{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Model PCEX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Model PCEX is introduced in chapter 4 of {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated` \"Monetary Economics: An Integrated Approach to Credit, Money, Income, Production and Wealth\". In its setup, the model has the same transactions and balance sheet as Model PC (see [here](GL06PC.ipynb)), but features expectations on disposable income and wealth. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Module Contents\n", "\n", "As with all `MacroStat` models, PCEX is divided into Variables, Parameters (fixed constants), Scenarios, and the Behavior (model initialization and steps). The module-level documentation, such as all variables/parameters/scenarios and their notation or the behavioral equations associated with each function of `BehaviorPCEX.py` can be seen in:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Variables \n", " Parameters \n", " Equations \n", " Scenarios \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The remainder of this page gives an introduction to the model, notes on how it is implemented in `MacroStat` and then shows some of the model dynamics by replicating the relevant graphs of Godley and Lavoie (2006)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Behavioral Equations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike model [PC](GL06PC.ipynb), model PCEX is built with expectations. Specifically, the household forms expectations of its disposable income $YD^e$ and its expected wealth $V^e$. With these two variables, the remaining equations of the model are almost identical to model PC.\n", "\n", "1. National Income\n", "```{math}\n", ":label: gl06_pcex_eq401_nationalIncome\n", "Y(t) = C(t) + G(t)\n", "```\n", "2. Disposable income is national income and interest earnings minus taxes\n", "```{math}\n", ":label: gl06_pcex_eq402_disposableIncome\n", "YD(t) = Y(t) - T(t) + r(t-1)\\cdot B_h(t-1)\n", "```\n", "3. Taxes are a fixed share of income\n", "```{math}\n", ":label: gl06_pcex_eq403_taxes\n", "T(t) = \\Theta \\cdot \\left(Y(t) + r(t-1)\\cdot B_h(t-1)\\right)\n", "```\n", "4. Wealth increases by savings\n", "```{math}\n", ":label: gl06_pcex_eq404_wealth\n", "V(t) = V(t-1) + (YD(t) - C(t))\n", "```\n", "5. Consumption is partially out of disposable income and wealth, **but now based on expected disposable income**\n", "```{math}\n", ":label: gl06_pcex_eq405E_consumption\n", "C(t) = \\alpha_1\\cdot YD^e(t) + \\alpha_2\\cdot V(t-1)\n", "```\n", "6. The share of bills in wealth depends on **expected wealth and expected disposable income**\n", "```{math}\n", ":label: gl06_pcex_eq407E_householdBondHoldings\n", "\\frac{B_d(t)}{V^e(t)}=\\lambda_0 + \\lambda_1\\cdot r(t) - \\lambda_2\\cdot\\left(\\frac{YD^e(t)}{V^e(t)}\\right)\n", "```\n", "7. The share of cash in wealth (6A)\n", "```{math}\n", ":label: gl06_pcex_eq406E_householdCashHoldings\n", "\\frac{H_d(t)}{V^e(t)}=(1-\\lambda_0) - \\lambda_1\\cdot r(t) + \\lambda_2\\cdot\\left(\\frac{YD^e(t)}{V^e(t)}\\right)\n", "```\n", "8. Household cash demand can also be described by the difference between **expected wealth** and **demand for bills**\n", "```{math}\n", ":label: gl06_pcex_eq413_householdDepositDemand\n", "H_d(t) = V^e(t) - B_h(t)\n", "```\n", "8. **expected wealth** depends on **expected disposable income**\n", "```{math}\n", ":label: gl06_pcex_eq414_householdExpectedWealth\n", "V^e(t) = V(t-1) + (YD^e(t) - C(t))\n", "```\n", "9. The household's realized cash holdings then depend on the realisation of household wealth\n", "```{math}\n", ":label: gl06_pcex_eq406_householdDeposits\n", "H_h(t) = V(t) - B_h(t)\n", "```\n", "10. Where we assume now that the household's demand for bills is met.\n", "```{math}\n", ":label: gl06_pcex_eq415_householdBillHoldings\n", "B_h(t) = B_d(t)\n", "```\n", "11. The change in the stock of outstanding government bills (also known as the government's budget constraint). The first part represents government outlays (direct purchases and interest payments) while the second represents government revenues (taxes and central bank profits)\n", "```{math}\n", ":label: gl06_pcex_eq408_governmentBillIssuance\n", ":nowrap:\n", "\n", "\\begin{align}\n", "\\Delta B_s(t) &= B_s(t) - B_s(t-1)\\\\\n", "&= (G(t) + r(t-1)\\cdot B_s(t-1)) - (T(t) + r(t-1)\\cdot B_{CB}(t-1))\n", "\\end{align}\n", "```\n", "12. The change in money circulating \n", "```{math}\n", ":label: gl06_pcex_eq409_moneyIssuance\n", "\\Delta H_s(t) = H_s(t) - H_s(t-1) = \\Delta B_{CB}\n", "```\n", "13. Bills held by the central bank, the central bank purchases all of the bills issued by the government that the households are not willing to buy given the current interest rate. Combined with {eq}`gl06_pc_eq409_moneyIssuance` it implies the CB provides cash money on demand. Therefore, _the amount of cash in the system is endogeneous and demand-led_ while _the rate on bills is exogenous_.\n", "```{math}\n", ":label: gl06_pcex_eq410_centralBankBills\n", "B_{CB}(t) = B_s(t) - B_h(t)\n", "```\n", "13. The interest rate is fixed\n", "```{math}\n", ":label: gl06_pcex_eq411_interestRate\n", "r(t) = \\bar{r}\n", "```\n", "\n", "With the redundant equation being\n", "```{math}\n", ":label: gl06_pcex_eq412_redundant\n", "H_s(t) = H_h(t)\n", "```\n", "\n", "**Now we must still define how the expected disposable income is set**, as with model [SIMEX](GL06SIMEX.ipynb), we suppose that it is a simple extrapolation from prior levels (which is self-consistent in a steady state since the economy is not growing here). \n", "```{math}\n", ":label: gl06_pcex_eq416_expectedDisposableIncome\n", "YD^e(t) = YD(t-1)\n", "```\n", "Note that in {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated` this is equivalent to _Model PCEX1_, while _Model PCEX_ actually just assumes a random multiplicative term on the $YD$ determined by model PC. I do not here model this part, as it is only used as a demonstration in the book. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transaction Flow Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Accounting Transaction Matrix for Model PCEX\n", ":file: GL06PCEX/transaction_matrix.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Balance Sheet Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{csv-table} Balance Sheet for Model PCEX\n", ":file: GL06PCEX/balance_sheet.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation in MacroStat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transposing these eleven equations to the `MacroStat` framework, we consider that there are:\n", "\n", "1. Three parameters (fixed constants): $\\alpha_1$, $\\alpha_2$, and $\\theta$ (see [Parameters](GL06PCEX/parameters.rst))\n", "2. Two scenario variables : $G_d(t)$ and $W(t)$ (see [Scenarios](GL06PCEX/scenarios.rst))\n", "3. The remaining tracked series are variables (see [Variables](GL06PCEX/variables.rst))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preparatory Steps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import importlib\n", "import logging\n", "import sys\n", "\n", "# Import the necessary libraries for plotting\n", "from matplotlib import pyplot as plt\n", "from matplotlib.ticker import PercentFormatter\n", "\n", "# Import the MacroStat get_model function\n", "from macrostat.models import get_model\n", "\n", "# Custom matplotlib style for the documentation\n", "plt.style.use(\"../../macrostat.mplstyle\")\n", "# We show the logging output in the notebook\n", "importlib.reload(logging)\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can run the model without any shocks to see the convergence to the steady state." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Starting simulation. Scenario: 0\n" ] } ], "source": [ "GL06PCEXClass = get_model(\"GL06PCEX\")\n", "model = GL06PCEXClass()\n", "model.simulate()\n", "output = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can also check that the variables are healthy, which means that the redundant equations hold and that all the assets and liabilities are positive. For model PC, the redundant equation is that the household money stock equals the central bank money stock. \n", "\n", ":::{Note}\n", "In numerical implementations, due to floating point precision it is unlikely that the redundant equation will hold exactly. Therefore, we check that the absolute percentage error is less than a given tolerance, in this case 1e-5. We use the absolute percentage error to appropriately scale the error for different magnitudes of the variables.\n", ":::" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.variables.check_health(tolerance=1e-5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An overview of the first 10 steps of the model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 1 2 3 4 \\\n", "ConsumptionHousehold 0 0.0 0.0 0.000 16.000000 28.799999 \n", "ConsumptionGovernment 0 0.0 0.0 20.000 20.000000 20.000000 \n", "NationalIncome 0 0.0 0.0 20.000 36.000000 48.799999 \n", "InterestEarnedOnBillsHousehold 0 0.0 0.0 0.000 0.000000 0.300000 \n", "CentralBankProfits 0 0.0 0.0 0.000 0.400000 0.420000 \n", "Taxes 0 0.0 0.0 4.000 7.200000 9.820000 \n", "HouseholdMoneyStock 0 0.0 0.0 16.000 16.799999 17.680004 \n", "CentralBankMoneyStock 0 0.0 0.0 16.000 16.800003 17.680002 \n", "HouseholdBillStock 0 0.0 0.0 0.000 12.000000 21.599998 \n", "GovernmentBillStock 0 0.0 0.0 16.000 28.800001 39.279999 \n", "CentralBankBillStock 0 0.0 0.0 16.000 16.800001 17.680000 \n", "Wealth 0 0.0 0.0 16.000 28.799999 39.280003 \n", "InterestRate 0 0.0 0.0 0.025 0.025000 0.025000 \n", "DisposableIncome 0 0.0 0.0 16.000 28.799999 39.279999 \n", "ExpectedDisposableIncome 0 0.0 0.0 0.000 16.000000 28.799999 \n", "ExpectedWealth 0 0.0 0.0 0.000 16.000000 28.799999 \n", "HouseholdBillDemand 0 0.0 0.0 0.000 12.000000 21.599998 \n", "\n", " 5 6 7 8 \\\n", "ConsumptionHousehold 0 39.280003 47.856003 54.874001 60.617043 \n", "ConsumptionGovernment 0 20.000000 20.000000 20.000000 20.000000 \n", "NationalIncome 0 59.280003 67.856003 74.874001 80.617043 \n", "InterestEarnedOnBillsHousehold 0 0.540000 0.736500 0.897300 1.028887 \n", "CentralBankProfits 0 0.442000 0.459900 0.474550 0.486539 \n", "Taxes 0 11.964001 13.718501 15.154261 16.329185 \n", "HouseholdMoneyStock 0 18.396004 18.981991 19.461540 19.853958 \n", "CentralBankMoneyStock 0 18.396004 18.981995 19.461544 19.853966 \n", "HouseholdBillStock 0 29.459995 35.892002 41.155495 45.462776 \n", "GovernmentBillStock 0 47.855999 54.873997 60.617039 65.316742 \n", "CentralBankBillStock 0 18.396004 18.981995 19.461544 19.853966 \n", "Wealth 0 47.855999 54.873993 60.617035 65.316734 \n", "InterestRate 0 0.025000 0.025000 0.025000 0.025000 \n", "DisposableIncome 0 47.856003 54.874001 60.617043 65.316742 \n", "ExpectedDisposableIncome 0 39.279999 47.856003 54.874001 60.617043 \n", "ExpectedWealth 0 39.279995 47.856003 54.873993 60.617035 \n", "HouseholdBillDemand 0 29.459995 35.892002 41.155495 45.462776 \n", "\n", " 9 \n", "ConsumptionHousehold 0 65.316742 \n", "ConsumptionGovernment 0 20.000000 \n", "NationalIncome 0 85.316742 \n", "InterestEarnedOnBillsHousehold 0 1.136569 \n", "CentralBankProfits 0 0.496349 \n", "Taxes 0 17.290663 \n", "HouseholdMoneyStock 0 20.175072 \n", "CentralBankMoneyStock 0 20.175095 \n", "HouseholdBillStock 0 48.987556 \n", "GovernmentBillStock 0 69.162651 \n", "CentralBankBillStock 0 20.175095 \n", "Wealth 0 69.162628 \n", "InterestRate 0 0.025000 \n", "DisposableIncome 0 69.162643 \n", "ExpectedDisposableIncome 0 65.316742 \n", "ExpectedWealth 0 65.316742 \n", "HouseholdBillDemand 0 48.987556 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=model.variables.to_pandas()\n", "df.head(10).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convergence to the Steady State" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The steady state for Model PCEX is equivalent to model PC, it just has delays in reathing the steady state. In {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated` models are initialized with almost all of the variables set to zero. For model PCEX the only non-zero item is that in period 0 the government demand is 20, i.e. the government creates 20 monetary units of demand." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To aid in our graphing, we can calculate the steady state solutions for the variables following the derivations in Section 4.5 of Godley and Lavoie {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated`:\n", "\n", "```{math}\n", "\\begin{align}\n", "G^\\star(t) &= G(t)\\\\\n", "r^\\star(t) &= r(t)\\\\\n", "\\alpha_3 &= \\frac{1-\\alpha_1}{\\alpha_2}\\\\\n", "YD^\\star(t) = YD^{e\\star}(t) &= \\frac{G^\\star(t)}{\\frac{\\theta}{1-\\theta} - r^\\star(t)\\cdot\\left(\\left(\\lambda_0 + \\lambda_1 r^\\star(t) \\right)\\alpha_3 - \\lambda_2\\right)}\\\\\n", "C^\\star(t) &= YD^\\star(t)\\\\\n", "Y^\\star(t) &= C^\\star(t) + G^\\star(t)\\\\\n", "V^\\star(t) = V^{e\\star}(t) &= \\alpha_3 YD^\\star(t)\\\\\n", "B_d^\\star(t) = B_h^\\star(t) &= \\left(\\left(\\lambda_0 + \\lambda_1 r^\\star(t) \\right)\\alpha_3 - \\lambda_2\\right)\\cdot YD^\\star(t)\\\\\n", "T^\\star(t) &= \\theta\\cdot \\left(Y^\\star(t) + r^\\star(t) B_h^\\star(t)\\right)\\\\\n", "H_h^\\star(t) &= V^{e\\star}(t) - B_h^\\star(t)\\\\\n", "B_s^\\star(t) &= \\frac{r^\\star(t) B_{CB}^\\star(t) + T^\\star(t) - G^\\star(t)}{r^\\star(t)}\\\\\n", "B_{CB}^\\star(t) &= B_s^\\star(t) - B_h^\\star(t)\\\\\n", "H_s^\\star(t) &= H_{s}(t-1) + (B_{CB}(t) - B_{CB}(t-1))\n", "\\end{align}\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In macrostat, this solution has been implemented in the `compute_theoretical_steady_state()` function. We compute this now for `scenario=0`, which is the case without any shocks and constant government demand $G$ and interest rates $r$. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Computing theoretical steady state. Scenario: 0\n" ] } ], "source": [ "model.compute_theoretical_steady_state(scenario=0)\n", "steadystate = model.variables.to_pandas()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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RM2fOUKJECZo1a6YrX1hYGP/++y/3798HQClFu3btiIqK0g0Fejl2QBf/sWPHsLe3x9raWpdn8ODBAJw/fz5D68+o19nfr6No0aIUKlRI9/7F45PRffSiLl26sHHjRpo0aUKRIkXo06dPiqFXL8vIdtauXcuhQ4dYu3YtRYoUAdANi3R3d6d06dJYWVm9srwfffQRXbp0YeXKlYSFhemGJqWlSJEiTJ8+nYEDB2Jubk6bNm1YuHDhK7fj5OTEDz/8wJ49e/D29tYtT4o5LW+yz4XIT6RhIUQ6qlSpkuyLW1psbW157733cHd3140NP3LkyBtv9+UK2MjIiGLFimVo9qQ3YWNjQ9euXfHy8ko3n7OzM/Pnz08z/cX9lZCQgJ+fX7J0jUbDokWL2LRpE1ZWVnTt2pUZM2bQu3dv7O3tM1+QN2BsbMzgwYP57bff+PLLLzE3N08zb9KsYDExMcmWP3/+PNmX8YIFC6a7zaw4nlqtVreutGJ9OU6tVktcXFyaz+5IS+vWrSlatCi7d+/GwsKC7t2769KMjIxISEjg008/Tffm/tS+VDZt2hQrKysWL15MSEgI586d0/0dJJWra9eutGvXTveZiRMnZjhurVab5v7JivVD4n1FrVq1yrL9ffnyZcqWLZuh8fpvUgaNRsO+ffu4ePEi7u7urFmzhs6dO+Pl5ZViX4WFhXH//v1Xbsff359OnTrRs2dPZsyYgZWVVYob0l/1P5GkTZs2ODo64uLiQkRExCs7HZRSTJo0iWHDhnHkyBG2b9/OO++8w5UrV5I1OpMkHa+rV6/Ss2dPJk6cyNy5c/Hz80u3QZLRfSFEfiezQgmRBZ49e4axsTGzZs1i5syZzJo1CwsLi2R5UruB8+nTpxlaf6tWrfDx8dF9sU2S0YeuZcTixYsJDAzU9by/zMfHR9cTmREnT57U3SCb5IcffuCDDz7Qfcn88ccfiY+P13ulPHz4cG7dusW8efPo1KlTmvmaNGmCiYkJjx49Srbc19dX92TtFi1a4Ovrm+72suJ41qhRA1tb2xTTYd6+fZvQ0FBatGiRIs779++j1Woz/BTwJEZGRgwePJhff/2VK1euUKtWrWRlUUqliCMjZblz5w4TJkxg+vTpLFu2LNlN7jVq1KBo0aLJepMh8UpDRmfqad68Of7+/oSHhydbfvbs2Tdef9L/cdKx+/vvvwEytb9NTEx06ztz5gwREREZKN2b7aMdO3Zw4sQJ6taty4QJE7h8+TKBgYG6B9W9GMvTp0+5fPnyK7cze/ZsChcuzIIFC7CyskrWkNq1axctWrTA39+fuLi4DJXrww8/ZP369URHR7/yCsCDBw9YtmwZTk5OfPDBBxw5coSOHTty+vRpXXkg5fGaMGECzZo1Y9y4cZiamqaI+U33hRD5nTQshHiBUirFl7208qn/n90JoFChQri5uXHnzh2ePHnC8+fPU3ymYsWKGBsb8+zZMyCxl8/Hx0f3Pmm98L/e6CRjxoyhcOHCyWYp2rt37yunv01a34uxpuWtt95i586dTJo0ia1btyZLu3XrFt999x1jx45Ndf0vCw8PZ9q0acmGw1y4cIEjR47w7rvv6paVK1eOWbNmsX37dg4dOpRsHSNGjKBDhw4p1p20b17eR+l95mUJCQk8ePBA975atWo0aNCAM2fOJOvlfPk4Ozg4MHny5GSNr6CgIP755x9db+f8+fM5cOBAsvXv3r0bSBwiBK8+nhk5bhYWFsyfP581a9YQHR2tW75u3TpsbGyYMWMG169fT9bI+fXXX+nfv79uyE5q23m5zEmGDh3K33//TYkSJZItr1+/Pu+//z5r167VLbt//z7//fdfsnWmdrwePnzIf//9R0BAQIov/+bm5ixcuJCNGzfqhqfExMTg4uKia7S/HOvL5enbty+NGjVi+fLlyWLz8PDI0PpTY29vj42NDbdv30YppRt+lZH9nZaqVavqpn5+9OgRpUuXTrV8Ly97kzIopVi9erXuvampKWXKlKF48eK6WO7cuQPAtWvXqF69+iu3Ex4eToECBXTr3LdvH9bW1sTGxnLt2jX69OlDjRo12LBhgy7P9evX8fHx0f1PvGjEiBFcv36dLl26pLvfksrj7Oyc7H+gQIECusZvpUqVMDEx4fbt24SFhWFrawuQIuY///wTc3NzXcxvui+EyO+MVEa+cQiRxx08eJCffvqJI0eOoNVqadmyJXXr1uX7779PkdfZ2Zlvv/2Wa9eu0a1bN3777TcKFy7MiBEjko0zL1KkCIMGDWLFihWYmiaOOly/fj2enp5UrlyZokWLcu3aNbZt20aHDh2YPHkyEydO5Pjx49SoUYNu3bqxZMkS3foeP37MtGnTKFKkCJaWltSsWTPNZ04ATJ06FTc3N65cuULp0qVp2bIlP/74I3Z2dunuiwcPHrB48WJu3bqFvb09hQoVonLlynz22We6oS7Ozs789ttv/PPPP9jZ2dGxY0dMTU3RaDQ8ffqUU6dOER4ezqNHj7h37x5z587l+PHjaLVaZsyYoRtOdfbsWYYPH861a9cwMzOjU6dOTJs2jWbNmjFw4EDu3bvHqVOngMRpQ8eMGcO1a9e4ePEiTk5ONGnShKlTp9KgQQOAFJ9JzaZNm/juu+/w9vambdu2LFq0iCZNmrB+/XoKFSrEoEGD8PT0ZMmSJfz555/ExMTQvn17Ro0axfvvv49SihUrVnDr1i0KFChASEgIY8eOpVGjRrpt/Pvvv/z000/UqlULIyMjypcvz+jRo6lRowZr1qyhTp06aR7PixcvMmnSJI4dO0bjxo1ZsGBBssZYauXZs2cP1atXx9jYmBEjRuiGo928eZNly5ZRrFgxIiMjKVasGLNmzcLMzAwXFxcWL16s2w8rV65k1apV7Ny5E0i8L2fTpk3JtvXOO++wbds2SpYsmWx5fHw8s2fPJigoiGLFimFjY8PUqVN58uQJo0eP5vDhw5QrV442bdokW6ezszMjR47Uvbe0tKRdu3asX79e9+V68+bNuLm5Ua5cOZRSjB8/Hnt7e0aNGoWrqytGRkb079+fzz//nPHjx3Ps2DFq1qzJtGnTGDx4MGFhYUyZMoW4uDicnJwoWLAgU6ZM0fVkp7X+9OzYsYMNGzZQo0YNJk+erGuMpre/0+Pn58eIESOoVasWjRs35v333092fDp27MiqVatYtGgRu3fvxsjIKNnxeZ0ybNmyBR8fH5RSWFtb8+TJE/r376+bTluj0TBy5EhMTU2pWLEiX331le6zaW3nwYMHTJgwAScnJ5ycnHTL/vnnH6ZMmUKHDh0IDQ1lypQp2NnZYWtri4ODA2vWrOHx48eMGzcu2RTBAB988AEbN25Md79BYuN0+vTplC9fnoIFCxIREUHlypWT3VO2cuVKjh49SqVKlZg/fz7W1tZcvXqVKVOm8Pbbb2NnZ0e1atU4ePAgAQEBfPXVVzRo0OCN9oUQ+Z00LITIAhMnTqRIkSJMnToVS0tLYmJiuHv3LhMnTmTgwIHp3jgtRH60c+dOtm3bxsaNGylSpAjx8fEEBASwevVqAgICcHZ21neIIgclJCQQEBCAo6Mjjx49Ys+ePWlOoiCEMFwyFEqILHDhwgXq1q2LpaUlkNjzWr16dWrWrJnuzcBC5Ffe3t6UL19ed9+OmZkZTk5ONGvWTP5n8qE1a9boZgRzdnZm+PDheo5ICPEm5IqFEFkgMDCQH3/8kaioKGxtbTExMSE4OJimTZvSr18/fYcnhMGJj49nw4YNXL16FXt7e0xMTIiMjKRkyZKMHj062fh3kffdvHmTr7/+mkqVKvHuu+/qhmYJIXIXaVgIIYQQQgghMk2GQgkhhBBCCCEyTRoWQgghhBBCiEyThoUQQgghhBAi06RhIYQQQgghhMg0aVgIIYQQQgghMk0aFkIIIYQQQohMk4aFEEIIIYQQItOkYSGEEEIIIYTINGlYCCGEEEIIITJNGhZCCCGEEEKITJOGhRBCCCGEECLTpGEhhBBCCCGEyDRTfQcgRF4UFBTEvXv3iI6OplWrVvoORwghhBAi28kVC5GjDh48yIABAyhatCiFChXC19c3Wfp7772Hra0ttra2DBkyJNPbO3DgAHZ2dly6dCnT63od586d4/PPP2fYsGHp5tu2bRudOnXC1NQUU1NTOnXqxLZt23IoSiGEyN2ePn3KF198wTvvvMOQIUMYNWoUq1evRinFe++9p+/w9G7NmjU4ODjw+PFjfYci8glpWIgc1bVrV7Zv387QoUMpVKgQo0ePTpa+Y8cONm3axC+//MKWLVtea90TJkxIsczExARzc/PMhPxGOnbsyIIFC16Zb+DAgbi5udGsWTOaN2+Om5sbAwcOzIEIhRAid/P09KRWrVo4Ojpy9OhRtmzZwqZNm6hVqxadO3dm586d+g4xR6VWByZ1WgmRU6RhIfSiSJEi/Pjjjxw9epRNmzYlSytatChFihR5rfUFBQVx/fr1FMs7d+6Mv78/b7/9dqbifRMmJiYZzmtsbIyRkVE2RiOEEHnHkydP6NGjB59++ikTJkzA2Ph/X2datWpFnz599Bhdzrty5QqhoaEpln/00Ufcv38fe3v7nA9K5EvSsBB6069fP3r37s3kyZMzdZk2ICCAMWPGEBsbm4XRCSGEMFSLFi0iMjKSSZMmpZo+YsQI7Ozscjgq/bh37x5jx47VdxhCAHLzttCzn376ibfeeotPP/2UP/74I9U8Wq2W5cuXk5CQQFRUFD4+PnzzzTeUK1cOgGXLlnHnzh0CAgIYMWIEACtXriQ2NpaBAwdy9+5dtmzZQvPmzXXrW7ZsGU+ePKFo0aI8ePCAadOmUbFiRR49esSgQYO4dOkSW7Zs4dq1a8TFxXHixAm+/PJL2rVrp4tr3bp1BAcHk5CQwIULF5gzZw516tTJkv3i4uLCggULSEhIYPv27fz555+Eh4dz9epVXFxcKFy4sC7vb7/9xpEjRyhbtixKKerXr6/rrfP392f+/PkUK1aMuLg4rK2t+eqrrzAxMUl1G2FhYVy5coWtW7eyZ88eHj9+zJkzZ2jYsCEzZszQbTMwMJBp06bh6OjI06dPefvtt6ViE0LkCKUUv//+OzVq1KBgwYKp5jE3N6dJkyZA1pzzb9y4gYuLC+XKlePZs2ccPnwYZ2dnHj9+zPDhw/Hx8eHYsWO0adOGhQsXsmzZMooUKcK9e/eIjY2lZ8+enDlzhqVLlxITE0N4eDgeHh4MGjSI5s2b4+LiQlxcHMePH2fz5s2UL18ePz8/hg4dysWLF5kyZQrR0dFoNBouXLjAhx9+SL9+/dBqtcydO5cnT57w5MkTRowYgZmZGRs2bMDb25uPP/6Ye/fu4eHhgZOTEwCxsbHMnTsXjUaDlZUVgYGBzJs3j+LFi3Px4kXGjh2Lt7c3R48e5a+//kIpxfHjx/nuu+/0cvVf5DJKCD2YM2eO7veNGzcqQO3YsUMppdSxY8fUsWPHdOmHDx9WVlZW6sGDB0oppZYvX66qVaumtFptsvW1bt06xXZiY2NVkSJFkq1v7NixaunSpbr3Dx48UOXKlVOBgYFKKaXi4+NVsWLFVLdu3VRERIRSSqnNmzeratWq6T5z/fp1ZWpqqk6fPq2UUsrV1VXZ2dmp8PBwXZ5jx46psmXLZmh/tG7dOkX8u3fvVkWLFlXLly/XLWvbtq1asmSJ7v3GjRtV3bp1VXx8vFJKqXnz5qnixYsrpZR69uyZqlChgrp3754u/zfffKNGjRr1ym20bNlSXbp0Sbd/APXw4UOllFJxcXHq7bffVrt27VJKKaXValW9evXU0aNHM1RWIYTIjKdPnypA9e7dO918YWFhSqmsOee3bdtWPXv2TPd+7NixytfXVymlVFRUlAKS1TOrV69Ocf5/++23VdOmTZW/v79SSil3d3dVqFAhtWDBAl2eUaNGqQ8//FD3XqvVqpIlS6pBgwbp6ryHDx8qGxsbdfDgQV2+4cOHq+HDh6fYB4GBgQrQxaqUUp07d1bbt2/Xvffy8lI1atRQz58/V0opFRISogD14YcfJqtbOnXqlGL9QrxMhkIJvRs1ahTt27fns88+49mzZynSa9SowcCBA3X3XXTp0oUbN27g7+//ynWbm5tjY2Oje3/16lXWr1/PRx99pFvm5ORE7dq1Wbp0KZB4s1uhQoVo1KgRhQoVAsDR0ZFbt27pPuPo6Mjw4cNxcHDQxRQUFMTly5ffYA+kztbWlmfPntG/f/9k202KIz4+nmnTpvHBBx/obs7r168f33//PQCLFy+mZs2alC1bVvf5UaNGsWnTJq5evZruNszMzKhduzaAroxJM3i5urpy//593VURIyMj+vTpI7NZCSFy1KvuS7Oxscmyc/6zZ8/4/vvvCQ8PB2DkyJHY2toCYGVllWLbqS2ztbXlrbfe0t3v4OjoSGRkJK1bt9blcXBw4O7du8nKaGlpybvvvqsrr6OjI7169WL27Nnplh+gePHiyd4fOnSIU6dO0a9fP92yBg0aYGJiws8//6yLExLvVUmqW17eH0KkRRoWwiCsX7+eyMjIVGe1cHJy4ocffmD//v3MnDlTN1tUfHz8a2/n6NGjmJqaprg5vHTp0vzzzz8ptpvE2NgYjUaje1+oUCHWrl3L+fPnmTlzJqtXr37jmF7l5TgSEhIA8Pb25unTp1SpUkWXXr16dQYPHgzAkSNHKFWqVLJ1FS1aFEtLy1eW9eX3gK78J0+exMLCgpUrV7JixQpWrFhBSEgIjo6OWVFcIYRIV7FixShRogQPHz5MN9/du3ez7Jy/bNkyvv/+e4oUKUL9+vW5d++e7gv460jt3JredtNSu3Ztzp8//9r3Fh45coQSJUoku9kdMrY/kuoeIdIj91gIg1C+fHkWLlzIhAkTKF26NJ06ddKlXb16lZ49ezJx4kTmzp2Ln58fCxcuTHNdYWFh3L9/X9fj/iKNRkNCQgIajSbZrE3Pnz9/rZOmv78/nTp1omfPnsyYMQMrKyu++OKLDH8+K2i1WiDtXjuNRkNMTEyKz8TFxWWqgjAyMsLMzCzVRqAQQmQ3IyMjBg4cyIYNG4iKikrzPgtnZ2cKFy6cJef8Fi1a4O/vj5ubG0eOHGHIkCFYWlrSo0ePTJfnTSSVJbXz//379wGSXa1Oklq9AIn7w8zMLIujFPmRXLEQBuOzzz6jadOmLF++PNnyCRMm0KxZM8aNG4epqWmyymDXrl1A4kk2qZfn6dOnaQ5JatGiBVqtNsUsVL6+vrqbuzNi9uzZFC5cmAULFmBlZZVqTNmtRo0a2Nrapphm9/bt24SGhtKiRQsePXqULO3+/ftotdrXKuvLWrVqxePHjwkJCUm2/OTJk2+8TiGEeB0zZszA2tqa7777LtX0oKAgtFptlp3zP/30U6ytrenfvz8bNmxg5cqV/Pnnn7r0l68APH369DVK8/q8vLxo0qSJ7jlNL9aBt27dSvNqTosWLXjy5EmKRtXr7g8h0iINC6EXL44hTWJsbMzGjRtTnKDDw8MpUKCA7v2ff/6Jubk5sbGxXLt2DYCqVaty584dAK5du0b16tV1+ZVSKKUAaNy4Me+99x6//fabLv327dv4+Pgkm/Xoxc8kvX/x9eWY9u3bh7W1dbKYXl5HelLL+/I2X85nYWHB/PnzWbNmDdHR0bo869atw8bGhhkzZnD9+vVkTzf/9ddf6d+/P40bN87QNlLL06tXL5o0acKGDRt0ec6dO4ePj0+GyiqEEJlVokQJDhw4wJo1a/juu+90V3AhcQryr776ivHjx2fZOf/ff/9N1mFlYWGRbBbAypUr6+4R1Gg0/Pvvv4SFhSUb1vSqbaSWJ8nu3bt1v9+4cYP9+/ezZMkS3bKqVaty+/ZtAHx8fKhatWqq2+jbty/169dP9vBAd3d3zMzM+Pjjj187LiFeZqTkL0XkoP379/P1119z5swZGjVqxIwZM+jZs2eyPF9//TWtW7emZcuWQOJQqClTpvD2229jZ2dHtWrVOHjwoK7yaNCgARqNhpEjR2JqakrFihX56quv8PX1Zdy4cRw+fJiaNWuycOFCunfvTnx8PAsWLCAsLAxjY2MiIyOZMmUKVapU4dGjR4wePZrDhw9Tvnx5xo8fT4kSJVi4cCFXr16lbdu2fPfddxQtWpQJEybg5OSEk5MT9vb2PHjwgH/++YcpU6bw9OlTFi9ezLVr1+jSpQvr1q3T3QT9ot9//53Nmzfz119/YWRkRPv27Rk+fDgajYbFixfj7e1N27ZtWblyJatWrdJVBn369NE9WHDTpk3s2bOH6tWrY2xszIgRI3T3Xdy8eZNly5ZRrFgxIiMjKVasGLNmzcLMzAwXF5d0t9G/f38+//xzxo8fz7Fjx6hZsybTpk1j8ODBREREMHXqVIyNjbG2tsbBwYHPPvss2/5uhBAiNUFBQSxbtoyzZ89ib2+PtbU19vb2fPHFF7ohUllxzl+wYAENGjTAyMiI+Ph44uPjmTNnjm5IkoeHBytXrqR+/fpoNBocHR0ZP348derUwdnZmQkTJnDo0CGKFi3KBx98QNu2bZkxY4auLly0aBHHjh1j48aNhISE0KVLF7Zt24aFhQXlypWjf//+FChQAHNzcy5cuMC4ceNo27atbj+Eh4czePBgypYtS/Xq1fnkk0/w8vJi6tSpHD9+nCZNmvD999/TpEkTIiIimD17NkZGRmg0GuLj45k9ezalSpXi4sWLTJw4kePHj1OzZk2++uorAgMDWblyJb6+vunWZ0KANCyEEEIIIQxWuXLlmDt3ru45TUIYMhkKJYQQQghhoKT/V+Qm0rAQQgghhDAwjx49omvXrjx8+JAFCxawatUqfYckxCvJUCghhBBCCCFEpskVCyGEEEIIIUSmScNCCCGEEEIIkWnSsBBCCCGEEEJkmqm+A8gsrVaLv78/1tbWqT7aXgghRHJKKSIiIihdunSKB1LmdlInCCHE68nKOiHXNyz8/f1xcnLSdxhCCJHrPHz4EEdHR32HkaWkThBCiDeTFXVCrm9YWFtbA4k7w8bGJlnagAED2L59+yvXIfkyly83xGjo+XJDjHklX26IMbvzhYeH4+TkpDt/5iVSJ+g/X26I0dDz5YYY80q+3BBjbqoTcn3DIulSt42NTYpKxMzMLMWy1Ei+zOXLDTEaer7cEGNeyZcbYsypfHlxqFBSmT766CPMzMwYOHAgAwcOBAxv/+fVfLkhRkPPlxtizCv5ckOM2ZVv27ZtbNu2jfj4eCBr6oRc37BIMmDAgBSVSNJrVsno+vSVL6OyY7t5pSz6Kkd2bFuOSebllbIkre/lSiQv2759e4oKVv7Wc267eaUscv7JvLxSjuzYtr6PSdJ35vDwcAoXLpw1K1e5XFhYmAJUWFjYG6+je/fuWRiR/uSVciiVd8qSV8qhlJTFEL1pObLivGmopE74n7xSDqXyTlnySjmUkrIYIkOoE/LWdCBCCCGEEEIIvcgzQ6Ey47UvMfn6QkhI8mX29ok/4eFw+3byNAsLqFEj8ffLlyEhIXl6lSpQqBD4+UFgYPI0OzsoUwaio+HGjeRpxsZQp07i79eu8UmTJnD+/P/SK1QAW1sICAB//+SftbVNTI+Lg6tXU5axTp3E9d+8CZGRydPKlEmMKygIHjxInlaoUGJ5tFq4eDHlemvWBHNzuHsXQkOTp5UuDaVKQWhoyrJYWkL16om/X7yYuP4XVasGVlaJ8QQFJU8rUQIcHRPLcfNm8jRTU6hdO/F3b2+IjU2eXqkS2NjA48eJPy8qUgTKl4eYGLh2LWVZ69VL/Nvy8YGoqORp5cpB0aLw9Ck8fJg8zdoaKlcGjQYuXUq53lq1wMwM7tyBsLDkaQ4OULJk4t+nr2/ytAIF4K23En+/cAGUSp7+1luJee7fh+Dg5GklSyaWJSICbt1KnmZmlhgTwJUr8PIwm8qVE8v06BE8eZI8rVgxKFsWnj+H69eTpxkZQd26ib9fv56Y50XlyycegydPEtf9osKFoWLFxFiuXOFlgwYMSPzl1q3EMr3IyQmKF0cFB5Nw5w6ahAQ0Gg0ajYYECwviypcnISEB44sXE5f9f7pWqyWqbFniTUwwffgQo9BQtFqtLi26cGGe29piFBFBgUePdGlKKeKNjQkpXRqNRkPh+/dR8fEopdBqtWiVIsTOjlgzM6yePcMyPDxxuVZLRSurFGUTmSd1gtQJgNQJUick+v86gWfP4N494jWJ52dzU3M0BSwJcipGgjYB4wsXSdAmoNFqiNfEE5+QQFj50phZWlMxxBhNcBCXAy9TqoA9NqbWPLCM54pJEISHU8gvILE+0SaQoE0g1hgCHIpRrkA5avhrCIoK4HrEdepZ18NEmeBe8DEPjJ5hExxOofBoNEqD0iqqlCyRomw5LtPXPPQsxy7pP3+u1K1bia+DByuV+C/4v585cxLzubmlTKtY8X/rsbNLmX7yZGLaxIkp0z75JDHt3LmUadbW/1tv9eop0/fuTUxbtChlWr9+iWkPH6ZMA6ViYhLTW7dOmbZhQ2Lahg0p01q3TkyLiUl9vQ8fJqb365cybdGixLS9e1OmVa/+v7JaW6dMP3cuMe2TT1KmTZyYmHbyZMo0O7v/rbdixZTpbm6JaXPmpEwbPDgx7dat1MuapEmTlGm//ZaY9uOPKdM6dEhMCwtLfb2BgYnp3bunTFu+PDFtx46UaXXr/i8mc/OU6VevJqZ98EHKtGnTEtOOHUuZ5uDwv/U6OKRMP3YsMW3atBRpmpEjVVhYmApyd0+ZZmamDh48qFxdXVVwuXIp0ncNGKBmzpyp9rVpkyLNq3Rp1atXL/V+u3ap7sP6lSurihUrKndLyxRpn5uaKhMTEzU4lc+dBMX//6S23or/n/ZbKmlz/j+tQyppt15Yb2Aq6a3NzZWVlZX6wcws2fK1pUqpNyFDobKA1An/+5E6IfFH6oTEn0zUCdpRo1RUXJQK8fovRZrG3Ey53XJTlwIuKW3duinS/5z5ofrQ5UP124CUae5v2aq3F72tps/+MNV9WG1CaWU9w1r9Vd4kRdqnnYyU0WwjNb2sU4q0M5amirko5qZyXEBV/AzFyDTqhNKJn+swJGXarSKJabRMvU5o8g6Kr1DLGyVf/m3JQupNZOV500gppfTVqMkKSTechIWFZfju/zdy/jzUrw/nziW2iA2wd4qYmOTpubh3irt3k6fl0t4pIE/0TsUVKUK4tTWRjx8Tf+0a0dHRREVFER0dTWRsLA8KFyYiIoKCd+8SGxnJ8+fPiYmJISYmhltAcFwcBUNDKfhSWqBWywPAEnjrpWIq4OL//14NKAAYAebm5pibmxNQoAAxBQpQ2sQEJ2NjzMzNMTM1xczMjLgCBQgqXJgCpqZUev4cU1NTTP8/zdTUlEB7e0wtLCgVEYGVRqNLNzU15bmdHQlFilAwNhbb0FBMTEwwNTXFxMQEChYkpmxZTE1Nsb17FxMTE4yNjTE1NcXY2Jj4ypUxtrLC8vFjzKOiMDY2xtjYGBMTE1SpUhg7OGASFYXZ/fu6NGNjY4wLFMC4Vq3EvN7eGGk0yWfnSOsckXTeeU05dt7UA6kT6iT+LnWC1AmQbXWCtkRxIosXxipGg+kdXx6GPSQqLopqxauhNTVhXexJIuIiKHD9NlGRYUTGRBAZE0l0XDQ+tloSLAow2fh9tI8fs+HZBipoK1ApqhKXzR7xa3l3LOPhrafJw1FGcNEeTC6aUHmPhgJFgP7AbuAp+LaA0EZQIhwcwoEEQAtoIMwUfAsaUcjTggaBFignRYJDAiV8SmBmZsapetEkFFBUilDYJphgYmyCqbEpJsYmBNtYEVXIikbhlXCIieep+VPMjM1wMHEgroAZ50tGYWZiRsWAMMxMzDAxMcHc1BxTY1NCythTwKoI1SItsHz+nGBNMEUsilDIvBCRRa0JL1aQArHx2DwOTKxrTEwxNzXHuEABtNXewtzUnEK372KilK4uMTIygipVMLaxwTQgAOOgIF1dZOzggFHp0in/Rl4hK8+beaZh0alTpxSzQmWpFyuRpJODELlIbGwswcHByX6CgoIIDQ1N9hMWFpZi2fOXLzm/xNLSEmtra6ytrSlYsKDux8rKKs1XKysrChQogKWlJQUKFEj2+8vLLCwssLCwwNTUNE9OkZpTXpwVys3NLU83LKROECJ9WqUl5HkIpsamFLYsjF+4H0fvHmVgzYFYmFrwk9dPnHl0hpDnIQRHBRMcHUzo81Ai4iOI1kSjUIxlLJahlhwyOUSgSSB1veoSEhrCpW6XIB5UrII4En/i//8nDogEDoOxsTFmrcywjrCmWGQxzIqaEe8QTwGzAliZW1HQvCCFLAtRyKIQhQoUorBVYYoUKELRgkWxsLCgQIECWFlZvbLusLCwyPQTpfOi7KgT8kzDIkd7p6QSEQYgISGBp0+fEhAQwJMnT1K8BgUF6RoPwcHBRL3cQ0biSd3W1jbZT+HChVN9b2Njo2s8JP0UKlQIa2trTE3ldq3cRK5YZAGpE4QBUkpxM/gmRQsUpXjB4lx4fIGd13YSEBlAUHQQQdFBBD8PJigqiNDYULRKy/sl3qe5pjkegR78bvI7Ha52IDogGm9HbyJsIkiITIAYUvyYKTOKhRSjSIEiWJW0wrqwNfZW9on1RWEbitgWSbPuSPqxsrKSziIDkJXnzWz9NhAZGcnw4cP5/vvvKVOmDABeXl64uLhQt25dPDw8mD59OuXLl39lmhD5SVhYGH5+fjx8+FD34+fnh5+fH48fP9Y1HF7uF7C1taVkyZKULFmS4sWLU6FCBYoVK0axYsWws7PT/Z70vnDhwtKLI4QQBi5eE8+jiEc8DHvIw/CHule/cD8eRz6mZMGS7Bu4j4SEBGqtqcW4yuNobNSYg74H2RO9B9NYU4iE+PB4Yp7FkBCeAM+BaPj9ye+4RrhSolQJ6pasi0lxE8qXL0+DYg2S1R0v1yGWlpb63i3CAGVbw2LTpk3cv3+fP/74g+XLlwOJQzH69++Pp6cnJUuWpEqVKowcOZLjx4+nmyZEXhMaGsqdO3d0P3fv3k3WiIh4YVYKIyMj7O3tcXJywsHBgapVq1KyZElKlSqV7LVEiRJyohe5kq+vL4cPH8bS0pKAgAA6d+5M3bp1pbNJ5Btxmjjuhd6jbOGyWJhasPH8Rvwj/JnVehZRcVFYL7ZG8b+OpIImBSlMYcxjzTGKMCIgMACnqU74+/ujLa3l+5DvIQoKFSqEk5MTjo6OlC5dmlIOpShVv1SKOqRIkSJy5UBkiWxrWIwaNQqA+fPn65adOHECGxsbSpYsCUCjRo04ffo0T5484fLly2mmJS3Tq3r1Ut7YJEQ6nj59yvXr15M1IJJ+nj17pstna2tLxYoVKVOmDO3bt8fR0REnJ6dklYGZmZkeSyJE9lq7di1Lly7VvR8yZAgbN2407M4mqRPEa3oe/5ybwTe5E3KH289uc+fZHe6EJP48CHuAVmk5+9FZatnVwvueN97+3nx37jvu3LlDjfAaBN8LJvB2IJpnGqLioogxiaFcuXKULVs2sd4Y7qSrO5J+ChcuLA0GkaNydGD0vXv3KFq0qO69iYkJ1tbWeHt7p5tmEA0LIdIQFBTEtWvX8Pb2Tvbz9On/prRwcHCgYsWK1KxZk549e1KxYkXdz4t/90LkR3/88QeDBg3i7bffBsDCwiLdjiipE4QhU0phZGTEo/BHrDm7hs8bf06JgiX4cP+HbL2yFQBrc2sqFKlASbOSvG36NrVULcLvhTOk8xBuX7tNwv/PFPZvgX91dUXHxh2pOCjx90qVKlGmTBm5v00YnBz9iwwKCkoxVMPS0pLQ0NB00zJiwIABKXp1s3Q2EB8fGDECnJ2hatWsWafIVRISErh+/Tpnz57lwoULXL16FW9vbwL/fzpIU1NTKleuTI0aNfjkk0+oUaMG1atXp0KFChQoUEDP0Yv8KmnWjxfFv/zAKj0bN24cDRo04LPPPqNw4cJ8/vnnnDlzxrA7m6ROEMCj8Eec9T/L+cfn8X7qjfdTb1qXbc3abmuJSYhh04VN9KrWC6NoI5qpZhQyKUTgjUBuX77NdZ/rXIpLnD7Wzs6OGjVq8E6Ld/h87OdUr16dypUrY29vL1ccRK6Sow2LwoULp7jZNDIyEjs7OwICAtJMy4jt27dn7wwgUVFw+nTKuadFnqTVarl16xZeXl6cPXtW15iIjo7GyMiIKlWqULNmTcaOHUuNGjWoUaMGlStXxtzcXN+hC5FMah0sSTOAGIr3338fLy8v9u/fT2RkJC1btjT8ziapE/KlZ8+f8ZPXT3j5e+H1yIvHkYnPsihuVZyaJWryboV3aVKyCf/88w9nz56luVdz+v3Qj/v37wOJQ19r1qxJ82bNGf3RaGrWrEmNGjUoUcIAnpgs8oXs7mzK0YZFtWrV2LBhg+59bGwsERERlC1bloSEhDTThMhuz54948SJE5w8eRIvLy/OnTunu4G6UqVKNGjQgN69e9OwYUPq1q2LtbW1niMWIm+IiIhg7NixuLi4YGxszJIlS+jduzeLFi0y7M4mkafFa+IxMTbB2MiYr098zZPIJ/zQ5QeMjYz57tR31C9dnxF1RlC/VH0KhBbgptdNzh09xxGvI/zg8wMABQsWpH79+vTr148GDRrQsGFDKlSoIFcghF5ld2dTjjYsWrVqRWBgIH5+fjg6OuLu7k7Dhg0pW7YsDg4OaaYJkdWSGhLHjx/n+PHjXL58GaUUTk5ONGzYkBkzZtCgQQPq169PkSJF9B2uEHnWX3/9RevWrbGysgJg7ty5xMfHU7x4cd0wQ5DOJpG9ErQJnPU/y/F7xzl27xgeDzz4d+S/1LWvS3Gr4hgbJU7LbWNuw98d/k6sO3YdZ82JNYSGhmJubk6dOnVo374906dPp2HDhlStWhUTExM9l0yInJVtDYtt27Zx4sQJAKZNm0arVq345JNP2Lx5MwsXLqRJkya4u7vj4uKSGIipaZppQmRWWg2JcuXK0aZNGyZOnEjr1q0pV66cvkMVIl+pVKkS+/btS7ZMo9HQuHFj6WwS2SZBm8CFxxc4du8Yx+8d598H/xIZF0kh80K0KNOC2a1nU6JgCbRaLU3Nm3LM4xi9v+uNu7s7ISEhWFhY0KxZMyZOnEjbtm1p1KgRFhYW+i6WEHonT97OqGfP4NAh6NIFZBYfg6eU4sqVK+zbt499+/Zx9uzZZA2JNm3aSENC5FuG9uTtw4cPc/ToURwdHYmNjaVBgwa0b9+eo0eP4urqqutsmjlzJhUqVEh3XVIniLQ8jUqcqa94weIs81jGl0e/pKBZQVqUaUGbcm1oW64t9ezrER0ZzeHDh9m3bx9HjhwhODgYc3NzmjZtStu2bWnTpg2NGzeW5waJPCMrz5t5pmHRqVMnzMzMsvbmPJGrxMXFceLECV1j4v79+1hbW9OpUye6dOlCmzZtpCEh8rWkm/bi4+Nxc3MzmIZFVjK0RpPQL/8If0pbl0aj1VDi2xJ81ugz5raZy8OwxKdWNyjdADMTMx4+fMi+ffvYu3cvx48fJz4+nrp169K1a1feeecdmjRpIrP7iTxLGhYvyLFK5OlT2LED3nsPihfPvu2I1xIaGqrrWTp8+DBhYWE4OTnRo0cPevToQevWreXytBAvyctfvqVOyN+0Sstpv9Ps89nHXp+93Hl2h6CpQdhY2HDM9xg1StSgRMESKKW4dOkSe/fuZe/evVy4cAFTU1PatGlDz5496dGjB2XKlNF3cYTIEVl53pQnq2TUw4cwbhw0bSqViJ5FR0ezZ88eNm/ezD///ENCQgL16tVj0qRJ9OjRg7fffltm3RBCZC+pEwyGUgrPR544X3Rm943dBEYFUtyqON2qdGNJuyVYmCR2LrUt35YrV66w1Hkpu3bt4sGDB9jY2NClSxemTp1K586dDWoaZiFyI2lYiFxBKcXJkydxdnZmx44dhIeH06JFC1auXEmPHj1wdHTUd4hCCAOS9BwLGR6bt7lec2XmsZncCLqBo40jw2oPo2e1njR1bIqJceKMTMHBwWzYtgFnZ2fOnTuHnZ0d7733Hr169aJ169by/CGRb704PDarSMNCGLQHDx7w66+/snnzZm7fvk3ZsmUZP348w4YNo1KlSvoOTwhhoOQ5FnmTUood3jsoU7gMTZ2aYmZiRj37eqzqtIp3yr+ja0wkJCRw8PBBfvnlF/bt24dSiq5duzJz5ky6dOkijQkh+N8zLXLtcyyEyIioqCj++OMPnJ2dOXbsGAUKFKBfv36sX7+e1q1bY2xsrO8QhRBC5BClFJeeXOLtkonDXJd4LKFzpc40dWpKj6o96FG1hy6vt7c3zs7O/Pbbbzx58oRatWqxdOlSBg8eLE+3FiIH5JmGRbZf9ra2hg4dEl9FtvD392fVqlWsXbuWsLAw2rRpw6ZNm+jbt6886VqILJAdl73zLakTsl2cJo5tV7bx7alvuRp4lXOjz1HPvh7/jvyXQuaFdPk0Gg379u3jm2++4dSpUxQrVozBgwczYsQI6tSpI/fcCZGDZFYooXfe3t58++23uLi4YGlpyZgxY/jkk08oX768vkMTIk/Ky+fNvFy2/CI8Npz159az4vQKHkU8oluVboxrOI72FdrrhjoBxMTE8Ouvv7J8+XJu3rxJq1at+Pzzz+nWrZvMBijEa5BZofRBo4GoKChYEExMXp1fpEspxfHjx/n22285dOgQDg4OLFq0iI8++khm5RBCGD6pE7Kcf4Q/K0+vZO25tTyPf86Q2kP4otkXVC9ePVm+kJAQ1qxZw6pVqwgMDKRPnz78+uuvNG7cWE+RCyGSSMMioy5dgvr14dw5qFdP39HkWgkJCbi6uvLNN99w7tw5atWqxebNm3n//fflZjohRO4hdUKWehT+iAqrKmBpasnY+mP5vPHnONg4JMvz4MEDvv/+ezZs2EBCQgIjRoxg8uTJVK5cWU9RCyFeJg0LkSPi4uJYv349y5cv5969e7Rr147Dhw/TsWNHGf8qhMhyMt2s4bv85DI/n/+ZlZ1W4mDjwOZem+lcqTOFLZNftb5y5QrLli1j27Zt2NjYMHHiRMaNG0fJkiX1FLkQeYNMNytyHaUUrq6uTJs2DV9fXwYMGICrqyv1pIdPCJGNZLpZw6XRajAxNiE0JpS/ff8mIDIAe2t73q/5frJ8/v7+zJw5E2dnZ5ycnPjuu+8YNWoUhQoVSmPNQojXIdPNpkN6pwyPp6cnkydPxsPDg86dO7N3715q1Kih77CEyLdkViihT8+eP2O++3wuBlzk2PBjtCzTkisfX8HYKPkU4lFRUXz77bcsW7YMKysrfvzxRz766CPMzMz0FLkQIqPyTMNCeqcMh6+vL9OnT2f79u3Url2bI0eO8O677+o7LCHyvezonRLiVeI0cfzk9RPz3eeToE1gRssZaJQGU2NTjPjfUFitVsuvv/7KV199RVBQEOPHj2fGjBnY2trqL3ghxGvJMw2LbFerFgQGgpzg0hQaGsrChQtZtWoVxYoVY+PGjQwfPhwTmTFFCJHXSJ3wSkop9tzYw9SjU7kbcpeP6n3EvDbzKFko5b0Rx44dY/LkyVy4cIH33nuPJUuWyJTjQuRC0rDIKDMzKF5c31EYpPj4eNauXcu8efN4/vw5M2bMYPLkyTIOVgiRd0mdkK5z/ueYdGQSJ+6foFOlTuwesJuaJWqmyHfz5k2mTp3K3r17ady4MR4eHjRr1kwPEQshsoLxq7MIAO7cgR49El+FjoeHB7Vq1WL8+PH07NmTW7duMWfOHGlUCCHyNqkT0uQX7kfjnxsTHB3M4cGHOTz4cIpGRWRkJBMnTqRGjRpcvHiRbdu2cerUKWlUCJHLScMio8LCYP/+xFdBTEwMU6dOpWXLlhQtWpQLFy6wceNGSpcure/QhBAi+0mdkIL7PXc0Wg2ONo4cHXaUi2Mv0qlSpxT5PDw8qFOnDuvXr2fBggXcuHGD999/X6YeFyIPyDNDoWRWqJxz7tw5hg0bxu3bt1myZAmTJ0+W+yiEyAXy06xQUifkrNvPbvPOr++wre823qvxHm3KtUmRJzY2ljlz5vDNN9/QuHFjDh8+LA+3E0KPsqNOMFJKqSxbWyZ5enpib2+Pg4MDAQEBPHz4kCZNmqT7maTZTcLCwrJ3Vqjz5/P9U1bj4+NZtGgRX3/9NbVq1eLXX3+lZs2UY2aFEIYtx86beiB1Qs7yeuRFPft6mBib4PXIiwalG6R65eHSpUsMHTqUGzduMH/+fKZMmSIdUkIYiKw8b+plKFSZMmWwtbVN9jNhwgTWrFlD2bJlMTU1pVevXhQtWlQf4YlUXLt2jaZNm7JgwQJmzJjB6dOnpVEhhBD5VExCDJP/nEzjnxuz9cpWABo6NEzRqEhISGDx4sU0bNgQAC8vL6ZNmyaNCiHyqBwfChUYGMiECRPo1asXRkZGGBkZsWzZMubOncuKFSvw8/NDKYWjo2NOh5Y+BwdYvjzxNR/RaDR8//33zJw5kwoVKnD69GkaNGig77CEEHnMzz//TEBAAE5OTmg0GkaNGoWXlxcuLi7UrVsXDw8Ppk+fbjhTkObTOgESZ3waunsod0Pu8m2Hbxlce3Cq+W7dusXw4cPx9PRkypQpzJs3DwsLixyOVgiRk3K8YaHVahk+fDjFihUDwMXFhWHDhukegONgqCfpkiVh0iR9R5Gj7ty5w4gRI/Dw8GDSpEksWLCAAgUK6DssIUQes27dOu7evcvSpUu5desWDRo0YPDgwfTv3x9PT09KlixJlSpVGDlyJMePH9d3uInyYZ0Qr4ln8X+LWXBiAbVL1ubc6HPUKFEjRT6lFGvWrGHKlCnY29tz4sQJmjdvroeIhRA5LceHQpUqVUrXqPDz8+PmzZu6+yiioqL45Zdf2Lp1K6NGjeL69es5HV7aQkJg587E13xg586dvP322/j7++Pu7s63334rjQohRJaLjY1l+vTpfPLJJwBUqlSJS5cuceLECWxsbChZMvFhao0aNeL06dM8efJEn+H+Tz6rE3xDfGm+qTnz3eczo8UMTn9wOtVGRVBQEJ07d+bTTz9l2LBhXLx4URoVQuQjep0VasaMGcydO1f3vl+/fjRu3BiAEiVK0Lt3b65du4ax8avbP0kzgLwoS2cD8fWF995LvFGvSJGsWacBUkoxf/585s6dy8CBA1m/fr08k0KIXCxp1o8XGdKsUCdPniQkJIRbt25x+vRpbty4QceOHbl3716y++xMTEywtrbG29tb19jQq3xSJwBceXKFdr+2w9rCmpMfnKSRQ6NU8127do3u3bsTERHB4cOH6dQp5VSzQoi8TW8Ni4CAAI4dO8avv/6qW1a/fn3d75UqVcLHx4fLly9Tp06dV65v+/bteW52k5wWHR3NyJEj2bFjBwsXLmT69Okyr7gQuVxqHSxJM4AYgsePHwNgbm7OgAEDCAoK4u2332b06NFYWlomy2tpaUloaGiG1pvtnU35SPki5en7Vl++fudrilkVSzWPm5sbAwYMoEyZMvz999+UK1cuZ4MUQmRIdnc26a1h4ebmhp2dne796dOnad++PUFBQVhaWhIREQEkVjYi+z169IhevXpx7do1XF1d6dOnj75DEkLkA0kNnKRZg+zs7NBqtRQvXpyXZ0OPjIxMVm+kRzqbMkertCxwX8CAmgOoZleNNd3WpJpPKcWPP/7IhAkT6Ny5M1u3bpX9LoQBy+7OJr09edvb2xsrKyvde0dHR6ZOnarrofLw8KBZs2ZUr15dXyHmG2fPnqVhw4YEBATw33//SaNCCJFj6tati5GRERqNRrfMyMgIBwcHAgMDdctiY2OJiIigbNmy+ggz34mKi2LX9V14PPBIM098fDyffvopn3/+OePHj2fv3r3SqBAin9PbFQsbGxuqVKmie+/o6EjLli359ttv0Wg03Lx5k927d+srvJQKFIC6dRNf85Dt27czYsQI3n77bfbs2UOpUqX0HZIQIh8pXbo0rVu3xsPDg44dO/L06VOMjIxo06YNgYGB+Pn54ejoiLu7Ow0bNjSchkUerRP8wv2I18RTvkh5zn50FgvT1KeHDQkJ4b333uP48eOsX7+ejz76KIcjFUIYIoN68vabyMtPkM1OWq2W+fPnM2/ePAYPHszPP/+cYjyzECJvMrTz5oMHD5gzZw61a9fmzp07jBo1inr16nH06FFcXV1p0qQJ7u7uuufppMfQypabeD3youfvPXm71NscHnw4zXy3bt2ie/fuBAYG4urqStu2bXMwSiFEVsvK82aeaVh06tQJMzMzuTkvA6KjoxkxYgQ7d+5k0aJFTJs2TW7SFiIfSLppLz4+Hjc3tzz55VsaFm9mh/cOhu8ZTp1Sddg9YDelCqV+9frYsWP07duX4sWLc+DAASpXrpzDkQohspo0LF6QY5XIhQvQpAmcPp14+TuXevz4Md27d+f69ets2bKF3r176zskIUQOy8tfvqVOeD1KKRacWMCc43MYVGsQG3tsxNI09avXGzZs4JNPPqFNmzbs2LGDInl8ml0h8ousPG/q9TkWuYpSEBeX+JpLPXnyhHfeeYeIiAg8PDwyNI2vEELkRknTzWbbVew8UCcopfjs8Ges9lrNgrYL+KrlV2levV66dCnTpk3j448/ZuXKlSmm8hVC5D4vXsXOKtKwyCcCAwN55513CA8P5/jx43L5WgiRp8l0s+lTSjHpz0ms9lrNhu4b+LDeh2nm/f7775k2bRqzZs1i3rx5MnRWiDwiqeMlK6eblYZFPhAUFET79u159uyZNCqEEEKw12cvKzxX8FOXn9JtVKxevZpJkyYxbdo0aVQIIV5JGhZ53LNnz2jfvj1Pnjzh+PHjVK1aVd8hCSGE0LOeVXtybPgx2pRrk2ae9evXM27cOCZOnMiiRYukUSGEeKU807DI9vG0b70FV6/CK6Y6NCQhISG8++67PHr0iGPHjvHWW2/pOyQhhB5lx3jafCsX1gkAi/9dTI0SNehRtUe6jYpffvmFMWPG8Omnn7J8+XJpVAghMkRmhcqjwsLCePfdd7lz5w7Hjh2jdu3a+g5JCGEg8vJ5My+XLbO0SsuAXQOoV6oe01tOTzOfi4sLQ4cO5aOPPmLNmjUYGxvnYJRCiJyWledNOVtk1P378OGHia8GLjw8nE6dOnH79m2OHj0qjQohhMhquahOAAiMCsTYyJjt/ban26jYuXMnw4YNY/jw4dKoEEK8NjljZFRwMGzcmPhqwCIiIujcuTPXr1/nr7/+om4unl9dCCEMVi6pEwBWn1lNpVWV8A3xxdgo7Wp/9+7duuHEP//8szQqhBCvLc/cYyEgKiqKrl27cvXqVf766y/q16+v75CEEEIvsv2+u1xiw7kNjDs8jolNJlLOtlya+Q4cOMCAAQPo06cPzs7OmJiY5FyQQgi9kOdYiDRFR0fTrVs3Lly4wJEjR2jUqJG+QxJCCL2R51jA5oubGXNgDJ82/JTlHdK+AfvPP/+kb9++dO3aFRcXF0xN5auBEPmBPMciHfm5d0qr1TJ06FC8vLxwc3OjadOm+g5JCGGAZFao/MP1miuj9o3io3ofsarzqjQbFf/99x+9evXi3XffZfv27fJEbSFEpuSZhkW2906VLAnTpiW+GphFixbxxx9/sHfvXlq0aKHvcIQQBio7eqfyLQOuEy4/ucywPcPoX70/a7qtSfO+Cj8/P/r27UujRo3YtWsX5ubmORypECKvkelmc7n9+/fTs2dP5syZw5w5c/QdjhAiF8jL5828XLaMePb8GQ03NMTGwgaPUR5YmVmlmi8mJobWrVvz+PFjzp49S4kSJXI4UiGEoZDpZvUhIgKOH098NRA3btxgyJAh9OjRg1mzZuk7HCGEyD8MsE4AOH7vOJFxkewesDvNRoVSik8//ZRLly7xxx9/SKNCCJFlpGGRUbduQdu2ia8GICwsjF69euHg4MCvv/4q0wIKIUROMrA6IUmft/pw67Nb6c4AtXbtWjZt2sS6deto0KBBzgUnhMjz8sw9FvmJVqtlyJAhBAQEcObMmXx5uV8IIdKT3yb02HVtF1eeXGFOmznYWKRdJ/z33398/vnnfPbZZwwfPjwHIxRCGBqZbjYd+akSmTt3LgcPHuTAgQNUqVJF3+EIIXKJ/DQrVH6bbvZB2APuhNzBiNRnfwJ49OgR/fr1o1mzZixfvjwHoxNCGKI8M92sp6cn9vb2ODg4EBAQwMOHD2nSpEmm1plfKpE//viDBQsWsGjRIrp06aLvcIQQuYjMCpX3aJUWYyNjJjWdhFIqzWllY2Nj6du3L2ZmZuzYsUOmlRVCZAu9DMxfs2YNZcuWxdTUlF69elG0aFEAvLy8mDBhAps3b2b06NH4+vrqI7zUmZmBg0Piq55cvXqVYcOG0a9fP6ZNm6a3OIQQIt8zgDpBo9XQY1sPVpxeAZBmo0Ipxbhx47h48SJ//PEHJQ1wilwhRN6glysW5cqVw8/PD6UUjo6OQGJvSv/+/fH09KRkyZJUqVKFkSNHcvz4cX2EmFKtWuDnp7fNh4SE0KtXLypUqMAvv/ySZgUihBC52Zdffkm3bt1o2bIlXl5euLi4ULduXTw8PJg+fTrly5fXd4iJ9FwnAMw+NpvDtw/zeePP0823fv16fv75ZzZt2kTDhg1zKDohRH6kt3ssHBwckr0/ceIENjY2up6URo0acfr0aZ48eZLve1c0Gg0DBw7k2bNnHDlyhEKFCuk7JCGEyHL//vsvzs7OdO7c2fA7m/TM9Zori/5bxNL2S+lQsUOa+U6ePMlnn33Gp59+ysiRI3MwQiFEfqSXoVBRUVH88ssvbN26lVGjRnH9+nXu3bunGxIFYGJigrW1Nd7e3voIMaUrV8DRMfE1h3311Vf89ddfbN++nQoVKuT49oUQIruFh4dz6dIl3nrrLSD9ziaDoMc6wTvQm+F7hvNejfeY0mxKmvn8/f3p27cvjRs35rvvvsvBCIUQ+ZVerlj069ePxo0bA1CiRAl69+7N0KFDsbS0TJbP0tKS0NDQDK0zaVaoF2XpDFHx8fDoUeJrDtq5cydLly7l22+/5d13383RbQshcr+kmaBeZIizQq1fv57PPvuMXbt2AaTb2WQQV7H1VCeExoTSa3svKhSpwKYem9K9Wbtfv36YmJiwa9cuzM3NczROIUT+pJeGRf369XW/V6pUCR8fH4yMjFBKJcsXGRmJnZ1dhtaZF2eFCggIYMyYMfTv359JkybpOxwhRC6UWgeLoc0KdeDAATp16oSFhYVuWVBQkGF3NunJR/s/Ijg6GK+PvChoXjDNfDNmzODcuXOcOHHCMBpiQgiDkN2dTTnesDh9+jTt27fXVRoREREA2NraEhgYqMsXGxtLREQEZcuWzekQDYJSik8++QRTU1N++uknuVlbCJEn+fv78+zZM7p165ZseeHChaWz6SWu11zZdW0Xv/f9nYpFK6aZ7/Tp03z//fcsXbpUNzpACCEg+zubcvweC0dHR6ZOnarrifLw8KBZs2aMHj2awMBA/P5/lg13d3caNmyYbxsWO3fuZPfu3axevTrDFakQQuQ2f/75J48ePWLJkiUsWbKEmzdvsnXrVsqWLSudTS+pUqwKM1rM4L0a76WZJzY2llGjRtGgQQMmTpyYg9EJIYQerlg4OjrSsmVLvv32WzQaDTdv3mT37t2YmpqyefNmFi5cSJMmTXB3d8fFxSWnw0tb5cpw7FjiazZ7+vQp48aNo2/fvvTv3z/btyeEEPry8kxFa9euZdCgQbRo0YLRo0fj5+eHo6Oj4XU25WCdAInPrKhVsha1StZKN9/XX3/N7du3OX/+PKamepv4UQiRTxmpl6815zJJl2/CwsLyzGXvgQMHcuTIEa5duyZjY4UQWc4Qz5t+fn6sWrWKVatW8e677/Lxxx9jbm6Oq6urrrNp5syZr5wZzxDLllmHbh3iy6Nf8s+wfyhesHia+S5evEjDhg2ZOXMmc+bMycEIhRC5WVaeN/NMw6JTp06YmZll3815jx7Bjz/CuHGJT1vNJnv27KF3795s2bKFwYMHZ9t2hBD5T9JNe/Hx8bi5ueWpL99JcqxhkUN1AsDlJ5dxvujM8g7L07zfLj4+nsaNG5OQkMDZs2dlFighRIZJw+IFOVaJnD8P9evDuXNQr162bOLZs2fUqFGDhg0bsnfvXrlhWwiRLfJir36SvFQnAGiVFmOjV98OuXjxYmbOnImnpycNGjTItniEEHlPVp439fKAPJG6iRMn8vz5c9asWSONCiGEyIQBAwbQo0ePFNMq5ibH7x2n7rq6BEQGpJvvxo0bzJs3jy+++EIaFUKIDNu2bRs9evRgwIABWbZOubPLQBw8eJBff/2VTZs24ZDNl9WFECKvy+3TzUbHR/Phvg8pbV2aEgVLpJlPo9EwatQoypQpw9y5c3MuQCFErpd0+0BWTjcrDQsDEBYWxpgxY+jYsSMjRozQdzhCCCH0bNY/s3gU8YhDgw+lOxTqxx9/5NSpU5w4cYICBQrkYIRCCJGSNCwyqlgx+OCDxNcs9sUXXxAeHs769etlCJQQQuQG2VgnnPY7zQrPFSxpt4Qqxaqkme/u3bvMmDGDcePG0bJlyyyPQwghXleeuXk722eFyiZ//fUXHTp0YO3atYwZM0bf4Qgh8jCZFcrwxSbEUnddXQqaF+TUB6cwNU69/08pRfv27blz5w5Xr16lUKFCORypECKvyMrzZp65YpHt42mfP4e7d6FCBciiy80RERF89NFHtG3blo8++ihL1imEEGnJjvG0+VY21AkAX5/4mtvPbnNu9Lk0GxUAP//8M//88w9//vmnNCqEEAZDZoXKqOvXoWbNxNcsMm3aNJ4+fcrPP/+MsbEcCiGEyDWyoU64GHCRJR5L+KrlV+k+YdvPz48vvviCkSNH0qFDhyzbvhBCZFaeuWKR27i7u/PTTz+xcuXKVz5JVgghxOsZMGBArhse6/XIi9olazO95fQ08yil+Pjjj7GysmL58uU5GJ0QIq95cXhsVskz91jkpochaTQaateuTZEiRThx4oRcrRBC5Kjcfh9CenJjnfCieE08ZiZmaaZv27aNQYMGsWfPHnr27Jll2xVC5F/ygLxcbsuWLVy7do3vvvtOGhVCCJHPBUYFsvS/pUTHR6fbqIiJieHLL7+kT58+0qgQQhikPPOtNtufsmpkBObmia+ZEBsby5w5c+jduzeNGjXKouCEEOLVsuMpq/lWFtUJAP/e/5flp5YTkxCTbr7Vq1fj7+/P4sWLM71NIYTIDjIUKof98MMPTJgwgStXrlC9enV9hyOEyIdy23nzdeTWskXFRVHQvGCa6WFhYVSoUIH+/fuzdu3aHIxMCJHXyVCoXCoyMpKvv/6aoUOHSqNCCCEEh24dIiYhJt1GBcCyZct4/vw5s2fPzqHIhBDi9UnDIqOuX0+8QS8TUwuuXLmSkJAQ5s6dm3VxCSGEyHlZUCdcCrhEt63d2HYl/SG8jx8/5vvvv2fChAmULl36jbcnhBDZTRoWGfX8OVy4kPj6Bp49e8Y333zD2LFjKVeuXNbGJoQQImdlsk4AmP73dCoVrcSQ2kPSzTd//nwsLS2ZOnXqG29LCCFygjzHIocsW7aMhIQEvvrqK32HIoQQeZ6hP8fC/Z47h28fZke/HenOBHXr1i02bNjAkiVLsLW1zbkAhRB5XnY8xyLPNCwMuRJ5/Pgxq1atYtKkSZQsWVLf4Qgh8qnsqEQM1fbt2w325m2lFF8e/ZIGpRvQr3q/dPPOnDkTe3t7xo0bl0PRCSHyi6TvzEk3b2cFg2pYeHp6Ym9vj4ODAwEBATx8+JAmTZpk6LOGXIksWLAAS0tLvvjiC32HIoTIx7KjEhGvb8+NPXg+8uTo0KMYpTNd7blz59ixYwcbN27E0tIyByMUQog3o5eGhaenJ//99x8RERGcOnWKGTNm0Lp1a9asWcPmzZsBaNCgAS4uLvoIL3Xly8OOHYmvr+HOnTts2LCBhQsXymVsIYRIRVp1gpeXFy4uLtStWxcPDw+mT59O+dc8B2ebN6wTErQJzPhnBu9WeJd2Fdqlm3fatGm89dZbDBs2LDORCiFEjsnxhkV0dDR79uzRPeBn165ddO7cmVu3blGuXDn8/PxQSuHo6JjToaWvSBHo3/+1PzZnzhyKFy8ul7GFECIVadUJ169fp3///nh6elKyZEmqVKnCyJEjOX78uH4DTvKGdcLmi5u5EXSDLb23pJvv6NGjHD16lN27d2NqalCDC4QQIk05PivU7du3WbJkCbdv3wagY8eOPH/+HA8PDwAcHBwMr1EB8OQJfPdd4msGXblyha1btzJ79mysrKyyMTghhMid0qoTTp8+jY2Nje6+tEaNGnH69GmevMY5OFu9QZ0A8DzhOR/U/YD6peunmUer1TJt2jSaNm1Kz549MxupEELkmBzvBqlVqxYeHh5UrFgRgAcPHgBQuXJlvLy8+OWXX7CwsODo0aNMmTKFt956K6dDTN2jRzB5MrRpAxm8Afurr76ifPnyjBo1KntjE0KIXCqtOuHBgwcULVpUl8/ExARra2u8vb0NYxKMN6gTAMY1evXV6127dnHu3Dnc3d3TvQdDCCEMTY43LIyMjGjWrJnu/ZIlS5gwYQJ169YlLi6Oxo0bA1CiRAl69+7NtWvXMDZ+9YWVpFmhXqTPGaJOnjzJ/v372bJlC+bm5nqJQQghkmaCepEhzQqVVp2QkJCQ4oZlS0tLQkNDM7ReQ6sTQmNCWXF6BZOaTsLGIu2JRuLj4/nqq6/o0qULrVq1ysEIhRD5QXbXCXoduLlp0yZKlSrFsmXLAKhf/3+XhitVqoSPjw+XL1+mTp06r1yXIc0KpZRixowZ1KpVy+CmvhVC5C+pfZk21FmhXqwT1qxZg1IqWXpkZCR2dnYZWpch1QkAnn6erPZazZj6Y9JtWGzcuJE7d+6wa9euHIxOCJFfZHedoLcnbx86dAiNRsM333xDbGwsp0+fxtbWlpiYGAAiIiIAcmVv/19//YW7uzsLFy7M0NUWIYTI716uEywtLQkMDNSlx8bGEhERQdmyZfUY5ZvrWKkjDyY8wN7aPs08UVFRzJs3j0GDBvH222/nYHRCCJE19PKt98SJE/j7+9O9e3cCAgJwc3MjPj6eqVOn6i59e3h40KxZM6pXr66PEFMqXBi6d098TUfS1YqmTZvSrVu3HApOCCFyr9TqhMqVKxMYGIifnx8A7u7uNGzY0HAaFhmsEwAO3jxIZFwkBcwKpJtv5cqVBAcHs2DBgqyKUgghclSOD4W6e/cu3bp1012RSBIWFkZCQgLffvstGo2Gmzdvsnv37pwOL20VK8K+fa/M5urqyrlz5zh+/LjcdCeEEK+QXp2wefNmFi5cSJMmTXB3dzesZxtlsE64GXyTnr/35LuO3/F548/TzBccHMzSpUsZO3as4TyrQwghXpORenkQay6TNC4sLCwse8fTxsdDaCjY2sJLNwQmUUpRq1YtHB0dcXNzy75YhBAiE3LsvKkHhlQnALy/631OPjzJzc9uYmma9tOzp06dypo1a7hz5w4lSpTI+niFECINWXnezDM3AAwYMIAePXqkuNM9y1y5AiVKJL6m4dixY3h7ezNt2rTsiUEIITJh27Zt9OjRgwEDBug7lNwvA3XCvdB77Ly2kxktZ6TbqIiIiGDt2rWMGzdOGhVCiFwtzzzO0xBmAPnxxx+pUaMGrVu31mscQgiRmqTZQAx1VqislDTdrD6nmP3J6ydsLGwYWntouvk2b95MdHQ0n376aQ5FJoQQ/5t6Ns9MN5uXPHjwgL1797J69Wq5t0IIIfRM351N0fHR/Hz+Zz6s+yEFzQummU+r1fLDDz/Qp08fHB0dczBCIUR+lx2dTdKwyCJr166lUKFCDBkyRN+hCCGE0DOXyy6ExoTyScNP0s33119/cfPmTTZu3JhDkQkhRPbJM/dY6FNMTAwbNmxg5MiRFCpUSN/hCCGE0COlFKvOrKJH1R6UL5L+DE+rVq2ibt26NG/ePIeiE0KI7CNXLDLq7bchLAwKprykvWPHDoKCgvjkk/R7poQQQuQR6dQJD8Ie8CTyCSs6rkh3Fbdu3eLQoUNs2rRJhtAKIfKEPNOwyPYb9UxMII3xuj/++CMdO3akSpUqWb9dIYTIItlxo16+lU6dUNa2LA8mPsDCxCLdVaxevRo7Ozu93VwuhBBZLc80LLL9Rr1bt2DcOPjxR6hcWbf4zJkzeHl5sX///uzbthBCZIH8NCtUtkujTnga9ZQEbQL21vbpfjwiIoJffvmFTz/9FEvLtKeiFUKI3ETuscioiAg4ciTx9QU//vgj5cuXp3PnznoKTAghRI5Lo0747tR31FlXh3hN+leFfv31V6Kiovj444+zM0ohhMhReeaKhT4EBgayfft2Fi5ciImJib7DEUII8f/09RyLL1t8SadKnTAzSftp3C9OMevk5JRjsQkhxIvkORYGZuPGjRgbGzNq1Ch9hyKEEOIF+niOhVIKW0tbWpdL/yGpR48excfHhw0bNuRQZEIIkVJ2DI+VoVBvKCEhgTVr1jB48GCKFi2q73CEEELokVKKlr+0ZOP5Vz+PYtWqVdSpU4cWLVrkQGRCCJFz8kzDYsCAAfTo0YNt27ZlzwacnBJv0vv/y9b79+/n4cOHfPrpp9mzPSGEyGLbtm2jR48eDBgwQN+h5H4v1Qnu993xeOhBWduy6X7s9u3bHDp0iM8++0ymmBVC5DlGSiml7yAyI+nyTVhYWI5e9m7Xrh2xsbH8999/ObZNIYTICvo6b+YEfZWt746+XH96He9PvNNtMEycOJHffvuNhw8fUqBAgRyLTwgh0pKV5808c8Ui2z17Blu2wLNnXLt2jX/++Ydx48bpOyohhBD68EKdcD/0Pntu7OHzxp+n26iIjIxk06ZNjB49WhoVQog8SRoWGXXvHgwdCvfusXr1akqVKkWfPn30HZUQQgh9eKFOWHN2Ddbm1gypPSTdj8gUs0KIvE5mhXpNERERbN68mS+++AJzc3N9hyOEECIVOTXdbExCDBvOb+CDuh9QyLxQmvmUUvzwww/07t1bppgVQhgEmW7WABw8eJDY2FhGjx6t71CEEEKkIaemm3W75UbI8xA+bZT+RB5Hjx7lxo0brFu3LttjEkKIjMiO6WbzTMMip3qntm/fTp8+fShdunS2bUMIIbJDdvRO5XfbvLfRrVY3KhSpkG6+VatW8fbbb9OyZcscikwIIXJenmlYZHvvVMGChL71FteuX+fnLVuybztCCJFNsqN3Kt8qWBDVpDH9G3THoeE76Wa9c+cOBw8e5Oeff5YpZoUQeZrBNSy8vLxwcXGhbt26eHh4MH36dMqXL6/vsKBqVYZXroylmZk81EgIIXKIIdcJRqdO0y8DWVevXk3RokWz9Wq6EEIYAoNqWMTGxtK/f388PT0pWbIkVapUYeTIkRw/flzfoXHv3j3279/PunXrpMdJCCFygCHXCQ/CHjD72GyWtF9CqUKl0syXNMXsxx9/LFPMCiHyPINqWJw4cQIbGxtKliwJQKNGjTh9+jRPnjzRLctKSikiIiIylHf3rFloleJ59epZHocQQoiU9FEnBIcGE5MQk24+cxNzHv6zF+f+m3l6dCDhDa3SzOvs7ExERIRMMSuEyBcMqmFx7949ihYtqntvYmKCtbU13t7e2VKJhISEUKxYMUoB9i+nAfcAC6A68Nb/L5ceJyGEyBn6qBOKtytOqXZg/1KfU0gBuFcELOKh+p/w1lloDnRs34kLr1hv3759KVOmTJbHK4QQhsagGhZBQUFYWlomW2ZpaUloaOgrP5s0K9SLXjVDVMGCBdm+fTvWy5fT+cyZZGn3W7TA87PPKBQQQJfx4/+XYG396oLoybZt2/LMGN68Upa8Ug6QshiijJQjaSaoF+WWWaH0USf8MPkHbH9awZBTd5KlnW1cDZcPO2EXGMpXZ511y79esYJI+5e7ppJr06bNK+PNDnnl7xzyTlnySjlAymKIDKJOUAZk9erVqkOHDsmW2draKnd39zQ/ExYWpgAVFhb2xtsd9u67Sp07l/zn7t3ExOfP/7fs5s033kZO6N69u75DyDJ5pSx5pRxKSVkM0ZuWIyvOmzlB6oTMySt/50rlnbLklXIoJWUxRIZQJxjUFYtq1aqxYcMG3fvY2FgiIiIoW7Zstm43xNIS6tVLPTG9NCGEENlG6gQhhMhdjPUdwItatWpFYGAgfn5+ALi7u9OwYcM3rkRevtSTWRldn77yZVR2bDevlEVf5ciObcsxyby8Upbs2Dc5QeqEzOXLKKkTci7f68grZckr5ciObRv6MXkTBtWwMDU1ZfPmzSxcuJDNmzfz+++/4+Li8sbrk3+OnNtuXimLnLAyL6+UIzu2bejHxNBInZC5fBkldULO5XsdeaUseaUc2bFtQz8mb8KghkIBtG/fnvbt2wMwfPjwV+ZXSgEQHh6eIi0+Pj7V5ZIva/PlhhgNPV9uiDGv5MsNMWZ3vqTfk86fhkzqhNyXLzfEaOj5ckOMeSVfbogxN9UJRio31Czp8PPzw8nJSd9hCCFErvPw4UMcHR31HUaWkjpBCCHeTFbUCbm+YaHVavH398fa2lqeiC2EEBmg/v/hoKVLl8bY2KBGxGaa1AlCCPF6srJOyPUNCyGEEEIIIYT+5a2uKiGEEEIIIYReSMNCCCGEEEIIkWnSsBBCCCGEEEJkmjQshBBCCCGEEJkmDQshhBBCCCFEpuXbhoWXlxcTJkxg8+bNjB49Gl9fX32H9MY8PT158OABGo2GR48ecfr0aX2H9FoiIyPp27cvDx480C2T46M/np6eLF++nLlz59KxY0fc3d0BOSb6dvz4cbZv386mTZt47733OH/+PJC3jos+5aX9mBv/vl8kdYJhkTrBMBlsnaDyoZiYGFW2bFkVEBCglFLq5MmTqnXr1voNKhOGDx+uAAWoBg0aKB8fH32HlGEbN25Us2fPVoDy9fVVSuXu4xMREaH69Omj7t+/r1uWm45PVFSUmjZtmu79zp07VYECBdS9e/dy5TE5ffq0+vbbb9WcOXNUhw4d1PHjx5VSueuYJClatKhydnZWSin17bffqooVK+bq/xVDktf2Y278+04idYJhkTrBcBlqnZAvGxZHjhxRtWrV0r1PSEhQFhYWugOR28yZM0f5+fmphw8f6juUN/ZiJZJbj09qFaJSuev4XLp0SQHq1q1bSimlwsPDFaB+//33XHdM0qoQ/fz8ctUxSXL58mUVGRmplEqsREqWLJlr/1cMTV7bj7nx7/tlUicYBqkTDJeh1gn5cijUvXv3KFq0qO69iYkJ1tbWeHt76zGqzHFwcMj0Y9gNRW49PqNGjWLevHmppuWW41OrVi08PDyoWLEigG4owoMHD3LdMbl9+zZLlizh9u3bAHTs2JHnz5/j4eEB5J5jkqRWrVoULFgQgP3797N06dJc+79iaPLifsxtf9/pya3HR+oEwyJ1Qs7Ilw2LoKAgLC0tky2ztLQkNDRUPwFlUlRUFL/88gtbt25l1KhRXL9+Xd8hZYocH/0xMjKiWbNmGBkZAbBkyRImTJhAQkJCrjsmaVWIlStXzlXH5EVnzpxh9uzZNGzYkAEDBuS5/xV9yWv7Mbf+fadFjo/+SJ1g2AyxTjDNsS0ZkMKFC6OUSrYsMjISOzs7PUWUOf369aNx48YAlChRgt69e3Pt2jWMjXNnu1GOj2HYtGkTpUqVYtmyZaxZsybXHZOkCjFJUoVYt25d4uLicuUxadSoEY0aNWLt2rW0bNmSoUOH5rrjYojknGPY5PgYBqkTDI8h1gmGvceySbVq1QgMDNS9j42NJSIigrJly+oxqjdXv3593e+VKlXCx8eHy5cv6zGizJHjo3+HDh1Co9HwzTffEBsbi6WlZa4+JkkV4nfffQfkvmNy+vRpSpYsqZvdo02bNpw9e5ZSpUrl6uNiKOScY9jk+Oif1AmGxZDrhHzZsGjVqhWBgYH4+fkB4O7uTsOGDXPNP8SLTp8+ja2tLTExMQBEREQAYG5urs+wMkWOj36dOHECf39/unfvTkBAAG5ublSuXDnXHpOXK8TceExMTU2pXLkyDg4OANy9exczMzPq1q2ba4+LIZFzjmGT46NfUicYHkOuE/LlUChTU1M2b97MwoULadKkCe7u7ri4uOg7rDfi6OjI1KlTdWPqPDw8aNasGdWrV9dzZBmzbds2Tpw4AcC0adNo1aoVn3zyiRwfPbl79y7dunXTnViThIWF5cpj8nKFePr0aYoVK5arjglAgwYNmDRpEqtWrcLExIT//vuPAwcOULly5Vx5XAyN1AmGQ+oEwyJ1gmEy5DrBSL08GEvkOseOHePcuXNoNBpu3rzJ4sWLKVGihL7DyneSKsS1a9cyYMAAXYUox0c/7t69S506dVKtEM+dOyfHRORZcs4xDFInGBapE3KGNCyEEEIIIYQQmZYv77EQQgghhBBCZC1pWAghhBBCCCEyTRoWQgghhBBCiEyThoUQQgghhBAi06RhIYQQQgghhMg0aVgIIYQQQgghMk0aFkIIIYQQQohMk4aFEEIIIYQQItOkYSGEEEIIIYTINGlYCJFFoqOjiYqK0ncYQgghhBB6IQ0LYRD++ecfxo8fj6mpKePHj9ctv337Nh999BFFixblyy+/JD4+Pt31aDQaLl68mGxZgwYN2Lx5c3aErXPw4EHq1avHN998k2r6/v37GTJkCEZGRgwZMoT9+/dnazxZ7cSJE/Tv3x8jIyM++OADHj16pEvz9PSkWLFi9OrVi3/++UePUQohRP6TkJCg7xCE0DFSSil9ByEEwL1791i9ejWrV6/mjz/+oFOnTrq0mTNn8vXXX79yHVevXuXs2bOMGDFCt2zfvn3Ur18fBweH7AhbZ86cORgZGTF37txU0+/du0f58uXx9fWlXLly2RpLdoiNjcXe3p6FCxfy8ccf65YfOnSImJgY+vTpo8fohBCGICwsjGXLlhEYGEi5cuUwMzPjrbfeIjg4mPLly9O6dWt9h5gpGo2GK1euUKdOHd2yBg0a8NlnnzF8+PBs225sbCwbNmzg2rVrlCpVikKFClGgQAFq1qzJ2bNnmThxYrZtW4jXIVcshEGpUaMGy5YtY8SIETx9+lS33NTU9JWfDQ4OZsaMGSmW9+jRI9sbFQBGRkbZvg19srCwYNCgQWzcuFG37L///iM8PFwaFUIIHj9+TKNGjahQoQIbNmzgq6++YurUqTg5OTFhwgTyQj/m9evXU1wVnz17Nu3bt8/WbTZu3JjChQvz008/MXv2bCZNmkTnzp159913ad68ebZtW4jX9epvayLXi46O5saNGzm+3WrVqmFlZfXanxs3bhxubm6MGjUq1SFDK1euxNraGo1Gw/3795kzZw5mZmYcOnSIR48ecfDgQQICAujfvz++vr7MmDGDvn378uWXXwJw/PhxPD09cXJy4saNG/Ts2ZP69etz8OBBpk2bRp8+fShfvjxGRkbs2bOHLVu2ULBgwXS3/SYysr2TJ0/y+++/U6tWLe7cuUO3bt1o0aJFhssAsHfvXmbNmsWlS5dQSnHy5EnWr1+PsXFiv8Lvv/+Or68vTk5OnDhxgmXLlmFra5tqzKNGjWL16tVcunQJgGvXrjF69Og3Kr8QIm8ZPXo0zZo144MPPki2vE6dOnz00Ud6iirrJHVevdyR0qNHj2zbpp+fH++88w7ffPMNQ4YMSZZWrlw5mjVrRoMGDbJt+0K8LmlY5AM3btygfv36Ob7dc+fOUa9evTf67KZNm6hduzY//fQTn3zyiW55bGwsU6dOxcfHh3LlyjF27Fg2btzI2LFjGTp0KH///Tdt2rTRDYWqWLEi7u7uPH/+HEjcF9OnT+fUqVMAxMXFUbt2bU6cOEHXrl05deoUZ8+eZd68eQC4urry559/0qdPn3S3/SZetb3Hjx/Tt29fLly4QKlSpZg7dy7nzp3Dzs7utcrwxx9/sHHjRlavXg0kNo6uXbtGzZo18fT0ZOXKlbp1BQcHs3jxYpYuXZpqzPXq1aNOnTrMmzeP5s2bM3ny5DcquxAi43JD55C/vz8HDx7E2dk51fTevXvrOmFS6xgJCAhIt6PlyZMnuLi44OTkhEajwc3NDWdnZ3bv3s2UKVMYMmQIc+fOZd26dcyaNYtly5ZRvHjx1+poOXjwINOnT6dOnTq0b9+e6Ohojh07xrx586hWrVqOdF69bPz48VSrVi1FoyLJtGnTdJ1EQhgCaVjkA9WqVePcuXN62e6bKlGiBM7OzvTt25e2bdvqlltYWHD27Fnc3d05evQoT58+JSAgIN11mZiY6H7fsmULb731lu69ubk5pUqVwtXVlY8//hhTU9NkjaGiRYsSHh7+xtt+lfS25+rqSpkyZShVqhSA7t6NmTNnvnYZXnxfpEgRgoKCgMSrFYUKFWLPnj26MtrZ2aUbc7t27Th//jyTJk1684ILITIsN3QO3b9/H6UUJUuWTDW9WbNmQPqdOz179kyzo2Xr1q0ULlyY/v37A+jOk7179+bChQu67YwZMwYPDw8g9c6b9DpaunbtypkzZwgODmbYsGEAODo60rFjR27evJntnVcve/r0KXv27EmzsQbQoUOHNNOE0AdpWOQDVlZWb3zlQJ86derEhx9+yKBBg+jSpQsAvr6+9O/fnxUrVtCpUyf8/PyAxFkxXr4P4+TJk7rKLElUVBSxsbHJlsXHxxMXF6d7/2JD5EWvs+3Xkdb2tFptqmOS36QMaW3DxMQEW1tbevXqleF4z5w5o5shSgiR/XJD51C5cuUwMjLiyZMnqabHxcURGxubbudOeh0t3bt355133mHdunU0b9482c3KL/fYv/j+dTpaIPFeuRc7V7p06UJwcDDu7u5pfonPqs6rl929exetVkvdunVTTffx8aFKlSpyLhYGRRoWwmCk9kV62bJlNGzYUDe96e7du6lZs6ZuxqiHDx/i5OSEi4sLw4cPx9ramrCwMJRS+Pj4pGhYDB48mA8//BClFEZGRjx//pz79+/Tr1+/V8b3qm1ntd69e7NgwQIePHhAmTJlgMQrDJkpw8uGDRtG586def78OQUKFECr1bJhwwbGjBmTav7o6Gg8PT1Zu3ZtpsomhMi43NA5ZG9vT9euXTl27Jiut/9FJ06coGzZsq/sGEmrEwTgzp07nDp1ioMHD9KuXTt8fHxSHQak1WqTvc9oR0tqjI2NMTY2TvUzWd159TIHBweMjIzQaDQp0pRSuLm5UbVq1QytS4icIg0LYRCOHj3KN998w8OHD4mPj9fdEGxhYcG2bdv46aefAOjfvz9eXl7s3LkTgJ49e7JixQrd1H9jx45l7ty5GBsb06dPHw4dOsSBAwcwNjamQ4cONGvWjEWLFjF//nxKlSrF/fv3cXV1xcHBATc3Nw4cOABAo0aNCAkJwcPDAz8/P6pVq5butpM+a2RkRJMmTZJNlQtw4MABfv/9dyBxKNP777+Pqalputtr0qQJrq6uzJw5kxYtWqDVaunSpQtlypR5ozJUqVKF8+fPc+3aNX788UdKlSpF7dq12bRpE5MnT6ZWrVrExsYydOjQVI/Rli1bOHToEPHx8fz++++MGTMmR2bbEkLkDuvXr6dt27Zs2rSJUaNG6ZaHhYVx48YN2rdvn27HyIYNG9Jct4uLCz179qRVq1a0atWK27dvExUVhbW1NdbW1gQHB+vyXrlyJVPT2r44I+GhQ4ewt7enVatWANnaefUyR0dHhgwZwpo1a5J15kRHR/P999/z4YcfvmEJhcg+8hwLIYQQQmSJF59jUb58eaysrLC1tWXQoEGYm5sDiV/Wvby8dB0jPXv2JCQkhJkzZwIwf/58QkJCmDt3LmXLluXrr7/mxIkTxMTEUKFCBd39DEkzTQUEBDB9+nTatWtHXFwcHh4e+Pj40LVrV1xdXVNd5/z58zl//jzz58+nVatWfP3111SrVo25c+dy8eJF+vXrR2hoKGfOnGHBggWULVsWAG9vb+bOnUurVq3o06cPly5dYvbs2RgbG7NixQqaNWuWavkaN26Mm5tbumVs0qRJiv0ZFxfH0qVLuXv3LpUrV8bGxgYLCwvef/99rK2ts/dgCvEGpGEhhBBCCMH/JslI60GnQoj0yRxlQgghhBBCiEyTeyyEEEIIke+5ubmxb98+tFotjRo10s1GKITIOBkKJYQQQgghhMg0GQolhBBCCCGEyDRpWAghhBBCCCEyTRoWQgghhBBCiEyThoUQQgghhBAi06RhIYQQQgghhMg0aVgIIYQQQgghMk0aFkKIXM/X11ffIQghhBD5njQsRL62detWvvjiC06dOqXvUEQmrF+/Xt8hCCGEEPmeNCyEwTh37hxjxozhu+++49tvv2Xnzp0sX74cAI1Gw8WLF7N8m/379+fy5cv4+Pi80efTixleP+7MlnP//v0MGTIEIyMjhgwZwv79+994Xfpw4sQJ+vfvj5GRER988AGPHj3SpXl6elKsWDF69erFP//8w6NHj/j5559xdXVl69at7N69G2dnZyIiIvRYAiGEECL/MtV3AEIAhIaGMmTIEC5duoS5uTkAkydPpkiRIgBcv36dixcvUqdOnSzdrpmZGaVLl36jz74qZnj9uDNbzu7du1OrVi1cXFz4+uuvKVeu3ButR19atWpF48aN+fvvv2nQoAEODg66tODgYDZs2ECfPn10y5o0acLQoUN58OABmzdvZu3atVhbW+sjdCGEECLfkysWwiDcunWLmJgYTExMdMumTp2KkZERwcHBzJgxQ4/RpS69mIHXjttQy5nTLCwsGDRoEBs3btQt+++//wgPD0/WqACoWbMmhQsXZvjw4Tg4OFCqVKmcDlcIkYu5ubkxdepUDh48mGae6OhooqKicjAqIXIvuWIhDEKtWrXQarW8++67DB8+nKZNm1KlShXef/99Dh06xKNHjzh48CABAQH079+fihUrAvD777/j6+uLk5MTJ06cYNmyZdja2rJy5Uqsra3RaDTcv3+fOXPmYGZmBsCZM2fYtm0bjRo1QqvVcvfuXdq0acOmTZuYMWMG1apVY+fOnURERNC2bVuaNWvGr7/+qvt8RmIG0ow7rdjepJwZcfDgQaZNm0afPn0oX748RkZG7Nmzhy1btlCwYEFOnjzJ77//Tq1atbhz5w7dunWjRYsWHD9+HE9PT5ycnLhx4wY9e/akfv36KdYHsHfvXmbNmsWlS5dQSnHy5EnWr1+PsbHxG8U/atQoVq9ezaVLlwC4du0ao0ePTpHv2rVrzJs3j9atW7Nt2zbCwsIoXLhwhvaLECLr/PXXX/z6669s2bKF8ePHU6pUKeLi4vDx8aFq1apMmzZNd2W3QYMGfPbZZwwfPlzPUcO7776Lq6srXl5edO3aNUX6wYMHmTx5Mu+//z5z5859rXXv37+f7du34+LiwuDBgxkwYADdu3fPosiz34kTJ/jhhx/YtWsXo0aNYv78+bqryJ6ennTp0oWWLVsycOBAbty4wddff817771HrVq1iIuL486dO9jY2LBs2TIKFCig59KIHKNE/uDvr9S5c8l/7t5NTHv+PGXauXP/++yNGynTgoMT0wIDU6bdvPlGId69e1cNGzZM2dvbK0A1adJE+fv7K6WUGj58uPrll1+S5T99+rRq0qSJ7v2KFSvU1KlTVUxMjDI3N1e+vr5KKaXGjBmj1qxZo5RSys/PT5UuXVq3XqWU6tixo27dq1evVu+9954ubdGiRW8cc2pxpxfb65YzLb6+vgrQbUMppb766ivVpUsX3fvu3bsrV1dX5e/vr0qVKqUeP36slFJqzpw5asWKFer69evJthkbG6uqVq2qnjx5kub6PvnkE9372rVrqytXrrxR/Enq1Kmjevfurb799ts082i12nTfCyFyTtK5J+l8kmTatGmqS5cuSqPRKKWU2rt3r/Lz89NHiKmaM2eOmjNnTprps2fPTjc9Pamdj3OTmJgYVaRIEfXTTz8lW37w4EHl6uqqe3/v3j1lbGysgpO+G/y/qVOnqlGjRuVIrMIwyFCo/GLdOqhfP/nPrFmJaX5+KdPq1//fZ0eMSJl26FBi2o4dKdPGjXvt8IKCgihRogSbN2/G39+fGzduYGpqypQpU9L8zO+//06hQoXYs2cPe/bswcLCAjs7OywsLDh79izu7u78/PPPPH36lICAAAD++OMPHB0dsbe3162nUKFCut+HDBnCX3/9xdOnT7lz5w41a9bM0pjTi+11y/k6TE1NqVevnu590aJFCQ8Px9XVlTJlyuiGEM2dO5fx48ezZcsW3nrrLV1+c3NzSpUqhaura5rre/F9kSJFCAoKylT87dq1IzQ0lEmTJqWZJ2nYWVrvhRD6t2DBAs6fP8+WLVsA6NGjR7L7pwxdfj6vZHRo6tGjR6lbty5FixZN9vmBAweyZcsWYmJicixmoV8yFCq/GDMGevRIvizpJmNHRzh3Lu3POjvDy+NLk24Kfu89aNo0edob3Dx79epVlFK0bdsWgKpVq7J8+XJGjhyZIu/Jkydp1qwZJiYm2Nra0qtXr2Tpvr6+9O/fnxUrVtCpUyf8/PwASEhIQClFwYIF04zDxsaGPn364OzsjJWVFWPHjs2SmJPitre3TzM2U1PTFPnTK+frevFekCRarRalVIrlUVFRxMbGJlsWHx9PXFxcmutLbf1Jy98k/jNnzuhmiBIiv3sc8ZjHkY/TzVOmcBnsrOwIig7iQdgD6tknNvZ9gnyIik//HoGaJWpibmLO3ZC7aLQaKhernGWxm5qaUqtWLbZu3Urp0qWZMWMGffv25csvv+TJkye4uLjg5OSERqPBzc2N/v37M336dOrUqUP79u2Jjo7m2LFjzJs3j2rVqgGkOVQztfU5OzsDpDtE9uLFi7i4uGBkZMSZM2f47LPPdENRX5adQ1OBbB+emh1DU48ePUq7du1SfDYmJoa4uDhCQ0PlHrh8QhoW+YW9feJPaiwt4YXe5hSqVk07rXjxxJ8ssHjxYlq0aKE70fv4+NCqVSsArK2tCQsLQymFj48PzZo1Y9iwYXTu3Jnnz59ToEABtFotGzZsICoqipo1a9KpUycAHj58iJOTEy4uLvTp04dvvvmGiIgIrK2tUUrh7++PRqPRxTFmzBgGDx7MpEmT0vyynJGYU4v79OnTacY2fPjw1yrnmDFjMr3Pe/fuzYIFC3jw4AFlypQBEivNwYMH8+GHH6KUwsjIiOfPn3P//n369ev32tt4k/ijo6Px9PRk7dq1b1w2IfKSdefWMc99Xrp5NnTfwIf1PmTPjT18tP8j1JzEToMRe0dw2u90up99OPEhjjaOfHn0S8Jjw/lzyJ9ZFjuAnZ0d586do3379ri7u/P8+XMg8VlChQsXpn///gCEh4fTtWtXzpw5Q3BwMMOGDQPA0dGRjh07cvPmTXx9fZk+fbru+UNxcXHUrl2bEydOpLo+gNjYWKZOnYqPjw/lypVj7NixbNy4Udd5VKxYMQYPHgxAo0aN6NKlC5cvX8bCwiJZOTw9PVm5cqVu28HBwSxevJilS5dmaD907dqVU6dOcfbsWebNSzyerq6u/Pnnn/Tp04fHjx/Tt29fLly4QKlSpZg7dy7nzp3Dzs4uzTKnts4//viDjRs3snr1aiCxUXXt2jWioqJeO/569epRp04d5s2bR/PmzZk8eXKydKUU//zzj+6K1IuuXLmCra0tJUqUyND+EbmfNCyEQTA2NqZz586sWLGCuLg4IiIiCAsL45tvvgFg7NixzJ07F2NjY93l19q1a7Np0yYmT55MrVq1iI2NZejQoURHR+Pl5cXOnTsB6NmzJytWrKBOnTo4OjqydetWvvzyS5o0aYJSCgsLC3755ReqV69O06ZNadiwITY2NqneyPc6MacWt1arTTO21y1nag4cOMDvv/8OwMyZM3n//fcxNTXlwIEDQGKFGRISgoeHB35+flSrVg1XV1dmzpxJixYt0Gq1dOnShTJlyrBo0SLmz59PqVKluH//Pq6urjg4OODm5pbm+qpUqcL58+e5du0aP/74I6VKlXqt+AG2bNnCoUOHiI+P5/fff2fMmDG5atiEENlhTP0x9KjaI908ZQondg70qtZLd7UCwLmn8yuvWJQomPjFb2n7pWi0mnTzvomQkBBdj/WLHTbdu3fnnXfeYd26dTRv3pyJEycCicOPXhwy2aVLF4KDg3F3d+fEiRNpDtVMa30vDkM9evRoimGoL04TXqlSJUJCQjh9+jStW7dOVo4Xh3YmrTerhqYCqQ5PhcTzeVpl/vjjjzM8PHXv3r1vFH+7du04f/58qkNTr1y5QlhYGC1atEiR5uLiwsCBA3UTeYi8TxoWwiC0atUqWU//y2rUqKH7Mv6ijh070rFjx2TLihUrxrZt25It6/HCMLCWLVvSsmVL3fvUZiYZNmwYTk5OmYo5rbjTi+11ypmabt260a1btxQ9R0lXSJIk9cwlSa0cXbp0oUuXLimWd+rUKd31NWvWjHEv3WeT0fgh8T6XIUOGsHXr1gzlFyI/sLe2x946javOL7GzssPO6n9fFqvapXPV+SUVilR47dheRSmFt7c3X375Zarpd+7c4dSpUxw8eJB27dql+sBSY2NjjI2NMTExeeVQzdTWd//+/TSHoaYmJiYm1bTsHJoK2T88NTuGph49epTmzZunmPnp9OnT3Lp1i+3bt7/WtkTuJk1IIf7fwoULOXLkCNevX0/3pm0hhBAZo5RixowZVK1aNdXhjy4uLnh7e9OqVSuWLl1K7dq1dc+MePr0qS7foUOHsLe3p1WrVgwePBhvb2/dF/AXh2qmtb7du3enGIaatP2Xt3X58mXdtl42bNgwTp48qRvKpdVqWbduXVbsKiBxeKqvry8PHjzQLUsanppWmV/Hm8SfNDQ1tXsoAP7+++8UaadOneLzzz/n4MGDlCxZ8rViFLmbXLEQ4v/Z2Nhw4cIFgoODGThwoL7DEUKIXOPo0aNs3rwZSOykcXBwIC4ujuvXr1OjRg3c3NwwMTHh0KFDHDhwAGNjYzp06ECBAgXYt28fV69e5fnz53Tq1Anr/58A5NGjR2zZsoXQ0FDOnDnDkSNHMDMzo0GDBmkO1Uxrff37909zGKqJiQkdO3Zk27ZtxMbGcuHCBd22koZ+GhkZ0aRJEzp16pStQ1ObNGmSrcNTv/766ywbmnr27Fl27drF0aNHsbW15euvv0ar1RISEoKZmRmHDx+mWLFiWfDXJXITI5XaNTchhBBCCD1JurfgdR9KJ4TQLxkKJYQQQgghhMg0GQolhBBCCIPh5ubGvn370Gq1uqlfhRC5gwyFEkIIIYQQQmSaDIUSQgghhBBCZJo0LIQQQgghhBCZJg0LIYQQQgghRKZJw0IIIYQQQgiRadKwEEIIIYQQQmSaNCyEEEIIIYQQmSYNCyGEEEIIIUSmScNCCCGEEEIIkWnSsBBCCCGEEEJkmjQshBBCCCGESIOvr6++Q8g1pGEhhBBCiFxp69atfPHFF5w6dUrfoYhcLiEhIc209evX52AkuZupvgMQQgghRO537tw51q//P/buOyyK62vg+HfpKF0sCFYsaNSoWFBjS+wJJhY0xoIlscWoiRG7qIm9xKiJNSpRrLFGjSb5RTHR2LDFRlCwICJFRbqUef/Yl41IkbKwlPN5nn12d+7dO+fuwsyevTN31lG7dm1SUlKoUqUK9+/fZ8KECSQnJ/PPP//QsGFDra7Tzc2NzZs3U69ePVq0aKHVmIEcx62tfkZGRrJo0SJCQ0OpWrUqhoaG1KlTh4iICKpVq0bbtm3z1L6uZfQ+NWnShM8++wx3d/d8W29CQgLr16/nxo0bVKhQATMzM0xNTalXrx4XLlzg888/19R9+PAhv/zyC9bW1mzbto1mzZoRGRlJr169MDc3z7cYizpJLIQQQgiRJ8+ePWPAgAFcuXIFIyMjACZMmIC1tTUAN2/e5PLly1pPLAwNDalYsWKuXvu6mCHncWujn48ePaJdu3Z4eHgwd+5czfLLly8zcOBA9u/fn+u2C4uM3qeZM2fi7Oycr+vs168fEyZM4Pvvv9csv3v3Lk5OTpw8eTJNfXt7e1xcXBg4cCD379/Hy8uLNWvWSFLxGnIolBBCCCHyxN/fn/j4ePT19TXLPDw8UKlUREREMHXqVB1Gl7GsYgZyHLe2+jl8+HBatmzJsGHD0ixv2LAhn3zySZ7b17XM3qfu3btjb2+fL+sMCgri7bff5ssvv2TgwIFpyqpWrUrLli1p0qRJutfVq1cPS0tL3N3dsbe3p0KFCvkSX3EiIxZCCCGEyJP69euTkpJCx44dcXd3p0WLFtSqVYsPP/yQI0eO8PDhQw4fPkxISAhubm44OjoCsGPHDgIDA6lUqRInT55k0aJFWFlZ8e2332Jubk5ycjL37t3D09MTQ0NDAM6dO8f27dtp1qwZKSkpBAQE0K5dOzZu3MjUqVNxcnJi9+7dREVF0b59e1q2bMmPP/6oeX12YgYyjTuz2HLTz1cFBwdz+PBhNm/enOH73KNHD00/Tpw4wdmzZ6lUqRK3bt3i/fffx9nZmcOHDzN58mR69uxJtWrVUKlU7N+/n61btxIdHY23tzeVKlUiOTmZo0ePsnnzZvbt28fEiRMZMGAAs2bNYu3atcyYMYNFixZRtmzZNO0BHDhwgBkzZnDlyhUUReH06dOsW7cOPT09Dh8+zJQpU2jYsCEdOnQgNjaW48ePM3v2bJycnDJ8nwIDA5k6dSq9evVi0qRJue5f6dKlM3zfxo0bh5OTEwMGDMiwfPLkyejppf+t/caNG8yePZu2bduyfft2IiMjsbS0zLAN8f8UIYQQQhRuwcGK4uub9hYQoC6Li0tf5uv732tv3UpfFhGhLgsNTV/277+5CjEgIEAZNGiQYmdnpwCKi4uLEhwcrCiKori7uyubNm1KU//MmTOKi4uL5vny5csVDw8PJT4+XjEyMlICAwMVRVGUESNGKKtXr1YURVGCgoKUihUratpVFEXp3Lmzpu3vvvtO6dOnj6Zs3rx5uY45o7izii2n/czI6dOnFUA5evRolnHfvHkzTZsJCQlK7dq1lcePHyuKoijTpk1TunXrpil3dXVV9uzZoyxbtkzZsGGDZvnatWs1j2fMmKF4enpqng8cOFDTl4zaGz16tOZ5gwYNlH/++UfzfObMmcqnn36qef7zzz8rlStXVuLj4xVFyfh9mj59umb9ue1fRkJDQxU9PT3lxx9/zLA8KykpKVk+F+nJoVBCCCFEYbd2LTg7p73NmKEuCwpKX/byseqDB6cvO3JEXbZrV/qyMWNyHF54eDjlypXDy8uL4OBgbt26hYGBARMnTsz0NTt27MDMzIz9+/ezf/9+jI2NsbW1xdjYmAsXLuDj48OGDRsICwsjJCQEgL179+Lg4ICdnZ2mHTMzM83jAQMG8NtvvxEWFsadO3eoV6+eVmPOKrac9jMjVatWRaVS8fjx4wzLX7x4QVRUFFu3bqVOnTqa5UZGRlSoUIE9e/YAYGBgQOPGjTXlNjY2PH/+HFdXV2bPnk2zZs34/PPP6dKli6bOq7/Yv/w8o/Zefm5tbU14eLjmuUqlStPHbt26ERERgY+PT8ZvEqQ5JC23/ctIQEAAKSkpNGrUKMNyPz8/FEXJsCz1sLjMnov05FAoIYQQorAbMQK6d0+7LPUkYwcH8PXN/LWbN0NMTNplVauq7/v0gVdnU8rFyanXrl1DURTat28PQO3atVm6dClDhgxJV/f06dO0bNkSfX19rKys+OCDD9KUBwYG4ubmxvLly+nSpQtBQUGAejpQRVEyPdwFwMLCgp49e7J582ZKlSrFyJEjtRJzatx2dnaZxmZgYJCuflb9zIidnR3vvvsux48fZ9CgQenKT548SZUqVYiJiSEhISFNWWJiIi9evNA8f/mL+svu3LnD33//zeHDh3nnnXfw8/PL8DCglJSUNM9fbS+z9jOip6eHnp5ehq9JfZ9elpf+vcre3h6VSkVycnK6MkVROHr0KLVr185WW+L1ZMRCCCGEKOzs7KBx47S3/z/eHROT9GUv/ZpL7drpy2xs1GVly6Yvq1kzVyHOnz+fxMREzXM/Pz/atGkDgLm5OZGRkSiKgp+fHwCDBg3i9OnTxMXFAeovsmvXrmXfvn3Uq1dP82v6gwcPAPD29qZnz574+/sTFRUFqL8YBgcHp/nSOGLECNavX4++vv5rv3xmFXNGcWcVW077mZl169bx999/s3HjxjTLIyMjuXXrFjVr1qR///5cv35d80t7XFwc9+7do3fv3ln219vbm+vXr9OmTRsWLlxIgwYNiPn/pNPc3DzNF/d//vknwy/j2RUWFqZ5fOTIEezs7LL8e3hZbvuXEQcHBwYMGMDq1avTLI+NjWXevHmac2qEdsiIhRBCCCHyRE9Pj65du7J8+XLN4TqRkZEsXrwYgJEjRzJr1iz09PTo2bMnAA0aNGDjxo1MmDCB+vXrk5CQwMCBA4mNjeX8+fPs3r0bgPfff5/ly5fTsGFDHBwc2LZtG5MmTcLFxQVFUTA2NmbTpk3UrVuXFi1a0LRpUywsLHj33XfzFHNGcaekpGQaW077mRk7OzvOnj3LokWL+OSTT6hWrRqlSpXCysqK4cOHA+prPsybN485c+ZQoUIF7t27x549e7C3t+fo0aMcOnQIgGbNmvH06VNOnTpFUFAQbdq04eDBg1y7do24uDi6dOmimT61f//+TJkyha1bt/LixQsaN27Mpk2bCA0NzbS9WrVqcfHiRW7cuMGqVauoUKECTk5OgPo6EFu3buXZs2ecO3eOX3/9VXPi+avv05EjRzh06BB6enp06tSJli1b5qp/Tk5OuLi4pHtPN2zYwMKFCxkyZAg1a9bEwsICY2Njxo4dK9PHaplKyezAMiGEEEKIImjFihWMHTtW12GUWLNmzUpzL0oOGbEQQgghRJE3d+5cmjZtSqVKlbI8aVsIkX8ksRBCCCFEkWdhYcGlS5eIiIigX79+ug6nxDp69CgHDx4kJSWFZs2a0a1bN12HJAqQHAolhBBCCCGEyDOZFUoIIYQQQgiRZ5JYCCGEEEIIIfJMEgshhBBCCCFEnkliIYQQQgghhMgzSSyEEEIIIYQQeSaJhRBCCCGEECLPJLEQQgghhBBC5JkkFkIIIYQQQog8k8RCCCGEEEIIkWeSWAghhBBCCCHyTBILIYQQQgghRJ5JYiGEEEIIIYTIM0kshBBCCCGEEHkmiYUQQgghhBAizySxEEIIIYQQQuSZJBZCCCGEEEKIPJPEQgghhBBCCJFnklgIIYQQQggh8kwSCyGEEEIIIUSeSWIhhBBCCCGEyDNJLIQQQgghhBB5JomFEEIIIYQQIs8ksRBCCCGEEELkmSQWQgghhBBCiDyTxEIIIYQQQgiRZ5JYCCGEEEIIIfLMQNcBCFESPXr0iPv376NSqWjWrJnW6gohhBBC6IqMWIgSadGiRdSuXRuVSkX16tWZM2cOAFu2bKFRo0aoVCoqVqzIp59+qnnNlClTsLKywtzcnAkTJuRp/T4+PgwbNgwPDw+t1hVCCJE7iYmJTJ8+nSFDhvDJJ58wcuRIbt++zaBBg7S2jtWrV2Nvb8+jR4+01qYQhYmMWIgSycPDg759+1K1alWGDh3K9OnTARg4cCBubm6UK1eO9957j++++07zmvnz51OrVi0qVqxI586d87T+Dz/8kJiYGLZs2ZJm+eXLl7l8+TKDBw9+bV0hhBDa88UXX1CpUiW+/vprAKKjo3F3d8fX11dr6zAwMMDAQL56ieJLRixEiVWlShWcnZ05cOBAmuUmJibUqVOHgwcPkpKSkqYsMDCQjh07amX9+vr66Zb9+eef2a4rhBBCO+Li4li3bh1jxozRLDMzM2PFihUYGhpqbT2ffPIJ9+7dw87OTmttClGYSGIhSrSePXty4cIF7t+/r1kWERGBoaEhjx8/5tSpU5rlKSkpqFQq9PS0/2+TkpLC6dOnNb+UCSGEKDhxcXG8ePGCf/75J81ye3t7WrVqpaOohCh6ZDxOlGg9e/Zk2rRp7N+/n7FjxwLw888/89133+Hi4sKePXto3bo1AKdOnUqzg0lKSmLGjBkkJCRgbGxMXFwcCxcuxNjYmJSUFJYuXUpSUhIxMTH4+fmxePFiqlatmmEct27dYt26dcTExLBhwwZOnDhB/fr1053LcejQIf755x8ePnxIVFQUP/zwgwyrCyFEHtnY2NCoUSP69OnDvHnz6NixI+XKlQPQnGsXGBjIDz/8QOnSpfH396dSpUp4enqip6eHr68vo0aN4vz58zRo0ICff/6ZypUr89Zbb3HmzBmGDRvG2LFjGTVqFHfv3uXUqVNUqlSJZcuWsXLlSqpXr86UKVO4cOECDx8+5OnTp2zevFmzfX/+/Dlffvkl5cuX5/nz51hbWwPw66+/8tNPP3H37l3+97//YWdnR1hYGHv37uX8+fO6eTNFyaYIUcLVqVNHadu2reb59OnTFUVRFFdXV6Vy5cqa5XPmzFFevHiheT569GhlzJgxmueff/655rW//PKLUqpUKeX+/fuKoijK0qVLFScnJyUlJUVTf9OmTWnWqyiKUqVKFWXTpk3pYty0aZNSuXJlZffu3Zpl1apVU3bs2JHzDgshhEjnypUrip2dnQIogFKnTh1lxYoVmu123759FVdXV0VRFCUxMVFp1KiRMn/+fM3rk5OTlZo1ayrr1q3TLLtw4YKyZMkSzfPQ0FAFUAIDAzXLvvnmG6VatWrKxo0bNcte3b4PHjxYGTRokKIoipKSkqJUrlxZOXbsmHLs2DHl+fPnSqNGjdLsX7p06aKld0WInJFDoUSJ17NnT/766y/Cw8OJiYnB3Nxcs/z+/ftcuHABUI9QpB5rGxwczJo1axg6dKimnV69erF9+3YA3njjDfr166f5Valbt27cunWL4ODgXMcZHx9Pr169NM8dHBzw9/fPdXtCCCH+06BBA+7cucO2bdv4+OOPiY2NZezYsUyZMgWAHj16aM6xMzAwoFOnTvzvf//TvF5PT4+BAweydetWzbLUWf1SlS1bNt16raysCA4OZuDAgZplr27fL126RMWKFQE0sxb+/PPPdOrUCXNzc+7evcvq1auJj48HYPz48Vp4R4TIOTmGQpR4PXr0YO7cuRw4cABLS0u6du0KQPfu3TEwMGDv3r3o6+vTsGFDzWvOnDlDSkoKhw8fxsfHB4DY2FgaNGgAQKVKlVi5ciX79+/n+vXrmtclJibmOs5KlSqhUqk0z/X09EhKSsp1e0IIIdRiYmK4d+8edevWpV+/fvTr14/k5GS+/PJLvvnmGyZPnkzfvn0JDAxkyZIlxMXFcfny5XTb9AEDBjBr1izu3r1L1apViYyMxMrK6rXrr1ChQprDWl/dvg8cOJAjR44A6sOi7ty5w6xZszTl33zzDZ988gnjx4/HxcUFT0/PvL0hQuSSjFiIEs/Z2ZkqVaqwb98+/vnnH+rXrw+oj7lt06YNe/fu5dixY2mmmE39gt+vXz/Gjx/P+PHjmTp1Knv37gXg2rVr1KtXj4iICGbNmsXHH3+c47hOnjyphd4JIYR4nbCwMHbt2pVmmb6+PgsWLADA39+fZcuW8d5779G+fXtmzJiBi4tLunaqVatGy5Yt2bp1K+fPn6dJkyZaia9WrVq88847fPXVV3z11Vfs378/zT7Jzc2Nhw8fsnHjRipUqMC7776rGW0XoiBJYiEE6lGL33//HSMjozTLe/bsiZ+fH/fu3aNUqVKa5S1btkRfXz/NaATA6dOnAfUwdMuWLRkzZgwGBgZpfnn66aefMo1DX1+f5ORkgDRD7EIIIfLXkSNH0k0xbmhoiJmZGRUqVODLL79kxYoVODs7A2i26zdu3ODGjRua1wwcOJAtW7Zw9OhRzQh4Xv3222+MHz+eGTNmsHjxYlq2bJmm/NNPP6Vs2bIMGDCAXbt2MW7cOI4fP66VdQuRE5JYCIE6gUhISOCdd95Js7xHjx6oVKp00w2WL1+eL7/8krVr12qWPX36lF9++QVQD1Wbmppqyo4dO4aRkREJCQmaHZCiKCiKkqbd2rVrc/v27XTxZVQ3o2VCCCFy58qVK0yePFlzngLAihUr6Nq1K1FRUSiKotmuv3jxgtOnT5OQkMCDBw+Ijo7WvKZPnz7cu3eP6OjodLP2pW6zX952Z2f7bmNjw7p16wgJCSEiIiJd/b1796a5mrexsXGaw3eFKCgqRb6ZCEFKSgqtW7fmr7/+SnMeA0Dnzp3ZuXNnuuNkFUVh6dKlXL16FXt7ewwMDPDw8MDc3Jxr164xceJE3nzzTWxtbXFycuLw4cOEhIQwbdo0/vzzT1auXElwcDDdunVj+/btGBsbc+3aNT777DOcnZ3p2LEjnTt35ptvvmHlypU8ePCAbt268f333zNmzBiOHDmCjY0NgwcPZv78+QX4bgkhRPHy4MED1q1bR6dOnVi3bp1mNKJcuXIsXLgQExMT1q9fz08//US7du1ITk7G1dWVvn370rNnT2bPnp3mQnoDBgxgwoQJNGrUSLPs/PnzeHh4cOLECVxcXPjmm2/4+++/WblyJXfv3tVs38ePH8+RI0ewtrbWbN9v376Nk5OTZkTbwMCAevXqsWrVKlq1akXXrl1xcXHRTH1uYWGRbrpyIQqCJBZCCCGEEIXU7du3+eijj9i6dSu1atUiJSWFJ0+e8McffzB58mQCAgJ0HaIQGnIolBBCCCFEIRUUFISenh7VqlUD1DNG2dra0qZNGywtLXUcnRBpyYiFEEIIIUQhdvjwYQ4cOKA57DYxMZGUlBRGjBiBvb29rsMTQkMSCyGEEEIIIUSeyaFQQgghhBBCiDyTxEIIIYQQQgiRZ5JYCCGEEEIIIfLM4PVVCreUlBSCg4MxNzdPd/0BIYQQ6SmKQlRUFBUrVkRPr3j9viT7BCGEyBlt7hOKfGIRHBxMpUqVdB2GEEIUOQ8ePMDBwUHXYWiV7BOEECJ3tLFPKPKJhbm5OaB+MywsLNKU9e3bl507d762DamXt3pFIcbCXq8oxFhc6hWFGPO73vPnz6lUqZJm+1mcZLZP0OXfR360Wdz6I22WzDaLW3+Kapva3CcU+cQidaj7k08+wdDQkH79+tGvXz8ADA0N0yUbGZF6eatXFGIs7PWKQozFpV5RiDG/6m3fvp3t27eTmJgIUCwPFUrtk4WFRZr3Rpd/H/nRZnHrj7RZMtssbv0p6m1qY59Q5BOLVDt37kz3BqUmGNqS3fZ0VS+78mO9xaUvuupHfqxbPpO8Ky59SW0v9YeX58+fyxV7s1CctpH5te6i0J+c1M2PNnOipH5Gxa0/OalbVP7mckwp4iIjIxVAiYyMzHUbrq6uWoxId4pLPxSl+PSluPRDUaQvhVFu+6GN7WZhlVnfistnnqq49UdRil+filt/FKX49Un6o6bNfULxmg5ECCGEEEIIoRPF5lCovMjxcFBgIDx9mnaZnZ369vw53L6dtszYGN54Q/346lVISkpbXqsWmJlBUBCEhqYts7WFypUhNhZu3UpbpqcHDRuqH9+4wWgXF7h48b/y6tXBygpCQiA4OO1rrazU5S9ewLVr6fvYsKG6/X//hejotGWVK6vjCg+H+/fTlpmZqfuTkgKXL6dvt149MDKCgAB49ixtWcWKUKECPHuWvi8mJlC3rvrx5cvq9l/m5ASlSqnjCQ9PW1auHDg4qPvx779pywwMoEED9ePr1yEhIW15jRpgYQGPHqlvL7O2hmrVID4ebtxI39fGjdV/W35+EBOTtqxqVbCxgbAwePAgbZm5OdSsCcnJcOVK+nbr1wdDQ7hzByIj05bZ20P58uq/z8DAtGWmplCnjvrxpUugKGnL69RR17l3DyIi0paVL6/uS1QU+PunLTM0VMcE8M8/8P/H72vUrKnu08OH8Phx2rIyZaBKFYiLg5s305apVNCokfrxzZvqOi+rVk39GTx+rG77ZZaW4OiojuWff3jVR337qh/4+6v79LJKlaBsWXjyBCUwkKTkZFKSk0lOTibJ2JgX1aqRlJSE6tIlklOXJyWRlJzE8yoOvNDXo/TDUHj2jGfxTzFSGWGAAeFmhjwsnYIqKorSDx+RlJKkfm1KEi/0VTyqYIO1njXVH0YTnfCM4BfBVDasjL6izyWrGEL0o7F48pzSUTGkKCkkpyRTuRiefJ1ftD3sv2XLFm7cuMH8+fO12m525dthDDpU3PpU3PoDxa9P0p98kOcxDx0rsCH9uDhF8fdX3/fvryjqr2X/3Tw91fWOHk1f5uj4Xzu2tunLT59Wl33+efqy0aPVZb6+6cvMzf9rt27d9OUHDqjL5s1LX9a7t7rswYP0ZaAo8fHq8rZt05etX68uW78+fVnbtuqy+PiM233wQF3eu3f6snnz1GUHDqQvq1v3v76am6cv9/VVl40enb7s88/VZadPpy+ztf2vXUfH9OVHj6rLPD3Tl/Xvry7z98+4r6lcXNKXbdmiLlu1Kn1Zp07qssjIjNsNDVWXu7qmL1u6VF22a1f6skaN/ovJyCh9+bVr6rJhw9KXTZ6sLjt+PH2Zvf1/7drbpy8/flxdNnlyurKUoUOV+Ph4JTKDzybZ0FD57bfflJ9//ll5Uq1auvJtH/VQRs4aqXh3aJKu7GQVa6Xx8MZKr+5tMnwPq/eyVSwHWSq/2+mnK/u0hUpRfaJSBuinf91pfRS+RGFSBp8LKI6foTAEZUsGZZ52KMxC6TQgfZm/tbqM1iihGby2RUd1+VKXtMtXVLJRcqMkHArVpUsXxdXVVdm2bVu+rMfNzU3R09NT7t27ly/tCyFEftu2bZvi6uqqdOnSRWv7BJWiKIpuU5u8ST0JMTIyMttnwufKxYvg7Ay+vupfSQvhiAXx8WnLi/CIBQEBacuK6IgFUCxGLJRy5Yi1tib60SMSrl0jJiaG2NhYYmJiiE5IIMjamqioKEzv3CY2OpKo+ChiEmKISYzBzySFiOQX2N8F0+fPiSgfgRKukPQwiSCzeO63AhN9qBOLegzVUH2vGMBlB+AfcDoKpjZAb1DtB5PnJtxpn8Lj5i8oFw32z9N2JdIEAqyh2b+NeeuRBSE2IQRZBvF2xNsYGBiwueYlYgzjcXySglWiPvoq9c1Az4Bwa1NizEox1PADykbGcDHhIqb6pjhbOBNrouKnUv9gpG9E9QfPMNQ3xEDPQH2vb8DTKnZYW9jRLrkKRjExXHxyiRqWjpQrXY5QS30CS8djEvsCq0fh6OvpY6BvoL6Zliapbm3KlS5HucAQEuJjiEqKolzpcujr6RNVxY6kUiYYBIegHx6BnkoPPfQwdKiMqmLF9H8jr1Fg200dKKi+tW/fnhMnTjBjxgzmzJmTb+sRQoj8ps3tZrFJLLp06ZJuulmtejmxSP3CKEQRoigKkZGRREREEB4eTkREBBERETx9+pRnz579d4t8RkRUBBFxETxLeEZkUiQxKTEoxgpcA2KBhoAN8Mf/Nz4GVKVUKCYKZHDmlkmSCQMfD6R06dJ4W3rTSL8RXc27EqIfwp6YPZQyKIWpgSmlDUtTyqgU5sbmmBmbYWFiQWO7xnSp0YV44vEJ8qFTjU6UKVWGu8/uEh4bjqmBKaaGppgYmGCsb6y+NzDGQE+O9HzVy9PNHj16VBKLPKhfvz7Xr1+nQoUK3Lt3D0NDw3xblxBC5CdJLF6ikxELSSxEIREdHU1ISAghISE8fvw4zX14eLgmgQh7FsaTF09INklWJwZPgLJAMzD5ywQrUyvi344npnIMSUZJKHrpNwsGKgMW1V5Eo/KN+DnsZ4ISglj+znLMzc1ZcHYBpYxKYWVihYWxBeZG5pgbm2vuLYwtqGie81/WRf4oKiMWZ8+exc7ODnt7e0JCQnjw4AEuLi5Zvqag+lahQgXatm3Lrl272L17N7179863dQkhRH7S5nZTftITohBKSkoiODiYoKAgHjx4oLkFBQXx6NEjTfIQGxsL5kASEAcG9gaYuJhgWMYQqkFSnSQSDBN4oXqhabuvQ1+mNJnCg5QHTD8znUPbDuFg4cC2f7Zx+8ltypiWoUypMtiWsk3zuJRhKU0b7WiXJt6v3/m6YN4YUWxFR0fj7u7ON998Q+XKlQFYvXo1Xl5eADRp0gRvb29dhqiRkpJCeHg47du3Jzg4mNWrV0tiIYQQ6CixCAwM5JdffsHExISQkBC6du1Ko0aNOH/+PN7e3jRq1IhTp04xZcoUqlWrposQhchXiYmJ3L9/n9u3b3Pnzh0CAgK4f/++JoF49OgRKSkpoAIswKSiCVbVrTCxM0FVXYWpiSlf23xNhQoVGBEwgmF1hjGj3QzORZxj3LFxOFg4UNG8IhVKV6CCWQXKm5Wngpn6cSWLSliaWPImb/Jeo/c0MX1U/yPdvSGiRNu4cSP37t1j7969LF26VLO8atWqBAUFoSgKDg4OOowwrWfPnpGcnEzZsmUZNWoU/fv3x8/Pj9q1a+s6NCGE0CmdJBZr1qxh4cKFmucDBgzghx9+wM3NjbNnz1K+fHlq1arFkCFDOHHihC5CTK9x4/QnuwqRhYSEBPz9/blz544mgUh9fO/ePZKTkwEwMDDAvq49ttVsqVe7Hu90eIdDpQ8RoYrg8YvHJKYkEk88oapQKltWprJlZWqXqc3nrp8DYHfXjurW1bGxtKGLTRf8avrpsttC5NjQoUMBMjwJ2t7evqDDea2wsDAAypYtS/PmzRk3bhxr1qzhm2++0XFkQgihWzpJLPbu3ctHH33Em2++CYCxsTEnT57EwsKC8uXLA9CsWTPOnDnD48ePNcuEKIwSExP5999/uX79epqbv7+/JnkoVaoU1R2rU6FOBeq71aeebT2iTKOY4DKBzm92ZqbPTLZc3cKFzy8AEHwgGAtjC2rY1MDR2pEaNjWoYlUFI32jdOtvV7VdQXZXiAITExPDpk2bMDY25vfff2fixInUSZ3ZTIdSEwtbW1uMjY0ZOnQo69atY+7cuZQqVeo1rxZCiOJLJ4nFmDFjaNKkCZ999hmWlpaMHTuWc+fOYWNjo6mjr6+Pubk5169fLxyJhZ8fDB4MmzeDDHeXWCEhIVy4cIGLFy9qEgg/Pz+S/n8K4XLlyvHGG2/QsWNHen/am1DLUML1wgmIDuBW+C2uJamn9rVOtqZeqXpYlrXEwMCAcc3HMarJKM16Nr6/USf9E6Iw6d27N82bNwfU/1s9evTgxo0b6OllMPXYK/r27ZtupiZtzRr48ogFwIgRI1i8eDG7du1i8ODBeW5fCCHyS+rsgC9LfPXCtnmgk8Tiww8/5Pz58/z8889ER0fTunVrwsPDMTExSVPPxMSEZ69e6yAT+bkTAdTXIThzJv31CESx9fTpU3x9fTl//rzmFhQUBICNjQ316tWjTZs2jBg1ggb1GlClZhUmn57M6KajaVOlDcv+Xsa3J76lXrl6NLFrwuA3B/NGuTd4o+wbVDCrgEql0qyrvFkhSJ5FsZTfO5H85OzsrHlco0YN/Pz8uHr1Kg1Tr9+ThZ07d+bbrFBhYWGoVCrNj2HVq1enc+fOrF69WhILIUShltF349RZobShwBOLqKgoRo4cibe3N3p6eixYsIAePXowb948Xp35Njo6Gltb22y1m587EVH8JSUlcfHiRU6dOqVJIm7//4UOLSwscHZ25qOPPsK5iTPmjubcSbrDheALnAw+yXnD85xve159nYiESOIS4wD4tOmnjHcZj57q9b+uCpFf8nsnkl/OnDlDhw4dND86RUVFAWBklP5wwIIWFhZGmTJl0NfX1ywbNWoU77//PhcvXqSxTEkuhCihCjyx+O2332jbtq3mONRZs2aRmJhI2bJlCX3pqtMJCQlERUVRpUqVgg5RlABJSUlcvnyZ48ePc+LECf7880/1laNNTWnUqBHdunWjadOmNG3alHiLeE7eP8nxu8fZELiBJzeeYKhnSIPyDWhduTUuDup59VUqFb/0/0WzDmMDY111T4giz8HBAQ8PD81I9qlTp2jZsiV169bVcWTqxCL1MKhU3bp1w8HBgdWrV7N+/XodRSaEELpV4IlFjRo1OHjwYJplycnJNG/enNDQUIKCgnBwcMDHx4emTZtKYiG0Ijk5mcuXL3PixAlOnDjByZMnef78OaVKleKtt95iypQptG/fHmdnZ0JiQ/gj8A8GNBwAQI0VNXjw/AEuDi6MaTqG9tXa09y+OaaGpjrulRDFw/bt2zl58iQAkydPpk2bNowePZrWrVuzZMkSkpOT+ffff9m3b5+OI1XLKLEwMDBg+PDhLFiwgCVLlhT6ESEhhMgPOrny9i+//MLvv/+Og4MDCQkJNGnShA4dOvD777+zZ88eXFxc8PHxYfr06VSvXj3LtgrsCrJPnsCRI9CtG7x0krkovCIiIjh8+DAHDx7k999/JzIyEhMTE1q1akX79u1p164dTZs2JUFJ4NidY9ib29OiUgt2Xd/FgL0DeDThEWVKleFW+C0qW1ZOc4E4IYqyonLl7dwoiL516tQJCwsLfvrppzTLHz16ROXKlVm2bBmfffZZvqxbCCG0TZvbTZ0kFtpUnHeQIufu3LnDwYMHOXDgAH/99ZdmNKxbt260b9+eZs2aYWxsTHBUMAf9DnLA7wB/BP7Bi+QXfNniSxZ3Wkx8UjzJKcmUNiqt6+4IkS+K83azIPrWqFEjXFxcWL16dboyNzc3zYxxL0/QIIQQhZU2t5s6mRWqSAoLg127oE8feGUIXOhOSkoKFy5c4MCBAxw4cIDr169jbGzMO++8w/fff4+rqyt2dnYoisK10GssPruYA34HuBB8AX2VPm2qtGFRh0V0r92datbqq7ybGJi8Zq1CiJIso0OhUo0aNYp33nmHP//8kzZt2hRwZEIIoVuSWGTXgwcwZgy0aCGJhY4pisKFCxfYvHkz+/bt49GjR9jY2PDee+8xZ84cOnXqhJmZGQBhMer55qNeROG8zhljA2O61ujKuObj6FazGzamclibEMVR6hTkWp12HPX2J6vEon379tSqVYvVq1dLYiGEKNRSpyMv8texyA/5tRMRhUdISAhbt25l8+bNXL9+nYoVK/Lhhx/y/vvv06pVKwwM0v45rzy7Es8TngRPUF/F+q+hf/Fm+TdltiZRYuXHTqSwyq8pyKOionjx4kWmiYVKpWLkyJFMmjSJx48fF44LvAohRAZSvzMX6etY5Be5jkXxlJCQwKFDh9i0aRNHjx7FwMCADz74gKVLl9KhQwfNPPLJKckcvX2UzZc308y+GV+0+IL3ar1HRfOK6KvUdZrZN9NlV4TQufzYiZQ0r151OyPu7u5MnTqVjRs3MmXKlIIKTQghdK7YJBai+FAUhUuXLrFp0ya2bdvGkydPaN68OatWraJv375YW1tr6vqF+7H58mZ+vPojwVHB1C1bl641ugJQzbqa5rwJIYTQhuwkFjY2Nnz44YesXbsWDw+PNBfSE0KI4kwSi+wyN4dOndT3Il8kJiayc+dOli5dyuXLl7Gzs+Pjjz/G3d09zUWxUpQUDv17iCWnl/Dn/T+xNrHmo/ofMbjhYJztnGUmFiFEvslOYgHqk7g3b97M0aNHeffddwsiNCGE0DlJLLKrZk04dkzXURRL0dHRbNiwgWXLlvHgwQO6du3K3Llz6dSpU7rzJgA6bunIH4F/0KpSK3b23kn32t1lJichRIFITSxsbW2zrNe0aVMaN27M6tWrJbEQQpQYeroOoMhITobnz9X3QitCQkKYNm0alSpVYuLEibRv356rV69y5MgRunXrpkkqYl7EsPCvhTyIfADAmKZjODX0FH8N/Ys+b/SRpEIIUWDCwsKwsrLC0NAwy3qpJ3EfOXKEe/fuFVB0QgihW5JYZNeVK2Bpqb4XeeLn58fw4cOpWrUqK1asYOjQoQQEBODl5UX9+vU19aJfRAPqQ5++OfMNZ4LOANCjTg9aVmqpk9iFECVbVlPNvuqjjz7C3NycdevW5XNUQghROBSbQ6FkutnC7+zZsyxcuJD9+/dTvnx5Zs2axciRI7GyskpT70bYDRadWsT+W/u5M/YOZUqV4e74uzIyIUQelaTpZvNrn5CTxKJ06dIMGjSIDRs24OnpiZGRkdbiEEKIvMqPfYJKURRFa63pgDYvQ56lixfB2Rl8faFx4/xbTzF0584dJk2axJ49e6hduzYTJ05kwIABGBunvZ7Eo6hHzDg+g42XNmJvYc8XLl8w3Hk4pY1K6yhyIYqnAttu6kB+961bt24YGRmxf//+bNW/ceMGb7zxBmvWrGHEiBFaj0cIIfJKm9tNORRK5JunT58yYcIE6tSpw9mzZ9myZQs3btxg2LBhaZKK2MRYvj75NTVX1mTfrX182+Vb7oy9w+ctPpekQghRqORkxAKgbt26DBw4kJkzZ/L8+fN8jEwIIXRPEguhdYmJiaxcuZIaNWqwdu1aPD098fPzY8CAAejp/fcnl6KksOXKFmqvqs0cnzmMcB7B7c9u81nzzzDSl0MGhBCFT04TC4B58+YRFRXF/Pnz8ykqIYQoHCSxyK769SE0VH0vMqQoCgcPHqRevXqMHz+enj17cvv2baZNm0apUqXS1X+R/IIZx2fQ3L45Nz+9ydLOS7E2tc6gZSGEKBxyk1g4ODgwceJEvvnmG+7evZs/gQkhRCEgiUV2GRpC2bLqe5HOpUuXeOedd3j//fepXLkyly5dYv369VSoUCFNvdCYUPr+1Jc7T+5gYmDCpRGX+KnPTzjaOOoociGEyJ7Y2FhiY2NznFgAeHh4UKZMGSZNmpQPkQkhROEgiUV23bkD3bur74VGREQEQ4cOxdnZmUePHnH48GF+/fVXGjRokKZe6hwBZkZmBD0PIuh5EICMUAghiozsXnU7I6VLl2bevHns2rWL06dPazs0IYQoFCSxyK7ISPj5Z/W9AOCXX36hfv367N+/n1WrVnH16lW6deuGSqVKU+9M0Bmc1zlz+8ltShmW4tTQU7St2lZHUQshRO7kJbEAGDhwII0bN+bzzz8nJSVFm6EJIUShUGwSi759+9K9e3e2b9+u61CKvejoaEaMGEG3bt148803uXbtGqNHj053JdoXyS+Y/sd0Wm1shaG+HEImhK5t376d7t2707dvX12Hku/yY5+Q18RCT0+Pb775hnPnzrFjxw6txSWEELmRH/sEuY5Fdsl1LAD466+/cHd35/HjxyxdupThw4enG6EA+OfxPwzaP4hrodeY1XYWk96ahIFesbkeoxBFmlzHIne2bNnCoEGDiIuLw8Qk9xfs7NWrF+fPn+fWrVsZTmwhhBAFSa5jIQpcfHw8Hh4etGnTBjs7O65cucKIESPSJRXJKcksPrWYJuubkJicyLmPzzGtzTRJKoQQRV5YWBhmZmZ5SioAFi5cSEhICMuWLdNSZEIIUTjo7Nvehg0bCAkJoVKlSiQnJzN06FDOnz+Pt7c3jRo14tSpU0yZMoVq1arpKsS07O1h6VL1fQlz+fJlBg4cyL///suCBQuYMGEC+vr66eoFPA3Afb87p+6f4suWXzKn/RxMDPK2AxZCiMIiN1PNZqRGjRqMHTuWBQsWMGzYMOzs7LQQnRBC6J5ORizWrl2Lv78/06dPp2XLlnz++eckJCTg5ubGlClTcHd3Z8iQIQwZMkQX4WWsfHn44gv1fQmRlJTE3Llzadq0Kfr6+ly4cAEPD48MkwpQJxbBUcH4DPZhUcdFklQIIYoVbSUWANOnT8fExITp06drpT0hhCgMCjyxSEhIYMqUKYwePRpQ/3Jz5coVTp48iYWFBeX//4t7s2bNOHPmDI8fPy7oEDP29Cns3q2+LwHu3bvHW2+9xcyZM/Hw8ODcuXPUz+DigBGxEXge9yRFSaFD9Q7c/PQmrau01kHEQgiRv7SZWFhZWTF79mw2bdrE5cuXtdKmEELoWoEnFqdPn+bp06f4+/uzc+dO5syZQ0hICHfv3sXGxkZTT19fH3Nzc65fv17QIWYsMBD69FHfF3N///03zZo14/Hjx/z111/MnTsXIyOjDOteCL7AGt813I+8D4CRfsb1hBCiqNNmYgEwYsQInJyc+OKLLyji86gIIQSgg3MsHj16BICRkRF9+/YlPDycN998k+HDh6c7Ic7ExIRnz55lq92+ffumm+60X79+9OvXTytxlxTe3t4MGzaMJk2asG/fvkx3oldCrtCgfAM61+jMnbF3MDMyK+BIhRDZsX379nRTriYmJuoomqItLCyMt956S2vtGRgYsGTJEt59910OHjzI+++/r7W2hRBCFwo8sbC0tASgadOmANja2pKSkkLZsmXT/WITHR2Nra1tttrduXNnsZs2sSClpKTg6enJ119/zaBBg1i3bh3GxsYZ1v3+/PeM/WUsmz/YzIAGAySpEKIQy+gHltSpBYuz1B+btPkDk7ZHLAC6du1Kp06dmDhxIl27ds10dFgIIbQt9Ycnbf7YVOCJRaNGjVCpVCQnJ2uWqVQq7O3tCQ0N1SxLSEggKiqKKlWqFHSIJU5sbCzu7u7s2bOHBQsW4OHhkeG1KZJSkvj86OesOr+Kcc3H8WG9D3UQrRBCvJ62f2x68eIFkZGRWk8sVCoVS5cu5c033+T7779n/PjxWm1fCCEyk/rDizZ/bCrwcywqVqxI27ZtOXXqFKD+BUilUtGuXTtCQ0MJCgoCwMfHh6ZNmxaexMLUFBo1Ut8XIw8fPqRNmzYcOXKEvXv3MmnSpAyTimfxz3h327usvrCaNe+uYXmX5XJtCiFEiREeHg6Q7VH0nKhXrx6ffPIJc+bM4cmTJ1pvXwghCopOvhl6eXnh6enJjRs3uHPnDj///DOWlpZ4eXkxd+5cXFxc8PHxwdvbWxfhZaxOHfXVt4sRX19funfvjp6eHn/99ReNGjXKsN6dJ3d4b/t7hESHcGzAMd6p/k4BRyqEELoVFhYGoPURi1Rz5sxh+/btzJw5k1WrVuXLOoQQIr+plCI+FYU2L0NekuzZs4eBAwdSv3599u/fn+kFmk7eO0nPnT2xMbXh534/U9u2dgFHKoTQtsK43YyOjsbd3Z1vvvmGypUrA+Tqoqn51bfff/+djh07cufOHapXr661dl/27bffMn78eP744w/at2+fL+sQQohXaXO7qZML5BVJly6BsbH6vghTFIW5c+fSu3dvunfvzokTJzJNKpJTkhl9eDQNyjfgzMdnJKkQQuSLjRs3snjxYvbu3UtKSgpAobtoan6PWAB89tlntG3blsGDBxMZGZlv6xFCiPxSbBKLvn370r1793TTKmqNosCLF+r7IkpRFMaNG8f06dPx9PRk+/btmGZyzkhCUgL6evocHXCUYwOOYWNqk2E9IUTRsX37drp3707fvn11HUoaQ4cOZfbs2WmWFbaLpoaFhWFsbIyZWf7Ngqenp4eXlxdPnz6Vk7iFEEVSsTn7VqabzZqiKHz55ZesXLmSNWvWMGLEiEzrrr2wlu8vfM+poadwsHAowCiFEPkpP2YAyS9ZXTQ1NdkoSKlTzWY0uYU2ValShRUrVjBkyBDef/99Pvjgg3xdnxBCaFOxSSxE5hRFYdq0aSxbtoyVK1dmmVQAtK7SmvDYcEobli6gCIUQIq3w8PBCddHU/LiGRWbc3d3Zv38/w4cPp2XLlpQrV65A1iuEKP7y+6KpkliUAHPmzGH+/PksXbqUMWPGZFrv0L+HaF+1PXXL1qVu2boFGKEQQqRlaWlZqC6aWpCJhUqlYt26ddSrV4/hw4ezb9++fB8pEUKUDPl90dRic45FvqtTB65dU98XIfPmzWPWrFnMnz+fL774ItN6P175ke7bu7P+4voCjE4IITLm5ORUqC6aWpCJBUC5cuVYt24dBw4cwMvLq8DWK4QQeSGJRXaZmsIbbxSpC+QtXbqUadOmMXv2bCZPnpxpvR3XdjDkwBCGNRrG2OZjCzBCIYTIWJs2bQrVRVMLOrEA+OCDDxg8eDBjx47l3r17BbpuIYTIDUkssuvePfj4Y/V9EbBy5Uq+/PJLpk2bxowZMzKtt+fGHgbsHcDABgNZ67oWPZX8SQghCtb27dsZNWoUAJMnT+b777/HwMBAc9FULy8vduzYodOLpuoisQBYvnw51tbWDB48WDMVrxBCFFZygbzsungRnJ3B1xcaN86/9WjBmjVrGDVqFBMnTmThwoWZHpt70O8gvXb1wq2uG1t6bEFfT7+AIxVC6EJhvECetuRH35KTkzE0NGTt2rV88sknWmkzJ44fP87bb7/NsmXL+Pzzzwt8/UKI4k0ukJeBfL+ORRGxceNGRo0axbhx47JMKn7x/4Xeu3rzfu33+bHHj5JUCFECFNbrWBR2ERERKIqikxELgPbt2zN+/HimTJnCjRs3dBKDEEJkh4xYZFcRGLHYsmUL7u7ujBw5ku+++y7TpOJM0BnabW5Hlxpd2O22G0N9wwzrCSGKJxmxyJnr169Tr149/vrrL1q1aqWVNnMqLi4OZ2dnTE1NOXPmTLqpdIUQIrdkxEKks2/fPgYPHszQoUNZtWpVllMT1i9Xn0mtJrGz905JKoQQxZI2R7HDwsIAdDZiAWBqasqWLVu4evUqX331lc7iEEIUH/kxii0jFtn18CGsWgVjxoC9ff6tJxeuXbuGi4sL3bp1Y8eOHejpZZwvBkcFE/MihpplahZwhEKIwkRGLHJm9+7d9OnThydPnmBtba2VNnNrzpw5zJkzh1OnTtG8eXOdxiKEKB5kxEIX7O1h/vxCl1Q8ffqUDz74AEdHRzZt2pRpUgEw6fdJ9NjZgxRFZhYRQojsCgsLw8DAACsrK12HwpQpU2jcuDGDBg0iOjpa1+EIIUQaklhkV1QUnDihvi8kkpOT6d+/P0+ePGHfvn2ULl06y/qruq5iZ++dMqWsEELkQFhYGLa2toXi6teGhoZs2bKF4OBgBg4cKFPQCiEKFfmGmV3+/tC+vfq+kJg5cybHjh1jx44dVK9ePdN6u6/vJuBpAJYmlrxR7o0CjFAIIYo+XV3DIjO1a9dm+/btHDhwgKlTp+o6HCGE0Cg2iUVJm252z549zJs3j/nz59OpU6dM651+cJr+e/uz5sKaAoxOCFEYyXSzuVPYEguA9957jyVLlrBw4UI2b96s63CEEAIAA10HoC07d+4sdichZub69eu4u7vTp08fJk6cmGm94Khgeu3qRXOH5nz99tcFGKEQojDq168f/fr105yoJ7InLCyMcuXK6TqMdD7//HNu3rzJ8OHDqV69Om3atNF1SEKIEq7YjFiUFM+ePaNHjx5Ur16djRs3ZnrMb0JSAr139UZfpc9Pbj9hpG9UwJEKIUTxUBhHLABUKhXfffcdb731Fj179uTOnTu6DkkIUcJJYpFdhobqGaF0eFGilJQU+vfvT1hY2GtP1h53dBy+j3zZ02cP5c3KF2CUQgihe9o8PDY8PLxQJhYARkZG/PTTT9jY2ODq6sqzZ890HZIQoojIj8NjdX4o1KRJk3jvvfdo3bo158+fx9vbm0aNGnHq1CmmTJlCtWrVdB2iWv36EBSk0xA8PT355ZdfOHLkCI6OjpnWW++7nrW+a/mh+w80d5B5zoUQJY+2Do9VFKVQJxYANjY2HDp0iObNm9O3b18OHz6MgYHOd+9CiEIuPw6P1emIxZ9//snmzZtJTk4mISEBNzc3pkyZgru7O0OGDGHIkCG6DK9Q2bdvH19//TXz5s2jS5cumdb7+8HffHrkU0Y1GcXQRkMLMEIhhCh+nj17RlJSUqFOLABq1arFTz/9xB9//MH48eN1HY4QooTSWWLx/Plzrly5Qp06dQA4efIkFhYWlC+vPmynWbNmnDlzhsePH+sqxLT++QccHNT3BezmzZsMGjSI3r17M2nSpCzr/nX/L5o7NGd5l+UFE5wQQhRjYWFhAIU+sQB45513+O677/juu+9YtWqVrsMRQpRAOkss1q1bxyeffKJ5fvfuXWxsbDTP9fX1MTc35/r167oIL73ERHj4UH1fgCIjI/nggw+oUqUKmzZteu0Fmia2msj/Bv1PTtYWQggtKEqJBcDw4cMZP34848aN49ixY7oORwhRwujkIMxDhw7RpUsXjI2NNcvCw8MxMTFJU8/ExCTbJ6L17dsXw1dOrE49dqwoGz58OKGhoZw/fx4zM7NM603931QcLBwY3XS0JBVCCI3t27enO4E5sYB/ICnKilpiAbBkyRL8/f3p06cPf//9N3Xr1tV1SEKIEqLAE4vg4GCePHnCe++9l2a5paUliqKkWRYdHY2trW222i2O17HYt28fu3btYtu2bdSoUSPTeoqikJSSRMyLmAKMTghRFGT0A4tcxyL7wsLCUKlUaUbUCzt9fX22bdtGq1ateO+99zh79myRSoyEEEVXgScWx44dIyQkhAULFgDw77//sm3bNt5//31CQ0M19RISEoiKiqJKlSoFHWKh8PTpU0aPHk337t358MMPs6yrUqlY1HFRAUUmhBAlR1hYGGXKlEFfX1/XoeSIhYUFP//8M82aNaNbt278+uuvWFtb6zosIUQxV+CJxaszPa1Zs4aPPvqIt956i+HDhxMUFISDgwM+Pj40bdq08CQWNWvC8ePq+wLwxRdfEBcXx+rVq7M8r2LBXwsoZViKsc3HFkhcQghRFKQeHpvXQ2IL68XxsqNq1aocO3aMjh078vbbb/Pbb79l+ygAIUTxl3qorDYPj9XZRNdBQUGsWLGCkJAQli5dSmxsLF5eXsydOxcXFxd8fHzw9vbWVXjpmZtDu3YFsqqjR4+yefNmNmzYQMWKFTOtd/XxVWYcn8HUt6YWSFxCCFFUaOvw2KKcWAA0atSI48eP06FDB9q3b8/vv/+umX1RCFGy5cd1LFTKqyc2FDGpb0ZkZGT+nmPx8CGsWgVjxqivwJ1PoqKiqFevHrVq1eLXX3/NdLQiKSUJlw0uxCfFc3HERTlhWwiRbQW23dQBbfetc+fOmJub89NPP2khOt25efMm77zzDpaWlvzvf//L8kcrIUTJos3tpk4vkFekPH4MCxao7/PR5MmTiYiIYP369VkeArX09FIuhVxi4/sbJakQQoh8UtRHLFLVqVMHHx8foqOjadu2LQ8ePNB1SEKIYqjYJBZ9+/ale/fu6aZVLEp8fHz4/vvvmT9/PlWrVs20nl+4H54nPPnC5Qua2TcruACFEEXa9u3b6d69O3379tV1KEVGcUksAGrWrMnJkydJTEykbdu23L17V9chCSGKGTkUKrsuXgRnZ/D1hcaNtd58bGwsb775JuXLl+fkyZPo6WWc86UoKbTZ1IbHMY+5MvIKpQxLaT0WIUTxJodCZY+iKJiamrJ48WI+++wzLUWoe/fv3+ftt9/mxYsX/PHHH1lOZy6EKP7kUKhiyNPTkwcPHvDDDz9kmlQAfHfuO049OMUP3X+QpEIIIfJRdHQ0CQkJxW4mpcqVK+Pj40OpUqVo27Ytt27d0nVIQohiQhKL7CpTBoYNU99r2blz51i2bBmzZ8+mdu3amdZLTklm/cX1jGoyijZV2mg9DiGEEP8pilfdzi57e3tOnDiBlZUV7dq149q1a7oOSQhRDOhsutkip0oV2LBB680mJCQwdOhQGjVqxIQJE7Ksq6+nz9/D/kahSB+9JoQQ+U4b17EozokFQIUKFThx4gQdO3akXbt2/P777zRs2FDXYQkhCkixuo5FkRMXBwEBUL06mJpqrdl58+bh5+eHr68vBgaZfxy/+P9CrTK1cLRx1Nq6hRCiuNLGdSyKe2IB6r798ccfdOrUifbt27N79246dOig67CEEAUgP65jIYdCZdfNm1CvnvpeS65cucK8efOYOnUqDRo0yLReipLCtD+mseCvBVpbtxBCiKylJhbF7RyLV9nY2PC///2P5s2b07lzZ5YsWUIRn9dFCKEjxWbEQhvD3gUpKSmJYcOGUbt2baZNm5ZlXT2VHieHnCQ5JbmAohNCFEf5Meyd386ePYudnR329vaEhITw4MEDXFxcCmTdYWFhWFpaYmRU/K8VZGlpyeHDh5kxYwYTJ07kwoUL/PDDD5QuXVrXoQkhipBik1hoY9i7IC1btoxLly7x999/Z7nTOh54nCpWVahuXb0AoxNCFEf5Meyd31avXo2XlxcATZo0wdvbu8DWXZyuYZEd+vr6zJs3j8aNGzN48GBatGjBvn37cHSUQ3CFENkjh0LpQGhoKF999RWfffYZzZplfoG7+KR43Pe7M+2PrEc0hBCiuKpatSpBQUE8ePCA8+fPU6tWrQJbd0lLLFL17t2bs2fPEhcXR5MmTTh69KiuQxJCFBGSWGSXSgVGRur7PJo7dy56enrMmDEjy3rfn/+e4KhgZrWdled1CiFEUWVvb4+Dg0OBr7ekJhYAb7zxBufPn6dly5Z069aN+fPny3kXQojXksQiuxo1goQE9X0eBAYGsnr1ajw8PCiTxTUxIuMjmfvnXIY2Gkpt28yvbSGEEMVZTEwMmzZtYtu2bQwdOpSbWpxA43VKcmIBYGVlxc8//8z06dOZOnUqbm5uREVF6TosIUQhVmzOsSgqPD09KVOmDOPHj8+y3uLTi4lLjMOzrWfBBCaEEIVQ7969ad68OQDlypWjR48e3LhxAz29rH8XS53Q42U5ndyjpCcWAHp6esyZM4fGjRszaNAgXFxc2L9/PzVr1tR1aEKIXEidxONlch0LXbh5E/r3B29vqFMnV01cvXqVrVu38t1332U508ajqEd8c+YbxjUfh72FfW4jFkKIIs/Z2VnzuEaNGvj5+XH16tXXXshNW9exKOmJRaoPPviAc+fO8cEHH9CkSRM2btxIr169dB2WECKHMvqBRa5joQtxcXDpkvo+l6ZOnYqjoyMff/xxlvW+OvkVxvrGTHprUq7XJYQQRd2ZM2ewsrIiPj4eQHMYTkFM/xoXF0dMTIwkFi9xcnLi3LlzdOjQgd69e+Pm5sbjx491HZYQohApNolF37596d69e7rhncLizz//5PDhw3z99dfphudfdvvJbdZfXM+Ut6ZgZWJVcAEKIYq97du30717d/r27avrULLFwcEBDw8PTExMADh16hQtW7akbt26+b7uknDV7dywsLDgp59+YseOHfj4+FC3bl22bNkiJ3YLIQBQKUV8a5A6fBMZGZm/17G4eBGcncHXFxo3ztFLFUWhVatWJCQkcP78+SyPDb4QfIEZx2ewt89eTA1N8xq1EEKkU2DbTS04fvw4vr6+JCcn8++//zJ//nzKlSuXaX1t9c3X15cmTZpw4cKFNIdjif+Eh4czbtw4tm3bRteuXVmzZg2VK1fWdVhCiBzS5j5BzrEoAAcPHuTvv//m119/fe0Jh00qNuGX/r8UUGRCCFG4tW/fnvbt2xf4emXE4vVsbW3x9vamX79+jBw5kjfeeINFixYxYsSI1+7rhBDFk07+88+ePcvSpUuZNWsWnTt3xsfHB4Dz588zfvx4vLy8GD58OIGBgboIL2PVqsGuXer7HEhOTmbq1Km88847dOzYMcu6M/6YwdXHV/MSpRBCCC2QxCL73nvvPa5fv06/fv0YPXo07du3x9/fX9dhCSF0oMBHLGJjY9m/fz/z588H4KeffqJr167cvHkTNzc3zp49S/ny5alVqxZDhgzhxIkTBR1ixqytwc0txy/78ccfuXHjBl5eXlnWexL3hN03dtPIrhENyjfIbZRCCCG0IDw8nNKlS2NqKoekZoelpSXr1q3jww8/5JNPPqFBgwbMmTOHzz//HAMDOThCiJKiwEcsbt++zYIFC7h9+zYAnTt3Ji4ujjNnzmBhYUH58uUBaNasGWfOnCk8M048fgzLlqnvsyk+Ph5PT0/c3Nxo0qRJlnVtTG24NvoaPZx65DVSIYQo8fI6oYdMNZs7b7/9NlevXmXUqFFMmjQJFxcXzVEJQojCJT8m9CjwxKJ+/fqcOnUKR0dHAO7fv6+5t7Gx0dTT19fH3Nyc69evF3SIGXv4ECZMUN9n03fffUdwcDBff/11lvX+uv8X10KvYaBngEqlymukQghR4u3cuZODBw/m6IJ4L5PEIvdKly7NsmXLOH36NADt2rWja9euXL58WbeBCSHS6NevHwcPHmTnzp1aa7PAxydVKhUtW7bUPF+wYAHjx48nKSlJM6VgKhMTE549e5atdrVxlVVtioyMZN68eXz88cfUqlUr03qJyYkMPTCUmmVqcvijwwUYoRCiJMjvq6wWV5JY5J2Liwvnz5/np59+Ytq0aTRq1Ih+/frx1VdfaX5cFEIULzo98HHjxo1UqFCBRYsWsXr16nTzYEdHR2Nra5uttrRxlVVtWrx4MXFxccycOTPLepsub8L/iT+73HYVUGRCiJIkv6+yWlyFhYVRs2ZNXYdR5KlUKtzc3Pjggw/YvHkzs2bNwsnJieHDhzNjxgwqVKig6xCFEFqks/ngjhw5QnJyMosXLyYhIQETExNCQ0M15QkJCURFRVGlShVdhZhrjx494ptvvmH8+PFUrFgx03qxibHMOjGLj+p/RMMKDQsuQCGEEFmSEQvtMjQ05JNPPsHf35+5c+eybds2HB0dmT59OpGRkboOTwihJTpJLE6ePElwcDCurq6EhIRw9OhRatasSWhoKEFBQQD4+PjQtGnTwpNYWFqCq6v6/jW++uorjI2N8fDwyLLeirMrCI8N56v2X2krSiGEEFogiUX+KFWqFB4eHgQEBDB27FiWLVtG9erVWbp0KXFxcboOTwiRRwV+5e2AgAAaNmxIVFRUmuWRkZGcO3eOPXv2aGaRmD59OtWrV8+yvcJ2Bdnbt29Tp04d5s+fz5dffplpvSdxT6j+bXUGNhjIym4rCzBCIURJV9i2m9qkjb4lJiZiZGTExo0bGTJkiJYjFC8LDg5mzpw5bNiwAWtra0aMGMHo0aOzHO0XQmiXNvcJBZ5YaFuB7SATE+HZM7CygldOEn9Zv379+Ouvv/D39093MvrLJv02ie/Of8edsXcob1Ze+/EKIUQmJLHI2qNHj6hYsSI///wz7733npYjFBm5c+cOK1eu5IcffiA+Pp6+ffsybtw4mjZtquvQhCj2tLlP0Nk5FkXOP/9AuXLq+0zcu3ePXbt2MXXq1CyTiqiEKNb4rmFMszGSVAghRD7Iy3Us5KrbBc/R0ZHly5cTFBTE4sWLOX36NM2aNaNVq1bs3r2bpKQkXYcoRLFTLK5jkV/yejEkbfj++++xsLBg0KBBWdYLjQnF2c6ZT5t+WkCRCSFE/uxECqu8XMdCEgvdsbS0ZPz48fj7+7Nv3z6MjIzo06cP1atXZ9GiRTx9+lTXIQpRbOTHdSzkUKjsungRnJ3B1xcaN05XHBsbS6VKlRgyZAhLlizJvziEECKP5FCorO3YsYN+/frx/PlzzM3NtRyhyKnLly/z7bffsm3bNgwMDBg4cCCDBg2iRYsWclFZIbRADoUqhLZt28bTp08ZPXp0lvV8g335PeD3dNfsEEIIUTiEhYVhbGyMmZmZrkMRQMOGDdm0aRP379/Hw8ODQ4cO0apVKxwdHZkxYwa3bt3SdYhCiP8niYUWKIrCihUrcHV1fe0sVpsub2LibxMLKDIhhBA5lTrVrPwaXriUL18eT09P7t+/z/Hjx3n77bdZuXIlderUoUmTJnzzzTc8evRI12EKUaJJYpFdb74JkZHq+1ecPHmSf/75h7Fjx762mZVdV/LrgF9lhyWEEIWUXMOicNPT06Ndu3Zs2LCBkJAQ9uzZQ+XKlZk8eTIODg506tQJLy+vdNPaCyHynyQW2aWvDxYW6vtXrFixgrp16/L2229n2URIdAgqlYqypWWHJYQQhZUkFkWHiYkJPXv2ZO/evYSEhLB27VpevHjB4MGDKV++PO+//z7r1q3TXHxXCJG/JLHILn9/6NxZff+S+/fvs3//fj777LMsRyGiX0RTe1Vtvj//fX5HKoQQIg8ksSiarK2t+fjjjzlx4gT3799n9uzZmnMfK1WqRMOGDZk6dSqnTp0iOTlZ1+EKUSxJYpFdUVHw66/q+5d8//33mJubM2DAgCxf/uOVH4l5EcN7teRiS0IIkd/yeh0LSSyKtkqVKjFx4kROnjxJWFgY27dvp379+qxbt4633nqLcuXK0b9/f7Zt20ZERISuwxVCJ/JjCnIDrbWkY3379sXQ0JB+/frlat7y3IiLi2P9+vUMGzYsy9lDFEVh5bmVfOD0AZUtKxdIbEII8art27ezfft2EhMTdR1Kvtu5c2eup00MCwvD1tZWyxEJXbG2tubDDz/kww8/JDk5mfPnz3P48GEOHz7Mtm3b0NPTo1mzZrRp04bWrVvTqlUrrK2tdR22EPku9Ttz6nSz2lBsEou87ERyK3WK2U8/zfpCd78H/M6t8FusfW9tAUUmhBDp5cdOpLhJTk4mIiJCRiyKKX19fVxcXHBxceGrr74iODiYX375hd9++42tW7eyaNEiVCoV9evXp3Xr1ppbxYoVdR26EEVCsUksClrqFLPvvffea6eYXXFuBQ3KN6B15dYFFJ0QQojcePLkCYqiSGJRQlSsWJFhw4YxbNgwFEUhICCAP//8kz///JNff/2V7777DoDq1atrRjSaNWuGk5MTBgbyFUqIV8l/RXZVqgSrVqnvgT///JOrV6+ydOnSLF9258kdDv97mPWu62WKWSGEKOTCwsIAJLEogVQqFY6Ojjg6OjJ48GAAQkJC+Ouvvzh58iR//vknXl5eKIqCiYkJb775Js7OzjRu3JjGjRvzxhtvYGRkpNtOCKFjklhkV9my8NIhTytWrKBOnTq88847Wb7su/PfYW1qzUf1P8rvCIUQQuSRJBbiZRUqVKB379707t0bgOfPn3P58mUuXryIr68vJ06cYM2aNaSkpGBoaEj9+vU1iUbDhg2pU6cOVlZWuu2EEAVIEovsevIEjhyBbt24Hx3N/v37WblyZZajEHGJcWy8tJGRTUZiamhagMEKIYTIDUksRFYsLCxo06YNbdq00SyLiYnh6tWrXLx4kYsXL3LhwgU2b95MUlISoE5O6tSpk+5mZ2cnRzKIYkcSi+y6excGDgRfX1bv3o2ZmRkDBw7M8iWmhqb84f4HdmZ2BROjEEKIPAkLC0NfX19+ZRbZVrp0aVq0aEGLFi00y+Lj47l16xY3b97U3Hx8fFi/fr1mVjYLCwucnJyoU6cONWrUoFq1alSvXp1q1apRvnx5STpEkVRsEouCmm42Pj6edevWMXTo0NdOMQvQ2K5xvsUihBA5UZKmm83tPiF1qlk9PbnMk8g9ExMTGjZsSMOGDdMsT0pKIiAgIE3CcfPmTQ4fPkx4eLimXqlSpahataom0Ui9r1q1Kvb29pQpU0YSD5Fn+bFPUCmp34CLqNRpEyMjI/N3utmLF8HZmQMzZ9Ljq6/w9/fH0dEx0+q/B/zOhF8n8PvA3ylbWobUhRCFR4FtN3Ugr3377LPPOHHiBP/8808+RCdE5qKioggMDCQgICDD+/j4eE1dY2Nj7O3tcXBwyPDe3t6e8uXLy8nkIlu0uU8oNiMWBWX79u28++67WSYVADamNrSt0hbbUnKRJSGEKCrkqttCV8zNzWnQoAENGjRIV6YoCo8fP+bevXs8fPiQoKCgNPfnzp3j4cOHaZIPACsrK8qXL0+5cuUyvS9btiw2NjZYW1ujr69fUN0VxZQkFtlVujTP33iDS9evs3LVqtdWb2zXWA6DEkKIIkYSC1EYqVQqKlSoQIUKFTKtoygKT5480SQcoaGhPH78mNDQUM1jf39/Hj9+TFhYGMnJyenasLKywsbGhjJlymBjY5PusaWlJVZWVlhaWqa7GRoa5udbIIqIQpdYnD9/Hm9vbxo1asSpU6eYMmUK1apV03VYULs2w+rUQS85mY4dO2ZZdZ3vOipZVKJrza4FFJwQQhRPBb1PCAsLo06dOvnWvhD5RaVSUaZMGcqUKZPhqMfLUlJSePLkCY8fPyYiIoKIiAiePHmiuU99/OjRI65du6Z5/uqIyMtMTU01SYaFhQXm5uaYmZlpbhk9L126NKVLl6ZUqVJpbqnLjI2N5VySIqZQJRYJCQm4ublx9uxZypcvT61atRgyZAgnTpzQdWg8ePCAffv2sWLFiiz/yKNfROPxmwcjnEdIYiGEEHmgi32CjFiIkkBPTw9bW1tsbXN2uPaLFy+IjIx87e358+dER0cTHR3Nw4cPNY+joqI0j1NSUl67PpVKpUk2TE1NMTEx0dy/fHt1mbGxMUZGRhgbG6e5vbrMyMgIQ0PDdPeZLTMwMMDQ0FCSnSwUqsTi5MmTWFhYUL58eQCaNWvGmTNnePz4sWaZNimKQlRMFC+SX2RZz0DPgL3Tp5OUnMyTurVIUVLQU+mRkJRAspJ2KHHz5c1EvYhidNPRWo9XCCFKEl3sE8LDwyWxECITRkZGlC1bNs//I4qiEB8fT1RUFHFxccTGxhIbG0tMTIzm8cu3mJgY4uPj09zi4uI0j8PCwtIsS0hI4MWLFyQkJKS5aWu+Ij09vXTJxsv3BgYG6Ovrp7nP6HFOb3p6elne29jYMG7cOK30MbcKVWJx9+5dbGxsNM/19fUxNzfn+vXr+bITefr0KWXeKUOFd8Au6pUyU7hrDcaJUPcY1LmgXt5he0f2NbxLFasquO93Z+f1nena7eHUgypWVbQerxBClCR52idcvgwvTwlubQ3VqkF8PNy4kb5+48ZERkZSPSmJmlFR6pkAU1WtCjY2EBYGDx6kfZ25OdSsCcnJcOVK+nbr1wdDQ7hzByIj05bZ20P58vD0KQQGpi0zNYXUQ7IuXYJXvxDVqaOuc+8eRESkLStfXt12VBT4+6ctMzRUxwTwzz/w6jSTNWuq+/TwITx+nLasTBmoUgXi4uDmzbRlKhU0aqR+fPOmus7LqlVTfwaPH6vbfpmlJTg6qmPJaDauN98EfX11X6Je2VlXqgRly6ovYnv3btqy0qWhdm3145c/z1R164KJifq9f/o0bZmdnfr2/Dncvp22zNgY3nhD/fjqVfj/C+Fp1Kql/tsLCoLQ0LRltrZQuTLExsKtW2nL9PQgdXraGzfUf6svq14drKwgJASCg9OWWVmpy1+8gGvX0ve1YUN1+//+C9HRacsqV1bHFR4O9++nLTMzU/cnJUX9P/WqevXAyAgCAuDZs7RlFStChQrq5QEBaYpUJiaY1q2Lqamput2UFPXfkJmZ+ubkBKVKqeN5aRpeAMqVAwcHdT/+/TdtmYEBpB4Gdv06JCRoihRFIblaNRKMjXlx7x5JDx6QlJREUlISiYmJJJQqRXTZsiRFR2Po769ZnnofXrkyiYmJlA4KgpgYkpOTNa+PMDcn2sgIw2fPMH/2TFOWnJxMrL4+j8zMSH7xAvvw8P/KkpJIefGCgNKleZGYiPWTJ5gkJJCSkqK5hejrE66vT6mEBOzi40lOTlb3IzmZOMDfwICUlBSc4uJQUlIoW64ctG6t7nBOthGv/k3khVKIzJs3T+ncuXOaZQ4ODsqePXsyfU1kZKQCKF26dFFcXV3T3LZt25bl+uLj45VvNn+j/OhSXVHUm23N7VyzWsqYNWOUWXMGpFl+8OelSnRCtKIoivLXvb+UbVe3pbuFRIXk/c3Ihdf1tygpLn0pLv1QFOlLYZSdfmzbti3dtrFLly4KoERGRhZAlLmXl31C5Cvb9MPW1ur3y98/3fZe+f9dYWxsrBJWs2b6si1b1I2vWpW+rFOn1BVn3G5oqLrc1TV92dKl6rJdu9KXNWr0X6eMjNKVH1q0SF02bFj6106erC47fjx9mb39f+3a26cvP35cXTZ5cvqyYcPUZdeupS8zMvqv3UaN0pfv2qUuW7o0fZmrq6IoirJnzZqM38PUv9NOndKXrVqlLtuyJX2Zi8t/MWXUrr+/uqx///Rlnp7qsqNH05c5Ov7Xrq1t+vLTpxVFUZSbXbumLxs9Wv06X9/0Zebm/7Vbt2768gMH1GXz5qUv691bXfbgQcZ9jY9Xl7dtm75s/Xp12fr16cvatlWXxcdn3O6DB+ry3r3Tl82bpy47cCB9Wd26//XV3Dx9ua+vumz06PRln3+uLjt9On2Zre1/7To6pi8/elRd5umZvqx/f3VZFtsIRVHUf1evlhXCbYRy7Zq6LINtxO4aNRRXV1dlSosWioJ6e6mtfUKhuo7F999/z4EDBzh27JhmmbW1NQcOHKBNmzYZvkYbc++6d+qE14IFaRdm9OtW6i9ThVT37t05ePCgrsPQiuLSl+LSD5C+FEa57UdRuY5FnvYJPj5YvDRi8YmHB+t//z3LEQsA/PwgJiZtWSEcseg9YwY/HT5crEYserz3HvvmzCGdIjpiMaRjRzYtXJi2rIiPWIwfP57ly5f/V57LEQtMTNTvP/w3YvGyfBixAKBGDbCwgEeP4NGjtP3JxqgmUKi3EWn6k4MRi+fR0Vi2bVv8rmPh5OTE+vXrNc8TEhKIioqiSpUq+brepyYm//3BvCqrMiGEEPkmT/uEhg3VXyD+3+NSpdQPXrdNT/0impGyZdW3jOjrZ91uVtc+srZW3zKT+oX9JS9SrzdQpYr6lhFz86xjSk0wMmJvr75lxNQ063azmlWrfHn1LQPJenpZt5vVD3s2NupbZrJqt1o19S0jFhZZvzaL2ZcisnqfSpXKut3UL90ZqVBBfcuIkVHW7daqlXmZra36lpH//2wCrKwybr969czbzew1qV65OnkalSurbxkxM8u63dTkLyP/nzhm2J8ivI3IsD/Z2UY8f5552zmkp7WWtKBNmzaEhoYSFBQEgI+PD02bNs11YrF9+3Zthpft9nRVL7vyY73FpS+66kd+rFs+k7wrLn3Jj/emIGh7n5BdxWkbmV/rLgr9yUnd/GgzJ0rqZ1Tc+pOTukXlby6nClViYWBggJeXF3PnzsXLy4sdO3bg7e2d6/bkC1PBrbe49KUobLgKe1+KSz/yY92F/TMpbLS9T8iu4rSNzK91F4X+5KRuUfmSp+u+63LdRaE/OalbVP7mcqpQHQoF0KFDBzp06ACAu7v7a+unniLyPINhnMTExAyXSz3t1isKMRb2ekUhxuJSryjEmN/1Uh8XolPsMqWtfYIu/z7yo83i1h9ps2S2Wdz6U1Tb1OY+oVCdvJ0bQUFBVKpUSddhCCFEkfPgwQMcHBx0HYZWyT5BCCFyRxv7hCKfWKSkpBAcHIy5ublcCVEIIbJBURSioqKoWLEienqF6ojYPJN9ghBC5Iw29wlFPrEQQgghhBBC6F7x+qlKCCGEEEIIoROSWAghhBBCCCHyTBILIYQQQgghRJ5JYiGEEEIIIYTIM0kshBBCCCGEEHlWYhOL8+fPM378eLy8vBg+fDiBgYG6DinXzp49y/3790lOTubhw4ecOXNG1yHlSHR0NL169eL+/fuaZfL56M7Zs2dZunQps2bNonPnzvj4+ADymejaiRMn2LlzJxs3bqRPnz5cvHgRKF6fS34obu9PUfzbzUhx3+6nKqqfV0nYD0DR/XygEO8TlBIoPj5eqVKlihISEqIoiqKcPn1aadu2rW6DygN3d3cFUAClSZMmip+fn65DyrYffvhBmTlzpgIogYGBiqIU7c8nKipK6dmzp3Lv3j3NsqL0+cTExCiTJ0/WPN+9e7diamqq3L17t0h+JmfOnFGWLFmieHp6Kp06dVJOnDihKErR+kxS2djYKJs3b1YURVGWLFmiODo6Fun/lYJQHN+fovi3+6ritt1PVdS3/6mK235AUYrXviBVYd0nlMjE4tdff1Xq16+veZ6UlKQYGxtrPoiixtPTUwkKClIePHig61By7eUdTFH9fDLaWSpK0fp8rly5ogCKv7+/oiiK8vz5cwVQduzYUeQ+k8x2jkFBQUXqM0l19epVJTo6WlEU9U6kfPnyRfZ/paAUx/enKP7tZqY4bPdTFYftf6ritB9QlOK3L0hVWPcJJfJQqLt372JjY6N5rq+vj7m5OdevX9dhVHljb2+f58uwFxZF9fMZOnQos2fPzrCsqHw+9evX59SpUzg6OgJoDlO4f/9+kftMbt++zYIFC7h9+zYAnTt3Ji4ujlOnTgFF5zNJVb9+fUqXLg3Azz//zMKFC4vs/0pBKa7vT1H7282Oov5ZFYftf6ritB+A4rcvSFVY9wklMrEIDw/HxMQkzTITExOePXumm4DyKCYmhk2bNrFt2zaGDh3KzZs3dR1SnsjnozsqlYqWLVuiUqkAWLBgAePHjycpKanIfSaZ7Rxr1qxZpD6Tl507d46ZM2fStGlT+vbtW+z+V7StOL4/RfVv93WK42cFRfPzKk77ASie+4JUhXGfYFBgaypELC0tURQlzbLo6GhsbW11FFHe9O7dm+bNmwNQrlw5evTowY0bN9DTK5p5o3w+hcPGjRupUKECixYtYvXq1UXuM0ndOaZK3Tk2atSIFy9eFMnPpFmzZjRr1ow1a9bQunVrBg4cWOQ+l4JU3LYlUHS3J69THD8rKPqfV1HfD0Dx3BekKoz7hKLxzmmZk5MToaGhmucJCQlERUVRpUoVHUaVe87OzprHNWrUwM/Pj6tXr+oworyRz0f3jhw5QnJyMosXLyYhIQETE5Mi/Zmk7hyXLVsGFL3P5MyZM5QvX14zu0e7du24cOECFSpUKNKfS34rbtsSKHp/u9lVHD8rKNqfV3HbD0DR3xekKsz7hBKZWLRp04bQ0FCCgoIA8PHxoWnTpkXqnyPVmTNnsLKyIj4+HoCoqCgAjIyMdBlWnsjno1snT54kODgYV1dXQkJCOHr0KDVr1iyyn8mrO8ei+JkYGBhQs2ZN7O3tAQgICMDQ0JBGjRoV2c+lIBSnbQkUze1JdhW3zwqK9udV3PYDUDz2BakK8z6hRB4KZWBggJeXF3PnzsXFxQUfHx+8vb11HVauODg44OHhoTmm7tSpU7Rs2ZK6devqOLLs2b59OydPngRg8uTJtGnThtGjR8vnoyMBAQG89957mg1sqsjIyCL5mby6czxz5gxlypQpUp8JQJMmTfjiiy9YsWIF+vr6/PXXXxw6dIiaNWsWyc+loBSnbT0Uve1JZor7dj9VUf28itt+AIrPviBVYd4nqJRXD8YSRc7x48fx9fUlOTmZf//9l/nz51OuXDldh1XipO4s16xZQ9++fTU7S/l8dCMgIICGDRtmuHP09fWVz0QUSbI9KZxk+194yb6gYEliIYQQQgghhMizEnmOhRBCCCGEEEK7JLEQQgghhBBC5JkkFkIIIYQQQog8k8RCCCGEEEIIkWeSWAghhBBCCCHyTBILIYQQQgghRJ5JYiGEEEIIIYTIM0kshBBCCCGEEHkmiYUQQgghhBAizySxECVObGwsMTExea4jhBBCCCH+I4mF0LlNmzbh5OSEpaUlX331FQD79u2jefPmGBsbM23aNOLi4gDw8PDAwsKCTz/9FEVRcryuw4cP07hxYxYvXqxZlpyczOXLl7Osk5Xw8HDGjh2LSqXCzc2NU6dOacr8/f1xdnamRYsW7Nu3L8fxCiFEUeHr68uIESNYtmwZS5YsYffu3SxdujRPbTZp0gQvLy8tRagd7dq1Y+/evemWy75ACFApufl2JoSWHT58mF69evH48WMsLS0BuHjxIs7OzgQEBFCtWjVN3WXLlvHFF1/kel2enp6oVCpmzZoFwLVr17hw4QKDBw/OtE52WFpasnPnTrp06aJZlpSUxNdff8306dMxMDDIdcxCCFGYPXv2jBYtWnDlyhWMjIwAmDBhAtbW1kyfPj3X7R48eBBnZ2fs7e21FWqe7N+/n5UrV/LgwQOuX7+OoaFhujqyLxAlmYxYiEKhc+fOmJubs2fPHs2ywMBAqlatyrZt2zTLTp8+Tbt27fK0LpVKpXkcERHB1KlTs6yTXdWrV+fOnTtplq1bt46RI0fKjkQIUaz5+/sTHx+Pvr6+ZpmHh0eutqUv6969e6FJKpKSkvD19WXXrl2Ehoaydu3aDOvJvkCUZPIXXgLExsZy69atAl2nk5MTpUqVynZ9AwMD+vTpg7e3N0OHDgUgODiYUaNGsXnzZqZNmwaoRzHGjBmjed2OHTsIDAykUqVKnDx5kkWLFmFlZcW3336Lubk5ycnJ3Lt3D09Pzwx/WTpy5AgPHz7k8OHDhISE4ObmhqOjIwAxMTGaIfj9+/ezdetWSpcunWkfHB0duX37tub5pUuXsLOzo0KFCtl+H4QQ4lW62IZDzrbj9evXJyUlhY4dO+Lu7k6LFi2oVasWH374IUCm22QvLy+mTZtGjRo12LlzJ3FxcbRr1w4XFxeGDRvGtGnT6NWrF5MmTeLw4cNMnjyZnj17Uq1aNVQqVbpt8/79+7l+/TomJib4+/vToEEDAgMD+fLLL/H29qZSpUokJydz9OhRNm/enKP3w8vLC3d3d8qUKcOUKVOYM2cOgwYNwsLCIk092ReIEk0RxZ6vr68CFOjN19c3x3GeOnVK0dPTUx4+fKg8ffpU2bp1q3L//n1FpVIpvr6+SmJiorJ27VpN/TNnziguLi6a58uXL1c8PDyU+Ph4xcjISAkMDFQURVFGjBihrF69WlPP09NT8fT01Dx3d3dXNm3alCYWT09PpXXr1prnrq6uyp49e7KM38PDQ3F1dVUURVHi4+OV2bNn5/QtEEKIdHSxDc/NdjwgIEAZNGiQYmdnpwCKi4uLEhwc/Npt8g8//KD06tVL83zRokWax9OnT0+zvZ42bZrSrVs3zfOXt80RERGKra2tkpiYqCiKotSqVUu5cuWKEhsbqyxbtkzZsGGD5nUv70uyIyoqSpk/f77meVxcnFKlShVl6tSp6erKvkCUZDJiUQI4OTnh6+tb4OvMqZYtW1K1alV27NhBuXLlcHV1xdLSktatW+Pt7U1oaCgdOnTQ1N+xYwdmZmbs378fAGNjY2xtbTE2NubChQv4+Pjw+++/ExYWRkhISI7jcXZ21jy2sbHh+fPnWdZ3dHTk0KFDAKxcuZLRo0fneJ1CCPEqXWzDU9ebXeHh4ZQrV04zyuvn58fHH3/MxIkT2bp1a5bb5H79+jF58mRCQkKIjo6mbt26mrKXD60C9eh248aNNc9f3jbfvXsXQ0NDzeFGZcqUwc/PjwYNGuDq6srbb7/N2rVradWqFZ9//nmO3ov169fzySefaJ6bmJgwd+5chg8fzujRo9McriX7AlGSSWJRApQqVSrNhrgw++ijj/D29mbIkCGak7j79+/PrFmzqFatWpqT4fT19bGysuKDDz5I00ZgYCBubm4sX76cLl26EBQUBKiPj33d8a2nT5+mZcuWmvZzwtHRkYCAAE6ePEnt2rWxtbXN0euFECIjRWEbfu3aNRRFoX379gDUrl2bpUuXMmTIkNduk01NTenXrx8//PADlpaWjBo1Kst1ZbZtrlu3LmZmZoSGhmJlZUVUVFSac/Lu3LnD33//zeHDh3nnnXfw8/NDT+/1p5qGhIRgYmJCmTJl0iz/6KOP+Oabb5g5cyY//PCDZrnsC0RJJidvi0Klf//+XLx4EQcHB80yNzc3IiIi0u1MBg0axOnTpzVT0aakpLB27Vr27dtHvXr1NEnIgwcPAPD29s5wnebm5kRGRqIoCn5+frmO3dHRkfj4eA4dOoSrq2uu2xFCiKJo/vz5JCYmap77+fnRpk2bbG2TR44cyfr16zE0NMzxjzqpTExM6NChA7t372b9+vXs2bOHsmXLatZ1/fp12rRpw8KFC2nQoAExMTH89ddfrx0NWr16Nd27dyc8PDzNLSIigsmTJ+Pl5cW1a9c09WVfIEoyGbEQhYqTkxNdunSha9eummXW1tb06tWL3r17p6nboEEDNm7cyIQJE6hfvz4JCQkMHDiQ2NhYzp8/z+7duwF4//33Wb58OQ0bNuTo0aMcOnQIlUqFi4sLXbp0YeTIkcyaNQs9PT169uypqZOYmMihQ4eIiori1KlTBAUF4eTkhIuLS4axV6pUiVq1amU4y5QQQhRnenp6dO3aleXLl/PixQuioqKIjIxk8eLFPH36NNNtcqo6depQr1493n//fc2yI0eOcOjQIfT09OjUqRPPnz/XHGLUrFkznj59mm7bfO/ePY4fP46xsTGHDh2ia9eufPbZZ5iamnLw4EGuXbtGXFwcXbp0wdzcnNWrVxMVFcXBgwcz7Ne///7L3LlzmTNnTpb9nzp1qqYN2ReIkkyuYyGEEEKIIm/Hjh0EBwczbtw4VCoVjx8/ZubMmXTo0IG+fftm+rotW7YwcODAAoxUiOJLDoUSQgghRJF35coVmjVrhr6+Pnp6etjZ2dG2bVuePn2a6WvCw8OzdZ6FECJ7ZMRCCCGEEEVeVFQU33//PRYWFpiZmfHs2TMURWHUqFEZXscI4M8//6RFixZy4TohtEQSCyGEEEIIIUSeyfifEEIIIYQQIs8ksRBCCCGEEELkmSQWQgghhBBCiDyTxEIIIYQQQgiRZ5JYCCGEEEIIIfJMEgshhBBCCCFEnkliIYQQQgghhMgzSSyEEEIIIYQQeSaJhRBatm3bNr788kv+/vtvXYeiERsbS0xMTJ7r5Ia3tzfHjh1j1apVWm9bCCGEEIWHJBZC5/73v/8xcOBAVCoVn376KQsWLGDu3LmMGzcOe3t7duzYUeAxJScnc/ny5Vy91s3NjatXr+Ln55dh+aZNm3BycsLS0pKvvvoKgH379tG8eXOMjY2ZNm0acXFxAHh4eGBhYcGnn36Koii5iufw4cM0btyYxYsXAxn37dU6rxMeHs7YsWNRqVS4ublx6tQpTZm/vz/Ozs60aNGCpUuXEhAQgLm5OS4uLrmKXwghhMhIYGCgrkMQr1KEKAQCAwMVQAkMDEyz/M6dO8qCBQsKPJ5//vlH2bRpU65f7+7unuXrDx06pBgbGyvPnj3TLPP19VUAJSAgIE3dpUuX5jqOVDNnzlQ8PT0VRcm8by/XyS4LCwvll19+SbMsMTFR8fT0VBITE5XPPvtM+eeffxRFUZS4uDjlxYsXuQlfCCEy5O3trUyYMEE5ffq0rkMROjB58mRdhyBeISMWolAKCwvj33//pXr16pQuXbpA1x0REcHUqVPzdR2dO3fG3NycPXv2aJYFBgZStWpVtm3bpll2+vRp2rVrl+f1qVQqIOu+pdbJierVq3Pnzp00y9atW8fIkSMxMDBgyJAhnDhxgqNHj+Lj44OBgUHOgxdCFAm+vr6MGDGCZcuWsWTJEnbv3s3SpUuBvI0CZ+V1I8Svk1XMkPO4tdHP18WUW02aNMHLyyvP7eRWu3bt2Lt3b4Zl2R0F37dvHw8fPmTDhg3s2bOHbdu2sW/fPjZv3kxUVJRW4z1//jzjx4/Hy8uL4cOHy+hINslevoR4FPWIR9GPsqxT2bIytqVsCY8N537kfRrbNQbAL9yPmMSsj72vV64eRvpGBDwNwNTAFDtzuzzFe/bsWczMzKhVqxZjxozhhx9+YNmyZSQmJnL+/HnWrVvHkiVLGDJkCK1bt2bKlCk0bNiQDh06EBsby/Hjx5k9ezZOTk4A7Nixg8DAQCpVqsTJkydZtGgRVlZWnD59mh07dlC/fn3u3LnDe++9R2BgIA8fPuTw4cOEhITg5uaGo6Njlu2cO3eO7du306xZM1JSUggICMgyITAwMKBPnz54e3szdOhQAIKDgxk1ahSbN29m2rRpAFy8eJExY8ZoXpfZ+gG+/fZbzM3NSU5O5t69e3h6emJoaJhmvUeOHMm0bwAxMTGaHc/+/fvZunVrlomdo6Mjt2/f1jy/dOkSdnZ2VKhQAYBGjRrRqFGjLD9rIUTR9+zZMwYMGMCVK1cwMjICYMKECVhbWwNw8+ZNLl++TMOGDbW6XkNDQypWrJir174uZsh53HntZ3Ziyq2ZM2fi7Oyc53ZyY//+/ejr6zN58mRcXV3T7ZtsbW1ZsWIFXl5eDBs2jFatWmnKqlWrhqurK9OnT9f8OOXi4sLAgQO5f/8+Xl5erFmzBnNzc63Fm5CQgJubG2fPnqV8+fLUqlVL80OZyJokFiXEWt+1zPaZnWWd9a7r+bjxx+y/tZ9Pfv4ExVN9TP/gA4M5E3Qmy9c++PwBDhYOTPp9Em+UfYNZ7WblKs7Vq1djYmLCpk2b+PHHHzXLhw0bhqurK61bt+bRo0fo6elx6dIlzQ7l3LlzREREMGjQIAAcHBzo3Lkz//77L5cvX+bbb7/VnEwdERHB/PnzGT9+PL169eLSpUtUqFCBWbNm4evry7hx4/jf//5Hu3btGDx4sCaGs2fPZtjO2LFj6dGjBxcuXMDOTp1Qbdmy5bV97d+/P61btyY4OJhSpUphY2NDmzZtmDx5MhcvXqRBgwaaHUtW61+4cCEJCQl4eHjg5+dH1apVGTlyJD/88AMjR45Ms86BAwdm2LeX15F6nsWePXs4duwYPXv2zLQPjo6O3Lx5E1BviH/++Wdmzpz52r4LIYoXf39/4uPj0dfX1yzz8PBgw4YNmpHSrLYlupBVzECO49ZGP18XU1507949z23kRlJSEr6+vuzatQtHR0fWrl2b5gezl71uFDxVvXr1sLS0xN3dndKlS2t+zNKWkydPYmFhQfny5QFo1qwZZ86c4fHjx5plImOSWJQQI5xH0L121huVypaVAfjA6QPNaAXA5vc3v3bEolzpcgAs7LAQUwPTXMc5atQoqlatyrvvvktsbCwA165d44033qBcuXJs2LCBLl26sGnTpjS/UqlUKmxtbTXPu3XrRkREBD4+Pvzyyy+YmZmxf/9+AIyNjbG1tWXPnj1UrlxZs0GaNWtWlrHt2LEjw3b27t2Lg4ODJqkAMDMze21fW7ZsSdWqVdmxYwflypXD1dUVS0tLWrdujbe3N6GhoXTo0OG16099fOHCBXx8fPj9998JCwsjJCTktTG86uVfs2xsbHj+/HmW9R0dHTl06BAAK1euZPTo0TlepxCi6Ktfvz4pKSl07NgRd3d3WrRoQa1atfjwww+zHCnNbBQ2qxHYzEaIN27cyNSpU3FycmL37t1ERUXRvn17WrZsyY8//pjuV/KsYobMR3gziy03/czJ+wiZj0x7eXkxbdo0atSowc6dO4mLi6Ndu3a4uLiwZcsWfHx8mDp1Kr169aJevXpMnjyZnj17Uq1aNVQqVboR6v3793P9+nVMTEzw9/enQYMGBAYG8uWXX+Lt7U2lSpVITk7m6NGjbN68Ocu/DS8vL9zd3SlTpgxTpkxhzpw5DBo0CAsLi3R1XzcKnurGjRvMnj2btm3bsn37diIjI7G0tMxw/U+ePGHx4sVZToBiamqKp6en5vndu3exsbHRPNfX18fc3Jzr169LYvEakliUEHbmdtk+PMm2lC22pf77kl7btna211PdunqOY8tIs2bNNI//+OMP6tWrp47N1pb69euzdetW2rdvn+nr9fT00NPTQ19fH319faysrPjggw/S1FmxYkW2Zlo6ffo0LVu2zLKd3J4H8tFHH+Ht7c2QIUM0G8X+/fsza9YsqlWrRpcuXTR1M1s/qM/PcHNzY/ny5XTp0oWgoCBA/UtRVuc1pPbt5XXkhKOjIwEBAZw8eZLatWunSe6EEFr06JH69jJra6hWDeLj4caN9K9p/P8/EPn5watTSVetCjY2EBYGDx6kLTM3h5o1cxSeiYkJJ06cYNasWUyZMoVHjx7h4uLC3r17Mx0pzWwUds6cOZmOwD58+DDTEeKhQ4cSHx+Pj48PZcuWpWzZsowcOZIpU6bkOGbIeIQ3q9HhnPZz4cKFOYopq3W7u7uTnJzMkSNHNF98P/30UyZOnAhAhw4d8PHxIS4ujnfffZe///6bCxcuMHu2+kiGl0eonzx5wieffMKjR48wMDCgdu3ajB49miFDhrBmzRosLS1xc3MDeO2PT9HR0YSFhVGjRg0Axo0bx+rVq1m4cCFz585NVz+7o+B16tShbt26APTr1y/LfbmNjQ3z58/PMs5XhYeHY2JikmaZiYkJz549y1E7JZGcvC0KtcjISC5dugSof3XYu3cvBw8e5OHDh+kONwoLC9M8PnLkCHZ2drRp04ZBgwZx+vRpzRSuKSkprF27lh49ehAYGMj9+/c1r0ud2tbc3JzIyEgURdGcFJhZOz179sTf319z4piiKAQHB5OcnPza/vXv35+LFy/i4OCgWebm5kZERES6L/mZrR/U09XWq1dPk4g8+P8vCt7e3unWmVHfcsvR0ZH4+HgOHTqEq6trntoSQmRh7Vpwdk57mzFDXRYUlL7s5WPpBw9OX3bkiLps1670ZZkcppKV8PBwypUrh5eXF8HBwdy6dQsDAwPNF9uMvDwKu3//fs0o7MsjsBs2bEgzAvu6EeIBAwbw22+/ERYWxp07dzQ/Smkr5qxiy2k/cxrT69bdr18/Tp48SUhICLdv39Z88U718j7FwMCAxo3/OzLh5RHqu3fvYmhoqPlRqkyZMvj5+WFqaoqrqyuzZ8+mWbNmfP7552l+/MrI+vXr+eSTTzTPTUxMmDt3LsuXL+fhw4fp6js6OmoOhTBTYyMAAG95SURBVMpqFPzVyUZyM/lIViwtLdMlK9HR0fLjWTbIiIXQuT/++EMzlLpw4UKqVKlCSkoK4eHh7N+/nx49erB48WK+//57evfujUqlokmTJgwfPpyLFy9qTnR++PAhW7du5dmzZ5w7d45ff/0VQ0NDGjRowMaNG5kwYQL169cnISGBgQMHUqZMGfbs2cP06dN56623SElJoVu3bgCMHDmSWbNmoaenpzleNqt2tm3bxqRJk3BxcUFRFIyNjdm0aRN169alRYsWmfbdycmJLl260LVrV80ya2trevXqRe/evdPUzWz9oE5Gzp8/z+7duwF4//33Wb58OQ0bNuTo0aMcOnQIlUqFi4tLhn1LrZOYmMihQ4eIiori1KlTBAUF4eTklOk1KCpVqkStWrXyfRYtIUq8ESPg1WPkU0/odXAAX9/MX7t5c8YjFgB9+sCr26hcnAR77do1FEXRjCTXrl2bpUuXMmTIkHR1XzcKnNUIrKIoWY4QW1hY0LNnTzZv3kypUqXSnWeW25hT47azs8v26PDr+pnTmF43Mm1qakq/fv344YcfsLS0ZNSoUVmuK7MR6rp162JmZkZoaChWVlZERUWlmYzkzp07/P333xw+fJh33nkHPz8/9PTS/04dEhKCiYkJZcqUSbP8o48+4ptvvmHmzJn88MMPacryYxQ8IiKCJUuW5OhQKCcnJ9avX695npCQQFRUFFWqVMlzPMWeTia5FULLPD09c3wNBiGEENpx/PhxpWPHjmmuVfPjjz8qI0eOVBRFUcaMGaMsX75cSUlJUTZu3KgoiqJcuXJFqVixohIbG6soiqIkJycra9asUZYuXar06tVL087QoUMVT09PZfPmzcqDBw8UBwcH5fnz54qiKEpKSorSokULZcOGDZr6586dU2rWrKmsXr06TzFnFHdWseW0nzmN6XXrVhRFuXHjhlKlSpUM2395P/nqPvPVay+NGjVKWbVqlbJq1SrFz89Ps3zWrFnKpUuXNM979uyp+SxeNXPmTCUoKEgJCwtLd9u9e7eir6+vuc5RqtRrWk2cODHDNgtKYmKiUrFiReXBgweKoijKsWPHFBcXF53GVFTIiIUQQggh8kRPT4+uXbuyfPlyXrx4QVRUFJGRkZpZ5nIyChwbG5vpCKyDg8NrR4ibNm2KhYUF7777bp5izijulJSUTGPLaT9zGtPTp0+zXDeozz2oV68e77//fpp2jxw5wqFDh9DT08PIyEgz6UazZs14+vRpuhHqe/fucfz4cYyNjTl06BBdu3bls88+w9TUlIMHD3Lt2jXi4uLo0qVLhtO8/vvvv8ydO5c5c+Zk+RlMnTqVgwcPap4XllFwAwMDvLy8mDt3Li4uLvj4+GR4aLFIT6Uo2Th7VYhC7OjRo0ydOpWUlBTmzZunOZxJCCFEybRixQrGjh2r6zCKpB07dhAcHMy4ceNQqVQ8fvyYmTNn0qFDB/r27avr8EQhJyMWosjr0qXLa08gE0IIUbzNnTuXpk2bUqlSpSxP2hZZu3LlCu+++67mHAw7Ozvatm3L06dPdRyZKApkxEIIIYQQRd7KlSuJjY2lcuXK9OvXT9fhFFlRUVF8//33WFhYYGZmxrNnz1AUhVGjRqW7FogQr5LEQgghhBBCCJFnch0LIYQQQgghRJ5JYiGEEEIIIYTIM0kshBBCCCGEEHkmiYUQQgghhBAizySxEEIIIYQQQuSZJBZCCCGEEEKIPJPEQgghhBBCCJFnklgIIYq8wMBAXYcghBBClHiSWIgSa9u2bXz55Zf8/fffug6lSIqNjSUmJibPdbRh3bp1+b4OIYQQQmRNEgtRKPj6+jJixAiWLVvGkiVL2L17N0uXLgUgOTmZy5cva32dbm5uXL16FT8/v1y9PquYIedx57WfmzZtwsnJCUtLS7766isA9u3bR/PmzTE2NmbatGnExcUB4OHhgYWFBZ9++imKouR4XYcPH6Zx48YsXrw40/gzqvM64eHhjB07FpVKhZubG6dOndKU+fv74+zsTIsWLdi3bx8PHz5kw4YN7Nmzh23btrFv3z42b95MVFRUjvsjhBBCiLwz0HUAQjx79owBAwZw5coVjIyMAJgwYQLW1tYA3Lx5k8uXL9OwYUOtrtfQ0JCKFSvm6rWvixlyHnde+zlkyBDKlStHr169GDt2LAA9evSgSpUqODs78/HHH2NqagrAokWLqFChAl988UWu1vXuu+9y7ty5LOPPqM7r2NrasmLFCry8vBg2bBitWrXSlFWrVg1XV1emT5+OgYF60+Xi4sLAgQO5f/8+Xl5erFmzBnNz81z1SQghhBB5IyMWQuf8/f2Jj49HX19fs8zDwwOVSkVERARTp07VYXQZyypmIMdxa6ufnTt3xtzcnD179miWBQYGUrVqVbZt26ZZdvr0adq1a5endaX2FTKP/+U6OVG9enXu3LmTZtm6desYOXKkJqkAqFevHpaWlri7u2Nvb0+FChVytT4hhBBC5J2MWAidq1+/PikpKXTs2BF3d3datGhBrVq1+PDDDzly5AgPHz7k8OHDhISE4ObmhqOjIwA7duwgMDCQSpUqcfLkSRYtWoSVlRXffvst5ubmJCcnc+/ePTw9PTE0NATg3LlzbN++nWbNmpGSkkJAQADt2rVj48aNTJ06FScnJ3bv3k1UVBTt27enZcuW/Pjjj5rXZydmINO4M4stN/3MiIGBAX369MHb25uhQ4cCEBwczKhRo9i8eTPTpk0D4OLFi4wZM0bzuty8ly/LKv6YmBi8vLwA2L9/P1u3bqV06dJZ/k04Ojpy+/ZtzfNLly5hZ2eXLnG4ceMGs2fPpm3btmzfvp3IyEgsLS2zbFsIIYQQ+UQRJUNwsKL4+qa9BQSoy+Li0pf5+v732lu30pdFRKjLQkPTlwUH5zi8gIAAZdCgQYqdnZ0CKC4uLkrw/7fj7u6ubNq0KU39M2fOKC4uLprny5cvVzw8PJT4+HjFyMhICQwMVBRFUUaMGKGsXr1aURRFCQoKUipWrKhpV1EUpXPnzpq2v/vuO6VPnz6asnnz5uU65oziziq2nPYzK6dOnVL09PSUhw8fKk+fPlW2bt2q3L9/X1GpVIqvr6+SmJiorF279rXreF28np6eiqenZ5bxe3p6Kq1bt9Y8d3V1Vfbs2ZNl/IqiKB4eHoqrq6uiKOr3bfbs2RnWS0lJyfK5EEIIIQqOjFiUFGvXwuzZaZf17w9bt0JQEDg7p39N6km9gwfDmTNpy7ZsgQEDYNcueOmXbwA8PWHWrGyHFh4eTrly5TS/avv5+fHxxx8zceJEtm7dmuFrduzYgZmZGfv37wfA2NgYW1tbjI2NuXDhAj4+Pvz++++EhYUREhICwN69e3FwcMDOzk7TjpmZmebxgAEDmD59OmFhYTx//px69eppNeasYstMZv3MSsuWLalatSo7duygXLlyuLq6YmlpSevWrfH29iY0NJQOHTq8dh25iTcjzi/9bdnY2PD8+fPXvsbR0ZFDhw4BsHLlSkaPHp1hvVcPtcrtoVdCCCGEyDtJLEqKESOge/e0y1JPNHZwAF/fzF+7eTO8OmVo1arq+z59oEWLtGUvfXHPjmvXrqEoCu3btwegdu3aLF26lCFDhqSre/r0aVq2bIm+vj5WVlZ88MEHacoDAwNxc3Nj+fLldOnShaCgIACSkpJQFCXLQ3AsLCzo2bMnmzdvplSpUowcOVIrMafGbWdnl2lsL583kJ1+vs5HH32Et7c3Q4YM0Rwa1L9/f2bNmkW1atXo0qWLpm5u3stX482ovy1bttS0n1OOjo4EBARw8uRJateu/dpkSgghhBC6JydvlxR2dtC4cdpbtWrqMhOT9GWNG//32tq105fZ2KjLypZNX5bDxAJg/vz5JCYmap77+fnRpk0bAMzNzYmMjERRFM3UsIMGDeL06dOa6VNTUlJYu3Yt+/bto169epovzg8ePADA29ubnj174u/vr5mOVFEUgoODSU5O1qx3xIgRrF+/Hn19/dd+Ic4q5oziziq2nPbzdfr378/FixdxcHDQLHNzcyMiIiJdv3LzXmYko/hzy9HRkfj4eA4dOoSrq2ue2hJCCCFEwZARC6Fzenp6dO3aleXLl/PixQuioqKIjIzUXP9g5MiRzJo1Cz09PXr27AlAgwYN2LhxIxMmTKB+/fokJCQwcOBAYmNjOX/+PLt37wbg/fffZ/ny5TRs2BAHBwe2bdvGpEmTcHFxQVEUjI2N2bRpE3Xr1qVFixY0bdoUCwsL3n333TzFnFHcKSkpmcaW036+jpOTE126dKFr166aZdbW1vTq1YvevXunqZub9/Lo0aMcOnQIlUqFi4sLXbp0SRd/ap3ExEQOHTpEVFQUp06dIigoCCcnJ1xcXDKNv1KlStSqVatQzggmhBBCiIypFCUXV8cSohhbsWKF5joQQgghhBAie2TEQghg7ty5NG3alEqVKmV50rYQQgghhMiYJBZCoD5x+9KlS0RERNCvXz9dhyOEEEIIUeTIoVBCCCGEEEKIPJNZoYQQQgghhBB5JomFEEIIIYQQIs8ksRBCCCGEEELkmSQWQgghhBBCiDyTxEIIIYQQQgiRZ5JYCCGEEEIIIfJMEgshhBBCCCFEnkliIYQQQgghhMgzSSyEEEIIIYQQeSaJhRBCCCGEECLPJLEQQgghhBBC5JkkFkIIIYQQQog8k8RCCCGEEEIIkWeSWAghhBBCCCHyTBILIYQQQgghRJ5JYiGEEEIIIYTIM0kshBBCCCGEEHkmiYUQQgghhBAizySxEEIIIYQQQuSZJBZCCCGEEEKIPJPEQgghhBBCCJFnklgIIYQQQggh8kwSCyGEEEIIIUSeSWIhhBBCCCGEyDNJLIQQQgghhBB5JomFEEIIIYQQIs8ksRBCCCGEEELkmSQWQgghhBBCiDyTxEIIIYQQQgiRZwa6DkAIkTV/f38eP35M+fLlqVmzpq7DEUKIYu/evXsEBwdjZmZG/fr1SUxM5NatW4SHh9OgQQPKlCmTL+uNjIzkzp07RERE0LFjx3xZhxD5SUYsRKF36NAhunbtirGxMaVLlyY8PDzDeoqi0KBBA1QqFa1atWLFihUFHGnunD9/nr59+/Lpp58ybNgwVq5cybFjx9iyZQsA27dvx9XVFW9vbx1HKoQQhV/qPsPAwABzc3MGDhzI4MGDcXd3p3379v/X3n3HNXW9fwD/hBU2KFNZKkpdqNRRtA6sFrVFba2KE4p1t1prqYL6E61VcbXOqrSiuHDU8bVYrVoVFIsFqrgQARFEREDZkADJ+f0RuSUEkBFIgs/79cqL5D435z73Aufk5N57DubMmYMXL15IvWfSpEkYOHAg9/rs2bMYP348Nm3aBADIzs7Gjh078MEHH+Du3bv1zq20tBTLli2Dl5cXZsyYgdmzZyMhIQEeHh4AgLi4OCxbtgyurq713gYhikRnLIjSc3Nzg5ubGxYtWoSAgAAcOXIEX331lcx6165dg4ODAxITExEeHq6ATOvuyZMnmD59Oi5cuAALCwsAwPnz5zF+/Hhs2bIFALB8+XLEx8crMk1CCFEZ5W3GwIEDYWhoyH1JA0g+2H/88cfo378/YmJioKurCwDQ0tKCuro6t97cuXPx/PlzPH36FABgbm6OXbt24ezZsw3KbeHChbCxscEPP/wAACgoKICnpyeio6MBAH369MG2bdvQvn37Bm2HEEWhMxZEZejq6mLs2LHYv39/lfG7d++ia9eu4PF4TZxZ/QUGBmLYsGFcpwIAhg8fjkmTJkmtV7HBI4QQ8mZqarIfcTQ1NTFnzhwkJCTg4sWL3PJ9+/bhypUrUutWVe82pC4uLi5GQECA1Bdj+vr62Lp1KzQ1NeWyDUIUjToWRKV4eHggMjIScXFxUsuLi4u5b55USU5OTpWn1d3d3RWQDSGENH8ZGRkAIPWFTlMoLi5GSUmJTJ1vZWWF999/v0lzIaSx0KVQRKUMGDAAbdu2xYEDB7hTyYDketiPP/4YP//8c5XvO3PmDEJCQmBjY4OnT59i/PjxGDp0KABgypQp+PPPPzF37ly0adMG6enpiI6ORr9+/bBw4UKujIyMDPj4+MDa2hqZmZno3r07Zs+ejbCwMHz99de4ffs2evXqhXPnzsHU1BSOjo549OgR5s6di59++qnKvIYOHYpt27ZhxowZmDVrFpycnKCuro6ePXvC0tJSZv1du3bh5cuXuH37NgYMGID58+dzsYsXL+LGjRvQ0tJCVFQU3N3dMX78eADAhQsX8N133+HVq1fYs2cPzp49i7CwMFy7dg36+vqIjIzEtm3bYG9vj/j4eMyZM4caOkJIsxMfH4/Vq1fD29sbzs7OAICjR49i/fr10NDQwM2bN2tdVn5+PtatW4e2bduiqKgI0dHRGDJkCKZOnVrl+i1btoSTkxPGjx+PNWvW4MMPP4S5uTkA4Msvv5RZ/8GDBzhx4gREIhH+/vtv/Prrr7CxsQEACAQCrF+/HpqamsjOzkZ6ejp++ukn7qbyKVOm4Pz581i6dClycnJw8eJFTJs2DdOnT0dZWRn+7//+D0KhEHw+H8XFxVi3bh34fH6djiUhVWKEqAg/Pz/GGGPLly9ndnZ2TCwWc7Ht27dz6+jp6Um9Lzg4mLm5uTGRSMQYY0woFLLevXuzy5cvc+uMHj2adevWjcXExDDGGEtOTmZqamrs2bNnjDHGSkpKWPfu3dlvv/3GGGNMLBazd999l126dImLt2rViu3fv58r88KFC2z37t1v3K8vv/ySAWAAmIGBARs3bhx7+PCh1Dqenp6sa9euLCEhgTHG2JMnT5iamhpLS0vj1rG0tGQbN25kjDGWmprKdHV1WXh4OBe/desWMzAwYD/99BN78uQJ69ChA8vIyGCJiYnMzMyMPX36lDHGWFpaGrO0tGSvXr16Y+6EEKKsBg0axDp27MjWrl3L1q5dy5YsWcJ69OjBfH19WUlJidS6x44dY3Z2dlLL/Pz8mKenp9QyOzs7duXKFcYYYytXrmQnT57kYkeOHGF79+6tMaeYmBjWqlUrrs7v1KkT27p1q1R7lpSUxAAwf39/btnnn3/OZs+ezb3euXMnMzMzY8XFxYwxxubNm8eGDRsmta3Ro0ezHj16sKysLPbNN9+w5cuXM8YYmzt3Lvvqq6+49b755hu2bNmyGvMmpLboUiiicjw8PJCcnIywsDAAQHp6Olq1alXlumVlZVi4cCGmTZvGXW+rpaWFiRMn4rvvvuPWMzY2hqmpKbp16wYAsLa2hlgsxuPHjwEAJ06cQHJyMsaMGQMA4PF4GDNmDIKDgwFIrtv18vLCr7/+ypV5/fp1eHl5vXF/tm/fjjt37uCHH36As7MzTp06hf79+yM1NVVqvU6dOsHe3h4AYGNjA7FYjMTERC4+ffp0ODk5AZCcWnd0dJS6ZtjY2Bj5+fkYMmQI7Ozs8OjRI5iZmWH9+vXo27cvrK2tAQCtWrVC165dG3yTIiGEKJq9vT18fHzg4+OD1atXIyoqCvfu3UP//v2Rl5fHrWdmZlbnsl+9eoV9+/YhOTkZAPDhhx+ia9euNb6nW7duSExMxOHDhzF9+nQUFRVh/vz58PX1lVl35MiR3HMbGxupQTz69euHcePGcWcZPvroI1y+fFnq/cbGxmjXrh1MTEzw448/YuXKlUhLS8OuXbswbdo0br3PPvuMa8sIaSi6FIqoHHt7e/Tr1w/79+/HoEGDcPbsWUyePLnKde/du4fnz5/LXFbUunVrREdHIy8vD4aGhgDAnWIG/rvpr6ysDABw48YN8Pl8bqQmQDL8YPmHcUDywd7f3x9xcXGwtrYGn8+XuiGvKpGRkejduzccHR3h6OiIpUuXIi4uDv3798e2bduwbt06bl1bW9tq8wOAVatW4ebNm1i5ciX4fD6ysrJQWlpa5fGr6MaNGzA0NMTmzZu5ZTY2Nip5zwohhNREXV0dP//8M2xtbbF06VJs27at3mUtXLgQQ4cORZs2bWBnZ4cvvvgCS5YsqXb9wsJCJCcno3Pnzpg4cSImTpwIkUgEb29v/PTTT/Dx8YGxsTG3fuU6v2J9361bN6xevRqBgYFITk7Gy5cva1XfR0REQCwW4+zZswgNDQUAFBUVcV+qEdJQ1LEgKsnDwwOLFi3C9u3bIRAIoK2tXeV6IpEIgOR61IqKi4sBSH8wrwmPx4OmpiYWLFhQ7Tpt27bFBx98gF9//RWdOnXi7m+oSUBAAHr06CHVAXnnnXfw5ZdfIjIysla5AZL9nDRpEgoLCxEQEIDWrVvj/PnzVa5bucPA4/HQtm3bGveNEEKaC2tra1hYWMh8w19XpqamiI2NxZUrVxAaGoqffvoJOTk53NwXlWVmZuLYsWNYsWIFt0xdXR3+/v74+eefER8fj969e9dq21euXIGXlxfWrVuHlStXIjQ0tMp7DKuq7wFg4sSJMp0OQuSBLoUiKsnd3R1CoRDff/89evToUe16Xbp0gbGxMZ49eya1PCkpCR07dkTLli1rtb2BAwfi+fPnyM7Ollp+48YNqdczZszA/v37ERcXV6txyEtLS/Hnn3/KLDc0NJT6tupNgoODcebMGRw5cgStW7cG8F+n6bfffqvxvQMHDsT9+/dl8oqKiqr19gkhRFXk5eXh5cuXdapjq+Lt7Y3S0lIMHToUq1atQnh4eLVf6JT7448/IBaLpZZpampCX19f6gz4m8yYMQNTp06Fu7s7eDye1JdkNdX5/fr1g7q6ukydX7ktI6S+qGNBVEb5/Q6A5NrRkSNH4sSJE1KjFzHGwBjjXmtra2PNmjVSEyQVFxfjxIkT2LBhQ7XvK39e/vOTTz6Bs7MzfvnlF26d6OhomWFvP/nkEzDGuHsdauO7776T+hD/8uVL7NmzR2qs8zfll5eXB01NTWhoSE5CpqSkICkpCUKhEA8ePJBat3Kj5uPjg5SUFPzzzz/csl9++QU6Ojq13gdCCFE2FevMihYvXgwej4dly5ZJrVt5/TctKyoqQmBgIBfj8/k1ftEFADExMfDx8ZE6i75161aMGDGCu1ewcv1eVS55eXlSdfTVq1e55eVtJWNMpr63sLCAt7c3du/ezS3Lzs7GuXPnasybkFpruvvECamfM2fOsD59+jAArE+fPuzMmTOMMcbOnz/P1qxZwxhjLCEhgY0dO5a1aNGCAWD9+/dnW7du5co4cOAAmzFjBvP29mZeXl7s3LlzXMzLy4sZGhoyIyMjNn36dHbnzh02ePBgBoB17dqVHTx4kDHGWF5eHps9ezabO3cuW7x4sVT5Fc2ZM4cJBIJa7Zu3tzdLSUlhS5cuZe7u7szDw4ONHj2aG3WkYn6mpqZs3rx5LCoqirm4uEjlV1xczL755hvm7u7O1q1bxzZs2MD+/PNP5ujoyHbv3s0uXLggdQzLR48qFxsbyyZMmMC+/fZbtnjxYhYSElKr/AkhRNmEhISwjz76iGloaDBDQ0M2adIk5unpyTw8PJizszMbMmQI+/vvv7n19+7dy7p06cJ4PB4bOXIky8nJYT4+PszS0pIZGRkxLy8vlpqayj766CPG4/G4enfhwoVs3bp17Pvvv2dr165lX3/9NXv+/Hm1eaWkpLBly5axsLAwNmXKFDZhwgQ2YcIENn/+fG50p4p1df/+/dn169fZd999xywsLBifz2effvopEwgE7Nq1a2zIkCFs+fLlzN/fn4WHh7OPPvqITZ48mSUlJXHthrGxMfvss89YUlISl4dYLGYbNmxgU6dOZT4+PmzZsmUsLy+v0X4f5O3CY6yaLj0hpFYYY0hJSYGdnR0EAgE2bNiA//u//1N0WoQQQgghTYouhSKkgUJCQtChQwcIhUIEBgbi888/V3RKhBBCCCFNjs5YENJAWVlZ+Prrr9GlSxd0794dH3/8saJTIoQQQghpctSxIIQQQgghhDQYXQpFCCGEEEIIaTDqWBBCCCGEEEIajDoWhBBCCCGEkAbTUHQCDSUWi5GWlgYDAwNuqnpCCCHVY4whPz8frVu3hppa8/p+idoEQgipG3m2CSrfsUhLS4ONjY2i0yCEEJXz9OlTWFtbKzoNuaI2gRBC6kcebYJCOxZJSUm4ePEiAGD06NGwsLDgYlFRUUhLS8OoUaNqLMPAwACA5GAYGhpWu567uzuOHj3aaHFlKYO2QdtQ1W2oSp7NYRt5eXmwsbHh6s/mhNoE2gZto3lsQ1XybA7bkGebUOeORUFBATw9PfHTTz/B1tYWABAZGYlDhw7ByckJ4eHh8PX1Rdu2bWuMicVieHt74/jx44iNjYWvry9cXV0hFouRk5ODjRs3IjIy8o35lJ/qNjQ0rLER0dTUbNS4spRB26BtqOo2VCXP5rINAM3yUiFqE2gbtI3msQ1VybO5bAOQT5tQp45FYGAgkpOTcfLkSWzatAkAIBQKMW7cONy8eRMWFhZwcHCAl5cXrl69WmMsPj4epaWlUFNTQ5cuXeDk5IQJEyYAkPSqAgMDYWJi0uAdLDdx4sRGjdd2nYaWoQx5ymMb8tiPxs5BXmU09jaay++8tus09jZU4XcurzLeZqrwfyePPOj/Tr7bUIU8m8vvvLbrNPY2VOF3Lq8y5ILVAwCWlJTEGGPswoULzNHRkYuVlZUxPp/P0tPTa4zFxsaykSNHcrHDhw8zxhjbt28fW7ZsWa1zyc3NZQBYbm5ufXalSVXcX2VGecqPKuTIGOUpb8qepyrVm3WlSvum7H8n5ShP+VGFHBmjPOVN2fOUZ73Z4Hssnjx5gpYtW3Kv1dXVYWBggPv379cYc3FxgYaGBkQiERISEmBvb4/k5GQcPXoUZ86caWhahBBCCCGEkCbU4I5FVlYWtLW1pZZpa2sjJyenxpiamho2btyIPXv2wNLSEm5ubhgzZgx27tyJnJwcnDx5Enw+H1OnTm304RA3bNiA69ev43//+1+jbkdVLk2gPOVHFXIEKE95U5U832rPn0seFbVoAbRtCwgEwIMHsu95913Jz7g4oLBQOtamDdCyJZCZCTx9Kh0zMAA6dABEIiAmhls819kZ+PdfwNER0NQEEhOB3Fzp91pZARYWQHY2kJQkHdPRATp1kjy/dQtgTDreqZNkneRk4OVL6ZiFhaTs/HwgPl46pqkpyQkA7t79L89yHTpI9unZM+DFC+n3mpgAdnZAcTEQGysd4/EAJyfJ89hYyToVtW0r+R28eCEpuyIjI8DeHigtBe7ehYzu3SX/d/Hxkn2qyMYGMDMDXr0CnjyRjunpAe+8I3lecR/Lde4MaGtLjn12tnSsVSvJIy8P4kePUFZWhrKyMohEIpSqqUHYvj3KysrAu3sXIqEQZWVl+NTODg8OHUKRlRVKtLSglpYGtawsiMViiEQiiEQiFOvpoaBlS6CoCHpPn0IsFnOPMrEYmVZWEIvFMHr2DDyhUCqe3aIFirS0oJObC73cXDDGuFiRlhZeGhmBV1oK84wMMMa4OGMMT01MIAZg+uoVWqen44cxY7h1snR1kc/nQ6+4GC3y88Fe/60xxlCsro7nBgaAWAy77GyuvPJ4iqEhSnk8mBcUQLekhIsBQJaWFrL5fOiVlsKisFAqJuTxkKKvD8YY2uXlgfc6l3LJOjpIycqCe9++MCot5bYHANmamsjk86FdVgab139n5bEyAIl6egCANoWF0BSLuTIZY0jV1kaRhgZMSkrQsqQEFYLIU1fHc21taIpEaFupXACIe12ubXExdF6XyxgD8vIwxMkJeRoaMCopgcXrfMvLLVRTw1NtbagxBofK/xcA4rW1UcbjwVoohL5IJBXL0NTESw0NGJSVwapivgCEampIev05/J2iIlS+gyJJWxtCNTWYVrHNeqvPaQ5UuBRqx44dzNXVVSpubGzMQkNDa4xVtmHDBnbs2DHGGGMTJ05k+fn5LDMzk504caLGXMpP3wwfPpyNHDlS6lF+edWbrFq1ipmZmdVqXUIIUSWHDx+WqRuHDx+uMpcL1VXlNqHadsDPjzHJR/H/HpMnS2Lx8bKxis2ls7Ns7MABSWz7dtlYeTuYm1t1uRkZkvjIkbKxTZsksWPHZGNOTv/lpKUlG793TxL74gvZmI+PJHblimzMyuq/cq2sZONXrkhiPj6ysS++kMTu3ZONaWn9V66Tk2z89WcAtmmTbKz8UpKMjCqPoSg7mxUUFDCBi4tM7O7s2ezo0aMsbOZMmdiTVq3YvHnz2PTp06ssd2yPHuzdd99lvxsZycTWaGkxHR0dNkJNTSYWDzC8fmRUUa7z69imKmLbX8ecqojlAkxNTY1pamqy+zyeTHyygQEzMzNjP+jry8TO6uoye3t71r9Nmyr3tWfXrqxHjx4ssor3rm7XjvXt25ettbeXid0yMmKDBw9mw6o49gxgU1xc2IgRI9g1S0uZWFCnTmz06NFs9XvvycRSDAzY2LFj2dixY1mhhoZM3MfVlU2cOJH92aGDTOyPjh3ZlClT2Iphw2SPIZ/PPD09maenJ0s3MJCJb3R1ZV5eXux0jx4ysb/t7dkXX3zBfMeNq3JfZ8yYwWbMmMESzc1lYnsGD2azZs1ih99/XyZ239qazZ49my2YNq3Kcr09PdmcOXNYjJ2dTOx4v35szpw57BdXV5lYsqkpmzt3Lps7dy4rqeLvdHrfvqxNmzYsUE+PyatN4DHGWF07IzweD0lJSWjTpg0uX76Mb7/9Frdu3QIguZlbT08PiYmJSExMrDZmZ2fHlXfnzh388ssv2LZtG4qKivD+++9z7zl48CCmTJlSbS55eXkwMjJCbm7uG+92r87+/fvh6emJoqIi6Ojo1KsMQghRFfKoN5VVrfdNCc5YcJT8jAUqfrsKyP2MhVgsRmFhIV4ZGeGlWIzCx49RkpSEvLw85OXlIT8/HxlCIZLU1FCUmwvT589RWFiIoqIiFBYWorCwEH8XF0MMoD2AygNmPgWQBaAFgHY8Hvh8PrS1taGlpQWxjg6eGxpCR0cHjqWl0NLSgpaWFjQ0NKClpYVMMzOo6+mhlUAAI7EYmpqa0NDQgKamJoQtW6LU1BS6ZWUwzcmBhoYG9+Bpa0Ngbw8NDQ0Yp6RAk8eDhoYG1NXVoa6uDpG9PXgGBtDOyoJWTg63XE1NDTwzM/Ds7KAuFEIzMRFqampcTE1DA7zyY/jggeRvtaJ27QBjYyA9HUhLk44ZG0viJSXAvXuQ0aMHoKYGPHoEFBRIx2xtAVNTICsLSEmRjunrAw4OgFgM3L4tW27XroCWFvD4MZCTIx1r3RqwtJQsf/xYOqatLTljBEjKrXBmAQDQsSOgqyvJJytLOmZuDlhbS/bj0SPpmIYG0K2b5Pn9+4BQKB1v3x4wNHyr6oi8e/dg5OgolzahwR2LsrIy2NnZ4ebNm7C2tsaFCxfg5+eHv//+u8ZYOaFQCA8PD+zduxe6uroyHYs9e/bgiy++qDYXeTSQV69exeDBgxEXFwcHB4d6lUEIIaqCOhaksYlEIrx48QKpqal49uwZMjIykJGRgczMTGRmZnLPMzIykJWVBVGlyzvKGRkZoUWLFjAyMuKGEDYwMICBgYHUcwMDA+jr60NXVxd6enrQ09OTea6rqwtNTc0mPhKEKD951pt1usciODgYYWFhAAAfHx8MHDgQc+fORVBQEFavXg1nZ2eEhobi0KFDksI1NKqNlVu1ahWWLFkCXV1dAICuri4cHBxQUFAAgUDALW9M5fNxpKSkUMeCEEIIeYP8/HwkJiYiISEBSUlJXAei/Ofz58+lOgtqamowNTWFmZkZzM3NYWZmhk6dOnHPTUxM0KJFC6mHkZER1NXVFbiXhJC6qtcZC3kRCoU4efKkzI2OmZmZOHHiBPT09DBlypQaJ+yQRy9LKBRCR0cHv/76K6ZNm1avMgghRFU052/1m/O+NTWBQIAHDx4gLi4OCQkJUo+MjAxuPQMDA9jY2MDKygrW1tYyP1u3bg1TU9NGH4iFEFI/CjtjIW98Pr/K0VPMzMwwe/bsJs3D0tISKZWvGySEEELeAhkZGYiJicHt27e5nw8fPuTOOpiZmaF9+/Zo3749XF1dueft27dHy5Ytm+Us7oSQulNox0KZ2NraUseCEEJIs1daWoro6GhcvXoVYWFhuHXrFtLT0wEAenp66NatGwYMGIB58+ahe/fu6NSpE4yMjBScNSFEFVDH4jXqWBBCCGmOKnYkrl69iuvXr6OwsBD6+vro378/pk+fju7du6NHjx5o164dXbJECKm3ZtOxcHd3h6amJiZOnFivyalsbW1xu6ph0gghpJkIDg5GcHAwSisPH9oMNbRNUHUZGRk4fvw4fv/9d6mOxIABA7B8+XK4uLjg3XffhYZGs/kYQAipo8ZoExR687Y8yOuGk61bt2LRokUoLi6ma0UJIc1ac77BuTnv25vk5eXh1KlTCA4OxqVLl8Dj8TB48GAMGTIEgwcPpo4EIaRKzebmbWViZ2cHoVCIjIwMWFhYKDodQggh5I2Ki4vxxx9/IDg4GCEhIRAKhRg4cCC2b9+OsWPHwtTUVNEpEkLeItSxeK3iXBbUsSCEEKLMnjx5grVr1yI4OBj5+fl499138cMPP8Dd3R02NjaKTo8Q8paijsVrFTsWvXv3VnA2hBBCiKyUlBSsWbMGe/bsQcuWLfHNN99g0qRJeOeddxSdGiGEUMeiXMuWLaGrq0sjQxFCCFE6z549w9q1a/HLL7/AwMAAa9aswdy5c6Gnp6fo1AghhEMdi9d4PB4NOUsIIUSppKenw9/fH7t27YKuri5WrFiBr776CgYGBopOjRBCZFDHogLqWBBCCFEGhYWFWLFiBXbs2AE+n49ly5Zh/vz5b91IV4QQ1UIdiwpoLgtCCCGKlpCQgDFjxiAxMRGLFi3CggULYGxsrOi0CCHkjZpNx0IekyHZ2trizJkzcs6MEEKUA02Qp/xCQkIwZcoUmJub459//kGXLl0UnRIhpJmiCfKqIM9JPYKCgvD555+jqKgIOjo6csqQEEKUS3OeRE5V900kEmHlypVYtWoVRo8ejaCgIBgZGSk6LULIW0Ce9aaanHJqFsqHnE1NTVVwJoQQQt4Wr169gpubG3744QesXr0aJ0+epE4FIUQlNZtLoeShvGORnJyMDh06KDgbQgh5+yQlJeHixYsAgNGjR0tNWBoVFYW0tDSMGjVKUenJ3e3btzFmzBjk5ubi3LlzGDZsmKJTIoSQeqOORQXW1tYAQCNDEUKInPz6669IT0+HjY0NRCIRpk2bhsjISBw6dAhOTk4IDw+Hr68v2rZtC7FYDG9vbxw/fhyxsbHw9fWFq6srxGIxcnJysHHjRkRGRip6l+Rm//79mDVrFjp16oTLly+jTZs2ik6JEEIahDoWFfD5fLRq1Yo6FoQQIge7d+/G48ePsW7dOsTHx6NXr16YPHkyxo0bh5s3b8LCwgIODg7w8vLC1atXER8fj9LSUqipqaFLly5wcnLChAkTAEhuxg4MDISJiYmC90o+1q9fj8WLF+Pzzz/Hzz//TPf1EUKaBepYVEJzWRBCSMMJhUL4+vri1q1bAID27dsjJiYGYWFhMDQ05C5x6tOnDyIiIvDixQtUHkvE1NQUgGRgDQcHB7i4uDTpPjSW0NBQ+Pr6wsfHB2vWrAGPx1N0SoQQIhfUsaiEOhaEENJwN27cQHZ2NuLj4xEREYGHDx9i2LBhePLkCVq2bMmtp66uDgMDA9y/fx8uLi7Q0NCASCRCQkIC7O3tkZycjKNHjzabocAzMzMxadIkDBgwAD/88AN1KgghzUqz6VjIa8xymiSPENJcNeU8Fs+fPwcAaGlpwd3dHVlZWejevTtmzpwJbW1tqXW1tbWRk5MDNTU1bNy4EXv27IGlpSXc3NwwZswY7Ny5Ezk5OTh58iT4fD6mTp0KNbWaBzUsbxMqUvScFmKxGB4eHigtLcXhw4ehrq6usFwIIW+n8nagInm2Cc2mY3H06FG5jFlefsaCMUbfJBFCmpXyD9blY5Y3pvLye/fuDUByWZNYLIaZmZnMJU8FBQXcZU/t2rXDzJkzAQAbN27E5MmTYWdnh0mTJiEgIAACgQCnT5/GmDFjaty+vNoEedqwYQPOnz+P8+fPo3Xr1opOhxDyFqrqCxZ5tgk0j0Ultra2EAqFyMzMVHQqhBCispycnMDj8SASibhlPB4PVlZWyMjI4JYJhULk5+fDzs5O6v137txBcnIyxo0bh6KiIsTGxkJfXx+mpqYoKipqsv2Ql/DwcCxduhS+vr40pCwhpNlSeMciKSkJAQEBCAgIwIsXL6RiUVFRTX5dbflcFnSfBSGE1F/r1q0xaNAghIeHA5DcW8Dj8eDi4oKMjAxuItLQ0FD07t1bqmMhFAqxevVqrFu3rsqyhUJh4++AHL18+RITJkxA37598f333ys6HUIIaTRyvRQqKSkJ586dg7a2NtLT0zFixAg4OTmp1JjlFTsWvXr1atJtE0JIcxIUFAQ/Pz88ePAAiYmJ+P3332FkZISgoCCsXr0azs7OCA0NxaFDh6Tet2rVKixZsgS6uroAAF1dXTg4OKCgoAACgYBbrgoYY/j8889RXFyM4OBgaGg0myuQCSFEhlxruF27dkl9wzRlyhTs2bNHpcYsNzExgY6ODp2xIISQBrK1tcXevXtllg8dOhRDhw4FAHh6ekrFhEIhunTpgu7du0st3759Ow4ePAg9PT1MmTKl8ZKWsx9//BEhISEICQnhJmElhJDmSq4di5MnT2LSpElcg8Dn81VuzHIejwdbW1skJyc3+bYJIeRtx+fzqxy5yczMDLNnz1ZARvUXEREBHx8feHt74+OPP1Z0OoQQ0ujk2rH46quv0KtXL8ybNw9GRkaYP38+/vnnH5Ubs5zmsiCEENIQ2dnZmDBhAnr16oU1a9YoOh1CCGkScu1YTJgwAZGRkfj9999RUFCAAQMGICsrq0nGLJcnOzs7msuCEEJIvc2ZMwd5eXkIDQ2VmU+DEEKaK7l1LPLz8zF79mwcOnQIampq8Pf3x6effoo1a9Y0yZjl8pwMydbWttnM8koIebs19mRIykpek6bWx9OnT3Hs2DHs2rVLZhhdQghRFo0xaarcOhYXL17EoEGDuNE6VqxYgdLSUpiZmdVpzHJvb2+pMcv19fVrNWa5PCdDsrW1RUZGBoqLi6GjoyOXMgkhRBEaezIkZaXICfIOHToEbW1tbjASQghRRo0xaarcri9q3769zOVDIpEI7733nsqNWV4+5Gx5zoQQQkhtMMawf/9+fPrpp0o38zchhDQ2uZ2x6NatG9zd3fHtt9/C2toaQqEQQ4cOhZ2dncqNWV5xLosOHTo06bYJIYSorujoaMTGxmLz5s2KToUQQpqcXG/eHjFiBEaMGCGzXNXGLC8fa5xGhiKEEFIXQUFBaNWqFYYMGaLoVAghpMkpfApQZRyznM/nw9LSkjoWhBBCaq2kpATBwcGYNm0a1NXVFZ0OIYQ0uaYbw1XF0FwWhBBC6uLcuXN4+fIlPDw8FJ0KIYQoBHUsqkGzbxNCCKmL/fv3w8nJCV27dlV0KoQQohAKvxRKXuQ9ZrmtrS1iYmLkkBkhhCiHxhizXFk19TwWr169wu+//47169c3+rYIIUQeGqNN4LHKs9epmPKxd3Nzc+U6tN+WLVuwePFiFBcXg8fjya1cQghRtMaqN5WBovZt586dmDdvHp49ewYLC4sm2y4hhDSUPOtNuhSqGnZ2dhAKhcjMzFR0KoQQQpTc/v37MWLECOpUEELeatSxqEbFuSwIIYSQ6sTFxSEiIoJu2iaEvPWoY1EN6lgQQgipjQMHDsDIyAgjR45UdCqEEKJQ1LGohomJCXR0dKhjQQhpUpGRkSgqKlJ0GqSWxGIxDhw4AHd3d2hrays6HUKICmmO9T11LKrB4/FoLgtClFxRUREKCwsVnYZcBQYGQkdHR9FpkFoKCwtDSkoKXQZF3mqV6+LGqpubW53fHOt76ljUgDoWpLm4ePEipk6dCl1dXWzfvr3KdYYNGwYTExMsXboUGRkZTZxh1aKjozFr1iz8+OOP2LhxI44fP45NmzYBAM6ePYt3330XGzZsUFh+WVlZWLlyJTQ0NPDJJ59gz549AICgoCD06tULNjY2WLlyJdLT02tVXlpaGlq3bg0ej4esrCzMnz8fPB4P48aNQ3h4OLdefHw8evbsib59++LUqVONsm+kdvbv34927dqhX79+ik6FkAYrbyt4PB6+/vpr+Pv7Y/Xq1Rg3bhx27NjBrderVy8EBQUBkK2LG1I3K3udn52dje+//x58Ph9Tp06Fv78/1q5di4kTJ+LLL7+s07Ctzba+ZyouNzeXAWC5ublyL/uLL75gvXv3lnu5hChCUlIS8/T0ZB07dpSJ/fvvv2zOnDls0KBBTZ9YNbKzs1nHjh2ZUCjkli1cuJCtWrWKe718+XLm5+engOz+8+TJEwaAPX36VGr5sGHDpHKtjfXr17PExESpZYaGhuzcuXNSy0pLS5mfnx8rLS2tV86NWW8qWlPuW2FhIdPX12crVqxo9G0R0lSSkpIYAPb8+XNuWW5uLmvRogXbu3cvY4yx//3vfyw1NZWLV66L61M3q0qdn5qaytTV1VlOTg63rKSkhBkZGbFffvml1uU0VX1fG/KsN5vNGQt3d3eMGjUKwcHBciuTZt8mzY2LiwsYY7h69arU8idPnnADFiiL+Ph4CAQCqKurc8sWLVokNa+MMswxc+nSJdjb28Pa2ppbVlZWhvDwcAwZMqROZT1+/Bjt2rWTWtauXTskJiZKLQsICMDs2bOhoVG3OU6Dg4MxatQouLu71+l9qqgx2oTKTp8+jYKCAkydOrXRtkGIMjA0NESbNm1w+/ZtAMCoUaNgZWXFxSvXxfWpm1Wlzv/rr7/Qo0cPGBkZccsEAgEEAkGd7rNq7Pq+NhqjTWg2M28fPXpU7pMh2draIiMjA8XFxc3uGjgiP0VFRXj48GGTb7djx47Q1dWt8/tmzpyJXbt2wcXFBYBkYpyq/neuXr2KmzdvwsbGBg8fPsTo0aPRs2dPnD17Fj4+PhgzZgzatm0LHo+H06dP4+DBg9DT0wMAHDlyBElJSbCxsUFYWBjWr1+PkydPYsmSJejYsSOOHz+O/Px8DB48GP369cP+/fuhqakptX1HR0eIxWJ8+OGH8PT0RN++feHg4IAJEyZIrVdYWMidkq+Yx5YtW2BgYACRSITk5GT4+flBU1OTy9/NzQ3W1tbYvXs3/v77b+jp6VWZt7GxcY3H89KlS9yxLBcVFQU1NTX07t271r+XqKgo9OrVS2a5vb09EhISuNe3bt1Cq1atYGlpWeuyy5XPQl0+GVJz1hhtQmVBQUEYMGCAzIcDQqqjiPaivm1FRdeuXUNqaiq++OILXLp0CUuWLMFnn32GxYsXv/G9L168wKFDh2BjYwORSITz589j3759MuupSp3/119/SdX5xcXFmDJlCjw8PDB58uQ3Hg+gaer72miUNqHhJ1AUqzFPe//1118MAHv06JHcyybNR3R0NAPQ5I/o6Og65ZmUlMT27t3LsrKymIGBAXvx4gVjjLFTp06xsrIytnbtWu5SqNjYWObs7My9VygUsnfeeYd7z9KlS9lHH33ExUeOHMlOnDjBGGMsIiJC6r2bN29mixYtYowxtmPHDjZ+/HgutmbNmhpzfvz4MfPw8GCtWrViAJizszNLS0vj4n5+fmzAgAEyeQgEAqalpcWSkpIYY4zNmjWL7dy5k1tv6dKlbPDgwYwxxoKDg5lYLK4x7+qIxWJmbm7O3N3d2dq1a7mHq6srGzVqFLfexYsX2dmzZ2ss67vvvquyHlu0aBEbOXIkY4wxgUDAVq5cWWM5tUGXQjVcamoqU1NTq9OlD4Qoor2oT1sBgO3atYsFBwezHTt2sPfff1/qEp1ly5ZJXZLk5+dX7esff/yR/frrr1xs9+7d1W5b2et8xhiztrZmixYtYsHBwWz//v1s5MiRUm2ZstX3tSHPerPZnLFoDBXnsujQoYOCsyHKqmPHjoiOjlbIduvDxMQEo0aNwp49e+Dr64uysjKpU88AcPDgQXTq1Il7raWlBUtLS5w4cQJz5syBhoYG3n33XS7esmVL5OXlAZCcrdDX18fp06cBAHw+H6ampgCAKVOmYNmyZcjMzEReXh66du1abZ5ZWVkwNzfnvpmKi4vD9OnT8d133+HgwYPcej179pTJg8/nIyoqCqGhobh06RIyMzOlbqDW0NDg3lf+bVhNeVfn7t27yMzMxNatW2Fubs4t/+OPP/Dxxx9zr83MzBAUFISPPvqoynJKS0shFAqr/Ibd3t4eISEhAIBt27Zh7ty5NeakypKSknDx4kUAwOjRo6VmsY6KikJaWhpGjRqlqPSkHD58GJqamhg3bpyiUyEqRBHtRX3bitGjR3PflE+aNAl9+vTBggULMHfuXJk2oyYjR47EBx98gN27d+P999/HN998U+V6qlDnx8XFISMjA8uXL+fO0E+cOBG9e/cGn8/HwoUL3/r6njoWNbCxsQFAk+SRmunq6kp9yFYFs2bNgoeHBwYNGoQ+ffrIxAsLCyEUCqWWlZaWoqSkhHtdXcOirq4OY2NjfPLJJzIxQ0NDjBkzBvv27YOuri5mz55dbY737t0DYwyDBw8GALzzzjvYtGkTvLy8ZLZXWVJSEsaNG4fNmzdj+PDhSE1NBSC596H8OtXyRqE2eVfn0qVLcHJykupU5OfnIyIiArt27eKWXb9+vcb7LUJCQqQ6IhXZ29vj8ePHCAsLwzvvvPPGhk8ZLV68GG5ubhgwYAAiIyNx6NAhODk5ITw8HL6+vmjbti3EYjG8vb1x/PhxxMbGwtfXF66urhCLxcjJycHGjRsRGRmp6F0BADDGEBQUhE8++aTZX1JG5EsV2wsAMDY2xscffwxfX996fdhNTEzE33//jbNnz2LIkCGIi4uDmpr0bb6qUOdfvnwZ/fr1kypLQ0MDVlZWuHbtGhYuXPjW1/fN5ubtxsDn82FpaUkdC9IsiMViMMYAAAMGDICOjg6OHTtW5U3bkydPxv3797n1i4uLkZycjLFjx75xOx4eHrhx4waKi4u57e7evZuLz5o1C7/88gvU1dXf+K3X2rVrpYbvi4uLw8CBA9+Yw6lTp9C1a1cMHz4cAPD06VMAwKFDh+qdd1X++usvDBs2TGrZ5cuXYWpqis6dO3PLLl68iIKCAhw4cID7NqqiixcvYujQoVVuw97eHgKBACEhISo5s/O1a9ewb98+iEQiCIVCjBs3Dr6+vvD09ISXlxf3oSE+Ph6lpaVQU1NDly5d4OTkhAkTJmDSpEkIDQ1FYGAgTExMFLw3Eg8fPsT9+/fppm3y1igrK0N0dDR69OhR5/ceOnQI9+/fx8CBA7Fu3Tp069at2rkoVLHOP3v2LK5evYoFCxYAeLvre4DOWLwRzWVBmoMLFy5g06ZNePr0KUQiEaZPn44vv/wSbdq0ASA55Xr8+HEkJydj2bJlmD9/PtasWYPvv/8elpaWSE5OxokTJ2BlZYXz589zlWWfPn2QnZ2N8PBwpKamomPHjnB2dkZgYCC+/fZbODo6QigUSn0A6927NwwNDav9xqacmpoaRowYgc2bN6OkpAT5+fnIzc3lxjAvz6O0tBQhISHIz8/n8vDz80NkZCSOHz8OQHJKf/PmzejRo4fU+8zNzblv37p161Zj3hVFRkbixIkTuHTpEjQ1NXHx4kW4uLhg7dq1OH36NDQ0NODv7w8fHx+UlZVBIBDA3d0dFy9e5L5JK5eVlQUTExOZb+/K2djYwMHBAUuWLHnDb1n55OXlISYmhrusLiwsDIaGhtwlTn369EFERARevHjBdWLLlX9TFxQUBAcHB5kb5BUpLi4OAOp0cz4hquDSpUvcpUhr1qxB69atIRQK8ffff6NNmzbYtGkT/vjjD4SEhEBNTQ2urq7Iy8tDSEgIeDwenJ2dAUDqtY6ODs6cOYN79+6huLgYw4cPh4GBgcy2lbnOj46OxsmTJ/HHH3+Az+djxYoVYIwhIyMDmZmZuHbtGpycnN7q+p7T4Ls0FKyxb9QbO3YsGzp0aKOUTcjbasuWLYpOocmEh4ezH374gTHG2FdffcUSExNZVlYWF9+yZQu7f/9+k+bUVDc4b9iwgQkEAjZo0CB25coVFhAQIDNXiqmpKfvrr7+YSCRin376KSsrK2MPHz5kN2/eZE+ePGEjRoyo0/jtTbFvW7ZsYXw+n4nF4kbbBiFE9ShjfV8bNI9FE6IzFoTIx+rVq3HhwgXExsbWeNN2cxMREcHdxNeiRQv8+++/aNGiBRe/f/++1GVTzUVISAiGDx8OPp/PLcvKypIZ511bWxs5OTlQU1PDxo0bsWfPHsTFxaFXr174+uuvsXPnTuTk5CAgIABBQUEQi8VNvSsyUlJSYGtrqxRj6hNClMfbWt9X1GwuhXJ3d4empiY3Jq+8lHcsGGPUiBDSAIaGhrh16xZevnwp1/9RZbdw4ULu+ffffy8Ve/z4MZycnJosl+DgYAQHB0tdw9wY0tLS8OrVK7i5uUktNzIykrnkqaCggLvsqV27dpg5cyYAYOPGjZg8eTLs7OwwadIkBAQEQCAQ4PTp0xgzZswbcyhvEyqSV/tQ3rEghJCKlKm+r055O1CRPNsEHqtcy6uY8kk9cnNzG2UypFOnTmHMmDHIyMiAmZmZ3MsnhJCm1tj15t69e5Gens59GbN161a4ublh9OjRWLZsGW7dugUAEAqF0NPTQ2JiIuzs7Lj337lzB7/88gu2bduGoqIivP/++9x7Dh48iClTpihs3wDA2dkZnTt3RmBgYKOUTwghTUme9abCz1go+7jl5d9KJScnU8eCEEJqofLwkLt27cKkSZPQv39/zJw5E6mpqbC2tkZoaCh69+4t1akQCoVYvXo19u7dW2XZlYdBVoSUlBRu9BlCCCH/kXvH4tdff0V6ejo3dfu0adNUetzyipPkVTX9OiGEkKqlpqZi69atSE9Px6ZNm1BUVISgoCCsXr0azs7OCA0NlRkOctWqVViyZAl0dXUBSMb9d3BwQEFBAQQCAbdcUYRCIZ4/f06XQhFCSBXk2rHYvXs3Hj9+jHXr1iE+Ph69evXC5MmTMW7cONy8eRMWFhZwcHCAl5cXrl69Wu245YDk+lhlGLfc1NQU2tradAM3IYTUkbW1NdavX4/169dLLS8fw93T01NquVAoRJcuXdC9e3ep5du3b8fBgwehp6dX42VQTaF8+EjqWBBCiCy5dSyEQiF8fX2562Dbt2+PmJgYlR+3nMfj0chQhBDSBPh8fpU3V5uZmdU4S3tTKm8LqGNBCCGy5NaxuHHjBrKzsxEfH4+IiAg8fPgQw4YNw5MnT9CyZUtuPXV1dRgYGOD+/ftwcXGBhoYGRCIREhISYG9vj+TkZBw9ehRnzpyRV2oNZmdnRx0LQgghXFtgY2Oj4EwIIUT5yK1j8fz5cwCAlpYW3N3dkZWVhe7du2PmzJm1Grfc0tISbm5uGDNmDDdu+cmTJ8Hn8zF16tRqZylsCra2trhz547Ctk8IIUQ5pKSkwNzcHDo6OopOhRBClI7cOhZGRkYAgN69ewOQXNYkFothZmbWJOOWN+aY5ba2tggJCWlwOYQQ0tQae8xyZdVYcxvRHBaEkOaiMeY2klvHwsnJCTweDyKRiFvG4/FgZWWFjIwMbplQKER+fr7U8IKAZNzy5ORkeHt7o6ioCLGxsdDX14e+vj6KioreuP2jR4822pjltra2ePHiBQQCgczZF0IIUWZVfbAuH7O8OWusNoE6FoSQ5qK8fZBnmyC364tat26NQYMGITw8HACQmZkJHo8HFxcXZGRkcCNp1DRu+bp166osW9Hjlpc3Ik+ePFFoHoSokh07dmDhwoV49OiRolNpEgKBAHl5eYpOgzQy6lgQIl/UVjQvch1uNigoCH5+fnjw4AESExPx+++/w8jISOXHLe/Zsye0tbXx+++/o2PHjgrNhZD6iI6ORkBAAN555x2IxWJuQIJvv/0WgGQySnnP0zJt2jT07NkTo0aNgoODQ73KCAoKwt27d2FnZ4eSkhIwxtCvXz/069cPQN3zbsh+ikQiLF++HFpaWjA1NYWGhgb+/vtv7Nu3Dzdu3MA333yDTp06Yd++ffUqnyg/xhh1LEizRm0F6rV+RW97WyHXjoWtrW2Vs6UOHTpUpcctNzIywujRoxEUFARvb2/weDyF5kNIXeTk5GDKlCmIiYmBlpYWAODbb79FixYtuHWOHDki98ZCR0cH5ubm9X7/5cuXERISguPHjwMAysrK8P7778PZ2Zlbp655N2Q/v//+e7Rq1QpfffUVAMl8BkuWLAEA9OvXD7Nnz0ZoaGi9yiaq4dWrVygqKqKOBWmWqK34D7UV9ae4oZZee9O45VOnTlWKD/IeHh64f/8+N08HIaoiPj4eAoEA6urq3LJFixZx/1f//PMPAgMDFZVetaKjo6XuadLQ0MDChQsBSG4+3rdvH6Kjo2tVllgsxrlz5/D777/XO5+oqCipkYCsra0xadIk7rUy1FOkcdEcFqQ5o7aC2gp5kOsZi+bM1dUVFhYW2L9/P959911Fp0OUzfPnkkdFLVoAbdsCAgHw4IHse8r/juLigMJC6VibNkDLlkBmJvD0qXTMwADo0KHWqTk6OkIsFuPDDz+Ep6cn+vbtCwcHB0yYMAGvXr3C5cuXkZ2dDX9/f+jq6mL+/PkAgG3btkEkEsHY2BhRUVH48ccfoaWlhS1btsDAwAAikQjJycnw8/PjRmQ7d+4cwsLC0KNHDwgEAmRlZXF5LFy4ENu2bcPMmTOxY8cOnD9/Hu7u7li2bBm+++47mbyHDRuGpUuXQktLC25ubujXrx+GDRsGsViM+/fv48aNG0hOToa/vz86duyITz75BC9evMCuXbvQrl07PHz4EAMGDMDw4cORnJyMq1evIiMjA/7+/mjVqhU8PT0hFouxevVqbvS6p0+fYs2aNVUeRzc3N3zzzTdITk7GoEGD8N5772HBggVS64hEIhw6dAiMMZw8eRLbt29H69atIRKJ4O/vD2tra+Tm5qKkpATe3t4AgJ9++glr1qzBqlWrkJKSgpSUFBw8eBC3b99GcHAwunfvjmvXrmHu3LlwdHSs9e+dyB91LIhcNGV70aqV5FEL1FZQWyEXTMXl5uYyACw3N7fRt7Vw4UJmZmbGSkpKGn1bRMX4+TEGSD8mT5bE4uNlYxX/9ZydZWMHDkhi27fLxlxd65ze48ePmYeHB2vVqhUDwJydnVlaWhoXr1wVHDt2jI0fP557vWDBAvbzzz8zgUDAtLS0WFJSEmOMsVmzZrGdO3cyxhj7999/Wdu2bVlhYSH3vo4dO7IrV65wr8eNG8d+/vlnxhhjBQUFbOvWrTXmfeXKFTZixAhmYGDA1NTUmJeXFystLeVigwYNklo/ICCADRkyhDHGWElJCTM1NWU5OTmMMcaSkpKYnZ2d1Prr169nixYt4l5/8skn7I8//qg2n4CAANanTx+mqanJ9PT02LZt27jY3r17mb29PRMKhYwxxubNm8c2bdrEGGPs0aNHTE9PjwkEAsYYY8OGDWPnzp3j3vv++++zlStXsqysLHb+/HmWn5/P7Ozs2KtXrxhjjN2+fZv16dOnxmNVF01Zbza1xty3LVu2MD6fz0QikdzLJm+Rpmwv/PzqlBq1FW9nWyHPepPOWNSBh4cHfvzxR/z5559wc3NTdDpEmcyaBYwaJb2s/LpUa2ugptOw+/ZV/Q0UAIwfD/TtKx0zMKhTallZWTA3N0dQUBAAIC4uDtOnT8d3332HgwcPVvmew4cPQ1dXF6dPn369C9bQ0dEBn89HVFQUQkNDcenSJWRmZiI9PR0AcPDgQfTu3VtqsAU9PT2pcmfNmgVvb2/MmTMHp06dwoQJE6rNOzk5GS4uLnBxcYFYLEZYWBgmTJiAffv2Yfr06VW+x9PTE+3bt8f27dth8Po4ZWdnVzuM3uHDh+Hi4sLtp5OTE8RicbX5zJgxAzNmzIBAIMCBAwfw5ZdfwtXVlbvh0NHRkbs2uWXLltzIHx06dMCVK1ewf/9+qKuro7i4mDtugOTUfc+ePWFiYoJhw4bhf//7H4RCIXcdrlgsRufOnas9VqRppKSkwMbGRqETtpJmoCnbi1qerQCoraC2Qj6aTceisSZDqqh79+7o1q0b9u/fTx0LIq2m083a2v+dxq7KO+9UHzMzkzwa4N69e2CMYfDgwa839w42bdoELy8vmXXj4uJgamoKdXV1tG7dGp988olUPCkpCePGjcPmzZsxfPhwbhjpsrIyMMZkGofKPvjgAxQUFCAyMhIvX76EWQ37dujQIXh7e0NLSwtqampwcXHBwoULq7zP6caNG+jXrx/27NmDEydOYN++fbC2toafnx+XX1Xrq6uro3379tx+Vt7figIDA7Fy5UoAgLa2NmbMmIFTp04hJiaGaywqXptcUWRkJD7//HMEBgbivffeQ1hYGJeXhoakGq547NTV1VFWViaVz5smCa2NxpgMSVk1RptAI0IRuVDS9oLairevrWiMNqHZfO1y9OhRnDlzptE6FeU8PDxw5swZZGdnN+p2CJGntWvXSlUccXFxGDhwIPdaX18fubm5ePDgAdTU1DB9+nRcuHCB+0amqKgIQUFBOHXqFLp27Yrhw4cDAJ6+vp730KFDmDx5Mm7evMlVzEKhEC9fvpSZNHPmzJn49ttvZUaCq6ykpETmGtaKeRsYGCA3NxcAEBsbCwDYuXMnFixYAGtrawgEAmRmZoIxhsOHD1e5/vTp03Hu3Dmu/GfPnuHMmTNV5nP9+nVcvnyZe11aWoq0tDS89957Ne4HABw4cAAjRozg1q143KoydOhQ6OvrIyoqilv2888/v3E7bzJx4kScOXMGR48ebXBZyq4x2oSUlBSZyV0JaU6orXi72orGaBN4jDEmt9IUoHy2wNzc3Eabebui58+fw9raGjt37sTMmTMbfXuENFRYWBiio6NRVlaGkpIS5OfnIzc3Fxs2bIC+vj4A4Mcff0R6ejo6duyIadOmAZCcro6KikKnTp1QUlKCGTNmIDMzE4sWLeK+EeHz+di8eTPmz5+PTz75BCdPnkRYWBj69OmDkpIS/Pjjj7C2tsamTZvQqVMnAJLJMz/44APcvXu3xrw3bNiAdu3aIS4uDowxpKeno1WrVtywfWKxGB4eHujduzccHBwwYsQInDhxApcuXcJHH32EgoICxMXF4fnz51i8eDHatWuHhQsXwsTEBA4ODhg3bhy37xkZGWjXrh0YY5gxY0aVl7rMnTsXQ4YMwaNHjyASiRAfH49x48bBzc0NERERWLZsGRISErBq1SqYmZlh2bJl4PF4WLVqFaysrLB27VqMHz8eAoEAIpEIR48exddff424uDisWLECzs7OmDNnDkaMGAEASExMhL+/PxwdHaGpqYn33ntPbgNHNHW92ZQac99at26NmTNnYsWKFXItlxBlQG3F29tWyLPepI5FPXz00UfIzc3lZhknhNRecXExDh8+jC+++ELRqby1qGNRd0KhENra2tizZw/3gYoQ0niorWg68qw3m82lUE3Jw8MDN27cQEJCgqJTIURlTJgwAc+fP8fp06fx6aefKjodQurk2bNnAGioWUIaG7UVqo06FvUwevRoGBoa4sCBA4pOhRCVoaenh4sXL8LCwgItW7ZUdDqE1AnNYUFI06C2QrU1m1GhmpKOjg7GjRuH/fv3w8/Pj4YeJKQW9uzZo+gUCKm38o6FjY2NgjMhpHmjtkK10SfievLw8MCTJ0/oPgtCCHkLpKSkwMzMDDo6OopOhRBClFazOWPRFPNYVNS/f3+0adMG+/fvx4ABAxp9e4QQ0lA0j0X90RwWhJDmpjHaBBoVqgGWL1+OLVu2ID09nb7FIoSoDBoVqu6GDRsGPT09nDx5Um5lEkKIMqBRoZSEh4cH8vLy8L///U/RqRBCCGlEdMaCEELejDoWDdC+fXv069cP+/fvV3QqhBDSLCQlJSEgIAABAQF48eKFVCwqKqra2W4bE2OMZt0mhJBaaDb3WCiKh4cH5s6di/T0dFhaWio6HUIIURo3b97E9evXkZ+fj7///htLlizBoEGDEBkZiUOHDsHJyQnh4eHw9fVF27ZtIRaL4e3tjePHjyM2Nha+vr5wdXWFWCxGTk4ONm7ciMjIyCbfj1evXqGoqIjOWBBCyBtQx6KBxo8fj/nz5+Pw4cNYuHChotMhhBClUFRUhNOnT2Pt2rUAgN9++w0jRoxAbGwsxo0bh5s3b8LCwgIODg7w8vLC1atXER8fj9LSUqipqaFLly5wcnLChAkTAEhuxg4MDISJiUmT7wvNYUEIIbVDl0I1UIsWLTBq1Ci6HIoQQipISEiAv78/EhISAEhufi4uLkZERAQMDQ1hYWEBAOjTpw8iIiLw4sULVB5LxNTUFAAQFBQEBwcHuLi4NOk+lKOOBSGE1A51LOTAw8MDMTExiImJUXQqhBCiFBwdHREeHg57e3sA/304T0lJkZpNV11dHQYGBrh//z4cHBygoaEBkUiEuLg42NvbIzk5GUePHoWfn59C9qM8Zz6fDzMzM4XlQAghqoA6FnIwfPhwmJubY/Xq1TLfuBFCyNuIx+OhX79+4PF4AAB/f38sWLAAZWVl0NbWllpXW1sbOTk5UFNTw8aNG7Fnzx7ExcWhV69e+Prrr7Fz507k5OQgICAAQUFBEIvFTbovKSkpsLGxgZoaNZmEEFKTZnOPRVNPkFeRpqYmtmzZgokTJ+LDDz/EjBkzmnT7hBBSG4qaIC8wMBCWlpZYv349du7cKfMFTEFBAXfZU7t27TBz5kwAwMaNGzF58mTY2dlh0qRJCAgIgEAgwOnTpzFmzJgat1neJlRU3/aBhpolhDQX5e1ARfJsE5pNx+Lo0aMKnehpwoQJuHLlCubPn4/33nsP3bp1U1guhBBSlfIP1uWTITWFP/74AyKRCBs2bIBAIIC2tjYyMjK4uFAoRH5+vsxQrnfu3EFycjK8vb1RVFSE2NhY6OvrQ19fH0VFRW/crjzbhJSUFHTs2FEuZRFCiCJV9QWLPNsEhZ7XVcbxyhti8+bNcHBwwPjx41FQUKDodAghRKHCwsKQlpaGkSNHIj09HefPn0eHDh2QkZGB1NRUAEBoaCh69+4t1bEQCoVYvXo11q1bV2W5QqGwSfIvR2csCCGkdhrljMXixYvh5uaGAQMGqNx45Q2ho6ODY8eOoWfPnpg7dy6CgoK464sJIeRt8vjxY7i5uSE/P19qeW5uLoKCgrB69Wo4OzsjNDQUhw4dklpn1apVWLJkCXR1dQEAurq6cHBwQEFBAQQCAbe8KZSUlOD58+fUsSCEkFqQe8fi2rVr2LdvH0aMGAGhUKhy45U31DvvvINdu3Zh6tSpGDx4MLy8vBSdEiGENLl27dohLy+vytjQoUMxdOhQAICnp6dUTCgUokuXLujevbvU8u3bt+PgwYPQ09PDlClTGifpKqSmpoIxRh0LQgipBbl2LPLy8hATE4NOnToBkJwGV7XxyuVhypQpuHLlCr788ku899576Ny5s6JTIoQQlcDn86u8wdrMzAyzZ89u8nzKh8mtfA8IIYQQWXK9xyIgIEBqRKQnT56o3Hjl8rJt2za0a9cO48ePr9WNhoQQQpRPecfCxsZGwZkQQojyk1vHIiQkBMOHDwefz+eWZWVlqdx45fKiq6uLY8eOISkpCfPmzVN0OoQQQuohJSUFZmZm0NHRUXQqhBCi9ORyKVRaWhpevXoFNzc3qeVGRkZNMl45IN8xy+Wlc+fO2LFjB7y8vDB48OAmvS6YEEKAxh+zXFnJa24jGhGKENJcNcbcRnLpWPz5559IT0+Hv78/AODRo0c4fPgwRo8e3STjlQOKn8eiOp6enrh8+TJmz56NXr160VjohJAm1dhjlisrebUJ1LEghDRXjTG3kVw6FpVHPtq1axcmTZqE/v37Y+bMmUhNTYW1tXWN45Xv3bu3yrKberxyeePxePj5558RGRmJ0aNHIyQkBB06dFB0WoQQQmohJSUFrq6uik6DEEJUglxv3k5NTcWiRYuQnp6OTZs24cKFC9x45UFBQThy5EidxivPyspq0vHKG4u+vj432V+vXr3w+++/KzgjQgghb8IYozMWhBBSBzxW+SaIJiQUCnHy5EmZ0/SZmZk4ceIEN155TZPMlZ++yc3NVcpLoSrKy8vD559/jlOnTmHZsmVYsWIF1NXVFZ0WIeQto0r1Zl3Jc99evXoFExMTHD9+HGPHjpVThoQQolzkWW82yszbtaVs45U3NkNDQ5w4cQLr1q3D0qVLERkZicOHD0sNyUsIIUQ5lA81S2csCCGkduR6KRR5Mx6PBx8fH/z555+IiopCz549cevWLUWnRQghpJLk5GQA1LEghJDaoo6FggwdOhTR0dEwMTFBv379EBQUpOiUCCGEVJCSkgI+nw9zc3NFp0IIISqBOhYKZGdnh+vXr2Py5Mn4/PPPMXfuXOTn5ys6LUIIIZB0LGxsbKCmRk0lIYTURrOpLd3d3TFq1CiZiaCUnba2Nn799VcEBAQgMDAQ7dq1w4YNG1BYWKjo1AghzUxwcDBGjRoFd3d3RafS6OTRJtCIUISQ5qwx2gSFjgolD81pdJOnT59izZo12LNnD1q0aIHFixdj9uzZzWLIXUKI8mhO9WZl8ty3vn37omPHjtXOs0QIIc2BPOvNZnPGojmwsbHBzp078ejRI4waNQqLFi2Cvb09tm7dCoFAoOj0CCHkrUJnLAghpG6oY6GE2rRpg19++QVxcXEYPnw4vvnmG7Rv3x4///wzdTAIIaQJlJSU4Pnz59SxIISQOqCOhRKzt7fH3r178fDhQ3zwwQeYN28eLC0t8cUXX+DSpUsQiUSKTpEQQpqlZ8+egTFGHQtCCKkD6liogA4dOmD//v14+PAh5s2bh9DQUHz44YewsrLC119/jYiICKj4rTKEEKJUaHI8QgipO+pYqJAOHTpg1apViI+Px82bNzFx4kQcP34cffv2hb29PZYuXYrbt29DLBYrOlVCCFFp5R0LGxsbBWdCCCGqgzoWKojH46FPnz746aef8PTpU1y+fBlDhgzBzp074eTkBHNzc3z22WfYtm0b7t69Sx0NQgipo5SUFJiamtKofIQQUgcaik5AXtzd3aGpqYmJEydi4sSJik6nyairq2Pw4MEYPHgwduzYgevXryM0NBRXr16Ft7c3SkpKYGJigkGDBsHFxQWDBg1C586doaHRbH71hJBaCg4ORnBwMEpLSxWdSqNraJuQnJxMl0ERQpq1xmgTaB6LZqy4uBgRERG4evUqrl69ioiICJSUlEBbWxtdu3ZFjx490L17d3Tv3h3dunWDkZGRolMmhDSB5lxvymvfhg8fDl1dXZw8eVKO2RFCiPKRZ5tAX1s3Yzo6OtzZDEDS0fjnn39w69YtxMTEIDo6Gvv370dJSQkAoG3btujevTs6d+6M9u3bcw9LS0vweDxF7gohhDSplJQUuLq6KjoNQghRKdSxeIvo6Ohg0KBBGDRoELestLQUDx8+RExMDG7fvo2YmBgcOHAAT58+5dbR1dWFvb0919Fo164drK2tYWVlBWtra5iamlLHgxDSYElJSbh48SIAYPTo0bCwsOBiUVFRSEtLw6hRoxo9D8YYTY5HCCH1QB2Lt5ympiYcHR3h6OiIKVOmcMuLi4uRlJSEhIQEJCQkIDExEQkJCThx4gSSk5Ol5tDQ0tKClZUV19GwsrKChYUFzMzMYGZmBnNzc+65np6eInaTEKJEIiMjcejQITg5OSE8PBy+vr6ws7ODt7c3jh8/jtjYWPj6+sLV1RVisRg5OTnYuHEjIiMjmyS/7OxsFBYWUseCEELqiDoWpEo6Ojro3LkzOnfuLBMTiUR48eIFnj17htTUVJmf0dHRyMjIQG5ursx7dXV1YWZmBhMTE7Ro0aLah7GxMQwMDGBoaAgDAwPuQTedE6LahEIhxo0bh5s3b8LCwgIODg7w8vLC7t27UVpaCjU1NXTp0gVOTk6YMGECAMmN2IGBgTAxMWmSHGkOC0IIqR/6lEbqTF1dHa1bt0br1q3Ru3fvatcTCoXIyspCZmYmMjIypH6+fPkS2dnZyM7OxpMnT7jnOTk5NQ6Pq6Ojw3Uy9PX1oaurCz09Pejp6ck819XVhY6ODrS1tav9yefzwefzoaWlxT2vuExNjUZkJkSewsLCYGhoyF3m1KdPH0RERCA9PV1qPVNTUwBAUFAQHBwc4OLi0mQ5UseCEELqhzoWpNHw+XzuEqnaEovFyM/PR05ODvLz85Gfn4+8vLwqnxcWFqKwsBBFRUUoLCzE8+fPueeFhYUoLi5GcXExBAIBd4N6XWloaEBTUxNaWlpV/ix/lK9X/rPic3V1dWhoaHA/Kz5XV1ev9UNNTQ1qamrc84rL3vTg8XhSP6taxuPxanxe1aNyHEC161aOVXz9pufVLascf1OsNs+rul+o8rK6vn5TefVZpyFlFBYWvvG9jeXJkydo2bIl91pdXR0GBgYQiUTQ0NCASCRCQkIC7O3tkZycjKNHj+LMmTNNmmNKSgq0tLRgbm7epNslhBBV9/Z0LJ4/lzwqatECaNsWEAiABw9k3/Puu5KfcXFA5Ya4TRugZUsgMxOocKMzAMDAAOjQARCJgJgY2XIdHQFNTSAxEah8uZCVFWBhAWRnA0lJ0jEdHaBTJ8nzW7eAyiMFd+okWSc5GXj5UjpmYSEpOz8fiI+XjmlqSnICgLt3gcrjGXfoINmnZ8+AFy+kYyYmgJ0dUFwMxMZKx3g8wMlJ8jw2VrJORW3bSn4HL15IyoZkxkYjQDL0bdeuklzu3gXMzKTf2707oK4u2Zf8fOmYjY1k/VevgCdPAEgu3yopKYFAXR1FNjYoLi4G/v0XJaWlKC0pQUlJCUpLS/HSwgLFjEEzNRXIzkZZWRlKS0tRVlaGbG1t5OjogJefD6PMTG55mUgEgViMFAMDlJWVoVVmJlBYKImVlUEkEiGZz0cBgBaFhTAUCCAWiyESiVBWVoaXPB5S1dSgWVqKtkIhRCIRGGOSuFiMGB4PYrEYDmVl0BSJIBaLuUcigFwAFgBaSx8F5ABIAqAJoCtk3QbAAHQAoF8plgLgJQATAJW/sy0AEA+AB6BHFeXeA1AKoC0A40qxNAAvIPkdt6sUEwAo/wvqDtnZOx8CKAZgA8C0UiwDwDMAegAcKsXKANx9/bwzAH6leAKAfACWAFpVimUDePL6PbIXBQK3Xv90eL3tip68fr/p65wryn+9XTVI9rWyu6/zbgfJsaroGST7awzJMa6oGJLjBEh+N5W7FbGQHGfrKrbZVLKysqCtrS21TFtbm7uPYs+ePbC0tISbmxvGjBmDnTt3IicnBydPngSfz8fUqVMb/UxiSkoKbGxs6IwlIYTUFVNxubm5DAAbPnw4GzlyJDt8+HDVK/r5MSb5KP7fY/JkSSw+XjZW8dA4O8vGDhyQxLZvl425upYnV3W5GRmS+MiRsrFNmySxY8dkY05O/+WkpSUbv3dPEvviC9mYj48kduWKbMzK6r9yraxk41euSGI+PrKxL76QxO7dk41paf1XrpOTbPzYMUls0ybZ2MiRklhGRtXHMDdX8rt2dZWNbd8uee+BA7IxZ+f/cqqq3Ph4SWzyZNmYn58kdv68bMze/r9yTU1l4zduSGLffCMbmztXEouOlo0ZGPxXbufOMnHx6dOsrKyMla1aJRMrGT2avXr1ir2MialyX1Pi41lycjIrfu89mdjzVatYbGwsS/v+e5lYfs+e7NatW+xWRESV5f575gz7+++/WdbgwTKxxzNnstDQUHZ3zRrZcu3s2F9//cUuXbrESnV1ZeLh27axxYsXsydubrLlfvIJO3v2LLu+YYNMTGBoyM6cOcPOnDnDCiwtZcv182OnT59mse7uMrHkgQPZyZMn2fmq/s8B9ttvv7HffvuNZTk4yMRuzpvHjh8/zqKnTZM9vt26saNHj7ITe/dWWe6pgAB25MgRltqzp+zxnTqVBQcHs+tffy0Te9mmDQsODmbBwcGsTENDJv7DxIns3XffZYdatGAAWG5uLmtqO3bsYK7ldeRrxsbGLDQ0VGrZhg0b2LHXdcTEiRNZfn4+y8zMZCdOnKix/MptQsVHte1DJf/++y87ffp0Hfaqfmqbj6JRnvKjCjkyRnnKmzLlefjwYZm6cfjw4XJrE96eCfKU4IzFggULsHnzZqU/Y7Hgyy8leZZrwjMWHCMjwN7+vzMWlXXvjlGffoozmzbV6owFR08PeOcdyfN//5Utt3NnQFtbcuyzs6VjrVpJHnl5QEKCdIzPB7p0kTy/cwcoKwNQ4Xfu4ADo6wOpqUBGhvR7TU0BW1ugqAh4+FA6pqYG9Oghef7ggeRvtaJ27QBjYyA9HUhLk44ZG0viJSXAvXuy+9qjh6T8R4+wYPp06d+5ra0kr6ws4PX15hx9fcn+iMXA7duy5XbtCmhpAY8fAzk50rHWrQFLS8nyx4+lY9rakuMPSMqtfK9Nx44YNWECzmzfLsmrInNzwNoaKCgAHj2SjmloAN26SZ7fvw8IhdLx9u0BQ0O51hELFizA5tOnlfasZt69ezBydFTIBHmXL1/Gt99+i1u3bgGQ3Iulp6eHxMRE2NnZAQDu3LmDX375Bdu2bUNRURHef/99bv2DBw9KjWBXmSpN/jdq1Kgmv8yrPihP+VGFHAHKU96UPU+aIK8+yj8UVkVb+78PCFUp/yBaFTMz2ct0yqmrS5X72NhYejv29tWX26KF5FGd8g/sVbGzkzyqYmBQ8746OsrmWc7KSvKoio5OzeWWf9ipioWF5FEVTc2ay+3QofpYy5aSR3VqKrdtW8mjKoaGNb+3/EMsqvidW1tLHlXR1a253CpG6OJYWkoeVdHSqrlcB4fqf+emppJHVdTUai63XeWLnSqobnvlyjtTVbG1lTyqoq9fc7nlnb+qyLGOeGxs/N/fXh3qCBmNVUco8KbkgQMHIiMjA6mpqbC2tkZoaCh69+7NdSqEQiFWr16NvXv3Vvl+YeWOISGEEKXx1lxAGhwc3Kjx2q7T0DKUIU95bEMe+9HYOcirjMbeRnP5ndd2ncbehir8zuVVhiJoaGggKCgIq1evRlBQEI4cOYJDhw5x8VWrVmHJkiXQ1dUFIBmi2sHBAQUFBcjKyuKWN5Qq/N/JIw/6v5PvNlQhz+byO6/tOo29DVX4ncurDHmgjoWc4rVdp6FlKEOe9I9atzIaexvN5Xde23Uaexuq8DuXVxmKMnToUOzcuROenp4IDAxEu9dnt4RCIbp06YLu3btLrb99+3YcPHgQ586d4+a2aChV+L+TRx70fyffbahCns3ld17bdRp7G6rwO5dXGfKg8pdCld8ikpeXV+N6paWlNa7T0LiylEHboG2o6jZUJc/msI3y5cp2ix2fz8fEiRNllpuZmWH27Nm1KoPaBNoGbaN5bENV8mwO25Bnm6DyN2+npqbCxqbyYI6EEELe5OnTp7Cu7p4fFUVtAiGE1I882gSV71iIxWKkpaXBwMCgVhNGEULI244xhvz8fLRu3brZzdVAbQIhhNSNPNsEle9YEEIIIYQQQhSveX1VRQghhBBCCFEI6lgQQgghhBBCGow6FoQQQgghhJAGo44FIYQQQgghpMGoY0EIIYQQQghpMJXuWERGRmLBggUICgrCzJkzkZSUpOiUqnTz5k2kpKRAJBLh2bNniIiIUHRKnIKCAnz22WdISUnhltFxrX8+mzZtwooVKzBs2DCEhoYCoONZH1evXsXRo0cRGBiI8ePH499//wVAx1IeFi9ejGvXrgFQneNZW6qyP8r890FtgnzzoTZBPqhNaDxybxOYihIIBMzOzo6lp6czxhi7ceMGGzRokGKTqoanpycDwACwXr16sbi4OEWnxBhjbM+ePWz58uUMAEtKSmKMKe9xzc/PZ2PGjGHJycncMmU6roWFhczHx4d7ffz4caajo8OePHmidMczIiKCbdy4kfn5+TFXV1d29epVxphyHc+WLVuyffv2McYY27hxI7O3t1fKv80rV66wI0eOsD179rBx48ax6OhoxphyHcuKwsLCmLm5Obty5YpSHs+GUKX9Uda/D2oT5IfaBPmiNqFxNEaboLIdiwsXLjBHR0fudVlZGePz+dwBUSZ+fn4sNTWVPX36VNGpVKliI6KMx7Wqxo4x5TquMTExDACLj49njDGWl5fHALAjR44o1fGsrrFLTU1VquN5584dVlBQwBiTNCIWFhZK+bdZVWPHmHL9bZbLzc1l27ZtY4MGDWJXrlxRyuPZEKq0P8r491ERtQkNR22CfFGbIH+N1Sao7KVQT548QcuWLbnX6urqMDAwwP379xWYVfWsrKwaPE16U1DG4zpt2jSsXLmyypiyHFdHR0eEh4fD3t4eALjLCFJSUpTqeCYkJMDf3x8JCQkAgGHDhqG4uBjh4eEAlOt46unpAQB+//13rFu3Tin/Nq9evYqxY8dyrwsKCrjnynIsywUEBGDGjBnca2U8ng2havujbH8f1VHG40ptgvxQmyBf1Cao8D0WWVlZ0NbWllqmra2NnJwcxSRUg8LCQuzduxeHDx/GtGnTEBsbq+iUqkXHtX54PB769esHHo8HAPD398eCBQtQVlamVMezusauQ4cOSnU8AeCff/7B8uXL0bt3b7i7uyvl32ZVjR2gXH+bABASEoLhw4eDz+dzy5TxeDaEKu2Psv191ISOa/1QmyB/1CbIT2O2CRrySFARjIyMwBiTWlZQUABTU1MFZVS9sWPH4r333gMAmJub49NPP8WDBw+gpqZ8/To6rg0XGBgIS0tLrF+/Hjt37lSq41ne2JUrb+ycnJxQUlKiVMezT58+6NOnD3bt2oUBAwZg6tSpSnUsy/3zzz8ICQnhGjtAuf4209LS8OrVK7i5uUktV6X/9dpQpf1Rpr+PN6Hj2nDUJsgHtQny0dhtgvLVYrXUsWNHZGRkcK+FQiHy8/NhZ2enwKyq1rNnT+55+/btERcXhzt37igwo+rRcW2YP/74AyKRCBs2bIBQKIS2trbSHs/yxu7HH38EoDzHMyIiAhYWFtxoFC4uLoiKioKlpaVSHss+ffrg+++/h729PQYMGICCggKlOZYA8Oeff+LZs2fw9/eHv78/Hj16hMOHD8POzk4pj2d9Ud3VOOi4Ngy1CQ1HbYJ8NXaboLIdi4EDByIjIwOpqakAgNDQUPTu3Vvhf1CVRUREwNjYGAKBAACQn58PANDS0lJkWtWi41p/YWFhSEtLw8iRI5Geno7z58+jQ4cOSnk8Kzd2ynQ8NTQ00KFDB1hZWQEAHj9+DE1NTTg5OSnVsayusdu8ebPSHEsA8PLygq+vL3x8fODj4wMtLS1MmjQJw4YNU6rj2VBUdzUOOq71R22CfFCbIF+N3Sao7KVQGhoaCAoKwurVq+Hs7IzQ0FAcOnRI0WnJsLa2xqJFi7jr1sLDw9GvXz907txZwZkBwcHBCAsLAwD4+Phg4MCBmDt3Lh3Xenj8+DHc3Ny4CqNcbm6u0h3Pyo1dREQETExMlOZ49urVCwsXLsTWrVuhrq6O69evIyQkBB06dFCqY1ldYzdo0CCIxWKlOJYVpaamYuvWrUhPT8emTZtQVFSkVMezoahNaDhqE+SH2gT5oTahcTRWm8BjlS+oInJ35coVREdHQyQS4dGjR1i7di3Mzc0VnZbKKG/sdu3aBXd3d66xo+Nad48fP0aPHj2qbOyio6PpeNbRyZMn8fjxY66xmzVrFlxdXelvk9SI/j4ahtoE+aE2Qb6oTaCOBSGEEEIIIUQOVPYeC0IIIYQQQojyoI4FIYQQQgghpMGoY0EIIYQQQghpMOpYEEIIIYQQQhqMOhaEEEIIIYSQBqOOBSGEEEIIIaTBqGNBCCGEEEIIaTDqWBBCCCGEEEIajDoWhBBCCCGEkAajjgUhhBBCCCGkwahjQQghhBBCCGkw6lgQQgghhBBCGuz/AV/4bHHrJ5SFAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:30]\n", "dfs = steadystate.loc[:30]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].step(x=dfs.index,y=dfs[\"NationalIncome\"], color='r', linestyle='--', label=r'Steady State Income $Y^\\star$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['ConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].step(x=dfs.index,y=dfs[\"ConsumptionHousehold\"], color='r', linestyle='--', label=r'Steady State Consumption $C^\\star$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].step(x=dfs.index,y=dfs[\"Wealth\"], color='r', linestyle='--', label=r'Steady State Wealth $V^\\star$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].axhline(y=0, color='r', linestyle='--', label=r'Steady State Savings $\\Delta V^\\star=0$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "share_bills = steadystate['HouseholdBillStock'] / steadystate['Wealth']\n", "axs[2,0].plot(output.index, output['HouseholdMoneyStock'] / output['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].step(x=share_bills.index,y=1-share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(output.index, output['HouseholdBillStock'] / output['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].step(x=share_bills.index,y=share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Figure PCEX.1: Model convergence to the steady state')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 1: An increase of 100 points in the rate of interest on bills ($r$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the convergence to the steady state, we can study the effects of an increase in the rate on bills by 100bps (Figures 4.3 and 4.4 in {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MacroStat` is set up to easily handle these scenarios. Much like in prior models, we simply define a new scenario `IncreaseInterestRate` and set the new rate to be 100 points higher $r=0.025+0.01$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Starting simulation. Scenario: 1\n" ] } ], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"IncreaseInterestRate\",\n", " timeseries={\"InterestRate\":0.025 + 0.01}\n", ")\n", "model.simulate(scenario=\"IncreaseInterestRate\")\n", "output_rate_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then need to compute the new steady state values for the variables" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Computing theoretical steady state. Scenario: 1\n" ] } ], "source": [ "model.compute_theoretical_steady_state(scenario=\"IncreaseInterestRate\")\n", "steadystate_rate_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how the model reacts to the shock." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_rate_increase.loc[55:]\n", "dfs = steadystate_rate_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].step(x=dfs.index,y=dfs[\"NationalIncome\"], color='r', linestyle='--', label=r'Steady State Income $Y^\\star$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['ConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].step(x=dfs.index,y=dfs[\"ConsumptionHousehold\"], color='r', linestyle='--', label=r'Steady State Consumption $C^\\star$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].step(x=dfs.index,y=dfs[\"Wealth\"], color='r', linestyle='--', label=r'Steady State Wealth $V^\\star$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].axhline(y=0, color='r', linestyle='--', label=r'Steady State Savings $\\Delta V^\\star=0$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "share_bills = steadystate['HouseholdBillStock'] / steadystate['Wealth']\n", "axs[2,0].plot(output.index, output['HouseholdMoneyStock'] / output['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].step(x=share_bills.index,y=1-share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(output.index, output['HouseholdBillStock'] / output['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].step(x=share_bills.index,y=share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Figure PCEX.1: Model convergence to the steady state')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perturbation 2: An increase in the propensity to consume out of income ($\\alpha_1$)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the convergence to the steady state, we can study the effects of an increase of the household sector's propensity to consume out of income." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`MacroStat` is set up to easily handle time-dependent changes in the values of parameters (useful for scenarios and calibration). It specifically supports two types of paramer-shocks: multiplicative and additive. Thus, if `pname` is the name of the parameter, it checks for the existence of `pname_multiply` and `pname_add` in the scenarios to edit them. \n", "\n", "Therefore, let us add this kind of scenario can easily be implemented in the `MacroStat` version by adding a scenario:\n", "1. In the file `Scenarios` specific to `GL06PCEX` (i.e. `macrostat/models/GL06PCEX/scenarios.py`) I added the `PropensityToConsumeIncome_add` default_value, and set it to zero. \n", "2. Noting that we have convergence to the steady state at period 60, let us set this as the scenario trigger\n", "3. We then need a new timeseries for the scenario, where we have `PropensityToConsumeIncome_add=0.01`" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Starting simulation. Scenario: 2\n" ] } ], "source": [ "model.parameters[\"scenario_trigger\"] = 60\n", "model.scenarios.add_scenario(\n", " name=\"PropensityToConsumeIncomeIncrease\",\n", " timeseries={\"PropensityToConsumeIncome_add\":0.01}\n", ")\n", "model.simulate(scenario=\"PropensityToConsumeIncomeIncrease\")\n", "output_cons_propensity_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then need to compute the new steady state values for the variables" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:root:Computing theoretical steady state. Scenario: 2\n" ] } ], "source": [ "model.compute_theoretical_steady_state(scenario=\"PropensityToConsumeIncomeIncrease\")\n", "steadystate_cons_propensity_increase = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how the model reacts to the shock." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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AAI4dO8aDBw8AUErRpEkTQkJCdKf/vBk7oIv/8OHDODk5YWVlpZunZ8+eAJw/fz5Z9SdXSvo7Jezs7MiTJ4/u9evvT3L76HWtWrVi1apVuLq6kjdvXjp27BjvdKs3JaedZcuWsWvXLpYtW0bevHkBdKdCHjlyhIIFC2JpafnW9f30009p1aoVCxcuJCAgQHc6UmLy5s3L119/Tffu3TEzM6Nhw4bMnDnzre24uLjw448/sm3bNq5du6abHhdzYlLT50LkFJJUCJGE0qVL631pS4ytrS1du3blyJEjunPB9+3bl+p23xx8NRoN9vb2ybpLUmpYW1vTunVrPDw8kpxvzZo1TJs2LdHy1/srKioKb29vvfLo6GhmzZrF6tWrsbS0pHXr1owfP54OHTrg5OSU9hVJBSMjI3r27Mm6desYO3YsZmZmic4bd/evsLAwvemvXr3S+yKeO3fuJNtMj/czJiZGV1disb4ZZ0xMDBEREYk+myMxbm5u2NnZsXXrVszNzWnTpo2uTKPREBUVxeeff57khfwJfaGsU6cOlpaWzJ49mxcvXnDu3Dnd5yBuvVq3bk2TJk10y4wYMSLZccfExCTaP+lRP8ReR9SgQYN06+/Lly9TpEiRZJ2fn5p1iI6O5u+//+bixYscOXKEpUuX0rJlSzw8POL1VUBAAA8ePHhrOz4+PrRo0YJ27doxfvx4LC0t4118/ra/iTgNGzbE2dmZDRs2EBQU9NYdDkopRo4cSZ8+fdi3bx8bN26kcePGXLlyRS/hjBP3fl29epV27doxYsQIpkyZgre3d5LJSHL7QoicTO7+JEQ6eP78OUZGRkycOJEJEyYwceJEzM3N9eZJ6GLNp0+fJqv+Bg0a4OnpqftSGye5D1RLjtmzZ+Pn56fb4/4mT09P3R7I5Dhx4oTuYtg4P/74IwMGDNB9wfzpp5+IjIw0+IDct29fbt++zdSpU2nRokWi87m6umJsbMzjx4/1pnt5eememF2/fn28vLySbC893s/y5ctja2sb75aXd+7c4eXLl9SvXz9enA8ePCAmJibZT/eOo9Fo6NmzJ7/++itXrlyhYsWKeuuilIoXR3LW5e7duwwfPpyvv/6auXPn6l3QXr58eezs7PT2IkPsEYbk3pGnXr16+Pj4EBgYqDf97Nmzqa4/7u847r07ePAgQJr629jYWFffmTNnCAoKSsbapa6P/vjjD44ePUrVqlUZPnw4ly9fxs/PT/cQutdjefr0KZcvX35rO5MmTcLGxobp06djaWmpl0T9+eef1K9fHx8fHyIiIpK1Xp988gkrVqwgNDT0rXv+Hz58yNy5c3FxcWHAgAHs27eP5s2bc+rUKd36QPz3a/jw4dStW5ehQ4diYmISL+bU9oUQOZkkFUK8RikV74teYvOp/9/FCSBPnjzs2bOHu3fvotVqefXqVbxlSpQogZGREc+fPwdi9+55enrqXsfVC//thY4zaNAgbGxs9O5G9Ndff731Frdx9b0ea2Lee+89Nm3axMiRI/ntt9/0ym7fvs38+fMZPHhwgvW/KTAwkHHjxumdAnPhwgX27dtHs2bNdNOKFi3KxIkT2bhxI7t27dKro1+/fnzwwQfx6o7rmzf7KKll3hQVFcXDhw91r8uWLUuNGjU4c+aM3t7NN9/nQoUKMWrUKL3Ey9/fn0OHDun2ck6bNo0dO3bo1b9161Yg9rQgePv7mZz3zdzcnGnTprF06VJCQ0N105cvX461tTXjx4/nxo0begnOr7/+SpcuXXSn6STUzpvrHKd3794cPHiQ/Pnz602vXr06H330EcuWLdNNe/DgAf/++69enQm9X48ePeLff//F19c33hd/MzMzZs6cyapVq3SnpISFhbFhwwZdwv5mrG+uT6dOnahVqxbz5s3Ti+348ePJqj8hTk5OWFtbc+fOHZRSulOuktPfiSlTpozu9s6PHz+mYMGCCa7fm9NSsw5KKRYvXqx7bWJiQuHChcmXL58ulrt37wJw/fp1ypUr99Z2AgMDyZUrl67Ov//+GysrK8LDw7l+/TodO3akfPnyrFy5UjfPjRs38PT01P1NvK5fv37cuHGDVq1aJdlvceuzZs0avb+BXLly6RLfkiVLYmxszJ07dwgICMDW1hYgXsx79+7FzMxMF3Nq+0KInEyjkvNtQ4hsbufOnSxZsoR9+/YRExPD+++/T9WqVfnhhx/izbtmzRq+//57rl+/zocffsi6deuwsbGhX79+eueV582blx49erBgwQJMTGLPNFyxYgWnT5+mVKlS2NnZcf36ddzd3fnggw8YNWoUI0aM4J9//qF8+fJ8+OGHzJkzR1ffkydPGDduHHnz5sXCwoIKFSok+kwJgDFjxrBnzx6uXLlCwYIFef/99/npp59wcHBIsi8ePnzI7NmzuX37Nk5OTuTJk4dSpUrxxRdf6E5vWbNmDevWrePQoUM4ODjQvHlzTExMiI6O5unTp5w8eZLAwEAeP37M/fv3mTJlCv/88w8xMTGMHz9edwrV2bNn6du3L9evX8fU1JQWLVowbtw46tatS/fu3bl//z4nT54EYm8NOmjQIK5fv87FixdxcXHB1dWVMWPGUKNGDYB4yyRk9erVzJ8/n2vXrtGoUSNmzZqFq6srK1asIE+ePPTo0YPTp08zZ84c9u7dS1hYGE2bNqV///589NFHKKVYsGABt2/fJleuXLx48YLBgwdTq1YtXRvHjh1jyZIlVKxYEY1GQ7FixRg4cCDly5dn6dKlVKlSJdH38+LFi4wcOZLDhw9Tu3Ztpk+frpeIJbQ+27Zto1y5chgZGdGvXz/dKWi3bt1i7ty52NvbExwcjL29PRMnTsTU1JQNGzYwe/ZsXT8sXLiQRYsWsWnTJiD2OpzVq1frtdW4cWPc3d0pUKCA3vTIyEgmTZqEv78/9vb2WFtbM2bMGLRaLQMHDmT37t0ULVqUhg0b6tW5Zs0aPv74Y91rCwsLmjRpwooVK3RfrNeuXcuePXsoWrQoSimGDRuGk5MT/fv3Z/PmzWg0Grp06cKXX37JsGHDOHz4MBUqVGDcuHH07NmTgIAARo8eTUREBC4uLuTOnZvRo0fr9mAnVn9S/vjjD1auXEn58uUZNWqULhFNqr+T4u3tTb9+/ahYsSK1a9fmo48+0nt/mjdvzqJFi5g1axZbt25Fo9HovT8pWYf169fj6emJUgorKyu0Wi1dunTR3TI7Ojqajz/+GBMTE0qUKME333yjWzaxdh4+fMjw4cNxcXHBxcVFN+3QoUOMHj2aDz74gJcvXzJ69GgcHBywtbWlUKFCLF26lCdPnjB06FC92wADDBgwgFWrViXZbxCbmH799dcUK1aM3LlzExQURKlSpfSuIVu4cCEHDhygZMmSTJs2DSsrK65evcro0aOpXLkyDg4OlC1blp07d+Lr68s333xDjRo1UtUXQuRkklQIkQ5GjBhB3rx5GTNmDBYWFoSFhXHv3j1GjBhB9+7dk7xIWoicaNOmTbi7u7Nq1Sry5s1LZGQkvr6+LF68GF9fX9asWWPoEEUGioqKwtfXF2dnZx4/fsy2bdsSvWGCECJzktOfhEgHFy5coGrVqlhYWACxe1zLlStHhQoVkrzwV4ic6tq1axQrVkx3nY6pqSkuLi7UrVtX/mZyoKVLl+ru/LVmzRr69u1r4IiEECklRyqESAd+fn789NNPhISEYGtri7GxMc+ePaNOnTp07tzZ0OEJkelERkaycuVKrl69ipOTE8bGxgQHB1OgQAEGDhyod767yP5u3brFjBkzKFmyJM2aNdOdjiWEyDokqRBCCCGEEEKkiZz+JIQQQgghhEgTSSqEEEIIIYQQaSJJhRBCCCGEECJNJKkQQgghhBBCpIkkFUIIIYQQQog0kaRCCCGEEEIIkSaSVAghhBBCCCHSRJIKIYQQQgghRJpIUiGEEEIIIYRIE0kqhBBCCCGEEGkiSYUQQgghhBAiTSSpEEIIIYQQQqSJiaEDECK78ff35/79+4SGhtKgQQNDhyOEEEII8c7JkQqRYXbu3Em3bt2ws7MjT548eHl56ZV37doVW1tbbG1t6dWrV5rb27FjBw4ODly6dCnNdaXEuXPn+PLLL+nTp0+S87m7u9OiRQtMTEwwMTGhRYsWuLu7Z1CUQgiRfTx9+pSvvvqKxo0b06tXL/r378/ixYtRStG1a1dDh2dwS5cupVChQjx58sTQoYhsTJIKkWFat27Nxo0b6d27N3ny5GHgwIF65X/88QerV6/ml19+Yf369Smqe/jw4fGmGRsbY2ZmlpaQU6V58+ZMnz79rfN1796dPXv2ULduXerVq8eePXvo3r17BkQohBDZx+nTp6lYsSLOzs4cOHCA9evXs3r1aipWrEjLli3ZtGmToUPMUAmNh3E7r4R4lySpEBkub968/PTTTxw4cIDVq1frldnZ2ZE3b94U1efv78+NGzfiTW/ZsiU+Pj5Urlw5TfGmhrGxcbLnNTIyQqPRvMNohBAie9JqtbRt25bPP/+c4cOHY2T039eaBg0a0LFjRwNGl/GuXLnCy5cv403/9NNPefDgAU5OThkflMgxJKkQBtG5c2c6dOjAqFGj0nQ41tfXl0GDBhEeHp6O0QkhhMgKZs2aRXBwMCNHjkywvF+/fjg4OGRwVIZx//59Bg8ebOgwRA4mx8KEwSxZsoT33nuPzz//nC1btiQ4T0xMDPPmzSMqKoqQkBA8PT357rvvKFq0KABz587l7t27+Pr60q9fPwAWLlxIeHg43bt35969e6xfv5569erp6ps7dy5arRY7OzsePnzIuHHjKFGiBI8fP6ZHjx5cunSJ9evXc/36dSIiIjh69Chjx46lSZMmuriWL1/Os2fPiIqK4sKFC0yePJkqVaqkS79s2LCB6dOnExUVxcaNG9m7dy+BgYFcvXqVDRs2YGNjo5t33bp17Nu3jyJFiqCUonr16ro9cz4+PkybNg17e3siIiKwsrLim2++wdjYOME2AgICuHLlCr/99hvbtm3jyZMnnDlzhpo1azJ+/Hhdm35+fowbNw5nZ2eePn1K5cqVZSATQmQ4pRS///475cuXJ3fu3AnOY2ZmhqurK5A+2/+bN2+yYcMGihYtyvPnz9m9ezdr1qzhyZMn9O3bF09PTw4fPkzDhg2ZOXMmc+fOJW/evNy/f5/w8HDatWvHmTNn+PbbbwkLCyMwMJDjx4/To0cP6tWrx4YNG4iIiOCff/5h7dq1FCtWDG9vb3r37s3FixcZPXo0oaGhREdHc+HCBT755BM6d+5MTEwMU6ZMQavVotVq6devH6ampqxcuZJr167x2Wefcf/+fY4fP46LiwsA4eHhTJkyhejoaCwtLfHz82Pq1Knky5ePixcvMnjwYK5du8aBAwfYv38/Sin++ecf5s+fb5AzAEQWoITIYJMnT9b9vmrVKgWoP/74Qyml1OHDh9Xhw4d15bt371aWlpbq4cOHSiml5s2bp8qWLatiYmL06nNzc4vXTnh4uMqbN69efYMHD1bffvut7vXDhw9V0aJFlZ+fn1JKqcjISGVvb68+/PBDFRQUpJRSau3ataps2bK6ZW7cuKFMTEzUqVOnlFJKbd68WTk4OKjAwEDdPIcPH1ZFihRJVn+4ubnFi3/r1q3Kzs5OzZs3TzetUaNGas6cObrXq1atUlWrVlWRkZFKKaWmTp2q8uXLp5RS6vnz56p48eLq/v37uvm/++471b9//7e28f7776tLly7p+gdQjx49UkopFRERoSpXrqz+/PNPpZRSMTExqlq1aurAgQPJWlchhEgvT58+VYDq0KFDkvMFBAQopdJn+9+oUSP1/Plz3evBgwcrLy8vpZRSISEhCtAbcxYvXhxvLKhcubKqU6eO8vHxUUopdeTIEZUnTx41ffp03Tz9+/dXn3zyie51TEyMKlCggOrRo4du/Hv06JGytrZWO3fu1M3Xt29f1bdv33h94OfnpwBdrEop1bJlS7Vx40bdaw8PD1W+fHn16tUrpZRSL168UID65JNP9MaZFi1axKtfCKWUktOfhEH179+fpk2b8sUXX/D8+fN45eXLl6d79+666yxatWrFzZs38fHxeWvdZmZmWFtb615fvXqVFStW8Omnn+qmubi4UKlSJb799lsg9mK2PHnyUKtWLfLkyQOAs7Mzt2/f1i3j7OxM3759KVSokC4mf39/Ll++nIoeSJitrS3Pnz+nS5cueu3GxREZGcm4ceMYMGCA7uK7zp0788MPPwAwe/ZsKlSoQJEiRXTL9+/fn9WrV3P16tUk2zA1NaVSpUoAunWMu1PX5s2befDgge5oiEajoWPHjnLXKiGEwbztmjRra+t02/4/f/6cH374gcDAQAA+/vhjbG1tAbC0tIzXdkLTbG1tee+993TXNzg7OxMcHIybm5tunkKFCnHv3j29dbSwsKBZs2a69XV2dqZ9+/ZMmjQpyfUHyJcvn97rXbt2cfLkSTp37qybVqNGDYyNjfn55591cULstSlx48yb/SHE6ySpEAa3YsUKgoODE7xjhYuLCz/++CPbt29nwoQJurtCRUZGpridAwcOYGJiEu9C8IIFC3Lo0KF47cYxMjIiOjpa9zpPnjwsW7aM8+fPM2HCBBYvXpzqmN7mzTiioqIAuHbtGk+fPqV06dK68nLlytGzZ08A9u3bh6Ojo15ddnZ2WFhYvHVd33wN6Nb/xIkTmJubs3DhQhYsWMCCBQt48eIFzs7O6bG6QgiRbPb29uTPn59Hjx4lOd+9e/fSbfs/d+5cfvjhB/LmzUv16tW5f/++7st3SiS0nU2q3cRUqlSJ8+fPp/i6wn379pE/f369C9shef0RNw4J8Sa5pkIYXLFixZg5cybDhw+nYMGCtGjRQld29epV2rVrx4gRI5gyZQre3t7MnDkz0boCAgJ48OCBbk/766Kjo4mKiiI6Olrv7kyvXr1K0UbSx8eHFi1a0K5dO8aPH4+lpSVfffVVspdPDzExMUDie+iio6MJCwuLt0xERESaBgSNRoOpqWmCCaAQQmQkjUZD9+7dWblyJSEhIYleV7FmzRpsbGzSZftfv359fHx82LNnD/v27aNXr15YWFjQtm3bNK9PasStS0JjwYMHDwD0jljHSWiMgNj+MDU1TecoRU4hRypEpvDFF19Qp04d5s2bpzd9+PDh1K1bl6FDh2JiYqK38f/zzz+B2I1q3B6dp0+fJnoaUv369YmJiYl3tykvLy/dhdzJMWnSJGxsbJg+fTqWlpYJxvSulS9fHltb23i30r1z5w4vX76kfv36PH78WK/swYMHxMTEpGhd39SgQQOePHnCixcv9KafOHEi1XUKIURqjR8/HisrK+bPn59gub+/PzExMem2/f/888+xsrKiS5curFy5koULF7J3715d+Zt7/p8+fZqCtUk5Dw8PXF1ddc9ken08vH37dqJHcerXr49Wq42XUKW0P4R4nSQVIsO9fp5oHCMjI1atWhVvgxwYGEiuXLl0r/fu3YuZmRnh4eFcv34dgDJlynD37l0Arl+/Trly5XTzK6VQSgFQu3Ztunbtyrp163Tld+7cwdPTU+/uRq8vE/f69f/fjOnvv//GyspKL6Y360hKQvO+2eab85mbmzNt2jSWLl1KaGiobp7ly5djbW3N+PHjuXHjht5Ty3/99Ve6dOlC7dq1k9VGQvO0b98eV1dXVq5cqZvn3LlzeHp6JmtdhRAiPeXPn58dO3awdOlS5s+frzuKC7G3HP/mm28YNmxYum3/jx07prfjytzcXO/Of6VKldJdHxgdHc2xY8cICAjQO5XpbW0kNE+crVu36n6/efMm27dvZ86cObppZcqU4c6dOwB4enpSpkyZBNvo1KkT1atX13sw4JEjRzA1NeWzzz5LcVxCAGiUfDpEBtm+fTszZszgzJkz1KpVi/Hjx9OuXTu9eWbMmIGbmxvvv/8+EHv60+jRo6lcuTIODg6ULVuWnTt36gaLGjVqEB0dzccff4yJiQklSpTgm2++wcvLi6FDh7J7924qVKjAzJkzadOmDZGRkUyfPp2AgACMjIwIDg5m9OjRlC5dmsePHzNw4EB2795NsWLFGDZsGPnz52fmzJlcvXqVRo0aMX/+fOzs7Bg+fDguLi64uLjg5OTEw4cPOXToEKNHj+bp06fMnj2b69ev06pVK5YvX6674Pl1v//+O2vXrmX//v1oNBqaNm1K3759iY6OZvbs2Vy7do1GjRqxcOFCFi1apNv4d+zYUffQwNWrV7Nt2zbKlSuHkZER/fr1011ncevWLebOnYu9vT3BwcHY29szceJETE1N2bBhQ5JtdOnShS+//JJhw4Zx+PBhKlSowLhx4+jZsydBQUGMGTMGIyMjrKysKFSoEF988cU7+9wIIcTb+Pv7M3fuXM6ePYuTkxNWVlY4OTnx1Vdf6U6LSo/t//Tp06lRowYajYbIyEgiIyOZPHmy7jSk48ePs3DhQqpXr050dDTOzs4MGzaMKlWqsGbNGoYPH86uXbuws7NjwIABNGrUiPHjx+vGxVmzZnH48GFWrVrFixcvaNWqFe7u7pibm1O0aFG6dOlCrly5MDMz48KFCwwdOpRGjRrp+iEwMJCePXtSpEgRypUrx5AhQ/Dw8GDMmDH8888/uLq68sMPP+Dq6kpQUBCTJk1Co9EQHR1NZGQkkyZNwtHRkYsXLzJixAj++ecfKlSowDfffIOfnx8LFy7Ey8srybFN5FySVAghhBBCZHJFixZlypQpumcyCZHZyOlPQgghhBCZnOwDFpmdJBVCCCGEEJnU48ePad26NY8ePWL69OksWrTI0CEJkSA5/UkIIYQQQgiRJnKkQgghhBBCCJEmklQIIYQQQggh0kSSCiGEEEIIIUSamBg6gPQQExODj48PVlZWCT6qXgghcjqlFEFBQRQsWDDeQyazMxkfhBAiaek1PmSLpMLHxwcXFxdDhyGEEJneo0ePcHZ2NnQYGUbGByGESJ60jg/ZIqmwsrICYjvD2to6wXm6devGxo0bU1x3apbLyLZSu5zEaLi2UrucxJg+y2XXtt62XGBgIC4uLrrtZU6RnPEBMv/7m5k+S5mhrdQuJzEarq3ULicxps9yGTE+ZIukIu6QtrW1daKDhqmpaZIDSmJSs1xGtpXa5SRGw7WV2uUkxvRZLru2ldzlctopQMkZHyDzv7+Z8bNkyLZSu5zEaLi2UrucxJg+y2XE+JBjTqzt3r17hi2X2rZSKyNjzOjlMqot6Y/0WU76w3BtibTJru+vfN7Tp62s0I+pIf2RPu1lhX7MCNni4XeBgYHY2NjQokULTE1N6d69e6bt8KS0bduWv//+29BhZBrSH/qkP+KTPtGXUH+4u7vj7u5OZGQke/bsISAgIFV7xrIqGR+yL+kTfdIf+qQ/9GXE+JAtTn+Ks3Hjxhw1WAohxNvEfYmO+3KdU8n4IIQQ+tJ7fMgxpz9lBSnde3bz5k2aNWvGH3/88Y4iMqysuDfxXZL+iE/6RJ/0R/aV0vc2KiqK8ePH06NHD0JDQ99RVIYln3d90h/6pD/0ZUR/ZKvTn3LSYf1t27bRp08fNBoNwcHBrF69mr59+xo6LCFEJpUTt5OQM9f76dOndOvWjaNHj2Jubk7NmjXZvn17jrvzlxAiedJrOylHKrKY6OhovvnmGzp06EDz5s159OgRAwYMoF+/fixfvtzQ4QkhhDCgc+fOUb16da5du8bBgwfZv38/Fy5coHnz5gQEBBg6PCFENpatrqnI7p4/f07Pnj3Zt28fc+bMYcyYMWg0GpYvX46FhQWDBw8mLCyMYcOGGTpUIYQQGWzNmjUMHjyYypUrs3nzZt1DrA4cOEDz5s1p0qQJe/fuxd7e3sCRCiGyI0kqsohLly7RsWNHXr58yZ49e2jWrJmuTKPRsHDhQnLlysXw4cMJCwtj7NixBoxWCCFERomIiGDEiBEsWbKETz75hB9//BELCwtdec2aNTl8+DBNmzalcePG7N+/n/z58xswYiFEdiSnP2UBW7ZsoU6dOlhbW3P27Fm9hCKORqNhzpw5TJo0iXHjxjF16lSyweUyQgghkvD8+XMaN27MypUrWb58OStXrtRLKOJUrlyZI0eO4OfnR8OGDfHx8TFAtEKI7EyOVGRySimGDh1K48aN+eOPP7C0tEx0Xo1Gw9SpU7GwsGD8+PG8evWK2bNn57gn6AohRE6xatUqzp8/z5EjR6hTp06S85YrV46jR4/SuHFj3NzcOHjwIIULF86gSIUQ2V22Siq6deuWpR9ulJCHDx/y5MkTBg0alGRC8bqvv/4aCwsLRo4cSfXq1enSpcs7jlIIkVm9/nCjnCw7jg8AJ0+exNXV9a0JRZxSpUpx9OhRGjVqxEcffcTx48dlx5MQOVR6jw9yS9lM7vfff6d79+5otdoUnwPbpk0brl27xvXr1xM8HC6EyDmy83YyKdl5vZVSFCxYkI8//phZs2alaNmDBw/StGlTNm7cSNeuXd9RhEKIrEBuKZtDnDp1iuLFi6fqorrvvvuOhw8f8uOPP76DyIQQQhjSw4cP8fX1xdXVNcXLNmnShDZt2jB27FjCwsLeQXRCiJxGkopM7tSpU6kaMADKli3LZ599xowZM3j69Gk6RyaEEMKQTp06BZDqMeK7777D29ubRYsWpWdYQogcSpKKTCw8PJwLFy4k+1zZhEyePBmNRsOUKVPSLzAhhBAGl5Yj2QBlypThs88+Y+bMmfj5+aVzdEKInEaSikzs/PnzREREpHovFICDgwMTJ05k+fLlXL9+PR2jE0IIYUhxF2mnxeTJkzEyMpIdT0KINJOkIhM7deoUFhYWVKpUKU31DB06lCJFijB69Oh0ikwIIYQhpceRbAB7e3vdjqdr166lU3RCiJxIkopM7NSpU9SoUQMzM7M01WNubs7cuXPZtWsX+/btS6fohBBCGMqFCxfSfCQ7zueff06xYsVkx5MQIk2yVVLRrVs32rZti7u7u6FDSRfpcWg7TseOHalfvz6jRo0iOjo6XeoUQmR+7u7utG3blm7duhk6FIPKjuNDehzJhv92PO3evZu9e/emQ3RCiKwgvccHeU5FJvX48WOcnZ35888/6dSpU7rU6eHhQa1atVixYgWffvpputQphMgasuN2Mjmy63p369YNHx8fjh07li71KaVwc3Pj+fPnXLx4EROTbPVsXCFEEuQ5Fdnc6dOnAdJ8vuzratasSa9evZgwYQJBQUHpVq8QQoiMlZbbjSdEo9Ewf/58rl27xurVq9OtXiFEziFJRSZ18uRJXFxcKFiwYLrWO2vWLAIDA5kzZ0661iuEECJj+Pj48PDhw3RNKgBq1KhB7969mThxIoGBgelatxAi+5OkIpNK771QcVxcXPjqq6+YN28eT548Sff6hRBCvFtxD71LzyPZcWbNmkVQUBDz5s1L97qFENlbpksqTp8+zcOHD4mOjubx48e6jWdOEhkZydmzZ9/JgAHw1VdfYWFhwffff/9O6hdCiHdBxodYp06deidHsgGcnZ0ZPHgwCxcuJCAgIN3rF0JkX6lKKoKDg+nUqRMPHz7UTfPw8GD48OGsXbuWgQMH4uXlpSsrXLgwtra2ej/Dhw9PsO6lS5dSpEgRTExMaN++PXZ2dqkJMUu7dOkSYWFh7+RIBYCNjQ1ffvkly5Yt4+nTp++kDSGEeJ2XlxdLlixh9erVzJo1iwsXLgAyPqRGet4ZMCGjR48mLCyMn3766Z21IYTIflJ8e4fVq1fz4MEDtmzZojs8Gh4eTpcuXTh9+jQFChSgdOnSfPzxx/zzzz/4+fkxfPhw2rdvj0ajQaPRMHfu3ESf3lm0aFG8vb1RSuHs7JymlcuqTp06hampKVWrVn1nbQwbNowffviB+fPnM3v27HfWjhBCACxbtoxvv/1W97pXr17Mnz9fxocUijuSPWvWrHfWhpOTE5988gk//PADw4YNI0+ePO+sLSFE9pHiIxX9+/dn6tSpetOOHj2KtbU1BQoUAKBWrVqcOnUKrVZLTEwMffv2pXjx4hQrVozjx4/Tp08fbG1tE22jUKFCOXbAgNikolq1alhYWLyzNuzt7RkyZAg//fQTz58/f2ftCCEEwJYtW7h06ZLutbm5uYwPqXD58uVkH8m+6HuRPXf2pKqdMWPGEBgYyLJly1K1vBAi50mXG1Hfv39f7zC0sbExVlZWXLt2jcaNG+ume3t7c+vWLXr27JloXSEhIfzyyy+Ym5tz4MABRo8ezXvvvZesOLp164apqanetO7du9O9e/cUrpFhnTx5kjZt2rzzdkaNGsWPP/7IokWLEt0zKITIetzd3eM95C0yMtJA0cQaOnQoNWrU4IsvvtCdguno6Kgrl/EheU6ePPnWI9nhUeFMOzKNb49/S7SK5staX/L9B99jamya6DJvKly4MH379uX777/n888/J1euXOkRvhDCwN7p+KBSCVBeXl5KKaVmzZqlmjdvrlfu7OysNm/erDetd+/e6u7du0nWe+rUKd3v+/fvV2XKlFHR0dFJLhMQEKAAFRAQkII1yJy0Wq0ClLu7e4a0N3z4cGVra5st+k4IkThDbyd9fX1Vz549VcmSJZWjo6M6ePCgXrmMD8nTs2dPVbt27UTLo6KjVI0VNZTpNFM17Z9patGpRcpkmomqv7q+8gn0SVFbd+/eVcbGxmrhwoVpDVsIkYml13YyXe7+ZGNjg3rjwdzBwcE4ODjoXvv6+nL48GGKFy+eZF3Vq1fX/V6yZEk8PT25fPlyeoSZJcQ99O5dXoT3uq+++orQ0FAWL16cIe0JIXKeoKAgBg8ezIoVK7hy5QqDBg2iQ4cOuht6yPiQfIndbjw8KpywqDCMjYwZXns4ZweeZaLbRL6o/QVH+h3h7vO7VFtRjX8f/pvstooXL06PHj2YO3cu4eHh6bkaQohsKF2SirJly+Ln56d7HR4eTlBQEEWKFNFN27Nnj16SkZBTp05ha2tLWFgYgO6pz2ZmZukRZpZw8uRJHB0d9fruXSpUqBADBgxg/vz5hISEZEibQoicZf/+/bi5uWFpaYmFhQVTpkxh6NCheHh4ADI+JJefnx93796Nl1REx0RTb3U9Jh6aCEDPSj2pVKCSrryuS13ODzpPafvS/HXzrxS1OX78eHx8fFizZk2a4xdCZG/pklQ0aNAAPz8/vL29AThy5Ag1a9bU+2J87do1LC0t4y17+PBhrl69CsTeH3vMmDG6C5SPHz9O3bp1KVeuXHqEmSXE7YXSaDQZ1ubYsWN5+fKlXJAnhHgnSpYsycWLF/WmRUdHU7t2bUDGh+SKO5L95jOMjI2MGeE6gj6V+yS6rGMeRw70PsDsprF3+9t/dz8hEW/fkVS2bFm6du3KnDlzDH5djhAic0vxhdru7u4cPXoUgHHjxtGgQQOGDBnC2rVrmTlzJq6urhw5coQNGzboLWdtbU3p0qXj1bdo0SJq1qxJhQoVcHZ25v333+f7778nOjqaW7dusXXr1lSuWtYTHR3NmTNnmDhxYoa2W6RIEfr06cN3333HkCFD5II8IUS6qlSpEt26dWPUqFE4OzsTHh5O06ZNdTueZHxInlOnTuHo6EjhwoV10449OEZp+9L0rJT4Be5x4i7UDggLoNuf3fi85udMbzz9rct98803VKpUifXr1/Pxxx+nfgWEENmaRr15MUQWFBgYiI2NDQEBAVhbWxs6nFS7dOkSVapU4ciRIzRo0CBD275z5w5lypRh4cKFDB06NEPbFkK8e9llO5lS2Wm9GzdujI2NjS6ZilExOM1zon+V/rojEMl1/+V9CtsUxkiTvBMWOnTowNWrV7l58ybGxsYpjl0IkXml13YyXU5/Eunj1KlTGBsb612MmFFKlixJjx49+Pbbb+WCPCGEyGTijmS/furT+Sfn8Qvxo2Wplimur6htUYw0Rhy4d4Bbz269df4JEyZw584dNm7cmOK2hBA5gyQVmcipU6eoVKkSuXPnNkj748eP5/Hjx6xdu9Yg7QshhEjYtWvXCAkJ0btIe9ftXdiY21DHuU4SSyYuKiaKz3d9Tu+tvYmKiUpy3urVq9OqVStmzpxJTExMqtoTQmRv2Sqp6NatG23bto33UI+s4tSpU/EuwMtI7733Hp07d2b27NlyQZ4Q2YS7uztt27alW7duhg7FoLLD+GBsbEyNGjV003bd3sUHJT5I0UPtXmdiZMLa9ms563OW2cfefvrUhAkTuH79Olu2bElVe0KIzCW9xwe5piKTeP78Ofb29vz666/07t3bYHFcvnyZypUr88svv9CvXz+DxSGESF/ZYTuZGtllvT/++GMuX77MuXPnAHga8pQC3xdgdbvV9KvSL011Tzw0kTnH53BqwCmqF0z69NtmzZrh5+fHhQsXMDLKVvslhcix5JqKbObMmTNAxj30LjGVKlWiffv2zJw5k6iopA+HCyGEyBhvPvRu7929KBQtSrZIc90T3SZSqUAlem/tzavIV0nPO3Eily9fZvv27WluVwiRvUhSkUmcOnUKe3t7SpYsaehQmDhxolyQJ4QQmcSLFy+4efOm3umxu27voppTNRzzOKa5fjNjM9Z1WMe9F/f45tA3Sc7boEED3NzcmD59OtngRAchRDqSpCKTuHr1KlWqVMnQh94lplq1arRu3ZoZM2YQHR1t6HCEECJHu3btGgBVqlQBYp+gvffuXlqVbJVubZTLV47ZTWbzw6kfOOx1OMl5J06cyLlz59i9e3e6tS+EyPokqcgktFotTk5Ohg5DZ+LEidy8eZPNmzcbOhQhhMjRtFotgG6MUCjWtFuT5BO0U2OY6zAaFm3I57s+J0Ylfoenxo0bU7duXaZNmyZHK4QQOpJUZBJarZYCBQoYOgyd2rVr88EHHzB9+nS5faAQQhiQVqvFxMSEvHnzArF3bWpTpg2l7EulaztGGiPWtl/L393/TvKheBqNhokTJ3L69GkOHDiQrjEIIbIuSSoyicyWVABMmjSJq1ev8tdffxk6FCGEyLG0Wi358+fX3W3pq31f8c/9f95JW4VtClPSriQhESE8ePkg0fmaN29OzZo15WiFEEJHkopMICwsjMDAwEyXVNSrV4/GjRvLBXlCCGFAr+90Co8K55T3KZ4EPXmnbXb9syv9/uqXaHnc0Yp///2XI0eOvNNYhBBZg4mhA0hP3bp1w9TUlO7du9O9e3dDh5NscefLZrakAmKvrWjUqBE7d+7kww8/NHQ4QogUcnd3x93dPcc/0DKrjg+gn1SYm5jzb/9/33mbMxvPxMrMKsl5PvzwQ6pUqcL06dNp2LDhO49JCJG+0nt8kIffZQJnzpyhdu3aXLhwQXd3j8xCKYWbmxthYWGcPn06U9ydSgiRcll9O5la2WG969atS+nSpVmzZg33XtyjqG3RJK95SE+vIl8RFROFlXnCCcaWLVvo1KkT//77L/Xq1cuQmIQQ6UsefpeNZOYjFXGHuD08PNi3b5+hwxFCiBwn7khFZHQk1ZZXY+7xuRnSboyKwXWVa5LPrmjfvj0VKlRg+vTpGRKTECLzkqQiE9BqtWg0GvLly2foUBLUtGlTXF1d5YI8IYQwgLik4qT3SQLCA2havGmGtGukMaJPpT4s9ljMJd9LCc9jZMSECRPYu3cvZ86cyZC4hBCZkyQVmYBWq8Xe3h4Tk8x5iUvc0YoTJ05w+HDSD0USQgiRfkJCQggJCaFAgQLsur2L/LnzU82pWoa1/2XtLyljX4ahu4cmulOpc+fOlClTRo5WCJHDSVKRCWTG28m+qWXLltSoUYNJkybJ0QohhMggr58eu+v2LlqWbJlh11MAmBqb8lOrn/j34b+sv7w+wXmMjY2ZMGECO3bskKMVQuRgklRkAlkhqdBoNMyYMYPjx4+za9cuQ4cjhBA5QlxSoawUV/yu0KpUqwyPoXGxxnQt35XR+0cTEBaQ4Dzdu3enXLlyjB8/PoOjE0JkFpJUZAJZIakA+OCDD2jYsCFff/21PGVbCCEyQFxScenVJYw1xjQr3swgccz7YB7BEcFMPTI1wXJjY2NmzZrFwYMH5SnbQuRQ2Sqp6NatG23btsXd3d3QoaRIVkkqNBoNs2fP5sqVK1muj4XIqdzd3Wnbti3dunUzdCgGlZXHByMjI449OUYdlzrkzZXXIHE4WzszscFEFp1exFW/qwnO07ZtW1xdXRk3bpycJitEFpDe44M8pyITsLOzY8yYMYwbN87QoSRL+/btuXz5Mjdv3sTMzMzQ4QghkiGrbydTK6uv97Rp01i8bDEhQ0P45v1v+Pr9rw0WS0R0BHVX1WVMvTF0Ld81wXmOHDlCw4YN2bRpE507d87gCIUQqSHPqcgmIiIiePHiRZY4UhFn5syZ3L9/n59//tnQoQghRLam1WpxKOjAhAYTEv0in1HMjM048+mZJONwc3OjRYsWTJgwgaioqAyMTghhaJJUGJifnx+QOR98l5jy5cvTp08fpk2bRkhIiKHDEUKIbEur1VLIrhDj6o+jhF0JQ4eDkcaIwPBAJh6aSGB4YILzzJo1C09PT9auXZvB0QkhDEmSCgPLzE/TTsqUKVN48eIFCxcuNHQoQgiRbWm1WsxczNh7Z6+hQ9EJCAtg+bnleDz2SLC8atWqdOvWjSlTpvDq1asMjk4IYSiSVBhYVk0qihYtyuDBg/n222959uyZocMRQohsSavV4uvoy/C9ww0dio6LjQsPhj+gSfEmic4zffp0njx5wpIlSzIwMiGEIUlSYWBxSUX+/PkNHEnKffPNN0RHR/Ptt98aOhQhhMiWtFotXWy6cLz/cUOHoieXaS6CI4JZ4rEkwTs9lSpVik8++YRZs2YREJDwsy2EENmLJBUGptVqyZs3b5a8i1L+/PkZNWoUP/74I48fPzZ0OEIIka2EhYURGBiIk6MTdrnsDB1OPKe9T/P5rs9xv5rwbXonTZpEaGgo8+bNy+DIhBCGIEmFgWWVZ1QkZtSoUeTOnZtp06YZOhQhhMhW4o5kL36xmI1XNxo4mviaFG9C53KdGbVvVIIXbRcsWJBhw4Yxf/583boIIbKvbJVUZMWHG2X1pMLa2ppvvvmGVatWcevWLUOHI4R4gzz8LlZWHR8wBo+XHoneacnQ5n8wn8DwQKb+k/CTtseOHYuJiQkzZszI4MiEEG8jD79LQFZ+uFGTJk1wcHBg48bMtxcqucLCwihTpgyVK1fm77//NnQ4QogEZOXtZFpk5fXevn07bXu3hRGwu+duWpRsYeiQEjTn3zlMODSBi4MvUiF/hfjlc+YwceJELl++zHvvvWeACIUQSZGH32UTWf1IBYCFhQXz589n+/bt7Nixw9DhCCFEtqDVasEm9ncXaxfDBpOEkXVGUtKuJEN3DU3wou0RI0ZQtGhRhg5NuFwIkT1IUmFg2SGpAOjYsSPNmjVj2LBhhIWFGTocIYTI8rRaLVaFrIDY27hmVmbGZvzU6ieOPDjCLxd/iVdubm7OokWLOHToEJs2bTJAhEKIjCBJhQFFRUXx7NmzbJFUaDQafvzxRx49esTcuXMNHY4QQmR5Wq0WS0dLrM2tsTbP3KduNS3elL6V+zJy70h8g33jlbds2ZJ27doxcuRIgoODDRChEOJdS1VSERwcTKdOnXj48KFumoeHB8OHD2ft2rUMHDgQLy8vXVnhwoWxtbXV+xk+fHiCdSdVT3bz9OlTlFLZIqkAKFOmDKNGjWL27NnZ+n0TQqScl5cXS5YsYfXq1cyaNYsLFy4AMj4kRavVYupgirO1s6FDSZb5zeczo/EM8lnmS7B8wYIFPHv2TC7aFiK7Uim0atUqNWnSJAUoLy8vpZRSYWFhqkiRIsrX11cppdSJEyeUm5ubUkoprVar5s2bp+7evavu3bunvLy81GeffaZevHgRr+6k6klKQECAAlRAQEBKV8egLly4oAB1+vRpQ4eSboKDg5Wzs7Nq27atoUMRQrzG0NvJMWPG6L3u2bOnjA9v4ebmppxHOavm65obOpQUCwhLuL+nTp2qTE1N1Y0bNzI4IiFEYtJrO5niIxX9+/dn6lT9W8cdPXoUa2tr3R73WrVqcerUKbRaLTExMfTt25fixYtTrFgxjh8/Tp8+fbC1tY1Xd1L1ZEdx65VdjlQA5M6dm/nz5/P333+za9cuQ4cjhMgktmzZwqVLl3Svzc3NZXx4C61WS2SuyEx9kXZC1lxcQ9mfyvL81fN4ZWPGjMHFxYUvvvhCLtoWIptJl2sq7t+/j53df0/7NDY2xsrKimvXruHo6Ii9vT0A3t7e3Lp1C1dX1xTXkx1lx6QCoHPnzjRp0oQvv/xSLtoWQgAwdOhQatSowciRI5k6dSpffvmljA9vodVqGWw5mNlNZxs6lBRpXqI5Y+uNxcbcJl6ZhYUFixYt4sCBA2zevNkA0Qkh3hWT9KjE398fCwsLvWkWFha8fPlSb9r48eOZMmVKmutJTLdu3TA1NdWb1r17d7p3756s5TOaVqvF2to63jpndRqNhp9++olKlSrx3XffMXHiREOHJESO4u7uHu8hb5GRkQaKJtZHH32Eh4cH27dvJzg4mPfff1+vXMYHfREREbx48YIijkVwsHQwdDgp4mTlxDDXYQCERoZiaWqpV966dWvatGnDyJEjadmyJblz5zZEmELkSO9yfEiXpMLGxibeYczg4GAcHP7bEPr6+nL48GF+/fXXNNWTlI0bN2aphxtll9vJJqRs2bKMGDGCWbNm0bt3b4oWLWrokITIMRL6shz3cCNDCAoKYvDgwWzYsAEjIyPmzJlDhw4duHjxIsWKFZPxIQF+fn5gDUsCllD7aW3K5Stn6JBS7OfzPzPr2CwuDb6ElbmVXtmCBQsoV64cM2fOZNasWQaKUIic512OD+ly+lPZsmVjN4D/Fx4eTlBQEEWKFNFN27Nnz1s3/smpJzvJzkkFwMSJE7G3t2fEiBGGDkUIYUD79+/Hzc0NS0tLLCwsmDJlCkOHDsXDwwOQ8SEhWq0WjMHSwhILk6x5NLtJsSZoQ7SMPzg+Xlnx4sUZN24c33//Pbdu3TJAdEKI9JYuSUWDBg3w8/PD29sbgCNHjlCzZk29jf21a9ewtLSMt+zhw4e5evVqsuvJTrJ7UpEnTx7mzZvHtm3b+OuvvwwdjhDCQEqWLMnFixf1pkVHR1O7dm1AxoeEaLVaeAEbPtxA8bzFDR1OqhTLW4xZjWex2GMx/z78N1752LFjcXZ2ZvDgwcTExBggQiFEekrx6U/u7u4cPXoUgHHjxtGgQQOGDBnC2rVrmTlzJq6urhw5coQNGzboLWdtbU3p0qXj1bdo0SJq1qxJhQoVMDExeWs92YlWq6VUqVKGDuOd6tq1K+vXr+fTTz+lTp065M+f39AhCSEyWKVKlejWrRujRo3C2dmZ8PBwmjZtqksIZHyIT6vVQm4wzmNs6FDSZGitofx+7XcG/D2A8wPPk9vsv+sncuXKxYoVK2jWrBk//vgjw4YNM2CkQoi00qhscE+3uHPBAgICstQ5s46OjgwZMoRJkyYZOpR3SqvVUqFCBerVq8fWrVvRaDSGDkmIHCerbifTKquu95w5c5hyZgqlm5Xm8meXDR1Omnj6e1JtRTW6le/G6nar45UPGzaMFStWcO7cOcqVy3rXjgiR1aXXdjJdTn8SKRcdHc3Tp0+z9elPcQoUKMDKlSv566+/+OWXXwwdjhBCZHparRZTe1NcbLLWMyoSUsahDItbLeaXi7/w25Xf4pXPmTOHokWL0rt3byIiIgwQoRAiPUhSYSDPnj0jJiYmRyQVAO3bt+fjjz9m2LBheHl5GTocIYTI1LRaLdiQ5R58l5i+lfvSo2IPBu8YzN3nd/XKcuXKxbp167h8+TLTp083UIRCiLSSpMJAsuuD75KyYMECHBwc6NOnD9HR0YYORwghMq24p2k7WzsbOpR0odFoWNp6Kc1LNk+wvEaNGkyePJlZs2Zx8uTJDI5OCJEeslVS0a1bN9q2bRvvoR6ZUU5MKqytrVm7di3Hjx9n3rx5hg5HiBzB3d2dtm3b0q1bN0OHYlBZaXwAePL0CeEm4dnmSAWAtbk1m7psooRdCaJiouKVjxs3jlq1atGnTx+Cg4MNEKEQOUt6jw9yobaBbNiwgV69ehEcHJzjniY6ZswYFixYgIeHB5UrVzZ0OELkCFlxO5kesup625ey53mv5xzsc5DGxRobOpx0pQ3W0nBtQ+Z/MJ+WpVrqld2+fZsqVarQu3dvli1bZpgAhchh5ELtLE6r1ZI7d+4cl1AATJ8+nbJly9K7d2/CwsIMHY4QQmQqUVFRPI9+DpBtTn96Xb7c+WhVslWCz98oVaoU8+bNY/ny5ezatcsA0QkhUkuSCgPJ7g++S4q5uTnr16/H09OTiRMnGjocIYTIVPz9/eH/OwuzY1JhpDFiXvN5lHEoQ2hkKNEx+tfYDRo0iJYtW9K/f//YvhBCZAmSVBhITk4qIPZhWDNmzGDevHns2LHD0OEIIUSmodVqIRzq5auHpWn8J41nF2FRYdRaWYvZ/87Wm67RaFi1ahVRUVH07t1bbuwhRBYhSYWB5PSkAmDUqFG0bduWHj16cP36dUOHI4QQmYJWq4WbsKF19n1iOICFiQWd3uvEpMOT2Hpjq16Zk5MT7u7u7Nu3j3HjxhkoQiFESkhSYSCSVICRkRHr1q2jcOHCtGvXjhcvXhg6JCGEMDitVguWYOdgZ+hQ3rnJDSfTqVwnem7pyTmfc3plzZo1Y/78+Xz//fesW7fOQBEKIZJLkgoDkaQilpWVFX///TfPnz+nW7duREXFv82gEELkJFqtFqOPjRhzeIyhQ3nnjDRGrG2/lgr5K9DGvQ3egd565V9++SUff/wxn376KWfOnDFQlEKI5JCkwgBiYmLw8/OTpOL/ihcvzqZNmzh06BBjxmT/QVQIIZKi1WpxuuTEoBqDDB1KhrA0teTv7n9jamxKG/c2BEf894wKjUbD0qVLqVatGu3bt8fHx8eAkQohkpKtkoqs8nCjFy9eEBUVJUnFaxo3bsyCBQv44YcfWLNmjaHDESLbkIffxcoq4wPEJhXFKEYVxyqGDiXDOOZxZHv37dx5foeeW3rq3RHK3NycLVu2YGxsTIcOHeRW5EKkE3n4XQKy2sONrl+/Tvny5Tl27Bj169c3dDiZhlKKgQMH8uuvv/LPP/9Qp04dQ4ckRLaR1baT6SUrrnfDDxvytPBTDs09RIE8OWvn067bu2jj3obVbVfTt0pfvbJz585Rv359unTpwtq1a9FoNAaKUojsRR5+l4VptVoAOVLxBo1Gw+LFi6lVqxYdO3bE29v77QsJIUQ28yj8EdcLXNc7DSinaFWqFUf7HaV35d7xyqpXr87q1atZt24d8+fPN0B0QoikSFJhAJJUJM7MzIzNmzdjampKu3btCAgIMHRIQgiRofwjYx/4lh0ffJcc9QrXw0hjxN47e9l3d59eWffu3Rk3bhxjxoxh27ZthglQCJEgSSoMQKvVYmFhgZWVlaFDyZTy58/P9u3buXfvHi1btiQoKMjQIQkhRIaIiYkhSBOElZEV5ibmhg7HYJRSLD27lF8u/hKvbMaMGXTq1ImuXbuya9cuA0QnhEiIJBUGEHc7WTkfNHGVK1dm3759XLt2jdatWxMSEmLokIQQ4p179uwZKo8in3k+Q4diUBqNht87/87a9msBeBX5SldmbGzMhg0baNWqFR07dmTfvn2JVSOEyECSVBiAPKMieWrWrMmePXu4cOECbdq0ITQ01NAhCSHEO6XVasEGCuUpZOhQDM7CxAIzYzOu+l2l+KLiHLx3UFdmamrKxo0badq0Ke3atePQoUMGjFQIAZJUGIQkFclXp04ddu3axenTp+VWgkKIbE+r1YI1FLUrauhQMo2SdiWp4liFD90/1EsszM3N+fPPP2nQoAFt2rTh2LFjBoxSCJGtkoqsch9ySSpS5v3332fHjh0cPXqUTp06ER4ebuiQhMgy5DkVsbLS+IANlC5Q2tChZBoWJhZs7baVhkUbxkssLCws2Lp1K7Vr16ZVq1acPHnSgJEKkbXIcyoSkNXuQ164cGH69OnDjBkzDB1KlrJv3z7atm1LixYt2LRpE6ampoYOSYgsI6ttJ9NLVlvv2fNnMz5oPBs6bqBHxR6GDidTCYsKo8PGDvxz/x92dN9Bk+JNdGUhISG0bNmSS5cuceDAAWrWrGnASIXIWuQ5FVmUUkqOVKTSBx98wJYtW9i1axddunSRayyEENmOv58/+Y/m5/3C7xs6lEznzSMWO27t0JXlzp2bnTt3Ur58eT744AM5FUoIA5CkIoMFBAQQEREhSUUqtWrViq1bt3LgwAHc3Nx48uSJoUMSQoh081z7nBKvSuBi42LoUDKluMSiZcmWtHVvy4JTC3RlVlZW7N69m8qVK9O0aVPWr19vuECFyIEkqchg8uC7tGvdujXHjh3jyZMn1K5dm0uXLhk6JCGESBeewZ6ElpOjsEmxMLHgz65/MrbeWEyN9E+DtbGxYd++ffTo0YPevXszefJkssFZ3kJkCZJUZDBJKtJH1apVOX36NA4ODtSvX5+dO3caOiQhhEizhzzkrtNdQ4eR6RlpjJjddDaf1/ocgNUXVuMfGvskcjMzM1avXs3s2bOZNm0aPXv2lDsHCpEBJKnIYJJUpJ9ChQpx7NgxGjduTNu2bfnxxx8NHZIQQqTNSRhhNMLQUWQpz0KfMe7AOP68/qdumkajYdy4cfzxxx9s3bqVxo0b4+fnZ8Aohcj+JKnIYFqtFlNTU2xtbQ0dSraQO3dutmzZwogRI/jyyy/54osviIqKMnRYQgiRYkop/Pz8KJBfdjqlhL2lPVeHXGVQ9UEA3H95X1fWpUsX/vnnH+7du4erqyvXr183UJRCZH+SVGQwrVZL/vz50Wg0hg4l2zA2Nub7779n+fLlLF26lKZNm/Lw4UNDhyWEECny4sULIntEcsb4jKFDyXLy544dV4/cP0KpH0sx+fBkIqMjAahduzanT58md+7cuLq68uuvv8p1FkK8A9kqqcgKDzeS28m+OwMHDuTQoUPcu3ePSpUq8dtvvxk6JCEMTh5+FysrjA++vr5QEHJb5TZ0KFlW/cL1mdhgIjOPzaTu6rp4+nsCUKRIEY4fP06HDh3o27cv3bp14/nz5waOVgjDkoffJSArPdyoXbt2REZGsmvXLkOHkm29fPmSzz//nN9++42PPvqIJUuWkDdvXkOHJYRBZaXtZHrKSuu948AO2hxvw/y68xnRTK6rSAuPxx702tqLRwGP+K7ZdwypOUR3hsAff/zB4MGDyZUrF2vXrqVp06YGjlYIw5KH32VRcqTi3bO1tWXDhg389ttv7N69m0qVKnH48GFDhyWEEEm66XMTgHLO5QwcSdZXs1BNLgy6QP+q/Rm6eygtN7TEJ8gHgK5du3L58mXee+89mjVrxsiRI+XuUEKkA0kqMpgkFRmne/fuXL58mZIlS9KkSRO++uorGTiEEJnWnad3ACjrVNbAkWQPlqaW/NTqJ3b33M1l7WUqLKnAwXsHAXB2dmbfvn3Mnz+fxYsXU7NmTXnmkRBplOmSitOnT/Pw4UOio6N5/Pgxp06dMnRI6UYpJUlFBitcuDAHDx7ku+++48cff+S9995j8+bNcpGeEFlQdh4fAB6+fAgxUNCqoKFDyVZalGzBlc+u0LZMW4rnLQ5AaGQoRkZGjBgxgrNnz6LRaKhevTpffPGFXGshRCqlKqkIDg6mU6dOenfY8fDwYPjw4axdu5aBAwfi5eWlt8zPP//MjBkzWLt2LatXr0607qVLl1KkSBFMTExo3749dnZ2qQkxUwoODubVq1eSVGQwIyMjRo0axeXLlylfvjydO3emcePGXL582dChCZFjeHl5sWTJElavXs2sWbO4cOGCrkzGh1hPQp5gGmGKqbHp22cWKWJvac+a9msolrcYoZGhVFhSgZXnVgJQsWJFzp49y7fffsuvv/5KyZIl+emnn+T25EKklEqhVatWqUmTJilAeXl5KaWUCgsLU0WKFFG+vr5KKaVOnDih3NzcdMssW7ZMjRkzRiml1K1bt5S1tbWKiYlJsP7Jkycrb29v9ejRo2THFBAQoAAVEBCQ0tXJULdv31aAOnDggKFDydF27dqlypQpo4yMjNTgwYOVn5+foUMS4p0z9HYybgyI07NnT6WUjA+vcxnqomy/sjV0GNleRFSEmn9ivrrz7I5SSilPf08VHhWulFLK19dXffLJJ0qj0ajy5cur/fv3GzJUITJEem0nU3ykon///kydOlVv2tGjR7G2ttbtga9VqxanTp1Cq9USHh7O119/zZAhQwAoWbIkly5dSvI5DYUKFcLZ2TmloWV68jTtzKFly5ZcuXKFefPm4e7uTqlSpfjhhx/kegsh3qEtW7bonbNubm4u48MbgqKCsDWyNXQY2Z6psSkj6oyghF0JomOiabmhJRWXVuSvm3+RP39+Vq5cydmzZ8mbNy/NmjWjXbt2eHp6GjpsITK9dLmm4v79+3qHoY2NjbGysuLatWucOHGCFy9ecPv2bTZu3Mi0adNi78WdiJCQEH755Rd+++03+vfvz40bN9IjxExBkorMw9TUlOHDh3P79m26d+/OV199RbFixZg7dy6BgYGGDk+IbGfo0KHUqFGDkSNHMnXqVL788ksZH95gvcuabiY5+3kiGc3YyJit3bbibO1M+43tqbSsEhsub6BSlUocPXqUjRs3cvHiRd577z26dOnC+fPnDR2yEJmWSXpU4u/vj4WFhd40CwsLXr58qdv7a2ZmRrdu3fD396dy5crcuHEjwXvhdu7cmdq1awOQP39+OnTowPXr1zEyenv+061bN0xN9c9F7d69O927d090ma1bt+J/5QqWAQEopVBKERMTQ1iuXLzMmxdNeDj2/08G4sqVUjxxckIphd3Tp5hFRuqVvbCxIdTCgtyhoVgHBOiWvX37NmWMjLC3t3/ruoiMkS9fPpYuXcrIkSOZO3cuEyZMYPbs2Xz++ecMGzaMfPnyGTpEIVLM3d093kPeIiMjDRRNrI8++ggPDw+2b99OcHAw77//vi6ByKzjg5eXF0t/mUT4i/vEqBgUChQEWhjzxM4Ck4goiviFUMqoFLbY4h3jjVZpcSzYCqUUD57ug8gQ3Y0hlFI8sTUnMJcJNsERFAiMoHp0dVBw0/gmuXJ7U7CAXKSd0SoVqMSB3gc49vAYs/+dTa+tvZh4eCKj647m444f07ZtW3799Vfmzp1L9erV+eCDD/j6669xc3NL8qiaEJnROx0fUnveFK9dU7F48WL1wQcf6JXb2tqqI0eOqB07dihAhYaG6socHR3Vzp07E6w3MjJS97uXl5cC1IULF5KMJS3ngrVu3VrNNDVVCvR+NpqZKTs7O1XD1jZemQLl5OSkChYsqM4msOwwe3tVtGhRNcnePl7ZDXt7pZ48SXGcImN4e3urkSNHqty5c6tcuXKpL774Qj148MDQYQmRZoa8tiAwMFC1b99ehYSEqFevXqnJkycra2tr9dNPP2Xq8WH37t1qailNvO34uvdQmtEaVXJA/LFBgXJ0dFROTk7qZP74y/ZpYaRMRpioLxoZxSs76GiqPDw8UhynSF8XnlxQ3TZ1U0ZTjVSB7wqof7z+UUrFfv7c3d1VpUqVFKBcXV3VX3/9paKjow0csRBpk17jQ7ocqShbtiwrV67UvQ4PDycoKIgiRYpgamqKRqMhOjpaV/7m6zinTp2iadOmuiMfQUFBQOxerHdlx44d8ORJ7M9ruubNS9dixSAsDK5fj7ecT7Vqsb94ekJIiF7ZgqJFWWBnB0+fwqNHemVlXVxA9n5nWoUKFWLevHmMHz+en376iUWLFrF48WJatmzJgAED+PDDD+Pt7RRCJG3//v24ublhaWkJwJQpU4iMjMTKyipTjw8tWrSgxZHH8caHXnnz0itufBgSf3x4ksT4sLZoUdYmMj40zp0bnJwgOhqMjdN3ZUSyVXGswu+df2fG8xl8f+J7yjiUAWCL5xZc6rpw8eJFdu3axezZs2nXrh3FihWjf//+9O3bFxcXFwNHL4QBpTYb4bUjFZGRkapgwYK6O3Ls3btXubq66uZt2LCh2rNnj1JKKT8/P1WwYEEVHByslFLq0KFD6sqVK0oppR49eqSmTp2qW27p0qWqbt26b40ly9zdIypKqYCA2P9FlhAUFKSWLVumatWqpQCVP39+NWrUKHX9+nVDhyZEihhyO3np0iXVt29fvWljx45V9+/fl/HhdefOxR61OHfO0JGIBNRfXV99sesLpZRSL1+9VI8DH6vjx4+rjz/+WFlaWiojIyPVokULtWnTJhUeHm7gaIVIvvTaTmqUStlTwNzd3Tl69CjLli2jW7duNGjQgCFDhnDgwAE2b96Mq6srR44cYcKECRQvHvuQmYcPHzJ58mQqVarE3bt36d+/P9X+vyenQ4cO1KxZk/HjxwNw+PBhzp07R3R0NLdu3WL27Nnkz58/yZgCAwOxsbEhICAgwfNwM43z56F6dTh3DuL2ZIks48qVK6xevZp169bx7Nkz6tSpQ9++fWnXrh2Ojo6GDk+IJBl6O7l7924OHDiAs7Mz4eHh1KhRg6ZNm8r48DoZIzI1pRShkaHkNsvNglML+GrfV7Qs1ZLuFbrTwKkBe7btYfXq1Zw8eRIHBwd69epF165dqV27drKu+xHCUNJrO5nipCIzyjKDhgwY2UJ4eDjbt29n1apV7N+/n5iYGOrUqUOHDh1o3749JUuWNHSIQsSTZbaT6SxLrbeMEVlGQFgA7lfd+eXiL5x5fAZTI1MaF2tMh7IdKKspy47fd7Bu3Tq0Wi2Ojo60a9eODh060KhRo3d6yp4QqZFe20lJnYVIIXNzczp37szu3bvRarWsXr2afPnyMXHiREqVKkXFihWZOHEip06dkieyCiFENmRjYcPgGoM5/clpHg5/yPzm84mMieTzXZ/TaEcjjpc9zqnrpzh27Bg9evRg3759tGjRgnz58tGjRw82btyIv7+/oVdDiHQlRyoykuyFytZCQkLYu3cv27ZtY/v27bx8+RIrKyvef/99GjduTKNGjahcuTLGcgGmMIAss51MZ1lqvWWMyPKehT5j5+2d7Lmzh7Xt12JqbErXTV2p5lSNVtat2Lx1M39t+4tLF2MfBFmpUiUaNWpEo0aNcHNzw9bW1rArIHIkOf3pNVlm0JABI8eIjIzk3LlzHD58mEOHDvHvv/8SFhZG3rx5cXNzo27dutSqVYtq1aphZWVl6HBFDpBltpPpLEutd2QkvHwJtrYgd5nLNmYdm0Upu1J0Kd+FA/cO0GdrH2rlr4VVgBUvrr7gyv4rPLz3ECMjI6pWrYqbmxu1atWiVq1aFC1aVJ6FId45SSpeE9cZLVq0wNTU9K0PNDIYGTByrPDwcE6fPs2hQ4c4fPgwZ8+eJTQ0FI1Gw3vvvUetWrWoWbMmNWvWpHz58rpbbwqRVnEPOoqMjGTPnj1Z48t1Osoy44PIETz9PVl9YTVHHhzhou9FwqPDMTEyoaxtWezD7Qm/F87Dfx7ic8MHAHt7e2rWrKkbI6pVq4aTk5MkGiJdpPf4kK2Sipw2WIqsKyoqihs3bnDmzBk8PDzw8PDg8uXLREVFodFoKF68OBUqVKB8+fK6/8uUKYO5ubmhQxdZVE7dTmap9b57F0aMgB9+gBIlDB2NeMcioiO4or3CmcdnOONzBo/HHlx/ep0VbVbQ1rktS/YvYdPtTbicceGcxzn8w/0hBGytbXXjwutjxNvuhCZEYuRIxWuyzKAhA4ZIQlhYGJcuXeLq1atcu3ZN9/P48WMAjIyMcHFxoWTJkpQoUULvp3jx4pn7sy8MLstsJ9NZllpvOUU2xwsKj32oo5W5FX97/s36y+v5o8sfKKUoMr8IPsE+2GCDWYgZkb6RvLz3kmj/aHgONsqGkkX+Gx9eHyucnJzkej6RqPTaTqbLE7VFMgUEwPbtMGWKoSMRmZCFhQW1a9emdu3aetNfvnzJtWvXuH79Onfv3uXu3bt4eHjw+++/ExgYqJvP2toaZ2dnXFxc9P4vWLAgjo6OFChQgHz58skTwYUQIpOyMv/vGru2ZdrStkxbIPZJ8792+pWb/je5+/wud1/c5c7zO7wq+4rQyFAAQgihincV7t65yy61i+CdwXAZyAVGLkbkt8yPs60zxQoUo7BzYd0YETc+FChQgDx58sipVSLVJKkQIpOztbWlXr161KtXT2+6Ugp/f3/u3r2Ll5cX3t7ePHr0CG9vby5dusTOnTvx9fWNV5+9vb1uEHFwcMDe3l7vx87ODnt7e2xtbbG1tcXGxgYLCwsZaIQQwoAaFm1Iw6IN9aYppfAN9uXui7v4h/rTvmx7AD7+62NqO9amoU1D/jj/B5NvT8b3///OqrMYhxkTcysGdU7BK+A2cAksbC3IUy0PRSKLUChvIXLny42tnS1OeZ0oYF9Ab5ywsbHBxsYGa2trebifACSpECLL0mg05MuXj3z58uHq6prgPBEREWi1Wnx9fdFqtfF+/P39uXXrFs+ePePZs2eEhoYmWI+pqSk2Nja6JCNPnjxYWVmRJ0+eeL9bWlom+JMrVy5y5cqFhYWF3o+5ubkkLEIIkQoajQYnKyecrJz0pv/S7hfd7+NKjaNvUF+0IVp8g33RBmvRhmh5EvwE7+fe+Ab6UvnDyjQya4THYw9+CPmBuj51iX4czSF1CG1uLUQAj4hNPsKBMGKnRQBHwDrYGvOy5hi5GFHiSQny5MlDYKFAzHKZkcc8D9a5rLHJZYNVLiuscllhncsaa0trnKydyJ07d7zx4fXf5bStrEOSCiGyMTMzM1xcXHBxcUnW/GFhYboEIyAggJcvXxIQEKD7iXsdHBxMcHAwfn5+3L17V/c6KCiIV69eER4enqI4zc3NMTMzw9zcXO93MzMz3Y+pqanu/7jfTUxMMDU1xcTERPcT99rY2DjR/xP6MTIy0vv99Z83p2k0mgRfJ/V/3M+brxP6ARKdZmtrS4ECBVL2QRBZQ6FCMG9e7P9CpBMzYzOK2BahiG2Rt87bne7MiJyBmbEZJkYm3Hh6gzvP7/Ay7CUvXr3A96UvfoF++Af5E/AqgKDwIFrWb4lNqA37A/dzKeYSpa1KExQUxBHHI4SbvzYWRAPB//+JM+X///cH/IAdgD3QF4j6/zLRYKSM0CgNRhhhrIyxfG5JQc+CmOQy4VHVRzg/dsb+lT2BDoH4O/hjrDHGxMgEEyMTjDXGGBsZx04zNqFYTDGcNc4EmARw3+Q+tYxqYW5izh3NHUKNQmO3+f9fxsTIJPZ/49j/K+auSG6T3DyKfEQkkZTNXRYjIyOuhF7B2MhYb1kjzf/HDyNjzI3NKWNdBo1Gw92Qu9iZ25E/V35CokLwCfPB2Mg4dnzQGOn9rtFosDazJn+u/ETGROLzyoeCuQuSyyQXLyJeEBQZhIb/j0caI+wt7Kn8XmWDHTmSC7UzklYLGzZA69YQEqJflisXvPde7O8XLsCbb8t778XO8+ABPHumX1agQOwgFBQEt2/rl5maQsWKsb9fuRJ7W9vXlSoFVlbw+HFsfK+zt4ciReDVK7hxQ79Mo4GqVWN/v3Ejdp7XFSsGefPG1vn/C411bGxiL1SPjIyN6U2VK4Oxcey6BAXpl7m4QL588Pw53L+vX5Y7N5QpE/v7+fPx6y1XDiwswMsLXrzQL3Nyiv0JDIQ7d/TLzM2hfPnY3y9fhjefkl26NOTJA97e4OenX+bgAIULQ2go3LypX2ZkBFWqxP5+/TqEhemXFy8ee/thX1/w8dEvs7WNLY+IgKtX469rlSqx9d+6BcHB+mWFC8fG5e8PDx/ql+XJE7s+MTFw8WL8eitUADMzuHcv9vbIrytYEBwd4eVLom/fJjw8nLCwMMLCwgiNieGFkxPh4eGYXL1KRFgYERERREREEBYWhp+dHaGAuVaLycuXREZGxpZHRvLCxISn5uZoQkLI9+IFkZGRREVFxc4TE8MtCwsiIyMpHBSE0f/LoqKiiImJ4Z6RES9jYrCPiMA+IoKYmBiio6OJjo7muVLcUwqTqCjKxMTEW9UL//+/NJD7jbL7wAvAAXgzXQsC7gBGQOX4PcgVYsfK4oDNG2WPiR1XbYFib5S9Am4CAwYM4Oeff06g5qRlme1kOsty6/3iRew26nUyPvxHxodYWWB8iIqJIjwqnLCoMEIcbAi0syTy2VPUvbuEhoUSHBZMVbuqvFKKP9V1LDWW1PIxwz/Yj3+0/xAeFU5EdAS37YwJNo4h77Ng8gS9IkpFYRNtQ7lX5fA1ieG3QkepqX2Pco9NeJTrEQ9tHhJNNFFGcDk/KI2i7NNozGIUCkXeO3mxfGDJlSKv8Gr4jIq/OJD/VTQB7wcSVSD2/XuRC+7nBfNIKPf0tXX8A3gJF9oB9lB69f/Hh4H/zXLfFl5YgkMIuAT8f2Iw8Nv/x4dRYOQBlY8SO4C0/G/ZKwUgyhiKPwebuLf8BnAMHjuA31CwXQ7FngB1gP//+b4yhZv5gM0QeDwwxc+/SrftpMoGAgICFKBatGih2rRpo3777TdDh5S0P/5QKnZY+O+natX/4jYzi19+9Wps2YAB8cvGjYstO3w4flmhQv+1W6hQ/PLDh2PLxo2LXzZgQGzZ1avxy8zM/qu3atX45X/8EVs2b178sjZtYsv8/OKXgVIBAUoppXwqVoxf9tNPscuuWxe/zNX1v5gSqvf27diynj3jl02eHFu2Z0/8shIl/qvXwSF++YkTsWUjRsQvGzIktuzcufhlVlb/1VuuXPzyv/6KLZs1K35Z586xZY8eJbyuYWGx5W5u8ctWrowtW7kyfpmbW2xZWFjC9T56FFveuXP8slmzYsv++it+Wbly/62rlVX88nPnYsuGDIlfNmJEbNmJE/HKXr3ehyVKxF92z57YssmT45f17Blbdvt2gusaHBysAgMDVWTNmvHKni9apLy9vdXz6dPjL1e/vrp586by9PBIsN7LBw+q8+fPqxcNGsQru//ll+rkyZPq5owZ8cqCSpVSR44cUTdv3lSJSWjb99tvv6k2bdqoFi1aKEAF/P/vK6eQ8SF7jg/qgw/il8n4EPsj44NSpG18iOrRXb2KfKVCrl1KcF19nvsoL61XguOD57eT1NFrR9Wt8cPilQXXr692ntmpjh/dnWC9f2xZrNYeXKseuFaJV3Z76Gdq6a6l6tLUCfHKtMWd1Q/bflBb9m1RkZGRKiEZMT7IkQpDSGRPVNuxY/n7779lT9T/90QNatyY5d9/r1+Wg/dEDR8+nAULFsSWZZI9UXpeO1LBvXv6ZRYWsf0PsfW+eWSgbFmwtIyNx99fvyx/fnB2jl2PW7f0ir4cOZJF//wT++LaNXjztKuSJcHaGp48if15Xd68sZ/TsLDY/n9T3C09PT3jH1ksWhTs7ODpU3j0SL/Myir27yo6Gi5dil9vxYqxf5d378beEe51hQrF/j2/bW91Itq2bRu7DUlAlttOppMst94yPiT7SMXwAQP+2yZCjh4fgP/GCBkfABkf3pQR44MkFZlIUm94TiT9oU/6Iz7pE32SVMSXXdZbPuvxSZ/ok/7QJ/2hLyPGhxxzDzB3d/cMWy61baVWRsaY0ctlVFvSH+mznPSH4doSaZNd31/5vKdPW1mhH1ND+iN92ssK/ZgRJKl4B8vJH0D6LZdRbUl/pM9y0h+Ga0ukTXZ9f+Xznj5tZYV+TA3pj/RpLyv0Y0bIFreUjTuD6/WnC78pMjIyyfL0XC4j20rtchKj4dpK7XISY/osl13bettycdOzwRmvKZKc8QEy//ubmT5LmaGt1C4nMRqurdQuJzGmz3IZMT5ki2sqvL29k30ffiGEyMkePXqEs7OzocPIMDI+CCFE8qR1fMgWSUVMTAw+Pj5YWVnJk3mFECIBSimCgoIoWLCgwR6MZAgyPgghRNLSa3zIFkmFEEIIIYQQwnByzu4qIYQQQgghxDshSYUQQgghhBAiTSSpEEIIIYQQQqSJJBVCCCGEEEKINJGkQgghhBBCCJEm2eLhd1nRzz//jK+vLy4uLkRHR9O/f388PDzYsGEDVatW5fjx43z99dcUK1bM0KFmiMKFC8d7KEu/fv3o2bNnjuwTLy8vdu/ejYWFBb6+vrRs2ZKqVavm2M/ImTNncHd3p2zZsty5c4eBAwdSqlSpHNcfwcHB9O3blx9++IHChQsDJNkHOa1/shMZI/4j44M+GR/0yfgQK1OMD0pkuGXLlqkxY8YopZS6deuWsra2VmFhYapIkSLK19dXKaXUiRMnlJubmwGjzDharVbNmzdP3b17V927d095eXmpzz77TPn6+ubYPon7fMTp2bNnjv2MPH/+XDk4OCh/f3+llFI+Pj6qTp06Oa4/Vq1apSZNmqQA5eXlpZRSSfZBTuuf7ETGiP/I+BCfjA//kfEhVmYZHySpyGBhYWEqb9686v79+0oppWJiYpSXl5fat2+fqlixom6+qKgoZW5urnvDs7MnT57oNghKKbV+/Xp18uTJHN0nJUuWVBcvXtS97t+/f47tjz///FMVKlRIb5qjo6P69ddfc2R/vD5oJPWZyKmfl6xOxgh9Mj7EJ+PDf2R80Gfo8UGuqchgJ06c4MWLF9y+fZuNGzcybdo0fH19uX//PnZ2drr5jI2NsbKy4tq1awaMNmM4Ojpib28PgLe3N7du3cLV1TVH98nQoUOpUaMGI0eOZOrUqXz55Zc5tj+sra2JiIjQm/bq1SueP3+eI/vjdUl9JnLq5yWrkzFCn4wP8cn48B8ZHxJniPFBrqnIYE+ePAHAzMyMbt264e/vT+XKlRk4cCAWFhZ681pYWPDy5UsDRGk448ePZ8qUKQD4+/vn2D756KOP8PDwYPv27QQHB/P+++/n2P5o1KgRhQsX5t69exQvXpxjx44RHR1NaGhojuyP1yX1mcipn5esTsaIxMn4EEvGh//I+JA4Q4wPcqQig9nY2ABQs2ZNABwcHIiJiSFfvnzEHrn6T3BwMA4ODhkeo6H4+vpy+PBhihcvDsT2VU7sk6CgIAYPHsyKFSu4cuUKgwYNokOHDlhbW+fI/jAxMeHgwYPs27eP33//HUtLS3LlypVj++N1Sf2N5NS/n6xOxoiEyfgQS8YHfTI+JM4Q44McqchgVatWRaPREB0drZum0WgoVKgQfn5+umnh4eEEBQVRpEgRQ4RpEHv27NH7QJctW5aVK1fqXueUPtm/fz9ubm5YWloCMGXKFCIjI8mXL1+O/YxYW1szePBgALRaLVFRURQrVizH9kecpP5GoqKicuTfT1YnY0TCZHyIJeNDfDI+JMwQ44McqchgBQsWxM3NjePHjwPw9OlTNBoNDRs2xM/PD29vbwCOHDlCzZo1c9QfwLVr13QbSoAGDRrkyD4pWbIkFy9e1JsWHR1N7dq1c2R/KKVwdHTk9u3bACxbtoxvvvmGDz74IEf2x+uS+hvJqX8/WZ2MEQmT8SGWjA/6ZHxInCHGBzlSYQBr165l8uTJXL9+nbt377J9+3ZsbGxYu3YtM2fOxNXVlSNHjrBhwwZDh5qhrK2tKV26tO61iYlJjuyTSpUq0a1bN0aNGoWzszPh4eE0bdqUIkWK5Mj+0Gg0jBo1in379rFp0yZy5crFqFGjAHJUf7i7u3P06FEAxo0bR4MGDRgyZEiifZBT/36yAxkj4pPxIZaMD/pkfIiVWcYHjXrzpCohhBBCCCGESAE5/UkIIYQQQgiRJpJUCCGEEEIIIdJEkgohhBBCCCFEmkhSIYQQQgghhEgTSSqEEEIIIYQQaSJJhRBCCCGEECJNJKkQQgghhBBCpIkkFUIIIYQQQog0kaRCCCGEEEIIkSaSVAghhBBCCCHSRJIKIdIoNDSUkJAQQ4chhBBCCGEwklQIgzp06BDDhg3DxMSEYcOG6abfuXOHTz/9FDs7O8aOHUtkZGSS9URHR3Px4kW9aTVq1GDt2rXvImydnTt3Uq1aNb777rsEy7dv306vXr3QaDT06tWL7du3v9N40tvRo0fp0qULGo2GAQMG8PjxY13Z6dOnsbe3p3379hw6dMiAUQohhIiKijJ0CCKH0yillKGDEDnb/fv3Wbx4MYsXL2bLli20aNFCVzZhwgRmzJjx1jquXr3K2bNn6devn27a33//TfXq1SlUqNC7CFtn8uTJaDQapkyZkmD5/fv3KVasGF5eXhQtWvSdxvIuhIeH4+TkxMyZM/nss89003ft2kVYWBgdO3Y0YHRCiMwoICCAuXPn4ufnR9GiRTE1NeW9997j2bNnFCtWDDc3N0OHmCbR0dFcuXKFKlWq6KbVqFGDL774gr59+76zdsPDw1m5ciXXr1/H0dGRPHnykCtXLipUqMDZs2cZMWLEO2tbiLeRIxUiUyhfvjxz586lX79+PH36VDfdxMTkrcs+e/aM8ePHx5vetm3bd55QAGg0mnfehiGZm5vTo0cPVq1apZv277//EhgYKAmFECKeJ0+eUKtWLYoXL87KlSv55ptvGDNmDC4uLgwfPpzssC/zxo0b8Y6OT5o0iaZNm77TNmvXro2NjQ1Llixh0qRJjBw5kpYtW9KsWTPq1av3ztoWIjne/o1NZGmhoaHcvHkzQ9ssW7YslpaWKV5u6NCh7Nmzh/79+yd4mtDChQuxsrIiOjqaBw8eMHnyZExNTdm1axePHz9m586d+Pr60qVLF7y8vBg/fjydOnVi7NixAPzzzz+cPn0aFxcXbt68Sbt27ahevTo7d+5k3LhxdOzYkWLFiqHRaNi2bRvr168nd+7cSbadGslp78SJE/z+++9UrFiRu3fv8uGHH1K/fv1krwPAX3/9xcSJE7l06RJKKU6cOMGKFSswMordl/D777/j5eWFi4sLR48eZe7cudja2iYYc//+/Vm8eDGXLl0C4Pr16wwcODBV6y+EyN4GDhxI3bp1GTBggN70KlWq8OmnnxooqvQTtyPrzZ0qbdu2fWdtent707hxY7777jt69eqlV1a0aFHq1q1LjRo13ln7QiSHJBXZ3M2bN6levXqGtnnu3DmqVauWqmVXr15NpUqVWLJkCUOGDNFNDw8PZ8yYMXh6elK0aFEGDx7MqlWrGDx4ML179+bgwYM0bNhQd/pTiRIlOHLkCK9evQJi++Hrr7/m5MmTAERERFCpUiWOHj1K69atOXnyJGfPnmXq1KkAbN68mb1799KxY8ck206Nt7X35MkTOnXqxIULF3B0dGTKlCmcO3cOBweHFK3Dli1bWLVqFYsXLwZiE6Pr169ToUIFTp8+zcKFC3V1PXv2jNmzZ/Ptt98mGHO1atWoUqUKU6dOpV69eowaNSpV6y6ESD1D7CSClO0o8vHxYefOnaxZsybB8g4dOuh2yCS0k8TX1zfJnS5arZYNGzbg4uJCdHQ0e/bsYc2aNWzdupXRo0fTq1cvpkyZwvLly5k4cSJz584lX758KdrpsnPnTr7++muqVKlC06ZNCQ0N5fDhw0ydOpWyZctmyI6sNw0bNoyyZcvGSyjijBs3TrfDSAhDkaQimytbtiznzp3L8DZTK3/+/KxZs4ZOnTrRqFEj3XRzc3POnj3LkSNHOHDgAE+fPsXX1zfJuoyNjXW/r1+/nvfee0/32szMDEdHRzZv3sxnn32GiYmJXiJkZ2dHYGBgqtt+m6Ta27x5M4ULF8bR0RFAd63GhAkTUrwOr7/Omzcv/v7+QOxRijx58rBt2zbdOjo4OCQZc5MmTTh//jwjR45M/YoLIVLNEDuJIGU7ih48eIBSigIFCiRYXrduXSDpHT3t2rVLdKfLb7/9ho2NDV26dAHQbTc7dOjAhQsXdO0MGjSI48ePAwnvyElqp0vr1q05c+YMz549o0+fPgA4OzvTvHlzbt269c53ZL3p6dOnbNu2LdFEDeCDDz5ItEyIjCJJRTZnaWmZ6qMGhtKiRQs++eQTevToQatWrQDw8vKiS5cuLFiwgBYtWuDt7Q3E3u3izesuTpw4oRu44oSEhBAeHq43LTIykoiICN3r15OQ16Wk7ZRIrL2YmJgEzzlOzTok1oaxsTG2tra0b98+2fGeOXNGdycoIUTGM8ROorh2k6to0aJoNBq0Wm2C5REREYSHhye5oyepnS5t2rShcePGLF++nHr16uldmPzmnvrXX6dkpwvEXiv3+o6WVq1a8ezZM44cOZLoF/j02pH1pnv37hETE0PVqlUTLPf09KR06dKybRYGJ0mFMLiEvkTPnTuXmjVr6m5hunXrVipUqKC7M9SjR49wcXFhw4YN9O3bFysrKwICAlBK4enpGS+p6NmzJ5988glKKTQaDa9eveLBgwd07tz5rfG9re301qFDB6ZPn87Dhw8pXLgwEHtkIS3r8KY+ffrQsmVLXr16Ra5cuYiJiWHlypUMGjQowflDQ0M5ffo0y5YtS9O6CSFSLyvsJHJycqJ169YcPnxYt5f/dUePHqVIkSJv3UmS2A4RgLt373Ly5El27txJkyZN8PT0TPDUn5iYGL3Xyd3pkhAjIyOMjIwSXCa9d2S9qVChQmg0GqKjo+OVKaXYs2cPZcqUSVZdQrxLklQIgzpw4ADfffcdjx49IjIyUnfxr7m5Oe7u7ixZsgSALl264OHhwaZNmwBo164dCxYs0N3Ob/DgwUyZMgUjIyM6duzIrl272LFjB0ZGRnzwwQfUrVuXWbNmMW3aNBwdHXnw4AGbN2+mUKFC7Nmzhx07dgBQq1YtXrx4wfHjx/H29qZs2bJJth23rEajwdXVVe92uAA7duzg999/B2JPX/roo48wMTFJsj1XV1c2b97MhAkTqF+/PjExMbRq1YrChQunah1Kly7N+fPnuX79Oj/99BOOjo5UqlSJ1atXM2rUKCpWrEh4eDi9e/dO8D1av349u3btIjIykt9//51BgwZlyF21hBBZ04oVK2jUqBGrV6+mf//+uukBAQHcvHmTpk2bJrmTZOXKlYnWvWHDBtq1a0eDBg1o0KABd+7cISQkBCsrK6ysrHj27Jlu3itXrqTp1rWv34lw165dODk50aBBA4B3uiPrTc7OzvTq1YulS5fq7dgJDQ3lhx9+4JNPPknlGgqRvuQ5FUIIIYRIV68/p6JYsWJYWlpia2tLjx49MDMzA2K/qHt4eOh2krRr144XL14wYcIEAKZNm8aLFy+YMmUKRYoUYcaMGRw9epSwsDCKFy+uu34h7o5Svr6+fP311zRp0oSIiAiOHz+Op6cnrVu3ZvPmzQnWOW3aNM6fP8+0adNo0KABM2bMoGzZskyZMoWLFy/SuXNnXr58yZkzZ5g+fTpFihQB4Nq1a0yZMoUGDRrQsWNHLl26xKRJkzAyMmLBggXUrVs3wfWrXbs2e/bsSXIdXV1d4/VnREQE3377Lffu3aNUqVJYW1tjbm7ORx99hJWV1bt9M4VIJkkqhBBCCCFeE3eDjMQeaiqEiE/uPyaEEEIIIYRIE7mmQgghhBDi//bs2cPff/9NTEwMtWrV0t2FUAiRNDn9SQghhBBCCJEmcvqTEEIIIYQQIk0kqRBCCCGEEEKkiSQVQgghhBBCiDSRpEIIIYQQQgiRJpJUCCGEEEIIIdJEkgohhBBCCCFEmkhSIYTIsry8vAwdghBCCCGQpELkUL/99htfffUVJ0+eNHQoIg1WrFhh6BCEEEIIgSQVIhM4d+4cgwYNYv78+Xz//fds2rSJefPmARAdHc3FixfTvc0uXbpw+fJlPD09U7V8UjFDyuNO63pu376dXr16odFo6NWrF9u3b091XYZw9OhRunTpgkajYcCAATx+/FhXdvr0aezt7Wnfvj2HDh3i8ePH/Pzzz2zevJnffvuNrVu3smbNGoKCggy4BkIIIUTOZmLoAETO9vLlS3r16sWlS5cwMzMDYNSoUeTNmxeAGzducPHiRapUqZKu7ZqamlKwYMFULfu2mCHlcad1Pdu0aUPFihXZsGEDM2bMoGjRoqmqx1AaNGhA7dq1OXjwIDVq1KBQoUK6smfPnrFy5Uo6duyom+bq6krv3r15+PAha9euZdmyZVhZWRkidCGEEEIgRyqEgd2+fZuwsDCMjY1108aMGYNGo+HZs2eMHz/egNElLKmYgRTHnVnXM6OZm5vTo0cPVq1apZv277//EhgYqJdQAFSoUAEbGxv69u1LoUKFcHR0zOhwhRDZyJ49exgzZgw7d+5MdJ7Q0FBCQkIyMCohshY5UiEMqmLFisTExNCsWTP69u1LnTp1KF26NB999BG7du3i8ePH7Ny5E19fX7p06UKJEiUA+P333/Hy8sLFxYWjR48yd+5cbG1tWbhwIVZWVkRHR/PgwQMmT56MqakpAGfOnMHd3Z1atWoRExPDvXv3aNiwIatXr2b8+PGULVuWTZs2ERQURKNGjahbty6//vqrbvnkxAwkGndisaVmPZNj586djBs3jo4dO1KsWDE0Gg3btm1j/fr15M6dmxMnTvD7779TsWJF7t69y4cffkj9+vX5559/OH36NC4uLty8eZN27dpRvXr1ePUB/PXXX0ycOJFLly6hlOLEiROsWLECIyOjVMXfv39/Fi9ezKVLlwC4fv06AwcOjDff9evXmTp1Km5ubri7uxMQEICNjU2y+kUI8e7s37+fX3/9lfXr1zNs2DAcHR2JiIjA09OTMmXKMG7cON0R3ho1avDFF1/Qt29fA0cNzZo1Y/PmzXh4eNC6det45Tt37mTUqFF89NFHTJkyJUV1b9++nY0bN7JhwwZ69uxJt27daNOmTTpF/u4dPXqUH3/8kT///JP+/fszbdo03dHk06dP06pVK95//326d+/OzZs3mTFjBl27dqVixYpERERw9+5drK2tmTt3Lrly5TLw2oh3Sonsz8dHqXPn9H/u3Yste/Uqftm5c/8te/Nm/LJnz2LL/Pzil/n4pDi8e/fuqT59+ignJycFKFdXV+Xz/3r69u2rfvnlF735T506pVxdXXWvFyxYoMaMGaPCwsKUmZmZ8vLyUkopNWjQILV06VKllFLe3t6qYMGCunqVUqp58+a6uhcvXqy6du2qK5s1a1aqY04o7qRiS+l6JsbLy0sBujaUUuqbb75RrVq10r1u06aN2rx5s/Lx8VGOjo7qyZMnSimlJk+erBYsWKBu3Lih12Z4eLgqU6aM0mq1idY3ZMgQ3etKlSqpK1eupCr+OFWqVFEdOnRQ33//faLzxMTEJPlaCGE4cduiuO1LnHHjxqlWrVqp6OhopZRSf/31l/L29jZEiAmaPHmymjx5cqLlkyZNSrI8KQltn7OSsLAwlTdvXrVkyRK96Tt37lSbN2/Wvb5//74yMjJSz+K+J/zfmDFjVP/+/TMkVmE4cvpTTrB8OVSvrv8zcWJsmbd3/LLq1f9btl+/+GW7dsWW/fFH/LLly1MUmr+/P/nz52ft2rX4+Phw8+ZNTExMGD16dKLL/P777+TJk4dt27axbds2zM3NcXBwwNzcnLNnz3LkyBF+/vlnnj59iq+vLwBbtmzB2dkZJycnXT158uTR/d6rVy/279/P06dPuXv3LhUqVEjXmJOKLaXrmRImJiZUq1ZN99rOzo7AwEA2b95M4cKFdacNTZkyhWHDhrF+/Xree+893fxmZmY4OjqyefPmROt7/XXevHnx9/dPU/xNmjTh5cuXjBw5MtF54k41S+y1ECLzmT59OufPn2f9+vUAtG3bVu/6qcwuJ29nknt66oEDB6hatSp2dnZ6y3fv3p3169cTFhaWYTGLjCenP+UEgwZB27b60+IuKnZ2hnPnEl92zRp48xzSuIuAu3aFOnX0y1770p4cV69eRSlFo0aNAChTpgzz5s3j448/jjfviRMnqFu3LsbGxtja2tK+fXu9ci8vL7p06cKCBQto0aIF3t7eAERFRaGUInfu3InGYW1tTceOHVmzZg2WlpYMHjw4XWKOi9vJySnR2ExMTOLNn9R6ptTr137EiYmJQSkVb3pISAjh4eF60yIjI4mIiEi0voTqj5uemvjPnDmjuxOUEELfk6AnPAl+kuQ8hW0K42DpgH+oPw8DHlLNKTbx9/T3JCQy6WsCKuSvgJmxGfde3CM6JppS9qXSLXYTExMqVqzIb7/9RsGCBRk/fjydOnVi7NixaLVaNmzYgIuLC9HR0ezZs4cuXbrw9ddfU6VKFZo2bUpoaCiHDx9m6tSplC1bFiDR0zUTqm/NmjUASZ4me/HiRTZs2IBGo+HMmTN88cUXutNR3/QuT08F3vkpqu/i9NQDBw7QpEmTeMuGhYURERHBy5cv5Rq4bEySipzAySnxL/sWFvDanuZ4ypRJvCxfvtifNJo9ezb169fXbdQ9PT1p0KABAFZWVgQEBKCUwtPTk7p169KnTx9atmzJq1evyJUrFzExMaxcuZKQkBAqVKhAixYtAHj06BEuLi5s2LCBjh078t133xEUFISVlRVKKXx8fIiOjtbFMWjQIHr27MnIkSMT/aKcnJgTivvUqVOJxta3b98UreegQYPS3OcdOnRg+vTpPHz4kMKFCwOxA2TPnj355JNPUEqh0Wh49eoVDx48oHPnziluIzXxh4aGcvr0aZYtW5bqdRMiO1t+bjlTj0xNcp6VbVbySbVP2HZzG59u/xQ1OXYHQr+/+nHK+1SSyz4a8Qhna2fGHhhLYHgge3vtTbfYARwcHDh37hxNmzblyJEjvHr1Coh9dpCNjQ1dunQBIDAwkNatW3PmzBmePXtGnz59AHB2dqZ58+bcunULLy8vvv76a93zhiIiIqhUqRJHjx5NsD6A8PBwxowZg6enJ0WLFmXw4MGsWrVKtyPJ3t6enj17AlCrVi1atWrF5cuXMTc311uP06dPs3DhQl3bz549Y/bs2Xz77bfJ6ofWrVtz8uRJzp49y9Spse/n5s2b2bt3Lx07duTJkyd06tSJCxcu4OjoyJQpUzh37hwODg6JrnNCdW7ZsoVVq1axePFiIDahun79OiEhISmOv1q1alSpUoWpU6dSr149Ro0apVeulOLQoUO6I1Gvu3LlCra2tuTPnz9Z/SOyJkkqhEEZGRnRsmVLFixYQEREBEFBQQQEBPDdd98BMHjwYKZMmYKRkZHuEGulSpVYvXo1o0aNomLFioSHh9O7d29CQ0Px8PBg06ZNALRr144FCxZQpUoVnJ2d+e233xg7diyurq4opTA3N+eXX36hXLly1KlTh5o1a2JtbZ3gRXopiTmhuGNiYhKNLaXrmZAdO3bw+++/AzBhwgQ++ugjTExM2LFjBxA7OL548YLjx4/j7e1N2bJl2bx5MxMmTKB+/frExMTQqlUrChcuzKxZs5g2bRqOjo48ePCAzZs3U6hQIfbs2ZNofaVLl+b8+fNcv36dn376CUdHxxTFD7B+/Xp27dpFZGQkv//+O4MGDcpSp0YIkREGVR9E2zJtk5ynsE3sjoL2ZdvrjlIArGm35q1HKvLnjv3S923Tb4mO+R979x1XVf0/cPx12aIMERAEFMSBBm4NLUflQEvNgUZurZyZfi13oaWZm6xfrhykiCNHpmalGZZoKY6ciIIDERVERAUE7vn9ceMmXkCZl/F+Ph73ce89nzPe53A5577vZ5yMXOfNj4SEBO0v1U/+eNO1a1deffVVli9fzksvvcT48eMBTZOjJ5tNdunShfj4eEJCQjh48GCOzTVzWt+TTVH37dun0xT1yaHBa9WqRUJCAkeOHKFt27ZZ9uPJ5p2Z6y2s5qlAtk1UQXN+z2mfR44c+dxNVH/44Yd8xf/aa69x/PjxbJunnj59msTERF5++WWdsqCgIPz8/LSDeIiySZIKoVdt2rTJ8gv/01544QXtF/EnderUiU6dOmWZVqVKFYKDg7NM6/ZEs6/WrVvTunVr7fvsRhwZOHAgLi4uBYo5p7hziy0v+5mdN954gzfeeEPnF6LMmpFMmb/AZcpuP7p06UKXLl10pvv4+OS6vlatWjFmzJh8xQ+afi39+/dnw4YNzzW/EOWRo4UjjhbP18zU1twWW/P/vijWtc2l5vkpNSvXzHNsz6IoCmfPnmXSpEnZll++fJnDhw+ze/duXnvttWxvTmpgYICBgQGGhobPbK6Z3fquXr2aY1PU7KSkpGRbVpTNU6Hom6gWRfPUffv28dJLL+mM8HTkyBEiIiLYtGlTnrYlSh9JGUW5N3v2bH755RfOnz+fawdtIYQQ+aMoClOnTqVu3brZNoEMCgri7NmztGnThrlz59KgQQPtPSHu3LmjnW/Pnj04OjrSpk0b+vXrx9mzZ7Vfvp9srpnT+rZv367TFDVz+09v659//tFu62kDBw4kNDRU23xLrVazPI8DleSmR48eREVFce3aNe20zCaqOe1zXuQn/szmqdn1mQDYv3+/Ttnhw4cZO3Ysu3fvpmrVqnmKUZQ+UlMhyj1LS0tOnDhBfHw8fn5++g5HCCFKrX379hEYGAhofrBxcnLi8ePHnD9/nhdeeIG9e/diaGjInj172LVrFwYGBnTs2JEKFSqwc+dOzpw5Q3JyMj4+PlhYWABw48YN1q9fz7179/j777/55ZdfMDY2plmzZjk218xpfb6+vjk2RTU0NKRTp04EBweTmprKiRMntNvKbP6pUqnw9vbGx8enSJunent7F2kT1VmzZhVa89Rjx47x/fffs2/fPqytrZk1axZqtZqEhASMjY356aefqFKlSiF8ukRJp1Kyq18TQgghhNCzzL4Eeb3hnBCi+EnzJyGEEEIIIUSBSPMnIYQQQpQ4e/fuZefOnajVau3wrkKIkkuaPwkhhBBCCCEKRJo/CSGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQgghhBBCFIgkFUIIIYQQQogCkaRCCCGEEEIIUSCSVAghhBBCCCEKRJIKIYQQQgghniEqKkrfIZRoklQIIYQQolTbsGEDH374IYcPH9Z3KKKUS09Pz7FsxYoVxRhJ6WOk7wCEEEIIUXaEhYWxYsUK6tati1qtpkaNGly7do0JEyaQkZHB6dOnadSoUaFu09fXl7Vr1+Lp6UnLli0LNWYgz3EX1n4mJiYyb948bt++jaurK8bGxtSrV4/4+Hjc3Nxo27Ztgdavb9kdp2bNmvH+++8zaNCgIttuamoqK1eu5Ny5czg4OFCpUiUqVKiAp6cnx44dY/z48dp5b9y4wU8//UTlypXZsGEDLVq0IDExkV69emFhYVFkMZZGklQIIYQQolDcu3eP/v37c+rUKUxMTACYMGEClStXBuD8+fOcPHmy0JMKY2NjqlWrlq9lnxUz5D3uwtjPmzdv0q5dOyZOnMjs2bO100+ePMmAAQPYsWNHvtddUmR3nD755BOaNm1apNv08/NjwoQJfPPNN9rpV65cwcPDg4MHD2aZ38nJCW9vbwYMGMC1a9cIDAxk2bJlklBkQ5o/CSGEEKJQREREkJKSgqGhoXbaxIkTUalUxMfHM3XqVD1Gl73cYgbyHHdh7ed7771Hq1atGDZsWJbpjRo14t133y3w+vUtp+PUrVs3nJycimSb0dHRvPrqq3z44YcMGDAgS5mrqyutWrWiWbNmOst5enpiZWXFoEGDcHJywsHBoUjiK+2kpkIIIYQQhcLLywu1Wk2HDh0YNGgQLVu2pE6dOrz11lvs2bOHGzdusHv3bmJjY/H19cXd3R2AjRs3EhUVhYuLCwcPHmTevHlYW1vz5ZdfYmFhQUZGBlevXsXf3x9jY2MA/v77b4KDg2nRogVqtZrIyEjatWvH6tWrmTp1Kh4eHmzZsoWkpCReeeUVWrVqxXfffadd/nliBnKMO6fY8rOfT4uJiWH37t2sXbs22+Pco0cP7X78/vvv/PXXX7i4uHDhwgW6d+9O06ZN2b17N5MnT6Znz564ubmhUqnYsWMH69ev58GDBwQFBeHi4kJGRgZ79+5l7dq1bN++nY8++oj+/fszY8YMli9fzscff8y8efOws7PLsj6AH374gY8//phTp06hKAqhoaGsWLECAwMDdu/ezZQpU2jUqBHt27fn0aNHHDhwgJkzZ+Lh4ZHtcYqKimLq1Kn06tWLSZMm5Xv/KlasmO1x++CDD/Dw8KB///7Zlk+ePBkDA93f28+dO8fMmTNp27YtwcHBJCYmYmVlle06yjVFCCGEEKVDTIyihIVlfURGasqSk3XLwsL+W/bCBd2y+HhN2e3bumUXL+YrxMjISGXgwIGKo6OjAije3t5KTEyMoiiKMmjQIGXNmjVZ5j9y5Iji7e2tfR8QEKBMnDhRSUlJUUxMTJSoqChFURRl+PDhytKlSxVFUZTo6GilWrVq2vUqiqJ06tRJu+7/+7//U/r06aMt+/zzz/Mdc3Zx5xZbXvczO6GhoQqg7N27N9e4z58/n2WdqampSt26dZVbt24piqIo06ZNU7p06aIt79q1q7J161Zl0aJFyrfffqudvnz5cu3rjz/+WPH399e+HzBggHZfslvfqFGjtO8bNGignD59Wvv+k08+UUaPHq19/+OPPyrVq1dXUlJSFEXJ/jhNnz5du/387l92bt++rRgYGCjfffddtuW5UavVub4XGtL8SQghhCgtli+Hpk2zPj7+WFMWHa1b9mTb9MGDdcv27NGUbd6sWzZmTJ7Di4uLw97ensDAQGJiYrhw4QJGRkZ89NFHOS6zceNGKlWqxI4dO9ixYwempqbY2tpiamrKsWPHCAkJ4dtvv+XOnTvExsYCsG3bNpydnXF0dNSup1KlStrX/fv359dff+XOnTtcvnwZT0/PQo05t9jyup/ZcXV1RaVScevWrWzLHz9+TFJSEuvXr6devXra6SYmJjg4OLB161YAjIyMaNKkibbcxsaG+/fv07VrV2bOnEmLFi0YP348Pj4+2nme/qX+yffZre/J95UrVyYuLk77XqVSZdnHLl26EB8fT0hISPYHCbI0Q8vv/mUnMjIStVpN48aNsy0PDw9HUZRsyzKbwuX0XmhI8ychhBCitBg+HLp1yzots0OxszOEheW87Nq18PBh1mmurprnPn3g6VGT8tER9cyZMyiKwiuvvAJA3bp1WbhwIUOGDNGZNzQ0lFatWmFoaIi1tTVvvvlmlvKoqCh8fX0JCAjAx8eH6OhoQDPkp6IoOTZxAbC0tKRnz56sXbsWc3NzRowYUSgxZ8bt6OiYY2xGRkY68+e2n9lxdHTk9ddf58CBAwwcOFCn/ODBg9SoUYOHDx+SmpqapSwtLY3Hjx9r3z/5Jf1Jly9f5vDhw+zevZvXXnuN8PDwbJv+qNXqLO+fXl9O68+OgYEBBgYG2S6TeZyeVJD9e5qTkxMqlYqMjAydMkVR2Lt3L3Xr1n2udYnsSU2FEEIIUVo4OkKTJlkf/7Zvx8xMt+yJX3GpW1e3zMZGU2Znp1tWu3a+QpwzZw5paWna9+Hh4bRp0wYACwsLEhMTURSF8PBwAAYOHEhoaCjJycmA5kvs8uXL2b59O56entpf0a9fvw5AUFAQPXv2JCIigqSkJEDzpTAmJibLF8bhw4ezcuVKDA0Nn/nFM7eYs4s7t9jyup85WbFiBYcPH2b16tVZpicmJnLhwgVq165Nv379OHv2rPYX9uTkZK5evUrv3r1z3d+goCDOnj1LmzZtmDt3Lg0aNODhvwmnhYVFli/tp0+fzvaL+PO6c+eO9vWePXtwdHTM9fPwpPzuX3acnZ3p378/S5cuzTL90aNHfP7559o+NCL/pKZCCCGEEIXCwMCAzp07ExAQoG2ik5iYyPz58wEYMWIEM2bMwMDAgJ49ewLQoEEDVq9ezYQJE/Dy8iI1NZUBAwbw6NEjjh49ypYtWwDo3r07AQEBNGrUCGdnZzZs2MCkSZPw9vZGURRMTU1Zs2YN9evXp2XLljRv3hxLS0tef/31AsWcXdxqtTrH2PK6nzlxdHTkr7/+Yt68ebz77ru4ublhbm6OtbU17733HqC5p8Pnn3/Op59+ioODA1evXmXr1q04OTmxd+9edu3aBUCLFi1ISEjg0KFDREdH06ZNG3bu3MmZM2dITk7Gx8dHO0Rqv379mDJlCuvXr+fx48c0adKENWvWcPv27RzXV6dOHY4fP865c+f4+uuvcXBwwMPDA9Dc52H9+vXcu3ePv//+m19++UXbyfzp47Rnzx527dqFgYEBHTt2pFWrVvnaPw8PD7y9vXWO6bfffsvcuXMZMmQItWvXxtLSElNTU8aOHStDxBYClZJTAzIhhBBCiFJsyZIljB07Vt9hlFszZszI8izKNqmpEEIIIUSZMXv2bJo3b46Li0uuHbSFEIVLkgohhBBClBmWlpacOHGC+Ph4/Pz89B1OubV371527tyJWq2mRYsWdOnSRd8hiSImzZ+EEEIIIYQQBSKjPwkhhBBCCCEKRJIKIYQQQgghRIFIUiGEEEIIIYQoEEkqhBBCCCGEEAUiSYUQQgghhBCiQCSpEEIIIYQQQhSIJBVCCCGEEEKIApGkQgghhBBCCFEgklQIIYQQQgghCkSSCiGEEEIIIUSBSFIhhBBCCCGEKBBJKoQQQgghhBAFIkmFEEIIIYQQokAkqRBCCCGEEEIUiCQVQgghhBBCiAKRpEIIIYQQQghRIJJUCCGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQgghhBBCFIgkFUIIIYQQQogCkaRCCCGEEEIIUSCSVAghhBBCCCEKRJIKIYQQQgghRIEY6TsAIcqbmzdvcu3aNVQqFS1atCi0eYUQQggh9EVqKkS5M2/ePOrWrYtKpaJmzZp8+umnAKxbt47GjRujUqmoVq0ao0eP1i4zZcoUrK2tsbCwYMKECQXafkhICMOGDWPixImFOq8QQoiCS0tLY/r06QwZMoR3332XESNGcOnSJQYOHFho21i6dClOTk7cvHmz0NYphL5JTYUodyZOnEjfvn1xdXVl6NChTJ8+HYABAwbg6+uLvb09b7zxBv/3f/+nXWbOnDnUqVOHatWq0alTpwJt/6233uLhw4esW7cuy/STJ09y8uRJBg8e/Mx5hRBCFI3//e9/uLi4MGvWLAAePHjAoEGDCAsLK7RtGBkZYWQkX8FE2SI1FaJcqlGjBk2bNuWHH37IMt3MzIx69eqxc+dO1Gp1lrKoqCg6dOhQKNs3NDTUmfbHH38897xCCCEKX3JyMitWrGDMmDHaaZUqVWLJkiUYGxsX2nbeffddrl69iqOjY6GtUwh9k6RClFs9e/bk2LFjXLt2TTstPj4eY2Njbt26xaFDh7TT1Wo1KpUKA4PC/5dRq9WEhoZqfxUTQgihH8nJyTx+/JjTp09nme7k5MRLL72kp6iEKB2k7k2UWz179mTatGns2LGDsWPHAvDjjz/yf//3f3h7e7N161Zat24NwKFDh7JcUNLT0/n4449JTU3F1NSU5ORk5s6di6mpKWq1moULF5Kens7Dhw8JDw9n/vz5uLq6ZhvHhQsXWLFiBQ8fPuTbb7/l999/x8vLS6fvxq5duzh9+jQ3btwgKSmJVatWSfW5EEIUIhsbGxo3bkyfPn34/PPP6dChA/b29gDafnZRUVGsWrWKihUrEhERgYuLC/7+/hgYGBAWFsbIkSM5evQoDRo04Mcff6R69eq8/PLLHDlyhGHDhjF27FhGjhzJlStXOHToEC4uLixatIivvvqKmjVrMmXKFI4dO8aNGzdISEhg7dq12nP9/fv3+fDDD6latSr379+ncuXKAPzyyy98//33XLlyhf379+Po6MidO3fYtm0bR48e1c/BFOWPIkQ5Vq9ePaVt27ba99OnT1cURVG6du2qVK9eXTv9008/VR4/fqx9P2rUKGXMmDHa9+PHj9cu+9NPPynm5ubKtWvXFEVRlIULFyoeHh6KWq3Wzr9mzZos21UURalRo4ayZs0anRjXrFmjVK9eXdmyZYt2mpubm7Jx48a877AQQohcnTp1SnF0dFQABVDq1aunLFmyRHsO79u3r9K1a1dFURQlLS1Nady4sTJnzhzt8hkZGUrt2rWVFStWaKcdO3ZMWbBggfb97du3FUCJiorSTlu8eLHi5uamrF69Wjvt6XP94MGDlYEDByqKoihqtVqpXr268vPPPys///yzcv/+faVx48ZZrjU+Pj6FdFSEeDZp/iTKtZ49e/Lnn38SFxfHw4cPsbCw0E6/du0ax44dAzQ1E5ntaWNiYli2bBlDhw7VrqdXr14EBwcD8MILL+Dn56f9BalLly5cuHCBmJiYfMeZkpJCr169tO+dnZ2JiIjI9/qEEEJkr0GDBly+fJkNGzbwzjvv8OjRI8aOHcuUKVMA6NGjh7Z/nZGRER07dmT//v3a5Q0MDBgwYADr16/XTsscyS+TnZ2dznatra2JiYlhwIAB2mlPn+tPnDhBtWrVALQjFf7444907NgRCwsLrly5wtKlS0lJSQFg3LhxhXBEhHg+0nZClGs9evRg9uzZ/PDDD1hZWdG5c2cAunXrhpGREdu2bcPQ0JBGjRpplzly5AhqtZrdu3cTEhICwKNHj2jQoAEALi4ufPXVV+zYsYOzZ89ql0tLS8t3nC4uLqhUKu17AwMD0tPT870+IYQQuh4+fMjVq1epX78+fn5++Pn5kZGRwYcffsjixYuZPHkyffv2JSoqigULFpCcnMzJkyd1zu/9+/dnxowZXLlyBVdXVxITE7G2tn7m9h0cHLI0a336XD9gwAD27NkDaJpCXb58mRkzZmjLFy9ezLvvvsu4cePw9vbG39+/YAdEiDyQmgpRrjVt2pQaNWqwfft2Tp8+jZeXF6BpV9umTRu2bdvGzz//nGUY2cwv935+fowbN45x48YxdepUtm3bBsCZM2fw9PQkPj6eGTNm8M477+Q5roMHDxbC3gkhhMiLO3fusHnz5izTDA0N+eKLLwCIiIhg0aJFvPHGG7zyyit8/PHHeHt766zHzc2NVq1asX79eo4ePUqzZs0KJb46derw2muv8dlnn/HZZ5+xY8eOLNcnX19fbty4werVq3FwcOD111/X1rgLUdQkqRDlXo8ePdi3bx8mJiZZpvfs2ZPw8HCuXr2Kubm5dnqrVq0wNDTMUgsBEBoaCmiqm1u1asWYMWMwMjLK8ivT999/n2MchoaGZGRkAGSpShdCCFF89uzZozOkuLGxMZUqVcLBwYEPP/yQJUuW0LRpUwDtOf7cuXOcO3dOu8yAAQNYt24de/fu1daCF9Svv/7KuHHj+Pjjj5k/fz6tWrXKUj569Gjs7Ozo378/mzdv5oMPPuDAgQOFsm0hnkWSClHu9ezZk9TUVF577bUs03v06IFKpdIZRrBq1ap8+OGHLF++XDstISGBn376CdBUSVeoUEFb9vPPP2NiYkJqaqr2gqMoCoqiZFlv3bp1uXTpkk582c2b3TQhhBAFd+rUKSZPnqztlwCwZMkSOnfuTFJSEoqiaM/xjx8/JjQ0lNTUVK5fv86DBw+0y/Tp04erV6/y4MEDnZH6Ms/fT57Hn+dcb2Njw4oVK4iNjSU+Pl5n/m3btmW5S7epqWmW5rtCFCWVIt9MRDmnVqtp3bo1f/75Z5Z+CwCdOnVi06ZNOm1hFUVh4cKF/PPPPzg5OWFkZMTEiROxsLDgzJkzfPTRRzRs2BBbW1s8PDzYvXs3sbGxTJs2jT/++IOvvvqKmJgYunTpQnBwMKamppw5c4b333+fpk2b0qFDBzp16sTixYv56quvuH79Ol26dOGbb75hzJgx7NmzBxsbGwYPHsycOXOK8WgJIUTZdf36dVasWEHHjh1ZsWKFthbC3t6euXPnYmZmxsqVK/n+++9p164dGRkZdO3alb59+9KzZ09mzpyZ5SZ5/fv3Z8KECTRu3Fg77ejRo0ycOJHff/8db29vFi9ezOHDh/nqq6+4cuWK9lw/btw49uzZQ+XKlbXn+kuXLuHh4aGt1TYyMsLT05Ovv/6al156ic6dO+Pt7a0d6tzS0lJneHIhiookFUIIIYQQJdylS5d4++23Wb9+PXXq1EGtVnP37l1+++03Jk+eTGRkpL5DFOWcNH8SQgghhCjhoqOjMTAwwM3NDdCMDGVra0ubNm2wsrLSc3RCSE2FEEIIIUSpsHv3bn744Qdts9u0tDTUajXDhw/HyclJ3+GJck6SCiGEEEIIIUSBSPMnIYQQQgghRIFIUiGEEEIIIYQoEEkqhBBCCCGEEAVi9OxZSj61Wk1MTAwWFhY69xkQQgihubdKUlIS1apVw8Cg/PyeJNcHIYTIXWFdH8pEUhETE4OLi4u+wxBCiBLv+vXrODs76zuMYiPXByGEeD4FvT6UiaTCwsICgPbt22NkZETv3r3x9fXNMk/fvn3ZtGlTntedn+WKc1v5XU5i1N+28rucxFg4y5XVbeW03JYtW/j+++9JT09n37592vNlefHk9WHr1q15Xr4k/A1lOVlOliu5y5WGGJ+13P3793FxcSnw9aFMJBWZVdpbt27F0tIy23mMjY1zLMtNfpYrzm3ldzmJUX/byu9yEmPhLFdWt5XTcsOGDWPYsGHcv38fKyurctcEKHN/jYyM9P63kOVkOVmu7C1XGmJ83uUKen0oNw1r/fz8im25/G4rv4ozxuJerri2JcejcJaT46G/bZVmR48eZdy4cQQGBvLee+8RFRVVoPmy07t373zFVlr+hqXlHCbHpXCXy6/Ssn+l4biU9WOSJ0oZkJiYqABKYmKivkMpkK5du+o7hBJFjkdWcjx0yTHJKrfjUVLPkykpKUqNGjWU2NhYRVEUJTQ0VGnbtm2+53taSd3vnMhnOntyXLInxyV7clx0Fcf1odzUVAghhCh5Dh48iKWlJVWrVgWgRYsWHDlyhFu3buVrPiGEEPpRJvpUFMT4j8azN2ENVR+qUVC00++ZqrhqZYBpuoJnrAE1LtcAILJuJNZ3rLmd4sz9yvcxsb1CxTQly7LXLA24awa2jxTqX7HAJtqGVPNUYurE0CitNQEbdmNsbKwTS4mu0tIDOR5ZyfHQJcckq9J4PK5cuYKNjY32vaGhIRYWFpw9e1abQORlvhydPAmVKv33vnJlcHODlBQ4d053/iZNCAkJYe7QoZgrCiqVSjvU4k1TU5KMjamcno5jejr82w5ZBSQbGRFdoQIGikKd5OQsZSqVisiKFXF2c2PdjBkYJCVl3aaTk+ZvmJAATzftqlAB6tXTvD5xAhQla3m9epp5rl6F+PisZVWrgpMTJCVBRETWMmNj8PLSvD59GtLSspbXrg0WFnDjBjydwFWpAjVqQHIynD+ftUylgsaNNa/Pn9fM8yQ3N83f4NYtzbqfZGUF7u6aWE6fBmCUtzccP64pb9gQDA01+/L0MXRxATs7uHsXrlzJWlaxItStq3mdua4n1a8PZmaaY5+QkLXM0VHzuH8fLl3KWmZqCi+8oHn9zz+Qnp61vE4dzWcvOhpu385aZmsL1avDo0dw4ULWMgMDaNRI8/rcOc1n9Uk1a2o+L7GxEBOTtczaGmrWhMeP4cwZ3X1t1Eiz/osX4cGDrGXVq2viiouDa9eyllWqpNkftVrzP/U0T08wMYHISLh3L2tZtWrg4KCZHhmZtczMTHP8QbNetTpruYcHmJtr4omLy1Kk2NmR4ejI47t3yTh/nvT0dPrXr0/snj2kA49q1SI9PR3DCxdQJyeTkZGBWq0mIyODh46OpJqaYnj7NsZxcdoytVpNcoUKJFWpgpKcjMX169rparUaRVG45eSEWq3GIiYGo9RUFEXRlt2ztia5QgXMkpKwuHdPuxxozhHxNjYo6ek43LqlXQ40Q7vGVKlChoEBNgkJmP273szHvYoVuV+hAmbJydgmJWmnAzw2NCS2cmUCAgIwO39e5xzRv1cvzYvszhHm5rp/y/woUD1HCVGQaptPZ3+qLGppqSiaw699bK9XUXH90FVpN8xZp0wBZciQIUq34d2U446mOmUfdnFQ6nxUR5nxmr1O2SEjlM/Hji2CoyCEEDkrqc2APv/8c6VTp05Zpjk7Oytbt27N13xP0+73U+fiA05OyoYNGxQlIiLbc7yiKMrZs2eVKEdHnbK17dsro0aNUoJbt9YpO+PkpLz77rvKmIEDs11vz9atFUBJ7dRJt3zhQk3QmzfrljVu/N9OmZjolp85oykbNky3bPJkTdmBA7plTk7/rdfJSbf8wAFN2eTJumXDhmnKzpzRLTMx+W+9jRvrlm/erClbuFC3LLOZxu3b2f9tMj/DHTvqln39taZs3TrdMm/v/2LKbr0REZqyfv10y/z9NWV79+qWubv/t15bW93y0FBN2fjxumWjRmnKwsJ0yyws/ltv/fq65T/8oCn7/HPdst69NWXXr2e/rykpmvK2bXXLVq7UlK1cqVuW2eQwJSXb9T4MD1diY2OVJB8fnbITffooK1euVHa+845O2Q1ra6V///5K7969lYdGRjrlvdzcFHd3d2VtpUo6ZQtBARTvbOK5/W8ZoERkU97x3zL/bMrW/Vvmnt3xA8XIyEgxNTVVjqhUOmXvmZsrVapUUSZWrKhT9ruZmVKjRg3Fs3r1bNf7Ys2aSt26dZX92ezrfEdHpWHDhsqHrq46ZecrVFCaNWumPHjwINdzxKV27XTKAmvWVArj+qDS/G+VbpmjmiQmJuarRzw3b2oeT3qOX7EACA+Hhw+zlrm6go0N3LkD169nKQrYupXxcz7nwG8HaNeuXd5jFUKIfCjwebKIfPPNN/zwww/8/PPP2mmVK1fmhx9+oE2bNnme72na/Q4JwTKPNRVAns/xWFhoft3PyIBTp3RW+2diIq1ffZWIvXupZWeXtdDJSVOrIDUVOjUVWUhNhUbNmpoaiUKsqUhJSeFupUrEAfcjI0mNiCAxMZH79++TmJhIXEoKESoV9+/dwz4mhgcPHvDgwQMePnzIo0ePOA2kAW6A9VObjAFuAQ5mZtQzNcXMzAxTU1NMTU3BzIxYGxvMzMyol5qKqbExxsbGmJqaYmRsTIK9PaqKFbFLTsY6PR0jIyPNw9iY9MqVSatalQoZGVS+c+e/MiMjDE1NSalTRzP62/XrGGZkYGRoiKGhIQYGBqhr1kRlZYVJfDwm8fEYGBhoy1Q2Nqhq1sQwLQ2jixcxMDDQPoAiO0fg5aX5v7x8GRITs5YV0Tnivrk5VvXqFfj6IElFMYpPuk3jRXWo/I8z8X/d49SpU1SpUkXfYQkhyoGSep787bffmDBhAidOnAAgNTWVihUrcvnyZWrUqJHn+Z5W0vY7PDwcDw8PQkJCck2GhCgsarWa27dvc+PGDaKjo7lx4waxsbHcvn2bW7ducevWLe3rB083hULTbK9y5crY2NhgbW2NlZUVlpaWWFlZaR+WlpZYWlpSqVIlnUfFihWpWLEi5ubmmJmZlbthrUuDwjpPlvs+FcXJ5uJ1rs1I5Jslvfn49+28++67bN26Vf7BhBDlVps2bbh9+zbR0dE4OzsTEhJC8+bNqVGjBgcOHMDOzg5PT89c5ytN7P6tnbj99C/WQuRTeno60dHRREZGZnlcv36d6OhoYmJiSH+i9sTIyIiqVatqH3Xq1KF169ZUrVoVe3t7bG1tsbGxoUqVKtjY2GBlZfXfr/NC5EKSimKUmTwkZCSwatUqevTowYoVKxg+fLieIxNCCP0wMjIiMDCQ2bNn4+3tTUhICEFBQQAsWbKE5s2b4+npmet8pYm1tTVGRkbcuXNH36GIUiYxMZFz585leVy6dIkrV65okwYDAwNcXFxwc3OjVq1atGvXDicnJ5ydnbXPdnZ2kiSIIlGmmj/5+PhgbGyMn59fyRwF5fhxaNqUETObs+yTvxk5ciSBgYEcO3aM+pmjHgghRCEKDg4mODiYtLQ09u7dW2KaARWXktb8CcDR0ZERI0bg7++v71BECaRWq7l06RLHjh0jLCyM06dPc+7cOW782/dEpVLh7u5O/fr1qVOnDjVr1tQ+atSogYmJiZ73QJQ20vwpG5s2bSoxF43cXEvUDNG2cOFCDh48iJ+fH3/99RdmZmZ6jkwIUdZk/siSedEQ+mdvby/NnwQAiqIQFRXF33//rU0ijh8/zv379wFwc3OjYcOGDBo0iBdeeIH69etTt25dKlSooOfIhdBVppKK0iL2wS2S05IxNzcnODiYFi1aMHnyZAICAvQdmhBCiCJmZ2cnzZ/Kqcwk4vfff9c+rv87OpCrqytNmzZlypQpNG3alCZNmshgLqJUkaSiOHl5cSRsJ6d3dCMyIZIX7F+gQYMGzJs3jw8++ICOHTvSpUsXfUcphBCiCNnb2xPz9BCgosy6c+cOe/bsYf/+/dokQqVS0bhxY3x9fWnXrh0tW7bE1tZW36EKUSCSVBQnY2Nc6zQn3RAi7kbwgr1mXOv333+fn376idGjR3Px4sVs77YthBCibLC3t+dUduPTizIjPDycnTt3snPnTkJDQ1EUhUaNGmmTiNatW2Ntba3vMIUoVJJUFKfLl6k6fjyvNKrOw8f/3ShFpVIxb948GjRoQFBQEIMHD9ZfjEIIUQb17du3xAzkYWdnJ30qyhhFUfjrr7/YunUrO3fu5OLFi1SoUIGOHTuycuVKXn/9dapWrarvMIXI4smBPApDmRr9qSSN7pGtf0d/IizsvzsxPqFHjx6cPXuW8+fPY2hoqIcAhRBlVak5TxaykrjfK1euZPjw4aSlpcm5vpSLjo5m3bp1rF27losXL+Lg4EDXrl3p1q0br732mnSoFqWCjP5UyqkVNQaqrONET5s2jebNm7NlyxbeeustPUUmhBCiKNnZ2aEoCvHx8djb2+s7HJFHycnJ7Nixg7Vr1/Lrr79iZmZG7969Wbp0Ke3atZN7QIhySz75erD+n/W4L3HXmd6sWTN8fHyYPXs2arVaD5EJIYQoapmJhIwAVbpcvnyZMWPG4ODgwNtvv01ycjLffvstsbGxfPfdd7z66quSUIhyTT79etDYoTGTXppEdi3Ppk+fzpkzZ/jhhx/0EJkQQoiiZmdnByD9KkqJo0eP4uvrS506ddi8eTNjx44lIiKCgwcPMnTo0BLTrE4IfZPmT8XJyQkWLuSFxh15IYcOWy+99BLt2rVj1qxZvPnmm6hUqmIOUgghRFGSmoqST1EUfvrpJ+bNm0dISAi1atXim2++YeDAgdJPQogclKmair59+9KtWzeCg4P1HUr2qlaF//2PDDtbgk8Hc/7O+Wxn+/jjjzl+/Dh79+4t5gCFEGVNcHAw3bp1o2/fvvoORfzL0tISExMTqakogdRqNcHBwTRo0IDXX3+dlJQUtm7dyoULFxg+fLgkFELkQkZ/Kk4JCbBvH8prr2G9wo2pL09l0suTdGZTFIWXXnoJgEOHDklthRCiwErNebKQldT9dnZ2ZujQoXz66af6DkX8648//mDChAkcPXqULl26MHnyZF5++WW5Bosyr7DOk2WqpqLEi4qCPn1QXblCbZvaRNyNyHY2lUrF9OnTOXz4ML///nvxxiiEEKLI2dvbS/OnEuLy5cv07t2bNm3aoCgKISEh7N69m9atW0tCIUQeSFKhJ7Wr5JxUAHTu3JkmTZrw2WefFWNUQghRNpW05rFyAzz9S0hIYMKECdSrV4+//vqLdevW8ddff9GmTRt9hyZEsSjs5rHSUVtPatvUJuRKSI7lmbUVPXv25NChQ9rmUEIIIfJu06ZNJar5k729PVevXtV3GOWSWq1mxYoVTJs2jcePH+Pv78/48eMxNzfXd2hCFCs/Pz/8/Py0zZ8KSmoq9KS2TW1uPrjJg8cPcpyne/fuvPDCC8yePbsYIxNCCFHUpKZCP65fv06nTp0YOXIkPXr0ICIigmnTpklCIUQh0FtNRVRUFD/99BNmZmbExsbSuXNnGjduDKC9mYyLiwsZGRkMHTpUX2EWrgoVoHFjqFCB2ha1Abh09xKNHBplO7uBgQHTpk3j7bffJiwsjKZNmxZjsEIIIYqK9KkoXoqi8N133zF27FgsLS35+eef6dixo77DEqJM0VtNxbJlyxg1ahRDhw5l6tSpLFy4EIDly5cTERHB9OnTadWqFePHj8/2JnGlUr16cPw41KtHbRtNUhERn3O/CoA+ffpQu3Ztqa0QQogyxM7Ojrt375KWlqbvUMq8W7du0aNHDwYPHsybb77J6dOnJaEQogjoLanYtm0bp06d0r43NTUlNTWVKVOmMGrUKABq1arFqVOnyuToC1XMq1DZrHKunbUBDA0NmThxIjt27CA8PLyYohNCCFGUMm+AFx8fr+dIyrbvv/+eF154gcOHD7N9+3YCAwOxtrbWd1hClEl6SyrGjBlDs2bN+N///sfMmTMZO3YsoaGhJCQkEBERwaZNm/j000+JjY3VV4iF78QJMDXVPANz28/lVbdXn7nYgAEDcHBwYP78+UUdoRBCiGKQmVRIv4qikZKSwtChQ/H19aVt27acOXOGN998U99hCVGm6a1PxVtvvcXRo0f58ccfefDgAa1bt9YmECYmJvTt25e4uDgaNmzI+fPnn2vUjr59+2JsbJxlWmbP9hJBUeDxY80z8G7Td59rMVNTU8aPH8+0adOYOXMmTk5ORRmlEKKUCw4O1hk6VZrZlCx2dnaAJBVFITY2lh49enDy5EnWrl3LwIEDy2SLByFKGr0kFUlJSYwYMYKgoCAMDAz44osv6NGjB59//jkAzZs3B8DW1ha1Ws2ff/5Jly5dnrnekjZk4LNcvnuZkKshDG387I7ow4cPZ/bs2SxevJgFCxYUQ3RCiNIqux9TCmvIQFE4MmsqpLN24Tpx4gTdunUjIyODgwcPar9PCCGKnl6aP/3666+0bdsWc3NzzMzMmDFjBmPGjMHCwgKVSkVGRoZ23qfflyVHoo8wfNfwXIeVzWRpacno0aNZvnw5CQkJxRCdEEKIolKxYkXMzMykpqIQbdmyhZdeegkHBweOHj0qCYUQxUwvSUWtWrU4efJklmkZGRm0bduWtm3bcujQIUDzC45KpeLVV5/d76A06l2/N4+mPqKSSaXnmn/s2LGkpaXxzTffFHFkQghRtpS0O2qrVCoZVraQqNVqZsyYQZ8+fejevTsHDx6UZsJCPIfCvqO2StHTeK0//fQT+/btw9nZmdTUVJo1a0b79u25du0a/v7+NGjQgMuXLzN06FCaNGmS67oyq/UTExNLdvOn5GSIjISaNTX3rMiHUaNG8f3333P16lUq5HMdQojyp9ScJwtZSd7vZs2a0aRJE1asWKHvUEqthw8fMnjwYL7//ntmzZrF1KlTpf+EEHlUWOdJvSUVhakkXzSe5c2Nb/Ka22u8/+L7zzV/ZGQktWvX5quvvtIOvSuEEM9Sms+TBVGS97tLly6Ympqyfft2fYdSKiUmJuLj48Pp06dZt24dPXr00HdIQpRKhXWe1NuQsuXS1avwzjua53/deniLYzePPfcqatasSZ8+fZg/fz7p6elFEaUQQohiYGdnJ30q8ikxMZFOnTpx4cIFfv/9d0kohCgBJKkoTvHxsGqV5vlftW1qP/Ou2k+bNGkSV65cYfPmzYUdoRBCiGIifSry5969e3Ts2JGLFy+yb98+mjVrpu+QhBBIUqF3tW1qP/Ou2k9r1KgRPj4+zJ07lzLQek0IIcole3t7qanIo8yEIiIign379tG0aVN9hySE+JckFXpWy6YWcY/iuJdyL0/LTZo0iX/++Ye9e/cWTWBCCCGKlJ2dHYmJiaSmpuo7lFIhISGBDh06cPnyZfbv3//MQVyEEMVLkgo9q12lNgCX7l7K03Jt27blxRdf5IsvviiKsIQQQhSxzBvgxcXF6TmSki8zoYiMjGT//v00btxY3yEJIZ5SppKKkjYOuY6qVWHyZM3zv2rbaJKK3PpVZNfESaVSMXnyZA4ePMjhw4cLP1YhRJlQ2OOQi8JjZ2cHIE2gniEzobhy5Qq//fYbjRo10ndIQohsGOk7gMK0adOmEjdkYBZOTjBnTpZJVmZW2Jnb5divYu+lvXz999ds7L2Rk7En2XRmE+82fZcGVRvQrVs36tevz6xZs9i9e3dx7IEQopTx8/PDz89PO2RgedW3b1+MjY21x6MkyKypkM7aOUtJSeH111/nypUr7N+/n4YNG+o7JCHKjODgYIKDg0lLSyuU9ZWppKLES0qCsDBo2hQsLLSTa1epzfXE69kuYqgypIp5FcyNzYlJimHLuS18ffRrmldrzrtN3mXC1AkM6z+Mo0eP0rx58+LaEyGEKFVK4o9OUlORO0VRGDZsGCdOnCAkJEQSCiEKWWH/6CRJRXGKiIBXXtEkFk90MPt1wK9UMMp6d+wMdQYGKgM6uHegg3sHAPq80IceHj3YdXEX3574lhG7R1DBqALV2lfjs88+Y+fOncW6O0IIIfLP3NycihUrSk1FDmbPns2GDRvYtGkTLVq00Hc4QohnKFN9Kkorc2NzVCpVlmkfH/iYXpt76fSnMDY0pke9Hux+ezdXPrhCl9pduP3ybX48/SPHjx8vzrCFEEIUkNwAL3ubN2/m448/5tNPP6VPnz76DkcI8RwkqSgBDl07hNdSL+4m3wU0/Sjm/DmHF51e1Ek2nuRi5cL6nutp69YWg7cN+Gj+R8UVshBCiEIgN8DTdfToUQYNGsTbb7/N9OnT9R2OEOI5SVJRAthXtKdN9TakZaRx4/4NBmwfQOdanfnopWcnCSaGJmzru42XbV7mt52/cerUqWKIWAghRGGQG+Bldf36dbp160ajRo1YtWpVrj+sCSFKFkkqipOxsWYEKGPjLJNrV6nN/73+f1Qxr4LfVj9MDU35rsd3GKie789jaWrJ/g/2U9OhJlPnTCUhOaEoohdCiCJx9OhRxo0bR2BgIO+99x5RUVG5zv/gwQN69erFtWvXiinCoiPNn/7z4MEDunXrhomJCTt27MDMzEzfIQkh8kCSiuLk5QXR0Zrnp1yIu0Df7/sSej2Ujb03Ymtum6dVGxkZMXXqVPZY76FfcL/CilgIIYpUamoqvr6+TJkyhUGDBjFkyBCGDBmS4/yrV69m/vz5bNu2DbVaXYyRFg1p/qShVqsZMGAAly5dYteuXVR94n5OQojSQZKKEqLRskZsO7+NWa/O4uXqL+drHQMHDsTxmCOG+w0LOTohhCgaBw8exNLSUvslskWLFhw5coRbt25lO//QoUOZOXNmcYZYpKSmQsPf358ffviB4OBgvLL54U0IUfJJUlGcTp8GZ2fN81NmtJvBmx5vMvGliflevbGxMTOHz2R38G7+PPEnAUcCsr0btxBClBRXrlzBxsZG+97Q0BALCwvOnj2rx6iKj729PQ8ePCA5OVnfoejN77//zuzZs5k1axZvvPGGvsMRQuRTmbpPRUm8Y2oWaWlw44bm+SmTX55cKJsYNGgQn332GROXT+Sw42GsTK0Y0jjnpgRCiLKtsO+YWtji4uJ02s6bmZlx7969Qt1O5vXhSSXhWpF5A7w7d+5QvXp1vcaiDwkJCQwYMIA2bdowadIkfYcjRJmXeU14ktxROxsl8Y6pxc3ExIQpU6YwZswYeq7pydi9Y2ldozW1bGrpOzQhhB4U9h1T8+LLL7/MtdN127ZtsbKy0qlRffDgAba2eetX9iwl9fpgb28PlM+kQlEUhg8fzoMHD1i3bh2GhtJ0V4iilt2PKXJHbZGjoUOHMnv2bEz2m1C1aVX6b+vPH0P+wNjQ+NkLCyFEIfnggw+eOc9vv/3GypUrte9TU1NJSkqiRo0aRRlaiZFZU1Ee+1WsXbuWLVu2sHnzZlxcXPQdjhCigKRPRRlkamrK5MmT2bx+M583+5xjMcf47OBn+g5LCCF0tGnThtu3bxMdHQ1ASEgIzZs31yYVBw4c4MyZM/oMsUg92fypPLl06RLvv/8+Q4YMwdfXV9/hCCEKgSQVxal2bThwQPNcxN555x1cXFzYuGAjM9rNYPYfs/nz2p9Fvl0hhMgLIyMjAgMDmT17NoGBgWzcuJGgoCBt+ZIlS9i5c6f2fXBwMCNHjgRg8uTJfPPNN8Uec2EyMzPD0tKyXNVUpKWl8fbbb+Pg4MCXX36p73CEEIVEpZSB4YEy24IlJiaWyDaz+hIUFET//v0J+SOEaRHTuJ54nVMjTmFlVrztqoUQ+ldez5OlYb9r1apFz549mTdvnr5DKRbTpk1j7ty5hIaG0qJFC32HI0S5V1jnSampKE43bsCUKZrnYuDn50eTJk2YPHEy695cR0JKAhvPbCyWbQshhHg+5ekGeAcPHmTOnDnMnDlTEgohyhhJKorTrVvwxRea52JgYGDA/PnzOXz4MGG/hXF65GmGNxteLNsWQgjxfMrLDfASEhLo378/L7/8MpMnF84w6kKIkkOSijLu1VdfpXPnzkyePBmHCg4ABJ8OJioh52EehRBCFJ/yUlMxbtw47t+/z/r162X4WCHKIEkqyoF58+YRGRnJ8uXLeZT2iCn7pxB8JvjZCwohRBnRt29funXrpnPTp5KgPNRUHDhwgO+++44FCxaUu/txCFFSBQcH061bN/r27Vso65OO2sXp+HFo2hTCwqBJk2Ld9LBhw9i5cyeXLl0izTgNW/PCvbGUEKJkKzXnyUJWGvY7ICCAadOm8fDhQ32HUiQeP35Mw4YNsbGx4Y8//sDAQH7PFKIkkY7a2SjJv0QBUKUKDBumeS5mn376KQ8fPmTu3LnahGLTmU2cuHmi2GMRQhSfwv4lShQ+Ozs7Hj16VGaTigULFhAREcGyZcskoRCiDJOainJk+vTpLFy4kIiICByqOdBsRTPS1GmEvReGmZGZvsMTQhSh8nqeLA37/euvv9KxY0eioqJwdXXVdziFKjIykhdeeIExY8Ywf/58fYcjhMiG1FSURsnJcPas5lkPJk6ciIWFBR9//DFGBkas77meS3cvMW3/NL3EI4QQQtNRGyhz/SoURWHMmDHY2dnh7++v73CEEEVMkoridP48eHpqnvXA0tISf39/AgMDOXXqFJ72nsx+dTaLjyzm9yu/6yUmIYQo7+zs7ICyl1Rs27aNn376iSVLllCpUiV9hyOEKGKSVJQz7733HrVq1WLixIkoisJ47/G0rtGaQTsGkZiSqO/whBCi3LG11fRzK0vDyiYlJfHBBx/QtWtXunfvru9whBDFQJKKcsbY2Jh58+bxyy+/sH37dgwNDAl8M5CE5AQ+2PuBvsMTQohyx8TEBGtr6zJVU+Hv78/du3dZsmQJKpVK3+EIIYqBJBXlUPfu3enWrRtjxowhMTERV2tXlnReQuCpQLad36bv8IQQotwpSzfAO3XqFEuWLMHf37/MdTwXQuRMkoripFKBiYnmWa9hqPj6669JSkpi6tSpAAxqOIg3Pd5k2m/TyFBn6DU+IYQob8rKDfDUajUjRoygbt26jB8/Xt/hCCGKkZG+AyhXGjeG1FR9RwGAi4sLs2bNYvz48fTv35+WLVuysutK0tXpGBoY6js8IYQoVH379sXY2Bg/Pz/8/Pz0HY6OslJTsWrVKo4cOUJISAgmJib6DkcIkYvg4GCCg4NJS0srlPXJfSrKsYyMDLy9vUlJSeH48eMYGxsDEPcojtDroXSr203PEQohCkt5PU+Wlv0ePnw4x44dIywsTN+h5NuDBw+oVasWHTp0YN26dfoORwjxnOQ+FaXR+fPQpInehpR9mqGhIStXruT8+fMsWLBAO/3rv79m5O6RPEp7pMfohBCi/CgLNRULFy4kISGBWbNm6TsUIYQelKmkom/fvnTr1o3g4GB9h5K95GQ4cUJvN7/LTqNGjRg/fjwzZ87k0qVLAExtPZWj7x7F3Nhcz9EJIQoqODiYbt260bdvX32HInJhb2/P7du3Ka2NB27dusX8+fMZO3YsNWrU0Hc4Qgg9kOZPxen4cWjaFMLCNDUWJcTDhw/x9PTE3d2dX3/9VTv8393ku6w7tY6xL46VIQGFKOVKzXmykJWW/d64cSN+fn4lPs6cjBo1iuDgYC5fvoyNjY2+wxFC5IE0fxKFpmLFiixdupT9+/dnaQf7W9RvjPt5HGtPrtVfcEIIUQ7Y29sDpfMGeOHh4axYsYJp06ZJQiFEOSZJhQDAx8cHPz8//ve//xEXFwdA7/q9GdZ4GGN+GsP5OyWjH4gQQpRFdnZ2AKVyWNmpU6fi5OTEmDFj9B2KEEKPJKkoTm5usHmz5rkEWrx4MRkZGVnGFv/S50tqWNXgra1vkZxWcvqCCCFEWVJaayoOHz7Mtm3bmDVrFmZmZvoORwihR5JUFKfKlcHXV/NcAlWtWpWAgADWr1/Phg0bAKhoUpFNvTdxMf4iE36ZoOcIhRCibKpSpQpQumoqFEXho48+omHDhvTr10/f4Qgh9EySiuJ06xYsWqR5LqEGDhxIv379GD58OBEREQB4VfUioFMAS48t5ftz3+s5QiGEKHuMjIyoUqVKqaqp2LlzJ4cOHWLevHkYGMjXCSHKuxJ3Fvjrr7+4du0aGRkZ3LhxgyNHjug7pMJz4wZMmKB5LqFUKhVLly7F0dGRt956i9R/7wD+XtP36PtCX4b8MITTt07rOUohhMibEj/kOJp+FaWlpiI9PZ3JkyfTvn17OnbsqO9whBD5UNhDjhsVylryISoqip9++gkzMzNiY2Pp3LkzjRs3ZunSpQQGBgLQrFkzgoKC9BViuWVhYcGmTZvw9vZm4sSJfPnll6hUKlZ1W8VLq1/iu1PfMb/jfH2HKYQQz23Tpk0lfqjW0nQDvNWrV3PhwgVtU1khROnj5+eHn5+fdkjZgtJbUrFs2TLmzp2rfd+/f3/Wr1+Pq6sr0dHRKIqCs7OzvsIr9xo3bsyCBQsYO3Ysr776Kt27d6eiSUV+H/w7VqYF/+AJIYTIKvMGeCXdw4cP8ff3p1+/fjRu3Fjf4QghSgi9NX/atm0bp06d0r43NTXVvnZycpKEogQYM2YMb775JkOGDOHatWsAWJtZo1Kp+OHCD3z4y4d6jlAIIcoOOzu7UlFTERAQwN27d5k1a5a+QxFClCB6q6kYM2YMzZo14/3338fKyoqxY8cCml9A1qxZg6mpKfv27eOjjz6iXr16z7XOvn37YmxsnGVaZtVOiWBlBV27ap5LAZVKxapVq2jcuDFvv/02v//+O0ZGmo/MnUd3iLoXRVpGGsaGxs9YkxCiOAUHB+v0HUhLS9NTNOJ5lYaaisTERBYsWMDw4cNxdXXVdzhCiBJEpSiKoo8N37p1iwkTJvDXX3/x4MEDgoKCePXVV/nrr7948cUXAdi3bx9jxozh3LlzuY4sUVi3FxfZCw0NpU2bNkyaNInZs2drpyuKgkqlIl2djpGB3vJTIcRzKK/nydK039988w0ffPABqampJXY0pU8//ZQ5c+Zw+fJlqlWrpu9whBCFoLDOk3o5ayUlJTFixAhWrFjB6dOnGT58OD169CAqKoqmTZtq56tVqxbh4eH8888/+giz8KWlwZ07mudSpFWrVnz22WfMmTOHX3/9VTtdpVJx+PphPL72IDIhUo8RCiFE6efu7k56ejpRUVH6DiVb9+7dY9GiRQwfPlwSCiGEDr0kFb/++itt27bF3NwcMzMzZsyYwZgxY1i3bh3W1takpKQAmuQDwMTERB9hFr7Tp8HeXvNcykyaNImOHTvSp08fzp07p51e17YuKpWK7hu7k5SapMcIhRCidPPy8gLgzJkzeo4ke19++SWpqalMmjRJ36EIIUogvSQVtWrV4uTJk1mmZWRkMGjQICZOnIiZmRkAhw4dolWrVtSvX18PUYonGRgYsGnTJpydnenSpQs3b94EwKaCDTvf2sm1xGv03NyTlPQUPUcqhBClk6OjI5UrV+Z0Cfzh6d69eyxevJgRI0bg6Oio73CEECWQXhrCN2jQgL59+zJhwgScnZ1JTU2lffv21KhRg9atW7NgwQIyMjK4ePEi27dv10eIIhtWVlbs2bOHli1b8sYbbxASEkKlSpWoZ1ePH976gc5BnXnr+7fY4rtFOm8LIUqUzIE8StTgHU9RqVR4eXmVyJqKxYsX8/jxY6mlEKIMyRzUo7AG8tBbR+3CVGo64h0/Dk2bQlgYNGmi72jy7Z9//uHll1/m5ZdfZufOndoRofZE7KH7xu70faEv3/X4DgNVyexoKER5VGrOk4WstO336NGj+f333zl79qy+Q9FKSEjA1dWVd955h4ULF+o7HCFEISvVHbVF6dagQQO2bt3Kr7/+ysiRI8nMS7vU7sKGnhsIPhPM6N2jKQP5qhBCFCsvLy8uXrxIamqqvkPRWrx4MWlpaUycOFHfoQghSjBJKopTw4aQmKh5LuU6dOjAypUr+fbbb/n888+1031f8GVl15WsOL6Cv278pccIhRCi9PH09CQ9PZ3w8HB9hwLA3bt3CQgIYNSoUVStWlXf4QghSjC5uUBxMjSEUlD9/rwGDx7MtWvXmD59OtWrV2fAgAEADG08lJerv0ydKnX0HKEQQpQunp6egGYEqAYNGug5Gli0aBEZGRlSSyGEeCapqShOERHQqZPmuYz4+OOPGTp0KEOHDmXv3r3a6XWq1EFRFD4L+Ywlfy3RY4RCCFF6WFtb4+zsXCJGgIqPj+fLL79k9OjR2Nvb6zscIUQJV6ZqKkr86B5JSfDLL5rnMkKlUrFs2TLu3LlD9+7d2bhxIz169NCWJz1OwtDAUI8RClG+FfboHkXh6NGjBAUF0bhxYw4dOsSUKVNwc3PLdt6//vqLP//8k6SkJA4fPszUqVNp27ZtMUdctLy8vEpEUrFo0SIUReGjjz7SdyhCiFKgTCUVmzZtKhWje5Q1xsbGbN26lQEDBuDr68vatWvp378/KpWKue3nolKpAPjz2p+85PKS9r0Qouhl/siSObpHSZOamoqvry9//fUXVatWpU6dOgwZMoTff/9dZ95Hjx6xY8cO5syZA8D3339P586diYiIwMnJqZgjLzqenp5s3rxZrzHExcWxZMkSxowZg52dnV5jEUKUDtL8SRQKY2NjgoKCGDRoEAMHDmT58uUA2gQiIj6CtmvbMviHwaRllNxfTIUQxevgwYNYWlpqOwG3aNGCI0eOcOvWLZ15L126xBdffMGlS5cA6NSpE8nJyRw6dKhYYy5qXl5eXL16lfv37+sthsxaigkTJugtBiFE6SJJhSg0hoaGrFy5kvfff58RI0awYMECbVntKrVZ32M9waeD6b6xOw8fP9RjpEKIkuLKlSvY2Nho3xsaGmJhYZHtfRq8vLw4dOgQ7u7uAFy7dg2A2rVrF0+wxSSzs7a+7lURFxfHV199JbUUQog8KVPNn0o8Fxf4+mvNcxllYGBAQEAAFhYWfPTRRyQlJTFjxgxUKhV+Xn7YmtvSc3NPXv3uVXa/vRtbc1t9hyyE0KO4uDjMzMyyTDMzM+PevXs686pUKlq1aqV9/8UXXzBu3DgaN278zO1k9rl7Ukntf1evXj0MDAw4ffo0LVu2LPbtSy2FEGVXZj+7JxVWnztJKoqTnR2MHq3vKIqcSqVi1qxZWFhYMHnyZJKSkli4cCEqlYoO7h34fdDvdNnQhZdWv8TP/X/G1dpV3yELIYrAl19+SVRUVI7lbdu2xcrKSudGmQ8ePMDWNvcfHFavXo2DgwPz5s17rlhKU587MzMzateuzZkzZ4p92/Hx8Xz11VeMHj1aaimEKIOy+zGlsPrcSVJRnO7ehT17oEsXeKK6v6yaNGkSFhYWjB49mitXrrB27VosLS1pWq0poUND6bi+Iy1XtWSL7xZerv6yvsMVQhSyDz744Jnz/Pbbb6xcuVL7PjU1laSkJGrUqJHjMnv27CEjI4P58+eTkpJCbGwsrq6uhRFyiaGvEaAWLVqEWq3mww8/LPZtCyFKN+lTUZyuXIEBAzTP5cSoUaPYsWMH+/fvp0WLFpw/fx4Adxt3QoeGUtumNj029ZA+FkKUU23atOH27dtER0cDEBISQvPmzbVJxYEDB7L8Yn/w4EFiYmLo2rUrsbGx7N27l5s3b+ol9qLk6enJ6dOndWpxitLdu3ellkIIkW9SUyGKXPfu3Tl69Cg9e/akRYsWrFmzht69e1O1UlV+G/QbF+IuUNGkIvdT75OuTsemQtmvxRFCaBgZGREYGMjs2bPx9vYmJCSEoKAgbfmSJUto3rw5np6eREZG8sYbb5D01L1+EhMTizvsIufl5UV8fDy3bt3CwcGhWLa5ePFiMjIypJZCCJEvKqU4fwYpIpltwRITE0t2m9njx6FpUwgLgyZN9B1NsXvw4AHvvPMOmzZt4qOPPuLzzz/HyOi/vHbYD8M4dvMYJ4afwEAllWhCFKZSc54sZKV1vy9evEjdunX59ddfad++fZFv7+7du7i6ujJ8+HDmz59f5NsTQpQchXWelG9uothUqlSJ4OBgFi1axKJFi+jYsSO3b9/Wln/S9hMWdVyEgcqA1PTUYq32F0KIksTd3Z0KFSoUW7+KgIAA0tPT5e7ZQoh8K1NJRd++fenWrZvOUFklRsWK4O2teS6nVCoV48ePZ//+/Zw9e5YmTZrw008/AVDDugav1XwNgME/DKb3lt7EPojVZ7hClHrBwcF069aNvn376jsUkQeGhobUr1+/WEaASkhI4Msvv2TUqFHY29sX+faEEGWTNH8SenPjxg2GDBnCr7/+Sv/+/Vm8eLF2GMlt57cxfNdw0tXpzO8wn6GNh0qTKCEKoLyeJ0vzfg8ePJhz587x999/F+l2/P39mT9/PlFRUdo7mwshyg9p/iRKPScnJ37++WfWrl3L7t27qV+/PsHBwSiKQs96Pbkw+gJverzJuz++S7u17Th/57y+QxZClFIlviY7G15eXpw9exa1Wl1k20hISCAgIICRI0dKQiFEOVPYNdmSVBSn48dBpdI8C0DTHGrQoEGcO3eOdu3a8fbbb9OtWzeio6OpYl6FNd3XsH/gfm4+uEnDZQ2Z8fsMUtNT9R22EKKU2bRpEzt37iyRd9DOiaenJ48ePcr1BoIF9eWXX5KWliZ9KYQoh/z8/Ni5cyebNm0qlPVJUiFKBAcHBzZv3sz27dsJCwujfv36fP3116SlpfGq26v8M+IfJr40kdl/zKbhsobceXhH3yELIUSR8vLyAiiyfhX37t0jICCAESNGFNuwtUKIskuSClGivPnmm5w7d4633nqLsWPHUr9+fTZt2oSpoSmzXp3FyeEn6eHRA1tzWxRF4cztou/EKIQQ+uDo6EjlypWLbASoBQsWkJqaysSJE4tk/UKI8kWSClHiWFtbs2LFCk6cOEHdunV56623aNasGXv37qW+XX3mtJ+DSqUi5GoIXku9+PtG0XZiFEIIfVCpVHh5eRVJTcXVq1dZuHAhEyZMkFoKIUShkKRClFgNGzZk165d/PHHH5ibm9O5c2deeeUVDh8+DEDr6q3Z5beL5tWaAzD3z7lcuntJnyELIUSh8vT0LJKaismTJ2Ntbc3kyZMLfd1CiPJJkoriVL8+RERonsVze/nll/njjz/YtWsXd+/epVWrVnTp0oX9+/bTpXYXVCoVdx7eYcnfS/D42oMB2wdwLOaYvsMWQogC8/Ly4uLFi6SmFt4AFYcOHWLjxo3MmTOHSpUqFdp6hRDlmyQVxcnMDGrV0jyLPFGpVLz++uucPHmSoKAgYmJi6NSpEy+88ALLli3DHHMuvX+JBR0X8Oe1P2m+sjmtVrUi+HQwjzMe6zt8IYTIF09PT9LT0wkPDy+U9anVasaNG0fTpk0ZOHBgoaxTCCFAkoriFRUF/ftrnkW+GBgY8Pbbb3PixAlCQkKoV68eo0ePxtnZGf9p/vRw7MGl9y+xo+8OKhhX4O1tb+Ma4MpnIZ8R9yhO3+ELIUSeeHp6AhRaE6j169dz7NgxAgICMDCQrwBCiMJTps4oJf7mRgkJEBSkeRYFolKpaNOmDVu3buXy5cu88847rFy5kpo1a9KtazceHn/Izl47OT3yNF3rdGXOn3O4lngNgIj4CFLSU/S8B0IUj8K+uZEoXtbW1jg7OxdKZ+0HDx4wefJk+vTpw8svv1wI0QkhxH9UiqIo+g6ioArr9uJF7vhxaNoUwsKgSRN9R1PmPHz4kHXr1rFu3TpCQ0MxNzfnzTffpF+/frzY5kWqVKoCQKNljfCq6sW6HutIV6ejQoWhgaGeoxeiaJWa82Qhy9xvHx8fjI2N8fPzK1U3wAPo0qULBgYG7Nq1q0Dr+fjjj5k/fz4XLlzA1dW1cIITQpRawcHBBAcHk5aWxt69ewt8fZCkojhJUlFsoqKiCA4OJigoiHPnzmFra0ufPn148803qfpCVYyMjahvV5/NZzfzwd4P6FO/D13rdqV19daYGpnqO3whCl2pOU8WsrKw3xMnTmTz5s1cuXIl3+u4evUqHh4eTJgwgVmzZhVecEKIUq+wzpNlqvmTEJnc3NyYOnUqZ86c4eTJkwwdOpRdu3bRsWNHWtZuyeRhk1m2bBlV0qvg5+nH1vNb6bCuA1XmVaH7xu4sP7Zc21xKCCH0ycvLi6tXr3L//v18r2PSpEkyhKwQokgZ6TuAcsXREfz9Nc+iWKhUKho2bEjDhg354osvOHv2LHv27GHPnj28//77pKenU79+ffp27kuN5jWIqxzH7zd+Z/Se0WQoGbxg9wIbem2gQdUGZKgzpJmUEKLYZXbWPnv2LC1btszz8ocOHWLTpk2sWbNGhpAVQhQZaf4kyq3ExET27dvHnj17+Pnnn7lx4wYA9evXp3nr5lRqWIlYi1hW9FyBjbkN/bb1Q62oCe4VjFpRc+XeFdys3VCpVHreEyGerbyeJ8vCfqekpFCxYkWWLl3Ke++9l6dl1Wo1L774Ioqi8Pfff8uIT0IIHYV1npSaiuJ0/z4cPgwtW0IpvbiVJVZWVvTq1YtevXqhKApXr17lzz//1D7OLj8LwKGPDtG4cWMqNqmIa01XLl26xMOKD2m0ohH2Fe1p7NBY83DUPLvbuGOgkgu3EKJwmJmZUbt27XyNABUQEMCxY8f4448/JKEQQhQpSSqK06VL4OMjHbVLIJVKhaurK66urvTv3x+Au3fvEhoaypEjRzhx4gSHVh/i+5vfs4AFVLKpRP229TGvZc6NxzcIux5G3GPNfTAsTCxo6NCQwQ0HM6zJMFLSU7j14BYuVi6SbAgh8sXLyyvP96oICAhgwoQJfPTRRzKErBCiyElSIUQObGxseOONN3jjjTe0027dusXJkyc5efIkJ06c4PTu01y6dInHjx+DOZi5mmHxggXXXK6x9cpWVCdV3K98n/H/jOfUe6do4NiAVcdXEZkQiVtlN1ytXXG1dqW6VXVMDE30uLdCiJLM09OTxYsXc+HCBTw8PJ45/7x585g0aRKTJk1izpw5xRChEKK8kz4VxUmGlC2T0tPTuXLlCuHh4Vy4cIHw8HDOnz9PZGQkMTExYAY4g+qKCpdqLmS0zyDBMYFHRo/g3+4YKlRUNa9KTZuauFi5ML/DfFysXDhx8wTp6nSaOzXX6z6K0q/UnCcLWVnZ76ioKHx8fLh27RpffPEF77//fo7NmT777DM++eQTPv74Y2bOnCn9voQQuZI+FUKUEEZGRtSqVYtatWrx+uuvZylLSUnh+vXrXLlyhStXrhAVFcWVK1e48ccNbsTeIDopmlSzVBRrhVjrWGIrx2JobUiofyjVLKpx/cXrqM3VDFQPxNrWmhnJM7AyssLG1AZbc1scLByoZl2NatbVqFKhCs6WznSu3RmA64nXsTW3pYJxBX0cFiFEIXJzc+PEiRNMmTKFcePGsWPHDtasWZPlJnaKovDJJ58wa9YsPvvsM6ZPn66/gIUQ5U6ZSir69u1bsu+YamoK7u6aZ1EuZHawrF27drbliqJw//59YmJitI/bt29zx+4Od+7cweaqDbcSbrH1xlZuJ9zmcZ3H3Kl4hzvmdwivGA4VAfN/H2ZgfNeYugfqYmlpyZH2R2hwuwFNHjfhZuWbHKp0CDOVGeaG5lQ0qkgl40pUMqlERZOKVDKpRCvHVrRzaccDHnDs7jG61emGraUtVx9cJelxEubG5lQwrkAFowqYGZlhamSKmZGZ9BMp4Z68Y2p5VuKvD8/B3NycL7/8ku7duzNkyBC8vLxYvHgxw4YNA2Dy5MnMmzePuXPnMnHiRD1HK4Qo6Qr7+iDNn4QoRdLT00lMTCQhIUHnkXg/kbtJd0m5n0Li/UQuqS+hxClkxGcQZxRHvH08qaTyWPWYDKMMMAVMnngcBUIBd2AAsBhIBHoDnjnHpFKreOHoC9gm23Ld7Tr3rO/xcuTLGBsbc9DtIIqhgiGGGKoMMcQQI5URhirNs6mBKd1V3TE0NOQgB6lqWJXGpo25r7rPkbQjGBoYYmRghKGBZvnM10YGRlQzrUYTyyY85jGH7x+miVUT7M3suZZyjeup1zFQGWiXMzTI+qhZqSZVK1Ql/nE81x5do1mVZhgYGHDpwSWSM5IxUBn89zDQrEelUmGgMqCWVS1MDU2JeRQDgIuFC2pFTVRSFKjQLqdChcpApU26TA1NcbZwBiD6QTRWplZYmVrxKO0RCakJAFmas2QuZ2BgQEWjiliaWpKhZGBR0SJf57nyep4sq/t9//59xo8fz+rVq+nSpQuurq588803LF68mHHjxuk7PCFEKVJY50lJKorbnTtw/XrWaXXqQKVKEB0Nt29nLbO1herV4dEjuHAha5mBATRqpHl97hykpGQtr1kTrK0hNhZiYrKWWVtryh8/huyGKWzUSLP+ixfhwYOsZdWra+KKi4NrT911ulIlzf6o1XDypO56PT3BxAQiI+Hevaxl1aqBg4NmemRk1jIzM6hfX/P65EnN+p/k4QHm5pp44uKyltnbg7OzZj8uXsxaZmQEDRpoXp89C6mpWctr1dIM/3vzpubxpMqVwc1Nc9zPndPd18x+M+Hh8PBh1jJXV7Cxyf7zYGEBtWtDRgacOqW7Xi8vMDaGy5chMTFrmZMTVK0KCQkQFZW1rEIFqFcPAHVYGCnJyaSmppKSkkJKSgqJ1arxSFHIiIokJfYGSrpCelo6d5LvEGOaQWwFQ9KTErC6dZvH6Y95nPGYx+rHJJNOikltjJKNMHx4jhRVEg53HMjIyCDSIZJwazX3jRXsH6Zhm5KBGjUKCmqVmrtGKh78UQXj9HSqNruL4R1DjM4ZkWaVRkq7x5x0AFTgkQAVMjSv+fd7d9QduPcj2FcCp7eBPUA00BQSX4JIGzDKAK9buofw1FFQn4Ba9cHiZWDFvwVvwvXaEFcRKj8C13tZl3toAhe/A+5D4/aAMfDTv89D4JwdpBqDawJUTs667M1UiA0EC6DWEOAYcBqoCak+cM7+3z9vLBg99fG+eBke7gcna+jj8xaLgoN1d+oZStV5shCV9f3+8ccfeffdd7l16xb/93//x6hRo/QdkhCilCm086RSBiQmJiqAkpiYqO9QchcZqShmZooCWR+hoYqiKMr5zp11y0aN0iwbFqZbZmHx37rr19ct/+EHTdnnn+uW9e6tKbt+XbcMFCUlRVPetq1u2cqVmrKVK3XL2rbVlKWkZL/e69c15b1765Z9/rmm7IcfdMvq1/9vXy0sdMvDwjRlo0bplo0frykLDdUts7X9b73u7rrle/dqyvz9dcv69dOURURkv6+ZvL11y9at05R9/bVuWceOmrLExOzXe/u2prxrV92yhQs1ZZs365Y1bvxfTCYmuuVnzmjKhg3TLZs8WVN24IBumZPTf+t1ctItP3BAUzZ5sm7ZsGGasjNndMtMTLSrVTdurFP+KDBQ+fbbb5WHn32mU3b/tVeU0xGnlTOHs4kXlGOHflPOnDmjJHi/qFN2fOwwZdNvm5TQybqfpVse7sqBgweUP/74I9v1Bn7zsfLlti+V822a6pQd8fVRfv75Z+XorFk6ZfFVbZTPNnymfLbhM+WBhblO+dZZHyo7d+5Uwru+rtwcPlzJyYYNG3IsKzXnyUJW2vY7t79hTuLj45UjR44UQTQlR36OS3kgxyV7clx0Fcf1QWoqiltEBCQlZZ32b03FkA4dWDN3btayclxTMW7cOAICAjRlUlPx3/EohJoKTpzQfF19Ur16mnmuXoX4+KxlVatq1p2UpPkMP8nYWBMTwOnT8HTbzNq1Nft04wbceqraoEoVqFEDkpPh/PmsZSoVNG6seX3+vGaeJ7m50W3QIHauXKlZ95OsrDT9l9LSNDE9rWFDMDTM/v/RxQXs7ODuXbhyJWtZxYpQt67m9fHjuuutX1/zWY2K0vwNnuToqHncv6+5Z82TTE3hhRc0r//5B9LTs5Y/WZtpaKhZTza6devGzp07sy0rVefJQlTa9ju3v2F5Jscle3JcsifHRVdxXB/KVEftUiGHDrsA8RUq5DzUrLl57sPQZn7hzo6Dg+aRHROT3Ndbp07OZba2mkd2DAxyX2/NmjmXWVtDkyZE/vusIzORyk716ppHdipVyj2mzC912cn8QpgdM7Pc15v5JTQ7dnaaR3YMDbOsV+d4uLvnvN7KlTWPnGR+Wc9OjRqaR3YsLHLf18zkIjtOTppHdnL77MN/yVB2qlbVPLJjbJz7enP5f8TGRvPISW7rdXPTPLJjaZn7splJbnacnXMuE0IIIfSo3AzbEpyPNsj5XS6/28qv4oyxuJcrrm3J8Sic5eR46G9bIndbtmzJ13Kl5W9YWs5hclwKd7n8Ki37VxqOS1k/JnkhSUURLCf/BIW3XHFtS45H4Swnx0N/2xK5+/777/O1XGn5G5aWc5gcl8JdLr9Ky/6VhuNS1o9JXpSJ5k+Z3ULu37+f4zxpaWm5lhfmcsW5rfwuJzHqb1v5XU5iLJzlyuq2nrVc5vQy0I0uTzL3Nz09vcT8LWQ5WU6WKzvLlYYYn7VcYV0fykRH7ejoaFxcXPQdhhBClHjXr1/HuRz1zZDrgxBCPJ+CXh/KRFKhVquJiYnBwsIClUql73CEEKLEURSFpKQkqlWrluUme2WdXB+EECJ3hXV9KBNJhRBCCCGEEEJ/ys/PVUIIIYQQQogiIUmFEEIIIYQQokAkqRBCCCGEEEIUiCQVQgghhBBCiAKRpEIIIYQQQghRIGXi5nel0bfffktsbCwuLi5kZGQwdOhQjh49SlBQEI0bN+bQoUNMmTIFNzc3fYdaLKpXr65zU5bBgwfTr1+/cnlMoqKi+OmnnzAzMyM2NpbOnTvTuHHjcvsZ+fvvvwkODsbDw4NLly7x3nvvUbt27XJ3PB48eMCgQYNYvHgx1atXB8j1GJS341MaybUgK7kWZE+uCdmTa8N/SsT1QRHFbtmyZcrEiRMVRVGUixcvKpaWlkpKSopSo0YNJTY2VlEURQkNDVXatm2rxyiLz61bt5SFCxcqly9fViIjI5WoqChl5MiRSmxsbLk9Jpmfj0z9+vUrt5+Ru3fvKra2tkpcXJyiKIoSExOjtGzZstwdj1WrVimffPKJAihRUVGKoii5HoPydnxKI7kWZCXXgpzJNUGXXBv+U1KuD5JUFLOUlBSlcuXKypUrVxRFURS1Wq1ERUUpv/zyi+Ll5aWdLz09XTE1NdX+wcuymzdvak8KiqIo69evVw4fPlyuj0mtWrWUkydPat8PHTq03B6P77//XnFycsoyzcHBQfnuu+/K5fF48qKR22eivH5eSgu5FuiSa0HO5JqgS64NuvR9fZA+FcUsNDSUhIQEIiIi2LRpE59++imxsbFcuXIFGxsb7XyGhoZYWFhw9uxZPUZbPBwcHKhSpQoA0dHRXLx4EW9v73J9TMaMGUOzZs343//+x8yZMxk7dmy5PR6WlpY8fvw4y7Tk5GTu3r1bLo/Hk3L7TJTXz0tpIdcCXXItyJlcE3TJtSF3+rg+SJ+KYnbz5k0ATExM6Nu3L3FxcTRs2JD33nsPMzOzLPOamZlx7949PUSpP1OnTmXGjBkAxMXFldtj8tZbb3H06FF+/PFHHjx4QOvWrcvt8XjllVeoXr06kZGR1KxZkz/++IOMjAwePXpULo/Hk3L7TJTXz0tpIdeC3Mm1ICu5JuiSa0Pu9HF9kJqKYmZlZQVA8+bNAbC1tUWtVmNnZ4em5uo/Dx48wNbWtthj1JfY2FgOHDhAzZo1Ac2xKo/HJCkpiREjRrBixQpOnz7N8OHD6dGjB5aWluXyeBgZGbF//35++eUXNm7ciLm5ORUqVCi3x+NJuf2PlNf/n9JCrgU5k2tBVnJNyJ5cG3Knj+uD1FQUs8aNG6NSqcjIyNBOU6lUODk5cfv2be201NRUkpKSqFGjhj7C1Iu9e/dm+UB7eHiwcuVK7fvyckx+/fVX2rZti7m5OQAzZswgLS0NOzu7cvsZsbS0ZMSIEQDcunWL9PR03Nzcyu3xyJTb/0h6enq5/P8pLeRakDO5FmQl14ScybUhZ/q4PkhNRTGrVq0abdu25dChQwDcuXMHlUpFu3btuH37NtHR0QCEhITQvHnzcvVPcPbsWe1JE6BNmzbl8pjUqlWLkydPZpmWkZHBiy++WC6Ph6IoODg4EBERAcCyZcuYNm0aHTt2LJfH40m5/Y+U1/+f0kKuBTmTa0FWck3InlwbcqeP64PUVOhBYGAg/v7+nDt3jsuXL/Pjjz9iZWVFYGAgs2fPxtvbm5CQEIKCgvQdarGytLSkTp062vdGRkbl8pg0aNCAvn37MmHCBJydnUlNTaV9+/bUqFGjXB4PlUrFhAkT+OWXX9iyZQsVKlRgwoQJAOXqeAQHB3Pw4EEAJk+eTJs2bRg1alSOx6C8/v+UJnItyJ5cC7KSa0L25Nrwn5JyfVApTzeqEkIIIYQQQog8kOZPQgghhBBCiAKRpEIIIYQQQghRIJJUCCGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQgghhBBCFIgkFUIIIYQQQogCkaRCCCGEEEIIUSCSVIhy5dGjRzx8+LDA8wghhBBCiP9IUiH0as2aNXh4eGBlZcVnn30GwPbt23nxxRcxNTVl2rRpJCcnAzBx4kQsLS0ZPXo0iqLkeVu7d++mSZMmzJ8/XzstIyODkydP5jpPbuLi4hg7diwqlQpfX18OHTqkLYuIiKBp06a0bNmS7du35zleIYQojcLCwhg+fDiLFi1iwYIFbNmyhYULFxZonc2aNSMwMLCQIiwc7dq1Y9u2bTrT5bogyiuVkp9vZ0IUot27d9OrVy9u3bqFlZUVAMePH6dp06ZERkbi5uamnXfRokX873//y/e2/P39UalUzJgxA4AzZ85w7NgxBg8enOM8z8PKyopNmzbh4+OjnZaens6sWbOYPn06RkZG+Y5ZCCFKi3v37tGyZUtOnTqFiYkJABMmTKBy5cpMnz493+vduXMnTZs2xcnJqbBCLZAdO3bw1Vdfcf36dc6ePYuxsbHOPHJdEOWN1FQIvevUqRMWFhZs3bpVOy0qKgpXV1c2bNignRYaGkq7du0KtC2VSqV9HR8fz9SpU3Od53nVrFmTy5cvZ5m2YsUKRowYIRcOIUS5ERERQUpKCoaGhtppEydOzNd59UndunUrMQlFeno6YWFhbN68mdu3b7N8+fJs55Prgihv5FNdhj169IgLFy4U+3Y9PDwwNzd/7vmNjIzo06cPQUFBDB06FICYmBhGjhzJ2rVrmTZtGqCpvRgzZox2uY0bNxIVFYWLiwsHDx5k3rx5WFtb8+WXX2JhYUFGRgZXr17F398/21+R9uzZw40bN9i9ezexsbH4+vri7u4OwMOHD7VV7Tt27GD9+vVUrFgxx31wd3fn0qVL2vcnTpzA0dERBweH5z4OQgiRm9JwTvfy8kKtVtOhQwcGDRpEy5YtqVOnDm+99RZAjufnwMBApk2bRq1atdi0aRPJycm0a9cOb29vhg0bxrRp0+jVqxeTJk1i9+7dTJ48mZ49e+Lm5oZKpdI5T+/YsYOzZ89iZmZGREQEDRo0ICoqig8//JCgoCBcXFzIyMhg7969rF27Nk/HIzAwkEGDBlGlShWmTJnCp59+ysCBA7G0tMwyn1wXRLmjiDIrLCxMAYr9ERYWludYDx06pBgYGCg3btxQEhISlPXr1yvXrl1TVCqVEhYWpqSlpSnLly/Xzn/kyBHF29tb+z4gIECZOHGikpKSopiYmChRUVGKoijK8OHDlaVLl2rn8/f3V/z9/bXvBw0apKxZsyZLLP7+/krr1q2177t27aps3bo11/gnTpyodO3aVVEURUlJSVFmzpyZ10MghBC5Ki3n9MjISGXgwIGKo6OjAije3t5KTEzMM8/Pq1atUnr16qV9P2/ePO3r6dOnZzl3T5s2TenSpYv2/ZPn6fj4eMXW1lZJS0tTFEVR6tSpo5w6dUp59OiRsmjRIuXbb7/VLvfkdeV5JCUlKXPmzNG+T05OVmrUqKFMnTpVZ165LojyRmoqyjAPDw/CwsL0st28atWqFa6urmzcuBF7e3u6du2KlZUVrVu3JigoiNu3b9O+fXvt/Bs3bqRSpUrs2LEDAFNTU2xtbTE1NeXYsWOEhISwb98+7ty5Q2xsbJ7jadq0qfa1jY0N9+/fz3V+d3d3du3aBcBXX33FqFGj8rxNIYTITWk4p8fFxWFvb6+t6Q0PD+edd97ho48+Yv369bmen/38/Jg8eTKxsbE8ePCA+vXra8uebE4FmhruJk2aaN8/eZ6+cuUKxsbG2iZGVapUITw8nAYNGtC1a1deffVVli9fzksvvcT48ePzdCxWrlzJu+++q31vZmbG7Nmzee+99xg1alSWJlpyXRDljSQVZZi5uXmWk25J9/bbbxMUFMSQIUO0Hbb79evHjBkzcHNzy9LZzdDQEGtra958880s64iKisLX15eAgAB8fHyIjo4GNG1gn9WGNTQ0lFatWmnXnxfu7u5ERkZy8OBB6tati62tbZ6WF0KIZykN5/QzZ86gKAqvvPIKAHXr1mXhwoUMGTLkmefnChUq4Ofnx6pVq7CysmLkyJG5biun83T9+vWpVKkSt2/fxtramqSkpCz98S5fvszhw4fZvXs3r732GuHh4RgYPLuLaWxsLGZmZlSpUiXL9LfffpvFixfzySefsGrVKu10uS6I8kY6aosSo1+/fhw/fhxnZ2ftNF9fX+Lj43UuHgMHDiQ0NFQ73KxarWb58uVs374dT09PbQJy/fp1AIKCgrLdpoWFBYmJiSiKQnh4eL5jd3d3JyUlhV27dtG1a9d8r0cIIUq7OXPmkJaWpn0fHh5OmzZtnuv8PGLECFauXImxsXGef9zJZGZmRvv27dmyZQsrV65k69at2NnZabd19uxZ2rRpw9y5c2nQoAEPHz7kzz//fGYt0NKlS+nWrRtxcXFZHvHx8UyePJnAwEDOnDmjnV+uC6K8kZoKUWJ4eHjg4+ND586dtdMqV65Mr1696N27d5Z5GzRowOrVq5kwYQJeXl6kpqYyYMAAHj16xNGjR9myZQsA3bt3JyAggEaNGrF371527dqFSqXC29sbHx8fRowYwYwZMzAwMKBnz57aedLS0ti1axdJSUkcOnSI6OhoPDw88Pb2zjZ2FxcX6tSpk+1oUkIIUV4YGBjQuXNnAgICePz4MUlJSSQmJjJ//nwSEhJyPD9nqlevHp6ennTv3l07bc+ePezatQsDAwM6duzI/fv3tc2KWrRoQUJCgs55+urVqxw4cABTU1N27dpF586def/996lQoQI7d+7kzJkzJCcn4+Pjg4WFBUuXLiUpKYmdO3dmu18XL15k9uzZfPrpp7nu/9SpU7XrkOuCKG/kPhVCCCGEKDM2btxITEwMH3zwASqVilu3bvHJJ5/Qvn17+vbtm+Ny69atY8CAAcUYqRBlizR/EkIIIUSZcerUKVq0aIGhoSEGBgY4OjrStm1bEhISclwmLi7uufpVCCFyJjUVQgghhCgzkpKS+Oabb7C0tKRSpUrcu3cPRVEYOXJktvcsAvjjjz9o2bKl3JROiAKQpEIIIYQQQghRIFLXJ4QQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQgghhBBCFIgkFUIIIYQQQogCkaRCCCGEEEIIUSCSVAghhBBCCCEKRJIKIYQQQgghRIFIUiFEIdqwYQMffvghhw8f1ncoWo8ePeLhw4cFnic/goKC+Pnnn/n6668Lfd1CCCGEKDkkqRB6tX//fgYMGIBKpWL06NF88cUXzJ49mw8++AAnJyc2btxY7DFlZGRw8uTJfC3r6+vLP//8Q3h4eLbla9aswcPDAysrKz777DMAtm/fzosvvoipqSnTpk0jOTkZgIkTJ2Jpacno0aPJ743vd+/eTZMmTZg/fz6Q/b49Pc+zxMXFMXbsWFQqFb6+vhw6dEhbFhERQdOmTWnZsiULFy4kMjISCwsLvL298xW/EEII8SxRUVH6DkEAKELoWVRUlAIoUVFRWaZfvnxZ+eKLL4o9ntOnTytr1qzJ9/KDBg3Kdfldu3Yppqamyr1797TTwsLCFECJjIzMMu/ChQvzHUemTz75RPH391cUJed9e3Ke52Vpaan89NNPWaalpaUp/v7+SlpamvL+++8rp0+fVhRFUZKTk5XHjx/nJ3whhHimoKAgZcKECUpoaKi+QxF6MHnyZH2HIBRFkZoKUeLcuXOHixcvUrNmTSpWrFis246Pj2fq1KlFuo1OnTphYWHB1q1btdOioqJwdXVlw4YN2mmhoaG0a9euwNtTqVRA7vuWOU9e1KxZk8uXL2eZtmLFCkaMGIGRkRFDhgzh999/Z+/evYSEhGBkZJT34IUQpU5YWBjDhw9n0aJFLFiwgC1btrBw4UKgYDXBuXlWLfGz5BYz5D3uwtjPZ8WUX82aNSMwMLDA68mvdu3asW3btmzLnrcmfPv27dy4cYNvv/2WrVu3smHDBrZv387atWtJSkoq1HiPHj3KuHHjCAwM5L333pNakVzIVb6Mu5l0k5sPbuY6T3Wr6tia2xL3KI5riddo4tgEgPC4cB6m5d7O3tPeExNDEyITIslQZ1C7Su0Cx/zXX39RqVIl6tSpw5gxY1i1ahWLFi0iLS2No0ePsmLFChYsWMCQIUNo3bo1U6ZMoVGjRrRv355Hjx5x4MABZs6ciYeHBwAbN24kKioKFxcXDh48yLx587C2tiY0NJSNGzfi5eXF5cuXeeONN4iKiuLGjRvs3r2b2NhYfH19cXd3z3U9f//9N8HBwbRo0QK1Wk1kZGSuyYCRkRF9+vQhKCiIoUOHAhATE8PIkSNZu3Yt06ZNA+D48eOMGTNGu1xO2wf48ssvsbCwICMjg6tXr+Lv74+xsXGW7e7ZsyfHfQN4+PCh9kKzY8cO1q9fn2tS5+7uzqVLl7TvT5w4gaOjIw4ODgA0btyYxo0b5/q3FkKULffu3aN///6cOnUKExMTACZMmEDlypUBOH/+PCdPnqRRo0aFul1jY2OqVauWr2WfFTPkPe6C7ufzxJRfn3zyCU2bNi3wevJjx44dGBoaMnnyZLp27apznbK1tWXJkiUEBgYybNgwXnrpJW2Zm5sbXbt2Zfr06dofqby9vRkwYADXrl0jMDCQZcuWYWFhUWjxpqam4uvry19//UXVqlWpU6eO9gczoUuSijJuedhyZobMzHWelV1X8k6Td9hxYQfv/vguir+m/f7gHwZzJPpIrsteH38dZ0tnJu2bxP3U+/zc/+d8x7p06VLMzMxYs2YN3333nXb6sGHD6Nq1K61bt+bmzZsYGBhw4sQJ7QXk77//Jj4+noEDBwLg7OxMp06duHjxIidPnuTLL7/UdpyOj49nzpw5jBs3jl69enHixAkcHByYMWMGYWFhfPDBB+zfv5927doxePBgbQx//fVXtusZO3YsPXr04NixYzg6OgKwbt26Z+5rv379aN26NTExMZibm2NjY0ObNm2YPHkyx48fp0GDBtoLSW7bnzt3LqmpqUycOJHw8HBcXV0ZMWIEq1atYsSIEVm2OWDAgGz37cltZPar2Lp1Kz///DM9e/bMcR/c3d05f/48oDnx/vjjj3zyySfP3HchRNkVERFBSkoKhoaG2mkTJ07k22+/1daW5nZe0YfcYgbyHHdh7OezYiqIbt26FXgd+ZGenk5YWBibN2/G3d2d5cuXZ/nh7EnPqgnP5OnpiZWVFYMGDaJixYraH7UKy8GDB7G0tKRq1aoAtGjRgiNHjnDr1i3tNPEfSSrKuOFNh9Otbu4nkOpW1QF40+NNbS0FwNrua59ZU2Ff0R6Aue3nkqHOKFCsI0eOxNXVlddff51Hjx4BcObMGV544QXs7e359ttv8fHxYc2aNVl+kVKpVNja2mrfd+nShfj4eEJCQvjpp5+oVKkSO3bsAMDU1BRbW1u2bt1K9erVtSegGTNm5Brbxo0bs13Ptm3bcHZ21iYUAJUqVXrmvrZq1QpXV1c2btyIvb09Xbt2xcrKitatWxMUFMTt27dp3779M7ef+frYsWOEhISwb98+7ty5Q2xs7DNjeNqTv1zZ2Nhw//79XOd3d3dn165dAHz11VeMGjUqz9sUQpQtXl5eqNVqOnTowKBBg2jZsiV16tThrbfeyrW2NKea2NxqYXOqJV69ejVTp07Fw8ODLVu2kJSUxCuvvEKrVq347rvvdH4dzy1myLmWN6fY8rOfeTmOkHPtdGBgINOmTaNWrVps2rSJ5ORk2rVrh7e3N+vWrSMkJISpU6fSq1cvPD09mTx5Mj179sTNzQ2VSqVTS71jxw7Onj2LmZkZERERNGjQgKioKD788EOCgoJwcXEhIyODvXv3snbt2lw/G4GBgQwaNIgqVaowZcoUPv30UwYOHIilpaXOvM+qCc907tw5Zs6cSdu2bQkODiYxMRErK6tst3/37l3mz5+f68AnFSpUwN/fX/v+ypUr2NjYaN8bGhpiYWHB2bNnJanIhiQVZZyjhSOOFo7PnhGwNbfF1vy/L+d1bes+93ZqVq6Z59hy0qJFC+3r3377DU9PT018trZ4eXmxfv16XnnllRyXNzAwwMDAAENDQwwNDbG2tubNN9/MMs+SJUuea0Sl0NBQWrVqlet68tvv4+233yYoKIghQ4ZoT4L9+vVjxowZuLm54ePjo503p+2Dpj+Gr68vAQEB+Pj4EB0dDWh+FcqtH0Pmvj25jbxwd3cnMjKSgwcPUrdu3SyJnRCiiNy8qXk8qXJlcHODlBQ4d053mSb//lgUHg5PDx3t6go2NnDnDly/nrXMwgJq561Jq5mZGb///jszZsxgypQp3Lx5E29vb7Zt25ZjbWlONbGffvppjrWwN27cyLGWeOjQoaSkpBASEoKdnR12dnaMGDGCKVOm5DlmyL6WN7ca4rzu59y5c/MUU27bHjRoEBkZGezZs0f7pXf06NF89NFHALRv356QkBCSk5N5/fXXOXz4MMeOHWPmTE2Lhidrqe/evcu7777LzZs3MTIyom7duowaNYohQ4awbNkyrKys8PX1BXjmj1APHjzgzp071KpVC4APPviApUuXMnfuXGbPnq0z//PWhNerV4/69esD4Ofnl+t13cbGhjlz5uQa59Pi4uIwMzPLMs3MzIx79+7laT3lhXTUFiVWYmIiJ06cADS/MGzbto2dO3dy48YNnSZGd+7c0b7es2cPjo6OtGnThoEDBxIaGqodplWtVrN8+XJ69OhBVFQU165d0y6XOXythYUFiYmJKIqi7fSX03p69uxJRESEtmOYoijExMSQkfHsWpt+/fpx/PhxnJ2dtdN8fX2Jj4/X+YKf0/ZBMyStp6enNgm5/u8Xg6CgIJ1tZrdv+eXu7k5KSgq7du2ia9euBVqXEOI5LV8OTZtmfXz8saYsOlq37Mm284MH65bt2aMp27xZtyyHpim5iYuLw97ensDAQGJiYrhw4QJGRkbaL7XZebImdseOHdqa2CdrYb/99tsstbDPqiXu378/v/76K3fu3OHy5cvaH6cKK+bcYsvrfuY1pmdt28/Pj4MHDxIbG8ulS5e0X7ozPXl9MTIyokmT/1ooPFlLfeXKFYyNjbU/TlWpUoXw8HAqVKhA165dmTlzJi1atGD8+PFZfgTLzsqVK3n33Xe1783MzJg9ezYBAQHcuHFDZ353d3dt86fcasKfHmQkP4OO5MbKykonUXnw4IH8iJYDqakQevXbb79pq0znzp1LjRo1UKvVxMXFsWPHDnr06MH8+fP55ptv6N27NyqVimbNmvHee+9x/PhxbafmGzdusH79eu7du8fff//NL7/8grGxMQ0aNGD16tVMmDABLy8vUlNTGTBgAFWqVGHr1q1Mnz6dl19+GbVaTZcuXQAYMWIEM2bMwMDAQNsmNrf1bNiwgUmTJuHt7Y2iKJiamrJmzRrq169Py5Ytc9x3Dw8PfHx86Ny5s3Za5cqV6dWrF717984yb07bB00icvToUbZs2QJA9+7dCQgIoFGjRuzdu5ddu3ahUqnw9vbOdt8y50lLS2PXrl0kJSVx6NAhoqOj8fDwyPEeEy4uLtSpU6fIR8sSQjxh+HB4uk18ZuddZ2cIC8t52bVrs6+pAOjTB54+X+Wjw+uZM2dQFEVbm1y3bl0WLvjXmM8AAGtWSURBVFzIkCFDdOZ9Vk1wbrWwiqLkWktsaWlJz549Wbt2Lebm5jp9zPIbc2bcjo6Oz11D/Kz9zGtMz6qdrlChAn5+fqxatQorKytGjhyZ67ZyqqWuX78+lSpV4vbt21hbW5OUlJRlEJLLly9z+PBhdu/ezWuvvUZ4eDgGBrq/VcfGxmJmZkaVKlWyTH/77bdZvHgxn3zyCatWrcpSVhQ14fHx8SxYsCBPzZ88PDxYuXKl9n1qaipJSUnUqFGjwPGUSXoZyFaIQuTv75/neywIIYQofAcOHFA6dOiQ5b403333nTJixAhFURRlzJgxSkBAgKJWq5XVq1criqIop06dUqpVq6Y8evRIURRFycjIUJYtW6YsXLhQ6dWrl3Y9Q4cOVfz9/ZW1a9cq169fV5ydnZX79+8riqIoarVaadmypfLtt99q5//777+V2rVrK0uXLi1QzNnFnVtsed3PvMb0rG0riqKcO3dOqVGjRrbrf/Ka+fT18+n7LI0cOVL5+uuvla+//loJDw/XTp8xY4Zy4sQJ7fuePXtq/xZP++STT5To6Gjlzp07Oo8tW7YohoaG2nsaZcq8f9VHH32U7TqLS1pamlKtWjXl+vXriqIoys8//6x4e3vrNaaSTGoqhBBCCFEoDAwM6Ny5MwEBATx+/JikpCQSExO1I8vlpSb40aNHOdbCOjs7P7OWuHnz5lhaWvL6668XKObs4lar1TnGltf9zGtMCQkJuW4bNH0NPD096d69e5b17tmzh127dmFgYICJiYl2sI0WLVqQkJCgU0t99epVDhw4gKmpKbt27aJz5868//77VKhQgZ07d3LmzBmSk5Px8fHJdijXixcvMnv2bD799NNc/wZTp05l586d2vclpSbcyMiIwMBAZs+ejbe3NyEhIdk2LRYaKkV5jt6qQpRQe/fuZerUqajVaj7//HNtEyYhhBBiyZIljB07Vt9hlEobN24kJiaGDz74AJVKxa1bt/jkk09o3749ffv21Xd4ogSSmgpRqvn4+Dyzg5gQQojyY/bs2TRv3hwXF5dcO2iL3J06dYrXX39d2+fC0dGRtm3bkpCQoOfIREklNRVCCCGEKDO++uorHj16RPXq1fHz89N3OKVWUlIS33zzDZaWllSqVIl79+6hKAojR47UudeHECBJhRBCCCGEEKKA5D4VQgghhBBCiAKRpEIIIYQQQghRIJJUCCGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQpRqUVFR+g5BCCGEKPckqRDl0oYNG/jwww85fPiwvkMplR49esTDhw8LPE9hWLFiRZFvQwghhBC5k6RC6F1YWBjDhw9n0aJFLFiwgC1btrBw4UIAMjIyOHnyZKFv09fXl3/++Yfw8PB8LZ9bzJD3uAu6n2vWrMHDwwMrKys+++wzALZv386LL76Iqakp06ZNIzk5GYCJEydiaWnJ6NGjURQlz9vavXs3TZo0Yf78+TnGn908zxIXF8fYsWNRqVT4+vpy6NAhbVlERARNmzalZcuWbN++nRs3bvDtt9+ydetWNmzYwPbt21m7di1JSUl53h8hhBBCFJyRvgMQ5du9e/fo378/p06dwsTEBIAJEyZQuXJlAM6fP8/Jkydp1KhRoW7X2NiYatWq5WvZZ8UMeY+7oPs5ZMgQ7O3t6dWrF2PHjgWgR48e1KhRg6ZNm/LOO+9QoUIFAObNm4eDgwP/+9//8rWt119/nb///jvX+LOb51lsbW1ZsmQJgYGBDBs2jJdeeklb5ubmRteuXZk+fTpGRprTlre3NwMGDODatWsEBgaybNkyLCws8rVPQgghhCgYqakQehUREUFKSgqGhobaaRMnTkSlUhEfH8/UqVP1GF32cosZyHPchbWfnTp1wsLCgq1bt2qnRUVF4erqyoYNG7TTQkNDadeuXYG2lbmvkHP8T86TFzVr1uTy5ctZpq1YsYIRI0ZoEwoAT09PrKysGDRoEE5OTjg4OORre0IIIYQoOKmpEHrl5eWFWq2mQ4cODBo0iJYtW1KnTh3eeust9uzZw40bN9i9ezexsbH4+vri7u4OwMaNG4mKisLFxYWDBw8yb948rK2t+fLLL7GwsCAjI4OrV6/i7++PsbExAH///TfBwcG0aNECtVpNZGQk7dq1Y/Xq1UydOhUPDw+2bNlCUlISr7zyCq1ateK7777TLv88MQM5xp1TbPnZz+wYGRnRp08fgoKCGDp0KAAxMTGMHDmStWvXMm3aNACOHz/OmDFjtMvl51g+Kbf4Hz58SGBgIAA7duxg/fr1VKxYMdfPhLu7O5cuXdK+P3HiBI6OjjpJw7lz55g5cyZt27YlODiYxMRErKyscl23EEIIIYqIIsq2mBhFCQvL+oiM1JQlJ+uWhYX9t+yFC7pl8fGastu3dcsuXsxXiJGRkcrAgQMVR0dHBVC8vb2VmJgYRVEUZdCgQcqaNWuyzH/kyBHF29tb+z4gIECZOHGikpKSopiYmChRUVGKoijK8OHDlaVLlyqKoijR0dFKtWrVtOtVFEXp1KmTdt3/93//p/Tp00db9vnnn+c75uzizi22vO5nbg4dOqQYGBgoN27cUBISEpT169cr165dU1QqlRIWFqakpaUpy5cvf+Y2nhWvv7+/4u/vn2v8/v7+SuvWrbXvu3btqmzdujXX+BVFUSZOnKh07dpVURTNcZs5c2a286nV6lzfCyGEEKL4SE1FWbd8OcycmXVav36wfj1ER0PTprrLZHbeHTwYjhzJWrZuHfTvD5s3wxO/dgPQsSP8/HOewouLi8Pe3l77a3Z4eDjvvPMOH330EevXr892mY0bN1KpUiV27NgBgKmpKba2tpiamnLs2DFCQkLYt28fd+7cITY2FoBt27bh7OyMo6Ojdj2VKlXSvu7fvz/Tp0/nzp073L9/H09Pz0KNObfYcpLTfuamVatWuLq6snHjRuzt7enatStWVla0bt2aoKAgbt++Tfv27Z+5jfzEm52mT3y+bGxsuH///jOXcXd3Z9euXQB89dVXjBo1Ktv5nm5eld/mVkIIIYQoOEkqyrrhw6Fbt6zTMjsUOztDWFjOy65dC08PCerqqnnu0wdatsxalo9OsmfOnEFRFF555RUA6taty8KFCxkyZIjOvKGhobRq1QpDQ0Osra158803s5RHRUXh6+tLQEAAPj4+REdHA5Ceno6iKLk2u7G0tKRnz56sXbsWc3NzRowYUSgxZ8bt6OiYY2xP9hN4nv18lrfffpugoCCGDBmibQ7Ur18/ZsyYgZubGz4+Ptp583Msn443u/1t1aqVdv155e7uTmRkJAcPHqRu3brPTKSEEEIIoX/SUbusc3SEJk2yPtzcNGVmZrplTZr8t2zdurplNjaaMjs73bLatfMV4pw5c0hLS9O+Dw8Pp02bNgBYWFiQmJiIoija4V8HDhxIaGiodohUtVrN8uXL2b59O56entovzdevXwcgKCiInj17EhERoR1yVFEUYmJiyMjI0G53+PDhrFy5EkNDw2d+Gc4t5uzizi22vO7ns/Tr14/jx4/j7Oysnebr60t8fLzOfuXnWGYnu/jzy93dnZSUFHbt2kXXrl0LtC4hhBBCFA+pqRB6ZWBgQOfOnQkICODx48ckJSWRmJiovb/BiBEjmDFjBgYGBvTs2ROABg0asHr1aiZMmICXlxepqakMGDCAR48ecfToUbZs2QJA9+7dCQgIoFGjRjg7O7NhwwYmTZqEt7c3iqJgamrKmjVrqF+/Pi1btqR58+ZYWlry+uuvFyjm7OJWq9U5xpbX/XwWDw8PfHx86Ny5s3Za5cqV6dWrF717984yb36O5d69e9m1axcqlQpvb298fHx04s+cJy0tjV27dpGUlMShQ4eIjo7Gw8MDb2/vHON3cXGhTp06JXLkLyGEEEJkT6Uo+bj7lRBl1JIlS7T3eRBCCCGEEM9HaipEuTd79myaN2+Oi4tLrh20hRBCCCFE9iSpEOWepaUlJ06cID4+Hj8/P32HI4QQQghR6kjzJyGEEEIIIUSByOhPQgghhBBCiAKRpEIIIYQQQghRIJJUCCGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQSSqEEEIIIYQQBSJJhRBCCCGEEKJAJKkQQgghhBBCFIgkFUIIIYQQQogCkaRCCCGEEEIIUSCSVAghhBBCCCEKRJIKIYQQQgghRIFIUiGEEEIIIYQoEEkqhBBCCCGEEAUiSYUQQgghhBCiQCSpEEIIIYQQQhSIJBVCCCGEEEKIApGkQgghhBBCCFEgklQIIYQQQgghCkSSCiGEEEIIIUSBSFIhhBBCCCGEKBBJKoQQQgghhBAFIkmFEEIIIYQQokAkqRBCCCGEEEIUiCQVQgghhBBCiAKRpEIIIYQQQghRIJJUCCGEEEIIIQpEkgohhBBCCCFEgUhSIYQQQgghhCgQI30HIITIXkREBLdu3aJq1arUrl1b3+EIIUS5c/XqVWJiYqhUqRJeXl6kpaVx4cIF4uLiaNCgAVWqVCmS7SYmJnL58mXi4+Pp0KFDkWxDiMImNRWixNq1axedO3fG1NSUihUrEhcXl+18iqLQoEEDVCoVL730EkuWLCnmSPPn/9u777CmrjcO4N+wwgYRBJGhoDhRaJVSJ1rraHFUq7hwtG47rHXX1qo/FWdbtVWpi7JE66yralWwOApUrZMCIgGRpWxIgOT8/ojcEgIocCEE3s/z5CG578257z3APTm5954TEREBLy8vzJs3Dx9//DG2b9+O33//Hf7+/gCA4OBgDBs2DIGBgSrOlBBC1E9pG6KlpQUjIyN4e3tj6tSpmDJlCvr37485c+YgNTVV4T0TJkxA3759udenT5/G2LFjsWXLFgBAZmYmfvzxRwwYMAB3796tcW7FxcVYsWIFpk2bhhkzZmD27NmIjY3F5MmTAQDR0dFYsWIFBg0aVONtEFLf6EwFabA8PT3h6emJxYsXw9fXFwcPHsQnn3yitN7Vq1fh5OSEuLg4hIeHqyDT6nvy5AmmT5+O8+fPw9LSEgBw7tw5jB07Fj/88AMA4JtvvkFMTIwq0ySEELVV2ob07dsXxsbG3Bc2gPxD/fvvv4/evXvjzp070NfXBwDo6OhAU1OTW2/u3Ll49uwZEhMTAQAtWrTArl27cPr06VrltmDBAtja2uJ///sfACAvLw9TpkxBVFQUAMDNzQ3bt29H27Zta7UdQuoTnakgDZ6+vj4+/PBD/PLLLxXG7969iy5dukAgENRzZjW3b98+DB48mOtQAMCQIUMwYcIEhfXKNm6EEEKqT0ND+aOOtrY25syZg9jYWFy4cIFbfuDAAVy+fFlh3YqOw7U5NhcWFsLX11fhSzJDQ0Ns27YN2travGyDEFWgTgVRC5MnT0ZERASio6MVlhcWFnLfMKmTrKysCk+de3l5qSAbQghpetLS0gBA4cud+lBYWIiioiKlNqBVq1bo1atXveZCCJ/o8ieiFvr06YM2bdrA39+fO10MyK93ff/99/HTTz9V+L6TJ0/i1KlTsLW1RWJiIsaOHYuBAwcCACZNmoTff/8dc+fORevWrZGSkoKoqCj07NkTCxYs4MpIS0vD0qVLYWNjg/T0dHTr1g2zZ89GWFgYPv/8c9y+fRvdu3fH2bNnYW5uDmdnZ/z777+YO3cuvvvuuwrzGjhwILZv344ZM2Zg1qxZcHV1haamJt58801YWVkprb9r1y48f/4ct2/fRp8+ffDZZ59xsQsXLuDatWvQ0dFBZGQkvLy8MHbsWADA+fPnsWjRIrx48QJ79+7F6dOnERYWhqtXr8LQ0BARERHYvn07HB0dERMTgzlz5lCjRghp9GJiYrB27VosXLgQ7u7uAICQkBBs3LgRWlpauHnz5muXlZubiw0bNqBNmzYoKChAVFQU3nnnHXh7e1e4vpmZGVxdXTF27FisW7cO7777Llq0aAEAmDdvntL6Dx48wJEjRyCVSnH9+nXs2bMHtra2AACxWIyNGzdCW1sbmZmZSElJwXfffcfdQD5p0iScO3cOX331FbKysnDhwgV89NFHmD59OkpKSvD1119DIpFAKBSisLAQGzZsgFAorFZdEsJhhDRwK1euZIwx9s033zB7e3smk8m42I4dO7h1DAwMFN4XHBzMPD09mVQqZYwxJpFIWI8ePdilS5e4dUaMGMG6du3K7ty5wxhjLCEhgWloaLCnT58yxhgrKipi3bp1Y7/++itjjDGZTMbeeOMNdvHiRS7esmVL9ssvv3Blnj9/nu3evfuV+zVv3jwGgAFgRkZGbMyYMezRo0cK60yZMoV16dKFxcbGMsYYe/LkCdPQ0GDJycncOlZWVmzz5s2MMcaSkpKYvr4+Cw8P5+K3bt1iRkZG7LvvvmNPnjxh7dq1Y2lpaSwuLo5ZWFiwxMRExhhjycnJzMrKir148eKVuRNCiLro168f69ChA1u/fj1bv349W758OXNxcWHLli1jRUVFCuseOnSI2dvbKyxbuXIlmzJlisIye3t7dvnyZcYYY6tWrWJHjx7lYgcPHmT79++vMqc7d+6wli1bcm1Ax44d2bZt2xTat/j4eAaA+fj4cMumTp3KZs+ezb3euXMns7CwYIWFhYwxxj799FM2ePBghW2NGDGCubi4sIyMDPbFF1+wb775hjHG2Ny5c9knn3zCrffFF1+wFStWVJk3IVWhy5+I2pg8eTISEhIQFhYGAEhJSUHLli0rXLekpAQLFizARx99xF1Pq6Ojg/Hjx2PRokXceqampjA3N0fXrl0BADY2NpDJZHj8+DEA4MiRI0hISMCoUaMAAAKBAKNGjUJwcDAA+XW506ZNw549e7gy//zzT0ybNu2V+7Njxw78888/+N///gd3d3ccO3YMvXv3RlJSksJ6HTt2hKOjIwDA1tYWMpkMcXFxXHz69OlwdXUFID997uzsrHBNsKmpKXJzc/HOO+/A3t4e//77LywsLLBx40a8/fbbsLGxAQC0bNkSXbp0qfUNiIQQ0tA4Ojpi6dKlWLp0KdauXYvIyEjcu3cPvXv3Rk5ODreehYVFtct+8eIFDhw4gISEBADAu+++iy5dulT5nq5duyIuLg5BQUGYPn06CgoK8Nlnn2HZsmVK6w4bNox7bmtrqzCAR8+ePTFmzBju7MJ7772HS5cuKbzf1NQUDg4OaN68ObZu3YpVq1YhOTkZu3btwkcffcStN3r0aK5tI6Qm6PInojYcHR3Rs2dP/PLLL+jXrx9Onz6NiRMnVrjuvXv38OzZM6VLiaytrREVFYWcnBwYGxsDAHcaGfjvhr6SkhIAwLVr1yAUCrkRmQD5kIKlH8QB+Yd6Hx8fREdHw8bGBkKhUOFmu4pERESgR48ecHZ2hrOzM7766itER0ejd+/e2L59OzZs2MCta2dnV2l+ALBmzRrcvHkTq1atglAoREZGBoqLiyusv7KuXbsGY2NjfP/999wyW1tbtbxHhRBCqkNTUxM//fQT7Ozs8NVXX2H79u01LmvBggUYOHAgWrduDXt7e3z88cdYvnx5pevn5+cjISEBnTp1wvjx4zF+/HhIpVIsXLgQ3333HZYuXQpTU1Nu/fJtQNnjf9euXbF27Vrs27cPCQkJeP78+Wsd/2/cuAGZTIbTp08jNDQUAFBQUMB9wUZITVCngqiVyZMnY/HixdixYwfEYjF0dXUrXE8qlQKQX29aVmFhIQDFD+VVEQgE0NbWxvz58ytdp02bNhgwYAD27NmDjh07cvczVMXX1xcuLi4KnY/27dtj3rx5iIiIeK3cAPl+TpgwAfn5+fD19YW1tTXOnTtX4brlOwsCgQBt2rSpct8IIaSxsrGxgaWlpdI3+9Vlbm6Ohw8f4vLlywgNDcV3332HrKwsbm6L8tLT03Ho0CF8++233DJNTU34+Pjgp59+QkxMDHr06PFa2758+TKmTZuGDRs2YNWqVQgNDa3wHsOKjv8AMH78eKUOByE1RZc/EbXi5eUFiUSC1atXw8XFpdL1OnfuDFNTUzx9+lRheXx8PDp06AAzM7PX2l7fvn3x7NkzZGZmKiy/du2awusZM2bgl19+QXR09GuNK15cXIzff/9dabmxsbHCt1KvEhwcjJMnT+LgwYOwtrYG8F+H6ddff63yvX379sX9+/eV8oqMjHzt7RNCiLrKycnB8+fPq3XMrcjChQtRXFyMgQMHYs2aNQgPD6/0y51SZ86cgUwmU1imra0NQ0NDhTPhrzJjxgx4e3vDy8sLAoFA4QuzqtqAnj17QlNTU6kNKN+2EVId1KkgDV7p/Q2A/NrQYcOG4ciRIwqjFDHGwBjjXuvq6mLdunUKkx0VFhbiyJEj2LRpU6XvK31e+nPkyJFwd3fHzz//zK0TFRWlNLTtyJEjwRjj7m14HYsWLVL4AP/8+XPs3btXYezyV+WXk5MDbW1taGnJTzqKRCLEx8dDIpHgwYMHCuuWb8CWLl0KkUiEv/76i1v2888/Q09P77X3gRBCGrqyx9CylixZAoFAgBUrViisW379Vy0rKCjAvn37uJhQKKzySy8AuHPnDpYuXapwNn3btm0YOnQod69g+eN9Rbnk5OQoHLOvXLnCLS9tOxljSsd/S0tLLFy4ELt37+aWZWZm4uzZs1XmTUiV6u+ecEKq5+TJk8zNzY0BYG5ubuzkyZOMMcbOnTvH1q1bxxhjLDY2ln344YesWbNmDADr3bs327ZtG1eGv78/mzFjBlu4cCGbNm0aO3v2LBebNm0aMzY2ZiYmJmz69Onsn3/+Yf3792cAWJcuXVhAQABjjLGcnBw2e/ZsNnfuXLZkyRKF8suaM2cOE4vFr7VvCxcuZCKRiH311VfMy8uLTZ48mY0YMYIbTaRsfubm5uzTTz9lkZGRzMPDQyG/wsJC9sUXXzAvLy+2YcMGtmnTJvb7778zZ2dntnv3bnb+/HmFOiwdJarUw4cP2bhx49iXX37JlixZwk6dOvVa+RNCSEN36tQp9t577zEtLS1mbGzMJkyYwKZMmcImT57M3N3d2TvvvMOuX7/Orb9//37WuXNnJhAI2LBhw1hWVhZbunQps7KyYiYmJmzatGksKSmJvffee0wgEHDH4QULFrANGzaw1atXs/Xr17PPP/+cPXv2rNK8RCIRW7FiBQsLC2OTJk1i48aNY+PGjWOfffYZN4pT2WN379692Z9//skWLVrELC0tmVAoZB988AETi8Xs6tWr7J133mHffPMN8/HxYeHh4ey9995jEydOZPHx8Vw7YmpqykaPHs3i4+O5PGQyGdu0aRPz9vZmS5cuZStWrGA5OTl19vsgjZ+AsUq68ISQKjHGIBKJYG9vD7FYjE2bNuHrr79WdVqEEEIIIfWOLn8ipIZOnTqFdu3aQSKRYN++fZg6daqqUyKEEEIIUQk6U0FIDWVkZODzzz9H586d0a1bN7z//vuqTokQQgghRCWoU0EIIYQQQgipFbr8iRBCCCGEEFIr1KkghBBCCCGE1Ap1KgghhBBCCCG1oqXqBPggk8mQnJwMIyMjbup5Qggh/2GMITc3F9bW1tDQaDrfJ1H7QAghVeOrfWgUnYrk5GTY2tqqOg1CCGnwEhMTYWNjo+o06g21D4QQ8npq2z6ovFMRHx+PCxcuAABGjBgBS0tLLhYZGYnk5GQMHz68yjKMjIwAyCvD2Ni4Rnl4eXkhJCSkRu/lqwzKgXKgHCiHunp/Tk4ObG1tueNlU8FH+wCo/vdHOVAOlAPlUFdl8NU+1KhTkZeXhylTpuC7776DnZ0dACAiIgKBgYFwdXVFeHg4li1bhjZt2lQZk8lkWLhwIQ4fPoyHDx9i2bJlGDRoEGQyGbKysrB582ZERES8Mp/SU9rGxsY1bjS0tbVr1eDwUQblQDlQDpRDXeYAoMldAsRH+wA0jN8f5UA5UA6UQ12WUdv2odqdin379iEhIQFHjx7Fli1bAAASiQRjxozBzZs3YWlpCScnJ0ybNg1XrlypMhYTE4Pi4mJoaGigc+fOcHV1xbhx4wDIe1z79u1D8+bNa7WDr2v8+PEqL6Mh5MCHxlAPjaEe+SijIeTAh8ZQDw2hHpuyhvD7awg51FZjqYfGUJcNoR4aQz3yUUZDyIEXrIYAsPj4eMYYY+fPn2fOzs5crKSkhAmFQpaSklJl7OHDh2zYsGFcLCgoiDHG2IEDB9iKFSteO5fs7GwGgGVnZ9d0d8hLZX8fpHaoLvlB9ciPpnqcbKr7XVfo/5EfVI/8obqsPb6Ok7zcU/HkyROYmZlxrzU1NWFkZIT79+9XGfPw8ICWlhakUiliY2Ph6OiIhIQEhISE4OTJk3ykRgghhBBCCKljvHQqMjIyoKurq7BMV1cXWVlZVcY0NDSwefNm7N27F1ZWVvD09MSoUaOwc+dOZGVl4ejRoxAKhfD29q7TIRAjIyMxefJk/P77701+lJAGcfqskaC65AfVI6kXz57JH2U1awa0aQOIxcCDB8rveeMN+c/oaCA/XzHWujVgZgakpwOJiYoxIyOgXTtAKgXu3FEu19kZ0NYG4uKA7GzFWKtWgKUlkJkJxMcrxvT0gI4d5c9v3QIYU4x37ChfJyEBeP5cMWZpKS87NxeIiVGMaWvLcwIwu1cv4O+/FePt2sn36elTIDVVMda8OWBvDxQWAg8fKsYEAsDVVf784UP5OmW1aSP/HaSmyssuy8QEcHQEiouBu3ehpFs3QFNTvi+5uYoxW1vAwgJ48QJ48kQxZmAAtG8vf15+PwGgUydAV1de95mZirGWLcGsrFD8/Dmk0dEoKSn576GpiUIHB5SUlEDj3j18YG+PB4GBkJaUQCaTIbdlSxTp6EDz2TNovXgBqVSKkpISMMZQaGCA3GbNgIICGCYlQSaTQSqVgjGGEpkM6a1aQSqVwjQ5GRpFRZDJZNzjhakpCoVC6OfkQD8rC4wxLlago4PnJiYQFBfDMj2dizEATCaDyMwMMgAWmZnQKSoCY4x7ZOjrI1cohH5BAZrn5yvExFpaSDY0BGQy2Gdmgr38OyyNi4yNUSwQoEVeHgyKixXiz4VCvNDRgUFxMawKChRiEoEAIkNDMMbgmJsLwcvydJ4/x8zu3SHS14dYQwMtxGKYlCkXADK1tZGmowM9qRS2hYUKsRIAcQYG8j+5ggJoSaUKv9ZEoRAFWlpoXlSE5kVF3HLGGHK0tJCsowMdmQxtyv/9Aoh+Wa5dYSF0y5TLADzT0UGOlhZMi4thWaZcAMjX0ECiri40GINTuXwBIFZPDyUCAWwkEhi+/FsolaatjRfa2jAqKUGrcuVKNDQQ//IzefuCApTeQVFcbp9rrKanOFDm8qcff/yRDRo0SCFuamrKQkNDq4yVt2nTJnbo0CHGGGPjx49nubm5LD09nR05cqTKXEpP2wwZMoQNGzZM4VF6SVVV7t+/zwCwq1evvnJdQghp6IKCgpSOhUOGDGmSlwGVbx8qbRNWrmRM/jH8v8fEifJYTIxyrGzz6e6uHPP3l8d27FCOlbaJ2dkVl5uWJo8PG6Yc27JFHjt0SDnm6vpfTjo6yvF79+Sxjz9Wji1dKo9dvqwca9Xqv3JbtVKOX74sjy1dqhz7+GN57N495ZiOzn/luroqx19+HmBbtijHSi95SUursA5fPHnCEhMTWV7v3kqxm5MnM19fX/a7t7dSLK5FCzZ58mTm5eVVYbnvOTkxJycndszAQCm2SiBgANigCt4XI/8cyQCwtAri7i9jWyqI7XgZc60glg0wXV1dpq+vzx5oaCjFJ5uaMmtra7be2FgpdsbQkLVv3555tG1b4b6+5eLC3nzzTRZpZKQUW+/oyHr37s02tGunFLttasoGDhzI3nvnnQrLnTxgAHv//ffZ1ZYtlWK/dOrEPvjgA7augv8pkbExGzt2LBs7dizL19JSii8fMoRNmDCBna8gp7MdOzJvb2+2auhQ5ToUCtnUqVPZ1KlTWUoF+7pl0CD28ccfsxMV/I1ed3Rk06dPZ8vHjq1wX2fOnMlmzpzJ4lq0UIrt7d+fzZo1iwX16qUUu29jw2bPns3mf/RRheUumjqVzZkzh92xt1eK/dqzJ5s7dy77edAg5To0N2fz5s1j8+bNY0Vl/l6yX/6N1bZ9EDDGWE06IwKBAPHx8WjdujUuXbqEL7/8Erdu3QIgv3HbwMAAcXFxiIuLqzRmb2/PlffPP//g559/xvbt21FQUIBevXpx7wkICMCkSZMqzSUnJwcmJibIzs6u0Z3vubm5MDY2RmBgICZMmFDt9xNCSENX2+Okunrt/aYzFa91pgJ378rPDpTF45mK4pIS5ObkICcnB+mGhsiQSlH45AmKExK45Xl5ecgoLkYsY8jPyoJVejry8/NRUFCAvPx8lJSU4A4AGYC2AMoPkpkIIANAS6EQTjo6EAqF3EOmp4dUU1Po6uqik1gMHR0daGtrcz+fW1pC08AAVoWFMCopgZaWFrS0tKCtrY1ic3MUm5vDQCqFaUYGF9PS0oJAVxdF7dpBS0sLJgkJ0IL8cnBNTU1oaWmhxMEBmiYmEKanQzszExoaGlxcYGEBjdatoSmRQDM2FpoaGv9dvaGhAbi4yJ8/eCD/Wy3LwQEwNQVSUoDkZMWYqak8XlQE3LsHJS4u8vL//RfIy1OM2dkB5uZARgYgEinGDA0BJydAJgNu31Yut0sXQEcHePwYyMpSjFlbA1ZW8uWPHyvGdHXlZ4oAebkymWK8QwdAX1+eT0aGYqxFC8DGRr4f//6rGNPSArp2lT+/fx+QSBTjbdsCxsaN+hiRk5cHk379at0+8NKpKCkpgb29PW7evAkbGxucP38eK1euxPXr16uMlZJIJJg8eTL2798PfX19pU7F3r178fHHH1eaCx+NpZmZGRYvXoylS5fW6P2EENKQUaeiae13Q1JUVITk5GQkJSUhOTkZaWlpSEtLQ3p6Ove89HVm+UuKXtLS0oKZmRmaNWsGExMTGBkZwdjYuMKfhoaGMDAwUHro6+tzP3V1dZvc8MqEVIav42S176kIDg5GWFgYAGDp0qXo27cv5s6dCz8/P6xduxbu7u4IDQ1FYGCgfANaWpXGSq1ZswbLly+Hvr4+AEBfXx9OTk7Iy8uDWCzmltclW1tbJJbvKRJCCCGkSllZWYiNjUVMTAyePHmCpKQkJCUl4enTp0hKSkJqubMXOjo6aNGiBSwsLNCiRQu0bt0abm5u3LLSzkPZh4GBAXUCCGnganymgi8SiQRHjx5VuhkzPT0dR44cgYGBASZNmlTlwYSPHtawYcMAAL/99luN3k8IIQ1ZU/3GvqnuN9/EYjHu37+PR48eITY2lutExMbG4nmZS6maNWsGW1tb2NjYoFWrVrCxsVF4WFtbw8TEhDoIhDQgKjtTwTehUFjh6C4WFhaYPXt2veVhZ2eHP//8s962RwghhDREGRkZuH37Nu7cuYPbt2/j9u3bePjwIaQvR4ixtLRE27Zt0aFDB3h6eqJdu3Zo27YtHB0dYWpqqtrkCSEqo/JORUNhZ2cHUfmbjQghhJBGTCqV4vbt27hy5QpCQ0Px999/4+nL4Vv19fXRrVs39OnTB5988glcXFzQsWNHOuNDCKkQdSpesrW1RVZWFnJzc2FkVH6sCEIIIUT9yWQy3L17F5cvX8bly5cRFhaGrKws6OnpoWfPnpg8eTJcXFzg4uICR0dHaGpqqjplQoiaaFSdCi8vL2hra2P8+PHVnjDLzs4OAJCYmIhOpUOWEUKImgsODkZwcDCKyw8D2sTUpn1Qd3l5eThx4gSOHj2KK1eu4MWLFxAKhXj77bfxxRdfoH///nBzc4NQKFR1qoSQesR3+6DyG7X5wMcNJiKRCPb29jh79iyGDBnCc4aEEKJaTfWG5aa630VFRTh//jyCgoJw4sQJFBQUwN3dHYMGDUL//v3h7u4O3Zcz6xJCmrZGc6N2Q2FtbQ0NDQ26r4IQQohakslkCA8PR1BQEA4fPoznz5+jc+fOWLFiBcaNG4c2bdqoOkVCSCNGnYqXtLS0YG1tTXNVEEIIUSt5eXnYsWMHdu7cCZFIBFtbW0yfPh0TJkyAs7MzDd9KCKkX1Kkog0aAIoQQoi4KCwuxc+dO+Pj4ICsrC5MnT8aUKVPQq1cvaGhoqDo9QkgTQ52KMqhTQQghpKGTSCTYs2cP1q5di7S0NEybNg0rVqyAvb29qlMjhDRh9FVGGdSpIIQQ0lAVFxdjz549cHJywqeffoqBAwfi0aNH+Pnnn6lDQQhROTpTUYatrS2SkpIgk8no1DEhhJAG49dff8WSJUvw+PFjjB07FufOnUPHjh1VnRYhhHDok3MZdnZ2KCoqQlpamqpTIYQQQlBcXIzPP/8cY8aMQceOHXH79m2EhIRQh4IQ0uA0qjMVtZ3cqHQCPJFIBCsrK77TI4SQekeT38mp4+R3qampGDt2LK5du4bt27dj3rx5NJITIYQ3NPldBfiatOPFixdo3rw5Dh8+jA8//JDHDAkhRLWa6iRw6rrff/31F0aNGoWSkhIcPnwYffr0UXVKhJBGiq/jJF3+VEazZs2gr69Pc1UQQghRmb1796JPnz6wsbFBVFQUdSgIIWqBOhVlCAQCGgGKEEIakPj4ePj6+sLX1xepqakKscjISJw8eVJFmfGvqKgIc+bMwfTp0zF16lSEhoaiVatWqk6LEEJeS6O6p4IP1KkghJC6s2fPHqSkpMDW1hZSqRQfffQRIiIiEBgYCFdXV4SHh2PZsmVo06YNZDIZFi5ciMOHD+Phw4dYtmwZBg0aBJlMhqysLGzevBkRERGq3iVePHv2DB9++CEiIyPh6+uLGTNmqDolQgipFupUlGNra4s7d+6oOg1CCGl0du/ejcePH2PDhg2IiYlB9+7dMXHiRIwZMwY3b96EpaUlnJycMG3aNFy5cgUxMTEoLi6GhoYGOnfuDFdXV4wbNw6A/Mbrffv2oXnz5ireq9pLTk6Gm5sbGGMIDQ2Fu7u7qlMihJBqo05FOXZ2djh16pSq0yCEkEZFIpFg2bJluHXrFgCgbdu2uHPnDsLCwmBsbAxLS0sAgJubG27cuIHU1FSUH0fE3NwcAODn5wcnJyd4eHjU6z7UBalUikmTJoExhoiICFhbW6s6JUIIqRHqVJRjZ2eH1NRUiMVi6OrqqjodQghpFK5du4bMzEzExMTgxo0bePToEQYPHownT57AzMyMW09TUxNGRka4f/8+PDw8oKWlBalUitjYWDg6OiIhIQEhISGN5l6KdevW4cqVK7h06RJ1KAghaq1RdSr4GIe8dK6KpKQktG3bls/0CCGk3jWUeSqePXsGANDR0YGXlxcyMjLQrVs3zJw5U+kLHF1dXWRlZUFDQwObN2/G3r17YWVlBU9PT4waNQo7d+5EVlYWjh49CqFQCG9vb2hoVD3uSGn7UJaq56y4evUqvv32W3z99deN4qwLIaThK20TyqJ5KsrgcxzymJgYODk54Y8//sCAAQN4ypAQQlRL1fM1nD59Gp6enigoKICenh4AoGXLlvj6669x4sQJ/P7779y6zZo1w4kTJ9C3b1+FMjZv3gx7e3uMGTMGEyZMgK+vL8RiMcLCwjBq1KgKt6vq/a7M8+fP4eLiAgcHB/zxxx/Q0mpU3/ERQtQIzVNRR2xsbACA5qoghBAeubq6QiAQQCqVcssEAgFatWqFtLQ0bplEIkFubi7s7e0V3v/PP/8gISEBY8aMQUFBAR4+fAhDQ0OYm5ujoKCg3vaDD4wxTJ06FYWFhQgMDKQOBSGkUVB5p6KhjUGup6eHFi1a0LCyhBDCI2tra/Tr1w/h4eEAgPT0dAgEAnh4eCAtLQ1JSUkAgNDQUPTo0UOhUyGRSLB27Vps2LChwrIlEknd7wCPtm3bhlOnTuHAgQPcF1mEEKLueP16JD4+HmfPnoWuri5SUlIwdOhQuLq6qt0Y5DRXBSGE8M/Pzw8rV67EgwcPEBcXh99++w0mJibw8/PD2rVr4e7ujtDQUAQGBiq8b82aNVi+fDn09fUBAPr6+nByckJeXh7EYjG3XB1ERUVh0aJF+OKLL+Dp6anqdAghhDe8dip27dql8E3SpEmTsHfvXrUbg9zW1pY6FYQQwjM7Ozvs379fafnAgQMxcOBAAMCUKVMUYhKJBJ07d0a3bt0Ulu/YsQMBAQEwMDDApEmT6i5pHuXk5MDLywtdu3bF+vXrVZ0OIYTwitfLn44ePaowcZxQKFTLMcjt7OzongpCCGkAhEJhhSM0WVhYYPbs2fD29oZAIFBBZtXDGMPs2bORlpaGkJAQCIVCVadECCG84vVMxSeffILu3bvj008/hYmJCT777DP89ddfajcGeenlT4wxtWisCCGENGz79+/nhnJ0dHRUdTqEEMI7XjsV48aNQ0REBH777Tfk5eWhT58+yMjIqJcxyPlkZ2eH/Px8ZGZmKnSICCGEkOqKi4vDJ598go8//pi7xJcQQhob3joVubm5mD17NgIDA6GhoQEfHx988MEHWLdundJlTnl5edylTg4ODpg5cyYA+RjkEydOhL29vcIY5MePH690DPKy+JrcyNbWFgAgEomoU0EIUTt1ObmRuuJjctSa8vX1hZ6eHn744Yd63S4hhFSF78lReetUXLhwAf369eNG4fj2229RXFwMCwuLao1BvnDhQoUxyA0NDV97DPKQkBBeJjcqnVU7MTERLi4utS6PEELqU0UfnEsnN2qq+GofqksqlSIwMBDjxo2DgYFBvW+fEEIqU9pW8NU+8HZNUdu2bXH79m2FZVKpFG+99ZbajUFuaWkJbW1tGgGKEEJIrVy5cgVPnz6Ft7e3qlMhhJA6xduZiq5du8LLywtffvklbGxsIJFIMHDgQNjb26vdGOQaGho0rCwhhJBa8/f3R7t27fDWW2+pOhVCCKlTvN6oPXToUAwdOlRpuTqOQU6dCkIIIbVRUFCAI0eOYNGiRTSSICGk0eO1U1ETrxqDXFXs7Ozw+PFjlW2fEEKIejt+/Djy8vLUZnI+Qgipjfobp1XNlM5VQQghhNSEv78/evXqBQcHB1WnQgghdY46FZWws7PD06dPUVJSoupUCCGEqJmUlBScP3+ebtAmhDQZKr/8iU98jkNua2sLmUyG5ORkbohZQghRN3yPQ66u6nueiuDgYGhpaWHs2LF1vi1CCKkJvtsHASs/M50aKh1fNzs7m7dxyO/fv48uXbrgzz//RK9evXgpkxBCVKUujpPqQFX7/cYbb6BNmzY4cuRIvW2TEEJqgq/jJF3+VImys2oTQgghr+v+/fu4desWXfpECGlSqFNRCWNjY5iamlKnghBCSLX4+/vDzMwM7733nqpTIYSQekOdiirQXBWEEEKqQyaTITAwEF5eXtDR0VF1OoQQUm+oU1EFOzs7JCYmqjoNQkgjFxERgYKCAlWnQXhw5coVJCUl0aVPhJBXamzHfupUVIHmqiCk4SkoKEB+fr6q0+DVvn37oKenp+o0CA/8/f3Rtm1buLu7qzoVQupN+eNyXR2nG9vxv7Ed+6lTUQW6/ImoswsXLsDb2xv6+vrYsWNHhesMHjwYzZs3x1dffYW0tLR6zrBiUVFRmDVrFrZu3YrNmzfj8OHD2LJlCwDg9OnTeOONN7Bp0yaV5ZeRkYFVq1ZBS0sLI0eOxN69ewEAfn5+6N69O2xtbbFq1SqkpKS8VnnJycmwtraGQCBARkYGPvvsMwgEAowZMwbh4eHcejExMXjzzTfx9ttv49ixY3Wyb6R2CgoK8Ouvv2LSpEkQCASqToeQaittNwQCAT7//HP4+Phg7dq1GDNmDH788Uduve7du8PPzw+A8nG5Nsfphn78z8zMxOrVqyEUCuHt7Q0fHx+sX78e48ePx7x586o1NGujPPazRiA7O5sBYNnZ2byWGxAQwACw3NxcXsslpL7Ex8ezKVOmsA4dOijF/v77bzZnzhzWr1+/+k+sEpmZmaxDhw5MIpFwyxYsWMDWrFnDvf7mm2/YypUrVZDdf548ecIAsMTERIXlgwcPVsj1dWzcuJHFxcUpLDM2NmZnz55VWFZcXMxWrlzJiouLa5RzXR0nG7r63O+goCAGgMXGxtb5tgipK/Hx8QwAe/bsGbcsOzubNWvWjO3fv58xxtiJEydYUlISFy9/XK7JcVpdjv9JSUlMU1OTZWVlccuKioqYiYkJ+/nnn1+7nPo69r8Ovo6TjepMhZeXF4YPH47g4GBeyiud9I7uqyDqzMPDA4wxXLlyRWH5kydPGtzEjjExMRCLxdDU1OSWLV68WOFb34bwDfDFixfh6OgIGxsbbllJSQnCw8PxzjvvVKusx48fw8HBQWGZg4MD4uLiFJb5+vpi9uzZ0NKq3pylwcHBGD58OLy8vKr1vsaG7/ahIv7+/ujZsyccHR3rbBuEqIKxsTFat26N27dvAwCGDx+OVq1acfHyx+WaHKfV5fj/xx9/wMXFBSYmJtwysVgMsVgMXV3d1y6nro/9r4Pv9qFRzagdEhLC6+RGpR+4RCIROnbsyFu5RP0VFBTg0aNH9b7dDh06QF9fv9rvmzlzJnbt2gUPDw8A8oluKvpfuXLlCm7evAlbW1s8evQII0aMwJtvvonTp09j6dKlGDVqFNq0aQOBQIDjx48jICAABgYGAICDBw8iPj4etra2CAsLw8aNG3H06FEsX74cHTp0wOHDh5Gbm4v+/fujZ8+e+OWXX6Ctra2wfWdnZ8hkMrz77ruYMmUK3n77bTg5OWHcuHEK6+Xn53On3svm8cMPP8DIyAhSqRQJCQlYuXIltLW1ufw9PT1hY2OD3bt34/r16zAwMKgwb1NT0yrr8+LFi1xdloqMjISGhgZ69Ojx2r+XyMhIdO/eXWm5o6MjYmNjude3bt1Cy5YtYWVl9dpllyqdQbp0cqOmiu/2obzU1FScP3++0ksNCQFU03bUtN0o6+rVq0hKSsLHH3+MixcvYvny5Rg9ejSWLFnyyvempqYiMDAQtra2kEqlOHfuHA4cOKC0nroc///44w+F439hYSEmTZqEyZMnY+LEia+sD6B+jv2vg/f2gZ8TJ6pVV6e3i4qKmEAgYL6+vryWS9RfVFQUA1Dvj6ioqGrlGR8fz/bv388yMjKYkZERS01NZYwxduzYMVZSUsLWr1/PXf708OFD5u7uzr1XIpGw9u3bc+/56quv2HvvvcfFhw0bxo4cOcIYY+zGjRsK7/3+++/Z4sWLGWOM/fjjj2zs2LFcbN26dVXm/PjxYzZ58mTWsmVLBoC5u7uz5ORkLr5y5UrWp08fpTzEYjHT0dFh8fHxjDHGZs2axXbu3Mmt99VXX7H+/fszxhgLDg5mMpmsyrwrI5PJWIsWLZiXlxdbv3499xg0aBAbPnw4t96FCxfY6dOnqyxr0aJFFR63Fi9ezIYNG8YYY0wsFrNVq1ZVWc7roMuf6na/v/vuO6ajo8OeP39ep9sh6k0VbUdN2g0AbNeuXSw4OJj9+OOPrFevXgqX5axYsULhMqSVK1dW+nrr1q1sz549XGz37t2VbruhH/8ZY8zGxoYtXryYBQcHs19++YUNGzZMoV1raMf+18HXcbJRnangm7a2NqytrelmbaKkQ4cOiIqKUsl2a6J58+YYPnw49u7di2XLlqGkpEThFDMABAQEKJyR09HRgZWVFY4cOYI5c+ZAS0sLb7zxBhc3MzNDTk4OAPlZCkNDQxw/fhwAIBQKYW5uDgCYNGkSVqxYgfT0dOTk5KBLly6V5pmRkYEWLVpw30JFR0dj+vTpWLRoEQICArj13nzzTaU8hEIhIiMjERoaiosXLyI9PV3hZmktLS3ufaXffFWVd2Xu3r2L9PR0bNu2DS1atOCWnzlzBu+//z732sLCAn5+fpVOgFZcXAyJRFLht+eOjo44deoUAGD79u2YO3dulTk1VvHx8bhw4QIAYMSIEbC0tORikZGRSE5OxvDhw1WVngJ/f3+8//77MDMzU3UqpAFTRdtR03ZjxIgR3DfkEyZMgJubG+bPn4+5c+cqtR9VGTZsGAYMGIDdu3ejV69e+OKLLypcTx2O/9HR0UhLS8M333zDnaUfP348evToAaFQiAULFjTpYz91Kl6B5qogFdHX11f4gK0OZs2ahcmTJ6Nfv35wc3NTiufn50MikSgsKy4uRlFREfe6soZEU1MTpqamGDlypFLM2NgYo0aNwoEDB6Cvr4/Zs2dXmuO9e/fAGEP//v0BAO3bt8eWLVswbdo0pe2VFx8fjzFjxuD777/HkCFDkJSUBEB+r0PptailjcDr5F2ZixcvwtXVVaFDkZubixs3bmDXrl3csj///LPK+ytOnTql0Akpy9HREY8fP0ZYWBjat2//yoZO3SxZsgSenp7o06cPIiIiEBgYCFdXV4SHh2PZsmVo06YNZDIZFi5ciMOHD+Phw4dYtmwZBg0aBJlMhqysLGzevBkRERGq3hUAwIMHD/D3339jxYoVqk6FNHDq2HYAgKmpKd5//30sW7asRh904+LicP36dZw+fRrvvPMOoqOjoaGheFuvOhz/L126hJ49eyqUpaWlhVatWuHq1atYsGBBkz72N6obtesCzVVB1JlMJgNjDADQp08f6Onp4dChQxXeoD1x4kTcv3+fW7+wsBAJCQn48MMPX7mdyZMn49q1aygsLOS2u3v3bi4+a9Ys/Pzzz9DU1HzlN1zr169XGJYvOjoaffv2fWUOx44dQ5cuXTBkyBAA/w2wEBgYWOO8K/LHH39g8ODBCssuXboEc3NzdOrUiVt24cIF5OXlwd/fn/vmqawLFy5g4MCBFW7D0dERYrEYp06dwrBhw6rMR91cvXoVBw4cgFQqhUQiwZgxY7Bs2TJMmTIF06ZN4z5AxMTEoLi4GBoaGujcuTNcXV0xbtw4TJgwAaGhodi3bx+aN2+u4r2RO3z4MExNTSv9ZpIQdVdSUoKoqCi4uLhU+72BgYG4f/8++vbtiw0bNqBr166VzjWhjsf/06dP48qVK5g/fz6Apn3spzMVr2Bra4vIyEhVp0FItZ0/fx5btmxBYmIipFIppk+fjnnz5qF169YA5KdWDx8+jISEBKxYsQKfffYZ1q1bh9WrV8PKygoJCQk4cuQIWrVqhXPnznEHRzc3N2RmZiI8PBxJSUno0KED3N3dsW/fPnz55ZdwdnaGRCJRmFG4R48eMDY2rvTbmVIaGhoYOnQovv/+exQVFSE3NxfZ2dncuOSleRQXF+PUqVPIzc3l8li5ciUiIiJw+PBhAPJT999//z1cXFwU3teiRQvum7auXbtWmXdZEREROHLkCC5evAhtbW1cuHABHh4eWL9+PY4fPw4tLS34+Phg6dKlKCkpgVgshpeXFy5cuMB9a1YqIyMDzZs3V/qmrpStrS2cnJywfPnyV/yW1UtOTg7u3LnDXWYXFhYGY2Nj7rImNzc33LhxA6mpqVzntlTpN3Z+fn5wcnJSulFelaKjo9G1a1cIhUJVp0JIrVy8eJG7/GjdunWwtraGRCLB9evX0bp1a2zZsgVnzpzBqVOnoKGhgUGDBiEnJwenTp2CQCDgJn0s+1pPTw8nT57EvXv3UFhYiCFDhsDIyEhp2w35+B8VFYWjR4/izJkzEAqF+Pbbb8EYQ1paGtLT03H16lW4urrSsb/Wd3c0AHV5I962bduYjo4Ok0qlvJdNSFPyww8/qDqFehMeHs7+97//McYY++STT1hcXBzLyMjg4j/88AO7f/9+vebUEG7U3rRpExOLxaxfv37s8uXLzNfXV2meFHNzc/bHH38wqVTKPvjgA1ZSUsIePXrEbt68yZ48ecKGDh1arfHa62O/e/fuzSZNmlRn5RNC1ENDPPa/Dpqnop7Y2dmhqKgI6enpqk6FELWzdu1anD9/Hg8fPqzyBu3G5saNG9ylMM2aNcPff/+NZs2acfH79+8rXCrVFJw6dQpDhgxR+DY/IyNDaVx3XV1dZGVlQUNDA5s3b8bevXsRHR2N7t274/PPP8fOnTuRlZUFX19f+Pn5QSaT1feuKBGJRA1uzhdCSP1r6sf+RnX5k5eXF7S1tblxd/lQdq6KsiOPEEJezdjYGLdu3cLz5895+59UBwsWLOCer169WiH2+PFjuLq61lsuwcHBCA4OVrhOub4lJyfjxYsX8PT0VFhuYmKidJlTXl4ed6mTg4MDZs6cCQDYvHkzJk6cCHt7e0yYMAG+vr4Qi8U4fvw4Ro0a9cocStuHsvhoK0pKSvD06VPY2trWqhxCiPprSMf+ypS2CWXx1T4IWPkjuhoqnbQjOzub98mNMjIyYGFhgV9//RWjR4/mtWxCCKkvdXmcfJX9+/cjJSWFmw1327Zt8PT0xIgRI7BixQrcunULACCRSGBgYIC4uDjY29tz7//nn3/w888/Y/v27SgoKECvXr249wQEBGDSpEmVbruu9zsxMRF2dnY4ffo03ahNCFFLfB0nVX6moqGPQ968eXPo6enRsLKEEFJD5YeE3LVrFyZMmIDevXtj5syZSEpKgo2NDUJDQ9GjRw+FDoVEIsHatWuxf//+CssuPwxyfSttG+jyJ0JIU8d7p2LPnj1ISUnhpmP/6KOP1HoccoFAQMPKEkIID5KSkrBt2zakpKRgy5YtKCgogJ+fH9auXQt3d3eEhoYqDQG5Zs0aLF++HPr6+gDk4/w7OTkhLy8PYrGYW64qpW0DdSoIIU0dr52K3bt34/Hjx9iwYQNiYmLQvXt3TJw4EWPGjMHNmzdhaWkJJycnTJs2DVeuXKl0HHJAfv1rQxmHnDoVhBBSezY2Nti4cSM2btyosLx0zPYpU6YoLJdIJOjcuTO6deumsHzHjh0ICAiAgYFBlZc+1QeRSARjY+N6v6SMEEIaGt46FRKJBMuWLeOuc23bti3u3LnTKMYht7W1xd27d1WdBiGENClCobDCG6ktLCyqnJm9PtHIT4QQIsdbp+LatWvIzMxETEwMbty4gUePHmHw4MF48uQJzMzMuPU0NTVhZGSE+/fvw8PDA1paWpBKpYiNjYWjoyMSEhIQEhKCkydP8pVardnZ2eHMmTOqToMQQkgDU3qjNiGENHW8dSqePXsGANDR0YGXlxcyMjLQrVs3zJw587XGIbeysoKnpydGjRrFjUN+9OhRCIVCeHt7Vzr7YH2ws7NDSkoKJBIJzZhKCCGEIxKJuFmECSGkKeOtU2FiYgIA6NGjBwD5pUwymQwWFhZqPw556bdQSUlJcHR0rFVZhBBS1+pyHHJ1VRfzGAHyTsWYMWN4K48QQuoL3/MY8dapcHV1hUAggFQq5ZYJBAK0atUKaWlp3DKJRILc3FyFIQMB+TjkCQkJWLhwIQoKCvDw4UMYGhrC0NAQBQUFr5VDSEhIndwsVzqpkUgkok4FIaTBq+iDc+k45E1VXbQP+fn5ePHiBV3+RAhRS6VtBV/tA2/XFFlbW6Nfv34IDw8HAKSnp0MgEMDDwwNpaWlISkoCgCrHId+wYUOFZat6HPLSTkV8fLxK8yCkofvxxx+xYMEC/Pvvv6pOpV6IxWLk5OSoOg2iIjRHBSG1R+1G48HrkLJ+fn5YuXIlHjx4gLi4OPz2228wMTFR+3HI9fT08MYbb+C3337DRx99pNJcCHldUVFR8PX1Rfv27SGTyWBvbw+RSIQvv/wSgHxyye7du/O6zY8++ghvvvkmhg8fDicnpxqV4efnh7t378Le3h5FRUVgjKFnz57o2bMngOrnXZv9lEql+Oabb6CjowNzc3NoaWnh+vXrOHDgAK5du4YvvvgCHTt2xIEDB2pUPlFvNEcFaWyo3UCN1i+rKbcbvHYq7OzsKpz1dODAgWo9DjkAeHt7Y/HixXj+/HmDmDuDkKpkZWVh0qRJuHPnDnR0dAAAX375JZo1a8atc/DgQd4bBz09PbRo0aLG77906RJOnTqFw4cPAwBKSkrQq1cvhRthq5t3bfZz9erVaNmyJT755BMA8vuqli9fDgDo2bMnZs+ejdDQ0BqVTdSfSCTiLvMlRN1Ru/EfajdqRnVDKr30qnHIvb29IRAIVJCZovHjx0Mmk+HQoUOqToWQV4qJiYFYLIampia3bPHixdz/0l9//YV9+/apKr1KRUVFKYwWp6WlhQULFgCQ32h84MABREVFvVZZMpkMZ8+exW+//VbjfCIjI6Gnp8e9trGxwYQJE7jXDeHYRFRHJBKhZcuWSgOEEKKOqN2gdqO2eD1T0ZhZWlpi0KBB8Pf3x5w5c1SdDmkInj2TP8pq1gxo0wYQi4EHD5Tf88Yb8p/R0UB+vmKsdWvAzAxITwdeXqvNMTIC2rV77dScnZ0hk8nw7rvvYsqUKXj77bfh5OSEcePG4cWLF7h06RIyMzPh4+MDfX19fPbZZwCA7du3QyqVwtTUFJGRkdi6dSt0dHTwww8/wMjICFKpFAkJCVi5ciX3Qers2bMICwuDi4sLxGIxMjIyuDwWLFiA7du3Y+bMmfjxxx9x7tw5eHl5YcWKFVi0aJFS3oMHD8ZXX30FHR0deHp6omfPnhg8eDBkMhnu37+Pa9euISEhAT4+PujQoQNGjhyJ1NRU7Nq1Cw4ODnj06BH69OmDIUOGICEhAVeuXEFaWhp8fHzQsmVLTJkyBTKZDGvXruVGpktMTMS6desqrEdPT0988cUXSEhIQL9+/fDWW29h/vz5CutIpVIEBgaCMYajR49ix44dsLa2hlQqhY+PD2xsbJCdnY2ioiIsXLgQAPDdd99h3bp1WLNmDUQiEUQiEQICAnD79m0EBwejW7duuHr1KubOnQtnZ+fX/r2T+kVzVJAaqc+2o2VL+eM1ULtB7UatsUYgOzubAWDZ2dl1up2goCAGgMXExNTpdoiaWLmSMUDxMXGiPBYToxwr++/m7q4c8/eXx3bsUI4NGlTt9B4/fswmT57MWrZsyQAwd3d3lpyczMXL//sfOnSIjR07lns9f/589tNPPzGxWMx0dHRYfHw8Y4yxWbNmsZ07dzLGGPv7779ZmzZtWH5+Pve+Dh06sMuXL3Ovx4wZw3766SfGGGN5eXls27ZtVeZ9+fJlNnToUGZkZMQ0NDTYtGnTWHFxMRfr16+fwvq+vr7snXfeYYwxVlRUxMzNzVlWVhZjjLH4+Hhmb2+vsP7GjRvZ4sWLudcjR45kZ86cqTQfX19f5ubmxrS1tZmBgQHbvn07F9u/fz9zdHRkEomEMcbYp59+yrZs2cIYY+zff/9lBgYGTCwWM8YYGzx4MDt79iz33l69erFVq1axjIwMdu7cOZabm8vs7e3ZixcvGGOM3b59m7m5uVVZV9VRX8fJhqYu93vAgAEK/zOEvJb6bDtWrqxWatRuNM12g6/jJJ2pqIYRI0bAyMgIAQEB+Pbbb1WdDlG1WbOA4cMVl5Vee2pjA1R1uvXAgYq/bQKAsWOBt99WjBkZVSu1jIwMtGjRAn5+fgCA6OhoTJ8+HYsWLUJAQECF7wkKCoK+vj6OHz/+chdsoKenB6FQiMjISISGhuLixYtIT09HSkoKACAgIAA9evRQGEzBwMBAodxZs2Zh4cKFmDNnDo4dO4Zx48ZVmndCQgI8PDzg4eEBmUyGsLAwjBs3DgcOHMD06dMrfM+UKVPQtm1b7NixA0Yv6ykzM7PS4fGCgoLg4eHB7aerqytkMlml+cyYMQMzZsyAWCyGv78/5s2bh0GDBnE3FDo7O3PXH5uZmXGjerRr1w6XL1/GL7/8Ak1NTRQWFnL1BshP0b/55pto3rw5Bg8ejBMnTkAikXDX2spkMnTq1KnSuiKqJxKJ4Orqquo0iLqpz7bjNc9SANRuULtRe42qU1FXkxuV0tfXx+jRoxEQEICVK1c26uviyGuo6rSyru5/p6sr0r595TELC/mjFu7duwfGGPr37/9yc+2xZcsWTJs2TWnd6OhomJubQ1NTE9bW1hg5cqRCPD4+HmPGjMH333+PIUOGcMNDl5SUgDGm1BiUN2DAAOTl5SEiIgLPnz+HRRX7FhgYiIULF0JHRwcaGhrw8PDAggULcOvWLaV1r127hp49e2Lv3r04cuQIDhw4ABsbG6xcuZLLr6L1NTU10bZtW24/y+9vWfv27cOqVasAALq6upgxYwaOHTuGO3fucI1D2euPy4qIiMDUqVOxb98+vPXWWwgLC+Py0tKSH3rL1p2mpiZKSkoU8nmdST9fhe/JjdQV3+0De3kJBF3+RKqtgbYd1G40vXaD7/ZB5Tdq8ykkJAQnT56skw5FKW9vb8TFxeH69et1tg1C+LB+/XqFA0V0dDT69u3LvTY0NER2djYePHgADQ0NTJ8+HefPn+e+fSkoKICfnx+OHTuGLl26YMiQIQD+G5s/MDAQEydOxM2bN7kDsUQiwfPnz5UmwZw5cya+/PJLpVHeyisqKlK6TrVs3kZGRsjOzgYAPHz4EACwc+dOzJ8/HzY2NhCLxUhPTwdjDEFBQRWuP336dJw9e5Yr/+nTpzh58mSF+fz555+4dOkS97q4uBjJycl46623qtwPAPD398fQoUO5dcvWW0UGDhwIQ0NDREZGcst++umnV27nVcaPH4+TJ08iJCSk1mWpM77bh/T0dEgkEupUkEaF2o2m1W7w3T4IGGOMl5JUqHQmwOzs7DqZUbus0nGbPT09sXPnzjrdFiE1FRYWhqioKJSUlKCoqAi5ubnIzs7Gpk2bYGhoCADYunUrUlJS0KFDB27+lYCAAERGRqJjx44oKirCjBkzkJ6ejsWLF3PffgiFQnz//ff47LPPMHLkSBw9ehRhYWFwc3NDUVERtm7dChsbG2zZsgUdO3YEIP8ANmDAANy9e7fKvDdt2gQHBwdER0eDMYaUlBS0bNmSG45PJpNh8uTJ6NGjB5ycnDB06FAcOXIEFy9exHvvvYe8vDxER0fj2bNnWLJkCRwcHLBgwQI0b94cTk5OGDNmDLfvaWlpcHBwAGMMM2bMgIaG8ncsc+fOxTvvvIN///0XUqkUMTExGDNmDDw9PXHjxg2sWLECsbGxWLNmDSwsLLBixQoIBAKsWbMGrVq1wvr16zF27FiIxWJIpVKEhITg888/R3R0NL799lu4u7tjzpw5GDp0KAAgLi4OPj4+cHZ2hra2Nt566y28UdW3ltVQn8fJhqSu9jsyMhI9evRAVFQUb78jQlSJ2o2m227wdZykTkUNLF26FL6+vnj27BmEQmGdb48QdVdYWIigoCB8/PHHqk6lyaJOBb/7ffToUYwePRppaWlVXppBCKkZajfqD1/HyUZ1+VN98fb2RmZmJs6cOaPqVAhp0MaNG4dnz57h+PHj+OCDD1SdDiG8SUxMhK6uLszNzVWdCiGNCrUb6os6FTXQuXNnuLq6wt/fX9WpENKgGRgY4MKFC7C0tISZmZmq0yGENyKRCHZ2djRgByE8o3ZDfTWq0Z/qk7e3N5YsWYIXL17QHz0hldi7d6+qUyCkTpR2Kggh/KJ2Q33RmYoaGj9+PKRSKQ4fPqzqVAghhNQzkUgEW1tbVadBCCENRqPqVHh5eWH48OEIDg6u821ZWVlh0KBBdAkUIaRBCw4OxvDhw+Hl5aXqVFSK7/aB5qgghKg7vtsHGv2pFoKCgjBx4kTExcXBwcGh3rZLCCHVRaM/8bffEokEurq62Lt3LzesJiGEqCsa/akBGDlyJAwNDSudvp4QQkjj8/TpUwCgMxWEEFIGdSpqQV9fH6NHj4a/vz8awQkfQghpcOLj4+Hr6wtfX1+kpqYqxCIjIyud1bYuiUQiAKB7KgghpAwa/amWvL294efnh5s3b8Ld3V3V6RBCSIN18+ZN/Pnnn8jNzcX169exfPly9OvXDxEREQgMDISrqyvCw8OxbNkytGnTBjKZDAsXLsThw4fx8OFDLFu2DIMGDYJMJkNWVhY2b96MiIiIet+PxMREANSpIISQsqhTUUseHh5o1aoV/P39qVNBCCGVKCgowPHjx7F+/XoAwK+//oqhQ4fi4cOHGDNmDG7evAlLS0s4OTlh2rRpuHLlCmJiYlBcXAwNDQ1ufqBx48YBkN94vW/fPjRv3rze90UkEsHc3Bz6+vr1vm1CCGmo6PKnWtLU1MTEiRNx8OBBFBUVqTodQghpkGJjY+Hj44PY2FgAwODBg1FYWIgbN27A2NgYlpaWAAA3NzfcuHEDqampSpeVls5e7efnBycnJ3h4eNTrPpSiOSoIIUQZdSp44O3tjRcvXuDs2bOqToUQQhokZ2dnhIeHw9HREcB/9yWIRCKFCUQ1NTVhZGSE+/fvw8nJCVpaWpBKpYiOjoajoyMSEhIQEhKClStXqmQ/SnOmS58IIUQRdSp40KVLF7i6umLjxo0oKSlRdTqEENLgCAQC9OzZEwKBAADg4+OD+fPno6SkBLq6ugrr6urqIisrCxoaGti8eTP27t2L6OhodO/eHZ9//jl27tyJrKws+Pr6ws/PDzKZrF73heaoIIQQZY3qngovLy9oa2tj/PjxGD9+fL1ue9u2bfDw8MDq1auxevXqet02IYRUJjg4GMHBwSguLlZ1Kpx9+/bBysoKGzduxM6dO5Uuc8rLy+MudXJwcMDMmTMBAJs3b8bEiRNhb2+PCRMmwNfXF2KxGMePH8eoUaOq3GZp+1BWTdoKxhgSEhKoU0EIUUulbUJZfLUPjapTERISorJJnXr37o1Vq1bh66+/hoeHBwYMGKCSPAghpKzSD86lkxup2pkzZyCVSrFp0yaIxWLo6uoiLS2Ni0skEuTm5sLe3l7hff/88w8SEhKwcOFCFBQU4OHDhzA0NIShoSEKCgpeuV2+2ofs7Gzk5eVRp4IQopYq+jKFr/ZB5Zc/NcQxyGtq6dKl6N+/PyZOnKjQSBJCCAHCwsKQnJyMYcOGISUlBefOnUO7du2QlpaGpKQkAEBoaCh69Oih0KmQSCRYu3YtNmzYUGG5EomkXvIHaI4KQgipTJ2dqViyZAk8PT3Rp08ftRuDvKY0NTUREBCAbt26YcqUKTh9+jQ0NFTebyOEEJV7/PgxPD09kZubq7A8Ozsbfn5+WLt2Ldzd3REaGorAwECFddasWYPly5dzQ7jq6+vDyckJeXl5EIvF9Tq0a+kcFXSmghBCFNVJp+Lq1as4cOAAhg4dColEonZjkNdGy5Yt4e/vjyFDhmDLli1YtGiRqlMihBCVc3BwQE5OToWxgQMHYuDAgQCAKVOmKMQkEgk6d+6Mbt26KSzfsWMHAgICYGBggEmTJtVN0hUQiUTQ0tKClZVVvW2TEELUAe+dipycHNy5cwcdO3YEID/drW5jkNfW4MGDsXjxYixfvhx9+/bFW2+9peqUCCFELQmFwgpvprawsMDs2bPrPR+RSAQbGxtoamrW+7YJIaQh4/3aHF9fX8yYMYN7/eTJE7Ubg5wP//vf/9C9e3eMGzcOWVlZqk6HEEIID2iOCkIIqRivnYpTp05hyJAhEAqF3LKMjAy1G4OcD9ra2ggODkZmZiZmzJihdFaGEEKI+qE5KgghpGK8Xf6UnJyMFy9ewNPTU2G5iYlJvYxBDvA3DjlfWrdujb179+LDDz+Er68vZs2apZI8CCFNS12OQ66u+JrHSCQSoXfv3jxmRgghqsH3PEa8dSp+//13pKSkwMfHBwDw77//IigoCCNGjKiXMcgB1c5TUZnRo0djzpw5mD9/Pnr27AlnZ2dVp0QIaeTqchxydcVH+yCVSpGUlERnKgghjQLf8xjx1qmYNm2awutdu3ZhwoQJ6N27N2bOnImkpCTY2NhUOQb5/v37Kyy7Pscgrwtbt25FeHg4Ro4cidOnT6NDhw6qTokQQkg1paSkQCqV0j0VhBBSAd5v1E5KSsLixYuRkpKCLVu24Pz589wY5H5+fjh48GC1xiDPyMio1zHI64Kuri6OHTsGoVAINzc3nDhxQtUpEUIIqabSie/oTAUhhCgTMBXfQSyRSHD06FGlU/Xp6ek4cuQINwa5QCCotIzS0zbZ2dkN7vKnsnJzczF16lQcPXoUX3/9Nb799luaHI8QUi/U5TjJNz73OyQkhBvRrylfSkYIaVz4Ok7W2Yzar6uhjUFel4yMjPDrr7/Cx8cHX331FaKiohAYGAhTU1NVp0YIIeQVRCIRjI2NqUNBCCEVoK/J65lAIMCyZctw5swZXLt2DT169MC9e/dUnRYhhJBXSExMpPspCCGkEtSpUJEhQ4YgMjISenp6cHd3x+HDh1WdEiGEkCqIRCK6n4IQQipBnQoVcnR0xPXr1zFs2DCMHTsWixcvRmFhoarTIoQQUgHqVBBCSOUaVafCy8sLw4cPV5r0qSEzMDBAUFAQNm/ejK1bt6Jt27b46aef1H4YXUJIwxAcHIzhw4fDy8tL1amoFB/tA3UqCCGNCd/tg8pHf+JDYxnVJCYmBqtXr0ZgYCDs7Ozw9ddfY/LkyUqzhBNCSHU1luNkdfG13wUFBTAwMMAvv/wCb29vHjMkhBDV4us42ajOVKi7du3awd/fH/fu3YObmxumT5+OTp06ISAgAFKpVNXpEUJIk5WYmAiA5qgghJDKUKeiAerUqRMOHTqEW7duoVOnTvD29oazszMOHz5MnQtCCFEBmviOEEKqRp2KBszFxQUnTpzAzZs3YWdnh7Fjx8LOzg5ffvkl/v77bzSCK9cIIUQtiEQiCAQCtGrVStWpEEJIg0SdCjXg5uaGc+fO4ebNmxg1ahT8/f3x5ptvomPHjlizZg3i4uJUnSIhhDRqiYmJsLKygo6OjqpTIYSQBok6FWrEzc0N27dvx9OnT3H27Fm4ublh48aNaNu2Ldzd3bFt2zbuul9CCCH8oZGfCCGkatSpUEPa2toYMmQIfvnlF6SmpuLgwYOwtLTEwoULYWdnh7Zt22LGjBkICgrCs2fPVJ0uIYSoPepUEEJI1bRUnQCfvLy8oK2tjfHjx2P8+PGqTqde6Ovrw8vLC15eXnjx4gUuX77MPfbs2QMAaN++Pfr374/+/fujT58+aNmypYqzJoTUl+DgYAQHB6O4uFjVqahUbdsHkUgEFxcX/hMjhBAV4bt9oHkqGrHU1FRcuXIFV65cweXLlxEdHQ0AsLS0hIuLi8KjXbt20NTUVHHGhJC60lSPk3zsN2MM+vr68PHxweeff85zhoQQolp8tQ+N6kwFUWRpacmdxQCA5ORkXL9+HXfu3MHt27cRFBSEDRs2AAD09PTg7OyMbt26wcnJCW3btkW7du3g4OAAPT09Ve4GIYSoVEZGBsRiMV3+RAghVaBORRNibW2N0aNHY/To0dyy58+f486dO1xHIyIiAkFBQcjPz+fWsbGx4ToZbdu2hZ2dHWxsbGBjYwNra2saDYUQUifi4+Nx4cIFAMCIESNgaWnJxSIjI5GcnIzhw4fXeR40RwUhhLwadSqauObNm2PAgAEYMGAAt4wxhtTUVMTGxiI2NhYxMTGIjY1FVFQUQkJCkJOTo1CGpaUlWrVqxXU0WrZsCQsLC7Ro0QItWrTgnpuYmEAgENT3LhJCGriIiAgEBgbC1dUV4eHhWLZsGezt7bFw4UIcPnwYDx8+xLJlyzBo0CDIZDJkZWVh8+bNiIiIqJf8qFNBCCGvRp0KokQgEMDKygpWVlbo3bu3UjwnJwdJSUnc4+nTp9zzq1evIjU1FRkZGZDJZArv09bWhoWFBczNzdGsWTOYmZmhWbNmFT6MjY1hZGTE/TQyMoK2tnZ9VQEhpJ5IJBKMGTMGN2/ehKWlJZycnDBt2jTs3r0bxcXF0NDQQOfOneHq6opx48YBkN90vW/fPjRv3rxeckxMTISuri7Mzc3rZXuEEKKOqFNBqs3Y2BidOnVCp06dKl1HKpUiMzMTaWlpSEtLQ3p6Ovc8IyMDmZmZyMzMRHJyMvc8MzMTJSUllZapq6vLdTIMDAyUHvr6+grPdXV1oaenBz09Pe552Z9CobDCh46ODnR0dOisCiH1ICwsDMbGxtylTW5ubrhx4wZSUlIU1iv9QO/n5wcnJyd4eHjUW44ikQi2trZ0TCCEkCpQp4LUCU1NTZibm8Pc3LzKzkdZjDHk5eUhKysLubm5yMnJqfRnfn4+8vPzUVBQgPz8fCQnJ3PL8vPzUVhYCLFYjMLCwhoPlaatrQ0dHR2ln6XPtbW1oaWlpfS87M/Sh6ampsLP0uev89DQ0FD6Wf55ZQ+BQFDhz/LLqnpe/lFZDECl7ykbK79eRbGqllX1s7Lnr4qXf87H6/Je5wNpbcuoKl72PqmG5MmTJzAzM+Nea2pqwsjICFKpFFpaWpBKpYiNjYWjoyMSEhIQEhKCkydP1muONEcFIYS8WtPpVDx7Jn+U1awZ0KYNIBYDDx4ov+eNN+Q/o6OB8g1y69aAmRmQng6Un8XayAho1w6QSoE7d5TLdXYGtLWBuDggO1sx1qoVYGkJZGYC8fGKMT09oGNH+fNbt4DyowF37ChfJyEBeP5cMWZpKS87NxeIiVGMaWvLcwKAu3eB8h/C27WT79PTp0BqqmKseXPA3h4oLAQePlSMCQSAq6v8+cOH8nXKatNG/jtITQWePoUAgNHLB0xMAHd3eS5370JJt26ApqZ8X3JzFWO2toCFBfDiBfDkCaRSKYqKiiAWiyHR0kKutTXEYjE079xBUVERioqKUFxcjKKiImS0aIFCxqCdlASNnByUFBejpKQEJSUleCEU4oVQCI28PJikp0MqlaKkpARSqRSFMhkSDA1RXFyMVs+fgxUXQyqVco8nOjrIZQxmBQUwkUgUYs8FAiQKBNAuLobjy/fJZDJ5nDHcBiCTydCupARCmQwymQyyl7/7xwCyAVgCsC5XRVkA4gFoA+iiXIO4DYABaAfAsFxMBOA5gOYAyn+UygMQA0AAwKWCcu8BKAbQBoBpuVgygFQAJgAcysXEAEr/grpBeWbORwAKAdgCKH8RShqApwAMADiVi5UAKP0L6gRAWC4eCyAXgBWA8jO4ZAJ48vI9FXWNb7386fRy22U9efl+85c5l5X7crsakO9reXdf5u0AeV2V9RTy/TWFvI7LKoS8ngD576ZsF0NawXYagoyMDOjq6ios09XV5e6b2Lt3L6ysrODp6YlRo0Zh586dyMrKwtGjRyEUCuHt7Q0Njbqdx1UkEqFj6bGXEEJIxVgjkJ2dzQCwIUOGsGHDhrGgoCDllVauZEz+Mfy/x8SJ8lhMjHKsbNW4uyvH/P3lsR07lGODBpUmVnG5aWny+LBhyrEtW+SxQ4eUY66u/+Wko6Mcv3dPHvv4Y+XY0qXy2OXLyrFWrbhi883MlOOXL8uDS5cqxz7+WB67d085pqPzX76ursrxQ4fksS1blGPDhsljaWkV12F2tjw+aJBybMcOeczfXznm7v5fThWVGxMjj02cqBxbuVIeO3dOOebo+F+55ubK8WvX5LEvvlCOzZ0rj0VFKceMjP4rt1MnpXjJ0aNMIpGwotWrlWLiYcNYWloaS791q8J9jX/0iMXFxbECNzelWPLq1ezevXss6dtvlWI5b77JIiMjWWR4eIXlRh4/zsLDw1m6h4dS7PGMGezKlSvsn//9TymWa2/PLly4wC5cuMCK9fWV4uHbt7OzZ8+yJ++/rxSLGzGCnTp1il3dtEm5HoyN2YkTJ9iJEydYnpWVcrkrV7Jjx46xh15eSrGEvn3ZkSNH2Nnt2yvc119//ZX9+uuvLKNdO6XYjU8+YYcOHWJRH32kFHvWtSsLCQlhR/bvr7DcY76+7ODBgyzpzTeVYn9PmsSCg4PZn59/rhR73ro1CwoKYkFBQaxES0shlg0wACy79H+ngfjxxx/ZoNJj5kumpqYsNDRUYdmmTZvYoZfHjPHjx7Pc3FyWnp7Ojhw5UmX55duHso8K24oKnD17ll0r/R9u4l63zkjVqB75Q3VZPUFBQUrHwiFDhvDSPjSdye/oTMVrnan41MMD27duVYzX05kKBSYmgKMjL2cqFBgYAO3by5///bdyuZ06Abq68rrPzFSMtWwpf+TkALGxijGhEOjcWf78n3+AkhLMnz8f33//vXyZkxNgaAgkJQFpaYrvNTcH7OyAggLg0SPFmIYGUDqL74MH8r/VshwcAFNTICUFSE5WjJmayuNFRcC9e8r76uIiL//ff4G8PMWYnZ08r4wM4OXINxxDQ/n+yGTA7dvK5XbpAujoAI8fA1lZijFra8DKSr788WPFmK6uvP4Bebkvb/Tn6rFDB0BfX55PRobie1u0AGxs5Pvx77+KMS0toGtX+fP79wGJRDHeti1gbNzojxE5eXkw6devwU1+d+nSJXz55Ze4desWAPmN2wYGBoiLi4O9vT0A4J9//sHPP/+M7du3o6CgAL169eLWDwgIwKRJkyotv6lO+ldXhg8fXu+XnzVGVI/8obqsPd6Ok7x0e1Ss9JuohvYNnDoaVnqGgNQa1SU/qB750VCPk8XFxcza2polJiYyxhj7/fffmXuZM4pisZiNHTuW5efnM8YYy8/PZy4uLlx8z549VZbfUPdbXdH/Iz+oHvlDdVl7fB0n6/ZCVDUSHBys8jIaQg58aAz10BjqkY8yGkIOfGgM9dAQ6rEuaGlpwc/PD2vXroWfnx8OHjyIwMBALr5mzRosX74c+vr6AAB9fX04OTkhLy8PGRkZ3PK61hB+fw0hh9pqLPXQGOqyIdRDY6hHPspoCDnwgToVLzWEX2hDyIEPjaEeGkM98lFGQ8iBD42hHhpCPdaVgQMHYufOnZgyZQr27dsHBwf5bfwSiQSdO3dGt27dFNbfsWMHAgICcPbsWW7uirrWEH5/DSGH2mos9dAY6rIh1ENjqEc+ymgIOfChUYz+xF5eN1x+pufqKC4urtX7+SiDcqAcKAfKoa7eX/pepka30QmFQowfP15puYWFBWbPnv1aZfDRPgCq//1RDpQD5UA51FUZfLUPjeJG7aSkJNjalh+0kRBCSHmJiYmwsbFRdRr1htoHQgh5PbVtHxpFp0ImkyE5ORlGRkY04ykhhFSAMYbc3FxYW1vX+bwODQm1D4QQUjW+2odG0akghBBCCCGEqE7T+bqKEEIIIYQQUieoU0EIIYQQQgipFepUEEIIIYQQQmqFOhWEEEIIIYSQWqFOBSGEEEIIIaRW1L5TERERgfnz58PPzw8zZ85EfHy8qlNSK3l5eRg9ejREIhG3jOq0em7evIktW7bg22+/xeDBgxEaGgqA6rEmrly5gpCQEOzbtw9jx47F33//DYDqsjaWLFmCq1evAmh69djU9pdv1D7wg9oIflD7UDd4bSOYGhOLxcze3p6lpKQwxhi7du0a69evn2qTUiN79+5l33zzDQPA4uPjGWNUp9WVn5/Pli5dyr0+fPgw09PTY0+ePKF6rAEzMzN24MABxhhjmzdvZo6OjvQ3WQthYWGsRYsW7PLly02uHpva/vKN2gd+UBvBH2of+Md3G6HWnYrz588zZ2dn7nVJSQkTCoVchZDXU7bRoDqtnjt37jAALCYmhjHGWE5ODgPADh48SPVYA//88w/Ly8tjjMkbDUtLS/qbrKHs7Gy2fft21q9fP3b58uUmV49NbX/rCrUPtUNtBH+ofeBXXbQRan3505MnT2BmZsa91tTUhJGREe7fv6/CrNQb1Wn1ODs7Izw8HI6OjgDAXSYgEomoHmvA2dkZBgYGAIDffvsNGzZsoL/JGvL19cWMGTO4102tHpva/tYHqtPqozaCP9Q+8Ksu2gi17lRkZGRAV1dXYZmuri6ysrJUk1AjQHVaPQKBAD179oRAIAAA+Pj4YP78+SgpKaF6rKG//voL33zzDXr06AEvLy/6m6yBU6dOYciQIRAKhdyyplaPTW1/6wPVafVRG8Evah/4UVdthFp3KkxMTMAYU1iWl5cHc3NzFWWk/qhOa27fvn2wsrLC1q1bqR5rwc3NDatXr4ajoyP69OkDAwMDqstqSE5OxosXL9ClSxeF5U3tb7Kp7W99oDqtHWojao/ah9qryzZCrTsVHTp0QFpaGvdaIpEgNzcX9vb2KsxKvVGd1syZM2cglUqxadMmSCQS6OrqUj1W040bN2BpacmNNuHh4YHIyEhYWVlRXVbD77//jqdPn8LHxwc+Pj74999/ERQUBHt7+yZVj3Qs4x/Vac1RG1E71D7wpy7bCK26SLi+9O3bF2lpaUhKSoKNjQ1CQ0PRo0cP+mOqBarT6gsLC0NycjKGDRuGlJQU3LhxA+3ataN6rCYtLS20a9cOrVq1AgA8fvwY2tracHV1pbqshmnTpim83rVrFyZMmIDevXtj5syZTaYe6VjGP6rTmqE2ovaofeBPXbYRAlb+XIeauXjxIo4cOQJ3d3eEhoZixYoVcHBwUHVaaiE4OBhhYWHYtWsXvLy80LdvX8ydO5fqtBoeP34MFxcX5ObmKizPzs7GX3/9RfVYTUePHsXjx4+hqamJP//8E7NmzcKgQYPob7IGkpKSsG3bNmzbtg3vvvsu5syZAx0dnSZVj/R3U3PUPvCD2gj+UPvAr7poI9S+U0EIIYQQQghRLbW+p4IQQgghhBCietSpIIQQQgghhNQKdSoIIYQQQgghtUKdCkIIIYQQQkitUKeCEEIIIYQQUivUqSCEEEIIIYTUCnUqCCGEEEIIIbVCnQpCCCGEEEJIrVCnghBCCCGEEFIr1KkghBBCCCGE1Ap1KgghhBBCCCG1Qp0KQgghhBBCSK38HyUXfV7clstVAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_cons_propensity_increase.loc[55:]\n", "dfs = steadystate_cons_propensity_increase.loc[55:]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income and Consumption\n", "axs[0,0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\n", "axs[0,0].step(x=dfs.index,y=dfs[\"NationalIncome\"], color='r', linestyle='--', label=r'Steady State Income $Y^\\star$')\n", "axs[0,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,0].set_title('National Income')\n", "axs[0,1].plot(dfo.index, dfo['ConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0,1].plot(dfo.index, dfo['DisposableIncome'], color='g', linestyle='-.', label=r'Disposable Income $YD$')\n", "axs[0,1].step(x=dfs.index,y=dfs[\"ConsumptionHousehold\"], color='r', linestyle='--', label=r'Steady State Consumption $C^\\star$')\n", "axs[0,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0,1].set_title('Consumption')\n", "\n", "# Wealth and Savings\n", "axs[1,0].plot(dfo.index, dfo['Wealth'], color='k', label=r'Wealth $V$')\n", "axs[1,0].plot(dfo.index, dfo['ExpectedWealth'], color='g', linestyle='-.', label=r'Expected Wealth $V^e$')\n", "axs[1,0].step(x=dfs.index,y=dfs[\"Wealth\"], color='r', linestyle='--', label=r'Steady State Wealth $V^\\star$')\n", "axs[1,0].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,0].set_title('Wealth')\n", "axs[1,1].plot(dfo.index, dfo['Wealth'].diff(), color='k', label=r'Savings, $\\Delta V$')\n", "axs[1,1].axhline(y=0, color='r', linestyle='--', label=r'Steady State Savings $\\Delta V^\\star=0$')\n", "axs[1,1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1,1].set_title('Savings')\n", "\n", "# Money Share and Bills Share\n", "share_bills = steadystate['HouseholdBillStock'] / steadystate['Wealth']\n", "axs[2,0].plot(output.index, output['HouseholdMoneyStock'] / output['Wealth'], color='k', linestyle='-', label='Money Share $H_h/V$')\n", "axs[2,0].step(x=share_bills.index,y=1-share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,0].legend(loc='center right', frameon=False)\n", "axs[2,0].set_xlim(0,40)\n", "axs[2,0].set_title('Money Share')\n", "axs[2,0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Right panel - Bills share\n", "axs[2,1].plot(output.index, output['HouseholdBillStock'] / output['Wealth'], color='k', linestyle='-', label='Bills Share $B_h/V$')\n", "axs[2,1].step(x=share_bills.index,y=share_bills, color='r', linestyle='--', label='Steady State Share')\n", "axs[2,1].legend(loc='center right', frameon=False)\n", "axs[2,1].set_xlim(0,40)\n", "axs[2,1].set_title('Bills Share')\n", "axs[2,1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "\n", "fig.suptitle('Figure PCEX.1: Model convergence to the steady state')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "macrostattest", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }