{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# American Monte Carlo for Exposure Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Copyright (c) 2016 Matthias Groncki*\n", "\n", "\n", "Redistribution and use in source and binary forms, with or without\n", "modification, are permitted provided that the following conditions are met:\n", "\n", " - Redistributions of source code must retain the above copyright notice,\n", " this list of conditions and the following disclaimer.\n", "\n", "THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n", "AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n", "IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\n", "DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR CONTRIBUTORS BE LIABLE\n", "FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\n", "DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\n", "SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\n", "CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\n", "OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\n", "OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n", "\n", "This disclaimer is taken from the QuantLib license" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import the used libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "import QuantLib as ql\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Setting evaluation date\n", "today = ql.Date(7,4,2015)\n", "ql.Settings.instance().setEvaluationDate(today)" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Setup Marketdata\n", "rate = ql.SimpleQuote(0.03)\n", "rate_handle = ql.QuoteHandle(rate)\n", "dc = ql.Actual365Fixed()\n", "yts = ql.FlatForward(today, rate_handle, dc)\n", "yts.enableExtrapolation()\n", "hyts = ql.RelinkableYieldTermStructureHandle(yts)\n", "t0_curve = ql.YieldTermStructureHandle(yts)\n", "euribor6m = ql.Euribor6M(hyts)\n", "cal = ql.TARGET()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Setup a dummy portfolio with two Swaps\n", "def makeSwap(start, maturity, nominal, fixedRate, index, typ=ql.VanillaSwap.Payer):\n", " \"\"\"\n", " creates a plain vanilla swap with fixedLegTenor 1Y\n", " \n", " parameter:\n", " \n", " start (ql.Date) : Start Date\n", " \n", " maturity (ql.Period) : SwapTenor\n", " \n", " nominal (float) : Nominal\n", " \n", " fixedRate (float) : rate paid on fixed leg\n", " \n", " index (ql.IborIndex) : Index\n", " \n", " return: tuple(ql.Swap, list) Swap and all fixing dates\n", " \n", " \n", " \"\"\"\n", " end = ql.TARGET().advance(start, maturity)\n", " fixedLegTenor = ql.Period(\"1y\")\n", " fixedLegBDC = ql.ModifiedFollowing\n", " fixedLegDC = ql.Thirty360(ql.Thirty360.BondBasis)\n", " spread = 0.0\n", " fixedSchedule = ql.Schedule(start,\n", " end, \n", " fixedLegTenor, \n", " index.fixingCalendar(), \n", " fixedLegBDC,\n", " fixedLegBDC, \n", " ql.DateGeneration.Backward,\n", " False)\n", " floatSchedule = ql.Schedule(start,\n", " end,\n", " index.tenor(),\n", " index.fixingCalendar(),\n", " index.businessDayConvention(),\n", " index.businessDayConvention(),\n", " ql.DateGeneration.Backward,\n", " False)\n", " swap = ql.VanillaSwap(typ, \n", " nominal,\n", " fixedSchedule,\n", " fixedRate,\n", " fixedLegDC,\n", " floatSchedule,\n", " index,\n", " spread,\n", " index.dayCounter())\n", " return swap, [index.fixingDate(x) for x in floatSchedule][:-1]\n", "\n", "\n", "def makeSwaption(swap, callDates, settlement):\n", " \"\"\"\n", " Creates the swaption of the underlying swap.\n", " \n", " If there is only one callDate in the list of call dates it will be a European swaption\n", " otherwise a Bermudan.\n", " \"\"\"\n", " if len(callDates) == 1:\n", " exercise = ql.EuropeanExercise(callDates[0])\n", " else:\n", " exercise = ql.BermudanExercise(callDates)\n", " return ql.Swaption(swap, exercise, settlement)\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup the Bermudan Swaption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "1) Create a ATM plain vanilla swap using the helper function above and \n", "\n", "2) create a bermudan swaption with yearly exercise dates.\n", "\n" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false }, "outputs": [], "source": [ "settlementDate = today + ql.Period(\"2D\")\n", "\n", "swaps = [makeSwap(settlementDate,\n", " ql.Period(\"5Y\"),\n", " 1e6,\n", " 0.03,\n", " euribor6m)\n", " ]\n", "\n", "calldates = [ql.Date(7,4,2016), ql.Date(6,4,2017), ql.Date(5,4, 2018), ql.Date(5,4,2019)]\n", " \n", "swaptions = [makeSwaption(swap, \n", " calldates, \n", " ql.Settlement.Physical) \n", " for swap, fd in swaps]\n", "\n", "calldates = [euribor6m.valueDate(d) for d in calldates]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pricing of the underlying at time 0 using the QuantLib pricing engine" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Swap NPV at time 0: 2233.4684\n" ] } ], "source": [ "#%%timeit\n", "# Setup pricing engine and calculate the npv of the underlying swap\n", "engine = ql.DiscountingSwapEngine(hyts)\n", "for swap, fixingDates in swaps:\n", " swap.setPricingEngine(engine)\n", " print(\"Swap NPV at time 0: %.4f\" % swap.NPV())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup the Gaussian Shortrate model (a.k.a Hull White model)\n", "\n", "Don't worry about calibration, assume we know the calbriated model parameter" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Stochastic Process " ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Assume the model is already calibrated either historical or market implied\n", "volas = [ql.QuoteHandle(ql.SimpleQuote(0.0075)),\n", " ql.QuoteHandle(ql.SimpleQuote(0.0075))]\n", "meanRev = [ql.QuoteHandle(ql.SimpleQuote(0.002))]\n", "model = ql.Gsr(t0_curve, [today+100], volas, meanRev, 16.)\n", "process = model.stateProcess()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate the swaption price using an integral pricing engine" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [], "source": [ "swaptionEngine = ql.Gaussian1dSwaptionEngine(model)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Swaption NPV : 15693.67\n" ] } ], "source": [ "for swaption in swaptions:\n", " swaption.setPricingEngine(swaptionEngine)\n", " print(\"Swaption NPV : %.2f\" % swaption.NPV())" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Pricing with an Monte Carlo method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create a swap path pricer in Python \n", "\n", "Convert all Dates into times in years (using the same DayCounter as in the yieldTermStructure and store all fix cashflows in a numpy array." ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mcDC = yts.dayCounter()\n", "\n", "def timeFromReferenceFactory(daycounter, ref):\n", " \"\"\"\n", " returns a function, that calculate the time in years\n", " from a the reference date *ref* to date *dat* \n", " with respect to the given DayCountConvention *daycounter*\n", " \n", " Parameter:\n", " dayCounter (ql.DayCounter)\n", " ref (ql.Date)\n", " \n", " Return:\n", " \n", " f(np.array(ql.Date)) -> np.array(float)\n", " \"\"\"\n", " def impl(dat):\n", " return daycounter.yearFraction(ref, dat)\n", " return np.vectorize(impl)\n", "\n", "timeFromReference = timeFromReferenceFactory(mcDC, today)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def getFixedLeg(swap, t):\n", " \"\"\"\n", " returns all future payment times and amounts of the fixed leg of the underlying swap\n", " \n", " Parameter:\n", " swap (ql.Swap)\n", " t (float) \n", " \n", " Return:\n", " (np.array, np.array) (times, amounts)\n", "\n", " \"\"\"\n", " fixed_leg = swap.leg(0)\n", " n = len(fixed_leg)\n", " fixed_times=[]\n", " fixed_amounts=[]\n", " npv = 0\n", " for i in range(n):\n", " cf = fixed_leg[i]\n", " t_i = timeFromReference(cf.date())\n", " if t_i > t:\n", " fixed_times.append(t_i)\n", " fixed_amounts.append(cf.amount())\n", " return np.array(fixed_times), np.array(fixed_amounts)\n", "\n", "\n", "def getFloatingLeg(swap, t):\n", " \"\"\"\n", " returns all future payment, fixing and accrual start and end times and amounts and nominals for all non fixed \n", " periods of the floatiing leg\n", " \n", " Parameter:\n", " swap (ql.Swap)\n", " t (float) \n", " \n", " Return:\n", " (np.array, np.array, np.array, np.array, np.array) (payment_times, accrual_period, accrual_start_time, accrual_end_time, nominals)\n", "\n", " \"\"\"\n", " float_leg = swap.leg(1)\n", " n = len(float_leg)\n", " float_times = []\n", " float_dcf = []\n", " accrual_start_time = []\n", " accrual_end_time = []\n", " nominals = []\n", " for i in range(n):\n", " # convert base classiborstart_idx Cashflow to\n", " # FloatingRateCoupon\n", " cf = ql.as_floating_rate_coupon(float_leg[i])\n", " value_date = cf.referencePeriodStart()\n", " t_fix_i = timeFromReference(value_date)\n", " t_i = timeFromReference(cf.date()) \n", " if t_fix_i >= t:\n", " iborIndex = cf.index()\n", " index_mat = cf.referencePeriodEnd()\n", " # year fraction\n", " float_dcf.append(cf.accrualPeriod())\n", " # calculate the start and end time\n", " accrual_start_time.append(t_fix_i)\n", " accrual_end_time.append(timeFromReference(index_mat))\n", " # payment time\n", " float_times.append(t_i)\n", " # nominals \n", " nominals.append(cf.nominal())\n", " return np.array(float_times), np.array(float_dcf), np.array(accrual_start_time), np.array(accrual_end_time), np.array(nominals)\n", "\n", "def getFixedFloatingPeriod(swap, t):\n", " \"\"\"\n", " \n", " \"\"\"\n", " float_leg = swap.leg(1)\n", " n = len(float_leg)\n", " for i in range(n):\n", " cf = ql.as_floating_rate_coupon(float_leg[i])\n", " value_date = cf.referencePeriodStart()\n", " t_fix_i = timeFromReference(value_date)\n", " t_i = timeFromReference(cf.date()) \n", " if t_fix_i < t and t < t_i:\n", " iborIndex = cf.index() \n", " index_mat = cf.referencePeriodEnd()\n", " # year fraction\n", " float_dcf = cf.accrualPeriod()\n", " # calculate the start and end time\n", " accrual_start_time = t_fix_i\n", " accrual_end_time = timeFromReference(index_mat)\n", " # payment time\n", " float_times = t_i\n", " # nominals \n", " nominals = cf.nominal()\n", " return (float(float_times), float(float_dcf), float(accrual_start_time), float(accrual_end_time), float(nominals))\n", " return (float(t), 1., float(t), float(t), 0.)\n", "\n", "def swapPathNPV(swap, t, timegrid):\n", " \"\"\"\n", " Generate a path pricer. \n", " \n", " The path pricer calculate the npv of the swap conditional \n", " at time t on a given path of the short rate.\n", " \"\"\"\n", " fixed_times, fixed_amounts = getFixedLeg(swap, t)\n", " float_times, float_dcf, accrual_start_time, accrual_end_time, nominals = getFloatingLeg(swap, t)\n", " df_times = np.concatenate([fixed_times, \n", " accrual_start_time, \n", " accrual_end_time, \n", " float_times])\n", " df_times = np.unique(df_times)\n", " # Store indices of fix leg payment times in \n", " # the df_times array\n", " fix_idx = np.in1d(df_times, fixed_times, True)\n", " fix_idx = fix_idx.nonzero()\n", " # Indices of the floating leg payment times \n", " # in the df_times array\n", " float_idx = np.in1d(df_times, float_times, True)\n", " float_idx = float_idx.nonzero()\n", " # Indices of the accrual start and end time\n", " # in the df_times array\n", " accrual_start_idx = np.in1d(df_times, accrual_start_time, True)\n", " accrual_start_idx = accrual_start_idx.nonzero()\n", " accrual_end_idx = np.in1d(df_times, accrual_end_time, True)\n", " accrual_end_idx = accrual_end_idx.nonzero()\n", " paytime_ffp, float_dcf_ffp, accrual_start_time_ffp, accrual_end_time_ffp, nominals_ffp = getFixedFloatingPeriod(swap, t)\n", " # Calculate NPV\n", " def calc(path):\n", " \"\"\"\n", " Calculate the npv conditional on the given path \n", " of the short rate.\n", " \"\"\"\n", " if len(df_times)==0:\n", " return 0\n", " i = np.where(timegrid == t)[0][0]\n", " x_t = path[i]\n", " discount = np.vectorize(lambda T: model.zerobond(T, t, x_t))\n", " dfs = discount(df_times)\n", " # Calculate fixed leg npv\n", " fix_leg_npv = np.sum(fixed_amounts * dfs[fix_idx])\n", " # Estimate the index fixings\n", " index_fixings = (dfs[accrual_start_idx] / dfs[accrual_end_idx] - 1) \n", " index_fixings /= float_dcf\n", " # Calculate the floating leg npv\n", " float_leg_npv = np.sum(nominals * index_fixings * float_dcf * dfs[float_idx])\n", " # Calculate the already fixed accrual period of the floating leg\n", " t_f = accrual_start_time_ffp\n", " i = np.where(timegrid == t_f)[0][0]\n", " x_f = path[i]\n", " df_e = model.zerobond(accrual_end_time_ffp, t_f, x_f)\n", " npv_accrualperiod = (1. / df_e - 1) * nominals_ffp * model.zerobond(paytime_ffp, t, x_t)\n", " # Calculate swap npv\n", " npv = float_leg_npv + npv_accrualperiod - fix_leg_npv\n", " return npv\n", " return calc" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 1.01369863, 2.0109589 , 3.00821918, 4.00821918])" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert call date to time\n", "callTimes = timeFromReference(calldates)\n", "callTimes" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [], "source": [ "swap = swaps[0][0]\n", "swaption = swaptions[0]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "####Test the t0 Swap Pricing" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Swap NPV at time 0: 2233.4684\n", "Error : -0.00000000\n" ] } ], "source": [ "npv = swapPathNPV(swap, 0., np.array([0.]))(np.array([0.]))\n", "print(\"Swap NPV at time 0: %.4f\" % npv)\n", "print(\"Error : %.8f\" % (npv - swap.NPV()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Monte Carlo Simulation\n", "\n", "## Generate time grid and paths" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fixingdates(swap):\n", " leg = swap.leg(1)\n", " n = len(leg)\n", " fixing_dates = []\n", " for i in range(0, n):\n", " cf = ql.as_floating_rate_coupon(leg[i])\n", " value_date = cf.referencePeriodStart()\n", " fixing_dates.append(value_date)\n", " return fixing_dates\n", "\n", "# Define evaluation grid\n", "fixing_dates = fixingdates(swap)\n", "fixing_times = timeFromReference(fixing_dates )\n", "\n", "date_grid = [today + ql.Period(i, ql.Months) for i in range(0,66)] + calldates + fixing_dates\n", "\n", "date_grid = np.unique(np.sort(date_grid))\n", "time_grid = np.vectorize(lambda x: ql.Actual365Fixed().yearFraction(today, x))(date_grid)\n", "time_grid = np.unique(time_grid)\n", "dt = time_grid[1:] - time_grid[:-1]\n" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Random number generator\n", "seed = 1\n", "urng = ql.MersenneTwisterUniformRng(seed)\n", "usrg = ql.MersenneTwisterUniformRsg(len(time_grid)-1,urng)\n", "generator = ql.InvCumulativeMersenneTwisterGaussianRsg(usrg)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#%%timeit\n", "# Generate N paths\n", "M = 10000\n", "m = len(time_grid)\n", "x = np.zeros((M, m))\n", "y = np.zeros((M, m))\n", "numeraires = np.zeros((M, m))\n", " \n", "for n in range(0, M):\n", " numeraires[n, 0] = model.numeraire(0, 0)\n", " \n", "for n in range(0,M):\n", " dWs = generator.nextSequence().value()\n", " j = 1\n", " for i in range(1, len(time_grid)):\n", " t0 = time_grid[i-1]\n", " t1 = time_grid[i]\n", " e = process.expectation(t0, \n", " x[n,i-1], \n", " dt[i-1])\n", " std = process.stdDeviation(t0,\n", " x[n,i-1],\n", " dt[i-1])\n", " x[n,i] = e + dWs[i-1] * std \n", " e_0_0 = process.expectation(0,0,t1)\n", " std_0_0 = process.stdDeviation(0,0,t1)\n", " y[n,i] = (x[n,i] - e_0_0) / std_0_0\n", " numeraires[n, i] = model.numeraire(t1, y[n,i])\n", " #df_times_temp = df_times.copy()\n", " #df_times_temp[df_times_temp <= t1] = t1\n", " #dfs[n,i] = np.vectorize(lambda T: model.zerobond(T, t1, y[n,i]))(df_times_temp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate Exposures" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.42465753425\n", "5.3397260274\n", "5.25479452055\n", "5.17260273973\n", "5.08767123288\n", "5.00547945205\n", "4.92054794521\n", "4.84109589041\n", "4.75616438356\n", "4.67123287671\n", "4.58904109589\n", "4.5095890411\n", "4.50410958904\n", "4.42191780822\n", "4.33698630137\n", "4.25205479452\n", "4.1698630137\n", "4.08493150685\n", "4.00821917808\n", "Update\n", "4.00273972603\n", "3.91780821918\n", "3.84109589041\n", "3.75616438356\n", "3.67123287671\n", "3.58904109589\n", "3.5095890411\n", "3.50410958904\n", "3.42191780822\n", "3.33698630137\n", "3.25205479452\n", "3.1698630137\n", "3.08493150685\n", "3.00821917808\n", "Update\n", "3.00273972603\n", "2.91780821918\n", "2.84109589041\n", "2.75616438356\n", "2.67123287671\n", "2.58904109589\n", "2.5095890411\n", "2.50410958904\n", "2.42191780822\n", "2.33698630137\n", "2.25205479452\n", "2.1698630137\n", "2.08493150685\n", "2.01095890411\n", "Update\n", "2.00273972603\n", "1.91780821918\n", "1.84109589041\n", "1.75616438356\n", "1.67123287671\n", "1.58904109589\n", "1.51232876712\n", "1.50410958904\n", "1.42191780822\n", "1.33698630137\n", "1.25205479452\n", "1.1698630137\n", "1.08493150685\n", "1.01369863014\n", "Update\n", "1.00273972603\n", "0.917808219178\n", "0.838356164384\n", "0.753424657534\n", "0.668493150685\n", "0.586301369863\n", "0.506849315068\n", "0.501369863014\n", "0.419178082192\n", "0.334246575342\n", "0.249315068493\n", "0.167123287671\n", "0.0821917808219\n", "0.00547945205479\n" ] } ], "source": [ "swap_npvs = np.zeros((M, m))\n", "swaption_npvs = np.zeros((M, m))\n", "cont_value = np.zeros(numeraires[:,i].shape)\n", "for i in range(m-1, 0, -1):\n", " t = time_grid[i]\n", " print(t)\n", " pricer = swapPathNPV(swap, t, time_grid)\n", " swap_npvs[:, i] = np.apply_along_axis(pricer, 1, y) / numeraires[:, 0]\n", " exercise_values = np.zeros(numeraires[:,i].shape)\n", " if t in callTimes:\n", " exercise_values = swap_npvs[:, i].copy()\n", " exercise_values[exercise_values < 0] = 0\n", " states = y[:, i]\n", " Y = np.column_stack((states, states**2, states**3, states**4))\n", " Y = sm.add_constant(Y)\n", " ols = sm.OLS(cont_value, Y)\n", " ols_result = ols.fit()\n", " cont_value_hat = np.sum(ols_result.params * Y, axis=1)\n", " swaption_npvs[:,i] = np.maximum(cont_value_hat, exercise_values)\n", " if t in callTimes:\n", " print(\"Update\")\n", " cont_value = np.maximum(cont_value_hat, exercise_values)\n", " swaption_npvs[cont_value_hat < exercise_values, i:] = swap_npvs[cont_value_hat < exercise_values, i:].copy()\n", "swaption_npvs[:,0] = np.mean(cont_value)\n", "swap_npvs[:, 0] = np.apply_along_axis(swapPathNPV(swap, 0, time_grid), 1, y) / numeraires[:, 0]" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [], "source": [ "swaption_npvs *= numeraires[0,0]\n", "swap_npvs *= numeraires[0,0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Simulated Exposures" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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groDCuEIKkwux59hP5aPLsePINZ/n2vG60Is2t7WhxXUtsLiXP5PU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oRjMAQiAxxxdkabDRswTixGJ5Gofv+iooeorc2ChcWid9qtlMtxpqICFrNmoePXX0OxeTOarVuH\nKG9vWPj4IKVbN2gp6rAvOhqGs2djrb4+jN88hsErdWh1FaLIzRPUdYRx0CEIxo3BSHVduLxqjRa9\n0nH1674YVVmJrEaA6H4patOK0VFPEzqTjPHaxgZdmzZFeng4LO3tIfT2BnR1lSqtS5Yo1Vb/hMvD\nhyho1Qpr9+wBpk5Fw4arER//DRwGP4B2k3ZIP7UHd7/bgoGmMxAZPAhtzjSDfpgegnfmoJ3VUgCA\nmrEa2j5vi+A126H67Dd0XlKBhBOd8LwqBz/LXLCpuwZCbl9Gu3bGiI5agkr5MYjqagAnJ6BPH2W6\ngBUrgDVrlKqnbykouAsTkwlo0GA1IiNHIjZ2Lgq05+FAwAEELwr+YG7Y2ebmmG1ujqK6OjzJKMCl\npDc4PVUNQn9/DDYywhBDQ4w0Nn4nIGbt87VYrzMMmuUSYO5CyLp0QfSyZUgKSMWwedoY3c4U/fb1\ng3T4AcjUdYChQyGYOQW6+1dAOvcRdFq8L6D7O1qNtaBhpoKSPstgKEsA3N0/qnCbvicdqTtTIdQT\nop1HO4R0DkFVShW0bLSATZuAoUOVn+PWre/sl+Z+G0kzaqEm1oPekN6wHD0F4u7toKYmAiMj4f3N\nQARDgQF1DT943DeFb5Bemo4BtgM+eh7/E8gr5cg4kIEu0V2gYaXxwTqFN3ygyIiH1fhmUF0zA/hG\nCgweDAwZgrzubRH12AV9N52FyouXQKNG/1A/Ch8WInZOLBzuO0DUVfTBOrmXc5GwPAGNf20MNbEa\nUrelwmSCCQQqys/yjKwAauoqUIcCkY0ioZ+qCzOFGqrzKhE1Ogr25+yhZqz2wbb/KrUKBTJqamCl\nofGXRa+rEquQsikFxS+LIZfKodtGF7ptdaHfUx9WS62g01oHbxa/QWVcJfS7f8Z9+Z+koKAAAQEB\n9SUoKAhqampo1KjRe8WyQQOU6+sjOzQUj11d8eDBA9jZ2WHs2LF49uwZqpKq0GnU1C/5br/wr+Vz\nrMH/hoJ/cEYvelo0Y5yTmfo3EhvvUVlJjhtH9u+vTGhIUloRR597qsx/uJ4KhZzVRfnMMjOlr/NW\nLjbTYde7Z9lC35I/qi9njOhXVmvoc8yxY9yakPDO7I6e2zGOfOHGdi4uLLWyUjpVvyU2diETE9eT\nR4+Sqqq8FBPD1oGB9cuCcnktAwLsWVDg9k53Q8vK2CIggOMiI3kmOZnm1tb0kkhIkmVlJezVqzUb\nDmxF8YbF1Lt0gqmZZ5lVEE+D9arMWrWI4Z6TmTRGzOKd90mSdSUlPNC+PVtpabH62GHWCcCHdmCN\nqoBv1Jtw4cAT5O7dTDl6lEP37eOeBg241cSEreztGR4erlweNTAgc9+dhairq6OtrS29PD2Vfo7b\ntr09p1YMDe3N5GPdWWarS7PtQu76TZPSliLmOwoZ6TOIr1/PeaetvLyblHiascioHfPbj6fkGjj5\np0ZMKUzhzZtnaGVlwCdPGvOI/SH+IARTOqr9sXNaGtmjBzl06DtLbwEBLVhaGkCSlMkq+DKwH82c\nNHnv9a2PDhXPFE8WVylniBPXJ/L1PGU+15iKCu5LS+PA8HCaSCRcl5jItKoq+qT50GqPFWsWzie3\nbGGVTMZJLi7Mt7TkFS0dLurZhI9cLalQyJgr6sYCsy7KA9XUsKaBA9Oa/Pjx2UK5nDxyhCnaCxjX\n+eI7s6kKhYKVyZXMv5vP5C3JjBgWQb9mfpSYSFjspex/wpoEvvn2T3mAc3JIKyul2u5b4i6fobvB\nXaacDmDR8yK++e4N/Wz86GfjR7eeh9lHaEgzbW02QANemvsnmRuS+dJ8Lnu4jMZOxjRyMmJ2+ecv\nDf8ryL2Ry/CBn87Z6z1/MS84gL3P9GZQZhCZkED54UNM7O3AUk0BK7SEHPq1Hpe4LWFUbtQn2/oQ\nBQ+VM3klfh+ewZJVyhi7IJb+zfxZHq6ccVQolDlvE88mUi6XM+Z8Oq+buvP5KAm7be7G7x5+x8e7\nn/Cl+Bp3X9jJ+FXx9G3o+5dmyfJraviiqIins7L4c1ISZ8TEsFdoKK19fanu4UFrX1+KvLw4NjKS\nZ7KymPN3prFqC2sZvzKe3sbeTN6azKqUqo+O2+RNyUxc//7qxT+LQqHgq1evePDgQU6bNo12dnYU\niUQcMGAA169fT1dXV+bk5DArK4s+vr7cffYsJ65fz9ZTp1K/Z08KGjemip4ehR060H7tWv7y1Jf+\n51MYPT2aPhY+vGJ4hQLY8W9coL/whQ+CL0u3//OGXk1+Db30vTjBO5yanp786tUrPi0sfO/m80tI\nCCt79CCnTKl/UFZXZ9PP3YKZc03rPW+PZGTw5wMHWGpmxh7ff89mO3eyXbt2LA/OYZbtUspEYmb3\n6cNW585x7a+/UrFzJ6v8/Gh19TIbXL3Kx5MmKQM73h6/tDSQPj4WSr+7mhpSV5eKefP41atX3PA2\ncjYj4zDDwwfW91mmUHBnairFEgkv5uTU///MmTPs3bsnMzKO09+/KZ94tqdJ9+aEUEi1Z0+5K+A7\nrlgs5NxFukw88Yh+o5fy1Q6N+nPblBTPIS/u8LxQwGqBCiNV7Gk1Zhyl0OBrVVt63NNi9dqF3Lhv\nH9v37ctBBgaUGRnxwubNFIvFlAwbRsXcue99BhcvXmTv3r2Vb1JTSWNj8vVrJuQHMzX7NpOTtrDM\nXpVRs82Yqyugz+JWjAgfRg8PDcbEzGZW1lmWlYUxL+8eJRJT5p3exPxGZhy4Rcxn1zQoG/MVU1NT\naWpqSl9fX/oe9uVtrducJgArRQKl5L/0rWZiba1S7t/amvTyolQaSx8fy/rlWplcxgHn+3HhleaM\niZn5wYdUcVUx9bbr8VevX1mTW0NvI29WJr8vgB0nlfK7N29o4OVB/X323Ox+iApDQzItjSvj4zn2\n1SsO6tSNAWr2jBWoMOpyG2Znn2OBVjvGmXdgSnEKSVLxOo61qgbM2/z8/QEeE6MU6+3enVK3cErM\nJMw4nsG4b+IY2iuUXiIv+lj6MGJoBBN+TGC2SzZDeoQwZVtKfRO/iy7XZFcqUyX4+JDu7qS5ORVp\naYzYdZjuhveY8+zdDBz5WVlc1KwTjQVa/MFiOc9rnaUlLOkyeQlJsqquik4SJ4qdxfz2wbfMq8jj\nikcruNRt6fvn8T9I5PhIZp7M/GQdz8nT6dbGiidDTtJ8tzmHXRzG1kdas8/ZPozKCCPz85lZlsmN\n7htpvtuc/c/35+2Y2+8s6ysUCtaV1LEyuZJlIWUsfFbI3Gu5THVO/aSRJ42VMtAhkNFTo1lX9u6S\necKlBF5UuUgXIxdea+LOVYev0sTZhCeClVG2Hse9+NLoJp0ubCNJ5rvmU2IqYequ1E8u5YaUlXFW\nTAwNvL3pGBrK2TEx3JSczHPZ2fQoLmZqVVW9mHNeTQ3PZ2dzQlQU9b2UUfZbk5MZVlZW//2QV8uZ\ntjuNErGEcUvi6jPrfIqcizkM7hTMvDt5rEr/uEH4uSQkJHDr1q1s2bIlGzRowIULF/L06dOMjo6u\n1yPNeBt1/WNCAvuFhVHk5UVbPz9OiY7mnrQ0ehcXszivirlXcxm8JIbbJ0o4fKMHjR94sNljH64M\njuXZB/4UwIZ/Cvz/whc+yucaegJl3S8IBAL+1WuRvicdaUHF2PStJ040scJzRTccysxErUKBb6ys\nMNvcHFlFRajt0QMhnTvjq3PnYKyhAZmsDOHhfSB+VoNGekvxcngLdGngiOZBQXBzcEBdmzbw7dwZ\nuwIDcfHMGfRu2xsl5oNhvHsiVJYvRUFeHoa8eoVeKSnYum8vrJ134X5YGGba22OlgwNWNm8OUo6Q\nkK6wtl4Oc/OZyg6vXw/s2YO07AR0iIrDb7qXYSW9jXbtPKGr2wZp1dWY9fo1CMClRYt6fTiZrBTp\n6UcwYMAvWLmyDQZM2o4BCbo4amsL3ZgYHDEzQ2xoMHJj5+Ok7gQYt/BAQy8hMobmoVGLnfDMi8ap\nO11w9bet8JB2QQdZDNZhJ77ROw2zcj+kmmtC1DEPyT844nuvvtA8exahAe6oC3GC5YJ7SL54CXpD\nhmBDp07YdOsWLN7mEVUoFHBwcMC+ffswePBg5TkeOoSKi2fQqGUixjgIMLuTBrocaAHN+354c+Uw\neiVtwIWxF9BAsxaasihUV0ahtNQHVdWpKKnTg41XOUJsm6GZgxUaGvSE9bAr6KuujtFz5mDZxGV4\n2eYlIr7OxobdCxE4QYhOtSOUy/Bz5gDffAM0bgw8fAjMm4fieR2RP7shmjU/CgD4+fl6pIW641SD\nxYgS/QrzDutgYTH3nTG1w3MHtFdowyrNCuYCcwiEAui00oFQVwihjlD5VySE8QhjGPQzwL6Awzga\ncRnjsgZjxIsXeOLigvM5OdidWYC1M7/DzAEzYV3qjoWx0UiZAxgfNEWchR427zCD21Q3CAQCVG09\nAW7eAdXEMKg3MlAmKd25Ezh0CNi8GeWdpyPjUBZyL+XCYIABjIcZQ7eNLrTbaIPVhDRSCmmkFCUe\nJaCMaPO4DQTCt0u7JOKGvYB66DOoiC/CpFYV2qpakDdqhOQIG2SqDEHbR11g0NYaAFBXV4djzs7Y\nunkzJllaYvOLFzC2s4OX8xVM+nElfrHvC9Uf+2N7yXa0t2iPnQN2orm4OQCgoLIA9oft4b/AH02M\nmvyl7/I/gqxcBj9rP3RL7gY1o48vaXqMGoOynEj08AzAD09/wK3Xt0ASq7qvwpqea6BRq4Ga9BrU\nZNSgPL0crhmuOFd9DlnIwrj4cRjmPwy62boQagmhavQ2x7DRH7mGLRZaQNT5/eXa6oxqhHYJhc1G\nG1gssqjPYfw7U6dMxdDooUgUF2JHxGboTRbi7tq7cGzkCADwuxiE6mUZuL47CN9P3YAmWlqoSatB\n9ORoqJuov7OUK1MocLegAAcyM5FaXY1vrKywwMICxn+r0/cJahUKeJWUwK2wEPcLC1GjUKBxuSq0\nQ6thrqaO5n3FaNRAD+bq6jBXV4e6QAAZCTmp/AvUv6+rlEN8ohjyACnKg8sBFUCvk1590WmhA0Wd\nAoqqP4q8Sq58Xa0ACBQICnA/7D5uvbyF9Ox0TJw4EVOmTEGPHj1QRSK4vBwBZWX1pVqhQFeRqL50\n0tODoUCI8sByFD0uQtGTIlTGVsLA0QCGAw1hMMAAOq10QADB5eVwKyzEtZAIvJm4HCUlqfiM9Nlf\n+C9HIBCA5N/NFP3F0HvLXzX0SCLQPhD3N6eij+US6KkbQF+/N5o02Q9/KXA4MxPPiorg4uQEfaEQ\n9/fsgX95OZ442CMuaiS0ZZawG/oAI1a1w5NadwxsuR3iVqNxuUULNJ8yBb7372NLly446O6OPCdf\nGP8yDMKCDOCtb11JXR2GBwWhrCAXMdpaUCz4GmnHjmGIkRHGiMX4Rv0J8vOvoF07TwgEAtTVFaIg\n7TrEHb7Bq33qeNJmJS7V9kPgSw/oGFnjco8eWCGV4ntra6xu2BBCgQCkHMnJG5GVdRRGRkMRHd0N\nv2w6BsXJk1jeqBEmaVhh/Xpg06AHsNNRQCvqENoYrcUF/RKYrFqI88ts4PZ8ORx8UrCy8jAeDTsE\nPVEcrG/sge8PsZhz2A7XK6qwvkEDJNdV4fwkbSw9V4y957Zgclc9vHmzAC1SZsDsZw8obG2xpV8/\nHDt2DMePH8fQUaNw2tUVZ3/9FYGBgfUPseD0ACh69sLlPDkSuurih4IadNC2h6iiFti7F54ttDH8\n8nDUyGrwdcev0dxAhN8CdkGhIsbFN2KYNtBGzbj2qKx8DXv7s9gy9yeE3buHBzl5eNnfHw8bPsTc\nX35Cly7muLtMgKF7ZUByMnDkCHD2LNCjB7BsGWBri8qhDlDXsoRqj4EoDJFAPTIG2ubWENg2BxJj\nELqrCvbDvaCr2xoAUFVXhUWTF6HVq1Z40v8JNl7ZiNZXWkOoJYRcKoe8Qg65VI66gjrkXclDIQsx\nY+IMPJ38FO0XrkDEggX4tWNHLDQ2w8pmfbCo5yKczz0PZ2dnDGzUCNVDO0AjSQq4OWUAACAASURB\nVIrnDt2wakkF1vVah6kOUwEAZS3HQC5Th+H5lcDChWDjxigcsQXpl4Dq1GpYfWOFuuI6VIRXQMtO\nq964E2gIoOugCx0HHeg46EA8Vgw1g7cP95AQYM0aVCbXISh/A6asngU9Az2EtTyIxAX+qE21Rmub\no9DcvxEYPhzuEgm+mTcPltnZ2DdvHhwOH673dwx1Po0hP/4Ix/G1iDG1wibxJkzaOOkPg/It27y2\nITo/GlfGX/mn7gefQ+6lXOReyUUbtzafrOc+YBBSaqKxdowcU1pNwZZ+W5CblovVt1bDv8wfc1/O\nxaiyUdCx0oGGtQY0rDSgYa2BWKNYnJOew7OCZ7g45iIGNhv42X2TV8kh6SaBn4Mf/Ef6w8bA5p0S\nHxCPtd+vhWdwAOxvzYNuWAR4uxoL5y/Epk2boKqqirC7r1AyOxknd3lB4jABlXI5uolE6KYrQsNr\nFbA8VwabvXa42bQKRwuz0VBTE8utrDBGLIbqR/zuFDUKlAWUocSjBKXepagrrgN+v+3+6S9BpGjW\nIc9GBcLFJii3VUN2bS1yamuRXlCAuKtXoVBVhU7bttBt0QJqamoQCgRQFQggFAhQHBaG2A0bIBSL\noW1pCX0zCxjpm0OsZgaTKhOY5utCo7wKapXlEFZJwZoK1MrLUY5ylCnKEF8Sj7jCOHQzckQLi/5Q\nt2qDzMaqyLAVIN0KyDZSoFmxGtqVa6CDTBOdVHTQRKStNL4NVFERUYGix0UoeVkCjYYaMBpiBKOh\nRtDvoQ8VjY/7JD7yiMTw/sNQVJiBj+imf+EL9Xwx9P4if9XQK/YoRuQaP+Q4z0e35ntgafIVEhN/\nQFHRY9jbn4OhYV8UHz+OnJ070dnZGUusrJCkp4sRFT+ii54O9DcT30kf41krAYY1GoubNWHYarQK\nw7p2RefgYHy7eDGctLWhpaUFRVYO5A3toZYQDshkwN27wKlTqIiLg+2pg1AvKUfGph1ATAwK6uow\n7FUozKQPcbHDBFBWhLS0HSgr84eh4SDYOOdA+2kcBFm5GHLxOoKC7NHBPgFZBjW4dOwYOjRtCrRt\nC9TUQPrsFNSDkyEUW0OlQWPILC3R+vlzDOjSBb8NG4YlZ7vgRrANRglcceNUJIZHSiGtFuLl4MFQ\n3X4GZqEbcdd4IrT1ivG1ah3y1G1xJykVS6V1+GrCFIy/fROuWjL8oKWDIYsWYf/Onfju+/GItonC\nars8tLIei7qSe+g+Xg4Vq0ZAQAB8AgMxY8YM6K1dizeGhriqro4xY8YAAIIygzDyykjMCTTBursx\nKJEBNZOHom/bQNxTm43W116izwIhIBAgsSgRJdUlaGOginW9N2Bi3WCojBkLREcDRkYAgCdPnmD+\n/PkI7dwZ0sKheJyjQNOHTdFU2A2tWxri9koZrGfOhp2dE9TVzYDKSuDSJeDQITA2FtVmcmhq20GR\nl4d1/eSYsPkGOrcegtDuoRCFXkZDrdOI3m+AliPDoWligBNuJ1AzuQaralfBQeyABd0XYMntJR8c\nfyQx5/QcMIZYfmoo2tZ9h4qHr6HvKMbB3gdx7PUxXHW/ihEjRyA1NRXC6moo2jsgrdQOL9troPXp\nX/DVla8QtTQKYm0xZNGJgENbQE+I4lE7Ee/VBhpNCLNvNKHXXwE5i1GZXIyiwyYwate83rBTN1F/\nv3MpKcrZY3d3YONG1Myegd+6HUerka1wtflJTPutF3TUxOh0pDPU+/YAzM0RkZODgVIpTmpqYvSl\nSxCMGKFsSyoFduxA8u4L6FhThqNLv4LF1fnQttGGupk6WlxqATXDP2aNpLVSND3UFPen3kdHy46f\n/X3+R4gcFQmTySYwn2H+yXp3e7bGK414DPtNAisvK+RdzUNFeAWMvzJG6ohUOFc6I7EkEd93+x4L\nOiyAjrrOO/u/TH6JabemYX3v9fi2y7fvzcz9GZJ4mvAUsbNjUVVdBd2jurAUWSKlJKW+JOUmIWZL\nDLTGaEFgrwtDw9aImXUX0mIpZs2ahYqKCly+fBl5kcWQTstA8f5QjJu/EZk1NfAvK4NfaSn8y8oQ\nVloOQQ3RSwJM8VNHZyN96LbXrS8a5hrvGHYlHiUoCyyDTksdaPTUgFuVG8wammFIryHQ09FTnsDv\npyaAcja7tU59sEhZWRn279+PgwcPYtSoUdDR0YG3tzeSkpLQtWtXODo6wtHREV27dsX27dtRVFSE\nIePGISYlBfEpKUhNS0NmWhoKMjMhLS6Gio4OIBJBoaeH2revdQ0MIDI0hJalJfLbtIFcXR3NtbXR\nXEsLTYWasK1Rh02ZEI2LhRAWKVBXWIe6wjrIimTK10XK19rNtWE01AiGgw2hYfHhIJ0P8VwSjUGO\nA1GQnw3j95PRfOEL7/C5ht5/3Dfuf0vBX/TRi5oWxnu32/JC2Lv5SQsK3OjjY8FUt1msMTJkm127\n6DB4MEVu93k1ZDZPeLRnj83r+Wt3AS23mjLrdRB/PHyQbVboc72NBheM+op29vZcqmXAOm0xS8z7\ns0pgTnnL1qSFBWloSA4cyLqrV/n1K2+Kn7swzLYhM+dZMufEZBYUuNEv/Cv29LnAr4OO0tvbmNnZ\nFyiTvfXuzc8nVVTIWbM4we4+VR94U399DHPvPCXnzFHKl6irs8pCyDfLhayZO54cOZKKtm15Yvx4\nbu7UidYA/TW60BQ5TIU1myOaNt3XUOXOHU6aNo3Hx0/gDaNRLFYVcducBYyfJ6bXUx3GbuvJJJOW\nnKLZmrlCTbqp3GKw2TrOmTqHDRt15N7G/ZnSohvTr8XwxdoRHD5vEG/vac6qhtpUDB1CLl5MKhR8\nmplJDTc3qty/z6S3/nH+6f403WXKKz57qa8vYPqW77m7e3ceOXKEPsk+FH2vy7N64NdT+3PVqlXs\nN7QbW/RWpclQfR4/eoTPbG35ZvduVldXU66Q807gHZqZm9Hd3Z2lDxLpLbjNletGkiSLiupopKPO\nY+NVmZCwmhKJmOnp+/8QTFYomJVwiNHRU1lVV8U1ixpTaqhLHj3KfNc87hq0i88jnrNk/l5WG2gy\n8OteDOkXwrNmZ9nUuCkP/XqIjVQa0WSiCavr3pWS+Z2AjACa7zZnSVUJZcu+Z2m/xQywD6CniSdt\ntW3peseVa9as4Y8//qj02Zw5k5wzhwG2e7hr5EQqFAqufTSXv7g6MvHOcIYfUGfofiFr9MHYb3Xp\n8VKNnp7a9PVtyKCg9gwPH8To6Kn092/C16/nsK7uA5p+hYXkqlWkkRG5aVO96O82z22cu3Yub6nf\n4g3xSZ7rs46hqSHKfSQSSk1MaN+wIV0mTiQTEuqvIa9fJxs2pGLqVO52HE8R9Jh8YB9zb+TSx8KH\nr+e+pp+tX32Awe8cCTzCQS6D6t/Lq+UsCymjrPLDmoFl1WU8FHCIN6NvsrL2fX/ID1FbVEsvkRfr\nSv++4Nntjjbc0seQXiIvRk2OYt6dvPf0CwMyAjj+2niaOJvwl5e/MF/6rjZjYlEiHY44cP69+R8c\nEzK5jNeirrH9sfZcNm4ZnzR/wqqyDweIrVq1ilOnT+eMcD82eXGFOdV/1JPL5XRycqJYLGbnhp35\nUtuN146t/2A7NXI5S+rqKK+TsyK6gjkXcxi/Kp5h/cPobehNiZmEnjqeDO4UzIQfEljgVsCqgiqe\nOHGCVlZWHDt2LIcOHUqRSMQxY8bw4sWLLCl539ewvLyc27dvp4mJCWfNmsX4+HeF34uKinj//n2u\nXr2a3bp1o7a2NnV1dfnw4cMPfyAfoUImY1JlJQNKS+ldXMyct5lJ/p14BMQRApN/RkrxC/9F4Esw\nxr/O0KtMqKyPIiTJ6txquv88lM7P+7Ck9n3H4JqCZFbZ6FKySp+jT61lfHw8F6ww4dkXNhR/N4/D\nlvem1TotJv+8gkUiMWUCAUvVBUzRV+VNa2saAEyGBasEZlRAhbX6VkoDbNAg0siIJS4uHBwWzK6e\nh7nHdQHLtYWMDZnOqB1aDH3QhB4e6vTytaWbuw4nuH9LSfhEymR/uunb27NcKOJXpj6Ujp3ISnUR\n48XdyM2bycBAlpdGUOItZqnvWfLAAfL8eW588YKdPTzo+fw5W9i3oJaGD/fja4ar6HB8vxYUC/LY\nbccjusycyWJ1U34v2MmG43fQYXQQmZLCynaNWG6lytOiaczTUONmywUMbulGf707fKbyjLdU7vBc\nwxcM1P6NQXZH6TvqBCUNJAxoOpW+Xwt4/tloyh0cWL1nDxv7+dHI25uq7u7cm5ZG3zRfmjib8EGc\nK+fOteTYsR25bFlvtmxpRnV1NQpUBVQzErKlpQqnG6tw8WJdbtyowz175tN2jC2H2Fuzr6EhbWxs\nqKqqSlWRKlVEKrQba8eK4gr62Plwb+dBrOjRmVQoWFNDmom0eHi0OkmyouI1w8MHMjCwNYuK3FlW\nRj55Moz+/tc459ZCTroxiYrYWCocHPjGvAsb/WxM673WXHx/MctPHWSNWJXek77jbNXZ7KLahd7G\n3rw25xrVDdTp4u/y3viSK+TsfKIzz4WdUwaAmJmRsbFUKBQ8sfUQe3Trzrq6OlpZWTEqKoo8eVIp\nyC2VMsjoEG+dtqJEIqbEw5hee1X4eo0xc3y3UyIxZeB5bVY21aF8wtj66PA/U1dXztev59LfvynL\nykL+2JCURNrakosWvSOKnFycTMNfDNm8ZVOett7O1SbL2GdcH3Y81rE+2GBRly6cIRazXjwsKkoZ\nne7gQIW7O5cvX84BRs2oDW0m7lRmGMn4LYP+TfyZcSSDErGEOZdySCqDFkriStj418Y8+/1ZBncJ\npqe2J30sfRgz492Aj9LqUm7z3EYTZxNOuD6B/c/3p/4Ofc64PYMP3jxgjezjTv9Zp7MYOS6SKcUp\nvB1zm4WVhR+te7eVBX/pZ0pZxafFqUkyriCOC10X0nCnIb998C2Ti5Prt5XXlHPs1bHsfqo7s8uz\nqVAoWFZdxhPBJ9jkYBN2P9WdD04/oI+5D6tSPmzkhYSEUGxqys7Pn3NsZCTLP6BpWFxSTNsettTX\nNeBjVTdeOrz67/b7b/k9dVtdSV39+1u3brF58+bs168fAwMD6+sWFRXx/PnzHDVqFPX09DhixAie\nPXuWGRkZ3LVrF01NTTllyhS+fv36s45dUVFBHx+fj2Zt+d+Mb2giITD+K7riX/gv5ouh9y809CLH\nRdJL5FUf/Rjhso6PrzXjpoQPSCEoFOS0aQxs25ZDH62kh5cRnz41oasrOG5hH5q8fEy9o9PYc8dq\nxlk2ZK1QlecH/sCXFs+pfel7CprZsXXr1uzSpQtzYmLIpUvJ7t2VD3SSCaGhbHH5Mhfu/oke7hM5\nbLUpCxuLSZLysBDWGgqZ4fq1MoI035VLYl+zvfdlBoQNo0wmJV++pFRHTAXASgMz8vBhVqQWsGlT\nZVBkbW0R/fzsmJ19nqQy68WCAweoM2gQjYyN2apVK/bpdZAqeMVsaPDlobW831aLlwVTaaGZzlYu\nDynCZZqYNGSbNmYUCg3YbmYvLh6vSamKBtNhSd+T7XhNcJWJK3/irREjaW1tTYGTE6eFhXH73ZWs\nMRCw+Nkelj+KpURwl+FXb/HBC3UO227Ocb9uo/rLl7yWk8M+oaFsJHGnibMJH8U/4o0bC6imJqC+\nvh5Hj1bl+q1C6uqDU3boMyJyCmNfb2C+WI1btnWjtEY5E5ga4cUCbQEv39zMtkfbsv3R9jzjcYYB\nQQGcdG0SD/Q5wNODTvNb1yXKnMTnz1OhIBsY6nDXKDXu8d3DzDJlztK8vFv09W3IEycm8dEjPTYZ\nd4SCZfY0b1TGvn3JKUPDed5Bk3mWDZnrF8iFrgtpvdeaPpvmUCrQY28tLSbFJ7HYq5iyShn7ju/L\nRgMbvTfETgSfYI/TPShXyMnbt8nevalQKJiefppubip0d/+Oz549Y4cOHciwMGXquLcPyUCTXXz6\nWMikpcNJExNGbllGu70NGRikFChOStpMryeqzBqnw7qGYsp9PywEnZNzhRKJCdPSdlMRE002aED+\n9r7g9tATQ2luZ8b5820ZF/cdS0tL2a9fP5p2NqWThxNv3LhBOzs7lg4ZohzrK1cq+3vwIOU1NVy0\naB47dmzKW5uHUgMafLNxc33bSRuSGNwpmCV+JfSz9WNI9xB6G3vT19qXu+btosMWBxZ6FFJWIaOs\nQkbfRr4sfFbI4qpibvbYTLGzmDNuz+Dr/D8MiKyyLB70P8gep3vQ2MmYC10X8kXSC8rkMkprpfRK\n8aKTxInnHc5z9MzRbLnRhH6t9Hm/uzHLX384Rd2DZsZcP7jBB7d9jKyyLK55uoZGTkbsc7YPe57u\nybZH29LugB11t+tSsElAwSYBNbZqcMiFIfRI9qA0XkqJqYTFHsXMrcjl/bj73OS+ifv89vFF0gtm\nl2bTvl07Gm3YwI1JSfWZbX4nMjeSKx+spPqP6jRab8TRP47lNVyly97vPtLLz8PT05Ndu3Zl27Zt\n+fjx40/OkpWWlvLSpUscO3YstbW1OX78eEZGvp+X+e9RnVnN5K3JLPEtoUL2v1Ps+UMEvUohBAbM\n/HQg9xe+QPKLofcvM/QqkyvpbezNpJ+TGNo7lHnZd+h+W8zBJ2+yoPb93Kg8fpwlDRrQauBAmt26\nxZ9/1uS9e+o8f7opHz4QcustMRvdOsfrAwYwycKC7Y9d5PNnbSl5eJmq23dSoKfKyspKbty4kTY2\nNkw+eZLU0CA3bqRHcTHNJBL+GubC5PFGzDAU8kVvsLyp4dsH/X7GnLKnzy0V5obtJUnKFQpOjork\nYN8zfH2iJeWaaizSsmCJpinZp099t/39SXNzGQMDh/LNm+XMy8vj9GXTqTZWnSoLLdnLaSB/cP2B\nO27vp75WEYeoDOS8BmLmi1QZuHwI03924Ej7E1TRf06RjiFXbrbg2mt63H1ATCOzxkxQV2eKphkP\nNtrFzA7redLgCLf9pEErYy1eevaM6q6uvHX/Pnv73WLkL6DMtgEr58xhwfhd9LHwYbxkN3d6jSBe\nvuBVx+6MuH+KR2M9iRfPufnSHg4f7kgNDbBjx7Z88aIn995RZ/ODjTh9bmtOm6bLkhIfkmTt4UMM\n7WDB7qe6M604ldl9O9N5qB51t+vy7uu77zyEsq9l85bZLeqt12NGaQYZFKScPSsspK2xiDuHa3L2\nndk02GnAgS4DeTbsLHcfzOZPP22gd8hkip3FjMyJZmoq6fqggmbftGbX+b/yWOMdLBSKmfabK18k\nvaD5OnNO7anOUm0BZb4e9cdPy0mjQCSg61NX5lbk8kjgETqedaTWIC1eenxJWWn4cNaeOsBXr0bx\n4UNz/vhjW/r4WHDu3Gn8bccOZdqxS2/rPn1KX6vt9LyuSpdOapxwuA8jcyP526OmfPZSlRkZx0iS\nqanODAnpzqS9bVljqMLS9WMpr3t/SbOyMokhXm0YfkCd1S7739t+OeAyNaw0uHBRF4aG9qnPJVxV\nVcVBIwZR1UaVhsaGytmdwkJl+q/58ylN9mNy8m6OHm3BNm2E9PEZQM+T86gKVcb8sK6+fYVCwdfz\nXzN8SDirc6pZ4FbA6szqt+Nezo7HO/Ja1LX6+vF34zlv7DwaOxlz9p3ZjCt4P//xn0kuTqaTxInt\nj7WnkZMRtX/VZpeTXfjD5R/4Qu8FU309qGjalIo1a3hvSnuW6qhR9s0SpVbgn3hqJ+K6EU0/eayP\nUVJVwicJT+iV4sXQrFDGFcQxsyyTFyMuUuws5oWICyyvKadHtAcf2D7g5nmb2WhfIxrsNOAgl0Fc\n+2wtl7otZa8zvag6XIOwVWXbU325+ulqXoi4QP90fzpJnNjmaBta7baixSwLTlo2iQqFglOnT6Ud\n7Lhl1Uh6enoyKCiIUVFRTExMZHZ2NktKSlhRUcGCggKmpaUxLi6O4eHh9PPz48uXL3nv3j2OGDGC\nNjY2vHjxYr0MyefyzyybZlyIoWTRKvrO3UzPgbsYvvwKUy/7UZqd+z++HFtV93E5l6qqNObm3mBl\npdJFQaFQUBovZeaJTEZPi+bFpo8I6P2jaaG/8F/G5xp6X4Ix3vKxYIyEHxKQWC5H6EwDDDroicp5\nS1C2fzu8Dw+AUxOlhMP9+8pkDQOMQ1Dbpw+61NQg7qefMM82C9MaP4Jo21G8SVuJlWMScSteBZa1\nYkhjNPDzr1NQoyHEzSWHMPXYMjz+7hxMe+bjdPc1sPtKB4mSGxDlREBTKobdznJ0uHQZTl0sgTcj\nsOqVOlamFmPJwRoEWdnD2fUiFpV/BT0h0ThzCCzWeQN+foCJCWoCAjA4NhbtwwPxTdVtjHwcgcAt\nvtCfOx7Iz68PPjh//ifU1kqQWzgI2712QN6ZEFqPw+JmHWAulCE/KR+PnToCZaY4VT4Qw8uA8XNV\nMHZSCxw+Ug4PtxLINMLRvOdrrO97ES3m/4js0FNo9sNVaMaXoKHMGOdOnUDTFQrE6p+Cc4U7KkTV\n2HprIm4m90ADzzhMWm6J18nn4Pt1Hu6llOGlmxuMYx0QdjIVa/emYnoDOXq9DIP9zwfRbYAGMt/Y\nQqe8DDNG1uDyZSn8/C4gN3cSpgZpwX9hFKpzq+Ho2B3XrwthbbMOKmrDYNnBET+tcEBquCe2uwsQ\ncP8Y9ob+hpXdV2JW21kAlNIUIR1DcObbMwgUB8LO0A43Jt6A2vKVQF0d7O9ex8xOtTAbewDTZ0+H\n2xs3HPa+CO80DwxtOgRvykOxtd9WTLX9CgwMxKVdy9AkJg9dK4ErdRPhW9YKWgopVEQGiKySw6dt\nAgarR+J0uARRm56g/be9UI1idNvaDSkFKdCy1cLwpsPRL1YMk20n4amqivZrVmPGXmcE3NSGgeVs\n9O9/Ds+fe0AmW4+9ex/jePFgaFpZAUePAnI5KlsNgT8nQnP9NzhjMAfXoq/BTrsOG+zr4J6vhrn9\nJehk2QkKRQ0CA1uhWbPfoJophXDWfNSpV6Hq+EaYOqyEUKiU3YG/PxRjv0LqaUdkG/iiefMzMDIa\nApmsGCnpQejcbySGOFrjm4UFMDQcgLq6XJAyCAQaqK0VYuhwH/w/9t47uoojW/v+9UnSOco5oxwQ\nEkgEkTOYZDIm54zJYDAZG2Mw0WSTc845GhA5BwmEkEASSCihnE4+p78/xODxjOfOzH3v+33frOtn\nrb2qT1VXd3XX6eqnd9XeWyIVOX2iM05OtgiChJKS2+h05SxfbkVxsZIzZ65gZ+dG8q9nCG3difhR\nE4jcuPrz82k2mknomoDMXkbYrrDPC/cBrqZeZcyZMdyMucnZ/WfZrd+Ns9KZcVbjaPFji8/76U16\n9sbvpUhThLPKGSeVE84q589iZ2FHZlkmTkonlHIlmRsyKTnzjvD4njBrFowdi9FsZNi2TvQ6lUq7\ne3kIo0fDtGkYzFbcibbnUu0gFh+L+x8ds17kvqDLoS7kluby0/GfsHaxRrZURox3DEGOQUiESutO\nkygy7tYtNnfqxJZzB3B1MRGXE8+1wo/Em+2oa2FktG99fhj+A3Vq12Ht2rU8f/6cevXq4ap35Ys+\nNiRnOKHRaFCr1Wg0ms/bRqMRS0tLlErl70RhUiDkCTQLacbkZZNxjHb8H732f4aXG9ZQ7Pczjn4N\n0JXnoS38iEGXj1lWDJZapEYnlKpQbFzDsbKqikpVFZUqDAsLnz80dhFFM0ZjMQZDAQZDARKJJRYW\nnsjlzgiChDJdGWeSz3A44TCXUy7jYeNB34i+9A5rhpMkk+LiWIqLb2A0lmAtr01Z2ROEIg/Ey82R\n3G2BQ3QwDs0dSBY+0mxYA96/r6DKHweB+RN/4jP+tLr9N/FHRM9YbuS+3326R4ZiTDKyeXsdbNcN\nYUdgK35eVh83hYI7d6BjxwIs9T9zW/sT3wsCshEjuNW7Gduk43E/Npms43Po0Vtk+G1vFjzORVaz\nJmvrTuG7jjLaay/RxnyBUbc64X16PTOXWlKktsWlNAaLrA/khTWjwHyO5kdFqt8uJqNpBV3qW9LC\nRcPaO+1JdL5Ckwb7cDtmxw/9e+HrPZ76QTNg7lw4eZIKtwCEVwnobKQ0WLkSv+w3TK6yj+bNLiL3\nDIX27WH3bnJzj7Bly9cs2CcgfKmmRlAMKUFj2Vm9KR2cnPl4+CO3x7xnpKkWD2V1CbD9yCRlDocN\nMnKztMhl/ZDoFrNZ+g2DLXdyzGYoXRe1x3jyNOYzR3k45Cu+jR/F+6QBNFY05ofmUoL37+Pbfj3Q\njVTSUTzNzesmwsM9GT+7jGreeQyMHsmMA8cJWL+BdruccSk2U21BT2SKLUzuMx5DTg4287/DGGPG\ne+t2vDy70L37Qd5UWLEq1Yp6XvX4UPaB63OuI20ioPavwFWpZNoTZ+q/KiMoS8fcIX7scUinpmdN\nnmY/ZVLdSSikCsKnh5MVmsXC6gvZ1XkXy+4uw8bChiNfbEUWWYMaZh2D6+pZfMeCe/fu4eISRM2a\nMHjMHVKyRtPVkEK0xh5VSgElKgfu6tS0afQDF+37M2elE1MmGMm8koj08kXKEDBLbSlx8sDG8JAf\nS9YzwflHTg9ZTVSIM0+PPWV29bHMKtdSvGkTaV26EFCQTJkkHjNSLPdc5edV5ykoKGDLli0cOLAY\nF6u5NFtcDdn1B2BpiXnLDp5OVvBqxB2Cqv5Cg5Eid1P2M/5sf95rZFQYJdha2pEwJgFnK2fy80+R\nmjqT2rXjkJgFdDNHItm9nzdzHfEZdAabJ2XQsyfs3Ant2xOffojRZwbztkyHDMj/KGKpEPB2BZWl\nOyqFEyqFLd/WG0G0ayCLF2/h/v04CmzfUfxSwskjc/D0tMHSMorRo5dTWlrKiRMnUCqVALy7F0tg\ng5Y87j+U6D1bfvecmtQm4lrFYV3TmsDlgagT1RRfr7TyzLiaQaF1ISURJVRPqY5NkA3lT8qJvh2N\nMlzJkYQjzLo2i2DHYMJdwslX51OgKSBfnf9Z1AY1LioXZjSawbiYccTVy0aZkgAAIABJREFUuIHP\n+6U4bxtWGfruEzQGDW32tqGFJIj5N4CzZ8m26cNH9UaOtq7Dwt23f9duURSpSKhA/VqNKkyFKlSF\nRP7vhQPTm/Rk/JBByeUSoq5H/Z3rjhKjkb4JCdwfO5Yxbdvy9bRp7M7JYUdODhJBoIuzM7uzs9Hf\nu0eXnBw2L1uGWq2mVq1a1G1UlyvbrnBy3zRi+k7+p20x683kHc0jc30munQdHqM8MJWZyN2Xi8JF\ngdsAN1z7uP5bVqj/XTxe9g3ykHJqdN74d20svp3Px6tJFL58jtnxHYqGOQj+GRgs32I0laJShaJQ\neGA0FmEw5GMwFGA0FiOVWiOXOyOXO2I2a9HpMjEYSykzyclS6xFkLnjYRRDqVo/8kueUlNzEYCzn\nndYWe6tmhKf0QbIrAG2SDvvWNkjbxpPnexCdeJ08gw3X8gQePXYn7udE0tK0+Pn9X79Nf+I/HP8q\n0fsz1u1/gdxdubyoZkv5SxWnDrTh3Ml+tLzWEl2YCGoT77Kge3cTHu4dWZaRyW15XVzG1qfOtEm0\nSG6PR2pbHmyYx2B7EzXv1kb5NIHTgkBUzy2scclhct4xDpfX5ZCqM4r1PWmhFTinGMXZuE10K/VE\nZz0Yi4Agst/4U6//VCzuCKwSDXx1X8Os/ivQP/2ey4vCKJNaUavbNZ7dHMa4Rk34Jfk8Le4ns+Z1\nH9YnjkGQCIxxv03zBy3YXseBDu5GHOJaEj1xFLKFy7nRqwmjvhtNTpQK+/7WVJw4wNuanmz0DmBY\nNXvy80UQXRBxwYU8HHlLvlnEpnsbCtf7EuI3GrOpGh2CkxhY9oGj7vsYdH0rLmOjqBZghVoVTMEX\n15ndYTQW03ex1mktXeNTaNekCdnegTzJiGTJVytZtcKbVauSmTilAfLGYbi5WiO1HUXc2K95s2I1\nB9a5sXF8LS586MFPP61luN7AoYTTLPBvyNOLBdz6VUZ5+UdWvAkmo+wdQ6OG0jaoLTVG1+Dpraec\n3HKYa0+6Uh5yk9ABJl7GBGBu2piOulLuf7iP3qhnx/MdTFBMQPVexcIuCwmwD2DhrYVklWXxvuQ9\nymR3RrX0xeKqEcwCc+bMYcCAgUilMxGEnyn88JChLTXIE1w4pc7HrZMXpcIHAsyOJNjOwt3wLXv3\nuuLjMwR9em+63dvCbFFJfZMR20kTUKa9IXdnDGuLvqPF2l6En1nMEYknw5es4HXjxgz18+X46o4k\nvJ1KzFdKirUCSQFtuS2RcDg5GZPZxJ1VJxnVXiBzfetKp9cVFbyb8gKLqC7kVH1CoB70+lxMWV+z\nLiaAXPvFTLn8LbnFuQwdNJRdO3fh5NSJDx/W8iZjPVKXkRTNXUWifUe+nD6cg0/n4plegeLQIWRR\nUVx8uJdNj9fTP3IRiz1jGDl4KCU2aaya6Iy7x0is7VugN+lJyk9iwNk5rA1fy+7dV3j69ClZYhbN\nRjWja7dVnDt7jnnz5mE2mzl58iSWnxx2A1jYqJAiRV+h+7vnVKqSErwumPh28WRtzMLS1xJFMwWH\nAw5ztuZZspRZpE9ORyWqyNqYRdnDMn5t+ytrx66l2LGYLR230MK/xd8d9y/4S9tHnh2Jbt1h6r/8\nFsdL30LrZr/bTylXcrrPaZrsaIJiSG96l+7E6e4qonL0HFXZIIoimmQNRdeKPhNRqa0Uq3Ar1Elq\ndBk6VGEqrGtYY1XDCusalTFc5Y5yRJOIsdhY6b6j6Le09HUpedvyqPWo1u9IntpkYlt2NkszMgh9\n+BArPz+edexItUeP+MrFhZ1hYdSztaXk7l0uT5+OOHgwp+rXp052No/mzycmJoZO3TpxadsldDrt\nfzlOajO0ZG3KIntrNlYRVvh844NTRyckssr2BCwKoOhGAdnHX/Cuxyks6hajalqCNDAfW4fauLr2\nQS7/n9P4mbQmtOp32NnX+bsyiUKCYwtXHFu4Ao1RJ6nJP51Pwe4CtHHl2LeTYd2pEMsoDUoPFxQq\nV+RyJ2QyRyQSGXqTnjNJZzjw8gBXUt/TxKcFvcJa8UV4KBptOoXlb0gpeEGF2YFS6US4VYXCRxmc\ns7zHndAheLTywGOwB7maXN6/f49HoQchjnVo6CzjC88cen6ZyAmtAbP5f+x2/Ik/8adG7y/4W42e\naBa5F/aArk5+zBu+jiYx8RRuW8m5V5kklXsT5p7JHtdAamXtoXnSDnoWFhNR+oiTlzx5bDkM56Qn\nnBicTKyVgZYD69P/Sh43U1PZihy9ICAL8KdFujW1/atwqqETGUfSSSy/h8Oa75l5cQq5TZ1ZaHmL\njIV5+O7wZdaxIL7y0lFvA9j06Y3FluPc3edIf8UK6lne4Jy8K4NWONHm9iouaeuxg2F06y5hXvIw\nzJYq5rhs4uhxCV/213Onczwbw6+jObaXavN7sL7ecg620DJIO5Ro+6FMyrbH47Q3LX30lOcamWKb\nRvn86vQcDU/K3XHVFRH3sw0y/wSODDGyqtAXFw8Jr+sMQNWuKUk+PtTcUgXdyVzui604Hdaac5b9\nWN3zMBaHZlJ4OZhpv/zCi8WLUYWFIc/KwlomQ63OY/bsYLp160pqxhpMZg1qZTMmHg2lcMcBrKQy\namtqM260J+HjQvDwGM6NW9Vpu6wq1o5WnBx5lsf6tky/e5YHwx9Qx6tyoC8qLsK7ijc+s32wcbRh\nQe36uMftwavxClwDh37u88tvL9PpYCcWH1qM0FjgWJ1j3Bx88/NUjsagoebycKzsu2Px4z56RVRw\ntlEUsYsfUb+2JXPmyPAs8SJouwKLM/e48OgynU51IvJEJNOHnGfCCnfOnVNTrVoGrx6N5H1cGuM3\n5ZL0sIB7/XYTfeZ7PjRZhi7dAWlaNs42eygtLeOxSw0eNX3FmbuJbNtWDUfHCiJyxqKavxkePGBF\neDj9U1IoblCfb5t+ZNXPqdjvWkaC1xLq1n1D2chdJB4IpPb71qw6EIWbu5a9+cvQO5Ri6R2O2cYC\nbVEhKVl55NpWIJXYIVNY4yXLYLkwjbnsoFTtQXaqBT2y7/HzmtkMHPM971u5kCvq0ItmAhyCQZCT\nUFSEtLyAps6ptLS3olvIaIKVys/3cNbZWawYtILDOw/TuWNnAKZdnsbtM7d5sukJnTp1Yv/+/SgU\nv/fPl/fuFVX8a3GlVQcaXTn6uzLRLPK86XNsG9ki2oisvL6Sg00OMqHxBGY0msGQU0Oo5lKNOU3m\nEJ8bz9xTcwnYEUCH+A74j/Onyswqvzl5/i9gWrmc1HlxnPHzw3V/KP0i+yEIArpMHTJHGVKlFICs\nsizq/lyXwU8HM3/vfFpPCGPwszkE54YgyATsW9jj0NwB++b2WFb5jcyaKkyUvyinIq6C8rhyyuPK\nKYsr4535HVnaLPIs88hT5JErySXXnEuOPocCbQEhASF8M+sb+vXrh1YqZUNmJqs/fKC+rS12JhN7\n3r+nhr09o319qVZQQHpyMq9fvybpzh3uX7tGFzs7fj52jPiYGHr+8gvvV6/m6sOHVKS8pG+Tvhzd\nNJxmI3/67X6LIto0LSV3Ssg/mU9xbDFu/dzw/NoTq7BKH4A6XTZZWb9QWnofrTYNrTYDudwRS4Uf\n5HtgeO6E9rkN1gNSUNvG4ujYBnf3ITg6tkYQpP+0L/5hH1WYeNnlJRX9JhLUbiKubl3/5bqGAgMF\n5wvIO51Hwa0CxEIRLMDkYOJtlbecDznPDc8beBg8iCqLwrfEF61eS4GxgApTBSqVClsrW3zMUqom\nOOD5wpkKnyJKo/PQhZchkRrJK84ktyAdhRnsBSUqsxSFCSyMoDBCqU0ZpubvadBAJDj4v30b/sT/\nEvxHaPQEQfAGdgNugBnYIoriGkEQHIBDgC/wDugpimLJpzozgaGAEZgoiuLlT/k1gZ2AJXBeFMVJ\nn/IVn85RC8gHeomimP7P2lZ4sZDnZinmD1Kqh2wkMOABGSey0S1w5O1PAYiPlIQPfMDb2EUcEEW6\n2NmxapMDq7ecwMr6GOe3auji7Y9lvwwOxxqR2drSdcwYap5owJgB7tivzSLSOIIrRjOZh2/SrE57\n5j9YwPzxi5hyfCdVE4fTv0FvovYc5OGiQ1xuoqN5JFg2jMDybQkfulnzttSeUhcXAkY60W5iBk+c\ny9lRug17Fxntt2RwzyWXQ0J7Gjl6kTVYwtwFFaQUJ1C2OIl+oTlU0zvyccIavAtduJbTi+SGA5ni\nlcuuZFt+Pg97HtpwbXIWilGWdGuTTrTfUrzvF5He0YoT+05Q/0E69ZwsmCTRs6ksmLsXSyhqV539\nG++hLkqmjahAiTc/6YMxvJ5ASuoaTg1O4m2alGrN/Xghc0HtNhaHHxfh6uJC1rscli17R40aTWnc\neBLPEnpy+K0XRTeuIxeLkCtsWHVgNjm9Dbz3nU1RoyuIpkYI984zdFMt7nyUs+jNVXqG9yTKtQ5q\nrYHDr/ex6NYirKpZ0ay0Gb9M/wVBECgLGkpCQg+KTU8IClqJRGLBF0FfcLLWSbRLtCwdtZS1bdb+\nbr3OkQMLGBhuwZbyCHwlUooEgYhnibTYasTDUExJak9azbmG8OgRRfmlTHsyjdkOs3lQYqTfLBnL\nlj2nTp0ozLpgskdO5kLjr9i+2gKj/gFfnPyaZ11dCDs5hoSavYj03IMkx8xrWVs6550n/XUzVq9+\nwuXLdmzceIO7voOJHDOchNevWVZeTrOrV7k57ksOLNWwvZaU2g0a4VgWz/tnC/i4qx6h2/xRuCqQ\nV4jcyncgLP8Kfuk9YE8RFEiwNGuRyxzRDNRx8v5h0pzjkdoUYapiwfT3K5m7aC8vJO0JcSpAu/BH\nDs79luZ5ElT6GHo7VeV96lHu3r1L6w6NsWpmxlJsxWl1a5bkxqHFjH2mLbJEWzj9EreaVTgrnqWT\n2AlBEPi++fdEvo5k3Zl1DG05FJns74clrVKJFCne1+MgJgbatKmUevXI2pSLaBLJGJ7B2Etj8erh\nxbY92wh6EoSkmoQfGs+n58r6GO/d4fXb+4zx7ULjVj5kx51Dfzaah2veUCXsKV6BL5BYSkEuB5ms\nMv2LZGUhffaM0pDtNJomZejtoRx7dozpd6ZjPGREZivD/0d/3Pq7Ib8qZ9mhZUweNJk6mXWQVwRg\nV2BP9K1oLAMs/6HDY6mVFLt6dtjVs0MURS5dusS3M2aQU1BEQGgIYQH+hPuH07ZKW3x9ffH19cXD\nw4PY2FgWL1vGhBkzMHfqRIehQzkZEcGUuDguJiTgunUr+Xl5TMrPJygoiNDQUMK8vfny6VOmr1xJ\ndEAAwuDBONarR3FsLJO3b6drWhqtyvSYMCJ6buHZ7RdYJQ9AfzGC0tulANg1ssOxjSNhO8OQ2VT2\nWUVFAhkZK8jPP4mra1+8vSdjaemPpaUvUqnyt4ttCxWJFcS1jsN/4WKEgFjevZtHUtIw3N0H4u4+\nGJUq9J8N07+DoVTPs8mbMfU/gUmZS/4sH8xNcyoJtY/lP60vOAhcjLzI94XfY9/KHnsLe8pKysgo\ny0BtUlPbXJvJ5ZPxL/HH2miNjYUN1kprVIIKm5JcbN5cxubdZeTlGZhdfJCFq5BYW0KhAh4qQKEA\nhTsoqlQu6lYoKtO/2n6WfYeXkveYTCK/eY/+E3/i/wz/n2r0BEFwB9xFUXwuCII18AToDAwBCkRR\nXCoIwreAgyiKMwRBCAf2AXUAb+BXIFgURVEQhAfAOFEUHwmCcB5YLYriJUEQxgCRoih+LQhCL6Cr\nKIq9/6Atv9Po3Wj5hCGFXswav4bGDfNRpizk6sRXNImLYflUFSf26AmryGKTayPWd2xL3JAhxKTH\nc3jGOMxWPmwoGMuSLrP41m8QXyy7jqSsgOdWGxkfWIunyVV4xCg87fTkNZ2D1E5Kh+3NWa2TIxVq\nYOHuy55pFcjs3tI3JI1RD7KJshYo2m7PnG/0NO5bzt2VSsaEHOCrzacoPx7ML2FDMS95xYsr91l6\nuTaPs9zYYvUlj70/sKSuA2nWUlDmQwG45nvhXNCB1yW1qe7pw5JrGiLUq5m4uB2TRoygnp0dEyfC\n5q16vGe1JvNRbZQP55Ca649CruNSnbXYpUSQ1DucORtVLNM85azgxnFRiUxWiLunJZnFadzQTmez\ncQh7HXsR0e853+woYyx9qNfQnWfVSmnVcDxHhq2hxfRvedawHgG6Z8RN3YGfWoODgwPVYmqzc/de\nho6ozrLZa5g5czSxsU/ZPKIP/NQb+aYfWX+8Cmm2ZuSdnLn7ZCf2etjU+jajZ2ZREDOeQEd/Vnef\nizzTxJQpU3j+/PnnF63RWMLr10PQ6T4QHn4YpdKPxMGJnNWfJW9IHktbL/38fzh8eDKWlmtY43yS\nJkY5dweMIqJTNh1aixSL3xEb/5bR3+9ic09n7OuN5er9q9hobOh5ch5ThGi62F/iTPkwvvT8klFu\no5iaNpWnNZ6SvO8g6W9HY5vfl9LxXXCeoMf/my/QoEREYGLViwyuN5daF29yy9yQEdp0fj1zFp8W\nDehZOw2tsi/dunUg8stIeh/tTZ/UNlTpEMnalA3cG3iMxFuNcV+yiNDb4wFYOSuEb5a8xUUuxaA3\nUd3dnWC/xjjF+xPTMQa7i3ac33Cegi0F1FLXYkeLc8xrdpm7moGMqP0N927eY0HiEmKeZbDigp5e\njkE8KGmFr29tTNLmpKa44upYRGCAOz4+cnx8wNpfS6lPKdeu/8KL0/sQZm9D0J+goyScfQOGg0zD\nwpsLWfVgFUtaLaFRlUYEOQYhSJWcKyjg4MePXCrIR9asM7O+iMGtnRced+IJeZyKTY4VLwy/8Czm\nG9L9CuhbcyB1dM7wNhXNtUQkme+xEPIpc1RS6mCFu3coMkdncHCgOA50GhXWnSNIOe2FrlBK2MhC\nbLzUYDD8XgBNy/48bZtK7Re1SVmRwg9JP3At+hqbO22mobohcbPiKFIXUVxSjOtaVxKtE1l4ayG1\nn9ZmUsIwOsf1qiSN/wR3795l5syZfPz4EbcxYyirXx8EgSS1GhuZjFClkjCVijCVimCVil+LitiV\nk0Or4mI4coRzx4+jrVsXs5cXtZKSmDNjBjVq1KBKlSpIpdLKWMYtW1bKd98BYCoqomVEBF+UljJr\nyxbyqlVj1JHD/PrDana7/oRr5wzM7Y8hUUnwdBuLd7UhyGTWQKWGr7j4GhkZyykvf46X1zg8PUcj\nl//z0A7qZDVxLePwne+L53BPKioSyMnZSU7OHpTKABwd22Nv3wxb2zpIJH+8tk+vzyPr3Tbev1iH\nVLAjoO5EJPfakT63ciq5OLYYqZ30sxbVvrk9Fh4WiCYR/Uc92g9abjy4wbmb53AtcyXcHE6FvoJT\nbqewbm1N/8b9aRPUBpnkrz5ARLEyis7x43DsGOTmQteu0L07NG36L/XzHyH22HIytdOoUcNIRMR/\nX7P5J/534D/SGEMQhJPAuk/SVBTF3E9kMFYUxTBBEGZQaU685NP+F4DvgPfANVEUwz/l9/5Uf4wg\nCBeB+aIoPhAq5wRyRFF0+YNzfyZ6pQnlHGr0ku9sAji4ryp16jzlbLdckutIcfKsxcqV0KbNPIJ+\nKaWm8QkJ2yez78weEm6dodrYptwO+Z6Z56ZywrWUEzucSDJ4EuKjYWzGL8S62xEi68rLnEeICS9Y\nlX6Y+b/OQaPWEezgjR0eOL9IJd2jM6/D1Dg7hlBmsGbJ4ZY8SE/Dv0kfvtJIcThnReCi4zReF8Hd\nB1aktRxO72FfMqQwH3nKWeZebke+/wdkNXfjua+AV2UKFI060Vv8iv6/OhO2MYT1UVo2TbWhplZk\n/vXr1LKdgOWB7RTVa0dgkBldv8aoCxzg9FbG+C1g+ctTPHNfiD6kFt/khFCo15Kba8ZL2o5VmpnE\nV8tkfcFoIuZdoWhGX04ipYpNEkaLDBxSw2gUUoD4ywOs9vTn7HEBqY0j6hBH9JefkZS2gAvl1vz4\n1AmdlxeNX78m/t49+o0bQ2/lLKysIggKWs+4cWN5/vwmyxp0peKYH31LJtBzYyCbrSZTTR1Pfvxh\nlq6vwdeTH7Oo9kGubmnJnTswbpyZLVsCOHXqBNHR0Z/7XRRFPnz4mfT0JQRY7yClhS2BcYFEHYzi\n+qDrhLuEc+rUKMzmreB3iNFqD557OTCqTjfcmuSz6EEB7678Sp11x7lz7hyrmtYhqyiLLF0WG6PO\nM2RtIAsWS+jbTk92WjZfzx+DXhqPwklNy3EdGVN/GsV3cklNm47oZ4NycBnHCt9QKLdlcWA+b+aZ\nyFfU4urUqnROrcCLBB4GaWkeFsAcp5ns3TOWw6fuMfVtHda1W0eHkMrQYaPPjsbjuB0tnR/gMaAm\ngZErAfh5jg9z13+kfPUWchs35vGtV1z4+gIFjQtIzE7kQ9IH1vRew6KaywlctpDhOfY4nD5Jlvww\nA2KzMJnNNFI0YmbDmdR6/g75wh9pLr1OjqWc3Db9EbwfUd+1IQPr96JdcDu8bb0BOHfuHEOHDuXG\nzZvkOLsx/0EyN2VZCCUaJCUXiaICsymVfG0pgmNdPliGIDrUxt6QTSR5VLdSsq/pAr5tXpuKufVw\nVbkQkqHBbpI7LqV38TfsAqMRoVEjqFsX/P3B35+Sj04kzqzAqasHAUsCPk+vQqURx6PIRwSvD8ax\njSO5e3NJmZqC5xhPfGf7IlH83rDh3YJ3FJwvQJuixbmrM37z/bhf9CtD9vckXaHBTlChLLbBymCL\nvcIet6pu6JQ6nHcY6XgjgI6WB7CKiYFGjSqlfn2wsfl8/JcvXzJ79myePXvG+Onj0TatxfoiM4vs\n8+ga3BZ7S3sydTpeq9W8VqtJ0mhIUquJtLJiirc3lw8c4Jv9+yns3RvHrVshOZlGjRoxevRoWrdu\n/ZumdPz4yjB1p059jiW8aNEiLl++zNUff0Tapw/k5nJ79Ei+WLOd3cv20OObbp8IXSyZmWsoLr6F\nh8cQVKpwMjPXYDbr8PH5BlfXvr9ZZf+LUL/5RPZm++I5yhMAs9lAUdGvFBX9SnHxDTSaJGxs6mBv\n3wx7+6bY2NSlrOwxWVkbKSg4h3C/MfalAwn/rhsSqYScvTkUXigkfF84ornS6KX4ejFF14oouVmC\nIBcwFBnQWenIVGWSb5NPvm0+Ohcdtr62hNiEUPVFVTS3NdjUssapoQSnwFxUFcmQlASXL4NGU0ns\nunev7Evp/xkxM5YZubd5J7na5QS2jyM6+v++0cqf+M/GfxzREwTBD4gFIoAMURQd/qqsUBRFR0EQ\n1gL3RFHc/yl/K3CeSqK3WBTFLz7lNwKmi6LYSRCEF0AbURSzPpW9AeqKolj4N+f/TPSOD3jKj0+8\nGDdtBQ0bloE4g+TaaeTtq8mMEbasWXOXzaM7cKi0lN7SccQa99HQ3xP/Gn3YXzwEuzgpBRUygo05\n3DU1omX9g8RZh6NyVFNvcgXNf1nFR6WGcw0l2JnlRB16x/3o+vh260K8Wku+zoDrh1TydXloDffB\nvRkhyWZ+/smO435j6bvSjGFSXZJtGnPZfikvL1Wwv0YSR2qVsaehlsZrJTypfogMy4eIezfS3/oA\nS3OvcLTNd4Q98GL39xacizbQ3tGR1DwD93qEsdrhNh1KbhJo3sCMFtdZnRaPQ69vaPwoHZ1Ozbqz\nXUgxTWKnoxX7S8ORSL9DFH9g6NBbfDe7HoqqvUmwWMTZYVVZsmYWV63u4OPTnC4pM7EshZbCe5ZR\nF99BCxg8uIRIzR6GXeuOzDuF671WU/GuO1Wr7mHXrgfcTE4mfMoU3mg07A4LA3M5cXFfYGtbj4CA\nFQwePJiC/AIG3O/Hi8gDbGh7AX39M/i/WEuiqhqdn58kuLSCpcvjwNWVV69gyRI4fHg+1aoVcfbs\nGtz/JjxpcfFtXow8h8o+lJqbBvDT7aW8Lkikt4We0tKjhIaeZKVFIGEqFX1KFMyM6kq5rSvrwh5x\nQVHM0DQHNLfuEh7dALTgXS2aZ09WM2qAhHW7AzAYisjN3UN29hYKi3KILyymSVBNTGWF6D+Wobcr\nRa7QgAAag4SUYqhibSZyBXQNgA/+jijzlHy/ayg9i37mx0ZtWBtzgfpW3biTYiYi1Ir7szeTlQUe\nHlD6ppA7tW6hmXwCz3ZniIl5DQjs3+vKrHnw7MkenKx78qzhczyGeeA9/hMh236OgSMG4hr4PW9k\nvoxtd5Oue9tSsK4z1++EMmHWAUwFIaxaBYcPw4awNXTJXE2X8RY8M6TyVfkJDj/MxxRwHr33Zfyd\nvYk21uD096c5e+Ys7mHu7Inbw574PZhE+Cj3wsd+MW9tQVUqp8Itj7p2Tgzy9KGehYHC0lSSC5K5\nnv2S2M5HOFanFY0be8Dx42RXNCZT6E7NI85IGtWvjK3bpw9cuwYREZ/71lBkIGl4EoaPBiLORPxu\nPV7hpUKSxyRT52UdpCopuiwdyaOS0WZoCdsZhk1UpRFFzq4ckkcmY1vfltDNoahCVZCZCW3bYm7e\nDDEqhpKpe7DTPkBSI5wSpyak3ovAqnsdrhz4jmnqE2AhoYqTEzVsbKih0VA9J4cQPx+eBiqZX1BI\n2qtclM2VaGpocHEJJr/qTzQuv4q19h2x72Jp6NOQHuE96BLWBUdlpfGCVqtl1apV/LRkCaUtW6IY\nMoR9YWF0DwxErVazY9cOdu/cTUZGBv369WOQgwMRO3bAo0dgbw/AgwcP6NSpE48fPMBnyxbYuxc6\ndODRtSs0Tspgx0+76fNtz989LxpNGllZG1CrX+PpOQZHx7YIwr9nMfy746VoeN7iOVW+rYLX115/\nV240llBScpvi4hsUF9+gvDwOS0s/3OyG83FoFI71/QhcHvhZW5+1KYuyx6WErvIBnQ60WswaNQ/f\n3uTU8yMkxMdjkhWjEkQau9ahpXsD/CzdsTJJKglcYSG8eYPpdRpFb2wpkDehwFgHqUrEOUqDfecq\n2PSpicLt3ydjxnIj6ldqKhIqKq2uE9RUvKrAkG8AOzUGMQfbU72xw4yiAAAgAElEQVSoE6P85wf7\nE/+r8R9F9D5N28YCP4iieOovxO6vygtEUXT6HyJ6b4GYf0T0snMquBAYz3fOfuzbW43oandY0+4x\nRfZmzsU1ZsUON6Z8HcHJjAx+Vqm46xtKWPlQPni7kGrrhsa1jNoZP2Kw1bDsaQ3mjavJVefaUGzE\nZLDB3tKMteU1Mu0MVHWLxDkhnccSCXbWNrS1C8e/eBVVeEzwPA8eZgYzuVs2PfoHcdSiEdZ3B7I4\nTMf53M5kODTl5tDptKzVh2ftthG+/SqhOjk31pnxeLwN8p6RvTcLR0MH0sQUakoVROCD61hP+g3v\nh8xFQ2LWWqzLTnD7/QmWzWnA6YyrWPV7RLt9rQltOIjIar9waG9jlpnW4q+L5BuhBmkBx/DvdAD3\nN2fQl7ggl8O8L+7T9Oh43ow4weMFyczL68cjvZrn2xPoPsWLDcUXuaSwYb/DfMy6/Uz72pVRo9aQ\nlbuL8+Vt0alf09XpOXXrppCWlkaDBg3IyspCECTk58ObN5CSUoydXUtSU1uxZ89C4uO/IlzMZY7V\nJPL3rmGDOJXkrE1McElkR2o5qaVDsD12ofKl/4nV3bqVxhdfxGBp+YE+fSxYsACcnSv7X/exnIeh\nj7HY/wM4fUTl0IN9sQsJkkCNGudxrNaImCdPeFK1LjNq5aJ434Mcew/WhJcS9Ogm3YbbMP/bX5kY\nOpEkUxYOPMdd9RxzZCcmTgrAzS0FR8d2FMsbMvHqcko0OTh88GTm5hUs7bSceO8Uwko/4uplyeSG\nRiSCmVvZFijmqGj+Lh8nLyd+mFmPlvW6c2ZIDUoSLZggpHCixxn2Be5Cktwb8d4kFAU1ad3czOzk\nWMyafXQYd5rz7drgqPJAnazlctwOVmwROXM4Es37IqwejafGj18j+aTZycuDXwLOss40mQY9Ijnl\nc4Jal2pRXalm0EwNy39J4uFDBV+PERnRw0BuSgJpc4ZRPzWd19GbCB1QH7fhHly5IrBho5GrLw6i\nzxmNxwB3in0/opQr6RvRl4E1BhLuGMV3V5ZzIvkQU11ucDBez62UjQSFvebet7uws/vt+YzNSqCP\nVyuOOwRTf0ILdI278LhPBdUvVccm+jetGPv3w4wZcOcO+Ph8zhbNIm8nvaXkVgnVL1ZH4fabscer\nvq+w8LEgcElg5b6iSPbWbFJnpuLUyQlduo6K+ArMWjOR5yMrrXqLU5B07ABff4049RsSerxCZi8j\ndKM/wq1bcPo04snTGEvNbC7x5ZSjyLmc6yQlJREXF8f5W+e5cucSpamFSPUCkyRSBvVoj/Wc2biE\nRNE7MYlApZKlgZVtKtOVce7NOY6+OsqV1CvUtKuJb44vp9edpkyjxXfFCuRRUZyLiiLgk0ua3PJc\nGmxvQIhTCNNDpnN5w2727N6NW2goA0eNom/fvlhYWBAdHc3SefPofuhQJck5fBhcXEg8sJ/qfQex\nec5mhvww5N8e1/9daFIryZ7PVJ/PHx7/CCaTBsNHgfjW8Th3dsZ/of/v1j5mjL+Jbt1hglQ7MCnk\nqKVmikUNerkEvVyCRmLG0zUAN2c/BKUSlEqwtKxMlUqws4PgYAgNhaAgsLZGNIuUPS2j4EwBJXdK\nKHtchsxOhk0dG2xq22BbxxbrWtbI7So1p4YiI+rEShKnfqWmIrEyNeQbUAVZoPLQYaXKxUqfjFX+\nYyzf3KZc48BL4xzEa11p0NjmH13+n/gTwH8Q0RMEQQacBS6Iorj6U14i0Oyvpm6vi6JY9Q+mbi8C\n86kketdFUaz6Kf+/mrrNFkXR9Q/aIc6fP597l7JIfm1Lz5HpDBtgz/kxEQR8dYAc50Te7od3jp2o\nf/o0Xjotg2b1IsL6Cm/UORi0lqhda+GhsUBddJX+KXs50luFcN6dti/LOfyTDOHNahRvb6NNbY2Q\n0ov1VttJEz6yMPIxli5KHFRqjDhiZeHAx5J0aqbpSTDWRhkEucGtMOqLIGUHRK3Do/AEIw4/oetT\nE616OqDWVCd+8Qa+uLsSncwXc98FREoiybd8w1SPgTx9UcI+NNSIfkC73sn4Bmu49qstSRFf0dry\nCnPHbEavv4OtuJJyCyeCjW1JlyziO9krJBoZsdISLDq24O07KS91FzBlRmHZfCX28bPRpklxtNKi\n3F5AryWPaPv8AgpPgVrZB5nds4zWF54xtVhJgt1urFSuhATOxd5eZNy4LwgKH8iaWyMYEj2cqKrr\nAPDz60TNmtu4ft0FQagcb4OCoGrVAmJimqNSdaVMHsCXOydx6Ok0siSt+b59Ita1tEjeLKCllyVD\nPNXYZNsgZGZBg4YIlipAwtChN2nXLQD7qi4oPmqJrpaD2ZyNcWsXJEXeWM27hNFYTGHpa57HwQt5\nV/ZPPM7opCTspXI0Xa1o9zaJE9pvSXOSsaBsGDHm0ZyN3cCA9ZOxOKXCQ7yPnXsCC5eNR6/Rcu4K\n3HluRVkXKbmqHCwo5gtFKwYums1WuR+uXTxY9Gt1phZkUv3YUuLL4+lkfx8v2+q0b7WXeJMttytK\nqGlUMGNEbaIDLzNtmhx/x3Q+Dm3Ad8e/w1XmyZ7IXdxwzGLo1bH0e1/CgwlHORKupbj8LWurlyNX\ny7l4U8G+cxIeTIgjPfYg0kk7kclt8PdfhMHQjMaNYVTtQqKePmdJlSXcenALjYuGnZNe4FYxAjG9\nIS6P+qJNVqMX9STbJyMNlBCWuZ16Rh3x8hVYN/YieF0w6Vnp1K/fiAYNlnL/fl+8Q/Jws7Mn64Oc\nDx8qlSZu7iKa9n2xViroaNpJ8vtSLocFIdlxFxdJMFWrVr5rlYHZHJleh6U9B9Ln4I8kdE9AVVVF\nwI8Bfz+oLF9e6d/v1i1w+DwxgCiKvPv+HR/3f6T65eoo/SoJkT5Xz6PIR6jCVehz9Ohz9Jg1ZmSO\nMgx5BhDAxj4Hk40HUhdr5KlPCMufwXuHsZSGdEGQCQhSgRpXavx+ulcU4cULFg9ZzzFzButiD/Ah\n9wFr7y4ioySdbxt+y6CoQcgFOdK8PFi2DHbs4HW3bnzdpQvn2rZFI4oUGY2IokhycjKx169z5eoV\nEhMTEeVmDLYSApasJdzZl71Vq2L7aXpWbVDTY3VD+lUEklc9kI1x23i0RUC5fA2xLi7s2rWLM2fO\n4OLiQvMaNdgcFwcdO8LSpZWGKED6zZv4NW3GL5PWMurnsf/22F5gMGAjlaKQ/OuaPs07DXEt4vCa\n4IXPJJ9/uJ/2g5a4VnG49XPDb67f35Un9jhFwaNHfLfwEc+yH9MppBPl+nKuv7vOzEYzGRczDgvZ\n32jj9Hp49QqePYPU1Mq1mUbjb+lfb2s0iGXlaPIVlOU7UVbsQZnam3KDL3KKMKHEjAUqIR0ryQdU\n0gxU8mys5JlYSgsQtBUQHg6RkZXa58hIiIwk+eApCqZaobnQjhat/991Mv0n/v+P2NhYYmNjP//+\n/vvv/2OI3m4gXxTFKX+VtwQoFEVxyT8wxqgLeAFX+M0Y4z4wAXgEnAPWiKJ4URCEr4GIT8YYvYEu\n/8gY415+MfGhr/jJugo7d0WQ/eNwrL+8QZ6dGnvb96w6Vo4qFrYWSWg4wRJLazVVXSSkGqowdvUP\nHGmRSJzjOvIjx4JtBLVPb6U0L4beU6QsePEA+9KXbNmVy8Kp+yie70B6ZjTmvo2oUSWX79rWROE1\ngcm3d5KUdYvaQV9hc20fw55aMLS5FokpFG2bBdhefYCuRnuCN7Tnx9nleIwQ2RwlsrWWgELjTRtj\nc84160nb1Yd58eoKr7BDlleGQvoRvY2ZYg85j9UxiPKW7OkSxI0Ie0zuOmbmJHN0WBQLdA844BTK\n0fL2/KB7RSoK6rkswCa8Kjn9FxEUBEOGQGj1Mp77Dibf+RSjn1vyqMplHtYQkA/tTz5qnkSv5e2Y\nHkQeTyDbr4Sdb8dx49dfKaE99vaLKC9vgZ1dDiNGnKNBy6nc13cgsnQf69fD8+fF1KnzjD17muP1\nN7M4ev1HHj+OZm5cLo6GWkQn1SN661fMXLSIN9HjaJazASFiEV2sC+hiWw5HDiHeuE7G3DncEc3s\nO3id9GvxdFw5CFOGJ2/X12LbOjdymr8l+m40qmAV6/euZ9LL8YhKETMQ5F6ftKC59Fv5mk43qpK/\nMYOEATt46WDmuIuI7p0lhp5NqX5qBVUiVyCtCKXfV31JMvpRHFiF4lMlyK7LuF1wm9YhTWjQGzw3\nDOJo8H3CR7ZHmfw9B3NvkeSroKlfU5q6NOVJ4SkGuj7kpyM+bPQtInS3FRscC+h/X2CGdAX75fVQ\nxFzj67lFjI4czb6l+7A/bo9fThByvYQXVZ5RIbHHN1jJ2ojVTK//BscyJ04/Keb0bTl7M49VOg0O\ntuDjx4Okpc3j1atAcnJ+YubMaO5Vv8cC6wW8+fiG98WZmML7cmb8aOyc2hEmf8zmov1sTN3I3q57\n6XWkF71MPYlasocOpWUkWXYjybIpM8T5tOvQjjFjxlClSiBbt7pSpYpARAR4e4ObW+WyJrVBTcPt\nDannXY/e1XpzNukCF+5kkbdpN9+MM2FjNnDvSQGxZxoyv30Xvhw8i3fz3lHrWS2kln+wLkoUYfLk\nyhf2pUuVeb/+WvlC9fPjw5oPZCzLoPql6liFV7oDqXhdgT5bj8JdgcJdgS5Tx8vOL3HpbI3qxiFS\nntWleq2D2M7uASNGYN6+E32Nlug+6NBn67Fvaf8PXbQM7PcdBwseIh3dE53KBblEjovOgF15OZY5\nOUhS3mD0D0RrY0OFXE6x2QxWVqgdHZGbzcj1ejRqNQAqKyuUSiVarRaNRoOTrTUWqad51Hc+zsU6\nuHEDc2wsOecOYltuwKpeE4S4OLT2NhzyLeXIkLps/nITnnoLyl694tLevbQ/fhzVqlXQv//v2p37\n6BEeMXVZOXQJk7ZN+8eD+F8hVaPhRH4+J/LyeFpeTqhKxcHwcEJVqn+pPoA2Xcvz5s/xHOWJQysH\nNCkaNG8/yadtQ74B/wX+VJn+x+EjLjbcgPrdQwat8qG2kx9xz75nYLVuzG0yFyeVE5SXQ1xc5X/k\nL/L6deXazujoyq9LC4vfLLD/VlQqsLb+OxGVVqg/CMjs5SjcpAhmM5hMleTwL6nZDC4un9dHQuVH\nSG5uLo+Xb8Lh51DKTrekbYe/W0r+J/7E7/AfodETBKEhcBN4AYifZBbwEDgM+FCprespimLxpzoz\ngWGAgd+7V6nF792rTPyUbwHsAaKBAqC3KIrv/qAt4tBFd8lb7U+X7xYQmHMPjaOEUs9MHBS53M6C\nEG/wlkJpHpidIa4cZOZ+jJ2ayk8tO2CbXJsFsyoIS3Bl9oahbO9uxwUvOZS9Qq5qyA9PFKheP2Nm\n1kd8ivR8aBRBRZfaiA796eedwv3ExdT3qc+M5kvpf2kOiRXl7Np4CaPRwA9fuFIQ1p18pRJpXixi\nyl2mBinoluXNh5Nv6dNTQBTBJVGOXbMpGIoKOHPnEu6JahK26bGyDsdP2xf7rvM5HBLK6aodedgo\ngNgZs3ga4MnIbyfT+eg9Uvd9wX0as4gEDB5v6VRnGAHXzUjeZ4GDAxMnwsOHkKfNQt2vDr4yR3RZ\nBTxvvYHwizuou/o+k8QqvFKs567JkebGbAZOHEpU+WLq7irgiKkJ+crWJCU9Zu3aco4dK8PdI5vb\n9QbR4PlLpoxyw9r6GvPmzeTBgwe/66OKCnj1aj3xOfOZuL8lHcQo7t/rxy8x77mTc4mf5kRyrnoN\nHK086ZGQwIXq1TmRl8fBV68o0WrpGRBAZzc3OoeHs/f+faYUFzP6XgyJCz4wrH4pMWfDWbBoAYuy\nF/F1s69Z2H4s3XZHkFnlR1yeRTF8iYl3G+N4r0rCtlsij2yNXGvrTYr6KQXyLPa5jOLU8cl0aDyH\n43WvUJhZiKRQQq1mtRgSNYSj28/zZM8tqngGYh3qRVL4XfRmHY2SI6iZ2pRGH5piUWbBImER9X3q\no+21Fpc6AmvTLJh6PZc2UQ0YvHoum0r7sT8iiGVph9jdujcPNRbUUvTH/3UIpZklBHGcy3V6cjr3\nAyrve/i7amg5aD8KkwXnLsq4cNuN8UGTGHtg7P/D3nkHR3WlefvpoG5lqZVzQCghEQUCRBQ5R5Mx\nweScc87JmGhytDEYDBhMzgiEQCIIhALKKOcculsd7veHPJ6ZnZ2d2V1v1ex+fqreulJV1+lzT6vP\n/em85/2d31K227bVUVR0iiFD1hAY+IiRXZaizlbTYfo9DhzfT3nVUrwG9WZua3uqbD9wq0bOKs9V\nrLq+ivjCeEYajGTGjBl4VVXBqlWo377nprgln7oEEV7yidjYmWg0bXFwMCUy0uy3rKpe0HM14SoH\nfjjAO+EdIZ9D6B3VG/sSexS1Voi1UpSmOjR2EpamTGVZSH8apw0n4GoAFm0t/u3X+M+oVNC9O2Rm\nQkVFvchLTIQDB2DkSPK/zyd1SSqNf2mMebA5tbWJqFQZgIiqyGoyd2bhMsYc1+O70bs6oNy/CvMe\nsxGlp9fvBQwO/qfnuaDOo3in+oyfphwv54aY2NuhsZOhNKpDyNKhtLHEvKwGEz8/wnViXLRaQuvq\nkD94gCgyEvMGDehpaIh/VRWiggKu1tYyTxCIbNQIJ5mM2oQYDJUaxAYy8PPjoa8BlxrBweFnkH2M\nq1+l+/gRwdSUMiOQF5UhNTJB1sAbkacnrF4NLVr8Tb+LY2JwbBrE5uGrWXZx3b97b4IgEFtTw8/F\nxVwtKiKvro4BNjYMsbGhi0LB2fx8VqWns7NBAyY4OPxda5m/+fiyVMQNiUNfp8eooRFGXkZ/dZW7\nyBFJ/n5bN5vupaYmmqUz3hEg7YVbkYwxxSX4x8YiiovDpLKSQhsblH5+GLZti33v3hi2alUv4P4H\n0el0xMfHEx8fT1JSEomJiSQmJpKUlIRMJqOjkSvzs5ZTdqUjA4Y4/OMG/+D/a/5XCL1/JUQikbDX\n/xX7qx04ediXuhwP6pwyKKtUsTxJTFW0LxHpCVg5Qdw8iM0FsakET4UOtR7OqPrySDqVpls8afLq\nFQeZyWXzEcyq2one4B21QggjNdd4bL6P+QaxnFrVmUTvUViLNXDPl5IueobYlXO5zVAqVTV47HXH\nW/UV2RkveH0+hR19i0icvI378sZYJqylr6M/t55f4pqPhsDdcGoXbEyAE80htdSFXQ4HeTl0MacG\nLUfqIqJDh/0oFBW4R3hz56MN00cNYXqONdF3LHnj1Ysphj05+GgXkmQzjhfG0Mguj5LHMVhtP0Za\ndRve7NiBa7Idm740QyTR4L42lMGNezPmVha+wV5M8evCrX5fcKo6m7A+/oTlfMPip0bc7/CQzCFq\nNnbahnt1OgPa5ZAhz6FByFHu3r3NgwdOLFv2inK5kpGbLvF1ny3U1tZhZbUaZ+dNBAfLycyE1FSB\nAQPW0bHDFRZuX4k2PQRBY8migRn84nyCtSd78e1hJT07t2G+qyt9Y2J4W1XFMDs7RtjaEnLsGOJj\nx+DJEyatX4+RuzvXu3Xjhm8gRQ1jWS/1w679Yp5b/kLbVoFcvGOKyNGJ6NbmdHPoyYaZJoy+2wpn\nfwOE9etZtekhTy00nBlYQHrfTNJudWHV9z+zQ/ya40umUanQMNBrOOcXX6RBhwHEayRojZ+jtIvH\nJN+U6tRKmtc1pUOymied9PTqPpBVX6yiRFlCYGAggkpgmXQ+HS4fReeyhg2PDpH2+ROK4ol0bRBL\nwdNAWoePxU/QYG2WgbUynCrFW6Q2JcTJSmlw+yX63OZ06y5wcGY/is1zSXB4j/F7uPPGAxvBBQtL\nC/Ye3Uv4ByUL1uSzflc+nibPUKZf4sL5Tky4v4hTDYI49siUI3fXs2Hyfkwd27F2bhgnTy6iVvw9\nJSPyePblM4IaBAH1xQF9+/alt6kpc5PyqUwqZanxDswmDmbI0Nf07XsDhWIdj5+Iian+mZv7b9Lx\nWUfca9wxnG7IUZuj3Ky4SVPTpshkMrr4DOTQTwmIS1VILj1hkeFsuk7rg/fef8dNVquFp0/hxx/h\n2jXw8anfdNixI5w4Ub9qM3Jk/e/79lH8WMmnrz5hfzGKQvl2TE2bocpQospUYmUF3iviKe9qTe50\nFzRFSRh/qiFgvw3iTVth3Lh/OKfU1cHevfDN8eGU2pYxLWg8vXr9grn5fSxrvPCbmYEwcRwsW0nZ\nsSko1l7n5RB/gvbcxNTMs76R/Pz6FLStLdjbE11QQI9hw3h68CABx45RkZRPxqAJHCzeyHaTgeie\nPsY0Mx9DLYgMDcHZGQoL68/kTUmBn34ib+po+rqH42LlwdF+R3E0c/ytz4Ig8LaqiivFxVz//JnU\nrn1Y3W8Ra25sQRAEstRqYmtqiKupIbamhojKSjR6PUNsbRlsY0OIhQWSfyPm4mpqGBkfT6CJCUd8\nfLD4d3wSf29uOW/EpzAKF26RYgbxYjGxNRAnk5DXwhmLED8KsospTCugLKMMVX4NEisDRA5i9HZ6\nBAcw9DBHprDEQGaO1MAMiYEZYqkZIqkZDWwDGOndi74O7jjL/5wCrtBqeVNejlwqpYGREUZKJa+j\nooiIiCAiIoLIyEgcHBxo3LgxPj4++Pr64uvri4+PD1ZWVrz+9jSq2Wbk/9iaYSP+fur6D/4A/hB6\n/2lEIpEwxDiZfmsn4e73HrVRNTc+6znx2B3NnVsMqr3HN/q9HJvRme6lP9LpgoYkV1dODOjDk35+\nrJOtZtU3WzF50IOD4ulMNV1ObIUHJjZLEFc+ZEmNjOfGm3ioG4e2XwzCmAKaVx8mLeYd7uY9+XT6\nANqtERhmNqT2xjNw/wVcovCNacXyTo/ovU2g4akTiDWpKKUWzLi3nymParGyKcUhGlaObcI+pzh4\no8Dpw1bKTXtSk2NLUPMMamo0JCX50KxZLg37vOFOIwPOvl3EDqd03n02Qf/8IHVvRmNvncPXolyu\n9NTRNiGPdoumEDzHgPjbd7loasvOHvaov0zDvk009voErnWZzbvjfVgfOBHfdy/IWXmXFzZyvr+x\niZ1v96HOEBAZuNI44TafEiSkp8NigzMcqhqIzGo+bTt5snevJZaWXzB8jBWPk19waU9rls03JyXl\nIwqFOd7e7mzdqsPCYia5sVksnbebNLtE0s75sH2VGOPoZ3w9eQHTYifSTzeBg9tl3GrShDq9HolI\n9NcPnd274fBhzmzaxKQVK5CfPcuCMGMGPxUxvmAZySbFuPfM59JRNfM86zCxVKFv3xmJiRk2D29g\nauGKWG+Mc3E6Rs/acsYyiT3Li5h21J/8tIdskR/Ar64D4uYXeWJ1jWcOVUQ56TEpsqBDZifa650Z\nNGsozj3dqa2Fnwd9yeGICBIM5Zg3Mse8hTmD7QeTk5bDzZs3kYgkHB4xDvs2d9HmPuPN6RG8b13K\niJ/Xk9X2OTFFTbgQG0hakQtjrw6nS4UVy37M4uqwQFYZv+Lt1LeURyaSWNKVEWO/w37iftqqH/Mg\nJpjaLgIlstegFiOu9SHAwxF3IxMef/uIjTMEqkumI/5xLgOa1dL4B39On05lyow8dLpO2NlIKCvR\noxM1xbmVlCWTxtK9Y3e8PbwZMWIEAKdPX2TVSjHl526yu3oJZraGyL/fw/aoV5w8KKWwdArbJO/w\nayLQZHETrAf8+cis5JJkVj1exeX4y6xov4LVHdewauJLRD+MpYHRfKYXLURiUp+yFQQ9tbUJVDw5\ngObmOczLnDEPnoBk2Bhwc4Py8nork3HjYOlSqKqCmTPh7Vt0P35HXOk+SjNf4GV0nprbllS/r6bx\n+lrk00fAsmX1K4N79yJ0aEfmOl9Koo/QbL4W8Z2H/+Gq3qNHMHt2fSbwU2E3isx1XFluwZMnA3j0\nXQt+qR5O7ajJuB5cxMOE+2jN7djy5gN3d69HXJlL6b4xOLbfjlz+ZxGWl5dHz5YtuRoYSMPoaJIH\nLiL6+1h61t1AYyHjg2cdrx30TJh0AAfv5vDxI7x8CZMnQ7Nm9Y2kpcG0aehLijkyvSXrK67Tx6cv\nDo7dyDfy4Um1FrlYzFBbW/xUKmYEtmJsl6/4uHMi8TU1mEokBJiYEPhrBJmZ0cTE5B+u1Cl1Ohal\npnK3tJQLjRrR2tz8vzBL//Pct9yMYc1ThplH4+rpSY9+PQjuGkyZtZjTGXFEluZiaGCCmdwMM5k5\n5hJjZAVVkFmEKi2H0k+J5MbGITM2xLGRF3a+Llh522PpaYFOpuZt3huS8l8jWLbB3CwEB5Er1UZW\nFJma4pKSQpVYTKmjI1pjY4xLS3HUavGzsaG1pyeNra0JMjPD1dAQSkrqU8a/xsewKMpfzyPzbAvG\njPP4Hx2jP/jfzx9C7z+JSCQSeng9Zv6RLtTpRGx5K/D6zFxEOQtZ0OlLtrx8zoamQRypOI22gQRZ\nn0/obEV4ZT2iVBlFw2w7prZ9R/iZIfxwdwNdm99kwOKpKKz0WNSK8J4iw2fLGCoMh2J8zBp1nBO6\njuuhWo0sdQUS9CgrrGHTffCog7jVSCvz+KoQ+lhDRO4wHrfrxMLjS1i65iyVGbt54zyUkWvWcj+5\njtdCMCMsl1BZ24WGmhhqPB+Tt6QBjmdX0DOoB5X5It5mhZBRMQRSNRAyDlGrZ4g+jkPicw+Tk6+5\nIHuJzeBCtjQeyJ2GH9n5wxFmNW+JZNlSFiyAU6egx8azhFs9oFPjebQumYmUOgINsli5tZzNia50\nGTsO0aZN6AU9Tz8/pblDcxRG9RviNRpISRa42nwnZzQjSZO0ZcOGH1i9MpScHPBrUURtiQJjIymj\nR5+guDiMlJSzDBhwHKeSZNYdXY5tt8NMW2vK3HYLiI8TCG1exOiOHqg73WTMCSMWLdHwbGb7v7sB\nvHLfPoJsHSmbtZiRjRfQNrUZP/YpIygzhkizxwx9ZMK14LfMWaBG964tkS21GCVUYy2OwqFahkit\nplZmSKNNg+iov0uVgYCgf8eUNofYGXaDM312sclnJmaarm5PXhkAACAASURBVEyqbk7LG+4INSls\nVp5lQWA2g2Zt473L1xgklWK3oprvlyxj0qJFXP35KjuP7iTpdRIKGwXBLYIZO3Ysq1at4uAOBcIP\nfTDPHIDBx3yKlx5A0TeahPiOzJv3NVbtJtFsdBonGs/CsftWRHJDxu/rjNzEknHpmRSqzJiycx6G\nxk1xaNCWz6VN6NniOKeOG9Ak8Anp6XtxcflEdXU13XsN5bHVO470jqWp2znSWlmw3Wc7zxM20LV7\nDh2np6EzKcOv5htmHm5J0cMuiE1uoVV9AL2AoashzgMHkHtuF9YNPtNx5iXcpCYMXa7BP/cH3lmH\nUFYwkcsuRtyv7crdB+LfNMi/Zc7tOfz86WfEiLhxygjTuAwut+rFlLuzqax8SUVFBJWVr5ApZZhH\nVmMQOpgKo1RqamIxMwvC0rITlpadMK9yQ9K+a32RxvB6mxDVD3uIUy7F0K4xzk43ieuTjkVHC/yH\nJSOZNaX+1I3796FHj/rVsIAAAKqq3pF3ZACe35RB1DsMXP/69IacHFi4ECIjYd8+gdDQaAI6zqDU\nSELNywjIzkbbMZSIgKnMTF9EyucZqGtPIG7qi6yjI1rLp6yNkbPwkYq0qSJednXGzNACN8VkXg7Y\nwfSSMgzG9KXIywejdUep6dee0mm76DbWg9I2s/hmeQDz287/jyc7QYCzZ8nbupWNSxdyoaEXaKsQ\nisOQFIfTydadDm7tcTdqwvgWQ5jVdiz9bm0lwMQEq/+iEfCf+LmoiOlJSSxwcWGpmxvifzKV+5/l\ntuE29JpbNHm4CbfQ0P9SG4IgkJqayvM3bwhLSOBtVhbJFRUYubmhc3Oj2ssLobYWcUIcpMQjZMVh\nUFqE3N6FZg09aONkiNSghky1kiwkFBpbUGrtTJWFMzozbwzrtAQlf6J3XhkdENHcxob0lFyKTnYl\n8Zg/k6f4/M6j8gf/1/hD6P0nEYlEwuVbItKVAqdOGRP0dDF95BF0lzyGWgW7Qnqzs39b8HVHVJyJ\n6KYr+hsh+DmcYYDpYU75WzHLV4G0Uo73iXICqtuQ3TaMowH5uAne/DhwGi1S35Cd/oA4w3cIV1tD\nzhXQGQMyrPrno6goJCsrC9spF8lvNIajWzYz/k00Gt8APJeuZHrYbWZcOM/1B2Gsq8nDKXYc/crW\nkblNwfy6PXQSelA96BJNcovwaBXKnQ6baZAVidT0NEm1StSBO1F8PkRV+gsUBc4UXX6AqEaBQf/B\ndBEEdpgMoWT4OpzFe0mYd4ZFa2bQVGrDPO+OdOsspvuX74ny7cHTAT8jvT6MQkMFyjOHkWiqGZ0y\ngAyJjsTLzXFosQIbm8GIxf9+iubV+VTWjkkj0jsCbeFxNq9LZds2ORb2paToH9PccBCXfyqjXbvG\nDB/SnGNHr6IQKti0NYwNsiUkz0n+rWLO0v0F3xQc5JjVDq5uk/FwVxJuzxvT0cLit/1nf0JdpGbI\nnWikcbWMPvQNZ+q0jNGO4/oCMffaWzPrVA1vEhaxcGcOhqu+YWNQMFmhxlwLbsTCiHac3hGJ5egv\nyUkfjubniywxruV+SSazFcsZP+0z3ntW03W2jIKI3RRGfMnlXunED73OI/kdhhR9YOV6FT81d6N9\ndBI1ajHLXWHmz4Px8TnImzdJ7N69m2vXriG2F2MjtcHN0Q1XT0+ePY3m2NfVWMw+jqRWhKn3efIP\n3kMjd2bJuoGkPGvBvduj8LsoQVqsxMC6IbJqb1Y5aBkaGsm4mWImbpmO2fRznAi0IbOmA3zejEzW\nA6Uyn5Yt2xIT8xA3twkUF29h3KSXJFgPYbx/EbkrNlKn6MXx3JYkJIj+VJDJlhv++FsY0jkwmiVL\n4P59PUtWJJLyWcG5U9bMXJtI826JlKvKKVOVUV5dTsPjEkbd3U/Zt4dpumQe8+eHs3evN7/8Uu9x\n/G+pVFfScH9D7pT1xfnQD6grRNz4yoJ2s/0wNw/BwrwN5kfDkZ25Vl908asViVZbRWVlxK+ea0+p\nro7BVOSN/ZFkHFe9oNKpnPj4kbjIx+A6+SGiBl5o9x5Bcu4Eoq1b6zfJDx1ab9Pi87cPW52ulrIF\nnZE9/YDu/g0UDj2oq4N9+2DfviqWLn1I1663qKi4jURiRu+RUPY5iSmjR7Pz5UssZ8xAM38+Q0cN\n5XbEM2yto6k1uE+A0fdkZWYwduJYhjT3wW/FalS2eeR1E+N5UkeJIWTNMcf7tgTjN0o+LmqMcU9j\natV5fHnLgrIT95C2Okn21bnIpTJ0Olixon5shw79c//LNBp2ZGZyLCeHidHRTLtwAZ9Vq6B/fzIr\nMgnPDOdNwiN098I5c7qAFc1Hsfzt4f/slPp3yVSpGJOQgFwk4oiPDw3/B/bF3TP4BrXoPANscuut\nUgYOrI/Wrf+qCOIvqdXpiKys5FlFBW+rqshUqchUq1Fptbip1bgVFOCalIRRVRWeBgaEurkR0Lkz\n8sBAEIvJqsjiTspdfky6y4eqCiQGFvR1aEBThTPWRtbYyC2xKa7FPCOfj7JybkjLeKqsIk9shdwq\nCLXMlsCianaOkfPpa1dmzw343cflD/5v8bsIPZFI5CAIQv7v2rN/UUQikbBhSStqo/xR2VgT72zH\nJw8p9qWOLDvkiFQLER6pnNDuojYtGT9fEZl1oZTljIRKc2T4END5KAenHMXosikOH1sgyqzhZhcr\nVk2fydb73+LQ9wnDo3TU6iT1roFvBaSNBmGRtIKqmkY0ECeRo3VH3fQS3RSPebVkJIvdLLC39ud4\nZiY5w6bQy6MtJu9cOXa4HbUZ5xHddESILOK5wUlqxV2ROoTz1Yg63D2boXQezKfPfXD9yZeURZGQ\nvAVRxSOWhEuIenaZSsckSlt/YOXNfiycOomtEdUEjjbFOk+J5F0/usSdxWXuG6LFNrj96I56QlP2\nBCwg+PJmsntJEVZ/T7Pb7VnmtQw/y/u4uGZgf2kTBtXXqKvLwcKiAxYWnbG3H4lE8ufJXK+H2c26\ncyHuBypEAtaKcmxsfGnSBLQDR5FzcTkUNGJ050Ec27kWA7kRRYoAvFYPZ0zrnkwNmgoJCUSGX6TN\nrXiavlpPv+oxxHbtxeC37bnSIom7d5fRo0cPzp49i8JMQc63Oex9k87tIWIuRduSffgdmlJjDnOY\nLpbtUYU25MjwavZaLiX26laiLgzg1XdJPGjUmJa+1mSP6ktcwlPE7UZSeXwy/kZbia6ezST9BB6a\nqDjZrT8hBefRlUwisu0RnBVarjxRUzrKnyfDZqCtiSAj4ysmTBjG6aH2CMZ5mNkGc7OkmqtXExFL\n7bBwaoiZhwcO0/tyPWw23to+lH73C5U5lQSIG7Gm/zDcTfRoTtoiyHXc3XAeO98kFn6ZSPvJuzl/\n9RSnB7kgd//EuF3wZn4TrqVn8eFNMSeTIEksZ1hAc2rLOiNO6oFO50cTP0tCnarxVeegfx+BicqA\nO4rbBMwNwKL5OQzVVRwamcCCQ2ZMmFKfLn2W8Ywpv3zJqaA6mjS+hZlZCx4/rs+IurvDyZP1VbV6\nvYaqqjeUlz+hvPwJFRUvsXytw2+7loi9jXgQn0Hbtms4eNCXFSs8adfOHa22BKUy9bdIC7tCx4Wp\nxK2UYbdM4FCbpmx9GVVfwThrVn1l0J07JFVU8OrVK3r16oWd3V+7J+l0NVRUhJP9cjHVdfHozI3w\nb3oBG5v+aIuKCBs4kF+iouip19Nn5EjYuhU8PP7jCUOvp65/e0ql70laOJOLl1xp2fIWDRq8xNKy\nDdbW/bCy6ouxzh7zRs1RKiuYoqnjOrDj22/54fwPROZGMWzBIuzDcnmWvRdzQykrV77n9OnDPHr0\nI/u31dFuvRWmn/KpkIgxsjNEXlhNmbERLwwDsG8Nzq7+xBddxt3cAHub+ew8rMWxgZqZ4z347ryU\nwjIpqRW2NAh1Z9o3rhzWVPNNVhaDbW1Z6+5enz58+LD+w7O3h5Yt68c0JoYaWyvc0yuZGziItR9P\n/67zrVavZ1dWFt9kZ9NNoWCFmxtNTE3/y+0JgkCRRkO6SsXnomosGj3i3MhsPNeNwDM/H4+ICDxv\n3MA1ORlp377QpQvlRka8kEh4ZmDAc6mUGImEJjodHXU6gktL8Xj1Cre7d7FWqRB16QJdukBoKIKz\n8z9MVesFgTPZ2Sx/+ZJmVVV0ra2lKCOD1NRUPn/+jEwmw8rKCisrK4ytjalWVJNrUkaOypID26YS\nt0HB4qXN/8P3+IM/+L2EXj4QC1wArvyp8vX/IiKRSIBUkJggFsmRCFLQydEiBfQYi1NpbxrPV1Vi\njouP8tHyLiqtFRUVSpB4g66Eic6BDAl6h2ZWIbtjF9H/Qlc2r5XR4e1n3vjZYFyxGifNJ7hyDpcJ\nJrif28zYx6+oEMN5jIgwacNHzz4QMwupZRbiGg/EXirqnJS4Z9tQkAl12ue0d4yguUsRB+eFIPk0\nCYNo2Jg5ilmxZ6lrF0yfoE9MTjLlWlcPbgYswahOSU3sKmyLP/PDdTMepc/htHF3tnin4xRlzREz\nBTccQpAP1vIoAuqWw8ddnbgsvsenSCWqNYl01N5hQdgFAoRskpbLkGw6Q4O5IRTdLqLv5d5E16i4\nOW8I3zVL5f6X9/n8eSsZGRuRyezR6aqwsxuBg8MkzMyCCMsIY9CJ8Tzeb84an4bcjY5jzJiNnD07\nko+FMfQ53Y1ul7byQ/R41oTe40TSDMxdDpGUZcb6kbdI/+UayRkZJGg1lItk6MXZdJH0pcbEiyHz\nRuN2xIxuH5qxafsmLn1/iTXiNRgEBLJwrppdC1VkZkUQLPFAoVKwOngiYUkqmnoOZcaMmxS4TeKQ\n2TA6mFhSmV7DprXQfEY8kn3bWBTYFZdbY9lj4sntkq6ES7/lk/YqT+SPCG7fhtrPQWzK3EeQZRwS\nRzWlCRI8vZRMm7CYL7+ciUr1C4d27eTcRRW27nZkfCokuLUpnYZKCQkoZ8wYWLDFG2MXMTfS0pCL\nZVi/Wk3PN/5sSlpGgy6JdM0xZ/y0nZTMf02BtjcNhqYwTtmYnNRLVJWfxVhqSYkgw7CylgEDNbhe\nUzNZJ2GdsSVrPsTgO3AYDsr+9MocQUNlBc0MqzDxNcKykyVm7c3IyM1AfEaMSCLCY6cTT2tacunw\nclaGdKHpigAEQaDNyTbMaz2PTlblFBdfp2nTegsTQdBRVRX9F8LuBYaGnigUoVhahmJh0RGRSIRu\n02rEt+5z4AszTBQ1+Ph4kp+fiIPDZ6RSC0xNG2Nk5IURbjgMOMHWplXcirfmVnw225p48vWL50jH\nz4DycvIOH2bjnj1cvnyZkJAQwsLCaNasGUOHDmXIkCE4/+rPo9MpSUqcisnu65S1khFeoyTygox7\n78pxMzGlr7Mz31VW0qF7d/bs2YOV1T/hYVZVhTY4mHteFohnBdKqYScUnxVIPnyCd+/qIysLU1Nr\n0GuoXr6YuwEBDBkyBJGpIZ1HDOGnUxeQyeUInbszwfAC2Tlirl4t5vOzYFyXV5CcrWKjqSk/t2mD\ncVQUD5pOo9zmLYFuDymrtOVVWilepg1ob2WEpjYDvbgLl6/osBRZozDT07ubBl1+PpnvU3GozEQs\nkSD1cEfu6Vmvyh0dEd6/h0cPwUAKlZWoBoRQ5qumLPkTXX4UMc2nDxsTv//re/+1sIOoqPr/3ATh\nr0Ovr3+dj099Grxz53+3orVKq+VIbi57srMJMjNjpZsbbS3+fjW1IAjE19YSVl5OfE0Nn1WqenGn\nUtEoRcSQW2KaP9RSIY9j9QZDxvQKJamqisSKCjLq6igHDCsqENXUoLa1xTszk445OQwuKiKwrIxP\nCgVv7e1Jsren0tmZSltbKmUyKnU6KrXa3642BgY0NTWtDxMTfMRiKmNjiXz5ksR7idQm1qIt0eJk\n5oypkT0SqRVecjvcxJbINXLQgU6v+y20ei06nY5Plrk0y/IlaqUha9aF/BNPrj/4/5nfS+hJgG7A\nSKAP8Ip60XddEATl79TXfwlEIpHQ0DyZjsI17mtuIVGnUkAJTrZ29FBrUNW04IpuKVWCC+aSs7TX\npVNlGYTJ4Is8jX6BKsaK7no1gnEL2u6PxFqhY1/JEdpHNKDbrQreu4Wzr9dJJnj3p6PzM/anzmNE\n2Bt6hYRwWVPArjtfoxKpIABcL24gRxKE3utLTGM6o3JsR9+GuUyefJG8vPZM//oSawURh6Z9TXn2\nK3yK3+Lh4cig2y8w1oqYM0aBSlnJ6AQDHoa0Ia/mIwOT1Ryt6sSTGGump23mfN9sJG8FVhe7s9t8\nKiaKRIKtk3FrAWv9wSdNwsdrdswqjWCbbRzfLqkiqDSWGf7bCVhrQl1SKMUWnbiqreOT/BD7ZCa8\nqzjIxCWTmB66GEf1OVp4b0aZNh57951o1OmUF5xEJDZlUlQJIxy3kvvVdzT2eonhrHBWruzFq5cv\ncYuN4sOUMVwzMOK5Uxc+F30kLy8PQa7DqPYR/rxgRI+n3G5cw4eqSNKiAtihWk+ZV0tW3Qoh5W4s\nL9dFE+pkhTaqhsfZj9lpfBjd4QP0/i6BsQW+WMZaIBL0aKzgrc1bNmSFYWR0n++/H0ivXleJqKxk\nYUoKh7y9MRkXi+Z2OJ9GDGD7BRs+yEWMGvKARU9WsKpTByb83I/JmilM035NR3xpLxvB0O/P8sJG\nR+ibOF5snoOTcxZKpZj163rgmVjAobC2VPUPZWT7dowYPx79ggW8burP+Ilf0HxFNT5W7lhb9WTl\ng5+YcXkvAepqSl2XcSyuklY9Dfj5thSHoT0YIeqMwaViTunPUqRyJXBsEJ4Bdky4+4ycgEQeXM/i\naTZoJNB1WntWZO2nR9pUQpWjCKQxZk0CKbKxZe/xP6fYBUEAAQp/LCRtRRpxVnm4bp1I9eJNBDzu\nQUxxDDtf7CRqShQIOqKi/PH1PYalZSdiYnqhUmWiUHRHoQjFwqITMpnN337Z9HoYPJg6BwcCHj9m\n587pKBT7uHZtFCEhl3j6dCynT29gl2outqJCRkmO4KSI5n1Rb9Y38marPB2Nc1v2NW7Nt0ePMnHi\nRObPH4ZWe5fq6kLCwuK4dy+FsLAC3NwM6NRJSk/LWgxeOnA7qoIr1dVYWxjSZbAtId0qaJNoh9Ml\nNarCalb5+PBTRgbfHjrE4MGD/+G8sX1yCjN+aIeFk2l9dWuzZvVWJX8KPz8MXTwRS0TMGDWck2fP\nopfLsSkuIrtOg7NcjoWZGbKSEgxMzSmw+ZYTHZbR+lIe760dKTE1pW1eHtXBwbwc9j1LNzvwKlLH\nk4Lj7Hi+jjJlMSZGLpSqlLSzt6aVpZ7T+w+TFdWK0HZmTDpRzNKsFHyMjGgc6cn1lVq+XfqZFi7R\nZL67QkXScyz9VdQGS6i1NUOcpqXZ7nJk+XDvCyPmHjFhvFd3tqach6SkenH300/11cBDhkBoaL3X\nnEhUH2Lxn38WhHqvunv36kVvmzb1oq9nz3q7m79YFVPpdJzJz2dHVhYehoascHOj+69m1ylKJU/K\ny3lcVsbT8nKMJRJCLS1pYmqKp06G480ahDMl6Ao0OI4wwdHyJRuf/sSdDm3JP3KS8vJyvL298fHx\nwcvXF2t/fzRmZqS8e8e76GjSYmOpzs5G5OaGta8vvo0b09TfHxtLS2zMzLCxsMDO3Bx7CwsczM2x\nMDAgJjOTy0+f8iw8nITISCqT0+lgM5hhdX1xrrOiIsAAqaMJYhsZUmspNRYiHomqyDXR8oWPA26m\nRhTVachXqilQ11GorqNQrUEV/obVJwN4ukTDlq09/tvPtT/4v83vvkdPJBLJgN7Ui75Q4JEgCGP+\nW738F0IkEgk73UeS69iDPq89eOYl513xB9IDPpFQnIeNPJdJGcV4l/myUfw1uVJHBphk86VDOLd6\nRyOcTOdFxV2S2IJI/ordlyJ5RzARF6tYeHM2KyfMYdqtCbQ0fU5A90hy/IzY6Pkjn6tkdP2QgkPq\nbXa73mFDiRN+DqZM338JTdApbNxfUnslne7O7uQlmROufYEttuTIchjh7ce9DRvo8fod3rVVdGrV\nilbr11O1ZxMhqSvpJfFF9jiM4AIJoybuIebmM2bfXMtqRS4qfwUTolypqJvMkkWebE9I4OL7e4zr\nqqVbCcycAacXyylNUlNiIsfVNIiMMyORxippvvQllk7FGCpTuV1exGlnZxKnTiVJ3pvq69c50u80\nnu2PUSiYotCl0UV/k+/4imrkUPgEXt9BdKcKISmVHh7OTLp3n4yDRzh2+BANBTXhSNA3knF29Vma\n29gjObAV89v3OWTkxWb1c/SDphPa7j7tHRxY0yOWrCHzaPpgN1cU5xHKXdg7x4TZBwVyDTLIMsrC\n1rYVHqkGiHU65GIlVoHxVG5rT5/w4Yzdt5t+o3/ibFEYieluPH0ahsWvKwq64jIuB6xnQ+lGqnQG\nmNiLUS1sgclDe84kZzBnqD2uv0zDPCmGOzxjx7khvEyoJNIxAHGtAvfuzqQ9TCRuaw+O7fWhKsqW\nAT9AO99IKDOmXxcpfYPy6bK+I1PcTLlhmcK8+SPoYXyd5KRl3P/ag6HFAn2HRGEQcYuLG2cwd8p8\nGo7rQNKFBLSV1djKjJhkMZOnWeMxc35J2Ff3uPn8M6JJ4Tw5bs2+J8V4tW5E+vsKysz11GlV2Jrv\nZui+D9yICadi90sS4gywc9SzKj2dK0VFxAcHIxeLuXdDx+3JOQzt+Q26Dvc49iiQF60jOTvoLKGe\n9RvcCwoukJW5B1l6F8oq7uGQdx7ftf5//eVSKuurPdPT61OiAQFQWQmtWpE8si3xQd/j7X0AZ+dZ\nVFYWkp8/GNOnKixWf2TO8BH4rVzKyZ9vk7BqNQPb9MHEoY5XYQ/o3q0127YdA74jL+8kjo4Tkcmc\nMTBQIJVaodeb8uqHx9zYfZLr+QXYWNswctgwhvfrh9/YsdC6NTUFkWSs8aTMJgMbeTesf8om7mwc\nUzGgWceOHDh48G9SwX8iORmCg7PZNO8Svq4WdBg5EkMTk795nczGAcHAAIPyYppLJIxW1mJqIkcz\nZyGHr15FV1LCJltbOifEYywGkV5EgqgReU4+JIu9eSVpTKSskMS0L3DuN4Lapok4Wzqzrus6Ojta\nkpw0CTufu9xOfsyWS+cpMv6A1ECHc+UiMtv4MEPsir3hZ3J1H4jKjCE65wMGUh3+1iqyVFCmrsPV\nzJUF8RZMvpxKyuqZuLgFIl64lKY5MNeqJYtdc6CgoF7cDRsGHTrUu13/s1RW1vsP3rsHd+/Wnz/b\nsyfMmVNvUPwrWr2eHwsL2ZaZiVgkokyjASBUoaCLpSWhlpa46Ayoiamh4IcCCi8UYtFcipN7DFbx\nZxAlJ0LfvoyvLeG9fyDDB3xBjUJBaZ4K6Wslitdq3N5rccqCagcxeg8Zpl5G2DYwRGdYSkp1Em+y\n35Ccnkx1dfXfRG1tLYaGhsjlckJCQujcpDPBhcFI70gx9DZGPcmK+M5SigQt1Tod1TodVb9eq3U6\nMlUqUpVK1IKAiUSCjVSKk1xOA0ND/IyNyb/6gEFLGnJnXhVffzPgnx/fP/j/kv+RYgyRSOQNjALG\nAtWCIPyty+b/UkQikfAtr/GRFfDC+C3+olYs2yKl4I0Drg8rSLazhU82hLRcwub071DlBzFT/R15\nUjcGSLMI0eZSIpTwjW4zq1hCoI0co0NTUW1ZgTrVEzNl/bmFMqEKsdQcvW8CWpmKJ2/9eYEtz70f\noPD5jsGvAnHAH3vas6q0K7sNwnGkhrX6jcToPiAWiTEyNMLEUs7ZvEJOLl/BJ09PPGNiCGvXDqWt\nLY2zsrDxsSY96yZPmszHXiYj4+QxTu/oTStDMbd94fB7T3r23I27m5JGZ87QTqelh1iPzs6cypGV\nzK4Cf0/49hFM+yjCa6Mhqa+C2BEyA0lOJTWxjzCNeY9hSirheoFtw4czYfUKKnbdYIxfJEK72cj0\nWhyECqSSQpQYk1ttS3ZJGWIjM/RGxmBsjCg/HwNTU0RPniC7f5+mYh1XLj5jatgIVjyQ0+JJBEeC\nBI51Niden49pRlv0V65y4vgQXK1yMbg1DdWJEFZU+dFOlMMI4SYrlxtjm2xMi2gdnxpJSWvkwvRD\nWn60PMnVytswyBzBUUSD99MIsjjAlK8sKJm1j+ulR0lvWMWps6c5uL+Se9+5YCGBvppKGqtKiWja\nkCPpoFIZEOHSngPtx1N0fxp9lMnsqOjCjC96cnjaWJ7OWMgZ7+Psnyti9Ls55L+aQmJeE3r3eMiN\nrl1RGxoi1YoZ/DGAmMumvHxZjV7twsTu25myNYFc5SO09zywODiPQyNX0LG0iInfvmVgTg7OcVe5\nOmUzHh7uODk5UvAmnp+qa0g2XMakmhUki71J2FfL9wY9OLcpjOEefhg7LOXIRDm6qMO43UpCX7yd\nsLAkPqi8GDUlF1/bpshXSFDIDKnR6Zjg4MAEB0fatq0/YGJQFzVvbnSlLsKTD3pf5s/uAzodtela\nsi+ryR34JViV8nhGMCGZc3Hv9QZ/+1xITa2PkpJ6gefhUZ/yq6yEzp0pbqHGYvsNLk8fyLHIMq5c\nWY9c7sCZi2GMWziLZxscWdryIB3lzhQd+5rTxy9jLRIwd3dDM38+gQo9naweMPhjFE1+MkWuMQNL\ny/qQSuuPs8rJqa+c7dWrXpgUF8OdOxARUb+iNHAgiEQoZcUUDXOg1DWXqooo5HFyzhxXczVDyjcH\nDzEoZDDqNDXl2eWEvwrn8buH3Hn3nBp9CS0tfCiXKUmpyqBj54707t2bXr160bBhQwCkClvEhsas\nlYuYo63hpaOO7nP2IDl9Bm1cPFsVzbmT/opT2jqSaMMaYS86ZzcyKyxYuVJEnUERG+98C60O4SFp\nTAuVE4kPPpCdnU1oaCiLFtXg4NCa9es3kJMjsGn7VG5kPmBPgS9kxyJWWiAtb4Emy4+ugfH0DXrO\n1o1XyfW6hGGrS5iZqdFWloJeT62xAe4KDzwsPWgRDYkYyQAAIABJREFUW8T57TlMsGvFup8WQ7t2\nv4k7vUZP6b1S1FlqHMY7IDH+x6JPEATKVGXkVeZSHvsGw9v3aXruAdKBg2HzZvgLQa0XBMJKyrDP\nBZskLTUfa6j5WEN1TDV1uXUYe4qxtk3BseA0hmWJMHhwvQjt3BkMDBg8YgBxdTImKkfSJNEew1IB\ngk0wa2eOYycF9o3Nqcupqz9p49dQpapQpipR56iROcow8jTC0NPwtzDyNELmLkNjpkEfpyf3UC6l\nt0qxHW6L8yxnTJv883sM1Xo9mb+mnP8ykn95xM4Vjfl5Zj77vv2bA5z+4A/+it9N6IlEIlfqxd1I\nwIT61O2PgiB8+j06+q+CSCQSnkiecDEwAI/BwURu8WEK01mzNJ244EY0+fkzH602obMU0PiuI/TF\nazYd/54apSdHGiwi+3NzYi0dUdaCUCcFkQ3owMBAg0haSwvXm1R73QaHOBxKnbH5MBhddghW+jw6\nSJX8ZK/hl6LeeCvCqZRvJj8nHIlsBTp1A9BPAT2IxCIMrA2R2ML2JCW+5vBtGxmH42WsdZXz1M6a\noogSdnj7kz5sBAfd9IjM/emdn8WY0fakGVmxS/eBct5jbX0bVyMZW0xtCCrJ5uKMElLKmrJx4xNC\nJ4cS5xbNjy01OOcaUxHkwrPsTFotP4q0MJFxu10p+RiDIuoURy2dEKVl8ixH4ERDT9RTpyC1b8i4\nXw6y8+dwpFo9Fx2NMN5RzdEjYjJFRqS9U2M9xBobpSnyH40IcaimelB37vYcSHFpMd0e6Km948qL\nyo5Y+D+gpsMuZO5v2d+hH17CA7ZsmEVK2HwOeV1GtnMZzh9vkdggiNWLynhU4Er/Gc7EdDnA4oOW\n7Jur5di6QnpkrufuxGXsDPuO6OinCIKeFi1gzRoRy5cbk5EkMFWYzBs+8YZpWNOA1VzChl4skbZi\naG8tPe+/ZY3+AImLH3LzJw82Oy2j8lUvrsTK2dx0CZfc3jGldytmX/+RX8b054hJBwrdSilVx6K7\nqcDNIYnGnS0wENSYWbfghkEbfGoiybp8FvkjOSvHm1HsZMwp1XK+WaPHfOlijF9k0q2bOW4dLtDW\n0pqD3t68f7cOeEpt1TtUxbXEJAu45ojYc/4xA90f0m7+XuZstMW8wSDyRgzA0DKHiVG3WdqyOcT0\n5Pz+1RRvgJHj5/J9ijPzQ51wWTuS59OOkCqYMyc5mZ1FrVi+TERMTH02Tl2axsunLZFsXIJLfiWV\ntR5UK52wdw8nf/cetHUa/Db6UyUE8zm+P7Vdf6LfsslIfHzqTXv/YvVHyMgg891icg3u0HyBAfL0\nSiLa23Ns9Bc8cGzHxTWbqbY0wSS0EGmjdBqvFfO4zp1e6TlscwliZvE7inR6Tg/swMth/Ymx8WFQ\nnSF9c4wRHMvqV45iY8HPD5GHB9TVIaqupvuzZ1hFRtZX5/bqBW/e1Bsqr1hRf5NbtoCrK5qD2ykz\nSaDk43HCPzxl2x4RNmIbqLYjrjIJb4U9vpbe1ORNZv36AsydzCh4FkndqyFEpEXy3uE9L0peYKYw\no1fvXhw+dZIu3Y04RQUZqSKCCy0xaBRIxajp9Dg0iAkG3zMufgHnGtmxKrWckYKedSIR973WMlvX\niKreIwkUf8GC1ou4etyXiAiYNAm++KKAZ89+4Lvv9rB9ey3Hj7/m+wXlGF48RZ8OdqjFYgrmjaAo\nz5Kdq4/gGLqbt0V6IrOGUypoiC3+QM3hu/QWIsheMJNhobOZEzKfz+Wf+Vz+mQ9X9nBm5SdCGnbm\nzKdziCQiqmOqyT+bT8EPBRh5GWFga0DV6yrcV7rjOMXxt7N+NToN377+lvDMcPKq88ityiWvKg9D\nqSGOZo44mTlhbWTN+09P2RRuwMCoSkQrViGfvxCtUkzOwRyy92UjMZFg0sQE0yammAQaY6JNwujC\n14jfRMLo0fXlxG3a/Pb3JQgC91LvsWXqDiIjIrExsqRWW0uLli1oEdSCoKAggoKCaNiw4d9U5f8J\nvUaPKkOFKl2F6vOv13QVynQlqnQV2nItchc5zrOccZjogIHiv2c585d8fekGLUaacnliBodOTvjd\n2v2D/5v8Xnv0Iqg/U/Yn4IIgCG9/vy7+ayESiYTMbzLJPZTLw0EmyGzb8HBFC5brF3CnzzWe9Awk\n196ByqjXVF8eiWhgDUIPHb2u7WbT94/IaSYgrIZldZtJ33QezYdCIIH5K7pSWSzm1M/XwEpAojZE\nliNBYxqDrMNmtM3CcC11Yd/J/WzxPUd0ejtUlV9iIHmGVLYbpTIBM7NW9Bt3n3aBxjQ0NcM9vBrX\nm7VEbVTwdv8k+sUV8+nsj2xfZI9I7IOfrpZ9BVHsdR+ByM6LkzM7YHbDnORfvqKJUS59Qm0pNyzi\nlXkZ0Q4CznoLmrkbk/nSAZNiU84fOU/gwkBc3DQcClWC1oRNOV9guaKWh5X3cWziQvnS+Sz6+Q5z\nr1zmTFM/Tg/tR2JgCG2vXaDmpxu8rqsjsFUL6tR66ioqWDLQAacOL1gzWUb/cujrMI+y/A5EOz7A\npqQpW82X4FYqIqPJDhJ7BSENKcUuNYO8N1k4v+rO6oXraNCgmADzA6T0ElhV0ZA0RQFDx1wjNPQh\nxiYb6NPfm9CgMVyISsX/0ndoxRLG77hMztsz3BBpqaurw87RkbbBwVRVxTFv3mdOnPgCN7ej3H6p\no+GH4yTpBlFLEk0kuxgmGs0G7UYCunVjQbNRHPx6PzNMFrBk0yWOnHjJabeZNHNtzbova2n0rIaU\n1aMZ1bwOSwslbmoFG/o3p7D5Qrp9XkDDn2s5pZnPyiUKPF0MOf7uOOFZr5A2mITtdwmMDspjeCMf\nnh0Yid97K47MVDM3fyni0Z8ZJ9mPqaaU2P5L/lztd+4cwsIF1G6fT/QPazFz1XNNNIgzT1fTuWEX\nPjbaRFrnxoS+TeBFVy+Mdbm4SuqovGRI9JEJnAzejsuuXaySHsbjbH/yy2OI6zibSW2W81DrQs30\n5mxfbVBvy1FYCAMG8Mm/Ifmhz2DKGby2e+M43ZHX7wdy69ZjOnTwpEmTRTg6TuLjoo+8O/2O477H\nOXfhHB5/UcGq12tJSZlDRcVLGje+yYf8exTNP4I0X8SB/8fee4dJUa1723fn3DPTkzOTCEMYsgxJ\ncs4SREQEBQERUEBFkaAiioIKgoKAigRBwAHJWXIYBphhEhNgcg49nWN9f7DdZ+/z7n3Oeb/Pfb79\nnnff17WuVVVda9Xq6qvW8+tVaz1P9068lXKU7m4PjW8PpN58juqWZXi0YirvRzJ+UTm7ew8mbuEx\nAj4TUZ+mINxup8HHn3zl5+jrwjg84y51zUUIev2TSBl2O9jt1MnlGENCuJiYiPp3x31u95OVlAMG\nwPLlCA4Hno9XIN7wNTVTR/O4uBe234KQDPyaU7bT+AfBs4UJ6Lr2JXnvWlYuF3hmxpPX/IWF72A2\n3yfB5wB1h+uoPlhNelo6GbEZ7KrfzroPzUQbBFSPwROooEb7DF/OeoXP3IvxEWVz++1gej6bikzm\n5IN332X39u3Miwhl86h6nipaR8r0cCRB/mAwUNAUyMZdfuzcJaZ/f7iXmk6fPl/xatv9tN/kzycL\nlrPKvyUfmD5DEXqcYE8ArkY5Rw7OYeGXQ9metZ4HVRkcz+3M7m99WGx7ny9/qGR1ZTLrBq1jQusJ\nANz+9m22z9qGPXQw02tnPQk5JgZdJx0B4wLw6++HurkaS6aFR8seYcmy0GxlM4r6FPHKyVcI0YYw\no/0MwnRhhOnCCNWFopb99YIMl8fF0YdHOX1sA898k05w9STqhXEEjQ0namkUmlaaJ3M6jxx5Esqt\nuhoWL4Zp00Cl+nM9DreDvQ/2su76OsQiMer9/jwuqqSiIIvq6mrS0tK4c+fOn/OysjIkf/Hn4/fn\n6vfcx8eH7t2706tXL3r37k1SUtKfz/dYPYiVYkTi/9wHoOAVsBXYMN02YUo1YbptwnzPjEghehJX\nOVj+V/lPzlQ6rvTj4LPZfL1r7n/Rev2L/1v5o4Reb0EQLolEogBBEGr/0Bb+kyESiQRBEHi86jG1\nKbVcmHSM2pK9XP3Glw+9b1EfloJXH05Kr65UK+tR5ubSWPQ0jUMNOGyNlJ9w4OyhRDuxiq+cc1ky\n34EgJGCxnWXrttbs3duTlJSdINbBpAwC/I4z65yJpLK23Iw5g5/YRFLxCK6+vZ7yMgUpW57G5VlI\nlKaRMksUn/RZSGb8cZoc1WzcLeeSZAZa+yhKwnKIqYhG5FUhldTj9NSDuI4Y7XFwVTL36dbccg3B\n+Ho0oWkfUG9Po3VjIB3yOtJOOoL46gAKl8wk4/vR3Pcp4lbULQS3QCdzJ25pbzJIFkrcOSWHix4R\nqhLRMTgCX9cwAo3fM7XOy5pJcWwb9xajc2/x4fofCS0x8YOfmv3hkdxwFWKIHcvI5DYcvriFSR2q\nCdAo0HywGplUwv7YNSzdUIGjMpQzH33IrrzB9BedocGzlJKAIHyfeZGsMaFESKuJvpSOz9evMKXW\nRrbGlxFHQ1m56SE3b/tSXRWBWpNHo0tLmNmXDd4clr2motwkMOX7j/CTpaLwHUbR9GGYDZl09j9P\nYvhtvv76C6RXvYy3fovCGcQs7zZe6nCEN/PfZbw6lhu1lbiFMrxeNwDakAj6h/YipErHBO2vZETP\n5ujMcC7r1IgqjtJ7WTllpnKcGydxc+Ea3hqpxNphK44mOQfKT/N1+y1s2waf/nSFKUcmMLblWG4X\n3uTe4vt80XI1sflJXOxnJe/kq5gHDaR2XB/2bF5K6Usukt9qQAgIQ5vU5UkA9atX4ehR7i16noTf\nMhBWfMC0NWtJcd1H3F1E24Aatl1fSM6rI5jdrh1emZT5dZ+wZ09v8g+volgUxZdnpmFQFZDueJtf\nRicQuuc29ZIC3DcjEO9MwpZvQJz/EIYNg8mTKZu5kiMpr9Jb1R77ti4IG0+R83AFEslWhg1rRcaD\ncUQkXiRan8D9wffJFrJZkLGADRs2MGnSJEq+KKQi8wCi2EokXZ/lI25wShJHXFM63yxchZ9UQ1CF\nkSnzIxh+38qUujB8rA4qOtWRO9FIn+Futg+byrRDnyF3qaGwEFd2DlffqMZeacThPY9W/jK93shD\nHhPyxF3In5IQFMSLRUU0eTwcaN363yKmVFQgdOpA4apYKlrlItT6Id86HefpdoQGXMTwXRK6ASOQ\nSvQ8SB2KtN7JpS/ms+dmPBe9TyPy84XOnREC/KmpT0GtaYlW3x7EYpx2JbWFobwZ+CP9W5YTsHU1\nuum7odc9LJkKWqfUsVXt5lCymjyjBq/Ihaq+G11Cu9HfX893ny+ipkHg/RbtaQFEOhxEWSz4NDZS\n1qhln2wKm9yzKfWE0Mx3Pet2fERj0EFerFMzP78D6xbK+e58J+yiQIZrV/DJ4Dx+HH6UNu3LObvX\njLZZc4QtW+k0OID8fDhw9R5TTg7k6OSjdLhfAFOmU2b0skU3l6nDZ+Hb2xexRowt14Y124o124qr\n1kX4a+GEvxZOdVo11xZew1nlRP2mmtGvj0Ys+dujZn+Jo9JB6bpSyraVYWmeTVzBaiqDG3j01ix6\nVSuJ/vZnJHqfJ5FKxo79q9HhBlsDW+5sYeOtjbQJasPi5MUMiB1Al/79qSyto/Th/b99TYcDQRD4\nS/v3l9s1NTVcuXKFS5cucfnyZcrKykhOTv6z8OvatSuKvwh99jtet5eG0w0YLxtput2E+Y4ZiV6C\nrosOXWcd+i56tO21CB4BZ6UTZ9WfUqUTV5WLA6X36HDQwKHRd/jm58X/FdP1L/4v5o8SeiOB7YAb\n8AKTBEG4+oe18p+I34WeIAjkz8/HdN9E1uxpXP4yhptpJbypH4zO7CDArSA/Mp7ikGgUTXUoGupQ\nNioIc4aT30pGqfUeNfIGaoZs5/J3VYyZ1IULJ79n48a+/LRvAPv21gDfQbMKZJ8bSc5y0/tOPgNP\nxiHxtXLTmsU7sm/oNuY1jiVF8P6XAXyX35EGwY/XQ5bxWvU10hVzyIx6zI3Yi6ReX0jl5NdoWWth\ncJCXJJOIVhIjDbnRdLxWyUtxk7jf+SadW/fidLdRrL28n5in9mM7/hwPs/oT9ewn+HTqRlfr+2RN\nzkI8Ss/r9cvJqL2KtLWeJr8CEIHULUXweOmT5WX7eSkl4VJ2TxG44oinRJLNlOgQhjcz4inR0m5f\nHdZ0DZHlRpYaxGxvGYO30cq8gA6MWHAdpbcTqjgRdfVXuXcvEl9dAJFRqdgfNuOyzyOaF3cjsk6D\nNfE+ars/F6++xYGeIZgNIpIPwsmTZhyO3sj8HuJoCCE8pJo5sz7k8qdrOG1uiVTqJNhTQryuhqYA\nD717HGBwj91oQurwuyVGmRVKY1UozXIfUqRQsaDqZa4Lc/C+nYamWz5tHjVQveI51Al2Vjys5jXF\nPGoaCxABsS1iia+PZ1b1RTLHT+fr6d2wmB8R+GgXAx5WsHebjCEvzOGHA2txut1cWeTP5M77OF4b\nSreXEhk4zMI123ekbG5O2HE9uz7ZwTnjLcIHtuf6i2OY8cOPTOryKnOufsfNxS8wKzOXrz5YTPYL\n8IZU4EinLajKamHqVG5e2UfnCQswLn4Pd5d5XL9TzNRYB90+1pLrm0BFjgxZy2rmi0/SpWsVk0Ym\n0HxjHUcvvk9xszB2jh7C41Et6C7N59G2ZYT7ylj9kYfQ1iZqn80mLuEy51duIfLNpewQv8zSpaBS\nWWjW7DYLdUY0MyfTYH+P0c+8zidXPkFW9xEhSi9XGvzwZRzDF0+AxTB361zmKV8lyRmEqH8pWQ9b\nIyuUE1ECRl0DsuZSmgdK8ft1M3L/x9wPKGBrew8nm4sZFdqHmUPfRWoqJ7ndc2zs8wqJ2ycgk8iQ\niWUIGwU8pzwYDhvIzrpHxrPpBCp09L/UnVat+v3VM+70ehmcnk4HrZb18fEIgofS0g00pKzEqTSj\nqHoV4+cTCXkxhKglEch//fFJVIyZM+G99/DIBe7c6c+ePX2ZNu0jOiR5oaCAO/v3k5Ofjxwr5sbD\nRASPxUcVgkoqRSWR8H7ZKXo3r6TDs0ewP/MjHbJ3k943nOwZhYQHq2kVv5TQ0Pl8f6iCT3+6QYH9\nBkLcKbz+mUQ8ECPJ1YNEi7neibHaiMctQiQJJdAQSeuYcMZNHM3eA6N5kPUA2boKpgZ3YP2wJ25l\nvG4vIpEIh+Bgws4RNP12l917IGvcWgbunYFILOLhwyeLhZOTrby4ahk1y79kTrrA40nRaDeX8kL4\nU5SNrGbutLmMTxxPhD7iz/fUmmul6OMiDmYeZNOwTQxLHMZy1XJq369FcAsEPx+Mtr0WTZIGeYD8\nr34Pe7Gd4rXFVO+pJnhqMJGLI1FGKhEcDgo/eIOQL7ZxP1rJh8lO7rfyo2VgK1oFPEnxhnhO5J9g\n5/2djGwxkkXJi2gX3O7PdSf17UdTeSOPctP+EPvwu/C7fPkyly5dIjc3l+7du9O/f3/69+9PgjyB\nmp01VO2qQhmjxDDE8ETcddIhD5L/5xf4E/t+vYnPBCu/DL7KlsPL/pC2/4v/ufxRQi8dmCgIQo5I\nJHoKWCsIwtN/YDv/afhd6MGT4fbs57Npqq6l4vXxHH1+BCdcpzGIfWjh0LLanYXFT8HK2S9z6alu\naLIPUx8/kE6nrtP1pprkvM64RC6+1/1Iqu0iKz6SIAuwEOkL3+e1Ie3w0xSdGQNEETX0NK75Bny2\nnMWYcootfIP1OTeLZspoyk/HnPsBgtxJq+27mV0VRyBGNnCfGz6dwRML5nAQuyEgHU1YBt7APASp\nBef90XStErNc+gE351hJ2N+a+51as29SJGffWEeYNw2FxYktSIpQq+BCcjIXuvShxcnO+Im1fJ+0\ng/Mpu9D31dHlUhdy1FdZK/bS2+hh8Ug3B2I9xHj1RIf6YE54g5s5h1Ba8nir80iG225gEjIwqPrg\n/u0yJXESVMEevDXBWAN88dMU0TxhC1JpR25c74Zpd1t8OxuRxZRBbQBlF/tyPj6Fkrs1ZB3vwSfC\nUkIQ8TBRxs6JRjI66XEXmGF7HXE5h1gQMIJmg+8Q8MJ9Pt96k6KiCtTqS9hsetLTexIS0ogguFGo\nVLzYeI0oTyplfS7zW5mXEzeXERbagUHJ37Hv5CbGDtnC2ZP9aSOvZYEtjcv9jnG85DZzP5/L2iVr\nqHxYgsQuYYvHy7FFCzmQHMvI9CP0CzzFHb+n+G17c8IvFnEy5WPEk3ogmMTMeukt8A5gosRKyvXT\naHNm0FdUgrxVFm+UrmZQbAKpCxbQ8VoqmyP2EWCIxxk7m6QrtVzsFMuBTCNDfppPg8jIxhmhLO11\nj9qvjxO2Yy6PRa9RbxiBq4eayS/U0X6rnb5XrjE44he2LP+cLmn+nNtYyAlnP+R+ZoK1Rewp7sfr\nLSP4ulhESNVZch5Ow2abwMiRr7N2LWzeDEtf2cLlBxl802Esss9jiZYEsfcHDS1aeJkz5ysOHpzM\nzNanGfJsMHPFc4gP6UZgy/kobDdp6zhAvCeVnNrOxH82hvOB0XS5oeaLEDVpujhE0eeJEG9jRH42\nPbMNGGzBxLjDuEscoXSmQWWk1dy2qJ4LZJ99H9+mfUuMzMqxV0u4HDaKfdPLyGimIvFaIoMPDWb9\nkvXU6eqoMFXQxb8LL783jV8sB2j+upL33vsRmUyG4BVwlDqoyTWx8rc8BtZ7ici/g1AWgOAV493w\nPOpSEe2NXyNf8PK/uf6oqID585+4CTl0iKW7Q0hO7kGnTgsIC5tDSk4KE/tMBANoFVrkHgGR04Ja\nGoHII8br9NKnp56BsRUkfRGDyQhLnjbQztWTZx8+jf7ZStyTNyBRy0lM3I1cHkzeYyvdfmiHcPoT\n1NYwAhWHeCwT4dI2YgguwT+0Hm1TJdLiOjRVVu6Uy2l0aXFEL0GUPYc5M04z/FUdD7NziJkTg65G\nR5POiE1eTWunDbdgZ497MCSEMm+lHJE9nbvnruJTm0G7izdxetWc85lBnCuQZuXTWdhlPMfzTzBw\n9QAuNF2gdVBrJrWexPjE8Tg9TuYdn0deVR7vFb5H1K4oQl4MIWJRBOY0Mw1nGjDfN2O+b0ailaBN\n0iILkmF7aMOSaSFsVhiRiyKRB/8NMSQIIBLhFbyUNpWSXZNNdm02qWWpXM+/TmxILBPbTKRVYCuC\nNEEEqgPxVfoiEolI7NMHV5WFvAc3/vdWB/8XaWxs5Nyxcxz99igXb16k3lFPckIyQycPZehzQ5HJ\nZJSXl1NWVvbnvLT0McXFOdTUVNKzZxtefXUeHTqMRCz+03f3eLixaTfGN8M41Oc3tpz84D9thyA8\n8R3u9T7J/1b6e5/9reP/UT1/77zft73eJ1Nf/+S68l/8N/BHCb20v1xZ++/3/yfxl0IPwOv08mD0\nA8odaaTO3k/ttjlUlBp452MjNuUC9MscVLqCqA2L4ovhfWn3qID1P26iVKrjy14vci28JeP2l3Kx\n5BQqfHldMw0GXYPnd5GzfD5NNjW3a1tysmkgXTlHK20qklaRNC8R0boyhiy/fO510hHgdjLKPx73\n4QbK5NeY6lmE12FAhAgftZXQ11PI3p+IqjIcp80Hj0eMSOxBELvBN5/oJjm+Dge7A0eg0chZNmIx\naa2UrPPMIVXsQ0SkB1Glm7o9KpLu2enSZOKMSMx+r8BxiYDFIzAVCWvxclAkon6xF98oCV+vjqeN\nuz0HAw8i6MR0oCMxyeHcCbqDXC5nhb0jvXKPkyVvhubKJFzFUnavLONHxQVmBRfQMyQacfE7uIUV\nfPKSjU68zEhpO2RzvsXb+ypvn/eguDSKd7Incdp9mtvcBpmMvu6utAoewPfPmLk7wJ9XN7kxOQ7R\nfYIvIS32kJHRhs8+28bPP+9g2XtjEfsraAzdSfq5CCicjMfhi1z6GK/wJQrpa/QOrGKJvg69Npyt\nTZf5Nnc0U7s5+GSeH/ce/cCM5Uu59uMGhOQqCgo28957Ym7k1LDDIubq7JdwiW/wzIBMUmrDORG/\nizd37uKDbXv4lPcJoBk6QYeEejJbBKCvtVOoTqMxKgK/SRfxsdlZvvoki9at44xDYOPRdoQfbMPY\ncx+RnvUNS5Jf5/7DBH4x17A1R8oA+acE7XhMpXc0ge7TVAV1w2/mRK4KFXyh02IT+3Fv5fPY1W5e\n89nJ5w/nQts2zBshwZGVxfTT3XlLspQNpqk81V7JlYxidg/RkzBZQ0tDPetXfM+p2xN4P3YtL5dv\noWvwGSqr4pBOzML2TDpRj1IZUtGf5oHj0Onbs2zVfkIr1CRuyOF0kohpgUp6yIpxOitw2/MR193B\nsLUd0ivdOT08lTvaRtw5Av5pg8kw9aDW7UcPvwe8YvyMTq5TLGnfillmC9l5Kh5J+zFIMwh9sB7N\nkEaqWi6h92vpfNXrTRZm7cS4/jQPFjSRdDbpz6sdbS4bx/KOcfzscUa9M4oPhy6lrLGY797aScDH\nOuwZctQJOoyBeez11ROsy6XalUMrv3TauvzwdL5D0m4pwfq+T9SuXv9vHcSuXeQt+Ipkz2XuZpTw\nuCiZQ9VRpKTVYt5mJjM/k4KGAnLrcrn+8DOKzXYqXTry6vJYlBPCM2GP+GLzZk58KNA7opZR/jvp\naBiEObscS7YVlU8w7g5naZ20hw9v/Uq5qZwfR/5Ixrs/oT62n1AqkVUUITPWIRbcuEQKrLpAnMFa\nqhoa6T28I403c6GyBKlkCT6aAWx2NmIZ2cBKw3yG3tcyWzOJ0HFv4Xxsxrr5IOnuluh96lD42gmT\nlhJ641tOiF4ibvVCjgpbacq9x9Lvf2VG5wmc6RmC4+hRwrZsQmnLxFZ1jtrKy4hFMK7DXN7vtZRY\ntQ5nuZOSz0qo/KGSoGeDiH43GkW4Aq/bS8W3FZRuKMVV6UIRocDV6EKilhDyQgjBzwejjFb+L/1y\nXV0d6enpnLt/jjMlZ8jyZmFWmlGUKBC7xURBcP35AAAgAElEQVS1jEIXrKPR3UiNpQary0qAPADN\n8QQUVXbu1JsQbfgC+aSB2B7lUXzxMKablxAXl6IOjSIgtjX+Ma0RhYTA78lg+Csff3+J1+2l8UIj\nld9XUnesDsNAAyHTQ7C2tnLx0kXOnj3LxYsXAQgJCSAwUIrBYEOvr8bX10h0dCLBwe05fvwOP/+c\nSUyUl5faBzPR6IPvpTJcCg03K7axyFBMqXTO3xVgv+8LwpN1RBLJv+V/K/29z/798f+ojr9X9ve8\nthYsFjh//u/evn/xB/NHCb1SYP1fHHrjL/cFQVj/vxT6P5R/L/QAPBYP9wakURPyM8vHRZAZ2pHR\nYQaG+2mJrFpP0My9ZPi2hcLFNIYdxmi6Rq8uNoJq81Fd0KNwCWweOJAvrl9HZ2xiskJOp7fF+CVa\nuf/109yt01EmGHhQMIO6pjYEyvIJlz5guM1JS6+Kq1zHpRLRw15PtHCRKeItlHoHgsQF4enIy+KY\npX/A0A9mIWnS8uOpYexPm0top/3MHLEXsbiO8MB6Dh14k6vXJtH2xdF47A8xjlxF3b3HlH2+GYlC\nQt9ECZPGOJGrRRzNaomhrD0LL2UQ//gRNlkwCoMc08717Lz5JplXG/jpbBMWt5kIRTRd6Mi56HO4\nGlxQI+DFi0ajwRRjRixphqJqAL6NwTSzewnAgQEbKqWFvl8fwlgdxK69Ftrdm0ayMpn6+Ca8DSaa\nx1Yien09rvN9eOT0wb86kE2au9Tev43E0IqhLz5H7DEFt3X5HJjUiZ7OG0x1fMutGwp6927guUl3\niBK/h0h0khKbBBCR5O9LUqABQuI5U7KQgsJedGl7kllrFhCmrMTh8uHyudHcNkvJPvwjsxYvIGXH\nJjasSEQqv8rxG835+kEF3pYi3HlPMyIllrjATVxp5UbUujllredTVl5B95QU9B4vdxtstJryMhXt\noqjw0VGv0yFxiwg31RPik0duYUfqL55CVPMA4d2l6C1eogxKgqseE5WZwUiVm2+DMyk1V2COXYNl\n00E2X+tHyPwVBKSUsLfjEIrLnyI9IJ7MTuE4IgXU77dF7ZbTIV7CldMyQv3sKKryqUWHWeyH3aUh\nWforn7hW8/HLy+h09zNGp92g+xA3XZLiKT+4i8L8Luhl9XgkUrTKBtTNr9IyoIqiCMgZ2IwOFSm8\nGbMPr9jDuodLsP08k6LrkYyfvYPpz36In1937txJZvv2IURdUzJSKIEJ2wkefxiR1kbBhe4Edd7G\niJpTVHz0HZf1w+lT9D3TnB9wTf0s0/qU88nZ9gxq1oq7j+6ybEJHurm7Ir02CGlRLWea17DoeQP3\nVvrSYmcb/J+L/5vP8+Ndj3n4VjaLp00hLL0rE24/w5fT51PistOkAK+mFarWa1ixooxO877kXnl7\nWjzQUzPiVwK+E9G3UECx7yDy5B5/rnN0chVPZX6N9PNiDtgOsbqNi6yMKTzMkbFp06Y/n+d2G0lN\nbU98/Jf4+49kw/QwukRXYektBmkgZnkEeS49+d4QDJqWJIvKMdQfQfhpAt6xP3K+wIdFusX4fLoB\nAgIwz3qRQr2XHFEtdz1lZDQ8xO/SPYbebWBYjhebRs+DuDj8JFBdVc0cdyW2cn9aMZtrA8t51Wc/\n48a9w6sNP6KT61jT/yNiPFcpyX2fhgOjeLw7kpdVeyh85RO6b36eiDAPNy8YWbptFO+vuMXbnSex\n+eYuho8cic3lonX37mRmZpKf+QCzxYxvj14Yu3ZF0r49nfz86KjT0c6rJHi3CemXVfj18MOcYUYR\nriDi9QgCxgQglooRBAHTLROVP1RSvb8abTstqjEq7mju8MvJXzh+6TiOUAfSPlKkeikdNR0Z3WI0\nU3pMISQwhMzMTDZv3syePXto160dXUZ3QWksoveqFF7r0JUJZXUM9nHiV/6YSJOAVwTVAUpc/n6g\n11PrNVNvq0fsdBPjURNmAZ9GO1KrC6+fEkGlQVDqcCvk2N0iLBYvFrMbu1qMsWU4xkk9Ebp3xFeq\nJdDoQldRgrzoFhTdw2YrwKlw4NAYMCoUNEi8NEqteJQmFDI7vg/EhF6XcC/DzUaZmDKxiGHDDYzt\nZcd3/g8cHXGEhd/s+E9F2u/+qf8ZcLufTAH46CMY9S8XgP8t/FFCb8V/VFgQhFX/L9r2T8nfEnoA\nrnoXd3pewR54iyKNjBu6nlhGyTgZYCJcbmLLotcpCo4g1NGdtuIcVFfP0CAO49yAR/hMl1GU24m8\nsglc9n1MwdVUHJdv0C7OwYAxAkOzn8JzcTCWFnZ2ik1ck/pSV5WE+9EQor0u+gm3eEVYjkcqpZf3\nU2zeRFSBh3HJhhHT5SCVgd/jPrMBcVAWFlU5pL2EeOQrdGp7g1Wd62mwKZjxSxccXi9R2XOpzxnE\n6+9M5KZfGqdDt8JvNYiuCAjNToPvBdrJTExoDmH+cPicH2l3o+mca+Gksga1qBGPV0SgqhszjKOZ\nsn0yPv18ODrzKA2OBja02IjgkNDmdnvyy3Tk1MYgC/kOr64ct8eOyCZCapYhtksQnB4cXjuIvUjb\nSvBUiFEqgmg58HkG9hpFZ1EQvh/epfq5H9B67WR0KkKrV6IQ3ChMlWg8RrRaAYdYyhnxaHY3TKfJ\npkJX+DavRTfSlDaY87++wMcT99ExIoZbF3WkFTyi65tbyC8OJvVMV+x1I7mdlUQX6W3GjDzFxvzx\nDJn5LcHRF4mR1VFR4sWmh43pIh42CiCHFjkDkFxcRbUtBpHHxPOKlnweGYN6wkgc/Yaht9nRWm30\nuHeXwl8PUFZUyTv7FxKsSSHq9QbGvPs5bzTuIlI8hRYdk3mqw1CCFg7FUNSf9LvdkHepwtXFhE9M\nNU1aOeFpDpoaszDp9yJu/xFDZ2k429iC9z+ahMFQScrh2dyXjKN8WgljTnUgZYuKri81IoTasbg8\nPPgqAG+Ph4QOK8ClkdIUpKLncwW8Vf8+Lww9TnVpGGkZ/XibdzhBAvowP/wDynhc2AWhVw1SlwlR\nti+eGj+0YelEtkhn0qBD/NKmB7GSMvqJriN1g3vxu6zPHkgJvni8IkQieMdwl4H1hbTptJkHH6Ui\nnv0hzQz3MfXYT01vE35Xw2gx9gektzJp+OknutXXc+5cDidOiIj8YBaZdi2a9+/gcDxm9Wop48e3\nYNX31ZzzvkWIN5DgxCpaCJ8gvnThSdD6P+Hx2KipOUhFxVZMH/ZE3tCB3Co9c1c34lDI8K+4ymDJ\nNcY4RSg+WkH6U030eHU23Z4qYUzLEbz5xR2a1J9w//DXzP4ug5uTe9Pioy0U3W/BC+9exTBhGhHZ\nJWzqsRrf0W24dm0USuU3DBw446/6DaPxKg8ePEPnzmn89GJr+lQYCVhyEs2Ap0GhQBC8XLg7hgz5\ncA64upLgOM80+xosW/Q8faEMt0bOb30nsbLjHfKM+SQGJpIYmEirgFZ/3o72icZud5Ccmsrxd98l\nIiQEz5Jl3Jtdx2/SrXxVdo3SKoHhQ1dw6MhLeAUv+9M30VjyFlq5ihb69cQ+t4oKiZZh/TYTkVCG\nTe+gTdAN+ujPEmUupfs4O1MC+nHenopGrcbU1MTTTz/NxIkTadOmDTKZjGPHjnHkyBFycnPp2n0Q\nLeMGopc0R/5QoMNlgbIEEdZgCUPfSKDVgOAnQ1ElJVBUhDUhgcsZGZw7cY7KlEoSShPI9mZzWHwY\nQysDKq2KiqwKxo4ey7Rp0+jbty8ur4t3z7/L2cKz5Nfno/AoiHig46Vfy3jO5mZXfAR5iFlTUIxW\nBF4ZuHxEeJQCbrUWISYWabgfFJUgfVSFvMSCWwPmCBk1ITIKfNw0SJzEiEWEeATsRgm2RhkipwIF\nMrReAZ9qK7paOxKXgAC4dGALA0sI2PxBKgGRRQQ2GRK7DLldhsIpQ+GQIHOArW0ElT19qWhtRjAX\n0ZBWTeYZAVOWlxhXF4pHx/Bhyr5/tNn7wzl5EhYseOLdSPbHeZ35F3+Hf4jD5P/J/D2hB+CscVJ1\nsITKOxcwZdfRlN0WH4sWwUdMYZCJfuVL8bcWkx79NMa4GDT5LfHUGsgITEUqiSE2sgAhsznSynCy\nfAs5G5JKufgnCgrs9G0roqWiDd2r3XSvLkWJnQJ/H/YqR5CbuYwLCi02ux99JWV07XyWI76neHAl\nA8F5CcPoG4jVF6n9fj/gQK0OITbWSGhINXl2Jd3aNGFyBVBuC2RYx2xSz73OuTOrGTf5PdqP2stK\n1WfIcr/Ccr8EGlyIzUa89TaoAWoBGUiDYVQPCTExARzdp6OsrJIRMSOYkTMDiVSCJlmDxleDxWhh\nfosFqGp9WfDzUvSCgFcMbqmY/HBI7VhMie4GWus17gbUUuVbRZAEPu+kwG5XsfWIheuHbQR360uX\n9z5EVSim57d2rnykp1S4y+28nxEsj3DVlyE0ieDX5lCaDfoXEK0cgdBGjQSYGRLCiEdfMG7MRoYM\nkaIJzyPzQQENRdGUlTbH1+ClUwcHlbW/UVEaQ31tc6SCmeelr9JtsInr/fuxX2PF2bgDj6UKWY6Y\ncbWDqP9tBvdojV+PNeS0PYV6201EB1MJVCupstl58dRxXrt7Al9dEV6ViPCDbrbK4W21gmY9h7Hi\n+Ss8PtyLvd0H89a7OlaPWULWgUbi3/2Gr1q+hPrOWDJ9PiclNZgzp8HToQbHwhyG73bw7IlG3lxx\ni7qIQBLWfEt8WRjtx+ejGmbhU902hmpqObZ/AI67BsYtsNDCT4FTc4hPjx9D9c12ps2SsaTXffQz\nZ/JGxSRG2L5k8q/7aZdZS4svTbxcs5OezcdDgYuoLs2Y+1YB/oh4kH8fs9yCr0FA+VhL+oOeXLw4\nEbtOhnJqFj92HQKG5YxovoTbXe9wNjGBkEQzg37eSnleW9q/kktxp4OIHmQRsr096cZ3SexzkaZu\nSmqEr7D1cNLsgJRvLf3RPdWLJUuWAGDMOURWxgRMigXsPrian392o/e5xmPrUJabLtKmWSHtopOw\np5URFXqRkNsf4JTVUVLyGVVVu9DruxAaOhM/7XDOxdzk+zEuGsbd5PNuL/NdeRnlP9YxYZOEC7My\nkQ5OQY2dXGMcsjse+nvyaaGNp82iHRy6eIGkBXOp0siYtmQp9coGXgyPZY0ymoBhw6geM4Z1ZdsZ\n85qednH70TTr81f9Rv6jVbxXqWbailX0vWFB0bILZGdDcjL064ejZxtSvTNo3SaFW3vSiF2zFL2P\nhTPjFdQGRdA2tBHx9hW0mPwMwZODEUv/bQWrIAicb2xkxaNHxKlU/BAZidD7aaqt3ajr8CqiZSe5\nfHUpZWWfsmbNjzRvrmTTprGIJWspMrzN0UsuPl2+lu3DhnB25jiGe2/jX3aKqIAiLqeO5vKFZ5k3\n8AGj3nyDxcELEQ0ZTo1GikQB9bVldA/yYdCVc0Rk5GJXJmIVJWCyhuJ0KLDLyihyZPFIVkSp5xrB\nnnLiRCJigTggUhCoFYupkkho5nJxyMeHK507U6tQcPXqVeRBcjobOjOydiQtrS1Rj1FzQX2Bfef2\nUV1bjae9kpAhvfl45BxCNBFId+4jfNkyDnu9fDdrFnezs5mdfZeXautYv3MKUzqOJSkgHEf5Ayzf\nfY3HmIlRHw+NCQj1bRCMSSialKhd5chFmcilN5E3FeLSuvEEufHobXgULrwKCV65F5FKi8tXgtVg\nRiYNwr8wAL/rdpSpJXg6JuId1B9pcDPEFgeYzWAy/XXe1PQkykhZ2ZN3nf7+CHIZgrmJWksjTXYp\nO4aO5qPjB/4Blu4fz+DBMHIkzJv3/3dL/ufzR43oLf8PygqCIPzns0X/D+E/Enp/idWaz61bb1JT\ndZfitLUMSO7Fx1dyaeOWk2dz4vI+Ceo9+AJoJF4cfcz8djCCezYDmV4tTo8Kt1uFUmlh5coe3Ljc\nRHZ+CUXFAlIphIZLCAqTERAuJ8yYSPOrwzAt3o5HXMTdm/6YrsVSV+sk1/sIu9eBRKZE3G08HfuJ\nGev/E1lFvpy9G4Wtzoy7qZpQfxNYrFTXe2m0i8DTFsy/IhLtQCT9AK8HVIFqIqJUNPOXExqkIjHW\nQWhQGd5IOQFKO1lNYlZne2mrFzG9eCTNdk/F4deISFfOHXs29thHaKPb89WhRZjHTCAxqoin2vdg\nj2cGsVVmxuxpIuFOGD5WH/Tx1Sh8f6amvYOGXrc5+SAeu1RJzwYDira/8cPuem7fgtC2I/GNeBlv\nx2/JdZ0lQh9Jpc1Ek7WcYH0cYVlLyL3qg0s5H1dODfQORfryctzqRDgRQuKlaopLmuNxKOk0+BTW\n0cGU5RVQ9fkBcN+EcUMRmUIRTkeCqh009UCiqkXc+yqu5O1IfONQOftgPd4d7voiHXcb18h8om1e\ngkTR3Jrdm99CO3Jw9HCqO3chad48XpRIkN78ipIrr5KQ2g3LlSZ2KKtZn53NwFET+G7lp3Q4f543\nt1zlZP51fu3cjJnX3ydk0A2SRnxKvr+CmxVRdDpfQOtrZqzOlbzxYSSdGu+z7NEnDB6+nuGbiplw\nqg0ip4JT3Rs4MqmM15p9TqBFzXfbd3DuXF8EAZA4CY1sYkCvQM6ff9LpvvVyPe+GfUWKawCFok54\nBejCJX4Sv4j000W8oNVybskikvYuZYZ/Nomus8hlBq5ZDPTLL+Lxw1CaJGoU28NZY1xK5xk/0abb\nZZ55O5fgRi33XJ8Rwkmq6Ut7n5V4k+HerGy6nppM04y5XLhTR+BqJYpW9XimX8H30C6sfZso9Ae9\nToNK7UKrbYfdXkjL0x0IkPSCFSvweGDNmp0sWv8iyeYscviVPT9tJ8E6HvfrkdjMgbhnHyRsZiTh\nMa+gUsUA8OXpPL4pKGXtW3Yifwgltlcs5W+XY7xixH9XAr8GW9A/GsEP3mfIpA1x1bmUpBexM3kP\nh/b+xDfdQlBkqlh5cjMvVeyiRhWMn7uOAFsDFoUai8dNrVeEeHosTUMykTTG4AlajzJkFB6Nm0XG\nBzhtaXzy/lzalLrYtHUFcpOVyHuFxKY9IvZuEfpaI0aVi2IVrOgrpnDCSl7SnaWrvIr4iLk8zv8A\n6W9j4NLTNHuxPwHPBnGwoZZPS0qweb0siYxkSnAwMkQ8HH+JZienINuwCtFL07l0qTUbNpThcLzJ\nmXNKvLJVeAb0Z260gQ93/MT+aWF4ulYTFuDgppDMdelgMs4PpUNjHBkpWlpGHebs7bEsaj6NGb3e\noqzKSm29Ef+Ch4TW1PM4OIqi4EAqw61YfeuRKiow2Irwrygnq2UsewcPwC6X0+LxY6JLStCVV1Ja\n2cR9uRyjBjyCl/imJkbdv8/xigqkchn2SA1NHZ9Cn9CJen9/LJVVxDv96J4XQ5wpiHNB2dywncN8\n/QK+ISF82dREsCCwPDGRqFWr0Pn54fR6iRzYi6lNDRw8PJfdWWfwCAIvtn+RF5JeIOhhGalffYi6\ntAJdSRlinxocPdQ4w934X3UQfFaEV6tFavcgMtsgIADCwhGFhuKM9qMqwYhVpcWubEWNn45KXynV\nWLHXVBB2/QFxqQVIXB7sWgU2rQqnVolHqUCCGLVRjr5aRoKfnIC8AsjJAYXiib/H6GjuBjrwu1HB\nlsGjWXPy4D/Y6v1jyMh44poyN/dJkJp/8Y/jjxJ6i/7GYQ3wEuAvCMJ/PebLPzn/VaH3OyUlF7l5\n8w2MRhXOVit4ENCMrno93konn6U+ojZYxAfvQHqilzPPGjDU6FBUqtHWlhJoXUOXsGNEtxWj8rFT\ndjeB41deJqMwkfwCKRJJLlpDGk3eSoKMDzG6jCiCfIgI9NI20oomRMDriEdy5hW2l49m4gtrGT16\nB198vZ7rRYNQhNtQhdqQR9iQhjdRE+8k1NaANTOT6vJyvOoENDteoYPJxoTki9zsJSK1lYzHYRqa\nmS1Ii2XIGmzE69Jxt1KiM+vofroA3+NtseJh96AtCF0LCQ9thVMeSfHBp7h/4AUSJr5DXX+o1PdG\nbXIydYeL9N5VSLt6GOb8lTbyUjQKC87KCE6d7c6dijDuJ66jbb2HHD8PHpGYURYVaqmDY8dcKBUw\ndJw/kQHhNHjMFCtKGZgXRVlVNQ+9TdgyxQxQtSLaJ5gV9xRcr/uAEIMV2Sdl1EerGSuk4CnScOLw\ndOzmJuTebXTSFxPh6obREonbV4q3m5W86CAKA0Nw5+rgTBj8FgIRNihXIR1ThHRsES6dCI9YjMLr\npWV2KVnzx7NO/yoLpixkjfYEi7atY6BWQ9dntUyatJTvf45mnGsCcSk2HBduMWfGPLxeLy+8+y5r\ni4p4uHQpz3aaT4I7EfmVKLrIq5EINiRxGejdDkxFfdBPL6Ni/EaWOcZT6I1l5tdKnj7rIUSzkOLA\nIGKzBtDgTqaI31gtnUGBEM+7772IO+EsldnvUH1/Bml3fKiuEFAIHjqIGnEJAjKquU4gWokJizca\nQRCIlRQS2+oej21n6ff0j7QcM4RrAZM57g7HRyqlu17HmsAiTJWbMRqvYDAM4+7dmfj4TmDOqvOE\nhJ3lm0IfzJlxRC30J6r5da5K3iYrfgjfykaS4/YjUVpLiS2YD45bab/DTAf7XEaEjCMs/jjzJjdg\nj1YiUmvxCk5CzL2Im3oJUf4j8PHh4sUDdJ0wgalDdnLrYm8kksccPXqIxsodxMyNpNw8DbuoLS02\ntSdgdCgLUu+xZ98xZGe/R1HhwlRrQiwWMzdpLktPL0VlUGE0VpOW1px1Ox9xvEshQqwFqsyssS0i\n6fxAdnqbcSRuK23ifZki68DzLSbgG9mSR04/9pWb+fS1UTiH9iMhph1+FQYWVC8nuNst0unAEv1H\neC83Q/i+GSfbamlV7ua0wpeqRZMxRQcjEUmQiCXo663419Sx0nKUV9r1Y0REIL80isgw1/Ese/CK\nfPDIQtDbGhAsZhz3O3Hf0J0WI8YzOioRlyBQ5XBQ9loh1mwrjatsDJ78DHs+/piznWLJa7iPAhvx\nlaUkuu8x4ZebhF73cOztOEq6j6RC1pYmSzApe95HKIamsG74KYcQd1KMp0HBzZq+BAf2wDplNfMz\nz/La1a2kJrXg/SSBEu0jOiS1425eIXrVSGr929EUHYYMCRq7iP6XBFQyKXl95BRoXVS7XHgBX5GE\nsDIPvheySE37DmdNFfIZM/Br3QqTzoeI2lqMTl9qHjRH6rEikxTjUpQjS1DjCg9B5fCitJppunQB\n24GfoVkM+ukz8G/fDr1Uil4iof/APkzwWjlw4mUCHKlYzDVcKLNwvqoBrwA6iQK1TITIaWVguogX\nbgm0qIP97eWkdFAglSmZka1i5M16FE1WbEoZDrEHwe1G6QapIEIigNQjIPrdbIjAK5HgUCpAEJA6\nPIg8YsSCgBgXLnS48MEtVtHkbYNVBapheqJmjH8SXs7HhxvvTCZ8zX429RvFx+d++YfYuv8OZs4E\nP78nPq7/xT+OP/zVrUgk0gELeCLy9gPrBEGo/v/Uyn8i/neFHoAgeDhyZCcezzLKy7tw7Ng8zp/v\nT5TKzuTmaeybImLZpy7u9NZze7gKu9KOUWqnETuhbjnaqmr0xUdZ2GcvCrkdt0uBRdBQJQmmVuKH\nucmAqTiYpAKQSiXIPaA0iVC7nSg8IHbIESQehBFHqRE1YLeLcHrEINUgSDRIBDkijwynQ4VHDg69\nlECLmMByOdYmH5YfWYZVIabl09cJUpuI8FhQygRqtSpyI7UUBahRl+ixOgKoChEhrlBQZ1aD0wtN\nEqhsgHR/0JbCzHtIAiORekS0Lv6KNrrrdDeIiNIIZJuUpMl7c0/yFPkZV3BW5uOrtKB1GInIn4sp\nfxQ+ikqk+hw8hhys2lKKDA8RF5louuBBFyKh8zPQqpmGOKmIGK0DjcYFVoF7P+vY+mAhj4imdYct\nlItuUCMSIY0LwauMBlELQqNaIHiaUVrWHKWmFn9HHkqVDpNKQk1IIGqHEWvFLty2Jti1DbXWiaLb\nAeLC8mlofIjG3oDLbcIkdlKjkuDwuKAmkuVXO3A0chEppwYxj684pxuIwe8RbVrdpmv3E9SYQvn8\nq4OUD9qMRd+cL+98yeHHR/FMHIf52GF23bxB6O0bvDU3luGe48yfJqM42EB1ag6Op++Q3r0Pv3q6\nc8kkYfbXdp5KVeAb9AXvP/MM91qGI0mdx6RDM7iTOQM9Xr7mTRzqvZx/VsNTLUajuBGD52I7RIEW\n8prL2ZzRDm9JJa97HxAdEo1ubgrW5P2UlwcS/moQn4Qt4LfHyVhcNpZH7WBB4w48AX78PGYMG5OS\nKImIoKVajVcsYHM1Ync3MdKzh9CrYfitnobdK+H7ETLmptVi73+DwOc2ckI5j8FBsQyPGIReGUCe\n1cobBQW8+toiEpriGZF+kVjNG8xem4V/2GZ8cmREtFtFQwsL6tkfImrZBu2anzl+5RpDpk5lzIiN\nLHuzLwPb5NG8eQApKbXEGnrh6tWNE0ER/JoWzCVRFo/s+USqwhk8pz+9Wvfi3pJ7PPY+JlV5D5PZ\nS2TkWmJiauna9QLr1n3DmDHTCI+SUxXfl8uicj703YZ26hYijtynPCCegw+vciD7AJ8N/Izn2z2P\n0WgkKiqKRzk53Fq7lsyGBko6duRhcBDX/XQsqNtEZ9/rfKd8nsUfbiW+0s02f5h1R+BR2wgevzye\nyKGTaB/SnnXX1nGl5ArHnzuOSCSi3uXix8pKDhf9ylz3cm7QkxMM5P9h773D5CiuNe5f9/T05Lg5\nJ2mVs4QCQRIZWyAQJlgiXmxhg4k2H2DDtbENGDDBYDAGDBgQIhiMAIERSUKBoCyt4mpznN3ZmZ2d\n2NPp+2OEEMFY3Ov72fd+ep+nnu6qPlVdUz3d/fY5p+poQoDTujZwVORjPLVb6cuW8Z5nGiPWe6ke\nirD12CheKcrIhh5OuKmLzXeK9Nc76ROqELPjmXzVJnTdzTMXX8rzj9yD0+7hjDNvZK+jmjUtMs6V\nApGmCkaym3GO3diO6OChD37KKMcMWo7edrkAACAASURBVJN7cUk3EDOvxJ+vMbxOZM/O1ygvj9PW\n9SSTLymibc7xtFuL8KZ24ffV0yfmgyEwullkylYYV5qgS9zBG++9w84PP0QPBPCccDr2afUMeHsx\n8o7E/VEhI/9sY09TGSeKq5FEg3Y9SCtV9ArFiP4UeqmK1xEipbdRG3Shhd6hq/FRgp4aZow/n8Lg\nSMreOpUzpCw/++6lRDw2kvZektpesp4KKBhJMJ7iu2+u4ry1u9hR6ObV6fXsHVWPxwRLLEpUi7Or\n0CQhGRzfYeGoRACfOx+n20ufrJIciKLHTfomTqJ7xAgGbTaUlmYc/X2U9PejWC30+fMI5eXTk5dH\nv9+PxWJBAmSg3iKT3xBj1HJwGx2MvySflpJmdjx2B7c9McC9c07jzvdf+Z941f1/gt5eGDsW1q+H\nmpp/dW/+7+KfGes2SG627SLgz8DvTNOM/lN6+W+E/wrR+xQ9PUmamp5GEB7EYlEpL78Mv3YO249r\npnmxB/d9A7j7TTQJdAk0CTSRA3ldNJHNLA4pht0+hMU9hB6IYfqiCIEYhi9D2HAQ9wioo/tpLbCQ\nb+mjXojgCFuQ/3wS71sH6Mxrwp324A27iA9o7NT20JttweMfQbF+IphjSdqcFJf1kjyqnzKpjR0v\nn0RXVx2DgwXEIwXouoX8wlYKC9soKm6lrLyFgvweUj6TSNBPn8dGm5iidSiMOtQEmo69chFT3AlO\nDa1gZP4eEhYX6/QZrOtpoKG3EzlZS3DnKHrdZ2F8xwvZ9VSF7qdqUGJVJo1ky2DPlGBp9UGrjNED\nSjiB4h+AEwYgZCCuEfEVlSINP5bBkm6EqnXMyNO5oj7Nqm4XqwYgpmXo7jLRWiphKA8UBWxxEAew\nYaW+uhptzxRa9x1F8altJE4fT9ZoJ7n95whtDio0N2YtdGb6EfecTFGkEsMMgKWArFJAYiCP9EAe\nDtVJ6rjrGVP6Lj9b56DM5SB0RZyW9jF8vOlEPtlaTLRtPNnUSO703MpwXxv3XHQTTRPDDGx7l8wd\ntzPupFOomDWdvuJiOrQ6uq6egv2JTRQWG/hEndasSY3dQUs6zVOP+XH9tZPmcc9y+c8uolDs4q76\no3n8ZwrvvR6Aom1cWTyMY9d34VNjiOi0iEO8J66E2TJnXT2MceOsRCLbab3yZRI7Y0y46+fEbp2J\nkedlWeUYgmufZJ5tBdeXPMXqj29CEW4DyUnJEb3cNrUVbWAp03v30JuJ4zn/Eqxnn40lbBD/aQPZ\n90KsP3MPv90zn6GWEsxBK08/NIX00sW0XzaPY2eVMsPr/SwaxSefkJk/n0m/uoW2G37GC8NuRmqs\nInpWAbNOf5SuzNN4BvIpL7wK24W/5rynv8/7faV03Hw9x11yHw2jPOh/eR3e9yJpCsWFDXS0NVIJ\nDBx7HPPS4zj3g9m8V6ex3PIKre2vM3H8L+juqSPU9zyG8QJgUlqqc8opx9DU9AFdXS7GjMln+/Ym\nWlo1Ro8RGTOynAkFfqqnN1JoV8g6HfTEs0QGPUQ6y2lp8qMo4+joqEDPVFE502DNXA9LfnsLr8ye\nysZjqrip6x7yn4tS0WfgWR/nnIvnMaN5F4vbU/S4DG6fYbJicinvnP8m2w03L/T1sSYW4/hAgHMK\nC5G1EOHue6lOvQSmRpvtOF7NTqKwaTqn/a0Vd/BDBIeC6StkezDAyjIPIdHPxc80cc6yJ7jGupyE\nonKncT4rxVO41LiHPLuJUzaIqAmi6Qw20c1p4jscX7Ub5WyR/5xkZdA/ljHr29l8yw95+OSTKTzu\nSG5/8mW8Xh833fQghjaSD97r5vU3u+iITSA6ZGHYtAyXHGOldPQ2tvACf93yN9q278PebsHYa+BV\nvUwWJzPy+JHM+sks6urruPyNy7G3j6biTz/njZ4i3DYF+3E9dF/Uw7XNW9iSjLCtejo9xS7yewXG\nb3BS1C6ye187durJJvIJJyTa7KBElmIqd2IVR3KduZoLvRqd1SOwZtP4MhretIo9q2LLKihWKy/O\nns2j877F9rzhWJqsuWdPux2zw42QFRFmNGHM3AO+GKCBIO1/V1gR1CRGNoSoRBGUAXS1H2tqEHcq\nhd9qJ+D0Y5NNtEyCoUyMHiOOYUJV0oVsrSHlr2EoUEk0WEHGWwUWGdLdHLX2HV6640V+e8xp3Lnq\nfy/RA/jVr2DHDnjuuX91T/7v4p9lur0LWAA8Ajxommbin9fFfy/8d4jepzBNk1hsDV1dDxKNvkXQ\neSaD186h4tTZVPy44kuyqmmS0nU00yTPakVRFFasXs1fV69j3c4mVNPGuKqROG0FGENFjN4uULnL\nQVnUYKg+RfvRDWQn7GDY6mFYG4djxCxkUiqmYmJTbHhTuXXANFFDFVU0QcfAANGCKYApGhgWlSFH\nnEFXkqgnQ5/LQq/VQ7/NS8wIEFeC6HEXJGSMIQfphIdMxonPF8bjHcTtjzKsciv+QJRQhYOEPBZl\n6zDa12pkrQNo9SrxWARq1kP9hyDuQaicDxWnIOxdBU4bpmCDaBoppSFKArrdjub1gCjieucT0m++\ngTTJiaYmMDamoXAcFv9tWIRqjvrWckYb99K8c4D3NtnJRFQYNxKqs+C0ACWgB3IO0ANtEO1FGIph\nJgyIGZAHQokFoVSkyD6CY5pPgr1hwtPr0TKj6G2spyNSS56ZZYbcQd3IF9FqV/K715/np0dW88i0\nLHZbkCOTI6hylbLTWc7GdBt9mVIyVZMp6Shg590LmZb3Pp39oxht7mSkbTl6UYwNwyS6vFlUM42+\nYz6CEsQ2+3mQbciyghicwS+en0BpUwdjAz/kkd+czsP9j5ERHPDBBbDmBlwLX0OYtJ4SZyNPfusx\natfaMa+/HjU6xMr4+azMrGSF+QFhoZmq4PH8R3Q7FqOZ55mOwzKBqY4jODZTzru6wc32S1h++RLu\ne2s3WxpeIej7I5FUPubotzHH/x4qPsQm6ZzW5ecHa04n1X0OS0e5WTNgJTnoZ+7cp+jrr2T9+lOZ\ndsSbbPhwAcd4GqldvJLsCZsYK7aQlkdy1k2riBxVxq3b1hDOP4aG7/6Ubz1byNzHBvGisrPWQD31\nUUomv8mcP2TZXT2SNeP9dP7qHV5VZawBH1TVkS4pgsGjYOtRcGEay1EJfvzKC8x/QeL9mT14152E\nv1BFnf4haoWTpGChKC+EXdYICz3sCe3i0UchL0/kqquOZexYG4axF4ullVRKJRmDfR+MYU3rGHbs\nmYsslRHMEyksbCaYv5uSyl0U1+3C6w9T4jRZt3UM7y3/MZtDsyicMMBvlbc4fd2j7BjVTUkEZv1y\nA55ijda+HrKGwenbtnHV888zvLOTQbcbxWpFlWV0Wcaw2TBsNgSbDVUwGcpkcbqiOIdFMYenyIxI\nYu2SkDfl09w1hp9esJhxvgLmp530rCzm6dcLOHvgYa407sNppmhcfCcD8y6iuRmuuQaeum+AqiV3\nM7T2LX7piBKyydx/2cMUBtzcfv/1dA1TUf1jeP+vD3PSLfewr2YKx2w00V94hTean2C28xQqv3Uh\ny+c7KIjCoj/Z2N4SYl26gSZ1E1nWISNQIk6nKH86wdoJSFUBtIyCd7MLd8jB3ppGBgZm0j0Q5OTA\nAAuPT1PaE+Fd4rx5vEHDCIFoEMpMK+PCVsw+jURCRXEKZJxgSCKGKGDNDuBNtdNSUE6H24P45Cp+\n+dpvOdmWx231U6gaGs2O0insKq6mx+3H12diD1sIDwVQQi7EjECwMkXZGB13rUq3dyddPWvRPhqH\nsXs2UtVmAmPfw1XzGiHnHgqyhWRsMv2WLmRbNaWKgyJjCFHuo89I0qPppC0uHI4aBPdwNM9wVHct\nusUBmS4Y2glKH6hDYGTB1EF0gL2I0d0yq295kduPWsBdq/93+uh9ilQKRoyAF1+EGTP+1b35v4l/\nFtEzAIVcCLSDBQVykzG8X1nx3xCCIJwM3AeIwJ9M07zjC8f/20TvYChKDz09j9Ld8Ue0PQXIW86g\nevYFFJ5R9bnZc1+H7u5uVqxYwerVq4lEmqgqiVA+0iRQnaXc1c5QpBy9cTgFQgy8MUyrhmHVMSSD\njEVni5Jic79BOmPFZxXwSSIeIBs1iXQatO8qoGPPsTjiwwlSQJ4QIICbgGnHj0QQBT8KpmCiI6AD\nOgKKKRC3Qrqkn5RTJdwyiojipwcH7ThJIBEgjZcMEiCwB9HShMWeQnClEIIplHKDodGV9NnWYo4r\nAaLoSh8SASS9FiVdgUEAaiWQTAj1wPqPYMObYA7AjjgU2KE3A9VF1M2o4ntTt7GxZALLzOORgxOo\nloaYKfcwzRohlNR4qTvITksearAWUh0IobUMa+xA2NBPX3eUeDiKHlMgX0AIBhBdIxheW8npx4SY\nWbcDhzRET6aKZmq449Sn2GQ/gl/89mesc++hu+9V0BIUu49n1GARI/vT+Hv72NPazMXbGnhNgSdL\nLkbhBzAwClEQsLk0rG4Tq9vA7hyid2seNaN2EvR0Eov5Ob3ZpN4M8fqJ32dZRT7C1kvRG87EjFQj\nBuPYrvgZ6cFWKNkGgSMgfyZ4RyMkXYwONdOjlxKR/Eg2FdGqgDWFW4tzxGM3s0LoxQyn8OCmUCnk\nnNBCZg5NoL3oRdZVRmkLxkgGMmjdE2jcfBPZdCF5I9uYlIwxuU3ibauPzdkyasrfYeKstVx47h+4\n/Y7FFJZ3c9ZpH/LyKz/i3RUXUVe3lWmT3sVtzxAf4WeW/y9U+XexQR7Pa/fuZd1JD6MqIyDkAodO\n3S6BExp0juuO0+3P8HrJC8Q2P8l6r5efEmXNMf/BKnMGNM3E2vomVtt68ur+RMcWGceoFIva1nB+\n9dVsnTlI3QlpGptnseQPv6Gpvx7TmSQd9aEbIsG8NiTLXvJdKVJKB209qyjO381It43pgxUYkQks\nH3Eye/dMZYoRxzV5A75h23ilMo3ua0LQt2KaHblllUJzkAp3EBy+gil5YcptsG5bDZ+suIpP1lzC\nB9NqKRmKsOleB31KMTGpgB7BT6+RR561ivpOH1XpAAnDSZ+WIqpGiGdjRBIq3X120mkneaKE1Z5E\n8UYYcmdIywr1+f0ckd9IbaID6fuj+XXBZXwSOZPpR3zIqfOewuF4m7bnYvQ5NJQ8O2YqgNlTSHy7\nQUFqD4pUQqa8moJgKX2DUVa0rWK6MZWLvIuoc41hW3of39Mu4rfnfI/pi37BE3KEN7RBhsL9GH/4\nA3JDA6eeey7x3bv58MMPKSkp4eijj2bmzMnk5flpaLDT3+vDGMgj2+Yj0ySTCWuIHgldAC1hMNGd\n4KjxKbbUZFmVn+HjaZCVDALbBylpyOfM1x3UZjKs9pXwrq+MAcNGLC6QSSgsdizhBuUWOvIn8cEJ\nv8Y+dSyZ2hh3u3fywcJTiYXLmDHxPZx2jRKGqI61MqJ9BwVD/TjzM4xwtBBw9rN7WDGrR4xl1fhR\n9PlltKHNHL2nieF94EyWsbPlaHZ2TqC3t5jyaQP45qzBURPH4x5P/6BC12CGODbSoh1RBVEXMMoz\nUBzDoiUoDTVR07KN2uaNeIaaGfQITOkXmdemEchCMhNgyCig21HIn2c5eWDpm1w/9jgGxxYciMf7\nxQR8bvtVZV917Iv7/yj/TfYBZs6cyQ033EB+fj4Af/4z/PGPudDc/y7r/f1fwuHlVQ6CIAgisBc4\nDugG1gPnmqa5+yCZfyrR+xSGoRLuW0bHtseI6+sQNxxNUcGF1Jw9Hzn45aDYn0JVI0Sj7xGNvs3g\n4HuoahivdyZe7yyc9ikMrIxy10siz3vHopwRxpOE4mYo6ZIoCcsURizkxwVcmolFBU2BjGigWA00\nq45h0xFsOta0gCtt4Iyp2GIK1kQaQ80QkbL0WVTiRhzFFNBlCdMhIPqyyO4Ukj2FzRbHdKexyA4k\n2YZNtGPTnSgpJ51DVfQNlqEJEqoik01ZUVIyimJFUWUymkzccODGpEJMgAkmAqYpYJgCICJi4JeG\ncNujOLwJrHlZKLWQKUzTp+6gO7UP24STMGItKB9uxDEUZeGljcSzPp5cPp206cZbJhGstFJYLeH1\n6ljlFFlbhhbRJOocSYdYi8XUKVN7qDA6qck2kNm7l8b1MVpbooR2ZzCsAmaVCcMDWMcMI6+shtAP\n76LsimV0j67D7NPwKh0YiRZSnpfQhU6s2fHo0TqMfUfj2TMBtWscSrCL0pL3me3fjWQ62ZcYTkd0\nBP0D9WQVD5b8ATS/iWvYTuZuDhCL+/gkqJHtrcEQJRiWxFIax+aLIJzUT6pExpRAMlR8qU6M2Cai\n8V2gRnNaAkPFYqoI+5OIjlr8HZwdYRK9z4ETsApgWhAUg1Gd9Vy4YR4VukihNYvLraAEM6j+NGuG\nxvOHjy7GEATsriGOnvM8xx3/DGXljVglg4wGqiqTzTiJJRy8+dpEWvbl0dV1LImhE7BqAdzWDPdr\n/8Fj8nlwzOucdNIy6oYJbO6axYrOM2gOliCZEkJ3C+lP3iD2yUpqXLVcn05QVTaaqcJrXD/+YnbP\nqEYvSeLzDtH+qyc5+cKxBPV8REVj1KiP6e2u4rWXLufdNd8lmfLiFLJ832xlDv2oCGzDwgYhSo83\njw61DhURRRTQUhKmuBTT9izuyZPIP2Mc9mqdgUQZOBTidhPFoiKrVhyKjNMQMTHQtQzOIQc1PXZk\nawStbBVV9hUc5W/FJWjYN4oEXwpwev3d6P4wBXoP+WoIr7UbJdiJ6o0RVUUGsxYShkGaLKo1DqKG\nqOTWCDRsMUgUw2A1tqFSfEPl5CerKNJKaM24SPQUM0P5IyWpZ3nDk6Q3IVJRWMHsEbMJpPwoTQr2\nWAdFwlpEj4PX5NMZ0Ir5ltxOb1+CtepHtJntmJggQGXAg0X2c1K0nQ1TjmHPCfNxV4/guP4gI1U7\nPSUmy/rX0b15HZWjyjlyPEz2t1AlbMVjdpGWxiPYpmEmswjJBmTLHgQhw1CklsFUPQOJYYQGa9hS\n6GdHtUzFXplRH2UZtqGV2p4PmezqoHZoF5KZIlJcSmfVESSqLNhrPoLqdtJlOqJuwSbUYPOOwyZX\nY3dUYrNXkDAKcJ1wIpIli9EQwYi+QFfXgxhGhrKyyym2zUdq7MqFldiPtYPb+H7DHRSZozgqvohu\nWxC5qghnpQNnmR2rLKJELOx4w8W2V53E+ySs1txacbIMNhkwVSKxfhJKmkxfPoKqEbR+TH5wJ+W1\nLdSND2FiEg572LfvaKLR6fT3D8fhUBk5sp36MZ3scizj7Xsf4dczv8O4KxYg7GdHgiB8KX1afvDx\nL5Z91bGvavPr8oe6b5omS5cu5YUXXuDqq6/m6quvxul0M2VKLmT0WWf9V96gh/F1OEz0DoIgCDOA\nn5umecr+/A3kNJJ3HCTzP0L0DkY2G6J94+P09jyBpiZwh8+kds4PCI4Zg2EoxGLriEbfJhp9m1Rq\nDz7f0QQCxxMIHI/LNYYcX/08UkmTpK6T57EgfsNPJsM0ac9kCFit+CTps/KsgRpR0SIa6oCKEtbo\na9bo3pQm9EmKobYsuigiWAQwIeuSMb0SskPEadHwphQCPTGcMhiKgWu0C89UTy7I91QPjlEOMiI8\n8fCHrHplH82+IgYCLgaCbkzRIJgcIpgaxJdIoQ14SEf9JAbziMcCxIaCaLpEwJ7ELaioqoWUJpMy\nZDKmFQcqbtcQ7oJejJSTRNpNIuNG1WWctgQuewKXPY7DnkS2ZrBYVJANdIeI4pJRXAKGnECwDYAS\nRkvGSfXHSIR1lBgYcQEEEZs1n7oZz6G68kgK1aSoI6lWo8aDCDEnZqgYIZFHsGwHo3x9nDgUZ1R/\nAVbNyq6RBhmHlUDUwBcz8Q8K6HEbW20utktuWlQvVnsadeI2+mfaCE+xUORrotDoxGqkARF/up+1\nD17HGeNfRC91s7qinH6vm8K9q4g1voua6WF6/pFsnr6AaHYnctuz+CItzHmngld2dWF3iqhpHSVj\nIEngcAg4HODxmJRVWsirsOMvceOp8uPMC2CoLpSIj4GOWuylQww4A/S5goQc+YQcecStbjBVTEPF\nAvuTgAUwDTAa8lCXVaG1uyFig6QEzgwWRwK/q50CdyNYInR3aGRSEqWlLoqKHFgtMmpWRlNkErEg\nhpyhonYn9XUNVFTuwF64k7jcS0gXaEuK7NjyXSJ/uw5rws2v0rdQcd56QlNsyIrKYNrHGy+PQIqM\nY2awnLKeAMUhC61VsLsGmmWRXaECWrdXItjWo6fvomDSJq5JOxgrGFQOGDTkD+eS444iPdgPbc2w\nd08uHq5hgCAi2VzYnAEsXj9KwI2tCKbnNzG3MswGw0lGcRLPuokqPiLJAqKRStRYKTZDxCuaFDl0\n6otSTKkZZGxlBJ8zi1PUwJqiU+tjQ88QW1uzNHdr9PWbxAeyKH0p9KiBUAquCpFiP9Q4DTKlFsL5\nAtP687jwfZ1JTQr9zu/Qk5iHqags1o/lTFYi8BaDgo+p9iLiYhGvqAnWZjU8lnpqhW7EuqeIqFvo\n7IpT4LcyssbGiBorI4aJDBufweoQSIRrCMfqaE8Pp9WoIeK0E3XLqJKJaGqIgoZPGqDM1kqp3E6x\ntZMCaw9uEtiEDIJggmCS8ynJJRPAooMuIhgW0EUwxNxxAEkDq4opmGBYcuWCCaLBEReZJJwCtxx7\nLVOn9jJ37oVUVx/3pWdoLBPjxndvZNmeZdx/8v0sGLUARRGIRKCk5L+uhTIMk4aGJG+8kWLZMonN\nm10oioQgGAiCSX5+N0V1jbintJMeqRIqzE3YsHftJnLxldw1+wLOPXJ/vIIvvpa+kP/ce8v8O3Lm\nV8j+o7a/qs4/6Iut0sZAzQB3/uVOVq5cyU033cSwYd/nsstkdu7MrSRzGP88HCZ6B0EQhDOBk0zT\nXLw/fx5whGmaVx4k8z9O9D6FaZpEWj6mde3DxH3LsKQLMfK6kNXheC3HEsw/gbyaY5ADzq9tx9AM\n9ISO0q6gxTSMjPGVSXSI2EpsyMUycomMtdB6SOZj0zRRwyp9z/cR+nMIpVuh6Lwiii8oxjXG9Y/r\n9qtIPgnR9vfP9btfbqRraxY0CdMwSdkEBv06UZ9Jwm3kHuImua9v00QwDUxNQ8lmyBpZZEcCuyOG\nwx7DbosjCwqyqRCQw5RYe/FkFLyKgi0F6QEb0UEPkSE/g8kAquECwYkpyuiiDV2Q0UQrqimjGBKI\nBqKoI1h0LJKWe0hjkkyY7No1kq6uSYhiHyY9qFov0IvbHcLvHcDv6sRp3ULW1FFMA003UFWdjG6g\nqyaiYCLJApIsIsgWBFkCqwOraMeddXLMQAuNlUE0m0SBamC3OrDJdmx2B6LdRptgZ0f3RIqq7ycT\n1vFHRFDcdFtL6LE66M+k0MN9XNeZ4K8jR9AYLEBob0bu6OLC6wpomn0BcbwkcZJUrKTSAumERjoU\nR29uw2xrg/Z26A1BPAEFPij2QEAGM4M9m8GTUfElVHwJjUDSoAKdiCHQbBXolwxigkFGN5HSQAY0\nFQRRxCJIqKIA3mEglQJVYFbilPy4ynzY6/wYXhPDI6I77eiWLKIeZ6y1myHBSXvTSKItFWidQehx\n5/4bgQwoVgRZwbJgHfpR2zDFLKVJiaKsHWfWQnNxCWG3G78Ypp4mhr2f4LwVq3Fm8pDUYnqNGgbV\nCuwDRazOlvOKUUzcyJAV78cVeAdrtotofAintQRz5CzqKgPkq3lkPjkTKVmIbAxhEXswLK1khQac\negS/KrB1xkd0tBhghtG1QXRNR82aqNkcP5RlsMpglUWsNgGrbEGyiUg2CYtNxNQNYiGFaJ+K2yNQ\nXAhFRQJFBSKFhSI1NRK1VVZ6h0rYvWc8rV119OytZaClllBqGIruQhPBEAQEU0AUBERy+5gWDMNC\nMNhLfl43BQVd5Od3YbV2snpVN6fFZvCyuIC44aGmejv5+dsRpe0kU9vo7d1GT1eCYNBOaaGH4oIS\ngoESAr5CbLZ8FMWFKJjY5DQ2OYNVUkDUUQwJzRTJGhKpjJd40sdg2o8y5EFPO1BVK6ouIQoa4YEy\nkgk/hiFiMQXEHI/DYgikVAcxxY1hSLisGVxyCpcjgcsZ5wNlIsl8mDF7Je2PHQGqTHV1lP/4D525\nc4tYvx62ZZfxcvpHVKmnMLztDvraArS2Qk8qi1SbxtrmYuIIialTYdKkXHivESO+HPFB1yESgf7+\nXLzXvj7YsgXeeQc2bQJNN6mboTD5tBRRQ6VhB0TaJdQ+GUu/HSMukVdsUFsh0pPcSuvWSdx+9EIc\nldM+O8lBr/JPta5f+dz9wjHzYCa2v9wUzC/X+Xt54fPbL8ke1JZgCuT35VOyqwR7yE5LfQtPDj1J\nR7KDQOGvWbhoIdddd2huS4dxaDhM9A7CvxvROxhqMkXn2+9g7qlGbbahtCtk2jJk2jIIVgF7pR25\nWMZIG2hxDT2u51JCx1AMLG4LtjIb1jwrol38UhJsAkbaINuTzaXeLGpYRQpKyCUycpGMqZkYKQM9\nqaMn9c/2UzqiXSR/fj7FFxQTOD6Q0+L9/wi6DkrGJDaQItTUSXhbB4ldLfzw+dF8u/hN5o+QSdKH\nJNSyJ9lNykiSJkJGjxAwEwSyCTQpQ1JMMKurl5fq3Qy4dFRZxxT1nJ8L+7+aDRNXGvLj0ClAWBdQ\nMibZdG49VSUNSgayGchmIavkYl3abWC3g2wHyQpDMUgnoaAYiktglB9sNRKuWi8TqlQa9uaxvK8V\nXcgpSRTJQsYqkbV7UG1+sBWCrRBNCmBkZQhUQigFXREYiIMogWgBQwU0MDXQ1ZxjudUCThs47bmt\n3QKWKJi95LwmMjl2Yxr7NTgGObv9/q3VD3LBgT5gKwRrEI9m55mX/sQd02azbngdCJZcwgJDLmjP\nAwQY1wOmzsSWTuZt2kFdbz9vD3ezfJjKyLZW7nu5CVnXueEEC2/X6rmLLMr72xLAM4Y8cxiPP7mb\nopCLW8Zezp7d02jvLkE0BXTT4JTTdwAAIABJREFUigcVDxpOSxabNYvVnkVBJKHZSKg2EpoN1ZBw\nSgpuScGhavTrXgwEUqaEXdBwiip2i4pNzCJJGUQ5jWDNgDUDkgKWLFiymIKOqUtYJQnJKgEWDEPE\nMCw5NwfdQmSwkMhgEQXBbkqL2igp7KAkv53S/E5K8rpw2FI5z2QAwdyvpTJBzH1w2Gypz2uuDnoM\nyoaBJkAs4aO1q56Wznpau0bQ2jWcnv4KXM4hUmknWdWBRUwhCDEMI4ZpDmK3J7CINjQ9D00Loul5\nCOhIUgTJMoBkiSCI2f+ZG9fk75Khf3v8b+771+FfTDUmDlvFys23/2s78U/GYaJ3EPabbn9hmubJ\n+/Nfabr9+c8/C+07Z84c5syZ8/91Vw/ANE20iEamPUO2N4vFacHi+SxJHgnRKR7wj/gmMDQDtV8l\n25slG8oiSAIWlwWL04LoEnPnclkQnSKi9fAX2FdBsK1k7DGP8Nx9Kj7fMVh832H0Q6NpvaoVn933\n1ZXOPz+nGjjzzFysz9GjIRjEMOD2X2m47r6Fy2yPI7/wDMbsubz3Hjz6KLz1Fsyfn1uEdMYMnQ9W\nDHD2+QHefK6FdHyA6ECY6EAn0egeYgN7sVnc2ORqsqqXrKhR2beD45pW8Mj4hRy55UVe3u3kEaX9\ns36ZJnpGI9WfJtKRZcc2gx3bTXbtEnlx7Un4jCsYVj4DX14vPm8zI5zNBMxBDKdBwgZhh0rYodFv\n11AlEEUDi1VBFBU0VcKqWREBcb/z9pvtIY72jcSTqqOvYBdWRwJNAF0w0K0mpgg6JgomYsSPIxnA\nqYd4acMLXDluPCsr81CELMkhA1tQQsdHPOzAHQ5x8e4OrtzXQ9Qu8eDECpaNriTflPh2aBBTEInJ\nEpMKu/n24920e938fPYkthR7MQUNUZeZ09zFQ299wvMjK/nlMRNQLAKzx/ayt7WcrgE33myYa7pb\nOG/NPj6cWsOqE4Zh9ARxiSYNe4PouoAoiphYyCouFMXNeeEuxvleZ/Kf/kY2mSY2kCUSVomENaJh\ng9iggaoZKFmdZCpDa2srnW0tOGxO/L4AFjmLuN+cKRgCFgxMiwlWE0NUcTkHCXiHkGwGxaO6SCfs\n9HfYSWaGsFglbLINq2TBahEQBANFSKBbo1RX64iGBYvVRDcFQgN2epIWFIuOKurompX5EYUWp0hU\nNJEME6sOogmCKCCoMpm0D7ucwmFNIwkGFhME0ySe1eiMxlEUDcUCSYtASjTRDSdqNkA2GyCb9aEb\nEpZPSfan95YJ/y1WYAoUpjWyMgw5JExBQJcETEFA1A1EYz/BRwRRwBBFjANWXwOL8dm5DcAUc3UN\nQQABDlaImcJnPRX47Jiw3wIh7rdG/N2nqGAiCCaCSM58LUJ+t0nI68Cwqv/1Mfg3gUBuTMW0DX9G\nZcD+rwuA63WFWbb6T/+y8/8zsHLlSlauXHkgf8sttxwmep9CEAQLsIfcZIwe4BPgu6Zp7jpI5l+i\n0TuM/50QHW9RN/kJnrjjbWbMaOXWNffQk+jh4XkP//1Ka9fCRReBpkEwCI2N4HJBXR20tBAWCpgd\nf42r/tPP4h97DlTr74ennsqRPlHMVT3uOLjllm/Q4SuvJL6vl4/+9jHP23UeS3UeUrUlS5bwwAM3\ncv31N9HTs5i//AXa2uCmm+C88z5vxjIMjZ6eR2ltvYW8vHnU1PyahY1hRrtc/Gr/qqmvvvoqd955\nB/Pnf5uOW09jYXGKyR9MRC6UD7SzZnCQM7c2sPSVAPYXh3i0eBTl9r1ck57OjYXl/KlwHLUNUcbW\n/JSB/lOJNXTwvdQMvpsZYGPpLOQ/XkvLMBsvbPodm7s3cNX0q/iRfBQeq4tQWTvbG+7jgUeXU7Xs\nz/zM+BVbR0zjgZ9cwIK3lzHvrbe45/rreeiBB5i8aBEnLF5M4/1nctIxITaWX4/7neuYPU4htNrC\ncX/Jp9tdyC/KKhg35V0mTRrDt761DlmWPzeGW+flM6jC7LfCh3y5kskk9913H/feey8LFizgoosu\nYubMmf/ww27PnrXs23ccv/99Hj/84R849dRTv1Snv/+v7N17KXH7PB7Y04uAwNSAyQRHI16hD8Fz\nGsUli3lnZYyLf3YqjcEgYwd9WIbiUFyM2NGJUFICc+ZAaWnORrllC1x4IcY117DK6+XpUIi/9vVx\nWiLBT1esoH7pUpgymcHvnU/LjBF0JXoIJUPMq59Hsbv4s84NDeXuk1WrcnbPG2+EuXMPedwOjJ9X\noH2chRNKNmMdHSK7203/vhrMM0IY06Pk2SVipkaV3c5cv58z8vMZ63JRYrMdWO/xk0/g5pth7164\n+WaFU0/9iFDiYz6OtqIJTsrd1ZTFC9l0r4XfrB5NokqlfGKMUH6ASMhKza4MgZ1hrB4NrUChpLyV\nmro9FBfvo6ioiWCwg1islFBoOD09I2hvH82gEeHZJTexZPK36PrtFAAEPj+54puUHVx+IP8VdQ4u\n/zr5f3TubX3bWLXjDRZvs3LpyhQqFrabizHTL/K+8S1uT97/NVftML4pDmv0voD9y6v8js+WV/nN\nF44fJnqHccgQXa9QNvLPvP98HVU1t1P9u2r+tuhvjCsa9/crmSYUF0N9Paxencs/+yxccQVMnw6l\npezdnGT+1ls479gefvb2nC9VX7MGXngh9wIqLDz0/q54NUPZmdOp0xq41u/loeihrXmezWapqirn\nzjsNFi3qQhRtfPBBjmS2tuYI36JFJvH432hqug5ZLqCu7l48nokAdCsKEzZs4L0JExjndnPaaacx\nd+4Cbr/9Au666xLGbToS7d3xTHx/InKBzLpYjAtXbuePd9nIc8iMWjIKzS3z45nb+bU8nvuDs3l8\n55/p6grwo6ObuE64h+KNy3gYk7e/dwOv338B+Uf8haLbJtIuSeiJJuTOF0iE1+ELTuCHpW3s1KvY\nZD2NYc56gh8P5+hHn+P85nvoHH0MA3+9l76An32trdyxYAEzLr8c18jhnJ4+B9X088oLg7je1bk8\nI3HHnDnc1tZGQBKxLX+Z5vBCSkq+R3n556O57zg5QLdo5YQ3vnkgof7+fh555BGWLFlCJpNh4cKF\nLFq0iFGjRn1OLpFIcNttt/HII4/wq1/NY8KEd5k6dTOynH9ARtczNDdfx8DA64we/Rxe7/QvnS+Z\n3E1X1/309S2lLzKd43/8FnI/2D3l8O1v50jX7Nm5//HBaGyE3/wGXnkFFi+Ga64hlZfHS/39PNrT\nQ3s0yp0bNnDa0qXY43G4/HK4+OJc3dWrc8Ru1SrYtQumToVp03JhFTZuzK3PsXDhNxq3ZJFI05Um\nkSMk0K2Q9kHaTTbmIhIN0m8GUMhidcWx+RLInhSSK43VlsFFCsEQiGWLUbLFRIbqWL1rFk1N4zl3\nosCiORptO/bw4BaBd0ur8Y/roMbey9GBJKPkCGVCH1Kyk3S6BegjESult72CpvZhDPSWo8ZLGRwa\nTSQ+lqzFT1YVSaUgHgfBvZWGxom8Ov4U5HMD+33ihAPzT0xhv5uHIOz3x/tsxusBmU8HIUcCDpR/\nsY5xkI34Uxnj4DYFDpz/gIx5ULmQmzDzmYzJkdsHmfzKJ2TyJjEUTtCbLiRk+Q4z4t9n0qRHaNl0\nwTe6jofx9ThM9L4hDhO9w/gmsHiep6BmGa2f3M6rTR/z4PoHWXXRqq+v1NmZ8+aePRtefTXHlh5/\nHJ555nNai54tIY6cpvDT7zTyvaXH/bf6aZpw111w333w2h07GXPhWK7Oz+fhvkMnHb/85S/Zvv1R\nHnjg1xQXX3ig/IMP4D//M05TU5yLLvo9l102k+LieV/SADzS3c3jPT28UFTExPHjmTixg7lzXVx/\nfZhNm47CsfQXZN+vQ3ullhuX7+TntwlUX1pG9c3VB3xCG57YTfHDo7jHcjw7txZxRWYvswu6sFx9\nBUc8+yyNU6dyjs3G1MkXc+WVI/F6F/LYY5dy5Mkn05rJsKG/ie7wJo5M/Yi30mezOxqmZbCFlmgL\n9sRItGefRI9Vc8ppKs8+FkSWBRobG5kzZw733HMPu3fv4s03/8bmzZtZ+tRTLLj6arY+ey+39b3E\nnHtf5sSQm/z3l9PQtYCxY1/F5/tshdg9x/totLuY93r3f+M6mmzZsoUlS5awdOlSioqKWLRoEeee\ney7vv/8+N9xwA3PnzuU3v/kNZWVlNDVdRzK5i3HjXkMQBFKpRnbuPAe7vZYRIx7Dav36aPOqGuXt\nD65n+mWPsqGunpPe2HNoHW1rywU4XboULrwQbrgBiorYnUzyp95enurp4TtNTVy3bBlV77yTM3FO\nn567J2bPhiOOgO3bc2txzJsHDQ05InjSSbl75YsE8+8gVSjStNBD2RkthJ5rIbyqGUtREsfkLJaK\nFMpglORWAz3rYsAZZK9ayNqBEna15+H3SpRXDVI/ahOl1VsJFu3C6WrHZe1FEHQ6jEoEHYrFEF5r\nHEkuQ81U099fxb59VWzZUkk0WoPfX0tFRRmjR0uMGQOjR5kEOrbB66/nCOz27dDVlfvwGzcOxo3j\njr5CLrn7Yt4ccwrnV33K3Myv3x6KzFdtD7XsG7STrRxP49ajKc/cza6YjRC3U+f5Dpv7juCyo79L\nfOUlh3T9DuPQcJjofUMcJnqH8U1g8f+ZQMnHhHc9xOwnZ/OjaT/irDH/YKGohQuhvDxngx07NjeD\n4plnoKjoS6KN73cy+3grD12+g9PvP/a/1MdUCi65JKds+etfoaICvl1UBC4Xy5ubD7mdUCjEiBHD\nePqFCm7Pe5qT8/I4zZvFFrqdSORNenv/wEMPzae1VeS7380pY6ZOzVn1BCG3jM+cLVtwP/MMsY9S\nGMYfWL0aJAkymTY2bjqK/ifuJvt6IQWGxISnRxM8Mfj58VjWQeA3lVg3Q9zu48NZ97KqbCFHn7CM\nC669Fjmd5keLF7N06VLs9rPp7v4ZweC3mTmzgt/97ncUFhYyMPA32tp+yeTJ6w60+847JgsXGZx+\nYQfLl0NvuxtbYTtX3fs+3zvqdFo2tXDaaaeRyWQQRZEbb7yRSQsnkbjuKrR4jNar72Pb0ws55r1r\nOSX1Ng/Nv4FjF/6SBx7YSDqdjyDAU7KHrT4/Zy7r+NLYGgaEQrmlPA4Vuq6zcuVKlixZwksvvcTw\n4cO5//77mTVr1kHtZtm8+RgKC89GlkvYt+9KqqtvobT0h58j4jt/H6JgppuCKV+eRf/xtrepPvdE\nPqmu59RDJXqfors7R/iWLMmpfS+/HCSJrGGwLBzmsZ4eGru7uaq+nh/V1ubMpaYJjzySU1f/8Y9w\nxhm5tt55J+fXms3CuediXnMNzxcV4ZMkTggEkMQve8Bl8gX2XOBjwj2DAJi6SWRFhJ5Hexh8f5C8\nU/PwzfYhF8ikdqeIvBVh8KNBkqUptkhdbFayWOxjSGer6O0PIFhE6keJjJ4QwZ2/F8Vhp6WzlpUr\ni2lvF5kyJRf94dN0iHyUbDTKxy++yHvLl/Pexo1sjw9nR3wlb4z9NmPiN+13/MslYb+P4IHEQebT\ng8o+d+wL5QfKOLR2vlG5Aezcxhjr/8NyiwtL+Pd8smAzV7x8EwuMt9g78236P7jr0AbmMA4Jh4ne\nN8RhoncY3wRi8DF8ea18sOYcTl5yMq1XtWK1fI2j8erVOaK3ezfce2+u7MYbwWL5u1U2vtTCKWd7\n+MsvdnDMzbO/tj+apvHMM89w9913M3bsWH7wg19z9dV1jBuXe2c6HDm5MYWFjM7P58WdO7/R773g\ngvMR3MsZ+cM7CGa3UhZ/mpWW0xGKrmZeYQ1Her18/KHIW2/Bhg05q5sk5QhfXV0La9Zfx6Zda/GY\n77Fpwyjq6nLt7kmluGHH61yS/CHFW59h7JlzkYpV0ulG0ul9pNONpFKNtK9NUNb6Es+sF7nmyU4s\n1hLq61U0sZxUNs3qt95i5syZaJrGq6++yk9+0kdn5yymTfsJjY1buPvuu5k2bRUu1ygqKn6MaeYu\nw6fKp7lzQVXhhhtM/viojmmNY5xzIqq5mQmpCTQ810BWy1J2exkVeRX8tOQCjjvrZurtHVz2YwfH\nn6Cz6z9PZO4nG+h86Cy0kg7S+vP8Yf2j3LfsF6wpLOC8v7YedL1yJvjbboOWlpxS64or4NRTc+N2\nqNA0DYvF8pW+e+l0Kxs3TsFqzWf06OcPmNMhp3j74yUDTHtvN6IJ24IFhE6uZuJcmenTc/OE9rR+\nSGD+LDaVDOPbbzceeqeGhnJfFs89l9NYdXXlfvCRR+Y02j4f+Hz0OBwsHjGCfq+XP1VVMebHP875\n5b30Uk7LdTB6e+HEE4m73Zx19tmEi4qwFBbS4XBwflERFxYXM9rpzGkAb70V4+Xn+eAaP9oJf6Gn\nJ0tnZ5auLpXubpVwW4r8UIK5tmLq+r2YGYMGs4Fefy+l1aUMcw/DM+AhGUuSjCdJx9MIpg2H1Y8k\nuBAMGZ+moRc58Ez1Unm8B990D67xLiz2v38/m6ZJOBymsbGRtSvXsmX5FsKbwkzMm8h4/3hKtBLS\nIYUJsW+xoe5ETq0QyZlthf3m1IOu8adln5bv3x6QNfn8MQEOYoz7za4HlQtfOHZwfQ6WMT8vf7BZ\nV9OxrnqO35fZKdvzIM9cGuSpZ0+gNSYz2dPDzbc8wc+vvPbQ/0eH8Q9xqETvGzxSDuMwDuNTCFKW\nrCLw4PoHuXTKpV9P8nQdrrwyZ0N1uXIajkPAlDNrePb3jZx1+WjeLljH+B/M+pKMqqo8/fTT3Hrr\nrVRWVnL33Xfz/POfMHfudI48ciG//e3NOBwFB+QVVcVpt3/j33vWpT/gu995lWVnLqa09HyqR2+j\nUs9jWTjMtfv20a4ofDsYZMGVBfw0EMAmWmhoiHHzzbfxyCN/oqTkahzi44z/SYK6OtBNk/s6O7m9\nrY2fV8/iSPcr7JBOZ2ObFb05jsNRh8MxHIdjOH7/0Sg1VuLOl2gRCinar/4qKb2EnTsHeXLl36ge\nW81AaoA8Zx4LFizgjDNg/vwI27bdRip1LNdeexWPPz6EKD5MMGhy6aUCO3fCxx9DVRWk1TR2yc6t\ntyqEwyt4+um5WB5dzRW3fkSo7hG2hrZi7bfS//+yd97hUZRt2//NbN/sbnovJCEQQg0dQUCaokgX\nwYIo2BBFsAMKKKgoIoLAo742wC5iAUFEARHpkAIplBAI6b3sZrNt5vtjNgEEFCzP937Hl/PgPuae\nu82d2Vnm2qucV1EZejGAW7Le4NswGyO6hPCKKBIgvML9m7ay7oG+9HtoLcfejGSDsw32UwvQe5zY\nvQK906kocV9+WVHkLlmiCJnr1yv1Rx+FqVPh3nshOPiPPhEF6j+QCg2GWLp02YtWG45abQIUnreX\nXoL1H7p4232MDhva4tfVRNDjZ7B/s5/0jChuWxRNXqmKa/qZeE8E0XkFP4AbGmDzZsXn9McflUCN\nSZMgLg6qq5XQ8Q8/VNSX/ftDdTXh+fl8t2ABm2fN4rqiIh7p2JFnVqxAazZftLwcGspHX35J3G23\nsXTLFlqNHYt67lyyGhr4edgwtuXk4Ld9OyGVlYhGI7vGaPlRqOHlIUMuWksQQBRVfCMB+BEd1Jtb\nu9zIhKjBqFJl6vfXY+psIn5EPH7X+eHb25eS6hJ27drFTz9vYP/+A5QUFKMv0dNtZze67e9GgisB\n31pfpEgJfUc9TtFJXWkd9ZX1OKoduK1u5HoZPWZ8RD86S11JDulK4AA/fDv4Ykw0YmxjZM+WQ7gW\nQpVF5tTNx5VIa2XX56J9G9saQ36bqPO8Y+Tzgiq8/b+fI1ywzu/qCBes2bTGBWsK5+Q+75qy7GZJ\ntUCHPS+yb4AfnQtXUe+ReV+XjKdlOQ/edsefP0fN+FfQrNHzolmj14yrgTZ6JW5HCeaZy8h+OJtw\n8x/Y3t55R3m7//JLk6Pz1eDz57N5/AULuz4vJPaWboAi4K1evZqXXnqJuLg45s2bR3JyP1asgGXL\nYOXKMnbuXMAnn3zCjBkzmDlzJj4+PsSYzdzcsSOrfvvtqvbwxMmTfDr+VpY8eS8TJjx0UX9eQwPf\nlJezvqyM1JoaWm/fzon//IcRN9/MywsXEhERQY3bTat9+3g/MZGX8/LQCALvtWlDS6+6saHhLCCg\n00VclMEgNzODkkPtefm0kfrY3mSeyKTw9UK4VY8mzkOAIYAGdwP9WvRjSucp3NTqJiS3hkGDoEcP\nGxEt7ifE/yvuvjscWE9gYCm3T9yBOslJupDOr8W/0krTisoPK+nWuhv33/8ajz7airPVBagG98Tw\nm52pTz3Gms/MlBYks/D5ECZqduH/xluc2LiaQWsG8fGYj4nzi2fF+DE8uTOX46+7cbZSEfOklnVR\n4fjdlM6rryrKqmefhX79Ln4cDh+GlSsVwW/kSHj4YUUr+ndhsyl+mkuXwoTxMvecycA3UU/CkoSm\nMfZTdnLn5FK9s5rgJ2PZbnRx/apYMs0xXL89HbX6PNqgRpbgtDRFJfr11wqj8O23w5gxyP6+VFVt\nR6sNw2Rqf24TL76ofB9mzVJ+/LzyCsybh7VvXyYtWsRxlYr3ExPpZjaz6cQmekf3pkE0ct+xYxQ4\nnayJjaXDAw9AVRV07Aiffw52O7LNhlsU+fy225hx6628lHorFTaZ6bNt+FyG293j8bBzZworV/7M\ntm3bqKrajV7fBoN+IPb6RDScRnCfRJJO4eQ0bmpQiy1wieEIGg96VTXIJTTYKzAY9Bj0BvSSHh+H\nD4G6QMICwwkNTMSg70p9QyeOnwmgukFDmy4q8u060jIFDFqZxAg3rSwNxAs2Qs/k0y+/B+tiBzL7\n1Pbz0pLxuxRoF56LoqJdu7D90nW4uF0Uz51fuM7FR9FrKj/XrtSdDW6mlcxAF5LIyzM8ZM0dg8cK\nHWJWURAbj+vnG/7+g9yMC9Bsur1KNAt6zbgaGOLfwCHVEz/hfU4uOnn5gVVV0KYN/PCDwqH3F/Hm\nQ1mseEfDrh/tbM5PYd68eSQkJDBv3jxiYq5l+XL44AMYMkTR2MTHK/NycnKYM2cOO3fuZN68ecyd\nOZOJffrw2tatV3xtq9tN7N69LDx7ltnTppGcnEzLli2bSkJCAi1btsRisbBlyxYefewxJF9f/KZP\n53hkJEMDAhgXEsL1/v7cnpXFj5WVLGnZkociI684bV9RwWnObo3j+xojhc6BfLrsFxzRrZjSfyuu\ncn/ee1fA6rTyZcaXvHv4XY5VHKNzWGdUDcFkvjGVx2bfyvHqUD6a9xut+7xDuvAMcjsJi9OC6qiK\nyt2VRIyKoK5NHauGr6ItbZkyfzqHvrsfQepKQsvDWK0TGDrUw86dvXnhhZncfuutisZq40Y2aysZ\nPfdT3HseJCncydvXjKLrmhKy5oLnrXg+a+fPMc9B5sxRzLR/hooKeO89WLUKjEblEWrZ8sISE/Pn\nZl6XS4lheOEFRbBcsABMe4rJeyWPrge7XtLUWLu/lpwnc7BWVxKhHowq34eyFnbaCeHo64yI5dWK\nkOfrCwkJMH68UiIjsdtzKS5+n+LiD9FoQnE6CzEa2xAZOZ2goOEIgkrhK5k+XYmwBWWDa9Yg797N\nj8uWMdFiIir/XQryf0QStXgSZzElLpFpvjlIjlPYrTn4r9yNjIpavYXoz06R29rCmrYNpMvVnPA1\nMStAoqxaZPbILd5ktLpzRaul1qZi108N7NgpsuOgD1l5JpLDcvF3bsBW+QNWxxl8tJEYza0w+rZB\n0IbjrA+locofyRZMuUpNmaSnQjLgksFfOItZdQajkIdBVUCZXEOhqwRJPoUonMItVxKqCyfWGEGU\nPopu7m50quqEPSqY/CA/TuvM5DiNnM5x8UmNHyc9L2KSe9OoxlNSxHGeT915GTAaVXEXWHjPG//7\nOY3zziPRvvDcO7+RNNA7/gJx4gKrrjey1wE2Wx0T3wvkpWX3c9eRU3zkgodCT6GO2kb9b82BGP8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pO8NrPXJccBLE4p5pnTp3hD25FHhl2o4ax2uZiUnU2py8WXbdsS5eUdLKwrZNxXE9lXUULr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "for i in range(1, 100):\n", " plt.plot(time_grid, swaption_npvs.T[:,i])\n", " plt.title(\"Simulted Swaption Exposures\")\n", " plt.xlabel(\"Time\")\n", " plt.ylabel(\"NPV\")" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yoRL/a/2JmHpiihUpJclPJ5M1L4uStSV0+77bKd2blJI1JSWsKC7GRafDQ6/H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8c8j6aAtH387mtSaWohPfcdLSD43SgCg6MBnUvEXCL6UepTofHt91o9ulD3C0ScHzVmPswfd5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WLatGnk1+YT81kM4r1iQn3OE+LxDcfvHub7LdC82Uck2PRiWnohewLVDI8azoGS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\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8uHfvHp6enoQ/jOT4hADyg9tRa/BAPCw9qGTugl7pFVKSFyOVGlOt2hEMDd0BKCrSyWd1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kxW1p24V3DgwFp6956c6O6JiMhJ0u3gOFIIlKbI3SkpWcrOnRPZu3cuWVl30LPnbxLdLREROUkK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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "for i in range(1, 100):\n", " plt.plot(time_grid, swap_npvs.T[:,i])\n", " plt.title(\"Simulted Swap Exposures\")\n", " plt.xlabel(\"Time\")\n", " plt.ylabel(\"NPV\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Expected Exposure" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [], "source": [ "swap_npvs[swap_npvs<0] = 0\n", "swaption_npvs[swaption_npvs<0] = 0\n", "EE_swaption = np.mean(swaption_npvs, axis=0)\n", "EE_swap = np.mean(swap_npvs, axis=0)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ciEwDfg8cMMZ0dcueBQYBp4AE4HZjzDF33URgNJANjDPGLHTLewAzgNrAF8aY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\nMBEREZEyC75r1d0LZvZ3wGPEkzduU4gTERGRLAi+RU5EREQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "plt.title(\"Positive Expected Exposures\")\n", "plt.plot(time_grid, EE_swaption)\n", "plt.plot(time_grid, EE_swap)\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"NPV\")\n", "plt.legend([\"Swaption\", \"Underlying Swap\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CVA Calculation" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Setup Default Curve \n", "pd_dates = [today + ql.Period(i, ql.Years) for i in range(11)]\n", "hzrates = [0.02 * i for i in range(11)]\n", "pd_curve = ql.HazardRateCurve(pd_dates,hzrates,ql.Actual365Fixed())\n", "pd_curve.enableExtrapolation()" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Vcb2CHAOSC0ceCccdB2eeGTsSkapLwRi2rOWwQs5fK1aEre8GDoSOHWNHI5Ie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\n2MYXZgZ4AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot curve\n", "# Calculate default probs on grid *times*\n", "times = np.linspace(0,30,100)\n", "dp = np.vectorize(pd_curve.defaultProbability)(times)\n", "sp = np.vectorize(pd_curve.survivalProbability)(times)\n", "dd = np.vectorize(pd_curve.defaultDensity)(times)\n", "hr = np.vectorize(pd_curve.hazardRate)(times)\n", "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(10,10))\n", "ax1.plot(times, dp)\n", "ax2.plot(times, sp)\n", "ax3.plot(times, dd)\n", "ax4.plot(times, hr)\n", "ax1.set_xlabel(\"Time in years\")\n", "ax2.set_xlabel(\"Time in years\")\n", "ax3.set_xlabel(\"Time in years\")\n", "ax4.set_xlabel(\"Time in years\")\n", "ax1.set_ylabel(\"Probability\")\n", "ax2.set_ylabel(\"Probability\")\n", "ax3.set_ylabel(\"Density\")\n", "ax4.set_ylabel(\"HazardRate\")\n", "ax1.set_title(\"Default Probability\")\n", "ax2.set_title(\"Survival Probability\")\n", "ax3.set_title(\"Default density\")\n", "ax4.set_title(\"Harzard rate\")" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Calculation of the default probs\n", "defaultProb_vec = np.vectorize(pd_curve.defaultProbability)\n", "dPD = defaultProb_vec(time_grid[:-1], time_grid[1:])" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1137.1215765934307" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculation of the CVA\n", "recovery = 0.4\n", "CVA = (1-recovery) * np.sum(EE_swaption[1:] * dPD)\n", "CVA" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "913.40656293382506" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculation of the CVA\n", "recovery = 0.4\n", "CVA = (1-recovery) * np.sum(EE_swap[1:] * dPD)\n", "CVA" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }