{ "cells": [ { "cell_type": "markdown", "id": "5075102b", "metadata": {}, "source": [ "# Model LP3" ] }, { "cell_type": "markdown", "id": "bca8c64f", "metadata": {}, "source": [ "Model LP3 extends [Model LP2](GL06LP2.ipynb) from Chapter 5 of {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated` by making government expenditures **endogenous** through a fiscal austerity rule. When the deficit-to-GDP ratio ($PSBR/Y$) exceeds a threshold, the government cuts spending. This introduces path-dependence — the long-run steady state depends on the history of shocks, not just the structural parameters." ] }, { "cell_type": "markdown", "id": "902f1380", "metadata": {}, "source": [ "## Module Contents\n", "\n", "As with all `MacroStat` models, LP3 is divided into Variables, Parameters (fixed constants), Scenarios, and the Behavior (model initialization and steps). The module-level documentation can be seen in:" ] }, { "cell_type": "markdown", "id": "38f673d3", "metadata": {}, "source": [ "```{eval-rst}\n", ".. toctree::\n", " :maxdepth: 2\n", "\n", " Variables \n", " Parameters \n", " Equations \n", " Scenarios \n", "```" ] }, { "cell_type": "markdown", "id": "7fe818e0", "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", "id": "db81267e", "metadata": {}, "source": [ "## Model Overview" ] }, { "cell_type": "markdown", "id": "864a164c", "metadata": {}, "source": [ "### Behavioral Equations" ] }, { "cell_type": "markdown", "id": "96081bcc", "metadata": {}, "source": [ "Model LP3 inherits all 20 equations from [Model LP2](GL06LP2.ipynb). The exogenous government spending $G$ of LP2 is replaced by an endogenous fiscal rule, and a new equation tracks the public sector borrowing requirement.\n", "\n", "**New equation — Fiscal Austerity Rule (equations 5.28–5.31 of GL06):**\n", "```{math}\n", ":label: gl06_lp3_eq_z3z4\n", "z_3 = 1 \\text{ iff } \\frac{PSBR(t-1)}{Y(t-1)} > \\text{threshold}, \\quad\n", "z_4 = 1 \\text{ iff } \\frac{PSBR(t-1)}{Y(t-1)} < -\\text{threshold}\n", "```\n", "```{math}\n", ":label: gl06_lp3_eq_govDemand\n", "G(t) = G(t-1) - (z_3 + z_4) \\cdot \\beta_g \\cdot PSBR(t-1)\n", "```\n", "**New equation — Public Sector Borrowing Requirement:**\n", "```{math}\n", ":label: gl06_lp3_eq_psbr\n", "PSBR(t) = \\left(G(t) + r_b(t) \\cdot B_s(t-1) + BL_s(t-1)\\right)\n", " - \\left(T(t) + r_b(t) \\cdot B_{CB}(t-1)\\right)\n", "```\n", "\n", "The fiscal rule is symmetric: the government also loosens when the budget is in surplus beyond the threshold. Government spending adjusts gradually at speed $\\beta_g$, not instantaneously." ] }, { "cell_type": "markdown", "id": "acc3f307", "metadata": {}, "source": [ "### Transaction Flow Matrix\n", "\n", "```{csv-table} Accounting Transaction Matrix for Model LP3\n", ":file: GL06LP3/transaction_matrix.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "id": "375c058f", "metadata": {}, "source": [ "### Balance Sheet Matrix\n", "\n", "```{csv-table} Balance Sheet for Model LP3\n", ":file: GL06LP3/balance_sheet.csv\n", ":header-rows: 2\n", ":stub-columns: 1\n", "```" ] }, { "cell_type": "markdown", "id": "a07340ff", "metadata": {}, "source": [ "## Implementation in MacroStat" ] }, { "cell_type": "markdown", "id": "bdc47f3c", "metadata": {}, "source": [ "Transposing these equations to the `MacroStat` framework, we consider that there are:\n", "\n", "1. **Eighteen parameters** (fixed constants): all sixteen from LP2, plus $\\beta_g$ (fiscal adjustment speed) and $\\phi$ (PSBR threshold) (see [Parameters](GL06LP3/parameters.rst))\n", "2. **One scenario variable**: $r_b(t)$ — both bond prices and government spending are now **endogenous** (see [Scenarios](GL06LP3/scenarios.rst))\n", "3. The remaining tracked series are variables — including the new `PublicSectorBorrowingRequirement` (see [Variables](GL06LP3/variables.rst))" ] }, { "cell_type": "markdown", "id": "904c1131", "metadata": {}, "source": [ "## Model Dynamics" ] }, { "cell_type": "markdown", "id": "953954a1", "metadata": {}, "source": [ "### Preparatory Steps" ] }, { "cell_type": "code", "execution_count": 1, "id": "f15df7f3", "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 model components\n", "from macrostat.models.GL06LP import GL06LP, ParametersGL06LP, ScenariosGL06LP\n", "from macrostat.models.GL06LP3 import GL06LP3, ParametersGL06LP3, ScenariosGL06LP3\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", "id": "78e8aff0", "metadata": {}, "source": [ "### Running the Simulation" ] }, { "cell_type": "markdown", "id": "a291c55b", "metadata": {}, "source": [ "In LP3, government spending adjusts endogenously after the first period. The initial value $G_0 = 20$ is used in period 1, then the fiscal rule takes over. The PSBR-to-GDP ratio converges toward zero as the government adjusts spending to balance the budget." ] }, { "cell_type": "code", "execution_count": 2, "id": "8f8b4e70", "metadata": {}, "outputs": [], "source": [ "params = ParametersGL06LP3()\n", "model = GL06LP3(parameters=params)\n", "model.simulate()\n", "output = model.variables.to_pandas()" ] }, { "cell_type": "markdown", "id": "28f1bd05", "metadata": {}, "source": [ "We can check that the variables are healthy, meaning the redundant equation $H_h = H_s$ holds and all stocks are positive.\n", "\n", ":::{Note}\n", "Due to floating point precision, the redundant equation will not hold exactly. We check that the absolute percentage error is below a tolerance.\n", ":::" ] }, { "cell_type": "code", "execution_count": 3, "id": "0273b70c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.variables.check_health(tolerance=1e-3)" ] }, { "cell_type": "markdown", "id": "d075759f", "metadata": {}, "source": [ "An overview of the first 10 steps of the model:" ] }, { "cell_type": "code", "execution_count": 4, "id": "e922d1e9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ConsumptionHouseholdHousehold0.00.00.00000016.12400128.99317739.68697748.55876555.91931962.02603967.092545
ConsumptionGovernmentGovernment0.00.020.00000019.83876019.71006819.60313019.51441219.44080719.37974019.329075
NationalIncomeMacroeconomy0.00.020.00000035.96276148.70324759.29010868.07318175.36012381.40577786.421616
TaxesHousehold0.00.03.8760006.9695839.54023411.67289413.44227614.91025416.12817617.138641
InterestOnBillsHouseholdHousehold0.00.00.0000000.0000000.1893070.3410710.4673300.5720790.6589570.731008
BondCouponIncomeHouseholdHousehold0.00.00.0000000.0000000.3346540.6004750.8210781.0040891.1559811.282050
CentralBankProfitsCentralBank0.00.00.0000000.4837200.4876470.5035200.5162940.5269030.5357010.542999
CapitalGainsHousehold0.00.0-0.000000-0.0000000.0000000.0000000.0000000.0000000.0000000.000000
ExpectedCapitalGainsHousehold0.00.00.0000000.0099060.0088870.0060760.0037150.0021380.0011860.000641
WealthHousehold0.00.016.12400128.99317939.68698148.55876555.91931562.02603167.09253771.296036
HouseholdBillStockHousehold0.00.00.0000006.31024611.36903415.57766319.06930421.96522124.36693626.358936
GovernmentBillStockGovernment0.00.016.12400122.56513628.15303832.78747936.63274839.82193442.46690444.660660
CentralBankBillStockCentralBank0.00.016.12400116.25489016.78400417.20981617.56344417.85671218.09996818.301723
HouseholdBondStockHousehold0.00.00.0000000.3346540.6004750.8210781.0040891.1559811.2820501.386680
GovernmentBondSupplyGovernment0.00.00.0000000.3346540.6004750.8210781.0040891.1559811.2820501.386680
HouseholdCashStockHousehold0.00.016.12400116.25489216.78401617.20983117.56346317.85672218.09998118.301744
CentralBankMoneyStockCentralBank0.00.016.12400116.25489016.78400417.20981617.56344617.85671418.09996818.301723
DisposableIncomeHousehold0.00.016.12400128.99317739.68697748.55876255.91931562.02603567.09254571.296036
ExpectedDisposableIncomeHousehold0.00.00.00000016.12400128.99317739.68697748.55876255.91931562.02603567.092545
ExpectedWealthHousehold0.00.00.00000016.12400128.99318139.68698548.55875855.91931262.02602467.092545
HouseholdBillDemandHousehold0.00.00.0000006.31024611.36903415.57766319.06930421.96522124.36693626.358936
HouseholdBondDemandHousehold0.00.00.0000000.3346540.6004750.8210781.0040891.1559811.2820501.386680
HouseholdCashDemandHousehold0.00.00.0000003.3857136.0902168.33805010.20290411.75000213.03346814.098253
InterestRateBillsMacroeconomy0.00.00.0300000.0300000.0300000.0300000.0300000.0300000.0300000.030000
BondPriceMacroeconomy20.020.019.60000019.20800019.20800019.20800019.20800019.20800019.20800019.208000
BondYieldMacroeconomy0.00.00.0510200.0520620.0520620.0520620.0520620.0520620.0520620.052062
ExpectedBondPriceHousehold20.020.019.79999919.50400019.35599919.28200019.24499919.22650019.21725119.212626
ExpectedReturnOnBondsHousehold0.00.00.0520410.0536030.0528320.0524470.0522540.0521580.0521100.052086
TargetProportionGovernment0.00.00.0000000.0000000.5046240.5036000.5030880.5028320.5027040.502640
PublicSectorBorrowingRequirementGovernment0.00.016.12400112.86917910.6937958.8717827.3605446.1067215.0665024.203491
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" ], "text/plain": [ "time 0 1 2 \\\n", "ConsumptionHousehold Household 0.0 0.0 0.000000 \n", "ConsumptionGovernment Government 0.0 0.0 20.000000 \n", "NationalIncome Macroeconomy 0.0 0.0 20.000000 \n", "Taxes Household 0.0 0.0 3.876000 \n", "InterestOnBillsHousehold Household 0.0 0.0 0.000000 \n", "BondCouponIncomeHousehold Household 0.0 0.0 0.000000 \n", "CentralBankProfits CentralBank 0.0 0.0 0.000000 \n", "CapitalGains Household 0.0 0.0 -0.000000 \n", "ExpectedCapitalGains Household 0.0 0.0 0.000000 \n", "Wealth Household 0.0 0.0 16.124001 \n", "HouseholdBillStock Household 0.0 0.0 0.000000 \n", "GovernmentBillStock Government 0.0 0.0 16.124001 \n", "CentralBankBillStock CentralBank 0.0 0.0 16.124001 \n", "HouseholdBondStock Household 0.0 0.0 0.000000 \n", "GovernmentBondSupply Government 0.0 0.0 0.000000 \n", "HouseholdCashStock Household 0.0 0.0 16.124001 \n", "CentralBankMoneyStock CentralBank 0.0 0.0 16.124001 \n", "DisposableIncome Household 0.0 0.0 16.124001 \n", "ExpectedDisposableIncome Household 0.0 0.0 0.000000 \n", "ExpectedWealth Household 0.0 0.0 0.000000 \n", "HouseholdBillDemand Household 0.0 0.0 0.000000 \n", "HouseholdBondDemand Household 0.0 0.0 0.000000 \n", "HouseholdCashDemand Household 0.0 0.0 0.000000 \n", "InterestRateBills Macroeconomy 0.0 0.0 0.030000 \n", "BondPrice Macroeconomy 20.0 20.0 19.600000 \n", "BondYield Macroeconomy 0.0 0.0 0.051020 \n", "ExpectedBondPrice Household 20.0 20.0 19.799999 \n", "ExpectedReturnOnBonds Household 0.0 0.0 0.052041 \n", "TargetProportion Government 0.0 0.0 0.000000 \n", "PublicSectorBorrowingRequirement Government 0.0 0.0 16.124001 \n", "\n", "time 3 4 \\\n", "ConsumptionHousehold Household 16.124001 28.993177 \n", "ConsumptionGovernment Government 19.838760 19.710068 \n", "NationalIncome Macroeconomy 35.962761 48.703247 \n", "Taxes Household 6.969583 9.540234 \n", "InterestOnBillsHousehold Household 0.000000 0.189307 \n", "BondCouponIncomeHousehold Household 0.000000 0.334654 \n", "CentralBankProfits CentralBank 0.483720 0.487647 \n", "CapitalGains Household -0.000000 0.000000 \n", "ExpectedCapitalGains Household 0.009906 0.008887 \n", "Wealth Household 28.993179 39.686981 \n", "HouseholdBillStock Household 6.310246 11.369034 \n", "GovernmentBillStock Government 22.565136 28.153038 \n", "CentralBankBillStock CentralBank 16.254890 16.784004 \n", "HouseholdBondStock Household 0.334654 0.600475 \n", "GovernmentBondSupply Government 0.334654 0.600475 \n", "HouseholdCashStock Household 16.254892 16.784016 \n", "CentralBankMoneyStock CentralBank 16.254890 16.784004 \n", "DisposableIncome Household 28.993177 39.686977 \n", "ExpectedDisposableIncome Household 16.124001 28.993177 \n", "ExpectedWealth Household 16.124001 28.993181 \n", "HouseholdBillDemand Household 6.310246 11.369034 \n", "HouseholdBondDemand Household 0.334654 0.600475 \n", "HouseholdCashDemand Household 3.385713 6.090216 \n", "InterestRateBills Macroeconomy 0.030000 0.030000 \n", "BondPrice Macroeconomy 19.208000 19.208000 \n", "BondYield Macroeconomy 0.052062 0.052062 \n", "ExpectedBondPrice Household 19.504000 19.355999 \n", "ExpectedReturnOnBonds Household 0.053603 0.052832 \n", "TargetProportion Government 0.000000 0.504624 \n", "PublicSectorBorrowingRequirement Government 12.869179 10.693795 \n", "\n", "time 5 6 \\\n", "ConsumptionHousehold Household 39.686977 48.558765 \n", "ConsumptionGovernment Government 19.603130 19.514412 \n", "NationalIncome Macroeconomy 59.290108 68.073181 \n", "Taxes Household 11.672894 13.442276 \n", "InterestOnBillsHousehold Household 0.341071 0.467330 \n", "BondCouponIncomeHousehold Household 0.600475 0.821078 \n", "CentralBankProfits CentralBank 0.503520 0.516294 \n", "CapitalGains Household 0.000000 0.000000 \n", "ExpectedCapitalGains Household 0.006076 0.003715 \n", "Wealth Household 48.558765 55.919315 \n", "HouseholdBillStock Household 15.577663 19.069304 \n", "GovernmentBillStock Government 32.787479 36.632748 \n", "CentralBankBillStock CentralBank 17.209816 17.563444 \n", "HouseholdBondStock Household 0.821078 1.004089 \n", "GovernmentBondSupply Government 0.821078 1.004089 \n", "HouseholdCashStock Household 17.209831 17.563463 \n", "CentralBankMoneyStock CentralBank 17.209816 17.563446 \n", "DisposableIncome Household 48.558762 55.919315 \n", "ExpectedDisposableIncome Household 39.686977 48.558762 \n", "ExpectedWealth Household 39.686985 48.558758 \n", "HouseholdBillDemand Household 15.577663 19.069304 \n", "HouseholdBondDemand Household 0.821078 1.004089 \n", "HouseholdCashDemand Household 8.338050 10.202904 \n", "InterestRateBills Macroeconomy 0.030000 0.030000 \n", "BondPrice Macroeconomy 19.208000 19.208000 \n", "BondYield Macroeconomy 0.052062 0.052062 \n", "ExpectedBondPrice Household 19.282000 19.244999 \n", "ExpectedReturnOnBonds Household 0.052447 0.052254 \n", "TargetProportion Government 0.503600 0.503088 \n", "PublicSectorBorrowingRequirement Government 8.871782 7.360544 \n", "\n", "time 7 8 9 \n", "ConsumptionHousehold Household 55.919319 62.026039 67.092545 \n", "ConsumptionGovernment Government 19.440807 19.379740 19.329075 \n", "NationalIncome Macroeconomy 75.360123 81.405777 86.421616 \n", "Taxes Household 14.910254 16.128176 17.138641 \n", "InterestOnBillsHousehold Household 0.572079 0.658957 0.731008 \n", "BondCouponIncomeHousehold Household 1.004089 1.155981 1.282050 \n", "CentralBankProfits CentralBank 0.526903 0.535701 0.542999 \n", "CapitalGains Household 0.000000 0.000000 0.000000 \n", "ExpectedCapitalGains Household 0.002138 0.001186 0.000641 \n", "Wealth Household 62.026031 67.092537 71.296036 \n", "HouseholdBillStock Household 21.965221 24.366936 26.358936 \n", "GovernmentBillStock Government 39.821934 42.466904 44.660660 \n", "CentralBankBillStock CentralBank 17.856712 18.099968 18.301723 \n", "HouseholdBondStock Household 1.155981 1.282050 1.386680 \n", "GovernmentBondSupply Government 1.155981 1.282050 1.386680 \n", "HouseholdCashStock Household 17.856722 18.099981 18.301744 \n", "CentralBankMoneyStock CentralBank 17.856714 18.099968 18.301723 \n", "DisposableIncome Household 62.026035 67.092545 71.296036 \n", "ExpectedDisposableIncome Household 55.919315 62.026035 67.092545 \n", "ExpectedWealth Household 55.919312 62.026024 67.092545 \n", "HouseholdBillDemand Household 21.965221 24.366936 26.358936 \n", "HouseholdBondDemand Household 1.155981 1.282050 1.386680 \n", "HouseholdCashDemand Household 11.750002 13.033468 14.098253 \n", "InterestRateBills Macroeconomy 0.030000 0.030000 0.030000 \n", "BondPrice Macroeconomy 19.208000 19.208000 19.208000 \n", "BondYield Macroeconomy 0.052062 0.052062 0.052062 \n", "ExpectedBondPrice Household 19.226500 19.217251 19.212626 \n", "ExpectedReturnOnBonds Household 0.052158 0.052110 0.052086 \n", "TargetProportion Government 0.502832 0.502704 0.502640 \n", "PublicSectorBorrowingRequirement Government 6.106721 5.066502 4.203491 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = model.variables.to_pandas()\n", "df.head(10).T" ] }, { "cell_type": "markdown", "id": "482ffa3d", "metadata": {}, "source": [ "### Convergence to the Steady State" ] }, { "cell_type": "markdown", "id": "1a31c5fe", "metadata": {}, "source": [ "In the steady state of Model LP3, the fiscal rule drives $PSBR/Y \\to 0$. Government spending adjusts slowly (governed by $\\beta_g$) until the budget is balanced. The long-run outcome is similar to LP2 in terms of portfolio composition, but the level of government spending (and hence income) is path-dependent." ] }, { "cell_type": "code", "execution_count": 28, "id": "79eef8d1", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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0u1AoFJDJZCmO11AoFACQLNaoqCgAyPSd8+HDh2PVqlXw9PTE9evXlb6EZvRzldITtbQ+7zKZDPHx8Zg2bZrSU5/MSDxHKcmO4wOAvb299DeQHefb3t4+w++vyUoZSpYsiTdv3uD27duws7PDtm3bEBISkuL7MF6+fAkLC4t087l9+zbGjBmDDRs2YMWKFbCzs8Mff/yhtE96fxOJxo4di1WrVsHZ2Rlv3rzBiBEj0txfLpfjn3/+gZOTE+zs7LBr1y50794djx8/Tva7Dw0NhYeHB+rVq4fjx49j4cKF+PPPP9GpUyccPHgwzZs/GT0XRJQ2dn8iygVBQUGIi4vDkiVLsHjxYixbtgxGRkZK+6Q0xeTXr18zdPx27drB1dVV6U4ugAw9RUnN7du3pe4rmfHixQsEBARIy3K5HCEhIahYsWKWY1HFyJEjcfLkSdy5cwetWrVKdb82bdrgy5cvyb4kurm5oXXr1qhduzaKFSsGd3f3NPNr164dnJ2dldYFBQXB1dU1wzG3bt0aCoUC7969U1r/5MkTlChRAjVq1JAGoCaNs1ixYqhVq1aG8wGAKlWqoHnz5ti/fz80NTWVvkxl9XOV3ue9Xbt2EEIke2lgZj6vrVu3TnE60adPn2b5+JqamlJZFQoF7O3tVT7fSZ+w3LlzJ71iSbJShjlz5iAuLg6dOnXCqlWrcP/+faXGXNLyPXnyBOHh4enm8/PPP2PEiBEYPHiw9KU70alTp9CmTZt0/yYSmZubo2vXrpg7d26GPqd///037O3t0bBhQ8ycORMvX76Ev7+/dH1JWp7AwEC8fPkSsbGxGDduHBYtWiR1LU2M+evXr7Czs8vyuSCitLFRQZQJQohkX7BS2y/pXWYDAwNcuXIFHz9+xJcvX6S7nElVrlwZGhoaCAoKAgD4+Pjg1atX0nLicYH/v1udaOLEiTA2NlZ6I/b58+fTneI2pTvhQMKsVidOnFDq5vJ9mVIzZswYrFixQlq+fPky4uLisGDBAmndDz/8gJ9//jlZ2sRyfV++6Oho1KlTJ0MzPwUFBSE4OFhaHjJkCL59+5bsnH9fngEDBqBx48Y4efKktM7Ozg7a2tqYPHkydHR0sHLlSuzcuVPqShEfH4+LFy8q/Y5WrVqF27dvK70V/LfffpO6/mTkPDZv3hwDBgzA5s2bpXUhISG4fPkygISZm06ePCnFoVAocPjwYaxevRp6enqp5pNa3iNGjMD69euV+qED6X+uUvs8pvd5b9y4MQYPHqw03aqHhwfu3buXaqyJPyf+v2DBAri7uyu9D+bs2bOIjIzM0PFTUr16dfj4+CAqKgofP36Uvvhm5HyndczE6ZZ1dHRSLd/367JShm/fvmH//v3Ssq6urtJYh6SxBAQEoFy5cunmExYWBn19fWlbYsMoNDQUnz59go2NDV6+fCm9pwZI+D0ACV/0vzdhwgQ8ePAg3a5Piedj586d0rKWlhYsLCykMWvVq1fHx48fAUD6fUVFRSE2NlaKWQgBOzs7xMTEICgoCF++fMnyuSCitMlERr4lEBVyFy9exK5du3D9+nUoFAq0bdsWDRs2xLZt25Lte/DgQWzevBkuLi7o1asXDh06BGNjY4wePVqpr26xYsUwbNgwbN++Xbo7/Oeff+Lhw4eoWrUqihYtivfv3+PEiRPo0qULZs+ejVmzZuHOnTuoXbs2evXqpTS+wdfXFzY2NihWrBj09PRQp04dDB8+PNUyzZs3D1evXsWrV69Qs2ZNNGvWDHK5XKpEK1SoAA8PD6WyAwn9lcePHy/18f9efHw81q9fD29vb8hkMnh6emLOnDno0KGDtE/Lli1haWkpDYB0d3eHjY0Nnj9/jnfv3qFatWpo2LAh1q9fD0tLS0RFRaFu3boYOHBgmmM6fv31Vxw7dgyhoaHo0qULbG1tpXO/fPlyWFpa4uDBgzh06BBu3boFAwMDdO7cGcuWLUP9+vURHh6OpUuXQiaTQS6XIy4uDkuXLkWZMmWkPPbu3QsHBwdUr14dMpkMcXFx2LZtG5o1a4Zz585BV1cXjo6O2Lp1KypWrAghBPr374+WLVviyJEjWLduHVxcXNCjRw/s2bMH5cuXT7EssbGxWLx4MTw9PVG5cmVoaWlh3rx50ov7rl69ipMnT6JEiRIICgpChw4dpN934viVkJAQ9OjRA9u3b8eUKVNw+fJlVKxYEdOmTcOsWbOkvIKCgtC3b98UXwiW2ufqxo0bWLx4MR49eoRmzZph0KBBmD17tpQuvc974rkNCAhAiRIlYGRkhHnz5uHLly+YMGECrly5gooVK2LGjBkoXbo01qxZg9evX+OHH37A1q1b0aBBA7i4uGDRokUwMzNDsWLFUKNGDQwbNgwAUj1+et1a5s2bBw8PD1SsWBFr1qyRniCmdb7TcufOHaxcuRINGjTATz/9hMaNG2PBggU4ePAgwsPD0aNHD2zevBmTJ0+Wypz4+8lsGWbPng1TU1PExMRAW1sbfn5+sLGxkT6/nz9/xujRo1G3bl00b95cmhI3rXzu3buH5cuXo3Xr1ihSpAjatm2LNWvWoFixYli9ejUsLS3x+vVrrFmzBrVq1YKWlhYaNmyIAQMGoFq1ati4cSM6d+4sxRgZGYlFixYpjdNJzeHDh+Hq6gohBAwNDfHlyxdYW1tL03fL5XJp4oTKlStj0aJFABIavr/99hs6dOgADQ0N9OzZE+PGjUOLFi2wevVqFCtWLEvngojSxkYFUS6YNWsWihUrhnnz5kFPTw/R0dH49OkTZs2ahaFDh0rzrBMVBPy8U1KhoaFQKBQoVqwYjh8/jlq1amV5cDsR5V3s/kSUC54/f46GDRtKXSX09PRQq1Yt1KlTR6lLBFFBwM87JTVu3DjMmDED8fHxcHZ2ZoOCqIDikwqiXODv74/ff/8dkZGRMDExgaamJvz8/NC4ceNkb9glyu/4eaekTp8+DTs7OxgbG2PatGkwNTVVd0hElAPYqCAiIiIiIpWw+xMREREREamEjQoiIiIiIlIJGxVERERERKQSNiqIiIiIiEglbFQQEREREZFK2KggIiIiIiKVsFFBREREREQqYaOCiIiIiIhUwkYFERERERGphI0KIiIiIiJSCRsVRERERESkEjYqiIiIiIhIJWxUEBERERGRStioIMohAQEBePLkCezt7dUdChERqejatWvo06cPWrVqpe5QKB8bO3YsOnXqhL1796o7lGzHRgXlukuXLmHw4MEoXrw4DA0N4ebmprR90KBBMDExgYmJCYYPH65yfhcvXkTJkiXh5OSk8rEy4+nTp5g+fTpGjhyZ5n7Hjh1Dt27doKWlBS0tLXTr1g3Hjh3LpSiJSFVfv37FnDlz8OOPP2L48OEYO3Ysdu7cCSEEBg0apO7w8oRdu3ahfPny8PHxUXcoWda1a1dMmDABDx48yHCa+Ph47Nq1C507d8aQIUMwcuRIzJ07F0FBQdizZw9vOuWQuLg4LF68GGPGjMHPP/+MSZMm4cOHD+nWx7nhjz/+QHR0NLy9vaV16vqekt201B0AFT49e/ZEz549MWPGDJw4cQITJkzAjRs3pO1///03zpw5A5lMhv79+2fq2DNnzsT27duV1mlqakJHRwcymSw7ws+wrl27QktLC+PGjUtzv6FDh2Lo0KFo164dZDIZrl69mksREpGqHj58iL59+8LGxgYbN26EhkbCvTp7e3t0794d165dU3OEuS+l63DiTZPcvg5ntzp16mR438DAQPTu3RtVqlTBmTNnYGhoCADw8vLClClTcOXKFZw/fz6nQi1wUvpcpebXX39FhQoVsHr1agBAREQERo0ahadPn+ZghBmjp6eHKlWqKK1T1/eU7MYnFaQ2xYoVw++//46bN29i//79StuKFy+OYsWKZep4AQEBePPmTbL13bt3h4+PD+rXr69SvFmhqamZ4X01NDTy/QWFqDD58uUL+vTpg6lTp2LmzJlSgwIA2rVrBysrKzVGpx6vXr1CSEhIsvU///wzPDw8ULZs2dwPSk2GDBmCIkWKwNbWVmpQAECFChWwdOlSREZGqjG6/Ofu3bsZ2i8qKgp//vknpk2bJq0zMDDAb7/9Bi2tvHkvXZ3fU7ITGxWkVgMHDkT//v0xe/Zs+Pr6Zvk4fn5+mDhxImJiYrIxOiKi1K1duxYRERH49ddfU9w+evRolChRIpejUh93d3dMmjRJ3WHkCefPn8fNmzexePHiFG8W1apVC927d1dDZPlPREQE1q1bh2fPnmVo/6ioKMTGxuLVq1dK68uXL482bdrkRIj0P3mzyUaFys6dO1GrVi1MnToVZ86cSXEfhUKBLVu2ID4+HpGRkXB1dcWmTZtgaWkJANi4cSM+fvwIPz8/jB49GgCwY8cOxMTEYOjQofj06RMOHz6M1q1bA0jo57py5UrExcWhSJEi8PT0hI2NDSpXrgxvb28MGzYML168wOHDh+Hi4oK4uDjY2dlh/vz56NixoxTXnj17EBgYiPj4eDx//hzLli1DgwYNsuW8HDlyBKtWrYJcLsfx48dx7do1hIWF4fXr1zhy5AiMjY2lfQ8dOoTr16/DwsICQgg0btxYukv64cMHbNy4Eebm5ggNDYWhoSEWLVoETU3NFPMIDQ3Fq1evcPToUZw7dw6+vr549OgRmjZtioULF0p5+vv7w8bGBmZmZvj69Svq16/PLxRUaAghcPz4cdSuXRtFixZNcR8dHR20bNlSWs6O687bt29x5MgRWFpaIigoCFeuXMHBgwfh6+uLUaNGwdXVFbdv30aHDh2wZs0abNy4EcWKFYO7uztiYmLQt29fPHr0CBs2bEB0dDTCwsJw//59DBs2DK1bt8aRI0cQGxuLO3fuwNbWFhUrVsTnz58xYsQIODk5Ye7cuYiMjIRCocDz588xfvx4DBw4EAqFAsuXL8eXL1/w5csXjB49Gtra2ti7dy+cnZ0xefJkuLu74/79+6hQoQKAhC+LS5cuhYGBATQ0NODv748VK1agVKlScHJywqRJk+Ds7IybN2/ixo0bEELgzp072Lp1a7p3dJ89e4bz589DT08Pr169QqtWraQ715k59vPnz/Hbb7+hcuXKUCgUMDMzy9Dn4+jRowCAZs2apbpPhw4dkjU4jh49ivv376N8+fJwd3fHoEGD0KlTJ3z79g2DBg3C5cuXUaZMGezbtw/du3fH0qVLsWrVKrRs2RJXrlyBsbExDh06hDt37sDc3BwfPnzA+vXrUb58ecybNw+HDh3CyJEjUaxYMdy+fRstW7ZEv3790j0fWf3sJEotpvnz5+PQoUPo2rUrevXqhQ8fPsDFxQUlS5bEli1bpHNiZ2cHAFL9PnnyZDRv3jzF81q8eHE0bNgQgwYNwtq1a9G5c2eULl0aADB16lQAwPXr1zF//ny8f/8ef/zxB96/f49v377BxcUF69evV/oMqBI7AMjlcqxduxZBQUEoUaIEtLW18e3bN2m7v79/su8pGa3/4+PjYWNjI/V00NDQgLa2NhwcHLBhwwY0btw4jU9pDhBEarJs2TLp53379gkA4u+//xZCCHH79m1x+/ZtafuVK1dEkSJFhKenpxBCiC1btogaNWoIhUKhdLz27dsnyycmJkYUK1ZM6XgTJ04UGzZskJY9PT2FpaWl8Pf3F0IIERcXJ0qUKCF69eolwsPDhRBC2Nraiho1akhp3rx5I7S0tISjo6MQQojTp0+LkiVLirCwMGmf27dvCwsLiwydj/bt2yeL/+zZs6J48eJiy5Yt0roffvhBrF+/Xlret2+faNiwoYiLixNCCLFixQpRqlQpIYQQQUFBwtLSUri7u0v7b9q0SYwdOzbdPNq2bStevHghnR8AwsvLSwghRGxsrKhfv744deqUEEIIhUIhGjVqJG7cuJGhshLld1+/fhUARP/+/dPcLzQ0VPo5O647P/zwgwgKCpKWJ02aJNzc3IQQQkRGRgoASte6nTt3JrsG1a9fX7Rs2VL4+PgIIYSws7MTBgYGYtWqVdI+Y8eOFePHj5eWFQqFMDU1FcOGDZOuu15eXsLIyEhcunRJ2m/UqFFi1KhRyc6Dv7+/ACDFKoQQXbt2FSdOnJCWHz9+LGrXri2ioqKEEEIEBwcLAGL8+PFK17du3bolO/73mjdvLqZNmyaEECIsLEyUK1dOHDt2TNqekWO/evVKmJqais+fP0vrdu3aJTLy1al27dqiWLFiae4TFRUlYmNjpeWjR4+Knj17CrlcLoRIqLuaNm0qbt26Je0zbtw4MWzYMKXjjBw5Uvr5xIkTolGjRlKZzp8/L9q0aSNtnzFjhqhSpYp4+/at2LZtmxg9enSGz4cQWfvsZCSmmjVrisuXLwshhIiOjhZ6enpS3SpEQl2ama+sL168EGXLlhUABABRs2ZN8dtvvyl9Z3BxcREAxO7du6V1586dE8WKFRPe3t7ZFvuIESPErFmzpOXw8HBRpUoVpe9AKX1PyUj9v3z5ctGuXTtpuU2bNuLPP/8UDg4OUhlyE7s/UZ6QOMXaL7/8gqCgoGTba9eujb59+0rjLHr06IG3b99maCYRHR0dGBkZScuvX7/G3r178fPPP0vrKlSogHr16mHDhg0AEgYVGhgYoFmzZjAwMAAAmJmZ4f3791IaMzMzDBo0COXKlZNiCggIwMuXL7NwBlJmYmKCoKAgWFtbK+WbGEdcXBxsbGwwbtw4qa9o3759pXKsW7cO9evXh4WFhZR+7Nix2L9/P16/fp1mHtra2qhXrx6AhMfGAKSZuk6fPg0PDw/paYhMJoOVlRVnrSL6TuK1J7uuO0FBQdi2bRvCwsIAAGPGjIGJiQkAoEiRIsnyT2mdiYkJatasKY1vMDMzQ0REBNq3by/tU758eXz69Elalslk0NPTQ+fOnaW762ZmZujXrx+WLl2a7nkoVaqU0vLly5fx+PFjDBw4UFrXpEkTaGpq4q+//pLiBBLGpyRe374/H6mxtraW7mQbGhqibdu2+Pfff5XOQXrHXrhwIdq3by9d/wBkuPuMlpYWdHV109xHT08P2traABLuOM+ePRvjx4+Xxubo6Ohg6NChmDt3rpRm1KhROHfuHCIiIgAADg4OGDp0qLR96dKlGD58uFSmXr164fHjx/Dy8pLKbWRkhOrVq2PmzJk4cOBAhs9H4n6Z/exkJKaYmBipO5iuri5KlSqVod9zaurVq4ePHz/i6NGjGD9+PL59+4bp06djwYIF0j76+voAEiZVSdS3b18YGRlh69at2RL7s2fPcOjQIaW/ewMDg2RP2r7/npJ47LTqfyDhSVrid5DE7f/88w9atmyptD63sPsT5Rl//vkn6tati5kzZ2Ls2LFK2ypUqIB9+/bh3LlzcHZ2ltbHxcVlOp+bN29CV1c32UDwcuXK4datW8nyTaShoQG5XC4tGxgYwNbWFpcvX8aePXuk42UlpvR8H0d8fDwAwNnZGV+/fkW1atWk7fXr15cuWNevX082p3rx4sWhp6eHW7duKc1k8n0e3y8DkMrv4OAAXV1d7NixQ9onODhYKQ1RQVaiRAmYmpri8+fPae736dMnVKpUKduuOxs3bsSAAQOwdu1a1K9fH/Pnz0+zi01qUvr7Tivf1NSrVw+HDh1CTExMul+ik7p+/TpMTU2VBrcD/38+kg6yTe36l5bZs2fD2dkZa9euBZDwe6hVq1ay/dI6tp2dHX755ZcMlympGjVqwNnZOdl5efjwIbZs2QJ3d3fExsbC2NgYS5cuRYkSJeDr65vsi2C5cuXw9OlThIWFwcjICG3atEHp0qVx+vRpjBo1Cjdu3MDixYsBJDQ4XV1d8eLFC6VZkrp166Y03rBy5cqpxp2Rc52Zz05GY/q+7sjo7zklkZGR8PDwQK1ataTZFeVyOebMmYNt27bBxsZGakSlpG7dunBwcMiW2O3s7KChoZHmOU9PWr+TESNGYOHChYiPj4cQAs+fP8esWbOynJeq2KigPKNixYpYs2YNZs6ciXLlyqFbt27SttevX6Nv376YNWsWli9fjs+fP2PNmjWpHis0NBQeHh7Snfak5HI5YmJiIJfLlWZnioqKytRFzMfHB926dUPfvn2xcOFCFClSBHPmzMlw+uygUCgAINVZo+RyebIZRhQKBWJjY7N8wU7MT1tbGzNnzszyMYjyM5lMhiFDhmDv3r2IjIxMdVzFwYMHsXLlymy77rRp0wY+Pj64evUqrl+/juHDh0NPTw99+vRRuUxZkViWlK5BHh4eAKD0pDRRStcmIOF8JN69V8Wvv/6KBw8e4NChQ6hSpQrevXuXpeOk9KQnI4YPH44TJ07A3t4enTt3ltY3b94cf//9N65cuYIePXrgxo0b6NixozTV6ffnJCoqCgCkz4hMJsPw4cPx3//+F0OHDoWWllay30Hbtm2VpjL//jqd1TJlRUZjyix7e3u0a9cuxW1fv37F33//jeXLl0vrNDU1sX79emn8RNOmTVM9tqamptJsjKrGnjhdbE6oWrUqhg0bhtWrVyMqKgqrVq1SerKR29j9ifKUX375BS1btlQa5AQk/BEnDrTT0tJSqoRPnToFIOEPN/HuSGBgYKrdkNq0aQOFQpFstik3NzdpIHdGLF26FMbGxli1ahWKFCmSYkw5rXbt2jAxMUk2le6HDx8QEhKCNm3aKL1gB0io6BUKRabK+r127drB19cXwcHBSusdHByyfEyi/GbhwoUwNDSUukp8LyAgQGr4Z9d1Z+rUqTA0NIS1tTX27t2LHTt2KL0L4/s7/1+/fs3wsbPi8ePHaNGihfSlKel1+OPHj1I3ke+1adMGX758Sdagyuz5SMm9e/ewbds2HD58WHofQNI7xxk9J23atIG7u3uWYujZsye6desmNSi/l9hwSuxWk3gt//567ebmhpo1a6J48eLSuhEjRuDOnTvYtWsXevXqJa0vVqwY6tSpo/Q0H0h4SvPly5cslUNV2RVTYsMp8VzeuXMnzf2vXLki/e0l0tbWhoGBQZqD7RUKBZ49e4Z27dplS+xt2rRBXFxcjr308ebNmxg0aBCWL1+ODRs2qLVBAbBRQWqUtM9lIg0NDezbty9ZxRgWFib1fwSAa9euQUdHBzExMXBxcQEAVK9eHR8/fgSQUJklfdQthIAQAkDCnaJBgwbh0KFD0vYPHz7A1dVVaXajpGkSl5P+/31M//zzDwwNDZVi+v4YaUlp3+/z/H4/XV1drFq1Crt27VKaTWLPnj0wMjLCwoUL8ebNG6W3lv/3v/9V6m+cXh4p7dOvXz+0aNECe/fulfZ5+vQpXF1dM1RWooKgdOnSuHjxInbt2oWtW7cqfYnx8/PDggULMGPGDADZd925e/eu0g0TXV1dpRnnqlatKo1Lk8vl+PfffxEaGqr0xTa9PFLaJ9HZs2eln9++fYsLFy5g/fr10rrq1avjw4cPABKmmK1evXqKeQwYMACNGzfGyZMnpbR2dnbQ1tbG5MmTMx1XUonjTRKvzyEhIXByckJMTAzevn0LhUKRoWOvXLkSly5dgqenZ7LyBwYGphmDTCbD4cOHIZPJMHDgQAQEBEjbFAoFLly4oDSDn56eHtauXav0+YiKisLp06exceNGpWNXq1YNTZo0wdGjR5P1zd+wYQNOnDghnQOFQoGdO3dKjRIhRLIv20nPQ3rnOiufnYzElF4+VapUgaamJj58+ICIiAilRlZKnJycYGNjg+joaGndb7/9hu7duyd7V0rSWScPHToEuVwuTROtauxNmzbFgAEDsG3bNmn7ly9f8ODBg2Sfoayc2+LFi2Pfvn3w8/NDQEBAhros5ihVR3oTZdY///wjmjVrJgCIZs2aiXPnziXbZ9WqVcLe3l5afvXqlejWrZuYP3++2LRpk7hw4YKYNGmS6Nevn3j8+LEQQoj4+HgxYsQIMWbMGLF69WohhBCfPn0SPXr0EDKZTNStW1f8888/QoiE2YuWLFkipk+fLmbOnCnGjx8vXF1dhRBCfP78WUpTqVIlsWPHDnHs2DFRp04dAUD88MMP4vnz58LDw0NYWVmJ6dOni02bNonDhw+LtWvXik6dOolr166Jw4cPi9q1awuZTCZ69uypNINIUseOHRPdunUTmpqaQktLS3Tr1k0cO3ZMSp+Y58uXL8X48eOFsbGxMDY2FmPGjJGOsW/fPtG7d28xf/58sWDBAqksQgjh6uoqxo0bJ+bNmyemTJkilixZIs04kl4e48ePFy9fvhQ//PCDACDq1KkjDh8+LIRImNVm0qRJYsqUKWL+/Pnit99+y/Jngig/+/r1q5g7d67o0KGDGDZsmJg4caJYsGCBCAgIUNovO647VlZWYu3atWLdunVi5cqVYsmSJSI+Pl7K4969e8La2lqsX79erF69WuzZs0eYmJiIDh06CHd3d9GvXz+ho6MjypQpIxYtWiRu3rypdD2+efOmWLRokShTpozQ1dUV/fv3F9HR0UIIISwsLMScOXPEkiVLxKpVq4SVlZXSzERCJFwXevXqJaZOnSp27twphBDi0aNHokOHDgKAaNGihXjw4IEQImFWppkzZ4pZs2aJ6dOni8mTJwtfX18hhBDPnz+X0tSpU0ccO3ZM7NixQ1SqVCnda6pCoRCrV68Wffr0EevXrxdr1qwRjo6Oonr16mLdunWZOra9vb0YMmSIWLNmjVi7dq04duyYMDQ0FC1atBDPnz9P97MRGxsrdu3aJdq3by8GDhwoxo8fLyZNmiQePXok9u/fL+7fv6+0/6FDh8TPP/8s5syZI8aMGSOuXLmS4nH37NkjduzYkeK2ixcvCmtrazF//nwxZ84c8ebNGyGEEDY2NsLU1FTo6emJvn37SnVnRs6Hqp+d9GJK3N/Dw0P07NlT+jvYunWrVK7t27eLXr16iZkzZyrNsvg9T09PsXjxYmFvby+GDx8uhgwZIoYMGSKmT58uzSwmhBBubm4CgNi+fbtYuXKlWLRokRg8eLDSDGXZEXt0dLT49ddfxcyZM8X69evFrl27hLW1tShfvryYN29eit9TMlr/BwcHC2NjY2mWKw0NDVGtWjVx9uzZVM9PTpIJkcHbqERERFRoWVpaYvny5dK7AojyM3d3d1SsWBFubm7SO6/yk6CgIHTu3Bm7d+9G06ZNIYRAaGgoHB0dMXr0aLi7u0NPTy9XY2L3JyIiIkoX70FSQZLfP8/BwcEICQlBzZo1ASR0uTMxMUGbNm1gamqaYje3nMbZn4iIiChV3t7emDBhAry8vLBq1SqEhYVh+vTp6g6LKMtu3LiBRYsWAQCGDBmCNWvWSG+tzy8qV64MW1tbzJkzB6amptDR0YFCoYCfnx+OHj2aq7N8JWL3JyIiIiIiUgm7PxERERERkUrYqCAiIiIiIpXk+zEVCoUCPj4+MDQ0TPWtwkRElJwQAuHh4ShXrlyyd8MUNKwriIiyJqN1Rb5vVPj4+KBChQrqDoOIKN/y8vJK8y2zBQHrCiIi1aRXV+T7RoWhoSGAhIIaGRllOv3gwYNx4sSJLOevSvr8mFadeRfGuFnm/JN3fixzWFgYKlSoIF1HCzJV6wogf34++PeUf/JmmXMvrTrzzo9lzmhdke8bFYmPsY2MjLJUUWhra2e5glE1fX5Mq868C2PcLHP+yTu/lhlAoegOpGpdAeTPzwf/nvJP3ixz7qVVZ975tcxA+nVFvm9UJBo8eDC0tbUxdOhQDB06NNfyVSUvdaVVFcucP9KqimXOH2mz4tixYzh27Bji4uJyNd+8gHVF7mGZ80daVbHM+SNtVmS6rhD5XGhoqAAgQkNDs5S+d+/e2RxR3lcYyyxE4Sw3y1w4ZLXMql4/85PsKCs/W4UDy1w4sMwZl9HrZ8Ge7oOIiIiIiHJcgen+lFXqfHymLnmhzEIIREdHIyoqClFRUYiOjkZMTIz0LzY2VulfXFwc4uLiEB8fn+yfXC5P9k+hUEj/KxQKiP+9OH7u3LlK6xL///7n7/8lxpzez4nL35c1tW1ZXZ/Rfb5+/YohQ4ake4zslpG4c8rXr18xePBgteWvDo0bN1Z3CIVCXrh25ra8VubY2FiluiMmJkaqP9KqNxL/l8vlqdYdiXWDpqYmFi1aJC0nrS8yU3cAyeuKpP+ntj2tn5NSpd74fn911RXfx5GbCmNdUaNGjRw9vkyos/bPBmFhYTA2NkZoaKhKg08oc4QQCAoKgr+/P75+/YqvX78iMDAQQUFBCAoKQkhICEJDQxEaGorw8HDpX2RkJCIjI/Ht2zeVY9DW1oampiY0NTWhpaUl/aypqQkNDQ1oaGhIP8tkMqWfE////ufvlwEobUu6PnFb0n2+X5/Sclr7pbc+s/vkRFrKexYvXoz27dtnOl1hun4WprLmZd++fcOXL1/w9etX+Pv7IyAgQKo3goODpXojLCwMERERCA8PR0REhFRvxMfHq5R/0voiu+qN7+uQ7+uK739ObV1Wfk6K9QalZ/LkybCyssp0uoxePwv9kwpKWXx8PLy8vPDhwwd8+PAB7u7u8PT0hKenJ7y9veHr64vY2FilNBoaGihWrBiKFSsGExMTGBsbw9jYGGXLloWBgQEMDQ1RtGhRFC1aFEWKFEGRIkWgr68PPT096OnpQV9fH7q6utDR0ZH+19bWlv5P/KelpVXgX9RFRJTfCCEQGBiI9+/fS/WGh4cHPDw84O3tDR8fH4SGhiZLZ2BggBIlSijVG4nTVyatNxLrDn19faW6Q1dXV/qXVr2hqanJL8ZEOajANCrUNaNHQRAQEICnT5/i2bNnePXqFZydnfH27Vup0aClpYUKFSrAwsICVapUQfv27VGuXDmULVsWpqamKFWqFEqVKgUTExN+2SfKBwrz7E+UPWJiYvDy5Us8efIEr169wuvXr/H69WsEBwdL+5QuXRoWFhYwNzdHnTp1ULZsWZQrVw6mpqYoXbo0SpcujRIlSkBHR0eNJSGi7MLuT4WMEALv3r2Dvb097O3tce/ePbi7uwMAjI2NUbduXdSuXRu1a9dGtWrVULVqVZibm0NLq8C0P4nofwrT9bMwlTUnBAUF4e7du1Ld8eLFC8TFxUFLSws1atRAnTp1ULt2bdSoUQNVq1ZFlSpVULRoUXWHTUTZgN2fSBIdHY2bN2/i8uXLuHz5Mjw8PKChoYFGjRqhf//+aNasGZo0aYLKlSvz0TARFWh8qp0xQgi8ePECFy9exKVLl/Dw4UMIIVChQgW0b98eo0ePRpMmTVC/fn3o6empO1wiygGZfarNJxUFVHx8PG7evInjx4/j7NmzCAsLQ6VKldCjRw90794dbdq04fkiKuQK0/WzMJVVFa6urjh27BiOHj2K9+/fw9DQEF26dEH37t3RsWNHWFpaqjtEIsplfFJRSPn6+uKvv/7Cn3/+ic+fP6NatWqYNWsWBg8ejBo1avBJBBERKYmNjcW5c+fwxx9/wM7ODkZGRrCyssJ//vMf/PDDDxzzQEQZwkZFAfH+/XusXbsWhw8fhra2NoYNG4ZJkyahcePGbEgQEVEykZGR2LVrF7Zs2QI/Pz+0a9cOx48fR9++fdmliYgyrcA0KgprP9mPHz9i+fLlOHr0KEqXLo3169dj3LhxMDExUXdoRJRHcfanwi0qKgo7d+7Exo0bERwcjFGjRmHmzJmoU6eOukMjonyMYyryqcjISKxduxabN29GqVKlYGNjg3HjxkFfX1/doRFRPlGYrp+FqaypEULgn3/+wcyZM+Ht7Y0xY8ZgwYIFHCdBRGnimIoC7J9//sGUKVMQEBAAGxsbzJ8/H0WKFFF3WERElEe5u7tj8uTJuHr1Krp164Zr166hWrVq6g6LiAoQNirykYiICMycORP79u1Dr1698Ntvv6FixYrqDouIKN8obF1lhRA4cuQIpk6dChMTE5w/fx69e/fmWDsiSleemlI2IiICo0ePxtatW2Fubg4AePz4MY4cOYKGDRvi/v37WLBggfTFOK1tqSksj7SfPHmCIUOGwM/PDzt27MDYsWNZKRCRSgrL9RMoXGVNFBoaikmTJuH48eMYPnw4fv/9dxgbG6s7LCLKZ9Te/Wn//v3w9PTE6dOnsXnzZgBATEwMrK2t8fDhQ5iamqJatWoYM2YM7ty5k+a2wu748eMYM2YM6tWrh6tXr6JKlSrqDomIiPIwNzc39OrVC58/f8bRo0cLxVMZIlIvjZw68NixY7F8+XKldfb29jAyMoKpqSkAoFmzZnB0dMSXL1/S3FZYKRQKLFu2DEOHDsXAgQNhZ2fHBgUREaXJwcEBzZs3R0xMDB4+fMgGBRHlilwdU+Hu7o7ixYtLy5qamjA0NISzs3Oa2xIbGmlJ7CebVH7uMyuXyzFu3DjY2tpi7dq1sLGxYXcnIsqyxL6xSXFK2YLnzJkzGDp0KJo3b44zZ86gZMmS6g6JiAqJXG1UBAQEJHuhjp6eHkJCQtLclhEnTpwoMP1k5XI5xowZgyNHjvCxNRFli5RusiT2k6WC4ezZsxg8eDAGDBgAW1tb6OrqqjskIipEcqz7U0qMjY3x/bjwiIgIlCxZMs1thYlcLsfo0aNx9OhRNiiIiChDzp8/j0GDBsHKygqHDx9mg4KIcl2uNipq1KgBf39/aTkmJgbh4eGwsLBIc1thIYTAxIkTcezYMRw9ehSDBw9Wd0hERJTHXbt2DdbW1ujfvz+OHDkCLS3OFk9EuS9Xrzzt2rWDv78/Pn/+DDMzM9jZ2aFp06awsLBA+fLlU91WWGzevBn79u2Dra0tBg0apO5wiIgKnIL2ngoXFxcMGjQIXbt2ZYOCiLJVnnlPxbFjx2Bvb4/du3dj8ODBaNeuHaZMmYKbN2/i9OnTaNGiBezs7LB48WJUqlQJANLclpqCMvf4P//8g379+mHBggVYs2aNusMhokKgoFw/M6IgljUgIADNmzdH0aJFcf/+fRgaGqo7JCIqgDJ6/czRl9/lhsSCduvWLd/efXrx4gVat26Nbt264e+//4aGRq72SiOiQibp3aerV68WqC/aqSlojYrY2Fh06dIFzs7OePz4MSwtLdUdEhEVUIWuUZFfK4qIiAg0aNAAxsbGuHv3LooUKaLukIiokMjv18/MKGhl/fXXX/H777/j1q1baNOmjbrDIaICLKPXT94SV7Nff/0Vvr6+OHHiBBsUREQZ8PDhQ3h6ekIul8Pb2xuOjo7qDilX3bp1C9u2bcOGDRvYoCCiPIMjutTowoUL2Lt3L/bs2cM3ZRMRfcfCwgKhoaFK60aPHo2QkBDY2toCAJo0aYIjR46oIzy1CA0NxejRo9GhQwfMmDFD3eEQEUnYqFATf39/jB8/Hr169cLPP/+s7nCIiPIUf39/zJgxA/369YNMJoNMJsPGjRuxfPlybN++Hd7e3lAoFDAzM1N3qLlqxowZCAkJwcGDBzn+jojyFDYq1GTq1KlQKBT466+/IJPJ1B0OEVGeolAoMGrUKJQoUQIAcOTIEYwcORImJiYAgHLlyqkxOvU4d+4cbG1tceDAgUI13ToR5Q9sVKjBrVu3cOrUKRw5cgSmpqbqDoeIKM8pU6aM9LOXlxfevXuHn376CQAQGRmJAwcOQFdXFzdv3sTcuXNRs2bNDB038T0VSeWHWQOjoqIwY8YM9OzZE6NGjVJ3OERUQCXODpiU2t9TkVvy25Sy8fHxaNiwoTTbE59SEFFuy29Tyo4cORIrVqxAxYoVASQM1G7evDmAhPcbTZs2DS4uLml2B8rvsz+tXr0aK1euhLOzM6pWrarucIioEOGUsnnUH3/8gWnTpuHx48do3LixusMhokIsP1w//fz80LRpU3h5eUnr4uPjpTdHu7u7o2LFinj+/DkaNGiQ6nHyQ1lT4+Pjg6pVq2Ly5MnYvHmzusMhokKGU8rmQUFBQViyZAnGjBnDBgURUQZcvXoVJUuWlJYdHR1hYmKC6OhoAEB4eDgAQEdHRy3x5YaFCxeiSJEiWLx4sbpDISJKFcdU5KIVK1YgLi4Oa9asUXcoRET5grOzs9I7fMzMzDB37lzo6ekBAO7fv49WrVqhVq1a6goxRz1+/Bi2trbYvXu3NEidiCgvYqMil3h7e2P37t1YunSp0gBEIiJKnZGREapVqyYtm5mZoVGjRti8eTPkcjnevXuHs2fPqjHCnLVw4ULUqVMH48aNU3coRERpYqMil2zZsgX6+vqYNm2aukMhIso3lixZkmxd79690bt3bzVEk7seP36Mmzdv4u+//5bGkBAR5VUF5iqVOE1gXpz9KSAgAHv27MGvv/4KY2NjdYdDRIVc0tmfCpu8XFd8b926dahWrRqsrKzUHQoRFUKZrSs4+1MuWLx4MbZt2wYPDw+lAYdEROqUH66f2SW/ldXFxQW1a9fGX3/9xa5PRKRWnP0pjwgNDcXvv/+OSZMmsUFBREQZsmHDBpQvXx4jRoxQdyhERBnCRkUO27lzJ6KiojB79mx1h0JERPmAu7s7jhw5gjlz5hToqXKJqGBhoyIHxcXF4bfffsOYMWNQrlw5dYdDRET5wNatW2FiYoKff/5Z3aEQEWUYGxU56MKFC/jy5QumTp2q7lCIiCgf+PbtG2xtbTFhwgQULVpU3eEQEWUYZ3/KQX/++SdatGiBunXrqjsUIiJJYZ79Ka87efIkwsLCMH78eHWHQkSUKZz9KYe4ubmhcuXK2LdvH8aMGaPucIiIksmr18+ckF/K2qZNG+jp6eHmzZvqDoWICEDGr58F5klFXrNv3z4YGhpi0KBB6g6FiIj+Jy8+1U705s0b3L9/H8ePH1d3KERE+fs9FQ8fPkTZsmVRvnx5+Pn5wcvLCy1atEgzTV68+xQXFwcLCwv0798fO3fuVHc4REQpyovXz5ySH8o6e/Zs2NrawtvbG7q6uuoOh4gIQB5/UmFhYYHQ0FCldaNHj0ZISAhsbW0BAE2aNMGRI0fUEZ7KLl26BF9fX0yYMEHdoRARUT4QExMDW1tbjBo1ig0KIsqXcr1R4e/vjxkzZqBfv36QyWSQyWTYuHEjli9fju3bt8Pb2xsKhQJmZma5HVq2+fPPP9GsWTPUr19f3aEQEVE+cP78eQQGBnKANhHlW7neqFAoFBg1ahRKlCgBADhy5AhGjhwJExMTAMj373MICAjA9evX8fvvv6s7FCIiyicOHDiA1q1bo2bNmuoOhYgoS3K9UVGmTBnpZy8vL7x79w4//fQTACAyMhIHDhyArq4ubt68iblz52b4Aps4+C4pdQzEO3v2LIQQsLKyytV8iYjSkjjgLilOKZs3BAUF4ebNm9ixY4e6QyEiyjK1zv60aNEirFixQloeOHAgmjdvDgAoXbo0+vfvDxcXF2hopP+OvhMnTuSJwXenTp1C+/btUbp0aXWHQkQkSekmS+LgO1Kvf/75B3K5HP3791d3KEREWaa2N2r7+fnh9u3bqFixorSucePG0s9VqlSBq6srXr58qY7wsiQwMBD//vsvrK2t1R0KERHlE6dOnUKbNm1QtmxZdYdCRJRlamtUXL16FSVLlpSWHR0dYWJigujoaABAeHg4AEBHR0ct8WXFuXPnoFAoeLeJiCiPGjx4MPr06ZOsK5i6hIaG4saNGxgwYIC6QyEiUnLs2DH06dMHgwcPztD+auv+5OzsjCJFikjLZmZmmDt3LvT09AAA9+/fR6tWrVCrVi11hZhpp06dQrt27ZTGjRARUd6RV7rKJrp48SJiY2M5Do+I8pzEbrMZ7SqrtkaFkZERqlWrJi2bmZmhUaNG2Lx5M+RyOd69e4ezZ8+qK7xMSxxot23bNnWHQkRE+cSpU6fQvHlzVKhQQd2hEBGpRG2NiiVLliRb17t3b/Tu3TtLx0uc/UkdMz4BCXOMy+VyPsImojwvcSYozv6kXhEREbh69SpWrVql7lCIiFQmE0IIdQehioy+Ojyn9ezZE+Hh4bC3t1dbDEREmZFXrp+5IS+W9e+//8bgwYPx6dMnpUlLiIjykoxeP9U2ULsgiYyMxM2bN9knloiIMuz06dNo1KgRGxREVCCwUZEN7OzsEBsbi+7du6s7FCIiygfi4+Nx7do19OnTR92hEBFlC7W+/K6guH79OszNzZUGnhMRUd6j7vF3iZ48eYLQ0FB06dJFbTEQEaUls+Pv2KjIBtevX0eXLl0gk8nUHQoREaUhr0wpe+PGDRgbG6Np06bqDoWIKEWZnVK2wHR/UtcLjby8vPDmzRvebSKifCOzLzSi7Hf9+nX88MMP0NLivT0iKhgKzNVMXXefbty4AZlMho4dO+Z63kREWZHZu0+UvcLDw+Ho6IjffvtN3aEQEWWbAvOkQl2uXbuGpk2bonjx4uoOhYiI8oE7d+4gPj4enTt3VncoRETZho0KFcjlcty8eRNdu3ZVdyhERAXOw4cP4enpCblcDm9vbzg6Oqo7pGxx48YNWFpaonLlyuoOhYgo27BRoYJnz54hKCiI4ymIiHLArl27YGFhAS0tLfTr1096Ivz48WPMnDkTtra2mDBhAtzc3NQcaeZwcg8iKogKzJgKdbh+/ToMDQ3RvHlzdYdCRFTgWFpawtvbGwqFAmZmZgCAmJgYWFtb4+HDhzA1NUW1atUwZswY3LlzR73BZpCXlxdcXV2xevVqdYdCRJSt2KhQwfXr1/Hjjz9CW1tb3aEQERVI5cqVU1q2t7eHkZERTE1NAQDNmjWDo6Mjvnz5Iq1LS+J7KpLKzXdWJE7u8eOPP+ZKfkREmZH4boqkCt17KnL7hUbfvn2Dg4MDtm/fnuN5ERFlp8y+0EhdIiMjceDAAejq6uLmzZuYO3cu3N3dlSbG0NTUhKGhIZydnTPUqFD3eypu3LjByT2IKM9K6Xt0RmcKLDCNityuKB4/foz4+Hi0bds21/IkIsoO+WVK2YEDB0rdS0uXLo3+/ftjxIgR0NPTU9pPT08PISEhaogwc4QQuHPnDsaMGaPuUIiIsh0HameRg4MDDA0NUbt2bXWHQkRUIDVu3Fj6uUqVKnB1dYVMJoMQQmm/iIgIlCxZMrfDyzR3d3f4+fmhVatW6g6FiCjbsVGRRQ4ODmjRogU0NTXVHQoRUYHj6OgIExMTREdHA0h4YRwAmJiYwN/fX9ovJiYG4eHhsLCwUEucmeHg4AAAaNGihZojISLKfmxUZIEQAg4ODrzbRESUQ8zMzDB37lypq9P9+/fRqlUrTJgwAf7+/vj8+TMAwM7ODk2bNs0XjYoHDx6gevXq+eKpChFRZhWYMRW5ydXVFUFBQWjdurW6QyEiKpDMzMzQqFEjbN68GXK5HO/evcPZs2ehpaUFW1tbrFmzBi1atICdnR2OHDmi7nAzxMHBAS1btlR3GEREOaLANCpyc/YnBwcHyGQyvp+CiPKl/DL7U+/evdG7d+9k6zt16oROnToBAEaNGpXbYWVJREQEXr58icmTJ6s7FCKiHFFgGhW5OfuTg4MD6tatq9ZpCYmIsiq/zP6UE3J7+vFEjx8/hlwu55MKIso3MnsDqsA0KnKTg4MD2rdvr+4wiIgok9T1nooHDx7AyMgItWrVyvW8iYiyIrM3oNQyUPvhw4fw9PSEXC6Ht7c3HB0d1RFGlgQFBeHNmzccT0FERBmWOGOghgbnRyGigkktV7ddu3bBwsICWlpa6Nevn/Rm0cePH2PmzJmwtbXFhAkT4Obmpo7w0vTgwQMA4MxPRESUIUIIPHjwgPUGERVoaun+ZGlpCW9vbygUCpiZmQFImGvc2toaDx8+hKmpKapVq4YxY8bgzp076ggxVQ4ODjA1NUXFihXVHQoREeUD7969Q1BQEMdTEFGBprYxFeXKlVNatre3h5GREUxNTQEAzZo1g6OjI758+SKtS0vi4LukcmIgXuL7KWQyWbYel4goJyUOuEsqr8/+VFA8ePCAMwYSUYGnlkZFZGQkDhw4AF1dXdy8eRNz586Fu7u71A0KADQ1NWFoaAhnZ+cMNSpyY/BdfHw8Hj16hBUrVuRoPkRE2S2lmyyFcfYndXBwcEDt2rV5romoQFNLo2LgwIHSHZvSpUujf//+GDFihPTm1ER6enoICQlRQ4Qpe/v2Lb59+4ZmzZqpOxQiIsoCdUwp++DBA3Z9IqJ8J19MKdu4cWPp5ypVqsDV1RUymQxCCKX9IiIiULJkydwOL1VOTk4AgPr166s3ECIiypLcnlI2KioKLi4umD59eq7lSUSUHfL8lLKOjo4wMTFBdHQ0ACA8PBwAYGJiAn9/f2m/mJgYhIeHw8LCIrdDTNXz589RqVIlPsImIqIMcXZ2hkKhQIMGDdQdChFRjsr1RoWZmRnmzp0rdXW6f/8+WrVqhQkTJsDf3x+fP38GANjZ2aFp06Z5qlHh5OTEioGIiDLMyckJGhoaqFOnjrpDISLKUbne/cnMzAyNGjXC5s2bIZfL8e7dO5w9exZaWlqwtbXFmjVr0KJFC9jZ2eHIkSO5HV6qhBBwcnLCzJkz1R0KERHlE05OTqhevTr09fXVHQoRUY5Sy5iK3r17o3fv3snWd+rUCZ06dQIAjBo1KlPHzOnBd15eXggKCkLDhg2z/dhERLkps4PvKOv4hJuICgu1vaciu+X04LvEQdqsHIgov8vs4DvKGoVCgZcvX6JPnz7qDoWIKMfl+piK/MrJyQklSpRA+fLl1R0KERHlA25ubggPD+eMgURUKBSYJxU57fnz52jYsCHfpE1ElI/l5nsq+ISbiPKzfPGeivzIyckJAwcOVHcYRESkgtx8T8WLFy9QpkwZmJqa5kp+RETZKc+/pyI/CgkJgbu7OwdpExFRhnGQNhEVJgXmSUVOPtLmI2wiKkg4+1PucHJywrBhw9QdBhFRrigwjYqcfKTt5OQEPT09VKtWLUeOT0SUmzj7U84LCgqCl5cXb0YRUaHB7k8Z4OTkhHr16kFLq8C0wYiIKAe9ePECAJ9wE1HhwUZFBjx//pwVAxERZZiTkxP09fVRtWpVdYdCRJQr2KhIR0xMDFxcXNioICKiDHNyckLdunWhqamp7lCIiHIF+/Ok4/3794iPj0fdunXVHQoREakot95T8eLFCzRv3jzHjk9ElNMK7XsqcqqiePfuHQCgevXq2XZMIiJ1KsyzP+XGeyri4+Px5s0bjB8/PkfzISLKSZmd1KPANCpyqqJwdXWFiYkJSpYsme3HJiJSB87+lLPc3d0RGxuLmjVrqjsUIqJcwzEV6XB1dUX16tUhk8nUHQoREeUDb9++BcAn3ERUuLBRkY53797x/RRERHnIw4cP4enpCblcDm9vbzg6Oqo7JCWurq4oWrQoypcvr+5QiIhyDRsV6Uh8UkFERLnr4cOH2LJlC5YvX46uXbvCzs4OALBr1y5YWFhAS0sL/fr1Q/HixdUcqbK3b9/yCTcRFToFZkxFTggICEBQUBAbFUREuezbt284d+4c1q1bBwA4deoUunfvjvfv38PS0hLe3t5QKBQwMzNTc6TJvX37FjVq1FB3GEREuYqNijQkzvzE7k9ERLnrw4cPWL9+PcaNG4cqVaqga9euiIqKwv379wEA5cqVy9JxE2cKTCq7Zw10dXVFly5dsu14RES5JXF2wKQ4pWw2cHV1BQC+EZWICpT8MKVs3bp1cf/+fVSuXBkA4OnpCSDhevz48WMcOHAAurq6uHnzJubOnZvhmZZyekrZwMBAfP36lU+4iShfSul7NKeUzQaurq4wNzeHvr5+th6XiEid8sOUsjKZDK1atZKW169fj5kzZ6Jhw4aIjY2VXixXunRp9O/fHy4uLtDQUP8wwcSbUez+RESFjfqvwEnktRk93r17x7tNRERqtn//fpQpUwZbt24FADRu3FjaVqVKFbi6uuLly5fqCk+Jq6srZDIZn3ATUaGjlkZFfpnRgzM/ERGp1+XLlyGXy7Fp0ybExMTA0dERJiYmiI6OBgCEh4cDAHR0dNQZpuTt27ewsLDgE24iKnRyvftTfpnRQy6X48OHD5g0aZJa4yAiKqzs7e3h4+OD3r17w8/PD46OjihRogTmzp0LPT09AMD9+/fRqlUr1KpVS83RJuDMT0RUWOV6oyKnZvTIbh4eHoiNjeWTCiIiNfj06RN69eolPYlIFBoaipCQEGzevBlyuRzv3r3D2bNn1RRlcq6urujWrZu6wyAiynW53qjIqRk9snuawMTBdpxOlogKAlWmCVSHSpUqISwsLMVtvXv3Ru/evXM5ouQUQoEJFyYgJDoEpYqUQnG94nhf4j3GVxsPAHgf+B7xinjULJVQj4XFhKGodlFoamiqM2wiohyR642KnJrRI7tnf3r37h309PRgbm6ebcckIlIXVaYJLEiyc/rxr5Ffse/5PjQo0wAfgz/CN9QXig4KlLEsAwBYZb8KbiFuuDvmLuLkcTBen3CudTV1UUS7CPS19aGnpSf9szSxxOlBpwEAI8+ORJ/qfTCw1kA4+Tnht4e/QUtDS+mfhkwDMiS8tbtlhZawqmkF7zBvbHfcjhktZsDMyAxn35yFg5dDmuUY3WA0apeujVtut2DvYY/lHZYDANbfW4/Ab4Fppl3XaR20NLSw6/EuGOsZY1jdYQj4FoAN9zakma5SsUqY3HQy4hXxWHBzAYbUGYLG5RrDwcsBZ9+k/eSpe9Xu+LHij3D2d8ZBp4NY1mEZDHQMcOD5Abh8dUkzbdLz4h7ijlktZwEAbG7aQK6Qp5quqE5RpfNSz7QeelTtgY9BH7H7ye4082xYtqHSeZnUZBIqF6+My+8v47bb7TTTJj0v/7j+g/Wd1gMAtjtuh3eYd5ppk54XABjTcAwiYiOw4s6KNNOVMyyndF56V+uN1uat8cz3GY69OpZm2h8q/qB0Xua3mY+SRUri2KtjeOb7LM20Sc/Lyy8vYdPGBgCw/M5yRMZGpppOU0NT6byYG5sr/S2kpVapWkrnJenfwpX3V9JM269GP6XzkvRv4VPwpzTTJj0vIdEhSn8LaSlRpITSeWln0U7pbyEtideIzMjs9ONqnVI2cUaPjRs3Akh9Ro8GDRrkemyurq6oWrVqnpiikIiIskd23oDyCfcBAPzZ6080Ld8U58+fR79+/dDRpyMAYH2n9fgW9w1Awg214wOOIzIuEt/ivuFb3DdExUUhOj4a0fHRiIqPgomeiXRshVBACAEACI8Jh2ugK+LkcYhTxEGukEMu5Epfgg10DGBV0wqhMaG48O4CRjcYDTMjM7zyf4UL7y6kWY5uVbqhdunaeB/4Htc+XpO+PN9yuwXPUM80067puAYA8ODzA5gWNcWwusPwLe5bunk2K98Mk5tOhkIocOHdBbQxb4PG5RrDPcQ93bRVilfBjxV/xJfIL7jw7gJs2tjAQMcAj30e45bbrTTTJj0vz/2eS1+eL72/hDh56l+ciukXUzovOpo66FG1BwKjAtONF4DSebGubY3KqIy3AW/TTZv0vFx6f0n68mzvYZ9uAyrpeRFCYEzDMYiVx6abZ81SNZXOS93SddHavDU+h31ON21Zw7JK52Vas2koWaQknvs9Tzdt0vPyr9u/0pfn6x+vIygqKNV02praSuelvml9pb+FtETERiidl6R/C+mlbVCmgdJ5Sfq38Mj7UZppk54Xvwg/pb+FtFQwrqB0XsoalFX6W0hL4jUiMzI7/bhMJF61ctnly5fh7e2Nn3/+GdHR0XByckKnTp0QEBAAPT09vHr1CvXq1YOzs3OaA/ASCxoaGpqtTyo6duyIYsWK4dSpU9l2TCKivCSnrp95UU6U9dK7S+h1rBc+z/qM8kblsWHDBqxduxYhISGQyWTZkgcRkbpl9Pqpltvw38/ocfXqVcTFxeWpGT34jgoiIkqLb4QvZJDB1MAUQMIT7ho1arBBQUSFUq53f8oPM3pERkbi8+fPHKRNRESp6lSpE05an4SWRkJV+vbtW96MIqJCK9cbFTk1o0d2Dr77+PEjAPCNqERUIGV28B2lzNLEEpYmltLy27dv0bNnT/UFRESkRmodqJ2dsnPwnYeHBwDAwsIiW45HRJSXZHbwHaXs0ItDKKZfDL2q9UJISAiCg4NRpUoVdYdFRKQWnNooBR4eHtDW1kbZsmXVHQoREeVRp96ckqadTLwZZWlpqcaIiIjUp8A8qchOnp6eqFChAqeTJSIqYLKzq+z5Ieeln93d3QGwUUFEBUe+ek9FXuXh4cGuT0REBVB2vyg1kbu7O/T09FC6dOlsPzYRkTpktqssb8WngI0KIiJKy5eILzDbaoY77ncAJDQqLCwsOJ0sERVabFSkwMPDA+bm5uoOg4iI8iifcB94h3ujqHZRAAn1Brs+EVFhVmC6P2VXP9no6Gj4+fnxSQURFVicUlZ1vhG+AICyhgkTeri7u6Np06bqDImISK0KTKMiu/rJfv78GQCnkyWigotTyqrON/x/b9MumvA2bXd3d1hbW6s5KiIi9WH3p+/wHRVERJQen3AflCpaCtqa2ggLC0NwcDC7PxFRoVZgnlRkl8RGRYUKFdQcCRERZbfs6irrG+GLcoblAPBmFBEVTJxSVkUeHh4oW7YsdHV11R0KERFls+zqKusT7oOyBv8/ngLgOyqIqGDhlLIq8vT05MxPRESUpu+fVOjo6KBMmTJqjoqISH0KzJOK7HqkzXdUEFFBx9mfVBceEy41Ktzd3WFubg4NDd6nI6LCq8A0KrLrkbaHhweaNGmSDREREeVNnP1JdS5TXaAQCgAJjQp2fSKiwo63VZJQKBTw8vLikwoiIkqXhiyhCuWL74iI2KhQ4uvri7i4ODYqiIgoVc7+zqjzRx28DXgLIOFJBesNIirs2KhIwtPTEwA4UJuIiFKlr62PHyx/QHH94oiMjERAQACfVBBRoVdgxlRkB841TkRUsGXHpB6VilXCf3r8BwDg4uICgPUGERU8hfY9FdlRUXh4eMDY2JgDF4moQCvMsz9lx6QeH4I+ICouCnVN6/IdFURUYGV2Uo8C06jIjoqC08kSUWHA2Z9Us/XBVjh4OcBpkhPc3d2hpaWFcuXKqTssIiK14piKJNioICKi9PhG+KKsYcLbtD08PFChQgVoamqqOSoiIvVioyIJT09PNiqIiChNPuE+KGfw/y++Y9cnIqI82Kh4/PgxZs6cCVtbW0yYMAFubm65kq8QAh4eHpz5iYgoH1BXXQEAvuH//6SCjQoiogR5akxFTEwMrK2t8fDhQ5iamqJatWoYM2YM7ty5kyP5RUdH4+vXrwCA8PBwhIeH80kFEVEel9t1RXx8PN57vkdYTBgEBHzDfaEfrw8vLy+4u7ujR48eOZIvEVF+kqcaFfb29jAyMoKpqSkAoFmzZnB0dMSXL1+kddnp0aNHaN++vdK6qlWrZns+RESUfXK7rvDw8ECt4bWAbv+/bvG0xVj8fjEA1htEREAea1S4u7ujePHi0rKmpiYMDQ3h7OycbkWROKVsUulNL1unTh1cvXpVWjYwMECDBg2yFjwRUR6WOI1sUvl1StncrivKli2LgzYH8Tn6MwBAW6aNOr/VgaZME9ra2mjbtq0KpSEiyjtUqitEHrJ27VrRtWtXpXVmZmbi9OnTqaYJDQ0VAERoaGiW8jx69GiW0uVnhbHMQhTOcrPMhUNWy6zq9VNd1FFXCMHPVmHBMhcOLHPGZfT6macGahsbG0MIobQuIiICJUuWzLE8v2+NFQaFscxA4Sw3y1w4FLYyq6OuAArfeQZY5sKCZS4ccrrMeapRUaNGDfj7+0vLMTExHDxNRERKWFcQEeU9eapR0a5dO/j7++Pz54R+q3Z2dmjatGmerihUafWpK62qWOb8kVZVLHP+SFsYsa7InbSqYpnzR1pVscz5I21uyFONCi0tLdja2mLNmjWwtbXF8ePHceTIEXWHlabC+MFimfNHWlWxzPkjbWHEuiJ30qqKZc4faVXFMuePtLkhT83+BACdOnVCp06dAACjRo1Kd//EfrUDBgyAlpYWBg4cCGtr6wznFxcXh7CwsKwFq2L6/JhWnXkXxrhZ5vyTd34q88mTJ3Hq1CnEx8cDQLLxCflBVusKfrbyR94sc+6lVWfeLHPupVUlfWKa9OoKmciPtUkSnz9/RoUKFdQdBhFRvuXl5QUzMzN1h5GjWFcQEakmvboi3zcqFAoFfHx8YGhoCJlMpu5wiIjyDSEEwsPDUa5cOWho5KnesNmOdQURUdZktK7I940KIiIiIiJSr4J9a4qIiIiIiHIcGxVERERERKQSNiqIiIiIiEglbFQQEREREZFK2KggIiIiIiKVsFFBREREREQqyXNv1M4tjx8/xpEjR9CwYUPcv38fCxYsQMWKFdUdVrZ7+PAh7t27h/DwcDx48AALFy5E+/btC03558+fj169eqFt27YFvsx//fUX/Pz8UKFCBcjlcowdO7ZAl9nNzQ1XrlyBnp4e/Pz80L17dzRs2LBAljkiIgKjR4/G1q1bYW5uDiDta1hBPAfqUljOJesK1hUFtcysK3KxrhCFUHR0tLCwsBB+fn5CCCEcHBxE+/bt1RtUDoiMjBQ2NjbS8smTJ4W+vr5wd3cvFOW3t7cXpUuXFrdv3y7wv/Pdu3eLefPmCSGEePfunTAyMirwZU4sb6Jhw4YVyDLv27dPLFu2TAAQbm5uQoi0r2EF8RyoS2E5l6wrWFcU5DKzrsi9uqJQNiquX78u6tatKy3Hx8cLXV1d6cQWFC9evBAAxPv374UQQoSFhQkA4vjx4wW+/KGhoeI///mPaN++vbh9+3aB/p1HR0eLYsWKCXd3dyGEEAqFQri5uRXoMgshRJUqVYSTk5O0PHbs2AJd5qQVRVrlLMjnILcVlnPJuoJ1RUEtsxCsK3KzriiUYyrc3d1RvHhxaVlTUxOGhoZwdnZWY1TZr27durh//z4qV64MAPD09JT+L+jl37t3L37++WdpuSD/zh0cHBAcHIz379/j+PHjWLRoEfz8/Ap0mQFg2rRpaNKkCX799VesWLEC06dPL/BlTpRWOQvLOcgNheVcsq5gXVFQywywrsjNuqJQjqkICAiAnp6e0jo9PT2EhISoJ6AcIpPJ0KpVK2l5/fr1mDlzJuLj4wt0+S9cuICuXbtCV1dXWleQf+e+vr4AAB0dHQwZMgS9evVC9erVMWHChAJbZgAYMmQIHj9+jAsXLiAiIgJt27Yt0L/npNIqZ2E5B7mhsJxL1hWsKwpqmQHWFblZVxTKJxXGxsZIeEL0/yIiIlCyZEk1RZTz9u/fjzJlymDr1q0Fuvw+Pj4IDg5GnTp1lNYX5DIbGxsDAJo2bQoAMDAwgEKhQKlSpQpsmcPDwzFp0iT8+eefePXqFSZOnIj+/fvDyMiowJY5qbQ+zwX5s57bCuO5ZF1RcMvMuoJ1BZCzdUWhbFTUqFED/v7+0nJMTAzCw8NhYWGhxqhyzuXLlyGXy7Fp0ybExMRAT0+vwJb/2rVr8Pb2xvr167F+/Xq8e/cOR48ehYWFRYEtc8OGDSGTySCXy6V1MpkM5cuXL7BlvnHjBtq3b48iRYpAT08Py5cvx7Rp01CqVKkCW+ak0rqGFbbrW04qbOeSdQXrCqBglZl1RS7XFVkejZGPxcXFiXLlygkvLy8hhBDXrl0TLVq0UHNUOcPOzk7s3btX+Pr6Cl9fX3H27Flhb29faMpvYWEhbt++XeB/5x06dBBXr14VQgjh7+8vypUrJ0JCQgpsmV+8eCFGjRqltG7+/PnC3d29wJYZSQbfpfV5Luif9dxUmM4l6wrWFQWxzKwrcreuKJRjKrS0tGBra4s1a9agRYsWsLOzw5EjR9QdVrb79OkTevXqhfDwcKX1oaGhBb78nz9/xm+//QY/Pz9s2bIF3759K9BltrW1xbJly+Di4oJPnz7hwoULMDY2LrBlrlevHrp3747Zs2fDzMwMMTEx6NSpEywsLApcmY8dOwZ7e3sAgI2NDdq1a4cpU6akWs7Ccn3LDYXlXLKuYF1RUMvMuiJ36wrZ/1o1REREREREWVIox1QQEREREVH2YaOCiIiIiIhUwkYFERERERGphI0KIiIiIiJSCRsVRERERESkEjYqiIiIiIhIJWxUEBERERGRStioICIiIiIilbBRQUREREREKmGjgoiIiIiIVMJGBRERERERqYSNCqI85Nu3b4iMjFR3GERERESZwkYFFRi3bt3CjBkzoKWlhRkzZkjrP3z4gJ9//hnFixfH/PnzERcXl+Zx4uPj4eTkpLSuSZMmsLW1zYmwJZcuXUKjRo2wadOmFLdfuHABw4cPh0wmw/Dhw3HhwoUcjSe72dvbw9raGjKZDOPGjYO3t7e07eHDhyhRogT69euHW7duqTFKIiJSp/j4eHWHQFkkE0IIdQdBlF3c3d2xc+dO7Ny5E2fOnEG3bt2kbYsXL8bq1avTPcbr16/x5MkTjB49Wlp34cIFNGrUCOXLl8+JsCXLli2DTCbD8uXLU9zu7u6OihUrws3NDZaWljkaS06IiYlB2bJlsWbNGkyePFlaf/nyZURHR8PKykqN0RERKQsNDcXGjRsREBAAc3NzaGtro3z58oiLi0PFihXRvn17dYeokvj4eLx+/RoNGjSQ1jVp0gS//PILRo0alWP5xsTEYO/evXBxcUGZMmVgYGAAPT091K1bF0+ePMGsWbNyLG/KOVrqDoDyh2/fvuHt27e5nm+NGjVQpEiRTKWpXbs2Nm7ciNGjR+PVq1coVaoUAEBLK/2Pe2BgIBYuXJjsy23v3r0zFUNWyWSyXMlHXXR1dTFs2DDs27dPalTcvXsXYWFhGDJkiJqjIyL6f76+vujQoQNWrVqFQYMGSeudnJzQvn17nD9/Xo3RZY+3b9/CyclJqVGxbNkyNGrUKMfyfPPmDYYOHYrZs2fjjz/+kNa7u7ujRo0asLe3z7G8KWexUUEZ8vbtWzRu3DjX83369GmWLm7Tpk3D1atXMXbs2BS7Ce3YsQOGhoaQy+Xw8PDAsmXLoK2tjcuXL8Pb2xuXLl2Cn58frK2t4ebmhoULF2LAgAGYP38+AODOnTuws7ND5cqV8e7dO/Tt2xeNGzfGpUuXYGNjAysrK1SsWBEymQznzp3D4cOHUbRo0TTzzoqM5Ofg4IDjx4+jbt26+PjxI3r16oU2bdpkuAwAcP78eSxZsgQvXryAEAIPHjzAnj17oKGR0IPy+PHjcHNzQ4UKFWBvb4+NGzfCxMQkxZjHjh2LnTt34sWLFwASKpgJEyZkqfxElD+p40ZVZm9STZgwAa1atVJqUABAgwYNCsQ1Sx030T5//owff/wRmzZtwvDhw5W2WVpaolWrVmjSpEmO5U85i40KypAaNWrg6dOnask3q/bv34969erhjz/+wJQpU6T1MTExmDdvHlxdXWFpaYlJkyZh3759mDRpEkaMGIF///0XHTp0kLo/Va5cGXZ2doiKigKQ0MBasGABHjx4AACIjY1FvXr1YG9vj549e8LR0RFPnjzBihUrAACnT5/GtWvXYGVllWbeWZFefr6+vhgwYACeP3+OMmXKYPny5Xj69ClKliyZqTKcOXMG+/btw86dOwEAe/bsgYuLC+rUqYOHDx9ix44d0rECAwOxbt06bNiwIcWYGzVqhPr162PFihVo3bo1Zs+enaWyE1H+pY4bVZm5SeXj44NLly7h4MGDKW7v37+/dDMopRs0fn5+ad7w+fLlC44cOYIKFSpALpfj6tWrOHjwIM6ePYu5c+di+PDhWL58Ofbs2YMlS5Zg48aNKFWqVKZu+Fy6dAkLFixAgwYN0KlTJ3z79g23b9/GihUrUKNGjVy5ifa9GTNmoEaNGskaFIlsbGykm1WU/7BRQRlSpEiRHH0cmhNKly6NgwcPYsCAAfjhhx+k9bq6unjy5Ans7Oxw8+ZNfP36FX5+fmkeS1NTU/r58OHDqFmzprSso6ODMmXK4PTp05g8eTI0NTWVzlXx4sURFhaW5bzTk1Z+p0+fhrm5OcqUKQMA0liNxYsXZ7oMSZf19fUREBAAIOEphYGBAc6dOyeVsUSJEmnG3KlTJzx79gy//vpr1gtORPmWOm5UZeYmlYeHB4QQMDU1TXF7q1atAKR9k6lfv36p3vA5dOgQihUrBmtrawCQrtn9+/fH8+fPpXwmTpyI+/fvA0j5JlJaN3x69uyJR48eISAgACNHjgQAmJmZoWvXrnj37l2O30T73tevX3Hu3LlUG2oA0KVLl1S3Ud7HRgUVaN26dcP48eMxbNgw9OjRAwDg5uYGa2trbN++Hd26dcPnz58BJAxY+37chYODg1R5JIqMjERMTIzSuri4OMTGxkrLSRshSWUm78xILT+FQoGU5mLIShlSy0NTUxMmJibo169fhuN99OiRNBMUERU+ef1GlaWlJWQyGb58+ZLi9tjYWMTExKR5kymtGz69evVCly5dsGfPHrRu3VppYPL3d+qTLmfmhg+QME4vcVwhAPTo0QOBgYGws7NL9Qt8dt1E+96nT5+gUCjQsGHDFLe7urqievXqKW6j/IHPmKhAUSgUUCgUSus2bNgAuVwuTWF69uxZ1KlTR5oZysvLCwBw5MgRAIChoSFCQ0MhhICrq2uyPH766Sc4OztLX9ajoqLg4eGBgQMHphtfenlnt/79+8PNzQ2enp7SuuPHj6tUhu+NHDkSDg4O0p0thUKBPXv2pLr/t2/f8PDhQ3Ts2DHTeRER5YayZcuiZ8+euH37dorb7e3t4efnl+4NmtRuxmhpaeHjx4/YvHkzdHR00KFDh2THSfR9nZbRGz4p0dDQkP59z8HBIdk6VW6ifa98+fKQyWSQy+XJtgkhcPXq1Qwdh/IuPqmgAuPmzZvYtGkTvLy8EB8fLw2k09PTw9GjR7Fr1y4AgLW1NR4/foyTJ08CANq2bYv//ve/0uwXkyZNwvLly6GhoQErKytcvnwZFy9ehIaGBrp06YJWrVph7dq1WLlyJcqUKQMPDw+cPn0a5cuXx9WrV3Hx4kUAQLNmzRAcHIz79+/j8+fPqFGjRpp5J6aVyWRo0aKF0nS4AHDx4kUcP34cQEL3pSFDhkBLSyvN/Fq0aIHTp09j8eLFaNOmDRQKBXr06AFzc/MslaFatWp49uwZXFxc8Pvvv6NMmTKoV68e9u/fj9mzZ6Nu3bqIiYnBiBEjUvwdHT58GJcvX0ZcXByOHz+OiRMn5vg0vUREWfHnn3/ihx9+wP79+zF27FhpfWhoKN6+fYtOnTrhp59+wvjx4yGEgEwmU7pBs3fv3lSPfeTIEfTr1w/t2rVDu3bt8OHDB8TExEBXVxeGhoYIDAyU9n316pVKU9d+/fpV+vny5csoW7asdLzvb6J9/2Q+rfJllpmZGYYPH45du3Zh9+7d0vrY2Fj8+eefnAGwAOB7KoiIiIhSkPieCn9/f1SsWBFFihSBiYkJhg0bBh0dHQAJX9QfP34s3aDp27cvgoODsXjxYgDAypUrERwcjOXLl8PCwgKrV6+Gvb09oqOjUalSJURFRUEmk2H8+PEAAD8/PyxYsAAdO3ZEbGws7t+/D1dXV/Ts2ROnT59O8ZgrV67Es2fPsHLlSrRr1w6rV69GjRo1sHz5cjg5OWHgwIGIiorC3bt3sWrVKlhYWAAAnJ2dsXz5crRr1w5WVlZ48eIFli5dCg0NDWzfvh2tWrVKsXzNmzfH1atX0yxjixYtkp3P2NhYbNiwAZ8+fULVqlVhZGQEPT09DB48GIaGhjn++6ScxUYFERERUQGUODlHai9UJcpOHFNBREREREQq4ZgKIiIiogLm6tWr+Oeff6BQKNCsWTNpBkSinMLuT0REREREpBJ2fyIiIiIiIpWwUUFERERERCpho4KIiIiIiFTCRgUREREREamEjQoiIiIiIlIJGxVERERERKQSNiqIiIiIiEglbFQQEREREZFK2KggIiIiIiKVsFFBRERERLkqPj5e3SFQNtNSdwBEREREeVF4eDg2bdqEr1+/wszMDJqamihTpgx0dXVRrlw5tG/fXt0h5qr4+Hi8fv0aDRo0yND+MTEx2Lt3L968eQNTU1MYGBhAX18fderUwdOnTzFz5swcjZdyFxsVRERERN/x8/PDjz/+iOXLl2PQoEHSeicnJ7Rv3x7nz59XY3Tq8fbtWzg5OWWoUfHmzRsMGzYMc+fOxc6dO6X1np6eqFatGu7du5eDkZI6sFFBREREuc433Be+Eb5p7mNubI6SRUoi4FsAPEM90ahsIwCAa4ArIuMi00xbp3Qd6Gjq4FPwJ+hr6aOsYdlMxTdhwgQ0b95cqUEBAA0aNMCECRMydayCIDAwEAsXLoSVlVW6+3p5eeHHH3/Etm3bMGTIEKVt5ubmaNu2LRo1apRToZKasFFBREREuW7P0z1YYbcizX329t6L8Y3G49zbc/j5ws8QywQAYPT50XD87JhmWq9ZXjAzMsP8m/NRu1RtLO+wPMOx+fr64uLFizh48GCK2wcMGABNTU0AwJ07d2BnZ4fKlSvj3bt36Nu3Lxo3bgxbW1ssWrQIVapUwYkTJxAVFYUOHTqgRYsWOHToELS1tXH8+HG4ubmhQoUKsLe3x8aNG3H//n3Y2NigY8eOqFixIv78809s3LgRNjY2sLKyQsWKFSGTyXDu3DkcPnwYRYsWxaVLl5S2A8D58+exZMkSvHjxAkIIPHjwAHv27IGGRsJw2rTyTimfy5cvw9vbG5cuXYKfnx+sra1RuXLlFM/PzJkzUatWrWQNikSLFi2S4qCCg40KIiIiynUTG09En+p90tzH3NgcANCvRj/pKQUAHOx7MN0nFaWLlgYAbOi0Afpa+pmKzcPDA0IIlC5dOsXtLVq0AJDQHWjBggV48OABACA2Nhb16tWDvb09Ro0aBblcjsuXL8PU1BQAMHXqVMydOxcA8PDhQ+zYsUNKGxgYiHXr1mHDhg1wdHTE3bt3sX37dpiamqJHjx5wdHTEkydPsGJFQkPs9OnTuHbtGqysrNCzZ89k28+cOYN9+/ZJXY/27NkDFxcX1KlTJ928U8pnxIgR+Pfff9GhQweMHj061XP39etXnDt3Dra2tqnu06FDh3R/B5T/sFFBREREua6sYdkMd0kqWaQkShYpKS1XL1k9w/lUKlYp07FZWlpCJpPh8+fPSuuPHj0KBwcHvH37FpUrV4ZcLkfNmjWl7To6OihTpgxOnz6NyZMnY8iQIbCxsYGfnx8iIiJQq1Ytad/jx4/DwMAA586dAwDo6uqiRIkSAABNTU00bdoUAKS7/ZqamkpdhooXL46wsDBpOaXtSZf19fUREBCQobzTyic9nz59gkKhQMOGDZXWHzhwAE+fPsXbt2/RvHlzrFy5UnraQwUDGxVERERESZQpUwZ9+vTBpUuXMH78eGn9sGHDMGzYMOjp6WHx4sU4f/48/P39ldLGxcUhNjYWAFCkSBEMHToU+/btg7GxMaZMmSLtp6mpCRMTE/Tr1y/FGIoWLZpsXXpfwr/fntr+6eWdkS/7Dg4OaNWqVbL15cuXh0wmQ0xMjNL6MWPGQAiB27dvY82aNeken/IfdmgjIiIi+k7iVKj/+c9/lNb7+fkhLi4OAPDTTz/B2dkZQiSM9YiKioKHhwcGDhwo7T9p0iTs3bsX2traSuMIRo4cCQcHB0RFRQEAFAoF9uzZk9PFUilvQ0NDhIaGQggBV1fXFPcxMzPD8OHDsX37dum8AAmNrf3796NHjx7ZUwjKc/ikgoiIiOg7pUqVwpMnT7BhwwaMGjUKVatWlZ4e/Pe//4W2tjaaNGmCtWvXYuXKlShTpgw8PDxw+vRplC9fXjpOzZo1UadOHfTt21fp+PXq1cP+/fsxe/Zs1K1bFzExMRgxYgSuXr2KixcvIi4uDqVLl8aUKVOkdQDQrFkzBAcH4/79+/j8+TNq1KiBkJCQVLdXq1YNz549g4uLC37//XeUKVMm3bxTy2fSpElYvnw5NDQ00pwF6q+//sKGDRvw008/oWbNmjAxMYEQAmvWrEGRIkWy9fdEeYdMJG1GEhERERERZRK7PxERERERkUrYqCAiIiIiIpWwUUFERERERCpho4KIiIiIiFTCRgUREREREamEjQoiIiIiIlIJGxVERERERKQSNiqIiIiIiEglbFQQEREREZFK2KggIiIiIiKVsFFBREREREQqYaOCiIiIiIhUwkYFERERERGphI0KIiIiIiJSCRsVRERERESkEjYqiIiIiIhIJWxUEBERERGRStioICIiIiIilbBRQUREREREKmGjgoiIiIiIVMJGBRERERERqYSNCiIiIiIiUgkbFUREREREpBI2KoiIiIiISCVsVBARERERkUrYqCAiIiIiIpWwUUFERERERCpho4KIiIiIiFTCRgUREREREamEjQoiIiIiIlKJlroDICqsfH194enpCZlMhmbNmmXbvkRERES5jY0KKrQ2btyIffv24d27d6hYsSJGjx6NpUuX4siRI9i6dSuePXuGsmXLon///ti5cycAYMGCBdi1axfkcjkmTJiALVu2ZDl/Ozs7rF69GiVLlsSdO3eybV8iorzg4sWL2LlzJ27cuAF9fX3069cPmpqaCA8PR2BgIPr374+pU6dCS+v/v4ocOnQIly9fhomJCaKjozF8+HD8+++/mDRpEoyNjTFhwgTY29vDz88PnTt3Rrly5QAAYWFhiIiIgI2NDX788UcAwMePHzFv3jzcunULISEhsLKygqGhIaKiohAaGoru3btj8uTJ0NHRUcv5SXT16lXs2rULmpqaMDAwgK6uLmbMmAEhBC5dugQbGxsAwKhRo3D37l24ubmhZcuWqFatGoQQCAwMRGRkJObNm4fu3btLx3348CHWrl2LGzduIC4uDgMHDoSuri6+ffsGf39/dOjQAfPmzUORIkVSje3AgQM4dOgQbt++jTJlyqBLly5QKBSIjIyEhoYGpk+fjnbt2mXbuViwYAHOnDmDFy9eQE9PL9uOS7lEEBVi7u7uAoBYtWqV0vqoqChhaGgofv7552Rp9u/fL65evZot+f/111+iffv2SuueP38uDhw4kKF9iYjyurZt24oePXoorQsJCRFVq1YVP/30k7Tu1KlTonfv3iIuLk4IIYRCoRArV64UWlpaws3NTdpv3759AoD4+vWr0jEPHDggNDU1xZUrV5TWL1myRBQtWlRpXVhYmGjQoIFo166dlF96tm3bphSHqhQKhZg0aZJo3Lix+PDhg7T+27dvYuLEiaJWrVpi2bJlSmn+/fdfAUA8evRIaf3r16+FpaWl2LhxY7J8RowYIWrVqqW0LioqSrRt21a0a9dOyOXydGOtUKGCmDp1qtK627dvCy0tLbFr1650038vODg4WdmESPhd1a5dW0RFRWX6mKR+HFNBhZqFhQUaN26M8+fPK63X09NDzZo18c8//0ChUChtc3NzQ+fOnbMlf01NzWTr7t69m+F9iYjyOg0NDchkMqV1xsbGGDFiBI4cOYLnz58DAHbs2IFJkyZJTy5kMhkWL16MatWqJTteSkaPHg0DAwPs2bMn3f0NDQ0xfPhw2Nvb4/r16xkqR2rX5qxas2YNTp8+jWvXrqFy5crSen19fWzbtg3R0dHJ0iSW5fvzWbt2bRw7dgw2Nja4d+9esjTf76+np4eff/4Z9vb2yeq/lKR0Djt06IAaNWpg6dKl6ab/XmrncuXKlXj9+jWfUuRTbFRQoWdlZYUnT57Ay8tLWhcYGAhtbW18+fIF9+/fl9YrFArIZLJUKzVVKBQKODg4YPXq1dl+bCKivMbU1BQA8OHDBwBASEgIXr16pbSPTCaDtbV1ho4XERGBb9++ScdNT1xcHICEBkZaoqOjcfDgwQx9+c4oPz8/rF27FlOmTEGJEiWSbdfX18eUKVMydcwWLVqgQYMGWLlyZYb2//78Z0VcXFy65+97zs7OmDNnTpbzpLyLYyqo0LOyssKiRYtw9uxZTJ8+HQBw4cIF7Ny5Ey1atMDp06fRtm1bAMD9+/fRunVrKW18fDyWLFmCmJgY6OrqIioqChs2bICuri4UCgW2bNmC+Ph4REZGwtXVFZs2bYKlpWWKcbx9+xZ//vknIiMj8ddff+HOnTuoW7cuZs+erbTfxYsX8erVK3h7eyM8PBz79u1T6pNMRJQf+Pr6QkNDAw0aNAAAdOrUCcuWLYNMJoOVlRWqVKkCABg8eDBKlSqV5rFiYmIwZcoU1KhRAytWrEg3b29vb+zbtw/Tp0+Xru+puXz5Mi5evAi5XI45c+bAwMAA1tbW6NmzJ4CEL+UbN26Eubk5QkNDYWhoiEWLFqX5dPns2bOIiopKc+KNDh064OLFi+mWJalGjRrhwIEDCAsLg5GRUZr7+vr6Smmy4vjx4/j69StOnjyptD4wMBA7duyAvr4+vL29AQCbNm2Cvr4+/P39sWnTJoSGhuLcuXNwd3dH2bJlsW7dOty+fRsLFiyAl5eXlA4Avnz5ghUrVsDU1BQxMTGIjY3FypUr0xwLQmqi7v5XRHlBzZo1lcYrLF68WAghRO/evYW5ubm0fuXKlSI2NlZanjJlipg2bZq0PGvWLLFo0SIhhBBXrlwRRYoUEZ6enkIIIbZs2SJq1KghFAqFtP+BAweSjZOwsLBIcUzFgQMHhLm5uTh58qS0rmLFiuL48eOZLzARUS5p37696Nmzp9I6T09PYW5urjSeLSQkRLRq1UoAEABE2bJlxaxZs0RISIhS2gMHDggAYsmSJWLdunVi9erVom/fvqJdu3YpjnlYtmyZ0NHREevWrRPr1q0TgwYNEuXLlxd3797NcBnc3NwEgGTHDwoKEpaWlsLd3V1at2nTJjF27Ng0jzd16lQBQLx48SLVfRQKhQgLC1Nad/v2bQFAPH78OMU0NjY2AoB48uSJtG7UqFGidu3ayeJu1KiRGD9+fJpxJrKwsBAtW7YU69atE8uWLRMNGjQQPXv2FEFBQcn2nT9/vqhTp4603Lt3bzFx4kSlfdq3b5/imIpHjx6JpF9NY2NjRZ06dcTDhw+ldSdPnhSdOnVSqkspb+DtTSIkPK1Yv349AgICoK+vLz3OtbKywoULF/DkyRM0adIE8fHx0NbWBgD4+Phg9+7dePLkiXScAQMGYOTIkVi9ejVq166Nvn37olixYgCAHj16YPbs2fDx8UH58uWzFGd0dDQGDhwoLZuZmeH9+/dZLTYRUa5wdnaWZjGKiYlBTEwMjh49qvTk19jYGPfu3cO///6La9eu4datW9i2bRscHR1x//79ZOMCpk+fjpIlS0rLf//9N+rVq4czZ86gU6dOSvtqa2tL+QPArFmzMHHiRDx48CDdO/ppWbduHerXrw8LCwtp3dixY1GiRAnMmjULderUSTFd4tNlXV3dVI8tk8ky3bUo8emIXC5XWu/j4yOVPy4uDhEREVi5cqX0tCUjGjVqJB1j6tSpaN26NbZu3YpVq1Yp7ffjjz9CCCEt9+jRI8MzJX7/RGrv3r3Q1NRUeqLTv39/TJgwAZcuXUKvXr0yHD/lPDYqiJBwkVqzZg3Onz8PY2NjaVq+Pn36QEtLC2fOnIGmpqb0mB4AHB0doVAocOnSJdjZ2QEAvn37hvr16wMAKlSogH379uHcuXNwdnaW0iX2482KChUqKC1raGggPj4+y8cjIsoNFhYWWL9+fZr7PH78GE2bNkWnTp2kRsHJkycxePBgXL16VWm61JQMGjQIf/31F4YNGwYPDw/o6+unuu+SJUuwfft2/PHHH0qNjcy6fv06WrVqpbSuePHi0NPTw61bt1JtVNSoUQNAQjes6tWrS+tDQ0MxZcoUeHp6Ijw8HLq6uhg2bBhmzJiRoXiCg4Mhk8lQqVIlpfVGRkbpnv/MKFWqFCZNmoQ5c+Zg8uTJ0tS+ANClSxfUr18fv//+OwICAvDu3bss13vXr19XOjaQ0HAyNTXFrVu32KjIYzhQmwhA48aNYWFhgbNnz+LVq1eoW7cugITKoV27djh79iyuX7+Obt26SWkS75oNHToUM2fOxMyZM7Fw4UKcOXMGAPD69WvUqVMHgYGBWL58OcaPH5/puOzt7bOhdEREeV/i+4CSsra2Rrt27fD69esMHaNx48b4+vVruvsXL14cQEJDJisSr81yuRyRkZFK2xQKBWJjY9O84WNtbQ1dXV38+++/SuuNjY1x5MgRXL9+HS9evEDnzp0z3KAAgJcvX6Jly5ZKT3BySvHixSGEwNOnT5XWHz9+HC1btkSNGjWwfPlydOnSJc3jvHz5EqGhoSluS+n8AkBUVBRvqOVBbFQQ/U///v1x8+bNZC9CsrKywtu3b+Hu7q5056tVq1bQ1NRUegoBAA4ODgCAmTNnolWrVpg2bRq0tLSULoCnTp1KNQ5NTU3p0TVfdEdEhcXTp0/h5+eXbL2RkRHMzc0zdIxPnz5BQ0MjQ11MdXR04OrqmqHjft+tKPHa3KZNG6VBxQDg4eEBhUKh1LXreyVKlMCyZcuwe/duacB0UondbDMzCcfr16/x4MEDLFu2LMNpVJHYdSvpOYyNjcW4ceOwaNEi6WlTYt339etX6al+0nruyZMnCA8PTzGPlM5vdHQ0/Pz80jy/pB5sVBD9j5WVFWJiYtCxY0el9f3794dMJkt2ATM1NcWcOXOU5kQPDg7GlStXACS84TVpI+TatWvQ0dFBTEwMXFxcAABCCKW+pwBQvXp1aYq/pA2clPZNaR0RUV6S0etUeHg4JkyYoPQl++HDh/j06RP69OmjdLyU3L17F2fOnEnWHUcIkex9Q0DCF1ZXV1dERkYiNDQU+/btSzW2smXLwsjICB8+fIAQQnqPwsKFC/HmzRu4ublJ+/73v/+FtbU1mjdvnmZ5bWxsMHToUHTs2BEvX75U2nbo0CGYmZklS5Na2d++fQsrKyssWbIk2ZOB7KgnUjqHzZo1g46ODp49ewYA2L17N6KiohAbGyvVfUII2NnZISYmBkFBQfjy5QsA5XouICBA+n0lxpn4/+TJkyGTyaSbdQBw4sQJNGrUCAMGDFCpTJT9ZILfSIgAJDyybtu2Le7du5dsQGDXrl1x4sQJmJiYKK0XQmDLli14+fIlypcvDy0tLcybNw+GhoZ4/fo15s6di/r166NkyZKoUaMGLl26BD8/PyxatAh3797Ff/7zH/j4+KBHjx44duwYdHV18fr1a/zyyy9o3LgxOnfujK5du2Lbtm34z3/+Ay8vL/To0QN//PEHpk2bhsuXL6N48eIYPXo01q1bl4tni4gobRcvXsSuXbukl8t16dIF48ePR//+/VPcf8yYMVixYgXWrVuHoKAg6OnpITo6Gps2bZKma504cSLs7e3h6+uLzp07S19Gg4OD8fHjR4wbNw4zZsyAhoYGPn78CBsbG/z7778IDg5G8+bNYW1tLU3T7ePjg5kzZ8LExATGxsaYN29emlPX/v3339i7dy9q166N2bNnS2Pc3r17h40bN6JEiRKIiIhAiRIlsGTJEulpQ3quXLmC33//HVpaWihRogR0dXXRtm1b1KtXD//++6/U/Wn06NG4d+8ePn78iDZt2qBy5coQQiAwMBDh4eH49ddf0bdvX+m4Dx8+xPr163Ht2jVERUXhxx9/xJAhQ/Dzzz9nKC4AOHjwIA4dOoRbt26hSJEi6Ny5MxYvXowmTZoAAC5duoS1a9eiR48e0NPTw+zZs3H+/Hn89ttv6NChAzQ0NNCzZ0+MGzcOLVq0wOrVq1GsWDF8/vwZo0ePRt26ddG8eXMMGTIEly9fxooVK/Do0SN07NgRe/bsQeXKleHn54fly5fD0NAQ0dHR0NHRkZYpb2GjgoiIiIiIVMLuT0REREREpBI2KoiIiIiISCVsVBARERERkUrYqCAiIiIiIpWwUUFERERERCrJ+FtV8iiFQgEfHx8YGhommwaUiIhSJ4RAeHg4ypUrBw2Ngn2PiXUFEVHWZLSuyPeNCh8fH2muaCIiyjwvL68UX7RVkLCuICJSTXp1Rb5vVCS+/MTLywtGRkaZTj948GCcOHEiy/mrkj4/plVn3oUxbpY5/+SdH8scFhaGChUqFIqXSGW0rsivnz91p2feuZ+3qumZd+7nrWr6vF5X5PtGReJjbCMjoyw1KrS1tbOULjvS58e06sy7MMbNMuefvPNrmQEUiu5AGa0r8uvnT93pmXfu561qeuad+3mrml7dsadXV+T7RkWiwYMHQ1tbG0OHDsXQoUNzLV9V8lJXWlWxzPkjrapY5vyRNiuOHTuGY8eOIS4uLlfzLQzU+TnIr387qqYvrOXOjvTqyruwllvV9Oosd0bIhBBC3UGoIiwsDMbGxggNDc1S66tPnz74559/ciCyvKswlhkonOVmmQuHrJZZ1etnbnry5AlevnwJIQQGDhwIY2Njadu1a9dQtGhRtGnTJtX0GS1rYfz8JCqsZWe5C5fCWm4g5+uKAvOkgoiI8gc3NzdcuXIFenp68PPzQ/fu3dGwYUM8fvwYR44cQcOGDXH//n0sWLAAFStWRHBwMNavX49Tp07hypUrWLNmDRo2bAiFQgEvLy+cOHECjo6O6i4WEVGhVugbFXn9UVJOyOtljo+PR2xsLGJjYxEdE434uHhExUQhIDIA0XHRiIqNQmxcLKLjohEbHyv905XpwkzXDLHxsXgR+gJmOmYw1jSGb7QvPKI8oKimwK97f4VcIYdCKKAQCulncx1zlNUsi69xX/E25i2a6TWDJjTxKvoVguXBEBAQIuEfACigkH5upN0IRWRF8C7uHSJFJBpoNwAA2MfYS+kSCfz/zzrQQQvtFgAAxzhHlNEoA0tNSwTJg/BS/jLZ/kmVkZVBdc3qiBSReBL/BA00G8BYwxgf5R/hpfCS9vOp4IOea3sqpa2lWQulNUrDS+4FN4Ub2mq1BQA8jn+MSBGZ5u+mtVZraMu08VL+EprQRG3N2ogRMXgQ/yDNdEYyIzTSagQAuBN3B9U0q6GcRjn4KnzhKndNM62FhgUqalZEkCLhvLTQagE9mR5c5C7wV/gn29/H3Ac91vQAADTQagATmQk+yj8iUASimVYzAMC9+HuIF/Gp5qkp01Q6L8VkxVBFswrCRBiexT9LM95SGqWUzktdzboooVEC7nJ3uCvc00z7/Xlpr9UeMpkMz+OfI1SEppjGVMMU7dq1S/O4ec3u3buxYcMGafmnn37C/v37YW1tjYcPH8LU1BTVqlXDmDFjcOfOHdy7dw/lypUDAHTv3h0fP37E0KFDER8fj65du+LYsWPQ1dXNlthSuj4GBQXhr7/+wpAhQ2Bubp4t+eRFeb1uyCksd+FSWMsN5HzZC333J1JddHQ0vn79isDAQPgF+MHjqwfiwuIQHR6N96Hv4RXthbJBZREeHo7nJs8RIYtADGIQJ4tDvCwecg055BpyCE0BoSmAbQAEgLEAAgGcB1ASwLR0AvkI4BAAHQALAZwE4AygBYBu6aS9DsABQC0AgwCsBzRiNaAYpgCqAFD8b7+kfy3/+1nXVhcaARqI6xwHRSkF9I/rQyaTIWJ6RMp5/S+dLFIGw4MJMylEjIyAtqs29B7pId4sHpG9k3y5TzIuSiYSFrTfaqPInSKQF5MjYnAEip4rCi0/LUS1jEJs/dg0i1rkZhHofNRBTN0YRDWNgsl+EwBAmHUYFMUVaaY1PmAMWawMET0iIIuToeiNolAUUSBsRFia6TT9NWF4NqGsIRNCoH9XH7pvdBFTPQZRHaLSTKv7VBf6T/QRZxaHyJ6RMDpiBI0IDUR2ikRc5bTHBBicM4DWFy1EtYhCnHkcjP5OuEaEjgmF0Enj0hcHpfOi7a0NfQd9xJeOR0T/VH6v/6P9SVvpvBS9XBTaXtqIbhyN6CbRaabVt1c+L8Z7jCGDDOF9wyEvI085v/faODH8BPr165fmsVOirutn1apVcerUKdSvXx8AMG7cOAwZMgSzZ8/Gy5cJDWq5XI6iRYvCw8Pj/9i777iqy/aB459zDgiCDCcqyBAHbnHv8YR7r1y5y7RpaaWZuX6mqVnpY2maI0M0NS3RHDiwcOHAjQscqIgoIMjmfH9/EOfhsAQZh3G9Xy9ecr7zug94bq7vvbhx4wbbtm1j+fLlKIqCp6cnffr0Ye7cudjZ2TFhwoSX3jM3ZQ0MDKR69eocPHgQNze3nBdYCCGKMOn+JPJEZGQkt2/f5s6dO9y9e5d79+5x6eklbsff5lnSM6LUUSSaJoIFYA6Y/nuiB1g+skTVXkVUwyiaXWmGhYUFkdUiSTROxExlhonaBFONqe6rtFFpShuXpv/P/TEzNeNC7AWsTKxwneRKojqRS1GXMDU2pZRRKUppSmFaKvl7Y40xJkYmWJpa4vB/DqjUKoJjgqnwZgUsTS2JSYohJjEGYyNjjDRGqFVqjDXGqNXq5O+NjCk1M/k6KS0L6i/V2Z8RZ36a12tz8AZ/n4Njs7IwF8cuzaf7pPVzLs591RjSHrsqB+fm5H3JSQwFdW4h9t5779GsWTPef/99rKys+OCDDzh9+jTlypXTHaPRaLCwsODKlSt07NiR/fv3A3Djxg06duyIr68vN2/eZPbs2Tm6d8qkHqm9bIIPMzMzAKKjo3N0LyGEKGpSJvJILbuTekhSIYDk5MHPz49Lly5x/vJ5fIN8uX//Ps/8noE1MB6MdxnjqHEkrn0cQTWDsMQSB2MHKplWoopFFeys7bAra4d9BXs6fNSBKpZViE+KR6PSoFFrchzTcPQr+d70zva51Xi1Ra5UqPRaBoQQeW/YsGH4+vqye/duoqKiaN++PaGhoZiamuodZ2pqSnh4OBqNhi+++IKoqCjs7e1RFIVZs2axdetWAgMD8fLywsrKitdff/2l9966dWuOWyokqRBClBQZPWRJaal4GUkqSiBFUbh58ybHjh3j2N/HOH71OLeTboM9YAtUAmzAqYkT30/9HjsnO/589ieTP59MzfI1iU2MpZSmFGpV5ku1pyilKZXfxRFCFCGRkZFMmjQJd3d31Go1ixYtYsCAAXz11Vek7Y0bFRVFhQoVAPQSjilTpjB79mwsLCwYP34827Zt48aNGxw7dixfxpeULl0akKRCCCGyUmySCkOtU1FUREREcODAAfbu3cu+ffsIfhYM3cG4jjEJ1RNQoaKWVS06VO9AC7sWNKvajLoV6+qSgk500l3L1Mg0k7sIIYoCQ65TcfDgQTp27Kh7+j9nzhwSEhKoWLEiISH/G3gfFxdHZGQkDg4Oeufv27ePSpUq0bp1a65fv05CQgJqtRoXFxfOnDmTLzEbGRlRqlQpSSqEECILxSapeJUm7eIuMjKSP/74Aw8PDw4cOEBi1UQqtKnA+NHj6dSpEwsfLqSZXTNec3qNtvZtsTa1NnTIQogCkPLwJbtN2nmpRo0a6eZJT0pKomXLloSEhBAUFISdnR3e3t40b95cL6l4+vQpmzZtYtOmTQDpWjbi4uLyLW5zc3NJKoQQIgvFJqkQ/3PmzBlWrlzJ1q1bibGMwbWRK99++y3aelo8AjyYM3oOpY1L04Mehg5VCFHCNGzYkB49ejB16lTs7OyIi4vDzc0NBwcHNm7cyIIFC2jVqhXe3t64u7vrnTtz5kyWLFmCWp3c9bJWrVpoNBqSkpLw9/fH0dEx3+I2MzOTpEIIIbIgU8oWE1qtlh07drBkyRJ8fX2p2K4ipbuU5p5yjwmuE1jbdy2KomR/RiMhRLFXlD4/Hz58yOXLl+natave9oCAALy8vChfvjyDBg3K9PzclrVWrVr079+fxYsX5/hcIYQoymRK2RJCq9Wybds25s+fz5UrV2j4ekOqD65OQEwA7aq1Y1nLZfSt3RdAEgohRJFVtWpV3QJ4qVWvXp2JEyfm+/2lpUIIIbImSUURdvr0ad577z18fX1pPaA1jd5qxIXwC3Sy6cTPHX+mk2MnQ4cohBDFgpmZGS9eZL3ivBBClGQvnxNUFDqhoaFMmDCBli1bkpCQwAfuH3Cq8SnijeI5OOogR8YckYRCCCEyMHToUPr27ZtucaeXkZYKIURJ4+HhQd++fRk6dGi2jpeWiiJm//79jB07lri4OJavXM47b7+D32M/HJ0cea/FexhrjF9+ESGEKKFedaZASSqEECVNTmcKLDYtFa/69KmoiI2NZcqUKXTv3p1GjRoxdetUNhhtIFFJpGnVpnzU+iNJKIQQ2ZLTp09CkgohhHiZYtNSUZzXqQgODqZfv35cuHCB77//nvfee4+LIRfRlNZgpC42P0IhRAEx5DoVRZW5uTl37941dBhCCFFoFZuWiuLqwoULtGjRgqCgINz3u3PS9iRxSXE0rtyY6e2mo1FrDB2iEEIUe9JSIYQQWZOkohDbt28f7dq1o2LFinz/x/e8efJNLjy+wLOYZ4YOTQghShRJKoQQImuSVBRSf/31F/369aNz584scF/A6P2jaVqlKcfHH8fW0tbQ4QkhRIkiSYUQQmRNOuQXQvv372fAgAH06NGD95e+T9/f+tLWvi1/DvuT0salDR2eEEKUOLJOhRBCZE2SikLm0KFD9OvXj65du/LRso/otaUXre1a88ewPyShEEIIA5GWCiGEyFqxSSqGDh2KsbGxblaToujatWsMHDiQzp07s3jNYtptbEfTqk35c/ifmBmbGTo8IUQx4eHhgYeHBwkJCYYOpcC9al1hZmZGQkICCQkJGBvL9N1CiOIvp3WFSlEUJZ9jylcpUyJGREQU6Sllnz59SsuWLSldujTHjx9n6tGpHA48zOm3TlOudDlDhyeEKIaKy+dnduS2rL/99htDhw4tEe+VEEKklt3Pz2LTUlGUJSQkMHjwYCIiIjh48CAWFhb8t+d/CY4KloRCCCEKATOz5Nbi6OhoSSqEECIDMvtTITBt2jR8fHzYsWMHO4N34vvAl1KaUthb2Rs6NCGEEOgnFUIIIdIrVEnFqVOnuHfvHklJSTx48ICTJ08aOqR8d+DAAZYvX84333xD67at2X51O14BXoYOSwghRCqSVAghRNYM0v3JwcGBiIgIvW1jx44lPDycjRs3AtCsWTPc3d0NEV6BCQsLY9y4cXTp0oV3330XtVrNsXHHUKEydGhCCCFSkaRCCCGyVuAtFSEhIXz44YecO3eO8+fP4+fnx4gRI5gzZw6Ojo48ePCA+/fv4+vrS61atQo6vAL17rvvEh0dzbp16/jqn684FXQKI7URGrXG0KEJIYRIRZIKIYTIWoG3VGi1WsaMGUP58uUBcHd3Z/To0VhbWwNQtWrVgg7JILZu3YqHhwfu7u5cjLnIrCOzqGhWkZZ2LQ0dmhBCiDRSkgpZAE8IITJW4ElF5cqVdd/fv3+fGzduMHLkSCD5w3r9+vWYmJjg5eXFJ598Qp06dbJ13ZS5x1MrrGtWPH/+nA8//JBBgwbRf3B/6v5Ql67OXZnYdKKhQxNCFFMp842nVhLXqXhV0lIhhBBZM+iUsjNnzmTu3Lm614MHD6Zly+Qn9ZUqVWLAgAFcvXoVtfrlvbS2bt1aZKb5W7hwIc+fP+fbb7/lu1Pf8SDyAfvf2I9KJWMphBD5I6OHLClzj5ckr7r4nbm5OSBJhRCi5Mjp4ncGSyqCg4M5cuQIv/zyi25b06ZNdd/XqFGD69evc/HiRRo3bmyACPNHYGAgy5YtY8aMGRhZG/HV31/xfov3qV2htqFDE0KIYu9VH0AZGxtjZGQkSYUQosRIefiS3QdQBptSdt++fVSoUEH3+uTJk1hbWxMbGwtAZGQkAKVKlTJIfPnlk08+oWLFinzyySd8fvhzTI1MmdVhlqHDEkII8RJmZmaSVAghRCYM1lJx5coVXR9VADs7Oz755BNMTU0B8PHxoU2bNtStW9dQIeY5b29vduzYwaZNm/CP8GeD3wZW9lxJ2dJlDR2aEEKIl5CkQgghMmewpMLS0lJvylg7OzuaNGnC0qVLSUpK4saNG+zcudNQ4eU5RVH45JNPaNmyJSNGjKDrr12pV7GeDM4WQohsOHPmDBcvXkRRFAYPHqzXFL9//37Mzc1p165dvsYgSYUQQmTOYEnFrFnpu/z06dOHPn36GCCa/Ofl5YWvry8HDhxArVazvMdyouKjMFIbdKy8EEIYxNq1awkODqZatWokJSUxfvx4fH19cXd3x9XVFR8fH2bMmIGTkxNhYWEsWrSI7du389dff7FgwQJcXV3RarXcv3+frVu3cvLkyXyPWZIKIYTInPxFW0AWLlxI06ZNcXNzQ1EU6lYsPt26hBAiJ1avXk1AQABff/01N2/epFmzZowcOZIhQ4Zw6tQpbGxsqFWrFuPGjePo0aP8888/ujWMevTowe3btxk+fDiJiYl069YNDw8PTExM8j1uSSqEECJzxSapeNVpAgvCyZMnOXLkCDt27ODKkysM+m0Qe0bsoUa5GoYOTQhRAuV0msC8FBcXx4wZMzh//jyQPNPfhQsXOHbsGJaWltjY2ADQokULTp48yePHj3WLo0JyV1IHBwcAFixYwIgRI3BxcSmQ2M3NzWXxOyGEyESxSSoK8zoVCxcuxMXFhf79+3Pz2U062HfAwcrB0GEJIUqonE4TmJeOHz9OWFgYN2/e5MSJE1y8eJG+ffty584dypUrpztOo9FgYWHBlStX6NixI/v37wfgxo0bdOzYEV9fX27evMns2bNzdP/cLJQqLRVCiOIuNwulFpukorC6fPkyf/75Jxs2bECtVlO7Qm3W9F1j6LCEEMIgHj16BCRPFz5s2DB69+5N7dq1mThxom72vxSmpqaEh4ej0Wj44osviIqKwt7eHkVRmDVrFlu3biUwMBAvLy+srKx4/fXXX3r/3DyAMjMzIzw8/JXOFUKIoiA3C6UabJ2KkuLrr7/G3t6eESNGsPT4UnZf323okIQQwmBSKqbmzZsDUKZMGbRaLRUrVkRRFL1jo6KidOsZmZqaUqZMGUqXLs3nn3/O7NmzsbCwYNq0aUyYMIGGDRty7NixfI1dWiqEECJzklTkoydPnrB161amTJlCjDaG2Udnc+7ROUOHJYQQBuPq6opKpSIpKUm3TaVSYWtrS0hIiG5bXFwckZGRuvETKfbt20elSpVo3bo1N2/eJCEhAbVajYuLC/fu3cvX2CWpEEKIzElSkY9++eUXVCoVo0ePZsvlLcQmxjKhyQRDhyWEEAZTtWpVOnbsiI+PD5D88EWlUtGpUydCQkIICgoCkhcLbd68uV5S8fTpUzZt2sT06dMB0rVsxMXF5WvsklQIIUTmZExFPlEUhTVr1jBw4EDKly/Pmt/X0KNGD+ws7QwdmhBCGNTGjRuZPXs2V69eJSAggN27d2NlZcXGjRtZsGABrVq1wtvbG3d3d73zZs6cyZIlS1Crk5+H1apVC41GQ1JSEv7+/jg6OuZr3JJUCCFE5opNUlHYppT18fHh+vXr/PDDD/gF+3Hm4Rl2Di0+K4QLIYouQ04pC2Bvb8/69evTbXdzc8PNzQ2AMWPG6O17+PAhAwcO1K1XAaBWq/nmm2/4+eefKV++PIMGDcrXuCWpEEKIzKmUtO3HRUzKiPSIiIhCNaXsmDFj8PHx4caNG3yw7wN2XNvBvSn3MNYYv/xkIYQoAIX18zM/5EVZV6xYwaeffkpMTEweRyeEEIVXdj8/ZUxFPggPD2fbtm28+eabxCbF8uvFXxnXeJwkFEIIUYSZmZkRGxuLVqs1dChCCFHoFJvuT4XJ5s2biY+PZ8yYMWy/up2IuAgmuMoAbSGEMLTcdJU1MzMDICYmBnNz8/wITwghCo2cdpWVpCIf/Pzzz/Tp04cqVaoQEhhCv9r9cC7nbOiwhBCixMvt4ncA0dHRklQIIYq9lIcvsvidgdy6dYtz584xatQoAKa1mSYDtIUQohhInVQIIYTQJ0lFHtuxYwdmZmZ0796dm09v8jzuOSqVytBhCSGEyCVJKoQQInOSVOSx7du307NnT8zMzHjb822G7zD89LZCCCFyT5IKIYTIXLEZU1EY1qm4c+cOZ86cYdq0aQBs6L+BiNgIg8QihBCZMfQ6FUVVyjgKSSqEECK9YpNU5GbwXV75/fffMTExoWfPngDYW9nDy8e1CCFEgcrp4DuRTFoqhBAic9L9KQ9t376d7t27Y2FhwZt/vsnqM6sNHZIQQog8kpJUvHjxwsCRCCFE4SNJRR4JCgrixIkTDBo0iLCYMDZe2EiSkmTosIQQQuQRaakQQojMFZvuT4a2c+dOjI2N6dOnD39c/4MkbRIDXAYYOiwhhBCp5Gb8nYmJCSqVSpIKIUSJIIvfGcj27dtxc3PD2tqa7de209a+LVUsqhg6LCGEEKnkZvydSqXCzMxMkgohRIkgi98ZQFhYGP/88w/9+/cnNjEWrwAv+tfub+iwhBBC5DFJKoQQImOSVOSBI0eOoNVq6datG//c+4fYxFi61ehm6LCEEELkMUkqhBAiY8Wm+5Mh16k4cOAANWvWxMHBgZUHV1KlTBXqVaxXoDEIIUR2yToVr87c3FySCiGEyECxSSoMuU7FwYMH6dGjR/L3AQdxq+6GSqUySCxCCPEysk7Fq5OWCiGEyJh0f8qlgIAAAgIC6NKlC7GJsSiKQjdn6fokhBDFkSQVQgiRsWLTUmEoBw8eRKPR0KlTJ0yNTPGb5IeiKIYOSwghRD4wMzOTxe+EECIDBmmpOHXqFPfu3SMpKYkHDx5w8uRJQ4SRJw4cOECrVq2wsrIi5EUIiqJI1ychhCimpKVCCCEyZpCk4scff8TBwQEjIyP69+9PuXLlAPD19WXKlCls3LiRiRMnEhgYaIjwsi0pKYnDhw/TpUsXFEXBdbUrc73nGjosIYQQmRg6dCh9+/bFw8Pjlc6XpEIIUVJ4eHjQt29fhg4dmq3jDdL9ydHRkQcPHqDVarGzswMgLi6OIUOGcOrUKWxsbKhVqxbjxo3j6NGjhggxW86cOUN4eHhyUoHCmj5rcLR2NHRYQgghMpHbST0kqRBClBQ5ndTDYGMqqlatqvf62LFjWFpaYmNjA0CLFi04efIkjx8/1m3LSsqUsqnl9/SyBw4cwNLSkhYtWqBWqelZs2e+3UsIIXIjZRrZ1GRK2ZyTKWWFECJjBkkqXrx4wfr16zExMcHLy4tPPvmEO3fu6LpBAWg0GiwsLLhy5Uq2kgpDTCl78OBB/vOf/2BkZMSCYwtoaNOQPrX7FGgMQgiRHRk9ZJEpZXNOWiqEECJjBkkqBg8eTMuWLQGoVKkSAwYMYNSoUZiamuodZ2pqSnh4uAEifLno6GhOnDjBd999R6I2kYX/LGRm+5mSVAghRB47c+YMFy9eRFEUBg8erJcI7d+/H3Nzc9q1a1cgsUhSIYQQGTNIUtG0aVPd9zVq1OD69euoVKp0U7FGRUVRoUKFgg4vW86cOUNiYiLt2rXj0uNLvEh4QXuH9oYOSwghiozPPvuM3r170759e3x9fXF3d8fV1RUfHx9mzJiBk5MTYWFhLFq0iO3bt/PXX3+xYMECXF1d0Wq13L9/n61btxboDIKSVAghRMYKPKk4efIkbm5uhIaGYmpqSmRkJADW1taEhITojouLiyMyMhIHB4eCDjFbTpw4QZkyZahfvz6rz63GSG1E0ypNX36iEEII/v77bzZs2ECPHj2ynKjjn3/+0Y3B69GjB7dv32b48OEkJibSrVs3PDw8MDExKbC4U9apkOnDhRBCX4FPKWtnZ8cnn3yi6+rk4+NDmzZtmDhxIiEhIQQFBQHg7e1N8+bNC21Scfz4cVq2bIlGo+H4/eM0qdKE0salDR2WEEIUes+fP+fChQvUqVMHyHqiDmtra915iqLo6oQFCxYwYsQIXFxcCjR2MzMzFEUhLi6uQO8rhBCFnUGSiiZNmrB06VK+/vprfH192blzJ0ZGRmzcuJEFCxawceNGtmzZgru7e0GHly2KonDixAnatGkDwImgE7S2a23gqIQQomhYs2YNb731lu51VhN1tGnTRjcJx40bN+jYsSO+vr7cvHmTCRMmFHjsZmZmANIFSggh0jDImIo+ffrQp0/6Ac1ubm64ubkBMGbMmIIOK9tu377NkydPaN26NY+jHhMQFkCbam0MHZYQQhR6u3fvplu3bnpdllK6w6aWMlGHRqPhiy++ICoqCnt7exRFYdasWWzdupXAwEC8vLywsrLi9ddfz9b9czv9eOqkInUiJIQQxUFuph832DoVeS2losjvtSkgeTwFQKtWrfAO8gaQlgohRJGRUmkU9DoVDx8+JCwsLN1DJSsrqywn6kidcEyZMoXZs2djYWHB+PHj2bZtGzdu3ODYsWN06NDhpTHkdvpxc3NzQFoqhBDFU26mHy82SUVBrlNx/Phx6tSpQ9myZTlx5gR2lnZUs6pWIPcWQojcyukqqXll//79BAcHs2jRIiC5O9PmzZvp169ftibq2LdvH5UqVaJ169Zcv36dhIQE1Go1Li4unDlzpkDKIN2fhBAiY8UmqShIqcdTzO08lwlNCr5frxBCFDXjxo3Te71q1SpGjBhBu3btmDhxIkFBQdjZ2WU4UcfTp0/ZtGkTmzZtAkjXslFQA6clqRBCiIxJUpFDz58/59KlS7z//vsAmBqZUqt8LQNHJYQQRUdQUBDLly8nODiYb775hujoaN1EHa1atcLb2zvdRB0zZ85kyZIlqNXJ84vUqlULjUZDUlIS/v7+ODo6FkjsklQIIUTGVEraxz1FTErzfURERIF0f/Ly8qJLly5cvXqVGOsYZhyawYZ+G6hiUSXf7y2EEHmpoD8/X9XDhw+5fPkyXbt21dseEBCAl5cX5cuXZ9CgQVleI6/K+uTJEypVqsQff/xB3759X/k6QghRVGT381NaKnLoxIkTWFtbU7t2bc48OoOpkSnlzcobOiwhhCi2qlatqlsAL7Xq1aszceLEAo0lpaXixYsXBXpfIYQo7CSpyKHjx4/TunVr1Go1LWxb8MewPwwdkhBCiAJiZmaGmZkZwcHBhg5FCCEKlQJf/K4o02q1nDx5UjdI2+eeD9EJ0q9WCCGKiqFDh9K3b99087Bnl0qlwtHRkcDAwDyOTAghChcPDw/69u3L0KFDs3V8sWmpKIh1KgIDAwkPD6d58+Y8jnpMu/Xt+G3wbwypNyRf7ieEEPnBUOtUFAZ5Mf24k5MTd+7cyZuAhBCikMrp9OPFJqkoiHUq/Pz8AGjcuDEXHl8AwLWKa77eUwgh8pqh1qkoLpycnDh69KihwxBCiEJFuj/lgJ+fH5UrV8bGxga/YD/KlCpD9bLVDR2WEEKIApTS/amIT54ohBB5SpKKHPDz86Nx48bJ3wf70dCmIWqVvIVCCFGSODk58eLFC0JDQw0dihBCFBryF3EOXLhwQZdUXHh8gcY2jQ0ajxBCiILn5OQEIIO1hRAiFUkqsunp06fcv3+fRo0aEZMQg3+oP40rNzZ0WEIIIQqYJBVCCJGeJBXZdOFC8sDsxo0bcznkMlpFS6PKjQwclRBCiIJmbW2NtbW1JBVCCJFKsZn9Kb+nlL1w4QKlS5emZs2arL+wHrVKTf1K9fP8PkIIkd9K8pSyeUWmlRVCCH3FJqnI7yll/fz8aNCgARqNBueyznzS5hPMjM3y7X5CCJFfSvKUsnn1AEoWwBNCFHc5fQBVbJKK/Obn50erVq0A6OzUmc5OnQ0ckRBCiJzKqwdQTk5O7N69Ow8iEkKIwimnD6BkTEU2xMfHc+3aNRo3boxW0fLn9T95FvPM0GEJIYQwECcnJ+7evYtWqzV0KEIIUShIUpENV69eJSEhgUaNGhEYFki/Lf3wfeBr6LCEEEIYiJOTE/Hx8Tx8+NDQoQghRKEg3Z+ywc/PD5VKRYMGDShTpgz3P7pPudLlDB2WEEIIA0k9raydnZ2BoxFCCMOTlopsuHDhAjVq1MDCwgKVSoWdpZ0M0hZCiBLM0dERQGaAEkKIf0lSkQ1+fn66lbSn7JvC0uNLDRuQEEIIgzIzM6NSpUoyA5QQQvyr2CQVQ4cOpW/fvnh4eOTpdRVFwc/Pj0aNkhe6+/3a74RGh+bpPYQQoiB5eHjQt29fhg4dauhQijQnJydJKoQQ4l/FZkxFfq1T8eDBA8LDw2nYsCHhseHcf36fhjYN8/w+QghRUEryOhV5SZIKIYT4n2KTVOQXf39/AOrWrcv10OvJ31esa8iQhBBCvKK8WvwOkpOK48eP51FkQghRuMjid3nM39+fUqVK4ejoyD+X/gGgZrmaBo5KCCHEq8jLVm0nJyeCgoJISEjA2Ng4T64phBCFRZFe/O7UqVPcu3ePpKQkHjx4wMmTJw0dEv7+/tSsWRONRoN/qD/2VvaYlzI3dFhCCCEMzMnJCa1Wy/379w0dihBCGJxBkopTp07xzTffMGfOHLp164a3tzcAP/74Iw4ODhgZGdG/f3/KlTP8WhDXr1/HxcUl+fun13Gp4GLgiIQQQhQGKdPKyrgKIYQwQPen6Ohodu3axcKFCwHYvn07PXr04ObNmzg6OvLgwQO0Wm2hWUzI39+f0aNHJ38f6o9bdTcDRySEECXPrVu3OHToECqVin79+mFjY6Pbd+bMGR4+fEjfvn0LNCZ7e3tUKpUkFUIIgQGSilu3brFo0SImTJhAjRo16NatGzExMfj4+ABQtWrVgg4pU1FRUQQFBeHi4kKSNonbYbd5r8J7hg5LCCGKtFOnTvHPP/8QGRnJiRMn+Pzzz+nYsSO3bt3i22+/pWXLlpw6dYrx48fTtGlTkpKS+OCDD/D09OTatWtMnz6dbt26odVqCQ8PZ+nSpfj6+hZ4OUqVKoWzszMXL14s8HsLIURhU+BJRYMGDfDx8cHZ2RmAe/fuAVCzZk18fX1Zv349JiYmeHl58cknn1CnTp1sXTdlRo/Ucju7x40bNwCoXbs2GrWGp58+feVrCSGEIaXM4pFadmf0yEtZtVYPGzaMn376iSZNmvDaa6/RsWNHbt68ydWrVzEyMkKtVlOvXj2aNGnCsGHDgOTP/vXr11O+fPkCLwtAhw4dOHLkiEHuLYQQhUmBJxUqlYo2bdroXi9atIgpU6bg6upKfHw8LVu2BKBSpUoMGDCAq1evola/fOhHfqxTkTKdbO3atQEoU6pMnl5fCCEKSkYPWQyxTkVmrdW//vorN2/epEmTJgDY2tqiKApnzpyhcuXKetdwcHAAYOPGjdSqVYuOHTsWaBlS69y5M+vWrePJkydUrFjRYHEIIYShGXT2p3Xr1lG5cmWWLVsGQNOmTXX7atSowfXr1w3arOzv70+VKlWwsrLi53M/8/q21w0WixBCFAeZtVar1WrKli2rd2y5cuW4dOkS1apVo2HDhiQlJREcHIyrqyt3795l69atzJkzp6CLoKdz584AHD161KBxCCGEoRlsnYq9e/eSlJTEkiVLiI2Nxc/PDzc3N0JDQzE1NSUyMhJI7rNqKNevX9e1UliaWGJrYWuwWIQQojjIrLXazs4OU1NTvWNNTU0JDw8HYO7cuURGRmJpaYmpqSkDBw7kxx9/JCwsjN9//x0TExNGjRr10pbtvO4qa2trS82aNTly5AhDhgx5pWsIIURhkZuusgZJKo4dO8bDhw/p06cPwcHBnDx5kvLly/PJJ5/oKhUfHx/atGlD3bqGW73a399fV/kNqTeEIfWkwhBCiLyS0lq9ePFi/vrrLxRF0dsfFRVFhQoVANBoNFhbWwOwdOlSRo4ciYODAyNGjOCnn34iNjaWXbt2MXDgwCzvmR9dZTt37iwtFUKIYiE3XWULPKkICAigd+/eupaIFBEREbpZPJKSkrhx4wY7d+4s6PB0tFotN27cYPz48QD4PvClbsW6svCdEELkgbSt1S4uLoSEhOgd8+TJE934iRQXL17k7t27TJs2jejoaK5du0aZMmUoU6YM0dHRBVkEnc6dO/PTTz8RHBycbvyHEEKUFAWeVFSvXp3nz59nuK9Pnz706dOngCPK2L1794iNjaV27dqERofSYm0Lfhv8m7RWCCFELmXUWm1jY4OjoyOnT5+mRYsW3LhxA41GQ9u2bXXnxcXFsWDBAtavX5/hdePi4gqqCHo6deoEJI+rSJmVSgghShqDjanIayn9ZHM7jWyKlJmfXFxcuB56Pfl7WU1bCFEMpPSZNcSUslm1Vq9fv57vv/+ea9eu8c8//7Bz506MjP5XTc2fP5+ZM2diZmYGgJmZGbVq1SIqKorY2Fjd9oJWuXJl6tSpw5EjRySpEEKUWMUmqcjrfrLXr1/H1NQUe3t7DvkdQoWKGuVq5Nn1hRDCUFIevhhiStmsWqsbN26sa4UYM2aM3r64uDjq1atHw4YN9bb/97//5ddff8Xc3Jw33ngjf4LOhs6dO3Pw4EGD3V8IIQzNoFPKFmb+/v7UqlULtVrN9afXcbR2pLRxaUOHJYQQJZKJiUmGrdAVK1Zk0qRJjBo1CpVKZYDIknXu3JmbN2/y4MEDg8UghBCGJElFJvz9/XFxSe7u5B/qL12fhBBCZCplAT5ZXVsIUVJJUpGJ1GtU+If6U7t8bQNHJIQQIreGDh1K3759083DnlsVK1akYcOG7N69O0+vK4QQhuLh4UHfvn0ZOnRoto4vNmMq8lJERASPHj3CxcWF+KR4AsICpKVCCCGKgfxYpyLF+PHjmTZtGg8fPqRq1ar5cg8hhCgoOR1/Jy0VGbh9+zYANWrU4G74XZKUJBmkLYQQIktjx47FxMSE1atXGzoUIYQocJJUZODu3bsAODk5oVFrGNNoDLUrSPcnIYQQmbOysmLMmDGsWrXKYGtmCCGEoRSbpCIv+8neuXMHMzMzKlSoQPWy1dnQfwN2lnZ5EKUQQhheTvvJiux77733CAkJYdu2bYYORQghCpRKURTF0EHkRko/r4iIiDzrJ/vhhx9y8OBBrl69SkBYAGqVGkdrxzy5thBCFBb58flZWBVkWbt27UpERASnTp3K1/sIIURByO7nZ7FpqchLd+/exdHREYAvj3zJqJ2jDBuQEEKIIuP999/n9OnTklQIIUoUSSoycOfOHRwcHABY+NpCVvVaZeCIhBBCFBU9e/akevXqLF682NChCCFEgZGkIgN37tzRtVRUs6pGvUr1DBuQEEKIIkOj0TBv3jx+//13/vzzT0OHI4QQBUKSijTCw8OJiIjA0dGR+KR4xv0xjnOPzhk6LCGEEHkgvxa/S2vEiBH06tWLSZMmER4enq/3EkKI/JDTST1koHYaFy5coHHjxpw4cYJKtSvhvNyZA28coItzlzyIVgghCg8ZqJ2/goKCqFevHoMHD+bnn38ukHsKIUReK3EDtfPq6dOdO3cAcHR05E74v9/LzE9CiGJEppQtGHZ2dixdupR169Zx4MABQ4cjhBD5ysjQAeSVrVu35snTp7t372JqaoqNjQ1/+f0FJI+rEEKI4mL48OEMHz5c9/RJ5J8333yTrVu3MmbMGP755x+cnZ0NHZIQQuSLYtNSkVfu3LmDvb09KpWKO+F3qFKmCqZGpoYOSwghRBGkUqlwd3fH0tISNzc3goKCDB2SEELkC0kq0kg989OdiDvS9UkIIUSu2NjY4OXlhVarpUuXLjx58sTQIQkhRJ6TpCKN1Avf3Q2/i4O1g2EDEkIIUeRVq1YNLy8vwsLCeO211wgMDDR0SEIIkackqUgj9cJ3d8Lv4GjlaNiAhBBCFAs1a9bk0KFDREVF0aRJE3bv3m3okIQQIs9IUpFKZGQkz549w9HRkURtIkHPg6T7kxBCiDxTr149zp49S4cOHejbty+fffYZMTExhg5LCCFyTZKKVO7evQskTyerQsXxCcfpW7uvgaMSQgiRVwpq8buslC1bll27dvH111+zbNky6tSpw2+//UYRXzZKCFHMlNjF77p3746xsbFuqsRX4enpSZ8+fQgKCsLW1jaPIxVCiMLBw8MDDw8PEhIS2Ldvnyx+Z0A3btxg2rRp7N69m7Zt2/L555/TvXt31Gp55ieEKBxK3OJ3W7du5c8//3zlhAKSx1MYGxtTpUoVvO94M+3ANHlyJIQodoYPH86ff/7J1q1bDR1KiVerVi3+/PNPDhw4QHx8PL169aJOnTr897//5dmzZ4YOTwghsq3YJBV54e7du9jb26NWq7kXcY/j94+jUqkMHZYQQohirkuXLpw6dQofHx8aNWrElClTsLGxoWfPnmzcuJHHjx8bOkQhhMhSsVlROy+kXqNiVKNRjGo0yrABCSGE4MyZM1y8eBFFURg8eLDeKuD79+/H3Nycdu3aGTDCvKFSqWjTpg1t2rQhODiYHTt2sHXrVsaNG4eiKNStW5f//Oc/tGnThubNm+Ps7CwPvoQQhUaxGVORF/1kmzdvTqNGjVi7di3xSfGU0pTKoyiFEKLwKWzjDHx9fXF3d8fV1RUfHx9mzJiBtbU1b731Ftu3b+evv/7iyJEjuLq6otVquX//Plu3buXkyZOYmJhkee3CVtacCA4O5vDhwxw5coQjR45w+/ZtAKytrWnUqBH16tWjbt261K5dG2dnZ6pVq4aRkTwzFELkjex+fha6T52MKhUnJ6cCuffdu3fp2zd5tqc6K+vwRoM3mNt5boHcWwghSrK4uDiGDBnCqVOnsLGxoVatWowbN46pU6dStWpVAHr06MHt27cZPnw4iYmJdOvWDQ8Pj5cmFEVd5cqVGTFiBCNGjAAgNDSUM2fOcObMGS5dusSxY8dYs2YNCQkJAGg0GqpVq0a1atWws7PD1tYWGxsbbGxsqFSpEuXLl9d9WVhYSGuHECJPFKqkIrNK5ejRo/l+7xcvXvDkyRMcHR1J0iZxL+IeNmVs8v2+Qggh4NixY1haWmJjk/y526JFC06ePKn3VExRFN3ipAsWLGDEiBG4uLgYJF5DqlChAt27d6d79+66bQkJCdy7d4/bt28TEBDAnTt3CAoKIigoCF9fXx4/fkxkZGS6a6nVaqysrLC2tsbCwkL3ZW5ujrm5OWZmZpiZmVG6dGlKly6NqakpJiYmun9LlSql+9fY2Fj3ZWRkpPtXo9Ho/k39pVar9b5Pea1SqXSvU75XqVR6X0KIwqdQJRWZVSqPHz/WbctLJ06cwO3/3Iip/+/CQ5/AB/c/4KOlH5GoTZSF74QQooDcuXOHcuXK6V5rNBosLCxITEzUJRY3btygY8eO+Pr6cvPmTWbPnp3zG/n5QZky/3tdtiw4OUFsLFy9mv74Jk2S/71+HV680N/n6AjlysGTJ3D/vv4+CwuoWROSkuDChfTXbdAAjI3h9m2IiNDfZ2sLNjYQFgaBgfr7SpeGOnWSvz9/Hv7twWwMOAPO7dtD165w9y48fap3aoylJSHGxoTdu0fspUtEREQQFRVFZGQk4S9ecKt0aSIjIykbFERCeDgxMTGEx8TwOC4O/6QkQuPiKBsdjXVcHAmJibrrPgXuAaZAnTTFVAC/f793AUqn2R8IhAOVgLQTuUcAAST/odIgzT4VcFGlQlGrqQlYqFSkpBoqlYoHajVP1WrKAQ5pennHqNXc0mgAaJSUlC5Jua7REKdS4aDVYp3qXJVKxWO1msdqNZaAU1KS3nlxwA1jYwDqJiam+wPrtkbDC5WKqlotFdPE9FSl4oFGQ2lFoWaa62qBy/92Z6uVmIhpmuve1Wh4rlZTSavFJs25z9Vq7mo0GCsKLql+ZikuGxmhqFRUT0zEPE1MDzQanqnVlNNqsU1z3RcqFQFGRqgUhfoZXNffyIgElQqHpCQstVq9fY81GkLUaiy1WhzSvocqFTf+LWv9xERUaWK6ZWREjEqFbVIS5dJcN1St5pFGg7miUD1NTEkqFVf/vW7txERKpbluoEZDlFpNpaQkbNJcN0Kt5p5Gg4miUCuDsl7692funJiIWZrr3tdoCFerKa/VUjVNWaNUKgKNjFArCvUyuO41IyMSVSock5KwSBNTsEbDE7UaK60W+zTXjVWpuJnyHiYkkPq3+51332XQzJnJnyMZfEZgY5P8+RMZCTdvpgo2Kl18GSlUSUVmlcqVK1demlQMHToU439/sCletmaFra0tw1oP476SXBmUKlWKVq1aoVarKW1Umv84/ScXpRFCiMIjZW2K1FK6yxQGoaGhmJrq/7lkampKREQEX3zxBVFRUdjb26MoCrNmzWLr1q0EBgbi5eWFlZUVr7/+evZu1LGj3sujtrY8WrKE4c2bQ9Om6Y9P+SNh7Fg4eVJ/36ZN8MYb8Ntv8N57+vu6doX9+5MTkYyuGxICFSvCRx/B7t36+775Bj7+GLy8IG25XF3h3Lnk71u1gvh4/f2XL0O9ejB/Pvz8s96u0tOn47BwIQ6BgfDuu/rn2dpCUFDy93Z28OCB/v4jR6BTJ5gxAxYt0tsVO3IkzxYvhitXqNq1q94+rbExp7y9SUxMpPH48VjcuqW33/eTT7jfqhU1/vyThhs36u2737gxh6dMoVREBMM//JC01i1bRrypKT2XL8f+2jW9fUcHD+Zi+/bU9vWl26+/6u176ODAlg8+AODjqVPTXXftZ58RXqECPTdvpu7583r7fNzc8OnSBcfr13l93Tq9fWHly/PTJ58A8P78+ZilSUJ/mTSJhw4O/MfTkxY+Pnr7zrZqxYG+fbF58IDxK1fq7YszMWHZvwn0m999R8WQEL3920aN4ladOrQ+epROBw7o7btWvz67RozAIiKC977+Ol1ZF8+bR5KRESPWrEn+vUhl74ABXGjenEa+vvTcuVNv310nJ9zffBNNYiKfZZDcr/j0UyKtrBjg4UGdy5f19h3p2pUTHTtS89o1hqT52TypVIk1//6sp86bh0lcnN7+n995h8e2tnT780+anjqlt+9U27Yc6tkT23v3GLN6td6+aDMzvps2DYBJ33xDubAwvf0eY8cSWLMm7Q8dov3hw3r7LjdqxJ+vv07Zp0+ZvGxZurJ+tWABAKNXrcIuzcOFP4YM4UrjxjQ9eZJuaf6fB9SowZZx4ygVG8u0+fPTXfe7zz8n2tycwZs2UcvfX2+fV48enG7XDpdLlxi4ZYvevuAqVVj37+fRp19+iVHqpGPBAhg+PNPPCKZPx6NhQy6tWMFXJ06ki+llCtVA7YULF+Lt7c2+fft026pVq8b333/PwIEDMzwnt4PvPDw8crW2RVFUEssMJbPcUuaS4VXLXJgGL//www/88ccf7N+/X7etbNmy/PHHH3To0EG3bcqUKQwdOpSWLVsyZMgQtm3bxo0bNwgJCdE7Li1dWb29scyipWLfvn163YqKSkuFTp06OX8KCWBsjMfly8m/R5cuQdqEs2bN5DI9eABpp7ctXx4cHCAmBtL8cY9KlZwIQfK+mBj9/U5OyT+Dx4/TJzJWVuDsnBzLpUuk06gRaDTJZUnbtatateSk7dkzuHNHf5+5OdSunfz9uXPpf+Z164KpafJ7n+aPT6pUSf56/hzSJEiYmCT/sQZw8SKkffpcq1ZyK1lQUHJSmVqFCmBvD9HRkOYPSNRqaNw4+furV5N/V1OrXh2srSE4GB4+1N9nbZ28Pz4+OeFMZd++fXSfPj35+jdupH8abW+fHFdoKNy7p7+vTJnk8mi1ya1/adWvD6VKQUAAhIfr76taFSpXTt4eEKC/z9Q0+f2H5OumeUKPiwuYmSXHExqqv69SpeSEOCoquTypGRlBw4YA7FmyhF6vvaa/v0YNsLSER4+Sv1IrJq2Z8O/P/KOPcvwZ8TwqCquOHV9eVyiFyMqVK5WuXbvqbbO2tla8vb0zPSciIkIBlIiIiFe6Z58+fV7pvKKsJJZZUUpmuaXMJcOrljm3n5956dChQ0rjxo11r2NjYxWNRqPcuXNHt+2vv/5SFixYoCiKovj7++uVe9OmTVleP7tlLYm/PylKatml3CVLSS23ouR/XVGoFr9zcXEhJFX2HhcXR2RkpG5gnhBCiOKpQ4cOhISEEPRvFxxvb2+aN2+u+/x/+vQpmzZtYvr06UDyoO3U4tJ0kxBCCFGwClVS8bJKpTBK20e5KJybW1LmonFubkmZi8a5xYWRkREbN25kwYIFbNy4kS1btuDu7q7bP3PmTJYsWYJanVxt1apVC41GQ1JSEleuXNEtXGpohvw9KKr/d3J7fkktd16cb6h7l9Ry5/b8wl5XFKqk4mWVSmFUEv8IkTIXjXNzS8pcNM4tTtzc3Pjxxx8ZM2YM69ato3r16gA8fPiQgQMH6targOSpUL/55ht+/vln/P39eS1tH2kDkT+0Cv78klruvDjfUPcuqeXO7fmFva4oVLM/QXKl4ubmBsCYMWNeenxKE/jz589f6X4JCQmvfG5uzy+K5xry3iUxbilz0bl3USxzyjlpuxIVNlWrVtVLKFJUr16diRMnZusa2a0riurvn6HPl3sX/L1ze77cu+DvndvzC3tdUahmf3oVQUFBVKtWzdBhCCFEkXX//n3s7OwMHUa+krpCCCFy52V1RZFPKrRaLQ8fPsTCwkJW2RRCiBxQFIXIyEiqVq2qG6tQXEldIYQQrya7dUWRTyqEEEIIIYQQhlW8H00JIYQQQggh8p0kFUIIIYQQQohckaRCCCGEEEIIkSuSVAghhBBCCCFyRZIKIYQQQgghRK5IUiGEEEIIIYTIlUK3onZB8fX1xd3dHVdXV3x8fJgxYwZOTk6GDivPnTp1in/++YfIyEhOnDjB559/TseOHUtM+T/77DN69+5N+/bti32Z165dS3BwMNWqVSMpKYnx48cX6zIHBgby119/YWpqSnBwMD169MDV1bVYljkqKoqxY8eybNky7O3tgaw/w4rje5DfStJ7VtLrBShZdUOKklZHQMmqJ6AQ1BVKCRQbG6s4ODgowcHBiqIoyvHjx5WOHTsaNqh88OLFC2X69Om619u2bVNKly6t3Llzp0SU/9ixY0qlSpWUI0eOFPuf+apVq5RPP/1UURRFuXHjhmJpaVnsy5xS3hQjRowolmX++eefldmzZyuAEhgYqChK1p9hxfE9yG8l6T0r6fWCopSsuiFFSawjFKXk1BOKUjjqihKZVBw4cEBp0KCB7nViYqJiYmKie2OLiwsXLiiAcvPmTUVRFOX58+cKoGzZsqXYlz8iIkJZsWKF0rFjR+XIkSPF+mceGxurlC1bVrlz546iKIqi1WqVwMDAYl1mRVGUGjVqKH5+frrX48ePL9ZlTl1RZFXO4vwe5JeS9J6V5HpBUUpW3ZCipNYRilLy6glFMWxdUSLHVNy5c4dy5crpXms0GiwsLLhy5YoBo8p7DRo0wMfHB2dnZwDu3bun+7e4l3/NmjW89dZbutfF+Wd+/PhxwsLCuHnzJlu2bGHmzJkEBwcX6zIDvPfeezRr1oyPP/6YuXPn8sEHHxT7MqfIqpwl5T3ISyXpPSvJ9QKUrLohRUmtI6Bk1xNQ8HVFiRxTERoaiqmpqd42U1NTwsPDDRNQPlGpVLRp00b3etGiRUyZMoXExMRiXf7du3fTrVs3TExMdNuK88/80aNHAJQqVYphw4bRu3dvateuzcSJE4ttmQGGDRuGr68vu3fvJioqivbt2xfrn3NqWZWzpLwHeakkvWcltV6Aklc3pCipdQSU7HoCCr6uKJEtFVZWViS3EP1PVFQUFSpUMFBE+W/dunVUrlyZZcuWFevyP3z4kLCwMOrXr6+3vTiX2crKCoDmzZsDUKZMGbRaLRUrViy2ZY6MjGTSpEn89NNPXLp0ibfffpsBAwZgaWlZbMucWla/z8X5dz2/lNT3rKTUC1Ay64YUJbGOAKknoODrihKZVLi4uBASEqJ7HRcXR2RkJA4ODgaMKv/s3buXpKQklixZQlxcHKampsW2/Pv37+fBgwcsWrSIRYsWcePGDTZv3oyDg0OxLbOrqysqlYqkpCTdNpVKha2tbbEt88GDB+nYsSNmZmaYmpoyZ84c3nvvPSpWrFhsy5xaVp9hJe3zLS+UxPesJNULUDLrhhQlsY4AqSfAAHXFK4/GKMISEhKUqlWrKvfv31cURVH279+vtGrVysBR5Q9vb29lzZo1yqNHj5RHjx4pO3fuVI4dO1Ziyu/g4KAcOXKk2P/MO3XqpOzbt09RFEUJCQlRqlatqoSHhxfbMl+4cEEZM2aM3rbPPvtMuXPnTrEtM6kG32X1+1zcf9fzQ0l7z0p6vaAoJaduSFHS6ghFKZn1hKIYtq4okWMqjIyM2LhxIwsWLKBVq1Z4e3vj7u5u6LDyXEBAAL179yYyMlJve0RERLEvf1BQEMuXLyc4OJhvvvmG6OjoYl3mjRs3Mnv2bK5evUpAQAC7d+/Gysqq2Ja5YcOG9OjRg6lTp2JnZ0dcXBxubm44ODgUuzJ7eHhw7NgxAKZPn06HDh145513Mi1nSfl8y0sl6T0ryfUClLy6IUVJqyOgZNUTUDjqCtW/WY0QQgghhBBCvJISOaZCCCGEEEIIkXckqRBCCCGEEELkiiQVQgghhBBCiFyRpEIIIYQQQgiRK5JUCCGEEEIIIXJFkgohhBBCCCFErkhSIYQQQgghhMgVSSqEEEIIIYQQuSJJhRBCCCGEECJXJKkQQgghhBBC5IokFUIIIYQQQohckaRCiGyKjo7mxYsXuT5GCCGEEKK4kaRCFFnr16/HxcUFKysr5s+fD8DOnTtp2bIlJiYmzJw5k5iYGAA+/fRTLC0teffdd1EUJcf32rNnD02aNGHJkiW6bYmJifj5+WV5TFZCQ0P54IMPUKlUDBkyBB8fH92+mzdv0rRpU1q3bs3OnTtzHK8QQojCzdfXl+joaEOHIUSeUSmv8heWEIXEnj17GDRoEI8fP8bKygqAc+fO0bRpUwICAnByctIdu2zZMj7++ONXvtfs2bNRqVTMmTMHgMuXL3PmzBnGjh2b6THZYWlpyW+//Ub37t1125KSkpg/fz5ffPEFRkZGrxyzEEKIwumdd95h5cqVqFQqQ4ciRJ6Qv1ZEhqKjo/H39y/w+7q4uGBmZpbt47t164aFhQU7duxg/PjxAAQGBuLo6MjmzZuZOXMmAMePH6dTp065ii31B//Tp0/5/PPPGThwYKbHZJezszO3b9/W2/bTTz8xefJkSSiEEOIVhIeHs3z5chYuXEi/fv1o3LgxCQkJBAYGYmtry5dffklISAgrVqygUqVKKIqCkZER165dY9WqVQCEhYWxYsUKFixYwLBhw6hTpw6KonDx4kXKlSvHt99+S6lSpYiIiOD7779n4cKF9O7dm6ZNmxIbG8u1a9fo1asXo0ePThffw4cPqVKlCiqVimPHjrFixQq2b9/O+PHjmTdvHra2tgCcOnWKnj170r59ez744AP+85//FOj7KEROyF8sIkP+/v40bdq0wO979uxZmjRpku3jjYyMeP3113F3d9clFQ8fPmTy5Mls2LBBl1ScO3eO9957T3feli1bCAwMpFq1ahw7dozFixdjbW3N999/j4WFBUlJSdy9e5fZs2djbGyc7r579+7lwYMH7Nmzh+DgYIYMGYKzszMAL168YOPGjQDs2rWLX3/9FXNz80zL4OzszK1bt3Svz58/T+XKlbGxscn2+yCEEOJ/rK2tmTx5MnPnzmX58uVUqlQJAEVRKFeuHJaWluzZs4etW7fqPmu3b9+u16W1bNmyTJgwgXnz5rF8+XJda3hCQgIVK1bE1dWVN998EysrKyZPnsycOXP49ttvsbOzA5IfPlWoUAF7e/t0D7Xc3d0ZOXIkAB06dKBly5YcOnSIZs2a6RKKlGusWbMm3QMsIQojSSpEhlxcXDh79qxB7ptTI0eOpH379jx8+BAzMzPKlStHhw4dmD59OufOnaNhw4Z6icGpU6f4/vvvOXHiBJD8ob1w4ULmzZvHp59+yvXr13F0dGTSpEn8/PPPTJo0Kd09R40axaFDh+jUqZNe96eU66eMq9ixYwf79+/PskJwdnbm2rVrAMTFxeHp6cmsWbNy/D4IIUR+Kiot2CkOHz5Mo0aNdAkFJH/eh4eHEx8fj6Ojo97Dm/r165OUlKR3jUOHDtG4cWNdQgEQGxtLbGwspqameveqVauWLqEAePDgAQBqdfrhqwEBAVSvXl332sTEhBEjRvDzzz8zefJkAP7++2+eP3/OsGHDclx2IQxBkgqRITMzsxy1GBhSmzZtcHR0ZMuWLVSqVIk+ffpgZWVF+/btcXd3JyQkhC5duuiO37JlC2XKlGHXrl1A8od5+fLlMTEx4cyZM3h7e+Pl5cWTJ08IDg7OcTypW3jKlSvH8+fPszze2dkZT09PAFasWME777yT43sKIUR+Kyot2Cm8vLzo2rWr7nV8fDwzZszg9ddfx9HRka+++gpnZ2e6d++Oq6srtWrVombNmnrXSHl4lCImJoY33niD0aNH61oaUu7l5uamex0eHs5nn33GrFmz6NChg941z5w5Q7NmzdLFO378eFauXMmFCxcAuHbtGhMnTsxxuYUwFEkqRLEwYsQI3N3dGTdunO6J0siRI5kzZw5OTk56g6A1Gg3W1tb0799f7xqBgYEMGTKE7777ju7duxMUFAQkz/L0srENx48fp02bNrrr54SzszMBAQEcO3YMFxcXypcvn6PzhRCiIBSlFmxITgh69+7NqlWriI+PJzIykhEjRtC5c2e0Wi0PHjzAw8ODuXPnYmtry549e6hfv366a4wcOZItW7aQkJDAtm3baN26NTNmzEh33MCBA9myZQsXL17k+vXrrFq1CgcHh3Rxbdu2Tdc1N7UmTZrQqFEj5s6dS9u2bZk6deorlVsIQ5GkQhQLI0eO5P/+7//0ug0NGTKE999/P90f+aNHj6ZHjx7ExMRQunRptFota9as4cWLF9SvX1+XgNy/f59q1arh7u7OmDFj0t3TwsKCiIgIFEXh+vXruqQip5ydnYmNjcXT05PFixe/0jWEECK/FaUW7ICAAO7du8f8+fP1ui5BcjdTExMTPv30Uz799FOePn3KsGHD+Oabb1i/fr3uuOvXr/PkyRO+/PJL3bi44cOH07x5c0xMTHSzCabca9asWVhZWTFs2DC6devG2bNn0yUV8fHxxMbGYmlpmWHcbm5unDt3LlczFQphKJJUiGLBxcWF7t2706NHD922smXLMmjQIAYPHqx3bMOGDVm3bh1Tp06lQYMGxMXFMWrUKKKjo/H19WXbtm0AtG/fnl9++YXGjRuzb98+PD09UalUtGrViu7duzNp0iTmzJmDWq1m4MCBumMSEhLw9PQkMjISHx8fgoKCcHFxoVWrVhnGXq1aNWrVqsXnn3+ef2+QEEKUIF5eXunGQqRYtmyZXktD+fLl6dmzJ4GBgXrHHT58mDZt2uhNtGFkZIStrS1///237g9/Ly8vmjZtqnevZ8+ecf369XT33rNnD7169co07tOnTzNkyBCZZlYUSbJOhRBCCCGKlaFDh1KtWjWWLl2abp+rqyt//PEH9vb2QPKMfX369OHXX3+latWquuMGDx5Ms2bNmD59um6bt7c3vXr1Ys+ePXTs2FF3L2dnZ7766isgeXYoExMT1q5dy/jx4/H399d14Xr33XdZsWJFhoO3o6OjKVu2LOfPn6du3bp592YIUUCkpUIIIYQQxcKFCxf47bff8PT0pHPnznh6etK7d2/d/sePH9O1a1e2bduGVqslJiaGsLAw1q5dq0sozp49y++//87evXsxMTFhzpw5KIrC48ePefbsGX///Teurq6cP3+e7du34+npyWuvvcaBAwfo2rUrxsbGvP3225w4cYL4+HjdQO3Q0FDKli2bYULx66+/snfvXhISEtiyZQtvv/223tSyQhQF0lIhhBBCCJHPli9fjpubm7RCiGIrfboshBBCCCHy1JUrVyShEMWaJBVCCCGEEPkoICAAV1dXQ4chRL6S7k9CCCGEEEKIXJGWCiGEEEIIIUSuSFIhhBBCCCGEyBVJKoQQQgghhBC5IkmFEEIIIYQQIlckqRBCCCGEEELkiiQVQgghhBBCiFyRpEKIQmLz5s1MmzaNEydOGDoUnejoaF68eJHrY16Fu7s7+/fv57///W+eX1sIIYQQeUuSClFkHTp0iFGjRqFSqXj33XdZtGgRCxYs4MMPP8TW1pYtW7YUeEyJiYn4+fm90rlDhw7l4sWLXL9+PcP969evx8XFBSsrK+bPnw/Azp07admyJSYmJsycOZOYmBgAPv30UywtLXn33Xd51aVo9uzZQ5MmTViyZAmQcdnSHvMyoaGhfPDBB6hUKoYMGYKPj49u382bN2natCmtW7fmm2++ISAgAAsLC1q1avVK8QshhBCi4Mjid6JIu3PnDk5OTgQGBuLo6KjbHhAQwLZt2/jss88KNJ7Lly9z5swZxo4d+0rnjx07lk6dOmV6/p49exg0aBCPHz/GysoKgHPnztG0aVMCAgJwcnLSHbts2TI+/vjjV4ojxezZs1GpVMyZMyfTsqU+JrssLS357bff6N69u25bUlIS8+fP54svvuDjjz9m4sSJ1K9fn9jYWDQaDcbGxrkqixBCCCHyj5GhAxCF16PIRzyKepTlMfZW9lQwq0BodCj3Iu7RpEoTAK6HXudFQtZdYupXqk8pTSkCwgJI0iZRs3zNXMf85MkTwsLCqFWrFmXKlMn19XLi6dOnfP755wwcODDf7tGtWzcsLCzYsWMH48ePB9AlVJs3b2bmzJkAHD9+nE6dOuX6fiqVCsi6bCnH5ISzszO3b9/W2/bTTz8xefJkjIyMGDduHEePHiUoKIiYmBj69ev3agUQQgiRp3x9falXrx5mZmavdP6FCxdo1KhRHkclCgNJKkSmVp9dzVzvuVkes6bPGt5s8ia7/Hfx1u63UGYnN3yN/WMsJ4NOZnnu/Y/uY2dpx2den/E87jn739if65hPnTpFmTJlqFWrFu+++y4bNmzgu+++Izo6Gl9fX3766SeWLl3KuHHjaN++PTNmzKBx48a4ubkRHR3NkSNHmDt3Li4uLgBs2bKFwMBAqlWrxrFjx1i8eDHW1tYcP36cLVu20KBBA27fvk3v3r0JDAzkwYMH7Nmzh+DgYIYMGYKzs3OW1zl9+jRbt26lWbNmaLVaAgICskwGjIyMeP3113F3d9clFQ8fPmTy5Mls2LBBl1ScO3eO9957T3deZvcH+P7777GwsCApKYm7d+8ye/bsdK0Ce/fuzbRsAC9evGDjxo0A7Nq1i19//RVzc/NMy+Hs7MytW7d0r8+fP0/lypWxsbEBwNXVFVdX1yx/1kIIIQre+vXrWbly5Sufv3r1an744Yc8jEgUFpJUiEy93fRt+tbum+Ux9lb2APR36a9rpQDY0G/DS1sqKplXAuBrt69J0iblKtYff/wRU1NT1q9fzy+//KLbPnbsWHr27En79u159OgRarWa8+fPU7VqVQBOnz5NaGgoo0ePBsDOzo5u3bpx48YN/Pz8+P7773UDp58+fcrChQuZMmUKgwYN0v0hPGfOHM6ePcuHH37IoUOH0nVfOnXqVIbX+eCDDxg4cCBXrlzRdWXatGnTS8s6cuRI2rdvz8OHDzEzM6NcuXJ06NCB6dOnc+7cORo2bKiXFGR2/6+//pq4uDg+/fRTrl+/jqOjI5MmTeLnn39m0qRJevccNWpUhmVLfY+UcRU7duxg//79WbbYODs7c+3aNQDi4uLw9PRk1qxZLy27EEJk5dChQ4wbN45hw4ZhbW3N+vXr0Wg0jBkzhrCwMLZs2cL69et57bXXCiSexMRELl++TOPGjV96bHh4OMuXL2fhwoX069ePxo0bk5CQQGBgILa2tnz55ZcYGxvz4MEDVqxYQaVKlVAUBSMjI65du8aqVasICwtjxYoVLFiwgGHDhlGnTh0UReHixYuUK1eOb7/9llKlSgEQERHB999/z8KFC+nduzdNmzYlNjaWa9eu0atXL129mNrDhw+pUqUKf//9NytWrGD79u2MHz+eefPmYWtrCyTXByn17gcffMB//vMfHjx4gLu7O+bm5mzfvp0GDRqQkJDAmDFjdPVfXvD19cXd3R1XV1d8fHyYMWOGXrdgkb8kqRCZqmJRhSoWVbJ1bAWzClQwq6B7XbtC7Wzfp3rZ6jmOLa3Jkyfj6OhIr169iI6OBpLHN9SrV49KlSqxdu1aunXrxoYNG3QJBSR33alYsaLudc+ePXn69Cne3t789ddflClThl27dgFgYmJC+fLl2bFjB/b29lSuXBngpWMJtmzZkuF1fv/9d2xtbfU+ULPTZatNmzY4OjqyZcsWKlWqRJ8+fbCysqJ9+/a4u7sTEhJCly5dXnr/lO/PnDmDt7c3Xl5ePHnyhODg4JfGkFbTpk1135crV47nz59nebyzszOenp4ArFixgnfeeSfH9xRCiLQeP36Mp6cnDRs2BODGjRsAzJgxA4A33niDK1euFFg8/v7++Pn5ZSupsLa2ZvLkycydO5fly5dTqVLygzdFUShXrhz29vYMGTKEkSNHsnXrVl3L7vbt23WTaJQtW5YJEyYwb948li9frqtfEhISqFixIq6urrz55psAWFlZMXnyZObMmcO3336LnZ0dkPzgqUKFCtjb26drOXd3d2fkyJFUr16dli1bcujQIZo1a6ZLKFLOX7Nmjd6DJVtbW4YPH86wYcN48uQJx44dY/Xq1VhaWr7S+5qRuLg4hgwZwqlTp7CxsaFWrVq6rrSiYEhSIYqVFi1a6L4/fPgw9evXB6BChQo0bNiQTZs20blz50zPV6vVui+NRoO1tTX9+/fXO2b58uXZmlHp+PHjtGnTJtPrrFixIssuQlkZMWIE7u7ujBs3TldpjBw5kjlz5uDk5KQ3ADqz+0PyeIwhQ4bw3Xff0b17d4KCgoDkp2tGRpl/PKSULfU9csLZ2ZmAgACOHTuGi4uLLskRQojciIiIoEGDBpnur1+/vt6sc/npVcbZHT58mEaNGukSipTrhIeHY2ZmxubNm3F0dNQlFJBcpqSk/7X2Hzp0iMaNG+s9sIqNjSU2NhZTU9N096tVq5YuoQB48OABkFwfphUQEED16skPAk1MTBgxYgQ///wzkydPBuDvv//m+fPnDBs2LN251apVw9jYmMmTJxMXF5enCQXAsWPHsLS01L03LVq04OTJkzx+/Fjv/RL5R5IKUSxFRERw/vx5AJ49e8bvv//On3/+SY8ePdi0aROjRo3SHfvkyRPd93v37qVKlSp07NiRSpUq0aNHD2JiYihdujRarZY1a9YwYMAA5s+fz71797C3T+7+tWXLFoYNG4aFhQUREREoisL169dp06YNo0ePzvQ6ixcvJjIyEgsLCyB5ytXUlUNmRo4cyf/93//pdRkaMmQI77//fro/8DO7/9tvv83OnTupX7++Lgm5f/8+1apVw93dnTFjxuhdJ6OyvSpnZ2diY2Px9PRk8eLFr3wdIYRIbeLEiVlOHqFWq5k4cSKQ8XiyAwcOMH36dF577TWcnJz46aefOH36NObm5uzatYsrV65gamrKzZs3adiwIYGBgSxZsiTDcWsvG4uWES8vL7p27ap7HR8fz4wZM3j99dcZNmwYW7ZsYdu2bTg7O9O9e3dcXV2pVasWNWv+b6KTlK6qKWJiYnjjjTcYPXo0I0eOTHc/Nzc33evw8HA+++wzZs2aRYcOHfSOPXPmDM2aNdPbNn78eFauXMmFCxcAuHbtmu79TevKlSssWLCAtm3bsm3bNsLCwihbtmyGxz579owlS5Zk+QCvdOnSzJ49W/f6zp07lCtXTvdao9FgYWHBlStXJKkoIJJUiCLr8OHDbNiwAYCvv/4aBwcHtFotoaGh7Nq1iwEDBrBkyRJ++OEHBg8ejEqlolmzZkycOBE/Pz9dc/iDBw/49ddfiYmJ4e+//+bAgQMYGxvTsGFD1q1bx9SpU2nQoAFxcXGMGjVK1wXqiy++oF27dmi1Wnr27AnApEmTmDNnDmq1Wvd0KqvrbN68mRkzZtC2bVu0Wi0qlYr169dTt25dWrdunWnZXVxc6N69Oz169NBtK1u2LIMGDWLw4MF6x2Z2f0hORHx9fdm2bRsA7du355dffqFx48bs27cPT09PVCoVrVq1yrBsKcckJCTg6elJZGQkPj4+BAUF4eLikukaE9WqVaNWrVp8/vnnOf2xCyEM6dGj5K/UypYFJyeIjYWrV9Of0+Tf8XbXr0PahTIdHaFcOXjyBO7f199nYQE1czYrYHZaTTUaTZbjyU6ePMnff//Nd999h42NDWZmZjx79oy33nqLR48eYWRkhIuLC++88w7jxo3LctxaVmPRMnLo0CF69+7NqlWriI+PJzIykhEjRuha2IcPH86DBw/w8PBg7ty52NrasmfPHl2rfMo1Ro4cyZYtW0hISGDbtm20bt1aV+elvd/AgQPZsmWLbp2kVatW4eDgkO7Ybdu26SYDSdGkSRMaNWrE3Llzadu2LVOnTs20bHXr1tUlfEOGDMkyYShXrhwLFy7M+s1KIzQ0NF1LjKmpKeHh4Tm6jsgFRYgSbPbs2crs2bMNHYYQQhQNs2crCuh/jRyZvO/mzfT7Uv+Z0apV+n2bNiXv++9/0+/r2jXX4Y4ZM0YZM2ZMhvsuXryobNiwQVmzZo0ycOBAXV0we/ZsZdq0aXrHnj17VqlSpYrudevWrZXffvtNURRFmTJliuLm5qbs3LlT2blzp/Ljjz8qX3/9te7+69evz1ast2/fVjQajRIeHp7h/tjYWL3XoaGhipubmzJ27FjdNn9/f6VUqVJKVFSUbltCQoLSuHFj5Ztvvnnp/bp27ars2LEj3b3j4uKUDz74IMO4pk6dqnTu3FnRarUvL2Q+WrlypdI1ze+MtbW14u3tbaCISh5pqRBCCCFE9rz9NvRNMytgShcWOzs4ezbzczdsyLilAuD11yFt6+y/3ULzQ1bjyYB0493q1q1LmTJlCAkJwdramtDQUF0Xo6zGraWWdixaWl5eXunGQqS2bNkyvdaG8uXL07NnTwIDA3XbDh8+TJs2bfTiNzIywtbWlr///ltvQVQvLy+aNm2qd79nz55x/fr1dPfes2cPvXr1yjCu06dPM2TIkFdasygzT58+ZenSpTnq/uTi4sKaNWt0r+Pi4oiMjMyw1UXkD0kqRIm1b98+/vzzT7RaLS1atNB1YRJCCJGJKlWSvzJiavq/rk4ZqZ3FrIAVKyZ/FZCsxpNlxNTUFDc3N11X0Z07d+pmDsxq3FpOxqKlHQuR1m+//cbIkSN1Y/levHjB7t27+fXXX/Wu0a1bN73zvL29OXr0KHv27El3v9RT6yYkJHD27FndoGt/f3/dmk1eXl6sWLEiXUzR0dGcOnWKVatWZRr3qyhfvnyOuz916NCBkJAQgoKCsLOzw9vbm+bNm0tSUYAkqRAlVvfu3fVmSRJCCFE8/PHHH/j4+HD48GEAPv30U9q2bUu/fv2AzMeTubi46MaJVapUSW+667t373LkyBFMTEzw9PSkR48evP/++1mOW8toLFpaFy5c4LfffsPT05POnTvj6elJ79699Y55/PgxXbt2Zdu2bWi1WmJiYggLC2Pt2rVUrVqVs2fP8vvvv7N3715MTEyYM2cOiqLw+PFjnj17xt9//61bUPT8+fNs374dT09PXnvtNQ4cOEDXrl0xNjbm7bff5sSJE8THx+sGaoeGhlK2bNl0s0H9+uuv7N27l4SEBLZs2cLbb7+tN7VsQTMyMmLjxo0sWLCAVq1a4e3tnWmSKPKHSsmqbUkIIYQQooTbsmULDx8+5MMPP0SlUvH48WO+/PJL3NzcGDp0qKHDy1fLly/Hzc2NunXrGjoUUciln4RYCCGEEELoXLhwgRYtWqDRaFCr1bqpx8PCwgwdWr67cuWKJBQiW6SlQgghhBAiC5GRkfzwww9YWlpSpkwZwsPDURSFyZMnY2xsbOjw8k1AQAAHDhxg0qRJhg5FFAGSVAghhBBCCCFyRbo/CSGEEEIIIXJFkgohhBBCCCFErkhSIYQQQgghhMgVSSqEEEIIIYQQuSJJhRBCCCGEECJXJKkQQgghhBBC5IokFUIIIYQQQohckaRCCCGEEEIIkSuSVAghhBBCCCFyRZIKIYQQQgghRK5IUiGEEEIIIYTIFUkqhBBCCCGEELkiSYUQQgghhBAiVySpEEIIIYQQQuSKJBVCCCGEEEKIXJGkQgghhBBCCJErklQIIYQQQgghckWSCiGEEEIIIUSuSFIhhBBCCCGEyBVJKoQQQgghhBC5IkmFEEIIIYQQIlckqRBCCCGEEELkiiQVQgghhBBCiFyRpEIIIYQQQgiRK5JUCCGEEEIIIXJFkgohcig6OpoLFy5w6NAhYmJiCvz+iqJw9epVjh07RlBQUIHfXwghxKvZv38/ffv2pU2bNoYORYg8Z2ToAETJ5enpycqVKzl48CClS5emf//+aDQaIiMjefr0KQMGDODdd9/FyCj/f01/+OEHbt68yfnz55kyZQr9+/fP9NigoCAWLVrEli1bCAwMxNHREYA2bdpQo0YNfvnll1zHs2/fPtavX0/58uWJiYmhW7duPH/+HBcXF1q1asXatWv54YcfWLVqFWPHjs31/YQQojjLrL5RFIV79+7h4uLCnDlzsLGxydc4unXrRkJCAn369MnyuNu3b/Ppp59y+PBhwsPD6d+/P1ZWVsTGxhISEkKjRo2YNWsW5cqVe+k9Z8yYwe+//86FCxcwNTXNq6IIkZ4ihIG1b99e6dmzp9628PBwpWbNmsrIkSPz7D7ffvutEhgYmG77gQMHlDp16iiJiYnKF198oXh4eLz0WomJiQqgd71OnTopY8aMyXWcJ0+eVFq3bq1ERkbqtq1du1YpXbq0cuTIEd22du3aKevXr8/1/YQQoqRo37690qtXL71t8fHxSpcuXZQaNWooL168yPcYAgMDlez++TVr1izFzMxMb1tiYqIybNgwpU6dOsrz58+zdY169eopMTExrxSvENkl3Z+EwanValQqld42KysrRo0ahbu7O+fPn8+T+/z9998Zbj958iTNmjVDo9Ewf/58hg0b9tJraTSadNuOHDnChg0bchsmK1eu5I033qBMmTK6bRMmTKBjx44vjUEIIUTm1Or0f/YYGxszefJkbt26xcGDBw0QVeYyqh81Gg3vvPMO165dY+3atS+9xrx587h8+bK0Uoh8J0mFKLRSmqFv3bqVq+vExsayYcMG/vjjjwz3JyUlZVjRGEp4eDiXLl1Kt33o0KEGiEYIIYq/kJAQgHzv/pRX8qp+FCIvyZgKUWg9evQItVpN48aNdds2b96Mj48Ptra23Llzh9dffx03NzcA3njjDfbt28fMmTMJDw/n4MGDjB8/nnLlyuHp6UlSUhLTpk2jTJkyDBkyhF69ejF//nx27dpFVFQUY8eOpW/fvgwcOJDHjx8zd+5cbGxsiIuLIz4+nnnz5mFmZpZhrMuXL2ft2rXUrFmTHTt26LafOXOGVatWUb16dUJCQnB2dub999/Pstxubm589NFHWFlZ8cYbb1CvXj1UKhVdunRJ98QqISGBZcuWER0dzalTpxg1ahSvv/66bv9vv/3GjRs3UKlU+Pr68uGHH9K5c2cA3N3dmTdvHhUqVOD999/nwIED3L9/nwMHDqBSqdi3bx8eHh44Ozvj7+/PrFmzqFOnDpGRkXz99dc4OTkRHR3N2bNnee211xg1alSOfr5CCFEY3Lx5kwULFjBt2jRatWql2x4VFcWXX35JmTJlUKvVhISEMHfuXCpWrIifnx+TJk3iypUreHl5cfDgQRRF4ejRoyxbtoxGjRrprnP+/HmWL1+Os7MzWq0WOzu7XMf86NEjAJo0aUJcXBz9+vXj1KlTrFixgqtXr7Jnzx4WLlxI6dKlmTFjBvfv3+fBgwe68x8/fsxnn31GxYoVKV26NImJiXz22WdYWVmRmJjIrFmziIuLw8TEhJiYGL7++mtMTExyHbco5gzd/0qIjh07puvjeu/ePcXe3l6ZP3++btvmzZuVXr16KUlJSYqiKEpcXJzSvHlz5fDhw7pj+vXrpzRu3Fh58uSJ8tFHHylffvmloij/68Oa0ZiK2bNn642FiI+PV+rXr6+cOnVKt23btm2Km5ubotVqddvSXm/x4sVKx44dda9v3bql1KxZU3n27Jlu27vvvqvMmzcvy/cjLi5OGTBggAIogFKuXDllwoQJyoMHD/SO69ixo9K2bVvl6dOniqIoytGjR5UyZcooiYmJiqIoSlRUlGJsbKxs27ZNURRFOXv2rGJiYqIX886dOxU7Oztlw4YNyokTJ5QGDRooCQkJyvHjxxV7e3tdf93z588r1atXV+Lj45W5c+cqv//+u+4aW7ZskbEdQogioWPHjoqLi4uycOFCZeHChcrnn3+uNG7cWJkxY4YSHx+vd2y3bt2UrVu36l77+vrqjU0ICwtTAOXNN99UEhISFEVRlLlz5yrdu3fXnXPp0iXFxsZGCQoK0m378ccfsz2mYvbs2Yq5ubnetpiYGKVHjx5Kjx499GJu1KiR4ubmpsTGxiqDBg1S1q5dqyiKopw+fVrvfi9evFBq166tbN++Xffa3NxcWblypaIoivLOO+8o7733nu74jz76SJk5c2a24hUlm7RUiELhypUrTJ8+HYC4uDji4uLYvHkzbdu2BSAxMZGpU6fyww8/6LoqlSpViuHDh/PJJ59w5swZAKytrdFoNFSoUIFly5a9Uixr1qxBo9HQokUL3bYBAwYwceJE9uzZQ+/evTM8r2LFinqvZ8yYQc+ePSlbtqxu24QJE2jVqhXvvvtuprN2lCpVit9//50TJ06wd+9ejh49yrp16zh69CgXLlzA3Nxcd2ybNm1016lWrRpRUVE8evQIOzs7zMzMGDVqFM7OzkDyEy1ra2t8fHx0M1ZZW1sTFBTEwIEDsbCw4OLFiwDMnTuX/v37Y2FhAUDjxo1Rq9WcPHmSZ8+esWHDBpo0aYKDgwNdunQhICAgJ2+xEEIYjLOzs66+geQxBwMGDKBdu3YcPHgQS0tL9u7di6+vL3v37tUdlzL2bu3atbz33ntYW1sD0KFDB90shXZ2dty8eVN3zueff07Hjh2xtbXVbWvXrl2O4o2JidHFm5iYyPPnzxk1ahRDhw7V67prbW1Nw4YNMTExYfv27brtaeumNWvW8OzZMwYOHAiAmZkZ8+fPp1evXjx8+JBVq1bp6lSAQYMGMXr0aP7v//4vR3GLkkeSClEoODg4sGjRokz3X758mUePHlG1alW97VWrVuXs2bM8f/4cS0tLAN0f0a/qwIED6e6j0WiwsbHh8OHDmSYVGV3n888/TxdvfHw8//zzD3379s3wPF9fX5o3b07r1q1p3bo1AD4+Pri5ufHLL78wefJk3bH29va671Mql8TERABUKhVr167l8OHDfPnll1hYWBAfH09CQoLe/SpWrKhLHlIcP36cUqVK8d133+m2NWvWDLVazccff4ybmxuOjo44ODgwYcKEdOUUQoiiQqPR8MMPP2Bvb8/MmTNZsWIFBw4cwMbGJt14u6pVq3L48GHee+893bZq1arpvler1brPYABvb++Xdnl9Ga1Wm2X9mFp26r8jR45Qs2ZNve60H330EQC///47Wq2WPXv24O3tDSSvzZS6O5cQmZGkQhQJSUlJALx48UJve8ric6k/xDMb95DasWPH6NChQ6b3SnuflHulvk92Ys5OvGmtXLky3SxSbdu2ZejQoVy+fDnb94+KiqJ3797UqFGDJUuWULZsWVauXJnuuIzeL5VKRaNGjZgyZUq6fdHR0Vy7do0jR47g7e3Nt99+S3h4ON988022YxNCiMLEzs5O9+AIsq4HjI2Nc3Tt7NRJeSU799JqtenG56VI2T58+PBcP6ATJU/hmfJGiCzUq1cPa2trvYFmAIGBgdSpU+elCwClTL+akpwcPXo002PbtWuX7j6xsbEEBwfrumNlR0bXCQwMRKPR6A0GTOvevXsZzv5kaWmp1zLxMt999x137tzhp59+0nXBSklmUjeNZ6RDhw5cuXJFb9uzZ8+4fv0606ZNIyEhATc3N+bPn4+Pjw/79u3LdlxCCFHYPH/+nKdPn+o+Y9u1a8fjx4/TPQAKDAzMcT1w586dvAw119q2bcv169fRarV628+cOUObNm3QaDTpPv+PHz9ekCGKIkqSCmFwiqKgKEqWx5iamvLVV1+xadMm3baYmBh27NjB4sWL9a6V9oMSoEqVKlhaWnLr1i0URdGbrzvtOZMnT0alUul9iG7dupUmTZowaNAg3Tmp/82oHF999RVeXl6Eh4frtv3yyy98/PHH6bpXpabVapk0aZJev9zbt2+zb98+vdWz094vbUzPnz/HxMRE9+TpzJkzvHjxgri4OK5evZrl+zV//nyOHDnCvXv3dNuWL19O+fLliY6OZt26dbrtJiYmejN0CSFEYZVZXfPZZ5+hUqn44osvgORxBE2bNmXbtm26Y7y9vXVrWqS+Vlb1wLx589izZ4/eZ+nOnTsBePr0abbjfVkdmXJMRp/naa8xefJkLCws2Lhxo+6YM2fOcOPGDWxsbJg2bRqrV6/W7QsLC+Ovv/566f2FUCnZ+U0VIh94enry448/cuDAAQC6du3Km2++yYABAzI959dff+XYsWNYWVnx9OlTXn/9dbp37w7A+PHj2bFjB2q1mtdee42lS5fqBiRD8vSqa9asoV69ekydOpVq1aoxY8YM1q9fz/Pnz3nttdf46quvaNCgAcHBwcyZMwcLCwtiY2MpVaqU7rWfnx8ff/wxR44coWXLlsyfP5/z58+zatUqHj16RL9+/diyZQsAp0+fZvXq1ZQvX56IiAhcXFyYMmVKpk3PAG+//TZz585l8eLFPHz4EBMTEyIjI5kzZw4NGzYkLi6OYcOG8ddff1GpUiUmTpxIs2bN+PLLL/H19aVFixb83//9H02bNmXq1Kmo1WpcXFwoU6YMFhYW/Pe//+Xjjz8mISGBhQsXcuXKFTp16sS4ceMYPXq0Lo6TJ0+ybNkynJycUBSFAQMG0Lp1a6ZOnaqbatfY2Jjg4GCmT59O5cqVc/PrIIQQ+SZ1fWNmZkbv3r0xNjZGURRu3LiBubk5//d//6fXihwZGcmXX36JSqUiKSmJhIQEvvzySypXroyfnx8fffQRR48epX79+sycOZOQkBC+//57AgMD6dmzJ6tXr8bW1pa///6bH374gQYNGqBSqXBycmLixInUq1ePH3/8McOHMrdv32b69OkcOnSIsLAwWrVqRZ8+fTIcv5ZSJ+zdu5dy5crRsWNH1q5dS5kyZdi7dy9z587l9OnTvPbaa6xevRpnZ2cePHjAtGnTsLS0xMbGBhsbG959910gOfn45ptvuHjxIra2thgZGfHpp5+mG3snRFqSVAghhBBCCCFyRbo/CSGEEEIIIXJFkgohhBBCCCFErkhSIYQQQgghhMgVSSqEEEIIIYQQuSJJhRBCCCGEECJXivyK2lqtlocPH2JhYZHlNJ1CCCH0KYpCZGQkVatWRa0u3s+YpK4QQohXk926osgnFQ8fPqRatWqGDkMIIYqs+/fvY2dnZ+gw8pXUFUIIkTsvqyuKfFKRshjL/fv3sbS0fOXrDB06lK1bt+YqlsJwjcIQQ2G5RmGIoThdozDEUJyuURhieP78OdWqVSsRi1rlRV2Rm/e7KJ5ryHtLmQvuXEPeW8pccOfm5vzs1hVFPqlIaca2tLTMVVJhbGycq/MLyzUKQwyF5RqFIYbidI3CEENxukZhiCFFSegOlBd1RW7e76J4riHvLWUuuHMNeW8pc8Gdmxfnv6yuMGhScejQIe7fv49areb111/H1NRUt2/z5s00bdqU2rVrF0gsw4cPLzbXKAwxFJZrFIYYCss1CkMMheUaeSG3cRSn90K8XG5+VoY6N7ekzEXj3NySMheNcwuCSlEUJScnREVFMXbsWJYtW4a9vT0Avr6+uLu74+rqio+PDzNmzMDJyQmAffv2ceTIEerUqYOPjw+LFi2ifPny3Lp1iyVLlrB69Wp+/PFHoqKisLW1RavV4ufnx9WrV9mzZ89Ls6Lnz59jZWVFREREnjyxK+r69u3Ln3/+aegwCgV5L/TJ+/E/8l4kM8Tn56lTp/jnn3+IjIzkxIkTfP7553Ts2DHLeiStnBybIi/KWhJ/b6TMJYOUuWR41TJn9/MzRy0V69at4969e+zYsYOlS5cCEBcXx5AhQzh16hQ2NjbUqlWLcePGcfToUYKDg5k8eTL+/v6YmJhgYmLC1KlT2bBhA3/99ZeuFWLIkCEcPHiQ4cOHExkZyQ8//MAff/xRIprkhRCipIiOjmbXrl0sXLgQgO3bt9OjRw+uXbuWaT2SVlZ1jhBCCMPJ0RyC48ePZ86cOXrbjh07hqWlJTY2NgC0aNGCkydP8vjxY3bv3k2DBg0wMTEBoF27duzatYvExESsra1119BoNLrR5FOmTGHu3LlUrFgxF8VK5usLV67k+jJFSmFvGitI8l7ok/fjf+S9MIxbt26xaNEibt26BUC3bt2IiYnh5MmTmdYjaWVV5+SX6Gj4Z/M9+pXpwLklh7j4wz8kxSfl2/0Kk5L4f0XKXDJImfNersdU3Llzh3LlyuleazQaLCwsuHLlSrp95cqVIyIignv37jFw4EC+++47AAICAmjbti07d+6kYsWKdOnSJcdxDB06FGNjY71tV66sp3Pn8qxd+2plK4pK4n+SzMh7oU/ej/8pie+Fh4cHHh4eetsSEhIKNIYGDRrg4+ODs7MzAPfu3dP9m1k9kpI8pMiqzkl7bEYyqiuGDx+e5e/Eo0ewY+QOvuUT+PctPPtsL02/6PHS+xV1JfH/ipS5ZJAyZyw3dUWuk4rQ0FC9AdYApqamhIeHp9uX8n14eDjVq1fnww8/JDo6mgYNGvDkyRPWrl3Lrl278PPz49y5c1SuXJmePXtmK46tW7em6+fl5gaRkbksoBBCFAMZ/eGc0k+2oKhUKtq0aaN7vWjRIqZMmUJiYmKm9UhaWdU52ZFRXfEy9vYw5cJ4gp4PIDZai1O3miTeCcrRNYQQoijITV2R6yVUraysSDvWOyoqigoVKqTbFxUVBUCFChUAKFOmDGZmZpQqVYqPPvqIFStWEBcXx5IlSxg/fjylS5fm5s2brxybpSU8f/7KpwshhMgn69ato3LlyixbtizLeiStnBybV4yNwaGhFXbtHKnuVp15fElwxQb5dj8hhCiKcp1UuLi4EBISonsdFxdHZGQkDg4O6fY9efKEUqVKUaVKFb1rrF69ml69elG9enV8fHwoX748AJ07d+b06dOvHJskFUIIUfjs3buXpKQklixZQlxcHKamppnWI2llVecUBLUalprNJtCmVYHcTwghiopcJxUdOnQgJCSEoKDkpmBvb2+aN2+Og4MDvXv35vTp00RHRwNw+PBhBg4cqNef9ebNm1y8eJGRI0cCpHsCFRcX98qxSVIhhBCFy7Fjx3j48CF9+vQhODiYffv2UbNmzUzrEYAjR45w+fJlIOs6p6A0M7mE1fVXf+AlhBDFUY7GVHh4eHDs2DEApk+fTocOHXjnnXfYuHEjCxYsoFWrVnh7e+Pu7g5ApUqVWLJkCbNmzaJ+/fqcOHGCFStW6K6XlJTE/Pnz+eGHH3Tb2rZty4YNGwA4cOCAXv/bnJKkQgghCo+AgAB69+5NZJrBbhEREZnWIwDLly+nefPm1K9fHyMjoyyPLQjT4hZQ968nwKECva8QQhRmOV78Li9duHABrVaLq6ur3vZz587h5+eHra0t3bp1y/IaWS3I8fXXsGgRhIXleehCCFHklaTFQ/OyrO7lP6Cz6ghVQy/lUXRCCFF45cvid3mtUaNGGW5v0qQJTZo0yfX1LS2TZ39SFJB19IQQQuSFyNKVKPM05OUHCiFECWLQpCIvpcw9nnoqLEtLSEqCmBgwMzNwgEIIUUikzENe0OtUFBcvylSizMNQ0GqTR24LIYQoPklFRnOPp7x8/lySCiGESJHy8KWg16koDDJ6AJVTkVbVeGBem2qRkVDC3j8hRMmR0wdQxSapyEjqpKJyZcPGIoQQwvBeZfG7tK459mCcRQ+8JJ8QQhRjOX0AVazbbS0skv+VGaCEEELkFXNzePHC0FEIIUThUqyTipSHUWlmLxRCCCFeWTnjSPafLgvbthk6FCGEKDRKRFIhLRVCCCHyipF1GUy00RAiM0AJIUQKSSqEEEKIHDAvoyJUXUmSCiGESKXYDNTOaEYPExMwNpakQgghUpMpZXPH3ByeUBFbSSqEEEKn2CQVGc3ooVIlt1ZIUiGEEP9TkqeUzQvm5hCsrYQSEoKsqyqEEMmKTVKRGQsLGagthBAi75ibw3v8l0uLTClt6GCEEKKQKPZJhbRUCCGESJEXi9+Zm8NtavCiLJJUCCGKLVn8Lg1JKoQQQqTIi8XvzM2hI0cx+cADNq/Oo8iEEKJwkcXv0pCkQgghRF4yNwdH7mDh8RPExxs6HCGEKBQkqRBCCCFywNwcQqiU/OLJE8MGI4QQhUSx6f6UWT9ZCwu4edOAgQkhRCEjU8rmTsqUskDyWhW2toYNSAghCoFik1Rk1k/W0lJmfxJCiNRkStnc0WupkLUqhBACkO5PQgghRI6YmcFjbLjWfzrY2xs6HCGEKBQkqRBCCCFywNwc4jDlVL+FUKeOocMRQohCoUQkFdHRkJho6EiEEEIUB8bGyV/mV07DpUuGDkcIIQqFYjOmIjMpwywiI6FsWcPGIoQQwrDyYvE7SG6taPPbh/C0Dqxbl4cRCiFE4SCL36VhYZH8ryQVQggh8mLxO0hOKiJNK8lAbSFEsZXTST2KTVKR2dOnlLpDxlUIIUQymVI298zNIdykEoRcMHQoQghRKBSbpCKrKWVBkgohhEghU8rmnrk5hFFJFr8TQoh/5ftA7VOnTnHv3j2SkpJ48OABJ0+e1O27desWq1ev5qeffuLx48d65505c4Y///wz1/eXpEIIIUReMzeHhyZOUKGCoUMRQohCIc9aKhwcHIiIiNDbNnbsWMLDw9m4cSMAzZo1w93dHYCkpCQ++OADPD09uXbtGtOnT6dbt25otVrCw8NZunQpvr6+uY5LkgohhBB5zdwc9pq/yYQdbxo6FCGEKBTyJKkICQnhww8/pH///qhUKlQqFYsXL2bOnDl89913PHjwAK1Wi52dne6cq1evYmRkhFqtpl69ejRp0oRhw4YByeMj1q9fT/ny5XMdW5kyyf/KqtpCCFE4REVFMXbsWJYtW4b9v4vHnT59Gg8PD1xcXLh16xYTJ06kZs2aGZ4fGBjIX3/9hampKcHBwfTo0QNXV9eCLALm5vDiRYHeUgghCrU8SSq0Wi1jxozRJQHu7u6MHj0aa2trAKpWrZrunJR9KRwcHADYuHEjtWrVomPHjnkRGhpN8oe/tFQIIYThrVu3jnv37rFjxw6WLl0KQFhYGL169cLf35/y5cvz6NEjBg0axPHjxzO8xqpVq/j66691r0eOHKlrBS8o5uZQ+q4/WLWEAwegZcsCvb8QQhQ2eTKmonLlyrqE4v79+9y4cYNWrVoB8OLFC9avX8/mzZsZP348165dA6BatWo0bNiQpKQkgoODcXV15e7du2zdupU5c+bkRVg6sqq2EEIUDuPHj0/3GX/48GFMTEx09UiVKlUIDAzk/v37GV7j999/58KF/826ZGpqmm/xZsbcHELirZMrF5lWVggh8n72p5kzZzJ37lzd68GDB9Py3yc4lSpVYsCAAVy9ehW1Ws3cuXOJjIzE0tISU1NTBg4cyI8//khYWBi///47JiYmjBo1CrX65blPypSyqaXMcCJJhRCipEuZRja1wjKlrKWlJfHx8XrboqOjuXTpEtWqVUt3/HvvvUezZs14//33sbKy4oMPPsj2vbKqK3LC3Bwexv3bRTc0NEfnCiFEYZWbuiJPk4rg4GCOHDnCL7/8otvWtGlT3fc1atTg+vXrXLx4kcaNG6PRaHTdoJYuXcrIkSNxcHBgxIgR/PTTT8TGxrJr1y4GDhz40ntntaCRJBVCiJIuoz+cC8uUsp07d8be3p6AgACqV6/O33//jVarTTf5R4phw4bh6+vL7t27iYqKon379tm+V14ufhcRbQylS0sFI4QoNnJTV+TplLL79u2jQqrp9U6ePIm1tTWxsbEARP47WrpUqVJ65128eJG7d+8yZMgQoqOjuXbtGmXKlKFChQpER0fnOi5JKoQQovAyMjLi0KFDHDhwgC1btmBmZkbp0qWpXLlyumMjIyOZNGkSP/30E5cuXeLtt99mwIABBAYGFmjMZmb/DtS2spIKRgghyOOWiitXrmBmZqZ7bWdnxyeffKLr7+rj40ObNm2oW7eu7pi4uDgWLFjA+vXrM7xmXFxcruOysJDZn4QQojCztLRk0qRJADx+/JjExERat26d7riDBw/SsWNHXV0zZ84cEhIS8PX1xcnJqcDi1c3+5H0AbGwK7L5CCFFY5WlLhaWlJbVq1dK9trOzo0mTJixdupSvv/4aX19fdu7cqXfO/PnzmTlzpq6CMDMzo1atWkRFRREaGqqXpLx6XPIgSQiRM76+vnnSUipeTlEUKleuzM2bN4Hk2Z1mzpypeyB15MgRLl++DCR3o/Xz89M7PykpSTd2r6CYm0N8PCTWaQCVKhXovYUQojDK05aKWbNmpdvWp08f+vTpk+HxcXFx1KtXj4YNG+pt/+9//8uvv/6Kubk5b7zxRq7jkqRCiKIjOjoaRVEwNzc3aBzr169n5cqVBo2hOPLw8ODYsWMATJ8+nQ4dOvDOO+8wdepUDhw4wLZt271KahMAAEuMSURBVChdujRTp07VnbN8+XKaN29O/fr1adiwIT169GDq1KnY2dkRFxeHm5ubblrygpLy65nw/Q8YmSrw7rsFen8hhChsVIqiKIYOIjdSBo9ERERkOvhu5kxwd4c7dwo2NiGKu4iICBYvXkxoaCj29vYYGxtja2tLQkICTk5OOV5vZs+ePUydOpVhw4blaGrp0NBQVq5cyfz58+nduzd9+vRhwoQJbNy4kRUrVvD48WPefPNN3n777Qz76af18OFDfv75Z2bNmkVoaCjz5s1jxYoVDB48mClTptC2bVsAbt68ybBhwyhVqhSffvopAwYMyFF5DS07n5/FRV6Xdc8e6N0bonsOpnRiJOzfnwdRCiFE4ZPdz888n1LWUFKmCcxo1Lq0VAiR9x49ekSnTp2YP38+r7/+um67n58fHTt25I8//sjxNXv16sXp06dzfF6FChUYO3Ysc+bMYcWKFbppSMeMGYOHhwf9+/fniy++yPb13N3dGTlypO7ay5cvZ8OGDUyYMEGXUABUr16dPn368MUXX2BkVHQ+TlOmDCwsU8oWRSktFfFmVpS+H2TYYIQQohAoOrXgS7xsStnISFAUUKkKODAhcig6Gvz9C/6+Li7JM9pk18SJE2nTpo1eQgHQuHFjJk6c+MpxqF7xP6mXlxfVq1fXW9cgMTERHx8fZs+enaNrpUxtmpqzszO3b9/W2/bTTz8xefLkIpVQwP+mDCwsU8oWRSlJRZyJPLUSQggoRklFViwsIDERYmOTpxQXojDz94dUy7sUmLNnoUmT7B378OFD9uzZw4YNGzLcP2DAAN0CY99//z0WFhYkJSVx9+5dZs+ezbNnz3B3d6datWokJSWxb98+vWu9ePGCjRs3ArBr1y7dGKuseHl50alTJ71tZ86cQa1W06JFi+wV7N9zmjVrlm67s7Mzt27d0r0+f/48lStXxkZm/ilSsmrVzomUX8fYUlaQyXoaQghRlOW0VbtEJBUpDRjPn0tSIQo/F5fkP/ANcd/sunv3LoqiZPoHdZs2bYDkyRg+/fRTrl+/jqOjI5MmTeLnn38mKiqKsmXLMmTIECC5v2Zqp06dYsmSJQDs2LGD/fv3Z7kIpqIoHD58mM6dO7No0SLd9iNHjtCpUyc0Go1um5eXF/Hx8fTs2TPDa23bto2ZM2em2+7s7My1a9d05fL09MxwcgpRuOXl4ncAIS4dsHfM04kUhRCiUMhpq3aJSyrkoaIo7MzMst9iYCiOjo6oVCoeP36c4f74+Hji4uKwsLDgzJkzeHt74+XlxZMnTwgODmbYsGF07dqV1atX07ZtWz766CO985umaqopV65cuqQjrUuXLvHkyROWL19OpVTTe+7du5devXrpHVuxYkU2btyYYVIRHx9PbGxshn90Ojs74+npCcCKFSt45513soxJFG8pSUVQrf/QrP9/DBuMEEIUAiXi8UrqpEIIkXtVqlShV69eHDlyJMP9x44dIzg4mMDAQIYMGYKNjQ1vvvkmDRo0AJJXUL59+zZLly6lVKlSdOrUSW+hy9QtC9nh5eWFq6urXkIRGRnJyZMncXNz0zv2n3/+4bXXXsvwOnv27EmXhKRwdnYmICCAY8eO4eLiQvny5XMUoyhedFPKhoTBkSOQBwu1CiFEUVaikgpZVVuIvPPTTz9x4sQJ1q1bp7c9IiICf39/atasyc6dO6lfvz7du3cH4P79+0Dy7EpXr16lQ4cOfP3117i6uuolFTl16NAhunXrprft8OHDVKhQgbp16+ptP3jwIFFRUWzatEnX8pDCy8srXRKSwtnZmdjYWDw9Pendu/crxyqKB1PT5Ik/zK6dhf/8Bx49MnRIQghhUMWm+1NWg+8sLJL/lZYKIfJOlSpVOHXqFIsXL+att97CyckJMzMzrK2tdbM/DRkyBF9fX7Zt2wZA+/bt+eWXX+jevTt//PEHly5dIiYmhh49emBpacm+ffvw9PQkISEBT09PIiMj8fHxISgoCBcXF1q1aqUXg6+vLzt27MDLywtjY2MOHjxIp06dWLhwIbt378bIyIhFixYxffp0IHk2qNjYWIYOHcrBgwcJCvrfVKChoaGULVsWtTrjZy3VqlWjVq1afP755/nxdhYomVI291Sq5NaKCOXfp1YyWFsIUcKViMXvYmKS+6lv2gR5sEC3EKKIOn78OEeOHGHmzJm8//77fPTRR1hZWVG+fHmWL1+Om5tbupaN4kwWv8udypXhy6HXeWe5C3h7Q4cOeXJdIYQoTLL7+Vkiuj+ZmoKRkbRUCFHSnTx5UjdAu2zZspw7d46yZcsCcOXKlRKVUIjcMzODMO2/M6JIBSOEKOGKTfenrKhUsqq2EAI+/vhj3ffz5s3TfR8QEICrq6shQhJFmLk5PEuygqpVk1dXFUIUWZs3b+bcuXMMGjSI1q1bGzqcIqlEJBUgSYUQInPVq1dn0qRJhg5DFIC8WvwOkpOK8LjS8OBBHkUnhEhx8OBBfvnlF3799Vc++OADqlSpQlJSEn5+fnTq1Il33303T+83dOhQNmzYQP369TNMKlLH8+GHH1K5cmWio6O5fv06ffv2ZeTIkVlev1mzZrz//vuMGTMmT+POT7L4XSYsLWX2JyGEKOnyavE7SE4qXrzIk0sJIdLo0qULNWvW5Ndff2XGjBlUrlwZSO7f7+joiLm5OWPHjs2z+2k0GqpWrZqteKZPn66L58mTJ1StWhWNRsOwYcMyPX/27Nk0KeyLUKWR08XvSsSYCkieAUpaKoQQQuQVXVLRoQPMn2/ocIQoESwtLXF0dMTPz8/QoQDJC6paWVlx/PjxLI/r06cPtra2BRSVYRSbloqXNWlL9ychhEgmU8rmDXNzePyY5GZwWadCFCHR0eDvX/D3dXFJnuAgN/7++2+CgoKYMGECAEePHsXb2xtnZ2du3LhBv379aNq0KXv27GH69OkMHDgQJycnVCoVu3bt4tdff8X839UrT58+zdatW2nWrBlarZaAgAA6deqUo3guX75MXFwco0ePBtDd97XXXsPJyYmffvqJr776igULFjBo0CA+++wzIHk2wi1bttCgQQNu375N7969adeuHVu2bCEwMJBq1apx7NgxFi9ejLW1dbr7xsTE8MMPP+Dj48P48eN59uwZ58+fp1+/fjkuQ14pNknFy5q0LS3hyZMCDEgIIQqpnDZpi4zpWiqsrGSdClGk+PtD06YFf9+zZ+FVegD98ccfWFlZ8ezZMzZv3syGDRto0KAB/v7+zJgxgxMnTgAQHx9Pw4YNOXbsGL169eLkyZOcOXOGuXPnArBjxw7279/PwIEDefDgAQMHDuTKlSu6z8FNmzZlKx4PDw/Kli1LXFwcz5494+LFizg5OQHo7vv333/z3XffYWNjQ9++fTlz5gwxMTEAPHr0iEGDBnH+/HkqV67MnDlzOHv2LMbGxnz//fe68jx9+pSFCxfy9ddfp4th165dvPXWW+zcuZOYmBhGjx5NixYtGD58OOfPn8/5m5wHik1S8TKWlnD7tqGjEEIIUVzokorKklSIosXFJfkPfEPc91X069dPN4ZhxIgRNGvWjGvXrhEWFkadOnV0x5UqVYrKlSuzY8cOJk+ejEaj0RvHUK5cOZ7/223l999/x9bWVu/BSpkyZbIVz4ABA3B0dMx0v0ajoXnz5gC6cRYajUa3f8eOHdjb2+vKNGfOHAA++ugjypQpw65duwAwMTGhfPnyGd6jR48emJqacuvWLQYMGADA/fv3CQkJISwsjOHDh/PNN99Qr149tFotH3zwAc2bN8/XgeIlKqmQgdpCCCHyil5LRWCgocMRItvMzF6txaAwsLa2pk+fPsybN4/x48cTFxentz8hIYH4+Hjd69R/zKeV0g0qP2R1ba1WS0ZrT2s0Gqytrenfv/9Lr29tbc0///xD8+bNMTJK/nN+//79uLm5UbZsWUxMTKhXrx4AarWahIQEunTp8mqFySYZqC2EEEK8AnPz5L7pfP45/PCDocMRokRITEzk7NmzNG7cmJEjR3LlyhXdH+gxMTHcvXuXwYMHv/Q6AwYM4ObNm0SmeuIcGhpKUlJSvsWe+t6BgYHcu3dPt23Lli2MHj2a48eP67pJabVaVq9enel1vL29adCgAZA8C9Xu3buZN28eDx48ICYmhoMHD+rWZHr06FGWs1vlhRLTUmFtDWFhyesTqVSGjkYIIURRp2upeNU+HUKITHl5ebFx40YAvvrqK6pWrUpSUhInTpzA0dGRb775hooVK/LVV18xb948KleuzN27d9mxYwe2trbs27cPT09PAFq0aEFYWBg+Pj4EBQXh4uJCq1at2Lx5MzNmzKBt27ZotVpUKhXr16+nbt266daqSB3PzJkzGTt2bIZP/lPum5CQQKVKlXjnnXfYu3cvnp6eqNVqunbtSps2bdixYwdffPEF7dq1Q6vV0rNnT+zt7Vm3bh1Tp06lQYMGxMXFMWrUqEzfI29vb5o2bYq7uzu+vr5s374dBwcHfv75Zz788EO6dOnCl19+yYABA3TJR35SKRm1vxQhKQMNIyIishyovXcv9OoFd+6Ag0PBxSeEEIVVdj8/i4OUsnbv3j3PFr9bswbefhuSvP9BtccTFi3Ko2iFECJriYmJ2Nra8uDBA133pxTvvvsu8+fPJzIykk8++YRmzZrRqlUratSokaPWitQzBe7bt++ldUWxaal42ZSy9esn/3v5siQVQoiSrSRPKZvXi98pCiT4XaHUkiWwcKE0hQshCoSvry9169ZNl1AA9OzZkyNHjnDr1i1WrlzJxo0bCQgIoFGjRjm6R05nCiw2ScXLKopq1ZLHVVy+nNxiIYQQqfn6+lKvXj3McjuJehEgU8rmjZRxmLEmVpTSaiEqKrmiEUKIfHTlyhVmz55NaGgo+/fvp1u3bnr7e6X5Q3fatGkFEleeJhWnTp2iSpUq2NraEhwczP3792nVqlWW55w5c4aLFy+iKAqDBw/Wq+D279+Pubk57dq1y3VsKlVya8Xly7m+lBDiFUVHR6Moim5WjLSvDWn9+vWsXLnS0GGIIiQl/4wpZYUlJE8rK0mFECKf1atXjwMHDhg6jHTydPanH3/8EQcHB4yMjOjfvz/lypUDkp8ATpkyhY0bN/5/e3ceF2W1P3D8MwwybLKIKIKAiRq5XUkxt1yuppJamZlbZum9ltY1y1+lWWl2LczlV/ZrL9OrCF7Xcl9QQcEtt8oNFEyRRVFkkX3m+f0xMDIsijIwyHzfr9fzGp79PAd4znyf85xzmDhxIvFFXe+lpaURHBzM+PHj8fT0ZO7cuYSGhhISEkJwcDDTp0839PNrChJUCGEaO3fuZOzYsahUKt544w2Cg4OZO3cuw4cPN/pi3qlTJ0PDts2bN/Poo48yf/78cufvVVpaGnPmzEGj0TBu3DiCg4P59NNPGTVqFK+99ppRl4J3k5iYSJMmTVCpVKSmpjJlyhRUKhXDhw8nKirKsF1sbCwdO3aka9eurF+//r7SLeqO4lj4lrqolly6GBRCWDCT1lQ0a9aMK1euoNPpaNq0KQB5eXkMHz6cQ4cO0bhxY1q1asXLL7/M3r172b9/v6HBSFBQEBcuXGDUqFEUFhYyYMAAQkND0Wg0Jktf27bwn/9AYSGU8wqaEKKSnnjiCVq2bMmKFSuYMWOGYQCfjIwMmjVrhoODAy+99BKzZs0yDDw0aNAgDh8+bDhG6fl75erqyoQJE5gzZw6LFy821HIWFBTg7u5OQEAA//jHPyp1rJCQEMaMGQNAw4YNWbx4MUuXLmXChAl0797dsF3z5s0ZMmQI77//frnvsQrLUhxUZLj4wKRJUMmBs4QQoi4yealYulV5ZGQkTk5ONG7cGNB363Xw4EFSUlJwcXExbKcoCr5FLajnzp3L6NGj8TdxN31t20Jenn5k7YcfNumhhTCZ7Oxszp49W+Pn9ff3r3J7AicnJ5o1a8aJEycAGDJkiNF6ValGrKXn71V4eDgdOnQwem0yNzeX3NxcbG1tK32cuLg4mjdvbrTMz8+PCxcuGC37/vvvmTRpkgQUVZSVlcVLL73EokWL8PHxAeDw4cOEhobi7+/P+fPnmThxIi1btqzwGD/++CPJycl4e3uj1WoZP358TSXfoDioSHP0lnEqhBAWz6Ql461bt/j555/RaDTs2rWLt99+m4sXLxpegwL9aIH169fn1KlT9OrVi+3btwMQExNDr169OHLkCLGxscyaNcuUSQOMe4CSoELUVmfPnqVjx441ft6jR48aahXu1759+0hISGDChAns2rWL9957j2HDhvHuu+/edd+UlBRCQkIMXxK3bdvG0qVL77hPeHg4vXv3Nszn5OTwwgsv8OKLLxpqHu7mt99+o1OnTmWW+/n5cf78ecP88ePH8fDwMDwgEfdnyZIlXLp0ibVr17JgwQJA/yrboEGDOHv2LG5ubiQlJTFs2DCio6PLPcZ3331HXFwc8+bNIzY2lk6dOvHyyy9XOUi9V4bXnzJ1cPwkNG0K7u41mgYhhKgtTBpUPPfcczz22GMANGrUiKFDhzJ27NgyTwxtbW25efMmarWa999/n6ysLHx8fFAUhQ8++IBVq1YRHx/Prl27cHZ25vnnn7/ruYu7lC2pdPeyjRrppz//hGHDTHDBQlQDf39/jh49apbz3o9ffvkFZ2dnbty4wcqVK1m6dCnt2rWjXbt2REREGEYGvZvly5fj6urK8OHDAf2rVHcTHh7OmDFjCAsLo6CggNWrV9O1a1dmzJgB6Acrys/P58knn6zwGKtXr2bmzJlllvv5+XHmzBlA/xrnpk2b+OCDDyp1LbVRcTeyJZmjS9niGoWPPvrIsGz37t1oNBrc3NwAaNKkCfHx8Vy+fBlvb2+j/fPy8pgxYwbHjx8HoEWLFpw8ebLGAwooEVTcAjp2hO++g3/+s8bTIYQQtYFJg4qST1dbtGjBuXPnUKlUlB5fLysri4YNGwIYBRxTp05l1qxZ1K9fn/Hjx7N69WpiYmKIjIykZ8+edzx3Zfsel8baorazt7evco1BTXr66acNbSpGjx5Np06dOHPmDNOmTUOtVlf6OIMHD6Z///589913dO/enTfffPOO2587d45r167x4YcfGnqPGjVqFIGBgWg0Gt566y3c3d1ZtmxZhUFFfn4+ubm55d47/Pz8DKOxfvnll0yePLnS11IblTeGT23pUtbJyalMw/rs7Gz++OOPMkFFdHQ0aWlpxMbGcuDAAX7//XeeeuopmjVrVqlzVeYBVGUZgoocK32vT+np93wMIYSoTaryAMpkQcXBgwfp168fqamp2NrakpmZCYCLiwtXr141bJeXl0dmZqah/USxbdu20ahRI7p27cq5c+coKCjAysoKf39/fvvtN1Mlk7ZtoRb2wiVEneDi4sKQIUOYM2cO06ZNu6d9ra2tuXDhAgcOHGDz5s307t2bM2fOVNhZw+7du+nWrZtRd7TW1tZ4eXmxb98+3nrrLfbv30/fvn0rPOfmzZvL9OddzM/Pj7i4OCIjI/H39zc8RRem16dPH3x8fAxtW/bt24dOpyO9nC/pSUlJANjY2DBy5EgGDx7Mww8/zJkzZyr1YMmUg9+p1aDRFNVUODlJ709CiAdeVR5AmaxL2aZNm/L2228bah6ioqLo1q0bEydO5OrVqyQkJAAQERFBYGCgUVBx/fp1li9fzvTp0wHK1Gzk5eWZKpm0bQuxsZCba7JDCiGKFBYWcvToUTp06HDP+4aEhHD69Gl69uzJvHnzCAgIuOP/fnh4eJkBfyIiIti7dy9Tp04F9F3fZmVlsXz5ckOtQ0m7du2iX79+5R7fz8+P3NxcNm3axODBg+/5ekTlWVtbEx4ezo4dOwgLC8Pe3h47OztDDVhJxQVbcXfjjo6O6HQ69u/fX6NpLuboWBRUODtLTYUQwqKZrKaiadOmPProoyxYsACtVktMTAzr16/H2tqaZcuWMXfuXLp06UJERAQhISFG+86cOZP58+djZaWPcVq1aoVarUar1XL27NlKV2tXRtu2oNXC2bNwH997hBDov4wXjz/xySef4OnpiVar5cCBAzRr1oyFCxeyZcsWNm3ahJWVFf379ycjI4NNmzahUqkMg2KWnLezs+OXX37hjz/+ICcnh6CgoHKfKB89epR169axZcsWNBoNs2fPRlEUUlJSuHHjBvv27SMgIIDCwkJyc3MZMWIEO3fuNDzYKJaamoqrq6vhvlOat7c3rVq14r333jNx7onyODk58eqrrwL6RvuFhYV07dq1zHYBAQGoVCq0Wq1hWen5muTgUBRUeHhAqQdiQghhSVRK6WqBGpaYmMiff/5J//79jZbHxcWxa9cu3NzcGHaHVtXFVTLp6emVqtLOyNA/UFq+HF54ocrJF0LUUtHR0ezZs4eZM2fyr3/9izfffBNnZ2fDa0yLFy+mX79+tG7d2swpNZ97vX+akkqlIj4+nmbNmqEoCh4eHuzfv5+WLVvy0Ucf4ejoaHiFbs+ePbi7u9O2qAu/Pn36MH36dAYMGMC1a9fo0KEDMTExdxyZvbqutXVrGDgQFi0y2SGFEKJWqez90+ydrXt6epYZ2wL0g0xNnDjR5OdzcgIfH2msLURdd/DgQUMDbVdXV44dO8azzz5rWH/q1CmmTJliruRZrNDQUCIjIwGYPn06PXv2ZPLkyUybNo0dO3awevVq7OzsjNrkLF68mMDAQENQsWzZMmbNmsXp06eJi4tj48aNdwwoqpOhpkIIIe5g5cqVHDt2jGHDhpVbC1sZISEhNGzYkNjYWF5//XUTp7DqzF5TUVXF0dPAgQOpV69epXrxGDQIVCoo5xVrIYQFiIuLY8eOHYbXbSxNce8eBQUFbNu2zSw1FTWtumoqevcGLy8I8f8YjhyBX3812bGFsGTh4eEsXbqUFStWMHnyZMMYRlevXmXNmjUsXLiQkSNH1miaCgsL+fPPP++r3aBWqyUoKIjRo0fz0ksv3fP+S5Ys4cqVK/Tt2xcbG5tyx1eqLg9MTYWp3EuPHm3bwqpV1ZwgIUSt1bx5c4sNKOB27x61pUvZB5mhpiIzE4rGNRFCVF3fvn3x8/NjxYoVvP3220bta9944w1Wr15d42k6e/YsJ06cuK+gQq1Wl/tmTmWdOHGCiRMn0rZtW3JzcykoKCjTPba5maz3pwdJ27bw11/S+58QQoiqMQQV0vuTENXu2rVrxMTE0Lx5cxwdHWv03NevXzdrxx0vv/wye/fuZdu2bWzduvWexoGqKXWmpuJeFL2Wy6lTcJ+vtQkhhHgAFQ9+d78D3pXm6AgJCUhQIR48SUn6qSRXV3joIX2/+6dPl92neGDWc+fKNiZq1gwaNIBr1+DyZeN19etDy5ZVTvKhQ4dwdHSkVatWvPbaayxdupTPP/+c7Oxsjhw5wvfff8+CBQt4+eWXefzxx5kxYwYdOnSgX79+ZGdns2fPHj766CP8/f0BCAsLIz4+Hm9vbyIjI/nss89wcXEhOjqasLAw2rVrx4ULFxg8eDDx8fFcuXKFzZs3k5yczPDhw/Hz87vjcQ4fPsyqVavo1KkTOp2OuLg4evfuXe615eTk8PXXXxMVFcX48eO5ceMGx48f5+mnn6Z3794EBAQQEBBQ5Ty8FyVfla0U5QGXnp6uAEp6enql98nNVRRHR0WZM6caEyaEELXc/dw/H1TVda2vv64o7dsrivKf/ygKKEpOjkmPL0S1mTVL/zdbchozRr8uNrbsupJfGbt0Kbtu+XL9uv/7v7Lr+ve/ryTGx8crgPLOO+8oH374oeLt7a3s2bPHaJuUlBSlVatWypkzZ5QFCxYoV65cMaz78MMPlcmTJxvmN27cqPj4+Ci5ubnKwYMHlS5duhjWff7558o777yjJCYmKh4eHkpSUlJRNs1SPv/8c0VRFGXcuHHKzz//bHT+io6TkJCgeHl5KTdv3jSsGzBgQJn9i61cuVJJT09Xunfvrvz3v/9VFEVRzpw5o3To0KHyGVZNKnv/tMiaCo0GnnkGQkPh/ff1jbaFEEKIe2V4/alvX9i+XT/MthAPgldegaeeMl7m6qr/bNoUjh6teN+lS8uvqQB4/vmyr4HUr1+VlDJp0iSaNWvGoEGDyM7OBuDPP/+kTZs2NGrUiB9//JEBAwawdOlSo3YLKpUKd3d3w/yTTz7J9evXiYiIYOvWrTg6OrJhwwYANBoNbm5urF27Fh8fH8Pgm7Nnz75j2sLCwso9zrp16/Dy8jJqt3anV7aCgoKwtbXl/PnzDB06FIDLly9z9erVSueTuVlkUAEwciSsWAG//w5/+5u5UyOEEOJB5OAAWVmAp6d+EuJB0aSJfiqPre3tV53K8/DDFa9zd9dP1aBz586Gn3fv3m3oZrphw4a0b9+e5cuX06dPnwr3t7KyMkxqtRoXFxeeeeYZo20WL16MUomOUaOjo+nWrVuFx/nyyy/vqatrFxcX9u/fT2BgINbW+q/n27dvp1+/fqSlpTFq1CgWLlxImzZt0Ol0TJkyhcDAQMaNG1fpc1S3OhNU3Ot7sk88oX/1LyyslgUVeXn6EiorS/8UIDv79pSbq59ycvTbFU/5+VBQoJ/y86GwECU/H11eHrqCApT8fBStVv9ZWIhSWKjfRqsFnQ4KC0GnQ9Hp9POlJ0UpO19qUpWchwp/VpVcVlqJdapS60vOlV5XIVNvd58qnV4hakh+QQH5+flkyt9mlRlqKq5eha++ggkT9IMhCSGqTXp6OsePHwfgxo0brFu3jl9//ZWgoCCWL1/O2LFjDdteu3bN8POWLVto0qQJvXr1olGjRgQFBZGTk4OdnR06nY4ffviBoUOH8vHHH3Pp0iV8iv6Xw8LCGDlyJPXr1yc9PR1FUTh37hzdunXjxRdfrPA4n332GZmZmdQvqqlJTU1Fq9VWeF0RERG0a9fOkO6NGzeyY8cOXF1d0Wg0tGnTBtAHRwUFBTzxxBOmzdgqqjNBxb10KQtgYwPPPacPKj75pJpegdJqITFR32ApOVk/paSgTUkhPzkZbUoKSloaVhkZqLOyqJedjfoOf2xGhwbyVSrygAIgH/Q/Kwr5QGHR8oKibQuLPsubdKU+lRLzSonP0j+XN19yotRn6XWl11PBuvLm7/RVqKJ1pvj6JF/BRF2SZ+4E1AHFQYWSkYlqzhzo1UuCCiFMYPfu3SxduhSAefPm4evri06nIzU1lQ0bNjB06FDmz5/P119/zXPPPYdKpaJTp05MnDiREydOMGPGDACuXLnCihUryMnJYd++fezYsYN69erRvn17lixZwrRp02jXrh15eXmMHTvW8ArU+++/T48ePdDpdIaBVF999VVmz56NlZWVYTDVOx1n5cqVzJgxg+7du6PT6VCpVPz888+0bt263AHwIiIi6NixIyEhIRw5coQ1a9bg6+vLlStXyMnJYefOnRw4cIAPP/yQpKSkKnVRWx3qzOB39zOg0d690KcPREdXsReojAw4dgxOn6bw1Clyjx9HdeECtqmpqHU6w2YFwDWViquKwnXgOnADSC+aslQq8u3s0NrZobOzQ3FwAHt7VA4OqOztUTs6YmVvj5WdHTYODmg0GjQaDTY2NtSrV8/wWa9ePaytrQ0/q9VqrK2tUavV5U7F1YDFnyqVyjCvUqkMn6V/Lm++5AQYfd5pWbHKrCutouV3W3c/292v6j6+EPcjIyMDHx8fGfyuClasgLFjIftSKnY+7rBuHRS9Dy2EMK/i9hB3axdRGxQWFuLl5cWVK1cMrz8V++mnn/Dw8GDQoEF07dqV77//nrCwMObOnVsjabO4we/ux+OP618nDAu7x6AiMRF27CB361YKDxzAISEBlaJQAMQCZ4HzwBVra3I8PFB8fLD29qa+jw+NPDxwd3enQYMGNHVzo52rK87Ozjg7O2Nvby9fPoUQNUbuN1VX3O7ylrUzdiDdygoh7suRI0do3bp1mYAC4NixY3z88cf89ddfeHt7s3XrVgYMGEBiYmKtqq2w6KBCrYYRI/RBxaJFd+m048IFCn/8kZywMOpfvIgOOAUcBM44OJDfvj0ujz1GqzZt8Pf3p1uLFjRu3FgKbSGEqMOK22Heyq9HQ2dnSEkxb4KEEABs27aNX3/9FZ1OR+fOnQ2vMNVGp06dYtasWaSmprJ9+3YGDBhgtP7JJ59kz549nD9/nq+++oply5YRFxfH32pVo2ALf/0J4PBheOwxCA+Hv/+91EqtFiUsjMz//V+cjh4lA1gHHHZ1xXrgQLoMHkyXLl146KGHJHgQQpjMkSNHaNOmDfb29tV6nup6Jag2Kr7WgQMHmnTwu+ho6N5dP5hq6x/fgh49oOhdayGEeJCVHPxu27Ztdy0rLD6oUBRo0QK6dYPly28vVLZtI3PyZJwuXiQcWO/igts//sHwceNo06aNBBFC1KCVK1dy7Ngxhg0bVm7jtrpm8uTJfPXVV9V+n7HEoMLU13ryJHToAIcOQYneLoUQos6o7P3TqgbTVK1GjBjBU089RWho6D3tp1LBm29CSEjROC/x8WR064bqySc5cfEir3ToQP6WLXx+7RofzZ9P27ZtJaAQFm/nzp2MHTsWlUrFG2+8QXBwMHPnzmX48OF89dVXJj/fiBEj+P333zl37pzJj303aWlpzJkzB41Gw7hx4wgODubTTz9l1KhRvPbaa+Tn5wP6Lg7nzJmDra0tAwcOZO7cuSQlJd3z+RITE2nSpAkqlYrU1FSmTJmCSqVi+PDhREVFGbaLjY2lY8eOdO3alfXr19/TOUJDQ3nqqacYMWLEPadPGDO8/nQLuHED/vjDrOkRQgizqeaRvatdZYcOv5OCAkVp105RJrbZp2TZ2ytxoEzy9FR+2bBB0el0JkytEHVHfHy8AihJSUmGZenp6Yqrq6vy888/m/x848aNq5bjVkZCQoKiVquVmzdvGpbl5+crzs7Oyg8//GBYlpSUpABKbGzsfZ/rs88+Uy5cuGC0rH79+srWrVuNlhUWFiqzZs1SCgoK7vtcprh/Piiq61oTE/UD8WzcqCjK3LmK4uZm0uMLIYS5Vfb+adENtYtZW8OKJ5fy8LwJHETH4Xff5YuPP6ZevXrmTpqwRNnZcPZszZ/X3x+q+A6/k5MTzZo148SJE6ZJUy0RHh5Ohw4dcHZ2NizLzc0lNzcXW1tbo+18fX1p0aLFfZ8rLi6O5s2bGy3z8/PjwoULRsu+//57Jk2aVG5PIaLmGNVUeHvD9ev6/+Fqbg8jhBC1jZRGwK05c2g/bxbLsOJtpxWcf28MEk8Iszl7Fjp2rPnzHj0Kjz5apUPs27ePhIQEJkyYAMDevXuJiIjAz8+PmJgYnn76aTp27MjmzZuZPn06zz77rKGjgw0bNrBixQocir6lHT58mFWrVtGpUyd0Oh1xcXH07t0bgJSUFEJCQvD29kar1bJt2zbDIEkl5eTk8PXXXxMVFcX48eO5ceMGx48f5+mnnzYcqzLCw8ONts/JyeGFF17gxRdfZMyYMYblu3btom/fvvecb8V+++03OnXqVGa5n58f58+fN8wfP34cDw8PGjdufN/nEqZhFFT4FQ16d/kyPPyw2dIkhBDmYPFBRUFEBLazZvGlnR0+K8PJGt2Vjz+G+fPNnTJhsfz9ixr4mOG89+GXX37B2dmZGzdusHLlSpYuXUq7du04e/YsM2bM4MCBAwDk5+fTvn17IiMjGTRoEAcPHuS3337jo48+AmDt2rVs376dZ599litXrvDss89y6tQpQ+3AckNPCvqfXV1dGT58OKBvRFaeDRs28M9//pP169eTk5PDiy++SOfOnRk1ahTHjx+v9DWGh4czZswYwsLCKCgoYPXq1XTt2tUwYmvJ7ebNm1fhcXbt2kV+fn6FXRuuXr2amTNnllnu5+fHmTNnAMjLy2PTpk188MEHlU6/qD5qNdjalqipALh0SYIKIYTFseygIiuLzGeeIQbouns3nbp0YeZMmD0b+vaFgQPNnUBhkeztq1xjUJOefvppPDw8ABg9ejSdOnXizJkzpKWl8cgjjxi2s7GxwcPDg7Vr1zJp0iTUajWPlrjOBg0aGIKDdevW4eXlZfS6kWPxKGPA4MGD6d+/P9999x3du3fnzTffLDdtQUFB2Nracv78eYYWjXJ8+fJlrl69SlpaGqNGjWLhwoW0adMGnU7HlClTCAwMZNy4cYZjnDt3jmvXrvHhhx8aalFGjRpFYGAgGo2Gt956C4CYmBgSEhLK1FScPn2a1q1bA+Du7s6yZcvKDSry8/PJzc0tt2cNPz8/Nm3aBMCXX37J5MmTy71eYR4ODpCVBXh56Wdu3jR3koQQosbVmd6f7kfKCy+guXmT3954g05dugDw7rv6YOK55+DIETMnUIgHjIuLC0OGDGHOnDncunWLvLw8o/UFBQWG3pIA1HcYcbL4C3x5rK2tuXDhAgsWLMDGxobevXuXOVdxeg4fPkxgYKCh7cH27dvp168frq6uaDQa2rRpA4CVlRUFBQU88cQTRsfYvXs33bp1M0qPtbU1Xl5e7Nu3z7Bs165dtGvXjkaNGhntv2HDBsPP+/fvr/D1qM2bNzNo0KBy1/n5+REXF0dkZCT+/v64ublVmDei5jk4FNVUaDSQmQlFNWhCCGFJLDaoyF2zhsa//MLiZs14dcECw3Jra1i1Ctq3hyefhJgYMyZSiAdMYWEhR48epUOHDowZM4ZTp06hFA2Fk5OTw19//cVzzz131+MMHTqU2NhYMjMzDctSU1PRarUAhISEcPr0aXr27Mm8efMICAgoN6gAiIiIoF27dgBcu3aNjRs3MmfOHK5cuUJOTg47d+5kzpw5ACQlJeHp6Wm0f3h4eJnRTSMiIti7dy9Tp0412q50wPDFF1/Qtm1bw/zOnTvJyspi+fLlhpqHYrt27aJfv37lXoOfnx+5ubls2rSJwYMHl7uNqJz77X78TgxBBej7KRdCiDrgXrsfrzOvP40YMaLyo6TeukX+iy+yx8qKYdu2lek9xd4eNm3SD4zavz9ERoKPTzUmXogHzK5du1i2bBkAn3zyCZ6enmi1Wg4cOECzZs1YuHAh7u7ufPLJJ8yZMwcPDw/++usv1q5di5eXF9u2bTN8qe7cuTNpaWlERUWRkJCAv78/Xbp0YeXKlcyYMYPu3buj0+lQqVT8/PPPtG7dGjs7O3755Rf++OMPcnJyCAoKqnBAnoiICDp27EhISAhHjhxhzZo1+Pr68tNPP/HGG2/wxBNP8OGHHzJ06FBD8AFw9OhR1q1bx5YtW9BoNMyePRtFUUhJSeHGjRvs27ePgIAATp48yapVq9iyZQsDBw7k3//+N9nZ2URHRxMTE8OlS5cAfcCVm5vLiBEj2LlzJwkJCYZzpaam4urqipVV+c95vL29adWqFe+9955Jfn8lR0m1NKtWrTL5QH9GQcU778Bff+mfTgkhxAOs+Dt18eB3d2ORI2onf/EFHlOnsuyDDxhX9ISyPJcvw+OP69+VDQmBUg8rhRC1XGFhIV5eXly5cqXMw4PXXnuNjz/+mMzMTN5++206depEly5daNGiRZnaClOIjo5mz549zJw5k3/961+8+eabODs74+bmxuLFi+nXr5+h7UVNkRG1TaNPH/D01JcTvPUWbNlinm6hhRCiGtSaEbV///13YmJi0Gq1XLt2jYiICMO6lJQUvvnmG7777jvi4uKM9jt//jz/+c9/qiVNN7/7jiNWVgyfPv2O23l76zvhCQyEoCCYNQuK3r4QQjwAjhw5QuvWrcsdy+HJJ59kz549hIWF8dVXX2FlZUVcXNwd23JUxcGDBw0NtF1dXTl27Biurq4AnDp1qsYDCmE6RjUVPj763p8e7Od1Qghxz0z2+tOhQ4fYv38/mZmZHDhwgPfee49evXqxbt06Q5eRrVq1MrwyATBx4kRCQkLIyclh0qRJPP/882i1WvLy8pg1axbh4eGmSt5t6ek0P3uW/wYEEFiJwYnc3GDzZvj0U/jwQwgPh0WLoHNn0ydNCGE6p06dYtasWaSmprJ9+/Yy7SJKN4r+n//5n2pNT3EvUYChDQfoB7sLCAio1nOL6uXgADduFM14e0NOjn6BNKgXQlgQkwQV2dnZbNiwgU8//RSANWvWEBQURGxsLKCvkcjOzqZZs2aGfTIyMrh48SKOjo44OjrSq1cvnn/+eUBfuP/73/+u0qi0FUn4v//DU1HwmDKl0vtYWcHMmfo2Fq+/Do89BiNHwiefwEMPmTyJQggTaNOmDTt27DB3Mu6qefPmvPrqq+ZOhqgCBwd95QRwuwHepUsSVAghLIpJXn86f/48wcHBhhFfBwwYQE5ODlFRUQA0atTIKKAAsLOzQ6PRGOZ9fX0B/Qi8165dY+zYsaZIWhnZS5YQrVbT826NucvRqxecOAE//aRvvN2qFYwYAXv3Sk23EEJUVlZWFs8995yhETvoR1B/8803+e6773j77bcND6Xu5t133zXq2tccjF5/at1aX6VdDQ/FhBCiNjNJTUW7du2IiorCz88PwFBQtGzZktOnT/Pzzz9ja2tLZGQkY8aMoUePHtSrV4+nn36arKwsdDodrVq1Ij09nY8//tioX3dTUq5epXlcHIe6daOHjc19HUOthvHj9cHEjz/Ct9/qG+k98giMGQPPPKMvU6RXQSGEKGvJkiVcunSJtWvXsqCoO++0tDQGDRrE2bNncXNzIykpiWHDhhEdHX3HY+3bt4+lS5cSFBRUE0mvkFFQ4eAAf/+7WdMjhBDmYJKgQqVS0a1bN8N8cHAwU6dOJSAgAEVRaNu2LTY2NgQGBtKlSxfi4uJwcnJi5syZ3LhxA41Gg7+/PxMmTGDevHlYW1vzww8/oFarGTlyJPaVaPtQ3KVsSaW7l/1r0SKaAj4VjL57Lxwc4I03YMoUfU3F999DcDC8/77+AdXgwfqajR49oGHDKp9OCCGqpLgb2ZLM0aXs+PHjAQxt7UA/wKBGozEM6tekSRPi4+O5fPky3t7e5R4nIyODkydPGo3abi5GQQXA4sXg4QFFr/QKIYQlMPk4FUuWLMHDw4PPPvsMgPbt2xt6XmnRogXXr19n9+7dPPPMMwA0aNAA0LfDeOSRR+jUqRNTp05lypQpeHp68t///pcXX3zxruetTN/jhSEhRNrY0Gvo0CpcoTGVSl9T0acP5ObC7t2wYQOsXw+ff67fpnVrCAiAv/1NP6he69bg5aVvqyGEEDWhvDF8Ktv3eHVzcnIyGmkd9G31/vjjjwqDih9++IHXX3+dNWvW3NO5KvMA6l45OpYKKtavl6BCCPFAqsoDKJMGFVu2bEGr1TJ//nxyc3M5evQo/fr14/Tp0zz00EOG0XFtSr16lJiYyLp16wgJCQFg69atfF70jbyiwaDule7yZZonJHCwb1/UarVJjlmara1+FO6iXiP56y/Ytw+iouDkSX2wUVzw2NnpazT8/MDXV9+2z8dH39e5hwc0aaLfRggh6ro+ffrg4+NDXFwczZs3Z9++feh0OtLT08vdfuPGjQwYMMCoXV5lVefgd4pS9OqrtzdcuGDScwghRE2oygMokwUVkZGRJCYmMmTIEJKTkzl48CCNGzdm4sSJhkbaUVFRPPTQQ/Tt29ewn6IoTJ8+nf/93/9FVdQQoeR4fHl5eSZJ34UvvqAZ0KKau40syddXP73wgn5ep4O4ODh3DmJiIDZWX+5s367vKCQ723h/R0f9q1Pu7vpORFxdwcVF/1m/Pjg56T8dHfWFWvFkb68PSOzs9IGOrS2U002/EELUCtbW1oSHhxMaGoqLiwstW7bEzs4ODw+PMtsmJiaSlpbGkCFDzJDS8jk46AOKnBz9/RcfH/17sUIIYUFM8lUzLi6OwYMHG2oiiqWnpzN8+HA+++wz1Go1p06dYseOHUZPl7755htGjx5N48aNDcsGDhxIXFwcTZs2Ndk7v6lHjlBPpaJz//4mOd79sLLS1060aAGlushHUfTdmicl3Z6uXYPr1yE1VT8lJ8OZM5CWBpmZkJEBhYWVO7daDRqNfrKx0U/16t3+tLY2/lSr9T+r1WV/trK6/Vn65+JJpbr9Wfrn0hPcfV3Jz9LLSjeKL2+70j+XN3+35fe7XXUfQ4j7lZtr7hTc5uTkZOhaNyUlhcLCQrp27Vpmu+3bt5OcnExwcDAAMTExrFy5kpycHLM12C4eL/HWrRJBxZUr+hu0PNERQlgIk9ztmjdvTkZGRrnrevToQY8ePSrc187OjoEDBxotCw4OZvny5djY2PDSSy+ZIomok5K4YWdHs1rakEGl0tdGuLlB27aV20dRIC8PsrL0hVnxZ07O7Sk39/aUlwf5+fopLw8KCvRTfr6+7CsouP2p1eqnwkL9Z37+7WU63e2fFeX2fOmfi+fL+7l4vvg6iqeS88U/V7Ss9PqK1lWUd/e63Z2Yq0th6cpYVEVt+ftRFAUPDw/2799Py5Yt+fbbb5k5cya2trYA7NmzB3d3d9q2bcvLL79stO+3337L6NGj6d27txlSrlcyqHB3BwIDYepU/Y1WggohhIUw+92udAEBYG9vzyuvvGLS89jduMH1WtAg0ZRUqtuvN0kPU0KIe5WRATV9WwwNDSUyMhKA6dOn07NnTyZPnsy0adPYsWMHq1evxs7OjmnTphn2Wbx4MYGBgbQt8cQlISGBxYsXk5yczMKFC8nOzubJ4gZtNaxkUAHoe+aQUdKFEBZGpSi15VnV/SluPDJw4EDq1atXYS8el2xtOduqFf1//90MqRRCiNqjuHePgoICtm3bRnp6uskbL9c2xWVFdVzryZPQoQMcOgSdO6OvAjp8WN/zRgW9VwkhxIOisvdPs9dUmMode/RQFBrm5aF4edVsooQQohYqfvhSW7qUfdA5Ouo/DTUVKhUMHAj/8z8wc6bZ0iWEEDWpdjYwMLH8q1exB+oV9UIlhBBCmEqZ159A367i4EGzpEcIIcyhztRU3Mm148fxAhxatTJ3UoQQQphR8eB3VR3wrqTioCIrq8TC7t3hiy/0PVLU0g5ChBDiTkq+KlsZFhFUpJ06hRfg2q6duZMihBDCjKpj8Dt7e/2nUU1Fjx4wezacPQutW5v0fEIIURPu9VVZi3h8kn3uHDrAQ3rjEEIIYWJqtb4XPqOg4rHH4JFH9AMOCSGEBbCImoqCixe5qlLh4eZm7qQIIYSogxwcSgUVjo5w+rTZ0iOEEDWtzgQVd3pPVpWURKpGg4eZ0iaEELXJvb4nK+6uTFBRLDkZPKT0EULUfXUmqLjTe7K2qalkFPf5J4QQFk66lDU9R8dygor16+HZZ/WBRePGZkmXEELUFItoU1E/I4McGXJaCCFENXFwKNX7E0CnTvrP6OgaT48QQtQ0iwgq3HJz0Un1sxBCiGpS7utP3t76KSrKLGkSQoiaVOeDisLMTBrodKhl4DshhBDVpMI2Fd27w/79NZ4eIYSoaXWmTUVFUn//HQ/AvkULcydFCCGEmVXH4HegDyquXy9nRY8esHs3FBaCdZ0vcoUQdYgMflfKjaKgwqVNG3MnRQghhJlVx+B3oA8qLl0qZ8U//gGTJsmo2kKIB869dupRZ4KKip4+ZZ07B4B7hw5mSpkQQtQu0qWs6VX4+pNGo//MytJ3ESWEEHVUnQkqKnr6lBcfTzrQwNe35hMlhBC1kHQpa3rldilb7Ouv4ZNP4MKF20GGEELUMXW+PlaVkMBVGxtUKpW5kyKEEKKOKrdL2WJ9+0JiIqxYUaNpEkKImlTng4p6165x08HB3MkQQghRh1X4+hPAww/D00/D/Pmg09VouoQQoqbU+aDC4eZNclxdzZ0MIYQQdZiDA2Rng6JUsME778C5c7BxY42mSwghakqdDyoaZGdT0LixuZMhhBCiDnNw0AcUOTkVbNC1K/Trp29XIYQQdVCdaahdHl1BAY20Ws75+Jg7KUIIIWqB6hynAvSvQNnbV7DR9u3StawQ4oFhseNUlFdQ3DhzhoaArZ+feRMnhBC1iCV3KVtd41QU9xZ76xa4u1ewkZUVaLXw73/Dq6+C1KILIWoxix2noryCIvXkSRoCTq1bmydRQghRC0mXsqZXXFNRYQ9QxVJS4Ntv4ZdfYM8ekPwXQtQRZq2H/e2331iyZAk//fQT6enpRuu2b9/O/v37q3T8jDNnAGj4t79V6ThCCCHEnZR8/emOPD31r0HFx8NTT92hEYYQQjxYaqSm4siRI4SEhBAQEEBUVBQzZszAxcWF4OBg1qxZw9atW5k7dy4BAQHodDouX77MqlWrOHjwYJXOm3fhAnmA+yOPmOZChBBCiHJUOqgAaN8eNm2CJ56Abt30NRYuLtWZPCGEqHbVHlTk5eUxfPhwDh06ROPGjWnVqhUvv/wy06ZNw9PTE4CgoCAuXLjAqFGjKCwsZMCAAYSGhqKp4sijusuXuapW461Wm+JShBBCiHLdU1AB0L077N0L//2vPqBQFDhwADp2lFG3hRAPpGoPKiIjI3FycqJxUYO0zp07c/DgQaP2D4qi4OvrC8DcuXMZPXo0/v7+VT63dUoKNxwc8K7ykYQQQphKVlYWL730EosWLcKnqHe+w4cPExoair+/P+fPn2fixIm0bNmy3P0PHTrE/v37yczM5MCBA7z33nv06tWrJi+hjHsOKgA6d9ZPAOHh+poLe3vo2VNfg9G6NQwbpl+fm6sPNlQqk6ZbCCFMpdqDiosXL9KgQQPDvFqtpn79+hQWFhoCi5iYGHr16sWRI0eIjY1l1qxZJjm3/Y0b3JJGcEIIUWssWbKES5cusXbtWhYsWABAWloagwYN4uzZs7i5uZGUlMSwYcOIjo4us392djYbNmzg008/BWDNmjUEBQURGxuLl5dXjV5LScXdyM6dC8uW3fv+KuXvPNTtOAHXd/LokZ34hS/mhsaDyT/qg4q1O92xVgrItnYiz8qOAitbZj/6K1ccH2Z43Dweu/orisoKHWoUlYoIj5Fs9XkF38w/mXj2LcN5FFRk1mvAvA6hAEz7fRwu+SlGaVna6lMuOAXQ78oyeiaFGa074daPdQ9No2FuAlP+/KfROkVlxayOmwF49fQUPLNjjdavfuhd/nDrTZeUX3jy8rdG62KdA1necg52hZnMOPF8mfz5tMN/ybGuz9jYD2iZ/pvRui3er3Kw8dO0u76X4fHzjNZdcWjFd498AcBHRwehUoxHNF/c9gdSbZvybPxCOlzfZbQuoskowr1exC/jOONi3jNal27TiIXt9b/od06OxrEgzWj9jw8v4FL9Ngy4/CPdU9YarfutYRC/NptC4+x4Xjs92WhdgZWGjx/dAMDrpybRKOei0fowv/c57dqdHsmr6Z+wxGjdGZduhLb4AMf8G7zz+xhK+zhgPQVqW14+N52HMk8ardvo+y+OuD9JQOpOhl5cZLTukmMbfvRfgJWiZfbRwWWOu6jdUm5qGjM8Lph2NyKM1oV7vkiE5yha3TzMC+eNv9tdt/Xii7Y/AvDe8eHYao17OfjukS+44tCKQZe+4bGrvxqtO9ToKTb7TMIr6xyvnJ1qtC5X7cgnAasBeOPPf+CWe8Vo/YqWc4hxDqR34kr+nrjcaN0fDXqxuvl0XPJSeOuPl8pc6+yOm9Cp1Pzj7DR8sk4brVvf7C2ON3yCwGtbGPLXl0br4up3YOnDn1JPm8sHx4eWOe5n7UPIsmnAqPMf88hN4/vejqYT2O/xHK3Tohh54d9G667aNeP/2nwDwAfHnqGeLs9o/VetvybF/iGeurgYt7xEbBYF88wzZU5vMtUeVKSmpmJra2u0zNbWlvT0dN5//32ysrLw8fFBURQ++OADVq1aRXx8PLt27cLZ2Znnny97cylPcZeyJb3YsCGNip8CCSGEBSvuRrYkc3QpO378eAA++ugjw7Ldu3ej0Whwc3MDoEmTJsTHx3P58mW8vY3rms+fP09wcDATJkygRYsWDBgwgJycHKKioipdXlQHtRpmzICYmPs9ghUpjh3Y1qQD23gbgHraXByK3t794dFvccy/gV1hBjbaXGy0OeDkhIMd3HLy4GpeS6wUHSpFhwodOof6ODiARqsmx84VlaKgQj/cd2E9R0PNilZjT4HK0SglGns1Dg5gZWdDocbBaJ3KVoODA9hZqcqsU7AyHFextaNQa7zext4aBwewtqtXZl9sbXFwANsCyq5DH7RZ1dNvV5hrvN7arh4ODmCTY102TRo7Q5oKbRxQYRxU2NmrcLDTX1fpfdVFx9UUqsus09rYG+VhoVW+8eXY6/NCXU4eWtnp89AWq7LHtdIYjqvT2FGoK5WHdvrfjbVtxXloX6/s7wbA3kFFobrod5NvvL6enf53U+9WOXlYdFwrpfzfjZ29igJbsConD4t/N5r8snmo09zOw0JbBwoLjYejL85DK9ty8tDWRp+HurJ5WGjtUCIP7SlUys/Dcn83xX/f6vLz0MEBdKqiPCyoIA+zyuZh8e+mnraCv28HFYqNfruK8tAmt7w8tDP6O1TpjL/WG/LQTgMqW0p9TTY9pZp99dVXSv/+/Y2Wubi4KBEREUbL3njjDSU6OlrRarXKs88+q2i1WuXMmTNltistPT1dAZT09HSTp/1BtHLlSnMnodaQvDAm+XGb5IWeOe+fgBIfH68oiqLs2LFDcXd3N1rv5OSkbN68ucx+Op1OiYqKUnQ6naIoivLnn38qgHLs2LE7nq/4WgcOHKgMGTLEaKrs34Ml/t3INVsGuWbLUJlrXrlyZZl75MCBAytVVlR7l7L+/v5cvXrVMJ+Xl0dmZqahDQXAtm3baNSoEV27diU2NpaCggKsrKzw9/fn0qVL1Z3EOqX0k0hLJnlhTPLjNsmL2qVPnz74+PgQFxcHwL59+9DpdGW6GgdQqVR069YNVVHbguDgYKZOnUpAQEClzrVq1Sp+/fVXo6myI2tb4t+NXLNlkGu2DJW55lGjRpW5R65atapSx6/215969uzJ1atXSUhIoGnTpkRERBAYGGgIKq5fv87y5ctZvlz/XpuiGFd/5eXllTmmEEKIusPa2prw8HBCQ0NxcXGhZcuW2NnZ4eHhccf9lixZgoeHB5999lkNpVQIIURFqr2mwtrammXLljF37lyWLVtGWFgYISEhhvUzZ85k/vz5WFnpk9KqVSvUajVarZZTp07RrFmz6k4iYJqItbYcozakobYcozakobYcozakobYcwxSqmo66lBem4OTkxKuvvsrIkSNp2rQphYWFdO3atcLtt2zZglarZf78+eTl5XHx4sWaS+x9qMrvylz7VpVc84Oxb1XJNT8Y+9aEGhlRu1+/fnzzzTeMGzeOJUuW0Lx5cwASExN59tlnDeNVAFhZWbFw4UJ++uknzp49S9++fWsiibWmgK8NfzC15TokL0x7jNqQhtpyDFOQoMJ0FEXBw8OD2Fh9b0HffvstM2fONHTysWfPHv7880/D9pGRkSQmJjJkyBCSk5PZtm0bSUlJZkl7ZVnilxC55gdj36qSa34w9q0JNTKidkU8PT2NAopizZs3Z+LEiZU6RvHrUhkZGVVKS0FBQZ04Rm1IQ205Rm1IQ106Rm1IQ106Rm1IQ/G+pV87rU6hoaFERkYCMH36dHr27MnkyZOZNm0aO3bsYPXq1djZ2TFt2jTDPosXLyYwMJC2bdsSFxfH4MGDyczMNDpuee0vSjJFWVGV/H4Q9zXnueWaa25fc55brrnm9q3K/pUtK1RKTZYm1SAhIaFMl4NCCCEq7/LlyzRt2tTcyahWUlYIIUTV3K2seOCDCp1OR2JiIvXr1zf0BiKEEOLuFEUhMzMTT09PQ7u2ukrKCiGEuD+VLSse+KBCCCGEEEIIYV51+9GUEEIIIYQQotpJUCGEEEIIIYSoEgkqhBBCCCGEEFUiQYUQQgghhBCiSiSoEEIIIYQQQlSJBBVCCCGEEEKIKjHriNpVdeTIEUJCQggICCAqKooZM2bw0EMPmTtZNebQoUPs37+fzMxMDhw4wHvvvUevXr0sPl/effddBg8ezOOPP26xefHjjz+SnJyMt7c3Wq2W8ePHW2RexMfHs3XrVmxtbUlOTiYoKIiAgACLyousrCxeeuklFi1ahI+PD3Dne6cl5U1lWEp+WHp5YknlhqWVD5ZUDpj9fq88oHJzcxVfX18lOTlZURRFiY6OVnr16mXeRNWgW7duKdOnTzfMr169WrGzs1MuXrxo0fkSGRmpNGrUSNmzZ4/F/o18++23yjvvvKMoiqLExMQoTk5OFpsXxflQbPTo0RaVFz/99JMya9YsBVDi4+MVRbnzvdOS8qYyLCU/LL08saRywxLLB0spB2rD/f6BDSp27NihtGvXzjBfWFioaDQaQ+bUdSdPnlQAJTY2VlEURcnIyFAAJSwszGLzJT09Xfnyyy+VXr16KXv27LHIv5Hc3FzF1dVVuXjxoqIoiqLT6ZT4+HiLzAtFUZQWLVooJ06cMMyPHz/eIvOiZCFzp+u3xLy5E0vJD0suTyyp3LDU8sHSygFz3u8f2DYVFy9epEGDBoZ5tVpN/fr1OXXqlBlTVXPatWtHVFQUfn5+AFy6dMnwaan58sMPP/DPf/7TMG+JfyPR0dGkpaURGxtLWFgYM2fOJDk52SLzAuD111+nU6dOvPXWW3z00UdMmTLFYvOi2J2u39LzpjRLyQ9LLk8sqdyw1PLBksuBmr7fP7BtKlJTU7G1tTVaZmtry82bN82ToBqmUqno1q2bYT44OJipU6dSWFhokfmyceNGBgwYgEajMSyzxL+RpKQkAGxsbBg5ciSDBw/m4YcfZuLEiRaXFwAjR47kyJEjbNy4kaysLB5//HGL/Lso6U7Xb+l5U5ql5IellieWVm5YavlgyeVATd/vH9iaCmdnZ/S1PLdlZWXRsGFDM6XIfJYsWYKHhweLFi2yyHxJTEwkLS2Ntm3bGi23xLxwdnYGIDAwEABHR0d0Oh3u7u4WlxeZmZm8+uqrfP/99/zxxx+88sorDB06FCcnJ4vLi5Lu9H9hif8zd2KJ+WEp5YkllhuWWD5YejlQ0/f7Bzao8Pf35+rVq4b5vLw8MjMz8fX1NWOqat6WLVvQarXMnz+fvLw8bG1tLS5ftm/fzpUrVwgODiY4OJiYmBhWrlyJr6+vxeVFQEAAKpUKrVZrWKZSqfDy8rK4vNi5cye9evXC3t4eW1tbZs+ezeuvv467u7vF5UVJd7p3yn3VmKXlhyWVJ5ZYblhi+WDp5UCN3+/vuzWGmRUUFCienp7K5cuXFUVRlO3btytdunQxc6pqVkREhPLDDz8oSUlJSlJSkrJ+/XolMjLS4vPF19dX2bNnj8X+jfTu3VvZtm2boiiKcvXqVcXT01O5efOmxeXFyZMnlXHjxhkte/fdd5WLFy9aXF5QouHenf4vLPV/piKWlB+WXp5YSrlhaeWDJZYD5rzfP7BtKqytrVm2bBlz586lS5cuREREEBISYu5k1Zi4uDgGDx5MZmam0fL09HSLzZeEhAQWL15McnIyCxcuJDs72yLzYtmyZcyaNYvTp08TFxfHxo0bcXZ2tri8aN++PUFBQUybNo2mTZuSl5dHv3798PX1tZi8CA0NJTIyEoDp06fTs2dPJk+eXOH1W/p9tTRLyQ9LLk8srdywtPLBksqB2nC/VxVFNUIIIYQQQghxXx7YNhVCCCGEEEKI2kGCCiGEEEIIIUSVSFAhhBBCCCGEqBIJKoQQQgghhBBVIkGFEEIIIYQQokokqBBCCCGEEEJUiQQVQgghhBBCiCqRoEIIIYQQQghRJRJUCCGEEEIIIapEggohhBBCCCFElUhQIYQQQgghhKiS/we3Vk207unwowAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output.loc[:100]\n", "\n", "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8, 8))\n", "\n", "# National Income\n", "axs[0, 0].plot(dfo.index, dfo['NationalIncome'], color='k', label=r'National Income $Y$')\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", "\n", "# Consumption and Government Spending\n", "axs[0, 1].plot(dfo.index, dfo['ConsumptionHousehold'], color='k', label=r'Consumption $C$')\n", "axs[0, 1].plot(dfo.index, dfo['ConsumptionGovernment'], color='g', linestyle='-.', label=r'Government $G$')\n", "axs[0, 1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[0, 1].set_title('Consumption and Government Spending')\n", "\n", "# Wealth\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].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1, 0].set_title('Wealth')\n", "\n", "# PSBR / Y ratio\n", "psbr_ratio = output['PublicSectorBorrowingRequirement'].div(output['NationalIncome']['Macroeconomy'], axis=0)\n", "axs[1, 1].plot(dfo.index, psbr_ratio.loc[:100], color='k', label=r'$PSBR/Y$')\n", "axs[1, 1].axhline(y=0, color='r', linestyle='--', label=r'Target $PSBR/Y^\\star=0$')\n", "axs[1, 1].legend(loc='upper center', bbox_to_anchor=(0.5, -0.1), frameon=False)\n", "axs[1, 1].set_title('PSBR to GDP Ratio')\n", "axs[1, 1].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Portfolio Shares\n", "cash_share = output['HouseholdCashStock'] / output['Wealth']\n", "bill_share = output['HouseholdBillStock'] / output['Wealth']\n", "bond_share = (output['HouseholdBondStock'].mul(output[('BondPrice','Macroeconomy')], axis=0)) / output['Wealth']\n", "\n", "axs[2, 0].plot(output.index, cash_share, color='b', label='Cash $H_h/V$')\n", "axs[2, 0].plot(output.index, bill_share, color='k', label='Bills $B_h/V$')\n", "axs[2, 0].plot(output.index, bond_share, color='r', label='Bonds $p_{bl} BL_h/V$')\n", "axs[2, 0].legend(loc='center right', frameon=False)\n", "axs[2, 0].set_xlim(0, 100)\n", "axs[2, 0].set_title('Portfolio Shares')\n", "axs[2, 0].yaxis.set_major_formatter(PercentFormatter(1))\n", "\n", "# Bond Price\n", "axs[2, 1].plot(dfo.index, dfo[('BondPrice', 'Macroeconomy')], color='b', label=r'Bond Price $p_{bl}$')\n", "axs[2, 1].plot(dfo.index, dfo['ExpectedBondPrice'], color='r', linestyle='--', label=r'Expected $p_{bl}^e$')\n", "axs[2, 1].legend(loc='center right', frameon=False)\n", "axs[2, 1].set_title('Bond Price')\n", "\n", "fig.suptitle('Figure LP3.1: Model convergence to the steady state')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9cb949a2", "metadata": {}, "source": [ "### Perturbation 1: Drop in Propensity to Consume (Section 5.9, Figure 5.10 vs 5.11)" ] }, { "cell_type": "markdown", "id": "a3f0d3c0", "metadata": {}, "source": [ "Following Section 5.9 of {cite:t}`GodleyLavoie2006MonetaryEconomicsIntegrated`, we reduce the propensity to consume out of current income ($\\alpha_1$) by 0.1. This induces a recession that raises the government deficit (lower taxes, same spending). In LP (with exogenous G), the economy recovers above its initial level. In LP3, the fiscal austerity rule kicks in: once $PSBR/Y$ exceeds the threshold, government spending is cut, deepening and prolonging the recession." ] }, { "cell_type": "markdown", "id": "0f9fc581", "metadata": {}, "source": [ "We run both LP3 and LP (for comparison) with the same $\\alpha_1$ shock:" ] }, { "cell_type": "code", "execution_count": 6, "id": "28192328", "metadata": {}, "outputs": [], "source": [ "# Run LP3 with the drop in alpha1\n", "scenarios_lp3 = ScenariosGL06LP3(parameters=params)\n", "sc1 = scenarios_lp3.get_scenario_index(\"Scenario.1: Drop in alpha1\")\n", "model1 = GL06LP3(parameters=params, scenarios=scenarios_lp3)\n", "model1.simulate(scenario=sc1)\n", "output_sc1 = model1.variables.to_pandas()\n", "\n", "# Run LP (exogenous G) for comparison — same alpha1 shock\n", "params_lp = ParametersGL06LP()\n", "scenarios_lp = ScenariosGL06LP(parameters=params_lp)\n", "sc_lp = scenarios_lp.get_scenario_index(\"Scenario.2: Drop in alpha1\")\n", "model_lp_base = GL06LP(parameters=params_lp)\n", "model_lp_base.simulate()\n", "output_lp1_base = model_lp_base.variables.to_pandas()\n", "model_lp1 = GL06LP(parameters=params_lp, scenarios=scenarios_lp)\n", "model_lp1.simulate(scenario=sc_lp)\n", "output_lp1_shock = model_lp1.variables.to_pandas()" ] }, { "cell_type": "code", "execution_count": 14, "id": "ba3a1334", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trigger = params[\"scenario_trigger\"]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4), sharey=True)\n", "\n", "# Figure 5.10 (LP — exogenous G)\n", "ax = axes[0]\n", "ax.plot(output_lp1_base.loc[trigger - 2:].index,\n", " output_lp1_base.loc[trigger - 2:, 'NationalIncome'], 'k--', label='Baseline')\n", "ax.plot(output_lp1_shock.loc[trigger - 2:].index,\n", " output_lp1_shock.loc[trigger - 2:, 'NationalIncome'], 'k-', label='Shock')\n", "ax.axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "ax.set_title('Figure 5.10: $Y$ in Model LP (exogenous $G$)')\n", "ax.set_xlabel('Period')\n", "ax.legend(frameon=False)\n", "\n", "# Figure 5.11 (LP3 — fiscal rule)\n", "ax = axes[1]\n", "ax.plot(output.loc[trigger - 2:].index,\n", " output.loc[trigger - 2:, 'NationalIncome'], 'k--', label='Baseline (LP3)')\n", "ax.plot(output_sc1.loc[trigger - 2:].index,\n", " output_sc1.loc[trigger - 2:, 'NationalIncome'], 'k-', label='Shock (LP3)')\n", "ax.axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "ax.set_title('Figure 5.11: $Y$ in Model LP3 (fiscal rule)')\n", "ax.set_xlabel('Period')\n", "ax.legend(frameon=False)\n", "\n", "fig.suptitle('Figures 5.10 & 5.11: Drop in $\\\\alpha_1$ - LP vs LP3 (fiscal rule)')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3c30fd3e", "metadata": {}, "source": [ "**Figure 5.12**: Government expenditures and the PSBR-to-GDP ratio. Once the threshold is breached, government spending is cut each period until the ratio returns within bounds." ] }, { "cell_type": "code", "execution_count": 25, "id": "56a67b93", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo = output_sc1.loc[trigger - 2:]\n", "dfo_base = output.loc[trigger - 2:]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Government spending\n", "ax = axes[0]\n", "ax.plot(dfo_base.index, dfo_base['ConsumptionGovernment'], 'k--', label='$G$ (base)')\n", "ax.plot(dfo.index, dfo['ConsumptionGovernment'], 'k-', label='$G$ (shock)')\n", "ax.axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "ax.set_title('Figure 5.12a: Government Spending $G$')\n", "ax.set_xlabel('Period')\n", "ax.legend(frameon=False)\n", "\n", "# PSBR / Y\n", "psbr_base = dfo_base['PublicSectorBorrowingRequirement'].div(dfo_base['NationalIncome']['Macroeconomy'], axis=0)\n", "psbr_shock = dfo['PublicSectorBorrowingRequirement'].div(dfo['NationalIncome']['Macroeconomy'],axis=0)\n", "ax = axes[1]\n", "ax.plot(dfo_base.index, psbr_base, 'k--', label='$PSBR/Y$ (base)')\n", "ax.plot(dfo.index, psbr_shock, 'k-', label='$PSBR/Y$ (shock)')\n", "ax.axhline(y=0, color='r', linestyle=':', alpha=0.5)\n", "ax.axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "ax.set_title('Figure 5.12b: PSBR to GDP Ratio')\n", "ax.set_xlabel('Period')\n", "ax.yaxis.set_major_formatter(PercentFormatter(1))\n", "ax.legend(frameon=False)\n", "\n", "fig.suptitle('Figure LP3.2: Fiscal response to drop in $\\\\alpha_1$')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "98a56de0", "metadata": {}, "source": [ "### Perturbation 2: Rise in Bill Rate (all mechanisms active)" ] }, { "cell_type": "markdown", "id": "aaaa1304", "metadata": {}, "source": [ "In this experiment, we raise the Treasury bill rate from 3% to 4% in a model where all three LP3 mechanisms are active: Tobin portfolio choice, endogenous bond prices, and the fiscal rule. The bill rate rise makes bills more attractive, reallocates the portfolio, pushes up the bond price endogenously, and increases government debt service costs, potentially triggering the fiscal rule." ] }, { "cell_type": "code", "execution_count": 9, "id": "7ac75776", "metadata": {}, "outputs": [], "source": [ "scenarios_lp3_2 = ScenariosGL06LP3(parameters=params)\n", "sc2 = scenarios_lp3_2.get_scenario_index(\"Scenario.2: Rise in bill rate\")\n", "model2 = GL06LP3(parameters=params, scenarios=scenarios_lp3_2)\n", "model2.simulate(scenario=sc2)\n", "output_sc2 = model2.variables.to_pandas()" ] }, { "cell_type": "code", "execution_count": 27, "id": "40b3bbbf", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfo2 = output_sc2.loc[trigger - 2:]\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(10, 8))\n", "fig.suptitle('Figure LP3.3: Rise in bill rate with all mechanisms active', fontsize=14)\n", "\n", "# National Income\n", "axes[0, 0].plot(dfo_base.index, dfo_base['NationalIncome'], 'k--', label='Baseline')\n", "axes[0, 0].plot(dfo2.index, dfo2['NationalIncome'], 'k-', label='Shock')\n", "axes[0, 0].axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "axes[0, 0].set_title('National Income $Y$')\n", "axes[0, 0].legend(frameon=False)\n", "\n", "# Government Spending\n", "axes[0, 1].plot(dfo_base.index, dfo_base['ConsumptionGovernment'], 'g--', label='$G$ (base)')\n", "axes[0, 1].plot(dfo2.index, dfo2['ConsumptionGovernment'], 'g-', label='$G$ (shock)')\n", "axes[0, 1].axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "axes[0, 1].set_title('Government Spending $G$')\n", "axes[0, 1].legend(frameon=False)\n", "\n", "# Bond Price\n", "axes[1, 0].plot(dfo_base.index, dfo_base[('BondPrice','Macroeconomy')], 'b--', label='$p_{bl}$ (base)')\n", "axes[1, 0].plot(dfo2.index, dfo2[('BondPrice','Macroeconomy')], 'b-', label='$p_{bl}$ (shock)')\n", "axes[1, 0].axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "axes[1, 0].set_title('Bond Price $p_{bl}$')\n", "axes[1, 0].legend(frameon=False)\n", "\n", "# PSBR / Y\n", "psbr_base2 = dfo_base['PublicSectorBorrowingRequirement'].div(dfo_base['NationalIncome']['Macroeconomy'], axis=0)\n", "psbr_sc2 = dfo2['PublicSectorBorrowingRequirement'].div(dfo2['NationalIncome']['Macroeconomy'], axis=0)\n", "axes[1, 1].plot(dfo_base.index, psbr_base2, 'k--', label='$PSBR/Y$ (base)')\n", "axes[1, 1].plot(dfo2.index, psbr_sc2, 'k-', label='$PSBR/Y$ (shock)')\n", "axes[1, 1].axhline(y=0, color='r', linestyle=':', alpha=0.5)\n", "axes[1, 1].axvline(x=trigger, color='grey', linestyle=':', alpha=0.5)\n", "axes[1, 1].set_title('PSBR-to-GDP Ratio')\n", "axes[1, 1].yaxis.set_major_formatter(PercentFormatter(1))\n", "axes[1, 1].legend(frameon=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }