gt+MZdD/YYMJmobvTw6bYKFhRXsHBbBZUNHm4dm8eDFxcFu/r8PD67mLN6JjM8L4EIm6UzpiYiIiIiIiIi0iWdaIaonbYip6F3Hvoj+3d2x2dLAUsKADbPIRzGCvJ7H2L4+TNCfd2WKP760TYWbK1g3b4ajv5nmmi7hcBRJxxWCz8/HOCeKQIB8PvbHsc7dyrOBwLBwzBavx79+su+dlYfaD135PWp/tqe926vzzhRX+efRMPxM77ONfqM8PoMEREREZHTxauvQkJCZ48iPCi0FQlzPo+XJa+9TXxaPH3PPQ+AaKcPny0Wq7cBh281GXn7GX/lJTh6/ZrShgDLKhsZkxq83m4x88qKvaEatb3SYhlfmMzZPVMYkhuP3Wo+JeP0+8HtDh4tLa2vT/a9xwNeb9vD5/vq9yd77ugQVURERERERETCg8fT2SMIHwptRcKQ3+tj6Ruz2Pnxdpq9PfDaE4j1fRYKbcfeegeex+5n/OUTCRTcw9I99TyyrZKFc5aws6KRuCgbK39+PhazCZPJxA/P64EJE4PTk4kwIqivh7qD8Ml2aGyEpqa2x8mca24Ohq0+Xyf/obUTsxksluBx9OsvHl/W9sXrjxwmU/A48vrLvnZWnyMHHPv6VH9tz3u312ecqJPtH66f8XWu0We072eIiIiIiHRFLldnjyB8KLQVCRN+v58Vb7zDtnlbafYU4LXHgWko2MHia8IINLF7N1RXw6FDMcxPu5+H39jLvpb5BDjq/8oaJpoPxjBsrJuGygjq6qCuLofm5o6bi8kEERHgcLQeR7//qja7HWy21sNqbfv+VJw70aD1SIApIiIiIiIiItKRFNqKdILmZigvh7IDASoqzYdfQ9IOP177kaC2GbtnLW5jHx9sPoeF3u9QW+jD8ASXbdy4RlyjqwHw1kTSsiuZ5l3JtJQkYrhtX/rZDgc4nRAbGzyio4NHVFTr8cX3xzt35H1k5LHBq9WqsFNERERERERE5OtSaCtyihgG1NXBvn1QWtr6tbQUysqCIW15OTQcquWyfi8zKKMOiz2THzx/CW5fDGDhyevXEumLotlfwpzSkXxmnYwltwb7hAZcbCbgjSa6JpWEBIiJysBS5iDLmkx6TDSukRB7fjCQPXLExrZ9HRsbDFVFRERERERERCR8mQxDzyA+Ferq6nC5XNTW1uJ0Ojt7ONIOPB7Yswd27Qoee/YcG9A2Nh7/2sSYA0wb/SqFSQH8UYUELK3JaVnVWlY2/ojUVHCmlLDGvpd9vjr8RutTskxAv8w47ppQwHm9U9t5piIiIiIiIiIi0h5ONEPUTluRo1RWQnExbN/eGs4eOUpLg7tp/5v4eMjMDB5ZWTDE/AgGgzHMffEe7mPzVOMw1uHIPETfm67nt6OD53dXJnL279YDkOGK4KyeyYzrkczo/ETio+3tM2kREREREREREQkrCm3ljOPxwI4dwXB2y5bg1yNHdfVXXxsZCXl5waNbt2Aom5UVDGjT0/1UrnuXkoUbSe/j4pw7pgOw9N8JrFxsw95Shs2yHl9aA7Psw1jXPAJ8MHGHjfGHQ9vcxCgeu6I/Q7rF0z0pGpMKw4qIiIiIiIiInHEU2kqXZRiwdy+sW9f22LoV/P4vvy4nB3r0aA1njz5SUto+YKu2spIl/3mZkvmNbAsU4LXHASPxLF8BdwT7DLpqGgs23s8rDKOKseAHmiHCZmZYtwTG9kgO3c9kMnH1sOz2+OMQEREREREREZHThEJb6RJ8Pti0CVasgNWrWwPa2trj94+OhsJC6NUr+PXI6x49ICrqv39efXUlr939Ms32Agxz79BKMvtbcLg344srDfV1RESwPPdqavbWMCQ7jjH5iYwuSGJQThwOq+UUzF5ERERERERERLoShbZy2jGMYHmDFStaj1WroKnp2L5WK/TuDf37tx59+wbLGZxo5YFDB8tY/vwr1JXVctVjDwIQm5CEnzgMsw27uxJLYCNV0eV87Cxis7kQs6kXV7d4cUbYAPjdVQNIjnUQ49CSExERERERERGRr6YEScKe1xsMZT/9NHgsWnT82rOxsTBkCAwdCgMGBAPaXr3AfpLP7/J5vayc9TY7F2ymqTYVtyMPw9wXs99DXWUZzqQ0ADxpa9nXvJx3nSOpNw/HbIKiDCff7pbIiO4J2C3m0D3zkqK/yR+BiIiIiIiIiIicQRTaSthpaYElS2DhwmBIu2TJsbto7XYYOBCGDQsew4cHSxyYzce95Ql76a5fU9swEJ8tARgDkYc/z12BOVDMlk12hp8VDG0Tr7iTOcv3cn1eAiO6JzC0W0JoZ62IiIiIiIiIiMjXpdBWOp1hwIYNMHcufPhhMKxtbm7bJyEBxo6FceOCx6BBJ7+D9gi/38+W+R+z5aOl1JdFcdbtQ+g+4mwAPF4PPlssFl8zNs9W3LbdbHJGMjduOIZlGH+O7x26zzXDcrhmWM7XnLWIiIiIiIiIiMjxKbSVTnHoEHzwAcyeHQxry8ratqenw9lnt4a0RUVffxetx+1m3Xtvs2vpZhorovGYuuO1xwFjwAHL3vgoFNomnNOfXfPf5gNnf/yufgzJOYshufHckhtP30ynHhwmIiIiIiIiIiLtTqGtdJjdu+Htt2HWrOBuWp+vtS0yEsaPhwsugPPPhz59TvxBYV90cOc2Ap4W0nv1A+C9Rx9j/4ExwDhwBPuYAl4cLbvwWXZTm5wcunb8JZfj7zGWb+fEkxUfienrDkJERERERERERORrUmgr7WrjRnj5ZXjrLVi/vm1bURFcfDFMnAijR0NExMnfv7q0hPXvv0fZ5jKaD0XjMzJxR6QTzcfc/FQwtM0YM4yDLzVj8+zBZ9lLWWQz6zIHk9p9GP0yz2dsQVLofrERNi4bmPkNZiwiIiIiIiIiIvLNKLT9gr/+9a88/vjjlJWVMWDAAP7yl78wfPjwzh7WaWX79mBQ+9JLwVq1R5jNwVIHl10Gl1wCBQUnfk+/30/joUqcSakAFH82n4V/P4DHkQymQqAwtIsWwN8SFXo97NyJvLxvAXnZ59Mvy8WVmS4SYxyIiIiIiIiIiIiEI4W2R3n55Ze5++67eeqppxgxYgR/+tOfmDhxIsXFxaSkpHT28MJaeTk8/zy88AJ8/nnreZsNLrwQrrgCJk+GxMSvvo+nuZk9ny9m24o1HNpdi6c+ikAgGa8tDbt3M99+7h4AsvsOxmf7DExmbJ5DWHx78VoO0hjrpalHHwpH3BC6p9ls4g83n90OsxYRERERERERETn1FNoe5Q9/+AO33XYbt9xyCwBPPfUU7733Hs888wz3339/J48u/Ph8wQeJPfMMvPNOa41aiwXOOw+uvRamTIH4+NZr6qvK2bV6Bfu3bqd2/yHMNjNX/fIXAHjdbv75w/kELA5gcPCCozbEBryttWejnE786Uvx5/QkfdA4eqWfT35KtB4UJiIiIiIiIiIipz2Ftod5PB5WrlzJAw88EDpnNpuZMGECS5Ys6cSRhZ+tW2HWnx+ntqIFAgH6W30MucIg0hEg2g4RsSam/eGhUP9/TvsjAVMKfqsLvzUKiASC9WYdzbtD/WwOB1ZfDV5TIjZPJeZAGX5rFYFYH9acVLJGn9dmHHf+5lftPlcREREREREREZGOptD2sMrKSvx+P6mpqW3Op6amsmXLlmP6u91u3G536H1dXV27jzEclJVB797wxM09iExwHtPuA7xVJW3OBcwZwdqzh5kCXmzeWsyBWjCVtenbY2oySflF5KYnExtha5c5iIiIiIiIiIiIhDOFtl/TI488wq9//evOHkaHS0uDCy4Aq/cAFl8NEMCEDwiA4QPcmOy1ba6JztlCjG07zsw0Mvr0oVvRAOKiIzCZTMfc/+wJEzpiGiIiIiIiIiIiImHLZBiG0dmDCAcej4eoqChee+01pkyZEjo/bdo0ampqePvtt9v0P95O2+zsbGpra3E6j92B2pX4fGBV3C8iIiIiIiIiInJS6urqcLlc/zVDNHfgmMKa3W5nyJAhzJs3L3QuEAgwb948Ro0adUx/h8OB0+lsc5wpFNiKiIiIiIiIiIi0H8VvR7n77ruZNm0aQ4cOZfjw4fzpT3+isbGRW265pbOHJiIiIiIiIiIiImcIhbZHueaaa6ioqOAXv/gFZWVlDBw4kNmzZx/zcDIRERERERERERGR9qKatqfIidajEBERERERERERkTOTatqKiIiIiIiIiIiInIYU2oqIiIiIiIiIiIiEEYW2IiIiIiIiIiIiImFEoa2IiIiIiIiIiIhIGFFoKyIiIiIiIiIiIhJGFNqKiIiIiIiIiIiIhBGFtiIiIiIiIiIiIiJhRKGtiIiIiIiIiIiISBhRaCsiIiIiIiIiIiISRhTaioiIiIiIiIiIiIQRhbYiIiIiIiIiIiIiYUShrYiIiIiIiIiIiEgYUWgrIiIiIiIiIiIiEkYU2oqIiIiIiIiIiIiEEYW2IiIiIiIiIiIiImFEoa2IiIiIiIiIiIhIGLF29gC6CsMwAKirq+vkkYiIiIiIiIiIiEg4OpIdHskSv4xC21Okvr4egOzs7E4eiYiIiIiIiIiIiISz+vp6XC7Xl7abjP8W68oJCQQC7N+/n9jYWEwmU2cPp13V1dWRnZ3N3r17cTqdnT0cEfkKWq8ipw+tV5HTh9aryOlBa1Xk9HEmrVfDMKivrycjIwOz+csr12qn7SliNpvJysrq7GF0KKfT2eUXkkhXofUqcvrQehU5fWi9ipwetFZFTh9nynr9qh22R+hBZCIiIiIiIiIiIiJhRKGtiIiIiIiIiIiISBhRaCsnzeFw8Mtf/hKHw9HZQxGR/0LrVeT0ofUqcvrQehU5PWitipw+tF6PpQeRiYiIiIiIiIiIiIQR7bQVERERERERERERCSMKbUVERERERERERETCiEJbERERERERERERkTCi0FZO2l//+le6detGREQEI0aMYPny5Z09JJEu65FHHmHYsGHExsaSkpLClClTKC4ubtOnpaWF6dOnk5iYSExMDFdccQUHDx5s06ekpITJkycTFRVFSkoK99xzDz6fr02f+fPnM3jwYBwOBwUFBcycObO9pyfSpT366KOYTCZmzJgROqf1KhI+SktLueGGG0hMTCQyMpJ+/frx+eefh9oNw+AXv/gF6enpREZGMmHCBLZt29bmHtXV1UydOhWn00lcXBy33norDQ0NbfqsW7eOcePGERERQXZ2No899liHzE+kq/D7/Tz44IPk5eURGRlJfn4+v/3tbzn68TxaryKdY+HChVxyySVkZGRgMpl466232rR35Np89dVX6dWrFxEREfTr14/333//lM+3wxkiJ+Gll14y7Ha78cwzzxgbN240brvtNiMuLs44ePBgZw9NpEuaOHGi8eyzzxobNmww1qxZY1x00UVGTk6O0dDQEOpz++23G9nZ2ca8efOMzz//3Bg5cqQxevToULvP5zP69u1rTJgwwVi9erXx/vvvG0lJScYDDzwQ6rNz504jKirKuPvuu41NmzYZf/nLXwyLxWLMnj27Q+cr0lUsX77c6Natm9G/f3/jrrvuCp3XehUJD9XV1UZubq5x8803G8uWLTN27txpzJkzx9i+fXuoz6OPPmq4XC7jrbfeMtauXWtceumlRl5entHc3BzqM2nSJGPAgAHG0qVLjU8//dQoKCgwrrvuulB7bW2tkZqaakydOtXYsGGD8eKLLxqRkZHG3/72tw6dr8jp7KGHHjISExONd99919i1a5fx6quvGjExMcaf//znUB+tV5HO8f777xs/+9nPjDfeeMMAjDfffLNNe0etzcWLFxsWi8V47LHHjE2bNhk///nPDZvNZqxfv77d/wzak0JbOSnDhw83pk+fHnrv9/uNjIwM45FHHunEUYmcOcrLyw3AWLBggWEYhlFTU2PYbDbj1VdfDfXZvHmzARhLliwxDCP4jdRsNhtlZWWhPk8++aThdDoNt9ttGIZh3HvvvUafPn3afNY111xjTJw4sb2nJNLl1NfXGz169DDmzp1rjB8/PhTaar2KhI/77rvPGDt27Je2BwIBIy0tzXj88cdD52pqagyHw2G8+OKLhmEYxqZNmwzAWLFiRajPBx98YJhMJqO0tNQwDMN44oknjPj4+ND6PfLZhYWFp3pKIl3W5MmTjW9/+9ttzl1++eXG1KlTDcPQehUJF18MbTtybV599dXG5MmT24xnxIgRxve+971TOseOpvIIcsI8Hg8rV65kwoQJoXNms5kJEyawZMmSThyZyJmjtrYWgISEBABWrlyJ1+ttsy579epFTk5OaF0uWbKEfv36kZqaGuozceJE6urq2LhxY6jP0fc40kdrW+TkTZ8+ncmTJx+zprReRcLHrFmzGDp0KFdddRUpKSkMGjSIp59+OtS+a9cuysrK2qw1l8vFiBEj2qzXuLg4hg4dGuozYcIEzGYzy5YtC/U566yzsNvtoT4TJ06kuLiYQ4cOtfc0RbqE0aNHM2/ePLZu3QrA2rVrWbRoERdeeCGg9SoSrjpybXbVn48V2soJq6ysxO/3t/lFEiA1NZWysrJOGpXImSMQCDBjxgzGjBlD3759ASgrK8NutxMXF9em79Hrsqys7Ljr9kjbV/Wpq6ujubm5PaYj0iW99NJLrFq1ikceeeSYNq1XkfCxc+dOnnzySXr06MGcOXO44447+OEPf8hzzz0HtK63r/q5t6ysjJSUlDbtVquVhISEk1rTIvLV7r//fq699lp69eqFzWZj0KBBzJgxg6lTpwJaryLhqiPX5pf1Od3XrrWzByAiIidm+vTpbNiwgUWLFnX2UETkOPbu3ctdd93F3LlziYiI6OzhiMhXCAQCDB06lIcffhiAQYMGsWHDBp566immTZvWyaMTkaO98sorPP/887zwwgv06dOHNWvWMGPGDDIyMrReRaRL005bOWFJSUlYLJZjnnJ98OBB0tLSOmlUImeGO++8k3fffZdPPvmErKys0Pm0tDQ8Hg81NTVt+h+9LtPS0o67bo+0fVUfp9NJZGTkqZ6OSJe0cuVKysvLGTx4MFarFavVyoIFC/jf//1frFYrqampWq8iYSI9PZ2ioqI253r37k1JSQnQut6+6ufetLQ0ysvL27T7fD6qq6tPak2LyFe75557Qrtt+/Xrx4033siPfvSj0P9q0XoVCU8duTa/rM/pvnYV2soJs9vtDBkyhHnz5oXOBQIB5s2bx6hRozpxZCJdl2EY3Hnnnbz55pt8/PHH5OXltWkfMmQINputzbosLi6mpKQktC5HjRrF+vXr23wznDt3Lk6nM/QL66hRo9rc40gfrW2RE3feeeexfv161qxZEzqGDh3K1KlTQ6+1XkXCw5gxYyguLm5zbuvWreTm5gKQl5dHWlpam7VWV1fHsmXL2qzXmpoaVq5cGerz8ccfEwgEGDFiRKjPwoUL8Xq9oT5z586lsLCQ+Pj4dpufSFfS1NSE2dw2urBYLAQCAUDrVSRcdeTa7LI/H3f2k9Dk9PLSSy8ZDofDmDlzprFp0ybju9/9rhEXF9fmKdcicurccccdhsvlMubPn28cOHAgdDQ1NYX63H777UZOTo7x8ccfG59//rkxatQoY9SoUaF2n89n9O3b17jggguMNWvWGLNnzzaSk5ONBx54INRn586dRlRUlHHPPfcYmzdvNv76178aFovFmD17dofOV6SrGT9+vHHXXXeF3mu9ioSH5cuXG1ar1XjooYeMbdu2Gc8//7wRFRVl/Oc//wn1efTRR424uDjj7bffNtatW2dcdtllRl5entHc3BzqM2nSJGPQoEHGsmXLjEWLFhk9evQwrrvuulB7TU2NkZqaatx4443Ghg0bjJdeesmIiooy/va3v3XofEVOZ9OmTTMyMzONd99919i1a5fxxhtvGElJSca9994b6qP1KtI56uvrjdWrVxurV682AOMPf/iDsXr1amPPnj2GYXTc2ly8eLFhtVqN3/3ud8bmzZuNX/7yl4bNZjPWr1/fcX8Y7UChrZy0v/zlL0ZOTo5ht9uN4cOHG0uXLu3sIYl0WcBxj2effTbUp7m52fj+979vxMfHG1FRUca3vvUt48CBA23us3v3buPCCy80IiMjjaSkJOPHP/6x4fV62/T55JNPjIEDBxp2u93o3r17m88Qka/ni6Gt1qtI+HjnnXeMvn37Gg6Hw+jVq5fx97//vU17IBAwHnzwQSM1NdVwOBzGeeedZxQXF7fpU1VVZVx33XVGTEyM4XQ6jVtuucWor69v02ft2rXG2LFjDYfDYWRmZhqPPvpou89NpCupq6sz7rrrLiMnJ8eIiIgwunfvbvzsZz8z3G53qI/Wq0jn+OSTT477++q0adMMw+jYtfnKK68YPXv2NOx2u9GnTx/jvffea7d5dxSTYRhG5+zxFREREREREREREZEvUk1bERERERERERERkTCi0FZEREREREREREQkjCi0FREREREREREREQkjCm1FREREREREREREwohCWxEREREREREREZEwotBWREREREREREREJIwotBUREREREREREREJIwptRURERERERERERMKIQlsRERERkXZ08803M2XKlG90j/nz52MymaipqTklYxIRERGR8KbQVkRERETksJtvvhmTyYTJZMJut1NQUMBvfvMbfD7f177nn//8Z2bOnHnqBikiIiIiXZ61swcgIiIiIhJOJk2axLPPPovb7eb9999n+vTp2Gw2HnjggZO6j9/vx2Qy4XK52mmkIiIiItJVaaetiIiIiMhRHA4HaWlp5ObmcscddzBhwgRmzZqF2+3mJz/5CZmZmURHRzNixAjmz58fum7mzJnExcUxa9YsioqKcDgclJSUHFMewe1288Mf/pCUlBQiIiIYO3YsK1asaDOG999/n549exIZGck555zD7t27O2byIiIiIhIWFNqKiIiIiHyFyMhIPB4Pd955J0uWLOGll15i3bp1XHXVVUyaNIlt27aF+jY1NfE///M//OMf/2Djxo2kpKQcc797772X119/neeee45Vq1ZRUFDAxIkTqa6uBmDv3r1cfvnlXHLJJaxZs4bvfOc73H///R02XxERERHpfAptRURERESOwzAMPvroI+bMmUP//v159tlnefXVVxk3bhz5+fn85Cc/YezYsTz77LOha7xeL0888QSjR4+msLCQqKioNvdsbGzkySef5PHHH+fCCy+kqKiIp59+msjISP75z38C8OSTT5Kfn8/vf/97CgsLmTp1KjfffHNHTl1EREREOplq2oqIiIiIHOXdd98lJiYGr9dLIBDg+uuv58orr2TmzJn07NmzTV+3201iYmLovd1up3///l967x07duD1ehkzZkzonM1mY/jw4WzevBmAzZs3M2LEiDbXjRo16lRMTUREREROEwptRURERESOcs455/Dkk09it9vJyMjAarXy8ssvY7FYWLlyJRaLpU3/mJiY0OvIyEhMJlNHD1lEREREuhiFtiIiIiIiR4mOjqagoKDNuUGDBuH3+ykvL2fcuHFf+975+fnY7XYWL15Mbm4uECypsGLFCmbMmAFA7969mTVrVpvrli5d+rU/U0REREROP6ppKyIiIiLyX/Ts2ZOpU6dy00038cYbb7Br1y6WL1/OI488wnvvvXfC94mOjuaOO+7gnnvuYfbs2WzatInbbruNpqYmbr31VgBuv/12tm3bxj333ENxcTEvvPACM2fObKeZiYiIiEg4UmgrIiIiInICnn32WW666SZ+/OMfU1hYyJQpU1ixYgU5OTkndZ9HH32UK664ghtvvJHBgwezfft25syZQ3x8PAA5OTm8/vrrvPXWWwwYMICnnnqKhx9+uD2mJCIiIiJhymQYhtHZgxARERERERERERGRIO20FREREREREREREQkjCm1FREREREREREREwohCWxEREREREREREZEwotBWREREREREREREJIwotBUREREREREREREJIwptRURERERERERERMKIQlsRERERERERERGRMKLQVkRERERERERERCSMKLQVERERERERERERCSMKbUVERERERERERETCiEJbERERERERERERkTCi0FZEREREREREREQkjPx/OqkhtutgTIkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Final E(M) values for each f: [3555.081552227348, 8516.160965572653, 9441.722712194562, 9541.220222769885, 9551.243297506639]\n", "Ratio of E(M) to E(w) for f=0.9: 7.941792691317049\n", "Ratio of E(M) to E(w) for f=0.99: 19.024481976254613\n", "Ratio of E(M) to E(w) for f=0.999: 21.092119358603593\n", "Ratio of E(M) to E(w) for f=0.9999: 21.31438953459893\n", "Ratio of E(M) to E(w) for f=0.99999: 21.336780351945723\n" ] } ], "source": [ "#Try again with differnt values of f\n", "# We plot the expected value of M up to period T for each f\n", "# This time we use the same P=T for all f\n", "\n", "def plot_expected_value_of_M_up_to_t_different_fs(T, fs=[0.1, 0.3, 0.5, 0.7, 0.9], r_type=\"constant\", v_type=\"constant\", r_high=0.0022289477, P=T, hide_benchmark=False, hide_ratios=False):\n", " # Initialize plot\n", " fig, axes = plt.subplots(1, 1, figsize=(14, 6))\n", " \n", " # Empty list for storing final E(M) values for each f\n", " final_Em = []\n", " \n", " # Generate original risk vector\n", " r_original = generate_risk_vector(T, r_type=r_type)\n", " \n", " # Generate original value vector\n", " v = generate_value_vector(T, v_type=v_type)\n", " \n", " # Calculate and plot E(w) without mitigation\n", " Ew_original_vector = calculate_Ew_vector_up_to_t(T, v, r_original)\n", " if not hide_benchmark: # If hide_benchmark is False, then plot the benchmark E(w) too\n", " axes.plot(Ew_original_vector, label=\"E(w) without Mitigation\", color=\"blue\")\n", " \n", " # Plot expected valye of M up to period T for each f\n", " for f in fs:\n", " Em_vector = expected_value_vector_of_M_up_to_t(T, r_type, v_type, f=f, P=P)\n", " axes.plot(Em_vector, linestyle=\"--\", label=f\"E(M) (with f={f})\")\n", " final_Em.append(Em_vector[-1])\n", " \n", " axes.set_title(f\"Expected Value of M up to the Period ({r_type} r, {v_type} v and P={P})\")\n", " axes.set_xlabel(\"Period\")\n", " axes.set_ylabel(\"E(M)\")\n", " axes.legend()\n", " \n", " plt.tight_layout()\n", " plt.show()\n", " \n", " # It's interesting to calculate some ratios of E(M) wrt E(w) for each f\n", " print(f\"Final E(M) values for each f: {final_Em}\")\n", " if not hide_ratios:\n", " for i, f in enumerate(fs):\n", " print(f\"Ratio of E(M) to E(w) for f={f}: {final_Em[i]/Ew_original_vector[-1]}\")\n", " \n", "\n", "# Example usage\n", "T=10000\n", "plot_expected_value_of_M_up_to_t_different_fs(T, fs=[0.1, 0.25, 0.5, 0.75, 0.9], r_type=\"constant\", v_type=\"constant\")\n", "\n", "# And with really high f values\n", "# T=5000000 #30s to run\n", "T=10000\n", "plot_expected_value_of_M_up_to_t_different_fs(T, fs=[0.9, 0.99, 0.999, 0.9999, 0.99999], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's interesting to see that in this scenario the $f=0.5$ case converges to the benchmark. That is, the value of the mitigation action with $P=T$ is the same as $E(w)$ the value of the future without mitigation. \n", "\n", "- To do: Let us quickly check whether that depends on the risk level.\n", " - This requires altering functions above so they can take customised r_high, which would be good. They should have all the options for full customisability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From Thorstad, we know that $E(M)$ in the $P=1$ case when risk and value are constant is given by $E(M) = fv$. That is, value should be capped at $v$ as $f \\to 1$. The plots below confirm this." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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r9fgdd9xhAMbvv//ue6ygoMBITU01WrZs6Xu/gwkPDzdGjx5d6/HK9/2aa67xe/yiiy4y4uLifNNbt241LBaL8dhjj/nFrVixwrBarbUer6ly3581a5aRkZFh7Nixw/j000+NuLg4IzQ01Ni5c+d+raNfv34GYLz22mu11tWvXz+/13DixIkGYHz44Ye+x5xOp3H66acbERERvtzx9ddfG4Dx1FNP+eJcLpdxxhlnBN0XqnvrrbcMwFixYoXf4xs2bDDMZrNx0UUX1XqfKnPK3r17DbvdbgwaNMgv5qWXXjIA45133qm17e+//77vsbKyMiMpKcm4+OKLfY9dcMEFRqdOneps89NPP20AxpYtW2o9F2i/HTx4sNGqVSu/x1q0aGEAxm+//eZ7bO/evYbD4TD++c9/+h4LljeDqdyX7rnnnnrFB/LTTz8ZgHHbbbfVeq7ytd+fHFTfbe3atasxZMiQOtt2yy23+OXc6mq+9k6n0+jcubNx5pln+j0OGHa73di4caPvsb/++ssAjBdffNH3WF3vc00ej8dISUnx+ywZRtX/1erbXp+2G4ZhfPLJJ7XmrW/uqXx/br75Zr+4UaNG1fpfFEhlnp4wYYKRkZFhpKWlGb/88otx0kknGYAxZcoUX2zl+7uvW13rDJZrqxs0aJBxwgkn1BkjIiJHPw2PICIiR6WXX36ZmTNn+t2mT5/uF9O5c2cmTJjAW2+9xeDBg8nMzOS9997Daq19osnVV19NZGSkb3rEiBEkJyczbdo0AJYtW+Y7HT4rK4vMzEwyMzMpKirirLPO4rfffsPj8eDxePj6668ZOnRowDF393X648yZM8nNzeXyyy/3rSMzMxOLxULPnj35+eefAdizZw/Lli1j9OjRREdH++Y/++yz6dixY71ew0GDBhEfH+83RMKWLVv4888/ufzyyzGbvV8TKnsag3c8yMzMTHr16oVhGCxdurRe66qLYRhMmTKFoUOHYhiG33YPHjyYvLw8lixZEnT+yvforrvu8nv8n//8J0C9Tv/fl1GjRvHLL7+QlpbGTz/9RFpaWr2HRjhQt956q+9+ZQ9kp9PJrFmzDmh506ZNo0ePHvTp08f3WEREBNdffz1bt25l9erVf6u9N954o9/0GWecQVZWFvn5+YD34nYej4dLL73U7z1OSkqibdu2vs/2vgwcOJD4+HiaNWvGZZddRkREBF999RUpKSn7vQ6Hw8HYsWP3uc5p06aRlJTkN2auzWbjtttuo7CwkF9//dUXZ7Vauemmm3xxFouFf/zjH/XatsrTvxs1auT3+Ndff43H4+HBBx/07ZeVKnPKrFmzcDqd3HHHHX4x1113HVFRUbX2g4iICL/xOe12Oz169GDz5s2+x2JiYti5cycLFy6sV/trqp47Ks+O6NevH5s3byYvL88vtmPHjpxxxhm+6fj4eNq3b+/XngNV/f3YX1OmTMFkMjF+/Phaz1W+9vubg+qzrTExMaxatYoNGzYcULurv/Y5OTnk5eVxxhlnBMylAwcO9Os5f+KJJxIVFXXAr73JZOKSSy5h2rRpFBYW+h7/7LPPSElJ8ctB+2p7aWkpmZmZnHbaaQAB27+v3FP5/tx2221+cfs6g6Om8ePHEx8fT1JSEv3792fTpk08+eSTDB8+3Bfz0Ucf1fpuEuh29dVX79e6a2rUqFGts41EROTYo+ERRETkqNSjR496XYjsX//6F59++ikLFizg8ccfD1rQbNu2rd+0yWSiTZs2vjH7Kn8413Wac15eHk6nk/z8fDp37lzPLfFXuZ7KsfJqioqKAmDbtm0B2w3Qvn37OouclaxWKyNHjuSVV15h165dpKSk+Aq41cd93L59Ow8++CDffvstOTk5fsuoWXg5EBkZGeTm5vLGG2/wxhtvBIzZu3dv0Pm3bduG2WymTZs2fo8nJSURExPje63+jsrxMD/77DOWLVvGqaee6vf5ONjMZnOtC8y0a9cO4IDXuW3bNnr27Fnr8crTy7dt23bAn1uA5s2b+01XFh5zcnKIiopiw4YNGIYR8DML+J26X5eXX36Zdu3aYbVaSUxMpH379r4i5f6uIyUlpV4XHdu2bRtt27atVTCt/tpV/k1OTq51IaH27dvXa9sqGTXGLt60aRNms7nOAzKVbai5LrvdTqtWrWrtB02bNq11EKlRo0YsX77cN/2f//yHWbNm0aNHD9q0acOgQYMYNWoUvXv3rtd2zJ07l/HjxzNv3rxaY4zm5eX5HXCq+fmpbE/NnLO/rFZrvYaMCWbTpk00adLEbwiZmvY3B9VnWx9++GEuuOAC2rVrR+fOnTnnnHO46qqrOPHEE+vV7u+//55HH32UZcuW1Rrbu6ZD8dqPHDmSiRMn8u233zJq1CgKCwuZNm0aN9xwwz4PXmZnZzNhwgQ+/fTTWrk/0P+cfeWeyven5pAu+7tfXn/99VxyySWYzWZiYmJ8Y0dXV9994+8yDKPeY+CKiMjRS0VbERE5pm3evNlXCF2xYsUBL8fj8QDw9NNP061bt4AxERERZGdnH/A6qq/ngw8+ICkpqdbzgXoJ/x1XXnklL730Ep988gl33303n3zyCR07dvRto9vt5uyzzyY7O5v//Oc/dOjQgfDwcHbt2sWYMWN87Q0k2A/KmuP9VS7jyiuvDFoUr0+h4lD+gHU4HAwfPpz33nuPzZs317qI2r7U97U4mgUbo7KyAOnxeDCZTEyfPj1g7L6umF6prgM2+7uO6j36jgSVY2Pm5OT8rUJjfezr/QJvUXrdunV8//33zJgxgylTpvDKK6/w4IMPMmHChDqXv2nTJs466yw6dOjAs88+S7NmzbDb7UybNo3nnnuuVu6oT3sOhMPhqFVsP1Tqm4Pqs619+/Zl06ZNfPPNN/z444+89dZbPPfcc7z22muMGzeuzuX//vvvDBs2jL59+/LKK6+QnJyMzWZj0qRJAS8+eShe+9NOO42WLVvy+eefM2rUKL777jtKSkoYOXLkPue99NJL+eOPP/jXv/5Ft27diIiIwOPxcM455wT8n3OoPjs1tW3bNuhFAitlZGTUK69HRETUO+cFkpOT4xtbWEREjl0q2oqIyDHL4/EwZswYoqKiuOOOO3j88ccZMWKE36mMlWqegmoYBhs3bvQVCyt76ERFRdX5oy0+Pp6oqChWrlxZZ9uC/bivXE9CQkKd62nRokXAdgOsW7euznVX17NnT1q3bs3HH3/M2WefzapVq3jsscd8z69YsYL169fz3nvv+Z3OWXkF87pU9naqeeX6mr3OKq/m7Xa79/mDOJAWLVrg8XjYsGGD30WJ0tPTyc3N9b1Wf9eoUaN45513MJvNXHbZZfs1b31fi0oej4fNmzf7etcCrF+/HsB3Ibpggn22WrRoEfCzsXbtWt/zB7Lc+mrdujWGYZCamuq3XQfToVpHixYtWL58OR6Px68AWPO1a9GiBbNnz6awsNCvIFPffbJDhw6Ad5iSLl26+B5v3bo1Ho+H1atXBz1oVNmGdevW+fXSdjqdbNmy5YD2LfBetHDkyJGMHDkSp9PJ8OHDeeyxx7j33nsJCQkJ+rn47rvvKCsr49tvv/XrCVnfYTACaYieha1bt+aHH36odcHG6g5VDoqNjWXs2LGMHTuWwsJC+vbty0MPPeQr2gZ7PaZMmUJISAg//PCDX0/QSZMmHVA76lpXXS699FKef/558vPz+eyzz2jZsqVvmINgcnJymD17NhMmTODBBx/0PX6gw0RA1fuzadMmv961+/O/sr5OPfXUep3dMX78+P0++Ffdli1bal1QVUREjj0a01ZERI5Zzz77LH/88QdvvPEGjzzyCL169eKmm24KOA7c+++/T0FBgW968uTJ7Nmzx3cV9e7du9O6dWueeeYZvzH6KmVkZADe09ovvPBCvvvuOxYtWlQrrrLnT3h4OFC7iDd48GCioqJ4/PHHKS8vD7qe5ORkunXrxnvvved3uujMmTP3e2zSK664gqVLlzJ+/HhMJpPfWK2VPZiq91gyDIPnn39+n8uNioqicePG/Pbbb36Pv/LKK37TFouFiy++mClTpgQsdlduczDnnXceABMnTvR7/NlnnwX421cIrzRgwAAeeeQRXnrppYC9oOvSokULLBbLPl+L6l566SXffcMweOmll7DZbJx11ll1ris8PLzW5wq8r9OCBQuYN2+e77GioiLeeOMNWrZsuc+xkIMtt76GDx+OxWJhwoQJtXrAGYbhG8/17zhU6zjvvPNIS0vjs88+8z3mcrl48cUXiYiIoF+/fr44l8vFq6++6otzu928+OKL9VpP9+7dsdvttXLHhRdeiNls5uGHH67V07ByOwcOHIjdbueFF17w2/a3336bvLy8A9oPar5edrudjh07YhiGLz8Fy2WBckdeXt7fKhwGW9ehdPHFF2MYRsCexZXbdihyUM3XPiIigjZt2vgNdVDXa28ymfx6fG7dupWvv/56v9uxr3XVZeTIkZSVlfHee+8xY8YMLr300n3OE+hzA7Vf2/1R+X/8hRdeOGjLDOZwjGmbl5fHpk2b6NWr10FsuYiIHInU01ZERI5K06dP9/Vyq65Xr160atWKNWvW8MADDzBmzBiGDh0KwLvvvku3bt24+eab+fzzz/3mi42NpU+fPowdO5b09HQmTpxImzZtuO666wBvMfatt97i3HPPpVOnTowdO5aUlBR27drFzz//TFRUFN999x0Ajz/+OD/++CP9+vXj+uuv54QTTmDPnj188cUXzJkzh5iYGLp164bFYuHJJ58kLy8Ph8PBmWeeSUJCAq+++ipXXXUVJ598Mpdddhnx8fFs376dqVOn0rt3b18x74knnmDIkCH06dOHa665huzsbF588UU6deoUsLAczJVXXsnDDz/MN998Q+/evf16cnbo0IHWrVtz9913s2vXLqKiopgyZUq9xzocN24c//vf/xg3bhynnHIKv/32m6/HaHX/+9//+Pnnn+nZsyfXXXcdHTt2JDs7myVLljBr1qw6h53o2rUro0eP5o033iA3N5d+/fqxYMEC3nvvPS688EIGDBhQ79eiLmazmf/+978HNG90dDSXXHIJL774IiaTidatW/P9998HHas3JCSEGTNmMHr0aHr27Mn06dOZOnUq9913H/Hx8XWuq3v37rz66qs8+uijtGnThoSEBM4880zuuecePvnkE84991xuu+02YmNjee+999iyZQtTpkzZ5ynk3bt3Z9asWTz77LM0adKE1NTUgGPkBtO6dWseffRR7r33XrZu3cqFF15IZGQkW7Zs4auvvuL666/n7rvvrvfyDuc6rr/+el5//XXGjBnD4sWLadmyJZMnT2bu3LlMnDjRdxHDoUOH0rt3b+655x62bt1Kx44d+fLLL+s99nNISAiDBg1i1qxZPPzww77H27Rpw/33388jjzzCGWecwfDhw3E4HCxcuJAmTZrwxBNPEB8fz7333suECRM455xzGDZsGOvWreOVV17h1FNP9bvoWH0NGjSIpKQkevfuTWJiImvWrOGll15iyJAhvm3u3r07APfffz+XXXYZNpuNoUOHMmjQIOx2O0OHDuWGG26gsLCQN998k4SEBPbs2bPfbQHqzJv765dffmHAgAH77PE4YMAArrrqKl544QU2bNjgO0X/999/Z8CAAdx6662HJAd17NiR/v370717d2JjY1m0aBGTJ0/2u0Bh5Wt/2223MXjwYCwWC5dddhlDhgzh2Wef5ZxzzmHUqFHs3buXl19+mTZt2viNWbw/gr3PlcXcQE4++WTfZ7esrKxeQyNERUXRt29fnnrqKcrLy0lJSeHHH39ky5YtB9Ru8H5uLr/8cl555RXy8vLo1asXs2fPZuPGjQe8zGAOdEzb7777jr/++guA8vJyli9fzqOPPgrAsGHD/IYImjVrFoZhcMEFF/z9BouIyJHNEBEROYpMmjTJAILeJk2aZLhcLuPUU081mjZtauTm5vrN//zzzxuA8dlnnxmGYRg///yzARiffPKJce+99xoJCQlGaGioMWTIEGPbtm211r906VJj+PDhRlxcnOFwOIwWLVoYl156qTF79my/uG3bthlXX321ER8fbzgcDqNVq1bGLbfcYpSVlfli3nzzTaNVq1aGxWIxAOPnn3/2Pffzzz8bgwcPNqKjo42QkBCjdevWxpgxY4xFixb5rWfKlCnGCSecYDgcDqNjx47Gl19+aYwePdpo0aLFfr2up556qgEYr7zySq3nVq9ebQwcONCIiIgwGjdubFx33XXGX3/95Xu9K40fP96o+dWiuLjYuPbaa43o6GgjMjLSuPTSS429e/cagDF+/Hi/2PT0dOOWW24xmjVrZthsNiMpKck466yzjDfeeGOf7S8vLzcmTJhgpKamGjabzWjWrJlx7733GqWlpX5xo0ePNsLDw+v1mtQndsuWLQZgPP300/tcXkZGhnHxxRcbYWFhRqNGjYwbbrjBWLlyZa3XsXK9mzZtMgYNGmSEhYUZiYmJxvjx4w23273P9aSlpRlDhgwxIiMjDcDo16+f77lNmzYZI0aMMGJiYoyQkBCjR48exvfff7/PZRqGYaxdu9bo27evERoaagDG6NGjDcOoet8zMjL84iv31S1btvg9PmXKFKNPnz5GeHi4ER4ebnTo0MG45ZZbjHXr1tW5/srlLVy4cJ9trc86+vXrZ3Tq1Cng/P369fN73QzD+/kcO3as0bhxY8NutxtdunTxe98qZWVlGVdddZURFRVlREdHG1dddZWxdOnSWu9zMF9++aVhMpmM7du313runXfeMU466STD4XAYjRo1Mvr162fMnDnTL+all14yOnToYNhsNiMxMdG46aabjJycnFrbF2jba+aO119/3ejbt68v37Vu3dr417/+ZeTl5fnN98gjjxgpKSmG2Wz2e8+//fZb48QTTzRCQkKMli1bGk8++aTxzjvv1PpctGjRwhgyZEit9gR6H+rKm4G2J9g+/N133xmA8dprrwWdv5LL5TKefvppo0OHDobdbjfi4+ONc88911i8eLEvpr45qL7b+uijjxo9evQwYmJijNDQUKNDhw7GY489ZjidTr92/eMf/zDi4+MNk8nkl3/ffvtto23btobD4TA6dOhgTJo0KWCOBoxbbrmlVntatGjh28crBXuf63L//fcbgNGmTZt9xlbauXOncdFFFxkxMTFGdHS0cckllxi7d++u9X9jf3JPSUmJcdtttxlxcXFGeHi4MXToUGPHjh0B/xfVtD95/kCNHj26zu811Y0cOdLo06fPIWuLiIgcOUyGcZBHaBcRETmKVPa2+uKLLxgxYkRDN0eEMWPGMHny5P3qLS3HDrfbTceOHbn00kt55JFHGro5x6x///vffPLJJ2zcuNFv3FeRI1laWhqpqal8+umn6mkrInIc0Ji2IiIiIiJHCIvFwsMPP8zLL7+swv0h9PPPP/PAAw+oYCtHlYkTJ9KlSxcVbEVEjhMa01ZERERE5AgycuTIeo3/KQdu4cKFDd0Ekf32v//9r6GbICIih5F62oqIiIiIiIiIiIgcQTSmrYiIiIiIiIiIiMgRRD1tRURERERERERERI4gKtqKiIiIiIiIiIiIHEGOuwuReTwedu/eTWRkJCaTqaGbIyIiIiIiIiIiIscJwzAoKCigSZMmmM3B+9Med0Xb3bt306xZs4ZuhoiIiIiIiIiIiBynduzYQdOmTYM+f9wVbSMjIwHvCxMVFdXArREREREREREREZHjRX5+Ps2aNfPVKIM57oq2lUMiREVFqWgrIiIiIiIiIiIih92+hm3VhchEREREREREREREjiAq2oqIiIiIiIiIiIgcQVS0FRERERERERERETmCqGgrIiIiIiIiIiIicgRR0VZERERERERERETkCKKirYiIiIiIiIiIiMgRREVbERERERERERERkSOIirYiIiIiIiIiIiIiRxAVbUVERERERERERESOICraioiIiIiIiIiIiBxBVLQVEREREREREREROYKoaCsiIiIiIiIiIiJyBFHRVkREREREREREROQIoqKtiIiIiIiIiIiIyBFERVsRERERERERERGRI4iKtiIiIiIiIiIiIiJHkAYt2v72228MHTqUJk2aYDKZ+Prrr/c5zy+//MLJJ5+Mw+GgTZs2vPvuu4e8nSIiIiIiIiIiIiKHS4MWbYuKiujatSsvv/xyveK3bNnCkCFDGDBgAMuWLeOOO+5g3Lhx/PDDD4e4pSIiIiIiIiIiIiKHh7UhV37uuedy7rnn1jv+tddeIzU1lf/7v/8D4IQTTmDOnDk899xzDB48+FA1U0REREREREREROSwadCi7f6aN28eAwcO9Hts8ODB3HHHHUHnKSsro6yszDedn59/qJonIiLHCcMwMAwwPAaGx8BjGNgdVf9Si/bm4Xa6MFxuPG5P1V+3G5PZRONOLXyxaYs3UpZfjOH2eG8eDx6X977JYqLN0J6+2M3TF1GYnu9dv8cAj4FhGGAYmEzQ7fqqA5jrpvxB/q5cX1sxjIr7Bhhw2p1DMFksAKz+5DeytmRiYGB48MVVztvrrnMIjYoC4K/3fyJtfToY1V6HimUaBpx25wDikpsAsPSdmexYleZ9HhNgVLx+3jaeevNppLRt513ue7PZvHSX77lqLzYAJ13bjdSuXQFY/uFPbJi/g5qhlQ90uaID7U/3vm6rPv2N1b9vCRp7wvAWdBnYH4C1k+fy1+yNQWPbnpdA92Heg80bv13AwmlrajazYjshdUAUp192IQCbZyzmz69W1d62Ck1Pd9Bv7EgAtv+ygt8/Xla7DRVSTjIz4KYrANg9by0/T1oYNDaxo4ez7xgNwN5lm5n5ytygbYhvW87gf18DQPb6XUx/5ueK9622Ri3KGPLfcQDk78jku4dn4AnSipgmxQydcAMAJVkFfHnvt3gMT8DYqPhihj52HWaTGWdpOV/c9nnQ2MhGxQx54hpsFhuGYfDRjZ9ieNwBY8MjizjvqdGEWEMA+OTGj3C5A7c3NKyI8565ijBbGACf3fwRTmfgWIejmHOeu4wou3ff+OLWDykpDRiKw1bC4OcuISYkBoAvb/+QwqLAsTZLGWdPvIDGoY0B+PrOD8kvMAWMtZicnP38EBLCEgD47l8fkZ0TeLlmXAycOIjkiGQApt3zMRmZwT49MOCp02ke2wqAHx74lLQ9gV9fgD4PdqN1804AzH74c3ZuLw8a2/PO9nTodAoAvzwxhW2bgrxowMk3tKDLqX0AmPvsN2xcXRg0tsvVSZzc9ywA5r80lbXLcoPGnnBJI3oMPg+AJW/9yIo/M4LGth0SQa+LLgBgxQe/sOTXXUFjW53l4IzLRwCw9ou5zP9ha9DYFn3M9B9zOQAbv1vA3G82QpD9KOUUDwNvvAqArbOW8dunqzGCxCZ3KWfQ7WMA2DV3NbMnLQsam9C+hHP/5d2X05Zs5MdXFgSNbZxaxJD7rwcga80Opv7f70FjGzUtZNhD3v0+f0cGX0+YGTQ2OjGfCx+7CYDizHwm3/N90NiouHyGPXE9FrMFZ2k5n946GYPAOSIiuoBhT13ryxEf3vAZnmA5IqKAIc+MJtQaCsBHN3wcNEeEhRZy3rNXEm4LB+CTmz7CGeTjHuoo8ssRn9/yISVlgfdlh7WYwRNH0CikEQBT/vEhhSWBY23mUgY9X5UjvrrjQ/ILA8daTU4GTjyPxPBEAL69+yNycgO312y4GPj8fuSIJ0+jeVxrQDlCOeIIyRGx+Qz7X31zRD7DnhpXLUd8iscTODY8Ip8hz4ypV44IDSlkyHP1yxEh9iLOeW4k0Y5o4OjIEWc9fzZNIrzf8w9mjuj9QFfatOgc9Pnj2VFVtE1LSyMxMdHvscTERPLz8ykpKSE0NLTWPE888QQTJkw4XE0UEZEDYBgGrnI37tJyXMVlmM0QlhDje277zytwlzpxlZXjKivHXebC7XTjcrqIaBxOh5F9fcuaNf5znKXluN0ePB4Djwff39AoN2c/cgUOiwPwfjkqdYJhmLw3zBh4/zrMuQx5serL0aRxkyk1R2BgwTBb/NofWprG2S+cQbOoZgB8du+PlNjiAm6royyLXs8U0TGuIwAzXllIkS0xYKzNmU/mKX9yWvJpAMyZspYCaxO8hUH/L19mdxnpg35gcEtv4XbRDxvINTcL+prvXvM5F3f2/hhY/tsmsowWQWP3LP+EK/t4v1yvX7iNveXBY/cu+5yxyXcAsG3FLnaVNA8eu2QK17e9F4Adq3exu7Rp0Ni0xV9xc0XRNm19GmnlwbctbfG3vqJtxqZ09rqDx+5ZMt1XtM3ZnkmmUcdyl031FW3zd2WTTbXYGt+F9y6f6ivaFqblkWNqWiumUsaqqfTDW7Qtzsgn15wStA2Za6YxAG/RtjS7oM7YrHXTObvifllecZ2x2Rt+pLLk7ywoIdfcJGhs7uaffPddJWXkWoLH5m/7zXff7XSTa04OGlu460/cHjdmixk8Rp2xJWlLKHYVE23x/tDJMyWCJXBsaeZKcstySbImedvvjsNjsQeMLctZz97ivbSMbumNdUbhsoYHjHUUbGVXwS6i4rwFmdySMJy2mICxzuLdbM7bzMkhJwOQU2ij1BYfMNZelsn67PU0TvH+2MrNN1NkSwoYay0vYEXGCs5q4S1E5OR4KLQGfp/N7jIWpS9iaMRQb2y2k0Jr8P1z/q55vqJtTmYJhdbg+/287XN8BZmcjOI6lztv22++gkzu3oK6Yzf/5ivI5KbnB902gD83/u4ryOTtzafQGvzzs2D9bF9BpmBvXp2xC9fPoBfegkxhRkGdsYs3TOMMvAWZ4qzCOmOXrf+e/nhzcEl2IYXWwO8xwIoN3zMQb0GmNKeIgjpiV2+axqCK+2V5xXXG5m6eTuU5j+UFpXXG5m390Xe/vLisztiC7dVzRHmdsYW7Nvjue8o9dcaWpG3DbbixYAGPQYE18P9OgLKMPX45It+cEHRgQGd2Fnlleb6CTL4nFo81cI4oz/PmiNToVG9sefAcUV4jR+SVBs8R5SW72ZK3xfedI7e47hyxLnudL0fkFdSdI1ZmrvQVZHJzD2aO+NNXkFGOUI44InJE+t/JEYkHJ0fk70eOKNzK7sLdvqLt0ZAjFqcv9hVtD2aO+HPHXBVtgziqirYH4t577+Wuu+7yTefn59OsWfAfZCIiEpjL6aYst5DSnALKcgopyyshLC6cxFO8PSXLCkpY+PIPlJWWU+4sp9zpxlXuweUGtwsiEpwMmTAOk8lEWWEp798xAw9W3GYbhtnmt66IslVc8sa13t5uBnz/eWaAFlkAC/biv4gd2sHX02zD7qigBRnHzo3sKdzjK8jklEXhskYEjDVKCkkrSvN9OXIbJjzmwMv1GAYZJRm+oi24MRlubw9Yw4MJAwwPJsPA5C4hp7SqK5zNVIS9NAMwMOGp6LLp8U57iih0VrUvNKwAZ846vD0tDAyT9y8GmCjH6W7riw1vVELRnmWVLfRuU8V83u2pKpBGJrvI3TTP93xFf1jfzWOrKso1SrWQtvwnMBnVejoYFQVJA8Kq/sc27hTJ1j9nVCzHVC3OG2uPq2pD4omxbPh1WtXyoCrWBKFJVV82m5ycxMoZ3/vH+Bg4mlZ9iW3aoxlLdn1aa3mVa7GmNvLFNuvRkj+2TArSBhPmNpHVltuKsvWv+PdGrVyuycDcsVrsqa0oX/UCLo+rViyA0aXqoHNSt5Z4Fj9PmStwz6LyDlX7SuPOzTDNmUixqzhgbGmrqvuxbZKwxH1CYXlBwNjiZlW9H6KaN8YR/z65ZbkBYwuSqs5gCk+MITTxN7JLsgPG5rWqapsjOpSI5LlkFO8NGJvfoirWYrcQk/Ine4rSAsbubV6CxVRVpY1tvphd+TsCxmY1K8NWLcfEtV3N9pytAWOzm5bhsFzgm27ccQtbMjYGjM1rUk6o9UzfdEK3dDbs/iVgbH6Si3Dbqb7pxFPzWLt9bsDYAqubCPsNvunkXk5WbP46YKzH7CHKMdo3ndLXzNL13wSMNfAQG3KZb7rZmeHsXhl4uQBxEcN891sMjGPH0uCxrRoP8t1vOSiRLfODxzZrWnWQLfWc5mz4PXhsy9Sq16zV4FRW//R50Nim7bv67rce1I6/ZrwXNDahU7uq2IEdWPDtm0FjG53Ysir2rPbMyX4paGxEt6ofuqn9OvDLrudwB+ktHnJSY9/9Zr3aUb7pWcqr54hqrB2jffebnNIKY+VEStwlgRvRLsx3N/7EFpgXPktheeBu3e7Uqv9pce2bYG3yKfnOwGclljWtSloxLeNxpHxATlngbt3FSVX5JDwphvBmc8goCfR/HAobV+WTkOhQIpvPI704PXBsTCmmiuRpsVuIabGA3UW7A7chugyrueqnbuNWS9mevy1gbFaE0y9HND5hLVuzNweMzQktJ6Rajog/cSub9m4IGJsb4p8jErvvZV2wHGH3zxFJPfNZHSRHFFrdRNlv9E0n93axPEiOMMweoh1jfNMp/S0sWRs4FgziQi73TTU/M6LuHBE51HdfOaIi9kjIEae2wlj5HCXuID2U9ytHVPvfeTBzRHK1HJF8CHNEywXsLjwUOWINW7O3BIzNDnP+jRyRfkhyRJM+5fy16euAsX8rR5wVzu4VwWJr5Iiz49ixJHhs9Rwh/kxGsHPfDjOTycRXX33FhRdeGDSmb9++nHzyyUycONH32KRJk7jjjjvIy8ur13ry8/OJjo4mLy+PqIpTPUVEjnWGYWAyeb/ElOUXs3XmMkrziinJLaGksJTiojKcZW7KyyG6mYfB94wFIHdLOp89tgC32YFhrn2cz+6cz3XveHtKlmQX8s59C4K2wVq8iNHv3EaINQS328Nrt/wSNNZetIyL3xxDbEgsAG+PrTz1uRwMF+DCwAW4KbRu45Ln76JppLcA+OE/niG7KAvD5MEwGRhmD5i9f4vDirjqwftpEeU90jvl/17wFmQsYFhMmKyAxQRWM55wg8uvvstXiP111lf8lbYEs82K2WbFZDVjspox2yxgtXD+qSN9R57X7P6LxRlLMFmsmM0WLBYrZpPZdzs9+XTfEe1dhbtYm7UWk8mExWTxi7OYLLRp1Mb3OuSV5bGzcCdmvM+bTCZMmLz3MREfFk+k3VssLC4vJqs0y+/5yniTyUSELcJ3Cni5u5yi8iLv8yYTZsx+sVaz1fdl1TAMPIbHt34RERERERGpv/rWJo+qnrann34606ZN83ts5syZnH766Q3UIhGRw8/wGJRkF4DHICzBe2S9YGcmC976icL8UkpLDcrLzZR7rLhw4DaHEBmyhite/CcAhbuymTWzFO85QOEVtyqZa+f47tsjQ2ud0mNxlWL2eG9Fphycbid2ix1bZCgR5X9R5MrDbS7HY3bhsbgwrB4Mm4eCJsWUe8oJIQSLxUxKr/VsKduGNdyOJcyBOcSGLTwEa4gDa2g8IZYQ3zrPePZk0ovSsVvs3pvZjs1iw272Tlf2sgW44oV/1ruYePE/b6v3695v4EX046J6xZ7QpCsnNOm670AgJSKFlIjgp/NVF+2I9p1CtS9htjBfUXZfbBYbMZaYesVWFpcPiHcg4IpbtV66lcw2MFecm+YuB4+rdlzltC0UKoepcDnBVVo7pnLaHgGWih4S5aVQXhx8uSFRYHVUxJZAaX7w5YbEgD2sKrY4K3AcQGgjcERWxRak+cdUP4YeFgehMVWxecHHxyMs1nur3La8wL1NfW0Ir+i543JCkN6m3tgYiKjYr9wuCNLrDPC+ZpEVPaE9bsgK3DMV8L4GURU9tw0DMtYFj7WHQ0y1s6My1hF0UF57GMRUO0UvYz0YQcZOs4ZAbGrVdOYG72ctEIsdKk7t88ZuBLczeGzjNlXTWZsqPpcBmK0Q375qOnuz970OxGSGhBOqpnO2QlnwcRtJqnZ6Yc42KAvcuxqAhI5V+1zudiitoxNE/AlgqfjpkLcTigP3rvbGdoDKU0fzd0NR4B5UADRuB7aKfJ+/B4oC98QGIK5t1T5XkA6FgXtiAxDbGhwVZyoUZkBB4N5WADRK9X6OAYqyIH9n8NiYFlX7Z3F23ftcdLOq/bM0r+59LqophFcMq1OaDzmBe3EBENkEIirOKHAW1b3PRSRBZMUpwuUlkLk+eGx4AkRVnK7tKoOMtcFjwxpDdMX/Lnc57F0dPDY0tmpf9rghfWXw2JAYaFRxCq1hQNry4LGOSIitdkrBnuUEG/MTe4T/vpy2MniOsIVB46ozV0hfDZ4gg1JaQ/z35b1rwV0WONZi99+XM9aDK8h+b7ZCYqeq6cyNEKQ3JCYzJHWpms7aBM46ckRyte8n2VugrI5rviR2qcoROdugNDd4bEKnqhyRuwOCnIEBePNJZY7I2wXFdeWI9soRoBxRSTnC61jNEYmdq77fC9DARdvCwkI2bqxKIFu2bGHZsmXExsbSvHlz7r33Xnbt2sX7778PwI033shLL73Ev//9b6655hp++uknPv/8c6ZOndpQmyAictB4x3R14oj0niqdt20vf7w2i6KCckqdJsrddsoJodwaDiYL4ab5jHnV28vVWVDC2rSq06gqRg7wyS+o+iceltyI0JKdeDyFeEzFuE3FlJtL8FjL8djc5KTm4fK4sJqthDSKILn/enaTjq1RGI6YKMKiogl3RBJuiyXc1hazyfuP2mqzcMlrN2AymXBYHL7Hg7nw6hvrfL66do3a0a5Ru30HQu2CrbPY+0XK464qBFZOmy3QqGVV7O6l3mJIoHhbGLQ/typ2+RfeHw4elze2YjgEPG7vD4bet1fF/vma94u44fYWLD0Vfw2398vckP+riv31aUj7CzyeqpjKeUxmuOrLqtiZD8KW373PV14JzDCq7t/wa1Wx8scHYN30GrGV94Gb5kBIRUH4x//C8s+rFVdrxN88v+pL+8wHYcGbwWNvWVhVyPrpEfi92rbWdMNvVV8U5z7vjQ9m7AxoUXHQdtHbMOOe4LFXfgltvOPYsfwz+K6OYv3ID+GEitO51nwPX44LHnvRG9DVOxYtm36CT0cFjz1/Ipzi7cHO9j/hgwuDxw5+HE6/xXt/z3J4p45Txgb8F/r9y3s/ayO81jt4bJ87YeBD3vt5O+DlU4PH9rgBznvKe784s+7Yk66CCypOB3UWwcs9gsd2vhhGvOO973HDKz2Dx7Y7F0Z9WjX9Wp/gBdPUfjD626rpt88O/sOh6akwblbV9HvDgv9YT+gEN/9RNf3JyOA/fhulwu3Lqqa/GBP8x2REItxd7YfxVzfBjj8Dx9oj4b5qBYLv7/R+3gIxWWB8tR9BP9wHa78PHAvw371grjhIMfsRWBH81GL+vaWquPDb07D43eCxd66u+rH+x0vw58vBY29dVPXjd+Fb8PszwWOv/xWadPPeX/YhzH44eGz1HLFyCsz4T/DYK6dAm4qLHa/9vu4ccekH0LFi6IhNP8GUa4PHVs8RW+fCp5cHjz3/OTjFezFAdi2uO0cMegx63eq9n77K+3kPxi9HbILX+waP9csRO+uO9csRWXXH1swRdcXWzBF1xdbMEW+dVf8c8e6Q+ueIDy+uf4747Ir654gp19Y/R3xzS/1zxLS7658jfvxv/XPET4/WP0f8/kz9c8S8l5UjQDlCOUI5AuCe7VW/RwRo4KLtokWLGDBggG+6cuzZ0aNH8+6777Jnzx62b9/uez41NZWpU6dy55138vzzz9O0aVPeeustBg8eXGvZIiJHopKsfDZ8u5Cc3bnkZBVRUmxQVm7HaQqn3BpBhGUho1/2fml0FTvZnFPRe81MrcHxS4pLfcMeRDZtTLjrE/LIxB1SjifUDREmTJFWLI1CsCVH4/a4sZgthMaE0//5Pjg9TqLsUUQ7ogmzhgXsnWq2mBl+Wf2Lq349Ow3DexS3smdjeYn3aHF5xS00BlK6V8XPmeg9au8uq/jrrPrbuC2c8c+q2A8v9vZecJf7x7udkHQiXP11VeyLJ0PBnsANTuwMN1UbD2rytZC9KXBso1T/ou0fz0PaisCxEYn+RdtVX9X9Rap60Xb7H3V8karxIcjaBLuXBI6FisJphYI0yAo8phbg/eJbqTQfCgOPF+ZdbrVYd7n3/Q0eXO3+UTCcgt8YtaYar7mp6vHqf8EbV3GBO//nKv5W7zVgtnh7dARbbvUxmc3Wur+8Wqut02zx9kAJGlvtgq0mc92xtuoXdzV5e+kGY6/WG99k8vaYCRpbYwzpumIdAWKD9WSp7AFVKSw2eE+Nmq9nWGzwH3E1tzs0FsIDX/jD90Ok+rxBY2tcqDA0xtuDKZDqry9437dgsTW3OSTGm4/qIyTa2+MqmOqfd0fUPmKr7TeOSIgMfrEdvzY7IuqOrTwIBd7PUp2x1fYje9g+YqvtR7Z9xFpD/O/XFWurHuvYR2xY/WOrfyYstrpjq+9HZus+YiOrxVrqjq2+z5nM+4itts+ZTPuIjfGfriu25v4ZmeT9nxRIzf0zMqlGnqseW2P/jEggaO+8yrMXfNMJ3oPFgdTcF8PjvT0i67XcxsFja+aIsLjgsTVzRFhs8NiaQmPqjq2eI0Ki646t3o6QqPrHOiLrjvXLEfuKrZ4jwvcRWzNH1BFbK0fUEVv9M2h17CM2vP6xtXJEHbHVc8Q+Y2vmiDpia+WIOmIreyZDRY6oK7bmfl9HbK39PrmOHBFXOzbYGWthNfbPiCD/k0E5orp65Yij4LfCYXbEjGl7uGhMWxE5VJyFpWSt2kbmut3k7sohO6OQoiIISyrkwgk3A5C1ZgefPh+8cGYpmcf1796L2WSmvLScj257lmxzOp4IF0SZsMQ6sCdFEpYSR0xcEsPaXICl4p9rZe/YA+LxgLPA28vUWVjxt8B7Wm1kMjT1XsWX8hKYOb4ipqBabJG3INv6zKoCpNsFj8QFX2fbwXBFtaOxjyYGP5W4RR8YW+2siqdaVZ2KXlNyN28P00rPda52aprJ+4XUbK04PbkDjJtZFfvhCO8pwhab90uLuSK28kfxxdUuRDH7Ye+pPWaL96i02ez9azJ7v4gMHF8Vu/Btb4+EyliTuSLe7P1CX9mrEry9YfN3VSyzItY3jwW6jKiK3bXYe0qfyVxRYDR5t7Hyb2q/qlOWMtZXnH5oqlaMrBab3NX/1OeSHP/nK9eByXtqeeUPo+Js72eh+rqrLzuscdVyncXe99ivnRXvC3i/VFYf8qCykFYzzmTy/tiqjHW7apzCVrO4aql6HXy9kakRoy+JIiIiIiJy6B2TY9qKiDQ0t9tD3qY0jHIncZ1aApC7NZ0vHvkDp616760Y780E+VsX+C7cFN0mmbDSHygz9lJmy8UV5sSIMbAkOHA0iyGyZTPcHjdmixlbiI3Rr/+73uOz+hVsy0th+zzvaT0lubX/tuwDPa7zxhZmwP+18++VWd2JI6uKtiYzLHg9eCPiq43DZLF6i56ecm8PP1uI94i1LdQ7XTkeVaWTrvT29rQ6vAW5yr8Wu/9YlQAXvuotvFlsFXEO79hoFnvtnny3LKhWgK17yAaunFz389Wd9WD9Y0+t49S4mqr35t2X6j2V9yW+HVC/ISaIbuq91Uf1MVX3xR5WNdbcvljtVePd7YvFSr2/0phMKtCKiIiIiMgRT0VbEZEADMOgYHc26Ys3kr5mN+m78ikoslFiicVjtuMoW8w17/wTs8lMRJM4nFZvodBaXoilfC8uMnHacnFFlFLWzk1xeTER9gisNitDXhmG3Wwn2hG9z4Ks3/NlhbDmW+8FXYoyvD1NffczvWM8VY4zVZZf91hXVkdV0TYkqqpga7Z6i56OyIq/Ed5hAarP1/df3uJr9Rh7uPe0rZqn6ty7w1tQ3VexFPyHCNiXdvsxLE59i4QiIiIiIiIiRwgVbUXkuOd2e8hauY2y7HyaDfBeBKm8qIwPHl5acZp3tPdWcTa4yVOOx+UhvSid5IhkrHYrLftuZ0dUBknt29Mi5hSaRTYjNiQ2YFE2IazauEflJbBtrvdquAVp3rFXfbc076nwgx71xjqL4Oubgm9IXrUB5kNivL1eQ2O8Yz+FxHjvV/6tfmVSqwP+uc57Sr81ZN+9EM/8b93PVxdsvDgRERERERERCUpFWxE5rhiGQdbaneyev4Gda/eQleWhiDjclhAcJRsZfrq32GqPCCGkPBvD48Lj2U2JfS+uhDLs7aKI69qWlglnEFPtYhlDrri25oq8Y4LmbvOOe5q7veqW2hdO945xS2m+96JawVQvxIbFeceMDWvsHZg+PM77N6yxt4dr9dPZrXa4JciFrwKJrOOCMiIiIiIiIiJyWKloKyLHNI/bg9lSdWr+pOumUGKtHH8zGSquY2R2l4HHyerMVfRpegYAZzzamTRPJu0anUliWGLtXrOGAUVZkLXRO15rsreXLgXp8OLJ3ot0BWK1VxVtw+MhqYv3aqGRSd6raEYmQVTF3+hmVfNZrHDVV3/zFRERERERERGRI52KtiJyTHEWlLB11l9sXbKF9DQXTped/s+eQutGrQGwm/Mp9URiL91FmXk7pY1ysLQPI/m0TnRq2p92jaou1NSuSceqyza5y2HjbNi7CjLWewu1WRu9F/YC6HQRXPKu9354PHhc3vsRid6LaMU09xZgY5p7i7SVzGa4cc6hfElERERERERE5Cijoq2IHPV2z1vL2lnL2bW9jAJTIobZCiR6e9FaYNGcmbQe6i3a9rqtO/OKF9Op5cm0j72cUGuNMVeLsryF2fTV3gtsnXRl1XOfXQme8toNiGrqHSu2ktkMt8z3Fmw1pquIiIiIiIiI7CcVbUXkqJO7NZ3I5EZYHHYA5n/+B7tLWvqGOrCXZeF2b6A4di/WE8Np1W2ob95WnbvSiq5VC9v0M+xeAruXeW9526ueS+5WVbS12KDDeWCxQ3x7iGsLcW0gthXYw2o3slHLg7jFIiIiIiIiInI8UdFWRI54HreH3fPWsGbmCnbtNCiyJRJz4hKuuPluANqdnkrG90sojN6B9ZRIUs/oyylNbva7UBiuMtjzF+Tvhk4XVj3+/Z2Qs8V/hY1SIbETNOnm//il7x+KzRMRERERERER8aOirYgckdzlLrZMX8LKn9eQkR+F0xYNJIANMDxkrk7zxXa6dABJQ08kLjSuagHF2bBuBuz4E7b/CbuWgLsMQqLhhGHeIQwAOgyBgj3Q5CRvz9rkE70xIiIiIiIiIiINREVbETki7fhlOT9MKwSagQ3M7jIsZWsojNtO+JlN6HvaaL94v4LtVzfBXx/XXmhYHDQ7DcryILSR97HBjx26jRAREREREREROQAq2opIgzIMg11zVrP0myUUe3K49P/+gclkovmZ3Qj9+GPKPJspbp1D03NPou8Jl5Mckeyd0eWErXNg86+w5TcY9WlVITamufdvXFto3hOan+4t1sa1BpOpYTZURERERERERKSeTIZhGA3diMMpPz+f6Oho8vLyiIqKaujmiBy3CnZmsvTDX9m4wUWJLR4Aa3kBvR5uTpeUkwDYXbCbCEcEUfaKfbUwAzbOhHXTvRcQcxZULXDkh3BCxQXHijK9f8MbH67NERERERERERHZp/rWJtXTVkQOq3VT5rJk5gayjRQwNaoY+sCJuWw5ha324OFKX2yTyCZVM676Cr4YC1Q7zhQeD6n9oFV/aNaz2uMq1oqIiIiIiIjI0UtFWxE5rFbNXUM2rcAEjuItFMSsJO6itpzbcyzxYfFgGJC20lukbXISnHC+d8aU7oABSSdC+3Oh3WBIPqnqgmIiIiIiIiIiIscIFW1F5JAwDIMdv6xgwZQlhHc3OHfsWAD6jO7PVy9+hPM0Fz2HXULn+GswmUyQvgr+fB1WfQ1ZG7wLaTOwqmgb0xz+uR4iExtmg0REREREREREDhMVbUXkoPK4Paz69DeW/LyLQmsy0Bz7L39RfnU5NouNhK5tuP7NB72FWsOA+a/Dsg8hbUXVQiwOaHs2dL7Yf+Eq2IqIiIiIiIjIcUBFWxE5KFwlTha//SMrlxZTamsM1mRMnnLMZUsoOjmXwvJCGlkagceDqXJIA5MJ1nzrLdha7NDmbOh0IbQ7B0J0oUAREREREREROT6paCsiB8XH//icAmsTsIVhcRXj4g9CL2rMBWdeT1xoHORuhzkvwF+fwg2/QUS8d8bet0Oni7y9asNiG3YjRERERERERESOACraisgBKS8uw2w1Y7HbAEhubaJ0Qw7FIX/QeGwXLuj5ICFmO2z6CRa+BRt+AMPjnXn119DjOu/9doMbZgNERERERERERI5QKtqKyH5xlTqZ/+o0Vq80cKSs4eqH7wNgwG0XE5m2kFNSn8TqKoNF78L81yBnS9XMrfrDqeOg3bkN0nYRERERERERkaOBirYiUi8ej4dl785i8dwCnLZGYAPT1lh2F+6mSUQTrOEhnNb6DG9waQbMfADcTnBEQ7dRcOq10Lhtw26EiIiIiIiIiMhRQEVbEdmnrbOW8uunqym0JoOtETZnLsXhc2n9774khSdB1ibYMBNOu9E7Q1Qy9LnLO25t18vBHt6wGyAiIiIiIiIichRR0VZE6jT9gQ/ZnNEErMmY3WW4TL+SdGt3hnR7CkvudvjmVu/FxQw3tOwNSV28Mw64t2EbLiIiIiIiIiJylFLRVkTq1LR7UzZPd2Epm0/oJZGMHPwQIQXp8N3tsOxjb7EWoM3ZYLI0bGNFRERERERERI4BKtqKiJ91385j/coVDL3vegC6XNif7Iiv6dT7Bhpjgen3wNIPwOPyztBmIPS/D5p2b8BWi4iIiIiIiIgcO1S0FREA8rfv5YenprLX1QKzuzmzZ3/FWWddBEC/gRd6g8oKYd00b8G21QAYcB8069FwjRYREREREREROQapaCtynDMMg8Vvz2Dxny5c1hZgeMA1H1dkF/C4Ye1U6HA+mM3giIChz4Mjyjt+rYiIiIiIiIiIHHQq2oocxwp3ZvD9Y9+TZbQAqwNHyXaKT93AqHF302jvenijH6StgOFvwomXemdqf27DNlpERERERERE5Binoq3IcaqsoJiPx8+l3NYCk8eNm5/o8tD59EwYCj884B23FiAkGlxlDdtYEREREREREZHjiIq2IscpR2QY8fF7ydqTT1mvTVw75n7CVk6Bz6+Akhxv0ElXwsAJEN64YRsrIiIiIiIiInIcUdFW5Diy/de/yHZl0e2sMwEYOmEMmzLW077p1fDVTfDXx97AhE5w/rPQ/LQGbK2IiIiIiIiIyPFJRVuR44DH7eHXp75gzZZG2J3pNO64mabJrbA67LRv2tkb1H00rP0e+t8DPW4Ai9KDiIiIiIiIiEhDUFVG5BhXtDeXrx/4mlxTczCD4clkS/oGmtrc3ouMdR7uDWx+Gty5CkKiGrbBIiIiIiIiIiLHORVtRY5hu+atYvqbayizN8fkKac8bCbnPX4TqetnwmtXe4OSToTGbbz3VbAVEREREREREWlwKtqKHKMWvjWNRfNNeOyx2Msycfdaw82X/RPbt7fDhh+8Qa3PAltowzZURERERERERET8qGgrcgxyuz2s/CMDj70ZjuI1JN/QmCFJfeH1/lCYBhYHDH4MTh0HJlNDN1dERERERERERKoxN3QDROTgs1jMDLmnHyHWufR68gyGlKyFDy7yFmzjO8B1P0GP61SwFRERERERERE5AqmnrcgxImfDLuZ8NpUh94/DbDKT0K4l1770gPfJNd8BBnQfC4MfB3tYg7ZV5Gjg9hi4PJ6Kvwaeir/uilvjCAd2q/fYZ1ZhGXsLynzPVY9zewy6NI0mOtQGwPasYtalF+AxDAzDwGOAp+KvYRic3iqOhKgQADbuLWTR1mxfTM34gSck0CIuHID16QXMXJ0ecJkew2BIlyZ0bOIdt3ptWj6fL9yJgYFhVG2zYRgYwLCuTTilZWxFGwp4Z+7WijhvfOU8BgZDuzbhjLbxAGzJLOLF2RswaizPMMAAhnRJ5pzOSQDsyC7mielrfMur3hYDOK9LEhed1BSA9PxS7v1yRa3lVa5jUKckrjqtBQDZRU5u/XiJ/3ZRNXFmhwSu79sagKIyF9e8u7BanL/erRtz+8C2ALjcHi5/88+gn5dTWsbyn3M6+KZHvj4Pl8fwtbG6E5vG8NCwTr7pq96eT2GZqyLWf7kdkiL538Un+qbHTlpAdpEzYBtaNg7n+ctO8k3f8MEidueWVtu+qoUnR4fy5tWn+Kb/8clSNmcUVsVWa0dchJ0Pru3pm77r82Ws3p0fsA3hDitTburlm773yxUs2ZYTMNZiNjHt9jN80w99u4o/NmUGjAWYetsZ2Czefe6J6Wv4ee3eoLGTb+pFVIh3n3tu5nqmr9wTNPajcacRH+kA4NVfNvHV0p1BY98efSrNYr3/Q9+Zs4VPF24PGvvKFSfTJiESgI/nb+fdP7YEjX320m50TokG4KulO3n1l01BY58Y3oXuLbz757QVe5g4a33Q2AfP70Sfto0B+GltOv+bvjZo7H/O6cBZJyQC8MfGTB76blXQ2NvPaseQE5MBWLwtm3u/XBE09oa+rbm4u3dfXrkrj7s+XxY0dkyvVEb1bA54899NHy4OGntZj+Zc2ycVgJ05xYydtDBo7IUnpXDLAO/4/ZmFZVz+RvB9+dwuydx1djsACstcXPTy3KCxAzokcN95JwBQ7vZw3vO/B409vXUcD1/Q2Td9zsTfcHtqZh2vk5s34skRVfv9Ra/MpbDUFTC2Y5Mov/3+sjfmkVUYOEe0ig/n9auq9vsxkxawK6ckYGyTmFDeu6aHb/rGDxazqVqOqC423M5nN5zum77j06WsCpIjwhxWvrmlt2/6ninLWVxHjphxR1/f9EPfrmLOxuA5YtptZ/j+Lz8xbQ2z68gRX95clSOenbmeaSuC54hPrqvKEa/8spEvl+wKGjtpTFWOeHvOFj5ZEDxHvHalf454Z27wHDFxZFWO+HLJTl6pI0f8b3gX3//wqcv38FwdOeKhoVU5YvaadJ6oI0fcc04HBnb05oi5GzMZ/23wHHHHwLacf2ITwJsj/jMleI64sV9rRlTLEXd8tixo7NjeLbmip/f//ca9hdzwwaKgsZf3aM64M1oB3u8cYyYtCBo7/OSmfjli5Ovzgsae1yWZfw5qD3hzxAUvzQkae2aHBO4f0hHw5ohzJv4WNLZX68Y8cqF/jih3ewLGnty8EU9f0tU3fcHLcyksLQ8Y27FJNC9eXpUjLn19HlmFZQFjW8VH+H03uPqdBezKKQ4Ym9IojPer5YgbPljExr2Bc0RcuIPPb6zKEbd9spRVu/MCxoY7rHx7ax/f9L8n/xU0R1jNZn64sypHjP9mZZ05YvrtfX054vFpa5i9Jj1o7Fe39K7KET+uY2odOeLT60/35YiXf97Il0uCf494d2wPvxzx8fxtQWNfu7I7bRO9OeKj+dt4Z07wHPH8ZSf5csSUxTt55ZeNQWOfvPhEvxzx7Mx1QWMfGtbJ9z1/9pp0Hp+2Jmjsveee4JcjHvxmZdDYO89u55cj/j15OQDf3NqHCIfKlNXp1RA5Bmyfs4IZkzZSbmvDRw8/xVXj7wGPB8wVnen73wOpfSH1jLoXJHIIGYaB0+2hzOWhrNxDabnbe9/l/XtSsxhMFb2/F2zJZmtmEU63h3LfzfDd/8eZbQmxWQD4YtEO5m3Ootxt4KoR63IbvHZVd2LD7QC8MHsDny/agctt4Db8C6tuj8H028+gZWNvEfT/flxX54+iqbf1oVMT75ejj+dv5/9mBv9RNPnG031fjmauSeeR71cHjf3g2h6+ou3CrXUXQ5o2CvUVbVfvzufpH4J/6WqbEOkr2m7LKq7zx2GHpChfe/fklfLx/OA/OtslRvq+zGUVlvHl0uA/ZtsnRgDeom1+aTnTVqTV0d4I3/1ip5uf6vjx3Tq+Ktbp8vDHpqygsS0rXi8At2Ewf0t20NikivcBvAXdhVsD/2gAiA61+00v2Z5DuTtwQSbM7v/1668dueQHKciYa5wQsXpPPun5gX9slbn8f9ytTy9kS2ZRwNiaBaBNewtZvSdwkSWh4odIpW1ZxaxNKwgYG1nji/bOHO9BikCsNTZud24J69MD/+AD/0JyWl5p3bHVXoq9BXXHVi+cZRSU1Rlb/Qd0VlHdsaXlVbE5xc59xLqrYovK64wtKquKzSupO7byYABAQamrztiCap+JwrK6Y/NKqooDxU53nbE5xVUFxDJX3bHZRVWfbafLw4YgBQDAr+hQ7jbqjM0oqIp1e+qO7Z5fdaDDY9Qde0Ky/wVc64ptUS33AGzKKAyaIxKr5R7w7p/BckRkiP8+tyWzKGiOsNTY57ZlFQfNETWLRduzi4NuX80csSOnJGhszRyxKzd4bKAcEawoVFNafmmdsdVzREZB3bHVc0RmgbPO2OqvW3ZRWZ2xNXNE3bFV+31ucXmdscXOqtj80rpjq+eIwjJXvWOL9hGbX1IVW+x01xmbWyNH1BWbU+2gpdPlYVNG4M8v4HeA0+Ux6oytmSPqG+sx6o7t1MR/X6wrNrVxhN90XTkiOdr/miRbMoLniMpOA5W2ZQXPEZUHRivtyA6eI2oedNqRXRJ0+wpqtG1XbvDYmjliT15p0NiaOaKu2JrS8+uO9csRhWV1xlZ/LbIKnXXG1swRdcVW/16XW1xeZ2z1HJFXUndszRxRV2z17xyFZa46Y2vmiLpia+aIylhPzd4Lgsmo2f3jGJefn090dDR5eXlERUXtewaRI9yKz35izqxSPJYQ7KV7iLgoj8ubhsGyj+Hqb3ShMdlv2UVOCkrLKSpzU1LuoqjMTbHTTbHThdtjcMkpzXyxb8/ZwqrdeZQ43RQ53ZQ4XZRWFGTdhsFP/+zvi73u/UXMXB38iPa6R8/BYfUWYm//dCnfLNsdNHbpA2fTqKIQe99XK+osKs6950xSYrz7waPfr+atOo5Sz7qrH20qioX/9+M6Xvyp9lFqs8l7ZP/Lm3v5jmhPmruFV37ZhMVkwmI2YbWYfPctZhPPXNLVF/vdX7t5Z+4WzCYTZhOYKv56p038+5z2nNg0BoDf1mfw/ryttWJMFfev7ZNK12be2KXbc/h0wQ7M5trLNJngopNSfMvdkF7Al0t3YcI7SooJk2+0FBMwsGOiL3Z7VjFfL9vle85U0eZKvds0pltFG9LySvn2r8rYasusuNO9RSNfbHaRk++X78a3JJPJrz0dm0T5YgtKy5m+Mq1aG0y++Uwmb9G28nUoLXfzY8XnLNAAMM1jw3yxTpen1mey+qgxydEhnNS8EQAej8EPq9KCxsZHhtC9RSPf9I+r0mr13K0UF273FcUBfl6719crt2a7o8NsnFot9vcNGTirfYmv3oZwu5WereJ8039uzqKk2pf46kJtFk6rFrt4WzaFZf6xlYu2W81+sct25FJQo0dP5TtiNnt7C1VauSuP/JLAvX8w+ceu2ZPv94O8ptNaxWGu+IG2Pr2AzILAPzoBTk2N9f343Li3kL3VCnE1dW/ZyJd7tmQWsSc3cM9DgJOaNyLU7o3dllXErjpiT2wa4+stsjOnmO3ZgXsrAXROifb16NmdW8LWrOA/dDomRxET5s1/3h+dwQsc7RMjiYvwFtQyCsrYsDdwAR2gTUIECZHeYmFWYVnQYjt497nKwmJusTNowR+8B0qaVOTg/NJyVu4K3LsKoFmjMF8PpKIyF3/tzA0amxJTddCqxOlm6Y7gB1WSo0NJrTggV+ZyB+21BZAQGeL7P+Bye1iwNfiBncYRDtpV9ILyeOo+CNQo3EaHpKrfHn9uzqrVs75SdKjNd5ANvAfwXEGKN5EhVt//F/Duy05XsANGFl/+A+//jeqFw+pCbGZf/gNYvjPX78d7dXarydf7G7z7fc0iTSWL2USP1KrY1bvz/Q4CVGcy4Zd71qUVBD3TAKBnaqwvR2xILyAzSI9jgFNaNvLliE0ZhewNUsQCOLlFjC9HbM0sYk9e8HzSrVmML0fsyC6uM0d0Ton2yxE7g/R6Bm+P6socsSevhG1ZwfNJh6RIX47Ym1/K5iBFN/AeeK08sJ1RUFZnPmkdH+HrTZhd5GR9HTkitXG4L0fkFZezJi14jmgRF+YrQuaXlgc9kwO8B6ubNqrKESvqyCcpMaG+fFLidNeZT5KiQnwH7ctcbpZuDx4bH+nwHSx2uT0sqiOfNI6w+3pTezwGC+vIJ43C7b58At4ODMFKNVGhNr+DRou3Bc8RESFWXycDqDio7Aq834fZrXRpWhX7145cv2JgdQ6bxfc9DWDFzjyKnYH3e5vVzMnV8smq3XlBzx6wmE1+35HW7MkP+j3CZPLPJ+vTC+r8HnFqy6ocsXFvYdAexwAnt6jKEZszCv2K9TV1a16VI7ZlFZFWR444sal/jti9jxwRXpEjduWWsLOO7xEnVMsRaXmlbKvje0SHpCiiw7yxe/NLgxbmAdpWyxGZhWVsquOgSqsaOWLDPnJEQrUcsbYiR3Rv0QhrjYMHx6r61iZVtBU5iv35+rcsWRyKYbbgKF5Hy1uTGJgxBxa+5Q047xnv2LVyXDAMg4IyF7lF5ZSUu2mfVPXFb8rinWzNKqKg1EV+aTn5JS4KSsspKHVht5r5utqpipe+Ni/oj9QQm5m1j5zrm77m3YV19oDc9Ph5vp49t368hO+XV51aFGIz47BacFjNhNgsTLv9DN+Pl7d+38wfm7KwW8xYLSbsFjO2ivs2i5m7B7f3xf62PoM1e/KxWczYKp63VZuvX/t4X8/GHdnFZBaWYbOYfQVVi7mqwJoUHeL7glZa7qbc7akVU71gKSIiIiIiIrI/6lub1PAIIkepX//vC1aubwRmM7bSxfQc35Mu856HjbMAE5z5Xzjl2oZupvwNZS43mYVOMgrKyKgYL7VyPFDwju22enc+OcVOcorLyS12+nrrJUY5mH/fQF/sJwu2B+0JEGLzP5oZ7rAQbrcQarcS7rAQarMQZrcQ7rASZrdgGIavcHnxyU3pkRrriw+ze+MdFQXZ6uXNJ4Z34fHhXXBYzdgt5jqLn+POaOUbh2xf+raLp2+7+HrFNout6sW1LyE2i28IBhEREREREZHDSUVbkaPQ1l+WsXJDHJjA4pzL2Q+dSeq0f8HeVWALg+FvwgnnN3QzJYjCMhd7ckvYk1eK0+XxDdgO3gv8LN+ZR0ZBWa3TBROjHH5F25W78gIWYr1FVv/0PrhTEh2bRBEZYiUyxOb3N6rGeHjvjDm13r1JKy9EUx+RIbZ9B4mIiIiIiIiIirYiR6OW/buRNONV9mbvYdh9fWkyeSwUpkNEEoz6FJqctO+FyCFR7vaQXeT0u4jIszPXs2JnLnvyStmdW+J3oYDEKIdf0XZnjv9FNmwWE/ERDhpHOvwuigRwy5ltKCpzERtmJybMTqNwG43C7AF7h17Xt369VgGd/i8iIiIiIiLSwFS0FTlKeDweygtLcER5B8m/+H834XQ5seduA48bEjvDqM8gumkDt/T4sCG9gE0ZhWzLKmZbdjHbs4rZll3E7txSGkfY/YYm+HNzFgtqXJwkMsRKcnQITWJC/YYb+Nfg9pS7PMRHOoiPdBAdagtaRB3QPuHQbaCIiIiIiIiINBgVbUWOAoZh8P2975OR7uHsh/rQvGU7AOxWOzRuC2OmQnQKOCL3sSSpL4/HYHeet9frxr2FZBc5+fc5HXzP3//VyqAX6yoodeFye3xXvhzbqyUXnZRCcnQIKTGhJMeE+i6iVVP1q8SLiIiIiIiIyPFJRVuRI5xhGHx3z3vsyGsOITB90vvcMKwNRDeDNmd5gxI61L0QqZcvFu3gj01ZbNxbyKaMQoqdbt9zZhPcdlZb39ADnVOiKXN7aBEbRou4MJrHhtEiLpwWcWEkRDr8esee26X+476KiIiIiIiIiKhoK3IEMwyDqfe97y3YAkbIj1x5Vix8d7v3gmM3zYXY+o9Verxzewy2ZBayanc+q/fksz6tgDevPsXXI3bepiy+WrrLF281m2jZOJy2CRG0SYjA6fb4irYPDu3YINsgIiIiIiIiIsc+FW1FjmA/PvIR23KaeSfsPzL2gkjCf3rMO93zRmiU2nCNO0os2prNzNXpLN2Ry4qdeZSUu/2e35xZRLtE77ASQ7s2oVV8OG0SImmTEEGLuDBsFQVdEREREREREZHDRUVbkSPUb89PZuPuJgCYrDO5+sJwwn99yvvkWePhjLsasHVHnnK3h+U781i0NZsR3ZsSF+EAYM7GTF7/bbMvLsxu4YTkKDomR9GxSRRx4XbfcwM6JDCggy7uJSIiIiIiIiINS0VbkSNQaU4ha5bbwAYW969cNiKEiN+e8T458CHoc2eDtu9IUOZys3xnHvM3ZzF/SzaLtub4etG2bBzO4E5JAJzRtjF7C8ro1iyGk5rF0Do+ArPZVNeiRUREREREREQalIq2IkegkEYR9B+bzJyPZnLeDa2I+f427xMq2ALw89q93PjhYspcHr/HG4XZOLVlLNGhNt9j3VvE0r1F7OFuooiIiIiIiIjIAVPRVuQI4nG5MVu9F7pq36cH7fv0AHc5bJoFKScfdwXb7CInv2/I4Nf1GZzRtjEXndQUgFbx4ZS5PMSF2+nZKpbTWsXRMzWOtgnqRSsiIiIiIiIiRz8VbUWOEHlb0pj88E8knFbI0Buur3rCYoNL3gPz8XFBrI17C/lhVRozV6fz185cDMP7eH5Jua9o2zw2jFl39aV1fAQmk4q0IiIiIiIiInJsUdFW5AhQVlDMl4/MotTRhPQ/drPjpHdplrUWBj/uLdYeBwXbcreH81+Yw7r0Ar/HOyRF0q9dPGdWu0CYyWSiTULk4W6iiIiIiIiIiMhhoaKtSAPzuD1MufsTiu2pWMsLiT1rI81+eBncTkjsCCdf3dBNPOgMw2DV7nyW7cjlytNaAGCzmGkUbsNmMdGrdWMGd0rizA4JJEWHNHBrRUREREREREQOLxVtRRrY9/e+S44pFZOnHGvHPxi+8wNvwfaEodB1VEM376DallXEN8t28/WyXWzOKMJsgkGdEkmI9BZmnxh+InERdqJCbPtYkoiIiIiIiIjIsUtFW5EGNOeVL9mR39I7ETubsXwLzkJI7QsXvw2Wo38XLSxz8e2y3XyxeAdLt+f6HndYzQw8IZHiMjdUjHSQ2ji8YRopIiIiIiIiInIEOforQiJHqW3zVrBiaRhYwGL8yugWczCn74H4DjDyQ7A6GrqJB8XXS3fx369XAmA2Qe82jbmgWwqDOyUSqR61IiIiIiIiIiK1qGgr0kASOrciwvILZSUmzjtzOaFbVkF4AlzxBYREN3TzDkhRmYspS3aSEOngnM7JAAzr1oRPF25nWNcmXHhSim8oBBERERERERERCUxFW5EGEhoZzpWv3kpWdhqN05tB2jIY9SnENG/opu23HdnFvD9vK58u3EFBqYsuKdG+om1UiI3v/3FGA7dQREREREREROTooaKtyGE2/8NvOXHEQEJDwjCZTDSOS4a4C6D1meCIbOjm1ZthGCzalsM7c7bww6o0PIb38dTG4Qw/OQW3x8BiNjVsI0VEREREREREjkIq2oocRks++oFFcyJYOetdzv93WxKbdoKoJt4nj6KCLcBD367ivXnbfNN92jTmmj4t6d8uAbOKtSIiIiIiIiIiB0xFW5HDJHv9Thb+XAZWG25LFpFTnwOTCa76GhI7NnTz9snjMXC6PYTYLAD075DAJwt3MPykFMb2TqV90tFVdBYREREREREROVKpaCtyGLhdbr57chYuW3McJdvpd+pPhGXuhcTO0KhFQzevTh6Pwfcr9vDi7A2c1yWZO89uB0D/dvHM/c+ZxEc6GriFIiIiIiIiIiLHFhVtRQ6DaQ++R6GtJWZXKfEnzqJt5hIIiYGRH4I9vKGbF5BhGPy6PoOnZqxj9Z58AL5cupPbzmqLxWzCZDKpYCsiIiIiIiIicgioaCtyiK366he2ZzUHE1hifmRYwXdgMsOIdyA2taGbF9DibTk8NWMt87dkAxDpsHJd31aM6d1SFxcTERERERERETnEVLQVOYRcznL++C4T7LHYyxZwebPPMZUDA+6DNmc1dPMCeuO3TTw+bS0AdquZ0ae34Kb+bYgNtzdwy0REREREREREjg/mhm6AyLHMardxyiWNCC1bzel9FhJRXgStBkCffzZ004Ia3CmJUJuFkac045e7+3P/kI4q2IqIiIiIiIiIHEYmwzCMhm7E4ZSfn090dDR5eXlERUU1dHPkeFJWCLMfhr53Q0RCQ7cG8I5b++1fu1mXVsC/z+ngezynyEkjFWpFRERERERERA6q+tYmNTyCyCGQu3UP61cto8eQc6sedETAeU81XKNq2JJZxL1fLufPzd5xa8/pnMSJTWMAVLAVEREREREREWlAKtqKHGQej4fvHptKgak5G/58lCuGJsIp14L5yBiNpNzt4Y3fNvP87A04XR5CbGZu7t+GdomRDd00ERERERERERFBRVuRg+7XiZ+Tb2mFyVNOiG0hTPsF8nbC2RMaumks25HLPVOWszatAIAz2jbmsQu70DwurIFbJiIiIiIiIiIilVS0FTmIsjfuZN3qSLCCxTKb4Z5fwB4Bp4xt6KZR7HQxdtICcorLaRRm44HzO3LRSSmYTKaGbpqIiIiIiIiIiFSjoq3IQTT1qem4ra1xlGxhSJv3MbmBc/4HjVo2dNMIs1uZcEFnflqTzgPndyQuwtHQTRIRERERERERkQBUtBU5SOa99Q355taYPG5iW0wm2V0C7c+Dk65skPZ4PAbvzN1Cq/hwzuyQCMCwrk0Y1rVJg7RHRERERERERETqR0VbkYOgKCOXFfM8YAOr8QsXmv+AsMYw9AVogOEH9haUcseny/hjUxaNI+zMuqsfMWH2w94OERERERERERHZfyraihwEjsgwYpN2kbsrn/6t3sfsAYa9ABHxh70tf2zM5LZPl5FZWEaozcJdZ7cnOtR22NshIiIiIiIiIiIHRkVbkYPAGmJnxGO3UlJaTGhWF1g/AzoMOaxtcHsMXv55IxNnrcdjQPvESF6+4mTaJEQc1naIiIiIiIiIiMjfo6KtyN/gKnPiKi8nJCIcgNCQMEg52Xs7jEqcbq7/YBG/b8gE4NJTmjJhWGdC7ZbD2g4REREREREREfn7zA3dgJdffpmWLVsSEhJCz549WbBgQZ3xEydOpH379oSGhtKsWTPuvPNOSktLD1NrRfz9+OTHfPCPb5n+6guwd22DtSPEZiYhMoQQm5lnLunKUyO6qmArIiIiIiIiInKUatCi7WeffcZdd93F+PHjWbJkCV27dmXw4MHs3bs3YPzHH3/MPffcw/jx41mzZg1vv/02n332Gffdd99hbrkI5Gzexfbt8TgdiexauQpe6wMrJh/WNng8BgAmk4nHLurM9/84gxHdmx7WNoiIiIiIiIiIyMHVoEXbZ599luuuu46xY8fSsWNHXnvtNcLCwnjnnXcCxv/xxx/07t2bUaNG0bJlSwYNGsTll1++z965IofC9Ke/x20NxVGylQsbfwFWBzTrcVjWbRgGL8zewPUfLPYVbkNsFo1fKyIiIiIiIiJyDGiwoq3T6WTx4sUMHDiwqjFmMwMHDmTevHkB5+nVqxeLFy/2FWk3b97MtGnTOO+884Kup6ysjPz8fL+byN+18ttfyTHaguEhOvFjGpvccNaDENP8kK+7zOXmtk+X8ezM9cxak87P6wL3TBcRERERERERkaNTg12ILDMzE7fbTWJiot/jiYmJrF0beGzQUaNGkZmZSZ8+fTAMA5fLxY033ljn8AhPPPEEEyZMOKhtl+Obu9zF/K92giMZe9mfDA9bCMld4dRxh3zdeSXl3PDBIv7cnI3VbOLRCztz1gmJ+55RRERERERERESOGg1+IbL98csvv/D444/zyiuvsGTJEr788kumTp3KI488EnSee++9l7y8PN9tx44dh7HFciya/ewnlDqSsbiK6Np0EhaA8/4PzIf2wl+7c0u49LV5/Lk5mwiHlXfH9uCyHoe+Z6+IiIiIiIiIiBxeDdbTtnHjxlgsFtLT0/0eT09PJykpKeA8DzzwAFdddRXjxnl7NHbp0oWioiKuv/567r//fszm2jVoh8OBw+E4+Bsgx620jYVgAat1Oj2smXDSVdDs1EO6zrVp+Yx5ZyFp+aUkRDqYNPZUOjWJPqTrFBERERERERGRhtFgPW3tdjvdu3dn9uzZvsc8Hg+zZ8/m9NNPDzhPcXFxrcKsxeLt3WgYxqFrrEg1V75+A+1O3sG5FyVDVFMY+NAhX2d+iYvcEidtEiL48uZeKtiKiIiIiIiIiBzDGqynLcBdd93F6NGjOeWUU+jRowcTJ06kqKiIsWPHAnD11VeTkpLCE088AcDQoUN59tlnOemkk+jZsycbN27kgQceYOjQob7ircihZjabOfv60d6Js/4DVvshX2eP1Fg+GteT1vERxIQd+vWJiIiIiIiIiEjDadCi7ciRI8nIyODBBx8kLS2Nbt26MWPGDN/FybZv3+7Xs/a///0vJpOJ//73v+zatYv4+HiGDh3KY4891lCbIMeRH557j04X9KJpahswmbwPHsKC7e8bMmgc4eCE5CgAureIPWTrEhERERERERGRI4fJOM7GFcjPzyc6Opq8vDyioqIaujlylNj48wJ++DQfi6uYXic8x4kXPQCtzzxk65u5Op1bPlpCVKiVr27uTbPYsEO2LhEREREREREROTzqW5tssDFtRY4WhmEw58OVYDJjda2lY+ESWPzuIVvfrNXp3PThYpxuD6e0iCUxKuSQrUtERERERERERI48DTo8gsjRYPEnMyiytcTkKadV8gdYzbZDdvGxX9dncPNHS3B5DIZ2bcJzl3bFatGxFRERERERERGR44mqQSJ18Hg8LJ+VCYC9fA4DQrZDzxsgttVBX9e8TVlc//4inG4P53RKUsFWREREREREROQ4pYqQSB3mT/qWEnsKZncZJzb5BFNoLPT910Ffz4qdeVz73kLKXB7O7JDAC5efpIKtiIiIiIiIiMhxSsMjiAThcblZPacIHFHY3D/Tw5YB/Z+C0JiDvq4WjcM4ITmKMLuFV644GbtVBVsRERERERERkeOVirYiQTjzi7A5MnGVR3Jqk88htjWccs0hWVdUiI33r+mB2WQixGY5JOsQEREREREREZGjg4q2IkGExEZx9Wu3k7ZrG0n5L4I1FCy2g7b8nCInP63dy8XdmwIQ7tDuKCIiIiIiIiIiKtqK7FNSSgtIaXFQl1nidHPNewtZuj2XrKIyru/b+qAuX0REREREREREjl4aOFOkBleZkw9veYmF334JZQUHf/luD//4ZClLt+cSHWpjQPuEg74OERERERERERE5eqloK1LDry9PJs/dkaVfQ/pzJ8Gqrw7q8h+ftpZZa9JxWM28PfoU2iZGHtTli4iIiIiIiIjI0U1FW5Fq3C43W1Z6LwRmNc0msTQDwuMP2vI/XbCdd+ZuAWDiyG6c0jL2oC1bRERERERERESODSrailQz980plNnjsbiK6N3kG2h9JrTsc1CW/efmLP779UoA7jq7Hed2ST4oyxURERERERERkWOLirYiFTxuDxsWlANg8/xEe0sBnPnfg7b8VbvzcXkMzj8xmX+c2eagLVdERERERERERI4t1oZugMiR4s/3vqXUkYzZXUqPJl9Bm7MhpftBW/61fVJpmxDBqS1jMZlMB225IiIiIiIiIiJybFFPWxHA4/Gw9vc8AGyuX+lizYF+//7byzUMgzKX2zfdt108oXbL316uiIiIiIiIiIgcu1S0FQEMl4eIxDzsZZl0S/kKUvtBsx5/e7mT5m7l4lf/YEd28UFopYiIiIiIiIiIHA80PIIIYLFbufR/t1HmLMWReyIY7n3PtA+Ltmbz+LQ1uDwGv6zby1Wnt/z7DRURERERERERkWOeirYi1TjsIZDQ4W8vJ7OwjFs+XoLLYzC0axOuPK3FQWidiIiIiIiIiIgcD1S0lePe5Htexh7nYdBVZxOS9PcLtm6Pwe2fLiU9v4w2CRH8b3gXXXhMRERERERERETqTWPaynFt77ot7M1ux45NnZj99Dj4/dm/vcxXf9nI3I1ZhNktvHblyYQ7dGxERERERERERETqT0VbOa798tp0DLMFR8l6BkWugPi/19N28bYcnpu1AYBHLuhMm4TIg9FMERERERERERE5jqgLoBy3ijNzyS5oAVaIiJyOrXE7aHfO31pmXLidzk2iaBEXzvCTUw5SS0VERERERERE5Hiioq0ct2a/+AVua2vspWmc1/w3OH0imP9e5/OWjcOZfFMvnC6PxrEVEREREREREZEDouER5LjkdrpI29EIAIf9R6IiG8OJIw94ebnFTt99m8WscWxFREREREREROSAqWgrx6U573yF0x6LtbyAM5NmQM/rwRZyQMvalVtC36d+5qkZayl3ew5yS0VERERERERE5Hijoq0cl8zhZkJKt2IzfqepwwynXHtAyzEMg3umLCe/1MW8zVloQAQREREREREREfm7dA63HJfOuOpizrgKSrP3QO75EBZ7QMv5dOEOft+QicNq5plLumK16DiIiIiIiIiIiIj8PSraynEtJDYZYpMPaN5duSU8NnUNAHcPak/r+IiD2TQRERERERERETlOqVugHFcK0rP47J6J7Fz2GxjGAS+ncliEwjIX3Vs04po+qQexlSIiIiIiIiIicjxT0VaOKz+/OoXM3BOZ8dxGXG/0haKsA1rOJwuqhkV4esSJWMwazVZERERERERERA4ODY8gxw2Py036tmhwgN3xO1aPccBj2ZpNEOGwcsfAtrTSsAgiIiIiIiIiInIQqWgrx435H3+P0xGPxVXMGck/Qs8nwHRgPWQv69GcMzskEBfhOMitFBERERERERGR452GR5Djxvpf0wGwueaRGmGDLpf8reUlRIVoWAQRERERERERETnoVLSV40L62s0UWlsB0CphOpw8Gmyh+7WMEqebK976k1/W7T0UTRQREREREREREQFUtJX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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Final E(M) values for each f: [0.8999999998177373, 0.9899999997959412, 0.9989999997977748, 0.9998999997966393, 0.9999899997953889]\n", "Ratio of E(M) to E(w) for f=0.9: 0.002010534305819143\n", "Ratio of E(M) to E(w) for f=0.99: 0.0022115877363930825\n", "Ratio of E(M) to E(w) for f=0.999: 0.0022316930794594415\n", "Ratio of E(M) to E(w) for f=0.9999: 0.0022337036137631315\n", "Ratio of E(M) to E(w) for f=0.99999: 0.002233904667190961\n" ] } ], "source": [ "plot_expected_value_of_M_up_to_t_different_fs(10000, fs=[0.9, 0.99, 0.999, 0.9999, 0.99999], r_type=\"constant\", v_type=\"constant\", P=1, hide_benchmark=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In terms of the interpretation, in the constant risk and value scenario. If persistence is of one year $P = 1$, even an action that essentially totally erradicates risk, is worth one year of value, as would be intuitively expected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid: Scenarios of E(M)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, based on ```plot_mitigated_vs_unmitigated_Ew_convergence```, we define a new function that plots the convergence of $E(M)$ for different values of $P$ and can be used in our grid." ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"constant\", v_type=\"constant\", tolerance=1e-5, eras_periods=[100, 500, 100, T - 700], eras_risks=[0.0022289477, 0.0001, 0.0022289477, 0.0001], axes=None):\n", " if axes is None:\n", " fig, axes = plt.subplots()\n", "\n", " # Initialize variables\n", " Ew_original = 0\n", " prod_term_original = 1\n", " Ew_list_original = []\n", " prev_Ew_original = None\n", "\n", " Ew_mitigated = {P: 0 for P in Ps}\n", " prod_term_mitigated = {P: 1 for P in Ps}\n", " Ew_list_mitigated = {P: [] for P in Ps}\n", " prev_Ew_mitigated = {P: None for P in Ps}\n", "\n", " converged_flags = {P: False for P in Ps} # Flags to indicate if E(w) has converged for each P\n", "\n", " # Generate the constant value and risk vectors\n", " v = generate_value_vector(T+1, v_type=v_type)\n", " r_original = generate_risk_vector(T+1,r_type=r_type, eras_periods=eras_periods, eras_risks=eras_risks)\n", "\n", " for t in range(1, T + 1):\n", " # Update original E(w) values\n", " Ew_original, prod_term_original = calculate_Ew_incremental(Ew_original, prod_term_original, v[t-1:t], r_original[t-1:t])\n", "\n", " # Update mitigated E(w) values for each P\n", " for P in Ps:\n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " Ew_mitigated[P], prod_term_mitigated[P] = calculate_Ew_incremental(Ew_mitigated[P], prod_term_mitigated[P], v[t-1:t], r_mitigated[t-1:t])\n", "\n", " # Store and check the E(w)\n", " Ew_list_original.append(Ew_original)\n", "\n", " for P in Ps:\n", " Ew_list_mitigated[P].append(Ew_mitigated[P])\n", "\n", " if prev_Ew_mitigated[P] is not None and not converged_flags[P]:\n", " if has_converged(Ew_mitigated[P], prev_Ew_mitigated[P], tolerance):\n", " print(f\"{r_type} r and {v_type} v converged at period {t}, E(w) with P={P} is {Ew_mitigated[P]:.6f}\")\n", " converged_flags[P] = True\n", "\n", " prev_Ew_original = Ew_original\n", " for P in Ps:\n", " prev_Ew_mitigated[P] = Ew_mitigated[P]\n", "\n", " # Plot\n", " axes.plot(Ew_list_original, label=\"E(w) without mitigation\", color='b')\n", " \n", " for P in Ps:\n", " axes.plot(Ew_list_mitigated[P], linestyle=\"--\", label=f\"E(w) with P={P}\")\n", "\n", " axes.set_title(f\"E(w) for {r_type} r & {v_type} v\")\n", " if r_type == \"eras\":\n", " # axes.axvspan(eras_periods[0], eras_periods[1], color='red', alpha=0.5)\n", " # axes.axvspan(eras_periods[3], eras_periods[3], color='blue', alpha=0.5)\n", " axes.set_title(f\"Great Filters, F={int(len(eras_periods)/2)} & {v_type} v\")\n", " axes.set_xlabel(\"Period\")\n", " axes.set_ylabel(\"E(w)\")\n", " axes.legend()\n", "\n", "\n", "\n", "\n", " \n", "# Test usage\n", "T=100\n", "middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=0.5, r_type=\"constant\", v_type=\"constant\")\n", "plt.show()\n", "\n", "# and under eras\n", "T=2000\n", "middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=0.5, r_type=\"eras\", v_type=\"constant\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to evaluate $E(M)$ under the different cases for both risk and value. We display these various scenarios in a grid. For efficiency, we will specify manual Ts for each middle subplot." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def plot_grid_Em_manual(Ts=[1000], f = 0.5, tolerance=1e-5, Ps=[1, 5, 50, 500, T]):\n", " # Have the option to set different values of T for each sub-plot\n", " # Ts is a list of T values for each sub-plot, in the order of the middle sub-plots in the grid\n", " # If Ts is shorter than the number of sub-plots, the last T value will be used for the remaining sub-plots\n", " \n", " Ts = Ts + [Ts[-1]] * (20 - len(Ts)) # Pad Ts with the last value if the list is shorter than 20\n", " T = Ts[0] # We'll use this T value for the first row and column\n", " \n", " # Eras parameters\n", " eras_periods_here=[100, 500, 100, T - 700]\n", " eras_risks_here=[0.0022289477, 0.0001, 0.0022289477, 0.0001]\n", "\n", " # Initialize values, types, Ps and colors\n", " value_types = [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"]\n", " r_types = [\"constant\", \"top\", \"eras\", \"exponential_decay\"]\n", " Ps = Ps # We'll calculate E(M) for each of these values of P\n", "\n", " colors_value = [\"b\", \"g\", \"r\", \"c\", \"m\"]\n", " colors_risk = [\"b\", \"g\", \"r\", \"m\"]\n", "\n", " fig, all_axes = plt.subplots(5, 6, figsize=(30, 25))\n", " \n", " # Turn off the axis for the top-left subplot.\n", " all_axes[0, 0].axis('off')\n", "\n", " # First row: different value vectors\n", " for i, v_type in enumerate(value_types):\n", " axes = all_axes[0, i + 1]\n", " v = generate_value_vector(T, v_type)\n", " axes.plot(v, color=colors_value[i])\n", " axes.set_title(f\"{v_type} value\")\n", " axes.set_xlabel(\"years\")\n", " axes.set_ylabel(\"value\")\n", "\n", " # First column: different risk vectors\n", " for i, r_type in enumerate(r_types):\n", " axes = all_axes[i + 1, 0]\n", " r = generate_risk_vector(T, r_type, eras_periods=eras_periods_here, eras_risks=eras_risks_here)\n", " axes.plot(r, color=colors_risk[i]) # previously: plt.plot(range(1, T + 1), r, color=colors_risk[i]) for plotting against period earlier (shifted by 1)\n", " if r_type == \"eras\":\n", " axes.set_title(f\"Great Filters, F={int(len(eras_periods_here)/2)}\")\n", " else:\n", " axes.set_title(f\"{r_type} risk\")\n", " axes.set_xlabel(\"years\")\n", " axes.set_ylabel(\"risk\")\n", "\n", " # Middle plots: E(M) for each combination of value and risk\n", " for i, v_type in enumerate(value_types):\n", " for j, r_type in enumerate(r_types):\n", " \n", " # For the middle sub-plots, we'll use the T value from the Ts list\n", " T = Ts[j + 4 * i]\n", " \n", " # Update Ps and eras_periods_here according to the new T\n", " Ps = Ps\n", " eras_periods_here=[100, 500, 100, T - 700]\n", " \n", " # For debugging print(f\"Plotting {v_type} v and {r_type} r for T={T}\")\n", " axes = all_axes[j + 1, i + 1]\n", " middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=f, Ps=Ps, r_type=r_type, v_type=v_type, tolerance=tolerance, eras_periods=eras_periods_here, eras_risks=eras_risks_here, axes=axes)\n", " \n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# For internal experiments only\n", "# skip this cell in general\n", "# if not skip_execution:\n", "def properties_Ts(Ts):\n", " length = len(Ts)\n", " print(\"Length of the list:\", length)\n", " print(\"Total periods evaluated:\", sum(Ts))\n", " \n", " print(\"\\nTable of periods used in each case:\")\n", " row_labels = ['Constant r', 'ToP r', '2 Great Filters', 'Decaying r']\n", " col_labels = ['Constant v', 'Linear v', 'Quadratic v', 'Cubic v', 'Logistic v']\n", " rows, cols = 4, 5\n", " array = [[\"\" for _ in range(cols + 1)] for _ in range(rows + 1)]\n", "\n", " array[0][1:] = col_labels\n", " for r in range(1, rows + 1):\n", " array[r][0] = row_labels[r - 1]\n", "\n", " for r in range(1, rows + 1):\n", " for c in range(1, cols + 1):\n", " index = (c - 1) * rows + (r - 1)\n", " if index < length:\n", " array[r][c] = str(Ts[index])\n", "\n", " col_widths = [max(len(str(value)) for value in column) for column in zip(*array)]\n", "\n", " for row in array:\n", " for value, width in zip(row, col_widths):\n", " print(f\"{value:<{width}}\", end=\" \")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Length of the list: 20\n", "Total periods evaluated: 39000\n", "\n", "Table of periods used in each case:\n", " Constant v Linear v Quadratic v Cubic v Logistic v \n", "Constant r 1000 1400 1800 2200 2600 \n", "ToP r 1100 1500 1900 2300 2700 \n", "2 Great Filters 1200 1600 2000 2400 2800 \n", "Decaying r 1300 1700 2100 2500 2900 \n" ] } ], "source": [ "# generate list of Ts from 100 onwards, increasing by a factor of 100 each time≥, 20 times\n", "Ts_eg = [1000 +100 * i for i in range(20)] # 1000, 1100, 1200, ..., 2900, 3000 This takes about 11 seconds to run\n", "\n", "properties_Ts(Ts_eg)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# plot_grid_Em_manual(Ts=Ts_eg) # This takes about 10s to run" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exponential_decay r and constant v converged at period 7260, E(w) with P=1 is 470.339977\n", "exponential_decay r and constant v converged at period 7264, E(w) with P=5 is 472.433270\n", "exponential_decay r and constant v converged at period 7310, E(w) with P=50 is 495.354569\n", "exponential_decay r and constant v converged at period 7776, E(w) with P=500 is 672.103308\n", "exponential_decay r and constant v converged at period 9335, E(w) with P=2000 is 908.117888\n", "constant r and quadratic v converged at period 9225, E(w) with P=1 is 22440.409251\n", "constant r and quadratic v converged at period 9227, E(w) with P=5 is 22540.826468\n", "constant r and quadratic v converged at period 9252, E(w) with P=50 is 23700.257389\n", "constant r and quadratic v converged at period 9501, E(w) with P=500 is 38147.392676\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ts_experiment = [5000, 40000, 40000, 10000, 5000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000]\n", "\n", "# total periods considered in Ts_experiment is sum of elements in Ts_experiment\n", "# print(f\"Total periods considered in Ts_experiment: {sum(Ts_experiment)}\") # 1,130,000\n", "\n", "plot_grid_Em_manual(Ts=Ts_experiment) # This assumes f = 0.5\n", "\n", "# # Experiment with other Ps\n", "# plot_grid_Em_manual(Ts=Ts_experiment, Ps=[1, 50, 500, 10000])\n", "\n", "\n", "# for some reason largest P was older one we passed of 2000, not 10000, this took 45m to run" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some headline results from the grid:\n", "- The value of $M$ is, in expectation, consistently of the same magnitude as $E(w)$ for all $f\\leq0.5$. [confirm]\n", "- The value of $M$ (and of $E(w)$) explodes if the risk decays exponentially.\n", " - As a corollary, an alternative version of ToP that had expontentially decaying risk after the high risk period would behave similarly.\n", "\n", "P makes a big difference in pretty much all the cases, think about why in exp decay difference between 50 and 500 is much bigger than 500 and 2000\n", "\n", "Emphasise scale (e^7) orders of magnitude difference depending on growth paths\n", "\n", "Do comparison between base case within each row, how many orders of magnitude moving to a graph to the right buy. eg TOP 5 to 8 to 12 to 16 to 12\n", "\n", "fixing col: those comparisons are within one order of magnitude difference, in a sense ToP isn't buying that much more value in constant [contrast to T?], the impact of how many orders of magnitude Top buys you depends on assumptions about growth. 4 orders of m in cubic\n", "\n", "Adding another filter keeps you in the same order of magnitude, only reduces you by 20%\n", "\n", "Discussion: one graph to another\n", "\n", "fix y axis if pulling out for discussion\n", "\n", "could show constant as good pedagogical example\n", "\n", "quadratic as more realistic alternative\n", "\n", "given these values\n", "Risk: constant vs top\n", "Risk: different filters\n", "\n", "Risk Exp decay to top\n", "\n", "5 to 50 are most interesting persistences\n", "5 feels particularly realistic\n", "\n", "pick and choose your one...\n", "\n", "stretch exponential (Economically relevant?)\n", "\n", "Intuition: The more valueable we expect the world to be, the more it is worth saving it. There are no departures from that intuition.\n", "\n", "Organise these int 'lessons' wo explicitly saying lessons with bold titles.\n", "\n", "Do a table/grid but for E(M)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, for these grids, let us try with a very large persistence of $P=100,000$. This time, we will ommit the other $P$ values. After experimenting, we try with custom Ts for each subplot that let us observe convergence." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Length of the list: 20\n", "Total periods evaluated: 1005000\n", "\n", "Table of periods use in each case:\n", " Constant v Linear v Quadratic v Cubic v Logistic v \n", "Constant r 5000 6000 7000 10000 7000 \n", "ToP r 50000 90000 120000 130000 70000 \n", "2 Great Filters 50000 90000 120000 130000 70000 \n", "Decaying r 10000 10000 10000 10000 10000 \n" ] } ], "source": [ "Ts_largeP = [5000, 50000, 50000, 10000, 6000, 90000, 90000, 10000, 7000, 120000, 120000, 10000, 10000, 130000, 130000, 10000, 7000, 70000, 70000, 10000]\n", "\n", "properties_Ts(Ts_largeP)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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EBCqVCqNGjcLWrVvh7u7OY/Pchg0bcO7cOcyZMyfbPB4jwMvLC2vWrMGePXuwfPly3Lt3D+3bt0dcXByPDxUa8/sFZvgLzO+cMb/zxvzOG/ObihPz+wXm9wvM75wxv/PG/M4b85uKE/P7Beb3C8zvnDG/88b8zhvzm4oT8/sF5vcLzO+cMb/zxvzOW0XPb0WRliYiIiIioiL76KOPcPnyZRw9erSsq1Ku1K9fH0FBQYiJicHmzZsxePBgHDp0qKyrVS48fPgQY8eORUBAANRqdVlXp1zq3r279P/GjRvDy8sLzs7O2LRpEzQaTRnWjIgqC+Z3zpjfuWN+54/5TUQljfmdM+Z37pjf+WN+E1FJY37njPmdO+Z3/pjfRFTSmN85Y37njvmdv4qe3+xZnYiIiKgU2djYwMDAAGFhYXrTw8LC4ODgUEa1Kn2Z+5rXcXBwcEB4eLje/PT0dERGRuqVyWkdWbdR3o0ZMwY7duzAwYMHUb16dWm6g4MDUlNTER0drVf+5WOU3/7nVsbMzKzcf2FRKpWoU6cOPD09MWfOHDRp0gSLFi3isUHGMF7h4eFo3rw5FAoFFAoFDh06hMWLF0OhUMDe3r7KH6OXWVhYoF69erh9+zZ/hqjQmN8vMMMzML9zx/zOHfO78JjfVBTM7xeY3xmY37ljfueO+V14zG8qCub3C8zvDMzv3DG/c8f8LjzmNxUF8/sF5ncG5nfumN+5Y34XXkXLbzZWJyIiIipFSqUSnp6e2L9/vzRNp9Nh//79aNOmTRnWrHS5urrCwcFB7zjExsbi5MmT0nFo06YNoqOjcfbsWanMgQMHoNPp4OXlJZU5fPgw0tLSpDIBAQGoX78+LC0tS2lvXo0QAmPGjMHWrVtx4MABuLq66s339PSEoaGh3jG6ceMGHjx4oHeMLl26pHdBIyAgAGZmZnB3d5fKZF1HZpmK+POm0+mQkpLCYwOgU6dOuHTpEoKCgqRXixYtMHDgQOn/Vf0YvSw+Ph537tyBo6Mjf4ao0JjfL1T1DGd+Fx7z+wXmd+Exv6komN8vML+Z34XF/H6B+V14zG8qCub3C8xv5ndhMb9fYH4XHvObioL5/QLzm/ldWMzvF5jfhVfh8lsQERERUanasGGDUKlUYs2aNeLq1ati5MiRwsLCQoSGhpZ11YpVXFycOH/+vDh//rwAIH744Qdx/vx5ERwcLIQQ4rvvvhMWFhZi+/bt4uLFi6JXr17C1dVVJCUlSevo1q2baNasmTh58qQ4evSoqFu3rujfv780Pzo6Wtjb24v33ntPXL58WWzYsEEYGRmJlStXlvr+FtaHH34ozM3NRWBgoAgJCZFeiYmJUplRo0aJmjVrigMHDogzZ86INm3aiDZt2kjz09PTRcOGDUXXrl1FUFCQ2LNnj7C1tRVTpkyRyty9e1cYGRmJCRMmiGvXrolly5YJAwMDsWfPnlLd38KaPHmyOHTokLh37564ePGimDx5spDJZGLv3r1CiKp9bHLj7e0txo4dK72v6sfos88+E4GBgeLevXvi2LFjonPnzsLGxkaEh4cLIXh8qPCqSn4LwQzPC/M7b8zvwmN+62N+U3FjfjO/hWB+54f5XXjMb33MbypuzG/mtxDM7/wwvwuP+a2P+U3FjfnN/BaC+Z0f5nfhMb/1VfT8ZmN1IiIiojKwZMkSUbNmTaFUKkWrVq3Ev//+W9ZVKnYHDx4UALK9Bg8eLIQQQqfTiWnTpgl7e3uhUqlEp06dxI0bN/TW8ezZM9G/f39hYmIizMzMxNChQ0VcXJxemQsXLoh27doJlUolqlWrJr777rvS2sUiyenYABCrV6+WyiQlJYnRo0cLS0tLYWRkJHr37i1CQkL01nP//n3RvXt3odFohI2Njfjss89EWlqaXpmDBw+Kpk2bCqVSKWrVqqW3jfJq2LBhwtnZWSiVSmFrays6deokfVEXomofm9y8/GW9qh+jfv36CUdHR6FUKkW1atVEv379xO3bt6X5Vf340KupCvktBDM8L8zvvDG/C4/5rY/5TSWB+T1YCMH8Zn7njvldeMxvfcxvKgnM78FCCOY38zt3zO/CY37rY35TSWB+DxZCML+Z37ljfhce81tfRc9vmRBCFL1/diIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiF+RlXQEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiqnzYWJ2IiIiIiIiIiIiIiIiIiIiIiIiIiIiIih0bqxMRERERERERERERERERERERERERERFRsWNjdSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqdmysTkRERERERERERERERERERERERERERETFjo3ViYiIiIiIiIiIiIiIiIiIiIiIiIiIiKjYsbE6ERERERERERERERERERERERERERERERU7NlYnIiIiIiIiIiIiIiIiIiIiIiIiIiIiomLHxupERERERFRshgwZAn9//yKtIzAwEDKZDNHR0cVSJyIiIsob85uIiKjiYX4TERFVPMxvIiKiiof5TVQ8FGVdASIiIiIiqjwWLVoEIURZV4OIiIgKgflNRERU8TC/iYiIKh7mNxERUcXD/CYqHmysTkRERERERabVaiGTyWBubl7WVSEiIqICYn4TERFVPMxvIiKiiof5TUREVPEwv4mKl7ysK0BERERERKXPx8cHY8aMwZgxY2Bubg4bGxtMmzZNeio8JSUFn3/+OapVqwZjY2N4eXkhMDBQWn7NmjWwsLDA//73P7i7u0OlUuHBgwfZhkFLSUnBJ598Ajs7O6jVarRr1w6nT5/Wq8uuXbtQr149aDQadOzYEffv3y+FI0BERFTxML+JiIgqHuY3ERFRxcP8JiIiqniY30TlGxurExERERFVUWvXroVCocCpU6ewaNEi/PDDD/jll18AAGPGjMGJEyewYcMGXLx4EX379kW3bt1w69YtafnExETMnTsXv/zyC65cuQI7O7ts25g4cSL++usvrF27FufOnUOdOnXg6+uLyMhIAMDDhw/x1ltvoWfPnggKCsL777+PyZMnl84BICIiqoCY30RERBUP85uIiKjiYX4TERFVPMxvonJMEBERERFRlePt7S3c3NyETqeTpk2aNEm4ubmJ4OBgYWBgIB4/fqy3TKdOncSUKVOEEEKsXr1aABBBQUF6ZQYPHix69eolhBAiPj5eGBoainXr1knzU1NThZOTk5g3b54QQogpU6YId3d3vXVMmjRJABBRUVHFtbtERESVAvObiIio4mF+ExERVTzMbyIiooqH+U1UvinKqpE8ERERERGVrdatW0Mmk0nv27RpgwULFuDSpUvQarWoV6+eXvmUlBRYW1tL75VKJRo3bpzr+u/cuYO0tDS89tpr0jRDQ0O0atUK165dAwBcu3YNXl5eesu1adOmSPtFRERUmTG/iYiIKh7mNxERUcXD/CYiIqp4mN9E5RcbqxMRERERkZ74+HgYGBjg7NmzMDAw0JtnYmIi/V+j0eh92SciIqKyw/wmIiKqeJjfREREFQ/zm4iIqOJhfhOVPXlZV4CIiIiIiMrGyZMn9d7/+++/qFu3Lpo1awatVovw8HDUqVNH7+Xg4FDg9deuXRtKpRLHjh2TpqWlpeH06dNwd3cHALi5ueHUqVPZ6kFEREQ5Y34TERFVPMxvIiKiiof5TUREVPEwv4nKLzZWJyIiIiKqoh48eIDx48fjxo0b+OOPP7BkyRKMHTsW9erVw8CBAzFo0CBs2bIF9+7dw6lTpzBnzhzs3LmzwOs3NjbGhx9+iAkTJmDPnj24evUqRowYgcTERAwfPhwAMGrUKNy6dQsTJkzAjRs3sH79eqxZs6aE9piIiKjiY34TERFVPMxvIiKiiof5TUREVPEwv4nKL0VZV4CIiIiIiMrGoEGDkJSUhFatWsHAwABjx47FyJEjAQCrV6/GrFmz8Nlnn+Hx48ewsbFB69at0aNHj0Jt47vvvoNOp8N7772HuLg4tGjRAv/88w8sLS0BADVr1sRff/2FTz/9FEuWLEGrVq0we/ZsDBs2rNj3l4iIqDJgfhMREVU8zG8iIqKKh/lNRERU8TC/icovmRBClHUliIiIiIiodPn4+KBp06ZYuHBhWVeFiIiICoj5TUREVPEwv4mIiCoe5jcREVHFw/wmKt/kZV0BIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqp82FidiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqdTAghyroSRERERERERERERERERERERERERERERFS5sGd1IiIiIiIiIiIiIiIiIiIiIiIiIiIiIip2bKxORERERERERERERERERERERERERERERMWOjdWJiIiIiIiIiIiIiIiIiIiIiIiIiIiIqNixsToRERERERERERERERERERERERERERERFTs2ViciIiIiIiIiIiIiIiIiIiIiIiIiIiKiYsfG6kRERERERERERERERERERERERERERERU7NhYnYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKHRurExEREREREREREREREREREREREREREVGxY2N1IiIiIiIiIiIiIiIiIiIiIiIiIiIiIip2bKxORERERERERERERERERERERERERERERMWOjdWJiIiIiIiIiIiIiIiIiIiIiIiIiIiIqNixsToRERERERERERERERERERERERERERERFTs2ViciIiIiIiIiIiIiIiIiIiIiIiIiIiKiYsfG6kRERERERERERERERERERERERERERERU7NhYnYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKHRurExEREREREREREREREREREREREREREVGxY2N1IiIiIiIiIiIiIiIiIiIiIiIiIiIiIip2bKxORERERERERERERERERERERERERERERMWOjdWJiIiIiIiIiIiIiIiIiIiIiIiIiIiIqNixsToRERERERERERERERERERERERERERERFTs2ViciIiIiIiIiIiIiIiIiIiIiIiIiIiKiYsfG6kRERERERERERERERERERERERERERERU7NhYnYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKHRurExEREREREREREREREREREREREREREVGxY2N1IiIiIiIiIiIiIiIiIiIiIiIiIiIiIip2bKxORERERERERERERERERERERERERERERMWOjdWJiIiIiIiIiIiIiIiIiIiIiIiIiIiIqNixsToRERERERERERERERERERERERERERERFTs2ViciIiIiIiIiIiIiIiIiIiIiIiIiIiKiYsfG6kREL7l//z5kMhnWrFlTqOVcXFzQo0ePkqkUEVEl8fDhQ6jVahw7dqxI63n27BmMjY2xa9euAi9z69YtdO3aFebm5pDJZNi2bVuR6kBERES5Y+ZTeTRjxgzIZDK9aS4uLhgyZEjZVIiIqJgxf4kKJqdzgpK0Zs0ayGQy3L9/v9S2SURVC88BqCqQyWQYM2ZMvuWYu0RUnjCjqTwqje/EgYGBkMlkCAwMLJb1Md8rBzZWJ6ISNXv27FI74fnpp58K3cCciIiKJvNLQW6vf//9V6/8119/DS8vL7z22mtF2q61tTXef/99TJs2rcDLDB48GJcuXcK3336L3377DS1atChSHSqq9evXY+HChaWyrV27dmHGjBklug2dTofvv/8edevWhUajQe3atfHhhx8iPj6+RLdbGhITEzFjxoxi+xKfn9I8byOiioeZX/Ew84mIKj7mb8XD/K3a+L2aiIoLzwEqHp4DEBFVDczoiocZXbHwe3XlJhNCiLKuBBFVXiYmJnj77bdLpRF5w4YNYWNjU+QGXUIIpKSkwNDQEAYGBgVezsXFBQ0bNsSOHTuKtH0ioopkzZo1GDp0KL7++mu4urpmm9+tWzfY2NgAACIiIlCtWjWsXbsW/fv3L/K2r127Bnd3d+zfvx+vv/56nmWTkpJgZGSEqVOnYtasWUXedkXWo0cPXL58uVSeOh4zZgyWLVuGkvzK8eOPP2L8+PHw9/dH9+7dERwcjD/++AMHDhyAi4tLiW23NDx9+hS2traYPn16iV/YAEr3vI2IKh5mfsXDzM9uxowZmDlzpl49U1JSIJfLYWhoWEI1JyJ6dczfiof5WzHkdE5QHHL7Xq3VapGWlgaVSlWqPboTUcXFc4CKh+cAJU8mk+Gjjz7C0qVL8yzH3CWiksSMrniY0dmV1HfirHQ6HVJTU6FUKiGXF7w/bX6vrtwUZV0BIqLyIj09HTqdDkqlEmq1uqyrQ0RUoXTv3j3fp7F///13KBQK9OzZs1i26ebmhoYNG2LNmjX5fiGPiIgAAFhYWBTLtgEgISEBxsbGxbY+yk4IgeTkZGg0mlzLbNiwAR4eHtiyZYv0xfSbb76BTqcrrWoSEVUpzHwqCWWZ+SqVqkjLlzT+/BERwPylksHv3HnLvLFeHPcKDAwMCtUxDhFRJp4DUEmo7OcAzF0iKg3MaCoJlSmj5XJ5sba9Y75XDgV/bIGIyrXHjx9j+PDhcHJygkqlgqurKz788EOkpqZKZe7evYu+ffvCysoKRkZGaN26NXbu3Km3nsDAQMhkMmzatAnffvstqlevDrVajU6dOuH27dt6ZW/duoU+ffrAwcEBarUa1atXx7vvvouYmBgAGU83JyQkYO3atdKQN0OGDAEABAcHY/To0ahfvz40Gg2sra3Rt2/fbE+yZQ6hc+zYMYwfPx62trYwNjZG7969pZMrIKNX8ytXruDQoUPStnx8fHI9Xvfv34dMJsP333+PhQsXonbt2lCpVLh69ao0L+tTWqGhoRg6dCiqV68OlUoFR0dH9OrVK98n79auXQuFQoEJEybkWY6IqCrYtm0bvLy8YGJiIk1bvHgxDAwMEB0dLU1bsGABZDIZxo8fL03TarUwNTXFpEmT9NbZpUsX/P3333k+9Ttjxgw4OzsDACZMmACZTKb3VPH58+fRvXt3mJmZwcTEBJ06dco2RFtmHh06dAijR4+GnZ0dqlevnuf+JicnY8aMGahXrx7UajUcHR3x1ltv4c6dO1KZhIQEfPbZZ6hRowZUKhXq16+P77//Ptv+yGQyjBkzBtu2bUPDhg2hUqng4eGBPXv26JWLi4vDuHHj4OLiApVKBTs7O3Tp0gXnzp0DAPj4+GDnzp0IDg6W8jLzWKSmpuKrr76Cp6cnzM3NYWxsjPbt2+PgwYN628iaoatWrZIytGXLljh9+rRUbsiQIVi2bJlU/8xXXlxcXNCjRw/8888/aNGiBTQaDVauXJnnMnK5HDqdTm/dcrkcCkXhnsu9fv063nnnHdja2kKj0aB+/fqYOnWqXpnC/Kzkd+4CAGfOnIGvry9sbGyg0Wjg6uqKYcOGAcg4zra2tgCAmTNnSscvs4f1ixcvYsiQIahVqxbUajUcHBwwbNgwPHv2TG8bM2bMgEwmw+3btzFkyBBYWFjA3NwcQ4cORWJiolQur/O2l4WFhUGhUGDmzJnZ5t24cQMymSzf3m2IqHJj5jPzy3Pm51SXrJlXmCwHgN27d6N9+/YwNjaG7gC4hwABAABJREFUqakp/Pz8cOXKFb0yhc3tq1evYsCAAbC0tES7du1yrPeZM2cgk8mwdu3abPP++ecfyGQyjvxGVMUwf5m/5Tl/M4+tWq1Gw4YNsXXrVgwZMkTvZyXz3sTLI6fmdL2+oNkKAEePHkXLli2hVqtRu3btXPc58+dg3bp18PDwgEqlkn4Gvv/+e7Rt2xbW1tbQaDTw9PTE5s2bsy2f2/fqzJ/xl+8n7N69G97e3jA1NYWZmRlatmyJ9evX53ocN2/eLP2uvGzlypWQyWS4fPlyrssTUeXEcwCeA5Tnc4D8rru/fD6QKfP7cU7WrVuH+vXrQ61Ww9PTE4cPH9abz9wlovKCGc2MLs8Z/bL09HR888030v65uLjgiy++QEpKil45nU6HGTNmwMnJCUZGRujYsSOuXr2a7Tp7Tt/xi9LOkPleObBndaJK4MmTJ2jVqhWio6MxcuRINGjQAI8fP8bmzZuRmJgIpVKJsLAwtG3bFomJifjkk09gbW2NtWvX4s0338TmzZvRu3dvvXV+9913kMvl+PzzzxETE4N58+Zh4MCBOHnyJICM0Pb19UVKSgo+/vhjODg44PHjx9ixYweio6Nhbm6O3377De+//z5atWqFkSNHAgBq164NADh9+jSOHz+Od999F9WrV8f9+/exfPly+Pj44OrVqzAyMtKrz8cffwxLS0tMnz4d9+/fx8KFCzFmzBhs3LgRALBw4UJ8/PHHMDExkb7g2tvb53vsVq9ejeTkZIwcORIqlQpWVlY5Pm3Wp08fXLlyBR9//DFcXFwQHh6OgIAAPHjwINdhVFatWoVRo0bhiy++qPLD6hBR5RcTE4OnT5/qTZPJZLC2tgYApKWl4fTp0/jwww/1yrRv3x46nQ5Hjx5Fjx49AABHjhyBXC7HkSNHpHLnz59HfHw8OnTooLe8p6cnfvzxR1y5cgUNGzbMsW5vvfUWLCws8Omnn6J///544403pIsCV65cQfv27WFmZoaJEyfC0NAQK1euhI+PDw4dOgQvLy+9dY0ePRq2trb46quvkJCQkOvx0Gq16NGjB/bv3493330XY8eORVxcHAICAnD58mXUrl0bQgi8+eabOHjwIIYPH46mTZvin3/+wYQJE/D48WP8+OOPeus8evQotmzZgtGjR8PU1BSLFy9Gnz598ODBA+k4jxo1Cps3b8aYMWPg7u6OZ8+e4ejRo7h27RqaN2+OqVOnIiYmBo8ePZLWn3ksYmNj8csvv6B///4YMWIE4uLi8J///Ae+vr44deoUmjZtqlef9evXIy4uDh988AFkMhnmzZuHt956C3fv3oWhoSE++OADPHnyBAEBAfjtt99yPVYvu3HjBvr3748PPvgAI0aMQP369fMsP3ToUHzwwQdYuXIlPvjggwJvJ6uLFy+iffv2MDQ0xMiRI+Hi4oI7d+7g77//xrfffgug8D8r+Z27hIeHo2vXrrC1tcXkyZNhYWGB+/fvY8uWLQAAW1tbLF++HB9++CF69+6Nt956CwDQuHFjAEBAQADu3r2LoUOHwsHBAVeuXMGqVatw5coV/Pvvv9kufrzzzjtwdXXFnDlzcO7cOfzyyy+ws7PD3LlzASDP87aX2dvbw9vbG5s2bcL06dP15m3cuBEGBgbo27fvK30WRFT+MfP1MfMrVuYXRn5ZDmTk5+DBg+Hr64u5c+ciMTERy5cvR7t27XD+/HnpekFhc7tv376oW7cuZs+eneuNpxYtWqBWrVrYtGkTBg8erDdv48aNsLS0hK+vb/EeFCIqM8xffczfipW/e/fuRZ8+feDu7o45c+bg2bNnUscwr6qg2Xrp0iXpu/eMGTOQnp6O6dOn53rv4MCBA9i0aRPGjBkDGxsbKcsXLVqEN998EwMHDkRqaio2bNiAvn37YseOHfDz8wNQuO/VQMaN9mHDhsHDwwNTpkyBhYUFzp8/jz179mDAgAE5LuPn5wcTExNs2rQJ3t7eevM2btwIDw+PXH9Xiahi4jmAPp4DVKxzgIJcdy+sQ4cOYePGjfjkk0+gUqnw008/oVu3bjh16lSeGcjcJaLixozWx4yuWBmdk/fffx9r167F22+/jc8++wwnT57EnDlzcO3aNWzdulUqN2XKFMybNw89e/aEr68vLly4AF9fXyQnJ+e5/qK2M8wJ870CEkRU4Q0aNEjI5XJx+vTpbPN0Op0QQohx48YJAOLIkSPSvLi4OOHq6ipcXFyEVqsVQghx8OBBAUC4ubmJlJQUqeyiRYsEAHHp0iUhhBDnz58XAMSff/6ZZ92MjY3F4MGDs01PTEzMNu3EiRMCgPj111+laatXrxYAROfOnaV9EUKITz/9VBgYGIjo6GhpmoeHh/D29s6zPpnu3bsnAAgzMzMRHh6e47zVq1cLIYSIiooSAMT8+fPzXKezs7Pw8/MTQmQcL5lMJr755psC1YeIqKLK/Dud00ulUknlbt++LQCIJUuW6C2v1WqFmZmZmDhxohAiI7esra1F3759hYGBgYiLixNCCPHDDz8IuVwuoqKi9JY/fvy4ACA2btyYZz0z/7a//Lfc399fKJVKcefOHWnakydPhKmpqejQoUO2/WzXrp1IT0/P97j897//FQDEDz/8kG1eZp5t27ZNABCzZs3Sm//2228LmUwmbt++LU0DIJRKpd60CxcuZDum5ubm4qOPPsqzbn5+fsLZ2Tnb9PT0dL3sFyIjA+3t7cWwYcOkaZnH0traWkRGRkrTt2/fLgCIv//+W5r20UcficJ85XB2dhYAxJ49ewq8zOTJk4VSqRQGBgZiy5YtBV4uqw4dOghTU1MRHBysNz3ruUdhf1byO3fZunWrAJDj+VumiIgIAUBMnz4927yczqX++OMPAUAcPnxYmjZ9+nQBQO8zFEKI3r17C2tra71puZ235WTlypV654aZ3N3dxeuvv16gdRBRxcLMzxkzP0NFyfzMXHy5Llnzr6BZHhcXJywsLMSIESP01hcaGirMzc31phc2t/v371+g/ZkyZYowNDTU+3xSUlKEhYVFtuwnooqJ+Zsz5m+GipK/TZs2FY6OjnrX8vfu3SsA6B2rzHsTBw8e1Fv+5ev1QhQ8W/39/YVardb7vn/16lVhYGCQ7dgBEHK5XFy5ciXbul/eXmpqqmjYsGG277+5fa/O/Bm/d++eEEKI6OhoYWpqKry8vERSUpJe2aznHznp37+/sLOz0/tdCQkJEXK5XHz99dd5LktEFQfPAXLGc4AMFeUcoCDX3QcPHpzjccvp+3vm78CZM2ekacHBwUKtVovevXtL05i7RFSSmNE5Y0ZnqCgZ/XLOBgUFCQDi/fff1yv3+eefCwDiwIEDQoiMa98KhUL4+/vrlZsxY4YAoPd9+OXv+EVtZ8h8rxzkIKIKTafTYdu2bejZsydatGiRbX5mDyK7du1Cq1at9IaPNjExwciRI3H//n1cvXpVb7mhQ4dCqVRK79u3bw8AuHv3LgDA3NwcQMbQ0omJiYWut0ajkf6flpaGZ8+eoU6dOrCwsJCGY8lq5MiRej2NtW/fHlqtFsHBwYXedlZ9+vSBra1tvnVVKpUIDAxEVFRUvuucN28exo4di7lz5+LLL78sUv2IiCqKZcuWISAgQO+1e/duaX7mMMyWlpZ6y8nlcrRt21YapvHatWt49uwZJk+eDCEETpw4ASDjifKGDRvCwsJCb/nM9b385HpBaLVa7N27F/7+/qhVq5Y03dHREQMGDMDRo0cRGxurt8yIESNgYGCQ77r/+usv2NjY4OOPP842L2s2GxgY4JNPPtGb/9lnn0EIoXf8AKBz5856Tw43btwYZmZmUjYDgIWFBU6ePIknT57kW8eXGRgYSNmv0+kQGRmJ9PR0tGjRIsds7tevn97n+fK5wqtydXUtcC+gixcvxg8//IBjx46hf//+ePfdd7F37169MiqVCtOmTct1HRERETh8+DCGDRuGmjVr6s3L/Kxe5Wclv3OXzJ/lHTt2IC0trUD7m1XWc6nk5GQ8ffoUrVu3BoAcP69Ro0bpvW/fvj2ePXuWrd4F9dZbb0GhUOj1Lnv58mVcvXoV/fr1e6V1ElHFwMzXx8x/daWd+YWVX5YHBAQgOjoa/fv3x9OnT6WXgYEBvLy89IaLLWpu56Zfv35IS0uTRmYBMnqvjY6OZh4TVTLMX33M31dX2vkbEhKCoKAgDB48WLqnAGQMXe/u7v5qO4GCZatWq8U///wDf39/ve/7bm5uuR4Db2/vHOuVdXtRUVGIiYlB+/btc/zsCiIgIABxcXGYPHky1Gq13rz8honv168fwsPD9YZS37x5M3Q6HfOfqBLiOYA+ngO8uvJ43f1VtGnTBp6entL7mjVrolevXvjnn3+g1WpzXIa5S0QlgRmtjxn96srDdfJdu3YBAMaPH683/bPPPgMA7Ny5EwCwf/9+pKenY/To0XrlcvrcX1bUdoYvY75XTGysTlTBRUREIDY2Nt8hKIKDg3McKsTNzU2an9XLXxozAzezsbarqyvGjx+PX375BTY2NvD19cWyZcsQExNToHonJSXhq6++Qo0aNaBSqWBjYwNbW1tER0fnuI786vOqXF1d8y2jUqkwd+5c7N69G/b29ujQoQPmzZuH0NDQbGUPHTqESZMmYdKkSZgwYUKR6kZEVJG0atUKnTt31nt17NgxWzkhRLZp7du3x9mzZ5GUlIQjR47A0dERzZs3R5MmTaThzo4ePSp94ctpfa9ycTMiIgKJiYm55qNOp8PDhw/1phckNwDgzp07qF+/PhQKRa5lgoOD4eTkBFNT02zbzpyf1ctZCGTkYdYsnDdvHi5fvowaNWqgVatWmDFjRqG+IK9duxaNGzeGWq2GtbU1bG1tsXPnznKXzUDGucT06dPx/vvvo0WLFli9ejVef/119O7dG0ePHgUA3Lp1C6mpqdmGrMsq8/jkdS71Kj8r+R0fb29v9OnTBzNnzoSNjQ169eqF1atXIyUlpQB7D0RGRmLs2LGwt7eHRqOBra2tdOxK4/OysbFBp06dsGnTJmnaxo0boVAo8NZbb73SOomoYmDm62Pmv7rSzvzCym+/b926BQB4/fXXYWtrq/fau3cvwsPDpWULm9sFPTZNmjRBgwYN9B4e27hxI2xsbPD6668XYm+Jyr/Dhw+jZ8+ecHJygkwmw7Zt2wq9jk2bNqFp06YwMjKCs7Mz5s+fX/wVLSHMX33M31dX2vmbeZzr1q2bbV5+Q5vnpSDZGhERgaSkpEJtO7fjs2PHDrRu3RpqtRpWVlawtbXF8uXLC3w/5GV37twBkPe1iNx069YN5ubm2fK/adOmqFev3ivVh6ikFDW/k5OTMWTIEDRq1AgKhQL+/v7ZymzZsgVdunSBra0tzMzM0KZNG/zzzz/FswPlAM8B9PEc4NWVx+vuryKnXK9Xrx4SExMRERGR4zLMXaLCKY38DgkJwYABA1CvXj3I5XKMGzeuWOpempjR+pjRr648XCcPDg6GXC5HnTp19KY7ODjAwsJC+mwy/325nJWVVbYHM15W1HaGL2O+V0xsrE5EOcrtybisJ1ILFizAxYsX8cUXXyApKQmffPIJPDw88OjRo3zX//HHH+Pbb7/FO++8g02bNmHv3r0ICAiAtbU1dDrdK9XnVWTtESUv48aNw82bNzFnzhyo1WpMmzYNbm5uOH/+vF45Dw8P1K9fH7/99hvu3btXpLoREVUm1tbWAHL+stauXTukpaXhxIkTOHLkiPTFu3379jhy5AiuX7+OiIiIHL+QZ67PxsamBGv/QkFzoyQUJAvfeecd3L17F0uWLIGTkxPmz58PDw+PbE+i5+T333/HkCFDULt2bfznP//Bnj17EBAQgNdff71cZvO1a9cQHR0t9ZymUCiwefNmNGzYEH5+fjh37hxWrVoFOzs7dOnSpUh1ehX5HR+ZTIbNmzfjxIkTGDNmDB4/foxhw4bB09MT8fHx+a7/nXfewc8//4xRo0Zhy5Yt2Lt3L/bs2QMApfZ5vfvuu7h58yaCgoIAZDT+6dSpU6n9PhJR+cTMLzpmvr6yyvz89jvzWP3222/ZelEKCAjA9u3bpWUKm9uF+fnr168fDh48iKdPnyIlJQX/+9//0KdPnzxvDBFVRAkJCWjSpAmWLVv2Ssvv3r0bAwcOxKhRo3D58mX89NNP+PHHH7F06dJirmnZYP4WHfNXX1nkb26NLXLqJbWw2VpQOR2fI0eO4M0334RarcZPP/2EXbt2ISAgAAMGDCjy5/EqVCoV/P39sXXrVqSnp+Px48c4duwYe3+jcqmo+a3VaqHRaPDJJ5+gc+fOOZY5fPgwunTpgl27duHs2bPo2LEjevbsme3+XWXFc4Ci4zmAvtI+ByhM/pcF5i5VRaWR3ykpKbC1tcWXX36JJk2aFKW65RYzuuiY0fpKI6OLMvpJQRSlnWFxYr6XHTZWJ6rgMnsKuHz5cp7lnJ2dcePGjWzTr1+/Ls1/FY0aNcKXX36Jw4cP48iRI3j8+DFWrFghzc8tyDZv3ozBgwdjwYIFePvtt9GlSxe0a9cO0dHRr1SPvLZVXGrXro3PPvsMe/fuxeXLl5GamooFCxbolbGxscG+fftgaGiITp06vdJQM0RElVHNmjWh0WhyfJCnVatWUCqVOHLkiN4X8g4dOuDkyZPYv3+/9P5lmevLfOK6MGxtbWFkZJRrPsrlctSoUaPQ6wUyMuPGjRtIS0vLtYyzszOePHmCuLi4bNvOnP8qHB0dMXr0aGzbtg337t2DtbU1vv32W2l+Xtlcq1YtbNmyBe+99x58fX3RuXNnJCcnv1I98tpWcchcd9Yn/I2NjbFr1y44OTnB19cXK1aswBdffAGVSpXrejKHucvrXKokf1Zat26Nb7/9FmfOnMG6detw5coVbNiwQW8fXxYVFYX9+/dj8uTJmDlzJnr37o0uXbroDdn3Kgr7efn7+0OpVGLjxo0ICgrCzZs38e677xapDkRU8THzs2PmF01xZX5xyxyC1s7OLlsvSp07d4aPjw+AksvtTP369UN6ejr++usv7N69G7GxscxjqpS6d++OWbNmoXfv3jnOT0lJweeff45q1arB2NgYXl5eekP5/vbbb/D398eoUaNQq1Yt+Pn5YcqUKZg7d26ZNDYtbszf7Ji/RVNc+Zt5nDNHJMnq5Z+NzF7YXr5H8HLvegXNVltbW2g0mgJtOy9//fUX1Go1/vnnHwwbNgzdu3fPtdFNQT+TzPOI/O7r5KZfv354+vQp9u/fjz///BNCCN5Up3KpqPltbGyM5cuXY8SIEXBwcMhxHQsXLsTEiRPRsmVL1K1bF7Nnz0bdunXx999/l8QulTs8B8iO5wBFU5rX3YGM/M+pfcDL+Z8pp1y/efMmjIyMYGtrm+MyzF2iwimN/HZxccGiRYswaNAgmJubl8RulDlmdHbM6KIpyevkzs7O0Ol02XI2LCwM0dHR0meT+e/t27f1yj179qzAPcy/ajvDlzHfKyY2Vieq4ORyOfz9/fH333/jzJkz2eZn3mx54403cOrUKZw4cUKal5CQgFWrVsHFxQXu7u6F2m5sbCzS09P1pjVq1AhyuRwpKSnSNGNj4xy/YBoYGGS7EbRkyZIiPSWd27aKKjExMdvJSO3atWFqaqq3r5mqV6+Offv2ISkpCV26dMGzZ8+KvU5ERBWNoaEhWrRokWNWqdVqtGzZEn/88QcePHig9/R4UlISFi9ejNq1a8PR0THbsmfPnoW5uTk8PDwKXScDAwN07doV27dvx/3796XpYWFhWL9+Pdq1awczM7NCrxcA+vTpg6dPn+bYS1/WbNZqtdnK/Pjjj5DJZOjevXuhtqnVarMNk2VnZwcnJ6ds2ZzTcFqZT4NnzeeTJ0/qnTsUlrGxMYDsN5qLQ6NGjWBvb4+lS5ciPDxcmm5tbY3Vq1fj6dOnSEpKQs+ePfNcj62tLTp06ID//ve/ePDggd68zGNREj8rUVFR2c6FmjZtCgDS52VkZAQg+/HL6bMCMm7OFUVhz6UsLCzg6+uLTZs2YcOGDVAqlTkO50hEVQsz/wVmfvEorswvbr6+vjAzM8Ps2bNzvAmTOfx4SeV2Jjc3NzRq1AgbN27Exo0b4ejomOONLKLKbsyYMThx4gQ2bNiAixcvom/fvujWrZt0ky0lJQVqtVpvGY1Gg0ePHuXaEKYiYf6+wPwtHsWVv46OjmjatCnWrl2rd1wCAgJw9epVvbLOzs4wMDDA4cOH9ab/9NNPeu8Lmq0GBgbw9fXFtm3b9L7vX7t2Df/880+e9X55PTKZTO/exf3797Ft27ZsZQv6vbpr164wNTXFnDlzst17KMgDNJ07d4aVlZWU/61atSrw0PFE5Ul++f0qdDod4uLiYGVlVYw1Lb94DvACzwGKR2ledwcy7rnHxMTg4sWL0rSQkBBs3bo1x/WeOHEC586dk94/fPgQ27dvR9euXXPt8Za5S1S8SiK/KyNm9AvM6OJRktfJ33jjDQDZv1f/8MMPAAA/Pz8AQKdOnaBQKLB8+XK9cgUZubCo7QxfxnyvmDgeLFElMHv2bOzduxfe3t4YOXIk3NzcEBISgj///BNHjx6FhYUFJk+ejD/++APdu3fHJ598AisrK6xduxb37t3DX3/9Bbm8cM+uHDhwAGPGjEHfvn1Rr149pKen47fffoOBgQH69OkjlfP09MS+ffvwww8/wMnJCa6urvDy8kKPHj3w22+/wdzcHO7u7jhx4gT27dsnDYXzKjw9PbF8+XLMmjULderUgZ2dHV5//fVXXl+mmzdvolOnTnjnnXfg7u4OhUKBrVu3IiwsLNfeyurUqYO9e/fCx8cHvr6+OHDgwCuf1BERVQS7d++WnnrOqm3btlIPGr169cLUqVMRGxub7W9i+/bt8d1338Hc3ByNGjUCkPFlsn79+rhx4waGDBmS43YDAgLQs2fPV35KedasWQgICEC7du0wevRoKBQKrFy5EikpKZg3b94rrRMABg0ahF9//RXjx4/HqVOn0L59eyQkJGDfvn0YPXo0evXqhZ49e6Jjx46YOnUq7t+/jyZNmmDv3r3Yvn07xo0bJz0NXFBxcXGoXr063n77bTRp0gQmJibYt28fTp8+rTcSiKenJzZu3Ijx48ejZcuWMDExQc+ePdGjRw9s2bIFvXv3hp+fH+7du4cVK1bA3d0d8fHxr3QcPD09AQCffPIJfH19YWBgUGw9fSoUCixduhT9+vVDo0aN8MEHH8DZ2RnXrl3Df//7XzRq1AiPHj1Cr169cOzYsTxzePHixWjXrh2aN2+OkSNHwtXVFffv38fOnTsRFBQEoPh/VtauXYuffvoJvXv3Ru3atREXF4eff/4ZZmZm0gUBjUYDd3d3bNy4EfXq1YOVlRUaNmyIhg0bokOHDpg3bx7S0tJQrVo17N27N8feGQojt/O2vPTr1w//93//h59++gm+vr6wsLAoUh2IqPxj5utj5r/YFlD+M784mZmZYfny5XjvvffQvHlzvPvuu7C1tcWDBw+wc+dOvPbaa1i6dCnMzMxKJLez6tevH7766iuo1WoMHz680Nd4iCq6Bw8eYPXq1Xjw4AGcnJwAAJ9//jn27NmD1atXY/bs2fD19cWnn36KIUOGoGPHjrh9+7b0NzMkJAQuLi5luAf5Y/7qY/6+2BZQ/vN3zpw58PPzQ7t27TBs2DBERkZiyZIl8PDw0Nt3c3Nz9O3bF0uWLIFMJkPt2rWxY8cOvZvwAAqVrTNnzsSePXvQvn17jB49Gunp6dK2szaKy4ufnx9++OEHdOvWDQMGDEB4eDiWLVuGOnXqZFtHQb9Xm5mZ4ccff8T777+Pli1bYsCAAbC0tMSFCxeQmJiItWvX5lknQ0NDvPXWW9iwYQMSEhLw/fffF2hfiMqTguT3q/j+++8RHx+Pd955pzirW2Z4DqCP5wAvtgWU/3OAglx3f/fddzFp0iT07t0bn3zyCRITE7F8+XLUq1dPr1F6poYNG8LX1xeffPIJVCqV9FDbzJkzc60Hc5eo+JRUfldEzGh9zOgX2wLKf0a/rEmTJhg8eDBWrVqF6OhoeHt749SpU1i7di38/f3RsWNHAIC9vT3Gjh2LBQsW4M0330S3bt1w4cIF7N69GzY2Nnn+XBa1neHLmO8VlCCiSiE4OFgMGjRI2NraCpVKJWrVqiU++ugjkZKSIpW5c+eOePvtt4WFhYVQq9WiVatWYseOHXrrOXjwoAAg/vzzT73p9+7dEwDE6tWrhRBC3L17VwwbNkzUrl1bqNVqYWVlJTp27Cj27dunt9z169dFhw4dhEajEQDE4MGDhRBCREVFiaFDhwobGxthYmIifH19xfXr14Wzs7NURgghVq9eLQCI06dP51jPgwcPStNCQ0OFn5+fMDU1FQCEt7d3rscrc3/mz5+f67zMfX369Kn46KOPRIMGDYSxsbEwNzcXXl5eYtOmTXrLOTs7Cz8/P71pJ0+eFKampqJDhw4iMTEx1/oQEVVUmX+nc3tl/i0VQoiwsDChUCjEb7/9lm09O3fuFABE9+7d9aa///77AoD4z3/+k22Za9euCQDZsicnef3dP3funPD19RUmJibCyMhIdOzYURw/fjzH/Xw5j/KSmJgopk6dKlxdXYWhoaFwcHAQb7/9trhz545UJi4uTnz66afCyclJGBoairp164r58+cLnU6nty4A4qOPPsq2jay5mZKSIiZMmCCaNGkiTE1NhbGxsWjSpIn46aef9JaJj48XAwYMEBYWFgKAcHZ2FkIIodPpxOzZs4Wzs7NQqVSiWbNmYseOHWLw4MFSmfyOJQAxffp06X16err4+OOPha2trZDJZCK/rx85ZWl+Dh8+LHx9fYWZmZlQqVSiYcOGYs6cOSIxMVHs3r1byOVy0bVrV5GWlpbnei5fvix69+4tnSfVr19fTJs2Ta9MUX5WXj53OXfunOjfv7+oWbOmUKlUws7OTvTo0UOcOXNGb7njx48LT09PoVQq9Y7vo0ePpPqam5uLvn37iidPnmT7DKZPny4AiIiIiBzree/ePWlabudteYmNjZXK//777/mWJ6KKi5mfO2Z+xcn8zFx8uS6veh0ic7qvr68wNzcXarVa1K5dWwwZMkQv04ua2/m5deuW9Lt49OjRQi1LVBEBEFu3bpXe79ixQwAQxsbGei+FQiHeeecdIUTG376JEycKtVotDAwMhKWlpZgxY4YAIP79998y2pP8MX9zx/ytOPkrhBB//fWXcHNzEyqVSri7u4stW7Zk23chhIiIiBB9+vQRRkZGwtLSUnzwwQfi8uXL2X7eC5qtQghx6NAh6Xt1rVq1xIoVK3I8J8jt50AIIf7zn/+IunXrCpVKJRo0aCBWr16d4zpy+16d03dwIYT43//+J9q2bSs0Go0wMzMTrVq1En/88UeexzJTQECAACBkMpl4+PBhgZYhKkuvkt9ZDR48WPTq1SvPbaxbt04YGRmJgICAYq596eM5QO54DlCxzgEKct197969omHDhkKpVIr69euL33//Pc+s/v3336VcbtasWbbv6cxdouJTGvnt7e0txo4dW7wVL0HM6NwxoytORueUs2lpaWLmzJnS51ejRg0xZcoUkZycrFcuPT1dTJs2TTg4OAiNRiNef/11ce3aNWFtbS1GjRollXv5enpR2xky3ysHmRAF6PeeiIiIiKgYDB8+HDdv3sSRI0eKvK5x48bh8OHDOHv27Cs/PU5EREQlg5lPREQlRSaTYevWrfD39wcAbNy4EQMHDsSVK1ekIZwzmZiYwMHBQXqv1WoRGhoKW1tb7N+/H2+88QbCw8Nha2tbmrtQYpi/VJEMGTIEgYGBesPPE1HlVZT8BjL+ZkRHR2Pbtm05rn/Dhg0YNmwY/vzzT/j5+ZXELpRrPAcgIqKSUNL5DQA+Pj5o2rQpFi5cWMy1Lx+Y0VQVREdHw9LSErNmzcLUqVPLujpUjinKugJEREREVHVMnz4d9erVw7Fjx/Daa6+98nqePXuGX375BZs2beKXcSIionKImU9ERKWlWbNm0Gq1CA8PR/v27fMsa2BggGrVqgEA/vjjD7Rp06bSNFQHmL9ERFRxFCa/8/PHH39g2LBh2LBhQ5VsqA7wHICIiEpHceZ3VcGMpsomKSkJGo1Gb1rmwyY+Pj6lXyGqUNhYnYiIiIhKTc2aNZGcnFzk9VhbWyM+Pr4YakREREQlgZlPRETFKT4+Hrdv35be37t3D0FBQbCyskK9evUwcOBADBo0CAsWLECzZs0QERGB/fv3o3HjxvDz88PTp0+xefNm+Pj4IDk5GatXr8aff/6JQ4cOleFeFT/mLxERlSdFzW8AuHr1KlJTUxEZGYm4uDgEBQUBAJo2bQoAWL9+PQYPHoxFixbBy8sLoaGhAACNRgNzc/NS3d+yxHMAIiIqLqWR3wCkafHx8YiIiEBQUBCUSiXc3d1La1dLBTOaKpuNGzdizZo1eOONN2BiYoKjR4/ijz/+QNeuXYv0QAZVDTIhhCjrShAREREREREREREREeUkMDAQHTt2zDZ98ODBWLNmDdLS0jBr1iz8+uuvePz4MWxsbNC6dWvMnDkTjRo1wtOnT9GzZ09cunQJQgi0adMG3377Lby8vMpgb4gIAIYMGYLAwEDcv3+/rKtCRCWkqPkNAC4uLggODs62jswmDj4+Pjk+fJa5DSIiIiqc0shvADn2Du7s7MzvB0Tl3Llz5zBx4kQEBQUhNjYW9vb26NOnD2bNmgUTE5Oyrh6Vc2ysTkRERERERERERERERERERERERERERETFTl7WFSAiIiIiIiIiIiIiIiIiIiIiIiIiIiKiyqdcNFZftmwZXFxcoFar4eXlhVOnTuVZ/s8//0SDBg2gVqvRqFEj7Nq1S2++EAJfffUVHB0dodFo0LlzZ9y6dUuaf//+fQwfPhyurq7QaDSoXbs2pk+fjtTUVKnMjRs30LFjR9jb20OtVqNWrVr48ssvkZaWJpVZs2YNZDKZ3kutVhfTUSEiIiIiIiIiIiIiIiIiIiIiIiIiIiKquBRlXYGNGzdi/PjxWLFiBby8vLBw4UL4+vrixo0bsLOzy1b++PHj6N+/P+bMmYMePXpg/fr18Pf3x7lz59CwYUMAwLx587B48WKsXbsWrq6umDZtGnx9fXH16lWo1Wpcv34dOp0OK1euRJ06dXD58mWMGDECCQkJ+P777wEAhoaGGDRoEJo3bw4LCwtcuHABI0aMgE6nw+zZs6X6mJmZ4caNG9J7mUxW4H3X6XR48uQJTE1NC7UcERFVPUIIxMXFwcnJCXJ5uXjWrMpifhMRUUExv8sP5jcRERUU87v8YH4TEVFBMb/LD+Y3EREVFPO7/GB+ExFRQRUlv2VCCFFC9SoQLy8vtGzZEkuXLgWQEYA1atTAxx9/jMmTJ2cr369fPyQkJGDHjh3StNatW6Np06ZYsWIFhBBwcnLCZ599hs8//xwAEBMTA3t7e6xZswbvvvtujvWYP38+li9fjrt37+Za1/Hjx+P06dM4cuQIgIye1ceNG4fo6OhX2vdHjx6hRo0ar7QsERFVTQ8fPkT16tXLuhpVGvObiIgKi/ld9pjfRERUWMzvssf8JiKiwmJ+lz3mNxERFRbzu+wxv4mIqLBeJb/LtGf11NRUnD17FlOmTJGmyeVydO7cGSdOnMhxmRMnTmD8+PF603x9fbFt2zYAwL179xAaGorOnTtL883NzeHl5YUTJ07k2lg9JiYGVlZWudb19u3b2LNnD9566y296fHx8XB2doZOp0Pz5s0xe/ZseHh45LnfmUxNTQFkfHBmZmYFWoaIiKqm2NhY1KhRQ8oOKjvMbyIiKijmd/nB/CYiooJifpcfzG8iIioo5nfBfPfdd5gyZQrGjh2LhQsX5lruzz//xLRp03D//n3UrVsXc+fOxRtvvFGgbTC/iYiooJjf5Qfzm4iICqoo+V2mjdWfPn0KrVYLe3t7ven29va4fv16jsuEhobmWD40NFSanzkttzIvu337NpYsWYLvv/8+27y2bdvi3LlzSElJwciRI/H1119L8+rXr4///ve/aNy4MWJiYvD999+jbdu2uHLlSo5PDaSkpCAlJUV6HxcXBwAwMzNj2BMRUYFw2K2yl/kZML+JiKigmN9lj/lNRESFxfwue8xvIiIqLOZ37k6fPo2VK1eicePGeZY7fvw4+vfvjzlz5qBHjx5Yv349/P39ce7cOTRs2DDf7TC/iYiosJjfZY/5TUREhfUq+S0vgXpUKI8fP0a3bt3Qt29fjBgxItv8jRs34ty5c1i/fj127typ16C9TZs2GDRoEJo2bQpvb29s2bIFtra2WLlyZY7bmjNnDszNzaUXh1AhIiIiIiIiIiIiIiIiIqKSEh8fj4EDB+Lnn3+GpaVlnmUXLVqEbt26YcKECXBzc8M333yD5s2bY+nSpaVUWyIiIiIiIqqMyrSxuo2NDQwMDBAWFqY3PSwsDA4ODjku4+DgkGf5zH8Lss4nT56gY8eOaNu2LVatWpXj9mrUqAF3d3f0798f3333HWbMmAGtVptjWUNDQzRr1gy3b9/Ocf6UKVMQExMjvR4+fJhjOSIiIiIiIiIiIiIiIiIioqL66KOP4Ofnh86dO+db9sSJE9nK+fr64sSJEyVVPSIiIiIiIqoCyrSxulKphKenJ/bv3y9N0+l02L9/P9q0aZPjMm3atNErDwABAQFSeVdXVzg4OOiViY2NxcmTJ/XW+fjxY/j4+MDT0xOrV6+GXJ7/odDpdEhLS4NOp8txvlarxaVLl+Do6JjjfJVKJQ2ZwqFTiIiIiIiIiIiIiIiIiIiopGzYsAHnzp3DnDlzClQ+NDQU9vb2etPs7e0RGhqaY/mUlBTExsbqvYiIiIiIiIhepijrCowfPx6DBw9GixYt0KpVKyxcuBAJCQkYOnQoAGDQoEGoVq2a9AV67Nix8Pb2xoIFC+Dn54cNGzbgzJkzUs/oMpkM48aNw6xZs1C3bl24urpi2rRpcHJygr+/P4AXDdWdnZ3x/fffIyIiQqpPZu/r69atg6GhIRo1agSVSoUzZ85gypQp6NevHwwNDQEAX3/9NVq3bo06deogOjoa8+fPR3BwMN5///3SOnxEREREREREVEy0Wi3S0tLKuhpEFZahoSEMDAzKuhpEVMUwv4mKhvlNVHk9fPgQY8eORUBAANRqdYlsY86cOZg5c2ahl2N+ExUN85uIiIiIKpoyb6zer18/RERE4KuvvkJoaCiaNm2KPXv2SE9sP3jwQK/X87Zt22L9+vX48ssv8cUXX6Bu3brYtm0bGjZsKJWZOHEiEhISMHLkSERHR6Ndu3bYs2eP9CU8ICAAt2/fxu3bt1G9enW9+gghAAAKhQJz587FzZs3IYSAs7MzxowZg08//VQqGxUVhREjRiA0NBSWlpbw9PTE8ePH4e7uXmLHi4iIiIiIiIiKlxACoaGhiI6OLuuqEFV4FhYWcHBwgEwmK+uqEFElx/wmKj7Mb6LK6ezZswgPD0fz5s2laVqtFocPH8bSpUuRkpKSrbGrg4MDwsLC9KaFhYVJHb69bMqUKRg/frz0PjY2FjVq1Mi1TsxvouLD/CYiIiKiikQmMltnU6mLjY2Fubk5YmJiYGZmVtbVISKicoyZUX7wsyAiooJiZpQf+X0WISEhiI6Ohp2dHYyMjHiTj+gVCCGQmJiI8PBwWFhYwNHRsayrRPRKmN/lB/ObqOQxv6myYH7nLC4uDsHBwXrThg4digYNGmDSpEl6ncFl6tevHxITE/H3339L09q2bYvGjRtjxYoV+W6T+U1U8pjfVFkwv8sPfhZERFRQRcmMMu9ZnYiIiIiIiIiorGi1WulGubW1dVlXh6hC02g0AIDw8HDY2dlxSHIiKjHMb6Liw/wmqrxMTU2zNUg3NjaGtbW1NH3QoEGoVq0a5syZAwAYO3YsvL29sWDBAvj5+WHDhg04c+YMVq1aVeT6ML+Jig/zm4iIiIgqGnlZV4CIiIiIiIiIqKykpaUBAIyMjMq4JkSVQ+bvUubvFhFRSWB+ExUv5jdR1fXgwQOEhIRI79u2bYv169dj1apVaNKkCTZv3oxt27bl2At7YTG/iYoX85uIiIiIKhL2rE5EREREREREVR6HHicqHvxdIqLSxL85RMWDv0tEVUdgYGCe7wGgb9++6Nu3b4nVgX9ziIoHf5eIiIiIqCJhz+pEREREREREREREREREREREREREREREVOzYWJ2IiIiIiIioitFqtZg2bRpcXV2h0WhQu3ZtfPPNNxBCSGWEEPjqq6/g6OgIjUaDzp0749atW3rriYyMxMCBA2FmZgYLCwsMHz4c8fHxemUuXryI9u3bQ61Wo0aNGpg3b162+vz5559o0KAB1Go1GjVqhF27dunNL0hdKHf79++Hm5sbtFptoZd9+vQp7Ozs8OjRo2Ktk0wmw7Zt2/IsM2TIEPj7+xfrdktbYGAgZDIZoqOj8yzn4uKChQsXlkqdCnLsiYio7DG/yw7zm4iIXhXzu+wwv4mIiIiIyjc2ViciIiIiIiKqYubOnYvly5dj6dKluHbtGubOnYt58+ZhyZIlUpl58+Zh8eLFWLFiBU6ePAljY2P4+voiOTlZKjNw4EBcuXIFAQEB2LFjBw4fPoyRI0dK82NjY9G1a1c4Ozvj7NmzmD9/PmbMmIFVq1ZJZY4fP47+/ftj+PDhOH/+PPz9/eHv74/Lly8Xqi5V0ZAhQyCTybK9unXrpldu4sSJ+PLLL2FgYFDobdjY2GDQoEGYPn16cVUbABASEoLu3bsDAO7fvw+ZTIagoKBi3UZBleRN+bZt2yIkJATm5uYAgDVr1sDCwiJbudOnT+v97hSHGTNmoGnTptmmZz32RERU+pjfxYP5TUREpYn5XTyY30REREREVZeirCtARERERERERKXr+PHj6NWrF/z8/ABk9Cr1xx9/4NSpUwAyejJfuHAhvvzyS/Tq1QsA8Ouvv8Le3h7btm3Du+++i2vXrmHPnj04ffo0WrRoAQBYsmQJ3njjDXz//fdwcnLCunXrkJqaiv/+979QKpXw8PBAUFAQfvjhB+nG4KJFi9CtWzdMmDABAPDNN98gICAAS5cuxYoVKwpUl6qsW7duWL16td40lUol/f/o0aO4c+cO+vTp88rbGDp0KDw9PTF//nxYWVm98nqycnBwKJb1lHdKpbJA+2pra1sKtclQVY49EVF5xvwu35jfRESUE+Z3+cb8JiIiIiIq39izOhEREREREVEV07ZtW+zfvx83b94EAFy4cAFHjx6Venu6d+8eQkND0blzZ2kZc3NzeHl54cSJEwCAEydOwMLCQmqoDgCdO3eGXC7HyZMnpTIdOnSAUqmUyvj6+uLGjRuIioqSymTdTmaZzO0UpC4vS0lJQWxsrN6rslKpVHBwcNB7WVpaSvM3bNiALl26QK1WAwBiYmJgYGCAM2fOAAB0Oh2srKzQunVraZnff/8dNWrUkN57eHjAyckJW7duzbEOQgjY2tpi8+bN0rSmTZvC0dFRen/06FGoVCokJiYC0B8K29XVFQDQrFkzyGQy+Pj46K3/+++/h6OjI6ytrfHRRx8hLS1NmhcVFYVBgwbB0tISRkZG6N69O27duiXNz6l3s4ULF8LFxUWav3btWmzfvl3qGS8wMDDH/fTx8cHHH3+McePGwdLSEvb29vj555+RkJCAoUOHwtTUFHXq1MHu3bulZbIOQx4YGIihQ4ciJiZG2taMGTMAZB+G/Pr162jXrh3UajXc3d2xb9++bMOHT5o0CfXq1YORkRFq1aqFadOmScdmzZo1mDlzJi5cuCBta82aNdmOPQBcunQJr7/+OjQaDaytrTFy5EjEx8dL8zN7vsvrcyAiosJhfjO/md9ERBUP85v5zfwmIiIiInp1bKxORERERERElZ5WJ5CUqkVKulaalpymxa2wOFx5EoPzD6Jw8u4zHL31FEduRZRhTUvH5MmT8e6776JBgwYwNDREs2bNMG7cOAwcOBAAEBoaCgCwt7fXW87e3l6aFxoaCjs7O735CoUCVlZWemVyWkfWbeRWJuv8/Orysjlz5sDc3Fx6Zb3xWxBCAAkJZfMSolBVzdeRI0f0HigwNzdH06ZNpRvCly5dgkwmw/nz56UbpIcOHYK3t7feelq1aoUjR47kuA2ZTIYOHTpI64yKisK1a9eQlJSE69evS+ts2bIljIyMsi2f2aP/vn37EBISgi1btkjzDh48iDt37uDgwYNYu3Yt1qxZI930BTJu5J45cwb/+9//cOLECQgh8MYbbxT4Ru7nn3+Od955B926dUNISAhCQkLQtm3bXMuvXbsWNjY2OHXqFD7++GN8+OGH6Nu3L9q2bYtz586ha9eueO+996RGAVm1bdsWCxcuhJmZmbStzz//PFs5rVYLf39/GBkZ4eTJk1i1ahWmTp2arZypqSnWrFmDq1evYtGiRfj555/x448/AgD69euHzz77DB4eHtK2+vXrl20dCQkJ8PX1haWlJU6fPo0///wT+/btw5gxY/TK5fc5EJWF1HQdnsWn4N7TBAQ9jMbxO0/LukpUxpjfzO/cML+Z31T+JKam425EPC48jC7rqlAZY34zv3PD/GZ+U9kSQiA5TYuohFQ8jk7C3Yj4/BeiYnH48GH07NkTTk5O2R56yU1gYCCaN28OlUqFOnXq8O8GEVEJE0JAp8t4ZdLqBOKS0xCTmIaohFQ8jU9BeFwyQmOS8SQ6CTFJL86bU9K1uB0eh1thcbgZFofrobG4FhKLq09iceVJDEJjkvXKnn8QhXMPonA2OApn7kfi9P1InLoXiZN3n+He0wSpbGq6DkduReDwzQgcuhmBgzfCcfB6OPZfC8O+q2FITntxn7wsKMp060RERERERFQlJaSkIyQmGclpGQ3Ik9N0SE578W9zZ0u42hgDAG6Hx+PPMw9fzE/X6pUd+poLujXM6EHqbHAUPl5/DqlagdR0LVK1OqRpBbTPLxZM6d4AH3jXBgBcC4lF75+OZ6ubiUqByzN9S+lIlI1NmzZh3bp1WL9+PTw8PBAUFIRx48bByckJgwcPLuvqFdmUKVMwfvx46X1sbGyhGqwnJgImJiVRs/zFxwPGxgUvv2PHDpi8VNkvvvgCX3zxBQAgODgYTk5OevN9fHwQGBiIzz//HIGBgejSpQuuX7+Oo0ePolu3bggMDMTEiRP1lnFycsL58+dzrYePjw9WrlwJIOOGSrNmzeDg4IDAwEA0aNAAgYGB2W7AZ8ocgtva2jrbENmWlpZYunQpDAwM0KBBA/j5+WH//v0YMWIEbt26hf/97384duyYdIN73bp1qFGjBrZt24a+ffvmd/hgYmICjUaDlJSUAg3P3aRJE3z55ZcAMn7OvvvuO9jY2GDEiBEAgK+++grLly/HxYsX9XrLAzKGJDc3N4dMJstzWwEBAbhz5w4CAwOlct9++y26dOmiVy6zHkBGz3Cff/45NmzYgIkTJ0Kj0cDExAQKhSLPba1fvx7Jycn49ddfYfz8B2/p0qXo2bMn5s6dKz0kktfnQFQcHkYmIjIhFVGJGa/IhDREJ6YiJikNFkZKjO9STyrba9kx3AyNQ9JLF9aVBnLcmNUNMpmstKtP5QTzm/mdG+Y385tKl1YnYCB/kce/nriPy49jEBKTcZM+NDYZccnpAAAbExXOfNk5t1VRFcD8Zn7nhvnN/KbicfFRNEJikhGfnI6E1HTEJacjISXjJZPJMONND6ns+I1BOHH3GeJT0pGYqpWuqQOASiHHjVndy2IXqpyEhAQ0adIEw4YNw1tvvZVv+Xv37sHPzw+jRo3CunXrsH//frz//vtwdHSEr2/lvs9BROWbEALpOgG5TCZ9R4xNTkN4bApS03VI1eoy/k3XIVWrRWq6Ds1rWsLOLGOkopthcQi8EY50nYBWK5CmE9DqdEjXZqz3rebV4OFkDgA4/yAKa47fR7pOIF2rg1YnpPvDaVodRvnURsf6GR1w/Xv3Gb7cdhlanYBOZJQRAtL7z33r450WGfcUT9+PxJD/noJOANrMBupCIDMiJ3dvgFHP7ztffhyDXsuO5Xo8PulUV7rO/eBZIrr8eDjXsiPau2KqnzsAICIuJcf72ZkGetXEt70bAQDiktPw3n9O5Vr21BedoDY0yHV+SWNjdSIiIiIiIspVUqoWT+NTEJuc9uJCdqoWic//7exmB2frjBssp+5FYs3xe0hI0SIxNf3Fv8/Lz+/bBG80ymhUfvhmBD5cdy7X7X73ViOpsfrj6CSsPHw317K+Hi9uBOmEwJMsT5u/LE2rk/6vURrA0sgQhgZyKBVyKJ//a6Qsuy/ppWXChAlS7+oA0KhRIwQHB2POnDkYPHiwdHMtLCxMbyjpsLAwaUhnBwcHhIeH6603PT0dkZGR0vIODg4ICwvTK5P5Pr8yWefnV5eXqVQqqFSqgh2MCq5jx45Yvny53jQrKyvp/0lJSdIQ5Jm8vb3xn//8B1qtFocOHULXrl2lG9uNGzfG7du3sw0FrtFocuytLOs6x44di4iICBw6dAg+Pj7SOocPH47jx49nuwFfEB4eHjAwePE76ejoiEuXLgEArl27BoVCAS8vL2m+tbU16tevj2vXrhV6WwXRuHFj6f8GBgawtrZGo0aNpGmZN5df/t0ojBs3bqBGjRp6N7lbtWqVrdzGjRuxePFi3LlzB/Hx8UhPT4eZmVmhtnXt2jU0adJEulEOAK+99hp0Oh1u3Lgh7U9enwNRbs4GRyE8NhnhcSl4Gp/yojF6QhoczdX4oV9Tqew7K08gJJf8rmVjrNdYPSVNq9dQ3VSlgJnGEGYaQ6RpBZQKNlYvCYcPH8b8+fNx9uxZhISEYOvWrfD39y/QsseOHYO3tzcaNmyIoKCgEq1nRcH8Zn4zv6miexSViLsRCQiOTMSjqEQ8iU7G46hEPI5OAgCc/OJFA/Tdl0Jx4u6zbOswVhrAwsgwW+N2ovKK+c38Zn5TaRNCID4lo4G5k4VGmv7bv8G4GxGPmMQ0xCSlITrp+b+JadAo5Tgy8XWp7My/r+JscFSO69cYGug1Vo9KTM3xu7nSQA61oQF0OgE5M7vEde/eHd27F/zBgBUrVsDV1RULFiwAALi5ueHo0aP48ccf2VidiPIkhEBKug7xKemIT06Ho4UaKkXGeci1kFhcehSDpOfXYpNSMzoSS0rTIjFVi09er4ua1hkj+fx19hF+PnJXKpeUppUaowsBrB/hhba1bQAA288/xrTtV3Kt0y+DWqCze8Y59aVHMZi963quZZvUsJAaq4fGJGN70JNcy77VvJr0/+Q0LW6H5z5iSEJKepZjBCSk5t4buS7LcE3yHDpRkcsypsvlMmSNUAO5DOYaQ8iez5cByFg8o5yx6kWzbkMDOapbal4q+2IZG5MX90MVBnI0cDCV5svlgAwyyGSA7Pl2yxIbqxMREREREVVSQggkpmoRlZgKa2MVNM8bYV95EoNDNyMQm5SOuOeN0DMbo8clp+Hb3o3Q0iXjZtvW84/xxdbcb4g4maulxurhccnYdSk017LxWb7ca5QGMFMroDY0eP7KuOCtVhhArTSAndmLL9Y1rYwwor2rVFalkOstl3khAgDcHM3wvzGvZWuAnvlepZBLZRs4mOH8V10LeVQrh8TERMjlcr1pBgYG0OkyGvO7urrCwcEB+/fvlxqEx8bG4uTJk/jwww8BAG3atEF0dDTOnj0LT09PAMCBAweg0+mkm5dt2rTB1KlTkZaWBkNDQwAZvVbVr18flpaWUpn9+/dj3LhxUl0CAgLQpk2bAteluBkZZfSwVhZyGKU7T8bGxqhTp06u821sbBAVpX9DqkOHDoiLi8O5c+dw+PBhzJ49Gw4ODvjuu+/QpEkTODk5oW7dunrLREZGSj2w5aRRo0awsrLCoUOHcOjQIXz77bdwcHDA3Llzcfr0aaSlpeU5vHduMn9uMslkMunntCDkcjnES2O7F3SI8oLWJ+u0zB6dC1PHV3HixAkMHDgQM2fOhK+vL8zNzbFhwwbpplRxK+rnQJXH7fA4PIpKQlhsMiLiUjJe8Rn/OphrsKR/M6nsmPXn8myAnpWjecYNCEsjJayMlbAwMoSlkRKWRoawN9dv8LP8/zyhkMtgpjaEiVpR5hfYq4rC9uyWKTo6GoMGDUKnTp2yPZxW3JjfzO/C1If5TZS3NK0Oj6KScP9ZAoKfJuBZQio+61pfmj9+0wWcuheZ6/LJaVqpt7bezauhTW1rOFlo4GCmhoO5CvZmapiqDXNdnqoO5jfzuzD1YX5TZaHTCcSlpMNc8+Lz/uXIXdwIjcPT+BQ8S0jFs/hUPI1PQUq6Do7mapyY0kkqu/38Y5zJpQG62lD/mq+boyl0QsBEpYCpWgFjpQLGKgVMVAqYqBUQQki/T1PecMO4zvVgos6Yb6Q0gMbQAAoDeU6bonLixIkT6NxZf6QaX19fvevtRFR5paRrEZWQhuikVEQnZoxWGZ2Y8SBTVGIqPuhQG1bGSgAZDzutP/kA8SlpiE9OR3xKOtK0L87fdo9tDzfHjAfy9l8Lw/d7b+a63X4ta0iN1WOT03A9NC7XsqnpL85ljJQKmKkVUCoy7vdmvZerVMhhon7RnNnFxhi9m1WDQi6DwkAGhVwOA7kMhgYyGMjlqG374hqzm6MZvvRze15WDoVc9rxsxjJNqltIZZtUt8AfI1pDYSDLaEguy2jEnfF/GRyyXI9uXN0chyb46DU4N5DJIHveW3zWDtA8nMxwY1a3jJ7kZc8biOcyCmgtWxNcmF6we9T2ZmocnfR6/gUBmGsMsWdchwKVLQtsrE5ERERERFRBpKbr8DQ+RXo1q2EJy+cXGA7eCMfGUw8R9fwiROa/qc97El/3vhdeq5Px1PqFhzGYt+dGrtt5Gpci/d9UrYDaUA5TtSFM1QqYqhQwUipgrDKAkVKh16i8UTVzfNPLQ2++9K9SARtTpVTWp74dLs4oWK8erjbG0lBn+TFRKdA4ywUHylnPnj3x7bffombNmvDw8MD58+fxww8/YNiwYQAyLp6MGzcOs2bNQt26deHq6opp06bByclJ6kXVzc0N3bp1w4gRI7BixQqkpaVhzJgxePfdd6VhrwcMGICZM2di+PDhmDRpEi5fvoxFixbhxx9/lOoyduxYeHt7Y8GCBfDz88OGDRtw5swZrFq1qsB1KW4yWeGGAi/PmjVrhqtXr+pNs7CwQOPGjbF06VIYGhqiQYMGsLOzQ79+/bBjx44chwu/fPlytt7espLJZGjfvj22b9+OK1euoF27djAyMkJKSgpWrlyJFi1a6PUelpVSmfG3QavNvXeKnLi5uSE9PR0nT56UbsQ/e/YMN27cgLt7xt8MW1tbhIaG6t14e7lXX6VSWehtv6qCbKt+/fp4+PAhwsLCpJ7VTp8+rVfm+PHjcHZ2xtSpU6VpwcHBhd6Wm5sb1qxZg4SEBOnzOXbsGORyOerXr5/nslS5JKVq8Tg6CSExSQiJTsaTmCSExiTDTGOIL95wk8r93y+nEBqbcwN0Z+sUvfeNq5vDyUIDWxMVbEyVsDJWwcrIEJbGStiZ6jdA3zL6tQLX1dWmkvyBrmAK27NbplGjRmHAgAEwMDDAtm3bir9iWTC/md8lhflNVcUfpx7g0I0I3AqPw/1nidDq9BudftSxjtQAvYGDKaISUuFsbYTqlkaoZqFBNUsNqllo4GSh0XtQPHP4dKKcML+Z3yWF+U3lwYk7z3ArPA6Po5IQEpOM0JhkhMQmISwmBTYmShzP0gB9z+XQXBugJ6Vp9X63ejV1QktXK5hrDGGhMYSFUcZoYxYaJcyNDPXKzvJvlOM6c1LP3rQIe0tlJTQ0VPoblsne3h6xsbFISkqCRqPJtkxKSgpSUl5cx4mNjS3xehJRwT2LT8HDqCQ8jUvJcl84FRHxKXgWn4LF/ZtJ11fn77mBX47ey3VdvZtVkxqrRyek4lpIzr/vJioFkrOMZlnb1gSvN7CD5nnnYRqlHBrDjIeYNEqF3ogfXdztUdfOFBrli87GlAZyqTG6SZZewvt4Vkcfz+oFOg6ezpbwdLYsUFkXG2O8375WgcpaGivRprZ1gcqqDQ2kTtvyI5fLoJJX/tG7i4KN1YmIiIiIiMqQTicQmZiK0JiMHkqb1bSAhVHGRYM9l0Ox5vi9jAsQcSmISdLvjShrA/SQ6GTsuZJzr+ZKhRyJWYYoq2dvgrc9q2c0PlcbwkytgJnaEGaajPcNHF5clO7R2BE9mzgVaF+crY3xXptKcoexkluyZAmmTZuG0aNHIzw8HE5OTvjggw/w1VdfSWUmTpyIhIQEjBw5EtHR0WjXrh327NmjN6T1unXrMGbMGHTq1AlyuRx9+vTB4sWLpfnm5ubYu3cvPvroI3h6esLGxgZfffUVRo4cKZVp27Yt1q9fjy+//BJffPEF6tati23btqFhw4aFqktVlZKSgtBQ/d99hUIBG5uMvw2+vr5Yu3ZttuV8fHywZMkSvP322wAyhi53c3PDxo0bsWzZMr2yiYmJOHv2LGbPnp1nXXx8fPDZZ5+hRYsWMDExAZDRi9y6deswYcKEXJezs7ODRqPBnj17UL16dajVapibm+daPlPdunXRq1cvjBgxAitXroSpqSkmT56MatWqoVevXlKdIiIiMG/ePLz99tvYs2cPdu/erTdct4uLC/755x/cuHED1tbWMDc3z9aTWXFxcXFBfHw89u/fjyZNmsDIyAhGL3Xn16VLF9SuXRuDBw/GvHnzEBcXhy+//BLAi1446tatiwcPHmDDhg1o2bIldu7cia1bt2bb1r179xAUFITq1avD1NQUKpVKr8zAgQMxffp0DB48GDNmzEBERAQ+/vhjvPfee9luclHFptMJRMSn4EFkIpJStehQ70VPjd0XHcn1JkUNK41eY/V6DqawMDKEo7kadqZq2JqqYGOihK2pWq/HGQBY+V6LktkZqjBWr16Nu3fv4vfff8esWbPKujrlCvOb+c38ptKm1Qnce5qAqyGxuB4Si1vh8bgbEY/dYztA+bxh+dngKL3rCmpDOVysjeFsbQQXa2OkanVSY/WvezXMcTtElRnzm/nN/Kas4lPScTciHncjEvAgMjHj+3aaFssGNJfKfL/3Bs7m0gA9Ij4FWp2QRgt7p2UNdGxgBxsTJayNVbAxVcHaWAkbkxcjpmZ6r41Lie0XVQ1z5szBzJkzy7oaRFWKEALRiWl48ryzkJCYjAeZQmKS8SQ6CcsGNoeNScb5w7KDd/DfY7k3QH8Wnyo1VrcwMoSBXAYLjSHMjTIeYrI0Uj7/vxJmWUa06tHECU1qWMDkeedkmSNpGCsVkL80emX3Ro7o3sixQPtW3TLjIWai/LCxOhERERERUQnR6gSexafATGMo3dA9cisCf555pNeLSmbv54B+A/ToxFT8e1d/WG2FXAZrEyVsTVXShWwAaOliia97ecDCSAkrIyUsnvdcamlkCI2hgd4wYy1crNDCxapA+5Db8GRUsZmammLhwoVYuHBhrmVkMhm+/vprfP3117mWsbKywvr16/PcVuPGjXHkyJE8y/Tt2xd9+/YtUl2qqj179sDRUf+CYf369XH9+nUAGTdDJ06ciBs3buj11OXt7Y2FCxfq9dbm4+ODCxcuZOvBbfv27ahZsybat2+fZ128vb2h1WqzrXP79u159gqnUCiwePFifP311/jqq6/Qvn17BAYG5rmtTKtXr8bYsWPRo0cPpKamokOHDti1a5d0s9vNzQ0//fQTZs+ejW+++QZ9+vTB559/LvXcDwAjRoxAYGAgWrRogfj4eBw8eDDP+hZF27ZtMWrUKPTr1w/Pnj3D9OnTMWPGDL0ymb0Pv//++2jZsiVq1aqF+fPno2fPntIDGm+++SY+/fRTjBkzBikpKfDz88O0adP01tWnTx9s2bIFHTt2RHR0NFavXo0hQ4bobcvIyAj//PMPxo4di5YtW8LIyAh9+vTBDz/8UCL7T6Vn2/nHuPIkBnee3zR/GJmIlOfDrdaw0uDIxBfDhmYOVWqiUsDRXA1HCw2czNVwNNeghpV+71u/DmtVejtBFdqtW7cwefJkHDlyBApFwW5DVKWe3ZjfzG/mN5WWDaceYOOZh7geEoektOy9/t5/liD1otqziRPcHM1Q184EdexM4Giu5jUBoiyY38xv5nfVI4RAZEIqrE1ePHzw1fbL2HslLMdRxwzkMqRpdTA0yHgQrE0ta1gbK1Hd0ghOFhkPeTuaq+FgroHdS9f3ORIJvSoHBweEhYXpTQsLC4OZmVmOvaoDwJQpUzB+/HjpfWxsLGrU4M8gUVHFJqfhwbNEBD9LRHBkAga1cZF6Ff9257U8e0APi02WGqs7WajhZK6GjakKNiYZnYXYmKhga6qClbESjlk6DfnAuzY+6linQN/dXG2MOWollSmZEELkX4xKQmxsLMzNzRETE6P3RDEREdHLmBnlBz8LIsrJ4+gknA2OwsPnjcEeRmX0pBISnYx0ncD6973Q9nkD9A2nHmDylkt6y8tkgLWxCvZmKkz1c0Pb2hllHzxLxPmHUbB9fgHCxkQFc41htqfbqXxiZpQfeX0WycnJuHfvHlxdXSttT+0TJkxAbGwsVq5c+UrLt27dGp988gkGDBhQzDWjgjp27BjatWuH27dvo3bt2mVdnTxVhd+psqbVCQQ/S8Ct8Hjced6L28u9t/kvO4agh9F6yxnIZXCyUKOWjQnWDG0p3cB4GJkIU7UC5hpDNkgD87sgZDIZtm7dCn9//xzna7VatG7dGsOHD8eoUaMAADNmzMC2bdsQFBSU63pnzJiRY89uzG/md0XF/KbSkKbV4UZoHM4/jEbQg2hceBSN1UNaooZVRq92Sw/cwvd7bwIANIYGaOBoCndHM9SzN0VdOxM0rWkBI2XF79uM+V1+8Ps387uiY35XXanpOtyJiMfVJ7G4FhKLq89fCSnpuPZ1NyieN0D/dGMQtp5/DACwMVGhlq0xXKyNUNPKCDWsjNCtoQNUCoO8NkXPMb/zl9/3bwCYNGkSdu3ahUuXXtx3GjBgACIjI7Fnz54CbYefBdGr2XslFDsuhiA4MhEPniUgKlF/hOwdH7dDw2oZo9isOnwHs3ddh7WxEo4WGR2FOD1/gMnJQg3verbSyNtE5VlRMqPiX30gIiIiIiIqQUIIhMWm4G5EPO48TcC9iAQ8iEzAJ53qonF1CwDAkZsR2RqgZ5LLgMjEVOl9CxdLTH3DLUsvKmrYmaqlYbezqmlthJrWHDaNiIpm6tSp+Omnn6DT6SCXZ/9bk5enT5/irbfeQv/+/UuodpSTrVu3wsTEBHXr1sXt27cxduxYvPbaa+X+RjmVrIX7buLA9XDcDItDcppOb57ipd7bejR2RLOaFqhlawJXa2PUtDKCo4Vamp9VZmM2ouISFxeHM2fO4Pz58xgzZgwAQKfTQQgBhUKBvXv34vXXX8+2HHt208f8rniY31RarjyJwdZzjxH0MBqXHsdIo6e8mB8r5Xu3hg6oaW0MDyczuFgb6/XgSkTFj/ld8TC/q6Z0rU5qfA4As3ZcxdoT95Gmzd7Xp1wGhMQkS9k6on0t/F9rZ9SxNYG5kWGp1Zmqjvj4eNy+fVt6f+/ePQQFBcHKygo1a9bElClT8PjxY/z6668AgFGjRmHp0qWYOHEihg0bhgMHDmDTpk3YuXNnWe0CUaWQmq7DzbA43AqPw62weNwKj8ft8HisfM9TGp0q+Fki/nfhid5yNiZK1LQygrO1MVRZ7v3+X2tnDGrjIo3ETVQVsbE6ERERERERgMTUdMggg0aZcZHgyK0IzN1zHfciEpCQmn2o7K4eDlJj9Tp2JmjlYoXqVhrUsMzoQaWmlRGqW2YM55n1wncdO1PUsTMtlX0iIgIACwsLfPHFF6+0rI2NDSZOnFjMNaL8xMXFYdKkSXjw4AFsbGzQuXNnLFiwoKyrRSVICIGHkUm4+Dgalx7F4GpILO4/S0Dg5x2lRmX3nibg4qMYAIDaUI46diaoY2uCWrYmqG1rAl2WATTfb1+rTPaDCADMzMz0enQDgJ9++gkHDhzA5s2b4erqmuNyKpUKKpWqNKpYITC/Kx7mNxU3IQTuRMTj5L1ItK5ljdq2JgCAuxEJesPHm6kVaFLDAs1qWKBJDQu0cLaS5vEaBFHpYn5XPMzvqiEkJgnnH0Qj6GE0zj+IwqXHMTj4uQ8czTUAAFO1IdK0AqYqBdyczODu+PzlZIY6diZ6DQvdndjrNJWsM2fOoGPHjtL7zIe6Bw8ejDVr1iAkJAQPHjyQ5ru6umLnzp349NNPsWjRIlSvXh2//PILfH19S73uRJXB3iuhWLjvFm6Fx+X4ENPNsDipsXq7ujaY0r0BnK2NUNPKGDWtjWCiyrk5bmUY0YqoqPhbQEREREREVUq6Vof7zxJxIzQON0JjcT00DjfC4vAgMhHfv90EfTyrAwDkMhkuP44FABjIZahpZQRXG2PUsjGGs40xWjhbSuts4WKFTaPalMn+EBFR5TNo0CAMGjSorKtBpeCvs4+wLegxLj6KQUxSWrb5wc8SUOt5w7T/a+2Mbh4OaOBohppWRuwZlUpVYXp2k8vlaNiwod7ydnZ2UKvV2aYTVSbMbyoqnU7gWmgsTt2LxMm7kTh9PxLPEjJGapvUrQE+9Mk4J2jhYon3WjujaQ0LNK1pAVdrY8h5XkBE9EqY35XX2eBI/HHqIf69+wyPopKyzb/wMFpqrN6/VQ281bwaqltqIJMxU6ls+fj4QIjsDWQzrVmzJsdlzp8/X4K1Iqo8tDqBW+FxOBccjbPBUQh6GIWpfm54vYG9VOZqSMb9YTO1Ag0czVDPPqPTkLr2pmhYzVwq5+ZoBjdHPsREVFBsrE5ERERERJVWfEo6tFohDcd58u4zvPffU0h9aYjsTI+jX1y0bljNHKve80QtWxPUtDKCUlG4oXuJiIiIACA5TYvLj2NwJjgKZ+5HYW6fRrA2yeg9OjgyEUduPQUAKA3kcHM0RaPq5vBwMkcDB1NUs9RI62npYpXj+olKQ2F7diMiosK5HR6Pd1aeQOTzxumZVAo5mte0hJOFWprmaK7BN/58+IeIiChTWGwyDt+MgKezpfTA96OoJGw++whARmc0DRxMMx70qmGBZjUtUMvGRFrezkyd43qJiKhyeBKdhI2nH+LcgygEPYhGXEq63vxLj2KlxuotXayw4v884eFkxoeYiIoZG6sTEREREVGlEJ+SjiuPY3Apy+ve0wSM61QPYzvXBQBUtzJCaroOGkMD1HMwRQN7U9R3MEUDB1PUczCFzfOGYwBgrjFEVw+HstodIiIiqqBiEtNw8t4znA2OwpngKFx6FINU7YsH5c4GV5fOMXw97GFvpkKT6haoZ2/Kh+Oo3HqVnt2ymjFjBmbMmFG8lSIiqoASU9Nx8m4kDt+KgJ2pGh/61AYA1LQyQnKaFsZKA7RwsUIrVyu0rmWFhtXMoVIYlHGtiYiIypfUdB3OBkch8GY4Dt2IwPXQOAD6I5G0qWWND31qo3Uta3g6W8JExeZRRERVQWq6DkEPo2GkNJB6QY9LTsei/bekMkZKAzSpbgFPZ0s0d7ZA0xovRtO2NFaiW0PeHyYqCTwbIyIiIiKiCi0kJgnv/ecU7kTEI6f2Mw8iE6X/O5mrcWiCD2pYGnGIbCIiIioWMYlpgCzjQTcA2Hs1FBM2X9QrY2OihKezJVo4W+kNDevhlNGLOhEREVVeoTHJ2H89DPuuhuHYnWfSaG+1bI2lxupKhRzbPnoNrjbGMDTgw2tEREQ5CYlJwvTtV3Ds9lMkpGql6TIZ0Li6BexMX3RGY2emxqRuDcqimkREVMruP03A/uvhCLwRjjP3o5CUpoV/UycsfLcZAKCunQneaVEdjaqZo7mzJerbm0LB711EpY6N1YmIiIiIqNxLStXi4qNonAmOwrngKLjaGOPLHu4AAFsTFZ5EJ0EIwNFcjYbVzNG4mjkaVjdHo2rmer2ly2QyOFsbl9VuEBERUSWQkJKO0/cjceLOMxy/8wyXn8Rgmp87hrVzBZAxVGw9exN4OluhhbMlWrhYoqaVEYeMJSIiqoLeX3sa+66F602rZqFBh3q2aF/XBkII6Ryhnr1pWVSRiIio3AqNScaTmCQ0r5nR462lkRJHbz9FYqoW1sZKeNezhXd9W7SrYwPrLPcBiIio8tPqBObsuoYD18Nx92mC3jxrY6XUsQgAyOUyzHu7SWlXkYhewsbqRERERERULp28m9EA7MSdZzj/MApp2hfdptfK0lhdYSDHr8NawdnaGLamvCBNRERExS8uOQ0bTj3EwRvhOH0/Uu+8BADuPo2X/u9iY4y9n3qXdhWJiIioDAkhcOFRDA5cC8O4zvWk0dzszNSQyYCmNSzQ2c0eXdztUdfOhA+xERER5SIsNhl/X3iCHRdDEPQwGrVtjbH/Mx8AgNrQAPPfboKaVkbwcDLj6KlERFVISroW10Pi0KSGBQDAQC7D8TvPcPdpAhRyGVq5WuH1BnZoX9cW9ez5nYuoPGJjdSIiIiIiKnPpWh3uP0tEHTsTadqUrZdwN+LFk/D2Ziq0cLZCc2dLeDpb6i3fwsWq1OpKRERElV9SqhahsclwtckYkUUuk2HeP9elRurVLDR4rY412ta2Qdva1rAzU5dldYmIiKgMCCFw6XEMdl4MwY6LIXgcnQQAaF/PFi2fX6f4qGMdfNq5Hh+uJyIiykN8Sjr2XA7FtvOPcfzOU+iePx8ukwEWRkrEJafBVJ3RQ65fY8cyrCkREZWmlHQtjt56ip0XQxBwNQypWh3OTesCY1VGk9dPOtWFTgi0q2sDM7VhPmsjorLGxupERERERFQmwuOScehGBAJvRODwrQhodQJBX3WFUiEHAPg1ckTws0S0rW2NNrWtUdPKiE/BExG9gv3792PMmDG4fPkyDAwMCrXs06dP4e7ujnPnzqF69erFVieZTIatW7fC398/1zJDhgxBdHQ0tm3bVmzbJcpLZEIq9l0Nw54roTh6+ynq25vi74/bAQCMVQqMaF8LtqYq+NS3g4s1z0uIqGQxv4nKr8fRSVj3bzD+vvgEDyOTpOlGSgN0drOHkfLF72w1C01ZVJGIygjzm+jVzPjfFWw++0h67+lsCf+mTvD1cODD4UREVYwQAhcfxeDPsw/xv6AniE1Ol+Y5mKlx72kCGlYzBwB0a+hQVtUkolcgL+sKEBERERFR1XEtJBYL9t5AjyVH0Orb/Ziw+SJ2XgpBXHI6DA3keBCZKJX9rGt9LO7fDO+2qglna2M2CCMiesmQIUMgk8myvbp166ZXbuLEifjyyy8LfaMcAGxsbDBo0CBMnz69uKoNAAgJCUH37t0BAPfv34dMJkNQUFCR17tmzRrpOMjlclSvXh1Dhw5FeHj4K9dzwIABqFevHuRyOcaNG5djuT///BMNGjSAWq1Go0aNsGvXLr35Qgh89dVXcHR0hEajQefOnXHr1i29MpGRkRg4cCDMzMxgYWGB4cOHIz4+Xq/MxYsX0b59e6jVatSoUQPz5s0rdF1IX2hMMn49cR8Dfv4XLb/dh4l/XcSB6+FITdchKjEVSalaqezEbg0w9DVXuNrwvISIXh3zOzvmN/O7onkclYSfAu/gYWQSNIYG6NHYESv+rznOTeuCxf2bwcPJvKyrSETFjPmdHfOb+f2qwuOSsezgbdyNeHHMezZxQi1bY3zWpR4OT+iIvz5si/fauLChOhFRFfT7v8HotewYfv/3AWKT02FnqsKQti7YPKoNjk9+XWqoTkQVDxurExERERFRiUlJ1yI1XSe933c1DEsO3Mblx7EAgEbVzPHJ63WwZXRbnJvWBXXsTMqqqkREFVK3bt0QEhKi9/rjjz+k+UePHsWdO3fQp0+fV97G0KFDsW7dOkRGRhZHlQEADg4OUKlUxba+rMzMzBASEoJHjx7h559/xu7du/Hee++90rpSUlJga2uLL7/8Ek2aNMmxzPHjx9G/f38MHz4c58+fh7+/P/z9/XH58mWpzLx587B48WKsWLECJ0+ehLGxMXx9fZGcnCyVGThwIK5cuYKAgADs2LEDhw8fxsiRI6X5sbGx6Nq1K5ydnXH27FnMnz8fM2bMwKpVqwpVF9L3zc6r+Gr7FRy/8wxanYC7oxnGd6mHf8Z1wJGJHaFRFr6RCRFRfpjf2TG/md/lUZpWh31Xw/Dh72cxa8dVaXpLF0v0a1EDSwc0w7lpXbB0QHN0a+gItSHPG4gqM+Z3dsxv5ndBCSFw+GYERv12Fm3nHMD8f25g3ckH0vwOdW2wf7w3Pu5UFzWtjcqwpkREVJqEEPj37jNceBgtTevkZg+NoQF6NXXCb8Nb4cSUTpjxpgdauFhBLmcHIkQVmqAyExMTIwCImJiYsq4KERGVc8yM8oOfBVH+4pPTxM6LT8TH688Jj6/2iJ0Xn0jzrjyOEaPXnRV/nnkowmOTy7CWRCWPmVF+5PVZJCUliatXr4qkpKQyqFnRDB48WPTq1SvPMh999JF4++23pffR0dFCLpeL06dPCyGE0Gq1wtLSUnh5eUllfvvtN1G9enW99bi6uopffvklx23odDphY2Mj/vzzT2lakyZNhIODg/T+yJEjQqlUioSEBCGEEADE1q1bpf9nfXl7e+vt3/z584WDg4OwsrISo0ePFqmpqbnu7+rVq4W5ubnetG+//VbI5XKRmJiY63IF4e3tLcaOHZtt+jvvvCP8/Pz0pnl5eYkPPvhACJFxfBwcHMT8+fOl+dHR0UKlUok//vhDCCHE1atXBQDpcxFCiN27dwuZTCYeP34shBDip59+EpaWliIlJUUqM2nSJFG/fv0C16U0lNffqZikVLHx1AMx4OcT4k54nDR9x4Unoveyo2LVoTsi+GlCGdaQygvmd/nB/GZ+M7+Z32XlcVSiWPDPddFyVoBwnrRDOE/aIZrM/EekpGnLumqUC+Z3+cH8Zn4zv5nfWSWlpov1J4NFpwWBUqY6T9oh3vrpmNhx4Un+K6BKjfldfvCzoNKWkJImfv/3vuj6wyHhPGmH+L9f/tWbn5iSXkY1I6L8FCUz2LM6EREREREVWXKaFnsuh2DUb2fR/JsAjF53Dv+78ATxKek4cuupVM7dyQzLBjTH257VYWtaMj36EBEVl8TU9FxfyWnaYi9bEo4cOYIWLVpI783NzdG0aVMEBgYCAC5dugSZTIbz589LQ14fOnQI3t7eeutp1aoVjhw5kuM2ZDIZOnToIK0zKioK165dQ1JSEq5fvy6ts2XLljAyyt471qlTpwAA+/btQ0hICLZs2SLNO3jwIO7cuYODBw9i7dq1WLNmDdasWVOoY6DRaKDT6ZCennGMPTw8YGJikusrc3j0gjpx4gQ6d+6sN83X1xcnTpwAANy7dw+hoaF6ZczNzeHl5SWVOXHiBCwsLPQ+q86dO0Mul+PkyZNSmQ4dOkCpVOpt58aNG4iKiipQXaqalHQt9lwOxYe/n0WLWfsw8a+LOHb7GbYHPZHK+DV2xJbRr2FEh1rsvY2okmB+v8D8zh3zm3Jy/PZTvL/2NNrNPYDFB24jPC4FNiZKvN/OFX+MaA2lgrdViUoK8/sF5nfumN8Vi04n0H3REUzZcgm3w+NholJgcBtn7BnXHn992BZ+jR3LuopERFTKwuOS8d3u6/CavR9Tt17GjbA4aAwN4GxtBK1OSOU42iVR5aQo6woQEREREVHF9iw+BR2/D0Rs8osbPTWtjNCtoQO6NXRA0+oWZVc5IqIicP/qn1zndaxvi9VDW0nvPb/Zh6SXbopn8nK1wsYP2kjv2809iMiE1Gzl7n/nV+g67tixAyYmJnrTvvjiC3zxxRcAgODgYDg5OenN9/HxQWBgID7//HMEBgaiS5cuuH79Oo4ePYpu3bohMDAQEydO1FvGyckJ58+fz7UePj4+WLlyJQDg8OHDaNasGRwcHBAYGIgGDRogMDAw2w34TLa2tgAAa2trODg46M2ztLTE0qVLYWBggAYNGsDPzw/79+/HiBEjCnB0gFu3bmHFihVo0aIFTE1NAQC7du1CWlparstoNJoCrTtTaGgo7O3t9abZ29sjNDRUmp85La8ydnZ2evMVCgWsrKz0yri6umZbR+Y8S0vLfOtSVUQnpmLpgdvYcv6x3u9aHTsT+Dd1Qq+m1cqwdkRU0pjfLzC/c8f8ppwcuhmBfdfCAQBtalljYOua6OruwEbqRKWA+f0C8zt3zO/yLyQmCQ5mashkMsjlMnR1t8eOiyEY+poL3mlZA2Zqw7KuIhERlZFlB29j0f5bSE3XAQBcrI3wXhsXvO1ZHeYa5gNRVcDG6kREREREVCi3w+Nw8VEM3mpeHQBgbaKCs7Uxnsan4M0mTujZxAkeTmaQyWRlXFMiosqvY8eOWL58ud40Kysr6f9JSUlQq9V68729vfGf//wHWq0Whw4dQteuXaUb240bN8bt27fh4+Ojt4xGo0FiYmKu9fD29sbYsWMRERGBQ4cOwcfHR1rn8OHDcfz48Ww34AvCw8MDBgYvelFxdHTEpUuX8lwmJiYGJiYm0Ol0SE5ORrt27fDLL79I852dnQtdDyr/hBDSuYdSIcfG0w8Rl5IOO1MV/JtVQ6+mTnB35PkJEZUPzO/smN9U2u49TcB/j95Dj8aO8KplDQAY4FUT6TqB/q1qoo6dST5rIKKqhvmdHfObMt2NiMeyg3ewLegxfhvWCm3r2AAAPulUFxN860NhwAe/iIiqOjtTFVLTdWhe0wKjferg9QZ2kMt5rZaoKmFjdSIiIiIiyldSqhY7L4Vgw6kHOBMcBaVCjs7u9lJPKL8MbgFbExUvKhBRpXL1a99c58lfavB6dlrnXEpmL3t0UseiVSwLY2Nj1KlTJ9f5NjY20hDVmTp06IC4uDicO3cOhw8fxuzZs+Hg4IDvvvsOTZo0gZOTE+rWrau3TGRkpNQDW04aNWoEKysrHDp0CIcOHcK3334LBwcHzJ07F6dPn0ZaWhratm1b6P0zNNTvUUUmk0Gn0+W5jKmpKc6dOwe5XA5HR8dsPbV5eHggODg41+Xbt2+P3bt3F7iODg4OCAsL05sWFhYm9VKX+W9YWBgcHR31yjRt2lQqEx4erreO9PR0REZG6q0np+1k3UZ+damMrofGYu3xYFwLicXW0W0hk8lgpFRgyhtusDdTwbueLW+KE1UxzO8XmN+5Y35XTUIInLwXiV+O3MP+62EQIqMH2MzG6s7WxpjWw72Ma0lUNTG/X2B+5475Xf7cDo/DkgO38feFJ9CJjGlHbz+VGqsbq9gkiYioKnrwLBEL999E61rWeKdFDQBAr6bV4GxtjJYuluxQhKiK4pkhERERERHl6vLjGGw4/QDbzz9BXEo6AMBALkOHuraITUqTGqvbm6nzWg0RUYVkpCz4ZZOSKltUzZo1w9WrV/WmWVhYoHHjxli6dCkMDQ3RoEED2NnZoV+/ftixY0eOw4Vfvnw5W29vWclkMrRv3x7bt2/HlStX0K5dOxgZGSElJQUrV65EixYtYGxsnOOySqUSAKDV5jyMe2HJ5fI8GxAU9zDkbdq0wf79+zFu3DhpWkBAANq0yRh63tXVFQ4ODti/f790czw2NhYnT57Ehx9+KK0jOjoaZ8+ehaenJwDgwIED0Ol08PLykspMnToVaWlpUiOCgIAA1K9fH5aWlgWqS2WRrtVh37UwrDl+H//ejZSmX3gUg6Y1LABk9IxKRFUT8/sF5nfumN9Vi04n8M+VUPwUeAeXHsdI0zs1sMOwdq5lWDMiysT8foH5nTvmd/nxJDoJPwbcxF/nHkmN1Du72WHM63Wl7+VERFT1hMUmY8mBW9hw6iHSdQIn70birWbVoDCQQ6mQo5WrVf4rIaJKi43ViYiIiIgoR+tOBmPq1svS+5pWRujXsgbe9qzOxulEROVESkoKQkND9aYpFArY2GT0YOXr64u1a9dmW87HxwdLlizB22+/DSBj6HI3Nzds3LgRy5Yt0yubmJiIs2fPYvbs2XnWxcfHB5999hlatGgBExMTABm9yK1btw4TJkzIdTk7OztoNBrs2bMH1atXh1qthrm5ef47/4oKOwx5UFAQACA+Ph4REREICgqCUqmEu3tGr5tjx46Ft7c3FixYAD8/P2zYsAFnzpzBqlWrAGQ0JBg3bhxmzZqFunXrwtXVFdOmTYOTkxP8/f0BAG5ubujWrRtGjBiBFStWIC0tDWPGjMG7774LJycnAMCAAQMwc+ZMDB8+HJMmTcLly5exaNEi/Pjjj1Jd86tLRReVkIoNpx/i93+D8Tg6CUDGQ3S+HvZ4r7ULmlQvuZ8bIqLixPwuPOY3FcXwtadx8EYEAEClkONtz+oY1s4VtW1NyrhmRFSRML8Lj/ldOQkhMPi/p3ArPB4A0NXdHp90qouG1fidnIioqkpK1WLl4TtYcegOktMyRmbpUM8Wn3etx1EviUjCvwZERERERAQAiIhLwe3wOOl9F3d7GCsN0LOJE9a/74XAz33wUcc6bKhORFSO7NmzB46Ojnqvdu3aSfMHDhyIK1eu4MaNG3rLeXt7Q6vV6vXW5uPjk20aAGzfvh01a9ZE+/bt86xLYdaZlUKhwOLFi7Fy5Uo4OTmhV69e+e53aWrWrBmaNft/9u48PqZ7/+P4eyZ7kBBkQZDadxFE0KJNpahbtxuqjaql7UWLrlTpKt2rq6CL9rZp0UVblCpVVbEFrX0ntolYkpGQbWZ+f7idX9NGBUlOJvN6Ph7noXPO55x5j/Oo7yyf8z2RSklJUVJSkiIjI9W7d2/n9s6dOyspKUkzZsxQmzZt9MUXX2jevHlq2bKls+bRRx/V6NGjNWLECHXo0EFZWVlatGiRfH3/f0z99NNP1bRpU1133XXq3bu3unbtWuhH7sDAQP3www/av3+/oqKi9NBDD2nSpEkaMWLEJWVxZZsOZ+jFRTt0JOOcqvl76T/dG+iXR3vo3UFRimlQndvHAnAZjN+lj/HbveUV2FVgszsfxzYPURVfTz1wbUMlj79Oz/+7FY3qAC4Z43fpY/wuv3ILbLL9bwp1k8mkUdc2VMeIIH31n86aEd+eRnUAcGMrdqXruleXa+qPu5WTb1dUvWr6fEQnfXxPR7WuU9XoeADKEZPD4XAYHcJdWa1WBQYGKjMzUwEBAUbHAQCUY4wZ5QfnAhXR9mNWvffLfn3321G1r19NScM7ObedzSso09vlAhUJY0b58U/nIicnR/v371dEREShHy4rkkceeURWq1XTp0+/rP07deqkBx54QHfccUcJJ0NFVJL/T209mqnDp88prkWoJMlud+g/n27Qdc2C1bdNLfl6eZREZKAQxu/yg/Gb8Rtlp6L8P1Vgs+uLlMN6a9kePRjbSLe3D5d0vsEut8CuAF8vgxOitDB+lx+M34zfKDtl9f/Ush1peua7bbq3WwMN7FhX0vnZ1SVx0TiuCON3+cG5wJVYf+CUbk1MVu2qfprQu5l6twplfAAqsCsZM+g6AQAAANzUugOnNG35Xi3bcdy57myeTefybPLzPt/8RaM6ALi+J554Qu+++67sdrvM5ku7yd6JEyd08803a+DAgaWUDijM4XBo9b5TmvbzXq3Yla6gSt66plFN+Xl7yGw2KfGuKKMjAkCZYPwGis9ud2jhlmN67Ydd2nciW5L0xfrDzmZ1H08P+XhykRuA0sf4jYpkX3qWnp2/TT/tTJckfbTqgAZ0CJfJZKIJEQDc2Lk8mzYdylBMg+qSpPb1g5R4Zzt1bxLM5CIA/hGdJwAAAICbWbPvpF75YafWHTgtSTKbpF6twjSsa4Qi61YzOB0AoKRVrVpVEyZMuKx9a9SooUcffbSEEwFFW7X3hF5fsqvQe5SuDWvoTG6+80I6AHAXjN/AxTkcDi3fla5XFu/U1qNWSVJQJW/9p3sD3dmpnsHpALgjxm9UBDn5Nr25dLdm/rJP+TaHvDxMuqdLhEZf14gmdQBwcyt2peuJeZuVfiZXP4zpprrV/SVJN7QMMzgZAFdAszoAAADgZg6dPqd1B07L28OsW6Jqa8Q1DRRRo5LRsQAAgJvafsyqp77dqjX7T0mSvD3N6t8+XMOvvsr5gwcAAMBfPTt/uz74db8kqbKPp4ZffZWGXh2hyj78/AkAwOVIOXha4+Zs0sGTZyVJ3RrX1KS+zdWgZmWDkwEAjJR5Ll9Pf7dVX204IkmqFeir9KwcvrsFcEn4tgYAAACowP6YZcxmcyi2eYgk6aa2tXTo1FndEV1XIQG+BicEAADuzsNs0toDp+TtYdYd0XV1f/cGvEcBAAAXdUPLUH2y5qAGx9TT/d0bKqiSt9GRgHJl2rRpmjZtmg4cOCBJatGihSZNmqRevXoVWT9r1iwNGTKk0DofHx/l5OSUdlQA5YTJJKWeOquQAB89c1NL9WwewmzqAODmVu05oYfm/qZjmTkymaTBMfX1cFwTLhIGcMn4VwMAAACooFbtPaFXf9illIOnVbuqn65uXEM+nh7y8jBr7PWNjY4HAADc1O60M1p/8LQGdqwrSWocUkUv3txaVzeuobBAP4PTAQCA8uhcnk0zf9knTw+T/tO9oSSpY0SQkh+/VtUr+xicDiif6tSpoxdeeEGNGjWSw+HQRx99pJtuukkbN25UixYtitwnICBAO3fudD6mSRWo+A6dOqvwoPMz47arW03v3NFOXRvVUICvl8HJAABGS1i4XdNX7JMk1a/ur9f6t1W7utUMTgXAVdGsDgAAAFQw245aNWXhdq3cc0KS5ONpVp/WYcq3OcRF7gBQNLvdbnQEoEL4p/+Xjltz9PqPuzV7XapMJpM6RgQ5byV+e4fwsooIoAJh/AZKRnn+f8nhcOi734/phYXbdTQzRz6eZt3Sro7zLiw0qgMX1rdv30KPn3/+eU2bNk2rV6++YLO6yWRSaGhoqeYqz//mAK7kSv9fsubk66lvt2rh5mOaP/pqNQw+//m8d6uwkogHAKgAfDzNkqQ7outqYp9m8vfmh2YAl49/QQAAAIAK4rg1R6/8sFNzUw7L4ZC8PEwa2LGuRvZo6PwRFwBQmLe3t8xms44ePaqaNWvK29ubmeOAy+BwOJSXl6f09HSZzWZ5e3s7t2XnFmjGin2a+cs+nc2zSZJ6NguWt4fZqLgAXBzjN1Ay/mn8Lg/2pmfpyXlbtGrvSUlS7ap+erxXUwVXoUEduFQ2m01z585Vdna2YmJiLliXlZWlevXqyW63q127dpoyZcoFG9slKTc3V7m5uc7HVqv1grWM30DJKInxe/W+k3pozm86knFOZpO0Zv9JZ7M6AMC9nc0rcDalj76ukTo1qK7ODWoYnApARUCzOgAAcAk2m01PPfWUPvnkE1ksFtWqVUt33323Jk6c6PxC2+FwaPLkyZo5c6YyMjLUpUsXTZs2TY0aNXIe59SpUxo9erS+++47mc1m3XLLLXrjjTdUuTJfwsH17TuRrTnrD0uSbmwdpsduaOq8fScAoGhms1kRERE6duyYjh49anQcwOX5+/urbt26MpvNcjgc+nrjESV8v0PpZ843sLQNr6on+jRTh/pBBicF4MoYv4GS9efxuzzIybfpnZ/2aPrP+5Rns8vH06yRPRpqxDVXydfLw+h4gEvZvHmzYmJilJOTo8qVK+vrr79W8+bNi6xt0qSJPvjgA7Vu3VqZmZl65ZVX1LlzZ23dulV16tQpcp+EhAQ9/fTTxcrC+A2UrMsZv3MLbHrth12a8cs+ORxS3SB/vXZ7G7XnMzoAuL2cfJue/m6bth7N1Nz7YuTj6SEvDzON6gBKDM3qAADAJbz44ouaNm2aPvroI7Vo0ULr16/XkCFDFBgYqAceeECS9NJLL+nNN9/URx99pIiICD355JOKi4vTtm3b5Ot7flbpQYMG6dixY1qyZIny8/M1ZMgQjRgxQklJSUa+POCyOBwOHTh5VhE1KkmSOl1VXQ9c21DdmgQrql41g9MBgOvw9vZW3bp1VVBQIJvNZnQcwGV5eHjI09PTeTHpqew8Tfpmq7JyC1Q3yF+P3dBUvVuFMnsigBLB+A2UjL+O3+VBmjVH01ecb1Tv3qSmnvlXS9WtzsX4wOVo0qSJNm3apMzMTH3xxRcaPHiwfv755yIb1mNiYgrNut65c2c1a9ZM06dP17PPPlvk8cePH69x48Y5H1utVoWHh18wD+M3UDIuZ/w+eDJbI5M2aMuR83dAGNAhXBNvbK7KPrQNAYC7O3TqrO77JEVbj1plMkm/7jmha5uGGB0LQAXDu04AAOASVq1apZtuukl9+vSRJNWvX1+fffaZ1q5dK+l80+7UqVM1ceJE3XTTTZKkjz/+WCEhIZo3b54GDBig7du3a9GiRVq3bp3at28vSXrrrbfUu3dvvfLKK6pVq5YxLw64DPvSszT5261KOXhaSx/qprBAP0nSuJ5NDE4GAK7JZDLJy8tLXl5eRkcBXFp2boEq/e+H7uqVffRYr6Y6k5OvoV0j5OPJTKgAShbjN1Bx5OTbnLOm16teSRP7NFPNyj66oSUXugFXwtvbWw0bNpQkRUVFad26dXrjjTc0ffr0i+7r5eWlyMhI7dmz54I1Pj4+8vHxuaRMjN+AMeZtPKotR6yq5u+lF29prZ4tQo2OBAAoB9YdOKX7/puik9l5qubvpTcGROqaxjWNjgWgAiof9/MDAAC4iM6dO2vp0qXatWuXJOm3337TypUr1atXL0nS/v37ZbFYFBsb69wnMDBQ0dHRSk5OliQlJyeratWqzkZ1SYqNjZXZbNaaNWuKfN7c3FxZrdZCC2CknHybXvthp26Y+ot+2X1CBXaHNqVmGB0LAAC4OYfDoTnrDunql37Sz7vSnevv6lRP/+nekEZ1AABwQQt+P6arX/pJG1NPO9fFx9RXr1ZhNKoDJcxutys3N7dYtTabTZs3b1ZYWFgppwJQFkb2aKChXSO04IGraVQHAEiS5q4/pDtmrtbJ7Dy1qBWgBQ9cTaM6gFLDzOoAAMAlPP7447JarWratKk8PDxks9n0/PPPa9CgQZIki8UiSQoJKXw7qpCQEOc2i8Wi4ODgQts9PT0VFBTkrPmrhIQEPf300yX9coDLsmJXuibO26LUU2clSd0a19QzN7VQveqVDE4GAADc2YET2Rr/1WYl7zspSfpk9UF140cNAABwESeycjXpmy1auPn893Izf9mndwdFGZwKqDjGjx+vXr16qW7dujpz5oySkpK0fPlyLV68WJIUHx+v2rVrKyEhQZL0zDPPqFOnTmrYsKEyMjL08ssv6+DBgxo2bJiRLwPAZTqacU5vLdutp/7VQj6eHvL0MOvJG5sbHQsAUE68v3K/np2/TZLUu1WoXrmtjfy9aSUFUHr4FwYAALiEOXPm6NNPP1VSUpJatGihTZs2acyYMapVq5YGDx5cas87fvx4jRs3zvnYarUqPDy81J4PKIrD4dCEr7fos7WpkqSwQF9N7ttccS24FTYAADBOgc2u91bu1+tLdim3wC5fL7PGXd9YQ7pEGB0NAACUYw6HQ9/9fkyTv9mi02fz5WE2aWT3Bhp5bUOjowEVyvHjxxUfH69jx44pMDBQrVu31uLFi3X99ddLklJTU2U2//+N2E+fPq3hw4fLYrGoWrVqioqK0qpVq9S8Oc2tgKtZf+CU7vtkg05k5SrAz0vjezUzOhIAoJyJbRast5ft1l2d6mlMbGOZzfzmDKB0mS9eAgAAYLxHHnlEjz/+uAYMGKBWrVrprrvu0tixY52zvoSGnr9lYVpaWqH90tLSnNtCQ0N1/PjxQtsLCgp06tQpZ81f+fj4KCAgoNAClDWTyaQAX0+ZTNLdnevrx3HddENLboUN4PLVr19fJpPpb8vIkSMlSTk5ORo5cqSqV6+uypUr65ZbbvnbGJuamqo+ffrI399fwcHBeuSRR1RQUFCoZvny5WrXrp18fHzUsGFDzZo1629Z3nnnHdWvX1++vr6Kjo7W2rVrC20vThYAZW/r0Uz1e/dXvfD9DuUW2NW1YQ39MKabRlzTQF4efOUIAACKlnkuXw98vkkPfLZRp8/mq1lYgL4Z2UXjejaRj6eH0fGACuX999/XgQMHlJubq+PHj+vHH390NqpL5z+z//lz+uuvv66DBw8qNzdXFotFCxYsUGRkpAHJAVyJz9emauDM1TqRlatmYQG6M7qe0ZEAAOWE3e5w/ne96pW07KHuGtezCY3qAMoEvxwBAACXcPbs2UKzvEiSh4eH7Ha7JCkiIkKhoaFaunSpc7vVatWaNWsUExMjSYqJiVFGRoZSUlKcNcuWLZPdbld0dHQZvAqg+DLO5unQqbPOx2Ovb6wv7uusp/7VQpV8uEESgCuzbt06HTt2zLksWbJEknTbbbdJksaOHavvvvtOc+fO1c8//6yjR4/q5ptvdu5vs9nUp08f5eXladWqVfroo480a9YsTZo0yVmzf/9+9enTRz169HDeEWXYsGHO241L0uzZszVu3DhNnjxZGzZsUJs2bRQXF1fo4rKLZQFgjNSTZ7XliFWBfl56+dbW+u/Qjqpb3d/oWAAAoJxbtOWYvvvtqDzMJj14XSN9M7KLWtYONDoWAAAuL99m1+RvtujxrzYr3+ZQn1Zh+vL+GIUH8VkdACAdP5Ojf7/7q37a+f+/v1Sr5G1gIgDuxuRwOBwXL0NpsFqtCgwMVGZmJrO0AgD+EWOGdPfdd+vHH3/U9OnT1aJFC23cuFEjRozQPffcoxdffFGS9OKLL+qFF17QRx99pIiICD355JP6/ffftW3bNvn6+kqSevXqpbS0NCUmJio/P19DhgxR+/btlZSUVKwcnAuUhVV7TmjcnN8UVtVXX9zXWR5czQ64JFcaM8aMGaP58+dr9+7dslqtqlmzppKSknTrrbdKknbs2KFmzZopOTlZnTp10vfff68bb7xRR48eVUhIiCQpMTFRjz32mNLT0+Xt7a3HHntMCxYs0JYtW5zPM2DAAGVkZGjRokWSpOjoaHXo0EFvv/22JMlutys8PFyjR4/W448/rszMzItmKQ5XOhdAeZZbYHPOeOpwOPT+yv26qW1t1aziY3AyoOQwZpQfnAugYnI4HJr0zVbd3K62IutWMzoOKgjGjPKDcwEYI/Ncvu7/JEWr9p6UJD10fWONurYhd2dFucaYUX5wLiq+Q6fOatB7a5R66qzCg/y0dFx3eXsyxzGAS3clYwb/6gAAAJfw1ltv6dZbb9V//vMfNWvWTA8//LDuvfdePfvss86aRx99VKNHj9aIESPUoUMHZWVladGiRc5GdUn69NNP1bRpU1133XXq3bu3unbtqhkzZhjxkoC/ySuwK+H77Rr0/hpZrDnKPJuv42dyjI4FoILLy8vTJ598onvuuUcmk0kpKSnKz89XbGyss6Zp06aqW7eukpOTJUnJyclq1aqVs1FdkuLi4mS1WrV161ZnzZ+P8UfNH8fIy8tTSkpKoRqz2azY2FhnTXGyFCU3N1dWq7XQAuDy2e0OvffLPl37ys86mZUrSTKZTBp29VU0qgMAgH904ES2RiZt0JmcfEnn30M8268ljeoAAJSg9DM52nwkU5W8PTTjriiNvq4RjeoAAEnSwZPZ6j89WamnzqpukL/+e080jeoADOFpdAAAAIDiqFKliqZOnaqpU6desMZkMumZZ57RM888c8GaoKCgYs+iDpSlvelZevDzjdpy5HxD5cCO4Xryxuby9+YtO4DSNW/ePGVkZOjuu++WJFksFnl7e6tq1aqF6kJCQmSxWJw1f25U/2P7H9v+qcZqtercuXM6ffq0bDZbkTU7duwodpaiJCQk6Omnn774iwdwUUcyzunhOb8ped/52dk+X3dII3s0NDgVAABwBQs3H9OjX/yurNwCVfP30nP9WhkdCQCACqlhcBXNjG+vKr6ealEr0Og4AIByYv+JbA2csVoWa44a1Kykz4Z3UnCA78V3BIBSQOcLAAAAYLA56w9p8jdbdS7fpqr+Xnrh5ta6oWWo0bEAuIn3339fvXr1Uq1atYyOUmLGjx+vcePGOR9brVaFh4cbmAhwTYu2WPToF7/JmlMgPy8PPdGnmQZF1zU6FgAAKOf+uHPch78ekCR1rB+k/3TnYjcAAErSL7vT5eVhVqerqkuS808AAKTzE6XdMXO10qy5ahRcWZ8Oj1ZwFRrVARiHZnUAAADAQHkFdn346wGdy7epc4Pqeu32tgoN5IsCAGXj4MGD+vHHH/XVV18514WGhiovL08ZGRmFZjRPS0tTaGios2bt2rWFjpWWlubc9seff6z7c01AQID8/Pzk4eEhDw+PImv+fIyLZSmKj4+PfHx8ivm3AOCvcgtsSli4Q7NWHZAktQmvqqn92yqiRiVjgwEAgHLvSMY5jUraoI2pGZKk+7o10MM9G8vTg9vMAwBQUuZtPKKH5/4mf28PfTOqK5/XAQB/88nqg0qz5qpJSBV9OjxaNSrzmwkAY/HNEAAAAGAgb0+zpg1qp8duaKpPhkbTqA6gTH344YcKDg5Wnz59nOuioqLk5eWlpUuXOtft3LlTqampiomJkSTFxMRo8+bNOn78uLNmyZIlCggIUPPmzZ01fz7GHzV/HMPb21tRUVGFaux2u5YuXeqsKU4WACXv7WV7nI3qI665SnPvjeGHbwAAcFEpB0+pz5u/aGNqhgJ8PTUzvr0e79WURnUAAErQJ6sPauycTSqwO9SjabBqVeU3BQDA303s01yjr22oJBrVAZQTzKwOAAAAlLEftlp08ORZDb/mKklS/RqVdH/3BganAuBu7Ha7PvzwQw0ePFienv//9UBgYKCGDh2qcePGKSgoSAEBARo9erRiYmLUqVMnSVLPnj3VvHlz3XXXXXrppZdksVg0ceJEjRw50jmj+X333ae3335bjz76qO655x4tW7ZMc+bM0YIFC5zPNW7cOA0ePFjt27dXx44dNXXqVGVnZ2vIkCHFzgKg5I245iqt3HNCo69tqGubhhgdBwAAuIjwIH95eZjVqnag3h3UTuFB/kZHAgCgQkn8ea9e+H6HJOnuzvU16cbmMptNBqcCAJQXZ3LyVcnbU2azSR5mkx7q2cToSADgRLM6AAAAUEbsdode/3GX3lq2RyaTFFm3qtrXDzI6FgA39eOPPyo1NVX33HPP37a9/vrrMpvNuuWWW5Sbm6u4uDi9++67zu0eHh6aP3++7r//fsXExKhSpUoaPHiwnnnmGWdNRESEFixYoLFjx+qNN95QnTp19N577ykuLs5Z079/f6Wnp2vSpEmyWCxq27atFi1apJCQkGJnAXDl8m12fbvpqG5uV1smk0lVfL301f2dZTLxgzcAAPhnBTa7c+b04Cq++mx4tMKD/OXj6WFwMgAAKg6Hw6FXf9ilt3/aI0ka1aOhHurZmM/tAACnMzn5GvTeGjUKrqIXb2nFHa4AlDsmh8PhMDqEu7JarQoMDFRmZqYCAgKMjgMAKMcYM8oPzgUuV3ZugcbN2aTFW9MkSUO61NeE3s3kxRcFQIXFmFF+cC6AC0s/k6uRSRu0dv8pTezTTMOuvsroSIChGDPKD84FUP4dyTine/+7Xvde00B929QyOg7cGGNG+cG5AErHnHWH9OiXv0uSHu/VVPd1406tcH2MGeUH58L15RbYNPiDtVq975SCKnnr21FdVKcad7oCUPKuZMxgZnUAAACglB0+fVbDP07R9mNWeXuYlXBzK90SVcfoWAAAwM1tOpSh+/6bIos1R5V9PBUexA8YAACgeNYdOKX7/puik9l5euH7HerZIoTZ1AEAKCX/altL3/1+VD1bhOquTvWMjgMAKEccDofGf7lZq/edUmUfT318T0ca1QGUS0zjCAAAAJSilIOn1O+dX7X9mFU1KnvrsxHRNKoDAADDzV6XqtsTk2Wx5uiqmpU0b2QXxbUINToWgHJqxYoV6tu3r2rVqiWTyaR58+b9Y/1XX32l66+/XjVr1lRAQIBiYmK0ePHisgkLoNTNWX9Id8xcrZPZeWoeFqDZ93aiUR0AgBLmcDjkcDgkSb5eHvpoSEca1QEAf/PG0t36auMReZhNendQO7WsHWh0JAAoEs3qAAAAQCnafuyMTmTlqVlYgL4Z1VVR9YKMjgQAANyYze7QU99u1WNfblaeza6ezUP0zcguahhc2ehoAMqx7OxstWnTRu+8806x6lesWKHrr79eCxcuVEpKinr06KG+fftq48aNpZwUQGlyOBx67YedevSL35Vvc6hPqzB9cX8Ms/YBAFDCHA6HEr7foRe+3+FsWDebTQanAgCUN19vPKypP+6WJD3Xr6WuaVzT4EQAcGGeRgcAAAAAKrI7O9WTt4dZfVqHqZIPb78BAICxthzJ1H9XH5QkPXR9Y43s0ZAfvAFcVK9evdSrV69i10+dOrXQ4ylTpuibb77Rd999p8jIyBJOB6As2O0OPTz3N3218YgkaVSPhnqoZ2OZTLyPAACgJDkcDr24aKdmrNgnSerZIlRR9aoZnAoAUN6cys7TE19vkSTd162BBnasa3AiAPhndMsAAAAAJchud+i9lfvUv31dBfp7SZJu7xBucCoAAIDz2oRX1fP9WirAz0u9W4UZHQeAm7Db7Tpz5oyCgrjTFOCqzGaTalTxkYfZpOf7tdQAGiEAACgVU3/crcSf90qSnr2pBY3qAIAiBVXy1oy72uu7347q0bgmRscBgIuiWR0AAAAoIbkFNj0y93d9+9tRLd1+XJ8N78RMpQAAwHC/H85QZR9PXVWzsiTRXAagzL3yyivKysrS7bfffsGa3Nxc5ebmOh9brdayiAbgEjx+Q1P9q00ttawdaHQUAAAqpFm/7tcbS3dLkib3ba67YuobGwgAUK51bVRDXRvVMDoGABSL2egAAAAAQEWQnVuge2at07e/HZWn2aQBHcNpVAcAAIZbvNWi26cna+hH63U6O8/oOADcUFJSkp5++mnNmTNHwcHBF6xLSEhQYGCgcwkP5w5VgNF2Ws5ozOcblZNvk3R+dnUa1QEAKB3fbDqip77bJkkaG9tYQ7pEGJwIAFDeOBwOvb5kl/amZxkdBQAuGc3qAAAAwBXKPJevu95fo1/3nFQlbw99OKSD/h1Zx+hYAADAzX22NlX3f5KinHy76gb5y9ODC+kAlK3PP/9cw4YN05w5cxQbG/uPtePHj1dmZqZzOXToUBmlBFCUDamndfv0ZM3bdFSvLdlldBwAACq0Ixnn9Mjc3yVJd3eurweua2hwIgBAefTf1Qf1xtLdumXaKmWeyzc6DgBcEk+jAwAAAACu7FR2nuI/WKMtR6wK8PXUx0Oj1Ta8qtGxAACAG3M4HHp72R69+r/Gstvb19GUf7eSpwfzVgAoO5999pnuueceff755+rTp89F6318fOTj41MGyQBczC+70zXi4xSdy7epXd2qGtmdhjkAAEpT7ap+evHWVlq5+6Qm3dhcJhMXmwMACks5eFrP/O8OHP/p3kCBfl4GJwKAS0OzOgAAAHAFxszepC1HrKpeyVv/HRqt5rUCjI4EAADcmN3u0NPfbdVHyQclSSN7NNDDPZvwQzeAK5KVlaU9e/Y4H+/fv1+bNm1SUFCQ6tatq/Hjx+vIkSP6+OOPJUlJSUkaPHiw3njjDUVHR8tisUiS/Pz8FBgYaMhrAFA8Czcf04Ofb1S+zaGrG9XQ9Lui5O/Nz4kAAJS2f0fW4Y6tAIAiZZ7N1wOfbVSB3aE+rcM0/OqrjI4EAJeM6ZQAAACAKzDpxuZqUStAs++NoVEdAAAYburS3c5G9cl9m+uRuKY0qgO4YuvXr1dkZKQiIyMlSePGjVNkZKQmTZokSTp27JhSU1Od9TNmzFBBQYFGjhypsLAw5/Lggw8akh9A8cxel6pRSRuUb3OoT6swvTe4PY3qAACUkpNZufrPpyk6bs0xOgoAoBxzOBx6/KvfdSTjnOpV99cLN7fi+14ALqlcNKu/8847ql+/vnx9fRUdHa21a9f+Y/3cuXPVtGlT+fr6qlWrVlq4cGGh7Q6HQ5MmTVJYWJj8/PwUGxur3bt3O7cfOHBAQ4cOVUREhPz8/NSgQQNNnjxZeXl5zpqdO3eqR48eCgkJka+vr6666ipNnDhR+fn5l5QFAAAAFY/d7nD+d8Pgypo/uqsaBlc2MBEAAMB58TH11Dikst4Y0FZDukQYHQdABdG9e3c5HI6/LbNmzZIkzZo1S8uXL3fWL1++/B/rAZQ/p7Lz9NyC7bI7pIEdw/XmwEj5eHoYHQsAgAopJ9+m4R+v18LNFj3w+Uaj4wAAyrFP1qTq+y0WeXmY9NbASFXx9TI6EgBcFsOb1WfPnq1x48Zp8uTJ2rBhg9q0aaO4uDgdP368yPpVq1Zp4MCBGjp0qDZu3Kh+/fqpX79+2rJli7PmpZde0ptvvqnExEStWbNGlSpVUlxcnHJyzl+RumPHDtntdk2fPl1bt27V66+/rsTERE2YMMF5DC8vL8XHx+uHH37Qzp07NXXqVM2cOVOTJ0++pCwAAACoWNLP5Opf76zUyt0nnOu4eh0AABjJ9qcL6WpU9tGCB67WTW1rG5gIAAC4mqBK3vrono4afW1DTfl3K3mY+a4DAIDSYLc79NDc37QhNUOBfl56/t+tjI4EACinHA6HFvx+VJL02A1N1bpOVWMDAcAVMDkcDsfFy0pPdHS0OnTooLfffluSZLfbFR4ertGjR+vxxx//W33//v2VnZ2t+fPnO9d16tRJbdu2VWJiohwOh2rVqqWHHnpIDz/8sCQpMzNTISEhmjVrlgYMGFBkjpdfflnTpk3Tvn37Lph13LhxWrdunX755ZdiZbkYq9WqwMBAZWZmKiAg4KL1AAD3xZhRfnAu3Nup7DwNnLFaO9PO6KoalfTD2Gvk6WH49Z8AyinGjPKDc4GKzJqTr6Gz1um2qHDd3iHc6DiAy2PMKD84F0DZOJGVqxqVfYyOAVwRxozyg3MBXNyLi3Zo2vK98vIw6eN7ohXToLrRkQBDMGaUH5yL8i3fZtfXG47otvZ1mEANgOGuZMwwtLMmLy9PKSkpio2Nda4zm82KjY1VcnJykfskJycXqpekuLg4Z/3+/ftlsVgK1QQGBio6OvqCx5TON7QHBQVdcPuePXu0aNEidevWrdhZ/io3N1dWq7XQAgAAANeQcTZPd763RjvTzigkwEcf3N2BRnUAAGCojLN5uuu9NVp34LQSvt+uzHP5RkcCAAAuZMaKvbr2leXafDjT6CgAALiFOesPadryvZKkF25uTaM6AOCivDzMur1DOI3qAFyeod01J06ckM1mU0hISKH1ISEhslgsRe5jsVj+sf6PPy/lmHv27NFbb72le++992/bOnfuLF9fXzVq1EhXX321nnnmmWJn+auEhAQFBgY6l/BwZrsCAABwBVm5BRr8wVptO2ZVjco++nRYJ9WvUcnoWAAAwI2dzMrVHTPX6LfDmarm76X/Do1WoJ+X0bEAAICLeHf5Hk1ZuEPWnAKt3HPC6DgAAFR4G1JPa+LXWyRJD1zXSLdE1TE4EQCgvFqz76ReXrxDuQU2o6MAQIlx+6kgjxw5ohtuuEG33Xabhg8f/rfts2fP1oYNG5SUlKQFCxbolVdeueznGj9+vDIzM53LoUOHriQ6AAAAykBugU33/TfF2Qj26bBoNQyubHQsAADgxk5n52nQe2ucF9J9PiJGLWsHGh0LAAC4iBkr9uqlRTslSeOub6z7uzcwOBEAABVf9Ureql/DX3EtQjTmukZGxwEAlFPZuQV6+Ivf9M5Pe/XOT3uNjgMAJcbTyCevUaOGPDw8lJaWVmh9WlqaQkNDi9wnNDT0H+v/+DMtLU1hYWGFatq2bVtov6NHj6pHjx7q3LmzZsyYUeTz/TH7efPmzWWz2TRixAg99NBD8vDwuGiWv/Lx8ZGPj0+R2wAAAFA+fbTqgFbuOSF/bw/NGtJRTUKrGB0JAAC4scxz+brrgzXaYTmj4Co++mxEJzWoyYV0AACgeP6bfEBTFu6QJD10fWONplkOAIAyUa96JX31ny6SJLPZZHAaAEB5NWXhdh06dU61q/pp+NURRscBgBJj6Mzq3t7eioqK0tKlS53r7Ha7li5dqpiYmCL3iYmJKVQvSUuWLHHWR0REKDQ0tFCN1WrVmjVrCh3zyJEj6t69u6KiovThhx/KbL74X4Xdbld+fr7sdnuxsgAAAMD1DekSof7twzX9rii1Ca9qdBwAAODm5m08oi1HrKpeyVtJw6NpVAcAAMX2ZcphPfnNVknSyB4NaFQHAKCUORwO7bBYnY8r+3iqso+hc0oCAMqxX3an69M1qZKkl29trSq+XgYnAoCSY/i74HHjxmnw4MFq3769OnbsqKlTpyo7O1tDhgyRJMXHx6t27dpKSEiQJD344IPq1q2bXn31VfXp00eff/651q9f75wZ3WQyacyYMXruuefUqFEjRURE6Mknn1StWrXUr18/Sf/fqF6vXj298sorSk9Pd+b5Y1b0Tz/9VF5eXmrVqpV8fHy0fv16jR8/Xv3795eXl1exsgAAAMD1eXmY9eKtrY2OAQAAIEmKj6mnMzn5urZpiBoGc8cXAABQPA6HQ19vPCJJurtzfT3cs4nBiQAAqPg+WX1Qk77dqsdvaKp7uzUwOg4AoBw7l2fThK83S5IGx9RT54Y1DE4EACXL8Gb1/v37Kz09XZMmTZLFYlHbtm21aNEihYSESJJSU1MLzXreuXNnJSUlaeLEiZowYYIaNWqkefPmqWXLls6aRx99VNnZ2RoxYoQyMjLUtWtXLVq0SL6+vpLOz36+Z88e7dmzR3Xq1CmUx+FwSJI8PT314osvateuXXI4HKpXr55GjRqlsWPHXlIWAAAAuJ656w/pt8MZevpfLeXB7TgBAIDBcvJtkiRfLw+ZTCaNupZZUAEAwKUxmUx6b3B7fb42VfEx9WUy8X0HAAClaUPqaT393Tb9rwUFAC7JO++8o5dfflkWi0Vt2rTRW2+9pY4dO16wfurUqZo2bZpSU1NVo0YN3XrrrUpISHD2yqH8m7p0lw6dOqdagb569IamRscBgBJncjh4a2wUq9WqwMBAZWZmKiAgwOg4AIByjDGj/OBcVHzJe08q/oM1yrc5NLV/W/WLrG10JAAuijGj/OBcwJXl2+wa8fF6FdgdmnFXe/l5exgdCajQGDPKD84FUDIsmTkKDaRBBRUbY0b5wbkAzjudnac+b/6io5k56tMqTG/fEcmFYsBfMGZc2OzZsxUfH6/ExERFR0dr6tSpmjt3rnbu3Kng4OC/1SclJemee+7RBx98oM6dO2vXrl26++67NWDAAL322msXfT7OhfEyz+ar64vLdCa3QO/Ft1ds8xCjIwFAka5kzDBfvAQAAABwD/vSs3TfJynKtzl0Y+sw3dS2ltGRAACAG7PbHXrsi9/10850rTtwSnuOZxkdCQAAuJBtR626/rWf9eKiHWLuKgAAyobd7tC4OZt0NDNHETUq6YVbWtGoDuCSvPbaaxo+fLiGDBmi5s2bKzExUf7+/vrggw+KrF+1apW6dOmiO+64Q/Xr11fPnj01cOBArV27toyT43IF+ntp4YNX69EbmtCoDqDColkdAAAA0PmZTu6ZtU6Z5/IVWbeqXrmtDV8gAwAAwzgcDk1ZuF1fbTwiD7NJ0wZFqVWdQKNjAQAAF3Ho1FkN/nCtzuQWKOXgaeXZ7EZHAgDALUxfsU8/7UyXj6dZ79zRTlV8vYyOBMCF5OXlKSUlRbGxsc51ZrNZsbGxSk5OLnKfzp07KyUlxdmcvm/fPi1cuFC9e/cuk8woGeFB/vpP94ZGxwCAUuNpdAAAAADAaHkFdt37SYoOnDyr2lX9NOOu9vL18jA6FgAAcGPTV+zTeyv3S5JevrW1ejT9+y1+AQAAinIqO0+DP1ir9DO5ahpaRTPj28vHk+85AAAobXuOn9ErP+yUJD39rxZqXivA4EQAXM2JEydks9kUElJ4du2QkBDt2LGjyH3uuOMOnThxQl27dpXD4VBBQYHuu+8+TZgwocj63Nxc5ebmOh9brdaSewG4JMetOTp0+pyi6lUzOgoAlDpmVgcAAIDbe3LeFq3df0qVfTz1wd0dVLOKj9GRAACAG5u7/pBe+P78j09P9G6mm9vVMTgRAABwFWfzCnTPrHXadyJbtav6adaQjgr0Y0ZXAADKQoOalfXMTS00sGO4+ncINzoOADexfPlyTZkyRe+++642bNigr776SgsWLNCzzz5bZH1CQoICAwOdS3g4/14Z5YVFO3TLtFV656c9RkcBgFJHszoAAADcXo+mNRXg66m374hUk9AqRscBAABuLPNcvp5bsF2SdO81V2n4NVcZnAgAALiKfJtdIz/doE2HMlTV30sf3dNBoYG+RscCYJBp06apdevWCggIUEBAgGJiYvT999//4z5z585V06ZN5evrq1atWmnhwoVllBaoGEwmkwZF11PCza1lMpmMjgPABdWoUUMeHh5KS0srtD4tLU2hoaFF7vPkk0/qrrvu0rBhw9SqVSv9+9//1pQpU5SQkCC73f63+vHjxyszM9O5HDp0qFReC/7ZhtTT+mrDEUlSl4Y1DE4DAKWPZnUAAAC4vRtahmnl49eqe5Ngo6MAAAA3F+jnpU+HRWtY1wg93qup0XEAAIALWbn7hH7amS5fL7PeH9xBDYO5IB9wZ3Xq1NELL7yglJQUrV+/Xtdee61uuukmbd26tcj6VatWaeDAgRo6dKg2btyofv36qV+/ftqyZUsZJwdcz4pd6bLm5BsdA0AF4O3traioKC1dutS5zm63a+nSpYqJiSlyn7Nnz8psLtwC6OHhIUlyOBx/q/fx8XFezPbHgrJltzv09Lfn35PdGlVHbcOrGhsIAMqAp9EBAAAAACMct+bI5nAoLNBPkhTgyy2xAQBA+dCydqBa1g40OgYAAHAxPZoG6+07IuXr6aGoetWMjgPAYH379i30+Pnnn9e0adO0evVqtWjR4m/1b7zxhm644QY98sgjkqRnn31WS5Ys0dtvv63ExMQyyQy4ol1pZzTs4/WqWdlHX97fmbuaALhi48aN0+DBg9W+fXt17NhRU6dOVXZ2toYMGSJJio+PV+3atZWQkCDp/Jj/2muvKTIyUtHR0dqzZ4+efPJJ9e3b19m0jvLliw2H9dvhTFX28dSjNzQxOg4AlAma1QEAAOB2cgtsuu+TFKWeOqvpd7XnB1wAAGCoMzn5uu+TFI27vgnvSwAAwCVzOBwymUySpBtb1zI4DYDyyGazae7cucrOzr7grKzJyckaN25coXVxcXGaN29eGSQEXFNOvk0PfLZReQV2NQ6prJAAH6MjAagA+vfvr/T0dE2aNEkWi0Vt27bVokWLFBISIklKTU0tNJP6xIkTZTKZNHHiRB05ckQ1a9ZU37599fzzzxv1EvAPrDn5emnRDknSA9c1VHAVLnIC4B5oVgcAAIDbefq7bdqQmqEAX09Vr+RtdBwAAODGCmx2jUzaqF/3nFTqqY1a9lB3eXmYL74jAACApN8PZ+jZ+dv01sB2zOQK4G82b96smJgY5eTkqHLlyvr666/VvHnzImstFouzCe4PISEhslgsFzx+bm6ucnNznY+tVmvJBAdcxMuLd2qH5YyqV/LWS7e2cV48BgBXatSoURo1alSR25YvX17osaenpyZPnqzJkyeXQTJcqXd/2qsTWXm6qkYl3d05wug4AFBm+OULAAAAbuXrjYeVtCZVJpP0xsBI1a9RyehIAADATTkcDk36dqtW7EqXn5eH3r0jikZ1AABQbEczzmnYR+u17sBpvbx4p9FxAJRDTZo00aZNm7RmzRrdf//9Gjx4sLZt21Zix09ISFBgYKBzCQ8PL7FjA+Xdil3pen/lfknSy7e1Vs0qzKoOALi4hsGVFVzFRxN6N5O3J98FA3AfzKwOAAAAt7EvPUtPfL1FkvTAtY3Uo0mwwYkAAIA7e3/l/v+/iG5AW7WqE2h0JAAA4CKycws09KP1On4mV01CquipfxU9UzIA9+bt7a2GDRtKkqKiorRu3Tq98cYbmj59+t9qQ0NDlZaWVmhdWlqaQkNDL3j88ePHa9y4cc7HVquVhnW4hdPZeXpo7m+SpPiYerq2achF9gAA4Lxbo+roxtZh8qFRHYCb4V89AAAAuIWcfJtGJm3U2TybOl0VpAeua2R0JAAA4MZ+3pWuKQu3S5Ke6N1MPVtcuAEEAADgz+x2hx78fKO2H7OqRmVvvX93e1Xx9TI6FgAXYLfblZubW+S2mJgYLV26tNC6JUuWKCYm5oLH8/HxUUBAQKEFcAcv/7BT6Wdy1TC4sib0bmZ0HACAi/H18pDJZDI6BgCUKWZWBwAAgFuY/vM+bT9mVfVK3npjQKQ8zHwBAAAAjHHwZLZGJ22Q3SEN6BCuoV0jjI4EAABcyOs/7tKP24/L29OsGfHtVaeav9GRAJRD48ePV69evVS3bl2dOXNGSUlJWr58uRYvXixJio+PV+3atZWQkCBJevDBB9WtWze9+uqr6tOnjz7//HOtX79eM2bMMPJlAOXSQ9c3lvVcvoZffZV8vTyMjgMAcAET521W+3pB+lebWjLzOzUAN8TM6gAAAHALw66O0K1RdfRa/7YKCfA1Og4AGO7IkSO68847Vb16dfn5+alVq1Zav369c7vD4dCkSZMUFhYmPz8/xcbGavfu3YWOcerUKQ0aNEgBAQGqWrWqhg4dqqysrEI1v//+u66++mr5+voqPDxcL7300t+yzJ07V02bNpWvr69atWqlhQsXFtpenCyAK6lR2UddGtZQu7pV9fRNLZhFBwAAFNvirRa9tWyPJOmFm1upXd1qBicCUF4dP35c8fHxatKkia677jqtW7dOixcv1vXXXy9JSk1N1bFjx5z1nTt3VlJSkmbMmKE2bdroiy++0Lx589SyZUujXgJQblWv7KO372inNuFVjY4CAHABq/ed1CerU/XQ3N906PRZo+MAgCGYWR0AAABuoZKPp165rY3RMQCgXDh9+rS6dOmiHj166Pvvv1fNmjW1e/duVav2/40uL730kt5880199NFHioiI0JNPPqm4uDht27ZNvr7nL/oZNGiQjh07piVLlig/P19DhgzRiBEjlJSUJEmyWq3q2bOnYmNjlZiYqM2bN+uee+5R1apVNWLECEnSqlWrNHDgQCUkJOjGG29UUlKS+vXrpw0bNjh/EC9OFsCVVPLx1LuD2ikrt0A+nszABgAAiq95WICahQUo5qrqurldHaPjACjH3n///X/cvnz58r+tu+2223TbbbeVUiLA9aUcPKWoekFGxwAAuBCHw6EXvt8hSRrYMVz1qlcyOBEAGMPkcDgcRodwV1arVYGBgcrMzFRAQIDRcQAA5RhjRvnBuXAtNrtDCzcf042tw5ixFECZK89jxuOPP65ff/1Vv/zyS5HbHQ6HatWqpYceekgPP/ywJCkzM1MhISGaNWuWBgwYoO3bt6t58+Zat26d2rdvL0latGiRevfurcOHD6tWrVqaNm2annjiCVksFnl7ezufe968edqx4/yXs/3791d2drbmz5/vfP5OnTqpbdu2SkxMLFaWiynP5wLuZd2BU2pfrxrvS4ByjDGj/OBcABd2Nq9A3h5meXpwA2VAYswoTzgXqMi+33xM93+6QX3b1NKbA9ry2R64QowZ5QfnonQt25Gme2atl6+XWSse7aHgKkzAA8B1XcmYwbdYAAAAqLCmr9ir0Z9t1KikjUZHAYBy5dtvv1X79u112223KTg4WJGRkZo5c6Zz+/79+2WxWBQbG+tcFxgYqOjoaCUnJ0uSkpOTVbVqVWejuiTFxsbKbDZrzZo1zpprrrnG2aguSXFxcdq5c6dOnz7trPnz8/xR88fzFCfLX+Xm5spqtRZaAKMt2mLRbYnJGv3ZRtnszB0BAACKz2Z3KOXgaedjf29PGtUBAChDJ7NyNXHeFklSvSB/GtUBAMXicDg09cfdkqT4mPo0qgNwa3yTBQAAgAppy5FMvb5klySpR9Ngg9MAQPmyb98+TZs2TY0aNdLixYt1//3364EHHtBHH30kSbJYLJKkkJCQQvuFhIQ4t1ksFgUHF/731dPTU0FBQYVqijrGn5/jQjV/3n6xLH+VkJCgwMBA5xIeHn6xvxKgVO1Lz9LDc3+TJNWo7CMPMz9qAwCA4nv1h526NXGVZqzYa3QUAADc0lPfbdPJ7Dw1Cami0dc1NDoOAMBFLN1+XL8fzpSfl4dGXHOV0XEAwFA0qwMAAKDCycm3aezsTcq3OXRDi1Dd0q620ZEAoFyx2+1q166dpkyZosjISI0YMULDhw9XYmKi0dFKxPjx45WZmelcDh06ZHQkuLFzeTb959MNysotUMf6QXqiTzOjIwEAABeyaItF7y7fK4dDCglgFj4AAMraTzuO67vfjspskl65rY18PD2MjgQAcAEOh0NTl56fWC2+cz3VqOxjcCIAMBbN6gAAAKhwXlq0U7uPZ6lmFR9NubkVt+QEgL8ICwtT8+bNC61r1qyZUlNTJUmhoaGSpLS0tEI1aWlpzm2hoaE6fvx4oe0FBQU6depUoZqijvHn57hQzZ+3XyzLX/n4+CggIKDQAhhl0jdbtMNyRjUqe+vtOyLl5cHXcQAAoHgOnszWI1+cvzvL0K4RuqktF+MDAFCWsnMLNHHeFknnx+JWdQINTgQAcCUTejXT1Y1qaMTVzKoOAPw6BgAAgArl1z0n9MGv+yVJL93aWkGVvA1OBADlT5cuXbRz585C63bt2qV69epJkiIiIhQaGqqlS5c6t1utVq1Zs0YxMTGSpJiYGGVkZCglJcVZs2zZMtntdkVHRztrVqxYofz8fGfNkiVL1KRJE1WrVs1Z8+fn+aPmj+cpThagvJqz7pDmphyW2SS9OTBSwcyGCgAAiikn//zdWc7kFCiqXjU93qup0ZEAAHA7ry/ZpSMZ51S7qp/GXt/Y6DgAABdiMpnUuWEN/XdotKozqzoA0KwOAACAiqPAZteErzdLkgZF11WPJsEGJwKA8mns2LFavXq1pkyZoj179igpKUkzZszQyJEjJZ3/EnXMmDF67rnn9O2332rz5s2Kj49XrVq11K9fP0nnZ2K/4YYbNHz4cK1du1a//vqrRo0apQEDBqhWrVqSpDvuuEPe3t4aOnSotm7dqtmzZ+uNN97QuHHjnFkefPBBLVq0SK+++qp27Nihp556SuvXr9eoUaOKnQUojzLP5uuZ+dskSeOub6zODWoYnAgAALiSZ+Zv09ajVlXz9+LuLAAAGKRLoxqqXdVPz/27pfy9PY2OAwAAALgs3k0DAACgwvD0MOuNAZF6c+luTejdzOg4AFBudejQQV9//bXGjx+vZ555RhEREZo6daoGDRrkrHn00UeVnZ2tESNGKCMjQ127dtWiRYvk6/v/M0N/+umnGjVqlK677jqZzWbdcsstevPNN53bAwMD9cMPP2jkyJGKiopSjRo1NGnSJI0YMcJZ07lzZyUlJWnixImaMGGCGjVqpHnz5qlly5aXlAUobwL9vfThkA6au/6Q/tO9odFxAACAC0k5eEpJa1JlMklTB0QqLNDP6EgAALilHk2CtezhbvLx9DA6CgDARTgcDt0za52a1wrQ8KuvUlV/7gIOAJJkcjgcDqNDuCur1arAwEBlZmYqICDA6DgAgHKMMaP84FwAAIqLMaP84FwAAIqLMaP84FzAnTkcDs1Zf0jpZ3I16tpGRscByj3GjPKDc4GKIq/ALm9P7moClCbGjPKDc1Gy1u4/pdunJ8vb06yVj/VQcBUm3QFQcVzJmMG7awAAALi8nHyb9qZnGR0DAABAi7datOf4GaNjAAAAF2YymdS/Q10a1QEAMMDh02d19UvL9N/VB2W3M/cjAODSTFu+R5J0a1QdGtUB4E9oVgcAAIDLm/rjbvWa+ov+m3zA6CgAAMCN7TmepTGfb9KNb63U1qOZRscBAAAu5tM1B5VxNs/oGAAAuLVn529TmjVX3206anQUAICL2X7Mqp92pstskkZcfZXRcQCgXKFZHQAAAC5t8+FMzfxln/JsdoUEcHU6AAAwRm6BTQ9+vlHn8m2KqldNzUK5ZS4AACi++b8f1RNfb1GfN1fqbF6B0XEAAHBLP+9K1+KtafIwm/Rsv5Yym01GRwIAuJDpP++VJPVqFab6NSoZnAYAyhea1QEAAOCyCmx2Pf7V77LZHbqxdZh6tgg1OhIAAHBTLy/aqa1Hrarm76XXbm/LD9oAAKDYDp8+q/FfbZYk/Tuytvy9PQ1OBACA+8ktsOnpb7dKkgbH1FeT0CoGJwIAuJJDp87qu9+PSZLu79bA4DQAUP7QrA4AAACX9d/VB7X1qFUBvp566l8tjI4DAADc1PKdx/Xeyv2SpJdvbcPdXgAAQLEV2Owa8/kmnckpUGTdqnowtpHRkQAAcEvvr9yvfSeyVaOyj8Zcz3gMALg07/2yTza7Q1c3qqGWtQONjgMA5Q5TMwAAAMAlpVlz9OoPuyRJj/VqqhqVfQxOBAAA3FH6mVw9PPc3SVJ8TD3FNg8xOBEAAHAlb/+0R+sPnlZlH0+9OSBSXh7MMwUAQFk7mnFOby3dI0ka36upAny9DE4EAHA18Z3ryyGpV8swo6MAQLlEszoAAABc0rPztykrt0Btw6tqYIe6RscBAABuauYv+3QiK09NQqpoQu9mRscBAAAuZP2BU3pz6W5J0vP/bqnwIH+DEwEA4J5W7T2p3AKb2terppvb1TY6DgDABTWoWVnP3NTS6BgAUG4xPQMAAABcjsPhULOwAFXy9tBz/VrKbDYZHQkAALipR+Oa6OGejfXmwEj5enkYHQcASsWKFSvUt29f1apVSyaTSfPmzbvoPsuXL1e7du3k4+Ojhg0batasWaWeE3A1Ly3eKbtDurldbd3UlsY4AACMcmtUHX03uqsSbm4lk4nfGwAAAICSRrM6AAAAXI7JZNLIHg21avx1alk70Og4AADAjXl6mDXq2kZqElrF6CgAUGqys7PVpk0bvfPOO8Wq379/v/r06aMePXpo06ZNGjNmjIYNG6bFixeXclLAtcy8q72GdKnP7HsAAJQDLWoFqlEIn+0BAJfmh60WjUzaoE2HMoyOAgDlmqfRAQAAAIDLFejnZXQEAADghux2h5LWpuq29nXk48ls6gAqvl69eqlXr17Frk9MTFRERIReffVVSVKzZs20cuVKvf7664qLiyutmIDLCfT30uS+LYyOAQCA21q2I011g/zVMJgmdQDA5Xlv5X6t3X9K9av7q214VaPjAEC5xczqAAAAcBlHMs7p5nd/1ep9J42OAgAA3NgHv+7XxHlbNHDGajkcDqPjAEC5k5ycrNjY2ELr4uLilJycfMF9cnNzZbVaCy1ARZRmzdEXKYd5DwEAgMEyz+XroTm/KW7qL1q7/5TRcQAALmjLkUyt3X9KnmaT7upU3+g4AFCu0awOAAAAl5GwcLs2pGZo6o+7+FEXAAAYYs/xM3pp8U5J0i1RdWQymQxOBADlj8ViUUhISKF1ISEhslqtOnfuXJH7JCQkKDAw0LmEh4eXRVSgTDkcDj325e96eO5venHRTqPjAADg1t5etlunz+brqhqV1K5uVaPjAABc0Ie/HpAk9W4VptBAX2PDAEA5R7M6AAAAXMK6A6c0//djMpmkJ29sTmMYAAAoc/k2u8bN+U15BXZd07im7uhY1+hIAFBhjB8/XpmZmc7l0KFDRkcCStxnaw9p+c50eXuadUu72kbHAQDAbR08ma1Zqw5Ikp7o00yeHrTOAAAuzYmsXH3321FJ0pAu9Y0NAwAuwNPoAAAAAMDF2O0OPf3dVknSgA7halEr0OBEAADAHU1bvle/H85UgK+nXrqlNRfPAcAFhIaGKi0trdC6tLQ0BQQEyM/Pr8h9fHx85OPjUxbxAEOknjyr5xZskyQ9GtdEjUKqGJwIAAD3lbBwh/JtDl3TuKa6Nwk2Og4AwAV9kXJYeTa7WtcJVGTdakbHAYByj8tDAQAAUO59kXJYW45YVcXHUw/1bGJ0HAAA4IZ2pZ3RW8t2S5Keuaklt3UFgH8QExOjpUuXFlq3ZMkSxcTEGJQIMJbN7tDDc3/T2TybOkYE6Z4uEUZHAgDAba3Zd1KLtlpkNkkT+zQzOg4AwAXZ7Q59tjZVknRndD2D0wCAa6BZHQAAAOXamZx8vbR4pyRp9HUNVaMyM+0BAICy99S3W5Vvcyi2WbBualvL6DgAUKaysrK0adMmbdq0SZK0f/9+bdq0Samp53+YHT9+vOLj45319913n/bt26dHH31UO3bs0Lvvvqs5c+Zo7NixRsQHDPf+yn1ae+CUKnl76NXb2shs5u4sAAAYwW536LkF2yVJAzvWVWPudAIAuAz5drsGRddV6zqBurFNmNFxAMAl0KwOAACAcu2rDUd0IitX9av76+7OzDwGAACM8cLNrdWzeYie7ddSJhMNZgDcy/r16xUZGanIyEhJ0rhx4xQZGalJkyZJko4dO+ZsXJekiIgILViwQEuWLFGbNm306quv6r333lNcXJwh+QEjnczK1as/7JIkPXljc4UH+RucCAAA92V3ONS3TZhqV/XTuOsbGx0HAOCifDw9NOKaBvp2VFf5e3saHQcAXAL/WgIAAKBci4+pp6r+Xqrm7y1vT661BAAAxqhb3V8z4tsbHQMADNG9e3c5HI4Lbp81a1aR+2zcuLEUUwGuoXplH/13aLS+++2o+ncINzoOAABuzdPDrBHXNNCQLhHy8uD3BgAAAKCs0KwOAACAcs1kMummtrWNjgEAANyQw+HQtmNWtagVaHQUAADgwjpGBKljRJDRMQAAwP/QqA4AuFzzNh6RJN3QMlS+Xh4GpwEA18E7cAAA4DKOHDmiO++8U9WrV5efn59atWql9evXO7c7HA5NmjRJYWFh8vPzU2xsrHbv3l3oGKdOndKgQYMUEBCgqlWraujQocrKyirrl4JisGTmKDu3wOgYAADAjX254Yj6vLlSz87fZnQUAADgYg6fPquDJ7ONjgEAACRlnstX/+nJWrYj7R/vGAQAwD+x2R16efFOjZm9Sd9vOWZ0HABwKTSrAwAAl3D69Gl16dJFXl5e+v7777Vt2za9+uqrqlatmrPmpZde0ptvvqnExEStWbNGlSpVUlxcnHJycpw1gwYN0tatW7VkyRLNnz9fK1as0IgRI4x4SbiICV9vVreXl2vFrnSjowAAADd0/EyOs0m9RmUfg9MAAABX4nA49NiXvytu6gp9v5kGBgAAjJb4816t2X9KL3y/Q3Z61QEAl2nFrnQdyTinQD8v9WoZZnQcAHApnkYHAAAAKI4XX3xR4eHh+vDDD53rIiIinP/tcDg0depUTZw4UTfddJMk6eOPP1ZISIjmzZunAQMGaPv27Vq0aJHWrVun9u3bS5Leeust9e7dW6+88opq1apVti8KF7R630kt23FcHmaTwoP8jY4DAADc0NPfblPmuXy1rB2g4VdHXHwHAACA/5mz/pB+3XNSPp5mNQsLMDoOAABuLc2aow9/3S9JeiSuqTzMJoMTAQBc1Zz1hyRJN7erLV8vD4PTAIBrYWZ1AADgEr799lu1b99et912m4KDgxUZGamZM2c6t+/fv18Wi0WxsbHOdYGBgYqOjlZycrIkKTk5WVWrVnU2qktSbGyszGaz1qxZU+Tz5ubmymq1FlpQuhwOhxK+3yFJGtgxXBE1KhmcCAAAuJvlO49rweZj8jCb9MLNreXpwVdoAACgeNKsOXpuwXZJ0kM9G6s+32sAAGCoqT/uVk6+Xe3rVVNss2Cj4wAAXNTp7Dz9uD1NknR7+3CD0wCA6+GXNgAA4BL27dunadOmqVGjRlq8eLHuv/9+PfDAA/roo48kSRaLRZIUEhJSaL+QkBDnNovFouDgwl9Eenp6KigoyFnzVwkJCQoMDHQu4eF88Cxti7ZY9NuhDPl7e+iB6xoZHQcAALiZnHybJn2zVZJ0d+f6alk70OBEAADAVTgcDk2ct0VncgrUpk6g7unC3VkAADDSvvQs5yy4j/VqKpOJWdUBAJfn29+OKt/mUItaAdxBCwAuA83qAADAJdjtdrVr105TpkxRZGSkRowYoeHDhysxMbFUn3f8+PHKzMx0LocOHSrV53N3BTa7Xl68U5I07OqrFFzF1+BEAADA3bz70x6lnjqr0ABfjb2+sdFxAACAC1mw+ZiWbEuTl4dJL93ahruzAABgsFd/2CWb3aHrmgarQ/0go+MAAFzYFymHJUm3RdUxOAkAuCa+JQMAAC4hLCxMzZs3L7SuWbNmSk1NlSSFhoZKktLS0grVpKWlObeFhobq+PHjhbYXFBTo1KlTzpq/8vHxUUBAQKEFpWfepqPadyJb1fy9NPxqZh8DAABlL6JmJQVV8tbkvs1V2cfT6DgAAMBFZJ7L11PfbpMk/ad7QzUJrWJwIgAA3NtOyxkt2HxMJpP0yA1NjI4DAHBh2bkF8vP2kLeHWf9qW9voOADgkvjFDQAAuIQuXbpo586dhdbt2rVL9erVkyRFREQoNDRUS5cuVdu2bSVJVqtVa9as0f333y9JiomJUUZGhlJSUhQVFSVJWrZsmex2u6Kjo8vuxeCCth+zSpLu7dZAVXy9DE4DAADc0b8j6+i6ZiGqQqM6AAC4BD6eZt0RXVc/bLXoPz0aGB0HAAC31ziksmbcFaWtR61qGspERACAy1fJx1Nz7o3RiaxcBVXyNjoOALgkfnUDAAAuYezYsercubOmTJmi22+/XWvXrtWMGTM0Y8YMSZLJZNKYMWP03HPPqVGjRoqIiNCTTz6pWrVqqV+/fpLOz8R+ww03aPjw4UpMTFR+fr5GjRqlAQMGqFatWga+OvzhyRub65Z2dVS/hr/RUQAAgJtxOBwymUySpAAumgMAAJfI18tD465vrAeubShPD25sDACA0Uwmk3q2CFXPFkXfWRcAgEtVo7KP0REAwGXxbRkAAHAJHTp00Ndff63PPvtMLVu21LPPPqupU6dq0KBBzppHH31Uo0eP1ogRI9ShQwdlZWVp0aJF8vX1ddZ8+umnatq0qa677jr17t1bXbt2dTa8o3xoXitA/t5cUwkAAMqONSdfN73zqxZuPiaHw2F0HAAA4EIKbHYV2OzOxzSqAygvEhIS1KFDB1WpUkXBwcHq16/f3+5e+lezZs2SyWQqtPz5+3XAVZzLsxkdAQBQQRw8ma0TWblGxwAAl0cXEAAAcBk33nijbrzxxgtuN5lMeuaZZ/TMM89csCYoKEhJSUmlEQ9XYPW+k6pd1U/hQcyoDgAAyt6ri3fq98OZemXxTsU2C5G3p8noSAAAwEXMWnVAX288ooSbW6l1napGxwEAp59//lkjR45Uhw4dVFBQoAkTJqhnz57atm2bKlWqdMH9AgICCjW1/3EHKsBVrNp7QiM/3aBR1zbS0K4RRscBALi4hIU79OP2NE35dyvd3iHc6DgA4LJoVgcAAIChcgtsGjd7k46fydVH93RUl4Y1jI4EAADcyPZjVv139UFJ0jM3tZS3J7OhAgCA4jmScU6vLdmls3k2bT9mpVkdQLmyaNGiQo9nzZql4OBgpaSk6JprrrngfiaTSaGhoaUdDygVDodDry/ZpdNn83XwZLbRcQAALi7zXL6W7TiuArtDreoEGh0HAFwav74BAADAUHPWHdLRzBxVr+ytqHrVjI4DAADciMPh0NPfbZXdIfVuFaqujbhoDgAAFN9T327V2TybOtSvptuimGEPQPmWmZkp6fzdR/9JVlaW6tWrp/DwcN10003aunXrBWtzc3NltVoLLYCRVu45oXUHTsvb06yRPRoaHQcA4OIWb7Eoz2ZXk5AqahYWYHQcAHBpNKsDAADAMLkFNr3z015J0sgeDeXr5WFwIgAA4E6+32LR6n2n5ONp1oTezYyOAwAAXMgPWy1asi1NnmaTnv93K5nNJqMjAcAF2e12jRkzRl26dFHLli0vWNekSRN98MEH+uabb/TJJ5/Ibrerc+fOOnz4cJH1CQkJCgwMdC7h4Vy4A+M4HA69tmSXJOnO6HoKCfA1OBEAwNV9+9tRSdK/2tYyOAkAuD6a1QEAAGCYL1OOyGLNUWiAr/p34IcMAABQdnLybXp+wXZJ0r3dGqhONX+DEwEAAFeRnVugp749P9PwiGuuUuOQKgYnAoB/NnLkSG3ZskWff/75P9bFxMQoPj5ebdu2Vbdu3fTVV1+pZs2amj59epH148ePV2ZmpnM5dOhQacQHimX5rnRtTM2Qr5dZ93W/yug4AAAXd/xMjlbtPSFJ6tuaZnUAuFKeRgcAAACAeyqw2ZX48/lZ1Udcc5V8PJlVHQAAlJ0ft6fpSMY51Qr01f3dGhgdBwAAuJB3ftqjo5k5qlPNT6OvbWR0HAD4R6NGjdL8+fO1YsUK1alT55L29fLyUmRkpPbs2VPkdh8fH/n4+JRETOCKOBwOvf6/WdXjY+oruAqzqgMArsyC34/J7pAi61ZV3epMdAIAV4qZ1QEAAGCIBZuPKfXUWVXz99KAjsyqDgBl6amnnpLJZCq0NG3a1Lk9JydHI0eOVPXq1VW5cmXdcsstSktLK3SM1NRU9enTR/7+/goODtYjjzyigoKCQjXLly9Xu3bt5OPjo4YNG2rWrFl/y/LOO++ofv368vX1VXR0tNauXVtoe3GyAJfjxta1lDQsWlNubiU/by6aAwAAxWO3O7T+4GlJ0qQbm/M+AkC55XA4NGrUKH399ddatmyZIiIiLvkYNptNmzdvVlhYWCkkBErOliNWbT6SKX9vD917DbOqAwCu3Pzfj0mS/tWGWdUBoCTQrA4AAABDZJ7LV2UfT93TJUL+3tzwBwDKWosWLXTs2DHnsnLlSue2sWPH6rvvvtPcuXP1888/6+jRo7r55pud2202m/r06aO8vDytWrVKH330kWbNmqVJkyY5a/bv368+ffqoR48e2rRpk8aMGaNhw4Zp8eLFzprZs2dr3Lhxmjx5sjZs2KA2bdooLi5Ox48fL3YW4Ep0blhD3ZsEGx0DAAC4ELPZpM+Hd9KHQzro+uYhRscBgAsaOXKkPvnkEyUlJalKlSqyWCyyWCw6d+6csyY+Pl7jx493Pn7mmWf0ww8/aN++fdqwYYPuvPNOHTx4UMOGDTPiJQDF1qpOoBaPuUYv3NJa1Ssz2z8A4MrNjG+v5/q11I2taVYHgJJAVxAAAAAMER9TXze1qS0PD5PRUQDALXl6eio0NPRv6zMzM/X+++8rKSlJ1157rSTpww8/VLNmzbR69Wp16tRJP/zwg7Zt26Yff/xRISEhatu2rZ599lk99thjeuqpp+Tt7a3ExERFRETo1VdflSQ1a9ZMK1eu1Ouvv664uDhJ0muvvabhw4dryJAhkqTExEQtWLBAH3zwgR5//PFiZQEu1Q6LVVX9vBUayC3BAQDA5TGbTerBBW8Ayrlp06ZJkrp3715o/Ycffqi7775b0vm7ppnN/z+/3enTpzV8+HBZLBZVq1ZNUVFRWrVqlZo3b15WsYHL1jikihqHVDE6BgCgggiq5K07O9UzOgYAVBjMrA4AAADDBPp7qbIP108CgBF2796tWrVq6aqrrtKgQYOUmpoqSUpJSVF+fr5iY2OdtU2bNlXdunWVnJwsSUpOTlarVq0UEvL/M0nGxcXJarVq69atzpo/H+OPmj+OkZeXp5SUlEI1ZrNZsbGxzpriZAEuhc3u0NjZv+naV5fr513pRscBAAAuJCffpnd+2qPs3AKjowBAsTgcjiKXPxrVJWn58uWaNWuW8/Hrr7+ugwcPKjc3VxaLRQsWLFBkZGTZhweKyeFw6FjmuYsXAgAAADAUzeoAAAAoU5sPZ2rV3hNyOBxGRwEAtxUdHa1Zs2Zp0aJFmjZtmvbv36+rr75aZ86ckcVikbe3t6pWrVpon5CQEFksFkmSxWIp1Kj+x/Y/tv1TjdVq1blz53TixAnZbLYia/58jItlKUpubq6sVmuhBZCkLzcc1vZjVnmaTWpVO9DoOAAAwIXMXLFPLy/eqUHvreE7DQAAyonkfSfV9cWfNOHrzYzPAIASsdNyRrclrtLsdalGRwGACoVpLAEAAFCmXly0Qyv3nNDjvZrqvm4NjI4DAG6pV69ezv9u3bq1oqOjVa9ePc2ZM0d+fn4GJisZCQkJevrpp42OgXLmbF6BXv1hpyRp9LWNFFTJ2+BEAADAVRw+fVbvLN8jSRrSpb5MJpPBiQAAgCS9vWyPbHaHPM0mxmcAQIlYuPmY1h04rUA/L/XvUNfoOABQYTCzOgAAAMrMliOZWrnnhDzMJvVpFWZ0HADA/1StWlWNGzfWnj17FBoaqry8PGVkZBSqSUtLU2hoqCQpNDRUaWlpf9v+x7Z/qgkICJCfn59q1KghDw+PImv+fIyLZSnK+PHjlZmZ6VwOHTpUvL8IVGjv/7JfadZc1anmp/jO9YyOAwAAXMiUhduVk29Xx4gg/atNLaPjAAAASSkHT2nV3pPyNJt0LxPjAABKyKIt5+/qekNLfssGgJJEszoAAADKzHu/7JMk3dg6TOFB/ganAQD8ISsrS3v37lVYWJiioqLk5eWlpUuXOrfv3LlTqampiomJkSTFxMRo8+bNOn78uLNmyZIlCggIUPPmzZ01fz7GHzV/HMPb21tRUVGFaux2u5YuXeqsKU6Wovj4+CggIKDQAvd2/EyOpv28V5L06A1N5ePpYXAiAADgKn7dc0ILN1tkNklP/6sFs7YCAFBOvL3s/F1PbmlXR7Wruv6dAgEAxtubnqWdaWfkaTbp+mYhRscBgArF0+gAAAAAcA/HMs9p/u/HJEnDul5lcBoAcG8PP/yw+vbtq3r16uno0aOaPHmyPDw8NHDgQAUGBmro0KEaN26cgoKCFBAQoNGjRysmJkadOnWSJPXs2VPNmzfXXXfdpZdeekkWi0UTJ07UyJEj5ePjI0m677779Pbbb+vRRx/VPffco2XLlmnOnDlasGCBM8e4ceM0ePBgtW/fXh07dtTUqVOVnZ2tIUOGSFKxsgDFMfXH3TqbZ1Ob8Krq25oZcQAAQPEU2Ox66tutkqT4mPpqFsZFkAAAlAdbjmTqp53pMpuk+7szqzoAoGT8Mat654Y1FOjvZXAaAKhYaFYHAABAmZi16oAK7A5FRwSpVZ1Ao+MAgFs7fPiwBg4cqJMnT6pmzZrq2rWrVq9erZo1a0qSXn/9dZnNZt1yyy3Kzc1VXFyc3n33Xef+Hh4emj9/vu6//37FxMSoUqVKGjx4sJ555hlnTUREhBYsWKCxY8fqjTfeUJ06dfTee+8pLi7OWdO/f3+lp6dr0qRJslgsatu2rRYtWqSQkP+fseRiWYCLcTgcCvTzkreHWU/0bsZsqAAAoNg+W5uq3cezVM3fS2NjGxsdBwAA/M87P52fVf1fbWqpfo1KBqcBAFQU3285P/Fa75ahBicBgIrH5HA4HEaHcFdWq1WBgYHKzMzkluQAgH/EmFF+cC4uT1ZugWISlupMToHei2+v2ObcNg1AxceYUX5wLiBJ6WdyVbOKj9ExAJRzjBnlB+cC5cHh02f18uKdal+vmu6KqW90HAAXwJhRfnAuUBYyz+ar60vLdCanQD+MvUaNQ6oYHQnAZWDMKD84F+cdOnVWV7/0k8wmad0Tsapeme+SAeCvrmTMYGZ1AAAAlLrDp8+qRmUf1azso2ubBhsdBwAAuCEa1QEAwKWqU81fbwyIFPM+AQBQfgT6e2nlY9fql93pNKoDAErM2Tybrm0aLJvdQaM6AJQCs9EBJOmdd95R/fr15evrq+joaK1du/Yf6+fOnaumTZvK19dXrVq10sKFCwttdzgcmjRpksLCwuTn56fY2Fjt3r3buf3AgQMaOnSoIiIi5OfnpwYNGmjy5MnKy8tz1ixfvlw33XSTwsLCVKlSJbVt21affvppoeeZNWuWTCZTocXX17cE/kYAAAAqlqahAVo6rpv+OyxaZrPJ6DgAAMAN2O0OPfH1Zv12KMPoKAAAwMXk2+yFHptMfJcBAEB5EujnpRtb1zI6BgCUmkvtpcvIyNDIkSMVFhYmHx8fNW7c+G/9dPhnTUKr6IO7O+jDuzsYHQUAKiTDm9Vnz56tcePGafLkydqwYYPatGmjuLg4HT9+vMj6VatWaeDAgRo6dKg2btyofv36qV+/ftqyZYuz5qWXXtKbb76pxMRErVmzRpUqVVJcXJxycnIkSTt27JDdbtf06dO1detWvf7660pMTNSECRMKPU/r1q315Zdf6vfff9eQIUMUHx+v+fPnF8oTEBCgY8eOOZeDBw+Wwt8SAACA6zObTapd1c/oGAAAwE189/tRfbomVXe+v0bZuQVGxwEAAC5kdNJGjUraoKMZ54yOAgAA/iT15FnueAKgwrvUXrq8vDxdf/31OnDggL744gvt3LlTM2fOVO3atcs4ecXAxGsAUDpMDoPfyUdHR6tDhw56++23JUl2u13h4eEaPXq0Hn/88b/V9+/fX9nZ2YWaxjt16qS2bdsqMTFRDodDtWrV0kMPPaSHH35YkpSZmamQkBDNmjVLAwYMKDLHyy+/rGnTpmnfvn0XzNqnTx+FhITogw8+kHR+ZvUxY8YoIyPjsl671WpVYGCgMjMzFRAQcFnHAAC4B8aM8oNzcekWbbGoe5Oa8vXyMDoKAJQpxozyg3PhfvJtdsW+9rMOnjyrh3s21qhrGxkdCYCLYMwoPzgXMEry3pMaOHO1zCbp+wevUZPQKkZHAnARjBnlB+cCpelUdp46v7BUTUIDNOvuDqpWydvoSACuAGPGhV1qL11iYqJefvll7dixQ15eXpf8fJwLafsxqwL8vJh4DQAu4krGDENnVs/Ly1NKSopiY2Od68xms2JjY5WcnFzkPsnJyYXqJSkuLs5Zv3//flkslkI1gYGBio6OvuAxpfMN7UFBQf+Yt6iarKws1atXT+Hh4brpppu0devWfzwGAACAO9l0KEP3fZKia19ZrtwCm9FxAACAm5i97pAOnjyrGpV9NKRLhNFxAACAi7DbHXpuwTZJ0sCOdWlUBwCgHPk4+YBy8u2y2x2q6n/pzZgA4Aoup5fu22+/VUxMjEaOHKmQkBC1bNlSU6ZMkc3Gb7PF9fyC7erywjLNWXfI6CgAUGEZ2qx+4sQJ2Ww2hYSEFFofEhIii8VS5D4Wi+Uf6//481KOuWfPHr311lu69957L5h1zpw5WrdunYYMGeJc16RJE33wwQf65ptv9Mknn8hut6tz5846fPhwkcfIzc2V1WottAAAAFRkHycfkCR1uqq6fDyZWR0AAJS+c3k2vbl0tyRp9LUNVcnH0+BEAADAVXy54bC2HrWqio+nxl3f2Og4AADgf87l2fTRqgOSpHu7XSWTyWRsIAAoJZfTS7dv3z598cUXstlsWrhwoZ588km9+uqreu6554qsp3+tMGtOvtbsPylJal+/msFpAKDiMrRZvTw4cuSIbrjhBt12220aPnx4kTU//fSThgwZopkzZ6pFixbO9TExMYqPj1fbtm3VrVs3ffXVV6pZs6amT59e5HESEhIUGBjoXMLDw0vlNQEAAJQHJ7NyNf/3Y5Kk+M71jQ0DAADcxkfJB3T8TK7qVPPTwI51jY4DAABcRHZugV5evFOSNOrahqpe2cfgRAAA4A9zUw7p9Nl81Q3y1w0tQo2OAwDlit1uV3BwsGbMmKGoqCj1799fTzzxhBITE4usp3+tsBW70pVvc+iqGpV0Vc3KRscBgArL0Gb1GjVqyMPDQ2lpaYXWp6WlKTS06A8YoaGh/1j/x5/FOebRo0fVo0cPde7cWTNmzCjy+X7++Wf17dtXr7/+uuLj4//x9Xh5eSkyMlJ79uwpcvv48eOVmZnpXA4d4tYhAACg4pq9/pDyCuxqXSdQbcOrGh0HAAC4AWtOvqYt3ytJGhvbWN6ebj9PAwAAKKbpK/bp+JlchQf56e4u9Y2OAwAA/qfAZteMFfskScOvuUqeHnzWB1BxXU4vXVhYmBo3biwPj/+/y3WzZs1ksViUl5f3t3r61wpbuv24JCm2echFKgEAV8LQd/He3t6KiorS0qVLnevsdruWLl2qmJiYIveJiYkpVC9JS5YscdZHREQoNDS0UI3VatWaNWsKHfPIkSPq3r27oqKi9OGHH8ps/vtfxfLly9WnTx+9+OKLGjFixEVfj81m0+bNmxUWFlbkdh8fHwUEBBRaAAAAKiKb3aFPV6dKkuJj6hsbBgAAuA0/Lw89ekMTXd2ohvpF1jY6DgAAcBEFNru+2XREkjS+VzP5eHpcZA8AAFBWFm6x6PDpc6peyVu3RdUxOg4AlKrL6aXr0qWL9uzZI7vd7ly3a9cuhYWFydvb+2/19K/9vwKbXct2/K9ZvRnN6gBQmjyNDjBu3DgNHjxY7du3V8eOHTV16lRlZ2dryJAhkqT4+HjVrl1bCQkJkqQHH3xQ3bp106uvvqo+ffro888/1/r1650zo5tMJo0ZM0bPPfecGjVqpIiICD355JOqVauW+vXrJ+n/G9Xr1aunV155Renp6c48f1yF9tNPP+nGG2/Ugw8+qFtuuUUWi0XS+TcFQUFBkqRnnnlGnTp1UsOGDZWRkaGXX35ZBw8e1LBhw8rk7w4AAKC8Wro9TUcyzqmav5dubF30hXwAAAAlzcvDrEHR9TQoup7RUQAAgAvx9DBr4QNX69vfjqpXy6JnKwQAAMb4fvMxSdLgzvXl68UFZQAqvkvtpbv//vv19ttv68EHH9To0aO1e/duTZkyRQ888ICRL8MlpBw8rcxz+arq76V2dasaHQcAKjTDm9X79++v9PR0TZo0SRaLRW3bttWiRYsUEnL+aqXU1NRCs5537txZSUlJmjhxoiZMmKBGjRpp3rx5atmypbPm0UcfVXZ2tkaMGKGMjAx17dpVixYtkq+vr6TzM7Hv2bNHe/bsUZ06ha+8dTgckqSPPvpIZ8+eVUJCgnNwl6Ru3bpp+fLlkqTTp09r+PDhslgsqlatmqKiorRq1So1b968VP6uAAAAXMWG1AxJ0oCOdfnyGAAAlAmHwyGTyWR0DAAA4KIq+XhqYMe6RscAAAB/8fYd7bRkm0XREdWNjgIAZeJSe+nCw8O1ePFijR07Vq1bt1bt2rX14IMP6rHHHjPqJbiMH7enSZKubRIsTw/zRaoBAFfC5PijOxtlzmq1KjAwUJmZmW59SxUAwMUxZpQfnIvi23P8jAL8vBRcxdfoKABgCMaM8oNzUfEdOnVWd3+4VqOubah+bWvTtA7gsjFmlB+cC5SVNftOqkP9IJnNvH8AXBVjRvnBuQAAFBdjRvnhzufCmpOvFbvSVbuqnyLrVjM6DgCUe1cyZnBJEAAAAEpFw+AqNKoDAIAy8day3dqbnq0vU47QqA4AAIot5eBp9Z+xWv9+91flFdiNjgMAAP7kRFaucvJtRscAAFRgAb5eurF1LRrVAaAM0KwOAACAEnMuz6YTWblGxwAAAG7k4MlsfbnhiCRpXM/GBqcBgIrtnXfeUf369eXr66vo6GitXbv2H+unTp2qJk2ayM/PT+Hh4Ro7dqxycnLKKC3wzxwOh174frskqUloFXl78pMZAADlyXPzt+nql37Sj9vSjI4CAAAA4ArxzRsAAABKzDebjqjTlKV6fsE2o6MAAAA38dayPbLZHerWuKbaMQMOAJSa2bNna9y4cZo8ebI2bNigNm3aKC4uTsePHy+yPikpSY8//rgmT56s7du36/3339fs2bM1YcKEMk4OFG3p9uNad+C0fDzNGns9F7wBAFCeWDJzNP/3Y0o/k6uQAO7gCgAoeU/O26I3l+5W+hkmYgOAskCzOgAAAErMZ+sOqcDuUI3KPkZHAQAAbuDAiWx9vfH8rOpjYhsZnAYAKrbXXntNw4cP15AhQ9S8eXMlJibK399fH3zwQZH1q1atUpcuXXTHHXeofv366tmzpwYOHHjR2diBslBgs+vFRTskSfd0jVBYoJ/BiQAAwJ99nHxABXaHOtYPUqs6gUbHAQBUMNacfH22NlWvLdmlc3k2o+MAgFugWR0AAAAlYttRq347lCEvD5NuiapjdBwAAOAG/phVvXuTmopkVnUAKDV5eXlKSUlRbGysc53ZbFZsbKySk5OL3Kdz585KSUlxNqfv27dPCxcuVO/evYusz83NldVqLbQApeXLDYe1+3iWqvp76b5uDYyOAwAA/uRcnk1Ja1Mlnb+oDACAkrZqz0kV2B26qkYl1a3ub3QcAHALnkYHAAAAQMXw+brzXx5f3zyEmdUBAECpO5JxTl9vPCxJGhPb2OA0AFCxnThxQjabTSEhIYXWh4SEaMeOHUXuc8cdd+jEiRPq2rWrHA6HCgoKdN9992nChAlF1ickJOjpp58u8ezAX53Ls+m1JbskSaN6NFSgn5fBiQAAwJ99ueGwMs7mq26Qv65vHnLxHQAAuEQ/70qXJF3TuKbBSQDAfTCzOgAAAK7YuTybvt54RJI0sGNdg9MAAAB3ULuqnz4d1kmjejRU2/CqRscBAPzF8uXLNWXKFL377rvasGGDvvrqKy1YsEDPPvtskfXjx49XZmamczl06FAZJ4a7SD+Tq5AAX9Wu6qe7YuoZHQcAAPyJ3e7QB7/ulyTd3bm+PMwmgxMBACoah8OhFf9rVu/WhGZ1ACgrzKwOAACAK7Zw8zGdySlQeJCfujSoYXQcAADgJmIaVFdMg+pGxwCACq9GjRry8PBQWlpaofVpaWkKDQ0tcp8nn3xSd911l4YNGyZJatWqlbKzszVixAg98cQTMpsLz6Xj4+MjHx/u0oXSV7e6v+b9p4uOWXPk4+lhdBwAAPAnGw9laF96tqr4eOr2DuFGxwEAVEB7jmfpSMY5eXua1SmC75YBoKwwszoAAACu2BcphyVJ/duHy8xMJwAAoJSdy7MZHQEA3Iq3t7eioqK0dOlS5zq73a6lS5cqJiamyH3Onj37t4Z0D4/zjcEOh6P0wgLFYDabVLuqn9ExAADAX0TVq6bvH7xaU25upco+zL0IACh5P/9vVvVOV1WXnzcXMANAWaFZHQAAAFfs3UHt9OSNzXVbe2Y6AQAApWtvepY6TvlRLy3aIbudZkcAKCvjxo3TzJkz9dFHH2n79u26//77lZ2drSFDhkiS4uPjNX78eGd93759NW3aNH3++efav3+/lixZoieffFJ9+/Z1Nq0DZSn9TK7eWrpbWbkFRkcBAAD/oFlYgPq2qWV0DABABXU2z6YqPp7q1rim0VEAwK1wKSoAAACuWLVK3hraNcLoGAAAwA28tXS3zuQUaFdaFnd0AYAy1L9/f6Wnp2vSpEmyWCxq27atFi1apJCQEElSampqoZnUJ06cKJPJpIkTJ+rIkSOqWbOm+vbtq+eff96olwA39+7yPfrw1wNKST2tWUM6Gh0HAAD8xdm8Avl708ICAChdD1zXSPd3b6ACGxOhAEBZ4p0+AAAAAAAAXML+E9n69rejkqQxsY0MTgMA7mfUqFEaNWpUkduWL19e6LGnp6cmT56syZMnl0Ey4J8dzTinT1enShIX2wMAUA6dyMpVj5eXq2eLUD3/75by9eJOPACA0uPlYRZDDQCULfPFSwAAAICiLdpi0W2Jq7Tg92NGRwEAAG5g2vI9sjuka5sGq2XtQKPjAAAAF/HWst3Ks9kVHRGkrg1rGB0HAAD8xSerD+pMboH2pmfJx5M2FgBA6cg4myeHgxnVAcAIvMsHAADAZfsi5ZDWHTitzUcyjY4CAAAquCMZ5/TVhiOSpJE9GhqcBgAAuIoDJ7I1Z/1hSdIjcU1kMpkMTgQAAP4sJ9+mT1YflHT+DiiM1QCA0tLvnV/V7eXl2n7ManQUAHA7nkYHAAAAgGs6kZWr5TvTJUm3RtU2OA0AAKjoZq7YpwK7QzFXVVdUvWpGxwEAAC5i6o+7ZLM71L1JTbWvH2R0HAAA8Bfzfz+mE1l5qhXoq14tQ42OAwCooA6dOqsDJ8/K02xSnWp+RscBALfDzOoAAAC4LN9sOqoCu0NtwquqYXAVo+MAAIAK7Gxegb5IOT8j6qhrmVUdAAAUz07LGX3z21FJ0sM9mxicBgAA/JXD4dBHqw5Iku6KqS9PD1pYAAClY+WeE5KktuFVVcXXy+A0AOB+mFkdAAAAl+WPhrFb2zGrOgAAKF3+3p5aNOZqfffbMXVuUN3oOAAAwEVU8vHQTW1qKd/uUMvagUbHAQAAf7HxUIY2H8mUt6dZ/TuEGx0HAFCB/fq/ZvXODWsYnAQA3BPN6gAAoNRlZGTo66+/1i+//KKDBw/q7NmzqlmzpiIjIxUXF6fOnTsbHRGXaNtRq7Yfs8rbw6y+bWoZHQcA3AZjKtxZnWr+ur97A6NjAIBL4b0D3F2dav6aOiBSNrvD6CgAUGyM33AnnyQflCT9q00tBVXyNjgNAFw+xu/yzW53KHnvSUlSV5rVAcAQ3EMJAACUmqNHj2rYsGEKCwvTc889p3Pnzqlt27a67rrrVKdOHf3000+6/vrr1bx5c82ePdvouLgEX244P6t6bPNgVfXnC2QAKG2MqXBnmWfzjY4AAC6H9w5AYR5mk9ERAOCiSnr8TkhIUIcOHVSlShUFBwerX79+2rlz50X3mzt3rpo2bSpfX1+1atVKCxcuLImXBxTpiT7N9EhcE93TJcLoKABwWfj87Rp2pp3Ryew8+Xl5qG14VaPjAIBbuqyZ1bds2aKWLVsWuW3evHnq16/flWQCAAAVRGRkpAYPHqyUlBQ1b968yJpz585p3rx5mjp1qg4dOqSHH364jFPicnS6qrp2H8/SbVHclhMAygJjKtxVVm6Bur/ykzrUD9KLt7RWNWZZA4Bi4b0D3N26A6f0yeqDGhvbWPVrVDI6DgAUS0mP3z///LNGjhypDh06qKCgQBMmTFDPnj21bds2VapU9L+Nq1at0sCBA5WQkKAbb7xRSUlJ6tevnzZs2HDB/gDgSlSv7KORPRoaHQMALhufv13Dr3tOSJI6RgTJ25O5fQHACCaHw3HJ9z6sXbu2Vq5cqYiIwle3fvnll4qPj1d2dnaJBazIrFarAgMDlZmZqYCAAKPjAADKMVcdM06ePKnq1auXWr0RXPVcAADKXkmOGRVxTC1LjN+ua/rPe5Xw/Q5dVaOSlozrxqyoAEpdRRkzKsJ7h4pyLmCMQe+t1q97Tmpgx7pKuLmV0XEAlLKKMmaU9vidnp6u4OBg/fzzz7rmmmuKrOnfv7+ys7M1f/5857pOnTqpbdu2SkxMvOhzVJRzgdLncDhkMvEZH3BnFWXM4PO3a0g5eErzNh5Vm/CqujWqjtFxAMBlXcmYcVmXCg0bNkyxsbGyWCzOdbNnz1Z8fLxmzZp1OYcEAAAV0KV+0C5vH8wBACgvGFPhjnLybZr5y35J0n3dG9CoDgCXgPcOcGdr95/Sr3tOysvDpJE9GhgdBwCKrbTH78zMTElSUFDQBWuSk5MVGxtbaF1cXJySk5OLrM/NzZXVai20AMUx//djuj0xWct2pBkdBQCuCJ+/XUNUvSA9268ljeoAYKDLalZ/+umn1bt3b8XGxurUqVNKSkrSkCFD9PHHH+u2224r6YwAAKACqFu3ruLj4/X+++9r7969RsfBZco8m6/En/fqSMY5o6MAgNtiTIW7mLv+kE5k5ap2VT/9O7K20XEAwGXx3gHu5o2luyRJt7UPV51q/ganAYDLU9Ljt91u15gxY9SlSxe1bNnygnUWi0UhISGF1oWEhBSaxO7PEhISFBgY6FzCw8OvOCvcw8fJB7T2wCn9dijT6CgAUGL4/A0AwIVdVrO6JL311ltq06aNOnXqpOHDh+uzzz7TLbfcUpLZAABABTJlyhT5+vrqxRdfVKNGjRQeHq4777xTM2fO1O7du42Oh2JatPWYXvh+h4bOWmd0FABwW6Uxpr7wwgsymUwaM2aMc11OTo5Gjhyp6tWrq3LlyrrllluUllZ4tqvU1FT16dNH/v7+Cg4O1iOPPKKCgoJCNcuXL1e7du3k4+Ojhg0bFnlHtnfeeUf169eXr6+voqOjtXbt2kLbi5MFFUuBze6cVX341RHy8rjsr7AAwO3xeRzu5M+zqv+nO7OqA3BdJT1+jxw5Ulu2bNHnn39eojnHjx+vzMxM53Lo0KESPT4qpq1HM7XuwGl5mk26I7qu0XEAoMTw+bt8Wr3vpNbsO6m8ArvRUQDArXkWt/Dbb7/927qbb75Zv/zyiwYOHCiTyeSs+de//lVyCQEAQIVw55136s4775QkHTt2TD///LPmz5+v//znP7Lb7bLZbAYnRHF8s+moJKlvm1oGJwEA91XSY+q6des0ffp0tW7dutD6sWPHasGCBZo7d64CAwM1atQo3Xzzzfr1118lSTabTX369FFoaKhWrVqlY8eOKT4+Xl5eXpoyZYokaf/+/erTp4/uu+8+ffrpp1q6dKmGDRumsLAwxcXFSZJmz56tcePGKTExUdHR0Zo6dari4uK0c+dOBQcHFysLKp5FWy1KPXVW1fy9dHsHZuYDgCvB53G4E2ZVB1BRlOT4PWrUKM2fP18rVqxQnTp1/rE2NDT0bxeHp6WlKTQ0tMh6Hx8f+fj4FDsLIEkfrzooSerVKkwhAb4GpwGAksPn7/LptSW7tHb/KT3/75YaFF3P6DgA4LaK3azer1+/C2774IMP9MEHH0iSTCYTgysAACjS2bNntXLlSi1fvlw//fSTNm7cqJYtW6p79+5GR0MxHLfmKHnfSUnSv2hWBwBDldSYmpWVpUGDBmnmzJl67rnnnOszMzP1/vvvKykpSddee60k6cMPP1SzZs20evVqderUST/88IO2bdumH3/8USEhIWrbtq2effZZPfbYY3rqqafk7e2txMRERURE6NVXX5UkNWvWTCtXrtTrr7/ubFZ/7bXXNHz4cA0ZMkSSlJiYqAULFuiDDz7Q448/XqwsqHhmrzs/G198TH35exf76ysAwAXweRzuYN0BZlUHULFc6fjtcDg0evRoff3111q+fLkiIiIuuk9MTIyWLl1a6M5rS5YsUUxMzGW+CqCw09l5mrfpiCRpcAwNgwAqHj5/ly9n8wq0MfW0JKlLgxoGpwEA91bsX/vsdm6FAQAALl/nzp21ceNGNWvWTN27d9fjjz+ua665RtWqVTM6Gorpu9+PyeGQoupVU3gQs5MBgFFKckwdOXKk+vTpo9jY2ELN6ikpKcrPz1dsbKxzXdOmTVW3bl0lJyerU6dOSk5OVqtWrRQSEuKsiYuL0/3336+tW7cqMjJSycnJhY7xR80fP3rn5eUpJSVF48ePd243m82KjY1VcnJysbOg4plxV3vNTTmkPq3CjI4CAC6Pz+NwF01Cq+ih6xsrO8/GrOoAXF5JjN8jR45UUlKSvvnmG1WpUkUWi0WSFBgYKD8/P0lSfHy8ateurYSEBEnSgw8+qG7duunVV19Vnz599Pnnn2v9+vWaMWNGyb9IuKU56w8pt8Cu5mEBiqrH+1EAFQufv8ufdQdOK9/mUO2qfqpXnc+JAGCkEpuaKiMjQ1WrVi2pw+ESTJ8u7d5tdAoAwIV4eUn/+57Xre3YsUOVKlVS06ZN1bRpUzVr1owP5i7m29+OSmJWdUh2u5Sff37Jy/v7n0Wt++NPm630FrtdcjgKL39dd7HHl7PPhY7xZw7HhR//07bysm9pPk9JKI1jStLWraVz3CtVUmPq559/rg0bNmjdunV/22axWOTt7f23z/khISHOH7ctFkuhRvU/tv+x7Z9qrFarzp07p9OnT8tmsxVZs2PHjmJn+avc3Fzl5uY6H1ut1iLrUH75eXsoPqa+0TEAoELg8zjcRYCvl0Zf18joGABQIkpi/J42bZok/W0m1w8//FB33323JCk1NVVms9m5rXPnzkpKStLEiRM1YcIENWrUSPPmzVPLli2v6PUAkmSzO/Tf1QclSXd3ri+TyWRwIgAoWXz+Ln9W/++u4TENqjPuAIDBLqtZ/cUXX1T9+vXVv39/SdJtt92mL7/8UmFhYVq4cKHatGlToiHxf+zdd3wUdf7H8dfupickIUAKEHqXEggtKNVIUCycyA8VBRHxROKBORueh2LDDhYUG6J3IogFFTgUogGRUAygFEFRILRNgJCEBNJ29/fHykKkBUgyu8v7+XjMY3dmvjP7Dt7jZstnPt8zmzsXUlONTiEiIqcTGKhidYCDBw+yYcMG0tLS+Prrr/nXv/6Fn58fvXv3pm/fvowePdroiHIGOw4U8tOuXCxmE1epw6nbcjigsBDy8+Hw4ePLiesFBXD06LktRUVQXHy8EN1mM/ovFbm4VcY1ddeuXYwbN47FixcTEBBQDamr1+TJk5k0aZLRMeQ8FBSXEeRrwWzWDwciIpVFn8flYuBwOFR4ICJepTKu344K3N2flpZ20rYhQ4YwZMiQ84ktckYOh4P7k1ry+bo9XBunpjgi4n30+dv9rPqzWL1b4wiDk4iIyHkVq0+fPp0PP/wQgMWLF7NkyRIWLVrExx9/zP33388333xTqSHlzIYOhfh4o1OIiMjp+PoancA9mEwm2rdvT/v27bnnnnvIyMjgtdde48MPP2TOnDn6cO7mftmXT4CvmS6NIqhTw9/oOF6vtBSysuDAATh4EHJyjj+e+PzYY36+cykoqLoO02fj5+dcfH3LP5743MfHuVgslb+YzccXk8m5nPi8Iuvnc8zZznGiM62fy1ijjq3K16kMF1NdSmVcUzMyMsjOzqZTp06ubTabjWXLlvHaa6/x9ddfU1JSctIsallZWURHRwMQHR3N6tWry503KyvLte/Y47FtJ44JDQ0lMDAQi8WCxWI55ZgTz3G2LH81YcIEUlJSXOv5+fnExsae9d9FjDdx3kY27s1j0rVtSWhay+g4IiJeQZ/Hxdut3p7DUws2c+8VLejTMtLoOCIilULXb/FGPhYz18XV47q4ekZHERGpErp+u5ejJTZ+3p0HQPcm+q5ZRMRo51WsbrVaXT/yzp8/n//7v/+jf//+NGrUiG7dulVqQDk7vZcRERFPsHbtWtLS0khLS2P58uUcPnyYdu3acc8999C7d2+j48lZXNkuhp4t6pBTUGJ0FI9ms8G+fbBjB+za5XxutTqXE58fOHBhr2M2Q40aziU0tPzz4GDnjA/nuvj7n1x8fuy5xXJxFQqLGK0yrqmXX345GzZsKLdt5MiRtGrVigcffJDY2Fh8fX1JTU1l8ODBAGzdupXMzEwSEhIASEhI4KmnniI7O5vISGdR0OLFiwkNDaVNmzauMQsXLiz3OosXL3adw8/Pj/j4eFJTUxk0aBAAdrud1NRUkpOTAYiPjz9rlr/y9/fH3183V3maPblH+fKnvZTZHQT7W4yOIyLiNfR5XLzdy6m/8tPuPL7ZnKVidRHxGrp+i4iIeB5dv93L2sxDlNkdxIQFUL9moNFxREQueudVrF6zZk127dpFbGwsixYt4sknnwSc0zbZbLZKDSgiIiLeoWvXrnTs2JHevXszevRoevXqRVhYmNGx5ByE+PsQ4n9ebx8vKocOwdatzmX7dti507kcK1AvK6vYeXx8oE4diIiAWrWcjyc+P3FbWFj5gvTAQBWPi3izyrim1qhRg7Zt25bbFhwcTK1atVzbR40aRUpKChEREYSGhnLPPfeQkJBA9+7dAejfvz9t2rTh1ltv5bnnnsNqtfLII48wduxYV6H4XXfdxWuvvcYDDzzA7bffzrfffsvHH3/MggULXK+bkpLCiBEj6Ny5M127dmXq1KkUFhYycuRIAMLCws6aRbzDjOXbKbM7SGhSi/b1w42OIyLiNfR5XLzZ6u05/LDtIL4WE3f3aWp0HBGRSqPrt3ibd77/A5vdwZDOsUQE+xkdR0SkSuj67V66NY7gi7GXcrCwGJN+OBURMdx5VRtdf/313HzzzTRv3pyDBw9y5ZVXArBu3TqaNWtWqQFFRETEO+Tk5BAaGmp0DDkPuUdKCA/Sl8cncjhg715Yvx42bz5enL51K+zff+ZjfXwgNhYaNIC6dSE62rnExJR/jIhwdkgXEfmr6rqmTpkyBbPZzODBgykuLiYpKYnXX3/dtd9isTB//nzGjBlDQkICwcHBjBgxgscff9w1pnHjxixYsIB7772Xl19+mfr16/POO++QlJTkGjN06FD279/PxIkTsVqtxMXFsWjRIqKioiqcRTxf3pFSPlqdCcDfezcxOI2IiHfR53HxZi+n/grAkM6x1K8ZZHAaEZHKo+u3eJOiUhvTvtvGoSOlNK0TQmKbqLMfJCLigXT9di8+FjMdYsONjiEiIn86r2L1KVOm0KhRI3bt2sVzzz1HSEgIAPv27ePuu++u1IAiIiLiuRwOh+suZX0w90wOh4OrXv6esCA/Xh/Wica1g42OVO3sdtiyBdaudRan//ST8/HAgdMfU68etGwJTZtCo0bQsOHxpW5dsFiqKbyIeI3quKampaWVWw8ICGDatGlMmzbttMc0bNiQhQsXnvG8ffr0Yd26dWcck5ycTHJy8mn3VySLeLb/rtrJkRIbraJr0LtFHaPjiIh4PH0el4vBmh3qqi4i3kXXb/FWizZaOXSklLphAfRtFWl0HBGRSqXrt4iISMWcV7G6r68v991330nb77333gsOJCIiIt7jkksuYeLEiVx//fX4+Z2+M/dvv/3GSy+9RMOGDXnooYeqMaGczfpduezNKyLvaCkxYQFGx6kWeXmwahWkpzuXlSud2/7KYoFWraBtW+djy5bOpUUL+PNeThGRSqNrqnizolIb7/2wA4A7ezXRlKwiIpVA7x3kYvDqt9sAuCG+vrqqi4hX0PVbvNV/V+4E4MauDbCY9ZlfRLyLrt/u6efducxalUmflpEMaBttdBwREeEcitW//PJLrrzySnx9ffnyyy/POPbaa6+94GAiIiLi+V599VUefPBB7r77bq644go6d+5M3bp1CQgI4NChQ2zevJnly5ezadMmkpOTGTNmjNGR5S8WbtgHwOWtowjw9c524EeOwPffw5IlzuWnn8DhKD8mKAg6dYK4OOfSoQNccgkEBhqRWEQuRrqmijf7ZnMWBwqKqRsWwDUd6hodR0TEK+i9g3i7jXvyWPbrfixmE2N6NzM6johIpdD1W7zRFms+P+48hMVs4sYusUbHERGpdLp+u6elW/cze80uDheVqVhdRMRNVLhYfdCgQVitViIjIxk0aNBpx5lMJmw2W2VkExEREQ93+eWX8+OPP7J8+XLmzJnDhx9+yM6dOzl69Ci1a9emY8eODB8+nGHDhlGzZk2j48pfOBwOFm6wAnBVO+/5EO9wwKZN8OWXsHgxrFgBJSXlxzRpAgkJ0KOH87FdO/A5rzmJREQqh66p4s2uaR9DzSBfCott+FrMRscREfEKeu8g3q51TCjTbu7EtuwCGtRSV3UR8Q66fos3mrUqE4D+baKIDL04Zm8VkYuLrt/uafWOHAC6No4wOImIiBxT4ZIbu90OQGlpKX369GH69Om0aNGiyoKJiIiI97jsssu47LLLjI4h5+jn3XnsyT1KkJ+FPi0jjY5zQWw2Z1H6vHnwxRfw++/l98fGwhVXQGIi9O0L0d5Tmy8iXkbXVPFGJpOJns3rGB1DRMQr6b2DeCuL2cTA9jFGxxARqRK6fou3KCwu47O1ewC4pXtDg9OIiFQtXb/dR6nNTsbOQwB0a6JidRERd3HO7ap8fX3ZsGEDZrM6XYmIiMjZXXXVVeTl5bnWn3nmGXJzc13rBw8epE2bNgYkk7NZuHEfAH1bRRLgazE4zblzOODHH2H8eKhXD3r1gpdechaq+/vDVVfBtGnw66+wcye8+y7cdJMK1UXEfemaKt6ouEyz84mIVBW9dxBvVWazGx1BRKTK6Pot3qSguIzLW0fSMqoGCU1qGR1HRKTK6PrtXjbuyeNIiY3wIF9aRNYwOo6IiPzpvCrOb7nlFt55553KziIiIiJe6Ouvv6a4uNi1/vTTT5OTk+NaLysrY+vWrUZEkzNwOBws3OAsVr+qrWd1Ktu1C558Elq3hi5d4OWXISsLataEW26BTz6BAwdgwQK4+25o3hxMJqNTi4icna6p4m22ZR+m29OpPP/1FhwOh9FxRES8jt47iDfafqCQy579jreX/aH3DyLilXT9Fm8SFRrAyzd2ZME/LsNs1pfwIuK9dP12L6u2O//tuzSK0PVHRMSN+JzPQWVlZcyYMYMlS5YQHx9PcHBwuf0vvfRSpYQTERERz/fXHw71Q6JncDjgkYFt+HqTlb6t6hgd56zsdliyBN54A7780rkOEBAAgwY5i9T79wdfX0NjiohcEF1TxdvM+GEHuUdK+TWrAJPuHBMRqXR67yDe6I20bVjzi1j5x0FG92pidBwRkUqn67d4Ix/LefVQFBHxGLp+u5c1fxard2scYXASERE50XkVq2/cuJFOnToB8Ouvv5bbpx8XRURERDyf2Wwi6ZJoki6JNjrKGRUUwLvvwmuvwbZtx7f37g0jR8Lf/gahocblExERkVM7VFjCZ2t3AzDqssYGpxERERFPsCf3KJ+t3QPA2H7NDE4jIiIiZzJv3R7a1A2lRVQNo6OIiMhFJudICQCdG6lYXUTEnZxXsfp3331X2TlERETES5lMppNuZtPNbXKhDh50Fqi/8gocm0UvNBRGjIC77oI2bYzNJyJSFXRNFW8ya3UmRaV2Lqkbqg43IiJVRO8dxNu8ufR3yuwOLm1Wi04NahodR0SkSuj6Ld4g90gJD376M8VldhaN70mraHWUERHvpuu3e/n87ks5UFBMeKCm3BYRcSfnVawuIiIiUlEOh4PbbrsNf39/AIqKirjrrrsIDg4GoLi4+LzO+8wzzzBhwgTGjRvH1KlTXef+5z//yezZsykuLiYpKYnXX3+dqKgo13GZmZmMGTOG7777jpCQEEaMGMHkyZPx8dHbomN+yzrMVz/t5ar2MW73JfL+/fDMMzB9Ohw54tzWrBncdx8MGwYhIcbmExGpSlV1TRWpbiVldt5fsQNwdlXXDzciIlVD7x3Em2QfLmL2ml0AjO2rruoi4r10/RZv8OnaPRSX2WkdE0pLdVYXkYuArt/up3aIv9ERRETkL1SVJSIiIlVqxIgR5dZvueWWk8YMHz78nM65Zs0a3nzzTdq3b19u+7333suCBQuYO3cuYWFhJCcnc/311/PDDz8AYLPZGDhwINHR0axYsYJ9+/YxfPhwfH19efrpp8/xL/NeX/60l1e/3cYW62HeGt7Z6DgAHD4ML70EL7wABQXObR07wkMPweDBYLEYm09EpDpUxTVVxAgLN+wj+3AxkTX8ubp9XaPjiIh4Lb13EG/yzvfbKSmz06lBOAlNahkdR0Skyuj6LZ7O4XDw4aqdAAzr1kA3qIvIRUHXb/fhcDh07RERcVMqVhcREZEq9d5771Xq+QoKChg2bBhvv/02Tz75pGt7Xl4e7777LrNmzaJfv36u127dujUrV66ke/fufPPNN2zevJklS5YQFRVFXFwcTzzxBA8++CCPPfYYfn5+lZrVU/1voxWAq9rFGJwEysqcXdQnTYIDB5zb4uPhySchKQn0XYOIXEwq+5oqYpT3ftgOwPCEhvj5mA1OIyLivfTeQbxFYXEZH650Fr3d06+5Cg9ExKvp+i2eLv2Pg/yxv5BgPwuDOtYzOo6ISLXQ9dt9DHp9BTX8fXj8uktoUkdTcstxDkf5xV22Xejf5KnHe3J2T9ewIRhVGqVidREREfEoY8eOZeDAgSQmJpYrVs/IyKC0tJTExETXtlatWtGgQQPS09Pp3r076enptGvXjqioKNeYpKQkxowZw6ZNm+jYsWO1/i3u6Pf9BWzLLsDXYqJf60hDs3z/PSQnw88/O9dbtICnnnJ2Utfv0iIiIp5r6o0deX/FDm7u1tDoKCIiIuIBgv19mHtXD774aQ99WtYxOo6IiIicwYcrMwEY1LEeIf4qRxERkeqTe6SEn3blAhAepCZ1VaG01Dkj+pEjcPTomR+PHIGiIigpcS6lpef+aLeDzXb6x3PZZ7cb/a8n4h5++w2aNTPmtfXpQERERDzG7NmzWbt2LWvWrDlpn9Vqxc/Pj/Dw8HLbo6KisFqtrjEnFqof239s36kUFxdTXFzsWs/Pz7+QP8HtLd6cBUD3JrUIDfA1JENWFtx3H/z3v871iAhnJ/XRo8FH715FREQ8XuPawTx27SVGxxAREREP0qZuKG3qhhodQ0RERM4g+3ARX29y/tYyTDeoi4hINVubeQiAJrWDiQhWsfrpOBxw6BDs3398yc52PubkQF7eyUt+vvPx6FGj03sWk+l4E75jz0+3fj7ndvfjPCHjhRznqcwGTnisch8RERHxCLt27WLcuHEsXryYgICAanvdyZMnM2nSpGp7PaMdK1bv3ybqLCMrn8MBs2c7u6nn5Dg/FIweDU8/DbVqVXscERERqWQOhwPTxfatn4iIiFyQolIbAb4Wo2OIiIhIBWzLLiAs0JcGtYJ0k5mIiFS7jJ3OYvX4hjUNTmIchwP27IGdO2HXrpOXvXudRellZRf2Oj4+EBQEgYHOxxOfn/gYGAj+/uDr61z8/E79eKptPj5gsRxfzOaTn5/rNrP57EXjZ1o/l2NE5GQqVhcRERGPkJGRQXZ2Np06dXJts9lsLFu2jNdee42vv/6akpIScnNzy3VXz8rKIjo6GoDo6GhWr15d7rxZWVmufacyYcIEUlJSXOv5+fnExsZW1p/lVvYfLnbdcZ5YzcXqWVkwZgx8/rlzvWNHePNN6NKlWmOIiIhIFXrmf1vYdegI9/RrTusY/WgtIiIiZ3a0xEbfF9Lo07IODw9sbdgMcCIiIlIxPZrWJn3C5WQfLjI6ioiIXIQupmL1o0dh40b45Rf49dfjy2+/wZEjFTtHaCjUqeNcIiOdj7VqQVjY8SU0tPx6WBjUqOEsJhcROVcqVhcRERGPcPnll7Nhw4Zy20aOHEmrVq148MEHiY2NxdfXl9TUVAYPHgzA1q1byczMJCEhAYCEhASeeuopsrOziYyMBGDx4sWEhobSpk2bU76uv78//v7+VfiXuY/fsg9Tw9+HRrWDiQkLrLbXXbAAbrsNDhxw3iH973/DhAn6kCsiIuJNCovLmLU6k8NFZQzpHKtidRERETmrTzJ2Yc0v4offDxCk7uoiIiIewc/HTP2aQUbHEBGRi0ypzc76XbmA9xWrFxTA6tWwdi2sXw/r1sGWLWC3n3q8xQKxsade6tc/Xph+kZRAiIgbUbG6iIiIeIQaNWrQtm3bctuCg4OpVauWa/uoUaNISUkhIiKC0NBQ7rnnHhISEujevTsA/fv3p02bNtx6660899xzWK1WHnnkEcaOHXvRFKSfSY+mtcn49xVk5VdP15PSUvjXv+D5553rHTrAzJkQF1ctLy8iIiLV6PN1ezhcVEajWkH0bl7H6DgiIiLi5spsdt76/g8ARvdsgo/FbHAiEREROZMt1nxaRNbAbDYZHUVERC5Cv+zLp6jUTligL03rhBgd54JkZ8PSpfDDD7B8ubNA3WY7eVzt2tC2LbRsCS1aHF8aN1ZTOBFxTypWFxEREa8xZcoUzGYzgwcPpri4mKSkJF5//XXXfovFwvz58xkzZgwJCQkEBwczYsQIHn/8cQNTuxdfS/V0PcnMhBtvhPR05/q4cfDss7qDW0RExBs5HA4+SN8BwK0JjfTDtYiIB5s2bRrPP/88VquVDh068Oqrr9K1a9fTjs/NzeVf//oXn332GTk5OTRs2JCpU6dy1VVXVWNq8UT/22hlV85RIoL9GBIfa3QcEREROYOcwhKuffUHIkP9+TL5MiKC/YyOJCIiFxm7A3q1qENYoK/Hff9cVub8zXzRIueydu3JYxo0gC5doGNHZ+O3uDioWxdMnvWnishFTsXqIiIi4rHS0tLKrQcEBDBt2jSmTZt22mMaNmzIwoULqziZ5zlSUkagrwVTNXyi/eEH+NvfYP9+CAuD995zrouIiIh3Sv/jIL9mFRDkZ+GG+PpGxxERkfM0Z84cUlJSmD59Ot26dWPq1KkkJSWxdetWIiMjTxpfUlLCFVdcQWRkJJ988gn16tVj586dhIeHV3948SgOh4M3l/0OwIiERgT6WQxOJCIiImfy2drdlNjshAf5qlBdREQMERcbzge3n/5mendTWgrffgtz5sDnn0Nubvn9HTpAz55w6aXOJVb3cIuIF1CxuoiIiIjwyOcbWb0jh4lXt6H/JdFV9jozZ8Kddzo/gHfsCJ9+6pyKTERERLzXByt2AvC3jvUIC9T8oyIinuqll15i9OjRjBw5EoDp06ezYMECZsyYwUMPPXTS+BkzZpCTk8OKFSvw/XP+6UaNGlVnZPFQK34/yMY9+QT6Whie0NDoOCIiInIGDoeD2Wt2AXBjlwYGpxEREXFfDgdkZMA778Ann8DBg8f31aoF/fvDlVc6H6OijMspIlJVzEYHEBERERFjldnspG7JZveho4QHVU3XE7sd7r8fRo50FqoPHgzff69CdREREW+3J/co32y2AjCiRyNjw4iIyHkrKSkhIyODxMRE1zaz2UxiYiLp6emnPObLL78kISGBsWPHEhUVRdu2bXn66aex2WzVFVs81Izl2wEY2iWWmurOKiIi4tYydh5iW3YBgb4Wroura3QcERG5CB0tsXGgoNjoGKd1+DBMnw7x8dClC7z5prNQPTIS7r4b0tIgKwtmzYJbb1Whuoh4L3VWFxEREbnIrd6RQ97RUiKC/YhvWLPSz19SArfdBh995Fz/97/hscfArNsmRUREvF5YoC//GtiGrdZ8WkTVMDqOiIicpwMHDmCz2Yj6yy+mUVFRbNmy5ZTH/PHHH3z77bcMGzaMhQsXsm3bNu6++25KS0t59NFHTxpfXFxMcfHxH5fz8/Mr948Qj/H8kA58kL6DwZ3qGx1FREREzuKj1c6u6gPbx1AjQLOpiYhI9Vv2237+/p8Mereow/u3dzU6jovVCi+/DG+8AXl5zm3+/nDDDc4Gb717g48qN0XkIqL/yxMRERG5yC3enAVAv1aRWMymSj13YaHzA/eiRc4P2zNnwrBhlfoSIiIi4sZC/H0YdZmmUhERuRjZ7XYiIyN56623sFgsxMfHs2fPHp5//vlTFqtPnjyZSZMmGZBU3E1EsB/jE1sYHUNERETOIu9oKQs27AXgpq6xBqcREZGL1U+7cgGIDg0wNsifdu2Cp55y/i5+7J78Fi3grrtg+HCoVcvQeCIihlGxuoiIiMhFzOFwkPpLNgCJrSt3TrHcXBg4EFasgMBA+PRTuPLKSn0JERERERERqQa1a9fGYrGQlZVVbntWVhbR0dGnPCYmJgZfX18sFotrW+vWrbFarZSUlODn51du/IQJE0hJSXGt5+fnExuroqeLSYbuqOIAAQAASURBVKnNjq9F07CJiIh4itRfsigqtdM8MoRODSp/1lYREZGK+Gl3LgBxDcINzZGTA888A6+8crxIPSEBHnwQrrlGs46LiOj/BkVEREQuYr/vLyQz5wh+FjM9m9eutPPm5UH//s5C9fBwWLJEheoiIiIXE4fDwf1zf+KTjN0Ul9mMjiMiIhfIz8+P+Ph4UlNTXdvsdjupqakkJCSc8phLL72Ubdu2YbfbXdt+/fVXYmJiTipUB/D39yc0NLTcIheXpxb8wv+9mc7azENGRxEREZEK+FvHenxyVwL/vroNJlPlztoqIiJSEXa7g5935QHQoX64IRnKypwF6k2bwvPPOwvVe/WCpUvhhx/guutUqC4iAipWFxEREbmofbfF2VW9W5MIgv0rZ9Kd/HwYMADWrHFOY7Z0KfToUSmnFhEREQ+xNjOXuRm7efjzDRQWq1hdRMQbpKSk8Pbbb/P+++/zyy+/MGbMGAoLCxk5ciQAw4cPZ8KECa7xY8aMIScnh3HjxvHrr7+yYMECnn76acaOHWvUnyBuLKewhNlrMlm9PYejJXrvICIi4glMJhOdG0XQq0Udo6OIiMhF6o8DBRwuLiPQ10KLqJBqf/01a6BbNxg3zjnreLt2sGABpKU5C9Z1L5eIyHGVU5EkIiIiIh6pc6OaDE9oSFxseKWcr6AArroKVq6EmjWdHdXbt6+UU4uIiIgH+SB9BwDXdqhLRPDJ3XNFRMTzDB06lP379zNx4kSsVitxcXEsWrSIqKgoADIzMzGf0CosNjaWr7/+mnvvvZf27dtTr149xo0bx4MPPmjUnyBu7IP0HRSV2mlbL5QeTWsZHUdERETOwmZ3YDGrAk9ERIy1/s+u6u3qheFjqb6evUVF8PDDMHUqOBzOmcafeQbuuAMslmqLISLiUVSsLiIiInIR69igJh0b1KyUc5WUwPXXO6czCwuDxYshLq5STi0iIiIeJPtwEQs37APgth6NjA0jIiKVKjk5meTk5FPuS0tLO2lbQkICK1eurOJU4umOlth4f8UOAO7q3RSTWs+JiIi4tcLiMq54aSn9Wkcy4crWlTZrq4iIHDdt2jSef/55rFYrHTp04NVXX6Vr165nPW727NncdNNNXHfddcybN6/qgxrsp125AHSIDau219ywAW6+GTZudK7fcgu88AL8eS+/iIicRvXdUiQiIiIiXstuh9tvdxaoBwfDN99AfLzRqURERMQIs1ZlUmpzEN+wJm3rVd+PBCIiIuKZ5mbs4tCRUhpEBDHgkmij44iIiMhZLPh5H3vzilj+2wGC/NQ+VkSkss2ZM4eUlBQeffRR1q5dS4cOHUhKSiI7O/uMx+3YsYP77ruPnj17VlNS4/VtVYdbuzekT8vIKn8thwOmTYPOnZ2F6pGRMH8+/Oc/KlQXEakIFauLiIiIXKQWbtjHqj8OUmqzX/C5JkyADz8EHx/45BOowI39IiIi4oVKyux8uCoTgOEJDQ1OIyIiIu6uzGbn7e//AGB0z8bVOm27iIiInJ+P1jg/9w/t0kAzooiIVIGXXnqJ0aNHM3LkSNq0acP06dMJCgpixowZpz3GZrMxbNgwJk2aRJMmTaoxrbH6tYriiUFtubRZ7Sp9naIiGDkSkpOds41ffbWzw/rAgVX6siIiXkXf+omIiIhchOx2B49+uYmhb61k1R85F3SuadPgueecz995BwYMqISAIiIi4pG+2Wxl/+Fi6tTw58q2MUbHERERETe3eHMWu3KOEhHsxw3xsUbHERHxKsuWLeOaa66hbt26mEwm5s2bd8bxaWlpmEymkxar1Vo9gcUjbLUeZl1mLj5mEzfE1zc6joiI1ykpKSEjI4PExETXNrPZTGJiIunp6ac97vHHHycyMpJRo0ad9TWKi4vJz88vt8jp7dkDvXrB+++D2QwvvghffunsrC4iIhXnY3QAEREREal+m/bms/9wMcF+Fro0rnne50lNhXHjnM+fegpGjKikgCIiIuKR6oT4c1mz2nRqWBM/H/VIEBERkTO7ok0UL98YR3GpnUA/i9FxRES8SmFhIR06dOD222/n+uuvr/BxW7duJTQ01LUeqUosOcFHq51d1RNbR1Gnhr/BaUREvM+BAwew2WxERUWV2x4VFcWWLVtOeczy5ct59913Wb9+fYVeY/LkyUyaNOlCoxpu0948ikrtXFI3lADfqvk8+csv0L8/7N4NEREwZw6ccB+BiIicAxWri4iIiFyEvt2SDcClzWrj73N+H963b4f/+z+w2eDWW2HChMpMKCIiIp6oW5NadGtSC4fDYXQUERER8QA+FjPXxdUzOoaIiFe68sorufLKK8/5uMjISMLDwys/kHi8olIbn6/bA8CNXTUjioiIOzh8+DC33norb7/9NrVr167QMRMmTCAlJcW1np+fT2ys5/3/+lvL/uCL9Xu5N7EF4xKbV/r509Ph6qshJwdatYKFC6Fx40p/GRGRi4aK1UVEREQuQt9udRar92t1fl1xCgrguuucH867dIE33wSTqTITioiIiCcz6Y2BiIiInIXN7sBi1nsGERF3ExcXR3FxMW3btuWxxx7j0ksvNTqSuIlFG63kHS2lXnggPZvXMTqOiIhXql27NhaLhaysrHLbs7KyiI6OPmn877//zo4dO7jmmmtc2+x2OwA+Pj5s3bqVpk2bljvG398ff3/Pnx3jp125AMQ1CK/0cy9ZAtdeC0ePQrdusGAB1KpV6S8jInJR0XzMIiIiIheZAwXF/Lw7F4C+51Gs7nDAHXfAhg0QFQWffQaBgZUcUkREqtQbb7xB+/btCQ0NJTQ0lISEBP73v/+59hcVFTF27Fhq1apFSEgIgwcPPunL8czMTAYOHEhQUBCRkZHcf//9lJWVlRuTlpZGp06d8Pf3p1mzZsycOfOkLNOmTaNRo0YEBATQrVs3Vq9eXW5/RbKI8UrK7Exf+jvZ+UVGRxEREREPsHFPHj2f/ZaZP2w3OoqIiPwpJiaG6dOn8+mnn/Lpp58SGxtLnz59WLt27WmPKS4uJj8/v9wi3qtzo5qM7duUO3s10Q1nIiJVxM/Pj/j4eFJTU13b7HY7qampJCQknDS+VatWbNiwgfXr17uWa6+9lr59+7J+/XqP7JheEblHSthx8AgAHeqHVeq509KOF6oPGACpqSpUFxGpDCpWFxEREbnILN26H4cDLqkbSlRowDkf//bbMGcO+PjAp59C/fpVEFJERKpU/fr1eeaZZ8jIyODHH3+kX79+XHfddWzatAmAe++9l6+++oq5c+eydOlS9u7dy/XXX+863mazMXDgQEpKSlixYgXvv/8+M2fOZOLEia4x27dvZ+DAga4vxcePH88dd9zB119/7RozZ84cUlJSePTRR1m7di0dOnQgKSmJ7Oxs15izZRH38M1mK8/8bwt/e30FdrvD6DgiIiLi5t5c9gd784pY92cnPBERMV7Lli35+9//Tnx8PD169GDGjBn06NGDKVOmnPaYyZMnExYW5lq8tSBOnOrXDOL+pFaM6NHI6CgiIl4tJSWFt99+m/fff59ffvmFMWPGUFhYyMiRIwEYPnw4EyZMACAgIIC2bduWW8LDw6lRowZt27bFz8/PyD+lyvy8Ow+ARrWCCA+qvL/x++9h4EBnofrAgTBvHgQHV9rpRUQuaj5GBxARERGR6rVq+0EA+rY8967qGzbAuHHO508/DZoBVkTEM504JSjAU089xRtvvMHKlSupX78+7777LrNmzaJfv34AvPfee7Ru3ZqVK1fSvXt3vvnmGzZv3sySJUuIiooiLi6OJ554ggcffJDHHnsMPz8/pk+fTuPGjXnxxRcBaN26NcuXL2fKlCkkJSUB8NJLLzF69GjXl+zTp09nwYIFzJgxg4ceeoi8vLyzZhH3MGtVJgDXd6qHWd3VRERE5Ax25Rxhwc97AbizVxOD04iIyJl07dqV5cuXn3b/hAkTSElJca3n5+erYF1EROQCDR06lP379zNx4kSsVitxcXEsWrSIqKgowDnrqdl8cfen3bDHWazern54pZ1z3Tq46io4cgSSkuCTT8Dfv9JOLyJy0XOLK9fZpvz+q7lz59KqVSsCAgJo164dCxcuLLff4XAwceJEYmJiCAwMJDExkd9++821f8eOHYwaNYrGjRsTGBhI06ZNefTRRykpKXGNSUtL47rrriMmJobg4GDi4uL48MMPzzmLiIiIiLt55vr2fJV8GTd2PbcfDQoLYehQKCqCK6+Ef/6zigKKiEi1stlszJ49m8LCQhISEsjIyKC0tJTExETXmFatWtGgQQPS09MBSE9Pp127dq4vxwGSkpLIz893dWdPT08vd45jY46do6SkhIyMjHJjzGYziYmJrjEVySLG236gkBW/H8RkgqFdVJQgIiIiZ/bO939gd0CvFnW4pG7lTtcuIiKVa/369cTExJx2v7+/P6GhoeUW8T4lZXbunbOeb7dkYdNsaiIi1SI5OZmdO3dSXFzMqlWr6Natm2tfWloaM2fOPO2xM2fOZN68eVUf0kAbjxWr16uc9x6Zmc5O6gUF0LcvfP45BJz7BOUiInIGhherV2TK7xOtWLGCm266iVGjRrFu3ToGDRrEoEGD2Lhxo2vMc889xyuvvML06dNZtWoVwcHBJCUlUVRUBMCWLVuw2+28+eabbNq0iSlTpjB9+nQefvjhcq/Tvn17Pv30U37++WdGjhzJ8OHDmT9//jllEREREXE3ZrOJdvXDqF8z6JyOGz8efvkF6taF99+Hi/yGfRERj7dhwwZCQkLw9/fnrrvu4vPPP6dNmzZYrVb8/PwIDw8vNz4qKgqr1QqA1WotV6h+bP+xfWcak5+fz9GjRzlw4AA2m+2UY048x9mynEpxcTH5+fnlFqk6s1c7u6r3aVHnnN9fiIiIyMUlp7CEOT/uAuAudVUXEalSBQUFrF+/nvXr1wOwfft21q9fT2am8zPchAkTGD58uGv81KlT+eKLL9i2bRsbN25k/PjxfPvtt4wdO9aI+OJGFm/O4vN1e3jo0w04HCpWFxER423c6yxWb1sJN0Dn5jo7qu/bB5dcAp99BoGBF3xaERH5Cx+jA5xtyu+/evnllxkwYAD3338/AE888QSLFy/mtddeY/r06TgcDqZOncojjzzCddddB8AHH3xAVFQU8+bN48Ybb2TAgAEMGDDAdc4mTZqwdetW3njjDV544QWAcoXrAOPGjeObb77hs88+4+qrr65QFhERERFvsXAhvPMOmEzw4YdQp47RiURE5EK1bNmS9evXk5eXxyeffMKIESNYunSp0bEqxeTJk5k0aZLRMS4KxWU25mbsBuCmrg0MTiMiIiLu7oP0HRSV2mlXL4yEprWMjiMi4tV+/PFH+vbt61pPSUkBYMSIEcycOZN9+/a5CtfBOQPaP//5T/bs2UNQUBDt27dnyZIl5c4hF6fZa5z/OxnSuT4+FnWxERER471wQwc27Mmjbf0LK1a32eDGG2HTJoiJcf4m/pfeOSIiUkkM/SRRkSm//+ps04hv374dq9VabkxYWBjdunU74xTheXl5REREnDHvX8ecLctfqbObiIiIGC151lrum/sTOw4UVviYQ4dg9Gjn8/HjoU+fKokmIiLVzM/Pj2bNmhEfH8/kyZPp0KEDL7/8MtHR0ZSUlJCbm1tufFZWFtHR0QBER0eTlZV10v5j+840JjQ0lMDAQGrXro3FYjnlmBPPcbYspzJhwgTy8vJcy65duyr2jyLn7JtNWeQUlhAV6k+/VpFGxxERERE3VlRq4/0VOwD4e+8mmEwmYwOJiHi5Pn364HA4TlpmzpwJwMyZM0lLS3ONf+CBB9i2bRtHjx7l4MGDfPfddypUF3blHOH73w4AMLSzblIXERH30K1JLe7o2YTQAN8LOs+kSfD1185O6vPnQwNd6kREqoyhxeoVmfL7r043jfiJU4Qf21bRc27bto1XX32Vv//976fN+vHHH7NmzRpXB/iKZPmryZMnExYW5lpiY2NP+3oiIiIile1wUSmLNlr5JGM35nP4QXjcONi7F1q0gKeeqsKAIiJiKLvdTnFxMfHx8fj6+pKamurat3XrVjIzM0lISAAgISGBDRs2kJ2d7RqzePFiQkNDadOmjWvMiec4NubYOfz8/IiPjy83xm63k5qa6hpTkSyn4u/vT2hoaLlFqoY1r4gAXzNDO8equ5qIiIicUYCvhZkju3Jr94YMuOT0Nx6KiIiI+5izxtkA4LJmtWlQK8jgNCIiIpVn/nx44gnn87fegk6djM0jIuLtfIwOYLQ9e/YwYMAAhgwZwuhjLUP/4rvvvmPkyJG8/fbbXHLJJef9WhMmTHBNrwaQn5+vgnURERGpNiv/yKHM7qBhraAKf6n8xRfwn/+A2Qzvv++8q1xERDzfhAkTuPLKK2nQoAGHDx9m1qxZpKWl8fXXXxMWFsaoUaNISUkhIiKC0NBQ7rnnHhISEujevTsA/fv3p02bNtx6660899xzWK1WHnnkEcaOHYu/vz8Ad911F6+99hoPPPAAt99+O99++y0ff/wxCxYscOVISUlhxIgRdO7cma5duzJ16lQKCwtdN4pXJIsYa3SvJvxfl1hwGJ1EREREPEGH2HA6xIYbHUNEREQqoMxmZ26Gs1j9xq6qaxAREffgbMwGPZvXoU4N//M6x/btcOutzufJyXDLLZUYUERETsnQYvWKTPn9V6ebRvzEKcKPbYuJiSk3Ji4urtxxe/fupW/fvvTo0YO33nrrlK+3dOlSrrnmGqZMmcLw4cPPKctf+fv7u360FxEREaluy37dD0Cv5nUqNP7wYRg71vn8vvtANYEiIt4jOzub4cOHs2/fPsLCwmjfvj1ff/01V1xxBQBTpkzBbDYzePBgiouLSUpK4vXXX3cdb7FYmD9/PmPGjCEhIYHg4GBGjBjB448/7hrTuHFjFixYwL333svLL79M/fr1eeedd0hKSnKNGTp0KPv372fixIlYrVbi4uJYtGhRuVnMzpZFjBcWeGFTrYqIiIj3s9sdmM0Vn+VNREREjPfd1v1k5RcTEezHFW2izn6AiIhINXj129/YefAI/xnVlTo1Kva794lsNmehem6u8/fvF1+s/IwiInIyQ4vVT5zye9CgQcDxKb+Tk5NPecyxacTHjx/v2nbiNOKNGzcmOjqa1NRUV3F6fn4+q1atYsyYMa5j9uzZQ9++fYmPj+e9997DbD55quq0tDSuvvpqnn32We68885zziIiIiLiTr7/7c9i9RYV+9D+6KOwZw80bQqTJlVlMhERqW7vvvvuGfcHBAQwbdo0pk2bdtoxDRs2ZOHChWc8T58+fVi3bt0ZxyQnJ5/2O4CKZpHqV1xm47esAtrWCzM6ioiIiLg5h8PBkDfTaRVdg/GJLc67852IiIhULx+ziVbRNejZvDb+Phaj44iIiJB3tJSdB48A0Lbu+X03/fzz8MMPUKMGfPQR+PlVZkIRETkdQ4vV4exTfg8fPpx69eoxefJkAMaNG0fv3r158cUXGThwILNnz+bHH390dUY3mUyMHz+eJ598kubNm9O4cWP+/e9/U7duXVdB/J49e+jTpw8NGzbkhRdeYP/+/a48x7qif/fdd1x99dWMGzeOwYMHY7VaAWeBfURERIWyiIiIiLiLzINH2HHwCD5mE92bRJx1/Pr18PLLzufTpkFAQNXmExEREc/y9aYs/vHROvq3ieKt4Z2NjiMiIiJubPm2A2TsPMTmvfnc17+l0XFERESkgvq2iqRPyzqU2OxGRxEREQFg0948AOqFB1Iz+NyrzNetg4kTnc9feQUaNarEcCIickaGF6ufbcrvzMzMcl3Pe/TowaxZs3jkkUd4+OGHad68OfPmzaNt27auMQ888ACFhYXceeed5Obmctlll7Fo0SIC/qyyWrx4Mdu2bWPbtm3Ur1+/XB6HwwHA+++/z5EjR5g8ebKrUB6gd+/epKWlVTiLiIiIiDtY9mdX9U4Na1IjwPeMY+12uOsu5+OQIZCUVB0JRURExJPMWrUTgNYxoQYnEREREXf35tI/ABjaJfa8iglERETEOCaTSV3VRUTEbWzakw9Au/OY8bOkBIYPh9JSuP56GDGistOJiMiZGF6sDmee8vtYYfiJhgwZwpAhQ057PpPJxOOPP87jjz9+yv233XYbt9122xkzzZw5k5kzZ55xTEWyiIiIiLiDAF8LLaJC6N2izlnHvvMOrFrlnPpsypRqCCciIiIe5Y/9Baz8IwezyVl0JiIiInI6G/fksXzbASxmE6Mua2x0HBEREakAu93B5+v2kNQ2mhB/tygpERERAWDDHmdn9bb1zr2JyosvwsaNULs2vPkmmEyVnU5ERM5EnyxERERELgI3xNfnhvj62O2OM47Ly4N//cv5/PHHoV69aggnIiIiHuWj1ZkA9G0ZSd3wQIPTiIiIiDt7c5mzq/rV7WOIjQgyOI2IiIhUxPJtB/jn3J944ZutLH+wHxazqvlERMQ9bNx7rFj93Dqr//6787dvcDZrq127spOJiMjZmI0OICIiIiLVx3yWL5WffhoOHIBWrWDs2GoKJSIiIh6jqNTGJxm7Abi5WwOD04iIiIg7yzx4hAU/7wXg772aGpxGREREKmr2GudN6v3bRKlQXURE3EZhcRnbDxQC51as7nDAmDFQVASXXw7DhlVVQhERORN1VhcRERHxcrsPHaF2iD8BvpYzjtu+HaZOdT5//nnw9a36bCIiIuJZvt5k5dCRUmLCAujdoo7RcURERMSNzfhhO3YH9GpRhzZ1z32KdhEREal+BwqKWbw5C4Abu+omdRERcR/B/j6snHA5v+zLp3aIf4WPmzsXFi8Gf3944w0w6T4sERFDqFhdRERExMvdO2c9P+/O441bOtGvVdRpx02YACUlzjvKBw6sxoAiIiLiMf63wQrA0C6x+Fg0YZ+IiIic3ti+zQj2t9CruW5wExER8RSfrd1Nqc1Bh9hwWsfoZjMREXEvUaEBRIUGVHh8URE8+KDz+UMPQfPmVRRMRETOSsXqIiIiIl6ssLiMdZm5lNkdNI+scdpx6ekwZ47zTvIXX9Qd5SIiInJqr97ckdRfsunYINzoKCIiIuLm6tTw5/6kVkbHEBERkQpyOBzMXrMLgBu7xBqcRkRE5MK98grs2AH16sH99xudRkTk4qZidREREREvtmZHDmV2B/VrBhIbEXTKMQ6H805ygJEjoUOHagwoIiIiHsXXYmZA22ijY4iIiIgbczgcmHQXvIiIiMdZs+MQf+wvJMjPwjUd6hodR0REpJzHv9pMSIAPw7o1qFB39exseOop5/Onn4bg4CoOKCIiZ6T5mkVERES82IrfDwLQo2mt045JTYVly8DfHyZNqq5kIiIi4knKbHZsdofRMURERMQDvL9iB8PeWcnq7TlGRxEREZFz8NOuXEwmuKZ9XUL81fdQRETcR6nNzn9X7uSV1N8oLrVX6JhJkyA/H+Lj4ZZbqjigiIiclT5hiIiIiHixFb8fAKBH09qn3O9wwL//7Xz+979D/frVlUxEREQ8yYIN+3jmf1sY06cpwxMaGR1HRERE3FSZzc7b329nT+5RBlyST9fGEUZHEhERkQoa3asJV7WPweHQzeoiIuJeft9fQInNToi/D/VrBp51/I4d8NZbzucvvghmtfMVETGcitVFREREvFTukRI27c0HIOE0ndUXLoSVKyEwECZMqM50IiIi4klmrcpkX14ROYUlRkcRERERN7Zgwz725B6lVrAfQzrHGh1HREREzlG98LMXAIqIiFS3X/Y5f/NuHVMDs9l01vFPPgllZXDFFdC7d1WnExGRitB9QyIiIiJeauUfB3E4oFlkCFGhASftP7GrenIyREdXc0ARERHxCNuyC1i1PQezCYZ2UdGZiIiInJrD4eDNpX8AMKJHIwJ8LQYnEhERkYpwOBxk5RcZHUNEROS0ftl3GIDWMaFnHfv77zBzpvP5pElVGEpERM6JOquLiIiIeKlL6obx8FWtCPQ79Vu+efNg3ToICYEHHqjebCIiIuI5Zq/OBKBfq0hiwtRhTURERE5t+bYDbN6XT6CvhVu7NzQ6joiIiFTQz7vzGPT6DyS1ieaNWzphMp29Y62IiEh1Ot5Z/ezF6k8+CTYbDBgACQlVnUxERCpKxeoiIiIiXio2Iog7ezU95T6HA55+2vn8H/+A2rWrMZiIiIh4jKJSG5+s3Q3Azd0aGJxGRERE3Nmxruo3do2lZrCfwWlERESkomavycThgABfswrVRUTE7TgcDjbvrVix+u+/w3/+43yuruoiIu7FbHQAEREREal+334LP/4IgYEwfrzRaURERMRdLdpoJfdIKXXDAujdItLoOCIiIuKmNu7JY/m2A1jMJkZd1tjoOCIiIlJBhcVlfLl+LwBDu+gmdRERcT95R0spLCnDbIKWUTXOOPall453Ve/atZoCiohIhaizuoiIiIgXyth5iJ0HC7m0WW2iQgNO2j95svNx1CioU6eaw4mIiIjHmLU6E3D+YG0xq7uaiIiInFqLqBq8MKQDmQcLqV8zyOg4IiIiUkHzf95LYYmNxrWD6d4kwug4IiIiJwkP8mPTpAHsOXSUQD/LaccdOADvved8/sAD1RROREQqTMXqIiIiIl5ozppMPv5xN3f2asLDV7Uut2/NGkhNBYsF7rvPoIAiIiLiEf51VWtmrcpkaJdYo6OIiIiIG/PzMXNDfH2jY4iIiMg5+mj1LgCGdonFZNJN6iIi4p4sZhMNap35xujXX4ejR6FTJ+jTp3pyiYhIxalYXURERMQLrfj9IAAJTWudtO/ZZ52PN98MDRtWZyoRERHxNB1iw+kQG250DBEREXFjDodDxW0iIiIeaIs1n/W7cvExmxjcSTediYiI5zp6FF57zfn8/vtBH1FFRNyP2egAIiIiIlK5Mg8eYfeho/iYTXRtVH7azl9/hc8+cz5/8EEDwomIiIiIiIiI1zhYUEz/Kct4f8UObHaH0XFERETkHHy8ZjcAV7SJok4Nf4PTiIiInNqdH/zIuNnr2JVz5LRjPvgA9u+HRo3ghhuqL5uIiFScitVFREREvMyK3w8Azk6owf7lJ9J59VVwOODqq+GSS4xIJyIiIp5g4YZ9PPTpz2zam2d0FBEREXFj76fv5LfsAj5duxuzOteJiIh4lHuvaM7k69txR8/GRkcRERE5paJSG6lbsvli/V58Lacuc3Q44JVXnM/Hjwcfn1MOExERg+n/nkVERES8zOrtOQAkNKlVbnteHsyc6Xw+fnz1ZhIRERHPMvOHHazekUPd8EAuqRtmdBwRERFxQ0dKyvggfQcAf+/VFJPmWRcREfEoNQJ8ualrA6NjiIiInNZvWQXY7A5qBvkSFXrqWUC+/x42b4agILjtturNJyIiFafO6iIiIiJeZtWfxerdmkSU2/7ee1BQAG3aQL9+RiQTERERT7At+zCrd+RgMZv4v86xRscRERERN/Xxml3kHimlYa0gBrSNNjqOiIiIiIiIeJlf9uUD0Dom9LQ3SL/xhvNx2DAIU98VERG3pWJ1ERERES9izStiT+5RLGYTnRrUdG232eDVV53P//EPULMzEREROZ1Zq3YB0K9VJNFhAQanEREREXdUarPz9vfbARjdswkWs75oEBER8RR/7C/gqpe/578rdxodRURE5Iw2n1CsfipZWfDpp87nY8ZUVyoRETkfKlYXERER8SLRYQGs+VciM0d2Idjfx7V94UL44w+oWRNuucXAgCIiIuLWikptfLp2NwA3aypwERH5i2nTptGoUSMCAgLo1q0bq1evrtBxs2fPxmQyMWjQoKoNKNVm4YZ97Mk9Sq1gP26Ir290HBERETkHc37cxeZ9+aT+kmV0FBERkTPaYj1zsfq770JpKXTvDh07VmcyERE5VypWFxEREfEydWr407N5nXLbXnnF+XjHHRAcbEAoERER8Qj/27iPvKOl1AsPpFeLOmc/QERELhpz5swhJSWFRx99lLVr19KhQweSkpLIzs4+43E7duzgvvvuo2fPntWUVKqaw+Fg+tI/ALitRyMCfC0GJxIREZGKKimz82mG8yb1G3WTuoiIuDGHw8FW62EAWkXXOGm/zQZvveV8rq7qIiLuT8XqIiIiIl5u61ZYsgTMZrj7bqPTiIiIiDv7aNUuAG7sEovFbDI4jYiIuJOXXnqJ0aNHM3LkSNq0acP06dMJCgpixowZpz3GZrMxbNgwJk2aRJMmTaoxrVQlk8nEk4MuYWC7GG5NaGh0HBERETkH327J4kBBCXVq+NOvVaTRcURERE6rsMRGnRr++PmYaRYZctL+776DnTshPByGDKn+fCIicm5UrC4iIiLiJbLzi7jlnVVM+24bDofDtf2dd5yPV10FjRoZk01ERETcn93uoEezWtSvGcj/dYk1Oo6IiLiRkpISMjIySExMdG0zm80kJiaSnp5+2uMef/xxIiMjGTVqVHXElGoU3zCCacM6ER7kZ3QUEREROQcfrXbepD4kvj6+FpWLiIiI+wrx9+Gbe3uzaVLSKWf0ev995+ONN0JgYDWHExGRc+ZjdAARERERqRyrtuewfNsBDh0pYWzfZgAUF8PMmc79o0cbl01ERETcn9lsYnxiC8Zd3hyTSV3VRUTkuAMHDmCz2YiKiiq3PSoqii1btpzymOXLl/Puu++yfv36Cr1GcXExxcXFrvX8/PzzzisiIiIiJ9uVc4Rlv+0HYKhuUhcREQ9xqpurDh+Gzz5zPh8xopoDiYjIedGtsiIiIiJeYvX2HAC6No5wbfviCzhwAOrWdXZWFxERETkbFaqLiMiFOnz4MLfeeitvv/02tWvXrtAxkydPJiwszLXExqqAyh398+OfeOzLTWTlFxkdRURERM7RR6szcTigZ/PaNKwVbHQcERGR8/bJJ3DkCLRoAd26GZ1GREQqQp3VRURERLzEqu0HAeh2QrH62287H0eOBB+98xMREZHTWLHtAIeLy+jXKlLTgIuIyElq166NxWIhKyur3PasrCyio6NPGv/777+zY8cOrrnmGtc2u90OgI+PD1u3bqVp06bljpkwYQIpKSmu9fz8fBWsu5ntBwr5bN1uHA64uVsDokIDjI4kIiIi5+Cy5rX5LbuAG+LrGx1FRETkrIa9s5KCojImXdeWuNjwcvvef9/5OGIEqPeKiIhnUMmSiIiIiBfIKSzh16wCALo0char//EHLFni/IA+apSR6URERMTdTVnyK2t2HGLCla34e++mZz9AREQuKn5+fsTHx5OamsqgQYMAZ/F5amoqycnJJ41v1aoVGzZsKLftkUce4fDhw7z88sunLEL39/fH39+/SvJL5Xhr2R84HHB5q0haRNUwOo6IiIicox5Na9OjacVmvRERETGSw+FgfWYuhSU2gv0s5fZt3w5Llzp/A7/1VoMCiojIOVOxuoiIiIgXWLMjB4DmkSHUCnH+uP/OO859V1wBjRsblUxERETc3a9Zh1mz4xAWs4lBHesZHUdERNxUSkoKI0aMoHPnznTt2pWpU6dSWFjIyJEjARg+fDj16tVj8uTJBAQE0LZt23LHh4eHA5y0XTxD9uEiPl27G4C7+ujGNhEREREREak6e3KPUlhiw9diolHt4HL7Zs92PvbtC5qQTUTEc2heZxEREREvsOoPZ7F618bOruo2G8yc6dw3erRBoURERMQjfLQ6E3B2SY0KDTA4jYiIuKuhQ4fywgsvMHHiROLi4li/fj2LFi0iKioKgMzMTPbt22dwSqkq7/2wg5IyO50ahNO5YU2j44iISAUsW7aMa665hrp162IymZg3b95Zj0lLS6NTp074+/vTrFkzZh77klk82o4DhTy3aAu7co4YHUVERKRCfs06DEDTOiH4WsqXN378sfPxppuqO5WIiFwIdVYXERER8QJ2h4NgPwvdmtQC4NtvYd8+iIiAa681OJyIiIi4raJSG59mOLuk3tytgcFpRETE3SUnJ5OcnHzKfWlpaWc8VsVunutwUSn/XbkTgLt6N8VkMhmcSEREKqKwsJAOHTpw++23c/311591/Pbt2xk4cCB33XUXH374Iampqdxxxx3ExMSQlJRUDYmlqsxanclby/5gi/UwM27rYnQcERGRs9pqLQCgRVSNctt/+w3WrweLBf72NwOCiYjIeVNndREREREv8Ni1l/DTo/0ZcEk0AP/5j3P70KHg52dgMBERcUuTJ0+mS5cu1KhRg8jISAYNGsTWrVvLjSkqKmLs2LHUqlWLkJAQBg8eTFZWVrkxmZmZDBw4kKCgICIjI7n//vspKysrN6YiXdmmTZtGo0aNCAgIoFu3bqxevfqcs8j5WbhhH/lFZdQLD6Rn8zpGxxERERE3NGtVJoeLymgWGUJi6yij44iISAVdeeWVPPnkk/ytgpVc06dPp3Hjxrz44ou0bt2a5ORkbrjhBqZMmVLFSaUqFZfZmPvjLgBu7qqb1EVExDMc66zeIiqk3Pa5c52PiYlQq1Z1pxIRkQuhYnURERERL+FjMePnY6awED77zLnt1luNzSQiIu5p6dKljB07lpUrV7J48WJKS0vp378/hYWFrjH33nsvX331FXPnzmXp0qXs3bu3XCc2m83GwIEDKSkpYcWKFbz//vvMnDmTiRMnusYc68rWt29f1q9fz/jx47njjjv4+uuvXWPmzJlDSkoKjz76KGvXrqVDhw4kJSWRnZ1d4Sxy/matygTgpq6xWMzqkioiIiInuy6uHnf2asI9/Zph1vsFERGvlZ6eTmJiYrltSUlJpKenn/aY4uJi8vPzyy3iXhZttHLoSCl1wwLo2yrS6DgiIiIVstV6rFi9fGf1jz92Pg4ZUt2JRETkQvkYHUBERERELkxxmQ1/H4trfd48KCyEpk2he3fjcomIiPtatGhRufWZM2cSGRlJRkYGvXr1Ii8vj3fffZdZs2bRr18/AN577z1at27NypUr6d69O9988w2bN29myZIlREVFERcXxxNPPMGDDz7IY489hp+fX7mubACtW7dm+fLlTJkyxTWF+EsvvcTo0aMZOXIk4OzktmDBAmbMmMFDDz1UoSxyfgqLyyix2bGYTQzpHGt0HBEREXFT0WEBPHxVa6NjiIhIFbNarURFlZ9BIyoqivz8fI4ePUpgYOBJx0yePJlJkyZVV0Q5Dx/+eZP60C4NdJO6iIh4jCZ1giksKaNl9PFi9V9/hZ9+Ah8fGDTIuGwiInJ+VKwuIiIi4uFGzFhNVn4xz1zfjm5NavGf/zi333ILmPTds4iIVEBeXh4AERERAGRkZFBaWlquo1qrVq1o0KAB6enpdO/enfT0dNq1a1fuh+ykpCTGjBnDpk2b6Nix42m7so0fPx6AkpISMjIymDBhgmu/2WwmMTHR1bmtIlnk/AT7+/Bl8mXsyjlCVGiA0XHESzgcYLNBaSmUlYHd7ly3209+fqZ95/rc4XAuxzKcuFRkW3Udd7Z/OyP3u0OGyvgbxo93/mgpIiIiIlVvwoQJpKSkuNbz8/OJjdXN0O7it6zDrN6eg8VsYmgX/XcRERHP8drNnU7aNneu8zExEWrVquZAIiJywfS1vYiIiIgHK7XZWb8rl6JSO7VC/Ni3DxYvdu675RZjs4mIiGew2+2MHz+eSy+9lLZt2wLObmp+fn6Eh4eXGxsVFYXVanWNOVXHtWP7zjTmWFe2Q4cOYbPZTjlmy5YtFc7yV8XFxRQXF7vWNQ35mcVGBBkdQS6AwwFHjkBBgXN2nYKC48+LiqC42Pl4Lktp6fGlrOzcn4sYKTlZxeoileXrTVZmrcpkbN9mdG0cYXQcERGpYtHR0WRlZZXblpWVRWho6Cm7qgP4+/vj7+9fHfHkPMxa7eyqfnmrSKLDdJO6iIh4tk8/dT4OGWJsDhEROT/62l5ERETEg23em09RqZ3wIF+a1A7h5ZednSW7d4dmzYxOJyIinmDs2LFs3LiR5cuXGx2l0mga8rPbll1AnRr+hAX6Gh3lomazQV4eHDrkXHJzjz//67b8/OOF6CcuhYUV6zbtLkwmMJvBYnE+VsZzk+nk5dhrVda2yjxnRf6NNOb8x5jNZz+HiJydw+HgjbTfWb8rl7b1QlWsLiJyEUhISGDhwoXlti1evJiEhASDEsmFCvKzUMPfh5u7NTA6ioiISIUdLbER4GvGdMKXQLt3w7p1zu+FrrnGwHAiInLeVKwuIiIi4sF+3HkIgE4NamI2m/joI+d2dVUXEZGKSE5OZv78+Sxbtoz69eu7tkdHR1NSUkJubm65juZZWVlER0e7xqxevbrc+Y51YDtxzJm6slksFiwWyynHnHiOs2X5K01DfnYPfvozm/bmMe3mTlzeOursB0iF2e2wf7/zBxSrFbKynEt29smPBw44x1eW4GAICXEuQUEQGAgBAeDv73w803JsjL8/+PmBr69z8fE5/vyv62d77uNzvLD8xKJyERFxf6u357B+Vy5+PmZu69HY6DgiInIeCgoK2LZtm2t9+/btrF+/noiICBo0aMCECRPYs2cPH3zwAQB33XUXr732Gg888AC333473377LR9//DELFiww6k+QC3R/UivG9m1GgI/F6CgiIiIVdt/cn1i+7QCPX3cJ18XVA+Crr5z7EhKgTh0Dw4mIyHlTsbqIiIiIB8vYmQNAfMOabN8Oa9Y4i4FuuMHgYCIi4tYcDgf33HMPn3/+OWlpaTRuXL4AKT4+Hl9fX1JTUxk8eDAAW7duJTMz09VRLSEhgaeeeors7GwiIyMBZ8e10NBQ2rRp4xpzpq5sfn5+xMfHk5qayqBBgwCw2+2kpqaSnJxc4Sx/pWnIz2yr9TAZOw/hYzbRrn6Y0XE8TkkJ7NgB27bBzp2wa1f5Zfdu55hzERwM4eFQs+apl/BwCAuDGjXKF6SfuAQGqqO0iIhUnulLfwfghvj61Kmh91UiIp7oxx9/pG/fvq71Yzd1jxgxgpkzZ7Jv3z4yMzNd+xs3bsyCBQu49957efnll6lfvz7vvPMOSUlJ1Z5dKk+Qn0pCRETEs2zNOkze0VLCg/xc244Vq6uruoiI59InExEREREP5XA4+HGHs7N654Y1+eQT5/ZevSBKDVJFROQMxo4dy6xZs/jiiy+oUaMGVqsVgLCwMAIDAwkLC2PUqFGkpKQQERFBaGgo99xzDwkJCXTv3h2A/v3706ZNG2699Vaee+45rFYrjzzyCGPHjnUVilekK1tKSgojRoygc+fOdO3alalTp1JYWMjIkSNdmc6WRc7NR6udxQhXtIkiskaAwWnck90OmZmwaRP89ptz2bbteIG6zXbm400miIlxLlFREBl5/PGvz2vVcnYyFxERcRdbrPl8t3U/ZhPc2bOJ0XFEROQ89enTB4fDcdr9M2fOPOUx69atq8JUUh0yDx4h+3AR8Q1rYtL0ViIi4kFKyuxsP1AIQIuoEAAKCuDbb537VawuIuK5VKwuIiIi4qF2HzpK9uFifMwm2tcP5565zu1DhhibS0RE3N8bb7wBOH+EPtF7773HbbfdBsCUKVMwm80MHjyY4uJikpKSeP31111jLRYL8+fPZ8yYMSQkJBAcHMyIESN4/PHHXWMq0pVt6NCh7N+/n4kTJ2K1WomLi2PRokVEnXDn1dmySMUdLbHx6drdANzUtYHBadzDgQPw88+wYQNs3Oh83LTJ+SPI6QQFQdOm0LgxxMYeXxo0cD7WrQu+vtX3N4iIiFSmN9KcXdWvbBtDo9rBBqcRERGRczV92e/MWpXJqMsa8++r2xgdR0REpMJ2HCzEZncQ4u9DdKiz0crixVBcDE2aQBtd1kREPJaK1UVEREQ8lMMBN3WN5UiJjay9FtascXbxvP56o5OJiIi7O1NntWMCAgKYNm0a06ZNO+2Yhg0bsnDhwjOepyJd2ZKTk0lOTr6gLFIx83/ey+GiMmIjArmsWW2j41S7w4dh7VpYswZWr3Y+7thx6rG+vtCqFbRsCc2aQfPmzsdmzZwd09WcTkREvNHOg4V89dNeAMb0aWpwGhERETlXeUdL+XztHgASW2sKVhER8Szbsp0dRJpGhrhmB/nqK+e+a67Rd7IiIp5MxeoiIiLiESZPnsxnn33Gli1bCAwMpEePHjz77LO0bNnSNaaoqIh//vOfzJ49u1zX1RM7s2ZmZjJmzBi+++47QkJCGDFiBJMnT8bHx/PeFjWoFcTk69sD8MILzm29ekF0tIGhRERExK19tDoTgBu7NMBs9v5v9rOyYOlS57JsmbNj+qnu1WjaFNq1g7Ztjz82b67u6CIicvGJDgvg6b+1Y+PePNrWCzM6joiIiJyjTzN2c7TURouoELo3iTA6joiIyDk5VqzerE4IADYbzJ/v3HfNNUalEhGRyuB5VVkiIiJyUVq6dCljx46lS5culJWV8fDDD9O/f382b95McLBzSup7772XBQsWMHfuXMLCwkhOTub666/nhx9+AMBmszFw4ECio6NZsWIF+/btY/jw4fj6+vL0008b+eddsLlznY9DhhibQ0RERNzXntyj/LQ7Dx+ziSGd6xsdp0ocOuScFjY11VmgvnXryWNiY6FLl+NLfDyEh1d7VBEREbfk72Phxq4NjI4hIiIi58Fud/DflTsBuDWhkasjrYiIiKc43lnd+fv/2rWwfz+EhkLPnkYmExGRC6VidREREfEIixYtKrc+c+ZMIiMjycjIoFevXuTl5fHuu+8ya9Ys+vXrB8B7771H69atWblyJd27d+ebb75h8+bNLFmyhKioKOLi4njiiSd48MEHeeyxx/Dz8zPiTzsvR0rK2Go9zCV1w9i3x8zq1c5pzwYPNjqZiIiIuKt64YH88GA/MnYeIrJGgNFxKoXDAevXw//+BwsXQno62O3H95tM0L499O7tXHr00Cw0IiIip+NwOFTUJiIi4sGWbzvAHwcKCfH34W8d6xkdR0RE5Jy1rx9G7tFS2tcLB+Cbb5zb+/UDD/opX0RETkHF6iIiIuKR8vLyAIiIcE5jmZGRQWlpKYmJia4xrVq1okGDBqSnp9O9e3fS09Np164dUVFRrjFJSUmMGTOGTZs20bFjx5Nep7i4mOLiYtd6fn5+Vf1J52TNjkOMmLGa5pEhXElvwHk3uYqvRERE5EyiwwIY2D7G6BgXxGaD5cudM8t8/jns3Vt+f5s2kJQEffo43x/VrGlITBEREY9ysKCYYe+sYkSPRvxf51gsZhWti4iIeJoP0p1d1W+Ir0+Iv0pBRETE89zRswl39GziWj9WrN6/v0GBRESk0ugTioiIiHgcu93O+PHjufTSS2nbti0AVqsVPz8/wsPDy42NiorCarW6xpxYqH5s/7F9pzJ58mQmTZpUyX/BhcvYeQiAtvXC+OJ157brrzcwkIiIiLi14jIb/j4Wo2OcN7sdli51Fqh/9hlkZR3fFxQEiYlw5ZXOpWFD43KKiIh4qhk/bGeL9TAfrc7kxi6xRscRERGRc1RUauP3/QUA3NJdH4xFRMTzHT7snEkTVKwuIuINVKwuIiIiHmfs2LFs3LiR5cuXV/lrTZgwgZSUFNd6fn4+sbHG/2ibsTMHgFa1a/LKn/8M111nYCARERFxaze/vYogPwuPXtOGZpE1jI5TYb//DjNnwvvvw65dx7eHh8OgQTBkCFx+Ofj7GxRQRETEC+QdLeWDFc5OrGP7NsNkUld1ERERTxPgayE1pTfrd+fSLDLE6DgiIiLnLO9oKQ6Hg/AgP8DZvKS0FJo0gaZNDQ4nIiIXTMXqIiIi4lGSk5OZP38+y5Yto379+q7t0dHRlJSUkJubW667elZWFtHR0a4xq1evLne+rD/bch4b81f+/v74u1n1U5nNzrrMXADy/6iJ3Q7t20OjRobGEhERETf1y758MnYewsdsIjTQ1+g4Z3X0KMyZAzNmwPffH98eFgaDBzsL1Pv1Az8/4zKKiIh4k/+u3Mnh4jJaRIVwReuosx8gIiIibslsNtGpQU2jY4iIiJyXuT/u4skFvzAkvj7PD+nAN984t6uruoiIdzAbHUBERESkIhwOB8nJyXz++ed8++23NG7cuNz++Ph4fH19SU1NdW3bunUrmZmZJCQkAJCQkMCGDRvIzs52jVm8eDGhoaG0adOmev6QSrDFepgjJTZq+Puw6htnZ9RrrzU4lIiIiLitWasyAeh/SRSRNQIMTnN6mZnw0ENQvz6MHOksVDeZICkJZs8GqxXefRcGDFChuoiISGU5UlLGu8u3A3B3n2aYzeqqLiIi4ml25RyhuMxmdAwREZELsi27AICYMOd32CpWFxHxLuqsLiIiIh5h7NixzJo1iy+++IIaNWpgtVoBCAsLIzAwkLCwMEaNGkVKSgoRERGEhoZyzz33kJCQQPfu3QHo378/bdq04dZbb+W5557DarXyyCOPMHbsWLfrnn4m63blAtC+fjhfvuT8EVnF6iIiInIqhcVlfL5uDwDDujU0OM3JHA5YvhymToV588Bud25v1AjuvBNuvdVZvC4iIiJVY/bqXeQUltAgIoir28cYHUdERETOQ/Kstew+dJRpwzrRvUkto+OIiIicl2PF6k0jQ9i5E7ZuBYsF+vY1OJiIiFQKdVYXERERj/DGG2+Ql5dHnz59iImJcS1z5sxxjZkyZQpXX301gwcPplevXkRHR/PZZ5+59lssFubPn4/FYiEhIYFbbrmF4cOH8/jjjxvxJ5239Zm5AISVhVNQADExEB9vbCYRERFxT1/9tJeC4jIa1QoiwY1+sHY44H//g549oVcv+OwzZ6H65ZfDF1/Atm0wYYIK1UVERKpSqc3OW8v+AOCu3k3xsegnIxEREU+zflcuP+3O43BRGc0jQ4yOIyIilWTatGk0atSIgIAAunXrxurVq0879u2336Znz57UrFmTmjVrkpiYeMbx7sjhcLBtv7NYvVlkCEuWOLd36wbh4cblEhGRyqPO6iIiIuIRHA7HWccEBAQwbdo0pk2bdtoxDRs2ZOHChZUZrdoNT2hIs8gQfvjMWXB2zTVg1u/JIiIicgqzVmcCcHO3BpjNJoPTOAvS582Dp56CtWud2/z84Lbb4B//gEsuMTKdiIjIxcXXYuaVmzoya9VOBsfXMzqOiIiInIcP0ncAcHX7GGqFeM4MsiIicnpz5swhJSWF6dOn061bN6ZOnUpSUhJbt24lMjLypPFpaWncdNNN9OjRg4CAAJ599ln69+/Ppk2bqFfPMz7rHSwsIfdIKSYTNK0TwjNpzu39+hkaS0REKpHKmkREREQ8TIfYcO7q3ZRl88IBuPZaY/OIiIiIe9qwO4+fd+fhZzFzQ3ys0XFYvBg6d4bBg52F6kFBkJIC27fDm2+qUF1ERMQIXRtHMPXGjvj7WIyOIiIiIuco+3AR83/aB8DwHo2MDSMiIpXmpZdeYvTo0YwcOZI2bdowffp0goKCmDFjxinHf/jhh9x9993ExcXRqlUr3nnnHex2O6mpqdWc/Pxty3Z2Va9fMxB/Hwtpac7tffoYFklERCqZOquLiIiIeKCffoJdu5xFXrqjXERERE6lWWQIz9/Qnr25RUQE+xmW48cf4aGH4NhvIzVqOLuojx8PtWsbFktEROSiZrc73GLWFRERETl//12ZSYnNTqcG4cTFhhsdR0REKkFJSQkZGRlMmDDBtc1sNpOYmEh6enqFznHkyBFKS0uJiIg45f7i4mKKi4td6/n5+RcWuhIcK1ZvVieE7dth927w9YWEBIODiYhIpVGxuoiIiIgHWfbrfnKPlrJ6QQQQwOWXQ2Cg0alERETEHQX6WRjS2biO6nv2wP33w0cfOdf9/ODuu+Hhh6FOHcNiiYiIXPTKbHaufe0HLmtem+R+zQgN8DU6koiIiJyjolIbH67cCcCoy5oYnEZERCrLgQMHsNlsREVFldseFRXFli1bKnSOBx98kLp165KYmHjK/ZMnT2bSpEkXnLUytYiqwa3dG9IqpgZLlzq3denibNwmIiLeQcXqIiIiIh7kvR+2893W/UTsaAM0ZsAAoxOJiIiIlFdSAlOnwuOPQ2EhmExwyy3O9UaNjE4nIiIiX/60l8378tmXd5Rxlzc3Oo6IiIich/Q/DnKwsIS6YQEkXRJ19gNEROSi8MwzzzB79mzS0tIICAg45ZgJEyaQkpLiWs/Pzyc21rimJwBdG0fQtbGzE/xtbzi39e5tYCAREal0KlYXERER8RAOh4P1u3IB2PJDOICK1UVEROQkDoeDsbPW0rlhBEO7xBLsX31f/yxZAsnJsHWrcz0hAV57DTp1qrYIIiIicgZlNjuvfbsNgDt7Na3W9wkiIiJSefq2jOSbe3uxL68IH4vZ6DgiIlJJateujcViISsrq9z2rKwsoqOjz3jsCy+8wDPPPMOSJUto3779acf5+/vj7+9fKXmrwrHO6n36GBpDREQqmT61iIiIiHiInQePcOhIKRaTmaP7QmneHJpodk8RERH5i7WZuSzcYOXZRVsoszmq5TUPHYKRI+GKK5yF6pGRMHMmLF+uQnURERF38tXPe/njQCE1g3wZntDQ6DgiIiJyAVpE1aB3izpGxxARkUrk5+dHfHw8qamprm12u53U1FQSEhJOe9xzzz3HE088waJFi+jcuXN1RK00RaU2ftqVS0FxGTt3wo4dYLFAjx5GJxMRkcqklhkiIiIiHuJYV/WQ0lCwWUhKMjaPiIiIuKdZqzIBuLp9XcKCfKv89b74Au66C6xWMJmcndWfeALCwqr8pUVEROQc2OwOXk11dlUf3auJuqqLiIh4qLwjpdXyeV9ERIyRkpLCiBEj6Ny5M127dmXq1KkUFhYycuRIAIYPH069evWYPHkyAM8++ywTJ05k1qxZNGrUCKvVCkBISAghISGG/R0V9WvWYa6b9gO1Q/z5R4NEADp3Bg+ILiIi50DfRIqIiIh4iGPF6nl/hAMwYIBxWURERMQ95R0pZf7PewEY1r1Blb5WTg6MHQuzZzvXW7aEGTPU8UZERMRdffWTs6t6eJAvwxMaGR1HREREzsP2A4UkTV3G1e1ieH5IByxmk9GRRESkkg0dOpT9+/czceJErFYrcXFxLFq0iKioKAAyMzMxm82u8W+88QYlJSXccMMN5c7z6KOP8thjj1Vn9POy/UAhAE3qBLN0qXNb794GBhIRkSqhYnURERERD7Eu8xAA+7eE4+cHffoYm0dERETcz6drd1NcZqdVdA06xoZX2essXQq33AK7d4PZDA88AI8+CgEBVfaSIiIicgEcDgdvLvsDgNE9mxCiruoiIiIe6b0ftlNSZifvaKkK1UVEvFhycjLJycmn3JeWllZufceOHVUfqAr9vv/PYvXawXy+3LmtVy8DA4mISJXQt5EiIiIiHqC4zMbmffkAlOytSZ9eEBxscCgRERFxKw6Hgw9X7QRgWPeGmEyV/6N1WRlMmgRPPQUOBzRvDh9+CF26VPpLiYiISCUymUzMuK0zM5ZvZ0SPRkbHERERkfOQd6SUuT/uBmDUZY0NTiMiIlI5jnVWjwoK5tdfndsSEgwMJCIiVcJ89iEiIiIiYjQ/i5ml9/el3o5OlOUFkpRkdCIRERFxN6u35/D7/kKC/CwMiqtb6effudPZ0ebJJ52F6iNHwtq1KlQXERHxFDFhgfxrYBt1VRcREfFQs1ZncrTURqvoGiQ0rWV0HBERkUqx/UABAEX7QwBo2RIiIoxMJCIiVUHfSIqIiIh4AJPJRK3AQNZ9GQigYnURERE5SY0AX65qF02tYH9qBPhW6rmXLIEbb4SDByE0FN56C4YOrdSXEBERkSqSX1RKaCW/NxAREZHqVVxmY8YP2wFnV/WqmE1NRESkujkcDrbvd3ZW37PFOa24uqqLiHgnFauLiIiIeIiVK+HoUYiOhrZtjU4jIiIi7qZN3VBeHxaPw+GotHM6HPDCC/DQQ2C3Q3w8fPIJNGpUaS8hIiIiVajUZufaV5fTLDKEJwe1IzoswOhIIiIich4+X7uH/YeLiQ4N4Lq4ekbHERERqRTZh4spLLFhMZvYtCoIULG6iIi3UrG6iIiIiAd48JOf+XVdEGb/hvTt64uapoiIiMjpVFZ3tYICuP12mDvXuT5yJLz+OgSoxk1ERMRjfJKxmx0Hj3C4qIwaAfpJSERExFN9uCoTcHZV9/MxG5xGRESkcvhZzDwysDUHC0p44hXn9a1HD4NDiYhIldCnGBERERE3d6CgmDk/7mJd2VYcDujXz+hEIiIi4k7KbHZe/GYr2w8UVto5d++Gyy5zFqr7+sIbb8C776pQXURExJMUldp4JfU3AO7u24xgfxWri4iIeKr/jurGAwNaclO3BkZHERERqTQ1g/24o2cTkmJaUVgIoaHQpo3RqUREpCqoWF1ERETEzW3YkwdAaU4wjhJfFauLiIhIOUt+yeLVb7cxZPoKymz2Cz7funXQrRv89BNERUFaGtx1F5rZRURExMPMWpXJvrwiYsICGKbCNhEREY8WFuTL3X2aEaKbz0RExAulpzsfu3UDs6oZRUS8kj7JiIiIiLi5DbudxerF+8Jp2BAaNzY4kIiIiLiV91fsBGBol1h8LBf2Tf78+XDjjVBYCJdcAgsWQMOGlZFSREREqlNhcRnTvtsGwD8ub06Ar8XgRCIiInI+CovLCPKzYNId5CIi4oXW7MghyM/CD+khgIWEBKMTiYhIVTH8XqRp06bRqFEjAgIC6NatG6tXrz7j+Llz59KqVSsCAgJo164dCxcuLLff4XAwceJEYmJiCAwMJDExkd9++821f8eOHYwaNYrGjRsTGBhI06ZNefTRRykpKXGNKSoq4rbbbqNdu3b4+PgwaNCgk3KkpaVhMplOWqxW64X9g4iIiIj8xc+7cwEosYbRt6+6moqIiMhxv2UdJv2Pg5hNcHO3C6sqf/11uO46Z6H6FVfADz+oUF1ERMRTzVyxg4OFJTSsFcQN8fWNjiMiIiLn6Z6P1nH9GyvY+OcMrCIiIt7kwU9+ZuAry1mx7RCAitVFRLyYocXqc+bMISUlhUcffZS1a9fSoUMHkpKSyM7OPuX4FStWcNNNNzFq1CjWrVvHoEGDGDRoEBs3bnSNee6553jllVeYPn06q1atIjg4mKSkJIqKigDYsmULdrudN998k02bNjFlyhSmT5/Oww8/7DqHzWYjMDCQf/zjHyQmJp7xb9i6dSv79u1zLZGRkZXwLyMiIiJy3M9/dlYvsYbRr5/BYURERMSt/Gels6v6FW2iqBceeF7ncDjgiSdg7Fiw2+GOO5wd1cPCKjOpiIiIVBe73cFXP+0F4N7EFvhe4MwrIiIiYoyt1sN8uyWb9btyCfb3MTqOiIhIpSq12cnMOQJA5sZgALp1MzKRiIhUJUO/oXzppZcYPXo0I0eOpE2bNkyfPp2goCBmzJhxyvEvv/wyAwYM4P7776d169Y88cQTdOrUiddeew1wdlWfOnUqjzzyCNdddx3t27fngw8+YO/evcybNw+AAQMG8N5779G/f3+aNGnCtddey3333cdnn33mep3g4GDeeOMNRo8eTXR09Bn/hsjISKKjo12L2awvfUVERKTyZOUXkX24GIcdSrJD6dvX6EQiIiLiLg4XlfJpxm4Ahic0Oq9z2O2QkgITJzrXH3sM3noLfH0rJ6OIiHiXc5kp9e2336Znz57UrFmTmjVrkpiYeNaZVaVymM0m5o29lOcGt+eaDnWNjiMiIiLn6c2lvwMw4JJoGtcONjiNiIhI5dp96Chldge+ZjO2wwG0aAE1axqdSkREqophldUlJSVkZGSU61xuNptJTEwkPT39lMekp6ef1Ok8KSnJNX779u1YrdZyY8LCwujWrdtpzwmQl5dHRETEef0dcXFxxMTEcMUVV/DDDz+c1zlERERETmfHgUJ8zWZKD9ageWMf6mvmbhEREfnT5+v2UFhio2mdYHo0rXXOx5eVwahRMHWqc/3ll+HRR8FkqtycIiLiHc51ptS0tDRuuukmvvvuO9LT04mNjaV///7s2bOnmpNfnAJ8Lfxfl1gsZl3YRUREPNGOA4V88edMKWP6NDU4jYiISOXbfqAAgBoEAyY6dzY2j4iIVC3DitUPHDiAzWYjKiqq3PaoqCisVuspj7FarWccf+zxXM65bds2Xn31Vf7+97+fU/6YmBimT5/Op59+yqeffkpsbCx9+vRh7dq1pz2muLiY/Pz8couIiIjImXRrUosrjySRPbcL/foZnUZERETcSZnNQVigL8MTGmE6xwrzkhIYOhRmzgSLBd5/H/7xj6rJKSIi3uFcZ0r98MMPufvuu4mLi6NVq1a888472O12UlNTqzn5xWXNjhzKbHajY4iIiMgFej1tGza7gz4t69C+frjRcURERCrdH/sLAbDnOWcPiY83Mo2IiFQ1H6MDGGnPnj0MGDCAIUOGMHr06HM6tmXLlrRs2dK13qNHD37//XemTJnCf/7zn1MeM3nyZCZNmnRBmUVEROTi8/1SM7bDgfTpY3QSERERcSe3X9aYm7o2OOdO6McK1efNAz8/+PhjuO66KokoIiJe4thMqRMmTHBtO9tMqX915MgRSktLTzvLaXFxMcXFxa51NXs5d7/vL+DGt1bSpHYwn97dg9AAX6MjiYiIyHnYlXOEz9Y6Z6O5p19zg9OIiIhUje0HnMXqOTtDANRZXUTEyxnWWb127dpYLBaysrLKbc/KyiI6OvqUx0RHR59x/LHHipxz79699O3blx49evDWW29d0N9yTNeuXdm2bdtp90+YMIG8vDzXsmvXrkp5XREREfFeeXnw00/O5716GZtFRERE3E+gn4UAX0uFx5eWwo03OgvV/f3hyy9VqC4iImd3PjOl/tWDDz5I3bp1SUxMPOX+yZMnExYW5lpiY2MvOPfF5tn/bcFmd9CwVpAK1UVExGXatGk0atSIgIAAunXrxurVq087dubMmZhMpnJLQEBANaYVgI9/3EWZ3UHP5rWJb1jT6DgiIiJV4lhn9ZwdwZhM0LGjwYFERKRKGVas7ufnR3x8fLkpP49NAZqQkHDKYxISEk6aInTx4sWu8Y0bNyY6OrrcmPz8fFatWlXunHv27KFPnz7Ex8fz3nvvYTZXzj/D+vXriYmJOe1+f39/QkNDyy0iIiIip7Mn9yhXvrKMmv1/pklTB2d4myEiIiIXkX15R/n+t/04HI5zOq601NlR/fPPnYXq8+ZBUlLVZBQRETnRM888w+zZs/n8889PW/CmZi8XZs2OHL7ZnIXZBA9d2croOCIi4ibmzJlDSkoKjz76KGvXrqVDhw4kJSWRnZ192mNCQ0PZt2+fa9m5c2c1JhaA8YkteO3mjtzXv+XZB4uIiHiou/s25W+NW1G8pyatWkGNGkYnEhGRqmRYsTpASkoKb7/9Nu+//z6//PILY8aMobCwkJEjRwIwfPjwctOKjhs3jkWLFvHiiy+yZcsWHnvsMX788UeSk5MBMJlMjB8/nieffJIvv/ySDRs2MHz4cOrWrcugQYOA44XqDRo04IUXXmD//v1YrdaTur9s3ryZ9evXk5OTQ15eHuvXr2f9+vWu/VOnTuWLL75g27ZtbNy4kfHjx/Ptt98yduzYqv1HExERkYvGht257C08jF90Hj0vMxkdR0REvMyyZcu45pprqFu3LiaTiXnz5pXb73A4mDhxIjExMQQGBpKYmMhvv/1WbkxOTg7Dhg0jNDSU8PBwRo0aRUFBQbkxP//8Mz179iQgIIDY2Fiee+65k7LMnTuXVq1aERAQQLt27Vi4cOE5Z7mYzFi+nVvfXc3Dn2+o8DGlpXDTTc5CdT8/5+OAAVUYUkREvMr5zJR6zAsvvMAzzzzDN998Q/v27U87Ts1ezp/D4eDphb8AMLRLA5pF6hd+ERFxeumllxg9ejQjR46kTZs2TJ8+naCgIGbMmHHaY0wmE9HR0a7lrzOrSNWzmE1c3b4uHWLDjY4iIiJSZXo2r0PNrKaU5QYTH290GhERqWqGFqsPHTqUF154gYkTJxIXF8f69etZtGiR6wNvZmYm+/btc43v0aMHs2bN4q233qJDhw588sknzJs3j7Zt27rGPPDAA9xzzz3ceeeddOnShYKCAhYtWuTq1rJ48WK2bdtGamoq9evXJyYmxrWc6KqrrqJjx4589dVXpKWl0bFjRzqeMN9ISUkJ//znP2nXrh29e/fmp59+YsmSJVx++eVV+U8mIiIiF5Gfd+cBUGIN47LLDA4jIiJep7CwkA4dOjBt2rRT7n/uued45ZVXmD59OqtWrSI4OJikpCSKiopcY4YNG8amTZtYvHgx8+fPZ9myZdx5552u/fn5+fTv35+GDRuSkZHB888/z2OPPcZbb73lGrNixQpuuukmRo0axbp16xg0aBCDBg1i48aN55TlYlFQXMbs1c5Os1e0qVjBgN0Ot98On356vFD9yiurMqWIiHib85kpFZzX8CeeeIJFixbRuXPn6oh6UVq4wcq6zFyC/Czce0Vzo+OIiIibKCkpISMjg8TERNc2s9lMYmIi6enppz2uoKCAhg0bEhsby3XXXcemTZuqI64A+UWlFJXajI4hIiJSbX780fmorwxERLyfyXGuc0ZLpcnPzycsLIy8vDx1iRERkTPSNcN9VOd/i2Fvr+KH3w9wcFE7fpzTgJaa8VNExKN40vXbZDLx+eefu2Ylczgc1K1bl3/+85/cd999AOTl5REVFcXMmTO58cYb+eWXX2jTpg1r1qxxFZ8tWrSIq666it27d1O3bl3eeOMN/vWvf2G1WvHz8wPgoYceYt68eWzZsgVw3sheWFjI/PnzXXm6d+9OXFwc06dPr1CWs/Gk/xZnM/OH7Tz21Waa1A5mSUpvzOYzz77icMC4cfDqq2CxOAvVr7mmmsKKiHggb7pmVLY5c+YwYsQI3nzzTbp27crUqVP5+OOP2bJlC1FRUQwfPpx69eoxefJkAJ599lkmTpzIrFmzuPTSS13nCQkJISQk5Kyvp/8WFVNSZueKKUvZefAI4xObMz6xhdGRxMM4HFBW5lxstpOf22zOMXa7czn2/FTbLnT/iduOZTsx56kez3VfZZ7rQl7nQlTGedwpC8Btt4G///kfr2vGqe3du5d69eqxYsWKcjeXPfDAAyxdupRVq1addEx6ejq//fYb7du3Jy8vjxdeeIFly5axadMm6tevf9L44uJiiouLXev5+fnExsbqv8V5euzLTSzYsI9J117CVe1izn6AiIgH0/XbfRjx32Jb9mG2ZRcwanAoe38NZvlyOOGrAxERcVMXcs3wqaJMIiIiInIBHA4H6zOdndWDisNood+aRUSkGm3fvh2r1Vqu+1pYWBjdunUjPT2dG2+8kfT0dMLDw8t1SU1MTMRsNrNq1Sr+9re/kZ6eTq9evVyF6gBJSUk8++yzHDp0iJo1a5Kenk5KSkq5109KSmLevHkVzvJXp/qx3BvY7A7eW7EDgJGXNjproTrA4487C9UB3n9fheoiInL+hg4dyv79+5k4cSJWq5W4uLiTZko1m49P5vrGG29QUlLCDTfcUO48jz76KI899lh1Rvdqh46UEFUjgCMlNkb3bGJ0HDkNhwNKSuDIESgsPPNjUREUFzvHFxef2/OSkuPF5qcqQD9VQfqxwnARI/3f/11YsbpUnoSEhHKF7T169KB169a8+eabPPHEEyeNnzx5MpMmTarOiF5r96EjzFqVSYnNTmiAr9FxREREqtT/Nlh5cfGvFDerj3lbB+LijE4kIiJVTcXqIiIiIm4oM+cIhaWlOMrMJLSugenstWgiIiKVxmq1AriKz46Jiopy7bNarURGRpbb7+PjQ0RERLkxjRs3Pukcx/bVrFkTq9V61tc5W5a/8tYfy1N/yWLnwSOEBfoyOP7kjnZ/9eqrcKwW8JVXYNiwqs0nIiLeLzk5meTk5FPuS0tLK7e+Y8eOqg8kRIUGMOfv3bHmFxHsr598qkphIRw44FxyciAvr2JLQcHxInSbzei/4txZLM7FbHYuJtP5PT+f4459F3bid2J/3Xamfec6vir2nW18VajK81fluX1Vl1slateujcViISsrq9z2rKwsoqOjK3QOX19fOnbsyLZt2065f8KECeVuQD/WWV3O3Supv1Fis5PQpBaXNqtldBwREZEqtePgEQBKDwXRujUEBxscSEREqpy+uRQRERFxQz/vdnZVL8muQa/LzGcZLSIiIify1h/L312+HYCbujYgyO/MX+l8+CH84x/O5489BvfcU8XhRERExDAmk4mYsECjY3gUh8NZdL53L+zZ43zctw/273cuxwrTjz0/erTyXtvXF4KCnMUYf30MDHQufn7OLtP+/sefn2rbX/f7+TnP7+PjLDL38Tm+nGn9VPuOFY2LiOfy8/MjPj6e1NRUBg0aBIDdbic1NfW0N5/9lc1mY8OGDVx11VWn3O/v74+/2uJfsN/3F/BJxm4A7ktqiUn/BywiIl4uM6cQgLLcYDp1PstgERHxCipWFxEREXFDNrsD26FgiveF01PFZSIiUs2OdVjLysoiJibGtT0rK4u4P+fjjI6OJjs7u9xxZWVl5OTkuI6Pjo4+ZQe3E1/jdGNO3H+2LH/ljT+WHy4qJaewBIvZxPCEhmccm5oKt93mfP6Pf8DEiVWfT0RERKrXpr15fJqxh3GJzQkLVEvivzpyBHbsgO3bjy+7dx8vTN+7F4qLz+2cfn5Qpw5EREBYWMWWGjVOLkpXB2kRqU4pKSmMGDGCzp0707VrV6ZOnUphYSEjR44EYPjw4dSrV4/JkycD8Pjjj9O9e3eaNWtGbm4uzz//PDt37uSOO+4w8s/welMW/4rdAYmtI4lvWNPoOCIiIlXuWGf1skNBdOhgcBgREakWKlYXERERcUPNfOux+616BAU5OE0dnoiISJVp3Lgx0dHRpKamugrC8/PzWbVqFWPGjAEgISGB3NxcMjIyiI+PB+Dbb7/FbrfTrVs315h//etflJaW4vtnVc7ixYtp2bIlNWvWdI1JTU1l/PjxrtdfvHgxCQkJFc5yMagR4Ms39/Zii/UwdcNP3zl10yYYPBjKymDoUJgyRR0xRUREvI3D4WDSl5tZvSOHIyVlPDO4vdGRDHH0KGzdClu2wC+/wLZtxwvTrdaKnaN2bahbF+rVg5gYiIx0bqtTx/l44vOQEL2vEhHPM3ToUPbv38/EiROxWq3ExcWxaNEioqKiAMjMzMRsPj6z56FDhxg9ejRWq5WaNWsSHx/PihUraNOmjVF/gtfbtDeP+T/vA+Cf/VsanEZERKTqFRaXsf+w8+7hskPBKlYXEblIqFhdRERExA0tX+58TEgwqeOWiIhUiYKCArZt2+Za3759O+vXryciIoIGDRowfvx4nnzySZo3b07jxo3597//Td26dV1Th7du3ZoBAwYwevRopk+fTmlpKcnJydx4443UrVsXgJtvvplJkyYxatQoHnzwQTZu3MjLL7/MlClTXK87btw4evfuzYsvvsjAgQOZPXs2P/74I2+99RYAJpPprFkuFiaTidYxoafdv28fXHUV5OXBZZfBzJlwQs2BiIiIeIn5P+9j9Y4cAnzN/OPy5kbHqXLFxbBxI6xfD5s3OwvTt2xxdk53OE5/XGgoNG58fGnQwFmUfmJxupdNxiMickrJyckkJyefcl9aWlq59SlTppT7zC5Vb/lvBwC4tkPdM37mFxER8RaZOc6u6rajvtiLfVWsLiJykVCxuoiIiIibKbXZWZFuAkz06GF0GhER8VY//vgjffv2da2npKQAMGLECGbOnMkDDzxAYWEhd955J7m5uVx22WUsWrSIgIAA1zEffvghycnJXH755ZjNZgYPHswrr7zi2h8WFsY333zD2LFjiY+Pp3bt2kycOJE777zTNaZHjx7MmjWLRx55hIcffpjmzZszb9482rZt6xpTkSzeLGPnIVrH1CDI7/Rf4xQUwNVXQ2YmtGgB8+bBRfLPIyIiclE5WmJj8sJfABjTu9kZZ1zxRPn5zqL0deuOL5s3O2eNOZWaNaF1a+fSogU0aXK8OL1mTXVCFxER9/f33k25tFltwgLVtUZERC4OOw8WAlB2KIjoaOdsViIi4v1MDseZ+k5IVcrPzycsLIy8vDxCQ3WXtIiInJ6uGe6jOv5bzP95L8kf/MzhjXX5zz/ac9VVVfIyIiJSxXT9dh+e/N/icFEpPZ75Fh+ziU/H9KBJnZCTxthsMGgQzJ8PtWvDypXQtGn1ZxUR8QaefM3wNvpvcWovfbOVV77dRr3wQFL/2ZsAX4vRkc6bwwG//Qbp6c5lxQpnB/VT/WpVsyZ07Ajt2kGrVscL1OvUUUG6iOia4U7030JERCpK1wz3Ud3/LbIPFzH57UO8+YaZXk2jWLSoyl9SREQqyYVcM9RZXURERMTNZPyeDz42wETXrkanERERESN9tDqTw0VlNK0TTKNawaccc++9zkL1gAD48ksVqouIiHir3/cXMH3pHwD8a2BrjytUt9thwwZITYW0NGeB+oEDJ49r0MBZmB4X53zs2BFiY1WULiIi3mXlHwepFx5IbESQ0VFERESqVWSNAIq3xXB0G3S43ug0IiJSXVSsLiIiIuJmVv2aD0CYPZTatQ0OIyIiIoYpLrPxzvfbAee04GbzyRVa77wDr77qLN76738hIaG6U4qIiEh1efZ/Wyix2enTsg5Xto02Os5ZORzw++/O4vTUVPjuu5OL0/39oXNn53uYHj2cj9Hu/6eJiIhckKMlNsbPXk9OYQnv396VhKa1jI4kIiJSrX76yfnYoYOxOUREpPqoWF1ERETEjTgcDv44lAdAu/qa8k5ERORiNm/dHrIPFxMdGsCguHon7U9Ph7Fjnc+feIL/Z+++w6Mo9zaO35teSCGNJFKld5CONBUIiB5QRECONAW7cFTsCFgAsWIDbMCxgQ30IFUkdJUqHUG69BICBNL2ef/YNytLCglsspvN93Nde8FO/c2zSe6ZnWdm1L17ERcIAACK1Ojb6yos0FeP3lRVFje9zXhamrRkie2pL7Nm2TqrXyw4WGrTRrrxRqlVK9td0/39XVMrAACu8tHSXTqcfEHXhAeqYflwV5cDAECR+nzlXm074y+Lb5Tq1aPrIgCUFPzFBwAAcCNHz6TqgtJkrBa1a0hndQAASqpMq9GkJbskSfe2riQ/Hy+H8QcP2jqnp6XZ/n32WVdUCQAAilJUKX+91sP9bjt34sQ/ndPnzZPOnPlnnK+v7W7pN91k66DetKnk5+e6WgEAcLWjyRc0cbHtaq6nO9dQgK+3iysCAKDopGZk6oUfNynkZillf3tVr07XRQAoKfiLDwAA4EY2/W27q3r6iWC1vpMvqVF4jDHKyMhQZmamq0sBii1vb2/5+Pi47V0tUbwt2HJYu46dU2iAj3o1Le8wLjXV1kH90CGpTh1pyhSJH0MAADzX5oOnVTs+zNVlODh1SvrhB2n6dOnnn6WMjH/GlSkjdeki3Xqr1L69VKqU6+oEAMDdjJmzTSlpmWpYPly31ItzdTkAABSpA6fOy2oka5q3alTyk6+vqyuCJ+H8N3D1CvP8N53VAQAA3MiSjcmSpMzjYapXz8XFwGOlpaXp0KFDSklJcXUpQLEXFBSkuLg4+XF7SDjZpr+TZbFI/VpWVCn/f76+MUZ66CHp11+l8HBp5kw6gAEA4Ml+3XVCvT78VQm1y+iDPo3k7eW6K9TOnLHte0yfLs2fL6Wn/zOuXj2pa1dbB/VGjSQvr1wXAwBAifXrrhOase5vWSzSyFtrcwMEAECJs/fEOUlSxqlg1a9HDsJ5OP8NOE9hnf+mszoAAIAbOX80WCk7YxTvHcljsVEorFardu/eLW9vb8XHx8vPz4+TIsAVMMYoLS1Nx44d0+7du1W1alV50SMHTvREQnXddt01ighy3CGYOFH65BNbB7Bp06TKlV1UIAAAKHQpaRl68tsNkqSIYD+XdFS3WqUlS2xPcvn2W+ncuX/G1a0r3Xmn1KOHVL16kZcGAECxkp5p1Qs/bJIk3dW0vOqXC3dtQQAAuMDeE7aOxOlJQarfxsXFwGNw/htwjsI+/01ndQAAADdybmu8jn0Xr7sfc3Ul8FRpaWmyWq0qV66cgoKCXF0OUKwFBgbK19dXe/fuVVpamgICAlxdEjxM5WjHW6YvXSo9+qjt/2PHSgkJLigKAAAUmXFzt2vfyRTFhQXomZtrFum69+6Vpk61dVLfvfuf4dWqSXfdZeugXqtWkZYEAECxZox0a714TVu1X8MSuMoLAFAyZXVWzzgVpDp1XFwMPAbnvwHnKczz33RWBwAAcCO//Wb7t1kz19YBz8cdoAHn4HcJzrb1ULKC/XxUPtLxC9X9+6U77pAyMqRevaQnnnBRgQAAoEj8uuuEpqzYI0ka272eQgN8C32dVqs0Z470/vvS3Lm2TnWSFBIi9ewpDRggtWghcXMyAAAKzs/HS4/cVFWD214rfx9vV5cDAIBL7D5ue1xXRlKwatRwcTHwOJyzA5yjsH6X6KwOAADgJg6eSNPGnVZJ/mrenDO/AACUNMYYDZ+5Sev2J+nNO+ura4NrJEnnz0u33SYdPSo1aCB98gmdxAAA8GQpaRl68tsNkqReTcqpbbXoQl3fyZPSp59KEyZIu3b9M/zGG20d1G+/XeLGZAAAXBljjDKsRr7etg4fdFQHAJRkOw/b7qzucyFIZcu6uBgAQJHichIAAAA38f7sA4q7f6HKdv9D5cq5uhqg+Fq4cKFq1qypzMzMAs97/PhxxcTE6MCBA06tyWKxaObMmXlO079/f3Xr1s2p6y1qiYmJslgsSkpKynO6ihUr6u233y6SmvLT9oC7WPHXCa3ee0reXhY1vzZSku2OpvffL61ZI0VGSjNm0FkMAABPN27udu07maL4sAA916Vmoa1n40bpnnuka66Rhg2zdVQPD5f+8x/pzz+lhQulf/+bfQ8AAK7GrA2HdPP4pVq375SrSwEAwOV6lWuoYz801LWlw7ghC1AAnP92Hc5/Ow+d1QEAANzE2l3JkqS40GAOzoEc9O/fXxaLJdurU6dODtM9+eSTev755+XtXfC7FEVFRalv374aMWKEs8qWJB06dEidO3eWJO3Zs0cWi0Xr16936jryqzC/FGjZsqUOHTqksLAwSdKUKVMUHh6ebbpVq1Zp8ODBTl33yJEj1aBBg2zDL257wJ0ZY/T2z39Kku5qWl5lQgMkSe+8I/33v5K3t/T111LFii4sEgAAFIlOdWIVHxagsd3rKSTA16nLNkZKTJRuvlmqV892R/ULF2xPb/noI+nvv6U335SqVnXqagEAKJFOnE3ViB83a8fRs0rcfszV5QAA4HLJ+8KUsi1etas691gXKK44/+0cnP8uHnxcXQAAAABs9iaflnyluteEuroUwG116tRJkydPdhjm7+9v//+yZcv0119/qXv37le8jgEDBqhRo0Z67bXXFBERccXLuVhsbKxTluPu/Pz88rWt0dHRRVCNTUlpexR/y3ee0Ko9p+Tn46UH2lWWJP3yi/T447bxb7wh3XijCwsEAABFpvm1kfrliXYK8C34CcjcZGZK338vvfaatGqVbZiXl3T77dLQoVLLluLCeQAAnGzEj5t18lyaasSG6KEbqri6HAAAXG7bNtu/NWq4tg7AnXD+271x/tt5uLM6AACAG7iQnqkU73OSpHb1w1xcDeC+/P39FRsb6/AqXbq0ffy0adPUoUMHBQTY7kh8+vRpeXt7a/Xq1ZIkq9WqiIgINW/e3D7P559/rnLlytnf165dW/Hx8ZoxY0aONRhjFB0drW+//dY+rEGDBoqLi7O/X7Zsmfz9/ZWSkiLJ8VFclSpVkiQ1bNhQFotF7dq1c1j+66+/rri4OEVGRuqhhx5Senq6fdypU6fUt29flS5dWkFBQercubN27NhhH5/T1dVvv/22Kv7/rZhHjhypqVOn6ocffrBfmZ+YmJjjdrZr106PPPKIhg4dqtKlS6tMmTL66KOPdO7cOQ0YMEAhISGqUqWK5syZY5/n4segJSYmasCAATp9+rR9XSNHjpSU/TFo27ZtU6tWrRQQEKBatWrp559/zvb4sqeeekrVqlVTUFCQrr32Wg0fPtzeNlOmTNGoUaP0xx9/2Nc1ZcqUbG0vSRs3btSNN96owMBARUZGavDgwTp79qx9fNaV93l9DoCzWa1Gr861fUufdVf1PXukO++0dSzr21d69FHX1ggAAAqX1Wr0d9J5+3tndVRPS7PdMb16ddu+xapVUkCA9MAD0vbt0jffSNdfT0d1AACcbe6mw5q14ZC8vSx67Y768vOhawYAoGRbteek1p7bJb+4U6pZ09XVAO6D89+c/y4p5785IgIAAHAD63afkbyMMs/56cYW/pefAXAiY6Rz54r+ZYzzt2Xp0qVq3Lix/X1YWJgaNGhgPyDduHGjLBaL1q1bZz9AW7x4sdq2beuwnKZNm2rp0qU5rsNisahNmzb2ZZ46dUpbt27V+fPnte3/bwmxePFiNWnSREFBQdnm//333yVJP//8sw4dOqTvv//ePm7RokX666+/tGjRIk2dOlVTpkyxH3RKtgPJ1atX68cff9TKlStljNHNN9+c7wPJJ554Qnfeeac6deqkQ4cO6dChQ2rZsmWu00+dOlVRUVH6/fff9cgjj+iBBx5Qjx491LJlS61du1YdO3bU3Xffbf9S4mItW7bU22+/rdDQUPu6nnjiiWzTZWZmqlu3bgoKCtJvv/2mDz/8UM8991y26UJCQjRlyhRt2bJF48eP10cffaS33npLktSzZ089/vjjql27tn1dPXv2zLaMc+fOKSEhQaVLl9aqVav0zTff6Oeff9bDDz/sMN3lPgfA2WZvOqSNf59WsJ+3Hr6xilJSpG7dpBMnpMaNpYkT6UAGAICn+3T5bnV4c7G+X3vAKctLS5M+/FCqWlUaPFj66y8pIkJ64QVp3z7pgw+kKtzgFQCAQnEk+YKe+X6DJGlwm2tVtyw3qAEAYP7mIzpXbauCax2kszoKnavOfxfGOXDOf+eN89/F5/y3T5GuDQAAADn6efVpSZLldKiuuYbeaChaKSlSqVJFv96zZ6Xg4ILNM2vWLJW6pNhnn31Wzz77rCRp7969io+Pdxjfrl07JSYm6oknnlBiYqI6dOigbdu2admyZerUqZMSExP15JNPOswTHx+vdevW5VpHu3btNGnSJEnSkiVL1LBhQ8XGxioxMVE1atRQYmJiti8AsmQ9AiwyMjLbI7pKly6t9957T97e3qpRo4a6dOmihQsXatCgQdqxY4d+/PFHLV++3H6A/cUXX6hcuXKaOXOmevTocbnmU6lSpRQYGKjU1NR8PR6sfv36ev755yVJzzzzjMaOHauoqCgNGjRIkvTCCy9owoQJ2rBhg8PV+pLtkWhhYWGyWCx5rmvBggX666+/lJiYaJ/ulVdeUYcOHRymy6pDsl2Z/sQTT2jatGl68sknFRgYqFKlSsnHxyfPdX355Ze6cOGC/vvf/yr4/3/43nvvPd1666169dVXVaZMGUl5fw5AYTh7IUMh/j66p3UlRQb76667pD/+kGJipO+/lwIDXV0hAAAoTOv2ndKrc7cpPdPofHrmVS0rLU2aPFkaPdrWKV2SYmOlp56SBg0q+DEYAAAoGKvV6LGv1+tUSrpqx4dqaPuqri7Jo2RkSOfP2/Z50tKk1NSc/81tWGam7ZWRkfP/8xp36XTG2F5W6z//z+nl7PG5yW3clcxTlMsrjHWhaMyfb/v+EsivbQdsTxm3ng5W5couLgYez1Xnv6WCnwPn/Dfnv6WScf6bzuoAAABuYNXOZElSGV/usALk5YYbbtCECRMchkVERNj/f/78efsj0LK0bdtWn3zyiTIzM7V48WJ17NjRfmBdr1497dy5M9ujyAIDA3O8WvriZQ4ZMkTHjh3T4sWL1a5dO/sy77nnHq1YsSLbFwD5Ubt2bXl7e9vfx8XFaePGjZKkrVu3ysfHR82aNbOPj4yMVPXq1bV169YCrys/6tWrZ/+/t7e3IiMjVbduXfuwrIPbo0ePXvE6tm/frnLlyjkcZDdt2jTbdNOnT9c777yjv/76S2fPnlVGRoZCQ0MLtK6tW7eqfv369gN1Sbr++utltVq1fft2+/bk9TkAhaFX0/LqWDtW/j5eev11ado0ycdH+vZb6aKnNAIAAA90/GyqHvh8rdIzjTrXidVdTctf0XJy6qQeFyc9/bStkzoXvwEAUDTOpWXIy2JRoK+33undUP4+3pefyYNZrVJyspSUZHudPv3P/y9+f/HdSFNScv9/WportwbAxfJ5w1vAbvex85KkmKAg+fq6uBjAjXD+m/PfJeX8N53VAQAA3IA5UEbJf3kroWW0q0tBCRQUZLvC2xXrLajg4GBVyeNZ9VFRUTp16pTDsDZt2ujMmTNau3atlixZotGjRys2NlZjx45V/fr1FR8fr6pVHe9wdPLkSfsV4DmpW7euIiIitHjxYi1evFivvPKKYmNj9eqrr2rVqlVKT0/P8/FiufG95Ns5i8Uiq9Wa7/m9vLxkLrmlTH4fkZbfei4eZrHYngRRkBqvxMqVK9WnTx+NGjVKCQkJCgsL07Rp0/TGG28Uyvqu9nMArkREsJ/mzbN1KJOkd96RWrd2bU0AAKBwZWRa9fCXa3U4+YIqRwfrtR717fvY+WW1Sl99JQ0fLu3ebRtGJ3UAAFwnJMBXUwc01Z9Hz6hytItu51nIzp+XDhyQ/v5bOnpUOnbM9u+lr2PHpEu+qnUqb2/Jz8/28vfP+d+L/+/ra7s5gLf3P/9mvQr63ttbslgkLy/bv5e+nDU8t3G5yW3clcxTlMsrjHWh8EVGuroCFCfGGB09Z+skWyX2Ck4QAgXkqvPfWesuCM5/543z387hDue/6awOAADgBvasjNGpTTG6ZairK0FJZLF4zqPgGzZsqC1btjgMCw8PV7169fTee+/J19dXNWrUUExMjHr27KlZs2bl+LiyTZs2Zbva/GIWi0WtW7fWDz/8oM2bN6tVq1YKCgpSamqqJk2apMaNGztcvXwxPz8/SVJmZmaBtq1mzZrKyMjQb7/9Zv8i4MSJE9q+fbtq1aolyfaItcOHD8sYYz+QXr9+fbb1F3TdVyo/66pevbr279+vI0eO2K/sXrVqlcM0K1asUIUKFfTcc8/Zh+3du7fA66pZs6amTJmic+fO2T+f5cuXy8vLS9WrV8/3dgHO8tmve1WudKDaVY/Rzp1Sr162Dmf33ivdf7+rqwMAAIVt3Lzt+nXXSQX7eWvS3Y1Uyj//p2yMkebOlZ55RvrjD9uw2Fjp2Wdt+xJ0UgcAoGhdSM+Uv4+XLBaLvLwsqhFbsDsiugtjpBMnpJ07pb/+sj2xZf9+W+f0/fttrxMnCr7cwEApLEwKD3d8hYXZXiEhto5dwcH//Hvx/y8eFhBg64DuXbJvWg8AxcqplHSlmQxJUr3KHLCi8HH+m/PfhYXz31eOzuoAAAAulpIiZR1bNGrk2loAd5eamqrDhw87DPPx8VFUVJQkKSEhQVOnTs02X7t27fTuu+/qjjvukGR7dFrNmjU1ffp0vf/++w7TpqSkaM2aNRo9enSetbRr106PP/64GjdurFKlbHdJatOmjb744gsNGzYs1/liYmIUGBiouXPnqmzZsgoICFBYWNhlt71q1arq2rWrBg0apEmTJikkJERPP/20rrnmGnXt2tVe07FjxzRu3Djdcccdmjt3rubMmePwuLCKFStq3rx52r59uyIjIxUWFpbtSmpnqVixos6ePauFCxeqfv36CgoKUtAltxPo0KGDKleurH79+mncuHE6c+aMnn/+eUn/XLletWpV7du3T9OmTVOTJk30008/acaMGdnWtXv3bq1fv15ly5ZVSEiI/P39Habp06ePRowYoX79+mnkyJE6duyYHnnkEd199932LwqAorL/ZIpemrVFaRlWTbm7hR7sEaGkJKl5c+m997gzFAAAnm7FX8f14ZJdkqTXetRXlZiQfM/722/SU09Jixfb3oeG2t4PGeI5J2IBAChOMjKtumfqKl0THqgXu9ZRgK/796I+e9Z2XmLLFlvH9Itfp09ffv6gIKlsWalMGSkm5p9XdLTj+4gIW6f0S76mAwCUMPtO2u6qnnEmQHVauH9OAkWJ89+c/y4p57+9XF0AAABASTd32Tn5xp9UbLl0xce7uhrAvc2dO1dxcXEOr1atWtnH9+nTR5s3b9b27dsd5mvbtq0yMzMdrhZv165dtmGS9MMPP6h8+fJq3bp1nrUUZJkX8/Hx0TvvvKNJkyYpPj7efqCdH5MnT1ajRo10yy23qEWLFjLGaPbs2faD7Zo1a+qDDz7Q+++/r/r16+v333/XE0884bCMQYMGqXr16mrcuLGio6O1fPnyfK+/oFq2bKn7779fPXv2VHR0tMaNG5dtGm9vb82cOVNnz55VkyZNdO+999qvIA8ICJAk/etf/9J//vMfPfzww2rQoIFWrFih4cOHOyyne/fu6tSpk2644QZFR0frq6++yrauoKAgzZs3TydPnlSTJk10xx136KabbtJ7771XCFsP5O3ln2wd1VtcG6k3ny2trVul+Hjp++85gQsAQEnQvFKkBre5Vg+0q6yb68bla55t26Tu3W0Xty1ebNtnePxxadcu2x3V6agOAIBrvDZvu5bvPKFZGw7pwKnzri7HQXq6tHGj9NVX0nPPSf/6l3TttbY7mTdrJg0YIL3yijR9urRmzT8d1cuVk9q1k/r1k55/Xpo4UfrpJ9sTXU6etHV2375dWrJE+vZb6YMPpJEjpYceknr0kNq2lWrWtHVm53sOAIC9s3pSoGrUcHExgJvh/Dfnv0vK+W+LMca4uoiSKjk5WWFhYTp9+rTDlR4AAFyKzHAfhfFZ9Hplu349s1OlT5bTug/rOWWZQG4uXLig3bt3q1KlSvYDIU8zbNgwJScna9KkSVc0f/PmzfXoo4/qrrvucnJlyK/ly5erVatW2rlzpypXruzqcvKU1+8U+e0+3O2zWLrjmO7+5Hd5e1l0s1drvfdKiPz9bSd4mzZ1dXUAULK5W2aUZCXls7j4Eca5+ftvW+evTz+VrFbJy8vWcWzkSKl8+SIpEwDcWknJjOKgJH4W3645oCe++UOS9P5d16lLvfxdhFYYrFbpzz+lVauk1att/65bJ124kPP0sbFSrVpStWpSlSr/vK69VgoMLNraAZQ8JTEz3FVRfBb7D2WoynVnJYvRiT9L6/9v2Aw4Bee/L4/z367H+W/Jx5lFAgAAoOB2HDsjBUhVC/DIbwC5e+655/TBBx/IarXKy6tgD5M6fvy4br/9dvXu3buQqkNOZsyYoVKlSqlq1arauXOnhgwZouuvv97tD9SBK5GWYdWo/22RJLWIqqD3Hrfl/4cf0lEdAABPd+xMqj5eukuPdawmfx/bY8/z6qh+6pQ0dqz0zjv/dDLr2lUaPdrWsQwAALjWsh3H9fR3GyRJD7SrXOQd1c+elX791Xbx+7Jltg7qZ85kny40VKpbV6pTx/EVFVWk5QIASrB9u3yUdjhc5cqJjurAFeD8d/HD+e/s6KwOAADgYietyZKkZtW5awDgDOHh4Xr22WevaN6oqCg9+eSTTq4Il3PmzBk99dRT2rdvn6KiotS+fXu98cYbri4LKBQTEv/SzqNnFervp5kvV5MkPfaY1LeviwsDAACFKiklTXd/8pu2HT6jY2dS9WbPBrlOe/689O670pgxUlKSbVjr1raO6y1bFkm5AADgMrYeStb9n69RhtXo1vrxGtaxeqGv88QJW6f0pUttHdTXrpUyMx2nCQyUGjaUmjSxvRo3lqpWtT2ZBQAAV9m61fZvzZqurQMorjj/Xfxw/js7OqsDAAC40LGkdJmg85Kkzi24szqAkqlv377qS09dlAAHk87rvUU7JEnJi2rr3ClfdeggvfqqiwsDAACF6syFdPX79HdtO3xGMSH+GtK+ao7TZWZK//2v9MIL0oEDtmF169o6rd98s5THTdgBAEARSsuw6r7P1uhsaoaaVYrQ6z3qycvL+UGdliatXCnNn297rVkjGeM4TfnytovaWreWWrSwPX3Fh14gAAA3892ffyqkka+urVFWkq+rywGAQsf57+w4TAEAAHCheb/ZnslpPRugmpX9XFwNAAAoTPHhgXqz+3Ua9tZRbV8apypVpGnTOIkMAIAnO5uaoXumrNYfB06rdJCvvri3mSpEBjtMY4w0a5b0zDPS5s22YeXLSy+9JPXpI3l7u6BwAACQKz8fL71yWx29Mf9PfXh3Y/n7OCesjZH+/POfzumLFknnzjlOU6OG1KbNPx3UK1RwyqoBACg06ZlWbbXsUER7qXLZONFZHQBKJk6HAgAAuNDyzcmSpFIZodwhDQAAD5eZKX3yYqy2/xCryEhp9mwpIsLVVQEAgMJy6lya+k/+XX8cOK0Qfx99dk8zVS3j+FS1FSukp56Sli2zvY+IkJ57TnrwQSkgwAVFAwCAXFmtxn4H9dZVo9WqSpQsV/nFfkaGbT/gf/+TfvxR2rnTcXxMjNShg9Sxo9S+vRQff1WrAwCgyB1MOi9ZJGu6lxrX8Xd1OQAAF6GzOgAAgAttPXhG8pHKhoRcfmIAAFAs7ThyRsH+PnptVKB++EHy95d++EGqWtXVlQEAgMJijNF9n62x31H9vwObqc41YfbxW7dKzz4rzZxpex8QIA0dauu4Hh7uiooBAEBeNv19Wo99vV4f9GmkKjGlJOmKO6onJ0tz59o6p8+eLZ069c84Pz/bHdM7drS96tWTvLycsQUAALjGjkMpkqSM00GqVYu7twFASUVndQAAABdK21JBJw6HqN3gcFeXAgAACkFKWobu+3yN/j6epr3fNJYUoalTpeuvd3VlAACgMFksFj3Vubqe+GaDPry7kf2O6jt2SC++KH35pWS12jqfDRwojRwpXXONa2sGAAA5W7HzuAZ/tkZnUzM0ds5WfdyvSYGXsXfvP3dPT0yU0tP/GRcZKd1yi/Svf9k6qJcq5bzaAQBwtbXbz0uSLOeCFB3t4mIAAC5DZ3UAAAAXMUbaujJUZ5NCdXNzV1cDAACczRij4TM3a9exc8o446/0E6U0dqzUs6erKwMAAIXl5Lk0RQT7SZIaVYjQgv+0kY+3l3btkl56SfrsMykz0zZt167S6NFSrVouLBgAAOTKGKP/rtyrl2ZtUYbVqPm1EXqzZ4N8zitt3izNmGF7rVvnOL56dVvn9H/9S2rRQvL2dn79AAC4g817bXdWD/cJ0hU+lAQA4AHorA4AAOAi+/dLSUmSj49Us6arqwEAAM42ZcUefbf2gIxVOjGrgYYN8dOTT7q6KgAAUBgyMq16++cdmrJij76+r4VqxYdKkvbt9dKYMdKUKVJGhm3aLl2kUaOkRo1cVy8AAMjb+bRMPTdjo75f97ck6V/14zXujnoK8M29V7nVKv36qzRzpq2D+s6d/4zz8rI9Ze1f/5JuvdXWWR0AgJJgz3FbZ/X4sEAXVwIAcCU6qwMAALjI7BXJCq57WuWDw+XvH+LqcgAAgBMt23FcL/1vqyTpVGJNDbwlSmPGiDvHAADggQ6cStGQaeu1Zu8pSdL8LYd1/lCoXntN+uYbW8c1SerUydZJvWlTFxYLAAAu6/DpC+r90a/affycvL0seqZzDd3TqpIsORzUp6VJixbZOqf/8IN0+PA/4/z9pQ4dpNtus3VQj44uwo0AAMBNHD+fIvlL1eKDXF0KAMCFvFxdAAAAQEk1f8thRd28QaUa73J1KYBHWbhwoWrWrKnMzMwCz3v8+HHFxMTowIEDTq3JYrFo5syZeU7Tv39/devWzanrBeAaGw+c1sBP18gqo7ObrtFttSrp3XfpqA4AgKfJtBpNWb5bnd5eqjV7T6mUv4/urdVQs8ZWU+PG0vTpto7qCQnS8uXSnDl0VAcAoDiICfFXTIi/YkMD9Pk9zXRv62sdOqonJUlffy316SPFxNguSJs0ydZRPTRUuusu2/hjx6T//U8aOJCO6gCAksuypKkO/fd6tasV6epSgGKL89/wBHRWBwAAcJHdp5IlSdWiQ11cCVA89O/fXxaLJdurU6dODtM9+eSTev755+XtnfsjeXMTFRWlvn37asSIEc4qW5J06NAhde7cWZK0Z88eWSwWrV+//qqXO2XKFHs7eHl5qWzZshowYICOHj16xXXeddddqlatmry8vDR06NAcp/vmm29Uo0YNBQQEqG7dupo9e7bDeGOMXnjhBcXFxSkwMFDt27fXjh07HKY5efKk+vTpo9DQUIWHh+uee+7R2bNnHabZsGGDWrdurYCAAJUrV07jxo0rcC1AUTNGGjrpL6WZDF3YF6Hby9XV5E8t8uIbGAAAPMr6/Um6/YPlGvm/LTqbmqFYn3BdmNlaw/vFa+FCydtb+ve/pT/+kObOlVq2dHXFAAAgN5lWo+/WHNDp8+mSJC8vi8b3aqh5Q9uoReVIGSNt3Ci9+qrUtq0UFSX17Cl9+aV0+rQUGyvdd58t848dk774QurRQwrhgaoAgBIuPV36c6Of0g6Fq3F9X1eXA7gdzn9nx/lvzz3/zalSAAAAFzllzkiSmlbjG2sgvzp16qRDhw45vL766iv7+GXLlumvv/5S9+7dr3gdAwYM0BdffKGTJ086o2RJUmxsrPz9/Z22vIuFhobq0KFDOnDggD766CPNmTNHd9999xUtKzU1VdHR0Xr++edVv379HKdZsWKFevfurXvuuUfr1q1Tt27d1K1bN23atMk+zbhx4/TOO+9o4sSJ+u233xQcHKyEhARduHDBPk2fPn20efNmLViwQLNmzdKSJUs0ePBg+/jk5GR17NhRFSpU0Jo1a/Taa69p5MiR+vDDDwtUC1CULlyQ+vaVfhlTX6dXVlbvsk006QNvOqoDAOCBNuw/rT8OnJa31UenF9bRb6+01F8bghQaKg0ZIv31l/TZZ1K9eq6uFAAA5CYtw6qvV+9XhzcX6/Fv/tA7Cy/qbHI+QHN+9NV990kVKtgy/emnpSVLpMxMqVYt6YknbE9P+ftvaeJE29NU/Pxctz0AALibP/+0dVgPCZEqVnR1NYB74vx3dpz/9szz35wuBQAAJdL777+vihUrKiAgQM2aNdPvv/9epOs/eipDKpUiSerYjM7qcA8paRm5vi6kZzp12ivl7++v2NhYh1fp0qXt46dNm6YOHTooICBAknT69Gl5e3tr9erVkiSr1aqIiAg1b97cPs/nn3+ucuXK2d/Xrl1b8fHxmjFjRo41GGMUHR2tb7/91j6sQYMGiouLs79ftmyZ/P39lZJi+z2/+DFolSpVkiQ1bNhQFotF7dq1c1j+66+/rri4OEVGRuqhhx5Senp6nm1isVgUGxur+Ph4de7cWY8++qh+/vlnnT9/Ps/5clKxYkWNHz9effv2VVhYWI7TjB8/Xp06ddKwYcNUs2ZNvfTSS7ruuuv03nvvSbK1z9tvv63nn39eXbt2Vb169fTf//5XBw8etLfB1q1bNXfuXH388cdq1qyZWrVqpXfffVfTpk3TwYMHJUlffPGF0tLS9Omnn6p27drq1auXHn30Ub355pv5rgWex9X5nZcp846qWXOjzz+XvOWtV3rW0Juv+uiip4QDAFDsFTSLPeUuQOmZVs3bfFg/rj2k+fNtd079z7/K6fSvlbV3Qlslra6gRo0s+vhj6eBB6e23bZ3aAABwByU1v/Py17GzGjtnm1q9+oue/HaDdh0/pxB/Xx3dE6gHH5Rq1pTi4qTevaUPP5T275cCAqSbb5bef1/atUvavFl67TXb01O4SB0A4Gyekt/Tlx1R6Zs2q0rro3xXDpcoyvPfV3oOnPPf2XH+2zPPf/u4ugAAAICiNn36dD322GOaOHGimjVrprffflsJCQnavn27YmJiiqSGeb/a7qpuUvxVo1LhXG0KFFStF+blOu6G6tGaPKCp/X2jl37W+UsOyrM0qxSh6fe1sL9v9eoinTyX5jDNnrFdrrLanC1dulR33XWX/X1YWJgaNGigxMRENW7cWBs3bpTFYtG6det09uxZlSpVSosXL1bbtm0dltO0aVMtXbpU99xzT7Z1WCwWtWnTRomJibrjjjt06tQpbd26VYGBgdq2bZtq1KihxYsXq0mTJgoKCso2/++//66mTZvq559/Vu3ateV30e2WFi1apLi4OC1atEg7d+5Uz5491aBBAw0aNCjfbRAYGCir1aqMDNsXIrVr19bevXtznb5169aaM2dOvpe/cuVKPfbYYw7DEhIS7Afiu3fv1uHDh9W+fXv7+LCwMDVr1kwrV65Ur169tHLlSoWHh6tx48b2adq3by8vLy/99ttvuu2227Ry5Uq1adPGoX0SEhL06quv6tSpUypduvRla4FncYf8zsmew6ka+M5W7bL+raRSVRUVVU3Tp0s33uiykgAAKBQFzeKsuwCNGTNGt9xyi7788kt169ZNa9euVZ06dVywBQWTkpahFTtOatqyw1q297AuWNOVeTpIBybFSsYiyUtlttXQ3QNsT1a5aNcWAAC3UdLyOz8GTF6lRduP2t/7pPsrZd212ry8vDal/dN9wmKR6teXbrhBat/e9m9goCsqBgCUNJ6U37/8eUihjf9WRKqPJNd9j4+SqyjPf0uFcw6c89+c//aU8990VgcAACXOm2++qUGDBmnAgAGSpIkTJ+qnn37Sp59+qqeffrpIalix2dZZPTgjtEjWB3iKWbNmqVSpUg7Dnn32WT377LOSpL179yo+Pt5hfLt27ZSYmKgnnnhCiYmJ6tChg7Zt26Zly5apU6dOSkxM1JNPPukwT3x8vNatW5drHe3atdOkSZMkSUuWLFHDhg0VGxurxMRE1ahRQ4mJidm+AMgSHR0tSYqMjFRsbKzDuNKlS+u9996Tt7e3atSooS5dumjhwoX5PljfsWOHJk6cqMaNGyskxPbUhtmzZ+d5dXpgAc+yHT58WGXKlHEYVqZMGR0+fNg+PmtYXtNc+oWqj4+PIiIiHKbJugr/4mVkjStduvRla4FncYf8zmK1Gi34/aze+fGANl3YJ4tfhoxVql7Voh++lS751QYAwCMUNIsvvguQJL300ktasGCB3nvvPU2cOLFIa8/LmZRMnT3tpePHLdqzR/rmjz3akHRQSV5JkpexT5d5zk9nt8Ypvlymbu7oo549pXbtJB/OsgAA3Jin5veljDE6cyFDh06ka//RNO08nKKdh1O0+9g57Us+o2ZnW+jgfm9t3y4dLReooHrS+V0xOruhnM7/FSNZveTjI9W7TmrVytYxvU0bKSLC1VsGACiJPCW/z13I1IHMY5Kv1L5+pMvqANwd57/zxvlvzzn/zdeoAACgRElLS9OaNWv0zDPP2Id5eXmpffv2WrlyZZHVseVgsuQnlfv/nWnAHWx5MSHXcV6XPJtvzfD2uUyZfdplT91wdYVd5IYbbtCECRMchkVcdNbo/Pnz9kegZWnbtq0++eQTZWZmavHixerYsaP9wLpevXrauXNntkeRBQYG2h9hlpO2bdtqyJAhOnbsmBYvXqx27drZl3nPPfdoxYoV2b4AyI/atWvL29vb/j4uLk4bN27Mc57Tp0+rVKlSslqtunDhglq1aqWPP/7YPr5ChQoFrgNwNwXN79TUVKWmptrfJycnO6WOp5+Wvt+zWamxf8sSYPsSzOIn6WSYHmlRW4+/WppHmQIAPNKVHEsX9C5AhZXfI0dKX2/aqQsxB2UsRsZilbL+9cmQxS9T+8d3kPWC7Y5GER3OKOS6U5KkjNOBsh6MUhW/eN3cOEJdBnupTh2R9wCAYqE45/eYMdJnv+9SatzfMjIyFiPJyEiSxUgWI+vCZso8HSyrVVKDrfKvvzvX5X30zRmlHQqXJHnvq6Lzq6qpWgU/1WkuNXlEatrUdhf1S75WBACgyBXn/H7zTemTpbt1Pm6frF5WGd80WQIyZD3nr/tv5wowuAbnv//B+W+4Gp3VAQBAiXL8+HFlZmbmeCXitm3bsk1fWAfraeuq6sieMhryPN9+w30E+eX/8KCwpr2c4OBgValSJdfxUVFROnXqlMOwNm3a6MyZM1q7dq2WLFmi0aNHKzY2VmPHjlX9+vUVHx+vqlWrOsxz8uRJ+xXgOalbt64iIiK0ePFiLV68WK+88opiY2P16quvatWqVUpPT1fLli0LvH2+vr4O7y0Wi6xWa57zhISEaO3atfLy8lJcXFy2K8Wd/Ri02NhYHTlyxGHYkSNH7FfJZ/175MgRxcXFOUzToEED+zRHjx51WEZGRoZOnjzpsJyc1nPxOi5XCzxHQfN7zJgxGjVqlNPr2L9fOpFkVUjFdJkML5U6F6k7GlbQMyNjFBBArzUAgOcqaBZLl78j0aUKK7/37JGOJF9QSJUzDsMvTm7vUqmKKOWnsmWl+LhrFO5dWi2qRCihVZCqVKFzOgCgeCrO+b1vn3To9AWFVc/9+/jDR61KP2H7f+hpX/lLMhleyjzvJ50LlF9qkEK9gxQbEKLb+war0jVStWpSjRoBKldO8vJyetkAAFy14pzfBw9Kfx9PV3j1s5Jsx93WNG8NblhP4aEEL1yD89//4Px37jj/XTTorA4AAJCHwjpY/+wjf61dG61WrZy+aKBEa9iwobZs2eIwLDw8XPXq1dN7770nX19f1ahRQzExMerZs6dmzZqV4+PKNm3alO1q84tZLBa1bt1aP/zwgzZv3qxWrVopKChIqampmjRpkho3bqzg4OAc5/Xzs92xMTMz88o39CJeXl55foHh7MegtWjRQgsXLtTQoUPtwxYsWKAWLVpIkipVqqTY2FgtXLjQfnCenJys3377TQ888IB9GUlJSVqzZo0aNWokSfrll19ktVrVrFkz+zTPPfec0tPT7V9iLFiwQNWrV1fp0qXzVQtKrmeeecbhTjLJyckqV67cVS936FApYf+1KlW6vG5qXEphId6XnQcAAORPYeZ36x0VdDazjPx8veTvZ5G/j+3f0GBvVS3rr3Iv+8jHfrYk4v9fAADgcgorvx98UGqyvbyS0qLl7W2Rj7fk422Rt5dFPt4W+XpbVKFbkIL8bJ3Ojfe1Cg+7VjGR3goK4kIzAADyUlj5PXCgVLfFNTprjVBwoLeCA7zUrHaQysf5Xn5mALni/Hd2nP8unuisDgAASpSoqCh5e3vn+0rEwjpYr1LF9gJQMKmpqdnuBOHj46OoqChJtscaTp06Ndt87dq107vvvqs77rhDku3RaTVr1tT06dP1/vvvO0ybkpKiNWvWaPTo0XnW0q5dOz3++ONq3LixSpUqJcl2FfsXX3yhYcOG5TpfTEyMAgMDNXfuXJUtW1YBAQEKCwu7/MZfoYI+Bm39+vWSpLNnz+rYsWNav369/Pz8VKtWLUnSkCFD1LZtW73xxhvq0qWLpk2bptWrV+vDDz+UZPsiY+jQoXr55ZdVtWpVVapUScOHD1d8fLy6desmSapZs6Y6deqkQYMGaeLEiUpPT9fDDz+sXr16KT4+XpJ01113adSoUbrnnnv01FNPadOmTRo/frzeeuste62XqwWeo6D57e/vL39/f6fX0aSJ1KRJzl/EAQDgyQqaxVLB7wJUWPndoIHUoEGIpBCnLxsAAHdWnPO7bl2pbt1Skkrlcw4uJgcAeIbinN+1akm1agVL4jt0oCA4/11wnP8unnjGBgAAKFH8/PzUqFEjLVy40D7MarVq4cKFOV6J6O/vr9DQUIcXANeZO3eu4uLiHF6tLnpEQZ8+fbR582Zt377dYb62bdsqMzPT4Wrxdu3aZRsmST/88IPKly+v1q1b51lLQZZ5MR8fH73zzjuaNGmS4uPj1bVr18tud1Fq2LChGjZsqDVr1ujLL79Uw4YNdfPNN9vHt2zZUl9++aU+/PBD1a9fX99++61mzpypOnXq2Kd58skn9cgjj2jw4MFq0qSJzp49q7lz5yogIMA+zRdffKEaNWropptu0s0336xWrVo5HGSHhYVp/vz52r17txo1aqTHH39cL7zwggYPHlygWuAZCprfAADAua4ki7PuAnQxT7kLEAAAxQH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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ps_large = [100000]\n", "\n", "# plot_grid_Em_manual(Ts=Ts_largeP, Ps=Ps_large) # 1h 32m to run\n", "\n", "# Display the saved plot image\n", "display(Image(filename='E(M) large P.png'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "UsageError: Cell magic `%%skip` not found.\n" ] } ], "source": [ "# %%skip\n", "# # This cell will be skipped during execution\n", "# print(\"This won't be executed\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To do in the future: It would be interesting to do a grid where we vary the number of filters. 1,2 we already have, it'd be good to see 3 and 5." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appendix" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exponential_decay r and constant v converged at period 7259, E(w) with P=1 is 469.815305\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=5 is 469.815723\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=50 is 469.820173\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=500 is 469.847108\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=2000 is 469.863667\n", "constant r and quadratic v converged at period 9225, E(w) with P=1 is 22415.377106\n", "constant r and quadratic v converged at period 9225, E(w) with P=5 is 22415.397134\n", "constant r and quadratic v converged at period 9225, E(w) with P=50 is 22415.622115\n", "constant r and quadratic v converged at period 9225, E(w) with P=500 is 22417.740990\n", "constant r and quadratic v converged at period 9225, E(w) with P=2000 is 22421.134420\n" ] }, { "data": { "image/png": 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q2ZZf6cov4SXZTtBzTr7DwsI0dOhQzZo1S/7+/oqMjNS0adNu+kvulJQUjRgxQuXKlZO7u7v8/f0VEBCg+Pj4XNdxozy3ysXFRZ07d9b//vc/paWlScouGs/IyLA7iZekuXPnqnbt2vLw8FCZMmUUEBCgNWvW/KMv9HNz+PBhGYahO+64QwEBAXaPX3/9VXFxcXmyHQBA8XKjvvPw4cOSpN69e1/V/8yaNUtpaWm2vu5W++2wsLCbyujv76+WLVtqyZIltnmLFy+Wi4uLOnXqZJtntVo1ZcoU3XHHHXbb/+mnn/K0P05ISFBgYOBV70dSUhL9MQAUU2fPnlVKSoruuOOOq5bldo59s262bz1+/PgtbftaffA333yjiIgIeXl5qVSpUgoICNArr7wiSf+oL/3jjz8k6YbXInJTp04dVa1a1e7HaosXL5a/v7/ty2zp1j9//BOHDx/WgQMHrur777zzTkmi/weAYuxmr7vfqsqVK19VgJbT7xw7dizX19DvAijqtm3bpvbt2ys0NFQWi0UrVqy45XUYhqG3335bd955p9zd3XXbbbdp3LhxeR8WDinne+6/nyu7ubmpYsWKtuU5/1auXNmunYuLiypUqHDdbbi7u+vNN9/Ul19+qaCgIDVp0kQTJ0685o/NboT+HSgYLjduAgAAAMBM1xoN1TAM2/SkSZP0xBNP6H//+582bNigZ599VhMmTNB3332nsmXLXnf9gwYN0uzZszV48GCFh4fL19dXFotF3bt3t43ieqt5blX37t31wQcf6Msvv1SHDh20ZMkSVa1aVXXq1LG1mT9/vp544gl16NBBL774ogIDA+Xs7KwJEybYLiJcy7V+9Z6VlWX33Gq1ymKx6Msvv8x1P0uWLPkP9g4AUNzdqO/M6W/feust1a1bN9e2OX3QrfbbV47YciPdu3dXnz59tG/fPtWtW1dLlixRy5Yt5e/vb2szfvx4vf7663ryySc1ZswY+fn5ycnJSYMHD851+1eyWCy5fl7IrT8ODAzUggULcl1PQEDATe8TAKB4utlzQOnW+9ablVsf/Mcff6hly5aqWrWqJk+erHLlysnNzU1r167VlClT/tX2/qlu3bpp3LhxOnfunLy9vbVy5Ur16NHDbmS7f/MeXe9vceVnJKvVqlq1amny5Mm5ti9Xrtw/2DsAQHFyK/2/Weh3ATi65ORk1alTR08++aTdABa34rnnntOGDRv09ttvq1atWrpw4YIuXLiQx0lR3A0ePFjt27fXihUrtH79er3++uuaMGGCNm/erHr16hVoFvp34OZQrA4AAADkkYCAAPn4+Gj//v3XbVe+fHkdOnToqvkHDx60Lf8natWqpVq1aum1117Tt99+q8aNG2vmzJkaO3aspGufyH7++efq3bu3Jk2aZJuXmpqq+Pj4f5Tjetu6liZNmigkJESLFy/Wfffdp82bN+vVV1+9KmfFihW1bNkyu/WPHDnyhusvXbp0rvvz91HsK1WqJMMwFBYWZvuVOQAA+a1SpUqSsm85HhERcd22+dFv5+jQoYOefvpp2ygwv/32m4YPH37V9ps3b66PP/7Ybn58fLxdUXtuSpcurSNHjlw1P7f+eOPGjWrcuPEtFdsDAIq2gIAAeXp62u5IcqW/n2Pn3MXk7/3j3/sc6eb71vLly9/Utq9n1apVSktL08qVK+3uvJLbrbhv9rw653PE/v37b/g5IjfdunXT6NGj9cUXXygoKEiJiYnq3r27XZt/8/njeufjFStWtNuPH3/8US1btrzlawoAgKLtZq+7X9n/lypVyjY/t/5fkn7//XcZhmHX7/z222+SdM0RXel3ARR1bdu2Vdu2ba+5PC0tTa+++qo+++wzxcfHq2bNmnrzzTfVrFkzSdKvv/6qGTNmaP/+/baRtW/2zo8oGnK+5z506JBd35Oenq6jR4/a+s+cdr///ruaN29ua5eZmaljx46pdu3aN9xWpUqV9Pzzz+v555/X4cOHVbduXU2aNEnz58+XxHk14GiczA4AAAAAFBVOTk7q0KGDVq1apV27dl21PGck0QceeEDff/+9duzYYVuWnJysDz/8UBUqVFD16tVvabuJiYnKzMy0m1erVi05OTkpLS3NNs/LyyvXE1lnZ+erRjl9//33/9WIM9fa1rU4OTnpkUce0apVq/Tpp58qMzNT3bp1uyqnZD+C+86dO+3ex2upVKmSEhIS9NNPP9nmnTlzRsuXL7dr16lTJzk7O2v06NFXvSeGYej8+fM3vU8AANysBg0aqFKlSnr77beVlJR01fKzZ8/apvOj385RqlQpRUZGasmSJVq0aJHc3NzUoUMHuza5bX/p0qU6derUDddfqVIlHTx40G5/fvzxR33zzTd27bp27aqsrCyNGTPmqnVkZmbmSWE+AKDwcXZ2VmRkpFasWKETJ07Y5v/6669av369XVsfHx/5+/tr27ZtdvOnT5+e63pvpm994IEH9N133+n777+3zTt79uw17wRyrX2Q7M9rExISNHv27Kva3ux5df369RUWFqZ33nnnqvY3cwe0atWqqVatWlq8eLEWL16skJAQNWnS5Krc//TzR6VKlfTdd98pPT3dNm/16tU6efKkXbuuXbvq1KlT+uijj65aR0pKipKTk2+4LQBA0XSz191zCs2u7P+Tk5M1d+7cXNd7+vRpu+vDiYmJmjdvnurWravg4OBcX0O/C6C4GzhwoHbs2KFFixbpp59+UpcuXdSmTRvbD3tXrVqlihUravXq1QoLC1OFChXUr18/RlYvRiIiIuTm5qb33nvPrj/7+OOPlZCQoHbt2kmSGjZsqDJlyuijjz6y+557wYIFunjx4nW3cenSJaWmptrNq1Spkry9vW/qu/G/o38HCgYjqwMAAAB5aPz48dqwYYOaNm2q/v37q1q1ajpz5oyWLl2q7du3q1SpUnr55Zf12WefqW3btnr22Wfl5+enuXPn6ujRo/riiy/k5HRrvyndvHmzBg4cqC5duujOO+9UZmamPv30Uzk7O6tz5862dg0aNNDGjRs1efJkhYaGKiwsTI0aNdKDDz6oTz/9VL6+vqpevbp27NihjRs3qkyZMv/4fWjQoIFmzJihsWPHqnLlygoMDFSLFi2u+5pu3brp/fff18iRI1WrVi1Vq1bNbvmDDz6oZcuWqWPHjmrXrp2OHj2qmTNnqnr16rkW9l2pe/fuGjZsmDp27Khnn31Wly5d0owZM3TnnXdqz549tnaVKlXS2LFjNXz4cB07dkwdOnSQt7e3jh49quXLl6t///564YUX/vH7AgBAbpycnDRr1iy1bdtWNWrUUJ8+fXTbbbfp1KlT2rJli3x8fLRq1SpJypd++0rdunXTY489punTpysyMtJuNLqc7b/xxhvq06eP7r33Xv38889asGCB3Qgu1/Lkk09q8uTJioyMVN++fRUXF6eZM2eqRo0aSkxMtLVr2rSpnn76aU2YMEH79u1T69at5erqqsOHD2vp0qV699139cgjj+TJ/gIACpfRo0dr3bp1uv/++/XMM88oMzNT77//vmrUqGH342RJ6tevn/773/+qX79+atiwobZt22YbLfVKN9u3vvTSS/r000/Vpk0bPffcc/Ly8tKHH36o8uXLX7Xta2ndurXc3NzUvn17Pf3000pKStJHH32kwMBAnTlzxq7tzZ5XOzk5acaMGWrfvr3q1q2rPn36KCQkRAcPHtSBAweuKuTPTbdu3TRixAh5eHiob9++V12X+DefP/r166fPP/9cbdq0UdeuXfXHH39o/vz5toLCHI8//riWLFmiAQMGaMuWLWrcuLGysrJ08OBBLVmyROvXr1fDhg1vuD0AQNF0M9fdW7durdtvv119+/bViy++KGdnZ33yyScKCAiw+6FbjjvvvFN9+/bVDz/8oKCgIH3yySeKjY3N9UdkOeh3ARRnJ06c0OzZs3XixAmFhoZKkl544QWtW7dOs2fP1vjx43XkyBEdP35cS5cu1bx585SVlaUhQ4bokUce0ebNm03eAxSEgIAADR8+XKNHj1abNm300EMP6dChQ5o+fbruuusuPfbYY5IkNzc3jRo1SoMGDVKLFi3UtWtXHTt2THPmzFGlSpWuOzL4b7/9ppYtW6pr166qXr26XFxctHz5csXGxtqNaM55Nf07HIwBAAAAIE8dP37c6NWrlxEQEGC4u7sbFStWNKKiooy0tDRbmz/++MN45JFHjFKlShkeHh7G3XffbaxevdpuPVu2bDEkGUuXLrWbf/ToUUOSMXv2bMMwDOPIkSPGk08+aVSqVMnw8PAw/Pz8jObNmxsbN260e93BgweNJk2aGJ6enoYko3fv3oZhGMbFixeNPn36GP7+/kbJkiWNyMhI4+DBg0b58uVtbQzDMGbPnm1IMn744Ydcc27ZssU2LyYmxmjXrp3h7e1tSDKaNm16w/fNarUa5cqVMyQZY8eOzXX5+PHjjfLlyxvu7u5GvXr1jNWrVxu9e/c2ypcvb9dWkjFy5Ei7eRs2bDBq1qxpuLm5GVWqVDHmz59vjBw50sjttOiLL74w7rvvPsPLy8vw8vIyqlatakRFRRmHDh264X4AAIqHnH7x6NGjtnlNmza16/Nuti/PsXfvXqNTp05GmTJlDHd3d6N8+fJG165djU2bNtna/Nt++0YSExNtnxXmz59/1fLU1FTj+eefN0JCQgxPT0+jcePGxo4dO67a92vt4/z5842KFSsabm5uRt26dY3169fn2pcbhmF8+OGHRoMGDQxPT0/D29vbqFWrlvHSSy8Zp0+fvqV9AgAULV999ZXRoEEDw83NzahYsaIxc+bMXM/tLl26ZPTt29fw9fU1vL29ja5duxpxcXFXnS/ebN9qGIbx008/GU2bNjU8PDyM2267zRgzZozx8ccfX/WZoHz58ka7du1yzb9y5Uqjdu3ahoeHh1GhQgXjzTffND755JOr1nGt8+rczsENwzC2b99utGrVyvD29ja8vLy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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grid of $E(M)$ but for different values of $f$\n", "Ts_experiment = [5000, 40000, 40000, 10000, 5000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000]\n", "plot_grid_Em_manual(Ts=Ts_experiment, f = 0.0001) #101m to run" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Zoom test eras vs top\n", "T=100000\n", "middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=0.0001, r_type=\"top\", v_type=\"cubic\")\n", "plt.ylim([4.84e10 , 4.849e10])\n", "# plt.xlim([90000, 100000]) \n", "plt.show()\n", "\n", "# # and under eras\n", "# T=100000\n", "# middle_plot_mitigated_vs_unmitigated_Em_convergence(T, f=0.0001, r_type=\"eras\", v_type=\"cubic\")\n", "# plt.ylim([3.6e10, 4e10]) \n", "# plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quick Check, script based on the concrete example from report" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "# Write a script that evaluates the following equation \\left( \\sum ^{100}_{i=1} \\left( 1-0.002229\\right)^i + \\left( 1-0.002229\\right)^{100}\\sum ^{9900}_{i=1}\\left( 1-0.0001\\right)^i \\right)\n", "\n", "def evaluate_equation(r1,r2):\n", " sum1 = 0\n", " for i in range(1, 101):\n", " sum1 += (1 - r1) ** i\n", " sum2 = 0\n", " for i in range(1, 9901):\n", " sum2 += (1 - r2) ** i\n", " result = sum1 + (1 - r1) ** 100 * sum2\n", " return result\n", "\n", "\n", "\n", "# Write a script that evaluates the following equation \\sum ^{5}_{i=1} \\beta ^i + \\beta ^{5} \\sum ^{95}_{i=1} \\left( 1-0.002229\\right)^i + \\beta ^{5}\\left( 1-0.002229\\right)^{95}\\sum ^{9900}_{i=1}\\left( 1-0.0001\\right)^i\n", "\n", "def evaluate_equation_M(r1,r2):\n", " sum1 = 0\n", " beta=(1-r1/2)\n", " for i in range(1, 6):\n", " sum1 += beta ** i\n", " sum2 = 0\n", " for i in range(1, 96):\n", " sum2 += (1 - r1) ** i\n", " sum3 = 0\n", " for i in range(1, 9901):\n", " sum3 += (1 - r2) ** i\n", " result = sum1 + beta ** 5 * sum2 + beta ** 5 * (1 - r1) ** 95 * sum3\n", " return result" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "When calculated directly E(w) = 5116.53273619555\n", "When calculated directly E(w') = 5145.161060930257\n", "When calculated directly E(M) = 28.62832473470735\n", "\n", "\n", "When calculated generally, E(M) = 28.628324734711896\n", "\n", "\n", "The difference between in previous estimate is: 4.547473508864641e-12\n" ] } ], "source": [ "def example_check():\n", " general = expected_value_vector_of_M_up_to_t(10000, r_type=\"eras\", v_type=\"constant\",f = 0.5, P = 5, eras_periods = [100, 10000 - 100], eras_risks = [0.002229, 0.0001])[-1]\n", " \n", " eval = evaluate_equation(0.002229, 0.0001)\n", " evalm = evaluate_equation_M(0.002229, 0.0001)\n", " direct = evalm - eval\n", " \n", " # Print the example with and without M\n", " print(f\"When calculated directly E(w) = \",eval)\n", " print(f\"When calculated directly E(w') = \",evalm)\n", " print(f\"When calculated directly E(M) = \",direct)\n", " print(\"\\n\")\n", " \n", " # With our general method\n", " print(f\"When calculated generally, E(M) = \",general)\n", " print(\"\\n\")\n", "\n", " \n", " # print difference equation of the two approaches\n", " print(f\"The difference between in previous estimate is:\" , general - direct)\n", " \n", "example_check() # tiny difference: 0.0000000000000004440892098500627" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example constant value, persistence 5" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "General method: 5117.262062779533\n", "Geometric series method: 5117.262062779516\n" ] } ], "source": [ "def general_method(T, v_c, r_first_100, r_after_100):\n", " sum_r = 0\n", " product_r = 1\n", " for i in range(1, T + 1):\n", " sum_r += product_r * v_c\n", " if i <= 100:\n", " product_r *= (1 - r_first_100)\n", " else:\n", " product_r *= (1 - r_after_100)\n", " return sum_r\n", "\n", "def geometric_series_method(T, v_c, r_first_100, r_after_100):\n", " # First 100 years geometric series\n", " S_100 = (1 / (1 - (1 - r_first_100))) * (1 - (1 - r_first_100)**100)\n", " \n", " # After 100 years geometric series\n", " S_10000 = ((1 - r_first_100)**100 / (1 - (1 - r_after_100))) * (1 - (1 - r_after_100)**(T-100))\n", " \n", " return v_c * (S_100 + S_10000)\n", "\n", "T = 10000\n", "v_c = 1\n", "r_first_100 = 0.00222894771\n", "r_after_100 = 0.0001\n", "\n", "print(\"General method:\", general_method(T, v_c, r_first_100, r_after_100))\n", "print(\"Geometric series method:\", geometric_series_method(T, v_c, r_first_100, r_after_100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of $E(M)$ for different values and $P$" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [], "source": [ "# A function just like middle_plot_mitigated_vs_unmitigated_Em_convergence but that outputs the final E(M) values for each scenario and for all values of P, instead of plotting them\n", "\n", "def calculate_final_Em(T, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"constant\", v_type=\"constant\", tolerance=1e-5, eras_risks=[0.0022289477, 0.0001, 0.0022289477, 0.0001]):\n", " eras_periods=[100, 500, 100, T - 700]\n", " \n", " # Initialize variables\n", " Ew_original = 0\n", " prod_term_original = 1\n", " Ew_list_original = []\n", " prev_Ew_original = None\n", "\n", " Ew_mitigated = {P: 0 for P in Ps}\n", " Em = {P: 0 for P in Ps}\n", " prod_term_mitigated = {P: 1 for P in Ps}\n", " Ew_list_mitigated = {P: [] for P in Ps}\n", " prev_Ew_mitigated = {P: None for P in Ps}\n", "\n", " converged_flags = {P: False for P in Ps} # Flags to indicate if E(w) has converged for each P\n", "\n", " # Generate the value and risk vectors\n", " v = generate_value_vector(T+1, v_type=v_type)\n", " r_original = generate_risk_vector(T+1,r_type=r_type, eras_periods=eras_periods, eras_risks=eras_risks)\n", "\n", " for t in range(1, T + 1):\n", " # Update original E(w) values\n", " Ew_original, prod_term_original = calculate_Ew_incremental(Ew_original, prod_term_original, v[t-1:t], r_original[t-1:t])\n", "\n", " # Update mitigated E(w) values for each P\n", " for P in Ps:\n", " r_mitigated = apply_mitigation(r_original, f, P)\n", " Ew_mitigated[P], prod_term_mitigated[P] = calculate_Ew_incremental(Ew_mitigated[P], prod_term_mitigated[P], v[t-1:t], r_mitigated[t-1:t])\n", "\n", " # Store and check the E(w)\n", " Ew_list_original.append(Ew_original)\n", "\n", " for P in Ps:\n", " Ew_list_mitigated[P].append(Ew_mitigated[P])\n", "\n", " if prev_Ew_mitigated[P] is not None and not converged_flags[P]:\n", " if has_converged(Ew_mitigated[P], prev_Ew_mitigated[P], tolerance):\n", " print(f\"{r_type} r and {v_type} v converged at period {t}, E(w) with P={P} is {Ew_mitigated[P]:.6f}\")\n", " converged_flags[P] = True\n", "\n", " prev_Ew_original = Ew_original\n", " for P in Ps:\n", " prev_Ew_mitigated[P] = Ew_mitigated[P]\n", " \n", " # calculate E(M) for each P\n", " for P in Ps:\n", " Em[P] = Ew_list_mitigated[P][-1] -Ew_list_original[-1]\n", " \n", " # Return the final E(M) values for each P\n", " return Em" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: 0.446312908169773,\n", " 5: 2.2253980429970284,\n", " 50: 21.570255296526852,\n", " 500: 155.8170871523144,\n", " 2000: 202.83008578322648}" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example usage\n", "T=1000\n", "# calculate_final_Em(T, f=0.5, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\")\n", "calculate_final_Em(T, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example is interesting, quintupling persistence roughly increases value by 5 times. A 50-fold increase ($P$ of 1 vs 50) by 40 times and $P= 1$ to $P=500$ is 300 times more value." ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{1: 1072155.1444895267, 5: 5372764.676355362, 50: 55101328.967936516, 500: 135048243.92749965, 1000: 162765337.76599038, 2000: 220245554.1461116, 5000: 404475134.2416793}\n", "{1: 866357.7785084248, 5: 4341476.596059203, 50: 44524773.07373297, 500: 109126052.48051178, 1000: 233594437.82989848, 2000: 285267231.9386312, 5000: 450883469.32472956}\n" ] } ], "source": [ "print(calculate_final_Em(10000, f=0.5, Ps=[1, 5, 50, 500, 1000, 2000, 5000], r_type=\"top\", v_type=\"cubic\"))\n", "print(calculate_final_Em(10000, f=0.5, Ps=[1, 5, 50, 500, 1000, 2000, 5000], r_type=\"eras\", v_type=\"cubic\"))\n", "# # print a dictionary with the difference between the two dictionaries\n", "# print({key: calculate_final_Em(10000, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"top\", v_type=\"cubic\")[key] - calculate_final_Em(10000, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"eras\", v_type=\"cubic\")[key] for key in calculate_final_Em(10000, f=0.5, Ps=[1, 5, 50, 500, 2000], r_type=\"top\", v_type=\"cubic\")})" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "65021677.79251957" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "285267231.9386312-220245554.1461116" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Let us create a function that works exactly like plot_grid_Em_manual but it outputs the final E(M) values for each scenario and for all values of P, instead of plotting them\n", "\n", "def calculate_final_Ems(Ts=[1000], f = 0.5, tolerance=1e-5, Ps=[1, 5, 50, 500, 2000]): #2000 used to be T for Ps (which led to issues in loops)\n", " Ts = Ts + [Ts[-1]] * (20 - len(Ts)) # Pad Ts with the last value if the list is shorter than 20\n", " # T = Ts[0] # We'll use this T value for the first row and column\n", " \n", " # # Eras parameters\n", " # eras_periods_here=[100, 500, 100, T - 700]\n", " eras_risks_here=[0.0022289477, 0.0001, 0.0022289477, 0.0001]\n", "\n", " # Initialize values, types, Ps and colors\n", " value_types = [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"]\n", " r_types = [\"constant\", \"top\", \"eras\", \"exponential_decay\"]\n", " Ps = Ps # We'll calculate E(M) for each of these values of P\n", " \n", " # Create a dictionary to store the final E(M) values for each scenario and for all values of P\n", " final_Ems = {v_type: {r_type: {P: None for P in Ps} for r_type in [\"constant\", \"top\", \"eras\", \"exponential_decay\"]} for v_type in [\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"]}\n", " # print(final_Ems)\n", " \n", " \n", " for i, v_type in enumerate(value_types):\n", " for j, r_type in enumerate(r_types):\n", " \n", " # For the middle sub-plots, we'll use the T value from the Ts list\n", " T = Ts[j + 4 * i]\n", " \n", " # Update Ps and eras_periods_here according to the new T\n", " Ps = Ps\n", " eras_periods_here=[100, 500, 100, T - 700]\n", " \n", " # Add the final E(M) values for each P to the dictionary\n", " final_Ems[v_type][r_type] = calculate_final_Em(T, f=f, Ps=Ps, r_type=r_type, v_type=v_type, tolerance=tolerance, eras_periods=eras_periods_here, eras_risks=eras_risks_here)\n", " \n", " return final_Ems" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "constant r and quadratic v converged at period 9225, E(w) with P=1 is 22440.409251\n", "constant r and quadratic v converged at period 9227, E(w) with P=5 is 22540.826468\n", "constant r and quadratic v converged at period 9252, E(w) with P=50 is 23700.257389\n", "constant r and quadratic v converged at period 9501, E(w) with P=500 is 38147.392676\n" ] }, { "data": { "text/plain": [ "{'constant': {'constant': {1: 0.49999286376043983,\n", " 5: 2.494398076559264,\n", " 50: 24.329032349106228,\n", " 500: 191.7397069868697,\n", " 2000: 400.3564192603603},\n", " 'top': {1: 8.869555926429712,\n", " 5: 44.43580283172105,\n", " 50: 454.46646936148045,\n", " 500: 1106.0869955407898,\n", " 2000: 1726.4805491180205},\n", " 'eras': {1: 7.277569603204029,\n", " 5: 36.458069437104314,\n", " 50: 372.6494244735168,\n", " 500: 905.5607446114636,\n", " 2000: 2233.503028404548},\n", " 'exponential_decay': {1: 7.2139004280379595,\n", " 5: 35.77878683349354,\n", " 50: 326.58921011474376,\n", " 500: 1441.0196861512559,\n", " 2000: 1576.1887545004847}},\n", " 'linear': {'constant': {1: 2.7378151074376547,\n", " 5: 13.70842150184717,\n", " 50: 139.12191867611728,\n", " 500: 1483.896068974408,\n", " 2000: 4814.018313628729},\n", " 'top': {1: 911.3372740099439,\n", " 5: 4566.865782471723,\n", " 50: 46834.826294812956,\n", " 500: 114769.72455531126,\n", " 2000: 186601.77661798918},\n", " 'eras': {1: 736.856888590497,\n", " 5: 3692.512795051676,\n", " 50: 37867.74578695919,\n", " 500: 92792.21316403383,\n", " 2000: 241770.20791815955},\n", " 'exponential_decay': {1: 364.42888839624356,\n", " 5: 1808.0023357578903,\n", " 50: 16555.745374725375,\n", " 500: 74285.37104751758,\n", " 2000: 81645.86438118696}},\n", " 'quadratic': {'constant': {1: 25.037156905294978,\n", " 5: 125.45437075185328,\n", " 50: 1284.8852370575805,\n", " 500: 15732.019807166926,\n", " 2000: 76574.88008688796},\n", " 'top': {1: 182184.67004349828,\n", " 5: 912960.549359113,\n", " 50: 9363025.40081364,\n", " 500: 22947884.440677196,\n", " 2000: 37432788.61777255},\n", " 'eras': {1: 147214.90747399628,\n", " 5: 737720.700488776,\n", " 50: 7565822.376752019,\n", " 500: 18543100.754493684,\n", " 2000: 48480685.415115744},\n", " 'exponential_decay': {1: 24526.314588703215,\n", " 5: 121680.5353240855,\n", " 50: 1114301.5835211575,\n", " 500: 5003821.455710635,\n", " 2000: 5502389.644153643}},\n", " 'cubic': {'constant': {1: 337.0984805513872,\n", " 5: 1689.2503796461388,\n", " 50: 17322.335078684788,\n", " 500: 222095.79186073062,\n", " 2000: 1482492.007948577},\n", " 'top': {1: 54556674.5605011,\n", " 5: 273393431.9646683,\n", " 50: 2803834318.8652954,\n", " 500: 6871946674.144211,\n", " 2000: 11211566252.40963},\n", " 'eras': {1: 44084017.65664673,\n", " 5: 220913040.9633255,\n", " 50: 2265612458.8703003,\n", " 500: 5552813088.952026,\n", " 2000: 14519987254.805779},\n", " 'exponential_decay': {1: 1857716.88108325,\n", " 5: 9216550.016257048,\n", " 50: 84401580.58641624,\n", " 500: 379021609.18618417,\n", " 2000: 416806393.7986872}},\n", " 'logistic': {'constant': {1: 180367.37399226427,\n", " 5: 903853.7477292717,\n", " 50: 9269628.510579437,\n", " 500: 119053048.16498026,\n", " 2000: 327531939.778515},\n", " 'top': {1: 8618092.129901886,\n", " 5: 43186829.16220093,\n", " 50: 442910103.3623991,\n", " 500: 1085434089.2947664,\n", " 2000: 1718954498.3946943},\n", " 'eras': {1: 6994421.523243904,\n", " 5: 35050320.05207443,\n", " 50: 359464706.2609625,\n", " 500: 880916892.89678,\n", " 2000: 2235984951.658619},\n", " 'exponential_decay': {1: 6819796.77332592,\n", " 5: 33834541.07508469,\n", " 50: 309843572.8857393,\n", " 500: 1391201583.6145897,\n", " 2000: 1526350042.8841534}}}" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use it to calculate the final E(M) values for each scenario and for all values of P, as we saw in the grid\n", "Ts_experiment = [5000, 40000, 40000, 10000, 5000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000]\n", "# T=1e5 # later this is used for the grid with large P\n", "T=2000\n", "calculate_final_Ems(Ts=Ts_experiment, tolerance=1e-5, Ps=[1, 5, 50, 500, T]) \n", "# as expected runtime is independednt of the T value in Ps\n", "# T=2000 and Ts_experiment had a runtime of 46m 41s" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "exponential_decay r and constant v converged at period 7259, E(w) with P=1 is 469.815305\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=5 is 469.815723\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=50 is 469.820173\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=500 is 469.847108\n", "exponential_decay r and constant v converged at period 7259, E(w) with P=2000 is 469.863667\n", "constant r and quadratic v converged at period 9225, E(w) with P=1 is 22415.377106\n", "constant r and quadratic v converged at period 9225, E(w) with P=5 is 22415.397134\n", "constant r and quadratic v converged at period 9225, E(w) with P=50 is 22415.622115\n", "constant r and quadratic v converged at period 9225, E(w) with P=500 is 22417.740990\n", "constant r and quadratic v converged at period 9225, E(w) with P=2000 is 22421.134420\n" ] }, { "data": { "text/plain": [ "{'constant': {'constant': {1: 9.999857479670027e-05,\n", " 5: 0.0004977691018552832,\n", " 50: 0.004736395777740654,\n", " 500: 0.03016377295506345,\n", " 2000: 0.04434831960537622},\n", " 'top': {1: 0.0017739111854098155,\n", " 5: 0.008867335925060615,\n", " 50: 0.08843248451739782,\n", " 500: 0.20714477087494743,\n", " 2000: 0.3119977671703964},\n", " 'eras': {1: 0.001455513876862824,\n", " 5: 0.007275348783878144,\n", " 50: 0.0725125341095918,\n", " 500: 0.16960286126686697,\n", " 2000: 0.3824042750957233},\n", " 'exponential_decay': {1: 0.00010495540232113854,\n", " 5: 0.0005224487657073951,\n", " 50: 0.004972228565975456,\n", " 500: 0.03190888702982875,\n", " 2000: 0.0484704173445607}},\n", " 'linear': {'constant': {1: 0.0005475630314322188,\n", " 5: 0.0027355701558917644,\n", " 50: 0.02707336492721879,\n", " 500: 0.22667527122621323,\n", " 2000: 0.4309311875704225},\n", " 'top': {1: 0.18226743780542165,\n", " 5: 0.911335434531793,\n", " 50: 9.11311767983716,\n", " 500: 21.487007586285472,\n", " 2000: 33.61710504430812},\n", " 'eras': {1: 0.14737137279007584,\n", " 5: 0.7368549642851576,\n", " 50: 7.368304280913435,\n", " 500: 17.372445334214717,\n", " 2000: 41.206744141178206},\n", " 'exponential_decay': {1: 0.0006255220282582741,\n", " 5: 0.0031247391248143686,\n", " 50: 0.03089566897278928,\n", " 500: 0.2593103068606979,\n", " 2000: 0.519731025211513}},\n", " 'quadratic': {'constant': {1: 0.005007431376725435,\n", " 5: 0.02503489932132652,\n", " 50: 0.25001660121415625,\n", " 500: 2.3688919346095645,\n", " 2000: 5.762322600934567},\n", " 'top': {1: 36.436926901340485,\n", " 5: 182.184744566679,\n", " 50: 1821.8563103079796,\n", " 500: 4296.233053743839,\n", " 2000: 6742.010450989008},\n", " 'eras': {1: 29.442976966500282,\n", " 5: 147.21496714651585,\n", " 50: 1472.1567714959383,\n", " 500: 3471.582969635725,\n", " 2000: 8260.274463430047},\n", " 'exponential_decay': {1: 0.006643306252954062,\n", " 5: 0.033207621541805565,\n", " 50: 0.33099771293927915,\n", " 500: 3.1090582681281376,\n", " 2000: 8.020588624498487}},\n", " 'cubic': {'constant': {1: 0.06741969898575917,\n", " 5: 0.3370963410125114,\n", " 50: 3.370582564675715,\n", " 500: 33.260860460053664,\n", " 2000: 98.2546023981995},\n", " 'top': {1: 10911.334815979004,\n", " 5: 54556.69926452637,\n", " 50: 545569.7317886353,\n", " 500: 1286544.7770462036,\n", " 2000: 2019284.497367859},\n", " 'eras': {1: 8816.801849365234,\n", " 5: 44084.0352935791,\n", " 50: 440842.58959198,\n", " 500: 1039580.6343917847,\n", " 2000: 2473915.1374206543},\n", " 'exponential_decay': {1: 0.11159084743121639,\n", " 5: 0.5578403600375168,\n", " 50: 5.565475626732223,\n", " 500: 53.98828695516568,\n", " 2000: 166.79754626733484}},\n", " 'logistic': {'constant': {1: 36.07347321510315,\n", " 5: 180.36745113134384,\n", " 50: 1803.6831596195698,\n", " 500: 17839.685484677553,\n", " 2000: 32005.810347378254},\n", " 'top': {1: 1723.6184015274048,\n", " 5: 8618.095921516418,\n", " 50: 86181.39263629913,\n", " 500: 203212.77973747253,\n", " 2000: 310282.1416692734},\n", " 'eras': {1: 1398.884253501892,\n", " 5: 6994.4246253967285,\n", " 50: 69944.5974407196,\n", " 500: 164923.69751739502,\n", " 2000: 382063.64412498474},\n", " 'exponential_decay': {1: 40.63898557424545,\n", " 5: 203.1542907655239,\n", " 50: 2026.978739529848,\n", " 500: 19628.009490132332,\n", " 2000: 36169.34782779217}}}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# same again for f=0.0001\n", "\n", "# Use it to calculate the final E(M) values for each scenario and for all values of P, as we saw in the appendix grid\n", "Ts_experiment = [5000, 40000, 40000, 10000, 5000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000, 10000, 120000, 120000, 10000]\n", "# T=1e5 # later this is used for the grid with large P\n", "T=2000\n", "calculate_final_Ems(Ts=Ts_experiment, f=0.0001, tolerance=1e-5, Ps=[1, 5, 50, 500, T]) \n", "# as expected runtime is independednt of the T value in Ps\n", "# T=2000 and Ts_experiment with f =0.0001 had a runtime of 46m 41s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Varying Persistence: Plot value of mitigation for different values of P, constant value, constant risk" ] }, { "cell_type": "code", "execution_count": 219, "metadata": {}, "outputs": [], "source": [ "# Plot value of mitigation for different values of P, constant value, constant risk\n", "def plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=[1, 5, 50, 500, T], r_type=\"constant\", v_type=\"constant\", tolerance=1e-5, eras_risks=[0.0022289477, 0.0001, 0.0022289477, 0.0001], dont_show=False):\n", " # use calculate_final_T and plot those values against P\n", " Em = calculate_final_Em(T, f, Ps, r_type, v_type, tolerance, eras_risks) #used to have eras_periods\n", " plt.plot(Ps, Em.values())\n", " plt.title(f\"Value of Mitigation for {r_type} r & {v_type} v\")\n", " plt.xlabel(\"P\")\n", " plt.ylabel(\"E(M)\")\n", " if not dont_show:\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example usage\n", "T=1000\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=[1, 5, 10, 50, 100, 200, 400, 500, 600, 800, 900, T], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# And for f= 1 bp\n", "T=1000\n", "plot_value_of_mitigation_different_Ps(T, f=0.0001, Ps=[1, 5, 10, 50, 100, 200, 400, 500, 600, 800, 900, T], r_type=\"constant\", v_type=\"constant\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Increasing persistence is important but it exhibits decreasing marginal returns in the concave fashion illustrated above.\n", "\n", "This result matches our intuitions. Because of its cumulative nature, the probability of avoiding extinction in the near-term is much higher than avoiding it long-term. That means that the contributions of $E(w)$, and thus of $E(M)$, are much higher in the short term than in the long term. So the marginal gains from increasing persistence are much higher in the short term than in the long term. In other words, for example, adding 1 year of persistence to a mitigation action that lasts 1 year is much more valuable than adding 1 year of persistence to a mitigation action that lasts 100 years.\n", "\n", "A general lesson follows: performing actions that have larger persistence is key, but increasing persistence is particularly valuable for low persistence values. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Investigate eras vs top. Given unexpected values in main results table." ] }, { "cell_type": "code", "execution_count": 220, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compare top and eras under cubic\n", "T=30000\n", "# set a Ps list with equally spaced values between 1 and T\n", "Ps_eg = np.linspace(1, T, 20)\n", "Ps_eg = [int(i) for i in Ps_eg]\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"top\", v_type=\"cubic\", dont_show=True)\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"eras\", v_type=\"cubic\", dont_show=True)\n", "plt.legend([\"ToP\", \"Eras\"])\n", "plt.show()\n", "\n", "# until second filter arrives, it behaves as expectedly, then, for high enough P, it starts to behave differently, where Eras is reducing a higher risk by f than in ToP (where it stayed constant low and M is proportionally reducing a lower risk). Why is risk pessimism about second filter behaving differently, for high enough P, than risk pessimism about first filter?" ] }, { "cell_type": "code", "execution_count": 223, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T=2000\n", "# set a Ps list with equally spaced values between 1 and T\n", "Ps_eg = np.linspace(1, T, 20)\n", "Ps_eg = [int(i) for i in Ps_eg]\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"top\", v_type=\"cubic\", dont_show=True)\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"eras\", v_type=\"cubic\", dont_show=True)\n", "plt.legend([\"ToP\", \"Eras\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Until second filter arrives, it behaves as expectedly, then, for high enough P, it starts to behave differently, where Eras is reducing a higher risk by f than in ToP (where it stayed constant low and M is proportionally reducing a lower risk). Why is risk pessimism about second filter behaving differently, for high enough P, than risk pessimism about first filter?\n", "\n", "There are two effects:\n", "\n", "1) higher risk means pr of survival longterm is lower so M's value integrated over time is lower\n", "\n", "2) higher risk means f shaves off more when performed, since it's a % of the risk.\n", "\n", "On 2. Dave's work on discounting should then tell us that pessimism is slightly less bad for retaining astronomical value.\n", "\n", "Lesson if true: if there are interventions that could help with more than one filter (eg improving institutional decision making, or indeed if aligned AI is able to help with future filters), those interventions are particularly valueable, and they are a domain where _pessimism exhibits the opposite dynamic to what Thorstad observed: the more pessimism the larger the value in expectation of a mitigation effort._\n", "\n", "To take stock, there's a sense of pessimism, the level of risk during the filter, where higher pessimism means mitigation actions have lower value in expectation. There we see no departure with respect to OAT. But there's another, where higher pessimism entails expecting more filters in humanity's future, and there pessimism exhibits the opposite dynamic to what Thorstad observed: the more pessimism the larger the value in expectation of a mitigation effort.\n", "\n" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T=100000\n", "# set a Ps list with equally spaced values between 1 and T\n", "Ps_eg = np.linspace(1, T, 20)\n", "Ps_eg = [int(i) for i in Ps_eg]\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"top\", v_type=\"cubic\", dont_show=True)\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"eras\", v_type=\"cubic\", dont_show=True)\n", "plt.legend([\"ToP\", \"Eras\"])\n", "plt.show()\n", "\n", "# 236m (3h 56m) to run" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Asymptotically, we get the more familiar behaviour: ToP is more valuable than Eras, and, under that logic, the more pessimistic we are about the future, the less valuable mitigation is. The scope of the previous observaitons is a finite universe of specific duration (e.g. maximum of around 15,000 years above)." ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T=18000\n", "# set a Ps list with equally spaced values between 1 and T\n", "Ps_eg = np.linspace(1, T, 10)\n", "Ps_eg = [int(i) for i in Ps_eg]\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"top\", v_type=\"cubic\", dont_show=True)\n", "plot_value_of_mitigation_different_Ps(T, f=0.5, Ps=Ps_eg, r_type=\"eras\", v_type=\"cubic\", dont_show=True)\n", "plt.legend([\"ToP\", \"Eras\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convergence in computational settings: nuances under exponential decay risk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The phenomenon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us return to `Ew_grid`, and focus on the exponential decay case." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Only do exponential decay row, with a 10 million cap.\n", "\n", "# Ew_grid(T_middle=10000000, r_types = [\"exponential_decay\"]) # runtime is about 40s\n", "# Ew_grid(T_middle=10000000, r_types = [\"exponential_decay\"]) # runtime is about 40s\n", "# Ew_grid(T_middle=100000, r_types = [\"exponential_decay\"]) #, r_infty=0.001) # runtime is about 18.6s but with settings overriding linear quadratic cubic Ts\n", "Ew_grid(T_middle=165000, r_types = [\"exponential_decay\"]) #, r_infty=0.001) # runtime is about 1.2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe how, under cubic value, for a high enough $T$, we appear to lack convergence. Let us try a much larger $T$, where this effect can be seen for linear and quadratic value as well." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ew_grid(T_middle=10000000, r_types = [\"exponential_decay\"]) # (we are trying T=10 million) runtime is 49.2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The first factor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why is this happening? To explore this next, we need to look at the probability of extinction, on its own, without thinking about value growth. We will do this by plotting the probability of survival until time $t$." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# write a function that for each r_type plots the cummulative probability of extinction against T without mitigation\n", "def plot_probability_of_survival_without_mitigation(T, r_type=\"constant\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9):\n", " \n", " # generate the risk vector\n", " r = generate_risk_vector(T+1, r_type=r_type, r_high=r_high, r_low=r_low, eras_periods=eras_periods, eras_risks=eras_risks, r_0=r_0, lambda_val=lambda_val, r_infty=r_infty)\n", " \n", " #generate value vector under cubic for comparison\n", " v = generate_value_vector(T+1, v_type=\"cubic\")\n", "\n", " # initialize a list to store the cummulative probability of survival\n", " prob_list = []\n", " prob_times_v_list = []\n", " prob = 1\n", " for i in range(T+1): \n", " # print prob value every 0.1*T of the way through\n", " if i % (T/10) == 0:\n", " print(f\"Probability of survival until t = {i} is {prob}. Here r_t = {r[i]}, v_t = {v[i]} and prob*v_t={prob*v[i]}.\")\n", " # store each value of prob in a list\n", " prob_list.append(prob)\n", " # store rv\n", " prob_times_v_list.append(prob*v[i])\n", " # update prob\n", " prob *= (1 - r[i])\n", " \n", " # plot the list against T\n", " plt.plot(prob_list)\n", " plt.title(f\"Probability of survival until t ('prob') under {r_type} r\")\n", " plt.xlabel(\"t\")\n", " plt.ylabel(\"Probability\")\n", " plt.show()\n", " \n", " # plot rv against T\n", " plt.plot(prob_times_v_list)\n", " plt.title(f\"prob*v_t under {r_type} r\")\n", " plt.xlabel(\"t\")\n", " plt.ylabel(\"prob*v_t \")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of survival until t = 0 is 1. Here r_t = 0.0022289487, v_t = 1.0 and prob*v_t=1.0.\n", "Probability of survival until t = 30000 is 6.250174151316996e-10. Here r_t = 0.0001109737715282931, v_t = 27270901.0 and prob*v_t=0.01704478805133248.\n", "Probability of survival until t = 60000 is 2.1771534364173955e-10. Here r_t = 5.5260089630504735e-06, v_t = 217081801.0 and prob*v_t=0.04726203890308272.\n", "Probability of survival until t = 90000 is 2.0657352361408667e-10. Here r_t = 2.7607399897645504e-07, v_t = 731432701.0 and prob*v_t=0.15109463033213869.\n", "Probability of survival until t = 120000 is 2.0602808119833525e-10. Here r_t = 1.4695127993262501e-08, v_t = 1732323601.0 and prob*v_t=0.3569073075286205.\n", "Probability of survival until t = 150000 is 2.059950906298221e-10. Here r_t = 1.6818402737072074e-09, v_t = 3381754501.0 and prob*v_t=0.6966248249213038.\n", "Probability of survival until t = 180000 is 2.0598757621873496e-10. Here r_t = 1.033946828323024e-09, v_t = 5841725401.0 and prob*v_t=1.2033228562874076.\n", "Probability of survival until t = 210000 is 2.0598133023799457e-10. Here r_t = 1.0016901130625907e-09, v_t = 9274236301.0 and prob*v_t=1.9103195302214782.\n", "Probability of survival until t = 240000 is 2.0597514758271342e-10. Here r_t = 1.0000841457745966e-09, v_t = 13841287201.0 and prob*v_t=2.8509611739606973.\n", "Probability of survival until t = 270000 is 2.0596896825628212e-10. Here r_t = 1.0000041893714328e-09, v_t = 19704878101.0 and prob*v_t=4.058593412078777.\n", "Probability of survival until t = 300000 is 2.0596278927172212e-10. Here r_t = 1.000000208576522e-09, v_t = 27027009001.0 and prob*v_t=5.5665581595179.\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example with r_infty = 1e-9\n", "T=300000\n", "plot_probability_of_survival_without_mitigation(T, r_type=\"exponential_decay\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Graphs**:\n", " - The first graph represents the probability of survival over time. As expected, due to the exponential decay in risk, the survival probability drops sharply initially and then plateaus as time goes on. It never reaches zero, but it gets very close to it.\n", " - The second graph is a plot of the product [probability of survival] times value for each $t$. This product represents the expected contribution to the series $E(w)$ at each time $t$. We see that this value spikes initially (indicating the high initial risk and high value) and then gradually diminishes over time. Eventually it starts slowly increasing again, just like the graphs below 'The phenomenon' section.\n" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of survival until t = 0 is 1. Here r_t = 0.0022289487, v_t = 1.0 and prob*v_t=1.0.\n", "Probability of survival until t = 5000000 is 2.0499703548760009e-10. Here r_t = 1e-09, v_t = 125007500150001.0 and prob*v_t=25626.166944465927.\n", "Probability of survival until t = 10000000 is 2.0397460853599972e-10. Here r_t = 1e-09, v_t = 1000030000300001.4 and prob*v_t=203980.72783544846.\n", "Probability of survival until t = 15000000 is 2.029572809599551e-10. Here r_t = 1e-09, v_t = 3375067500450001.0 and prob*v_t=684994.5229476442.\n", "Probability of survival until t = 20000000 is 2.0194502732622433e-10. Here r_t = 1e-09, v_t = 8000120000600001.0 and prob*v_t=1615584.4521342411.\n", "Probability of survival until t = 25000000 is 2.0093782232841206e-10. Here r_t = 1e-09, v_t = 1.562518750075e+16 and prob*v_t=3139691.1498738285.\n", "Probability of survival until t = 30000000 is 1.9993564078634384e-10. Here r_t = 1e-09, v_t = 2.70002700009e+16 and prob*v_t=5398316.284034238.\n", "Probability of survival until t = 35000000 is 1.9893845764543166e-10. Here r_t = 1e-09, v_t = 4.287536750105e+16 and prob*v_t=8529559.481639951.\n", "Probability of survival until t = 40000000 is 1.9794624797604842e-10. Here r_t = 1e-09, v_t = 6.40004800012e+16 and prob*v_t=12668654.884903664.\n", "Probability of survival until t = 45000000 is 1.9695898697289562e-10. Here r_t = 1e-09, v_t = 9.112560750135e+16 and prob*v_t=17948007.340755593.\n", "Probability of survival until t = 50000000 is 1.9597664995440236e-10. Here r_t = 1e-09, v_t = 1.250007500015e+17 and prob*v_t=24497228.227081727.\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example for larger T\n", "T=int(1e7)\n", "plot_probability_of_survival_without_mitigation(T, r_type=\"exponential_decay\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of survival until t = 0 is 1. Here r_t = 0.0032289477, v_t = 1.0 and prob*v_t=1.0.\n", "Probability of survival until t = 5000000 is 2.465e-321. Here r_t = 0.001, v_t = 125007500150001.0 and prob*v_t=3.0819193737008373e-307.\n", "Probability of survival until t = 10000000 is 2.465e-321. Here r_t = 0.001, v_t = 1000030000300001.4 and prob*v_t=2.4654615351146223e-306.\n", "Probability of survival until t = 15000000 is 2.465e-321. Here r_t = 0.001, v_t = 3375067500450001.0 and prob*v_t=8.32084947279448e-306.\n", "Probability of survival until t = 20000000 is 2.465e-321. Here r_t = 0.001, v_t = 8000120000600001.0 and prob*v_t=1.9723396429970528e-305.\n", "Probability of survival until t = 25000000 is 2.465e-321. Here r_t = 0.001, v_t = 1.562518750075e+16 and prob*v_t=3.8522143086203624e-305.\n", "Probability of survival until t = 30000000 is 2.465e-321. Here r_t = 0.001, v_t = 2.70002700009e+16 and prob*v_t=6.656613012105464e-305.\n", "Probability of survival until t = 35000000 is 2.465e-321. Here r_t = 0.001, v_t = 4.287536750105e+16 and prob*v_t=1.0570439821408444e-304.\n", "Probability of survival until t = 40000000 is 2.465e-321. Here r_t = 0.001, v_t = 6.40004800012e+16 and prob*v_t=1.5778598804485387e-304.\n", "Probability of survival until t = 45000000 is 2.465e-321. Here r_t = 0.001, v_t = 9.112560750135e+16 and prob*v_t=2.2465994029292383e-304.\n", "Probability of survival until t = 50000000 is 2.465e-321. Here r_t = 0.001, v_t = 1.250007500015e+17 and prob*v_t=3.081752956378552e-304.\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example with r_inf = 1e-3\n", "T=50000000\n", "plot_probability_of_survival_without_mitigation(T, r_type=\"exponential_decay\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we're hitting the smallest non-zero number representable by python. Given enough time, the value of the world -- when it isn't capped like with constant and logistic -- will be large enough so that the it outweighs this tiny number and $E(w)$ starts to explode. With usual 64-bit floating-point numbers, the normalized min is approximately 2.2e-308. We can locally check in the system which one it is. See below." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sys.float_info(max=1.7976931348623157e+308, max_exp=1024, max_10_exp=308, min=2.2250738585072014e-308, min_exp=-1021, min_10_exp=-307, dig=15, mant_dig=53, epsilon=2.220446049250313e-16, radix=2, rounds=1)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import sys\n", "sys.float_info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This phenomena doesn't just happen with exponential decay, it also occurs with the others, eg constant below. But there, the value never outweights this probabilty of survival." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of survival until t = 0 is 1. Here r_t = 0.0022289477, v_t = 1.0 and prob*v_t=1.0.\n", "Probability of survival until t = 50000 is 3.507468270588702e-49. Here r_t = 0.0022289477, v_t = 125751501.0 and prob*v_t=4.4106939973640347e-41.\n", "Probability of survival until t = 100000 is 1.23023336691864e-97. Here r_t = 0.0022289477, v_t = 1003003001.0 and prob*v_t=1.23392775894973e-88.\n", "Probability of survival until t = 150000 is 4.315004499886627e-146. Here r_t = 0.0022289477, v_t = 3381754501.0 and prob*v_t=1.4592285889326854e-136.\n", "Probability of survival until t = 200000 is 1.5134741370799645e-194. Here r_t = 0.0022289477, v_t = 8012006001.0 and prob*v_t=1.2125963868642972e-184.\n", "Probability of survival until t = 250000 is 5.308462514164642e-243. Here r_t = 0.0022289477, v_t = 15643757501.0 and prob*v_t=8.304430027474044e-233.\n", "Probability of survival until t = 300000 is 1.861926383404182e-291. Here r_t = 0.0022289477, v_t = 27027009001.0 and prob*v_t=5.0322301123464204e-281.\n", "Probability of survival until t = 350000 is 1.107e-321. Here r_t = 0.0022289477, v_t = 42911760501.0 and prob*v_t=4.749074773209e-311.\n", "Probability of survival until t = 400000 is 1.107e-321. Here r_t = 0.0022289477, v_t = 64048012001.0 and prob*v_t=7.0882386207633e-311.\n", "Probability of survival until t = 450000 is 1.107e-321. Here r_t = 0.0022289477, v_t = 91185763501.0 and prob*v_t=1.00915927023853e-310.\n", "Probability of survival until t = 500000 is 1.107e-321. Here r_t = 0.0022289477, v_t = 125075015001.0 and prob*v_t=1.38421400465763e-310.\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example with constant\n", "T=500000\n", "plot_probability_of_survival_without_mitigation(T, r_type=\"constant\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", "# plot_probability_of_survival_without_mitigation(T, r_type=\"constant\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9)\n", "\n", "# observe how at T = 350000, the probability stays at 1.107e-321 and never goes lower than this, as it should do" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of survival until t = 0 is 1. Here r_t = 1e-06, v_t = 1.0 and prob*v_t=1.0.\n", "Probability of survival until t = 5000000 is 0.00673793015325879. Here r_t = 1e-06, v_t = 125007500150001.0 and prob*v_t=842291804644.1945.\n", "Probability of survival until t = 10000000 is 4.5399702750202476e-05. Here r_t = 1e-06, v_t = 1000030000300001.4 and prob*v_t=45401064754.90495.\n", "Probability of survival until t = 15000000 is 3.05900026109585e-07. Here r_t = 1e-06, v_t = 3375067500450001.0 and prob*v_t=1032433236.5092671.\n", "Probability of survival until t = 20000000 is 2.0611330098063833e-09. Here r_t = 1e-06, v_t = 8000120000600001.0 and prob*v_t=16489311.415648926.\n", "Probability of survival until t = 25000000 is 1.3887770256652465e-11. Here r_t = 1e-06, v_t = 1.562518750075e+16 and prob*v_t=216999.0142275337.\n", "Probability of survival until t = 30000000 is 9.357482597381465e-14. Here r_t = 1e-06, v_t = 2.70002700009e+16 and prob*v_t=2526.545566580226.\n", "Probability of survival until t = 35000000 is 6.305006415148486e-16. Here r_t = 1e-06, v_t = 4.287536750105e+16 and prob*v_t=27.032946714596914.\n", "Probability of survival until t = 40000000 is 4.248269284111497e-18. Here r_t = 1e-06, v_t = 6.40004800012e+16 and prob*v_t=0.27189127335749014.\n", "Probability of survival until t = 45000000 is 2.8624541708577836e-20. Here r_t = 1e-06, v_t = 9.112560750135e+16 and prob*v_t=0.002608428752641886.\n", "Probability of survival until t = 50000000 is 1.9287016270143358e-22. Here r_t = 1e-06, v_t = 1.250007500015e+17 and prob*v_t=2.4108914990590528e-05.\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example with constant risk=r_high=1e-6\n", "T=50000000\n", "plot_probability_of_survival_without_mitigation(T, r_type=\"constant\", r_high=1e-6, lambda_val=-0.0001, r_infty=1e-9)\n", "\n", "# 20s runtime\n", "# observe how a lower constant risk (r_high) makes an important difference on this, the convergence is much slower and we haven't hit the smallest representable number yet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The second factor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second factor is that, asymptotically, exponentially decreasing probability (which is a constant case that bounds the exponential decay case, see report for more detials) beats polynomial value growth every time. To develop an intuition for this, we should think about how in polynomial growth, eg cubic, while the percentage increase in value from, say, $t=2$ to $t=3$ (i.e. $2^3$ to $3^3$) is massive, the percentage increase from $1,000,000^3$ to $1,000,001^3$ is tiny. Overall, the effect is that the probability of survival is asymptotically shrinking by a constant proportional decrease (given by `r_infty`), whereas the polynomial value is asymptotically growing by a shrinking proportion. We can see this illustrated in the plots below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is the marginal percentage increase for each value of $t$ for constant, linear, quadratic, cubic and logistic vlaue? Let us show this in a grid of plots." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "# first something to control the number of significant figures\n", "import matplotlib.ticker as ticker\n", "\n", "# supress some limit warnings below\n", "import warnings\n", "\n", "def format_ticks(val, pos):\n", " return f'{val:.3g}' # Change '.3g' to control the number of significant figures" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "def plot_grid_mar_value_increase(T, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], last_1000=False, manual_ylim=False):\n", "\n", " \n", " # initialize the grid of plots\n", " fig, axes = plt.subplots(1, len(v_types), figsize=(20, 4))\n", " \n", " # for each v_type, plot the marginal value increase\n", " for i, v_type in enumerate(v_types):\n", " # generate the value vector\n", " v = generate_value_vector(T+2, v_type=v_type)\n", " \n", " # initialize a list to store the marginal value increase\n", " mar_value_increase_list = []\n", " for t in range(T+1): \n", " # store each value of in a list\n", " mar_value_increase_list.append((100*(v[t+1]-v[t]))/v[t])\n", " \n", " # plot the list against T\n", " axes[i].plot(mar_value_increase_list)\n", " axes[i].set_title(f\"Marginal value % increase for {v_type} v\")\n", " axes[i].set_xlabel(\"t\")\n", " axes[i].set_ylabel(\"100 (v_{t+1} - v_t) / v_t\")\n", " axes[i].set_ylabel(\"new value - old over old\")\n", " \n", " # for i, ax in enumerate(axes):\n", " # ax.yaxis.set_major_formatter(ticker.FuncFormatter(format_ticks))\n", " \n", " if manual_ylim:\n", " axes[i].set_ylim(-0.001, 0.02)\n", " \n", " \n", " # supress some limit warnings below\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " \n", " # if options are set to True, only display the last 1000 periods\n", " if last_1000:\n", " # now set the range to display only last 1000 ts\n", " axes[i].set_xlim(T-1000, T) # Adjusted to right range\n", " # and adjust the ylim to be so that these are legible\n", " axes[i].set_ylim(min(mar_value_increase_list[T-1000:T]), max(mar_value_increase_list[T-1000:T]))\n", " \n", " # Specify ticks manually\n", " \n", " # axes[i].set_xticks([T-1000, T-800, T-600, T-400, T-200, T]) #overlaps for large T\n", " # axes[i].set_xticklabels([T-1000, T-800, T-600, T-400, T-200, T]) #overlaps for large T\n", " axes[i].set_xticks([T-1000, T-500, T])\n", " axes[i].set_xticklabels([T-1000, T-500, T])\n", " \n", " print(f\"T = {T}\")\n", " plt.tight_layout()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T = 1000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T = 2000\n" ] }, { "data": { "image/png": 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6Po0ZM8aIjIw0Tp48abP8rrvuMkJCQqx/j7y8PJvvjGEYxpkzZ4zw8HDj/vvvty575JFHjODgYCMvL6/E9/vCCy8YAQEBxu+//26z/KmnnjI8PT2NI0eOlLitYRR+NgEBATbL4uPjDUnG2LFjbZY//vjjhiRj7dq11mWNGjUyJBkrV64s9XUMo/B9N2nSxGjUqJFx5swZm8cu/nw7duxohIWFGadOnbIu+/nnnw0PDw9j5MiR1mWW38vFn5lhGMaQIUOMOnXqWO+/8cYbhiQjOTm5xNp++umnIt8bi/L+fsv7PUtOTjYkGc8991yJ9VwsNjbW8Pb2Nk6fPm1dlpOTY4SGhhZ577iAbCFbyBb3yBbL6138XTMMo8h+tryZcejQIcPT09N46aWXbNbbuXOn4eXlZbPc3nx46qmnyvV+RowYYYSFhdn8jRISEgwPD48i3zd3x76efT37evfY1+fm5hphYWFGx44dbd7/7NmzDUk2vy/LfuHi36BhFP/dLO/vq2PHjkZkZKSRkpJiXfb1118bkmy+/5bvUHBwsHHixAmb5y3v3660Y4VLf+f79u0zPDw8jCFDhhj5+fk26178vStOt27dbL7DhmEYW7ZsMSQZ//nPf0rd1h2RN+QNeeMeeVPe81aX/tYurrW4XPDz8zOOHTtmXb5582ZDkvHoo49al7GPrx7IA/KAPHCPPLC83sXfteXLlxuSjBdffNFmvb/85S+GyWQy9u/fbxiGYWzbts2QZEycONFmvVGjRhX5d/6lxy6ffvqpdR9Tkup2vMBQ6uUwbNgwZWdna8WKFUpPT9eKFStKHH5Eks34/2fOnFFqaqp69uyp7du3F1m3d+/eat26tc2ylStXqlu3btYrW6TCYTBKGt6yOKNHj7aZ18DS2/SPP/4ots7MzEydPHlS3bt3l2EY2rFjR7lfSyocNmLo0KH68ssvlZGRYV2+aNEiNWjQQNdff32xr5uenq6TJ0+qZ8+eysrK0p49e+x63eKcPn1aa9eu1bBhw6zPf/LkSZ06dUrR0dHat2+fjh8/XuL2QUFB2rBhg3799VfFx8crPj5eDRo00DvvvKOcnBw9+uij+u2339S3b181aNBAf/3rX5WWllbhev/+97/b3O/Zs6fN32np0qUymUx67rnnimx76RAUl36fDMPQ0qVLNWjQIBmGYf0sTp48qejoaKWmplq/l56entbvTEFBgU6fPq28vDxdc801Nt/d0NBQZWZm2gzLc6klS5aoZ8+eqlWrls1r9uvXT/n5+XbNa2Lx5ZdfSpJiYmJslj/22GOSpC+++MJmeZMmTcrVa3nHjh06ePCgJk6caO1tZ2H5fBMSEhQfH69Ro0apdu3a1sfbt2+vm266yVrbxYr7u546dcr6XbG81meffVbmsCzFsff3W9b3zF7Dhw/XuXPnrFeGSYW9VlJSUjR8+PAKP687IVvKRraQLRerTtlir7IyY9myZSooKNCwYcNs3ntERISaN29uM1yYvb/Bi6/sLs3w4cN14sQJm6HgPvnkExUUFLDfLwX7+rKxr2dff7HqtK/funWrTpw4ob///e82v5lRo0YpJCTE7jotyvP7shyf3HfffTavddNNNxXZL1jceeed1iEOLcr7t7PH8uXLVVBQoEmTJsnDw/aUU3FDKF5s+PDh2rZtmw4cOGBdtmjRIpnNZt1+++0VqsddkDdlI2/Im4tVp7wpz3mrihg8eLAaNGhgvd+lSxd17dq12HNcFuzjqz7yoGzkAXlwseqUByW9lqenpx5++OEir2UYhr766itJsg5V/49//MNmvYceeqjM17Bkz4oVK3Tu3LkK1XmxqpAlNIyXQ7169dSvXz8tWLBAy5YtU35+vv7yl7+UuP6KFSt03XXXydfXV7Vr17YOJZCamlpk3SZNmhRZdvjwYTVr1qzI8uKWleSKK66wuW8ZQuDiMfaPHDlibeizzAthGR6zuFrLMnz4cGVnZ1vnv8jIyNCXX36poUOH2nyhf/31Vw0ZMkQhISEKDg5WvXr19Ne//rXCr3up/fv3yzAMPfvss6pXr57NzbJTPnHiRKnP4eHhodatW6tDhw7y8vLSyZMnNXnyZOs8BrfeeqvatWunzz77TEeOHCnXDqQ4lnk2LlarVi2bv9OBAwdUv359mwbZklz6fUpOTlZKSopmz55d5LMYPXq0JNvPYv78+Wrfvr18fX1Vp04d1atXT1988YXN3+Uf//iHrrrqKvXv318NGzbU/fffb92xWuzbt08rV64s8pr9+vUr8prldfjwYXl4eBT5HURERCg0NLTI3BLF/baKY9mJljYErOW5ixvGpFWrVjp58qQyMzNtlpf1Gxw+fLh69OihsWPHKjw8XHfddZcWL15c7kZye36/5fme2atDhw5q2bKlFi1aZF22aNEi1a1bVzfccEOFn9edkC3lQ7bYj2wpP2dli73K+m3t27dPhmGoefPmRd7/7t27bd67Pb9BLy+vEofcvdQtt9yikJCQIvv9jh076qqrrrL/TbsJ9vXlw77efuzry89Z+3rLds2bN7dZ7u3trSuvvNLuOi3K8/sq6bWl4o9ZpJLfV3n+dvY4cOCA9Xdgr6FDh8rDw8OaNYZhaMmSJerfv7+Cg4MrVI+7IG/Kh7yxH3lTfq48b1URxWXIVVddZTOnbHG1sI+v2siD8iEP7EcelF9lnms6fPiw6tevr6CgIJvlrVq1sj5+cU2XvlZ5fqu9e/fWnXfeqSlTpqhu3bq6/fbbNXfu3CLzpZdXVcgS5hgvp7vvvlvjxo1TYmKi+vfvX+QKPYvvvvtOt912m3r16qV33nlHkZGR8vb21ty5c7VgwYIi61981ZEjWebBuJRhGJIK54S46aabdPr0af3zn/9Uy5YtFRAQoOPHj2vUqFEV6sF63XXXqXHjxlq8eLHuvvtu/e9//1N2drZNL6KUlBT17t1bwcHBev7559W0aVP5+vpq+/bt+uc//1nq65Z0tUh+fr7NfctzPP744yVeaWNPOEvSs88+q6uvvlqDBw/Wd999p4SEBL366qvy9fXVlClTdMstt2ju3LlFrnApS0l/p4q69Ptk+Sz++te/FpkL2sIy18NHH32kUaNGafDgwXriiScUFhYmT09PxcXF2VyBExYWpvj4eK1atUpfffWVvvrqK82dO1cjR47U/Pnzra9700036cknnyz2NS/nBHp5r4Z11m+rvMr6Dfr5+enbb7/VunXr9MUXX2jlypVatGiRbrjhBn399delfjfs/f06+ntmMXz4cL300ks6efKkgoKC9Pnnn2vEiBHy8iJayotsKRvZQra4Q7aU9dsqKCiQyWTSV199Vey6gYGBkuz/DZrN5nJ/v8xmswYPHqxPP/1U77zzjpKSkvTDDz/o5ZdftuetuiX29WVjX8++vqbv68v7HXTG78uiuPdV3r9dZalfv7569uypxYsX6+mnn9amTZt05MgR65yQKB15UzbyhrypyXljMpmsv5+LXfr9cxX28ZWHPCgbeUAe1OQ8cDSTyaRPPvlEmzZt0v/+9z+tWrVK999/v6ZOnapNmzZZz0lVBkdlCa0X5TRkyBA98MAD2rRpk01PmUstXbpUvr6+WrVqlcxms3X53Llzy/1ajRo10v79+4ssL25ZRe3cuVO///675s+fr5EjR1qXlzasRHkMGzZMM2bMUFpamhYtWqTGjRvruuuusz6+fv16nTp1SsuWLVOvXr2syw8ePFjmc1uuFktJSbFZfukVNpar8729va1X9lyOn3/+WXPmzNG2bdskSX/++adq1aolX19fSYU/xtzcXCUnJys8PPyyX+9STZs21apVq3T69OlyXW11sXr16ikoKEj5+fllfhaffPKJrrzySi1btsxmp13c0Cc+Pj4aNGiQBg0apIKCAv3jH//Qe++9p2effVbNmjVT06ZNlZGR4ZDP36JRo0YqKCjQvn37rFc8SVJSUpJSUlLUqFGjCj1v06ZNJUm7du0qsV7Lc+/du7fIY3v27FHdunUVEBBg92t7eHjoxhtv1I033qhp06bp5Zdf1jPPPKN169apX79+JYanM36/FRl+a/jw4ZoyZYqWLl2q8PBwpaWl6a677qpwDe6IbCkfsoVsqW7Z4mhNmzaVYRhq0qRJqQdlzvoNWgwfPlzz58/XmjVrtHv3bhmGwTDq5cC+vnzY17Ovr277est2+/btsxkx6dy5czp48KA6dOhgXVbe72B5f18Xv/alijtmKUl5/3b2HCs0bdpUBQUF+u2332yGVS2v4cOH6x//+If27t2rRYsWyd/fX4MGDbL7edwReVM+5A15U93ypjznraTC719xU+Zd+v2zKC5Dfv/9dzVu3LjUWtjHV33kQfmQB+RBdcuDkl7rm2++UXp6uk2vcctQ/5bXstR08OBBmxFD7PmtXnfddbruuuv00ksvacGCBbrnnnu0cOFCjR07ttodLzCUejkFBgbq3Xff1eTJk0v9kD09PWUymWyu/jl06JCWL19e7teKjo7Wxo0bFR8fb112+vRpffzxxxUpvcQ6JdlcSWgYhmbMmHFZzzt8+HDl5ORo/vz5WrlypYYNG1bm6+bm5uqdd94p87kbNWokT0/PIvM6XLptWFiY+vTpo/fee08JCQlFnic5Obnc70eSHnnkEY0dO9Y6ZFF4eLiSk5N1+vRpSdLu3bvl5eWlunXr2vW85XXnnXfKMAxNmTKlyGPFXQl6MU9PT915551aunSpdu3aVeTxiz+L4v42mzdv1saNG222OXXqlM19Dw8P69ValuEzhg0bpo0bN2rVqlVFXjMlJUV5eXml1l2cAQMGSJKmT59us3zatGmSpIEDB9r9nJJ09dVXq0mTJpo+fXqRf6xYPovIyEh17NhR8+fPt1ln165d+vrrr6212cPy/bmYJQgsn6Olsf3Supzx+/X39y/2tUrTqlUrtWvXTosWLdKiRYsUGRlp8w9FlI1sKR+yxfHIlkLOyhZHu+OOO+Tp6akpU6Y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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T = 50000\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T = 100000\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T = 1000000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Examples with increasing T\n", "plot_grid_mar_value_increase(1000, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"])\n", "\n", "plot_grid_mar_value_increase(2000, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"])\n", "\n", "plot_grid_mar_value_increase(50000, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], manual_ylim=True)\n", "\n", "plot_grid_mar_value_increase(100000, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], last_1000=True) # 2s runtime\n", "\n", "plot_grid_mar_value_increase(int(1e+6), v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], last_1000=True) " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T = 100000000\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Just to emphasise our point we can do a dramatic example\n", "plot_grid_mar_value_increase(100000000, v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], last_1000=True) # 3m runtime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above we can observe that the marginal value increase for cubic has reached the $3\\times10^-6$ mark after 100 million years. Eventually it'll go well below `r_infty` even when it is a tiny number like $1\\times10^-9$. This is why the probability of survival will eventually be asymptotically decreasing faster than the value is asymptotically increasing, so $E(w)$ will eventually converge." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Closed Form Expressions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constant Risk under Polynomial Value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose that the risk is constant. Then, the expected value of the world is given by the following formula.\n", "\n", "---\n", "**Case: Constant** \n", "For $ n = 0 $: \n", "$ v_c \\times \\frac{1-r_c}{r_c} $\n", "\n", "---\n", "\n", "**Case: Linear** \n", "For $ n = 1 $: \n", "$ v_c \\times \\frac{1-r_c}{r_c^2} $\n", "\n", "---\n", "\n", "**Case: Quadratic** \n", "For $ n = 2 $: \n", "$ v_c \\times \\frac{(1-r_c)(2-r_c)}{r_c^3} $\n", "\n", "---\n", "\n", "**Case: Cubic** \n", "For $ n = 3 $: \n", "$ v_c \\times \\frac{(1-r_c)(1+4(1-r_c)+(1-r_c)^2)}{r_c^4} $\n", "\n", "---\n", "We now define `asymptotic_Ew_constant_risk` function to compute the value for different cases." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def asymptotic_Ew_constant_risk(v_type, v_c=1, r_c=0.0022289477):\n", " \"\"\"\n", " Computes the value based on n, v_c, and r_c.\n", " \n", " Parameters:\n", " - n (int): The order of the polynomial. (0, 1, 2, or 3)\n", " - v_c (float): Constant multiplier.\n", " - r_c (float): Risk factor, should be between 0 and 1.\n", " \n", " Returns:\n", " - float: The computed value.\n", " \"\"\"\n", " \n", " if v_type == \"constant\":\n", " return v_c * (1-r_c) / r_c\n", " elif v_type == \"linear\":\n", " return v_c * (1-r_c) / (r_c**2)\n", " elif v_type == \"quadratic\":\n", " return v_c * (1-r_c) * (2-r_c) / (r_c**3)\n", " elif v_type == \"cubic\":\n", " return v_c * (1-r_c) * (1 + 4*(1-r_c) + (1-r_c)**2) / (r_c**4)\n", " else:\n", " raise ValueError(\"Unsupported value for n. Value should be polynomial.\")" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "v_type E(w) \n", "constant 4.476e+02\n", "linear 2.008e+05\n", "quadratic 1.800e+08\n", "cubic 2.420e+11\n" ] } ], "source": [ "# what is the asymptotic value of E(w) for each v_type when r_c = 0.0022289477?\n", "print(f\"{'v_type':<10} {'E(w)':<10}\") # :<10 means left align with 10 spaces\n", "for v_type in [\"constant\", \"linear\", \"quadratic\", \"cubic\"]:\n", " print(f\"{v_type:<10} {asymptotic_Ew_constant_risk(v_type, v_c=1, r_c=0.0022289477):.3e}\") # 3 significant figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All but constant are all considerably higher than in the main $E(w)$ grid because, here, we have not made any year adjustements for the closed form (i.e. `alpha = 1` implicitly and, for example, under cubic, the value in 3 years is $3^3$ here). Recall that in the grid we used `v = [(time_adjustment(i+1,alpha))**n for i in range(T)]` instead, where\n", "```\n", "def time_adjustment(input, alpha):\n", " return alpha * input + (1 - alpha)\n", "#alpha is simply 1/units_in_century\n", "```" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "# using this we plot the asymptotic E(w) for each v_type, for a range of r_c values\n", "\n", "def plot_asymptotic_Ew_constant_risk(v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\", \"logistic\"], r_c_range=[0.0001, 0.0022289477], num_points=1000):\n", " v_c = 1\n", " # we investigate r_c in the range of values between r_c_range[0] and r_c_range[1]\n", " r_c_values = np.linspace(r_c_range[0], r_c_range[1], num_points)\n", " \n", " # initialize the grid of plots\n", " fig, axes = plt.subplots(1, len(v_types), figsize=(20, 4))\n", " \n", " # for each v_type, plot the asymptotic E(w)\n", " for i, v_type in enumerate(v_types):\n", " # initialize a list to store the asymptotic E(w)\n", " asymptotic_Ew_list = []\n", " for r_c in r_c_values: \n", " # store each value of in a list\n", " asymptotic_Ew_list.append(asymptotic_Ew_constant_risk(v_type, v_c, r_c))\n", " \n", " # plot the list against r_c\n", " axes[i].plot(r_c_values, asymptotic_Ew_list)\n", " axes[i].set_title(f\"Asymptotic E(w) for {v_type} v\")\n", " axes[i].set_xlabel(\"r_c\")\n", " axes[i].set_ylabel(\"E(w)\")\n", " \n", " plt.tight_layout()\n", " plt.show() " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "v_type E(w) \n", "constant 1.000e+09\n" ] } ], "source": [ "# Useful to have the E(w) under constant risk and value when risk is tiny r_infty = 1e-9\n", "print(f\"{'v_type':<10} {'E(w)':<10}\") # :<10 means left align with 10 spaces\n", "for v_type in [\"constant\"]:\n", " print(f\"{v_type:<10} {asymptotic_Ew_constant_risk(v_type, v_c=1, r_c=1e-9):.3e}\") # 3 significant figures" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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lBgYG+Pjjj/H8+XOcOHHijdt41a5du6BWqzFz5sw895PMb5qW/Pzxxx8IDQ3Veqxbt06z/smTJwCASpUqaT3P2toaLi4uOHnyJADg33//hZ6eHj799FPEx8fjxo0bAF6cZdaiRYs8eXK39/L05IX16NEjREREYPjw4bC0tNQsd3Nzw3vvvZfv8Rg3blyhtv3HH3/A3d1dc+XWy3JfQ1GPZf/+/bXev5YtWwKA5jNmZGQEmUyG48eP49mzZ4XK+TK5XK45/iqVCk+ePIGpqSnq1q2LCxcu5Gk/YsQIravFXs1TVHXq1IGHhwe2bNmiWaZSqbB9+3Z07dr1nc7gJ6Lyi/0B9gde3p6u9QeK4k11/unTpzh69Cj69euHlJQUJCYmIjExEU+ePIGfnx9u3LiBBw8eACh6TR82bFih6my7du1gZWWlVaufPXuG0NBQ9O/f/+1fPBGVK6zNrM0vb0/XavOBAwfg4+ODpk2bapZZW1tj8ODBRc6Zq7B198CBA7C3t9e6TZixsTHGjBlT4Hbzu4XJyzU7t0/QsmVLpKWlITo6usj5Hz9+jJMnT+KDDz5A1apVtda96XPWq1cv6Ovra/UNoqKicOXKFfYNiEgL+wfsH7y8PV3rHxTmt/yi0tfXx9ixYzV/y2QyjB07FgkJCQgPD8/3OazJFQcHxqnIVCoVQkJC0LZtW9y+fRsxMTGIiYmBt7c34uPjceTIEU3bDz/8EHXq1EGnTp3g6OiIDz74AIcOHdLanoWFBbp27YrNmzdrlm3atAkODg5o165dnv2/+o+Subk5DA0N80ypYW5unu8AZe3atbX+lkgkqFWrVp77U+Tn7t27qF27dp6iV69ePc36orp58yakUilcXV2L/NxcrVq1QocOHbQevr6+edoJ+UxZ0rJlS830Kn///TcaN26Mxo0bw9LSEn///TeUSiUuXbqk+YE4v+29TYHKfa/q1q2bZ129evWQmJiI1NRUreXVq1cv1LZv3rypmU7mdfsvyrF89XOX25HI/YzJ5XJ89913OHjwIGxtbdGqVSt8//33iIuLK1RmtVqNhQsXonbt2pDL5bCysoK1tTX+++8/JCcn52n/pjxvo3///vj33381P+wfP34cCQkJLN5ElC/2B9gfeHV7utYfKIo31dWYmBgIgoAZM2bA2tpa65E7VVpCQgKAotf0wr4efX199O7dG7t379bcD3XHjh3Izs5mraYK5eTJk+jatSuqVKkCiUSCXbt2FXkbhw8fho+PD8zMzGBtbY3evXsX6t9/XcfazNr86vZ0rTbnHqdX5bevwips3b179y5q1aqV5z0paN8ODg753t7k8uXL6NmzJ8zNzaFQKGBtba0ZCMqvzr9J7iDQm37DyI+VlRXat2+PrVu3apZt2bIF+vr6mqmAicqCd63tGRkZGD58OBo2bAh9fX306NEjT5tHjx5h0KBBqFOnDqRSKSZNmlQs2csC9g/YP3h1e7rWPyjMb/lFVaVKFZiYmGgtq1OnDgAU+NlhTa44ODBORXb06FE8evQIISEhqF27tubRr18/ANA6W8zGxgYRERHYs2cPunXrhmPHjqFTp04YNmyY1jYDAgJw69YtnDp1CikpKdizZw8GDhyYp2gBL84sK8wyIP/iURFVrlwZQP6Dpi1atMCDBw9w69Yt/P3332jZsiUkEglatGiBv//+G6dOnYJarc63mOZu723u8/E2xLxquTCfsUmTJuH69euYP38+DA0NMWPGDNSrVw8XL1584/a/+eYbTJkyBa1atcLGjRtx+PBhhIaGon79+lCr1W+Vp6j69+8PQRCwbds2AMDWrVthbm6O999//623SUTlF/sDZQ/7AwV702cntxZPnTo1z5n9uY9atWoBKHpNL8rrGTBgAFJSUnDw4EEAL2q1i4sL3N3di/R6icqy1NRUuLu7Y8mSJW/1/Nu3b6N79+5o164dIiIiNFc4lYcfrFibyx7W5qJ7+cpGoOh1t7Dye01JSUlo3bo1Ll26hDlz5mDv3r0IDQ3V3If3Xfb3tgYMGIDr168jIiICwIu+Qfv27Uvt2BMVh3et7SqVCkZGRvj444/RoUOHfNtkZmbC2toa06dPr3B9Z/YPyh72D/IqaDD/1X6BmFiTyw59sQNQ2bNp0ybY2Njk21nZsWMHdu7cieXLl2v+4ZPJZOjatSu6du0KtVqNDz/8ECtWrMCMGTM0PyC+//77sLa2xqZNm+Dt7Y20tDQMHTq0RPLnTimSSxAExMTEwM3NTbOsoH9onZ2d8d9//0GtVmsV+tzpspydnV/7/PzUrFkTarUaV65cgYeHR6GfVxQuLi4AXvwI9KrcIhkaGopz587h888/B/DizLVly5Zpzq7y8vLK89zbt29DKpVqzrYqitz36tq1a3nWRUdHw8rKKs9ZXYVVs2ZNREVFvXH/hTmWb7PvTz75BJ988glu3LgBDw8PLFiwABs3bgRQ8Gdj+/btaNu2LdasWaO1PCkp6a2LZ1HP/qtevTqaNm2KLVu2YMKECdixYwd69OgBuVz+VvsnovKN/QH2B3Lpan+gONWoUQPAi2n3CvqxLVdJ1PRcrVq1gr29PbZs2YIWLVrg6NGj+PLLL99pm0RlTadOndCpU6cC12dmZuLLL7/E77//jqSkJDRo0ADfffcd2rRpAwAIDw+HSqXCvHnzNP+GT506Fd27d0d2djYMDAxK42WUCNZm1uZculqbnZ2d8xzngvZVqVIlJCUlaS3LysrCo0ePtJYVtu46OzsjKioKgiBofQ7y23dBjh8/jidPnmDHjh1o1aqVZnl+x6+wn7XcPsabfsMoSI8ePTB27FjN1K3Xr19HUFDQW22LSCzvWttNTEywbNkyAC+mln713w4AqFatGn7++WcAwNq1a4v9Negy9g/YP8ilq/2DwvyWnzur26v/fxd01f/Dhw+Rmpqqlen69esAXvx7kB/W5IqDV4xTkaSnp2PHjh3o0qUL+vTpk+cxYcIEzVliwP/fDyOXVCrVFK3cKSCBF1NDDhw4EFu3bkVwcDAaNmyoVdyK02+//YaUlBTN39u3b8ejR4+0OmAmJib5ToHVuXNnxMXFad0rIicnB4sXL4apqSlat24N4MV9qoC8/1Dnp0ePHpBKpZgzZ06es4uL6yw5BwcHODk54fz583nWVa9eHQ4ODli4cCGys7PRvHlzAC+K7M2bN7F9+3b4+PhAXz/veTTh4eGoX78+zM3Ni5zJ3t4eHh4eWL9+vdb7FBUVhT///BOdO3cu8jZz9e7dG5cuXcLOnTvzrMt9Twt7LAsrLS0NGRkZWstq1qwJMzMzrc+6iYlJvp8LPT29PMd727ZtmmnN30ZBn+PX6d+/P06fPo21a9ciMTGRU7MSUb7YH2B/4GW62h8oTjY2NmjTpg1WrFiR5wd54MW9yHKVRE3PJZVK0adPH+zduxcbNmxATk4OazXRKyZMmICwsDCEhITgv//+Q9++ffH+++9rflT18vKCVCrFunXroFKpkJycjA0bNqBDhw5lelCctZm1+WW6Wps7d+6M06dP4+zZs5pljx8/1rpaMVfNmjU191DNtXLlyjxXhhW27nbu3BkPHz7E9u3bNcvS0tKwcuXKQufPvcLx5f1lZWVh6dKledoW9vu4tbU1WrVqhbVr1yI2NlZrXWE+ZxYWFvDz88PWrVsREhICmUyW7zTSRGXZm2o7FYz9A/YPXqar/YPC/JZfs2ZNANDqG6hUqgLreE5ODlasWKH5OysrCytWrIC1tXW+Jw0ArMkVCa8YpyLZs2cPUlJS0K1bt3zX+/j4aM4W69+/P0aNGoWnT5+iXbt2cHR0xN27d7F48WJ4eHho7uWRKyAgAL/88guOHTummYaqJFhaWqJFixYYMWIE4uPjsWjRItSqVQujR4/WtPHy8sKWLVswZcoUNGnSBKampujatSvGjBmDFStWYPjw4QgPD0e1atWwfft2/Pvvv1i0aBHMzMwAvJgmxNXVFVu2bEGdOnVgaWmJBg0a5Ht/ilq1auHLL7/E3Llz0bJlS/Tq1QtyuRznzp1DlSpVMH/+/De+pu3bt8PU1DTP8vfeew+2trYAgO7du2Pnzp15zo4GXhTOkJAQNGzYUHP2VaNGjWBiYoLr169j0KBBebadnZ2NEydO4MMPP3xjvoL88MMP6NSpE3x9fTFy5Eikp6dj8eLFMDc3x+zZs996u59++im2b9+Ovn374oMPPoCXlxeePn2KPXv2YPny5XB3dy/0sSys69evo3379ujXrx9cXV2hr6+PnTt3Ij4+HgMGDNC08/LywrJlyzBv3jzUqlULNjY2aNeuHbp06YI5c+ZgxIgRaNasGSIjI7Fp0ybNmWpvo6DP8ev069cPU6dOxdSpU2FpafnGq+KIqGJif4D9gVy63B8obkuWLEGLFi3QsGFDjB49GjVq1EB8fDzCwsJw//59XLp0CQBKpKa/rH///li8eDFmzZqFhg0b5vl/iKgii42Nxbp16xAbG4sqVaoAeHE1+KFDh7Bu3Tp88803qF69Ov7880/069cPY8eOhUqlgq+vLw4cOCBy+nfD2szanEuXa/Nnn32GDRs24P3338fEiRNhYmKClStXaq7oe9moUaMwbtw49O7dG++99x4uXbqEw4cP55l9pbB1d/To0fj1118REBCA8PBw2NvbY8OGDZrBkMJo1qwZKlWqhGHDhuHjjz+GRCLBhg0b8v2xvCjfx3/55Re0aNECjRo1wpgxY1C9enXcuXMH+/fv10zH+jr9+/fHkCFDsHTpUvj5+cHCwqLQr4lI1xWmtlPB2D9g/yCXLvcPCvNbfv369eHj44OgoCA8ffoUlpaWCAkJQU5OTr7brFKlCr777jvcuXMHderUwZYtWxAREYGVK1e+9mRY1uQKQiAqgq5duwqGhoZCampqgW2GDx8uGBgYCImJicL27duFjh07CjY2NoJMJhOqVq0qjB07Vnj06FG+z61fv74glUqF+/fv51k3a9YsAYDw+PFjreXDhg0TTExM8rRv3bq1UL9+fc3fx44dEwAIv//+uxAUFCTY2NgIRkZGgr+/v3D37l2t5z5//lwYNGiQYGFhIQAQnJ2dNevi4+OFESNGCFZWVoJMJhMaNmworFu3Ls/+T506JXh5eQkymUwAIMyaNUvrdbxq7dq1gqenpyCXy4VKlSoJrVu3FkJDQ/N9n159Twp6HDt2TNP2woULAgDh77//zrOdJUuWCACE8ePHay3v0KGDAEA4cuRInuccPHhQACDcuHHjtRkF4f/f+23btuVZ99dffwnNmzcXjIyMBIVCIXTt2lW4cuVKvq/z1WP/Ok+ePBEmTJggODg4CDKZTHB0dBSGDRsmJCYmatoU5ljevn1bACD88MMPefbx8nFNTEwUAgMDBRcXF8HExEQwNzcXvL29ha1bt2o9Jy4uTvD39xfMzMwEAELr1q0FQRCEjIwM4ZNPPhHs7e0FIyMjoXnz5kJYWJjQunVrTZvXvZe5OV/O/7rP8es0b95cACCMGjWqUO2JqOJhf4D9gVy63B/I3d/Lr3/YsGFax7GwdT7XzZs3hYCAAMHOzk4wMDAQHBwchC5dugjbt2/XtHnXmv4marVacHJyEgAI8+bNK9JzicobAMLOnTs1f+/bt08AIJiYmGg99PX1hX79+gmCIAiPHj0SateuLXz66afChQsXhBMnTgitW7cW2rdvL6jVapFeybtjbWZtzqXLtVkQBOG///4TWrduLRgaGgoODg7C3LlzhTVr1ggAhNu3b2vaqVQqYdq0aYKVlZVgbGws+Pn5CTExMYKzs7MwbNgwTbvC1l1BEIS7d+8K3bp1E4yNjQUrKyth4sSJwqFDh/Ick1c/oy/7999/BR8fH8HIyEioUqWK8NlnnwmHDx/Os42CPqv5fXcXBEGIiooSevbsKVhYWAiGhoZC3bp1hRkzZhTqPVUqlYKRkZEAQNi4cWOhnkOkq96mtr9s2LBhQvfu3V+7j9atWwsTJ04s3uA6iv0D9g9y6Xr/oDC/5d+8eVPo0KGDIJfLBVtbW+GLL74QQkNDC6zj58+fF3x9fQVDQ0PB2dlZ+PXXX7X2yZpccUkEoZjmdyAqBp6enrC0tMSRI0eKfdvHjx9H27ZtsW3bNvTp06fYt18WtG/fHlWqVMGGDRveeVs9evSARCLJd4oTIiKid8H+QMlif4CIyovcf39ypyjcsmULBg8ejMuXL2umPM5lamoKOzs7zJgxA4cOHcK5c+c06+7fvw8nJyeEhYXBx8enNF9CmcHaXLIqem0ODg7GiBEjcPv27QLv+0lEFcPb1PaXDR8+HElJSdi1a1eB+2jTpg08PDywaNGiYk5f8bB/ULIqev+AqKRwKnXSGefPn0dERASCg4PFjlJuffPNN2jZsiXmzZsHZ2fnt97O1atXsW/fvkJNH0JERFQU7A+UPPYHiKi88vT0hEqlQkJCAlq2bJlvm7S0NEilUq1luT+0v3qfSHqBtbnksTYTEeWvMLWdxMH+Qclj/4CoZHBgnEQXFRWF8PBwLFiwAPb29ujfv7/Ykcotb29vZGVlvfN26tWrV+D9O4iIiN4G+wOlh/0BIirLnj9/jpiYGM3ft2/fRkREBCwtLVGnTh0MHjwYAQEBWLBgATw9PfH48WMcOXIEbm5u8Pf3h7+/PxYuXIg5c+Zg4MCBSElJwRdffAFnZ2d4enqK+Mp0D2tz6WFtJqKK7F1rOwBcuXIFWVlZePr0KVJSUjQDgB4eHprt5i57/vw5Hj9+jIiICMhkMri6upbWSy0X2D8oPewfEJUM6ZubEJWs7du3Y8SIEcjOzsbvv/8OQ0NDsSMRERFRKWN/gIiICuP8+fPw9PTUDGJPmTIFnp6emDlzJgBg3bp1CAgIwCeffIK6deuiR48eOHfuHKpWrQoAaNeuHTZv3oxdu3bB09MT77//PuRyOQ4dOgQjIyPRXpcuYm0mIqLS8K61HQA6d+4MT09P7N27F8ePH9faXq7cZeHh4di8eTM8PT3RuXPn0nuh5QT7B0RU1vEe40RERERERERUZN9++y2CgoIwceLE196nc9u2bZgxYwbu3LmD2rVr47vvvuMP0URERERERFTqeMU4ERERERERERXJuXPnsGLFCri5ub223alTpzBw4ECMHDkSFy9eRI8ePdCjRw9ERUWVUlIiIiIiIiKiF3jFOBEREREREREV2vPnz9GoUSMsXboU8+bNg4eHR4FXjPfv3x+pqanYt2+fZpmPjw88PDywfPnyUkpMREREREREBOiLHUAXqNVqPHz4EGZmZpBIJGLHISKiMkwQBKSkpKBKlSqQSjkxixhY14mIqDixtucVGBgIf39/dOjQAfPmzXtt27CwMEyZMkVrmZ+fH3bt2lXo/bG2ExFRcWJtFx9rOxERFaei1HYOjAN4+PAhnJycxI5BRETlyL179+Do6Ch2jAqJdZ2IiEoCa/sLISEhuHDhAs6dO1eo9nFxcbC1tdVaZmtri7i4uAKfk5mZiczMTM3fDx48gKur69sFJiIiKgBru3j4vZ2IiEpCYWo7B8YBmJmZAXjxhikUCpHTEBFRWaZUKuHk5KSpLVT6WNeJiKg4sbb/v3v37mHixIkIDQ2FoaFhie1n/vz5+Oqrr/LdP2s7ERG9K9Z28fF7OxERFaei1HYOjAOa6VoUCgULMRERFQtOBSYe1nUiIioJrO1AeHg4EhIS0KhRI80ylUqFkydP4tdff0VmZib09PS0nmNnZ4f4+HitZfHx8bCzsytwP0FBQVrTr+f+yMHaTkRExYm1XTz83k5ERCWhMLWdA+NERERERERE9Ebt27dHZGSk1rIRI0bAxcUF06ZNyzMoDgC+vr44cuQIJk2apFkWGhoKX1/fAvcjl8shl8uLLTcRERERERERwIFxIiIiIiIiIioEMzMzNGjQQGuZiYkJKleurFkeEBAABwcHzJ8/HwAwceJEtG7dGgsWLIC/vz9CQkJw/vx5rFy5stTzExERERERUcUmFTsAEREREREREZUPsbGxePTokebvZs2aYfPmzVi5ciXc3d2xfft27Nq1K88AOxEREREREVFJ4xXjRERERERERPRWjh8//tq/AaBv377o27dv6QQiIiIiIiIiKgCvGCciIiIiIiIiIiIiIiIionKNA+NERERERERERERERERERFSucWCciIiIiIiIiIiIiIiIiIjKNQ6MExERERERERERERERERFRucaBcSIiIiIiIiIiIiIiIiIiKtc4MF6MMrJVSE7LFjsGERERFZP0LBWeZ+aIHYOIiIiKSWpmDjKyVWLHICIiomKSkpENlVoQOwYREZURHBgvJk+eZ2LI6jMYveE8MnP4JZuIiKisi3qQDP/Ff2PW7stiRyEiIqJicCgqDm1/PI5VJ2+JHYWIiIiKweq/b6H5t0exP/KR2FGIiKiM4MB4MXmSmoVrcSk4e/spgv6IhCDwLDUiIqKyLD1bhTuJqfjjwn0c4JdsIiKiMi8zR4WElEwsPX4Tj5LTxY5DRERE7yg1UwVlRg6WHI2BmleNExFRIXBgvJjUsTXDksGNoCeVYMfFB1h8NEbsSERERPQOmlSzxPg2NQEAX+yMRLwyQ+RERERE9C66uVdBY+dKSM9W4duD0WLHISIionc0vHk1mMn1cS0+BX9eiRc7DhERlQEcGC9GrepYY073+gCAn0KvY3fEA5ETERER0buY2L4OGjgokJSWjanbLvEMdCIiojJMIpFgVtf6kEiA3REPcf7OU7EjERER0TswNzJAQDNnAMDiozc4iysREb0RB8aL2WBvZ4xuWR0A8On2/xB+l1+0iYiIyiqZvhSL+nvC0ECKv28k4rewO2JHIiIionfQ0NEc/bycAABf7b3Ck96IiIjKuJEtasBYpofLD5X462qC2HGIiEjHcWC8BHzeqR46utoiK0eN0b+F4+6TVLEjERER0VuqZWOKLzrXAwDMPxiNG/EpIiciIiKidzHVry7M5PqIfJCM7eH3xY5DRERE78DSRIZhzaoBABb9dZ1XjRMR0WtxYLwE6EklWDTAAw0dzPE0NQsjgs8hOS1b7FhERET0lob6OKN1HWtk5qgxMSQCWTlqsSMRERHRW7I2k+Pj9rUBAN8fjoYyg9/XiYiIyrLRLf//qvEjvGqciIhegwPjJcRYpo/VwxrD3twQtx6nYtzGcP6ITkREVEZJJBL80McNlYwNcOWREj+FXhc7EhEREb2DYc2qoYaVCRKfZ2HxkRtixyEiIqJ3YGkiQ4BvNQDAoiO8apyIiArGgfESZKswxNrhTWAi00PYrSeYviuSRZmIiKiMslEYYn4vNwDAipM3cebWE5ETERER0duS6Usxo4srAGDdv3d4qxQiIqIybnTL6jAy0EPUAyWORvOqcSIiyh8HxktYPXsFfh3UCFIJsPX8fSw5FiN2JCIiqmCWLVsGNzc3KBQKKBQK+Pr64uDBgwCAp0+f4qOPPkLdunVhZGSEqlWr4uOPP0ZycrLWNiQSSZ5HSEiIVpvjx4+jUaNGkMvlqFWrFoKDg/NkWbJkCapVqwZDQ0N4e3vj7NmzWuszMjIQGBiIypUrw9TUFL1790Z8fHzxviHv4P0GdujX2BGCAEzZeolTrxIREZVhbV1s0KGeLXLUAmbtucwT2YmIiMqwyqZyBDRzBgAs+usG6zoREeWLA+OloK2LDb7qVh8A8OOf17Hz4n2RExERUUXi6OiIb7/9FuHh4Th//jzatWuH7t274/Lly3j48CEePnyIH3/8EVFRUQgODsahQ4cwcuTIPNtZt24dHj16pHn06NFDs+727dvw9/dH27ZtERERgUmTJmHUqFE4fPiwps2WLVswZcoUzJo1CxcuXIC7uzv8/PyQkPD/Z3JPnjwZe/fuxbZt23DixAk8fPgQvXr1KtH3p6hmdq2PqpbGeJCUjhm7ovhlm4iIqAyb1dUVcn0pTt18gn3/PRI7DhEREb2DMS1rwMhAD5EPknHsGq8aJyKivCQCf82FUqmEubk5kpOToVAoSmw/8w9cxYqTt2CgJ8H6EU3RrJZVie2LiIjEUVo15V1ZWlrihx9+yHcAfNu2bRgyZAhSU1Ohr68P4MUV4zt37tQaDH/ZtGnTsH//fkRFRWmWDRgwAElJSTh06BAAwNvbG02aNMGvv/4KAFCr1XBycsJHH32Ezz//HMnJybC2tsbmzZvRp08fAEB0dDTq1auHsLAw+Pj4FOq1lcYxCL/7DP1WhEGlFrCgrzt6ezmWyH6IiEh8ZaW2l2clfQwW/XUdi/66AVuFHEc+aQNTuX6x74OIiHQHa7v4SvIY5P4G7+Zojt2BzSGRSIp1+0REpHuKUld4xXgpmva+C7q42SNbJWDshnBExynFjkRERBWMSqVCSEgIUlNT4evrm2+b3A5E7qB4rsDAQFhZWaFp06ZYu3at1pXSYWFh6NChg1Z7Pz8/hIWFAQCysrIQHh6u1UYqlaJDhw6aNuHh4cjOztZq4+LigqpVq2ra6Aov50qY3KE2AGDG7ijcTkwVORERERG9rXGta6KqpTHilZlYfOSG2HGIiIjoHYxu9eKq8f/uJ+P4tcdixyEiIh3DgfFSJJVK8GNfdzStbomUzByMWHcOj5LTxY5FREQVQGRkJExNTSGXyzFu3Djs3LkTrq6uedolJiZi7ty5GDNmjNbyOXPmYOvWrQgNDUXv3r3x4YcfYvHixZr1cXFxsLW11XqOra0tlEol0tPTkZiYCJVKlW+buLg4zTZkMhksLCwKbJOfzMxMKJVKrUdpGN+mFnxqWCItS4WPf7+IrBx1qeyXiIiIipehgR5mdX3RL1rzz23EJKSInIiIiIjelpWpHEN9c+81fp23PyMiIi0cGC9lhgZ6WDnUCzWtTfAoOQMj1p1DSka22LGIiKicq1u3LiIiInDmzBmMHz8ew4YNw5UrV7TaKJVK+Pv7w9XVFbNnz9ZaN2PGDDRv3hyenp6YNm0aPvvsM/zwww+l+AoKNn/+fJibm2seTk5OpbJfPakEC/t7wMLYAJEPkvHjn9dKZb9ERERU/NrXs0WHejbIUQuYtecyf0QnIiIqw8a0qgFDAyku3U/G0Wjea5yIiP4fB8ZFYGEsQ/CIprAylSM6LgUfbrqAbBWvMiMiopIjk8lQq1YteHl5Yf78+XB3d8fPP/+sWZ+SkoL3338fZmZm2LlzJwwMDF67PW9vb9y/fx+ZmZkAADs7O8THx2u1iY+Ph0KhgJGREaysrKCnp5dvGzs7O802srKykJSUVGCb/AQFBSE5OVnzuHfv3hvfj+Jib26E73u7AQBWnryFE9c5TRsREVFZNbNLfcj0pfg35gn2Rz4SOw4RERG9JStTOYb5VgMA/PjndajVPOGNiIhe4MC4SJwsjbFueBMYy/Tw941EfP5HJM9IJyKiUqNWqzWD2kqlEh07doRMJsOePXtgaGj4xudHRESgUqVKkMvlAABfX18cOXJEq01oaKjmPuYymQxeXl5abdRqNY4cOaJp4+XlBQMDA602165dQ2xsbIH3QwcAuVwOhUKh9ShNHevbYajPi2naPtl6CY9TMkt1/0RERFQ8qlY2xodtagIA5u27itTMHJETERER0dsa17omTOX6uPpIiQNRPOGNiIhe4MC4iBo6mmPJoEbQk0rwx4X7WPjXDbEjERFRORQUFISTJ0/izp07iIyMRFBQEI4fP47BgwdrBsVTU1OxZs0aKJVKxMXFIS4uDiqVCgCwd+9erF69GlFRUYiJicGyZcvwzTff4KOPPtLsY9y4cbh16xY+++wzREdHY+nSpdi6dSsmT56saTNlyhSsWrUK69evx9WrVzF+/HikpqZixIgRAABzc3OMHDkSU6ZMwbFjxxAeHo4RI0bA19cXPj4+pfumFdGX/vVQ19YMic8zMXXbJZ6NTkREVEaNa10TTpZGiFNmYPHRGLHjEBER0VuqZCLDqJbVAQA/hV5HDmdsJSIicGBcdG1dbDC3ewMAwC9HbmDLuViRExERUXmTkJCAgIAA1K1bF+3bt8e5c+dw+PBhvPfee7hw4QLOnDmDyMhI1KpVC/b29ppH7pTkBgYGWLJkCXx9feHh4YEVK1bgp59+wqxZszT7qF69Ovbv34/Q0FC4u7tjwYIFWL16Nfz8/DRt+vfvjx9//BEzZ86Eh4cHIiIicOjQIdja2mraLFy4EF26dEHv3r3RqlUr2NnZYceOHaX3Zr0lQwM9/DLQE3J9KU5cf4y1/94WOxIRERG9BUMDPczuWh8AsPrvW7genyJyIiIiInpbI1tURyVjA9x6nIqdFx+IHYeIiHSAROD83VAqlTA3N0dycnKpT7+a64fD0Vhy7Cb0pBKsHd4EretYi5KDiIjejS7UlIpOzGOw4fRdzNgVBQM9CXZ+2BwNHMxLdf9ERFT8WNvFJ8YxGLX+PP66Go8m1SphyxhfSKWSUtkvERGVPNZ28ZXmMVhx4ibmH4yGYyUjHP2kDWT6vFaQiKi8KUpdYRXQEVM71kVPTweo1AI+3BiOqAfJYkciIiKiIhriXRUdXW2RrRLw0e8XeW9SIiKiMuqr7vVhLNPDuTvPsC38nthxiIiI6C0F+FaDtZkc95+lc7ZWIiLiwLiukEgk+K63G5rVrIzULBWGrzuLu09SxY5FRERERZBbz+0UhridmIrpu6LAyXmIiIjKHgcLI0x5rw4A4JsD0Uh8nilyIiIiInobRjI9fNSuFgDgl6MxSM9SiZyIiIjExIFxHSLTl2L5UC/Us1cg8XkWhq45i8cp/PJNRERUllQykeGXgZ7Qk0qw8+IDbD3Pq8yIiIjKouHNqsHVXoHk9Gx8vf+q2HGIiIjoLQ1oUhUOFkZ4nJKJ38LuiB2HiIhExIFxHaMwNMD6EU3gZGmE2KdpGL7uLFIyssWORUREREXQtLolPun44iqzmbsv4+ojpciJiIiIqKj09aSY36shJBJg58UH+DcmUexIRERE9BZk+lJM6lAbALDsxE3+3k5EVIFxYFwH2SgM8dsH3qhsIsPlh0qM2xiOzBxO8UJERFSWjGtVE63rWCMzR43ATRfwnPcbJyIiKnPcnSwQ4OMMAPhyZyQysvndnIiIqCzq6emAGtYmSErLxpp/bosdh4iIRMKBcR1V3coE60Y0gbFMD//GPMEnWy9BreY9SomIiMoKqVSCn/q5w05hiFuJqfhyZyTvN05ERFQGfeJXF7YKOe48ScPSYzFixyEiIqK3oK8nxZT3XszsturkLSQ+5y1MiYgqIg6M6zA3RwusGOoFAz0J9v33CHP2XeEP6kRERGVIZVM5Fg96cb/x3REPseUc7zdORERU1igMDTC7a30AL6ZfjUl4LnIiIiIiehudG9jDzdEcqVkqLD5yQ+w4REQkAg6M67iWta3xY193AEDwqTtYevymyImIiIioKJpUs8TUjnUBALP28H7jREREZdH7DezQzsUG2SoBX3AWGCIiojJJKpXg804uAIBNZ2JxJzFV5ERERFTaODBeBnT3cMCMLq4AgB8OX8PW87zajIiIqCwZ26oG2tTl/caJiIjKKolEgq+61YeRgR7O3n6KbeH3xY5EREREb6FZTSu0rmONHLWAH/68JnYcIiIqZRwYLyNGtqiOca1rAgCCdkTiryvxIiciIiKiwnpxv3EP2Ju/uN/4Fzt4pRkREVFZ42RpjMnv1QYAfL3/KhJSMkRORERERG/j804ukEiA/f89wqV7SWLHISKiUsSB8TJk2vt10buRI1RqAYGbLyD87lOxIxEREVEhWZrIsHjgi/uN77n0ECG83zgREVGZ80Hz6mjgoEByejZm77ksdhwiIiJ6C/XsFejp6QAAmH/wKk9cJyKqQDgwXoZIJBJ827sh2v5vKtYPgs/jenyK2LGIiIiokBpXs8Snfv9/v/GoB8kiJyIiIiqaZcuWwc3NDQqFAgqFAr6+vjh48GCB7YODgyGRSLQehoaGpZi4eOnrSfF9b3foSyU4EBmHQ1GPxI5ERERU6h48eIAhQ4agcuXKMDIyQsOGDXH+/HmxYxXJJx3rQqYvxelbT3H82mOx4xARUSkRdWB89uzZeb4gu7i4aNa3adMmz/px48ZpbSM2Nhb+/v4wNjaGjY0NPv30U+TklN/7dhroSbFkcCN4VrVAcno2hqw+g3tP08SORURERIU0pmUNtHexQVaOGuM2hiMpLUvsSERERIXm6OiIb7/9FuHh4Th//jzatWuH7t274/Llgq+eVigUePTokeZx9+7dUkxc/FyrKDS3Opux+zKS07JFTkRERFR6nj17hubNm8PAwAAHDx7ElStXsGDBAlSqVEnsaEXiYGGE4c2qAQC+PRgNlZpXjRMRVQSiXzFev359rS/I//zzj9b60aNHa63//vvvNetUKhX8/f2RlZWFU6dOYf369QgODsbMmTNL+2WUKmOZPtYNb4K6tmZISMnE4NVnkKDkvc2IiIjKgtz7jVe1NMb9Z+mYvCUCan4BJyKiMqJr167o3LkzateujTp16uDrr7+GqakpTp8+XeBzJBIJ7OzsNA9bW9tSTFwyJrSrhZrWJnickol5+6+IHYeIiKjUfPfdd3BycsK6devQtGlTVK9eHR07dkTNmjXFjlZkH7apCYWhPq7Fp2DHhftixyEiolIg+sC4vr6+1hdkKysrrfXGxsZa6xUKhWbdn3/+iStXrmDjxo3w8PBAp06dMHfuXCxZsgRZWeX76isLYxk2jGyKqpbGiH2ahqFrzvKKMyIiojLC3NgAy4Y0glxfimPXHmPx0RixIxERERWZSqVCSEgIUlNT4evrW2C758+fw9nZGU5OTm+8urysMDTQw/d93CCRANvC7+PvG5yClYiIKoY9e/agcePG6Nu3L2xsbODp6YlVq1a99jmZmZlQKpVaD11gYSxDYNtaAICfQq8jI1slciIiIippog+M37hxA1WqVEGNGjUwePBgxMbGaq3ftGkTrKys0KBBAwQFBSEt7f+nDQ8LC0PDhg21zjb38/ODUqksF1+038RGYYiNI71hYybHtfgUDF93DqmZ5XcaeSIiovKkfhVzzOvRAACw6Mh1HL+WIHIiIiKiwomMjISpqSnkcjnGjRuHnTt3wtXVNd+2devWxdq1a7F7925s3LgRarUazZo1w/37BV+Vpas/nr/Ky9kSw3yrAQCCdkTy+zgREVUIt27dwrJly1C7dm0cPnwY48ePx8cff4z169cX+Jz58+fD3Nxc83BycirFxK83rFk1VDE3xKPkDKz557bYcYiIqISJOjDu7e2N4OBgHDp0CMuWLcPt27fRsmVLpKSkAAAGDRqEjRs34tixYwgKCsKGDRswZMgQzfPj4uLyTMGW+3dcXFyB+y0rX7ILo2plY2wY6Q1zIwNE3EvCmA3nkZnDM9uIiIjKgr6NnTDIuyoEAZgYEoF7T9Pe/CQiIiKR1a1bFxEREThz5gzGjx+PYcOG4cqV/KcT9/X1RUBAADw8PNC6dWvs2LED1tbWWLFiRYHb1+Ufz1/1qV9dOFgY4f6zdPz45zWx4xAREZU4tVqNRo0a4ZtvvoGnpyfGjBmD0aNHY/ny5QU+JygoCMnJyZrHvXv3SjHx6xka6OGz910AAEuPxSAhhbcsJSIqz0QdGO/UqRP69u0LNzc3+Pn54cCBA0hKSsLWrVsBAGPGjIGfnx8aNmyIwYMH47fffsPOnTtx8+bNd9pvWfqSXRh17cwQPKIJjGV6+DfmCSb+HoEclVrsWERERFQIs7q6wt3RHMnp2fhw0wVO3UZERDpPJpOhVq1a8PLywvz58+Hu7o6ff/65UM81MDCAp6cnYmIKvo2ILv94/ioTuT7m92oIAAg+dQfhd5+KnIiIiKhk2dvb55kppl69enlmgn2ZXC6HQqHQeuiSbu5V4O5kgdQsFX7687rYcYiIqASJPpX6yywsLFCnTp0CvyB7e3sDgGa9nZ0d4uPjtdrk/m1nZ1fgfsrSl+zC8qxaCasCGkOmJ8Why3EI2hEJtVoQOxYRERG9gVxfD0uHeKGSsQEiHyRj9p7yfzsYIiIqX9RqNTIzMwvVVqVSITIyEvb29gW20fUfz1/Vqo41+no5QhCAz7b/x5PciIioXGvevDmuXdOeJeX69etwdnYWKdG7k0olmNmlHgBgy/l7uPwwWeRERERUUnRqYPz58+e4efNmgV+QIyIiAECz3tfXF5GRkUhI+P97coaGhkKhUBR4fzOg7H3JLqzmtayweJAn9KQSbAu/j68PXIUgcHCciIhI1zlYGOHnAZ6QSICQc/ew9VzZP2mPiIjKp6CgIJw8eRJ37txBZGQkgoKCcPz4cQwePBgAEBAQgKCgIE37OXPm4M8//8StW7dw4cIFDBkyBHfv3sWoUaPEegklYrq/K6zN5Lj5OBU/H7khdhwiIqISM3nyZJw+fRrffPMNYmJisHnzZqxcuRKBgYFiR3snXs6W6OJmD0EA5u3j7+pEROWVqAPjU6dOxYkTJ3Dnzh2cOnUKPXv2hJ6eHgYOHIibN29i7ty5CA8Px507d7Bnzx4EBASgVatWcHNzAwB07NgRrq6uGDp0KC5duoTDhw9j+vTpCAwMhFwuF/Olicavvh2+7/3i/Vnzz20sPlrw9HRERESkO1rVscaUDnUAANN3RyHqAc9QJyIi3ZOQkICAgADUrVsX7du3x7lz53D48GG89957AIDY2Fg8evRI0/7Zs2cYPXo06tWrh86dO0OpVOLUqVOvPZm9LDI3NsC8Hg0AACtO3MSF2GciJyIiIioZTZo0wc6dO/H777+jQYMGmDt3LhYtWqQ5Sa4s+7yTC2T6UoTdeoLQK/FvfgIREZU5EkHEU58GDBiAkydP4smTJ7C2tkaLFi3w9ddfo2bNmrh37x6GDBmCqKgopKamwsnJCT179sT06dO1rvC+e/cuxo8fj+PHj8PExATDhg3Dt99+C319/ULnUCqVMDc3R3Jycrm5enzdv7fx1d4rAICvutXHsGbVxA1ERFRBlMeaUtaU5WOgVgsY/dt5HIlOgIOFEfZMaI7KphXzZD8iIl1RlutKeVGWjsHkLRHYefEBalib4MDHLWFooCd2JCIiekVZqivllS4fg+8PRWPp8ZuoVtkYf05uDZm+Tk26S0RE+ShKXRF1YFxX6HIhfheL/rqORX+9mMLtx77u6OPlKHIiIqLyr7zWlLKkrB+D5LRsdFvyD+4+SYNvjcr4bWRTGOjxizgRkVjKel0pD8rSMUhOy0bHRScQr8zEyBbVMaNL+boynoioPChLdaW80uVj8DwzB21+OI7E55mY7l8Po1rWEDsSERG9QVHqCn9lLccmtq+ND5pXBwB8tv0S9v33UORERERE9CbmxgZYFdAYJjI9hN16gm8OXBU7EhERERWSubEBvv3f7c3W/nsbZ249ETkRERERFYWpXB9TO764zdkvR27gWWqWyImIiKg4cWC8HJNIJJjRpR4GNnWCWgAmhUTw3ihERBXQsmXL4ObmBoVCAYVCAV9fXxw8eFCzPiMjA4GBgahcuTJMTU3Ru3dvxMdr14vY2Fj4+/vD2NgYNjY2+PTTT5GTk6PV5vjx42jUqBHkcjlq1aqF4ODgPFmWLFmCatWqwdDQEN7e3jh79qzW+sJkqQjq2JphQT8PAMC6f+9ge/h9cQMRERFRobWta4MBTZwgCMDU7ZeQmpnz5icRERGRzujb2An17BVQZuRg0V/XxY5DRETFiAPj5ZxEIsG8Hg3R09MBOWoBgZsu4OT1x2LHIiKiUuTo6Ihvv/0W4eHhOH/+PNq1a4fu3bvj8uXLAIDJkydj79692LZtG06cOIGHDx+iV69emuerVCr4+/sjKysLp06dwvr16xEcHIyZM2dq2ty+fRv+/v5o27YtIiIiMGnSJIwaNQqHDx/WtNmyZQumTJmCWbNm4cKFC3B3d4efnx8SEhI0bd6UpSJ5v4EdPm5fGwDwxc5IRNxLEjcQERERFdqX/vXgYGGEe0/TMf8gZ38hIiIqS/SkEszwrwcA2HgmFtfjU0RORERExYX3GIdu39OkuOSo1Pjo94s4GBUHQwMpgkc0hU+NymLHIiIqd8pKTbG0tMQPP/yAPn36wNraGps3b0afPn0AANHR0ahXrx7CwsLg4+ODgwcPokuXLnj48CFsbW0BAMuXL8e0adPw+PFjyGQyTJs2Dfv370dUVJRmHwMGDEBSUhIOHToEAPD29kaTJk3w66+/AgDUajWcnJzw0Ucf4fPPP0dycvIbsxRGWTkGhaFWCxizIRx/XY2HncIQez5qDhszQ7FjERFVKOWprpRVZfUYnIpJxKDVZwAAG0d6o0VtK5ETERERUHbrSnlSVo7BmN/O488r8WhWszI2jfKGRCIROxIREeWD9xinPPT1pPh5gCfaudggI1uNkcHncCH2mdixiIiolKlUKoSEhCA1NRW+vr4IDw9HdnY2OnTooGnj4uKCqlWrIiwsDAAQFhaGhg0bagbFAcDPzw9KpVJz1XlYWJjWNnLb5G4jKysL4eHhWm2kUik6dOigaVOYLPnJzMyEUqnUepQXUqkEC/u7o6a1CeKUGfhw4wVk5ajFjkVERESF0KyWFQJ8nQEAn22/BGVGtsiJiIiIqChmdHGFXF+KUzef4EBknNhxiIioGHBgvAKR6UuxdHAjtKhlhdQsFYatPYuoB8lixyIiolIQGRkJU1NTyOVyjBs3Djt37oSrqyvi4uIgk8lgYWGh1d7W1hZxcS++9MXFxWkNiueuz133ujZKpRLp6elITEyESqXKt83L23hTlvzMnz8f5ubmmoeTk1Ph3pQywszQAKsCGsPMUB/n7z7D7L2XxY5EREREhfR5Jxc4VzbGw+QMzN17Rew4REREVAROlsYY17omAODr/VeQlpUjciIiInpXHBivYAwN9LAywAtNqlVCSkYOhq45g2txvEcKEVF5V7duXURERODMmTMYP348hg0bhitXysePs0FBQUhOTtY87t27J3akYlfD2hS/DPCERAJsPhOLTWfuih2JiIiICsFYpo8f+7pDIgG2hd/H4cu82oyIiKgsGd+mJhwrGeFhcgaWHrspdhwiInpHHBivgIxl+lg7vAncHc3xLC0bg1efwa3Hz8WORUREJUgmk6FWrVrw8vLC/Pnz4e7ujp9//hl2dnbIyspCUlKSVvv4+HjY2dkBAOzs7BAfH59nfe6617VRKBQwMjKClZUV9PT08m3z8jbelCU/crkcCoVC61EetXWxwdSOdQEAs/dcxvk7T0VORERERIXRpJolxrSqAQD4/I//kKDMEDkRERERFZahgR5mdHEFAKw8eQt3ElNFTkRERO+CA+MVlJmhAdZ/0BT17BVIfJ6JwavP4N7TNLFjERFRKVGr1cjMzISXlxcMDAxw5MgRzbpr164hNjYWvr6+AABfX19ERkYiISFB0yY0NBQKhQKurq6aNi9vI7dN7jZkMhm8vLy02qjVahw5ckTTpjBZKroP29SEf0N7ZKsEjNsYjvvPWLuJiIjKginv1YGrvQLP0rLx6fb/IAiC2JGIiIiokDq62qJlbStkqdSYs698zL5HRFRRcWC8ArMwlmHDyKaoZWOKR8kZGLT6NB4lp4sdi4iIillQUBBOnjyJO3fuIDIyEkFBQTh+/DgGDx4Mc3NzjBw5ElOmTMGxY8cQHh6OESNGwNfXFz4+PgCAjh07wtXVFUOHDsWlS5dw+PBhTJ8+HYGBgZDL5QCAcePG4datW/jss88QHR2NpUuXYuvWrZg8ebImx5QpU7Bq1SqsX78eV69exfjx45GamooRI0YAQKGyVHQSiQQ/9HX734ltWRi1/jxSM3mPMyIiIl0n19fDzwM8INeX4sT1x9hwmrdFISIiKiskEglmd6sPAz0JjkYn4MjV+Dc/iYiIdBIHxis4K1M5No3yhnNlY9x7mo5Bq84gntO6ERGVKwkJCQgICEDdunXRvn17nDt3DocPH8Z7770HAFi4cCG6dOmC3r17o1WrVrCzs8OOHTs0z9fT08O+ffugp6cHX19fDBkyBAEBAZgzZ46mTfXq1bF//36EhobC3d0dCxYswOrVq+Hn56dp079/f/z444+YOXMmPDw8EBERgUOHDsHW1lbT5k1Z6MUtUVYPawwrUzmi41IwMSQCajWvOiMiItJ1tW3NENTJBQDw9f6riElIETkRERERFVZNa1N80KI6AGDOvivIyFaJnIiIiN6GROD8XVAqlTA3N0dycnK5vS/pmzxISkf/FWG4/ywdNaxMEDLGBzYKQ7FjERGVOawp4qsox+BC7DMMWHkaWTlqjGtdE5//74d2IiIqXhWlruiy8nQMBEHA8HXncOL6Y9SvosDOD5tDps9rFoiISlN5qitlVVk9Bs8zc9B+wXHEKzMxtWMdTGhXW+xIRESEotUVfvsiAICDhRF+H+0DBwsj3EpMxYBVp5GQwivHiYiIdFWjqpXwQx83AMDyEzexPfy+yImIiIjoTSQSCX7o44ZKxga4/FCJhX9dFzsSERERFZKpXB9fdK4HAPj1WAzuPU0TORERERUVB8ZJw8nSGCFjfFDF3BC3Hqdi0KozeJySKXYsIiIiKkB3Dwd81K4WACBox384d+epyImIiIjoTWwUhpjf6/9Pbjtz64nIiYiIiKiwurlXgXd1S2RkqzF7z2VwQl4iorKFA+OkxcnSGL+P8YG9uSFiEp5j0KrTSHzOwXEiIiJdNblDHXRqYIdslYCxG8J5xjoREVEZ8H4DO/Rv7ARBAKZsvQRlRrbYkYiIiKgQJBIJvu7ZAAZ6EhyJTsDhy3FiRyIioiLgwDjl4VzZBL+P9oGdwhA3Ep5j8KozeMLBcSIiIp0klUqwoJ87Gjgo8DQ1C6PWn0cKf1wnIiLSeTO7usK5sjEeJKVj+s4oXnFGRERURtSyMcPYVjUBALP3XMHzzByRExERUWFxYJzyVc3KBL+P8YGNmRzX4lMwePUZPE3NEjsWERER5cNYpo9VAY01dXtiSARUav64TkREpMtM5PpY2N8DelIJ9lx6iG3h98WORERERIU0oV0tOFc2RpwyAz/9eV3sOEREVEgcGKcCVX9pcDw6LgWDVp3GMw6OExER6SR7cyOsCmgMub4UR6MTMP/AVbEjERER0Rs0qloJn3SsAwCYtfsyYhJSRE5EREREhWFooIc53RsAAIJP3UbUg2SRExERUWFwYJxeq6a1KTaP9oGV6YvB8cGrzyApjYPjREREusjdyQIL+rkDAFb/cxsbT98VORERERG9ybhWNdGilhXSs1WYsPkiMrJVYkciIiKiQmhdxxpd3OyhFoAvd0Zy5jYiojKAA+P0RrVsTBEyxhtWpjJceaTE4NVnkJzGe5cSERHpoi5uVTDlvRdXns3cHYVj0QkiJyIiIqLXkUol+KmfOyqbyBAdl4JvOOsLERFRmTGziyvM5Pq4dD8Zm87w5HQiIl3HgXEqlFo2Zvh9tA8qm8hw+aESQ9bwynEiIiJd9VG7Wujj5Qi1AARuvsAp3YiIiHScjcJQM+vLb2F3cfhynMiJiIiIqDBsFIb47P26AIAfDl1DvDJD5ERERPQ6HBinQqtta4bN/xscj3yQjEGrzuAp7zlORESkcyQSCb7p2RDNa1VGWpYKI9efw6PkdLFjERER0Wu0qWuDMa1qAAA+2/4fHiSxdhMREZUFg7yd4e5ojpTMHMzZd0XsOERE9BocGKciqWtnht/HvLjn+JVHSgxadRqJzzPFjkVERESvkOlLsXSwF2rbmCJemYkR684hJYO3QiEiItJlUzvWhbujOZLTszEp5CJyVGqxIxEREdEb6Ekl+LpnQ0glwP7/HuGvK/FiRyIiogJwYJyKrI6tGULG+MDGTI7ouBQMXHkaCSmcIoaIiEjXmBsZYN2IJrD+X80O3HwR2fyBnYiISGfJ9KX4ZaAnTOX6OHfnGX45ckPsSERERFQIDRzMMbrli5lfpu+KgpInphMR6SQOjNNbqWVjii1jfWGnMMSNhOcYsOI04pI5OE5ERKRrHCsZY82wxjAy0MPJ648xY1cUBEEQOxYREREVwLmyCb7u2QAAsPhYDE7FJIqciIiIiApjUoc6qFbZGHHKDHx3MFrsOERElA8OjNNbq25lgi1jfeBgYYRbianovzIMD3kPNCIiIp3j5miBxQM9IZUAIefuYdmJm2JHIiIiotfo7uGAfo0dIQjAxyEXEa/kiehERES6zkimh/m93AAAm87E4vStJyInIiKiV3FgnN6Jc2UThIzxgZOlEe4+SUP/lWG49zRN7FhERET0ig6utpjZxRUA8P2ha9h76aHIiYiIiOh1vurWAC52Zkh8noWPfuf9xomIiMoC35qVMbBpVQDA53/8h4xslciJiIjoZRwYp3fmZGmMLWN84VzZGPeepmPAytO4+yRV7FhERET0iuHNq+OD5tUBAJ9svcSz14mIiHSYkUwPSwc3gqlcH2dvP8WPf14XOxIREREVQlBnF9gq5LjzJA0L/2L9JiLSJRwYp2JRxcIIW8b4ooaVCR4kpaP/itO4ncjBcSIiIl3zpX89+NW3RZZKjdG/nUd0nFLsSERERFSAGtam+K73iylZl5+4iSNX40VORERERG+iMDTAvB4NAQCrTt5C5P1kkRMREVEuDoxTsbEzN0TIWB/UsjFFnDID/VeEISbhudixiIiI6CV6Ugl+HuCJxs6VkJKRg+Frz+FBUrrYsYiIiKgA/m72GN6sGgBgytZLvH0ZERFRGfCeqy26uNlDLQCf/fEfsnlLFCIincCBcSpWNmaGCBnjg7q2ZkhIycSAlWG4FpcidiwiIiJ6iaGBHlYPa4za/zuZbdjas0hKyxI7FhERERXgi8714O5kgeT0bEzYfAGZObxfKRERka6b3a0+LIwNcPWREitO3BQ7DhERgQPjVAKsTOX4fYwPXO0VSHyehQErwzhdDBERkY6xMJZh/QdNYacwREzCc4xcfx4Z2fyRnYiISBfJ9KVYMsgT5kYGuHQ/Gd/svyp2JCIiInoDK1M5ZnV1BQD8ciSGF5AREekADoxTibA0kWHzaG+4O5rjWVo2Bq06jfN3noodi4iIiF5SxcIIv41sCoWhPsLvPsOEzReRw+ndiIiIdJJjJWMs7O8OAFgfdhd7Lz0UORERERG9SQ8PB7R3sUGWSo1PtkVwSnUiIpFxYJxKjIWxDBtHeaNpNUukZOZg6Jqz+OdGotixiIiI6CV1bM2welgTyPSl+OtqPGbsvgxBEMSORURERPlo52KLD9vUBAB8/sd/iEl4LnIiIiIieh2JRIL5vRrC3MgAUQ+UWHIsRuxIREQVGgfGqUSZGRpg/QdN0aqONdKzVfgg+BxCr8SLHYuIiIhe0rS6JX4Z4AmpBPj9bCx+PnJD7EhERERUgCnv1YFPDUukZqkwdsN5pGRkix2JiIiIXsNGYYg53esDAH49GoOoB7ztKBGRWDgwTiXOSKaHVQFe8KtviyyVGuM2hmMPp3wjIio18+fPR5MmTWBmZgYbGxv06NED165d06y/c+cOJBJJvo9t27Zp2uW3PiQkRGtfx48fR6NGjSCXy1GrVi0EBwfnybNkyRJUq1YNhoaG8Pb2xtmzZ7XWZ2RkIDAwEJUrV4apqSl69+6N+HieVFXS3m9ghzndGwAAFv11A5vPxIqciIiIiPKjryfF4oGNYKcwxM3Hqfhk6yWo1ZzthYiISJd1c6+CTg3skKMW8MnWS8jMUYkdiYioQuLAOJUKub4elgxqhJ6eDlCpBUwMuYgt5/iDOxFRaThx4gQCAwNx+vRphIaGIjs7Gx07dkRqaioAwMnJCY8ePdJ6fPXVVzA1NUWnTp20trVu3Tqtdj169NCsu337Nvz9/dG2bVtERERg0qRJGDVqFA4fPqxps2XLFkyZMgWzZs3ChQsX4O7uDj8/PyQkJGjaTJ48GXv37sW2bdtw4sQJPHz4EL169SrZN4kAAEN8nPFxu1oAgOm7IvHn5TiRExERka5ZtmwZ3NzcoFAooFAo4Ovri4MHD772Odu2bYOLiwsMDQ3RsGFDHDhwoJTSll/WZnIsH+oFmZ4Uf16Jx9LjnJaViIhIl0kkEszr0QCVTWS4Fp+Cn//iTG1ERGLgwDiVGn09KRb0dcdg76oQBGDaH5FY+89tsWMREZV7hw4dwvDhw1G/fn24u7sjODgYsbGxCA8PBwDo6enBzs5O67Fz507069cPpqamWtuysLDQamdoaKhZt3z5clSvXh0LFixAvXr1MGHCBPTp0wcLFy7UtPnpp58wevRojBgxAq6urli+fDmMjY2xdu1aAEBycjLWrFmDn376Ce3atYOXlxfWrVuHU6dO4fTp06XwbtHk9+qgf2MnqAVgwu8XcepmotiRiIhIhzg6OuLbb79FeHg4zp8/j3bt2qF79+64fPlyvu1PnTqFgQMHYuTIkbh48SJ69OiBHj16ICoqqpSTlz8eThaaaVkXhF7HsWsJb3gGERFR8Zg9e3aeGeVcXFzEjqXzKpvK8XXPFzO1LT9xExdjn4mciIio4uHAOJUqqfTFmXFjWtUAAMzZdwW/Hr0BQeC0b0REpSU5+cW9rCwtLfNdHx4ejoiICIwcOTLPusDAQFhZWaFp06ZYu3at1r/fYWFh6NChg1Z7Pz8/hIWFAQCysrIQHh6u1UYqlaJDhw6aNuHh4cjOztZq4+LigqpVq2raUMmSSCT4umcDdHS1RVaOGqPXn8d/95PEjkVERDqia9eu6Ny5M2rXro06derg66+/hqmpaYEnsP388894//338emnn6JevXqYO3cuGjVqhF9//bWUk5dPA5pWxcCmL04+n/j7Rdx9kip2JCIiqiDq16+vNaPcP//8I3akMuH9Bvbo7lEFagH4ZNslZGRzSnUiotLEgXEqdRKJBEGdXDC5Qx0AwI9/Xsd3h65xcJyIqBSo1WpMmjQJzZs3R4MGDfJts2bNGtSrVw/NmjXTWj5nzhxs3boVoaGh6N27Nz788EMsXrxYsz4uLg62trZaz7G1tYVSqUR6ejoSExOhUqnybRMXF6fZhkwmg4WFRYFtXpWZmQmlUqn1oHejryfFLwM90axmZaRmqTBs7VnciE8ROxYREekYlUqFkJAQpKamwtfXN982bzpxjt7d7G6u8KxqAWVGDsZuCEdaVo7YkYiIqALQ19fXmlHOyspK7Ehlxlfd6sPGTI5bj1Pxw+FrYschIqpQODBOopBIJJjYoTam+9cD8GLqmFl7LkOt5uA4EVFJCgwMRFRUFEJCQvJdn56ejs2bN+d7tfiMGTPQvHlzeHp6Ytq0afjss8/www8/lHTkN5o/fz7Mzc01DycnJ7EjlQuGBnpYGdAY7k4WeJaWjaFrzuLe0zSxYxERkQ6IjIyEqakp5HI5xo0bh507d8LV1TXftgWdOFfQCW8AT3orKrm+HpYN9oKVqRzRcSmY9kckTzwnIqISd+PGDVSpUgU1atTA4MGDERsbK3akMsPCWIZvezcEAKz55zb+jeEtzIiISgsHxklUo1rWwDc9G0IiAX4Lu4tPtl1CtkotdiwionJpwoQJ2LdvH44dOwZHR8d822zfvh1paWkICAh44/a8vb1x//59ZGZmAgDs7OwQHx+v1SY+Ph4KhQJGRkawsrKCnp5evm3s7Ow028jKykJSUlKBbV4VFBSE5ORkzePevXtvzE6FYyrXR/DwJqhtY4o4ZQaGrjmDxymZYsciIiKR1a1bFxEREThz5gzGjx+PYcOG4cqVK8W2fZ70VnR25oZYOrgR9KUS7L30EKv/vi12JCIiKse8vb0RHByMQ4cOYdmyZbh9+zZatmyJlJT8ZxrjSW95tXOxxSDvqgCAT7ZeQlJalsiJiIgqBg6Mk+gGeVfFov4e0JdKsPPiA4zdEI70LN5bhYiouAiCgAkTJmDnzp04evQoqlevXmDbNWvWoFu3brC2tn7jdiMiIlCpUiXI5XIAgK+vL44cOaLVJjQ0VDO1qkwmg5eXl1YbtVqNI0eOaNp4eXnBwMBAq821a9cQGxtb4BStcrkcCoVC60HFp5KJDBtGesOxkhHuPElDwNqzSE7PFjsWERGJSCaToVatWvDy8sL8+fPh7u6On3/+Od+2BZ04V9AJbwBPentbTatbamZlm3/wKv65wavPiIioZHTq1Al9+/aFm5sb/Pz8cODAASQlJWHr1q35tudJb/mb7l8PNaxMEKfMwBc7OeMLEVFp4MA46YTuHg5YGeAFub4UR6MTELD2DH90JyIqJoGBgdi4cSM2b94MMzMzxMXFIS4uDunp6VrtYmJicPLkSYwaNSrPNvbu3YvVq1cjKioKMTExWLZsGb755ht89NFHmjbjxo3DrVu38NlnnyE6OhpLly7F1q1bMXnyZE2bKVOmYNWqVVi/fj2uXr2K8ePHIzU1FSNGjAAAmJubY+TIkZgyZQqOHTuG8PBwjBgxAr6+vvDx8Smhd4jexM7cEJtGecPaTI6rj5T4IPgc719KREQaarVaM4PMq9504lx+eNLb2xvWrBp6NXKAWgA+3BSO24mpYkciIqIKwMLCAnXq1EFMTEy+63nSW/6MZfr4eYAn9KUSHIiMw/bw+2JHIiIq9zgwTjqjnYstNo7yhpmhPs7deYYBK08jISVD7FhERGXesmXLkJycjDZt2sDe3l7z2LJli1a7tWvXwtHRER07dsyzDQMDAyxZsgS+vr7w8PDAihUr8NNPP2HWrFmaNtWrV8f+/fsRGhoKd3d3LFiwAKtXr4afn5+mTf/+/fHjjz9i5syZ8PDwQEREBA4dOqR179GFCxeiS5cu6N27N1q1agU7Ozvs2LGjBN4ZKgrnyib47YOmUBjqI/zuM4zfeAFZObz9CRFRRRMUFISTJ0/izp07iIyMRFBQEI4fP47BgwcDAAICAhAUFKRpP3HiRBw6dAgLFixAdHQ0Zs+ejfPnz2PChAlivYRyTSKR4JueDeHhZAFlRg5GrT8HZQZPOiciopL1/Plz3Lx5E/b29vmu50lvBWvoaI7J79UBAMzecxl3n/CkNiKikiQROD8HlEolzM3NkZyczKKsA64+UmLomrNIfJ4J58rG2PCBN6pWNhY7FhFRobCmiI/HoGSF332GIavPID1bBX83e/wywBN6UonYsYiISgzriraRI0fiyJEjePToEczNzeHm5oZp06bhvffeAwC0adMG1apVQ3BwsOY527Ztw/Tp03Hnzh3Url0b33//PTp37lzoffIYFF2CMgPdfv0XccoMtK5jjbXDm7BeExH9D+vKu5s6dSq6du0KZ2dnPHz4ELNmzUJERASuXLlSqFuz8RhoU6kFDFx1GmdvP0WjqhbYOtYX+nq8ppGIqLCKUlc4MA4WYl1090kqhqw5g3tP02FtJsdvHzRFPXseGyLSfawp4uMxKHknrz/GyPXnkK0S0MfLEd/3doOUP7YTUTnFuiI+HoO3E3k/GX1XnEJGthqjWlTH9C6uYkciItIJrCvvbsCAATh58iSePHkCa2trtGjRAl9//TVq1qxZqOfzGOR1/1kaOv38N1IycjCpQ21M6lBH7EhERGVGUeoKTzsineRc2QR/jGsGFzszPE7JRP8VYTh/56nYsYiIiAhAqzrWWDzwxZXi28PvY8buKPBcSyIiIt3S0NEcP/Z1BwCs/uc2tp7n/VyJiKh4hISE4OHDh8jMzMT9+/cREhJS6EFxyp9jJWPM69EAALD4aAwuxD4TORERUfnEgXHSWTYKQ2wZ4wsv50pQZuRgyJozOBadIHYsIiIiAvB+A3v81M8dEgmw6Uws5u67ysFxIiIiHdPFrQo+bl8bAPDlzkiecE5ERKTDuns4oLtHFajUAiaFRCAlI1vsSERE5Q4HxkmnmRsbYONIb7Spa42MbDVG/3YeuyMeiB2LiIiI8OJL+3e93QAAa/+9jR8OX+PgOBERkY6Z1L42OjWwQ7ZKwLiN4bj/LE3sSERERFSAOd0bwMHCCLFP0/DlTs7ORkRU3DgwTjrPSKaHVQGN0d2jCnLUAiaGRCD439tixyIiIiIA/Ro7YW73+gCApcdvYvHRGJETERER0cukUgkW9HNHPXsFEp9nYfRv4UjNzBE7FhEREeXD3MgAvwz0gJ5Ugj2XHvJWKERExYwD41QmGOhJsbCfB4b5OgMAZu+9gh8OR/OMOSIiIh0w1LcapvvXAwD8FHodK0/eFDkRERERvcxYpo/VwxrDylSGq4+UmBhyESo1v08TERHpIi9nS0ztWBcAMGvPZVyPTxE5ERFR+cGBcSozpFIJZnerjynv1QEALDl2E59t/w/ZKrXIyYiIiGhUyxqY2vFFjf7mQDTWn7ojbiAiIiLS4mBhhBVDG0OmL8VfVxMwb/8VsSMRERFRAca2qoFWdV7cXjRw0wWkZ6nEjkREVC5wYJzKFIlEgo/b18a3vRpCKgG2hd/H6N/OIy2L08ARERGJbUK72pjQthaAF2e1/342VuRERERE9DIv50pY2M8DALDu3zu8TRkREZGOkkol+KmfO6zN5LiR8Byz91wWOxIRUbnAgXEqkwY0rYqVQxvD0ECK49ceY+DK03jyPFPsWERERBXeJx3rYFSL6gCAL3ZG4o/w+yInIiIiopf5u9lj2vsuAIA5+67gyNV4kRMRERFRfqxM5fi5vwckEmDL+XvYHfFA7EhERGWeqAPjs2fPhkQi0Xq4uLho1mdkZCAwMBCVK1eGqakpevfujfh47S9ssbGx8Pf3h7GxMWxsbPDpp58iJ4dXD1cEHVxtsXm0DyoZG+DS/WT0XnYKsU/SxI5FRERUoUkkEnzpXw9DfZwhCMDU7Zew4wIHx4mIiHTJuNY1MKCJE9QC8NHvFxH1IFnsSERERJSPZrWs8NH/Zmb7YkckbiemipyIiKhsE/2K8fr16+PRo0eaxz///KNZN3nyZOzduxfbtm3DiRMn8PDhQ/Tq1UuzXqVSwd/fH1lZWTh16hTWr1+P4OBgzJw5U4yXQiJoVLUSto9vBgcLI9x5koZey/5F5H1+oSciIhKTRCLBV93qY5B3VQgC8Mk2Do4TERHpEolEgrk9GqBFLSukZakwcv05PEpOFzsWERER5ePj9rXRtLolUrNUmLD5AjJzeL9xIqK3JfrAuL6+Puzs7DQPKysrAEBycjLWrFmDn376Ce3atYOXlxfWrVuHU6dO4fTp0wCAP//8E1euXMHGjRvh4eGBTp06Ye7cuViyZAmysrLEfFlUimpam2Lnh81Qz16BxOdZGLAyDCevPxY7FhERUYUmlUowr3sDDo4TERHpKAM9KZYOaYQ6tqaIV2ZixLpzeJ7JGfiIiIh0jb6eFL8M8EQlYwNcfqjE3H1XxI5ERFRmiT4wfuPGDVSpUgU1atTA4MGDERsbCwAIDw9HdnY2OnTooGnr4uKCqlWrIiwsDAAQFhaGhg0bwtbWVtPGz88PSqUSly9fLnCfmZmZUCqVWg8q22wUhtg61gfNa1VGapYKHwSfw86L/PGdiIhITBwcJyIi0m0KQwOsHd4EVqZyRMelYMLmC8hRqcWORURERK+wMzfET/+73/jG07H8bk1E9JZEHRj39vZGcHAwDh06hGXLluH27dto2bIlUlJSEBcXB5lMBgsLC63n2NraIi4uDgAQFxenNSieuz53XUHmz58Pc3NzzcPJyal4XxiJwszQAOuGN0U39yrIUQuYvOUSlp+4CUEQxI5GRERUYXFwnIiISLc5VjLGmmGNYWggxfFrjzFjdxS/RxMREemgtnVt8FG72gCAL3ZGIjqOF/wRERWVqAPjnTp1Qt++feHm5gY/Pz8cOHAASUlJ2Lp1a4nuNygoCMnJyZrHvXv3SnR/VHpk+lIs6u+B0S2rAwC+PRiNr/ZegUrNL/VERERiyR0cH8zBcSIiIp3k7mSBXwZ4QioBfj97D4v+uiF2JCIiIsrHxPa10bK2FTKy1Ri/8QKUGdliRyIiKlNEn0r9ZRYWFqhTpw5iYmJgZ2eHrKwsJCUlabWJj4+HnZ0dAMDOzg7x8fF51ueuK4hcLodCodB6UPkhlUrwpb8rpvvXAwAEn7qDDzeFIz1LJXIyIiKiiksqlWAuB8eJiIh0Vsf6dpjbowEA4OcjN7D5TKzIiYiIiOhVelIJfh7gCQcLI9xOTMWn2y5xphcioiLQqYHx58+f4+bNm7C3t4eXlxcMDAxw5MgRzfpr164hNjYWvr6+AABfX19ERkYiISFB0yY0NBQKhQKurq6lnp90y6iWNfDLQE/I9KQ4fDkeA1adRuLzTLFjERERVVgcHCciItJtg72d8XG7WgCA6bsiEXol/g3PICIiotJmaSLD0sGNNL97rzx5S+xIRERlhqgD41OnTsWJEydw584dnDp1Cj179oSenh4GDhwIc3NzjBw5ElOmTMGxY8cQHh6OESNGwNfXFz4+PgCAjh07wtXVFUOHDsWlS5dw+PBhTJ8+HYGBgZDL5WK+NNIR3dyrYOMob1gYG+DSvST0XPovbj5+LnYsIiKiCiu/wfFt53lbGyIiIl0x+b066N/YCWoBmLD5AsLvPhU7EhEREb3C3ckCM7u+uDjwu0PRCLv5RORERERlg6gD4/fv38fAgQNRt25d9OvXD5UrV8bp06dhbW0NAFi4cCG6dOmC3r17o1WrVrCzs8OOHTs0z9fT08O+ffugp6cHX19fDBkyBAEBAZgzZ45YL4l0UNPqlvhjfDNUtTTGvafp6LX0FM7cYkeBiIhILLmD40N8XgyOf7r9P2w4fVfsWERERARAIpHg654N0N7FBpk5aoxcfx4xCTzBnIiISNcM9q6KXp4OUAvAR79fRLwyQ+xIREQ6TyLwBhRQKpUwNzdHcnIy7zdejiU+z8So9ecRcS8JMj0pfujrhu4eDmLHIqJyhjVFfDwGZYcgCPhq7xUEn7oDAJjuXw+jWtYQNxQR0StYV8THYyCOtKwcDFp1BhH3kuBgYYQdHzaDrcJQ7FhERO+MdUV8PAbFJz1LhZ5L/0V0XAoaVbXA72N8INfXEzsWEVGpKkpd0al7jBOVJCtTOULG+OD9+nbIUqkxMSQCS47FgOeGEBERiUMikWBWV1eMb1MTADBv/1X8evSGyKmIiIgIAIxl+lg7vAlqWJngQVI6hq09C2VGttixiIiI6CVGMj0sG+IFM0N9XIhNwqzdl/l7NxHRa3BgnCoUQwM9LB3cCKNaVAcA/HD4Gj7/IxLZKrXIyYiIiComiUSCz/zqYsp7dQAAP/55HT8evsYv8kRERDrA0kSG9R80hbWZHNFxKRi9/jwyslVixyIiIqKXVLcyweKBnpBIgJBz97CRtyojIioQB8apwpFKJZjexRVfdasPqQTYcv4ePgg+hxSe+U5ERCQKiUSCj9vXxhedXQAAvx6Lwdf7r3JwnIiISAc4WRpj3fAmMJPr48ztpwjcdIEnlxMREemYNnVt8Jnfi+/UX+29gjO3noiciIhIN3FgnCqsYc2qYeXQxjAy0MPfNxLRd3kYHiWnix2LiIiowhrTqia+6lYfALD6n9uYsTsKajUHx4mIiMTWwMEcq4c1hlxfiiPRCfh02yXWaCIiIh0zrnUNdHWvghy1gA83XcCDJP7WTUT0Kg6MU4XWwdUWW8f6aqaF67HkX0Q9SBY7FhFRsZo/fz6aNGkCMzMz2NjYoEePHrh27ZpWmzZt2kAikWg9xo0bp9UmNjYW/v7+MDY2ho2NDT799FPk5ORotTl+/DgaNWoEuVyOWrVqITg4OE+eJUuWoFq1ajA0NIS3tzfOnj2rtT4jIwOBgYGoXLkyTE1N0bt3b8THxxfPm0E6b1izaviud0NIJMDG07H47I//oOIP70RERKLzrlEZy4Y0gr5Ugl0RDzF7L+9hSkREpEskEgm+7+2G+lUUeJKahTG/nUd6Fm+BQkT0Mg6MU4XX0NEcOz9shto2pohXZqLv8jAcvhwndiwiomJz4sQJBAYG4vTp0wgNDUV2djY6duyI1NRUrXajR4/Go0ePNI/vv/9es06lUsHf3x9ZWVk4deoU1q9fj+DgYMycOVPT5vbt2/D390fbtm0RERGBSZMmYdSoUTh8+LCmzZYtWzBlyhTMmjULFy5cgLu7O/z8/JCQkKBpM3nyZOzduxfbtm3DiRMn8PDhQ/Tq1asE3yHSNf2bVMWi/h7Qk0qwPfw+JoZc5JStREREOqCdiy0W9HOHRAL8FnYXP4VeFzsSERERvcRIpocVQ71gaSLD5YdKTPvjP57IRkT0EonAfxWhVCphbm6O5ORkKBQKseOQSJLTszFh8wX8fSMREgkw7X0XjG1VAxKJROxoRFSGlIWa8vjxY9jY2ODEiRNo1aoVgBdXjHt4eGDRokX5PufgwYPo0qULHj58CFtbWwDA8uXLMW3aNDx+/BgymQzTpk3D/v37ERUVpXnegAEDkJSUhEOHDgEAvL290aRJE/z6668AALVaDScnJ3z00Uf4/PPPkZycDGtra2zevBl9+vQBAERHR6NevXoICwuDj4/PG19fWTgGVDgHIx/h45CLyFYJaO9igyWDG8HQQE/sWERUwbCuiI/HQPdsPH0X03e96PNN96+HUS1riJyIiKjwWFfEx2NQ8k7feoIhq88gRy3g804uGNe6ptiRiIhKTFHqCq8YJ/ofcyMDrBveBEN9nCEIwLcHo/HZ9v+QlcMr1IiofElOfnHLCEtLS63lmzZtgpWVFRo0aICgoCCkpaVp1oWFhaFhw4aaQXEA8PPzg1KpxOXLlzVtOnTooLVNPz8/hIWFAQCysrIQHh6u1UYqlaJDhw6aNuHh4cjOztZq4+LigqpVq2ravCozMxNKpVLrQeVDp4b2WDn0/+9nGrD2LJQZ2WLHIiIiqvCG+DjjU7+6AIB5+69i67l7IiciIiKil/nUqIxZXV0BAN8dikboFd6ijogI4MA4kRZ9PSnm9miAr7rVh1QCbAu/jyFrzuBpapbY0YiIioVarcakSZPQvHlzNGjQQLN80KBB2LhxI44dO4agoCBs2LABQ4YM0ayPi4vTGhQHoPk7Li7utW2USiXS09ORmJgIlUqVb5uXtyGTyWBhYVFgm1fNnz8f5ubmmoeTk1MR3hHSdW1dbPDbB01hJtfH2dtPMXDlaSQ+zxQ7FhERUYX3YZuaGNvqxZXin+/4DwciH4mciIiIiF42xMcZg72rQhCAiSEXcflhstiRiIhEx4FxonwMa1YNa4c3gen/foTvufRfxCQ8FzsWEdE7CwwMRFRUFEJCQrSWjxkzBn5+fmjYsCEGDx6M3377DTt37sTNmzdFSlp4QUFBSE5O1jzu3eMVS+WNd43K+H2MDyr/7x5p/ZaH4UFSutixiIiIKjSJRILPO7lgYFMnqP/3g/ux6ASxYxEREdH/SCQSzO5WHy1qWSEtS4VR688jQZkhdiwiIlFxYJyoAG3q2mDHh83gWMkId5+koefSf/HPjUSxYxERvbUJEyZg3759OHbsGBwdHV/b1tvbGwAQExMDALCzs0N8vPa0W7l/29nZvbaNQqGAkZERrKysoKenl2+bl7eRlZWFpKSkAtu8Si6XQ6FQaD2o/GngYI5t43zhYGGEW4mp6LPsFE9aIyIiEplEIsG8Hg3Rxc0e2SoBYzeG4+8bj8WORURERP9joCfFksGNUNPaBI+SMzDqt/NIz1KJHYuISDQcGCd6jTq2Ztgd2BxezpWQkpGDYevOYtOZu2LHIiIqEkEQMGHCBOzcuRNHjx5F9erV3/iciIgIAIC9vT0AwNfXF5GRkUhI+P+rgEJDQ6FQKODq6qppc+TIEa3thIaGwtfXFwAgk8ng5eWl1UatVuPIkSOaNl5eXjAwMNBqc+3aNcTGxmraUMVVw9oU28b5ar7Q91sRhsj7nAqOiIhITHpSCRb290BHV1tk5agx+rfzOH3ridixiIiI6H/MjQywdngTVDI2wH/3kzFlawTUakHsWEREouDAONEbVDaVY9Mob/T0dIBKLeDLnVGYs/cKVOw8EFEZERgYiI0bN2Lz5s0wMzNDXFwc4uLikJ7+YirqmzdvYu7cuQgPD8edO3ewZ88eBAQEoFWrVnBzcwMAdOzYEa6urhg6dCguXbqEw4cPY/r06QgMDIRcLgcAjBs3Drdu3cJnn32G6OhoLF26FFu3bsXkyZM1WaZMmYJVq1Zh/fr1uHr1KsaPH4/U1FSMGDECAGBubo6RI0diypQpOHbsGMLDwzFixAj4+vrCx8enlN850kVVLIywbVwzuDma42lqFgauOs0f34mIiERmoCfF4kGeaFvXGhnZanwQfA7hd5+KHYuIiIj+x7myCVYMbQwDPQkORsVhQeg1sSMREYmCA+NEhWBooIef+rljasc6AIC1/97G6N/OIyUjW+RkRERvtmzZMiQnJ6NNmzawt7fXPLZs2QLgxZXcf/31Fzp27AgXFxd88skn6N27N/bu3avZhp6eHvbt2wc9PT34+vpiyJAhCAgIwJw5czRtqlevjv379yM0NBTu7u5YsGABVq9eDT8/P02b/v3748cff8TMmTPh4eGBiIgIHDp0CLa2tpo2CxcuRJcuXdC7d2+0atUKdnZ22LFjRym8U1RWWJrIsGmUN3xqWOJ5Zg4C1p5F6JX4Nz+RiIiISoxcXw/LhnihZe0X9zEdvvYcLt1LEjsWERER/U/T6pb4tteLCyCWHLuJP8Lvi5yIiKj0SQRBqPCXvSqVSpibmyM5OZn3JaU3OhD5CFO2RiAjW406tqZYHdAEVSsbix2LiHQEa4r4eAwqjoxsFSZsvoi/rsZDTyrB/F4N0a+xk9ixiKicYV0RH49B2ZKepcKI4LM4fespFIb62DzaBw0czMWORUSkwboiPh4Dcf1wOBpLjt2EgZ4E6z9oimY1rcSORET0TopSV3jFOFERdW5oj61jfWFjJsf1+OfotuQfnIpJFDsWERFRhWNooIflQxqhdyNHqNQCPtv+H349egM875OIiEg8RjI9rBnWBI2dK0GZkYOha87gWlyK2LGIiIjofz55ry78G9ojWyVg7IZw1mkiqlA4ME70FtwcLbD3oxZwd7JAUlo2hq49i/Wn7vCHeCIiolKmryfFj33dML5NTQDAj39ex8zdl6FSsyYTERGJxUSuj3UjmsDdyQLP0rIxePVpxCTwR3ciIiJdIJVKsKCfO5pUq4SUjBwMX3cWj5LTxY5FRFQqODBO9JZsFYbYMsYHvTwdoFILmLXnMoJ2RCIrRy12NCIiogpFIpFg2vsu+KpbfUgkwIbTdxG46QIyslViRyMiIqqwzAwN8NuIpqhfRYHE51kYsPIMbsRzcJyIiEgXGBroYVVAY9S0NsGj5AyMWHcOyoxssWMREZU4DowTvQNDAz0s6OeOLzvXg1QChJy7h0GrTuNxSqbY0YiIiCqcYc2qYcmgRpDpSXHochyGrjmD5DR+sSciKk7z589HkyZNYGZmBhsbG/To0QPXrl177XOCg4MhkUi0HoaGhqWUmMRkbmyAjSO94WqvQOLzTAxYeZrTtRIREekIC2MZgkc0hbWZHNFxKRj7Wzgv+iKick//bZ6UlJSEnTt34u+//8bdu3eRlpYGa2treHp6ws/PD82aNSvunEQ6SyKRYHSrGqhla4qPf7+I83efofuv/2BlQGM0cDAXOx4RlWGst0RF17mhPSxNZBj923mcu/MMfVecQvCIpqhiYSR2NCIiURVXv+LEiRMIDAxEkyZNkJOTgy+++AIdO3bElStXYGJiUuDzFAqF1gC6RCJ559dEZUMlExk2j/bGkDVnEPVAiYGrTmPTKG/Us1eIHY2IqMLh7wz0KidLYwSPaIJ+y8MQdusJPt1+CQv7eUAqZV+NiMqnIl0x/vDhQ4waNQr29vaYN28e0tPT4eHhgfbt28PR0RHHjh3De++9B1dXV2zZsqWkMhPppLZ1bbArsDlqWJngYXIG+iw/hb2XHoodi4jKINZbonfjU6Myto3zha1Cjuvxz9Fr6SlenUZEFVZx9ysOHTqE4cOHo379+nB3d0dwcDBiY2MRHh7+2udJJBLY2dlpHra2tsX1EqkMsDCWYdNIH7g7muNpahYGrjqNyw+TxY5FRFRhlOTvDN9++y0kEgkmTZpUMuGpxNWvYo5lQ7ygL5Vgd8RDfHc4WuxIREQlpkhXjHt6emLYsGEIDw+Hq6trvm3S09Oxa9cuLFq0CPfu3cPUqVOLJShRWVDT2hQ7A5vj498v4sT1x/jo94u4FpeCKe/V4Vl2RFRorLdE787FToEdHzbHsLVnEZPwHH2Xn8KqgMbwrlFZ7GhERKWqpPsVyckvBjctLS1f2+758+dwdnaGWq1Go0aN8M0336B+/fqFfyFU5pkbG+C3kd4YtvYsIu4lYdCqM9g0ypszrRERlYKS6g+cO3cOK1asgJubW3FHplLWqo41vu3thqnbLmHFiVuwVxhiePPqYsciIip2EkEQhMI2fvLkCSpXLvyPiUVtLxalUglzc3MkJydDoeBUXvTuVGoB3x2KxsqTtwAAHerZYmF/d5gZGoicjIhKWnHUlPJab0sL6zq9LCktC6PWn8f5u88g05diYT8P+LvZix2LiMqQsl5XSrJfoVar0a1bNyQlJeGff/4psF1YWBhu3LgBNzc3JCcn48cff8TJkydx+fJlODo65mmfmZmJzMxMzd9KpRJOTk5l9hiQtpSMbAxbexYXYpOgMNTHhpHecHeyEDsWEVUgZb22v42S6A88f/4cjRo1wtKlSzFv3jx4eHhg0aJFhdp+RTwGZcWvR2/gxz+vQyIBFvX3QHcPB7EjERG9UVHqSpGmUi/qj+78kZ4qKj2pBF90roef+rlDpi/FX1fj0WvpKdxOTBU7GhGVAay3RMXHwliGjaO80dHVFlk5agRuvoDlJ26iCOeGEhGVaSXZrwgMDERUVBRCQkJe287X1xcBAQHw8PBA69atsWPHDlhbW2PFihX5tp8/fz7Mzc01DycnpyK9BtJtZoYvrhxv7FwJyowcDFlzBhdjn4kdi4ioXCuJ/kBgYCD8/f3RoUOHt41FOiiwbS0M9XGGIACfbL2EY9EJYkciIipWRRoYf1nVqlUREBCANWvW4ObNm8WZiajc6NXIEVvH+sLGTI4bCc/R7dd/cDQ6XuxYRFSGsN4SvTtDAz0sG+KFEc2rAQC+PRiNL3ZGIVulFjcYEVEpK85+xYQJE7Bv3z4cO3Ys36u+X8fAwACenp6IiYnJd31QUBCSk5M1j3v37r1TVtI9pnJ9rP+gKZpWt0RKRg4C1pzFuTtPxY5FRFQhFEd/ICQkBBcuXMD8+fML1T4zMxNKpVLrQbpJIpHgq2710c29CnLUAsZvCmeNJqJy5a0Hxr/55hsYGhriu+++Q+3ateHk5IQhQ4Zg1apVuHHjRnFmJCrTPJwssPejFvByroSUjByMXH8eP/91A2o1r1QjojdjvSUqHnpSCWZ1rY9ZXV0hkQC/n43FyPXnkZKRLXY0IqJSUxz9CkEQMGHCBOzcuRNHjx5F9epFv/ekSqVCZGQk7O3zv7WFXC6HQqHQelD5YyLXR/CIJvCtURkpmS8Gx/++8VjsWERE5d679gfu3buHiRMnYtOmTTA0NCzUPjkbTNkilUqwoJ872ta1Rka2Gh8En8OVhzyZgYjKhyLdY7wgjx49wokTJ7Bv3z5s2bIFarUaKpWqOPKVCt7ThEpDVo4ac/ZdxsbTsQBe3Hf8p/7uUPC+40TlSknWlLJeb0sL6zq9SeiVeHz8+0WkZ6vgYmeGtcOboIqFkdixiEhHlde68rb9ig8//BCbN2/G7t27UbduXc1yc3NzGBm9+Lc0ICAADg4OmqvI5syZAx8fH9SqVQtJSUn44YcfsGvXLoSHh8PV1fWN+yyvx4BeSM9SYfymcBy/9hgyPSl+GeiJ9xvYiR2LiMox1pX/9zb9gV27dqFnz57Q09PTLFOpVJBIJJBKpcjMzNRaB7y4YjwzM1Pzt1KphJOTE4+BjkvPUiFg7Rmcu/MMVqZybB/ni2pWJmLHIiLKoyi1Xf9ddpSWloZ//vkHx48fx7Fjx3Dx4kU0aNAAbdq0eZfNEpVLMn0p5vVoCDdHC0zfFYW/rsajx6//YsVQL9S2NRM7HhHpMNZbouL1nqstto71xQfrzyE6LgU9lvyLtcOboIGDudjRiIhK3Lv2K5YtWwYAedqvW7cOw4cPBwDExsZCKv3/CeqePXuG0aNHIy4uDpUqVYKXlxdOnTpVqEFxKv+MZHpYObQxJm25iAORcQjcfAE/9nVDT8+iTdFPRESF9y79gfbt2yMyMlJr2YgRI+Di4oJp06blGRQHXswGI5fLiys+lRIjmR5WD2uCAStP4+ojJYasOYPt45rBzrxwMwUQEemit75ivFmzZrh48SLq1auHNm3aoHXr1mjVqhUqVapU3BlLHM8SpNJ26V4Sxm8Mx8PkDJjI9LCgnzveb5D/NIJEVLYUd00pT/W2tLCuU2Hdf5aGD4LP4Xr8cxjL9LB4oCfa17MVOxYR6ZjyVFfKar+iPB0DKliOSo3Pd0Rie/h9SCTA3O4NMMTHWexYRFQOVfS6UhL9gTZt2sDDwwOLFi0qVPuKfgzKmscpmei7/BTuPElDHVtTbBnji0omMrFjERFpFKWuvPU9xqOjo2FiYgIXFxe4uLigXr16Ov9lmkhXuDtZYM9HLeBTwxKpWSqM23gB3x+Khor3HSeiV7DeEpUcx0rG2D6+GVrUskJalgqjfzuP38LuiB2LiKjEsF9BukxfT4rve7theLNqEARg+q4oLD9xU+xYRETlDvsDVFTWZnJsGOkNW4Uc1+OfI2DtWSgzssWORUT0Vt56YPzJkyc4evQofHx8cPjwYfwfe3ceF1W9/3H8NcOubCICoqi44b4r4r4lqVmW7VZqWWmu2eL1ZvvvpumtbNHM0qzMNLupuZYbrmiKKyooioILuAIu7MzvD3KKsgQFzgDv5+Mxj3s55zsznznf8M2c7znfb/v27alSpQqPPvoon3/+eWHWKFIqebs6MfepYIZ0CARgethRBs/ZQdK1DIMrExFborwVKVruzg58Obg1D7UKIMcCry05wJtLD5CVnWN0aSIihU5/V4itM5tNvN63ASO61gZg0soo/vtzNLc42aGIiNxAUfw9EBYWlu+7xaVkCvAqx9yngvEq78j+U8kMmv0rV9KzjC5LRKTAbnkq9T+yWCxERETwySef8O2335KTk0N2dnZh1FcsNHWLGG3JnlOM+98+0jJzCPBy4bPHWtHAX/8tipRERZkpJT1vi4tyXW6FxWJhethRpvwcDUCnupX45NHmuDs7GFyZiBittOZKSfq7orT2gfyzGRuOMmllFACD2tXgtbsaYDabDK5KREoD5crvjPp7QH1Qch08ncIjn28jOTWTNoFefDW4DS6Of11XXkSkOBXLVOq7du3i/fff5+6776ZixYqEhISwb98+Ro4cyY8//nirLytSJt3TrAo/DmtPgJcL8RdTue/TLSzZc8roskTEBihvRYqHyWRieNfaTB/QAmcHMxsPn+PeaVs4fv6q0aWJiBQa/V0hJcnQzrV4u18jAOZsPc7z3+8hI0szuoiI3C79PSC3o4G/O18/2QY3J3t+jb3I01/vJC3TNi+uFBG5kVu+Y9ze3p7mzZvTuXNnOnfuTKdOnfDw8Cjs+oqFrlATW5F0LYNR8/ew8fA5AAaGVOeVPg1wtL/la1hEpJgVdqaUprwtLsp1uV2Rp5IZ8tVOElLS8CznwPQBLWhXy9voskTEIKUpV0rq3xWlqQ+k4BbvPsWLC/eSlWOhYx1vZjzWkvJO9kaXJSIlWFnPFVv4e6Cs90FpEHHiIo/P+pVrGdl0DarEjMdb4mSvO8dFxBgFyZVbHhhPSUkpNaGlIBZbkp1j4YPVh/lkfQwAzQI8mT6gBf6eLgZXJiL5UdiZUprytrgo16UwnE1J4+lvItgbn4S92cRb9zTi0eBqRpclIgYoTblSUv+uKE19ILdmw+FzDJsbwbWMbJpW9WD2oNZUdHUyuiwRKaHKeq7Ywt8DZb0PSottxy4w6MtfScvMoWcDX6YNaIGDnW7wEpHiV2RTqf9xDF2BJVI07MwmXgwNYvagVni4OLAnPok+H22y3kUuIqWf8lbEeD7uzix4pi13N/UnK8fCvxft542fDpCVrSlcRaRk0d8VUhp0rluJeU+3pUI5B/aeTOaBGeGcvHTN6LJEREoM/T0gRaFtzYp88URrHO3N/HIwkTEL9ug7s4jYvAINjDds2JD58+eTkZHxj+2OHDnCsGHDmDRp0m0VJ1KWdavny7KRHWhUxZ1L1zIZ+OWvfLjmCDk5tzTJg4iUIMpbEdvg7GDHhw8348WedYHc9U0Hz9lBcmqmwZWJiOSf/q6Q0qJZgCc/DGtHFU8Xjp2/Sv9PtxKVkGJ0WSIiJYL+HpCi0qGONzMea4GDnYnl+84wesEeMjU4LiI2rEBTqa9du5Zx48Zx7Ngx7rjjDlq1aoW/vz/Ozs5cunSJgwcPsnnzZg4cOMCIESP497//rfXKRG5TWmY2by07yLztcQB0qluJqQ81w6u8o8GViciNFEamlNa8LS7KdSkKqyLP8PyCvaRmZlOzUnlmDWxNoHd5o8sSkWJQ0nOlNPxdUdL7QApXQnIaA2f/SnTiZdyc7Zk1sDVtAr2MLktESpCymCu29vdAWeyD0m71wUSe+zaCzGwLvRr58dEjzTWtuogUmyJfY3zz5s0sWLCATZs2ceLECVJTU/H29qZ58+aEhoYyYMAAKlSocMsfoLgpiKUk+F/ESV5ZvJ+0zBz8PZyZ/lhLmgV4Gl2WiPxJYWZKYeXtxIkT+fHHH4mKisLFxYV27drx7rvvEhQUBMDFixd5/fXX+eWXX4iLi6NSpUr069ePt99+O88XYZPJ9JfX/u6773j44YetP4eFhTF27FgOHDhAQEAAEyZMYNCgQXmeM23aNKZMmUJCQgJNmzbl448/pk2bNtb9aWlpvPDCC8yfP5/09HRCQ0OZPn06vr6++TpuynUpKpGnknn6652cSU7Dw8WBTx5tTsc6lYwuS0SKWGnJlZL8Pb609IEUnuRrmQz5egc7jl/Cyd7MR480J7Shn9FliUgJUZZzxVb+HijLfVCarT2UyLC5u8jIzl1z/JNHW+Bor8FxESl6RT4wXtooiKWkiEpIYdjcXcSev4qDnYnX7mrAY22r33CwSkSMYYuZcuedd/Lwww/TunVrsrKy+Pe//01kZCQHDx6kfPnyREZG8vrrrzNo0CAaNGjAiRMnGDp0KE2aNOGHH36wvo7JZOLLL7/kzjvvtG7z9PTE2dkZgNjYWBo1asTQoUMZMmQIa9euZcyYMSxfvpzQ0FAAFixYwBNPPMGMGTMIDg5m6tSpLFy4kOjoaHx8fAAYNmwYy5cvZ86cOXh4eDBixAjMZjNbtmzJ1+e1xT6Q0uPs5TSe/SaC3XFJmE3wr171eLpjTWWxSCmmXDGe+kBuJC0zmxHzdrPmUCImE7x+VwMGtQ80uiwRKQGUK8ZTH5Re66PO8uzcCDKycuhR34dpA1rgZG9ndFkiUsoVJFcKfLlO7969SU5Otv48adIkkpKSrD9fuHCBBg0aFPRlRSQf6vm5s2REe+5s6EdmtoVXlxxgzII9XE3PMro0ESlkhZm3q1atYtCgQTRs2JCmTZsyZ84c4uLiiIiIAKBRo0b873//o2/fvtSqVYtu3brxn//8h6VLl5KVlfffF09PT/z8/KyP64PiADNmzCAwMJD33nuP+vXrM2LECO6//34++OADa5v333+fp59+msGDB9OgQQNmzJhBuXLlmD17NgDJycnMmjWL999/n27dutGyZUu+/PJLtm7dyrZt2wp8HEUKm4+bM9893ZYHW1UlxwLvrIhi9Pw9pGZkG12aiMjf0vd4KY2cHeyY8VgLHmlTDYsF3lh6kLeXHSQnp8zf/yEickP6e0CKQ9d6Pnz+RCuc7M2sOXSWod9EkJap78siYjsKPDD+888/k56ebv35nXfe4eLFi9afs7KyiI6OLpzqROQv3J0d+PSxFkzoUx87s4kle07Tb9oWYs5eMbo0ESlERZm3178Ie3n9/VqM16+us7e3z7N9+PDheHt706ZNG2bPns0fJ54JDw+nR48eedqHhoYSHh4OQEZGBhEREXnamM1mevToYW0TERFBZmZmnjb16tWjWrVq1jYiRnN2sOPd/k14+56G2JtN/LT3NPd9upX4i9eMLk1E5Ib0PV5KK3s7M+/c24hxd9YDYNbmWJ77dpdOwIuI3ID+HpDi0rluJWYNbI2zg5n10ed4VoPjImJDCjww/ueZ1zUTu0jxM5lMDOlYk/nPtMXHzYkjZ69w9yebWbz7lNGliUghKaq8zcnJYcyYMbRv355GjRrdsM358+d5++23eeaZZ/Jsf+utt/j+++9ZvXo1/fv357nnnuPjjz+27k9ISPjLOuC+vr6kpKSQmprK+fPnyc7OvmGbhIQE62s4Ojri6en5t23+LD09nZSUlDwPkaJmMpl4PKQG855ui7erI4fOpND3k81sPnLe6NJERP5C3+OlNDOZTAzrUouPHmmOo52ZVQcSeOTzbVy4kn7zJ4uIlCH6e0CKU4c63swe1BoXBzs2HD7HU1/t4FqGZj0VEeMVeGBcRGxH6xpeLB/VkZCaFbmWkc2YBXv41//2aTpXEflbw4cPJzIykvnz599wf0pKCn369KFBgwa88cYbefa9+uqrtG/fnubNmzNu3DhefvllpkyZUgxV/7OJEyfi4eFhfQQEBBhdkpQhbQK9+GlEB5pU9SDpWiZPzN7O5xuP6SSTiIhIMbu7qT9zhwTj4eLA7rgk7p2+lWPnNLOaiIiIUdrV8mbO4NaUc7RjS8wFHvtiO8mpmUaXJSJlXIEHxk0mEyaT6S/bRMQYldycmDskmFHd62Aywfwd8b9NrX7Z6NJE5DYURd6OGDGCZcuWsX79eqpWrfqX/ZcvX+bOO+/Ezc2NRYsW4eDg8I+vFxwczMmTJ61Tsfn5+ZGYmJinTWJiIu7u7ri4uODt7Y2dnd0N2/j5+VlfIyMjI886Z39u82fjx48nOTnZ+oiPj//HukUKm7+nC98/G0L/Frnrjv9nxSHGLNC64yJiO/Q9XsqKNoFe/PhcOwK8XIi7eI37Pt3KjuMXb/5EEZEyQH8PiBGCa1bk298uXNsVl8TDM7dxXrO6iIiB7G/eJC+LxcKgQYNwcnICIC0tjaFDh1K+fHmAPOuUiEjxsDObGHtHXYIDvRg9fw/RiZfp+/EW/q9fI/q3/Ovgl4jYvsLMW4vFwsiRI1m0aBFhYWEEBgb+pU1KSgqhoaE4OTnx008/4ezsfNPX3bNnDxUqVLDWGBISwooVK/K0Wb16NSEhIQA4OjrSsmVL1q5dS79+/YDcqd3Xrl3LiBEjAGjZsiUODg6sXbuW/v37AxAdHU1cXJz1df7MycnJWoOIUZwd7PjvA01oXMWdt5cfYsme0xxJvMJnj7ckwKuc0eWJSBmn7/FSltSq5Mqi59rz1Fc72RufxIAvtvPeA03p29Tf6NJERAylvwfEKM2rVWD+M215fNavHDqTwoMzwpk7JBh/TxejSxORMshkKeA8j4MHD85Xuy+//PKWCjJCSkoKHh4eJCcn4+7ubnQ5Irfl7OU0nl+why0xFwC4v2VV3rqnIeUcC3wdjIjcgsLKlMLM2+eee4558+axZMkSgoKCrNs9PDxwcXEhJSWFnj17cu3aNRYtWmT9UgxQqVIl7OzsWLp0KYmJibRt2xZnZ2dWr17Niy++yIsvvsibb74JQGxsLI0aNWL48OE8+eSTrFu3jlGjRrF8+XJCQ0MBWLBgAQMHDuSzzz6jTZs2TJ06le+//56oqCjr2uPDhg1jxYoVzJkzB3d3d0aOHAnA1q1b83VMlOtitG3HLjD8211cuJqBZzkHpj7UjC5BPkaXJSK3qDTkSkn/Hl8a+kCKX2pGNqPn7+aXg7mzFY3pUYfR3evo7kgRKbO5Ykt/D5TVPijrYs9f5bEvtnMqKZUqni7MHRJMoHf5mz9RROQmCpIrBR4YL40UxFLaZOdYmLY+hqlrDpNjgTo+rkwb0IK6vm5GlyZS6tlipvzdyb8vv/ySQYMGERYWRteuXW/YJjY2lho1arBq1SrGjx9PTEwMFouF2rVrM2zYMJ5++mnM5t9XZgkLC+P555/n4MGDVK1alVdffZVBgwblec1PPvmEKVOmkJCQQLNmzfjoo48IDg627k9LS+OFF17gu+++Iz09ndDQUKZPn/63U6n/mS32gZQ9p5JSGTY3gn0nkzGZYHT3OozqVgezWSfjRUoa5Yrx1Adyq7JzLExccYgvNscCcFeTyvz3gaY4O9gZXJmIGEm5Yjz1Qdl1OimVx77YzrHzV/F2deKbp9pQv7L+GxCR26OB8QJSEEtpFX70AqPn7+bs5XScHcy8dU8jHmhZVVfIixQhZYrx1AdiK9Iys3lr2UHmbY8DoFPdSkx9qBle5R0NrkxECkK5Yjz1gdyuBTvieGVRJFk5FppU9eDzJ1rh637zpYNEpHRSrhhPfVC2nb+SzhOzfuXgmRTcne2Z82QbWlSrYHRZIlKCFSRXzP+4V0RKtJBaFVkxuiMd63iTlpnDyz/s44Xv93I1Pcvo0kREREo9Zwc73rm3Me890BRnBzMbD5+j78eb2RufZHRpIiIiZcpDrasxd0gwFco5sO9kMnd/spn9J5ONLktERKRM8nZ14rtn2tKimicpaVkM+Hw766POGl2WiJQRGhgXKeW8XZ34anAbXgoNwmyCH3ef4u5PNhOVkGJ0aSIiImVC/5ZVWfRce2pULMeppFQemBHO3G0n0MRNIiIixadtzYosGd6BOj6uJKak88BnW1m+74zRZYmIiJRJHi4OzB0STKe6lUjNzGbI1ztZuDPe6LJEpAzQwLhIGWA2mxjetTbfPd0WX3cnjp67yj2fbNFJeRERkWJSv7I7P43sQM8GvmRk5zBhcSQvfL+X1Ixso0sTEREpM6pVLMf/nmtHl6BKpGXmMHzeLj5cc0Tfi0VERAxQztGeL55oxb3Nq5CdY+GlH/YxbX2McllEipQGxkXKkOCaFVkxqiNdgiqRnpV7Un7o3AiSrmUYXZqIiEip5+7swGePt+TfvethZzbx4+5T9Ju2hWPnrhhdmoiISJnh7uzArIGteapDIAAfrDnMyO92cy1DS46JiIgUN0d7M+890JRnO9cEYMrP0bzx0wGyczQ4LiJFQwPjImVMRVcnZg9szYQ+9XGwM/HzgUR6fbiJbccuGF2aiIhIqWcymXimUy2+HRKMt6sT0YmXufuTLazYr6lcRUREioud2cSrdzVg0n2NsTebWLbvDP0/DSf+4jWjSxMRESlzzGYT43vV59W7GgDwVfgJRn63i7RMzbAmIoXPZgbGJ02ahMlkYsyYMdZtXbp0wWQy5XkMHTo0z/Pi4uLo06cP5cqVw8fHh5deeomsLF3lK/JPzGYTQzrW5Mdh7Qn0Ls+Z5DQe/Xwb7/8STVZ2jtHliYiIlHpta1ZkxagOtKnhxZX0LJ77dhcTFu/XF38REZFi9HCbar9drObIoTMp9P1kM5uPnDe6LBERkTLpqQ6BfPRIcxzsTKzYn8DA2b+SnJppdFkiUsrYxMD4jh07+Oyzz2jSpMlf9j399NOcOXPG+pg8ebJ1X3Z2Nn369CEjI4OtW7fy1VdfMWfOHF577bXiLF+kxGpc1YNlIzvwQMuq5Fjgo3UxPDRzm66SFxERKQY+7s58+3Qwz3WpBcDcbXHcO32rplYXEREpRsE1K/LTiA40repB0rVMnpi9nZkbj2p9UxEREQPc3dSfrwa3wdXJnu2xF3lwRjinklKNLktEShHDB8avXLnCgAED+Pzzz6lQocJf9pcrVw4/Pz/rw93d3brvl19+4eDBg8ydO5dmzZrRq1cv3n77baZNm0ZGhtZMFsmP8k72THmgKR890hw3J3siTlyi90ebWLr3tNGliYiIlHoOdmZevrMeXz3Zhorlf7tb7ePNLNlzyujSREREygx/TxcWPBvC/b9dNP7OiihGz99DaoZmchERESlu7Wp7s+DZtvi45S4/1m/aFvadTDK6LBEpJQwfGB8+fDh9+vShR48eN9z/7bff4u3tTaNGjRg/fjzXrv1+J2t4eDiNGzfG19fXui00NJSUlBQOHDjwt++Znp5OSkpKnodIWXd3U39WjO5I82qeXE7LYuR3u3n5h71cy9DSBCIiIkWtc91KrBjdkbY1vbiakc3o+XsY98M+nZAXEREpJs4Odky5vwlv3dMQe7OJn/ae5r5Pt2pGNREREQM09Pdg0fD21PNz49zldB78LJxVkQlGlyUipYChA+Pz589n165dTJw48Yb7H330UebOncv69esZP34833zzDY899ph1f0JCQp5BccD6c0LC3/8jOXHiRDw8PKyPgICAQvg0IiVfgFc5vn82hBFda2Mywfc7T3LXR5uJPJVsdGkiIiKlnq+7M98Oacuo7nUwmWDBznjumbaZI4mXjS5NRESkTDCZTDwRUuMv645vOnLO6NJERETKnCqeLiwcGkLnupVIy8xh2LcRfL7xmJY7EZHbYtjAeHx8PKNHj+bbb7/F2dn5hm2eeeYZQkNDady4MQMGDODrr79m0aJFHD169Lbee/z48SQnJ1sf8fHxt/V6IqWJg52ZF0OD+HZIMH7uzhw7f5V7p2/hi03HyMnRHx0iIiJFyc5sYuwddfn2qWAquTlxOPEKd3+yhYU74/XlX0REpJgE16zI0pG/rzs+cPavTFsfo+/EIiIixczN2YFZA1vxWNtqWCzwnxWHmLA4kqzsHKNLE5ESyrCB8YiICM6ePUuLFi2wt7fH3t6eDRs28NFHH2Fvb0929l+njQwODgYgJiYGAD8/PxITE/O0uf6zn5/f3763k5MT7u7ueR4ikle7Wt6sHN2ROxr4kplt4f+WH2LwnB2cvZxmdGkiIiKlXrva3qwY1ZEOtb1JzczmpR/28cL3e7mariVOREREikNlj9x1xx9slbvu+JSfo3nqqx0kXcswujQREZEyxd7OzNv3NGJCn/qYTPDt9jie/Gonl9MyjS5NREogwwbGu3fvzv79+9mzZ4/10apVKwYMGMCePXuws7P7y3P27NkDQOXKlQEICQlh//79nD171tpm9erVuLu706BBg2L5HCKlWYXyjsx8vCVv39MQJ3szGw6fI/SDjVrPRUREpBhUcnPi6yfb8GLPuphN8OPuU9z18Wb2nUwyujQREZEywdnBjsn3N2Vy/yY42ZtZH32OPh9tZm98ktGliYiIlCkmk4khHWsy47GWuDjYsfHwOfp/upW4C9eMLk1EShjDBsbd3Nxo1KhRnkf58uWpWLEijRo14ujRo7z99ttERERw/PhxfvrpJ5544gk6depEkyZNAOjZsycNGjTg8ccfZ+/evfz8889MmDCB4cOH4+TkZNRHEylVTCYTj4fUYOnIDtSv7M6la5kMnRvBuB/26a41ERGRImY2mxjRrQ7znwmhsoczseevct/0rXwadlTTuYqIiBSTB1sH8ONz7ahesRynklJ5YEY432w7oWVOREREilloQz++fzYEn+tLj03bzNaY80aXJSIliGED4zfj6OjImjVr6NmzJ/Xq1eOFF16gf//+LF261NrGzs6OZcuWYWdnR0hICI899hhPPPEEb731loGVi5ROdX3dWDy8Hc92ronJBAt2xtP7o01EnLhkdGkiIiKlXptAL1aO7kjvxn5k5Vh4d1UUj83aTkKyljgREREpDg39PVg6sgOhDX3JyM7h1cWRPL9gjy4YFxERKWaNq3rw04gONK3qQdK1TB6f/StfbT2uC9ZEJF9MFv1rQUpKCh4eHiQnJ2u9cZF8CD96gRe+38Pp5DTMJhjRrQ4ju9XGwc5mr7URKTbKFOOpD6Q0s1gsfL8znjd+OkhqZjae5Rx4t38TQhv6GV2aSKmlXDGe+kBsicVi4YtNsUxaFUV2joU6Pq58+lgLavu4GV2aiOSTcsV46gMpDGmZ2Yz/cT+Ldp8C4OHWAbx1TyMc7XWOWqSsKUiu6F8IESmwkFoVWTmmE/c08yfHAh+tPcL9M8KJPX/V6NJERERKNZPJxEOtq7FsVAcaVXEn6Vomz34Twb8X7Sc1I9vo8kREREo9k8nE051qMv+Ztvi4OXHk7BXu/mQLi387KS8iIiLFw9nBjvcfbMr4XvUwmWD+jngGfLGN81fSjS5NRGyYBsZF5JZ4uDjw4cPN+fDhZrg527M3PoneH27iu1/jNG2NiIhIEatVyZUfh7Xn2c41AZi3PY67Pt7EgdPJBlcmIqXdxIkTad26NW5ubvj4+NCvXz+io6Nv+ryFCxdSr149nJ2dady4MStWrCiGakWKTusaXiwf1ZF2tSpyLSObMQv28NLCvVzL0NTqIiIixcVkMvFs51rMHtgaNyd7dhy/xN0fbybylL4bi8iNaWBcRG7LPc2qsGpMJ9rW9CL1t+lrnv46QlfmiYiIFDFHezPje9Vn7lPB+Lg5cfTcVe6dtpUvNh0jJ0cXqYlI0diwYQPDhw9n27ZtrF69mszMTHr27MnVq38/e9TWrVt55JFHeOqpp9i9ezf9+vWjX79+REZGFmPlIoWvkpsT3zwVzOjudTCbYGHESe76eDMHT6cYXZqIiEiZ0rWeD4uGt6emd3lOJ6dx/4ytLNp90uiyRMQGaY1xtKaJSGHIybHwxeZjTPk5msxsC96ujky+vwnd6vkaXZpIsVKmGE99IGXRxasZjPvfPlYfTASgQ21vJt/fBH9PF4MrEyn5lCv/7Ny5c/j4+LBhwwY6dep0wzYPPfQQV69eZdmyZdZtbdu2pVmzZsyYMeOm76E+kJJg27ELjJm/h4SUNBztzUzoU5/H21bHZDIZXZqI/IlyxXjqAykqyamZjPpuNxsOnwNgYEh1XunTQOuOi5RyWmNcRIqd2WzimU61WDK8A3V9XTl/JYMn5+xk/I/7uZquqeRERESKkld5R2Y+3pL/69cIZwczm2POEzp1I4t3n9ISJyJSpJKTc6ep9PLy+ts24eHh9OjRI8+20NBQwsPDi7Q2keLUtmZFVozuSPd6PmRk5fDakgMMnRtB0rUMo0sTEREpMzxcHJg9qDUju9UG4KvwEzw8M5yE5DSDKxMRW6GBcREpVA383flpRAcGt68BwHe/xnHnhxvZfuyCsYWJiIiUciaTicfaVmfFqI40DfDkcloWYxbsYcS83Vy6qpPyIlL4cnJyGDNmDO3bt6dRo0Z/2y4hIQFf37wzSfn6+pKQkHDD9unp6aSkpOR5iJQEXuUd+WJgK167qwEOdiZ+PpBI7w83sfP4RaNLExEpVJ9++ilNmjTB3d0dd3d3QkJCWLlypdFliQBgZzbxQs8gvniiFW7O9uyKS+KujzcRflTnp0VEA+MiUgScHex4vW9D5g0JpoqnC/EXU3n4823837KDpGVmG12eiIhIqVazkiv/GxrC2DvqYm82sXz/GXpO3cj66LNGlyYipczw4cOJjIxk/vz5hfq6EydOxMPDw/oICAgo1NcXKUomk4knOwTy47D21KhYjtPJaTw0cxsfrz1Cdo5mcRGR0qFq1apMmjSJiIgIdu7cSbdu3bjnnns4cOCA0aWJWPVo4MuykR2oX9md81cyeGzWdmZuPKpZ1UTKOA2Mi0iRaVfbm1VjOvJgq6pYLPDF5lju+ngz+04mGV2aiIhIqWZvZ2ZU9zoseq49tX1cOXc5ncFf7uDfi7TEiYgUjhEjRrBs2TLWr19P1apV/7Gtn58fiYmJebYlJibi5+d3w/bjx48nOTnZ+oiPjy+0ukWKS+OqHiwb1ZF7m1chO8fCe6sP8/DMcOIvXjO6NBGR29a3b1969+5NnTp1qFu3Lv/5z39wdXVl27ZtRpcmkkf1iuX5cVg77vstj99ZEcVz3+7iclqm0aWJiEE0MC4iRcrN2YHJ9zdl1sBWVHJzIubsFe6dvpX3Vx8mIyvH6PJEyoSJEyfSunVr3Nzc8PHxoV+/fkRHR+dpk5aWxvDhw6lYsSKurq7079//Lyew4+Li6NOnD+XKlcPHx4eXXnqJrKy8A2xhYWG0aNECJycnateuzZw5c/5Sz7Rp06hRowbOzs4EBwfz66+/FrgWEcmfxlU9WDayA0+2DwRg3vY4en+0iYgTlwyuTERKKovFwogRI1i0aBHr1q0jMDDwps8JCQlh7dq1ebatXr2akJCQG7Z3cnKyTs16/SFSErk62fPBQ81474GmuDrZs+P4JXp9uIn/RZzU3WoiUmpkZ2czf/58rl69+rfZrmVSxEgujna892BT3u7XCAc7EysjE+j78WYiTyUbXZqIGEAD4yJSLLrX9+WXMZ24q0llsnMsfLT2CPdO30J0wmWjSxMp9TZs2MDw4cPZtm0bq1evJjMzk549e3L16lVrm+eff56lS5eycOFCNmzYwOnTp7nvvvus+7Ozs+nTpw8ZGRls3bqVr776ijlz5vDaa69Z28TGxtKnTx+6du3Knj17GDNmDEOGDOHnn3+2tlmwYAFjx47l9ddfZ9euXTRt2pTQ0FDOnj2b71pEpGCcHex4rW8D5g0Jxt/DmRMXrvHAjK1M+TlKF6mJSIENHz6cuXPnMm/ePNzc3EhISCAhIYHU1FRrmyeeeILx48dbfx49ejSrVq3ivffeIyoqijfeeIOdO3cyYsQIIz6CSLHr37IqK0d3pFX1ClxJz+KFhXsZMW83SdcyjC5NROSW7d+/H1dXV5ycnBg6dCiLFi2iQYMGN2yrZVLEaCaTicfbVmfBsyH4ezhz/MI17pu+la/Dj+tiNZEyxmTRbz0pKSl4eHiQnJysK9FFisHSvad5dUkkSdcycbQzM7ZnXZ7uWBM7s8no0kRuW0nIlHPnzuHj48OGDRvo1KkTycnJVKpUiXnz5nH//fcDEBUVRf369QkPD6dt27asXLmSu+66i9OnT+Pr6wvAjBkzGDduHOfOncPR0ZFx48axfPlyIiMjre/18MMPk5SUxKpVqwAIDg6mdevWfPLJJwDk5OQQEBDAyJEj+de//pWvWm6mJPSBiFGSUzN5c+kBftx1CoD6ld357wNNaOjvYXBlIrZLuZKXyXTjv9m//PJLBg0aBECXLl2oUaNGnpljFi5cyIQJEzh+/Dh16tRh8uTJ9O7dO1/vqT6Q0iI7x8KMDUf5YPVhsnIs+Lo78d4DzehQx9vo0kTKFOVK4cjIyCAuLo7k5GR++OEHvvjiCzZs2HDDwfH09HTS09OtP6ekpBAQEKA+EENcuprBSz/sZc2h3Js07mzox7v3N8HDxcHgykTkVhUk23XHuIgUu75N/fllTCe61fMhIzuHSSujePCzcI6fv3rzJ4vIbUtOzp0qysvLC4CIiAgyMzPp0aOHtU29evWoVq0a4eHhAISHh9O4cWProDhAaGgoKSkpHDhwwNrmj69xvc3118jIyCAiIiJPG7PZTI8ePaxt8lPLn2lKNpH883Bx4P0Hm/HpgBZ4lXfk0JkU7vlki5Y4EZF8s1gsN3xcHxSH3KVV/rycygMPPEB0dDTp6elERkbme1BcpDSxM5sY3rU2Pz7Xjpre5UlMSeexWdt5e9lB0jKzjS5PRKRAHB0dqV27Ni1btmTixIk0bdqUDz/88IZttUyK2JIK5R35/IlWvHpXAxzsTKw6kECfjzaxJz7J6NJEpBhoYFxEDOHj7sysga2Y3L8Jrk72RJzIXWvt6/Dj5OSU+YksRIpMTk4OY8aMoX379jRq1AiAhIQEHB0d8fT0zNPW19eXhIQEa5s/Dopf33993z+1SUlJITU1lfPnz5OdnX3DNn98jZvV8meakk2k4Ho1rswvz3eid2M/sn5b4uTuT7TGmoiISHFoUtWTZaM68FjbagDM2hzLPZ9s4eBpXeApIiVXTk5OnrvCRWyZyWTiqQ6B/DC0HQFeLpy8lMr9n27li03HNLW6SCmngXERMYzJZOLB1gGsGtORkJoVSc3M5rUlBxjwxXbiLlwzujyRUmn48OFERkYyf/58o0spNOPHjyc5Odn6iI+PN7okkRLB29WJ6QNaMu3R3LvHoxIuc8+0Lbz3SzTpWbprTUREpCiVc7Tn//o1ZvagVni7OhKdeJl7pm1m2voYsrI1i4uI2Lbx48ezceNGjh8/zv79+xk/fjxhYWEMGDDA6NJECqRpgCfLR3W0XjT+f8sPMeSrnVy8mmF0aSJSRDQwLiKGq1qhHN8OCeaNvg1wdjATfuwCoVM3MmdLrO4eFylEI0aMYNmyZaxfv56qVatat/v5+ZGRkUFSUlKe9omJifj5+VnbJCYm/mX/9X3/1Mbd3R0XFxe8vb2xs7O7YZs/vsbNavkzTckmcnv6NKnM6uc70adJZbJzLHy8Loa7P97CvpNJRpcmIiJS6nWr58uqMZ3oUd+XzGwLU36Opv+nWzmSeNno0kRE/tbZs2d54oknCAoKonv37uzYsYOff/6ZO+64w+jSRArM3dmBaY+24O1+jXC0N7M26iyhUzey4fA5o0sTkSKggXERsQlms4lB7QP5eUwnggO9SM3M5o2lB3l45jZitfa4yG2xWCyMGDGCRYsWsW7dOgIDA/Psb9myJQ4ODqxdu9a6LTo6mri4OEJCQgAICQlh//79nD171tpm9erVuLu706BBA2ubP77G9TbXX8PR0ZGWLVvmaZOTk8PatWutbfJTi4gUvoquTkx7tAXTB7SgYvncu9bunb6VKT9H6e5xERGRIubt6sTnT7Tk/Qeb4u5sz96TyfT5eDOfbThKti4WFxEbNGvWLI4fP056ejpnz55lzZo1GhSXEs1kMvF42+osfq49tX1cOXc5nYGzf+WNnw6QlqnvxCKlicmiBRNISUnBw8OD5ORk3WUmYgNycix8u/0EE1dGcS0jGyd7My+FBjG4fSB2ZpPR5Yn8I1vMlOeee4558+axZMkSgoKCrNs9PDxwcXEBYNiwYaxYsYI5c+bg7u7OyJEjAdi6dSsA2dnZNGvWDH9/fyZPnkxCQgKPP/44Q4YM4Z133gEgNjaWRo0aMXz4cJ588knWrVvHqFGjWL58OaGhoQAsWLCAgQMH8tlnn9GmTRumTp3K999/T1RUlHXt8ZvVcjO22AciJcnFqxm8/tMBlu49DUAdH1f++0BTmgZ4GluYiEGUK8ZTH0hZkpCcxr9+3EdYdO5das2refLfB5pSq5KrwZWJlB7KFeOpD8SWpWZkM3HlIb4OPwFAXV9XPny4OfUr679VEVtVkFzRwDgKYhFbFX/xGuN/3M/mmPMAtKjmyeT7m1LbRycExHbZYqaYTDe+oOTLL79k0KBBAKSlpfHCCy/w3XffkZ6eTmhoKNOnT88zffmJEycYNmwYYWFhlC9fnoEDBzJp0iTs7e2tbcLCwnj++ec5ePAgVatW5dVXX7W+x3WffPIJU6ZMISEhgWbNmvHRRx8RHBxs3Z+fWv6JLfaBSEm0KvIMExZHcv5KBmYTPN2xJmN61MXF0c7o0kSKlXLFeOoDKWssFgsLd57k7WUHuZyepYvFRQqZcsV46gMpCdZHneWlH/Zy/koGjnZmXr4ziCfbB2JWFovYHA2MF5CCWMR2WSwW5u+I5z/LD3ElPQtHezPP96jL0x0DsbfTahBie5QpxlMfiBSeS7/dPf7Tb3ePV/Mqx8T7GtO+trfBlYkUH+WK8dQHUladSkrlX//bx6YjuReLt65RgSn3N6WGd3mDKxMp2ZQrxlMfSElx/ko6437Yx9qo3KUFO9T25r8PNMXPw9ngykTkjwqSKxpVEhGbZjKZeKRNNX55vhOd61YiIyuHd1dF0f/TrUQnXDa6PBERkVKtQnlHPnqkOV880YrKHs7EXbzGgC+28+LCvSRdyzC6PBERkVKtiqcLXz/ZhnfubUx5Rzt2HL/EnR9u5LMNR8nKzjG6PBERkVLP29WJLwa24v/6NcLZwczmmPOETt3Ikj2n0D2nIiWTBsZFpETw93RhzuDWTLm/CW7O9uw9mcxdH2/i47VHyNQJARERkSLVo4EvvzzfiYEh1TGZ4IeIk/R4fwNL957WyQAREZEiZDKZeDS4GqvGdKJ97YqkZeYwcWUU907fyoHTyUaXJyIiUuqZTCYea1udZSM70riKB8mpmYyev4dhc3dx/kq60eWJSAFpYFxESgyTycQDrQJYM7YzPer7kJlt4b3Vh+k3bYtOCIiIiBQxN2cH3rynET8MbUcdH1fOX8lg5He7GfLVTk4npRpdnoiISKkW4FWOuU8FM7l/E9yd7dl/Kpm7P9nCu6uiSMvMNro8ERGRUq+2jys/PteO53vUxd5sYtWBBHp+sJHl+84YXZqIFIAGxkWkxPF1d+bzJ1ox9aFmeJZz4MDpFJ0QEBERKSYtq1dg2agOPN+jLg52JtZGneWO9zfwdfhxcnJ097iIiEhRMZlMPNg6gDUvdKZ3Yz+ycyx8GnaUXh9uYtuxC0aXJyIiUuo52JkZ3aMOS0a0p56fGxevZjB83i6Gz9vFxatabkykJNDAuIiUSCaTiX7Nq/DL853+ckIg/KhOCIiIiBQlJ3s7Rveow4pRHWlZvQJXM7J5bckB7p+xlcOJl40uT0REpFTzcXNm+oCWfPZ4S3zdnYg9f5WHZ25j/I/7SUnLNLo8ERGRUq+hvwc/jejAqG61sTObWL7vDD0/2MCqyASjSxORm9DAuIiUaDc6IfDI59v41//2kXxNJwRERESKUh1fNxY+G8Lb/Rrh6mTPrrgk+ny0iSk/R5GaoVlcREREilJoQz9Wj+3Mo8HVAPju1zjueH8DPx/QSXkREZGi5mhvZmzPIBY/1566vrnLjQ2dG8Ho+bt197iIDdPAuIiUCtdPCAz47YTA/B3x9PhgAyv3n8Fi0bSuIiIiRcVsNvF42+qsHtuJHvV9ycy2MG39UXpO3cD6qLNGlyciIlKquTs78M69jZn/TFsCvcuTmJLOs99EMOSrnZy8dM3o8kREREq9xlU9WDqyA891qYXZBEv2nKbH+xtYsueUzkuL2CANjItIqeHu7MB/7m3M98+GULNSec5dTmfYt7t49psIEpLTjC5PRESkVKvs4cIXA1sx8/GW+Hs4E38xlcFzdjBsbgRnklONLk9ERKRUa1uzIitHd+S5LrWwN5tYcyiRO97fyIwNR8nMzjG6PBERkVLNyd6Ol++sx4/PtSfIN3ft8dHz9zB4zg5dqCZiYzQwLiKlTptAL1aM6sjIbrWxN5v45WAid7y/gW+3nyAnR1fpiYiIFKWev83i8mynmtiZTayMTKDHexv4YtMxsnRiXkREpMg4O+SelF8xuiNtAr1Izcxm0soo+ny0iV9jLxpdnoiISKnXLMCTpSM78MIddXG0MxMWfY6eH2xk9uZYsnVeWsQmaGBcREolZwc7XugZxLJRHWga4Mnl9CxeWRTJwzO3cfTcFaPLExERKdXKO9kzvnd9lo/qQKvqFbiakc3/LT9E30+2EHHiktHliYiIlGp1fd1Y8Exb/vtAU7zKO3I48QoPfhbOSwv3as1TERGRIuZob2Zk9zq5F6rV8OJaRjZvLTvIfZ9uJSohxejyRMo8DYyLSKlWz8+dH4e147W7GlDO0Y5fj1+k19RNfLLuCBlZumtNRESkKNXzc+f7Z0N4t39jPMs5cOhMCv0/3cr4H/eTdE0n5kVERIqKyWTi/pZVWfdCZx5pEwDAwoiTdHsvjAU74jSbmoiISBGr7ePK/Gfa8p97G+HmZM/e+CTu+mgzU36OIi0z2+jyRMosDYyLSKlnZzbxZIdAfh7Tic51K5GRncN/fzlM3483E3FC08mJiIgUJbPZxEOtq7HuhS480LIqAN/9Gkf39zbwQ8RJLBadmBcRESkqnuUcmXhfE/43LIR6fm4kXctk3P/28+Bn4Rw4nWx0eSIiIqWa2WxiQHB1Vo/tTGhDX7JyLExbf5SeH2xkfdRZo8sTKZM0MC4iZUaAVznmDG7Nhw83w6u8I9GJl+n/aTjjf9xP8rVMo8sTEREp1bzKOzLlgaZ8/2wIdX1duXA1gxcX7uWBGeFEntKJeRERkaLUsroXy0Z2YEKf+pRztGPniUv0/XgzExbv55KmVxcRESlSfh7OfPZ4K2Y81gI/d2fiLl5j8JwdPPvNTk4lpRpdnkiZooFxESlTTCYT9zSrwpqxnfPetfZ+GIt3n9JdayIiIkWsTaAXy0d15F+96llPzN/9iU7Mi4iIFDV7OzNDOtZkzdjO3NWkMjkWmLstjq7vhfHNthNka3p1ERGRInVno8qseaEzT3cMxM5s4ucDifR4bwOfhh3Vsp8ixcRk0SgQKSkpeHh4kJycjLu7u9HliEgx2n7sAq8sjiTm7BUA2teuyNv3NKJmJVeDK5OSSpliPPWBSMlxJjmVd1ZEsXTvaQA8yznwYs8gHmlTDTuzyeDqRHIpV4ynPhApGtuOXeCNnw4QlXAZgPqV3XmjbwOCa1Y0uDKRoqVcMZ76QASiElJ4bfEBfj2eu9RnbR9X3rqnIe1qeRtcmUjJU5Bc0cA4CmKRsi4jK4eZG4/y8boY0rNycLQ3M7xLbYZ2qYmTvZ3R5UkJo0wxnvpApOQJP5p7Yj46MffEfEN/d966pyEtq3sZXJmIcsUWqA9Eik5Wdg7zfo3jvV8Ok5yau8TY3U39Gd+7HpU9XAyuTqRoKFeMpz4QyWWxWPhx1yneWXGIC7/NoHZPM39e6V0fH3dng6sTKTk0MF5ACmIRAThx4SoTFkey6ch5AGpWKs//9Wukq/SkQJQpxlMfiJRMWdk5zN12gvdWH+ZyWhYA9zWvwr961dMJATGUcsV46gORonfxagb//SWa736Nw2KBco52DO9amyEdA3XBuJQ6yhXjqQ9E8kq+lsl/f4lm7vYTWCzg6mTPiG61Gdy+hnJYJB80MF5ACmIRuc5isbB03xneWnqQ81fSAbivRRVe6V2fiq5OBlcnJYEyxXjqA5GS7fyVdKasimbBzngg94TA6O51GNS+Bg52ZoOrk7JIuWI89YFI8Yk8lcwbPx1g54lLAFTzKsf4XvW4s5EfJpOWOZHSQbliPPWByI3tO5nEq0sOsDc+CYDqFcvxSu/63NHAVzks8g80MF5ACmIR+bPk1Ez++/PvV+l5uDgwvlc9HmwVgFlrnso/UKYYT30gUjrsiU/i9SWR7D2ZDOSut/bqXQ3oXLeSwZVJWaNcMZ76QKR4WSwWluw5zTsrDnH2cu4F461rVGBCnwY0DfA0tjiRQqBcMZ76QOTv5eRYWLT7FJNWRXHutxzuUNub1/o2oK6vm8HVidgmDYwXkIJYRP7O7rhL/HtRJIfOpAC5JwP+r19jgvz0R4jcmDLFeOoDkdIjJ8fCwoh43l0VzcXf1lvrElSJCX3qU9tHWSzFQ7liPPWBiDGupmfx2cZjzNx4lLTMHAD6NfPnpTvrUcVT649LyaVcMZ76QOTmrqRnMX19DF9siiUjOwc7s4nHgqvx/B118SznaHR5IjZFA+MFpCAWkX+SlZ3DnK3HeX/1Ya5lZGNnNvFk+xqM7lEXVyd7o8sTG6NMMZ76QKT0Sb6WyUfrjvDV1uNk5ViwM5t4vG11RnevQ4XyOiEgRUu5Yjz1gYixziSn8t+fD/Pj7pNYLOBkb2ZIx0CGdamt78RSIilXjKc+EMm/uAvXeGfFIVYdSAByZzYde0ddHg2upuXGRH6jgfECUhCLSH6cSkrlraUH+PlAIgC+7k680qcBfZtU1hovYqVMMZ76QKT0OnbuCu+siGLNodws9nBxYHT3OjweUl0nBKTIKFeMpz4QsQ2Rp5L5v+UH2XbsIgDero6MvSOIB1tVxV45LCWIcsV46gORgtsac563lh0kKuEyADUrlWfcnfXoqfXHRTQwXlAKYhEpiPXRZ3njpwOcuHANgJCaFXnrnobU0RovgjLFFqgPREq/LTHneftPJwQm9KlP1yAfnRCQQqdcMZ76QMR2WCwWVh9MZOLKKGLPXwUgyNeN8b3r0bluJeWwlAjKFeOpD0RuTVZ2Dt/tiGfq6sNc+G25sVbVKzC+d31aVq9gcHUixtHAeAEpiEWkoNIys/l84zE+WR9DelYO9mYTT3UIZFT3OpTXVHJlmjLFeOoDkbIhO8fCgh3xvPdLtPWEQMc63kzo04AgP12sJoVHuWI89YGI7cnIyuHb7Sf4cO0Rkq5lArkXjY/rVY9mAZ7GFidyE8oV46kPRG7P5bRMZm48xuebjpGWmQNAr0Z+vBQaRM1KrgZXJ1L8CpIrmudIROQWODvYMbJ7HdaM7UyP+r5k5Vj4bOMxur+3gWX7TqNrjsTWbNy4kb59++Lv74/JZGLx4sV59ptMphs+pkyZYm1To0aNv+yfNGlSntfZt28fHTt2xNnZmYCAACZPnvyXWhYuXEi9evVwdnamcePGrFixIs9+i8XCa6+9RuXKlXFxcaFHjx4cOXKk8A6GiJQKdmYTjwZXY/1LXXi2c00c7cxsOnKeXh9uZMLi/Vy4km50iSIiIqWWo72Zwe0D2fBiV57uGIijnZnwYxfoN20Lw+ZGcPTcFaNLFBERKbXcnB14oWcQYS925eHWAZhNsDIygZ4fbOS1JZGc1/dhkb+lgXERkdsQ4FWOLwa2YtbAVlTzKkdCShoj5u3msVnbiTmrEwFiO65evUrTpk2ZNm3aDfefOXMmz2P27NmYTCb69++fp91bb72Vp93IkSOt+1JSUujZsyfVq1cnIiKCKVOm8MYbbzBz5kxrm61bt/LII4/w1FNPsXv3bvr160e/fv2IjIy0tpk8eTIfffQRM2bMYPv27ZQvX57Q0FDS0tIK+aiISGng7uzA+F71WT22E3c29CPHAnO3xdFlShjT1seQmpFtdIkiIiKllkc5B17p04D1L3Xh/pZV85yYH//jPhKS9Te8iIhIUfHzcGZS/yasHN2JbvV8yMqx8HX4CTpPXs9Ha49wNT3L6BJFbI6mUkdTt4hI4UjLzGbGhqNMDztKRlYODnYmnupQk1Hda1POUdOrlxUlIVNMJhOLFi2iX79+f9umX79+XL58mbVr11q31ahRgzFjxjBmzJgbPufTTz/llVdeISEhAUdHRwD+9a9/sXjxYqKiogB46KGHuHr1KsuWLbM+r23btjRr1owZM2ZgsVjw9/fnhRde4MUXXwQgOTkZX19f5syZw8MPP3zTz1cS+kBEis62Yxd4e9lBDpxOAcDP3Zmxd9Slf8uq2Jm17qkUnHLFeOoDkZLjcOJlJq+KZs2hRACcfruzfFjnWniUczC4OpFcyhXjqQ9EisbWo+eZuCKK/aeSAahY3pFhXWrxWNvqODvYGVydSNHRVOoiIgZwdrBjTI+6rHm+M93q+ZCZbWHGhqP0eG8DK/ef0fTqUmIkJiayfPlynnrqqb/smzRpEhUrVqR58+ZMmTKFrKzfrzwNDw+nU6dO1kFxgNDQUKKjo7l06ZK1TY8ePfK8ZmhoKOHh4QDExsaSkJCQp42HhwfBwcHWNn+Wnp5OSkpKnoeIlF1ta1Zk6YgOTH2oGVU8XUhISePl/+2j94ebWB91VnksIiJShOr6uvHFwFb8MDSE1jUqkJ6Vw4wNR+k0ZT0zNhwlLVMzuYiIiBSVdrW8WTK8PR890pwaFctx4WoG/7f8EF2mhPHt9hNkZucYXaKI4TQwLiJSyKpVLMfsQa354olWVK3gwunkNIZ9u4vHZ/3KkcTLRpcnclNfffUVbm5u3HfffXm2jxo1ivnz57N+/XqeffZZ3nnnHV5++WXr/oSEBHx9ffM85/rPCQkJ/9jmj/v/+LwbtfmziRMn4uHhYX0EBAQU9COLSCljNpvo17wKa1/ozIQ+9fFwcSA68TKD5+zg0c+3s+9kktElioiIlGqtanjx/bMhfPFEK+r6upKcmsmklVF0nrKer8OPk56lAXIREZGiYDabuLupP6vHdmbSfY3x93AmISWNVxZF0v29Dfwv4iTZObpgXMouDYyLiBSRHg18WTO2M6O618HRzszmmPPc+eEm3lx6gOTUTKPLE/lbs2fPZsCAATg7O+fZPnbsWLp06UKTJk0YOnQo7733Hh9//DHp6ekGVZpr/PjxJCcnWx/x8fGG1iMitsPZwY4hHWuy8aWuPNupJo72ZsKPXeDuT7Yw6rvdxF+8ZnSJIiIipZbJZKJHA19Wju7Efx9oShVPFxJT0nltyQG6Tglj3vY43bkmIiJSRBzszDzcphrrX+rC630b4O3qRNzFa7ywcC+hUzeyYv8ZcjRALmWQBsZFRIqQs4MdY++oy+qxnbijgS/ZORa+3HKcrv/NPQmgq/PE1mzatIno6GiGDBly07bBwcFkZWVx/PhxAPz8/EhMTMzT5vrPfn5+/9jmj/v/+LwbtfkzJycn3N3d8zxERP7Io5wD43vXZ90LnbmveRVMJvhp72m6vRfG28sOculqhtElipQYGzdupG/fvvj7+2MymVi8ePE/tg8LC8NkMv3l8XczwYhI6WNnNnF/y6qse7Ezb9/TEF93J04np/HvRfvp9l4YC3fGk6UBchERkSLhZG/H4PaBbHy5C+PurIeHiwMxZ6/w3Le76PvJZn4+kKABcilTNDAuIlIMqlcsz+dPtOLrJ9tQ28eVi1cz+Pei/dz9yWZ2HL9odHkiVrNmzaJly5Y0bdr0pm337NmD2WzGx8cHgJCQEDZu3Ehm5u8zIqxevZqgoCAqVKhgbbN27do8r7N69WpCQkIACAwMxM/PL0+blJQUtm/fbm0jInKrqlYox/sPNWPpiA50rONNZraFWZtj6TRlPdPWx3AtI8voEkVs3tWrV2natCnTpk0r0POio6M5c+aM9XH97wcRKTuc7O14PKQGG17qymt35d65Fn8xlZd+2McdH2xk8e5TunhcRESkiJRztGdYl1psGteVUd3rUN7RjgOnU3j2mwh6f7RJd5BLmWGyWCxl/r/0lJQUPDw8SE5O1l1mIlLkMrNz+Dr8BFPXHOZyWu4J+Lub+jO+dz0qe7gYXJ3cLlvNlCtXrhATEwNA8+bNef/99+natSteXl5Uq1YNyK29cuXKvPfeewwdOjTP88PDw9m+fTtdu3bFzc2N8PBwnn/+eXr16sVXX30FQHJyMkFBQfTs2ZNx48YRGRnJk08+yQcffMAzzzwDwNatW+ncuTOTJk2iT58+zJ8/n3feeYddu3bRqFEjAN59910mTZrEV199RWBgIK+++ir79u3j4MGDf5ne/UZstQ9ExPZsPHyOiSujOHQmBQBvVydGda/Nw62r4Wiva4gll3Ll75lMJhYtWkS/fv3+tk1YWBhdu3bl0qVLeHp63tL7qA9ESqdrGVl8E36CGRuOcula7sW1dXxcGdOjLr0a+WE2mwyuUEor5Yrx1Acixrt0NYNZm2OZs/U4V9Jzz1HX8XFlZPc69GlcGTvlsJQgBckVDYyjIBYRY5y/ks57v0Qzf0c8Fgu4ONgxvGsthnSsibODndHlyS2y1Uy5flL6zwYOHMicOXMAmDlzJmPGjOHMmTN4eHjkabdr1y6ee+45oqKiSE9PJzAwkMcff5yxY8fi5ORkbbdv3z6GDx/Ojh078Pb2ZuTIkYwbNy7Pay1cuJAJEyZw/Phx6tSpw+TJk+ndu7d1v8Vi4fXXX2fmzJkkJSXRoUMHpk+fTt26dfP1WW21D0TENuXkWFiy9xTvrz5M/MVUAKpWcGFMj7rc27yKTgaIcuUfFGRgvHr16qSnp9OoUSPeeOMN2rdvn+/3UR+IlG5X0rP4autxZm48RnJq7gB5PT83RnarowFyKRLKFeOpD0RsR/K1TGZviWX2lljrTVw1K5VnZLfa9G3ij72dLhoX26eB8QJSEIuIkfafTOaNpQeIOHEJgAAvF17p3YDQhr6YTDoBUNIoU4ynPhCRW5GRlcOCnfF8vPYIZy+nA1Dbx5UXe9YltKGfMrkMU678vfwMjEdHRxMWFkarVq1IT0/niy++4JtvvmH79u20aNHihs9JT08nPT3d+nNKSgoBAQHqA5FSLiUtk9mbY5m1KZbLv925VtvHleFda+nEvBQqZbvx1AciticlLZOvthzni82x1gvValQsx3Nda3Nv8yo4KIfFhhUkV2zmv+RJkyZhMpkYM2aMdVtaWhrDhw+nYsWKuLq60r9/fxITE/M8Ly4ujj59+lCuXDl8fHx46aWXyMrS2oAiUnI0rurBD0ND+PDhZvi6566xNnRuBI/P+pUjiZeNLk9ERKRMcLQ383jb6mx4qSv/6lUPDxcHYs5eYejcXdwzbQubjpxD1xSLFFxQUBDPPvssLVu2pF27dsyePZt27drxwQcf/O1zJk6ciIeHh/UREBBQjBWLiFHcnR0Y06Mum8Z1ZXT3Org72xNz9grPL9hL9/c3sGBHHBlZOUaXKSLkZnXr1q1xc3PDx8eHfv36ER0dbXRZInIb3J0dGNm9DpvHdeXlO4OoUM6B4xeu8fIP++g8eT2zNsdyNV1jb1Ly2cTA+I4dO/jss89o0qRJnu3PP/88S5cuZeHChWzYsIHTp09z3333WfdnZ2fTp08fMjIy2Lp1K1999RVz5szhtddeK+6PICJyW0wmE/c0q8K6F7owvGstHO3MbI45z50fbuKNnw5w6WqG0SWKiIiUCS6OdgztXItN47oyslttyjnase9kMo/P+pVHP9/OrrhLRpcoUuK1adOGmJiYv90/fvx4kpOTrY/4+PhirE5EjOZZzpHn76jL5n9146XQILzKO3LiwjXG/W8/Xf8bxjfbTpCWmW10mSJl2oYNGxg+fDjbtm1j9erVZGZm0rNnT65evWp0aSJym9ycHXiuS202j+vG+F71qOTmxOnkNN5edpB2k9bx/i/RXLiSfvMXErFRhk+lfuXKFVq0aMH06dP5v//7P5o1a8bUqVNJTk6mUqVKzJs3j/vvvx+AqKgo6tevT3h4OG3btmXlypXcddddnD59Gl9fXwBmzJjBuHHjOHfuHI6OjvmqQVO3iIitibtwjf9bfpBfDubOkuHh4sCo7nV4vG11HO1t4pom+RvKFOOpD0SkMJ2/ks609TF8uy2OjOzcu9R61Pdl7B11aeCvf2PKAuXK38vPVOo3cscdd+Dm5saPP/6Yr/bqA5Gy7VpGFt9ui+Ozjcc4/9uJeF93J57pVItH21TDxdHO4AqlpFGuFL5z587h4+PDhg0b6NSp003bqw9ESo60zGwW7T7FZxuOcvzCNQCcHcw82CqApzvWJMCrnMEVipSwqdSHDx9Onz596NGjR57tERERZGZm5tler149qlWrRnh4OADh4eE0btzYOigOEBoaSkpKCgcOHCieDyAiUgSqVSzHzCdaMfepYOr5uZGcmsnbyw4SOnUjvxxI0FSuIiIixcTb1YnX+zZk/UtdeLBVVcwmWHMokd4fbWLY3AiiElKMLlGkWF25coU9e/awZ88eAGJjY9mzZw9xcXFA7t3eTzzxhLX91KlTWbJkCTExMURGRjJmzBjWrVvH8OHDjShfREqgco72PN2pJpvHdeXNuxtS2cOZxJR03l52kA7vrmN6WAwpaZlGlylSpiUnJwPg5eV1w/3p6emkpKTkeYhIyeDsYMcjbaqx9oUuTB/QgiZVPUjLzOHr8BN0+W8Yo+fv5uBp/U5LyWFv5JvPnz+fXbt2sWPHjr/sS0hIwNHREU9PzzzbfX19SUhIsLb546D49f3X9/2d9PR00tN/n+pBQSwitqpDHW+Wj+rI9zvjee+XaGLPX+WZbyJoV6sir/SpT0N/D6NLFBERKROqeLow+f6mPNOpFh+uPcKyfadZGZnAysgE+jSuzOgedajr62Z0mSJFbufOnXTt2tX689ixYwEYOHAgc+bM4cyZM9ZBcoCMjAxeeOEFTp06Rbly5WjSpAlr1qzJ8xoiIvnh7GDHwHY1eKRNNf636yTTw2KIv5jK5FXRTF9/lAHB1XiyQyC+7s5GlypSpuTk5DBmzBjat29Po0aNbthm4sSJvPnmm8VcmYgUJjuzid6NK9OrkR/hRy/w6YajbDpyniV7TrNkz2k61a3EUx0C6VTHG5PJZHS5In/LsIHx+Ph4Ro8ezerVq3F2Lt4/WBXEIlKS2JlNPNKmGnc1qcz0sKPM2hzL1qMXuOvjzTzYMoAXetbFR1/8RUREikVtH1c+fqQ5I7vV5sM1R1i+/wzL959hReQZ7mriz+jutantowFyKb26dOnyj7MXzZkzJ8/PL7/8Mi+//HIRVyUiZYmjvZlH2lTjgZZVWbLnNJ9tPMrhxCt8tvEYs7fEcm/zKjzTqRa1fVyNLlWkTBg+fDiRkZFs3rz5b9uMHz/eejEd5N6oFhAQUBzliUghM5lMtKvtTbva3kSeSmbGhqOs2H+GjYfPsfHwOWr7uPJk+0Dua1EFZwctdyK2x7A1xhcvXsy9996Lnd3vvxjZ2dmYTCbMZjM///wzPXr04NKlS3nuGq9evTpjxozh+eef57XXXuOnn36yTuEGudO41axZk127dtG8efMbvveN7hgPCAjQmiYiUiLEX7zGu6uiWLbvDADlHO14rksthnSsqT82bIDWyTKe+kBEilNUQgofrjnCysjcGatMJri7qT+jutehViWdkC8NlCvGUx+IyD/JybEQdvgsM8KO8evxi9btdzTwZWjnWrSsXsHA6sQWKVcKz4gRI1iyZAkbN24kMDAw389TH4iULnEXrvHl1li+3xHP1YxsACqUc+DR4Go8EVJDs7lIkStIrhg2MH758mVOnDiRZ9vgwYOpV68e48aNIyAggEqVKvHdd9/Rv39/AKKjo6lXrx7h4eG0bduWlStXctddd3HmzBl8fHwAmDlzJi+99BJnz57FyckpX7UoiEWkJIo4cZG3lh1ib3wSkDvF68t3BnF3U39NV2MgZYrx1AciYoSDp1OYuuYwvxxMBMBsgnuaVWFU9zoEepc3uDq5HcoV46kPRCS/Ik5c4rMNR615DNCmhhfPdq5J1yAfzGZ9VxblSmGwWCyMHDmSRYsWERYWRp06dQr0fPWBSOmUkpbJ9zvimbP1OCcvpQJgbzZxV5PKPNWhJo2rallQKRolYmD8Rrp06UKzZs2YOnUqAMOGDWPFihXMmTMHd3d3Ro4cCcDWrVuB3DvMmzVrhr+/P5MnTyYhIYHHH3+cIUOG8M477+T7fRXEIlJS5eRY+Gnvad5dFcWZ5DQAmlfzZEKfBroq3iDKFOOpD0TESJGnkpm65ghrDv0+QN6veRVGdatDDQ2Ql0jKFeOpD0SkoGLOXmHmxqMs2n2KzOzcU591fV0Z0rEm9zTzx8les62VZcqV2/fcc88xb948lixZQlBQkHW7h4cHLi4uN32++kCkdMvOsbD6YAKzNx/PM5tLmxpeDG5fgzsa+GJvZzawQiltSs3AeFpaGi+88ALfffcd6enphIaGMn36dPz8/KzPOXHiBMOGDSMsLIzy5cszcOBAJk2ahL19/pdPVxCLSEmXmpHNF5uO8emGo1z7bbqavk39eTk0iACvcgZXV7YoU4ynPhARW7DvZBJT1xxhXdRZIHeA/O6m/gzvWps6vlqDvCRRrhhPfSAityoxJY3Zm2P5dnscV9KzAPB2deSxttV5rG11vF3zN9uklC7Kldv3dzMVfvnllwwaNOimz1cfiJQd+08mM3tLLEv3niYrJ3c40s/dmUfaVOORNgH4aJp1KQQldmDcKApiESktElPS+O/P0fyw6yQWCzjamXkipDojutXGs5yj0eWVCcoU46kPRMSW7IlP4sM1h1kffc66rVcjP4Z3rU2jKppGriRQrhhPfSAityslLZN52+P4autx62xrjvZm+jXz58kOgdTz078tZYlyxXjqA5GyJzEljW/CTzB/Rxznr2QAudOshzby4/G21QkO9NLyoHLLNDBeQApiESltIk8lM3HlIbbEXADA3dmeEd1q80RIDZwdNGVcUVKmGE99ICK2KPJUMp+si2HVgQTrtm71fBjRrTYtqmn5E1umXDGe+kBECktmdg4rIxOYtTmWvfFJ1u0danvzVIdAOtetpHXIywDlivHUByJlV3pWNqsiE/gm/AQ7T1yybq/r68rjbatzb4uquDrlf0ZoEdDAeIEpiEWkNLJYLGw8cp6JKw4RlXAZgCqeLrwYWpd7mlbRl/0iokwxnvpARGzZ4cTLTFsfw9K9p/ltFjna167IiK51aFtTV8jbIuWK8dQHIlLYLBYLu+IuMWtzLKsiE6yZXLNSeZ5sH0j/FlVxcdRF5aWVcsV46gMRATh4OoVvtp1g8e5TpGbmLg9a3tGO+1pUZUDbaprRRfJNA+MFpCAWkdIsO8fCj7tO8t4vh0lIyZ0yrqG/O//uXZ/2tb0Nrq70UaYYT30gIiVB7PmrfBoWw4+7TlnXWWtdowIjutWhUx1vDZDbEOWK8dQHIlKU4i9e46utx1mwI57Lv61D7lnOgYdbV2NAcDUCvMoZXKEUNuWK8dQHIvJHKWmZ/C/iJN9sO8Gxc1et25sFePJImwDuauJPed1FLv9AA+MFpCAWkbIgNSOb2Vti+TTsKFd++7LfuW4lxveup6vvCpEyxXjqAxEpSU5eusZnG46xYEc8Gdk5ADSp6sHwrrW5o76vZnixAcoV46kPRKQ4XEnP4vsd8Xy5NZb4i6kAmE3QrZ4vA9tVp30tb+VyKaFcMZ76QERuxGKxsPXoBb4JP8GaQ4nWi8jLO9pxdzN/HmpdjaZVPXQhufyFBsYLSEEsImXJhSvpfLwuhrnbTpCVY8FkgvtbVGVsz7pU9nAxurwST5liPPWBiJREiSlpzNx4jG+3nyAtM3eAvLaPK890qkm/ZlVwtDcbXGHZpVwxnvpARIpTdo6FNYcS+Sb8BJtjzlu31/Quz+Mh1enfsiruzg4GVii3S7liPPWBiNzM2ctp/LjrFAt2xBN7/ve7yOv5ufFw6wD6Na+CZzlHAysUW6KB8QJSEItIWXT8/FWm/BzN8v1nAHB2MPNUh0Ce7VxLX/JvgzLFeOoDESnJLlxJZ9bmWL4JP2GdztXP3ZmnOgTySHA1XDV9XLFTrhhPfSAiRok5e4W5207wQ8RJ68xr5RztuLd5FZ4IqUGQn5vBFcqtUK4YT30gIvllsVjYHnuRBTviWbH/DOlZuReSO9qb6d3Ij4daVyM40EuzupRxGhgvIAWxiJRlu+Mu8c6KQ+w4fgkAr/KOjOxWm0eDq+Fkb2dwdSWPMsV46gMRKQ1S0jKZtz2O2ZtjOXs5HQB3Z3seD6nOoHaBVHJzMrjCskO5Yjz1gYgY7Up6Fot2n+Lrrcc5cvaKdXtwoBcD29Xgjga+ONhpdpeSQrliPPWBiNyK5GuZLN5ziu9+jSMq4bJ1e9UKLtzXvAr3tahKDe/yBlYoRtHAeAEpiEWkrLNYLKw+mMikVVEcO5c7NU3VCi6MvaMu9zSrgp2uuMs3ZYrx1AciUpqkZ2WzePcpPtt4zJrRTvZm7m9ZlWc61aR6RX3pL2rKFeOpD0TEVlgsFrYdu8jX4cf55WAi2b+tferr7sRDrQJ4sHUAVSuUM7hKuRnlivHUByJyOywWC/tPJfPdr/Es23vaOtsaQKvqFejfsiq9G1fGw0WzopYVGhgvIAWxiEiurOwcFuyM58M1R6x3pwX5uvFSaBDd6/tgMmmA/GaUKcZTH4hIaZSTY+GXg4nM2HCUPfFJAJhN0LtxZYZ2rkWjKh7GFliKKVeMpz4QEVt0JjmVedvj+O7XOM5fyQDAZILOdSvxaJtqdKvng73uIrdJyhXjqQ9EpLCkZWbz84EEftx1ik1HzvHbNWs42pvp2cCX/i2r0rG2tzK5lNPAeAEpiEVE8krNyGbO1uN8GhZDSlruFXctq1dg3J31aBPoZXB1tk2ZYjz1gYiUZtfXV5ux4Shh0ees2zvW8ebZTrVoX7uiLmQrZMoV46kPRMSWZWTl8MvBBL77NY4tMRes233dnXiwVQAPtgogwEt3kdsS5Yrx1AciUhQSU9JYvPsU/9t1ksOJvy99UsnNiX7N/LmvRVXq+bnpO3MppIHxAlIQi4jcWPK1TGZsPMqXW2JJy8wBoGtQJV4MDaKhv+5MuxFlivHUByJSVhw8ncLMjUdZuu+MdSrX+pXdGdIhkL5N/XG01xXxhUG5Yjz1gYiUFMfPX+W7HXH8sPMkF67+fhd5pzqVeDQ49y5yrUVuPOWK8dQHIlKULBYLB06n8EPESX7ae5qLv2UyQB0fV+5u6s/dzfy1NFkpooHxAlIQi4j8s8SUND5ae4T5O+KtJ97vburP2DvqUsNbf0D8kTLFeOoDESlr4i9eY9bmWBbsiCc1MxsAHzcnBrarwaNtqlGhvKPBFZZsyhXjqQ9EpKTJyMph9cFEvvs1js0x563bfdxy7yJ/qLXuIjeScsV46gMRKS6Z2TmERZ/jx10nWRt1loysHOu+plU9uLtZFe5qUhlfd2cDq5TbVZBc0SWKIiJyU77uzvzn3sasGduZvk39Afhp72l6vL+BCYv3czYlzeAK5WY2btxI37598ff3x2QysXjx4jz7Bw0ahMlkyvO4884787S5ePEiAwYMwN3dHU9PT5566imuXLmSp82+ffvo2LEjzs7OBAQEMHny5L/UsnDhQurVq4ezszONGzdmxYoVefZbLBZee+01KleujIuLCz169ODIkSOFcyBEREqhAK9yvHF3Q7aN7864O+vh6+7E2cvpTPk5mpBJa5mweD/Hzl25+QuJiIhIoXC0N9OnSWXmDglmw0tdGNalFt6ujpy9nM4n62PoOHk9j8zcxo+7TpKakW10uSIiIqWWg52ZOxr48uljLdk5oQdT7m9Cxzre2JlN7D2ZzNvLDtJ24loembmN736NI+laxs1fVEo03TGOrlATESmoyFPJTPk5mg2Hc9c2dXYw82T7QJ7tXAsPFweDqzOWrWbKypUr2bJlCy1btuS+++5j0aJF9OvXz7p/0KBBJCYm8uWXX1q3OTk5UaFCBevPvXr14syZM3z22WdkZmYyePBgWrduzbx584Dcz163bl169OjB+PHj2b9/P08++SRTp07lmWeeAWDr1q106tSJiRMnctdddzFv3jzeffdddu3aRaNGjQB49913mThxIl999RWBgYG8+uqr7N+/n4MHD+LsfPOrN221D0REiktGVg4r9p/h803HOHA6BcidxrV7PR+e6lCTtjW9tKZaAShXjKc+EJHSICMrhzWHfr+L/PoZWVcne+5qUpkHWlWlRbUKyuhioFwxnvpARIx2/ko6K/af4ac9p9l54pJ1u4OdiU51KtG3qT/d6/vg5ly2z3WXFJpKvYAUxCIityb86AUm/xzF7rgkADxcHBjauRYD21WnnKO9scUZpCRkislkuuHAeFJS0l/uJL/u0KFDNGjQgB07dtCqVSsAVq1aRe/evTl58iT+/v58+umnvPLKKyQkJODomDtt77/+9S8WL15MVFQUAA899BBXr15l2bJl1tdu27YtzZo1Y8aMGVgsFvz9/XnhhRd48cUXAUhOTsbX15c5c+bw8MMP3/TzlYQ+EBEpDhaLhW3HLjJr8zHWHDpr3d7Q350hHQPp01jrkOeHcsV46gMRKW1OJaXyv4iT/BBxkriL16zba1Yqz/0tq9K/RVVN6VqElCvGUx+IiC05eekaS/ee4ae9pzl0JsW63dHOTKe63vRqVJke9X3xKKdBclulqdRFRKRYhNSqyI/D2jHz8ZbU8XElOTWTd1dF0WlyGF9uiSUtU1PClSRhYWH4+PgQFBTEsGHDuHDhgnVfeHg4np6e1kFxgB49emA2m9m+fbu1TadOnayD4gChoaFER0dz6dIla5sePXrked/Q0FDCw8MBiI2NJSEhIU8bDw8PgoODrW1ERCR/TCYTIbUq8sXA1qx9oTOPta2Gs4OZA6dTeH7BXjpNXs+nYUc1VZyIiEgxq+LpwqjudQh7sQvzn2lL/xZVcXGw49i5q0xeFU3IxLUM+vJXlu87Q3qWvleLiIgUpaoVyjGsSy1Wju7ImrGdGNWtNjUrlScjO4c1h87ywsK9tPrPagZ9+SsLdsRx8aq+Q5dkZfN2PhERKTQmk4meDf3oXt+XRbtP8eHaw8RfTOXNpQeZufEYI7rV5oGWAbojzcbdeeed3HfffQQGBnL06FH+/e9/06tXL8LDw7GzsyMhIQEfH588z7G3t8fLy4uEhAQAEhISCAwMzNPG19fXuq9ChQokJCRYt/2xzR9f44/Pu1GbP0tPTyc9Pd36c0pKyg3biYiUZbUqufJ//Roz9o4g5m0/wVfhJ0hISePdVVF8uPYw/ZpVYWC7GtSvrDt2REREiovZbKJtzYq0rVmRN+9pyPJ9p1m48yQ7T1wiLPocYdHn8CznwD1N/bm3RVWaVvXQVOsiIiJFqLaPG2N7BvH8HXU5cvYKK/afYeX+BKITL1uz+d+LIgmpWZFejf3o2cCPSm5ORpctBaCBcRERKRR2ZhP3t6zK3U39WRgRzyfrYjiTnMYriyKZseEoo7rV4d7mVbC30wC5LfrjFOWNGzemSZMm1KpVi7CwMLp3725gZTc3ceJE3nzzTaPLEBEpEbzKOzKiWx2e7lSTpXvPMGtzLIfOpDB/Rzzzd8QTHOjF4PY16FHfV5ktIiJSjFyd7HmodTUeal2NY+eu8EPESX7cdYqElDS+Cs+9qC3Quzz9mlWhX3N/qlcsb3TJIiIipZbJZKKurxt1fd0Y06MuR89dYVVkAiv2n+HA6RQ2x5xnc8x5Xl0cSesaXoQ29OOOBr4EeJUzunS5CZ3pEBGRQuVob2ZAcHXWv9iF1/s2wNvVifiLqbz0wz56frCRn/aeJifHYnSZchM1a9bE29ubmJgYAPz8/Dh79myeNllZWVy8eBE/Pz9rm8TExDxtrv98szZ/3P/H592ozZ+NHz+e5ORk6yM+Pr7An1dEpKxxsrfj/pZVWTGqA98/G0KfxpWxM5vYHnuRoXN30XlKGJ+GHeWSpogTEREpdjUrufLynfXY8q9uzBncmrub+uPsYCb2/FU+WHOYzlPCuG/6Fr4JP66sFhERKQa1KrkyvGttlo/qyIaXuvCvXvVoWtWDHAtsj73IW8sO0nHyeu6cupH3folm38kknQO3UbpjXEREioSzgx2D2wfycOtqfB1+nBkbjnLs/FVGfbebaetieP6OuoQ29NU0cDbq5MmTXLhwgcqVKwMQEhJCUlISERERtGzZEoB169aRk5NDcHCwtc0rr7xCZmYmDg4OAKxevZqgoCAqVKhgbbN27VrGjBljfa/Vq1cTEhICQGBgIH5+fqxdu5ZmzZoBuVOjb9++nWHDht2wVicnJ5ycNGWRiMitMJlMtAn0ok2gF6eTUvl2+wnmbY/jVFIq766KYuqa36dZb+CvadZFRESKk53ZRJcgH7oE+XAlPYufIxNYvOcUW2LOsysuiV1xSby59CBdgny4t3kVutf3wdnBzuiyRURESrXqFcsztHMthnauxclL1/j5QCKrDyaw4/glohIuE5VwmY/XxeDr7kSP+r7c0cCXkFoVcbJXRtsCk8ViKfOXLKSkpODh4UFycjLu7jrZIyJSFK6kZ/Hl5lhmbjrG5bQsABpX8WDsHXXpElSp1AyQ22qmXLlyxXr3d/PmzXn//ffp2rUrXl5eeHl58eabb9K/f3/8/Pw4evQoL7/8MpcvX2b//v3WQedevXqRmJjIjBkzyMzMZPDgwbRq1Yp58+YBkJycTFBQED179mTcuHFERkby5JNP8sEHH/DMM88AsHXrVjp37sykSZPo06cP8+fP55133mHXrl00atQIgHfffZdJkybx1VdfERgYyKuvvsq+ffs4ePAgzs7ON/2sttoHIiIlRVpmNkv3nmbO1uMcOJ1i3d4m0IvB7WpwR4OyNc26csV46gMRkbwSU9JYuvc0i3afypPVbk729GrsR7/mVWgbWBGzuXR8zy5syhXjqQ9EpDRKupbB+uizrD6YyIboc1zNyLbuK+9oR+egStzRwJeuQT54lnM0sNLSpyC5ooFxFMQiIsUp+VomX2w+xuzNsdY/DlpU8+TFnkG0q+1tcHW3z1YzJSwsjK5du/5l+8CBA/n000/p168fu3fvJikpCX9/f3r27Mnbb7+Nr6+vte3FixcZMWIES5cuxWw2079/fz766CNcXV2tbfbt28fw4cPZsWMH3t7ejBw5knHjxuV5z4ULFzJhwgSOHz9OnTp1mDx5Mr1797but1gsvP7668ycOZOkpCQ6dOjA9OnTqVu3br4+q632gYhISWOxWIg4cYkvtx5nVWQC2b9NA+fv4cyAttV5sFUAldxK/4wdyhXjqQ9ERP7e4cTLLN59iiV7TnMqKdW63dfdid6NK3NXE39aVPMsNRejFwblivHUByJS2qVnZbP16AXWHExkzaFEElPSrfvszCZaVPOkS5APXYN8qF/ZTTl9mzQwXkAKYhGR4nfxagafbTjKV+HHScvMAaBtTS/G3hFEm0Avg6u7dcoU46kPREQK35nkVL7dFsd3v8Zx4be1TB3sTIQ29OOxttUJDvQqtV/klSvGUx+IiNxcTo6FHccvsnjPKZbtO2OdqQ2giqcLdzXJHSRvVMW91GZ2filXjKc+EJGyJCfHwv5Tyaw5lMjqg4lEJVzOs9/X3YkudX3oWq8S7Wt74+bsYFClJZcGxgtIQSwiYpyzKWlMDzvKvO1xZGTnDpC3q1WR0d3rEFyzosHVFZwyxXjqAxGRopOWmc3yfWeYu/0Eu+OSrNvr+LgyILga97aoiodL6foSr1wxnvpARKRg0rOy2Xj4PMv2nWbNwcQ8U7nWqFiOu5r4c1fTygT5ls071JQrxlMfiEhZdvLSNcKizxEWfZYtMRdIzfw9p+3NJlrX8KJrvUp0DfKhto9rmczqgtLAeAEpiEVEjHcqKZVp62NYuDOezOzcaAqpWZHRPerQtgQNkCtTjKc+EBEpHgdOJzN3WxxL9pzi2m8n3F0c7Li7qT+Pta1O46oeBldYOJQrxlMfiIjcurTMbNZHnWXpvtOsizprnbENoLaPK31/GySvVcn1H16ldFGuGE99ICKSKy0zmx3HL7I+Kneg/Nj5q3n2V/F0oUtQJTrXrURIrYq6m/xvaGC8gBTEIiK241RSKtPXx/D9HwbI29b0YkyPuiVigFyZYjz1gYhI8UpJy2Tx7lPM3XaCw4lXrNubVvVgQNvq9G3ij4ujnYEV3h7livHUByIiheNqehZrDiWybN8ZNkSfs87aBlC/sjt9GvtxZ6PK1PYp3YPkyhXjqQ9ERG7sxIWrhEWfY330WcKPXiA96/estjObaBbgSYfa3nSs403TAE8c7MwGVms7NDBeQApiERHbcyoplU/DYliw4/cB8uDA3AHykFq2O0CuTDGe+kBExBgWi4Udxy8xd9sJVkaesea3u7M997cMYEDbaiXybjTlivHUByIihS8lLZNfDiSybN9pNh85T1bO76eI6/i4cmcjP+5s5EeDyqVvTXLlivHUByIiN5eakc22YxcIiz7LpiPn/3I3uauTPW1rVqRjHW861PGmpnf5UpfZ+aWB8QJSEIuI2K7TSal8GnaUBTvirVezBwd6MbpHHUJqVrS5sFemGE99ICJivPNX0vl+Zzzztsdx8lKqdXtwoBePtKnGnY38cHYoGXeRK1eMpz4QESlal65m8POBBFYdSGBLzHnrxW0A1bzKWQfJm1X1xGy2re/gt0K5Yjz1gYhIwZ28dI3NR86zKeY8W2POc+laZp79/h7OdKjjTYc6lWhfqyIVXZ0MqrT4aWC8gBTEIiK270YD5G0CvRhjYwPkyhTjqQ9ERGxHdo6FjYfPMXfbCdZHn+X6zWgeLg7c27wKD7cJoJ6fbf9brVwxnvpARKT4JKdmsi4qkVWRCYRFn8szhaufuzOhDX25s1Fl2gR6YVdCB8mVK8ZTH4iI3J6cHAsHTqewKeYcm4+cZ+fxS3mWSIHcZVJCalakbU0vggMr4lGu9K5ProHxAlIQi4iUHGeScwfI5//6hwHyGr8NkNcyfoBcmWI89YGIiG06nZTKwp0n+X5nPKeSfr+LvGmAJ4+0DqBvU3/KO9kbWOGNKVeMpz4QETHGtYwswqLPsSoygXVRZ7mSnmXdV7G8I3c08CW0kR8hNSuWmJlgQLliC9QHIiKFKzUjm1+PX2TzkXNsOnKeqITLefabTNDAOlBekdaBXni4lJ6Bcg2MF5CCWESk5DmTnMqMsKN894cB8tY1KjCiWx061fE2bIBcmWI89YGIiG3LzrGwOeY883+NY/XBROuapuUd7ejb1J+H21SjaVUPwy92u065Yjz1gYiI8dIys9kSc55VkQmsPpRI0h+mby3vaEenupXoUd+XrvV88CrvaGClN6dcMZ76QESkaJ27nM722AuEH73AtmMXOHou7/rkZhM09PegbU0vQmpVpFUNL9ydS+5AuQbGC0hBLCJSciUkpzFjw1Hm/RpHxm9TvDWu4sGIbrW5o75vsa9/pkwxnvpARKTkOH8lnf9FnGTBjniOnf/9i3o9Pzcebh3Avc2rGj7dm3LFeOoDERHbkpmdw/ZjF1kZeYY1hxJJTEm37jOboFV1L+5o4EuPBr4Eepc3sNIbU64YT30gIlK8zqaksS32IuFHL7D92IU8378hN78bV/EguGZFWtfwomX1CjZ/odsfaWC8gBTEIiIlX0JyGp9vOsa320+Qlpk7QB7k68ZzXWtxVxP/Ylv7TJliPPWBiEjJY7FY+DX2IvN3xLNi/xnreqaO9mZ6N/LjwVYBtK1ZsdgveAPlyp9t3LiRKVOmEBERwZkzZ1i0aBH9+vX7x+eEhYUxduxYDhw4QEBAABMmTGDQoEH5fk/1gYiI7bJYLOw/lcyag4msPnSWQ2dS8uyvVak8PRr40rOBL80CKtjEuuTKFeOpD0REjJWQnMb22Ny7ycOPXuD4hWt/aVPbx5XWNSrQqroXrWt4EeDlYjMzu/2ZBsYLSEEsIlJ6XLiSzuwtsXy99QSXf1v/LNC7PMM616Jf8yo42puL9P2VKcZTH4iIlGzJ1zJZvOcU3/0al2ddtCqeLvRvWZX7W1SlWsVyxVaPciWvlStXsmXLFlq2bMl9991304Hx2NhYGjVqxNChQxkyZAhr165lzJgxLF++nNDQ0Hy9p/pARKTkOHnpGmsPnWX1wUS2HbtgXTIFctcl71bPhx4NfOlQ25vyTvaG1KhcMZ76QETEtpxJTmXbsQv8GnuJnccvcuTslb+08XV3olUNL1pXr0CrGl7Ur+xuExe8gQbGC0xBLCJS+iSnZvL11uPM2hJrXfusiqcLQzvX5IFWATg72BXJ+ypTjKc+EBEpHSwWC/tOJrNgZzxL957mclqWdV9woBf3t6xK78aVi/ykunLl75lMppsOjI8bN47ly5cTGRlp3fbwww+TlJTEqlWr8vU+6gMRkZIpJS2TDdHnWHMokfVRZ0n5Q5Y72pkJrulFlyAfugZVItC7fLHdhaZcMZ76QETEtl28mkHEidxB8h3HL7L/VDKZ2XmHk12d7GlezZPWNbxoVb0CTQI8cS0BF71pYBwFsYhIaXY1PYt52+OYuekY5y7nrntWyc2JZzrW5NHgaoV+Ml2ZYjz1gYhI6ZOWmc0vBxNZuDOezTHnuf4ttpyjHb0aVeaBVlVpU8OrSKZaV678vfwMjHfq1IkWLVowdepU67Yvv/ySMWPGkJycnK/3UR+IiJR8mdk57Dh+kdUHE1lzKJH4i6l59levWI6uQT50CapE25oVi+xidlCu2AL1gYhIyZKakc3ek0m/DZRfYteJS9bZWq8zm6CurxvNq1WgeTVPWlTzpKa3a7EsiaaB8QJSEIuIlH5pmdks3BnPjA3HOJWU+wW8QjkHnmwfyBPtauDh4lAo76NMMZ76QESkdDuTnMqPu07xQ8RJYs9ftW4P8HLh/hYB3NeiCgFehTfVunLl7+VnYLxu3boMHjyY8ePHW7etWLGCPn36cO3aNVxcXP7ynPT0dNLT060/p6SkEBAQoD4QESklLBYLx85fZX3UWcKiz7E99kKeu9CcHcy0q+VN16BKdAnyKdRcB2W7LVAfiIiUbNk5FqISUth5/BK/Hr/I7hOXOJ2c9pd2bs72NAvwtA6WN6vqSYXyjoVeT0FyxZh72kVERIqZs4Mdj4fU4KHW1Vi85xTT18dw/MI13lt9mJkbj/FEu+o82T6Qiq5ORpcqIiIi/6CyhwvDu9bmuS612BV3iR8iTrJ07xniL6bywZrDfLDmMCE1K/JAq6rc2ciPco762lvSTJw4kTfffNPoMkREpIiYTCZqVXKlViVXhnSsyZX0LLbGnGd99DnCos9yJjmNdVFnWRd1FjhAbR9XugZVomuQD61qeOFobzb6I4iIiJRpdmYTDf09aOjvwcB2NQBITEljd1wSu+MvsTsuiX0nk7iclsWmI+fZdOS89bk1vcvTrNpvg+UBntTzc8PerviyXXeMoyvURETKouwcC8v3n2HauhiiEy8D4OJgx/fPhtC4qsctv64yxXjqAxGRsic1I5ufDySwMCKerUcvWKdad3OyZ/O/ut3WzDDKlb9XVFOp645xEZGyy2KxEJ14mfVR51gffZaIE5fIzvn99HXNSuVZ90KX23oPZfvt27hxI1OmTCEiIoIzZ87c9O+BP1MfiIiUfpnZOUQnXGZ3fBK74y6xJy6JY3+Y9e26ng18mflEq9t6L90xLiIichN2ZhN3N/XnrsaVWXMokU/Wx5B0LZP6ld2MLk1EREQKyMXRjn7Nq9CveRVOXrrGol2n+GHXSfw9XAptuRS5NSEhIaxYsSLPttWrVxMSEvK3z3FycsLJSbP4iIiURSaTiXp+7tTzc2dYl1okp2ay+ch51kfnTrveurqX0SUKcPXqVZo2bcqTTz7JfffdZ3Q5IiJigxzszDSq4kGjKh483rY6AJeuZrDnZFLuneVxl9gTn0ST27hJ7VZoYFxERMo0s9lEz4Z+3NHAl3OX04t12hYREREpfFUrlGNk9zqM6FabS9cyjS6n1Lly5QoxMTHWn2NjY9mzZw9eXl5Uq1aN8ePHc+rUKb7++msAhg4dyieffMLLL7/Mk08+ybp16/j+++9Zvny5UR9BRERKEA8XB/o0qUyfJpXJybFwNSPL6JIE6NWrF7169TK6DBERKWEqlHeka5APXYN8AMjJsZCRnVOsNejsv4iICLlXpfu4OxtdhoiIiBQSk8mEV3lHo8sodXbu3Enz5s1p3rw5AGPHjqV58+a89tprAJw5c4a4uDhr+8DAQJYvX87q1atp2rQp7733Hl988QWhoaGG1C8iIiWX2WzCzVkzwYiIiJQWZrMJZwe7Yn1P3TEuIiIiIiIiIvnSpUsXLBbL3+6fM2fODZ+ze/fuIqxKREREbFl6ejrp6enWn1NSUgysRkREyjLdMS4iIiIiIiIiIiIiIkVi4sSJeHh4WB8BAQFGlyQiImWUBsZFRERERERERERERKRIjB8/nuTkZOsjPj7e6JJERKSM0lTqIiIiIiIiIiIiIiJSJJycnHBycjK6DBEREQ2Mi4iIiIiIiIiIiIhI/ly5coWYmBjrz7GxsezZswcvLy+qVatmYGUiIiL/TFOpi4iIlAEbN26kb9+++Pv7YzKZWLx4sXVfZmYm48aNo3HjxpQvXx5/f3+eeOIJTp8+nec1atSogclkyvOYNGlSnjb79u2jY8eOODs7ExAQwOTJk/9Sy8KFC6lXrx7Ozs40btyYFStW5NlvsVh47bXXqFy5Mi4uLvTo0YMjR44U3sEQERERERERkVu2c+dOmjdvTvPmzQEYO3YszZs357XXXjO4MhERkX+mgXEREZEy4OrVqzRt2pRp06b9Zd+1a9fYtWsXr776Krt27eLHH38kOjqau++++y9t33rrLc6cOWN9jBw50rovJSWFnj17Ur16dSIiIpgyZQpvvPEGM2fOtLbZunUrjzzyCE899RS7d++mX79+9OvXj8jISGubyZMn89FHHzFjxgy2b99O+fLlCQ0NJS0trZCPioiIiIiIiIgUVJcuXbBYLH95zJkzx+jSRERE/pGmUhcRESkDevXqRa9evW64z8PDg9WrV+fZ9sknn9CmTRvi4uLyTIPm5uaGn5/fDV/n22+/JSMjg9mzZ+Po6EjDhg3Zs2cP77//Ps888wwAH374IXfeeScvvfQSAG+//TarV6/mk08+YcaMGVgsFqZOncqECRO45557APj666/x9fVl8eLFPPzww7d9LERERERERERERESk7NEd4yIiIvIXycnJmEwmPD0982yfNGkSFStWpHnz5kyZMoWsrCzrvvDwcDp16oSjo6N1W2hoKNHR0Vy6dMnapkePHnleMzQ0lPDwcCB3XbKEhIQ8bTw8PAgODra2+bP09HRSUlLyPERERERERERERERE/kh3jIuIiEgeaWlpjBs3jkceeQR3d3fr9lGjRtGiRQu8vLzYunUr48eP58yZM7z//vsAJCQkEBgYmOe1fH19rfsqVKhAQkKCddsf2yQkJFjb/fF5N2rzZxMnTuTNN9+8jU8sIiIiIiIiIiIiIqWdBsYBi8UCoDvMRETktl3PkuvZUtJkZmby4IMPYrFY+PTTT/PsGzt2rPX/N2nSBEdHR5599lkmTpyIk5NTcZdqNX78+Dy1JScnU61aNeW6iIgUipKe7aWBvrOLiEhhUrYbT9kuIiKFqSDZroFx4PLlywAEBAQYXImIiJQWly9fxsPDw+gyCuT6oPiJEydYt25dnrvFbyQ4OJisrCyOHz9OUFAQfn5+JCYm5mlz/efr65L/XZs/7r++rXLlynnaNGvW7IZ1ODk55RmYv/6HkHJdREQKU0nM9tJC39lFRKQoKNuNo2wXEZGikJ9s18A44O/vT3x8PG5ubphMJqPLuamUlBQCAgKIj4+/6aBFWabjlD86Tvmj43RzOka5LBYLly9fxt/f3+hSCuT6oPiRI0dYv349FStWvOlz9uzZg9lsxsfHB4CQkBBeeeUVMjMzcXBwAGD16tUEBQVRoUIFa5u1a9cyZswY6+usXr2akJAQAAIDA/Hz82Pt2rXWgfCUlBS2b9/OsGHD8vVZSlqug35/8kvHKX90nG5Oxyh/dJxyldRsL02U7aWXjlP+6DjdnI5R/ug45VK2G0/ZXnrpON2cjlH+6Djlj45TroJkuwbGAbPZTNWqVY0uo8Dc3d3L9H/o+aXjlD86Tvmj43RzOkbY5BXnV65cISYmxvpzbGwse/bswcvLi8qVK3P//feza9culi1bRnZ2tnU9by8vLxwdHQkPD2f79u107doVNzc3wsPDef7553nsscesg96PPvoob775Jk899RTjxo0jMjKSDz/8kA8++MD6vqNHj6Zz586899579OnTh/nz57Nz505mzpwJgMlkYsyYMfzf//0fderUITAwkFdffRV/f3/69euXr89aUnMd9PuTXzpO+aPjdHM6Rvmj42Sb2V6WKNtLPx2n/NFxujkdo/zRcVK2G03ZXvrpON2cjlH+6Djlj45T/rNdA+MiIiJlwM6dO+natav15+trcg8cOJA33niDn376CeAv05WvX7+eLl264OTkxPz583njjTdIT08nMDCQ559/Ps/a3h4eHvzyyy8MHz6cli1b4u3tzWuvvcYzzzxjbdOuXTvmzZvHhAkT+Pe//02dOnVYvHgxjRo1srZ5+eWXuXr1Ks888wxJSUl06NCBVatW4ezsXBSHRkRERERERERERETKAA2Mi4iIlAFdunTBYrH87f5/2gfQokULtm3bdtP3adKkCZs2bfrHNg888AAPPPDA3+43mUy89dZbvPXWWzd9PxERERERERERERGR/DAbXYAUnJOTE6+//jpOTk5Gl2LTdJzyR8cpf3Scbk7HSOTW6fcnf3Sc8kfH6eZ0jPJHx0nk1un3J390nPJHx+nmdIzyR8dJ5Nbp9yd/dJxuTscof3Sc8kfHqeBMlpvdIiYiIiIiIiIiIiIiIiIiIlKC6Y5xEREREREREREREREREREp1TQwLiIiIiIiIiIiIiIiIiIipZoGxkVEREREREREREREREREpFTTwHgxmDZtGjVq1MDZ2Zng4GB+/fXXf2y/cOFC6tWrh7OzM40bN2bFihV59lssFl577TUqV66Mi4sLPXr04MiRI3na/Oc//6Fdu3aUK1cOT0/PG77Pjh076N69O56enlSoUIHQ0FD27t17W5/1dhT3cTp+/DhPPfUUgYGBuLi4UKtWLV5//XUyMjLyvM6+ffvo2LEjzs7OBAQEMHny5ML70LfAFo9TWFgY99xzD5UrV6Z8+fI0a9aMb7/9tnA/eAHY4jH6o5iYGNzc3P72d7O42Opxslgs/Pe//6Vu3bo4OTlRpUoV/vOf/xTeBxcpBMr2/LHVf2dsKdtt8RjZWq6DbR6nP1K2K9ul5FO254+t/jujbFe2K9tzKdtFcinX88dW/42xpVwH2zxOynZl+3XK9ltgkSI1f/58i6Ojo2X27NmWAwcOWJ5++mmLp6enJTEx8Ybtt2zZYrGzs7NMnjzZcvDgQcuECRMsDg4Olv3791vbTJo0yeLh4WFZvHixZe/evZa7777bEhgYaElNTbW2ee211yzvv/++ZezYsRYPD4+/vM/ly5ctXl5elkGDBlmioqIskZGRlv79+1t8fX0tGRkZhX4cbsaI47Ry5UrLoEGDLD///LPl6NGjliVLllh8fHwsL7zwgvU1kpOTLb6+vpYBAwZYIiMjLd99953FxcXF8tlnnxXtAfkbtnqc/vOf/1gmTJhg2bJliyUmJsYydepUi9lstixdurRoD8gN2Ooxui4jI8PSqlUrS69evW74u1lcbPk4jRw50hIUFGRZsmSJ5dixY5adO3dafvnll6I7GCIFpGzPH1v9d8aWst1Wj5Et5brFYrvH6Tplu7JdSj5le/7Y6r8zynZlu8WibLdYlO0i1ynX88dW/42xpVy3WGz3OCnble3XKdsLTgPjRaxNmzaW4cOHW3/Ozs62+Pv7WyZOnHjD9g8++KClT58+ebYFBwdbnn32WYvFYrHk5ORY/Pz8LFOmTLHuT0pKsjg5OVm+++67v7zel19+ecNf9B07dlgAS1xcnHXbvn37LIDlyJEjBfqMhcHo43Td5MmTLYGBgdafp0+fbqlQoYIlPT3dum3cuHGWoKCggn3AQmKrx+lGevfubRk8ePBNP1Nhs/Vj9PLLL1see+yxv/3dLC62epwOHjxosbe3t0RFRd3S5xIpDkb//ijbS0+22+oxuhGjct1isf3jpGzPS9kuJZHRvz/KdmX7Hynb/0rZnstWjpOyXWyd0b87yvXSk+sWi+0epxtRtivbLRZle35oKvUilJGRQUREBD169LBuM5vN9OjRg/Dw8Bs+Jzw8PE97gNDQUGv72NhYEhIS8rTx8PAgODj4b1/zRoKCgqhYsSKzZs0iIyOD1NRUZs2aRf369alRo0YBPuXts6XjlJycjJeXV5736dSpE46OjnneJzo6mkuXLhXsg94mWz5Ot9qmsNn6MVq3bh0LFy5k2rRpBf5shcmWj9PSpUupWbMmy5YtIzAwkBo1ajBkyBAuXrx4S59VpLDZ0u/Pnynbb8xWs92Wj9GttikKtn6clO1/pWyXksaWfn/+TNl+Y8p2ZTso229E2S5iW787f6ZcvzFbzXWw7eN0q22Kgq0fJ2X7X5X1bNfAeBE6f/482dnZ+Pr65tnu6+tLQkLCDZ+TkJDwj+2v/29BXvNG3NzcCAsLY+7cubi4uODq6sqqVatYuXIl9vb2+X6dwmArxykmJoaPP/6YZ5999qbv88f3KC62fJz+7Pvvv2fHjh0MHjz4nz9UIbPlY3ThwgUGDRrEnDlzcHd3L9gHK2S2fJyOHTvGiRMnWLhwIV9//TVz5swhIiKC+++/v2AfUqSI2Mrvz40o2//KlrPdlo/RnxmV62Dbx0nZ/lfKdimJbOX350aU7X+lbL/5ayrb8/eayvb8vaayXUoaW/nduRHl+l/Zcq6DbR+nP1O2K9vz+5rKdg2Ml1mpqak89dRTtG/fnm3btrFlyxYaNWpEnz59SE1NNbq8Ynfq1CnuvPNOHnjgAZ5++mmjy7FZ+TlO69evZ/DgwXz++ec0bNiwmCs03t8do6effppHH32UTp06GVid7fi745STk0N6ejpff/01HTt2pEuXLsyaNYv169cTHR1tYMUitk/Znpey/eaU6/mjbM8fZbtI4VO256Vsvzlle/4o2/NH2S5SuJTreSnX80fZnj/K9vxRtufSwHgR8vb2xs7OjsTExDzbExMT8fPzu+Fz/Pz8/rH99f8tyGveyLx58zh+/DhffvklrVu3pm3btsybN4/Y2FiWLFmS79cpDEYfp9OnT9O1a1fatWvHzJkz8/U+f3yP4mLLx+m6DRs20LdvXz744AOeeOKJ/H+4QmLLx2jdunX897//xd7eHnt7e5566imSk5Oxt7dn9uzZBf+wt8GWj1PlypWxt7enbt261m3169cHIC4uLr8fUaTIGP3780+U7b8rCdluy8foOqNzHWz7OCnbf6dsl5LM6N+ff6Js/52yXdmubM9lC8dJ2S62zOjfnX+iXP9dSch1sO3jdJ2yXdl+fdvNXlPZ/jsNjBchR0dHAdhqvwAABpJJREFUWrZsydq1a63bcnJyWLt2LSEhITd8TkhISJ72AKtXr7a2DwwMxM/PL0+blJQUtm/f/reveSPXrl3DbDZjMpms267/nJOTk+/XKQxGHqdTp07RpUsXWrZsyZdffonZnPdXIiQkhI0bN5KZmZnnfYKCgqhQocKtf+hbYMvHCSAsLIw+ffrw7rvv8swzz9zWZ71VtnyMwsPD2bNnj/Xx1ltv4ebmxp49e7j33ntv+7MXhC0fp/bt25OVlcXRo0et2w4fPgxA9erVb/ETixQeZXv+2PK/M//f3t2DVP22ARy/o/SUCRoEZyiKKBwyGopqKFSSCKegpiCxqRAamqKGiDaHtqYmCwokaAiKwqAmqSG0F1FqicDehkByCAK9niHyjz29HC3P+XXz+cCZzj3cXsjvK1x6LErbizyjlIrR9ZSKPSdt/0rb+ddpe2WK/JzRdm3X9q+0HXS9UkV+xhSl6ykVe04paXtK2q7tCxQsqoGBgSiVSnH58uUYGxuLY8eORXNzc7x//z4iIrq7u+P06dOz54eGhmLZsmVx4cKFGB8fj3PnzkVdXV08f/589kxfX180NzfHzZs349mzZ3HgwIHYsGFDfP78efbM69evY2RkJM6fPx+NjY0xMjISIyMjMTU1FRER4+PjUSqVore3N8bGxmJ0dDSOHDkSTU1N8fbt2ypN5z+1mNPExERs2rQpOjs7Y2JiIt69ezf7+mZycjLK5XJ0d3fH6OhoDAwMRENDQ1y6dKlKk5mrqHO6f/9+NDQ0xJkzZ+a8//HjxypN5j9FndH3+vv7o6mpaXGGUIGizml6ejq2bdsWbW1tMTw8HI8fP45du3bFvn37qjQZ+D1tr0xRnzNFantRZ1SkrkcUd07f03Zt59+l7ZUp6nNG27U9QtsjtB2+0fXKFPUZU6SuRxR3Ttqu7d9o+/xZjFfBxYsXY926dVFfXx87d+6MR48ezb7X3t4ePT09c85fv349Wlpaor6+PlpbW+P27dtz3p+ZmYmzZ89GuVyOUqkUnZ2d8eLFizlnenp6IqX0f68HDx7MnhkcHIzdu3dHU1NTrFq1Kvbu3RsPHz78619/pao9p/7+/h/O6PvfF3n69Gns2bMnSqVSrFmzJvr6+v7+Fz8PRZzTz77f2tvbF2UGv1PEGX2v1hGOKO6c3rx5EwcPHozGxsYol8tx9OjRmv1QBz+j7ZUp6nOmSG0v4oyK1vWIYs7pe9qu7fzbtL0yRX3OaLu2a/tX2g5f6XplivqMKVLXI4o5J23X9m+0ff6WREQkAAAAAAAAAMiU/zEOAAAAAAAAQNYsxgEAAAAAAADImsU4AAAAAAAAAFmzGAcAAAAAAAAgaxbjAAAAAAAAAGTNYhwAAAAAAACArFmMAwAAAAAAAJA1i3EAAAAAAAAAsmYxDgAAAAAAAEDWLMYBAAAAAAAAyJrFOPBTX758qfUVAIC/RNcBIC/aDgB50XZYfBbjwKyOjo504sSJdPLkybR69eq0f//+X56fnJxMx48fT+VyOS1fvjxt2bIl3bp1q0q3BQB+RdcBIC/aDgB50XaovmW1vgBQLFeuXEm9vb1paGjol+dmZmZSV1dXmpqaSlevXk0bN25MY2NjaenSpVW6KQDwO7oOAHnRdgDIi7ZDdS2JiKj1JYBi6OjoSJ8+fUrDw8O/PTs4OJi6urrS+Ph4amlpqcLtAID50HUAyIu2A0BetB2qz0epA3Ns3769onNPnjxJa9euFWEAKDBdB4C8aDsA5EXbobosxoE5Vq5cWdG5FStWLPJNAIA/pesAkBdtB4C8aDtUl8U4sCBbt25NExMT6eXLl7W+CgDwh3QdAPKi7QCQF22Hv8NiHFiQ9vb21NbWlg4dOpTu3buXXr16le7cuZPu3r1b66sBAPOk6wCQF20HgLxoO/wdFuPAgt24cSPt2LEjHT58OG3evDmdOnUqTU9P1/paAMAC6DoA5EXbASAv2g5/bklERK0vAQAAAAAAAACLxV+MAwAAAAAAAJA1i3Hgh65du5YaGxt/+Gptba319QCAedB1AMiLtgNAXrQdqsNHqQM/NDU1lT58+PDD9+rq6tL69eurfCMAYKF0HQDyou0AkBdth+qwGAcAAAAAAAAgaz5KHQAAAAAAAICsWYwDAAAAAAAAkDWLcQAAAAAAAACyZjEOAAAAAAAAQNYsxgEAAAAAAADImsU4AAAAAAAAAFmzGAcAAAAAAAAgaxbjAAAAAAAAAGTtf/d7UCAWxYPNAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plot_asymptotic_Ew_constant_risk(v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\"])\n", "plot_asymptotic_Ew_constant_risk(v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\"], r_c_range=[0.0022289477+0.0005, 0.0022289477-0.0005])\n", "plot_asymptotic_Ew_constant_risk(v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\"], r_c_range=[0.0001, 0.0004])\n", "plot_asymptotic_Ew_constant_risk(v_types=[\"constant\", \"linear\", \"quadratic\", \"cubic\"], r_c_range=[1e-9, 1e-8])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With time adjustments\n", "\n", "Given a constant risk $r_c$ and a multiplicative factor $\\alpha$, we explore different value functions $v_i$ and compute the expected value $\\mathbb{E}[w]$ under these.\n", "\n", "##### Constant Value Function\n", "For the constant value function:\n", "$$\n", "\\mathbb{E}(w) = v_c \\frac{(1-r_c)}{r_c}\n", "$$\n", "\n", "##### Linear Value Function\n", "For the linear value function:\n", "$$\n", "\\mathbb{E}(w) = v_c \\left[ \\alpha \\frac{(1-r_c)}{{r_c}^2} + (1-\\alpha) \\frac{(1-r_c)}{r_c} \\right]\n", "$$\n", "\n", "##### Quadratic Value Function\n", "For the quadratic value function:\n", "$$\n", "\\mathbb{E}(w) = v_c \\left[ \\alpha^2 \\frac{(1-r_c)(2-r_c)}{r_c^3} + 2\\alpha(1-\\alpha) \\frac{(1-r_c)}{r_c^2} + (1-\\alpha)^2 \\frac{(1-r_c)}{r_c} \\right]\n", "$$\n", "\n", "##### Cubic Value Function\n", "For the cubic value function:\n", "$$\n", "\\mathbb{E}(w) = v_c \\left[ \\alpha^3 \\frac{(1-r_c)(1+4(1-r_c)+(1-r_c)^2)}{r_c^4} + 3\\alpha^2(1-\\alpha) \\frac{(1-r_c)(2-r_c)}{r_c^3} + 3\\alpha(1-\\alpha)^2 \\frac{(1-r_c)}{r_c^2} + (1-\\alpha)^3 \\frac{(1-r_c)}{r_c} \\right]\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "def Ew_constant_risk_adjusted(v_c=1, r_c=0.0022289477, alpha=0.01, v_type=\"constant\"):\n", " \"\"\"Calculate expected value based on the type of value function.\"\"\"\n", " \n", " if v_type == \"constant\":\n", " return v_c * (1 - r_c) / r_c\n", "\n", " elif v_type == \"linear\":\n", " return v_c * (alpha * (1 - r_c) / r_c**2 + (1 - alpha) * (1 - r_c) / r_c)\n", "\n", " elif v_type == \"quadratic\":\n", " term1 = alpha**2 * (1 - r_c) * (2 - r_c) / r_c**3\n", " term2 = 2 * alpha * (1 - alpha) * (1 - r_c) / r_c**2\n", " term3 = (1 - alpha)**2 * (1 - r_c) / r_c\n", " return v_c * (term1 + term2 + term3)\n", "\n", " elif v_type == \"cubic\":\n", " term1 = alpha**3 * (1 - r_c) * (1 + 4 * (1 - r_c) + (1 - r_c)**2) / r_c**4\n", " term2 = 3 * alpha**2 * (1 - alpha) * (1 - r_c) * (2 - r_c) / r_c**3\n", " term3 = 3 * alpha * (1 - alpha)**2 * (1 - r_c) / r_c**2\n", " term4 = (1 - alpha)**3 * (1 - r_c) / r_c\n", " return v_c * (term1 + term2 + term3 + term4)\n", " \n", " else:\n", " raise ValueError(\"Unsupported value type provided. Choose from: constant, linear, quadratic, cubic.\")" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "v_type E(w) \n", "constant 4.476e+02\n", "linear 2.451e+03\n", "quadratic 2.242e+04\n", "cubic 3.018e+05\n" ] } ], "source": [ "# make a table with all the values of E(w) for each v_type\n", "print(f\"{'v_type':<10} {'E(w)':<10}\") # :<10 means left align with 10 spaces\n", "for v_type in [\"constant\", \"linear\", \"quadratic\", \"cubic\"]:\n", " print(f\"{v_type:<10} {Ew_constant_risk_adjusted(v_type=v_type):.3e}\") # 3 significant figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More cases of long-run behaviour under exponentail decay risk" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def eg_quicker_ew_large_Ts(T, vtype=\"cubic\", rtype=\"exponential_decay\", r_infty=1e-9):\n", "\n", " # Initial setup\n", " step = 1 # what we're recording for our graph\n", " v_constant = generate_value_vector(T+1, v_type=vtype)\n", " r_top = generate_risk_vector(T+1, r_type=rtype, r_infty=r_infty)\n", "\n", " # Initialize variables\n", " Ew = 0\n", " prod_term = 1\n", " Ew_list = []\n", "\n", " # Start the timer\n", " start_time = time.time()\n", "\n", " # Loop through each period, but only store the E(w) every 'step' periods\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v_constant[t-1:t], r_top[t-1:t])\n", " \n", " # If the current period is a multiple of 'step', then store the E(w)\n", " if t % step == 0:\n", " Ew_list.append(Ew)\n", " \n", " # Print the run time up until this point\n", " # elapsed_time = time.time() - start_time\n", " # print(f\"Elapsed time after {t} periods: {elapsed_time:.2f} seconds\")\n", "\n", " # Plot\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(range(step, T + 1, step), Ew_list, color='b')\n", " plt.title(f\"E(w) for Exponential Decay Risk & {vtype} Value\")\n", " # fix title if rtype isnt exponential decay\n", " if rtype != \"exponential_decay\":\n", " plt.title(f\"E(w) for {rtype} Risk & {vtype} Value\")\n", " plt.xlabel(\"Year\")\n", " plt.ylabel(\"E(w)\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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PP120LwYoAi1btszX9N5GDt1x2rVrp5dfflnnzp3TqlWrVKlSJTVt2lSNGzfWqlWr1KVLF61evdphIPvVj1eYH0jHjx9Xenq66tatm+2++vXrKysrSwcOHFDDhg3t+3OaOTA3tWvXvuZMWVdq06aNhgwZomnTpikuLk4PPvjgNR/vanXq1FF6erp9XFJBX9PVP/JsP3ptY3d27twpSdecgCMkJMThtr+/v30M05WPmdNYoPz65ZdfNGbMGK1du1bp6ekO96WkpCg0NLTQj52Ts2fPSpKCg4MlWd+DlJQUVahQIcfjjx07JunyuKG8rgO0f/9+jR49WosWLcr2vlwZBLt06aJKlSppzpw5uuWWW5SVlaXPPvtMd9xxh722vEybNk116tRRSkqKZsyYoZUrV+ZrDNHzzz+vH374QS1btlStWrXUtWtX9evXL8dLCfTo0UPh4eFaunSpwxjG3Lz00kuqXbu2hg4dKklKTk7WqFGjFBoaav9/7q+//tK9996b6+Ps3r073yEyvypXrpxt4pc6depIsnZ1vPnmm7OdY/vDQH6uAZWTbt26qWzZspo7d679+kufffaZGjdu7PB9/fbbbzVu3DglJSU5TKJR2JB4tYJ+3wHkj0cHp7S0NDVu3FgPPvhgrv3yryUzM1MBAQF64okn9NVXX+V4TGBgoIYNG6ZGjRopMDBQq1ev1uDBgxUYGKhHHnnkel8CUKLKlSsnSTn+eG7btq0uXryotWvXatWqVfa/MLdr106rVq3Stm3bdPz48Rz/8mx7vPLlyxdj9Zdd+dfeopSRkWEfoL57926lp6erdOnSxfJcV7tWC5otlGZlZUmyjnuoWLFituOungGvIC1y+bF7927dcsstqlevniZNmqSIiAj5+vrqu+++09tvv22vryjZxozZptPPyspShQoVchxvJClbUMxNZmamunTpolOnTun5559XvXr1FBgYqEOHDumBBx5weD3e3t7q16+fpk+frvfee0+//PKLDh8+XKCZGq/8o0bPnj3Vtm1b9evXT9u3b8815NSvX1/bt2/Xt99+qyVLluirr77Se++9p9GjR9unkre5++679cknn2jOnDkOLTW5WbNmjXr16mW//dJLLyk5OVkJCQkKDg5WpUqVdOjQIYfWlsK6VqiwTVjiDEqVKqXevXtr+vTpSk5O1v79+7Vz50698cYb9mNWrVql22+/Xe3bt9d7772nSpUqqVSpUpo5c2aek3bk9z0o6PcdQP549DenW7duuV5PISMjQy+++KI+++wznT59WlFRUZowYYJ9xqLAwED74OhffvnFYUYxm+joaIdrvURGRurrr7/WqlWrCE5wOdWqVVNAQID27NmT7b6WLVvK19dXq1at0qpVq/Tss89Kktq3b6/p06dr+fLl9ttXsz1e/fr1C1xTWFiYSpcure3bt2e7b9u2bfLy8lJERESBH7cwxowZo61bt+qtt97S888/rxEjRuidd97Jdpztr8FX2rFjh0qXLm3/8V7Ur6lmzZqSpAoVKuSr9Sw/CvLX8W+++UYZGRlatGiRQ+tYcXUZOnv2rBYsWKCIiAj756pmzZr64Ycf1KZNm1zDs+292rx5s8M1zK60adMm7dixQ5988onDZBDLli3L8fgBAwZo4sSJ+uabb/T9998rLCxMcXFxhXpt3t7eGj9+vDp16qSpU6fmOcFJYGCg+vTpoz59+ujChQu666679Oqrr2rkyJEOXRHffPNN+fj46LHHHlNwcLD69euXZy0Wi0UHDhxw2DdlyhQdO3ZMgwcPVtWqVdWzZ888r3lWs2ZNh8lRcmJrRb36/1pbd9SrHT58ONvlBnbs2CFJDjNyXsnWNTavWnLTv39/ffDBB5o/f7727Nkji8Wivn372u//6quv5O/vr6VLlzq0Gs6cOTPPx77yPbiyy/PV70FxfN8BMKteroYNG6a1a9dq3rx5+vPPP9WrVy/961//yvFHT35t3LhRa9asUYcOHYqwUqBklCpVSs2bN9f69euz3efv768WLVros88+0/79+x1anM6dO6d33nlHNWvWVKVKlbKdm5iYqNDQUIeuLPnl7e2trl276r///a/DTFHJycmaO3eu2rZtWyLdUn777Te99dZbeuqpp/TMM8/o2Wef1dSpU/Xzzz9nO3bt2rUOYxkOHDig//73v+ratau8vb2L5TXFxcUpJCREr732msPscTY5TV2eF1trWk5/NLqarQXrym6eKSkp+fqxWFDnzp3T/fffr1OnTunFF1+0B7zevXsrMzNT//73v7Odc+nSJfvr6Nq1q4KDgzV+/HidP3/e4Thb/Tm9HsMwNGXKlBxratSokRo1aqSPP/5YX331le69997r+qt/x44d1bJlS02ePDlbjVe6clZMyTrOp0GDBjIMI9vnwGKx6KOPPtI999yj+Ph4LVq0KM86YmNjtXz5cofPuZeXlz7++GOVK1dO+/fvz1cX+Lvvvlt//PGHFixYkO0+23tsCwNXTt2fmZlpn+nxapcuXdKHH35ov33hwgV9+OGHCgsLcxhjeKWwsDC1b99eM2bM0P79+3OsIy9t2rRRZGSkPv30U82fP18dOnRwGIvm7e0ti8Xi0Eq0d+/ebF39c5LTe5CWlpbtguTF8X0H4OEtTrnZv3+/Zs6cqf3796ty5cqSpOHDh2vJkiWaOXOmXnvttQI9XtWqVXX8+HFdunRJL7/8sh5++OHiKBu4Lt9//722bduWbX/r1q3tf4m944479OKLLyo1NTXbj/d27drp9ddfV2hoqG666SZJ1r941q1bV9u3b7f3+b/asmXL1KNHj0L37x83bpyWLVumtm3b6rHHHpOPj48+/PBDZWRkOHSRKawNGzbo008/zba/Zs2aatWqlc6fP6/4+HjVrl1br776qiTrtY2++eYbDRw4UJs2bXL4q3dUVJTi4uL0xBNPyM/PT++99579nOJ6TSEhIXr//fd1//33q2nTprr33nsVFham/fv3a/HixWrTpo2mTp1aoMcMCAhQgwYNNH/+fNWpU0dly5ZVVFRUjuNDunbtKl9fX/Xo0UODBw/W2bNnNX36dFWoUEFHjhwp8OuxOXTokP3f5uzZs9qyZYu++OILHT16VM8884xDl7MOHTpo8ODBGj9+vJKSktS1a1eVKlVKO3fu1BdffKEpU6bonnvuUUhIiN5++209/PDDatGihfr166cbbrhBf/zxh9LT0/XJJ5+oXr16qlmzpoYPH65Dhw4pJCREX331Va5jwAYMGKDhw4dLUpFcUPnZZ59Vr169NGvWrGwTedh07dpVFStWVJs2bRQeHq6tW7dq6tSp6t69e47jq7y8vPTpp5+qZ8+e6t27t7777rtcL0z9+uuv6+eff1bXrl310EMPKTo6WseOHdMnn3yizMxMRUVF6fHHH1d0dLQaNWqU62v58ssv1atXLz344INq1qyZTp06pUWLFumDDz6wjxG6+eabNXLkSJ06dUply5bVvHnz7JcFuFrlypU1YcIE7d27V3Xq1NH8+fOVlJSkjz76KNeL0L7zzjtq27atmjZtqkceeUQ1atTQ3r17tXjxYiUlJV3zPBuLxaJ+/frZfye88sorDvd3795dkyZN0r/+9S/169dPx44d07Rp01SrVi39+eefuT52165dVa1aNT300EN69tln5e3trRkzZti/yzbF8X0HIKYjt5FkLFiwwH7722+/NSQZgYGBDouPj4/Ru3fvbOfHx8cbd9xxxzUf/++//zb+/PNP46OPPjLKli1rzJ07txheBVA4uU1Hrqum6k1OTjZ8fHyM2bNnZ3ucxYsXG5KMbt26Oex/+OGHDUnGf/7zn2znbN261T7dcl6uNR25YVind46LizOCgoKM0qVLG506dTLWrFmT4+tct25dns915fNda7FNE2yb+vu3335zOH/9+vWGj4+PMWTIEPs+ScbQoUONTz/91Khdu7bh5+dnREdHO0ylXBSvKacpmm374+LijNDQUMPf39+oWbOm8cADDzhMjx4fH28EBgZmqyenqZDXrFljNGvWzPD19XWYmjynYxctWmQ0atTI8Pf3NyIjI40JEyYYM2bMyDbFdEGmI7f9W1gsFiMkJMRo2LChMWjQoGz/Flf66KOPjGbNmhkBAQFGcHCwcdNNNxnPPfeccfjw4Wz1tm7d2ggICDBCQkKMli1bGp999pn9/i1bthixsbFGUFCQUb58eWPQoEHGH3/8cc1pxo8cOWJ4e3sbderUyfO12eT2mc3MzDRq1qxp1KxZ0z69/tXv3Ycffmi0b9/eKFeunOHn52fUrFnTePbZZx2my75yOnKb9PR0o0OHDkZQUJDx66+/5lrj3r17jfj4eCM8PNwoVaqUUa1aNWPo0KHGwYMHjQMHDhgVKlQwqlatahw6dCjXxzl58qQxbNgwo0qVKoavr69RtWpVIz4+3jhx4oT9mN27dxuxsbGGn5+fER4ebrzwwgvGsmXLcpyOvGHDhsb69euNVq1aGf7+/kb16tWNqVOnOjxnTtORG4ZhbN682bjzzjuNMmXKGP7+/kbdunWNUaNG5Vr/lf766y/75RyuvvyCYRjGf/7zH/v3v169esbMmTNz/M5cPR25YRhGYmKiERMTY/j6+hrVqlUzJk2alOtU7Xl93wHkn8UwCnm1OjdjsVgcZtWbP3+++vfvr7/++ivbIOmgoKBsgy0feOABnT59Ol9N7ePGjdPs2bNzHL8AuIKHHnpIO3bscLi4bWE99dRTWrlypRITE4tsRilnZrFYNHToUP7a64FOnDihSpUqafTo0Ro1apTZ5QAACoiuetcQHR2tzMxMHTt2LM/rTxRUVlaWw/SjgKsZM2aM6tSpo19++SXHaY3z6+TJk/r444/1+eefe0RogmebNWuWMjMzdf/995tdCgCgEDw6OJ09e1a7du2y396zZ4+SkpJUtmxZ1alTR/3797fPhBQdHa3jx49r+fLlatSokbp37y5J2rJliy5cuKBTp07pzJkz9v7PTZo0kWS99ka1atVUr149SdYBnW+99ZaeeOKJEn2tQFGqVq1argPS86tcuXL2a+0A7urHH3/Uli1b9Oqrr6pnz57XnNENAODcPDo4rV+/Xp06dbLfTkhIkCTFx8dr1qxZmjlzpsaNG6dnnnlGhw4dUvny5XXzzTfrtttus59z6623OkwDapty1bji2ikjR47Unj175OPjo5o1a2rChAn5vkYGAMC1vfLKK1qzZo3atGmjd9991+xyAACFxBgnAAAAAMgD13ECAAAAgDwQnAAAAAAgDx43xikrK0uHDx9WcHAws3gBAAAAHswwDJ05c0aVK1eWl1fubUoeF5wOHz6siIgIs8sAAAAA4CQOHDigqlWr5nqMxwWn4OBgSdY3JyQkxORqAAAAAJglNTVVERER9oyQG48LTrbueSEhIQQnAAAAAPkawsPkEAAAAACQB4ITAAAAAOSB4AQAAAAAeSA4AQAAAEAeCE4AAAAAkAeCEwAAAADkgeAEAAAAAHkgOAEAAABAHghOAAAAAJAHghMAAAAA5IHgBAAAAAB5IDgBAAAAQB4ITgAAAACQB4ITAAAAAOSB4AQAAAAAeSA4AQAAAEAefMwuAIDnMQwpM1O6dCn3JSvLuhiGdbFt57avIMfnVNe16i3svuI6tiieCwAAM916q+Tvb3YV+UdwAiDJ+uM6LU06dUpKTZXOnLGuc9pOT5fOn3dczp3Lvu/8eenixZxDEQAA8GxHjkgVK5pdRf4RnAA3d/GidOiQdOCAdTl4UDp8WDpxQjp+3LrYts+fN7taqVQpycdH8va2LhaLdfHyKtg6v8dcLad919pfHOcX13MBAOBsSpUyu4KCITgBbuDCBWnXLmnHDmn7duuyY4f099/S0aMF66rl6yuFhFxegoOzrwMDrU3rtiUgIOfbfn7Wx/Pxyd/ixahLAADgpAhOgItJT5c2brQuGzZYl7/+yr37m6+vVLWqFBFhXSpXlipUkMqXl8LCLi/ly1tDES0WAAAAjghOgJNLSZF++UVaudK6rFuXc0gKDpbq1pXq1Lm8rlXLGpTCwmjNAQAAuB4EJ8AJbd8uffut9M030urV1hnorlSpktSsmdS0qXWJjrYGJFqKAAAAigfBCXASu3ZJc+ZIc+daxyddqWZNqUMHqX1767p6dUISAABASSI4ASZKS5M+/VSaOVP67bfL+0uVkjp2lHr0kLp3l2680bQSAQAAIIITYIrdu6Vp06QZM6xjmCTrGKQuXaT77pNuv906gx0AAACcg6nDxVeuXKkePXqocuXKslgsWrhwYa7Hf/311+rSpYvCwsIUEhKiVq1aaenSpSVTLFAEtm6V+vWTateW3n7bGppq1ZImTrRea2nJEmtwIjQBAAA4F1ODU1pamho3bqxp06bl6/iVK1eqS5cu+u6775SYmKhOnTqpR48e2rhxYzFXClyfnTulvn2lhg2lzz6zXlepWzfpu++sE0EkJLjWlbMBAAA8jcUwCnJpzOJjsVi0YMEC9ezZs0DnNWzYUH369NHo0aPzdXxqaqpCQ0OVkpKiEP6sj2KWkiL9+9/SO+9IFy9a9915pzR6tNSkiamlAQAAeLyCZAOXHuOUlZWlM2fOqGzZstc8JiMjQxkZGfbbqampJVEaPJxhWCd9eOYZ6fhx675u3aTx46XGjc2tDQAAAAXn0pfEfOutt3T27Fn17t37mseMHz9eoaGh9iUiIqIEK4QnOnRIuu02acAAa2iqW1davNjaLY/QBAAA4JpcNjjNnTtXY8eO1eeff64KFSpc87iRI0cqJSXFvhw4cKAEq4SnmTvXOo7pu+8kX1/p1VelTZukW281uzIAAABcD5fsqjdv3jw9/PDD+uKLLxQbG5vrsX5+fvLz8yuhyuCpzp2TnnpK+ugj6+2WLa1TjTdsaGpZAAAAKCIuF5w+++wzPfjgg5o3b566d+9udjmA/v5buvtuKSlJslikl16yTv7g43LfLgAAAFyLqT/tzp49q127dtlv79mzR0lJSSpbtqyqVaumkSNH6tChQ/q///s/SdbuefHx8ZoyZYpiYmJ09OhRSVJAQIBCQ0NNeQ3wbGvWSHfcIZ04IYWFWSeE6NrV7KoAAABQ1Ewd47R+/XpFR0crOjpakpSQkKDo6Gj71OJHjhzR/v377cd/9NFHunTpkoYOHapKlSrZlyeffNKU+uHZ5s+XOne2hqamTaUNGwhNAAAA7sppruNUUriOE4rCtGnSsGHW7dtvt04KERhobk0AAAAomIJkA5edVQ8wy6RJl0PTE09IX39NaAIAAHB3BCegAMaPt17UVpJefFGaPFny9ja1JAAAAJQA5v0C8umdd6QXXrBu//vf1tnzAAAA4BlocQLyYe5cyTYHydixhCYAAABPQ3AC8rBkiRQfb91+4glp1Chz6wEAAEDJIzgBudi6VerdW7p0SerfX3r7betFbgEAAOBZCE7ANZw6ZZ1q/MwZqUMHacYMyYtvDAAAgEfiZyCQg0uXpD59pF27pMhI6YsvJF9fs6sCAACAWQhOQA7GjJF++MF6fab//lcKCzO7IgAAAJiJ4ARc5YcfrNdrkqzd8xo1MrceAAAAmI/gBFwhOVm6/37JMKRHHrFODAEAAAAQnID/zzCkBx6Qjh6VoqKkyZPNrggAAADOguAE/H//+Y/1mk3+/tK8eVJAgNkVAQAAwFkQnABJBw9Kzzxj3R43TmrY0Nx6AAAA4FwITvB4tvFMqanSzTdLTz1ldkUAAABwNgQneLzZs6Xvv5f8/Kyz6Hl7m10RAAAAnA3BCR7t9Gnp2Wet22PGSPXrm1oOAAAAnBTBCR5tzBjp2DGpXr3LY5wAAACAqxGc4LH+/FOaOtW6/c47kq+vufUAAADAeRGc4JEMQ3r8cSkrS7r7bqlLF7MrAgAAgDMjOMEjLVworVxpvVbTpElmVwMAAABnR3CCx7l0SXrhBev2M89I1aqZWw8AAACcH8EJHmfWLGnbNqlcucsz6gEAAAC5ITjBo6SnW2fSk6SXXpJCQsytBwAAAK6B4ASP8u670uHDUvXq0pAhZlcDAAAAV0Fwgsc4e1Z6803r9tixkp+fufUAAADAdRCc4DE+/FA6eVKqWVPq39/sagAAAOBKCE7wCOfOXW5teuEFycfH3HoAAADgWghO8AgffywlJ1unHr//frOrAQAAgKshOMHtZWRIEyZYt0eMkEqVMrceAAAAuB6CE9ze3LnSoUNS5crSwIFmVwMAAABXRHCCWzMM6e23rdtPPin5+5tbDwAAAFwTwQlu7ccfpU2bpNKlpUGDzK4GAAAArorgBLdma20aOFC64QZzawEAAIDrIjjBbW3fLi1eLFks1m56AAAAQGERnOC2pkyxrm+7Tapd29xaAAAA4NoITnBLqanS//2fdfupp0wtBQAAAG6A4AS3NHeulJYm1asndepkdjUAAABwdQQnuB3DkD780Lr9yCPWMU4AAADA9SA4we2sXy8lJUl+ftKAAWZXAwAAAHdAcILbsbU23XOPVK6cubUAAADAPRCc4FZSUqTPPrNuDx5sbi0AAABwHwQnuJXPPpPS06X69aW2bc2uBgAAAO6C4AS38skn1vVDDzEpBAAAAIoOwQluY+dO6ddfJS8vqX9/s6sBAACAOyE4wW3Mnm1dx8VJFSuaWwsAAADcC8EJbiEr63Jwuv9+c2sBAACA+yE4wS388ou0d68UHCzdcYfZ1QAAAMDdEJzgFmytTffcI5UubW4tAAAAcD8EJ7i88+elzz+3bg8YYG4tAAAAcE8EJ7i8pUutF76tWlVq397sagAAAOCOCE5weV98YV336mWdihwAAAAoavzMhEs7f15atMi63auXubUAAADAfRGc4NKWLpXOnLF204uJMbsaAAAAuCuCE1yabVIIuukBAACgOPFTEy7r3Dm66QEAAKBkEJzgspYulc6epZseAAAAip+pwWnlypXq0aOHKleuLIvFooULF+Z5zooVK9S0aVP5+fmpVq1amjVrVrHXCefEbHoAAAAoKab+3ExLS1Pjxo01bdq0fB2/Z88ede/eXZ06dVJSUpKeeuopPfzww1q6dGkxVwpnc+GCtHixdfvuu82tBQAAAO7Px8wn79atm7p165bv4z/44APVqFFDEydOlCTVr19fq1ev1ttvv624uLjiKhNOaNUq60VvK1SQbr7Z7GoAAADg7lyqg9PatWsVGxvrsC8uLk5r16695jkZGRlKTU11WOD6bJNC3Hab5O1tbi0AAABwfy4VnI4eParw8HCHfeHh4UpNTdW5c+dyPGf8+PEKDQ21LxERESVRKoqRYVwOTrffbm4tAAAA8AwuFZwKY+TIkUpJSbEvBw4cMLskXKfNm6W9eyV/f+mqBkgAAACgWJg6xqmgKlasqOTkZId9ycnJCgkJUUBAQI7n+Pn5yc/PryTKQwmxtTbFxkqBgebWAgAAAM/gUi1OrVq10vLlyx32LVu2TK1atTKpIpiBbnoAAAAoaaYGp7NnzyopKUlJSUmSrNONJyUlaf/+/ZKs3ewGDBhgP/7RRx/V33//reeee07btm3Te++9p88//1xPP/20GeXDBEeOSL//bt2+7TZzawEAAIDnMDU4rV+/XtHR0YqOjpYkJSQkKDo6WqNHj5YkHTlyxB6iJKlGjRpavHixli1bpsaNG2vixIn6+OOPmYrcg3z7rXXdsqVUqZK5tQAAAMBzmDrGqWPHjjIM45r3z5o1K8dzNm7cWIxVwZl9/711TWsTAAAASpJLjXGCZ7t4UbINcfvXv8ytBQAAAJ6F4ASX8euvUmqqVK6c1LSp2dUAAADAkxCc4DKWLrWuu3aVvL3NrQUAAACeheAEl7FkiXVNNz0AAACUNIITXMKxY1JionW7a1dzawEAAIDnITjBJSxbZl03aSJVrGhqKQAAAPBABCe4BNv4Ji7ZBQAAADMQnOD0srIuByfGNwEAAMAMBCc4vT/+sI5xCgqSWrc2uxoAAAB4IoITnN6PP1rXHTpIvr7m1gIAAADPRHCC07MFp86dza0DAAAAnovgBKd28aK0cqV1m+AEAAAAsxCc4NQSE6WzZ6WyZaVGjcyuBgAAAJ6K4ASnZuum17Gj5MWnFQAAACbhpyicGuObAAAA4AwITnBaGRnSL79Ytzt1MrcWAAAAeDaCE5zWr79K589L4eFS/fpmVwMAAABPRnCC07qym57FYm4tAAAA8GwEJzitn36yrummBwAAALMRnOCU0tOtXfUkJoYAAACA+QhOcEq//Wa9+G2VKtKNN5pdDQAAADwdwQlOafVq67pdO8Y3AQAAwHwEJzilVaus67Ztza0DAAAAkAhOcEKXLklr11q3CU4AAABwBgQnOJ0//5TOnpVCQ6WoKLOrAQAAAAhOcEK2bnqtW0ve3ubWAgAAAEgEJzihKyeGAAAAAJwBwQlOxTCYGAIAAADOh+AEp7J7t5ScLPn6Si1amF0NAAAAYEVwglOxddNr0ULy9ze3FgAAAMCG4ASnYuumx/gmAAAAOBOCE5yKrcWJ8U0AAABwJgQnOI0TJ6QdO6zbrVqZWwsAAABwJYITnMbvv1vXdetKZcuaWwsAAABwJYITnMavv1rXN99sbh0AAADA1QhOcBoEJwAAADgrghOcQlaW9Ntv1m2CEwAAAJwNwQlOYds2KTVVKl1aiooyuxoAAADAEcEJTsHW2tS8ueTjY24tAAAAwNUITnAKjG8CAACAMyM4wSkQnAAAAODMCE4w3Zkz0ubN1u2YGHNrAQAAAHJCcILp1q+3zqpXrZpUubLZ1QAAAADZEZxgOtvEELQ2AQAAwFkRnGA6xjcBAADA2RGcYCrDIDgBAADA+RGcYKpDh6TkZMnbW4qONrsaAAAAIGcEJ5hq/XrrOipKCggwtxYAAADgWghOMJUtODVrZm4dAAAAQG4ITjBVYqJ13by5uXUAAAAAuSE4wTSGcbnFieAEAAAAZ0Zwgmn275dOnJB8fKSbbjK7GgAAAODaCE4wja2b3k03Sf7+5tYCAAAA5IbgBNMwMQQAAABcBcEJpmF8EwAAAFwFwQmmMAxm1AMAAIDrIDjBFHv3SqdOSaVKWS9+CwAAADgz04PTtGnTFBkZKX9/f8XExOj333/P9fjJkyerbt26CggIUEREhJ5++mmdP3++hKpFUbF102vUSPLzM7cWAAAAIC+mBqf58+crISFBY8aM0YYNG9S4cWPFxcXp2LFjOR4/d+5cjRgxQmPGjNHWrVv1n//8R/Pnz9cLL7xQwpXjejG+CQAAAK7E1OA0adIkDRo0SAMHDlSDBg30wQcfqHTp0poxY0aOx69Zs0Zt2rRRv379FBkZqa5du6pv3755tlLB+djGNzGjHgAAAFyBacHpwoULSkxMVGxs7OVivLwUGxurtWvX5nhO69atlZiYaA9Kf//9t7777jvdeuut13yejIwMpaamOiwwl2HQ4gQAAADX4mPWE584cUKZmZkKDw932B8eHq5t27bleE6/fv104sQJtW3bVoZh6NKlS3r00Udz7ao3fvx4jR07tkhrx/XZs0dKSZF8faWGDc2uBgAAAMib6ZNDFMSKFSv02muv6b333tOGDRv09ddfa/Hixfr3v/99zXNGjhyplJQU+3LgwIESrBg5SUqyrqOirOEJAAAAcHamtTiVL19e3t7eSk5OdtifnJysihUr5njOqFGjdP/99+vhhx+WJN10001KS0vTI488ohdffFFeXtlzoJ+fn/yYts2p2IJTkyZmVgEAAADkn2ktTr6+vmrWrJmWL19u35eVlaXly5erVatWOZ6Tnp6eLRx5e3tLkgzDKL5iUaQITgAAAHA1prU4SVJCQoLi4+PVvHlztWzZUpMnT1ZaWpoGDhwoSRowYICqVKmi8ePHS5J69OihSZMmKTo6WjExMdq1a5dGjRqlHj162AMUnB/BCQAAAK7G1ODUp08fHT9+XKNHj9bRo0fVpEkTLVmyxD5hxP79+x1amF566SVZLBa99NJLOnTokMLCwtSjRw+9+uqrZr0EFNDJk5JtmFmjRubWAgAAAOSXxfCwPm6pqakKDQ1VSkqKQkJCzC7H4/z4o3TLLdKNN0q7d5tdDQAAADxZQbKBS82qB9dHNz0AAAC4IoITShTBCQAAAK6I4IQSRXACAACAKyI4ocScPy9t3WrdJjgBAADAlRCcUGK2bJEuXZLKlpWqVjW7GgAAACD/CE4oMVd207NYzKwEAAAAKBiCE0oM45sAAADgqghOKDF//GFdE5wAAADgaghOKBGGQYsTAAAAXBfBCSVi714pNVXy9ZXq1TO7GgAAAKBgCE4oEbbWpqgoqVQpU0sBAAAACozghBLx55/WdePG5tYBAAAAFAbBCSVi0ybr+qabzK0DAAAAKAyCE0oEwQkAAACujOCEYnfunLRrl3U7KsrcWgAAAIDCIDih2G3ZImVlSeXLS+HhZlcDAAAAFBzBCcVu82br+qabJIvF3FoAAACAwiA4odgxvgkAAACujuCEYmcLToxvAgAAgKsiOKHY0eIEAAAAV0dwQrE6eVI6csS63bChubUAAAAAhUVwQrGyTQxRo4YUHGxuLQAAAEBhEZxQrBjfBAAAAHdAcEKxYnwTAAAA3AHBCcWK4AQAAAB3QHBCsTEMx4vfAgAAAK6K4IRis2+fdOaMVKqUVKeO2dUAAAAAhUdwQrGxtTbVq2cNTwAAAICrIjih2DC+CQAAAO6C4IRiQ3ACAACAuyA4odhwDScAAAC4C4ITisXFi9L27dZtWpwAAADg6ghOKBa7d1vDU1CQVK2a2dUAAAAA14fghGKxZYt1Xb++ZLGYWwsAAABwvQhOKBa24NSggbl1AAAAAEWB4IRiQXACAACAOyE4oVgQnAAAAOBOCE4ocpmZ0rZt1m2CEwAAANwBwQlF7u+/pYwMKSBAql7d7GoAAACA60dwQpGzddOrV0/y9ja3FgAAAKAoEJxQ5BjfBAAAAHdDcEKRIzgBAADA3RCcUOQITgAAAHA3BCcUqawsaetW6zbBCQAAAO7CpzAnnT59WgsWLNCqVau0b98+paenKywsTNHR0YqLi1Pr1q2Luk64iH37pHPnJF9f6cYbza4GAAAAKBoFanE6fPiwHn74YVWqVEnjxo3TuXPn1KRJE91yyy2qWrWqfvrpJ3Xp0kUNGjTQ/Pnzi6tmODFbN726dSWfQsVyAAAAwPkU6KdtdHS04uPjlZiYqAbX6Id17tw5LVy4UJMnT9aBAwc0fPjwIikUroHxTQAAAHBHBQpOW7ZsUbly5XI9JiAgQH379lXfvn118uTJ6yoOrofgBAAAAHdUoK56eYWm6z0ero/gBAAAAHdU6FEo1apVU8eOHdWhQwd17NhRNWvWLMq64IIMg+AEAAAA91To6chfe+01+fv7a8KECapdu7YiIiJ03333afr06dq5c2dR1ggXcfCgdPasdVKIWrXMrgYAAAAoOoVucbrvvvt03333SZKOHDmin3/+Wd9++60ee+wxZWVlKTMzs8iKhGuwtTbVrm2djhwAAABwF9c1YXR6erpWr16tFStW6KefftLGjRsVFRWljh07FlF5cCV00wMAAIC7KnRwat26tTZu3Kj69eurY8eOGjFihNq3b68bbrihKOuDCyE4AQAAwF0VeozTtm3bFBgYqHr16qlevXqqX78+ocnDEZwAAADgrgodnE6ePKkff/xRN998s5YuXao2bdqoSpUq6tevn6ZPn16UNcIFXDmjXv365tYCAAAAFDWLYRjG9T6IYRhKTEzU1KlTNWfOHKeeHCI1NVWhoaFKSUlRSEiI2eW4jeRkqWJFyWKR0tKkgACzKwIAAAByV5BsUOgWpw0bNmjSpEm6/fbbVa5cObVq1Up//vmnHn/8cX399df5fpxp06YpMjJS/v7+iomJ0e+//57r8adPn9bQoUNVqVIl+fn5qU6dOvruu+8K+zJQRLZvt66rVyc0AQAAwP0UenKIli1bKjo6Wh06dNCgQYPUvn17hYaGFugx5s+fr4SEBH3wwQeKiYnR5MmTFRcXp+3bt6tChQrZjr9w4YK6dOmiChUq6Msvv1SVKlW0b98+lSlTprAvA0XEFpzq1jW3DgAAAKA4FDo4nTp16rq7uk2aNEmDBg3SwIEDJUkffPCBFi9erBkzZmjEiBHZjp8xY4ZOnTqlNWvWqFSpUpKkyMjI66oBRYPgBAAAAHdWoK56Vw6Hut7QdOHCBSUmJio2NvZyMV5eio2N1dq1a3M8Z9GiRWrVqpWGDh2q8PBwRUVF6bXXXst1PFVGRoZSU1MdFhQ9ghMAAADcWYGCU8OGDTVv3jxduHAh1+N27typIUOG6PXXX7/mMSdOnFBmZqbCw8Md9oeHh+vo0aM5nvP333/ryy+/VGZmpr777juNGjVKEydO1Lhx4675POPHj1doaKh9iYiIyLV2FA7BCQAAAO6sQF313n33XT3//PN67LHH1KVLFzVv3lyVK1eWv7+//vnnH23ZskWrV6/WX3/9pWHDhmnIkCFFWmxWVpYqVKigjz76SN7e3mrWrJkOHTqkN998U2PGjMnxnJEjRyohIcF+OzU1lfBUxC5ckP7+27pNcAIAAIA7KlBwuuWWW7R+/XqtXr1a8+fP15w5c7Rv3z6dO3dO5cuXV3R0tAYMGKD+/fvneTHc8uXLy9vbW8nJyQ77k5OTVbFixRzPqVSpkkqVKiVvb2/7vvr16+vo0aO6cOGCfH19s53j5+cnPz+/grxMFNDff0uZmVJgoFSlitnVAAAAAEWvUJNDtG3bVm3btr2uJ/b19VWzZs20fPly9ezZU5K1RWn58uUaNmxYjue0adNGc+fOVVZWlry8rL0Md+zYoUqVKuUYmlAybN306tSxXscJAAAAcDcFvo7TrbfeqpSUFPvt119/XadPn7bfPnnypBo0aJCvx0pISND06dP1ySefaOvWrRoyZIjS0tLss+wNGDBAI0eOtB8/ZMgQnTp1Sk8++aR27NihxYsX67XXXtPQoUML+jJQhBjfBAAAAHdX4BanpUuXKiMjw377tddeU+/eve3XUrp06ZK2235J56FPnz46fvy4Ro8eraNHj6pJkyZasmSJfcKI/fv321uWJCkiIkJLly7V008/rUaNGqlKlSp68skn9fzzzxf0ZaAIEZwAAADg7gocnK6ckjyn2wU1bNiwa3bNW7FiRbZ9rVq10q+//npdz4miRXACAACAuytwVz3gagQnAAAAuLsCByeLxSLLVTMAXH0bnuPUKenECet2nTrm1gIAAAAUl0J11XvggQfsU3yfP39ejz76qAIDAyXJYfwT3J+ttalKFSkoyNxaAAAAgOJS4OAUHx/vcPu+++7LdsyAAQMKXxFcCt30AAAA4AkKHJxmzpxZHHXARRGcAAAA4AmYHALXheAEAAAAT0BwwnUhOAEAAMATEJxQaJmZ0q5d1m2CEwAAANwZwQmFtnevdOGC5OcnVatmdjUAAABA8SE4odBs3fRq15a8vc2tBQAAAChOBCcUGuObAAAA4CkITig0ghMAAAA8BcEJhUZwAgAAgKcgOKHQCE4AAADwFAQnFEpqqnTkiHWb4AQAAAB3R3BCoezcaV1XqCCVKWNqKQAAAECxIzihUOimBwAAAE9CcEKhEJwAAADgSQhOKBSCEwAAADwJwQmFQnACAACAJyE4ocCysqQdO6zbBCcAAAB4AoITCuzQISk9XfLxkWrUMLsaAAAAoPgRnFBgtm56NWtKpUqZWwsAAABQEghOKDDGNwEAAMDTEJxQYAQnAAAAeBqCEwqM4AQAAABPQ3BCgRGcAAAA4GkITiiQc+ek/fut2wQnAAAAeAqCEwpk507JMKQbbpDKlze7GgAAAKBkEJxQIFd207NYzK0FAAAAKCkEJxQI45sAAADgiQhOKBCCEwAAADwRwQkFQnACAACAJyI4Id8Mg+AEAAAAz0RwQr4lJ0upqZKXl1SrltnVAAAAACWH4IR8s7U2RUZKfn6mlgIAAACUKIIT8o1uegAAAPBUBCfkG8EJAAAAnorghHwjOAEAAMBTEZyQbwQnAAAAeCqCE/LlwgVpzx7rNsEJAAAAnobghHzZvVvKzJSCgqRKlcyuBgAAAChZBCfky5Xd9CwWc2sBAAAAShrBCfnC+CYAAAB4MoIT8oXgBAAAAE9GcEK+EJwAAADgyQhOyBeCEwAAADwZwQl5OnnSukhS7drm1gIAAACYgeCEPNlamyIipMBAc2sBAAAAzEBwQp7opgcAAABPR3BCnghOAAAA8HQEJ+SJ4AQAAABPR3BCnghOAAAA8HQEJ+Tq0iVp1y7rNsEJAAAAnorghFzt3StdvCgFBFhn1QMAAAA8EcEJubJ106tdW/Li0wIAAAAPxU9h5IrxTQAAAICTBKdp06YpMjJS/v7+iomJ0e+//56v8+bNmyeLxaKePXsWb4EejOAEAAAAOEFwmj9/vhISEjRmzBht2LBBjRs3VlxcnI4dO5breXv37tXw4cPVrl27EqrUMxGcAAAAACcITpMmTdKgQYM0cOBANWjQQB988IFKly6tGTNmXPOczMxM9e/fX2PHjtWNN95YgtV6HoITAAAAYHJwunDhghITExUbG2vf5+XlpdjYWK1du/aa573yyiuqUKGCHnrooTyfIyMjQ6mpqQ4L8ic1VTp61LpNcAIAAIAnMzU4nThxQpmZmQoPD3fYHx4erqO2X+xXWb16tf7zn/9o+vTp+XqO8ePHKzQ01L5EMKd2vtlamypWlEJCzK0FAAAAMJPpXfUK4syZM7r//vs1ffp0lS9fPl/njBw5UikpKfblwIEDxVyl+6CbHgAAAGDlY+aTly9fXt7e3kpOTnbYn5ycrIoVK2Y7fvfu3dq7d6969Ohh35eVlSVJ8vHx0fbt21WzZk2Hc/z8/OTn51cM1bs/ghMAAABgZWqLk6+vr5o1a6bly5fb92VlZWn58uVq1apVtuPr1aunTZs2KSkpyb7cfvvt6tSpk5KSkuiGV8QITgAAAICVqS1OkpSQkKD4+Hg1b95cLVu21OTJk5WWlqaBAwdKkgYMGKAqVapo/Pjx8vf3V1RUlMP5ZcqUkaRs+3H9CE4AAACAlenBqU+fPjp+/LhGjx6to0ePqkmTJlqyZIl9woj9+/fLy8ulhmK5hawsaedO6zbBCQAAAJ7OYhiGYXYRJSk1NVWhoaFKSUlRCFPFXdO+fVJkpFSqlJSeLvmYHrEBAACAolWQbEBTDnJk66ZXqxahCQAAACA4IUeMbwIAAAAuIzghRwQnAAAA4DKCE3K0bZt1Xa+euXUAAAAAzoDghBzR4gQAAABcRnBCNmfPSgcPWrcJTgAAAADBCTnYscO6DguTypY1txYAAADAGRCckA3d9AAAAABHBCdkw8QQAAAAgCOCE7KhxQkAAABwRHBCNgQnAAAAwBHBCQ6ysi4HJ7rqAQAAAFYEJzg4eFA6d04qVUqqUcPsagAAAADnQHCCA1trU82ako+PubUAAAAAzoLgBAfMqAcAAABkR3CCAyaGAAAAALIjOMGBrcWJ4AQAAABcRnCCA2bUAwAAALIjOMHu7FnrrHoSLU4AAADAlQhOsNuxw7ouX14qW9bcWgAAAABnQnCCHd30AAAAgJwRnGDHjHoAAABAzghOsGNGPQAAACBnBCfY0VUPAAAAyBnBCZKkrKzLk0PQ4gQAAAA4IjhBknUa8vR0ycdHqlHD7GoAAAAA50JwgqTL3fRq1ZJKlTK3FgAAAMDZEJwgiYkhAAAAgNwQnCCJqcgBAACA3BCcIEnautW6rl/f3DoAAAAAZ0RwgqTLwalBA3PrAAAAAJwRwQn65x/pyBHrNtdwAgAAALIjOMHe2lS1qhQSYm4tAAAAgDMiOIHxTQAAAEAeCE7Qli3WNeObAAAAgJwRnECLEwAAAJAHghNocQIAAADyQHDycGlp0r591m1anAAAAICcEZw83LZt1nVYmFS+vLm1AAAAAM6K4OThGN8EAAAA5I3g5OEY3wQAAADkjeDk4WhxAgAAAPJGcPJwtDgBAAAAeSM4ebCMDGn3bus2LU4AAADAtRGcPNjOnVJmphQSIlWubHY1AAAAgPMiOHkw2/imBg0ki8XcWgAAAABnRnDyYLbxTXTTAwAAAHJHcPJgTAwBAAAA5A/ByYMxFTkAAACQPwQnD3XxorRtm3WbFicAAAAgdwQnD7VzpzU8BQVJ1aubXQ0AAADg3AhOHmrTJus6Kkry4lMAAAAA5IqfzB5q82brOirK3DoAAAAAV0Bw8lC2FqebbjK3DgAAAMAVEJw8FC1OAAAAQP4RnDxQWpr099/WbVqcAAAAgLwRnDzQli2SYUgVKkhhYWZXAwAAADg/pwhO06ZNU2RkpPz9/RUTE6Pff//9msdOnz5d7dq10w033KAbbrhBsbGxuR6P7BjfBAAAABSM6cFp/vz5SkhI0JgxY7RhwwY1btxYcXFxOnbsWI7Hr1ixQn379tVPP/2ktWvXKiIiQl27dtWhQ4dKuHLXRXACAAAACsZiGIZhZgExMTFq0aKFpk6dKknKyspSRESEHn/8cY0YMSLP8zMzM3XDDTdo6tSpGjBgQJ7Hp6amKjQ0VCkpKQoJCbnu+l1Rly7SDz9IH38sPfSQ2dUAAAAA5ihINjC1xenChQtKTExUbGysfZ+Xl5diY2O1du3afD1Genq6Ll68qLJly+Z4f0ZGhlJTUx0WT0eLEwAAAFAwpganEydOKDMzU+Hh4Q77w8PDdfTo0Xw9xvPPP6/KlSs7hK8rjR8/XqGhofYlIiLiuut2ZcePS8nJ1u0GDcytBQAAAHAVpo9xuh6vv/665s2bpwULFsjf3z/HY0aOHKmUlBT7cuDAgRKu0rnYrt90441SUJC5tQAAAACuwsfMJy9fvry8vb2VbGsC+f+Sk5NVsWLFXM9966239Prrr+uHH35Qo0aNrnmcn5+f/Pz8iqRed8CFbwEAAICCM7XFydfXV82aNdPy5cvt+7KysrR8+XK1atXqmue98cYb+ve//60lS5aoefPmJVGq27CNbyI4AQAAAPlnaouTJCUkJCg+Pl7NmzdXy5YtNXnyZKWlpWngwIGSpAEDBqhKlSoaP368JGnChAkaPXq05s6dq8jISPtYqKCgIAXR9yxPSUnWdZMmZlYBAAAAuBbTg1OfPn10/PhxjR49WkePHlWTJk20ZMkS+4QR+/fvl5fX5Yax999/XxcuXNA999zj8DhjxozRyy+/XJKlu5xLly63OBGcAAAAgPwz/TpOJc2Tr+P011/WLnpBQVJKiuTl0lODAAAAANfHZa7jhJK1caN13bgxoQkAAAAoCH4+exDb+KboaFPLAAAAAFwOwcmD2FqcGN8EAAAAFAzByUMYBi1OAAAAQGERnDzEwYPSqVOSj4/UsKHZ1QAAAACuheDkIWzd9Bo0kPz8zK0FAAAAcDUEJw/BhW8BAACAwiM4eQhbixPjmwAAAICCIzh5CFqcAAAAgMIjOHmAkyelvXut240bm1oKAAAA4JIITh5g/XrrunZt6YYbzK0FAAAAcEUEJw+wbp113aKFuXUAAAAArorg5AEITgAAAMD1ITi5OcOQfv/duk1wAgAAAAqH4OTmDh2Sjh6VvL2ZihwAAAAoLIKTm7N102vYUCpd2txaAAAAAFdFcHJztuDUsqW5dQAAAACujODk5pgYAgAAALh+BCc3ZhiXr+FEcAIAAAAKj+DkxnbskE6flvz9pagos6sBAAAAXBfByY398ot13aKFVKqUubUAAAAArozg5MZswalNG3PrAAAAAFwdwcmNEZwAAACAokFwclMnTkjbt1u3W7c2txYAAADA1RGc3NSaNdZ1/fpS2bLm1gIAAAC4OoKTm6KbHgAAAFB0CE5uiuAEAAAAFB2Ckxs6f/7yhW8JTgAAAMD1Izi5obVrpYwMqWJFqVYts6sBAAAAXB/ByQ39+KN1fcstksVibi0AAACAOyA4uSFbcOrc2dw6AAAAAHdBcHIzZ85Iv/9u3SY4AQAAAEWD4ORmVq2SLl2SatSQIiPNrgYAAABwDwQnN0M3PQAAAKDoEZzczA8/WNe33GJuHQAAAIA7ITi5kYMHpT/+sM6kR3ACAAAAig7ByY189511HRMjVahgbi0AAACAOyE4uZHFi63r7t3NrQMAAABwNwQnN3H+/OXxTQQnAAAAoGgRnNzEihVSerpUubLUpInZ1QAAAADuheDkJhYutK67d7dODgEAAACg6BCc3MClS9JXX1m3e/UytxYAAADAHRGc3MCKFdKJE1K5clKnTmZXAwAAALgfgpMb+Pxz6/ruuyUfH3NrAQAAANwRwcnFXbggff21dbtPH3NrAQAAANwVwcnFLVoknTxpnU2vfXuzqwEAAADcE8HJxX38sXU9cCDd9AAAAIDiQnByYfv2Sf/7n3X7wQfNrQUAAABwZwQnF/bBB5JhSJ07SzfeaHY1AAAAgPsiOLmoM2ek99+3bj/+uLm1AAAAAO6O4OSipk+XUlKkOnWk2283uxoAAADAvRGcXFBamvTWW9btZ5+VvPhXBAAAAIoVP7ld0KRJ0pEjUo0a0v33m10NAAAA4P4ITi7mwAHpjTes2+PHS35+5tYDAAAAeAKCkwsxDGnQIOnsWalVK6lXL7MrAgAAADwDwcmFTJ4sLV1qbWWaMYOxTQAAAEBJ4ae3i1i0SBo+3Lr95ptSvXrm1gMAAAB4EqcITtOmTVNkZKT8/f0VExOj33//Pdfjv/jiC9WrV0/+/v666aab9N1335VQpeaYPVu6+24pK0saOFAaNszsigAAAADPYnpwmj9/vhISEjRmzBht2LBBjRs3VlxcnI4dO5bj8WvWrFHfvn310EMPaePGjerZs6d69uypzZs3l3DlxW/HDunee6UBA6RLl6S+faUPP5QsFrMrAwAAADyLxTAMw8wCYmJi1KJFC02dOlWSlJWVpYiICD3++OMaMWJEtuP79OmjtLQ0ffvtt/Z9N998s5o0aaIPPvggz+dLTU1VaGioUlJSFBISUnQvpBA2b5a2b5cyMqzLhQvSuXPS7t3Sr79K69dbj/PykkaNsi7e3qaWDAAAALiNgmQDnxKqKUcXLlxQYmKiRo4cad/n5eWl2NhYrV27Nsdz1q5dq4SEBId9cXFxWrhwYY7HZ2RkKCMjw347NTX1+gsvIrNmSRMnXvt+Ly+pe3fp5Zelpk1LqioAAAAAVzM1OJ04cUKZmZkKDw932B8eHq5t27bleM7Ro0dzPP7o0aM5Hj9+/HiNHTu2aAouYrVqSW3bWmfJ8/W9vK5eXYqKkuLipKteKgAAAAATmBqcSsLIkSMdWqhSU1MVERFhYkWXPfqodQEAAADg3EwNTuXLl5e3t7eSk5Md9icnJ6tixYo5nlOxYsUCHe/n5yc/P7+iKRgAAACARzJ1Vj1fX181a9ZMy5cvt+/LysrS8uXL1apVqxzPadWqlcPxkrRs2bJrHg8AAAAA18v0rnoJCQmKj49X8+bN1bJlS02ePFlpaWkaOHCgJGnAgAGqUqWKxo8fL0l68skn1aFDB02cOFHdu3fXvHnztH79en300UdmvgwAAAAAbsz04NSnTx8dP35co0eP1tGjR9WkSRMtWbLEPgHE/v375eV1uWGsdevWmjt3rl566SW98MILql27thYuXKioqCizXgIAAAAAN2f6dZxKmjNdxwkAAACAeQqSDUwd4wQAAAAAroDgBAAAAAB5IDgBAAAAQB4ITgAAAACQB4ITAAAAAOSB4AQAAAAAeSA4AQAAAEAeCE4AAAAAkAeCEwAAAADkgeAEAAAAAHkgOAEAAABAHghOAAAAAJAHghMAAAAA5MHH7AJKmmEYkqTU1FSTKwEAAABgJlsmsGWE3HhccDpz5owkKSIiwuRKAAAAADiDM2fOKDQ0NNdjLEZ+4pUbycrK0uHDhxUcHCyLxWJ2OUpNTVVERIQOHDigkJAQs8uBk+PzgoLiM4OC4jODguIzg4Jyps+MYRg6c+aMKleuLC+v3EcxeVyLk5eXl6pWrWp2GdmEhISY/sGB6+DzgoLiM4OC4jODguIzg4Jyls9MXi1NNkwOAQAAAAB5IDgBAAAAQB4ITibz8/PTmDFj5OfnZ3YpcAF8XlBQfGZQUHxmUFB8ZlBQrvqZ8bjJIQAAAACgoGhxAgAAAIA8EJwAAAAAIA8EJwAAAADIA8EJAAAAAPJAcDLRtGnTFBkZKX9/f8XExOj33383uyQ4sZUrV6pHjx6qXLmyLBaLFi5caHZJcGLjx49XixYtFBwcrAoVKqhnz57avn272WXBib3//vtq1KiR/YKUrVq10vfff292WXARr7/+uiwWi5566imzS4ETe/nll2WxWByWevXqmV1WvhGcTDJ//nwlJCRozJgx2rBhgxo3bqy4uDgdO3bM7NLgpNLS0tS4cWNNmzbN7FLgAn7++WcNHTpUv/76q5YtW6aLFy+qa9euSktLM7s0OKmqVavq9ddfV2JiotavX6/OnTvrjjvu0F9//WV2aXBy69at04cffqhGjRqZXQpcQMOGDXXkyBH7snr1arNLyjemIzdJTEyMWrRooalTp0qSsrKyFBERoccff1wjRowwuTo4O4vFogULFqhnz55mlwIXcfz4cVWoUEE///yz2rdvb3Y5cBFly5bVm2++qYceesjsUuCkzp49q6ZNm+q9997TuHHj1KRJE02ePNnssuCkXn75ZS1cuFBJSUlml1IotDiZ4MKFC0pMTFRsbKx9n5eXl2JjY7V27VoTKwPgrlJSUiRZfwgDecnMzNS8efOUlpamVq1amV0OnNjQoUPVvXt3h980QG527typypUr68Ybb1T//v21f/9+s0vKNx+zC/BEJ06cUGZmpsLDwx32h4eHa9u2bSZVBcBdZWVl6amnnlKbNm0UFRVldjlwYps2bVKrVq10/vx5BQUFacGCBWrQoIHZZcFJzZs3Txs2bNC6devMLgUuIiYmRrNmzVLdunV15MgRjR07Vu3atdPmzZsVHBxsdnl5IjgBgJsbOnSoNm/e7FL9yGGOunXrKikpSSkpKfryyy8VHx+vn3/+mfCEbA4cOKAnn3xSy5Ytk7+/v9nlwEV069bNvt2oUSPFxMSoevXq+vzzz12iSzDByQTly5eXt7e3kpOTHfYnJyerYsWKJlUFwB0NGzZM3377rVauXKmqVauaXQ6cnK+vr2rVqiVJatasmdatW6cpU6boww8/NLkyOJvExEQdO3ZMTZs2te/LzMzUypUrNXXqVGVkZMjb29vECuEKypQpozp16mjXrl1ml5IvjHEyga+vr5o1a6bly5fb92VlZWn58uX0JQdQJAzD0LBhw7RgwQL9+OOPqlGjhtklwQVlZWUpIyPD7DLghG655RZt2rRJSUlJ9qV58+bq37+/kpKSCE3Il7Nnz2r37t2qVKmS2aXkCy1OJklISFB8fLyaN2+uli1bavLkyUpLS9PAgQPNLg1O6uzZsw5/kdmzZ4+SkpJUtmxZVatWzcTK4IyGDh2quXPn6r///a+Cg4N19OhRSVJoaKgCAgJMrg7OaOTIkerWrZuqVaumM2fOaO7cuVqxYoWWLl1qdmlwQsHBwdnGTAYGBqpcuXKMpcQ1DR8+XD169FD16tV1+PBhjRkzRt7e3urbt6/ZpeULwckkffr00fHjxzV69GgdPXpUTZo00ZIlS7JNGAHYrF+/Xp06dbLfTkhIkCTFx8dr1qxZJlUFZ/X+++9Lkjp27Oiwf+bMmXrggQdKviA4vWPHjmnAgAE6cuSIQkND1ahRIy1dulRdunQxuzQAbuLgwYPq27evTp48qbCwMLVt21a//vqrwsLCzC4tX7iOEwAAAADkgTFOAAAAAJAHghMAAAAA5IHgBAAAAAB5IDgBAAAAQB4ITgAAAACQB4ITAAAAAOSB4AQAAAAAeSA4AQAAAHBaK1euVI8ePVS5cmVZLBYtXLiwwI+xdOlS3XzzzQoODlZYWJjuvvtu7d27t0CPQXACAAAA4LTS0tLUuHFjTZs2rVDn79mzR3fccYc6d+6spKQkLV26VCdOnNBdd91VoMchOAEAXJphGIqNjVVcXFy2+9577z2VKVNGBw8eNKEyAEBR6Natm8aNG6c777wzx/szMjI0fPhwValSRYGBgYqJidGKFSvs9ycmJiozM1Pjxo1TzZo11bRpUw0fPlxJSUm6ePFivusgOAEAXJrFYtHMmTP122+/6cMPP7Tv37Nnj5577jm9++67qlq1apE+Z0H+owUAFK9hw4Zp7dq1mjdvnv7880/16tVL//rXv7Rz505JUrNmzeTl5aWZM2cqMzNTKSkpmj17tmJjY1WqVKl8Pw/BCQDg8iIiIjRlyhQNHz5ce/bskWEYeuihh9S1a1dFR0erW7duCgoKUnh4uO6//36dOHHCfu6SJUvUtm1blSlTRuXKldNtt92m3bt32+/fu3evLBaL5s+frw4dOsjf319z5swx42UCAK6yf/9+zZw5U1988YXatWunmjVravjw4Wrbtq1mzpwpSapRo4b+97//6YUXXpCfn5+9J8Lnn39eoOciOAEA3EJ8fLxuueUWPfjgg5o6dao2b96sDz/8UJ07d1Z0dLTWr1+vJUuWKDk5Wb1797afl5aWpoSEBK1fv17Lly+Xl5eX7rzzTmVlZTk8/ogRI/Tkk09q69atOXYLBACUvE2bNikzM1N16tRRUFCQffn555/tfwQ7evSoBg0apPj4eK1bt04///yzfH19dc8998gwjHw/l8UoyNEAADixY8eOqWHDhjp16pS++uorbd68WatWrdLSpUvtxxw8eFARERHavn276tSpk+0xTpw4obCwMG3atElRUVHau3evatSoocmTJ+vJJ58syZcDALiKxWLRggUL1LNnT0nS/Pnz1b9/f/3111/y9vZ2ODYoKEgVK1bUqFGjtGTJEq1bt85+n+3/grVr1+rmm2/O13PT4gQAcBsVKlTQ4MGDVb9+ffXs2VN//PGHfvrpJ4e/QtarV0+S7H+J3Llzp/r27asbb7xRISEhioyMlGTt/nGl5s2bl+hrAQDkLTo6WpmZmTp27Jhq1arlsFSsWFGSlJ6eLi8vx9hjC1lX9y7IjU/RlQ0AgPl8fHzk42P97+3s2bPq0aOHJkyYkO24SpUqSZJ69Oih6tWra/r06apcubKysrIUFRWlCxcuOBwfGBhY/MUDALI5e/asdu3aZb+9Z88eJSUlqWzZsqpTp4769++vAQMGaOLEiYqOjtbx48e1fPlyNWrUSN27d1f37t319ttv65VXXlHfvn115swZvfDCC6pevbqio6PzXQfBCQDgtpo2baqvvvpKkZGR9jB1pZMnT2r79u2aPn262rVrJ0lavXp1SZcJAMjF+vXr1alTJ/vthIQESdaxrbNmzdLMmTM1btw4PfPMMzp06JDKly+vm2++WbfddpskqXPnzpo7d67eeOMNvfHGGypdurRatWqlJUuWKCAgIN91EJwAAG5r6NChmj59uvr27avnnntOZcuW1a5duzRv3jx9/PHHuuGGG1SuXDl99NFHqlSpkvbv368RI0aYXTYA4AodO3bMdRKHUqVKaezYsRo7duw1j7n33nt17733XlcdjHECALitypUr65dfflFmZqa6du2qm266SU899ZTKlCkjLy8veXl5ad68eUpMTFRUVJSefvppvfnmm2aXDQBwQsyqBwAAAAB5oMUJAAAAAPJAcAIAAACAPBCcAAAAACAPBCcAAAAAyAPBCQAAAADyQHACAAAAgDwQnAAAAAAgDwQnAAAAAMgDwQkAAAAA8kBwAgAAAIA8EJwAAAAAIA//D3m7ZRXYKtrsAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eg_quicker_ew_large_Ts(T=int(1e5)) # 0.1s runtime\n", "# eg_quicker_ew_large_Ts(T=int(1e6)) # 0.9s runtime\n", "# eg_quicker_ew_large_Ts(T=int(1e7)) # 9s runtime\n", "# eg_quicker_ew_large_Ts(T=int(1e8)) # 2m runtime\n", "\n", "# final test with T=1e9 and smaller r_infty\n", "eg_quicker_ew_large_Ts(T=int(0.5e9), r_infty=1e-7) # 17/2 m runtime approx" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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00Jo1a1wmst/6eLfzC9LJkyd16dIlVapUKdFtVapUUXx8vA4dOqRq1ao5jye1cmBK7rzzzmRXyrpZ48aN1aNHD40dO1bh4eF69tlnk328W1WsWFGXLl1yzktK72u69Ze8hF96E+bu7NmzR5KSXYAjMDDQ5bqvr69zDtPNj5nUXKC0Wrt2rQYPHqz169fr0qVLLrdFR0crKCjoth87KRcuXJAkBQQESLLeg+joaBUtWjTJ9idOnJB0Y95QaucBioqK0qBBgzR37txE78vNQbBFixYqXry4pk6dqvvvv1/x8fH65ptv1LZtW2dtqRk7dqwqVqyo6OhoTZw4UatWrUrTHKLXXntNP//8s+rVq6cKFSqoZcuW6tChQ5KnEmjTpo2Cg4O1ePFilzmMKRk4cKDuvPNO9erVS5J0/PhxvfXWWwoKClLfvn0lWcNOn3jiiRQfZ9++fWkOkWlVokSJRAu/VKxYUZI11LFBgwaJ7pPwh4G0nAMqKa1atVLBggU1bdo05/mXvvnmG9WqVcvl53XevHn63//+p61bt7osonG7IfFW6f15B5A2uTo4Xbx4UbVq1dKzzz6b4rj8lLz00kv66aef9OGHH6pGjRo6c+aMzpw5k8GVAu6hUKFCkpTkL8/33HOPrl27pvXr12v16tXOvzA3adJEq1ev1p9//qmTJ08m+ZfnhMcrXLhwJlZ/w81/7c1IsbGxzgnq+/bt06VLl5Q3b95Mea5bJdeDlhBK4+PjJVnzHooVK5ao3a0r4KWnRy4t9u3bp/vvv1+VK1fWRx99pJCQEHl7e2vBggX6+OOPnfVlpIQ5YwnL6cfHx6to0aJJzjeSlCgopiQuLk4tWrTQmTNn9Nprr6ly5crKly+fDh8+rKefftrl9Xh6eqpDhw6aMGGCPv30U61du1ZHjhxJ10qNN/9RIyIiQvfcc486dOig3bt3pxhyqlSpot27d2vevHlatGiRZs2apU8//VSDBg1yLiWf4JFHHtGXX36pqVOnuvTUpGTdunV67LHHnNcHDhyo48ePq1+/fgoICFDx4sV1+PBhl96W25VcqEhYsMQd5MmTR48//rgmTJig48ePKyoqSnv27NEHH3zgbLN69Wr997//VdOmTfXpp5+qePHiypMnjyZNmpTqoh1pfQ/S+/MOIG1y9U9Oq1atUjyfQmxsrN5880198803OnfunKpXr67333/fuWLRrl27NG7cOG3fvt35l+H0/iUbyE5Kly4tPz8/7d+/P9Ft9erVk7e3t1avXq3Vq1erf//+kqSmTZtqwoQJWrp0qfP6rRIer0qVKumuqUiRIsqbN692796d6LY///xTHh4eCgkJSffj3o7Bgwdr165d+vDDD/Xaa6/p9ddf1yeffJKoXcJfg2/2119/KW/evM5f3jP6NZUvX16SVLRo0TT1nqVFev46/uOPPyo2NlZz58516R3LrCFDFy5c0OzZsxUSEuL8XpUvX14///yzGjdunGJ4Tnivtm/f7nIOs5tt27ZNf/31l7788kuXxSCWLFmSZPtOnTppxIgR+vHHH7Vw4UIVKVJE4eHht/XaPD09FRkZqXvvvVdjxoxJdYGTfPnyqV27dmrXrp2uXr2qhx9+WO+9954GDBjgMhRx+PDh8vLyUs+ePRUQEKAOHTqkWovD4dChQ4dcjo0aNUonTpxQt27dVKpUKUVERKR6zrPy5cu7LI6SlIRe1JtX75TkHI56qyNHjiQ63cBff/0lSS4rct4sYWhsarWkpGPHjho/frxmzJih/fv3y+FwqH379s7bZ82aJV9fXy1evNil13DSpEmpPvbN78HNQ55vfQ8y4+cdAKvqpah3795av369pk+frj/++EOPPfaYHnjgAecvPT/++KPuuOMOzZs3T+XKlVPZsmXVpUsXepyQY+XJk0d33XWXNm3alOg2X19f3X333frmm28UFRXl0uN0+fJlffLJJypfvryKFy+e6L6bN29WUFCQy1CWtPL09FTLli31ww8/uKwUdfz4cU2bNk333HNPlgxL+eWXX/Thhx+qT58+evnll9W/f3+NGTNGK1euTNR2/fr1LnMZDh06pB9++EEtW7aUp6dnprym8PBwBQYGaujQoS6rxyVIauny1CT0pt36i2xSEnqwbh7mGR0dnaZfFtPr8uXLeuqpp3TmzBm9+eabzoD3+OOPKy4uTu+++26i+1y/ft35Olq2bKmAgABFRkbqypUrLu0S6k/q9RhjNGrUqCRrqlmzpmrWrKkvvvhCs2bN0hNPPPGv/urfvHlz1atXTyNHjkxU481uXhVTsub5VK1aVcaYRN8Dh8Ohzz//XI8++qg6d+6suXPnplpHWFiYli5d6vI99/Dw0BdffKFChQopKioqTUPgH3nkEf3++++aPXt2otsS3uOEMHDz0v1xcXHOlR5vdf36dX322WfO61evXtVnn32mIkWKuMwxvFmRIkXUtGlTTZw4UVFRUUnWkZrGjRurbNmy+vrrrzVjxgw1a9bMZS6ap6enHA6HSy/RgQMHNGfOnFQfO6n34OLFi4lOSJ4ZP+8AcnmPU0qioqI0adIkRUVFqUSJEpKkV155RYsWLdKkSZM0dOhQ/f333zp48KBmzpypr776SnFxcerbt68effRRLVu2zOZXAKTfwoUL9eeffyY63qhRI+dfYtu2bas333xTMTExiX55b9KkiYYNG6agoCDVqFFDkvUXz0qVKmn37t3OMf+3WrJkidq0aXPb4/v/97//acmSJbrnnnvUs2dPeXl56bPPPlNsbKzLEJnb9dtvv+nrr79OdLx8+fJq2LChrly5os6dO+vOO+/Ue++9J8k6t9GPP/6oZ555Rtu2bXP5q3f16tUVHh6uF198UT4+Pvr000+d98ms1xQYGKhx48bpqaeeUt26dfXEE0+oSJEiioqK0vz589W4cWONGTMmXY/p5+enqlWrasaMGapYsaIKFiyo6tWrJzk/pGXLlvL29labNm3UrVs3XbhwQRMmTFDRokV19OjRdL+eBIcPH3Z+NhcuXNDOnTs1c+ZMHTt2TC+//LLLkLNmzZqpW7duioyM1NatW9WyZUvlyZNHe/bs0cyZMzVq1Cg9+uijCgwM1Mcff6wuXbro7rvvVocOHVSgQAH9/vvvunTpkr788ktVrlxZ5cuX1yuvvKLDhw8rMDBQs2bNSnEOWKdOnfTKK69IUoacULl///567LHHNHny5EQLeSRo2bKlihUrpsaNGys4OFi7du3SmDFj1Lp16yTnV3l4eOjrr79WRESEHn/8cS1YsCDFE1MPGzZMK1euVMuWLfXcc8+pTp06OnHihL788kvFxcWpevXqeuGFF1SnTh3VrFkzxdfy3Xff6bHHHtOzzz6r0NBQnTlzRnPnztX48eOdc4QaNGigAQMG6MyZMypYsKCmT5/uPC3ArUqUKKH3339fBw4cUMWKFTVjxgxt3bpVn3/+eYonof3kk090zz33qG7dunr++edVrlw5HThwQPPnz9fWrVuTvV8Ch8OhDh06aOjQoZKkIUOGuNzeunVrffTRR3rggQfUoUMHnThxQmPHjlWFChX0xx9/pPjYLVu2VOnSpfXcc8+pf//+8vT01MSJE50/ywky4+cdgFiOPIEkM3v2bOf1efPmGUkmX758LpuXl5d5/PHHjTHGdO3a1Ugyu3fvdt5v8+bNRpL5888/s/olALctpeXIdctSvcePHzdeXl5mypQpiR5n/vz5RpJp1aqVy/EuXboYSeb//u//Et1n165dzuWWU5PccuTGWMs7h4eHG39/f5M3b15z7733mnXr1iX5Ojdu3Jjqc938fMltCcsEJyz9/csvv7jcf9OmTcbLy8v06NHDeUyS6dWrl/n666/NnXfeaXx8fEydOnVcllLOiNeU1BLNCcfDw8NNUFCQ8fX1NeXLlzdPP/20y/LonTt3Nvny5UtUT1JLIa9bt86EhoYab29vl6XJk2o7d+5cU7NmTePr62vKli1r3n//fTNx4sRES0ynZznyhM/C4XCYwMBAU61aNdO1a9dEn8XNPv/8cxMaGmr8/PxMQECAqVGjhnn11VfNkSNHEtXbqFEj4+fnZwIDA029evXMN99847x9586dJiwszPj7+5vChQubrl27mt9//z3ZZcaPHj1qPD09TcWKFVN9bQlS+s7GxcWZ8uXLm/LlyzuX17/1vfvss89M06ZNTaFChYyPj48pX7686d+/v8ty2TcvR57g0qVLplmzZsbf399s2LAhxRoPHDhgOnfubIKDg02ePHlM6dKlTa9evcw///xjDh06ZIoWLWpKlSplDh8+nOLjnD592vTu3duULFnSeHt7m1KlSpnOnTubU6dOOdvs27fPhIWFGR8fHxMcHGzeeOMNs2TJkiSXI69WrZrZtGmTadiwofH19TVlypQxY8aMcXnOpJYjN8aY7du3m4ceesjkz5/f+Pr6mkqVKpm33norxfpvtmPHDufpHG49/YIxxvzf//2f8+e/cuXKZtKkSUn+zNy6HLkx1u8Z9evXN97e3qZ06dLmo48+SnGp9tR+3gGkncOY2zxbXQ7jcDhcVtWbMWOGOnbsqB07diSaJO3v769ixYpp8ODBibrBL1++rLx58+qnn35SixYtsvIlAFnmueee019//eVyctvb1adPH61atUqbN2/OsBWl3JnD4VCvXr34a28udOrUKRUvXlyDBg3SW2+9ZXc5AIB0YqheMurUqaO4uDidOHEi2fNPNG7cWNevX9e+ffuc444TJp6WKVMmy2oFstrgwYNVsWJFrV27NslljdPq9OnT+uKLL/Ttt9/mitCE3G3y5MmKi4vTU089ZXcpAIDbkKuD04ULF7R3717n9f3792vr1q0qWLCgKlasqI4dOzpXQqpTp45OnjyppUuXqmbNmmrdurXCwsJUt25dPfvssxo5cqTi4+PVq1cvtWjRwnmuCCAnKl26dIoT0tOqUKFCznPtADnVsmXLtHPnTr333nuKiIhIdkU3AIB7y9Wr6m3atEl16tRxLpPar18/1alTR4MGDZJkLQ3aqVMnvfzyy6pUqZIiIiK0ceNG51K6Hh4e+vHHH1W4cGE1bdpUrVu3VpUqVTR9+nTbXhMAwL0MGTJE/fr1U+3atTV69Gi7ywEA3CbmOAEAAABAKnJ1jxMAAAAApAXBCQAAAABSkesWh4iPj9eRI0cUEBDAKl4AAABALmaM0fnz51WiRAl5eKTcp5TrgtORI0cUEhJidxkAAAAA3MShQ4dUqlSpFNvkuuAUEBAgyXpzAgMDba4GAAAAgF1iYmIUEhLizAgpyXXBKWF4XmBgIMEJAAAAQJqm8LA4BAAAAACkguAEAAAAAKkgOAEAAABAKghOAAAAAJAKghMAAAAApILgBAAAAACpIDgBAAAAQCoITgAAAACQCoITAAAAAKSC4AQAAAAAqSA4AQAAAEAqCE4AAAAAkAqCEwAAAACkguAEAAAAAKkgOAEAAABAKghOAAAAAJAKghMAAACALDN1qrRhg91VpB/BCQAAAECWOHtW6tlTathQWrnS7mrSh+AEAAAAIEuMGiXFxEjVq0tNmthdTfoQnAAAAABkunPnpJEjrf1BgySPbJZEslm5AAAAALKj0aOl6GipalXpkUfsrib9CE4AAAAAMlVMjPTxx9b+W29lv94mieAEAAAAIJONHm0tDFG5svTYY3ZXc3sITgAAAAAyTXS0NGKEtf/WW5Knp7313C6CEwAAAIBM88knVm9TlSpSu3Z2V3P7bA1O48aNU82aNRUYGKjAwEA1bNhQCxcuTLb95MmT5XA4XDZfX98srBgAAABAWp07d6O3afDg7NvbJEledj55qVKlNGzYMN15550yxujLL79U27ZttWXLFlWrVi3J+wQGBmr37t3O6w6HI6vKBQAAAJAOI0daQ/WqVcu+c5sS2Bqc2rRp43L9vffe07hx47Rhw4Zkg5PD4VCxYsWyojwAAAAAt+ns2Rsr6b39dvZcSe9mblN+XFycpk+frosXL6phw4bJtrtw4YLKlCmjkJAQtW3bVjt27EjxcWNjYxUTE+OyAQAAAMhcH31kLUNes6b08MN2V/Pv2R6ctm3bJn9/f/n4+Kh79+6aPXu2qlatmmTbSpUqaeLEifrhhx/09ddfKz4+Xo0aNdI///yT7ONHRkYqKCjIuYWEhGTWSwEAAAAg6fRpa5ielDN6myTJYYwxdhZw9epVRUVFKTo6Wt99952++OILrVy5MtnwdLNr166pSpUqat++vd59990k28TGxio2NtZ5PSYmRiEhIYqOjlZgYGCGvQ4AAAAAljfekCIjpTp1pM2bJXddliAmJkZBQUFpyga2znGSJG9vb1WoUEGSFBoaqo0bN2rUqFH67LPPUr1vnjx5VKdOHe3duzfZNj4+PvLx8cmwegEAAAAk7+RJawlyyeptctfQlF5u12kWHx/v0kOUkri4OG3btk3FixfP5KoAAAAApMXw4dLFi1JoqHTLWnDZmq09TgMGDFCrVq1UunRpnT9/XtOmTdOKFSu0ePFiSVKnTp1UsmRJRUZGSpKGDBmiBg0aqEKFCjp37pyGDx+ugwcPqkuXLna+DAAAAACSjh+Xxo619t95J+f0Nkk2B6cTJ06oU6dOOnr0qIKCglSzZk0tXrxYLVq0kCRFRUXJ46aZZGfPnlXXrl117NgxFShQQKGhoVq3bl2a5kMBAAAAyFwffCBduiTVqyc9+KDd1WQs2xeHyGrpmQAGAAAAIG2OHpXuuEO6ckVauFB64AG7K0pderKB281xAgAAAJD9vP++FZoaNpTCw+2uJuMRnAAAAAD8K0eOSOPHW/s5bW5TAoITAAAAgH/lf/+TYmOle+6RwsLsriZzEJwAAAAA3La//5YmTLD233svZ/Y2SQQnAAAAAP/C229L169b85qaNrW7msxDcAIAAABwW3bskL7+2tp/7z17a8lsBCcAAAAAt2XQIMkY6eGHpdBQu6vJXAQnAAAAAOm2caP0/ffWnKZ337W7msxHcAIAAACQbgMHWpdPPSVVrWpvLVmB4AQAAAAgXVaulH76ScqTx1ocIjcgOAEAAABIM2OkN9+09rt0kcqVs7eerEJwAgAAAJBmCxdKa9dKvr43huvlBgQnAAAAAGkSH3+jt+mFF6QSJeytJysRnAAAAACkyaxZ0tatUkCA9NprdleTtQhOAAAAAFJ1/br01lvW/ssvS4UK2VtPViM4AQAAAEjVlCnS7t1WYOrb1+5qsh7BCQAAAECKrly5sez4gAFSYKCt5diC4AQAAAAgRZ9+KkVFSSVLSj172l2NPQhOAAAAAJJ17pz03nvW/pAhkp+freXYhuAEAAAAIFnvvy+dOSNVrSp16mR3NfYhOAEAAABI0uHD0siR1n5kpOTlZWs5tiI4AQAAAEjS229bC0Pcc4/Upo3d1diL4AQAAAAgkV27pIkTrf3335ccDnvrsRvBCQAAAEAiAwZI8fFSRITUqJHd1diP4AQAAADAxdq10g8/SB4e0tChdlfjHghOAAAAAJyMkV57zdp/7jmpShV763EXBCcAAAAATnPnWj1Ofn7S4MF2V+M+CE4AAAAAJEnXr1tzmySpTx+pZElby3ErBCcAAAAAkqQvv7RW0ytYUHr1VburcS8EJwAAAAC6dEkaNMjaHzhQyp/f1nLcDsEJAAAAgEaNko4ckcqUkXr2tLsa90NwAgAAAHK5EyekyEhr/913JR8fe+txRwQnAAAAIJd7+23p/HkpNFTq2NHuatwTwQkAAADIxXbtkj7/3NofMcI66S0S420BAAAAcrH+/aW4OKltW6lZM7urcV8EJwAAACCXWrpUmj9f8vKSPvjA7mrcG8EJAAAAyIXi4qSXX7b2e/SQKla0tx53R3ACAAAAcqGvvpJ+/10KCrpx/iYkj+AEAAAA5DIXL0pvvmntDxwoFS5sbz3ZAcEJAAAAyGU+/FA6elQqV0564QW7q8keCE4AAABALnLkyI2FIIYN42S3aUVwAgAAAHKRt96SLl2SGjaUHnvM7mqyD4ITAAAAkEv88Yc0aZK1P2KE5HDYW092QnACAAAAcgFjpFdesS4ff9zqcULaEZwAAACAXGDBAmnJEsnbW4qMtLua7IfgBAAAAORwV69Kffta+y+9JN1xh731ZEcEJwAAACCHGz1a2rNHCg62ztuE9CM4AQAAADnYiRPSkCHW/tChUmCgvfVkV7YGp3HjxqlmzZoKDAxUYGCgGjZsqIULF6Z4n5kzZ6py5cry9fVVjRo1tGDBgiyqFgAAAMh+Bg6UYmKk0FDp6aftrib7sjU4lSpVSsOGDdPmzZu1adMm3XfffWrbtq127NiRZPt169apffv2eu6557RlyxZFREQoIiJC27dvz+LKAQAAAPe3ZYv0xRfW/qhRkgfjzW6bwxhj7C7iZgULFtTw4cP13HPPJbqtXbt2unjxoubNm+c81qBBA9WuXVvjx49P8vFiY2MVGxvrvB4TE6OQkBBFR0crkH5KAAAA5FDGSM2aSatXS088IX3zjd0VuZ+YmBgFBQWlKRu4TeaMi4vT9OnTdfHiRTVMZlH59evXKywszOVYeHi41q9fn+zjRkZGKigoyLmFhIRkaN0AAACAO/ruOys0+flJ779vdzXZn+3Badu2bfL395ePj4+6d++u2bNnq2rVqkm2PXbsmIKDg12OBQcH69ixY8k+/oABAxQdHe3cDh06lKH1AwAAAO7m8mXrZLeS9NprUunS9taTE3jZXUClSpW0detWRUdH67vvvlPnzp21cuXKZMNTevn4+MjHxydDHgsAAADIDj78UIqKkkJCpP797a4mZ7A9OHl7e6tChQqSpNDQUG3cuFGjRo3SZ599lqhtsWLFdPz4cZdjx48fV7FixbKkVgAAAMDd/fOPNGyYtf/BB1LevPbWk1PYPlTvVvHx8S6LOdysYcOGWrp0qcuxJUuWJDsnCgAAAMhtXn9dunRJatxYatfO7mpyDlt7nAYMGKBWrVqpdOnSOn/+vKZNm6YVK1Zo8eLFkqROnTqpZMmSioyMlCS99NJLatasmUaMGKHWrVtr+vTp2rRpkz7//HM7XwYAAADgFtavl6ZOlRwOa/lxh8PuinIOW4PTiRMn1KlTJx09elRBQUGqWbOmFi9erBYtWkiSoqKi5HHTYvONGjXStGnTNHDgQL3xxhu68847NWfOHFWvXt2ulwAAAAC4hbg46YUXrP1nnrFOeIuM43bnccps6VmrHQAAAMguPv9c6tZNCgyU/vpLumUxaiQhW57HCQAAAMDtOX1aGjDA2h8yhNCUGQhOAAAAQDb35pvSmTNSjRpSr152V5MzEZwAAACAbGzTJmuYniSNGSN52X7CoZyJ4AQAAABkU/HxUu/ekjFSx45S06Z2V5RzEZwAAACAbGrSJOmXXyR/f2n4cLurydkITgAAAEA2dOaMdbJbSXr7bal4cVvLyfEITgAAAEA29NZb0qlTUtWq0osv2l1NzkdwAgAAALKZLVuk8eOt/TFjpDx57K0nNyA4AQAAANlIwoIQ8fFSu3bSvffaXVHuQHACAAAAspEpU6R166R8+aQPP7S7mtyD4AQAAABkE+fOSa++au0PGiSVKmVrObkKwQkAAADIJgYOlE6ckCpVkvr0sbua3IXgBAAAAGQDGzdKn35q7X/6qeTtbW89uQ3BCQAAAHBz169L3bpJxkhPPindd5/dFeU+BCcAAADAzX36qbUEef78LAhhF4ITAAAA4MYOH7bmNknSsGFScLC99eRWBCcAAADAjfXpI50/LzVoIHXtanc1uRfBCQAAAHBTCxZI330neXpK48dLHvz2bhveegAAAMANXbok9e5t7b/0klSrlr315HYEJwAAAMANvfeetH+/dZLbd96xuxoQnAAAAAA3s3OnNHy4tT96tOTvb289IDgBAAAAbsUYqUcP6do1qU0bqW1buyuCRHACAAAA3MpXX0mrVkl581q9TQ6H3RVBIjgBAAAAbuPkSenll639wYOlMmXsrQc3EJwAAAAAN9Gvn3T6tFSjhtS3r93V4GYEJwAAAMANLFokff21NTTviy+kPHnsrgg3IzgBAAAANrtwQere3dp/6SWpXj1760FiBCcAAADAZoMGSQcPWnOa3n3X7mqQFIITAAAAYKONG6VRo6z98eM5Z5O7IjgBAAAANrl2TerSRYqPlzp2lB54wO6KkByCEwAAAGCTDz+U/vhDKlRI+vhju6tBSghOAAAAgA327JHeecfa//hjqUgRe+tByghOAAAAQBYzRnr+eSk2VmrZUnrySbsrQmoITgAAAEAWmzhRWrFCypvXWhDC4bC7IqSG4AQAAABkoaNHpVdesfbffVcqV87eepA2BCcAAAAgixgj9ewpnTsnhYZKL75od0VIK4ITAAAAkEVmzJDmzJHy5LGG63l52V0R0orgBAAAAGSB48el3r2t/YEDpZo17a0H6UNwAgAAALJA797S6dNSrVrSgAF2V4P0IjgBAAAAmWzmTOm776yheZMnW0P1kL0QnAAAAIBMdPKk1KuXtT9ggFS7tq3l4DYRnAAAAIBM9OKLVniqUcOa24TsieAEAAAAZJLZs6Xp0yVPT2nSJMnb2+6KcLsITgAAAEAmOH1a6tHD2n/tNeu8Tci+CE4AAABAJnjpJWsJ8qpVpUGD7K4G/xbBCQAAAMhgc+dKU6dKHh7WED0fH7srwr9FcAIAAAAy0OnTUrdu1v4rr0j16tlbDzKGrcEpMjJSd999twICAlS0aFFFRERo9+7dKd5n8uTJcjgcLpuvr28WVQwAAACkrFcv6dgxqXJl6e237a4GGcXW4LRy5Ur16tVLGzZs0JIlS3Tt2jW1bNlSFy9eTPF+gYGBOnr0qHM7ePBgFlUMAAAAJG/6dGnGDGsVvSlTJD8/uytCRvGy88kXLVrkcn3y5MkqWrSoNm/erKZNmyZ7P4fDoWLFimV2eQAAAECaHTki9exp7Q8cKN11l731IGO51Ryn6OhoSVLBggVTbHfhwgWVKVNGISEhatu2rXbs2JFs29jYWMXExLhsAAAAQEYyRurSRTp71lp2/M037a4IGc1tglN8fLz69Omjxo0bq3r16sm2q1SpkiZOnKgffvhBX3/9teLj49WoUSP9888/SbaPjIxUUFCQcwsJCcmslwAAAIBcasIEaeFCa/W8r76S8uSxuyJkNIcxxthdhCT16NFDCxcu1Jo1a1SqVKk03+/atWuqUqWK2rdvr3fffTfR7bGxsYqNjXVej4mJUUhIiKKjoxUYGJghtQMAACD3+vtvqWZN6eJFacQIqV8/uytCWsXExCgoKChN2cDWOU4JevfurXnz5mnVqlXpCk2SlCdPHtWpU0d79+5N8nYfHx/5sHA+AAAAMkFcnPT001ZoatZM6tPH7oqQWWwdqmeMUe/evTV79mwtW7ZM5cqVS/djxMXFadu2bSpevHgmVAgAAAAk7+OPpdWrJX9/60S3Hm4zEQYZzdYep169emnatGn64YcfFBAQoGPHjkmSgoKC5Pf/127s1KmTSpYsqcjISEnSkCFD1KBBA1WoUEHnzp3T8OHDdfDgQXXp0sW21wEAAIDcZ/v2G4tAjBwp3UYfALIRW4PTuHHjJEnNmzd3OT5p0iQ9/fTTkqSoqCh53BTdz549q65du+rYsWMqUKCAQkNDtW7dOlWtWjWrygYAAEAud/Wq1KmTddm6tfTss3ZXhMzmNotDZJX0TAADAAAAkjJwoPTee1KhQlbPE6cYzZ7Skw0YhQkAAACkw6pV0tCh1v748YSm3ILgBAAAAKTRuXPSU09ZJ7x95hnp0UftrghZheAEAAAApIExUo8eUlSUVL68NGqU3RUhKxGcAAAAgDSYOlWaPl3y9JS+/loKCLC7ImQlghMAAACQiv37pZ49rf3Bg6UGDeytB1mP4AQAAACk4Pp16cknpfPnpcaNpQED7K4IdiA4AQAAACkYOlRat04KDLSG6HnZeiZU2IXgBAAAACRj/XppyBBr/9NPpbJlbS0HNiI4AQAAAEmIiZE6dpTi4qT27a195F4EJwAAACAJL75oLQpRurTV24TcjeAEAAAA3GLqVOnLLyUPD2teU/78dlcEuxGcAAAAgJvs2SN1727tv/mm1KSJvfXAPRCcAAAAgP8vNlZ64gnpwgUrMA0aZHdFcBcEJwAAAOD/e+016bffpIIFpWnTWHocNxCcAAAAAElz50qjRln7kydLpUrZWg7cDMEJAAAAud6hQ9Izz1j7ffpIbdrYWg7cEMEJAAAAudr169Y5ms6ckerWlYYNs7siuCOCEwAAAHK1d9+VVq+WAgKkGTMkHx+7K4I7IjgBAAAg11q+3ApOkvTZZ1KFCvbWA/dFcAIAAECudPKkNUTPGOnZZ6X27e2uCO6M4AQAAIBcJy5Oeuop6ehRqUoV6ZNP7K4I7o7gBAAAgFznvfekxYslPz9rXlO+fHZXBHdHcAIAAECu8vPP0ttvW/vjxkk1athaDrIJghMAAAByjcOHpQ4drHlNXbpInTvbXRGyC4ITAAAAcoVr16R27axFIWrXZl4T0ofgBAAAgFxhwABp7VopMFCaOdOa3wSkFcEJAAAAOd7s2dKIEdb+5MmcrwnpR3ACAABAjrZvn/T009Z+v37SQw/ZWg6yKYITAAAAcqzLl6VHH5ViYqRGjaRhw+yuCNkVwQkAAAA51ksvSVu3SoULW+drypPH7oqQXRGcAAAAkCNNnChNmCA5HNK0aVKpUnZXhOyM4AQAAIAcZ+NGqUcPa/+dd6QWLeytB9kfwQkAAAA5yokT0sMPS1evSv/9r/Tmm3ZXhJyA4AQAAIAc4/p16yS3//wjVawoffWV5MFvvMgAfI0AAACQY7z2mrRiheTvL82ZIwUF2V0RcgqCEwAAAHKEb76RPvrI2v/yS6lKFXvrQc5CcAIAAEC298cf0nPPWfsDBlhznICMRHACAABAtnbmjPTQQ9bJbsPDpXfftbsi5EQEJwAAAGRbcXFSx47S339L5cpZ52vy9LS7KuREBCcAAABkW4MGSYsWSX5+0uzZUsGCdleEnIrgBAAAgGxp+nRp6FBrf8IEqVYte+tBzkZwAgAAQLazaZP0zDPWfv/+1nA9IDMRnAAAAJCtHD0qRURIV65IrVtLkZF2V4TcgOAEAACAbOPKFWsFvcOHrfM0sRgEsgrBCQAAANmCMdLzz0u//CIVKCDNnSsFBtpdFXILghMAAACyhREjpClTrB6mmTOlChXsrgi5CcEJAAAAbm/BAunVV639kSOl+++3tRzkQrYGp8jISN19990KCAhQ0aJFFRERod27d6d6v5kzZ6py5cry9fVVjRo1tGDBgiyoFgAAAHbYtUtq3/7GUL1eveyuCLmRrcFp5cqV6tWrlzZs2KAlS5bo2rVratmypS5evJjsfdatW6f27dvrueee05YtWxQREaGIiAht3749CysHAABAVjhzRvrvf6WYGKlpU2n0aMnhsLsq5EYOY4yxu4gEJ0+eVNGiRbVy5Uo1bdo0yTbt2rXTxYsXNW/ePOexBg0aqHbt2ho/fnyqzxETE6OgoCBFR0crkNmEAAAAbuvqVallS2nlSqlMGWnjRqlIEburQk6SnmzgVnOcoqOjJUkFCxZMts369esVFhbmciw8PFzr169Psn1sbKxiYmJcNgAAALg3Y6SuXa3QFBgozZtHaIK93CY4xcfHq0+fPmrcuLGqV6+ebLtjx44pODjY5VhwcLCOHTuWZPvIyEgFBQU5t5CQkAytGwAAABnvvfekr766sYJeCr8eAlnCbYJTr169tH37dk2fPj1DH3fAgAGKjo52bocOHcrQxwcAAEDG+uYb6a23rP2xY63heoDdvOwuQJJ69+6tefPmadWqVSpVqlSKbYsVK6bjx4+7HDt+/LiKFSuWZHsfHx/5+PhkWK0AAADIPOvWSc88Y+336yd162ZvPUACW3ucjDHq3bu3Zs+erWXLlqlcuXKp3qdhw4ZaunSpy7ElS5aoYcOGmVUmAAAAssDff0tt20qxsdblBx/YXRFwg609Tr169dK0adP0ww8/KCAgwDlPKSgoSH5+fpKkTp06qWTJkoqMjJQkvfTSS2rWrJlGjBih1q1ba/r06dq0aZM+//xz214HAAAA/p2zZ6XWraVTp6TQUGnqVGt+E+AubO1xGjdunKKjo9W8eXMVL17cuc2YMcPZJioqSkePHnVeb9SokaZNm6bPP/9ctWrV0nfffac5c+akuKAEAAAA3NfVq9Kjj0p//imVKiXNnSvly2d3VYArtzqPU1bgPE4AAADuwxipSxdp4kTJ319au1aqWdPuqpBbZNvzOAEAACB3eecdKzR5eEgzZhCa4L4ITgAAALDFhAlWcJKkceOkBx+0tx4gJQQnAAAAZLl586Tu3a39t96Snn/e3nqA1BCcAAAAkKV++UV6/HEpPt46Z1NCrxPgzghOAAAAyDJ79kj/+Y90+bL0wAPSZ59JDofdVQGpIzgBAAAgSxw/boWlhHM1zZwp5cljd1VA2tzWCXDPnTun2bNna/Xq1Tp48KAuXbqkIkWKqE6dOgoPD1ejRo0yuk4AAABkYxcuWD1Nf/8tlSsnzZ9vLT8OZBfp6nE6cuSIunTpouLFi+t///ufLl++rNq1a+v+++9XqVKltHz5crVo0UJVq1Z1OYktAAAAcq9r16w5TZs2SYUKSYsWScHBdlcFpE+6epzq1Kmjzp07a/PmzapatWqSbS5fvqw5c+Zo5MiROnTokF555ZUMKRQAAADZT3y8dYLbhQslPz9rNb2KFe2uCkg/hzHGpLXx6dOnVahQoTQ/eHrbZ4X0nB0YAAAAt88YqV8/aeRIydNT+v576b//tbsq4Ib0ZIN0DdVLbwhyt9AEAACArDN0qBWaJGniREITsrfbWhxCkkqXLq3mzZurWbNmat68ucqXL5+RdQEAACAbGz9eGjjQ2v/oI6lTJ3vrAf6t216OfOjQofL19dX777+vO++8UyEhIXryySc1YcIE7dmzJyNrBAAAQDby7bdSz57W/ptvSn372lsPkBHSNccpOUePHtXKlSs1b948zZgxQ/Hx8YqLi8uI+jIcc5wAAAAyz+LFUps21kp63btLn37KCW7hvtKTDW57qJ4kXbp0SWvWrNGKFSu0fPlybdmyRdWrV1fz5s3/zcMCAAAgG9qwQXr4YSs0tWsnjRlDaELOcdvBqVGjRtqyZYuqVKmi5s2b6/XXX1fTpk1VoECBjKwPAAAA2cD27dKDD0qXLkktW0pffWWtpAfkFLc9x+nPP/9Uvnz5VLlyZVWuXFlVqlQhNAEAAORC+/ZZYensWalBA2vZcW9vu6sCMtZtB6fTp09r2bJlatCggRYvXqzGjRurZMmS6tChgyZMmJCRNQIAAMBNRUVJ990nHT0qVa8uzZ8v5ctnd1VAxsuQxSGMMdq8ebPGjBmjqVOnsjgEAABALnDkiNS0qdXjVLGitHKlVKyY3VUBaZcli0P89ttvWrFihVasWKE1a9bo/PnzqlGjhl544QU1a9bsdh8WAAAA2cCJE1JYmBWaypWTli4lNCFnu+3gVK9ePdWpU0fNmjVT165d1bRpUwUFBWVkbQAAAHBDZ85Yc5p27ZJKlbJCU6lSdlcFZK7bDk5nzpxhqBsAAEAuExMjPfCA9PvvUnCwFZrKlbO7KiDzpWtxiJunQxGaAAAAcpeLF6XWraWNG6VChaSff7bmNgG5QbqCU7Vq1TR9+nRdvXo1xXZ79uxRjx49NGzYsH9VHAAAANzD5ctS27bSmjVSUJC0ZIm1ih6QW6RrqN7o0aP12muvqWfPnmrRooXuuusulShRQr6+vjp79qx27typNWvWaMeOHerdu7d69OiRWXUDAAAgi1y5Ij38sDUsz99fWrRIqlPH7qqArHVby5GvWbNGM2bM0OrVq3Xw4EFdvnxZhQsXVp06dRQeHq6OHTu67clwWY4cAAAg7a5ckR56yApLefNKCxZILKCMnCI92SBDzuOUnRCcAAAA0ubW0DR/vtS8ud1VARknPdkgXXOcJOnBBx9UdHS08/qwYcN07tw55/XTp0+ratWq6X1YAAAAuJErV6SICEITkCDdwWnx4sWKjY11Xh86dKjOnDnjvH79+nXt3r07Y6oDAABAlksITYsXE5qABOk+j9OtI/ty2Ug/AACAHO3W0MScJsCS7h4nAAAA5EyEJiB56Q5ODodDDocj0TEAAABkX5cvE5qAlNzWUL2nn35aPj4+kqQrV66oe/fuypcvnyS5zH8CAACA+7twQfrvf6XlywlNQHLSHZw6d+7scv3JJ59M1KZTp063XxEAAACyzLlzUuvW0rp11slt58+Xmja1uyrA/aQ7OE2aNCkz6gAAAEAWO3VKCg+XfvtNyp/fGqZXr57dVQHuKd3BCQAAANnfsWNSWJi0Y4dUpIi0ZIlUq5bdVQHui+AEAACQyxw6JN1/v7Rnj1SihPTzz1KVKnZXBbg3ghMAAEAu8vff0n33SQcPSmXKSEuXSuXL210V4P44jxMAAEAu8eefUpMmVmiqUEFatYrQBKQVwQkAACAX2LzZWi3vyBGpWjUrNJUubXdVQPZBcAIAAMjhli+X7r1XOnlSqltXWrFCKl7c7qqA7IXgBAAAkIN9/730wAPS+fNWeFq+XCpc2O6qgOyH4AQAAJBDffGF9Nhj0tWr0kMPSQsWSIGBdlcFZE8EJwAAgBzGGGnYMKlrVyk+XnruOenbbyVfX7srA7IvghMAAEAOEh8vvfKKNGCAdf3116UJEyQvTkID/Cv8CAEAAOQQ165ZvUxffmld//BD6eWX7a0JyCkITgAAADnAhQvSE09I8+dLnp7S//2f1Lmz3VUBOQfBCQAAIJs7flz6z3+kTZuseUwzZkj//a/dVQE5i61znFatWqU2bdqoRIkScjgcmjNnTortV6xYIYfDkWg7duxY1hQMAADgZnbvlho2tEJToULSsmWEJiAz2BqcLl68qFq1amns2LHput/u3bt19OhR51a0aNFMqhAAAMB9rV0rNWok7d8v3XGHtG6dFaIAZDxbh+q1atVKrVq1Svf9ihYtqvz582d8QQAAANnErFlSx45SbKxUr570448Sf0sGMk+2XI68du3aKl68uFq0aKG1a9em2DY2NlYxMTEuGwAAQHY2cqR1YtvYWKlNG2t4HqEJyFzZKjgVL15c48eP16xZszRr1iyFhISoefPm+u2335K9T2RkpIKCgpxbSEhIFlYMAACQceLjpX79pL59rZPc9ughzZ4t5ctnd2VAzucwxhi7i5Akh8Oh2bNnKyIiIl33a9asmUqXLq0pU6YkeXtsbKxiY2Od12NiYhQSEqLo6GgFBgb+m5IBAACyzMWL0pNPSglraQ0bJr36quRw2FoWkK3FxMQoKCgoTdkg2y9HXq9ePa1ZsybZ2318fOTj45OFFQEAAGSsf/6xVsrbskXy9pYmTZI6dLC7KiB3yfbBaevWrSpevLjdZQAAAGSKTZus0HT0qFSkiDU0r3Fju6sCch9bg9OFCxe0d+9e5/X9+/dr69atKliwoEqXLq0BAwbo8OHD+uqrryRJI0eOVLly5VStWjVduXJFX3zxhZYtW6affvrJrpcAAACQaWbNkp56Srp8WapWTZo3Typb1u6qgNzJ1uC0adMm3Xvvvc7r/fr1kyR17txZkydP1tGjRxUVFeW8/erVq3r55Zd1+PBh5c2bVzVr1tTPP//s8hgAAADZnTHWHKY33rCut2olTZ8uMT0bsI/bLA6RVdIzAQwAACCrxcZKzz8v/f8BN3rxRWnECMkr20+wANxPrlocAgAAIKc4cUJ65BFpzRrJ01MaPdpachyA/QhOAAAAbmDzZumhh6RDh6SgIGnmTKlFC7urApAgW50AFwAAICeaOlW65x4rNFWqJG3YQGgC3A3BCQAAwCbXr0svv2yd2PbKFal1a+mXX6TKle2uDMCtCE4AAAA2OH3aWi3vo4+s6wMHSnPnWsP0ALgf5jgBAABksT/+kCIipP37pXz5pC+/tBaFAOC+6HECAADIQt99JzVsaIWmO+6Q1q8nNAHZAcEJAAAgC1y7Zs1neuwx6dIla/GHjRulGjXsrgxAWhCcAAAAMtmRI9J9992Yz9S/v7RggVSwoL11AUg75jgBAABkohUrpHbtrJPbBgZKkydb52sCkL3Q4wQAAJAJ4uOlYcOk+++3QlPNmtKmTYQmILuixwkAACCDnT0rde4s/fijdf3pp6WxY6W8eW0tC8C/QHACAADIQFu2WKvk7d8v+fhIY8ZIzz0nORx2Vwbg32CoHgAAQAYwxgpJDRpYoalsWWndOqlLF0ITkBPQ4wQAAPAvnTkjPfus9MMP1vU2bayT2hYoYG9dADIOPU4AAAD/wpo1Uu3aVmjy9pZGjbL2CU1AzkJwAgAAuA1xcdL//ic1ayYdOiRVqCCtXy+9+CJD84CciKF6AAAA6XTkiPTUU9KyZdb1J5+UPv1UCgiwty4AmYceJwAAgHRYuNAamrdsmbW8+OTJ0pQphCYgpyM4AQAApMGlS1Lv3tKDD0onT0q1akm//WadrwlAzkdwAgAASMXmzVJoqHUSW0l64QVpwwapUiV76wKQdQhOAAAAyYiLk4YOtc7N9OefUvHi0uLF0iefSL6+dlcHICuxOAQAAEAS9u+3FoBYu9a6/uij0vjxUqFC9tYFwB70OAEAANzEGOvktbVqWaEpIMC6/u23hCYgN6PHCQAA4P87cULq0UP6/nvreuPG1op55crZWxcA+9HjBAAAcj1jpBkzpKpVrdDk5WXNbVq5ktAEwEKPEwAAyNVOnJB69pRmzbKu16plnZupdm07qwLgbuhxAgAAuda330rVqlmhyctLGjxY+vVXQhOAxOhxAgAAuc6JE1KvXtJ331nXa9a0FoAgMAFIDj1OAAAg10iYy1StmhWavLykQYOkjRsJTQBSRo8TAADIFaKirF6mefOs6zVrWnOZ6tSxtSwA2QQ9TgAAIEeLi5M++cTqZZo3T8qTx5rLtHEjoQlA2tHjBAAAcqw//pC6drUWfJCs8zJ9/rm17DgApAc9TgAAIMe5fFl64w0pNNQKTYGB0rhx0qpVhCYAt4ceJwAAkKMsWyZ16ybt3Wtdf/hhafRoqUQJe+sCkL3R4wQAAHKEI0ekDh2k+++3QlPJktLs2dY5mghNAP4tghMAAMjWrl2TPv5YqlxZ+uYbyeGwVs/buVOKiLC7OgA5BUP1AABAtrV6tRWStm2zrtevL336qVS3rr11Ach56HECAADZzrFjUqdOUtOmVmgqVEiaMEFat47QBCBzEJwAAEC2cf26tdBDpUrSlCnWsLznn5d275a6dJE8+M0GQCZhqB4AAMgWfvpJ6tvXmrskSXfdJY0dK9WrZ29dAHIH/i4DAADc2u7dUps2Uni4FZoKFbLOybRhA6EJQNYhOAEAALd09qzVw1S9ujRvnuTlJfXpI+3ZI3XvLnl62l0hgNyEoXoAAMCtXL8uff65NGiQdPq0dew//5E+/NCa2wQAdiA4AQAAt2CMtHix9Mor0o4d1rGqVa1zNLVsaW9tAMBQPQAAYLtNm6T775datbJCU8GC0pgx0u+/E5oAuAd6nAAAgG327pXefFP69lvrure31Lu3NHCgVKCAvbUBwM1s7XFatWqV2rRpoxIlSsjhcGjOnDmp3mfFihWqW7eufHx8VKFCBU2ePDnT6wQAABnrxAnphRekKlWs0ORwSE89Jf31lzRiBKEJgPuxNThdvHhRtWrV0tixY9PUfv/+/WrdurXuvfdebd26VX369FGXLl20ePHiTK4UAABkhAsXpCFDpPLlraF4169LDzwgbdkiffWVVKaM3RUCQNJsHarXqlUrtWrVKs3tx48fr3LlymnEiBGSpCpVqmjNmjX6+OOPFR4enlllAgCAf+nyZemzz6TISKu3SZJCQ6UPPpDuu8/e2gAgLbLV4hDr169XWFiYy7Hw8HCtX78+2fvExsYqJibGZQMAAFkjNlb69FOpQgXrnEwnTkh33CFNny79+iuhCUD2ka2C07FjxxQcHOxyLDg4WDExMbp8+XKS94mMjFRQUJBzCwkJyYpSAQDI1a5dk774QqpYUerVSzpyRAoJsc7P9OefUrt2kke2+i0EQG6X4//JGjBggKKjo53boUOH7C4JAIAcKy7OmqtUubLUtasUFSUVL27NZ9qzxzqWJ4/dVQJA+mWr5ciLFSum48ePuxw7fvy4AgMD5efnl+R9fHx85OPjkxXlAQCQa12/Ls2YIb37rrR7t3WsaFHp9del7t2lZP6bBoBsI1sFp4YNG2rBggUux5YsWaKGDRvaVBEAALnb1atWD1NkpPT339axggWlV1+1zseUL5+99QFARrE1OF24cEF79+51Xt+/f7+2bt2qggULqnTp0howYIAOHz6sr776SpLUvXt3jRkzRq+++qqeffZZLVu2TN9++63mz59v10sAACBXunzZmsP0wQfSP/9YxwoVshaAeOEFKTDQ3voAIKPZGpw2bdqke++913m9X79+kqTOnTtr8uTJOnr0qKKiopy3lytXTvPnz1ffvn01atQolSpVSl988QVLkQMAkEXOn5fGjZM++khKGD1fvLjUv7/0/PP0MAHIuRzGGGN3EVkpJiZGQUFBio6OViB/DgMAIE1OnZLGjpVGjZLOnrWOlSljzWF6+mnJ19fW8gDgtqQnG2SrOU4AACBr7dsnffyxNHGiNTxPspYYf+MNqUMHVsgDkHsQnAAAQCK//CINHy59/72UMDalTh3ptdekRx+VPD3trQ8AshrBCQAASJLi46V586zAtGbNjeOtWkmvvCLde6/kcNhXHwDYieAEAEAud/GiNHWqteBDwjmY8uSROnaUXn5Zql7d3voAwB0QnAAAyKX277cWfPi//5POnbOOBQVZJ6x98UWpRAlbywMAt0JwAgAgFzFGWrZM+uQT6ccfb8xfuuMO64S1XbpIAQH21ggA7ojgBABALnDhgjRlijRmjLRz543jLVtaJ6xt1YoFHwAgJQQnAABysF27pM8+kyZPlqKjrWP+/lLnzlYPU+XKtpYHANkGwQkAgBzmyhXpu++kzz+XVq++cbxCBat3qXNnay4TACDtCE4AAOQQu3ZZYenLL6WzZ61jnp7Sf/4jdesmhYdLHh721ggA2RXBCQCAbOzKFWnWLGs43s29S6VLWws9PPusVLKkffUBQE5BcAIAIJsxRtq40Zq39M03N5YSv7l3qWVLFnsAgIxEcAIAIJs4fFj6+msrMP35543j9C4BQOYjOAEA4MauXJF++MEKSz/9JMXHW8f9/KRHHpGeflq6917mLgFAZiM4AQDgZuLjrflK33wjTZ9+YxlxSWrSxFoV77HHpMBA+2oEgNyG4AQAgBswRvrtNysszZgh/fPPjdtKl7bCUqdO1pLiAICsR3ACAMBGu3dbYembb6S//rpxPCjIGorXsaPUvDlD8QDAbgQnAACy2IED0syZVljasuXGcV9f6b//ldq3l1q1knx8bCsRAHALghMAAFngr7+s8y3NmiVt3nzjuJeXtXR4+/ZS27ZSQIB9NQIAkkdwAgAgExgjbd9+Iyxt337jNg8Pa5GHJ56QHn1UKlzYvjoBAGlDcAIAIIPEx1sLPCSEpT17btzm5SXdd581bykiQipa1LYyAQC3geAEAMC/cOmStHSp9OOP0rx50tGjN27z8bGG4T3yiDV3qUAB++oEAPw7BCcAANLp8GErJP34oxWarly5cZu/v7WwwyOPSA8+yJwlAMgpCE4AAKQiLs4agpcQlm5eCU+SypSR2rSxtmbNWA0PAHIighMAAEk4fFj66Sdp8WLp55+l06dv3OZwSA0aWEHpP/+Rqle3jgEAci6CEwAAki5fllavtoLSTz+5roInSYGBUliYFZYefJDFHQAgtyE4AQBypfh46fffpeXLraC0cqXrXCWHQ7r7bik83Nrq1ZPy5LGvXgCAvQhOAIBcIT7e6kVavtzaVq2Szp51bVOixI2gFBYmFSpkT60AAPdDcAIA5EjGSLt23QhKK1dKp065tvH3l5o2le6/3wpLVasyVwkAkDSCEwAgR7h2Tdq6VVqzRlq71ro8fty1Td680j33SPfea22hodaJaQEASA3/XQAAsqXoaGn9eiskrV0r/fKLdTLam/n6So0a3QhKd98teXvbUy8AIHsjOAEA3J4x0t690q+/SuvWWb1J27ZZx2+WP7/UuPGNrV49KzwBAPBvEZwAAG7n2DFp40YrKP36q7V/60IOknTHHVZAuuce67JKFcnDI+vrBQDkfAQnAICtzp+XNm++EZJ+/VU6dChxOx8fqU4d68SzCT1KxYtnfb0AgNyJ4AQAyDJHj1oLOGzZcuNy797E7RwOa4W7evVubNWrMz8JAGAfghMAIMPFx0v79lnB6OaQdOsqdwlCQlxDUmioFBCQpSUDAJAighMA4LYZIx05Iu3YYZ1cNuFy507pwoXE7T08pEqVpNq1rWF3tWtbW5EiWVw4AADpRHACAKTJyZOu4Sjh8ty5pNv7+ko1a7qGpBo1pHz5srBoAAAyCMEJAOB09ao1xG73bmv7668b+6dOJX0fT0+pQgVrDlL16lK1atZWsSInlwUA5Bz8lwYAuUx8vLVIQ0Ioujkc7d9v3Z6cO+6wQtHNIalSJc6VBADI+QhOAJADXbxohaC//0687d8vXbmS/H39/a0wVLGidXnzPsPsAAC5FcEJALKhixetcx0lbAcOuIaj5FavS+DpKZUrl3Q4Kl7cWg4cAADcQHACADdz/bq1Ul1UlBWKkro8cyb1xylQwBpal9QWEiLlyZP5rwUAgJyC4AQAWSQuTjpxwgpFR49a2837N19PaZ5RgoAAqXRpKwSVKSOVL38jGJUrJ+XPn+kvCQCAXIPgBAD/wvXr1mpzJ09a24kTN/ZvDUMnTqQtEElWb1CpUlYoKl36RkC6+TIoKHNfGwAAuIHgBAD/X3y8FBNjDYM7e9a6TC4UJVw/ezZ9z+HhIQUHW/OIErYSJVyvh4RYbTw8Mud1AgCA9CM4AchRrl61wk9MjHT+vBVsEkLQrfu3Hjt3TjIm/c/pcEiFCklFi0pFitzYihVLHIqKFrUWZgAAANmLWwSnsWPHavjw4Tp27Jhq1aql0aNHq169ekm2nTx5sp555hmXYz4+PrqS0tq6ANzWtWvSpUvWKnEXL7ruX7hwIwTdup0/n/Tx2Nh/X1PevNbCCgUKSIUL3whCtwajhOsFCxKGAADI6WwPTjNmzFC/fv00fvx41a9fXyNHjlR4eLh2796tokWLJnmfwMBA7d6923ndwbq5QIaIi7OCR2ysdZ6fK1fStx8bawWfpIJQcseuXcuc15I3r7V4Qv78VgAqWDDpy6SO+fhkTk0AACD7sj04ffTRR+ratauzF2n8+PGaP3++Jk6cqNdffz3J+zgcDhUrViwry0Q2YUziLT3HkzoWH28Firi4tO3f7m23touLs0JFWrbr19Pe9ubt1pB0/bo9n5tkzefJl8/a8ua1tsDAG1tAgOv1lG4LCJC8bP/XDQAA5CS2/mpx9epVbd68WQMGDHAe8/DwUFhYmNavX5/s/S5cuKAyZcooPj5edevW1dChQ1WtWrUk28bGxir2prE7MTExGfcCstCVK9KGDdKuXdL+/dacjHPnrOFKCb8033wZF5d0ELj5+r/Zv50AklHHkzuGjOXhIfn6WpuPj+tlcvs+PpKfn2sAuvkyqWMJl97enHQVAAC4L1uD06lTpxQXF6fg4GCX48HBwfrzzz+TvE+lSpU0ceJE1axZU9HR0frwww/VqFEj7dixQ6VKlUrUPjIyUu+8806m1J8VTpyQ3nlH+vJLa2gT7OPpaW0eHqnvZ0Q7T09rSeqEzcvL9XpGbLcGopvDED02AAAAN2S7X40aNmyohg0bOq83atRIVapU0WeffaZ33303UfsBAwaoX79+zusxMTEKCQnJklr/re3bpfBw6xwwkrUi1113SRUqWCt45c8v+ftbf6lP+KXay8vaPD2tv94n/AU/pf3Ubk+u7c1beo9n1X0y4rE8PFgWGgAAILezNTgVLlxYnp6eOn78uMvx48ePp3kOU548eVSnTh3t3bs3ydt9fHzkkw1nep87J/3nP1ZoqlJFGjtWat6coUwAAACAHWz9O7q3t7dCQ0O1dOlS57H4+HgtXbrUpVcpJXFxcdq2bZuKFy+eWWXa4n//kw4elO64Q1qzRrr3XkITAAAAYBfbh+r169dPnTt31l133aV69epp5MiRunjxonOVvU6dOqlkyZKKjIyUJA0ZMkQNGjRQhQoVdO7cOQ0fPlwHDx5Uly5d7HwZGercOauHSZLGjLGWSAYAAABgH9uDU7t27XTy5EkNGjRIx44dU+3atbVo0SLnghFRUVHyuGmCydmzZ9W1a1cdO3ZMBQoUUGhoqNatW6eqVava9RIy3PTp1ip61atLDzxgdzUAAAAAHMbkrsWcY2JiFBQUpOjoaAUGBtpdTpJatpSWLJE++EDq39/uagAAAICcKT3ZgLXC3ExsrDWnSZJatbK3FgAAAAAWgpOb2bBBunxZCg6WkjmnLwAAAIAsRnByM5s3W5eNG7OKHgAAAOAuCE5u5o8/rMtateytAwAAAMANBCc38/vv1iXBCQAAAHAfBCc3cv26tHOntV+jhr21AAAAALiB4ORGDh+Wrl6VvL2lsmXtrgYAAABAAoKTG9m/37osU0by4JMBAAAA3Aa/nruRAwesS3qbAAAAAPdCcHIjCT1O5crZWwcAAAAAVwQnN0KPEwAAAOCeCE5u5OBB67JMGXvrAAAAAOCK4ORGTp60LoOD7a0DAAAAgCuCkxs5fdq6LFTI3joAAAAAuCI4uQljbgSnwoXtrQUAAACAK4KTm4iJka5ft/bpcQIAAADcC8HJTST0Nvn5WRsAAAAA90FwchMM0wMAAADcF8HJTZw6ZV0yTA8AAABwPwQnN8GKegAAAID7Iji5CYbqAQAAAO6L4OQmGKoHAAAAuC+Ck5tgqB4AAADgvghOboKhegAAAID7Iji5CYbqAQAAAO6L4OQmGKoHAAAAuC+Ck5tgqB4AAADgvghOboKhegAAAID7Iji5gUuXpCtXrH2CEwAAAOB+CE5uIGGYXp48UkCAvbUAAAAASIzg5AZuHqbncNhbCwAAAIDECE5ugBX1AAAAAPdGcHIDrKgHAAAAuDeCkxtgRT0AAADAvRGc3ABD9QAAAAD3RnByAwzVAwAAANwbwckNMFQPAAAAcG8EJzfAUD0AAADAvRGc3ABD9QAAAAD3RnByAwzVAwAAANwbwckNMFQPAAAAcG8EJ5tdvSqdP2/tM1QPAAAAcE8EJ5udPGldenpK+fPbWgoAAACAZBCcbJYQnAoXljz4NAAAAAC3xK/qNksITkWK2FsHAAAAgOQRnGyWEJyKFrW3DgAAAADJIzjZjB4nAAAAwP0RnGx27Jh1SY8TAAAA4L7cIjiNHTtWZcuWla+vr+rXr69ff/01xfYzZ85U5cqV5evrqxo1amjBggVZVGnGO3DAuixTxtYyAAAAAKTA9uA0Y8YM9evXT4MHD9Zvv/2mWrVqKTw8XCdOnEiy/bp169S+fXs999xz2rJliyIiIhQREaHt27dnceUZIyE4lS1rZxUAAAAAUuIwxhg7C6hfv77uvvtujRkzRpIUHx+vkJAQvfDCC3r99dcTtW/Xrp0uXryoefPmOY81aNBAtWvX1vjx41N9vpiYGAUFBSk6OlqBgYEZ90Juw/nz1tym2Fhp2zapenVbywEAAABylfRkA1t7nK5evarNmzcrLCzMeczDw0NhYWFav359kvdZv369S3tJCg8PT7Z9bGysYmJiXDZ30aGDFZqKFJGqVLG7GgAAAADJsTU4nTp1SnFxcQoODnY5HhwcrGMJqybc4tixY+lqHxkZqaCgIOcWEhKSMcVngJdekkqXlqZNkzw97a4GAAAAQHJsn+OU2QYMGKDo6GjndujQIbtLcgoLk/bssS4BAAAAuC8vO5+8cOHC8vT01PHjx12OHz9+XMWKFUvyPsWKFUtXex8fH/n4+GRMwZnA29vuCgAAAACkxtYeJ29vb4WGhmrp0qXOY/Hx8Vq6dKkaNmyY5H0aNmzo0l6SlixZkmx7AAAAAPi3bO1xkqR+/fqpc+fOuuuuu1SvXj2NHDlSFy9e1DPPPCNJ6tSpk0qWLKnIyEhJ0ksvvaRmzZppxIgRat26taZPn65Nmzbp888/t/NlAAAAAMjBbA9O7dq108mTJzVo0CAdO3ZMtWvX1qJFi5wLQERFRcnD40bHWKNGjTRt2jQNHDhQb7zxhu68807NmTNH1VnLGwAAAEAmsf08TlnNnc7jBAAAAMA+2eY8TgAAAACQHRCcAAAAACAVBCcAAAAASAXBCQAAAABSQXACAAAAgFQQnAAAAAAgFQQnAAAAAEgFwQkAAAAAUkFwAgAAAIBUEJwAAAAAIBUEJwAAAABIBcEJAAAAAFJBcAIAAACAVHjZXUBWM8ZIkmJiYmyuBAAAAICdEjJBQkZISa4LTufPn5ckhYSE2FwJAAAAAHdw/vx5BQUFpdjGYdISr3KQ+Ph4HTlyRAEBAXI4HHaXo5iYGIWEhOjQoUMKDAy0uxy4Ob4vSC++M0gvvjNIL74zSC93+s4YY3T+/HmVKFFCHh4pz2LKdT1OHh4eKlWqlN1lJBIYGGj7FwfZB98XpBffGaQX3xmkF98ZpJe7fGdS62lKwOIQAAAAAJAKghMAAAAApILgZDMfHx8NHjxYPj4+dpeCbIDvC9KL7wzSi+8M0ovvDNIru35nct3iEAAAAACQXvQ4AQAAAEAqCE4AAAAAkAqCEwAAAACkguAEAAAAAKkgONlo7NixKlu2rHx9fVW/fn39+uuvdpeEDLBq1Sq1adNGJUqUkMPh0Jw5c1xuN8Zo0KBBKl68uPz8/BQWFqY9e/a4tDlz5ow6duyowMBA5c+fX88995wuXLjg0uaPP/5QkyZN5Ovrq5CQEH3wwQeJapk5c6YqV64sX19f1ahRQwsWLEh3LchckZGRuvvuuxUQEKCiRYsqIiJCu3fvdmlz5coV9erVS4UKFZK/v78eeeQRHT9+3KVNVFSUWrdurbx586po0aLq37+/rl+/7tJmxYoVqlu3rnx8fFShQgVNnjw5UT2p/buUllqQucaNG6eaNWs6TxzZsGFDLVy40Hk73xekZtiwYXI4HOrTp4/zGN8b3Oztt9+Ww+Fw2SpXruy8Pdd+XwxsMX36dOPt7W0mTpxoduzYYbp27Wry589vjh8/bndp+JcWLFhg3nzzTfP9998bSWb27Nkutw8bNswEBQWZOXPmmN9//93897//NeXKlTOXL192tnnggQdMrVq1zIYNG8zq1atNhQoVTPv27Z23R0dHm+DgYNOxY0ezfft288033xg/Pz/z2WefOdusXbvWeHp6mg8++MDs3LnTDBw40OTJk8ds27YtXbUgc4WHh5tJkyaZ7du3m61bt5oHH3zQlC5d2ly4cMHZpnv37iYkJMQsXbrUbNq0yTRo0MA0atTIefv169dN9erVTVhYmNmyZYtZsGCBKVy4sBkwYICzzd9//23y5s1r+vXrZ3bu3GlGjx5tPD09zaJFi5xt0vLvUmq1IPPNnTvXzJ8/3/z1119m9+7d5o033jB58uQx27dvN8bwfUHKfv31V1O2bFlTs2ZN89JLLzmP873BzQYPHmyqVatmjh496txOnjzpvD23fl8ITjapV6+e6dWrl/N6XFycKVGihImMjLSxKmS0W4NTfHy8KVasmBk+fLjz2Llz54yPj4/55ptvjDHG7Ny500gyGzdudLZZuHChcTgc5vDhw8YYYz799FNToEABExsb62zz2muvmUqVKjmvP/7446Z169Yu9dSvX99069YtzbUg6504ccJIMitXrjTGWJ9Jnjx5zMyZM51tdu3aZSSZ9evXG2OssO7h4WGOHTvmbDNu3DgTGBjo/I68+uqrplq1ai7P1a5dOxMeHu68ntq/S2mpBfYoUKCA+eKLL/i+IEXnz583d955p1myZIlp1qyZMzjxvcGtBg8ebGrVqpXkbbn5+8JQPRtcvXpVmzdvVlhYmPOYh4eHwsLCtH79ehsrQ2bbv3+/jh075vLZBwUFqX79+s7Pfv369cqfP7/uuusuZ5uwsDB5eHjol19+cbZp2rSpvL29nW3Cw8O1e/dunT171tnm5udJaJPwPGmpBVkvOjpaklSwYEFJ0ubNm3Xt2jWXz6ly5coqXbq0y3emRo0aCg4OdrYJDw9XTEyMduzY4WyT0vchLf8upaUWZK24uDhNnz5dFy9eVMOGDfm+IEW9evVS69atE322fG+QlD179qhEiRK644471LFjR0VFRUnK3d8XgpMNTp06pbi4OJcvkyQFBwfr2LFjNlWFrJDw+ab02R87dkxFixZ1ud3Ly0sFCxZ0aZPUY9z8HMm1ufn21GpB1oqPj1efPn3UuHFjVa9eXZL1OXl7eyt//vwubW/9LG/3+xATE6PLly+n6d+ltNSCrLFt2zb5+/vLx8dH3bt31+zZs1W1alW+L0jW9OnT9dtvvykyMjLRbXxvcKv69etr8uTJWrRokcaNG6f9+/erSZMmOn/+fK7+vnhl+CMCAG5Lr169tH37dq1Zs8buUuDmKlWqpK1btyo6OlrfffedOnfurJUrV9pdFtzUoUOH9NJLL2nJkiXy9fW1uxxkA61atXLu16xZU/Xr11eZMmX07bffys/Pz8bK7EWPkw0KFy4sT0/PRCt+HD9+XMWKFbOpKmSFhM83pc++WLFiOnHihMvt169f15kzZ1zaJPUYNz9Hcm1uvj21WpB1evfurXnz5mn58uUqVaqU83ixYsV09epVnTt3zqX9rZ/l7X4fAgMD5efnl6Z/l9JSC7KGt7e3KlSooNDQUEVGRqpWrVoaNWoU3xckafPmzTpx4oTq1q0rLy8veXl5aeXKlfrkk0/k5eWl4OBgvjdIUf78+VWxYkXt3bs3V/87Q3Cygbe3t0JDQ7V06VLnsfj4eC1dulQNGza0sTJktnLlyqlYsWIun31MTIx++eUX52ffsGFDnTt3Tps3b3a2WbZsmeLj41W/fn1nm1WrVunatWvONkuWLFGlSpVUoEABZ5ubnyehTcLzpKUWZD5jjHr37q3Zs2dr2bJlKleunMvtoaGhypMnj8vntHv3bkVFRbl8Z7Zt2+YSuJcsWaLAwEBVrVrV2Sal70Na/l1KSy2wR3x8vGJjY/m+IEn333+/tm3bpq1btzq3u+66Sx07dnTu871BSi5cuKB9+/apePHiufvfmQxfbgJpMn36dOPj42MmT55sdu7caZ5//nmTP39+l9VHkD2dP3/ebNmyxWzZssVIMh999JHZsmWLOXjwoDHGWgI8f/785ocffjB//PGHadu2bZLLkdepU8f88ssvZs2aNebOO+90WY783LlzJjg42Dz11FNm+/btZvr06SZv3ryJliP38vIyH374odm1a5cZPHhwksuRp1YLMlePHj1MUFCQWbFihcuyr5cuXXK26d69uyldurRZtmyZ2bRpk2nYsKFp2LCh8/aEZV9btmxptm7dahYtWmSKFCmS5LKv/fv3N7t27TJjx45NctnX1P5dSq0WZL7XX3/drFy50uzfv9/88ccf5vXXXzcOh8P89NNPxhi+L0ibm1fVM4bvDVy9/PLLZsWKFWb//v1m7dq1JiwszBQuXNicOHHCGJN7vy8EJxuNHj3alC5d2nh7e5t69eqZDRs22F0SMsDy5cuNpERb586djTHWMuBvvfWWCQ4ONj4+Pub+++83u3fvdnmM06dPm/bt2xt/f38TGBhonnnmGXP+/HmXNr///ru55557jI+PjylZsqQZNmxYolq+/fZbU7FiRePt7W2qVatm5s+f73J7WmpB5krquyLJTJo0ydnm8uXLpmfPnqZAgQImb9685qGHHjJHjx51eZwDBw6YVq1aGT8/P1O4cGHz8ssvm2vXrrm0Wb58ualdu7bx9vY2d9xxh8tzJEjt36W01ILM9eyzz5oyZcoYb29vU6RIEXP//fc7Q5MxfF+QNrcGJ743uFm7du1M8eLFjbe3tylZsqRp166d2bt3r/P23Pp9cRhjTMb3YwEAAABAzsEcJwAAAABIBcEJAAAAAFJBcAIAAACAVBCcAAAAACAVBCcAAAAASAXBCQAAAABSQXACAAAAgFQQnAAAAAAgFQQnAAAAAEgFwQkAkK0ZYxQWFqbw8PBEt3366afKnz+//vnnHxsqAwDkJAQnAEC25nA4NGnSJP3yyy/67LPPnMf379+vV199VaNHj1apUqUy9DmvXbuWoY8HAHB/BCcAQLYXEhKiUaNG6ZVXXtH+/ftljNFzzz2nli1bqk6dOmrVqpX8/f0VHBysp556SqdOnXLed9GiRbrnnnuUP39+FSpUSP/5z3+0b98+5+0HDhyQw+HQjBkz1KxZM/n6+mrq1Kl2vEwAgI0cxhhjdxEAAGSEiIgIRUdH6+GHH9a7776rHTt2qFq1aurSpYs6deqky5cv67XXXtP169e1bNkySdKsWbPkcDhUs2ZNXbhwQYMGDdKBAwe0detWeXh46MCBAypXrpzKli2rESNGqE6dOvL19VXx4sVtfrUAgKxEcAIA5BgnTpxQtWrVdObMGc2aNUvbt2/X6tWrtXjxYmebf/75RyEhIdq9e7cqVqyY6DFOnTqlIkWKaNu2bapevbozOI0cOVIvvfRSVr4cAIAbYageACDHKFq0qLp166YqVaooIiJCv//+u5YvXy5/f3/nVrlyZUlyDsfbs2eP2rdvrzvuuEOBgYEqW7asJCkqKsrlse+6664sfS0AAPfiZXcBAABkJC8vL3l5Wf+9XbhwQW3atNH777+fqF3CULs2bdqoTJkymjBhgkqUKKH4+HhVr15dV69edWmfL1++zC8eAOC2CE4AgByrbt26mjVrlsqWLesMUzc7ffq0du/erQkTJqhJkyaSpDVr1mR1mQCAbIChegCAHKtXr146c+aM2rdvr40bN2rfvn1avHixnnnmGcXFxalAgQIqVKiQPv/8c+3du1fLli1Tv3797C4bAOCGCE4AgByrRIkSWrt2reLi4tSyZUvVqFFDffr0Uf78+eXh4SEPDw9Nnz5dmzdvVvXq1dW3b18NHz7c7rIBAG6IVfUAAAAAIBX0OAEAAABAKghOAAAAAJAKghMAAAAApILgBAAAAACpIDgBAAAAQCoITgAAAACQCoITAAAAAKSC4AQAAAAAqSA4AQAAAEAqCE4AAAAAkAqCEwAAAACk4v8BS4NDPkzc840AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eg_quicker_ew_large_Ts(T=int(1e5), r_infty=1e-7) # 17/2 m runtime approx\n", "eg_quicker_ew_large_Ts(T=int(5e5), r_infty=1e-7) # 17/2 m runtime approx" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and same tests again but value is linear\n", "# run times are same as above, depedn only on T\n", "\n", "# eg_quicker_ew_large_Ts(T=int(1e5), vtype=\"linear\")\n", "# eg_quicker_ew_large_Ts(T=int(1e6), vtype=\"linear\")\n", "# eg_quicker_ew_large_Ts(T=int(1e6), vtype=\"linear\", r_infty=1e-7)\n", "\n", "# eg_quicker_ew_large_Ts(T=int(1e7), vtype=\"linear\")\n", "\n", "# eg_quicker_ew_large_Ts(T=int(1e8), vtype=\"linear\")\n", "# again but with a bigger r_infty\n", "eg_quicker_ew_large_Ts(T=int(1e6), vtype=\"linear\", r_infty=1e-7)\n", "eg_quicker_ew_large_Ts(T=int(0.2e8), vtype=\"linear\", r_infty=1e-7)\n", "eg_quicker_ew_large_Ts(T=int(0.5e8), vtype=\"linear\", r_infty=1e-7)\n", "eg_quicker_ew_large_Ts(T=int(1e8), vtype=\"linear\", r_infty=1e-7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This perfectly illustrates, using a higher `r_infty`, how $E(w)$ momentarily converges, then shoots up, only to eventually converge again when the proportionally shrinking survival probability beats the proportionaly increase in value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One meaningful thing here is that, all of a sudden, the **choice of exactly how big $T$ is, really matters**. \n", "- Above, if $T \\in (10^4, 10^6)$, then $E(w) \\approx 2750$, whereas if $T>0.6\\times 10^8$, then $E(w) \\approx 3000$.\n", "- Suppose, for exmaple, that we believed that our dying sun was an inescapable filter. It's estimated that the Earth will become uninhabitable due to the increasing luminosity of the Sun long before it becomes a red giant - possibly in about 1 to 1.5 billion years from now. With this in mind, we might think that $T=1,000,000,000$ is a reasonable choice. In this casee this would provide a value cap for low enough `r_infty` under exponential decay." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, we look at ther role of `r_infty` for exponential decay risk under cubic value, having fixed lambda at -0.0001." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# write a function that plots Ew versus r_infty for a given T under exponential decay for some value trajectory\n", "def plot_Ew_vs_r_infty(T, v_type=\"cubic\", r_type=\"exponential_decay\", r_infty_range=[1e-9, 1e-3], num_points=10):\n", " # create a list of r_infty values\n", " r_infty_values = np.linspace(r_infty_range[0], r_infty_range[1], num_points)\n", " print(r_infty_values)\n", " \n", " # initialise v\n", " v = generate_value_vector(T+1, v_type=v_type)\n", " \n", " # initialize a list to store the E(w) values\n", " Ew_list = []\n", " \n", " # for each r_infty value, calculate the E(w) and store it in the list\n", " for r_infty in r_infty_values:\n", " r = generate_risk_vector(T+1, r_type=r_type, r_infty=r_infty)\n", " Ew = 0\n", " prod_term = 1\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v[t-1:t], r[t-1:t])\n", " Ew_list.append(Ew)\n", " \n", " # plot the list against r_infty\n", " plt.plot(r_infty_values, Ew_list)\n", " plt.title(f\"E(w) for {v_type} v & {r_type} r\")\n", " plt.xlabel(\"r_infty\")\n", " plt.ylabel(\"E(w)\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.00000e-09 1.11112e-04 2.22223e-04 3.33334e-04 4.44445e-04 5.55556e-04\n", " 6.66667e-04 7.77778e-04 8.88889e-04 1.00000e-03]\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_Ew_vs_r_infty(int(1e4), v_type=\"cubic\", r_type=\"exponential_decay\", r_infty_range=[1e-9, 1e-3], num_points=10)\n", "plot_Ew_vs_r_infty(int(1e5), v_type=\"cubic\", r_type=\"exponential_decay\", r_infty_range=[1e-9, 1e-3], num_points=10)\n", "plot_Ew_vs_r_infty(int(1e6), v_type=\"cubic\", r_type=\"exponential_decay\", r_infty_range=[1e-9, 1e-3], num_points=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Many filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall\n", "\n", "```\n", "def generate_risk_vector_more_filters(T, r_type=\"constant\", r_high=0.0022289477, r_low=0.0001, eras_periods=None, eras_risks=None, \n", " r_0=0.0022289477, lambda_val=-0.0001, r_infty=1e-9, custom_r=None):\n", " ...\n", " elif r_type == \"eras\":\n", " if eras_periods is None or eras_risks is None:\n", " raise ValueError(\"For 'eras' type, both eras_periods and eras_risks must be provided.\")\n", " r = []\n", " for i, r_val in zip(eras_periods, eras_risks):\n", " r.extend([r_val] * i)\n", "...\n", " return r\n", "```\n", "\n", "so far we've been working with at most 2 filters, modelled by\n", "\n", "```\n", "eras_periods = [100, 500, 100, T - 700]\n", "\n", "eras_risks = [0.0022289477, 0.0001, 0.0022289477, 0.0001]\n", "```" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Next, create a function that takes in the number of filters F and outputs eras_periods and eras_risks for the eras risk vector. \n", "# For the eras_risks it alternates between the two values of r_high and r_low, and \n", "# for the eras_periods it alternates between the two values of ell_danger and ell_safety (for in high risk era duration and low risk era duration respectively).\n", "# The last era's duration should be T - (F)*ell_danger - (F-1)*ell_safety\n", "\n", "def generate_filter_eras(T, F, r_high, r_low, ell_danger, ell_safety):\n", " # initialize lists to store the eras periods and risks\n", " eras_periods = []\n", " eras_risks = []\n", " \n", " # for each filter, append the risks levels and era durations to the lists\n", " for i in range(F):\n", " eras_risks.append(r_high)\n", " eras_risks.append(r_low)\n", " for i in range(F-1):\n", " eras_periods.append(ell_danger)\n", " eras_periods.append(ell_safety)\n", "\n", " # append the last two eras' duration to the periods list\n", " eras_periods.append(ell_danger)\n", " eras_periods.append(T - (F)*ell_danger - (F-1)*ell_safety)\n", " \n", " # return the lists\n", " return eras_periods, eras_risks" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([100, 500, 100, 4300], [0.0022289477, 0.0001, 0.0022289477, 0.0001])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example usage\n", "generate_filter_eras(5000, 2, 0.0022289477, 0.0001, 100, 500)\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "([100, 500, 100, 500, 100, 500, 100, 500, 100, 7500], [0.0022289477, 0.0001, 0.0022289477, 0.0001, 0.0022289477, 0.0001, 0.0022289477, 0.0001, 0.0022289477, 0.0001])\n", "sum duration of all eras should be T\n", "10000\n", "there should be 2*F eras\n", "10\n", "there should be F eras with risk r_high and F eras with risk r_low\n", "0.011644738499999998\n", "0.011644738500000001\n" ] } ], "source": [ "# one more example with 5 filters\n", "print(generate_filter_eras(10000, 5, 0.0022289477, 0.0001, 100, 500))\n", "\n", "# some tests\n", "print(\"sum duration of all eras should be T\")\n", "print(sum(generate_filter_eras(10000, 5, 0.0022289477, 0.0001, 100, 500)[0])) #== 10000\n", "\n", "\n", "print(\"there should be 2*F eras\")\n", "print(len(generate_filter_eras(10000, 5, 0.0022289477, 0.0001, 100, 500)[1])) #== 10\n", "\n", "print(\"there should be F eras with risk r_high and F eras with risk r_low\")\n", "print(sum(generate_filter_eras(10000, 5, 0.0022289477, 0.0001, 100, 500)[1])) \n", "print(5*0.0022289477 + 5*0.0001)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "# write the exact same function as before but plot alongside it how risk varies over time. the risk is different for each value, plotted in a different colour dotted line\n", "\n", "def plot_Ew_vs_F_and_risk(T, v_type=\"cubic\", r_high=0.0022289477, r_low=0.0001, ell_danger=100, ell_safety=500, F_min=1, F_max=10, num_points=10, zoomed=False, zoom_small_value=False):\n", " # put the plots side by side\n", " if zoomed:\n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20, 8))\n", " else:\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 5))\n", " # create a list of F values\n", " F_values = np.linspace(F_min, F_max, num_points)\n", " \n", " # initialise v\n", " v = generate_value_vector(T+1, v_type=v_type)\n", " \n", " # initialize a list to store the E(w) values\n", " Ew_list = []\n", " \n", " # for each F value, calculate the E(w) and store it in the list\n", " for F in F_values:\n", " eras_periods, eras_risks = generate_filter_eras(T, int(F), r_high, r_low, ell_danger, ell_safety)\n", " r = generate_risk_vector(T+1, r_type=\"eras\", eras_periods=eras_periods, eras_risks=eras_risks)\n", " Ew = 0\n", " prod_term = 1\n", " for t in range(1, T + 1):\n", " Ew, prod_term = calculate_Ew_incremental(Ew, prod_term, v[t-1:t], r[t-1:t])\n", " Ew_list.append(Ew)\n", " \n", " # plot the list against F\n", " ax1.plot(F_values, Ew_list)\n", " ax1.set_title(f\"E(w) for {v_type} value with varying filters F\")\n", " ax1.set_xlabel(\"F\")\n", " ax1.set_ylabel(\"E(w)\")\n", " if zoom_small_value:\n", " ax1.set_ylim(0, (1e11)/F_max)\n", " \n", " # plot the risk vector against T\n", " ax2.plot(r, color=\"green\")\n", " ax2.set_title(f\" Risk profile under {F_max} Great Filters\")\n", " ax2.set_xlabel(\"t\")\n", " ax2.set_ylabel(\"r\")\n", " ax2.set_xlim(0, F_max*600+4000)\n", " \n", " if zoomed:\n", " # plot the risk vector again but zoomed in\n", " ax3.plot(r, color=\"green\")\n", " ax3.set_title(f\"Zoomed out: Risk profile under {F_max} Great Filters\")\n", " ax3.set_xlabel(\"t\")\n", " ax3.set_ylabel(\"r\")\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example usage\n", "plot_Ew_vs_F_and_risk(100000, v_type=\"cubic\", r_high=0.0022289477, r_low=0.0001, ell_danger=100, ell_safety=500, F_min=1, F_max=10, num_points=10)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_Ew_vs_F_and_risk(100000, v_type=\"cubic\", r_high=0.0022289477, r_low=0.0001, ell_danger=100, ell_safety=500, F_min=1, F_max=100, num_points=10)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_Ew_vs_F_and_risk(100000, v_type=\"cubic\", r_high=0.0022289477, r_low=0.0001, ell_danger=100, ell_safety=500, F_min=1, F_max=100, num_points=50, zoom_small_value=True)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "500.0" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# If we compare the value with 1 vs 100 filters, roughly, their ratio is:\n", "5e10/0.1e9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first plot exhibits convex behaviour: as number of filters increases, $E(w)$ decreases by less and less. In particular $E(w)$ appears to converge in the example above (to 500 times less value than under Time of Perils where $F=1$). Filters in the future matter less and less since it is more and more unlikely we'll reach them." ] } ], "metadata": { "kernelspec": { "display_name": "venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }