{ "cells": [ { "cell_type": "markdown", "id": "3e9d03ef", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "id": "0235a5e1", "metadata": {}, "source": [ "# Notebook: Continuous Time\n", "\n", "Shock elasticities quantify the (local) exposures of macroeconomic cash flows to shocks over alternative investment horizons and the corresponding prices or investors’ compensations. Here, we cover shock elasticities for models with equilibrium outcomes represented as a continuous-time diffusion. This notebook implements methods and formulas developed in [[1]](https://link.springer.com/article/10.1007/s11579-014-0122-4) and [[2]](https://onlinelibrary.wiley.com/doi/abs/10.3982/ECTA8070).\n", "\n", "- Section 1 gives the continuous-time formulation with a Brownian motion information structure. \n", "- Section 2 provides an illustration using an intermediary asset pricing model, see [[3]](https://www.aeaweb.org/articles?id=10.1257/aer.104.2.379), [[4]](https://www.sciencedirect.com/science/article/abs/pii/S1574004816300155), and [[5]](https://www.zccfe.uzh.ch/dam/jcr:c4a09093-fc00-4953-9f31-701dc0cd3fab/macro-model-print.pdf). \n", "\n", "This notebook provides both written explanations and accompanying code. The simplest way to run the code is to open the Google Colab link at the top of this page. Otherwise, the reader can copy the code snippets onto their local machine.\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "47f73d3b", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "id": "969a20b1", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 1, "id": "ab4e62fc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import sys\n", "workdir = os.getcwd()\n", "from IPython.display import display, HTML\n", "display(HTML(\"\"))\n", "import numpy as np\n", "np.set_printoptions(suppress=True)\n", "from scipy.interpolate import RegularGridInterpolator\n", "from scipy import interpolate\n", "from shockElasModules import computeElas\n", "from stationaryDensityModules import computeDent\n", "import pickle\n", "import itertools\n", "import json" ] }, { "cell_type": "markdown", "id": "e0b2840c", "metadata": {}, "source": [ "# 1. Continuous-time framework\n", "\n", "## 1.1 Basic setup\n", "Suppose a continuous-time diffusion model:\n", "\n", "$$\n", "\\begin{align}\n", "dX_t & = \\mu_X(X_t)dt + \\sigma_X(X_t) dW_t \\tag{1}\\cr\n", "dM_t & = M_t \\mu_M(X_t)dt + M_t \\sigma_M(X_t) dW_t \\notag\\cr \n", "dY_t &= \\mu_M(X_t)dt - \\frac 1 2 \\vert\\sigma_M (X_t)\\vert^2 + \\sigma_M (X_t) dW_t\\notag\n", "\\end{align}\n", "$$\n", "\n", "where $X$ is an $n$-dimensional process and $W$ is an $m$-dimensional Brownian motion and \n", "$Y = \\log M.$\n", "\n", "The two types of shock elasticities of interest are:\n", "\n", "$$\n", "\\begin{align}\n", "\\epsilon_M(x) &= \\nu(x)\\cdot \\left[ {\\sigma_X(x)}' \\left(\\frac {\\partial}{\\partial x}\\log {\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\mid X_0 = x \\right] \\right) + \\sigma_M(x) \\right] \\label{eq:shock1}\\tag{2}\\cr\n", "{\\epsilon}_M^+(x) & = \\frac{{\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\nu(X_t) \\cdot \\sigma_M(X_t) \\mid X_0 = x \\right] }\n", "{{\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\mid X_0 = x \\right]} \\tag{3}\n", "\\end{align}\n", "$$\n", "\n", "The code computes \n", "\n", "$$\n", "\\begin{align}\n", "&{\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\mid X_0 = x \\right] \\tag{4} \\\\\n", "&{\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\nu(X_t) \\cdot \\sigma_M(X_t) \\mid X_0 = x \\right] \\tag{5}\n", "\\end{align}\n", "$$\n", "\n", "by using the Feynman_Kac formula. Define\n", "\n", "$$\n", "\\begin{align}\n", "\\phi_t(x) = {\\mathbb E}\\left[ \\left(\n", "\\frac {M_t}{M_0}\\right) \\phi_0(X_t) \\mid X_0 = x \\right]\\tag{6}.\n", "\\end{align}\n", "$$\n", "\n", "Then $\\phi_t$ satisfies:\n", "\n", "$$\n", "\\begin{align} \n", "\\frac {\\partial \\phi}{\\partial t} = & \\mu_M \\phi \n", "+ \\left(\\mu_X + \\sigma_X {\\sigma_M}' \\right) \\cdot \\frac {\\partial \\phi}{\\partial x} \\notag\\cr\n", "& + {\\frac 1 2} {\\rm trace}\n", "\\left\\{ {\\sigma_X}' \\left( \\frac {\\partial^2 \\phi }{\\partial xx'} \\right) {\\sigma_X} \\right\\}\\tag{7}\n", "\\end{align}\n", "$$\n", "\n", "where $\\phi_0 = 1$ for (4) and $\\phi_0 = \\nu \\cdot \\sigma_M$ for (5). \n", "\n", "\n", "\n", "## 1.2 Stochastic discount factor process\n", "\n", "Represent the stochastic discount factor evolution and the evolution of its logarithm as:\n", "\n", "$$\n", "\\begin{align}\n", "d S_t & = S_t \\mu_S(X_t) dt + S_t \\sigma_S(X_t) dW_t \\notag\\cr\n", "d \\log S_t & = {\\hat \\mu}_S(X_t) dt + \\sigma_S(X_t) dW_t.\\tag{8}\n", "\\end{align}\n", "$$\n", "\n", "where ${\\hat \\mu}_S(X_t) = \\mu_S(X_t) - \\frac 1 2 \\vert \\sigma_S(X_t) \\vert^2.$ The instantaneous risk-free rate is \n", "$- \\mu_S(X_t)$ and the local price vector for exposure to the Brownian increment is $-\\sigma_S(X_t).$\n", "\n", "Also represent the consumption and continuation value evolution and the evolution of their logarithm as:\n", "\n", "$$\n", "\\begin{align}\n", "d C_t & = C_t \\mu_C(X_t) dt + C_t \\sigma_C(X_t) dW_t \\notag \\cr \n", "d \\log C_t & = \\mu_C(X_t) dt - \\frac 1 2 \\vert \\sigma_C(X_t) \\vert^2 dt + \\sigma_C(X_t) dW_t \\tag{9}\\cr \n", "d V_t & = V_t \\mu_V(X_t) dt + V_t \\sigma_V(X_t) dW_t \\notag \\cr\n", "d \\log V_t & = \\mu_V(X_t) dt - \\frac 1 2 \\vert \\sigma_V(X_t) \\vert^2 dt + \\sigma_V(X_t) dW_t \\notag. \n", "\\end{align}\n", "$$\n", "\n", "where ${\\hat \\mu}_C(X_t) = \\mu_C(X_t) - \\frac 1 2 \\vert \\sigma_C(X_t) \\vert^2$ and ${\\hat \\mu}_V(X_t) = \\mu_V(X_t) - \\frac 1 2 \\vert \\sigma_V(X_t) \\vert^2.$ \n", "\n", "The code computes the evolutions in terms of logarithms for reasons of numerically convenient. \n", "Given the consumption and continuation-value evolution, \n", "\n", "$$\n", "\\begin{align}\n", "{\\hat \\mu}_S(X_t) & = - \\delta - \\rho {\\hat \\mu}_C(X_t) + \\frac {(\\gamma - 1)(\\rho - \\gamma) } 2 \\vert \\sigma_V(X_t) \\vert^2 \\cr\n", "\\sigma_S(X_t) & = - \\rho \\sigma_C(X_t) + (\\rho - \\gamma) \\sigma_V(X_t)\n", "\\end{align} \n", "$$\n", "\n", "where\n", "\n", "$$\n", "\\begin{align}\n", "\\delta & = \\textrm{subjective rate of discount} \\cr\n", "\\rho & = \\textrm{reciprocal of the intertemporal elasticity of substitution} \\cr\n", "\\gamma & = \\textrm{risk aversion or aversion to model misspecification} \n", "\\end{align} \n", "$$\n", "\n", "The martingale uncertainty contribution to the stochastic discount factor process and the evolution of its logarithmic counterpart are of particular interest.\n", "\n", "$$\n", "\\begin{align}\n", "dN_t & = N_t \\sigma_N(X_t) dW_t \\cr\n", "d \\log N_t &= - \\frac 1 2 \\vert \\sigma_N(X_t) \\vert^2 dt + \\sigma_N(X_t) dW_t\n", "\\end{align}\n", "$$\n", "\n", "where \n", "\n", "$$\n", "\\begin{align}\n", "\\sigma_N(X_t)= (1 - \\gamma) \\sigma_V(X_t) .\n", "\\end{align}\n", "$$\n", "\n", "Use $N$ in place of $S$ to obtain the uncertainty component to the shock price elasticities. \n", "\n", "## 1.3 Shock Exposure Elasticity and Price Elasticity\n", "For this continuous-time setup, the code computes the shock exposure elasticity or impulse response function for a process, $G$, using formula \\eqref{eq:shock1} and \\eqref{eq:shock2}, the corresponding shock price elasticity using \n", "\n", "$$\n", "\\begin{align}\n", "& \\varepsilon_G(x, t)-\\varepsilon_{SG}(x, t) \\\\\n", "& \\varepsilon_G^+(x, t)-\\varepsilon_{SG}^+(x, t)\n", "\\end{align}\n", "$$\n", "\n" ] }, { "cell_type": "markdown", "id": "976cc8d4", "metadata": {}, "source": [ "# 2. An Illustration using an intermediary asset pricing model [3], [4], [5]\n", "\n", "## 2.1 Computing Shock Elasticities: `computeElas`\n", "`computeElas` is the function that computes the shock exposure and price elasticities (both the first and second types). It takes in the following arguments:\n", "\n", "`stateMat`: (Tuple) \n", "- A tuple containing a numpy-array formatted domain for each of the states. For example, suppose the model has two state variables and each state variable has 100 grid points. The stateMat argument would be a tuple containing two numpy arrays of shape $(100$,$) .$\n", "\n", "`model`:(Dictionary) \n", "- A dictionary that contains the information described in (1), (8), and (9). Specifically, it has the following keys:\n", "\n", " `muX`: (Function) \n", " - A function that computes the drifts of the state variables (i.e. $\\mu_X$ as in (1)) for each of the grid points in stateMat. Suppose there are $n$ state variables. Given a $k \\times n$ numpy matrix points, where each row represents a point, `model['muX'](points)` must return a $k \\times n$ numpy matrix, with each row corresponding to the drift vector of the state variables.\n", "\n", " `sigmaX`: \n", " - (List of functions) A list of functions, where each function computes the diffusion of a state variable (i.e. $\\sigma_X$ as in (1)) in order of the list (i.e. the first element of the list computes the diffusion of the first state variable in stateMat). For example, suppose there are $n$ state variables and $m$ shocks. `model['sigmaX']` is a list of two elements. Further suppose that points is a $k \\times n$ matrix, where each row represents a point. Then `model['sigmaX'][0](points)` returns a $k \\times m$ matrix that contains the diffusion of the first state variable at these points.\n", "\n", " `muC`: (Function) \n", " - Similar to muX, a function that computes $\\mu_C$, the drift of the perturbed process, as in (9). Suppose there are $n$ state variables. `model['muC'](points)` must return a $k \\times 1$ numpy matrix, where points is a $k \\times n$ matrix. Note: the number of columns of points is $n$, but the dimensions of the output are $k \\times 1$. Note that $C$ is not limited to consumption process. It could be a general process $G$ as shown in section 2.3. \n", "\n", " `sigmaC`: (Function) \n", " - A function that computes $\\sigma_C$, the diffusion of the perturbed process, as in (9). Suppose points is a $k \\times n$ matrix. Then `model['sigmaC'](points)` must return a $k \\times m$ matrix, where $n$ is the number of state variables and $m$ is the number of shocks (Note that $m$ is not necessarily equal to $n$ ). Note that $C$ is not limited to consumption process. It could be a general process $G$ as shown in section 2.3. \n", "\n", " `muS`: (Function) \n", " - Similar to muX and muC, a function that computes $\\mu_S$, the drift of the stochastic discount factor, as in (6). Using the same example, `model['muS'](points)` must return a $k \\times 1$ numpy matrix, where points is a $k \\times n$ matrix.\n", "\n", " `sigmaS`: (Function) \n", " - A function that computes $\\sigma_S$, the diffusion of the perturbed process, as in (6). Suppose points is a $k \\times n$ matrix. Then `model['sigmaS'](points)` must return a $k \\times m$ matrix, where $n$ is the number of state variables and $m$ is the number of shocks.\n", "\n", " `dt`: (Float) \n", " - The length of time step;\n", "\n", " `T`: (Integer) \n", " - Total number of time periods. Suppose `dt` =1/12 implies one month and `model['T']`=120. The total time that the elasticities are solved for is 10 years.\n", "\n", "`bc`: (Dictionary) \n", "- A dictionary that specifies the boundary conditions in this form:\n", "$$\n", "0=a_0+a_1\\phi+a_2 \\cdot \\frac{\\partial}{\\partial x'}\\phi \\label{eq:what}\\tag{10}\n", "$$\n", "for all $t$ \n", "where $a_0, a_1$ are scalars, and $a_2$ is a $1 \\times n$ vectors. The user should configure `bc` in this way:\n", "- `a0`: a scalar that corresponds to $a_0$ in \\eqref{eq:what}\n", "- `level`: a scalar that corresponds to $a_1$ in \\eqref{eq:what}\n", "- `first`: a $1 \\times n$ numpy matrix that corresponds to $a_2$ in \\eqref{eq:what}\n", "- `natural`: a boolean (True or False) that determines whether to use natural boundaries; if True, the fields above would be ignored. ``Natural boundaries'' are implemented by effectly assuming constant second derivatives at boundaries. \n", "\n", "For example, to implement the boundary conditions $0= \\begin{bmatrix} 1 & 1 & 1 \\end{bmatrix} \\cdot \\frac{\\partial}{\\partial x} \\phi$, one should set up bc by doing:\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "9240ef95", "metadata": {}, "outputs": [], "source": [ "bc = {}\n", "bc['a0'] = 0\n", "bc['first'] = np.matrix([1, 1, 1], 'd')\n", "bc['level'] = np.matrix([0])\n", "bc['natural'] = False" ] }, { "cell_type": "markdown", "id": "a03d262c", "metadata": {}, "source": [ "`x0` : (numpy matrix) \n", "- A numpy matrix that contains all the starting points (i.e. $x$ in (6)). For $l$ starting points, $\\mathrm{x} 0$ should be an $l \\times n$ matrix ( $n$ being the number of states).\n", "\n", "`usePardiso`: (Boolean) \n", "- A boolean option to use the Intel package called Pardiso to solve the linear system. Defaults to False.\n", "\n", "`iparms`: (Dictionary) \n", "- If usePardiso is set to True, Pardiso's default parameters will be used. The iparms parameter allows the user to input a dictionary with changes for those default parameters. Note that while the Pardiso site indexes the parameters at one, this function argument indexes them at zero. For example, a user wishing to set what is listed on the website as iparm(1) to $-1$ would set iparms $=\\{0:-1\\}$.\n", "\n", "Finally, we have one optional argument:\n", "\n", "`betterCP`: (Boolean) \n", "- True by default. If False, the program will use the following finite difference approximation scheme for cross partials:\n", "\n", "$$\n", "\\begin{align}\n", "f_{x y}(x, y)=\\frac{f(x+h, y+k)-f(x+h, y-k)-f(x-h, y+k)+f(x-h, y-k)}{4 h k}\n", "\\end{align}\n", "$$\n", "\n", "if True, the program will use the alternative finite difference approximation for cross partials. With the alternative approximation, one can have a better chance of preserving monotonicity:\n", "\n", "$$\n", "\\begin{align}\n", "f_{x y}(x, y)= & \\frac{1}{2 h k}(f(x+h, y+k)-f(x+h, y)-f(x, y+k) \\\\\n", "& +2 f(x, y)-f(x-h, y)-f(x, y-k)+f(x-h, y-k))\n", "\\end{align}\n", "$$\n", "\n", "The function returns exposure and price elasticities. Suppose the user inputs $l$ starting points (i.e. $\\mathrm{x} 0$ has $l$ rows) and $T$ time periods. Then the function will return the following:\n", "\n", "`expoElas`: \n", "- an object with two attributes: the firstType and secondType. Each attribute is an $l \\times k \\times T$ matrix. The first index corresponds to the starting point, the second index corresponds to the shock number, and the third corresponds to time. As the name suggests, firstType is the first type shock exposure elasticities for the $i$ th starting point (the $i$ th row in input $\\mathrm{x} 0$ ) up to $T$ time periods, whereas secondType is the second type shock exposure elasticities.\n", "\n", "`priceElas`: \n", "- similar to expoElas, but contains the price elasticities." ] }, { "cell_type": "code", "execution_count": 3, "id": "89f233c0", "metadata": {}, "outputs": [], "source": [ "## modelsol includes the state variable grids, variable drift and diffusion term information from exogenous solutions\n", "# 'muCe' stands for the drift term for Expert Consumption, 'muCh' stands for the drift term for Households Consumption\n", "# 'sigmaCe' stands for the diffusion term for Expert Consumption, 'muCh' stands for the diffusion term for Households Consumption\n", "# 'muSe' stands for the drift term for Expert SDF, 'muNe' stands for the drift term for Expert Uncertainty Component of SDF, \n", "# 'muX', stands for the drift term for state variables, wealth share (W), growth rate (Z), and stochastic volatility (V)\n", "# The diffusion term and households have similar notation\n", "# Please feel free to check the dimension of each element in modelsol\n", "modelsol = pickle.load(open(\"model_ela_sol.pkl\", \"rb\"))\n", "\n", "# We compute the shock elasticities for 48 years with natural boundary\n", "T = 48\n", "dt = 1\n", "bc = {'natural':True}\n", "\n", "# The Toolbox takes python function as inputs, but usually the solution for drift and diffusion terms are the value evaluted at grid points, so we interpolate them as functions below.\n", "muXs = []; stateVols = []\n", "SDFeVols = []; SDFhVols = []\n", "sigmaChVols = []; sigmaCeVols = []\n", "sigmaNhVols = []; sigmaNeVols = []\n", "stateVolsList = []; sigmaXs = []\n", "commonInput = {}\n", "\n", "# Iterate over state dimensions\n", "for n in range(modelsol['nDims']):\n", " muXs.append(RegularGridInterpolator(modelsol['stateMatInput'],modelsol['muX'][:,n].reshape(modelsol['gridSizeList'], order = 'F')))\n", " if n == 0:\n", " commonInput['muCh'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muCh'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " commonInput['muCe'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muCe'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " commonInput['muSe'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muSe'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " commonInput['muSh'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muSh'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " commonInput['muNe'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muNe'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " commonInput['muNh'] = RegularGridInterpolator(modelsol['stateMatInput'], modelsol['muNh'].reshape(modelsol['gridSizeList'], order = 'F'))\n", " # Iterate over shocks dimensions \n", " for s in range(modelsol['nShocks']):\n", " stateVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaX'][n][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " if n == 0:\n", " SDFeVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaSe'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " SDFhVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaSh'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " sigmaChVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaCh'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " sigmaCeVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaCe'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " sigmaNhVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaNh'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " sigmaNeVols.append(RegularGridInterpolator(modelsol['stateMatInput'], modelsol['sigmaNe'][:,s].reshape(modelsol['gridSizeList'], order = 'F')))\n", " stateVolsList.append(stateVols)\n", " def sigmaXfn(n):\n", " return lambda x: np.transpose([vol(x) for vol in stateVolsList[n] ])\n", " sigmaXs.append(sigmaXfn(n))\n", " stateVols = []\n", " if n == 0:\n", " commonInput['sigmaSe'] = lambda x: np.transpose([vol(x) for vol in SDFeVols])\n", " commonInput['sigmaSh'] = lambda x: np.transpose([vol(x) for vol in SDFhVols])\n", " commonInput['sigmaCe'] = lambda x: np.transpose([vol(x) for vol in sigmaCeVols])\n", " commonInput['sigmaCh'] = lambda x: np.transpose([vol(x) for vol in sigmaChVols])\n", " commonInput['sigmaNe'] = lambda x: np.transpose([vol(x) for vol in sigmaNeVols])\n", " commonInput['sigmaNh'] = lambda x: np.transpose([vol(x) for vol in sigmaNhVols])\n", "\n", "commonInput['sigmaX'] = sigmaXs\n", "commonInput['muX'] = lambda x: np.transpose([mu(x) for mu in muXs])\n", "commonInput['T'] = T; commonInput['dt'] = dt;\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a31ebfe5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 23min 51s, sys: 5min 59s, total: 29min 51s\n", "Wall time: 5min 28s\n" ] }, { "data": { "text/plain": [ "array(0.25329026)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "## Below provides an example to use stationary distribution toolbox calculate the quantile of shock elasticities for state variable Wealth Share, the results for all three variables have been provided in the modelsol['x0']\n", "\n", "# Form state grids using meshgrid\n", "stateMat = tuple(modelsol['stateMatInput'])\n", "stateGrid = np.meshgrid(*stateMat, indexing='ij'); stateGrid = [np.matrix(x.flatten(order='F')).T for x in stateGrid]\n", "stateGrid = np.concatenate(stateGrid, axis = 1)\n", "\n", "## The `computeDent` takes similar input as shock elasticities toolbox, instead of function, we can directly input the drift and diffusion term evaluted at grid points with the form of np.matrix\n", "dent = computeDent(stateGrid,{'muX': np.matrix(modelsol['muX']), 'sigmaX':[np.matrix(i) for i in modelsol['sigmaX']]}, bc = {'natural':True})\n", "\n", "## Calculate Inverse CDFs\n", "marginals = {}\n", "inverseCDFs = {}\n", "nRange = list(range(modelsol['nDims']))\n", "axes = list(filter(lambda x: x != 0,nRange))\n", "condDent = dent[0].reshape(modelsol['gridSizeList'], order = 'F').sum(axis = tuple(axes))\n", "marginals['W'] = condDent.copy()\n", "cumden = np.cumsum(marginals['W'])\n", "cdf = interpolate.interp1d(cumden, modelsol['stateMatInput'][0], fill_value= (modelsol['stateMatInput'][0][1], modelsol['stateMatInput'][0][-2]), bounds_error = False)\n", "inverseCDFs['W'] = cdf\n", "\n", "## Using Inverse CDFs to compute the median for the wealth share state variable\n", "inverseCDFs['W'](0.5)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9eabca47", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 56min 47s, sys: 14min 52s, total: 1h 11min 40s\n", "Wall time: 14min 16s\n" ] } ], "source": [ "%%time\n", "## Compute shock elasticities for experts consumption\n", "modelInput = commonInput.copy()\n", "modelInput['sigmaC'] = commonInput['sigmaCe']\n", "modelInput['muC'] = commonInput['muCe']\n", "modelInput['sigmaS'] = commonInput['sigmaSe']\n", "modelInput['muS'] = commonInput['muSe']\n", "\n", "expoElasExperts, priceElasExperts, linSysExpo, linSysE = computeElas(modelsol['stateMatInput'], modelInput, bc, modelsol['x0'])" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f554f29", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 57min 48s, sys: 17min 19s, total: 1h 15min 8s\n", "Wall time: 16min 48s\n" ] } ], "source": [ "%%time\n", "## Compute shock elasticities for households consumption\n", "modelInput = commonInput.copy()\n", "modelInput['sigmaC'] = commonInput['sigmaCh']\n", "modelInput['muC'] = commonInput['muCh']\n", "modelInput['sigmaS'] = commonInput['sigmaSh']\n", "modelInput['muS'] = commonInput['muSh']\n", "expoElasHouseholds, priceElasHouseholds, linSysExpo, linSysH = computeElas(modelsol['stateMatInput'], modelInput, bc, modelsol['x0'])" ] }, { "cell_type": "code", "execution_count": 7, "id": "3c46aa44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 56min 44s, sys: 15min 52s, total: 1h 12min 36s\n", "Wall time: 14min 56s\n" ] } ], "source": [ "%%time\n", "## Compute uncertain component for experts consumption using N instead of S \n", "modelInput = commonInput.copy()\n", "modelInput['sigmaC'] = commonInput['sigmaCe']\n", "modelInput['muC'] = commonInput['muCe']\n", "modelInput['sigmaS'] = commonInput['sigmaNe']\n", "modelInput['muS'] = commonInput['muNe']\n", "expoElasExpertsN, priceElasExpertsN, linSysExpo, linSysE = computeElas(modelsol['stateMatInput'], modelInput, bc, modelsol['x0'])" ] }, { "cell_type": "code", "execution_count": 8, "id": "7a66dad3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1h 4s, sys: 17min 3s, total: 1h 17min 8s\n", "Wall time: 16min 59s\n" ] } ], "source": [ "%%time\n", "## Compute uncertain component for households consumption using N instead of S \n", "modelInput = commonInput.copy()\n", "modelInput['sigmaC'] = commonInput['sigmaCh']\n", "modelInput['muC'] = commonInput['muCh']\n", "modelInput['sigmaS'] = commonInput['sigmaNh']\n", "modelInput['muS'] = commonInput['muNh']\n", "expoElasHouseholdsN, priceElasHouseholdsN, linSysExpo, linSysH = computeElas(modelsol['stateMatInput'], modelInput, bc, modelsol['x0'])" ] }, { "cell_type": "markdown", "id": "b07b396c", "metadata": {}, "source": [ "## 2.2 Shock Elasticities Plots" ] }, { "cell_type": "code", "execution_count": 9, "id": "122c0913", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "pd.options.display.float_format = '{:.3g}'.format\n", "sns.set(font_scale = 1.5)\n", "T = 48\n", "# Calculate the shock elasticity at 0.25, 0.5 and 0.75 quantile for Stochastic Volatility\n", "quantile = [0.25, 0.5, 0.75]" ] }, { "cell_type": "code", "execution_count": 10, "id": "c4430a6e", "metadata": {}, "outputs": [ { "data": { "image/png": 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DAACVKlWCnp4eWrRogevXr8PNzQ3h4eEoW7Zshu3IZDIxuKt169bZylQ3aNAgdOjQQe3+5YFMgiBg1qxZYoCoiYkJRo4cCQsLC6SkpMDDwwO7du1CdHQ01q1bh5SUFEyZMkXlPn18fPDy5Us0btwYEyZMgK6uLq5du4Y+ffpkWd7p06dj1KhRmDdvHry8vFCmTBns3LkTAFCiRIkMy8fHx2PVqlUoVqwYhg0bhqZNmyItLU3MgCSTyXDw4EE0b94c7dq1U1rX19cXw4cPR3x8PPT09DB48GA0b94cJUqUwJs3b3Du3DmcO3cODx48wKhRo3D48OEM96QvqV69ehgzZgy2bduG6OhoLF++XCmQ68iRI7h+/ToAoGXLlhg6dKjK7Vy9ehVRUVEwMDDAuHHj0KxZM8TFxeHkyZM4efIkIiMjMXToUJw9ezZDMPHdu3cxceJEpKamwsjICEOGDIGVlRWKFi2K169f49ixY7h16xYuX76M+Ph4bN++HRoaGirL8c8//6BixYqYPn06KleuDE9PT1SvXh3VqlVDQkICRo8ejYiICFhYWGDlypUA/ldfP336hGnTpiEuLg7GxsYYP348LCwsoKOjgzdv3uDw4cO4efMmXr9+jdmzZ+PgwYM5OtbPnz8X/5bfl/PDo0ePMHbsWCQkJKBIkSKwt7dHx44dYWxsjJCQEBw7dgw3btyAj48PBg0ahOPHj6sM6AbSvw+joqLQsGFDDB48GFWrVkVERAT279+PW7duITk5GXPnzsWVK1eUAgJze2/Nb25ubrh48SLKli2LsWPHok6dOoiIiMDmzZvx/PlzhIWFYebMmXjy5AmKFi2KSZMmwcrKCklJSTh27BhOnjwJmUyGP/74A5cuXUKRIkUy7OP58+e4ffs2NDU1MWLECNjZ2SEtLQ0XL17EgQMHEB8fj3HjxuHo0aNi4KX8nvnPP//g6tWrANLv4QCyff1/DeeZiIiIiIiIKCsMRCMiIiIiIqI8CQkJydEQizVq1MjwYPf333+Hu7s7IiIi4OjoiC5dusDc3Byenp7Yvn07AMDU1BRz585Vu92oqCiYmJjAyclJKdimVatWWLFiBfbs2YPQ0FBs374dP//8szj/4cOHYhCaqakp9u7dq5ShqG7durC3t8eoUaPw9OlTnDhxAm3bthWH5UtOTsbp06cBQByaTlGzZs1gaWmJyZMnIzU1FSdOnMCsWbOyfbxyIi0tDd27d1cqg2I2k3Xr1sHPzw9FihSBg4NDhgCaZs2aoUePHhg4cCDi4uKwYMECHDp0KEdl2Lt3rxiENn/+fAwfPlxpfuPGjdGrVy8MHDgQb9++xdy5c3Hp0iVoaWlluW0fHx8xYKpNmzbYtGmT0tCGDRs2RI8ePTBjxgycPXsW8fHx+O+//9C9e3dxmaNHjwIAWrRoAQcHB6XtW1lZoXnz5ujTpw/S0tLg7OwsBkt8Pmxk8eLF1WaFUsXf318cqrNq1arYv38/SpcurXRcrKysMHr0aKSkpGDdunXYu3dvptuUSqVK2cBKlSqVoUw9e/bE9evXkZaWhrNnz2LUqFEZtnPjxg1xeNzsZmIrVaoUSpUqleX+z5w5IwahNW7cGNu2bVMKapCfs6FDhyI4OBgbN25E69atUbt27Qz7TEtLQ9WqVbFz504xu1V2g3nKli2LsmXLiuXV0tLK8vwZGhriwIEDqF69ujitadOmMDc3F4MQT5w4keE6+vXXXxEfHw9jY2Ps27dPaf1atWqhbdu2aN68OebPnw9vb29s2bIFM2bMyNbnUCU8PBw+Pj7ZXr5KlSoZsoNNmTIFN27cwMuXL3H27Fn06NEDrVq1QnBwsFKwlrohTAGIQ5c6OTmhRo0a4vRmzZqhVq1aWLFiBWJiYrB27VqsWrVKnJ+YmIhff/1VHEp53759SvdgCwsLdO7cGQ4ODti0aRNu376No0ePon///irLIZFIsGPHDvG4161bV2m+/F6jp6eXoQ5cvXoVHz58AJA+dGG9evXEebVr10bbtm0xZcoUXLlyBQ8fPoS/v3+OgnXlw/tqaWkpXf95kZqaivnz54vBSRs2bFAaNrZ27dro0KEDtm7dinXr1iEyMhKLFy/G5s2bVW4vKioKffv2xdKlS8X7a+3atWFra4vx48fjxo0beP/+PW7cuKGUPTG399b8Fh0djbJly8LZ2VmpLdCoUSPY2toiMTERHh4eKFGiBI4cOYIqVaoolTMhIQEXL15EcHAwfHx8VGbwe//+PbS1teHo6IjGjRsr7aNJkyaYMmUKZDIZli1bhv379wP43z2zePHi4vI5+Q75Ws4zERERERERUVYyvtJFRERERERElAPz589Ht27dsv0vNjY2wzZKlCiB5cuXAwBSUlKwaNEixMfHY+7cuUhNTYWWlhbWrl0LXV3dTMuyYsUKlRmffv31V3GIqiNHjigNpbVjxw7x79WrV6scJq948eJYt26dOCSnPDgOAGJiYsRhQytVqqSyXG3btsWwYcMwbdo0NG/ePNPPkFcDBw5UOT0mJgbOzs4A0ods/Dx4Rs7c3Bzjx48HAHh6euLJkyfZ3ndaWhp2794NIP2B/udBaHIVKlQQg/HevHmTYQhPdfz8/FC1alVoaWnh559/VgpCU6T40Pzt27dK8yIjI8UyqFK7dm1MmjQJU6dORZcuXbJVruw4duwYZDIZAGDJkiUqg1CaNm0KOzs7AMDTp09VXis51bp1azEjnDz7zudOnToFADAyMkLLli3zvE9F8utLR0cHa9euVZlZp3z58mKAkyAIYqYyVXr27JntIRbzavLkyUpBZHIdO3YUg299fX2V5t2+fRsvXrwAAMycOVPl+gDQu3dv8V7g5OQk1o3c+Oeff3J0Dw4ICMiwDW1tbfz1119ikNYff/yB+Ph4zJs3Txy6cOXKlRmG7Pzc3LlzlYLQ5IYPHy4G7Jw9exafPn0S550+fVq8LhcvXqx2qFLF87Fnzx61ZWjatKna454VxeEOK1asmGG+RCLBxIkTMWzYMCxYsCDHw8LKh/tUzNKYV9evX4e/vz8AYPDgwUrBSYomTJiApk2bAgCuXbsmrvO5okWLYs6cORnurxKJBP369RP//3nwY2HdW1WZMGFChraAoaEhrKysxP8PGzZMKQhNTn4PBtKH5lZn/PjxSkFocm3bthWDnz08PNQe55z6Ws4zERERERERUVYYiEZERERERERfhZYtW4oZbh49eoRBgwYhMDAQQHpAx08//ZTp+qampkoPmRVpaWmJQypGRkbi6dOnANKD3uTZu+rUqaMyC5OciYkJbGxsAABPnjzBx48fAaRnOZEHFWzduhXOzs4qA4gWLFiAiRMnolmzZpl+jrzQ0tKChYWFynnu7u5ISEgAgCzLoBiMdPfu3Wzv39vbG2FhYdnaR4sWLcQH4PJzkJXOnTvj4sWLePLkicosNXKKgSzJyclK8+QBKsePH8fOnTvF7EeKpk6diilTpqh90J8b8qENK1SokOlQpL/99htcXV3x8OFDGBgY5Hm/2traYt1//vw5/Pz8lOZ//PgRrq6uAIBu3bplKzNddkVFReHly5cA0oM7VAWJyjVq1Ag1a9YEkB7MpRgsqkgxQ1VBs7W1VTldIpGIga3y+4Cc/FgCyDLjk/w6i42NhZeXV+4Lmk/MzMzEbJGhoaEYNGgQPDw8AABDhw5Vyq6oSvHixTMNMOrZsyeA9KFgb968KU6XHzMtLS2VgT1yGhoaYvCev78/wsPDVS6XlzqiGMA2depUPHz4MENdtLCwwIIFCzBs2DCUL18+R9uX3/PyEnj4OcVjqS4Q+fP5giDg1q1bKpextLREsWLFVM4zMTER/5YHKMoV1r1VlRYtWqicrngPkgdrfU4x2PLzzygnkUgwYMAAtfvv1auX+Ld8KOm8+lrOMxEREREREVFWODQnERERERER5cnevXszDazJiblz5+Lu3bt4/fq1mFXI2toaI0aMyHLdBg0aZDq/Vq1a4t8BAQGoU6cO3rx5I2ao+Xz4NlXq1q0LV1dXpKWlwd/fHw0aNIBEIsGYMWOwZs0axMXFYeHChfjjjz9Qr149WFtbw8bGBpaWlmqzd+UnIyMjaGtrq5z3/Plz8e/Zs2dj9uzZ2drm69evs71/xX2sX78e69evz/d9ABCHdk1LS8Pbt2/x+vVrBAcHIyAgAF5eXnj8+LG47OdBJOPGjcP06dMhk8nw119/Yc2aNbCwsBDPVf369cXMd/lFEATxMyrWQ1XKlCmTr/sG0oMi9u3bByA9K9r06dPFeefOnROD9eSBQvlFMVtYdq8vX19fREdHIyIiQmXgWk4Df/JCXWYnAGJWts8DiuT3LQBZBm4pev36NerXr5/DEqZbuXKlUuBLXowZMwbXrl2Dp6en+Flq1qyJX3/9Nct1LSws1N5/ACgF+ipmZZPvRyaTZRlwrCg4ODjf64itrS2kUil8fHzg6emJgQMHwtDQENbW1rC2tkaLFi0yDajMSsmSJREZGYmYmBikpaVlGKY6N+TXmYGBQZbDhCoG6X0elCqnLrMnAKUMcKmpqUrzCuPeqkqRIkXUXruK9VPd0KiKy6gLiK1cubLazH2A+rqeF1/LeSYiIiIiIiLKCgPRiIiIiIiI6Kuhp6eHhQsXYty4ceK0efPmZSuIK6sAHiMjI/Fv+RBi0dHR4rSshpz7fBnFdceOHQuZTIYtW7YgOTkZMpkMHh4e8PDwwPr162FsbIwOHTpg1KhRmT78zSt12U0AqMxOkx0xMTHZXvZL7ANIzy524MAB3L9/X2W2lsyCOzp37ozY2FisWrUKsbGxSEtLw5MnT/DkyRNs3boVxYsXR5s2bTBixIhMs67lxIcPH5CSkgIA4pCOX1KtWrVgbm6Oly9fwsXFBdOmTROvKfmwnGZmZjkKAsoOxfqQm+tLVcBPZnU8PxUtWhQaGho5Xu9LXQMFpUiRIli2bJlSZrOZM2dmazjUrO7BinU/KipK/Du/j1leMglqampix44dmDdvHm7fvi2W7+zZszh79iyA9IC7nj17ol+/fpkG3qlSpUoVREZGIi0tDZGRkXkKapOTfxdl5xpT/B5U/A5TVLRoUbXrK34Xfx6kVRj3VlV0dHSyde3m5vqWy6quFytWDFpaWpDJZEp1PS++lvNMRERERERElBUGohEREREREdFX5fTp00r/37JlC9atW5flelk9VE5LSxP/lg8/qDgtOxQzg3we7DRp0iQMGDAAFy5cgKurKzw8PMQgqaioKDg5OeHo0aNwcHBQO+RfdsuvTmYBe4pl37p1KypWrJit/eYkqENxH0uWLMl2hiddXd1sLScIAubPn4/jx48rTS9XrhxMTU1hZmaGBg0aoFixYhg+fLja7fTr1w+dO3fGlStXcO3aNdy7d08cYjEmJgYnTpzA6dOnsWjRInG42LxQPC5fIjOeKj179sTKlSsRGhqKBw8eoFGjRnj9+jU8PT3F+fktpwEMmV1fX1puz5NiwOHevXuzvZ667EyF4fN78LZt29CqVassz0lu7sHA/46Zubk5Vq9ene1yqst6lddrrGzZsnB0dMSzZ89w4cIF/Pfff/D29hbrs5eXF7y8vODs7Iw9e/aIQzNnR506dXD//n0AgJubG7p3757tdWUyGZYuXYqGDRuiadOmYhBbTr7HFJctiHtRQd9b8/o9mF+yE8QmL2t+DXf8NZ1nIiIiIiIioswwEI2IiIiIiIi+GufPn8eZM2cApGcU+fTpE86dO4d27dqhc+fOma4rf9itzvv378W/5dlMFAMI3r17l2X5FJcpUaJEhvlGRkYYNGgQBg0aBJlMhidPnuDmzZs4d+4cgoKCkJSUhLlz5+L69etiNpLsPiT+9OlTtpZTR7G82trakEqledpeVvuQSCT5vo8DBw6IQWi1atXClClTYGVllSFLlpubW5bbMjAwgL29Pezt7ZGWlobnz5/j9u3bOH/+PF68eIHU1FQsXboUtra2ec5apHhc1GWnKWjdu3fHmjVrIJPJcOHCBTRq1Ajnzp0DkJ4Fqlu3bvm+z/y+vr4F8s8cExODypUrZzvI8mvh6emJHTt2APjfPVg+TTFTpSo5uQcrBt7Jh6t8//59gdyXcqt27dqoXbs2Zs6ciQ8fPuDevXtwdXXFpUuXEB8fj5cvX2L9+vVYtGhRtrfZqlUrODo6AgBu376do0C0+/fv4/Dhwzh8+DCsrKzE4XbldS4715hidq6cBNDlRG7urdnNwJXX78H8klVdj46OFgNr8yvI9Gs7z0RERERERETqFO7rpURERERERET/LzIyEosXLwaQ/uD22LFj4vBSf/zxByIiIjJd/+XLl5nO9/LyEv82MzMDAJiYmEBPTw8A8Pjx4yzL+OjRIwDpD82rVq0qTn/79i3u3r0rZvYB0rOgNGzYENOmTcP58+dhY2MDIH2Yt2fPnonLKWZWUTXMpOI+8qJmzZri3/fu3ct02eDgYGzevBknT55EQEBAgewjJiYGGzZswLFjx/D8+fNsbf/gwYMA0gNk9uzZgzZt2qgcqjE0NFTtNqKiouDu7q4U0FCkSBFYWFhg/PjxOHnyJPr06QMgPQPR3bt3s1W2zGhra6Ny5coAgBcvXmS67J07d9CiRQsMGjQIDx48yPO+5YyMjNCqVSsAwNWrVwGkD3EKAC1atICxsXG+7UtOfp0BObu+ihUr9lVlCMsJ+TWQmpoKDw+PTJe9c+cOdu7ciXPnzikFaRWWhIQEzJ07F6mpqShatCgOHz6M6tWrAwAcHBzg7e2d6fq5uQcD/ztmERERWd5vLly4gN27d+PSpUuIi4vLdNncSE5Ohq+vr1JZgfQMd506dcKqVatw7NgxMZD45s2bOdp+kyZNxOGZL1y4IA4TnR3ywDMASoHZ8mMZGxsLf3//TLeheB3Kz21+ycu9VfF7MCEhQe0+8vo9mF8CAgKQnJysdr66up4XX8t5JiIiIiIiIsoKA9GIiIiIiIjoq/Dbb7+J2aJ+++03VKlSBfPmzQOQnl3kt99+y3T9+/fv482bNyrnJScni5nWqlevDlNTUwDpD7+bNm0KAHjy5IlSgNjnXr9+LT44r1WrFgwNDQEAmzdvRqtWrTBixAhxyLXPaWhooEWLFuL/k5KSxL8VA6mCg4NVru/j44OwsDC1ZcuOZs2aQVMzPTH68ePHERsbq3bZ7du3Y/369ZgzZw6ePHmS7X1YWlqK2VcuX76caZkPHjyIjRs3Yv78+WJAVFaCgoIAAFWqVEHx4sXVLqc4tKBicOCpU6fQvHlzDB06FJcuXVK7fuvWrcW/Pw82yO0wZ82aNQOQfo4zC8q6evUqIiIi8ODBg2wFh+VkCEv58Jtv3rzBzZs3xXNrb2+f7W3khLGxsRg8ce3aNYSHh6td1s3NDa9evQIAWFtbF9hwcgU9TJ084BRApkNzCoKApUuX4q+//sKMGTOQmJhYoOXKjtWrVyMwMBAA8PPPP8PU1BRLly6FRCKBTCbDnDlzIJPJ1K4fEhKChw8fqp1/4sQJAOn3PPn1AGT/mMXHx2PRokVYuXIl5syZk63hEVXJrA506dIFXbt2xc8//6x2merVq6NKlSoAlO/l2d33hAkTAACJiYlYsGCB0pC06ly5ckUMIC1Tpgx69eolzlM8fvJgXXUOHTok/q14DvIqr/fW7HwPfvjwIUffRwUpKSkJFy9eVDtfnrlTIpGgbdu2SvNyew/6Gs4zERERERERUXYwEI2IiIiIiIgKnbOzsxiM1L59e3To0AFA+nCC8ixOrq6ucHZ2VruN1NRUzJs3T2WWkuXLl4tZskaMGKE0b+TIkeLfv/76q9KQVnKfPn3CjBkzxICB0aNHi/NsbW3Fv//55x+V+09JSREfzmtpaSllSFH8e//+/RnWjYuLwx9//JFhek6VLl0aXbt2BZCeuWbOnDkqy+rq6oqjR48CSA946NSpU7b3oa2tjcGDBwNIDzKYPn26yoA3Ly8vbN26FQCgq6uLfv36ZWv78uA/Pz8/lVnPBEHAP//8o5RpR/EzNm/eHFpaWgCAbdu2qR1eTT5kJZA+PN/nnxHIPHudKoMHDxYDEH777TeV+37+/DmOHDkCALCyshKDXTIjL092ymRra4tSpUoBAJYtW4a0tDSUKFECdnZ22f4cOSW/vpKSkjBz5kyVWazevn2LBQsWAEgPrPv8Gs1P8uNVENm0AKBdu3YwMTEBAPz333/iMJefW7t2rZj9q23btqhQoUKBlCe77ty5gwMHDgBIDygdPnw4AKBRo0YYMGAAgPRsfps2bcp0O4sWLVJZt//99194enoCAAYNGqRUb/v27QsDAwMA6QE0itefnCAISsHK/fr1y/Wwp5nVAfn3TWhoqFIGMkXe3t5iRioLC4sc779Pnz5iAPSNGzcwZcqUTDPiXbx4ETNnzhT/v2jRIujo6Ij/t7OzE+8VTk5OuHLlisrtbN26Fe7u7gDSg5ryK1MXkPd7q2JZDh06lCHgMSUlBYsXL840C9mXtmrVKpXfQ2fPnsXZs2cBpAc2yocCl1Os+zm5D30N55mIiIiIiIgoOzQLuwBERERERET0bQsJCREDhLKrXLlyYkar0NBQrFy5EgBQokQJ/P7770rLLl68GF26dEF8fDxWrlyJZs2aiUObfe7evXvo27cvxowZg+rVqyMsLAxOTk64c+cOgPSgis+DnqysrDB06FDs27cP/v7+6NGjB0aOHImGDRuiSJEiePLkCXbt2iU+cO7WrRu6dOkirl+rVi20bdsWV65cgaenJ3r27Ilhw4bB1NQUmpqaCAoKgpOTk5gFq1+/fkqZruzs7FC8eHHExMTgypUrmDx5MgYMGIDixYvj+fPn2L17NwIDA1GpUiWEhITk6Dh/bu7cuXB3d8ebN29w5coV9O7dGyNGjIBUKsXHjx/h6uqKQ4cOITU1FRKJBH/88YdSwEN2jB8/Hq6urnj27Bk8PT3RvXt3jBo1CnXq1EFcXBzc3NywZ88eMWhq9uzZ2R6GsXPnzti1axcSExMxdOhQjBs3Dubm5khJSYGvry+OHTuGp0+fKq2jGAhnbGyMQYMGYc+ePQgKCoK9vT2GDx8Oc3Nz6OnpITQ0FEePHsWtW7cApAdufR6IVrp0aYSEhODWrVu4cuUKKlSoAGNj4wzBBp8zMzPDuHHjsG3bNnh7e6Nnz54YPXo0LC0tERcXh3v37mH37t1ITk6Gjo6OGJiVFUNDQ2hpaUEmk+Hs2bNo2bIlihUrBhMTE5QoUUJpWU1NTXTr1k2sU/JjqhgYkd/s7e1x6dIlXLt2DR4eHuL1ZWlpiZSUFHh4eGDXrl348OEDAGDcuHFo0KBBgZVHXteio6OxY8cONG/eHDo6Ovk2fJ2GhgZWrVqF4cOHQyaTYfXq1bh//z769OmDcuXKISwsDEePHoWrqysAoGTJkpg/f36e9hkeHg4fH58crVOqVCkxKPHTp0+YP38+BEGAlpYWli9frpRtbNasWbh+/Trevn2Lf//9F3Z2dqhTp47K7fr4+KBXr16YMGECfvrpJ7x//x7Hjx/H+fPnAQBVq1bFpEmTlNYpXrw4li5diunTp0MQBMyYMQOurq7o0qULjIyM8Pr1a+zbt08MZKtcuTKmTp2ao8+rqHTp0ggICIC3tzeOHz+On376CcWKFUOlSpUwevRonDhxArGxsVixYgU8PT3RqVMnlCtXDrGxsXj06BF2794NmUwGTU1NjB8/Psf7l0gkWL9+PYYNGwZvb29cu3YN7dq1g729PaytrVG+fHkkJSXBz88PLi4ucHNzE9edOXNmhgxbGhoa+OuvvzBkyBDIZDJMnToV9vb26NSpE0qVKoU3b94o1TkjIyPxOze/5PXe2qBBA1SuXBmvX7/G06dPMXLkSIwYMQJlypRBQEAA9u7di2fPnuXL92B+iYyMRJ8+fTB+/Hg0aNAA8fHxOHfunBgwX7JkSTGrqyLF7zsHBwfY29tDIpHA3Nw80/19DeeZiIiIiIiIKDsYiEZERERERER5kpsgipUrV6JXr14QBAFz584Vs4LMmTMnQ1BShQoVMHPmTCxduhRxcXGYN28e9u7dm2F4q0aNGiElJQWPHj3CrFmzMuyzVatW+Pvvv1UOizV//nxoaWlh165diIqKwurVqzMsI5FIMGLECKXMNHIrVqzAu3fv4OnpCT8/vwzBdHKdOnXK8GC6ePHiWLlyJaZNmwaZTIYrV65kyHTSv39/1KxZE8uWLVO53ewyNDTEvn37MHnyZLx8+RI+Pj4qz1/RokXxxx9/5CpTlo6ODnbu3Ilp06bh3r17CA0NxdKlSzMsp6mpiWnTpokZ1LJjypQp8PDwgJeXF0JDQ7Fo0aIMy2hpaWHatGnYs2cPIiIi4OvrqzR/1qxZCA0NxZUrV/DmzRu1D+qtrKywdu3aDNPbt28PR0dHxMXFYfLkyQCAyZMnZzqUn9y0adOQkpICR0dHhIaGYsmSJRmWKVGiBNauXZtlUIKchoYG7OzscPHiRYSHh4vZxFasWIHevXtnWL5Xr17YvXu30v8LkkQiwT///IMFCxbAxcUFwcHBKj+3pqYmpk+frpRtsCC0b99eHDZv9erVWL16NRo3bqwyG2FuNWzYEP/++y+mT5+O6OhoXL9+XeXwsxUrVsSmTZvynA3tn3/+wT///JOjdaZMmSIGcy1btkwcRnfcuHEZMigZGBhg8eLFmDBhAlJTUzF79mycPHkyQ0ayqlWrwtTUFFevXsXChQsz7NPS0hJbtmxRmcmsc+fOSElJwe+//46EhAScOnUKp06dyrCcVCrF1q1bxQxqudG+fXu4ubkhJSVFvB/b29tj1apVKF++PBwcHPDzzz8jNjZWKbuVIj09PSxZsgT16tXLVRlKliyJgwcPYtmyZTh58iRiY2Oxf/9+tfXQyMgIv//+u9oMlfXq1cOOHTswffp0MfhPXs8V1a5dG+vWrcsycDY38nJv1dDQwOrVqzFmzBh8+vQJHh4e8PDwUFqmdevW6NmzZ7butQVNT08PPXv2hJOTk8rPWaVKFWzbtk3l8Mpt27bF5s2bkZqait27d2P37t2oUKFCtoao/hrOMxEREREREVFWGIhGREREREREhWbPnj3iEFLNmzdXGTgDpA9rePbsWTx8+BDu7u7Ys2dPhuH7DAwMsGHDBuzZswenT59GUFAQSpQoATMzMwwcOBB2dnYqg9CA9OEA58yZgx49euDAgQNwc3NDeHg4ihQpggoVKqBJkybo27ev2uCgEiVKwMnJCS4uLjh//jyeP3+ODx8+QFNTE8bGxmjYsCF69OgBa2trleu3bdsWZ8+exc6dO3H79m1ERETAwMAAlpaWGDRoEGxtbfMtUKZSpUo4fvw4zpw5gwsXLsDLywsfPnyAlpYWTExM0Lx5cwwZMgQVK1bM9T4MDQ2xZ88eXLt2DadPn8bjx4/x7t07SCQSlC9fHk2bNsXgwYNRs2bNHG3XwMAABw4cwL59+3D+/HkEBAQgKSkJ+vr6MDExQZMmTTBw4EBUrlwZ3t7eOH36NJ48eYI3b96IwT7a2trYtGkTrly5gtOnT8PLywtRUVEQBAHGxsawtLREly5dxOFhPzd9+nRoa2vjzJkzCA8Ph76+Pj59+pSt8hcpUgSzZ89Gly5dcODAAbi7uyMiIgJAepanVq1aYdiwYTkOHlixYgVKlSqFq1ev4v379yhevLiYYexzZmZmMDU1hb+/P6pXr642s1V+0tHRwZo1azBgwAAcOXIEDx48QGRkJHR0dFCxYkW0aNECffv2ReXKlQu8LK1bt8aqVavErHASiQRJSUn5vh9ra2tcvXoVBw8ehKurK/z9/fHp0yfo6emhZs2aaNu2Lfr37w99ff1833dOXLlyBSdPngQA1KxZExMmTFC5XOvWrdGlSxecPXsWr169wtq1azNk7dPS0sKmTZtw5MgRHDlyBAEBAdDV1UWNGjXQu3dvdOnSRRy+UZXu3bvD2toaTk5OuHnzJl6/fo24uDgUK1YM5ubm6Ny5M3r27JnpNrJj8ODBSE5OhrOzM0JDQ6Gtra00rG3z5s1x/vx5MZtmYGCgWA55fR00aBDKli2bp3Lo6+tj5cqVGDNmDFxcXHD//n28evUKHz9+hEQigaGhIWrVqgVbW1t069Yty7rStGlTXL58GQcOHMD169cREBCAuLg4lClTBlKpFD169EDbtm3zfPzUyeu9tV69ejh//jwcHR1x/fp1vHnzBkWLFoVUKkWfPn3Qo0ePbAVrfSm///47rKyssG/fPrx48QKampqoVq0aunfvjl69eqFo0aIq1zM3N8eWLVuwZcsWeHt7Iy0tDZqamkhISFC7jqLCPs9EREREREREWZEIgiAUdiGIiIiIiIiIckuevcfW1hbbtm0r5NIQfd1iYmLQvHlzJCcnY+bMmRg3blxhF4m+cXZ2dggNDUXNmjVx5syZwi4OUYEZOnQo3N3doaenJw4VS0RERERERETKihR2AYiIiIiIiIiI6MtwcXFBcnIyNDU1YW9vX9jFISIiIiIiIiIiou8IA9GIiIiIiIiIiH4Ab968wfbt2wEAbdq0yfEQoERERERERERERESZ0SzsAhARERERERERUcFwdnbGvXv3oKGhgZs3b+L9+/fQ0NDAhAkTCrtoRERERERERERE9J1hIBoRERERERER0XcqJSUFZ86cUZo2adIk1KpVq5BKRERERERERERERN8rBqIREREREREREX2natWqhYoVKyIyMhImJiYYMWIE+vXrV9jFIiIiIiIiIiIiou+QRBAEobALQURERERERERERERERERERERERN+uIoVdACIiIiIiIiIiIiIiIiIiIiIiIvq2MRCNiIiIiIiIiIiIiIiIiIiIiIiI8oSBaERERERERERERERERERERERERJQnDEQjIiIiIiIiIiIiIiIiIiIiIiKiPGEgGhEREREREREREREREREREREREeUJA9GIiIiIiIiIiIiIiIiIiIiIiIgoTxiIRkRERERERERERERERERERERERHnCQDQiIiIiIiIiIiIiIiIiIiIiIiLKEwaiERERERERERERERERERERERERUZ4wEI2IiIiIiIiIiIiIiIiIiIiIiIjyhIFoRERERERERERERERERERERERElCcMRCMiIiIiIiIiIiIiIiIiIiIiIqI8YSAaERERERERERERERERERERERER5QkD0YiIiIiIiIiIiIiIiIiIiIiIiChPGIhGREREREREREREREREREREREREecJANCIiIiIiIiIiIiIiIiIiIiIiIsoTBqIRERERERERERERERERERERERFRnjAQjYiIiIiIiIiIiIiIiIiIiIiIiPKEgWhERERERERERERERERERERERESUJwxEIyIiIiIiIiIiIiIiIiIiIiIiojxhIBoRERERERERERERERERERERERHlCQPRiIiIiIiIiIiIiIiIiIiIiIiIKE8YiEZERERERERERERERERERERERER5wkA0IiIiIiIiIiIiIiIiIiIiIiIiyhMGohEREREREREREREREREREREREVGeMBCNiIiIiIiIiIiIiIiIiIiIiIiI8oSBaERERERERERERERERERERERERJQnDEQjIiIiIiIiIiIiIiIiIiIiIiKiPGEgGhEREREREREREREREREREREREeUJA9GIiIiIiIiIiIiIiIiIiIiIiIgoTxiIRkRERERERERERERERERERERERHnCQDQiIiIiIiIiIiIiIiIiIiIiIiLKEwaiERERERERERERERERERERERERUZ4wEI2IiIiIiIiIiIiIiIiIiIiIiIjyhIFoRERERERERERERERERERERERElCcMRCMiIiIiIiIiIiIiIiIiIiIiIqI8YSAaERERERERERERERERERERERER5QkD0Yjoi1ixYgXMzMzQsWPHTJcbPXo0zMzMYGZmBicnJ7XLvXjxQlzOx8cHADB06FCYmZlh3bp1GZYXBAH+/v5K00JCQsRtBAUF5eJTUX5QdW4Kcr3cSklJwatXr5Smubm5iXUoJSXli5Xlc3Z2dmI5cvLPzc0tw+fIzr8ePXqI+1a8jlT9s7CwQNOmTTFgwABs3boVsbGxBXosMrsPfA2OHz8OMzMztGzZsrCLQkRE9M1jH4PUYR+DsiMhIQEhISFK077F9vqXrrc5wf4ZEdH3he1vUoftb/pWfc1taTl/f38IglAo+/6W2su+vr4Zpsmv7Tt37hRCifLXhg0bYGZmhoEDBypNlz8fdHZ2zrBOTu55c+fOhZmZGWbNmqW0fGbHUFWfurB9C3X2e6qXmWEgGhF9EdbW1gCAV69e4f379yqXSUpKwv3798X///fff2q35+HhAQAoXbo0pFJppvt+8uQJ+vXrhy1btuS02FTAcntuvvQ5vXXrFrp27YqTJ09+kf3llIWFBRo0aJDhn1zVqlVVzi9WrFi2t6X4r1atWirLIZVKMyxrbm4OPT09eHp6Yt26dejWrRt/FCIiIqJ8wT4GqcI+BmWHi4sLOnTogLt37xZ2UfKE9yIiIvqS2P4mVdj+pm/V135fiY2NxZIlS9C9e3ekpqYWdnG+Wq9evcLo0aPx+++/F3ZRvioFfc/7XvrUVHA0C7sARPRjaNy4MbS0tCCTyeDp6Yk2bdpkWMbNzQ2JiYmoUaMG/Pz84O7ujuTkZGhra2dYVt6Zbd68uTht1apVSEhIgKGhodKyBw4cwJMnT1ClSpV8/lSUV7k9N1/6nG7bti3DWwNfEwcHB5XTzczMAADjx49Hr169srWt9evXo1KlSrkqx8KFC9GkSROV89zc3DBp0iS8efMGc+bMwaFDh3K1DyIiIiI59jFIFfYxKDvWrVuH8PDwwi5GnvFeREREXxLb36QK29/0rfra7yvPnj3LNKskpTtz5gxu3bqllJxB7ty5cwCAChUqfOlifTG7d++GTCZDmTJllKaru+fVqVNHPC6amlmHCqk7ht9Ln5oKDjOiEdEXoa+vD0tLSwDAw4cPVS5z69YtAECPHj1QuXJlxMfHK709pUhVJ7VChQowNTWFkZFRfhadiPJBkyZNMGPGDACAp6cnvLy8CrlERERE9K1jH4OIiIiI6Mth+5uIiL4lpqamMDU1RdGiRQu7KAWmcuXKMDU1VTkCkipFixYVj0t2/AjHkAoGA9GI6IuRp+5W10m9efMmAKBZs2Zo0aKF0jRF/v7+ePfuHSQSiVInlYi+bu3atRP/fvz4cSGWhIiIiL4X7GMQEREREX05bH8TERERUVYYiEZEX0yzZs0AAF5eXkhOTlaa9+bNGwQEBMDQ0BC1a9cWO7SqOqkeHh4A0ocdLFWqlDh96NChMDMzw7p16wCkpwE3MzPDiRMnAKSPV21mZoahQ4dm2KYgCDhx4gQGDBiA+vXro0GDBujduzcOHjwIQRCy/RlDQkJgZmaG5s2bIzw8HOPGjUOdOnVgZWWFmTNnZvgcP//8M2xsbGBhYQFra2tMmjQp0/G0z549i9GjR6N169awsLBAs2bNMHr0aJw+fRppaWlKyx4/fhxmZmaYNGkSPn36hKVLl6Jly5aoU6cO2rdvjz///BORkZFq9xUcHIzFixejXbt2sLS0RKNGjTBo0CA4OztnOh79y5cv8dtvv6Ft27awtLRE48aNMXz4cFy4cEFcJifnRlF210tMTMTu3bvRr18/NGjQAJaWlmjbti1+//13BAYGZroPRfJj6O7uDgDYunUrzMzMMHfu3AzLpqSkYM+ePejZsyfq1q2Lxo0bY8iQIWLaWlViY2OxadMm2Nvbo379+qhXrx66desGBwcHxMTEZLuc3wrFNzLi4uKytc7Hjx+xbt069OrVC1ZWVqhbty7atWuHBQsWwNvbO9N1fXx8MGPGDDRv3hyWlpaws7PDH3/8kWm9v3v3LqZOnSpel02bNsWYMWNw6dKlTPd17do1TJw4ES1btoSFhQVsbGwwbdq0HGV+c3JygpmZGczNzZlym4iIKJvYx2AfQ459jHQF0cd4+vQpfvnlF9ja2qJOnTro2LEjtmzZguTkZNjZ2cHMzAwhISHi8nPnzoWZmRkOHjyIw4cPw9bWFpaWlmjfvj3c3NzE5T5+/IiNGzeKZa1bty46deqEVatWISIiQqkMAwYMgJmZGbZu3ZqhfA8ePICZmRnMzMxw/fr1DPP37t0LMzMzTJgwARs2bICZmRlCQ0MBAAsXLoSZmRk2bNiQYb34+Hhs3LgRnTt3Rp06ddCkSROMHj0at2/fztHxk5/z6dOn48GDB+jRo4fYZ9i9e7e4XEREBNatW4c+ffrAysoKtWvXhpWVFQYMGABHR0ckJiaKy2a33iYnJ2PPnj3o378/GjZsiDp16qBDhw5YuXJlhmOcHeyfERER299sf8ux/Z2uINrf7u7u+PXXX9G2bVvUq1cPFhYWaNGiBaZOnZpp3bpz5w7GjRsHGxsb1K1bFz169ICTkxPS0tLE9rKqz+zs7Ix+/fqhcePGaNiwIYYPH45bt26J5+rzcyPfVlRUFGbNmoX69eujYcOGGDZsGFJSUsTlXr58iTlz5sDW1hYWFhZie/rixYtqP0NuygN8f21pOzs7DBs2TPx/7dq1M/S7gC/bXs5N/yg3ddnf3x/z5s1Dly5dUK9ePTRs2BD29vZYt24d3r17Jy4nv1dv3LgRQHqAtJmZGezs7MRl5HX1zp07GfYTGRmJ9evXo1u3buK127NnT+zYsSPD95sqcXFxqF+/PszMzHD58mW1y40cORJmZmb4559/lKaHh4dj1apV6Ny5M+rWrYv69eujR48e2LhxY47uHfI+ubOzM4Cs73ny+m9mZqZ0varz+THMrE996NAhmJmZoUmTJpDJZCq3FxYWhp9++gm1atXK9tCeOfneVJSbOpvb8/L69WusXLkSHTt2RN26ddGgQQMMGDAAR44cybSMioKCgtCiRQuYmZlh+PDhSEhIyNZ6X6usB34lIsondevWhZ6eHuLj4+Hl5aU0Xvd///0HID0Nd5EiRdC0aVNoaWnB19cXb9++Rbly5cRl5Z3UrN6UKlasGBo0aICgoCC8e/cORkZGqFq1KqRSaYZlFy5cCA8PD5QoUQLVqlVDaGgovLy84OXlhSdPnmDlypU5+qzJyckYPXo0AgMDUbNmTbx58wYVK1YU569Zswbbt28HAJQoUQJSqRQRERG4evUqrl69ijFjxuDXX39V2ubKlSvFH6krVqwIMzMzRERE4NatW+K/v/76K0NZYmNjMWjQIPj4+IipzX19fbFr1y6cPXsWO3bsyNABuXz5MmbNmoXExETo6uqievXqSEhIwIMHD/DgwQOcPXsWmzZtgr6+vtJ6Tk5OWLlyJWQyGfT19VGzZk28e/cO9+7dw7179zBhwgRMnz49R+dGUXbWe/v2LUaOHImAgAAAQNWqVaGvrw9/f38cPnwYJ0+exJ9//onOnTtncRaBUqVKoUGDBvDx8UFsbCzKly+P8uXLo2rVqhmWHTNmDDw8PGBsbIzq1asjKCgIHh4e8PDwQEBAAKZMmaK0vL+/P8aOHYvQ0FBoaGjAxMQEurq68PPzw6ZNm3Dy5Els37492+lxvwVBQUHi34rXtDrR0dHo168fgoKCoK2tjcqVK0NLSwtBQUE4evQoTp06hc2bN6Nly5YZ1r1z5w4cHR2RlpaG6tWro2jRoggJCcGBAwdw+fJlnDx5EsbGxkrrLF26FPv37wcAlCxZEubm5ggPD8fNmzdx8+ZNdOrUCatXr4aWlpa4TmpqKubNm4dTp04BAEqXLg2pVIrg4GCcP38ely9fxubNm9GqVatMP+vhw4exdOlSFClSBEuWLEHfvn2zPD5ERETEPgb7GOxjKCqIPsbx48excOFCpKamokSJEqhZsyZCQkLwzz//4MaNG0hKSlK77unTp/Hw4UOUK1cOVatWRUhICH766ScAgLe3N8aMGYOIiAgUKVIEpqam0NTUhK+vLxwdHXHs2DFs2LABTZo0AZD+47qnpydu3bqFCRMmKO1H8aHCvXv30Lp1a6X5rq6uAIA2bdpAIpGgQYMG4sPzKlWqoFSpUihfvrzSOomJiejfvz98fHxQvnx5VKtWDYGBgbh16xZu376NlStXomfPntk+jgAQEBCAMWPGQENDAzVr1oS/vz9q1KgBAHj06BHGjh2LmJgY6OjooHLlytDU1ERISAg8PT3h6emJq1evYu/evdDQ0MhWvY2IiMC4cePw4sULSCQSVKhQASVLloSfnx92796NkydPYvPmzWjYsGG2ys/+GRERAWx/s/3N9reigmh/r127Fv/++y8AwMjICNWrV0dsbCxCQ0Nx6dIlXLp0CUuWLEH//v2V1tu8eTPWr18PADA2NkaNGjUQGBiIJUuW4N69eyr3lZSUhF9++UV8maNKlSrQ19fH/fv3ce/ePaURTlSZOnUqPD09IZVK8f79e5QuXRqamumhB05OTli+fDlSU1Ohp6eHmjVrIjo6WqznXbt2xV9//QUNDY08l+d7bEtbWFhAX18fPj4+ACDea3V0dMRtfsn2cm76R7mpy56enhg1ahTi4+NRvHhxVKtWDUlJSfDx8cGLFy9w4sQJHD58GOXLl4eOjg4aNGiAsLAwhIWFwcDAAFKpFKVLl87yfDx48ABTp07Fu3fvoKmpCVNTUyQnJ+PFixd4/vw5bty4gZ07d0JbW1vtNvT19dGxY0ccP34cp0+fVlk/w8PDxeuvV69e4nR5AOGnT5+gpaWFGjVqICUlBT4+Pnj58iWOHj2Kbdu2qQwezUpO7nm5Ub58ebV96o4dO2LlypWIjo7GjRs30LZt2wzrnzp1CmlpaWjZsiXKli2b5f5y+72Zmzqb2/Ny+fJlzJ49G/Hx8dDR0UGNGjUQExMj3n/c3d2xevVqSCQStZ8zODgYw4YNQ0REBGxsbLBp0ybo6upmeXy+agIR0Rc0ZswYQSqVCtu3b1eaPnnyZEEqlQrHjx8Xpw0aNEiQSqXCkSNHlJZt1aqVIJVKhdu3bytNHzJkiCCVSoW///5bafqcOXMEqVQqzJw5U2l6cHCwIJVKBalUKpibmwuOjo5CcnKyIAiCkJycLCxevFic7+fnl63Pp7hNKysrwdfXVxAEQUhKShI+ffokCIIgHDx4UJBKpUKjRo2EU6dOieumpaUJZ8+eFerVq5fhc/v5+QlSqVSwtLQU7t27p7TPEydOCObm5oJUKhU8PT3F6ceOHRPLYmFhIbi4uIjz3r59K/Tv31+QSqVCly5dBJlMJs578eKFYGFhIZiZmQnr1q0TEhMTxXnPnj0T2rdvL0ilUmHWrFlK5Xjw4IFYjjVr1iitd+zYMXHezZs3xenqzk1W1K2XkpIi9OjRQ5BKpUKHDh2EFy9eiPM+ffokLFiwQJBKpULt2rWFR48eZXt/6urWvXv3xGNcp04d4cSJE0JqaqogCIIQGxsrTJo0Sdyf/PwLgiDExcUJ7dq1E6RSqTBx4kTh7du34ryIiAhh3LhxglQqFdq3by8kJCTk6Ngokpft2LFjmS6n+DmCg4NztA/FOv953fzc7NmzxeMRGRmZ5bZXr14tSKVSYcCAAcK7d+/E6TExMcKUKVPE86xIfq6kUqkwYsQIpWN79+5dwcLCQpBKpcJff/2ltN7OnTsFqVQq1KpVS9i/f794HgVBEM6dOydel0uXLlVab9u2bYJUKhXq1q0rnDlzRkhLSxMEQRASExOFRYsWCVKpVKhXr54QHR0tCML/rssWLVqI23B2dhbMzMwEc3Nz4cSJE1keFyIiIlLGPgb7GOxjFEwfw9fXV6hdu7YglUqFtWvXCklJSYIgCIJMJhO2bNkimJmZqexHyI+lVCoVlixZIqSkpAiCIIht+k+fPgk2NjaCVCoV+vfvL7x+/VpcNzIyUhg/frwglUqFhg0bivPk9fXzzy0IgljvpFKp0L17d6V5sbGxQu3atQVzc3MhKipKnN66dWuV9wLFOm5lZSW4urqK8969eyfuy9raWmz7Z0Vxm/369RNiYmIEQRCE9+/fC2lpaUJKSorQtm1bQSqVCpMmTRL7DoKQft+Q9zmkUqlw/fp1pW2rq7dpaWliWQcOHCj4+/uL82JiYoR58+YJUqlUaNKkiRAREZGtz8H+GRERybH9zfY3298F0/6Wl8Xc3Fw4evSoUhsoLCxM/AzW1tZK827duiWut3fvXnFeQkKCsGTJEvHzSaVSpf2tXbtWrOeKdfLt27fC4MGDxXWGDBmitJ5inXR3dxcEQRBSU1OFDx8+CIIgCDdu3BDMzMyE2rVrC3v27BH7A4IgCHfu3BGaNWsmSKVSYd26dXkuz/fcllasm4rXtyB8+fZyTvtHua3Lffv2Fcst738KgiC8fv1avG/99ttvSp/JwcFBPLafk5dd8bsmOjpaaN68uSCVSoUxY8YoncMnT54ITZs2VXmvUMXDw0O8Fj5+/Jhh/vbt2wWpVCoMGjRInBYSEiKenwkTJig9K3v9+rV4TG1tbcW+Y2afU13fNjv3PMV6pe56UHUMM9vvrFmzBKlUKkydOlXlMevQoYMglUqFc+fOqZyvKK/fmzmps7k9L0FBQeJ6c+bMUZp348YNoU6dOoJUKhUOHz4sTv/8mIaEhIjHc9y4cUp1/1vGoTmJ6IuSp+N++PChOC0lJUVMwar4BpT8b8XU3cHBwQgLC4Ouri4aNWqUb+Xq06cPRo4cKb4ZoKWlhTlz5sDAwAAAcP/+/Rxvc9CgQeLbzdra2jAwMEBycrI45MeKFSvQvXt3cXmJRILOnTuLb0lt2LBBTIsqT8tbrVo18Y1wOXt7ewwcOBBdu3ZVmy52zpw56Nq1q/j/smXLYvPmzShWrBh8fX2VUiFv2LABycnJGDJkCKZNm6b0hkWtWrXg4OAADQ0NuLi4wM/PT5y3efNmpKWloVOnTpg5c6bSer169UKfPn0ApL9RX1AuXLiAFy9eQEdHB9u3b4e5ubk4z8DAAMuWLUOLFi0gk8nE9O75ZeLEibC3t0eRIulfrfr6+vj9998BADKZDI8ePRKXdXZ2RlBQEGrXro0NGzYoRf2XLl0a69evR8WKFREYGFigx0uVNm3aiKl2Vf1TNWRNZhITE/H8+XMsWrQIJ0+eBACMGDEiw9vuqrx8+RIA0KFDBxgZGYnTixUrhoULF8La2hqNGzdWSqstZ2homOHYNm3aFPb29gDS33iRS0pKwpYtWwAAP//8MwYPHiyeRwDo1KkTli1bBgA4cOCAmP46OTlZfKNn9uzZ6NKli/hGg46ODn7//XdUq1YN8fHxOH/+vMrPePLkSfz222/Q0NDA6tWrxfIRERFR9rGPwT4G+xgF08fYuHEjZDIZOnTogBkzZohvg2tqamLChAkYMGBApuvr6Ohg5syZYpYDeZv+wIEDiIiIgLGxMbZt2wYTExNxHWNjYzg4OEAqleLTp0/iUJympqaoWrUqZDKZ0vCenz59wpMnT2BqagojIyN4e3vjw4cP4vw7d+5AJpOhXr16SsN+ZcfChQuVMgEYGRlh9uzZAICoqKgcDQklN23aNBQrVgxAep9FIpHg5cuXiI6Ohra2NpYtW4YSJUqIy2tpaWHcuHHiMZJnRMjK1atX4enpiTJlymDHjh2oXr26OK9YsWJYvnw56tatiw8fPigND5oZ9s+IiEiO7W+2v9n+Lpj2982bN6GtrY127dqhd+/eSm2gcuXK4ZdffgGQ3hZVHKJQPuTfiBEjMHToUHE9XV1d/PbbbyqzwcbExGDXrl0AgFWrVinVybJly2LLli1ZZpbq1KkTGjduDAAoUqQISpYsCQD4+++/IQgCZs2ahWHDhillPWvWrJmYnXDXrl1i2z235fkR2tKfK6z2ck76R7mty/Lj1Lt3b6VsZCYmJpgzZw5at26tlJkyNw4fPozIyEhUrFgRGzZsUKpXlpaWmD9/PgDgxIkTWQ6p2KhRI1SpUgXJyckqh5yVZ55TzIa2bds2xMfHQyqVYv369UrPykxMTLBt2zaULl0ab968wb59+/L0WQtD7969AQDXr1/Hx48fleY9evQIr169QsmSJdGmTZsst5XX782c1NncnpedO3ciPj4e9erVw4oVK8T+PgC0bNkSEydOBAAcO3ZMZRnDwsIwbNgwhIaGol27dtiwYUOmmfi+JQxEI6IvqlmzZgCUO6menp6IjY2FmZkZypQpI063sbEBkD60hvzLXp6yu1GjRvl6I27fvn2Gabq6uqhSpQoA4P379znepqqUvJ6enoiKioK+vr7aL9nu3bujSJEiCA8Px/PnzwFALMfLly+xatWqDD94//7771i7di2srKwybE9PT0/lMBJGRkZiqtirV68CSG+IylOoK3agFZmZmcHc3ByCIIgpkhMSEsT0sp+nhJabNm0aLly4gFWrVqmcnx+uXbsGIH3YFsWHGYpGjhwJIH1s+k+fPuXbvlXVobJly4qdL8U6dOXKFQBA586dlTphcrq6uujQoQMAiMf4S7GwsECDBg3U/vt8yBpFw4YNyxC4VrduXfTs2ROHDh0CAPTt21fsZGRFnip4x44dOH36tNL5Klu2LHbt2oWlS5eqTE9rbW0t/sikSJ4yV/F83L9/HzExMdDU1MTgwYNVlqVz584oW7YsUlNTxaF97t+/L6boVexIyBUpUgT//vsvXF1dVV4XLi4umDdvHtLS0rB27VqlH5KIiIgo+9jHYB+DfYz872MkJyfjxo0bAICBAweqXGb48OGZbqNWrVrQ09PLMF1+TO3t7ZUeFMlpa2tj6NCh4rKCIACAOOTm7du3xWXd3NyQmpoKa2tr1KtXD4IgwN3dXZyvOCxnThQpUkTlMCKKQ3Dk9BouUqQI6tevn2F67dq1xSGfDA0NM8xPTk4Wj1NCQkK29iWvD23btlV5DiQSiXg9ZrfPyf4ZERHJsf3N9jfb3wXzG/+sWbPw5MkTrF69WuV8xXaWPGApPDwcT58+BZAeOKnKsGHDMky7ceMGkpOTUaFCBdja2maYX6xYMZVtKkWqro+QkBC8ePECgPr616pVKxgaGiIxMVEMYM1teX6EtvTnCqO9nNP+UW7qMvC/++SiRYtw9+5dyGQycZ6dnR22bt2K8ePHq9xmdsnPWY8ePVQe7w4dOuDkyZO4ePGiUgCdOvLhHU+fPq00/cWLF/Dx8YGenh46duwoTpefj4EDB6r8DixRooQYzCWvi9+SJk2awMTEBMnJyRkCGk+cOAEA6Nq1a7a+//PyvZnTOpvb8yKvT3379lVZX4YMGYIzZ86oDCoMDw/HsGHDEBISgjZt2uCff/75boLQAECzsAtARD8WMzMzlCpVCu/evcOrV69QrVo18W0oeadUzsLCAiVLlkR0dDRevnyJWrVqiZ1Uxbeq8oO6caj19fUBIFtvIXxO1dsZvr6+ANLfnlHXQAQADQ0NpKWlISAgAHXq1EHt2rXRrVs3uLi4wNHREY6OjqhYsSKaNWsGGxsbtGjRQuWPukD6MVd8c+nzeQDEL+/AwEAxcvyPP/5Q+4X35s0bAEBAQID4f3mDUPENJUWlSpXK8RvoOfXq1SsA6Z0PdeTzUlNTERQUBAsLi3zZd2Z1KDo6GklJSeI0+Zs3zs7O4g8En4uKigLwv2P8paxfvx6VKlXK1bpSqVSpHkokEujo6KBkyZIwMzND27ZtxTcIs2P06NG4cOECIiMj8euvv0JTUxOWlpawtrZGy5YtUbduXbVjqqs7H/KOo+I1LT/GVapUUXsdSSQS1KpVC+Hh4WI9CwoKApD+Noa6DmLlypVVTn///j3mzJkj/gCn+NYPERER5Qz7GOxjFKQftY8RGhqK+Ph4AOqPf7Vq1aCvr4+4uDiV89VlUMjJMX3//j2io6NhaGgIOzs77Nq1SykQ7datWwDSs2sFBQXh2rVruHfvHjp06ABBEMRgOlU/QGemePHiKFq0aIbp8usXgNLxz+42M3uwpKuri8DAQHh5eeH169cIDg6Gn58fvL29xX1l9Ua+nLw+XL9+Xcwq8LmYmBgA6deoIAhq+1Zy7J8REZEc299sfxekH7X9LSeRSFCkSBHcv38ffn5+CA4OxuvXr+Ht7S22d4D/tQt9fX0hCAL09PTUBu6pOj7yeqwYlJGd9RRldn0AwOTJk9WuKz+W8mOT1/J8z23pzxVGezk3/aOc1mUA+PXXXzFx4kQ8fvwYI0aMgJ6eHho3bgxra2vY2tqKAX158fr1awDq73Pa2tr46aefsr29nj17wsHBAR4eHggLCxOTOcizoXXo0EE8TrGxsQgPDweQeX2W3+Pk5+5bIpFIxGNy6tQpMZO6YmBaVkGucnn53sxJnc3teUlKShLXU1efDAwMULNmTZXzFi9eLLZN3r17l+17wLeCgWhE9EVJJBI0bdoUZ8+excOHD1GtWjXxh+PPO6lFihRBs2bNcP78ebi5uaFWrVpi+uz87qSq68TlhaqGnPwth+TkZKU3xtSRN2YBYPXq1WjatCmcnZ3x+PFjhIaG4ujRozh69Ch0dHTQr18/zJ49O0PHUv62jiryL1z5fhTfwvDy8sqyfPLlo6OjM2yzMMTGxgKAUurTzyk2StQ9MMmNnNQheTkDAwOzHM4lP9/oKmgLFy7MkB43L8qXL49Tp05h27ZtuHDhAsLDw+Hp6QlPT09s2rQJFStWxPz581U+VMrJWwPZqTfA/+qOvN7I672qt6KyIpPJoKWlBTs7O1y+fBlr1qxBy5Yt1f5YQEREROqxj8E+RkH6UfsYisNbZnb8DQwM1H5mdeXPzTE1NDREw4YNUbJkSQQGBiI4OBgmJia4c+cONDQ00KRJE1SoUAEAxEweXl5eiIyMRI0aNXL8wKIgrt/Mtvn48WOsWbNGKZsbkD6kZatWrfD8+XNxSJ3skB/jsLAwhIWFZbpsamoq4uLi1P6AL8f+GRERybH9zfZ3QfpR298AIAgC9uzZg507dyIiIkKcLpFIUK1aNfTo0UMMbpGTt9uzarN/Tr5eZm2nrNqHmV0fALJ1fciXz0t5vve2tLryfcn2ck7vr7mpy0D6UIZHjx7F9u3b4erqiri4ONy4cQM3btzAypUr0bBhQyxZsiRHCQ8+l5fjoEq5cuVgbW2NW7du4cyZMxg7dixSU1Nx5swZAMpBV4r3q8zqjHxefHx8tgIdvza9evXCxo0b8fDhQ7Hvfu3aNXz8+BFmZmaZBhp/Lrffmzmps7k9L4rfm7mpT4mJibCzs8OdO3fw6NEj7Nq1C2PGjMnxdr5WDEQjoi+uWbNmOHv2LB4/fgw7Ozs8f/4cRYsWRaNGjTIs27x5c5w/fx73799Hly5d8Pr1a5QuXTrTtyK+ZvLo69q1a+P48eM5WlcikaBPnz7o06cP3r9/Dzc3N7i7u+PGjRsIDQ0V03ouXLhQaT35W+yqyBv58reYFL8oHz58mO0Op+J6sbGxSmPcf0ny8mbWsVPs+BdWh7po0aL49OkTtm7dKg4vQ6qVKlUK8+fPx/z58+Ht7Q13d3fcu3cPt27dQmhoKH7++WccOnQIderUyfU+slNvgP/VHfny8us5Nz92aGlpYdOmTWjevDn69OmDFy9eYMGCBdizZ88316kgIiL6GrCPwT5GQflR+xjZPf65aQvr6+vj48ePmR7Tjx8/Ki0PpGcVadWqFU6dOoXbt2/DxsYGQUFBqFOnDooVK4affvoJhoaGCAgIQEREhJgNLafDcn5p/v7+GDZsGBITE1GjRg307t0b5ubmMDU1FbNyDBgwIEcPz+T3hd9++w1DhgzJt7Kyf0ZERHJsf7P9XVB+1PY3AGzatAkbNmwAkD60YsuWLVGjRg1Ur14d+vr6CAwMzBC8I6+P8uAkVVS1j3K7Xlbk9ahkyZJwc3PL9nq5Lc+P2JYujPZyTuWmLsv99NNP+PvvvyGTyfD48WO4ubnhzp07ePjwIR48eIARI0bg0qVLuQ4kk1+7+XkcevfujVu3bsHFxQVjx47FnTt3EBkZiUqVKqFx48bicor3q8zqurw/rKen9032R8qXLy8G57m4uGDSpEni+c5uNjS53H5v5kRuz4tixrXc1KeePXtixYoV2LVrF/766y84ODigdevWMDU1zfG2vkZZD2xLRJTPmjVrBgB4+vQpHjx4AEEQ0LhxY5VvyLZo0QJA+ljaDx48AJD/b0p9SdWqVQOQ/pZMSkqKymUEQcC9e/eUUmjHxsbCy8tLTLlrZGSETp06YdGiRbhy5QoGDhwIACobbv7+/hAEQeW+Xrx4AQDi2wMmJibQ0NAAAPj5+an9HE+ePIG3t7f4xaq4nmLqZUVPnz7FwIEDMW/ePLXlyavq1asDAJ49e6Z2madPnwJIb7yoSzNc0OT1QN2xAtLryNOnT5XGKP/RhIeH4969e2JqWjMzMwwdOhSbNm3C1atXUbFiRaU3S3JLXm+CgoLUNjLT0tLw/PlzAP8bl15+HoOCgtQOy3Pw4EGMGDECO3fuVJpuZGSEVq1aQVNTE8uWLYOGhgbc3Nxw4MCBPH0WIiKiHxX7GOxjsI+Rv32MatWqQUtLCwDg7e2tcpmQkJBMf6RVJzvHVJ69o0SJEjA0NBSn29nZAUgfklP+YMva2hrA/7KzAICbmxuuX78OIOfDcn5pe/bsQWJiIqpXr46jR49i1KhRsLa2VhoaSj7cR3Zlpz6EhYXh0aNHShkKMsP+GRERKWL7m+1vtr/zt/0tk8nENsrkyZOxbt069OzZE5aWlmKQxNu3bzOsJw/oTEhIEIcc/Jyq4SWlUimA/w1Dmd31siI/LtHR0YiMjFS73P379+Hv7y+2LXNbnh+xLV0Y7eWcyG1dlg+1Kx++WUtLC40aNcLkyZPh5OQEJycnSCQSREZG4s6dO7kunzxbtrrzK5PJMHDgQPz8888IDg7O1jbbtm2LEiVKwNvbG4GBgXBxcQGQHmikGEhmYGCAMmXKAMg8Y6V8Xn4MRVpYevfuDQC4fPkyEhIScPv2bWhpaaF79+7Z3kZevjdzIrfnpXjx4mIQuLr6FBERgX79+mH69OkZgke7d++OIkWKYMSIEbCwsEBSUhLmz5+P1NTUPH2erwUD0Yjoi6tUqRJMTEzg4+OD27dvA8iYsluuXLlyMDU1RWhoKG7evAngfz8yZ5f8S76gOkY50bhxYxQrVgxxcXFq35ZycXHB8OHD0alTJ7Ex5uDggN69e2PVqlUZlpenNweg8sspKipK/AFeUUREBK5cuQIA6NixI4D0L1srKysAwN69e1WWLzg4GIMGDUL37t1x4cIFcb2GDRsCAI4dO6ZyvTNnzuDhw4cICQkRz0luz4269eRvHl27dk1tA1H+uerVq4fixYvnaH/5RV7Oo0ePih0PRSkpKZg0aRL69Omj8pz/CFJSUmBvb4/hw4fD1dU1w3xjY2Oxc5qWlpanfTVs2BAlSpRASkoKnJycVC5z9uxZREZGQiKRiD+eNWzYEHp6ekhOThY7ForS0tJw9OhR3L17N9O3Fi0sLDBixAgAwJo1a7LduSEiIqL/YR+DfQz2MfK3j6Gjo4OWLVuK21Tl8OHDeSrryZMnlTKfySUnJ+PgwYMA/vfgWq5FixbQ1tbGvXv3xIcP8uAz4H/X8pkzZ/Ds2TOUKVMGlpaWGfbxNV3DoaGhAABTU1OlN6rlbt++jTdv3gDIeD1mVW/PnTuHd+/eqdzv/Pnz0b9/f8yYMSPLMrJ/RkREn2P7m+1vtr/zt/394cMHsY2ibtg6Z2dnpe0D6QGE5ubmYllUUdVut7W1hZaWFsLCwsShdRUlJSXh5MmTWZb7c6ampmLg0/79+1Uu8+DBAwwePBidO3fGo0eP8lSe77ktXaTI/8I4FMtY2O3lrOS2Lvv6+qJ9+/YYPny4yiDG+vXri4Fsiscpp/egVq1aAUi/T8sDhRX9999/ePjwIW7evCkGGWVFW1sbXbt2BZBeb65evQqJRIKePXtmWFZevw4ePKhy/x8/fhTrurxPnhsFnUktq+Petm1blCxZEs+fP8fhw4eRlJQEW1vbHGXbzMv3Zk7l9rzI/1b3vXnhwgU8fvwYjx8/VjucroaGBpYvXw5NTU1xiM7vAQPRiKhQWFtbIyUlRYxSVtdJBf73dtT58+chkUhy/LaUvGEib2wWJj09PYwbNw4AsHz5chw7dkypwXTlyhUsWrQIANCpUyfxbZ7u3btDIpHA1dUV27dvh0wmE9d58+YNtm7dCuB/DajPLViwAPfv3xf/HxISgokTJyI+Ph5WVlZKx3/q1KnQ0NDAmTNnsHLlSqV0oj4+Phg3bhxkMhkqVqyIbt26ifMmTZoEiUSCU6dOYevWrUpvg508eVJMj6o4vnVuz4269Tp27AgzMzMkJSVh7NixSm/IxMbG4rfffsOtW7egqamJWbNmZXt/8hS/8k5NXg0ePBilS5dGUFAQJk6cqPQ53r9/j2nTpsHf3x9aWloYNWpUvuzzW6OpqYkuXboASL9Wnjx5ojT/0qVLYoc0L41xID0Vs/y6dHBwgJOTk9J1efHiRfz+++8AgH79+olvDhkYGIgPKFauXIlr166J6yQmJmL58uXw8vKCgYEB+vfvn2kZfv75Z1SpUgXx8fGYP3/+V/GjGhER0beGfQz2MQD2MfKzjzFp0iTxvG3atEmsI4Ig4ODBg3B0dMxVWQcOHIiyZcsiKioK48ePV3rA+O7dO/zyyy/w8fGBvr4+pk6dqrSuvr4+rKys8OnTJ1y8eBE6Ojpo0KCBOF/+Q7SrqysEQYCdnZ3KH+Dz+/jnhbx/cfv2baVrKiUlBWfOnMH06dPFaZ8/5FRXbzt37gypVIqYmBiMHj1a6e3s2NhYLF68GHfu3IFEIhHvH5lh/4z9MyIiVdj+ZvsbYPs7v9rfRkZGKFmyJABg9+7dSi9svH//HosXL1bKlqXYLpS3mXfu3IkjR46IbReZTIYNGzbg7NmzGfZnbGyMQYMGAQDmzp2Lhw8fivM+fPiAadOm5Wg4S0W//PILAODff//F9u3blYI67t+/L86vV6+e+FJJbsvzPbelFYeeVCzj19Bezkxu67K5uTmkUilSU1MxY8YMpaxpycnJWLduHWJjY6Gnp6c0DLT8PEZERKjNUqlo0KBBKFmyJIKCgjBr1ixER0eL8548eSLevwcOHJij4T/lQ07u2LEDsbGxaNKkCSpWrJhhubFjx0JfXx8+Pj745ZdflIIdg4ODMX78eERFRaFs2bIYPnx4tvf/uYLu82a1fW1tbfH7Zf369QByPixnXr83cyK352XMmDHQ0dHB/fv3sWTJEiQkJIjz/vvvP6xbtw4AMHr06Ez3b25uLn63Ojg4wN/fP8+fqbBpFnYBiOjH1LRpUxw+fBhxcXGoUKFCpuMd29jYYO/evYiPj4e5uTmMjY1ztK+ffvoJAPDw4UN07NgRNWrUwMaNG/NU/rwYO3YsgoODceTIEcyfPx+rV69GpUqVEB4eLqbxbdCgAZYtWyauY2FhgWnTpmHdunVYs2YN/v33X1SqVAkJCQkIDg5GSkoKKleujLlz52bYX7FixaCjo4PBgwejWrVq0NXVhY+PD1JTU2Fubo7Vq1cr/TDfsGFDLF26FIsWLcLu3btx6NAhmJqaIi4uDkFBQRAEAcbGxti5c6dSqvVmzZph3rx5+PPPP7Fu3To4OjrCxMQEb9++RVRUFID0NLyKDYLcnht162lqamLz5s0YO3YsAgIC0KNHD1StWhX6+vpimmddXV388ccfSg3VrNSqVQvXr1+Hi4sLvL290ahRI7ExmhslSpTAli1bMHHiRNy5cwdt2rRBjRo1IJFI8OrVKyQnJ0NTUxN///23mFr7RzR9+nQ8ePAAz58/R9++fVGxYkUYGhoiIiJCvFYGDhyY5wcdQHojMCQkBAcPHsSSJUuwYcMGsf7K99WhQwcsWLBAab3Jkyfj1atXOH/+PCZOnIjy5cvDyMgIgYGBiIuLg66uLv7++28xra86urq6WLJkCUaMGAF3d3ccOHAAgwcPzvPnIiIi+pGwj8E+BsA+Rn72MSwsLLBgwQIsXboUDg4O2Lt3LypXrow3b94gKioKdevWxePHjwGkP1zJruLFi2Pr1q0YN24cPD090b59e9SoUQOamprw9fWFTCZDyZIlsWbNGpVDkdjZ2eHWrVuQyWRo1qwZdHR0xHkmJiaoVKmS+JBK3bCctWrVgo+PD3bs2IH//vsP7dq1w6RJk7L9GfLTqFGjcObMGXz48AGDBw8W61dISAg+fvwIPT091K9fH56enhmGsFFXb7W0tLB582aMGTMGL168QNeuXVGtWjUULVoUgYGBYoaCefPmZbs/xf4Z+2dERJ9j+5vtb4Dt7/xqf2tqauKXX37BH3/8AXd3d7Rq1QpVq1ZFcnIygoKCkJKSglq1aiEsLAwfPnzA27dvxWxTbdu2xZgxY7Bjxw789ttvcHBwQPny5REUFISPHz+K7Xb50KtyM2bMwIsXL+Du7o6BAweKx9nX1xcpKSmwsLCAl5dXhvWy0qVLFwQGBmLDhg1Ys2YNtm3bhqpVq+L9+/di0Eq1atWwefPmPJfne25LV61aFXp6eoiPj0e/fv1QqVIlLF++HObm5oXeXs5MXuryunXrMGDAALi7u6Nt27aoVKkSihYtipCQEMTExEBDQwNLlixRyqolP4+hoaFo3749ypQpg4MHD6rNCFaqVCls3LgRkyZNwsWLF3H9+nXUrFkTMTExCAkJgSAIsLGxEQMms8vCwgJSqVQcXlZd0JWJiQkcHBzwyy+/4Nq1a2jVqhVq1KiB1NRU+Pn5IS0tDRUqVMDGjRtzlD3sc/l9z1O1/az61H369MG+ffsQHx8PY2PjHPcV8/K9mVO5PS81atTAqlWrMHv2bDg5OeHEiROoXr063r17h7CwMADpdUEeaJuZyZMn4+LFi3j16hXmzZuHgwcP5vj++zVhIBoRFYpmzZpBIpFAEIQs336ysrKCtrY2kpOTc/ymFADY29sjICAAp06dQkhICGQyWZ6HisgLiUSCpUuXokOHDjh06BAePXqEFy9eQEdHB/Xq1UPXrl3Rv39/pQ4gAEyYMAE1atTAkSNH8OzZM/j4+EBXVxc//fQT2rVrh6FDh6qMztfT04OzszPWr1+Pa9eu4e3bt6hRowa6d++OQYMGqVynd+/eqFevHvbs2YM7d+7A19cXEokEpqamsLW1xahRo1SmpB0+fDjq16+PPXv2wN3dHd7e3tDX10erVq0wYsSIDCnX1Z0bxZTDqmS2XqVKlXDs2DEcPHgQFy5cgL+/P96+fYvy5cujRYsWYmckJ8aOHYuIiAhcvnwZgYGBatOn5oSlpSVcXFywb98+XLt2DUFBQZDJZChdujSsrKwwcuRIMaX2j0pfXx/79u3Dnj17cPXqVQQGBiI8PByGhoZo06YN+vXrB1tb23zZl0QiweLFi9G2bVscPHhQvC4NDQ3RunVr9OnTR+VDLE1NTaxbtw7t27fH0aNH8ezZM3h7e6NUqVLo0KEDxo0bJ75xlJWmTZuiT58+cHZ2xpo1a9CyZUuYmJjky+cjIiL6EbCPwT4GwD5GfvcxBg8eDDMzM+zYsUOsVyYmJhgxYgQ6d+4MOzs7AOmBOzlRq1YtnDlzRmzrv379GhKJBNWqVYOdnR0GDRqEsmXLqly3TZs2WLJkCYD/ZUBTZG1tjSNHjsDAwABNmjRRuY05c+YgISEBd+7cQUBAQKG+bVyhQgWcPn0amzdvxt27dxEWFgYNDQ2UL18e3bt3x/DhwxEaGorhw4fDzc0N8fHx4jWWWb01MTHBiRMncPDgQVy8eFF8cGtoaIgWLVpg6NChaNy4cbbLyf4Z+2dERJ9j+5vtb4Dt7/xsfw8aNAjVqlXD9u3b4evrC19fXxgYGKBu3bro0qUL+vXrh4ULF+LkyZO4fv062rRpI67766+/on79+ti/fz+ePXuGly9fokaNGpg1axZMTU0xaNCgDG12XV1dODo6Yv/+/Th9+jQCAwMhkUjQqFEjTJw4EZ6envDy8spxWx9ID6iwsbHBvn37cP/+fbx8+RJaWlqoVasW2rVrh+HDh4uZrPJSnu+5La2vr4/169dj7dq1CAgIQEhICEJCQmBubv5VtJczk9u6XKNGDZw4cQI7d+7E3bt38ebNGwiCgDJlyqBdu3YYOXIkatasqbSvpk2bikFAERERSE5ORlRUFEqXLq22fI0bN8aZM2ewc+dO3LhxA35+ftDQ0ECdOnXQu3dv9O3bN8t7mCq9e/fGypUroa+vj/bt26tdzsbGBmfPnsWuXbtw48YNvHr1ClpaWvjpp5/QsWNHDBgwINvDDqtTEPc8RdnpU5ubm8Pc3BwvX75E9+7dc/QCm1xuvzdzI7fnpVOnTjAzM4OjoyPu3LkDb29v6OjooEmTJhg4cCA6deqUrf1ra2tj2bJlGDJkCB4/fgxHR0eMHTs2Xz5bYZAI33Fu8VevXmHTpk148OAB3r17h3LlyqFTp04YP358nirkhw8f0K1bN9SuXRvbtm1Tu9zTp0+xefNmeHl5ISYmBiYmJuIY0FpaWrnePxFRdhw/fhzz5s1D2bJl8d9//xV2cYiIiOgLYB+IiAoS+xikyNfXF127doW2tjaePHmi9o1zIiL6MeVn3yQ8PBybN2/GnTt38PbtWxgbG8POzg6TJ0/OVraQ+/fvY+jQoZg1a1amQyOdO3cOe/fuRUBAgJhpavjw4WofJicmJmLv3r1wcXFBcHAwihYtisaNG2PSpEk//AumlD/Y/qb84OrqivHjx6Nq1aq4ePFittdbtWoVHB0d0a9fPyxdurQAS/htloeIMpeSkoJWrVohKioKZ8+eRY0aNQq7SPQF5TyU8xvx5MkT9OrVCy4uLjA2NoatrS3i4+OxdetWDBgwALGxsbnabnx8PKZOnYrIyMhMl7t+/ToGDBgAV1dXVK1aFTY2NoiIiMDq1asxfvx4pTFsiYiIiIiI8op9ICIiyk+jR49Gr1691D70vHHjBoD0oVAYhEZERIrys28SHByM3r1749ChQ9DV1UXr1q2hoaGB/fv3o2fPnhmGWvvcq1evMG3atCyzZ61evRrTp0+Ht7c3GjRoIA5lN3XqVGzYsCHD8klJSRg7dizWrl2LDx8+oGXLlqhUqRIuXryIPn364Pbt29n+jEREeSHPwPfs2TOV8+Xt9lq1aonTXr16BVtbW4wYMQLJyckZ1hEEATdv3sywXkH52spDRHl37do1REVFoX79+gxC+wF9l4FoKSkpmDFjBuLj47F8+XI4OzvDwcEBV65cgZ2dHby9vfH333/neLvBwcEYNmwYPDw8Ml3u48ePmDVrFgBg+/bt2LdvHzZt2oRLly6hbt26uH37Nvbu3Zurz0ZERERERPQ59oGIiCi/1ahRA8+ePcOqVavw+vVrcbogCLhy5Qo2bdoEIH3YFSIiIrn87pvMnTsXkZGRmDx5MlxcXODg4ICLFy9iwIABePv2LRYtWqR23bt372LIkCFZvlRz9+5d7NixA+XLl8eZM2ewdetWODo64ujRozA0NMSmTZvw5MkTpXW2bt0Kd3d32NjY4MqVK3BwcICzszP++usvpKSkYPbs2YiLi8v25yQiyq2qVavi0aNH+PPPPxERESFOT0lJweHDh3H48GFIJBIMHDhQnGdiYoKkpCTcvXsXa9asQWJiojjv06dPWLRoEXx9fWFkZISOHTsW+Gf42spDRLkTEBCA0NBQ3Lp1C3/88QcAYOTIkYVcKioM32Ug2tmzZxEcHIxmzZqhT58+4nRdXV2sWLECenp6OHLkCD5+/Jit7SUmJuLff/+Fvb09nj59ChMTk0yXd3JyQmxsLOzt7WFjYyNOL1myJFauXAkA2LVrF1JTU3Px6YiIiIiIiJSxD0RERPlt/PjxqFKlCvz8/NChQwd06NABvXv3RvPmzTF58mTEx8dj6NChsLe3L+yiEhHRVyQ/+yb379/H/fv3UbVqVUyZMkWcrqGhgYULF6JChQpwdXWFn5+f0nrh4eH47bffMGrUKERHR6NChQqZ7mfbtm0AgOnTp6NixYridHNzc0ybNg2CIGDnzp3i9Pj4eOzduxdFihTBkiVLoKurK87r0aMHOnfujKioKJw8eTLLz0hElFczZ86EkZER3N3dYWdnh86dO6NXr15o3rw5fv/9dwiCgNmzZ8PKykpcR1NTE4sWLYKGhgb27NkDa2tr2Nvbo1u3brCxscHhw4dRvHhxrFu3DoaGhgX+Gb628hBR7uzevRt2dnYYPXo0oqKiYGNjgw4dOhR2sagQfJeBaNeuXQMAtGvXLsM8Q0NDNGnSBDKZTEzhmZVz585h7dq10NTUxPLlyzFp0qRs7b99+/YZ5pmamkIqlSIyMjLDGzRERERERES5wT4QERHlNyMjI5w4cQILFixAnTp1EBsbCx8fH2hra6NDhw7YuXMnFi5cWNjFJCKir0x+9k3k22rTpg2KFFF+nKWlpQU7OzsAwNWrV5XmrVu3DkeOHEG1atWwb98+NGnSRO0+YmNj4e7uDg0NDbRp0ybD/Pbt20MikcDV1VV8scbDwwOxsbGoXbu2UuCanPyBq7z8REQFqVq1ajh37hx++eUXSKVSvHv3Dn5+fjAwMIC9vT0OHTqEUaNGZVivY8eOOHPmDPr374/y5cvj9evXCA0NRaVKlTB69GicOnUKTZs2/WKf42srDxHlnKWlJQwNDVG8eHH06tUL69evL+wiUSHRLOwCFAQfHx8AgJmZmcr5NWrUwPXr1/Hy5Ut07do1y+2VLFkSkyZNwsiRI1G8eHEcP3480+V9fX0BAFKpVO3+fXx88PLlS9SvXz/L/RMR5UavXr3Qq1evwi4GERERfQHsAxHRl8A+xo9HX18fw4YNw7Bhwwq7KERE9I3Iz76JfFuZ9TMA4OXLl0rTq1WrhmXLlqFnz57Q1NTEkSNH1O7D398fqampMDExgYGBQYb5RkZGKFWqFKKiohAYGAhTU1N4e3vnqlxEOcX2N2WXoaEhJk2alOWLhJ+rXr06lixZUkClyrmvrTxElDN9+/ZF3759C7sY9BX4LgPR5ONfly1bVuX8MmXKKC2XFTs7O/HNmqx8/PhRHLc6v/ZPRERERESUGfaBiIiIiIjoa5CffZPcbmv8+PHZK2w29iHfT1RUFCIiImBqaprlOvLpUVFRSEtLy5DNjYiIiIjoe/Zdtn7j4+MBALq6uirny6fLlyuIfWtra6vtXBTk/omIiIiI6MfDPhAREREREX0N8rNvIl+maNGied6WOnFxcUrbUkVHR0dpP1mVS758XstGRERERPQt+i4D0TQ0NAAAEokk0+UEQcj3fcsfvGS177zuvyDKTkRERERE3yb2gYiIiIiI6GuQn32TL9HPye4+FPcjX0cdxW3ltmzs/xARERHRt+q7HJpTX18f0dHRSEhIUDlfPmyMurdV8rpvAEhKSlKbcjk/9p+WJiAm5su/SaOhUQTFixdFTEwCUlPTvvj+6evBukCKWB9IEesDybEu/DiKFy8KDY3v8h2Xbwb7QAWH9zKSY10gRawPJMe6QIpYH34c7AOpl599E3lfoyD7OfJ9yLelSlJSEgBAT08vW+soTs8s01pm2P+hrwHrAylifSA51gVSxPrw48hJH+i7DEQrU6YMoqOjERkZCRMTkwzzIyIixOXym4GBAQwMDBAbG4vIyEiULVu2wPafklJ4F3Jqalqh7p++HqwLpIj1gRSxPpAc6wJRwWMfqODxXkZyrAukiPWB5FgXSBHrA/3I8rNvUqZMGTx79gyRkZEq5+dHP0Pef1G3D1X7yWqd8PBwAICRkRG0tLRyXTb2f+hrwfpAilgfSI51gRSxPpCi7/KVHTMzMwCAn5+fyvny6fLl8ptUKi3U/RMRERER0Y+FfSAiIiIiIvoa5Gff5Ev0c2rUqAENDQ2EhoaqzLz2/v17vHv3Djo6OqhSpYrS/nx9fQusXERERERE36rvMhCtVatWAICLFy9mmPfhwwe4ublBS0sLzZs3/+L79/f3h4+PD4yMjFC3bt0C2T8REREREf1Y2AciIiIiIqKvQX72TeTbunz5MtLSlDNsyGQyXL16FQDQunXrXJdXR0cHTZs2hUwmw7Vr1zLMv3jxIgRBgI2NjZjdrGHDhjAwMMDTp0/x9u3bDOtcuHABAGBra5vrchERERERfau+y0C0du3aoUKFCrh16xacnJzE6YmJiViwYAHi4+PRp08fGBsbi/NkMhn8/f3h7+8PmUyWp/336tULBgYGOHbsmNgRAoDo6GjMnz8fADBq1Kg8pWQmIiIiIiKSYx+IiIiIiIi+BvnZN2nQoAEsLS3h7++Pv//+G4IgAABSU1OxfPlyhIWFoWXLlvjpp5/yVOZhw4YBAFatWoXAwEBx+suXL7F+/XoAwPjx48XpOjo66NevH1JSUjB37lzExsaK806fPo0LFy7A0NAQ/fr1y1O5iIiIiIi+RZqFXYCCoKuriz///BPjxo3DkiVLcOzYMVSqVAmenp6IiIhArVq1MGvWLKV1wsPD0blzZwDA1atXUalSpVzvv0yZMli8eDFmz56NyZMno379+ihVqhQ8PDwQHR2NFi1aYMSIEXn5iERERERERCL2gYiIiIiI6GuQ332TlStXYsiQIdi+fTuuXr2KmjVr4sWLF3j9+jUqVqyIZcuW5bnMtra2GDBgAA4dOoTu3bujadOmSE1NhZubG2QyGX755ZcM2Z2nTp0Kd3d33L17F+3atUPjxo3x9u1bPH78GNra2li3bh309PTyXDYiIiIiom/Nd5kRDQCaNGkCZ2dndOjQAW/evIGrqyuKFSuGSZMmYd++fTAwMCjQ/Xfr1g379u1DixYt4Ofnh9u3b6Ns2bKYN28eNm/ezEwARERERESUr9gHIiIiIiKir0F+9k1q1qyJ48ePo1evXvj06ROuX78OABg6dCiOHDmCsmXL5kuZFy9ejBUrVkAqlcLd3R1eXl6oW7cuNm3ahEmTJmVYXk9PD/v27cOkSZNQvHhxXL9+HW/fvkX79u3h7OyMZs2a5Uu5iIiIiIi+NRJBnsuYvimpqWl4/z7ui+9XU7MIDA318eFDHFJS0r74/unrwbpAilgfSBHrA8mxLvw4jIz0oaHx3b7jQl8J9oGosLEukCLWB5JjXSBFrA8/DvaBqKCx/0NfA9YHUsT6QHKsC6SI9eHHkZM+EHtKRERERERERERERERERERERERElCcMRCMiIiIiIiIiIiIiIiIiIiIiIqI80SzsAhARUfYJgoDU1BR8baMqp6VJkJiogeTkJKSmfl1loy+P9YHkWBe+PRKJBBoampBIJIVdFCIiIgBAamoK0tK+vqEd2M4hOdYFUsT68O1hH4iIiIiIiCh/MRCNiOgbkJIiw6dP0UhOToQgfH0PYQAgKqrIV/mAiAoH6wPJsS58eySSItDW1kWxYiWhqalV2MUhIqIfVEJCHOLiYpCSklzYRVGL7RySY10gRawP3x72gYiIiIiIiPIPA9GIiL5yyclJ+PAhAkWKFIG+fjFoaemgSJEiAL6uNzU1NCR825dErA8kx7rwLRGQlpYGmSwJCQlxePfuLQwNy0BbW6ewC0ZERD+YhIQ4fPwYBW3toihZsjQ0NDTwtfV/ALZz6H9YF0gR68O3hH0gIiIiIiKi/MZANCKir1xsbDQ0NDRhZFT2/wPQvk6amkWQksI3fikd6wPJsS58e3R0ikJPrzjevw9HbGw0jIzKFnaRiIjoBxMXFwNt7aIwNCz9VQ+VxnYOybEukCLWh28P+0BERERERET55+uNaCAiIqSmpiI5ORH6+sW+6iA0IiL6vsizcCYnJyI1NbWwi0NERD+Q1NQUpKQkQ0/P4KsOQiMiou8L+0BERERERET5g1ENRERfsbS09B++NDW1CrkkRET0o9HQSP/ukX8XERERfQlpaelZhNKH4yQiIvpy2AciIiIiIiLKOwaiERF9E5gJgIiIvixmoSEiosLF7yEiIvqy2AciIiIiIiLKOwaiERERERERERERERERERERERERUZ4wEI2IiIiIiIiIiIiIiIiIiIiIiIjyhIFoRERElC2CIBR2Eb5KBXVceLx/TDzvRERERF8Pts1UYx+I8hPPOxERERER0feFgWhERPTdSklJQbdu7WFj0wgjRgwq7OJ8s1JSUnD4sBMcHP4ukO0fOrQfNjaN0KdPt2z9AP3xYzRat24GG5tGCAoKzPH+du7cBhubRvj771W5KO3/CIKA8+fP4I8/FipNf/jwPmxsGmHo0H7itLCwN7CxaYR27VooLWtj0wg2No0QHR0tTktISMC//26Gk9OePJUvKy9fPsfcuTNgb98Jbdo0x9Ch/XDgwF6kpKTkeFsXL57DlCnj0LFja9jaNkWvXl2wbNkiBAa+Urn8qVPHxc+u6p/isfuR3Lr1H2bMmKI0LSd1h4iIiIh9oPzBPpBq7AP9D/tA+YN9ICIiIiIiou+PZmEXgIiIqKDcunUDHz68h7a2Dvz8fPD48SPUrVuvsIv1zTlx4ig2bFiHTp26Fsj2O3Xqin//3Yy3b8Pg6fkADRo0ynT5ixfPQyaToV69BqhSpWqBlCk7bt/+D8uXL0a9eg3ydbs7dmzB4cMHMHLk2HzdrqLbt29i/vxZEAQBderUQ7FixfHo0UNs3uwADw83rF69HpqaWTcTBUHAkiW/4fLlC9DQ0MBPP9WGoaEh/Px8ceHCWVy/fgV//fU3GjZsorSej89LAECDBo1gbFw6w3bLlCmbPx/0G+Ln54u5c2egXLnyhV0UIiIi+oaxD5Q/2AdSjX0g9oHyE/tARERERERE3ycGohER0Xfr9OmTAIBBg4Zi9+4dOH78CB/C5IIgpBXo9kuUKIkWLWxx9eolXLhwNsuHMOfOuQAAunfvVaDlykpamurMBbVqWcDJ6Si0tLSy3IaT01EAQLFixbLcbn6JiYnBkiXpGQzWrHGAlVXT/5/+EbNm/QIPDzccOXIQgwYNzXJbly6dx+XLF1CqlDHWrHFAzZpSAEBqaip27tyGvXsdsXjxbzh8+CT09PTE9by90x/CzJo1D5UrV8nvj/hNUnedlS5dBk5ORyGRSL5wiYiIiOhbxD5Q/mAfSDX2gdgHyk/sAxEREREREX2fODQnERF9l96+DcP9+24oU6YsBg8eDn19fdy4cQ3v3kUVdtFIhR490h+ouLpeQ1JSotrlvL1fws/PByVKlICtrd2XKl6O6OrqokqVqqhQoWKWy1apUhVVqlSFhobGFyhZuuPHjyAuLg6dOnUVH8AAQPHiJbBgwWIAwOHD+5GamprltlxcTgIAJkyYIj6AAQANDQ2MHTsR1apVx4cP7+HhcU+cl5KSgoAAPxgYGMDEpHL+fKjvmKamJqpUqcqHVURERJQl9oG+LewDsQ9EqrEPRERERERE9G1jRjQiIvounTlzCmlpabCza4eiRYvCzq4dXFxO4vTpE2qH+3j8+BGcnPbgxYtnSEiIh6lpTQwaNBSJiYlYuvR3jBw5FqNHj1da5/z5Mzhx4iiCgl5BIimCevXqY8yYiTh69BDOnDkFB4et4tvtU6aMw6NHD7FrlxN27NgKDw93FC2qi759B2LEiDEAgPj4OBw5chDXr19BSEgwNDQ0UaNGTXTv3hMdOnRW+UZwTsstk8lw5swpXL9+BQEBfvj06ROKFi2KKlWqoV27DujZs6/4UKBPn254+zZM/Kznz59Bp05dxR/rAcDf3w9OTnvw8OF9fPwYjeLFi6NhQysMHToS1apVz9b5ql+/ISpVqoyQkNe4ccMV7dt3VLnc2bOnAAAdO3aFtra2ON3X1xsHD+7Hw4f3ER39AcWKFYelZV0MGDAYderUy1YZ0tLScPXqJVy8eA4+Pt6IifkIbW0dVKpUCS1btsbAgUOgo6ML4H/nEgAePXoIG5tGqFevATZu/BcPH97Hzz9PQLVq1bFv35FM92ljk143zpy5gpIlS4r/B4Bdu7Zj167tGDlyLIoXL4H169egUSMr/PPP5gzbkclk6NmzE+Li4nDixHmULFlS7T5v3/4PANCqVesM86pUqYrq1U0REOCPFy+ewcKiTqblL1asOKpWrYa6detnmCeRSFC5chW8ehWAyMgIcfqrV/5ITk6GpWW9fHnDPSkpEYcOOeHy5QsIC3uDkiUN0a5dR4wcORa9enVGcnIyLl++KS4vr9M7duyFuXktpW1ldu4CAvzh7HwQnp4PERUVgbS0NBgaGqFevQYYMmSEUl2Xb6dr1x4YOXIsduzYCnf3u4iJiUHZsuXQpk17DBkyAkWLFgUALF++GOfPnwGQ/gDZxqYRypUrj6NHXRAW9gZ9+3ZH0aJFlT6HOjKZDCdPHsOlS+cQGBgIQUhDlSrV0KlTF9jb98nWcENERET0bWIfqDD7QCXQoEEjDBs2in0g9oHYB2IfiIiIiIiI6IfGXhgREX13UlNTxaFLOnfuBgDo0qUHXFxO4tSp4xg6dGSGHyLPnDmF1atXIDU1FRYWdWBsXBrPn3thwYLZan+IXrHiD5w75wJtbW3Uq9cQWlqaePjwASZMGIlKldS/5bx48QK8f/8eTZtaIzAwADVrmgEAoqIi8csvExEUFIiSJQ3RoEEjpKam4fHjh1i27BE8PNywcOEfSj9c57TcMpkM06ZNwuPHnjAwKAYLC0vo6OggOPg1nj17imfPnsLf3w9z5qQPW9KypS0eP34Eb+8XqFChIiws6iht98qVi1i+fDFkMhmqVauO2rUtEBYWhkuXzsPV9RqWLv0TzZu3yPKcSSQSdOvWA1u2bMCFC2dVPoRJ/zH9IgCgR4+e4vTz58/gzz+XIjU1FdWrm8LSsi7evg3Df/9dx82brpg06RcMHDgkyzL88ccCXL16GTo6OqhTpx709fXx9u1bvHz5HD4+3nj06KH4AKRx4yYA0h/AGBoaoXHjJqhSpWqW+8hK+/ad4O39AkFBgTA1rQFT05qoUeP/2Lvv+BqvP4DjnzuygyAikRDE3nvvvaKq1KofOo2WtlTVLq0qrapSlA5taYuidihBQo2IxIwROxISEpF91++P21y5zc0isnzfr5dX5HnOc57z3Jzk3u/zPc85VWnYsAnLl39DYGAAERERuLq6mh3n73+QmJgYOnbskmkCBozJBIDKlatY3F+pUmWuXg3lypVLWSZhPvvsiwz36XQ60/IzLi6P25u6rUyZMixdupgjR/yIiIjAycmJVq3aMHLk6zg7l8n0vKni4+OYMGEsISHnKVasOM2bt+LhwxjWrl1DSMh5dLrcWVLJ3/8gM2ZMQaPRUK1adVq0aEVcXBwXLpzDx2cnhw758v33v1ChQkWz48LCbvPaa6+g1WqpVasuYCAwMIA1a77n3Lkzpv5Up049YmKi+eefw9jZ2dG2bYcsf46WJCTEM3HiO5w5cxpHR0dq166DjY0NwcGnWLz4C/z8DrFw4WKzBKYQQgghigaJgfI3BoqICGfv3t0cPOgrMVAOSQwkMZDEQEIIIYQQQghRtMhANCGEKOQMBgMJ2oT8bgZqgxKtNmc3PO3V9rnyNPB/HTv2D/fu3aV27bpUruwFQJ06dfHyqkJo6BX8/A7QsWMXU/mwsNssWrQAhULB559/ZUoaaDQaFi1awLZtm9OdY8+eXezcuY2yZV1ZvPhb0/Ia0dEPmDz5XS5cOJ9h+2Jiolmz5jdcXMpiMBhM2+fMmcGNG9fp3r0XkyZ9ZHpSODLyHpMmTcDHZyc1a9ZiwIDBT9zuv/76k+DgU9SoUYslS1Zgb29v2rd79w4++WQWO3duY9y4d3F0dGT8+ImsX7+OixcvUL9+Q7NZAG7evMG8eXMwGAzMnTvf7DX18/NlxoyP+Pjj6axbtzFbN9V79fJm1arlnDx5nKioKJydnc32Hzrky6NHsTRs2Nh0s/vq1VDmz5+LwWBg2rTZ9OzZx1T+2LF/mD59Mt9++zVVqlQ1JU4s8fc/xL59e3FzK8eKFT9QuvTjcwcGBvDee+MICDjO1auhVK7sxYgRr1GpkhdBQYF4elZk5sy5WV5fdsycOZevv/6SGzeu065dR7NZHDp27ISPzy52795umj0i1fbtWwHw9u6Xaf2xsbEkJycDUKaMi8UyqT+rqKinW8Jp8+YNRESEU7x4CZo0aWbanpqE2b17Bw4ODtSv3xAXl7JcvBjCli1/cvCgL4sXf4uXl+UkUVqrVi0nJOQ8tWvXZeHCrylevDgAAQHHmTLlfZKSkky/R09Kq9WyYME8NBoNs2d/Spcu3U37YmNjef/9twkJOc+2bX8xbtwEs2NPnTpJkybNmD17nimpcv78WcaOfZ2AgOOcO3eW2rXr8MIL/alVqzb//HOYEiWcnrg/LV78BWfOnKZZsxbMnPmJ6ZyPHj1i+vQPOXnyOCtXLuOdd957ovqFEEKIgkJioPQkBsrfGEitVrJv39/MmjVVYqAckhhIYiCJgYQQQgghhBCiaJGBaEIIUYgZDAb6bO7GiYhj+d2UJ9LMtQXbXvTJ9URMavLB2/sFs+3e3v1YvPgLNm3aYJaE2bRpPSkpyQwe/IrZk+tWVlZMnPghp04FcPv2LbO6fv/9VwDef/9DUwIGoGTJUsyePY8hQ/qj11tOSnXs2AUXl7IApmu/cOEcgYEBuLmVY/LkadjY2JjKlynjwpQp03njjRGsW/eLKQnzJO1Wq9W0bt2WQYOGmSVgAHr06M3ixV8QF/eIe/cicHTM/Cb4hg2/k5KSzCuvjDR7PY3X2Blv7xfZvHkDmzZt4M03x2ZaFxhfuzZt2nPgwD727NnF0KHDzfanzvDwwgv9TdvWr1+HTqfjxRcHmiVgAJo3b8mrr77FsmWL+fXXNZkmYVJSUmjXriMdO3Y2S8AANGrUhMqVvbh8+RLh4XdMib281rdv/3+TMDvMkjD37t3lxImjuLq6mSU7LElMNCZsra2tUSqVFstYW9uYlX0SJ0+e4NtvlwDw9tsTzPrapUvGJEyHDp2ZOnUm9vYOAMTFxTF//hwOHNjP9OmT+eWX9ZkuoZKcnMyOHcbk07Rps0wJGIAmTZoxYsTrrFy59ImvIdWDB/dp2rQ5KpXKLAEDULx4cbp160lIyHnCw8MsHv/BB1PNnuyvVasO9eo1IDAwgCtXLlG7dp2nbiMYk2Y+Pjuxt3cwS8AAFCtWjOnTZ/Pyyy+wZctGXn31DRwcHHPlvEIIIURekxjIMomB8j8Gat++k8RAuUxiIHMSA5mTGEgIIYQQQgghCibL0bcQQohCQ0HuP01fmN2/H8WRI/7Y2dnTqVM3s33duvXC2tqGU6dOmpbmADh+/CgAHTp0SlefWq2mfXvz7dHR0Vy6dBFbW1tatGiV7hh3dw9q1KiVYRurVKmWbltAwAkA6tVrYJaASVWzZm2cnEpy795dbt688UTtBujXbwCff/4VjRo1MW3TaDRcvXqF7du3YDAYE0cpKZoM25/q5MnjABkmN1q1ag0Yn6bPrr59jcvN+PjsMNt+924EAQHHcXJyMruuU6dOAqS7OZ6qa1fj8janT59Cq9VmeN5Onbowb95CU3kwLqty8+Z19uzZRWxsLAAaTUq2ryW31a/fEE/Pity+fYvg4FOm7Tt3bkOv19O7d98MEyupVCrVv//L+u9G2pkqcuLwYT8mT36XlJQU+vUbQN++/cz2L1mynJ9//oNZsz4xJWAAHB0dmTp1Ns7OZbh16yZHjx7J9DwhIedJTEykQgXPdMvBABaXNnoSLi5lmTFjDlOnzjLbHh39gBMnjnL6dBBg+XemdGln3N090m1PnXEhKSkxV9oIEBR0Ep1OR9Wq1SwuaVOmjAtVqlQlOTmZc+fO5tp5hRBCiPwgMZA5iYEybjdIDJQRiYHSkxjISGIgIYQQQgghhBBPQ2ZEE0KIQkyhULDtRZ+CsSyNumAsS7Nz5zZ0Oh0qlZLJk99Nt1+tVpOSksymTRuYNGkKABEREQC4urpZrNPNrZzZ93fvGss7O7ukuamd/pjz5y3f6CxWrHi6bal1+vjsxMdnp8Xj0patUMEzx+1O9fBhDFu3biYg4AS3b98kMvKeaeaCxz+PrG/Ap7Z5woQx2SqXHU2bNsfNzZ3Q0CtcvnyRqlWrA7Br13b0ej09e3pjZWVlKh8VFQlAuXKWr9XZ2RlraxtSUpJ5+DAm3ZP+aSUmJrJz51aOHDnMrVs3uHs3Ap1OBzx+XZ40MZFbvL37sXTpYnbu3Eb9+g0xGAzs3LkNpVJJr17eWR6f+lR+Skoyer3eYtImJcW4bI2tbc6Xc9m48Xe++eYrdDod/fsP5L33JqcrY2Njm+GMCvb29jRu3AQfn12EhJynTZt2GZ4rddmcsmVdLe4vW9bVYkLzSZ08eYKdO7cSGhrKnTthJCTEA5n/zlj6XYfHyTCdLmd/MzOT+nsWHHyKNm2aZKusEEIIURhJDJSexEAZtzuVxECWSQyEaR9IDPRfEgMJIYQQQgghhHgSMhBNCCEKOYVCgYOVQ9YFnzG1WolWkXs3FJ+EwWBg+/a/AOMSF0FBgRmW9fHZyZgxb+Pg4IhOpzUdn0HNZt89fqo8sxvyGe9TKtMnnlKfwq9SpVqWy56k3tjNabsBTp8O4oMPJhAfH0+JEiWoXr0WHTp0wsurKvXrN2T8+NHZvkGbet727TtiY2Nrtk+hgNRm2dra/vfQDCkUCvr06cuqVcvZvXsHVatWNyUaFAqFabaAx214fFwmLQXAyso6wxI3b15n/PgxREVFYm/vQM2atWjZsjWVK1ehbt36LFr0eab9Ka/06NGHlSuX4eu7j/ffn8y5c2e5cyeMFi1aZZiMSMve3gEHBwfi4+N58OC+6an0tFITW5b2ZUSr1fLVVwv4669NKBQK3nxzLP/736vZv7A0XFyM15GY+PRPyqvV6gyXh7LEUlm9Xs+sWVPx9f0bhUKBl1dV2rXrgKdnJWrUqMnt27f48sv5FuvL5RxzpvR6Yz/38ChPrVqZL3WTuiyWEEIIUVhJDPSYxEBZtyEvYqC08Q9IDJSbJAbKGYmBLJMYSAghhBBCCCHyjgxEE0IIUWScPHmCsLDbuLiUZePGbRafdDYYDLz8cj/Cw8PYvXsHL700CBeXsty+fYuIiHDKlHFJd8zdu3fNvnd1Nd4kjoy89+/MA+lnBPjvMVlJfUq9Tp16plkKspLTdhsMBubN+5j4+HiGDh3OW2+9na7tcXGPctTm8PA7DBs2It1N3yeZHSJV794v8MMP37F3rw9jx07g9Okg7twJo3HjppQvX8GsrLOzM3fuhBEWFmYxaRAZeY+UlBSsrKwoXtzyk9kAX365gKioSLp168mHH05P9xT5o0exT3Qtuc3JyYl27Tqwb99ejh49wokTxqWB+vR5Idt1VK5chTNngrl2LdTia3bt2lUAvLyqZqu+5OQkPvpoEsePH8XW1pZp02bTsWMXi2UjI++xatVyEhLi+fjjzyz+7ty7Z0wCli2beaIgdRaM8PA7FvcnJMSTkJCQLgmoUBj/Llh6Ej91+aG09u7dja/v37i4lOWLL5akS5KGhl7OtJ15xdnZ+DfEw6M8M2fOzefWCCGEECKvSAyUeRvyKgZ6mvgHJAbKjMRAj0kMZE5iICGEEEIIIYQomNLfnRJCCCEKqW3bNgPQtWsPiwkYMD413qtXHwA2bdoAQJMmzQHw8zuYrrxer0+33dm5DBUrViI5OZnjx4+mO+bevbtcuHAuR21v2LAxAAEBx0hJSUm3PyoqkmHDBjBhwhhiYx8+Ubujox9w+/YtAEaNejPdDfDTp4OIj483Hf+Y5UeaU9t85Ii/xf1//vkHI0YMYeXKZRb3Z8TZ2ZlWrdrw4MF9goNPsW/fHoB0MwGkbcP+/Xss1rV37+5/y2W+TMeZM8EAvPLKyHQJmIiICK5fvwY8fuIant2T3lnV27dvfwD27/8bf/+DlCxZijZt2me7/pYtWwNw4MD+dPtu3LjO1auhODmVpHbtzJ8oB9DpdKYETMmSpfjmm5UZJmAAHB2L8fffezhwYL/F2RViYx9y+LAfCoWCFi1aZXru6tVrULx4CW7fvsXlyxfT7ff397M4U4a9vXG5nejo++n2nT0bnG5bat/o3LmbxZk6jh37B7A8k0DOPF2HatCgEQqFgnPnzvLwYUy6/UlJSbz66jDGjXuDGzeuP9W5hBBCCFFwSAyUebslBsqYxEBGEgNJDCSEEEIIIYQQInfJQDQhhBBFwsOHMaakQ/fuvTIt27OnN0qlkhs3rhMQcJyBAwejVqvZuPF30w1VMN5gXrbsa65fNz4dnXbpk8GDXwHgq68WEBZ227T90aNHzJkzA51Ol+6YzDRs2JiaNWtx+/YtFiz4lISEBNO++Pg45s6dyY0b11EqlRQvXgIgx+12cHDAysoKgEOHfM3Of/nyRebOnWX6Pm0iyNra+t9rM39SeuDAIahUKtauXYOv799m+4KDg1i1ajmhoZepVCnzZXYsSU247Nu3h4MHfXFyKkm7dh3TlXv55aGoVCq2bPmTPXt2me07fvwoP/646t+2Dsr0fE5OTkD61+XOnTCmTp1k+nmmpCSb9llbG5M1jx5lfwaF7Miq3kaNmuDhUR5f37+JioqkR4/eqNXZn+S2V6++ODg4sH37X/j7P07UxcY+ZN68jwEYMuQVszqTkpK4ceN6upv3P//8A8ePH8XOzp6vv15OzZq1Mz23nZ0dPXv2BmDhws+IiAhPc/5YZsyYQlxcHN269aRChYqZ1qVWqxkyxPh7+Mkns4mKijLtu379GsuWLbZ4XJUqxlkONm78I80SU3DixFG2bNmUrnyJEk6AsT8lJSWZtms0GpYv/4YTJ44BWEye5oSNjfH3LD4+/okSOm5u5WjfvhOPHsXy8ccziI6ONu1LSUlhwYJPuXTpItHRD6hQwfOp2iqEEEKIgkFioIIVA50+LTHQk5IYSGIgiYGEEEIIIYQQouiQpTmFEEIUCbt37yAlJYVq1apbfGI3LVdXVxo1akJAwHE2bdrAvHkLGT9+IosWfc7Eie9Qp049ypRxISTkAhERd3B39yAs7LbZTenevfty/PhR9u/fy/Dhg2jYsDHW1tYEBQViMOhxcipJTEx0jm6Oz549j3ffHcvu3Tv45x9/qlevhUql5MyZYOLi4nB392DatNmm8p6eFXPUbhsbW/r3f5k//ljL3Lkz2bJlI6VLlyEiIpyQkPPY2tri5uZOeHgY9+8/flI6dSmYw4f9mDz5XerUqcf//vcqVatWY+LEKXz55XxmzJhCxYqVqFChIg8e3OfcuTMYDAb69RtAt249sv0apGrevBVly7qyY8dWtFotQ4f+z5RASsvLqwoffDCVhQvnMWfODNau/RlPz4qEh9/hwoVzKJVK3nprHC1btsn0fEOHDmfx4i9YvXoFhw75Uq6cB/fvR3H+/FkAKlTw5ObNGzx48Ph18fAoj0KhIDT0MhMmjMHLqwrjx0/M8bX+l4dHeQC2bt3M3bsRtGzZ2mwmBIVCQZ8+L7BixVIAvL2zvyQNGGdbmDjxIz75ZCYffTSJOnXqUbJkKYKCAomNfUjz5q0YNGiY2THnz59l/PjRAPj7BwDGpMm6db+Y6vz1158snk+hgC5dupt+BmPHjufSpYtcuHCOYcMGULdufWxtbQkKCiQuLo569RowcWL2lmYaOvR/hISc5+BBX4YM6U+jRo3RanUEBp4wLfX0Xy+/PAxf3/0EBBxn0KB+1KxZi7t3I7hw4Ty9e/dlx46tZuW9vV/kzz/XExp6mYED+1KnTl20Wi3nz5/l4cOHVK7sxdWroWZ940m4uLhibW3Do0exjB796hMtLzN58lTCwm5x/Pg/DBrUjxo1amJvb8+5c2eJjn6Ak5MTn3yyINvJYSGEEEIUbBIDFZwYKDr6PmfPSgz0pCQGkhhIYiAhhBBCCCGEKDpkRjQhhBBFwrZtfwHQrVvPbJXv3bsvAIcPH+Lu3Qj69x/IokVLady4GdeuhXLkiB/OzqVZsGCxaRkPBwdH0/EKhYJZsz7hvfcm4+npSVDQSU6dCqBRo8Z8991PlC5dOt0xWXF39+D7739l5MjXKV3ameDgQM6cCcbVtRyvvz6aVat+xtm5jNkxOW33uHET+PDD6VSrVoOrV0P/XQYnGW/vF/nxx3Wmp+b9/A6YjmncuCmjRr1BqVKlOHHimNlSPH37vsjKlT/SpUt34uLiOHLEj4iIcJo0aca8eV8wceKH2b7+tJRKJb1790Wr1aJQKCwuSZOqT58X+O67NXTu3I2YmAccOuRLVFQknTt3Y9myVQwfPirL8w0YMJhPP11A3br1iIiI4Nixf4iNfUjHjl347rs1jB79zr+vy+On593dPXjvvcm4uroRHHwKP79DFpdByakePXrTr98AbG1tOXbsCMHBp9KVadCgEQD16jXI8ql5S7p168E333xH8+YtuXbtKidOHKVMGRfeeec9Pvvsi2wlD0+dOklionHWilu3brJnzy6L/3x8dnHt2jXTcQ4OjixbtooxY96hfHlPTp8O5uTJE7i7l2f8+PdZsmQF9vb22boOlUrF3LmfM2nSFDw8PDhx4jiXL1/khRf689lnX1g8pnr1Gixf/j1t27YnISGBI0cOo9PpmDJlOu+/n76/urq68v33v9CtW09sbGw4duwfrl4NpVIlL6ZMmc4PP6ylePESXL9+jZs3b2Sr3ZbY2toyc+YcypevwKVLIRw/ftTi8jKZKV68BCtW/MDYsROoUMGTCxfOc/LkCUqUcGLw4Ff46affskxSCyGEEKLwkBioYMVAjRs3lRjoCUkMJDGQxEBCCCGEEEIIUXQoDLlxt0DkOZ1Oz4MH8Xl+XrVaScmSDkRHx6PV5nzKdFF0SF/IGxpNCvfvh1O6tBtWVtb53ZxMqdXKQtsXUpeVKVvW1eLN5w8+mMA//xxm0aKlNGvWAoDLly9RokQJypRxSfdkrUajwdu7G4mJCfj4HMTW1rbAtDuvFOb+UBh8/fWXbNjwG9Onf0yPHr3zuzmZyq++EB5+h4ED+2JnZ8fevX55fv6iICfvQaVKOaBSyTMu4tmSGEjkN+kLeUNioLwhMVDuKsx9obCQGChrEgM9PYmBREEi8Y8oCKQ/iLSkP4hU0hdEWtIfnh85iYEkUhJCCPHc27VrO4MG9eOzz+ag15t/SDp4cD9Hjx6hZMlS1K/fwLR98eKF9O/fm+3b/zIrr9frWbFiKXFxj2jevNUzS8A8abtF4ZWcnATAiRPH2Lp1E6VLl6ZTp6753CohhBBCCFEYSQwkCgOJgYQQQgghhBBCiMIn6znHhRBCiCLO27sfW7b8iY/PTk6dOkm1atVRqVTcvHmDa9euYmdnx8yZc7CxeZxQGTZsBGfPnubzzz9h48bfKV++AhqNhosXQ4iKisTNzZ0PPviowLVbFF4ffTSJ4OBTJCcnA/DBB1Oxti7Ys4QIIYQQQoiCSWIgURhIDCSEEEIIIYQQQhQ+MhBNCCHEc69sWVd++uk3Nm1az+HDhwgKOoVGk4Kzcxn69RvAoEFDKV++gtkxrVq1YdWqNfz553qCg09x9OgRVCoVbm7u9O37IoMGDcXBwbHAtVsUXrVr1+Xs2TO4uDgxbNiIAr8cjRBCCCGEKLgkBhKFgcRAQgghhBBCCCFE4aMwGAyG/G6EyDmdTs+DB/F5fl5Z41ekkr6QNzSaFO7fD6d0aTesrAr2U79qtVL6gjCR/iBSSV8ovHLyHlSqlAMqlTKPWiaeVxIDifwmfSFvSAwkCiPpCyIt6Q+Fl8RAoiCR+EcUBNIfRFrSH0Qq6QsiLekPz4+cxEASKQkhhBBCCCGEEEIIIYQQQgghhBBCCCGEeCoyEE0IIYQQQgghhBBCCCGEEEIIIYQQQgghxFORgWhCCCGEEEIIIYQQQgghhBBCCCGEEEIIIZ6KDEQTQgghhBBCCCGEEEIIIYQQQgghhBBCCPFUZCCaEEIIIYQQQgghhBBCCCGEEEIIIYQQQoinIgPRhBBCCCGEEEIIIYQQQgghhBBCCCGEEEI8FRmIJoQQQgghhBBCCCGEEEIIIYQQQgghhBDiqchANCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQT0UGogkhhBBCCCGEEEIIIYQQQgghhBBCCCGEeCoyEE0IIYQQQgghhBBCCCGEEEIIIYQQQgghxFORgWhCCCGEyBaDwZDfTSiQntXrIq930SA/RyGEEEKIwks+y1kmMZDIjPwchRBCCCGEEOL5JgPRhBBCFFlarRZv7260adOEkSOH5ndzCi2tVssff6xlyZJFz6T+33//lTZtmjBggHe2blg/fBhDx44tadOmCTduXM/x+b7/fiVt2jRh0aLPn6C1jxkMBnbt2s7HH0832x4YGECbNk0YPvxl07bw8Du0adOErl3bmpVt06YJbdo0ISYmxrQtMTGR7777lrVr1zxV+7ISEnKeKVPep1+/nnTu3Jrhw19m3bqf0Wq1Oarn5s0bpuuw9K9Fi0Zm1/e8uHr1Cu++O5aIiHCz7QMGeNOmTRNCQs6btr399pu0adMEX9+/87qZQgghhChiJAbKHRIDWSYxkJHEQJZJDCSEEEIIIYQQAkCd3w0QQgghnhV//4NERz/A2tqGK1cuERwcRP36DfK7WYXO5s0b+eabr+jZs88zqb9nzz589923RESEc+rUSRo1apJpeR+fXWg0Gho0aISnZ8Vn0qbsOHz4EJ9+OpsGDRrlar2rVy/njz/WMWrUG7lab1qHD/sxdeokDAYD9eo1oFix4gQFBfLtt0s4ceIYCxd+jVqdvY+Jly6FAFCxYmWqVauebr9CAdbW1rna/sJg3Lg3efQoNr+bIYQQQojnjMRAuUNiIMskBjKSGMgyiYGEEEIIIYQQQoAMRBNCCFGEbd26BYChQ4fz00+r2bRpvSRhnoDBoH+m9Zco4UTbth3Yt28Pu3fvyDIJs3PnNgD69u3/TNuVFb3e8swFtWrVYe3ajVhZWWVZx9q1GwEoVqxYlvXmltjYWObMMc5g8MUXS2jWrMW/2x8yadIETpw4xvr1vzF06PBs1XfxojEJM3DgYF54If3PRK1WotU+2z5UEGX0e/P118vRarW4urrlcYuEEEII8TyQGCh3SAxkmcRARhIDWSYxkBBCCCGEEEIIkKU5hRBCFFEREeEEBBzDxaUsw4aNwMHBgYMH93P/flR+N01YkHrz/sCB/SQnJ2VY7uLFEK5cuUSJEiXo0KFTXjUvR2xtbfH0rEi5cu5ZlvX0rIinZ0VUKlUetMxo06b1xMfH07NnH1MCBqB48RJMmzYbgD/++BWdTpet+lJnA6hZs1aut7Uocnf3wNOzIjY2NvndFCGEEEIUMRIDFS4SA0kM9LyQGEgIIYQQQgghni8yI5oQQogiafv2v9Dr9XTq1BU7Ozs6derKtm1b2Lp1c4bLfQQHB7F27RouXDhHYmICXl5VGTp0OElJScydO5NRo97gtdfeMjtm167tbN68kRs3rqFQKGnQoCGvvz6GjRt/Z/v2v1iyZIXp6fa3336ToKBAfvxxLatXr+DEiePY2dkycOAQRo58HYCEhHjWr/8NX9+/uX37FiqVmipVqtK374t0794LhULx1O3WaDRs3/4Xvr5/c/XqFR49eoSdnR2enpXo2rU7L7440JQUGDDAm4iIcNO17tq1nZ49+5hu1gOEhl5h7do1BAYG8PBhDMWLF6dx42YMHz6KSpUqZ+vn1bBhYzw8KnD79k0OHjxAt249LJbbseMvAHr06GO21Mnlyxf57bdfCQwMICYmmmLFilO3bn0GDx5GvXoNstUGvV7Pvn178PHZyaVLF4mNfYi1tQ0eHh60a9eRIUNewcbGFnj8swQICgqkTZsmNGjQiKVLvyMwMIDx40dTqVJlfvllfabnbNPG2De2b/8bJycn0/cAP/64ih9/XMWoUW9QvHgJvv76C5o0acbixd+mq0ej0fDiiz2Jj49n8+ZdODk5ZXjOw4cPAdC+fcd0+zw9K1K5shdXr4Zy4cI56tSpl/mLhjExZm1tQ+XKVbIsmx179uxi06YNXL0aipWVmqZNWzB27HiWLPmSAwf2s3r1z9SoYUz4fPrpbHbt2s7YsRMszl7w39c3VXR0NBs2/MbRo0e4c+c2iYmJFCtWnBo1avLSSy/TsmWbdPW4u3vw88+/8/PPP7Jv3x7u3btLsWLFaN68FaNGvYGbWznAOFvFvHkfm44dOLAvABs2bMXNrZzpdyrtdWTG3/8gmzZtICTkAklJibi4lKVt2w688soISpRwyvJ4IYQQQjw/JAbKzxioBI0aNeF//3tVYiCJgXJMYiBzEgMJIYQQQgghROEmA9GEEEIUOTqdzrR0Sa9e3gD07v0C27Zt4a+/NjF8+CjUavO3wO3b/2LhwnnodDrq1KmHs3MZzp8/y7RpkzO8ET1v3sfs3LkNa2trGjRojJWVmsDAk4wePQoPjwoZtm/27Gk8ePCAFi1acf36VapWrQ5AVFQkEyaM4caN6zg5laRRoybodHqCgwP55JMgTpw4xvTpH5slYnLabo1Gw7vvjiU4+BSOjsWoU6cuNjY23Lp1k3PnznDu3BlCQ6/w4YfGZUvatetAcHAQFy9eoFw5d+rUqWdW799/+/Dpp7PRaDRUqlSZ2rXrEB4ezp49uzhwYD9z586ndeu2Wf7MFAoF3t4vsHz5N+zevcNiEiYlJYW9e30AeOGFF03bd+3azvz5c9HpdFSu7EXduvWJiAjn0CFf/PwOMHbsBIYMeSXLNnz88TT27duLjY0N9eo1wMHBgYiICEJCznPp0kWCggJNCZCmTZsDxgRMyZKlaNq0OZ6eFbM8R1a6devJxYsXuHHjOl5eVfDyqkqVKlVp2LAJy5d/Q2BgABEREbi6upod5+9/kJiYGDp27JJpAgbg6tVQgAyTJpUqVebq1VCuXLmUZRImLOw2cXGP8PKqyubNG9m1azu3bt3EysqK+vUb8L//vUrdunWzff0LFnzK1q2bUavVNGrUBLVajb//QYKCAnFzy51lXMLCbjNu3BtERUXi5laOBg0aodcbuHLlEkePHuHo0SPMmDGH7t17mR2n0WgYP34MISHnqV27LpUqeREUFMjOnds4duwIP//8ByVKOOHu7kG3bj3Zv38vWq2Wtm07YGdnh52dfY7bunjxQjZu/AOVSkXNmrVxdnYmJOQCv/32C76+f/P118txd/fIlddFCCGEEIWbxED5GwNFRISzd+9uDh70lRgohyQGkhgoLYmBhBBCCCGEEKLwk4FoQghR2BkMkJCQ360AtRK0+pwdY28PFp5uf1rHjv3DvXt3qV27LpUrewFQp05dvLyqEBp6BT+/A3Ts2MVUPizsNosWLUChUPD551+ZkgYajYZFixawbdvmdOfYs2cXO3duo2xZVxYv/pby5Y1Jl+joB0ye/C4XLpzPsH0xMdGsWfMbLi5lMRgMpu1z5szgxo3rdO/ei0mTPsLOzg6AyMh7TJo0AR+fndSsWYsBAwY/cbv/+utPgoNPUaNGLZYsWYG9/eMbw7t37+CTT2axc+c2xo17F0dHR8aPn8j69eu4ePEC9es3NJsF4ObNG8ybNweDwcDcufPNXlM/P19mzPiIjz+ezrp1G3F2LpPh65GqVy9vVq1azsmTx4mKisLZ2dls/6FDvjx6FEvDho2pUKEiYEwozJ8/F4PBwLRps+nZs4+p/LFj/zB9+mS+/fZrqlSpakqcWOLvf4h9+/bi5laOFSt+oHTpx+cODAzgvffGERBwnKtXQ6lc2YsRI14z3YT39KzIzJlzs7y+7Jg5cy5ff/0lN25cp127jmazOHTs2Akfn13s3r3dNHtEqu3btwLg7d0v0/pjY2NJTk4GoEwZF4tlUn9WUVFZL+F08aJxSZrQ0MssXfoV9eo1oHHjJly+fAk/v4McOeLPjBkf06WL5dkd0jp4cD9bt27GycmJxYuXU6VKVcC4xNS7747jzJnTWdaRHd9++zVRUZH06zeAiRM/NCU1tVotX321gL/+2sSGDb+nS8Lcu3cXgB9+WIuXlzGBFRMTw1tvjSQs7Dbbtm3hlVdGUr9+Q+rXb8iRI37ExcUxfvz7ppkCcmLXru1s3PgHrq5uzJ+/yPR66HQ6Vq5cxrp1PzNz5kesXv2zxVlChBBCiCJNYqB0JAbK3xhIrVayb9/fzJo1VWKgHJIYSGKgVBIDCSGEEEIIIUTRoMzvBgghhHgKBgNOfbpRppJbvv8rWb5sjo9x8u5uTCLlstTkg7f3C2bbU29Qb9q0wWz7pk3rSUlJZsCAwWZPrltZWTFx4od4eJRPd47ff/8VgPff/9CUgAEoWbIUs2fPQ6nM+C22Y8cuuLiUBYxPwSsUCi5cOEdgYABubuWYPHmaKQEDxpvlU6YYn85ft+6Xp2q3Wq2mdeu2jB073iwBA9CjR28cHYuh0+m4dy8iw/an2rDhd1JSkhk8+BWzpJbxGjvj7f0iCQnx6V7vjJQsWYo2bdqj0+nYs2dXuv2pMzy88EJ/07b169eh0+l44YWXzBIwAM2bt+TVV9/CYDDw669rMj13SkoK7dp15M03x5olYAAaNWpiSuaFh9/J1rU8C337Gq979+4dZtvv3bvLiRNHcXV1o0mTZpnWkZhoTNhaW1tn2EetrW3Mymbm0iVjEqZixcqsXbuRb75Zyfz5i9iwYStvvTUOnU7HvHlzuH37VpZ1pfaTN94Ya0o4ALi6ujF9+scZHZZjZcq40KxZS958c6xZ8kKtVtOv3wAAwsPDLB772mtvmRIwAE5OTvTo0RuAK1cu51obAdau/RmADz6YavZ6qFQqRo9+m8qVvbh48QIBAcdz9bxCCCFEgScxkEUSA+V/DNS+fSeJgXKZxEC5Q2IgIYQQQgghhBB5SQaiCSFEYSdPgZq5fz+KI0f8sbOzp1Onbmb7unXrhbW1DadOnTQtzQFw/PhRADp06JSuPrVaTfv25tujo6O5dOkitra2tGjRKt0x7u4e1KhRK8M2VqlSLd22gIATANSr1wAbG5t0+2vWrI2TU0nu3bvLzZs3nqjdAP36DeDzz7+iUaMmpm0ajYarV6+wffsWDAbjjA4pKZoM25/q5Enjzd+MnrJv1ao1YHyaPrv69jUuN+PjY55ouHs3goCA4zg5OZld16lTJwHo0qW7xfq6djU+hX769Cm0Wm2G5+3UqQvz5i00lQfjU9c3b15nz55dxMbGAqDRpGT7WnJb/foN8fSsyO3btwgOPmXavnPnNvR6Pb179800+QfGG/hGWf/dMGQjQfr666P5448tLF36nVnST6lUMnz4KFq3bktKSgqbN2/MtB69Xm+6pjZt2qXbX6dOXcqVc8+yPdnx7rsfsGjRNxQvXty0LSEhnrNnz3Dw4H4g4/5ft279dNtSZ09ISkrMlfaB8e/Y9etXUalUZr+rqZRKpelvT05+v4QQQogiQ2IgMxIDZdxukBgoIxIDpScxUHoSAwkhhBBCCCGEyClZmlMIIQozhYKYbT4FYlkatVqJtgAsS7Nz5zZ0Oh0qlZLJk99Nt1+tVpOSksymTRuYNGkKABERxiffXV3dLNb53yUl7t41lnd2dklzUzv9MefPn7W4r1ix4um2pdbp47MTH5+dFo9LW7ZCBc8ctzvVw4cxbN26mYCAE9y+fZPIyHvo9caf3eOno7O+AZ/a5gkTxmSrXHY0bdocNzd3QkOvcPnyRapWrQ4Yl+jQ6/X07OmNlZWVqXxUVCQA5cpZvlZnZ2esrW1ISUnm4cOYdE/6p5WYmMjOnVs5cuQwt27d4O7dCHQ6HfD4dclOYuJZ8vbux9Kli9m5cxv16zfEYDCwc+c2lEolvXp5Z3l86gwQKSnJ6PV6i0mblBTjsjW2tnbp9v2XWq3G3d0jw/1t27bn8GE/QkIyXqYJjH1Sq9WiVqsz/BlVqODJnTuWn9LPqZs3r7N585+cP3+WsLDbxMREA1n3f0u/u6l/A1J/h3JD6u+MTqejY8eW2SorhBBCPDckBkpHYqCM251KYiDLJAbCtA8kBrJEYiAhhBBCCCGEEDklA9GEEKKwUyjAwSG/WwFqJeQ0CZPLDAYD27f/BUBcXBxBQYEZlvXx2cmYMW/j4OCITqc1HZ9BzWbfPX6qPLMb8hnvUyrTJ55Sn8KvUqWaaQmUjKTeCM5puwFOnw7igw8mEB8fT4kSJahevRYdOnTCy6sq9es3ZPz40dm+qZt63vbtO2JjY2u2T6F4vOKQra3tfw/NkEKhoE+fvqxatZzdu3dQtWp1U6JBoVCYZgt43IbHx2XSUgCsrKwzLHHz5nXGjx9DVFQk9vYO1KxZi5YtW1O5chXq1q3PokWfZ9qf8kqPHn1YuXIZvr77eP/9yZw7d5Y7d8Jo0aIVZcu6Znm8vb0DDg4OxMfH8+DBfdOT7GmlJrYs7cspFxdjmxITn/5JebU6Zx9bUxNo/7Vhw+8sWfIlBoMBN7dyNGjQEE/PSlSrVp2yZV15/fX/ZVhn5v0s9+j1xj5rb+9gcXaEtGrUqJkXTRJCCCEKFomBTCQGyroNeREDpY1/QGKg3CQxUPZJDCSEEEIIIYQQoiCQgWhCCCGKjJMnTxAWdhsXl7Js3LjN4pPOBoOBl1/uR3h4GLt37+Cllwbh4lKW27dvERERTpkyLumOuXv3rtn3rq7GG8uRkff+nXkg/YwA/z0mK6lPQNepU880S0FWctpug8HAvHkfEx8fz9Chw3nrrbfTtT0u7lGO2hwefodhw0ZQq1Yds31PNDvEv3r3foEffviOvXt9GDt2AqdPB3HnThiNGzelfPkKZmWdnZ25cyeMsLAwi0mDyMh7pKSkYGVlZbYMyX99+eUCoqIi6datJx9+OD3d0kCPHsU+0bXkNicnJ9q168C+fXs5evQIJ04Ylwbq0+eFbNdRuXIVzpwJ5tq1UIuv2bVrVwHw8qqaZV1ff/0ld+9G8Prroy0mD+/dMyb0ypYtm2k9xYuXwM7OjsTERCIj71nsz5GRkem2pSZF9Pr0CZfUpYTSiogIZ+nSr1AqlcyZ81m6pZsuXgzJtJ15xdnZ+PfAYNAzY8acPEv+CCGEEKLwkRgo8zbkVQz0NPEPSAyUGYmBzEkMJIQQQgghhBCioEt/d0oIIYQopLZt2wxA1649LCZgwHjTtlevPgBs2rQBgCZNmgPg53cwXXm9Xp9uu7NzGSpWrERycjLHjx9Nd8y9e3e5cOFcjtresGFjAAICjpGSkpJuf1RUJMOGDWDChDHExj58onZHRz/g9u1bAIwa9Wa6BMzp00HEx8ebjn/M8g3g1DYfOeJvcf+ff/7BiBFDWLlymcX9GXF2dqZVqzY8eHCf4OBT7Nu3ByDdTABp27B//x6Lde3du/vfck0yPeeZM8EAvPLKyHQJmIiICK5fvwY8fkobcn1FpWzX27dvfwD27/8bf/+DlCxZijZt2me7/pYtWwNw4MD+dPtu3LjO1auhODmVpHbtOun2/9fFixc4dMiX/fv3Wty/e/fOf8/ZJtN6VCoVjRoZf0a+vvvS7Y+IiODKlUvptqcusxMd/SDdvrNng9NtO3fuDDqdjqpVq6dLwAAcPXoYyK0lZp68g7i6uuHmVo7ExEQCAwMslpk7dwZvvDGC/fv/fuLzCCGEEKLwkxgo83ZLDJQxiYGMJAaSGEgIIYQQQgghRO6SgWgi25KT4bvv1Bw5kt8tEUKI9B4+jDElHbp375Vp2Z49vVEqldy4cZ2AgOMMHDgYtVrNxo2/c+zYP6ZyOp2OZcu+5vp149PRaZ/IHTz4FQC++moBYWG3TdsfPXrEnDkzTEtiZPcp3oYNG1OzZi1u377FggWfkpCQYNoXHx/H3LkzuXHjOkqlkuLFSwDkuN0ODg5YWVkBcOiQr9n5L1++yNy5s0zfp00EWVtb/3tt5k9XDxw4BJVKxdq1a/D1Nb8RHBwcxKpVywkNvUylSpkvs2NJasJl3749HDzoi5NTSdq165iu3MsvD0WlUrFly5/s2bPLbN/x40f58cdV/7Z1UKbnc3JyAtK/LnfuhDF16iTTzzMlJdm0z9ramKx59Cj7MyhkR1b1NmrUBA+P8vj6/k1UVCQ9evTO0ZItvXr1xcHBge3b/8Lf/3GiLjb2IfPmfQzAkCGvmNWZlJTEjRvXuXHjulld/fsPBGDdup/NkgU6nY5vv/2aoKBAypevkOXvJMDQoSNQKpV8//0KU1IMjEtMffLJTIvLzFSpYpyx4O+/fUzL6QCEhd1m2bIl6cqXKOEEwPXrV7l584bZvn379rJmzQ8AaDSaLNubFRsby7832ZX6N2b+/E+4fNk8AfXnn+vx8dnFpUsh1KpV++kaKoQQQohCS2KgghUDnT4tMdCTkhhIYiCQGEgIIYQQQgghigpZmlNk29GjKqZMMd4YGjDAhpkzk3B1NWRxlBBC5I3du3eQkpJCtWrVLS6PkZarqyuNGjUhIOA4mzZtYN68hYwfP5FFiz5n4sR3qFOnHmXKuBAScoGIiDu4u3sQFnbb7KZ07959OX78KPv372X48EE0bNgYa2trgoICMRj0ODmVJCYmOkc3x2fPnse7745l9+4d/POPP9Wr10KlUnLmTDBxcXG4u3swbdpsU3lPz4o5areNjS39+7/MH3+sZe7cmWzZspHSpcsQERFOSMh5bG1tcXNzJzw8jPv375vOk7oUzOHDfkye/C516tTjf/97lapVqzFx4hS+/HI+M2ZMoWLFSlSoUJEHD+5z7twZDAYD/foNoFu3Htl+DVI1b96KsmVd2bFjK1qtlqFD/2dKIKXl5VWFDz6YysKF85gzZwZr1/6Mp2dFwsPvcOHCOZRKJW+9NS7Lp9GHDh3O4sVfsHr1Cg4d8qVcOQ/u34/i/PmzAFSo4MnNmzd48ODx6+LhUR6FQkFo6GUmTBiDl1cVxo+fmONr/S8Pj/IAbN26mbt3I2jZsrXZTAgKhYI+fV5gxYqlAHh7Z39JGjDOtjBx4kd88slMPvpoEnXq1KNkyVIEBQUSG/uQ5s1bMWjQMLNjzp8/y/jxowHw93+cbOnSpTtBQYFs2fInEyaMoVatOpQpU+bfPhhO6dKlWbjwq3QzLFhSv34Dxo4dz9Klixk37g3q129I8eLFCQoKRK834ODgYJqtIlWnTt1Ys+ZHwsPDGDZsAA0bNiYpKYmgoECqVq1G5cpeXL0aaiqfmuy8cOE8I0cOpUGDRtja2hIaepmwsNu4urrx8OFDEhMTiI5+QMmSpXL02qbl4VGB+/fvM23ah1SvXp0xY8bj7u6R7eP79x9ISMh5du3azuuvD6datRq4uLhw7ZoxgaRUKpk27WNcXd2euI1CCCGEKNwkBio4MVB09H3OnpUY6ElJDCQxEEgMJIQQQgghhBBFhcyIJrKtdWsdr76qQaGAjRvVtGzpwNKlVlhYPUEIIfLctm1/AdCtW89sle/duy8Ahw8f4u7dCPr3H8iiRUtp3LgZ166FcuSIH87OpVmwYLFpGQ8HB0fT8QqFglmzPuG99ybj6elJUNBJTp0KoFGjxnz33U+ULl063TFZcXf34Pvvf2XkyNcpXdqZ4OBAzpwJxtW1HK+/PppVq37G2bmM2TE5bfe4cRP48MPpVKtWg6tXQ/9dBicZb+8X+fHHdaan5v38DpiOady4KaNGvUGpUqU4ceKY2VI8ffu+yMqVP9KlS3fi4uI4csSPiIhwmjRpxrx5XzBx4ofZvv60lEolvXv3RavVolAoLC5Jk6pPnxf47rs1dO7cjZiYBxw65EtUVCSdO3dj2bJVDB8+KsvzDRgwmE8/XUDduvWIiIjg2LF/iI19SMeOXfjuuzWMHv3Ov6/L46fn3d09eO+9ybi6uhEcfAo/v0MYDE8/QLtHj9706zcAW1tbjh07QnDwqXRlGjRoBEC9eg2oUKFijs/RrVsPvvnmO5o3b8m1a1c5ceIoZcq48M477/HZZ1/kKHk4adJHzJkznwYNGnH9+lWOHPFHrVYzaNAw1qz5g4oVK2W7rsGDX2Hx4m9p2LAJFy+GcOLEcerVa8jKlT9QrFjxdOXt7e1ZseJ7+vV7CXt7B44d+4ewsDCGDBnON998h62tnVl5lUrF4sXfMnz4KFxdXU2/Y8WKFWfUqDdYs+Y3mjRpCsChQwey3W5LJk6cQt269bh/P4qAgOPpZlLIikKhYNq02cydO59GjZpw+/Yt/vnnMFqtli5durNq1c9PlOAUQgghRNEhMVDBioEaN24qMdATkhhIYiCQGKgounbtGpMmTaJjx47Uq1ePbt268dVXX5nNgJldd+/eZdasWXTt2pW6devSsWNH5s6dy4MH6ZepTXXmzBnGjBlD27ZtqV+/Pn369GH16tXpZgA8duwY1atXz9a/TZs2mR07ePDgTMt///33Ob5WIYQQQgghCjuFITfuFog8p9PpefAgPuuCuUytVnL1qgOjR+sICFABUKWKjk8+SaZTp/TTxYuiS61WUrKkA9HR8Wi1+vxuTpGl0aRw/344pUu7YWVlnd/NyZRarSy0fSF1WZmyZV0t3nz+4IMJ/PPPYRYtWkqzZi0AuHz5EiVKlKBMGZd0S89oNBq8vbuRmJiAj89BbG1tC0y780ph7g+Fwddff8mGDb8xffrH9OjRO7+bk6nc6gsDBngTERHO6tU/U6NGrVxomchKTt6DSpVyQKWSZ1zEs5WfMZB87hUgfSGvSAyUNyQGyl2FuS8UFhIDSQyUFyQGyj2nT59mxIgRJCQkUK9ePdzc3AgMDCQyMpLq1auzbt06HB2zN3D51q1bDBkyhMjISKpVq0alSpU4f/48t27dwtXVlT/++ANXV1ezY3x9fXn77bfR6/U0adKE4sWLc+LECR4+fEjr1q1ZuXKladbJ0NBQli9fnuH579y5w8mTJ7GysuK3336jbt26gHFJ3saNG6PT6ejevbvFY729vWnfvn22rvO/JP4RBYH0B5GW9AeRSvqCSEv6w/MjJzGQLM0pcqxxY9i9O4l165TMmWPDlSsqBg+2p2dPDXPmJOPpKWMbhRCFy65d2/npp9V0796LadNmo1Q+fhM9eHA/R48eoWTJUtSv38C0ffHihQQHn+LDD6fj7d3PtF2v17NixVLi4h7RqlXbZ5aAedJ2i8IrOTkJGxtbTpw4xtatmyhdujSdOnXN72YJIYQQQohCSGIgURhIDCRE4aTVann//fdJSEjg008/ZcCAAQAkJSXx3nvvsX//fhYtWsTMmTOzVd+UKVOIjIxk3LhxjB8/HjAOApszZw6///47s2bNYuXKlabyDx8+ZNKkSQCsWrWKNm2MSxXHxMTw5ptvcvjwYX7++Wdee+01ALy8vPjiiy8snjsxMZGXX34ZgJkzZ5oGoQFcvXqVxMREGjZsmOHxQgghhBBCPI9kIJp4IkolDB6spVcvLQsX2rB6tRW7dlnh66vmnXdSePvtFOzssq5HCCEKAm/vfmzZ8ic+Pjs5deok1apVR6VScfPmDa5du4qdnR0zZ87BxuZxQmXYsBGcPXuazz//hI0bf6d8+QpoNBouXgwhKioSNzd3PvjgowLXblF4ffTRJIKDT5GcnAzABx9Mxdq6YM8SIoQQQgghCiaJgURhIDGQEIXTjh07uHXrFi1btjQNQgOwtbVl3rx5dOrUifXr1zNhwgRKlCiRaV0BAQEEBARQsWJF3n77bdN2lUrF9OnTOXToEAcOHODKlStUqVIFgLVr1xIXF8eAAQNMg9AAnJyc+Oyzz+jVqxc//vgjI0eORKVSZXr+OXPmcOnSJbp3724akJbq3LlzANSpUyd7L4wQQgghhBDPCZk7WjyV4sVh7txkfH0TaNtWS1KSgoULbWjb1oEdO9TIwq9CiMKgbFlXfvrpN/73v1cpVqwYQUGnOHr0CCkpKfTrN4AfflhL06bmy7q0atWGVavW0Lt3X5KTkzl69AhBQYE4OZXk1Vff5Kef1lKmjEuBa7covGrXrotKpcbFpSzvvTe5wC9HI4QQQgghCi6JgURhIDGQEIXT/v37AejaNf0MhiVLlqR58+ZoNBr8/PyyXVfnzp3NZsEEsLKyolOnTgDs27cv3THdunVLV5+XlxfVqlUjMjKS06dPZ3ru48ePs2nTJkqUKMGsWbPS7U8diJZ2ljQhhBBCCCFEEZ8R7dq1ayxbtoyTJ09y//59XF1d6dmzJ2+99Rb29vY5quvu3bt8++23HDlyhIiICJydnenUqRPjxo2jVKlSFo/ZunUr69at4+LFi2i1Wtzd3enevTtvvPEGjo6OuXGJBUaNGno2bkxk2zY1M2facPOmklGj7OjQQcu8eUlUqSIj0oQQBZuzszNvvjmWN98cm+1jqlWrwUcfZW8ZgWflSdotCqfXXnuL1157K7+bkW82btyW300QolCQGEgIIUR2SQwkCjqJgSQGEoXTpUuXAKhevbrF/VWqVMHX15eQkBD69OmTrbqqVauWYV0AISEhpm2XL1/O8phLly4REhJCw4YNLZbRarXMnTsXgPHjx1O6dOl0Zc6fPw9AQkICo0eP5uzZszx69AgvLy9eeuklhgwZkm7wnBBCCCGEEM+DIvsp+PTp0/Tv359t27bh7OxMhw4dSEhIYMWKFQwePJi4uLhs13Xr1i1eeuklfv/9d2xtbenYsSMqlYpff/2VF198kYiIiHTHfPLJJ3zwwQecOXOGevXq0bp1a6Kjo1mxYgWDBg0iOjo6Ny+3QFAooG9fLYcPx/Pee8lYWxs4cEBN+/YOzJplw8OH+d1CIYQQQgghii6JgYQQQgghhBD57d69ewCULVvW4n4XFxezcrlZ18OHD0lKSnrq82/bto1Lly7h5uaWbklOAL1ez4ULFwCYPXs2169fp2HDhnh5eRESEsKcOXMYO3YsWq02y2sUQgghhBCiqCmSM6JptVref/99EhIS+PTTTxkwYAAASUlJvPfee+zfv59FixYxc2b2nuCcMmUKkZGRjBs3jvHjxwOg0+mYM2cOv//+O7NmzWLlypWm8qdOneKXX37BycmJX3/9lapVqwLw6NEjRo8eTUBAAN988022z1/YODjARx+lMGiQhhkzbNm7V83y5db88YeaSZNSGDFCg5VVfrdSCCGEEEKIokNiICGEEEIIIURBkJCQAICtra3F/anbU8tlpy47O7ts1ZX61draOsPZyLI6v8Fg4IcffgDgtddew9raOl2Z69evEx8fj1qt5tNPP6Vfv36mfcHBwbz99tv4+vqycuVKxo0bl9VlZkitzvu5JFQqpdlX8XyT/iDSkv4gUklfEGlJfxCWFMmBaDt27ODWrVu0bNnSlIABY4Axb948OnXqxPr165kwYQIlSpTItK6AgAACAgKoWLEib7/9tmm7SqVi+vTpHDp0iAMHDnDlyhXTNNCHDh0CwNvb25SAAShWrBhjx47l1Vdf5dixY7l5yQVS5coG1q5N5O+/VcyebcOlSyqmTrXl+++tmTkzmR49tCgU+d1KIYQQQgghCj+JgYQQQgghhBAFgUqlQq/Xo8ji5r/BYMhWXUC260odfJZV+czO7+/vz6VLlyhZsqTF2dAAKleuzJEjR3j06BEVK1Y021e/fn1mzJjBO++8wy+//MKYMWOeaIlOpVJByZIOOT4utxQvbnnwn3g+SX8QaUl/EKmkL4i0pD+ItIrkQLT9+/cD0LVr13T7SpYsSfPmzfH19cXPz48+ffpkq67OnTunCxasrKzo1KkTv/76K/v27TMlYVKDI0vL1URGRpra8bzo0kVHhw4J/PqrFQsWWBMaqmTECDtat9by8cfJ1Kunz+8mCiGEEEIIUahJDCSEEEIIIYQoCBwcHIiJiSExMdHi/tSlMzOa5ey/dQHZriu1fHJyMnq93uIAsKzOv23bNgB69eqFjY1Nhm0rXbo0pUuXtrivQ4cOqFQqoqOjCQsLo3z58hnWkxG93kBsbNazxuU2lUpJ8eJ2xMYmotNJ7uZ5J/1BpCX9QaSSviDSkv7w/Che3C7bM98VyYFoly5dAqB69eoW91epUgVfX19CQkKyTMKk1lWtWrUM6wIICQkxbWvXrh3ffPMNe/fu5ZtvvmHQoEHY29tz5MgR5s+fj0ql4vXXX8/xdRVmajWMHKnhpZc0fP21NStXWnP4sJquXVUMHKhl6tRkypXL+gkoIYQQQgghRHoSAwkhhBBCCCEKAhcXF2JiYoiMjLQ4AOvevXumctmp69y5c6aHW7Kqy9HREUdHR+Li4oiMjKRs2bI5Or9Go8HX1xcgy7gpM9bW1pQqVYrIyMhsLUGaEa02/5K5Op0+X88vChbpDyIt6Q8ilfQFkZb0B5FWkVyoNTWQsBRkwOMAI7VcbtdVr149Zs6ciZ2dHUuXLqVt27Y0btyYd955B0dHR3766Sc6dOiQ7espSooVg+nTUzhyJJ7+/TUYDArWr7eiZUsH5s+3Ji4uv1sohBBCCCFE4SMxkBBCCCGEEKIgSH045sqVKxb3p27P6CGap60r9YGaJzn/yZMniY2NpWzZsjRs2DDDdu3evZuJEyeyZs0ai/uTkpKIiYlBoVDg6uqaYT1CCCGEEEIURUVyRrTUJ0xsbW0t7k/dnp0nUVLLZDRNc0Z1NWvWjNatW+Pv70/dunWxtbXl7Nmz3Lp1i5UrV1K1atWnXppGrc77cYSpU+1ld8q9jFSqBKtXpzBmjJYZM6w5elTFokU2/PqrFVOnahg2TMu/q/uIAiq3+oLInF6vyO8mZItC8firQSY3fO5JfxCppC8UDSqVIl8+d4qckRjo2ZHPvSKV9IW8ITGQKGykL4i0pD8UDRIDPZ327duzbds2fHx8ePnll832RUdHc+zYMaysrGjdunW26lqxYgV79+5lwoQJZkttajQa9u3bB0DHjh3NjgkMDMTHxyfdOUJDQ7l06RKlSpWifv366c4XHBwMQJMmTVAoMv5M8ujRI7Zv305QUBDDhg1DrTZPtW3fvh2NRkPDhg0pUaJEltcphBBCCCFEUVIkB6KpVCr0en2mgQKAIRt3A1T/jobKSV3+/v6MGzeOChUqsH37dtP00/Hx8cycOZPt27fz2muvsXHjRrPAKSeUSgUlSzo80bG5oXhxy0mpnOrSBTp3hs2bYfJkCA1V8u67NqxebcMXX0C3bo9v4IiCKbf6grAsKUlFVJSy0NwAk6ScSEv6g0glfaFw0usVKJVKSpSwz3Bwkyg4JAZ69uRzr0glfeHZkhhIFFbSF0Ra0h8KJ4mBckfXrl0pV64c/v7+rF27lmHDhgHGWcKmTZtGQkICQ4YMwdnZ2XSMRqPh5s2bAFSoUAErKysAGjVqRN26dTlz5gyLFi1i4sSJKBQKdDodn376KeHh4bRr146aNWua6urfvz+rVq3izz//pH379nTu3BmAmJgYpk6dCsCrr75qOkdaZ86cAaBBgwaZXmPPnj1ZtGgRt2/fZt68eXz00Uem+k6cOMH8+fNRKBRMmDDhSV5CIYQQQgghCrUiORDNwcGBmJgYEhMTLe5PSkoCMn7C/791AdmuS6fTMWvWLJKSkliwYIEpAZNa17x58zh9+jTnzp3D19fXFATllF5vIDY269kMcptKpaR4cTtiYxPR6XJvjd+OHeHwYVi9Ws0XX1hz9qyCHj2gTRsdM2ak0LSprCdc0DyrviDMpaQko9fr0ekMBXpdbYXC2Cd0Or088SukPwgT6QuFm05nQK/X8/BhAomJukzLFi9uJ8m2fCYx0LMjn3tFKukLeUNiIFHYSF8QaUl/KNwkBsodtra2zJ8/nzfffJM5c+bw559/4uHhwalTp7h37x61atVi0qRJZsfcvXuXXr16AbBv3z48PDxM+z777DNeeeUVVq1axb59+6hatSoXLlzg5s2buLu788knn5jV5eLiwuzZs5k8eTLjxo2jYcOGlC5dmhMnThATE0Pbtm0ZOXKkxbbfunULMA6Gy4yjoyOLFi1izJgxrF27Fl9fX2rXrs39+/c5deoUAFOmTKFly5Y5eu2EEEIIIYQoCorkQDQXFxdiYmKIjIw0S4Kkunfvnqlcduo6d+4ckZGRFvf/t66bN29y+/ZtnJ2dzZ7CSWVjY0PLli25efMmZ8+efeIkDJCvN2R1On2un1+phDffTGHgwBQWLbLhxx+t8PdX0b27HT16aJg6NYUaNQruTejn1bPoC+Ixna5w3LVMvbkqN1mLNoPBkOXsOMZy5l+Luuy+LgWl3rz0vPWF3FAQf+4FfSCAMJIY6NmTz70ilfSFZ0tiIFGQZOez2fPYFyQGytjz2B+eVkH8uUsM9PSaN2/Ohg0bWLp0KcePH+fKlSt4eHgwYMAAXnvtNRwdHbNdV9WqVdm0aRNLly7Fz88PX19fXF1dGT58OKNHjzabWS2Vt7c3bm5urFy5kqCgIEJCQihfvjxjxoxh6NChFmdDA3jw4AEArq6uWbarZcuWbNmyhZUrV3L48GEOHDhAsWLF6NSpE6+++ipNmjTJ9jUKIYQQQghRlBTJgWjVq1fn0qVLXLlyhUaNGqXbf+XKFVO57NTl6+trOiaruh4+fAg8Xs7GktR9Wq02y/M/j0qWhLlzk3nzzRS++MKGP/5Qs3u3FT4+agYO1DJ5cjIVKsjdHCFE1rRaLS++2Ivo6AdUqVKNn35al99NKpS0Wi1//vkHERERTJgwMdfr//33X1m6dDGurm5s2LA1yxvQDx/G0K9fTzQaDWvXbsTTs2KOzvf99yv58cdV9O8/kPff//CJ220wGNi9ewfHjv3D7NmfmrYHBgYwfvxoKlWqzC+/rAcgPPwOAwf2xc7Ojr17/Uxl27Qx3pTcvv1vnJycAOMMRL/88iP29va88srIJ25fVkJCzvPTT6sJCbnAo0exlCvnTs+efXj55aGo1dn7iDhggDcREeFZlmvQoBFLl35n+v6vvzaxcOG8DMunfe2eJ/7+h/jzzz/46qtlpm056Tvi+SYxkBBCCJAYKLdIDGSZxEASA+U2iYGKtmrVqrFkyZJslfXw8ODixYsZ7nd3d+ezzz7L0fmbNGmS48Fgfn5+WRdKo2LFijlulxBCCCGEEEVdkZw7un379gD4+Pik2xcdHc2xY8ewsrKidevW2a5r79696PXmT0FpNBr27dsHQMeOHQFj4KFSqbh79y7nzp1LV59Wq+Xo0aMAFmcLEI+VL2/g66+TOHQogd69NRgMCtavt6JlSwemTrXh3r2C9aScEKLg8fc/SHT0A6ytbbhy5RLBwUH53aRCafPmjXzzzVfExT16JvX37NkHa2trIiLCOXXqZJblfXx2odFoaNCgUY4TMLnp8OFDfPrpbKKiLM8Y9KRWr17Ozz//QHJycq7Wm9bhw3689dYojhzxx8OjPM2atSQqKopvv13CBx9MyPZAkXbtOtCtW0+L/7p27WEaeFK9uvlnnkuXQgBo1KiJxWNbt26XuxdcCFy5cpkpU97n1q2b+d0UUUhJDCSEEAIkBsotEgNZJjGQxEC5SWIgIYQQQgghhCiaiuSMaF27dqVcuXL4+/uzdu1ahg0bBkBSUhLTpk0jISGBIUOGmE3ZrNFouHnTGPRWqFDBNDVzo0aNqFu3LmfOnGHRokVMnDgRhUKBTqfj008/JTw8nHbt2pkSKk5OTvTu3ZutW7cyZcoUvvvuO9zc3ABITk7m008/5erVq5QvX54uXbrk5ctSaFWrpufHH5MIDEzh009t8PNTs3q1NevWWTF6dApjx6ZQvHh+t1IIURBt3boFgKFDh/PTT6vZtGk99es3yNc2FUYGw7NdjqJECSfatu3Avn172L17B40aZf606s6d2wDo27f/M21XVvR6y7Nz1qpVh7VrN2a4zENaa9duBKBYsWJZ1ptbYmNjmTNnOgBffLGEZs1a/Lv9IZMmTeDEiWOsX/8bQ4cOz7Ku8eMznh3ip59Wo9PpaNiwEWPGvGO27+JFYxJm0qSPqFDB80kvpUjJ6PesTBkX1q7dWOCWqhEFj8RAQgghQGKg3CIxkGUSA0kMlJskBhJCCCGEEEKIoqlIzohma2vL/PnzsbW1Zc6cOfTv35/x48fTtWtX9u3bR61atZg0aZLZMXfv3qVXr1706tWLu3fvmu377LPPcHJyYtWqVfTq1Yvx48fTo0cPfvvtN9zd3fnkk0/Mys+cOZN69epx6dIlunbtyqhRoxg9ejSdO3fmjz/+wNnZmaVLl2Jtbf3MX4uipFEjPX/+mciGDQk0aKAjIUHBokU2NG3qyNKlViQm5ncLhRAFSUREOAEBx3BxKcuwYSNwcHDg4MH93L8fld9NExa88IIxoXLgwH6Sk5MyLHfxYghXrlyiRIkSdOjQKa+alyO2trZ4elakXDn3LMt6elbE07NipsvZ5bZNm9YTHx9Pz559TAkYgOLFSzBt2mwA/vjjV3Q63ROfIzAwgB9++A5Hx2J8/PE8s2VutFotV69ewdHRkfLlKzzxOZ4XarUaT8+KkqwSWZIYSAghhMRAhYvEQBIDCcskBhJCCCGEEEKIwq1IzogG0Lx5czZs2MDSpUs5fvw4V65cwcPDgwEDBvDaa6/h6OiY7bqqVq3Kpk2bWLp0KX5+fvj6+uLq6srw4cMZPXq02awCYHyib+3ataxbt45t27YRFBSERqPB3d2d3r178/rrr1OmTJncvuTnRvv2Otq1S2DHDjWffWbN5csq5syxZdUqayZOTGHIEA3ZeABTCFHEbd/+F3q9nk6dumJnZ0enTl3Ztm0LW7duZtSoNyweExwcxNq1a7hw4RyJiQl4eVVl6NDhJCUlMXfuTEaNeoPXXnvL7Jhdu7azefNGbty4hkKhpEGDhrz++hg2bvyd7dv/YsmSFaan299++02CggL58ce1rF69ghMnjmNnZ8vAgUMYOfJ1ABIS4lm//jd8ff/m9u1bqFRqqlSpSt++L9K9ey+LTwTntN0ajYbt2//C1/dvrl69wqNHj7Czs8PTsxJdu3bnxRcHmpICAwZ4ExERbrrWXbu207NnH9PNeoDQ0CusXbuGwMAAHj6MoXjx4jRu3Izhw0dRqVLlbP28GjZsjIdHBW7fvsnBgwfo1q2HxXI7dvwFQI8efcwGM1y+fJHffvuVwMAAYmKiKVasOHXr1mfw4GHUq9cgW23Q6/Xs27cHH5+dXLp0kdjYh1hb2+Dh4UG7dh0ZMuQVbGxsgcc/S4CgoEDatGlCgwaNWLr0OwIDAxg/fjSVKlXml1/WZ3rONm2MfWP79r9xcnIyfQ/w44+r+PHHVYwa9QbFi5fg66+/oEmTZixe/G26ejQaDS++2JP4+Hg2b96Fk5NThuc8fPgQAO3bd0y3z9OzIpUre3H1aigXLpyjTp16mb9oFmg0GhYunIder2fcuAm4uLig1T5+0v3atVBSUlKoW7dBrjzhnpycxO+/r2Xv3t2Eh9/ByakkXbv2YNSoN+jfvxcpKSns3etnKp/ap1ev/pkaNWqZ1ZXZz+7q1VA2bPiNU6cCiYq6h16vp2TJUjRo0IhXXhlp1tdT6+nT5wVGjXqD1atXcPz4P8TGxlK2rCudO3fjlVdGYmdnB8Cnn85m167tgDGB3KZNE1xd3di4cRvh4XcYOLAvdnZ2ZteREY1Gw5Ytf7Jnz06uX7+OwaDH07MSPXv2pl+/AWYJMVH0SAwkhBDPN4mB8jMGKkGjRk343/9elRhIYiCJgSQGEkIIIYQQQojnWpGOwqpVq8aSJUuyVdbDw4OLFy9muN/d3Z3PPvss2+e2trZm5MiRjBw5MtvHiOxTKKBPHy09emjZsEHNggU2hIUpmTTJliVLrHn33RQGDZIBaUI8r3Q6nWnpkl69vAHo3fsFtm3bwl9/bWL48FHpbkRu3/4XCxfOQ6fTUadOPZydy3D+/FmmTZuc4Y3oefM+ZufObVhbW9OgQWOsrNQEBp5k9OhReHhk/JTz7NnTePDgAS1atOL69atUrVodgKioSCZMGMONG9dxcipJo0ZN0On0BAcH8sknQZw4cYzp0z82u3Gd03ZrNBrefXcswcGncHQsRp06dbGxseHWrZucO3eGc+fOEBp6hQ8/NC5b0q5dB4KDg7h48QLlyrlTp049s3r//tuHTz+djUajoVKlytSuXYfw8HD27NnFgQP7mTt3Pq1bt83yZ6ZQKPD2foHly79h9+4dFpMwxpvpPgC88MKLpu27dm1n/vy56HQ6Klf2om7d+kREhHPokC9+fgcYO3YCQ4a8kmUbPv54Gvv27cXGxoZ69Rrg4OBAREQEISHnuXTpIkFBgaYESNOmzQFjAqZkyVI0bdocT8+KWZ4jK9269eTixQvcuHEdL68qeHlVpUqVqjRs2ITly78hMDCAiIgIXF1dzY7z9z9ITEwMHTt2yTQBA8ZkAkDlylUs7q9UqTJXr4Zy5cqlJ0rC/P77Wm7duknNmrXo0+eFdPtTl6QpU6YMS5cu5sgRPyIiInBycqJVqzaMHPk6zs7ZG6wSHx/HhAljCQk5T7FixWnevBUPH8awdu0aQkLOo9PlzpJK/v4HmTFjChqNhmrVqtOiRSvi4uK4cOEcPj47OXTIl++//4UKFSqaHRcWdpvXXnsFrVZLrVp1AQOBgQGsWfM9586dMfWnOnXqERMTzT//HMbOzo62bTtk+XO0JCEhnokT3+HMmdM4OjpSu3YdbGxsCA4+xeLFX+Dnd4iFCxfLjFRFnMRAQgjxfJIYKH9joIiIcPbu3c3Bg74SA+WQxEASA0kMJIQQQgghhBBFS5EeiCaKPrUahgzR8uKLWtassWLJEmtu3lTy/vu2LF5szXvvpfDyyzIgTRRtBgMkJOR3K4y/j1ptzo6xtzcOLM1tx479w717d6lduy6VK3sBUKdOXby8qhAaegU/vwN07NjFVD4s7DaLFi1AoVDw+edfmZIGGo2GRYsWsG3b5nTn2LNnFzt3bqNsWVcWL/7WtLxGdPQDJk9+lwsXzmfYvpiYaNas+Q0Xl7IYDAbT9jlzZnDjxnW6d+/FpEkfmZ4Ujoy8x6RJE/Dx2UnNmrUYMGDwE7f7r7/+JDj4FDVq1GLJkhXY29ub9u3evYNPPpnFzp3bGDfuXRwdHRk/fiLr16/j4sUL1K/f0GwWgJs3bzBv3hwMBgNz5843e039/HyZMeMjPv54OuvWbczWTfVevbxZtWo5J08eJyoqKt1sO4cO+fLoUSwNGzY23ey+ejWU+fPnYjAYmDZtNj179jGVP3bsH6ZPn8y3335NlSpVTYkTS/z9D7Fv317c3MqxYsUPlC79+NyBgQG89944AgKOc/VqKJUrezFixGtUquRFUFAgnp4VmTlzbpbXlx0zZ87l66+/5MaN67Rr19FsFoeOHTvh47OL3bu3m2aPSLV9+1YAvL37ZVp/bGwsycnJAJQp42KxTOrPKioq50s4xcfHsXbtTwC89tpoi0/7pyZhdu/egYODA/XrN8TFpSwXL4awZcufHDzoy+LF3+LlZTlJlNaqVcsJCTlP7dp1Wbjwa4oXLw5AQMBxpkx5n6SkJNPv0ZPSarUsWDAPjUbD7Nmf0qVLd9O+2NhY3n//bUJCzrNt21+MGzfB7NhTp07SpEkzZs+eZ0qqnD9/lrFjXycg4Djnzp2ldu06vPBCf2rVqs0//xymRAmnJ+5Pixd/wZkzp2nWrAUzZ35iOuejR4+YPv1DTp48zsqVy3jnnfeeqH4hhBCioJAYKD2JgfI3BlKrlezb9zezZk2VGCiHJAaSGEhiICGEeH5pNHDrloLr15XcuaMkPh4SExUkJEBCgoLERIiPN35NSFCYtqV+TU4GGxvjZ2w7OwP29oY0/8f0vb29ATs741cHByhTRk+5cgbc3fU4OT2bz+dCCCHE80wGookiwdYW3npLw/DhGtasseKbb4wD0t57z5avvpIBaaLoMhigTx97TpxQ5XdTnkizZlq2bUvM9UAvNfng7W3+JLK3dz8WL/6CTZs2mCVhNm1aT0pKMoMHv2L25LqVlRUTJ37IqVMB3L59y6yu33//FYD33//QlIABKFmyFLNnz2PIkP7o9ZafRO7YsQsuLmUBTDepL1w4R2BgAG5u5Zg8eRo2Njam8mXKuDBlynTeeGME69b9YkrCPEm71Wo1rVu3ZdCgYWYJGIAePXqzePEXxMU94t69CBwdM78JvmHD76SkJPPKKyPNXk/jNXbG2/tFNm/ewKZNG3jzzbGZ1gXG165Nm/YcOLCPPXt2MXTocLP9qTM8vPBCf9O29evXodPpePHFgWYJGIDmzVvy6qtvsWzZYn79dU2mSZiUlBTatetIx46dzRIwAI0aNaFyZS8uX75EePgdU2Ivr/Xt2//fJMwOsyTMvXt3OXHiKK6ubjRp0izTOhITjRlba2trlEqlxTLW1jZmZXPir782ERcXR/XqNWnRopXFMpcuGZMwHTp0ZurUmdjbOwAQFxfH/PlzOHBgP9OnT+aXX9ZnuoRKcnIyO3YYk0/Tps0yJWAAmjRpxogRr7Ny5dIcX8N/PXhwn6ZNm6NSqcwSMADFixenW7eehIScJzw8zOLxH3ww1ezJ/lq16lCvXgMCAwO4cuUStWvXeeo2gjFp5uOzE3t7B7MEDBiXTJw+fTYvv/wCW7Zs5NVX38DBIftLNAohhBAFicRAlkkMlP8xUPv2nSQGymUSA5mTGMicxEBCCFE4JCXBjRtKrl9XcO2a0uzf7dsKdLr8HQVmb2/Azc1AuXJ63N2NX1MHqZUrZ/y+eHEZrCaEEELkhAxEEzmiOnMa6lQHhU3WhfOBvT2MGaNhxAjLA9Lefz+ZgQO1MiBNFCkKhSHrQs+R+/ejOHLEHzs7ezp16ma2r1u3Xnz77TecOnXS9FQ3wPHjRwHo0KFTuvrUajXt23di7do1pm3R0dFcunQRW1tbizea3d09qFGjFufPn7XYxipVqqXbFhBwAoB69RqYJWBS1axZGyenkty7d5ebN29QoYJnjtsN0K/fAPr1G2C2TaPRcOvWDc6fP4vBYEwcpaRoLLY9rZMnjwNkmNxo1ao1mzdvIDAwIMu6UvXt+yIHDuzDx2eHWRLm7t0IAgKO4+TkRPv2j6/31KmTAOlujqfq2rUHy5Yt5vTpU2i12gxv6nfq1IVOncwTSTqdjrCwW4SEXCA2NhYAjSYl29eS2+rXb4inZ0Vu3LhOcPAp6tdvCBiTU3q9nt69+2aYWEmlUqUmbLO+c5J2pors0Ol0bNjwOwCvvDIiw3JLliwnLCyM8uUrYJXmDdnR0ZGpU2dz9uwZbt26ydGjR2jTpl2G9YSEnCcxMZEKFTzTLQcD0K1bj1xJwri4lGXGjDnptkdHP+DKlUucPh0EWP6dKV3aGXd3j3TbU2dcSEpKfOr2pQoKOolOp6Nq1WoWl7QpU8aFKlWqcuHCec6dO0uzZi1y7dxCCCFEXpMYyJzEQBm3GyQGkhhIYqCckhhICCHEkzAYIDRUgZ+fmrNnHw82u3NHgcGQ8fuwnZ2BihX1lC9vwNHRYJrN7L9f085qlvq9tbVxVrS0s6ilnU0t9fvU/YmJCuLiFEREKAgPVxAVpSQhQUFoqILQ0Iw/Uzg4GKhcWU/16npq1NBTo4aO6tWNbc7io4gQQgjxXJKBaCLb1MePUbxPV3BwwO61N4l7620MZbJeZiA/pA5I+9//jAPSli41Dkh79107vvpKz/vvJzNggAxIE4WfQgHbtiUWkGVplGi1lp9+z8izWJZm585t6HQ6VColkye/m26/Wq0mJSWZTZs2MGnSFAAiIiIAcHV1s1inm1s5s+/v3jWWd3Z2SXNTO/0xGSVhihUrnm5bap0+Pjvx8dlp8bi0ZStU8Mxxu1M9fBjD1q2bCQg4we3bN4mMvGeaueDxMiJZ34BPbfOECWOyVS47mjZtjpubO6GhV7h8+SJVq1YHYNeu7ej1enr29Da7cR8VFQlAuXKWr9XZ2RlraxtSUpJ5+DAm3ZP+aSUmJrJz51aOHDnMrVs3uHs3Ap1OBzx+XXKamMht3t79WLp0MTt3bqN+/YYYDAZ27tyGUqmkVy/vLI9PnQEiJSUZvV5vMWmTkmJctsbWNmfLuQQFBRIZeY9ixYrTpk37DMvZ2NhmOKOCvb09jRs3wcdnFyEh5zNNwqQum1O2rKvF/WXLulpMaD6pkydPsHPnVkJDQ7lzJ4yEhHgg898ZS7/r8DgZptPl7G9mZlJ/z4KDT9GmTZNslRVCCCEKI4mB0pMYKON2p5IYyDKJgTDtA4mB/ktiICGEEFm5eVOBv78Kf381/v4qIiIsj8pydDQO5KpUSU/FisavlSoZqFRJT9myhnybbSwpCe7cURAeriQsTMGdO8avab+PjlYQH6/gzBkVZ86Yfw62tzdQrZpxcFr16rp/vxpnVpMZ1IQQQjzPZCCayDZdlSpoGzVGHXgS2yVfYbNqBYn/e5XEtyegz+AGSH5zcICxYx/PkLZ0qTU3biiZMMGORYtkQJooGhQKY1/Pb2o1aLX52waDwcD27X8BxiUugoICMyzr47OTMWPexsHBEZ1Oazo+g5rNvtOaLjSzG/IZ71Mq00ehqU/hV6lSLctlT1Jv7Oa03QCnTwfxwQcTiI+Pp0SJElSvXosOHTrh5VWV+vUbMn786GzfoE09b/v2HbGxsTXbp1AYn4IDsLW1/e+hGVIoFPTp05dVq5aze/cOqlatbko0KBQK+vZ98T9teHxcJi0FwMrKOsMSN29eZ/z4MURFRWJv70DNmrVo2bI1lStXoW7d+ixa9Hmm/Smv9OjRh5Url+Hru4/335/MuXNnuXMnjBYtWmWYjEjL3t4BBwcH4uPjefDgvump9LRSE1uW9mXG13cfYFxuxuop3lhdXIzXkZj49E/Kq9XqDJeHssRSWb1ez6xZU/H1/RuFQoGXV1XateuAp2clatSoye3bt/jyy/kW68vLG056vbGfe3iUp1atzJe6SV0WSwghhCisJAZ6TGKgrNuQFzFQ2vgHJAbKTRID5YzEQJZJDCSEELkjIiJ14Jlx8NnNm+YDz2xsDDRtqqNZM51p4FmlSgZKly6YA7NsbaFyZQOVK+syLJOQYBysdvmyiosXlYSEGP9duWKcTS0oSEVQkAp4/FmgWDHjALXatXU0aaKjcWM9Xl56mT1NCCHEc0MGoolsM5QqzaO9Byh55ADaWR+jDgzAfuUy7H5aTdIrI0h45z305dzzu5kWpR2Q9tNPVixbZj4gbfz4FF5+WUMuPjQohMgHJ0+eICzsNi4uZdm4cZvFJ50NBgMvv9yP8PAwdu/ewUsvDcLFpSy3b98iIiKcMmVc0h1z9+5ds+9dXY03iSMj7/0780D6GQH+e0xWUp9Sr1OnnmmWgqzktN0Gg4F58z4mPj6eoUOH89Zbb6dre1zcoxy1OTz8DsOGjUh30/dJZodI1bv3C/zww3fs3evD2LETOH06iDt3wmjcuCnly1cwK+vs7MydO2GEhYVZTBpERt4jJSUFKysrihe3/GQ2wJdfLiAqKpJu3Xry4YfT0z1F/uhR7BNdS25zcnKiXbsO7Nu3l6NHj3DihHFpoD59Xsh2HZUrV+HMmWCuXQu1+Jpdu3YVAC+vqjlq2z//+APQqVPnDMtERt5j1arlJCTE8/HHn1n83bl3z5gELFs280RB6iwY4eF3LO5PSIgnISEhXRJQoTD+XbD0JH7q8kNp7d27G1/fv3FxKcsXXyxJlyQNDb2caTvzirOz8W+Ih0d5Zs6cm8+tEUIIIURekRgo8zbkVQz0NPEPSAyUGYmBHpMYyJzEQEII8ezFxMC+fbBrlzWHDim5csX8fUytNtCwoZ62bbW0bm0cdGWXswlGCzx7e6hSxUCVKlp69ny8XauFa9eMg9JSB6hdvKgkNFTJo0cKTp5UcfKkip9/NpYvXtxAo0Y6Gjc2/mvUSEepUvlzTUIIIcSzJmOvRc4oFNCnD4/2+hLz+yY0TZujSE7G7vvvKNWsPo6T3kV580Z+tzJDDg4wbpyGEyfimTUrCWdnPTduKJk40ZamTR1YvtyKuLj8bqUQ4klt27YZgK5de1hMwIDxqfFevfoAsGnTBgCaNGkOgJ/fwXTl9Xp9uu3OzmWoWLESycnJHD9+NN0x9+7d5cKFczlqe8OGjQEICDhGSkpKuv1RUZEMGzaACRPGEBv78InaHR39gNu3bwEwatSb6W6Anz4dRHx8vOn4xyw/rpba5iNH/C3u//PPPxgxYggrVy6zuD8jzs7OtGrVhgcP7hMcfIp9+/YApJsJIG0b9u/fY7GuvXt3/1su82U6zpwJBuCVV0amS8BERERw/fo14PET1/DsnvTOqt6+ffsDsH//3/j7H6RkyVKZLgPzXy1btgbgwIH96fbduHGdq1dDcXIqSe3amT9Rntb9+1HcvRuBSqWiTp36GZZzdCzG33/v4cCB/RZnV4iNfcjhw34oFApatGiV6TmrV69B8eIluH37FpcvX0y339/fz+JMGfb2xrth0dH30+07ezY43bbUvtG5czeLM3UcO/YPYHkmgZx5ug7VoEEjFAoF586d5eHDmHT7k5KSePXVYYwb9wY3blx/qnMJIYQQouCQGCjzdksMlDGJgYwkBpIYSAghhDm9Hvz8VLz1li01atgzcCD88IMVV66oUCgM1K+vY9y4FH77LYFLl+LYsSOBKVNSaNu26A1Cy4xaDVWr6vH21jJpUgqrVyfh55fA9etxHDoUz8qViYwdm0KLFlrs7AzExio4cEDNl1/aMHSoPTVqFKNFCwfGjrXl+++tCA5WotHk91UJIYQQuUMGookno1Cg6dSFmO17iPlzGymt26JIScHu5x8o1aIhju+OQ/nv04QFUdoBaXPnJuHmpiciQsmsWbY0buzIwoXWREfndyuFEDnx8GGMKenQvXuvTMv27OmNUqnkxo3rBAQcZ+DAwajVajZu/N10QxVAp9OxbNnXXL9u/HuWdumTwYNfAeCrrxYQFnbbtP3Ro0fMmTMDnU6X7pjMNGzYmJo1a3H79i0WLPiUhIQE0774+Djmzp3JjRvXUSqVFC9eAiDH7XZwcDAtF3LokK/Z+S9fvsjcubNM36dNBFlbW/97beZPSg8cOASVSsXatWvw9f3bbF9wcBCrVi0nNPQylSplvsyOJakJl3379nDwoC9OTiVp165junIvvzwUlUrFli1/smfPLrN9x48f5ccfV/3b1kGZns/JyQlI/7rcuRPG1KmTTD/PlJRk0z5ra2Oy5tGj7M+gkB1Z1duoURM8PMrj6/s3UVGR9OjRG7U6+5Pc9urVFwcHB7Zv/wt//8eJutjYh8yb9zEAQ4a8YlZnUlISN25cz/DmfWrS0curCnaZ3HGys7OjZ8/eACxc+BkREeFpzh/LjBlTiIuLo1u3nlSoUDHT61Cr1QwZYvw9/OST2URFRZn2Xb9+jWXLFls8rkoV4ywHGzf+kWaJKThx4ihbtmxKV75ECSfA2J+SkpJM2zUaDcuXf8OJE8cALCZPc8LGxvh7Fh8f/0QJHTe3crRv34lHj2L5+OMZRKf5IJOSksKCBZ9y6dJFoqMfUKGC51O1VQghhBAFg8RABSsGOn1aYqAnJTGQxEASAwkhRP67e1fB119b06KFAy+9ZM/mzVakpCioWRPefFPDTz8lcvFiHHv3JjBrVjKdO+twdMzvVhc81tZQo4aeF1/UMnt2Mlu3JnLlShx//x3P558n8fLLGry8jO97V68q2bjRio8+sqVrVwe8vBzp29eO+fOtOXxYRZq3YSGEEKJQkaU5xdNRKNC0bc/Dtu2xOnoE+y8/x/qgL3brfsH2j3Uk9x9IwnsfoKuSs6nt84qDA7z1loaRIzVs2GDFN99Yc+2akoULbfj2W2tGjNAwZkwKZcumf5pQCFGw7N69g5SUFKpVq27xid20XF1dadSoCQEBx9m0aQPz5i1k/PiJLFr0ORMnvkOdOvUoU8aFkJALRETcwd3dg7Cw22Y3pXv37svx40fZv38vw4cPomHDxlhbWxMUFIjBoMfJqSQxMdE5ujk+e/Y83n13LLt37+Cff/ypXr0WKpWSM2eCiYuLw93dg2nTZpvKe3pWzFG7bWxs6d//Zf74Yy1z585ky5aNlC5dhoiIcEJCzmNra4ubmzvh4WHcv//4SenUpWAOH/Zj8uR3qVOnHv/736tUrVqNiROn8OWX85kxYwoVK1aiQoWKPHhwn3PnzmAwGOjXbwDduvXI9muQqnnzVpQt68qOHVvRarUMHfo/UwIpLS+vKnzwwVQWLpzHnDkzWLv2Zzw9KxIefocLF86hVCp5661xtGzZJtPzDR06nMWLv2D16hUcOuRLuXIe3L8fxfnzZwGoUMGTmzdv8ODB49fFw6M8CoWC0NDLTJgwBi+vKowfPzHH1/pfHh7lAdi6dTN370bQsmVrs5kQFAoFffq8wIoVSwHw9s7+kjRgnG1h4sSP+OSTmXz00STq1KlHyZKlCAoKJDb2Ic2bt2LQoGFmx5w/f5bx40cD4O8fkK7OO3fCAChXziPL848dO55Lly5y4cI5hg0bQN269bG1tSUoKJC4uDjq1WvAxInZW5pp6ND/ERJynoMHfRkypD+NGjVGq9URGHjCtNTTf7388jB8ffcTEHCcQYP6UbNmLe7ejeDChfP07t2XHTu2mpX39n6RP/9cT2joZQYO7EudOnXRarWcP3+Whw8fUrmyF1evhpr1jSfh4uKKtbUNjx7FMnr0q0+0vMzkyVMJC7vF8eP/MGhQP2rUqIm9vT3nzp0lOvoBTk5OfPLJgmwnh4UQQghRsEkMVHBioOjo+5w9KzHQk5IYSGIgiYGEECJ/6HSwf7+KX3+1Ys8eNTqd8e+lo6OBl17SMHKkjg4d7IiOTnmqZcifd1ZWUK+ennr19IwaZZz2LDoaTp1SmZbwDAxUEROj4OhRNUePqlm0CGxtDTRtqqN1ax1t2mhp2FCPhY+HQgghRIEjM6KJXKNp0YqHG/4ieuffJHfphkKnw3bD75Rs3YRib45EdfZMfjcxQzY28MorGo4ciee77xKpVUtHfLyCb7+1pnFjByZNsuH6dblhIURBtm3bXwB069YzW+V79+4LwOHDh7h7N4L+/QeyaNFSGjduxrVroRw54oezc2kWLFhsWsbDweHxI14KhYJZsz7hvfcm4+npSVDQSU6dCqBRo8Z8991PlC5dOt0xWXF39+D7739l5MjXKV3ameDgQM6cCcbVtRyvvz6aVat+xtm5jNkxOW33uHET+PDD6VSrVoOrV0P/XQYnGW/vF/nxx3Wmp+b9/A6YjmncuCmjRr1BqVKlOHHimNlSPH37vsjKlT/SpUt34uLiOHLEj4iIcJo0aca8eV8wceKH2b7+tJRKJb1790Wr1aJQKCwuSZOqT58X+O67NXTu3I2YmAccOuRLVFQknTt3Y9myVQwfPirL8w0YMJhPP11A3br1iIiI4Nixf4iNfUjHjl347rs1jB79zr+vy+On593dPXjvvcm4uroRHHwKP79DFpdByakePXrTr98AbG1tOXbsCMHBp9KVadCgEQD16jXI8ql5S7p168E333xH8+YtuXbtKidOHKVMGRfeeec9PvvsixwlDwHTk+dly5bNsqyDgyPLlq1izJh3KF/ek9Ongzl58gTu7uUZP/59lixZgb29fbbOq1KpmDv3cyZNmoKHhwcnThzn8uWLvPBCfz777AuLx1SvXoPly7+nbdv2JCQkcOTIYXQ6HVOmTOf999P3V1dXV77//he6deuJjY0Nx479w9WroVSq5MWUKdP54Ye1FC9eguvXr3HzKZYnt7W1ZebMOZQvX4FLl0I4fvyoxeVlMlO8eAlWrPiBsWMnUKGCJxcunOfkyROUKOHE4MGv8NNPv2WZpBZCCCFE4SExUMGKgRo3biox0BOSGEhiIImBhBAib926peDzz435r2HD7Nm1ywqdTkHTpjqWLEnkzJk4Fi5Mpn59GXz2rJQsCZ066fjggxR+/90429yRI3EsWpRE//4aXFz0JCUp8PNTM3++DX36OFC1qiODB9vxzTfWBAUp+XcCWyGEEKLAURhy426ByHM6nZ4HD+Lz/LxqtZKSJR2Ijo7P8ukHdVAg9osWYrN7h2lbcpduJIyfiLZFy2fd1KdiMMC+fSoWL7bm+HHjjSil0kC/flrGj0+hVi358J2TviCenEaTwv374ZQu7YaVlXV+NydTarWy0PaF1GVlypZ1tXjz+YMPJvDPP4dZtGgpzZq1AODy5UuUKFGCMmVc0j1Zq9Fo8PbuRmJiAj4+B7G1tS0w7c4rhbk/FAZff/0lGzb8xvTpH9OjR+/8bk6m8qsvhIffYeDAvtjZ2bF3r1+en78oyMl7UKlSDqhU8oyLeLYKQwwkijbpC3lDYqC8ITFQ7irMfaGwkBgoaxIDPT2JgURBIvGPyG0aDfj4qPn1Vyt8fVUYDMbPcyVLGnj5ZQ3DhmmoUcP8Zy79If8YDHDlihI/PxX+/iqOHFHx4IH5+07x4gZatdLSpo2OTp20eHkZeJaTgEp/EKmkL4i0pD88P3ISA8nSnOKZ0TZoROzPv6E6ewb7bxZh89dmbP7eg83fe9A0b0nChPdJ6dyNZ/qp6AkpFNCli44uXRI5etQ4IG3/fjWbNlmxaZMV3btrefvtFJo10xXE5gshcmjXru389NNqunfvxbRps1EqH7+JHjy4n6NHj1CyZCnq129g2r548UKCg0/x4YfT8fbuZ9qu1+tZsWIpcXGPaNWq7TNLwDxpu0XhlZychI2NLSdOHGPr1k2ULl2aTp265nezhBBCCCFEISQxkCgMJAYSQgghnp5OB7/9ZsWCBdZERDz+7NS2rZZhwzT06qXlGX58y5pej/JuBMqIcBSJiZCUiCIhEUVSIoqkJBSJCZCYZPw+0bidf7crUjQYbGww2DtgsLfH4GBv+j+p2+wfbzPYO2BwcEDvXAbs7PLxorOmUEDVqnqqVtXz6qsa9Ho4f17J4cMq/P3VHDmiIjZWwe7dVuzebVyv09NTT+fOWrp00dKqlY5sTrgqhBBC5DqZEa2QKoxPwyivhmK/bAm2f6xFkZICgLZ2XRLGv0dy3xdBpXoWTc41p08rWbLEmm3b1KYnRRo31jFmTAq9emnJ4Qz+hZ6Mbs4bMhtA3rh7N4LXXhtOTEw0Li5lqVatOiqVips3b3Dt2lXs7OyYN28hTZs+fqL+yBF/PvpoIjqdDi+vKpQvXwGNRsPFiyFERUXi5ubOt9+uokwZlwLV7rxSmPtDQfX++28THHyK5ORkgEIxEwDIbACFmcwGIAqawhgDiaJF+kLekBgob0gMlLsKc18oyCQGyhmJgZ6exECiIJH4RzwtgwF8fVV8/LENFy4Y829lyugZMkTD0KEaKlfOOj2cW/1BEfcI5Y0bqG5cN/67eR2l6f83UPz7Xp+X9KVLo3NzR1+uHPpy7ujLuaNzK4fe3QN9uXLo3NwL9GA1nQ7OnFHi56fmwAEVR4+q0Ggez5xha2ugVSsdnTtr6dxZm62fd1bk74NIJX1BpCX94fmRkxhIBqIVUoU5CFFGhGO3fCl2a35AkWC8Bl3FSiS8/S5Jg4aCjU1uNjnXXbmi4NtvrdmwwYrkZOOHugoV9Lz1VgpDhmhwdMznBuYReVPJG5KEyTtRUVFs2rSew4cPcffuXTSaFJydy9C0aQsGDRpK+fIV0h1z6VIIf/65nuDgU0RFRaJSqXBzc6dduw4MGjQUB4dn/wfhSdqdFwp7fyiIvv9+JX/8sQ5HR0eGDRvBSy+9nN9NyhZJwhRekoQRBU1hjoFE0SB9IW9IDJR3JAbKPYW9LxRUEgPljMRAT09iIFGQSPwjnsbZs0o+/tiGgweNMyg4ORmYODGZkSM1OUrB5bQ/KO7dw+roYdRnz6C6cQ3VTePgM2VUVKbHGVQq9K5uxlnLbO3Azg6DrR0GO1sMdnZga4fB1ta4zT7N91bWKJKTUSTEo0hIMH0lzf8ViQn/7vt3W1xctge+6UuVQu/mjq5cOXSVKqOrXhNttRroqlfH4FQyW3Xklbg48PdX8fffavbvV3P7tvl7VKVKerp0MQ5Ka9VK90Sz4MnfB5FK+oJIS/rD80MGoj0HikIQooh+gN3332G3egXKBw8A0JV1JXHMOyT9byQGx2K50eRn5t49BT/8YMVPP1mZ1mUvUcLAiBEpvP66BlfXov2rJW8qeUOSMKKwkv4gUklfKLwkCSMKmqIQA4nCTfpC3pAYSBRG0hdEWtIfCi+JgURBIvGPeBLh4Qrmz7fh99+NK/tYWxt47TUN772XjJNTzuvLqj8ow25j9c9h0z/1lcsZ1qUvVQqdZ0V0nhXRV6ho+r/OsyJ6dw/ybNkhgwHFwxiUd+6gunMb5Z07KO+EoboTZvx/eBiqsDDTRBoZ0ZV1NQ5Mq1798QC1GjUKxAA1gwEuXlSyb5+KffvUHD2qQqt9PFuanZ2BNm10dO+upXt3LWXLZi+fKX8fRCrpCyIt6Q/PDxmI9hwoUkFIfDx2v/6E3bffoAq/A4DeyYnEV98k8bW3MJQpkzvneUYSEmD9eitWrLDm6lXjL56VlYH+/bWMGZNCrVpF8w+uvKnkDUnCiMJK+oNIJX2h8JIkjChoilQMJAol6Qt5Q2IgURhJXxBpSX8ovCQGEgWJxD8iJ+LiYOlSa5YvtyYx0TjgqF8/DVOnJlOx4pOngc36g0aH8vo19hghSQABAABJREFUrNMMPFPdvGFW3qBQoKtVB03jpsYZxFIHmnl6Yihe4qmuMU8ZDChiHz4emHb7Nqorl1FfCkF1MQRV2O0MD9W5lEVXvQba6jWMr0XDxuhq1ASVKg8vwNyjR3DokJr9+40zpoWHP37/UigMNGqkp2dPLb16aahSJeP+In8fRCrpCyIt6Q/PDxmI9hwokkFIcjK2G//A7puvUF8NBcBga0vSy0NJHPs2uspVcvd8uUynAx8fNcuXW3Hs2OMnNzp00DJ2bArt2+tQKDKpoJCRN5W8IUkYUVhJfxCppC8UXpKEEQVNkYyBRKEifSFvSAwkCiPpCyIt6Q+Fl8RAoiCR+Edkh1YL69ZZ8fnn1kRGGv8mNWumZfbsZJo0efqfn/XtG5Q45k/K3/tRHfZHFRFutt+gUqGt3wBNi9ZoWrZG07xFgZgR7FlTPIpFdekiqksXUYdcQHUpBPXFEFS3b1ksb7B3QFO/AdqGjdE0aoy2YWP0HuXJj6ShwQAXLijZs0fN7t1qAgPNB8hVqaKjZ08tPXtqadRIjzLNW538fRCppC+ItKQ/PD9kINpzoEgHITod1ju2Yr/sa6xOBQLGpyhSevYhYex4tM2aP5vz5qKTJ5UsX27N9u1q9HrjB8latXS89VYKL76ofaK11wsaeVPJG5KEEYWV9AeRSvpC4SVJGFHQFOkYSBQK0hfyhsRAojCSviDSkv5QeEkMJAoSiX9EZgwG2LdPxccf23DxonEgUaVKembMSKZ3b+1TjW9SxD3CZusWbH/7Fatj/5if19oabcPGpLQ0DjzTNm2GwbHY01xKkaKIe2Q2QE19Jhj1qUCUcY/SldU7lzENStM0bIy2YSMMJUvleZsjIhTs3q1m1y41/v4qNJrHncfFRU/37lp69dLSpo0OBwf5+yCM5L1CpCX94fkhA9GeA89FEGIwYPXPYey+XYLNnt2mzZqmzUkYO56UHr3ydSrb7LhxQ8F331mzdq0VCQnGD2+lS+sZPlzDyJEaypUrvL9+8qaSNyQJIwor6Q8ilfSFwkuSMKKgeS5iIFGgSV/IGxIDicJI+oJIS/pD4SUxkChIJP4RGbl+XcHEibb4+RlX5ilZ0sCkScmMGKHB+kk/Puv1WB3xx/b3tdhs/wtFQgIABqUSRbt2JDZvRXKL1mgaNQE7u1y6kueEXo/q8iXUp05iFRiA+lQg6nNnUGi16YpqK1VG27gpmlZtSGnVBn2lynk6a1psLOzfbxyUtnevmri4x+d2cDDQpYuOwYPVtG4dj62t/H14nsl7hUhL+sPzQwaiPQeetyBEdTEEu+XfYLvxDxQpKQBoK3uROOYdkl4eUuA/+MbEwM8/W/PTT1bcvm385VSpDPTureX11zU0b174lu2UN5W88fgGmCtWVjb53ZxMyY1WkZb0B5FK+kLhlZKSzIMHEZKEEQXG8xYDiYJH+kLekBhIFEbSF0Ra0h8KL4mBREEi8Y+wZNs2Ne++a8ujRwqsrQ288YaGd99NpkSJJ6tPeeM6tn+sw3b9b6hu3jBt11apStLgV9AOHoJT7arSH3JbUhLqs6exOnUSdeBJ1KdOor4amq6YztUNTas2xn+t26CrXCXPBqYlJ8Phwyp27zYu4RkR8fg9z9bWQMeOWvr21dKtm5ZiMinec0feK0Ra0h+eHzIQ7TnwvAYhyrsR2K1eie1P36N8GAOA3tmZxFffJHHUGxhKl87zNuWEVgu7d6v5/nsrDh9Wm7bXravj9dcL17Kd+d0Xnhc6nY7IyNuUKFEaOzvH/G5OpuRGq0hL+oNIJX2h8EpMjOPhw/uUKeOBKotZaCUJI/LC8xoDiYJD+kLe0Om0REaG4eRUBltb+/xuTqbkc45IJX1BpCX9ofCSGEgUJBL/iLSSkmDmTBt++sk4SLZpUx3LliVSseITpHjj47HZtgXbP9ZhfdjPtFlfrDjJ/V4iacgwtI2bgkIh/SEPKaIfoD4ViNXxo1gd8ccqMMA0MUcqnUtZNK3boGnVFk2rNuiqVM2TgWl6PQQFKdm924rt2625cuXxPhsb46C0Pn20dO+ufeJBkaJwkb8NIi3pD88PGYj2HHjug5C4OOzW/Yzdym9R3boJgMHOjqTBw0h8cww6r6r517ZsOndOyfffW7FxoxVJSYVv2c4C0xeeAw8e3EWv11OqVFmUyoJ7g0tutIq0pD+IVNIXCie9Xs+DB3dRKpWUKlU2y/KShBF54bmPgUS+k76Qd6KiwlEqVZQsWQZFAZ4+XD7niFTSF0Ra0h8KJ4mBREEj8Y9IdeWKgjfesOPcOeMA2fHjk/nwwxSsrHJWj/r4MWzXrsFm6xaU8XEAGBQKNO06kDTkFZJ79km3+pD0h3yUmIjVyRNYHfbD6p/DWAUcTzcwTV/GhZR/Z0xL6dDJuJTnM6RWK3FycsDfP5HNm5Vs3WpFaOjj90IrKwMdOujw9tbQo4cWJ6dn2hyRj+Rvg0hL+sPzQwaiPQckCPmXVovNti3YLVuC1ekg0+bkbj1IfHMsmrbt83T99Cfx4AGsXWvNjz8WrmU7C1xfKMJSUpKJjr6HUqnE1tYBa2ubfwekFayOoVIp0OnkLUUYSX8QqaQvFCYG9Ho9KSnJJCXFo9frKVnSBWvrrJdFkySMyAsSA4n8Jn0h7yQmxvPwYRTW1nbY2zugUqkpaPEPyOcc8Zj0BZGW9IfCRGIgUXBJ/CMANmxQ88EHtiQkKHB21rN0aRKdOulyVIc6+BQOn8zG+qCvaZu2UmWSBw8j6eUh6N09Mj5W+kPBkZiIVWCAcba0I/7GgWnJyWZFtJUqo+nYmZSOXUhp3RYcc3eVnf/2B4MBQkKUbN2qZvt2NRcvqtKUNdCunQ5vby29emkoWTJXmyLymfxtEGlJf3h+yEC054AEIf9hMGDlfwi7777Fes9uFP92a23NWiS+OZak/gPTPclR0Gi14OOjZvVq82U7a9fWMWKEhgEDNLn9mfGpFNi+UERptRri4mJITk7CYCiYr7dSqUSvL5htE3lP+oNIJX2h8FEolNjY2OLo6IRanb3HayUJI/KCxEAiv0lfyFuJifHEx8ei1aZkXTifyOcckUr6gkhL+kPhIzGQKIgk/nm+xcfD1Km2/Pab8W9SmzZavv02CVfX7Kd0VVcuYz//E2y3bgbAYGVF0oBBJA0ZjrZ5i2xN4lAQ+4NOryNZl0yyLgmNXoud2hZ7tQMqZeZLKhc5SUlYnTppnDHN7yBWJ46h0GpNuw1WVmiatySlQ2dSOnZGV6fuU0/ckVV/uHhRybZtarZtU3PhgvmgtI4ddfTrZ5wprVixp2qGKAAK4t8GkX+kPzw/ZCDac0CCkIyprl7BbtUKbH9biyLB+BrpS5cmccRrJI16HX1Z13xuYdbOnVPyww9WbNjweNlOBwcDAwYYl+2sXTv/X/vC0BeKIoPBgE6npaD96VapFJQoYc/Dhwny1K+Q/iBMpC8UPgqFApVKneNl0CQJI/KCxEAiv0lfyB86nbZADuiQzzkilfQFkZb0h8JHYiBRUEn88/y6cEHJG2/YcumSCqXSwKRJKbz3XgqqbI6zUt4Jw/6L+dj+9isKnQ6DQkHygEHET56K3rNijtryLPqDVq/lTlwYtx/d4tajm9yOu8XtR7e4Gx9Bsi6ZJF0SKboUknVJJGmTSNYlk6JLJunfwWdavdZivXZqO+zV9jhYOeJg5YC9lT32//7fQe2AvZWD8f9WDrjYl6WcozvlHMpRztGDUralcvw+UNAoHsVi5e+Hte/fWO/fh+rmdbP9+jIupHToREqnLqS074TB2TnH58hJf7h8Wcn27Wr++kvN+fOPO6+trYEuXbS8+KKWLl20BX0OEZEBea8QaUl/eH7IQLTngAQhWVM8jMH215+x+34lqtu3AOMTAMn9XiLxrbFo/8/efcc3cd9/HH+dpje22dhm7733MmD2Xhlkp02apk3atE1n0jZt8ktH0qZN0qRpOpIQIOxhhsGYvffeGDOMMcPgpXV3vz+EbAkbMMa2bOvzfDz0kHTf092JvHPS1/fR99uxs38PsARu3IBvvjHzv/+ZOXWq8Ita9+4qTz/tYPx4/31Jq0pZEOVP8iC8SR6Eh2QhcMhFGFERpA8k/E2yILxJHoSHZEF4kzwEDukDifIm/Z/Ao+swc6aZX/zCis2mULeuxief2OjXr2RTcSrXrxHyt78Q/PmnBVM22keMIvfnb6K2bVeqYypNHpyqk7TsVNJueYrM0jif7S42u5B9nku5F9Eq2awvVqOV+qENaBAWU3DfIKwB9UNjiAmLoX5YDLWDa1edYjVdx3j2NOaUZCwpyVg2bSwYuANAVxRcHTvjGDYcx4hR7uulhvt/ppX2/HDihIFFi0wsXGjm9OnC/YSG6owc6WLSJCeDB6tYLA/0LoUfyWeF8CZ5CBxSiBYApBPyAFwuLCuWEfLpx5h3bCtY7OjTj/wXvotj5GhK/FMSP9F12LzZyP/+ZyYx0YTL5f6yGxWl88gjTp5+2kGzZhX7v3KVzIIoN5IH4U3yIDwkC4FDLsKIiiB9IOFvkgXhTfIgPCQLwpvkIXBIH0iUN+n/BJbsbPjJT4JYsMA9FWd8vIsPP7RRu3YJrvvk5BDy2T8I/vADDNm3AHD07kvur36Lq2evhzqukuThhu06uy7vYMfl7ey4vI19V/aQ78q/53YtBgsx4bHEhjckLiyO2PA46oc2INgcjNUYhNVouX1/+7EpCKvRSpAxCIvRitXkfmxUjNhUG3nOPHKdOeQ6c8lz5ZLrdN/ynF6Pby/PdmSTkXeZ9JxLXMq5SGb+lRL9W4Saw2gZ1ZIWUa1oGdWKllGtaRnVkkYRTSr/tKB2O+ad291FaWvXYDp80KdZrVsPx/CROIaPwjFgEISEFLuZhz0/6DocOuQuSlu0yMz584Wfo5GROmPHOpk40UW/fmplv2wb8OSzQniTPAQOKUQLANIJKR3Tnl0E//MfWJcsLJgrXW3YmPxnv4Xt8SfQo6L9fIT3l5GhMGuWmS+/9P2SNmCAi2eecc+vbjaX/3FU9SyIsiV5EN4kD8JDshA45CKMqAjSBxL+JlkQ3iQPwkOyILxJHgKH9IFEeZP+T+A4cMDAt78dzNmzBoxGnZ//3MH3vue4/wBVDgdBX/6H0Pf/hCHTXUzlateB3F/9GseQBCiD0bvuzIOu65zOOsXO20VnOy9v58SN40VeF2IKpWFEQ2JvF5nFRTQqKDiLC29I7ZA6GJTKcQ51qA4u56ZzKfcS6TkXuZRzifRc9/2lnAtcyr1ERu5ldIq/nG41WmlaozmtolvRIqoVraJa0yKqFU0jm2E1Wiv43ZSMkpGBJWUN1lUrMK9biyE3p6BNDw7GMWCQuyht+Ei0evUL2sry/KDrsGuXgUWLzCxebOLKlcI81K6tMX68iylTnHTrppVFlEUZk88K4U3yEDikEC0ASCfk4RjSLxH0n38R/L/PMdy4AYAeFIRtynRsz30bV4dOfj7C+1NVSEkx8t//Wli92oiuu7+J1amjMWOGk8cec9K4cfn9711dsiDKhuRBeJM8CA/JQuCQizCiIkgfSPibZEF4kzwID8mC8CZ5CBzSBxLlTfo/gWHePBM/+EEQDodCTIzGp5/m07Pnff7ddR3rvDmE/uEdjGmpAKiNGpP78zewT5xSoikWS8qFg1N5R0g+sY5tl7ay8/J2rtuuF1mveWQLetbrTY96vehZvzfNIptXmkKzsuBUnaTeOsvx68c4eeM4x28c4+SNE5y8cRybaiv2NUbFSPPIFnSu05XOdbrQuU5X2tXsQJApqIKP/j7sdsybN2JNWoElaSXGC+d9mp2durhHSxsxCrp0ISo6rMzPD6oKW7caWbjQxLJlZm7cKKw8a9RIY8oUJ5Mnu2jZUs5JlYV8VghvkofAIYVoAcAfnZBzt1J5bNkUmtZswoxWTzMsbiRmYwUMvVWe8vIIWjiP4H996jMUrbNnb/KffwH7mPFUhUnJz59XmDnTzFdfmX1+NdC/v4sZM5yMHu0iOLhs9ykfKsKb5EF4kzwID8lC4JCLMKIiyIUY4W+SBeFN8iA8JAvCm+QhcEgfSJQ36f9Uf19+aebHP7ai6wojRzr54AMbUVH3fo2SkUHEqy9hWbsGALVOXfJ+9FNsM54qs2tZLs3FhgspzD8xlxVnl5HjzPFpDzIG0blOV3fhWf1edK/bk5rBNctk31WNpmucz07jxPVjHL9xnJM3jnPixjFO3DhBtuNWkfVNBhNtotv5FKe1jmpTea616jrGI4dvF6WtwLRnN4pXGYFWvwGGSRPJThiFrWdfymN6JqcT1q83Mn++mRUrTOTlFRaltW+vMmWKk0mTXDRoIOUN/iSfFcKb5CFwSCFaAPBHJ+TotSMMnzcIu2oHoE5IXR5v/SRPtH2ahhGNKvRYypyuY9qxneB/f4p16eLCaTvr1MX21LPYnnrWZ/jZysrphJUrTXz1lZl16wpHSatRQ2fKFCczZjjp0KFsPgDkQ0V4kzwIb5IH4SFZCBxyEUZUBLkQI/xNsiC8SR6Eh2RBeJM8BA7pA4nyJv2f6u2f/zTzq1+5R8Z67jkH77xjv+9AZpZVKwj/wXcxXLuGHhRE3muvk/ftlyA09KGPR9d1dmfsZMHJuSw6tYCr+ZkFbfXC6tGjbi961HPfOtTqhMVY+Qdw8Cdd10nPvcShqwfYe2UP+6/sZV/mHq7mXy2ybpAxiHa1OtClTlc61+lK1zrdaRbZHKUSzEepXLmCdc0qLKtWYFm/FiUvr6BNi4zEMWI09jHjcQyKp8xHwwByc2HVKhMLFphZu9aIy+X+N1EUnb59VaZMcTF2rJPIyDLftbgP+awQ3iQPgUMK0QKAvzohF3LPMff013y+53Ou5LnnnFdQGBw3hKfaPcfwRlV/lDRDxmWCvvgPQV/8B2PGZQB0kwn72PHkP/cirl69qQoTkl+4oDBrlpnZs82cP194QujYUeXxx51MmeKkRo3Sb18+VIQ3yYPwJnkQHpKFwCEXYURFkAsxwt8kC8Kb5EF4SBaEN8lD4JA+kChv0v+pvj74wMLbb1sB+O53Hfz61/Z7X3LKyyPs178k+H+fA+Bq14Fbn3yO2qr1Qx/LyRsnmH/yGxacmEvqrbMFy2sG1WR880lMb/MoI9oMISsrT/LwkHRd50LOefZd2cu+K3vYl7mX/Vf2cstxs8i6tYJr07t+X3rX70OfBv1oW7M9RoPRD0ftxWYjaOtGwlevQFu0CMPVwqI6PSQUx9AE7GPG4Rg2HD3iIS4+3sX167BkiZkFC0xs22YqWG6x6Awd6mLKFBcJCWU/O5QonnxWCG+Sh8AhhWgBwN+dkIyrN0g8tYwvDv+H9RdSCtrrhtTj8TZPMKNNNRglzenEunwpQZ//E8u2LQWLXW3bk//8C9gmTyuTX5qUN02DDRuMzJzpHsbW4XD3aIKCdMaMcfHEE0769lUfuLZOPlSEN8mD8CZ5EB6ShcAhF2FERfB3H0jOZUKyILxJHoSHZEF4kzwEDukDifIm/Z/qR9fhD3+w8P777iK0H//Yzk9+4rjntRnTgX2Ev/QtTCdPAJD30vfJ/cWbYLWW+jjScy6x8NR8Fpycy4HMfQXLQ0whjGoyliktpzEodghmo1nyUM40XSP15hn23i5M23d79DSbavNZL9wSQc96vdzFaQ360blOF6zG0megtArycPUWypYtWBKXYF2+DOOF8wXr6GYzjoGDcYwZj33EaPTatcv8OM6fV1i40F2UduRIYYFeWJjOuHEupk51X/c0+rl2rzqTc4PwJnkIHFKIFgAqUyfk7M0zzDzyBV8f+7JguF4FhfiGQ3my7bPVYpQ046GDBP/nM4LmzUHJzwdAC4/APu0R8p96DrVtOz8fYclcvw7z5pmZOdPM0aOF38AaN9Z4/HEn06Y5iYkp2SlBPlSEN8mD8CZ5EB6ShcAhF2FERahMfSARmCQLwpvkQXhIFoQ3yUPgkD6QKG/S/6ledB1+/Wsrn3zintLyV7+y88orjru/QNMI/uhvhL77OxSnE7VuPbI//BTnoPhS7d+hOlhwci7fHJ/F5osb0XFfBzIZTMTHDWVyi2mMbDKGULPv4AuSh4pnV+3sv7KPbemb2XppMzsubyfbcctnnSBjEF3rdqd3/T70btCP7vV6EmYOK/djKzYPuo7pwD4siUuxLl+K6cTxgvV1gwFnrz44xozDPm4iWv0GZX5MR48aWLDAPX2n9+xQ9etrTJ7sLkpr106yW9bk3CC8SR4ChxSiBYDK2AlxqA5Wnk3kiyP/ZUMxo6Q93uYpGkU0ruAjLltK1g2CZs0k+D+fYUwtHKbY2aMX+U8/h33cxHKZB72s6Trs3Wtg5kwzCxeayckpnFe9f3+V6dOdjBnjIuwe31vlQ0V4kzwIb5IH4SFZCBxyEUZUhMrYBxKBRbIgvEkehIdkQXiTPAQO6QOJ8ib9n+pD0+BnP7Py3/+6i9DeecfGt77lvOv6hksXCf/ei1g2bQDAPnoc2e//DT265gPv26E6mHP8a/66+8+cz04rWN6jXi+mtJzO+GaTqBVc666vlzz4n6qpHLl2iG3pW9h6aQvb0jdzNf+qzzomg4ludXswMHYwg2KH0KVO13IZIKQkeTCeOI51+VIsy5di3rfXp83Zoxf28ROxj52AFhNbpsemabBjh5F580wsWWImK6twqME2bVSmTnUxZYqTBg2kLKIsyLlBeJM8BA4pRAsAlb0TcubmaWYe+YJZx74s+EKkoDAoLp4n2z7DiMajsRgtFXXYZU/TMG9cT/D//o1lZSKKy+VeHBmJ7ZEZ2J56FrVFSz8fZMnk5sLSpSZmzzazZUvhvOohIe4hbKdPd9Kvn4rhjnOKfKgIb5IH4U3yIDwkC4FDLsKIilDZ+0Ci+pMsCG+SB+EhWRDeJA+BQ/pAorxJ/6d6UFX44Q+DmD3bjKLovPeenSeeuHsRmmXJQsJ//CqGrCz0kBBy3v4jtsef5J7zdxbDqToLCtDSss8BUDu4Dt/q8CKTW04r8aARkofKR9d1TmedYmv6ZrZd2sK29C0+RYYAYeZw+scMYFBcPANj42ke2QLlATNUnAfNg+F8GtblS7EuXYx5xzafNme3HtjHT8I+bgJabNxDH5s3ux2Sk03Mm2ciKcmEw1E4GEe/fipTpzoZO9ZFRESZ7jagyLlBeJM8BA4pRAsAVaUT4lAdrDi7jC+P/M9nlLRawbV5tPUMnmjzFE0jm5fnIZc7Q8Zlgr7+kqCv/ofxfOGXPUe/Adieehb76HFgrfi52ksjLU1h7lwz33xj5uzZwpNITIzGtGlOpk930rz57SGb5UNFeJE8CG+SB+EhWQgcchFGVISq0gcS1ZdkQXiTPAgPyYLwJnkIHNIHEuVN+j9Vn9MJL78cxKJFZoxGnb//3cbUqa5i11Vysgn7xesEzZ7pfm3nLmT/41+ozVo82D7vUoD2Stcf8mTbZwkxhzzQ9iQPVcO5W6lsuLCO9edT2HhhHTfsN3zaG4TG3C5KG8zA2Hhqh9Qu1X4eJg+G9EtYly3GsnQx5u1bUbzKE5zdumMfNwn72PFoDRuV6tjuJisLli0zM2+eyWcwDqtVZ8QI99SdQ4aoWKrw2Cn+IOcG4U3yEDikEC0AVMVOyNmbZ/j66JfMOvYVV/IyCpb3azCAJ9s9w+gm4wgyBZX1IVccVcWSsoag//0by+pVKJr730erVQvbo0+Q/+QzaE2a+vkgS0bXYedOA3PmmFm82MytW4W/lOjWzT1159SpKk2byoeKcJMvGcKb5EF4SBYCh1yEERWhKvaBRPUiWRDeJA/CQ7IgvEkeAof0gUR5k/5P1Wa3w7e/HcTKlWbMZp1PPrExblzxRWimXTuIeOlbGM+loisKea/+iLyf/BzMJZ9a0ak6+eb4LP6y+09lUoBWcGyShypH1VQOXT3A+gsprD+fwvb0rTg0h886bWu2Z1BsPEMbJdC7ft8Sz2BVVnkwXE7HkrjEPVLa1s2+RWldurqL0sZPLPOitPPnFRYuNDN3ronjx40Fy6OjNSZOdBeldeumPegAhAFJzg3Cm+QhcEghWgCoyp0Qp+pk9blVfHXkvySnrUbHHcEoaxTTWz3GE22foVV067I87ApnuHiBoK/+R9DMLzBeTi9Y7hgYj23Gk9hHjYWgqlF0l58PSUkm5swxk5JiRFXd38AsFp1x4xQmTLARH++sKoO+iXIiXzKEN8mD8JAsBA65CCMqQlXuA4nqQbIgvEkehIdkQXiTPAQO6QOJ8ib9n6orLw+eeSaYdetMWK06//lPPsOGqcWuG/Tvzwj75esoqooaG0f2R//E2adfifd1twK073f9AU+1fa7UBWgekoeqL8+Zx/b0ray/kMKGC+s4dPWAT3uoOYxBsfEMazScoQ0TqB/W4K7bKo88KBkZWBOXYF26yF2UphVu19m1G/YJU7BPmITWIKZM9gfuwTgOHTIwd66ZBQtMXLlS+HnetKnG1KlOpk510rixlFDcjZwbhDfJQ+CQQrQAUF06IReyz/P10S/5+uiXXMq9WLC8Z73ePNH2acY1m0ioOfSh9+M3LheWpJUE/+9zzOvWFlT1a1FR2KY+gu3xp1DbtffzQZZcRobCggXuorQjRwp/LRARoTNunJPJk1307atiNN5jI6Jaki8ZwpvkQXhIFgKHXIQRFaG69IFE1SVZEN4kD8JDsiC8SR4Ch/SBRHmT/k/VlJMDTzwRzJYtJkJCdL74Ip+BA4spQtN1Qv78LqF/+j8AbJOmkPPHv6DXiCzRfsq7AM1D8lD9ZOZlsunielLOJ5N8bjWZ+Vd82tvX6siwhsMZ2mg43ep2x2QonM6yvPOgXLmCdflSd1Ha5o2+RWm9+mCbOBn72InodeuW2T5VFTZsMDJ3rpnly03k5RUOh9azp4upU11MmOAkKqrMdlktyLlBeJM8BA4pRAsA1a0Tomoqa9NW8+XR/7E6dSWq7v5iHmYOZ3KLaTzR9ik61e6CUoXHQzWcSyVo1lcEzZ6J8VJh0Z2zS1dsjz+FffJU9PAIPx7hgzl61MTSpcHMnKmRnl54wqlXzz2E7ZQpTjp2lCFsA4V8yRDeJA/CQ7IQOOQijKgI1a0PJKoeyYLwJnkQHpIF4U3yEDikDyTKm/R/qp6bN+HRR0PYvdtIWJjO11/n07t3MUVomkbYL18n+PN/ApD7k5+T9+OfUdKLKWvT1vDTDa9x7lYqUD4FaB6Sh+pN0zUOZu5nTVoSa86tYk/G7oJZrAAirZEMaTiMoQ2HE99wGPXC61RYHpSMDKzLFmNdvADz9q0FA33oBgPOvv2xT5iMfewE9Jo1y2yfOTmwfLmJuXPNbNxoRNMKZ4gaNszFtGkuhg1zyQxRyLlB+JI8BA4pRAsA1bkTcjk3nVlHv+LrY18WfJEG95zlM9o8ydSWjxAVFF0u+64Qqop5/VqCv/oCy6rlKE4nAHpICPZxE7HNeApnrz4l7nT4iycLV6/msmmTe6S0JUvM3LxZeNzNmmlMnuxkyhQnTZvKqaY6ky8ZwpvkQXhIFgKHXIQRFaE694FE1SBZEN4kD8JDsiC8SR4Ch/SBRHmT/k/V4nDAlCnBbN9uIjJSZ86cPLp0Kebfz+Eg/PsvErRwPrqikPPOn7A9/0KJ9pHtuMVvtvyKL4/8F4BawbX5fpcf8nS7si9A85A8BJar+VdJSVvDmnOrSDmfTJY9q6BNQaFbvR5MbDOewfWH0aJGmwobPMSQfgnrkoVYFy3AvHtnwXLdaMQ5YBD2iVOwjx6LHll2w5Zdvqwwf767KM17hqjISJ0JE5xMm+akR4/AHYxDzg3Cm+QhcEghWgAIhE6IpmtsvriRmUe/IPHMEuyqHQCr0croJmOZ0fZp+scMxKBU3Q6/kplJ0NzZBH39BaYTxwuWu5o1x/b4U9imP1amQ8yWpeKyYLdDSoqRBQvMrFplIj+/8BtYly4qkyc7mTjRRd26ctqpbuRLhvAmeRAekoXAIRdhREUIhD6QqNwkC8Kb5EF4SBaEN8lD4JA+kChv0v+pOnQdXnvNysyZFsLDdRYvzqN9+2L+7XJzqfHcE1hSktHNZrI//BT7pKkl2sf68yn8MOV7XMg5D8ALHV/i573eJNQcWpZvpQjJQ+ByaS52Z+wi+VwSa9KSOHT1gE97w4jGjGw8ipFNxtCrXh/MRnOFHJch7RzWxQvdI6Ud2FewXDebccQPdReljRwDYWFlts/Dhw3MnWtmwQITly8XfvY3bqwxdaqTqVMDbzAOOTcIb5KHwCGFaAEg0DohN2zXWXByLl8d+YLD1w4WLG8Y0ZjHWz/Bo61n0CAspsKOp8zpOqadOwj6+guCFi1AyXP/t9WNRhwJI7E98jiOhBFgsfj5QAvdLwueIWwXLDCzfr0RVXUXpSmKTt++KuPHuxgzxkWdOnIKqg7kS4bwJnkQHpKFwCEXYURFCLQ+kKh8JAvCm+RBeEgWhDfJQ+CQPpAob9L/qTo++8zML38ZhMGgM3NmPkOHFp2OU7lxnRqPT8O8eyd6SAg3//0VziHD7rvtHEc2v936Jv87/DkAjSIa80H8x/SN6V/m76M4kgfhkZ5zieQLSay9kMSa02uwqbaCthrWSIY2TGBk49EMaTiMCGuNCjkmw5nTBC1egHXRAkxHDxcs14ODsSeMxD5pKo6hCRAUVCb7U1XYtMnIN9+YSUw0kZdXOBhH9+4q06Y5mTDBSXQVntSrpOTcILxJHgKHFKIFgEDthOi6zoHMfXx19AsWnJxLtuMWAAbFwJC4YTze5imGNx6JxVh5CrYelJKTjXXRAoJmfuEzxKwWHY1t8jTsjzyOq2Nnv0/d+SBZyMxUWLLEXZS2c2fhELYGg06/foVFabVqyemoqvL3uUFULpIH4SFZCBxyEUZUhEDtA4nKQ7IgvEkehIdkQXiTPAQO6QOJ8ib9n6ph3Tojjz4ajKYp/OY3Nr77XWeRdQzpl6gxfSKm48fQoqK4OXMuru4977vtTRc38IO1L5OWfQ6A59p/m1/1+S1h5rIb6el+JA/CmycPF65cYW3qWlaeTWT1uZVczb9asI7ZYKZvg/6MbDKaEY1HExseVyHHZjxxHOvCeVgXzsN05nTBci08AsfosdgmTcU5cDCYTGWyv9xcWLHCPXXn+vVGNM19zdZs1hk2zMW0aS4SElxYrWWyu0pHzg3Cm+QhcEghWgCQTgjkOfNYdmYxM49+wdZLmwuW1wyqydSWj/BYmydpW7OdH4/w4RmPHSVoztdY583BmHG5YLmrdRtsj8zAPnU6Wt16fjm20mbh/HmFpUtNLFliZs+ewqI0o9FdlDZhgovRo13UrCmnpqqkMp0bhP9JHoSHZCFwyEUYURGkDyT8TbIgvEkehIdkQXiTPAQO6QOJ8ib9n8rv9GmFkSNDuXlT4dFHnXzwga3I+AHG0yepMW0ixgvnUes34OY3i1Bbtb7ndnOdufx+26/5/OA/AWgY3oi/DvmI/jEDy+ut3JXkQXgrLg+qprI7YxcrUxNZdXY5J7NO+Lymfa2OjGw8mjFNx9O2ZjuU8h5kQ9cxHdyPdcE8rIvmY7x0saBJq1kT+7iJ2CdPw9mzNxjK5nM8I0NhwQJ3UdqhQ4XXPSMjdcaPdzJtmouePVV/jy9SpuTcILxJHgKHFKIFAOmE+DqddZKvj37FnONfcyUvo2B5p9pdeLT1DKa0mEZkUJQfj/AhuVyYN6QQNHsm1hWJKHY7ALrB4J7z/NEZ2EeMLrPhZUuiLLJw7lxhUdq+fb5FaQMGuEdKGz06MIaxreoq67lB+IfkQXhIFgKHXIQRFUH6QMLfJAvCm+RBeEgWhDfJQ+CQPpAob9L/qdxu3oRRo0I4dcpI9+4qCxfmFRn5yLR/LzUem4Lh6lVczZpz85tFaHEN77ndrZc288ralzh3KxWAp9s9z6/7vEWYJbyc3sm9SR6Et5Lk4XTWSVaeXcGq1OXsuLwNTS9cr1FEY8Y0Hc/oJuPoXq8HBqWcP0c1DdOO7QQtnIt16SIMVwtHblMbxGCfMBn75KllOgvV0aMG5s41MW+emcuXC99fo0YaU6c6mTbNSdOmVb80Q84NwpvkIXBIIVoAkE5I8Vyai5S0Ncw6NpNVqctxau5hkK1GK6OajOHR1k8wKDYeo8F4ny1VXsrNLKyLFxI0eybmXTsKlms1IrFPmIzt0cdxdetR7lN3lnUWUlMVliwxs2SJiQMHCv/7mEzuorRx41yMHCnTd1ZWlf3cICqW5EF4SBYCh1yEERVB+kDC3yQLwpvkQXhIFoQ3yUPgkD6QKG/S/6m8VBVmzAhm7VoTDRporFqVR926vtctzJs2EPHUYxhysnF26sLNWfPRa9W66zbznHm8s/23fHbgE3R0YsJi+Uv8hwyOG1Leb+eeJA/C24Pm4Vr+NVafW8nys8tYl5aMTbUVtNUJqcuoJmMZ3WQs/WMGYjaay/PQbw/4sY6gRfOxJC7FkH2rsKlpM+yTpmKfPA21Rcsy2Z2qwqZNRubNM7NsmYnc3MJrtt26qUyd6mTixKo7O5ScG4Q3yUPgkEK0ACCdkPu7ln+N+Sfm8PWxrzhy7VDB8gahMTzS+jEeaT2DpjWa+fEIH57x9Ems38wi6JvZGC9eKFjuatYc+5Tp2KZMR2vStFz2XZ5ZOHNGYelSM4sXm3yGsTUYdPr0URkzxsWoUS5iYuT0VVlUpXODKH+SB+EhWQgcchFGVATpAwl/kywIb5IH4SFZEN4kD4FD+kCivEn/p/J6800rn3xiIThYZ9myPDp08P13sixbQsR3nkNxOHAMGMSt/85ED4+46/a2p2/jlbXf4ezNMwA80eZpftP390RYa5Tr+ygJyYPw9jB5yHXmsjZtDYlnlrD63CqyHYWFYDWskSQ0GsGYpuOJjxtKiDmkrA/dl82GZe0arAvnYU1agZKfX9DkbN/RXZQ2aQpabFyZ7C43F1audE/duW6dEU1zF6WZTDpDh7qL0oYPdxEcXCa7qxBybhDeJA+BQwrRAoB0QkpO13UOXt3PrGNfMf/EN2TZswra+jTox2Otn2BsswmEmcP8d5APS9Mwb9pA0JyvsSYuQcnLK2hyduuBbep07BOm3PMXNw+qorJw+rR7pLTERN+R0gC6dlUZPdrFmDFOmjWTU5k/VcVzgyg/kgfhIVkIHHIRRlQE6QMJf5MsCG+SB+EhWRDeJA+BQ/pAorxJ/6dymj3bxCuvuKtF/vWvfMaPd/m0B331P8J+/CqKpmEfM55b//gXBAUVuy1d1/lgz3v83/bfoaNTP7QBf4n/O0MaJpT7+ygpyYPwVlZ5cKgONl3cQOKZpaw8m0hm/pWCtmBTMPFxwxjTdBwjGo8q94JMJScby4pErAvnYVm3FsVV+P+0s1cfbJOmYh8/qcyur2ZkKCxa5J66c//+wmue4eE648Y5mTbNRZ8+KoZK/hVDzg3Cm+QhcEghWgCQTkjp2Fw2VqUuZ9axr1h3fm3B3OQhphDGNB3PI60fp3/MwPKfl7wcKTnZWJYvI2jeHMwb1qFo7veoG4044odinzId+8gxEBr6UPvxRxbS0hSWLzeRmGhixw4jul44lG2bNp6iNBft2mnlPTOpuENVPzeIsiV5EB6ShcAhF2FERZA+kPA3yYLwJnkQHpIF4U3yEDikDyTKm/R/Kp8dOwxMnhyCw6Hw2mt2fvYzh0978D8/JuxXPwMg/4mnyfnTX8FoLGZL4FSdvL7hh8w8+gUAj7R6nN/3f5ca1sjyfAsPTPIgvJVHHlRNZWfGDpafWcrys8tIu5Va0GY2mBkUG8/YZhMY2WQ00UE1y2Sfd6Ncu4Z12WKsC+dh3roZ5XYJhW404hw4GNukqTjGjLvnCIcP4vhxA/PmmZg/38yFC4XfKWJiNKZMcReltWpVOf+/k3OD8CZ5CBxSiBYApBPy8NJzLjHn+NfMPjaTMzdPFyyPCYtlWstHmd7qMZpHtfDjET48JSODoEXzsM7/BvO+vQXL9ZBQ7KPHYpv6CM6Bg8FkeuBt+zsLGRkKK1e6i9I2bTLichVWnjVqpBVM39m9u3q3vp4oQ/7Og6hcJA/CQ7IQOOQijKgI0gcS/iZZEN4kD8JDsiC8SR4Ch/SBRHmT/k/lcvGiwvDhIWRmGhg92sm//23zGbHIsnQRNZ5/CoC8V14j95e/5m6/ls923OK5lU+y/kIKBsXA2/3/yPMdXqiIt/HAJA/CW3nnQdd1Dl07SOKZJSw/s5Rj148WtBkVI/1iBjK26XhGNx1HnZA6Zb5/b4ZLF7EuWuAuStvvdX3VasWRMNJdlDZsOGUxn6amwbZtRubNM7FkiZlbtwrPHR06qEyZ4mTyZBf16lWekg45NwhvkofAIYVoAUA6IWVH13V2Zezgm+OzWXRqPje9pu7sVrc701s9zsTmk4kKivbfQZYB46mTWOfNIWj+NxjPpRYs12rVxjZpCvYp03F16XbXztGdKlMWsrIgKcldlJaSYsJmK3wPtWppJCSojBjhYtAg18MOBCfuojLlQfif5EF4SBYCh1yEERVB+kDC3yQLwpvkQXhIFoQ3yUPgkD6QKG/S/6k8cnNh/PgQDh400ratyrJleYSFFbabdu0gcvJYFJuN/OdfIOedP931OsvF7As8njiNo9cPE2IK4dPh/2FE41EV9E4enORBeKvoPJy8cYJlpxez9MxiDl09ULBcQaF3g76MazqBMU3HUz+sQbkeh/H0SawL52NdOA/TyRMFy7WwcByjx2KbPBXngMFgNj/0vmw2WL3axNy5JtasMRUMwqEoOgMGqEyd6mTMGBfh4Q+9q4ci5wbhTfIQOKQQLQBIJ6R82Fw2klJXMOf416xNW4OqqwBYDBZGNBnN9FaPMSRuGGbjw3+Z8Btdx7R7J0Hz5mBdvADDtWsFTWqjxtgnTsE2YTJqu/b3LEqrrFnIzYW1a91FacnJJm7eLHwPQUE6Awe6i9KGD3dRt66c/spKZc2D8A/Jg/CQLAQOuQgjKoL0gYS/SRaEN8mD8JAsCG+Sh8AhfaD7O3v2LB999BG7d+/m2rVr1KtXj1GjRvHiiy8SEhLyQNvKyMjg448/ZsuWLVy+fJlatWoxZMgQXn75ZaKji/8B+cGDB/n44485dOgQt27dIi4ujokTJ/L0009jLqZY4P333+fTTz+96zEMHjy4SLvNZuOLL75g6dKlnD9/nuDgYHr06MF3v/tdWrdu/UDv8U7S/6kcdB2+/e0gliwxU6uWxqpVecTFFV5XMKSeJWr0UAxXr2IfPpJb/5t11+k4D149wIzEaVzOTadOSF1mjv6GTnW6VNRbKRXJg/DmzzycvXmGZWeWsOz0IvZe2ePT1q1uD8Y1m8jYpuNpGNGo/A5C1zEeOkjQgrlYF83HePFCQZNWsyb2cROxTZ6Oq2cvfIZMLKVr1xSWLDExb56ZnTsLzytBQTojR7qYOtVJfLxaFvVvD0zODcKb5CFwSCFaAJBOSPnLyMtgwYm5zDn+NUeuHSpYXiu4NlNaTGNaq0fpUKsTSglHEKuUnE4s69dinTcH68rlKHl5BU2uFi2xT5iMfdJU1BYti7y0KmTB6XQPZ7tqlYmVK02kpfmeGLt1cxeljRzpnme9Kv+n9LeqkAdRcSQPwkOyEDjkIoyoCNIHEv4mWRDeJA/CQ7IgvEkeAof0ge7twIEDPP300+Tl5dGxY0fq16/Pnj17yMzMpFWrVnz99deEeQ8pdQ/nz5/nscceIzMzk5YtW9KkSROOHDnC+fPnqVevHnPmzKFevXo+r0lJSeF73/semqbRvXt3IiIi2LlzJzdv3qRfv358+umnRYrRnn/+eTZt2kR8fHyxx9a2bVuee+65gud2u51vfetb7Nixg9q1a9O1a1fS09M5cOAAZrOZTz/9lH79+pXiX89N+j+Vw5//bOGPf7RiNuvMn59P795qQZuSdYPIMQmYTp7A2aETWYtXwF1ynXwuiW8lPUOuM4dWUa35euw84sIbVtTbKDXJg/BWWfJwPjuNxDNLWHZ6CTsub/Np61y7C+OaT2Jc0wk0rtGk/A5C0zDt2E7QwrlYly7CcPVqQZMaE4t94hTsk6fiat+xxDNR3UtqqsKCBWbmzTNx6lRhUVp0tMaECe6itO7dK+46Z2XJgqgcJA+BQwrRAoB0QirWoasHmXP8a+af+Iar+ZkFy1tGtWJqy0eY0nJ6leg03FNuLtY1q7AunI8lOQnFbi9ocrVt756+c8JktMbuL25VLQu6DkePGgqK0vbu9f1VUqNGGiNHukdK69VLxWLx04FWUVUtD6J8SR6Eh2QhcMhFGFERpA8k/E2yILxJHoSHZEF4kzwEDukD3Z3L5WLkyJGcP3+et99+m6lTpwLu0cN++MMfsnbtWmbMmMGbb75Zou3NmDGDXbt28fLLL/PKK68AoKoqb731FrNnzy4yUtnNmzcZMmQINpuNTz/9lP79+wOQlZXFCy+8wP79+3n99dd5/vnnffbTp08fbt68ye7duwkODr7vcX3wwQd8/PHH9O/fn48++oigoCAAFi9ezE9/+lNq1qxJUlISoaGhJXqfd5L+j/8tW2biuefcWXj/fRtPPOEsbHQ4qPHoZCybNqA2iCFr5Vq0evWL3c4Xh//DTze8hqqr9I8ZyH9GfkUNa2QFvIOHJ3kQ3ipjHi7nppN4ZinLTi9ma/pmNL3wuDrW7sz4ZhMZ22wCTWs0K7+DcLkwb1hH0MJ5WBKXYsjJLmxq3gL7pKnYJ09FbdbioXel63DggIF588wsWGAiM7Pwu0ijRhpTpjiZOtVJ8+blW/5RGbMg/EfyEDikEC0ASCfEP5yqk3Xnk5lzfBarUpdjVwuLtfo06MfUlo8wrukEIoOi/HiUD0/JvoVlRSLWxQuwpCSjuFwFbc4uXbFPnIpr8hQi27esslm4fFkhKcnEqlUmNmwwYrcX/kwgLExn8GAXCQkuhgxRZQrPEgj0c4PwJXkQHpKFwCEXYURFkD6Q8DfJgvAmeRAekgXhTfIQOKQPdHeLFy/m9ddfp0+fPvz3v//1abtx4wZDhgzB6XSyefNmatSocc9t7dq1ixkzZtC4cWNWrFiBwWuqM6fTyfDhw7l06RKJiYk0b94cgI8//pgPPviAqVOn8vbbb/ts7/Tp04wePZratWuzfv16jLenUExPT2fw4MG0atWKJUuW3Pc95uXlMWDAAPLy8lizZg0xMTE+7a+99hqJiYm8+eabzJgx477bK470f/zr0CEDY8eGkJen8O1vO3j77cJrQeg64d//DkHfzEILCydr6SrUdu2LbEPTNd7e9lv+vvcvAExv9RjvD/47FmPV+RW85EF4q+x5uJJ3heVnlrL0zGI2X9zgU5TWvlZHxjebyLhmE2gW+fAFYXdls2FZk+QuSkta4TPoh7NjZ3dR2sTJaDGxD70rlws2bjQyb56ZxEQTeXmF1zk7dVKZMsXJxIku6tUr+2uclT0LomJJHgLHg/SBpKckxAMwG80kNB7Jv0b8j8PPnOKD+I8ZEDMIBYWtlzbzo3Wv0P6/LXh25RMknlnqU6hWlejhEdinP8atmXO5dvgU2e//HcfAeHSDAfPePYT9+hdEdmgF/ftj/eQjDF7zoFcV9erpPPWUk5kz8zl6NIf//CefRx5xUquWRk6OwrJlZl59NZgOHcJISAjhD3+wsGePAU0+P4UQQgghhBBCCCGEEKJYa9euBSAhIaFIW1RUFL169cLpdLJx48YSb2vo0KE+RWgAZrOZIUOGAJCcnFzkNcOHDy+yvWbNmtGyZUsyMzM5cOBAwfLDhw8D0KFDh/seE8DOnTvJycmhXbt2RYrQAEaMGOFzLKJqyc2F554LJi9PYdAgF7/9re91npD3/0jQN7PQjUZu/et/xRah2Vw2Xkx6rqAI7Sc9fs7fh3xSpYrQhKhq6oTU4Zn2zzN//BIOPXOKPw/6gEGx8RgVI4euHuCd7W/R5+tuDJ7Tl/d3/ZFTN06W/UEEBeEYO55bn3/BtSOnufX3T3AMGYZuNGI+sI+w3/6Kml3aUmP8SIL+/RmK15SeD8pkgvh4lY8+snH4cA6ffJLPsGEujEad/fuNvPlmEJ06hTJlSjBff23i1q0yfJ9CCHEfUogmRClFWGvwWJsnmD9hKXufOsKbfX5Hm+h2ODQHiWeW8OzKGbT/bwt+tO5VtqVv9am8r0r0qGhsTzzNzXmLuXbgBNnvvoejd1934+bNhPzip9Ts0pbIUUMJ/vjvGNLO+feASyEsDMaMcfH3v9s4dCiXlStz+dGP7HTurAKwf7+R996zMnJkKO3bh/K97wWxeLGJmzf9fOBCCCGEEEIIIYQQQghRiZw4cQKAVq1aFdvuGbns2LFjJd5Wy5YtS7ytkydPPvBrPIVoERERvPHGGwwbNowOHTqQkJDAn/70J27dcfX++PHjD7wPUXX83/9ZSU01EBOj8dln+ZhMhW3WeXMI/YN7pL2cd9/DOWRYkddft11j6pLxLD69AJPBxN+G/IOf9Pg5iqIUWVcIUT5qBdfiqXbPMnf8Yg49c4r3B/+d+LihmAwmjlw7xLs7fk/fWd0YNLs37+36AydvnCjzY9DDI7A/8jg3Zy/g2sGTZP/hfRx9+gFg2baF8J/9iJodWlDjkUlYZ89EyS59pVhoKEye7OLrr/M5eDCXd9+10aOHiq4rbNxo4gc/CKZduzCefTaIZctM2Gxl9S6FEKJ4UogmRBloEBbD97q8yvpHt5IyfQsvd36VeqH1uWnP4ssj/2H8whH0/KoTb2/7LUevHfH34ZaaXqcOtue+zc0lK8k6eBz++lecvfugKwrm3TsJ+80vqdm9A5HDBxH8t79gOHPa34f8wAwG6NpV46c/dZCUlMfBgzl88EE+Y8c6CQvTuXrVwDffmPn2t4Np3TqMCROC+fvfLRw6ZEAmOhZCCCGEEEIIIYQQQgSyK1euAFC3bt1i2+vUqeOzXllu6+bNm9huX11/kP17CtH+/e9/k5ycTMuWLencuTNXr17lX//6F1OnTiUjI6PEx+VZfvXqVTSZYqNK2bbNyGefmQF47z0bkZGFbeatmwn/wcsA5L38Krannyvy+jM3TzN6/jB2XN5GhKUGc8Yu5NHWpZueVQhRNmoG1+SJtk8zZ9xCDj1zkr/Gf8TQhgmYDCaOXj/CH3a8Tb9Z3Rk0uzd/3vkuJ64fL/Nj0GvVwvbst7i5eAXX9h0l5zdv4+zUBUVVsaQkE/HKS9Rs24yIZ5/AsnQR5OeXel+1auk895yTxMQ8du7M4Re/sNOqlYrdrpCYaOa554Jp3z6MH/zAyoYNRlS17N6nEEJ4mO6/ihDiQbSr1Z52tdrzq96/YculTcw7MYelpxeTln2OD/a8xwd73qNNdFsmtZjKpBZTaRTR2N+HXCp6TAy8+io5T30L7cJFLIlLsSYuwbxlE+Z9ezHv20vY73+Ns31HHOMmYB83EbV5Oc67Xk7q1tV57DEXjz3mwuGAHTuMrF5tYs0aIydPGtm61cTWrSZ+9zsrdetqDB6sMmSIi0GDXERH+/vohRBCCCGEEEIIIYQQouLk5eUBEBQUVGy7Z7lnvZJsKzg4uETb8txbLJYiU3nea/9Hjrh/PP7kk0/y+uuvY7G4p0/MyMjgtddeY9euXbz++uv873//K9FxWa1Wn/cQFhZ2v7daLJOp4seSMBoNPveBJC8PfvjDIHRdYcYMJ8OH63jG8zCcPEH404+jOBzu6x2//R2mOzK2+/IuHl0yhWu2a8SGxzFn/Hza1Gzrh3dSdgI5D6Ko6pCHOmG1earD0zzV4WmybDdYfiaRxacWsi5tLUevH+Ho9SP8cec7tI5uw8QWk5nQYhKtoluX7UE0jMP5yqs4X3kVw6mTWBbOxzJ/LsYTx7EmLsGauAQ9LAzH6LE4pkzDNSgeLKWb1rdZM/jxj1386EcuDh82MG+ekXnzTFy6ZODrry18/bWFevU0Jk1SmTLFRZcuGiUZvLE6ZEGUHcmDKI4UoglRTowGIwNiBzEgdhDvDnyPpNQVLDg5j+RzSe4vM9vf4p3tb9Gtbg8mt5jK+OaTqRtS/C+oKjutXn1sz7+A7fkXUDIzsa5YhnXpIsybNmA+dADzoQOE/t/vcLVpi33MeOxjxqO2bUeJvs1UIhYL9O+v0r+/ym9/C6mpCsnJJpKTTWzZYiQjw8CcOQbmzDGjKDqdO2vEx7uIj1fp1k31GcJbCCGEEEIIIYQQQgghqhuj0YimafedhlAvwfQSRqMRoMTb8hSflWQKRO/9r1y5kkuXLtGiRQuf19atW5c///nPjBo1im3btnH8+HFatWpVcFx3472NkrzP4hgMClFRoaV6bVmIiCi+yK46+/3v4fRpiImBDz80ExnpHhmNzEx4fBpk3YBevbDMmYXljiLEQ1cOMW3JRLJsWXSt35Vljy2jfnh9P7yL8hGIeRB3V13yEEUoL9d/kZf7vciN/BssPr6YuUfmsvr0ao5dP8q729/m3e1v0652O6a1nca0dtNoW7uMi0t7dHbf3n4LDhyAWbNg9myUc+ewfjMb6zezIToapkyBRx+FQYPgPp9BdzNggPv2l7/Apk0wcybMnQuXLxv4xz8M/OMfZpo3d+/mscegbQneanXJgigbkgfhTcoihKgAwaZgJjSfzITmk7lpzyLxzFIWnJzHpovr2Z2xk90ZO3lj88/pFzOQyc2nMqbpOCKDovx92KWi166N7alnsT31LMr1a1hXLseydBGWDeswHT2C6egRQv/8LmrDxthHjcExZhzOHr1K/cXJnxo31nn+eSfPP+/EZoPt242kpJhISTFy9KiRvXvdt/ffh4gInYED3UVp8fEuYmNlHk8hhBBCCCGEEEIIIUT1EhoaSlZWFvl3mVbMM3Xm3UYTu3NbQIm35VnfbrejaVqxo6IVt/+wsDBatmxZ7D7q169P27Zt2b17NwcPHqRVq1YF+/Fs6277gLuPDHc/mqZz69b9R40ra0ajgYiIYG7dykdVA2da0e3bDfzlL0GAwvvv29B1lRs3AJuN8InjMZ0+jdqoMdlfzEK3aWDLLXjt+VtpjJw7nCxbFj3r92behEUEucK4cSP3rvurKgI1D6J41TsPFiY0msaERtPIst1gxdnlLDq5gHVpazmceZjD6w/zm/W/oXV0Gya0mMSE5pNoXbNN2R5Cw+bw0zfg9V9h3LkDy4K5WBYtwHDlCnz2GXz2GVqdOjgmTsYxcQpqz15wl9E/76dDB3j3XXjrLUhONjJ/vokVK4ycOqXw+9+7C3PbtVOZMkVl8mQXDRv6XtOs3lkQD0ryEDgiIoJLPPJdtS5EO3v2LB999BG7d+/m2rVr1KtXj1GjRvHiiy8SEhLyQNvKyMjg448/ZsuWLVy+fJlatWoxZMgQXn75ZaLvMv/exYsX+fTTT9m4cSOZmZmEhYXRvXt3XnrpJdq1a1cWb1FUQTWskTze5kkeb/MkGXkZLDm1gAUn57E7YycbL6xj44V1/HTDawxplMDk5lMZ3ngUIeYHy2tloUfXxPb4k9gefxLlZhaWVSuwLluMZd1ajGmphHz6ESGffoRWqxb24aPcw8wOjIdSds79KSgIBg1SGTRI5Te/gfR0hXXrjKxda2L9ehNZWQrLlplZtsz9K6qWLd3rDhzoom9flfBw/x6/EEIIIaoH6QMJIYQQQggh/KlOnTpkZWWRmZlJXFxckfYrV64UrFeSbR0+fJjMzMxi2+/cVlhYGGFhYeTk5JCZmUndukVnIHmQ/XvUr+8e2cpTEOfZ7t2OKyMjA4Do6GjMZnOJ93Mnl8t/F3NVVfPr/itSfj58//vuKTkfecRJfLwTlwvQNMK/+wKmHdvQakRyc+Zc1Kha4PXvcjX/KpMXjSc9N53W0W34ctRsggwh1e7fLpDyIO6vuuchzFSDaS0eY1qLx8iy3WBl6nKWnl7EuvNrOXb9KMe2H+UP29+hVVRrxjWbyPjmk2gdXbZFaa6uPbB37QG//T/MWzdjXTgf67JFGK5cIeifnxD0z09QY2KxT5iMfdIUXB07l2oWKoMBEhI0EhKc5OTAqlUmFi40k5Ji5PBh9+2ttyx0764yebKT8eNd1KlTWJRW3bMgHozkQXirthO1HjhwgMmTJ7N06VJq1arF4MGDycvL45NPPuHRRx8lJyenxNs6f/48U6ZMYfbs2QQFBREfH4/RaOSrr75i0qRJXL58uchrdu/ezfjx45kzZw7BwcHEx8cTFRXF6tWrefTRR9m3b18ZvltRVdUNqcu3O77EiinJ7Jixn1/0epPW0W1waA5Wnk3khdXP0vY/TXkh6RkSzywl31X8L7+qAr1GJPbpj3Hri9lcPXqWm/+ZiW36Y2iRkRiuXiX46y+p8cQj1GrdhIjnnsQ6bw5K1g1/H3ap1a+v89hjLj77zMbRozksX57LT35ip3t3FYNB58QJI599ZuHJJ0No2TKMMWNC+OMfLWzbZsTp9PfRCyGEEKIqkj6QEEIIIYQQwt9atWoFwKlTp4pt9yz3rFfW2/KMbFbS1xw/fpyf/vSnvPHGG3c9jvT0dKCwIM3z2pMnT5b4uETl9ac/WTh1ykjduhq/+13haHah//c7ghYtQDebufXfmagtff975jiyeXzZFE5nnSI2LI7ZYxcQFVT8j7aEEFVTZFAUj7aewcwxczny7Gn+NuQfJDQagdlg5viNY/x517sMnN2LAbN68scd73Ds+tGyPQCjEWf/geS89wHXDp3i5qx57murYeEYL14g5OO/EZUwiKjeXQh593cYj5V+/2FhMGWKi6++yufQoRzee89G//4uFEVn1y4jv/hFEB07hjJ1ajBffWUiK6vs3qYQovpR9NJOUF+JuVwuRo4cyfnz53n77beZOnUq4B4O+Yc//CFr165lxowZvPnmmyXa3owZM9i1axcvv/wyr7zyCgCqqvLWW28xe/ZsBg8ezKefflqwfnZ2NqNHj+bKlSv89Kc/5bnnngNA13U+/vhj/va3v9GoUSOSkpJK/R5VVeP69Yof1tdkMhAVFcqNG7lS0VqOjlw7zMKT81h4ch5p2ecKloeawxjReBQTm08hvuFQrEar346xzLLgdGLetgXLimVYVyRivHihoEk3mXD2HeCewnPkaLSY2DI4cv+7cQM2bTKxYYOR9etNpKb61gSHhur07asyaJCLgQNVWrXSSvNDhgol5wbhTfIgPCQLgSM6OrTEQzKL8iF9oPIj5zLhIVkQ3iQPwkOyILxJHgKH9IHubunSpfz4xz+mf//+fP755z5tN27cYMiQITidTtatW0etWrXuua09e/bw2GOP0axZM5YtW+Yz1abT6SQhIYH09HQWLVpEmzbu0Wg++eQT/vKXv/DII4/w1ltv+Wzv9OnTjB49mujoaDZs2IDZbCYtLY2EhAQAVq9eTcOGDX1ec/bsWcaMGYPFYmHDhg1ERERgt9vp27cvNpuN5ORk6tWr5/OaH/7whyxfvpyf//znPPPMMw/07+ch/Z+KsWePgdGjQ9A0hS++yGPkSBWAoK+/JPwHLwNw62//wP7oDJ/XOVQHjydOY8OFFKKDolk6KYkWUcVP71qVBVoexL1JHgrdtGex8mzhSGkOzVHQ1jKqlXuktGbukdKU8rjAZ7NhSV6NddF8rEkrULymsHa1buMeKW3iZNRmLR56V5cvKyxe7B4pbc8eY8FyiwWGDHExYYKTESNchIU99K5EFSXnhsDxIH2gatlTSkxM5Pz58/Tp06fgAgxAUFAQ77zzDiEhIXzzzTfcvHnzvtvatWsXu3btonHjxnzve98rWG40GvnVr35FgwYNWLdunc+va+bMmcOVK1cYN25cwQUYAEVR+O53v0urVq1QFKXgVzRC3KltzXb8svev2fnEAVZOWctLnb5PTFgsuc4cFpycy1MrHqXtf5rx8poXWJ26EofquP9GKyuzGeeAQeS+8yeu7znMjdXryf3hj3G1boPicmHZkEL4z39MzS5tiRzSn5B3f49pzy7Qqu4HWVQUjBvn4k9/srNjRy47d+bw/vs2Jk50UrOmRm6uwurVJn71qyAGDgylQ4dQvvvdIGbPNnHxYiWvSBNCCCGEX0gfSAghhBBCCFEZJCQk0KBBAzZt2sTMmTMLlttsNn75y1+Sl5fH1KlTfYrQnE4np0+f5vTp0zi9povo2rUrHTp04PTp07z//vt4xlVQVZW3336b9PR0Bg4cWFCEBjB58mTCwsKYP38+ycnJBcuzsrL4xS9+AcBzzz1XMGVmw4YN6d+/PwCvv/46169fL3jN5cuXefXVV1FVlWeffZaIiAgArFYr06dPx+Vy8bOf/cxn9OklS5awcuVKoqKimD59+sP/g4pyY7fDq68GoWkKU6Y4C4rQjMePEfbT1wDI/dFPixShabrG95NfZMOFFEJMoXw9Zl61LEITQtxdDWskj7R+nK/GfMORZ0/z4dBPGdF4FBaDhRM3jvPerj8waE5v+s/qwbs7fs+Ra4cp07GBgoJwjBlH9mf/5erh09z69N/YR45Bt1gwHTtK6B/eJrpPN6Li+xH8wXsYzp4p9a7q1dN58UUnK1fmsX17Dj//uZ3WrTUcDli50sRLLwXTtm0Yzz0XxJIlJvLyyu5tCiGqrmo5Itqrr77KypUrefPNN5kxY0aR9u985zukpKTw3nvvMXbs2Htu649//COff/45zz//PK+//nqR9t/97nd89dVXvPbaa7z44osATJkyhUOHDrF48WJat25dNm/qDvJrmMCj6Rp7Mnax+NQClpxeRHrupYK2GtZIRjUZw8TmkxkQMxiz0Vzux1MRWTCeOYVleSLWFcsw7dqB4nW6UuvUxZEwAsfwUTgGDobQ0HI5hoqmaXD4sIH1641s2GBi2zYjNptv8Vnjxhr9+7vo31+lXz+VunX9fxqXc4PwJnkQHpKFwCGjAfif9IHKj5zLhIdkQXiTPAgPyYLwJnkIHNIHurft27fzwgsvYLPZaNeuHbGxsezdu5crV67Qtm1bvvzyS8K8hk65cOECQ4cOBSA5OZnY2MKZMU6ePMkTTzxBVlYWTZs2pUWLFhw9epS0tDRiYmKYNWsWdevW9dn/0qVLef3119F1nS5dulCzZk127txJVlYWAwYM4B//+EdBIRpARkYGTzzxBGlpaURERNClSxd0XWfHjh3YbDZGjBjB+++/j8lkKnhNXl4eTz75JIcOHSI6OpoePXpw+fJl9u/fj8Vi4Z///Cd9+vQp9b+h9H/K3zvvWPjrX63Urq2xcWMu0dGAw0HkqKGYD+7HPjSBW1/Pw3u6El3X+cWmn/D5wX9iNpj5avQ3xDcc6r83Uc4CKQ/i/iQP93fLfpOVqe6R0lLSkn1GSmse2YLxzSYyrtkk2tZsVy4jpSk3s7CsSMS6eAGW9SkoLldBm7NTF/dIaeMnojVs9FD7MZkMXLwYyn//62DhQhNnzhR+JwoJ0Rk50sWECS6GDHFh9d/kXqKCyLkhcDxIH8h0/1WqnhMnTgDQqlWrYtubN29OSkoKx44du+9FGM+2WrYs/tcMzZs3B+DYsWOA+5c7x48fJyQkhFatWpGRkcHy5cs5c+YMwcHB9OvXj0GDBpXqfYnAZlAMdK/Xk+71evLbfu+w8/IOltwuSsvIu8zsYzOZfWwmUdYoRjcdx9im4xkQOxiL0eLvQy81tWlz8r/3KvnfexXl6lUsa1ZhTVqJOSUZ45UMgmd+QfDML9CDgnD0H+guShs+Eq1BjL8PvdQMBujQQaNDB43vfc+JzQa7dhnZsMFdmLZvn4HUVAOpqRa++sr9mhYt3AVpAwao9O2rUrOm/wvThBBCCFGxpA8khBBCCCGEqCx69erF3Llz+fDDD9mxYwenTp0iNjaWqVOn8vzzz/sUod1PixYtWLBgAR9++CEbN24kJSWFevXq8eSTT/Kd73yn2Ok9x40bR/369fn000/Zt28fx44dIy4ujpdeeonHH3/cpwgNoG7duixYsIB//etfJCUlsXXrViwWC23btmXatGlMmjSpSMFASEgIX375JZ999hnLly8nJSWFqKgohg8fzssvv1xuP9ARZWP/fgN//7v72skf/2h3F6EBIX9+F/PB/WjR0eT89SOfIjSAv+z+E58f/CcAfx/6SbUuQhNCPLgIaw2mt3qM6a0e45b9JqtSV7D09CLWpq3hVNZJ3t/9J97f/Sea1mjG+GaTGNdsAu1rdSyzojS9RiT2R2dgf3QGyvVrWFckYl00H/OmDZj378W8fy9hb72Bs1t3d1HauIloMbH333Ax2reHX/7Syeuv2zl40MCiRSYWLzZz/ryBBQvMLFhgJjxcZ9QoFxMnOhk4UMVSdS9ZCyEeULUcEa1bt27k5OSwZs0a4uLiirR/8cUXvP3220yYMIE//vGP99zW+PHjOX78OP/973+L/fVKcnIy3/3ud+nevTszZ84kNTWVESNG0KhRI77//e/z5ptvknfHGJT9+vXjb3/72wN1tu4kv4YRHqqmsuPyNhafWsDS04vJzL9S0BZhqcGIxqMY22wCg+OGEGwKLrP9+jULdjvmrZuxJK3AmrQSY9o5n2Znh044ho/EMXwkrk5d3NVd1UR2NmzbZmTjRhObNxs5dMiArvt+QW3TRqV/f/etTx8XkZHlf1xybhDeJA/CQ7IQOGQ0AP+TPlD5kXOZ8JAsCG+SB+EhWRDeJA+BQ/pAorxJ/6f8OByQkBDC0aNGJk508s9/2gAw7dhO5PgRKJrGzc+/xDFugs/rvjj8H368/lUA3u7/B77d8aUKP/aKFgh5ECUneSi9bMctklJXsuT0Itamrcau2gvaGkc0KShK61i7c/mMlHb1KtbEJVgXL8C8eaPPDFTOnr2xT5iEfewEtPoNSrS9u2VB12HPHgOLFplZssREenrhd6XISJ0xY5yMH++e8clc/pN7iQoi54bAEfAjonkuegQFBRXb7ll+58WRe20rOLj4Ap47t5WdnQ1AZmYmP/vZzxg2bBjf+973qF+/Pvv37+ett95i8+bN/OQnP+Ef//jHA7yrokymiu/oeoIlnezKw4SBAQ0HMKDhAP4w+M9subiJJacWsez0EjLyMph7YjZzT8wm1BzK8MYjGdd8AgmNRxBqfripLP2aBVMw+rBh2IcNw/6HP2M4egTLqhWYV67AuGsH5oP7MR/cT+h7f0CrVQvn0AScw4bjGjIUPSq64o+3DEVFwahROqNGOQEnN27Ali1GNm40smmTkSNHDBw9auToUSOffQaKotO+vUbfvhp9+6r06aNSzI8EH5qcG4Q3yYPwkCwIUXGkD1R+5FwmPCQLwpvkQXhIFoQ3yYMQQlR+779v4ehRI7Vqabzzzu1ikJwcIl7+NoqmYZv+WJEitGWnl/D6hh8C8MNuPw6IIjQhRNkJt0QwpeV0prScTo4jm9XnVrHk9CKSzyWReussf9v7Pn/b+z6NIhozrtlExjWdQOc6XctupLRatbA9/Ry2p59DycjAumwR1sULMW/finnHNsw7thH6q5/h6tkb+/iJD1SU5k1RoFs3jW7d7Pz2t3Z27DCyaJGJJUtMXL1qYOZMCzNnWoiO1hg92lVQlGaqlhUrQgS2avm/tdFoRNO0+56cSzIYnNFoBCjxtux295fWvLw8+vfvzwcffFCwTr9+/fj8888ZM2YMa9eu5cCBA3Ts2PG+x1Acg0EhKurhCokeRkRE2Y2sJcrW+JqjGd9xNJr+CVvOb2H+kfnMPzqf87fOs/DkfBaenE+QKYhRzUcxpc0UxrYcS42gGqXeX6XIQr+e7ttbv4YrV2DFCli6FJKSMFy9inXOLKxzZrlHRuvdG0aNgtGjoXPnKj9aWlQUNG0KTzzhfp6ZCevWQUqK+3bsmMLBg0YOHjTy6afunxe0bQsDB8KgQe77Bg/+XfKuKkUeRKUheRAekgUhyp/0gcqfnMuEh2RBeJM8CA/JgvAmeRBCiMrp4EEDf/ube264d9+1U6uWu18b9utfYDyXihobR847vqOIb764ke+sfg5N13iy7TP8rOcbFX7cQojqI8wSzqQWU5nUYio5zhySzyWx5PQi1pxbxblbqXy49698uPevxIU3ZGzTCYxrNoGudbtjUMrmeqZety6251/E9vyLGNIvYV2yEOuSRZh3bncXpm3fStgvf+oeKc1TlNYg5oH3474kq9K7t8rbb9vZssVdlLZ8uYlr1wx89ZWFr76SojQhqqtq+b9yaGgoWVlZ5OfnF9tus7mH2b3bL/zv3BZQ4m15b/Opp54qsn5sbCyDBg1i1apVbN26tdQXYTRN59at+49mUNaMRgMREcHcupWPqsrQipVdu/AutOvVhTd6/o49GbtZenoxS04uIvXWWRYeW8jCYwuxGCwMbjiEcc0nMLLJKGoGl2y4rEqbBXMojJ/qvjmdmHZsw7w6CfPqVRiPHoEtW9y3N95Aq1sX55AEnAnDccUPQa8R6e+jf2gmEwwb5r4BXL6ssHWrgS1bjGzZYuToUQNHjsCRI/DJJ+51mjTR6NNHpV8/96hpDRvqPOiPLCptHoRfSB6Eh2QhcEREBMuoD34mfaDyI+cy4SFZEN4kD8JDsiC8SR4Ch/SBhKh6nE545ZUgXC6FsWPd08MBWJJWEPzlf9EVhey/f4IeUfjD/YOZ+3ly+aM4NAejmozlDwPfL5dp84QQgSnMHMaE5pOZ0Hwyuc5cks8lsfT0YlafW8n57DT+sf/v/GP/32kQGsOYpuMY12wiPer1wmgwlsn+tfoNyH/xZfJffBnDpYtYly12F6XdHiXNvGMbYb/6Gc4evdxFaeMmlqoozWiEAQNUBgxQ+cMf3EVpS5aYSEyUojQhqqtq+b9vnTp1yMrKIjMzk7i4uCLtV65cKVivJNs6fPgwmZmZxbbfua1aXnPexcbGFvsaz/IbN27cd//34s85dlVVkzl+q5hOtbrSqVZXftnzNxy6dpDE04tZenoxJ7NOkJS6kqTUlRgUA73r92VUkzGMajKWhhGN7rvdSp0FxYirVz9svfrBr36L4eIFLMmr3bf1KRgyMrDO+grrrK/QjUacPXrhGJqAc/AQXB06VfnR0gBq1YJx41TGjXMCcP06bNtmYutWI1u3Gjl0yMDZs+7b11+7XxMTo9Grl0rPniq9eqm0bq1hLOF32kqdB1HhJA/CQ7IgRPmTPlD5k3OZ8JAsCG+SB+EhWRDeJA9CCFH5fPCBhcOHjURHa7z7rntkb+XqVcJ/8D0A8r/zPZz9BhSsf/bmGR5dNoUcZzZ9G/Tn04R/YzJUy8uqQohKINQcyvjmkxjffBJ5zjyS01aTeGYxq1JXcin3Ip8d/ITPDn5CnZC6jGk6jrFNJ9CnQb8yOy9pDWLIf+G75L/w3aJFaTu3Y965nbA3fo6ze0+cEyfDU49DWPQD78dkgoEDVQYOVHn33fsXpY0b5y5KM5vL5G0KISpItfzG1KpVK06cOMGpU6fo2rVrkfZTp04VrFeSbaWkpBS85n7bqlu3LpGRkWRlZXHlyhWaNWtW5DVXr14FIDr6wU/OQjwsRVHoUKsjHWp15Ge93uD49WMsO7OY5WeWcfDqfrZc2sSWS5t4Y/PPaV+rI6OajGF0k3G0rdmuyv/SR4uJxfbUs9ieehbsdszbt94uTEvCdOI4lm1bsGzbAm//Fq1mTRyD4nEMHopz8BC0evX9ffhlIjoaRo92MXq0+9det27Bzp3u0dK2bjWxb5+BixcNLFhgYMEC97e68HCdHj0KC9O6dFEJCfHnuxBCCCHEnaQPJIQQoizpOmgaqCq4XN73SsFjz3LPMlUtfE3hc+WO5973Cprm3tedbe5l7nbPcs8xee7dN+WO54U3KHzsXkfx2Ybn5ruO+97zWvc6is+63q91r6tgNoPdbkXT9CLtnu15b6doW/HPvf973Nl+53qeY72z/c7/riW5L82yO91rnZK2FS5T7rlO8a+5/zolaSsNRQFNe7CpOUtzDBX1mtKoqP0AxMbqzJ6dR3h4xe1TCFH1HD5s4C9/cU/J+c47durUcX+Ihv/oFQxXM3G1aUvuzwun3MzIy2D60olk5l+hXc0OfDFqFkGmIH8dvhAiwISYQxjXzD0tp81lY/2FFJaeXsTKs8u5kpfBfw79i/8c+hc1g2oy+nZRWv+YgZiNZVOt5VOUln6poCjNtGMb5l07MO/aAb/6GeHdemAbOwH72PFojRo/8H7uVpS2fLmJq1cLi9KionRGjnQxdqyTgQNVrNYyeZtCiHKk6HpFdgsrxtKlS/nxj39M//79+fzzz33abty4wZAhQ3A6naxbt87n1/vF2bNnD4899hjNmjVj2bJlGLxGSHI6nSQkJJCens6iRYto06YNAD/96U9ZtGgRkydP5v/+7/98tmez2RgxYgSXL1/mm2++oVOnTqV6j6qqcf16bqle+zBMJgNRUaHcuJErv+qrhtJunWPl2URWnE1ka/pmNL3wv3HDiMaMajKGMU3G0aNeL6wWc7XKgiHtnLsoLSUZ86YNGHKyfdpdbdrhGDwER/xQnL36QAmmtaqKcnNh924j27cb2bHDyK5dRnJzff/gazLpdOyo0aOHWjByWoMGSrXKg3g48lkhPCQLgSM6OlSmpfEz6QOVHzmXCQ/JgvBWmjzoOjgcYLeD3a5gt7uf22yKz/2d7Xa7gtPpfux0KrfvweG423L3c6ezsGDM5fJ97nQqt+992z0FYy5X1f4hmhAicJhMOlu35tKoUcVe5pA+kChv0v8pO04njBoVwoEDRkaNcvLf/9pQFLDOnknEKy+hm83cWLUOtX0HAOyqnfELR7D3yh4aRjQmcVISdUPr+fld+Ed1zIMoPcmD/zlUBxsvrGPZmSUsP7OUG/bCmQcirZGMbDKGsU3HMyhuCFZj2VdrGS6nY1m2mKClizBv2+rz6wNnh044xk3APnYCavMWD7Uflwu2bjWyeHFhUZpHeLhOQoJ7pLT4eJcMnFEJyLkhcDxIH6haFqLZbDZGjRrFpUuXePPNN5kxY0bB8tdee43k5GQee+wxfvOb3xS8xul0kpaWBkDDhg0xe43vOHXqVA4ePMi3v/1tfvSjH6EoCqqq8rvf/Y5Zs2YxcOBAPvvss4L1jx07xtSpU3G5XLz99ttMmTIFAIfDwW9+8xvmz59P165dmTVrVqnfo3RCRHm7ln+N1edWsvzsMtalJWNTbQVttYJrMaLJaB7tNI2uUb0xU81Kz51OzLt3Yk5Zg2XdWkz79qJ4nSr1oCCcffrhGDwUR/xQ1Fat3T93rYZcLjh61FBQmLZ9u5H09KIfME2bavTvb6BTJztdurho06bk03mK6kc+K4SHZCFwyEUY/5M+UPmRc5nwkCxUf5oG+fmQm6uQm+u5935cuMxmU9A0C1lZTnJzwWaD/HyF/Hz3vee5+95dZJafX3Rkp6rIYNAxmdy/XjcY3PdGo47BAEZj4a3wuX7Hc/dj93O94LH3rXCdou2Kcuf6us9y73bvZYWPi65/r8ee7r7BoPss86xjNCqEhlrJz7ejab7reF575zJF0X3a71ynpM+97+9c5vtYL/Y197u/c7v3229JHz9I293cax3P+32w15RmP0WXGY0GIiKCyc7OR1Uf7LOiNH9aqqjXVKQHPb66dXX3yEYVTPpAorxJ/6fs/PWvFt55x0pkpM7GjbnUratjOJdKVHw/DDnZ5Pzqt+S/8sOC9d/Y/HM+3f8RUdYoVkxdS9MaRUf9DhTVMQ+i9CQPlYtTdbLl0iaWnVlC4pklXM3PLGgLM4eT0Gg4Y5tNIL7hMMLMYWW6b5PJQJTtFrlfz8G8eBHmzRtRtMJMuFq3wT72dlFam7YP9QVUVWHbNiPLlrmn77x8ufD7V0iIztChLsaOdZGQ4CKsbN+mKCE5NwSOgC9EA9i+fTsvvPACNpuNdu3aERsby969e7ly5Qpt27blyy+/JMzrbHThwgWGDh0KQHJyMrGxsQVtJ0+e5IknniArK4umTZvSokULjh49SlpaGjExMcyaNYu6dev67H/+/Pm88cYbqKpKy5YtiYuL4/Dhw1y+fJn69evz5ZdfEhcXV+r3J50QUZFynbmsO7+WFWeXkZS6gix7VkFbsCmYQbHxDG88ioTGI6kbUvfuG6qilGvXsGxchzklGUtKMsbL6T7tar36OAcMwjFwMM6Bg9HqN/DPgVYAXYcLFxSfwrRjxwxFLqaEhup07arSvbv71q2biszEFTjks0J4SBYCh1yEqRykD1Q+5FwmPCQLlZumwc2bcOOGQna2ws2bCrduKWRnw61bSsHN+3l2duGy3FyFvLyKLRSzWnUsFve91crtm/uxxVK4zPPYbHY/dt+D2azfvi++zVMsZjK5n5vN7gIvs9k9gpB7eWG70Vi4vvuxXlA45r28shexVDQ5NwhvkofAIX0gUd6k/1M20tIU+vYNxeFQ+PDDfKZPd88tXmPSGCzbtuDs1YesRcvx/Ko6KXUFTyx/BIAvR89hRONR/jx8v6tueRAPR/JQeamayvb0rSw9s4jlZ5aRnnupoC3IGER8w2GMaTqOEY1HUcMa+dD7uzMLyrVrWFcmYl26CPPG9ShOZ8G6rmbNcdyevtPVsfNDdSg1DXbvNrB0qZnERBPnzxd+F7NadQYPVhkzxsnIkS4iIx/iDYoHIueGwCGFaLedOHGCDz/8kB07dpCXl0dsbCwjRozg+eef97kAA/e+CANw8eJFPvzwQzZu3MjNmzepV68egwYN4jvf+c5dp7Y5fPgwn332GTt37ix4zdChQ3nxxReJfsiKDOmECH9xqk62pW9h1blEVqYuJ+1mmk971zrdGN54FMMbj6JdzfYo1e0v1LqO8fgxLOvcRWnmrZtRbDafVVwtWroL0wYMxtmvP3pklJ8OtmLcvAl79pg5eDCIjRtVdu0yFJnOE6B5c5Xu3TW6dXMXp7VuLaOmVVfyWSE8JAuBQy7CVB7SByp7ci4THpKFiqOqcPWqQmamwo0b7tv16773WVmFj2/cgKwsBU0ru/5naKh+++b7OCTEfR8WBtHRZhTFgcWiExKiExQEwcGF98HBvs899+7iMinoqi7k3CC8SR4Ch/SBRHmT/k/ZePnlIObONdO/v4v58/NRFAj+8APC3noDLTSMG+u2oDVqDMClnIsM+aYf123XeaHjS/y+/x/8e/CVQHXLg3g4koeqQdM19mTsIvHMUpadWcy5W6kFbSaDiQExgxjbbAIjG4+hdkjtUu3jXllQbmZhWbUC67LFWFKSUez2gja1YSPso8dhHz0OV4+ePMxFQl2HAwcMLFtmYulSM2fOFH4vM5l0+vdXGT3axahRLurWrbblMJWCnBsChxSiBQDphAh/M5kMREaGsPnUDhJPuUdK23Nlt886sWFxDG88kuGNR9EvZkC5zEfud/n5mHdux7JxPeYNKZj27/MZflY3GHB16oxzYDyOAYNw9uwNQUF+PODy4X1usNs1jh0zsGuXseB2+nTRD6WwMJ0uXdyjpXXpotG1qypfBqsJ+awQHpKFwCEXYURFkD6Q8DfJwsPRdbhxAzIzDVy5onjdDGRmKj7Lrl1TSj0yWUiITo0aOhEROuHhEBHheawTEXHnc/ey8HCdsLDCorPgYPe0i/cieRAekgXhTfIQOKQPJMqb9H8e3uHDBoYMCUHXFVatyqVLFw3joYNEjRiM4nSS/dePsD3+JOAeTWjykrFsvbSZjrU7kzh5dfW8nvGAqlMexMOTPFQ9uq5z+NohEm9P33ns+tGCNoNioHf9voxpOo7RTcYREx57jy35KmkWlJxsLGuSsC5djCU5CSUvr6BNq1Ub+6ix2MeMxdl/kPvXWqWk63D0qKFg+s6jRwsL3BRFp1s3jdGjnYwe7aJpU7kOWdbk3BA4pBAtAEgnRPhbcVnIyL3M6nOrSEpdwfoLKeS78gvWDzWHER83lOGNRzKs0QhqBRc/ikZVp2TdwLx5k3sqz43rMZ084dOuBwXh7NEbx8BBOPsNwNWpi3sulCrufueG69dh9+7CwrQ9e4zFjpoWG6vRpYt6u0BNo2NHldDQingHoizJZ4XwkCwEDrkIIyqC9IGEv0kW7i07Gy5cMHDxolLk/uJFA5cvKzidJS8uUxSdmjV1oqN1oqLcN/djvB677yMjC++tFXS9UPIgPCQLwpvkIXBIH0iUN+n/PLzHHw9mzRoTEyY4+ewzG9jtRA0fjOnoYewjR3Prf7MKhqj94453+POudwk1h5E8bQNNI5v7+egrh+qUB/HwJA9V36kbJwuK0vZl7vVp61y7C6NvF6W1jG51z+2UKgt5eVhSkrEuX4olaSWGm1kFTVpEDRzDhmMfMx7HkGE87IXB06cVEhPNrFhhYvdu31HX2rRRGTXKxejRLjp00GSk8jIg54bAIYVoAUA6IcLf7peFfFc+Gy+sY1XqSpJSV5CRd7mgTUGhS52uDG00nIRGI+hYuzMGpXr+4cZw6SLmjeuxbHAXphkvp/u0a6FhuHr1xtFvIM7+A3B16AQmk5+OtvQe9Nygqu5fJ+zZY2TvXvf9sWOGIqMeGAw6rVu7R0vr2tVdpCZTelZ+8lkhPCQLgUMuwoiKIH0g4W+BnoWcHDhzxsDp0wbOnzdw4YK7wMxzf+tWyf56GxmpU6eORp06OrVr6173vstq1tQrddco0PMgCkkWhDfJQ+CQPpAob9L/eTibNxuZNCkEk0ln06ZcmjbVCf3tG4R89AFarVpcX78dvbZ7SrrNFzcyZck4NF3j42GfMbXlI34++sqjuuRBlA3JQ/VyPjuN5WeWsuzMEnakb0OnsGSkeWQLRjUZy+imY+lSp1uRa7gPnQWnE/PmjVgTl2JZsQzjlYyCJj0oCMfgIdhHj8MxYhR6VHSp3yNAerrCihUmli83sWWLEZer8G8XcXFaQVFar16qXHssJTk3BA4pRAsA0gkR/vYgWdB0jQOZ+1iVuoKk1JUcvLrfp71WcG2GNkwgodEIBsXFU8MaWY5H7ke6jvHUScwbUrBs3IB56yYMN274rKKFR+Ds3Qdn3wHuwrT2HR9qjvSKUhbnhpwc2L/fyO7dhcVp6elFP8xCQnQ6dFDp3FmjUyeVzp1VmjbV7zt1jqg48lkhPCQLgUMuwoiKIH0g4W+BkAWbDVJTDQUFZ2fOKAWPr1y5/3k+MlInJkYjNtZ9HxOjExurEROjUb++u8CsokYsK2+BkAdRMpIF4U3yEDikDyTKm/R/Sk/XYdSoEPbsMfLMMw7++Ec75i2bqDFpDIquc/OL2ThGjgbgav5VhnzTj8u56TzW+gk+GPKxn4++cqkOeRBlR/JQfV3Ju8Kq1OUsP7OUjRfW49AcBW31QxswssloRjcZR98G/TEbzWWbBU3DtGsn1uVLsSYuwXgutaBJNxpx9u2PffRYHCPHoMWUfPrQ4mRlQVKSuygtJcVEfn5hUVrNmhrDh6uMHOli0CAXISEPtauAIueGwCGFaAFAOiHC3x4mC5dz01mbtobV51ax/nwKOc7sgjajYqRn/d4MazSCYQ2H0zq6DUp1HRdV0zAeOYxl8wbMmzdh3rrZZyhacA9H6+zTt7AwrW37SlmYVl7nhvR0xWfUtL17i5/SMzxcp1MnlU6dNDp3VunUSaVRI12G1PUT+awQHpKFwCEXYURFkD6Q8LfqlIVbt+DwYSNHjhg4edJdaHb2rIHz55UioxR7q1VLo2lTjUaNdOLi3IVmnsKzBg00wsIq8E34WXXKg3g4kgXhTfIQOKQPJMqb9H9Kb9kyE889F0xIiM727bnUC7lJ1OC+GM+nkT/jKXL+8iEAuq4zI3Eaa9KSaB7ZgtXTNhBqfrjp4Kqb6pAHUXYkD4Eh23GLNeeSWHF2GavPJZHrzCloi7RGktBoJGObj2NKpwk4cinbLOg6xiOHsSYuwbp8GaYjh3yanR074xg5Gvuosaht2/EwFwHz8mDdOndRWlKSiayswm0FB+sMGuRi5EgXCQkqtWtLOc29yLkhcEghWgCQTojwt7LKgkN1sOPyNlanriI5LYkTN477tMeGxTG00XCGNBzGgJiBhFnCH/bQKy9VxXTkEOZNGzFv3oB56xYM2bd8VtHCI3D26o2zdz+cffri6tQFLBY/HXChijo3qCqcOmVg/34D+/e7C9MOHTJgsxX9shkZqReMmNapk0bHjipxcVKcVhHks0J4SBYCh1yEERVB+kDC36piFnQd0tIUDh92f28+fNjA4cNG0tLufs4OC9Np1kyjWTN30VnTpoWPa9SowIOv5KpiHkT5kCwIb5KHwCF9IFHepP9TOi4XDBgQyunTBl57zc7PfuYg/JWXCJo9E7VhY26s24we5r7G8Mn+D3lz8y+wGq2snJJCu1rt/Xz0lU9Vz4MoW5KHwGNX7Wy8sI7lZ5axMjWRq/lXC9qCTEHExw1lROPRJDQaSe2Q2mW+f8PZM1iXL8O6MhHTjm0oXmUtasNG2EeOxjFqLM5efcBkKvV+nE7Yts3IypUmVq40cf584Xc8RdHp3l1j5EgXo0Y5ad5cSmvuJOeGwCGFaAFAOiHC38orC+dupbLmXBLJ55LYdHEDNtVWuE+DiZ71ejOk4TDi44bSrlaHIvOSVyuqiungfvdoaZs3YN62FUNOts8qenAwzm49cPbui7NPP5zdeuCP8WL9eW5wueD4cXdx2r59RvbvN3L4sAGHo/jitA4dVDp2dBemdegg03qWB/msEB6ShcAhF2FERZA+kPC3yp4Fm839vfjQIff34UOHDBw5YuTWreJ/iRETo9GunUarVu7vxJ5is9q15ccbJVHZ8yAqjmRBeJM8BA7pA4nyJv2f0vniCzM//nEQNWtq7NiRS/ShzUROGIWuKGQtXomrdx8A9l3Zw5gFCTg1J38Y+D7Ptv+Wn4+8cqrqeRBlS/IQ2FRNZefl7SSeXcqKs8tIu3WuoE1BoUe9XoxsMobRTcbQNLJ5me9fyczEunollpWJWNatRbEVXj/WoqJwJIzEPnIMjvihEFr60S11HQ4fNrBqlbsobf9+31mqmjVzF6WNHOmie3e1Mk5iVeHk3BA4pBAtAEgnRPhbRWQhz5nHlksbWXMuiZTzyZy9ecanvXZwHQbHDWFIw2EMihtCreBa5XIclYbL5R4xbetmzFu3YN6+BcO1az6r6CYTrk5d3EVpvfvg7NkbPTKq3A+tsp0bHA44dsxTmOa+P3bMgNNZ9IpaaKhO+/bu4jRPkVrLltrD/Hgi4FW2PAj/kSwEDrkIIyqC9IGEv1W2LGRmKuzYYWT7diM7dhg5cMCAy1X0+67ZrNOqlbvorH17lXbtNNq1U4kq/25CtVbZ8iD8R7IgvEkeAof0gUR5k/7Pg8vLg169QsnIMPD739t44Vt2IkfEY96/l/ynniPnz38F3NPODfmmP+dupTK26QQ+H/EFivwSo1hVOQ+i7EkehIfRqHDBeYZZe79h+ZlEDmTu82lvGdWKkY3HMLLJaLrW7V72g4rk5mJZn4J1xTIsq1diuH69oEkPCsIxcDCOEaNxDB+JVrfeQ+3q0iWFlStNrFplYtMmo891xlq1NBISVBISXAwe7CIs7KF2VWXJuSFwSCFaAJBOiPA3f2Th7M0zpJxPJiVtDRsvbCDPVfj/gIJCp9qdiW84lPi4YXSr2wOz0Vwhx+U3uo7x5InbhWmbMW/bgvHSRd9VFAW1dVucPXvj7NkLZ8/eaA0bPdS86cWpCucGh8M9QsSBA+6LdAcOGDlyxEB+ftF/i6AgnTZtCi/UtW+v0ratFrBfIh9UVciDqBiShcAhF2FERZA+kPA3f2ZB1+H0aYXt200FxWdnzhQ970ZHa7cLzdzFZu3ba7RooWGxVOjhBgQ5NwgPyYLwJnkIHNIHEuVN+j8P7oMPLLz9tpWGDTU2b84lYuFMIl55CS08guvb9qLXro2u63xn9XMsPDWfuPCGJE/bSGSQ/ELjbqpyHkTZkzwIjzuzcDH7AitTl7PibCJbLm3EpbkK1q0TUpcRjUczqslo+scMIsgUVLYH43Jh3rkdy+0pPI3nUn2anV264hg+CvvwUajtOzzU9dHsbFi71sSKFSaSk03cvFm4LYtFp29fleHDXSQkuGjUKHBKcOTcEDikEC0ASCdE+Ju/s+BQHey4vI2UtGTWpq3h8LWDPu3hlgj6xwxkUFw8g2IH07RG8+r/qyZdx3A+raAozbxtC6bTp4qsptath8urMM3VviOYH65oz995KC2XC06dMnDggIGDB40cPOguUMvJKZoVRdFp3Ng9elr79oUX9urXl6mL7lRV8yDKnmQhcMhFGFERpA8k/K0is+BwwIEDhoLRznbsMHLtmu95VlF0WrfW6NlTpVcvlZ49VeLi5LtpRZFzg/CQLAhvkofAIX0gUd6k//Ngrl+HHj3CyM5W+PjjfKaOukl0n64YL6eT88Zb5H//BwDMPPIFP1z3PYyKkSWTVtKjXi//HnglV1XzIMqH5EF43CsLN+1ZJKetZuXZRNacW02OM7ugLcQUSnzDoYxoPIphjUaU/UxXuo7x6BGsKxOxJK3AvGe3T7MaE4sjYQSOEaNw9BsIQaUvinM6Yds2I0lJ7tHSUlN9vxe2bu0eKS0hQaVHj+o9haecGwKHFKIFAOmECH+rbFnIyL1Myvlk1p1PZt35tVy3Xfdpjw2LY2DsYAbFxTMgdnD1n8bzNiUjA/PO7Zh3bMO8cxumA/tRnE6fdfSQEJxduxcWpnXviR5R44H2U9ny8DA0DVJTFQ4eNHLokIHDh933ly8X/8HqPeqEZ+S0Fi00rNYKPvBKpDrlQTwcyULgkIswoiJIH0j4W3ln4fx5hdWrTaxebWLLFmORkXutVp2uXdWCwrPu3VUiI8v8MEQJyblBeEgWhDfJQ+CQPpAob9L/eTBvvmnlk08stGunkpycR9if3ib0vT+gNmzM9c07wWrl+PVjDJ83iHxXPr/q/Rte6fqavw+70quqeRDlQ/IgPEqaBYfqYPPFjaw4u4xVqStIz71U0Kag0L1eT0Y0HsXwxqNoFdW6zAcUMWRcxrJ6FZakFVjWp6Dk5xe06SGhOAYPwT5iFI5hI9Br1y71fjyj2CclmUhKMrF9uxFVLXwvUVE6Q4e6GD7cRXy8ixoPdgm20pNzQ+CQQrQAIJ0Q4W+VOQuqpnIgcx/rL6Sw4cI6dqRvw6E5fNZpX6sjg2LjGRg7mN4N+hJsCvbT0Vaw/HzM+/Zg2rHtdnHadgxZWT6ruKfzbIOzWw9c3Xvi7N4TtXkLMNz9g6Uy56GsZGYqHD5s4PBhA4cOGTl82MDJkwafL5MeJpNOixYabdpotG2r0batSps2Gg0aBMYIFYGQB1EykoXAIRdhREWQPpDwt7LOgssFu3YZSUoysmaNiWPHfH8eGx3tHu3MU3jWsWNg/9ihspFzg/CQLAhvkofAIX0gUd6k/1Ny588r9OkTisOhMHt2HsNapxHdpytKfj43P/8Cx7iJ5LvyGTkvnqPXjzAoNp454xZiUOT/4fupinkQ5UfyIDxKkwVd19mfuZdVqStISl3Jwav7fdobRjRm5O2itD71+2E2PtxMTkXk52PZtB7LqpVYklZgvJxeeGyKgqtrdxwjRmEfOvyhp/DMyoKUFHdRWnKyiayswm2ZTDq9eqkMG+Zi2DCVli21Kn/dUM4NgUMK0QKAdEKEv1WlLOQ6c9mevpX151NYfyGFI9cO+bRbjVZ61u/DoNjBDIwdTIdanTAaqvEYqd40DePJE5i3b3UXpu3YhjH1bNHVakTi6toNZ7ceOLv3xNW1G3pkVEF7VcpDWbLZ4PjxwsK0Q4cMHDli5Nat4r811qih06aNers4TaNNG3eBWlhYBR94OQvUPIiiJAuBQy7CiIogfSDhb2WRhWvXFNaudReepaT4/jHSaNTp0UNl2DD3HyTbtKn6f4yszuTcIDwkC8Kb5CFwSB9IlDfp/5Tc978fxJw5Zvr3dzF/fj4RL3+boHlzcPTuy83FK0BR+PG6H/DFkX9TO7gOKY9soU5IHX8fdpVQFfMgyo/kQXiURRYuZl8g6dxKklJXsOniBuyqvaAt3BLB0IbDGN54FEMbJhAVFF1Wh+6m65gO7MOyagWWpJWYD+zzaVbrN8AxbDiOYSNwDBwMoaGl3pX3jxBXrzZx/Ljv9ee4OI2hQ10MG+aiXz/1YXblN3JuCBxSiBYApBMi/K0qZ+FK3hU2XljH+gsprD+f4jMULECEpQZ9Y/rTv8EA+scOonV0m4D6dZRy5Qrm3Tsx79qBafdOzPv2oOTlFVnP1bJVwahpWq+e1OjdnRu3bFUuD2VN1+HSJYUjR9xFaUePGjhyxMCpUwZcruKvJDZsqNG6tUbr1iqtW2u0auWe3vMhpqf3q6p8fhBlS7IQOOQijKgI0gcS/la6X/zC4cMG1qxxT7m5e7cBTfOdnmHIEBcJCe7pGaKi7rExUanIuaEa0/XCm6b5Pve6Kbq7zWhUiKoRQtaNHFxO1Wsbd2zr9nKFosuKfX6Pxwq6736KW/fOZd7L71ynmHaffZTwNSV6XKSNu7fdZZlS5EX3ef29lpf2NXdhNCqEhwWRnZ2Pqj7A60vzJ/qKek1FKsXxabFxqC1alsPB3Jv0gUR5k/5PyRw5YiA+PgRdV1i1Kpce+g6iRg4B4EbSOlydu7Lk1EK+lfQ0CgrfjFvEoLh4Px911VHV8iDKl+RBeJR1FnKcOWw4v45VqctZfW4VV/MzC9qMipEe9XoxrNEIhjceWT5TeF66iCVpJZY1q7BsXO87hafFgrNvfxwJI7APG4HWpOlD7Ss1VSE52cSaNSY2bzZisxW+F6tVp29ftaAwrWnTSv7d/TY5NwQOKUQLANIJEf5WXbKg6zqnsk6y4XZR2uZLm8h23PJZp1ZwLfo1GEi/mAEMiB1I0xrNy/xLTqXmcmE6ehjTzh0FxWmms2eKrhcejrNzF5ydu+Hs0g1X125o9Rs81PC11YndDidPuovSjh413i5UM5CRUfwHtsGg07SpuyitdWv3NJ+tW2s0aaJhLuMRictadTk/iIcnWQgcchFGVATpAwl/e5AsnD+vMG+emW++MXP6tO/5sW1bleHD3X9U7NZNwxgggzFXN349N+g6qCo4nShOBzhdt+8Ln+NwoKgu9zJVdf8M2+m8vcwFLldBO6qK4nS619FUFJcLVM29jqa691XQdvu56nK/TlXd695ez/1cBV0DVSt87mnXtNvP9dvr3F7mud1+HZpWuFz3vMZd+OVefvv1nmKx2zdFv7284LX4FJMp3q8ppthMkT+TClElXd+2B7Vp8wrdp/SBRHmT/k/JzJgRzOrVJsaPd/Kvz/KJHDcC845t2KY/RvaHn3Il7wr9ZnXnpj2LV7v+iF/2/rW/D7lKqWp5EOVL8iA8yjMLmq6xJ2PX7Sk8V3D0+hGf9rjwhgxrNJzhjUbSN2YAwabgMt0/+flYtmzEsnoVljVJGNPO+TS7mrdwj5SWMAJnrz5gsZR6V3l5sGWLe9T8NWtMpKX5frds0kRj2DAXQ4e66NtXrbSDV8i5IXBIIVoAkE6I8LfqmgWX5uJg5n42XtzA5osb2J6+lTyX72hg9UMb0D9moPsWO5C48IZ+Olr/Ua5exbxnJ6ZdO92jp+3djZKTU2Q9tW49XLeL0pxduuHq3AW9RmTFH3Aldu2awvHjBo4eNXDsmIHjxw0cO2b0mabJm9ms07y5uyitZcvCW5Mm2sN83y1T1fX8IB6cZCFwyEUYURGkDyT87X5ZyMmBZctMfPONmU2bTAXLg4N1Bg50T7c5bJiLmBj5M0yVpuuQn4/ZkU+k1cDNy9dQc/JQbPkodjuKLR/ybSh2G4rNBrZ8FO/ndhuK3e4uFLPbURwOcDp8luFwoDjscLtdcTjA5QSHs7DgTP6cVyXpiuL+sZb3De7+3P3E/bo7lxe55y7LlTt+IObbrt9te6VZdudjnwO7x6I7XqMX94O2O5fd73lJ17mfe72mmDYFMBoNqJp+r3Hb7rbBB35Fhf34rxL/yFCNi+PWJ/+GkJAK3a/0gUR5k/7P/W3damTChBCMRp3Nm3Npc3A+Ed9+Bj0khOtb96DVb8D3k7/DnONf06l2F5ZPXoPZWMl/4VvJVKU8iPIneRAeFZmFtFvnWH1uFWvOrSoyhWewKZgBMYMY1mgECY1GEBMeW7Y713WMJ47fLkpbhXn7VvePrW7TwsJxDh6CY8gwHEMT3INzlH5XnDplYM0ad2Hatm1GnM7C7+DBwTr9+qnEx7sYMsQ9Wlpl+You54bAIYVoAUA6IcLfAiULDtXBniu72XxxA5subGDn5e04NIfPOg0jGtO3QT/6NuhP3wb9aRjRyE9H6z8mRSfqchq5KRsx7NyJae9uTEcP+3wh83A1b4GrSzecXbvh6twVV7sOVNoyfj/RdcjIUDh2zFBwO37cyLFjBnJzi/9maTK5R1DzLk5r2VKjWTON4DL+Qcj9BMr5QdyfZCFwyEUYURGkDyT8rbgsqCps3mxkzhwziYkm8vIKv6v17+9i+nQnY8e6CAvz11EHOF0Hmw0lOxtDzi2U7GyUnBz3fbbn+e1luTkoeXkoebm3770e5xY+Jj+vUhaB6UYjWCzoJjNYzOhGE5jNYDKhm0xgMoHJfPuxsfCx0YRuvt1uvL2u0QBGExiN7ucGI5iM7n3cXo7JhG403G4zgcHgbjcYwWAA453Pje7tGQyFz28/1g2Fj903xf1axXDHcgO6UrgOiuLbhu/zggIsg+J+nWd9RfF9fPu+YJ2CG0Vfoyju/Xg9N5mNREWHcSMrD5eq373QTAQE+d4QOKQPJMqb9H/uTddh9OgQdu828vTTDv70u5tE9++BMe0cuT/5OXk/+Tnb0rcyfuEIFBRWTllLl7rd/H3YVU5VyYOoGJIH4eGvLOQ6c9l0cQOrU92FaZdyL/q0t63ZnoRGIxjWaATd6/bAaCjbIeiVm1mY16dgXb0KS3IShqtXfdpdbdrhGJqAY8gwnD17P9RoaTk5sGGDieRkd2Faerrv986GDTXi413Ex6sMGOAiPLzUu3pocm4IHFKIFgCkEyL8LVCzkO/KZ+fl7Wy+uIGNFzaw98puVN232Co2LI4+twvT+sT0o0lE02o/lWexecjLw3TwAOa9uzDt3Y15z26M51KLvFY3mXC1bourcxdcnbrg6tQZV5t2YLVW7JuoAjQNLlxQCgrTTpwwcPKkexS1uxWoKYpOo0Y6rVpptGih0rKlRvPm7ltkZPkcZ6CeH0RRkoXAIRdhREWQPpDwN+8sHD0K33xjYu5cM5cuFZ7/mjbVeOQRJ1OnOomLkz+3lAlVRbl1E+XGDQw3s4q9V25mYcjKQsm64b7PuV1glp3tnmayvFitaEHB6FYrBAWjBwehBwWD1Yp+l+dYg9DNZvcyixXdagGLFd1iKViG1eJu8zw2W24XmZl8is0wm91tZrO7WEr4hXxOCG+Sh8AhfSBR3qT/c2+JiSaefTaYkBCd7dtzaTznPcJ+/xvU+g24vmU3rmArw+YO5Mi1QzzZ9lneG/yBvw+5SqoqeRAVQ/IgPCpDFnRd58i1w6w+t5LV51axO2Mnml54LFHWKAbHDWFIwwTiGw6jTkidsj0ATcO0bw+W5NVY1q7GtGe3z4/WtLBwnAMGFRSmabFxpd6VrsORIwZSUoykpJjYvt2Iw1F4TdBk0unRQ2XIEPeIae3baxX6J4LKkAdRMaQQLQBIJ0T4m2TBLceRzY7L29hycTObL21kf+ZeXJrvhY56ofXp26AffRr0p1+DATSLbF7tCtNKmgfl2jV3Ydqe3Zj37MK0fy+Ga9eKrKebzbjatncXpnW+XZzWuq37AosoQtfh0iX3FJ8nTxo4ccJdnHbixN2n+ASoXVujRQt3UVqLFoWPY2P1h/qSKucH4SFZCBxyEUZUBOkDCX/LyTGwYkUon3+usmdP4a9qa9TQmTjRySOPOOnWTZOBj+5HVVGuX8dwNbPgply76n6cebVw2dVMDNevY7iZ9dC71BUFPSwcPSwMPTzcfQu7fQsPRwsLg9Aw9JCQ27fQO+59lxEagjE8jKhaEXJuEPI5IXxIHgKH9IFEeZP+z925XDBwYAinThl57TU7P3/uAtG9u2DIyebWh59in/4Y/9z/Mb/a/DOirFFsnbGH6KCa/j7sKqkq5EFUHMmD8KiMWbhuu8batDWsObeK5LQ13LRn+bR3qt2FoY0SGNowga51upf9aGnXrmFZv9ZdmJaypuhoaa1a4xiSgGNoAs5efR5qMI7cXNiyxcjatSZSUkycOeP7nbRWLY3Bg91FaYMGqdSpU77lQJUxD6J8SCFaAJBOiPA3yULxcp257Ly8na2XNrHl0mb2ZOzCqTl91qkdXIe+DfrTq35vejXoS9vodmX+haeilToPuo7h4gVM+/Zi3r8X0+2b4caNoqtarbjatcfVsfPtWydcrdrIyGn3oOuQmal4FaYZOHXKfbtzGF9vQUE6zZoVjpzWvLl7is9mzbQSDe8r5wfhIVkIHHIRRlQE6QMJf7l4UeGTTyx89ZW5YBRao1Fn6FCV6dOdDB/ukpnmATQN5do1jOkXMaSnY7h0EUP6JYzplzBcuoThymUM166iXLtWqqkttdAw9Kgo9BqRaHfeR0aiR0ahR0ai1YhEj4goKDLTw8PdxWNl/HNgOTcID8mC8CZ5CBzSBxLlTfo/d/fll2Z+9KMgoqM1du7Mpf5vXiH4y//i7NyFrJUpZORfoe+s7mQ7bvHe4L/xZNtn/H3IVVZVyIOoOJIH4VHZs+DSXOzO2MXatCSS09ZwIHOfT7v3aGlDGiZQO6R22R6ApmE6sA/L2jVYkldj2r0TRSv8d9JDQnH0649z8BAc8cNQmzXnYX7VmJqqkJJiIiXFyMaNpiIzKLVrpzJokMqgQS5691YJDi71ropV2fMgyo4UogUA6YQIf5MslEyeM4/dGTvZcmkTWy9tZnfGTuyq3WedcEsEPer1pFe9PvRu0JfOdboSbCrjbwHlrEzzoOsY0s5hOrAP8769mPbdLk67dbPoqiYTaqs2ODt2wtWhI64OnXG1aw9hYQ93DAEgJwdOnXKPoOZ9f+aMwWdI3zvVrl1YmNa0qUazZjrNm2s0aqQVTHcv5wfhIVkIHHIRRlQE6QOJinb8uIEPP7Qwf74Jl8v9/ah9e3j0UTsTJzrL/RellY2Sk43h7FmM51IxXjzvLi5Lv4gxPR1D+iUM6ZdQnM77b4jbI5RFR6PVqu2+1ayFXqtW4fPbN71mTbSoaPQaNSrd6MhybhAekgXhTfIQOKQPJMqb9H+Kl5cHvXqFkpFh4He/s/Hd/nuJGtofRdO4sWQVrt59+O6abzPvxBy61unG8inJGBT5f7W0KnseRMWSPAiPqpaFjLwMUtLWkHxuNesurC0yWlrn2l0Y0iiBIXEJdK3bDZPBVKb7V25cx7I+BcvaNZjXrsF4JcOnXY2NwzF4CI74oTgHDEKPjCr1vhwO2LXLyNq17mk8Dx70HQjFatXp1ctdmDZ4sIt27R5+Gs+qlgdRelKIFgCkEyL8TbJQOjaXjb1XdrP10ma2p29l5+Ud5DizfdYxG8x0rtOVXvX70Kt+H3rW60VUULSfjrhkyj0Puo4h9eztUdP2YTp4ANPBfcWPnKYoqM2aFxamdeiIq0NH9GgZfr0kVBXS0hSf4rTTp923K1fu/uXCYNBp2NAzkppOhw5m6tWz0aiRi9hYHWPVHvRPlJJ8VgQOuQgjKoL0gURF2bHDXYC2cmVh4VO/fi5efdXF1KlBZGVV0yzoOoYrGe5is9QzGFPPum/nUjGeO1tkWoliN6EoaLXroNVvcPtWH7VBjPtx3Xrutlq10aOjwVS2f9itaHJuEB6SBeFN8hA4pA8kypv0f4r3t79Z+P3vrcTFaWzZnEOdGROwbFyHbfwksv/1P7Ze2syERaNQUFg1NYXOdbr6+5CrtMqeB1GxJA/CoypnwTNaWvK5JJLTVnPw6n6f9hrWSAbEDCK+4VDi44YSGx5XtgegaRiPHMaSkoxl3VrM27egOBwFzbrBgKtLVxyDh+IYPBRXt+4P9feTzEyFjRuNrF9vYv16I5cuFZ3Gc+BA92hpgwapNGjw4KVDVTkP4sFIIVoAkE6I8DfJQtlwaS6OXjvMtvQtbE/fxrb0LVzJyyiyXuvoNvSq35ce9XrSo14vGkc0QXmIYVrLml/y4JnW88B+TAc9twMY0y8Vu7raIAZX+w7u6T3bdUBt3wG1cdMyn6KnOrt1C86cKSxM877dOdSvN7NZp1EjjSZNdJo21Wjc2D2aWpMmGnFxUqRWnclnReCQizCiIkgfSJQnTYM1a4z8/e8Wtm93/4FPUXRGjXLx/e876NZNqz5ZyM3FdOIYxmNHMR07ivHs6YKCMyU//54v1aKjURs3QY1rVFhs1qABav0YtPr10erWo2CY3Gqu2uRBPDTJgvAmeQgc0gcS5U36P0VlZUH37mHcuqXw0Uf5zIhYSo0nH0G3WLi+eRf22BiGzR3A0etHeLrd8/xp0F/8fchVXmXOg6h4kgfhUZ2y4D1a2voLa8m6Y7S0FpEtC4rS+jToT4g5pGwPIC8P87bNBYVppuPHfJq18Aic/QfiiB+KY+BgtCZNSz2Np667Z0pav97IunUmNm82Frm216KFysCBKgMGqPTr56JGjftvtzrlQdybFKIFAOmECH+TLJQPXddJvXWW7elbC26nsk4WWa9WcG161OtVcOtUuzNBpiA/HLFbZcqDkpnpU5hmPrAPY+rZYtfVQ0JxtW2Hq93tArX2HXC1aQehoRV81FWbrsOVK0rB6Glnzhi5cMHMsWMaqanKPaf6NJvdI6l5CtQaN3YXqDVu7C5Ss1or8I2IMleZzg2ifMlFGFERpA8kyoPTCQsXmvjwQwvHjrmr481mnenTnbz8soPmzQv/ZFLlsmCzYTx1EtOxI+6Cs+NHMR09ijEt9a4v0Q0GtNg41EZN3AVnjZugNm6M1rgJaqPG6BEl+AtkgKhyeRDlRrIgvEkeAof0gUR5k/5PUZ7R0Nq0UUlJuknNwb0wnT5F3vd/SO4bv+Uf+z7k11t+Qc2gmmx5fHeln2WkKqjMeRAVT/IgPKprFlRNZV/mHlLSkkk5n8zujJ1oeuH7sxqt9Krfl/i4oQyOG0Lbmu3KfNAQw6WL7pHS1iVjWZ9SZGYoNa4hjoGDcQ4cjKP/IPTatUu9L4cD9uwxsm6de8S0vXsNaFrh+zEYdDp10ujf38WAASo9e6qEFFOHV13zIIqSQrQAIJ0Q4W+ShYqTmZfJjsvb2J6+lV2Xd3Agcx8OzeGzjtlgpmPtzl7FaT2pF1q/wo6xsudByb6F8fBhTIcPYDp8CNPhg5iOHkGx2YqsqysKapOmqJ7itDbtcLVpi9awkYyeVkLeebDbNS5dUjh71sCZM+5baqpy+95wzyI1RdGJidELCtQaN/Z+rBERUYFvSpRKZT83iLIjF2FERZA+kChLubkwc6aZTz6xcOGC+/wVFqbz1FNOXnzRQf36Rf9UUmmzoOsYLpzHtG8PpqO3i86OHcF45jSKVvxxarXr4GrdFlfr1qjNWhQUnWlxDcFsLvY1wlelzYOocJIF4U3yEDikDyTKm/R/fDmd0L17KOnpBv72t3yezf47Yb/8KVqt2lzfvpd0Qy59vu5GrjOHv8Z/xONtnvT3IVcLlTUPwj8kD8IjULJw057FhgvrWXc+mZS0ZC7knPdprxtSj8FxQxgUF8/A2HjqhNQp2wNQVUwH9t0uTFuLedcOFKfTZxVXuw44Bg7GMWgwzl59H2qgjaws2LTJxMaNRjZtMnLypO90RhaLTo8eKv37qwwY4KJLFw2zOXDyIKQQLSBIJ0T4m2TBf2wuGwcy97Pz8nZ2Xt7OjsvbuJqfWWS9uPCG9KjXk+51e9K1bnfa1+qIxVg+0+RUyTy4XBjPnMZ0qLA4zXjoIMYrRadGBdBCw1Bbt3GPoNamLWrb9rjatEWPkl/W3amkeVBVuHRJ8SpQcxeppaYaOHfOQF7evX9JEh3tLk5r2FCjUSONhg312/caMTG6XEOtBKrkuUGUilyEERVB+kCiLGgazJlj4ve/t5KZ6T5v1a6t8cILTp55xnHPKQcqSxaU7FuY9u7BvGcXpj27MO/ehSHzSrHrapGRuFq3RW3VBlfrNqht2uJq1Qa9Zs0KPurqp7LkQfifZEF4kzwEDukDifIm/R9f8+ebeOmlYGrX1ti79jz1B3TGkJVF9p8/wPbUs3xn9XMsODmPbnV7kDh5NQZF/v8sC5U1D8I/JA/CIxCzoOs6p7JOkpK2hpTzyWy5tIl8V77POm2i2zEoLp7BcfH0rt+v7KfxzM3FvH0LlvXrsGxYh+nwQd9jtFhw9ujlHi1t4GBcnbqAyVTq3aWnK2zcaGTjRndx2qVLvp+toaE6ffqoDBqkMnaslbj/Z+++w+Oorj6Of2eLeu9Wsdx7r4BtTAkdgqnB9F5CD4QQQguJIQn1pcUECAnghF5iTHfBFffeuyVZvXdtmfePlWTJkm1ZlrUr6fd5nn1mNHNn5q58vNqzc/belHLch/hCpHQOKkTrApSEiLcpFnyHaZrsLdlTX5i2PGsZmws2NhouFjxDxg6JGcaY+LGMih/D6PixpIR2b5NhYztTPBg5OZ4R0zZuwLZ5I9bNm7Bt24JRU9Nse1dCN1yDBtePnOYaOAhnn34QGNjOPfcdbREPddN9NixOq3vs3WuQl3f4NzpWq2c0tbrCtNTUxgVrMTEmbTxisjSjM702yOHpJoy0B+VAcqxWrbLwyCMBrFrl+UZnaqqbu+6q4Ve/chDQglnuvRILTifWLZsPFJ2tWoF16xaMgz7KMW02nIM8U827BgzE2d9TdOaOT0Bveo4PvTZIHcWCNKR46DqUA8nxpvznANOEs84KYs0aKw89VM0TRfcT9I+/4xw4mMI5C1mYtYiLvzwfi2Hh+0vnMSx2hLe73Gn4YjyI9ygepI5iwTNoyNLMJcxLm8P89Hmsz1vbaL+fxY9x3U5gcvKpnJx8CsNiR2C1WA9xttYxcnPxW/gT9vnz8PtpLtb0xiO2ucPCcZw0AcfEk6mZOBnXgIGtnvnJNGH3boP58z1FaYsWWSkoaHyuiAiTE090MnGii5NOcjFwoFsTTXUyKkTrApSEiLcpFnxbaU0Jq7JXsjxrKauyV7AyezmF1YVN2sUExjYqTBsZN4oQv9Cjvl6njweHwzN62uaNWDdtxLZ5I7bNm7Du29tsc9Ni8Uxv1H8gzoEDPcv+A3H16Qt+x2dUOl/SHvFQVga7d1vYt89TmOZZWti3z7NeXX34G66BgSYpKW5SUg4sU1Pd9evR0SpUawud/rVB6ukmjLQH5UDSWjk5BtOm+fPf/3qGSw0JMXnggWpuucVxVG/N2iUWysvx+3kR9kULsa1cjn3taoyKiibNXCndcYwag3PUGM9y2PAu/UUIb9Brg9RRLEhDioeuQzmQHG/Kfw74+Wcrv/xlEP7+Jms/XU+/KaMxnE6KPv6SiokTOfWjk9hWuJUbh9zCX05+3tvd7VR8MR7EexQPUkex0FReZR4L0ufxU9pcfkqfS0ZZeqP9kf6RTEyeXF+Y1iO8Z9t2wDSx7N6F309z8Zs/D/vC+ViKixo1cUdHUzPhZBwTT8Yx6WRcvfq0+suLbjds3GipncbTxs8/2ygra9wmKsrNiSe6mDDB8+jfX4VpHZ0K0boAJSHibYqFjsU0TXaX7GJl1nJW5axgZdZyNuSvx+l2NmpnYNA/agCj4sYwIm4UI+NGMTB68BGn9Oyq8WCUlmDdvNlTmLZpg2f0tC2bsBQVNdvetNlw9epdPzWSc4CnSM3Vq/cxDY/ra7wdD273gdHU9u0zagvUPAVre/dayMoyMM3Dv7kOCmpcqJacXLf0bIuNNfWGuQW8HQvSfnQTRtqDciA5Wg4HvPWWneee86e01PO3/1e/cvDoo9XExx/9RyHHJRbcbmzr12KfNwe/n+ZiX/Zzk5F43SGhOEeOxjG6tvBs5GjM+Pi2ub60ml4bpI5iQRpSPHQdyoHkeFP+c8ANNwQwa5adq66q4e28Kfh/9w3VZ55Nyfsf8drql/njkkeJCYxh8dSVRAREeru7nYovxoN4j+JB6igWDs80TXYW7eCndE9R2qKMBZTWlDRq0z00lUnJk5mYdDITkycTH9TGn/O4XNjWrcG+cIFn1LSlS5p80dGV0M0zWtqkyTgmnow7pXurLmWzWQgNDWbu3Ermz7ewaJGVpUutVFQ0vg8XHd20ME0DQnQs7VKI9s033/CLX/wCu93emsPlGCkJEW9TLHR8lc5K1ueuY1XOclZmrWBVzgrSSvc1aedv9Wdw9BBGxI1iRNwoRsWNoU9kXyzGgT80iocGTBNLTjbWLZuxbd3sWW7ZjHXrFiylJc0fYrfj6t0HV9/+OPv1x9WvP85+A3D17kOL5onyMb4eD9XVkJFhkJZmqX14RlGrW2ZlHflNlJ+fSWKipzgtKcmsLVDzFKwlJXm2+fu3w5Pxcb4eC9J2uspNGOVA3qUcSI7G3LlWHn3Un+3bPdMejBjh4umnqxgzpvX/hm0VC5b0NE/R2bw5+C2Yh6WgoNF+V3IKNSefgnPcCThGjcHVtx9Y23b6Bjl2em2QOooFaUjx0HV4OwdSbtL5Kf/x2LvXYPz4YNxug0WvLuakuyZg2mwUzl9KWkIQJ/1nDBXOcl4+7e9cMeAqb3e30/G1eBDvUjxIHcXC0XG6nazKXsn82sK0ldnLmwwU0j9yAJOSJzMp+RROSpxAuH9E23aipgbb6lWeorSF87EvX9rki5Cu7j2omXQyjgmTcJw0EXdiUotO3Vw8OBywZo2FxYttLFpkZdmypoVpMTFuxo93ceKJnsegQW59/OXj2qUQbcCAAURERHD++edz0UUXMXjw4NacRlpJSYh4m2Khc8quyGZV9grW5KxkVfZK1uaupqi6qEm7EHsow2NH1I+aNiZxDMO6D6SoqELxcCimiSVzP9Ytm7Bt2YJ1q6dQzbZlC0ZF86/npsWCK7UHrn79cfUbgLNvP1z9B+Dq2w8z5OinUG0vHf31oa5QzVOcdqBALT3dICPDQmamgdt95K9pxMd7CtKSktwkJh4oUKtbdoVR1Tp6LEjLefsmTHtRDuRdyoGkJfbsMXj8cX++/dZzUzYmxs2jj1ZzxRXOY/6729pYMEpLsC9aiN9Pc7D/NBfbju2N9rtDQnFMnETN5FNxTD7N82UEfSXU5+m1QeooFqQhxUPX4e0cSLlJ56f8x+Oxx/x54w0/TjnFybd+F+D//bdUXn0dZS+8wi3fXc+XOz9jbMJ4Zl70XaMvTkvb8LV4EO9SPEgdxcKxKaspZWnmEuan/8TCjPlsyFuHyYGSHYthYXjsCCYmTWZS8mTGJZxAkD2obTtRWYl9xTLsC3/Cb8F8bKtXYrhcjZq4evSk5qSJOGof7uSUZk/VknioqfEUpi1a5ClMW77cSmVl48++wsJMxo93ccIJLk480cnw4W70nQvf0i6FaGeeeSb79nlGzjEMg379+nHxxRdzwQUXEBUV1ZpTylFQEiLepljoGuqm9FyTs4rVOatYk7OK9blrqXBWNGkbExTD0JjhDIsZwbDYEQyPHUFKaHcM3UQ7PLcbS0Y61u1bsW3d6llu24p125ZDTvEJ4EpMwtWnH64+fTwFan364erT1/MNBS//zjv764PDAZmZnqK0tDSD9HRL/QhrdcVqB7+Bbo7dbtKtm2c0tcTEA8ukJDfdupkkJrqJjPT6P+cx6eyxIAd4+yZMe1EO5F3KgeRwysvh5Zf9eP11P6qrDaxWk5tvdvDgg9WEh7fNNY4mFoyiQvy//gr/zz/BvmgBhvPAN11NiwXnqDHUTD6Vmsmn4Rw9Bn2y1vHotUHqKBakIcVD1+HtHEi5Seen/AdKS2H48BDKygw++tsWLntoIKZhULhkJXPsaVw280IshoUfLpvP0JhhXu1rZ+VL8SDep3iQOoqFtlVQlc+ijAUsSP+JBRk/sbNoR6P9fhY/xiSMY0LSJCYkTmJ0wlj8rW07JY9RVop96RLsC+ZjX7wA27q1GO7G/7au7qk4TppYX5zm7p4KtC4eqqth7VoLP/9sY/Fiz4hpZWWNb4YFBZmMHn1gxLRRo1wEBrbN85XWaZdCNIDVq1fz+eef8+2331JSUoJhGFitVk499VQuvvhiJk+ejKWzD/XhJUpCxNsUC12X0+1kW+HWRsVpm/I34HA7mrSN9I9kaG1R2vBYT4FaalgPFae1hGli5OZi27YF67atnuX2bVi3bsGak33ow4KCcfbug6tvX1y9++Lq2w9nn364evWGoDb+xsQhdPXXB9OE/Hyjviht/35Psdr+/Z6fMzIMsrNbNqpaQIBZX5TWrVvjIrXERM++6GjfHVmtq8dCV+LtmzDtSTmQ9ygHkuaYJvzvfzaeeMKf/fs9//cmTXLy9NPV9O/ftv9eR4oFo7QEv29m4f/lZ/jNm4PhOPD+2NmzF47awjPHxEmY4RFt2jdpf3ptaJ5pmpiYuNwuXKYLt+nGXbv0/GziMl2Yprt2nxs3B9Y9281DbHdjYjZaumuvZ5puTNOsP8Y0D7Qz65cm7tpl/c+1+6g7b92+g9o1XDZ8nqZpYlggKMiPsooqXC534/21bWjmuPpzYVL36ezB5z94G43WD95Hs8c0/GZ9w4+BD25b26DJ/oM2H/J8Tc7VzM8tOqaZj6pbct5mO9vCYw718fhhr3MIFouBn5+N6moH7qP42L01H9G3pn+tcQy3D9pFcmh37hxxD1ZL+87j4ws5kHKTzk35D0yfbufxxwPo18/FmuHXEPjxf6m+YAp5/3iLUz48kR1F27l56G08PelZr/azM/OleBDvUzxIHcXC8bW/LKO+KG1B+k9klu9vtD/AGsCYhHGclDiRiUknMzJ+dNsXppWWeArTFi/yFKatXdN0xLTkFBwnTcQ1cRLB555JYWQ8TlfrcgenEzZutLBkiZUlS6wsXWqloKDx+1g/P5MRI1yMH+95jB3rIjKy1U9RWqHdCtHq1NTU8OOPP/LFF1+waNEiXC4XhmEQHR3NL3/5Sy6++GL69OlzrJeRBpSEiLcpFqQhJzWk1+xi4c4lrM5ezdrcNWzO39hscVq4fwTDYoYzLHYEw2KHMzRmOL0iemvo9KNgFBVi3bEd647t2LZv8xSo7dyOdfeuRqNtHMyVnIKrd5/6h7N3H1y9+uBO6U5bTryu14cjczggK6v5QrXMTIP9+w3y8lr2f8LPzyQhwSQhwVOklpBg0q2bZ71bN5P4eM96QMBxflLNUCx0Hb5wE6a9KQdqf8qB5GBlZfDb3wbw6aee0cS6d3fzxz9Wc+65zuMyomizsVBejv8P3+L/xWf4zf4eo7q6vr1z4GCqL7qE6l9OwdVLrwedTWteG0zTxOl2Uu2uxuGqocbt8Cxd1fXr1a5qHG4HNQdtd7gdON1OHG5H7boDh9vZZJ+zfr8Ll+nE6fY8POsunKYTV+02p+mqX6/b7zJdtUVkzvr1uiIyTzsXbtOFy3TXtztQZOYpAhMRaW8//epnBkYPatdr+lIOpNykc+rq+Y/LBePHB7Nvn4Xn/7Cf+/+aiuF0Uvj9PF5w/8Sff36C2MA4Fl+5gnD/CK/1s7PzlXgQ36B4kDqKhfZjmia7inewIH0+i/cvYFHGQnIrcxq1CbAGMDZhPBOSJnFS0iRGxY3Gz+rXpv0wykqxLVuK3+KF2BcvxLZmVZP7ke6EBGrGn4TjhBNxjD8J16DBtHYUBbcbtm3zFKb9/LOVxYutZGc3PdeAAS7GjTtQnJaSYnboWYZ8XbsXojWUl5fHV199xQ8//MCaNWtw1w7ZN2TIEC655BLOP/98QkJC2vKSXVJXT0LE+xQL0lBz8VDtqmZL/ibW5q5hbe4a1ueuYVP+RmrcNU2OD7IFMyh6MENjhzE0ZjhDYoYyIGoQATYvVM50ZA4H1r17PEVq27dh3bHNU6i2Y9thp/k0/fxw9eiJq1efxoVqvfpgxsUd9dyQen1oG1VVnmK1zExPkdr+/QeK1Oq25eQYmGbL/n0iIw8Uq3Xr5iYhwSQ+3rPNU8hmEhNjYrO13XNQLHQdvnQTxhuUA7UP5UDS0Pr1Fm65JZBduyxYrSb33VfDPffUHNch+utjITMfy3ff4f/lp/h//y1GxYFp6519+1F94cVUT7kEV7/+x68z0maqXdWUO8qocFRQ6ayk0llBhbOSygY/N1xWOCuodFRS7a7EtLooqSij0lFFtauKalc1VU7PstpVRZWrmmpn433tNYKRr7MYFs8DS/26YVgabDea2VbXzvBsx8AwatvVtq9bN+qXB/YbUP8ztVsa7TcMjAbbDQwwjPrrHKqNxWLBz8+G0+GuH4yr0Tlqr3vguMZtGvxU//Nh1xuckwZHN95mHGJ73R4abTcabG32vM3sb7iNZo451M8HX6PZY5rJQVty3sMdf6RjDn2uw+xr7rlZDAID/KiqduB2H93/99b0rzXa7TrtdAcoJbQ7v+p/ZbuPvu+rOZByk86jq+c/M2fauOmmQKKi3Gybcj/R/3yZmkmnsOlfrzPhv2OocFbw6ulvcHn/qV7rY1fgK/EgvkHxIHUUC95jmiY7irazMGM+izMWsmj/AvIqcxu1CbQFMjbhBCYkTuTEpImMjBvV5iOmUV6OfflS7IsX4r9kEbZVKzwjMDTgDo/AMW48jvEn4TjhJJwjRoJf6wrkTBP27DH4+WfPNJ5Ll1rZsaPpABvdurkZP/5AcdqgQe62HIejy/NqIVqd4uJiPvvsM1555RUqaj+UNQyDgIAALr30Uu666y7Cw8OPx6W7hK6ehIj3KRakoZbGQ42rhq0Fm+uL0zbkrWVT/kYqnZVNz2mx0TeiP0NihtYXqA2OHkJEgMZZPWqmiZGfj23HNqy7dmLducOz3OVZNhy542DukFBcPXvh6tXbs+zZC3fPXjh79j5kkZpeH9pP3chqmZkGWVmeQrXMTAtZWUZ9EVtWlkFlZcs+kLdYPMVodYVp8fHu2mI1T8FafLyneK2lBWuKha7DV2/CtDflQMeXciABzwdPb79t58kn/ampMUhKcjN9ehXjx7uOfPAxXjhg0XxCP/8I8/MvMMpK63e5UntQPeUSqi68GNfgIUddxC9Hz226KasppbimmOLqYkqqi2vXiyipLqbMUUa5o5wyRyllNXXrZZQ7Sj3rNWWU1a43N4pzezEw8Lf6Y7f64Wex43fQup/FXvuzHzaLDbvFjs1qx26xY7fYsFnq1j2Pup9tVhs2w9PearFhs1ixGbbadVvturXBume71bBgMay161ashhWLYcVqsWAzbFgs1vrtVsOKxWJp/HPt8RbDUnsuCxaLFQsWrJaGbTrXewb9nZCGFA9dh6/nQMpNOr6unv+cf34gy5bZuP/2Ip5/NwmjooKij77gmqp3+GrXl4zvdiL/m/JtuxehdjW+Eg/iGxQPUkex4DtM02R74TYW7vcUpi3ev4C8yrxGbfyt/oyOH8sJiSdxYrcJjEkYR7A9uM36YLNZiAywUDr7JyyLFmH/eTG25cuwlJc17mtAAI5RY+pHTHOOHYcZEtrq6+bmGixf7ilKW7bMytq1FpzOxu8LQkJMxozxTOM5ZoyL0aNdhIW1+pJdntcK0crLy/n++++ZOXMmy5Ytw+VyYZomUVFRnH/++WRmZjJv3jycTiexsbG8++679OjRo60u36V09SREvE+xIA0dSzw43U52Fu1gQ9461tc+NuSupbC6sNn23UNTGRQzhEHRgxkcPZTB0YPpEd6r093MaDcuF5b9GZ7itJ07sO7aga123ZK2D8N96H9PMyi4vjitYaEaffoQMbA3hcWVen3wAaYJxcWQmWmpLVjzFKhlZ3vWs7M9xWo5OQYuV8s+vDMMk+hok7g4s744LS7OXbs88HNiokFKiv5WdAW+fhPmeFIO1H6UA0lREdx7bwDffOOZivPssx383/9VEXk8v6dQXk7Axx8Q+NZ0bNu21m92JSVT/cuLqJ5yMc4Ro1R81kout4vC6kIKKvMpqMonv8qzLKj0rBdWFVBcU1toVl1MSU0xJTUllFQXt/nIYv5WfwJtgQTaghov7UEE2QKb7AvyCyQ6NAK3w8Bu+ONv9SfAGoC/LaDBuj/+1oD6dT+rPwFWf+wWP/ysflgNq26edgL6OyENKR66Dl/MgZSbdC5dOf9ZvdrCWWcFY7ebbL75L/T++yM4ho3g238/wy+/PAerYeXHyxYwOGaIV/rXlfhCPIjvUDxIHcWC7zJNk22FWz0jpu1fyJL9i5qMmGaz2BgeO4ITEydyYreTGNfthGOa5rrZeHA6sW1cj33JIuw/L8G+bAmWvMYFcqbFgnPwUJzjxuMYdwKOcSfgTkpudT8qKmD16gOFacuXWyktPXj0bZMBA9z1xWljx7ro1UvTebZUuxaiud1uFi1axBdffMGcOXOoqqrCNE2sViuTJk3ikksu4dRTT8VWO2xGbm4ud999N2vWrGHChAm8/fbbx3L5LqsrJyHiGxQL0lBbx4Npmuwvy/AUpdUVp+WtI610X7Ptg2zBDIwexKDoIQyOGeJZRg8m1E9l7cekutoz1eeeXZ4R1Hbv8jx27cKSfvgiNQICcKX2wNmjJ67UHrh69MTdoyeuHr1wpXQH/zYeBliOmcsF+flGfYFaVpaltlDNU6yWmelZz801cLtb/q48JATi4tzExLiJizOJjfUUq3nW3Q3WTYVFB+aLN2GOJ+VA3qEcqGtbtszC7bcHkp5uwc/P5Iknqrn5Zsdx+6DIsncPgf98k4AZ72IpKQbADAnBuPZaSs6/iOpRY8HSdV73jkaVs4rsiiyyyrPIqcgiuzyL7IpscitymhSbFVUXHVNBWYA1gDD/cML9wj1L/3DC/MIIsYcS7BdCiD2EYLtnGeJ3YD3YHkyIPbR2WzDB9hBslqObn1yvDVJHsSANKR66Dl/JgZSbdF5dOf+5/fYAPvvMzmUXVfLBvCQshYWUvPkvzucdFmT8xDWDbuD5U/7PK33ranwhHsR3KB6kjmKh4zBNk51FO1iSuYgl+z2PjLL0Rm0MDAbHDOXEbidxQuIExnc7kbiguBZfo0XxYJpYd2zH/vNiz2PpEqz79jZp5kpK9kznOe4EnONOwDloCK2dW9Plgs2bLSxdamXFCs9j796m79+jotyMHu2uHzVtxAgXmsm+ee1SiLZ582a+/PJLvvrqK/Lz86k7TWpqKpdccglTpkwhLq75AN2yZQtTpkwhMDCQ1atXt+byXV5XTkLENygWpKH2ioeiqkI25K9nU94GNuVvZGP+BrYUbKLa1fzUkt3DetSOnOYZQW1A1CB6hvc66ptM0oyaGqxpe2sL0xoWqe30jKTmOvT0WKZh4E5MwlVbpOYpUKstWOveAzMqSqOK+LC6grWcHM8jO9sgJ8dSuzxQuJaTY1BRcXT/juHhnpHUYmM9hWkxMQcvD+wLbruRo6UN+MpNmONNOZB3KQfqmtxuePVVP555xg+Xy6BnTzf/+Eclw4cfh38L08S+cD6Bb07H77uvMWr/jzt79qLq5ttwXHUNkandumwsuNwusiuy2Fe6j8yyDLIrssguz65dZnmWFdkUVxcd9bkj/COICogmKiCa6MDo+vXIgEjC/SMaFZqF+0UQVltwFmALaPsn2kJ6bZA6igVpSPHQdXg7B1Ju0vl11fxn/36DMWOCcToNFt75Lya8dgOuHj35+rPX+OX/zsVusfPzVatJCe3e7n3rirwdD+JbFA9SR7HQsaWV7mPJ/kX8vH8xSzIXsbNoR5M2vcJ7M77bibWPE+gV3ueQI7q3Nh4smfuxL/sZ27KfsS9bim3Duib3Ft0hoThHj6kfMc05eswxTeeZnW2wcqVntLQVKyysWWOlurrx87JaTQYNcjN6tKv+0auXqe+j0k6FaAMGDMAwDEzTJDAwkLPPPptLLrmEMWPGHPHYffv2ceaZZ5KUlMTs2bNbc/kur6smIeI7FAvSkDfjwel2sqtoJ5vyN7AxfwMb89azKX8j+8szmm3vb/Wnb2R/BkYNYkD0IAZFDWJA1CASQ5I0LU4bsZkuIkvzKV2zEXbtwrpnd6OHUXH4v1/u4BDc3VM9hWmpqZ717j08P6d0RxVIHUdlpYWqqmB27KgkKwtycjwjqnmK2CwN1g0cjqP7/xcUdKBALTbWTUyM2egRHd143ab60+PK2zdh2otyIO9SDtT15OQY3HVXAPPmeV7EL77YwbPPVhHa+s+bmldeTsCnH3mm39yyuX5zzamnU3nL7dScdgZYLJ0+FpxuJ1nlmaSV7mNfyV7SSveRXprm+bl0Lxll6TjdzhadK8AaQFxwAvFB8cQHJZAQnEBsYBzRgTHNFpt1xC+KdPZ4kJZTLEhDioeuw9s5kHKTzq+r5j9/+pMfr7ziz0knOpif1htrehqlz77E+ZFfMj99rkZDa2fejgfxLYoHqaNY6Fyyy7P4OXNx7Yhpi9lSsKnJ6PUxgTGMTTihvjBtaMxw/Kx+QBvGQ1kZ9tUrsS/72VOgtmI5ltKSRk1MiwXXgEE4xozDMWYszrHjcPXq0+rBLWpqYMMGS21hmqdAbf/+pu/xIyJMRo48UJg2apSLyMhWXbJDa7dCtJEjR3LJJZdw7rnnEhQU1OJjc3JyWL58Ob1792bAgAGtuXyX11WTEPEdigVpyBfjoaAqn835m+oL07YUbGJLwWYqnBXNtg/zC2dA1EAGRg9mYPQgBkYNon/UAKICotu55x3fYePBNDHy8jzTfdYVp+3dg3XPbix792DNzjri+d0xsbhSU3F1T8Xd3VOc5krpjrt7d1xJKRDgvZExpLGWvjaYJhQX06g4LTfXIC+vbunZXveoqjr6pCIy0jOi2sEFanXLqKgDP0dGmvj5Hcsz73q8fROmvSgH8i7lQF3L/PlWfv3rAHJyLAQGmjzzTBVTpzrbdNBUy769BL7zFgEz/o2lqAgAMyiYqiuupPKm23D17deofWeIBafbyd6S3Wwv3M72om3sKNxWX3S2vzzjiIVmNouNpJBkEkOSSAhKqC02qy04q11PCE4gzC+803/JozPEg7QNxYI0pHjoOrydAyk36fy6Yv5TXg4jR4ZQVGTwn1u/Y+o/zsYdG8e3s/7JeV+fj81i4+crV9M9LLVd+9WV6e+aNKR4kDqKhc6tqKqQFdnLWJr5M0szl7A6Z2WTmakCbYGMihvD+G4ncGLyBM4YcAruSlvbxoPLhXXL5vrCNPuyn7Gm7WvSzB0ZiWP0WJxjxnmWo0Zjhoa1+rIZGQYrVlhZudLKqlUW1q2zNntPqlcvd31R2pgxLgYNcmO3t/qyHUK7FKLt3r2bnj17tuZQaQNdMQkR36JYkIY6Sjy4TTf7SvayuWATW/I3sblgI1sKNrOjaPshb7rFBsbRP2oA/aMG0C9yAAOiBqpA7QiOKR4qK7Gmp2HdtwfL3r2eIrV9e7Hs2+tZFhcd8RSuuHjcKd1xde+OO9lTpObq3h13SiqupGQ4ig9n5dgcj9cG0/R8MJmTU1eoZmlQsGaQn994WVBg4HYf/Y3wsLADBWqeYjV3fbFa3fa6R3S0SVhY155R1ts3YdqLciDvUg7UNTid8Oyzfrz0kh+maTBggIt//KOKAQPa7ndv3bGdoL/8Gf+vvsRwe87rSu1B5c23UTX1asyw8GaP60ixUFJdzI6i7Wwv3NZguY3dxbtwuB2HPM5usZMcmkJyaHe6h3Yn5aBHQnA3rBZrOz4T39WR4kGOL8WCNKR46Dq8nQMpN+n8umL+889/2nn44QB69HCxxX84/ls3Uvbok5zf4yd+Sp/LNYOu5/lTXm7XPnV1+rsmDSkepI5ioWupdlWzLncNSzN/ZlnmEpZmLqGwurBRGwODgdGDGB0/jrEJ4xiXMJ6e4b3b/EuKlqxMbCuWY1+xDPuKZdjWrcGoqmrUxjSMxqOmjRmHq3cfWju3psMBmzZZWLHCyqpVngK1XbuanisgwGTIEDejRrkYMcLFyJEuevbsXFN6tksh2rXXXkv//v35wx/+cMS2d999N1u3buX7779vzaWkGV0xCRHfoliQhjp6PNS4athRtJ3N+Z7CtLrlvtK9hzwmJjCWAVED6RfZn/5RA+kfOYD+UQOJDlSB2vGMB6O4yFOQtsdToGZN24slbZ+neG3v3iNO+wngjonBlZyCOynFs0xOxpXc3bNMSsGMju7aFUVtyBdeG1wuKCxsXJzW8FFQ4Nle92ht4ZrN5hlJrWGBWl2RWlTUgX0Nl+Hhrc59fI63b8K0F+VA3qUcqPPLyTG46aYAli71TNN4zTU1/OlP1W1WQ27JyiTo2b8Q8J93MVwuAGomn+qZfvP0M8F6+AIrX4yFGlcNWws2szZ3Devz1rK9cBvbC7eRXXHoUWaDbEH0juhL38i+9I7oS6/w3vWFZ/HBCViMzv963hZ8MR7EOxQL0pDioevwdg6k3KTz62r5j9sNJ50UzK5dFv567Soeenc07pBQfvjmXc6efZFGQ/MS/V2ThhQPUkex0LW5TTc7CrezNMtTlLYs82f2lOxu0i46IJoxCeMYmzCeMfHjGBE3iiB7Gw8UUVODbeN6T1HayuXYVyzHuq/pvV13WDjOEaNwjB6Nc9RYHCNHY8bFtfqyBQWwerWnKM0zcpqV4uKm95XCw02GD3fVFqe5GTnSRbdurSrP8glHkwPZWnuRZcuW4ar94PZIduzYQVbWkafaEhER8QY/qx+DogczKHpwo+1ljjJ2FG5jS8FmthZsYVvhFrYWbGFf6V7yKnNZmJHLwoz5jY6JDoimb2R/+kb2p19kP/pG9qNvZH+SQpJ1U68NmOEROIdGwNDhzew0MQoLsKbtw7LPU5xmSduLNW0f1n37sKTtw1JWiiUvD0teHqxZ3fw1AgNxJSXjTq4tVEtKPvBzYhLuxCRN/9mBWK3UT8XZEm43FBVBfr6lUYFaXZFaXfFaw0d5uYHTWTd1aMv7ZrGYRESYREbSqEDt4HVPmwPrwcGqlfQW5UAix8++fQaXXRbE7t0WQkJMXnihiilTDj9NZEsZJcUEvvZ/BE1/DaOyEoDqs8+l/OHHcA0afISjfUeVs4pN+RtYl7uW9XlrWZu7hs35Gw85wll8UAJ9I/vRJ6Jv7dLz3jQxJEnvS0VERDo45SbS2fz4o2d0kbAwk1s2/RaAqutv4i/bXgHgV/2vVBGaiIiID7AYFvpF9adfVH+uGXQ9NpuFanspP2yZy9KMpSzPWsra3NXkV+Xz3Z5v+G7PNwDYLDaGRA89UJyWMI7kkJRjGzXNzw/nyNE4R46GW+4AwMjOxr7SM2qabcUy7GtXYykpxm/+XPzmz60/1JXSHcfI0ThHjcExagzOYcNbPKNSVBScfrqL00/3vB93u2HXLoPVq62sWeMpTNuwwUJxscH8+Tbmzz9QlpWQ4K4dMc1TmDZihIuIiNb/CnxVi0ZE27lzJ2+88Uajbf/73/+Ijo5mwoQJhzzONE3279/PypUriY2NZcGCBcfeYwG63rdhxPcoFqShrhYPhytQO5QgWxB9am8E9qstVOsb2Y9e4b3xs/q1Y++PP5+NB9PEKCr0FKilp2PJSMOaloYlIx1r+j4s6elYc7JbdCp3TAyuxGTciUm4k5I860lJuJJScCcl4U7oBrZW1/t3Gj4bC22sqsoz6lpdsdrBj7rtRUUGhYWe9bKy1idXdvuB4rSGhWwRESapqW6uvNJBYGAbPsEW8PZoAMeDciDfoxyo89q61cLllweSmWmhe3c3H35YQe/ebfDtwOpqAv/9NkEv/A1LQQEAjjHjKHv8TzhPOPGoT9eesVDuKGdj3gbW561hbe4a1uWuZWvBZlxm0xvOEf4RDI0dwbCY4QyIGlhffBbm3/wUo9I29NogdRQL0pDioetozxxIuUnX1NXyn0suCWTBAht3XbSHVz7viennx5xv3uUXC67AZrGxeOpKeoRrOtr2pr9r0pDiQeooFqSh5uKh2lXNhrx1LM9ayvKsZSzPWkpWeWaTY+OC4hkdP5bR8WMYHT+W4XEjCbGHtG0HHQ5sWzZhW7US26oV2FevxLp1C8ZBZVKm1Ypz4GBPYdvoMThGjMLVr3+r7/U5HLBli4VVq6ysWWNh9WorW7ZYmp2RJzXVzfDhLoYN8yyHD/fN4rTjMjXn5Zdfzrp16w4caBgczayet9xyCw888ECL28vhdbUkRHyPYkEaUjx4lDnK2Fm4ne1F29heuJVthdvYUbiNXcU7DzlShdWwkhrWgz4RnqmR+kT2rV+PDYxt8/nT20OHjofqak9hWka6Z5m2r7ZQLR3L/nSs+zMwKiqOeBrTYsEdn4A7MRF3tyRciYm4ExI9Pycm4eqW6ClW8/dvhyflPR06Fo6zmhpP8Vrdo6Cg8bKoiPritaKiA9trao78mvDmm5VceGHbjCLUUp2xEA2UA/ka5UCd0+rVFqZODaSgwEL//i4++qjy2Ieod7vx//wTgp/5M9Z9ewBw9u1H+R+epOac81o9rOTxjIXi6iJ+zlzC4oyFLNm/kHV5a3GbTa8RHRDNsNgRDI8dydDY4QyLHU730NQO+Z6xo9Nrg9RRLEhDioeuo71zIOUmXU9Xyn82bLBw2mnBWK0mmydcT9/571J59XWcd2o6c9Nmc+WAa3jptNfapS/SmP6uSUOKB6mjWJCGWhIPpmmSUZbO8qylrMhaxrKspWzMX4/T3fg+hsWwMCBqUKPitL6R/dp8ZH+jtATb2jWewrSVK7CtWoE1u+kIwmZQEM4hw3CMHIVzxCicI0bi6tkbLK3rT3k5rF/vKUyrGzltz57mz+WLxWnHpRBt/fr1/Oc//6n/+fPPPycmJoZJkyYd+uSGQVBQEIMGDWLKlClYWvkPIk11pSREfJNiQRpSPByew+Vgb8kethVuZUfRNrYVbmV74Va2F26nzFF6yOPC/MLpE9HHU6BWW6TWO6IvvcJ7E2Dz3akhO3U81E7/acnIwLo/w1OkVru07M/AmpGBJTMDw9F84eHB3DGxnqK0xETc3WqL1BK64U7o5vk5IQEzLLzDzsPYqWPBC0wTKiupH1mt7tHwZ7vd5K67aggLa9++ddZCNOVAvkU5UOezcKGVa64JpLzcYORIF//9bwVRUcd2Tvu8OQT/6Qns69cC4IpPoOKhR6iaevUxj1balrFQWFXgKTzbv5DFGQvZkLcOk8Yfz8QHJTAsdjjDYkfUFp+NoFtwoorOfIReG6SOYkEaUjx0He2dAyk36Xq6Uv5zzz0BfPCBnSmn5vP53BhMw2D+l+9wyqrrsRpWlly5SqOheYn+rklDigepo1iQhlobD5XOStblrmVl9nJWZi9nVfYKMsrSm7QL9QtjZNxoxsSPYVT8GEbGjSE2KLYtnwIAlv0Z2FatxL5qBbbVK7GtXYOlrOk9XHdYOM7hI3GOGIljxCicI0fhTkpu9X28oiJYt87K2rVW1q2zsHbtkYvTLrjA2e6DEcBxKkQ72IABAxg9ejQzZsxozeFyjLpSEiK+SbEgDSkeWsc0TbLKM9letI0dRdvZWbjdsyzaQVrpviY3I+sYGKSEdqdneC96RfSmd3gfekX0pld4b1JCU7Fb7e38TBrr8vHgdmPk5mLdn45l/34smRlYMzOx7M/AkrnfU7iWuR+jurpFpzODgg4UpzUoUPOMquZZd8cn+OToal0+FrqQzlqIdjDlQN6lHKhz+eYbG7feGkB1tcGkSU7+/e9KQo5h5H3bujUEP/UEfvPnAuAODaPy7vuouOUOCA5ukz4fSywUVOWzZP9iluxfyKKMhWzK39DkvV6v8N5MSJrEiYkTOLHbBJJCk9uk33J86LVB6igWpCHFQ9fh7RxIuUnn11Xyn+xsg9Gjg6mpMZh3+uNMnv0nqs+/kHMvLmfOvh+ZOuBq/u+01497P6R5+rsmDSkepI5iQRpqy3jILNvPyuwVrMpZwcrs5azNWU2Fs+ksRSmh3RkRN4qRcaMZGTeK4bEjCPELPaZrN+F2Y92xHduaVdjWrMK+ZjW2DeswqqqaNo2JxTFiJM5hIzxFasNH4O6W2CbFaWvXeorT9u49kHtYrSZ79pS1+23BdilEW7ZsGaGhoQwcOLA1h8sx6ipJiPguxYI0pHhoe5XOSnYX72Jn0XZ21BeobWdH0Q5KaooPeZzNYqN7aCq9wnvTO6IPPWsL1HpH9CEpJLnNh69ttg+KhyMzTYyCAs8oaln7DxSs7d+PJXM/luwsLJmZWIqLWnxKd1SUZzrQukdCN1zx8bjju9X+nIA7Lh4C2m80PcVC1+HtmzDtRTmQdykH6jw+/NDGffcF4HIZnHOOgzfeqGr1nycjL4+Qxx4m4NOPADDtdipvvIWK+36LGR3dhr0+ulhwm25WZC3n2z2zmL33BzYXbGzSpk9EX05KnMRJSRM4KXEiCcHd2rS/cnzptUHqKBakIcVD1+HtHEi5SefXVfKfv/7Vj+ef92fssAqWbgrHcDpZ8t/XOWnrr7EaVhZfuZKe4b2Oez+kefq7Jg0pHqSOYkEaOp7x4HQ72VywiZVZyz3FaVnL2VG0vcmXOw0M+kcNaFScNih6CH5WvzbtDw4H1i2bsa9djW31KmxrV2PbtAHD2XR0MndMDM5hI3AMG+EpUBs2HHdK9zYpTuve3d15R0QT7+oqSYj4LsWCNKR4aD+maZJbmcuuoh3sKt7JztrlrqKd7CnZRaWz8pDH+lv9SQ3rQY+wnvQM70WP8F70DO9Jj/BepIR0b7OR1BQPbaiiAktWJtasTCxZmZ7itNp1a+Z+LFlZWLIzWzy6GoA7IsIzslpcAu64OE+RWlx84/X4+DaZElSx0HV4+yaMdA3KgTqHf/zDzqOPeqrOrrjCwQsvVLV6xky/r78i9MF7sOTlAVB1yeWUP/wo7tQebdTbxo4UC1XOKhZm/MQ3u2fx7e6vya3MabS/f+QATkz0FJ2dmDSR+KD449JPaR96bZA6igVpSPHQdSgHOrLdu3fz2muvsXLlSvLz80lISOCcc87htttuIygo6KjOlZ2dzeuvv87ixYvJysoiJiaG0047jTvvvJOoQ8ztvn79el5//XU2bNhASUkJKSkpTJkyheuuuw67velnYAUFBbz11lvMmzeP9PR0LBYLqampnHPOOVx//fUENPPNiSuuuILVq1cfst8PPfQQN91001E91zpdIf+pqoJRo4LJy7Pw3i/e5Oofb6Vm0mTOu8GfH/d9zxUDruLl0/5+XPsgh6e/a9KQ4kHqKBakofaOh9KaEtbmrmFV9krW5Kxidc7KZqf09LP4MSRmKCPjRzM8diTDY0fSN7IfNksrP4g8lKoqbBvXY1uzGtu6NdjXrcW6dXPzxWmRkTiHjsA5fASO4SNwDh2Ou0fPY74X117avBDt//7v/wC47rrriIiIaLTtaNx7771HfYw0ryskIeLbFAvSkOLBN7hNN5ll+z2FabVFarvri9R243A7Dnms1bCSHJriKVAL60nP8N61xWo96R6aSpC95R8QKh7amWliFBXWFqVleQrVcrJrC9hqt9U+jqZgzfT3ry1Qi68vTnPHxeOOjfM84uLq1znEB8iKha6jM96EUQ7ke5QDdWymCc8+68dzz3nGjL/tthr++MdqLK146TCKiwh55CECPv4AAOfAwZS+/DrO4SPbsstNNBcLRVWF/Ljve77ZPYs5+36k3FFW3z7UL4wzUs/krB7nMjFpMrFBsce1f9K+9NogdRQL0pDioetozxyoI+Ym69at47rrrqOiooJhw4bRrVs3Vq1aRW5uLv379+c///kPIS2clz0tLY2pU6eSm5tLv3796NmzJ5s2bSItLY2EhAQ+/PBDEhISGh0zd+5c7rrrLtxuN2PGjCEsLIzly5dTXFzMhAkTeOONNxoVo6WlpXHVVVeRnZ1NVFQUQ4cOpaamhrVr11JRUcHgwYN59913G/XZ5XIxevRoXC4XZ511VrN9v+CCC5g8eXIrfoNdI/+ZMcPO/fcHkJLoZGdhFPbKUla88TfGZj6E1bCy6MoV9ArvfVz7IIenv2vSkOJB6igWpCFfiIfsiuz6orTVtQVqhdWFTdoF2gIZEjOM4bEjPMVpcSPpG9EPq8Xath2qqsK2aQO2dWuxrVvjWW7eiOFoep/WHRqGc8hQnEOH4Rziebj69Qe/Nh7NrQ20eSHagAEDMAyDr7/+mp49ezba1hKmaWIYBps3b25RezmyrpCEiG9TLEhDigff53Q7yShLZ0/xbnYX7/I8Snaxt3g3e0p2H3YkNYD4oARSw3o0evQI70WPsB7EBcU3ek+gePBRdQVr2dkHitWysz3L3Abr2dlYSg49/Wtz3CGhuGNjMWPjaovVYj0FagkJBPfqTklAKI7IaM+24OAO8+0OabnOWIimHMj3KAfquNxuePRRf956y/MBysMPV3P//TWt+nNgnzub0PvuxJq5H9NiofLu+yl/8GHw92/jXjdVFwvr921l1o6v+Gb3LBbvX4DTfeAbjgnB3Tin53mc0/N8Tkqc2PZTAIjP0GuD1FEsSEOKh66jPXOgjpabOJ1Ozj77bNLS0pg2bRqXXnopAFVVVdx///3MmTOHq666iscff7xF57vqqqtYsWIFd955J/fccw/gKQJ76qmn+OCDDzjllFN444036tsXFxdz2mmnUVVVxRtvvMHEiRMBKCoq4tZbb2Xt2rVNRiq7/vrrWbJkCeeccw5PP/10/Yht2dnZ3HHHHWzcuJGpU6fy5JNP1h+zfft2zj//fEaOHMkHH3xwTL+z5nT2/Mc0YfLkILZssfL0KV/z+3nn4Rg6nPPuj+eHfd/zq/5X8srp04/b9aVl9HdNGlI8SB3FgjTki/FgmiZ7SnazJmcVq3JWsi53Dety1zb6AmmdIFtQfXHasNgRjIgbRZ+Ivm1fnFZdjW3rZmxrawvT1q3GtmljswNImH5+OPsPrC9Qcw0ZhnPwEMzQsLbt01E6mhyoRePOjR07FoDAwMAm20RERMT32Sy2+gKyySmnNtrnNt1kl2exp+RAkdqe4t3sLvGsl9aUkF2RRXZFFsuyfm5y7kBbIN1DU+vP3zOyJ4MTBxBtiScxKIUQv9D2eppyOIaBGRmFKzIK14CBh29bWYklN8czklpOTm2BWpZnW90jx7M0qqqwlJViKSuF3buaPV3Dt8ZmYCDumFhPsVqM52Ee9HP99uhoWj1fm8gxUg4k0jYcDrjvvgA+/tgz4sQzz1Rx002HHqX1kMrKCPnjYwT++20AnL16U/rKdJxjx7dldw8ppyKHT7Z/wFe7v2DF/hWN9vWPHMA5Pc/nnJ7nMTxuJBajcxXmioiIiHd1tNxk1qxZpKWlceKJJ9YXoQEEBATw9NNPc9ppp/HRRx9x7733Eh4efthzrVixghUrVtCjRw/uuuuu+u1Wq5VHH32U+fPnM2/ePHbs2EGfPn0AmDFjBmVlZVx66aX1RWgAERERPPPMM5x77rm88847XH/99VitVtLT01myZAmhoaH8+c9/bjRtaHx8PE8++SSXXXYZX331FU888UR9AeDGjRsBGDJkyLH/0rqgBQusbNliJTjYze1rfg3Apmt/yQ/7/oTFsHD/6Ae93EMRERHpqAzDoGd4L3qG9+Kivp73o27Tzc6iHazNXc3anNWsrS1Oq3CWsyzr50b3P4NswQyOGcKw2OEMixnBkNhh9I8ccGxfOPX3xzlsBM5hIw5scziwbt+Gbf1abBvWYduwHtuG9ViKi7CvX4t9/Vr474Hmrh49cQ4dTvV5F1B98WWt70s7aNGdvffee69F20RERKTjsRgWuoUk0i0kkRMTJzTaZ5omRdWF7C3Zw57i3ewt2dPokV6WRqWzkq2FW9hauKXZ80cFRJESmkr3sFS6h6aSEtad1NBUUmrXA22BzR4nXhQYiLt7Ku7uqYdvZ5oYZaW1o6rlYuTWFq3l5mDJzcWam4NfQR6uLM82o7ISo7ISa9o+rGn7WtQVd0REbVFaDO7omNoitWjPzzGxnm2162ZUFDSYWkPkWCgHEjl2lZVw662BfPedDavV5JVXqrj0UueRDzyI/efFhN59O9a9ewCouOV2yv/w5CGnhm4rLreLn9Ln8P6md/l2z6z6kc8MDMYmjOfsnudxTs9z6R3R97j2Q0RERLq2jpabzJkzB4Azzjijyb7IyEjGjx/P3LlzWbBgAeeff36LznX66adjOWhOd7vdzmmnncb777/P7Nmz6wvR6o4588wzm5yvd+/e9OvXj23btrFu3TpGjhxJfn4+I0eOJD4+vtnpQnv16gVAaWkp5eXl9W3qCtGGDh162OcgzfvgA8/nN1MHryVy2V5cPXrycORSKIdL+/2KXhF9vNxDERER6UwshoW+kf3oG9mPS/v9CvB89rezaAdrclexLncNa3JWsyFvHRXOcpZnLWV51tL64/0sfgyMHszQmGEMjR3OsNjhDIwaTJD9GD6ftNtxDRqMa9Bgqn91pWebaWJJ24dt/bra4jRPgZo1Ix3rnt1Y9+zG7+uZVJ9/oU9O31mnTYaYKCsra/IGff369URGRpKcnNwWlxAREREvMAyDyIAoIgOiGBE3qsl+h8tBelnaQQVqu9lfkc6uwt0UVhVQUPtYm7u62WvEBcWTEtqd7qHdSQ7tTnJoSqP1YHvw8X6a0lqGgRkahis0DFfvpjfhbTYLfpHBlNQNyVxe7ilSy8vFkpdXv27k5dau53n25eZgFBRgmCaWoiIsRUWwY3uLuuQOj8AdFVVbuBaNOzoGMyq6tmAtGjMqyrMeFY0ZE4MZEqqpQqVVlAOJHF5pKVxzTSCLF9sICDB5881KzjrLdXQnqaoi+Jk/ETj9VQzTxJWcQun/vY5j0uTj0+laGaXp/HfL+/xn83ukl6XVbx8VP4ZbxtzEqd3OJMov9rj2QURERKSlfC032bZtGwD9+/dvdn+fPn2YO3cuW7ZsOWIhWt25+vXrd8hzAWzZcuDLkdu3bz/iMdu2bWPLli2MHDmS4cOHH3ZqzXXr1gEQFhbW6Pe8adMmACoqKrj99tvZsGEDpaWl9O7dm0suuYSpU6c2KZ4Tj7Iy+Pprz+3JG3Y/AcC2a6bwbfqLWAwLvxn9W292T0RERLoIq8VKv6j+9Ivqz+X9pwKe4rTtRdtYn7uW9Xnr6pclNcWe0dRyV0PtjPcWw0K/yP4MiRnGsNjhDIkZxuDoIUQGRLW+U4aBu3sqNd1TqTnvggOb8/OxbfSMmOZK6e7TRWhwjIVoZWVlPPnkk/z4448sXLiw0Zvw6dOnM3fuXM4++2yefPJJwsK8O1+piIiItD271V4/vG2dhvPBF1YUsa9kH/tK95JWspd9pXvZV7qPfSV72VeylzJHKTkV2eRUZLMye3mz14gKiCI5tDsptYVpKSEpnp/DupMSkkK4f0T9tAji44KDcQf3xN2j55HbulwYhYWewrT8PIz8PCy5nnVLfh6WvNpt+Z7itfrCteIiLMVFh5wm9GCm3Y47MgozOtqzjIrGHRXtKWaLijqwLyq6ft0MDVPxWhemHEjkyBwOuOEGTxFaSIjJ++9XctJJR1eEZluzitC7bsO2bSsAlVdeQ/mfnvG8Bh8HDpeD7/d+y4xN/2ZO2o+4TTcA4f4RXNbvV1w18DqGJwyrf4/jdLqPSz9EREREWspXc5OcnBzAM61lc+Li4hq1a8tzFRcXU1VV1WbXd7lcvPjiiwCcc8459dvdbjebN3vuQD755JP07NmTkSNHkpGRwZYtW3jqqadYsGABr776KjZbm4wH0anMmmWjosKgd2wRJ+bOxB0bx0MpG2E/XNz3Mo2GJiIiIl5jtVgZEDWQAVEDuaz/FYBn9qi9JXtYn7eW9bnrWJfnmdYzrzKXLQWb2VKwmU+2fVh/jqSQZIbEDGVw9BAGxwxjSMxQUsN6YDFa/yUFMzoax8mn4Dj5lGN9iu2i1e+Ay8rKmDp1av23S9LS0hg4cGD9fpfLhdvt5ptvvmHv3r188MEH2DVVkoiISJcS6hfG4JghDI4Z0mRf3bSf+2oL1NJK00gv3Ud6aRpppWmkle6jpKa4fkS1dblrmr1GkC2Y5NBkkkKSSQ5NISkkmcSQpEbr/lb/4/xMpc1ZrZgxMbhiYmhR6YLLhVFU5ClMK8jHyPMsLQX5tQVr+Z6CtoKCA20qKjAcDqw52ZCT3eKumTYbZkQk7shIzMgoT9FaRCTuhutRUZ59EZH1BW0Eahrajk45kMiRmSY8/LA/8+fbCAoy+fTTCkaOPIqirZoagl58lqCXnsNwuXDFxVP2wsvUnHnOkY9thV3FO/nPpvf4YOsMcioO/C04KXEiVw+6jvN6/VLTiIuIiIjP8eXcpKKiAoCAgIBm99dtr2vXknMFHiKfPvhcdUs/P79DjkbW0uubpskf//hH1q1bR1RUFHfddVf9vj179lBeXo7NZmPatGlMmTKlft/atWu56667mDt3Lm+88QZ33nnnEZ/nodhs7T+imtVqabQ8Hj75xDOCxzXmuxjA7qsv4qv9b2AxLPx2/O+88rylee0RD9JxKB6kjmJBGuoq8dAnujd9ontzUf+LAc97xazyLNbleorS1uWsYUPeBvaW7CGjLJ2MsnS+2/NN/fEh9hAGxwxlSMwQhsR6itMGRg86tqk9fVirC9Hefvtttm/fTmpqKn/5y18aJTng+cbNli1bePDBB9m0aRPvvfceN9544zF3WERERDqHhtN+Do8b2WybkupiT4FamadIbV/Jvvr1tNI08ipzqXCWs61wK9sKtx7yWrGBcbXFaikkhSSRGJJMYkgiiSFJJIUkExcUj82ib6h2aFYrZnQ0rujolhWuAVRUYCks8BSlFRy0rN1uKSjwbCsswJKfj1FRjuF0eqYTzcs9qi6aAQG4wyMwIyM9BWp1xWwRkZ5tDfc1+NkMDQNN5+ETlAOJHNnrr9t57z0/DMPkjTcqj6oIzbJnN2E3XYt9/VoAqqZcTNlfnseMim7TPrrcLmbt+h//2vg2CzPm12+PCYzligFXcdXAa+gd0XTKaRERERFf4cu5idVqxe12H3H0etM0W3QuoMXnqis+a8nI+Ye7vtPp5LHHHuOzzz7D39+fl19+uX4kNYBevXqxePFiSktL6dGjR6Njhw8fzmOPPcbdd9/Ne++9xx133NGqKTotFoPIyOCjPq6thIUdny9jZGTA/Nq34NfmvQihoTw6eB+kw9QhUxnXq/nPCMW7jlc8SMekeJA6igVpqCvGQ1RUHwal9OEKLq3fVlxVzLrsdazJWsPa7LWsyVrDhpwNlDnKWJq5hKWZS+rbWgwLfaP6Mix+GMPihzE0bijD4oeRGpF6TKOn+YJW33H94YcfsNlsvPXWW6SkpDTbZsCAAbz88stccMEFzJw5UzdhRERE5KiE+Ycz2D+82RHVACqdlWSWZZBelk5GaXr9twzSS9Pq1yudleRW5pBbmcPqnFXNnsdiWEgI6ka3kESSQpJrl54itW7BnoI1Fat1QkFBuIOCcCclt/yYqiosRYX1xWn1y6JCT9FaYW3RWmFhbTGbZ5/hdGJUVWGtyoLsrKPqpmmxYIaFYYZHeIrUwiM8BWzhEZgREZ6CtYgI3BERuLun4hyuD22PF+VAIoc3a5aNp57yjEL61FPVnHVWy6fjtC1bSvh1V2DJz8cdGUnZX1+gesolbdo/l9vFFzs+5cWVz9YXsBsYnNr9dK4eeD1n9jgbP6tfm15TRERE5Hjw5dwkODiYoqIiKisrm91fN3XmoUY5O/hcQIvPVde+uroat9vdbAHYka5fUlLC/fffz8KFCwkKCuL1119n7NixTdpFR0cTHd38FyZOOeUUrFYrhYWFZGRkHPLf6HDcbpOSkiOPGtfWrFYLYWGBlJRU4nK1/XT0b71lxzT9mBi1kZ4Fe0i/6DL+m/4xFsPC3cN/Q2FheZtfU1rveMeDdCyKB6mjWJCGFA8HszEkbBRDwkZxdT/PFqfbyfbCbWzIXc+GvPWsz13Hhrx15FXmsTV/K1vzt/Lxpo/rzxBiD2Vg9CAGxwxmcMwQBkUPZlDMYML9I7zzlGqFhQW2eOS7Vt9NTUtLo1evXkd8A92rVy+6d+/O7t27W3spERERkWYF2gLpFdGHXhF9mt1vmiYFVQXsL0snvSyd9NJ9ZJRlkFmW4VmW7yezfD9Ot5P95RnsL89gZfbyZs9lMSzEBcXTLbgb3YKT6BbSjW7BiSQEdyMxJIluwd1ICE4k2O69b6tKOwgIwJ3QDRK6tXzkNdPEKCv1TB1aVIhRWOgpXDvUsraNpagQo6oKw+3GKCqCoiKse/cc8XLF735AzdnnHsOTlENRDiRyaGvWWPj1rwMwTYMbbqjh1lsdLT7W/4tPCb37dozqahzDRlDy3ge4uyW2Wd+cbiefb/+EF1c+y44iz/RV4f4R3DTkFq4adB0pod3b7FoiIiIi7cGXc5O4uDiKiorIzc1ttn85OTn17Vpyro0bN5Kb2/yI5AefKyQkhJCQEMrKysjNzSU+Pv6orr93715uu+02du/eTVxcHNOnT2fw4MFH7OfB/Pz8iIqKIjc3t0VTkB6K0+m9m7kul7vNr2+a8OGHnlHuril6BYA/988GB0zpcwm9wvp69TnLoR2PeJCOS/EgdRQL0pDi4XAs9A0fQN/wAVzU5zLAc/8ypyKbjfkb2Jy/iU35G9iUv5HthVspc5SyPGspy7OWNjpLckgKA6MHcW7PC7hq0LXeeCIt1upCND8/vxYNnQzg7+/foqGQRURERNqSYRhEB0YTHRjN0NjhzbZxuV3kVeaSUZbO/rL97C9Lry1Sqy1WK/MUq7lMF1nlmWSVZ7Ka5kdWA8+NbU9RWl2hWgLxwd1ICOpGQnACCcHdiA2Mw261H6+nLb7GMDBDwzBDw3CnHGWxQ1UVluIijCLPw1JcWLus21aIpagIo7gIS1ERpp8fzoGDjs/zEOVAIoeQkWFw9dWBVFYanHaak2nTqmlR+JsmQf/3PMFPPwVA9dnnUvL3tyG4bYq6nW4nn2z7kJdWPseu4p0ARPhHcPvwu7h56G2E+Ye3yXVERERE2psv5yb9+/dn27Zt7Nixg1GjRjXZv2PHjvp2LTnX3Llz649pybn69evHqlWr2LFjR7OFaIe6/rp167jlllsoKipi0KBB/P3vfychIaHZ63777bf88MMPDBs2jOuuu67J/qqqKoqKijAM45Dn6Io2bLCwebMVf6uTy10fUDx0IG845mNg8JvRD3m7eyIiIiLtxjAM4oMTiA9O4LTuv6jf7nA52Fm8w1OYlreRzQUb2ZS/0TMbVFka6WVpzE2bzaX9f4W/1d+Lz+DwWl2I1r17dzZv3kxaWtphv3WTnZ3N9u3b6d27d2svJSIiInLcWC3W+jd7o5p+PgkcKFbzjKCW6VnWFqhllmeSWZZBZnkm5Y4yiquLKK4uYkvB5kNe08AgJjCWhOADxWnxQbXL4ATig+KJD0ogNihO04F2dQEBuAMSIF4fXPsC5UAiTZWVwVVXBZKTY2HgQBdvvlmJrSV/umpqCPntfQT+930AKm67k/In/wxW6zH3yeFy8Mm2D3lx5bPsKfGM/hEVEMUdw+/mxqG3EOoXdszXEBEREfEmX85NJk+ezMyZM/nuu++4/PLLG+0rLCxk6dKl2O12JkyY0KJzTZ8+nR9++IF777230VSbDoeD2bNnA3Dqqac2OmbVqlV89913Ta6xc+dOtm3bRlRUFMOHH/jC4tatW7npppsoKSnhlFNO4cUXXyQoKOiQ/SotLeWrr75izZo1XHXVVdgOegP81Vdf4XA4GDlyJOHh+vJDnY8/9nwp8/zAH4koK+aV0akAXNT3EvpFHbkwUURERKSzs1vtDIgayICogVzc97L67UVVhWwp2MzG/A2khqX6dBEaHEMh2tlnn83GjRt54IEHmD59OlFRUU3aFBcX88ADD+B2uznjjDOOqaMiIiIi3tKwWG3EYdqV1pSQWZbJ/vIMssozyS7PIrN8P1nlWWRXZNYus3C6neRW5pBbmcP6vLWHPJ+BQXRgDPFBCcQHe4rT6tbjGq3HE2gLbPPnLSKNKQcSaczphFtuCWTTJiuxsW5mzKgkNPTIxxlFhYTdeA1+C+djWiyUPf0sVTfecsz9qXHV8NHW//LSqufZV7IHgOiAaH498l5uGHwTIX4t6JyIiIhIB+DLuckZZ5xBYmIiCxcuZMaMGVx11VWAZ5SwP/zhD1RUVDB16lRiYmLqj3E4HOzbtw/wFNnZ7Z6CpVGjRjF06FDWr1/PCy+8wAMPPIBhGLhcLqZNm0ZmZiYnn3wyAwcOrD/XxRdfzJtvvsmnn37K5MmTOf300wEoKirikUceAeDGG2+sv0ZNTQ333XcfJSUlTJw4kddee61JYdnBzjnnHF544QXS09N5+umn+f3vf19/vuXLl/OXv/wFwzC499572+JX2ik4nfDpp57f63Vlr+EKDOAPCetqR0P7nZd7JyIiIuLbIgIiOSHxJE5IPMnbXWkRw2zp+M0HKSsr46KLLiI9PZ3g4GB+8YtfMGDAAIKCgigvL2fbtm3MmTOH4uJiEhMT+fLLLwltySfS0iIul5uCgvJ2v67NZiEyMpjCwnLN8dvFKRakIcWDNKR4ODy36Sa/Mp+sikyyyzPJrJ3uM6s8i+zyTLIrssmuyCK3IgeX6WrxecP8wokLiiM2KI64wHjiguKIC4qvfXjWY4PiiAmMbbdR1hQLXUdUVDBWq+XIDTs45UDepRzI9/z+9/68/bYfgYEmX3xRwciRR/79WPbsJvyqy7Bt34Y7OITSN9+h5hdnHVM/alw1fLBlBv+36nnSSj03MGMCY7lzxL1cP+Qmgu1tM9WnYkEaUjxIHcWCNKR46Dq8nQP5em6ydOlSbr31Vqqqqhg8eDDJycmsXr2anJwcBg0axHvvvUdISEh9+/T09PqCsdmzZ5OcnFy/b/v27Vx99dUUFRXRq1cv+vbty+bNm9m3bx9JSUn897//bTIF58yZM3nooYcwTZORI0cSHR3N8uXLKSoqYtKkSfz973+vLxz76KOPeOyxxwA4+eSTDzuC2R//+EeCa6eRX7JkCXfccQeVlZUkJiYyePBg8vPzWb16NQAPP/ww119/fat/h50t/5kzx8oVVwQR41/C/upolkxOZfKpO/ll74t466x/t9l1pG3p75o0pHiQOooFaUjx0HUcTQ7U6kI08AxjfP/997Nt2zYMw2iy3zRNUlNTef31170yLc3u3bt57bXXWLlyJfn5+SQkJHDOOedw2223HXZY5eZkZ2fz+uuvs3jxYrKysoiJieG0007jzjvvbPbbRgdzOp1cddVVrFmzhnfffZfx48e39mkBnS8JkY5HsSANKR6kIcVD23C5XeRX5ZNdkUVOeZanQK12RLW69ZzaorVqV3WLz+sZZS2a2MA4YoLiiA2MJTYojtjAOOKC4ogJjCE2MK6+aM3P6tfq56BY6Dq8fROmPSkHUg4kHm++aecPfwgA4J//rOT8851HPMa2fCnh103FkpeHKzGJ4vc/wjVk6DH145vds3h04e/qC9DiguK5a+S9XDvoRoLsRxfzR6JYkIYUD1JHsSANKR66Dl/IgXw9N9m2bRuvvvoqy5Yto6KiguTkZM466yxuuummRkVocPhCNICMjAxeffVVFixYQHFxMQkJCUyePJnbb7+90chqDa1YsYI33niDNWvW4HQ6SUlJ4eKLL+bKK6/Ez+/AZx133HEHc+bMadFzWrJkSaNcaM+ePbzxxhssWrSIgoICQkNDGTlyJDfeeCNjxoxp0TkPpbPlP7ffHsBnn9m50zadV5138Iub/ZidXMP/LvqOE7qd2GbXkbalv2vSkOJB6igWpCHFQ9fRboVo4Bky+YcffmDu3Lns27ePoqIiAgMD6dGjB5MnT+a8885r9Ka+vaxbt47rrruOiooKhg0bRrdu3Vi1ahW5ubn079+f//znP02SnUNJS0tj6tSp5Obm0q9fP3r27MmmTZtIS0sjISGBDz/8kISEhMOe48UXX2T69OkAugkjnYJiQRpSPEhDiof2ZZomJTXF5FTkkFuRQ05Fdu0jh5xKz3puRa5nWZmD2zy6f5MI/4hGhWkxgTG1y9pHUCwxATHEBMYQ7h/R6MNvxULX4Qs3YdqTciDlQF3d999bufbaQNxug8ceq+buu2uOeIz/l58RetdtGNXVOIYOp2TGR7gTurW6Dxml6Tyy8CG+2f0VAPFBCdw98j6uGXzDcZuuWrEgDSkepI5iQRpSPHQdvpID+WpuIseuM+U/ZWUweHAIlZUGSxlH7+TdxNyUx8Dowcz71eJmCynFN+jvmjSkeJA6igVpSPHQdRxNDnTM8zLZ7XbOPfdczj333GM9VZtxOp385je/oaKigmnTpnHppZcCUFVVxf3338+cOXN44YUXePzxx1t0vocffpjc3FzuvPNO7rnnHgBcLhdPPfUUH3zwAU888QRvvPHGIY9fvnw5//jHP479iYmIiIgcxDAMwv0jCPePoG9kv8O2dbldFFQV1Bel5VbkkFuZW7v0/JxXmUduZQ55lbk43U6Kqosoqi5ie9G2I/bFbrETXVuoFh0QTVxwHEkR3QixhBPpH010QEztfs/6wYVrIh2FciDlQF3Z+vUWbr3VU4R29dU13HXXEYrQTJPAl18gZNofAag+6xxK/v42tLAo8mBOt5O317/BX5ZNo9xRhs1i447hd/PAmN+1+QhoIiIiIr7OF3MTkYN99ZWNykqDfgF7GFu1nL+NiAIDbhhysz4XEhEREemEjrkQzRfNmjWLtLQ0TjzxxPobMAABAQE8/fTTnHbaaXz00Ufce++9hIeHH/ZcK1asYMWKFfTo0YO77rqrfrvVauXRRx9l/vz5zJs3jx07dtCnT58mxxcXF/Pb3/6WhIQErFYraWlpbfdERURERI6C1WIlNiiW2KDYI7Z1m26KqgvJrchtUKSWS35lHrmVeeRV5jZ45FFaU4LD7SCrPJOs8swW9cdmsREVUFeg1mAZ6ClYiw6IJqr+EUVUYDT+Vv9j/TWIdErKgaQ9ZGUZXH11IBUVBpMmOfnrX6s57H0jh4OQ395H4H/eA6Di1jso/+PTYLW26vprc1bzwE/3si53DQBjE8bz7OSXGBQ9uFXnExERERGR4+/jj+0AXFv1JqbVwov9Cwixh3Jp/195uWciIiIicjy0qBDtk08+AeDss8+un8qlbtvRaHhD5HiaM2cOAGeccUaTfZGRkYwfP565c+eyYMECzj///Bad6/TTT8diaTzMnN1u57TTTuP9999n9uzZzd6Eeeyxx8jOzubf//4306ZNa+1TEhEREWlXFsNSXwTWnwFHbF/lrCK/Mo/8Kk+RWm5FLgU1+ZS5i0gvzCSvwlPElleVT0FlPmWOUpxuZ/1Uoi0VbA+pLVDzFKZ5Ctk8y8iAqPrtkf6e9ciAKAJsAcfyq5AuSjmQciBprLwcrr46kMxMC/36ufjnPyux2w/d3iguIuzGa/FbMA/TYqFs2l+puum2Vl27tKaEvyz9M29v+Adu0024fwSPnfBHrh50HRbD+1NiiYiIiBxPHS03EWkoI8Ng4ULPF1GuYgZLh8eSHZrNTQOmEmJv3SjJIiIiIuLbWlSI9uijj2IYBqNHj65PdOq2HY32SnS2bfNMHdW/f/9m9/fp04e5c+eyZcuWI96EqTtXv37NT3VVd+Nly5YtTfZ9/PHHfPfdd9x6662MGzeuxf0XERER6WgCbAEkhSaTFJpcv81msxAZGUxhYTlOp7tR+ypnFQVV+Z7itNoCtvzKPPIr88mvyqOgqoCC2qK1/Kp8CqsKcJkuyh1llDvK2Fe6t8V9C7IFEVlblOYpros88LN/FBEBkUT6122LJMI/inD/cGyWTjl4sLSQciDlQHKAywV33BHAunVWYmLczJhRyWEH1isvJ3zqpdhXLMMdHELpP/5JzRlnH/V1TdNk1q6Z/GHhQ2SW7wfg4r6X8dSEZ4gLimvlsxERERHpWDpabiLS0Kef2jFNg5Nti+nh3Mu9Azxxe/3gm73cMxERERE5Xlp0dy0xMdHT2GZrss0X5eTkABAfH9/s/ri4uEbtjse5du/ezdNPP83gwYO55557WtZxERERkS4iwBZAYkgSiSFJLWrvNt2UVBd7iteq8j2FapV1656CtYLqAgqrPI+CqnwKqwpxmS4qnBVUlFWQUZZ+VH0M948gwj+CSP/IRsVqEf4RRAREEuFf+wiIrG8X7h+hEdg6CeVAyoHkgL/8xY9vv7Xj72/y739XkppqHrpxTQ3hN17tKUILj6D4s5k4hw4/6muml6bx+wUP8t2ebwDoEdaTv578Aqd2P721T0NERESkQ+pouYlIHdOEjz/2xO21zrcpjgpmVu9yJiROon/UkUffFxEREZGOqUWFaHVTsxxpm6+oqKgAICCg+ZuAddvr2rXkXIGBgS0+l8Ph4IEHHsA0TZ577jnsh5uv5BjYbO0/BYnVamm0lK5LsSANKR6kIcWD1GnbWLAQY48mJiS6xUeYpklJTTEFlQW1I6x5itTyK/NrC9UKKKwqpLCqkKLqwtr9hZTWlABQXF1EcXURe9lzVD0NtAU2KFaLIDIgqr6oLSIggnD/8NoitgjC/MMbtVURm+9QDqQcqE5X/7v2888WXn7ZD4BXX63mxBMBDvG7cLkIvvs2/ObOxgwKouzDT2HkyJZ98FDL6XYyfc3r/HXpNMod5dgtdu4ZfR+/GfsQgbbmY7K9dPVYkMYUD1JHsSANKR7keOhouYlInfXrLWzdaiXAUs2l7k/41zATlxVuGKLR0EREREQ6s3aZb6i4uJiMjAwGDRrUHpfDarXidruPODS1aR7mW9wNzgUc1bleeOEFNm7cyJNPPkmvXr1a0OOjZ7EYREYGH5dzt0RYmHdvAIjvUCxIQ4oHaUjxIHW8GQtRhNCDlo26VsfhclBUVURBZW3RWmVB/SO/wjPSWt3PdeuFlZ6CNrfpptJZSaWzkszyzKPur7/Vn8jASM8UoQERRAZ6lnVFbId7hAeE42f1O+pryvGhHKjtKQdqf+XlcM89npEMrrsObr75MMWypgm//jV8/inY7RiffkrYWacd1fU2527mys+uZE3WGgAmdZ/E9POnMyi2ff4ftVRXjAU5NMWD1FEsSEOKB/El7Z2biNT5+GPPF5R+6f6ScEp4dSjEBcVzTs/zvdwzERERETmeWl2INnDgQEaPHs37779/xLY33ngj2dnZLFy4sLWXOyrBwcEUFRVRWVnZ7P6qqirg0N/wP/hcQIvPtWTJEt555x1OPfVUpk6detR9bym326Sk5MijGbQ1q9VCWFggJSWVuFzudr+++A7FgjSkeJCGFA9SpyPHgo0g4qxBxIUkQ0jLjnGbbspqSmtHWCuqH2mtqPbnouoiiqoKKa4upqh2tLWG627TTbWrmqyyLLLKslrV74TgBD765ecMiR3aquNbKywssEuM+qAcqPlzKQfqvH73Oz927LCTmOjmyScrKSw8dNuAaX8kcPp0TMOg/O9v4hg/CQrLW3ytL7d/zt0/3kGZo4wI/0iemjiNKwddjcWwUHgU5zmeunIsSFOKB6mjWJCGFA9dh7dzIF/OTUQAnE749FPPLchreJfVfcPYEV3CA4Oux249PiNoi4iIiIhvaHUhmmmaLfo2fUVFBTk5OZSUlLT2UkctLi6OoqIicnNzSUlJabI/Jyenvl1LzrVx40Zyc3Ob3X/wuaZNm4ZpmjgcDh588MFGbTMzPaNiTJ8+nY8//pgzzzyTM888s+VP7CBOp/c+zHC53F69vvgOxYI0pHiQhhQPUqcrxUKQNZSg4FCSgrsf1XF1RWzFNQcK04qqiiitKaG4xlOwVlJdTHHNgWXDbXXTieZW5JJfUdBlft/tTTlQ8+dSDtQ5LVhg5c03PTeIXnyxiuBgN05n820Dp79K4PPPAlD21xeo+uXF0MLfldPtZNrPf+S1Nf8HwMSkk5l+xj+JC4rD7QI3vvc772qxIIeneJA6igVpSPEgx5sv5yYiAPPmWcnLsxBryeMs93fcNNiJ1bBy7aAbvN01ERERETnOWlSItmPHDm655ZYmic369es55ZRTDnmcaZqUlJRQVVVFjx49jqWfR6V///5s27aNHTt2MGrUqCb7d+zYUd+uJeeaO3du/TFHOldFhecb+of7dtHixYsBSE1NPaabMCIiIiLSOVgMC2H+4YT5h5MSenRFbAAut4vSmpL688ixUw6kHKgrKy2Fe+/1TMN53XU1nHqq65Bt/T/8DyGPPwJA+e8fo+r6m1p8ndyKXG774QYWZswH4M4R9/KHE57AZmn1d+ZEREREOp2OlpuIwIFpOae6Z+AINPhkEJzT83y6hSR6uWciIiIicry16NPdPn36MGrUKGbNmtVoe01NDVlZR542yGKxcMcdd7Suh60wefJkZs6cyXfffcfll1/eaF9hYSFLly7FbrczYcKEFp1r+vTp/PDDD9x7771YLAeG23Y4HMyePRuAU089FYA5c+Yc8lwXXnghW7Zs4d1332X8+PGteWoiIiIiIk1YLVYiAiK93Y1ORTmQcqCu7Ikn/ElPt9C9u5snnqg+ZDu/b78m9L47Aai47U4q7nvwkG0Ptip7BTd+ew37yzMIsgXz8mmv88s+Fx1z30VEREQ6m46Wm4iUlsI339RNy/ke/x1iUukHNwy52cs9ExEREZH20OKvGT/88MNMnDgR8HyT5pFHHqFHjx7cdttthzzGMAyCg4Pp378/3bsf/cgOrXXGGWeQmJjIwoULmTFjBldddRUAVVVV/OEPf6CiooKpU6cSExNTf4zD4WDfvn0AdO/eHbvd822NUaNGMXToUNavX88LL7zAAw88gGEYuFwupk2bRmZmJieffDIDBw5st+cnIiIiIiLHn3Ig5UBd0Y8/Wnn/fT8Mw+Tll6sICWm+nX3RAsJuuQ7D5aLqV1dS/sdpYBhHPL9pmry36V88suC31Lhr6B3Rh3+d/R/6Rw1o42ciIiIi0nl0pNxEZOZMG1VVBgOMLYw2V3LHCOgT0ZeJSSd7u2siIiIi0g5aXIgWGxvLRRcd+HbyI488QnR0dKNtviIgIIC//OUv3HrrrTz11FN8+umnJCcns3r1anJychg0aBAPPtj4m9rZ2dmce+65AMyePZvk5OT6fc888wxXX301b775JrNnz6Zv375s3ryZffv2kZSUxJ///Od2fX4iIiIiInL8KQdSDtTVFBbC/fd7puS89VYHJ53U/JSctrWrCbvmCozqaqrPPo/SF1+FBiPnHUqls5KH5z/Af7e8D8C5PS/gldP/TqhfWNs9CREREZFOqCPlJiJ103Jea/6bbYn+rEisZtqQmzFa8MUVEREREen4WlyIdrAtW7a0ZT/a3Pjx4/n444959dVXWbZsGTt27CA5OZlLL72Um266iZBDfa27GX379uWzzz7j1VdfZcGCBcydO5eEhASuueYabr/99kajCoiIiIiISOekHEg5UGf3yCMBZGdb6NPHxSOPND8lp3XHdsKvuBhLWSk1EyZR8o93wHbkjxb2lezlxu+uYV3uGiyGhUfGP87dI+/XzSgRERGRVvD13ES6rvR0g0WLPPnBVczg+WHVBNmDuLz/VC/3TERERETaS6sL0Q4nOzub77//HpfLxaRJk+jdu/fxuMwR9evXj5dffrlFbZOTk9m6desh9yclJfHMM88cU3++/PLLYzpeRERERER8k3Kg5ikH6ji++srGp5/asVhMXnmlisDApm0sGemEX3Yhlvx8HMNHUvLufyEg4IjnnrtvNrf/cCOF1YVEBUTxxhnvMDnl1OPwLERERETEV3IT6Zo+/dQzGtopzKWbLYP3h8El/S4n3D/Cux0TERERkXZzTIVoW7Zs4fnnn6dPnz787ne/A2DlypXcfPPNVFVVAfC3v/2NBx54gJtuuunYeysiIiIiIuJFyoGkM8rLM3joIX8A7r67htGj3U3aGPn5hF8+BWtGOs4+fSn+76eYoYefUtNtunl51Qs8s/RPmJgMjx3JP89+j5TQ7sfleYiIiIh0JcpNxNeYJnz0kee247W8y+cDTAqC4PohN3u5ZyIiIiLSnlpdiJaRkcHVV19NeXl5o6k0/vjHP1JZWUlISAjdunVj+/btPPfcc4wePZoRI0a0RZ9FRERERETanXIg6YxME377W3/y8iwMHOjiwQdrmrQxykoJn3oxtu3bcCUmUfzRF5hHmJ61tKaEO2ffxre7ZwFw1cBreWbScwTYjjyCmoiIiIgcnnIT8UVr11rYvt1KAJVcwqdcOsJkbMJ4hsYM83bXRERERKQdWVp74L/+9S/KysoYMWIE99xzD+D5Bs62bduw2+18+umnzJw5k8ceewzTNHn//ffbrNMiIiIiIiLtTTmQdEaffWZj1iw7NpvJq69W4e9/UAPTJPT2m7CvWY07Oprij7/EnZxy2HMWVxdx2f8u5Nvds/Cz+PH8KS/z4qmvqghNREREpI0oNxFf9PHHnmk5p/AFJREV/NgLbtBoaCIiIiJdTqsL0RYvXoy/vz+vvfYaQ4YMAWD+/PkAnHDCCaSmpgJw5ZVXEhkZycqVK9uguyIiIiIiIt6hHEg6m6wsg9//3lMc9sADNQwd2nRKzsA3XsP/+28x/f0p/s8nuPr2O+w5i6oKuex/F7IqZyWR/pF8edE3XDPo+uPRfREREZEuS7mJ+BqHAz7/3DMJ0zW8x1vDXUQFRXNB7yne7ZiIiIiItLtWF6JlZmbSo0cPoqKi6rctWrQIwzA48cQT67cZhkFiYiJ5eXnH1lMREREREREvUg4knYlpwm9+E0BRkcHw4S7uuafplJy2NasI/tMTAJQ99QzOkaMPe87CqgIunXkha3JXExUQxacXfsXo+LHHpf8iIiIiXZlyE/E1c+daycuzEEc2v+B73hkJVw28Dn/rwUMui4iIiEhnZ2vtgYZhNPq5urqa1atXAzBu3LhG+0pLS7HZWn0pERERERERr1MOJJ3Jf/9r48cfbfj7m7zyShV2e+P9RmkJYbfegOFwUH3eL6m6/qbDnq+gKp9L/3chG/LWER0QzSe/nMngmCHH8RmIiIiIdF3KTcTX1E3LeSX/YV4vF2kRBtcOvsHLvRIRERERb2j1iGjJycmkpaVRWVkJwMKFC6mpqSEiIqJ+KGiAXbt2kZ6eTkpKyrH3VkRERERExEuUA0lnkZZm8Oijnik5f/e7agYMOGhKTtMk5Lf3Yd2zG1dyCqUvvgIH3exsKL8yn0u+/CUb8tYRExjDZxfOUhGaiIiIyHGk3ER8SUkJfPvtgWk53x4FZ6SeRfewVC/3TERERES8odWFaGPHjqWiooJHHnmE2bNn89xzz2EYBmeccUZ9m40bN3LfffdhmiYnn3xym3RYRERERETEG5QDSWfgdsN99wVQVmYwdqyLO+5wNGkT8N/3CfjsE0yrlZLp/8SMiDzk+fIq87j4y/PZmL+e2MA4Pr/wawZGDzqeT0FERESky1NuIr7kq69sVFcbDGIjqQFr+GIA3Dj0Fm93S0RERES8pNXjMd9yyy18/fXXfPvtt3z77beYpklwcDC33norAIsXL+amm27CNE0SExO58cYb26zTIiIiIiIi7U05kHQG77xjZ8ECG4GBJq+8UonV2ni/ddtWQn7/IADlv38M57jxhzxXTkUOl/7vArYUbCYuKJ7PL5xF38h+x7P7IiIiIoJyE/Ets2YdmJbz/eEm3aJ6cErK6V7ulYiIiIh4S6tHRIuPj+fDDz/k7LPPpmfPnpx66qnMmDGD5ORkAFJTU7FYLJx22ml8+OGHREVFtVmnRURERERE2ptyIOno8vMNpk3zB+Dxx6vp1cts3KCykrBbrseorKTm5FOpvOu+Q54ruyKbi788jy0Fm4kPSuCLC79WEZqIiIhIO1FuIr6ivBwWzPfcaryQL3l7JFw/+GYsRqtvP4qIiIhIB9fqEdEAUlJSePHFF5vdl5SUxKJFi4iIiDiWS4iIiIiIiPgM5UDSkb30kh9lZQZDh7q44YamU3KGPPEIts0bccfEUvLaP8DS/M2j7PIsLv7yfLYXbaNbcCKfX/gVvSL6HO/ui4iIiEgDyk3EF8yfb6Oq2kIPdlPRbSPbkvyZOvAqb3dLRERERLzomArRjkRJjoiIiIiIdCXKgcRX7dtn8M47nilzHn20ukmNmd/MLwn819sAlLz2D8z4+GbPk1m2n4v/dz47i3aQGJzEZ1O+old47+PadxERERE5espNpD18/70VgAuYyXsjYEqfS4gKiPZup0RERETEq465EK20tJTdu3dTWVmJ2+1utM/lclFVVUVWVhZz587l7bffPtbLiYiIiIiIeJVyIOmI/vpXf2pqDCZNcnLKKa5G+yz79hJ6/10AVNx9P45TT2/2HPvLMrjoy/PYXbyL5JAUPrvwK3qE9zzufRcRERGR5ik3EW9yu+GHbz3fcLmAmVw/EP455GYv90pEREREvO2YCtFeeukl3n77bZxOZ1v1R0RERERExGcpB5KOaMMGC5984kn/H3usGsNosNPhIOy2G7GUFOMYPZbyhx9t9hwZpelc9OV57CnZTUpodz6/cBbdw1LbofciIiIi0hzlJuJta9ZYyMm3EUoJ/kk/Edt7JCPjRnu7WyIiIiLiZa0uRPvuu++YPn16i9qmpqZy/vnnt/ZSIiIiIiIiXqccSDqqadP8MU2DKVMcjBjReKSM4L9Ow75yOe6wcEre+CfY7U2OTy9NY8qX57GvZA/dw3rw+YVfkRLavb26LyIiIiIHUW4ivuD77z23GM/iO/43yMHVg67DaPStFxERERHpiiytPfDTTz8F4Nxzz2XevHksWbIEi8XC5ZdfzoYNG/jxxx+57bbbsFgsmKbJzTdrOF4REREREem4lANJR7RokZXZs23YbCYPP1zdaJ997myCXn4BgNIXX8HdvekIZ2U1pVw561L2lewhNawHX1w4S0VoIiIiIl6m3ER8wXdfe4rOLmAm/xts5YLeF3q5RyIiIiLiC1pdiLZx40b8/f158sknSUhIIDIykl69erFkyRJsNhvJycncf//93HHHHaSlpTFjxoy27LeIiIiIiEi7Ug4kHY1pwp/+5A/ANdc46NXLrN9nZGcTduetAFRedxM1F0xpcrzbdHPX7NvZUrCZ+KAEvrjwa5JDU9ql7yIiIiJyaMpNxNvS0w02bvHDgovkuK9JHXY6UQHR3u6WiIiIiPiAVheiFRcXk5ycTFhYWP22fv36kZ6eTmlpaf22G264AT8/P77//vtj66mIiIiIiIgXKQeSjuarr2ysWmUlKMjkN7+pObDD7Sbsrlux5OXiHDiYsqeebvb4l1Y+x9e7Z+Jn8eOds98nKTS5nXouIiIiIoej3ES8rW5azhNZwtzB+VzU91Iv90hEREREfEWrC9H8/f3x9/dvtC0lxfPN6J07d9ZvCwkJITU1lXX1GgoAAPXESURBVD179rT2UiIiIiIiIl6nHEg6EocDnn7aE6933FFDfPyB0dACX/0//H6aixkURMmb/4LAwCbHf7/nG/66bBoAfzn5ecYkjGuXfouIiIjIkSk3EW/7/mvP8gJm8tUQP87peZ53OyQiIiIiPqPVhWjx8fFkZGTgcrnqt3Xv3h2A7du3N2lfUVHR2kuJiIiIiIh4nXIg6Uj+8x87O3daiIlx8+tfHxgNzbZ8KcHPPAVA2dPP4urXv8mxOwq3c8ePt2BicsOQm7l60HXt1m8REREROTLlJuJNZWWwcLEdgMHhM+k+9lxC/EK93CsRERER8RWtLkQbPXo0JSUlvP322/Xb+vbti2ma/Pjjj/XbsrOz2b17N3FxccfWUxERERERES9SDiQdRXk5PPecHwC/+U0NoXX3hKqqCLvzVgyXi6qLL6Vq6tVNji2tKeG6b6ZSWlPC+G4n8qcJf2nHnouIiIhISyg3EW/66ScbNU4rvdnBmqGbuajfZd7ukoiIiIj4kFYXol111VUYhsGLL77IZZddRk1NDcOGDSM1NZX58+fz+9//nvfff5+bb74Zp9PJ4MGD27LfIiIiIiIi7Uo5kHQUb77pR3a2he7d3Vx7raN+e+Abr2HdsxtXQjfKnn0JDKPRcW7TzZ0/3sr2om10C07k7bPew8/q1869FxEREZEjUW4i3tRwWs7vhwdzevczvNshEREREfEprS5EGzBgAI8++ihWq5UdO3bg5+f5cPrXv/41pmnyxRdfMG3aNLZv347FYuHXv/51m3VaRERERESkvSkHko4gP9/glVc8sfn731dTG6ZYMvcT/OJzAJQ//hRmaFiTY59b/he+3fM1/lZ//nX2DOKCNHKGiIiIiC9SbiLe4nbDj995vtAyNngmSRMvJMAW4OVeiYiIiIgvsR3LwVdeeSUTJkxg4cKF9dsuvPBC3G43//jHP0hPT6dXr17cf//9DBw48Jg7KyIiIiIi4k3KgcTXvfSSH6WlBkOGuLjoImf99uCnHseoKMcxdjzVl1ze5Livd33Fcys803A+O/klRsaPbrc+i4iIiMjRU24i3rBqlYXckgDCKSJj8AKm9P3I210SERERER9zTIVoAKmpqaSmpjbadtFFF3HRRRcd66lFRERERER8jnIg8VVpaQbvvGMH4LHHqrHUjoFuW/ozAZ9+hGkYlD39tyZTcm4t2MKds28F4Jaht3PFgKvatd8iIiIi0jrKTaS9ffe1J5c4m2/5aVQwbyaf4t0OiYiIiIjPafXUnCIiIiIiIiLiO/76V39qagwmTXJyyikuz0aXi5A/PARA1VXX4hw+stExxdVFXPfNVModZZyUOJEnT5rW3t0WEREREZEO4vsvHQBM8p9J/GmXYrMc83gXIiIiItLJtOgd4ieffNImF7v00kvb5DwiIiIiIiLHk3Ig6Wg2brTw8ceeFP+xx6rrBz0L+O/72NetwR0WTvnvH290jMvt4o4fbmZX8U6SQ1J466x3sVvt7d11ERERETkM5SbiK/btM9icFo4VJ5UDv2FK/w+83SURERER8UEtKkR79NFHMQ6auqM1lOiIiIiIiEhHoBxIOppp0/wxTYMLL3QwYoQbAKO4iOCn/whAxW8fxoyNbXTM35ZP48d93xNgDeBf58wgJjCm3fstIiIiIoen3ER8xfffeiZZmsAiVoyzck3CeC/3SERERER8UYsK0RITE493P0RERERERHyGciDpSBYvtvLjjzZsNpPf/766fnvQc3/BkpeHs19/Km+8tdExM3d+wYsrnwPghVNfYVjsiPbssoiIiIi0kHIT8RU/fFwBBHG6bSZ5Z16BxbB4u0siIiIi4oNaVIg2Z86c490PERERERERn6EcSDoK04Q//ckfgGuucdCrlwmAdesWAt/+BwBlf/4r2A9Mubk5fxN3z74DgNuH38Wl/X7Vzr0WERERkZZSbiK+oLQUFq6PAMDeeyZTBr7t3Q6JiIiIiM/S1xVEREREREREOqhZs2ysXGklKMjkN7+p8Ww0TUIe/R2G00n12efhOOW0+vaFVQVc+80VVDjLmZR8Co+f+JSXei4iIiIiIh3FvDkWHG4bfdnGnkmlDIkZ5u0uiYiIiIiPatGIaEfidrvZuHEju3btorS0lKuvvhqHw0FWVhYpKSltcQkRERERERGfoRxIfIHTCdOmeUZDu+OOGuLjPaOh+X37NX4/zcX096fsqafr25umyV2zb2NvyR66h6by5pnvYLO0yccCIiIiIuIlyk2kPfzwYQkQzFmWmYScexWGYXi7SyIiIiLio475E+dPP/2UV155hezs7PptV199Nfv37+fcc8/lnHPO4c9//jMBAQHHeikRERERERGvUw4kvuI//7Gzc6eF6Gg3v/517WhoVVWEPPZ7ACruuBt3j5717T/Z9iE/7P0Of6s/75wzg6iAaG90W0RERETaiHITaQ8uF/ywMASAyO4zOWfwC17ukYiIiIj4smMqRHv++ed56623ME0Ti8WCxWLB5XIBkJWVhcvlYtasWWRlZfGvf/0Lm03ftBYRERERkY5LOZD4iupqePZZPwB+85saQkM924Omv4p13x5c3RKpuOc39e3zKvN4bNHDnvajH2KoptIRERER6dCUm0h7WbHCQn5VMBEUUnpKOn0i+3q7SyIiIiLiwyytPfDnn3/mzTffJCAggCeffJJly5YxbNiBD7LHjx/P3/72NwIDA1m5ciUffvhhm3RYRERERETEG5QDiS/53/9sZGdb6NbNzbXXOgCw7M8g6KXnACh//CkICalv//ii31NQVcDAqMHcOfJer/RZRERERNqGchNpTz/8pwiAM41viJky1budERERERGf1+pCtPfeew/DMHj66ae54oorCGnwAXedX/7yl/ztb3/DNE1mzpx5TB0VERERERHxJuVA4kveesszGtoNNzjw9/dsC37qcYyKChzjTqD64svq287Z9yOfbPsQA4MXTn0ZP6ufN7osIiIiIm1EuYm0p2+/89xKTE6YyblDVYgmIiIiIofX6kK0NWvWEBMTwznnnHPYdr/4xS+Ii4tjx44drb2UiIiIiIiI1ykHEl+xcqWF1aut+PubXH21ZzQ0289LCPjsY0zDoOyZZ8EwACh3lPPQT/cDcPPQ2xgdP9Zr/RYRERGRtqHcRNrL7t0G2wq6YcWJ3ylbSQ5N8XaXRERERMTHtboQrbi4mPj4+Ba1jY+Pp6qqqrWXEhERERER8TrlQOIr3nzTM6LZRRc5iYkxweUi5A8PAVB19fU4hw6vb/vXZdPYV7qX5JAUfj/+Ma/0V0RERETalnITaS8//rcIgIksIOFXF3u3MyIiIiLSIbS6EC0iIoK0tLQjtjNNk/T0dCIjI1t7KREREREREa9TDiS+IDvbYOZMGwA331wDQMCMd7GvX4s7LJzy3x8oNluTs4p/rHsdgL9NfoEQv9D277CIiIiItDnlJtJeZn1WAcCA6P9xxogrvdwbEREREekIWl2INmrUKEpKSpg1a9Zh233++ecUFhYycuTI1l5KRERERETE65QDiS/497/tOBwG48Y5GTbMjVFUSPAzTwFQ8btHMGNiAHC4HNw/927cppuL+17KL1LP8ma3RURERKQNKTeR9lBSAsv29QQgauJGYoNivdwjEREREekIWl2Ids0112CaJk899RSzZ89ust/tdvPxxx/z1FNPYRgGV1xxxTF1VERERERExJuUA4m31dTAu+/aAbj5ZgcAQc8+gyU/H2f/AVRef3N927+vfZWN+euJ9I/kTxP+6pX+ioiIiMjxodxE2sOcj4twYmcAm+l9/ene7o6IiIiIdBC21h44duxYbr75Zt566y3uuusugoODcTg8H4Rfeuml7Nmzh/LyckzT5PLLL+ekk05qs06LiIiIiIi0N+VA4m0zZ9rIybGQkODmvPOcWLdsJvCfbwJQ9ue/gt1TpLareCfPLX8GgD9OeFojF4iIiIh0MspNpD189X42kMLIsK84ZcxV3u6OiIiIiHQQrS5EA3jwwQdJTk7mlVdeIT8/v377hg0bAAgNDeXWW2/llltuObZeioiIiIiI+ADlQOJNb73lB8D11zuw20xCHn0Yw+Wi+twLcEw+FQDTNPntvPuoclUxKfkUftX/Sm92WURERESOE+Umcjw5nfDTlj4AJI1bT5j/7V7ukYiIiIh0FMdUiAZwxRVXcMkll7B69Wq2b99OaWkpgYGB9OzZk7FjxxIYGNgW/RQREREREfEJyoHEG1atsrBypRU/P5NrrnFgW/ozfvPnYvr5UfbHafXtPtgygwUZPxFoC+S5yS9hGIYXey0iIiIix5NyEzleln1bTLErkSjyGXHbKG93R0REREQ6kGMuRAOw2+2MGzeOcePGtcXpREREREREfJpyIGlvdaOhTZniJDbWJOj+FwGo+tVVuFN7AJBTkcMTix8B4MGxv6dneC+v9FVERERE2o+v5ia7d+/mtddeY+XKleTn55OQkMA555zDbbfdRlBQ0FGdKzs7m9dff53FixeTlZVFTEwMp512GnfeeSdRUVHNHrN+/Xpef/11NmzYQElJCSkpKUyZMoXrrrsOe+2U9gf7+uuveffdd9m1axcul4sBAwZw3XXXceaZZzbbvqqqinfffZeZM2eSlpZGYGAgY8eO5de//jUDBgw4qufoaz75+1YgkfGB3zBpgkZZFhEREZGWs3i7AyIiIiIiIiJyaNnZBl9+6fke2c0312DdvAn/77/FNAwq77y7vt2jCx+iqLqIoTHDuWP4Xd7qroiIiIh0cevWrePiiy9m5syZxMTEcMopp1BRUcH06dO54oorKCsra/G50tLSuOSSS/jggw8ICAjg1FNPxWq18v7773PRRReRlZXV5Ji5c+dyxRVXMG/ePHr06MHEiRPJycnh2Wef5bbbbsPhcDQ55tlnn+X+++9n69atjBo1iuHDh7N27VruvvtuXnnllSbtq6urueWWW3j++ecpLCzk5JNPJjk5me+++45LL72URYsWHd0vzcf8tCoFgN4j1hBo08h6IiIiItJybTIimoiIiIiIiIgcH++9Z8fhMBgzxsWIEW6C7vo/AGrO+yWuXn0A+GHPt3yx4zMshoUXTnkZm0XpvoiIiIi0P6fTyW9+8xsqKiqYNm0al156KeAZPez+++9nzpw5vPDCCzz++OMtOt/DDz9Mbm4ud955J/fccw8ALpeLp556ig8++IAnnniCN954o759cXExDz74IABvvvkmEydOBKCoqIhbb72VRYsW8e6773LTTTfVH7NkyRLeeustunXrxowZM0hKSgJgy5YtXH/99bz22mtMnjyZYcOG1R8zffp0li1bxsSJE3nttdcICAgA4Msvv+R3v/sdDz30EN9//z3BwcGt/VV6zeZlBeyu7oMNBxNu6+3t7oiIiIhIB6MR0URERERERER8VE0N/PvfnqmDbr65BktGOv6ffQxAxd33AVBWU8pD838DwO3D72J43Eiv9FVEREREZNasWaSlpXHiiSfWF6EBBAQE8PTTTxMUFMRHH31EcXHxEc+1YsUKVqxYQY8ePbjrrgMj/lqtVh599FESExOZN28eO3bsqN83Y8YMysrKmDJlSn0RGkBERATPPPMMAO+88w4ul6t+X10h2/33319fhAYwYMAA7rvvPkzT5O23367fXlFRwbvvvovFYuGpp56qL0IDuPDCCzn33HPJy8vjiy++aMmvzOf888+LARjj9xOTzrrcy70RERERkY5GhWgiIiIiIiIiPuqrr2xkZ1uIj3dz/vlOAqe/huF0UjPxZJwjRwPw9NKnyChLp3tYDx4a+4iXeywiIiIiXdmcOXMAOOOMM5rsi4yMZPz48TgcDhYsWNDic51++ulYLI1vZ9ntdk477TQAZs+e3eSYM888s8n5evfuTb9+/cjNzWXdunUAlJWVsWzZMqxWK6effnqTY84880wMw2DevHn1xWvLly+nrKyMwYMHNypcq3PWWWc16ktHM29eNACDBq7Cz+rn5d6IiIiISEejQjQRERERERERH/XWW54bP9dd58C/vIDA9/4FQMVd9wGwImsZb6//BwDPTX6JIHuQN7opIiIiIgLAtm3bAOjfv3+z+/v08Uwtv2XLlhafq1+/fi0+1/bt24/qmJ07d+JyuUhMTCQkJKRJ+6ioKKKjo6mqqmLPnj0AbN269aj71VHk7C1gdelYAE69McHLvRERERGRjkiFaCIiIiIiIiI+aM0aCytWWLHbTa691kHgO29hVJTjHDwUx6mnU+Oq4Tfz7sbE5PL+Uzkl5TRvd1lEREREuricnBwA4uPjm90fFxfXqF1bnqu4uJiqqqqjOuZI12jNMXXb8/LycLvdhzyvL/rPX+biwkZf60Z+cfkF3u6OiIiIiHRANm93QERERERERESaqhsN7cILncSFVhD41nQAKu66FwyDV1e/xJaCzUQHRPPHk572ZldFRERERACoqKgAICAgoNn9ddvr2rXkXIGBgS06V93Sz8+vyVSehzqmvLz8sP0F8Pf3b/Y6h+pXXfu6ts2NtNYSNlv7jyWxaqGn76N6Lcff/7J2v774FqvV0mgpXZviQeooFqQhxYM0p00K0YqLi1myZAm7du2itLSU3/3ud1RXV7N27VrGjRvXFpcQERERERHxGcqB5HjLzTX44gtPyn7zzTUEfDADS14eru6pVF94MfvLMnhx5bMA/HniX4kOjPZmd0VERETES3wtN7FarbjdbgzDOGw70zRbdC6gxeeqKz47UvuGx7T0Gs0dcygNz9WS59kci8UgMjK4Vccei1MudJDz73k8OH24V64vviksrPmiS+maFA9SR7EgDSkepKFjKkQzTZNXXnmFd955p364Y4Df/e53pKenc9111zFixAhee+01oqKijrmzIiIiIiIi3qQcSNrLe+/ZqakxGD3axahhNQTd9jIAFXfcBTYb/7fqeapd1ZzQ7SQu7quRCkRERES6Gl/NTYKDgykqKqKysrLZ/XV9PdRoYgefC2jxueraV1dX43a7mx0V7VDHNPwdHqy6uhqAoKCgFh3TcPvhRlo7HLfbpKTkyKPGtbVbnrmEB14LpKSkksLC8na/vvgWq9VCWJgnHlyujjXNrLQ9xYPUUSxIQ4qHriMsLLDFI98dUyHaQw89xFdffYVpmkRGRlJdXV2fEBQVFWGaJmvWrOGaa67hk08+aVFiISIiIiIi4quUA0l7cDjgX/+yA3DTTTX4f/Ul1r17cEdFUTX1GtJL03h/078B+N24P7Ro9AYRERER6Vx8NTeJi4ujqKiI3NxcUlJSmuzPycmpb9eSc23cuJHc3Nxm9x98rpCQEEJCQigrKyM3N5f4+PgjHlPX5lDXaM0x2dnZAERFRWG32w/zDA/P6fTezVyXy+3V64tvUTxIQ4oHqaNYkIYUD9JQqydq/f7775k5cyZRUVG8+eabLFmyhAEDBtTvHz16NDNmzCA6Oppdu3bx7rvvtkmHRUREREREvEE5kLSXWbNsZGVZiItz88sLHAS+8hIAlTfdBkFBvLjyORxuBxOTTmZC0iTvdlZERERE2p0v5yb9+/cHYMeOHc3ur9te166tz9WvX7+jOqZPnz5YrVYyMjKaHXmtoKCA/Px8/P39SU1NbXTs9u3bW9wvEREREZGuotWFaB9++CGGYfD8888zaVLzH3yPHj2al156CdM0+e6771rdSREREREREW9TDiTt5a23PKMmXHutg+Cf52FfvxYzKIjKm25lb8ke/rvlPQAeGvuIN7spIiIiIl7iy7nJ5MmTAZq9ZmFhIUuXLsVutzNhwoQWn+uHH37A7W48wobD4WD27NkAnHrqqS26/s6dO9m2bRtRUVEMHz4cAH9/f0444QQcDgdz5sxpcsx3332HaZpMnDixfnSz0aNHExISwvr168nKympyzLfffgvAKaeccsTnKCIiIiLS2bS6EG3Dhg1069aNE0444bDtxowZQ1JSEnv27GntpURERERERLxOOZC0h3XrLCxbZsNuN7nuOgdBdaOhXXUtZlQ0L618DqfbyeTkUzkh8STvdlZEREREvMKXc5MzzjiDxMREFi5cyIwZM+q3V1VV8Yc//IGKigouvfRSYmJi6vc5HA527tzJzp07cTgc9dtHjRrF0KFD2blzJy+88AKmaQLg+n/27jw+xqv94/h3MomsIgkSe+xLUTulqVqKomqpalVLV/pY+7SKFm216PK0ujyllG6WtrTUXqHErmLfg9i3IIgkss/M74/8Zjp5ksjKRPJ5v15e5T7nPufc40ri6lxzjsmkSZMm6dKlS2rdurXq1Klju6dXr17y8vLSwoULbYVqUupxpW+/nfpBjhdffDHNkZn9+/eXJH388cdpXquwsDB9+eWXkqRBgwbZrru6uqpPnz5KSUnRmDFjFBsba2tbunSpVq1aJV9fX/Xp0yd3LyIAAABwD3PO7Y1xcXEqX758tvr6+fnp6tWruZ0KAAAAAByOHAh3w6xZxSRJ3bqlqHzEbhXbGCKL0aj4V4fq1M2T+jUs9c28Uc3ZDQ0AAKCoKsi5iZubmz766CMNHDhQ77//vhYuXKgKFSpoz549unLliu677z6NHDkyzT2XL19Wly5dJElr165VhQoVbG0ffvihnn32Wc2cOVNr165VjRo1dOTIEZ09e1bly5fXxIkT04zl7++v9957T6NGjdKQIUPUqFEjlSxZUjt27FBUVJQeeughPf/882nuadOmjZ5++mn9+uuvevzxx/XAAw/IZDJp+/btSk5O1ogRI2w7qFkNGzZMoaGh2rZtmzp06KBmzZopIiJC+/btU7FixfT555/Lw8MjH19ZAAAA4N6Q6x3RSpUqpTNnztg+gZKZ5ORknT59Os2nWwAAAADgXkMOhDstMtKgP/5I/bzYyy8nyf3r1N0XEns8IXPFSpqy8xOZLCa1r9RBzcq0cORSAQAA4EAFPTdp0aKFfvvtN3Xq1EkXL17U+vXrVbx4cQ0ePFhz5syRl5dXtseqUaOGFi1apF69eikmJkYhISGSpOeee04LFixQQEBAunu6deumOXPm6KGHHlJ4eLi2bNmigIAAvfXWW5o2bVqa3dCs3nvvPU2ePFk1a9ZUaGioDh48qAYNGmjq1KkaPHhwuv4eHh6aM2eOBg8eLG9vb4WEhCgiIkIdO3bUb7/9ppYtW+bgFQMAAAAKj1zviNa8eXMtXbpUP//8s/r165dpv59++kkxMTFq27ZtbqcCAAAAAIcjB8KdNneuixITDWrUyKRmfuFyXbZYkhQ39DWdiDqu3479Kkka1Yzd0AAAAIqyeyE3qVmzpr766qts9a1QoYKOHj2aaXv58uX14Ycf5mj+pk2bqmnTptnubzAY9MQTT+iJJ57I9j0eHh4aMWKERowYkaO1AQAAAIVZrndEe+GFF+Tk5KSPP/5Ys2fP1o0bN9K0X7t2TV988YWmTJkiJycnPfvss3leLAAAAAA4CjkQ7qTkZOnHH1N3ZnjppSR5Tv+vDGazEtt3kKluPX2642OZLWZ1qtxZjQKaOHi1AAAAcCRyEwAAAAAFlcGS1d7NtzFv3jxNnDgx3XUfHx9FRUVJkiwWi0aMGKF//etfuV4k0jOZzLp+/dZdn9fZ2Um+vp66ceOWUlLMd31+FBzEAuwRD7BHPMCKWCg6/Pw8ZTTm+jMu9xRyIMcp7DnQ0qXOevlld5UqZdbeNadVrmVdGRISFLV4pQ7VLq2Hfm0uiyz668mNur90wzu2DmSOn2uwRzzAiliAPeKh6CgIORC5SeFW2PMf3BuIB9gjHmBFLMAe8VB05CQHylOm1K9fP82YMUO1atWSxWKx/bpx44YsFosqVaqkKVOmkOQAAAAAKBTIgXCnzJqVuhta//7J8pn9jQwJCUpu3ETJLR/UZzs/kkUWda7yGEVoAAAAkERuAgAAAKBgcs7tjWazWU5OTmrdurVat26tCxcu6Pjx44qJiZG7u7uqVKmiatWq5edac+zUqVOaOnWqdu3apWvXrqlMmTLq3LmzBg0aJA8PjxyNdfnyZU2bNk1bt25VRESESpUqpXbt2mnIkCHy8/NL1z8lJUW//vqrli5dqvDwcCUlJSkgIECtW7fWoEGDVKZMmfx6TAAAAAB3ATkQOdCdcuSIk/7+21nOzhY9/2SU3B+dJUmKG/pvHbl+RIvDF0mS3mz2liOXCQAAgALiXshNAAAAABRNuS5Ee/HFF1W6dGmNHz9e3t7eKl++vMqXL5+fa8uT/fv3a8CAAYqLi9P999+v+vXra/fu3Zo+fbpCQkL0888/y8vLK1tjnTt3Tn379tXVq1dVs2ZNtW3bVocPH9bcuXP1119/af78+WneVElKStLLL7+s7du3y83NTffff788PT118OBB/fzzz1q5cqV++ukn1a5d+049PgAAAIB8Rg5EDnSnLF6cmpo/8kiKqqz5Xk43o5RSrbqSOnfVp3+9IIss6lath+qVqu/glQIAAKAgKOi5CQAAAICiK9dHcx48eFB///23vL2983M9+SIlJUWvv/664uLiNGnSJP3222/66quv9Ndff6ldu3Y6evSopkyZku3xxowZo6tXr2rIkCFatmyZvvrqKwUHB+vpp59WRESE3n333TT9Z82ape3bt6tGjRpasWKF5syZo+nTp2vt2rXq1auXoqKiNHLkSFkslvx+dAAAAAB3CDkQOdCdYLFIixenHsvZ47EEuU+fKkmKHzJCB28c1rITi2WQQSObjnHkMgEAAFCAFOTcBAAAAEDRlutCNJPJpJIlS+bnWvLNihUrdO7cObVs2VK9e/e2XXdzc9PkyZPl4eGhBQsW6ObNm1mOtXPnTu3cuVOVK1fW0KFDbdeNRqPGjRuncuXKaf369QoPD7e1/f7775Kkd955RxUqVLBdd3V11YQJE1SiRAkdP35chw8fzo/HBQAAAHAXkAORA90JBw446dQpJ7m7W9Qtfr6MFy/I5B+ghN5P6T87PpQk9ajeS3VK3ufglQIAAKCgKMi5CQAAAICiLdeFaO3bt9exY8e0a9eu/FxPvli3bp0kqUOHDunafH191aJFCyUnJ2vTpk3ZHqt9+/Zyckr7crm4uKhdu3aSpLVr10qSEhISVL58eVWrVk0NGzZMN16xYsVsb8xcvnw5+w8FAAAAwKHIgciB7gTbsZztU+T/XequdfEDB2tf9BH9eWq5nAxOGtnsLUcuEQAAAAVMQc5NAAAAABRtzrm98a233tLFixf14osvqnPnzmrSpIlKly4tV1fXTO9p2bJlbqfLkWPHjkmSatWqlWF79erVFRISorCwMD322GPZGqtmzZqZjiVJYWFhklJ3HJgzZ06m48XGxurEiROSpLJly952bgAAAAAFBznQP2NJ5ED5wWKRli5NPZazd9Udcl5+RObi3kp4/kX9Z9MrkqReNZ5UDd+M/y4AAABQNBXk3AQAAABA0ZbrQrSgoCDb75csWaIlS5bctr/BYLhrx7BcuXJFkhQQEJBhu7+/f5p+d2ssSfr666+VkJCgKlWqqHbt2tm6BwAAAIDjkQPlfCyJHOh29uxx0tmzTvLwsKj71rGSpIQBL2p3fLhWn1klJ4OT3mg6ysGrBAAAQEFTkHMTAAAAAEVbrgvRLBbLHe2fF3FxcZJSP5mfEet1a7/sjOXu7p7nsZYsWaIff/xRTk5OGjdunAwGQ5b33I6zc65PVs01o9EpzX9RdBELsEc8wB7xACtiAYUNOVDOxyIHur2lS4tJkro8cFUl1q2XpVgxJf1riP4TOkSS9FTtvqpVKuNd7nD38XMN9ogHWBELsEc84G4pyLkJAAAAgKIt14Vo1mNYCiKj0Siz2ZzlmxzZSb6MRqMk5XmsBQsW6L333pPFYtHIkSPTfGIpN5ycDPL19czTGHnh7Z3xm1IoeogF2CMeYI94gBWxgMKCHChnY5ED3Z7ZLC1dmvr7Z91Td7Aw9OqlI8Wv6q8zq2U0GPXBIxMc+szIGD/XYI94gBWxAHvEA+60gpybAAAAACjacl2IVpB5enoqKipK8fHxGbYnJCRIyvwT/v87lqRcj2U2m/X555/r22+/lSS98cYbevnll7OcNytms0XR0VnvQJDfjEYneXu7Kzo6XiaT+a7Pj4KDWIA94gH2iAdYEQtFh7e3O7s+OBg50J1zp76X/f23k86fd1fx4hZ12PquJCmm11N6e804SVLfOs/Kz1BGN27cyrc5kTf8XIM94gFWxALsEQ9FBzkQAAAAAGSsUBai+fv7KyoqSlevXlXFihXTtV+5csXWLztjHTp0SFevXs2w/XZjxcXF6Y033tC6devk4uKiiRMnqkePHjl4kttLSXHc/8wwmcwOnR8FB7EAe8QD7BEPsCIWgDuPHOjOy+/vZYsWuUiSutQ/LY+tl2QKKKMNVYtp/fJ1cnZy1muNR/K9s4Di5xrsEQ+wIhZgj3gAAAAAABRVuS5Ee+utt3LU32AwaPLkybmdLkdq1aqlY8eOKTw8XI0bN07XHh4ebuuXnbFCQkJs92R3rOvXr+ull17S4cOH5ePjo6+//lrNmjXL6aMAAAAAKCDIgW4/FjlQ9plM0tKlqen400lzJEmJT/TRx3s+liQ9U7u/KnkHOmx9AAAAKNgKcm4CAAAAoGjLdSHaH3/8IYPBIIvFkq7NYDCk+bPFYrmric7DDz+sZcuWKTg4WH369EnTduPGDW3fvl0uLi568MEHszXW9OnTtWbNGo0YMUJOTv9st52cnKy1a9dKktq2bWu7fuvWLb3wwgsKCwtTYGCgZs6cqcBA3kQAAAAA7mXkQORA+eXvv426csVJPiVM6rw3tfjs7za1tPnwVyrmVEyvNXnDwSsEAABAQVaQcxMAAAAARVuuC9F69OiRLqGxiouL05UrV3Tw4EGlpKTohRdeUNWqVXO9yJzq0KGDypUrp82bN2vevHnq16+fJCkhIUFjx45VXFyc+vbtq1KlStnuSU5O1tmzZyVJlSpVkotL6jEpjRs3Vv369XXgwAFNmTJFb7zxhgwGg0wmkyZNmqRLly6pdevWqlOnjm2siRMnKiwsTAEBAZo7d262jr8BAAAAULCRA5ED5ZfFi1NT8W41jsh1Z5yS69+vcVE/S5KevW+AKhRPf7wqAAAAYFWQcxMAAAAARZvBktFHZvJJRESEBg8erEuXLmnp0qUqXbr0nZoqne3bt2vgwIFKSEhQ3bp1VaFCBe3Zs0dXrlzRfffdpzlz5sjLy8vW//z582rfvr0kae3atapQoYKt7fjx43r22WcVFRWlqlWrqkaNGjpy5IjOnj2r8uXL65dfflFAQIAk6eTJk+ratavMZrPq1q172wSvf//+uv/++3P1fCaTWdev38rVvXnh7OwkX19P3bhxSykp5rs+PwoOYgH2iAfYIx5gRSwUHX5+njIanbLuWASQA5EDZSUlRbr/fk9FRjppRfUh6hI+TYfe/JfqeX4jV6OrQvvtU1mvcvmwcuQ3fq7BHvEAK2IB9oiHouNeyIEcmZsg7wpL/oN7G/EAe8QDrIgF2CMeio6c5EB3NFMqU6aMpkyZops3b+rrr7++k1Ol06JFC/3222/q1KmTLl68qPXr16t48eIaPHhwujdgslKjRg0tWrRIvXr1UkxMjEJCQiRJzz33nBYsWGB7A0aSNm7cKLM59Qvs0KFDWrZsWaa/Ll68mL8PDQAAAMChyIHIgbKyebNRkZFOKumTrI7hM2QxGvV51UuSpCdq9KEIDQAAAPnCkbkJAAAAgKLrju6IZvXYY48pNjZW69evv9NTFRl8GgaORizAHvEAe8QDrIiFouNe2A3gbiMHyn+FJQf6979dNW9eMb1Yf5u+O9BKse3bqVSbLUo0JWrVE+vUOKBpPqwadwI/12CPeIAVsQB7xEPRcS/lQOQm96bCkv/g3kY8wB7xACtiAfaIh6KjwOyIZu/atWt3ayoAAAAAcDhyIPyvpCRpxQoXSVLfS59Lkla1DFCiKVH1St2vRv5NHLk8AAAAFFLkJgAAAADuljteiLZ7926Fh4erdOnSd3oqAAAAAHA4ciBkZuNGo6KiDArwSVDbyIUylyihd0uESpIG1H1RBoPBwSsEAABAYUJuAgAAAOBuc87tjb///numbRaLRUlJSTp16pT++OMPGQwGPfzww7mdCgAAAAAcjhwIebV4cepuaD1LbZAxyqxTj7TS4Vt/ytPFS0/UeNLBqwMAAMC9gtwEAAAAQEGV60K0cePGZevT2haLRaVKldKrr76a26kAAAAAwOHIgZAXCQnSn3+mpuDPnPtUkvRt3XhJUq8aT8qrWHGHrQ0AAAD3FnITAAAAAAVVrgvRypUrd/uBnZ3l6+urxo0b6/nnn1dAQEBupwIAAAAAhyMHQl6EhDgrJsagcj6xejBqrZIqB+oz42bJIg2o+4KjlwcAAIB7CLkJAAAAgIIq14Vo69aty891AAAAAECBRg6EvFiyJDX97u35p5yiLNrcupqSLWfUyL+x7i/d0LGLAwAAwD2F3AQAAABAQeXk6AUAAAAAAFCYxcdLq1alFqL1vfCZJOndwOOSpP73veiwdQEAAAAAAAAAkJ9yvSPa7Vy+fFmrV6+WyWTSQw89pGrVqt2JaQAAAACgQCAHwu389Zez4uIMCixxQy1ubtfVJvW02XhQxYt5q0eNJxy9PAAAABQi5CYAAAAAHClPO6KFhYXplVde0ccff2y7tmvXLj366KOaPHmyPv74Y3Xr1k3fffddnhcKAAAAAI5GDoTcsB7L+aTT7zJI+qWRiySpd80+8nTxdODKAAAAcK8iNwEAAABQEOV6R7QLFy7o2Wef1a1bt2QwGGzXJ0yYoPj4eHl5eals2bI6fvy4Pv30UzVp0kQNGzbMjzUDAAAAwF1HDoTciI2V1qz5/2M5b3wjs5ub3vPfL4ljOQEAAJA75CYAAAAACqpc74j2448/KjY2Vg0bNtTw4cMlpX4C59ixY3JxcdHChQu1bNkyjR8/XhaLRXPnzs23RQMAAADA3UYOhNxYs8ZZ8fEGVfO+rEbaowMP1NCNYiY1DWiuuqXqOXp5AAAAuAeRmwAAAAAoqHJdiLZ161a5urpq6tSpqlcv9X+eb9y4UZL0wAMPKDAwUJL0zDPPyNfXV7t27cqH5QIAAACAY5ADITcWL07dDa1P0jwZJH1a47IkqX/dFxy4KgAAANzLyE0AAAAAFFS5LkS7dOmSKleuLD8/P9u1LVu2yGAwqGXLlrZrBoNB5cqVU2RkZN5WCgAAAAAORA6EnIqJkdatSy1EezrhR8WX8tXPZa+ohKuPulfv5eDVAQAA4F5FbgIAAACgoMp1IZrBYEjz58TERO3Zs0eS1Lx58zRtMTExcnZ2zu1UAAAAAOBw5EDIqT//dFZiokG1PM+pvg5oRXNfmZ2kp2r1lbuzu6OXBwAAgHsUuQkAAACAgirXhWgVKlTQuXPnFB8fL0navHmzkpKS5OPjY9sKWpJOnjyp8+fPq2LFinlfLQAAAAA4CDkQcmrJEhdJ0lPxP8og6YPKpyVJ/e970XGLAgAAwD2P3AQAAABAQZXrQrRmzZopLi5Ob7/9ttauXatPP/1UBoNBHTp0sPU5dOiQXnvtNVksFrVu3TpfFgwAAAAAjkAOhJyIipLWrzdKkp42/6zz1cpov79ZD5RtpZp+tRy7OAAAANzTyE0AAAAAFFS53o/5lVde0cqVK7Vq1SqtWrVKFotFnp6eGjhwoCRp69ateumll2SxWFSuXDm9+CKf+AYAAABw7yIHQk6sXOms5GSD6rkdV52EML1br4QkqX/dFxy8MgAAANzryE0AAAAAFFS53hEtICBA8+fP16OPPqoqVaqobdu2mjdvnipUqCBJCgwMlJOTk9q1a6f58+fLz88v3xYNAAAAAHcbORByYvHi1GM5n074UWajUd/UuCk/Nz89VrW7g1cGAACAex25CQAAAICCKtc7oklSxYoV9fnnn2fYVr58eW3ZskU+Pj55mQIAAAAACgxyIGRHZKRBmzalHsv5lOZre30/XfW6qn/V6ic3ZzcHrw4AAACFAbkJAAAAgIIoT4Vo/+vmzZu6deuWPD09VaJECZIcAAAAAIUaORAysmKFs0wmgxq77Ff15BN6u6ZBktS/7vOOXRgAAAAKLXITAAAAAAVBngvRLly4oOnTp2vdunW6fv267bq3t7cefvhhDR06VJUqVcrrNAAAAABQIJADIStLlqSm2k8lz1Wcp6uW1ExUUPnWquZTw8ErAwAAQGFCbgIAAACgoHHKy82hoaHq2bOnfv/9d127dk0Wi8X26+bNm1q2bJl69eqlrVu35td6AQAAAMBhyIGQlcuXDdq6NfVYzj5aoN/qOynJWRpQ90UHrwwAAACFCbkJAAAAgIIo1zuiXb16VcOGDVN0dLRq1qyp5557TnXr1pWXl5du3rypgwcP6ueff9bx48f1+uuva9myZSpdunR+rh0AAAAA7hpyIGTH6tXOMpsNau60Q5XNZ/R0XamUe2l1rvKYo5cGAACAQoLcBAAAAEBBletCtO+//143b95Uu3bt9OWXX8rFxSVNe/369dW7d28NHz5c69ev1y+//KLhw4fnecEAAAAA4AjkQMiO9etTd0Pral6mcwHu2l4hXsNqP6tixmIOXhkAAAAKC3ITAAAAAAVVro/m3LBhg5ydnTVx4sR0SY6Vi4uLJk6cKKPRqL/++ivXiwQAAAAARyMHQlZMJmnTptTPe3XQGn17X7xkkJ69b4CDVwYAAIDChNwEAAAAQEGV60K0ixcvqmbNmvLz87ttv5IlS6pmzZq6cOFCbqcCAAAAAIcjB0JW9u93UlSUQSUUpWbaodkNpDYV26lKiaqOXhoAAAAKEXITAAAAAAVVrgvRDAaDkpOTs9U3OTlZZrM5t1MBAAAAgMORAyErGzak7obWTuu0vaqTzvpI/e970bGLAgAAQKFDbgIAAACgoMp1IVrlypV18uTJLD9Jc/78eZ04cUKBgYG5nQoAAAAAHI4cCFlZv94oKfVYzt9qJMvfI0CdKnd28KoAAABQ2JCbAAAAACiocl2I1r59e5lMJr355puKiYnJsE9MTIxGjhwpi8Wi9u3b53qRAAAAAOBo5EC4ndhYaceOfwrRVtSU+tV5Ti5GFwevDAAAAIUNuQkAAACAgso5tzf2799f8+fP1549e9S5c2f17NlTdevWVfHixRUTE6NDhw7pjz/+UGRkpPz9/TVgwID8XDcAAAAA3FXkQLidv/82KjnZoMo6JZPvCZ0oadCz9z3v6GUBAACgECI3AQAAAFBQ5boQzdvbW7NmzdLLL7+sq1evatasWen6WCwWBQQEaPr06fL29s7TQgEAAADAkciBcDsbNqSm1x20RitrSW0rtVfF4pUcvCoAAAAURuQmAAAAAAqqXBeiSVKtWrW0atUqzZs3TyEhITp58qRu3bolT09PValSRe3atVPfvn1VvHjx/FovAAAAADgMORAys2H9P8dyzqgh9aj+hINXBAAAgMKM3AQAAABAQZSnQjRJ8vT01MCBAzVw4MD8WA8AAAAAFGjkQPhfEREGhR01yiCzmrmsU//KTppa+VFHLwsAAACFHLkJAAAAgILGKT8Hi4uL0+XLl5WUlJSfwwIAAABAgUQOBEnasCF1N7Qm2qXd1a6rWWBr+bmVdPCqAAAAUJSQmwAAAAAoCPK8I9qFCxc0c+ZMrV27VpGRkbbrlSpV0qOPPqoXXnhBPj4+eZ0GAAAAAAoEciD8rw0bUlPrDlqjFTWlrlW7OXhFAAAAKArITQAAAAAUNHnaEW3lypXq2rWr5s+fr6tXr8pisdh+nTlzRt9++626du2qnTt35td6AQAAAMBhyIHwvywWaeN6g6TUQrSVNaQuVR5z8KoAAABQ2JGbAAAAACiIcr0j2pEjRzRq1CilpKSoUaNGeuqpp1S7dm15eHgoJiZGR44c0a+//qqDBw9q2LBhWrx4sQICAvJz7QAAAABw15ADISNHjjjpSqSzPHRLbmW2qkL15irjWdbRywIAAEAhRm4CAAAAoKDK9Y5oM2fOVEpKip5++mn98ssv6tGjh2rXrq1KlSqpbt266t27t3777Tf17NlTN27c0Pfff5+f6wYAAACAu4ocCBlZv94oSXpYG7SmZpK6Vn3cwSsCAABAYUduAgAAAKCgynUh2u7du+Xt7a2333470z4Gg0Hjx4+Xh4eHQkJCcjsVAAAAADgcORAysmF9alrdQWu0oqbUtWo3B68IAAAAhV1Bz00SEhL07bffqlu3bmrYsKFatmyp4cOHKywsLMdjpaSkaP78+erVq5caN26s5s2b66WXXtL27dszvefmzZv67LPP9Oijj+r+++9XUFCQxowZo3PnzmV6z5IlS/Tcc8+pWbNmqlevnh5++GGNHj1aJ06cyLD//PnzVatWrUx/PfbYYzl+VgAAAKAwyPXRnDdu3FDNmjVVrFix2/bz8PBQtWrVdOzYsdxOBQAAAAAORw6E/5WQIP29NXVHtMZua/TD/fVVuUQVB68KAAAAhV1Bzk0SExP1yiuvKDQ0VKVLl1br1q116dIlBQcHa926dZoxY4YefPDBbI1lsVg0evRoLV++XCVKlFCrVq0UFRWlrVu3asuWLZo0aZKeeOKJNPdERUWpX79+Cg8PV6VKldSmTRudOnVKf/zxh9asWaN58+apdu3aaeYYOXKkli9fLmdnZ9WvX19+fn4KCwvT4sWLtWrVKk2dOlVBQUFp5jl06JAkqUWLFvL390+39rJly+b0pQMAAAAKhVwXopUvX17nzp1TSkqKnJ1vP0xERITKlCmT26kAAAAAwOHIgfC/duwwKj7JqLK6qFM1D6lL9bGOXhIAAACKgIKcm0yfPl2hoaEKCgrS1KlT5ebmJil1x7HRo0dr1KhRWr16tTw9PbMca+HChVq+fLnq1KmjH3/8UT4+PpKkbdu2adCgQZowYYJatWqVpuhr8uTJCg8PV69evTRx4kQZjUbbuj7//HO9+eabWrJkiZycUnc2Xrp0qZYvX67SpUtr1qxZtiI1k8mkr776StOnT9eoUaO0Zs2aNGu2FqJNmDBBVarwYRQAAADAKtdHc/bp00dRUVH64osvbtvv119/1dWrV9WzZ8/cTgUAAAAADkcOhP+1YUPqm1qP6C+trCl1rfq4g1cEAACAoqCg5iZxcXGaPXu2nJyc9P7779uK0CSpe/fu6tKliyIjI7V48eJsjTdjxgxJ0rhx42xFaJLUsmVLDRgwQImJiZozZ47t+vnz57V8+XJ5e3tr7NixtiI0SXr11VfVsGFDHTt2TJs2bbJd//333yVJb7zxRpqd0oxGo1577TXVqFFD165d05YtW2xtycnJOnbsmIoXL67KlStn61kAAACAoiLXhWjPP/+8evTooe+++06vvfaa9uzZo5SUFFv7iRMn9PHHH2vixImqWbOmOnTooHPnzqX7BQAAAAD3AnIg/K8Nq02SpHZao+ONq6iWb+0s7gAAAADyrqDmJjt27FBsbKzq1q2r8uXLp2vv1KmTJGndunVZjhUeHq6zZ8+qZMmSatKkSaZjrV271nZtw4YNMplMatWqlby8vLJ1j7e3t6pVq6amTZum628wGGy7nV2+fDnN2pKSklSvXj0ZDIYsnwUAAAAoSnJ9NGfz5s1tvw8ODlZwcLAMBoPc3d2VmJgok8lkaz9+/Lgee+yxdGMYDAYdPnw4t0sAAAAAgLuGHAj2rl+X9h91lyR5VfhLres+w5tQAAAAuCsKam5y9OhRSVLNmjUzbK9evbokKSwsLMuxjh07JkmqUaNGhv/Otl4/e/as4uPj5e7ubrsnJ/NPnTo10zWYTCbbEZz2x39arwUEBOjjjz9WSEiILl68KF9fX7Vp00aDBw9WQEBAls8IAAAAFEa5LkSLjo5Od81isejWrVvZHsNiseR2egAAAAC4q8iBYG/TJmdZLAbV0wH9XSdCXat2c/SSAAAAUEQU1NzkypUrkpRpEZb1emRkpMxms5ycMj+0J6uxXF1d5e3trZs3byoyMlIVK1b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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),expoElasExperts.firstType[0,0,:],expoElasExperts.firstType[1,0,:],expoElasExperts.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),expoElasExperts.firstType[0,1,:],expoElasExperts.firstType[1,1,:],expoElasExperts.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),expoElasExperts.firstType[0,2,:],expoElasExperts.firstType[1,2,:],expoElasExperts.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Exposure elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.05,0.1])\n", "axes[1].set_ylim([-0.05,0.1])\n", "axes[2].set_ylim([-0.01,0.01])\n", "fig.suptitle('Exposure elasticity for the Experts Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "6115a700", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),expoElasHouseholds.firstType[0,0,:],expoElasHouseholds.firstType[1,0,:],expoElasHouseholds.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),expoElasHouseholds.firstType[0,1,:],expoElasHouseholds.firstType[1,1,:],expoElasHouseholds.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),expoElasHouseholds.firstType[0,2,:],expoElasHouseholds.firstType[1,2,:],expoElasHouseholds.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Exposure elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.001,0.1])\n", "axes[1].set_ylim([-0.005,0.1])\n", "axes[2].set_ylim([-0.01,0.01])\n", "fig.suptitle('Exposure elasticity for the Households Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "c014867e", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasExperts.firstType[0,0,:],priceElasExperts.firstType[1,0,:],priceElasExperts.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasExperts.firstType[0,1,:],priceElasExperts.firstType[1,1,:],priceElasExperts.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasExperts.firstType[0,2,:],-priceElasExperts.firstType[1,2,:],-priceElasExperts.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.05,0.4])\n", "axes[1].set_ylim([-0.05,0.4])\n", "axes[2].set_ylim([-0.05,0.05])\n", "fig.suptitle('Price elasticity for the Experts Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "226e4b05", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasHouseholds.firstType[0,0,:],priceElasHouseholds.firstType[1,0,:],priceElasHouseholds.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasHouseholds.firstType[0,1,:],priceElasHouseholds.firstType[1,1,:],priceElasHouseholds.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasHouseholds.firstType[0,2,:],-priceElasHouseholds.firstType[1,2,:],-priceElasHouseholds.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.005,0.5])\n", "axes[1].set_ylim([-0.005,0.5])\n", "axes[2].set_ylim([-0.005,0.05])\n", "fig.suptitle('Price elasticity for the Households Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "05909814", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasExpertsN.firstType[0,0,:],priceElasExpertsN.firstType[1,0,:],priceElasExpertsN.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasExpertsN.firstType[0,1,:],priceElasExpertsN.firstType[1,1,:],priceElasExpertsN.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasExpertsN.firstType[0,2,:],-priceElasExpertsN.firstType[1,2,:],-priceElasExpertsN.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.01,0.3])\n", "axes[1].set_ylim([-0.01,0.3])\n", "axes[2].set_ylim([-0.01,0.05])\n", "fig.suptitle('Type 1 Uncertainty Component of the Price elasticity for the Experts Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "a5c97003", "metadata": {}, "outputs": [ { "data": { "image/png": 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AAKQTYhwAAAAAqWDYtm0n+vD3v/99PfPMMzIMQx6PR1OnTpXX61VHR4d27typnp4e2bats88+W4sXL07mvNNGMGipsbEjZeO73aYKC3PU1NShQMBK2TwwerFGEA/WCWJhjSAerJOxragoRy5Xwr8nkxTEN8mRyhiHnyOIB+sEsbBGEA/WCWJhjYAYJz0Q32C0Y50gFtYI4sE6QSysEQwmvnEPZaC7775bM2bM0EMPPaS2tjZt3rw5qt7r9eryyy/X9ddfP5RhAAAAAGDYEd8AAAAASCfEOAAAAABG2pAS0UzT1MKFC3XFFVfo7bff1ieffKLm5mZlZ2dr6tSpOu6445STk5OsuQIAAADAsCG+AQAAAJBOiHEAAAAAjLQhJaKFeTwenXDCCTrhhBOS0R0AAAAApAzxDQAAAIB0QowDAAAAYKTE9wWeAAAAAAAAAAAAAAAAAADsR1w7on3961+XYRj6+c9/rgkTJkTKBsMwDD322GODnyEAAAAAJBHxDQAAAIB0QowDAAAAYLSIKxFt7dq1MgxDnZ2dUWWDYRjG4GYGAAAAAMOA+AYAAABAOiHGAQAAADBaxJWIdv3118swDBUWFkbKbrjhhmGbFAAAAAAMF+IbAAAAAOmEGAcAAADAaBFXItp3vvOdfmUEMQAAAAAORsQ3AAAAANIJMQ4AAACA0cJM9MG//vWvWrNmTVxtn3rqKS1evDjRoQAAAABgWBHfAAAAAEgnxDgAAAAAUiHhRLRbb71VS5Ysiavt0qVL9dhjjyU6FAAAAAAMK+IbAAAAAOmEGAcAAABAKsT11Zx79uzRli1b+pW3trbq9ddfP+Czu3bt0pYtW+R2xzUUAAAAAAwr4hsAAAAA6YQYBwAAAMBoEVdk4fF4dNNNN6m1tTVSZhiGtmzZoiuvvDLm87Zt6/jjj098lgAAAACQJMQ3AAAAANIJMQ4AAACA0SKur+YcN26crr32Wtm2HTkkRd0PdEiS1+vV8ccfr5/85CfD9hIAAAAAEC/iGwAAAADphBgHAAAAwGgR917Ll19+uS6//PLI/axZs3Tsscdq6dKlwzEvAAAAABg2xDcAAAAA0gkxDgAAAIDRIO5EtH1dcMEFOuSQQ5I5FwAAAABICeIbAAAAAOmEGAcAAABAKiSciHbXXXclcx4AAAAAkDLENwAAAADSCTEOAAAAgFRIOBEtrK6uTq2trTr00EMjZX/4wx/0zDPPKBgM6tRTT9U111wjr9c71KEAAAAAYFgR3wAAAABIJ8Q4AAAAAEaSOZSH77nnHp122mn6/e9/Hyl74IEH9N///d/68MMPtWnTJj344IO68sorFQwGhzxZAAAAABguxDcAAAAA0gkxDgAAAICRlnAi2ssvv6z7779fgUBAXV1dkqSenh799re/lSTNmzdPP/jBDzRhwgS99957evLJJ5MzYwAAAABIMuIbAAAAAOmEGAcAAABAKiSciPbnP/9ZhmHo5ptv1i9/+UtJ0uuvv6729nYVFxfr3nvv1RVXXKEHH3xQkvT8888nZ8YAAAAAkGTENwAAAADSCTEOAAAAgFRIOBHtvffeU1FRkb797W9HytasWSNJOuWUU+RyuSRJhx56qCZPnqzNmzcPcaoAAAAAMDyIbwAAAACkE2IcAAAAAKmQcCJac3OzysvLZRhGpOy1116TYRiaO3duVNvc3Fx1dHQkPksAAAAAGEbENwAAAADSCTEOAAAAgFRIOBGtoKBAra2tkfvdu3dr+/btktQviKmtrVVeXl6iQwEAAADAsCK+AQAAAJBOiHEAAAAApELCiWhTp07Vzp07tXXrVknSM888I0mqqqpSWVlZpN3TTz+txsZGzZw5c4hTBQAAAIDhQXwDAAAAIJ0Q4wAAAABIBXeiD5511ll66623dNlll+mYY47Ryy+/LMMwdMEFF0hyfrvmt7/9rR5//HEZhqHzzz8/WXMGAAAAgKQivgEAAACQTohxAAAAAKRCwjuiXXLJJTrzzDO1d+9erVixQoFAQMcff7y+8Y1vSJLq6ur02GOPKRAI6Ktf/SpBDAAAAIBRi/gGAAAAQDohxgEAAACQCgnviGaapu655x6tWbNGGzdu1NSpUzV//ny5XC5J0iGHHKLTTz9d5513ns4444ykTRgAAAAAko34BgAAAEA6IcYBAAAAkAqGbdt2qicxlgWDlhobO1I2vtttqrAwR01NHQoErJTNA6MXawTxYJ0gFtYI4sE6GduKinLkciW8YTNGkVTGOPwcQTxYJ4iFNYJ4sE4QC2sExDjpgfgGox3rBLGwRhAP1gliYY1gMPHNiEVBu3fvHqmhAAAAAGBYEd8AAAAASCfEOAAAAACSIeGv5pSkzs5O/eUvf9HmzZvV1dUly4rOfAwGg+rs7NTu3bu1efNmffDBB0OaLAAAAAAMF+IbAAAAAOmEGAcAAADASEs4Ea21tVWXXHKJduzY0a/Otm0ZhhF1DwAAAACjFfENAAAAgHRCjAMAAAAgFRJORHvkkUe0fft2maapz372s8rNzdWKFSt02GGHafr06aqrq9M777yjYDCouXPnatGiRUOa6I4dO3Tfffdp7dq12rt3ryZMmKCzzjpL11xzjbxeb8L9NjU16dxzz9Xs2bO1ZMmSAdu88soruuqqq/bbh9fr1TvvvJPwHAAAAACkFvFNL+IbAAAA4OA30jEOAAAAAEhDSERbtWqVDMPQ3Xffra985SsKBoM6/vjjVVpaqp///OeSpK1bt+rqq6/WunXr1NXVlfAk169fr8suu0w+n09HHnmkjjjiCK1bt04PPPCAVq9erT/96U/Kzc0ddL8+n0/f+c531NDQcMB2H374oSTpiCOO0NSpU/vVZ2ZmDnpsAAAAAKMH8U0v4hsAAADg4DeSMQ4AAAAAhCWciFZdXa2CggJ95StfkSS5XC4ddthhWrduXaTNjBkzdOedd2rhwoX64x//qP/3//7foMcJBAK6+eab5fP5tGjRIi1YsECS1NXVpe9973tatWqVFi9erDvuuGPQ8//e976n999/P2bbDz74QJJ000036aSTThr0OwAAAAAY3YhvAAAAAKSTkYpxAAAAAKAvM9EHOzs7VV5eHlU2ffp0tbe3a9euXZGyk08+WcXFxXrzzTcTGue5555TdXW1TjjhhMiHNJKUlZWln/70p/J6vXryySfV0tISV39dXV168MEHdf755+v9999XZWVlzGfCOwZ85jOfSegdAAAAAIxuxDcAAAAA0slIxTgAAAAA0FfCiWi5ubn9tmquqKiQJG3fvj2qfOLEiaqrq0tonFWrVkmSzjjjjH51hYWFmjt3rvx+v9asWRNXf88//7x+8YtfyO12a9GiRbruuusO2L61tVXV1dWaPHmyCgoKBj1/AAAAAKMf8Q0AAACAdDJSMQ4AAAAA9JVwItqMGTP0ySefaO/evZGyKVOmyLZtffTRR1FtGxsbZRhGQuNs3rxZkjRz5sz9zkOSNm7cGFd/BQUFuu666/TSSy9F7UCwPxs2bJAkTZ48Wffdd5/OPfdcHXXUUTrxxBN1yy239AvYAAAAABx8iG+IbwAAAIB0MlIxDgAAAAD0lXAi2sknn6xAIKAbbrhB27ZtkyQdddRRMk1Tjz/+eOSrZP7+97+rpqYm8ps2g1VfXy9JKisrG7C+tLQ0ql0s8+fP13e/+13l5+fH1T78Qc0rr7yiJUuWqLS0VHPnzpUkPfvss7rooov0+uuvx9UXAAAAgNGJ+Ib4BgAAAEgnIxXjAAAAAEBf7kQf/NrXvqY//elPeuedd3Tuuefq3Xff1YQJE3TyySfr5Zdf1he/+EWVl5dr06ZNMgxD8+fPT2gcn88nScrKyhqwPlwebpdsH374oSTp+OOP169+9SuVlJRIknp6enT33Xdr6dKluummm/TSSy/F/eHPvtzuhPMBh8zlMqPOwL5YI4gH6wSxsEYQD9YJUon4JnnxjZS6GIefI4gH6wSxsEYQD9YJYmGNINVGKsYBAAAAgL4STkTLy8vTH//4R91+++3aunWrMjIyJEk/+MEPtH79ejU2Nqq5uVmSs93zt7/97YTGcblcsiwr5rbQtm0n1H8sd999t2644QaVlpYqNzc3Up6RkaHbbrtN69at00cffaSnn35a3/zmNwfdv2kaKizMSeaUE5Kfn53qKWCUY40gHqwTxMIaQTxYJ0gF4pvkxDfS6Ihx+DmCeLBOEAtrBPFgnSAW1ghSZaRiHAAAAADoK+FENMkJTh599FE1NjZGyg455BD97W9/05///Gd9+umnmjZtmhYsWBD1Icdg5OTkqLm5WZ2dnQPWd3V1SZKys4cnoM/IyNC0adMGrHO5XDr11FP10Ucf6f3330+of8uy1do6PLsdxMPlMpWfn63W1k4Fg1bK5oHRizWCeLBOEAtrBPFgnYxt+fnZKd8tgvhm6PGNlNoYh58jiAfrBLGwRhAP1gliYY1grMQ4AAAAANDXkBLRwoqKivrdL1y4MBldq7S0VM3NzWpoaFBlZWW/+vr6+ki7VJg4caIk7feDpHgEAqn/HxHBoDUq5oHRizWCeLBOEAtrBPFgnSDViG+GFt9IqY9x+DmCeLBOEAtrBPFgnSAW1ghGg+GMcQAAAACgr9T+Ok4cZs6cKUnaunXrgPXh8nC7ZOru7tZtt92ma6+9Vk1NTQO2qa2tlSRNmDAh6eMDAAAASC/EN8PrwQfd+sY3pMWLPXrxRZd27jRk8bkvAAAAAAAAAAAjIq4d0b7+9a8PeSDDMPTYY48N+rlTTjlFzz77rF588UVdfPHFUXVNTU1644035PF4dOKJJw55jvvKzMzUq6++qtraWq1cuVILFiyIqu/p6dFzzz0nSTr11FOTPj4AAACA5CO+Sd/45he/yFBDgyRlhA4pJ8fWrFmWDj88qFmzLB12mHMUF9upnCoAAACQNKmMcQAAAACgr7gS0dauXTvkgQzDSOi5M844Q+Xl5XrllVe0dOnSSEDV1dWl2267TT6fT1/72tdUUlISecbv92vnzp2SpMmTJ8vj8SQ870svvVS/+MUv9LOf/Uyf+cxnNGvWrKjxd+7cqeOPP35YPigCAAAAkHzEN+kb3zzzTKdeftmrtWsD2rDB0Natpjo6DK1d69Lata6otuPH9yalHXZYUFVVlqZPt1RYmKLJAwAAAAlKZYwDAAAAAH3FlYh2ww03DPc89isrK0t33323Fi5cqDvvvFPLly9XRUWF3nnnHdXX1+vwww/XLbfcEvVMXV2dzj77bEnSypUrVVFRkfD4V1xxhdatW6fVq1froosu0pw5c1RQUKC1a9dq7969mjZtmn75y18O6R0BAAAAjBzim/SNb2bOtPW5z0lNTd0KBCz5/dK2baY++sjUxo3O+cMPXdq501RDg3P885/RfRQVWZo+3db06VbUccghlrKyUvNeAAAAwIGkMsYBAAAAgL5GfSKaJM2dO1fLli3TvffeqzfffFNbt25VRUWFFixYoKuuukq5ubnDNrbH49H999+vZcuWafny5frggw9kWZYqKyt16aWX6sorr5TX6x228QEAAAAkF/HN2IlvPB5p1ixLs2ZZUeXt7dKmTaY++sgVSVDbutVUba2pxkZTjY3SW29F76BmGLYqK21Nm9abnDZtmqWpUy1VVNjKyBjJNwMAAAB6pTrGAQAAAIAww7ZtO9WTGMuCQUuNjR0pG9/tNlVYmKOmpg4FAlbsBzDmsEYQD9YJYmGNIB6sk7GtqChHLpeZ6mkgCVIZ4wz150h7u7Rjh6lt23qP7dudJLXW1v1/VZFh2Jo40dbkyZYmTw6fe68nTrTlcu33cYww/r5BLKwRxIN1glhYIyDGSQ8Hc3yDsYF1glhYI4gH6wSxsEYwmPgmrh3RYlmzZo1Wr16t7du3q62tTcuXL1dra6seeeQRXXrppSoqKkrGMAAAAAAw7Ihvxq7cXOmIIywdcUT0/0yxbWnPHiOUmGZo69beJLWdO011dhqqqTFUU2PqX//q36/HY2vSpN4EtcpKW+XlliZNcs4TJthKo43oAAAAMMoQ4wAAAAAYKUNKRNu7d69uuukmvf3225Ik27ZlGM5vidfU1Ojee+/Vo48+qgcffFBHHXXU0GcLAAAAAMOE+Ab7YxjS+PG2xo8P6nOfi66zbamhwdDOnYaqq53EtJ07DX3yiXP96aeG/H5DH39s6OOP9/8bY4WFTlJaebmtiROdc/i+vNzZVS0nZ5hfFAAAAGmFGAcAAADASEs4Ea2np0dXXXWVNm7cqNzcXH3+85/Xe++9p/r6ekmSaZoqKChQc3OzrrjiCj377LOaNGlS0iYOAAAAAMlCfINEGYZUWmqrtNTWccf135Y+GJRqa41IgtrOnaaqq03V1BiqrXV2UfP5DDU1GWpqcmnDhv2PlZ9vq7TUUlmZHRnTOSyVltqR8qIiWybfAgUAADCmEeMAAAAASIWEE9GWLl2qjRs36uijj9b999+voqIiXXrppZEgpqqqSitWrNC3v/1tvfvuu3r44Yd1++23J23iAAAAAJAsxDcYLi6XVFFhq6IiqM9/vn+9bUutrdKuXWYkMS38NZ/hZLVdu0x1dBhqbTXU2urS1q0HHtPttjV+fG+iWkmJreJiS8XFtoqLw/dOwlpxsbPTWmhjDAAAAKQJYhwAAAAAqZBwItpzzz0n0zT1s5/9TEVFRQO2yc3N1c9//nN98Ytf1Jo1axKeJAAAAAAMJ+IbpIphSOPGSePGWTr8cEkKDtiutVXavdtUfb0ROerqou/r6w3t3WsqEHAS2Gpr45tDVpYdSVLrexQW2iooGPiclyd2XQMAABjFiHEAAAAApELCiWjbt2/X9OnTVVlZecB2kyZN0tSpU7Vz585EhwIAAACAYUV8g9EuP1/Kz7dUVXXgdn6/tGdPOFHNSVbbu9fY79HV5Ry7dhnatSv++Zimk5RWUKBIglr4GDfOVl6eHUqwC1/bys+3Q+9hKzNzSH8cAAAAiIEYBwAAAEAqJJyIZllW3G09Ho9cLleiQwEAAADAsCK+QbrweKSJE21NnGiHSgbeYU1yvha0o0Pau9dQY6OTmLZnT2+SWkuLoaYmQ83N0Wefz5BlOc80NiY2z6wsJ0EtP783WS0311ZurpSbG76XcnJ6r/uWh6+9XnZmAwAAGAgxDgAAAIBUSDgRbdKkSfr444/V3t6u3Nzc/bZramrSli1bNHXq1ESHAgAAAIBhRXyDscgwFEnqmjLFjv1ASHe3+iWnNTcrct/a2veQWloMtbX1lkmK7MTW0DD098jOtpWT4ySlhc9eb3RZTk64TMrLk0pKJMtyKTPTUHa200d2ttOm731GhvPnBAAAcLAhxgEAAACQCgknop1yyin6/e9/r5/97Gf6v//3/+633X/9138pGAzqC1/4QqJDAQAAAMCwIr4B4peZKZWV2Soriz95LcyypPZ2JzktnJjW0iK1tRlqb3cS1jo6FLlub1dUebhde7sUDDoZYp2dhjo7E8kWy4rZwjCiE9QyM21lZSl02JFzZqaTvJaV5fz5ZGX1tg/fZ2Q4dZmZ0dd9z0557zVJcAAAIFHEOAAAAABSIeFEtKuuukrLly/Xk08+qb179+rcc89VW1ubJGnbtm3avHmzli5dqrVr1yonJ0eXX355suYMAAAAAElFfAOMDNOU8vOl/Hxb0uAT2cJsW+rslDo6DPl8+56dpLXwed86n89QMOhWa2tQPp/Tj89nqLPTSWrz+XqT3Gzbuff5UpMR5vHY8nicpDWPxw6dpYwMJ5nNqbNDZU65x6PQ0Vvudjt1zrn/vcfjXHs8Tp3bbUeunXP/+/C1y9X7vMsVft75Z00iHQAAqUOMAwAAACAVDNu2E/4/v2vXrtV1112nlpYWGQP830XbtuX1evWrX/1KJ5988pAmmq6CQUuNjR0pG9/tNlVYmKOmpg4FAlbK5oHRizWCeLBOEAtrBPFgnYxtRUU5crnMlM6B+CY5Uhnj8HME8Yhnnfj9UldXdIJaZ2f4K0V7z93dTp1zHV3X1WWE6qWeHkM9PU5ZT4+irru7nWe7u5126SScwNaboGZHrl2ucLnd53rg8nCdaUaXmWb4GTtyP1Cdafavc+6jnwufPR5DeXmZ6urqlm1bUfWGEb62I+WGEd1HuF24zb7Ph8ucwx6wPHzft9ww7H5t9m3X90wi4PDi7xzEwhoBMU56IL7BaMc6QSysEcSDdYJYWCMYTHyT8I5oknTsscfqmWee0e9+9zutWLFCNTU1kbqSkhKdeuqpWrhwoSZPnjyUYQAAAABg2BHfAAgL7yqWlxf+3b3Ed28bDNtWJDktnLzmHM613+8krfn9veVOWW9dIODUBQK9z/j9Ruis0LN92/X2Ewg4zwUCitz7/UaoPLosGOzte3/CffU62DKjMlM9gSEzDFumYTsJapFzuNw5S05CnCHt084OJbQ5bSW7N/ktXCc75r1Cz4TrjKjx9j33aReaW98yqW8/vfMZuD7UR7/68Hh96tQ7lkJzUZ9y9ZmTIcmW82fidpsKBoKyw8/LeT48DyncX5/+bbtPG6fv8D+rSBv170N2nzaRckXNMaqf0KzC7233eS7cpu+7hRv11vVvG373yLnPv9L7ziN6Ln0Y/ev7zk37XEc9bNt93seO7neAuYbbOXV9n7P3ea536tF/Nn1Fv2/0IH3fKbpft8elgD8o2+7/3vv2P2DfUUX9n4uek33AH7P7TU61Yz23/78D+z02QNv+/5wSGyuRv0LKJnu14Hvz5XKnNhkslYhxAAAAAIy0Ie2Iti+fz6e2tjZ5vV7l5eUlq9u0xo5oGO1YI4gH6wSxsEYQD9bJ2DYadgvYF/FNYtgxAKOd25QK8zLV1NCiYHePFAxKgaAUDMoIhjKugkEZwWCf60CoXUAKWjKsYOQ+ch20otuGDsOy9rkPSpYVaS8rNFYwVG4FZQStUJtQmW05bSxLsmwp3IfVt9xp58zPii4Lt+1bPlCZ7D5jWE7SR98+bDv6OduWbFuWJQUsUwHLUMByOde227m3w/cuBSyX/LZbQctQ0HYpIJeCtqGA7VbQNp12cq6DduhaLgXkjlzve+yvvG+9JTOqLN77vud4yoJyyZYRqYv32N9zvWWuVP9rAwAHrZ/f8Ji+dcd5KRmbGCc9EN9gtGOdIBbWCOLBOkEsrBGM2I5o+/J6vfJ6vcnsEgAAAABSgvgG2EcwKPX0yPD3SN2hc0+PjNCWXM693zn7w+dAn/vwllw9MvyB0LnvvV8K+J3rQKh9wC8FgpFrI7Qll9G7fZeMQEAKJZAZfn9vgli43B/oTTALBGSEfh+vMMV/nOnEJcmT6kkMgmU4ew/Z+zlroLr9lMcqi3Ut9T4bvh7wGVsKypRlGNFJcIazn5dlO4lrQcOUHUpiC0Yls+1zbRiy7d42ijwb3Z/dZ8xwnW0bzvPap1yGrHBfMqU+ZeExotuaTl/q7a9vO8ve5xmjz/ihdr19q1//0fuaDVzWdz80W4ZkD9Qmuu/IvW2E/jk5/USesQd43ugtl8y++6fJDm0P1Vvf+3y4ffR9//4Hqgsvnt61ZYR2MjMi8+/7TN/n9u1v8HWKLGq7X7v9Pz/QddSGaPtp1/fe2XRu4Lp9xz1wnwfqo/8YA7UxBijrv4/bQGUDtIljvANtGTbQuPuti2usA+0VmuA8Bhg3nucONF5eVrNOOP+wAzw79hDjAAAAABhuSU1EAwAAAAAASRT6rkajq1Pq6pbR3SWju1vq6uq97u6SEapTd7eMUF3kOvRdj0Z3l9NXd7dT1tPtPB8qU3e3jL5lfRPLurudHbDSmG2aktstuVyyXc5Z7j7XocMOX7vdkhm+NyXTKYvUm2Z0ezP0vGn2to/ch+tNp70Zqo/UmbJdpmSY0WXhNuE+DcN5vk87y5D8CqrHDspvB9Rj+9WjgHps5+i2/fLbfnX3re9T12P51WP71W0H1G33RM49ll/dVuhsB9StHvmtgLrsHvktv7pD9X5Zso3o5K/9XdsK3R+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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasExpertsN.secondType[0,0,:],priceElasExpertsN.secondType[1,0,:],priceElasExpertsN.secondType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasExpertsN.secondType[0,1,:],priceElasExpertsN.secondType[1,1,:],priceElasExpertsN.secondType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasExpertsN.secondType[0,2,:],-priceElasExpertsN.secondType[1,2,:],-priceElasExpertsN.secondType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.005,0.3])\n", "axes[1].set_ylim([-0.005,0.3])\n", "axes[2].set_ylim([-0.005,0.1])\n", "fig.suptitle('Type 2 Uncertainty Component of the Price elasticity for the Experts Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "6d855332", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasHouseholdsN.firstType[0,0,:],priceElasHouseholdsN.firstType[1,0,:],priceElasHouseholdsN.firstType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasHouseholdsN.firstType[0,1,:],priceElasHouseholdsN.firstType[1,1,:],priceElasHouseholdsN.firstType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasHouseholdsN.firstType[0,2,:],-priceElasHouseholdsN.firstType[1,2,:],-priceElasHouseholdsN.firstType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.01,0.4])\n", "axes[1].set_ylim([-0.01,0.4])\n", "axes[2].set_ylim([-0.01,0.1])\n", "fig.suptitle('Type 1 Uncertainty Component of the Price elasticity for the Households Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "da6818ab", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = ['T','Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "fig, axes = plt.subplots(1,3, figsize = (25,8))\n", "expo_elas_shock_0 = pd.DataFrame([np.arange(T),priceElasHouseholdsN.secondType[0,0,:],priceElasHouseholdsN.secondType[1,0,:],priceElasHouseholdsN.secondType[2,0,:]], index = index).T\n", "expo_elas_shock_1 = pd.DataFrame([np.arange(T),priceElasHouseholdsN.secondType[0,1,:],priceElasHouseholdsN.secondType[1,1,:],priceElasHouseholdsN.secondType[2,1,:]], index = index).T\n", "expo_elas_shock_2 = pd.DataFrame([np.arange(T),-priceElasHouseholdsN.secondType[0,2,:],-priceElasHouseholdsN.secondType[1,2,:],-priceElasHouseholdsN.secondType[2,2,:]], index = index).T\n", "\n", "n_qt = len(quantile)\n", "plot_elas = [expo_elas_shock_0, expo_elas_shock_1, expo_elas_shock_2]\n", "shock_name = ['TFP shock', 'growth rate shock', 'aggregate stochastic volitility shock']\n", "qt = ['Aggregate Volatility 0.25 quantile','Aggregate Volatility 0.5 quantile','Aggregate Volatility 0.75 quantile']\n", "colors = ['green','red','blue']\n", "\n", "for i in range(len(plot_elas)):\n", " for j in range(n_qt):\n", " sns.lineplot(data = plot_elas[i], x = 'T', y = qt[j], ax=axes[i], color = colors[j], label = qt[j])\n", " axes[i].set_xlabel('Years')\n", " axes[i].set_ylabel('Price elasticity')\n", " axes[i].set_title('With respect to the ' + shock_name[i])\n", "axes[0].set_ylim([-0.01,0.4])\n", "axes[1].set_ylim([-0.01,0.4])\n", "axes[2].set_ylim([-0.01,0.1])\n", "fig.suptitle('Type 2 Uncertainty Component of the Price elasticity for the Households Consumption')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "24afc558", "metadata": {}, "source": [ "# Reference\n", "\n", "[1] Borovička, Jaroslav, Lars Peter Hansen, and José A. Scheinkman. \"Shock elasticities and impulse responses.\" Mathematics and Financial Economics 8 (2014): 333-354.\n", "\n", "[2] Hansen, Lars Peter. \"Dynamic valuation decomposition within stochastic economies.\" Econometrica 80, no. 3 (2012): 911-967.\n", "\n", "[3], Brunnermeier, Markus K., and Yuliy Sannikov. \"A macroeconomic model with a financial sector.\" American Economic Review 104, no. 2 (2014): 379-421.\n", "\n", "[4] Brunnermeier, Markus K., and Yuliy Sannikov. \"Macro, money, and finance: A continuous-time approach.\" In Handbook of Macroeconomics, vol. 2, pp. 1497-1545. Elsevier, 2016.\n", "\n", "[5] Hansen, Lars Peter, Paymon Khorrami, and Fabrice Tourre. Comparative valuation dynamics in models with financing restrictions. Working Paper, 2018." ] }, { "cell_type": "code", "execution_count": null, "id": "3bb26f46", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Tags", "interpreter": { "hash": "1c67a9c81f4b1f676ee52b818d3e176be5c9dd44f82a35d6054954eb94c37bc5" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" }, "vscode": { "interpreter": { "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594" } } }, "nbformat": 4, "nbformat_minor": 5 }