{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Foundations of Computational Economics #36\n", "\n", "by Fedor Iskhakov, ANU\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Simulating data from the model\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "[https://youtu.be/eCQY1S6HJ58](https://youtu.be/eCQY1S6HJ58)\n", "\n", "Description: Random variables induced by the model. Coin flipping example. Simulating consumption and wealth paths from the consumption-savings model." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Stochastic model as random variable\n", "\n", "$$\n", "\\tilde{X} \\sim F_{\\tilde{X}}(x)\n", "$$\n", "\n", "- distributions directly available in modules `random`, `NumPy.random` and `SciPy.stat` \n", "- inverse transform sampling to simulated from any cdf \n", "\n", "\n", "$$\n", "\\tilde{X} = M(\\tilde{\\varepsilon}), \\tilde{\\varepsilon} \\sim F_{\\varepsilon}(x)\n", "$$\n", "\n", "- $ M(\\cdot) $ is the structure of the model \n", "- $ \\tilde{\\varepsilon} $ is the vector of random components in the model (“shocks”) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Example: simulating Markov chains\n", "\n", "- $ M(\\cdot) $ is given by the transition probability matrix $ P $ \n", "- $ \\tilde{\\varepsilon} $ can be though of the vector of standard uniform random variables $ U[0,1] $ \n", "- for given initial state $ x_0 $, use the appropriate row of the matrix $ P $ to simulate $ x_1 $ \n", "- for given state $ x_i $, use the appropriate row of the matrix $ P $ to simulate $ x_{i+1} $, and continue so forth for a given number of steps \n", "\n", "\n", "(see video 20)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### More interesting example: coin flipping game\n", "\n", "- fair coin is flipped sequentially \n", "- if 3 heads come up in a row, pay \\$10 \n", "- if 3 tails come up in a row, get \\$10 \n", "\n", "\n", "What is the distribution of the wins after 100 coin flips?\n", "\n", "What is the expected number of tosses to win or loose \\$100?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = [12, 8]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "def game(p=0.5,nsteps=10,stopping=None,verbose=False):\n", " '''3 tails coin flipping game'''\n", " i, tails, heads, balance = 1, 0, 0, [0.] # initialize all indicators and counters\n", " while True:\n", " coin = np.random.random() > p # draw from U[0,1)\n", " if verbose:\n", " print('T' if coin else 'H',end=' ')\n", " # increment the counters of consecutive heads/tails\n", " tails = tails + 1 if coin else 0\n", " heads = heads + 1 if not coin else 0\n", " i+=1\n", " if tails == 3 or heads == 3:\n", " increment = 10 if tails == 3 else -10\n", " balance.append(balance[-1] + increment)\n", " heads, tails = 0, 0 # four heads or tails should not count two series of three\n", " if verbose:\n", " print('($%1.0f)'%balance[-1],end=' ')\n", " else:\n", " balance.append(balance[-1])\n", " if nsteps and i >= nsteps:\n", " if verbose:\n", " print('Done after %d steps'%nsteps)\n", " break\n", " if stopping and (balance[-1] <= stopping[0] or balance[-1] >= stopping[1]):\n", " if verbose:\n", " print('Done after hitting the boundary')\n", " break\n", " return balance[-1], balance, i" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T T T ($10) T H T T T ($20) H Done after 10 steps\n", "Balance $20.0 after 10 coin flips\n" ] } ], "source": [ "b,bb,st = game(verbose=True)\n", "# b,bb,st = game(verbose=True,stopping=(-30,100),nsteps=None)\n", "print('Balance $%1.1f after %d coin flips'%(b,st))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = [game(nsteps=250) for i in range(10)]\n", "fig, ax = plt.subplots(figsize=(10,6))\n", "for balance,trajectory,rounds in data:\n", " plt.plot(range(rounds),trajectory,alpha=0.75)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = [game(nsteps=100) for i in range(5000)]\n", "balances = [i for i,j,k in data]\n", "plt.hist(balances,bins=25,density=True,color='skyblue',edgecolor='k')\n", "plt.title('Distribution of wins/losses after 100 steps of the coin flipping game')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = [game(nsteps=None,stopping=(-100,200)) for i in range(1000)]\n", "rounds = [k for i,j,k in data]\n", "plt.hist(rounds,bins=25,density=True,color='skyblue',edgecolor='k')\n", "plt.title('Distribution of the number of steps to hit one of the (-100,200) bounds in the coin flipping game')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Simulating from dynamic models\n", "\n", "General form of the Bellman equation/operator\n", "\n", "$$\n", "V(\\text{state}) = \\max_{\\text{decisions}} \\big[ U(\\text{state},\\text{decision}) + \\beta \\mathbb{E}\\big\\{ V(\\text{next state}) \\big| \\text{state},\\text{decision} \\big\\} \\big]\n", "$$\n", "\n", "Without loss of generality express the next period state is a function of shocks $ g(\\text{state},\\text{decision},\\text{shocks}) = g(x,d,\\tilde{\\varepsilon}) $\n", "\n", "$$\n", "V(x) = \\max_{d} \\big[ U(x,d) + \\beta \\mathbb{E}_{\\varepsilon}\\big\\{ V\\big( g(x,d,\\tilde{\\varepsilon}) \\big) \\big\\} \\big] = T(V)(x)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Solution of the model and simulation from the model\n", "\n", "- Solution for the dynamic model: value function $ V^\\star(x) $ satisfying the fixed point condition $ V(x)=T(V)(x) $ AND the policy function \n", "\n", "\n", "$$\n", "d^\\star(x) = \\arg\\max_{d} \\big[ U(x,d) + \\beta \\mathbb{E}_{\\varepsilon}\\big\\{ V^\\star\\big( g(x,d,\\tilde{\\varepsilon}) \\big) \\big\\} \\big]\n", "$$\n", "\n", "- After the model is solved for $ d^\\star(x) $, $ \\tilde{X} = M(\\tilde{\\varepsilon}), \\tilde{\\varepsilon} \\sim F_{\\varepsilon}(x) $ applies \n", "- $ \\tilde{X} = \\{x_0,\\tilde{x}_1,\\dots,\\tilde{x}_T\\} $ is the simulated state trajectory (for a given $ x_0 $ and $ T $) \n", "- $ \\tilde{\\varepsilon} = \\{\\tilde{\\varepsilon}_1,\\dots,\\tilde{\\varepsilon}_T\\} $ is a series of shocks, and it holds \n", "\n", "\n", "$$\n", "\\tilde{x}_t = g \\big( \\tilde{x}_{t-1},d^\\star(\\tilde{x}_{t-1}),\\tilde{\\varepsilon}_t \\big)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### The difference between solution and simulation from the dynamic model\n", "\n", "1. **Solution:** fixed point of the Bellman operator value function $ V^\\star(x) $ and the policy function $ d^\\star(x) $ \n", "1. **Simulation:** a sequence of $ T $ realized points in the state space starting from the initial point $ x_0 $ **under the optimal policy** \n", "\n", "\n", "$$\n", "\\tilde{x}_t = g\\big( \\tilde{x}_{t-1},d^\\star(\\tilde{x}_{t-1}),\\tilde{\\varepsilon}_t \\big)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Simulating data from the stochastic consumption-savings model\n", "\n", "Write the **simulator** (simulation function) for the stochastic consumption-savings model for:\n", "\n", "- given vector of $ N $ initial state points $ M_0 = (M^1_0,\\dots,M^N_0) $ \n", "- simulate optimal consumption choices and state transitions on each of the $ N $ trajectories for $ T $ periods \n", "- make simulations repeatable by fixing the seed of the random number generator " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Simulator algorithm\n", "\n", "1. Solve the model to find the policy function \n", "1. Initialize the simulated paths, fix the seed if required \n", "1. Loop for $ T $ periods, computing the optimal consumption choices and simulating random incomes " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Developed in the video\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import interpolate\n", "from scipy.stats import lognorm\n", "\n", "class deaton():\n", " '''Implementation of the stochastic Deaton consumption-savings problem with random income.'''\n", "\n", " def __init__(self, Mbar=10,\n", " ngrid=50, nchgrid=100, nquad=10, interpolation='linear',\n", " beta=.9, R=1.05, sigma=1.):\n", " '''Object creator for the stochastic consumption-savings model'''\n", " self.beta = beta # Discount factor\n", " self.R = R # Gross interest\n", " self.sigma = sigma # Param in log-normal income distribution\n", " self.Mbar = Mbar # Upper bound on wealth\n", " self.ngrid = ngrid # Number of grid points in the state space\n", " self.nchgrid = nchgrid # Number of grid points in the decision space\n", " self.nquad = nquad # Number of quadrature points\n", " self.interpolation = interpolation # type of interpolation, see below\n", " # state and choice space grids, as well as quadrature points and weights are set with setter functions below\n", "\n", " def __repr__(self):\n", " '''String representation for the model'''\n", " return 'Deaton model with beta={:1.3f}, sigma={:1.3f}, gross return={:1.3f}\\nGrids: state {} points up to {:1.1f}, choice {} points, quadrature {} points\\nInterpolation: {}\\nThe model is {}solved.'\\\n", " .format(self.beta,self.sigma,self.R,self.ngrid,self.Mbar,self.nchgrid,self.nquad,self.interpolation,'' if hasattr(self,'solution') else 'not ')\n", "\n", " @property\n", " def ngrid(self):\n", " '''Property getter for the ngrid parameter'''\n", " return self.__ngrid\n", "\n", " @ngrid.setter\n", " def ngrid(self,ngrid):\n", " '''Property setter for the ngrid parameter'''\n", " self.__ngrid = ngrid\n", " epsilon = np.finfo(float).eps # smallest positive float number difference\n", " self.grid = np.linspace(epsilon,self.Mbar,ngrid) # grid for state space\n", "\n", " @property\n", " def nchgrid(self):\n", " '''Property getter for the nchgrid parameter'''\n", " return self.__nchgrid\n", "\n", " @nchgrid.setter\n", " def nchgrid(self,nchgrid):\n", " '''Property setter for the nchgrid parameter'''\n", " self.__nchgrid = nchgrid\n", " epsilon = np.finfo(float).eps # smallest positive float number difference\n", " self.chgrid = np.linspace(epsilon,self.Mbar,nchgrid) # grid for state space\n", "\n", " @property\n", " def sigma(self):\n", " '''Property getter for the sigma parameter'''\n", " return self.__sigma\n", "\n", " @sigma.setter\n", " def sigma(self,sigma):\n", " '''Property setter for the sigma parameter'''\n", " self.__sigma = sigma\n", " self.__quadrature_setup() # update quadrature points and weights\n", "\n", " @property\n", " def nquad(self):\n", " '''Property getter for the number of quadrature points'''\n", " return self.__nquad\n", "\n", " @nquad.setter\n", " def nquad(self,nquad):\n", " '''Property setter for the number of quadrature points'''\n", " self.__nquad = nquad\n", " self.__quadrature_setup() # update quadrature points and weights\n", "\n", " def __quadrature_setup(self):\n", " '''Internal function to set up quadrature points and weights,\n", " depends on sigma and nquad, therefore called from the property setters\n", " '''\n", " try:\n", " # quadrature points and weights for log-normal distribution\n", " self.quadp,self.quadw = np.polynomial.legendre.leggauss(self.__nquad) # Gauss-Legendre for [-1,1]\n", " self.quadp = (self.quadp+1)/2 # rescale to [0,1]\n", " self.quadp = lognorm.ppf(self.quadp,self.__sigma) # inverse cdf\n", " self.quadw /= 2 # rescale weights as well\n", " self.quadp.shape = (1,1,self.__nquad) # quadrature points in third dimension of 3-dim array\n", " except(AttributeError):\n", " # when __nquad or __sigma are not yet set\n", " pass\n", "\n", " def utility(self,c):\n", " '''Utility function'''\n", " return np.log(c)\n", "\n", " def next_period_wealth(self,M,c,y=None):\n", " '''Next period budget, returned for all quadrature points'''\n", " M1 = self.R*(M-c) # next period wealth without income\n", " if np.any(y==None):\n", " M1.shape += (1,)*(3-M1.ndim) # add singular dimensions up to 3\n", " # interpolating over income ==> replace with quadrature points\n", " if self.nquad>1:\n", " return M1 + self.quadp # 3-dim array\n", " else:\n", " return M1 # special case of no income\n", " else: # needed for simulated income\n", " if self.nquad>1:\n", " return M1 + y\n", " else:\n", " return M1 # special case of no income\n", "\n", " def interp_func(self,x,f):\n", " '''Returns the interpolation function for given data'''\n", " if self.interpolation=='linear':\n", " return interpolate.interp1d(x,f,kind='slinear',fill_value=\"extrapolate\")\n", " elif self.interpolation=='quadratic':\n", " return interpolate.interp1d(x,f,kind='quadratic',fill_value=\"extrapolate\")\n", " elif self.interpolation=='cubic':\n", " return interpolate.interp1d(x,f,kind='cubic',fill_value=\"extrapolate\")\n", " elif self.interpolation=='polynomial':\n", " p = np.polynomial.polynomial.polyfit(x,f,self.ngrid_state-1)\n", " return lambda x: np.polynomial.polynomial.polyval(x,p)\n", " else:\n", " print('Unknown interpolation type')\n", " return None\n", "\n", " def bellman_discretized(self,V0):\n", " '''Bellman operator with discretized choice,\n", " V0 is 1-dim vector of values on the state grid\n", " '''\n", " states = self.grid[np.newaxis,:] # state grid as row vector\n", " choices = self.chgrid[:,np.newaxis] # choice grid as column vector\n", " M = np.repeat(states,self.nchgrid,axis=0) # current wealth, state grid in columns (repeated rows)\n", " c = np.repeat(choices,self.ngrid,axis=1) # choice grid in rows (repeated columns)\n", " c *= self.grid/self.Mbar # scale values of choices to ensure c<=M\n", " M1 = self.next_period_wealth(M,c) # 3-dim array with quad point in last dimension\n", " inter = self.interp_func(self.grid,V0) # interpolating function for next period value function\n", " V1 = inter(M1) # value function at next period wealth, 3-dim array\n", " EV = np.dot(V1,self.quadw) # expected value function, 2-dim matrix\n", " MX = self.utility(c) + self.beta*EV # maximand of Bellman equation, 2-dim matrix\n", " MX[c>M] = -np.inf # infeasible choices should have -inf (just in case)\n", " V1 = np.amax(MX,axis=0,keepdims=False) # optimal choice as maximum in every column, 1-dim vector\n", " c1 = c[np.argmax(MX,axis=0),range(self.ngrid)] # choose the max attaining levels of c\n", " return V1, c1\n", "\n", " def solve_vfi (self,maxiter=500,tol=1e-4,callback=None):\n", " '''Solves the model using value function iterations (successive approximations of Bellman operator)\n", " Callback function is invoked at each iteration with keyword arguments.\n", " '''\n", " V0 = self.utility(self.grid) # on first iteration assume consuming everything\n", " for iter in range(maxiter):\n", " V1,c1 = self.bellman_discretized(V0)\n", " err = np.amax(np.abs(V1-V0))\n", " if callback: callback(iter=iter,model=self,value=V1,policy=c1,err=err) # callback for making plots\n", " if err < tol:\n", " break # converged!\n", " V0 = V1 # prepare for the next iteration\n", " else: # when iter went up to maxiter\n", " raise RuntimeError('No convergence: maximum number of iterations achieved!')\n", " self.solution = {'value':V1,'policy':c1} # save the model solution to the object\n", " return V1,c1\n", "\n", " def solve_plot(self,solver,**kvarg):\n", " '''Illustrate solution\n", " Inputs: solver (string), and any inputs to the solver\n", " '''\n", " if solver=='vfi':\n", " solver_func = self.solve_vfi\n", " else:\n", " raise ValueError('Unknown solver label')\n", " fig1, (ax1,ax2) = plt.subplots(1,2,figsize=(14,8))\n", " ax1.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax2.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax1.set_title('Value function convergence with %s'%solver)\n", " ax2.set_title('Policy function convergence with %s'%solver)\n", " ax1.set_xlabel('Wealth, M')\n", " ax2.set_xlabel('Wealth, M')\n", " ax1.set_ylabel('Value function')\n", " ax2.set_ylabel('Policy function')\n", " def callback(**kwargs):\n", " print('|',end='')\n", " grid = kwargs['model'].grid\n", " v = kwargs['value']\n", " c = kwargs['policy']\n", " ax1.plot(grid[1:],v[1:],color='k',alpha=0.25)\n", " ax2.plot(grid,c,color='k',alpha=0.25)\n", " V,c = solver_func(callback=callback,**kvarg)\n", " # add solutions\n", " ax1.plot(self.grid[1:],V[1:],color='r',linewidth=2.5)\n", " ax2.plot(self.grid,c,color='r',linewidth=2.5)\n", " plt.show()\n", " return V,c\n", "\n", " def simulator(self,init_wealth=1,T=10,seed=None,plot=True):\n", " '''Simulation of the model for given number of periods from given initial conditions'''\n", " assert hasattr(self,'solution'), 'Need to solve the model before simulating!'\n", " if seed!=None:\n", " np.random.seed(seed) # fix the seed if needed\n", " init_wealth = np.asarray(init_wealth).ravel() # flat np array of initial wealth\n", " N = init_wealth.size # number of trajectories to simulate\n", " sim = {'M':np.empty((N,T+1)),'c':np.empty((N,T+1))}\n", " sim['M'][:,0] = init_wealth # initial wealth in the first column\n", " inter = self.interp_func(self.grid,self.solution['policy']) # interpolation function for policy function\n", " for t in range(T+1):\n", " sim['c'][:,t] = inter(sim['M'][:,t]) # optimal consumption in period t\n", " if t" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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vMb+y/le4v/F+fnLqJ/y0/ae81vEazVXN7Fi1g7qCunQ3USmllFJKLRAN0QusKK+ID6z7APc13sdTp57i2TPP8vPOn7O1ciu7Vu1iReGKdDdRKaWUUkpdJQ3RKVLgKeD9a9/PvY338vTpp3nm9DN85uJnuLb8Wnat2sXK4pXpbqJSSimllLpCGqJTLOAO8L7V7+PuFXfz7JlneerUU3zu1c/RVNbEzlU7WVuyNt1NVEoppZRS86QhepH43X52rtrJnSvu5Pn253my7Un++rW/Zn3penat2sW6knVk4BHPlVJKKaXUNDRELzKfy8d9jfdxR/0dPNf+HE+2Pcnf/vxvWVO8hl2rdrGxbKOGaaWUUkqpDKchOk08Tg/3NNzDe+rewwtnX+CJtif4h9Z/YGXRSnau2sm15ddqmFZKKaWUylAaotPM4/Rwx4o7uLXuVl469xKPn3ych/c/TH1BPbtW7WJr5VYN00oppZRSGUZDdIZwO9zcXnc77172bl4+/zJ7Tu7hi298keX5y9m5aifNVc0appVSSimlMoSG6Azjcri4Zfkt3FR7E692vMqeE3v40ptfoiZQw85VO7m++noc4kh3M5VSSimlcpqG6AzldDi5qfYmbqy5kZ93/JzdJ3bzlbe+wqPHH2XHyh3cWHMjTocz3c1USimllMpJGqIznEMc3FBzA9dXX09rZyu7T+7mawe+xqMnrDB9U+1NuBzajUoppZRSi0nTV5YQEZqrm9letZ03u97ksROP8Y2D3+CxE49xf+P93LL8FtwOd7qbqZRSSimVEzREZxkRYUvlFjZXbOZA9wEeO/EY3zn8Hfac3MP9jfdz6/Jb8Tg96W6mUkoppdSSpiE6S4kI11Rcw6byTRzuPcxjJx7ju0e+y56Te7i38V7eU/ce8px56W6mUkoppdSSpCE6y4kIG8s2srFsI0d7j/LYicf4/tHv88TJJ7in4R7eW/9efC5fupuplFJKKbWkaIheQtaVruMPS/+Q433HeezkY/zgnR/wZNuT3NVwF3fW34nf7U93E5VSSimllgQN0UvQ6pLV/MH2P+DkwEn2nNjDj47/yArTK+7i7oa7CbgD6W6iUkoppVRW0xC9hK0sWsmntn2KM4Nn2H1yN7tP7uap009xR/0d3N1wN4WewnQ3USmllFIqK2mIzgH1hfX89pbf5uzQWfac3MOP237MM6ef4T117+HexnspyitKdxOVUkoppbKKhugcsrxgOZ/Y/AkeXPUgj7c9zlOnn+Kn7T/l1uW3cn/j/ZR4S9LdRKWUUkqprOBI1YZFpE5EnhORwyJyUER+b5p1bheRARF5w17+LFXtURNq8mv42DUf46/e/VfcUHMDz7U/xx/t+yO+fejbdIe60908pZRSSqmMl8qR6CjwaWPMfhEpAFpF5GljzKEp671gjNmRwnaoGVQFqvjopo+ya9UuHj/5OPvO7mPv2b28u/bdPLDyASr8FeluolJKKaVURkpZiDbGXAAu2OeHROQwsAyYGqJVmpX7yvlw04fZsXIHT556kr3te3nx3IvcWHsjO1buoDpQne4mKqWUUkplFDHGpP5BRBqAfcAmY8xg0vW3Az8AzgLngf9ijDk4zf0/DnwcoK6ubvvhw4dT3ubpxONxHI6UVcBkjIGxAZ4++zQvnn+RSDzC9srt3Fd/HzWBmnQ3LeVypY9znfZzbtB+zg3az0tfOvs4Pz+/1RjTPN1tKQ/RIpIP7AU+b4z54ZTbCoG4MWZYRO4HHjbGrJlte83NzaalpSV1DZ5FMBgkEMidOZYHw4M82fYkP23/KZFYhOaqZnas2kFdQV26m5YyudbHuUr7OTdoP+cG7eelL519LCIzhuiUzs4hIm6skeZ/nRqgAZJHpY0xT4jI/xGRcmOM7t2WAQo9hXxg3Qe4r/E+nj79NM+cfoafd/6crZVb2bVqFysKV6S7iUoppZRSaZGyEC0iAnwNOGyM+ccZ1qkGOo0xRkSux5otpCdVbVJXpsBTwH9a85+4p+Eenjn9DE+ffprPXPwM15Zfy65Vu1hZvDLdTVRKKaWUWlSpHIm+GfhV4G0RecO+7k+BegBjzJeBXwR+S0SiQAj4oFmMIm11RQLuAA+ufpC7G+7m2TPP8pNTP+Fzr36OprImdq7aydqSteluolJKKaXUoliUHQsXktZEZ47R6CjPtT/Hk21PMhQZYl3JOnat2sX60vVYP0RkH+3j3KD9nBu0n3OD9vPSl5M10Wpp87q83Nd4H3fU38Hz7c/z5Kkn+buWv2N18WoeXPUgG8s2Zm2YVkoppZSajYZoddU8Tg93N9zNe+rew75z+3ji5BP8Q+s/0FjYyK7Vu7i2/FoN00oppZRaUjREqwXjdrq5o/4Obl1+Kz879zMeP/k4D+9/mPqCenat2sXWyq0appVSSim1JGiIVgvO7XBzW91t3LzsZl4+/zKPtz3OF9/4Isvzl7Nz1U6aq5o1TCullFIqq2mIVinjcri4Zfkt3FR7E691vMaek3v40ptfoiZQw85VO7m++nocokeZUkoppVT20RCtUs7pcPKu2ndxQ80NtHS0sPvkbr7y1ld49Pij7Fi5gxtqbsDl0LeiUkoppbKHJhe1aBzi4Pqa67mu+jr2X9zP7hO7+dqBr/HoCStM31R7k4ZppZRSSmUFTSxq0YkI26u2s61yG292vcnuE7v5xsFv8NiJx7i/8X5uWXYLbqc73c1USimllJqRhmiVNiLClsotbK7YzMGegzx6/FG+c/g77Dm5h/sa7+O25bfhcXrS3UyllFJKqUtoiFZpJyJsKt9EU1kTR3qP8NiJx/jeke/x+MnHubfxXt5T9x7ynHnpbqZSSimlVIKGaJUxRIQNZRvYULaBo71H2X1iN98/+n2eOPkE9zTcw3vr34vP5Ut3M5VSSimlNESrzLSudB3rStdxvO84u0/u5gfv/IAn257kroa7uLP+Tvxuf7qbqJRSSqkcpiFaZbTVJav5/e2/T9tAG7tP7OZHx39khekVd3HXirvI9+Snu4lKKaWUykEaolVWaCxq5FPbPkX7YDu7T+5m98ndPHX6Kd5b/17uabiHQk9hupuolFJKqRyiIVpllbrCOj655ZOcGz7HnhN7eLLtSZ49/Sy3193OvQ33UuwtTncTlVJKKZUDNESrrLQsfxm/ufk3eXD1g+w5uYdnTj/Dc+3PcevyW7mv8T5KvaXpbqJSSimlljAN0SqrVQeq+dg1H2PXql08fvJxnmt/jufbn+eWZbdw/8r7KfeVp7uJSimllFqC5hyiReQmoCH5PsaYb6WgTUrNW6W/ko9s+gg7V+3kiZNP8MK5F9h3bh83197MAysfoNJfme4mKqWUUmoJmVOIFpFvA6uAN4CYfbUBNESrjFLuK+fXmn6NHat28OO2H7O3fS8vnXuJG2tvZMfKHVQHqtPdRKWUUkotAXMdiW4GNhpjTCobo9RCKfWW8qENH+KBxgd48tSTPN/+PC+ff5nrq69nx6odLMtflu4mKqWUUiqLzTVEHwCqgQtz3bCI1GGNVFcDceArxpiHp6wjwMPA/cAI8JAxZv9cH0Opyyn2FvPB9R/k/pX385NTP+HZM8/yWsdrbK/azs6VO6krrEt3E5VSSimVhWYN0SKyG6tsowA4JCKvAWPjtxtjds1y9yjwaWPMfhEpAFpF5GljzKGkde4D1tjLDcCX7FOlFlShp5BfWvtL3NdwH0+ffpqnTz9NS2cLWyq2sGvVLhqKGtLdRKWUUkplkcuNRP/9lW7YGHMBe+TaGDMkIoeBZUByiH4Q+JZdJvKKiBSLSI1938wSHkl3C9QCyPfk8wtrfoF7Gu7hmTPP8PSpp/nsK5/lmvJr2LVqF9VurZlWSiml1OXNGqKNMXsBRORvjDF/nHybiPwNsHcuDyIiDcBW4NUpNy0D2pMun7Wvy6wQHeqHRx7CXbYO1t4J9e+CPD3cdDbzu/3sWrWLu1bcxbNnnuUnp37C51/9PKsKVnHjshtpKm+iyl+FVXGklFJKKTWZzGVfQRHZb4zZNuW6t4wx187hvvlYYfvzxpgfTrntceALxpgX7cvPAn9kjGmdst7HgY8D1NXVbT98+PBl27ygRgdwHduD4/SLOIJd4HASq9lKrP5m4rXN4PYtbnvUghuNjfLC+Rd44fwLdI92A1DuLWdDyQY2lG5gffF6vC5vmlupFko8HsfhcKS7GSrFtJ9zg/bz0pfOPs7Pz281xjRPd9usIVpEfgv4JLASOJF0UwHwkjHm/53tgUXEDewBfmKM+cdpbv8n4HljzPfsy0eB22cr52hubjYtLS2zPWzKBIeHCYTOQ9teOPUCjPSC0wN110PDLbC8GVx5aWmbWhjBYJCgBDnQfYAD3Qc43HuYsdgYDnGwung1TWVNbCrfRENhg45SZ7FgMEggEEh3M1SKaT/nBu3npS+dfSwiVxyii4AS4AvAnyTdNGSM6b3MgwrwTaDXGPOfZ1jnAeB3sGbnuAH4X8aY62fbblpDdHInGgOdB6FtH5x+CUYHwOWF+huh8Tao3QpOPSBktpn6QY3Go5zoP2GF6p4DnB48DUDAHUgE6k1lmyj2FqeryeoK6D/d3KD9nBu0n5e+bA3RpbNteLYgLSLvBl4A3saa4g7gT4F6+75ftoP2F4F7saa4+4gxZtaEnDEhOlk8BhfetEanT/8MwkHw5MOKd0HjrVB9LTici99gNW+X+6AOhgc51HOIA90HONh9kIHwAADL85ezqXwTTeVNrC1ei9vpXqwmqyug/3Rzg/ZzbtB+XvqyNUS3YU1xBzD1t2tjjFm5ME2cu4wM0cliUTi/3xqhPvMKREfBWwQrbrYCdVUTaBlAxprPB9UYw9mhsxzoOcDb3W/zTt87xEwMj8PD2tK1bCrbxKbyTdQEarT0I8PoP93coP2cG7Sfl76sDNGZKONDdLLoGJxtsQL12dcgFgF/qVU/3XgblK/RQJ1hruaDOhYb42jvUd7ufpuD3QfpGOkArKMnbiqzRqk3lm0k4NY/9umm/3Rzg/ZzbtB+XvoyNUTPuWhXREqwDoqSmKLAGLPv6pu3hLnyoOFmawmPWEG6bR8c2QOHHoX8Kmt0uvEWKGnUQJ3l8px5XFtxLddWWJPWdIe6Odh9kLe73+bnnT9n37l9CEJjUWOilrqxqBGnlvoopZRSWWeuU9x9DPg9YDnwBnAj8LIx5r2pbd6lsmokeiZjQ1apR9teq5baGChabgfqW63zKi1S9W03Fo/RNtBmjVL3HKRtoA2Dwe/ys7Fso1VPXdZEma9swR9bXUpHrnKD9nNu0H5e+jJ1JHquIfpt4DrgFWPMFhFZD3zGGPPLC9vUy1sSITpZqN+a3aPtBeg8YF1X2ggN9gh1gR5BbzEt1gc1GAlyqOcQb3e/zYHuA/SP9QNQE6hJzPqxvnQ9Hqcn5W3JRfpPNzdoP+cG7eelL1ND9FzLOUaNMaMigojkGWOOiMi6BWxj7vIVw/oHrCXYY83w0bYP9n/TWsrXWqPTDbdAQEcpl4qAO8B11ddxXfV1GGO4ELyQqKXee3Yvz5x5Bpe4WFuyNjHrx/L85bqDolJKKZUh5hqiz4pIMfAj4GkR6QPOp65ZOSpQBk3vs5ahDjj1olXy8fN/tpaqJitQr7jZCt9qSRARavNrqc2v5Z6GewjHwrzT905ilPr7x74Px6A4r3hS6UeBpyDdTVdKKaVy1rxn5xCR24Ai4EljTDglrZrFkivnmIuBs1a5R9te67wI1Gy2ZviovxHyNEwtlEz8WbBvtC9xsJdD3YcIRoMIworCFYlAvap4FS6HHtxnrjKxn9XC037ODdrPS1+mlnPMOUTbB09ZY4z5uohUAPnGmLYFbOec5GSIHmcM9J2yyj3a9sFwp3UQl2XbrXKPuhvA409f+5aAtPfxZcRNnFODpxKHJT/Zf5I4cbxOL+tL17OpfBPXlF9Dhb8i3U3NaJnez2phaD/nBu3npS9TQ/Schq5E5M+BZmAd8HXADXwHuHmhGqnmQMTa6bC0Ebb9GnS/Y41On3oB2l8DpxuWX2/tkLj8OmuKPbWkOMTByqKVrCxaya5VuxiJjHC493DiCIpvdL0BQKW/MnGwl3Wl6/C5fGluuVJKKQpvlqwAACAASURBVLW0zPX3318AtgL7AYwx50VEawjSSQQq1lrLdR+Di4es0elTL1qzfbi8UH+DVfJRuw2c+lP/UuR3+9letZ3tVdsxxtA50pkYpX7x3Iv8tP2nOMXJ6uLVNJU3cU35NdQX1OsOikoppdRVmmuyChtjjIgYABHR300yiYi102FVE1z/ceh42wrUp38GJ/eCJwD177J2SqzZbJWAqCVHRKgOVFMdqObOFXcSiUc43necAz3WKPUP3/khP3znhxS4C2gqb0ocRbEoryjdTVdKKaWyzlxD9PdF5J+AYhH5DeCjwFdT1yx1xRxOqN1iLTd+Es6/bpd8vAjHnwFvkTW7R+OtVujWEckly+1ws6FsAxvKNvBLa3+JgbEBDnYfTITqVy68AkBdQR1NZdYo9eqS1bgd7jS3XCmllMp8s+5YKCL/GXgJeB14D3A3IMBPjDFPL0oLp8jpHQuvRnQMzrVaI9Ttr0EsDP5Sa4fExtugfI0GarK8j+fBGMOZoTOJ0o/j/ceJmRgehyexg+Km8k1U+auWZOlHrvRzrtN+zg3az0tftu5YuBx4GFgPvAX8DCtUty5oC1XqufJgxU3WEglB+6tWoD6yBw49CvlV1g6JjbdCSaMG6iVOxJoib0XhCh5Y+QChaIijvUcTU+m9deQtAMq8ZYlAvaF0A363zv6ilFJKwdwP++3Bmp3jJuBd9tJvjNmY2uZdSkeiF9jYEJx5xQrUF96wptErXGaF6cZbobgu3S1cVEuyj69A10hXIlAf7jnMaGwUBw5WFq9MhOqGwgYc4kh3U6+I9nNu0H7ODdrPS1+mjkTPNUQXYQXnm+3TYuBtY8xHFrKhc6EhOoVC/dbOiG37oPOAdV1Jw0SgLqhOa/MWw5Lv4ysQjUc50X+Cgz0HOdB9gNODpzEYAq5A4giKm8o3UeItSXdT50z7OTdoP+cG7eelLytDtIh8BWgChoBXgVeAV4wxfalo6FxoiF4kI73W/NNt+6DrqHVd+RorTDfcah2ifAnKqT6+QkPhIQ71HLLmpu45SP9YPwC1gdrEwV7WlKzB4/SkuaUz037ODdrPuUH7eenL1hD9JFAOHMCqh34ZOGDme6zwBaQhOg2GOicCde9J67qqJitQr7gZfMXpbd8Cytk+vkLGGM4On7Vm/eg+wLG+Y0RNFLfDzdqStYlR6tpAbUbtoKj9nBu0n3OD9vPSl5Uh2r6zYI1G32Qvm4Be4GVjzJ8vcFsvS0N0mg2cmzjs+EC7dV3tFmt0esW7IC+7j8GjfXx1wrGwtYNijzXrx4XgBQBK8koSB3vZULqBfE9+Wtup/ZwbtJ9zg/bz0pe1ITppI8uxaqJvAnYAZcaYRR+C1BCdIYyBvlMTgXq4056jeps1Ql13A3iybyYH7eOF1RPqSdRSH+o5xEh0BEFoKGxIjFKvLFqJc5EPAKT9nBu0n3OD9vPSl5UhWkQ+hRWabwYiWNPbvWyfvm2MiS98c2enIToDGQM9x62DurS9ACM94HTD8uusQL38OmuKvSygfZw6sXiMU4OnEnNTnxw4icHgc/nYULqBa8qvoam8iXJfecrbov2cG7Sfc4P289KXqSH6cvNENwD/F/h9Y8yFeT7ov2CNWF80xmya5vbbgUeBNvuqHxpjPjufx1AZQsTa6bB8DTT/Olw8ZIXpUy9Ys3248qDuRitQL9tmBWyVc5wOJ6uKV7GqeBUPrn6QYCTIoZ5DiaMo7r+4H4Aqf1VilHp96XrynNnxBUwppVRumXM5x7w3LHIrMAx8a5YQ/V+MMTvms10dic4i8Rh0vG2Ve5z+GYSHwROA+ndZgbpms1UCkkG0j9PDGENHsCNRS3209yjheBinOFlTsoZryq9hU9kmlhcsX5AdFLWfc4P2c27Qfl76snUk+ooZY/aJSEOqtq+ygMNp7XRYuwVu/KR1MJe2vXD6JTj+DHiLrNk9Gm+1ZvvIoNkb1OISEWrya6jJr+GuFXcRiUU41n8sMevHI8ce4REeodBTyKbyTTSVNdFU3kShpzDdTVdKKZWjUjYSDWCH6D2zjET/ADgLnMcalT44w3Y+DnwcoK6ubvvhw4dT1OLZxeNxHI7sPEJbRomFcVx4HefpF3Gcb0ViYYyvhFjdTcRWvBtTujptgVr7ODMNjA1wuO8wh/oOcaTvCMORYQDq8uvYWLqRjSUbaSxsxOWY27iA9nNu0H7ODdrPS186+zg/P//qZ+e4EpcJ0YVA3BgzLCL3Aw8bY9ZcbptazrHERELQ/ppV8nGuxSoBya+EhlusEerSlYsaqLWPM58xJrGD4sGegxzvP07cxMlz5rGhdANN5U1sKttEVaBqxm1oP+cG7efcoP289GVqOUfaQvQ0654Cmo0x3bOtpyF6CRsbhjOvWCUfF96wZv0oXGYfdvwWKK5PeRO0j7NPKBriSO8RDnQf4O3ut+kOWX9Cyn3lVi21vYOiz+VL3Ef7OTdoPy9dxhgGxgboHeulWIopLSxNd5NUCmVqiE5ZTfTliEg10GmMMSJyPeAAetLVHpUB8vJhzZ3WEuqHMy9bI9Rvfs9aSlZA421WqC6oTndrVYbwuXxsrdzK1sqtAHQGOznQc4CD3Qf52fmf8Vz7czjEweri1TSVNbG+pIlCU4pmK6UymzGG/rF+Lo5cpHOkk86RTi6OXExcDsfCADiNk81Vm9letZ3NFZvxu7PvGAUqO6Vydo7vAbdjHTa8E/hzwA1gjPmyiPwO8FtAFAgBf2CM+dnltqsj0TlopBdOvWgF6q4j1nXla6ww3XALBBZuXmHt46UlGo9ysOsYz51qZX/Hm5wdbicUjmGME7+zlFJvOdWBSuoKq2ksqWJ9+XLWVSwjL0vmNVez089z5jPG0DfWR2ewMxGOx4PyxZGLhOPhxLpOcVLhq6AqUEWlv5JKfyVFniLe6niLA/0H6B/rxylOmsqa2F61na2VW9N+dFS1MDJ1JDql5RypoCE6xw11WvNPt+2D3pPWdVVNVphuuBl8JVe1ee3j7DcQinC0Y4gjHYMcvjDEqe4gBoNDhOVlUFDYwVC0na7RPrpCXfSHu4kk/aN2IATchZR5y6kKVFBfVMPKkmrWli+jJr+SEm8JDtGdmLKBfp4zgzGG3tHeSSG5c6STzmAnXaEuIvFIYl2nOKn0V1LlnwjKVf4qqgJVlHpLp/3sBYNB/H4/J/pP0NLZQmtnKz2jPThwsL50PdurtrOtahtFeUWL+bTVAtIQvUA0RKuEgXMThx0faLeuq9lslXyseBfkFcx7k9rH2ad7eIwjF4Y4fGGQIx1DnOsfAcDtdLC6Mp8N1YWsrylgbVUBXrc1L3lyPxtjODfYx+GLZznec47TA52cH7L+uQ9FeonKIAaDILidDrxuF6XecmoCFdQV1tBYWk19YTUV/goqfBX6U3IG0c/z4ombOL2jvYlwnFx20TXSRdREE+u6HW4qfBWTAvJ4YJ4pKM9maj+P73zc2tlKa2crnSOdCMKakjU0VzWzrWobpV6toc4mGqIXiIZoNa2+UxOBeqjDnqN6q1XyUXcjeOYWbLSPM5sxhvMDoxyxA/OhC4P0DI8B4HM7WVddyIaaAtZXF7KyIoDbOf0/47n281g0xtneYY52XeBY7znO9HdyfriTnlA3Y/QTpZ+YjOJyOMhzOfC4HBR68qnOr6SusIoVxdVU+iup8FVQ7iunzFc252n41NXTz/PCisVjk0aUp5ZexEwssa7H4aHCX5EYUU4eWS71li7IQZPGzdbPxhjODp9NBOpzw+cAWFm0ku1V22muaqbCX7FgbVGpoSF6gWiIVrMyBnpOWDN8nHoBgt3WYcaXNduB+nrrMOQz0D7OLLG44XRPkCMdQ4ngPDhq/fRb6HWzvqaQjTUFrKsuZEWpH4djbv+Yr7af43FD9/AYZ/tDtPX0crznPGcGrIA9HO0lwgBR6SfuGMLtMuS5nOS5HOS5nFQFylheWE1VwBq5Hh/BrvBXUOAuWNBwkev08zx/sXiMntGeSTXK42G5O9R9SVBOlFwEqiYF5uK84kV7L8+nnzuCHbR0ttDS0cKZoTMA1BfUs71qO9urtlObX5vKpqorpCF6gWiIVnNmDFw8PFFDPTpgBei6G61AvWybFbCTaB+nVzga50TXMEc7rPKMY51DhCLWP+2KAi/rqwvYUFPAhppCqgu9V/xPOlX9bIxhcDTK+f4Q5/tDnOsb4UTfRc70d3Bx5CJRGUgsTvcQDmcoMYKd53ZSkOelOlA5KVyX+8qp9FdS7ivH4/QseJuXMv08Ty8aj9Id6p5UcjF+2h3qJm7iiXXznHnTjiZX+asoyivKiC99V9rPXSNdtF5spbWjlRMDJwCoCdTQXNVMc1UzywuWZ8TzUxqiF4yGaHVF4nHofNsK06degvAwuP2w4iZrDurqzeB0aR8vslA4xrHOiXrmE13DRGLWP/DlJX47NBeyrrqA8vyFmzEjHf08Fo1xoX+Uc/0hztkhu71vkLODFwnFe4nKABGscO3yDINzEKczZo9gO3A7HRTlFU0K1clBe6F/Il8KcvnzPB6UEwE5aWS5J9RDnImg7HV6J4Xk8RrlKn8VhZ7CjH9fLUQ/9432sb9zPy2dLRzrO4bBUOGrsEo+qptpLGzM+NdhKdMQvUA0RKurFotaB3Np22sd3CUSgrxCaLiZUMUWfGXLrZ0S8wrBqfWrC2m2mTMaywOJ0Ly2uoBCr/vyG7xCmfRZjscNXcNjVrjus0ew+0Oc6x9hcGyIiPQTZQBcQ/i8w7g8wxjnIFGGyHMJHpcDEcEpzknBenw0u9xXnrM7PGZSP6dCJB6he6R72jmUe0I9GCb+v3ud3kTJxaSR5UBl1pcRLXQ/D4YHeb3zdVo6Wzjce5i4iVPqLWVb5Ta2V21nTckanaFnkWmIXiAaotWCioatw423vQDtrxILh3A6nRO3u7x2oC6YCNaTLk9znScfHPoHFqBraIwjHYPW7Bkdg5zvDwFJM2fUFLK+evLMGYshGz7LyaUh5/pCnB+wTs/1h+geHsMQI8ogMRkk4B/B5wvaAXuAsBkgLqM4k2rEA67AxMi1v5xK38Rodqm3dEnu8JgN/Xw5kViErlAXF0cu0jHSwcXgRFDuHe2dFJT9Lv8lJRfjI8v57vysDsqzSWU/ByNB3rj4Bq2drRzoPkDURCnyFLGtygrU60rW4XQs3t+uXKUheoFoiFYpEwkRan8DH2Gr3GN0EMaGIDyUdN6+Pjw8+7Y8+ZcP21Ovc/sgi//JGWM41x9K1DMf7hi6opkzFkO2f5ZHIzEuDIwmRq3Hg/aFgVGicetn+hijePOCFBWM4vMN4/YEiTsGCNPPUKRv0g5iglDqLZ20k2O5zw7a/vKsHanMln4Ox8KTZrlIHlnuG+2bFJQD7sAlNcrjp7l6YJHF6udQNMRbXW/R2tnKW11vEY6HCbgDbK3cSnNVMxvLNi7JL6OZQEP0AtEQrVJpzn0cj0MkOCVcD0wO2tMF8Eho5m06nHb4nsNod/J1rvTsbHa5mTM21EyE5vp5zJyxGJbqZzkeN1wcGptUdz2+DI8lzdPrEioKIxQGQvj8QVxuK2CPmj56R3sYCA9M2q7H6UmMXE9Xj52pOzxmUj+HY+FLpoTrCFo7nPaN9U1aN9+df8n8yeNhOeDOjOeTSdLRz+FYmLe736alo4U3u95kNDaK1+llS+UWmqua2VS+KWM/F9koU0O0fmVS6ko4HBNhdj5iURgbnBK0Zwjgwx3Qfcw6H4/OvE2nZ37lJuPLPH+CHJ85Y7w8I3nmjMoCL5vritlYYx3Y5GpmzlBXzuEQqou8VBd52b5i4uid46UhyTXX5/tDnO0L0dM+8R4WhKrCPNYWOykIjOL1BXG7h4k7BhiM9NIV6uJQz6FJh2IGKM4rTtReTw3aJXklOfNeGI2O0jXSZZVdTJn5on+sf9K6Be4CKv2VbCjbcMmIci7Wr2cbj9OTmBYvEo9wqOcQrZ2tvN75Oq9ceAWP08Pm8s1sr9rONRXX4HP50t1klQI6Ej0PmTSqoVIjI/vYGIiF7XA9xwAeHrbWne3z7fbPGrbHnAFOB5280w9HeuFQLwSNB0RYXuJP1DOvry6gbAFnzlgMGdnPaTK1NGQ8aCeXhgAU+dwsK/ZTU5RHaUEMny+I0zPMWLyP7tFuuka66Ap1XVJ+4BRnog570rzY9vlUhotU9HMoGrokII/PfjF1BL/IUzTtPMqV/koNVQsokz7P0XiUo31Hae2wDu4yFBnCJS42lW+iuaqZzZWb9deEK5CpI9Eaouchkz6oKjWWVB8bA+Hg5eu77WAeDvYzMtTPaHCQYDjGaGSiZtbnduLPc+HPc+PLL8LtK5pnyUleRtV7L6l+TpFY3NA1NMa5/hHO9Y8mzX0dIhie+GUkz+WkttjLsmIftcU+qovc+LwhHO4heke76Qp1JeYk7g51MxIdmfQ4AXdgUqhO3vGxxFtyVTWmV9rPoWho2oONXBy5yGB4cNK6xXnFl5RcVPmrUv4FQU3I1M9z3MR5p+8dWjpb2N+5n76xPhziYGPZRpqrmtlSuYVCT2G6m5kVNEQvEA3RKpVyqY9nmjnD4zA0lTnZWC6sK4YV+VHyYiNW8B7fqTJxfmjifCw884M5XLOXlswUwFM0xWAu9fNCM8YwGIpOqrsePz++IymAQ4SqQi+1xV5qi30ss5eiQJxQvD8RqsdHsLtD3ZccEc+Bg1Jv6cRsIkmj2eW+y+/wOFs/j0RGLp0azg7OQ5GhSesW5xVPnhouqVY5z5ldv8IsRdnweTbG0DbQZh0tsbOF7lA3grCudJ1VFlK5nWJvcbqbmbE0RC8QDdEqlZZqH4/PnHHkgj1Hc9LMGX6Pi7VVE0cCbCy/wpkzouGJ8pJJQdsuLZkpgMdjM28zRVMMLtV+Trfx0pDxkpCzdsjumFIaUuzzWMG6xMcyO2TXFvso8bvoH+unK9RF18jkEeyuUNclo8B5zrxpS0TKfeWU+8rpH+pnWIYvOdhI50gnwUhw0rZKvaXTHpWv0l+pO4hluGz7PBtjaB9qp7WzlZbOFi4ELyAIK4tW0lzdzPaq7ZT7ytPdzIyiIXqBaIhWqbRU+nh85ozDF4Y4aofmIXvmjCKfm/XVGTJzhjHWjCWJcD3XAH51UwyG8OArrrKu8xZZi871mjKxuOHi0Hjd9WiiLORcf4iRS0pDfCwv8Vkj2EVW0K4u9OJyOhiLjU0avb44cpGeUE8iaE/d4TEWiyXmfR+fxm+6GuUKX4UG5SyW7X+3zw+fp6WzhdbOVtqH2gFoKGxI7LhYHahOcwvTT0P0AtEQrVIpW/s4eeaMw/bMGaNJM2esrylgQ/USmjnDmMlzds81gNtTDCaHqwRP/kSg9haBtxC8xUnnx68v1qNZLhBjDAOhiF0WMsq5vhHOD4zOWhqyrNhPbbHXDto+/B5XYluD4cFJ5SEmaqgvqU8EZbczdUfBVOmTrX+3p9MZ7GT/xf20dLTQNtgGwPL85YlAvSx/Wfb//b4CGqIXiIZolUrZ0sehcIyjnRPzMx+/OJz4ubyuxM/6LJ45I6ViUQgPMdLXiV/CVvBOXsYGL71uJp6AFaqTR7OnXYqtEK4Bbl5GIzF7Z8bRxM6N5/pCdA5OLg0p8XsS5SDLkuqvSwMeRkZGsuLzrK5Otvzdnq+eUA+tndYsH8f7j2MwVPmraK5qprm6mfqC+pwJ1BqiF4iGaJVKmdrHA6FI4kiARzoGOdU9gsHgEKGxPMD6mkI21liHzy7wali7nHkdVCdsj3KPjgfs/qTz4+F7AEL9s08r6PbNHLTzkke97SVNB9HJdFNLQ5Lnvk4uDfG6nRR7nVQU+ij2eyj2uyn2WadFPjclAQ8lfjc+tzNngshSlal/txfSwNhAIlAf7T1KnDjl3vLECPWq4lVL+n2sIXqBaIhWqZQpfdw1NMbhC4OJ4Hx+wCpDcDsdrKksSJRnrKnKx+vWWt75Slk/J8pMBmZYBu0QnnSdiU+/LZd3SilJ8fRlJT47fLty+xeH8dKQs30TR2ns6A8SjEDfSJiBUIRI7NLX2u10UJII2W6K/Fa4Lva7rfDtc1Pi91Doc+PMoKNuqgmZ8nd7sQyFh3jj4hu0dLZwqOcQMROjOK84EajXlqzFIVewc3gG0xC9QDREq1RKRx8vyswZapKM+SyPz+WdXEoyPqKdGPWeEr5nms3E6blMWcmUIO7yZtTc3amQ3M/GGILhGP0jYfpHIgyEIvTZ58ev6xuJMBAKTzpE+jhBKPC6JgK3fVrid1PkG7/OCtz6xXZxZcznOQ1GIiO80fUGrZ2tHOg+QCQeocBdwLaqbTRXNbOudN1VzbWeKTI1RGf/K6tUlonFDad6gonQfGTKzBkbagrZeW1N+mfOUKknAnn51sKyy68/PpvJtKPcU8J3/2nrfCwy/bac7olSkvHR7OnKSsYXty+rQ7eIkJ/nIj/PxfKS2deNxOJ20A7TNxKxA3aYgZEI/SErcJ/tC9EfChOLXzoQledy2qPZEyPcxX4PRXbILrFLSwq8Lv18q6vid/u5qfYmbqq9idHoKG93v01LZwuvXHiFvWf3EnAF2Fy5meaqZprKmnTn2gWWshAtIv8C7AAuGmM2TXO7AA8D9wMjwEPGmP2pao9S6TI+c8ZheyfAqTNnbK0vXlozZ6jUEQGP31oKay6/vjEQHZ25lCR56W+3Q/cMB81xOKcpKymeIYgXWTteZul72e10UFGQR0XB7CUyxhiGxqIMjCSNaociDIxMhO8zPSO8ORImFLn0FwSHCEU+t12nPU0ZScBjl5i4yXPp6Laandfl5brq67iu+jrCsTCHeg7R0tnC6xdf52fnf4bX6eXaimtprmrmmopr9EBBCyCVI9HfAL4IfGuG2+8D1tjLDcCX7FOlstpIOMrRjiGOdgxNO3PGLWsq2FBdwPqaQkoDuvOYSiERawTZ7YOCOc41Gx27dIR7Uk23fd3gBet8dHT67TicU2YumVrTPWXx5Gdd6BYRCr1uCr1u6kr9s647Fo3ZI9kR+oJh+kOXlpGc7gnSPxLBcOnots/ttEtJkspI7LA9XkZS5HdTkOfSL+IKj9PDlsotbKncQjQe5XDPYVo7W9l/cT+vdbyGx+FhU/kmmqub2VyxWQ9Rf4VSFqKNMftEpGGWVR4EvmWsouxXRKRYRGqMMRdS1aYrFRyL8u8/b8fEIgR8XtxOB26XA49TrPNOBy6n4LHPW4sk1nM7ks7b6+kfuaVjIBRJTDU33cwZ926qZoPOnKGyhSsP8iutZS6i4Yma7lD/lLKSpKX7qHVqz9V9CZGJEe282eq6CydGvLPo72iey0lloZPKQu+s68XjhqHRKP2JUpKkuu2QNbp9smuYvpEIY9FLR7ddDkdidHt8RpLxMpLx8F3s91Dkc+v+FTnC5XBxTcU1XFNxDb8a/1WO9R1LBOr9F/fjFCdNZU1sr9rOtqptBNy5WV9+JdJZE70MaE+6fNa+7pIQLSIfBz4OUFdXRzAYnLpKSvUEw+w72kkkFicSNzPOYDUfLofgdop9aoVrV1L4Hr99UiCfdJvjkvtPOp1yvcspl9xf9zS/VDwen/X9ZYyhOxjmWGeQYxeHOdYZ5MKgtROg2ymsqgjwQFM5a6vyWVXun7yDUSxMMDjDT+VqUV2un9U8iR+8fvDOYbQ7FoGxQcReGB2wzw/A2JB1frQfGeyAsQEkPDLDYwrGU4DxFkJeESavEJNXCN5CjH2ZvEJGAuUYb0lWzV7iAsq9UO51Q+nMX7xHIzGrfCQUZcA+7U867egLcuT8AENj0Wn/bwU8Top8LqucxOum2O+yT90UeV0U+dwU+Vz4PZk9DaB+nuen3ltP/Yp63lf/PtoG29jfvZ/Xu17n9c7XceBgbfFatlZsZXP5Zgo9heluLpC5fZzS2Tnskeg9M9REPw58wRjzon35WeCPjDGts20zE2bniMWNFahjcSIxQzQWJ2yfj8TihKPT3zZ1PeuyvS37PmF7vUjSbVH7PuGk88kHG7hSDpkawK3F4xoP2w7cLmvkPPn8RCh3JI2+iz3qPnHeM2U9V9LjeOz7OB2SUX+cp+4BnDxzxuELgxzpnDxzxjr7gCYbagpZWR7ApSM7WSGX9+bPOrHoDLOVzFDbnXRI+ElHpvQEwFcKgTLr1F8Gfvt0/LKvZEkeiTIWNwyOz0YytYwkaYS7byQ84zSARb6JnSKTy0gmyks8FHpdafkbqJ/nq2eM4dTgqcRc1J0jnQjCmpI1NFc1s61qG6Xe0rS1T2fnuNRZoC7p8nLgfJraMi9Oh+B0ONM6jZExZiKQR+NE4knnk4L6peftcD6+XnzifDRuEl8Axs8Pj8YS2wjbYT+a9CXiagkyuRRmUvmL4HI48LgmB/3xAO4aP2+vN/4FIPn8pC8HM4b6iSAfixvr8Nnj081dGGJ4zJrdoNjnYX1NATuvrWVDTQF1JTpzhlIp53TZYXeO/8DjsURpSbjvAj4zAiO99tIDoV4YeMu6PN0c3d4iK0z7y6YP2v5Sq77bkT1fmJ0OsQ4uc5l9MIwxhCKxKWUkEzOS9I+EOT8wyqGkv4vJxqcBLE4qGZmYEjDpvM+D161ljZlERGgsaqSxqJH3r3k/Z4fPJgL1d498l+8e+S4ri1ayvWo7zVXNVPgr0t3kjJDOEP0Y8Dsi8m9YOxQOZGI9dKYSEfJcTvJcQJp+pTTGTATqqD1SHp84H5m0TATvcNQaSR+/XyQ+PhI/9X7WfUbC0Yn17C8A0fjEl4HpdsKZL5c9gh6ORokZ6w97ZYGXbSuK2WAfQltnzlAqCzicVgj2lRDPq4SZRq+MsUauR3og1GedJgftkR7oPWndNp1E0C5NCtzjYdtesqxuW0Twe1z4PS6WFc++o1k0Fk+MYA+EwvQFI1NGucOc6w8xMBKZ9pdTz/g0gL7Jo9lFSdeV+K2dNnWwYnGJjyiFWQAAIABJREFUCHUFddQV1PG+1e+jI9hBS2cLLR0tPHLsER459gj1BfWJQF2TP4eZgpaolJVziMj3gNuBcqAT+HPADWCM+bI9xd0XgXuxprj7iDHmsnUamVDOoTKHMcYur5kI4NHxsppZzo+H9qm3RSJhNi4r1Zkzljj9LOeGBenneMwK28HuiXA9NWyP9Fmj31M5nDOUjky5zu3PqrA9H+MHuekLhhMHuEmUkYzPVmLPwR0MT3+Qm6IppSNTg7fLhKktK9bR7UXQNdJF68VWWjtaOTFwAoCaQA3NVc00VzWzvGB5SvogU8s59IiF86D/eJc+7ePcoP2cGxa1n2ORpBHtqUE7qZwkMs2Okk7PlKA9zSi3rxTcs8/ske3GojEG7NHtyTOSTJ4KsH8kQjwpu8RicZx22V6hz02RzxrBLvJNLIU+18R5r1sP474A+kb72N+5n5bOFo71HcNgqPRXsq1yG83VzTQWNs4cqI2x5qQPB639GMaG7fND1unYsHV9OAjhIJFgP+67/wzyChb3SZK5NdFKKaXU0uB0z21qwMho0gh2cti2A3j3O9bpdAe9cfuTwnXpzKPcWXpUujyXk8oCJ5UFs39ZMMYwODpxkJvOviHCOO0ZSiIMhqIMhMK0944wEJq+nAQgP2/6kG1ddk8K3TrKfakSTxF3VF/PHaVNDA538vrF/bR0v8VTh/+NJw98m1JHHtu9lWx3FbPGOJHISFI4HrZ+5ZmNK8/aIdhTAA7PzEdfTSMN0UoppdRicXvBXQuFtTOvY4w1Yj0paPdOLifpOGBdni6I5BWCv+TSHSInzURSbJWbZCGxj/RY5HNTX+YnWOqe8RcHYwwj4RiDo1bAHhixg/ZoNCl0RzjdM8JgaPqSErBquAu9rmlD9tSR76w5nHvyaPDY0MSo8KSR4SmnyeslzfleCNxmL0HivMEYrdLHc0NnedrhpMiRxzZfFdsDdayr2ogzr8AKx54A5OVPhGVPwF7yJ82UEw4Gcfsz79dDDdFKKaVUJhGZCBPF9TOvZ4xVi51cLjKpVrsXetsus3PkNLOPJJeUeIuyul5bRAjkuQjkuagpuvxR+aKx+CUhezxoj5/2jYRp6w4yOBohFr+0JHZ8lpLJo9kuivyXhu5Cn/vqZvqKx6cE3eFpyyGmD8dzHQ3Ot5a8fOuXlvGQ68lPCsETlwOefG72BLjZ7SMUG+XNrjdp7Wzlpa63eS7eTWAsxNairTRXrWNj2UZcjuyNotnbcqWUUiqXiUwcybG0ceb14nFrju2ZgvbwReiyjyg51fhsJ5cE7SnlJFl42PbpuJwOyvLzKMu//LRX4ztNJofs5NA9fl1bd5D+kTChyDSB1RgCrjiVngjlnjCl7gil7jBFjjCFzjEKHGMEGMXPKF4TIi8+giSH45mOADpO5NIR36lBODESnBSMpxkNvhI+l48ba278/9m78+g4z+vO89+nNtSCpVDYV4IAF0kUSUkkAVG2JVk2rZVqJzNux3Y6PdOZo+me7k66+8wkmf7HM2fmnEmnZ3ra3T7T7o7jZDx2nDiO5ZCULEvyIpkWBXDRZoniAhAksRSWwl5VAGp55o+3Vuwgq1Db/ZxTB0BteKCrAn51ed/n5eGmh1mOLPPB5Adc8Bo7fZwdPovD4uCBugc40nCE+2vvx2YurAP6JUQLIYQQxcxkStlre8/694uEk7PZwanVO5LMDoH3fSO8rWS2xk5mU5u+zd/K8G3dvBtcKJRSlJdZKLcqWuwhcC2tGHlI7w6Hg/MsB+cIBeaILC4QWVpALy0QXQwRjho7TYXjl9h5GJaBBVXGorKzaHKwqJxoqxNVVocq243ZXoHVUYnNWUGZqwqHqxJneRWuykoqK6sps7vy5s2NzWzjSMMRjjQcIRQN8ZHvIy6OXeSdsXc4N3oOm9nG4drDHGk4wqG6Q9gt+X8grYRoIYQQQhhdx/I647KR8NIa2/zFtvoL+GCqH273rnNwpGN1R3tl0HZ4wLKDHUmtjZ9pO/PA2+oGm8BWjqWsHIvNBVVuqGtNGYeoSOkEGx+1zcmCdjAbsTK7pFkMhlkKhpiPd7oXU7reMyGCE6ld7rnYZQi71Uxl7FTuqXPblQ5j3CRxm8NKRZllxw6etJqsHK47zOG6w4TvC3Nl+goXvBe4NHaJ82PnsSgL99fez9GGozxQ/8COrOlOyBZ32yDbYhU/qXFpkDqXBqlzDmlthMuVoyNr7bO91lyurTwWqlNGSRJd7pQzR5otRp3tZRDybyEAp2yjFr8sza999spUFvuKsYctjEPEw7HFnvVu8FI4EtuVJBmyEyMmgRWhOxhe8yRlJqVi2/+t3qkkdevAeCC3WTJ/1s6ojnJt+hoXxoxAPb00jVmZ2VOxh9994HepddRm/HtuRra4E0IIIcTOUQpsTuPiblv/flobIXatPbXj183cMsZM1mr6lVVSthwEvcn2Z8qU0vGNXcob1zwwLhGIU8Nxnu9kUmYxU1dhpq5i81nuaFQzvxROO1gyNWTHg/bY3AKzwRBL4bUPPnRYzau3A3Ss7ni7nTZcNvOWutwmZWK/Zz/7Pfv58j1f5sbsDS6MXeAd7ztU2HZ+j+jNSIgWQgghRG4oBfZK48IWDo5cdYr2aSIRsFR4VnSIV4RjS1nezAbnmsmU3CJwg7c3CYuhyKqgndr1ng2G8M4ucsU7z/zi2l1us0ml7UiS9nGNrQOtZmNf7k53J53uTp5tfZYy8+ZvEHaahGghhBBC5LfUgyNrutJuCvv9lMnYTtbYrWbsVjP1lZsf6Bfvcq8eIUnvdI/OLjIbDLG8TpfbabOkbQ9oN2u+8kgXVY78OpGQhGghhBBCCHHXUrvcm9FasxSOMhcMMbMiaBufG93u4ZlFpheCfOWRHfgBtklCtBBCCCGE2FFKqS13uf1+P64860IDZP7QSiGEEEIIIYqchGghhBBCCCG2SUK0EEIIIYQQ2yQhWgghhBBCiG2SEC2EEEIIIcQ2Fdxpv5VSE8DNHH37WmAyR99b7AypcWmQOpcGqXNpkDoXv1zWeJfWum6tGwouROeSUurCeudPF8VBalwapM6lQepcGqTOxS9fayzjHEIIIYQQQmyThGghhBBCCCG2SUL09vyXXC9AZJ3UuDRInUuD1Lk0SJ2LX17WWGaihRBCCCGE2CbpRAshhBBCCLFNEqK3QCn1lFLqilLqulLqj3K9HpF5SqlvKaXGlVK/zvVaRPYopdqUUj9XSl1WSn2olPr9XK9JZJZSyq6U6lNKvRer8f+a6zWJ7FFKmZVS7yilzuR6LSI7lFKDSqkPlFLvKqUu5Ho9qWScYxNKKTNwFTgBDAHngS9prT/K6cJERimlHgUWgG9rre/P9XpEdiilmoAmrfUlpVQFcBH4vLyei4dSSgEurfWCUsoKnAV+X2v9do6XJrJAKfWvgKNApdb6uVyvR2SeUmoQOKq1zru9wKUTvblu4LrWekBrvQz8FfD3crwmkWFa6zeBqVyvQ2SX1npUa30p9vk8cBloye2qRCZpw0LsS2vsIt2iIqSUagWeBb6Z67WI0iQhenMtwO2Ur4eQP7pCFDylVAfwINCb25WITIv9E/+7wDjwmtZaalyc/j3wB0A01wsRWaWBV5VSF5VSL+R6MakkRG9OrXGddDWEKGBKqXLgb4F/obWey/V6RGZprSNa6weAVqBbKSUjWkVGKfUcMK61vpjrtYis+4TW+iHgaeCfxsYv84KE6M0NAW0pX7cCIzlaixDiLsXmZP8W+K7W+oe5Xo/IHq31DPAL4KkcL0Vk3ieA52Pzsn8FPKGU+k5ulySyQWs9Evs4DryIMWabFyREb+48sFcptVspZQN+CziV4zUJIe5A7KCzPwMua63/Xa7XIzJPKVWnlHLHPncAnwU+zu2qRKZprf9nrXWr1roD4+/yz7TWv53jZYkMU0q5YgeBo5RyAZ8D8mYXLQnRm9Bah4F/BvwE4yCk72utP8ztqkSmKaW+B5wD9iulhpRSv5vrNYms+ATwDzC6Vu/GLs/kelEio5qAnyul3sdogrymtZbtz4QoTA3AWaXUe0Af8JLW+pUcrylBtrgTQgghhBBim6QTLYQQQgghxDZJiBZCCCGEEGKbJEQLIYQQQgixTRKihRBCCCGE2CYJ0UIIIYQQQmyThGghhBBCCCG2SUK0EEIIIYQQ2yQhWgghhBBCiG2SEC2EEEIIIcQ2SYgWQgghhBBimyRECyGEEEIIsU0SooUQQgghhNgmCdFCCCGEEEJsk4RoIYQQQgghtsmS6wVsV21tre7o6MjJ945Go5hM8r6jmEmNS4PUuTRInUuD1Ln45bLGFy9enNRa1611W8GF6I6ODi5cuJCT7+33+3G5XDn53mJnSI1Lg9S5NEidS4PUufjlssZKqZvr3SZv3YQQQgghhNgmCdFCCCGEEEJsk4RoIYQQQgghtklC9BZorXnx2ovcmLuB1jrXyxFCCCGEEDlWcAcW5sKof5SXb7zMcniZBlcDRxuP0tPUQ3tFO0qpXC9PCCGEEELsMAnRW9Bc3szXPv013rr1Fu/PvM+rN1/llcFXaHA20N3YTXdTNy3lLblephBCCCGE2CESorfIaXVyvPE4n+36LPPL81wau0Svt5czA2c4PXCaZlcz3U3ddDd20+hqzPVyhRBCCCFEFkmIvgMVtgoea3uMx9oeY3ZplgveC/R5+/jR9R/xo+s/or2iPdGhrnXU5nq5QgghhBAiwyRE36Wqsio+s+szfGbXZ5hanOK89zx9o3384NoP+MG1H9BZ1cmxxmMcazyGx+7J9XKFEEIIIUQGSIjOII/dw5MdT/Jkx5NMBCaMQO3t46+v/DV/feWv2Ve9j2ONxzjacJSqsqpcL1cIIYQQQtwhCdFZUues45nOZ3im8xm8fi993j56R3v57uXv8peX/5J7PPfQ3djNkYYjlNvKc71cIYQQQgixDarQ9j0+evSovnDhQk6+dybO3T40P8R573l6vb2MB8YxKRP31dxHT2MPD9Y/iNPqzNBqxZ3IRI1F/pM6lwapc2mQOhe/XNZYKXVRa310rdukE73DWitaaa1o5fN7Ps+t+Vv0jvZy3nueP/v1n2FWZg7WHqS7qZsH6h7AbrHnerlCCCGEEGINEqJzRCnFrspd7KrcxRf2fYGB2QH6vH2c957n3Yl3sZlsHKo7RHdjN4fqDmEz23K9ZCGEEEIIESMhOg8opehyd9Hl7uK39v8WV6ev0uft44L3AhfGLlBmLuOBugfoaerhQO0BrCZrrpcshBBCCFHSshailVLfAp4DxrXW969xexXwHaA9to7/U2v959laT6FQSrHfs5/9nv18+Z4v8/H0x5wfPc/FsYv0entxWBw8VP8QPU093OO5B4tJ3gcJIYQQQuy0bCawvwC+Dnx7ndv/KfCR1vqkUqoOuKKU+q7WejmLayooZpOZAzUHOFBzgN++77f5yPcRfd4+Lo5d5Fcjv8JldXG04Sjdjd3s9+zHpEy5XrIQQgghREnIWojWWr+plOrY6C5AhVJKAeXAFBDO1noKncVk4VDdIQ7VHSJ0X4gPJj+gz9vHuZFzvDH0BlW2Ko42HuVY4zH2uvdi/GcVQgghhBDZkMtZgK8Dp4ARoAL4otY6msP1FAyr2cpDDQ/xUMNDLEeWeW/iPXpHe3lz6E1+euunVJdVc6zxGN1N3eyu3C2BWgghhBAiw7K6T3SsE31mnZno/xr4BPCvgC7gNeCw1npujfu+ALwA0NbWduTy5ctZW/NGotEoJlP+jkwshhd53/c+F8cv8tH0R0R0hFp7LQ/VPcSR+iO0ulolUG8i32ssMkPqXBqkzqVB6lz8clnj8vLydfeJzmWIfgn4Y631L2Nf/wz4I61130bPWegnW9kp/pCfS2OX6PP2cdl3mShRGp2NHGs8Rk9TD83lzbleYl4qpBqLOyd1Lg1S59IgdS5+crKV1W4BnwF+qZRqAPYDAzlcT1FxWV18qvVTfKr1U8wtz3Fp7BK9o72cGTjD6YHTtJa3GiMfjd00uBpyvVwhhBBCiIKSzS3uvgc8DtQqpYaArwJWAK31N4D/DfgLpdQHgAL+UGs9ma31lLJKWyWPtz3O422PM7M4w4WxC/SO9vLi9Rd58fqL7KrcRXdjN8caj1HrqM31coUQQggh8l5WxzmyQcY5MscX9HF+7Dx9o30Mzg0C0FnVSU9TD8cajuG2u3O7wBwothqLtUmdS4PUuTRInYufjHOIvFPjqOGpjqd4quMpxgPjidOOf+/j7/FXH/8Ve6v30t3YzdHGo1TaKnO9XCGEEEKIvCEhWgBQ76znuc7neK7zOUYXRunz9tHn7eM7l7/Ddy9/l3s999Ld1M2RhiO4rPKOXwghhBClTcY5tqHU/slIa83QwhB9o0agnghOYFImDtQcoKexhwcbHsRhceR6mRlVajUuVVLn0iB1Lg1S5+In4xyi4CilaKtoo62ijd/c+5sMzg1y3nuePm8f3/z1N7F8aOFg3UF6Gns4XH+YMnNZrpcshBBCCLEjJESLLVFKsbtqN7urdvOFfV+gf6afXm8vF8cu8s74O9hMNg7XHaa7qZuDtQexmW25XrIQQgghRNZIiBbbppRiT/Ue9lTv4Uv3fImr01fpG+3jwtgFzo+dx26282D9gxxrPMb9tfdjMcn/ZkIIIYQoLpJuxF0xKRP3eO7hHs89fOXer/Dx1Mf0enu5NHaJc6PncFlcPNjwID2NPdzjuQezyZzrJQshhBBC3DUJ0SJjzCYzB2oPcKD2AL9z3+/woe9Do0PtvcDZ4bNUWCs40nCE7qZu9lXvw6RMuV6yEEIIIcQdkRAtssJisnC47jCH6w6zHFnmg8kP6Bvt462Rt/jF0C9wl7k50nCEnsYeutxdKKVyvWQhhBBCiC2TEC2yzma2caThCEcajrAUWeK98ffo9fbyxu03+Omtn+KxexKnHe+o7JBALYQQQoi8JyFa7KgycxndTd10N3UTDAd5Z+wder29vHrzVV4ZfIU6Rx3djcbtreWtEqiFEEIIkZckRIuccVgcPNLyCI+0PII/5Ofi2EXOe8/z8o2XeenGSzS5moxA3dhNU3lTrpcrhBBCCJEgIVrkBZfVxaOtj/Jo66PMLc9xwXuB897znOo/xd/1/x2t5a10N3XT09hDnbMu18sVQgghRImTEC3yTqWtkifan+CJ9ieYWZzh/Nh5+kb7+OG1H/LDaz+ko7KD7qZujjUco8ZRk+vlCiGEEKIEZS1EK6W+BTwHjGut71/nPo8D/x6wApNa68eytR5RmNx2Nyd2neDErhNMBicTpx3//pXv8/0r36erqoueph6ONhzFbXfnerlCCCGEKBFKa52dJ1bqUWAB+PZaIVop5QbeAp7SWt9SStVrrcc3e96jR4/qCxcuZH7BW+D3+3G5XDn53iLdmH+MPm8f573nGVoYQqHYV72PnqYejjQcocJWcUfPKzUuDVLn0iB1Lg1S5+KXyxorpS5qrY+udVvWOtFa6zeVUh0b3OXLwA+11rdi9980QAsR1+Bq4GTXSU52nWRkYYTe0V7Oe8/z7Y++zXc++g731txLd2M3DzU8hMsqv1yFEEIIkVlZ60QDxEL0mXU60fExjgNABfA1rfW313meF4AXANra2o5cvnw5W0veUDQaxWSSs+zlK601w/5hLoxf4NLEJSYXJzErM/dV38dD9Q9xuOYwdot9w+eQGpcGqXNpkDqXBqlz8ctljcvLy9ftRG8pRCulfhP4N0A9oGIXrbWu3ORxHawfor8OHAU+AziAc8CzWuurGz2njHOIrdBac2PuBn2jxsjH9NI0VpOVg7UH6Wnq4XDdYWxm26rHSY1Lg9S5NEidS4PUufgV+jjHnwAntdaZbAEPYRxM6Af8Sqk3gcPAhiFaiK1QStFZ1UlnVSdf3P9Frs9cT8xQXxq/hM1s44G6B+hu7OZg7UGsZmuulyyEEEKIArLVED2W4QAN8HfA15VSFsAG9AD/d4a/R+bMDoFZdn8oREop9lbvZW/1Xr50z5e4MnWFPm8fF8Yu0Oftw26281DDQ3Q3drPLvivXyxVCCCFEAdhqiL6glPpr4EfAUvxKrfUP13uAUup7wONArVJqCPgqxgw0WutvaK0vK6VeAd4HosA3tda/vqOfItv8k/DiP6aszA0dj0BbDzQeBMvqcQCR30zKxL0193Jvzb185d6v8PHUx/R5+7g4dpG3Rt7Cho17au9hX/U+9lXvo6OqA4tJtlMXQgghRLqtzkT/+RpXa631P8r8kjaWk5no5QAMnmV54Cy2iV9DZBksZdD8oBGoW4+Co3pn1yQyKhQN8eHkh/QO9XLTfxNvwAuA1WSls6qTvdV72Ve9jy53Fw6LI8erFXdLZihLg9S5NEidi1++zkRndXeObMj5gYVlVvC+D7f74HYvBHzGjbV7jUDd1g3Vu0GpnKxR3J34C3VueY5r09e4On2Vq9NXuTV3C41GoWiraEuE6n3V+6gqq8r1ssU2yR/d0iB1Lg1S5+JX0CFaKdUK/EfgE4AGzgK/r7UeyuRCtyLnITq1iFrD1AAMnTcC9eQ143pXLbR2G4G68ZCMfRSQ9V6owXCQgZmBRKi+MXuD5egyAA3OBmPm2m0E63pnPUreROU1+aNbGqTOpUHqXPzyNURvddjzz4G/BL4Q+/q3Y9eduPvlFTCloKbLuBz+LQhMwdAFI1Bffx2uvJwc+2jtNsY+nJ5cr1rcAYfFwYHaAxyoPQBAOBrm5txNrk5f5dr0Nd4Ze4ezw2cBqLJVJTrVe6v30lbRhknJHqZCCCFEMdlqJ/pdrfUDm123E/KqE72R8HJy7GOozzg4EZJjH63HwNMpYx955k7f7WqtGfGPcHXK6FRfm7nG1OIUAHaznT3uPYlg3VnVKVvq5Zh0rkqD1Lk0SJ2LX6F3oieVUr8NfC/29ZcAXyYWV7QsNqPz3HoU9D+B6RvJOep3vmNcZOyjaCilaClvoaW8hU+3fxoAX9CXGP+4Nn2NF6+/CIBZmdldtTvZrXbvxWl15nL5QgghhNimrXai24GvA8cxZqLfwpiJvpnd5a1WMJ3ojQSmYPiiEaiHLxm7fZht6bt9yNhHTmTz3e7C8gLXZ64ngvXg3CBRHUVhBPDUgxWr7bLbSzZJ56o0SJ1Lg9S5+OVrJ1p259iGrBQxvAzeD4xAvXLsI96llrGPHbOTL9TlyDL9M/1cm7nG1amrXJ+9znLEOFix1lGb6FLvq95Ho6tRDlbMIPmjWxqkzqVB6lz8CjJEK6X+QGv9J0qp/4jRgU6jtf69zC1za4ouRKfSOjb2Ed/tI3YGdGeNEabbemTsI8ty+UKNRCPcmr+VGP+4Nn2N+dA8AOXW8rSDFXdV7MJsMudkncVA/uiWBqlzaZA6F798DdGbzUTHT/Wdm9RaapQyus6eTjj8RQhOx3b76IP+n8GVH8fGPh5IHpwoYx9Fw2wyZqV3V+3myY4n0VozFhhLjH9cnb7KO+PvAGAz2+iq6kqMf3S5u7CZ5c2VEEIIsVM2DNFa69OxTwNa679JvU0p9YU1HiIyyVENe08Yl5VjH7f7jPvI2EfRUkrR6Gqk0dXIo62PAjC9OJ04Ccy1mWuc6j+FRmNSJjoqO4zxD48xBlJuK8/xTyCEEEIUr60eWHhJa/3QZtfthKIe59gqrWF6MLnbx5pjHweNParFtuRNjbcoEAokDla8Nn2NgdkBIjoCQJOrKTH+sa96H7WO2hyvNn8UWp3FnZE6lwapc/EryHEOpdTTwDNAi1LqP6TcVAmEM7dEsS1KgWe3cZGxj5LmtDo5VHeIQ3WHAAhFQgzMDhgHK05fpXe0lzeG3gDAY/ew1703EapbylvkYEUhhBDiDm02Ez2CMQ/9PHAx5fp54F9ma1Fim1aOfYx9kOxSx8c+avYYgVrGPoqa1Wxlv2c/+z37AYjqKEPzQ4lO9cdTH9Pr7QXAZXGxp3pPYheQjqoOLKatbh0vhBBClLatjnNYAQXcg7FLxxWt9fImj/kW8BwwrrW+f4P7HQPeBr6otf7BZmuRcY5tiI99DMV2+5i4Ylzv9MTmqHug6ZCMfaQouBpvk9aaieBEIlRfnb7KWGAMAKvJSmdVZ+JgxU53Jw6LI8crzo5ir7MwSJ1Lg9S5+BXkOEeKE8B/BvoxwvRupdR/r7X+8QaP+QuME7R8e4OFmYF/A/xki+sQ25E69nHo76ePfQz8HK6+khz7iB+cKGMfRU0pRb2znnpnPZ9s+SQAs0uzaQcrnhk4g0ajULRVtCVC9d7qvVSVVeX4JxBCCCHyw1ZD9L8DPq21vg6glOoCXgLWDdFa6zeVUh2bPO8/B/4WOLbFdYi7kTr2EQmB9/30sY9zyNhHCaoqq+Jo41GONhpvtIPhIAMzA4lt9d4YeoPXb70OQIOzIe3MinWOOpmrFkIIUZK2GqLH4wE6ZgAYv5tvrJRqAX4DeAIJ0TvPbIWWI8al5x+nj328+13jkhj76IamwzL2USIcFgcHag9woPYAAOFomMHZQa7NGCeAeWfsHc4OnwXAXeZOO1ixtaIVkzLlcvlCCCHEjtjqTPR/AnYB38eYif4CcAX4FYDW+ofrPK4DOLPWTLRS6m+A/0tr/bZS6i9i91tzJlop9QLwAkBbW9uRy5cvr3W3rItGo5hMJRAQFmcxj17CNHwek/d9VHgRbbYRbTxEtPkIkeYj4CjOsY+SqfFd0FozGhjl+ux1rs9ep3+2n+mlaQDsZjudlZ3sce+hq7KLjsoOrCZrjle8mtS5NEidS4PUufjlssbl5eV3dtrvxJ2U+vMNbtZa63+0zuM6WD9E38CYrwaoBQLAC1rrH220FjmwcIdFQrGTvMTGPvwTxvU1XbGxj56iGvsoyRpnwGRwMu1gxVH/KABmZZyFMT7+sce9B6fVmePVSp1LhdS5NEidi1++Hli4pRB9F9/LGHvtAAAgAElEQVS4g3VC9Ir7/QUbdKJTSYjOobTdPvpg4mPjekd18iQvBT72UfI1zpD55Xmuz1xPhOrBuUGiOopC0VLekgjV+6r34ba7d3x9UufSIHUuDVLn4pevIXpLM9FKqd0YBwF2pD5Ga/38Bo/5HvA4UKuUGgK+Clhjj/vGFtcu8smq3T5mYDi+28cbcPUnxm4fTYeTByfKbh8lqcJWwYP1D/Jg/YMALEWWGJiJnQRm6ipnR87ys9s/A6DWUZsWqhucDXKwohBCiLy31XGO94A/Az4AovHrtdZvZG9pa5NOdJ6Kj33ED05ciB13WtOV3JO6pivvxz6kxjsjHA1za/4W16avJbrVC6EFACqsFeytTh6s2F7Rjtlkzuj3lzqXBqlzaZA6F7987URvNUT3aq17Mr6yOyAhugBoDTM3Y3PUa4x9tHYbe1Pn4diH1Dg3tNZ4/d7E6cqvTl9lMjgJgM1sY0/VHvZ5jDMrdrm7sJltd/X9pM6lQepcGqTOxa/QQ/SXgb3Aq8BS/Hqt9aVMLXKrJEQXoNSxj+FLEF40tthresDoULceA1dNrlcJSI3zyfTidNrBisMLw2g0JmWio7Ij7WDFclv5tp5b6lwapM6lQepc/PI1RG91n+iDwD/A2NM5Ps6hY18LsTGHG/Z81risHPsYOm/cx9OZnKOu2ZP3Yx8i+6rt1fQ09dDTZPwjmD/kTztY8bWbr/HK4CsANLma0uaqaxz58aZMCCFE8dpqJ/pj4JDWejn7S9qYdKKLSGLsIxao82DsQ2pcOEKREAOzA4kRkOvT11mMLALgsXvY646dWdGzj2ZXc9rBilLn0iB1Lm6BUICpxSkqVSWV5ZW5Xo7IokLvRL8HuLnLsxQKkUYpqO4wLoe+kDL2cR5uvBnb7cOa3O2jtTtvxj5E7lnNVvZ79rPfsx+AqI5ye/524mDFj6c+ptfbC4DL4kocrNhR2YUr7MHpdMouIELkuUg0wmRwEm/Ai9effpldngWg2lrN5/d9nuPNx7GYthprhLh7W+1E/wI4BJwnfSZ63S3uskU60SUiEgbv+6t3+/B0JvekzsLYh9S4eGitGQ+Mc23mGh9Nfsz5kY+4OTPK/FKIaBQc5mpq7XW0VDSyu7qF/bWt3N/QTlN5nfwhLhLyei4c/pAfr9/LqH80EZJH/aOMB8aJ6Ejifi6riyZXE42uRppcTbisLl4beI3h4DA19hqe2f0Mn2z9ZF6eKVXcuXztRG81RD+21vWyxZ3YEVrDzK3kWROzOPYhNS4eoUiU94dmeOu6j4u3plkMRXCULbGraY6I8jIamMTr9zK9PElYG70BhaLMYsZjr6XJ1cAudzP7a1vprG6mwdlAraM249vtieyR13N+CUfDRlc5JSTHP58PzSfuZ1Zm6p31NLoajYuzMRGc1zqIeGFhgYHgAKf6TzEwO4C7zM0zu5/h0dZH73onH5EfCjpE5xMJ0YLFWRiK7fYxcglCwRVjH8fAVXtHTy01LmzhSJT3h2c51+/jwuAUwVCE8jIL3bs9HO+s5b7mSswmlVbnSCRK/9QE74/e4qpviMGZEUYWvMyFfISYJqqWMZtM2C0mHDYr9c46dlU10VndTEt5Ew2uBuqd9dTYayRg5xl5PefG/PL8mkF5PDhOVCdONUGFtYKm8iYanY00lhthudHVSJ2jbluvpXidtdZ8NPURp/tPc3X6KlW2Kp7a/RSPtz1OmTn/tlQVW1fQIVopNY+xGweADePMg36t9Y5P8kuIFmkiYRj7ILkn9cKYcf0djn1IjQtPOBLl1yNzvD3g4/yNKfzLYVw2C8d2e3i4s4b7myuxmE1pj9lKnf1LYW76/Hw8PsbHk7cZmBphxD/GYnSKkJomrGawWiLYrWbsFhNOm42WinpaKxppcDXQ4Gqg0dloBGxHDSZl2vD7icyT13P2hKNhxgPjyRnlgJfRBSMw+8P+xP3MykyDsyExfhHvKDe6GnFanRlZy1p1vjJ1hVP9p7g8dZlyazlPdjzJE+1P4LA4MvI9xc4q6BC9xhN+HujWWv/ru13cdkmIFuvSGmZvJ8c+xi8b1zuqje50W8+mYx9S48IQiWo+HJnl7QEffTemWFgK47CaOdrh4XhXDYdaqlYF51R3WudoVOOdW+SmL8BN3wLXfONcnxpmMjhOiBnCahoss5itc1gtUexWE3aLGafNRr2zLtG1bnA20OBskICdZfJ6vjtaa+ZD84lwHA/LXr+XicAE0eQJjHGXuRNhOTUw78T/3xvV+fr0dU4NnOLXk7/GZXFxouMEn23/bMYCvNgZRRWiY0/6ttb64bta2R2QEC22LD72MXQehi8mxz4aDyX3pF4x9iE1zl/RqOajUaPj3HtjivnFEHarmSPt1Tyyp4aDLW5slq39sc50nReWwtyeCnDT5+fWVIDBST+DM5MEIj5CapqImqHMPo/VNk/UPIPFbARsi8mE2WROBOt6Z73xucsI2R67RwL2XZDX89aEoiHGA+NGWF6xC0YgHEjcz2qy0uBsSHSTG1zJDnMuO7xbqfPA7ABn+s/w7sS72M12Tuw6wYldJ7Z9oiaRGwUdopVSv5nypQk4CjymtT6emSVunYRocUfWHfvYndw+r3Yv/kBAapxHolHNlbF53ur30XfDx2wwhM1iBOfjXTUcbquizLL9OeSdeC2nd62NcH1zKsDkwiIRFgirGSy2ecpdC9jK5sE8xyLTmE3hxNZ7FmWhzlmXCNgNzoa0gC1b9G1Mfmcnaa2ZXZpNhOT4rPKofxRf0IcmmQXcZe60HTDi3eUae01e/j+3nTrfmrvF6YHTXBy7SJm5jCfan+DJjieptMk+0/ms0EP0n6d8GQYGgT/VWu/4vtESosVdW3fsw81y7f3YqpvB7jbGQBzu2OdusJXLmRR3gNaaq2MLnOufpPfGFNOBZWwWMw+2uXm4s4aHdrnvKDinyuVreWEpzC1fgFtTfiNgTwW4PRUgFIkaQcbkx10RoMIVwO5YAMssIaaZWZokpEOJ50kN2I2uxrRutgRsQyn+zl6OLDMWGFvzwL74yYgAbCZbcveLlBGMBmcDdos9hz/B9t1JnYfmhzgzcIbz3vNYTVYeb3ucpzqewm13Z2mV4m4UdIjOJxKiRcaljH2Eh9/DkrLVUhqTORmo00J2lfF56m32Kgnc26C15vr4Am8P+Hh7YAqffwmr2ZQSnKuxWzO380W+vZajUc3o3KLRsY4F61tTAXwLiW35qSiz0FAdxl0RwO70Y7bMssQ0E8ExJgIThHU4cV+ryUqdoy7RtU50sl0NVJdVl0zAzrc6Z4rWmuml6bSgPOYfY9Q/ytTiVFpX2WP3pHWT41vGFdMbrbup8+jCKC/deIm3R97GpEw81vYYT+9+Go/dk+FVirtR0CFaKfUnwP8OBIFXgMPAv9Baf2eDx3wLeA4Y11rfv8btXwH+MPblAvBPtNbvbbYWCdEim/x+Py6HA5bmIDgNizPGmRQXZ4yvE5+nfEzZsilBKSNIx4P1ypCdGsTtVUZALzFaa/on/Lw94OPcgA/fwhIWk4nDbVUc76zlyK5qHLbs/HcplNfyQmyHkNtTAQZ9RrCOd60BzCZFc5WDdo+DmqowTqcxdz0fnmQ8MM5YYGzVySpsJtu6IyLuMnfRBCsonDqvZymytOosfaN+Y255ObKcuF+ZuSy5n3Jsy7gml7H9Yinsk5yJOo8Hxnlp4CV+NfIrFIpPtnySZzufpdZxZ9uliswq9BD9rtb6AaXUbwCfB/4l8HOt9eENHvMoRjj+9joh+hHgstZ6Win1NPC/aK17NluLhGiRTduusdawvLA6YK8K4LGPkdDaz1NWuUaHOzWApwRyc+GeiUtrzaAvwLl+H28P+BifX8RsUhxscfNIVw1HdlXjKsv+2QIL+bUciWpGZ4Pcmgoku9a+AD5/smtdabeyq8ZJe42Ltmo77oolTJY5fIsTiWC9XsBeeXBj/FJVVlVwAbsQ6qy1ZmpxatXohTfgZWpxKnE/haLGUZMIy6k7YBRibTIpk3WeDE7y8sDL/HL4l2g0jzQ/wrO7n6XB1ZCR5xd3ptBD9Ida6wNKqT8F/lZr/YpS6r2NQnTscR3AmbVC9Ir7VQO/1lq3bLYWCdEim7JaY62NHUI263DHbw8vrf08NtcGHe4VIyYZOIvj3dJac3sqyLmBSc71+/DOLWJSioMtVTzcVcOxDg/lOxCcUxXja3l+MZQWrG/6AgxNp3etW9wOdtW4aPM46ahx0lptJ2paYMw/lhaux/xjTAQn1gzYq0ZE8jhg51Odg+EgY/6xtP2UvQEvY/4xlqPJrrLD4kh0lFO3jGtwlkZX+U5ko85Ti1P8+MaPeXPoTcLRMMebj/Ps7mdpKm/K6PcRW1PoIfqPMTrQQaAbcGOE4w07x9sI0f8jcI/W+r9b5/YXgBcA2trajly+fHnTNWdDNBrFZJLtpopZXtU4vIhanIXFWdTiDGppFhWcgaXY17HrWZxFhQJrPoW22MFehbZXoe1udGxeW5dVoR3V6LKqxO1YHBmd4x6eCdI3OEPfzRlGZ5dQCu5rLOfYLjdH2t1U2Hc2OKfKqzpnUSSqGZtb4tZ0kNuJyyLTgeS/iFTaLbRV22mrdiQuze4yTMoIEhPBCcaD44mP48FxJhcn0848ZzPZqHPUUe8wuth19jrja2c9ldbKnAXsna5zVEeZWpxiLBh7UxIcN4JyYIzZ5dnE/RSKGntN4mQ8jY7GxJuSXP73KlTZrPPs8iyv336dX478klA0xEN1D/H0rqdpdjVn5fuJteXyd3Z5efndH1gY6xbPaa0jSiknUKm19m7ymA42CdFKqU8D/w/wSa21b7N1SCdaZFPB1ji8bBwguZUO99I6B06abbEO9kYd7o13KhmeCfJ2vzHjPDQdQKG4r7mShztr6N7tocqRH6MoBVvnDJlfDHEzNmN9K7a/9dB0MNG1tphMNLvt7Kpx0e5xsqvGyS6PiyqnUb9INGKExVjXeiyQ7GRPBCfSAnaZuWzVwY3xDnalLbuBMVt1DoQCxlZxC960LePG/GNpB3i6LK60vZTjH+ucdVhN+fFaKAY78XqeW57j1cFX+emtn7IUWeKh+oc42XWSXZW7svp9haGgO9GxJ3kE6AAS7SOt9bc3eUwHG4RopdQh4EXgaa311a2sQ0K0yKaSqHEkvPrAyXVHTGbXfg6TOTGnvWCqYDBg5cqMmVtBG35TJXV1Ddzb2cbhPR1UVdfm3U4lJVHnbYrPWsfD9c3YNnxT/uSoQZXDmgjW7R4nHTUumt32tLNDRqIRfIu+VeF6LDDGZGAy7Sx3drN91cGN8aBdYa2464B9N3WORCNMBidXnXzE6/emdZVNmKhz1q3eAcPVmJGfQWxuJ1/P/pCfVwdf5fVbrxMMBzlcd5iTXSfprOrcke9fqgo6RCul/j+gC3gXiA/Jaa31723yuA7WCdFKqXbgZ8DvaK3f2nQRMRKiRTZJjVeIRtMD9+IsBKeZm57g9sgoExNjRPxTuKLz1FkXcdtNVNqtWFNPuZ3YqWSNrQDTOtw7t1OJ1Hnr5hZDsX2tk8F60651jWvNf3UIR8P4gr70+etYN9sX9K0K2PGudaMzOe5Q76rfcjjdSp39If+qg/pG/aOrDrost5avOqV1o6uRWkctFlPuRpNEbl7PgVCAn976Ka8Ovoo/7Of+mvs52XWSvdV7d3QdpaLQQ/Rl4D69jU2llVLfAx4HaoEx4KuAFUBr/Q2l1DeB/wq4GXtIeL1FppIQLbJJary+ifmlxHZ0AxMLAOypL+d4Zy09nR5qXba1dypZb8RkSzuVrNylZMV1d7hTidT57kSimpGZYEqwNkZCpgNrd63j4yAru9apwtEwk8HJtIMbxwPGTPHKM+o5LI70Lfpinex6Zz3l1vJEwI7XOf7ca52AZD5lX3izMk7Bnrqfcjwsy+mh81cuX8/BcJCf3/o5Pxn8CfOhee7x3MPzXc+zv3q//CtEBhV6iP4b4Pe01qOZXtx2SYgW2SQ1Tje5sETvwBTnBia5Pm4E5866ch7urOHhTg/1FXd4ZrNNdyqZTb8tvLj286zaqaRq/W0CU3YqkTpnR7xrnZy39nN7Kkg4muxat7gdtNckg3V7jXPTWfl4CE6dwY6H7ZUB22lxJgL2/OI8U8tTjAfH0+a0K6wVNJU3JfZSjm8ZV+eow1yCe7YXunx4PS9FlvjF7V/wyo1XmF2eZa97L893Pc99NfdJmM6AQg/RPwceAPqAxL5bWuvnM7XIrZIQLbJJagzT/mV6b/g41+/jypjRpdtd64oF5xoaKnNwSuDw0tb34l72r/0cFnsiWC9bK7HVdkBlC1S1QmUzlFXs6I9UKsKRKKOzi4mu9c0p46yMqV1rt8OWHqw9zg271qlC0RCTgcm0+et4wDZFTbS529I6yo2uRpxWZzZ/ZLHD8un39nJkmV8O/ZKXb7zM9NI0nVWdnOw6yaHaQxKm70Khh+jH1rpea/3GXa5t2yREi2wq1RrPBkK8HQ/O3nk0mnaPk+NdRnBuqnLkeolbFwltPEYSnCE8O4Jl0Wd0xOPKKo0wXdVihOvKFuPryua82G+72MwGQ9xeEayHptO71q3Vjtie1rGDGbfQtU5Vqq/nUpOPdQ5FQ/xq+Fe8NPASvkUf7RXtPN/1PA/WPyhh+g4UdIiOPUkDcCz2ZZ/WejxD69sWCdEim0qpxrPBEOdvTHFuwMdHI3NoNC1uJ4901dDT6aG1uni7dX6/H5e9DBa8MDsMc7FL/PPgdPoDXLXJYF3VGvvYAq56KIH9pndKatd60OdPHNCY2rWudtoSgXqXx8WuGidNVWt3rUvp9VzK8rnO4WiYcyPnODNwhongBK3lrZzsOsnRhqMSprehoEO0UurvA/8W+AWggE8B/5PW+gcZXOeWSIgW2VTsNZ5fDHF+cIpz/T4+HJkjqjVNVQ6Od9VwvLOGNk/xBudUm9Z5OQDzozA7BHMjMBf7ODtkzHLHmcxQ0bx2B9tRnXdb+xWq2WByh5BBn5/bU2t3rVODdXuNE3Nkuahfz8JQCL+3I9EIvd5ezvSfwRvw0uRq4mTXSbobuzEpeSO+mUIP0e8BJ+LdZ6VUHfD6Zqf9zgYJ0SKbirHGC0thzg9O8faAj18PzxKJahoq7RzvrOF4Vw3tHmfJdUTuuM5aGwc9zg3HQvXt2MdhmB+BaHJLNKyO2DhIayxgxz6vbAZbabxZyaZwJMrITGzWOjYOctMXYCaY7FpX2Ex0NlQm9rRu96zftRaFq5B+b0d1lAveC5weOM3wwjANzgae7XyWh5selq0SN1DoIfoDrfXBlK9NwHup1+0UCdEim4qlxoHlMBcGpzk34OODoVnC0Sh1Fcng3FFTesE5VVbqHI2CfzxlLCSlg72wYvrN4U7vWscPbqxouuNt+4Qh3rW+OeXn+ugMo/NhhmfSu9ZtHmPWOrVrXWmX/+6FqhB/b2utuTR+idP9p7k1f4taRy3P7n6WT7R8QsL0Ggo9RP9b4BDwvdhVXwTe11r/YcZWuUUSokU2FXKNg8sRLt6c5tzAJO/dNoJzTXkZx2O7anTVuUo6OKfa8TqHl43xkEQHeyj5+cqzQpY3JEdD4uG6stWYy5b6bUtin+hY1/rmlD+5t/WKrnW105Y+DiJd64JRyL+3tda8N/Eep/tPc2PuBh67h6d3P82jLY9ilTfUCQUZopVSe4AGrfWvlFK/CXwSYyZ6Gviu1ro/GwveiIRokU2FVuPFUIRLt6Z5u9/HO7dnCEWieFw2Hu40Zpz31JdLcF5DXtV5aR7mRlPmrlMOdAwvJe9ntsYCdcrsdXxMpKxSAvYaNqtzatc6Hqyla1148ur1fIe01nzo+5BT/ae4PnMdd5mbpzqe4vG2x7GZbbleXs4Vaog+A/xrrfX7K64/CnxVa30yoyvdAgnRIpsKocZL4Qjv3Jrh7QEfl27NsByO4HbYeLjTw/GuWvY1SHDeTCHUGa2NXULiBzfG56/nhmHeCyknD8FWnnJwY2vy84pmsOZgX+88cSd1vtOudbPbgdkkr7tcKIjX8xZprfl46mNO9Z/iyvQVKqwVPLX7KT7d9mnsFnkt58LdhOhfa63vX+e2D2QmWhSbfK3xcjjKu7eN4Hzx5jRL4QiVdis9sY7zPY0VmOQP+Jbla523LBKGhbEVO4fEutcBX/p9nTXpXet4yC5vAHNxz15mss6zwRA3fenBOrVrbTXHdgjxJE91Ll3rnVHwr+d1XJ2+yun+03zo+xCX1cXndn2Oz7R/piRPFlSoIfq61nrPdm/LJgnRIpvyqcahSJT3h2Y4128E52AoQoXdSs9uDw931nBfU6UE5zuUT3XOuNCisVPIWvtfp57NUZmgojHl4Ma25EGORbI9X7brnNq1jp/q/KbPz2wwlLiPdK2zr6hfz8DAzACn+k/x/uT7OC1OPrvrs5zYdQKXtXh/5pUKNUR/D/iZ1vpPV1z/u8DntNZfzOhKt0BCtMimXNc4HInywfAsb/X7uDA4RTAUobzMQncsOB9orpI/vhmQ6zrnhNawNLd67jp+gGMkGfywlK2eu453sMvKc/czbFOu6jwbCK0aB9msa72rxkmFdK3vSKm8ngdnBzk9cJp3xt/BbrbzmfbP8LmOz1Fhq8j10rKuUEN0A/AisAxcjF19FLABv6G19mZ4rZuSEC2yKRc1DkeifDgyx7kBH+dvTOFfDuO0WTjW4eF4Vw33N1fKDgEZJq/lFbQG/2T6SWXiHeyFsfT72quSBzgmdg9pMbbns+TXAVD5VOetdq131aSMg0jXekvyqc474fb8bc70n+HC2AWsZitPtD3Bkx1PUlVWleulZU1BhuiUJ/g0EJ+N/lBr/bMtPOZbwHPA+Fpz1co48ulrwDNAAPhvtNaXNnteCdEim3aqxpGo5qOROd4e8NF7Y4qFpRAOq5mjHUbH+VBrFVYJzlkjr+VtiIRi2/ONpJzBMX569Jn0+5bXp3et41v15ej06IVQ53jXOjVYj8wsrtm1jgdr6VqnK4Q6Z8PIwghnBs7QO9qLxWThsdbHeHr301Tbq3O9tIwr6BB9h9/0UWAB+PY6IfoZ4J9jhOge4Gta657NnldCtMimbNY4GtV8NGoE574bU8wthrBbzRxpr+Z4Vw2HWt3YLBKcd4K8ljNkOZA8uHHlCWbWOj36qv2vW4zOdpbmrwu1ztvpWqcG66aq0uxaF2qdM8Xr9/LSwEucGzmHUopHWx/lmd3PUOOoyfXSMqbkQnTsG3cAZ9YJ0f8Z+IXW+nuxr68Aj2utRzd6zlyEaK01oYhmeTFAeXnhzAOK7cv0C1Vrzcfeec71++i94WM2GMJmSQbnw21VlFnMGft+YmtK/Y9u1sW350vtWsdD9qrToztXz11XtRrjIXd5evRiq7N0rddWbHW+UxOBCV6+8TJnh88C8InmT/Bs57PUOetyvLK7l68hOpf7G7UAt1O+Hopdt2GIzoXpQIj/4bsXUVpT7rDhsJpxlZlxWC04bCacNgtOmxmH1YyzzGJ8tBkXh82M02oxPsbuIzsqFDetNdfGF3jr+iS9N6aYDixjNZt4sL2a4501PNjuxm6V4CyKmFLg9BiXxhU9lGgE/BOxUD2UPMhx7EMYeCP9vo7qlIMbUw50LG8s+u351lLltHLI6eZQqztxXbxrPRjbfu/WVIB3b0/zxtXkqeY9LtuqYF2qXetiVues4x8e+Ic81/kcP77xY94cepOzw2d5uPlhnut8jkZXY66XWHRy2Yl+Cfg/tNZnY1//FPgDrfXFNe77AvACQFtb25HLly9nbc1r8S+F+flVH/6lMIvhKMFQhOBylMVwhMByhOByhGAoSiAUYSv/Oe1WEw6rGYfVhCMevq1mHLb49ebY9aZE8LanfO6wmrGalZxQIwui0SimO5jd1FozMBmg7+YMF27O4POHsJoVB5sr6e5w80BrpQTnPHKndRZZFl5CLXhR86Oo+RFM8yOo+RHj66X55P2UCe2qJ1rRhK5oRlc0oSubiZY3G/tix343lnKdZ4Mhbk8HuT29yNB0kFvTQUZnlwhHjT9SVrOiucpOu8dBq9tOe7WDNo+D8rLCe3NSynXeyOzSLK/dfo2zo2cJRUMcqT/C0+1P0+RqyvXSti2XNS4vL5dxjkzY7J8TtNYshaMElyP4l8MshoyQ7V+KJD4PLIcJJj6PEFwOJ4J4YDlCIBRhORxZ93vEWUzJAO4qM2NPdL9TOuEpXfF4J1y64hvbzj8ZGcHZz9sDPs71+5hcWMJiMnG4rYqHO2s4usuDwybBOR/JP/8WoKX59J1DUg90jCTPJojZBpVNUNnKkrORsqb7oKYrLVyXqrW61oOTfuYWk7PWqV3rXR7jhDH53rWW1/PGZpdm+cngT/jZ7Z8RioQ40nCEk50naatsy/XStixfxzlyGaKfBf4ZyQML/4PWunuz58znEJ0p4Ui82x0L2iEjfKeG7UQQX0oN5WGCoWgimEe3UNt4+HZYLekjKPEOeWxUxW4z44p/nhhnMe5rM5uKpiu+lTdKg75AIjiPzy9iNikOtrg53lXD0V3VuAqwk1Nq5I9uEdHaOEtj6kllYp9HZocxx7tX9irw7IaaPeDpMoJ1RVPJB2vY+qx1fPu9fJu1ltfz1swvz/Pazdd4/ebrLEYWeaDuAZ7vep6Oqo5cL21TJReiYydqeRyoBcaArwJWAK31N2Jb3H0deApji7v/Vmu9aTouhRCdCald8UAo2fFO63qv6IovhiL4l8Kx8ZQI/uWtd8XjYXy9rrjDlgzk+dwVX6vGWmtuTwU5NzDJ2wNTjM4GMSnF/S1VHO+q4ViHpyD/CbSUFdJrWdw5/8wkrqVxmOoHX7/xcfomaCMcYnWApzMZqmu6jDM3muRfkFK71jenAtzO4661vJ63xx/y8/rN13nt5msEwgEO1h7k+a7n6XJ35VL+EpEAABbTSURBVHpp6yq5EJ0tEqJ3ViSqjaC9tHIMZf3RlMTtKeH9TrriibCd0hV3xK53xQK6w5bZrnhqjYemA5zr93FuwMfITBCF4kBzpRGcd3uozJMujNi+Unwtl6I16xwJwcwt8F1PBuupG8mRELMVqjtiwXqPEbKrO/LuRDK5slbXengmSCQxa22itdqZCNZtHicdta6sNhrk9XxnguEgP731U34y+BP8IT/3ee7jZNdJ9nv253ppq0iIzhAJ0YVHa81yJEpgKR6sYwE8FrQDS5HY+EoYf+JAzdUjLEvb7IqnB/GtdcWn5+b5wLvI2wM+bk8HUCjubark4U4PPZ01VDkkOBcDeS2Xhi3XORoxRkASwXrA+BgKGLcrBe72ZMfa02WE67vcgq9YhCNRhmeC3PQFctK1ltfz3VkML/KL27/glcFXmFueY3/1fk52neRez715M6opITpDJESXrkRXPB7A1+iKGwd1GoE8GFp9UOdmXfFIJIrFbGZ/YwUPd9bwcKcHt1M6UMVGXsul4a7qrLVxynNfvxGupwaMj4uzyftUNqcE607jo714T728XfGu9aDPCNabda3ba5zsqtl+11pez5mxHFnmzaE3efnGy8wszdBV1cXzXc9zf+39OQ/TEqIzREK0uBupXfH4KEo8hAdCERaDi/TsbcTjkuBczOS1XBqyUufA1Opg7Z9I3u6qjQXqlAMYZWeQhK10rWtcZcYYSGxf68261vJ6zqxQJMQvh3/JyzdeZmpxio7KDp7vep7DdYdzFqYlRGeIhGiRTVLj0iB1Lg07Vuel+eR8tW/A+Dg7lLy9rBJqOmVnkA3MBJaNLffuoGstr+fsCEfDvDXyFmcGzjAZnKS9op3nOp/jSMORHQ/TEqIzREK0yCapcWmQOpeGnNY5FITpwfQDGDfaGcTTacxdy84gCSu71rd8xgGNK7vW9eUWOusraa120lLtoLXagdMmOyZlSjgapne0lzMDZxgLjNHsauZk10mONR7DpHbmBCj+hQXjtZyDN54SojNE/vAWP6lxaZA6l4a8q/O2dgaJHcAoO4OssrJrfWN8jrGFEKFINHEfj8tGa7WT1liobq120uJ2yD7+dyGqo/R5+zjdf5pR/yiNzkae63yOnqYezHf75k9rY1TKP24ci7AwYXz0j8PCBOHZESy/9e2cHHMgITpD8u4Xssg4qXFpkDqXhoKoczQKc0Mpc9Y3jI+yM8iW+f1+HA4nkwtL3J4OMDQdTFyGZ4Jp5zuodtoSobq12hHrXDtlr/9t0FpzYewCp/tPM7QwRK2jluc6n+OR5kewmNb57xiNgH9ydUheGDeu808Y90lVVgHl9eCqZ8nmpuzIV8Dhzv4PuIKE6AwpiF/I4q5IjUuD1Lk0FGydU3cGiZ8oZs2dQTqTe1l7OnMSMPLBRnXWWjMxv8TQTDxYBxiOBezUbVPdDluia92S0sHOl7My5iOtNe9OvMup/lPcnL2Bx+LimZoH+ZSjGWvAF+skxzvKk6ufwFGdCMmUxy8NsevqjJGnmHydiZa3XkIIIUQ+UQoqGo1LxyeS18d3BokH68mrMHg2ebuzJnbmRdkZJE4pRX2lnfpKOw+1Vyeu11ozubDMUKxzPTwT5PZUgF9cnWAxlAzXlXYrbR5jFCQxFlLtKL1zBoSCsa5xvIM8hlqY4MGFMR5YGOODxXFOscB3hno5g5lncPGosxVbRRM0HowF5QYorzM+d9UVxZiShGghhBCiEDg9xqXtWPK6pfnkVnvxnUFu9yVvj+8MknoGxsrmkg7WYITruooy6irKeHBFuPb5l41gPR3kdqxz/ctrEwRXhOuW1LEQt4M2j5NKuyXneypvm9awvGCE5Ph4RfzzeDd5aT79MSZzooOsWo9xqLyBg646Por6OT1xkb9cuM2Zsiqe2v1pPt32acrMZbn52bJMxjm2oWD/aVBsmdS4NEidS0PJ1nmtnUFmbiVnTtN2Bol9LOCdQXaizlprpvzLsY51kOGZ5Ox1YDmcuF95mTXtYMb451UOa+7CtdawOJMyhxwfs0gJzaFg+mPMtuRoRWLkoi52XYMxirHBz3Nl6gqn+k9xeeoy5dZynux4kifan8Bhcaz7mI3k6ziHhOhtKNlfyCVEalwapM6lQeqcIrEzSMqJYqYGkjuDmCzg2V2QO4Pkss5aa2YCoUTHOj53PTQdxJ8Wri2JHULaPA5a3EbAdjszEK6jUQhOpXeO42F5YcL4Ol7nOKtzjTnklNnkssqM/GvF9enrnB44zQeTH+CyuDjRcYLPtn8Wp3V7B8ZKiM4QCdEim6TGpUHqXBqkzptI3Rkk9UQxy37j9sTOICknisnDnUHysc7xcD08kwzV8YC9sJQM1y6bhZZqB20pe1y3VjupTg3XkTAEJtfc+i0RmnU0fQH2KmPuOK2TnNJZtu3sf6+B2QHO9J/h3Yl3sZvtnNh1ghO7TlBuK9/S4yVEZ4iEaJFNUuPSIHUuDVLnO7CVnUEqmpLd6viJYnK4M0gh1VlrzVwwnNiKb3gmyMjkDHO+UazBCdzRaaoiU9SpOZotc9SpOaqYw25R2CxmrGaFQsV2tmhIHqxX3pAcuXDVg9We6x91TbfmbnF64DQXxy5SZi7jifYneLLjSSptlRs+riRDtFLqKeBrgBn4ptb6j1fc3g78v4A7dp8/0lq/vNFzSogW2SQ1Lg1S59Igdc6gwFTKAYyxgL0wnrw9vjNI6gGMrtodOYAx7+u8HFgxh5w6cjGeeIMSjkZZCkVZjGhmlJsJXclIqIIxXcWsqZoZk5ulsloqapto9lSmHdBY47IV1AGNwwvDnOk/Q5+3D6vJyuNtj/NUx1O47Wu/GSu5EK2UMgNXgRPAEHAe+JLW+qOU+/wX4B2t9X9SSt0HvKy17tjoeSVEi2ySGpcGqXNpkDpnWWJnkP5ksJ4dSt6etjNILGBnYWeQnNZZa+O/w6o55JSTiiwvpD/GZFkxZhHb8i3eWXZ60g7ynFsMGTuFTAVi4yHGWMhsMHn6c7vVHNuGzxkbDzFOJFNXXpbX4drr93Jm4Axvj7yNSZl4rO0xnup4ihpHTdr98jVEZ3OLu27gutZ6ILaIvwL+HvBRyn00EO/hVwEjWVyPEEIIITKlrAKaDhuXuMTOICkHMH70ozV2BulMBuuqNjDn6Y67WkNwev2t3xbGIbyY/hhLWWy8og7q7l0dmDfZ2WKlSruVyv+/vbsPjqs67zj+/WklIVmyLduSbcUvGDulQwqNAQMlJqmbQqGFEtrCtNShoROGYVJSSNqmMNMhwExnQpOmTdLppC1hIA1TIIU0NBQwSW3AMTG2wWDAgQHsgjHUNn6pLfyCpKd/3CNpJVaWFu9yZe3vM6PR3rvnnvvcPWP78dnnntvZwAmdg0se9h5INdc7B+qun92ym0dfGviG4Jj6wqBa61ltWYLdMXFsJNczW2ZyxUlXcOGCC3ng1QdY/vpyVry+grNmncX588+nvbk97xAPq5oz0RcD50XEFWn7MuCMiLi6qE0nsAyYArQAZ0fEuhJ9XQlcCTBnzpxTN27cWJWYR9Lb20tdXV0u57YPhse4Nnica4PHeYzo7UZ7XqNu1ya0axN1u15FuzajopVBetvm0TtlHjFlPr1TjiMmz82S0dF0fyTjHL3wzk7UtQ29s526rmw1i77X6toOvd2DD2lsIVo6iAkd2e+WDqJlev8+GltzXYe762A3W/cc4I3dB3hjzwHe3HOQLbv2s3v/wHU01ovOSU3Mbmuic3ITs9qyn/bWRupyjP3tA2+z7LVlrHprFUFwxowzOHfuubQf057bn+XW1tZcyjkuAc4dkkSfHhGfL2rzxRTD30o6E/gOcGLE0NtMB7icw6rJY1wbPM61weM8hvWtDDL0QTHFK4NMnvveB8WUWBnksOPc01306OmiOuS+meWuHaVXtuhb+q2/zKKo5GKMrU4yWl0Hu/tXCxlYjm8/b3cd7G/TWF9ICXXRg2SmNDNjYhN1dR9ccr3zwE4e3PQgj215jO7ebk6ZdgpLT1w6bM10NeVVzrEFmFO0PZv3lmt8FjgPICKekNQEtAPbMDMzs/Gpri5bPq9tLsxfku3rWxmk+AbGrU/DK8sHjhu6MsiUeWjPdti1b3Adcl998v5d7z33hGlZUtxxAhw3fcgKFx2jngE/2rQcU8/xMyZy/IyJg/bvP9STlYMU1VtvfGsvK1/e0d+moVDHhyanspC0zvWcqc1Mn9hEoQrJ9dSmqSw9YSkXzL+AhzY9xOOvP05DYew9ar2aM9H1ZDcW/jrwBtmNhX8YEc8XtXkQuDsibpd0AvATYFYcJijPRFs1eYxrg8e5Nnicx4n+lUGK6qz3/W//2z09PRQK6UY81RXNHncMfoBI6wyY0D5266/HmP2Hekquc71j38DMdUOhjs7JTUUPkslubJw5qbLJ9Z69e5g8cXLF+itHLjPREdEt6WrgYbLl626LiOcl3QysjYj7gT8D/kXSF8huMrz8cAm0mZmZ1ZgJU7Of2UV5TN/KILtf41BvPc3tc9PjqKdms9x2xJobC3x4eisfnj74gSgH3u0ZtErIll37eXnbPla9MjBzXV+XJddDHyQzc1IT9YXyx6e+bmz+x6eqUaU1n/9ryL4bil6/ACyuZgxmZmY2zhStDNLb1QX+xuED09RQYEFHKws63ptcb03Jdd8M9qYdXax+dSdBNj9aqBMzJ/U9+nyg7rpz8vtLrvM2NlN7MzMzMztqNDUUmN/RyvwhyfXB7h627j6QbmbMZq43D5NcDyzH18zstgl0tjXRMIaTayfRZmZmZlYVx9QXOK69hePaB39bcLC7h7f2HBhUFvL6zndYs2kgua6TmDmpiemt9Vy55HimtjTmcQnDchJtZmZmZh+oY+oLHDuthWOnDU6uD3X3puT6nf4Ee/P2vTQ3FIbpKT9Oos3MzMxsTGisr2PutAnMnTawHndXVxfNjWMviR67hSZmZmZmZmOUk2gzMzMzszI5iTYzMzMzK5OTaDMzMzOzMjmJNjMzMzMrk462p2xL2g78T06nbwd2jNjKjmYe49rgca4NHufa4HEe//Ic42MjoqPUG0ddEp0nSWsjYlHecVj1eIxrg8e5Nnica4PHefwbq2Pscg4zMzMzszI5iTYzMzMzK5OT6PL8c94BWNV5jGuDx7k2eJxrg8d5/BuTY+yaaDMzMzOzMnkm2szMzMysTE6iR0HSeZJelPSypOvyjscqT9JtkrZJei7vWKx6JM2RtFzSRknPS7om75issiQ1SXpS0jNpjG/KOyarHkkFSU9L+lHesVh1SNosaYOk9ZLW5h1PMZdzjEBSAXgJOAfYAqwBLo2IF3INzCpK0ieAfcB3I+LEvOOx6pDUCXRGxFOSJgLrgIv853n8kCSgJSL2SWoAVgLXRMTPcg7NqkDSF4FFwKSIuCDveKzyJG0GFkXEmFsL3DPRIzsdeDkiXo2IQ8BdwKdyjskqLCIeA3bmHYdVV0S8GRFPpdd7gY3ArHyjskqKzL602ZB+PFs0DkmaDZwP3Jp3LFabnESPbBbwetH2FvyPrtlRT9I84GRgdb6RWKWlr/jXA9uARyLCYzw+/T3wJaA370CsqgJYJmmdpCvzDqaYk+iRqcQ+z2qYHcUktQL3AtdGxP/lHY9VVkT0RMRCYDZwuiSXaI0zki4AtkXEurxjsapbHBGnAL8J/EkqvxwTnESPbAswp2h7NrA1p1jM7AilOtl7gTsj4r6847HqiYjdwArgvJxDscpbDFyY6mXvAj4p6Xv5hmTVEBFb0+9twA/IymzHBCfRI1sD/IKk4yQ1An8A3J9zTGb2PqSbzr4DbIyIr+cdj1WepA5Jbel1M3A28PN8o7JKi4jrI2J2RMwj+3f5vyPi0zmHZRUmqSXdBI6kFuA3gDGzipaT6BFERDdwNfAw2U1I90TE8/lGZZUm6d+AJ4BflLRF0mfzjsmqYjFwGdms1fr081t5B2UV1Qksl/Qs2STIIxHh5c/Mjk4zgJWSngGeBB6IiIdyjqmfl7gzMzMzMyuTZ6LNzMzMzMrkJNrMzMzMrExOos3MzMzMyuQk2szMzMysTE6izczMzMzK5CTazI56kqYVLVn3lqQ3irZX5R1fKZJulfSRMtpfLukfSuy/UNJ1ZfTTJulzRdtLJFV0CThJiyR9s0J9lbzuIW2WSPpY0fZVkv6oEuc3MxtOfd4BmJkdqYh4G1gIIOlGYF9EfC3XoA5DUiEirqhEXxFxP+U9AKoN+Bzwj5U4fykRsRZYW63+S1gC7ANWpfN/+wM8t5nVKM9Em9m4Jmlf+r1E0qOS7pH0kqSvSFoq6UlJGyQtSO06JN0raU36WVyiz8sl/VDSQ5JelPTlovc+nfpcL+mfJBX64pB0s6TVwJmSVkhalN67NMXwnKRbivr64xTro2QPiil1ff0ztZJul/RNSaskvSrp4hKHfAVYkOL7atrXKunfJf1c0p3pyY5IOjV9ZuskPSyps8T5L0lxPyPpsaLP+kfp9Y2S7pC0TNJmSb8r6W/S9T6UHsNOeq89vV4kaUWJc/22pNWSnpb0Y0kzJM0DrgK+kK7p4+mcf56OWSjpZ5KelfQDSVPS/hWSbklj9ZKkj5f6fM3MhuMk2sxqyUeBa4CTyJ5ceHxEnA7cCnw+tfkG8HcRcRrwe+m9Uk4HlpLNgF+SEr8TgN8HFkfEQqAntQFoAZ6LiDMiYmVfJ5I+BNwCfDL1dZqki1LCehNZ8nwOMNrSj07gLOACsoR5qOuAVyJiYUT8Rdp3MnBtOsd8YHFKbr8FXBwRpwK3AX9dor8bgHMj4qPAhcPEtAA4H/gU8D1geUScBOxP+0drJfArEXEycBfwpYjYDHybbMwWRsTjQ475LvCXEfHLwAbgy0Xv1afxv3bIfjOzEbmcw8xqyZqIeBNA0ivAsrR/A/Br6fXZwEfSZCzAJEkTI2LvkL4eSWUkSLqPLHHtBk4F1qTjm4FtqX0PcG+JmE4DVkTE9tTXncAn0nvF++8Gjh/FNf5HRPQCL0iaMYr2AE9GxJZ0nvXAPGA3cCLwSLqWAvBmiWN/Ctwu6R7gvmH6fzAi3pW0IfXT99jeDelcozUbuDv9B6MR2HS4xpImA20R8WjadQfw/aImffGuKzMOMzMn0WZWUw4Wve4t2u5l4O/DOuDMiNg/Ql9RYlvAHRFxfYn2ByKip8R+ldg33DlGo/gaD9f3cMf0kH0WAp6PiDMPd2BEXCXpDLIZ5fWSFg7Xf0T0Sno3Ivquq/hz72bg29GmYU73LeDrEXG/pCXAjYe9qpH1XXffNZuZjZrLOczMBlsGXN23MUxSCHCOpKmSmoGLyGZkfwJcLGl6OnaqpGNHON9q4Fcltaf66UuBR9P+JcpWHmkALjmiqxqwF5g4inYvAh2SzgSQ1CDpl4Y2krQgIlZHxA3ADmDO+4xrM9ksPmRlNKVMBt5Irz9TtL/kNUXEHmBXUb3zZWSfrZnZEXMSbWY22J8Ci9KNaC+Q3bRWykrgX4H1wL0RsTYiXgD+Clgm6VngEbIa5WGl8pLrgeXAM8BTEfHDtP9G4Angx8BTR3xl9K9k8tN0M+BXD9PuEHAxcIukZ8iu82Mlmn6176ZI4LF0De/HTcA3JD1ONjNcyo3A91ObHUX7/xP4nb4bC4cc85kU47NkNec3v8/4zMwG0cC3amZmNhqSLgcWRcTVI7U1M7PxyTPRZmZmZmZl8ky0mZmZmVmZPBNtZmZmZlYmJ9FmZmZmZmVyEm1mZmZmViYn0WZmZmZmZXISbWZmZmZWJifRZmZmZmZl+n9KYKpOrlbXRgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m = deaton(ngrid=100,nchgrid=250,sigma=.2,R=1.05,beta=.8,nquad=10)\n", "print(m)\n", "v,c = m.solve_plot(solver='vfi')\n", "sims = m.simulator(init_wealth=[1,2,3],T=5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Changes in the class deaton()\n", "\n", "- save the solution in the object, update the `__repr__()` method to indicate if the model is solved \n", "- make sure the next period budget can be computed with simulated income \n", "- new `simulator()` method \n", "- plotting the simulations " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deaton model with beta=0.850, sigma=0.200, gross return=1.050\n", "Grids: state 100 points up to 10.0, choice 250 points, quadrature 10 points\n", "Interpolation: linear\n", "The model is solved.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Previously developed simulator code (that requires the changes to the deaton() class!)\n", "\n", "def simulator(self, init_wealth=1, T=10, seed=None, plot=True):\n", " '''Simulator for T periods of the model, init_wealth = initial wealth'''\n", " if self.solution is None:\n", " raise(RuntimeError('Model has to be solved before simulations'))\n", " if seed:\n", " np.random.seed(seed) # fix the seed in needed\n", " interp = self.interp_func(self.grid,self.solution['policy']) # interpolator of the policy function\n", " init_wealth = np.asarray(init_wealth).ravel() # initial wealth as flat np array\n", " N = init_wealth.size # number of individuals to simulate\n", " sim = {'M': np.empty((N,T+1),dtype='float'),\n", " 'c': np.empty((N,T+1),dtype='float'),\n", " 'y': np.empty((N,T+1),dtype='float'),\n", " } # dictionary to hold the simulated values\n", " sim['M'][:,0] = init_wealth # initialize wealth in first period\n", " sim['y'][:,0] = np.full(N,np.NaN) # no income in the first period\n", " for t in range(T+1):\n", " sim['c'][:,t] = interp(sim['M'][:,t]) # optim consumption\n", " if t < T: # until the last period\n", " sim['y'][:,t+1] = np.random.lognormal(sigma=self.sigma,size=N)\n", " sim['M'][:,t+1] = self.next_period_wealth(sim['M'][:,t],sim['c'][:,t],sim['y'][:,t+1])\n", " self.sims = sim # save simulation into the object\n", " if plot:\n", " N = self.sims['M'].shape[0] # number of simulated agents\n", " fig, (ax1,ax2) = plt.subplots(2,1,figsize=(12,6))\n", " ax1.set_title('Simulated wealth and consumption trajectories')\n", " ax1.set_ylabel('Wealth')\n", " ax2.set_ylabel('Consumption')\n", " ax2.set_xlabel('Time period in the simulation')\n", " for ax in (ax1,ax2):\n", " ax.grid(b=True, which='both', color='0.95', linestyle='-')\n", " for i in range(N):\n", " ax1.plot(sim['M'][i,:],alpha=0.75)\n", " ax2.plot(sim['c'][i,:],alpha=0.75)\n", " plt.show()\n", " return sim\n", "\n", "m = deaton(ngrid=100,nchgrid=250,sigma=.2,R=1.05,beta=.85,nquad=10)\n", "v,c = m.solve_vfi()\n", "print(m)\n", "\n", "# generate initial wealth\n", "init_wealth = np.random.lognormal(sigma=.1,size=10)\n", "# init_wealth = .85*np.ones(shape=5)\n", "simulator(m,init_wealth=init_wealth,T=50);\n", "# print('\\nSimulated wealth:\\n',m.sims['M'])\n", "# print('\\nSimulated consumption:\\n',m.sims['c'])\n", "# print('\\nIncome realizations:\\n',m.sims['y'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### More simulations\n", "\n", "- Longer horizon, many people \n", "- Change sigma parameter in the model \n", "- Observe tendency to consumption smoothing " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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0.96330048, 1.38446182,\n", " 0.86898513, 1.05956383, 2.11820368, 1.72339329, 1.05215936,\n", " 1.00667543, 0.73334774, 1.43312006, 0.54175325, 0.73076677,\n", " 0.93238177, 0.61063014, 2.15059433, 0.92134188, 1.23164602,\n", " 0.85700929]])}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = deaton(R=1.05,beta=.925,nquad=7,sigma=0.5)\n", "m.solve_vfi(maxiter=500)\n", "# m.simulator(T=100,init_wealth=np.random.lognormal(sigma=0.1,size=3))\n", "simulator(m,T=100,init_wealth=np.random.lognormal(sigma=0.1,size=3),plot=True)" ] } ], "metadata": { "celltoolbar": "Slideshow", "date": 1612589586.366116, "download_nb": false, "filename": "36_simulations.rst", "filename_with_path": "36_simulations", "kernelspec": { "display_name": "Python", "language": "python3", "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": "3.7.6" }, "title": "Foundations of Computational Economics #36" }, "nbformat": 4, "nbformat_minor": 4 }